{ "cells": [ { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Project 2: Holiday weather - South Africa\n", "\n", "by Rob Griffiths, 11 September 2015, updated 11 April 2017, 18 October and 20 December 2017\n", "and Rita N, 20 November 2018\n", "\n", "This is the project notebook for the second part of The Open University's _Learn to code for Data Analysis_ course.\n", "\n", "There is nothing I like better than taking a holiday. In the winter I like to have a two week break in a country where I can be guaranteed sunny dry days. In the summer I like to have two weeks off relaxing in my garden in London. However I'm often disappointed because I pick a fortnight when the weather is dull and it rains. So in this project I am going to use the historic weather data from the Weather Underground for London to try to predict two good weather weeks to take off as holiday next summer. Of course the weather in the summer of 2016 may be very different to 2014 but it should give me some indication of when would be a good time to take a summer break.\n", "\n", "In the 2018 update of this project, I have amended the analysis to determine a promising 2-week period for a vacation in the capital of South Africa.\n", "\n", "## Getting the data\n", "\n", "Weather Underground keeps historical weather data collected in many airports around the world. Right-click on the following URL and choose 'Open Link in New Window' (or similar, depending on your browser):\n", "\n", "http://www.wunderground.com/history\n", "\n", "When the new page opens start typing 'LHR' in the 'Location' input box and when the pop up menu comes up with the option 'LHR, United Kingdom' select it and then click on 'Submit'. \n", "\n", "When the next page opens with London Heathrow data, click on the 'Custom' tab and select the time period From: 1 January 2014 to: 31 December 2014 and then click on 'Get History'. The data for that year should then be displayed further down the page. \n", "\n", "You can copy each month's data directly from the browser to a text editor like Notepad or TextEdit, to obtain a single file with as many months as you wish.\n", "\n", "Weather Underground has changed in the past the way it provides data and may do so again in the future. \n", "I have therefore collated the whole 2014 data in the provided 'London_2014.csv' file.\n", "\n", "The data for South Africa is available as part of the project, and coding is updated accordingly to call the South African weather data 'CapeTown_CPT_2014.csv'\n", "\n", "Now load the CSV file into a dataframe making sure that any extra spaces are skipped:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "import warnings\n", "warnings.simplefilter('ignore', FutureWarning)\n", "\n", "from pandas import *\n", "capeTown = read_csv('CapeTown_CPT_2014.csv', skipinitialspace=True)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Now I want to see the structure of the data before starting to clean it." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateMax TemperatureCMean TemperatureCMin TemperatureCDew PointCMeanDew PointCMin DewpointCMax HumidityMean HumidityMin Humidity...Max VisibilityKmMean VisibilityKmMin VisibilitykMMax Wind SpeedKm/hMean Wind SpeedKm/hMax Gust SpeedKm/hPrecipitationmmCloudCoverEventsWindDirDegrees<br />
02014-1-1282318191715887145...19.014.010.03514NaN0.02.0NaN213<br />
12014-1-2282318191816887446...26.013.010.03221NaN0.02.0NaN204<br />
22014-1-3272319191818947548...31.012.03.03226NaN0.04.0NaN193<br />
32014-1-4272218191814887446...26.013.09.03218NaN0.03.0NaN314<br />
42014-1-5262218171614837046...26.013.010.04521NaN0.04.0Rain25<br />
\n", "

5 rows × 23 columns

\n", "
" ] }, "execution_count": 33, "metadata": { }, "output_type": "execute_result" } ], "source": [ "capeTown.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Cleaning the data\n", "First we need to clean up the data. I'm not going to make use of `'WindDirDegrees'` in my analysis, but you might in yours so we'll rename `'WindDirDegrees< br />'` to `'WindDirDegrees'`. " ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "capeTown = capeTown.rename(columns={'WindDirDegrees
' : 'WindDirDegrees'})" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "remove the `< br />` html line breaks from the values in the `'WindDirDegrees'` column. " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "capeTown['WindDirDegrees'] = capeTown['WindDirDegrees'].str.rstrip('
')" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "and change the values in the `'WindDirDegrees'` column to `float64`:" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "capeTown['WindDirDegrees'] = capeTown['WindDirDegrees'].astype('float64') " ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We definitely need to change the values in the `'Date'` column into values of the `datetime64` date type." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "capeTown['Date'] = to_datetime(capeTown['Date'])" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "We also need to change the index from the default to the `datetime64` values in the `'Date'` column so that it is easier to pull out rows between particular dates and display more meaningful graphs: " ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "capeTown.index = capeTown['Date']" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
DateMax TemperatureCMean TemperatureCMin TemperatureCDew PointCMeanDew PointCMin DewpointCMax HumidityMean HumidityMin Humidity...Max VisibilityKmMean VisibilityKmMin VisibilitykMMax Wind SpeedKm/hMean Wind SpeedKm/hMax Gust SpeedKm/hPrecipitationmmCloudCoverEventsWindDirDegrees
Date
2014-01-012014-01-01282318191715887145...19.014.010.03514NaN0.02.0NaN213.0
2014-01-022014-01-02282318191816887446...26.013.010.03221NaN0.02.0NaN204.0
2014-01-032014-01-03272319191818947548...31.012.03.03226NaN0.04.0NaN193.0
2014-01-042014-01-04272218191814887446...26.013.09.03218NaN0.03.0NaN314.0
2014-01-052014-01-05262218171614837046...26.013.010.04521NaN0.04.0Rain25.0
\n", "

5 rows × 23 columns

\n", "
" ] }, "execution_count": 39, "metadata": { }, "output_type": "execute_result" } ], "source": [ "capeTown.head()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "## Finding a holiday break\n", "\n", "I am not greatly familiar with the weather trends in the southern hemisphere, hence I will start my evaluation by plotting the average temperature across the year in Cape Town to narrow down on a promising period for a holiday.\n", "\n", "I start by telling Jupyter to display any graph created inside this notebook:" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 41, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": "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" }, "execution_count": 41, "metadata": { "image/png": { "height": 328, "width": 593 } }, "output_type": "execute_result" } ], "source": [ "capeTown['Mean TemperatureC'].plot(grid=True, figsize=(10,5))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "It looks like the months January, February and March are the warmest. Let's find out if they are also dry by plotting 'Percipitationmm'" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 42, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABKMAAAKRCAYAAACImGqNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMS4xLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvAOZPmwAAIABJREFUeJzs3Xl4FeXd//H3HXYwgMiq8ogoIKj1J+IGolH0gaoVq9Qdd3FfqFrrQgttxWrdQKsVURa1aq3iVtQHl4AgtRUVxQURRUBlUQQDyJbM748sZjkBJCc5k+H9ui6vyZmZM3OfOzSFT773d0IURUiSJEmSJEk1ISvTA5AkSZIkSdLWwzBKkiRJkiRJNcYwSpIkSZIkSTXGMEqSJEmSJEk1xjBKkiRJkiRJNcYwSpIkSZIkSTXGMEqSJEmSJEk1xjBKkiRJkiRJNcYwSpIkSZIkSTXGMEqSJEmSJEk1xjBKkiRJkiRJNcYwSpIkSZIkSTXGMEqSJEmSJEk1xjBKkiRJkiRJNcYwSpIkSZIkSTWmbqYHUB1CCJ8DTYF5GR6KJEmSJElSUnQAvo+iaOeqXCSRYRTQtFGjRi26du3aItMDqaq8vDwAsrOzMzySZHFet4zzVn2c2/RxLquPc5s+zmX1cW6rh/OaXs5n9XBe08v5rB61eV7z8vKYP38+a9eurfK1khpGzevatWuLGTNmZHocVZabmwtATk5ORseRNM7rlnHeqo9zmz7OZfVxbtPHuaw+zm31cF7Ty/msHs5rejmf1aM2z2tubi6DBg1izpw586p6LXtGSZIkSZIkqcYYRkmSJEmSJKnGGEZJkiRJkiSpxhhGSZIkSZIkqcYYRkmSJEmSJKnGGEZJkiRJkiSpxhhGSZIkSZIkqcbUzfQAJEmSJEmbr6CggGXLlpGXl8fatWuJoijTQ4qFxo0bA/DRRx9leCTJ4HxWjzjNawiBBg0akJ2dTYsWLcjKqrl6JcMoSZIkSaolCgoKWLBgAatXr870UGKn+B/5Sg/ns3rEaV6jKGLNmjWsWbOGVatW0b59+xoLpAyjJEmSJKmWWLZsGatXr6Zu3bq0bduWJk2a1Gg1Q5zl5eUBkJ2dneGRJIPzWT3iNK8FBQWsWrWKRYsWsXr1apYtW0bLli1r5N7+1JIkSZKkWqL4H7Jt27YlOzvbIErSFsvKyiI7O5u2bdsCP/58qZF719idJEmSJElVsnbtWgCaNGmS4ZFISorinyfFP19qgmGUJEmSJNUSxc3KrYiSlC4hBIAafRiCP8EkSZIkSZK2UsVhVE0yjJIkSZIkSVKNMYySJEmSJElSjTGMkiRJkiRJUo1JaxgVQugdQngyhPB1CGFt0fb/QghHpji3ZwhhYghhWQhhdQjhvRDCFSGEOukckyRJkiRJkuIjbWFUCOEGYApwMPAicBvwHLAtkFPu3P6lzp0A/BWoD9wBPJauMUmSJEmSkimEQAiBrKws5s6dW+l5hx56aMm5Y8eOrbkBplFOTk7JZ9ic/84888xMD7lWGzBgACEEvvnmm0wPZbNMnTqVM888k1133ZVtttmGhg0bsvPOO3PiiScyYcKEGn1K3uaqm46LhBB+BfwReBk4LoqivHLH65X6uilwP5AP5ERR9FbR/iHAq8CAEMJJURQZSkmSJEmSKlW3bl02bNjAAw88wLXXXlvh+Jw5c5g8eXLJebXVmWeeSU5OTpl9Tz/9NDNnzqR///78v//3/8ocK/9aybRmzRouuOACxo0bR926dTn00EPp378/9evXZ/78+bz88sv84x//4IwzzohdEFvlMCqEkAXcDKwGTikfRAFEUbS+1MsBQCtgfHEQVXTOmqLqqleAC7FCSpIkSZK0EW3atKFdu3aMGTOGq6++mrp1y/4Td/To0URRxNFHH83TTz+doVFWXapKp3nz5jFz5kyOPfZYK6G2UmeffTaPPvooPXr04PHHH6djx45ljm/YsIFx48aRm5ubmQFuRDoqo3oCOwP/BL4LIRwF7AGsAf4TRdH0cucfVrR9McW1plAYavUMITSIomjtxm4cQphRyaHd8vLyYjnhP1VeXmG2l4TPEifO65Zx3qqPc5s+zmX1qa1zW2fDajp+Nh6I+KzjGeTXbZzpIdXauawNnNvq4bymV1Xms3HjxjRu3LjkGlu7KIoYOHAgl19+ORMnTuSoo44qmZv169czduxY9t9/f3bddVegsJKk/NwtW7aMkSNH8vzzzzN//nzq16/P3nvvzRVXXEGfPn3KnLtixQrGjh3LpEmT+PTTT1m6dClNmzZlv/3248orr2S//farMMamTZty0EEH8dBDDzFs2DBeeOEFvvvuOzp27Mhll13GaaedtkWfff369ZV+ptLWrVvH6NGjefzxx5kzZw75+fnstttunHXWWRVCrA8//JADDjiA8847j3POOYdhw4Yxffp0CgoKOOCAA7jpppvo1KkTixYtYtiwYUyaNIkVK1bws5/9jOHDh7P//vuXud7111/PXXfdRW5uLjNnzmTUqFHMnTuXpk2bctRRR/G73/2O7bbbrsKYv/nmG+644w5eeOEFFixYQKNGjejevTtXXnklvXv3LnPufffdx9VXX8348eOpV68eI0eOZNasWURRxFdffQXAU089xXPPPcfbb7/NokWLyMrKokuXLgwcOJCzzz6bEAIAK1euZPvtty+5dqtWrUq+7tq1K2+++SYAHTp0oE2bNiWvK/vM3bt3L3Pdvn37cuutt3LjjTfy2muvsXTpUsaOHcuxxx5bct7dd9/N008/zeeff06dOnXYc889ufjiiznmmGPK3Ofll1/m0UcfpU2bNjzxxBNst912Kf8cnHDCCfTv33+TPzPy8/NZvXr1Rn8u5eXlUVBQsNHrbK50hFH7Fm0XA28De5Y+GEKYAgyIomhp0a4uRdtPyl8oiqINIYTPgd2BjsBHaRifJEnairVe8jo7fPUCACu32Zmvt++X4RFJktJpwIABXHfddYwfP56jjjqqZP/EiRNZsmQJw4YNq7Sn1Pz58znqqKP44osv6NmzJ4cffjirV6/mxRdf5LjjjmPEiBFlApvZs2fzhz/8gV69etG3b1+aN2/OggULeOGFF5g0aRKPP/44RxxxRIX7rFixgiOOOIL69evTv39/1q5dyzPPPMNFF11ECIFTTz017fMC8MMPP3Dccccxbdo0unbtyoknnki9evXIzc3lsssu49133+XOO++s8L5PP/2UI444gr322ouBAwcyd+5cJk6cyHvvvccLL7zA0UcfTevWrRkwYABLly7lqaee4thjj2XmzJm0bt26wvVuueUWJk+ezHHHHUffvn2ZMmUKY8aMYerUqbzyyis0b9685Nw5c+bwi1/8gq+++oqDDz6Yvn37kpeXx8SJE/nFL37BqFGjOOGEEyrc4+9//zuTJk2iX79+nHPOOSxatKjk2HXXXUfz5s3Zf//9adeuHStWrODVV19l8ODBzJo1izvuuAOA+vXr89vf/pYJEyYwe/ZsLr/8cho1agSUDaa21JIlSzjiiCNo2bIlxx57LAUFBbRo0QIoDOCOPPJIPv74Y/bZZx/OOOMM1q9fz6RJkzjttNMYOnQov/71r0uuVbzsbtCgQSkDvdIaNGhQ5bGnWzrCqOI/aRcAnwOHA28CO1HYxLwv8AQ/NjFvVrRdUcn1ivc3r+R4iSiK9km1P4QwIzs7u3v5NbW1UXEqmYTPEifO65Zx3qqPc5s+zmX1qbVz+9obJb8C69I2my4xGH+tnctawLmtHs5relVlPj/6qPD39dnZ2SmPd/jtv7Z0WDVu3p+P2vRJmxBCYPvtt+ekk05i7NixLFq0iN122w2Ahx9+mKZNm3L66aczfPhwABo2bFhm7i6++GLmz5/Po48+ykknnVSyf/ny5eTk5PCb3/yGE044gTZt2gDQo0cPvvrqK1q2bFlmHAsXLmS//fbj+uuv57jjjqswzvfff59zzjmH++67jzp1Ch8g/+GHH/Kzn/2MkSNHcsEFF/zkz16vXr2Un6m0YcOGMW3aNK655hqGDx9OVlbhM8w2bNjAwIEDefDBBznllFNKKsCaNGkCwGuvvcaf//xnLrroopJrX3PNNdxyyy0cdthhnHnmmdx2220lFUX33nsvF110EWPHjuWPf/xjyf3r168PFP6Z/+9//0u3bt1Kjg0aNIj777+fW2+9lREjRpTsP//881m8eDHPPPNMmWqgb7/9ll69ejF48GCOP/74kgCrYcOGAEyaNIlXXnmFQw45pMI8TJkyhV122aXMvvz8fE488UQeeOABBg8ezO677w7ATTfdxJw5c5g9ezY33HBDhe81UNI4P9W8F3/mJk2alBwvnqd33nmHs88+m9tvv51mzZqVed9ZZ53Fxx9/zN13383FF19csn/16tX8/Oc/549//CMnn3wynTt3BuDf//43AEceeWSl3/+fok6dOmRnZ6es7iuWm5tb8meoqtJxlTpF20BhBdQrURStjKLoA+CXwELgkBDCgZt5vVC0jV+7d0mSVPuUeYKMf72QpCQ677zzyM/P56GHHgLgiy++YNKkSZx66qk0bpx6efbMmTOZPHkyxx9/fJkgCqB58+YMGzaMNWvW8OSTT5bsb9asWcpwYscdd2TAgAF8/PHHzJ8/v8Lxxo0bc/vtt5cEUQDdunWjV69efPTRR9Wy7HLdunX87W9/o2PHjmWCKChs/H7rrbcC8Mgjj1R4b7du3bjwwgvL7DvjjDOAwmBl+PDhJQELwOmnnw7Au+++m3Is5557bpkgCuDGG2+kUaNGjBs3rmTp17Rp03jrrbcYOHBghWVp2223HUOGDCEvL49nn322wj1OPvnklEEUUCGIgsLw5bLLLgPgpZdeSvm+dGvSpAnDhg2rEOgsXLiQp556ipycnDJBFBT+2Rk+fDj5+fk89lhha+38/HyWLi1cfLbjjjvWyNjTLR2VUd8VbT+Lomhm6QNRFP0QQngJOAfYD5jOj5VPZWPAHzUt2lZWOSVJkrT5ooLUX0uSEmP//fdn99135+GHH+aPf/wjo0ePpqCggPPOO6/S90yfXtjeeMWKFQwdOrTC8eJ/7BdXoxWbNm0aI0aMYPr06SxZsoR169aVOf7ll1/yP//zP2X2derUiaZNm1Je+/btgcJKrHRUt5T23nvvsWrVKho1asQf/vCHlOfUrVu3wucD6N69e5mwCSjppdStW7eSaqRiTZo0oVmzZixcuDDlfVKFRK1ataJbt27MmDGDzz77jF133bXke7J06dKU35Mvv/wSqPg9ATZa0bN48WJuueUWXnzxRebNm8fq1atTXre6denSpUJFFBRWOUVRxPr161N+7lWrVgE/fu6o1C/ayn+faot0hFGzi7bLKzleHFY1KnV+D6AzUKYBeQihLoXN0DcAn6VhbJIkaatXqhoqsjJKUrKlY+lbbXXGGWfwm9/8hhdffJExY8awzz77sPfee1d6/rfffgsULu+aNGlSpeetXLmy5OsJEyYwYMAAGjZsyBFHHMEuu+xCkyZNyMrKIjc3l8mTJ7N2bcXncJXuiVRa8dP/8vPzN+sz/hTFn++DDz7ggw8+qPS80p+vWKrApHisqY4VHy9uql5e8TLH8tq2bQsUBoKlx/yvf/2Lf/2r8iWnqcZcfK3ylixZwj777MOXX37JgQceyFlnnUXz5s2pW7cuS5Ys4d577035PasOlY2x+HNPmzaNadOmVfr+4s9dt25dWrVqxZIlS1i4cCE77LBD+gdbzdIRRk2hMDzqFEKoH0XRunLH9yjazivavgqcCvQDHi137sFAY2DKpp6kJ0mStFmsjJKkrcJJJ53E73//e84//3y+/PJLfve73230/OJQZcSIESXLtTZlyJAh1K9fn7feeouuXbuWOXb++eczefLkLRt8NSj+fAMHDmT8+PEZHcvixYtT7i9uMl481uLtAw88wNlnn/2T7lFZhdA999zDl19+yV/+8heuuuqqMscmTZrEvffe+5PuA5CVlcWGDRtSHlu+vLI6ncrHWPy5hwwZUmkVW3kHHXQQTz31FK+88kqFpxjWBlXuGRVF0TfA4xQuuyvzv/YQwhEUNjBfAbxYtPufwDfASSGEHqXObQj8qejlT//TIEmSlIo9oyRpq9C8eXP69+/PwoULadKkCSeffPJGzz/ggAMAeP311zf7Hp9++indunWrEEQVFBQwderUnz7oarTXXnvRqFEjpk2bVtKTKVNShXRLly7lww8/pFmzZnTs2BHYsu/Jpnz66acAHH/88Zs1LqCkt1dlFWvbbrstX375ZZnlcsVmzJiR4h0btyWfe9CgQQDcfffdLFu2bKPn1lTl10+Rnjbo8GvgU+D6EMKUEMKtIYQngBeAfOC8KIqWA0RR9D1wHoWNz3NDCKNDCLcA7wIHUhhWPZ6mcUmSpK2dlVGStNUYMmQIEyZM4KWXXtpkD6YePXrQu3dvnnrqKR588MGU57z//vssWbKk5HWHDh2YM2cOX331Vcm+KIoYNmwYH374YXo+RJo0atSICy64gM8++4yrrroqZSCxYMECZs+eneLd6TV69OgK83P99dfzww8/cPrpp5c09D7kkEPo3r07Dz/8MI8+Wn4hVaF33nmH7777LuWxVDp06AD8+BTLYtOnT+f2229P+Z7tttsOIGUzeijsT7Vy5coKY7z77rsrbeK+qTH+8pe/JDc3l9tvvz1lePjJJ5+wYMGCktd9+/bl5JNP5uuvv+bII49k3rx5Fd6Tn5/PuHHjNto7LVPSsUyPKIqWhBD2B26g8Al6BwB5wL+Am6Io+ne5858OIRwCXA8cDzSkMMz6NTAyShUvSpIkbRF7RknS1qJ9+/YVntq2MX//+9857LDDOOeccxg5ciT7778/zZs3Z+HChbz33nvMmjWL6dOn07p1awAGDx7MBRdcwN57783xxx9PvXr1mDZtGh9++CG/+MUveO6556rro22Rm266iVmzZnHHHXeUPK2tXbt2LFq0iE8++YR///vfjBgxgi5dulTrOA4//HD2228/TjzxRFq3bs1rr73Gm2++SefOncssSwsh8MQTT9CnTx9OOeUUbrvtNvbdd1+aNm3KggULeOedd/j44495//332XbbbTfr3sXf20GDBjFx4kQ6duzI7Nmzef755xkwYACPP16xFqZPnz7ce++9nH766Rx77LE0adKE1q1bl1QjXXHFFTz22GOcccYZPP/882y//fa89dZbvPPOO/Tr148XX3yxwjU35f777+fzzz/nyiuvZPTo0fTs2ZOWLVvy1Vdf8cEHH/D222/z3HPPlTS9B3jwwQepV68e48ePp3Pnzhx66KHsueee1KtXj4ULF/LKK6/w9ddfc+aZZ/7k8VS3tIRRAFEULaMwTPr1Zp4/DTgyXfeXJElKyQBKklSJHXfckRkzZnDXXXfx5JNP8sgjj5Cfn0/btm3p1q0bl156KXvuuWfJ+eeffz4NGjTgzjvvZNy4cTRq1IjevXszZswYnnzyydiFUQ0aNODFF19k7NixjB8/nmeeeYZVq1bRunVrdtllF4YPH55y+Vq6DRkyhCOPPJK7776bOXPm0KxZMwYNGsSf/vSnCs3dO3bsyDvvvMOIESOYMGEC48ePJ4oi2rVrx+67787VV1/Nrrvuutn33nnnnZkyZQrXXnstr732Gi+88ALdunVjzJgx7L333inDqOOPP54bb7yRsWPHcvvtt7Nu3Tp23333kjBqn3324aWXXuKGG25gwoQJNGzYkEMOOYQ333yT0aNHb1EYtd122zF9+nTuueceHn/8cf7xj3+wbt062rRpQ5cuXbjrrrs46KCDyrynYcOGJZVPo0ePZurUqUydOpUNGzbQtm1bevXqxSmnnMKxxx77k8dT3UISi5BCCDO6d+/efUvWasZNcSlhTk5ORseRNM7rlnHeqo9zmz7OZfWptXP74nXw778Wfn3ARdDvpsyOh1o8l7WAc1s9nNf0qsp8Fj/avXzPIkFeXh7AJpfnafOkYz6vuuoqbrvtNv773//So0ePTb9hKxDXP6eb87MlNzeXQYMGMWfOnLejKNqnKvdLV88oSZKkmHKZniRJUpwYRkmSpGSzgbkkSVKsGEZJkqRkK1MNZWWUJElSphlGSZKkZLMySpKkjLj11luJosh+UarAMEqSJCWcPaMkSZLixDBKkiQlm5VRkiRJsWIYJUmSks2eUZIkSbFiGCVJkhLOZXqSJElxYhglSZKSzWV6kiRJsWIYJUmSks1lepIkSbFiGCVJkpItcpmeJElSnBhGSZKkhDOMkiRJihPDKEmSlGz2jJIkSYoVwyhJkpRs9oySJGXY2LFjCSEwduzYKl