diff --git a/CITATION.cff b/CITATION.cff new file mode 100644 index 0000000..cca2e0a --- /dev/null +++ b/CITATION.cff @@ -0,0 +1,13 @@ +cff-version: 1.0.0 +message: "If you use this software, please cite it as below." +authors: + - family-names: Martin + given-names: Joel, T. + orcid: https://orcid.org/0000-0002-4475-3835 + - family-names: Spitschan + given-names: Manuel + orcid: https://orcid.org/0000-0002-8572-9268 +title: "PyPlr" +version: 1.0.0 +doi: 10.5281/zenodo.1234 +date-released: 2017-12-18 diff --git a/docs/05d_pipr_stlab.ipynb b/docs/05d_pipr_stlab.ipynb index 80baece..8d7d75b 100644 --- a/docs/05d_pipr_stlab.ipynb +++ b/docs/05d_pipr_stlab.ipynb @@ -205,40 +205,84 @@ "Now we are ready to run the protocol. For optimal results, do this after a 20-minute period of dark adatation.\n", "\n", "```Python\n", - "import os\n", "from time import sleep\n", - "from random import shuffle\n", + "import random\n", "\n", "from pyplr.pupil import PupilCore\n", "from pyplr.stlab import SpectraTuneLab\n", + "from pyplr.protocol import input_subject_id, subject_dir\n", "\n", - "# Make list of stims\n", - "stims = ['1s_blue.dsf', '1s_red.dsf'] * 3\n", - "shuffle(stims)\n", + "# Timing function for experimenter feedback\n", + "def timer(increment=1, seconds=0, message='Waiting...'):\n", + " print(message)\n", + " while seconds > 0:\n", + " print(f'\\t{seconds} seconds left...')\n", + " sleep(increment)\n", + " seconds -= increment\n", + "\n", + "# Specify measurement period and wait between trials (60 s each)\n", + "PIPR_MEASUREMENT_PERIOD = 60\n", + "INTERTRIAL_INTERVAL = 60 \n", + "\n", + "# List of stims, x3 red and blue, random order of presentation\n", + "stims = ['./stimuli/1s_blue.dsf', './stimuli/1s_red.dsf'] * 3\n", + "random.shuffle(stims)\n", + "\n", + "# Set up subject and recording\n", + "subject_id = input_subject_id()\n", + "subj_dir = subject_dir(subject_id)\n", "\n", "# Connect to Pupil Core\n", "p = PupilCore()\n", "\n", "# Connect to stlab\n", - "d = SpectraTuneLab(password='83e47941d9e930f6')\n", + "d = SpectraTuneLab(password='****************)')\n", "\n", "# Start recording\n", - "p.command('R {}'.format(os.getcwd()))\n", + "p.command('R {}'.format(subj_dir))\n", "\n", "# Wait a few seconds\n", - "sleep(5.) \n", + "timer(seconds=5)\n", + "\n", + "# Trial incrementor variable\n", + "trial_num = 0\n", "\n", "# Loop over the list of stims\n", - "for stim in stims:\n", + "while len(stims) > 0:\n", + " \n", + " # Update trial number\n", + " trial_num += 1\n", + " \n", + " # Pop next stim from the list of stims\n", + " stim = stims.pop(0) \n", + " \n", + " # Print status update for trial\n", + " print('{}\\n{:*^60s}\\n{}'.format(\n", + " '*'*60, ' ' + 'Trial number: ' + str(trial_num) + ' ', '*'*60))\n", + " print('Stimulus--> {}\\nList of stims--> {}'.format(stim, stims))\n", + " print('{}'.format('-'*60)) \n", " \n", " # Load video file and create trigger with metadata\n", " vf = d.load_video_file(stim)\n", " annotation = {**p.new_annotation('LIGHT_ON'), **vf['metadata']}\n", + " annotation['repeat'] = repeat\n", + " annotation['trial_num'] = trial_num\n", + " \n", + " # Check the eye models. If there is a problem, say 'yes' to\n", + " # refit the model, then ask participants to roll their eyes.\n", + " # When a suitable fit is achieved, press 'Enter' to freeze\n", + " # the 3D models. This will stop the 3D models from updating\n", + " # automatically, which can cause issues with the pupil data.\n", + " p.check_3d_model(eyes=[0,1], alert=False)\n", + " sleep(2)\n", + " \n", + " # Notification of stimulus in 5 - 10 s. On mac, should make a beep sound\n", + " print('\\a')\n", " \n", - " # Baseline\n", - " sleep(10.)\n", + " # 10 s prestimulus baseline\n", + " timer(seconds=10, message='10 s prestimulus baseline...')\n", " \n", - " # Set up and start the LightStamper thread \n", + " # Set up and start the light_stamper thread \n", " lst_future = p.light_stamper(\n", " threshold=15, annotation=annotation, timeout=6)\n", " \n", @@ -247,11 +291,36 @@ " \n", " # Play the video file\n", " d.play_video_file()\n", - " sleep(60.) \n", - "\n", + " timer(seconds=PIPR_MEASUREMENT_PERIOD, message='Collecting data for PIPR. \\\n", + " The participant should be looking straight ahead and hopefully \\\n", + " not blinking too much...')\n", + " \n", + " # Notification that data collection period for the current trial has finished\n", + " print('\\a')\n", + " print('Finished data collection period for current trial')\n", + " \n", + " # Ask whether to repeat last trial. For example, say yes if their eyes were \n", + " # closed during stimulus presentation or if they were closed for long periods\n", + " # during the post stimulus data collection period\n", + " repeat = input('Do you want to repeat the last trial [y/n]? ')\n", + " while repeat != 'y' and repeat != 'n':\n", + " print('I do not understand that...')\n", + " repeat = input('Do you want to repeat the last trial [y/n]? ')\n", + " \n", + " # If 'y' to repeat, then put the stimulus back in the list and reshuffle\n", + " if repeat == 'y':\n", + " stims.append(stim)\n", + " random.shuffle(stims)\n", + " \n", + " # Wait between trials, but only if there is actually another trial in \n", + " # the trial list\n", + " if len(stims) > 0:\n", + " timer(seconds=INTERTRIAL_INTERVAL, message='Wait between trials...')\n", + " \n", "# Finish recording\n", - "sleep(5.) \n", + "timer(seconds=5, message='Finishing recording...') \n", "p.command('r')\n", + "\n", "```" ] } diff --git a/docs/06d_silent_substitution_STLAB.ipynb b/docs/06d_silent_substitution_STLAB.ipynb new file mode 100644 index 0000000..e32ef7f --- /dev/null +++ b/docs/06d_silent_substitution_STLAB.ipynb @@ -0,0 +1,477 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Silent substitution with STLAB\n", + "==============================\n", + "\n", + "[Silent substitution](https://www.frontiersin.org/articles/10.3389/fneur.2018.00941/full) is an elegant technique that uses pairs of lights to stimulate a specific class of retinal photoreceptor whilst maintaining a constant level of activation in others. The challenge with this technique is finding the settings for a stimulation device that will produce light stimuli which satisfy the spectral requirements and constraints. Suppose we are interested in how the melanopsin-containing ipRGCs contribute to pupil control and that we want to administer a light stimulus which targets melanopsin without changing the activation of the cone photoreceptors, so as to be sure that the resulting pupil modulation is driven purely by ipRGC activity. For simplicities sake we can assume the rods are saturated. To accomplish our goal we need to find the settings for a background spectrum and a modulation spectrum where both spectra have identical S-, M-, and L-opic irradiance, but where the modulation spectrum has higher melanopic irradiance. Fundamentally, this is a constrained numerical optimisation problem that can be expressed formally as:\n", + "\n", + "\\begin{equation}\n", + "\\begin{array}{rrclcl}\n", + "& \\underset{x}{\\text{minimize}}\n", + "& & f(x) \\\\\n", + "& \\text{subject to}\n", + "& & g^{L} \\le g(x) \\le g^{U}\n", + "\\end{array}\n", + "\\end{equation}\n", + "\n", + "where $f(x)$ is the objective function which aims to minimise negative (i.e., maximise) melanopsin contrast, and $g(x)$ is a function that calculates cone contrast, where $g^{L}$ and $g^{U}$ should be zero. In both cases, $x$ is a vector containing the weights for the LED settings. What follows is a basic example of how to find a solution to this problem for STLAB, which has 10 LED channels.\n", + "\n", + "First, we create a calibration context which gives us access to the forward model of STLAB." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import seaborn as sns\n", + "from pyplr.calibrate import CalibrationContext\n", + "sns.set_context('notebook')\n", + "\n", + "cc = CalibrationContext(data='../data/S2_corrected_oo_spectra.csv', binwidth=1)\n", + "fig = cc.plot_calibrated_spectra()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can define the problem. The approach used here is to encapsulate the problem in a class with the *a*-opic irradiance data for STLAB. Note that contrast is defined simply as the fractional difference of activation of a photopigment around a background:\n", + "\n", + "\\begin{equation}\n", + "\\frac{I_{modulation} − I_{background}}{I_{background}}\n", + "\\end{equation}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from scipy.interpolate import interp1d\n", + "\n", + "class OptimisationProblem:\n", + " def __init__(self, aopic):\n", + " self.aopic = aopic\n", + "\n", + " def smlri_calculator(self, weights):\n", + " '''Calculates a-opic irradiance for the given weights. The first 10 values \n", + " in weights define the background spectrum and the second 10 values define\n", + " the modulation'''\n", + " background = weights[0:10] \n", + " modulation = weights[10:20]\n", + " bg_smlri = 0\n", + " mod_smlri = 0\n", + " for led in range(10):\n", + " x = self.aopic.loc[led].index / 4095\n", + " y = self.aopic.loc[led]\n", + " f = interp1d(x, y, axis=0, fill_value='extrapolate')\n", + " bg_smlri += f(background[led])\n", + " mod_smlri += f(modulation[led]) \n", + " return (pd.Series(bg_smlri, index=self.aopic.columns),\n", + " pd.Series(mod_smlri, index=self.aopic.columns))\n", + "\n", + " def objective_function(self, weights):\n", + " '''Calculates negative melanopsin contrast for background and modulation spectra.\n", + " We want to minimise this.'''\n", + " bg_smlri, mod_smlri = self.smlri_calculator(weights)\n", + " contrast = (mod_smlri.Mel-bg_smlri.Mel) / bg_smlri.Mel\n", + " return -contrast\n", + "\n", + " def cone_contrast_constraint_function(self, weights):\n", + " '''Calculates S-, M-, and L-opic contrast for background and modulation spectra.\n", + " We want to this to be zero'''\n", + " bg_smlri, mod_smlri = self.smlri_calculator(weights)\n", + " contrast = np.array([(mod_smlri.S-bg_smlri.S) / bg_smlri.S, \n", + " (mod_smlri.M-bg_smlri.M) / bg_smlri.M, \n", + " (mod_smlri.L-bg_smlri.L) / bg_smlri.L])\n", + " return contrast\n", + "\n", + " def weights_to_settings(self, weights):\n", + " '''Turns weights to 12-bit STLAB settings.'''\n", + " return [int(val*4095) for val in res.x[0:10]], [int(val*4095) for val in res.x[10:20]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To perform the optimisation, we will use [scipy.optimize.minimize](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html#scipy.optimize.minimize) with the [SLSQP](https://docs.scipy.org/doc/scipy/reference/optimize.minimize-slsqp.html) solver. SLSQP uses [sequential quadratic programming](https://en.wikipedia.org/wiki/Sequential_quadratic_programming), an iterative method that is ideally suited to solving constrained nonlinear optimsation problems like ours. " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Optimisation result:\n", + " fun: -1.1111771534868478\n", + " jac: array([-7.79665112e-02, 1.71499446e-01, 1.14758393e+00, 1.29568529e+00,\n", + " 6.82250887e-01, 7.03057125e-01, 1.84825000e+00, 1.91547394e-01,\n", + " 2.48943716e-02, 4.11719084e-04, -1.26432329e-01, -5.02872795e-01,\n", + " -1.36201774e+00, -1.26807743e+00, -2.46354938e-02, -8.24884623e-02,\n", + " -1.37574032e-01, -2.10087806e-01, 1.55347586e-03, 2.08782554e-02])\n", + " message: 'Optimization terminated successfully'\n", + " nfev: 2984\n", + " nit: 123\n", + " njev: 123\n", + " status: 0\n", + " success: True\n", + " x: array([9.85601915e-01, 3.33325089e-01, 5.79323970e-14, 1.88735816e-14,\n", + " 6.71441682e-13, 4.75881530e-02, 7.20304047e-01, 4.76809998e-02,\n", + " 6.85369159e-02, 6.34529952e-13, 8.50045379e-13, 5.91736966e-14,\n", + " 3.65076208e-01, 8.43729940e-01, 1.00000000e+00, 7.08661862e-13,\n", + " 4.07337333e-13, 2.38067042e-01, 9.20809368e-01, 9.84126207e-01])\n", + "Melanopsin contrast is: -1.1111771534868478\n", + "Cone contrast is: [9.84795884e-09 9.30639890e-09 2.07974515e-08]\n" + ] + } + ], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "from scipy.optimize import minimize, Bounds\n", + "from pyplr.CIE import get_CIES026\n", + "\n", + "# A random starting point for the optimisation\n", + "x0 = np.random.rand(1, 20)[0]\n", + "\n", + "# The aopic data from original spectrometer measurements\n", + "sss = get_CIES026(asdf=True)\n", + "sss.fillna(0, inplace=True)\n", + "aopic = cc.data.dot(sss)\n", + "\n", + "# Create an instance of our optimisation problem\n", + "op = OptimisationProblem(aopic)\n", + "\n", + "# Define and equality constraint for the cones (i.e., contrast must be zero)\n", + "constraints = {'type': 'eq',\n", + " 'fun': lambda x: op.cone_contrast_constraint_function(x)} \n", + "\n", + "# The bounds should be between 0-1, otherwise we are outside the gamut of the device\n", + "bounds = Bounds(np.ones((20))*0, np.ones((20))*1) \n", + "\n", + "# Do the optimsation\n", + "res = minimize(op.objective_function, \n", + " x0, \n", + " method='SLSQP', \n", + " constraints=constraints,\n", + " options={'maxiter': 1000},\n", + " bounds=bounds)\n", + "\n", + "# Print the result\n", + "print('Optimisation result:')\n", + "print(res)\n", + "\n", + "# Print contrast for results\n", + "print('Melanopsin contrast is: {}'.format(op.objective_function(res.x)))\n", + "print('Cone contrast is: {}'.format(op.cone_contrast_constraint_function(res.x)))\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Success. The optimisation has found a result where cones are silent and melanopsin contrast is 111%. Let's plot the spectra and *a*-opic irradiances to see what the solution looks like." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The background settings are: [4036, 1364, 0, 0, 0, 194, 2949, 195, 280, 0]\n", + "The modulation settings are: [0, 0, 1494, 3455, 4094, 0, 0, 974, 3770, 4029]\n" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZMAAAELCAYAAAAcKWtPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAABOYUlEQVR4nO2dd3xUZfaHnzeU0HsnQIL03gQsKAp2we664g9RFGFt2Nsq2Ne2FtYCiiKoKGvBtiqIIohIFVQ6SAKht9BLyvv748wlkzBJpt1pnOfzGS5z7533PTOZud973vO+5xhrLYqiKIoSCknRNkBRFEWJf1RMFEVRlJBRMVEURVFCRsVEURRFCRkVE0VRFCVkSkfbgHBjjEkGTgQ2AblRNkdRFCUeKAXUB+ZZaw8H00DCiQkiJDOjbYSiKEoc0gv4OZgXRkVMjDFDgQcAC4yy1r5Q6PjTwBVAjmfXM9bad/xsfhPAzJkzSUlJCZPFiqIoiUtmZia9evUCz/UzGCIuJsaY1sA9QCfgMLDQGPO9tXax12ntgPOstauC6CIXICUlhdTU1BCtVRRFOa4IOjQQjQB8f+Bja+0ua+0B4GOgX6FzmgAZEbdMURRFCYpoDHOlAn94Pc8EOhY6px7wtTGmETAPGG6t3VG4IWNMNaBaod06tqUoihJhoiEmeUC21/Nc8mMjGGPKAeOBF4CtwHPAK8AAH20NB0a4ZaiiKOEnLy+PzMxM9u/fH21TjksqVqxISkoKSUnhHZiKhpisBxp5PU8B0r2e5wKPeIbAMMa8DUwsoq2XgHGF9qWgs7kUJWbZvn07xhhatmwZ9guaUjx5eXls2LCB7du3U6dOnbC2HY2/5GTgCmNMJc8w1eXAF17HuyJB+Sqe53+jiKlq1tosa2269wMZNlMUJUbJysqibt26KiRRICkpibp167J79+6wtx1xz8Rau9wY8xqwGDDA09baVcaYacAD1tpfjTHjgUXGmEPA78CwSNupKIo75ObmUqZMmWibcdxSpkwZcnJySj4xQKKyzsRaOwoYVWhfH6//PwU8FWm7FEUJnX37oEcPuOgieOABqFz52HOMMZE3TAHc++zVz1QUJawsWABLl8LTT0PnzpHvPzc3l6eeeooTTjiBcuXK0bx5cx5//HGOHDkStj6MMWzevJlx48Zx7rnnAjBy5EiGDh0KUGD/8YKKiaIoYWXhQtn27g1r1kCkJ23dfPPNvPnmm4wePZodO3bw2Wef8fXXX3PnnXeGva9Bgwbx7bff+r0/kVExURQlrPz2GzRoADfeKM/XrYtc3ytWrGDMmDFMnDiRvn37UrFiRdq1a8eECROYP38+2dnZPPfcczRp0oTatWtz2223cejQIQB69+7Nk08+SYcOHahatSo33XQTeXl5AHz55Zc0btyYypUr88gjjxztz/FAPvzwQx599FFGjx7N0KFDC3gm+/bt4/rrr6dmzZqkpaUxevToo683xjBmzBgaNGhA/fr1CxyLN1RMFEUJKwsXyvBW48byPCOCuSymTZtGw4YN6dmzZ4H9zZs359dff+W///0vb731FlOnTmXRokUsWbKExx9//Oh5EyZM4PPPP+e3335j0qRJzJgxg927d/N///d/vPjii2RmZrJ58+Zj+r3qqqsYMWIEN910E2+88UaBY3feeSd79uxhxYoVfPrppzz++ONMnTr16PHvv/+epUuX8vrrr3P77bdz+HBQSXujjoqJoihh48ABWLYMunSBJk1kXyQ9k127dtGwYcMij7/77rvce++9tGjRgoYNG/LYY4/xySefHD1+yy23kJaWRtOmTenYsSOZmZl89dVXdOvWjcsuu4yqVavy5JNP+m1PXl4eEyZM4JlnnqFWrVp07tyZYcOGFejzkUceoVq1alx44YXk5OSwbdu24N58lFExURQlbPzxB+TliWdSvz6UKhVZz6RmzZps377d57FJkyaxcuVKmjVrdnRf7dq12bp169HntWrVOvr/cuXKkZOTQ2ZmJo0dN8vzmtKl/ZsIu23bNo4cOULTpk1L7LN06dKULl3alWm7kUDFRFGUsPHbb7Lt0gVKl4aUlMiKyWmnncZff/3F77//XmD/r7/+yuDBg2nQoAGZmfnrmletWlVidvG6deuyzsu92rhxo98X/Bo1amCMYePGjQH1GY+omCiKEjZ+/x2qVcuPlzRoAD5CDK7Rpk0bBgwYwJVXXsnPP//Mvn37mDVrFgMGDOCRRx7hqquu4tlnn2Xt2rVs2LCBJ598koEDBxbb5nnnnce8efP44osv2L17N//85z99rt4vXbo0O3bswFp7dF+ZMmW46KKLeOCBB9i1axfz58/n3Xff5f/+7//C/t6jjYqJoihhY/NmaNgQnHVxtWpBEaNOrvH2228zcOBArrvuOmrWrMn111/PHXfcwT333MOwYcM4++yz6dmzJ23btqVTp07ccsstxbZXt25dPvjgA+644w5SU1Np3bo1lX2sxDzjjDOYMmUKw4cPL7D/jTfeYM+ePTRu3JiLL76Yxx57jM7RWIDjMsZbRRMBY0wqsHbt2rUJ6UoqSixz+umy/ekn2V5/PUyZAl4jSyxbtozWrVtH3jjlKIX/Bunp6aSlpQGkeXIcBox6JoqihI0dO6BmzfznjmeSYPesig9UTBRFCRu+xOTw4civglcij4qJoihhwVrfYgKRj5sokUfFRFGUsLBvH2Rn+xaTHccU3VYSDRUTRVHCgiMYXuv+1DM5jlAxURQlLDhiosNcxycqJoqihIXixCRO000pAaBioihKWPAlJlWryjYrK+LmKBFGxURRlLCwYYNsGzTI31eqlJTt3b07OjaVxLhx4xg0aFBIbYwcOZKRI0eGxZ5wkpqaSnp6esT6UzFRFCUsrFsnnkiVKgX3V60au2ISTay1JFIGEv/yKCuKopTAunXQqNGx+4sVk+HDYdEidwzq1AleeqnE0zIyMujbty/p6emceOKJjB07lnHjxvHKK6+Qm5tLw4YNef/992nYsCGLFi1iyJAhZGVlkZaWxkcffVSgrREjRrBgwQI+/fRTFi5cyA033EB2djZ9+vRh6dKlTJ8+nd69e9OmTRt++OEHZs+ezaJFi7jrrrvYu3cvrVu3ZsyYMdSrV4/U1FSmT59+dDty5Mijr+/cuTOzZ89m8+bNPPjggwwZMoQtW7YwYMAA0tPT6dSpU8SLbKlnoihKWFi3Lj9bsDex7pksXbqU8ePHs2rVKnJycnj++ed54403mDt3LqtWraJJkya8//775OTk8Le//Y2XXnqJlStX0qpVK0aNGnW0naeeeoo5c+bwySefYIxhwIABvP3226xYsYLy5csX6DM3N5fly5cDcM011/Dhhx+yatUqzjrrLIYNG1aizVlZWcyePZvPPvuMhx56CJCKjmeddRarV69m2LBhPitCuol6JoqihIV166BHj2P3V60KXrWgCuKH5+A25557Lg08gZ6BAwfy5ptv8uWXXzJx4kRWrVrFjz/+SFpaGqtWrSI5OZmTTz4ZgOeff57s7GyeffZZPvjgA1atWsXs2bNJTk5myZIlVK1ale7duwMwaNAgFixYcLTPK664AoDZs2fTpUsXWrRoAcDgwYN5+OGHS7T56quvxhhDp06djhYD++6773j11VcB6NOnz9H3FCnUM1EUJWQOHJDZXPHomXiTk5NDqVKl6N27NxUqVODqq6/m6quvBuDgwYOUK1fu6LkHDhxgh2cKW/369XnttdcYPnw4eXl5HD58uEA1xj179hToxzl25MgRypYtW6DN5OTkY+w6ePBggedlypQBwDi5/j22ez/Pzc0N7M2HiIqJoighs369bONRTL799ls2bdqEtZYJEyZw6qmn0qxZM6655hrS0tL47rvvACm8tWnTpqPDU3fddReffvopILVMhg4dSlJSEqNHj6Z58+asXbuWVatWYa3lnXfe8dl3jx49+OWXX8jwlKMcO3Ys559/PgDVqlVjveeD/frrr0t8H7179z7az7fffsuWLVtC+FQCR8VEUZSQcaraBhyAjwG6detGv379aN68OfXr12fIkCGUKVPmaDGr6667jjfeeIPt27fz3nvvceWVV9KiRQsOHjxYIL5hjOE///kP//znP9m/fz+jR4/mggsuIC0tjTJlyhTwahzq16/Pq6++ynnnnUerVq2YM2cOzz//PCBTjm+//XbOOeccjhw5UuL7GDVqFJMnT6ZNmzZMnDiRNm3ahO9D8gMtjqUoSsiMHQs33ABr10Lhn91TT8FDD8HBg1Cu3PFRHCsvL48RI0Zw7733UrlyZV544QW2bNnCs88+G23TAHeKY2kAXlGUkFm3Tkr1Nmx47DFnFfzu3SImxwNJSUlUqlSJrl27kpOTQ9u2bRk/fny0zXIVFRNFUUJm3TpZ+e6JCxfAW0zq1o2sXdHkvvvu47777ou2GRFDYyaKooTM+vW+g+8A1arJVvNzJTYqJoqihExRq98BKlWS7b59kbNHiTwqJoqihIS1kuTRV7wE8sVE68AnNlERE2PMUGNMhjEm3RhzVzHnXWSMWRtJ2xRFCYx9+2TRYv36vo+rZ3J8EHExMca0Bu4BOgFtgBuNMR19nNcAeAYwhY8pihI7bNok23r1fB+PNzGZPHkyizzJJwcOHMjcuXNDbtN7ZXqiEg3PpD/wsbV2l7X2APAx0M/7BCOf/FjgkSjYpyhKADj5BIvyTCpWlG08isn48eOP5tdSiicaYpIKZHg9zwQKj7beBcwGir0lMMZUM8akej+AlDDaqihKCZTkmThiEosxkz179nDhhRfStm1bOnTowEcffcRnn33GAw88cDTd+/Tp05k+fTrdunWjf//+NG7cmMGDB3PHHXfQunVrevbsydatW0lPTy+wUNpX0axBgwYxbty4o88dj2Xx4sX07NmTNm3acPrpp7N2bfyN7kdjnUkekO31PBfIcZ4YYzohnsqZQBHzQ44yHBgRXvMURQmEkjyTsmXl4csziXY5k3HjxpGSksJXX33FkiVLGDFiBJdccgm9e/emd+/eBc5dsmQJH374IQ0bNqRu3br861//4sUXX+Smm25i4sSJXHTRRUHb+uijjzJ8+HCuuuoqxo8fz4cffsgDDzwQdHvRIBqeyXoKikQKkO71/GygCbAEmAY0NMYsN8aU8tHWS0BaoUev8JusKMcX1kJGRsnngXgmZcpAjRpFn1OpUmwOc5188sl88cUXDB48mMWLFxeZkBGgffv2NGvWjPLly1OjRg3OPvtsQPJrZYW4iObss8/mvvvu45577qFevXrce++9IbUXDaLhmUwGPjPGPOvp/3LgYuegtfZZ4Fk4mmdrurW2la+GrLVZQJb3vuMh0KUobvPJJ3DFFfDtt3DOOcWfu3mzDHEV99OrWNG3mES7nEm3bt1YuXIlP/zwA9988w0PPfQQp5xyis9zK1SoUOC5d4p5XzkODx48eExRrMLHHYYOHcpFF13E1KlTefHFF3n33Xd5//33A307USXinom1djnwGrAYWAi8ZK1dZYyZZozRSJeixAA//ijbt94q+dxNm4qOlzhUqhSbMZO7776bF198kf79+/P000+TlZVFmTJl/MrSW5iqVauyfft2Dh06RE5ODlOmTDnmnKLSynfr1o3Vq1czcOBA7rnnHlauXBn8m4oSUcnNZa0dBYwqtK+Pj/PSkYC9oigRZPFi2X7+OSxfDq18jg0Imzcfmym4MLE6zHXnnXcyYMAAJkyYQHZ2Nk8//TQVK1bkzjvvDDizcfXq1Rk+fDhnnHEGVapUoWnTpsecc/PNN3PNNdcwc+ZMmjVrRuXKlQH497//zc0333y0ANfrr78elvcXSTQFvaIoBTh4UOIfl18OX30FZ58NH31U9Pl16sAll8Do0UWfc+aZkJ0NM2ceHynoYx1NQa8oiuu8/jocOgQ33QQ5OTBnTtHnZmfD9u1Fz+RyqFgRMjPDa6cSW2huLkVRCjB2LJx2Gpx6KrRtKwWvihqi2rZNZn7Fa8xECR8qJoqiHCU3F1avhp495Xm7drJdtsz3+SUtWHSI1ZiJEj5UTBRFOcqGDXDkCDix47ZtZfvnn77PL2nBokNhMUm0WG084dZnr2KiKMpR1qyR7QknyLZpUym1u2SJ7/M3bpRtSZ6Js87EWihXrhw7duxQQYkC1lp27NhBORfqJ2sAPlbJyYFhw6ByZXjiCSi0YEpR3KCwmJQqBa1bF+2ZLFsG5ctDSgkZ8SpVEiE5dAhSUlLIzMxk27Zt4TNc8Zty5cqRUtIfLAhUTGKVxYvzV4zl5UV/qbByXPDXX1C6dMGqiW3bwvTpvs9fvFjiKqV8JTvywjsNfe3aZZxpqEoCocNcsYqzaqxnT3jzTbmtUxSXWbNGFiB6ZQqhXTuZ1rt7d8FzrZWvaYcOJbcbbzVNlMBRMYlVFi2SgeYrrpAydjt3Rtsi5ThgzZr8IS4HJwhfOG6yeTPs2AEdjyltdyzxVtNECRwVk1jFueVzVvGvWxdVc5TjgzVr8mdyObRoIdvVq4891/t4cWgd+MRHxSRWWb1aEiI1bizPVUwUl9m5E7KyjvVMUlMhKelYMdmwQbb+xHJ1mCvxUTGJRfLyYMsWaNAgPxLqyTSqKG5ReCaXQ9my0KTJsWLipEdpWLhOqg9UTBIfFZNYZMcOWYpcrx7Urg3JyeqZKK7jVIr1keyWZs18eyYVK0LVqiW3rTGTxEfFJBZxlhXXqyfjC40a+V/2TlGCxEmN4svTaNYMVq0qOKkwM1PO9acencZMEh8Vk1jEW0xAbhWdMQhFcYnNm6X8bvXqxx5r317iKX/9lb9vwwb/hrhAh7mOB1RMYhFHTOrWlW3LlrBiRcTWmvzwA/z733D4cES6U2KEzZulNkmSj6tC796ydSowgngm/i6k1mGuxEfFJBYp7Jm0aCG/Qme/ywwZAnfdBf36wWOPSWYXJfHZsqXoHFutWsm9jSMmX30lYTwnu3BJlColOb5UTBIXFZNYZPNmycXljA04E/kjUBd648b8EbWpU2HECJg1y/VulRhg8+aixcQY6NsXpkyRuSFPPw3Nm8ONN/rfvtY0SWxUTGIR51ftRDYdMVmxwvWuP/5Ytt98k79ecto017tVYoDNm/NHVn3Rr59UVfzkE/jlF7j2Womx+IvWNElsVExikcK3iCkpIizOKjGX2LdPEhT36gXnnCNTRbt3VzE5HsjLg61bi08lf+65krNr+HB5ftllgfWhYpLYqJjEIoXFpHRpqFlTfu0uMmuWlGF96KF8p6hPH6kBvmePq10rUcZ7aVNRVK0Kp58uU4jbtJE4SiA4NU2UxETFJBbxNXhdp47rYrJwoWx79Mjf17evXGRmzHC1ayXKFJ5AWBT9+8v20ksD70NjJomNikmscfiwJEkqLCZ168p0GxdZsEBSaVSrlr/v5JNlFo4OdSU2zlerpIqJV14pNxjXXx94HzrMldhocaxYw/E+fHkmjuvgEgsXQrduBfeVKwcnnQQ//eRq10qUKTwbvSjq1ZNZfsGgYpLYqGcSaxT1q65Tx1XPZNcuCbh36XLssdNPl/IqhYsjKYmD89UqaZgrFDRmktiomMQaRY031K0rUfBDh1zp1nF6unY99thpp8nie11vkrhs3ixeaJUq7vWhMZPERsUk1nDEpE6dgvud59u2udKtIyadOx97rEcPWU+gQfjEpfDSJjdwxCQvz70+lOihYhJrZGXJ1jsKDvli4tKMrnnzpA5XrVrHHqtQAU48UeMmicyWLe4OcUF+QocDB9ztR4kOKiaxxu7dcntYuXLB/TVrytaFWvCHD8N338makqI4/XSYP1+HKRKV4lKphAtN9pjYqJjEGrt3y8B14dStTl5wF8RkyhQJx1x5ZdHnnHqqJHycNy/s3SsxQGamFPZ0E61pktiomMQau3f7Ll3niMmuXWHvcsEC2Z55ZtHndO8uWxWTxGPPHvlaObnY3EJrmiQ2URETY8xQY0yGMSbdGHOXj+PXGmOWGGNWGmO+M8a4PJobQ0RBTLZtgxo1pNZ3UdSqBWlpMHdu2LtXooxTxFPFRAmFiIuJMaY1cA/QCWgD3GiM6eh1vAHwJHCGtbYFsBQ4RnASlqws32JSvrzM3XRJTGrXLvm87t3VM0lE0tNl67aYaMwksQlYTIwxlY0xzYwxLbwfATTRH/jYWrvLWnsA+Bjo53U8Gxhord1qjCkNVAGyArUzbinKMwHxTlyImfgrJi1bSkGk7Oywm6BEkUiJicZMEpuA0qkYY+4GnkIu7t4z0i1Qx9drfJAK/OH1PBM46plYa7cBPxhjzgcmIuLSvQh7qgHVCu32s5BojLJ7t6Rk9UX16q55Ji38uB1ISZHFi5s2yTRiJTFITxfH158bilDQYa7EJlDP5F6gi7W2jrW2ttfDXyEByEMEwiEXOKYwrLX2f0B14FVgVBFtDQfWFnrMDMCW2KMkz8QlMfG1vqQwTr3vzMywm6BEkfXroVEjdxcsgopJohOomOwGDobY53qgkdfzFCDdeWKMOc8Ycy+AtTYPmAQ0KaKtl4C0Qo9eIdoXPawtOmYCEiUP8zBXXp7UsvDnrlTFJDHZutX9BYugMZNEJ9CswcORIaiPEWE5irX2MT/bmAx8Zox51tP/5cDFXsfXA68aY9601u4CrgB+9tWQtTaLQvEU4/btlZscOCDFQ4rzTBYvDmuXu3ZJlyomxy9btxY9shpOKlSQrcZMEpNAxeSfwCagElAhmA6ttcuNMa8Bi5G4y9PW2lXGmGnAA9baucaYl4F5xphs4HdgWDB9xR1OWt7CqVQcXAjAb98uW3/EpFo1uSComCQWW7bAGWe4309SkmYOTmQCFZP2QH1r7d5QOrXWjqJQHMRa28fr/y8DL4fSR1ziiElRnknt2vJLPHRIpgmHASfjfeG8kr4wRryTdevC0rUSA2Rny/2JP3//cKA1TRKXQGMm7wCDXLBDgZLFxEmeFMa6JmvXyjYtzb/z27SBP/4o+TwlPnCSUEciZgLqmSQygYrJGcDLxpgdxphlxpilzsMN4447nIzBJYmJ406EgbVrxePwd6pv166wcqWk4FDiHycJdSQ9E42ZJCaBDnPd7IoVilCSZ+LcPobRM/nrL5kWWlwqFW+c4lm//SaZhJX4xhGTSHkmOsyVuAQkJtZarWjhJiUF4F3yTJo29f98p6xvuMTku+/EIbviimMTJSvuU1QtNreoVEnLPycqga6A7wY8i6wNKfBaa20AlyTFJyV5Js4vPoxi8tdfcO65/p9fp46Yt2pV6H2vWZPfd4UK0K9f8ecr4WfTJtm6XcvEoWJF2LAhMn0pkSXQYa7xwNfAo4A7xciPZ3bvhlKl8ld3FaZsWVm4GKZhroMH5WISiGdiDJxwgohQKOzaBcO8Jnz37w/XXAMTJoTWrhIYGzdKHbbCtdjcQmMmiUugYpICPGKtDXUVvOKLrCwpjFXcwst69cLmmTgJ/vydyeVwwgmwaFFofT/0EEydCuedJ+tW/vgD3nsP3n5b6s0rkWHjRveLYnmjMZPEJdBR6jeBoW4YoiCeSVHxEocwionjXQTimYCISXq6rJwPlu++k/jLJ5/Aa6/lD7PMnx98m0rgqJgo4SJQMTkVeN4Ys9l7WrBODQ4TxSV5dKhbN2zDXM4ak2DEJDtbEgQGw7vvipBdd51kqz311Py1K9OnB9emEhwbNkRWTCpWlDW3odyIKLGJX8Ncxpj7gC+QrMGKW/gjJmH2TCpUCHwmT/Pmsl2+PPAaGJs2waBB8v/zz8/fX6sWtG8vYvLAA4G1qQSHteKZNGwYuT69a5pUqRK5fhX38dcz2Qu8iKSD7+/ZN9Na+5PzcMW6443iMgY71Ksnv8QwjBX89ZfESwLNjdm+vWyDWQnvVGqcOvVYj6h3b/j5ZzhyJPB2lcDZuVM+60gPc4EOdSUifomJtfY1a+25QE9gNnA9sMwY854x5kpjTITmgiQ4/g5zQViGujZsyM8EHAg1asjrfv898NcuWCDrSU4++dhjvXtL4mSNm0QGZ4quiokSDgKKmVhr91lrP7bWXgu0BkYDJwKz3DDuuMPfADyEZagrlDoWHToElw1/3jxo3To/Hbk3p50mW42bRAYn5tWoUfHnhROtaZK4BL3m2FqbZ62daa29x1rbIZxGHZdYKwmv/BnmgpDFxFoRk2BXPnfoAMuWBTYkNXUqfPstnHWW7+PecRPFfZzsz5EUE60Dn7gUKSbGmFLGmEuNMRcbY0p57b8iMqYdZ+zbJ2UPIzTM5WSyD0VMcnIkCO8vo0bJ8NiTTxZ9Tu/eMGuWxk0iwfr1ULp05Fa/gw5zJTLFeSbjgW5AJ2CGMaaZZ//xUagq0pSUMdihdm0JOoTomYSaLbaDxxf1N26SlyfB9XPO8T3E5aBxk8ixfr3ES0qVKvnccKFikrgUJyYNrbUPWmtHAlcDY40xEajHdpxSUpJHh1KlRFCiLCYtWkh2F3/FZMkSSaHSq1fx5znJI3/8MTi7FP9Zvz6yQ1ygMZNEpjgxKWuMSQaw1mYAFwJ3I9UWlXBTUpJHb8KwcDFUMSlTRgpl+SMm1sITT4gOllQetmZN8Xo0buI+0RATjZkkLsWJye1ANeeJp1Rvf+AOl206PglETMKwcDEcRZFatvQve/CKFTBpEjz8sH8Xry5dxJNR3CMvT3KiRUtM1DNJPIoUE2vtPGvtlkL7coHPjTHNjDEtvB+uW5roRFhMHMemdu3g22jWDDIyJLVKccyeLdsrr/Sv3ebNZaW8XnDcY9s2meQQaTEpV05Cfvq3TTwCmhpsjLkb2AH8gqwtcR4/h9+04wx/A/CQP8xlbdDdZWbK4sNy5YJugmbNJMdSRkbx582ZI2+rZUv/2nXStaxeHbxtSvE4a0z8LdccLozROvCJSqDrTO4Fulhr61hra3s9IlSnLYHxNwAP4pkcPhxSybp166BJk6BfDoiYQPEX/UOHYNo06N7d/0qKKibuE40Fiw5a0yQxCVRMdgNay8QNdu+WqLY/rkIYFi5mZIRPTIqLmzz8sIjCsAAmlPvTrhIa0RYT9UwSj0CLYw0HfjDGfIwIy1GstY+Fy6jjEicvlz9ZFx0x2bQJWrUKuCtrxTMpaiW6v9StK0NlxaVVmTYN+vSBSy7xv91KlURQZszQDMJusX693LfUqhX5vlVMEpNAPZN/ApuASkD9Qg8lFPzJGOzgDHSXFKwogl275Mcc6ni5MXDSSfDLL76PHz4Mf/4J3boF3vZll8H338OOHaHZqPhm/XrJRhBoxuhwoDGTxCRQz6Q9UN8zTVgJJ/4keXRo1EiuAk7d3QBxNCjUYS6Q7L9ffy3pzGvUKHjszz9lpleXLoG3e9ll8MwzMGUK/P3vodupFCQaa0wcKlXSm4REJFDP5B1gkAt2KFlZ/otJcrJUNApSTJzU4+G4mDgr1t9999hj06bJNhjPpGNHyRsVTJp7pWSiLSbqmSQegYrJGcDLxpgdxphlWrY3jAQiJiAlDp26uwHixO3DkeDv5JOlYuLDD0vSY4e9e+GFFyReEmhZYJBULS1bBleASyme3FypsKhiooSTQMv23uyuOccxgYpJWhr8FFyBS0dMgq1l4o0x8NBD8L//weTJMHCg7L/zTti+HZ56Kvi227cvOh6jBM+mTSIo0RITjZkkJlq2N1YIxjPJzAwqV/vmzVC9uoyWhYOTThJzxo+X55s2wdtvw223yfqSYGnfXmadeXs8SuhEc1ow6DqTREXL9sYCR45I3vVAxKRlS0mwFMTKvs2bw1vDwhi48UaJkTz/vKSRz8uDoUNDa7eFJ0nPX3+FbKLiRSyIyZEjWrMm0fBLTIwxFUDL9rpGIKvfHVq3lu2yZQF3F24xARGOqlXhnntg5UpZw+Jv+pSiSEuTbZChIaUInNl8kU6l4uDMgA8hgYMSg/g7zJVljPnFGPOUMeZsY0yFUMr2GmOGGmMyjDHpxpi7fBzvZ4xZZYxZaYyZaoxpGEj7cYeTlytQzwSCEpMtW8ITL/GmRg0Jln/1lYyHf/dd6G2qmLjDihWSLdrfZU3hRsUkMfF3nclpyBDXScA1QF1jzAJguufxs7X2gD8NGWNaA/cgFRwPAwuNMd9baxd7jpcD3gbOstYuMsbcCjwPJO5qg2DEpGJFubWMEc8EZNgknEMn1atDlSo6zBVuVqwI3WsMBedr7nztlcTALzGx1v4K/Aq8BODxFHoC5yKzvAzgbzi3P/CxtXaXp62PgX6Ak5SjIRLcX+R5/iNwk6+GjDHV8Kq54iHFTztih2DEBCRCPW+e5Efxcynz3r3iOUSy7newGCPeiXom4WXlSujfv+Tz3EI9k8QkoBXwxphSiHfSFzgbaAfMAKYG0Ewq4L16IBPo6Dyx1q4BLvX0Vw54BPF+fDEcGBFA37FJsGJy/vmy/Hz58vwYSgmEc/V7JGjaVAtlhZOsLCmMFgueiYpJYuFvAH64MeYrYDvwAlAWydNV21p7trX2uQD6zAO8yynlAjk++jwD+B2wwP1FtPUSkFboUUKV8RgkWDG56CLZfv653y+JNzHp3FmyB+uFJzysWCHbaIqJ45noMFdi4a9n8gKwx7OdZK1dGUKf6wHvkfUUIN37BE8RrluBYdba/xXVkLU2C8gq9NoQTIsSwYpJw4bQti3MnAn3F6W3BYk3MeneXUbxFiyAM8+MtjXxTyyIiXomiYm/s7nqAf9A7vyneGZijTXG/N0YE2jh18nAFcaYSp6Yx+VI3AUAY0xj4D7gpOKEJKHIyoJSpSSoHig9e8Kvv/pddTEjQ1KVxEPMBODEE2U7Z0507UgUVqyQnGfOTLloUNmzKk09k8TC30WL26y1E621g621qUAfYB4S28gwxvzmb4fW2uXAa0jAfSHwkrV2lTFmmjGmO9AdKI/UTVnueSS2qDir34Pxqnr2lJS9flaSysiQGVf+Vj2MNjVqSNxk4cJoW5IYrFgBJ5wgddiiRalSMktPPZPEItAAfAXkYn+S59ETGWZaHkg71tpRwKhC+/p4/jsX+DiQ9uKeQFOpeHPGGaIMr7wC//lPiaeHo8JipGnbFpZqKtGwEO1pwQ5Vq6pnkmj4G4B/zRizEBGOD4AOwNdAL2ttA2tt4q4BiQShiMkJJ8DNN8Nrr8HEiSWeHq9isnKl1EZRgic3VxzYWBCTatXUM0k0/PVMqiOpU6Zba1e4aM/xSShiAlJFavFiSdlbvTqce67P0w4fliSM8SgmOTmShszPGdCKD9atk+9ALIiJeiaJh78xk79ba0erkLhEqGJSvjx88QW0aweXXgqzZ/s8zUnwF29i0qaNbP/8M7p2xDvOTC4ngWY0Uc8k8YiTMGyCE6qYgNzqffutTBe+4AKfV954mxbs0Lq1BG216mJoxMK0YIeqVVVMEg0Vk1ggHGICkr1x6lTxVC6+WMaGvIhXMSlfHlq1kpE8JXhWrJCvWe1AJ/O7gA5zJR4qJtEmmFomxZGaKrO61qyBzz4rcCgjQ2Yfp8Rf9jI6doRFi6JtRXyzdKmIciys63WGufxcHqXEASom0SaYWiYl0b+/LCb56KMCuzMyoEEDWbQYb3TqJDGfnTujbUl8kpsL8+fnLwKNNlWrik1acTFxUDGJNsGmUimOUqWklm6hlX7xOC3YoVMn2epQV3AsWSIX7h49om2JoClVEg8Vk2izY4dsa9QIb7tdukju9l27ju6KZzHp6MkrrUNdweGko4kVMdFkj4mHikm02bpVtnXqhLfdLl1k6/FOcnNlmChexaROHahfX8UkWH7/XVKYnHBCtC0R1DNJPFRMoo0jJuGuo9utGyQnH10Vv2mTTO6KVzEBDcKHwtKlMsU6FoLvoJ5JIqJiEm0cMQn3fM3q1WHIEHj3XdiyJW6nBXvTubNcFA8dirYl8cfSpfmLP2MB9UwSDxWTaLN1q4w/lCsX/rYvv1zckUWLEkJMunaVt/PHHyWfq+Szcyds3hxbYqKeSeIRUNZgxQW2bg1/vMTBuXosXUrGoXOA+BcTkEJZfk1xtVaUJzkZZs2SK9e+ffDNN5Jt+b77ZAJE48ZS5CNBcZIhxJKYqGeSeCTuLyhecFNMatWS4bOlS8koBTVrBld/K1Zo0kRG7xYsKOakQ4dg3jxYvlwWbX7zzbHnpKbC00/LA6S4R9OmcNddkpq4cWN480047zz5wDZsgD59ZJwtDkVn5kzZxspMLhBHvGxZ9UwSifj7ZSQaW7e6O8WmTRsRkyrx7ZWABI+7di1CTObOlcebbxZM4nXrrSIWPXrkZ1OuXFnOnTpVFl/8+qtMdRsypGCbX3xR8HmzZiL8p54qC1+uvFLW9MQ4P/0E7dvLzUSsYIzc62zbFm1LlHChYhJttm6VBYZu0aYNfPABGQ0srVrFyFSeEOjaFf79b0mlnpzs2fn++3DttTL/uX59GDsWTjlFLvzVq/tuqEePgrfqeXkwfboUGtu0Cc46S7yagwdF7NesgTFj4Jdf5AHwwAPyuOkmN99ySGRnywjf4MHRtuRY6taVWI6SGKiYRJO8PLk1c2uYC6BtW+zu3WQcsZxzTmKISXa2xAG6dgXeflsu5qeeCqNGSUrcYPLFJCXBmWcW3Pd//5f//z59xHPZuVOKkW3dKqIydCg8+aRMxT733GO9mygzf76kfjv99Ghbciz16sGWLdG2QgkXOpsrmuzcKYLippi0acMOanLgYFLcD3NBfhB+3i/ZcOONcsvdu7cMSbVv737isRo1ZO3OtGmwZw889RRUqiTxmZtukvT/Dz4o3k0M8NNPsj3ttOja4Yu6dVVMEgkVk2ji/JJcFpMMREUSQUzS0uSO9ueXF8Bbb8mF+9tvZXp1pClTRoa5Fi+W8Zp//lOSYP3rXxLEb90abrsNPvww8rZ5mD5dKlXGQtr5wjhiopmDEwMVk2jiVioVb+rUIaNSOyAxxMQYOK39Ln5a0xB7x50yxBTtIHiZMnJlfPxxSE+XgvVDh8ossFGj4O9/h549I75AxomXxOIQF8hNQXZ2gfRxShyjYhJNIiEmxpBRuxuQGGLCwYP0WjSKTBqRMfDhaFvjm2bNRESWLpUMBCNHisCce65MFojQ4oqFC2VZTe/eEekuYJwMQhqETwxUTKJJJMQEyKjYhorso0b1BBhPGD2a07Z9DMDMP6pF15aSSEmBgQNhxAgJXiQlwTXXyEyzCCQZi+V4CYhnAho3SRRUTKLJ1q1ygXF5AUCGSaUJGZhtW13tx3XmzoWHH6bdmXWpVg1mzIi2QQHQvr14Km+9BX/9JVmdX3hBph67xE8/Sdgm3DlEw4Vjl4pJYqBiEk22bpXIaJK7f4aMg7VpQoZczOKVgwcl9lCrFknjx9GrV5yJCchiycGDZYFk27Zw993ipezdG/aucnJk5XusxktAh7kSDRWTaOKIiYvk5cHyzEq0ZEV8i8krr8gd/dix0LAhp50mYYi4vBDVrAk//wyPPgq//SYzv8I842vePNGoWI2XgKwnLVNGPZNEQcUkmmzcKCu2XWTtWjh4KIn25VZJvqp4ZN8+eP55OOecowsLnTiAk3cq7qhaFR55RFK5tG4tXtctt8gq/jAwcqRcrM85JyzNuUJSkoQLVUwSAxWTaLJxIzRs6GoXTsbYdmkH4ldMnnwStm+XO3kPnTtLDkYnyBy39Ogh43V33QWvvirpkH/8MaQm162DKVPgnnvys/PGKvXqxal3qRyDikm0yM2VVdINGrjajbO0oU3HMvEpJnv3yhDXgAEFcmmVKSPhhunTo2da2ChdWjyvDz6QRRd9+8Kdd8rNRhA4qcNi2Stx0FXwiYOKSbTYtk0ExWUxWbpU1pdUap8GmZmuBHtd5eOPJbnUzTcfc6hPH1lwHiOZS0Ln73+XN3ThhfDii9CrF0yaFPAS8VmzxGvr0MElO8OIJntMHFRMooVz1+nyMNeKFdCqFZ5/kKh1vLB2raQrad1aVpAXom9f2U6bFmG73KRCBfj8c5g9W242/vY36NfP7yvujh0webJ8XPFQeqVePZmHkpcXbUuUUImKmBhjhhpjMowx6caYu4o4xxhj5hpjUiNsXmTYsEG2Lnom1op2tGhBvpjE01DXo49K8P2TTySPSiE6dZK8iwklJg49e8rstVdekTfYrp2kazlypNiX3X23OL1PPBEhO0OkXj2Zxrx9e7QtUUIl4mJijGkN3AN0AtoANxpjOhY65xrgB8Cf4qzxSQQ8k02b5FrcsiVSk6NUqfgRky1bJIZw/fXimfjAyRr//fcJmiwwKUmKey1cCN27y+yvjh2LDNBv2iTZWm680acjF5M0bizbdeuia4cSOtHwTPoDH1trd1lrDwAfA/0KnbMKeBlI3Dps69fLxd3F5ckrVsi2ZUukklTTpvEjJl9+KVkAb7ih2NP69pVQ0LJlEbIrGrRuDf/7n4xf5ebC+eeLC1Jo9fxrr8ld/u23R8fMYHDyxWVkRNcOJXSiISapgPdXJxMocHturZ1jrZ0MHCiuIWNMNWNMqvcDSAmvuS6Rng6NGrk6sO2ER1q08Oxo1Sp+xOSrr+S2tX37Yk/r109u4N9/P0J2RZOLLhKv5JRTJBXLeedJXAmppf7669C/v+SZjBdSU2WrYhL/RENM8oBsr+e5QE6QbQ0H1hZ6xMcytvT0/F+SS6xYAeXLS75BQMRk5cqwLYxzjZUrpUZJv34+YyXeNGgg19Rx42L/bYWFhg1lXO/dd2X4q