1n3rx5hBA488wz0zKuLTV06FBCCOTm5mZ0HKq9DKMkSVKyWRklSYkUQijzX/PmzenQoQOHHXYYjzzySKaHV6POPPNMQgjMmzcvLdcbO3YsTZs23ermUTWnbqYHIEmSVL3sGSVJSfb73/8egFWrVjFnzhyef/55XnvtNWbMmMHtt9+e4dEV+uUvf8kBBxxAu3btqnSdHXbYgY8++ohmzZqlaWRb5pJLLuGkk07if/7nfzI6DtVehlGSJCnZXKYnSYk2dOhQAPLy8gD4z3/+wxFHHMGdd97JZZddRocOHTI3uCLNmjVLS4BUr149dttttzSMqGpatmxJy5YtMz0M1WIu05MkScnmMj1J2qr06dOH3XbbjSiK+O9//wuU7bX0ySefcOKJJ9K6dWuysrLK9D1atmwZ1157LV27dqVRo0Y0a9aMPn368H//93+V3u/xxx+nT58+tGjRgoYNG9KhQwdOPvlk3nrrrZJzKusZ1aFDBzp06MCKFSu45JJL2GGHHWjYsCHdunVj5MiRROUqelP1jAohMG7cOAB23nnnkmWLpUO4GTNmcPnll7PXXnuVjLNTp05ceeWVfPfdd2XukZOTw1lnnQXAhRdeWGYpZPEywI31jHrllVfo169fyX06d+7Mb3/7W1asWFHh3JycHEIIbNiwgeHDh9OpUycaNGhA+/btueaaa1i3bl2F94QQyMnJYfHixZx99tm0adOGJk2a0LNnT15//XWgsEru6quvZqeddqJBgwbsvvvuPPHEExWuVfr7MmnSJHr37s0222xDq1atOOuss1i+fDkA77zzDkcffTTbbrst22yzDcccc0zalkRurayMkiRJCecyPUna2hSHOCGEMvvnzp3L/vvvT+fOnTn11FP54YcfaNq0KQBffPEFOTk5zJs3j969e9OvXz9WrVrF888/T79+/bjvvvs477zzytzjrLPOYty4cbRs2ZLjjjuOVq1asXDhQl577TW6dOlCjx49NjnWdevWcfjhh7N8+XJOOukk1q1bx5NPPsnll1/O7Nmz+etf/7rR9//+97/n6aefZubMmVx++eU0b94coGQLcP/99zNhwgQOOeQQDj/8cPLz83n77be5/fbbeeGFF3jzzTfJzs4GCvtPNW/enGeeeYajjjqqzGcofc1U7rvvPi688EKaNGnCr371K1q3bk1ubi4333wzzz33HNOmTUt5jVNOOYXXX3+dn//85zRt2pSJEydyyy23sGTJEsaMGVPh/OXLl9OrVy+ys7M5+eSTWbZsGY899hh9+/Zl+vTpnH/++Sxbtoyjjz6a9evX8+ijj3LiiSfSvn17DjjggArXe/bZZ3n++ec5+uijueCCC3jjjTcYO3Ysn3/+OX/+85/p06cPvXv35pxzzuH999/nueeeY+7cubz//vtkZVnjsyUMoyRJUrJZGSVpazI0s72EfpKhFStl0uHll19m9uzZhBDYd999yxybOnUq1157LcOHD6/wvjPOOIMvvviCRx99lJNOOqlk//Lly8nJyeGyyy7jmGOOoU2bNkBhwDNu3Dj23XdfJk2aVGYZXn5+PkuWLNms8X799dd07NiRWbNm0aBBAwCGDRvGvvvuyz333MOJJ57IwQcfXOn7hw4dyrx585g5cyZXXHFFymWJ1157LX/961+pU6dOmf0PPPAA5557Lvfccw/XXHMNQEnV1TPPPFMSzmyOL774gssuu4xtttmG//znP2WWE1500UXce++9/OY3v2HUqFEV3jt37lw++OADWrRoAcCNN97IXnvtxfjx47npppto27ZtmfNnzpzJ+eefzz333FMSBh1xxBGcfvrpHHroofTq1Yvc3FwaNmwIwMCBAzn44IO5+eabmTBhQoX7P/vss7zyyisccsghABQUFNC3b19efvlljjzySEaNGsWpp55acv4555zDgw8+yHPPPUf//v03a35UlhGeJElKNntGSVKiDR06lKFDh/KHP/yBgQMH0q9fP6Io4oorrmCnnXYqc26bNm1KGp6XNnPmTCZPnszxxx9fJoiCwmqgYcOGsWbNGp588smS/XfddRdQWA1Uvh9UnTp1flKz8ptuuqkkiAJo0aIFQ4YMAUhZGfRT7bTTThWCKICzzz6bpk2b8tJLL1X5Hg8//DDr1q3jkksuqdDX6sYbbyQ7O5uHHnqItWvXVnjvzTffXBJEATRp0oRTTz2VgoKCMssdizVu3Ji//OUvZaqSTjnlFOrWrct3333HiBEjSoIogN69e9OhQwfefffdlGM/+eSTS4IogKysLAYOHAjAHnvsUSaIAjj99NMBKr2eNs3KKEmSlGxlKqMMoyQpaYYNGwYULslr1qxZyXKq0047rcK5e+21V5nQp9j06dMBWLFiRUlD9NKWLl0KwEcffQQU9iSaNWsWbdq0Ye+9967S+OvWrUvPnj0r7M/JyQEK+xVV1fr167nvvvt47LHH+PDDD1mxYgUFBT/+/+OXX35Z5Xu8/fbbABx22GEVjm277bbsvffeTJkyhY8//pi99tqrzPFUyxnbt28PUKGnFUDnzp1LlhUWq1OnDm3atGHVqlV07Nixwnt22GEH3nzzzZRjT3X/7bffHoB99tkn5bUAFi5cmPJ62jTDKEmStPUwjJKUdNW09C3OivtDFT9Nr3xIUVr55V7Fvv32WwAmTZrEpEmTKn3/ypUrAUoaWxeHElXRsmXLlFVLxWNN1fj7pzrxxBOZMGECHTt2pH///rRt27YklLvzzjvExXF7AAAgAElEQVRTViv9VMXjrKwirHh/8dyVlqqPVN26hXFFfn5+hWOVPZmwbt26Gz22YcOGlMdSvaf4/hs7tn79+pTX06YZRkmSpGSzZ5QkqUj5hubFigOHESNGcNlll23yOsXhSToqir755hvy8/MrBFKLFi0qM7Yt9dZbbzFhwgQOP/xwJk6cSL169UqOFRQUcMstt1Tp+sWKx7lo0SJ23333Cse//vrrMudp62bPKEmSlGz2jJIkbULxE9Zef/31zTq/SZMm7LHHHixevLjKy+g2bNjAG2+8UWF/bm4uwGYtAywOslJVEX366acAHHPMMWWCKID//Oc//PDDDz/pepUpHmfxuEtbvnw57777Lg0bNqRr166bfU0ll2GUJElKuFIBlMv0JEkp9OjRg969e/PUU0/x4IMPpjzn/fffL/OEvOIKqvPPP7/CUrqCgoKSSqDNce2115ZZKrds2TL+9Kc/AXDWWWdt8v3bbbcdAPPnz69wrPjpeuVDoiVLlnDxxRdv9HoLFizY5L2LnXbaadSrV4+77rqrJAArNmTIEL7//ntOO+20lD27tPVxmZ4kSUo2l+lJkjbD3//+dw477DDOOeccRo4cyf7770/z5s1ZuHAh7733HrNmzWL69Om0bt0agHPPPZepU6cyfvx4OnXqRP/+/WnVqhVfffUVr776KmeffXbKZujltWvXjrVr17LHHntwzDHHsH79ev75z3/y9ddfc9FFF3HwwQdv8hp9+vThL3/5C+eddx4DBgxgm222oXnz5lxyySXsu+++9OrVi6eeeoqePXty0EEHsXjxYl544QW6dOlS0qi7tAMPPJDGjRtz7733smrVKtq0aQPApZdeWukyuw4dOnDnnXdy8cUX0717d0444QRatWrF5MmTmT59Orvtths333zzJj+Ltg6GUZIkKdlcpidJ2gw77rgjM2bM4K677uLJJ5/kkUceIT8/n7Zt29KtWzcuvfRS9txzz5LzQwiMGzeO//3f/2XUqFH84x//YO3atbRr147evXtzzDHHbNZ969evz8svv8x1113HY489xjfffEPHjh357W9/y6WXXrpZ1+jbty+33XYb999/P3fccQfr1q1jp5124pJLLqFOnTo8++yz3HDDDUycOJGRI0eyww47cO6553LDDTfQrVu3Ctfbdttteeihh/jzn//MmDFjWLVqFVBY/bSxnk8XXXQRu+66K7feeitPPvkkq1evpn379lx99dVcd911KRuVa+sUogSWq4cQZnTv3r37jBkzMj2UKisupSx+rKfSw3ndMs5b9XFu08e5rD61dm4fOg7mvlL49S6HwcAJmR0PtXguawHntno4r+lVlfn86KOPAOy7k8LmPE0vboqX0M2bNy+j40ilNs5nbRDXed2cny25ubkMGjSIOXPmvB1F0T5VuZ89oyRJUsLZM0qSJClODKMkSVKy2TNKkiQpVgyjJElSstkzSpIkKVZsYC5JkpKtTGWUYZQkKT7i2CtKqglWRkmSpK2HYZQkSVLGGUZJkqRkc5meJElSpaIM/LLOMEqSJCWbDcwlJUgIAYCCAn+eSUqP4jCq+OdLTTCMkiRJCVfqt30u05NUyzVo0ACAVatWZXgkkpKi+OdJ8c+XmmAYJUmSks3KKEkJkp2dDcCiRYvIy8ujoKAgI0tsJNVuURRRUFBAXl4eixYtAn78+VITfJqeJElKNntGSUqQFi1asGrVKlavXs3ChQszPZxYyc/PB6BOnToZHkkyOJ/VI67z2rhxY1q0aFFj9zOMkiRJyWZllKQEycrKon379ixbtoy8vDzWrl1rZVSR1atXAzVb3ZFkzmf1iNO8hhBo0KAB2dnZtGjRgqysmls8ZxglSZISzp5RkpIlKyuLli1b0rJly0wPJVZyc3MB2G+//TI7kIRwPquH81rInlGSJCnZrIySJEmKFcMoSZKUbPaMkiRJihXDKEmSlHAu05MkSYoTwyhJkpRsZZbpGUZJkiRlmmGUJElKtqjSF5IkScoAwyhJkpRsNjCXJEmKFcMoSZKUcPaMkiRJihPDKEmSlGxWRkmSJMWKYZQkSUq2MtVQVkZJkiRlmmGUJElKNiujJEmSYsUwSpIkJZw9oyRJkuLEMEqSJCWby/QkSZJixTBKkiQlm8v0JEmSYsUwSpIkJZzL9CRJkuLEMEqSJCVbmcoowyhJkqRMM4ySJEnJFlX6QpIkSRlgGCVJkpLNnlGSJEmxYhglSZISzp5RkiRJcWIYJUmSks3KKEmSpFgxjJIkSclWphrKyihJkqRMM4ySJEkJ5zI9SZKkODGMkiRJyeYyPUmSpFgxjJIkScnmMj1JkqRYMYySJEnJZmWUJElSrBhGSZKkhLNnlCRJUpykJYwKIcwLIUSV/Leokvf0DCFMDCEsCyGsDiG8F0K4IoRQJx1jkiRJAspVRhlGSZIkZVrdNF5rBXBniv0ry+8IIfQHngTWAI8Dy4BfAHcAvYBfpXFckiRpaxZV+kKSJEkZkM4wankURUM3dVIIoSlwP5AP5ERR9FbR/iHAq8CAEMJJURQ9lsaxSZKkrZbL9CRJkuIkEz2jBgCtgMeKgyiAKIrWADcUvbwwA+OSJElJZANzSZKkWElnZVSDEMJpwP8Aq4D3gClRFOWXO++wou2LKa4xBVgN9AwhNIiiaG0axydJkrZGZaqhrIySJEnKtBCloVw9hDAP2CnFoc+Bs6Iomlzq3P8CPYAeURTNSHGtWcDuQLcoij7axH0rvL/Ibp06dWo8atSozfwE8ZWXlwdAdnZ2hkeSLM7rlnHeqo9zmz7OZfWprXPbe8qvqFOwDoD8rPq8fvATGR5R7Z3L2sC5rR7Oa3o5n9XDeU0v57N61OZ5zcvLY/DgwcydO/ftKIr2qcq10rVMbwzQB2gLNAH2BO4DOgAvhBD2KnVus6LtikquVby/eZrGJkmSBECwZ5QkSVLGpWWZXhRFw8rtmgVcEEJYCVwJDAV+uZmXC8WX3Yz7pkziQggzsrOzu+fk5GzmLeMrNzcXgCR8ljhxXreM81Z9nNv0cS6rT62d29d//DIrxGP8tXYuawHntno4r+nlfFYP5zW9nM/qUZvnNTc3l6ys9NQ0VXcD878VbQ8uta+48qkZqTUtd54kSdKWs2eUJElSrFR3GLWkaNuk1L7ZRdvO5U8OIdQFdgY2AJ9V79AkSdJWwafpSZIkxUp1h1EHFm1LB0uvFm37pTj/YKAx8IZP0pMkSelRqhrKnlGSJEkZV+UwKoSwewihRYr9OwF3F718uNShfwLfACeFEHqUOr8h8Keil/dWdVySJEmAy/QkSZJiJh0NzH8F/DaE8BrwOZAH7AIcBTQEJgK3Fp8cRdH3IYTzKAylckMIjwHLgGOALkX7H0/DuCRJkqgQQEURhJD6VEmSJFW7dIRRr1EYIu1N4bK8JsByYCrwEPBQFJWtiY+i6OkQwiHA9cDxFIZWnwK/BkaWP1+SJGmLpPorhWGUJElSRlU5jIqiaDIweQveNw04sqr3lyRJqlSqhuVRAdXfNlOSJEmV8W9ikiQpuVIWW1uALUmSlEmGUZIkKbkqrYySJElSphhGSZKkBKukZ5QkSZIyxjBKkiQll5VRkiRJsWMYJUmSksueUZIkSbFjGCVJkhLMZXqSJElxYxglSZKSy2V6kiRJsWMYJUmSkstlepIkSbFjGCVJkpLLyihJkqTYMYySJEkJZs8oSZKkuDGMkiRJyZUqeDKMkiRJyijDKEmSlFz2jJIkSYodwyhJkpRc9oySJEmKHcMoSZKUYC7TkyRJihvDKEmSlFwu05MkSYodwyhJkpRcLtOTJEmKHcMoSZKUYC7TkyRJihvDKEmSlFxWRkmSJMWOYZQkSUoue0ZJkiTFjmGUJElKLiujJEmSYscwSpIkJZg9oyRJkuLGMEqSJCWXlVGSJEmxYxglSZKSyyooSZKk2DGMkiRJWxcDKkmSpIwyjJIkScnlMj1JkqTYMYySJEnJlbIKysooSZKkTDKMkiRJyWVllCRJUuwYRkmSpARLUQVlzyhJkqSMMoySJEnJZWWUJElS7BhGSZKk5LJnlCRJUuwYRkmSpOSyMkqSJCl2DKMkSVKC2TNKkiQpbgyjJElScrlMT5IkKXYMoyRJUnK5TE+SJCl2DKMkSVKCpVqmV/OjkCRJ0o8MoyRJUnKlWqZnZZQkSVJGGUZJkqTksmeUJElS7BhGSZKk5LJnlCRJUuwYRkmSpARLtUzPyihJkqRMMoySJEnJZWWUJElS7BhGSZKk5LJnlCRJUuwYRkmSpARzmZ4kSVLcGEZJkqTkcpmeJElS7BhGSZKk5HKZniRJUuwYRkmSpOSyMkqSJCl2DKMkSVKC2TNKkiQpbgyjJElScqWsjDKMkiRJyiTDKEmSlFwpcyfDKEmSpEwyjJIkScllzyhJkqTYMYySJEkJZs8oSZKkuDGMkiRJyZUyeDKMkiRJyiTDKEmSlFwu05MkSYodwyhJkpRgLtOTJEmKG8MoSZKUXFZGSZIkxY5hlCRJSi57RkmSJMWOYZQkSUouK6MkSZJixzBKkiQlmD2jJEmS4sYwSpIkJZeVUZIkSbFjGCVJkpLLKihJkqTYMYySJElbFwMqSZKkjDKMkiRJyeUyPUmSpNgxjJIkScmVsgrKyihJkqRMMoySJEnJZWWUJElS7BhGSZKkBEtRBWXPKEmSpIwyjJIkScllZZQkSVLsGEZJkqTksmeUJElS7BhGSZKkBHOZniRJUtwYRkmSpORymZ4kSVLsVEsYFUIYGEKIiv47t5Jzjg4h5IYQVoQQVoYQ3gwhnFEd45EkSVspl+lJkiTFTtrDqBBCe+AuYOVGzrkEeA7YA3gYuB/YHhgbQrg13WOSJElbKSujJEmSYietYVQIIQBjgG+Bv1VyTgfgVmAZ0COKooujKBoM/AyYC1wZQjgwneOSJElbK3tGSZIkxU26K6MuAw4DzgJWVXLO2UAD4O4oiuYV74yi6DtgeNHLC9I8LkmStDVKFTwZRkmSJGVUiNL0F7IQQlfgbeBvURQNDiEMBX4PnBdF0ehS500FegE9oyiaXu4a7YCvgIVRFLXfjHvOqOTQbp06dWo8atSoLfswMZKXlwdAdnZ2hkeSLM7rlnHeqo9zmz7OZfWpjXO7w8J/0enTsn8fmLPreXy549EZGlGh2jiXtYVzWz2c1/RyPquH85pezmf1qM3zmpeXx+DBg5k7d+7bURTtU5VrpaUyKoRQF3gImA9ct4nTuxRtPyl/IIqirymsqNoxhNA4HWOTJElbs1T9oayMkiRJyqS6abrO74C9gYOiKPphE+c2K9quqOT4CqBJ0XmrN3ahypK4EMKM7Ozs7jk5OZsYSvzl5uYCkITPEifO65Zx3qqPc5s+zmX1qZVz+++P4NOyuzrtsgudDszJyHCK1cq5rCWc2+rhvKaX81k9nNf0cj6rR22e19zcXLKy0tPtqcpXCSHsR2E11G3ll91t6SWLtv7aUpIkVU3KdgT+FUOSJCmTqhRGlVqe9wkwZDPfVlwR1ayS402Ltt9XYWiSJEkQpViml2qfJEmSakxVK6O2AToDXYE1IYSo+D8Km5cD3F+0786i17OLtp3LX6yogXkTChuYb3SJniRJ0qb5ND1JkqS4qWrPqLXAA5Uc605hH6mpFAZQxUv4XqXwaXr9Su0r9vNS50iSJFWNlVGSJEmxU6UwqqhZ+bmpjoUQhlIYRo2Lomh0qUNjgN8Al4QQxkRRNK/o/G358Ul8f6vKuCRJkgB7RkmSJMVQup6mt9miKPo8hHA1MBJ4K4TwOLAOGADsSPoaoUuSpK2dlVGSJEmxU+NhFEAURXeFEOYBVwGnU9i76kPghiiKxmViTJIkKYnsGSVJkhQ31RZGRVE0FBi6kePPAc9V1/0lSZJSV0YZRkmSJGVSVZ+mJ0mSFF8pcyfDKEmSpEwyjJIkSQnmMj1JkqS4MYySJEnJZQNzSZKk2DGMkiRJyZWyCsrKKEmSpEwyjJIkScllZZQkSVLsGEZJkqQEs2eUJElS3BhGSZKk5LIySpIkKXYMoyRJUnLZM0qSJCl2DKMkSVJyWRklSZIUO4ZRkiQpwewZJUmSFDeGUZIkKblcpidJkhQ7hlGSJCm5Ui7TM4ySJEnKJMMoSZK0dTGMkiRJyijDKEmSlFw2MJckSYodwyhJkpRc9oySJEmKHcMoSZKUXFZGSZIkxY5hlCRJSrAUVVD2jJIkScoowyhJkpRcVkZJkiTFjmGUJElKLntGSZIkxY5hlCRJSjCX6UmSJMWNYZQkSUoul+lJkiTFjmGUJElKLpfpSZIkxY5hlCRJSi4royRJkmLHMEqSJCVYqp5RNT8KSZIk/cgwSpIkJVeqZXpWRkmSJGWUYZQkSUoue0ZJkiTFjmGUJElKLntGSZIkxY5hlCRJSrBUy/SsjJIkScokwyhJkpRcLtOTJEmKHcMoSZKUXC7TkyRJih3DKEmSlGAu05MkSYobwyhJkpRcVkZJkiTFjmGUJElKLntGSZIkxY5hlCRJSi4royRJkmLHMEqSJCWYPaMkSZLixjBKkiQlV6rgyTBKkiQpowyjJElSctkzSpIkKXYMoyRJUoJZGSVJkhQ3hlGSJCm5bGAuSZIUO4ZRkiQpuVymJ0mSFDuGUZIkKbmsjJIkSYodwyhJkpRg9oySJEmKG8MoSZKUXFZGSZIkxY5hlCRJSi57RkmSJMWOYZQkSUouK6MkSZJixzBKkiQlmD2jJEmS4sYwSpIkJZfBkyRJUuwYRkmSpORKFUa5TE+SJCmjDKMkSVKCuUxPkiQpbgyjJElSctnAXJIkKXYMoyRJUnKlrIKyMkqSJCmTDKMkSVJyWRklSZIUO4ZRkiQpwewZJUmSFDeGUZIkKbmsjJIkSYodwyhJkpRc9oySJEmKHcMoSZKUYC7TkyRJihvDKEmSlFwu05MkSYodwyhJkpRcLtOTJEmKHcMoSZKUXKnCKJfpSZIkZZRhlCRJSjDDKEmSpLgxjJIkScllzyhJkqTYMYySJEnJZc8oSZKk2DGMkiRJyWVllCRJUuwYRkmSpASzZ5QkSVLcGEZJkqTkcpmeJElS7BhGSZKk5HKZniRJUuwYRkmSpARzmZ4kSVLcpCWMCiHcHEJ4JYSwIITwQwhhWQjhnRDC70MI21Xynp4hhIlF564OIbwXQrgihFAnHWOSJEmyMkqSJCl+0lUZNRhoAkwCRgCPABuAocB7IYT2pU8OIfQHpgAHAxOAvwL1gTuAx9I0JkmStLWzZ5QkSVLs1E3TdZpGUbSm/M4Qwo3AdcC1wEVF+5oC9wP5QE4URW8V7R8CvAoMCCGcFEWRoZQkSaqaVGGUy/QkSZIyKi2VUamCqCL/KNp2KrVvANAKeKw4iCp1jRuKXl6YjnFJkqStnWGUJElS3FR3A/NfFG3fK7XvsKLtiynOnwKsBnqGEBpU58AkSdJWwGV6kiRJsROiNP52MIRwFbAN0AzoARxEYRB1eBRFS4vO+W/RsR5RFM1IcY1ZwO5AtyiKPtrE/Sq8v8hunTp1ajxq1Kgt/ixxkZeXB0B2dnaGR5IszuuWcd6qj3ObPs5l9amNc3vgG2fTYN23Zfatrd+C6T3HZGhEhWrjXNYWzm31cF7Ty/msHs5rejmf1aM2z2teXh6DBw9m7ty5b0dRtE9VrpWunlHFrgLalHr9InBmcRBVpFnRdkUl1yje3zzNY5MkSVsdK6MkSZLiJq1hVBRFbQFCCG2AnsCfgXdCCEdHUfT2Zl4mFF9uM+6XMokLIczIzs7unpOTs5m3jK/c3FwAkvBZ4sR53TLOW/VxbtPHuaw+tXJu36oH68rualCvXsY/Q62cy1rCua0ezmt6OZ/Vw3lNL+ezetTmec3NzSUrKz3dnqqlZ1QURYujKJoA/C+wHTC+1OHiyqdmFd5YqGm58yRJkraMPaMkSZJip1obmEdR9AXwIbB7CKFl0e7ZRdvO5c8PIdQFdgY2AJ9V59gkSdJWICrYvH2SJEmqMdX9ND2A7Yu2+UXbV4u2/VKcezDQGHgjiqK11T0wSZKUdCmqoNL48BZJkiT9dFUOo0IIu4UQ2qbYnxVCuBFoTWG49F3RoX8C3wAnhRB6lDq/IfCnopf3VnVckiRJVkZJkiTFTzoamPcD/hJCmALMBb6l8Il6hwAdgUXAecUnR1H0fQjhPApDqdwQwmPAMuAYoEvR/sfTMC5JkrS1q609ozasgy+mwg49oGHTTZ8vSZJUi6QjjHoZGAX0AvYCmgOrgE+Ah4CRURQtK/2GKIqeDiEcAlwPHA80BD4Ffl10fi34W6IkSYq/VMv0an4UP9kzF8H7T0DLLnDxmxDCpt8jSZJUS1Q5jIqiaBZw8Ra8bxpwZFXvL0mSVKlUv9+qDcv0PptcuP1mNuQtgqbtMjseSZKkNKqJBuaSJEmZUVuX6RVsSP21JElSAhhGSZKk5KqtDcyj/NRfS5IkJYBhlCRJSrBUy/RqQ2VUqcCswDBKkiQli2GUJElKriRURhlGSZKkhDGMkiRJyVVre0aVDqPsGSVJkpKlyk/Tk2qL+d+uZsb8ZRzetU2mh7JR7y1czr8/+7bk30977NCMXru2zOygJKm2SkJllD2jJElSwhhGaavww7p8fnXfGyz+fi1H7dmOX+2Q6RGl9tnSlfzynjfILyj7W/uHztmP3p1aZWhUklSb1daeUS7TkyRJyeUyPW0VPvhqBYu/XwvAm58vy/BoKvf6nG8qBFEAr328NAOjkaQEqI3L9AoKKDNGwyhJkpQwhlHaKsxenFfy9fc/rCeK6W/FS49z55ZNSr7+pNR+SdJPUBuX6ZVflucyPUmSlDCGUdoqzFm8suTrdfkFrIvpv0PmlAqdzjhwp5KvDaMkaUtV8suHmP5SAqhYCWUDc0mSlDCGUdoqlA9zVq+P3z9Coijik1KhWZ+ubWhQt/B/okvy1rJ89bpMDU2SaqeNBU5xDqPKV0K5TE+SJCWMYZS2CuXDqJXrMzSQjViSt5YVPxQOLLtBXXbcthG7tNqm5HjpoEqStBnKBE4BQum/9sQ4jLIySpIkJZxhlBJv2ap1fLOybFVRHCujSgdmu7bZhhACXdpmpzwuSdoMpXtDhQCE1Mfixp5RkiQp4QyjlHipQpxVsQyjfqx86tKmMITq1ObHyqjiflIFBRELlq2ulibsS/LWsGqtv4GXlBSlfk6GrLKVUXFepldQLihzmZ4kSUoYwyglXq0Joxb9OM5ORWFU59Y/VkYVP2nvqidm0vuW1xj00Iy03v+5mV+x342vcPAtr/HdKvtTSUqAMtVPoag6KtWxmLFnlCRJSjjDKCVe6jAqAwPZhE+W/DjOzkUVUZ3b/BhGzVm8kgXLVvPUO18CMOnDxeStSd8HufvVTwH4dtU6cj9ZkrbrSlLGRBupjLJnlCRJUsYYRinxUjX+XrUhXv8IiaKIOSmW6e24bSMa1asDFIZED/37izLvW746PWHUnMV5JZVXAN+utDJKUhKUDqPK94yK1/8PlGHPKEmSlHCGUUq0KIpqxTK9r1asYWVRr6ZmjerRKrsBAFlZoUzfqPHT55V5X/HT96rq+fe+LvP6W5fpSUqCMg3My/eMivEyvQqVUYZRkiQpWQyjlGhLV65NWT0Ut6fplQ7MOhc9Sa9Yp1J9o9asL/uPp+/TEEZFUcS/3i8XRq1cW+XrSlLGlal+KtczKs7L9OwZJUmSEs4wSok2J8USPYhfz6g5ZcKo7DLHurTdpvzpJZanIYyavTiPT5eUnSeX6UlKhDKVUeWX6cW5Mqr80/TsGSVJkpLFMEqJNrvUE+p2adWk5Ou4LdObvejHMKh8GNWp3OvS0rFM71/lluiBy/QkJcVGGpjbM0qSJCljDKOUaHNKPaFuv51blHwdtzCq9DhL94iCiuFUaVUNo6IoqtAvCuDbVS7Tk5QAZaqfQpnCqHhXRvk0PUmSkqKgIOK7VeuI4vyLsAyom+kBSNWp9JP0euzUgkf/swD+P3tnHh/XVZ/9586mkUajfZd3W/Jux3EWJ3ESJSHEiZMQCGtZX2gpbbrQl1KgpZQCL4UCBVoooSxlK1tZAthOnMS2vMR2HO+2bG2WJdtaRhpJo9nXe98/7sy959xldkkz8vl+Pv5Y0szcuXPnztxznvP8nh8KKzOK5+lOekrxqaXSivISkxRwTpKrGHVp1I2rTh8AwGIyIBwVJ2dTrExvQfON/X349qEBhKLqyfjaJju++c5bsai6bB72jMHIM4Kimx6VGVXAsMwoBoPBYDAWDE5vCHd8fh9KzUasabbjr9fN9x4VBswZxVjQXJkgxKhl1dLPvigKRpkecwcRiIgTjeoyM+rKS6jbOY7DmiZZoCIdXlrh7JlwqNcp/bxjfRPMRnGi5gvHEAizyc9CZMQVwJdf7IUnGEU4yqv+nbsxg1++dn2+d5PByA9KMapoMqOYGMVgMBgMxkJhZCYIAAhEYqqGVDczTIxiLFj84agk1piNHBZXl6HUbAQA8AIQLJCxvZPoXNdUWap5nz9/YCWqy8zoWF2Pt9++WPp7rt30esbc0s93LK9Bjc0i/c5K9RYmey6oyzKVTDBnHGPBwDKjGAwGg8FgzC+jroD0c0uldR73pLBgZXqMBcuIKyj93FRphcHAobLULLmQCiU3igwLryu3aN7nwTWNOP2PD4PjOBzsnZD+nmuZXq+iPLDWVgKHWxShpnxhVqq1ACEzwj731Aa8eesiAMDvz47g7359HoAo5DIYCwJKcFKW6RXGNUAT1k2PwWAwGIwFQ8IZBQDNVVYAvvnbmQKCOaMYC5bRGVmBbo47jqrKzNLfCkaMIlwopDNJCRefRFWWyq/BFcjewRLjBaqMsb2xHLWEGDbJ3DELjutTfpy97gIAmAwcdm5shtVshNVsRAVxXvlCzIXBWCCQpXgqZ1QB2+RZZhSDweHMMogAACAASURBVGAwGAsG0hnVrFMJczPCxCjGgmWUVKDjdkhqwp2bqShvTBJlerW2kiT3FKkiXkMuzqhrU34pwLrBXoKqMgtqCTGMLB9kLAyevyi7ou5ZVYdq4v0uL5GNsj6NsHwGozhJlhlVGAsSmrDMKAaDwWAwFgyjbnle2lLFyvQSMDGKsWAZdZFilKhAV5YWnjNqiijTq9Up0yMhX8NMDgHmPWMe6edEB79aIjyd3C/GwoAs0du5qZm6razEKP3MyvQYCwbK/aQo0ysmZxTLjGIwGAwGo2hhzihtmBjFWLCQZXoJBZp0FfkLRIxyEuVwtUnK9BKQ7i53MIoYn93r6HNoiVFkgDkToxYS1yb9OH9jBoAY6P/IuibqdsoZxTopMhYKQpIA84LOjFI6o5hAzGAwGAxGsUJW7LQwMUqCiVGMeeOVfic+/PMzOHrFOSvbp4LitJxR0cKYiEwRXetIZ5IeRgMHu1UWDjzB7NxRveN0XhRAi2EsM2phsevCiPTzvW31qCTy0wCgzCI7o1iZHmPBQGVGKcv0isgZxcr0GAwGg8EoSqIxHg6iTK+xMvV872aBiVGMeYHnBfz1z8/gubMj+NCPTyEYyf9Am7ZDis4oSowqEK1lMsMyPUBRqpdlblQvUabXlnBGEZlVkz6WGbWQ2Hd5XPr5cUWJHgDYLCwzirEQSeKMKujMKIVQxsr0GAwGg8EoSsY9ISQKWerKLSgxGZM/4CaCiVGMecHpDUnlae5gFAe6x1M8InMoO2SVRje9AnFGTWZYpgfkLkZFYjwGnLIzqi3ujKph3fQWLEOTcgvZO1fUqm63Kcr0hEKeqDMY6aLKjNK7rcBQluUxZxSDwWAwGEWJVod3hggToxjzAikUAcCuC6M698wOTzACb9zdUWIyoDouQlUUWGaUIAiUAymdMj2AFtVcWYSYD036EImJr7+l0ooKq7i9OhsLMF+IhKIxSfw1cECjXX2eWUwGmI3iTD3GC1KnRQajqBEU3fSKJTOKlekxGAwGg7EgGHGpO7wzRJgYxZgXSIUYAPZfHs9rB6/RGfpDz8U7KBVaNz1/OIZgRJz0l5gMsFnSs23m6ozqdZCuKLv0M1km6PSGmDtmgeCYkQXPBrsVJqP2V38ZUarnZyHmjAWBQoyiMqMK+PuNBZgzGAwGg7EgoJtqMWcUCROjGPMCqRADQCASw/48luqN6LTPpMWovD1d1ihL9Diy7XgSchWjesbITnrl0s9lFiNKTOLXQijKs65qC4QR0h5cpb8iQ3XUY7lRjIVAsm56hSxGKZ1RLDOKwWAwGIyiRGmSYMgwMYoxLyidUQCw61z+SvWoDz0x+a4qk50/heCMyqZED6DLDbMRo/rG1eHlAMBxHOqI/ZhiuVELAmpFJkmtOtVRL49ORQZj3qAEJy7ujpJunOu9SR9lgDlzRjEYDAaDUZSMkmV6zBlFwcQoxrwwosiMAoADPeNSzlOukJ30WnSdUfM/ESGdUTVphpcDQFWpfN9cy/RWE2IUoCjVYx31FgTp1qpTIeYh5sRgLADIkHJVmV4B56KpMqMKeF8ZDAaDwWDoQgeYM2cUCROjGPMCKRZZjHJZ2L7LjpSPvT7lx89OXMOER18oGdFxRlVY5cl2IArw/NwKUqFoDL87O4wz16YB0CHhpAiUCqpML8MA81A0hkGn3FltVUM5dTspirGOesVDn8OD/z15HZ6g+nygLoJJVmRsJYQzipXpMRYERVqmxzKjGAwGg8EoSvzhKH558jq6RmYAKOalTIyiYGIUY14gy+ie2tIi/bwnRVe9aIzH2//rOD7xmwv44I9P6gZsj+l86E1GA+xx94cAwBOc2wH+s50D+Oufn8Vbnj2GgQkv5Tyqy6BMjxSjXIHMBKOrTh+icRFuUXUp5YYBgFqqox5zRhUDM4EI3vzsMXz0V+fxT7/vUt2u93lQQgeYs8kvYwFAuZ8UZXrF5IximVEMBoPBYBQFn911GX/3q/N4y7PHMOj0wekV51McBzRWMDGKhIlRjDknGuMxTria3nHHEunnPqJ8TIthVwDDcVfVmWsudBNB3CRUYLMiI6ciByEnV04MTgIAoryAV/qd2ZfplWWfGZWsRA9QdtRjzqhi4My1aek8OHF1SnV7umV65axMj7HQSBZgXtCZUcwZxWAwGAxGMfLqVXG+5w/H8F+HB6ShSIO9BGadjtY3K+xoMOacCW8Isbgzp67cghX1cpnY6ExQ1+2UuJ1k93m1k0oQBCooThnYnGsnulwgxaceh4cu08tAjKJfQ2aTlD6Hdni51n6Q+8coXHqJ91TrPUu3pSwLMGcsOBZMZhQThxkMBoPBKHQEQaAqEn596ob0s9IgwWBiFGMeoF0apaiwmmCLT4IDkVhSgUjZhW/X+RGVeDUTiCAQEQfuZRYjKkrpMrRcXEW5MkkIBb0Or2TbBLIv05vxZyYY9RBusvbGctXtZFe/SS8r0ysGSLebPxyjSuwC4Rim47liJgOX9DxjAeaMhUexZkYpu+mxzyODwWAwGIWOOxCFPyxfs0NR+XreUsVK9JQwMYox5yg7CnAcR4Uqk2KVEuVtg5N+dI24de+T2D7JfDmjeF6gXCt9Dk/WZXoVObyGvnFZuGhP4YyaZM6oooB0uwG0A4/8vDVWWGE00J8HEpuFFKOYM4qxAKAEJ44yRhV0mR7LjGIwGAwGo+gYURgnSJgzSg0ToxhzzqhGfg2ZY6N0P1GP1bhtl6JUL1VJEhX+nWEnulxwByNSeSIATPsjGHDKwlAm3fTsJSYkNAVfOIZILL1yk2AkhqFJsZMex6k76Sn3g3XTK3x4XqAERoAu1SNLW1OtyFDd9FiZHmMhoCzTo5xRBVymxzKjGAwGg8EoOpLNY1knPTVMjGLMOSMabebJXKeRGX1n1KiGa2r3BbpUj5x8N2l0LKicpzI9rTDwYESeDJFd7FJhMHCUO8qd5uu4MuFFQg9bWlMGq9mouk8N5YxiZXqFzrArQNmBAfp9oz4PKVZkqG56rEyPsSAgy/SUmVFF5IxiZXoMBoPBYBQ8ySp8mDNKjSn1XRjzRfeYG73T4gDUNkh3yKoqNWNVQ7mqBK0Y0HRGEY6NUZe+oqwlVF2fCuC3Z4axuKYMAHD2ukvefgpnlFLEGXT6MBHPSSo1G7GuuQKGJGVNyQhGYnB6Q1hULe5XsjDwMosRpRa1MJSMylKz5OxyBSJU1pMevSnCywFaFJvyhSEIQlbnWTjKY9gVwLLasqI8T4uFXoe6oyQpfJKfp5YUKzKkM8rLnFGMhQDlfuLiglTitgIWo5gzisFgMOaNEVcANTaL5qJtMTHhCcFiMlBzn7kmEuNxfcqP5XW2m2I+kNQZxTKjVDAxqoD59O+7cHwgLr68ekx1+591rMTHdqyZ473KnVE3WTYkikV0mV4SZxTxAb+3rQ6H+5wAgP/7y3Oa99eafOuV6X338AA+t/sydd+H1zXiO++5TXd/9PCHo3jdVw5iZCaIzz21Ae/atjRpGHgmJXoJqkrNGIr/nK7Diwy6Xq0jRpVajLBZjPHyPwHuYDTji1g0xuPJbxxB95gHf3rfCnzisbUZPZ6RPuR7moAUPkkBN5U92EY5o9jkl7EAoCKjDLQYVVSZUQVcUshgMBgLiP89eR0f/dV5NNhLcOBvO6jmLsXEycEpvP2/jsNg4LDnr7ZjVYP2uH82ifEC3vrtYzhzzYV3b1uKzz61Yc73Ya4hTRfkXBVQd3hnsDK9ouaHRwcRCBefdZ90asiZUfKHU09RDoRjknhkNnL4wPblKZ9rdVPygG5SGPv5a9dV933pkiOpo0mPY1cmJRHg16fFlp7OJNupyaBEL0E2IeZ9lDNKnReVoIEobxye1lf49Tg/PIPueNe+HxwdhJcJG7OGMrwcoLsgjmqUxepBddMrwu8WBkOFMjOKKtMrYIFH1U2PfYcyGAzGXPDbM8MAgHFPCEevTM7z3mTP78+NIMoLCEd56TXNNccHJnHmmlix8qtTN8DzBbwIlCdIU8U771wKe3xsXV1mRr098/neQqc4pd6bhNWNdkxOiR/gyspK6e+9Dg/cQbFtZGfPOB7d2Dxfu5gx4SgvlcFxnNjdC6CDlfWcUcquYPe31+Ojj6xGZ8+4qtrCwHF4cG0DtiypVm2HDO1OTOTDUR6DTp/0d7vVBE9QHPz3OjzYtqI2k5dJuVESCvlUkjDwugw66SWgugKmGcTeQwgXWp30Eqyst+Fq/Hj0jXuwrqUio30jBZJQlMe+yw684ZbWjLbBSI8eTTGKLNMjnIgpVmSoAHMmIDIWBGRmlAEsM4rBYDAYySDHUC5/8TbyIbOLtFz0cwHZZCoQieHGdABLasvmZV/mCnK+urLehm+881b89NUhvP32JUk7Wt+sMDGqgPnnN2xAZ6Vo7evouFv6+7+91It/39cHQPyQF5MY5XAHpfF/g70EZqNozqOdUUHNnKJRRbkRx3F45oFVeOaBVRntw9JaG4wcEBPEbbqDEYy6gojG1fpF1aW4Y3kNfnNaXEXoy0KMIt1f454gojE+aRh4VmV6GQax+8NRXJ8S98to4LCi3qZ73/ZGO16+PA4A6BlTix2pUF70dp0fZWLULBDjBfSPqwcYk1SZHumMSl6mRwWYM2cUYyGQNDOqkJ1RLDOKwWAw5gNyvD6XjY7yDSmKaLnoZ5tIjMcLF+mO570Oz4IWowRBoOerVaVoa7Tj/vb6edyrwoaV6RUhj2+Sxad93Y6icjDQgpIsQNlKTKiwihPhcJSnJtMJRqjyvuxrbs1GA5pt8oSkz+FVOYZI15CW8yQV5OvkBdHqq/WaEmRTpleZYZkeKVosqy1DiUk/lJF8/dmspihDtQ/2TMATLN4LeqFyfcqPUFQ9oU4MpLyhqOTwsxgNVImqFuVkmV4Rfa8wGLoICmcURw57isgZpfydwWAwGHmH5wUqnqO4xSh5LjI05Z/zaJdjVyYxrajcyGZOVUxM+cLSuNxeYqLG1QxtmBhVhIhiiVhqFozw2N89Ps97lD5Ufo0iTLmFyLMZ1WiLSSvNuXUjaC2XT/0+h0eVpdRO5CllI8aMKDoCjs4EqByfJTX0qkBdFs4ovSB2PcjXkaxED6DzpPrGs3FG0Y8Jx3i8dMmR8XYYySGPM3lOJUpCx4jPW1PcTZiMMlamx1hwkGKUMjOqgMUolTOKiVEMBoMx27gCEZCxRsUqRgUjMUpUEwTgysTclurtOj+i+tt8OLTmknzOVW8WmBhVpOzc2CL9rPVhL1TI+mWlu4kUp0Y0QsxJISvXbgStdvnU73F4qEn9aoUzqs/hgZDhpEWZezXiClI16Hcpyv5qcs2MSuNi2UsJbsnFqJX15UiUNV/LcDVlJhCBw60uSdx9flTj3oxcIN9T8pxy+sIQBEHxeUt9USwjWhj7I7GbImiSscChAswVzqhCLtNT7hsToxgMBmPWUXa+LlYxSit/V7lQPJuEozz2dqkXoecru2quyFcVz80EE6OKlJ1Eqd6BIiqBIp0aLQrFuIn40I5pfIkqM6NygXZGeVWuodaqUtgs4sR82h+RQtfTgecF1f6PzgSoFYq7VtJiVG15NmV6soCVqRjVnqSTHgBYzUYsqxUzpQQBmrlEepCrHqTj61DfRNpB64z0IM/bzYurYDWL53U4ysMbitICbopOegBgMhqkbQiCGDbJYBQsruvAL98LvPhJdfe5BNRCgiIzqpDL9JTiEyvTYzAYjFlHGalRtGKUS72oP5dC0Cv9TunY1RFznP4JL2ILeKGTnKsq57kMbVghY5GyqqEca5rs6B7zIBzlsfHTL1JjbCPH4cnNLfjyWzbDkENyfyTG409/fErsWKe4zcBx6Givx7fetRUWkwGCIODjv76A35y5IYWBt1SW4tvv3ooNrWI3wBGdzCjxvimcUUlcVZlCilGXRt1StwyOE11BHMdhVaMd566L3Qz7HF6UmIx4/w9ew7QvjG+/e6uuu2jKH0Y4Rk+MbkwHMEV05LhzRQ11e6osHy1IZ5Rb52K558IoPvncRUz7w9ScbHUKZxQgluoNxDvq9To82LioMsUjRMh68HtW1eGq04fzN2YQiQnY/BnxPN26pBr//X9uh91qTrIlRiooR19TOWptJRiOD0CmfOGMnVEAYLOYEIyI56ovHIWN1bszCpXj3wIuPSf+vOp1wIoO9X0oZxSnf1uhoeqmx8pmGQwG8MuT1/GVF3vwplsX4WM71sz37uSF7x+5im8e6Mfbbl+Mv8vja+oamcFf/vQMWqtL8d333pY0KzXBpKLzdToxGIXISA7OqO4xNz74o1OoK7fgB++/Q3V7NMbjr39+FmeuTeMLT2/CfRrh3GQXvadvbcVvzwxj3BNCOMpjaNKHFfXJF8WLFb1sZIY+zBlVxDyxuYX6XRDkf1FewG/ODOOVK86cnmN/9zj2d4+DF+jtC4LYyWtf9zj2XBC/cF4bnMYvTl5HJCZI9xl2BfClvT3x/RNwacQtbVupGDenyIzKpCtYKhrKOMQNIJjyhaX68CU1ZSiNO6LaG8jcKA9+eHQQp4amMeD04fuvXNXdtta+Xx51S2JQVZkZTRVWyjXUWJH566m2yUKOlnOL5wV85g+XMOWjhSiLyYBldfqd9BJQIeYZ5Eb1KVxmZOA+IJ4XJ4emqQsVI3Nc/jDlWFvVYKfOKac3jBvT5GcmvYsimRvlDzE3BqOA8RAl6m697xNFZhRVplfAq7NK8UnP+cVgMG4aBEHAF5/vhsMdwrMHr1CO+2LFHYzgC893Y9IXxn92XsFgfBE0H3z/yCAGnD4c7nPiQJr5usrO13qLvYWOtjMqvbH8l/f24tqUH6evufDjY0Oq21+85MDuC6MYmQniW51XVLeHojG8eGlM+n3npuacGyMVC8mykRnaMDGqiHnXtqW4ZXFV0vvkmtNzedSd8j4JUWG3TnbVK/1OTPvCOHdjRnJtVFhNWN9CO21IZ9SowhlFdQUzpe4KlgoDx6HZpj79yS/L1U3kF6eHyua6PKr/ha7l6uoiRLgamwUcx+Gjj6xGrc2CP96+HPX2zMv0ltbYpIX+a1N+BBUlVaeuTWPMTQtjZRYjPvr61TAbU3/0qQvHWPpiVK+iM+E77liCW5eoz1OtCyUjfV7sckgOxFsWV6Gy1Exlj016Q1T4/Mr61AIkIDqjEnhZiDmjkCEFGz3nEOV+UpTpFbIzShVgzj6LDMbNzgTRmVkQAGcGERKFyktdDqqaYPeF/C1UknMJrSxTLZTOqKIt03OrF8ZvTAdSNqdxByM41Dsh/a61cEzOLa9N+VW3H+p1SnO2JTVl2NhaqRCjFm6IOWlISCceg8HK9IqaylIznnvmHlXI8Olr03jzs8cAAC90jeGzT21IS3zQgnS5fPHpjXjL1sUAgMFJHx78ykEAwKHeCbj8Yey5KKvgP/nAnfjKSz04c82FKC9gb9cY5eJ4ZH0TLCZ6n0jnxojCXTTqopXmVF3B0qHVzuGa4vuQzFIiy/BevjyOCY98Iesf90IQBM390BJZ/EQAeJ1NFJ7edvsSvPW2xVm/llKLEYury3Btyo8YL2Bgwod1LRXS7bvOyeLZO+5Ygv/31AbRGJDm82W7ikHnb5XDbjXjN38unqc/Pj6Ef/p9FwAxZJuRPX8gxNGE+4zMHnN6wyqXWjqQZXn+OW4DzGBkBCnY6IpRpDPKUDyZUcoyPZYZxWDc9CjHYsUqlJAomzDtOj+KZx5YlZdtk86xdI+V0hnlCkR0x/uFjN6Cb9+4N6mRQSkOXh51Y3RlKZrj8Sa+UBT7uuVgcoc7iBgvwEhEwpDmhJ2bmsFxnKJL+cIVo0aYMypjmDNqAWAwcNS/W5dUSy4jlz+CV/qzL9WjM2kqpOdYUV+O9XHhIxzj8fk9lyWxpq7cgm0rarBzo1ye9YfzI1I5H0AHsCcgP7SJL7cEI3kML09A5kYlICfs5BcnKUQBomNEqx4b0O5gQVJLlFLlenGjuv4RLpgYL1Di4BObmmEwcBk93/I6G0zxi8uwK5CWS2bKF5ZW6qxmAxZXl0m3GQwcFWI45WViVLZM+cI4emVS+v2xjQkxSj63zt9wSQHktTYLdeyTQYpRvjBzYzAKmLScUYoyPXDatxUayrI85oxiMG56lJP4Ym8KM+OP4HAfPUe5POrGlYn8lHE5vVmIUYqxaYwX4CvChTlyLrK4Rl7sTyUEaTnTTozJ15993eMIRuTrU5QXKIdeMBLDS5dksSqxWNpGdSlfmGV6PC/A4WaZUZnCxKgFiMHAUWJPttk84SiPq0TtdlsDHTb3+CY5s+qXJ29IPz+6oRkmo4Hah1f6JyXxpqrMjHtW1amez2o2orpMzEGK8gLVXpXqwpenD7eWGNXWIH9ZNlVYYU8S3qxXuqYnUiWoybHEkERvpeHE1SlKHLxzRa3qsalQZkv1pbGSQe5DW4NdFZ5PlZH5it9ePl+8cHFMEmu3Lq2WrMBk+eqxAVmsakvRPZEk0UUSQEo7N4Mxr5DOKN2SO6Uzqkgyo1QB5sU3GWIwGPmlT5Hf6SpyZ9TeS2NS3ADJnjxkivKCgGmicVC6QeTKbnpAcTrQRghn1P1EwHiysbwoDk6o/k6KUVqRLORzdfZMSOLd8job1jWLxgVyHDrg9CISK+Ay+SxxekOIxMTzuarMLGUQM5LDxKgFyk5CKNrbNYZwNPMP/VWnT7pItFaVqrpqKYOplX9vrizFbUurVbfvWN+kWzZIqsikqEOW7TXNkjPKaOCwgsjV4TgO7U36pU16qwukcKbVyLA2TYdKOuiV0pG250c3NFP22UxYneFKBnmR0xJAyIBt5eoTI312X1CX6AFArU0+t4Ym5Tr+dEv0AKCMyIxiAeaMgiZTZ5QyM6qQy/RUmVHss8hg3Oz0KBZBi1EkISEXy8nSsXw0uPFHQFVYpO+MUi+UuvzFNV71haJwJ3J2jQZsIxakk8Vu7L00JokpqxvtsMY7PQ17BQx7eHiCERzoUYtVpAtrlyJCIlGRUWE1S1U7kZiQ16D6QiFZx3iGPkyMWqBsXlSJRdXiB8ETjGoq3amgg6jVwsLimjJsXkSHkDfYS3Dbshrpdy3BinRUKSE77JH1zlR3gjwFwtWVcig1y6r10toyWM20iq183WTOld4XOimcrW6qUN2ea/g6SZuGMyoa4/ECUaKnJxpmu/1k9KbIKCKFOK3VJ0ZqJjwhHIuX6HGcXKIHADXl2udWJmJUOdFNj5XpMQqatDKjiIUYlTOqgFdmWWYUg8EgEARBtShYzGLUtC9MxYh8+S2bJPGjx+FJy42fDHeYXmxItyveQnBGkXOmpkor1jSlFx5OBpM/vbUVD61plH4/MRbFy5cdmuaGhDMqEI5h32W5a6EykqVtgXfUo6t4WF5UurAA8wUKx4mlet8+OAAA+NTvuvCdwwOoLS/BRx5ux4r61GU75IVAzyH0+KYWnLsxI/3+2EbahfPoxmb8865L0uJ0rU3Mk9KDVJK/tLcHPzw2CIBeDcrXB9zAcWhrLMf5+P63N6hfY5vib++8cwn++xVxn5R2aUBchSHrhW9dUqXqSFirIxhkw8r6chg4gBfEjhaBcAynhqali6lSHMwUynk17sX2+GkTjMTw+T2XYeA4fPzRNZKI10NmjGkIIFWlZml/ZwIRhKO8Ksj+p69ew+4LI9KKVluDHX/7yGpUlpoz3v8RVwBf2tuD1U12fOj+lUnv6w5G8OW9PSizmPCR17dnHfqf4MWuMTx3dhjv3rYMd63MvExSjxe6xpBY7Lt9WQ0aK+TPQ51N23WXkTOKzIxiZXqMQiYdZxSKNTOKddNjMBgyY+4gPIpr8kyOjp0YL+BrL/fC6Q3jYztWo6os8/Gpwx3El/b24Ma06MY2Gw14622L8cRm/YVnQBzLJMZ5ty6pwqoGOx5c04A9F8TF1F3nR/E3D6c/dlGiFKNcgdTHKhrjNcv50hWy5poz16bx3SNXsXNjM7UwSS6KN1dasbTWBrORQyQmYHQmCHcwggorPaZWioM7N7VgUXWZlCH18rUIXp3okW6vtVmkucZY3BG0v3tcyipd1VCumge0N5bjYLxT37/u7caPjw9Ktxk4Dg+uacAf37si6+OR4EfHBvHa4DT++qE2rGpIP6biu4cHsL97HHx8bNDeaMffP7ZWZVTQgzruVUyMShcmRi1gntjUIolRw64AhuPK9aQ3hJ9/8K6Uj6dcLhpCDQA8tqkZ/2/PZfk5N9MqeGOFFXcsq8GrV6cAADs2NMGUZJJPfngHnD4MaNg482l9bGuwy2KUhvuLnMSXl5jwJ/eukMUohxc8L1C5SE5vSCptrC4zYzmRuZSgVkcwyAar2YhltTYMOH0QBODKhJcq4VKKg5lCHpOu4Rnwy00wcBy+1XkFPzo2BABYUW/De+5aFl+1S16mZzBwqLFZpFDJaX+YElOuTHjx97+9QD3m+MAUGitK8BcPtmW8/5/6XRdeviwGKd6+rBpbl+oLcz85PiS9pjVNdjy1pTXj50vg8ofxlz87g1CUx/GBKRz/xEMq0S1byC6JStebntCpdW7rQWVGFWFoJ+MmghKjdM5VpTOKEqMK2RmlDDBnn0UG42ZGWaIH5O7YOdA9jv/Y3w8AqCg14ROPrs14G197uRe/OnWD+turV6dwz6q6pBmpL1Mh1y3S/wkxal+3A3/zcHvG+5PAoxCj0jlWUzriXiE6o3hewF/89AyGXQHsu+zAvW11sMcFJtIZ1VJVCrPRgBV15dKCcZ/Di62KGJXO3nFp/nLrkiq0VpWipsyCMosR/nAMvgjgi8hiy7vvWoqvvdwXfz7x74nxNgDs3NisappEOqOGJv1UnAQAHL0yifUtlTkt4J697sKnfid27R6bCeB/P3R3Wo87fW0an9t9mfrb8YEp1JeX4C8fSm/+QeYsszK99GFleguY9S0VuFvjA/3q1SlJxU5GK2MBwAAAIABJREFU7zhZpqctRrVWlUqrH1uXVmPLYnVG1AfvE1Vui8mA99y1LOlzPrahGSVJJu1rmyuwOkmOU6Y8vbUVBk6sqX7yFvUqzm3LqrG0VuwI93/uWYaWqlKpzC4QieHGNN06lQzxa64slYKlSfLpjAJo0efSiBvP56lEDwCW15VLOU+TvjB6p3kIgoDfnR2W7nP2mguA2LVkOr6iZLMY0apTTkmFmCtyoxLbUnJZJyw+GS5/GJ09sl34jM62pecYlZ/j8pg7yT1Ts7drDKG4lXlKsdqUC+PuIE4MisKugRPFXRKtgV+9vSSj1U4bc0YxioWbKTNKiBW2k4vBYMwqWrmduYokfePyNlONkfTQelw4yuPSSPJxFFk1cG+b2NTojuXyguE1hVCRKUpnVFpilE58RLrh53PJa4NTkskgGOFxbUo+XqMaHcjbU5TqkWPg7W1i4Hmpxag5b3v9ukYqh2okLn6R7+l97epGVQ+vbZQaVenx+3PDSW9PBTk/eW1wWjpGqdA7/393bgRCGtdenhfw4iV5/kVmoDGSw5xRCxiO4/Cj99+B88MzCEZi+MqLvTg1NA1BAPZcGMX7ty/XfWwwEpPC5TgOSW2OX3vbLfiLB1ZhRb1N1T0NAB5a24gjH3sApWZjyvDuZXU2vPr3D+HSqPoiZjEasHlxVU5OHyV3r6zD0Y8/hBKTAdUaE3mr2Yi9H74PN6b9WBkvbWxrLMfkgCgI9Do8WBIXqwD6AtBSZZUuAiT5zIwCRKFwb5e4GvGDo4PSRbO50opbl6jFwUwwGjjs2NCEnxy/BgA4MRpFqcmEwUn5dSZES9IVtarRrloRSSA6w8QBkLKjHimAbl5UKZWAjqZ5MSHZ20V3aUkVwE5llLlSi7XJUIZv7jo/igfWNOS0TUD83CauiXcur0WDnT6/rGYjyktM8BIikla5ZDJsFlKMYm4MRgGTcWYUp39boaGVESXwAMe68zAYNyNaAkKuYtQUMQbrc3ggCILu2E2LaIzHwITsBrmvvR6H4mVYvQ4PtrepBQkA8AQjUtiz2chJnZtrbRZYTAaEozzcwSh8oaiqeVK6uEO0gBCM8AhGYklLrvQa6xSiM0o5zhx1BbG+pVL6OUEiZ7e9IXkGbK9OzMbHdqxGa3QE3rCAzbdsRpnFhI2tlRiepsfMEcW50KYx9qy2WXDkYw/i/I0ZCMRi0NCkH5/4jVgV8cLFMXzmDRuyisrgeQF7LtDHZc/5UfzJfalL/8g5zHvvWopfnryBQCSG/nEveh3elEaIk0PTcLjFz1OtzYI7l2cfkXKzkbMziuO4Wo7j/pjjuN9yHNfPcVyA47gZjuOOcBz3AY7jNJ+D47i7OY7bw3HcFMdxfo7jznMc92GOYyOtfGIyGnDrkmrcvbIOb966SPr7Lo3WnCQDEz4pl2ZJTVnS9pRGA4fVTfakXxyLqsvS7iJXVWbB3SvrVP9uW1aTc46PFk2VVk0hKoHVbMSqBllcIb+kexRf6KmcUQYOWdXkJ4N0rZEi3mMbmzXFwUzZuVF2jJ10RHFshJ4k9Tm8iPGCIi9KX7ysTdJRr5dwQD1CuH5G03DyKVFeqHs1Mr5IyOcgLc6ZMukN4Wg8YDzBi5fGEIrmLuzsJi6yj2/Wdr0pnXda5ZLJKCMCzP0swJxRyGSTGUUFmBew00irLI/lRjEYNy294+oFNVeOIgk5Bpv2RzCh0UkuGYOTfoRjoqjfXGnFfYT4pJWrmoCMAVlRVy6N7TmOoxZxcxmLeSLq7/dU2U9OnddfaGJUjBfw/EWFGEUcqxGNIO22FN2xyfE3Ge3AcRwW2w1YW2vE3SvrcEvcFNBYKc/pxj1BXJnwUueCMpMqga3EhLtW1lLzu7fdtlh636f9EdUYOl1IQShBqvluAnIO87p1jXhwrbyAnM42yPukiqRh0OTjSL0FwHcA3AngVQBfA/BrABsAfBfALzmFzM5x3BsAHAJwH4DfAvgmAAuArwL4eR72iaHBjvVNkqvo9DVXUusieRFRhnjf7NBf6PTFlix/bKq0oq68BCZCEKous+TV2QXol1DmWqKX4I7lNai3ixcdd1gMMSQJRXlcn/Kn7KSXgHSGKbuWkNu4L24TBsSAzGgsfReDliDU5/DqWm1jvIAxInh+JAdn1N4uB9VOGBA7Wh7qza1Ub3QmgNcGpwHEHWvrmzTvpyzVyyS8HKDL9LysTI9RyKSVGVWkZXpaziiWG8Vg3JTwvKDZXS7XYG3lGCyVg1xJL5UTaqfGG1oZV/Lz6OeLkmJULmMxpTMKSC0qkWV6FVZ5LJSr6JdvXh2YlLJXE4xQC6r0XAQA5exROqP0nGrJKDEZURc3GfACcKRPHuNquaKSYTBw2EkEsO9OU0BSovW4czdmcH0qecmnIAjoV8xhnthE7s9o0lK9GC9IWWdA8q7xDDX5EKN6ATwJYJEgCO8UBOETgiC8H8AaANcBPA3gTYk7cxxXAVG8igHoEAThA4IgfBTALQCOAXgzx3Fvz8N+MRRU2yy4Z5W8arFH4RwhIb+oMgk/vhloT9KaVFmmZzRwVEB3vvOiAGB5nY0SvAAxyytf9cpGxUVCo6srehVteJNdiEiH3CSxCuUNRSWB1GTg0N5opy504570V+y0BCFvKEpdrEkmPCHq/g53UPX4dCFXRxor5Nea7cVVfrz8eb17Za2u01AZkJ+xGEWU6flZgDmjkEkrM0oRYE45owq4TI85oxgMRpxhV0C6HtuJBaOZQCStPBs9VFEJGoJXMqi5QkM5JXgkWwBMtnhJBj/n5IwKq587lahEOsXIruOF1k1v1wX1/C0RNSEIAhU70RI/nktqyqRM3nFPCC4irJ3MDiOdaqloIZpOJbrkAXRJYLrsJMSfFy6OIaw12UhCjBewh8jMJcffykoJJaMzcqfKylIzGuwl6FjdIDX0GXD6NONjErx6dVJy1dXbS6jsM0ZqchajBEHYLwjCHwSBHtUJgjAG4Nn4rx3ETW8GUA/g54IgnCTuHwTwyfivf5brfjG0eZwQFbS+zBL0jKXncrkZIcW5/gkvJVqQ1tjEBZVc5clnJ70EFpNBtYrx+CZ1F4tc2JnCZdXr8FAW12QCpl6ZHilmLa+zwWIyUBe6TAYlepZavYHWiGLbUV6ghLJ0mfCEcHxAdGRxHPAvb9oo3fbSJQeCkezFHapEL8n7UZdjmZ6NKNNjAeaMgiadzChlmR7VTa+QnVEaA3Ett9RcE2PfCQzGXENWK6xtqZBEhUhMyGnRSBWVkKEYRTqp2pvsaLCXSI4iTyhKOc71nkctRuXHGaUlRs2kCCInxbkV9fK4upDK9KIxHi8QokuCxGKrOxiVOiFbzQZUxQPDjQZOyr4FaEGQLNHLZMxIvleJrukAHZaeLrcsrpIaH7mDURzpn0jxCJpXr05iIr5oXVdego+8frV0G9llXAvl/IXjOFjNRrxuXaO8jSSCFnnbYxua8l4Bs9CZ7YLGxKeXHL08GP//BY37HwLgB3A3x3H5n7Uz8Mj6JpiN4ofk3HUX/vWFbnzt5V4cVXT7osr0mDOKoqrMIpWthaM8Pr/nMr76Ui+++lIvFd6XWI1oJnKjambBGQWoxZ9U4lGmbF1SjaYKOiz79cSX9OE+JzxB8WNut5pU9yXRK9Pr01gpI7eT7qBEKQi9jqj71rK5A9qB5XouqmS8cHFUylq7fVkNHljdgOVxodAXjqGzJ7OLa4Ib036p04fJwOERnRI9gC7TS1a3rwcVYJ4kM+rE1Sn84rVraQlsl0fd+PHxIUzrdKphMLIi0256KmdUAYtRms6oeRajBo8AX24Dvn0/EMnescBgMDKDFA5WN9pRWSpf17MVSgRBSBqVkN5+0aISx3FJqwe0H6co0yPGzInoi0iMx3NnhnGA6JCcCmU3PSD1sSLFOVK4mctueledPvzw6KBu1/NjA5NSOaGF6D6euP/oDO2KIhemyWNNvgfpxmwoIV1spJMpGxMDx3HUQqvSzXSod0Kaa331pV7s73ZQt1OC0MYm7NjQBEvc4XVx2I0vPN9NPf4b+/vQHe+crVfZQZbb/eb0ML76Ui++eaAfAxPy8VKKgztZiV7GzFo3PY7jTADeE/+VFJ4SUmWv8jGCIEQ5jrsKYD2AFQAup3iOUzo3rfF4POjs7MxonwsRj0f8gOTztaytMeD8hDio/c/OKwDEteJ/3GbFiiojglFBaqnKARi+fBoTvQtL5c31uDZYIkjICt87clXzPj3nXsWAgUPULV/cgq6JWTkvLQH5OepLOUz2nUFnf37fs03VUcS/t2EzA1tsM3gxftsJYkWk0crj4MGDutu5Ni1PqK6OyMdjX7e8ImUJONHZ2QmecCcdOd0F+7Tqa0PFvmsRSRBqqzKgCXK71oNn+9HOX1c95vBV9UDjpVdOwtWU2VfkT0/Ig4B2qxcHDx7Ehoowrsa13u+/fBZWp7ZQl+yc3Dso79+6GgPOnjiquw/TY/J968yRjM83V0geULi8Ac3Hj/l4fOJwAAKA/acu4x1r9NcO3GEBHz/khz8KPHfsMv5yi75QmS9m43uTIVJIx/auUACJM290+AZ6NPapwdGFdfGfHePit3ZCRr90uQvjU/Wqx8wVyY7llplpVCr+dvTIYYRLcuuQmgtrL/0bGgNTQGAKXb/9N0w03DNv+5KKQjpPFxLsuOaXdI/nofOEU9s9CrMgX+f3HT6GxfbMvQWBqKAqhbo0PI0DBw6k5ayP8gIGJuQsnrGeM+i8wqE8Ju/rnlfOQhihF8R8EUGKXTAZgMGLr+Ea8XyT4/LCQtfVEXR2TuHloQh+clkc5/7tbSXYUJd8bOZye+CLKJywAE5euIxaT7/u4wZG5DGc3zEo75PHPyfnfDgm4OOHA5gKCvh+52V8+i6r6r34/kX5+G5rMuDQDfE9HJn2Y/+BA7jglMfYVoEew5mI0rwDp7uxKCjOX17tll93xDmEzs5h6jn1zlP/pPYCY+JcyJRmYnHz+fPD2FE7DYuRQ89UDP9yQi3OfWRrCTbWmxDjBfz+jHwutsYcOH3cifW1HM7E9ctnD15RPf5bB3rxxXvLcKhHfh2cewydnfHMWV5AqQkIRIExdxBf39cHAPhOZy++eF8pSowcLjpjkqhbXcLBO3gOnUPpvfZi/j71eDzg+fxEHcymM+oLEEPM9wiCsJf4e2J8NaPzuMTf8xN4w1Bx/yL1l7gA4PCweAE4OxGTChsW2Q2wGBeWEJUPUl0IV1UZYI7bNNfWyB+z9urZaRa5oVbe7v2LTXkt0UuwvdUEQ/zMuKfFhCUV8usi159ay5N/rVRY5H0jV66GvfLPLfFt1JTK950Kpveld2JUHsjc0WSi9mfEq72NaY1tTwUzc00IgoBBt7ydLQ3ie3JHs3yunJ2IIRTL3I3h8MnbXV+X/Bxqq5Zf76YU99WilPi861Xp9bvk74gjw1FEk+RrnRyLwh/fTpczllO+BYNBwhFla5xO/hOnCDAXCGcUV8Dnotbr4ea5TM8YkycDlvD0PO4Jg3FzMUyMXVrLDbCZ5eu0V8MBlA5aAd+BKODS+LsWYz4BieFMrZWD1cRJ+5dAa8xFvpZmmwEGxXi1xqoe93VNyt99nddTlwr7IoAA9TjYr9Fhj4Qs7Wuyya/DHwH4ObheXHTGpLHnkJvHkJs+flFewCmH/PrvazWhLD7EjAqAJyy+LwnqSunxOPnekO8DOf5ONYYnqbGq70ueC5mytMKA+vi4PxCV3/dDN7Tf84Pxv3dP8fDE9aSqEk4aB2vNd0l8EeCUI4phD/35SmA2cLi7Rb0NV0iQTB0nxuR9u73JqDqfGamZFWcUx3F/BeAjALoBvDvTh8f/T/mpFwRhq87zn7Lb7bd2dHRk+NSFR0Itzedr6QCwccMYukbcmPaH8aNjQwCA81MGbL/3Pvz0f04DEO2Pb9m2Ch0dbXl77kIh1+N693Ye2y6MYNCp7tBgt5rw5OYWNMRLzO4XBKzfMI5IjMfr1zXBMAu1xB0A2tdPYNIXwpObW2etXjkQ3YcxH4+Pvf1BWM1GfPa1fapMgI4t7ei4Z7nuNmb8EXz8sOipCvBG6T34+NF9EPsaAG98cBtWNZTDXT2CX/acAQAYy+vQ0aH5kZdwuIPo3bsPAGDggL96070wchy++NrLAICxAIf77rtf9R78cvgUALoG31bXio6OdUiXEVcAgb37AYhdWN604wFwHAdBEPCD3oO4MuFDOAZE69fgEY0yymTn5C9unAKui/t395b16NisbwPuALB6vRNObwiPbWxOO4gyAc8L4PbtgSAAYR7Yfu99qha1F/b1ARdEl5ovAhhb16NjdYPW5vDsfx0DIDrngjGg7ZY7sai6LKN9ypTZ+N5kiBTUsT3OSWEATQ11aNLap3Nj4kgEQGNTEwAucXnD2jVrsPYWjcfMEUmPZU8ZoKgqvmvbHUDVklnfL12GvwnEF4zbWqrQVgjngA4FdZ4uINhxzS/pHE+eF+DYJxeYvPWRe3HScw6906LlY/nq9ejYoF+6r8epoWngsNplXbNiI+5vT+0Y/cO5EeAVcXy2eVk9OjpuBwBY+p34n+5XAQBuQzk6OmgH5Y3jQwAuAgC2rmxCR8cW6vZpXxifOvoSAGAmYsD999+PT53ohJjiAlycEnD7Xdupzr9KfvyH/QDUpcTVja3o6Fiv+zh/514kkmUef3A7vnjyALyhKAQAW7dtp8ojZ4Pf/vwMADnfaNTSgvd1rJV+P9AzDl/kNQBio6IPPPUAfjV0GN3xzKfl67fgqOcaxP5hwP23tKNjuzweXzHpx9dPHwAATIRM6OjowIw/AtcL4pjcYjLgLY8+oJpD6J2n5YNTePbcMepv5LmQDW8JdUtVO4N8Lf58+yb85YGXpdvfcccS/OzENQDyufDCrkvSa35q61I8+ID4HncA2LDBgQvDtP+le8yNvV3iQKA3ZMdYQK6geOsj26XmSQBw590x/ObMDYy7Qzh3wyXFbQzGavDhe2/Bhw/J+/anj92BrUvTdy8X8/dpZ2cnDIb8eJryLkZxHPcMgK8DuATgIUEQphR3SZwRSgd6ggrF/RizwOvXN+H165vA8wJeuDiGcU8Ik74wXr48jk6iI0K+s4cWChaTAW/csiit+3Ich4fWNqa+Y47cl8bgIVdW1xixusYIq1l03LQ1lqvEqFS14hWlJpgMHKK8AG8oimAkhlCUl7ZjMRqwrFYUK1oqMwsw33NhVIqBuXN5LRrs4uNrbRZM+sIIRGIYdgWwuIYWQ7TyqEYzzIwi6+9XN9kld5pYB98i2Xt3XxjJ+HNF5hik05GR7JqZKQYDhzKzUQrA9EdiqFCIUco8rV3nRvGAhhg17g5SoZaAmA0222IU4yYhnQBzymHExUPMtW4rMLTs7/PdTY98fp9T/34MBiNvXJ/2IxgRvw/qyi2osVlQWSqPA7Lt9KbXpKXP4UlLjKJzdsqJn+UxYL/DA54XqAXAVJ2Xq8rMsJoNCEZ4+MIxjHtCuD4tL/wGIzz2dY/jySSLclrh5QCoDnJKQtGYlH1qNHCoLDWjstQMb9wiPuOPzKoYFYzE8PIldQ7Sx3eskcaTu87RuUgcx6G50iqJUSOuIHrH9fO4FlWXotRsRCAilpY5vSFcdcpZt6vqyzNazCbzvRLkmjO8c1OzJEa9fMmBly45pE53S2rK8Pk3bsDpoWn0ODwIRnjs7RrDC13yYvITm+nx9evWNVJB5IA4n0iIUa/0T0p/r7FZKCEKAEotRrzzzqUAxHF+Qoza1y3uWyJPrLWqFLcuYUVd2ZDXMj2O4z4M4BsQJe8H4h31lPTE/2/XeLwJwHKIsvRAPveNoY3BwOExosPeP/3+olRDvra5ggrwYzCUaAlPqS5EHMfRHfV8YfQTF88V9TbJiUNe6NIJFCcDDEnBh9ynnjF1iLmW0JVpS2EygF05wCJDGfd3j2fcpY7s8DIbHRmVkCuOWvuqPDYvXhpDKKouISLFwQSZduthMHTJNcA8tQF7/tAqyctTPkPWkMfYz8QoBmMuIMcsiTFXPgLMyfByUn9I9xpNdSBrkMc8deUWVMc7uPnC4gIgSaqwbI7jpAZAgBhcrRxH7DqXvDsaGQFRQoR8JztWU8TxqC6zwBAXpNJ5bD440D0uLQImuDEdwNnromsnFI3hxUvytDoRrk2Nk10Baiy6WnF8DQaOGg/3OjxJw+RT0WAvgVK7Is+FbFjXXIEVROOfz+66JN22M94pnBzff/GFbkkQaq60Ysvi1M6k5spS3KbhYGprSP762xvt0jEKRnj88x+6pNsS4iAjc/ImRnEc9zEAXwVwFqIQpdfyYH/8/x0at90HoAzAUUEQMu+rzsgKUkV2uOXDnqx9PIMBqC90VWVm1JenFktqCEFlyhtGz5j24KTBXiIZGZzekCpsk2TEFcDJITHHxMABjxK2dXI/yVUjQOzSkgjTJMnUGUUPzOgLWlujXdqHxKpeJpCDxnScUblCi1HqSbGy+6AnGMXhXvXkVNkNBci8Ww+DoQslRunlKZFilCLQtoAzo7S76c2zMypGOqMm9e/HYDDyRt+4enxEiiSuQHZdaknxZX2LXKzSk+Y1WqsDMiCKSeSCXJ9izJWO+NFcJbviD/aquxB39k7AE9QXhzxE7lWiozGQXFAiHeh18XHWXIpRuy7I4yWyS15iHHW4V+5avbimFJsWie8ZWUFw+tq05OSqLDVLnb9J2gixqM/hRe9YcqdaMsxGg+o5sumkR6IUm7TmpXq379zYnHYUitYcN519Jzvs0fvGuuhlS17EKI7j/hFiYPkpiKV5yZbMfgXACeDtHMfdRmzDCuBz8V+/lY/9YqTHlsXVaK5Ud7hiYhQjFUoXVKK1byrqCEHF6QupStwSmI0GNMQvdIIgZkLpsYe4kN+9sg61hChGDYwUAy2HOyjNSavKzNTfo7H0nQh9DvXqJQnVsjbFqh5JNMZLqz4cJ67YzTZlFjn43B9O7YwCgN0XRlX3SYiDJMwZxcgLgpCmM4r4DHNFVKan5Yya5wBzukxPPUFkMBj5p1ejHI4cq2QrkjiJMr27VtZKP/c7PCkbjQQjMQxOiuVdHAesUizAUQuAxJhr0huSFtesZgMW65TsNxPOqCP96illOMrj5csO1d8TuImgcrLCI6kYRYhzNTa1GJWt6JcO/nAU+y/Li5Qfff1q6ec9F0bB8wI1xtq5sUUaa+sdq/bGcs3x+OompTNK30mVDuTza50L2aAl7Cyvs2Fds5jks7K+HGubK1T3ySQC49GNzVAenvam1K9f6zlIcZCROTmLURzHvRfAZyAmDx8G8Fccx31a8e99ifsLguAG8CcAjAA6OY77Lsdx/wrRUXUXRLHqF7nuFyN9DAYOOzfSH66NrZVYWmvTeQSDIaJcRUnX4pu40APiahS5cqa0yZIXuhGF3TvGCzg1NI2j/U789ozcilYppLZTAyNaDCEdUEtryiShjBeAcU8I0RiPy6NuRJIIUzwv0KuXGhc08gKWalWPZMpPW8dnK5yehHRGnbg6hdcGp6TX7wtF4Q6qJ/4vXXLgSJ8TR/vFf987fFW6bX2LPGjoH/eCT9J9j8FIC6WQlE6ZnjIzqpDL9DSdUQUkRrEyvbziD0ep7JZCxRMWcGkyJn7PX3GqyrijMR7946nFjEJHEAT0OTwZLUjlQjTGo2dM+/lSl+ll55gknUDtjXaqtG7PhTG8OjCJYET7O2dgwofEZXxJTRlKLXTn3nZFKZj8MxFn0GDXdbGQC+SJxTiAHkuQ+UlKSGfUivrkzih3MIKjV5w4cVV2eyYWM5M5o1z+sDTeOdrvxISGwz5d9l0eRyB+rNsayvG+e5ZJ78foTBA/e+0aXiLypMgxLukiI4+VnsuJ/PvZ6y7a1Z+FGNVCPL/WuZAN7Y3lKlHr8XiJHvk7SWtVKW5ZnH5mU2OFFXcsq6GfNw0hTUsII8VBRubkI8A8EdNvBPBhnfscBPCDxC+CIDzHcdz9AP4BwNMArAD6AfxfAP8uFPtVrAjZuakZ3z1ylfqdwUhFeYkJrVWlUiZAuhcyMvdo0hvSLdMDxAvdWbFJBhWWLggC3vnd4zg+QAdkmwwcHllPd5YhB0b9415EY7yUS0UKXM2VpeAFwBkfpI3OBPDJ5y5if/c47llVi5984E7NC86wKwB/vNZfKwARAFbUl2NdcwUujbqlVb10QvCp8HLb7LuiAMBGDCY+t/syAGBDawV+98x2yhW1pKYMRgOHq04fvKEo3vW9VzW39+5tS/HlF3vg9Ioh8jemA1hSy0LMGTmgFJ/SckYZiscZVYhlejwxGQtMi2V7xllpynxT4QlG8NBXDmLcE8Knn1iH9yXpRjuf9Dk8+JsDfkQFAK+J3/WVpWZ0/m0Hqm0WCIKAt//XcZwcmsa7ti3B557aOL87nAMf//UF/OLkddyxvAa/+OC2WZ1oCoKAd33vVRwfmMLjm5rxjT+6VbotGuMxMCGLlIk8HsqxkySUOxlkmV5duQVtjXaciDcceeanpwEAK+pseP7D96LERAsMlFtLIyOoTWcBUMvlpQW5CEny4de1409+dBIAcKhvAjMB7VBxMjNKKUYJgiC9nxOeEHZ87RDligLksZaeA+36lB+Pff2wFKwNiM13nnvmHqxrUTt2UkE6+3duErsg79jQhJ+dEAe///Dbi9Lty2rLKFGuRedY6bmcyDF214hb+rnUbMSiau1tJYN8r7TOhWzgONEkkWj8A6jnpY9vasaX9vZQv2f6OX18UzPVZCfdOczjm5pxedRN/c7InpydUYIgfFoQBC7Fvw6Nx70iCMJjgiBUC4JQKgjCRkEQvioI8+1Dvzm5ZXGV1MHMqOGUYjD02EJ0j0gnOBCgc4+OXpmU7OI2i1HV6Y52Rsli1Jg7qBKiALGrYLVCtKkqs0grbaEoj9cG5fIx0hnVXGWlVuQO9zmxP54w6Mb/AAAgAElEQVTv9Er/JC4RFx8SemCmP8AiL6a7NfKUtJjSsI7PNsvq1K7Ii8NudI+5qfegudKatKMNIGYfPLK+iRqk9LBSPUauqMSoBZYZpVmmN98B5op9Cqi/fxmZc6jXKeUW/ur0jXneG312XxgVhSiCmUAEh+OlQWPuoFSa/dyZ9EvRC41IjMdvzojvw4mrUxnnR2bKZFCQxjK7zo/i+pTcOW5oyo9w3C3VWFGCyrg4UkmIJNl20yPL9GptJbh1iXr8NuD04cw1l+rviRI9QLssa02TXdL9L424JdfQ4T65vHedRplVAtLtk8Bk4HB/ez3WxJ3nkZiAbp0xGdlNr7myVAoxj8QEyYEEAL8+fUMlRJGvqYJ0RhGuo5+duEYJUQAQjvH44dFB3deUDHJs+XC889uTm1s17/vkLa2U6NKkEbMC6It9LZVWNFaoF0w3L65MO2+JZA1RCXDr0vx1k3tic4t0Dq1psqvEtaW1NsoJ9USKsagWOzY0wxJfmF5aW6aaO+jx+KZmKbh9Zb2NEgcZmcOWtBgARBX662/fgu8cHsDD6xpVggCDocfHdqxBicmI9S0V2JhmzTTp8CHDKR9c26gqQyPFIdKVQ4oi9hITNrRWoqGiBH9L1NqTvG5tI358fAgAsOv8iJSRMEYMNFsqS6n56Y+PDVHb2H1+lAr6TEDV3CepOSdXcg726q/qkZADRi3H1WzwoftXIhCOYWjSj75xr7QPfQ4v1TWvpaoUH7p/JaZ8YfSPq0NPS8wG/NEdS1Bts6C9sRzHBkQbfK/DIw24GIysyNYZBeaMyhrl8/smgPKG+dmXBQS5mJEoY85mUjjbkI0rDBykMq1EybmHKN/2hqJwByOosCa/vhUiQ5M+RGLyQGB0JoAWjRb2+WLYS38P7bkwij+9fyUA/SzKfARrTykao/zpfSswE4hg0OnDVadPcqL3OTzYtqKWeix5LrRqCEdVZRbcvqwGJ65OgReAF7rG8OTmFhwiGp28bq3+GEDL7bO8zgaLyYAV9TZ0x0sX9YRC0hlVV25BVZlZCpt2+SMos4jTX3JRcF1zBSpLzdjQWoE3bxVd61rHWRDo/KY1TXZpf17oGsPn3rgBZmNmXg+yvC6xAHvXylp8cudaHOgZlxqprmyw4c/i50YCq9mIGpuFej8BfZcPx3H42tu24HtHrkpltjXlFvzVg20Z7XOCN9zSiv5xL4KRGN5717KstqHFqoZy/OvTm3CwdwJ/1rFS0/X0pTdvwn/s78e2FbXY0Jp5ZlO9vQT//o4t2HV+BO+7e1naj1taa8NX3roZ+y6P40P3a+8bI32YGMWQ2Ly4irIHMxjpsLimDF956+aMHlOrI6poOfL0nFGkMLVtZS2+857bkIzHNzVLYtQLF8fwz0+uh8looMr0miqtiBFqlHLFbNf5UXz0kdWqC0+fI71uJEtrbdjYWokLwzOIxAS82DWGt9y2OOl+U2V6c9BJDxBr6b/w9CYAwJf2duObB64AECdN5CCrudKKUosRn31qQ8ptkjlafcwZxcgVpViTVWZUAaPljJrvzKiYYtLrY7lR+YDMTAxGeFyf9hdkZucIcc1dVmeTyscSIpRHkSU46gqioqn4xChlx9cRVxBbl87e8ynFqF3nZTGKjDAg3cV0sHbmYhTPCyrXtdVsxL+8SSytfPbgFXzh+W4A2h1wyXNBr6Tu8U3NUtnfrnMjKDUbJZfXhtYKTQe2tE0NgSshrlBjQo1mKgAtRtXaSlBZKotRM4EIWqpKMej04cLwDACxxO5nH9ymWhzUKtO7OOzG0KToXrOXmPDcM/fgwS93YmQmiJlABEf6nXhgdfoiPc8LcBMZohVWeWr+x/euwB/fuyLlNporrar3M9ni5V0ra6nQ+lywmAz4xGNr87ItJW+5bXHSMXJbox3//o4tOT3Hjg1N2LGhKfUdFbxxy6K0ojYYqclLNz0Gg8HIBC1RxWYxomN1verv5KCEFKDIlbkWHZsyyW3LaqTOfJO+sGSLJ1fWWhRlekquTflxcVhtC6cCIFMEIJK15coOdFrMR5keiTL8nXwPmjNYLW7X6a7DYGRF2s6oZGV6zBmVEcp9YiHmeYEMqNb6vVAgr5XthDDilcQoWhTREwoKHeXx1+oem0+GPXTt44XhGQzFy+B6x8lOw/LYghRN3IFIxk1B3MEIovHHlJeYYDXrB5BrldUr4w202LGhSSplOjE4hR8dG5Ru0+qWRlJhNaO8hPZLyGIUMSZ0qZ1R4SiPRKa70cChstSs6XAix1/3tddputS1HrfrvFyC+vC6RljNRjy2MfMIhgSeYFS6TJWXmKQ800xQCoLpNhNiMAoBJkYxGIw5RyuIO3FRV0LatckB0EiGoojRwNEDhgsj8W3SK3yp7PjkQAQQO/qRJWqpAhDJfTjS58S0Rl4ByaSPyHWYozI9EnI1ttfhpcW7NETABOTkpX/CixjrqMfIBaUwohs3SYpRhnipXuKmAj4HNTOjCqibHgD4JrXvx0ibUDSGwUk/9bc+jZLn+UYQBIwSLmJysuuNl/p4Q2pnVDFCOtUA2pE9GyidUYDojgL0Xddmo0FqNMILgDecmVA96UvuuCbHMX0Oujui8lzQC9BusFtx5/La+GOA8zdmpNvSyaVVZiElzrlmakyoFgrJBbzqMgsMBg6VpfJrTJTE7SJEIz1xjA6KF8PPqcdtbo7/Lz9+b9cYFWeQCrLMMlVsgx4tVcpjlZ8gcQZjLmBiFIPBmHO0RBW9wUC9vQSm+PLalC8stRoms56SuZno55AHQM9fHIMvFJU65xk4oMFeormtt94mW3F3nR+lBmbXp/wIRXlpX1MFIC6uKZNCF6O8gBcvjSW9v5Mo06ubB2fUinqblON1fdpPdfbRs+drUVlmlpxp4SgvrfwyGFmRboB50jK9AhajeA3X1nyX6WllRjFy4qrTpxLmewuwjNkTisIX7xhrMQCLiFxRt0ZmFACMFakzSuncHZvFAHNeEDDiU3/Wd58fRThKd9JTNkep1AnXTodUXXpbq0olsWvaH6HGIe6gfC5YzQaqlE1JQqwh2by4Kq1cWuVYLCHG0W559XtDLuDVxYU2pZPsyoRX6oZmMRnw0FrtsroqQsSaCURw9rpL6h5dYTVh+yrRzb95UaXUic4TjOJIX/quUVdAPrbZilHKsViyuAgGo9BgYhSDwZhzbBaj1N0EAOxWE+5tr9O8r9HAobFCPfgYocSo9ESRW5dUSwMclz+CXxOdixorrDAZDWissFLzVZvFiE8+vk6q4x92BXD6mgsxXkCMF9A9JpftpWuNJkWxXSks3fNdpmc1G7E03mlTECANxAD1alwqyHD3bEr1hAycLJncNyWTV4BoKPX9GHNHtgHmlDOqgMv0CjEzildMeIu5TM/nBLy5iWn5+I7R+h4sxDI90uVUbeWoXJtEmZ5XIUaNzHIXutkgFI3hqpNeKJnNMj1nQEBc10GF1QRLfFx0adSN/d0OqZSupdIKuyIMvrKMFkoyYZJojFJjUy8OchyHVYoS/QTk8WipLE0a3rxjfZOqKc3jaXbrJh1XFqNB6vit55YHRKd6onMfILu+lOV2ZCndA6vrVcc2gfJx5HjtkfVN0vvFcRzVLTnVuI5kVpxRKeIiGIxCgolRDAZjzuE4jlqNe/26JpSY1CV6CbQ66pE28XSdUQZFqd6nftel2obZaJAcPADwunWNqLCa8ch6OeDw6W8dxcq/34OVf78HH/rJaenv6VqjyX04emWSGhgqIW+bjzI9gC6xS1BqNmY8cCJL/jIJMZ/xR/DkN47goa8cxJWJ5CJWKBrDV04G8TedARztz26y3D/uxQNf7sTOfz8MX+fXgf+4FfjGbUA0eUnlxeEZbP/ifjz9raOq/BRGnkk3wBzJMqMK2RlVBJlRxRpgPnoO+Le14r+Rs1ltYn+3A3d8fh+e+Z/TOYlSvRrC08CED9FYYQmlZFl8jZVDeYn83e/RyYya7ayl2UDLqTabohpZore+pRL3t8u5mdTYQqNLb2WpLAhmLEYRi1x1Oo1RSEGDFqNS50UlqC0vwd2KoGxStEkGue0V9TYpS0nLLc/zAp75n9NY9Q978L7/fk16XEJoI91brkCYEqOS5VfZrSZpcdIbiuJ7R67qvo4niO28dMkhufhTQb53yVxmyVBnRjFnFKN4YGIUg8GYF8icp8dTDE7I+96YCiAc5TERF2k4Tp0tkAy95yK7Fy0hLOSJbAMyE0CPtU0Vae1DS1UpbltaDUBcyXuhS79UL5Wdfi7Qcnw1V1ozbmebKhRVj/89dR3nb8xgwOnDz09cS3rfP5wbxQVnDK6QgP/svJLR/iX4xWvXcNXpQ9eIG9MnfyX+0XUNGDmT9HE/OT6EG9MBnBqaxk+OJ99PRo5k7YwqkgDzYsiM8hdpZlTP80AsLDq9ep7PahNff7kPE54Qdl8YpbJwMkWrJC8c4zE05de49/xBOqNqrAbYSWdUPCvKswAyo7Scak5vCOHo7HxXDHvk7bY3luuOT9ZojC20wrXThRxX6Dmu9ZzM5PvaVJHalU6+pluXVKXM5UyQcGQDwNpm+fVrueVPDk1j94VR1fpCIteSPFYnB6el8YfVbMCDa/Q73xkMHLU4maCqzIx7VtFu/vUtFdI+e0NRHOxNz3mZD2cUOWZtqrCmjItgMAoJJkYxGIx54c87VqKl0oo3bWmlVgO1WFkvC0W9Dg8c7qA06KgvL4E5g+4jtyyuwru2LYHFZICBE7OiltfZ8IHty6X7PPPAKrRUWvHk5hY8tLYRAHDvqjq8cUsrzEZOehz5b9uKGjyRhmCVgFxV0+u+EorGpAF+oivMfKC1KptqRTTVdvoyKNO7PCpP2EgLvhZkwDxZQpkJY275Obx+omQjmnyln9y3REA+Y5bIKjMKRZQZVYDOqJhiwlusmVFkyW0s8/LbGC9QYrpWbk26kGHlZCt2LcfUfEK6nGpKOZQTYlTCEaUu0wvkt1x6DtBy7AoC4HDPjrBGOqPaGu14bGMzHl7XCJNBHmesabLjvXcvVT22SiOUO13SaYzSlk6ZXhrjgDfcIo7xWqtK8YnH1qa9jzvWN+OuFbVYUWfDB+9bQd1Gd9QLqK71HIBF5Rz+6M4lAGiR59WrU9LPD61phE3RtU/JRx5ejaoys/R+VJWZ8anH16nGnRzH0d2S0yzVI9+7bMd4TZVW/Mm9y9FUYcXHHl2d1TYYjPki+SeQwWAwZomH1jZKQk8qSMtx77hXYRNPP0QbEAcMn3tqIz731Ebd+3SsbsDRTzxE/c1g4PDVt92Cr77tloyeT4/HNjbjM7suQRCA4wOTeNuSMlSW0E4jZV6UwZCZEylfaFm+MwkvT0AGsA44vYjE+LSERHIgnGwF2OUPU8GhTm8YU75wxllbZGmkEI3IyzbKybgCct8uDrsx6PRhWZ0tySMYWbOQnVGCAE2hTCvUfC5RBZgXaZkemX2V4jOtxfUpP4IR+b0gJ/aZEIzEMBhv5MBxwI4NjZKjstfhxaP6l6g5h+woV2vltJ1RCjEqGOHh8keKyqWhl9c14gqkFbqdKcNe+XO+uskOs9GA77zntrQeW1mWgzMqnTK9RrpMTxAEcBxHnQvpjAOsZiN++P47Mto/ACi1GPGzD27TvK25qhQYmgYgllGS79vHH12DNcJ1ALLjvVKn/C2dksG33r4Yb719cVr7vHNjC755QHRkv3zZgUA4hlKLfgQFIAaqJ9Dbz3T4h53r8A8712X9eAZjvmDOKAaDUfCQg6I+h0cRoJm5Q6cQaKyw4vZlNQDE1swnHerJdCGU6AHAslqblNGQIJvjbreapcdFYgIGnak76vG8gH7CPeBKMuje2zUmBb4myKYzFXncTSAcKilCzJX7tvtC+iGmjAxZyJlRei6v+XRG8TxUAllgev5D1bMhRhzHLI6p8jtlyps8S06P/nGvdAourSnDptYq+TnGC8sZNeamM6PsRGaUOxFgHlIfy1xcY/MB6VQjy8TGZsEZFePpTnpa2YzJyK1Mjwww1x5bNFVYJdHRE4zCEXcMk+OvbBzS+UDpjCKd1qs1Fs+0HEdlFiMeWK1fopcNa5vtWBF38vvDMXT2jKd8TD7K9BiMYoaJUQwGo+BZWmuDJe6gGZ0JUpOBTPKiCo0niFW5E6MaYhSxelmrs3o5F1hMBixXOHwydaQloK3/qUv1bkwHECCCQJMNurU62GQSlJ6APO4mEO9LipIe5b794Rwr1Zs1snFGgSsSZ5ReyeE8Cj/KTnoAAAHwT2n8vcDJ0RlFChYA/X2R2Xbk76a2RjvaSCdKoZXpKTKjrGaD1CUtHOXFknKNpg3FFGIejMQwFHeqGThgO5EJNDIL+VdDkz4koqga7CUZu2JoMSqzc5Be6NIu0+M4jnJFJ0pTSYGxJQuHdD4gxaiRmSAl3rZpZFxqiTwPrW1M6VrKFLFUT45rSKerXj7K9BiMYoaJUQwGo+AxGw3SahMAHOqVy0PmazCUD3ZsaEbCcNQ7zWM6SE+OqU56OgPGuUJZqpduB0MldChq6gmX8j5uHTFq0hvC0SvqQOVMgtIB0Yk17SfFKOI9STJxFQRBJUZ1j3koVxcjj2STGcUZxH/yjXnfrbxQkM4onecuxtwo8rVoimzJUX4nOZN0Q02+Hfm7ob2xnBLqrzp9sxaanSmCIFDd9KqtHDhOUaoXjKoCzIHZ7USXb/rHvUgYa5fUlFELMLMhqtHvf+bdz3JxRk2lUaYn7hftShcEASOuQnBGyeO+i8MzkqBjsxjRqrFQpiXypGqcky3kdvd1O+APJ//eZs4oxs0OE6MYDEZRQA7ULwzL3YvmazCUD+rtJdi2Qmx7LAA4OUZPQpWZUfOJcrCcbkccJWRuVF8apShKMcnlj2iG4r7QNSa15DYTV7Z03FckM4EI1drbxKVXpheM8JqTx3RDTBkZkq4zKmmZXr53Kk/oOaDmsyRO7/j6izA3iizTi/1/9t48TI67Pvd9q3qdme7Z95FkWdKMFkuy5UVeMcbG2FhywmISIAFySUhIAnk4IZwcOMk9ec5NAgk5uScQQm6ALEDMEg4QvGAw3m3wLluyJc2MrNXS7KOZ6Zme3uv+Ud1V39+vftV7z/TI38/zgHu6p1vV1V099Xv7fd9v6QKf3Cs0W6YzirqfhnrCCAW81kI6lTGsPqnVZi6atDqygh6gMatBhQJib5RcYA6YEaq1guxUo4JHLZxR1LWrcvMUolwxKp0xMEu+cMnX6TUklZifjyYRz/6dCwW8aA6ujnhCi9Pp+eBgT1g55VcWeUIBb8HBOeUy1BO2RLxYMoOHjuSP6tHXjpbSM8wbBRajGIZZEwx1q0/WyinSridogeYz4+LJ/PRicd9ergRD0slyuc4owfZfRBRFjtmlMgaiCeeinIo+N2+wF0m5b3NfPx/Fx791AF98aDTvhCdaRqxpYkwvk0eMclsM1HKq3mtTi/j4tw7ga0+eqOrjJlIZ/M97DuMzPziEBUX0pi4oOqaXxxlVYkzv2GQEv/fvL+CuL/8cd3355/jA157BI0cLd4KUjKszahXFKDfRZi2WmFM3VInOqFQ6g+NTokhEI0/ffPoUfv/uF4ua5EmjRbnPRbk02uLVHwJfuhp44m9L2t5qQF1R7VlXFGB2AOaIxFKOAnNgdTqjxudj+C/feQl/85NhZDLFK84jUu8Q/aKrFs4o+kWLqueoEK0k1lfMNL3HR6bwga89g7v+8efWx2JLgy/vEJEhKVYv9EWtYkWC23mffJ6Sw+fR0UQiebfu6EHQV92IHmXfLjuqV+gLKXZGMW90WIxiGGZNMNSrPlkrZrRwPfP2nX1W98axuYxggRdLRlc3pkedaaGAV1iIlMIWIiqenIkinsq/wFY5m2ThZyoSx9PHzYiepgG3b/QhmD3PPB9NYmoxjv/xn6/inpfP4X89OIKXzsy5/ntUANy9rhV+4oyaOO8untFtGmhtQEP2RHdkYrGsEvVi+PwDw7jn5XP4f+49jMPnCi9+i+U/XzqLf37qBO5+5jTufuZ01R63qshCUjExPbkzqkRr1Od+PIz7D43j+VPn8fyp83hidBp/+N2XkEpXOU7lJpKtameUmzPKGY2te9Lld0admo0iIb3eOQH79EwUf/qfr+C+g2P4i/uO5H2caCKFM7PmZ71H16wYOl38H3zddnzg4T8Hpo4Cj/wFEJvHSiL3ReUIE2fUXDQpdPtZ912Fzqi/f2QUPzhwFn//yDHcW8IQiddIpHqwJyRUANRCVDsm/HuVxfQKiVGxZBof/9YBPDE6jQOn7b9/hbooqWNreDyCk9NR6+fV7OvsaPJbPaKUfHHH1kb7ue7bVZuInvX45EvGR4YnleX+OViMYt7osBjFMMyaQHWS4dE1dIfXthjV3uTHdZs7rJ/vJyfPs3VSYA4Am7uasPdic/rfXVesK/txmgJerG83T/LTGQMn8kzUS2cMHJtyilHyifcDr4xZXR9XbWxHW1BHf8j+8/bsiVk8NmJ32+QTh+g+7wkHENDshefConvkj55Q9jQHcPN2e0pPMSWm5UC/Wc8nsJXKUeJYe61eO68c4oiRnfgmX02uq9AZpXK75MTOqsKdUbVFcEaVtk9VAxFmlxLIZAyMTEQs7bOQ65MKERs7GhHwmuJ1bsIqAPz4lTHbxZmLQ2ZSQKx6wnMxUEGpvcEWc2lnlJvotBrOKPpZ+KOXzhZ9P/p3pac5iK5wwJoiO7uUQEwhtlUC7Rpb11a6w5vG62jPoYrHRqaU7t13X57/b3lXKICN2amCy8k0vv2c/eXEavZ16rqmFMPyiVG/dJnpVto50IwbaxTRy7GlO4Rt2S9Q46kMHjoyofy9ZDpjCVWaJh5TDPNGgcUohmHWBBvaGxHwih9Z3eGA5Spay9DCSypcTBdZMroSaJqGb33kGjz2qZvwP+7cUdFj0RHW+TqdTs2oS3wdU+vIPstNKBwgYtTfP3wMKRLXyNf/IZTGhwLwwF6ALEWjqrsAAObIYqC10Y/9u+hrei5vNLAc5CLZarqv6MKy3ElhNUclIiiFhXydUcW/JpmMgQky3p2WG1e9T6YuO6NcnBdrMqZH9mOJzqjhcefnVcYA5paTwnEztRjPW0A+PO6M6AHAm4Y6LcfRmdlluw8nXVnpeiVQQak9aB8/IUGMsn+HujvG5mNV/+zLRzpjCELf4yPTRfcp0QL2UMALj66hp9kWPMarKKylM4bwxUdbY+l/38MBr+UOiibSWFbE13PQqNj79q7Hf3z0Wjz8yTfj99+yJe+/oWma4PJ5YtQ+3le7r7NUMeqPb9+Gxz51E77/u9fD76398vfOS+2o3j0vq7+QogNZmoM+6BfA+SzDlAqLUQzDrAk8uobNXdXpLao3brukF57sOchLZ+ZwZtYUPeoppgeYr8FFHU3KgtBSoJGEfCPM3YQquriYWIjhuZPmeHldMycUAqIYdVT6N/JFR6j40tHkh4cIA9Go+/1kq/1btnWjMdtRcXxqybENlUKLZIHqilFUXFnzYlSVnFHTi3Ek0+aiuq3RJxTxVz2KVJfOKJdtWpMF5uV3Ro24DF2YXYoLgoxhQBAvZUZdIloBrwe3XtJj/Wx9OZEpP1pYKa5iVEDtjOptDloOj0Qqs6KfIWdmo1bZOgAk0hk8eFjtSpGJxERhABDPMc5V8TifiyYsN2+jF2WJI5qmCY5p2ndIWU6k8TPizPngtRtx1cZ2bOoqrjSd9h9RVnuScb90/hcOetHTnP886aKOphURogAxCvi4izONI3oMw2IUwzBriK1Sb1RfmRPd6o3WRj8u6bDLNHNRvXqK6VWTrb0uJb0SqkgMIH6beP+hMcvgcs2mDnSFzZPRgZC7YJYvOkLLiDuafNCJMyoWL16MCvo8eOt2uqisbpG5LICUOjUwH9QBMFPtCFq1UIkjSjFK7owSbiz6n6Pvmd6WBmGRWk3HBAB3Z1SJscKq4hrTW4OdURUIO/QzKUjGdk4vJhyfK+N5xKiRPOXVd+4Wy48Nw6io56pSqANT6IwivYFUwA4FvWLfUg0m0bmh+ntS7Gcv7fXJub7oOUY1nwf9297sL//LHTpll/7tojwyPGkN/djU1WTFx4ple1/Y6jSjrLYzSj7/G3KZpLdabOxsws6BZgCmKPozhSgqTNJrZDGKeWPCYhTDMGsGefyx/M3YWmZvny1G3XtwDNFEyjqB9Hk0oSx2rTNIYnqjeTqJRshttEthbtk+6abxAxonWBd2//OWV4wi3y53NomPkYgVL0YBYvzSWlRWCXlhNL0YL3vEPCWVzmAyYj92NR6zJpTljLL+z3lbAaj4198SFBZCVY/p1eM0PbpvqbtsLXZGCZG34t1miZQ4Se+Ki9qsyzOLCUG0AeD4mTIixPTEv2vXb+m0PkPOzi3jwOnzokCZXtlj0s0ZRT+TqSAbDnoFoaKajqJCqP6ePDk6LcSoVRiGIUwDzLm+6DlGNR2QdFBGc6B8AaUjZDuB3D6r6d/I/bv7SxZsNE0TYuc5VnuSsXz+ly+it1rsJ8KyShRlZxTDsBjFMMwagnYNAat/MlRN9nR74c2eIx46Oy9OvGkK1NU3fpWypTuEXDXCyZkl12JYumCjC7/cCdy5uWU8f+o8ADNCePslvdbvtAY01zLQsbllV2GIfrvc2SCJUXF30UF1UnnjUJclIp6cieLVKk68Uy2MqhHVm4jEQaehRxNpRBOrGA9zQylGqd5HtDNKjukVLw5SwamvNSg4o6oe03MTyVYzpkfdOE2k/HctxvTKdEadnFmyuucGWhuwod12i8gxPcBd9I7EkjiXvc3n0bCxU3Sd+L06biNRvR+/fEba/pV7H2QyhiA0uYlRVHAKBbzC3+aqOwfzoCqOT2UM/OTV8bz3iyUzSGdf24BXt6JcYkyves+DfukRrsAZ1UmcUdMKF+tSPIWHjqDxIzcAACAASURBVNqOHPoFSSnsv9QZ1VvtScby+Z8s6tYDNKr3xOg05qXhK/S8oZnFKOYNCotRDMOsGeRvvlb7ZKiaNPk07Oy03VGf+/FR6/KFFNEDgKDPgw3t5oQewxAnS+VIpjM4Pm1ff6VCjKKTB6/b3CF8S6xpmvB+0TRz4QcAS4k0FmLqBZ3QGSWJUalkHKm0WihQiVFBnwe37rAXlfe4xEViyTS++fQpPHVMXNgPj0fwL0+dEJxKOVQLo1yE6OUzc/jbnw7jrx84ir9+4Ci++9yZvGXKlDGFmyMn0E1F4njwZBJnIqsYF8tRtDNKjunRhZ+7GPXE6BS+89xpSyilglNfSwP6qTOq2ottNweUW3xvJaDb1GRPikR0dnUdWyXw3MlZ3P3MaaRT5U3To2LvYE9IGCoxtZhwiC6qYwkQ3TsXdzbBpxhRTx0VDx56XbxxBWN6M0sJJLKfec1BL4JedWcUdRWFgz7BtVKMM+rQ6/P42pMnhFhwOmPgu8+fySskHTh9Hv/285NYyPY90deIfjlRaKIp7YuiIlsvETyefm3G+kzN/a+QyOUGdTFVIkYJMT2FM+qho5NWh9ZQT6hs99BQT1gQe1oafGj0r65bW44J1qMzan17Iy5d3wpALYoKMT0Wo5g3KBdO7oNhmAuedW0NaPB5sJxdIPZeQM4oANjb58VLU+Zzs6YoQTzhvFAY6gnj5IxZ1H5kbAE7B1qE249PLVmF0f0tQaxra7Ruy43gfuAV+8RO9Y3vUE8YL2SdU1df3I7JhTiOT5sxm7H5ZaUtXiiND4qLRD+SmIzEBSEih1v3w77dffj+gbPW9n767dsd9/3rB4bxz0+dgKYBP/nEjRjqCWM5kcavffVpTC8m8PDRSXzjN68W7qNa6I5MLGJiIYb3feVpK+KZYyGWxG+9aZPjPjIqYWV2KYH17Y341PdexqPDCYT9wLtvS63uYqTsAvPCMb0jYwv4wNeeBQBMLsTx8VsGhf3SLzuj8sSxysJNIFnVAnPyb/uCQLAViM0BMExBKlTbUemVcmY2ivf+09NIZwzc3L4IS6YoYZ8eHRN7nujn8uhExBJtcriJlLR3ym0Bfe3mDrQ1+nA+msRsZAmg6+4VjOmNC+/7BgD2cwy5RMfDQa8w6axQjHUqEsf7vvI0FuMpPDYyha9/eC8A4KtPHMdns1/K3P1bV+O6LZ2O+/3qPz2NRCqDF06dx9/+yqVCjPITtw7igezi/+evzWB+OekahaKT9GgXFv3C6/j0Ev7h0dcc9/36h/fixqHS3v80pleJGFUopkfFD7ci8mLZt6sfIxMjAOpjeIzTGVV/YhRgTvh9+YzpdP/xK2P4lavWW7dRpxTH9Jg3KuyMYhhmzaDrGm7aap70dTT5HcWva5093R7h2/Yc12zqWIWtqS25bwsBCJN+cjx42D6J3rWuRThRywk/1GHw5iHi1rCusxcI79u7QfgmVVVGm0pnMEdFJWkwjx8p10jWnMtJ5ZsGu6zx26dmoo6JOolUBt97wYzhGAbwi9fMQujDYwvWguUXr804nE2qhe7wRAT3vHzOIUQBwOOjxcWplM6opTgMw8CzJ8yphZEEcLiKkcOyKLbAXIjpaRA7o9TOqBdPn7cuPz5qdiLR/dLX0oCe5qCla00txot2nhWFmwMqs5oF5uR9q/uAYLP9c3LJ+ft1xgunzlsxrFicxJlKcBnRqWy71rUIQsAr5+Ydv+/2WTE8bn9uuS2gfR4dNwyan18+SO/rFRQlpxbtz5nuZnl6mXrxHA54LecrAJyYzj9c4f5DY1Z5+OMjUxibN2PU33nOjic+ecz5+XXo7Jx13P34lTEcPDtvCYI9zQFs623GluzUy3TGsKbUqlhU9EUB5uvTGco/oe2J0dJ702ZJTK+SAvOOAjG90zP2c75hsLLziHddPmCV9tfDOUlbo88qY9850Kw8d6oH6HnIsSnxWJjjziiGYWcUwzBri8+9azdu3taNKze2o8HvKXyHNUSDV8N3f+da/OzIhOUKWtfWgNt39ha459rj9p29+PxPhgEAjwxPIRJLCosbGqu4Y1cfWojbaGE5iWgiZQk7Po+G7rBzwXDbJT346gevBADcsr0bTxBBRhUdOR9NWvpEW6MPXoiigA8p1x6YBZeTSr9Xx6auJhzNdpmMTkRw5cZ26/anjk0LkcHhrGuCxk1SGQMnZ5aEhauqh2V0IiKIIrds68ZDRyfNx1N0qahQPb/pxQQWllOCyDUsPY8Vp9jOKEPqjCpCjJolroXh8QgMwxD2S39LA3weHd3hACYW4jAMYGIhhvVkAV4RrgXmdeKM0j2mIJVjhae7lYNwvNPtzRS37aMTEevYDPp0vGVrt+V2AIAzs87PE7eupNFJ9/Jyyro20/khfw6tpDOKOnjMfiJb3HDr5AsFvcJn1ejEItIZAx5dLbrcJ0Xo7js4hus2d1ouVkDdh0cdV8m0gS89fMz6Offvd4cDVgw83zAGMWZoP6+gz4PvffRa/PTwuPU3GQBem1rE9180Ha/DZUwypd2EFYlRofzT9OiXH22NlYk169sb8b2PXofh8QjuUBSarzSapuHfPrwXjw1P4c1bu+q2V3OgTexPy2QM6NljgQvMGYbFKIZh1hgtjT6858r1hX9xjbKpK4Tf7qq/Is5qs7krhO19zTgytoBEKoOHjkziHXsGAADHJiOWeBPw6rhlew8myJj0ueWkIA70NAetkzuKpml4K+lsoj0mqoUiXay0N/kdC1U/kjjuEjkRTiqlEc1be8PW8xmZWBREHLnLZFQhRuV+zi2w5FJhv1dHIpXB+WgS56PmAtmra/iru3bjus8+jEQ6g/GFWN6YSg6Vm2N2KYGxBfH60TIWYFWlhp1RtHtlIWYKkJMR23XQ02IKn70tDZhYMK8fr6YY5eaMWtXOKCpGeQEPWdiuATGKOiE1I2VrkuniBD56nN68rRtNAS/aCzgxphcTiKfSCHjFL01GiojpAXYUyqfJYtTK7W/6mSh3F7qKUQEv2pr86AwFML0YRzyVwZnZqKOoHTA/h587NStcd9+hMYdwNKL4vJE/q3LCO2DvV7FTyekcyrEYt/epHD/c2NmE375xs3DdscmIJUaNljE4YmaFYnpifLxy59DOgRZHpH416WkOCrG3eqTR70VLgw/zy0kk0wZmlhLoyn555hbvZ5g3EhzTYxiGYVYF2vNExx7LC79QwOuI6dHFZX+R3WF9tHRaISrRvqiOUMDhUPFrKaWjyjCMvHZ7uuCkC9F4Ko2fHhYLTUcmFmEYhkPsoYsxuVR4e18zZK7f0onOUACbuuwF4LHJwosmlTNqZjHuiDVWY3JfRShdUKrr5M4oXX0bQY67PHls2op4dYb8lrgglDRXszfKLY63qtP0yL/t8QEesmBfQadOuVDhwkN6j4pxRhmGIXw+5bp3Opryx7cAp+g9H01aAqbfq+OiDqdAkyPXieNdxZie0KEnPV/3zijz829rr/2litvnxf2HxhwGxQOn5/Dd58UJgmfORx1TPVVR6xw5xxmN2KmcQzkWYurOKDcu6miy4tdj8zGrQL1YZmoQ05uRPrcyGUPYrmYX8ZCpPW7TV2lnFE/TY96osBjFMAzDrAp07PHjI9PWt4Q0trEvK1hRgWdhOSks/uWpOm64nRDmmCbfLHeG/A4Hgh8p5QJoKZG2xIqgT3c4IQa71YuyJ0amhXgIYAptk5G4FQnKQb99p9ve39qAoW6nky4n9IlCWGE3k1KkW0o4RLhiHqum1LAzSnYYPDZid8LQ0lx62S2+WRaunVF16oxaTZGsSOjrI3QwFeEyGp6I4LVsMXaDz4Obt5n9dG2NPhRKBsnH0wgRhDd3hVyja4D9ebWaMT0q4MjOqJCLuJFzTA12q0V4ChX5cn1EgBgPBNRTV/Mdc4PZz72OAtPmciy6xPTc8Hl0Qegv1SlKt6VqMb2lBAzymRaJpayPuFDAC69iaiOzMvS7fBHGMT2GYTGKYRiGWSU2djZh54Dp6kmkM3jw8ASGxyNWMTld+Pk8OpqyHWEZQ1zcyFN13KAnhKqFzKzgAlDH9FQiljie2RmFcBOE6EKM8uyJWUxFxG+5qThFT2b7WoKOqI/Po+FtO3qz/7YtVA0X6I2Kp9LKEtyZxYRDhJtejOftYKk55UzTk2N6Ls4o2UHxJOkao4Jmf2uNJuq5dkbVixgld0atBWeU/f4VxJ0inFH3vmyL47ds77a6Cr0eXTmOnQog8ueFGNHLH8fOfV75HGLUysX0ZmSBnhDweuD3OpcROTGnkBB+dm4ZL542Y8UeXcMf3jqUd1vkx3AriAfsLwDaQ+7OIUrEpcA8H4MujtdCJNMZa+CFBqCS3u1GvxcNPvP9GE9lsER6/VjoqB9cnVFVjlEyzFqExSiGYRhm1di/2x43/d3nzuBrTx63fr55ezca/fbCgJ5QHyXCSn+RzqheKVZlSM4YuvDqaAo4+mT8SCmn2M1F7fupTvrXtzda3/rnRJxYMi1O5yI9HPcfGnM8xqmZKOIpc6FBT2b7Whsw1CuKUTcOdlm9VXTBNFogpjcxr16szSzFlfHE3ALs/FKiqAhgVVEIT8cn5xFLSgt3ucCcxvSK6IwCxAUDFTSpCKp6X5TL2fMuLou66oxa2QLzVDqDV8/NWw7EUogl04JwKog7BTqjDMPAfeR4pJ9XgNjZk2PPhjbrsix6UwdNoVH0bY0+BLx6Rc6odMbAK2cVx0WR0DiZHNMDzMl5Mjkxp1BM737igL1+Syd+9coN8HlElxD9XKTuUHmoAGWgtcGK2tEoZT7xnHZGFeOMAoCtPYVjiCrOk78XIR+gV1i83e4S1Ztbzv93iVk53L4IY8GQYViMYhiGYVYRGtV79uQsvvv869bPd+4WJ/a0kG8Oj44vWJeLdUY1B33WQimeLfymOFwAkmvChxSmF+PCxDqg8AmlR9esEeOAuXB5dHjK+hZ7Y0cjfvkye5H7MCnizZHOGDiejQqJk92CDofFPrLftpYQ06OCE+1amVU4owBzcTg+H8PN/+tRvPVvH8e/P3Mq7+NXFYUY9cffPYA7v/ikJFjIMT16k1PYyGQMYey6DP2Gm8ZD87k0SuHbz57Gf/2PA+ob62aanm/Fxajf+vrz2PeFJ/HRb75Q8n1l0aIUZ9ThsQWcyE51a/J7cNPWLuF26oLKsWdDq3VZ7hKj7sRCYpSmaehvbRBjhUBJ74OP3f0i9n/xSXzon591iO/FIMT0FM9VJdzkhKAtJKZ3fGoJqbT4uUmdofuzE1PfNGjv3+agFx++YaP1MxV8ZpcSiGc/h8MBL668yBYAB8nnIXVzydE/ymKcOKOKFKMGpYmBxSKUlwcqnwDXGVJHEVnoqB96m539gvFUGstZkdija5bzm2HeaLAYxTAMw6wa69sbcQVZSORoDnpx09Zu4bqWBnuRQBcWVCAoRF+e0mlHWa+06PNrSRgGhMl+gNlhZW2jy0ScoW66cIk43BZbibspnlLHx3KLMbq47m1pQG9z0HpejX6PMEFwfXsjAtkozVQkjvN53AG0bHnXgF2KPr2UUIotIxOL+I/nz1iinjyivaYoFuReLY3RyUUxjigUmGsFC8znlpPIZ76h7johepGnTLkU/s+Lr4sF25S6ienJnVG1FaNmFuN4dNjs7Xrw8ASWE6XtBzlC6RGcUfm3/eDr89blN2/tQtAnLhjlHqW2Rh82kalx9JiKxJJ44fR56+ftffnFKMB8j5XrjEqmM3jgVXNAwjMnZvEyeS7FYBiG6BZV5MlUwk1OoGpp8FmL8EQ6g5MzUet3zsxGre3xeTTcdokZK6ai/L7dfbik33ZGUTGdfgb2tQatSawAsGe9/fek2Gl6pRaYA6KYKHf85YM6tMK+ysWoDpeSdp7UVj/QLy5ynwlivN8HrUKHHMOsVXi0AsMwDLOq/PVdu/GFh0atk/QGnwe/cd1Gx8LP7dvdksSo1gark2p8PiaMqXaU9SoKzAFzIbS+vdG6vphvoGmU7uXX5/HQETuit293n7BoomzrDVuRREuMIovr/pYgNE3D3713D7717Gm8Y88AmsliKufKevXcgvUYV2/qUP5b1Bm1qSuEXxyfQSyZQSKVwZnz6pjesyfssexVLfEuhEKYyYk4Y/PL2NGfFdMEN4jUGaWI6eVzRQFi3KI7HIRH15DOmIv2WDLteM+WgmEYGJlYxB5XMapenFEeU5DKUePOKFVX0Kau/H1LFDlCKXYwGeZ7SVe/bvRYu7jTOflOnqjX19IgTu0k//ZDRyYtV+X2vmasa2tEIXpbghjXyuuMGp+PCW//e18+h8vWt7rfQWIxnrK2t8HnESLTOcIB8fPO59Es8RswP/fGs+L96ETEcojSiak3bOm0RPxfurQfp2aiGJuP4b/ethVNAS+8uoZUxsDZuWUsxlMIBbziAIuWBrxv7wZMLMQQiaXwfxE3VYfk8HR9rlSMKrIzakNW6I+nMpiKxDEXTRTV+0N7+Zqr4Ixyi+mxM6p+6FcMu1jg14dhALAYxTAMw6wym7tC+Lv37in4e6oTtoBXdxVyVPTnmag3K8f05p2dUar7zUWLEKNIdORHL51DIhtZ2dzVhG1Zoao56BW+oQfMGKMtRi1m/33qCjBPcvde3I69F7e7/NthW4yaXHQVo8akYvSOpgDOZhd9ueibBlvCOXB6znoe5naZPVwr8g2vyhmFXKcWER8EZ5ResMA8X5QHEIVPj66hJxywBIeJhRgu6nAKFsUyFYljfjkJj+4iRrkUrq8IVADx+ERnVI1jenLX2fh8rCQxigpKOjLQNUmETCfdxSh6rCniwPJnT39r0PUzRoilSRFkN/pbGjAjO6OKFCXHJQfn/YfG8Jk7tkPPM8GPkm+SXg7ZGRUKeIXjf6g7hMez0yiHJyJ4ezaWfd8hui9sN5SmafiDWwaFx9zU1WR99o1ORLBnQ5sYVW41ReFPvm2rY/uag174PBqSaQNLibSrYByJ2e/hYmN6TqF/0fUzmEL3ayWT9HLIE/VyFPN3iVkZqKN2fCGGdMYQXp9mfn2YNzAc02MYhmHWBKpvnfuyzqBiyVc6PS3H9BzOKPNneVy7bLdXQcecUwFn/+5+aJoGTdOEqB5guhHess2OKo5ORJDOGMIisxhX2FCPGBF0gy6c+1sblAvQviYNAY/zeQBALJkRTrBrimJB7oGz4N3ZGUXFKKczSp6kR9E0oKdZ3N99LiO7yyG34BZiehpZOK+qM4oIIitcYC6XQ5daFk9/39G/BOSNGcqih4w8Ya6vpQGdoYBVxD0XTWI5kcb8chKPj9hTGYsVo/pag/DK21ykE02OIZ+bj+HAmfMuv+1EHOigFqPkzihZyBlS9CqdnF7CK2dNAcfv0XHrJT3Ih2pqHXVx5usM1DRNiuqp9x3tjCq2wByQJwYWF9UTYnrVEKMEZ5T92NR5w2LH6hL0eazXKZ0xrC8ecrBYyLyRYTGKYRiGWROoTtiKLS+3fp+WTpPFWiKVsVxJupYVlTKqmJ7hcEbNF9EZNdDaoCwopYvSQanQeKgnhC3dIeSMDKdmozgzG7VcSu1N/qJiYUNFTn0653BGOReg7Q06BkLupw6qqXs1QemMysb05vI5o2hnVP6YnhzL6g4H4POIz91tZHc55HpndCqgCd1M9dQZRd7nNe6MGhmXYnpzpe3ncfK6OPqXgLxiWiHRQ56m19cahK5rgmh5bn4ZDx6esMTbXQMtRTvo+lsapFhh/u2lqGKz95bQ60YjX6qpgYAz0ibH9mg8OffZQ/vybhzqEmLFKmjfXk6wHZ8vXpCnUUr6nCgR4kgNFRnTA8Sy9GLFKNpdVRVnFH1+S+qYHndGrT7CNN/5ZX59GCYLi1EMwzDMmkD17W6fwq2Qj34XZxQdt93e5DejLJLgoWsGvEg7HDBzRXzDqesatkhi09aesCBADXWL0aPBnjCCPo+1cDUM4Iljtrui2K6soSIn6jmdUc4FaHtQyytGVavIuyDKzijzOkEQE/Smwp1RNKZ3jRRnVIkRbiO7yyHnWhOcUV4qRq2mM4oIILrXnKiXo4adUYZhYGSyMmcUfV1CqsPTZb8ahiG8n/uLiellf0foiJmL4T4S0dtXpCsKMD/fHG6uYsUohWh3/6ExZPI19BNmi3BGOWJ60s+D5DPtxPQSEqkM7nnZ3hd3Xlp4X2ztdQo+YqQ4/xcSQozNxfm4WEaBOSALZcWJUfQzpirOKPL8ZjmmV7f0SZ8J/PowjAmLUQzDMMyaQBWBUy0Q89Hr4mShET3rm+a0c5HqQwrn5pYRS6atUeXFFpHKYpO8KJVHveccTXRB9+jRSetysa6wgdYGNGQdVLNLCZzNbj/933w0aU3F8+oaOkMB5QK0I6ihP58YVQ/OKNfOKDmm5+xgoou5oZ6QIDaoYlr5pjMWg0HcWSMKMcqgzqgV7oyi25Z3mp7iOKkWU4txR/TT7T2WyRjW+zlJBBf6ulzar3AkuYhR88tJa/R6o9+D5ganY8YZ0zPfD1Qkf/XcPJ4YtUXkfbtKEKNaGpxuriKdaCrRbmIhnh1MkC4oStFIW7tLZ5Qs3DRLYlRTwIuBrGCbyhj4yavjVgdewKvjlu35I3pAETG9Al9IdBSI6WUyBhYT5TmjaLR6NI/QT6GfMdV2Rk27TNNjsWP1oX8/xiRnFL8+zBsZLjBnGIZh1gSqE7beEibpAeIJ4fh8DJmMAV3XRBdAbuGlWPT5kcLhsQVs+9MHEAp48Rfv3Fn0SaXcCSX3xgz1ymJU2LrfTw+b0/ceEsSo4p67rmsY6glZo9Sv/9zDeX+/p9ksBFZ1RrUHNbRKE6C29zXjyJjZAVOqa6VsDKczSidilF2kTjujdBTsjFoSo0lDPSE8fdycGNjb7BT/xJhe8c89nkrjr59bxsn5DL7QM4Fbtndbi1mdiFFpzWefqK2QMyqRyuB3vvE8DpyZw+fvuhS37ugp0BlVO2eUaoGvct+9cGoWv/31FyyxQQNwTZ8HV16bsuK3fo+OHT0NwIR0ZxenkRxbVXXTqabpAeLn0md/fNS6fOn6VmESZyGag140eRWF60VARTt6jP7aV58BYIrUX/nglfbkSQkq0Hc2qWN6snCjEnK29oatQQgf/9YB6/q3bO0uSvi5qL0Rfq+ORCqDiQVzat3EQn7HGoU6PFUxvaVEyvooaPJ74Cmy4B2whf7lZBozSwlML8bR6RJpVG1D9Z1RLjG9huKHfDC1oU+aqJcmYjCLUcwbGXZGMQzDMGsC1Qmbyq2Sj0a/F23ZfoZk2o4ADY/bEQtrMaFY9OVKzAGz9Paz9x8VIn75Tiq399mLvh19zY6JYJ2hALrC9kJmW2+z436UizqKX9S6PUa+x5UX2gDQFtSxLmyfOjT5PXj/3vXWz+MrJUYphJncmiyRytgOCEFwKi2m19nkF/bbxk7n/h5ota979dx80RGo+w+N4fBMBtEU8FcPHMXYfAyRbIkydUYlNbJYX6HOqJ+8Oo5HhqcwF03iHx49Zl7pmKa3Mp1R9LjMoXJG/c1PRgTXiwHgF2NpIRLW2xJEX1ghfriIfOMLhUuyWxp8aMx2wfm9OnpazGNmo0sn1J0lRPQAs4C7o0ESLIqO6dnH4m/feLHj9rNzy/jG06dc768U6CXksm9VxG17X9hxHQDsLyKiBwBej44t5LPyx6+MI5k2j7PWRh8aFF18FOpunFU4o2h5ebGT9HLoulZyb1S1p+m1SwXmOUcjO2/qC9kZdWzSFtpLmQjMMBcaLEYxDMMwawJVyWepBeYAcP2WTuvyfdlCX1rse/2WbFeQYpHa3agj4NUtTWN8IYYzs/aiNd9J/7WbOrB/dx8u6mjE/33nDuXvfOaObVjX1oCPvWWL5a64dUcP3rq9B0Gf+W8HvDqu2tiGu65YV9wTBvCRGzdhW2/Yur/b/za0N+JjN28BoI7mtAc1tAV1/P5bNmOgtQF/9kuXYCMp+i4nqlYO8YRzUdnRYJ/SWKJY3gLz/DG99pAfv3nDxdg50Iy9F7fjHXsGHL+/rS9siZsTC3G8cLq4aWX3vmy/30YnF633IQDoGhGjDCpGrYwz6l7SbzQyHjEFNiGm55E6o2onRo1OOhf3C7EUloiAMBmJ4ZkTM9bPXuJs+eoTx63LfS1B9DYphIsinVEqdF3Df3u7ecz+8e3bEPCaj/9Ll/bjus0dwrF1w5ZOvG/vBpdn6k57g3SqXoT4F8s6dQDAo2u4c3c/3rd3A5r8HmvSHwDBYSRDRRO3xXKhaXoA8MFrN2L3uhZrPzT4PNi3qw+3X9Jb8HnkuHGoy7osvqaFP/9plHJa0RlVbnl5DjoptVBUL55K26KzrqEavdVBn8fa7lTGwMKy+fgsRtUX9L16+NwCfnHc/syS+wkZ5o0Ex/QYhmGYNYHSGVWGGLV/d78lPt17cAy/cuV6vHRmDoC5kL0tt0hSLP7v+729QOcWfOYHh3D3M6eL2sYcuq7h799/ed5te+eedXjnHlFk8nl0fPVDV+a9XyE2d4XwwCduLOk+qmhOR9BcyH7qtm341G3bAED4hrfSEu9imZxfwnrpuvYGHchqQefmlrFzoAViTE/ujFLE9KTusK5wAPd+/E2u2+Hz6Lh9Zx++9az5Xrjv4Biu2tied9vnl5N4fHRKuO4fH3vNukydUXEqRimiidVmMZ7CI8P2ti0l0jg7t4z1eTujaidGuRXuj80vY0tWBPjxoXHkDGnXbGrHH9wyiPd/xYyivTa1ZN2nv7UB3WHFtrqIO2NCL5H758wHr92ID167UbiuKeDF3R+5xvU+pdAelJ1RhWORVGTqCQfg9ej47Lt24bPv2oUXTs3i3V/+BQB1h1IOIabnEj0LSdPzVGJOT3MQP/rYDQW3OR/7d/dZx4jwmhYRVXabNpcjUmZ5eQ5Vwbobgtjd5IeuiH6WQ0fIbzm8ZpbiaAx4r4JibQAAIABJREFUrJ81zSkaMisPFbRPzkSty1de1CYMwmCYNxrsjGIYhmHWBPJCwa1UuBA3be1CUzbacWJ6CX/z02HrthsGO9HamF1oqxbZaXMxs19RQhwKeOH1XDh/VuVoTkuDDwGvc/FET7JzPVy1Znoh6riuLWjv+zFXZ5R7gXkqnREmI7YVaVug3V/3HRoTukBU/PRVO2aUg4oC3U32ezpmECfPCsT0fnZ4AomUuF9GJyOSM8oHeKhjqzZilGEYwuJ+I4mlUtcSdZXt292Pqy/uUMaf+lqC6G5UHJ8uYpo4Sa+0OHA1kTvaiimMp/tH7tUTxBlFh1IOWThRIYsccoF5tbikv1l4/XMUM0213WXaXI5IzH79yxFtVAXrblC3mduEwnKQS9rpUI3moM+cDsusKj3NQai0x1KmazLMhciFc9bMMAzDXNB4dE1Y7LiVChci6POYpcxZ/vMlO5a0f3e//YuqRXbWlXD1pg7HJK0LLQohL0DdokpNAa/1uiTSmbxui2owsRDD0rLTgdVKxChr2pbsfsrTGXU+mrR+va3RV7SwePXF7dZ7YSoSx3MnZ/P+/n2HxvLevrXHjj1G0yvbGUXjqjlGJhYLTNOrjRg1vhCzXCvhoBd7NrRZt+VcS+PzMTx3ytzfuga8fWcvPLqGq3qdcby+1ga0BRSvqUv88VyRzqha0yKbkooQ//K5uqg4M6OIrQHmhLlixChHgXmNxChN08TP5ixFxfQE8S1/Z1Q5YtSQIEYtilMoJWaK6OEqh3ZJYOSIXv3h9+oOh6GmAXeUMF2TYS5EWIxiGIZh1gwtxK1SibV9n2Jh4/fogkildCCk7B6Wt+8UTyIvtJN+2kUC5N/f9DZVwXQ1uf/QGDyKvqcW4iCxXC0ldEbJk/SKxevRcftOu/+Gdi7JnF9K4MnRaevnoTbnadhgl70vo2m6vbUVo+aXk3h8ZMpx/ciE7Ixamc4oGtEb6gkrJxfef2jMEhCv3dxhLfb29jpFhf6WIHRDcUy7bD8t419NZ1SLrFkUEdMby7Pt4YAX/qzQupxMI5pw7pOFWBKprMMvHPAi6FOXhDdLbtVwoHafgSoHSTETRTuEzqi4QyxarLAzqr8laN1vfjmJqYi720yOAVcL+sXIzFKCxag6RT4Wr9rYjp7m1ftsYZh6gMUohmEYZs1AT6x7KziJu3GoE2Fp4XHjUKd44q50RtmLCXlxdCGe9NOFnBz3oaiEglpx78ExeDSnMNMSoDG9nCBWfGfUbBGFzW5Q18YDr4wjlXaKZQDw08Pj1iJ/U4uO2zeK75n2Jj/6mu3rIilymlbjAvOfHZ5AIrvdQZ/9745MRERhVveK0/SKEEfKYZREnoZ6QoLDJyc2UuGPvgaDbboj3tbbElQf04rrDMMQ3ser6YwKO8SoYmJ67pMANU1zTGCTmZGK/N1oCogiVa2cUQCwrTeMzV3ilMJinFGNfg8CXvP9HE9lEE2Inx1igXnpn+GaJk/Ucy8xL2ZCYTnIrycVo1SDP5jVQX6/ljpdk2EuRLjRjmEYhlkzUMGnkgViwOvBrZf04PsvnrWuc3zzrlr8k4X3VRvb0R0OYDL7TfiFKEa1N/lxKlu2ms8dIgoFhZ1RmYyBv/rJUYzPx/Dpt2/PK3RRzs0t44VT5+H1O8Wo5gD9Pacz6htPn4YB4IO5KyRn1DRZKMoRzELQ98L0YgLPnJgVpjbmoDG4q/u82NnpQTjgtSZsDXaH0ER6uZbTHiC33q9STG8yEsNf3HcEHU0B/Pd92+HJ9slQYeeD127EPz1uTi07NrkIYyBpy3gen7DvTk7N44++/HMks0JWf2sDPv327diQ7fg5PrWIz/34qHJyW3ODD39465AQwcsxIohRYfQR8fnc/DLOzi3jxdPm4AEPHTwAQNfMqN6Dp+xjuL+lAZh0HtN/9sOXcMBvng77vTref/UG3DjYhXi2Oysc8JblmKkWIeljxUgnoMEUzD7/k2GcnFnCp9++Hevb7U4lwRml6FXqCPkxnn09ZpYSwn2B4ruNvB4djX6PJfDUsihb0zTs292PLzw0al2nem6q+3WGAjib/VyaWUygibyekQpjegAw1B3Ggex7cXgighsGO/HVJ47jvkNjQofeODkGqtoZFXKP6TVfgH+X1ir075yuAbftLH6iJMNcqLAYxTAMw6wZrHJxAANFLETysX93nyVG+b063rq9R/wFVXwnZS/SPLqGO3b14V9/fhIA0NZ04Z30046L/tYGYEH9e1QoKMYZ9eCRCfx/j5liR1cogD/Zv6Oo7XlkeBKAOHEuR9gnjqzPZAzoxP305GuzADR80GUNWEmERn4v3HtwzCFGRRMp/Pw1e5z3lT0e+D0abt3Rg+8fMN+HQz1h6CSOl0D1O6O+9sQJqydtsCeE9+3dgPloEk+Q+OAHrrkI33/xLKYX44glM4jG4rA8Kbp46vjyySk8nzxv//z6PAJeHf/7vXsAAH/1wFH89PCE6/acPb+Mhz75Zkf/mxzTow6PsfkY7ifC3vVbOh1utr29XkuMavB5zPsrjukz0wt4OTNv/Xzg9Bz+6YNXWD8XU5JdS/wQBbRkIg4/gPsPjeMfHjUnzDX6vfib91xq/Y7g6lK4h6h4MauYMDdbQmS1OeizxCg5tldt9u/uE8SoYiNOHSG/LUYtxS2hFKi8wByA4IwanYjg5TNz+PP7juS9T2coADjnMJQFFc+nuDOqbhkgX9pcfXEHusMc0WMYjukxDMMwa4Z3XjYAr27GTG7dUdm3im8a7MKugRYAwAevucg51lvpjBIXbr9x3Uarg2XfLmcP1Vrn3ZcPwKObzoJbtvW4/h51Rp0rQox66cycdfnUbPErstPZ3/XCKcz4tIwlWKQyhjCa3kQTK8vlmF4Rhc35oFP1HnhlzHIK5RidWLQm7W3uakJHg3kK9ltv2oSAV4ffq+Ndlw8I3VCCGFWlzijqOPrPl0wR7Cev2vHBS9e1YH17I4bIAjsSJftS9wiClAfO4+Tl121x5+Uz847bKcenl/DqOVHlNAxDiOkN9oRMZ1OWsbllMaKnKAHe3Krjus0dAID3XLnOFLsUx7T8XkplDHztyRPWz8VEwWqKFCOMRE1R5Ucv267Og6/PCb8jFJgrXIfUlTOtiOlNlzD17T1XrgNgFvmva6vtvhrqCeNt2V6/d1zW79plJZMvlkg7o8oVo7b2ihP1fvSye28cYEbn3rrD/fO0VKiz7bXJJcxHSUyPxai64fadvQgHvNA04Pfesnm1N4dh6gJ2RjEMwzBrhrfu6MHTn7kFoTylusXi8+j4we9dh7H5mHoRpXJGSddt7GzC05+5BdFEGl3h6hXS1gu37+zD059uR3ODFwGv+/6mEb5iYnpUaKALp0LkSqVVzihkUuhracBc9vHOzcfQTeJkGWgwhM4oKaa3WH5MDwAu39CG3uYgxhdiOB9N4hevzeDGoS7rdioCmYtX8+cd/c147k/eilTaMBfNx+3tShi0w6w6nVHUNfPMiVlMRmK4l0z4y3UvDfWELSdXdJm8prpPKILPOXf+4JZBfPHhURgGcGpmCbFkGvFUxoom+T06vvM711gOqC89cgwPZh1T9x4cw86sMAwAZ+eWsZR127Q2+tCVdecEfTpiyQyWEmlL8PJ5xIietZmahm/85tUYm1+2HQmKY/rTt23B7266Hg8fnbRcN08dsx1sxUTBaoq0zdHlZfhjSTwybJfNn5heQjKdgc+jYzmRto4Bn0dzTPACRIFpVjH9UojpFTgWPvm2rXj/1RvQEy5vummp/OOvX4Gzc8slCV/U6TgjOcEq7YwCxIl6oxOLwjH2F+/ciUv6W4Tf39YbrvjvF2Ww2xaOj08vCkI8O6Pqh/XtjXjq0zcjnTbQVsWYJsOsZdgZxTAMw6wpOkOBqp3Iez061rc3qhdRqrLjlDPS0hTwXpBCVI6ucCCvEAVInVFFOKNoBItGSgqRK65WilFG2imKEfeTITujIDujypuml0PXNaF3TJ6qR8Wowe6wcFtz0Ge7N4gDKlmDmB59fQwDuPuZ03jqmB3RuyP7HGj0KBqjziixwNyLNLy6hg9fvxEbsg6NjAG8NrWIY5P2c97U1YQ9G9pw2fpWXLa+Fb965XrrtnsPnhOmnI1KET1N06BpmuCOynHDlk5hyibFo2tY10aOb8UxvbHVj8vWt+JD114EXfExsPrOKFGETCUT+NenTiKRso+BZNrAyeklAGafVo6e5iB0xZOSO4ZkhGOhiMhqX0uD8t+pBbquuX9mu9AhTZujLFahM6o7HEBz9r6ReMo6xtoaffiVK9db7/nc/6opRAFAOOizBNdk2hCciSxG1RfNQR8LUQxDYDGKYRiGYVSoFv9p97Hdb2RoFGhiIWbF0VREEykrbgeUJkblFtoeRUwPmbTQ73NuPia4nzLQkCGnPYbkjJqpYJpejn1CVG9cEAzkDiRXMrXrjIomUo79/aVHjlmv1+UbWq1F7VayjctxsoDXvUJMz4cUbhjsRGujXxDZRicWMTzu/pzfNNRpLf5fP7+Mg2QBPSJN0suh6m+iU/QKotqHWYGqIxTAdZudpfOqmNuKIjmjfFoaX3h41PFrw9l9lhNsASjFO0B0Rqmm6U3XaOrbapHv+dIC83KnAWqapjymb9/ZC59nZZZaVDx+5ax9LPE0PYZh6hkWoxiGYRhGRYECc8Ym6PNYAo66r8nm2KQ4+rxYMSqTMayJbKrOqFxML4cZF3R3RkWWxddypoJpejn2rLfFnIVYSnAcjQoxvZDjvvaGujijqtAZdW7O6VpLpu29so8IO4NkcZ1MkNfT4wU89v7xaWlLEKLPa2Qi4ioqAeZEy7eR3jfqJBuWJunlkF1Kfo+OWy8poXunQPR2v2LU+uo7oyQxCinhNcuREzupM8qtfD2fUwiorMy/HhEL2yUxihaYVzA1cajXKUaVJJRWCD1OUuTLAJ6mxzBMPcNiFMMwDMOoUMX00ixGudFLJludy9MbRR1CALCcTCOeKiy0TC/GrUW4T3frjJKm+hH3kylG2ac9UxFRmKEL8PYyF+CapgmCxj1ZgSUSS1rF7j6Phos6mpT3N58HdUZVtzOKFlvLaBqwjxSBtzT40NNs7gedin+6F2OL9rb4kcKt2TJmuiAemYhgdFItKuWg++q+g2NWVI/G9KjbSnYp3TjUVdoEN9UxTfbrbZf0wivFzVZ7mp4soCmFWNhiJ3VG9bq4uoSYnnKaXuUuwXpCLGwXn69YYF6+cDPULYqtHU1+XH1xe9mPVyqD3WqBm2N6DMPUMyxGMQzDMIwKpYuCxSg3aNFzvt4o6hDKUYw7ik7p82uKGKDsjJp3dkZdtdFeHE5HYpb4kUhlsJBdlOpakROoMgpBDGJU78FXJxBPpQUBblNnKH90x6AF5tWN6VGhIugTt+Gqi9od4kVOQKKxyG88exb/+OTr1s9tQc1a8FLhaKRATA8Art/Sad333HwML56eQyZjCO45IaYnuZTuvNTpZMqL6pgmYlRbkx/XbxGjem5RtxVDEiF9ZHohfa/lXGjjC7bgWG5Mb6bCMv96gzrBjo5H8Jf3H8FXnziOxXhKLDAvM6YHON/fb9/VC+8KRfQAcaIfpbVx7b9+DMNcuLAYxTAMwzAqVE4URYE5Y0KFgnzOqGGFGLVQhBg1Tlw9Pk3ljEoLgtiZ88tCL1QGGt620168J5IpHDgzBwCYklxRBcuYH/888Ln1wCN/6bhp10CLVeQdiafw+Mi0IMCp4jzy87C2UeiMqoYzyhaj3rlnAB7yPPcpImq5BbaPiFHff2kCz51esH5uJ/rVpq4m6zFPz0YtF0rAqwvj53P4vTpuv0SM6r1+fhnLSfPf6wz5BRcPdSkFvDpu2V5CRA9Q70NJoKJurdZGHxr81S2bLhm5M4q8Fp+4ZdC6fHImingqjTOzJKbn6owSY3q0PD6eSuN81BajLoSyZfoemorE8U+PH8ef33cE//OeV633mqYBTRW81vJxvW/XykX0AGALO6MYhlmDsBjFMAzDMCqUC1d2RrmxgYgNx7OTvVSMSjE9ANYo+nzQviOvpu6M6m9tQCjb+zIViQt9MAY0rG+343EaDNz78hgA4JGjk9b1m7ryROgA0231xN8CiUXzv5JAqWniVL37Dp4Ty8tdFo3249vPLQW6ODZc3VjFQmN6O/qa8fadphAUDnqVYtQt27oBiM6oFDyCSBYia92gz4OLOpyi05bukCB8Uei/e/+hMRwZt4UueergZeta0ZCdRPaOywas17poVMe0FN27bWcvOrPixbWbOkp7/Fogd0Zp5nN402AnBnvCWN9uisDpjIGDr8/j2ROz1u+6uWUa/V5rPyZSGWGi3JOj08hVDl3U0bhiBdy1pLc5iIs7ncf1Dw/YPWWhgLekCX0ynaEAdg40AzDf73tXMKIHmK9p7r2Qw6NrFQlsDMMwtaZ8PyrDMAzDXMhwTK8k6DSnkXGn+wkwx6ifVbimionpUSHFC3VnlM+j49YdPfjBgbMAgDOzS7gke3NnKIAGv33ao8EUP/5k33bcd3DMuv6Onb3ISyYFJLPTADNJIDoDNIsuiP27+/DlR18DADx4eAI7+put2wbzTdIDBGdUCh6kDB3enBPMSKOS7xFp1LG3pQGffdcuvGVrNy5d32IJMJTrtnTi7o9cjf7v+4Csvvih6zcj6WkAnjF/9khiyVB3GMenRDFya57nfN3mDrQ1+nA+msTEQhzffva0fT9JTGlr8uOej1+PV88tCOXnRaM8pkWBqjnow/c+ei0OnDmPW8v5N6qNtH1eZPD5d+/ErZeYIt7WnrDlhvqHR44hkTbfKzv6mvN2k7U3+a1jcXYpYfUl3UuOhbfvLDEGWad4dA3f+sg1+Mmr44gl0/j6L07h7Nyyta+AysrLc/zLb+zFYyNTeNNgp6v4WkvoewEwXVGVCGwMwzC1Zu1/3cEwDMMwtYBjeiUhl1fT6E8OVV8UUHpnlO4yTQ8QY1bzpJy5v60J0OzTHh0GxhdieODVcTxzYgaAGdW5Y1eBBbj8HliadvzKjr5my4mxlEjjuZPnrdvc3CoWxBmVgY40PVWrsDdqbE6McIWDPrz7inXY0p1PLOpER4O9DXftvRjvu3Yz2SbxOJGn5gH5BTivR8ftRPR4ZHiK3M/5WFu6w/jlywbKi88pC8yd123sbMI796wr3XlVCxTb9549vVYXEN23dN/tL9CnRbugprMdUbFkGg8enrAfQ+GWW6v0tgTxoes24nfevBnvunzAcXsl5eU5usIB3HXFOvQ0r07pvXycFdV9xzAMs4qwGMUwDMMwKgqMgWdE+lqClrtgIZbCZMQp3I1UIEZRIUU3VGKUed0Ng50IZ4uIqSdgXVujcI2WLUH/0x++YsWS9m5sR3ehhaTsjos6xSh5ql6OgFcX4oxKiOCUho40jepV2BtFO6P6W0so5qb/ru4FdLLIlfaHqhNLJVBR7nQRPVSl5xWRLtwZVXeo3Jhkm9327f4CnUXtQom5eaw+NjJlRfY2djTiEuLou5BQRVIrKS+vF+T3QjOLUQzD1DksRjEMwzCMCpWLIs3OKDc0TROcLMOKqB7tTvKTLppiOqOokKIpu3/M6wJeD27LlmLrpOh8XbvojNJgKlAzZIz9/kuLKB1OSZMCFc4oQL3g3dzl3p1kQUrX07IzSiXCFclCLGkJDQGvjrbGEhaqghjlATyk1FoSc1QCUiFRae/F7cqpbUN5HFtloXRGVV4MX1NUAhp5HnKvFgDsXteCDYruLgot9Z7NHgM0ord/d/8FG/Ha2hN2FH6HLwAxSn4vcHk5wzD1DotRDMMwDKOCY3olI0f1ZOh1l65vsS4Xckal0hlMLJgikIaMJSQJkNdL5UoyxSh7ce2XzoB0DcJkN/eNKRzTA9QL3kIOIQCCM0rXPFWL6Y3Nia6okoQG2RnlIQt3SYza2NEELxHcGv0eDBRwYXk9uqOfqKc5gJZSBLNiKGKaXt2hFMXt67Z0hyDrm/sKRU3hnKi3nEjjoSN2RE8lpl4oqJyLdRHJrBD5vdBa7eOHYRimyrAYxTAMwzAq1mKkZ5WhYlRual4ilcHPX5vGzw5P4MiYLUZdtdGeNrVQQIyaWoxbUbruJpdFIxFqrt/SidZGH3RSdD4gOaPam8SF2rWbO9AVdpZ4OygipgeoF7yqCJsD4n7qaG4oWYxKpTN46cwcEimx5J0WwPe1lNhpI4hRPtEZJYklfq8uTCQc7A5BL6LM2bGvqh3RAwq6jOqSAnFhc4KhWFRejJDU0UQ7o+J4ZHgS0YT5/trc1YRtxbxX1zDy+60anVGrjfxeYGcUwzD1DotRDMMwDKOCY3olQwWE4awL6vfvfhHv/8oz+K2vP4/pbDeN36Nj9zrbGTVXQIw6R1w961qccS4AgmDi8+i4/ZJeoTMq4PWAdka1S66BfQU6diwczqgp9e9BIbAUEzsjglN3S1PJnVG/++8v4h1fegq//rVnhBL5MWGSXiViVP7OKEAsUi44PTDLlRvb0U3EQFX8rGIKuIzqEqWbS9zng8SBd9n61mw/Wn46msSYHp0oue8Cjujl2NIdFgS3CyGmB4jvBRajGIapd1iMYhiGYRgVqkVqSlEmzFjQGNqxyUWcmlkSpnPluGxDK9rJYrhQTI+6evqbXRZYkmvoHXsGBGcUNF1wRoX8uhUfC3h13L6ziIgeoBCjZlx/dUt3GDsHzBJon0fDLiLAuUKcUb2tjSV1Ri3FU9b+fvbELMYXbAGKFsD3t5RQXg44O6N0IuwZGce+v/KiNuXlfHh0De/YY085u6LI+5WE6piu+86owttM99U79zgnxamgMb3Ts1E8dNQ+Tt0K5S806L7KTb9c61DHqRwTZhiGqTcujK8BGIZhGKbaKB0J7IzKR1c4gNZGH+aiZln2V584Yd020NqAbb1htDX58Ts3brJid0ARYhRxRg24ilHi63XNpg5MtzUA87lrNKEzSoOBf/i1y/HNp0/hjl19wnSxvMjvAZeYXo7//auX4atPnMCbBruKG/meoWJUkxTTyy+cjE4uCj+PTCyiLys8nSPOqL7WEp1RNN7m8Zn70eOzHTrpZFagMnnf3g2YjMTh1TW8+4p1Rf8zn3jrINIZAy0NvuLFwVJYk86owtv8gWsvwuxSAgGfB79+zUVFPSx1Rh04PWdd3toTLtrNttb58A0XIxJLwYCBd1xWnIhX73zg2oswG00g4NVxRxHdYQzDMKsJi1EMwzAMo0LZ1cLOqHxomoah7jCePTkLAPj2c6et2/7otiG8c48tTIwTcaTQNL1ztO8oXJwYBcCc0JYTozQNNKYHw8Cl61tx6frWvP+2gyILzHNs6Q7jc+/eXfzjk2l6fW1NiBm6vdkFOqPk0vjRiQjePNQFQHKXVeSMyp46evz28ZBJArAFrqDPgz++fVtp/waARr8Xf7p/R8n3K5o12RlVOKbX6Pfi03dsL+lhOxTTC4ELu7hcxufR8Ue3bV3tzagq5R57DMMwq0FVYnqapt2ladoXNU17QtO0BU3TDE3TvlngPtdpmna/pmmzmqZFNU07qGnaJzRN8+S7H8MwDMOsCMppeixGFWKQRPWSadP+5PfqeOv2HuH3aJ/JwnJS6DeSoc6o3ma3AnPF62XQmJ7ojBJuKwVZkCwgRpUMEZw6w43IkNOi+Wh+Z96oJEZRcYruw5KdUSoxSnefqFe3KN2OdR7TU4llVYgWujkB30hiFMMwDLO6VKsz6k8AfAzAZQDOFvplTdN+GcDjAG4E8AMAXwLgB/D/Avh2lbaJYRiGYcqHY3ploZqC9uahLse0qqBPh99rnoYk0hnEku7iEHX19IYKT9OzEAQuSYyCu/iVl1RM/Dk+X12RkvRCeTxeeDz28z01Na+6h8XwxKLyZ8MwRHdZKc4owxC7qqgzKseaEaMukM6oKjg0gz4PQgHxWNre14zNXdwzxDAMw6wM1RKj/guAIQDNAH433y9qmtYM4CsA0gBuMgzjNw3D+BRMIesXAO7SNO29VdouhmEYhimPAiPVGTUqMUqeKgeYkT7qjsrXG0UnwXU3leuMEgvMy3ZGqYSnqHuJeclQUU3X4fXZ++jUzKLiDjayM+rYRASGYWB+OWmJfY1+D5pLmRxG96vmsQU9T/6JenXJWovpGUZNe67kqJ7qOGUYhmGYWlEVMcowjEcMwxg18nnsbe4C0AXg24ZhPE8eIwbTYQUUELQYhmEYpuaoFoFyXxDjgE7UA8xJdbdIEb0cVIyaW1YLGolUBlOL5n7XNKCz0SXNr3S4kNMSR2eU+mEKonLHLU2V+WAKJPHHR8SoM1MLrndbiCUF0Q4AlhJpnJ1bxjka0WsJQhMcYiVsD43mUTGqngUdylorMHfrCKvS/u5oYjGKYRiGWT1Wo8D85ux/H1Dc9jiAKIDrNE0LGIaR96xf07QXXG7aFolE8Oijj5a/lXVCJGJ+y3khPJd6gvdrefB+qx28b6tHVfalYeAmhbiRjC/hqTfwa1Tsvg37gUhWW9rVoeH5Xzzp+B1fYg7XLx/EJt107Dz3WBTjPV2O35uKZqy0XYtfw4Hnnsbe7G0ZzQM9GyFbji7iGWm7roxEkJPGnnvhRQAarsr+vLi4gOfLeC37z76CIem6l3/xMM63z5b0OG778rLzs8hVqr908BB6U/b78MipMdd9f+y8Wrj4Pz/7uZBWDGaWSzo2PKko3pS9nIKGJ7P33RtLojF7/bO/eArRptOqu5dMQ/R1ZPQg4sHOsh/Dbd/unp5Eu/S7c+dn8FKdHtN6Oo4bFdcfeulFzLxe/im8P34e3tQSjJi9jzc26zhx6DmcyHM//jtVXXh/1gber9WF92dtWMv7NRKJIJMp010usRpiVG5sxYh8g2EYKU3TTgC4BMAmAEdWcsMYhmEYBgA0lwiXXu/9MnXChrCOV2fMfbi313neyqSnAAAgAElEQVSqEYhN4+pnPorrjaTZGAkgfcSD58N/j+XGfuF3Ty7Yr0VHUING+osyug962vyZXm8jdUZVAV3hSvEl83c5lQJ97xmaBz6P7QSbXEoinjYQ8Dify+uL6vfs2UgGCXJTR0Nppni6Xw1Spp4hLin1vi+djulnsOuVv0RG8+D5K7+AaNO6wncqAdV21vMxrRnqbatkfweXJ7D32d+DbqTw1uZP4gCuAADs7eX5QQzDMMzKshpiVEv2v25nbrnrC85aNgzjCtX1mqa9EA6HL7/ppptK37o6I6eWXgjPpZ7g/VoevN9qB+/b6lGVfZlcNr26gNmTk138eYzUG/o1KnbfhjbO4r99/xB2DbTgk++5FB5dEk8OfBMwRFHHgzSu7ogAV4uP/R93vwhgDACw74pNuGpXP5AN+XsDTUDUjKAFfV7ndh1uApbMi1ddtdeM6mXvG2psLO+1fOIF4DXxqh0burDj2tIey3VfHgsB2TTensuvgDHzI+s5pNMZpLu34aZdzjjVY/e8CuAkAKCnOYCJBdNcngp149XX5wGY+/tXbtyFm3b3O+7vyuIU8JR50ecP2ts73AosnQIAXLVnNzBwefGP6cZ//BsAQDfS2NuxCFxzU1kP47pvj4eAOfGq5lBD/R7TSzOA01SIndsGgV03lfeYz30NyIpcH+g/gwd8N6Mj5Mef/drlaPTnXxbw36nqwvuzNvB+rS68P2vDWt6vjz76KHS9OtXjqyFGFSJ3xlpumwPDMAzDVAbtkfE1AIlscbSRNntcdHYR5OPKje342R++2f0Xkssu10eFH6OJFB4+Mmn9vP/SfiA1av+CN2hfVrlFhAJzuTOqmgXm0+U9lgraE6R5oJH3mlfL4L6DY7hDIUaNkkl6d+zqw788dRIA8MjRSZyPmu/nBp8HN2/rLnF7yLGgk54oOk2vWu6iqaP25ZTLe6QSlEMJ6tcZ5doNVcn+JsdesyeJez5+Q/mPxTAMwzAVUK1peqWQcz61uNzeLP0ewzAMw6wscmmzJ2D/vFYmh9UzrmKUWMD90JFJLCdNcWawO2RO6qNijZe8LsppelJMTyjuLvM7L2WBeRXFKEOcpkeFTx0ZPHR0Aktx53MdIZP0aBF1TogCgJu3dxd0vzhwKzDXqzxNL50CponQKL0XqoJK3Knn8nW3cvVKStfpsed2HDIMwzDMCrAaYtRw9r9y/yc0TfMCuBhACsDxldwohmEYhrGgiz2PTxQ9eKJe5ZB9mDaIQJQSBYj7Do5Zl/fnomVUHKHOKNXkMcEZpZv/U91WCqrXPzpT3mOpoKWgmsf8XxYv0oglM3j46KRwl7loApMRc7sCXh2XrW9DZ0iclAYAd5YzLU0Qo4gjkE7Tq8ZEutnjojBUE2eUQrCs62l6bmJUBeJfisUohmEYpj5YDTHq4ex/b1fcdiOARgA/LzRJj2EYhmFqhrAA90kLb3ZGVQxZEM+jiVxvi1GL8RQeGbZFl305IUUQowo4o6j7yRHTK9MZpRKjlqbKeywVgjPKI7iRdJhCFRXpAGCERPQ2d4Xg0TUMdoeF32nye3DT1hIjeoAo8lFnVLXFKBrRA2rkjFK8R+q4wNw1QlilmB6LUQzDMMxqshpi1PcATAN4r6ZpV+au1DQtCODPsz9+eRW2i2EYhmFMqCPBwzG9qkOEhnmDiFFkcfzQkQnEU6b4sq03jC3dIfMGV2eUKqYnO6Oq0BlV65ie1BlF3UjerBj1yPAkFklUj0b0hnrM/bS1VxSj3rqjB0FfGV1nskvQukw7o6ohRg2LP9fCGaXazjeaM4r2srEYxTAMw6wiVSkw1zTtHQDekf2xN/vfazVN+9fs5WnDMP4IAAzDWNA07SMwRalHNU37NoBZAL8EYGv2+u9UY7sYhmEYpizSkjOKxrs4plc5xAE1jxCACQDA+YUIPvbVpzG7lMTEgv07d15Kpr+V3RmF6nRG1brAXHZGkZjehtYAMAvEUxk8dGQCv3zZAABglIpRWRFqMCtK5dhfygQ9imtnFLlcDYF26oj4cy2cUSqn0Ru6Myrq/nsMwzAMU2OqNU3vMgAfkq7blP0fAJwC8Ee5GwzD+KGmaW8G8N8BvBtAEMAxAH8I4AuGUa53nmEYhmGqgDBBzAuAOErYGVU5RIyaM2zR5JVTE3gq4uxf2kenx1FxhLpzjIzZt6S79EJVyxmVUogksXlTpPI6e5pKRo7FEWfU3o3N+OdZ8/LPjkxaYtQwFaOy8bytPbYzKhzw4sahzjK3x60zijzXakykWzVnVB3H9NzieNWK6aneywzDMAyzQlRFjDIM488A/FmJ93kKwB3V+PcZhmEYpqo4okm0ZJudURWTVHdGJWJOp8adl/ZjYyeJ8sl9XprHdhMZaYgNBPk6o8rbdFcxMjoDNJdREC5DnVGaOE1va3ejdfno2IJ1eZR0Rg1lRajL1rfikv5mvHpuAR+9aTMC3jIieoBzf+eoZo+aPEkPqJEz6kKZpldJTI+dUQzDMEx9UC1nFMMwDMNcOMjRJOoIqeeOmbVCSt0ZFYS5yL5paxc+ddtWNPg8uJgKUYDTqaN7gXTavo2KJFRw0nQIYlTZMT0XMTI6XR0xik7TkwrM+8L2czsxvYREKoNILImZJXO/Nfg8WNfWAADwenT86GM3YGYxju5m0q1V8va4xPTofq5U0Dl/0tnFVQvXjspRVM/Hs5voVLWYHndGMQzDMKsHi1EMwzAMIyNEwXxSPw47oyqGCA1Luh0nC2jmIvuuK9bhkv4W9X2VYlTceRsgRfG0KhWYE4GAurKqVWJuSAXmpDMq6AEGWhtwdm4ZqYyBkzNLmFm0t2ewJwRdt5+jR9cqE6KAPJ1RVZymJ0/SA2ojlCin6SXNbjGhT6xOcC0wr2B/p6SYnhxtZRiGYZgVgv/6MAzDMIwMXezpPrEfh2N6lUMiWAmfLToFkUCDz4Obt3W739fRqUQEEofYkC+mV64zijh2wsQJVS0xKiMVmEvPb4gUkw+PR4RJeoPd4gS9qpCWJktal/3q3ykHubwcqI0zym07yxUma41bn1UlTjRZ5OPeKIZhGGaVYDGKYRiGYWSEAnOPOLWtnmM9awXizkj5m63LQSRw8/ZuNPrzGLfzRSipkAMoCsxdys1LgU7TaxmwL1drop7sjKKulUza6oQCzCl6VIwakiboVQVZ/MvhqeI0Pbm8HKiRM4ocu9oaiN7Wwhkl90RxVI9hGIZZJViMYhiGYRiZtBTTE1wg7IyqGOKMSgdbrctBLYH9uwr0Lhn5nEOyGCWURklRrDKdUfT1b+63L6+QM2qQiFEjE4vK8vKq4toZRY6JSjujVDG9ajt2MhlRgPSS+GK9lpi7FphX0RnFJeYMwzDMKsGdUQzDMAwjI08QE2J6FbpAGFFooGIUknhLvogeoHBG5YnpOZxRVeiMojHNZuKMWpoq7/FkHNvsEW7bKohREcxG7ffjUG8txCjqEqxBZ1Qm7ZykB1TfseM4pr1AbrPr1hlVi5ieJPJxTI9hGIZZJdgZxTAMwzAydLHn8UkxPRajKoYsgPXGdutykyeFoM+juofNqndGETGqZZ19OTpT3uPJFHBGbekOWZra8eklzEXN92oo4EV/S4Vl5crtKWKaXiVizvmT9vvBT8S0qjujJFGNimluos9qI/R1VekzyBHTY2cUwzAMszqwGMUwDMMwMmlp4coxvepCXC9bL15vXQ6giEV23s6oQs6oKnRG1Tqm5+iMEjuxGvwerG9rdNzNFKlqMBHOtTOKilEViCO0L6rvUvtycrl8wVBFWhKYqyWm1RIqoPka7Mvlbm866XRVcWcUwzAMs0qwGMUwDMMwMrLgwTG96kJcL/uv2goj61jSM0ln75NM3pjeCnRG0dc/1GNfji+U93gyDmeUU2xTFZXXpLwccIo41mXaGVWBs2hxwr7cfjF5PY3quhAd7xvqjKpTMYrue3+T+vpSUAlP7IxiGIZhVgkWoxiGYRhGRl6Ac0yvehiGIEZpvkZotEy6UDxLEBWcMTbpH7MvapIYVa7rhjqjGtrsy4ml8h5PRnZGCZ1R5m2qovKalJcDzv1tXa7SNL2EXcCOQBjwEgdQNV07DmcU3f46jenRfU+dUeWKZ6pjS+6QYhiGYZgVgsUohmEYhpHJ54zimF5l0M4ljx/QdcBHxKhCi+OyY3pV6IzKpMm/oQHBFvu2ajhMDEPcZofYZt62emKUyzS9SmJuVMTzh8T3QqqKx5pcYL7WnFHViOmp3qPsjGIYhmFWCRajGIZhGEZGLjDnmF71SBG3S84RJTijCrhhHAXm+cQo+kMVYnpUHPEGAB/pbkpUQ4yiPVbZ7VU8v0FlTK9WYlQxnVEViDnxiH3Z3yQ6owq9F0pBKDCXRL410RlVq5ged0YxDMMwqwOLUQzDMMWSipuTn6pZqsvUJ2nJDeJlZ1TVEAQdlRhVYP+W1BlV5QJz+tp7AmKPTzJa+WeDKhKnO2N6m7tC0ImuFg560dNMoqTVRBBx3DqjKnFG0ZheqDSXXCnQY1qO6a01Z1Sx22sY4t8sFqMYhmGYOoLFKIZhmGJIJ4F/vAH4u0uBx/9mtbeGqTXyAlwYq16nC9e1Al385oQHXwk9QVSw0fTSOqMqjelRV5w3YApF1nvDqHxhn5H6ouh/Aev5BX0ebOywhbCtPeHaTNIj/yaAGnVG0ZheuDSXXCnIxzQV1uq1M8q1wLzI/f2jj5l/s77z6+bPqvdnNfcxwzAMw5QAi1EMwzDFMHYQmB4xL//8i9XtMmHqD6HsWJ6mx699RdAS5Vwkq+wCc9kZla8zqsrOqFypvZ9E9Srt3zGkSXqAq/OLRvUGaxXRA4rsjKpAzIkTZ5S/SRImq+mMko/pNdAZlXHrjCpifxsGcPC75uWj95r7mZ1RDMMwTB3BYhTDMEwxLM/al+PzwGuPrN62MLVH6MnxcUyvmtDFb07QoWJUQWdUKZ1R1P1U5c6onBhDu3wqnainckYJz8++/aqN7eQymepXbeR4m+py1abphWrojJKO6bXQGZWuYJpeOiG+LvEIF5gzDMMwdYW38K8wDMMwWJ4Tfz78Q2Dr7auzLUztcRSYc0yvalBBJ7fALmWCWkWdUZr6tmKRC8yBKjuj6CS97PeF9PkR59SvX3MR5peTCHh1/PJlA5X9u/lwdUZVyVlExSh/qHbOKCGmJzuj6jSm51pgXoT4Rx1nABBfULsOq7mPGYZhGOb/Z++8w+U4qrT/nhskXeUsOSk4yQEbHNaADYsJNmZJJmecMEv41ssCyxIXL3GJC5iMbUw2YOMEGBsbyznKOUkOkiVZOV1d3Xzn1vdHdd+urqnu6Z7p7gn3/T3PPDPT3dNTU1PdVXXqPeekgMYoQghJwoBljHr8L3pi2pFT0GBSX0pW5i1z4ko3vdpwZtNLkUFt1HJlizDWeBuCl1nEjCq5lFEZZtRzxowyROyG0WRSZzs+dvKy2r4vUZmiYkZllU3PMkblpYwqWQbmrMqfJ6GYUUY7S+KmN2Qbo6iMIoQQ0ljQTY8QQpJgK6MGdwNP/aM+ZSH5Ywc7No2OtbgkkbASw6WMqqTUSBUzyjRGWTGjqnLTMwOYe2UOZdSr0U3PGTPK7aZXGEmy6dVizDFdGydSGRUipIwyjVEJ7kG2y+jgbsaMIoQQ0lDQGEUIIUmwlVEA8MjlxZeDFENZGngaozJjpELMqFTKqEoxo0xXPMnATc8Mvl6QMirODbEI7Pr2ac8qm54VwDw3ZZR1TYfqtVGVUWbMKKOdJSlvmTGqh8YoQgghDQWNUYQQkgRbGQUAK/9Kl61WJaS+6aSbXpaE4i65sunVEjPKVrhk7aZnGF3aXTGjclBGSbt7f1EkyaZXrbJIKcsYNS1HZVTMNV1LNsA8Gc3QTW8gQhmVpcGPEEIISQGNUa3I6puBn54IXP/FepeEkNbBpYyiq17rMmqlgW9VN717fg78+MVBCnibLY8DF54CXPbByqqcPVuBi14D/PJUoG9H9HHmhNh3zwsZICopoyzjiMS4scUFMK81m57fJkLZ9PJWRtXBaFKyrgWftgyy6Q33B/9RxyTvWssrm54VB64towDsLob7gd+/B/jFa4Fd66o/TylLN72omFE0RhFCCKkPNEa1Ijd8BdhwH3DzN4HtT9W7NIS0BqYyau+jg9dP3VB8WUj+lCyDRyu66ZWGgWs+A2x6EPjbJ93H3P59YO3twAO/BZ6u0NZv/iaw5mZ93G3fiz4u5OrmUkaliRnVHm2ssZVPYrnpuY6phPnf555Nr1FiRiXIpldtzCjbRQ/ITxllBzAPuRlmbIx69ErgsSuB1TcBd/20+vOYdW/Wy+hw5bbrDGDuctNjAHNCCCH1gcaoVmT3s8HrXc/UrxyEtBKmMmrx8cHrvm3Fl4Xkjx20OeSm1yLGqIHuwK2sb7t7omr2J7s3RJ9rdBR49Irg/SOXRU+WhyvEjEqrjEpkjDKMUGYQ87Rxo0xDmW+gDMWMqtFNz84UaD4D9VFGRcaMysAYNdgTvJ4wVT+nMUymwXbTa8sxgHlW47CQAW2CpQKsUOYyY9Rud31SGUUIIaRO0BjVipiDu97t9SsHIa2EqYyatcS9nbQOtooi5KbXIjGjBneH37vastmfmK9t1t8F9GwM3u9cA2x8wH2s6ermyqZXMWZU0gDmdryosTfGISmVUSE3PS9mUiibXq3KKIebXihmVBVB12slSTa9at3cTOOdb4xK47KZhjJlVAbGtCiyGoeZSry2jnQZDJ3Z9Fxuehka/AghhJAU0BjVaigVHgRRtUFINgxEGKNcsaRI82Orb0KTwBZRRtnGJWdctITGKFdmSVMpZRLKpjcp/GzvdxGrjDKMOXa8KNfrtMYdVwDzvLLptTVIzCjbLXLsdQbZ9Ez1zsQilVF2u8nRGFXLOGzUzuqZIs5V4mx6dNMjhBBSH2iMajVGBsMDlF4aowipmdKwMWkSYOaiYB+VUa2JPQk0lVGt4qZnG5eqVUbZLno+j17uVh6ZSgyXMaqSUiNkVGirwk2vhiDmrgDmeWXTk0aPGWUaaKs0krmUUWlcNtNQZmAuShlVwzisZKnS2lLEuWIAc0IIIQ0OjVGthj1Z6N1an3IQ0koMdAevu2YCXbOMfTRGtSShSaCtjGoVN720yqjd5fsBYP3dQI8XT6prFjBhmn6942lg00Plx5tqF1c2vVQBzGNiRoXc9KKUURkYo/LKptfmlbMpYkZVaaANxYzyA5jnpIyy3fTyVJyFlFHbqzcijtquhWnc9FwBzB31OdKf/joghBBCMoDGqFbDniz0MWYUITVjKkYmzdQPcx8H8q3HaIwxqlWUUQMVYkaNjoYn1fbxPqYq6pDXAMtOMfY53PdqzqaXMGZUyE0vKmZUWjc9wxjVnnM2PWfMqDooo2wjjk+b5TJWzX0w5KbnGTE7cooZZV/TbXkqo8xrRQH9O6s7T1lWzxQGwMGE2fTUaOu4HhNCCGkqaIxqNWxjlEserhTw5HXAY1fVR/JPSLNhKka6ZurAxX6cGFUqX4FOS+927LXhWkzq31j5WFIMpRg3vVombhvuB+7/Xe0Kmiyw+wtbGTW0ByF1kctNz3bRO/xU4LBTg/ePOFz1zAnxmDIqhWuWso1RUTGj8nbT8wyUIWVUHtn0In5fUUTGjGpLl93NhTOAeUHKqPY8Y0YlGIslYdTKpteeIgOg3RYHIgKYA4wblTdPL9f3wmrdWQkhpEXpqHwIaSrsyYIrcOaam4Ffv0m/fuP5wJFvyb9chDQztjLKf/YH8P27glX9arj8g1j2xDUYmDgHOOlNwSSX1I/YNPDD2gjTlnI9p2cTcMFJ2pi15VHg5C9mU9ZqqRQzyt7vMkZtvA/YvV6/7poFLH2JrrsJU7Uxa8dTwNbHgfmHBp8ZqRAzqiY3vQIDmPtlzlQZ1UQxowBtIPEDzpeGw8aSJJjqHd9NLzdllGnos67prI0EScZiSShzLUyh5nK56UUZX4f7w+7nJDvW3Q388vX69evOA45+b33LQwghDQSVUa1GkphRa+8wXt+eb3kIaQVsZZT5bO+vBu+anDS4Hdi1trZzkWywY7W0tYUnydWo4TbcFxgzzPtwvagUMyqJMWrDfcHrA16u66qzC1j0gmD7jtXhz4TURb4xqtqYUe0JY0ZFuemlVUYZZfNdN8dVNj3L2FRr3Kgho01NzFkZVeZ6myIzXVqyit8ZV+ZK9V0WwHx3eNukGcFrBjHPD3Oc3Qj3fUIIaSBojGo1yiYX3eWrZ+bqN4MvE1IZM96HqYxy7U/LaAkYNAKk15IGnGRHKIC5ZxSo1QDZaPfeLJRRWx4PXi84PHg9eU7w2v6tITc9zwjVmSabnu2mZwxlImNGZaSMMuOFjWXTM9z0Ms2m55Wz3jGjYpVRKdzGXBSZTS+kMrIUdXlm0wOqd9Oz3YXTGNDKXEaVtbAyO3hNY1R+mHXO7LuEEBKCxqhWwxVg1g5izo6RkHT0V1BG1XIdmZn6AGbAbBRcahA7cH1aGu3eWylm1KDVNl3Z9LYaxijTFS+uriq66VWYGCfNphcZM8o8WUplVCiAeVHKqAZ202urURkVctPzlVEpVHJpsK/pvJRRI0Pl5a42mUxIGZXWTa+CYdTsw2iMyo9GW4QghJAGgsaoVsM1WbBX5NgxEpIO8zpxKaNquY7sz1a7gk6yxZVBLGtlVL2zMFajjLKVRKYxat4hweu4ujInvi5jVEVlVDUxo0xjlKmMSuuml3fMKEc2vXobo0LqHEfMqLHjqjDohLLpOZRReQYwD8WBy7BeXQrCqpVRdtD1FPU95CiHT0dXYPwDGMA8TxptEYIQQhoIGqNaDecgyFJasGMkJB15KqPsz9JNrzFwqUGyVEaVhuqvRkgbMwoK7SXDONC7PehfOrqAmYuDfbHKKENdNJZNL4+YUQZ5xIzy3fTsbHq1GBkrxYxqODe9Gl3dhhwBzM22UMkwmQb7d7SnUBmlwbkoWG3MKLvMZn3HKNGUildGdXblp0AjYbgATAghkdAY1Wq4jFG2PJwdIyHpKFQZVaU7B8mWUStWC5CtMqrac2SJPWmupIwC0F4yDGghVdTB4dhNcXVluuH5gctTZdOzY0YlcNOLihmV2k3PMAD4KpWOCUEZVKk6d7Wx4jiy6Zkxo+oewDzGTa8aV7eQm56XkdRsC6VBnbkyC+xg4KF2k6UxKsE4LCmh9mYpo+LaQmkofn9nl6VGpDIqN7gATAghkdAY1WokkYfbHWO9XUVIczJaym6SUA/SrIQXqYxizKjGoGRNXIFslVHVniNLUiujgI4RY9K69bHg9bxDwwfG1ZWpdul0xYwaiO+Xytz0Iow1IZdC001PIo5JQCgT4MTgta2OqhZb9WU+A3WKGeW4FnxCbmPVZNMz6sp30xPJx1UvLhh4KUMjX15uemliRlVqg51d4Vhn9VZp5slQn67/3m1h42dRmPe/4d7sg+WT5NSz7hvhf2+EMhBiQWNUq5FEHm52jKpUXYpyMr7Z/hTwnSOA7z4X2LWu3qVJzyVnAV/dF7j7/GTHF6mMopteY2AHDgZaTxllJ7wYGQgbihwJMULGKDOT3rxl4QOj6kopSxnlGR3a2sKGjTgDRNKYUabqKSs3vVKEMSqruFGjjmx6dTdGWUo0k5DbWDXZ9BxuekA+xqi4YOB5K6OqWWQYLSHUhtvak7vpVRrX2W56rWqMuvsC4GtLgG8coB9fWwLc8p1iy9BoixDjlbsv0OO+S84s9nuVAn79ZuB/FwMP/rHY7zZ57Crga0uBi15Tn36EkAhojGo1nPJwY3I7MlSeepodI0nL/b8Fdj8LdK8FHry43qVJx47VwMOX6AnObecl+0yhyii66TUErqDNra6MAsJldCxutJdMZVREJj0guq5GRwI1krSH1SkdCWPYmMYoiYkZFQoGHuGmV4syqt1URmWUUc8sj2+EMo109XCnio0ZVaMyymyDvpsekI+hJBQM3I6/lLMxqn9HeiWxrYoSSe6mV0kZ1TFOjFG3nRc2II8OA7d8u7jvV6rxFiHGK7edp/uVhy/VC6pFsfF+4Mm/67nXHT8o7ntt7viRTmqw5mZg3Z31KwchFjRGtRqVsum5OkF2jCQtPZvcr5sBu+xJlBGFxoyim15D4FRGzQq2NbsyamQwPEnz6d8ZvK7opleFMsqc9JqTYSBw2QPiA1fbQb6TxIyKctNLGzMqyk0vpIyqxU3PETNqyjyMlb9vWzijXxG44qf51KouMo0muSujTKOarYzK0k2vu3ybGg1fW0kYdWT0DLnpxbSDSu5o40UZ5RqfDHQ7VZ+5MLSnPOlAvRchxitmW+heX5/vred4uWej+zUhdYbGqFajUuBMVyfIjpGkxVTbVRsLo16ElIIDlVeQS8OGy4MAE6frl7ll09vOOG6NQKUA5s2ujIqarJpligtgXpZJb0n4QFsZ5bdpVzY61/uRmMlxWQBzw43NnPjloYxyBTAHrJhRtSijHNn02juBaQuD7T0bqj9/Nbjip/m0JzSOuBgZDAwubR1WDK4cDCWFZdNzjMOA9C7YtjIKSF7mim56k606bsEA5kO9wX2kfSIwe/9g3+5niymD6x7PBeDiMdsCUKxRqNcaL9drfGeq7qnAJw0EjVGtRqVYBa5OMO1qHSFm51ptlqB6YRvPKk0QBoxV7kkzgoxhWSmj7OtvdDj8naQ+VApgnvY/H+4vV3jU897rUtEClptejDIqLpMeoCe6vrGmNBgYFIYdmfRc72OVUXExo0yFSw4xo0LKKEO9k0vMKMPINn3v4PXugo1RthLNpJYg4KFMelPD/1EuAcwtpVGRMaOA9KpXl0G8PaGaK20A86zquJEw+/opc4Hp+wTvizJGcczdGNjjviKVQeYYc3Q4uu/Nk5GhsGKTsUlJA0FjVCuhlFt6bN6EuUpDsqBVlFFA5RUiV7wo+yWz5AYAACAASURBVHUtWSld11+z1WmrEQocLMEEvBZlVKPde6MGxBWVUb4xysykd0j5eUTcxjvTmGO65dnv0wQwl4gA33nHjOowlVFmzKga3PRCyiijnOZEurugibRPXjGjhixjlEkuyijLwFxkzCgg/X3dNp4Byd30zDYo7eX7O7vCBr9WVEaZff3kOcCMfYP3RV1D9EZoDOxxX5HGKPu6r8f4zl40ZjgI0kDQGNVK2JJ3f/V3YFcwqHGu0rBjJCkJyY6brFMrGxhUKL95zZgxgzomBhPQWrJSuq4/rlrVF9ckEKhNGdVo996oCXOFAOaBMmplsNFljALcxruRhMqoKGOUUuWubKljRoVO6P6eKEoRAczNeEe5KKPqoOrwccVPG3vf4T4uCeY9c6JljMpFGWUpjSIVdTViXltmG0l7X3fVezVueqaLp4+tjGrFmFFlyqg6qAsZp7UxqKcyqhGMUfY4lwuepIGgMaqVMAdAE6cDk2cH7/t26OdGW50nTUdbaSg80K0mS1A9SeumZ14zpjHCfl+tYYHKqMYjavJdixqu0e69UcaopMqoLYYyys6k5+My3g0njBkVNTm2jTUi6d30QsqoFP+hUjExo7JSRjmy6QHAjDoZo5RKoYxKa4wyg5cXrYyy3PTyUkbNWhy8ThunxZXRM1NjVIvHjAoZo+ZZBt2CAlhTGdUYlBmjCowZZY8x67HYWFaGJguvQVoaGqNaCXMVe+I0YPLc4L1vFW+01XnSdHQOW/GMqskSVE/K3PQqxYyKcNOz31drWOh3xIeiMipf1t4B/PF04LGr3PujJt8dEwP1Tlo1XKPdeyspo0ZHU8SMWlZ2HIAIZZRhjCrLpmcqoxyZ/gD3f2MabULKKNNNLypmVApDum2IMt3ocldG1SlmVKh+pDw2WC1BwM32ZdYfUEA2PSuAeZYxo8yYf2bQ7NQxo1zKqAnu/TamoW/aXuX7OydbyqgWjBkVctOzY0ZRGTWuGO9uerYhvNk8GkhLQ2NUK2EO7CZN99JBe/g34kZbnSdNR5kxCmiuji2tm55paMtaGTVacqcBb6b6bEauPAd45DLgsg+4s8q5FAk+1caNarR7r7l4YboS+eUc7oXLha291I+O4Z74THo+zphRpjLKihkVMkBEKaNcxihTGWXGjIpy0wv56SXHLHu7peoKKaOyyqZn/K7pRrybIpVRUS6rrm21xIyaOC28z4wflpUyyr6uzfpNG3w9DnMsZhqjasmmNxYzKmGcq5AxyqGM6piUTx03EmY/OmWOpS4syBjlWqjjAnDx2GOqnk3FZbVLO+bMpQx00yONC41RrURIGTVdd74+/o2n0VbnSdMxYcgR+LiZlDxlbnoV5Mp5KqOisuYx7W5+jAwB21bp10N7gF1ry4+Ji5FTbdyoRrv3mskuzMC+fjkjlFMdI32YNGAMbGctLlfL+LgMd+aktyyAeYJsehWNURExo7IIYD5iGFvM4OWAlU2vBje9qMx1pjKqyADmcS56gJWRLqVBJ+SmZyujEsQPS4t9XeeljAq56S0NXtcSwNyv+6QB40NuekmUUa3opmf0o7abXj0DmHMBuHjsMVVpKAhfkidKNYaLnF2G/p3ZGuAJqQEao1qJUMwoy03Pv/mxYyQ14lZGNYkxyjUwqFT2PGNGRV17zWTcazZ6NiKk+HGtkMepQbJWRhW1Omtj9hczFwWv/XK6MrNCG6MmDhqDadNIYpNaGWWojSKVUQ5jTdqYUSE3vRT1HxW8HAA6DWNKVsoo02g2bWHwvndL2DCWJ5WMUbVk0xuMy6aXhzLKuq6LiBkVUkalnISOOu5D7QmNf5WUUWUxo1pQGWW76XXNCu45Qz2R97hMabRFiPGKa0xVhKveUG+5Mb0ubnr2dyod75WQBoDGqFbCNkZNYcwokj1N7aY3sKt8AF/RTS9HZVTUtdcs9dmM2C5OrkC2cRPwLJVRpaH6TQJDxqj9gtcuZZTh8t1e6sPEQWNga6oNbCrFjCozRuUZMyoLZZRRJjv4+oSMVCZRyqj2TmDqguB9T0FuRhWNUQndxlwMmWOWArLpjVpKo/YI985aCRmjTGVUyvt6yaHQDLnpxSmjDGPUpJnlmSs7J1sx2lrQGBVy05urDdJFZ6XkAnBj4Lr2ighi7vreurjpOQxgzbKITFoeGqNaiThlVC9jRpFsmDDkCrjdJG5lLve3NG56scqoKoK4G+ceaTcms3TTyw9bCeVSRsVNwLNURgH1u/+a/cUMhzLKdPs21E8dI/0pjFGzgteubHplAcwTqGFC/41LGZU2ZlQKZVScMSqPbHpmAHOgPgGYUymjMsym15GDMmrUisfVloObXmk4MOxIOzDDMPT2pcw8G1JGudz0Yso8aBn6XDG5OlpcGRVy0/PGw6FEAAUYo7gA3Bi4xlRFKKNc48tGyKZXr3IQ4oDGqFaiLGaU6aZXIWZUvVxFSNPROeyQtjfLCour8+3dFt/+kyqjqhlgGp/pm2xMNDlIyI8yZZRjQhLnppelMgqo38QkjTJqWjCBK1dGJXTTG1NGGZPeWGVUFjGjMlZGhdz07JhROWTTa7ONUXWIG5UqZlTabHpxbno5xIyyr+taMgFGYS8KdkwAJs7Q71Up3T3DjOnSVoOb3oSpOqmNyXh00wPC8fGKuIZc9/fh3mzdQkll6uWm51Qk1WGx0VkOKvBJY0BjVCth+r+Xuem5YkZ5q8NpU5STcU1Tu+m5yjnSH69kSKqMqiqAefCZ/i5jolnJQEaqx56AuCYktjuPSSbKKEOZUzdllNFfTF0Q/M6RAa1eMifVXbPGlD8Chcl9Rp3NSOim51JGxcWMipocq0oxo0x3q4xjRoUCmBeQTc9WRs2oQ0a9kkOdY5JZNr0ilFGW25ttSMvinmsvCgLWWCzFQoMzZlTSAOZWcPgyZZQdwLzFjFFDvYFRuH1C8PtDyqgC1IUDEfd9qqOKw2wLJoUYoyLc9Ioe3zWKUYwQBzRGtRKhFbnplpveVj2Q9rP8SFs4/gQ7RpKQ5nbTi5gIxCmRClJGDU6chZF2bwI2OhydaY/URpkyyhXA3EwBn4MyynS3Stpuup8F1t+T3SDWnDRPml7+u+z9xmR2ct+6YF+cm55TGWW66cVk04uMGWW5WgExMaMSZNNL46ZnKqNsQ1ou2fSsIVrRLkZl5alkjEqbTc9URlnZ9HJRRpnXdYeuX7MtZBE3ylZGAe74nUlwZdNrSxijq6Ixqkv/d77Bc3S4tdQ6Zl8/ZV5gjA65ujriBdbKUB+w+ib9rFT4/m5ev1ktQgx0A49eCTx0iX6su5sLWTZR4748YkaNloBnbgu+0zW2HB0O9695MzIEDLrG7VTgp2ZkUF/fEdmGSXU4RhakaYkLYN63zVJ4zNCr3Xu8m/HALgCGqwYhEbScmx6gV4hmLXHvK0gZNdIxFcOdM9BR8iZefdvLjV+kdlxuekqFlTO2gsIkC2XUrCXBRChJu+leD5x3rFbxveobwPPfn/x7owj1FzP07/Kvj/5d5f3JxOnAns0AELRRIN5Nz6WMCgUwt2JGhYJWJ4kZ5TJGmTGjTBc8cb6sOoC57aaXSza9ZosZVUs2PctYUoQyyn/2jYyjw271VxpcxqjJjpAJSTDr3q/npK6FQ5YL5ETLTa+jS9/zOruCY4f7y43vzUrIRW9O8Drva+h3b9OT1UUvBN71x+B67ujSC8B+/5PFAnBpGPjZy4DtT4a3/8s3gePOrv38rYLZFqQtuOfnoYz6x5eAW76t29w590WPjXu36XlYEUQtFjeLR0MjcelZwGNXAQuOAP71xnJXelIVVEa1EmUBzOcEA67+ncAuYzW7a1btqg4yLukcdrSVZunUIgcGEeXv3xkM1Nsnlg/oM1RGaWOUcf5mMfA1G/YEZGhP+Spl3tn0Zi8JXidpN6uuCYwzj16e/DvjsPsLO9h4mTHKMhYA2oAQN6B2KaNMw0KcMmo4g5hRUW56oZhRGQUwzzubHhCeSHfnoOpwlscRt8gkVPe1BDAvQBnlajtZx41yGaOmLQy27Xwm+blcsetM419cfZcpoxwxo8xnoLVc9ULKKMMYaLoVZx0zas9WbYgCgLW3A9ueCPZ1zaw9+67N5kfKDVEA8EhGfUSrYLaF2QcEr/NQRvn9c9/2sEIqrkx5EzW+5RgzHSODwON/1a83PwTseLq+5WkhaIxqJcxB0KTpeiA796Bg27o7jf0za1d1kHFHW2koUEWYq/b9KbME1Quz8zUnUVGr1VseD17PPbjcbSZTZdQUDE0wztcsBr5mYmQI2LOlfLttoIqLk1ONAXJ4IJhQt3WEjQpJ2s1Wox1ueSyj2DbWpNk2HA1aMQhdxqg4VRTguQJ5k+fSoJ7sjiSMGZUogLkrZlRUAPOomFEZBTAPKaNyyqY3ox7KKFNN5FgFrimbXoExo5SylEa+MirKkFklA5Z7KwDMOyTYtnVl8nM5lVwJ3PRGBoPPtnXq68oVMwqwjH6taoyaF7zOUxm16cHw+7V3BK/tMXcWC8BmvzDVMHhufaz2c7cSZltYcHjwes/m9K7FcQz3AztWB++3PBYeWyYZc+ZBZBmaJLxGo7D9ybByeQuvs6ygMaqVMH2C/YHHvGXBtrW3B6/tVRoqo0gCQsHLp8wLVBFqVKuIGh2zU55zYPA6aoXIHOzNP6R8v30NpTUSGNfdcKeljKI/f/b0bIQzRpC9Qh6nBqnGAGm7eqadlJjtsH9H7SuaI0OBsUfa9YTUXrW3YxC6jFFxwcsBbQCyf2usMSpJNj1XzKgoY5T5X5vKqJCfnvt7XIQCmMfFjMpJGTV1YaDq6t0SHVcrS1LFjEqbTc9oY7HZ9DL4nWa7kPagDWSujLKMuEB4HJbGUOAyiicx/rkUZ66YUUDrBjF3ZdIDtALUv3aHerKNzVhmjIoZc2exAGz2C0e9K/gv+7ZT9WJitoXp+wRum2o020W/bU8g1J9sfTxalVWoMsowOoXGvVzwTIV5vQHpFhZILDRGtRL25AEA5h0abKMyitRIKF7UlLnVx8KoF2anbK5WR5Xd7HzMCYVPx8RgAl1NVkpHzKigrE1Qn81G1Eq4HUfK5R7jU40R3w6Cn3ZSssUeBNW4ImerolxGowErK5jt5gNUVkYB5b/VdL/rtGJGmW57qdz0omJGJQhgnspNzzSkWcqojkkYM3iVhqpfcY+LGdXeEVZAFJENqmLMqFqy6ZlGkxhlVBaKnahr2s6oVysuN735xjhs68rkbc5lFG9PUF47XpRZFh//2gsp0GowojYaIWWUETNKJD911KaHwu/jxtxZLACb/cL8w8JjFKo2Auy2MM3ot7K8h5YZKyxj1PwEY848ML/LHPdyjJmOrMdhZAwao1oJ5yDIuPF4wWcBUBlFqiKUSW/ynOqzBNULs4xJOmVzQGcadk1quY6smFFDE2iMypWoDGT29pB7TIWYUUkmlrUoo/p2aBWMiT0oSosr/XysMirKTa+CMgpwKKMMw4Idd6nqAOYpY0aF3PTSZNMzjC3tVtlFwnGPqs2oF5dNDwgbALOOeeMizjALWMacGrLp2W56SeKHpSEqKUHS7HRJcS0KTpkHdM3Wr4f2JI/3FWpvLje9CONfJWVU+4TAgNuqyqjeCGUUkN81tNFSRsWNuTNRRpnjk2WWO2iNfUQrYbtsmjHcsowbZRsAt66yDEHGGLJeMaPmHhy87t+ZrZtiq2Mbn2odh5ExaIxqJVzGqHkO1yKAyihSFWVuemYshkY3nigV9pE3VxEj3fQMGe78CGNULddRmTKKbnq5YhqdzElYmTEqxjWpc1JgNBkdSaaGq0UZ5ZpU1DrRsOMLAo6YUXZMKZcyKoExyv6toSDgcdn0Ilyzqo4ZFaWMqjKbnm1IA8JtqtqMerY7mU3RcaNc9W1SbTa90oihNJNw3QFWW8jCGBXh/tieccwo1zhMpDpDQclhFA/Vd0R5XcYoM9GAaejL2ujXKPRZBgiTGfsGr6MWKNIyuMcdTNwna2XUUF8QDF/agDkH0RgVhe2yOS0ndanttjVixEjsmATMXBTsK9QYZXzXtAWBYRxKu/2TZNj/7/YnaMzLCBqjWoWRwWAg2NYZDORm7+/OgENlVOuQRTDjhJS76Rny90Y3ngx0B6vjE6YCM/YL9rnK3r8T2OOtmrVPBGYtcZ/XzEKW5joaHQ25Qo10TKGbXt6Yk/d9jnFvByqrQdJOKmpRRrncLbI0RvkT5qKUUYmz6WWgjMo6ZlSpgjEqi7hRpnHMZfwJuRgVoIyqGDOqSmWR7UoW+k+QfZa3JG56mceMMgy4pko9qQuVK+B6ajc9hzLKNPyF6rlV3fRilFFZGXS3PIrYe0nWyqhtq4Lvm72/vpeaC2ZUbQTYbWHaXsH7TI1RMde1vXhbqJuesQg7ea7l0cBxZiJGBoHtT4W3lYaAnavdx5NU0BjVKgxYQTPN4JxmwDofKqOan9FR4JIzga8tAR78QyFfOWHIaCfN1qmFZPtzwnEkXGU3V0HmHuyeGALVDzAHuzE2mJwwDaqtPeym1+jGvWbEdI/Z91hje5ybXoQx3yfJf16TMsoRJLNmY5QjyHKcMmpSRADzamJGheIuxSmjUgQwNxVEqmQYobKOGWVm03MpozLIqDcaEzMKqIMxqsK1UG02vTgXPSAHZVTE70hi3EmDy9ALVJdRr+Qoc5IYXYMVYkaZdZu10a9RsPt7k9A1lNBlshIbH4jfn7UyymxDftsKBcqnMWqMMmNUDsqo4X5g55ro/WVjzgLDWpjf1YyxXhuB7U+F4zn68DrLBBqjWgXX5MInKgtYSNHRBJnQSJjVNwIPX6oneNd8JjyJyYkyZVQzuenZsv1KZTdXr13XkM/k2cHrbauSl8e85rwJ+9AE45rcsbq13CYaAXMVfN/j3NsBdxYrk7STitB/Pcv6/M54g4hrtbVvO7CnhsGsa8JsTti2rQr3KROmuQOYV8qmB5T/VrNNx8WMSqKM8o01bW1hA5N/Lwy56UXFjKrWTW9C+f5MlFEx2fSAsIuRHaMmDyoFMK82ALiZAt10IfPJVRll/I5QDKYs3PQixmIhY1RSZZSjzKaqac9Wdx9hGkJ9Q9/UBcE281o3y7jrmWTlagZi3fQMVXRW15CZSc9lRO6aZXkj1DjmDsWL8trWjEVGRr1tjT8mKwrbTc9cRMkqZtS2J+L7krLx8vboY7PGjpnVbLFeG4GoezYViJlAY1Sr4Aqa6eMKvDypxdz0BrqB378HuPhd48ew9ugVweveLcDaO3L/ynDMqCZbYbFXxyZMDdQNI/3lSoZKmfR8Fp8QvH70yuTlMa+5Sb4xajYwa6neNrQHeOofyc9HKmManRY+x0rxbUwiXVmsTNIqo2w3vc6uQFFSGoqfbJuDHXMSGTU4Ugq48evAhacA6+5yH+OaMO/9vEDZs+MpjKmKOifribC9yDFhqttAZWP3M6bKJS6bXmTMqAhjja2OApJl00vlphcTwBywYkblpIxafEJQ/nV3ArtzzqiXV8wos/8y76Fj5+0Mfr8q1e5CF3VN56qMMt30qsio51JGTV0QuIwP97r7CJeb3pwDgH86W8etefHHgv2Ljg9ep+m/Gpmh3sAY3D6h/N6133FBfW56MGwYrRYzk97+J5bv78rYGyGUSc9rW21tzKhn42oLeQQw3xrRT49tc4yXiwqxYRvjQsaoAo1iaVEKuOmbeizzzO31LUvacRhJBY1RrUKUNBxwT6Sz7hjrzfVfAB67Enj8z8B159a7NPlTGgEeuyq87dHLc//acDa9uZVd3RoJcwVo8lytlIhbIQoZoyKClwPAsn8JBrYb708+sDWvOX/CLgIcfmqwvYD/dNwwMmRkNxIdNyIUO8RweaqkBkmtjLL+a5Fk918zk17HJODAk4J9Ua4+Ty8HbvgysPZ24A/v1b/bxjVh7uwCDn5l+bF+f2IbnqbvXR7nx4X9O0NuelbMKNNtb6TfPViP+m9ccaNCK9URMaOyDGAeyqaXhTLKMUSbOs8w3qjyfiBrSo64RSbtVSiLRku6v/Yx73kmWaqjIttNDdkAXUSNxabMC9ToSTPquWJGiQCHmX3EFSgjFMDccIF89TeBjzwEHPIvwbZlpwSG1c0PlcdFaUbsTHr2faprJnDAy4L3tfazpWFg86PB+yPfWn5M1gvAUYtlDGIextUWphn9/vanslmMN+v60NeW758yVytn/QWL0lB4USgvRob0Yj2gFzG6ZjXPIvKaW4B/fFGPZf54WvQCVRGE/t/XGdsTulyTWOpqjBKRfUXkQhHZICKDIrJGRL4jIrMqf5qEcGVH8nFlAXN1jAUGws6Uvh3A/b8N3j9wcf7W/l3rgN+/G/jLx+oTZ+GZW8s7kUev1HGkciTsptdk2fT6LGWU+QyUtxnXyqOLrpnAAS8N3rsmBy5CyijDTcWcaKy8ur4dcKPzzG3AL08Fbv9B5WP3bMKYCmbaQj25i4q/U8lNr1ZllH2OqMGwOQCaezCw4LDgfdSqt1kXPRvdE60o9YbLKODvtxc5kgQvB8p/ZyiAuaWMau8IDAVq1K2GiQqo7QxibiqjIgxn1caMyi2bXgVlFFCswbqSYbYaZdTaOwLD8JR5bmUUkG3cqKgA5tUGYI8iaiwmEl7USGIoCJXZqGfz/1/51/I+wpVNL4qJ04ADXxG8f+SyyuVKS+924NKzgcs+WIwK39XX25h1+EiN19C2VUFyg+n7AouPLz+ma6Z2d/ZVjcO91be3ob4gPpGfSc9nvBmjHr4U+MXrov9DV1uYOh+Y7/WlI/3Avb+ovRzmeHHxCeWuoc4xZwFj5lDw8jl6gSM0bm9gNz1zLLNns/6v64V5LR32+uD1tlXMqJcBdTNGicgBAFYAOAPAXQD+D8DTAP4dwO0i4tA5kkjiYka5Mup1zdSDaX8lWpWSpShvRFZcFF6FHhkAVlyY3/eVRrTi4LGrgLvPB67/Yn7fFYVrArJnE7AuX1e9sJvenOZZYQHCxiZ/QBBV/qSZ9HwOq2JyGFJGGfb3vZ4bfN/gbrrqRbF7A/DbtwNP3wBc8+nKLiZmkHJfEWUaVMz9lYI216qMss8RZdDaYsUFqTTR2LoSePLv4W23f7/c4GInvPA58KSwQcXcX60xyvydfduNupXwBNsnZIBwGPojFS6G4aZSzKhQAPMUBvxShQDmoZhRVbjpDQ94Wbn873DUD6BXZv3f8Mxt2bmauMgjZpR5jzz0tdHJITJVRpnXtPE7zPa2/p7avgOIvraA9Bn1osq81/OAmYv168HdwFM3hD/nctOLI0/jplLA5R8EHvoD8MBvgT//R7bnd+Hq621sRXNc8OlKmC56ex2pDVKdVr1PmqkNAebCU7WGOTOT3qylYfdms49o9Xg2z64ALn2fjp966Vnu+F+utiACvOBDwfY7f1K7IdqO4WX+D0Aw1gyNOQtwkbNd9IDm8GjY9iSw6m/hbbf/sD6iCTuT3r7/FGRkZEa9TKinMuqHAOYDOEcpdapS6pNKqZdBG6WWAfhyHcvWfMS56dkZ9aRNr9AAzR83amQIuOun5dvv+ll+ipLbzwM23Bu8v+OHhcRrGmO0FHbNWPCc4HWtK3xxDA+go+RNCNo69ODK9J3u2567MqsmbDc9INpNL2kmPZ9DjIHthvuAnQkCwboMFEAyN4zxjlJ6UjNoGEf/8lGtkoxit8sYFZHiu5Jrkmk8zFUZZbTD+QmMUXf8sHzbxge0wcIkqr+YMLncVS/KGJUkeDkQ/p1jbpLQRgCXWqmjQtyoVG565sA1wk0vTcyoSgHMQ9n0qlBGLf8qsONp/XrCVGC/57uPmzo/O1e9TQ9phe/9v4twi4wwiPiEsrslmNCNjoYNx+a9ziZTZVTENW2qgm76em1uF6XhwIAqbeWG3bQZ9aLKXMmdO60x6uBTAsPnpoxd9R78PfDENcH7R/6Uf2wqV19vU62i2YVpBFl4RHnsJv/7gGzCY4T6BUu1PT8HZdQTf9f97eqbsjlfFowMApd/OFhMGB0BLv9Q+T0oqi0c8ZZAIbT72dr+fzOTnrQBcw8qN0Y5lVEFqJLsTHpA8QaxarjzRyjrmzc/VJ82aGbSm7lIJ4UYbwrEnKmLMUpE9gdwMoA1AGz/is8D6AXwHhFJ0IsSAPHKKCDcQU2aEcSiaPa4UY9cFqRmnbogsFbnJencuhK44avWRgVc8eHi3PWeuS3oYKYuAE76QrDvsRxd9ewVFhE9IfNX+tRoYwePd2XXiXIzTJpJz6drVjhoaZKBjctA4WNONB53uGGMdx78Q/mqWe9W4OpPRH/GNDZN9zKSzYhw06ukjEprxHcZHpMYtEKrrYfqLFC+wcPOqNe7Tbso++z1vOC17cYYt3hhGwcilVF7IxHm7zQVPOZqvkklNUxUQO2KbnoRAczTrLRWCmBeSza9Z1cAt30veH/SF8Ir2Damq0A1EymltCLgZy/TCt/LPwBc/M5yg26UW6SPqd7qXq+D58dldl13Z6A6nTwn2kUPCLeRaz9bm/t9lFHt2LOCa6U0pCe01Wamta8r29iaNqNe3H3osJg+IuSm5xgP2kyaDhzw8uB9VgsgPZuAq/+rfHulhYNaicukZ2LWYTULeUppZf49FwTbFh6pn00jUUdX4NYbymJdrTHKkUnPJ8uMesMD2lD9mzcD91wI/OK1wN//Oxt31lq56Rvl19Dmh4Cbvx3eFtUWOifpgP4+LgVxUsxMerOW6D7MHjdWGnPmhUsZ1uhuen07gPt+E7yPG8sUgT0OA8LXd6srEAvAMbIoBD9y4LVKhTXySqkeEbkV2lj1AgDXF124huHW72LZ454VuPuS+GM33h+8dhmjzA7L7AzNSdU/vhTfcTciq28MXh93to6xcf3/6Pc3fKVcEeCxbKNnwKpUrzbr7gxcNeYfDuxaqzNxbX8S+M1bKrtzZYEpCT/0dcDSl+hBfd92LgJnSAAAIABJREFUbZi79Mxw0NKsMCfM5urO5LlBgMS/fNTd/hoBs978SZ6p7HroEv0/AsAG43qKy6RncvipgYvUXT/1pPQxmJnOumZqE7yP74ax6xmt/vnjGcDk2cnKMR4wgx/v94LAPfWhPwJqFMu2ee3RvL433Be8drnpPb0cuOL/lR/rUsWZxsO1dwSfi8IcEE9yrJDf83P3vepZoxzzlnkr7gcH5bvqnKAN71gdqEf2eh7wxp8CPzhOv1/5Vz3J9o0wprLTjjF40Ml6MuMbU/yYUe2d4e3VuOmZk+uOrvJjgbAa5u+fKw+cbl5XUcqoaz6jFSGmATJkGDBe3/6D5HFyzHtIpZhRj16p+4cYQv3Q6puCCc3SfwaOOSO+LIe+DvjrfwJQOobgFR9G6HdVYucaYM3N4W0r/wr8+MVhxYi56usyRk1doEMB7Hhal+WGLwNPXFs+SfbZ/LDxG17rjsnms/iEoM6fuBb48QlhJVMMZX28aQg1f0d7B3Dqj4Cf/LNun8/eA/z2beGMW0kxDZCuTJNmnWx+pPJ9w+wj7Hra+yi9Sr9rbXkfsfbO4LgkyihA91+rrtav774gUOhZpBo7bXowGDfMXKSNGD0b9QT4N28O4vZkjdl/xxl0D/kX4KpO/b9vuDd8j0xC93rtJu4zdaG+doHwuMEcZ5uvb/xfLPNFbGnGouZ1a19nbW1aze3PCa48p/qxw7Mrwm7DAHDrd3Vf6Rvd6oEaDS+8mGOAm74B7FqLZZu8610Zaly7LfzTWcDN39Jj+g33aZc/O45hErrXBa99Y0WZm55jzHnvL4D1d6f/vjSY/aXLI2DXusr3IdQwZ6qGnWsChemCI4A3XQB8/1gASqss016ntbL5keC1f12b1/eDv9dj9bTMXATguJqK1irUyxjl/4tRs7UnoI1RByPGGCUiKyJ2HdLT04Ply5dXXcBG4Ln3/wF77fIGbilCQjyxdjOetX77vC0lHO693j3cjnu9/c/pHcHYbclWGjQRpbYJuGNgGZQIXtg2Ee2jg7qDuO9XzuP38l9UGWpjVDqwYtH7MX3mKixb5Vnq19xcPrjPmfuGl6D75ltw8IxjsHfftXpjHgFILXYOtuEBrw0dNdKJsSgITZL97fYHn8Tgqm4s3LgdY0OGzQ/ph8XDm0vYluBe0jE8A8dLO9pUKbbtuXj06Q3ombwAAMbuW/tPOwaL/A5u5V8Sn2s80T9pPu5Z/BEcNPQTLNzsTQoevrTi9f3Is93Yunw5pvZsxLH+xoj/7Mk1a7G+tDy0bXr3ahztv9m9PvF/PSrtuOm2uwERLNm8C0v8Hevv0o8ISm0TcPODawBZh0NKszA2TV75V+fxj858GbY8shFHzD4Gc3asAKCA+3/jPHbFw6vQY9lMDpt5FOZvvVUXbVs3nvTa5AtlIiZCT7jvXrkBvc8ur/CLASiFf5YOtKlwkM/+4VHc6biujh0YwZgpvYJCY/3GTWNle/7QMMamEY/8qezY7Tt34SHv2CN27sLYlOCp6ta77nvoUXSvCxt/9lm/EWOhhCPuJyaudlpqm4S7578bAzdVdkd43ozDMbP7YT05u+/XictuMzBxHiYNeivkMe153YZNeMrxn01Y9lkc9ui3MLPbG7SvvzvRJOuB4aXYGXNvlYmvwNL9NmHROq9f6dmY+FqLuwfs6O7Bg9b3Ll70Vixd410jdty1Ktgz0oZ77N+mFE7omIbOkR5tOE7RRzz82Cps2xY+n+4jvIs3oo944LEnsXPzcuc+k/aRaTjBv05j2kC1Y6f7F5+NttEhHPmQF2Pz2RX6kTMr123Hxpg2dsTMI717JCLvkUnYM2UxHj304+i7Qxv6Z28fhm+u6S114m6vDIftHsJ8/0NPXlfzWPTutXvQu2N5aNsho2Yfkc3YYWDifEwa9DK7bnxAPxqAXTMOwwNL/xPP6/40ZuxeqQ2L9/86qFcDV1s4eP5LsPdGb+z8cO2Glmf6u7B6+XJ0Du2Gqfm8+d7HUOp4Bvtt6sYB/saCrgGf1Vv34JnlyyGjJbzE3zjSn+g+VGs7rZbHZr0Mmx9ej+fM+SfM3e6NkWq4Tmsuzw7B5uXLMb27PxgDbn9CP1LSM/UA9CzTxstmtFf09PRgNCNPnHrFjPLnrt0R+/3tMyP2kxh2znquY9sRGO6YUrZ/56yjCitXnjy7z6sxPGE6RjqnYf2+r8n9+9YseQd6py7Bxr1OwvbZx+T+fS72TFmM7hn6RrZxr5OhCrycd8w+ynh9dMyRjUfv5P0wOFFPRXfNPBKjURmrAAx3TMWumYdH7jcZ6ZyGLfNfnLo8o9Lh/I5NC1+OUXG4iBEAgEIbVi77N5Q6uvDkge/DwMSI2CAWpbYJ6J6h46z1TtkPAxPnxx6/a2b5CvCeqUsx1OlQPlRg56znjSl0ds56XoWjA7bPOW4ss9rWeS+IPbZ38r7YOk8Pg59Z/JbY+8JQ50z0TllStn3D3q+C8lQ2u2YeYZRf9x29E+ajb3JCZZRI6H5hnyvpdhdm2czXlY99TsyRlRnumII9U/d3fEftaoEnDzwDA10LEh377D6vqvn71u/zatz5/B/hoed8GsMd8YranbPcv29o4hw88NwvYs3it421m0r0Tt634n+m2jrx9AFn4MEjPofhjuwUt642tnbRG7F72kGOo7P7Dohg29yIOGAxjErHWF9vsmnhK2L7iJH2Luyenuw3lTqmYPOCl1Q+sArW7/Nq7Jp1JHbMORYbFyZTtmWBQlvF+8mGvWu/hjbs9Urce/Q30Ddl0di27hmHYahTT3XMMrjuhdXS17U3+ibvV7Z929z4PiINo9KJVQd9AHe84Cd4av/TYsdLRTPS3oWVy86BauvA44ecg5H2CNdvRLeFdfudilKbQ+VaJdvmaqXL8ITp2DVDK/+6py9DqV0vldRzvOzP91RbO3akGH/Ui76uvcfG1M8sfnPd216pbeJYG9oz9YDEY05SGVF1iEwvIj8FcDaAs5VS5zv2fwXApwB8Sin1v1Wcf8XRRx999IoVxVmcc2HVNVh5j3ZDW7YsoavQohdqNw4Xu9YB21YC+780cD0ZHQWeuUW7eDQrU+frLFC+jL00Ajx5XThYrsXKlToAZOJ6NZmxL3DAywK3j+F+YOXV4XgRedMxSbsrmLLjTQ/nvsqycuVKDEyaj+ee+m9GGyppqbqZjaxR6ZgEHHxy2FV1+1PazcW+F7a1axfImeWDvUiG+3Wwz6Sxs0T0d8xaPLYycuKJJwb7t67UrqH1yCDS6Ox9lM5c5NOzWWceLA1FX9/SBix9cdidtneb/s9caen3e350zLCezfo+M5owre+k6cBBrwzHFdr0EPDsvdGfAbRbx4EnBZ9TSqtOXNm4OiYBB748LMPf+EDYbcWnvVPfQ6ZGGOM23K/j0CwyJs8jg3jwivPQM+0gnHDy692fczHUp+X1fqaxKfOAg05yB4cvjWi1UqUMcQsOB/Y5JrgPjwxpRYsrDsfMRfo682Mljo4Ca25KlmjApq1d11uUG9fWVcDa2xOdqqydzt5ft880PHObjllSDfY11Ltd170rVtfC5+j6rsTWVdplJu6e5WqnlejbATx5feJYXJH3ALstmAx0A6uuTR/vy2baQh2DyeWCODyg7xtJAweL6HiEMxe590f1EW3tepySNLbbWNn+HhvPKfXYacpcHSDdHy+URrQ7YJ4xowBdb4tPAOYcUPnYdXcly27oYq8j9XXkYvcGYPOj+v/z24JS+pr1QgJUPRbtmOiNAR3XUFwfkYa2Du12aI6BdjwNrLk1XRbSPJA2YMmLgNlLg23bn9J1q0bD9VqpLWx7Qt+zax1n7XO0DmDvM9ANPHM7sOSEcPiKLY/ra7ZI9jlG38N9Bvdo1+eE85aa5kzV0DFR30OnGqFjkoyX8sLV3vZs0X2Sa+yYhMlzsHyzXgAKjfubhOXLl+P9738/nnjiiXuVUjWpMupljPoGgI8D+LhS6luO/d8H8GEAH1JK/aiK87eGMQpwT1BJzbBeq4P1lh+s2+xgXeYH6zY7WJf5wbrNB9ZrtrA+84H1mi2sz3xo5nrN0hhVLzc9Py9phIRnLOxChQjAhBBCCCGEEEIIIaSZqJcxyk8/cbJIOCS+iEwDcAKAfgB3FF0wQgghhBBCCCGEEJIfdTFGKaWeAnAtgCXQ7ngm/wNgCoBfKqV6QQghhBBCCCGEEEJaBkd0xcL4EIDbAHxPRF4O4DEAzwfwUmj3vM/UsWyEEEIIIYQQQgghJAfq5abnq6OOBXARtBHqYwAOAPA9AC9USiVMNUIIIYQQQgghhBBCmoV6KqOglFoH4Ix6loEQQgghhBBCCCGEFEfdlFGEEEIIIYQQQgghZPxBYxQhhBBCCCGEEEIIKQwaowghhBBCCCGEEEJIYdAYRQghhBBCCCGEEEIKg8YoQgghhBBCCCGEEFIYNEYRQgghhBBCCCGEkMKgMYoQQgghhBBCCCGEFAaNUYQQQgghhBBCCCGkMGiMIoQQQgghhBBCCCGFQWMUIYQQQgghhBBCCCkMGqMIIYQQQgghhBBCSGHQGEUIIYQQQgghhBBCCoPGKEIIIYQQQgghhBBSGDRGEUIIIYQQQgghhJDCoDGKEEIIIYQQQgghhBSGKKXqXYbMEZHtXV1dsw899NB6F6Vmenp6AADTpk2rc0laC9ZrdbDe8oN1mx2sy/xg3WYH6zI/WLf5wHrNFtZnPrBes4X1mQ/NXK89PT1Yu3YtBgcHdyil5tRyrlY1Rq0GMB3AGmtXG4AFADYDGM3gq7I8X9S5DvGeH2/AsjXC+ao9V1S9NkLZijgf663+57LPd7C3Le217jrXeKo31/nS3DdZb+nw63ZVBucyafV6c52r1mvePt94qbck56p0D2il31rk+aodk0YxXuqNY/xiz8WxarZly/K6H0/11spj1UMATASwTim1tKaSKKXGzQPA3gAUgL0b7XxR5wKwAsCKRixbI5yv2nNF1WsjlI311nr1luR81V7r473eIvYnrkvWW+pzrPAeDVe2Rq4317lqvebHa70lPD62blvptxZctprb7DitN47xCzxXVL02Qtkaud7S1meDlK2R661lx6pZtgnGjCKEEEIIIYQQQgghhUFjFCGEEEIIIYQQQggpjPFmjOoB8D/ec6Odj2Wr/7myPh/LVv9zZX0+lq3+58r6fCxb/c+V9flYtvqfK+vzNXLZsj5fI5cta8ZLvbFs9T9X1ucbT2XLkvFUb+OlbDXRkgHMWwkRWQEASqlj6l2WVoL1Wh2st/xg3WYH6zI/WLfZwbrMD9ZtPrBes4X1mQ+s12xhfeZDM9drlmUfb8ooQgghhBBCCCGEEFJHqIwihBBCCCGEEEIIIYVBZRQhhBBCCCGEEEIIKQwaowghhBBCCCGEEEJIYdAYRQghhBBCCCGEEEIKg8YoQgghhBBCCCGEEFIYNEYRQgghhBBCCCGEkMKgMYoQQgghhBBCCCGEFAaNUYQ4EJFXiIgSkc/WuyyEEELGJyJyutcXnV7vshBCCCGEZAmNUQXiDShVvcvRKvj1GfM4vd5lbDSMuhkVkQNijruB9VgbIvIZow6X1bs8zQDbZ7GwT8oP1m028D6aLSLSLiJni8iNIrJDRIZFZIuIPCgi54vI6+pdxmZFRI4VkZ+LyNMi0i8iu0XkIRH5hojsU+O5x5VR2rjmnxGRSRHHrPGO6Si6fM2EY240KCJbReRe75p/lYi017ucrQD7/ergBUxagf+J2H5/oaVoHkagr/2zAHza3ikiBwF4iXEcSYmICHT9KgAC4GwAH69roZoHtk9CCO+jGeNNOP8M4BQAuwD8BcB6ALMBHADgnQAOAXBlvcrYjHjt9H8BfAK6X/o7gD8CmADgeOg2+yEROU0pdUndCtqcLALwEej6JbXhz5XaAcwEcDiA90DfY+8RkXcppVbVq3Bk/MKBPGl6lFLn1rsMTcZmABsBnCEi/62UGrH2vw964P9nAKcWXbgW4WQASwFcBOBVAE4TkU8rpYbqWqrmgO2TEALwPpo174A2RD0A4CVKqW5zp4hMBvD8ehSsyfkctCFqDYDXKKUeMXeKyJsA/BrAxSJyklLqhuKL2JTshDZEf0pEzldKbat3gZoZ11xJRBYAOA/AWwBcJyLHKqW2FF02Mr6hm14D4MlvL7WkvbeKyLsjjl/uS1NF5NMi8oQnu1wnIl8TkQlF/4ZmQESmePX1gIj0isgeEblNRN5W4XMniMj13v+yW0SuFpGjiyp3TvwMwEIArzE3ikgngNMA3AbgEcfnICLHiMh3vXrcISIDXhv8lojMchw/Ji8XkVO89tvd4lLWs73nnwH4DYC5AN5gHyQi53p1c6KInCYi93n3gC0icqGILHR8xr/+J4jIf4vISu/6vyjXX1QshbRPEfmAV5f/HXGuhaLdWB7K5Fc1AV5bVCJybsT+NSKyxtpmXuMv9dpoj3e//IuIHFpE2Rudaup2nJP0PnqRV69LHPsi61xE/klErjXa6nUi8kLzvpzlj2kAjveeL7INUQCglOpzGUpE5B2iXaN3evfTx0TksyIy0XGs8q7/vUXkV15f1i8iK0TknTn8prritbnPARgG8DrbEAUASqlLAfwHtCLlRyLSZp3jbd4Y0++v1ojI70TkWG//cgA/9w7/uYRdrpbk9NMagT4AXwQwHcDn03xQRN4qIjd5Y81+0e6SnzLbrIhMEpFdXht1ijNE5MdePb+6pl/SoCilNgN4O4DlAPaDW40+W0S+6l33/V6dXi8iJ0edt1KbHm8I5/mx0BjVGPwIwBIANwH4DoCLASwG8CsR+WLM534L4N8A3Oydox96deYneRa2GfEmobcC+DL0oOFCAL8AsAB6terciI8eD+AG6Lr9PoBroFdrbxGR4yM+0wz8DkAvtMrE5HXQdfKzmM+eDd15rYQeIP0YWsnyUQC3isi0iM+9GVrN0uN95g/VFr6REb3S9DoAq5RStyEYRL4/5mP/AV0nD0DfA1YCOAPAbSIyL+IzlwL4ELRh5jsAWslgUlT7/DWA3QDeJ+6YCWdCK4h5T03GawBcC12nP4bum/4FwI0iMreeBSPNRZX30TTnfzH0mOtlAP4K3b/3Q/f3x2XxHQ3Idu/54KQfEJELoMeaBwL4E4AfANgBbST4W8QkfhZ0v3QE9P/2SwD7A/iNiPxn1aVvTM6A7iMuU0rF9cHnA9gAYBm0mzlEcxH0mP9I6Pr9P+j75osRLMZcBOAK7/UV0O5W/mNXdj+lIfkBgKcA/KuIJGq3IvIVAL8HcCh02/0+tJr6KwCuEb2oBaXUgHfcPGjlpX2eiQDeCq3WvqbmX9KgKKVGAXzJe/sOERF/n4gsBrACwCcBbIXu1/26/ZuInG2eK0WbHm9wnh+HUoqPgh7QclPl2H6AY9sEANdDG072sfYt9861AsBsY/sUAE8CKAFYWO/fW1R9AjjX8TjdOvbX3rEftbZ3Qfv3jwI4wtj+CuP8H7A+8yZv++MApN71UEWdrfdenw8d32BfY//fAHQDmAzdOSlHXS4G0O44tx/b47+s7ad720cBnFLvOiigjj/p/d5PGdtWeL//QOvYc71jhwAcZe37P2/fBdZ2//p/EMDcev/ejOuuHu3z+97211jbBcDT0EaxGfWumxzrW1nbTvTvqxGfWQNgjbXNv8ZHALzc2vdVb98n6v17m7xuT6/3byq4/tLcRy/yjl3iOE9ZnUMvxD7hbX+VdfwHEPT9J9a7HjKu06O8vmYUwK8AvBHA4pjj/bb3JwBd1j6/7/p3a7tfd38A0GZsXwptxBoCsH+96yLDOr3e+71nJzj2N96xn/Xev997f5fdx0CrqPZy/Ben1/s3F1Sv5ljgzX47tI5Z423vMLa90Nu2FsY8CNpgeJW379OO4y9xlOEt3r5v1bs+MqhLVeGYidDzTQVgqbF9uXe/eLt1/EzouLz9ABYY2xO36VZ8RNU1OM+PfVAZ1QAopZ5ybBuCXhHoAPDyiI/+l1Jqh/GZXujOrg3AeJJCft7xON3fKSLzoWMl3KGU+rb5QaVUP/SgV7xjbB6HZYFWWnJ9C/QKVzOro34G3TmcCYytgJwE4DdKqb6oDymlnlFKlRy7LoRWRLwy4qNXKKX+VluRGxtvRel90J33L41dF0G3MVvp4/MrpdR91rZzoQ0v73S5QwD4nGrtGApFtc8fec//am3349X8XjlcWoiTi5VS11vbfuo9t6rahGRMDffRpBwPrfS5QSl1tbXvpwBaMoiv18e8G1rp8W5ode0aEdkuIpeJyGutj/w7tIH5TG+sZPJFaKXVuxxfVYIen44a370awPcAdEIHTW4V9vKe1yU41j9mb+/537znf7X7GKVUSSm1MYPyNT1KB32/HcAbRORFFQ4/03v+klJqk3GOEQAfg76nvM/Yfjv09f5aEZltnes07/kXNRS/KVBKDSJQTs4DABF5LrSK71Kl1MXW8bug51qToBfofdimHXCeHw8DmDcAIrIIwH9BN8ZF0Godk6iUsPc4tvmdXVnsnlZFKSUVDjkO+sKVCHc8f6Lvimtys/LM0RY3AngR9ErjrQmL2lAope4UHQvnTBH5EnQH3YZ4Fyg/bs+/QrtCHQZgBsIuv1Ht9a6aC934vAw6K9E1Sqlnje2/BfBNAKeLyOeUUsPW5260T6SU6haR+6EHA4eiPDtkS9dnUe1TKfWIiNwE4FUisp9Syr+H+u5AP675x4wf2CeRLKj2PpqUo7znW+wdSqlREbkNKVzZmgml1B9E5DIAL0UwhnkRdDKIU0Xkl9CLeV0AngtgG4CPGJ47JoNwj5vWesYnm+XQE9ijHPuaFb9iXOPEyGNFZAqA5wDY7FiIIuV8DNr181si8oKIcTkA+PFc/2HvUEqtEpH1AJaKyEzPoAJoY9OXoccMPwTG3IRfCeA+pdSDGf6ORsZuyy/0nmdEzJ38EBKHAjouL9imnXCeHw+NUXVGRPaHnlTOgvYJvRZaDVGC9i89DYGxJIRxIzXxM0+54p+MV+Z4z89HfKaYqY5tmyOO9VdcZlRbqAbhZ9CrladAxz5YkaAT+T10ENmnoeMXbIIelAI6Ba+zvSKos1bGN2BcZG5USm0XkaugV5BeD8BO71xNOxsP9VlU+/whgH+GNnh9XnTg+NcBuF8p1dJGv4wp65OUUiPeRJZ9EklKtffRpPj306j7btT2lsAz4l3rPeDFy3sTtHr0vQAuA3A39OR0HlIGj0brj5tMNgI4BHqCWYl9jc/M9F4/G3EsMVBK3S4il0C77L0Vup934betKAXORuj/agaC/uqX0Eq/0+AZo6AVfx0YB6ooQAdzB+Arw7Z6z/7c6STvEYU/d2KbdsB5fmXopld/Pgp9wZ+llDpRKXWOUupzSqfgbNmAeQXjS0W/oZSSmIfrZrsg4px+lrNmd9/5FbTP90+gLfM/jTvYy4TxBgDXAThEKXWGUupTXnv9ArQPdBRJVg6bFi/Q+Kne299JOOONQiBldgXgTd3OYlYGW4mi2uefoCdQZ3kTs/EcuNx3rYlarGqliWTRsG4rUOV9NK5eZzq27faeo+67UdtbEs995g/QcQoBrUzz+5z7KoybXJKpVh83mfjqulfEHeT1Kyd6b29FYAiJUkSQcj4JHV/nqzHZxPy2VZaJ2GMv6zgopdZDK6mOE5FDvM2ned/125pK3Dy8CPr+uVkptcbb5tfRv1e4B5zhHcc27Ybz/ArQGFV/DvSeL3Xse0mRBWlh7oQ2hLy4is++2MwsYeD/N00tRfWs7pdAr9j1Qmcxi8Nvr1c6XCSOQ7n0dDxxGrSxYwWACyIeWwG8QkSWWp8tu9ZFZAaA5wEYAPBYfsVuXIpqn96x50MPol4LrZDaA+2bP97Y6T3vZ+8QkQPhntyTZLBuK1PNfTSyXuGOq+H322XxZ0SkDc0dC7IWerxnUUrtAfAIgMMdsXQqsUhElji2n+g9N/W4yeIiaIXDG0Tk8JjjzoSOFbUSwI1e7JeHASwQkSRui34cxJZRQ6TFi7vzQ+hYjv8WcZjftk60d3j32H0BrHYoTi7ynk8TkedBZ4K7Wim1FS2Od8/7jPfWNL7d4T0nmjtV0abHC5znV4DGqPqzxns+0dwoIq9E7UE6CQAvYN7FAF4gIp9ypXAXkQO9AMk2h8AKbCwib4IexK6E9mFvdj4LrSZ5pVKqp8Kxa7znE82NXpD4H2ResubCv14/pJR6n+sBrbRxBeB9j6PzPhdaKfE7L7jkeKWo9vlT6AH/96EHu79N8H2tyOPQypHXe/UGABCRLmiXSVI9rNvKVHMf9V1p7TTjR0AH4ba5FTpd/EtFxE7p/n60aLwoEXmHiJzkTT7tfQsR1N9N3vO3oQ2DF4pImaFURGaJyNH2dmiDydfM7/EMh+dAu5j8urZf0jgopZ4G8BXowOxXishh9jEiciqA70L3Lx8yArv71/xPvMUn8zNtIrKXsckPLp3EHbCV+QK0AuczcIfWuNB7/qynsgQwpkz7JvS89wLH5/4EfW9+N4IESBdlUuIGxuuHLoYeM62FbssAAKXUPdBuZW8UkTMjPn+E2ZchXZseL6zxnk80N3KeH8CYUfXnh9CxUP4oIpdC+9o+BzpGyh8AvK2OZWslPghtnf4KdPDTW6BXV/eCDnJ8LHQa12esz10N4Hsi8moADwE4CDodcj+05LLpXaWUUmuhO6Ek3A09kH+jF+T1FmhJ/qugjXMbcilkgyMiJ0JnV3yoQoyhC6AHUWeIiBmH42oAt4rIH6BjGrzIe6yBlqaPW4pqn0qptSLyF+hYUcD4dNGDUmpYRL4L4HMA7vOCHXdAx4zYgHF6jWcB6zaeGu6jVwB4AsA7RGRfaDX0Iui4UldAx5gZwwtS/j4Af4M2IFwKbZw6Evq/uBr6njGK1uL50Ma5Td4YyA8yvhTAq6GVo1fAi8WllLpQRI79YA7dAAAODUlEQVQB8CEAT4nINdD34tneZ/4ZwM8BfMD6nge971ohItdCL6q8DVr59wlXZqkm51zolOsfBfCAV0+PQBuojoeui34A71BKmYG1z4fu598L4AkRuQJ6XLo3tKvkhd65AZ1Nrg86mPxsBHG5zrOzlrUySqkdIvIVAF+P2H+biHwdwCcAPOzFmeqFvp6fAz0m+Ibjc/0i8kcAZ0G39+0A/pLPr6gPRhDyNuhr8XDo9jcB2qD/LlWeofmd0C6MF4jIOdD31l3QCrMjoev0hQC2eMenadPjBc7zK6GU4qOAB/RKkQIw5Nh3PPTFvhNaJn0LdMyEE73PnGsdvxxeyBjHuU73PnN6vX9zAXWqouoh4viJ0Ctzt0P7Qg9AG5+ugx6gzTaOfYV3/s8COMH7f3q8x98AHFPv319Dna1PeOyXXG0JeiD6Q2hDyQD0IP4rACZ729ZYx7d8m4R251IAzklw7LXesW+A7pSVd62fDp0xrx+68/45gL0cn4+8/pv9UY/2aX329d457653XRRQ13F9kkAbQZ8CMAQ9Af16tde4t295vX9zK9ZtKz2qvY967/eDDmq8w7uH3g29cHQiHOMo7zPPB/B3BH37ddATq+97n3levesk4/rdD8CHoQOUr4RWggxBL4D8FVoV0ub43GsA/Bl6wjkEHYj8Lu8efIh1rPL6qL2hFVBbvPvwvQDeWe86yLl+j4MOeL3aa4N7oN2Wvglg35jPvQs6o64/Ll3tXQtHW8edAj1+3ePVswKwpN6/O6e6jBwLQI/lVxt10OE45u3Qc6ker04fgTZgT4r5zhcZ5zyv3nWQcV2aj0HoLJkroJPEnOK67o3PTwPwae/4PV7bXg1trHs/gCmOzyRq0630AOf5VT/E+2EkZzxp4gYAzyql9q10PCGk9fFWqj4P4KVKqeX1LQ0x/o/3KaVcUv6WgX1SfrBumxsRuRXaUDVD6TgoJCFekPkblVIn1rsshBBSFOz3q4cxo4rjDd7z7XUtBSGEkDJEZBq0u8kOVA6U3gqwT8oP1m2DIyKTI+IgnQ69in0tDVGEEEISwn6/ShgzKmdE5AvQwTDfAh248Vv1LREhhBAfLx7c0dBZ9BYA+LhSqq++pcoP9kn5wbptKhZBx+36O4AnocfDR0G76uwC8LE6lo0QQkgTwH6/duimlzOeZLkHwD0AvqiUuqHORSKENAh006s/InIRdDr5zdDBNT+rgmxHLQf7pPxg3TYPIjILOpDxSwAshI5Dswk6btSXVesF2S4EuukRQsYT7Pdrh8YoQgghhBBCCCGEEFIYjBlFCCGEEEIIIYQQQgqDxihCCCGEEEIIIYQQUhg0RhFCCCGEEEIIIYSQwqAxKgNEZI6IvE9ELhORJ0WkX0S6ReQWETlLRJz1LCLHi8hfRWSHiPSJyIMi8hERaXccO1NE/lNEfiMij4rIiIgoEXlFinLOFZFN3uduqeU3E0IIIYQQQgghrUijzvFF5FzvmKjHKVnWQ5501LsALcJbAPwIwEYANwBYC50i/I0AzgfwKhF5izKixYvI6wFcCmAAwO8B7IBOLf5/AE7wzmmyBMDXvdfrAWzzviMNPwEwJeVnCCGEEEIIIYSQ8USjz/F/AWCNY/uTCT9fd5hNLwNE5GXQRp6/mCnBRWQhgLsA7AfgzUqpS73t06EbyQwAJyil7vG2TwLwDwAvBPAOpdTFxrlmATgawH1KqR1GOvKTlFLXJSjje6Eb7IcA/BDArUqpF9X62wkhhBBCCCGEkFaiUef4InIugM8DeKlSanmWv7lo6KaXAUqpfyilrjIbqbd9E4Afe29PNHa9GcA8ABf7jdQ7fgDAZ723H7TOtVMpdb1Sakfa8onIIgDfA3ABgKvTfp4QQgghhBBCCBkvNPocvxWgm17+DHvPI8a2l3nPf3McfxOAPgDHi8hEpdRgLV8uIgLgIgDdAD4KYHYt5yOEEEIIIYQQQsYxdZ3je7xIRI6BtumsAXC9UmpbBuctDBqjckREOgC813trNspl3vMq+zNKqRERWQ3gcAD7A3isxmJ8BNpie7JSareI0BhFCCGEEEIIIYSkpEHm+ADwRev9oIh8A8B/m3GsGhm66eXL/wJ4DoC/KqWuMbbP8J67Iz7nb59Zy5eLyGEAvgLgx0niShFCCCGEEEIIISSSus7xATwA4Exoo1YXgMUAzgawC9od8Ms1nr8wqIzKCRE5B8DHADwO4D1pP+49V23RFJFOAL+Cjv7/iWrPQwghhBBCCCGEjHfqPccHAKXUZdamtQDOF5F7AdwB4OMi8u1mcNmjMioHROTDAL4L4FHoKPd2QDLfKjoDbqZbx1XDpwAcBeAMpdSeGs5DCCGEEEIIIYSMWxpkjh+JUupe6Cx/ndCZ+xoeGqMyRkQ+AuD7AB6GbqSbHIet9J4Pdny+A8BS6GBoT9dQlKOhra/LRUT5DwCrvf0neNt21fAdhBBCCCGEEEJIy9JAc/xKbPWep+T4HZlBN70MEZH/gvYhvR/ASTHSuH8AeBeAUwD8ztr3zwAmA7ipxij7fwfg+v6pAN4GYDOAP0NH9SeEEEIIIYQQQohBg83x48rZCS1IAfI1eGUGjVEZISKfA/AFACugM9fZsj2TSwB8DcDbReQ8pdQ93jkmAfiSd8yPaimPUuoHEeVcAm2MelIp9b5avoMQQgghhBBCCGlFGm2OLyLTAByglLrf2j4BwP8BWAQdz+qeWr6nKKRJsv41NCJyGoCLAJQAnAe3H+gapdRFxmdOhW6wAwAuBrADwOugU0JeAuCtdkpGEfkmgLne2xcBOADAtdBBygHgcqXU5RXKugTaVe9WpdSLEv5EQgghhBBCCCFkXNCIc3xjLn8/gAe9Y+YBeCm0G+A2aPVWyFjVqFAZlQ1Lved2AB+JOOZG6MYMAFBKXS4iLwHwGQBvAjAJwJMAPgrge3Yj9XgzdOpGk5ON12sAxBqjCCGEEEIIIYQQEksjzvF3QBvGjgPwSgCzAQwBeApalfVtpdSWyj+tMaAyihBCCCGEEEIIIYQUBrPpEUIIIYQQQgghhJDCoDGKEEIIIYQQQgghhBQGjVGEEEIIIYQQQgghpDBojCKEEEIIIYQQQgghhUFjFCGEEEIIIYQQQggpDBqjCCGEEEIIIYQQQkhh0BhFCCGEEEIIIYQQQgqDxihCCCGEEEIIIYQQUhg0RhFCCCGEEEIIIYSQwqAxihBCCCGEEEIIIYQUBo1RhBBCCCGEEEIIIaQwaIwihBBCCCGEEEIIIYVBYxQhhBBCCCGEEEIIKQwaowghhBBCEiIiynoMishWEblXRM4XkVeJSHtG33W69x2nZ3E+QgghhJBGoaPeBSCEEEIIaUL+x3tuBzATwOEA3gPgLAD3iMi7lFKr6lU4QgghhJBGhsYoQgghhJCUKKXOtbeJyAIA5wF4C4DrRORYpdSWostGCCGEENLo0E2PEEIIISQDlFKbAbwdwHIA+wH4tLlfRI4Rke+KyAMiskNEBkTkCRH5lojMso5dDuDn3tufW66BS4zjOkTkQyJyh4jsFpE+EblPRP6fiHCcRwghhJCGRJRS9S4DIYQQQkhTICIKAJRSEnPMywFcB2ALgIXKG2yJyI8BvAHAjQDWQbv4HQ3gxQAeA/B8pVSPd+zpAE4F8HoAVwC43/iK7yildolIJ4CrALwSwEpoI9gAgJcCOBLAr5VS78nidxNCCCGEZAmNUYQQQgghCUlojJoIYA90OIT9lVKrve2LAaxXSpWs488CcD6ATyqlvmZsPx1aHXWGUuoix/ecC+DzAL4P4CP+eb0A6j8FcCaAU5VSV1T5cwkhhBBCcoHybUIIIYT8/3buJ3SzKY7j+Pua8icKMxkmJYQyslCSGotZMgsL27Gws7EgZTM2SrI22VpQMkXKwkJSSikLSxEx40/NNCnDQmMmx+K5Pz3GbzI/83NLvV6b89x77jn3uc/q9nnO+bKNxhinqx/nw+vWzh87N4iavVL93GqF0wWZt+A9UR2vnlqfd/78dDWqg1t+AACA/5gC5gAA229j5dSfS9DnbXWPt6ortbe6ur/+MXjjFua/o9pVfVk9O02bLtT6tbpzC3MCACxCGAUAsI2mabq82jkfnlzrOtKqZtTXrepAHa9Oz31PVpdt4Ta75vb2Vlv1zueqLcwJALAIYRQAwPZ6oNU71okxxtGqaZrubRVEvV8dGGOc2bh43nL3zBbvcWpu3x5jPHLR3xgAYEFqRgEAbJM5WDo0H76+1nXb3L6zHkTN7quu2GS6jTpQOzbp+7z6qbp/3v4HAPC/IYwCANgG0zTtrt6o9lffVi+sdR+d2/2bjHn5PFNuFEG/6dyOMcbZ6nC1p3ppmqa/hVnTNO2ZpmnvBT8AAMBCpjHGP18FAEDTNG28OD03t5dU11R3tdqed2n1SXVwjPHV2rgd1YfVvurj6qPq+uqh6ovq1urMGOPmtTHXVt9XZ6tXqxNz1+Exxql5RdSb1cPVD9UHc7u7VS2pfdWhMcaL2/cLAABcPGEUAMAFWgujNvxW/VIdqz6t3qreG2P8vsnYndXz1YHqhlbB0ZH53GdV62HUPObBVgXK766unE/fslaLaqoerR6r7mlVsPxk9U31bvXaGOO7f//EAADbTxgFAAAAwGLUjAIAAABgMcIoAAAAABYjjAIAAABgMcIoAAAAABYjjAIAAABgMcIoAAAAABYjjAIAAABgMcIoAAAAABYjjAIAAABgMcIoAAAAABYjjAIAAABgMcIoAAAAABYjjAIAAABgMcIoAAAAABYjjAIAAABgMcIoAAAAABbzB2FIEJ9/5QTRAAAAAElFTkSuQmCC" }, "execution_count": 42, "metadata": { "image/png": { "height": 328, "width": 593 } }, "output_type": "execute_result" } ], "source": [ "capeTown[['Mean TemperatureC', 'Precipitationmm']].plot(grid=True, figsize=(10,5))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "Yes, the precipitation is lowest from January through April and from September to December. I definitely can see that the months May through August would be rainy and cool in Cape Town.\n", "\n", "I would like to focus on January and February as promising travel months, warm and dry. Within these months, I will look for a 2 week travel window that is most promising.\n", "\n", "First I will create a subset dataframe for these dates." ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ ], "source": [ "janfeb = capeTown.loc[datetime(2014,1,1) : datetime(2014,2,28)]" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "I want to know if these months are sunny, hence I will plot the CloudCover" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 44, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": "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" }, "execution_count": 44, "metadata": { "image/png": { "height": 350, "width": 587 } }, "output_type": "execute_result" } ], "source": [ "janfeb['CloudCover'].plot(grid=True, figsize=(10,5))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "The data is a bit patchy on cloud cover, but it would look like the sunniest period in 2014 was from mid January to end of February.\n", "\n", "I will add my other key metrics, mean temperature and precipitation to the graph." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": { }, "output_type": "execute_result" }, { "data": { "image/png": "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" }, "execution_count": 45, "metadata": { "image/png": { "height": 350, "width": 593 } }, "output_type": "execute_result" } ], "source": [ "janfeb[['Mean TemperatureC', 'Precipitationmm', 'CloudCover']].plot(grid=True, figsize=(10,5))" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false }, "source": [ "The zoomed in view show me that the last 2 weeks of February had the best combination of warm average temperatures, sun and low amounts of rain." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## Conclusions\n", "\n", "The graphs have shown the variation in temperature, rain and cloud cover throughout the year in Cape Town. Choosing a dry time to travel seems essential, even better if it is warm. My choice would be to travel to Cape Town during the last 2 weeks of February. Of course the analysis is done on 2014 observerd weather, and there is no guarantee that the observed weather will repeat itself in future years." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (Ubuntu Linux)", "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": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 0 }