0sXmDmTIUMkGfE//xltAwOjWjXJMqNiEv9EQ0zWA428nqcA6UG29RKQVujRKwTbIkeExKRFC6/UX61aSQA3Pd3VfkPmzjtFBR96yK/TBwyQENSvv7psVywxcKBkHq5Xj+/6PMN//wuP3r2Hbt0CbCcvT2qvtGsnZYqfeUaGFyOEMTLUpWIS/0RDTCYDVxhjKhljqgGXA18E05C1Nstam+79QIbNYpvDh+Xq57KYHJ3J5RAPM7oyMiQ+cOutfqeaueACqdb76acu2xZrNG1K+vgZDCrzPi3MSu56rRm88YbMuvCHlStlLcvo0fK5//AD3H+/3yIeLlJTY//+RimZiIuJtXY58BqwGFgIvGStXWWMmWaM6R5pe6LC+vUy/chFMTlyRIbTW7b02uk8iWUxeftt2Q4e7PdLqlSRQPynnyborK4i+PVX6HFhbQ6VrcqnX5YluUtbGDZMJnVcdJEkLiv8gVgrySVfekly0ixfDu+8I/XsN2wQL+W55+DrryP2Ppo1g1Wrjq+/XUJirU2oBxLgt2vXrrUxy5Qp1oK106e71sW8edLFxImFDtSube0NN7jWb0hkZ1ubkmLtuecG/NK33pL3u3ChC3bFGEeOWDtqlLXJydY2bWrtsmWeA3l51k6dam3duvJhgLWVK1vbo4e1Z55pbYcO1rZpk3/szDOtzcws2PjBg9a2bm1t+/bSXgR47TUxZ/36iHSn+GDt2rUWsECqDfLaqyvgo4Hj07vomUyZIltPkt182rTJz/4Ya3zzjczzvfHGgF/av7/EhhJ9qOvPP+GSS2QU8JRTYM6c/NFLjBEXbelSWL1aFjleeaXEn5YskanopUuL5/HZZzB16rHrnMqVk8b/+AMWLIjIe3IcZmcquxKnBKtCsfogHjyTBx+0tnRpuRN3idNPt7ZzZx8HbrvN2ooVrc3Jca3voDnvPGvr15db7yDo3VtuvBORQ4esfftta8uUkbv4Z5910XHYtcvaSpWsvfRSlzooSGamvKdXX41Id4oP1DOJV1xeY5KbKxVufVbZ69QJ9u+HNWtc6Tto1q6V6cA33igpgYPg0kvlpjyWQ0KBcuAA3HefrFu8/npxLFetkvTyJcyaDp5q1aTTTz+NSK36Bg0kMWUi/d2OR1RMooHL04JXrZLF0R07+jjYqZNsI3CRCIgxY+TqWMKK9+K4/HIZyXFi+PHMnj1Hi0ry3HMyffbLL6WCYkQWJQ4bJjc7Eye63pUxUsU4VkdfFf9QMYkGLovJ77/L1qeYtGkj82jnzXOt/6CYNEkKcDRqVPK5RVC/vqxzfOcdmX0dbxw8CB99JBnoq1cXXW3fXha9//ij7A/SaQucmjXhrLOknHBOsGuK/adDB/neWp3RFbeomESa/ftljUlammtdLF4sd+ht2vg4mJws1fxmzXKt/4BZvVoy5F5wQchN3XSTZKCdPDl0s9zm0CEZjrzrLrj4YpnRe9VV4jQOHy4Jg//3vyKGKyPBDTdIBsb//tf1rjp0kPT5CVOb5jhExSTSOAPDbdu61sWcOdJ8cnIRJ5x6Ksyff0yiwKjhrGkIQ2nAs88Wp2/06JCbco3sbClXcsIJUjzytddkaPKyyyTbfEaGpN669VaoVCmKhl58sdyRvPCC6105hbwcr1qJP1RMIs2SJbL16TaEzqFD4nQcMyXYm1NPlSva3Lmu2BAQ2dmygO7EE8MSDEhKkhj+jz/GXh2wrCxZS1i5Mpx8sjipzz4ro55Llsjw3JlnilcZEyQlySLGBQvE3XURJ5Q3f76r3SguomISaZYulYHvE05wpfnZs0VQihWTk0+W7c8/u2JDQHz+uVxNw5ih8LrrJHY8ZkzYmgyJn36SEbzmzWUpzdChEtdesUJmZblYhSB0BgyQtSevvOJqN1Wryoy1OXNc7UZxERWTSLNkiazScimS+sMPcmdb7Dh7jRqS2C8WxOSDD6TcXhjiJQ7168sixnffjW4gPi9Paov07i0ZTM44QzKcvPSSxEZiWkQcatQQV2/8eNcrWPXoIWKiQfj4RMUk0vz+u1zIXWLaNOjWTfJVFcupp8p4WAllYF1l926JMF95ZdjHdpxA/DvvhLVZv8nMlMlQr7wisY/Vq2XCWo8e0bEnJJxFLc8842o3PXpIyWFN+hifqJhEkp075e6uc2dXmt+7V8Igffr4cXK/fvKCb75xxRa/+OwzcR2uvjrsTZ91lnhnDz0ks4QiyZQpUjZ33jwJrr/8MlSoEFkbwkqjRjBoELz1Vn7MzwUcodWhrvhExSSSOEFMJ9oYZmbMkNXvxcZLHM4+G+rUgQkTXLHFLyZMkFLC3cOfLNoYePVVcX4efDDszRfJs8/KpLTKleXvMWyYiyvVI8kTT4i7e+21rtU7ad9e0ogdV3VpEggVk0jirDr3uZowdH74QaYDO/H1YildWpaMf/NNdKYIL1ggBt94o2tX27Zt4ZZb5Iba7SSCW7dKfOT+++GKKyRG4tI9Q3SoU0fmWy9YAE8/7UoXpUtD164qJvGKikkkWbRIosMuRV6nTRMhKV/ezxdcdJEkf/r+e1fsKZZXXpE73X/8w9VuHnxQPo9hw9xbyD1tmtxVv/qqrPMbN04mQCUcl14qMweeeEJWxrtAnz4yPLhxoyvNKy6iYhJJFi927XY1I0OaD2jdX+/ektTPpQtDkezfL0kEr7zSj5kCoVGnDvznP7LuxI366G+9JVnfq1SRe4UxY+I8PlISo0bJd/jvf4d//zvszQ8YILPgIpASTAkzKiaR4sgRWWPikpg4dTwuuyyAF5UtK8HvTz6BXbtcscsn48dLadlrrolId4MGwZAhMhnps8/C0+a6deLt/OMfIiZ//OHqJL3YoVYt+OUX+aLdc0/Yy1s2by6B+GiG8pTgUDGJFEuWSODSBTGxVn58nToFsYh8yBARukjV/T5wAEaOhNNOk0eEeOUVWWQ/YIBkug+FyZNlgd3bb4tQffhhgg5rFUXp0pLSuFkzEZX77w+roFxzjXjZf/wRtiaVCKBiEilmzJCtCwsNZs+WgO/QoUG8uGNHuO02eP31yNQ4mTRJotWPPhrRaU7JyZICrFUrqVT400+Bt7F5M/TqJa9v107yaY0ZIwl2jzuqVpU1U0OGyBS2008PW/6av/1N9Oq998LSnBIhVEwixZQp0KKFFKYIM5MmyZ3xgAFBNnD33ZKHady4cJp1LHl5EsBo2TIqqXBr15Y/Q9Omks597Fj/bqhXrxYPpFEjmcw0ciR89x00buy2xTFOcrLchLz1lhQjOfHE/KSdIVC7Npx7Lrz/vkx1V+IDFZNIcPgwTJ8elqy4vpg6Ve6Yg84wm5Iiv94xY2QYyi3eeUeuxg88ELXFF7VqyefVpYvMvGrVStKDFRaV7dtl5vKjj4oXMmmSxEcWLIARI2TegoLchAweLLMPHJXu1g2++iqkoa/rroMNG+DJJ8NnquIywdb7jdUHsVgDfto0KXL95Zdhb/rbb/NrgofEzJnS0L/+FRa7jmHLFmurV7e2Vy8Xi5f7T26ute+8Y2379vK269e39vLLrR0+3NoLL8yvtQ7WXnCBtRs3RtviOGDfPmtfftnapk3zP7hZs4L6e+flWXvNNdaWKmXt8uUu2KoUIBw14KN+8Q/3IybF5L775Oq0d29Ym921y9rkZGubNbM2MzMMDfbvb2358tauWROGxgpx9dXWli1r7dKl4W87BPbssfaVV6w96yxr09Lkz9S6tbW3327t999bu3lztC2MQ44csfaFF6ytVEkuMa1aWfvcc9bu3x9QM1u2SBOXXOKSncpRVEziQUxyc61t0cLa008Pe9MTJshfcPbsMDW4fr21lStb27dveL2Hb74RQ0eODF+bLhEDTlPisHevtWPHWnvKKfL3b9pUlDs93e8mHntMXjptmot2KmERE42ZuM0XX8gsl6CmWhXP++9Dw4ZhTG2VkiKLMb7/PnzB+P37ZUFGq1YyhTTGSYg8WrFCpUpw/fVS6mD6dCm7cNttUrK6c2f417+k+E4x3HmnrD255BJNABnrqJi4ibVycU5LkzxYYeLgQckD9e23cPPNEgMNGzfdJNH8O+6QZfWhMnKk5BQfM6aYOsJKwnP66bJod9UqmdVQpYpMxKhVS8oDv/WWzxwqFSvKRIjatSU36ezZkTdd8ZNgXZpYfRBLw1wzZoiP/p//hLVZx/Xv1cvaAwfC2rSwZo0MVp92mrU5OcG3M2uWRFCHDAmfbUri8OOP1v7jH9Y2bmyPznbo2tXaESOsnTtXhog9rFsnMa1SpWSyiQ5HhheNmcS6mFxwgbW1agUceCyO11+3tlw5ay++OGxN+uadd+Tr0a+fzNIJlF9+sbZKFbkC7NwZdvOUBCIvz9rff7f26aclvpKUJN+9ChWsbdDA2sGDrZ082e5Yt89efrk9OnsxI8Olm6njEBWTWBYTZ87uY4+FpbmdO629+25p8pxzIjBVNS/P2pdekh92nz4ytcZffvhBPJtmzeSWUlECYft2a997z9rbbrP2yivlpgSsLVXK5rbvaM9vtPioI1OhfK798MNoGxz/hENMjLWJVXDZGJMKrF27di2pqanRMWLLFujQQVLWzp0bQE74YzlyRHLp3XKLFGq87jp44w3XSsgfy7vvShylWjUJng4dKnXBfbF2LbzwgpQXbNFCcrM3bBghQ5WE5cgRmDlTUj8vWMDBnxfwyb6z2Ucl3uMaZnEqDStl0SN1C21SD3L/f1Ko2KRWtK2OK9LT00lLSwNIs9amB9OGiokHa2H+fEkw17ixXP979ZJju3dLHP2ss+CMM2SR+JgxkkG9QYNCDc2ZAwMHSlrZefOKTSWbnS3pIryTBFoLWVnSxy+/wOOP52ekfe891+pqFc8ff0ikf+ZMCZxecIGIZb16MgNszRrJPDx1qkyHuuUWWbpcuXIUjFUSnj17JLnarl3sTd9BzycuYGV2Gilkkk4atdlKhzLLaVVxPd1a7uW882DF3gZ06VuDpMYpmIYNKF+1bLTfRUyhYuKDUDyTtDSZeORw4onyfM8eyYgCMk2xUiVJrAiSZqpbN/hrTR5pe/8gdcnXNKmxhxOfuYKl5bvy1VeiLbm5cu398ksRp6ZNpZjSjh1SbPDnn2UC1aBBUprdmxdflFQeZaP9/f/jD3jsMfG21q0reKxJE5kGeu21ruQfU5Si2LPbcvhALrXL7+P797cw4Z1slq+rwLJd9dibc2xxGUMe5yT/RJvqm5i+rytd6m5kW1IdWqce4qQTc6japBpbqEv3vlWo10CmSm7bBsuXS7LPWrWkiJev32NurlRXqFQJSpWSfbt2SVq6mjXlt3/4sKSK6dxZbh6Nyd/6g7XirCUny01n+fLy2iNHJKtNMEsF4lZMjDFDgQeQMbpR1toXCh0/BRgDVAamAzdYa4/42XYqQYrJnDniJSxfLsV5VqyQ/wP85/lDHMgty+xfk1i40HJml93Ur7yPqTPKkrGlHA2yM9iYU4dt1MZ7+Y7zRfFFjRry5du9u+D+gQPFa2nbFvr3lyp+MceePaKEa9aIK9e8uS7SUGIKa+U3/dWk/dSudIj9mTspvXsn27fk8twsqW19UuU/WbKvCXusby86mUMcxnd9gS4pWzizx34mTK1HubJ5VK2Yyx/rqmCtIblsHh3b5tC1RxneGgvZ2YbmzWHtWktOjvxO6taVoesTToBNm8TZr15dkmonJcloeenSskQrK0sEqEsXuadbtkxGnrOyRExOOUWEZO9eEbxAc8fFpZgYY1oDXwHdgMPAQuBv1trFnuOlgVXAFdba+caY8cB8a+0rfrafSrAxk75989dW1KoFderwU3oTvt3Ugae23YipWFHU5vBhuf1wqFQJzjsPBg9mz0nnMGNGft6700+XNYCHD8sXxBn1qlZNvJpPP5UlKLfdJsJ14YVw662Bma0oSmDMnStlnE8+WbbG5rF4+i4yFmdxeNNOWpZew/9mV2fznvJUT9pD/aQtNLSZtKmYwfy/avDF5u5Mzr2Qg1TgbL4jiTwAurCQGuxkM/X4gv6spCVNSOcyPuHf3AXAZaU/p5VZwcayTaiWvZ2JOZez21YhpdwOSpWCRhV2kEMp6ibv5mBuWf63uTPta20ipVIWX69tQ7taW7iowTy2ZFenYdV9bD1cjXeXdOPE+pnc1eRjzv7+XkqXDuzziFcxuQ+oYa29z/P8CeCQtfYJz/MewCvW2h6e532B+621ff1sP5VgxeTOO+V2ACSYvG+fqMDWrXKF37NHvnlJSfkxgzZtIDU16JWD1kpspGfPfLdYUZTYZ/eyjWyZk07zMxthso+IW+A89u0jZ+NW5vywn2Ztk6lb/QgvjqnICdV30r/7ZvHi9++HKlU4vHwtHDhA8uE9khEgN1cenmENu2kzBrlOHz5kKWsPY+rWkXGtQ4fg4EGysy1lkvJkOGPWrIDjleEQkwD1KyykAt411DKBjoWOZxQ67nNKkDGmGlCt0O6UoC3zVdM6kMHMIDBGXFRFUeKLqq0bULV14Rk4+ZQGThme//yOe32fV1JeCO+rj89zraXMhg0yRlaxYgmtuUc0xCQPyPZ6ngvkBHDcm+HAiHAadwwaB1AUJZYxRmZVRploiMl6oJHX8xQgPYDj3rwEjCu0LwWYGYJ9iqIoSoBEQ0wmA58ZY5719H85cLHX8blAijGmDbAMGAJ85qsha20WkOW9z6gnoSiKEnEinjXYWrsceA1YjMzkeslau8oYM80Y091amwcMAv4LrEXE4t1I26koiqL4TzQ8E6y1o4BRhfb18fr/DKBtpO1SFEVRgkPrmSiKoigho2KiKIqihExUhrlcphRAZmZmtO1QFEWJC7yul0EvnU7ERI+nolODFUVRguE8a+23wbwwEcUkGTgR2IQseIwUzvqWXsiq/VhB7QoMtSsw1K7AiFW7GgM/AS2ttSuDaSDhhrmstYeBnyPdr9f6lsxgc9u4gdoVGGpXYKhdgREHdvmVnd0XGoBXFEVRQkbFRFEURQkZFRNFURQlZFRMwkcW8CiFcoXFAFmoXYGQhdoVCFmoXYGQRYLalXCzuRRFUZTIo56JoiiKEjIqJoqiKErIqJgEgTHmRWPMOM//LzHGrDbGZBhjnvc65xRjzBJjzDpjzHhjTNkI2/W+MWaFMWa553F2pO0yxszw6n+5MaZtLHxeRdgV9c/L09+lxphVns9ojDEmyRgz1PN5pRtj7vI61+dnGUG7jvkcI2mXMWZkof7XGmM+ifZ3rBi7ov4dM8Y87el7tTHm30YIz+dlrdVHAA/gHGArUuGxBrABqVtfCpgO9EcWg64FunleMx64LVJ2eZ4vBsoWOieidgHLCz2Pic+rsF0x9Hk1ADYCaZ7P5yfgdmANUB2oACwHOhb1WUbQrv5FfI4Rs6tQv0nANOCUWPiOFWFXVL9jwJnAr54+ywLzgAHh+rzUMwkAY0xt4DHgSc+us4CfrbXp1tpc4D3kD9EV2Gqtne85b7xnf6TsAihnrS28mjVidhljagE7Cu2O+udVhF0Q5c/Lw8XA59batZ7PZwBQDfjYWrvLWnsA+BjoR9GfZaTs+g3fn2Mk7fLmZkRoU4roP9J/ywJ2WWtnEf3vWA6QDJTz2jYjTJ9XwqVTcZm3gPsQFcezzfA6ngk0LGZ/ROzyiEsVY8xMoDbwPXB3hO1KA+oaY+YAVZDKmfuL6D/ado0i+p8XQEugtDFmmqef/wHlgT8K2dARyI6gbb7s+ohjP8cRRP4zwxhTCbgXycl3bRH9R9WuWPhNWmtnGGM2A1sAA8wCDhXRf8B2qWfiJ8aYfwArrbXTvXbnIT9qh1xE/YvaHym7ygBjgQuBTsiX9+FI2oV8SccCpwMnAb2L6T/adv2D6H9eABWBnsDfPHa0B4YUYUMkbfNlV3eO/RxviLBdDoOAydbazcX0H227ov6bNMZcjwxv1QXqef4fts9LPRP/OQdoY4zpB1RFxq//D3jf65wUIB1YDzTysT9SdiUD11lrDwEYYyYANwFfRtCu1cALHrf+kDFmEjL+P9tH/5H8vHzZ1Ra4I8qfF8B24Btr7XaPHZ8BZxRhwwbkoh4J23zZ1RUYVuhz7IDc7UbKLodbkN8iyHfJV/+R/I75smsH8ESUv2PdgE+stfs8NkwC7gB+8dF/4J+X2wGoRHwgdxzjkPHs9YjKJwMzkCBXEvAX0AZxJycC10fQrquQQFpZjy3vIsNgEbMLuB8RWuP5bL5H7myj+nkVYde10f68PLadBiwEKiHB0M+BB4Flnn3VgCVA86K+exG2y9ffN2J2eWxLA9Z7PY+J36QPu2LhN3kjIl5lPH/HT4BrwvV5ufJBJvoDz0Xb8/8rgJWIao/wOuc0zw8/HXgdKBUpuzxfhFeQ2RhLPf0nR9IuxEP6wGPDEuBxz5cyqp9XEXaVivbn5WXfPxDxWAo84/nMbkVmdP0F3Oh1rs/PMkJ2VfT1942CXYOASYX2Rf03WdiuGPlNJgEvACuQyQrPh/M3qelUFEVRlJDRALyiKIoSMiomiqIoSsiomCiKoigho2KiKIqihIyKiaIoihIyKiZKXGKM+dAY84bX8zrGmDxjzJ1e+3oaY7I9aS3C2fdI777D3PY4Y8z9wfRjjPnIGNOo5DNLbKe6Z2GioviNiokSr0xHUnw49AX2erYOJwELrGfFbyJjjDkFOGKtXR9qW9baXUCGMebC0C1TjhdUTJR4ZTrQzsvr6IssyDrFGFPGs+8kz3kYY5obY342xhz01Ge41bP/A2PMy06jxpiLjDF/ev7fyRjzqzFmvzFmqjGmSWEjjDE1jTEfG2N2G2P+NMac4dnf2xgz11MzYq+nhkR3z7FkY8xYz2t+9fx/pMcjuRZ42vFOgJqevg8ZY37xJAz0xf3AGE/7I40xbxljvvbYPt0YU9NzLN0Y84gxZr0xZpsx5ipjzOee86YYYyp72nsLeCSgv4hyXKNiosQl1trlwDYk4SBAH2ASspL3JM++o2KCpOefjtTbuAp40RhTFcl2e4FX0xcBH3lE6mvgX0i21IXA2z5MGe/psxHwKPCJMaai51g3pA5IPeAr4FnP/geRZHupwD0ee7DW/gtJs/GA5/8gab+f9bRxGMnnVABPf6dRMO/ZAOA5pBZJaWQVvcOZQBfPe5voeZ/1kVQf13ps+RNoYoxp4OM9K8oxqJgo8cxPwEnGmOZAkkdgvgf6GmNSkAvwz55zHwWeJj83Uh5ScOpbJJV6S2NMEpLV9SPPdpG1drK1NgvJ8HqSMaaa07kxph5wKvCwtXaPtfa/SAGkPp5TtiNJJfcjYpLi2X818JSVGiUzkRxJRfGdtXaqx4bvyS9/4E1XYK211jur69fW2unW2t2e16V4HXvJWrsNEZ8sa+0Ya+0eYD4iPg6/ky/MilIsmjVYiWemI17FTuSCiWf7BHIh9I6XdAImAweABUhOIqy1B40xX3vamQNssNauNMZcApxvjCmcb6ie1/+bILU8cowx3ud8BOwBdtr8fEWHyP+9NQbWeZ2fWcx73OT1/1x8/2brArsK7dvu9X/vvkHqWYAI6u5Cr/O+wdyJyzU/lMRBPRMlnpmOBOH7ki8ms4B2wLnkx0sqIENUF1trOyKpwb2/+x8jYnIRIgQgF9z/WmuNtdZ4zu+GDGnhdc5W5xzPea2QoaPi2A/U8XreuJhz/UmeVxqPOPqJvwn5LCI4ilIiKiZK3OIZ1spBhOB7z75DSJ3r/yM/XpKEZAauaIypjsQSLJJBGKRyYBcke+okz75vgF7GmFM98ZP7gTettUcvrtbadCDdGHOzMaaiMeZsZOjIabcopgH3GWOqGGPOBC71OpYD1Arkc0CyutYI8DX+UA3Y6kK7SgKiYqLEOz8hlSa3eO2biny3fwbwDHXdDXyHDH/9hngP4z3HD3hes91a+5dn3xak1sMbyAX1PDyB8kJcBVziOecV4Fpr7SYf53lzK5LCfTMSBP+a/Cp23wH/MMbc4d/bB2RyQBNjTHIAr/GHdogwK0qJaAp6RYkwxpimyPCYU/FuIvCTtTbohZCeuM+/rbXTwmRjC+ADa223cLSnJD7qmShK5HkEeMEYU8kzzHUB8EOIbf4LuD5ky/K5ESmCpSh+oWKiKJHnIaAZMjT2DnC7tXZl8S8pHs8UY2uMSQ3VOGNMFaCdZ6qzoviFDnMpiqIoIaOeiaIoihIyKiaKoihKyKiYKIqiKCGjYqIoiqKEjIqJoiiKEjIqJoqiKErI/D/BC260uw10VAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Convert the solution to 12-bit device settings for STLAB\n", + "background_settings, modulation_settings = op.weights_to_settings(res.x)\n", + "print(f'The background settings are: {background_settings}')\n", + "print(f'The modulation settings are: {modulation_settings}')\n", + "\n", + "# Predict the spectral power distributions\n", + "background_spec = cc.predict_spd(background_settings).squeeze()\n", + "modulation_spec = cc.predict_spd(modulation_settings).squeeze()\n", + "\n", + "# Predict aopic irradiances\n", + "background_ao = cc.predict_aopic(background_settings)\n", + "modulation_ao = cc.predict_aopic(modulation_settings)\n", + "ao = pd.concat([background_ao, modulation_ao])\n", + "ao = ao.reset_index(drop=True)\n", + "ao['Condition'] = ['background', 'stimulus']\n", + "ao = ao.melt(id_vars='Condition')\n", + "\n", + "# Plot the predicted spectra\n", + "fig, ax = plt.subplots()\n", + "wls = np.arange(380, 781)\n", + "ax.plot(wls, background_spec, c='r', label='background')\n", + "ax.plot(wls, modulation_spec, c='b', label='stimulus')\n", + "ax.set(ylabel='W/m$^2$/nm',\n", + " xlabel='Wavelength (nm)')\n", + "ax.legend(title='Condition')\n", + "\n", + "# Plot the predicted a-opic irradiances\n", + "ax2 = sns.catplot(data=ao, x='variable', y='value', kind='bar', hue='Condition')\n", + "ax2.set(ylabel='W/m$^2$',\n", + " xlabel='');\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is a good start, but it is unlikely to be the exact solution we are looking for, as SciPy's SLSQP solver is a 'local' minimzer. This means that it will attempt to locate the nearest minimum to its starting point, which in our case was completely random. Suppose for example that we wanted our melanopic pulse to be at least 400% contrast. For this we would need to search for a better solution using ['global' optimisation](https://en.wikipedia.org/wiki/Global_optimization). One approach is to use SciPy's [basinhopping](https://en.wikipedia.org/wiki/Basin-hopping) algorithm in conjunction with the SLSQP solver. This will conduct a series of local minimisations, each time starting at a different coordinates in the problem space. We can save all of the acceptable intermediate solutions and call off the search when we find a solution that has at least 400% melanopic contast. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Melanopsin contrast at minimum: -0.9601677025732747, accepted True\n", + "Melanopsin contrast at minimum: -1.0998763269931218, accepted True\n", + "Melanopsin contrast at minimum: -1.3808011866403724, accepted True\n", + "Melanopsin contrast at minimum: -1.1142768046530183, accepted True\n", + "Melanopsin contrast at minimum: -1.2046768134767794, accepted True\n", + "Melanopsin contrast at minimum: -1.3392995621403112, accepted True\n", + "Melanopsin contrast at minimum: -1.6541107541618572, accepted True\n", + "Melanopsin contrast at minimum: -4.287293801731514, accepted True\n" + ] + } + ], + "source": [ + "from scipy.optimize import basinhopping\n", + "\n", + "# A random starting point for the optimisation\n", + "x0 = np.random.rand(1, 20)[0]\n", + "\n", + "# The aopic data from original spectrometer measurements\n", + "sss = get_CIES026(asdf=True)\n", + "sss.fillna(0, inplace=True)\n", + "aopic = cc.data.dot(sss)\n", + "\n", + "# Create an instance of our optimisation problem\n", + "op = OptimisationProblem(aopic)\n", + "\n", + "# Define bounds of 0-1, which makes sure the settings are within the gamut of STLAB\n", + "bounds = Bounds(np.ones((20))*0, np.ones((20))*1)\n", + "\n", + "# Define constraints and local minimizer\n", + "constraints = {'type': 'eq',\n", + " 'fun': lambda x: op.cone_contrast_constraint_function(x)}\n", + "minimizer_kwargs = {'method': 'SLSQP',\n", + " 'constraints': constraints,\n", + " 'bounds': bounds,\n", + " 'options': {'maxiter': 100}\n", + " }\n", + "\n", + "# List to store valid solutions\n", + "minima = []\n", + "\n", + "# Callback function to give info on all minima found and call off the search\n", + "# when we hit a target melanopic contrast\n", + "def print_fun(x, f, accepted):\n", + " print(f\"Melanopsin contrast at minimum: {f}, accepted {accepted}\")\n", + " if accepted:\n", + " minima.append(x)\n", + " if f < -4. and accepted: # the target is 400% contrast\n", + " return True\n", + " \n", + "# Start the global search\n", + "res = basinhopping(op.objective_function, \n", + " x0,\n", + " minimizer_kwargs=minimizer_kwargs,\n", + " niter=100,\n", + " stepsize=0.5, \n", + " callback=print_fun)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Good. We have found a solution that gives 428% melanopic contrast. As before, we can plot the spectra and *a*-opic irradiances to see they look." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "\n", + "# Convert the solution to 12-bit device settings for STLAB\n", + "background_settings, modulation_settings = op.weights_to_settings(res.x)\n", + "\n", + "# Predict the spectral power distributions\n", + "background_spec = cc.predict_spd(background_settings).squeeze()\n", + "modulation_spec = cc.predict_spd(modulation_settings).squeeze()\n", + "\n", + "# Predict aopic irradiances\n", + "background_ao = cc.predict_aopic(background_settings)\n", + "modulation_ao = cc.predict_aopic(modulation_settings)\n", + "ao = pd.concat([background_ao, modulation_ao])\n", + "ao = ao.reset_index(drop=True)\n", + "ao['Condition'] = ['background', 'stimulus']\n", + "ao = ao.melt(id_vars='Condition')\n", + "\n", + "# Plot the predicted spectra\n", + "fig, ax = plt.subplots()\n", + "wls = np.arange(380, 781)\n", + "ax.plot(wls, background_spec, c='r', label='background')\n", + "ax.plot(wls, modulation_spec, c='b', label='stimulus')\n", + "ax.set(ylabel='W/m$^2$/nm',\n", + " xlabel='Wavelength (nm)')\n", + "ax.legend(title='Condition')\n", + "\n", + "# Plot the predicted a-opic irradiances\n", + "ax2 = sns.catplot(data=ao, x='variable', y='value', kind='bar', hue='Condition')\n", + "ax2.set(ylabel='W/m$^2$',\n", + " xlabel='');\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After conducting some spectral validations to check that STLAB reproduces these stimuli faithfully, all that remains is to make video files for the presentation. Here we make a video file that will present a 2 second melanopic pulse half way through a minute of the background spectrum. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The background settings are: [4036, 1364, 0, 0, 0, 194, 2949, 195, 280, 0]\n", + "The stimulus settings are: [0, 0, 1494, 3455, 4094, 0, 0, 974, 3770, 4029]\n", + "\"melanopsin_pulse.dsf\" saved in the current working directory.\n" + ] + } + ], + "source": [ + "from pyplr.stlab import background_pulse_protocol\n", + "\n", + "# print the settings and make video files\n", + "print('The background settings are: {}'.format(background_settings))\n", + "print('The stimulus settings are: {}'.format(modulation_settings))\n", + "background_pulse_protocol(background_spec=background_settings,\n", + " pre_pulse_duration=29,\n", + " pulse_spec=modulation_settings,\n", + " pulse_duration=2,\n", + " post_pulse_duration=29,\n", + " fname='melanopsin_pulse')" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/docs/PLR-3000-180-mw.dsf b/docs/PLR-3000-180-mw.dsf deleted file mode 100644 index 141d811..0000000 --- a/docs/PLR-3000-180-mw.dsf +++ /dev/null @@ -1 +0,0 @@ -{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-05-27 08:33:12.766758", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[21, 1317, 83, 0, 0, 0, 796, 67, 0, 0]", "pulse_duration": "1000"}, "spectra": [[21, 1317, 83, 0, 0, 0, 796, 67, 0, 0], [21, 1317, 83, 0, 0, 0, 796, 67, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file diff --git a/examples/PFR/stimuli/PLR-3000-10-mw.dsf b/examples/PFR/stimuli/PLR-3000-10-mw.dsf index 9de7f6c..265f52e 100644 --- a/examples/PFR/stimuli/PLR-3000-10-mw.dsf +++ b/examples/PFR/stimuli/PLR-3000-10-mw.dsf @@ -1 +1 @@ -{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-02-10 13:23:56.116420", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[0, 68, 3, 4, 0, 0, 45, 5, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 68, 3, 4, 0, 0, 45, 5, 0, 0], [0, 68, 3, 4, 0, 0, 45, 5, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file +{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-08-06 10:34:44.790505", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[0, 60, 52, 0, 0, 0, 87, 154, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 60, 52, 0, 0, 0, 87, 154, 0, 0], [0, 60, 52, 0, 0, 0, 87, 154, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file diff --git a/examples/PFR/stimuli/PLR-3000-121-mw.dsf b/examples/PFR/stimuli/PLR-3000-121-mw.dsf index bb6c61f..4bb0490 100644 --- a/examples/PFR/stimuli/PLR-3000-121-mw.dsf +++ b/examples/PFR/stimuli/PLR-3000-121-mw.dsf @@ -1 +1 @@ -{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-02-10 13:23:56.140004", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[0, 775, 85, 2, 0, 0, 513, 49, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 775, 85, 2, 0, 0, 513, 49, 0, 0], [0, 775, 85, 2, 0, 0, 513, 49, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file +{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-08-06 10:34:44.776813", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[0, 748, 38, 0, 0, 0, 587, 214, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 748, 38, 0, 0, 0, 587, 214, 0, 0], [0, 748, 38, 0, 0, 0, 587, 214, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file diff --git a/examples/PFR/stimuli/PLR-3000-180-mw.dsf b/examples/PFR/stimuli/PLR-3000-180-mw.dsf index f9b7314..dab8a91 100644 --- a/examples/PFR/stimuli/PLR-3000-180-mw.dsf +++ b/examples/PFR/stimuli/PLR-3000-180-mw.dsf @@ -1 +1 @@ -{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-02-10 13:23:56.147046", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[0, 1105, 143, 0, 0, 0, 740, 70, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 1105, 143, 0, 0, 0, 740, 70, 0, 0], [0, 1105, 143, 0, 0, 0, 740, 70, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file +{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-08-06 10:34:44.767888", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[0, 1176, 18, 0, 0, 0, 855, 225, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 1176, 18, 0, 0, 0, 855, 225, 0, 0], [0, 1176, 18, 0, 0, 0, 855, 225, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file diff --git a/examples/PFR/stimuli/PLR-3000-50-mw.dsf b/examples/PFR/stimuli/PLR-3000-50-mw.dsf index 542c211..c8cafad 100644 --- a/examples/PFR/stimuli/PLR-3000-50-mw.dsf +++ b/examples/PFR/stimuli/PLR-3000-50-mw.dsf @@ -1 +1 @@ -{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-02-10 13:23:56.129006", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[28, 315, 0, 37, 0, 0, 211, 22, 0, 0]", "pulse_duration": "1000"}, "spectra": [[28, 315, 0, 37, 0, 0, 211, 22, 0, 0], [28, 315, 0, 37, 0, 0, 211, 22, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file +{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-08-06 10:34:44.784227", "creator": "jtm", "protocol": "pulse", "pulse_spec": "[176, 184, 80, 0, 0, 0, 308, 122, 0, 0]", "pulse_duration": "1000"}, "spectra": [[176, 184, 80, 0, 0, 0, 308, 122, 0, 0], [176, 184, 80, 0, 0, 0, 308, 122, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file diff --git a/examples/PIPR/stimuli/1s_blue.dsf b/examples/PIPR/stimuli/1s_blue.dsf index 10ac671..145c0da 100644 --- a/examples/PIPR/stimuli/1s_blue.dsf +++ b/examples/PIPR/stimuli/1s_blue.dsf @@ -1 +1 @@ -{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-03-30 12:37:54.954983", "creator": "jtm", "color": "blue", "protocol": "pulse", "pulse_spec": "[0, 0, 0, 3708, 0, 0, 0, 0, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 0, 0, 3708, 0, 0, 0, 0, 0, 0], [0, 0, 0, 3708, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file +{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-08-03 20:11:49.677798", "creator": "jtm", "color": "blue", "protocol": "pulse", "pulse_spec": "[0, 0, 0, 3705, 0, 0, 0, 0, 0, 0]", "pulse_duration": "1000"}, "spectra": [[0, 0, 0, 3705, 0, 0, 0, 0, 0, 0], [0, 0, 0, 3705, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file diff --git a/examples/PIPR/stimuli/1s_red.dsf b/examples/PIPR/stimuli/1s_red.dsf index 3ee68a5..d935a91 100644 --- a/examples/PIPR/stimuli/1s_red.dsf +++ b/examples/PIPR/stimuli/1s_red.dsf @@ -1 +1 @@ -{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-03-30 12:37:54.970605", "creator": "jtm", "color": "red", "protocol": "pulse", "pulse_spec": "[0, 0, 0, 0, 0, 0, 0, 0, 0, 2899]", "pulse_duration": "1000"}, "spectra": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 2899], [0, 0, 0, 0, 0, 0, 0, 0, 0, 2899], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file +{"header": {"version": 1, "model": "VEGA10", "channels": 10, "spectracount": 4, "transitionsCount": 4, "fluxReference": 0, "repeats": 1}, "metadata": {"creation_time": "2021-08-03 20:11:49.682796", "creator": "jtm", "color": "red", "protocol": "pulse", "pulse_spec": "[0, 0, 0, 0, 0, 0, 0, 0, 0, 2897]", "pulse_duration": "1000"}, "spectra": [[0, 0, 0, 0, 0, 0, 0, 0, 0, 2897], [0, 0, 0, 0, 0, 0, 0, 0, 0, 2897], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0]], "transitions": [{"spectrum": 0, "power": 100, "time": 0, "flags": 0}, {"spectrum": 1, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 2, "power": 100, "time": 1000, "flags": 0}, {"spectrum": 3, "power": 100, "time": 1100, "flags": 0}]} \ No newline at end of file diff --git a/examples/PIPR/stimuli/make_pipr_stimuli.py b/examples/PIPR/stimuli/make_pipr_stimuli.py index cae20a9..fa4e706 100644 --- a/examples/PIPR/stimuli/make_pipr_stimuli.py +++ b/examples/PIPR/stimuli/make_pipr_stimuli.py @@ -7,11 +7,14 @@ @author: jtm ''' import matplotlib.pyplot as plt +import seaborn as sns from pyplr.CIE import get_CIES026 from pyplr.calibrate import CalibrationContext from pyplr import stlab +sns.set_context('paper', font_scale=2) +sns.set_style('whitegrid') cc = CalibrationContext( '../../../data/S2_corrected_oo_spectra.csv', binwidth=1) @@ -33,7 +36,7 @@ match_type='irrad')[1] # plot stims -fig, ax = plt.subplots() +fig, ax = plt.subplots(figsize=(6,4)) sss = get_CIES026(asdf=True, binwidth=1) ax.plot(cc.lkp.loc[(blue_led, blue_intensity)], c='blue') ax.plot(cc.lkp.loc[(red_led, red_intensity)], c='red') @@ -42,8 +45,8 @@ ax2.plot(sss['Mel'], ls='dashed', c='steelblue') ax2.set_ylabel('Melanopsin spectral sensitivity', c='steelblue') ax.set_xlabel('Wavelength (nm)') -ax.set_ylabel('W/m2/nm'); -fig.savefig('./pipr_stims.png') +ax.set_ylabel('W/m$^2$/nm'); +fig.savefig('./pipr_stims.svg', bbox_inches='tight') # make video files blue_spec, red_spec = [0]*10, [0]*10 diff --git a/examples/PIPR/stimuli/pipr_stims.png b/examples/PIPR/stimuli/pipr_stims.png index 3d8638b..de02c73 100644 Binary files a/examples/PIPR/stimuli/pipr_stims.png and b/examples/PIPR/stimuli/pipr_stims.png differ diff --git a/notebooks/PIPR_analysis.ipynb b/notebooks/PIPR_analysis.ipynb index e75ab87..a97dfa8 100644 --- a/notebooks/PIPR_analysis.ipynb +++ b/notebooks/PIPR_analysis.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 117, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -34,6 +34,18 @@ " iloc._setitem_with_indexer(indexer, value, self.name)\n" ] }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "************************************************************\n", + "*************************** 000 ****************************\n", + "************************************************************\n", + "Loaded 117246 samples\n", + "Loaded 6 events\n", + "Extracted ranges for 6 events\n" + ] + }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAz0AAAOMCAYAAABn/t2lAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddXgU19fA8e/dKAkkuLsUWrSlQpW2VKHu7u7upam7vnX39ld36oWWGjWKlVLcHRICxO/7x53Jzvpssp7zeZ48a7OzNysz91w5V2mtEUIIIYQQQohM5Ul2AYQQQgghhBAiniToEUIIIYQQQmQ0CXqEEEIIIYQQGU2CHiGEEEIIIURGk6BHCCGEEEIIkdEk6BFCCCGEEEJkNAl6hBAZSyk1XymlHX/VSqmpSqkxyS5bsiilXlRKvRinfZ+tlFqllLopHvuPohzjlVIlYR7XSqndE1Yg6t93HeLvvkSWJRylVE+rTD2TXRYhhIil7GQXQAgh4uz/gEes682A84F3lVIDtdZzklespLkqjvu+FPgf5j1PZf2AJY3ZgRUUzAN6aa3nu3zae8DVQe5f15iyCCGEiEyCHiFEplurtZ5t31BKXQCcDOwDPOHcUCmVrbWuidULx3p/saC1XhnH3ecDf2qt10bzpES/T87vQ4JtSOJrCyFEkybD24QQTYpVua4EcqB+qNMZSqnpwJ3WfdsqpX5WSlUopWYqpU6yn28NmbtCKfWlUqpcKfWjUmqg9Zg9NOgYpdR84Gzr/lOUUrOVUhuVUj8ppXZ27K9IKfWKta8VSqn7lFIe67ECpdQzSqn1Sqm1SqknlVItrMeylFIPWs/ZqJT6WCnV0XqsuVLqJes5pUqpV5VShdZj9cPblFIlSqkPlFI3KaVWW69zs6Nsba3HNyulpiulTldK6WDvq/X/9gCes4eWKaVGW8MJNyulJiulDnJsP14pdatS6gtgYoh9XqOUWmx9DhOUUv0d7+d8v239h7S1U0p9qpTapJT6Wyk1yrFt/fA26328Sym1Uim1QSn1pv0+Wo/vpJT60/ofpiql9nf08gDMc+xrfrhhdeEopfpa/+fl1m2PUuoPpdSb1u1O1mdRan2uHzg+792VUjVKqUOVUvOsba61bs+13oOXlFJZjnIG/Q4HKVd7pdTb1nbLlVJ3KqVyGvI/CiFEMknQI4RoMpRSeUqpK4EWwLeOh8YC1wP3KKVaA+Mww7R2AB4EnlRK7e/Y/kbgFWBnYD4wTimV73j8euB04DWl1D7Ak8B9wAjgY+ArpVRva9sngF7AnsApwIlYwRLwONAR0yt1pFWeZ63HzgYOAg6zntsKeNjx/wwA9ra2GW7dF8x+QF9gL+A2YKxSarD12LNAS2AkcA0Qbq7OSMyQsauBR5RSWwEfAG9a//djwFvKEfABlwOfAcf570wpNRozFO9UYCdgDfBymNf3dzYmmNoFmAB8opTqHGS7G62yHw7sD7QBPrTK0AbzXfgQ2B54F3gb2Ajsbj1/d+BXx3tgD6WMitUDdAfm/e9glb83cIm1yUNAc2AUcADQ2drelgVcgXkvbwFuB+4GzgIOtf6/gxzbR/oO294CyoDdgDOAYzHfEyGESC9aa/mTP/mTv4z8w1TmaoAK66/OurzIsY0GLnDcvgF43W8/TwCvOvb5uOOxAmADJvjoae3vAMfj3wIP+u3vc0wQ1B2oBbZyPHY6cLP1WAVQ6HhsB6AaMzfpIeBnINt6bAvgCOv6B5jKubJubwPsZ11/EXjRul4CrALyHK+xBjga6GP9L70cj51qThth3+9TrOvPA+/7Pf4k8I51fbx9PcS+LrH219y63Qk41bp+CjDfb/vxQInj+vuOxxQwF7jc8ZnvjhmOtwHYwrFtB+vxvtZ3YZLf67wF7Oj4rHu6/C6+aH3WFUH+Oljb5AIzMXN/1gDn+L0fAxy3rwO+s67vbpVlW8d+NHCGY/uJwLVRfId7YgLGRYDHse3RwOJk/7blT/7kT/6i/ZM5PUKITPck8Kh1vQZYoLWu9ttmuuP6UOBQpdRhjvuyMAGGbZJ9RWu9SZmhcX2AP4PsbxCBE/snA1tZf6Va6xmO/T0HoEyGuTxgjVLK+dxsTADwNKb3Z6E1ROwzrB4KTED0PjBHKfU5pnfpC4KbqbWudNzegAmqBgBrtNbzHI/9HmIfwQwC3vC7bzJwnuP2dEL7H6aXYoFS6itMj8tbUbz+H/YVrbVWSv2B6VFz6oPpPZni9x6DCToH4Tf0Tmt9FNQnMojWR8C1Qe5fbe27Sil1LiZQ/hV4yrHNM8DxSqlLrXJvj/f7Zpvu2A+YQM9Wg/k+2SJ9h8H8FroAmxzvjwJylVIerXVdpH9YCCFShQQ9QohMt1prPTPCNs55KrnAS8C9fttsdlyv8nusGaYXKdj+8kNsvwlT4fYPwJzlWIcZ2uVvsVWx7Y0Z7rQvJtC5BNhZaz1eKdXNun8f4DVM0HB8kH3Vhnj94jCPuRHu/7YFnR8EoLVeZg2z2w3zf9wA3KCUGhrm9Zz8K+Q5fq8N5j0G03Oz2e+xRcBlhP58GqLUxXexu3XZFvM/bbbm0PyE+T68ivk898UMTauntfb/H8IFJZG+w2Den+mY4NpfyM9OCCFSkczpEUIIXzOB7lrrmfYfZi7DoY5t6ive1hygfoTutZiFGZbmtCsw1XqsnVKqi2N/dyqlnrLK0RIod5SjE2beTrVS6nZglNb6M631xZj5GjsppdoopZ7BDIV6V2t9NnAmvvM53Fhola2T477donh+uP87IqXUxcCJWuvvtNbXYOYF9QW2xFTYCxzbejCfgdO2fo8PD/LaszGBXYHjPQYzNC/L+h+GOfaTrUxCipFu/odoWXOI7sMMb2yOCfQABgNDgEO11s9qrb/HzPdpDDff4ZmYIGyB4/3ZBrhOay1BjxAirUhPjxBC+Hoc+EcpdQ1m7s1emLV9Rji2OUcp9ScwBzMvZinwDWYokL9HgMeUUnOBKZiJ4FsAT2utVymlJmIyno3FDL+6CDhKa/2PNWztRaXUDZgA6FHgPWu4VjbwoFKqGliJGTY2T2u9RilVBPyfUuoqTO/GqcBvUb4Pv2AylNll645J0ODWI8A3Sqm/MHNs9gIOxFSa3agC7lJKlQL/YSbo29erMQHZKGvf12PeH6fRSqkLgR8ww+SyMPOc6mmtN1gB4mNWkKWB+zHvY5lS6klgmlLqCuBr4FxM78evmMQRANsqpVZorTcrpXpg0lKHStndQinVN8j9G7TWK4B7MHOsbsPMu3laKfUasAITnJ2mlPoSk5RgP8zQxo5B9ueGm+/wl5ger+eUUg9gvp8PWdsLIURakZ4eIYRw0FovAA4GTsBU/E/EBCF/Ozb7P8xCnN8DhcD+QeYJ2ft7GZNl6w7MvKDdgdFa61XWJsdj5kl8D9wFXKW1/tR67ETMkKZvMRPhP8Db+n+7tb9XMfNO+gCHWI9dAiy3tv8aU5k/Ncr3oQYzNC4bk/3sLuABzMR7N8//HpOB7CJMkHAKcLTW2lVPDyZz3OuYQO9XTCa6g7XWZVrrKZhMcm9j/s+2wKd+z38Q8378jBm+dpDWOljZL8fMb/kYMw9qKqZnD631LEyQei7wI6aX6UCtdYXWehlmntRreHuDJlj/byiHYYI2/7/7lVK7Yj6jS6z3/iXMHKonMQHJBZhsdhOA1pjPpluE1wsn4ndYa12L6SFsi/mO3Yd5X59ACCHSjJIeaiGEcE+Z9WFKtNYvJrkocaWUygO2A/6w54oopY4BbtZa909q4RpJmbWG9tBaj092WZKhqXyHhRDCSYa3CSGECKYWkw3ubaXU45gUxvdi5rukJaVULmZNIzBZ6oQQQjQREvQIIYQIoLWuUUodghnS9CtmPs2rmGF16aoTZg2cdzHps4UQQjQRMrxNCCGEEEIIkdEkkYEQQgghhBAio0nQI4QQQgghhMhoEvQIIYQQQgghMpoEPUIIIYQQQoiMJkGPEEIIIYQQIqNJ0COEEEIIIYTIaBL0CCGEEEIIITKaBD1CCCGEEEKIjCZBjxBCCCGEECKjSdAjhBBCCCGEyGgS9AghhBBCCCEymgQ9QgghhBBCiIwmQY8QQgghhBAio0nQI4QQQgghhMhoEvQIIYQQQgghMpoEPUIIIYQQQoiMJkGPEEIIIYQQIqNJ0COEEEIIIYTIaBL0CCGEEEIIITKaBD1CCCGEEEKIjCZBjxBCCCGEECKjSdAjhBBCCCGEyGgS9AghhBBCCCEymgQ9QgghhBBCiIwmQY8QQgghhBAio0nQI4QQQgghhMhoEvQIIYQQQgghMpoEPUIIIYQQQoiMJkGPEEIIIYQQIqNJ0COEEEIIIYTIaBL0CCGEEEIIITKaBD1CCCGEEEKIjCZBjxBCCCGEECKjSdAjhBBCCCGEyGgS9AghhBBCCCEymgQ9QgghhBBCiIwmQY8QQgghhBAio0nQI4QQQgghhMhoEvQIIYQQQgghMpoEPUIIIYQQQoiMJkGPEEIIIYQQIqNJ0COEEEIIIYTIaBL0CCGEEEIIITKaBD1CCCGEEEKIjCZBjxBCCCGEECKjSdAjhBBCCCGEyGgS9AghhBBCCCEymgQ9QgghhBBCiIwmQY8QQgghhBAio0nQI4QQQgghhMhoEvQIIYQQQgghMpoEPUIIIYQQQoiMJkGPEEIIIYQQIqNJ0COEEEIIIYTIaBL0CCGEEEIIITKaBD1CCCGEEEKIjCZBjxBCCCGEECKjSdAjhBBCCCGEyGgS9AghhBBCCCEymgQ9QgghhBBCiIwmQY8QQgghhBAio0nQI4QQQgghhMhoEvQIIYQQQgghMpoEPUIIIYQQQoiMJkGPEEIIIYQQIqNJ0COEEEIIIYTIaBL0CCGEEEIIITKaBD1CCCGEEEKIjCZBjxBCCCGEECKjSdAjhBBCCCGEyGgS9AghhBBCCCEymgQ9QgghhBBCiIyWnewCCCGEEDallAbmAtq6qwB4G7hUa12XtIIJIYRIaxL0CCGESDVDtdblAEqpIuAv4Cfgf0ktlRBCiLQlw9uEEEKkLK11GfAH0AtAKXWAUmqaUuo/63IfpVS+UmqjUqqttc00pdR91vXRSqnPkvcfCCGESAUS9AghhEhZSqmuwE7Aj9Zd1wLHaa37AbcBN2itK4DxwG5W4FMM7G5tPwr4NJFlFkIIkXpkeJsQQohU84c1t8cD9MAMbfvZeuwAYD+l1KGYgKbAuv8zTKCjgNeBw5VSxdY2jyau6EIIIVKR9PQIIYRINcO11gO01lsArYD2wIFKqZaY+T1dgQnAw47nfAaMtP6+xfT8HA7kaK3nJa7oQgghUpH09AghhEhZWutNSql/MEPWemEa6+xg51lMzw5a63lKqWxgP8wQuNbAHcA7CS+0EEKIlCM9PUIIIVJdJTAI+BvTi7MI+B34BuiolDrd2u5zYKXWeqO1XQ9MD5AQQogmTmmtI28lhBBCCCGEEGlKenqEEEIIIYQQGU2CHiGEEEIIIURGk6BHCCGEEEIIkdEk6BFCCCGEEEJktLRIWW0tUieEEEIIIYQQIWmtVbD70yLoAZAsc0IIIYQQQohQlAoa7wAyvE0IIYQQQgiR4SToEUIIIYQQQmQ0CXqEEEIIIYQQGU2CHiFEfFSWQ21NskshhBBCCCFBjxAiTu7sAh+el+xSCCGEEEJI0COEiKOFPye7BEIIIYQQEvQIIYQQQgghMpsEPUIIIYQQQoiMJkGPEEKI+JtwD/z3dbJLIYQQoomKa9CjlDpGKTVPKTVXKTXWuu8epdQSpdQspdSoeL6+ECLJdLILIFLGd7fDG0cnuxRCCCGaqOx47Vgp1Rl4ANgRWAX8pZQqBXYAegL9gM+UUr211nXxKocQQogUUScpzIUQIu0tnwrjroZTP0t2SaISz56eg4EPtNYLtNabgNHAMOA5rXW11noGsNi6TwghhBBCCJHqntwFFvyY7FJELW49PcAAIFcp9R3QEXjRupzv2GYR0CmOZRBCJJNKdgGEEEIIIeLb01MIbAccjhnSdiyQD1Q7tqkDfMY7KKVKlFLa+RfHMgoh4kl+vU3D+oXw69OweX2ySyKEEEIEFc+gZzXwhdZ6rda6DPgC2Ano5timC7DQ+SStdYnWWjn/4lhGIYQQjfXWSTDuSnh+v2SXRAghhAgqnkHPl8DeSqlCpVQ+sAdwC3CKUsqjlBoCtNVa/xPHMgghhIg3O0HBqn+kt0cIIURKilvQo7X+FngF+Bv4C3hVa3078C8wD3gTOCNery+ESKLSJdblwvDbiczz+3PJLoEQItP99zWs+jd5r19TBR9dBDWVySuDiFpc1+nRWj+gte6rtd5Sa/2Idd+lWuseWuuttNa/xPP1hRBJUrE+2SUQQgiRTqa8BbO+cLfta4fDM3vGtzzhrPoH/nwJVkxLXhlE1OIa9AghhGhitGSvEBlu3XwoKYaKsmSXJLO8dya8fpT77VNhiUc53KUVCXpEaG8cB78/n+xSCBFfkSrpdbWwaS3M/MxUdOZ8a+6f9wP8cL8Z5iCEaDrWzDaX0qOdXNWbGvf8m1ubY3qD2Dm2JOpJJxL0iND+/RS+vS3ZpRDpKBktoEsnm+DEn9Yw+xvYuMZ7358vm5Pdd3fCzS3N9ZJiKF0M75zuGwjd0hru6QVvHmtuv3KoefylA+CbW+C2dvH8r9KD87yvJOGmyHBVjaxsN0XrF8GkZ5JdCl+6tuHPtY9z0rOdVuK5OKnIBPKDFg3x/T2JeZ3V/8Gkp6FZK5hwt7nvsGdg8JHmpDTrS3j9SO/2Y9fBLa28tyfc5bu/Bweay9pKOPpV+OTS4K97c8uY/QsZx/+YsX4hVFckpyxCxMOkp60rEuC79tAgc7n9mckthxurZkHL7pCTDwt+Mg1hl/snGpbPPh1J0CMikKBHNEBFaXTbv3Io7HkjdNkm8rZam2Eld/cM/vh7Z5q/YJwBj9PQY+HvN7y3//m4EcMemqBw5/+HhtCo40htDfz6BOx4gfQiNcRfr0LfvaFFh2SXJHOkwlwSEaikGPa5HXa6wNzeuBoK20a/n8e2g+3PgtH3muQKG5aG2TgBdaTN6wAFzVrG/7WiVVcLX94AvXaD/vsnuzQRyfA2EZ709IiGWPJHdNvP+RZ+c5nq+OaWwQOeoceGfk6fUb63r1sK1y+Hy2bCMa/DoU+Gf82SUvPntOsV3utaw+I/mu7vJey/3cj3ZP735qS6bn7j9mOb8hasmBGbfaWDD8+HL64LvL+mylRYRPTs33lNJdRWJ7csmayuFsZdbYYT1taYv0j+/cxcVpTBvX3g38/dvVZtNfz8mLdXev0ic+nJCr59ooa3fXShOd/d3SO+r9NQvz8PvzwObxyT7JK4IkGPECI1NKQV/8zvTDByw0oTuJSUwmV+wxCunAsnvue9XVIKuYWQ0wyKOsGAMeb+gjbm8sY1UNTVXO+ybWCwYxt1I5wz0Vz/7nZ4dk8TkNXVQeWG6P8XEZxdqYhVL897Z8IbR8dmX6lq6V/eeWoQ/L27rZ2Zr5bOKsq8c/PAVJJLikMn4NEaVv7T+Irq0j/N5aPD4da20iscrUnPuGvE2LAMfn0S5n0Pj21vemAisXvh7upmLr+83vvYF9fDc/uY684Aau1c8zl+cR3cbvWI2vN9PKEGRCUgkcH6RWb+qVNdnfm+fXB+/F43GhtXm8tdQgwFTzEyvE1E0ERbrsEcFH98yPyYQ7X2iNiJ9j12BiPZed7rRZ2DByqjxkJh+9D7y20Om9ZAVjZcNj34NmPXwaxx3kCpbX9Awff3erexh9CNvi89xq831MbVpiV1h3Pi+zqvHmZdaWTQU73Z27ORCYe1lf/A4yPg7B+g0xDv/f98Av87Pvxz0z3j4LwfzCK40983tyfcZf7sCuonl8Lq2WaY6vm/QFae+V0Hm4u35w2+CXv8jx2b1ppEJpFobYLL6s2mQQXg16dg8e9weIpN4E+2z6xe8lANSvUcgcXaOcE3mfoOFHeD7juY22v8tlsz2wQKa+fAz4+a+9bNh4eHerd5ZOvA/f73pW8w++kVsMPZ0LafVbQ49/S8cay318rmLM/kV+GQx9zv79PLTUA46qbAYXKlSyCvBeQXhd/HVzeZOpGTPS82TUY5SNAjwkuP73HDvHakdWALceBd8gd8eytssS90HJzYskXy4yPw1Y3e2zeu8ZZ3y4Ngh7N8t//4EvjjBTjjG+i6bWzLojU8uxcs+b1x+1EuOp7n/2guww1lC2XXy8M/vuP5pps+HI/HG/AAZOdC8/ZQviJw28+uMJ9Fps2lqKvznRv1q//QwBgdNOpqfXsi1i+AVj1MJr5XD4OxayMHypusbe7q7nt/6UIzTn7RJOi+o+kZ0XXQZw/vNs4KxnFvwxb7NP5/ioWKMpO0w67AfXcHHPcmrJ0Hjwxzt4/xd3qv11ZDVo67561faCZ4R1JSDDucC91HmN+ApwGDShb/boa9jrzKDB1VQG6L8K39dY7W+1+sCuEdncO/TrgMpVq7C3gA/vnINJp8cinseyd8ca33MQl6gpv5Kbx5HFyzKHiFu3qzuQxXoX73dHNpn8c3rgzsefvtGRh3lfe2M+Bxaj8QVoZo8PrtGfOXnQ83OI73L+wHWx5oEt/EwrK/zagDZ8Bzw0q4LUiD3Z+vwDYnht/fX6/Bh+d5b//+PJz3C7Tdwhz/3jwONltZTwcfCYc/G7iP1f/BoxHqDT8+BHvfHH6bFCBBj4ggQ6OeKW+ZgAfMgXfRJPOjvdFq6QdvJdztpNW6WnNwzkrAz8oZ8ADc2sZ7ff4PpvKWX2wqDh+eZ02EBJ4d5a6yGI1YZTL7/Xk44MHgjy342ZxcbHsEmaPQWDucbf6iZrX4Hf0q/O8E34fu3wKuX2GyAGWCyW/AB5F6dmIwDO2fjwPfy9Wz4LMrYdVMc/uW1r4NFh9dZFZIH3O/adU84gV459TQrxFsXtheJWY4SdstfO9//UgXrdIJEGwY1axx5tI/4Ll2MdxpDdO0GwuW/gVP7+673eLfoMdOkV/7hwfgm5th+Klw4EPe++vqTEVz0SR4y1EB+/UJ8wew3Zkw5r7g+y1dDC06BwZGz1rz8L67PXy5zv/N3bAn2x7Xw5CjQld8ayohKxcm3APj7wi/r+PeMkkibmll5oLY2R6dAY/w9bOjYcmex1m5IXjQ8+hw60oj6yHOgCcY5YGbrHNkpKGKNdacn48u9N5nJ75p7DFiwj2+3/fhp8CBD5vr+9xuHrtmEcz8BN4+2fRi2T2Mwdi/WX+Pjwi+/dS3zZ+tpNQcc+uzFaY/CXpE01C5AXIKzGVWjm92rzeP816f+ADsdqW5Xh/0hDng1lTC8qnw4hjvwTDelSM3E/7DtcrM+Q767RX968773mRlsyuju13pO6zLrc3ro8tCs3G1b8AD7lqbE8UeWtdrpPe+YSeY4QdgxoinQoW5saa+4xvwDDkGDnokeAtkY9RUBQY8YAKZYKorvOPwnduFC3hC+brEXK6d672v3Za+WQWf3t30/O52FbTsFv1ruPXYDmYoyoDR5rb/sB0nZ0Xt4immR8xpw1ITnPgHPAAv7G8l6iiGEeebHpJOw+DsCd5tKkq9lac/XjB//UebjHovjo78v/z2DOx3l7dBqGojbFgObfqYNPEjr/ZtyIiUCGXni2HvW7y3r1lkKn51NSZ9/fqF8NBguHS6Nw09QEFb03ME5n/+4X7TODTsBPj4Ipjyv+DfZ//f7z19YNNqQHmDtffPCnga+S2hRcfw/0tTEywgfHCr8M9xfh+0hh8fDtymMfOqbljp2E9p+H3ltjCXi38LXoZoj/XhXutAx/+50wXerHQDD4G3MQ21/3wMF/0Z+Nyp7/gGPCWlplf31iiy2d3bzzRo2C74A9r2hfJVcF9f9/tJIWGDHqWUAj7XWu+boPKIVJMm4zSDuqtH9Ctmf3d7YMvi0yPhpvWBrSnJmrz66WXm8tIZpsL98FCoKrfKFOaAffV807r92uHebd3672vv82zOgOfs76GT1XIa6vXLV8J91njowUeZg+kul8HLB4V/bXv4gm2bk92XOxHWLzCX+UVwyTSTJCG/2Bv0pJsFP5nPMrfQe9+yKb6fQ1FXOOwpc/2m9b69ffMnwm6OzHbRcv7+Lv47eIt8p2GwbDK8fjTMcpmd6dLpplL7jVVZ7jUS9r0dntwl+PZt+sKFf8DTe8Dk10zvqD2peOlf5vrJn0CvXd3+Z+7U1nh7bt881vQUerLh/6zA6/DnYPAR5rr/b+2ciYEBj80/XfvYtaa3bOeLTU8qeIeELZts9r3zJWZ42rN7Bu7v388C5xzYzvsVWvc2v3E76HD2Rtuunm8uJ9ztG/Q8Y73ehX96/+8zvjGNVs4hiDb/XoKW3b3Ht+PeNj1125xsgnQn55DXAx8x3w83hh5jhheGS66x3ZnQbXvv+mEi0Jxv3G33w/3e6+Ur4OubYluOUMM7r1sKrx0FCyZC+61g5QwzXPlZv0bD4aeahgAwv5tg9YVonPEttHY5rHLtHLi5lRmRYr+uc0hbp6Hm/Azm/xw11nsMPP1r6OboJX33TJj6lve2M+ABE/AANE/fBbnDDrTVWmtgmVIq9ZNvizhpQNCz4GdYPi32RYnG26dGDnhKSuFQq+J2zo/ht/3rVTOu/IPzzXCMcVeH3lZrqCyPqriuLf3Le724i1mDYKiVKvJga9hASamp0NiOeQMu+N20gDrd2s594OYf8Dgd+pQ34AmltsYb8IA5sM4dHzrgsbMwlRSb7cD8X6d9GVhxSbZtHcFAy25Q0NpUkEtKYeQ1ZqhMKqmpMp/Hm8d732O7cWPSM6bl354HYX8OTzkq9iWlvoke/E/uc79rXPnsibIlpdCqJ2x1SOA2W1nfG2fAM+hwuGJ24LZ2uvHirr5DVU/+yDtXzz8ZQ4dB5jcDZl4KBGZRApjyprnctBYeHNT4RqKaqsDg4PYOvvfZAQ/ADat8t223pbvXKSn1DnH98eHAnlTbjw/5BjwDDw2/37HrzL7bDzDz3Yq7hm9cCTbE0PketuljKnIlpWYuYrCAJxJ7ns/mteG38x+C2rxj8FT1zjLa3/2iLubSmelrzH3mPXbOM0o1NZWm1y1eypaZ3oJY+un/Im/jv0SB/+/ErdxC75zMnAJzqTyBvTzO4Z7gvrF1g2NukJ119PSvoOtwcx4Jxxmw28e12ipY9a/vHB474HE+79rF5nvtDHjAzD079yfY6uDA12voe5hi3Mwu3BP4VCm1Tim1Uim1Sim1MuKzRHr55UlTuVnwU8OeX7XRPP+3Z80J9MmdY1s+t+xK3PT3fO+/+G9z0NqrxNw+w2phGnqM+fF3HGTGzNpa+bWyfHSBOflPftW0XNqTt29c7T0xXmh1MX95A9zZxRzwv7jeW6a/XbYihlK5wTs85RjHQppj7jdBztaOjE3OOTsDRnszzjjVWhmcXorQ02JPJgXzf/pXLO2gy3bWBN/b390RvJU3nFCpdO0MPankgAdCV+wW/mze5y+uD/54ItVWw2dXmVTFt7Yx48JtN7c039HPHD00JcUmO5tTLIfpPTPKDNVc4hiaYa+N4dTcMdxo0OGmDHl+LftHvABHPB+5BbIuyPy8klLY/27f2+f+6K3Q2sNdg2nTz7xP9/SC0kUNn99Wtgye3998Nrbj3grczv/9z871vc9/PuFV86Ivy8hrQj925Ivm9a5xfE49rGP9mAdCJyxo3dv969vzL9r4ZclqKDtoHR1iTpHTCY7zxvBwPcp2YGaV7bIZVmPTGjjoUe9mnuzUXgvp5UMiJ3poqCd2gQcGBE8s4C+vOHAe3cwQvYg/Pxr8fif/pDj+v5NozLOChlY9zeXqWb6Pd7POSc79V21yt297Ht5RL3uzjnbb3t1zR42FQr/j3dLJJrW37cq5BJXXIvR+Oww05bGNXWvKlZ1ijXcN5GZOT4z77puA8pW+J+pUt2gSfG71XNjju23hWi4X/gLP7wtXL/AunOUcd//lDbBPmMw4kbhdn2P5VPDkwONBKsTO/+X6ZeYyVD75nS4wKwr//JipyN7V3YxlD8fZLd7cahGyD8qLfvU9QL9/lhnf3dsx9yMa9qRk8I7ztwVLTLD7tbC139yI8341n8vsr7z3zfMLUvzdbo1JP/Nbc1ngCGCCnUg6D/O97RzecclUM9beaZfLzFwqMBXghb8E7nOni8KXMVUd87oJgH9+1AylSqZoxnLb7AQYYIJrt8JNrgWTTnjJ796Mf/b36KFB5nJ7x/wI5fhuH2Gtv+LMPgYw6DBcCZeU5NyfTOIPf+FaXCMdH9x6YIDvbfv9uGaRd72RcJW2K2ZDzebA+yO1Fp/0IbxstepeOh3KllpDsu7y3e7axb4Vpfyi6CqRFzl6qFdMN0FesN7jZVO8k6YvbGQ2SFtBa/dl7TvKzFP6+VHoFyZbX7hz0zYnejNqpXrQs7CBjZyRzP4GVkx1v/3xb5uGRDugqN5shnbaspsF/36H4iYTaCS9rV7FjVYPx2FPm3WDFviNCum7t/e6PYTcnt8bzoyPoNoKjoL1rLgx6AhvshCA5x3f2cYOsbtpvbmM1fpoKcLNN2MhsD1wGlABdNRaL4hrqVLZ1HdMq8Wbx8O4a8z1lY7FEOvqzDCe2S7HqiZDbbUp953dzLCt5/b2fdzZKlMdpuv7eWuqV6iVgn/6P5j8euD9rx4BDw0JvN+2YQXM+tK0mt7c0pwkbRVlpvu2fJW3rE/u4hvwbH+2qcCMXUfU2vQxAQ/AAQ+F33ZPvwxqec1N8GVbbh30uwz33hdp/koozuDT7Ql892vM8BKn9gPghHcCtw21mKa9DgaYeRRgWnNzmwdviY7ETkCQba1jUVIKeznGZ1eUeie6XvaPmVMAge91ushrbi73SWLAs35h6JbWklK4/F/v7T1vMPed8G7gdtud4f417eDCHjvus6/i4IuDvu8YYjbaMV8sWEB/gaNCfGAUwx11mApoh4GhW/fP+NZ8H+1e3Qv+MGnTg80Bqa12Vxa7B9j/s7nAMWk7v8hkNIz0PzZvFzm5xxX/Bd7Xe3fv9eKu3lZm+//cwhr2Fq5lOFodBppEKv7HMf9hlMmy7+1mbl7Y1P5+PT2heLJTe3hbPDw81LG2FoHHkqC07+gMu6HN5kwG0SfI/DJ/0fQshmIfuwda/4sny8x/C+A4N+daz6mO0NNTvdmb6XCLRswe8R+e5tTYYEWpjAt4wF1Pz13AcKAP8BzwklLqEa11hAUtMpQ9mdc5NOTxEY4DuPUD+PUp88O/YrbJBFTU2bRijl1rJp1XbgiskCbC8qneibuVZfBhA1f13bgm8L7LZ5keriV/eseBf3Cu6XKd9JRJ6Tv7G99eBvAuwnXSR2bOiv8kxSdcpFN1Gn1PdNuHYle2hhxtJtnmtjCthvYQlmCTtescFZ75E83lIdZQuGjSqjo9sk3ohdka6sY1vkPO7uxqJvoWdTZd5tudbgL4t08xj+99i2/l87ol7l9rv7tNT2KONTE+XND2uSOzT1Fnk/c/DXL/h9VpKOQWJOe1J79ufoO2UWOh377Qrr+3MtaiY+Bn0teqlC75AzptHf3r/vZs+DSxaxxDJO2W0r+tIZuHPOG7rX3i3eUy733RtN47NbTVvetw39tt+5oeyTLrd1BSanqvHh1uFj4MNpzUKdjwl/xiuGZh4P3bntagIgcINfrgpvWh35fjGjkkt6GSne0wUlY+t6MQUn1OT6zV1Znvv5P//JpgtPYmJwkm39EwsM3JZv0m2+AjfdMsgzlf/ep3HGkoe6FZMD2h/py9x1k5pme6OkxPj38jh//IiGi07hN4X6yXpMgwboKeI4EBwN9a64VKqZ2B34GmGfQEs9tVjgXerIPgf1+YS/+0fm8e711XIR4LRUYSKlNRSamZl/Pakab7dlOYSZ/rF5peLn/2hD//CsIkK1mAfxraFw8wa8rYGtoL0meUyQJz7WJvD0Is2JNSm3fwjucFb+AaySJrmFbL7r6TZFf/F7lSZPvjJd+ApyG9V8EEW0voz5e81z+9zPexoC1cLkVTQV1l9Zo6h9Clu0QOcYm0jo5z8qubBSm7DI+8TTCR1sVw8q8UDjvO93Yb6xjatwFp1v25XXPLjXXWfJliq4eljVUB+f4+b2a7UO7o5L2+7WlmjapgAU8iKJWYtcXcCjenKGVE09OTwsPbYs2ZIfC8X6C9y8QaYFKkh+qRbtERloV43sGPBQY9sZh/Emxofz+rgcbOCAgEfAfC9e497teAu/Ml4ecMRhKsHiEBT1hujnTlWusqZbVoaK3XKKXSOI9xI535LRR3M6mC7+puMrx8f4/5u3aJN8NHKHbAA/DWSWYCZDKUlJoVvPOLveO+cwtNV/TtHUOvQu1fqQpVmS0p9a6VEIoz4AnmjG+8C9TZcgp8u44PfCTChNNGqB8X7Pd192T5tjyF07yjN+A550eT4OHRbd0HAR875rKEmygcT86AryG67RB5G3+XhlgVOx2prMRVfEIFPFcviG5tpEToONis9TPzU2/LaMcgw147WymL7fWQGiMe6zuVWsGK3eo/5c3wQU9Nlfe6fRwItShvpjv8Oe/oibFrzTE3HYbUuO7pyYDhbT8/boYc37g6dEOJf7AS9XySSFVKx778G8Sy88yQN2fvT7zY2Qh9EqL41w+ygw+jDRbQNXYUg72sgD0PTUTkpgb1lVLqOiBXKbWzUuolIMLM5wzWZbgZJpBvLULlXKPhuzsC10IAGHBA8H2VRTFEKJbsynzrXoETXXOC9JTYB/gf7nexGrtDy+4me1Cvkd5KbJu+kVs0nSlKz59k7jvvVzj7B5OMoKf1nl+3LH4BD7hbnNSf/2ftPEB3HBTd67/rWEC1pNQMOYuHbjsEZsNyOvixxu0/1Loh4QT7HqarUCfBWHNm2bN1HGy+O6kU8Gxp9ege+LCpsNRWwhfWGi3HvhH6ebFYM8xtY4UbdpYu5yKZtnfCDEmzM7SFyqwUbw2dNB0Pzgnnnqz0CHiA+opupAnz6Rb0rJrlm8J+3DXeOZahEqE4g3gw53c3n2PzKBZtde4vWOAVi8QF0XA2Pvqf84MNaXTOjYXQqdAboqTUmyQnN4Zz7zKUm56eq4HLgVXA/wFfAyVxLFN6cVbOfvGrHDq/1NUVptdj40pz/8NDzWrNiVRr/RBP+TS65y2bDJ23DpyU7CYdakFrsx4G+LY237AKNq2BImuYx9q55j0qbOt7gGvXP/DgcMonJER90BPFkJiNq83lsOPNgoaNaZ22kwucFySbWSyd/iX8+Ah8dSM0aw1XzzMV6GQFHskezx9riRrX78zu19jMPfF09Cve6yumm7VCfn/O3A42zzGW/0cs9+XM0mUr6gpli2Hau95Mc6EUZtAQzoZK1e9oJPXnhDTs6ampMsekYMOg7HmnN7c0mcj858WUFJsGyPYDYNFvZiK9M836tqe5b1gobAfly831YA0ayuN9n7fYN/RCuJDcRjL/ddg8QXr27bmx9nsXDzeukaFtLrgJes7RWt8N1OedVUqdDUQYtNxEhMrH7p9zPicfrnRkz+m7V/jJbvFgr/FSHGGSpr8lf5iKie2m9SaNY6R0qP6crc3Zud6AB2KTbSXmGnBCtufxjLzKBD0r/BZpHXO/yZjnRuteJnNMNOOiG8oe9mMv4JdJPS3JFuwkGGvf3emtXI1dmz6Vyaw832NL3MX5fdnq4MDGLydnCvBk8W+ZF9GLJpGBro2cwj0R6mp91z8L17hU3B1mWfOS229lkhD9nzXMNNjSEGDmm0Y7/Lo+CYFf0HPaFyYBjJ3Frf1W4fcTi17gWO3Tfzizcz/xCnggefPyeu4aeapCCgn5DVVK7a2Uuhe4WSl1j+PvYaARi69kGDstsT3ufHerK7g2woklGS1Adt78SJlp/C2a5E1PfekMc/BOp3WIGi2Kk9VIa72jVj1Nt/eJft3anhz3n3vZksRl+LMD0iHHhN1MNEC8f+ta+66rkozWvmBZhNzIzvOuCB9x7lcaTCWNNEb/7p7m8swEzD8IxTmvVDRQFIkMIDWSGYRa8NnmnGRfuhDeP9tcP+9nk6Qj3Dpdhz8XfcCj8A7/9g8wuo9I34Y3/+HMD1rD2g+W3F+pINy3tAqwU1RtdPytBo4L9aQmZ787zKX9A7XTr0YaEpWK3d6hONeiKO6SvHIkWn3LXBSVrd2v9S7qdcxr0NMvW1402XxmfOjNEBVv9lDLGR8m5vX8uUlrmq7incHJuQJ3soYGOrPCRSM7DzZYaWDtNZkCpOjwtmCycuBsawV3/898znfe6w3Nipdp4tFCnwjRJDKA5J/rne/zDlYK+wmOpR0qSmFlhOQx4dbpGnxEAwsWo99jXL5HDdyn/3DmssXmcvCRwbcXCRWyP0xrPQGYoJSaqLVO4ZU2k8xez8LOzFHU2Xogwo9ZeRJ7ILQrsye8F367cK5NUuKFZGlIBSlW2XwWWCtlFyW4pydWaxxF65jXAhekyxQqznN67FXMbwyydlaqc855sxfCTHf2AsW11b69bq8cYi6dC4KKNBVtT0+Sg57fnjWXnYZ65+l851gwefbX3us3rITbrJEc/kk6blxjlmto1hI+vAD+eiW6RYtDihBg+AQ1Qd5zO4sZQPcdY1CeaATJ7hqskSsWabRTUbKHbUbJTX/kfKXUZ0qpmUqpQUqpx5VSkiLCn72WhN3jk2pZXX5/wVz2bWCL+r53eFcoFg0XalL7ihmwbIq5BHjBWqV5vzsTUy578qnz5CFiI1aJDL66yfs7BjPm3pkGNZXWWnEryxH0JCQdewJO0PbEZudCxU4nJak3VcRONHN6IPlBz2fWQtpnjg/+uJ1t8Prlvg0Rw4733S4r29tA1m8fc7nnjQ0vV6GVEa6wXfjtnIK953GteEe5b/9GrtzmMPq+2BZJNJibs+QTwP+AK4HZQAXwAtDQ/szMdPLHsGG593akuRie7NgulBfJ3O8ibxNOv31jU460EocDqSfbm0XP6YkQrVOJakXJb2lSCA84MDGvFyC9WouiEqsGjh8fMpfbngoVZfD6Ud7H0jXjXXZ+5G1ssRjCkojfkx181jqCnrXWMNVRY+P/+iKBUnxOz8sHw9zx3tsej8m6GmodPrvRduw6M7TaDkqC2eqgxh937KRK0SZXSoSGHm/863ZV5dAujgkMRFTcNK310Vo/B2itdYXW+jJguziXK/0UdYYu23hvb3tq+O1TeU7P6Pu8J+ecArOoZtu+yS1TMtgVpFiOFw72ua+bH3xbe42iRFAKhp+SuV3wyRSPBo67HJWE65bGdt8N0dBgwv6+dd4m9DYxDVQSEPQ4h7fZPrnUXA6V6bCZIcXn9Hx/H9zc2jfg2dXq7SloDT12Dv98j8ckL4g3+/1LySFSMZjTs3KmtasUSGQhAHdBz1qlVHOsb4BSqhOmt8c1pdR7SqkrrOv3KKWWKKVmKaUyePZyBPFcu6Ou1nfF4E1WGuJuI9w9f/szvROTC9pEv6hmxojDgTgrSPa2T62TkXOYwMkfmzWKmoqUPOnFSKwbOD65zHt97Nr0HpJo9/Rk0tBZe/FE5/A2u6fdmaZfpK/6KT0pFvS8cawZ8vrtrYEV7VGO88teQbIMjropvmULEMUxP5rzQ7KTYzgT10x501zaC6pnpPQ6d7sZ3jYW+ALooJR6BtgfuMbtCyiljgdGAj8ppUYDOwA9gX7AZ0qp3loncpxXnLn9ccarp+f7e+FbK6N4SalZk8Huyt60Ovavl8kakr0tkmDB7uyvzOVOF5kEBsNPhl67xe41RXLFuoHDXsizsF1qL0bXqlfk7IP2/Be7dyTeEjK8ze7psZYtqA0xt0ekr2gWJ4XEBD3Vm4Mv4Hnhn4G9Nt22Mw0mzjTWAw+Nb/mCSaWsawG7aeg6PY4kVRMfNJdxOk7X1dWxdOlSqquTcIwZ9Yy5zCuC3ieY6/MSlG3WkpOTQ+fOnfFEMR80YtCjtR6nlJqBCXZygUe01lPd7NzqFXIuZHog8JzWuhqYoZRaDAwD/nRd4kwRjwUL6+q8AQ+YH61zteQzGzmvp8mJ05yeUJ97di6c2IjsemktvVqLohKvBo5zf479PmMpy0UgY/f0uNk2HdbpAcfwNuszt9dyO+qV5JRHxE8qJTIIlf0y1DA1/4p46xDzfFJOsPc8hc4fznV6+ozyZmKNg6VLl1JUVERRUVHcXiOkvPXmMrcFVG0w1zsn9jtUVlbG0qVL6drVfZbbiOGRUqoAGIH5VtUAuyqlznO5/8eBKzBr/oDp4ZnveHwR0DT7++NREfrFb/Gr9870Xi8phfwk/DCEL//P3Q6A7EVtReaJxzo9x78LzaPIeBR3wTIquWjdtOf0eMK1v6XZnB7/4W1vWvN4tkxWkhAReym2OOn6RYH3HfcWnDUhvq+bKuLSg+uykcW/R8jZoD3nG8iJIllLlKqrq5MT8KSIoqKiqHu53AxvexvIAZyLtET8NiilTgZmaa0nWcPaAOoAZwnrMIGU83klQKIHlyZePCpCX15vLk//Gp7bC6a+bW6na2anZIuUdrwhPNm+Y/3t4QWpsGJ3MsmcnuikQ6ts2EDGYvf0uNk2XfgnMtiwzFymyndcgq/Gs4e3pcqcnoesebdnfmeWz8jOjy4pTfut4lOudNaY7G3Oz3vzutiUR8SEmzPNllrr3g3Y9yhgR6XUwUBbTIDTDngJsMdldAEWOp+ktS4BSpz3KaXSZFyDQ6QfTKzH+b9ymPd6N0muFxPxqKSEqgAPOjz2ryVSh13xjZVW6RD0uOjpsdfpcTO8LV1SVns8ppfLOZdn4GGhtxfpp36dHhfr8UF8g54HB3uvdwmTBTGco1+NTVkSIpqFTJMglTPzxkOKtOW45aYp+3elVNRL3GqtT9Ja99NaDwAeBe4BRgOnKKU8SqkhQFut9T/R7ju1RZPIIIat+3O+MZdjrUxt2c1it++mLtYpq3WdmX9lZ9jruh20lzz+GWvTGqipjO0+E7KQZxQaumCg/X+E+42lW8pqsLI0WkFPq17Qf//EvK5IEJfD2+ygqLGV4NLFZgib3WvwxfWw6DcTWJda7caNWSQ0EempYyXV817ZQY+dNfekj5JbHuHDTU/PJOBHpVQpZmiawqzZ0z7aF7OSIuwDzAM2AqdFu4+M4b9qb2M4Kwx26+oVs8xaHjeuid2+m5x4ZG+zfnK61pzIAEbfG7v9py3rvbbXksgkrXtBZVmyS5EEUQQY25wYv2IkgyfHVEi1Nr18RZ2TXSKHVGqaTdPzS31PT6SgR1nn+kY0cP75Cnx0QeD9Pz/qe9teZiJdxK0xI1bfKfszjvJp9gLkvz5pbnePus9AxJGboOcKYDdM0oEGsYas2dcvBS5t6L4yRiy7QG9uaS53cazfkV8kc3kaK17D28B89iummettt4j966SrZq2SXYLYsyvAIrhEHqcSNa8my5q7t3kd1FRAi1TK15OmgUYqcZuyGhp/rg8W8PhL13N9Q36PWSm+gHb95239zprIgt8v/u8j3v12LOvWrWP27Nlcc801fPHFF0yfPp3TTjuN+fPnk52dzS+//MLGjRu58cYbeeKJJ1ixYgVPPPEEY8aMSUg53QQ9i4BfrTTTIlY8WbFfpXfU2Njur8mLc9BjD31I58UlYyVVJnnHg10BjpUhx8RuX01OooKeXBPo2nO5UqqnRzSey54eiG0DZ/OOUL7c975j3ojNvtNFpKQnsRqd0tD9ZFmf98QHYlMOl2rrNKvLYzyM2tK2eR5ZnlDfde/906ZNY/LkyUydOpVRo0Yxbdo0unTpQvfu3dl7770pLy9nypQp3HHHHTzwwANMmjSJyZMnc/XVV6dU0DMF+FYp9RFmSBoAWuvHQz9FRBSrA+G/47zXM7nimCns4Ye11d5UtsIhA1uhPTneNVtiYcqbcNhTkbdLqHgee2K470QdI+3evXnfm9s5Mscyo2iXc3ogMGNnNOoc81d2u9IsPg5w7JvwhtX4scW+Ddt3ukpYPacx2duqYfuzYNnfsS1SGKvLK9nhjm/isu9frxtFh6LIqbf32GMPiouL6dq1K7169aJfv34ANG/enPLyco488kg8Hg9du3Zll112oaCggM6dO7N+/fq4lDsYN0GPB5gNOHMaZmDNJEbc/iBjlchg8e/m0k5gIGIv1okMQFJUB8jggN05qT0WzvkxdvsS8WH37i1JxXW3M/i3lmhuzvfZuQ0f3nqbNXX6lE+tfVhBjzMxhpssiamqIefWlJtn7L9OT445v096OqGlaNs8j1+vGxW3fbtRUFBQfz072ze80FqHfFwn8DONGPRorU/1v08ptXd8itOExKqnZ/kUa39pfOBLVfbws1i20tYvXGh99ik11l/EhSe78XN61s7zXu84qHH7SoSxa+HZvWK801icGBPZ01MDC39JzOuJBIviu5jdDKo3N+xl7MaSHjvDAr/GjqsXwPoFDdtvohV3g9IGTwtPL7E43jdAlke56o1p6iIGPUqpoZjEA3aIpjCJDTrEsVyZL1br9Pz3ZeP3IYKzA8mBh8Rwn3ZPT7VZo+SI52O373SWyUMzs3Ia/1t/ZFhMipIwsVzYNx2/G1m5UFvlTScsMks0iQxy8k0yi8ZQygQ+Ts1amr900GcP+PPl2Owr4vEgReb0AHTfKTZlETHjZnjbM8C7wDHAc8BBwFXxLFSTEIug5+ndY1IUEUL9wTWGlS47kKoog9pKKGgbu31ngpQbuhADTSF7W7oEJonO3paKUuqzSqWyRMFtymqA7LzGBz1uXyutRPP/uEgNbovZOaQRc3pqq6DTMBjcdBYdP+Xogzil89YA9OzZk2nTptU/Nn/+fN9tTzmFU045Jei28eYm6Gmptb5bKVUI/Am8CHwDvBTPgmU8T7bvJMWGWPqXucwvbnx5RBBxzN5WvsJcFrSJ/Wuko4w7oTvEek6PSH328LY2/WD4yckujYgbN0FPM6huQNBTttRcbneG974LfoeW3aPfV7IFDURi2cCVQucPT44ZzlhZBvktk10a4cfNGIQ6pVRbTDKDQVrrcqBbfIvVBDR2Ts9/X3mvXyNDKOIrDokMyleYIUDpMjxBNFxVOaydm+xSpL+YtOAmqqfHCnSVJ/UaNjKxNzXRonkPc/KhpgFzeh7Y0lw6199r28/0HDU5SfjONvR3Ys/pqSiFvKLYlkk0mpuennuBicDuwCSl1EmYHh/RGI0Nel47wroS75N4Ez5B2r0PsXwLPFYigw3LzUKckoDCTwZ+3+Z817jnr/wnNuVIWzE8xnXZxlzmxHltrKwcM8Slqhxym8f3tUQSRDO8LR9qolw/xZnds7hLdM9NGyp2Pfw+C4DG+hwSZRk9WabBo6KsaY3Cads/2SVwJWJPj9b6OWBLrfVyTOBzH3BE2CeJyGKVyODG1Y3fh0gcO8gpX5l6LcAiPrY7g0ZV3L9Kh0WHU2h4STgFrc1lvFvL7eFtleWQl2JBTyYPJU0UHcXQ9Oz86LO32ZnaOg2N7nlNQpDvb78krlXk3yOUlQuVG0zg4xOMZSrr88gtCL9ZigjZ06OUGqm1nqCUGm3dth+qAvYEPot/8TKYygK0mdfjiTLTkXOhwyw3nXWiYezvfAxbjpQyn/2m1TLeN5hMHHqTnRd5FfFQVs5MzwyNmfg5RsMe3la1AXJbJLs0KSxNvyfRJDLIaRZ9T8/b1kohZzayl7ipcGaLTHYig+x87xIDWU0h6Ekv4c7EZwITgCuDPKaRoKdx7EqQrsXd1CqHW60egmNej2mRhJ94tYh6smHzOsiX8b5Ngl0B1tr9d6qkCQ2LcK0BlZBWvWJfDDc82WZ4i65LvZ6eVJKuwXGPneC/L6Blz8jbZudFP6dns7XYeMYMf07Dz7mh383sPKjaaK637BG78oiYCBn0aK1PsC73SFxxMkikH0z9ei013gUr3corhspSGDCmYWUTyeXJhk1r0zMLT9yl4ckxEru1r9blcIeK0viWJx6CBnMx+iwb2vgw+j4Yekxs9+lWVq5p2IAUnNMjw9sazW6wcjNKI7tZ9L/paIbPpTPXgYXjO5uodXoaKqcZVKw317Ob9mKhjzzyCIWFhZx++ulRPa958+aUl5fHpUzhhrd9R5hvj9Z6z7iUKO25PKE4g55oVaZhpSidxbo10u7p6bBVbPcrUlN90FPlLuhZHyQb442r4VZZ0ykqzVpBXpKGlmXleIMe6ekJLV3nF219EhS7TGIb7To9G5aby/7SqBlUrM7H2c0allUv4n7zzLHek900ph+E+QlfdNFFiSuHS+GaKe4D7geWAKXAg8AjwCbgt/gXLcPZ3dYNTWaw7WmxK4sIIQ5zesBUfDevk7H+waTrcJdwNq4yl6v/dbf9/Im+t69dEn1vcCaK5Xcj3t8zjyPoSbnfeQr9xtL1956VDf32drdtTrPogp4lVnLc/e+KvlypKu4fc5QvcOL7cPHkuJSE7Ga+l03Eiy++yKGHHsqIESPo0qULJSUllJSUcN999/HUU0+x4447orXmq6++YujQodTU1PDnn3+y00470atXLw477DDWrl3rs89x48YxaNAg+vXrxwknnEBlZZRz44IIGfRorT/VWn8KDAcO11p/rLX+ADgEk8VNNEZ90FMbfrtgCtrAFvvHtjwicezu75ym3fXdZNhrNdRUudu+WWto09fx/HTtKYhVK34a9gZkZZt5Gdn5TaO1V4QWbfa2N481l5k+/LmhvXyx6B0s7g4tOjZ+P8HYmSETvZ5SXS2ULYvPn8t66q+//srHH3/Mf//9xzvvvMNPP/0EwFlnnUVWVhZPPvkkF110Ec888wwAF154Ie+//z7z5s1jm2224d577/XZ33XXXcebb77Jf//9R6dOnfjll18a/Ta5ORrnAy0wvT0ABUCnRr9yU2eP2a0ohcIohq3YE5ybtYp9mYSv+nV6YtxMlVPge5ks7baEVam2BkyatvyGYwcwdst/JNPehTWz4eoFkBvn9WSaqkTN6Um5+TyQlkFkOnO7Tk80iU7STgKP67E6X7vej992OVYPT6LP7+Ur4YEB8dn3ZTOhKHK1/4ADDqBdu3YAHHTQQTz66KPss88+KKV4+umn2XrrrTnnnHPYfvvtmT59On///TcjR44EoKamhuHDh/vsb/To0Rx77LEce+yxnHjiiQwZMqTR/4qboOcp4EellJ0q7FjgyUa/csaL8IPJsloBShdDmz7R777DwOif0yCZehB2I07/u31QbOKTHJsMu0cvUra+J3cxw1b/+8LcbtYyrsXKeMmsQGblwqY10Kpn8sogUkNOfuS5I1rDzS0TUpyU0qDfaAwTGeQUQPWmxu/HyT6vJ3okR/P2JjiJ175d0I5A0eOX5GP16tVkZ2ezYsUKAKqrqxk2bBgTJ5rh3KWlpaxb59swePvtt3P66afzzTffcPzxx3Pddddx7LHHNuY/iRz0aK3vVkr9CowBsoCrtNbjGvWqmcztj7h5B3MZTdriP1/xXk/YQlAZ2PIetTj19Lht+Rfpr1lrqI4wrn/5VPjk0sSUJy2l0bHI/o2n3HwekXDZzSL/9v9+w/f2oMPjV56UkQINqvGYU2YHPatnxX7f4XiyXPXGxNNXX33FunXryMrK4p133mHXXXcFoKqqinPOOYcPP/yQiy++mHHjxrH77ruzYMECZs6cSf/+/bnooosYMWIE5557bv3+unTpwi+//MKZZ57JwoUL+fdfl/Niw3A12FhrPR4Y3+hXE14eT/RjfT+6wFxeNS8+ZRK+4ja8zerpKV0c2/2K1JUTIVOQ/7o81y+Pb3kSIskpq8PvNA77dLCHJabifKyMHUKVotxkb/vgXN/bRzwfv/IkQ9BzaIo3YkSzAK1Tk5ur631/+vTpw+67787atWs577zz6hMP3HnnnQwdOpS99tqLxx9/nFNPPZWpU6fyyiuvcMQRR1BaWspee+3FWWed5bPnhx9+mFGjRlFRUUG/fv148803G11amWGZTNEGPXZXbEHr+JVJxJ8d9AwYndxyiMRx+1s//Dko6uL9jqQLqUj7soOelJzTIxIq2uxtIv5UnDKzgrenp8cusd93ittyyy159NFHw24zcuRI5s6dC8Duu+/OtGnTArax1+g54ogjOOKII2JaRgl6ksntwVBWZ0+SOB0YUyWRQSpK1xS2keQUuAt6Bsf2AJ88cfgc0+m7YQc7qdjTk07vYybIzg8/vM0+LvTYGY57y7uGX0ZJZCIDN9vEoDy7Xg4/3B94vx30SENQSnKxnLCIm5xmkStCkcYCi/iJ10Er3VrxRePl5Idu4Pj0isSWRcS/QiI9Pe40hQAsO8xvH+D1o83l0a+aILnJDI9Syf/8Q71+7z1g54vDP7ffvsHvt4OehixHksZOOeWUiL08qSBkk4JSahXBY2YFaK21u3QOTZWbH3O2i6Dn/i18b4+Vye9pz87cl/SenlSscKRimWKgrtakp/f36PbeRUtPfD+xZRLxUz+nJwUTGaRUC3SG/t6dcvKhthLq6sxcXifnKI6MHrYew+9cxO9vDL5TJ33Q8OfajZobljW+HCLmwvWjbpuwUmSUKH7ckXp6vrjeW1Fq2x/O/zXFTlhNRKxbo+ZNMJdFnWO7X5G6lv5p/kZe5Xv/akc2mj57JrZMMRXsuJTCx6p4tzDbPTzS0yM2rjaXq2ZCh6289zsDnk7DElqkxEvV4DYG5fI/lthDWtdJwqlUFG54W0+t9QJgYIg/0ViRMjr97OgqvGCSBDwJF6c5PausXPpJrxCl4PcpVc+N8eAc/nDj6uSVI22k0ZfD7unJzk1uOUTydd7GXL6wn/e+2hrfbc6ekLjypLu2/WHLg0I/nuwhcwmUk5NDWVlZsouRNGVlZeTk5ET1nHA9PWcCE4Argzymgc+ieqUmx8UPb+lkKGwXeTsZ0pYc8UpZPegImPaOt2IkMl9OIVRv9L1v9X/m8tRxkBXdgbtJiUdjT6Lm9KRiw0JKlimDFbYxl3bwA/C/473XS4IMe800oc6hbn+Hzu08HtjzRvjnI+99WQ1sXIhXgHTtEpOqPM46d+7M0qVLWbNmTdxfK8Bi6/zVrDVsXguVLRNehJycHDp3jm7ETMigR2t9gnW5B4BSSmndhELohormZFq1Aaa/B0e+4Hv/RxfBny95b/uPAxYJEqfKwXyzArEEPcFk6CFmzH2Ba3FMfNBcdhuR+PIkRIZ+lm7Y8/XmfAe7pUCiimxJnpJ0c78zl1rDrM/N9aYQ8DTGORPhySCpn9tZc509VmNR793h2P/BG0cnrGhhJShro8fjoWvXrgl5rQAvDTOXO18CPz6UNt/liLVppVQvpdR3wGalVIVSapxSqpuL5yml1P8ppZYqpWYppc5TSuUopV5WSi1RSk1RSg2JyX+Rrna+BAYcEHi/M+C5ekHCihOUxLmxd/4vMPwUGa7YlDTvYC5XzPDeN8VaaC0TGjXku+yrhfV57351csthG5oilcGmypmG+vNrk1eOVBLNMSNSPUQp6L9f+G2C7zjyJh2bdjU1oj2uhwv/THYpXHNztn0J+AjobP39CLzs4nkHANsAvYDtgEuAs4AsoCtwGfBM1CXOJEWdYeYn4bdp1jIhRRHhxDjwa9YKDnw4tvsUqa2rlRfmiR2hpkrW3opGi86m4hHTyd4JCNJKSqHXbvF/nXTWVBrV6qw5PNUV8OsT5nqatIzHRkM/5wb8Tt385qIJuLY7wwxXa8w+MllWDrTpk+xSuOZmFayeWusHHbdvU0qd6eJ53YDntdaVQKVSagrwKDDSGib3tVLqBaVUG611EgYkxpmbg/nvz5vLDy+Av17xfezQp2DoMbEvl3AvXnN6RGiZ+l7nO4Kc2xzz+Ebfl/iypJucfDjnh+if16pX7MuStqSClhK+vCHZJchsN6yKbnHXPqPgvy/Cb6NUai4yLBrETU/PT0qpHe0bSqmtgWmRnqS1flxr/Zz1nOHAzsBMYL5js8VAx2gKnPqiOLmc/LG59A94AIbIcAQhMtqI82F7N+1H6SAFK9Vdtom8jRCJcMNKc/mbNbjlkqnJK0sqyM6HHc5xsWGUjWDZudENFz7mdbh+RXSvESBDG+oylJtvRz9gglLqD6XUn8AvQB+l1CSl1KRwT7Tm8NwEfACcBNQB1Y5N6oAav+eUKKW08y+K/ye9NA+zvqt0naaQzP0Kpp4Mfq+dw1n2uxv2uyN5ZWnqmtzxNYN/V+nAP5NXccRp0ZnFvwf/nIkw5KjEl+MwvxkVWdmmJ1k0GW76AS9ryI6VUnnA18ASYGut9Wql1GLMsDd7qdoOwFLn87TWJUCJ377S8IgdZZHHrjMn4rKlUNwlPkUS0WlyFSMRdyWlwVdmzzTJHKZ45neQV5S81091KXVcS8NTe2Od+nmKfQbJEOXQ8ZDvV5Tfn3ANzaJh0uy77CboCfqt0lp/H+F5ZwELtdaOhPR8AJwGTFJK7QfM01pvcFPQtBHtF2DsWtCOSpAEPKknU+eZpKI2fZNdgvjL9ICnXpJOhjKsTaSiJpW4wJ+cQ0VqcBP03O+4XgBsAUzGZGQLZwdglFJqtuO+c4FdlVILgFXAse6LmqE8WZiEdiL12JU2OWAnxFXzTGY7kX4CGns0Kfu7Ofgx6DAw2aUQIA1KTV2a9RKI9Bcx6NFa+wQ3SqmtgJtcPO+EEA995a5oQiRZph+QU+3/K2id7BKIpmDrUKemDGYHF807SJIcIUSTFfU4C631DEAGTIdip0vsGqkjTKQNaY0UQmSCK2bBFvsmuxQOcmxtEkacm/jXPOnDOL9AijUaClci9vQopc7zu6sbEvSE5snKsLG7TfmkJAe1BivqCmWLk10KIYQQydZluOllLG9seugoNA+yGkpraxHNgjaJK4dIKW56erbz+8sDmuD4ACGEaztdmOwSiISSBgIhRIy16gkFbWOX4KZlN9Mo3axlbPYHMhIkzbhJZHCF1npN3EsiRKpp0RHa9ofOWye7JEII0QhSMRPJ5mgYcTufNK8FXDUnPsURTVLInh6l1Cil1EpgpVJqjlJKan6iacnOgwsmyQR7IaIlrZ/CDfmeiLiR75YIFG542yPA2UAL4A7goUQUSAghRAbw5CS7BEIIIUS9cEFPM631+1rrTVrr5wBZNVMIIUSgYMNVjnwBjnkj8WURQqSH9luaS2kgEQkSbk5Pjd/t6ngWRAiRQVJtDSCReMVdzZ9IPhX16hSJkarlEonRcbD7bLfddgAVxULuzTuYy8Oejb5cImOFC3qUUqoZjtlnztta601xLpsQQoi0JOPpU8ahT0G/fZJdiuBimUVLpL8eO8OCH4M/dvqX0e2roHV8lw+Rhr20FC7o6QOU45uL1L6tgShCbiGEEE2GTFBPHUOPSXYJhPDa4wZo1SvZpYghOdalk5B9y1prj9Y6y7r0+N2WgEeIdDfkKMhuluxSiIwgrZ6iAbpul+wSNNiGigwY8R/NcLFYGXkleEJVPeU4IuJLBtSK8KTFNnPtcincsDzZpRBCNFWFbaH9QBh2fLJLEpUpi9czuORLNlb6T30WIclwMJEC3CxOKoQQQggRe+f9lOwSRG3p+s0AVNbUUZiX5MJkkq2Ph1X/JLsUIoNJ0COEEKJxpBVXNND6TVVkZ3lonpd+1RGd9iMhUqz8w44zf0LEiQxvE0IIIURSDLvlK/Z76PtkFyNKJshPsZBBCBGBBD1ChFBRXcsB//cDpZszYMKqEAkl1UHh3uJ1m5NdhKjYHZtp39EjRBMjQY8QISwrrWDakjKmL41jrn8hhBBpxR7MqSW4b8Ik8k1HEvQIEUJtXR0AWTJfQYgI5Dcimg4l54So2aHBw1//R1VNXaP29d6fixtfINEkSdAjRAg1deYwnZ0lJ7hMprWmtk5HnJSste82m6tqWVFWEe/ipYWyTFizRAiX6s8I0sjv2oYKk977wa9n8ceCdUG3qayppbYu/Ju6ckMFl731d8zLF63KmloAyqskbXk6Sb90KULESF2dZlN1bcisQfbB15OCrXoryyoor6zh7T8WM7hLMfsN7MiKDRUsXreZwV2Kyc/xXXSupraOpesr6NKqGVme2P8/ddZ7VWcFBdEeWH6bv5aBnYsoyA3+zIrqWmavLEcpGPPIRNf77d22kLmrN0ZZGijIzWJTVa2rbZWCd87ZifNf+5PN1bX1c8Dat8jjjbNG0LttYUa0DGutmbWinF/mrqFOaxas2URFdS2/zF3Dbvpfbkl2AYVIkPo5PcktRuMlcGiWs3cnJ0RDYv8bPme/gR158sThrvaTTCvKKugOzF+9iUE9k12a5Dn31T/YuntLztqtT7KL4ooEPVH6duYKHv76P9q1yKdHmwKemziPaTfvS7ZH+VQ0SzdVs2jdJvp3bMH81RspLshh3cZq+ndswbqNVSxcu4mh3VomvPw1tXW8Pmkhkxeup2VBLnsOaE95ZQ3LSzfz2/x1nLRjD3q1K6R9i3wA6tAhuwOveXcKb/62iJFbtKNb62b8Nm8d/67YAEDPNgW0L8rnutFbMrBzEes3VdM8L5vyyhremLSQvbfqwJaditBas6mqlrKKalo2yyUv28PCtZvQwCd/L6WippbL9u7P+38tYee+bVi0djNZHkX7FnlUVNeyubqWL6ev4J9lZTTLzWLyovUBk2KL8rPZVFVb33MTrUMf911HIlJF+rOLduXzacs4fkQPbvl4Bt/MXMGBQzpTXlnDngPac/g2XfG4DDy01rzzx2I2VdUyfWkpm6vr+PjvpQ36P2xtCnNZs7Gq/vYpO/WkQ1E+p+7ck4rqWiqqzUmlqqaOWq155Jv/WLOxiuZ5WXw21d1ipidnTefmHHO95zWfslWnImYsKwu67dbdW/LXwvUAXL73FpRX1fDUhLkN+t86F+eztNTb+9K9TQG92zVnedlmpi3xff1TdurJtCWl/L5gHYO6FPk8vkvftnw5Y4VPGRes2cRax/t2zf4DWLWhkucmzuPwJwLXGlm5oZJR908A4JMLd2FQl+IG/U/R2FhZwy0fz+C/lRsozMumd9tCfp67hlUbKtm1Xzs+ivK7s0f/dnz376qI2/X1VECu93ZdXR2HPDqRKYtLmZ8f7X9haK2prKmjqraO5rnZeDyKmto6NDB1SSnDurYM+B3V1Jrv7sK1m+jdrjla64wIOBtiU1UN+dlZIY81dXXa9XEolW2qqgnZWBJMVU0dOVkqJt+L4575hTmrNtIiP5t3z92JcVOX8+DXs9ijfzuWlVZwwogeDOvWMiG//VRV/xtU1EeJOVken8edJswKf7ypqY18Hrf3qbUJUO3PWmtNnQaPdV9tnaZOa0o3V/P9rFVc9tbfHDG8K4dv05X+HVtQW6fZWFlDl1bN2FxdS0FOFtlZvjWi2rq6uBxnqmvr2FBRww//raJ0czU5WR5GbdkehaKyppb2LfLJzY48WKu2TlO2uZqPpyylIDeb3u0K6de+OS3yc6it02yurmXq4lI8CrbsXERBThY1dZqyimrat8inoroWpeC/FeWsKKuguFkOLQty6Wvtf9y05Yybtjxtgh6VDnnmlVI6FcpZV6fpfd1nMdvfHYcO5rgdusdsf+FUVNfy2Hez+b9vZwc81rEon47F+cxdVU5Zhberdn7+cazULXl5py959LvA56WLod1aUlNbx/SlZXgU2LHPTQduRXaWh3FTlzFrxQb6d2zBj7PXNOg1WuRlsyHE6tx52R76dWjuU6mef9cYn202VtawckMlnYrzqanTTJq3hg8nL+XDyb6V1L227MC81eUcPKwLo7ZsT2VNHZurapm1YgN1GrI9isK8bP5YsJbNVbV8Pn05BwzpzOyV5Zwzsg8fTl7ClMWlFOZlMWtFeVT/41m79WZNeRXv/rmYbq2bsWjtZjoV57OstIL7jhxK3/bN+XXuGj6fvpwhS/7HzTkvAdCz4nWf/SgFbZvnUZSfzZxVGxkzpBOfTlkW9rXPGdmHw7fpQnaWhx6tC1KqsrayrIINlTX0adecyppaPEqRk+VhWelmfp+/jgvf+IsbxmzJGbv2btwLlVgVp5JSqmrq+Hz6cp4cP4eR/dvxxPg5EZ/epWUzlqyPnCXL+V0+cGhnfpm7huJmOVy7/wCa5WTRviifzi3zaZaThVKKqpo6Lrr5Dp7Murd+H1tWPM9mTLQzP9933Y2d89/n8n22YPy/q5i6pJTzdu/Dkdt248PJS3j8uzksK93scxxyKz/HUx+wN9SI3q0p3VzDyrIKn4YBICAwBvjq0t0Y/+8qnvp+DqvLq3j4mGEcNLSzqwrQyrIK/ltZTunmapau38zfi0tpnpfN8lLzGXUszmdFWSV1WtOhRT4f/b2UzdXueh/9HbZ1F977awm5WR526N2asooa/l60HoAr9tmC6UvLWLh2E9OXlnHSjj1o3yKP4mY5NM/PZvWGKl74cR7b92rNB37Ho2DviW1AxxZU1daxsqySbXq0onvrZkxbUsbkRes5cnhXfp23ls4t8/ll7loAZtyyL6Wbq1m0djMnPf+rz2e5Xc9WeJTi13lrw/6fLfKz64dRNVSXls0oapZDl5b5fP3PSrbt0YrfQwzHiiTbo+jWuoDvrti9UWWKlYrqWuq09gaJJS0BDSUmWc+mqhpe/Gk+Z+7am5wsD7/PX8sj385m7y3bs7Gqlr22bE+fds2prdMsXreZbq0L+OafFVz4xl9U1tSF7SH/Oe8COqm1AeeDYAZ0bMGGipqwx6v5+cdRrbPoV/lKtG9DTAxVs/kwbyxjKm9nuu5Vf/8e/dvxxAnDA0ZbgHl/Zy7fQNnmaoqa5fDWb4t487dFAPRt35zZK6M7JwN0bdWMxes2s32v1qzbWEWHonwmzl4NQJZHRRwu2FD2cd3+PG8+aCAn79QzLq8VLaUUWuugB2EJeqJUXllTPxyqpraOvxat56YPp7N2YxXLyyrYpntL/ly4ni4tm3HzQQNZVV5Jn3bNyc32oLXm25krWbOxigVrNtK6MI//O3brmJSrdHM1t386g+lLy5i+tIwDhnSiR5sC/ltR7tNifcCQTpQcNJA2hblU1tSR5VE+rS41tXX0vX4c4A16tq983Oe1Lh7Vj3HTlnHlvgPYe6sOVNfWke3xbTmrrKkl2+Nh3uqNrNtkKg+fTV2G1nDqzj35dd5afvhvNTv2bkNFdS3NrINl3/bN6dqqGT/NWcORw7tSWVPHj7NXs7Gyhh5tCinIzaJFfjbj/13Frv3a0rIgl1YFOWhNzCvCZRXVDCn5knsOH8JR23Vz9ZzXf13Ide9P5d1zd+Ljv5ey36COjOjdpv7x8177g8+mLq8Pel7+eT5jP5wecn9DuxZz6yGDGNylOOYtSZe8+RcfTF7KT9fsSXVtHSPvHQ/AD1ftUd+qPnfVRnbu29ZVi5LTTddfVB/02CfUcHpe8ykABw3tzJX79qdb64KoXi+VXfTGXwA80tjfuhX0+FcaerUtZJ7V83jazr24bJ8t8CgzLDPYiTcebn/wAa4vvbn+drigx7/8wYKV60YPYETvNuRlZ/HE+Nn1le3rRg+gXYs8NlTU+PxuLt97C7bt2Zq8HA+HPR7Y6wYmmGtflMecVea9KszNYqOjgtahKI9te7ZGAcO6taRdizymLSnlpzlrmL40eMU+nLl3jPY5Js1YWsbFb/5F55bNWLR2U9je4taFuezQqzU//Leacr/GFLs385yRfVi0bpNPg8EBQzqRm+VhRJ82FOZmM3H2Kt6YtChg/zcduBWbq2sZN3U5U5f4/j67ty5geVkFXVo2q/9euTW4SzFTl5Ry3A7daVuYy9pNVdTUaqpq6vB4FO/8sdhnu0js//WobbtSU6dZXV7F97NW0b11Aaft3JPsLA8V1bV8OWMFGypqOG77btRp+GbmSr539BjYFUMwPbQDOxcx8b/VPPX9XI7ativ5Oeb8884fi+t7wrfr2Yrf5q/j1J17Mn1pGa0LcimvrKmvUALcffhgjtq2GxXVdfw2fy3De5jg7O/F6xnRuw1/LFjHMU//zMxb94/LsGKnmto6Nlaa7/Prkxby67w1jHf00vZuV8jcVb6f59y84/Eo7SoQidZ2PVtxzHbdmb9mI//37eywQc++AzvwxfQVQfYSWrigx/l5A2zfqzXrN1WFbOgbf8XuNM/PplVBLrV1mi1uGEduloenThzO3Z/PZObyDew5oD3fzlxZ/xxn0FPdfjB1Gnq0LuCbmSt548wR7NjHnPfv/nxm2EapwV2KaZabxQ69WlNVW8d/K8pZu7GKts3zOHf33vRoU0ibwlyWrN/M7JXltC7MJdvj4Z4vZvp8vjbnaIer9utPn3bNyc/JokNRHoW52cxYVsYDX87i9kMHsbm6ltwsD60KzXf7vT8X079DC9ZtquabmStpVZBD/w4t2GdgR3q1LaQwLwuP1dBVeKf5/+zP84I9+nLFvv0jfWwJES7okeFtUXLO/8jO8rBdz9Z8dvGu9fdtqqphq7FfcNwO3dlrqw4Bz9+6eysA3pi0kBd+nNeosqwpr+Tlnxfw8Df/BTz2SZCW868vG0nf9s3rbwerEGVneZhxy75mqO+d5r6fr92TTsXNfLa7dO8t6q/nZAVWiPOyzb6dr7ddz9b113u0KeSobUMHEn3aNa8v4+jBnQIeP3mnQp/b8RjBogKuRHbcDt3re++G92gV8Pi5I/sybtpyKmtqOfn5SfWtnLcePJCtu7fi+YnzqNOay/buT9dWzeLao2EHUZ1bms/Wv/cJzOeUSB2K8jIq4AEozMtmzqroW/Ccvp6xgr0ct0/fpRen7NQzZd6rYF/TAR1bMHP5hoD7594xun4u3SdTlnLB6yYoHHfxrmzZqShg+536tOWDyUu5fO8tfIZQnLRjT1dlc36vJ8xaxcnPTwJg+i37RXzuwcO6hHysorqWOz/7h6O3685WnU25V5ZV8Oh3s3n55wUsswKH2z6ZwbMTvcf6zi2bceZuvdmxdxvyc7JoWZBDZU0dxc1yXP0//h4Ls4D9mCGd6oOe+XeNoec1nzJyi3acurNpmT5v9771Q3yCHceBmA7due/IoT63ZywtY/QjPwDw5aW7UZSfQ6vCnPrzh1v+vahuWpx37deOa0dvGbZ8odzx2T88/f1c2hflo5SiWW4Wu23Rrv5xu6Gre+sCqms1S9dvbvBvderiUg55/Ee27taS8/bow+RFpTxinfPP2q03T3/vbiiwCRR7Uad1yIa2s3brzSHDunDea38wf80m7j9yKIcP7wrAtCWl1NZpJs5eze7927F2YxX/rShnzJBOtG2eFzaoW7BmE8z0va99izzO3b0PN388g5KDBvLUidvWN36Nv2J3urRqRj+rAfbR47auP078c8t+bDn2c8Acd+bfNYZvZ67gtBd/B8zQ+vFX7lG/L4C3zt7RPOa4z6lnW+95zv4/tupcxB4D2jP+35XMXL6B50/Zjro6k6Q8y6M4+NqHAThq266cfPjI+ufv/cAEFq3dxA69WrP9HV+zutw0+u61ZQfWbqzktF16sfdWHaioju4337VVAV1beb9DL566PWAavIvys1ldXkWrgpyA4Xf+urUuYN+BHYM+tk13b53lolH9Qu4j2LEiXUYRS9ATY/ak97oIXYr9O7Zg7qqNVNXURd2KPv7flZzywm8+9x2zXTdKDhoYMK+ouCD6E6n/+Gj/gKepiWUigx5tC9Aa7vxsJr/MXctZu/XmOseJ94Gjh8XstSJJxWNUinToxlT/Ds15Y9JC15XHyppatr3164DhkvbcmIlX7+Fz8ksFwX4joSrRHo+qbzzaa0vTMPTuuTsFDXgAcrLNvqtjMEwjlunn83OyuPngQT73tS/K5+aDBvL+n0uYvbKcd/9YzLMT51GQm8X/ztqRwV2Dz+1IVI8ceJON2LI8iqwwR4N4zolyTmjfokOLuL1OrNlvSaR3pm3zXNoU5jJ9aVlUQU91bR073vktq8sr6+/7fcG6+oq9zQ54WuRnk5+TxTX7DaBrq2Z0btmMnCwPRc2yg853shsM6m4yt3+7fi/atcirf3z8lXsEPMeel+Sci7xrv3YB2wXTv2OLgKBH4w02/H/aziAETMNRMHUasoAuLb3vbax61Ox6mbPh0XldW5++/1GuR5tC5q3ZyNFP/8zq8irO3LUX14/ZKmD/0Qb2odiBk/PzS4Z0OXdL0BNj2daPItL5eYsOLaip08xZVR7yZA+mle2jv5fyy9y1zF1VzuRF66m0spe0yM9m4tV7hmwtaEjAI7zsk30sT/lF+Tl0b13Aiz/NB/AJeBIuBaOeNDluRmWfgR0p+XgGj347mwv9Ws/q6jQT/lvFqX6NGP46FuWDNcUk1QIeCF4xdpPqPT8nK2gPo1Nulqkc2OtmNYYnAYs0KKUY0KkF4/9dyQs/zufs3XoH9Cgkk5uJ4ImSrkkm1lqt95HmDymlGNilmHf+WMx+g4K3roPpNfxo8lLWbari1V8XsGitGZrVvkUer56xQ31A+M4fi2nTPJc9+rdHa01NXegeOjc8ynwXElFh9v/Waa3rGyEiNRJnO4KNYF8Z51sQs8q3tZ9IjZ7+ozG6tmpWP5zt4lH9fEbFiOSToCfG7FaGSCs1N8/LpnNxPkc88RO3HjKIvxau59jtu1NeWcNRT/0c8nn7D+rIoC7FnDuyT0pN5s5E9jyyWFeUBnRswcK1m/jfWSNiu+MoxTMVt8rI8KVh7OGD9381i/u/mkXJgVtR8vEMwLR0V/tVQrfv1ZrrRm/JoM5FvkMVShJV4uj5H4oUkBOjH47dGxCLynqi0s9v17M1j4+fQ7OcLK7Zf0BCXtOt2hRqks1O03NYx2LT7RpquQOngZ2LeGL8HN7+fRFHbtuN0s3VvPrLAt76fZEZ9kXg/LJd+rbliRO2oUW+b8PlEdZQMzABVajUz+nCri9FmmyvIrTQOX/X/j2ZDWXX4SL1HPn3Hg9z9IRdslfoIWKZJlKdN1VI0BNjdsuVm5EYV+zbn8ve+rt+oa1XflkQsM19Rw5lm+4tadM8r8FjvkXD2B9hrCtKNx6wFV/OWMH2vVpH3jiOUvF0mUL1sZgaf8Xu7H7feID6gAfg1J17sf+gjgzr1jJtW72h4T09btjDTPyDw4ZIVNBz1LbdeHz8HK7er3/Kfa6RWtUTKd6T++PFLrWbit7le2/BE+PncOU7U7jynSlBt7nt0EGMGdw56qHu6cxOJw2RA/FIPyHfoKexJTPsIkV67eb5vtXog4d15vHxszl1514p99uPp3Q5dyc86FFKXQJcAVQD12utY582JBW4+AYctk1XRvRuw6R5a9ljQHsKcrPIUorqurqYjfcUDec96MX2wNWtdUHEIT2J0ISOx0nXs20h8+8aU79ORLpW9kLxqMDKWqQJtW7Zx8KaGAxvi1GRIurZtpA5d4xOyc+5oeuVxUO6jlbwrvsSedvsLA/z7xrDmEd+oKyimjGDO3PeHn0oym86jZjBsu9qcD28LRqx6+kxIjWU+Ac9Sim+vHRkiK0zV+ocVcJLaNCjlBoInANsCRQAfyilxmmtG5YEP4W5/Q13btmMQ7b2zRCU55GAJxXYB+r0PC1HFmnIQDKkSxd5QymlSPMRKUEFqxfkxHhCcXVtDOb0JDDST8WAB2JXKYyFFH2LIvJEMaLD9ulFu0beqImpH94WRU9PpK9vrL7e9u8kUvITTwqeR5MhhQ4rYSW6L/UA4HWt9Qat9QpgPBCYJiQDZHrlrSmwf8SJrCglUob+WyIJgvWGNmaCtVNeDIe3pWogkkiplMggXY+tdrFTZf3AdKS1ru/pi2ZOT6QAKWY9PfXn//DbpelXOObSpc6b6KCnJzDfcXsRELgISwawJy+nu8We0OtUZLosq0m+VYZmwevdLn5r8NTmm3UqNurosgJ1KMqPR3EyxmIC1/5KBZ1aNfe5XYeie5vYZJmz5zJ2cXlMbeZI/1zkN/TEnnjeMkN/0250T5G1ncAb0KYb+7vYqjA3ySVpnH/rukbeKAbatchjbp1vVW+HXm3qh/g1i5CyvYXjd+wMQhZ4TPmdKd97Wemu2wT5bJyZciM1gNi/kw7Fwc9JG63FlwubB09D3+SkR8yDSmRLhVLqMWCi1voN6/btwEKt9VOObUqAm/yfm04tKjOWltGvQ/OYtXQmy6rF/5FT2JqWrdokuyhJ8+/yDWaNgQxUWVPLvNUbGdAxdMr0htq8uYLPH7uELY68mYE9IlfUpy0pZcGaTew7sEPM5oJkmlVL5pHbrJDi1u2TXZQAFRWbGff8rayuLSC78xBUx8Ect0MPFq/bxLqVi8l950Q8LTqQfdBD9O/bN+r9fzJlKWMGd3I1v25NeSX/Lt9ATZ1maNeWAan7v5u5ksFdi2nbPLnrWiTKd/+uZNserWiRn8OitZto0zw36NotyfLM93M5eOvOtG+RXg0en0xZygFDOie7GI2yatUKFi1fxTaDB0XeuBHq6jTT5y1hw/qVrMnuyOAuxbQqzKW4WQ5TF5fWr1/1zh+L0VpzpLVw+YRZqyjIzWK7nq2Zu6qcTVW1DOpSzKwVG1i1eA5b9uhM67bmeDhl8XpaF+bSsiCX5nnZrC6v5M1JCxkzpHN9ILShopqf5qxhm+6tzMKmazZRVlHNHv19j6kL12yiXYs8muVmUWctLdLPbx2p5aUVrJrzF4O32TGu712q+nXy33jKltBx0O589+9KRvRukzJrbSml0FoHPVkkOui5FqjVWt9j3X4R+J/WelyE5+l0CnqEEEIIIYQQiRUu6El0k+qHwLFKqXylVDdgZ+D7BJdBCCGEEEII0YQktI9baz1DKfUa8A9QB1yitd6YyDIIIYQQQgghmpaEDm9rKBneJoQQQgghhAgnlYa3CSGEEEIIIURCpU4KlwjcZO0RQgghhBBCCH9pMbxNNIw1LFCixQSS9zzx5D1PPHnPE0/e88ST9zw55H1PvKbynsvwNiGEEEIIIURGk6BHCCGEEEIIkdEk6BFCCCGEEEJkNAl6MtvNyS5AEyTveeLJe5548p4nnrzniSfveXLI+554TeI9l0QGQgghhBBCiIwmPT1CCCGEEEKIjCZBjxBCCCGEECKjSdAjhBBCCCGEyGgS9AghhBBCCCEymgQ9QgghhBBCiIwmQY8QQqQxpVRPpZRWSr3md3+uUmqtUur3Bu73FKXUO40o1yCl1Pwwj7dVSi12ua8SpVSui+1+V0rt7rqQ5jmzlVIFUWyfpZT6WClVqJTqo5T6Xik1Ryk1Syl1rrVNc6VUL6vcxdZ9HqXUHUqpmdb2fyulTnTsd75SaolVniXW/s5wPP6CUqpHNP+bEEIILwl6hBAi/ZUDe/pV3vcDKpJUnpCUcR/wE5Dv8mk3ARGDnoaURWvdV2u9KYqnnQd8o7XeCDwPvKC17gPsCdyrlGoPDAeeAk4BLraedxYwCBhmbX84cLtSagfHvo+3ytMFOAy4USl1mPXYPcBjDfpHhRBCSNAjhBAZoBL4BjjYcd+xwFv2DaVUO6XU51Yvw3wr8EAplaOUelEp9Z/1d73/zpVS+1qP9be2f0ApNc3az71KqSxru5Os7WYDl4Yp70TgviCvc7f9fKXU/1m9Ix9ZD/8dZPteVk/LPKXUZ0ALx2OnKKUmK6UWKKXeV0q1s+6fb5V/NtDW6iVrYe1jH8fzJyqlDvd7PQ9wBSbYAXgYeNO6XgRUA1XAD9blV8CX1uP9gQVa6woArfVs4GSgLNgbpLWeBtwGXGnd/gcoVkoNCba9EEKI8CToEUKIzPAGcDyAUqoQ2A0Y53j8WOAPq5dhEHCKUqo3sD/QT2vdDxgG7KGU6mQ/SSk1BngE2E9r/S9wObBWaz0IU5HfBjhCKdUXuBvT49EP2ByskNr4AG8wYL/OEKuMW1p/7TG9IgdZmwwNsrsXgde11r2AW4A+1r52BI4AdtBa9wCmW4/b6qwelVV2sYBXrOeglOoObAF8hK+tgdVa6zLrf3lPa71ZKTXFeo03tNbrtdZ11v9yAWAPL3waGGMNW3tOKXUW8K8VzITyO7CV4/b3wAFhthdCCBFCdrILIIQQIia+BJ5VSrUB9gW+wPQA2f4PE9BcDgzA9EwUAJOBTkqp/1n7OElrvUwpBWaY1oHAjVrrOdZ+DgXaK6VOsG43wwRR7YBPtdaLAJRSTxNdBX0esA74EPgMuM7xmgGUUs2BEcAeAFrrX6zgA+AQYDvgb+v/yAYWOp7uM//J8jLwozUv52hMMFXtt00vYJn/E7XWQ5RSXYFvlVKHaK0/0Fpv8NvmHyswHArsjBl+eL9S6gCt9YQQ/2Y1UOe4vQTYPsS2QgghwpCeHiGEyABWBf1D4ChML8Mbfps8hul5mAXcBayw7l+MCYL+D+gE/KmU2sbeLSaAuFop1c26LxcTGA3QWg/A9Cg9DmT5vZ7/7UjKMUFWCZCHCSAODLN9sP3b9+UCjzrKuB1wrmM7/2DGHm42GxgJHAO8EGL/HgBrSNzXyoqqtNaLMUMM+wQrrFLqMaCn1vovrfWjWuvDgDuBE4NtbxmBt6cIzOdRF2JbIYQQYUjQI4QQmeN14GzMMLVv/R7bGXhGa/0xZuhWV0BhJua/AvyICYZmYYanAfyptR4HPAc8ad33NXCmlZCgDaZ3qKf1eqOVUl2s7c6JsuxjgAmYuTsPYebF2EO7NCYQqqe1LrW2PQ1AKbULMNhRxmOUUkXWfKOnMD1UkbwEXGvtP2AOETAF6Gw9vgHoggmQUEp1AEZZ/0MweZjEBQXW9gWYoYEzgm2slNoCuBG433F3J0yPmBBCiChJ0COEEJnjB6AN8KHWutbvsZsxw9/mYIZWvYjp3Xke04MxF5gP/Ae86/fcEmCgNaTtZkxvw1zgT0yPys9a66mYSvpPSqnJwMooy/4ZMBX4FzMUrTnwhPXYt8AfQZ5zAnCaUmoWcCHwC4DW+lPMcLW/gAVAKb7BQyhvAbsQvJfHTiZQpJRqbd11HHCpUmquVcbbtdahUoRfAqwGplufwe/ANEyAZ3vNSuIwH/gAuF5r/bnj8V2AT1z8H0IIIfworXWyyyCEEEKkBaXUhUCu1tpNEBXL1+0PPKC1HpPI1xVCiEwhPT1CCCGEe48BuymlWkTcMrauAS5K8GsKIUTGkJ4eIYQQQgghREaTnh4hhBBCCCFERpOgRwghhBBCCJHRJOgRQgghhBBCZLTsZBfADaWUTDwSQgghhBBChKW1VsHuT4ugB0ASLgghhBBCCCFCUSpovAPI8DYhhBBCCCFEhpOgRwghhBBCCJHRJOgRQgghhBBCZDQJeoQQQsTfVzfBtPeSXQohhBBNVNokMhBCCJHGlv4JzVoluxRCCCGaqLj29CiljlFKzVNKzVVKjbXuu0cptUQpNUspNSqery+EEEIIIYQQcevpUUp1Bh4AdgRWAX8ppUqBHYCeQD/gM6VUb611XbzKIYQQIgXIsgNCCCGSKJ49PQcDH2itF2itNwGjgWHAc1rraq31DGCxdZ8QQohMF2b9BCGEECKe4hn0DABylVLfKaX+AY4AOgLzHdssAjo5n6SUKlFKaedfHMsohBCisVbPhllfJrsUQgghREjxDHoKge2AwzFD2o4F8oFqxzZ1QI3zSVrrEq21cv7FsYxCCCEaa94EGH9HskshhBBChBTPoGc18IXWeq3Wugz4AtgJ6ObYpguwMI5lEEIky9O7w1+vJbsUIlGW/mX+wpI2LCGEEMkRz6DnS2BvpVShUiof2AO4BThFKeVRSg0B2mqt/4ljGYQQybBxtakAf3hesksiEunp3ZNdAiGEECKouAU9WutvgVeAv4G/gFe11rcD/wLzgDeBM+L1+kKIJJKEjE2Mi6mXkr1NCBErrxwKPz6S7FKINBPXdXq01g9orftqrbfUWj9i3Xep1rqH1norrfUv8Xx9IUSSSAVXBCPZ20QmKF8FH5wPVRuTXZKmq65GGtdE1OIa9AghRMaoqYJvbpGKjhBNXWUZTH4VaqsjbytSV12d+RNNhgQ9Qog4SPGenro6WDXLXP/9eSgphs+uDL7tnd3M47e1gx/uh3dON/eXFJu/X55MTJlTmfTsiaakepO5lJ7L5InFMeetE+H2jo3fj0gbEvQIIWIv0ZVgrU0A8ubxgY99cb03QAH46VG4pRU8tp2575NLzf2TnvZut/h3c19dnWnVdZo1DkoXe29/fnXs/590ZgeTASQwEhnit+esKxL0uLZiBjw8LLb7bGzQOfMTqK2MTVlEWshOdgGEEJkoygpu6RJo0RE8We6fs3wqPLmL730zPzFBS/edYMAY+PJ638cf2ArKlkTe97Oj4Kb1JjgK5sGB7svZ1GxcCe22CPGgVBITrmojZOVBlpzuY056etz78DxYNy/8NksnQ04zaNc/8v6W/Q2te8WkaAHeOA62Ow367hWf/WeasmWQlQuFbZJdkoikp0cIEXvT349u+we3gokPutt27TwT2PgHPE4LfwoMeMA34Gnd23u9pDRw25tbeq93HAxHv+qufMJXRSlsXtfw59ufd2P24VRTCbU1kbfLFI/tAP9+luxSZBirUUdJFcq1iGt4ARMfgMku13arLIMpb4XfZvzdUFEWfptgVv0Dm9eb6+sXwq9PRb+PWCophid2Tm4ZQlkzBx4YAD8/muySuCK/WCFE7K2b34DnRGgFtD0yLPj91y6G65YF3t+mH1z4p/f2vneYIOeiv8ylf8DT3G+M9/XL4ZyJsOWBvvePdVTCa6rMiWm9rLUcMLTxuztg3DUNH/K45A9zWeqih86Nlw6C356Jzb5S2eI/oLoi9OM/PequIppuqjbFf3itvf87OsO7Z8CmtfF9vaZi+VT452Pv7YpSc1xd9W/0+6qphPF3wDc3u9t+7gTv0Obyld55W2vnwre3Rf/6sWIPy14xzXtfKsyhtIeT//lysksSFQl6hBBx0IBhHyqKoW02O2gpKYW8FpBbYK6329K7zQW/QZs+3ts7nh98X3awc8W/Zh9j15nLnGbebfa+1Vye8Q14PHDFbHP7tnbm8qHBMOMj+PiS1DgxpZqGDAeqscbcS9a8QKGCmpJieHZPuL0DlC6C5VMCt/ny+vRfTNaeg2dXDOdPhDs6+fbSOpUtNdvOn2jm6zl/o2VLYcPy4M+rqzNzA+3v4p8veR+b+jbcE2KYVV0tVG+O6l9qEkqKHfOiHNbONX82u5dm3QL4+OLQyWaC+fgSc/nbs773zx1vLl85zLc8Lx9krj87CqrK4a/XwjcaJMJXN/neXrfAJM65uaX3O59MMz+Bf8cluxRRkUG+QoRSvhLu6wdXzYOC1skuTXppSOU22qEiwYak2c4PsgTYDavAE+aQl1voe9sTpDw7X2T+bAVtzFjm2irvfW+daC7/eCF8GdPdK4fBnG/M9dH3xe91PjzPXNotr2B61rJz3e+jrg6+vxdmfQ5L/4TeIyM/p9ZaB6SuxgTTqeazq2DSU7DHDTDSqgxWbTKVfn/lK8PfTic1Vd5GBif/SqB9+7BnoetwKOoCD1iNIS+OCb1//9/sB+d5h1yFG8JTtRFyCuB/J8BRr5jjxy2tg+9TwKeXwYAD4KdHYNRNwX/P9jo8ygP/fWWCztH3+m5zX3/otj0c/Qo8NgJ2vRyGHAl/v+7dZvM6MxSuVU94/SgYeY332BXKol9Mo4GtpBi67wgnfwxZOQ36l6Pi/D4PO958Bx8e0rB9rZ4Njw4318c8ANud7n1MaxNE7X4t7H6N+zLV77sBvXBJJEGPaLrsH/CNq4MfxNbMMZcblqde0ON/8Ll8FtzvmDzuf5J1bh/rE3DlBriza+P346zUhjLOOijv04DhBpEqyce+AUv+DL+NP48HCttD2WJoNwBWzfR9/K/XYOsgGeXS2cY1cG9v3/s+u8J7vXkH38d0HehaGDAaOkSRAGLpX749EXaL+eM7wcrpcNk/UNQ5/D6+vc3Mx3rrJN/7//kEFvwE83+AnruaSlFdrW+wfKtjUm7PXeGUT9yXPV7q6uCu7lC1wXufPZR03NXwqyN9+onvm1XrgYDEIvc7JopXb/btzQylttq8j8e8HrpRo3QxFLaD29p77zvpI3dBpr8XxsCCiWbY6mMjoGazSciwYWl0+3nvjOhf21ZZHn6OSdftYfEkc33au/DRheb6a4fDnG8b/rpNxdzxJpAceXXw4/O8CeZSqdAJaMqXwz8fmet1NbB5beD58aubfHvnJtwVfF8XTQ49fBpg4c9wa1tzDt28Du7u6X0sFudVreGhITD8ZN/7D3k8+PfwndPgiOfD79P/vfj0MlgzG3a6yMzFsY2/0/yd9KEJDksXQ09r3uzPj8MX14Z/nYkPwF43hd8mBUjQI5om54Fg/J1m/RWAK/6D5tYJu2U3c+k24Fk502Su6rVb7MoZTLBhU86AB8z/d9izZkyzc7gAmNbgxrRcb1prymBnaolFwAMw5X9w2NPBH7ujq29Fb4dzYvOaTu36u8sa5M8O1g5+zAyNcPrwPOixo2/ShHQWaUjFFvsHZm6bZH2mhz8buH0o9/SGTWt876va6Pv6D2zpW9FwPnbFbFMR+t6vVdi2crr3+vwfgu/DZ/sZ7sodb8GyCU5+FQ55zDfg2fNGk8HQZg/TmfoOvHu67/N/fwF2PM97u67OVDL9A5tXDjXv1c0tfd/30iVmrau/3wheMbWHDYWqFP77ualc5TX33qe1CXgg/PGl2whTSXO2yB/wEHxySejnXD7LBGb/fgb/C9IgMfsbEyjf18/3/uPeNj26zufsewd0285UVJ1DeiXgCe3R7QLvq9zg7dVxsoPI5u0DH/NXWwNr/oNxVwU+5gx4gjn4Mdj6BHN9j+vhu9sjv55/b2lJsRkSHWyEQCSL/zC90H+9AhuWwbfWMOprFkK+dUy6ap55n1r1MOfge3qZRoBwvd6hjme/PG7+gnn5YO/1sWu9vZUZQoIekflqqszJuk0f05LfZbjv43bAA6bF+sCHYdkUKGxr7lu/0KRTDmbpX/D0Hvi0pMZ7KMMH57rbLlQL54wPYNhx0b/uvX1h46rQj1/xn5lw+tIBobeprYYZH8LgI7z31URYJ2Hx774BDyRmeIFbBW1M62Knod77jnrFO8ztka0zY3iLf/agsWtNivFYjy3fvN434Om9u2kRDvV9Xr8IHhrke999fWNTlov+gl+egOXWJOIVM+CJHc31gYfCkS/G5nWCKSmGIUd7GwJ+eSL8tvXXg3zX5n1v5qz4BzwAX1xngp6A4WGO/cz7Pnhw2GdP9xX80iVQ3MVcX7/IDDPc6mB442gYcT7sd4d329+DzPdwuvBP33l6/v/z8FPgx4dMa/Zj25uWbYCjXoYWVoC05QFw7RJzLMnKhe/vg+9ug1cPI4BPcF0Kb59iMlTaKfbXL4CPLgh83r53wh8vhv9fmprVQdbxenCr8M8ZH6JnpsYx58bZMxutoY7z4cirfIOeLsO9yVQAWvcxDQN1tYH7uaWVWeogmuHd4Y6f+Y7HClp7G2Dty79fN383rDIBn7Mn/bl9/V6n1DuUzd+YB0wQ598D5h/w2L+D2prGvd9JJEGPCO29s8xY2e0aMTwgmSJVxna8IHCM9owPzZ/Tc3t7K3i2UAePRPj7DXNpH4D8Kzx3dgtcUBPghpVm2MkH55q/aCri4+8KH/DcsBKy88K3yDnX1bErX9ufbeYlhPPFdb634zl/pCHW/Gcus3K8JxalYK8S+LokmSVrmCd2gYMfhc7DvPf99qxv9qBj/+f9PZSUOr6DMUje8PYp5vKwZ2HQ4fBckLUytjnJZA1yG3Ad+hQMPQae3ds7HOn0r6HjoNArsp/0kemhmz/R9PT4v9b0982cBGcAHwvOYX1T/mdanrNy4HNraOcl07y90P5lunQ6QZUv985nATj+Hei3Nzw4GLY6KHi6+JJiaNHZDFl5/+zg+w0V8Fy31MyRc1aOglVsL7G+U2WLfe//9HJrP8u8c5SuW2bmduTkB39NJ6VgF2vR4X1uN4HVzhebIMvJ2bu02xUm6PG3Y5BgZtvTzOefHaYsp44zgZ4OUjkWxvtnudtuZpRDS1v2MIGoW8F6Z7qNgNO/sBo1gc5bm9+mUoE9rlfM9ja03Nwy+sDH3/XLwRNFw549x81+3ef3N3OSwPRQbrGPua4UnPIZvDgaBh8FBzzo+xsYerRppAumqIv3erA1v3rv4b68SSTZ20RoG5ablJHR+v4++Pt/sS+PW3b64Ej2vR3O/gH67m3m9YTz9O4mxWtJMcz+Gp7fN/S2WpuJg7ba6thl8Pk5SJe0Pab3DGti5rWLzMHPduVc0xKUnef7vJJiuM1v/kUo4+/0Xi/wa+G5al7gvv1tXh98XZ1QAU/5Sm9WpkW/WuUtNf/X9me6K3OiHPIEFHfz3rZPdrtcCrteEfw5ybRugWlpd2a+snvbXj0CVkyFp0eazEk1leZxuxIK5nPov5/vPv2/E40x9ztzOeRIUxnZyy/lbLcRprXV3yXTgqcsLyk1AQ/4toR2287MZWndGw539Cx03d7MW7HnoQwK0vJfX9bx1qWV7rax6/9sWhuYUe3hId6ApVlrb8AD5vew1SHe2y0izHGy9dvbXJYuNA0/oYLzDUt9A55j3wy/XzuTop0UJCs7fOOK3UPnbGhytqDb2RhLSs11NwFPACsQLwvy3XDyr6Rue5p53X2DDHWye3Xt495OVnKTE97zbtNjJ9MwUJfCa0KtmmWGVsXLwl/M76IhSxiE8vDQyOf3Nn49vTetN8kL3Oo2whEgW9+f+u9lkGCmeTvTW2krX+HudVY4GimutYaGXjnHHJciLSZ8SpC1t2oqTK/swp+899kBj63nzuZ7ffgzvgEPmGPhjavhMsfc1KKu5jwWqkHF5hzpkMIk6BHGh+ebA8nUd7z3KY/7tLt2KtDHdzTjUd224MRaSXFgZp+W3c1Bb+9bzQ936HHmwALQaQic8I5pST3lU+9zjnnddx/Lp3gXu3z1cG9F/Kb13pPyRZPNfW8cazKlrJ1nuphvbWtak7+7g0bZsMI7mfCC3733DzrcvH7Xbb33OU/ghW1Cj/mtqYh8ArEXaQPzOhc6TpJb7Bc458l+b23/Nxzu7hH+Nfz5j6e3peIK6MOOg0unBX9s5T/m8o1jE1eeUOw1Lx4eEjgc7Lb2VkD/lfe+u7r5TkiHMBVY63NZ+HPo13/pQJjgmGNTUgyfXAqzvvTetyLIidU5yX7Xy03ra47fnLQLfjfBQKS5asGGqV70l29vzRlfwQBHdq8R5wU+x9a2n2+624YO+Vgx3ezHmfr4sn8Ct7t6nu9tpeAox3wF/xbrG4JkaeuybeB9Tv7HPtuhT0H//b2ND7tZGeMOeAi6bmfm1oRiB64jrw7/2uAdRrnzxZG3dcNugT7wocjbOo+rzcLMZbArwHZv5z63mvel7yg4+RPoY83t82QHHwaVKqa+5Tu8O5ZKir2Ngw9HqBDvenngfcFSWoO7AMo/E6hSsEeEifhOutb72dprWXXbwVzaPfs2+3vqHJ4Zaci27Qlr3t2Ff5oApKTUO6w+kp47Q0e/bG6zvzHHWdsNYUZnhJKVA0WODJCXToNRN0Y+96bJQr1hS6mMLxJVGJEk/34Of1mrzTvHfCtF2OEqMz40B7YNK7wtkc4Jv68e3rhy1Va7C7pmfwMLfg5eeS8phUummv9l54uguCsc+kTwA0vPXUxry0kfmkqP/1CIYJwHAjtr1Swrb/3SP71dzAAT7jYZfhrKTlYw5BhT2YrkiOfhar8u/stnmfSg0bADlvOsQC+/pfex44L06Pm/t2scvV7XBcm8dK6jovzHi/DT/wVuE00rXSo58gVz+W+QVrlEu6t74H3RJN04+ePQj9m/g3A9w/O+9w4fsoOb35+H14/0bmNXAg5zLB7q/I2NGmsunT2P4O73AMEnS9sumwmnfxV4v38qc6dYLUpp/9+2klKTmc65AG64HpOxa+H6IK3LwXpgu4/wXndW8q9dbCZODxgT2GN01TxvbxmYz2TPG0yZtj0VzvjazL0KZZdLzLZ7XGf2dekMk/TC34KfYZUV7O19S+j9RSMn37f3KZy2/byvG66Hzw5kgq0t1mtXONHq8fFkp3ZPT7xMfz+67XvuaoaK2javN1nGbAMPDXhKWI2tgOu6wH2Mvhe2D9KY6zwfXmsN03QuYRDKZEfjQpsgPddu9NnT97YzyUZJaXRp/f3ZjbluGxpTsUEyiLDfDK21BpYppYIcnZqoya+byvWrR8BHF5nry6cmu1TRqa32Dmv54yUz3tnJDh7mfBt+JWI7Dax/5jDb7K+DT+J8YYxvqkd/5atMStlb25rxsUsnex+rKDWt53bmlJJiM/H0BcdwmwMfMRWAhkwez2vuPXlveVD4bQ/xm1icWwA5jhOrPfnZ2VL8zmnRlwl8g7/DIsyBsQ06HJq19L2vRQfY9bLAbSs3BN4H8LdjOEtb63NWyhrv/LW7cjjlFkJekbf1taQUOjjG+s/4CL68wVy/cq53/o7dqpxusvNMhp397k5eGdbND92bd/LHphJqO+oV85lc6petrKQ0QoBknfAumWpaOe3v669BsvGVFAfv+frfCd7rQ45y7DpIxdLuWSvuHr6HwV+4VveiTmYOYzBXzTO9JnZF4JpFMPTY4Glka1xUeMB3eKGTc2iJx2NSTx8fobHEkxV56Nc1C81n6GyUcAaLeS28E6cv/8f8n8OszySWKfsLWpuEBsf5DZUrKfY9jifLzhebxqJw6dXtQCbcul+Q+sPb4uHunt55eeDu96k8vvN2/EcGFDp6nN0cS/0zSEbr9K/M8EaA3axscEpB3yDzC5s55vdkWUFGpKCnerM3IdGwE8JvG07HwQ1/bhPlJpHBnsBJSqlSoBpzdtNaaxc5BDOQ/UV1DgN5cpfACvbsr01Px7WLTbaSoq5mbYSxa80Pomaz748lUVb+A487Wvo+vij0tuFsXBN435VzzQltxTTv/I2PLzZzg8bfacY7z5vgTUVq++RS0+J7/m8mU9prfj1ET4+Mrmz+Oe4bqrU11GSni0wLT0Eba4y5VTEIlgGt2rFq/IIfzeW2p8EOZ0fu4g/llUNjnwLVPxXlnV1NwoqW3c3/ufUJpuJqj+c/4CHfoTOnR9EBvO8dJhlBnvW+Xbso9LbOBeMK25j5O6k2hyda7Qc0rsWtMWZ85M0iB7D/vWYITque3l6PgtaBx6/iLua+dQvMdyISu5WvZXfz+xhzv1lTqa46+PbOScb9rDHn/1g9SUf7BRJ2i+v+jqFxuYUNa9QI19MTjn+lP7/IZBW0k3uUlHoXAFy/IHLPU7A5fvkt4Zogk6/9W3MboueuJqCpqw2cIG0n3wjmkMfMX6IlO9uhf2ORPzs5gaugJ4WHt8Wa1mb9GqdeLs7fniwzJ2TZ38Efdw636r6D72ODjzLD9JxG3WSWNXjQL3C1kxG4KY/N2eNTFmGNKPu3FW54m38jh53RsCHaBgnukv3bSXFugp5d416KdGe3BDjZQ7v81xj48HzvSsHn/hTdYn2x4Ax4nEpKzToYLx9ishuFG6ayeR18UxJ4v71ui3/rgz0UxT8V6KdXwG+OYSyPBcnf70a3EWYY2TWLAsf6N4Z9sMvO8508PHYtVJVHfr4976e4q++8hDVz3HdnT3/fN+AZG6PhNJ4gree/OdZR+fB838e2PbXhr6WymvaBWCWw4mM3toSyg3N4RpDvgL9WLudi2b+VKVblw5n4IJJav8BoS7+U53agEmkhUlvvPbzJEPw1NOgJxh7b385a4M/+TU980CwmGI4zY5ydiS5YwBMrdmrfBT9aSSf8MpKl0tCUWM3liafCdnDmd5GDo1Sf0xNrzoym5/7s24sfjvLA2d+H7pHW2qQhn/pO4LCzg/4vMOjJyjHn3VjY9lRvINfHGqFwzOvwptXomeVo0PJ4TODjf0yz+S+SvOMF7ua5hWKv/6aykpMlMFgG3BTnZuDjQmB74DSgAuiotY7j0TnFnfKZmWB6hTVPIbcFfH+P+bHaC8CFq3T87RjH6ewCTrSb1psu3EtneCukuYXeruhg4//BDDW7u6c5SYN3Uqt/pbak1DsHJBRnwBPM8e+EfxzMGP/TvzCvl18UOeNJVKyKgP/inp4s3/z54RS29wY8p1m9I4/v6L4Izu/IHtcHD1birVXPxj1/ywMjb+PPOcQn3XmyY1vZDifUsefKuXEOPK3fyntR9Mq17A773GZ6vu2KYbBFXO0e180uA/5wDUlFjWhVDWWV9V21A4dgQ96cnJXgklJTaYt3o8Di38xlUVfosXP4bRPpIEeF6YaVcOOa2M3liafsPOiyTeT1wjJhTs/SyfDGceHn1/oP0xy7zn3AAwTNiObvwIfhuiWBw11z8uHiED1E/twmZnJq0RFG32Out+ppfqv9HNlb/efNZeUEH95WUhy4HMa+tzfunG5nXxvUyPnTDZHdzDTY2Pa4IfFlaAA3Qc9dwNnASUAe8JJSKkw6mwzXc2fT4ti8nfnyb+H48k9+zZvS2I1gi3QlilJm/Lp/12q47EdzxwcfahaqlbD9AJOVBEyGJNslEeZAjV1rHVj2hhOssewnfWjm6pSUeifZXrMoeNaXWLFblKI5UPYf7XvbOX7enkBc6zKzi3M+VUmpWTQtply27ja2EtKQ7nvncIZ0l6hx/aFaF0tKvb2w8RJNT4Gd3vvgx6wVxSthglWpOO6twO2zrUYDt5OTww0tieXcFLtHIliFY2qYBpunrGPoxVNiVxa3LpsOI85J/Ou6kZ0X40arFJDqQY//ua2i1AxJt836wpzz//009Lp0/vu47J/g6974c65xFDEzmONx56gJm9vetFhlGHN+T+3huTZPdmCvywa/JCP23MBYsNNPJ9oNy6Fdf+9tN595CnBzhDkSGAD8rbVeqJTaGfgdiNB/30Q4gwRnthHw/VKXLfVmOLv8XzO/p9AvtXK81VmtzSdGmVll3QIzzOVlv2xmF7jI79+mj/d9OGcidBhkDmBXzoE535kMOZ4ss85F9WbTquts+ei7V+DB4fJ/vAtAxlND9m+3/PUfY04U4Ravi8ReA+Solxu+j7Csk1VJqUmnPeFuk4jh+qVQutgMD6jcYCY4J1KmDYVL1BAXZ2Xlitkm4E7YsKUoXufSaeZY5PGYtO41ld6VwIPNhbHnTbhdB8LtkLzG2vuWwAaBwvawcaXJghlq0dIVVqNPospplysVBUshnklUGiQycB4j7BEef7xoet5eP8p325JiuOI/swi1fQ72D4bcDEPd5TIzh7R+wdoIx49ujnk8wY5pbnvSR91o1hCcEmG9qWjkF/neVp7Az/x5KzDa5/b4LfZ+5RzfTHKJ0mGw95iWBtwEPeVa6yplfdG01muUUg3oI8xQbvOxF3X2rcxte7r758aKvcZLUZRjXed+57va7nVLTWaytn1DPycY51yfwrZm8UFb7yA9SOEkojJnL7i4KcLCpU529/Uul5igx39V6DH3w18Rhr/Yeuxs0mC7SZ3dEHYFDbwtNnYiBns8dEMDniNfbNjwTf9F5TJBsJNgrM3/0Tus6sbVkYfdxFq0Lah2q2B2XuSeT48nukB4pwvNX7D5AT2tKaoDDgh8LBb67Bm+QpXoYz6YNXSSmT0wnGDDGTOJx5prkYhGuki09g1QIv2mnEOxjn/Xm2Doq5u8w/Sdacov/9d9ENtvbzMC4Ijng2c0PeQJM4Ts3t7mPNXDkdI92LEmVKPSJdN8e1367Gn+Ro01x+QJd8d2HjBYjVx+QZi9ttBOFwRsHjNu1/eJtXMnRt4mhbg5U32llLoOyFVK7ayUegmYEOdypY+1VrrX9laLRXdrvkbnbcI/L1gXaLz9+qS5jDad4/yJZkFDMCmEcwsDM6hkIrvFKth6EqG0tYIHO/Xtjn4JAaIZ7lC2xDsUKB72c6x1Ys9Rakz6TKctGph6NtG9SomQiJ6eFx3DKhMd8EDoVM+RZOV6AwH/YSLx0KIDDD4SWsapl2WfW8M/Ps4aonrgI/F5/WDO+Bq6Dk/c60WjoeuTpAu7lzJRc/rCGX9X+Md/dHwnhx7nnZ9nL7pqc85Ltkcj5DaPrtfOXjOpjdWz6x/IDDvOOyTXf7/Ng7yOzznVEVy27BZ8Tmpxl9j0tAYri/9wZns9nkODpO8XCecm6LkaqAVWAf8HrADOD/uMpqSnlZrZ7hXYq8Rcrl8Y/nmpPtbXaerb3uvpnj443s6Z6B32V1IaOOcomgrw1Lfj2zrYaSjsZ50I86306ZNfjc2+GzJhFIhqmFS6sFt74+Xfcd7rNwZJJZ8I/mtWuZWd5+0N7ZKiFfNoNG8PZ1ltgv6tvTVV3nXLYpVWX6Q2O+hJhXO9PYTU7u1c7FiYVmv46kbvbWdgA+Y8FK5n6Lol7spgJwCoT0agvfsPpcBvPmKw9aicx9etY9RwF8nAQ33XE7P5N2jby5yEW+xWJIyboOccrfXdWusRWutttNZXASdGfFZTMWqsGU4y/wdzu4U1Ads5wSsYTwKGvDittDIMHRRktXu34jUkJJNk54Yf9uc22F0zx1wu/CU25QqmbT8YYR2Q7Z4eO2hPtGutk2ayh4DEQ7x7et44xlyeMzF5E8Ebug5RliPz0YgY58cZcT4MCjGvhjiO0LZ72vzXKLotwXM4RfKlStDjbIS16yrPjjI9UHW1MOMD7+POxUT9RzlcPAW2O9Nkfu1uDTlzDnEL5YxvzN+RL5rb9T1gfr/DTsN8b5813gyBi8Tez1kT4OAoUigf8JBZR64h6mqCr9MUaomCZPTAiwAhz5BKqb2BfYDTlFLO/MV5wHGAy2XhM5xSvl9mu1Uiryj49rZE5++fZHWtDg2yoKYbWblwjMu5KJkmlhVxt0HPvO/NpZ29Lt7soKdFrLKmRVmpjFVWnVQUr+xtdbW+C8ym4+rcznSv/hOCG0vXhfjtxjmwthcorK0OTGcLmZeoo7HabRk+a2g6s5PyJDvoecg6Nlw93yw5YZv4gLmcZfUWn/KZyVBr2+US3/206gFj7jPXOwyEhT+5ayjruq25rNpoPm+7t8Z+f+zgoWU3WDbZ+7zOW0feN0DHISaAcZvsxNaYRaO3OzP4MSvY8X74KQ1/HRFT4ZoFqwB7BUbHMvNswAQ9wunIl2Dhz96TbKSKcqKDnt+fM5cNbQk+4oXYlaUpC1UBdk663vNG+NaaGxDLFLvh2IvsdUv2XK1M7emJQ6XHGfCc7jJNfiJtf5a3sSWUYEFBzOjkBNP2MdbZ02Mf6/uMCty+qdtiH5MhNBPVBz1JWqB0wwqY+bH3drNWcOhT8P7Zwbe3A54r58Cbx3uXWQhm9L1muHukUS1OuYVwvmP0QodBpm5hByuzv3G/LyePp3ELaDdEqORLnqzAOVyhlhMQCReyBqy1ngBMUEpN1Fo38JvYhAw8xPxVbza3I3VlpnIqyzZ9TYptrc0ExpmfBK6S3qTEuqfH7wS4eb3vbTvgSaSsnPi0QHfdzt12bhsL0lE8GjicQfLhz0E3l+9zInXdHia/AVUbQm+T1YiW1kh0HUkJout7ehzH91+sFR52CFHZbMp0Xeb29NYPb0tS0HN/kKRFQ4+Bz66CyjDH+8K2ZtHvcJSKLuAJtQ/nXJfqTY3bXypw1u2qrP9nyNHJK4/w4abZf75S6jOgN3AEcB5wtdY6zJmsCbMXzmobaU5PErK3uR3+cs5EcyKyM6w0dfEe3vbPx8G3TedhMPYY64NlOa+Y9/RsWuu9fuGfqZMBS3l8Wzg9nsi/Hbunx55cHUs6WT09Qeb0fGmtVp6IDHXpJhXSOcdLouf0VG+G356DL68PfOyGld7rO10A393u+/hBUcyFiZcWnWDDsmSXonGcjVyzPjeXHQYlrzzCh5szwhOAPbFgNlABRDXWSSn1nlLqCuv6PUqpJUqpWUqpzO3rj1QRiecq7R9fDFMcGdfsVuGNLtebyWkmAY9TuwGx21ewCvBHVu7+c3/23nfT+ti9ZlrJwMpPrHt17+nlvZ4qAQ8ETgi2MzSFWxjT7ukJNiG4sULO6Ykz55wef5lauW+MJtHTk6Cg5/aOgQHPFvuZCf7OoaT24qBOqbBmknM9HjdSMbmSx+Nt0LbThNvpt0XSuTnS9NFaPwdorXWF1voywPVYCqXU8cBI6/poYAegJ3AI8JxSGXi0u3xW5O5MT4gMH41VUmzSor5nHdCe3dv72G5XxP71Mt2Nq6NfODWccMFuh61g7DrTw5P2lSMXqUh9pPv/G0a8UlYf/lzs99kYuc19bysPoGD/MAtjZtsTmuORdS5JPQhZfhXdjUlKI54uMjroSWAig3FXB7//uP9B52G+92Vlm4WyncLN30kUt0sd2KMg8ovDb5cMzobN1f8mtywigJszzVqlVHOsWoxSqhOmtycia9uz8WZ6OxB4TmtdDcxQSi0GhgF/Rlnu1NaiQ+Rt4jHOv3yl7+0Ny2HxJHN929MDW3ZEZLFOMxnpc/dk6MnfrbQP9oLwZENtZWz3OfRYGHR4bPfZWGV+a3V4skwsO+gw+O4Ok7HJv05jtz7Hq6cnWDC92xVxCrIs/j0906yBEjesDL59U5fJQY9KUCKD2hrv4uMNZQdoonFUlneNrm1PhxpX1WWRIG6ONGOBL4AOSqlngN8AtzOtHweuwGSCA9PDM9/x+CLAJ0euUqpEKaWdfy5fK73EI6PTQ0PMpZ2B635rXlHvPeCAB2L7WqJh/D/3GdaaCG7WIkgnsjipVywbODavM5c9dkq9ALHCbw6a3dNjy20eWLGyh7fFY32hUHN62vWP77BA/zk94640l3HNVJfGkjX3KhHq16OJc9Cz8Gff2+0Hmt4Qt/NCI81BTlkpdgwE33P878/B8inJLY/wEfFMo7Uep5SaAewP5AKPaK2nRnqeUupkYJbWepI1rA2gDnAOdK4DfGr+WusSoMRvX5kX+KgYL05aUwk1Vua4Ez+AOxyx5EkfxO51ROP4Bz1vnWQul01JvZb7mHB5Ukq1CnwsxaqB49envL0pvfdo/P7iTTkSGSgVPBCu7+mJw8J9ui45rdd2RVfS1LqTrCx7iZCoOT0vWXNbbljVsLVnOqbKRPto13eLTykaxX84s73QuEgJEYMepVQBMALz9aoBdlVK7aq1jpSWaRSwo1LqYKAtJsBpB7wE2M0SXYCFwZ+e4WKdve02a7JwXlHmLvSWCULN6dkjSLadpigjgx8Nq2IwtnvmJ7B6trle3LXx+4u15n4JC/x7eoLNsanv6YlH6uok9SAo5RvoFraHIUclvhzpIlkJJxIhEUGPM319tAFPVi7UVqVOls1oRwikYg+hfY63/5c+eya3PMKHm2/M28DpwPaYBAbbAdtGepLW+iStdT+t9QDgUeAeYDRwilLKo5QaArTVWv/T4NKns3gtTnrtInM5+EjrUk62KcWTDWgz5tdex2PPGxu3MnRKamAig1Y941GY5Nq0BgpikL1Ha9iw1FxPxUrikGP87lC+14O16Nf3BMWh8qJ14OsliifH29PjyU6BRX9TWCbP6fFYgX9jg56bW8NbJ8Pfb5rvVUkx3NHFrKdnO+Pb6Pc75gGTTjknv3HlS5oUPA4qK0lV6WJze5/bklse4cPNQOottdYxyWVoDZXbB5gHbAROi8V+01IsU1b7j6UHOOwZk85x4CGxeQ0RG86WvzVWq33/0aG3byqyc+H8SdA6hVIwx0qrXoEL0GaiIseQ2lY98enZ2fN6WPgLLPo18HmDDoc9rot9eZI5VyQrx7Sg19VC+Qoo6pyccqQDXRffxBLJ1thMrW8eb0aFzPjA/L1vLXBbVQ4PbOndruvw6Pddvdl33a9007pX5G0SzZNtvtN/vGhuF3dLanGELzdHmt+VUjtqrX+OvGlw1jwd+/qlwKUN3VfGiGUig7u6m8vj3/Hep5QEPKnIGfSsnmWup9JaK7HSkEQGjV3dO1VlZfsuVNlUOHtatjoYNqyARZMCt4tXEo9kDpuyj+8bV5sKa4uOySlHOtjq4Mzt6YHGn+tnfhJ5m4YuZD3lTW/vcUrwO29oDSv/MWsI+fdGXTItNRsT7AZtu6cnHklaRIO5OdJMAn5USq1TSq1USq1SSknuzcaK1To9zsplv71DbydSgzPoqbWSGkpWp8zmHOoUC1ufGLt9xYvWBM7hSfC6OflFkNcica/nlJVrPvMyq+LT3MUyBk1Vv72hb+auUx7ToezZzQLvu+D3hu9vxwugS8TZConTf4zv7dpqeGJHWBskGUDLbqmZZtv+vLvvAG36Jrs0wo+boOcKYDfMejr2fB7Xi5OKEFSMgp7Jr5nL3rs3fl8i/pyL1b13ZnLLEleZl3CxwbJyYtOra7cc/vVK4/eVCP5zahI9x2b0vTBqbOJezykrx/TuzZ/ovS2aJk9Ww3t6a6z1vXJbwCFPejO0XuhY2rAxFetBh8GZ3zT8+bE29OiG91qlCjsz7+b10KJTxM1FYrkJehYBv2qtFzj/4l2wjBer4W12OsQTP2j8vkT81ff0xHndhlSRihPuEy1Wv/V188zlZTMbv694s4P7ZPb0JJMn27RSz/462SURyZaVBzVVkbcLxs7KevJHUNjOe79zSHRT+U258dVNMPOz0I9Pew8+vTy+ZbCP9xXroVmr+L6WiJqbwYZTgG+VUh9hkg8A4CJltQgnVimrl/1tLuXAlx78U5h2G5G8sojEsCvAjbHSkeSyKA1aDy/6C/4d53tfMrOpJZrdu7dpXbJLIpItJx9qKhq3jy7bwOI/fO+7YRVUbmjcflNelCMGFv4cfv5c2VJYMaNxRYrE/u1XboBmLeP7WiJqboIeDzAb2Mpxn4xdaaxYZW+bk0Jd0yKy+qCn2rQA7lWS1OLETU4hHP6cb+tkUxWL4W2Pp2FwHBDkNKWeHmse14qI63iLTJcdg6AHTODjs99cyI5BKvy0kEbHDTtzY8V6aNkj2aURfiIGPVrrU/3vU0rJjPnGikXQ8+oRsSmLSBx72E9FGdRWxmb9llSUnQuD5fsJxD6RQdrwC3KaVE9PE83YJwJl58Um6GkqDQZxlYCGF/t4v3k9dBoa39cSUYsY9CilhmJSTBfYd2ESG0g6msbwZJsFKhtj9lfWFTkYpg27p2ejlQCxoHXyyiISw57U3tQEC3KaSsXNk2MWH27TF7Y5OdmlEcmU3cybkCAaG9eYy+GneO8779fUXJsmXjw5cNqX6bVodVaOCXI3r4P8lskujfDjJpHBM8A/QD/ge6AYuCqehWoSVCN7epZP814vWd/o4ogEsYOe8pWAkoNiU1BTCWvnNn4/RV1h2AmN30+8FVqTr4OlrG4q7EDXkw2FbZNdGpFM2XlmEdBo3WutCb/TRd772g9oWksceDwm9XNuQeRtIXJvcrcdYOs4H0Ozcr3D2ySRQcpxM6enpdb6bqVUIfAn8CLwDfBSPAuW8Rqb0enJnWNXFpE49UHPCjPJURYuy3z/fNS459sZGjetTv2eknN/9pu820SHt9nJK6o2Qm5hsksjkik7P/qeHuf6e5m4eHWydNve/MWT/dvfXCqJDFKQm56eOqVUW0wyg0Fa63KgW3yL1QTEKnvbNYsavw+ROMqa01O+EprJ0LYmYcS5jXv+78+by4GHpf7K9R22+n/27jq8rSNr4PBvZLYT2wGHOWkY26RNm6ZJmmLKjFv6ygwpkwvbLW1x226Z2y0zY8pNmjTMzIkDdhzHrPn+GF3riiVbZPu8z+NH0tXV1UiWruYMnHGvkq69e3aaUSIDq6enshTSWyS6NCKR6pO9bXOMM4yJ2ElJN0FuZYmM5EhC4TQzPwD8AowHpiqlzsD0+IiGcKSAdpp5PY4IKzL2ykRmbnTLJWLL4TAV17It0grUXKRmmR/C+tAafv+PuZ6SmvxBjwd/iQyaCWtOT9VOCXqau/pkb3v5SHN565bol0fEVkoarHdVkat3JbYswkc42dueV0q9oLXWSqnxwFDgy1gXrMmzsnjpWsLrcLN582RzOeDIqBZJxIkj1Yz3zWiZ6JKIeEhJNWO8dQQ9Hc8fbNbmqbStTq6dpjLdWDTnlNUpaSbgcdZAhgQ9zVp9srd13RMWfW4+R8JTZSnMeBX2ONP/0NFEn2McqWY5CpDsbUkoYG1bKTXOdTkJONR12R+oAvaPT/GasLr1WuoxxG2xK+Y86dXolUfEjyPVZHaRFuDmwerlCXcOn9MJa/7wDHjAFTQ1tp4e+81mNqenothclzk9zVt9srct+jw2ZUk2G+fAHa1Nr2i4dqyHr270XLC5ThL0JqekQ+UOcz01K7FlET6C9fScB0wBrvVznwaaybcyRuqCnigsUCoaF0eqyeHfWiaoNgtW0FNbHV7L7ZbFvtsumwFT7nf3EDcGzb2np7zYXE+XHt1mLTUDdm0Nf/+KktD7NBVam9EukZwXtGupj9qq2JSpoVLSTNDjSJVERUko4H9Ea32663JC/IrTjFgttvUNetKk9bDRquvpkf9hs2D9OO/aAundQu+/+jfP2+d8bTI4Hft0w9f2irfmujipIw3K15vr8j1v3iLN3rZlibk874fYlCep1KNnxqo7/fY4tB8EmXnRLVJDWY1c0suTlAIGPUqpHwjyidRayxC3hrB6enQ9KjF53eDAO6JbHhE/aVkmZXWanBSbhZ2uhWg3zYf8MIIe74w/3fZyX4806UlCef185HU1lZTmIMXVsOFIbV7rqghfkWZvm/OuuSzoH5vyNHYt2pvLRZ9DxQ4/QU+cGlamPWfWTut3iOd263c9LTM+5RARCdb39qDr8mSgBfACkAKcC8yLcbmaPivYqSqD7AhSF09/CUpWQ27nmBRLxEFalunhk6CneegyylyGm7hi2zLIyIXRF8NuB8WuXLHm3bMz7CTz1xw4XMPb0nOaz5A+4V+k2dv+fMpchrsgZ5MQyXfE1Zhy+nvQskNMShOWJd+YRAXeQU+qK9iRnp6kFGx422cASqkHMOvzOF23PwV+jU/xmjAr6CleDfkRLHv0yRXmUlb5brysYCdVWoKaBSvYcVYH369yJ6Rlw/d3m9sTboxtueKhuVb4U9JNT092m0SXRCRauEFPYR6c/Gbsy5NMGpLGvnXvxGa3CzRc1/pdl56epBTOLKtMoCVgza7LBjrGrETNRZ4r0IkknWm17cQpqzQ3XlYLkPT0NA9KmZ6bUP7VxHpvm9McHm+pGVBTLvN5RHhzeipc2b7+d0rsy9PYBQuU4r0WmL9GHSvYkUbNpBRO0PM08KtS6g3X7VOA/8auSM1EShqoFKiJIAPJP11jWXc/IzZlEvFhBTuLvoDRFyW2LCI+UjM9Gy28rfJKXpBsk3PrIy3TPf6+ubHS0csaPSI1E6rLg+9zX3fP21fOjV15kkl6C+g+pn6PTXQv8omv+F9CoK5RszkNT2w8wlmc9D6l1J/AYZg5Pddprb+IecmaOqVM5bcmxMnQnyMfj355RPxYQc+goxNaDBFHaZnBv+svHup5+4bVsS1PPAw4wvw1R9Z8DOnpEakZoXt6vBMaRTLkvTFr2wfOjvLqJ/EKhgINX7MSl8jCskkprCTiWusfgR9jWpLmKFTrr6VyZ+JbNUT0WEFPTkFiyyHiJzUrvO96YTNao6Mps4IdWaNHpGWFn8igbT9oPzC25WkykrROZP2+N6f1lhoRWTkpkcLt6WlqY/2bO6v7W7K7NB/BenqctfEti4g9a3ib9PSI1IzgQU+xq1f3hJel9z8c8Z63EylrWNvG2Ykth/CrMS360PSE09NjLVRm2e3g2JVHxIfVElRdlthyiPgJ1tNzpytlfYch8StPU/bWP+C7OxNbBqviI3N6QqvcGdnc1sYmVPa2R1zf++Y6FLS+/I1+2fti6DY6/mWxy8pP7POLoCToSaRQ4/wB/jPS8/Zpb8euPCI+HCnmslXPxJZDxM/WpbBlse/2QlvCghNfiV95mjSd+NbguuFt0tMT0jPjYf6HiS5F7KSkm3XZamt877N//63fBRFcViu4drn/tQoHH5f4xqN0aehIZgGDHqVUkVJqs5+/IqXU5ngWsskKNc7ffkKcvETG+zcVU58xl+EuVikav11bYPqLwfdp3Ss+ZRGxVxf0SAWo2SvdYC4Xfuq53f77fnyIc0Nz5ayFkrWeQ4AdDshpk7xBosy/TmrB5vSMDHKfiIZwenrApH1t0S725RHx4Ug1LX8S9DRv9gYPadBoWqygxyHTZoPSGrYugepdiS5J7PQ5wFy+cyYMcn3PrXV5wCxdMfjY+JerMSgrgocHwdULIbeRLQ9Z0D/RJRB+BBve1kNrvQoYFOBPNNSKn2BhGOkaJ/sZFiMaryEnmkvJ4998+BtyUbTQXF78R3zLImLP+m5Lq29wTteQr23LE1uOWLJSFw871b3t8T3MZeeRcPu2+JdJxFZhCVzyZ6JLIfwI1gx1HjAFuNbPfRqIcnL1ZmrtVN9t/+oGldLy22StcVVy0yXoaTb2vQrePcdz2+euU6u0CMZAkszpmf8RjL0msWURyWHWG3DMU2ZuT5lrhsB53yW2TEI0MwGDHq316a7LCQBKKaV1+LNDlVIKeAw4DtgJPAI8CzwPTAS2AqdrrZtvXr+x18Cm+b7b7QHPLTJ9qsm5+E+Y/b9El0LEk7Um04qfoOd+5rrV4CG9AVGWBO9nTltzeexziS1Hskt0wol4yWnnDnQ+vNBcZrVOXHmEaKZCZm9TSvVUSv0AlCulKpRSXyilwlku+HBgd6AnMAq4EjgfSAG6AFdjgqDmq0V7WPxF8H2s1X1F05GaDrufkehSiHjqtLu5fPkIqC73nMQsmqbCEijom+hSNBJJEKjGkhXwVJfDnHfM9etXJK48QjRT4cyyfBn4ANNjA3Ax8AowIcTjugIvaK0rgUql1GzgP8A4V4/Rt0qpF5VSbbTWW+tX/EZuqivm+/hymPGy533Hv2DSLwohGj/7ei3/7OC+fvR/418WIZKGq6en8x6JLUa8fH1LoksgRLMWzjo9PbTWD2utt7n+7gZC5lbVWj+ptX4eQCm1BzAGWAistO22Fujg++hm4mzXtCjvgAdgkGRzEaJJG3cDDD8l0aUQIvHa9El0CWLLGqY+zTXc8cq5iSuLEM1YOEHPb0qpva0bSqkRQFjfWKVUmlLqduBD4AzACVTbdnECNV6PKVRKaftfOM/VKAVLQy3j/IVoWuxpqfe/FSbcmLiyxMPav+DPpxNdCiESz3uYel6XxJSj0Wq61UARX+EMb9sNmKKUmoMZeDsIWKGUmgqgtd7T34OUUhnAt8A6YITWeotSai1m2JtrtS7aA+vtj9NaFwKFXsdq+p/4W7eCcsDq36DHvokujRAiFm4vhqoyz+FuTdXG2TDzDdjrgvg+b9+DIbtNfJ9T1E9KuukFcaQluiTxc8wz0qgZNnmfRHSFE/RcXc9jnw+s1lqfZtv2IXAOMFUpdQiwQmtdWs/jNw03b4TaKkhx/Ssk4BGi6VKqeQQ8iTTi9ESXQIRLqeaTrEcWIBYi4cIJevz2smitfwrxuL2AiUqppbZtFwFjlVKrgCJABrSnZZk/IYQQQgghREyEE/T823Y9G+gLzMSkoQ7IWufHj2/CKlljVVsN/xkFp74t6UqFEEIIIYRIAiGDHq21R3CjlBoI3B6zEjV6CravgJqKRBdECCGEEEIIQXg9PR601vOVUrmxKEyT4EiBS6ZCfvdEl0QIIRKs6eegEUII0TiEDHqUUhd7beoKSNATiFJQ0C/RpRBCiASTzEtCCCGSRzg9Pd5zd7YDkh5HCCGEEELERnYbuGwG5ARZ01CICIQT9EzWWm+NeUmEEEIIIYQAs5RHm96JLoVoQhyB7lBKTVRKbQY2K6WWKaVGxLFcQgghhBBCCBEVAYMe4DHgAqAlcA/wSDwKJIQQQgghhBDRpLT2n11HKbVca93Ldnup1rpP3ErmWRYdqJxCCCGSkNMJaJPRUgghhIgDpRRaa7+ZdILN6anxul0dvSIJIYRo0hzBBhIIIYQQ8RUs6FFKqSxseUftt7XWu2JcNiGEEEIIIYRosGDD21xjEzwWW7Bua6113MYsyPA2IYQQQgghRDD1Gt6mtZaxCUIIIYQQQohGTwIbIYQQQgghRJMmQY8QQgghhBCiSZOgRwghhBBCCNGkSdAjhBBCCCGEaNIk6BFCCCGEEEI0aRL0CCGEEEIIIZo0CXqEEEIIIYQQTZoEPUKIZq+m1kmoBZC11h77bCurYtXWslgXTQghhBBREHBxUiGaOq011bWa9NTGF/uXVdawfVcVX87dSI82OUwc0I7Syho276igW+scn9fkdGqKy6tplZ2GUn4XKo4KrXW9jv/7sq0M6NiS/Ox0v/dX1zpZs20XGpj47ykRHXtc3wKmLC6K6DGZaQ4qqp1h7//RJWM45slfcWpwKHBqGNOnDQ+dOJz2uZkRPXcy21xawYINpawo2smu6lqWbtrJ4s2lTOzfnoMGtWdQp7xEF1EIIYTwS4Vq3UwGSimdLOWcvmobj363lPYtM+iUn8UbU1fz+w37k5riWcmsqK5lZ2UNbXLSqXGashfvqqagZQZVNU7Kq2rJy06Le/m11nw9fxNrtu2iS6ssMtJSKKus4fdlW/lj+VbuPGowgzvnkZeVxvKinbTLzaRFhv/Y+Jv5m5i9tpi2LTLYWVlDTa3m6Z+W0bVVNg6H4qLxvRneJZ/OrbIoq6ohOy0Fh1Is2LiDti0y6iqDWmtqnbruPax1apxa892CTeyqquWYEZ1ZunknXVplU1XjZF1xOR3yMqmudbKrqpZPZq2ntKKaotJK1hWXM23ldo9yts/NoHhXNZU14VdiG2LKteN58OvFPHjCUO79YiEv/rqy7r6PLhnDsK75ER2vqLSSv1dv57mfVzB15baolbNlZiqlFTUcv0cXhnbJ4+RR3aiudVJd6yQ3Mw2n1pRV1fLdgk1sKKlgWdFO3p+xLqLnePofe3DBq9OD7rNnz9ZMXWFeV+ERA+mUn8UPizbz5tQ1ET1XWoqiutbzPJGZ5uD8sb14+fdVlJRXk57qoMr1Ofi/fXvy9fyNrNlWzpOn7c7Fr8+oe9yBA9vzzfxNPs9xyKAOfDlvIwCXT9yNRRt38NU83/28/Th5PD3a5kT0euqjutbJMz8tp0VGKjsra6iscfLYd0vo1TaHAwe25+mflgPQt30LdlbUsL6kIqrPv/Lew+qufzZ7Aw99s4jNpZV8eeV+tMhIJS8r8nOede63B9O1Tk2Kwze4ts4lM1YXM7RLHplpKfV4FaIxcTo1Dj+fhVhburmUt6at4dmfVwAwp/Agvl+4mU9nb6B762x+WbqF00d3Z3Sv1vRp1zLu5RPhq6k19YpZa0vISU+he5sc2uVmkJmaglKQlpKYhlGnU/PH8q1MW7mdgZ1yOWBAO7SG0soacjNTw25grHVqlmwuxaEU7VtmetQ9nU5NeXUtNU5Ny4xUHA6F1hqnhhTXdYD5G3aws6KGn5dsYUiXPFIdit3atWT1tl2s3FrG6aO7x+Q9qA+lFFprv2+OBD0RcDo1vW763O999spUuB4+aRjHjOgSjaKF5HRqbnx/Dm/9FVlFEuChE4fxwd/ryM9O55NZ62NQutjKSHXQtkUG64rL67alpzg4e0wP2rbI4Ov5G9Ea5q3fQXl1bUTHbtsigy07KwEY0DGXBRt2hHzMnj1b8/YFe3tsq3VqFNT9eBeVVjLhwR/ZWVnj9xhHDuvEsbt3pqLaDMuasriIzLQUqmqdpKc4KGiZwQNfLSItRXHgwPZ8Pmcj9x83lEWbSnn+lxURvUaA4V3zGdoljw0lFXwzfxPpKQ6qap0cO6Iz7/+9jmsP7sce3VsxZXER701fy+bSyoDHapOTztayqrrbgQIMq+IOcNpe3ThhZFcyUh30LmiRVL1za7btYmdlDQM65lJaUU1mWgppKQ6Wbi7l92VbufWjedx51CDO2LtH1J5Ta8264nI+mrmeR79dQudWWazYEnyonf2zOrpXa7q2yuad6Wt99jtsaEc+m73BY1unvEzOGtOD0b3aUF5Vy6DOeeSkp6CUoryqlrnrS6ioriUnI5Vjn/wtaDmOGNaJs/bpwTt/rSE7PZWjhndiWNd85q4r4YkfljJ1xTa2llXRMjOVqhpn0MaKgR1zmR/Gdy4cHXIz2bgjcBA4sX87vlu4ue72SSO7cv2h/bn+vdl8M38Tkw/qy+DOeYzv1y6s5yuvqqVWmwaetdvKWbBhB9W1TmauKSY1RfHn8m20y81gV1UtPdvkMGttMcuK/P+PR3ZvhVL4NPgAdGmVxX59C5i/fgcz1xQzuHMuK7fsqvtu3XBofyqrnbz91xomDmhH11bZ5GSk0jonnfzsNHZV1XDuy38xolsrMly/c8uKdrJ9V3XdcxS0zKCotJLs9BRyM9PYuKPCb2/psSM68/Gs9dQ4NSeP6srwrvkcMLA9eVlppKU4qKl1Mm3ldmas3s4DXy3yeGxGqiNkw1Wfdi1YunlnWO+/N+/PkvWaGqp3QQ7fXTO+wceJB601CzeW0r9DS5RS7Kys4YO/19EmJ53eBS3o3ia7riGhqsZJeqqDkl3VzN+wgwe+WkhZZS2LNpU2qAxn7N0dp9ZUVjv9np8s9x8/lPu+WMjWsqoG/d8j1aNNNiu37gp4/7EjOnPvcUMD/kZVVNeyeUclc9aVUFpRzYNfL647L9eH9dqHdM6jX4eWtM5J5xlX4xZ4nvdj6YHjh3LCyK4xf55wSNATRVt3VtKmRQYAPyzcDAoe/24JOypqWLp5Z12Frl/7lozolk9mWgqje7VhwYYddGudzbXvzuLwoZ2YuaaYkd1b8dBJw6NSLq01r/25ml+WFPHVvE10yM3kpXNG8fnsDTz2/VKPfV/9vz0Z2b01pRWm9yM3M4287DS01pSUVzP8zm8CPk+vghz6FLTg6/mbuO+4IZw4sis7K2vqKnqW0opqSsqrmbG6mK07K0l1KH5YVMSfrt6ksqoabvtoHn3atSA9xcGePVvTJied9nmZdMnPYu76Eg4d3JHiXdVsKClnzfZyctJTyHJVtJ76cRkT+7djRLd8xu5WQHF5FW1zMlCKqA7fGnz7Vzxzxh7s07ttWPvPWL2dY5/8jQdPGMbkd2bxyjl7sl/fgrr7T3/uT35ZuqWuRXz6qm0c99TvAY/Xo002Vx/Uj/H9CmiZEX7LTjjWFZdTVFpJTa2T1BQHRz/xKwBn7dODcX0LyM1K4+kpy7jvuKG0yvE/7CyQ6au2c9xTpvJrb/0P5PlfVnDXp/MZ0DGX2w4fyN6920T+gpLUJW/MoENuJrcePrDBxyqvqmXAbV/6va9X2xyWbynjx8njqXL12PVr39KnFzpW7vhknkev5ml7dWPsbm159ucVTF/lWxm39CrIYblXZf68sT0Z17cdGWkOflu6lYe/XQzAOWN60q11FlvLqvhzxTYWbNhBaYWpvE/s347x/dtx64dzIy57r4IcKquddQ0j+/dvx4COLdlQXMHMNcUsDxFQ2lk9jiv+Ncnj+1peVcu9Xyzgg7/XsaPCf2NGOKzK+HG7d2HxplLmrCsBoGfbHI4a3olXfl/F/+3bk9zMVH5YVMT3tkDNcsCAduyoqKnrYbUb3jWfmWuKyUlPoazKsxGoe5tsNu+oDNo41DonnW1lVX4bMxoSSHRplUVOeiqLNpVy4MD2zFtXQn52On3bt6C8upbczDQ65mdRWVPL01OWBzzO2WN60K99Sz74ex0LN5ZSUl7NpRP60DonnTs/nR/wcf3at2TRplI65WXSuVUW01Zu583zRjOyRyuqapxMWVzEiG75ZKSm8O2CTZw4sitTV2zj9Of/ZOGdh8StN6rWqVmwYQcl5dXMXFPMA18tIj3VQW5mmkflt1NeJutLKvjl+gk8+9NyPp+7MSpBnl3bFuls2VkVcr+rDuhb9x2PBetrGKgauW+ftpy3Xy9Gdm9FUWkl4x/8kfQUBwM75ZKe4mDqym1kp6ewq8r3cz+yeyv+8jq/vXPh3ozq0RqAHxdt5qwXpwUsW9fWWazZVs6Rwzqxatsu1rt+lwEu278PI7rlM75vO1ZsLePreZvolJ9JXlYar/2xim8X+H637SMeDhrYnsOHdSI3M5V563fQt31L5qwt5u81xaQ4FD3a5DC6V2u6tMqmeFc1j3+/hOFd8ykqraQgN4NXfltFt9bZXHHAbuRlpdG7oAUtM1Nxas2Qwq89nvfy/ftw9UH9Ar7OeJKgJ04imc/wyu8reWvaGj67fGyDnnPO2hKO+M8vYe373BkjOWBg+5D7bd1ZiVObeSPZGSks2FDKOFvFvbnQ2vTsfXDxGIZHOCQtkCWbSjnw4Z+YXXgQ//l+qUeLzC2HDeCJH5bi1HD+fr04YWQX2rWM33wQK/hJhMqaWvrd8iVfXjmW/h1yE1KGWPn314uYt34HL5w1qt7H2FhSweh/fVd3Oy1FcddRgzlujy4JG3rhbVdVDQNv+6rutnelf/I7s/hm/iZm3Hog64vL6dIqixmri+uC42sP7sclE/r4HLem1klJeXVdY1Mo57w0jYxUB1/MNcMQ7UH33HUlHP74L3x91X70bd+wIUdrtu1iwoM/8tnlY+nXoWXd8f/1xQJ+XbqVqTdPpF3LTL6dv4lzX/nL47En7NGFsX0LyEpLoW2LdFpmptKrbQu/jTZO13Df+n43f1u6hS6tsunWJpuhhV/xyMnD2b+/+3dgZ2UNW3dW0r2N7/DLmlonZZWxG4q9oaScvf/1PQCPnDScvKw0BnXOjet5z59Qv+XFu6q4/r3Z3Hfc0IDzEMH9+v64cSId8ur3mnZW1nDXJ/Pp1iabIZ3zyMlI5Y5P5nH2mB60yclgxurtPPLtkrCOdf5+vTx+c7wdOrgDI7rlc9+Xi6h1ap46bXfG9i0gI9XB53M28Nofq1BKcdUBfVlWtJNfl27h6BGd2aN7K9oG+X7e+uFcXv1jFVdM3I2rDuzrGq6exZJNO2mVk0aXVtkAvPHnar5fuJnjdu/M6F5t+HXZFi59428eP2UEvQtaULSzkn37tKW3a8RN2xYZfD95HO9NX8sdn5iA9fTR3bj76CH887P5dUMPrXPAq3+s4tYP57Jf3wLys9L42DVyxbth7qwXpzKiayuuOGA3j+3Fu6rYVVVLx7xMet74OXlZafx964EeAe3+D/7Ipfv34djdu/DED0s9eiwHd87lpJFdGd+vHS0zU4N+dsI1Y/V2hnbOY8GGUrq0yoq4gbK+pq3cRv8OLclMS+HCV6czsFMu1zSCoEcSGURRJK3wfdu3ZOnmnQHHpgezvayKEXd59sa0yk7jlXP2YkgXM5G4qsbJl/M2cviQjhG3MFmVi4KW5jLRP0CJUl2r0doMq4iWbm2ySXEoflxUVPfjY68cnju2V9SeK1KJCngAUh0Obj18YJP8rBW0zOD7hZsjahR54ZcVrN62i5d+W+lz34tnjWJC//CGUMVTWWWtazhULaN6tGL6qu18PGs9dx41GIB3XUNVUhyKrq1NJWdQJxPgXnVAX78BD5jPZXF5NTkZqWHN0bnjyEGUlFfXBT2ex1KkOhTd22TX6zXadW2dzdJ7JnlsG9w5j1fO2YuBt33Jss1l/LZ0K1e+NRMw5+g/bzog4qGZDofCQf17Cfbp4+6l7pSfRXqK53vYIiM14LzN1BQHedmxOy90zMvixJFdKKuq5egRnWP2PJEK9T3Nz07n6X+MDHmc9i0zyUlPYcHGHREHPW//tYbr3p0d8P6r3prls+2Rk4Yzd10J/Tq0pENeJh3zMn3mE900aUDd9X99voCnf1rOvccO4eQ9u9VtP3+/3j7HPmp4Z44a7v4f7d27TdjzOE7Zsxuv/rGq7jvep10LgLr6iuXUvbpx6l7uchw+tBO3fjiXlpmpfD5nAws27GCMbRSA6dFM48hhndheVkXRzsq6HpY9ureqC3rshnbJ45Vz9gSoC3q87aqsJSfD91yTn51OvuvUEWgEQ9fWZvib1fN97r49uSUKvfyB7N6tFeD7Xsaa9T4D/GPv7rSKQgAXDxL0xMDBD//Ev08cxuDOgT+Efdu3pLLGyeptu+gZYoJzrSsRwsKNO3jhl5W8N8M9zvWi8b2ZfFA/n8ApPdXBkcM6NeBViFSH4rtrxtGlVVbUjpmRmkKtU3P5m3+Tkepg4V2HxDSbWjB/LN/Kq7+v4onTdo/6sa0WtTmFB9EyM3QrcYpDkZ+VRmVNZHOqGoPxfdsB81i+pYzeBS187tdaM23ldk58OvAwx1SHYo/urWiRkZqUAQ+YVu3iXdUcNrQjT5y6Ox/NXMfPS7Ywa00xmwLMlclMSwk5/NHp1Ez89xQ+uXTfsH7Ypywu4raP/A9x698hly+uGEvJrmra5cYmyUGKQ7Fb+xb8vWY793+5iAn9CnjhrFEJ+57bXTiud1QCvmjKSE0JOOwoWRWVVnLac3/wv/P3pnWQlnWHQ1FWVcvZL04L+TlfXrSTDnmZrNlWzqGP/oTrZ5+rD+zLheN649Sae79YSEl5NQ+fNJxZa4rJyUjxCWoiCR5vnDSAG21BUKwoZeayegf864rLeeSbxfzr2CGkpji4+PXp7N2rDf9wzX8ccOuXlFfX0iIjlb/XbCcjNcVjLtnCjWYO1tayKh77fikDO+bW9eAeMrgjYIafWcqrashKS+GSN2ZQEKRnqldBTl3v0+JNpbw5dTW3HzHIY5/lRTvJyUj1yc7ZPjeDF39ZQWllDXv1bB3TgCcZ/LykiA//XscjJ49IdFHCIkFPDCzZXEp1bfAJl9aJ8uclRT5Bz+/LtnL+q39RU6tpkZnqM852YMdcXj93r7h1YzZXDofyW0mNlkdOGp7QitC2sipmrimOybGLXYkKIhl6deen8/nPqSPomBe9IDMZdHNVMif+ewozbj2Q1jnpbCgp5/dlW7n6bd/WWoCLx/dmn95tGdY1jxauuVzXvjOLjLTkGMrmT3a6+TnJcP3PN5ZUsGJLGT8vKWKqnwn24apynUvD7SG569P5ODXcevhA9urZ2uf+mz+cy0ED28e0V3VYl3zu/9IMa3nq9D2SIuABuO/Lhdx+xKC6nrZE01rz6h+rGNixcQ1pTUtRHDSwA9npoQPn3MxUdlTUUFZZQ46rR628qpbCj+fx1l9ryM9Oo9hWkQdTcb7nmCFMHOA5HL3wSHfFO9IsoIk0oGOuT/IeMKNW3pm+lvuOGwpAv/a5HkGENXcsMy2FtdvLaZmZSkm5+706Yqhp2M1OTyE91cGuqhocru/aC66EPReNd/danTiyK4cN7cQ9ny0g1ZVh9qkfl/mU615XeQDWuxLGeAc9//xsAYM753HVgX09tg/qlMfbf5mG6dfO3SvUW9PoLdu8kw9nrpegp7ky46/Dq+wdNbwTt300j9s+mhdwn716tebHRUV0zs/i5FFduWRCn4Sk5xTRc99xQ7j+vTkJb7HX2j3BM9o6u3rHHvxqUdgtXU6nrvvBamqumLgbj363hN3v8k0Sctn+fcjNTOPcsT2DVo57FuTQMsAwpGTQp10LPr98bF3P9G/LtgJmzSLrVT1w/NAAjw4s0qDHyvC1d682DOzkW5meumIbeVlpMQ16Dhvakdf/XM2pe3VLeNrsU575g7PG9ODgQR1c36/k6VaxPivRysAXL/nZ6Uw+OLz5C1OuncCIu75h0O1f+b3fCnhO26sbQ7vkMXa3AjrlN62Gn0ByMlLp1jqbqlonmY4UHv52Mf8Y3Z2DBnXw2K+yxskqV8a0ghYZdUk2hrp6fmudGrQZ6tXRNYzQSkrxyu+r6oLHV39fxbRV2+uGtz3+3RKPREP+zFu/g21lvskYrj+0P1l+vtvH79GF2z+eR7fW2Ukz3zKW/o5Rw2msJO8vaCNV49R0zs8K64fukZOGM2P1dtZsMxmDrNSD7XMz+OPGiUB0M5GJ5HDSqG6cNKpb6B1jbGiXPG6O0dCGXgUtyElPYeHG8NOX/nLD/mG1nDZGVx3YlwvG9eLOT+azdPNOLpnQh34dWkZUubl4vP85L8nEHmS0zHT/vKQ6VFhZ/PxJT3Fww6H9gw4jsjt9dDde+2M1rXICD6v0V1mJpn16t+XFs0Yxpk94WR9jaX1JuUeqZ2fyxDx1a9gdm0TzeaKtVU46n18+lkmP/Vy37YHjhzJxQPuwP9NNVXWtGeJv9+ofq7jraDMP0HrfOudncdiQjmg0edlpzCk8mNKKmrpzTPc2OSz+56F+n+PwoR3rrnfIy2RAR/dwwFP26hZyOOBZ+/Tw2xMZKBFKTkZqvc91jdEthw1kfL/Gk+gq7tnblFJXApOBauBmrfUbYTymUWRvE0K4fT1vI0uLdjaKyrqIvl1VNRSV+s8KlkgV1bWkOlRCE3fE08ez1jOsSx7d2+Tw3YJNDOiY22x6EkRy27yjgv9OWc5Nk/qTmuLgxV9X8PwvK/jl+v0Bk7nu8e+WcPGEPkxZXITW2iOZQjArtpRx/FO/8dnlY+udOU80TkmTslopNQh4DxgFZAPTgSFa66ADviXoEUIIIYRouqau2MYPizZz/SH9E10U0YgFC3ri3dR1OPCG1rpUa70J+BGYEOcyCCFirWQt/PEU1NZ/EUbh5aNL4PcnEl0K/zYvgMI88/flTZ7/95J17vtWhremmBAiDtb+BQs+idNzTYd5HwTdZc+erSXgaSymPgvvnZvoUkQs3kFPD2Cl7fYaoKN9B6VUoVJK2//iWD4hRDSUFcG8D0E3vRTUCfP3ayErDQmzfZX7+tSnQduyV+7a4r6+IfC6I0KIOCtaBKt+i89zbVkkjR5NycJPYc47iS5FxOI9vO0J4Bet9Zuu2/8EVmutnw7xOBneJoQQQgghhAgomYa3rQW62m53BlbHuQxCCCGEEEKIZiTeQc9HwClKqUylVFdgDPBTnMsghBBCCCGEaEbiuk6P1nq+Uup1YAHgBK7UWpfFswxCCCGEEEKI5iXu6/TUh8zpEUIIIYQQQgQTbE5PXHt6GkIpv+UXQgghhBBCiKAaRU+PqB9XD5lEi3Ek73n8yXsef/Kex5+85/En73liyPsef83lPY93IgMhhBBCCCGEiCsJeoQQQgghhBBNmgQ9QgghhBBCiCZNgp6m7Y5EF6AZkvc8/uQ9jz95z+NP3vP4k/c8MeR9j79m8Z5LIgMhhBBCCCFEkyY9PUIIIYQQQogmTYIeIYQQQgghRJMmQY8QQgghhBCiSZOgRwghhBBCCNGkSdAjhBBCCCGEaNIk6BFCCCGEEEI0aRL0CCFEklNK9VBKaaXU617b05VS25RSf9XzuGcppd5tQLkGK6VW1vfxYT7H/kqp1UqpG5RSlyulbgiw3xalVI9YliUYpdQbSqkuIfZprZT6XCm1Tim1QCm1v599lFLqPqXUEqXUKqXUU0qpNNd9x7u2LXT9feXafq9Sas/YvDIhhGgaUhNdACGEEGHZCeyvlMrWWu9ybTsEqEhgmeJhLPCR1vreRBckEKXUEcBmrfXaELv+G5irtZ6klNod+Ewp1UNrXWnb53RgNDAUqAHeBS4DHgIGAHdprZ/zOu79wOdKqX201s4ovCQhhGhypKdHCCEah0rgO+Ao27ZTgLetG0qpAqXUl0qpZUqplUqpB13b05RSL7l6D5YopW72PrhS6mDXff1c+z+klJrrOs4DSqkU135nuPZbClzlr6Cu3oq7XOVYoZS6x7U9Xyn1qlJqqevvKtf2HkqpNUqpx5RSs5RSi5VSo5VShwFXAKe7enoKba9pd6XUDNfxXwVSbM9/o1JqtquH6AWlVLZru1ZK3aKUmu563NGu7a2UUv9zbVuklDrBtb2vUupbV3lmKaUOCfC/uRl4OsB70V4pNVkpdRxwLPAwgNZ6BrACGOf1kL2AT7XW5VrrauAr3P/z3sBy7+fQWm8DlgKHByifEEI0exL0CCFE4/EmcBqAUioH2A/4wnb/KcB0rXVvYDBwllKqF3AosJvWejdgODBBKdXRepAruHgMOERrvQi4BtimtR4M9AN2B45XSvUB7gP2B3YDygOU83RgAjDI9XeyUmo08CCwVWvdx3XMM5RSVkW9C/CH1noYJoC4TWv9matcz9t7elwB2NvAzVrrnsDHQL7rvpOBHsAI12UqpqfE4tRa7wFMBu5xbXsQWAP0wgQmzyqlMoBXgUu11n2Bk4GXlFJZ9heqlGoL9NZaL7BtS1VKHaWU+gj4xVW2aUCa1nqD7eGrXK/bbhZwsFIqy/U/Pgqw/le9gZuUUvOVUj8rpewB0xQk6BFCiIBkeJsQQjQeXwPPKaXaAAdjegHsQ6MexwQ01wD9gVwgG5gJdFRKveU6xhla6w1KKYA9gCOAW7XWy1zHOQZop5Q63XU7CxNEFQCfaa3XACilnsF/Rfsw4BmtdYVrv8FANfARpicDrfUOpdSbwERgLlCqtX7D9fgZmCAjkAGuY3zhunxHKbXdVvYxwDzX7QzAPuTrv7bnKLCVd0+ttQbmKaW6YQKgYcCHrvcJQAE9gfm24/UANrleZzZwJyZQ+QXTqzNFa62VUgWY4Wp22s+2F4A+wHSg1HXZ1nXfd8CXWus/lFJjgI+UUoO01puAdbgCYiGEEL4k6BFCiEZCa13t6j04EZiE6QWxewLoALwIfIiZ8wOwFhME7QmMB2YopSZZhwWOBl5TSr3pCmjSMYHRzwBKqe5Alet57VLwLwvPYKw9UIwJQKps23Nwz0myb9eYACMQf89rbUsHbtRav+oqewcg07af9Tz25/Aubw/Xfeu01v2tjUqpkcBiP89rjZrIwvSqrQY+A353BVIAW8whVCuttRWgdcV3uFp3TMB4ves5bwTSXb1bj1qP1Vr/qkwSif6YoEvjGdwJIYSwkeFtQgjRuLwBXIAZpva9131jgGe11p8AfTFDpxRwMWao1q/AvZiK+26ux8xw9Zg8j7sX5FvgPNfcnDaY3qEeruebpJTq7NrvwgBl/B44TSmV4nr8j5jA51vgIjDzezC9OZ9E+gYAC4EMpdQBrmOdiunVssp+tjKZ7bIxiQBGhzje98CZrmPthQlYFmKCDes5jgRe01p798zMBwqUUkprvVVrPQgzx+cgYJEy2ddGu4KfdzH/C5RSe2P+P797HW8M8KIy86o6Y/7XLwMtgDVKqUGuxw8HOmOGw4EZArcixOsUQohmS3p6hBCicfkZaIPJaFZrG3oFcAdm+FsF8CnwEmbI2yRMD89yIA0zLO49zNwbSyEw3zWk7Q7gP679HcCDWuvfAZRStwK/uYaTBQpYnsLMBVqCGb51r9Z6oVLqUuAZpdRyTM/Kw1rr31SEqaa11pVKqeMxc2/SMPNZrAr/fzFD0xa6XuurWuv/hTjkpcALSqkLgB3Aqa7nOBZ4Qin1HKan5ng/ZSlVSi3AZFub5dr2B/CHK+g6HrhPKfU/4DpMj9p5mKFrJ7v+h50xw+D6YILa/TCJCQDut/W4nQG863rN212PL3btty/1CyCFEKJZUO6edyGEEEJESpmU1QdprS8Lsk+qn16iaD1/a+BzQFJWCyFEADK8TQghhGgA13DCPFcChED7xCTgcbkWuEYCHiGECEx6eoQQQgghhBBNmvT0CCGEEEIIIZo0CXqEEEIIIYQQTVqjyN6mlJIxeEIIIYQQQoigtNZ+13lrFEEPgMw9EkIIIYQQQgTitYyDBxneJoQQQgghhGjSJOgRQgghhBBCNGkS9AghhBBCCCGaNAl6hBBCCCGEEE2aBD1CiObN6YSKHRBpspTCPPO3dnpsyiWEEEKIqJGgRwjRNLx3Hqz81f99tTXuoKa6wh2wFObBZ1fBvV3hjnyY9nx4z7Vrm/v6c/s3qNhCCCGEiD3VGFJBK6V0YyinECLOilfDnHdh7nuwaa7ZdtzzMOR4c/2b2+HXR8z11Cy4eYMJboLpMgpOexey8mH93+Zx7fq779fa9xiFJQ1/LUIIIYRoEKVUwHV6JOgRQjROhXnRO9bNm+Cf7YM8lyuomfMuzHwdln3v/34hhBBCJEywoKfRLE4qhBAATHsOPrumYcc442NIbwGddwdnLaSkwi1FcHdB8Met/cs34BFCCCFioXw73NfDXJfGtQaTOT1CiMbFO+AZdKy5vGmD+VHoto/vYy76zX395Deh1zjosgcoZQIegNR08/hzvvZ87E0b3NdbdnBft/8AVewwPU8bZkf+eoSIhSn3Bw/QpzwAK36OX3niZde2yJOS1Mem+e55gTs3x/75RGy9cpT5X4Y7rzNerIBHRIUMbxNCNC7WsLajn4Lhp/rf5/7esGuLa/8Sz8c1pLVs4xx4+Qi4djk4HDD/Y3j7H577nPs9bJwNI8+u//MIEY6qMkjP8d1uH/oZ6PMeje9Don11M/z+H3O9sATWTIPnD3Df9lZZCv/qApdMhYJ+nvdV7AA0ZPoZNut0mu90p+GuY/vZ5/Zi04giGocpD0CXkdB7Avz+BHx1k/u+K+dAXlcTPDsS2Dfw04Pw/V3u2zethx0b4D97mNuJ/u5uXwXV5Z5zXpOAzOkRQjQdyVRZsw898NayI1yzMK7FiatHh8H2leZ6rP4XTifc2QpGnA5HPdGwY5VuhOpd0LpXdMqWaP4CG39JNm5cCxktPbetmQrPH+j52MZCa/jmNvjtsfD2v2oeZOZDRovw5gF6vx/29yqYW7eaXuNlP5iKNCTXuaqpqq0BNKSkBd6nZC0s+RpGnuPeFsmc0DM+gl7joabKjAiIB3v5Oo+EdX/52SfMz5V1HgU45yvoNtrz/rnvQYeh0Ha38Mt0+MPw6VXm+qXToU3vpAn6ZU6PEP68djws/aZx/iBNfRY+n+y+fetWqNoJfz0PXUdDjzGe+396tbnvmsXQMsiE/fry/gE563PfMgQz7XnoOQ7a9gm+3/IfzeXYyUF3i5usVu7rPcfBiinu26UbzFCb7NbxL1csVewwKb7tvrwJDrknus+zdRk8vru5/vdr7qBn6bfw2nHuSmYwlaWgHHBPJ/c25YDbt5sWypK1kN/dHNORCn0Pcu9n/0yf8j/od2h0XldD7VgPf7/uZ/sGeMhPi+uODVDgFfQs+MR9vaLEf++GN2ct7FhnWsBDVW6s9+7CX6DDkNDH9mfrMjOHbthJruBameDt/p6RHefhQfV7fjABVjgBD8DHl4JKgZmvwdCTYPZb9X9eEb7XjoENs+CG1e5t1ufvtm3gSIGtS00F3aqk+9NlTzigEF6a5HvfK0d53rbXGaId2K6faeab2p37rf+soy8fCWd+HPx4K34yoxMsLxwMV8yCVj3MueHzybDwU3PfoffDXhf4HsN+LrbY38tk6XkKg/T0iOapdBP8u6+5fv4U0yr/7tlw9ueJLVe4vIOM7Dawa6vtftfJp6rMdEE/tbf7vmgPwwjUYhbJCbAwD7LbwnXL/N9fWwN3tXHfvnwmtI6w8hMr1us/7nl47/98729Kw16KV8MjASqxF/4KHQZH53k2zoX/egXNhSWmQvDMOM9tls0LTEVzn8tNoOkvOAvlvO/NvKwe+8J/Rvo+f6I9M96kUfdWWOL7PZy8FB7sA/0Ph5NdQVLZFnigt+d+J7wMg44O/dzvnQtz3oHD/g2jzvW9v3gNPBLg/3/O19Btr9DPYRduS/z1KyOb93DBz5DXJXDwZP2fd26GB4O0fCsHXDHbHOuOfJhwM/zwz+DHFNH32WRYOxUu+AnWzYBnJ4T/2Fs2w/9OhdV/wk1rzbZIegPf/T+Y+67v9vpa8g28frz79vgbYfwN5vrfr8OsN+GsT+FfXaFyR+jnXPsXPDex/uUpLDGNLA8NCH//JCA9PUJ4swIe8KxELfwM+h8W+fHsw0pi/cUvWeu7zR7wQPAT9+b50L4BrZ/2lq1tywPvt+QbcNaE30JuzcHxprVnwAPJE/DYdfeTQAHM5yJJfgwapKbSN+C5eqG7d+G/Y6L3Or0DHoAvroc//+t/f6cTnnQN2fjlYbh+FdzXPfLnfTbAQrMjbcFs8WpAQX6EAVWkKkogI9cdMDud/gMegM22YZQH3Q17XeTuBbNaccE34AFYO80EPav/NMNbvr/LDHXxnpM25x1z+dk1MOIMqK2C1Ay4q23o1/LCQSY7YrhDg+yL/wZi/6yd9bkJdMu3m+/h9pVm+OUFP8HT+3k+ruNQc3nbdnjzJGg3AIadYl7Xql9Dz9epLDXDnB7oZc5v1vZAAc/g40K/lubupwdNj8y+QXpiCvOg7yFwqlcP2uIvTQDwyyPw7e2RPe+WJbBlMVw11/Y8Xg0IPcbCygAJP+wBD8C8D2DQMZGVwTvQsbMCHoARp5k/MIH+na4RBK8eA//4wPexTqdnwHPbNjMa5N5u4ZfNu/HpiMdgjzNh3XTfc+VlM8I/bgLFdIaWUmqh7W+qUipNKfWKUmqdUmq2UmpoLJ9fNHM7NsCWpWbCopVlpzAPPrky8GP+d6oZL16YB/M+NBW9qrIAx1/vPmaoBS+jyRqu0fdQ0xKUkeu+7/biwI876TVz+eO/oGhRZM/prHW/VkthHjw2wlxv2cn1Y2GriCz6AhZ86nmc98/3rVT8HmKuxnd3RFbWRGnZ0bwPI/5hhhE2NXe387xdWAK5HeHqBdF9nllelZp9rzaXgQKeb253j1e3+At4lAOOedpzW3aICvvtxSbg+et5E4QU5pnA75HB5npFjILZLUtN5cR+XrG/xtuLPb9rT7p6UY57Hva5zHfYn9MJ/zvNc9upb5vLv14wPakvHGR6P/56AT690pShcqfZ5wGvHo+7C+BfnYMHPPtcBkNOcN/+5jYTzHx3Jzx/cPCGmX+7AumOw3zv8z7PgBlK226Au+GhVQ+zT8dhcNp7no+1OBxw2jtw4J3msZMeCFwee09tRktIy4K9Lw09LLCwBI5/Ifg+zdlfL8B3d5lA+9vCwL9L1mdl8Zfubct+MNtL1pjvYaQBD5ie6cv+NgtR+3P2l+4Gwgt/cW9f+5dJYuPtnbNMj2ck/AU8+d3g5DcCP8aR4r6+7HsThNzhNYzafr4oLDGP8fd5vXWLuf/Kub73eTc+7XGmuey8h+++bfw0qCShmPX0KKVygU1a63G2bRcDKUAXYCLwLBBhn7cQYdDa//h2gOkvmstrFsG/+/ne/+uj5vKdM93bbljtecKorQ6/yzdWTv2fufzxX+5tSpkK0WfXmIqa3QDXuN4Fn5i/SFrl7+kc/P5r/FR8/3oehtsqWr8+6h7n7q/C4/A6HVXuNJmpVrnSTZ/xkRlbfW2Q3qVEUsrzfZi8xAyPyW4T+DHJqDAPBh4NJ77s3va0rTf0hJc8WzNzO5khVIEaByL1wfnm0pqAv+hLyGkHZX7SAoczFKXT7mbYmlJmqGfdY0v8T/y3XLfCPMZK++yvhfSNk+CcL323N8S3d8AvD7lv//kMLP7Cfdve6+A9pLLPAf6P+caJZv6ixf7dr97l25MK7nH6kRjxD/j7Vc8y9p4IH14Ifz5l/uxqa/zPy6qtNJcX/GRalEec7jkJPRJWEoehJwXfz1/v9/WrTG+Wt/RsODhAz44j1fQA3brF9MpvnAv9DomszE2Z1bNxxSzfOTZP7On7u/TnM77HcNbCq0cHfo7CEvj+n/DT/ZCSYeYbWksdjLseptwHe11obvv7/F0yzczXbFEAW1yBmLPGXPY50HfImL136JHB7rlE9XXlnMj2t3pdrO+T/bx4m1ev6Q1rzLBf7zLmd/U/TNZydIBGp0Ymlj09PYDVXtuOAJ7WxrdAJ6VUI6sRNGHRmjf13nnw473ROVaktDaV5XB6Xlp2gBvXmcpNqADgoYHw8eXmhPDjvXC3VzKAfoeZsfHKYVpVV//pvq9qV3jDNcJhn5Boudo1tOV6V4VOKTjcVmm6bbv/11eYB3e08t3uT025uZxwM1z8h+d9wXqXrM/U9lWmpTeYc75yX98037Qk35EPa1zvZa/x5nXkJNkp49plJiDz1qIdjLnSDD1MpjmJ62fCpnmevZ8V1vhw1w/e/A9hZ5H57BbmwYaZZvv5U/wP3zj5dTjjw+iW06qsZrXyDHgumep//8IS389inwPg/B/cFfB8r8BFKTNHxT4046TXzXGsBBTjrgtcxrXTzOXUZ837VFMV7BWFtn2VZ8AD8MW17sDrxFc8ex2GHG8SOlgC9TzYAx5HkCxXoZzxsfkMBHLUf8z/wV7G4acE3t9fsFVb7Xn7vO/rH/CAGfLm77ih7H+L6QFIywq97yVTYfDxpiJpVY5T0kyPwBfXRva8TcnMN833YvY77m1Wz8ajfnrxvHteC/M837+C/mbbnV69Gpae+5nPKLj/b7kdzRy0c78zn80JN8HAo0xjTSAFfU3AA+b803U0tOljAp6aCv+PsfeU7Fgf+Nh2y35wX7+9GCY9GPz31O4GPz1KVaW+SU68g6/MXHfPjz/ePamTHjRr1QX7Hqf4aRhIUrEOeoYrpWYqpf5WSh3t2rbSts9aoIP9QUqpQqWUtv/FsIzC8ulVpoI5972Qu/pVtNicjH59DOa87dn7EE935JvKst3RT5kTydULzJf5hJfMBEYwaUytyo294uNdsaraCTNcLd8//gt0rblunSBOecOs4aCdJpvMCweZjCevHQf3dDTDRn5o4HtSUWIysYAJ1Cy5HU0ZAnXRB1tnQDvh9RNDP69l3HXQwhbwTXrQd5L+zZvsTwAfXAiPhhjJ2nG4WTPBYk+8kOxy2pqAzJ8tS8zllPviVpyAaqvho0vMHLanvOYf3dvVt4XvwT7ms2tnrVMSDQ/2hZ8egJW/urdtmu+7n30eyIF3+q6vAu7vg1JmiKHl2Gc991MKcruYcfqWUed6Ds0YcLhXYGEbouVt/1vM+2ZlUry7IPC+wWxfBQ8N8vyeeDdUDDrWVNa82Vuqvb+L/ipQY68OXpZLp/vffuTjZlHfTsNN2S6ZBgUDTFAy6lzTKxPwmH+ZVOGXz/S972evIO+Fg83liNODlzNcvfeH3M5wTBgt1ZOXQruB5np1efjPUdAPjn/eVCQv/gMm3GK2p2VDVhPL3hiue7ubHj6A98+F2W8H3veMj8xwbXtw66+Br8hrCYBLpsHltnluZ35iPqNgPufXLjf7gOfvy4mvwJgrwnsdA4+C//vKNMLsdqDv/B5rmKh9jl9FcXjHtnqrblxrvrt7nhd+0pvMXN9ti76Ajy523Z8XfgAVzJ7nmZ7NJiKWQc9W4ClgJHAs8CiQCdibW5xAjf1BWutCrbWy/8WwjALMD+5frnHH70bQola21fzgV5fDE6PMtm9udd/vb8J9rNTWwOd+WmQLS8wClkq5W3YGHeN/yEKb3nDzRvi/b8yP2Bkfw24H+e4XiNVKZaVV3jjHpMK1TLnXZJiqL2t4zR5nh5cG+dzvzcnU7prFcLBXauElXxGU9bzWmGZ7muY9z/PdPy3TfX3Wm+bPcvNG3/0v/xsusLUe+0vHO+bK4GVMVtZ4/kQ1Atjd1dakfrbzV4kO5KzPoleWbcth5yb4/m7PFLFWatijbcOglO1nKlBFxf59uNBVKek13nd9GoA++/sffz55ianAewu2/oc156WhHh0KO2zfVSvguW27e9sJLwZ+/O3Fnvta/FWglK2F91Lb2h83rjW9Rv7Sxt+0HnY/w3NbQV+45A8zvv+wf/uff2Npu5v5nrfuaY51/Ur3Z88+Z2/LEjM/ARq+LpMlNR2unu//nO+tRYH7XFOfhDZg5geNc/VOOKvN57y5WfGzb8X//fMCD51q2dFUrH+6391LssIWRB96v+9jxt9oPoOte5lAde9L4etb3XUZMKMCormujvJTZbafY6y5nNYQ+WDm2JIg+DtPhWO4V8PAhxe5r9+wumFZQ/3NnfPWeaT5342+KPh+SSSWQc9s4FmtdY3WegUwFegE2FPetAfC7AdMElVlZoJnbbXpNi/Mcy2O1cgU5rkrl96t8KEmllsecC3yFyjj0cODTPpXb1uWeHbr+mP1HBXmQcm6wPtNf8nsc1cbmOqapNxzHJz8pv9KQChpWdB1T3O917jg5ew5zvN2RgvAdpLZ4joBZua7t1kZphriiEfC26/LHr4n05btYe9Lwn+uctt7WOCaw2SdSCc9GPhxo/wEQ+A7VKSwxHexSKul6uI/3S3ywYYYJTMrAAz0fsRLoOF1J7zsWfEdcbr5n5zmlZWosMSkcY5UbY3nsKLqcnj7DJPq1du8D9zD2Iaf6t6e085332tsE5739eq5yGgJXUbBoQ/4D1gGHeN/iF6Ldv4n6IJpALlitrsicNkM6DTCN4gEM7w1HPZznN35P7qvOxymcrf/rQSlVOiV46+YbXph7Rmy7IsRZrR09xp5V3jSc4IfOxLpOabh5MRX3NsK88zisd5pwhNh2EmmtyvQZyES6TkmpXVzMu8DePlw923v3la74aeZc2NBP5jvGiL80ADf70RGLnW/rae+Yz6bVmazyp3ujKRbl4Y/tKw+7L/lFvtc1BxXT2+3MEYqWHPxuoyqf3mi1RvaEMNOCe/1JolYpqwuBGqB65RSHYE9gHuAc4CpSqlDgBVa69IYliH67vEzDvSuNv4j4pK1nie86vLwxgfHkn3i7kcXuyuYdl/dFLpibB+7vtk1JOXkN00r19e3uNOkPj3Wc1JrRYn7h816z5xO2L7CtL5Wlfm+xw+7hht4p47Mag3lfubKhFqsKxJZ+WaxrvzuJkvMyP9zZ4by9zxZrdxl2jjHvd+6GSYjUn2FChIjde1yd9AK5kfmhtVmbK5S7lZR+/oX9mE0oVqAptl+6AYe5f5BC+exlnb9zZoEjV2HoQ1LEd5Q3hWIE181Wa4qXHMv2u7m+z/Z7UB3IobJSyN7vrfPNJOE87oEXrfFrrsrQ9A7Z/m/P7ej+Vyebht627JD4M9RaoZZzC+Q3gEaaYLp5dXA0aa3Z/ro27bD6t/gpcPMAp7hpLN+wk9lx99rsqetrY+0HOg6Clr5yWgHZi5CoCQUtxdHL0FFKPakMvZ5SokQapHkcGXmQevGkdUqary/x4OPM708dpl5MPF2WDPV3Xvi9NN4fMzT8MEFJpg44HYzt62v1+iL3/9jLuuWT4jh4CB/Q8rsPadWPacgQBIlMCNSrAZa8BxqGyl/C40f9zz0Pbj+x4zEsJP9j/ZIYrEMeu4BXlVKrQRKgcnAJ8DLSqlVQBEQZGZUI+IvUg/Ujft/35oMNnPfS8zaHW+e7H/7hb+aVY2tIMhZGzz7yGY/Y+/7u4apnPiK50TDQEkFaqpg27Lwez+8x9J6BzydR0b/y36tnwrf1QvNe+WPvUwLXEFRbmcz9MMKekK9t3a11Z5pYQONt49UThsz/tk+btqenerCXz1XoW7IZ3XoyWa4kgrxmlf9Bi8myar30aQcZu5UPGgNS742k25n/c8MF7Gz/x9zQqRrbtGufv/3+R+axo9wh/SleY0X9/echz/k2SuRDMZcYYaxtB9selms34HN80MHPW+f6bst0oxN4SroZ7LrBRKsrEq5erDjzF9GrcaobKv5PjYX73lVgAOdP059G7qNNr0yViBxy2Z4oI970U2AISeagKfLKJNMxd9vSAfX2mE99jWZ8mJp+0pz2W1vWP27uW7vYVXKJArxzkRq0doz4AETONRXhlcQlpppkpvEg0oxvd2NTMzOLFrrrcAkP3ed6mdb49Fpd9Njk54D61zDQrruBdNfducwDzbc7XlbStE/nza9CPFk5bk/7CH4zDUsZPISU8HpMNhUVp6dABtnm9W/r1vhO3/kq5vdrSs3rDFd2fYF2BwpZojGM+ODl6W+k3693brVnIB6NqDFJBK5Hc1fOFLS3SmLcwqgrMjMcQm3W/r5Az1vR6sFEkzwFYi/xSEj0XG4O+PXri2hh8dUl3sGPIc/0rDnTyYbZkLRnvF5rnu7Q6Wfisbw00wSgHgJN+A5oNCdmSyYZBjG4c2qcGxyVbSs3tGf/x268WX+h+byzE9jf97Stf7nIiSDi/80SwPYJ6jXZ1hysmrXHw66K9GliL0Ns00dYo5rUv9Fv0P7gYH3txo6JtqGbaZmmAVx7fNhHA7o40oP3WmE53xSS//D3KNJdqw3vcCxstcFJiFC697uER/egZgjxZ3oyK6ixDftfUMbvr2DHn/vj/CQpGfCJHb+D2by5rnfwn7Xmowjv/8HPrncrNQMZkhIOL5I4DyFUf/nHrfdwjZmvoNrfo8VsNzf0/NxH17sDnjAtNJc8JPvBONOIxr+hfa3wKM9XfIxz5gUoSmp8Qt4Qsn1Gr/dsoO7y9taxPGjCObUWENohpwY/QUv/Z2Y/ckPMCwmGHulz75WT8CyeM052eOsyJ8zWbXqEdsfYjt/AQ/AEY+G7tmJt5H/Z4at1Va7U7pba2c0Bt8HqMxaKdYDKbat5BCP89bB/zLDFZNRu/7uxRyt36NQc5Mak7wuyRmwR+KFQ83Ilapdgfd5eqzn8MRgAU//wz0zgNp1D9LY1meiqbf4Y/3GDj+1fsNXI9F5D89Mqd6jNlSK/559e8Az6UEYf1PDy2IlaTjTNQy8dEPDjxmucdebJAaNTBM6u8SZUiZdqX2i+PsXmJODNcSp3SDTonFGFOeYREObIL0FwYYVTHsOZvrJrBXMrVvNF9KaeDz64tDBkPXj17K9WXtGOUzGn8IS0xNlpbUcfGzDFgCLBe+Uvhm2YY7BskD587otVe5xz/ofv9sQWpteqAPv8hyDPNorKDv1rXoc3DauOpz/kX04QLtBDcs6k2xadorPOgbeKXZTM00Gv8KSyD979VUWYi7GMc+YAB5Mq2lKGtRWmcUzwfT8NBZWiuYLfva97/u7Az9uimvI4dULA+8TTT3G+K5PlExa9/SfrKIp2DgHXj4y0aUIX8k6z3mcrx5j5qqBb/p6i/eIAX89dfbz36H3B/4tS0n3/M1MZlY2Q++Kv3L4vifWsDjLnufB+OujU47CEnfjyYAjgu8bTeOvh7wQi5YnoSYycDaB7IkJFnmldL34N/f124vdc1sKS+Df/ePf8mq1ph8RRjpFu2U/QO8J7hWNLdcu97+/nb0X5pbN7iEgt241a99YLSbFq6Gm0rd7Nisfbvc6iR7+sPlLRqmubF0jTjeZnRqSLtPKemVfPyianLWmVWrM5SbI+PoWaNvPrF59yD2hHx9N9rTF9u9NU6BUfOb02L+fiZgvCFDtNen9zE/McK+Ow9zD64adZIJ4gNV/mLl9m1zzWRKd6CUSHYf5vs953aBktVl/aP9b/D/u71fNZbhDZJu6bnvHL1lCvFXuDN3zl0yspEGFeeb32nvoaWGe75B3+/zdfS7331PXe4J7aH3Q77iOaR6CqNLa//IRDofvKAprIdYrZgdOKNJQiTrnNzIS9DRUbYAVuPP8rPxt/1Du2hrfrkhwj5X1l3YxmE3zTA+L5eZNsGWRmQwfCfs6CSmpnl3EydwSGYm5rlS/Q082QY93+sz9b4Ffwgw6O40wPYX+1hSJht4T3MMFrdaqLYsC7x8J6/+ZFmaqW2tl+0OSYBHPaDvqifqvwxCunUXuXthbimL7XIFo7bm2Rov2ZoX0Xx+D1AAVndSMwOfQxqj7PjB7dej9RPMQzyQm4bAnWApVSZ73gfv6qe/AG66RB3+/Cqt+h8VfeKY/9zf/t44tkgkW9Ght3rOBR/muJ5dsnLX+X0ug4W0Qu4BHhE2CnoayxqJ3GGom/7ftZyqOoVI+Xzk3/ifDb283lx1CpJG96HcTlFm59rcsco/X7TXBrD0SbCE64e7d6uo1gX39TKgKM0t76YbYtganZrgDUWtC5NCTonPsEafBt4VmFfdwWEkewll0tbFp3TP0Pg31oG3IajQX44vE6t8956tZQ1qOe9bMd/xnR7PArT2It4a3QaNa6yGgMZfD7P+Z6zWVvgtiWqnbj/5vfMuV1HTTGs5ql0xBT1GIOaFbl7mv736GOztZYYnn2lPf3Oa+/ottxEWwc/fIc8xw1tSM0EEPynMNp2S175X+E4Qoh+f7Zb2v7YfEpVgiuKBzepQRYrn2Zq7M1apqfeEPugv6TTLrIgSz8mdYkqRvbfuBptI+xNWyk20bhnfGhwkpUqMxeYnJkw9w7TKz+KNdv0nuRT5D2brMvdhZrFlpQ1f9Hr1j7ntl+GmGD7nXXCZrlqlkVl3hvn5FgFTq8WAN7bRY6zdktTK9y9W7zAKUdinp7jmQ6QlIjRxt7QfBea4hQRV+WtLfds0DGHKC732i6cnrYtajSQbe60LVePWwPr67+/qMV8zC3xaHI3jP0O3FwZ+770FmZEH3fUIUshEFwAX9/P++Obx6eqz39bjn4lMuEVTQGobWWgMblFJNcPGMKPnH+/CPD92Z2zoOh1PeDL2a87rpsPKXWJfOzZrPM+If4T9mN9ciYL88FP3yNFUt2rnz5Oe09T2Bh9vypzWsnQrzPox6Ef2yhl8V9I3eMfe+JPyheUOOh1Y9G88PXiQ+uhT+iGHL/j9tk4Jb9Yjd84Ti3YKbblt/x/q/vuO1Pk1Kujs4sALfxi7L1QDmvVbHo7be8aayDk00WK37TVFqhkkW452dMt7sE+t3d30HX7Bl2Nxmm5/bJkhDlb+FNEdfHL3zdlP4LOzcBOtt83CtjHTtgixYKuImnGbV/YHPlFLblVKblVJFSqnNsS5Yo5HVyrRgrHMtGpkd5jwX5YjvifCvF8xlJClhh54I/Q5z35aJcg2X3Tp49jzLUteK8vFa7dgKegYdE5/n80c7m2ZPT9kWM1w01hL9/czyGt5Sss59PTXLVJi8Mx2l2IbiRXMNqkSyKoDe53crg9Olf8W1OMmvEU1ej1TJWrPgd6KHuFnzeQ+6G2a4Rh/YK+YbZruvX2b7fB76gOdxzvrUnV2180izbUs0l1JoRD09gYz4BwywZexb9av07CaRcGoYY4GewHBgFDDSdSn8CbcFL6tVfOcvWBlkQs3n8WZlpDvt3eiWp7mqKoOtS/zfV1Nl5gEAvO7qLbLSc8eaNbTIEafUxv401aAn0GJ1DbV1mefE5ETzTkOb28l9PSXVrN3kndAhJUHzj2Ipt4tJ0R9oocBwh3yKxi8lzaRgDrYQdDx8d4e53PtS//dbPbDe6aatUQv+WGvzHfVEw8pm1xR6elb+7BsIei8nIBImnBr6auB4YDDwJNBDa92IcjDGyWUzoHhV+PvvNzl2ZfFndn3WWsEM0XDWNK5UsslMOaCmwnd7oMprvFq9MvNhn8vM6taJop2+q1s3Bb33j03WHvsY/FBj6uOl0+7uFuSue3ne569nuykGPSmpvovRWvOueu4X//Iku6ZQ0Q1EOcyCwc4aIAGf9U3z4bOrbeVRcNV8z9TUkx5032+lm75tG2yYFbxhduCRMehdbgI9PSrFN8iNdfZOEbZwgp57gT2A3sDzwMtKqce01k/GtGSNTZvesUstnEjXLoMp90GPfRNdkqbBkep7QrQyAHrrNSH25bE4HGboQyK16eNOqNCUfHa1Wfy1zwHRO6Y9SL58ZvJUFOxDZvzOL/Iqp5VpLjOJeqxiYcNMczk2zo1dIrGsZSlqKjznuMXLU34yIuZ1Nunkd24ytz/385l0pEDn3X23x1pTCIAdqe6efWv9qVFxGqYuQgon6DkB6A/M0lqvVkqNAf7C9PqIxsQagxuJrHw45F9RL0qzVVsJO9Z5blvpWtE9vYVZsBVMCunmlinvzI8TXYLYGHKCZwbEhrIPlbhqnskQlSxa9zKTonuMDS8bm9XT02FobMuVaNak8V7jEluOZNRuQOKHf8VKmivQqSqLz3B2rU2A9c8OvvfdusV9fcTpZtFgu0DDMeOp1zj4v68TXYqG2bIIStaY61ayqqayDmETEE7Qs1NrXaVcLYla661KqQSnIhFBrf3LDK+wKkPW2hBNcb5EY5OR61sB/uJ6c3nGx/Dc/ub69REMlRTJzd7yFw32Ck0yBTxgyrNtORz7jP+V2b1ZQY+jCQ5rFOHZ64JElyB2rOQeKXGaK3lHvu+29kPgwDs8yzD2Gpj7PnQYYoYVL/wUDvpnfMoYTHqO+WvMOgxxLzWx4BNz2SJOS0+IkMKpBX+jlLoJSFdKjVFKvQxMieRJlFLvK6Umu67fr5Rap5RarJSaWI8yi2DeOAmemwgPDzK3K0vda0N4L5Qn4k8p30w+1hCILnuYuWGFJeFVGEXjoFJcY/qjbOT/Rf+YDbXiJ9cVP0NU9jzPpPO3qwt6mnAK56pdiS6BSJS6ubBxGLJVscP/9gumQB+vqlZ6Dlwx0wwrXfip2Tbo6FiWrvlQtnV6/n41sWURPsKpWV0P1AJFwOPAJuCSoI+wUUqdBoxzXZ8E7AX0AI4GnldKuh+iRmtY/KXn7X/ZWoL/8WHciyS8hFqnpynOC2vuHI7YDN858I7oHzNa/M0xSsvynbPVHIKepd+Yy9PfT2w5ROJUxyHwvber/+3BelHtDaGNvYclWSjb+X73M93r9IikEM4vzYVa6/uA+6wNSqkLgKdDPVAp1RGw73sE8LzWuhqYr5Rai0mFPcP/EURElnzjefuPp9zXE72GhzCy25psXt7GXR//soj4yGod/Z6eU95K7oxA4cznAfeQm6Yc9Fg97d6t7aLps3p6Yt22u2OD77YTXoLczsEflyKjP6LOYevpKd1g5jmKpBHwl0YpdSBwEHCOUso+CysDOJUwgh5MsoPJwCTX7R6AfXzDGsBjtTqlVCFwexjHFt7ecC2AdfjD8OlV8NWN5naypLMVpqXbvk7HU65WoGSbmyGip6rMncWnobatMJfeyTCSTUaYQY/V0ixzekRTZH2uYzG81c4aojb6Yhh2smlcywsR8AAMPhb+eMJ/Q5yoH/vwtiWupAxH/Sdx5REegjU/VAGuVFKU2f62YIKeoJRSZwKLtdZTbZudQLXXbY+zgda6UGut7H+hX0YjNP9j+PrW6B3PnvbYe0HLZElnK2DHevfq2ACb5prL8u3+9xeN3+o/YNHn0TmWlRJ6+GnROV6iNYfhbaL5sj7Xsc5OZ6WdPvge6DgsvIAHzPxfgEHHxKZczZGK0XBmERUBf2m01lOAKUqpX7TW39Xj2BOBvZVSRwFtMQFOAfAy8Ltrn86YxU+bn5I1sHZa9I53f09zOfz06B1TRJ+12Ku3fS6Pf1lEfPQeDyVro3MsK111WmZ0jhcLqREsZGxVCpviIqV2Bf0TXQKRCI5Uk80rJYZBvX3NrkgbOE94Gd45E3Y/I7plas6s4W1OV29Pj7GJLY/wEM5A05VKqc+VUguVUoOVUk8qpUIOJtdan6G13k1r3R/4D3A/ZpjbWUoph1JqKNBWa72gYS+hkUrLik0ay6OfMJf9DzeXA46I/nOI+rOv1lzrCn72v0V645qy0k1QtDg6x/oo7BwyiRPJZ9nat7Y6+H6NWW5nmHBTokshEkE5YOOchg9vXfa9GR2yYba5fUcrmPIAlG1173POV5EfN7czHJDECVEaI6XMEgXbXUORj3w8seURHsJpfngKeAu4FlgKVAAvAsdH+mRa6y+UUgcBKzBD5c4J8ZCmy1lr0klHg/azbNJJr8Fvj8MY6UFIKo4UQJtWoO0rzbbdDkpkiUSsteoevTk9jUKEAXyn3WHs1bEpSqJpDWVFkNMu0SURieBIheNfbNiczSkPwA93+27/4W7P7d1GR37sogUw5x3Y98p6F094OfQBM3d3wyxzu6WfhWJFwoQT9PTWWj+vlJqsta4ArlZKRbRyota60Hb9KuCqyIrZBPU/HLqMis6xHnWtZr7PZe5tSknAk4zsE1s3zzPXW0ua6iYt0JDGpirSAOb8H2JTjmRQUQy1VdBCgp5mSSmTLKAh/AU83uqbndVfg6lomHauoayrfjOXaREM9xUxF07Qs00p1QLQUJeGuiKmpWoOdm6ClT9Dp+ENP1axa1qUdFMnP2sOg651p/UNN9OVaJwcUVycNK+bWcQ2WV01H7JaJboUyaNsi7nMkRXZRRQU9IeihZ7bTnu3gQeVodVR9eN9Zr29+R8muiTCj3Dm9NwGfAW0V0o9C0wD7oppqZqDzQvg79cafhz7mF5J+5r8lK2nZ8HHiS2LiA9HKjijNGelZDXM+yA6x4qFvM6Qnp3oUiSPLUvMZTKvqSQaDyvgaT/Yva0h6aZ7T4BD/tWwMglPG2ZC0SKTRa/nfokujfASMujRWn+BSVF9MzAHOFRrHYXaejOX2wl6jmv4cWa8ZC4vk/VdG4W64W21MP2lhBZFxIkjNTopTD9zpaWVbEDJ7+UjYdXv7lT0kqhE1Mfa6eayzwFw+vvu7Rf85L7ekMbO/G7QU84nUeVINUNa10yFClkUPtmEDHqUUtnAaEwfaA0wVil1cawL1uT1GgeT7m/4cXYWmcs2Mi+kUYjXug0ieVTsgK1LG36cac+aS3vlRySnzQtMhSeZe+VE8nvO1Ytz2ENQucO93ZECXfZMTJlEcOtmwLrp4EiTOVNJKJw5Pe8AaYB9CXD5TyYLa3FL0ThYrXLaFfSMbgQpiEXD5BRAXteGHWPddPf11Ca+pk1T4Egx3/Gl3yS6JCLRXj4S9pvcsKFOrbq75wUqV1v1ufLZSko99oXMPNiyGLrvk+jSCC/hBD0DtNa9Yl4SUT8rf050CUQk6np6aiAlQ9ZRag5qKqA4ooSXvl6cZC47DGl4eUTslW83aco7jXAnLBHN04ZZsHNzw49jjebQzoYfS8SOla1z+Q+wa0uiSyO8hJPI4C+l1N4xL0lz46x1r9hbX6v/iE5ZRPxYiQyqyqC2ErLyE1ocEQdZ+dCyY8OOUeNKmNluYIOLI+KgRXtT+dm+EtrulujSiESqKIYd60LuJpqIFFfimk4jYI+zEl0a4SWcoGcq8KtSartSarNSqkgpFYVmi2Zu6Xfw+IiGjfl84eDolUfEhzW8zUplm5mfsKKIOFFRTFmtwjlli4RzpJoW+fLtsFGGIDdr466HbvVoN651nTP6TXJvO+k1mByF+YEidhxp5n9XUQIZeYkujfASzvC2ycB+wJoYl6V56TISjnqy/ll97MHS9Q0cOiPixxretsuValx6epq+lHSTzaehsttI0NNYOGugutxclxXZm7eFn0NuZ+gaYeKBd840l0NPdG+T4dDJLyXNfP93bYXM3ESXRngJJ+hZA/yptY7SQhMCgOzW0GNM/R//oq31RyrOjYfV07Nri5nTI6s1N32VDczeZmX6q62R1MeNRfEq2DjHDHMbflqiSyMSKSXNnbgmEgs/NZcDjoxueURsOVLM8LaKEvfC8SJphBP0zAa+V0p9DJRZG7XWT8asVCK01b+Zy4YsTCbiz+rpKdsiK9c3F9YClfW19i9z2bJD4+rp2bUNdqyHDoND79sU7VgHlaWQIYkMmjXliHyJgppK93VZdLxxcaRBrauPIKcgsWURPsL5BXUAS4GBwCjX38hYFqpZcNbC6j8bfhxZs6NxsRIZ7NoqPXTNRcehDXv8t7eby27WcmmNxLLv4e1/JLoUidFllEldW70L0nMSXRqRSFn5prcnEmunmcvxN0W9OCLGUtLci5JmtExsWYSPkD09WuuzvbcppQ4M9TilVArwGHCIa9OzWut7lVL3A6dheo0u0lp/F1mRm4glX8O7/wc3r4/8sfb5PDLcpXFxpADKtILLCbF5KC+u/2NrqmD17+a6drp7CkVyS0k3i9ICpEnQ06z1PcQMc4zEK0eby/0mR704IsYcqVDimgKf0zaxZRE+Qv6CKqWGAVcB2dYmTGKDUN/iE4EuwG5AC2CuUmoDsBfQw7X9c6VUL62bYeL5rNYmZXF9dcTf/QAA7YtJREFUPDfRXHZoYAuyiD+lXC1BxdIC3Fx0G20utQ6/kWLGqyZN9ee2So/WjWt4W3PmSHW39qZnB99XNG2fT4bu+0K/Q8N/zB5nwrTnZGibP1W7YMlX0PdQSMtMdGl8OVLdwxlb9UxsWYSPcH5BnwUWYIKUn4A84LowHjcHuN4V0GQDGhgNPK+1rtZazwfWAsPrUe7Gr8MQuOi3+j3WWp39gp+iVx4RP4400/ovixY2Dzs3mcvqXeE/5uNLPQMeACToaTRS0k3DBkCaBD3N3s6Nke0/7bnYlKMpKN8G75zlblRINilpULXTXE/NSGxZhI9wfkHztdb3AZ8AM4BjgYtDPUhrPVdrvVAp9QgmuPkd08Oz0rbbGqCBq/Y1UtXlsPiryCc42snQtsZJenqaGdf31EphHEqJn4UMj33WJL6Q5BeNQ0oarJlqrkvQ07xdswjOjWAUf0MXLW/ykrze40gzi4+DafwQSSWcoMeplGqLSWYwWGu9E+ga7hNora/EDIXri5nfY0997QQ8Vu1TShUqpbT9L9znalTKiuCbWz2ztIjmIcXV0yOVoeah9wQ45unwA5blP3reHvEPs1bHwf+E/W+OevFipiELLzd2LdpBQT9zPRmH4Ij4adkhsqQ1xa519455JibFaTqS9PySkmrWZUtJl4bpJBRO0PMA8AvwNXCLUuoXTI9PUEqpm5RS+wNorbcC3wJVeAZMnQGPROZa60KttbL/hfdSGhkrm4uznssf9T0k9D4iOTnSTCpbWaOneSheAx9cEH7q6rVT3dfb7AZH/Sc25YqLpnn6Dmn6S2adFemZE5Gyhq/3HJvYciSrrFYmIMxI0oU/UzI8L0VSCRn0aK2fBwZorTcC44EHgePDOHYZcIEy8oCDgELgLKWUQyk1FGirtV5Q38I3alYWptqa4PsF0vfg6JVFxFdKGlSXyXjf5qKmwlxa47xD2Vnkvt5xWPTLI2Jv2Kmmcia9uSJS7/2fucztlNhyJKv0bBh2UvImCLF+16tKE1sO4VfA7G1KqXFa6ylKqUmu29ZdVcD+wOchjv0MZk2fFUA58KjW+r9KqXaubWXAOQ0rfiNmBT3OCIOeL643l5K5rfGyevlSpaenWch0tUi+ew5cOTv8/Scvgcy82JVLxE6bXibokcQTQjQv9nk8tTVmuJtIGsH+G+cBU4Br/dynCRH0aK3LgdP9bL8KkwK7eSt1ZXMpXgUtI8jh/+d/zWV+9+iXScSHdVKUnp7mIaeduQw1JLVih0luMetNc7tFu9iWS8TOjFfNuV0ap0S4CvNg4m2JLoVoKOt3Pau1BDxJKOB/RGt9uutyQvyK04y06W0uI5nsa8/01qIguuUR8SNBT/NiTWRv0yf4fveGnR9GJLtBR8Ovj8rwNhEeK7Pjd3cmthyi4azf9/JtiS2H8CvY8LYfCJIeQ2u9f0xK1FxYk/Aiqfje2dpcDj0p+uUR8ZPqqgQv+x5GX5TYsoj4OPhfMOK0wPeXF8etKCIOrIqPJCsRNZVmja5gSS3ePNnz9sV/xLZMInas737X0Ykth/ArWN/bg67Lk4EWwAtACnAuMC/G5Wr6HK6x3mVbIn/sUU9EtywivravNJfd90loMUQc7R1iabP7vIarFibpwnuRGHqC+WuOti5zXUnStLoifma8AjPfgPN/CLyPd5r6dgNiWiQRQ1avXaqs0ZOMgg1v+wxAKfUAZn0ep+v2p8Cv8SleM2Ct1h6O7Lawa4t7IrxonKzVuVv1TGw5RPy8czbseT503zv4ftculx/LpmD93+bSuzIrmp+0bNPTI5qHyh2uK800XX+SC2eWVSbQErCaHrOBjjErUXOSkRdeWsqPLzfB0a569AqJ5JPdBnZtdQ9zE03fvPehZcfQQU9Om/iUR8RW931g+wqTulo0b+nZUBUk6LHm9bYfDOdPiU+ZROy07WsuV8j/MhmFE/Q8DfyqlHrDdfsU4L+xK1IzkpIGtWEsTjrj5diXRcRPnwNg9lvSot/crP7N//aixfEth4g9a3hSek5iyyESLy3HrMsWyLLvzeWJr0i2r6ZARuIktZDfMK31fUqpP4HDMHN6rtNafxHzkjUHu7aEXrBw/seety/6PXblEfFhTW6uCvJDKJqe9Ba+26p2wROjzPUJt8S3PCJ2Fn9lLlOkYaPZS88J3NNTuRNeO9Zcb90rfmUSsSMjOJJaWM0KWusfgR9jWpLmasMsGHxs4Pvf/of7+kmvQ/uBsS+TiC2VYi5b905sOUR8bZ7vu+0e20jhkWfHrywitrrvAyt/lt5cASVroabcNHJ59/z9q7P7upI5IE1COFMWRMLIctGJdPXC4IuR3WvL6FRYAgMOj32ZROz99by5lHS2zcuurYHvy2kHOW3jVxYRW30OMJe/PpbYcojEs5IVrfjJc3thnvv6WZ/FrzwitmT9vaQmQU8i/fBPmPte4PsriuNWFBFHVk+PjPdv3uyLDV+7JHHlENFnzdXUtcH3E02f1VhpX4untsZznx77xq88QjRjEvQk0t+vwszXQ+/XFNbsEG4jzzGXslp782at13TmpwkthogBSVEsLLmdfbd9crn7uvy+Nz2FJfJ/TVIB5/QopYrwv7KaArTWul3MStWc+FvHoXw73Ncj3iUR8TLvA3Mpw9uat5W/mMtusnJ3k9N+sLls1SOhxRBJwF8yC6uxUyrGQsRVsEQGI+NWCuHJHvBMuDlhxRAxcvRT8MYJ4EhJdElEvOx+hlmZvWyLe+6O1dorKU6bnqx8c2n15onmyztBwZJvElMOIUTQ4W09tNargEEB/oJSxuNKqfVKqcVKqYuVUmlKqVeUUuuUUrOVUkOj8iqasnHXJboEItr6HiQtfM3NbgebywdcGfskXXnTlpYFl8+E24sTXRKRTJy18Prx5vqVcxNbFiGaoWA9PecBU4Br/dyngc9DHPtwYHegJ5AJTMMMjUsBugATgWeBvSIrchNUshbyupjr2t+IQiFEo9Z9H/f1pd+51+YQTVfrnokugUg2G2a5r+d3TVw5hGimAgY9WuvTXZcTwPTcaB1Rjbwr8ILWuhKoVErNBv4DjHMd51ul1ItKqTZa6yC5XJuBh/10nJ36NvQ9OP5lEUJEX3Zr93V7wHPGx777CiGapmcnJLoEQjRrIbO3KaV6KqV+AMqVUhVKqS+UUiGbKLTWT2qtn3cdYw9gDLAQWGnbbS3QoV4lbwou+Cnwfb0nxq8cQoj4u+g36DUu0aUQQsTaVfM8b1/+d2LKIUQzF07K6peBj4FOrr9fgVfCObhrDs/twIfAGYATqLbt4gRqvB5TqJTS9r9wnqtR6jgs8H0pwUYeCiEaHfs8rv2uhfYhp0YKIZoCa/i6pUXzbesVIpHCqVn30Fo/bLt9t1LqvFAPUkplAN8C64ARWustSqm1mGFvG1y7tQfW2x+ntS4ECr2O1XQDH8uFv0DbvvD+eXD8S4kujRAiFm4pMuP6u45KdEmEEImSLmu0CZEI4QQ9vyml9tZa/w6glBoBhJN25Hxgtdb6NNu2D4FzgKlKqUOAFVrr0gjL3LSc9RmUboQOQ8ztE8PqRBNCNEap6RLwCNEcXTLVJDHZ++JEl0SIZkuFyk2glJoODAHmYLKvDQJWADsAtNZ7Bnjca8ABwE7b5ouAszHze4qAU7TWS0IWMuIcCkIIIYQQQojmRCmF1lr5vS+MoCfoTFut9ZQGlC0sEvQIIYQQQgghggkW9IQzvM1vtKG1DpJ6TAghhBBCCCGSQzg9PdNsN7OBvsBMrXXcBqZLT48QQgghhBAimAb19HgHN0qpgcDtUSqbEEIIIYQQQsRUOOv0eNBazwdyY1AWIYQQQgghhIi6kD09Sinv/IpdkaBHCCGEEEII0UiEk8jAe+7OduD0GJRFCCGEEEIIIaIunEQGbbTWW+NUnkBlkEQGQgghhBBCiICCJTIIOKdHKTVRKbUZ2KyUWqaUGhGzEgohhBBCCCFEjARLZPAYcAHQErgHeCQeBRJCCCGEEEKIaAo4vE0ptVxr3ct2e6nWuk/cSuZZFhneJoQQQgghhAioXsPbgBqv29XRK5IQQgghhBBCxEew7G1KKZUFKNuGutta610xLpsQQgghhBBCNFiw4W1OQGMLemy3tdY6JfbFqyuLDG8TQgghhBBCBFSv4W1aa4fWOsV16fC6HVbAo5QarJT61Hb7fqXUOqXUYqXUxMhfihBCCCGEEEJEJticngZRSt0P2AOeScBeQA/gaOB5pVTMnl8IIYQQQgghIIZBD/AL8Jzt9hHA81rraq31fGAtMDyGzy+EEEIIIYQQsQt6tNYfYwIfSw9gpe32GqBjrJ5fCCGEEEIIISC2PT3enHimvXbimxYbpVShUkrb/+JWQiGEEEIIIUSTE8+gZy3Q1Xa7M7DaeyetdaHWWtn/4lZCIYQQQgghRJMTz6DnQ+AspZRDKTUUaKu1XhDH5xdCCCGEEEI0Q8EWJ40qrfUXSqmDgBVAGXBOvJ5bCCGEEEII0XwFXJw0mcjipEIIIYQQQohg6rU4qRBCCCGEEEI0BXEb3iaEENFSUV3LH8u3ctaL03zuu/bgfqzZtoteBTmM6NaKE/77Ow8cP5TFm0p59ucVPvv3bJvDii1ldbd7tc1hR0U1uZlpbNpRwevnjWZ413wAtpVVMWddCWe+MNXjGCvvPQynU+NwSN4VIYQQIhnJ8DbR5GmtUcqzMlpT6+S9GWtZtXUXF43vzYINpRSVVjJpSAeffcN9jsoaJwCZaSlRKXew5zr/1emUVlTzx/JtHD60I2fs3YN/fr6A3MxULhrXmxSHon+HXKpqnczfsINZa4r5fuFmCo8cVFeBr69ap6a61klmWgo1tU7mrCvhmCd/q7v/lsMG0LugBTkZqezZs7VP2WudmtQUz07mK//3N//Yuzt7dPfc33rMVW/N5MOZ62nbIoMtOysbVP76WHnvYQD0uOEzv/e3a5nB5lL/5fr+mnH0KmgRs7I1lPf3Y87aEmq1rvucWOfeP5Zv45XfV/LF3I1+j/P2BXv7/L+FEEKIeAo2vE2Cngg9/8sKnvxhKQcObM838zdx0KAO3Hr4ANYXV9Cnnbti8+XcDbz460r+e/oe/LVqOwUtM1i1tYxDBndAa1hWtJOBHXPrVcFuiPKqWia/O4sv526ke+tsxvUr4O1payirqmWvnq2pqnVy33FD6du+ZcBjWP+LJ35YyoNfLw643//t25NeBTkcM6IzK7fsoqBlBjsqqrnx/TlcNL43E/q1w+nUPPHDUsb3a0e31tmUlFez3wM/cOvhA7nr0/kAzCk8iBd/Xcnu3Vrx9+rtZKWn0K11Nm1bZlBaUcObf67my3n+K2KJcN9xQ7j+vTn8dsP+3PD+HH5aXARARqqDAwe2566jBtMqJz2sY9U6NQc8NMWjJyLaehXkMLxrPjdPGsDSzTvZvquabq2zWb2tjLQUB9e8M4viXdWhD+TH7t3ymbG6OKLHjN2tLT8v2VKv5wvkvYv24binTGCWl5XGMSM6c/aYHpSUV9OvQ0syUlMoq6xhwYYd3PvFQv5atb3usd9evR992pnvQ1FpJaP++S352WlcMXE3ClpmcOkbf4d8/n37tOW1c/eK6mvyZ+nmUg546CcGdMxlVI9WTF2xjYUbS2P+vAC9C3L47prxgDlH9Lzx87r7jhzWiUlDOnLI4A5hHUtrzZM/LuOBrxYB8NwZIzlgYHt2VdVQWe1kxdYyhnXJJ8XWs1ZWWUNJeTXZ6SnkZqbhcChqnZqqGifpqY6649ZqTUZqSt1tpRROpzmnNZaeOq01WsO89TsY3Nnzd2TV1jKe/mk5b/y5mv4dWvLllfv5PcbcdSVoDUO65MWkfK6KR8x+40rKq9m8o4KcjFTa52aS4jDPV1XrJD3FgVPDrqoaWmSk1pVhy85KstJSSHEoFmzYwYCOuShF3echmM2lFRS0yKDWqalxavrf+qXH/W+dP5q3pq3h/b/XMaJbPn/bzntWo0lzpLVmZ2UNLTPT/N5f69RorXEoFfT7Z9U7An2erIbHzTsqWbSplE75meRmptGmRTopDoVDKWauKeaXJVs4Z9+ezF+/g007Kmidk84Ztp777PQULhzXm/XF5fTv0JKfl2zhpsMGsLOiho9mrufCcb1ol5tZt39FdS0ZqY6ofc5rnZoUh6KkvJrlRTt5/c/VvDt9LQAfXLwPu6pqeeCrRRwzojNn7N095POWV9WyrngXz/28gq1lVQzo0JIz9+lBy8w0nFqzYksZH89az4COuWwpreTEUV1xKCjeVU3HvEzWbi8nLzuNh75eTKvsdJ6aspTMtBR6ts3h79XFDOiYS+f8TO4/fhitw6zXxJoEPVHidGp63fR56B0jEK+Todaamz6Yy5tTfZZGCumB44fy3YLNSRVY1Ie9Mt06J523zh9Nh7xMXvhlJeP7FZDiUBz++C8cOrgDG0oqWLKplLKq2qDHbJmZSmlFDUcM68TijaUs2uS/gjmoUy7z1u+ou+39f6+qcaIxlbHKGvOc/W7x/FG1HDa0I9cd3I/ubXIA87n8cOY6DhjYntzMNMoqayirquHFX1eyeGMp5+/Xi/Ul5RwzogtTFhdxz2cLApYzmNY56Rw9vDOtc9J48OvFjOnTBodS7NauJZfu34fd7/qGE0d24YhhnfjH81NDHxAzlGx5GAHdOxfuzagerWNaiWqIQEPbKqpr6ypH0f6uL9pYyrvT19CnXQuWF5mKbigDOuayvayKjTsqALh50gCe/mk5DgVj+rTlg7/X1e17yKAOLN5USudWWaQ6FLcePjBkj1VZZQ2Dbv8q6D4T+7fjmoP6Memxn2nbIp3HT9mdvXu3YeHGHTz14zIyU1N46681YbwD8dWlVRZrt5d7bPv6qv14b/paXvptJZdM6MOQznlM6N8u5LG01lTXapzaVKC37axi+moToH46awPris3zjOnThpz0VFpkpvL+jHUhjhrYWfv04KfFRX6/a6fs2ZUxfdpy8wdzKSn3bdy46+jB3PrhXI9tbXLS2VVVS3l18PNjIOkpDqpqnRwzojN3HjWorkKstWbmmmIWbSzlhvfn1OvYyaixBD1aa3ZU1JCXZf4fFdW1fD1/E7sqaxjZozW92ubUneecTo1SppL+7vS1Uft/dcrL5PYjB3HBq9OD7pfiatRIhIxUR93IDn8+uXRfv40JVmC2oaSCDSXl/LFsK499vzRq5TpyWCeqa50Be+NjLVk+5xL0RFFFdW3d8KXKmlpmrCrm1o/msnTzTo/9RnTL54L9euNQ0LtdC2as2k7rnHTen7GOvXu34f4vF1Lj1My/85Colm3+hh2c+cJUzh/bi4sn9OHFX1dw92eeyyFNu/kAClpmeLSK2SuSgYbwWE4e1ZX/TVvD/84fzehebdhYUkH73AyfyqjWmkWbSlleVEbf9i158seldGmVzUmjujJ91Xae+H4p23ZVUVRayf3HD2VHeTXLisp4c+pq0lIU31w1jk07Kvjg73WcOKorWkOn/Eyy0lK469MFXH9oPzJSUsjL9t+CFA19bvqcty7Ymz26twpr/5d+XUHhJ/N598K9Of6/v3Px+N5cd0j/uvut99Y6OeysrOHE//7O/A07/B4P4MfJ4+nRNqcBryK4Ndt2UVnj5ICHpqAU/HnTRDJSUygqreCTWRu4fOJuHi3q4ViwYQfnvfIX+/dvx51HDQ65/29Lt3Dqc3/y0InDOGRwB7LTm850Q+//eUN496BYDhrYnrXby5m/YQd/3jSR9raWyHhZuaWM8Q/+WHd78kF9uXT/3Xhr2mqqapzc+tE8v4/zDnyPHt6JzaWV/LZsq8++fdu3oMapOXffXtz0gWcl68CB7bn+kP4c8NCUsMqb6lDUBKk09WnXgvysNGqcpiIeqWX3TPL43lTXOvl16Ra/89BEaOP7FfDjItNrPq5vAVNcPehn7dODtBTF6m27+GreJnoV5LC8KHBDyrAuebTITOXXpZ6fr716tubPFdsiKtNZ+/TghkP7k+pQzF5XQr/2LclMS2FHeTX52Wmc9PQfTF25jeX3TIpbL2KtU+NQsLWsil2VtXwyez1rtu3if9M8GxKO3b0z7VpmcsLILkxbsc0naLEC04ZqnZPOtrKqoPvcctgA7v1iYdDvY6zddvhA9unThl5tW9D3li8AuHRCHyprav3OBbWcNLIrb/21xmNUw6QhHXjytD0AmLZyGyf89/egz929TTbZ6akssNUDdmvXgusO6V/XuGhGYVShNSzZvLNuJEwwAzvmcvnEPmzZWcWkIR1ZXmTqqU/8sJQjh3ciMzWFnIxUBnTMZc32XUx+exYHDGxPZloKRaWVbNpRwW7tWtC9TQ6HDelIblZqXc+4dwfAL9dPoEur7JBligcJeuJAu1rs0lLCS4jX+6bPqXXqBleEap2a4576Lawf5SdO3Z3DhnaM6PiVNbV8NnsDx+7epZ4lbNx2VFSTnZbiMwelvv799SIe/34py++ZxJQlRZztpwKUlqJwaph9+0HkZMSv8m8fBiSiJ1pBzx/Lt3LyM3/U3b5s/z5cOK53XD8jwdQ6Nb1dP4Q56SnMveNgj4aQp35cxn1fLmTGrQdy64dzeeTk4cxeW8xxT5kKwSl7duOeYwYnZU+eP/PX72DSYz/z6MnDOWp4ZwBu+mAOb/xpetO/vHIs/Tvksr64nH3u/d7n8QM75jK4cy5DOufRpVU2e/duQ6pD+Zxrap2mRyjc3xZv64vLUQo65mVRVeOk1qnJSncP59q0o4Ki0koGd3a3TJdX1ZKaYlrSd1bW0CYnHacm4saPUNZs28XY+38A4PpD+tO/Y0tSlGK/vgVRfZ5IVdc6g77flTW1/LBwM/v1LQjaQHPJGzP4bPYGXjp7FOP7he4BDGRHhemBa5GeisOh+Hv1dvq2b0lORiqfzl7P7LUlPBNGTy9Ai4xUdlbW+L0vM83B7t1a8duyreRlpXHtwf2YNKQj2ekpjLjzm7qePYcCp4ZW2WkcNbwzZ+3Tgw55mQHns346ez0KxcQB7YLOef1z+VZu/3geo3q05oJxvejSKpveN33OOxfuzaBOuRSVVlLr1HTKN73PSimWF+3k4tdn8MUVY9m4o4L0FAdtWmSE9V4EcvIzv7N//3acv19vn/vmrithcOc8Lnx1Ov07tuTKA/p63N/jhs/ISU9h3p2H8P3CTZzz0l8e9/dp14K9erbm6BGdGd41v97fazD1zsWbdtK9TTbfLtjEqB6t49bg9cOizezetVVMG53rS4KeJLTf/T+wetsuVvxrUr1+5GetKeaoJ3712HbCHl246+jBZKalsHTzTg54aArfXTOO3kk8ibq5WVdczph7v+fLK8dyyCM/A/DpZft6VDhE02IFPfX5rlvDfeyJIurTeBEvj323hLLKGm6cNICNJRUsL9rJPn3aBty/vKqWAbfFZvhfotTUOnl/xjrG9yugssZZV6kHuOuoQRw1ojO5AeY3NEdv/7UGrTUnjeqW6KJE3ZadlYy8+1tOGtmV+44fGvHjvRs6InXOmJ6cProbXVtn+1Sua2qdXPT6DL6Zv4lOeZn8cv3+STenTWvNoY/+zOOnjGC3IPOMo+24p37j8KEdOXtMz4gfa53v375gb0582jToLLzrkJgnOBJuEvTE2c9LihjaJb9uXKw/hR/P46XfVkb8ZdheVsVVb8+s6+YH+Pm6CXRtnRzdiiK4mlonA277kupa83n2HgIjmh7rR/DBE4Zx/B6Be0yt1vX//riMf3/jP0HIyaO6cu9xkVeeEuGjmet4+JvF/HjthKD7/bS4iL17t2lQi2ey8R4i/PVV+wVNDiOaJvtw1EiC+umrttclXvHnygN2Y87aEr5buJkPLxnD4E659R6NkKzzJIPZXFrBW1PXcNH43lEbhWHndGo09evZ9P7uz7vj4KTpjW8uggU98p+IgbNfnBZyHsgRwzrx0m8refjbxdx46ICA+1k9A94ZrTrmZfLbDfs3upNVc5ea4qgLeIZ3zZeApxmwWvwmvzPLJ+hZuHFHXY9fMJ9cui9VtbWkOBpXYBDO+SnRQ5li7YqJu0nA00xZn//UEOd5f8OgAI+hk7HS2OoQVp0I4NyxvQgj8V7EGtLjde3B/eqyTj580jAJeJKM/DdiIJw+KSsgenrKcrburOKMvbvz3vS1dG2d7ZN4APAIeKbeNNEjZaJonO4+OvQEf9H4jbQ1fgRLEpKXlcZ+fQv4ZNb6JjHkcb/dCtitXfOu7HdplcVVB/YNvaNosoZ3zWfmmmJ63PAZy++ZREVNLW9NW8OUxUUeIzbsTtijCw+cMCzOJW0c8rPSuPKA3ejeJpu0lOQL2Kw5fQBHDottwCoiJ8PbYuAfz//JbYcPDDkGNVSWNMvftx4Y9rouIvltK6vi0jdm8Pq5ezW6VjZRP1biEn9kvHfTYz+3N5W5SqJ+rPm1gbTMTOXRk4czoV87+T1oAuxp++W7nxgypydJ2cf7Tr1pIr8t28qVb83kvYv2Yfdu+XICFKIJ0dqsZ7G1rIrzx/bCqXVMxqOL5PDDws2M71cg53HBLR/O4bU/3D0Aj5w0nKNHSC+AELGQVEGPUupKYDJQDdystX4jjMc0yaBHCCGEEEIIER1JE/QopQYB7wGjgGxgOjBEa709xOMk6BFCCCGEEEIEFCzoiffYisOBN7TWpVrrTcCPQPB8pkIIIYQQQgjRAPEOenoAK2231wDJucqeEEIIIYQQokmId9DjxMzlsd+use+glCpUSmn7X1xLKIQQQgghhGhS4h30rAW62m53Blbbd9BaF2qtlf0vriUUQgghhBBCNCnxTmQwEHgd2BsoAL4Hhmuty0I8Tnp7hBBCCCGEEEEF6jBJjXMh5iulXgcWYIa2XRkq4HE9Tnp76sGV9U7euziS9zz+5D2PP3nP40/e8/iT9zwx5H2Pv+bynjeKxUlF/TSXD3Eykfc8/uQ9jz95z+NP3vP4k/c8MeR9j7/m8p7LcuBCCCGEEEKIJk2CHiGEEEIIIUSTJkFP03ZHogvQDMl7Hn/ynsefvOfxJ+95/Ml7nhjyvsdfs3jPZU6PEEIIIYQQokmTnh4hhBBCCCFEkyZBjxBCCCGEEKJJk6BHCCGEEEII0aRJ0COEEEIIIYRo0iToEUIIIYQQQjRpEvQIIUQzpJTqoZTaEuC+H5VSu8W5PCGfUyl1tFJqzziUpVAp9WCIffKVUte5rndWSk2NdbmEEELUnwQ9QgghPGitx2utl8Tq+Eopn9+eMJ/zaCDsoMff80RRPnAdgNZ6ndY65sGYEEKI+pOgRwghhAel1Eql1GCl1Hil1DSl1CtKqflKqZlWb4xSqq9S6lul1GKl1Cyl1CGu7VlKqTeUUsuVUquUUi8ppdJd92ml1H3AvEifUyl1FnAscLtS6lilVEvXsecrpZYppa51HWe8Umq6UuoT4HlXr82bSqnflVLrlFKvKaWyXfuOcT3XcqXUb0qp3f2Ua7RS6i+l1FKl1CKl1Omuuz4GWrl6qOp6zZRSGUqpR137L1dK3WsFX67Xf4urfCuUUkdH8/8mhBAiMAl6hBBCBDMCeE5rPRD4GbhKKZUCvApcqrXuC5wMvKSUygIOAaqB3kAfYA9gX9vx1mitB0T6nFrrl4D3gTu01u8DDwDfufYZAZyllNrL9fghwG1a67Ndt/cFjgK6AdnAdUqpPOA94GKtdS/gJuBDpVSGV1muBG7XWvcBzgTucW0/EtiutR7vtf+1QBegH9AfGAZcbLvfqbXeA5hsO5YQQogYk6BHCCFEMPO11j+5rs8ACoC+mMr8h0qphcAHgAJ6aq0/AJ4ELgMeArpjAg3L6/V8Tm/HALe6nn8qkAcMdd23QGv9t23fd7XWm7XWta7nHwvsAyzUWk8D0Fr/COzEBCp25wCZSqmbgVu8Xos/RwCPa61rtdZVwIvARNv9/w3xuoQQQsRAaqILIIQQIqlV2a5rTHCTDqzTWtcFCEqpkcBi1+T+w4BHge8wvTB21fV8Tm/pwESt9RrX8/cFtmACH+/nsD9eu/4yvJ4HIAeoqHuQGZb2J2Yo2w/A98AnIcrufVyPY9ruC/S6hBBCxID09AghhIjUQiBdKXUAgFLqSOA1rXUNMAb4n2sIWiYm6IlW5d6JCSoAvgUucD1/D2AK0DLA4w5XSrVSSqUB52KClz+A3ZVSg1zHmATsApbaHpeP6dW6HxP0HG57LU4gTSnl/dq+BS5QSjlcQ+XOJnSgJIQQIsYk6BFCiOarjVJqp9dfp1AP0lpXYpIK3KOUWgncBhzvuvsB4FrX9quAx4HHolTeX4CblFJHAJcCg5VSKzCBxuVa61UBHrcUE7SsADYDD2mtN2Lm6LyllFoK3AAc5xoCZ73ObcC/gSXAHGA1sEkpdQewEVgL/Oj1XHdgAqNlwCxMb9ebDXzdQgghGkhprRNdBiGEECImlFKFQAut9eREl0UIIUTiSE+PEEIIIYQQokmTnh4hhBBCCCFEkyY9PUIIIYQQQogmTYIeIYQQQgghRJMmQY8QQgghhBCiSWsUi5MqpWTikRBCCCGEECIorbXfteEaRdADIAkXhBBCCCGEEIH4rhftJsPbhBBCCCGEEE2aBD1CCCGEEEKIJk2CHiGEEEIIIUSTJkGPEEKEo2QtFObBpnnmdvl22L4KZL6hEEIIkfQk6BFCND81lfDdXSZg+fImE8zc2cb/vr8/Act/hLf+YW5/cb25vK8HPDoUPrgwHiUWQgghRAOoxpAVTSmlG0M5hRAJojXckQ89xsJZn3reV7ED5rwDHYZC11Hw04Pw/V2BjzXqXDjwTkjPgZ2b4cHdPO/f92rY8zx4aIB7W2FJ1F6KEEIIIepHKRUwZbUEPUKIxqlsKzzQy/99Rz0BrXrAS4e5t2XkwqQH4YPzfffvPBLW/eW+vf8tsN+1pgfIbuQ5ULULZv/P3M5uC4OOhsP+3ZBXIoQQQogokKBHCNF01FabnppfH23YcUb+H/z1vLleWOIb4Njdth2Ugin3w4/3uLf3PQQWfyk9PUIIIWJj6beQkg4990t0SRqFYEGPzOkRQjQud7X1H/Bcuwyumuf/MWd/6b6+37UmSDn8IVew4wpY2vQxl7sd5PnYW4rA4TBBj651b79tmwl4AJy1sOx7SWogGo+aStOAIOqvtgaczkSXQkRDTRW8c7bpyU8mjw6H146Dl49IdEmahNREF0AIIertliJITffc5t1rc+M6yGjhvr3/Lf6P5XQFNKe9Y374ti03t+3HL91oLs/6HBwpcOVceGQwzPsA3vs/9/MLkUj2uWiBPo93twt+f2OgNTy+Bxz3HHTe3T2379S3oe/BsXvenUXwYB/37ey2cN2y2D2fiL27C8zlvPfh9mLTyJVou7bB9hW+2wvz4NAHYC8/Q7VFUDK8TQiReIV5cNLrMODw8PaFyCtrf78O+V0DDxF4eDCUrAl+XKcT1vwB3fcxtytK4N5u/ve9egHkdoqsjI3NN7eZxA5Z+bF7jkVfQPtBkB/gfW6uKnfCU/vAZTMgxdZ+WVsDd9kyEQb6PNf3e5Qsyovhvu7u27dugWfGw6a55vZt28w+Ofb3wmsI64Aj4PiXYM2f8NIkMw/wilm+z/X1LfDb49BpBJzwEjw6zHcff+/jliVQtCi885qIL+uz0P9wWOiV/KagPxQtNIHFX8/DJX/Gv3zblsNjI4LvE8l3t2qXCeTSsupfptoa2LHWJAdqPxjubBV5OeJA5vQI4U9NlWlFKeiX6JJErqYKaiuheA2UboA+E4Pvv2ub+WvbJ/h+DaE1rJgCqZkmMUBKBB3JhXmwx1lwRIh5OlaFrv1guOjXBhXXx4JPYMk3cORj4T/G6YQ7WwMBzk9J9mMQVfYKZKxep9Vyb38OpxPmvgtDTwz/OJvmw1N7m+vhBqMLPoEVP5shjYfcCylpERU95uyVtpNfN9cXfg7/O8Vzv1u3+Ja9aBE8sae5HotW7W3LIb+76Q2NtvUz4ZlxkT1m/1ugVU93b2ww3p/lYHP97K6YBY5UeHiQGWZbUwmP7+7/mCJ6lk+BsiIYcrx7mzVs0/rcL58CrxwJN2+EXVuhdBM8t3/9nu/8KdBpuPv2hlmQ0w5yO9bveP7Yz3tgzln2bKEWfyMd/LmnC1SVum/bP4/2c2Owz2nxGjOqwZ+s1ubzn5kbuixxECzokeFtovmyurNv3gRpmYktS6SsslvO/gJePNR92/vkdX/PwPc11Ma58N8xnts67wHnfR/ZcayhY4E4a90trGOviezY4RhwhPmLhMMBadlQXQa7HQxLvvK8/+Uj4cyPo1fGZLBuBjw7wXNbYZ7/ynVD/PwQfHeHud5tb/d2q3UxpwB6T/B9nHe52g2EzfPd2x4aACe8DO+c6Wd/23fjrdPd16c9lxwV113bPL/LAFlWa6tX5dwaevnLIzDuWvf2NdPg+QPctytLw6usWM99y2ZIzfC/z+9PQo994emx7m0dh8P5P0YeWFmv54yPTYU1kJPfgP+dGvxY398d2XNbtoYYsnbRb1BdDs9NNOfBt04z2x8bAbVV9XtOERnrszHkeNMgsnYavOCal+lIg8v+gp9d2TX/2SHwcazgP1SQ+8w497lgxwZ42jVyINwAJJjaajNn1e709wI30jx/IFwwJfDxvIMnS2EeHPssvH+e7/ZWPeGAQjNk+8SXzfZXjzFzVgMp3wb3dk2Oc2QIkshANE/2E9uHF5nbhXmwfVX9j7l+phmKE2v+ej3tAQ+Y1/LnM+7XZVexo2HPX7bFM0DxDngA1k2P/LiLvwx8X2Ge6VHZsdbcHnRM5MePleoyc3nwP33vWzEF1v8d3/LEUmGeZ8AzwhYYvBFBz0s4z2MFPACrfzct5/bP8qtH+z7G/nn/2jV3yx7wWPwFPP6OYfFObpEo3gEPwN+v+m67fCa0cM3Z+cFW4X/zFM+AB+CnBzxvO53+zzHPuXqTrblAlm3L4ePLzXv21Y2eAQ/Ahpn+K17B2J8/UMDTbR848xOTQdHuhtWen0tvt20zlbPLZri3DT3Z9FADzH4Hdqw3r8fqqdn7UrhmMdy61TRy7OVakLi6ArqMNNftn1d7wJPXNXBZhFG+3QTVDVFbbYY7vmD7rjqrTUPZigCBwVFPmMtLprmD8kumBX8e+7ngof7u63cXuOeFRmrFz/DxZb4Bz+3F0Mf1fbWS7hSWmGyiYL5btTWBjxvse+cd8Fi2rzDnx/kfmve0MM8z4Dn+xeCvJcnFtKdHKbXQdnMHMAZ4HpgIbAVO11rPjmUZhEBrKFkL2a2heDVkt/G8f9777us/3Q9HPGZOwjleJyB/dm6G3//jmU0s1q0d7weZvJiS7v7B/eJa//ss+Dh4pSCQr2+FOe9C6XpzO787FNuCxNuLzftmVcxeOcq0gv7f1+59tDbDAezDA0JlP/IXNCTDJFNvrWwV0lPfgTdOMNefGd8oWsBC+ugSz9vWa/r7NXMZrCUwEjs3+9/uXdm2lG2BB3p7lS1Aa+3E2z0rp6FMXgK/POxuDKnaBfe4hrGc+CoMDNID0VCFeSbToJV4Y/HXwfcF6DgMLvjJ/z5Vu2DR577bf3sMDrrL9z2zf2a3LHEn9rA/39hr3K3ooZRtdc+vKdtielG67eV/37nvBT7OqHNNS3RGS/9lBVOZPfQBSM8275v1XbxyjnvIXZveno9r28f0CL1/ru9z2hs0bt5gKuh//hdatndv37LY93FHPQm/PhL4tQjjvh7mMtB5cvbb7kq6tY/Wng1l3gFDOIafZnoiC/q6t9mvKweMvtj8xnccZn67VJAhm3e2jvxcH6xnKdDvnMPWX3FXG/Oc1eWe83U+uNB9fdS5Zi25QD0///ct7Fjn2xjk/Z5ar23QMb7HGXNF4NeRRGIW9CilcoFNWutxtm0XAylAF0zg8ywQ4KwnRAOF6qYefLyZG2D392vuSpzHsfycyMId6x1tc952Pb+rTHe0dqdSvrUocLlu3mi69z+6xPxFcnJe/JWpHNnZA56b1psTdHZr97blP3ruX7oJ/u36Qdn3aqgoNmvl+OspsvvuLs/b+14dfrnjKSXV8z3d6yL486nElae+SjeZhgH7nKyNcz2/F8c8474eao2jSH16lbmccLOpVL84ySSPsBt2Ksx5x+z71wuhj3lAIex7Fay2TUg+9zszYflfnf0/5sRXTG/J8h9Nb9FDA03FwPL2P+C092C3A/w/viGs9/OnB0zg40hzV9wvnwmte3ruV1dmP70+4Duk7eQ3of8keHJvGHQsrPXTM1uYB3ucbf4H/xnp/7iBAp4b1pghc/bhOv4WEg50DrLm3ty4Fv7VxVy/ab2pcIY7FDk921xawdGEm4Mnwxg72f8wuAF+AtvsMCq3p75thg46g7TEN0c1VabX8PwfXfMhbR7fAy7z+ixW7fLfK/HS4bDqF//PcfGf8GQYVUuloIOfeSqteppAYZ9L3T3G/SaZoAdM79H2le79Jy+xZUvMa3gj100bTANmuArzAe0eorfwM5j1prnvwLtgzOXmulJw2rvw+vHQtq85B9YNbR0F7afDf/YI/Xz+grEDImhMSqBYDm/rAaz22nYE8LQ2vgU6KaXa+DxSNH6JTjwx663Q+xz/vPkhBJi8NPi+mxeY1r0S1/CqcCpasVBd4btt0NHm8rCHzKW9+xvgHx/AVfN9s7bMfhs2hNnRGmzo0unvQXpO6GP829aC9stD5j0MFvAU5pl9VrsqvIUlZujKAbeHV+Z4mRigPIfeC/vfajI+JaNl38NzB8C/bBXBjXPN/8nK/qW1GXZh/z8VlsCwkzyPNf4m6HNgdMplZVIad51plR99oe8+bXqboSv27+HE2/x/jwtLTMAD0M42GbjLSHcq85FeE9x7T4SBR5nr1nwie8BjWfCRudQatoQ4h4TLO5C5u517HhO4Ax4w8wjscgMEcPaAJ7+7CXjABHM/3B14Uvf0Fz0nL+99afCy315s3m+rIpWSFrwCOOfdwPeBCVisIT3pOQ2be2lVWAPxV5ErLIGTAgSS/uxzuft634PN5zfY8KOmzun0fd/vLoCNs30DHoCtXt+heR+4e1bBDEMsLzY9Q+UBhsOlt4B2/QHb//MWW+/x2Mmhy33FTBPwgLsuY/1+Vpd5BjzgHkpqCXeonv33/JpF5vKsz03AHioR0MhzbDdcZaytNr2o9jluYy73eBi7HWjqB5dO853L17YPXDHbfwBz69bg5WkkYh30DFdKzVRK/a2UOtq1baVtn7VAkJllIm7Kt5sfW3+V6nBZX/TCvMjHcEfLlzea5//AawjYAYXmMtvV6jj+JnM57jrzw9aiwHN4krcnR5thWw8PMse3WqMv+Mn9o3yxq3K+/m+zT+VO00plzRFo6FwagH+6hlPseYF72/EvwHUrYJSt4mbv/u69P+T5qQy9f54Zf19VFv7zF5aYAMquj1dL97HPet4uWQfPhJhwDrDfdbbncVX8Pr3KPWcGIDNBvWvBjL06cMVu0Rfm81CfOU6xYn0eXz3GTPqtdPXUOGs9g5tnJ8LM12HGK7bHBnidaVlmeEV92BtI/A11tFfkU9JdlWqvz8GgY02PRAuvBB/e/E3Yv22bGfphKSyBf9iGvO4TpKLfuhfM/8ic7/6zh0lrXF9awxu2YHKfy3z3ub3Y83Zquuf/xLuidO53vseoCXGOz2oV+L6D/+l5rrMbcGTkw07f+z9TSbOb92FkxwjFej1jrgy9r70BY9z14T+H9Rtw0F0wxNZA5Ehtvj09Wptg/en9zPmlJozEDkNOcF/fvgreOcvz/tn/M/N2yrf7n6sH1AU7Vo/RPpeZxBuFJaZRJNA6baHseb75jG9e6Lnd3thoqdoZ3jE/dwVgQ06Alh3MMXqEGPlgOfxh32015Z5DfS/63f9jHUGq/q26w75Xum/ftN6UK1QQloxDzv2IZdCzFXgKGAkcCzwKZAL2JaCdgMcZQSlVqJTS9r8YllFYrDG1/2wfdDcf1oT2J1xBQaKGfFn+eNLzttXyuO9V5vK6ZeZyvJ8ftCtmuq/be0qC6TjMfd2aK/TMeHO5brpnK9W9XRvWA/atrfVl0v2e92X7aTUDOMhrcr1H65DLPSHS9y5yjZs+/BFzmWOrWPqrBHunEn54IKx3TRruHuCE3vdQd+XAuxIEyRnshOOQe83ls/VMjxpNb50e/Pvp3fK67i/feTyBpGd7BqehVJe7gy97A8kPfpJBpGW7r9+wxlyumeq5z/EN6Hl1pJgf7P1v8T+kpLWfYVmW2hp4+wz37a/rWaGy3gdrjsL1K+Ggu+HAO237lASuWEx60KR899bFz7A0R4AMe6MvMd+z61b43nfJNM/versB5vaN68w59qYNZjhgIPZJ2IOP97zPXkmrrXbPK7glwNyuSLXrb8rYdVTofcde7Q6SAvWahXLsMyaTIZj3ujkGPbu2+TZ8Pj028AiMs7+ANn1ML471G/noUPf93vNwLR2GmKGa4P6/KVe11kogkdvFvX+LAvMduvBXuODncF+NkZJu0sOXeX0u7Z+TS1znpXD/51YSkuOei6wsFqs32mJfM+6GNdB+YP2OC+a1jL4kvFEcjUgsg57ZwLNa6xqt9QpgKtAJsKcyaQ+stz9Ia12otVb2vxiWsfla+Jm7ZdZeEcqIIM96YR78u5+ZdFq0wP/99W39dTrh9RPh+RBZk+yVJ+8K3dH/rUeaVNcPs8MBVy8Mvb+d1Ytk2brEd5+G9ID94mpR8m7tDaSwxLeV+vCHIx9v/Kar9dlqhWtIWs6zvSZS1w1dyXYnYPCelA5w+vu+2xoDq6KVDEPcFnziu+3mjZ6tq+B/iNi1y4J/btJbmJ7NcM36n+82pxN+ftBct3/G7T+6dcObvBoPIvme736m+TH3tt+1Zk5cMKPOdWcvaj/Ed5hLtNT1ToQ5OXjP80KvcQVwxkdwlm0hRvv/9JB7zPBRpczlVfPc97UJsL5XRguzf3p2+P+D4593f+8t1jDbV49xbwuUFrs+Ivl8WIuTDjsl+H7BnstK3d4ce3q09p9lsGih7wgMS9fR5nLpN/D9Xb4ZBQP1zjjS3A1+VkZP619t/Q/8pQ7vMBg6DvXdHoo9eYZF23qn81wBVm21737eHozC+oD9gyyx0NA1cwr6mXNCExPL7G2FQC1wnVKqI7AHcA9wDjBVKXUIsEJrXRr4EEnoqTHuFZ8t+10H+9+cmPLUx44Ngdc1qNwR+US8d/30Hlj+d6qZU2IXaiXwv140rczWmidz34Oe40xrz+rfzVyUISeYbmB/efdv2x68+zZc/n50czu7x/bftN7zPocDMvLMcCEw3eCpmabC/tKkhpXF3kMUjW7kEad7Tkyf9rzn8DiLvYfCmv8AZqJoaz8/bOGYvMRMSLZXGFMyfH+cbi82Px6/POS/xbqx6DDEfyt8vPz2eOAeiLQsMxyx4zAzX8P6bNmTE3QYGjqTYVZr9xj7bcshr5srsUOe6SkZdwMs+gw2zTPj9v21otvnrdg/41bQ08/2HTruOTjm6fotfhnJ4rMW73PV4GNNL5j1HTr7SzP3aesSM/Qm2BCxumP66XW7ZpEZ5mIXbiNHyOcLcL7tMRZWerV6Z+aZvxNfMemoo3E+DcY7zbV9+G68ZUZhIrrFkdL8gh7vhr0r58AjQ3z3y+sKJa6eW4fDPZ8nVDZAe5ICR6q7F6hVD9cOrnOHdQ7Jj1bKcBU66LF6ioOt0aQ1LP8BdrpGyVjD4+ojPdv/9t3P9L892jLyoN8hMDuMOdRJIpZBzz38P3tnHeZYdTbw30kyrjvr7r4suwssLO4OxYpbkSIFWpxi3Q9aWigtUNoCBVooBVrc3RZnYYFd1lh3H3dJzvfHyZ3cZJJMMhOdvL/nyXMl9968Sa6c1+EJpdQaoBa4BngVeFwptRbYDnTRlJJEAhUeMGWOA5Werx+B1682A7ztS40F4C/TTSNMT6vJowh8uCWCNZ/CY0d1XN9vMmxb1HF9KGo2d1xnKRuNVSbuFkyy9DPemu8nPBK8FOlD+5pkx/PfhXmPmTwCO8GUqnlhasXH6gFt3cB+8neYdrrvJmpVSwvm9m22PSzXf2ni54sHmd/mtggGQsH4/TDfcUdFkBsTCT/5m/GSWf/H61eZ333gNDPAPeBGc3O2clGuDWjS128CEXPCI/DNo9B/slm2kj4LbCELbU0w/ylTGtdCKeNV2v+GqL5ayqEc/g/GRPLRnfCRzVp31RLTPdwen61U8PyRaAZ++b3NYN/jMfe5fa/1WWsrVnW08NqLAow9zP+9XwcUDLCus7EBhRI6U3j2uSa6CkjRYs89GT7LeDHvHmvCMztTepqC/LaTfhL8mRALI8fQMJWs7J6fYDIFhtAkgsDw3XTFmWHhbcFy8sJVzAMo8oaAH/tXeCVE/tyEo+GN68zYyX49OLOMwQWgyBumrWzP/2tXhQ79jhalYMsPHdfb7+0O7301nNITqBSGKsgQCdYz1U4i2yPs/UuoCBIOm8LETenRWpcDwczbnbROTkOCuV5f93aMt8oYWrx8qW+gedk30Cfg/XgTTOEBuPRzM8h9b7bpK9BUbbwUwbwdHo+vfHGfcb7+BJaykVfqv/3il8w0sP/BF383zewsHu1i9ad9rzOK560VXbP8hsL67oE32t9EeJOybpBFA/0VsR0rTJWUSFj6ur8iFeg16w6OgMt/4zyfkjPnTv/3IulZFAqnC84L03gUoG6rma760EwDQwXTGeVMnNITWJo4kFCdvbtLfpn5jk1VZjkwPCUUwTx8do8igMtbNclqHhkpB90S3fbRYiUrW6GLVq7bnLvgxIeD72Nhj72/9CtTfjue8kYSbpMM+k/paEi0l0NPdzItvM1u2LtpS8eKoXb6TzaFgCwlZcZZwZWeQdONoWzXn3UM0XW4zL3nmPtMz6wX8H9WF4TIBeoKSsGUE82Y5fx3beOVgCgMR1boin1zAu6LF38WXHGJlMIoc7BjjSOLDqHGKU5cm5P2SM593YRraI+p5AWmtv8Hv/UNutd8Fnp/u6fjrRtMud9k8Jsq87Ap6OuzLiplLLSf3et7KE84Gk61eV7aWkzJSYvLQnQvnl0N23+Ev80MLYNd4QnGz96Cfx3ecb0rz1QpAVMi9MCb4hNeaCkFg7sRWpXf25eHcMbz8OSJ8MX9kcXfg38YYp/xsa2QEq7Jmp1+Xbgp2x/24aritW8fIEuo8yodUY7OG7DGilAKzy8XmKo88cIKMYmmq3p+H1Ml6Me3fL/PyH07budwmETncN6KZFA6zDQ7tprnWtfmwufDKz32UFXLKhtPhWe3C+PbRLU7nP2K6d9TMsxU23JmpU0VqIjoCUqPu9UYNsMNzgNDNTszQJ7zqnmuhgrPsmMpRUf+0by225rAWueLPXxYxTEUs6i/uWbtRoRAg5YzK7inJ1g4a7AeQdFgGYIK+kJ9J/mI8WDkPrDjx8R/bjeIc6BuD2TE3sZaWjLEnPxW8hzApu9NKEek+Rsr3ouLiBGhlMk1CAynCLSyLrWFPrQ2+Ss8ndF3vAltArjwQ9/6c8KEU4ApiTy72oSMzPSGxcy6zFRhmV3tU3iuWWFKhMYLpcznRXNjGhegpNkrnVlNDOc9Ftmx7D10ZlfDZXNDb9sVIvWKjT+iCwe3DVwGTYtg8wBZYhWSkAo4nL7mscng6h/jq/CAiXV3ZEHtpvDb2SuxHXq7CT9zN/tCWu1ly+0M3zO2XtxYEGpw1dl//bX3nnj2y7GVJxRH3R1cmUwF7INeV3bPUnjAe+17Emf0iAV2L0XtFtNc9oE9I6/Mevqz4a/V61ab8zGYwhPMmxt4ndnPkcBoBbNBRGJ2C6tIAsDggGaeKsj9PtDTGljIo6soZaocXhujHmHRMLs6NQr0RIkoPd3F/hB/5EATz25x0xbfyd3V2vDx4MRHo9vest4GlrMO1ZTRztSfmu8/cGfjGr5pi7EOnOJNAP7F16bc6fC9Ta7BATf595Q58o9m/8N+B1d5c45u2mIGR5315EgG1vlglYXtTgUiK7k3kqTormCFHsyu9lfWbq0wyvyNm008f1fO3WgHL+u/8s0nMiY5ESQqvM3eP2LPK0zZ49nVickdVMooquUrw2/X2mDy2464y1THsqyiVljLyH3C759KXPE9XL0s+PkaboBo9eYYuV9cxEorrEFuZ72D0hXrOZAu3p7ZJaYx8WpvYYs/BVQYC1Z1cdUc/+VxnVRcDeeJCfa8DBeREEzpSbTiHJiz5HCYnmd27GkFVontWGH9Zif909yPEk16RbeJ0tNtwlk07PGs+15rLBw/e8s8JHf5GUw/K/7y2anxWmGtxMFI+foR/8ZiVuLxPldFfgyH01yU1m8y8RjzO/QdZyw+P3sdrl1umoV2RlZe6lbLW+QtrbxviK7Ph/3elLqNhH2vNdPr13RbrKAccJNPAZ50nJn2GmH+q58+Zv6Xk//dtYeI1cU+Ulobov+MdEEFeQjGGq19FY1+Mdd4UeKlLIciv3dkTfkcDtj9Im9p35zUzTfpDKVMuIudQE9vZ/tnOtZv0GOVHu+gPFWUntqt8NB+nRsnHj/aFBcK5MWLYPEr5n5jNeD+tzd0cuZFkRmswp33LtuYaYTXANJhjBVQyKDjB3QuQzRE21svmJHLMurNroYJ3azkGoopJ3a8HwkdEKWnu4TqTXFgkBjt/DITsgXmZpjoik5/nmim9oaakVDQFxbZEujPeKbnWeNjzSxvH5DAB0c0/SwaKrreKyIS8kphJ2+jQKsUZ6z6jpz+jJlOODq6/WaFqN6TzjgSUL3tEVsuT98Y9H/oCh538NLYZ71ocnKC4cz2xb+HalybTozYO/z7Vd4SvYkIwUknutrPLdVpV3pSQLFva4E/jYPN38P9M8Jvu9PJPs/xz+eYvk0Wz5zlq0D2e3tURoQV98I1mrZHH1hVBcN5hoI12k2UMeHY+4NHzTic/kautiD5PULSCKv0KMPbiRImLbGSWC2rhNXxvrNSqcms3x+Yt9MZ6770lZy9pTz28vQkjvL2GMgpgoNnmx4FdqJJbK3flrjqLJbSs8vPYnM8q3iDdT10hvU9o7WqpQMqAdf6xm/MtG8UpcRjTUt98PWjDwydBO3M8g14K9fGR65EMusy831DKTUPeXNrrvg2YSKlBamgFMQDqzR8vD29kdBZPu49tgiEzd/7nvmDphlFJbCUvJ2rO0lmP/0ZU7SiM2NpsDYQ4ZSYoOFtCbLlzzjbZzT0+/yAnJ77vEbmk/6ZGLkSTno9s8OeHVprDWxWSnUlkzkzsKruWBfmjLP9l0OhnKlxIwyHlaC3wBbH6wyWOCi0s9sFvhv73lcGifeNom/DklcjCxeKBVb35nD9j6JldjWMOSiyba/wGg9SJQwklsTbq2tv5veLr0JvF2+CDVjaCXE/dOX4evYc9tuYi5RwlDLGDnTH5PWWel9PjrJRiZZMSAapFt4GsIc3CmGJraCQuw2qbd6cHUFyQ8IZSzvLGxx3GIyKIIctaCGDgPA2vz49SSpkEI5AT49V3CXaqId0Ic0MlZGoxAcCryulKpVS25RS25VS2+ItWNow5UQzuFv9sVlu7y/SyYXncCS2otN2ryXmuAcj3+fCDyDLNpAJFaIiRI7DGVkOgxVzveGb+MpjkeNVeo6IsL9KrLEGzMmschYv4l229v3bzDSwgWyiCVe6NJQRyB6TH00+TCoTKqTpjjj1SBJSl1RReqpsCs2XfzPT/53hW/fjG775X9qqhu4TkJv6642mt86vN/jyb2J53Qbr6xN1eFuSszaCVW+D7hU1EmJGJGb7NCqnkwJYg7dU8/Qs+J+ZBnPHBnLWSz6LpP17DN8z5mJlHM6syP53q0lnLJuRhsMKb7OmySLVvZ9dIZ6hrL+zFSXpTgPZWDDpJ7DYVoY5K99WoCKU0mMLAw7XyDCd8KvYFWSgI/mQmYOl9CS7WMe93tC161bDXUH6pv3oNWie/55/efvAaoo5hb6c4FH7wbK3YO8oChp1RlaQMtbhikUFK2SQ7HS5YNXbEl20SghJJCrxOmAmcB7QBAzQWveA4OsYY1U0a1cSOvP0uBI7wLNCYIJWOwlg9AHGgwW+8Kpj/xofuTINhyt4/PrsEvN66lRoqobXrzbrE9WvxvL09B2XmM8LRbItovEgXkrP7BKfUnHo72J//Gg5/iH/ZXtFvpCenk5yH9MRa5AWbKCb14P6TwmdkyqeHov8Mv/iOPftbMYh858yy0N3M9OLvQ3WR+0f+linPmXydIbFsGlw1J6eJOb0hCKwelvhgC72uksXel542x+Ai4CzMWarx5VSl8ZVqnQk2opmyW5YGCnH3Gem084Iv50QGcFyeuyx/8vehD8E5AElgqxcuGlrx0ZriaZkaHI/Px7Ew8Cx6Xv/5T1ToOpd4IClv72pbyYpPUGS161w1cNSQDkVEkewcyGRWMY0O8fbQtwr18BtQRTxAVM6H884nJHl6URD0EIGUSo9yXb12HN6tIa6Lf5NynsaPTCn56fAkUCT1nodsBdwbVyl6gmkWnhbV9nlXHPzc0h185gQLKenYlXwbW+tiL88drKCJJEmkiu+h32uTq4M8SAeSs8/bION31TF9tixwu5V7szT0xPKVVs4gzSkfPZcM93ppwkXJ+UpHmxePZFklaye+zDcMcR/3enP+ubH2TwPqZRgf8htcMxf/NeFU3qChrclWemx5/Rs9FZp7Ml96NKMSHJ66rTWLcp7Immty5VS6aXapSKJLGRgDbhGH5iYzxNCEyyn573fmOnpz8JT3kHRZfPCxzL3RMqCxJr3BGJdyOBrW2+IVM4P8au61InS05PO9WAD3S3e5PBIwoszjct7cPnuRIe3ff0ovB4ix2bcob75va80UQWDd/V5IY68O/7ydUZBH9jlHP91gUqPXakJVsgglTw9qz4w0xGSGp8qRGK+f1cpdSOQrZTaSyn1ODAnmg9RSr2glLrGO3+XUmqjUmqZUirCerbpSJJyeqxOyQ/amuRZ7utgHZaFxBIsp2ept3To8D1N9b99r4M+YxIvmxAfYp3TE2pQk2rYFZlQXkSXpfT0oFL4gQPdNAv/SDhZucn3MscL6xpIlNIT7N5wzmsdjSPDdoebtsCQXU1rBIBB0+MvX1cIZxBJRWOJshm053gbtqainDEjve5vkSg91wNuYDtwP7AV+EWkH6CUOgPYzzt/JLA7MAI4DnhUqWRnncUar7KTrPA2q1PyFm9TTHs872n/7bC5kGDC9enJKYTrVsKBNyVWJiG+xKtk9XnvxP6YsSSwv0YwQ5CzBys9bu9/XuPt09EnyUVChMSjVOKKFt07Nfj6wApsFll5RraGHWZ5yK7xkau7RBvelmzsnh5nBpSpTjOjTiRPmou11ncCd1orlFIXAQ+F3qV9u4GYIgjWtscAj2qtW4HFSqkNwDSgB/u3QxCPQga1W0IvX/QJDAxxUxQSh2X11zqgyVoG3BwzFYcLWptie8yD/y+2VZPiQaB1U6mOD8ieqPQE5vQse8tMrYpYQmbhcMW/ZLW7FaqCFNXt7LmSikpDIB2Uns7C25KMvXrb1JOhrTm58gh+hHzSKKUOAQ4FzlNK2ctJ5QCnE4HSA/wduAZTCAGMh+dp2/vrgYH0SJLg6bHKHPedANuXwp/Gm+UJR4vCkyq0D4jcppu0VcTgxIeTJ5MQX2Lp6WnxJsSmQzWgSJz4mZDTY4UcuXpgpTqhc8J592NFYOh6yTC48ofO9+vgjU1BOshoM5ykorHE7un5xpt/edzfkieP4Ee4p1IL4G3SQr3ttQOj9IRFKXUOsExrPde22gO0Biy3Bew3Wyml7a/Ov0YK0ll4Wzw8PVZuyLlv+K8/9cnYfo7QdQIHRH/xxlGv/SI58gjxJ5Y5PTt+NNMBO8XmePEknIXWol3pSUGLbVdJtd4sQnKJZ3Nii0e86dE3bTH5O5EoPACfeIsXTD0lPnLFgrDNSVNQ6VFxGNulNOk1RA95xmit5wBzlFKfaq3f78KxDwJmKaV+AvTBKDh9gccBa4Q3GNP81P65s4HZ9nVpq/iEI9Y3widtpVALesfuuEJscQQpZwswK+I0OSHdiKWnZ/3XZurXAyeN6YnhbUp19ORP+kny5BGSS7xy+iyev8A3H6y5ZyQcfU9sZIkH4QzIqWgsccQpXztVSbOcnkiKCKxRSr2hlFqqlJqilPq7Uqqos5201mdrrcdqrScAfwXuwoS5nauUciilpgJ9tNZLuvcVUoxIa8Qrp39Tyu6y3JvUfMuO2B1TiD32bu3WzaL3WCjtgU05BUMsE5l/eMZ7zHSo/xLwMAx2b7S+h6uH5bTZ8zh6j/XviyJkFvFQetxt5qU1/ODtv7Pf9dEfZ4A37D1YU9CUIeC+YR9kp2JOklW9rcHbZ+/Up5Irj+BHJE/OB4DnvfMrgCbgX135MK31m8CPwGrgv8AF4ffowcQjvA18N4GLPzXTq5bG/jOErmPP6WkoN/PH3Jc8eYT4E8tBz4avY3OceHPVUl8yr0W4HJ+SHqb0O215HPXboLBfcuURkoezmzk99TtMFVbrNf+/cHtv83rrBt92e18Z/bHTwcMa7r6RivI7vAbt8hVmeeS+yZUn3iS7GWyURHLGjNZaP6qUukZr3QRcpZQKUiYkNN6QNWv+SqALV2eakciS1VY+SNlo37oBO6V248JMxZ7TYxUx6DU8efII8ScRMf2pRvHAjmEPoQYv162GvF7xlymROJzmGm9rhqZqUXoyme5e/38c7b/84kW++a8eNNPz3+taaFs6DFjTTemxcnoqvcPknE4Do9KbNAtvi+SMqVBKFeKNVfCWoY5x/dWeSATNSWPl6fnX4WZ65nOxOZ4QP6wYZHcrtNSb+aIeWsBQMMQ7pj9dCDV4yS9LrByJwJFljFr1281ygSg9GYvD5evZFC+G7tbFHdNB6QkjYyqGt1k5PS9kbiBTKhNJeNutwNtAf6XUw8DXwO1xlSqtibA5qcMRm4GQXcsuG9X94wnxxd6hu6naf53QM4l1c8KZF3W+TSrS0/pQh8PK6anbapbzpbhMxhLLktXBPBs3bem4LlIOng0zzu76/gkh3QoZeA3au1+cbEmEIHT6FPLm4ZwO3AT8AByhtf5PvAVLfyIJb4tBIYMfvN6dsYd2/1hC/LE3LnzhwuTKIiSGWHl66rxeg7mRtEhLASINb+uJWHkcK7yFT1OxtK6QGLpz/VvXkDMHfvqY7ziXzfNt09WKbQAj94Fj7+/6/okg0IBsv6+kosFQOYyRKysPJh6TbGmEADp9Ciml8oE9MKP4NmAfpdSl8RasxxOrQgbV6830tP91/1hC/JEeHplHrJSeu8eY6fVrun+shBCg9BT2T44YycDK6WmuSbYkQrKxzoWucJc3euOMZ/0bEvcZ03250oZAA3KKV2+z7vfVG1Mz5yjm9LycnmeBLGCjbV16fctUJFaFDKq8bY7SooSt4JfTI2QGsShkYD9f0jXp/9zXTSWzTMAKafzqH8mWREg23QlvbfSWPR6xNyx+2f+9Xy2ETd91T7Z0IKynJwWVHme2ud//8IyEtaYgkSg9E7XWkiwSLZ3m9MTI+juvS9XDhWThcADKPARzSuDkx5MtkRBvYpHT82I6xYd7732B4W1F/c0rE7DyOPJ6pUeFLCF+dLdkNRjDyaTjgJ/51pUOzZD+bmnm6XFmgbvF9OYasFOypRECiMQ98I1SalbcJekpRPqAczji06dHSH2cWeBuhuZqyCtNtjRCvImFgWOhVGZMK9oLGWyB2s3JlkZIJrEycGZqNEe65fQ4s43S01IH2fnJlkYIIJKraC7wmVKqUim1TSm1XSmVITEKcSQWhQxml8RGFiGxOLJ8jUlzS5MqipAAMq5ktXdQkskeDqftPy8eklxZhOTicMY2nHnqqbE7VjrQoQBKGoS3uVthzSeZEd7aA/v0XAPsC6yPsyyZRawKGQAccHNsjiMkBofL179DPD09n0xsTgpp9zCMKZaiO2g6TD8z2dIIycTq2RQt5SvNdK9f+tZlZMPxMJ6eYOFtyTa2WOFtALucm1RRhI5EovSsB77SWkvmdVREktPTDaXnxzd98/td2/XjCInH6YL6HYAyeT1CzybWfXpSnZJMyDPoBCunp6UBsgqSLY2QTLrq6b1/hpnueUVs5Uk3Oigxdk9PClZHszw9OcUwdGaypRECiOSMWQB8oJR6Bai3Vmqt/x43qTIB1U3r79NeF3fhgNjIIyQOh1fpyS3J3DjtTKJ6I1Sv6/r+FatjJ0u8ufxb87AHMrrIpxXS1Nogcf2ZTndKVgMU9ImdLOlIYHibtqUFpKzS0+K99sXgkWpEcsY4gBXAJNu6DH6adYbXKtFp9bYYhbdd+EH3jyEkFkeWCW+T0LbMoO+47u2/7ovYyJEIeo9OtgSpgVWxq6VePD2ZTlc8PTuWx0eWdCTcWCoRhQyiDZdzZhkPr6cNXLnxkSmlSC91oFOlR2v9s8B1SqlD4iNOBqEcxmKhdfdiUEsGx04mITE4nNDg9fQIPZ+c4u5ZJF+6JHayCInBGui2NpjO7ELm4uxCTs+b15npDZJK3UFxsOf0qBSt3la11sw3VSVVFKEjnT6JlVI7A1cClo9eYQobhG24oJRyAn8BDveuelhr/Qel1F3AGZhQuUu01u93Ufb0xrJQaE/0F+62JbGXR0gczixoqobsomRLIiQCq1mdxxN5OKPHDSiY+1BcRRPihMMFbc3Q1iThbZlOVzw9Vl5cbnH47Xo6pzwJow/0X2cPb+tQ2S0FcGYbYwdA/ynJlUXoQCTmx4eB54FTgUeBY4HrItjvZGAIMBYoBBYqpTYDuwMjvOvfUEqN0lp3s3ZzGmJZfj1t0bto/76HmV65KLYyCYnB4YLGKsnHyhRcOWbqbgZHhFb/28riJ48QfxwuaK418xLeltl0pWT1t9K0GoCJR4d/PxFKz7QzYOO3kW/vzILmOjOfEeFt6UUkZ0yp1vpO4FXgW+AE4NII9vsBuN6r0ORjAv/2AB7VWrdqrRcDG4BpXRE87bG8O12p6jR4VzMtkf4PaYnD8vSIBTgjcGabaVtTZNs3VoY5Vk735UkUmV6yurnGzMt1ntlkXJ+ueOO9rwzeBfITYBzqPwnOe7Pz7SxcOcbAZc33dNLsPh+Jp8ejlOqDKWYwRWv9uVKq05qkWuuFAEqpe4HLgOcwHp6nbZutBwba91NKzQZ+E4FcqUl7fk4EhQyga8UMNn4T/T5C6uBwepUesQBnBNaDr60lsu1rt3Zcd2sF1G1NzWpFQkesEFaALFF6MhpHVuTXPkCdt/f7uCPiI0+6YwUGHfXnjlEyE4+FyccnXiY7lpFLORNTaEGIikg8PX8EPgXeAW5WSn2K8fhEhNb6V5j8n3GY/B67n9cDtAVsP1trreyvSD8rrbDcsl3t3zF4l9jJIiQWZxagwSUJzhmBFeJgWf86Y9VH/stXLjIPz+JBUNgvpqIJccLhgibL0yPGjYzG4YquZHXFKjM99LfxkSfd6T0WiocErxR5yhMw5YTEy2THapgqoW0pSadKj9b6UWCi1noLsD9wN3BSZ/sppW5USh3oPUY58B7QAti9RIOBbjSwSGMsi21X0plKh8OsX8RWHiFxWP/91w8nVw4hMbSHt0Vo7S0KyPWSMNb0w+Eynh7l9P3/QmbiiLIn3/q5ZiqVWYOTWwxXLYKcFC0EZF3vLrnuU5GQsRJKqf201nOUUkd6l623WoADgTc6OXY9cJFS6kOgGDgUmA2cq5R6DpgC9NFaZ2YpsnZPT5Sxvo1Vphxi0aCYiyQkCEvpGbV/UsUQEoS9kEEkNFWZqj/Fg2CXDh0DhHTAyunJLuheSwIh/bF6NkXKu7eYqZQ6T08yztPTc3J6LgTmANcGeU/TudLzD2A3YDXQCNyntX5QKdXPu64eOC9qidOFzh50bq/Vt3ZLdCErdw43U7khpi+W0jN87+TKISSGdk9PhErPZ3+BipVwyWfxkykhpNfDMKZYnh7J5xEcrsjC2Lcuht5j4i+PEF/aPT0ZUMQgDQmp9Gitz/ROD+jKgbXWjcCZQdZfien700OJ0KqX462/byW7RovUf09fLEtQVqZYgjIcpcyD0N1JeNsdg2HPy43CI6Q3zizj6Snok2xJhGTjcHVeslpreGBWYuQR4ku70iPP91QkXHjbh4Qx1WmtDwz1ngCdKj/5vc00pzDyQy5/1zfvlCpOaYvl6ZGbYubgzOnc09NSBx/9PjHyCPHF8vBIjx7Bmd15aOuPASWRp3ewFwvpgmXU3L40uXIIQQk3cr7bOz0V01z0n4ATuACQrpid0kloh8NhboaRhrwAPOmtH3F5FI2yhNTDUnokRDFzcHXi6XnyZP/la5bHVx4hvljXtvToEXKKfM0qQ/Hf0/yXf/K3+MkjxJdMK1zSU/r0aK1fB1BK/RHTn8fjXX4NSPdg89TAlRt5w0LAeI908FKNQvognp7MozNPz/K3ffO7XSilqdOddk+PKD0ZT04RNNcmWwohUVhKz/C9kiuHEJRIYqRygSLASj7JJ6ChqGAj0uakYBLdIilj29LgnUkvjVoIQXtOj3h6MgZXBCEuALO7mOMnpBbtnh4Jb8t4copM6GokHHgL9BoRV3GEOGM931UkbTCFRBOJ0vMQ8JlS6inv8mnAg/ETKYOI1NNzh+iYPQrx9GQezggNHD2JNAt7iCmWsiOeHiG7MLynp3qDmZ78b5j0k8TIJMQPy9MjpepTkk6VHq31nUqpr4CjMDk912mt3+xkNyGSE94VQXJzQ4X/cm5pl0USUgTJ6ck8wnl67h5vpoX9EyePEF8kp0ewsDw9Ho/J5Q3k/l3MdPyRiZVLiA8Or6cn04xcaUJEJcC01h8BH8VVkkwkEk/PA3v6L9+wNn7yCImhYpWZiqcnc/B4oKW+4/rHj4G6LWb+p48lVKT4k8GeHkvpkeptgtWeoqUOcov93/vjGN8YwAqLEtIby8tbtzW5cghBkaDDZOLKCa/0rPkUajeb+T7j4DdVCRFLiDNrPjFTiffPHLYtgg9+13H96o9988P37Pi+kJ5YYW3i6RGsthSBIW4vXgz12818dlFiZRLih/V/V65OrhxCUETpiTlRxHG6csOHtz12lG/+sq8lRrSnMMVbelw8PZlDQV8oGey/zp7zcuXixMqTEDL4fmV5eqQru5DjVWgsDz+Ya3/+077lGzckViZBiBnp5dGXDpdxI9KcnggKGfxqYffFEVKH0qFmKknOmUP9dp9Vt33dDjM9eHZHhahHkF4Pw5jSfm1nsOInGKxzYelrMHIfM795vu/9q6SJZY/jiLukZHWKElLpUUptJ/hTSwFaay2NJIISxYN+5Qew5QfY95qO7zXZStdag2ShZzD/f2bqyrAmZpnM/jfCR3f4r6vy5uft8rPEyyPEF8vD43EnVw4h+VgRGrklvnX/2M9ML5sHxVKdtcex+0XJliBx7PWrtCrPHc7Ts2vCpMhkAq2/ALNLOq4Teg79JkDtJl+Cq9DzCRbm9KQ3zDGvNKGiJIxMLlltXdsLn4P9r0+uLEJqMOdOOOBG/5D2PmOSJ48gxIIhu5py62lCOKVnhNZ6jlIqVB1FKSOWCG7ZkWwJhFhzxvOwcZ7kaGUS/SaZ6abvYdA0M99YmSxphHiTVwp9J8KZzydbEiEVGDAVtMfMv3K5mfYZnzx5BCFDCaf0XAjMAa4N8p4G3gh3YKWUAv4CnAjUAfcCDwOPAgcB5cCZWusFUUudSUgZy56HwwFDd0u2FEIiGTjVTN+8Ds5/JzO8uZmu1P/iy2RLIKQKW7zDHI8bFnjDmy+bmzx5BCFDCan0aK3P9E4PAKPEaB1VvMLRwAxgJJALfI3JB3ICQzCKz8PA7l2SPFWxfqJoHvjlKyGvF9y7E5z4iFk342w4+r7YyycIQuIpGmCm67/yV3gmHpsceRJBJoe3CUIwti1JtgSCkNF0mn2klBqplPoQaFRKNSml3lRKRZJZPxT4p9a6WWtdDSwA/go8pA3vAYOUUr279Q3SmaPvNdP7Z8BdI03zsqdPNesOuT1492ZBEHoOaRQLLQhCF7l2pZk+6K3odeKjyZNFEDKYSEbVjwOvAIO8r8+ATp/UWuu/a60fBVBK7QLsBSwF1tg22wAMsO+nlJqtlNL2VyRfJC3ZNUzVpp6a3CwImcoN6/2XZ1f38BCwnnvrFoSoKOjjvzw+VKq0IAjxJBKlZ4TW+h6tdYX39VtgVCQHV0plKaV+A7wEnA14gFbbJh6gzb6P1nq21lrZXxF9k57ArMvM1CkN7QShx5FbDPtcbeavXpZcWXo6g6YnWwJBCE229GgThGQQSXPSz5VSs7TWXwAopaYDnXbLVErlAO8BG4HpWusdSqkNmLC3zd7N+gObuiR5yhOlrjbb25fnsN/FXhRBEFKDg241LyF+3LgJlDPZUgiCP3teAZ//BW7elmxJBCFjiUTpGQvMUUr9gBnJTwZWK6XmAmitZ4bY7+fAOq31GbZ1LwHnAXOVUocDq7XWtV0VPjWJMqRjdnXn2wiCIAiRkV2QbAkEoSOH3m5egiAkjUiUnqu6eOzdgYOUUits6y4B9lFKrQW2A6d18dipT4+O1RcEQRAEQRCE9CESpSeo60Jr/XHYnbwlr4PwbgSfmcZ4lR1HJD+tIAhCD0VKVguCIAgpRCQj8z/Z5vOBccD3gHRXDEZ2Ppz0z57df0MQBEEQBEEQ0ohOlR6ttZ9yo5SaBPwmbhL1BKacmGwJBEEQBEEQBEHwEnX3S631YqA4DrIIgiAIgiAIgiDEnE49PUqpSwNWDUWUHkEQBEEQBEEQ0oRIcnoCc3cqgVBFCgRBEASBqMv3C4IgCEIciUTpuUZrXR53SQRBEARBEARBEOJAyJwepdRBSqltwDal1Eql1PQEyiUIgiAIgiAIghATwhUy+AtwEVAE3AHcmwiBBEEQhB7AqAOSLYEgCIIgtKN0iAZySqlVWutRtuUVWusxCZPMXxYdSk5BEAQhBdEatAcczmRLIgiCIGQISim01irYe+FyetoClltjJ5IgCILQo1EKlCg8giAIQmoQTulRSqk8QNlWtC9rrRviLJsgCIIgCIIgCEK3CRfe5sHUHLW7iKxlrbVOmAlPwtsEQRAEQRAEQQhHl8LbtNbhihwIgiAIgiAIgiCkBXFVbJRSU5RSr9mW71JKbVRKLVNKHRTPzxYEQRAEQRAEQYA4Kj1KqbsAu8JzJLA7MAI4DnhUKSXeJEEQBEEQBEEQ4ko8lY5PgUdsy8cAj2qtW7XWi4ENwLQ4fr4gCIIgCIIgCEL8lB6t9SsYxcdiBLDGtrweGBi4n1JqtlJK21/xklEQBEEQBEEQhJ5PIsPLPPj3+vHQsRcQWuvZWmtlfyVMQkEQBEEQBEEQehyJVHo2AENty4OBdQn8fEEQBEEQBEEQMpBEKj0vAecqpRxKqalAH631kgR+viAIgiAIgiAIGUjIPj2xRmv9plLqUGA1UA+cl6jPFgRBEARBEAQhc1Fap36dAKWUTgc5BUEQBEEQBEFIDkopQtUDkD45giAIXcDt0bS5PckWQxAEQRCECEhYeJsgCEIotlQ30bcoB6ej82KNt726mH9+thqA/GwnDS1uv/dPmzmMrTVNrNhWx7qKBg6Z1J+6pja+WVtBq7ujx3jyoGKqGlrZWNXYvm5Irzx2HlqKAtaWN1Dd2IrToehXlEO2y8HqHfVsqPRtf9Uh4/jzu8s4dFJ/fr7vKO56+0fuPHEqI3rno1TPKkCptabNo2locTNn2XZ2H1lGv6IctAZHBP+fIAiCICQDCW/rAlrr9oGMfT6dcXs05XXN9C3Kier7NLe5yXE50VqztaaZvGwna3bUM6g0j75FOXGUuCNaa8rrW/h0+Q4Kc1z87aMVtLo9LNxYwz5j+/DJ8h0RHWfWqN58saocAIeCYWX57DO2LxpNdWMbF+07iha3hxP+/nmHfU/aZQh/PGkqry3YzDE7D6KyvoW73/mRsf0KOXhSfwaX5nX5fKltauVP7yxjbXk9H/64PeR2RTkuapvbKMh2Uh+gEBRkO5k8qIRFm6o5eFJ/qhpaeeisXcjNcoY8ntaaJ79ax80vLfRbf8MRE/jDm0vbl3ceWsr89VXty7uPLOPx82by6xd+oFd+Nu8u2cL6ika/Y8wcUcbcNRUAnL/3SG45ehIAf/twBX98+0cAJgwoYumW2qCyDS3L8zvm5EHFTBpYzNdrKlhT3gDAPmP7MHlQCQ/OWQlAjsvBzkNKmbumgusPn0BRrote+dm8sXAzry/YTP/iHIpys8jLcjJ5UDETBxZTVpBNm8fDmh0NfLe+CrfHw7CyfDZXN/FRmP/C4rtbDqFXQXan28WDxhY36ysb+HZtJb9/cynVja1Bt7P/lhMGFDFtaCm1zW28vmBzRJ/TryiHuTcd3L7s9mha2ownLC879PklCOnM9tpmqhtbGNOvCID65jYKcly0uj1UNZhrLdHPQkHIZMKFt4nSEwUej2bUjW90WF+c68Lt0fzxpztz6ZPfRnQsl0PxzpX7MqpvYazFDInWmpG/7ih/OI7caQB/P2MXAO5++0eWbqll6ZYaPyt3OmMpCIlkp8ElvHr53p1uV9vUymkPf8nCjTVB3x9Wls+6igZ2GlzCDxurAZgxrJQRfQqoqG/pMBh3OhTTh5byzdrKoMfbdXivkO9FwjWHjuPLVRV8uiIy5bIr7DGqjGN2HsQZuw+P22dEyxNfrGF7bTNXHTqeBz5aybqKeq48ZBwzf/d++za/Ongsvzp4XFw+X2vN24u2cvF/5sXsmNlOBy1BQvfKCrKpqG/hr6dPZ2tNMzOGlfLZih28uXALizbV8Mple9Hq9tDm1pzyjy877L/4tsPIzzYBBvXNbeRlOVEKPyPSuooGTn/4KzZWNXLkTgNYs6OBolwXX62u8DvWQRP6cdDE/rwyfyNfrqro8FnB2GlwCVWNLZQV5LC1ugmH97MHl+Zxzp4j6F2YzTuLttKnKJst1U38+4u1jOpTwB0n7MTMEWWsrTDK4+TBxSzdXMtx0wdH+9NGhMej2VTdSJ/CnHaDhNaaL1aWU9PURovbQ3ldM498sprTZg5lv3H9WFNez+VPfwfABXuPZF1FA+8s3srbv9qX8QOK0FpT3djK12sqWbChivs/WAHA6t8f6ff71zS2kZ/jJMvpH/3e0uZhwYYqBpTk0q8oF4cCh1Ks2lGP26Opa25l1fZ6yutb+GDJNk7adQj3vbeciQOLOWxyf46fPhiX09F+fmh0+7kQjC9XlfPfuevYaUgp366tZLcRvdhc00S/olz6FuXw1Fdr+XJVBTNHlrF0cw0up4OjdhrIGz9spry+xe9Y/zx3V256cSGbq5v4ybRBvLNoK42tPoPQrFG9+Wp1OeMHFPPgmTMozcumuc3Nt+sq+WJlOUu21DLXdv6dtcdwnvhybcT/55o/HBXxtunOvLUVvPnDFh75dLXf+qcu2J2RfQt4b/FW3l60lV1H9OLe95b7GefuOWVnjp8+BIBWt4cXv9vIxAHFfLW6nH9/sZbnLp5Fv+JcPB6Nw6FwezQOBRsqG1mxvY7fv7GEPoU5zF1dQZsn+Jhx+rBSvltXxX7j+vLt2sr25/+ovgWs2l7f6fd75qJZFOW6aHNrnvlmvd95sNeY3tz9050ZWJIX8e/1yvxN/HfuOg6bPIB1FQ08GvC7heP6wydwwT4jWba1lkWbajh516Forfl2XSW3vryInYeW8tRXwTvD5LgcNLd5ghpHrfeP2XkQz83bEJEsb1yxD5MGFUcsezwRpSeGPDhnJQs2VDG0LJ+H5qzq1rHO3GMYvz1upxhJ5sPj0X4DCY9Hc+dbS3no447y7jO2D1+sLOecPUew+8gyrn5mflRKwNQhJSzYYAbcz1w0i/7FOSzZXMvqHfV8snw7n68s79J36FeUw7ba5oi23WV4L+atrWRU3wJG9Sng2sMmkOVUDCvLx+XsetrattomZv7ufa47fDwTBxSjFEwdUkp1YyuvL9jEJfuP6RCONeKG1zscZ9lvj6DF7eHHLTWc+MAXgP9DsNXt4e53fuTDpdtYtrUOl0MFvWHvPKSER87ZLSZWQ49Hs3hzDQ6luPzpb1lpu9lPHVJCttPhpwDdd+o0fjLNN8Arr2umrCA7pNfq5e838sv/fg/AJ9cdwNaaJkb3LaRXQXb7A8uaAjzyySp++7qvgv1zF89i1xFl7bKmc9jUeY99zZTBJVx1SGyUnoUbqzn6/k8j2vakXYbw0Y/bOH334ew3rg+7DC+LiQzB+OV/v+Pl7zdFvd9RUwdy0b6jOPavn3V479TdhrJqR73fgDMcwcIdE80jZ+/K+AFFDC3LD/p+c5ubG19YyJxl29hR1xJ0m84Y3juftV5PZjBG9S2gf1Fuu8c6lbEGm1ccOIaNVU08/23ngyzL4GPfP1L2HN27y88li8Glee3hsOfMGk5JfjYPzllJlkOx3/i+vPHDFgaX5jF1SAnvLdnKst8ekfSIkG/WVHDSg1+gFNx36nSOmTrQT6bPV+7g35+v5a1FWwB47fK9eeKLtfzvm/V+xzlxxpD2/+jYnQfxyvzor/l4M6A4ly01TVHtc/TUgbwWoVe7Mz657gC/6399RQP/+XJt0DFYJFx9yDj+9O6ymMgWyPRhpdQ3t5HtcoQ0sEbCLw8ay5UxesZ1F1F64ojbo9la08T7S7fx4rcb+Oe5uzHttnf5v2Mnc86eI0Lu99cPlvPV6gqeOH/3bsugtebhT1bxtw9XMqZfIfPCWOvfu2o/xvQL711aub2OhmY3/Ytz+NM7y/jfN+s5aEI/9hzTh/P3HtltedOFplY3E255i7tOnMrJuw3tfAegze1hTXk9Y/oVUdvUSmGOy+/BMm9tBaf+40uW3HY4LqcjqJJk5+ubDk5IaITbo7nkP/P47XFT6FecG/fPC0RrzcKNNUwaVBxRXk868esXfsDt8XDXSTt3+1gvfLuBq56Z77fub6fPaM9BSiZbqpvY4/c+75ZlUbUUfOtcnza0lO/XV7HT4BLW7Kj3M7Kct9dILtpvFP1t5+DyrbUccs/HflZgrTWLNtWQm+WkV34WvQt910jgNRVoZbfet9Zb1+m8tZV8v76K02YOIz/b6Xfd/v7NJeS4nORmOZg4sJgNFQ3kZjm59rkFgAnT7F+Sy6u2AeDS2w9v99K4PZrHPl/D7a8tDvn75WY5aGr1cMik/kwYUMSAklwq6lp4YM5KdhtRRmGOi0sPGM3kQSXt+3g8mq/XVLB6Rz3Deuez5+g+fsf0eDR7/uEDttQ0MXlQMYs21TCwJJdPrz8Qp0PxwdKt/N+ri9lc1USbx4NHw0+mDSI/20Vzq5sXvtsIwKCSXCYNKuGmoybyxcpymlrdrCmvp7apjaOnDqQwx8XHy7dzxUFjqahv8bN0a635ZPkO/vrBCs7YYxhvLdzC4VMGsHhTjd8g0OVQjOlXyNIttdx81EQGleZxxJQBbKttpiQvi2ynA4/WURuytNY8N29Du6cpHFtrmviz95n35AW7M6JPAX0Ks8lx+YdnNra4Of/xr3norF0oys0Ke7zd73ifz284kEGlkVv/u8JTX61j4abqkJb9YIzqU8CM4b1CWvMLsp2U5GWxqbpzBcJSBP940lSOmz4Yl0O1X0MnP/QFc1dXcNrMoZw9awQDinMpyHFRXt+My+Ggb1EOTa1uDr3n43Zl1rpPAMw+ZhKzXzXXzu4jy/y8voHRGlaYbUubh09XbGfvMX3Jdpn/3UpHsO4BRbkuapvaWHXHkX6GtRE3vM6oPgV8cM3+/Pa1xTzy6WpW//5IvlxVwWkPf+mn7NnvL26PZvSNb/DPc3flwAn9aXN7GHPTmyF/s0v3H83+4/sxc2T0xii3R7Nkcw1H3/8ptx49ic9W7KCx1c0vDxrrPW8jy5HtKr948ltuPnoiN724kA+Wbkspb2Y4pUcKGXQTp0MxqDSPs/YYzll7DKemycTwupzhT7aBJXl+idNdYWNVI396+8f2BxPAgRP60eb2MN/rfQGTa3H94eM7PBBDMdoWcnfnSVO586Sp3ZIzXclxOdhrTG/2H9834n1cTkd7bHewh+GoPoW0ujUbKhvbQ1EGl+bx35/vEdIynAicDsU/zt41aZ+vlGKnISWdb5iGDOmVx6cR5pOF4r73lnPPez5LX+BDOhUYUOJTVFb//khOe9g/vM3yYL70i73a122obGDvOz8EQocAWQPOXvm+nCilFFMGx+Z8sa7TXUeUtXsXA/n1ERODrv/prv7GkL+cOo2Xvt/Ilf+bz+bqJkb2KeDqZ+a3W8ZdDsXgXnm8evneFIcZLNu5/KCxId9zOBS7j+rN7qN6h3z/yxsPal8eccPrDCjJbR8MHTihPwdO6B/y+H8+ZVqHdSP7FATd1pIhMLRHKcW+4/qy7zhzH7U8xj+ZNphfHzmRg/70EUN65fP4eTODHteuADuI/pxXSnX4n0LRvzg3omdeXraTpy7co9Pj9SvKoSjXxfJtdV1Wep78ai03vWjyKUf2KWDX4b14NsKQIzv/OX939hrTm+Y2D8/O28CGigYe+ngVq3YYL9k+Y/vw7/NmopSiuqGVtRX1TB1S2iWZA3nmollB19vPldwsJx9cvR/rKxvbzzFLObE/G+86aSr7/fEjAI6bNoh7T53OWwu3tIf35nvzB7Ndjg7ntqWELb7tMID2EORg99LCXDM81rZ9Z43u3X6fuu/UaR28d06HYvKgYjZVNdHm9nDGI18BxpBw54lTw+bORovTYe6BljznJdgg/bczZgBQkhfZfSxVEKUnxji8F4GzE1f2oNI8NlU1dqkQQnldM7v89r325TH9CvnNMZPYZ6x5qPzigDFRSi0EQynFkxd0/mCLhl4F2ZTmZ/H01+v4YWM15+01kluPmRTTzxBSi1F9Crj7nR8jvta11lz97Hw+XrY9aPjTit8dkXIKj8W8mw/G7THf0xOQEnTPKdP4bl2V37rB3oHgfadOC3lMp9PKN4mdnNndCHsNh1KK46YN5paXFrGhsoHXF2zi+W83MKpPAc9cPIs+hclPaC/MSa3H/tu/2rf9udnTUEoxtl8hy7fWst+4yI1nWmt+9b/vO4SLrt5Rz+odwUP5bj5qIhfsM4pWtwenUiHvEblZTs7aw+REXnPYeN74YbNf6DJASX4WU/NLI5Y3Vricjg5K9YQBRRw4oV/7sv0+YCmS9q8ayT3WyiXzhLipPHfxLIZ1YoQM9TmDS/PYUNnI0fd/ytIttbz5y32YODA1cl3igTtE7lSqklp3vx6AdfF1dhMfVJpLU6uHLTVNESe9Nba4OeK+j9urUk0cWMyLl+4ZU+uBEH9G9SngoTmr6FuUIwpPBjB5UAlaw6JNNSG9E/PXV/GTv3XMabHIcip+vu8oeuVndytPLd7Yw8wCBxTH7DyIY3Ye5LdOKdVpWESuNzQlxxW7753ViSe+Oyil6F2YzacrdvDQnFVcsPdIbj46da7zWP6OsSCVz+dYMLZfESu21XW63fbaZnrlZ/Hmwi3tUQAAtx83pV1J+duHK5g0qJgDxhslIJghJbAARTiynI4OCk+qMWlgsd93bGrz5exZhaB6F3atMubAkly/fFYLu8c32hCxXvnZPPb5appaPVxx0NgerfBAaMUxVRGlJ8ZYyk5nxoahvYwV4ZPlOzg5wPXe1Orm1fmbWLSphsc+XxN0/yW3HS5lYNMUK0fntmMnJ1kSIREM622u9Wuenc9bv9q3fX1DSxuTbn076D4nzhjCOXsOZ2y/orS9zmP1MOxdmMNzF89il+G9otrvvz/fg94hyoTHO29Ma9oL3Vx3+IS4fla0uBw9W8lINepb2nhtwWZ+f8JOfoP3r9dU8MHSbRTmuNrL89t598p9Gdu/yG9dYBRHsosjJILsACV9gDfccdao3hwxZQAAuwwv44tfH8g/Pl7F/uP7dThGKJ6+cA+214UvmPSLA8Ywum/wkM5gjO1fSFOrcXP/Mkxoak8hzXQeUXriRWeeHodDMaRXHtc9t4DrvMmwYOIjg/XR2GV4LwaU5HLXiVMpSLHwBCE6Jg0s4e1FW9l7bGQ5VkL684cTduKGF34IWbhidN8C3r1yv5QNW+sKsYx6CJVrE449QuS5QPyVnpuOmshFT8xj7zF9Ogzako0zjl4uoSM/22skry3YzMhfvxG22pnxaMAl+4/m6KmDgm6TiewWcO2X5mcH9Q4PLMnjN8dEZ0jsV5zbaeGekrwsTtltWMTH/OkuQ9srkfa0ojzBKMmXnJ6MxlJ2IklKf/2Kfdj5/97xW9e3KIfqxlauOHAMh0wa0GOTuzOZXx48ll8e3PMtQIKPU2cOY2z/Qk584AtGeWPWXU7Ffy7YnX5Fia+WlwiSVXGzINvZaQJ2vJNvD5nYn0v2H51y1S5H9y3gtCgGcEL32WV4L35xwGj+9uFKP4XnnlN2ZuqQUkb0LsiIwXFXWPG7I9rDH9+9ct+YGlLiRUl+Fu9fvR+DoujVk87cfNREfrrLkGSLETFSsjoOVDe2pl1FC0EQhFiyaFM1Hy/bwSX7j07o57a6PTiUCjmQ/GZNBYNK8+JeQlgQ7GitaXXrlPP8CUJPI6X69CilfgVcA7QCN2mtn4pgn7RSegRBEARBEARBSCwpo/QopSYDzwO7AfnAPGAnrXXobpqI0iMIgiAIgiAIQnjCKT2J9rMeDTylta7VWm8FPgIOSLAMgiAIgiAIgiBkEIlWekYAa2zL64GB9g2UUrOVUtr+SqB8giAIgiAIgiD0MBKt9HgwuTz25Tb7Blrr2VprZX8lVEJBEARBEARBEHoUiS5ZvQGwd+IcDHwayY6Z0IRLEARBEARBEITYk+hCBpOAJ4FZQF/gA2Ca1ro+YUJkEN4CEKItJhD5zROP/OaJR37zxCO/eeKR3zw5yO+eeDLlN0+op0drvVgp9SSwBBPa9itReARBEARBEARBiCdp0ZxU6BqZormnEvKbJx75zROP/OaJR37zxCO/eXKQ3z3xZMpvLq2BBUEQBEEQBEHo0YjS07P5v2QLkIHIb5545DdPPPKbJx75zROP/ObJQX73xJMRv7mEtwmCIAiCIAiC0KMRT48gCIIgCIIgCD0aUXoEQRAEQRAEQejRiNIjCIIgCIIgCEKPRpQeQRAEQRAEQRB6NKL0CIIgCIIgCILQoxGlRxAEQRAEQRCEHo0oPYIgZDRKKadS6j6l1Aql1Eql1DNKqaII9itUSsW05r9SaodSakQ39v9IKbXJ9l1WKKV+GcF++yulDvXOj1BK/byrMsQCpdRspVS2d14rpQo72T5HKfWFUupbpdRgpdRc23Hu9s4fp5SaGWe5n1RKHeCd/5VSqp93fo1SakoUx7laKfVNiPdmK6UeC1g3ItbnYpDPbf8+UezTXym1SCn1knf5ZaXUWqVUflyEFARBCIMoPYIgZDpnA5O8r3FAFnBx4EZKKRXLD1VKdev+G2b/n2utx2itRwP7Ab9XSg3u5HD7A4d650cAUSk9sfptbN/pN0B2FLsOACZrrWdorTdqrYMpN8cBESs9Xfl/tNZnaK0/9C7+CohKSfB+7m7AVdHulwB+RfTfZwLg0Vof510+FpihtW6IoVyCIAgRIUqPIAiZznfAlVrrFsxAuxCognYL/Z+VUiuAPkqpQ5VSi5VSq4C7Qx1QKXWhUmqpUmq1UupZpVRf7/qPlFJ/V0r9COyslJrh9U6sVko9AThtx/i1UmqBUmqdUuqflnXc6/m4E1gUwXcrBmqBaq83p917oJS6TCn1mFLqYOAK4HyvV+hJYIpS6knvducqpb73WuhftH0X+29zq1Lqfu/6k5RSbUqpEu/yXKXUTKVUqVLqCa/3aYVS6krv+yOUUuuVUo8DbyulXvGKON/2PX6jlFrm3e/oIN/zHaDA+1kjlFI7Av6Pc4ETvMc5QSlV5P3ui70esWu92+2vlJqnlHoVeDTgGP9SSl3tnb9GKbVN+dislBrg/X+PVko9AAwG3rApnBcqpZZ4/+sLg/1Z3t/sAeCGYO9HglLqDttvvEUp5VYBnkuvzLd7v/tqpdQd3vWPKaUus233jfc3CfZ97MfbSyn1tVJqlVLqc+953Qd4ChjrPW/e9m4+V4mnRxCEJCBKjyAIGY3W+nut9UKl1I1ABTAaeMW2iUdrPQZoBZ4ATtNajwJWBjueUmpv4Hpgb631SGABZiBr0RvjVVoAPAPc5N3uFaDUe4xTMR6X6d6pC7jcdoz1WuuJIb7SA16FayWwEPif1rouzPd/D/gL8KjW+j7gDGCh1voMpdQs4CRgd631cIyidVuQ3+YNjFcJ73QLsI9SqhQYAnyNURLLvdvPAM62KTBDgGe11odorY/1rtvZ9jnbtNbjMMrZnUG+xmFAZQgPD1rrx4AXgP/TWr8A/BF4X2s9CfMbn6uU2t27+U7ArVrrnwUcJvA7tgCTgSnABq31FtvnXQJsBI7UWm/0rnZg/vejgHuCyQk8DPweWB/ifYvjvf/xUqXUUuB922ff6P2NpwDrgFu01rUB+58JHOCVfzJwqlJqj1AfFuL7AO2K2vPApd7r4kbgJYyybZ1Lx2utD/PusrN4egRBSAauZAsgCIKQCmit71Am/+Mu4CFMOBQYzwfA3sAPWmvLA/GQd9tAjgH+o7XeYdvuR9v7/9Vau5U3x0Nr/aZ3+qxSqtK7zfHAXvi8OTmAx3aMJwnNJVrr1wC8Vvl3lVLHA5Vh9gnFccBuwHxlIthcmIF0oBzfAH2VUr29cv8BM6h2Ae9qrbVS6hhgdwCtdY1S6mngIIxiVmPJHIInvNPFdCFkLAjHAwcqpW7yLhcCU4HlwBKt9XdB9nkH+JtSKgsYCzyC+Y5OjELUGU9qrTWwWClVoJQq0FrXW28qpS4CqrTWzyul9u/kWC9qrc+17TsCWB2wzcPAaq31HUH2Pwr4h9a6ybv/FIxS3ynec2qOd/Er4D/AUq311wBa64+UUnWY0DZBEISUQZQeQRAyGqXU74A5Wut3tNYt3sH4I7ZNrMGgM2DXwGWLHKDatlwANEVwPPu6bODXWusnvDIOAHKDHCMsWuuNSqnXMd6MDwLejiTEKBv4q9b6dq8cvfBXOlq9n6OVUu9gQsiaMJb+l737v+7dNgfjHbGw/y6dfR+7pyoW+UPZwEFa6/UASqlxwA6M4hNUFq11tVJqCXAOJiTyPeBK77Fuj+AzA71tgd/jSGCy13OTj1EiF2qtIy6A0H5gE643GaOoByMPaLYt98cb0hlAh3PE6+kZY/us4/D/X6HjOS8IgpB0JLxNEIRMpxa4QinlUiZ5/QzgwyDbfQFMU0pN9i5fEuJ47wGnecN+rO1eDbLdUiBHmZwalFKnY3JwrGP8TCmV7c1/eA4IGX4UCqVUGXA4xiJfCQxUplqdA+ORsvBglJLA+fcwoU/FSiknxmt1fIiPewOTi/KR1noDZsB8JMZDYh3rEq9cpcCpBP9dALRNhlgR+L0u8soyAuO56LRiH+Y7/hpzfnwF7IrxaHzdyed1itb6J94CFBMwxTUWdVHhOQJTCOG4MGFkHwBneM+F3sBHGMWnEhjqPY5V2KOz7/MlMMO6LpRSRwINwIpoZRcEQYgn4ukRBCHTuQ8zuFuJsX5/CnQo86y13qaUOgd4SSnVhMljcAfZ7jWl1FTgW6WUBzMgvjTIds1KqZOAh70hU3PwhSg9CIzCKEZZwBNa6/9G+H3+oZRqwCgOrcADWuvXlYlPexX4GON1WGPb50vgaaXUYu/36qWU+rfW+mxv6NN3mAHvm8CfQnzu25hwN8uj9CGmolqVd/kyr2yrML/zPVrrz1XwEt0fAPMw+Uyx4lPgj0qpZV5ZHlJKrcb8h1dordcqpUZ2cow3MKF7H2itW5VSi4Dt3rC1QD4EXlVK7RLD7xAJ92E8OR8oX1G9I7TWy23bPACMx4TztQF/0FovVaYYxZPeogPV+BeTaP8+WuvN1kqt9RbvdfE/pVQusAk40RvCGaevKAiCED0q+L1aEARBEARBEAShZyDhbYIgCIIgCIIg9GhE6REEQRAEQRAEoUcjSo8gCIIgCIIgCD0aUXoEQRAEQRAEQejRpEX1NqWUVFsQBEEQBEEQBCEsWuugpSPTQukBkCpzgiAIgiAIgiCEIlypfAlvEwRBEARBEAShRyNKjyAIgiAIgiAIPRpRegRBEARBEARB6NGI0iMIghAJHg9s+CbZUgiCIAiC0AVE6REEQQhXKKWtxbz/w7PwyEGwcZ5Zv2EefP1oYuQTBEEQBKFbpE31NkEQhLDUl0NeL3AEseW0NoJygivbLFeth/+eBme+AJ/8Cb56EAr6wsWfgacNSgab7Twe+G1fyC2Fpiqzbvm7MGgGPHKgWdYemHlhvL+dIAiCIAjdQJQeQRDSF4/Hp4z8cRRMPAZOegyc3ltbcx08fgxs+hZ2uxCO/CO89xv47D7z/t1jfceq3w5/GmfmL/0K+k2AZW+ZZeszpp5qFKY1n/j2q9kUpy8nCIIgCEKsUOnQ/0YppdNBTkEQEkj1BrhvGnhaIb83NJT73jvs99DWCHXbjBcHoNdI6D8Zlr4GhQPg5Mfhg9/Cui/h5m3wr8Nh/Ve+Y1yzHP59HIzaD3Y+FRwu+PFN+P5JqFhltpl5ETRWwImPJOpbC4IgCIIQAqVU+jcnFQRBAKB+Bzz3M1j9sW9d8WC45HPYvAA+uA3e/rXvvQNuhp1Ogr9Mg8rVsP+NsP/15r1zX/Nt19ZkpnteAZ//xecFOv2/UDrMzG9d5FN4LvsGVn0E3/47Ht9SEARByHS0hk/uhoHTYOwhyZYm7RGlRxCE9GLZ20bhcWbDFd/78m8AigaYB8N/T4cf3zDrZv0CsvN921gKTyBtLWZ66O2w63mmYEF+mU/hASgZYqZnvQh9xkJjJWxbDG3NsPgVGHco5JbE7KsKQpdprDLnYqju5NUbjIc0Ky+hYvUYmmth7efm/tBvYrKlEbpL3Xb49M/meWHd5wFam6ClHgp6J0eubx41EQlFg+DqJcmRIRwt9eY3StbvEyVSvU0QhPRi03ew00/hlu3+Co+FUnDKf+Dm7XDDOp/Cc9K/4IznQx+31wjffNlI4x0afaD/NkP3gIs+8a0vG20KH/zwLLxwATx8ELjbfAqUICSDTd/DncPhufNCb3PPZHjihISJFBe2/AC/7Q+rvTl2LQ1w71RY8mrw7d2tsGqOMVIE4nGbVyiaanzzy96B3w+Bp06Gv+8B783u8lcQUoDWJrh7DHz5d3NdeDy+9545y+SLJoOWevjoThi5L7ibjdfH3Qb/OxMWvpAcmQJ5cB/z+7Q0JFuSiJCcHkEQ0ouHD4IpJxiLXCxprjPFDMpGRr6PxwO39zYW8/rtZt2sy+CLv8IFH8CQXWIrYyrRUAEf3w27nQ+9R8fvc979DYzYW0I7AqlcA/85Ec54Fspsg7Lty+Bvu5l5Zw7cvLWjt6etxVQlBJhdnRBxY0r9DpOL978zzHJeGZz4sPG+PHuuWXfuG9BcA+OP8O333Pmw8DlTyVG74eDZMP4o+O7f8Pn9MOkncHJAuGprowlhffM6GLmfMYa8cnlHmW6tNJUjPR5fBcmvHoL1c+EkKW2fcjxyCGxZYLw65SvMOmc2uFtgxD7Qfwr0Gg5v3WDeu+Rz6D3WVwE03qz7Cv55KBT0gwvfh3t38n9/+N7ws9cjP96K98xzqt/kjt/BMgK4csIfY8sPJq+1bitMPcVEXXxyt3nvF19D33GRyxNHJKdHEIJRtR5Wz4HpZyZbkujZthS2LjQ3q6Yq2ONSM7BpbQRXbsdBTtU6Mxgac1DocJfuULXehHosehEG72IGwvllsf+clgZz4z309tgfO6fQvKLB4fApPAfebMIQvvireW/Bf2HwjPj83slEa5j/NLx0iVn+8m9w+bexV3y0Ng/qz+4116ml9LQ0GEv+1JOD/7YvXAQzzoYRe/nWrZoD/z7WzF/wPgzZ1fcZSvms+LnFvn1+fAsWvwzly41ikdcrtt+vu8x92AzWlr0De1xsLMAvXWy8jgC/Wgj3ToGqtf5eTIDtS33zbc2dD3YsrN+rM759AkbuY36zWIR72hWJtZ/Dv2yKzN5Xwqf3GAUQjBd25Qfw2JG+bU581AxoFz4H444AtKnM+N5sfy/N5gUdP/upU8z5B2ZqzYPxHFevh9d+BTt+NPfev0yDq5YaK/2b15ntROmJH1sWGm/7oGlQsRpKhpr/NqcQRu3v2661CXYsA7R5Fm6Ya9ZbCs+1q0yI1l9nmuqc9gqdAA/saaZnPA9jD/atf+dmGLwrTD4udt/J8uaAiVooHQa9xxhZdz3PKPmf3A21W6Gof/hjNVTAh7+Dr73Fdmb+3BT6cbrMb1K72ZyzYO4ZpUM7HqOlHj69Fz6+y7fOOp7F5vkpo/SEQ5QeITNxt5kBAcCYg401pbEybeJSefvX5sFuUTrMd5MEuLUCHE5f0813bzUKSa8R8Mv5sZVl62J45GBorTfLy940IWWx9sRUrDKDqdwSGLJbbI/dHSylZ9ievnUj94O5/4DiQWZQ1lPwuM2gz1J4drsQvn4Y7p8BV3zn73HoDm0t8MKFsPgls1zmVaiaquGrf8CHv4U+Y4yCbdFcC7VbjLK54L/GgzHnLjMQffcW33aPHgKnPwvPn+8rRV48xAySLv3SfEeHE174OTR7vSDfPgF7XRGb79YdqtbB/84yFmrtAUeWr7DGt4/7FJ5LvzSDl+IhsOEbn9LjbjX3gq2LTDXDytUmtycShbV8pfmfr1kBhX07vu/xmMFVv4nwymW+9TufDsfcG7liZfGPA0yp+bNehA/vgOwCY5X/7j/m/ewiOPU/xuI973Hf//aTv8OcP8C8x3zHev583/zJ/zaW7oYKuMvr1Z1yIuT3MUq2hdbmd1o9B85+2VzTNRvhlStMFcjP/2Ku77EHm15f2xabeyyY/8E654oGRfe9heh40GvcmF3tG7xbjNwP+k0y7Qc++bMxANiZcY65bn453/fsP/EReGif0J835w8+pWfbUuMhBCh6B4bt3r3v0toIDx9oziWAX2+AnCIzf8kXRrnLzjdRCZ/cbfJOJxwZ/njWOV42ylQtnfsPWPkhHHkXPHG8//b3TjHX69hDjOJ4wj/MWGnBM0bhGbgzTDjaKF8L/ue/79u/hqk/7d73TwCi9AiZycP7++bn/9f0bgFjoSse2LVjrvzQuH13PrXb4oWlrdmETICp6NLW5FN49rnaPIB/2w8O/j+o32Z60rhyjdVr1UcmwTmvtOufX77SDC56jTADnf+cAAN2gsN/b0IDXr/GKJDRMLsETngk9E3zozvhozvM/KzLwJnVdfljjaVY9hpuLNuNlXDQb0zz0vdmw/gjoe/4pIoYM5462QwMc4rhVz+Y88jhNGXB/zI9dqFSH/7OKDxFg2D84aYXUvVGuGeSb5s1n/orPY8fY/K9LBa+YI5jMeVEoyy/dQM8eaL/59VsMNO3bzKeq95jjcJz+bdmsLTjR9+21v+dDA/em9fD5u9NP6rS4UaRWDXHWHznPWbOu32u8m3ff5K/V2fh8yZvAeDYv5rvW7nGKD315cagsOk7KOjTMcxz1Ydmet/O8Ov15n8H43n58Q2zrxXqYmf+U+b1m6rIfzN3m1F4oOPA7Kg/w+Tj/T3J16/23+aY+0zVxsK+xkJt3d9/Od8X2pNf5n++rp8Lcx8yv+PgXc1vvfZTyMr3eQxKhsBZL5h76PJ3fcpk2UjzO26YZ5bfvcU0O973Wvjmn5F950xm03cm5HDg1NDbrPkU+k4w52Ywmus6rgv0zAWy33VGkSgd7ltnydBvsmk6XbnGeJsnHG3aHThsz57VH5tWBp42E4rWFY+3uxU++gOs/czczyyFZ7/rfQoPeM9b77mbU2gUkE/+ZLzWhf2CH/vdW830qD/BbhcYw8BtZcZ7bb+uTngYsgtNw27regVzrf3rcBNdsfPpcPwDZn1LQ0elZ+xh0X3vJBFXpUcpZbvbUgPsBTwKHASUA2dqrYP4kwUhhuxYYW5Wo/YzF2uv4eYinnA0bFvieyCCcXkP29NYVCMJTdr+owlpWvKKb128lZ6VH4JywHWrjTIz71/w9o3mpnbQrWbg/c7N8M5NxrIDRjE69Wn4wzDznYftEd2gzeM2CYvFA82g15kDR91tPqepGi762HfjHbWfN4wgCNUbzXujD/Ctsx5Wi18KrvRUrfcpPNCxuECycXuLFhQNNIqAchir9JF3wxvXwKKXQleMSyc+vMNnCT/mXp/ifMSdvl5IsaC51ljR974SZl1uHsDblvqs6ADDZvnCUmo2wZ+DVM967mdm2mc8HPd3MziwK0Wn/AcGTTeJywA5JUbhATMoOOVJM4DpP8koUFoby+rXjxrFdudTYeKxvrCrWKI1PHKQyTHZ65dm3ZpPTTz9z+eYUB6AH54zAx+rqe7R9/gfp+8Ec72DGZC/eJGZP/R3Rv65Dxnrt9b+ydrFQ+DKhWZeKXMP/dwbttlabwZOeWVw9J99OTR2rFAhjxse3NsM5CpXG2uz1tBSZzxUA3cO/v3XfWGmVy72Kbq/nG+8W5F6Ey1v1KDpZnrgzR3D/OxYCvSr3t/bmW0+68BbOm6bVwq/+NK3XDoc3r/NzBcNNCFDp/3PnKPhiiNkOuu/NtfPw957+i3lvsbSdn54znjrdj7NKJKv/tKEnH77hG8b69wGk39jhaOFo2SIuTcEctEn5r38Ml/4Y7+JZhyRlWeUXk8bbJlvrqMJx8DTp5h75AkPR3dP+OZfPmPBui/Mfe/g2Z3vl11oFKUF/zP94jbMNbmPFj88Z7w6P33MGAnAGCrOfR0eOwqmnWHGC0UDfPv87E3/0NF3bjJjJfCFBENwo+Phd3Rcl4LETelRShUDW7XW+9nWXQo4gSEYxedhoJv+QEEIwZs3wFcPhH7/5CfMTezbx+EnfzMD1BXvw3v/BxUrfduVDIVfLvC/kWkNf58F25NQQnLxyzDucJ+lc4DXMmVZWva83Ljt/zAU6rbA8f8wsbbZ+SYu+F+Hm+2iscqvnwvbFpnX8L1h/Ze+ZN4pJ/lbmvqON3ktC541A8b+3kFlzSbfAOaQ281NevyR0Oqt+lISJJYYTIhJXplpFvr1I6aSTSqx+8VGKXM4/S1zMy80gx67lyAdWPSiGSjaB4jlK2HOnWaQetHHHfc58BZz7cSCjd8aZf6Am80AKLfEJKSv/dwYKpTDnFMf/d6ErtRsNPsd8xfz0L9/hv/xLpvrm8+3ha9OPMZMJxxtct1es4Uh7ny6LwG+30Rj3Fj4vH+Y1LI34bwYhLQE0lxrQrvKlxsla/pZZoD1ws9hz8t8Cg+Y+4CdQIWg9xijQK7+BB4/2qzLLjTHATNYr1pn7oN2ajfBnSNMruDoA+FRbzjPIbeZ0K0tP5imvHaFx+GCm7YaWbNyveuc5nz5/RDjCQRw5ZnGwQC37Ag+gJr/tLnPlAw2ZekL+vhfW9Fg5WL16qRAicNp/nfLyj3xGDgpQi9Nf2+o9NRTTF5J7WbjMahYZRQ1wUf9DqOgnPKk77yy+PENmOTNvbPCD89/z3fdObNNc+g1n5jrdf7Tvn3t53D/ybD7Jb7n/60VJjdrxbvm+bE6yD3MTjCPUz/vs8vhMtENG71evf1vNN7oEx81cm5bApd8FrlRccPXJk9n3+vgzxPM8zQSZl1mlJ66rfDEcWbeKqax7B0jy67n+RQei+F7+RtO/N7b04TGrv3MGHPnPQa7nm+8mlNP9m2nnB33daRH4Fg8S1aPANYFrDsGeEgb3gMGKaXSJIlCiJiqdVCzObkybF/mr/Dsd72xwE36iQlxOf9dc3OYdCyc+byxdsw41yhAFStN9RaL6vXGQtzaBPP/B3XbTBGB7UvMDeHalSZ047y3jetb6/iVLN6y0OQrTLGF54zcx3y2vbqVPSF751N81k57z5kXLvLFI3fGvMeMUjW72lh3PW2+904MSGgcMtN7/At81jaP24TFWLx7i0lGf+kSeP1qs86eKN7WYjxL8/9nBlj9JpkB8B4Xp1ZoG8DuF8H1a4O/12esyXlKJVoazDm68gO4Zyd4/3YTYgEmv+PZc33/lbvVLN8/wyilwRQeMEpvc03w96Jlw1wYNMNn8c0pNgOgH183lbNOecIX4vLWDfDlA2bAscs5nYeW2M9/i1OfNIOD3FKzfO0qE8ZhhW/1nQgttfDF3zruW73eTN1t5vf0dHOA6241CkL5cjj8D+a8f+Nacy0U9ocDb/XfPqfQXJOW7IHFQyzLr5UHA2bgaFEy1HiQ7PmAk44zA/WmKqPMWwPTstGmce/Fn8JVS4yyCMbAAmbZ6fIpPO2flwV7XOJbthQeMP9dIB63GdhaA8+ykV1XeMD3m3Sm9ADs+jPfvHXPjIRdzzO/yQn/8CWCO7PMM0ZnsKentdF4J+3Vd7960HiMfxckAb/KNmS0ri27YpRfZhLmwafw9J3gnXq9vcXeHjv7XmumO59mruUznzPnbri2BeEYfYAxxLQ2+BQeMKHdYO5NeWXGMGhV8uwMd5vJnRnhjaK4tRIGTIls3wlHGi/wopeNkgLm2qreAE95IyaCeYyUCq7wWPSbaKJGrOtln6vhyh/8r8Ggnqz0KNgTT9VsBDBNKfU9oIH/865bY9tmAzAAE+oGgFJqNmCLNxISQt12Y4W/7BsT/hUtWpsSooNnwH3TjEX12uUxF7NTlr5uGlNa2BMBD7gx/L5jDzbWk5pNcNwD5mZruXYfOdBYnJuqzaBgwBQzuD/6z77983qBpxXWfwX/PAyuX2OqnljhM1cu8m96Fi1amxKtpcM6lu8dtkfH7fN6dbzpTfoJLH/HDBoX/BcWYJSZcFVX3G3md7UqEFkDx9xSE8McaNHqN8FUz/rWW/q1cq1JhHS3+HKO7OT3MedcW5Nv3Wf3mmTtF39uBr2zLiNlCWfRG7CzUY6XvOrzLCSTlga4w5uzlt8bGspNaMWWH0xVH7u3498/Mf+XFVYWKhQJzH/UFOA53P6jCWOy593Yaa4zYWKuXF8oUlM1fPmg8VZa5BYbzwMY6z+Yc8bC09bRmtkVTvqnyXkLLGZihX9YOSZ2ajYaZeeFi0z+XGBlp0jxeIxiNe9xs/zTx001qMG7+gZ9V3wbulzucQ8EH2hZSuCC//rW2b1B/Sf7jENH3m28dcc/ZAalLbYcCXuIDJgE/lOfNFbt0uGmb1a4gdTBs43C5nD4CimseM8YP3Y734SDWmz81liS978h9PGioWSIUdYHBLHeBzJ0JpzzmvGKhTvfA3Flm98ETGWsXb39kZSz+4pwulKz2YSLfn6/UUSu+NbkoK35rOO2F3xgGoM2VvjW1W3zzY/a35wznwaEb/YeY86tp081z7DtS3z3Y6twhv3ZaCkoxz3Qhaa8CvJ7dazwZ78mz3sL/jbTVIMMlWdjZ8sCM0awnufRhsqWDodqm6LYXOfrzXXDen/jZ7Qc/5DxQgXrhWcx/khfE/A0qVIaT6WnHHgA+AcwFPgI8ACttm08QJt9J631bGC2fZ1SSpr0xBN3GzxzthmUboxC6dHaXLQDphrXst1aWL8t9H7xoqnaJNFbnP1y9BbCw2yJzyf9C/5qi2O1BnWLXzKv3S/23zfPa1G0XOcNFb5EQjDKz01but4BfcPXxopz9TKfFToc16/puG76Gcby9fFdJjwITFz/UX/quK3F5vnGujXcWyXHkn/ozNDV7uyu7vu8g40+400MsV3pufxbY1F64UJfr4CWevj4jya2edGLJpF03KGdfdvUxIqDToXGbd/801+paSg3lbiWvw0v/8JMs4tMeMMzZxsFYNVHppjAyY+HHzTmlvg3bwTz8IfgYZQtDfB778M0r8yXiL7SmyxvV3pybCWPLeXI7tEYMjOy68Fi/xuDP8jHHGRegShlzt0dP5ow2L4TTA5dY6V5WQnBxYONkn7dqshlsfj2Md9/M/PnvvK3Q3czFmxXtr9iEEi4Ck4Wg3cxlmG7F3v6mb5Ka7tdYEIywRi/qjcYT8/KD8zgJhj9vNb1kWGqXVlYA7qD/89MG8pNvs/iV2DaaWZda6NPyYtFqWuLaBQYq0LVoBmdbxuMov6+MsIOZ+Z6eu6dYgwSVoXH928zoZXrPu+4be/Rxoj2yZ9g76uMB9Py6ACMOcTciwJxZPmui8B8rSxvU+rBu9KBaad3XBeK9sIlDiNjc8D9TNkUFasggqeVTmmpNyG7A3bquiez0Hue9Z9iok+s3D5nTvcUHjBKZGclqMtGmefClgX+v0MKE0+lZwEwV2vdBqxWSs0FjsUoQFbsU39gUxxliC9am3KgQ3ZNGy23nc/+Yho8lgwxA2DrRvTjW8byH0m/kq8egreuN8lv79xiBsVrbVac3w00eRiBx9LahDAES1i0cLfCf88wD4+j7w09qNm8AB491IS2WMnU162OTY8YS4npv5M3ebHCxN2++HOz3j4wA19it+Wib6kzv8dp/4WXL4OGHSacw15dKRrm/xfGHtr9stoOhxnEWEpP1frQ23o8ptDD6AP8/8fz3glfkcweTmNh5V6c85qxitZt81miXbmm4zSYalSuPDjgJvMA/OFZ4zFJR5Qyg+RUGPjYq0gdeItR4gv7mlDJrYuMNXXkfiY86bKvjafulcuNJXXozPDHzi024W32fioWLQ0mn8yidosJ07SwKv21NplBz8h9/K93a/A7/ijfumGz4NSnzG9bFGW1xa4Ulbj0C3+Zzn8HXrrUVyTg4P8zYWNv/zryXjbNdSYev6UOlnsLROx3va9wgcW5r8emWMIF73eUSylj9d70nf97xQPNa9oZ5hkXbbnpcFifU9DHWOrfm23ChY78o6liBUamZJFbbLxYsUA5Mq+QQXOtCVu2QqBn/tzce6z+ZRalw3zPyrxSowSDeY5vX2qKl1jYc/Eu+MBEXoAZQ2QX+o5nx+GIbeNdpXxhpFYlVPOG7TO9YxqPny0/OHd4PYO7XxJ+u3BY3qTeo43SYxE4NokXWXnGSLBlARLeZrw1buA6pdRAYBfgDuA8YK5S6nBgtda6No4yxJ7FLxsraHahiWX+8m/m4TvhqM73TRU2fmvCCt69xdfIbcpJ5iH01YPGqviTIPHrgVgxtVa1j59/aEKqrATE1gZvwuJ/fA86j8fkCzgcofvFfPE3kwi6/G2zPOUkY1Fw5ZgwnO+fgolHmxuPVU/fUniyCmLXFNMa5Ox7jX/jsXVfmIppgaFqzixjKS/3FkGo3WoGdL1Gmqpe/zzUv3pUNLQ2waIXjAIYCwZONYPdhc+bAce8x43iGMjK903Y4hUBoT2dJW9bFc0AjrjLhLdZMfKWVdief+HK9oW3LX/bWNydWea1my15PB1xZvn/Honm03t8FYgu+cLkHNgti1l5ptx4IDPONuGQORFYDHNLAW1CtAIt9HcMNKVPX7/KVBOs2+LvJR3uzfta8oqJ4z/9mYBjez/fHl7lzOr8nnvB++G9I9EQzOiSW2ISfLMKjKJStdYoPQ3locvq2vn7Hr68BTB5STsFSWKORe+wwbuEVsSmnR7a8r3TScFlihVWA8ivHzYvu0w9AeXMvEIGXz1ownnBFNroPdoof4GGH+WECz/w3V8mHGmKg3xwe8djTj3ZtF6wh6+BUTIspcfyesRr8K0cvrzTwbv6lJ4sm0HHuk+EU3oaK/17SA2f1XWZrPuM/X5uFTOIN6c+bcZgb3pzp9LE8B9PpecO4Aml1BqgFrgGeBV4XCm1FtgOnBbHz48Pc7035pY6X3nTyjX+29RsMhfEq780lWd+fMMM+D69B46931gxti/1xf0mks3z4WFbueCVH5iKM8c/ZCy/TTXG6hjMYmuneqPpF7HTyfDDMybPxboh5JeZ77vpOxP2NucuEyZx1J9MUrcVg+puNYOXVy43OSOH/tb8dtZNb9wRRnFa+YGvm7rFwud884fcBh/8zuTMxErhATOoOerPHQdXh91hFKFg5Pfy9cWw6u2XDDGW7l3PN527o+WdW0wFpsL+Has1dQfrYdywA169woT8LH4F0Ea52vKD8UxNPi54AnhYlDkOmO9/YSeVvVqbTNUkR5aRIdggPF1xZPkKBSSChgpzHWhtDASWwjP1FFNNLxoiDTGytmuqNuGdgc1jX/d6N+u2mOlXDxpjQGOFLyxi5QemBHRgnyxrUBRtt297idV4kFtqwnj772Qe+MVDfM1CO1N66rb7FJ4zXzDPkFjkJQXjkNtSt4fG+KNMgQo7F36YHFniQaaFt9VsNlW/drvAGIWtYhTBwr2mn+Gf7zfjbBPWbC9mAMYw63CafJm2JjNGsHBkGSPOtDOMlzquKBNCN2xP80y0ykzbveBKde7de+wY2OrNFd7v+u5dmwVeT4+9UEQiFB7whdS2f3SGKz1a63IgWCBweptwcopMx+dR+3kT1JWx7FWsMt6INZ+aGuiFA4x1956AQUbvMSZJG0xsdZ+xiZV/5Qe+8r/rvzRuYysuO6/U5LTcNdLErzeUmws88CJqrDL7Fg001WpOfDjwU8yDa+3n8NiRvh4rVpUuMBaa758y66wb4ksBbt6pJxuXrT0HpGQY7HK2ubECnPGcSQIMDAmJBUoF9zJk5/uH69jJ6+W7ab/3GzNgs8LCrJLMlWvC94uws3WxUXjAhHsFVkbqDoEyrPvSVK8Db/8D793siLuiP3ZWnq0UdQTFG6xE9Xn/MtMxXUgGT1UcrsSFuKz+2DTpdOb4wgWha03zosFSTJpqTG7f2DA5WLueD988agYq2QUmPw6Mkh3sesvKTZz1MhosRc/yJjldptLYjuWdhwO+dIkJzbv0y/hbSONxb4wVh//ep/Rc9o15NsXCs5UqZFp42wvenLDD7wwdvn7gLSZsOdj1bC+FbHmFrcG0FT5ea6sM68wyz5pgvXZijVLm3DzvTf/iFIHXb6j7vVWV0FJ4oPPiSp1hjS0sg7MrhuODaEkTT0+KPUXSgNOeNhaKkiGmMthOPzWD8r9MNyd19QaznWXRDMRSeKDzWvHxYN2XxqLidJlyppbCY5FfZrqR/+sIo7y9e4v/+821cOdwUyFk1AGhT3SlYMRe3q7CJcaTBMYDdPxDRgF49YrgFqALPzQlmKecAEO9lVdmXmQ8P5d+7lMervi+YxWzZGMvuwz+jb+sppqbvo/8eN8/aVzpN20NHn7WHQ64yQw0wCRq+/VZsVmOIm0GaMeeAxBJ1SR7l2uILDwoXXBmRZbYGgvWf2WmdoXn5x/FV+EBE57oyvMV+6jbGmK7XHNfACOT0+sFa200HtJQ50qqKTzgU3bs13yvkR09/4G0Npp+ITMvTJuBQtywBrL5vY0BsCcpPOAN60rz8LbqDSaf1O5NCOSlX8DsEhOuePbL4fN1d7sg9PVsDyO1PL4drpEgOTQh3o4NtkIG7Z8b5n7kcAUPb3vxIl9vu+tWw9Ux6t925gvmWQ6RG1PjgRQyyAByinw3bTADDiuWFUyCf1aeqazx9SOmeklrg7FybFtsYsATTfmKzsMosgtMnwgwyYdWRbPmOtNDwsKe5xKKA240r+ZaM6A59SmTxO7KhWfPgeMeNDGtqz8x+SV9xpqy1xZjDzH9D6xyoGCsyAfclNwLPBTWAMgqb23Ph7BulM+eA5MjSLCs2WR+/1mXxdbDY+HMMr/3rZXwxf2+SnM3bjY35wNvgrdv9q/2FCn5fXwJ6pEM7Ow3zMuDlAZOZxyuxIS3aQ2f3AOTTzCDyN0uMMUmEjWwtooZgH/lpUAZxx9pCoKM2t/cL92t3kR6Z2QKcqow7XQTbjPjbN+6XsPNvX3Fe6G9lRvnmfvf9LMSI2cqk+VVHN0RJH6nIw5nenl6tDaeFOt5W7UO7vWWeS5faZ4JgXjc8L23cE1+787DzKwcnGDYPT1WIaFALcZ+P0toz7YI76MOV0cjV2OlKcgDptdPLMPwrYqTx/zFV2E1GaSJAUeUnu5ij3l/7jx/16uVoAumOduwWaaXwthDTF+HNps1NhG420zPlM4s95u/77if0+UrFjDhaKPgjQ5S3jUUOUVw8Se+5cnH+Q/8e42AGUEGAUr5Kzxgbhj7XRf5ZycSq/HfqU+b0L7Am/LEY2DtF5Eda82nJpzv0N/GVsZAHLYEzaF7mNA9qyfPaU917ZhnvWhKlkYqu13pibdXItE4syKr5tNdKldDa70JCx1/RPw/LxBL0Q9G34kmCRltDEHW4Mkq8rB+runzEqoPTSricPpKPFuUjYa5/zC5jKEqRy151eQ8xbIiWrpieQQS5QlNNOlWyOD7p+DlS+HSr4zB5BFvJMWQ3UyV14I+JjzV7smxivPMuswYI8MNfs96KbwXyP4cGLmvKaQT1tOTCKXH+3mBchz/EBT0DbJ5kJDGRS+Z6U1b42PAhNhHgkRMenWUSQ9/VCpjf3DZFZ5gnXAHTfOFYzmzEq/0VK42D5c+USYEV6wyZWc/uN2UJzzlP3DtivA3r0zF8m5YlcrsliswVrBIPVQ1G43lOBEWFKv6SyQN1SLB6ko+ct/ItrfOpV3Ojc3npxKOBCg9WsNrV5liF8lQeCB4rx4wnrvT/xd8H2e2UXo2fRu6iWk60WeMbz5UU8pFL4mXJ5BEFvpIJKlWyGD7MpNzt3VR8PetkPv5T5tIlLotpl/dud68qzevM/3immpMFdvqDfDIQSa09bDfhc51tRh9QPj3rfC2q5f5ctECw6b8PD3BxiCxfl4GCW8D2PnU4H29HK6Oiu53/zF9n+Kl8CSTcGGPKUhYpUcZ3k6UMGmJ9ZDv7S1IsK+3fJ/ltg+FMzvxN/r1c82A2x6SFwnbFvn6UZz9ctq4MZPCUG8p5+x8GDgNdv2Z//vBXN+hqN5oGh4mAisMr73sZwyYXR15U8C9vI0Zg8VopzsOZ/yv9SWvwqoPTWhbMrHKl9rpPdoXzhE4GLC8YFsW+rqlpzPD9vRVrgt2nddtNwPJobt1fC+T6bGenhQqZOBuMwrKkldNtdNg76/9zFQh3LrI9GcqGmRya105pjpqyTATpvWHoaZ9x0uXmn3PeDb8Z/9irsnB7QxLsSjoaxtnRJnTEzeiCW+zGbk8bpOveODN8RFLiIqwSo/WWgOblVJJMh2mAVYMulXS17Lid6YYhEp2iycr3jNx9J1xyG2w95W+bSvXmHLCfSd2TNQX/Nn7KrjBW4r2ojkde1xYiduRULOxY2hfvGhXemLk6YmWIV4rf5okQ0ZFvAsZaA3PeD0HySz13VIf+j3L4xl4z3Nmm/L/FatMNbN0Jzvf5ClCcE/+HG/zzdIRCRNJSCIqhTw9858GlGkvESwXZtWHJlJhv+tM1dRVH/nuy2CKN43Y21RetFg9xxQYGtlJ3mff8aayYWdY9397oYBgDXUtEhLeFkKOUDic/ve5ZW8Zb3a8S+gLERHJCONA4HWlVKVSaptSartSalu8BUsbdjrJVHGzbmy9IriwIfFKj9bGdR1JHs5evzTheWe/bMrKfvWQ6ai8XxArruCPw+Frphj0/ShCnbYuStxA0JLZ3uQsGVge056EIyu+idprPjXT899Lrhc2XLnUYM09wQy+GisBHTw+Ph1pz1MJ+M+rN5iCNgOmpmY1OiH2WP9zqFDHRPL1w7DX5aZtxuKX4Ifn/N9//gKTCD/mYBOq/90THZ8/h/wfHPo7uGyeqcwKsa2gGvQ+EeaeFkx5i/U90ArfikrpsSm6az6FcYdF3vMs7Uiv8LZIfINdKN2UQShlBor15WY5kp4kkPhY3+oNpglltHHzpcPNDXCfq2HKifGRLZOINNSpocLEVA+aFneRAJ+yk8w6/1f/GNvwulQh3p6e758yYYTJDpkKpzCHCkNx2goXJFvhjhXWdw0Ma3rEW83tgvcSK4+QPCwPp/aQ1BTquu2weQEc9wDMe8ys2/y9LxKhZjM0VZlKhCW2kOrA/MDCfrDnZWa+/xQzjeUzKiJPf7LC2yJEBXh6ylf6mrQKSSeSM2wdMBM4D2gCBmitk1BrOcUZ5S3TGGl4TqI9PTuWQXZR9OFSlhIX927HGYIzK7IY703fmdKevcd0vm0ssKxQySwDXjSgZ+aLBYY7xAp3G9y/iwk93efqzrePNz99zH85y5bUHOq+2KOVngBFt7C/ybmSqm2ZgyNEWGei+e4Jk1vXb5KvZHRjle19b8npCUeZ6dkvGy9Pv8mhjzlqf9jzitiWmQ8s/APhw9sSUrI6Sk9GYHPSytVd63UnxIVIRuh/AC4CzgZygMeVUpfGVap05JDbTH+TiF2gCezSDqY/T5+x0Q8qrVwly6ojdI9QhQxeuxJml8I3/4LWJnjjGhi2R+iwoFiTXWASTTurriNET7zC27551FzXYMrIJ5vA3hP2cI5Q9x1r0JJdmLhzPd5YeQb2ga7WULHahAsLmYOlACczr8fdBis/gCknmetwv+tgxjlGEXrmHNN/b9O3preadZ2O2h9+8VX4amO5xXDo7bFVPEZFYlztLKcnyYYzh8v3f2ttChJFGgGUjvSk6m1efgocCTRprdcBewGS3BGIw+kt19jFCh/xZsdyo/REy4i9TcnZntYpO1kEy+lxt5mcKTS89iv4XX+T2H30vYmVLZJEUyF64hHetn2ZKR87an+4tSI1FYasvM63sTw9kWybLgSz7letg+Zq6B/Gcp6pXPA+/OLrZEsRHxwh8rsSxd3j4PbesOYT8ywHc62NPdTML34Jlr5u+mvtdUVyZLSz/69NLxs7YQsZpOB9z+7Zb6oyvdMSVYU1KfQ8padOa91iLWity0m3b5lIrAuy0+ptcQp5CUX58q4liSvV85pFJpNgOT3V3mpvx//Dt+6M5329boT0xuGKfcnqZW+Z8JOzXkrNBz/4h7eFwrLUunqS0uMd6Nq9exvnmfC2ogHJkSmVGbIr9I2yd1y60K4AJ9jT8+k9po9OnU2BGL6Xb95u4Nq+xCjlJSnwvFEqiHcpTMnqRIS3RevJsBcyqNlkpomqwip0SiRZYO8qpW4EspVSewE/B+bEV6yeQBJLVrfUGwuqdUPwuE35yRnJ6tgrtBMsrHHHcsgpMRVewFTOG3twwkUT4kSsr/XNC+DdW0yVxVTOgYrI02MpPT0oz8UZJLxtzScwfM/U/r+E2JNoT8/m+fDoodDW5Ft30ScdE+n7TYJTn4If34DaLabQUap6+lOlZHWk2O/31Rshv3fP8mSnOZF4eq4H3MB24H5gK/CLaD5EKfWCUuoa7/xdSqmNSqllSqkI6ienG0nO6WlrhjsGwSuX+9Y9cbyZJiopXgiNM0h426ZvTQWcvFLT0HPvK5MhmRAvgv3n3eHz+8102J6xO2Y8iKQSYHt4Ww/qVB440NUavnvSNCsWMotEKz0f/NZf4YHgTX+VMkULnNmmabkzO3zRgqQSracnxoFI0RoqlM3TU7nGVMAVUoZIlJ6LtdZ3aq330FrP0FpfB5wV6Qcopc4A9vPOHwnsDowAjgMeVaqHdSOMOLwtTp6ef3q9BfOfNtNv/20aiO16nhQjSAWCFTLYulBKWvZkHFE0pI2EHcvgwFtg/OGxO2Y8iOTWbik9PSm8zfre1nVetw3czTD5uKSJJCSJRCo9n/8Vlr/j/7l9J4QfiziyoGKlCS90ZYfeLpmElT9YsFKc+vREir2QQdVaXzEoISUIGd6mlDoEOBQ4Tyll/9dygNOBhzo7uFJqIKbym7XtMcCjWutWYLFSagMwDfi2S9KnJF3s2hsLGipMqeOsfGhtMGFTb94Ae/3KNBUTko+l7Grtu5lXb5CS4D0ZZ4iKfV2laq3py5PKDJoR2XaWpbYneXqU8hYs8Q58tv5gqtOVyOAn40hUyWqt4Z2bzHx2oXmeHPUnb3GlMFjXX8p6eaDDmKqzktXJDiG1j+1qNvXsym1pSDhTXAtQ552vt712YJSeSPg7cI33WGA8PGts768HBtp3UErNVkpp+yvCz0oNoipZHeMb4eKXTS+e8981y5//xVgdD7gxtp8jdJ3AxoUVq4yimgpJpEJ8sA+Au0tTDTRWpn7IxM8/JKIwk3ZPTw9SesD//r72cxi6Ozh6VlCDEAGhGtXGmso1Znre23DVEjj5cSge6F82PhiWfIFNSFOJqD09SSZQ6SkaGH57IaGEPGO01nOAOUqpT7XW70d7YKXUOcAyrfVcb1gbgAewmzw9gN/IX2s9G5gdcKw0UnxUwDQE8cjp+f5JGLkvDJhiLD3f/hsmH9+zkoTTHXuSs9MFb/3aLEvzsp5LLKu3Va0z055S2a8nKz3Wf16+QkpVZyqJCm/77D4T4TFsj+j2W/SimaZ0eHW4QgapqPS4wOMx87WbpHJbihGJ6WmNUuoNpdRSpdQUpdTflVKRtM4+CDhBKbUUuAy4DtPvx/60Hgysi1rqVCZZnp7vn4INX5tmYWCqswCM7oG1ItKZwG7tVetg59N7bslWIbZ9emq3QF6v9KgGFBgLH8zi2R7elgbfJxqcLn9rb4/u0yGEJBFKz4JnYN6/YPSB0e9rXaO9UrRyGwQZU3VWyCDJ4W3K6+nxeKBmsyg9KUYkSs8DwPPe+RVAE/CvznbSWp+ttR6rtZ4A/BW4C6P0nKuUciilpgJ9tNZLuiZ6qpKkQgZLXzdTq6fOLuea6eAIY+uFxGB/CHrcUL4SZkRcF0RIR2Lp6anbAoVp2uvloo9No2M71n2ysH/i5YknjkClR0JcMhIVw5werX1KSkuDGVS7W+GFC826w+6I/phWFEiy82DCkoYlq7UbGnYYY1dPV3qiLfSQZCLxDY7WWj+qlLpGa90EXKWUWtuVD9Nav6mUOhRYjckPOq8rx+kRxLqQQcVqOPJu33K/CXDVUnnYphr2xoVWVadeI5IqkhBnYlmyOp0H0IX9zCuQY+6D8UclXp54Yi9YUr+95yl1QmQ4HCavtjuh7A0V8M/DoaUOxh4KO58G/zwU+ozz5eLscw306kKe3+BdTOPyVCacQpaI5qSTj4cfnot8e2tsZzUmTVcjVQ8lEqWnQilViDcr1VuRrSn8Lv5483Ss+SuBntuIREWa0+OMXU5PxWrYtqhjPG+6Do56MnZPT/12M5/fJ3nyCPEnll7dmk1Q1MMsh5ZXuifh8Cq6TdXgboGCvsmWSEgW3b3+V38MO3408/P+5evDs2OZeQEcdEvXjn3s/XD477suWyIIV/o+ETk9Q3aFa36MfHu70lPQL3VLgWcokYS33Qq8DfRXSj0MfA3cHlepMoFYDoRev9pMpQ9P6mMvZFC/DXJL5abY04lleFv99uDeEiG1cDjNf16/wywXiGEjY+nus379XN980SDYPN+/gfUvvu76sV3ZkF/W9f2TTSI8PdFiFTKo3yYe3hSkUzXZG5K2GDgCyAb+orX+Ie6SpStRFTKIgafH44GVH8DUU1I8LlcAbH0bvAMiGcD2fGIZ3la9IfoKTULise7v9dtMhbqc4mRLJCSL7io9G+bCQbea+fdvMxXBjvs7fHqPWZdxzS/DVG/76ePJN/5ahQxa6iGnMLmyCB3o1NOjlMoH9sCcaW3APkqpS+MtWPqS4Oak5csBDYf/ofvHEuKPlXjpccOn95pqXELPxpEVG0/P2s9h8/cwZGb3jyXEF0vRrfNae8Uglbl051nf1mw8O8Nmwaj9fesHTvPN96TGvhFhS5wPLGQw+TjoMyah0nTAKmTQUm/KiAspRSQBkc8CWcBG27r0KteQSBLt6dm2GIqHpLeLOpNoL2TQCtt7WOFCITixCmX9lzdpeeDO3T+WEF8cTq83d7vk82Q63XnWr/3M5LQMnGa8hgBZBWaccd7bJsojk3GmYp8em6cnW5SeVCOSM2ai1lo6J0ZMgvv0VK6V6l/phD2nx5ULR9+bVHGEBOB0db9PT1O1bz7jLLtpiMPu6ZEQ1oymO0rP5gUwaLoZPOve3uN5Q6SH7dHzQ12P/SuMOyz0+ylZstppipe0NhgFVUgpIlF6vlFKzdJafxF3aXoCiW5OWrFKlJ50wqpE42k1N+yeXsNf8Ia3dfNaXzUnNrLEmzOfF88G+Aa6dVtF6cl0uvOs37bY12g825sfklsSG7nSgWA97Ox9YVK1kEFrk+mllBGenvQK/Iqkettc4DOlVKVSaptSartSalu8BevxxErp2bEc+ozt/nGExKCUt5pXm+m7kC2WoB6PM6v7np41n8RGlngz5mAJvwNfxb767aZsrZC5OFzG8t8Vti2BfhPNvGVQHbF3bOTqCSSiZHW0WIUMWiWnJxWJ5Iy5BtgXWB9nWXoIURQy0G5jtehqkuujh8H6L2HWL7q2v5AcHFlG4UGL0pMJOGJQva1iVWxkERKD02vUaqyEvF7JlkZIJs7srhUy8bihfIW/UfOqJdLXzU4qKj3tOT0NPu+ckDJEcsasB77SWseo0UQPJ5rwNjA3tq4m41kDoTEHd21/ITk4XL4cDbEE9XwcTtAeU17eEYlzPQii9KQXlie/pU7K1mY6rmxwN0e/3+b5phHpoOm+dRIOjV84VaqGt2m3yenJiPC29CKS0fYC4AOl1CtAvbVSa/33uEmV1kSr9LR1Temp2WyquRz7V0lsTjecNqVHLEE9n/biFa3gyIl+f48bqtbFViYhvlhKT3OdXOOZjjMH2roQ3rZ6DgyakVk5PNGSqoUMPG5j8BCjZsoRyWjbAawAJtnWpVfmUiKJ2tPTxbCXxS+badnIru0vJA+7p0csQT0f68HsbgVXF5Se6g2++0R2UezkEuKHFdLYUgc58p9lNK6c6D09WsN7s2HGOXERKb2xjbFSsf+VVcSkpUHC11OQTpUerfXPAtcppQ6Jjzg9gShyeqDrSs+WBTDpOElqTEccWUbpUQ5Ttlro2Vie3K4WM6hYabwFP58jSnK6YMX1i6dHcGabJqPRULfVTHc5N+bipD29Rpixz+KXkixICCwvb2tDZnh6dvkZ7FiWbCkiplOlRym1M3AlYP17ClPYoH8c5UpfupLT0xXWz4W9rujavkJysTw9VpM5oWfT3Wt91RzoPTr5ncaFyHG4zEC3rVGsvZmOKyf66m2Va4yyJJUQO6KUKWW9+KXULGSgHLbmpBlw7Y/YCy76ONlSREwkWbUPA0uAscDHQAlwXWc7KaWcSqm/KaVWel83eNffpZTaqJRappQ6qDvCpyYJCG+r2Qzly2HIzOj3FZKPldOTCTdEwT+8LVLcrUZJ+uLv8Nm9sGVhXEQT4oQzyxfCKuFtmY0zK3pPT+VaKBnqiwgR/Bm6B0w9BYoHJ1uSjvgVMpBnfKoRiZpcqrW+UylVAHwLPAa8DzzeyX4nA0MwylIhsFAptRnYHRjhXf+GUmqU1trTNfFTmM4s+N1Repa9BWWjoe/46PcVko/l6ZFQpczAXsggUm4PKEsr13p64XBBY5WZl/C2zMaZE33J6m2LJV83HDmFcMI/ki1FcBxOU7iirSkzwtvSjEg8PR6lVB9MMYMpWus6YGgE+/0AXO9VaPIxxQ/2AB7VWrdqrRcDG4BpXZI8VYk0XEl1I6dn+4/G7S2hUemJQzw9GYVl4Ih04NPa2HHdOa/GTh4h/jic0FRl5uU6z2y6Ushgyasw/sj4yCPEF4cLmmvNvFz7KUckSs8fgU+Bd4CblVKfYjw+YdFaL9RaL1VK3YtRbr7AeHjW2DZbDwy076eUmq2U0vZXJF8kdUhAIYOajVAyJPr9hNTAntMj9Hyizemp3uibL+gLJzwMBdKQMK1wZHk9PUoGPplOtIUM2pqhcrV/fx4hfXC4oLnGzIunJ+XoVOnRWj8KTNRabwH2B+4GTor0A7TWv8IUPRgHHA7YzZ0eoC1g+9laa2V/RfpZKUEiChnUbpYmZemMeHoyi2jD2+q2+Kr6lQ6DqSfHR66eyunPwM/eSq4MDpfx9GQXikc+04m2kEHlGtPMuPfouIkkxBFnNjRWmnkJYU85Qio9Sqn9vNMjgSO80wlAC3BgZwdWSt2olDoQQGtdDrzn3dceGjcY6GFd97wPuPxOLLOW0qO7oPTUbIaigZ1vJ6QmVpKz3BAzg2gLGdRugaIBZl6qN0XPuMNg+KzkyuBwmYFPjuTzZDzRenrKVxoPrzQlTU+y8kx/LpBojhQkXCGDC4E5wLVB3tPAG50cux64SCn1IVAMHArMBs5VSj0HTAH6aK2XRCt0SuNwwC++hj5jO9mui4UM2lqgZoN4etIZh8tbylYGRBmBw+ErYxoJ9TugoJ8pAyoPzfTE6TLVm+Q+LUTr6alYCb2lPH3aYjWgdmSBKzu5sggdCKn0aK3P9E4P6OKx/wHsBqwGGoH7tNYPKqX6edfVA+d18dipTd9xnW/T1ZyeR719YeWmmL5YCq/E+2YOjqzIPT31200Oj1h60xe5xgWLSD09tVsgrwy2LZXnezrjyjNTieRISUIqPV4PTcgiAlrrsCFuWutG4Mwg66/ENDvNbJQyFdyizenZ/L2Z5pfFXCQhQVgDIsnpyRysLt3hWPSiGex8+XeYdkZi5BLigyg9goUzu3NPj9bwp/Gwx6Ww+mM44NeJkU2IPZanR7z0KUm48La7vdNTMX12/gk4gQuARXGWKzOIZCBkx6rqdHmnxfOEVEaUnszD6eq8kMGz5/rmd/ppXMUR4oyVx5WVm1w5hOQTSXhb5Woz/fLvZjq607RpIVXJEk9PKhMuvO11AKXUHzH9eTze5deAzxIjXg8nWqVnzSdQMgzKRsVPJiH+WNW8ROnJHBxZ4A5zra/9wjefXQTDdo+/TEL8sMKXrVAXIXOJJLxtTcCQyipkIqQfVuVNZ05y5RCCEs7TY5ELFAHV3uV8AnrrCF0kWqVn60IYOFVKoKY71oBIQl8yB2dWeE/PwufM9FcLe855MXSmMdRkIu3hbaL0ZDyReHrWfg7TzzJVvwZOS4hYQpywlB5HJG0whUQTidLzEPCZUuop7/JpwIPxEymDcDijU3q2L4MBU+Inj5AYrNAXqd6WOXRm4KhcC/teB6VDQ2+TbhxwM+xzdbKlSA7WwEeUHiErD1rqw2+z9jPY/9cw7bTEyCTEDyukVTmTK4cQlE6VHq31nUqpr4CjMDk912mt34y7ZJmAwxU+5MXi2Z/BohfM/OTj4yuTEH/ac3p6iEVf6BxXLrQ2hX5/+9KeN+BxODI3hNO6tl2S05Px5JRAc03o9+u2Q9Va4xkV0p92T48oPalIJJ4etNYfAR/FVZJMJCvX9GsJh8fjU3gARne1griQMjilkEHGkV0ALbXB3/voD1C9HsqkA3uPwbq2xdMj5BZDU42p0BYsNH3Tt5BTDL1GJl42Ifa4xNOTykjQYTLJyofWTpSejd+YaW6JqdomCY7pT3aRmUpJy8whpwia6zquX/kBfPR7My+9OXoOVuiqKD1CTjFot2lWG8gPz8E7N8PEYyQHpKdg5WRG24NRSAgReXqEOJGVHz7Wt6Ue/nUkjNwXznk1cXIJ8aW9pKUoPRlDdqFJUg7kPyeZ6clPQI7kePUYrGtbwtsEq8lwU43/Pb9uOzx/vpk/8/nEyyXEByuSozmEZ19IKqL0JJPOPD2LXjQVn3b5WeJkEuKPFesrOT2ZQ0FvqN/ecX3ZSCgdDhOOTrxMQvywBrfO7OTKISQfS+lprIRiW+Hbu72e3eMegNJhiZdLiB+Tj4fheyVbCiEIIZUepdR2QAd7C9Ba635xkypTyMoLr/RsWwITj4UpJyROJiEBeOO6c4qTK4aQOEqGwoZv/Ne1NkLFKjjxEQlt6WlY4W2mvZ2QyWTnQ34fU6yg/ySzrnarme53A0w7PXmyCfHhp48lWwIhBOE8PbsmTIpMJTsfWsOEt234BkaItaDHoUTpyThKhsCil/zXbV9qpn0nJFwcIc5I6Kpgp2wkVKz2Lb8320z3uy4p4ghCphJO6RmhtZ6jlDoyxPtr4yFQRpGVDy1BkhtXvA//8Xp3jr0/sTIJ8We3C4wF2CWhLxlDyRBToc1ewWnzAug9VpLdeyL5vc00r1dy5RBSg7JRUOlVejwe+PEN2P0SKWssCAkmnNJzITAHuDbIexp4Iy4SZRL5vaF6Q8f1H//RN99nbOLkERJDYT848OZkSyEkkr4TTCGDyjXG6guweT4MmpZMqYR44cyCiz+FfpOTLYmQCvQa6avEWr4Cmqpgj4uTKpIgZCIhA8m11md6pwdorQ8ADrTmtdYHdnZgZbhfKbVJKbVMKXWpUipLKfVvpdRGpdQCpdTUGH6X9KN4ENRu7ri+tRGmngKH3B68rr8gCOlF0QAz8Fn1oVme+7ApVDJw5+TKJcSPATtJrpZgKBsJO5ab+U/uNudGrxFJFUkQMpFOq7cppUYC/wRmKTMA/xD4udZ6fSe7Hg3MAEYCucDXmAxuJzAEOAh4GNi9q8KnPX3GwabvTKd2ZxZsXQT9JpkCBofdIfk8gtCTmHgMvHYlFA+GN64x66acmFyZBEGIP/0nm0IGddtgwf+MQVMQhIQTiRnqceAVYJD39Rnw7wj2Gwr8U2vdrLWuBhYAfwUe0ob3gEFKqd5dE70HMHwv8LjhrRvgtjJ4aB+4vTe4m2HAlGRLJwhCLNnpp2b61MkwYh+4pVyaDQtCJmAVK3nr12Y69eTkySIIGUwkSs8IrfU9WusK7+u3wKjOdtJa/11r/SiAUmoXYC9gKbDGttkGwO+pr5SarZTS9lekXybtyM43zevm/avje1Ztf0EQegYDp8KwPc384X/wNbETBKFn48wy04XPmWmBdPwQhGQQidLzuVJqlrWglJoOLIzk4N4cnt8ALwFnAx6g1baJB2iz76O1nq21VvZXJJ+VtgzYyUyvXQW/qYKzXoRbK5MqkiAIceKsF+DUp0y4iyAImcP+Xi/POa9KrpcgJAmldXhHilJqHrAT8AMmJ2cysBqoAdBazwyxXw7wHrARuExrvUMp9TZwi9Z6rnebFcB0rXVtJzLozuRMW+q2mapOZZ06zwRBEARBSEda6qGhHEqHJVsSQejRKKUI5TCJJL7iqi5+7s+BdVrrM2zrXgLOA+YqpQ4HVnem8PR4CvsB4uoWBEEQhB5LdoE0rRWEJBOJ0hPUxaK1/riT/XYHDvJ6cywuAfZRSq0FtgOnRSSlIAiCIAiCIAhCF4kkvO1r22I+MA74Xmu9WzwFC5Ch54a3CYIgCIIgCILQbboV3hao3CilJgG/iZFsgiAIgiAIgiAIcSXqEiJa68VAcRxkEQRBEARBEARBiDmdenqUUpcGrBqKKD2CIAiCIAiCIKQJkRQyCMzdqQTOjIMsgiAIgiAIgiAIMSeSQga9tdblCZInlAxSyEAQBEEQBEEQhJCEK2QQMqdHKXWQUmobsE0ptVIpNT1uEgqCIAiCIAiCIMSJcIUM/gJcBBQBdwD3JkIgQRAEQRAEQRCEWBIyvE0ptUprPcq2vEJrPSZhkvnLIuFtgiAIgiAIgiCEpEvhbUBbwHJr7EQSBEEQBEEQBEFIDOGqtymlVB6gbCval7XWDXGWTRAEQRAEQRAEoduEC2/zABqb0mNb1lprZ/zFa5dFwtsEQRAEQRAEQQhJuPC2kJ4erXW40DdBEARBEARBEIS0QBQbQRAEQRAEQRB6NHFVepRSU5RSr9mW71JKbVRKLVNKHRTPzxYEQRAEQRAEQYA4Kj1KqbsAu8JzJLA7MAI4DnhUKSWeJkEQBEEQBEEQ4ko8lY5PgUdsy8cAj2qtW7XWi4ENwLQ4fr4gCIIgCIIgCEL8lB6t9SsYxcdiBLDGtrweGBi4n1JqtlJK21/xklEQBEEQBEEQhJ5PIsPLPPg3OPXQsQEqWuvZWmtlfyVMQkEQBEEQBEEQehyJVHo2AENty4OBdQn8fEEQBEEQBEEQMpBEKj0vAecqpRxKqalAH631kgR+viAIgiAIgiAIGUjI5qSxRmv9plLqUGA1UA+cl6jPFgRBEARBEAQhc1Fap36dAKWUTgc5BUEQBEEQBEFIDkopQtUDkD45giAIgiAIgiD0aBIW3iYIghALVm6v48Ol22hscVPf4qaxpY2apjYq6lvIcTkYWJJLfo6LwhwXxbkutte1sK2mieK8LBSwqbqJ8rpmWto8uLVGa9hW00Rjq5vapjYOmNCPwaV55GQ5aGxxs3BjNfXNbupb2ijKzWL3kWXUNbfx45ZattQ0cfYewzll5lAWrK9mZN8CSvOy2FzdxPgBRWQ5e65dqdXtoaHFTVGOC4dDimwKgiAIqY2EtwkAaK2paWqjJC+ry8doanXjdCgUxr3oTMJAqM3toabJVELfVNVITVMrbW5NeX0zOS4nrW4PBdkulm+rY+X2OirqWxg/oIjWNg+NrW4mDSqmMMdFm1tTVpDNWwu3cNDEfkwcWIzTYb5TltNBbpaDD5dup7KhBaWgodlNVWMLY/oVcvz0IdQ0tVKcm0Wr28PmqiZqmloZ1juf4tyu/75uj+a7dZV8vrKcb9dVsqW6iaZWN7lZTkb3LWR7XTNuj6Y0L4uS/CwGl+aRm+VkQ2UjzW1ulm+tY/yAIvYY1Zscl4ORfQqob25j+rBeZLtCD8611qzaUc9XqypoaGnD7dEMLcunJC+LpVtq2VDZwOaqJprb3GQ5HWS5HIzrV8Tuo8rYfWQZG6saUUqxclsdK7bVoRQM6ZXPjrpmehdk4/ZoapvbOHzKgPbfZ8W2Wn7cUkdBjpOWNg9PzV3HpqpGmts8rKtoYPKgYnrlZ1OY4yIvy0lxXhal+Vk0tXrYWtNEY4ubmqZWapva6FuUQ7+iHLbXNgMwvHcBfYtyyHE5cDoUHq3pX5zLsq21zFtbyaSBxWyrbaa5zY3L4WCnwSWU5GWRk+WgqqGVOcu20784h/H9i8jPdvHb1xdT09RGUa6L2ib/KvwTBhRxyKT+XLL/aPKzk2djcns022qbmL++miynoqqhlVa3hx115rooK8imtqmV8voWyutb6F2Qzcg+BQwozuXHrbVUN7aybGstNY1t7KhrpqK+hR11zXg05LgcFOW6OHTyAO44fqf2z9xQ2cD6ikb2GFWGUqIUCT2TNrcxnuS4nIC5X1rnu9uj8Wjdo40fgpBqhAtvE6UnCrTWXPrktyzeXENpXhZ52U42Vzdx9NSB5Ge7OGxyf75YWc4tLy9iv3F9GVSaR47LWIudTsW2miZG9S3E49HUNLVy+YFjGVqWn1D5v1xVwX++XMvybbWU5mVTkOOkoqGVVdvqqG1uY8rgYiYMKGb6sFIq6lqYObKM3Uf1BmBbbRML1lfT0OqmqdXNlyvL+WJVOQU5LrbVNLUrG0pB74IcBpTkMLJPIb0LsmlqdVOQ48KjNesrGijIcTFhQDEaTWubZkddMwU5LnKzHGyrbSbLoahubKW6sZXxA4pZX9mAx6PJzXLidChavEpKjXebmsZWapraqGv2DTqVgnzv9sV5WbS0ecjLdlLf7GZ473wmDCgi2+VgXXkD+V7ZVm2vp7qhhdxsJ6u21wf9HR0KspxmoDewJA+NJj/LRX6Ok0+W7+DInQby6vxNHD99MN+vr2L1Dt9x9hnbh8sOGNP+m4ajpc3D03PX8d6SrVQ1tLJmRz3NbR6mDytltxFlDO5lzq/6Fjffr6tiTL9Csl0OqhtaqGps5es1leRnOxnRuwCnAyYMKGbu6gp+2FhNi9vTrgQU57qYOLCYc/ccwffrq9hS08TAkjxqmlqpbmjlu3WVbKpuYky/Qsrys1EK5m+oQmuYMLCY4WX5DCzNJS/LKJUV9S08PXd9h++Tl+VkwsAiKutb2FbbjAKyXQ7yspxsqm4CYFz/QnJcTn7YWM2gklyqGlvRGk7cZTBTh5TS2OJmrzF9GNOvMLKTPgH8sKGaxZurOXnXoazaUU9Lm4fBvfKYt7aS1dvruee9Zdx69CR+uuvQzg/WRbbVNPHj1lq+XlPJu4u3kp/tJMflYEt1E9WNRpkB6F2Qjcb85zkuJ32Lcmhp87Cjvpmi3Cz6FmbTKz+b8voWVu+oZ31FA2P7F9GnMJsJA4ooycuib1EOvfKz6VecS2GOkx11LXywdBv/+HgVr12+N1MGl/D9+iqO+9tn7fLlZTk5d68RXHnwuLAKNkBlfQvvLtnK6h311DS2UtXQyp5jejNhQDGfr9gBGG/f4VMGMrx3PgXZLuZvqOLHLbW0eTQPzlnZ/l33G9+XAyf0I9flpKnNzZbqJt5auIW9xvRhj1G9yct2orWmzWOMHINK8qhoaGF7bTMV9c1sq2mmsdXNPmP7MLpvIU2tHpQCrTHXfRwVWe31Qtq9aDVNrawrb6DF7cHjMXKP7FNAUa6L8roWFm6sprapjXKvUjq+fxHHThtEbpYZkH++cgf9i3NxezRfriqnT2EOR0wZEJFSqrWmsqGV4lwXLtsgvt57z3UoxabqRnrlZ1PT2Mr2umba3JpBpbkMKs2LeuBf39zG+soGygqyaWh209jqxu3RuD2aqsbW9v+ortnNwJJcAErysli9o56ygmxyXA5j5MpxMbpvIR6tWbGtjmVba3E5HORkOSjKMdeBUlCU62J47wJG9S0g2+nA7dFUNLSwsbKRyoYW3B7waPP56yoa+Ndnq+mVn82KbXU4HIpDJ/VnY1Uj89dXkZflJCfLSUW9eYY+c9GsqL57OlPX3MbyrbVU1LfgUIqV2+sY06+QPUb1xqM1GysbWV/ZQJ/CHJZuqWX1jnpK8rLIy3Lyk2mDKM3PBsz59tL3G5kxrBfNbR7mrq5g5sgyxvUvoryumd6FOe2faf0nt768kN4F2cwa3ZtlW+vYUt3E9GGl5GQ56V2QzRcry+nlPTdyXA60hsqGFmqbzLm2sbKRvkU5fL6ynAkDith1RC+Wb63jq9UV/PKgsWyobOSS/UczoCSXljZjYHtz4Rbys50MLMllaJkZV0RzX9ha08TCjdU4lCI/20llQytba5rYUddMdWMrGysbWVNufqPxA4oAaGhxs9PgEn66y1BK8rOobmyloaWNgSV5AJTXNbOttplV2+tZvs0YrbbWNNHm1vQpymFor3za3B4aWt00NLdR1WiMw0PL8lEKXA5FttPBsN75LNxYjVKKVdvrcXs8OJRCKcV7S7YybWgp36+vAuCNK/Zh0qDiGJ1F3UOUnhjy/LwNOBxQ19RGdWMr8zdU8+7irfTKz6KyodVv2xOmD0YDednGWt3Y4qayoYXCHONpmDmijDtPmhp3mbXWfL++itmvLGLx5hp+Mm0wM0eUUdnQQlOrh6JcF2P6FdIrP5svVu3gjjeW+u1/6KT+rK9s5MctNZTmZ1OUazwhe47uzV5j+tDc5mZASR79i3NwezQtbR6WbK5le20z22qbaGhxk5vloLqxFYWiT2E29S1uNlY2Yj1rXU4HrW0eNJpBJXnUey/g/Gwny7bWMqRXPjlZDppbPTS3uVm1vZ4Zw3sZr4b3VeydFuW6cChFn8Ic8rKdXf7dttU2MfN37zP7mEkcPKk/Whtlx7oZ7T6yzO/hD3DnW0t54KOV7DGqjC9XVXDwxH784cSpFOdmsXhzDdc/twCl4K1f7du+j9ujeW7eeiobWhlYkkuOy8mSzTW88cNmqhpbOX76YIb2ymNoWT67DO9FUTe8RfbP3FzdSEOLm69WlTN/QzXPzdvAsLJ89hrTm+21LZTmZ+H2aHYfWcaBE/rRrzi3ff/65jaynI6QA9jFm2o48i+fUJqfxUuX7tU+0LYeVHZrKMBbC7dw8X/mMbpvASfMGMJx0wczuDSv298zFTj/sa+ZOLCYaw4bH5Pj1Te38fWaCr5YVc63aytZvaOBHXXN5Gc7mTSwmIMm9ifLqWhxe+hflEtJXhb9i3PpVWC8f9F4XQL/p3Bc8+x8vlhZzsaqRr/1g0vzKMp1sXRLLX0Ksxk/oIhhZfm8uXALACdMH8LF+4/isc/W8PaiLazcXs+A4lymDS2lOM/FpqomPvUqOzOGleJyOCjJz+LdxVvbP2NAcS6TBhXjUPDekm0dPr/F7UEBQ3rl8e26KsAoYk1tboI9WpSCsvxs+hbl4HIqFm2qoU+h8Ra6HIo2j8ah4Of7jmbJ5hpW76jH5VDMGt2bXx40lj6FOSFD/jwezfwNVXy3roqqhhbaPBqlYGNlI02txvu2paaJbTXNOB2K0f0KUCg2VjVS4VVeHQpcDnPttbg97cfuX5xDaV42vQqy6F2Yw9zVFWyvbWbmyDJW76hvN3QAjOidz/baZiYPLqFvUQ7frq1sH9T3K8qlzeOhODcLpWBbbTN1XmUKIMtpBj4OBU2tnnavvtvj+zGznQ6UguY2Dw6F8cpmOynIcVHT2EpBjotBJXnsPLSUgSW5ZLsctLR5WLqllsWbqvlhYzWeEI/94lwX/YpzKSvIpiDbybqKBlwOB3XNbfQvzqG6sRW310hWXt/S/r0Hl+YxcWCReU65PVTWt+LRxhtT29TGlpomtDaDPiv01elQ9MrPwuGNXnAoRXOb+Z8OntiPn+01kurGVj76cRuj+xZSmp/Fqu31zBxZxvwN1TzyySoW33Z48C+SQKobWvlhYzWNrW52G9GrXbmwaGxx8+mKHXy/vpLpQ3sxfkARry7YxKJNNbjdmtH9CijIcTF5UAnVja00t7rpW5TD12sqmLu6gmqvgWJbrTlv87OcaGB03wLmb6gOK9tuI3qxqaqJjVWN5HkV9LKC7A73EjDnVYvbw7ShpWyobKRXfhbLt9X5bTNhQBGrvUZCgPH9i9qNGUN65bGh0v+4+4/vy85DShlQkkt5XTN3v7MMgOOmDeKl7zcB0Kcwmx11LR3kse5JW2ub2FjZiEMpPrx2f7/nV3ObmwUbqimva2ZDZSPrKhoor2+hoq6Fr1aXU5qfjQJqm9ooyc9iUGkefQuzKc7LYlBJHiP6FFBR32wUbKXIzXLy4Y/bWFvegEPRfp0M6ZVHq9vD1hpzvg8syWVMv0JK8rIYWJKL0+Fge20zGyobyHY5KMh2UZDjojjPhcuhWFvegFLmOl5f0UhFQwu7jeiF1ubYxnANaM1fPljh9ztcuM9IbjpqUtj/OVGI0hNHLG0/L9vJ5yvL2X1kGbvf8T63/2QyZ80aEXK/v324gs9W7OCpC/eIiRwbqxp5df4mPl62nQ2VjfQrymG/cX2Zv6GKeWsrqWxo5cQZQ7ju8PH0tw1eg1FZbx7E+dlO5q+v4pFPV7Pn6N7sPbYP4/sXZUyoSkubh3E3v8kHV+/HqL6ReRba3B621jYzuDSP2qZW/r+9O4+OqsoTOP79VSWVfd9DSMK+EwERwQ0UbVzaAUVsd2y1oXXG5ozt0n16zqC20067topOj7baijbtoNIq3e7QgIIKKihbCGsCJEBIyL7WnT/eS6yEKkhIpbL9PufUOVWvbtV79atbt97v3vvei3C1PN5hVe5h7njta767/0cAvP/9QV5YvZudhysYkhJFblE5LqeDISmRnD04iasn9ic+wuVrdX7jdhte/Gw3M8f1I9GjBy2QCo/VkBpz4rrZEy18ZzMlVXX84SfjOvxe+UermPPHtRRX1jF5YAJnDIhnUFIko9KjyYhrX0Ljb0cr6xj/4EfNj0/PimP93hL2PHwpANn3LQfg9qmD2F5YzrThybyz8QCbCkpxOR1kJURw9cT+nDEgnsFJkc2/m+2F5fzoyVU8elUOsydkNL//obIaDCDQIiFvWk+TpvW3fn7Pw5dijKG6vrF5tLGipoHY8GCSWiUt2wvL2XzgGOmxYTgdQk19I7uPVLJoRR6TByZw/ogU6hrcLF63l2/zSxmYFMEHC85tHt0wxrAm7wgfbynik22HKDxWw4i0aBIjXbiCHDS6oV+sdSxaQoSLlOhQUmNCqW90s/NwJY2NbvrHh5OVEEH/+LDmqVRut2F3cSVut8HhEAa1aqfqGtw8uzKPo5V1ZCdE8MB7WxiQGMG7/3Y2ES4ne4qrWPLlPipqG5iYHU9VXSPJUSEcOFZNsNPBwdJqymsbyMmIJTTYweDkKI5VWzt+bmOtPzosmJKqOiJcQWQnRHCsut7uhLJ6u0ur6skvqaK0qp6aeuvYuHBXEBU1DWwqKOXPa/cCMCItGpdTGJAYwcj0aCYPtEZ0iytrCQ12EhUahNNOPNpbz/cVV5EcHdI84uVLcUUt3+0/xs7DlYzPjCU5OpSUqJDjOrdqGxp5+bM93HL2gOOe85R3qJzpj6/iu4UX+aWz6kTqGtzkFpVTVdfIrsMVHKu2prDmHarg4LEa1u8tITTIgYhQUdvAqPRo0mLCmD0hg2/zS3lxzW5Cghzk9I9lY0Ep5TUNDE+NYsqgRIKdwvaickqq6tl1uIKYsGBCg61k8/SsOMZmxJIRF0ZSVAiZ8eEMSY5sEZe73tjI377dz4MzRzMhK85OVoOorGvAFeQgOjSY8pp6bntlPet2HWVwciQXjkzhuZXWqO0vLxranIjcNDmruc5kxodzeU46z6z4YQc8Iy6MNfeej7FH9gYnRzbXl6ZOnLv/byOhwU6Wf3eQo5V17Hjo4hYjkdn3LWdQUgSf3DWV3/19K39ctYsdD13M5gNlLPlyH1OHJTF/8dfN62pS29DImf/1CY/NyeH84SkYY3hh9W4WrcyjsrbBngETSmZ8OE6HkBYTyozRqYzpF9O0o97mut3oNmwrLGPRijwuHp3Gm18XkJ0QwYSsOAYlRTIwKeKk9b0jth4sY2hKFAv++i3vbjzA7t9d0m32DU+U9OiJDDrIFeRonqJ2eU46JU09cSc5nqVfbBgHvPRitEej27B2ZzG/Xb6FbYXljEyLZvrIFGaNC2PtzmJW5x1hVHo0V0/MbG5o2iLOo9yUwYlMGZzYoe3sqVxBjuN2mE4myOlo7uHx9ifXLy6M8lprlPCF1bv4n3/uZPaE/jx1zTjSu3Bkw+EQbj1nYJetH+iVCQ9Yf8KbCko79B47isq56o9rKa2q58KRKSy6dvxJp4kFWnyEi5z+sUS4nLx26ySuff6LFs+fMySR1TuOcM+M4c3LxmXGculTaxicHMnf7jjLa7sZbo/WJkS2bL+ST9J5cyJB9npEpHkqyolGFoelRjVPLWlyzpAkbmzVsXXFuH6s2H6IW/68noOlNWQmhLNi+yEeWr6V/KNVTB+RwrzzBnF5Tnqbj5+cMsh3++st0fHkCnKwYPrQ5scPvLeFtJhQIkOszzwgMYJfXTKiTdvRVjHhLT9XXISrxX+KpysnZHC4wuok8tVLnOHq+BTwzIS2vUdCZAhThyUz9SSDsiFBTuadN+ik79cv1lrv/tJqhqeeWtJzoLSaj7YUUdfgZnBKJPUNbjYWlDKmXyxOh/DepgMcKK3m+/1lVNc34hBIjAwhMsTqxW/aCf7VJSMY2y+GukY3a3cVs2FPCblF5cxfvIHhqVEsum485w5NJCTISUOjm4KSarISwk+4I9vWnfTH5uTw2Jyc45Z7zsSICg3m1VsmUXispnmfqinpuXpiZnPSc8Pk7OakZ1S6NYI+NiOGn726AbCmWYL12x6S0vI327Stj1xlbcs7G61RnNZTLx+fk8PYjBjAmtLYVOa0/rGc1j8WOL4zBax6kZkQwb7iKowxPPZhLi9+tpuHZo3m4tFpJ01C2pM0OB3CqPQYnr1uAgA/zklv82v9YUSaNZXNsy3tCTTp8bOQ4LbtiKTHhnGgtKa5h649jlXX8+raPSzdUMCe4irmTsnmuesnMCAxorlMZx4/oE5d047VB5sLefrTvON6r1Xvkxkfzu4jle36rX+//xgVtQ0UldWQW1TOK5/vpdw+duKZa8d1u4Snyds/nwJ4/wN84abTaWhsOWI/PDWa68/M5JozMn3GpmmHJDSofb2Wr982yeeoZWedbc7hEM4fnky4PeVq79FK5r2ygXnnDeSGM7M6lKj5S1ecYOZEFl07vsfsMLVXmMtJYqSLfcVVDE9t3/EOX+62jr9d/t1BBiRGUGefxMXldDB5UAKvrt1LfaPh0rFpTB+RwoLpQ8npH0tIkKN5Kp43oQ4n04YlM21YMm63YWthGSNSo1v8JoKcDrI99id88ff3Fux0HHec80UjU0iK+uF3HOLR9mUlRDS/rskYO1lpC7ePGURXjP/hP/mswYk8v3p3m98zMz6cvUerWLxuL39eu4cX507kzDYcw9tT+Yphd6VJj5+52niwZr84a575kYraNv8RVtc1snRDPi99tgcErj8zq0unI6n2Cw12khwVwhMf5TJ1WJImPH3ApAEJVNQ28E1+CROy4r2WqW90s+yb/ZRU1bHrcCVLvrJOBBEVEsTA5EhunzaYS8akEuZyNk9t6o48d5wMLf8MQ4KchLT6x3E6hN/OHMOJpMaE8sKNp3PmQO+x8+WEIySduI8tYo2+bCss48U1u5l33kDuusg/x3P5Q3dLenprwtNkZHoMmwqOcdGo1DaVP1JRy2MfbmfphgJmjE7jjXmTmZAVB1jTo9NjQxmcHEVdg5sGt7tDJ9Nw2KMF3Vnr+urZ4TMs1RrlHJhkJT+r7p5GcnTb94emDkvmXXu050Rl2jPjIys+nC0Hy/h02yEWTB/aqxMesGYy9CSa9PhZkNPBNWdkcumYtBOWS40OJS48mPV7S7jES9mmY4Xe3XSAT7cesk4lW1FLZEgQV0/M5JZzBjRPUVA9y4SsOP7xfWG32hFSnScmPJizByfyxlcFjM+Ma97Jq2908+Ka3fwz9zDbC8upb3QzNCWKxMgQXr9tEoOSIokODe7QyTi60rxzBzVPNemo6SNT2lxWxOptPZHOPknGiLQofv/+dsJDnNwxbXCnrqu9Wk/TU51r0oB4Pt5axC9p2d7X2mcTLCqrZfWOw7y6bi8Osc5aOjItmqXzp5BjT6Vqcu7QpOb7riAHrj5wffmzh1idFzkZMZTXNpASHcpfbjuT17/cx7RhyYA14tPeqegAT8zJ4RE/n0xqWGoUz6zIwxXkYPb43t+p+YsLhnJlD/qceiKDLnTfm5v4fGcxM8f1A/uAWhFhVe5hthWWAzA2I4YLR6SQHhtGZGgQU4cldeueXnVy63YVs/Cdzbwxf3KHrtujeo41O44wf/GG5lOa5h2qoLCsBofArHEZzdfzidCOjA4rq6knyCE+e8C3FZaREBHSYsqMv32wuZB5r25g7pRsFl4+qtPW016HymqIi3DpdWMCaG9xJRc+sYqbz8rmqgkZ7Ciq4K1v9vN53hEq6xpxBTkYmhLJLWcPwCFCWkwYE7Pjev0IWHu57VOUdfcLIZfV1DN24YfMPC2dJ/1w8hrVfnr2tm6qrKael9bsYf3eo7icDkJdTuob3JyWGcuUQYlEhgR1q+uRKKVOXXFFLUu+ymd/aTVDkiNJigrh3KFJmvj2Qg2Nbh7/KJdrzsgM6LXYVPe0blcx9765ib3FVUSHBnH5aelMH5HCaf1jiQkL1gSnlzlQWk18hKtTz56mfNOkRymllFKqizS6DSVVdSREuDTJUaoTnSjpCfgYt4gsEJECEdktItcGev1KKaWUUoHkdFgXzNaER6muE9CRHhEZBbwJTATCgQ3AGGNMyUlepyM9SimllFJKKZ+600jPZcDrxphyY0wRsBKYFuBtUEoppZRSSvUhgU56soE9Ho/zgRbnaxaRhSJiPG8B3D6llFJKKaVULxPopMcN1Ld63OBZwBiz0BgjnreAbqFSSimllFKqVwn0RSEKgP4ej/sBa9ryQj34TymllFJKKXUqAn0ig5HAa8BkIAn4FDjNGFMZsI3oQ+wTQGi2GEAa88DTmAeexjzwNOaBpzHvGhr3wOsrMQ/oSI8xZouIvAZsxZratkATHqWUUkoppVRn6hEXJ1Wnpq9k7t2JxjzwNOaBpzEPPI154GnMu4bGPfD6SswDfnFSpZRSSimllAokTXp6t/u7egP6II154GnMA09jHnga88DTmHcNjXvg9YmY6/Q2pZRSSimlVK+mIz1KKaWUUkqpXk2Tnh5GLE+LyAERyRWR20UkXUQ+FpGdIvKFiAyxy0aLyN9FZL+IfCYi/e3l/UTkc3v5chGJ6dpP1b2JiFNEFtnx3Ski99nLf2/HMFdELrCXBYvIK/byTSIy1l7u9btQ3vmKuf3cZSLyjMdjjbkfeIu5iISKyBK7vdkqIrPsstq2+IGPmIeLyF/tx7kiMtcuq/XcD07StjhF5EsRmW0/1pj7gY96HmXHb5t9e9suq22LH5xgv2WBiOSLSJ6I3Gov6zP1XJOenucyYDwwAJgILAAeAd40xgwCHgKes8v+BvjWGNMPeAl41F7+BPCyvfwb4NcB2/qeaQ6QAQwBxgG3i8hNwCQgG5gJ/ElEHMBtgNMu/+/A8/Z7+PoulHfeYp4lIk8BL7YqqzH3j+NiDtyL9T+RAVwIPCUiEWjb4i/eYn43cNhuz6cBj4tIMFrP/cVr22I/dx8wyKOsxtw/vNXz8cAnxpjh9m2WXVbbFv/wVs/Pw4r9WKzrZT4gIlH0pXpujNFbD7phVdhbPB4vBXYCGfbjMKABCMW6HlKmx/JirIp9GAixlw8GNnX15+rON2A0MNy+nwrsxUosb/QoswarEf8HcK7H8nwgwdt30dWfqzvffMQ8EyvBfAp4xqOsxrzzYv4cMMOjzHpguLYtnRrzSUB/e9lQ4IAdW63nnRfzZGAM8B7wMjDbfl5j3nkxvxF40EtZbVs6L+YvAfd4lBmJta/YZ+q5jvT0MMaYZ40xfwIQkQnAWcA+YIZd5EqsBiIe6I9VeTHGVAN1WJl8uTGm1i6fD6QF7AP0QMaY740x20TkSaAAWIs1wrPHo1hTHFsvL8BqcI77Luwec+WFt5gbY/YZY5YBX7cqno3GvMN8xPznxpj3AUTkEiAR2IW2LX7hI+ZfGGPyReQtYBvwqjGmEa3nfuGjPS8BngHuaFU8G415h/mIeSwwQ0S+E5G1InKOXVzbFj/wEfN4IM2O92ZgojGmhj5UzzXp6YHs+Zf/CSzD6i25EZhlV+LzsHpEKoF6Y6foNjdQA9S3WtYQiO3u6YwxC4AUrN7XGXiPo9vHcm/fhcb9JDxjbu90e6Mx96PWMbfn3j+NNcJ2hTGmDm1b/MpbPTfGXAFkAdeIyCi0nvtVq/b818ASY8zeVsU05n7UKuZ7sKas5WAlm0tEJBxtW/yqVcx/DIwCLrBvD4rIQPpQPdekp4cRkRDgU2AEMM4Y8xHW0PwcY8wo4D+AWmPMMeCQiCTbr3NhVdjDQJx9/AlAP6yRIuWDiPxaRM4HMMYUAx9j9T55HtTXFMeCVstTsKanHPddePRaqVZ8xDzTR3GNuR/4iPk44AvAADnGmKZRNm1b/MBHzJeJyEh7WT6wDqt+az33Ax8xXwgsEJFtwCzgDyJyHRpzv/AR85HAX40xbrtdOYDVxmvb4gc+Yn4IWGaMqTLGFGKN/gylD9VzTXp6np8B+4wxPzHGHLGX3QncYN+/B3jDvr8MuMW+/1PgfWOMG1gBXG0vnw+809kb3cNVAvPEEgNchPUnOVdEHPaZThKNMVuxYv5TABGZAew2xpTj5bsI6CfoebzFfJ2PssvQmPuDt5ifD7xtjLnTGFPpUXYZ2rb4g7eYfwbcDCAi6cAE4Fu0nvuLt5iPM8YMM8YMB94GfmGMeQ2Nub94i/mFwDwAERnBD1Nnl6Ftiz94i/nvgUvt2UJxWJ1am+hL9byzDhbSW+fcgMVAIZDncbsZa4cwH/gbEGmXjQU+wDqAbQWQZC/PxMrw92GdCCG8qz9Xd75hHcC3GGs4fisw317+hB3bLcCZ9rJg4HV7+XpgyIm+C721L+b2c3NpeSIDjXknxRzrBB0FrdqbIdq2dGrME4HlwG7gO2CWXVbreSfFvNXzL/PDiQw05p0Uc2Cg3b7sAjYA55wottq2+CXmDuC/sU5+9T3WDKE+Vc/F/mBKKaWUUkop1Svp9DallFJKKaVUr6ZJj1JKKaWUUqpX06RHKaWUUkop1atp0qOUUkoppZTq1TTpUUoppZRSSvVqmvQopZTqNCKSJyLhIjJXRJaepGysiNxj3+8nIl928rbNFJEzOnMdSimlugdNepRSSnUaY8xgY0xVG4vHYl1gGWPMfmNMZyckMwFNepRSqg/QpEcppVQL9qjMByLyoYgUiMhyEUkSkT0iMtouEykixr6/UET+IiJrRWS/iCwWkXD7OSMikW1c9TtAnIisFJFsETni8f5LRWSNiBSJyMMi8r8iskNE1olIql1ukoh8JiI77eUT7eUXiMhGEckVkdUiMkRE5gJXAP8pIlfYn+99+7V7RORR+7XZInJIRBbZy78SkVtF5BsRyReRq+1yK0XkCRHZbMfgPr99IUoppTpMkx6llFLeTAb+FegP5AGPnKT82cC/YF05PRx7xKadLgdKjDFTvTw3DrgMOB24F1hljBmCdWXxm0UkGngWmG2MGQT8BnjFfu0jwN3GmKHAS8C1xpiXgbeA+40xbwHXABvs144G5orIQPv1ScD7xphsoAy4Ephov+YBj20cAuQAY4F5IuLtcyillOoCQV29AUoppbqlT4wxuQAi8grwxknKLzXGHLLLvwbc7uft+dAYUwqUigjAcnt5ARAPnAUMBVbYzwMkiEgU8C6wSESWAJ8CL3t5/6eBaSJyFzAciMZK3iqAamPMu3a5fGCjMaZBRJrW3eR5Y0wDUCwi7wHnACs7+LmVUkr5gY70KKWU8kY87hv75im8neU7qrLV4/pW63YBXxpjhhtjhgOjgEuMMeVYozHTgK3A3XhP4BZhjWzlAg8DRR7PtT4mqfW6vd3vjBgopZQ6RZr0KKWU8uZc+3gWAeZjjZCUYE13A+skAJ4uE5E4EQkGbrXLt5cbCBaPoZp2WAfkiMgo+/EdwIP2ex0EYo0xrwNPYiVETesLse+fhTVS8y7WiFEGLZOYtrhORJwikoJ1vNCpxEAppVQn0OltSimlvNkGvI6V5HwDzMU6zuchEVmAdSyN54hHHrACSAQ+Bh4/hXUWYk1XWwnc1J4XGmOKROR6YIl9fM8u4AZjjBGR24ClIhKCNWLUNPVuDfCIiOQC9wMviEgN8B7WFLinsT53W9VixS0EeNwY83l7PoNSSqnOI8bo6LtSSqkf2Gc2u8wYM7uN5RcCkcaYX3bmdnVnIrISeNQY815Xb4tSSqnj6UiPUkqpgBGRO4E7vTx12BgzOdDbo5RSqm/QkR6llFJKKaVUr6YnMlBKKaWUUkr1apr0KKWUUkoppXo1TXqUUkoppZRSvZomPUoppZRSSqleTZMepZRSSimlVK+mSY9SSimllFKqV/t/msxI1YmhLlcAAAAASUVORK5CYII=\n", @@ -81,6 +93,30 @@ "needs_background": "light" }, "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" } ], "source": [ @@ -109,7 +145,10 @@ "\n", "# Pupil Labs recording directory\n", "subjects = {'001': [r'/Users/jtm/OneDrive - Nexus365/data/PIPR/sub001_2', '000'],\n", - " '002': [r'/Users/jtm/OneDrive - Nexus365/data/PIPR/sub002_2', '001']}\n", + " '002': [r'/Users/jtm/OneDrive - Nexus365/data/PIPR/sub002_2', '001'],\n", + " '003': [r'/Users/jtm/OneDrive - Nexus365/data/PIPR/Eliott/000', '000']}\n", + "\n", + "df = pd.DataFrame()\n", "\n", "for k in subjects.keys():\n", " # Get a handle on a subject \n", @@ -177,7 +216,11 @@ " ranges, baselines, pupil_cols)\n", " if k=='002':\n", " ranges.loc[(3),'diameter_pc'].iloc[0:25]=0\n", - " \n", + " \n", + " # add to df\n", + " ranges['Subject'] = k\n", + " df = df.append(ranges)\n", + " \n", " # Convert samples index-level to time (s)\n", " new_onset = (ranges.index.get_level_values('onset').unique() - ONSET_IDX) / SAMPLE_RATE\n", " ranges.index = ranges.index.set_levels(levels=new_onset, level='onset')\n", @@ -211,27 +254,16 @@ " # sample_rate=SAMPLE_RATE, \n", " # onset_idx=ONSET_IDX, \n", " # stim_duration=1)\n", - " #plr.plot()" + " #plr.plot()\n", + " \n", + "df.to_csv('processed_PIPR.csv')" ] }, { "cell_type": "code", - "execution_count": 112, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "sns.set_context('paper', font_scale=1.4)\n", "fig, axs = plt.subplots(1,2, sharey=True, figsize=(12,4))\n", @@ -258,429 +290,18 @@ }, { "cell_type": "code", - "execution_count": 99, + "execution_count": null, "metadata": {}, - "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", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
eventonseteye_idconfidencediametermethoddiameter_3dinterpolatedorig_idxcolordiameter_3d_pcdiameter_pc
00-5.00000001.047.436091pye3d 0.0.6 real-time5.52424002869.094845blue0.4336930.508316
10-4.99166701.047.424486pye3d 0.0.6 real-time5.52278502869.102458blue0.4072320.483726
20-4.98333301.047.411586pye3d 0.0.6 real-time5.52120002869.109848blue0.3784200.456394
30-4.97500001.047.397772pye3d 0.0.6 real-time5.51953102869.117894blue0.3480810.427124
40-4.96666701.047.383448pye3d 0.0.6 real-time5.51782702869.126284blue0.3170920.396775
.......................................
46795559.95833301.052.261000pye3d 0.0.6 real-time5.56502703609.518111red2.9558461.694375
46796559.96666701.052.265910pye3d 0.0.6 real-time5.56513103609.526132red2.9577701.703930
46797559.97500001.052.271053pye3d 0.0.6 real-time5.56524803609.534109red2.9599331.713938
46798559.98333301.052.276324pye3d 0.0.6 real-time5.56537603609.542381red2.9622941.724194
46799559.99166701.052.281612pye3d 0.0.6 real-time5.56551303609.550568red2.9648281.734485
\n", - "

46800 rows × 12 columns

\n", - "
" - ], - "text/plain": [ - " event onset eye_id confidence diameter method \\\n", - "0 0 -5.000000 0 1.0 47.436091 pye3d 0.0.6 real-time \n", - "1 0 -4.991667 0 1.0 47.424486 pye3d 0.0.6 real-time \n", - "2 0 -4.983333 0 1.0 47.411586 pye3d 0.0.6 real-time \n", - "3 0 -4.975000 0 1.0 47.397772 pye3d 0.0.6 real-time \n", - "4 0 -4.966667 0 1.0 47.383448 pye3d 0.0.6 real-time \n", - "... ... ... ... ... ... ... \n", - "46795 5 59.958333 0 1.0 52.261000 pye3d 0.0.6 real-time \n", - "46796 5 59.966667 0 1.0 52.265910 pye3d 0.0.6 real-time \n", - "46797 5 59.975000 0 1.0 52.271053 pye3d 0.0.6 real-time \n", - "46798 5 59.983333 0 1.0 52.276324 pye3d 0.0.6 real-time \n", - "46799 5 59.991667 0 1.0 52.281612 pye3d 0.0.6 real-time \n", - "\n", - " diameter_3d interpolated orig_idx color diameter_3d_pc \\\n", - "0 5.524240 0 2869.094845 blue 0.433693 \n", - "1 5.522785 0 2869.102458 blue 0.407232 \n", - "2 5.521200 0 2869.109848 blue 0.378420 \n", - "3 5.519531 0 2869.117894 blue 0.348081 \n", - "4 5.517827 0 2869.126284 blue 0.317092 \n", - "... ... ... ... ... ... \n", - "46795 5.565027 0 3609.518111 red 2.955846 \n", - "46796 5.565131 0 3609.526132 red 2.957770 \n", - "46797 5.565248 0 3609.534109 red 2.959933 \n", - "46798 5.565376 0 3609.542381 red 2.962294 \n", - "46799 5.565513 0 3609.550568 red 2.964828 \n", - "\n", - " diameter_pc \n", - "0 0.508316 \n", - "1 0.483726 \n", - "2 0.456394 \n", - "3 0.427124 \n", - "4 0.396775 \n", - "... ... \n", - "46795 1.694375 \n", - "46796 1.703930 \n", - "46797 1.713938 \n", - "46798 1.724194 \n", - "46799 1.734485 \n", - "\n", - "[46800 rows x 12 columns]" - ] - }, - "execution_count": 99, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ax" ] }, { "cell_type": "code", - "execution_count": 119, + "execution_count": null, "metadata": {}, - "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", - "
PLR_eventtimeraw_pupil_mm_c>.95_interpolated_smoothedconfidencestimulus
00-5.0000006.1729901.00
10-4.9916676.1716401.00
20-4.9833336.1701961.00
30-4.9750006.1686841.00
40-4.9666676.1671251.00
..................
46795559.9583337.0190641.00
46796559.9666677.0192231.00
46797559.9750007.0193861.00
46798559.9833337.0195411.00
46799559.9916677.0196681.00
\n", - "

46800 rows × 5 columns

\n", - "
" - ], - "text/plain": [ - " PLR_event time raw_pupil_mm_c>.95_interpolated_smoothed \\\n", - "0 0 -5.000000 6.172990 \n", - "1 0 -4.991667 6.171640 \n", - "2 0 -4.983333 6.170196 \n", - "3 0 -4.975000 6.168684 \n", - "4 0 -4.966667 6.167125 \n", - "... ... ... ... \n", - "46795 5 59.958333 7.019064 \n", - "46796 5 59.966667 7.019223 \n", - "46797 5 59.975000 7.019386 \n", - "46798 5 59.983333 7.019541 \n", - "46799 5 59.991667 7.019668 \n", - "\n", - " confidence stimulus \n", - "0 1.0 0 \n", - "1 1.0 0 \n", - "2 1.0 0 \n", - "3 1.0 0 \n", - "4 1.0 0 \n", - "... ... ... \n", - "46795 1.0 0 \n", - "46796 1.0 0 \n", - "46797 1.0 0 \n", - "46798 1.0 0 \n", - "46799 1.0 0 \n", - "\n", - "[46800 rows x 5 columns]" - ] - }, - "execution_count": 119, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "examples = ranges.loc[:, ['diameter_3d','confidence']].copy(deep=True)\n", "examples['stimulus'] = 0\n", @@ -693,7 +314,7 @@ }, { "cell_type": "code", - "execution_count": 110, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -702,215 +323,9 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": null, "metadata": {}, - "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", - "
PLR_eventtimeraw_pupil_mmconfidencestimulusraw_pupil_mm_c>.95raw_pupil_mm_c>.95_interpolatedraw_pupil_mm_c>.95_interpolated_smoothed
00-5.0000006.1784361.006.1784366.1784366.172990
10-4.9916676.1856601.006.1856606.1856606.171640
20-4.9833336.1723381.006.1723386.1723386.170196
30-4.9750006.1725091.006.1725096.1725096.168684
40-4.9666676.1645191.006.1645196.1645196.167125
...........................
46795559.9583337.0091491.007.0091497.0091497.019064
46796559.9666677.0175601.007.0175607.0175607.019223
46797559.9750007.0176111.007.0176117.0176117.019386
46798559.9833337.0057431.007.0057437.0057437.019541
46799559.9916677.0317671.007.0317677.0317677.019668
\n", - "

46800 rows × 8 columns

\n", - "
" - ], - "text/plain": [ - " PLR_event time raw_pupil_mm confidence stimulus \\\n", - "0 0 -5.000000 6.178436 1.0 0 \n", - "1 0 -4.991667 6.185660 1.0 0 \n", - "2 0 -4.983333 6.172338 1.0 0 \n", - "3 0 -4.975000 6.172509 1.0 0 \n", - "4 0 -4.966667 6.164519 1.0 0 \n", - "... ... ... ... ... ... \n", - "46795 5 59.958333 7.009149 1.0 0 \n", - "46796 5 59.966667 7.017560 1.0 0 \n", - "46797 5 59.975000 7.017611 1.0 0 \n", - "46798 5 59.983333 7.005743 1.0 0 \n", - "46799 5 59.991667 7.031767 1.0 0 \n", - "\n", - " raw_pupil_mm_c>.95 raw_pupil_mm_c>.95_interpolated \\\n", - "0 6.178436 6.178436 \n", - "1 6.185660 6.185660 \n", - "2 6.172338 6.172338 \n", - "3 6.172509 6.172509 \n", - "4 6.164519 6.164519 \n", - "... ... ... \n", - "46795 7.009149 7.009149 \n", - "46796 7.017560 7.017560 \n", - "46797 7.017611 7.017611 \n", - "46798 7.005743 7.005743 \n", - "46799 7.031767 7.031767 \n", - "\n", - " raw_pupil_mm_c>.95_interpolated_smoothed \n", - "0 6.172990 \n", - "1 6.171640 \n", - "2 6.170196 \n", - "3 6.168684 \n", - "4 6.167125 \n", - "... ... \n", - "46795 7.019064 \n", - "46796 7.019223 \n", - "46797 7.019386 \n", - "46798 7.019541 \n", - "46799 7.019668 \n", - "\n", - "[46800 rows x 8 columns]" - ] - }, - "execution_count": 120, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "new['raw_pupil_mm_c>.95_interpolated_smoothed'] = examples['raw_pupil_mm_c>.95_interpolated_smoothed']\n", "new" @@ -918,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -927,7 +342,7 @@ }, { "cell_type": "code", - "execution_count": 126, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -936,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 144, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -947,292 +362,18 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 155, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "ranges[ranges.color=='red'].mean(level=1).diameter_3d.iloc[500:1200].plot()" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, - "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", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
eye_idconfidencediametermethoddiameter_3dinterpolatedorig_idxcolordiameter_3d_pcdiameter_pc
eventonset
0-5.00000000.98470955.097706pye3d 0.0.6 real-time6.20354603865.537090blue-0.074960-0.075024
-4.99166700.95424955.113263pye3d 0.0.6 real-time6.20515803865.542821blue-0.049003-0.046811
-4.98333300.85383855.131685pye3d 0.0.6 real-time6.20707813865.550708blue-0.018078-0.013400
-4.97500000.93152155.152616pye3d 0.0.6 real-time6.20926513865.559840blue0.0171610.024559
-4.96666700.92326455.175582pye3d 0.0.6 real-time6.21166813865.565276blue0.0558660.066211
....................................
559.95833300.96382556.836947pye3d 0.0.6 real-time5.09907804597.303931blue-1.0002380.240360
59.96666701.00000056.794325pye3d 0.0.6 real-time5.09494704597.312108blue-1.0804440.165190
59.97500000.96663256.744285pye3d 0.0.6 real-time5.09019204597.319886blue-1.1727600.076936
59.98333300.93828256.687532pye3d 0.0.6 real-time5.08488914597.328365blue-1.275719-0.023156
59.99166700.94270456.625070pye3d 0.0.6 real-time5.07914014597.335948blue-1.387352-0.133317
\n", - "

46800 rows × 10 columns

\n", - "
" - ], - "text/plain": [ - " eye_id confidence diameter method \\\n", - "event onset \n", - "0 -5.000000 0 0.984709 55.097706 pye3d 0.0.6 real-time \n", - " -4.991667 0 0.954249 55.113263 pye3d 0.0.6 real-time \n", - " -4.983333 0 0.853838 55.131685 pye3d 0.0.6 real-time \n", - " -4.975000 0 0.931521 55.152616 pye3d 0.0.6 real-time \n", - " -4.966667 0 0.923264 55.175582 pye3d 0.0.6 real-time \n", - "... ... ... ... ... \n", - "5 59.958333 0 0.963825 56.836947 pye3d 0.0.6 real-time \n", - " 59.966667 0 1.000000 56.794325 pye3d 0.0.6 real-time \n", - " 59.975000 0 0.966632 56.744285 pye3d 0.0.6 real-time \n", - " 59.983333 0 0.938282 56.687532 pye3d 0.0.6 real-time \n", - " 59.991667 0 0.942704 56.625070 pye3d 0.0.6 real-time \n", - "\n", - " diameter_3d interpolated orig_idx color \\\n", - "event onset \n", - "0 -5.000000 6.203546 0 3865.537090 blue \n", - " -4.991667 6.205158 0 3865.542821 blue \n", - " -4.983333 6.207078 1 3865.550708 blue \n", - " -4.975000 6.209265 1 3865.559840 blue \n", - " -4.966667 6.211668 1 3865.565276 blue \n", - "... ... ... ... ... \n", - "5 59.958333 5.099078 0 4597.303931 blue \n", - " 59.966667 5.094947 0 4597.312108 blue \n", - " 59.975000 5.090192 0 4597.319886 blue \n", - " 59.983333 5.084889 1 4597.328365 blue \n", - " 59.991667 5.079140 1 4597.335948 blue \n", - "\n", - " diameter_3d_pc diameter_pc \n", - "event onset \n", - "0 -5.000000 -0.074960 -0.075024 \n", - " -4.991667 -0.049003 -0.046811 \n", - " -4.983333 -0.018078 -0.013400 \n", - " -4.975000 0.017161 0.024559 \n", - " -4.966667 0.055866 0.066211 \n", - "... ... ... \n", - "5 59.958333 -1.000238 0.240360 \n", - " 59.966667 -1.080444 0.165190 \n", - " 59.975000 -1.172760 0.076936 \n", - " 59.983333 -1.275719 -0.023156 \n", - " 59.991667 -1.387352 -0.133317 \n", - "\n", - "[46800 rows x 10 columns]" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "ranges" ] diff --git a/notebooks/PLR-3000-STLAB-settings.ipynb b/notebooks/PLR-3000-STLAB-settings.ipynb index b4511b6..903272b 100644 --- a/notebooks/PLR-3000-STLAB-settings.ipynb +++ b/notebooks/PLR-3000-STLAB-settings.ipynb @@ -12,31 +12,17 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -44,45 +30,70 @@ "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import seaborn as sns\n", + "\n", "sns.set_context('paper', font_scale=1.5)\n", + "sns.set_style('whitegrid')\n", + "pal = sns.color_palette(\"tab10\")\n", + "ao_palette = {'S':pal[0],'M':pal[2],'L':pal[3],'Rods':pal[7],'Mel':pal[9]}\n", "\n", "from pyplr.CIE import get_CIES026\n", "\n", - "# Load data\n", + "# Load plr3000 spectral data\n", "plr3000 = pd.read_csv(\n", " '../data/PLR-3000_oo_calibrated_spectra.csv', index_col='uW')\n", "plr3000.columns = plr3000.columns.astype('int')\n", + "# add new row for setting uW=1 assuming linearity\n", + "plr3000.loc[1] = plr3000.loc[10]*.1\n", + "\n", + "#\n", + "fig, axs = plt.subplots(3,1, figsize=(6,12))\n", "\n", "# Plot spectra\n", "specs = (plr3000.reset_index()\n", " .melt(id_vars='uW', \n", - " var_name='Wavelength', \n", + " var_name='Wavelength (nm)', \n", " value_name='w/m2/nm')\n", - " .sort_values(['uW','Wavelength'])\n", + " .sort_values(['uW','Wavelength (nm)'])\n", " .reset_index(drop=True))\n", - "ax = sns.lineplot(\n", + "sns.lineplot(\n", " data=specs, \n", - " x='Wavelength',\n", + " x='Wavelength (nm)',\n", " y='w/m2/nm', \n", " units='uW', \n", " hue='uW', \n", - " estimator=None)\n", - "ax.set_ylabel('W/m$^2$/nm')\n", - "ax.set_title('PLR-3000 spectral measurements')\n", + " estimator=None,\n", + " ax=axs[0])\n", + "axs[0].set_ylabel('W/m$^2$/nm')\n", + "axs[0].set_title('PLR-3000')\n", + "axs[0].set_ylim((-.01,0.12))\n", + "axs[0].get_legend().set_title('uW setting')\n", "\n", "# Plot a-opic irradiances\n", "sss = get_CIES026(asdf=True)\n", "sss = sss.fillna(0)\n", "plr_3k_ao = plr3000.dot(sss)\n", - "data = (plr_3k_ao.reset_index()\n", - " .melt(id_vars=['uW'], \n", - " var_name=['aopic'], \n", - " value_name='irradiance'))\n", - "f2, ax2 = plt.subplots()\n", + "ao = (plr_3k_ao.reset_index()\n", + " .melt(id_vars=['uW'], \n", + " var_name=['aopic'], \n", + " value_name='irradiance'))\n", "sns.barplot(\n", - " data=data, x='uW', y='irradiance', hue='aopic', ax=ax2)\n", - "ax2.set_ylabel('W/m$^2$')\n", - "ax2.set_title('PLR-3000 $a$-opic irradiances');" + " data=ao, x='uW', y='irradiance', hue='aopic', ax=axs[1], palette=ao_palette)\n", + "axs[1].set_ylabel('W/m$^2$')\n", + "axs[1].set_xlabel('uW setting')\n", + "axs[1].set_ylim((0,5))\n", + "axs[1].get_legend().set_title('$a$-opic irradiance')\n", + "\n", + "# load plrs\n", + "data = pd.read_csv('../examples/PFR/data/neuroptics/neuroptics_intensity_averages.csv')\n", + "sns.lineplot(data=data, x='onset', y='pupil_pc',hue='uW', ax=axs[2])\n", + "axs[2].axvspan(0, 1, color='k', alpha=.1)\n", + "axs[2].axhline(0, 0, 1, color='k', ls='--')\n", + "axs[2].set_xlabel('Time (s)')\n", + "axs[2].set_ylabel('Pupil diameter \\n(%-change from baseline)');\n", + "axs[2].get_legend().set_title('uW setting')\n", + "axs[2].set_ylim((-60,10))\n", + "plt.tight_layout()\n", + "fig.savefig('PLR-3000_spec_ao.svg')" ] }, { @@ -92,197 +103,12 @@ "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", - "
380381382383384385386387388389...771772773774775776777778779780
uW
1800.0005110.0005230.0005020.0004990.0004410.0004640.0004780.0004510.0004850.000540...0.0009460.0009970.0009460.0009330.0009610.0009090.0008630.0008730.0008580.000899
1210.0004080.0003640.0003680.0004230.0003790.0003590.0003810.0003540.0003810.000389...0.0006580.0007050.0006810.0006420.0006620.0006240.0006390.0005500.0006090.000622
500.0002170.0002150.0002280.0002240.0002170.0002190.0001970.0002170.0002250.000205...0.0005550.0005680.0005740.0005820.0005730.0005780.0005770.0005130.0005920.000592
100.0000390.0000010.0000330.0000300.0000490.0000510.0000400.0000600.0000480.000030...0.0001810.0001750.0001860.0001920.0001810.0001940.0001940.0001250.0001980.000193
\n", - "

4 rows × 401 columns

\n", - "
" - ], "text/plain": [ - " 380 381 382 383 384 385 386 \\\n", - "uW \n", - "180 0.000511 0.000523 0.000502 0.000499 0.000441 0.000464 0.000478 \n", - "121 0.000408 0.000364 0.000368 0.000423 0.000379 0.000359 0.000381 \n", - "50 0.000217 0.000215 0.000228 0.000224 0.000217 0.000219 0.000197 \n", - "10 0.000039 0.000001 0.000033 0.000030 0.000049 0.000051 0.000040 \n", - "\n", - " 387 388 389 ... 771 772 773 \\\n", - "uW ... \n", - "180 0.000451 0.000485 0.000540 ... 0.000946 0.000997 0.000946 \n", - "121 0.000354 0.000381 0.000389 ... 0.000658 0.000705 0.000681 \n", - "50 0.000217 0.000225 0.000205 ... 0.000555 0.000568 0.000574 \n", - "10 0.000060 0.000048 0.000030 ... 0.000181 0.000175 0.000186 \n", - "\n", - " 774 775 776 777 778 779 780 \n", - "uW \n", - "180 0.000933 0.000961 0.000909 0.000863 0.000873 0.000858 0.000899 \n", - "121 0.000642 0.000662 0.000624 0.000639 0.000550 0.000609 0.000622 \n", - "50 0.000582 0.000573 0.000578 0.000577 0.000513 0.000592 0.000592 \n", - "10 0.000192 0.000181 0.000194 0.000194 0.000125 0.000198 0.000193 \n", - "\n", - "[4 rows x 401 columns]" + "{'S': (0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n", + " 'M': (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n", + " 'L': (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n", + " 'Rods': (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n", + " 'Mel': (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)}" ] }, "execution_count": 2, @@ -291,7 +117,7 @@ } ], "source": [ - "plr3000" + "ao_palette" ] }, { @@ -308,14 +134,12 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1MAAAFECAYAAADC9GSWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeZhkWVng/++5e+yR+1p77zQNzdKNyAyig8sooAjoI8MMKA6KiqgDiKIw44bigKOiiPjowIiOOoKAo+MK/lDoBgS6G7q69srKfYv97vee3x8nKrOyq6s7q7qyspbzeZ56ICNvxD0R2RkZ733f875CSinRNE3TNE3TNE3TLoqx2wvQNE3TNE3TNE27FulgStM0TdM0TdM07RLoYErTNE3TNE3TNO0S6GBK0zRN0zRN0zTtEuhgStM0TdM0TdM07RLoYErTNE3TNE3TNO0SWLu9gMvtC1/4wm4vQdM0TdM0TdO0q9wzn/nMJ/0Y110wBZfnhbkePfzww9x+++27vYzrmn6Nd55+jXeWfn13nn6Nd55+jXeefo13ln59d97lSsDoMj9N0zRN0zRN07RLoIMpTdM0TdM0TdO0S6CDKU3TNE3TNE3TtEuggylN0zRN0zRN07RLcF02oNA0TdM0TdM0bXuklCwuLhIEAUKI3V7OZWEYBiMjIxSLxR09jw6mNE3TNE3TNO0G1mw2EUJw4MCB6yaYSpKE2dlZxsbGdjSg0mV+mqZpmqZpmnYDazabjI6OXjeBFIBt20xPT7OysrKj59HBlKZpmqZpmqbd4Azj+gsLbNsmz/MdPcf196ppmqZpmqZpmqZdATqY0jRN0zRN0zRNuwQ6mNI0TdM07YYWN9YJlhYJFhfoHD9GFga7vSRNuybNzs5y6623cuTIkYu+75EjR7j11luZnZ3dgZXtHN3NT9M0TdO0G5aUkiyKKIxPABCtrRI3mxTGC7u8Mk3TrgU6mNI0TdM07YYVrazgDA3Tevir5FFInmWYrrcRXGmapj0eXeanaZqmadoNS+YZq//8/1E+cJCBpz+DwWc8i3BlebeXpWnXvG63y8/8zM9wzz33cO+99/KGN7yBpaWlje+vr6/zwz/8w9x99938u3/37/jc5z63i6u9dDozpWmapmnaDStYXMAbGyNuNkAIsl4PmedIKa+rmTuadqX97M/+LCsrK/ze7/0eruvy3ve+l9e+9rV85CMfwbIsfvRHf5QkSfjwhz9Mo9Hgp3/6p3d7yZdEB1Oapmmapt2Q8iQhbjap33En3ugoADLP6Zw6SbS8jDc2tssr1LRrU57n/OVf/iX/9E//xFj/9+hd73oX9957L5/+9KfZs2cP999/P5/4xCe4+eabAfgv/+W/8OM//uO7uexLooMpTdM0TdNuSNHaKjLPcUdGNm4ThoHpeSR+Fw8dTGnapfj85z8PwDd/8zdvuT0IAk6cOEEQBDiOsxFIAdx1111XdI2Xiw6mNE3TNE27IZ0t5Xt0OV9p7166x09QOXBol1amade2druNbdt89KMfPe97tVqNz372s0gpt5TT2rZ9hVd5eegGFJqmaZqm3ZD8mRmKe/YQra4Qra6QhSF5kmBYNjLPdnt5mnbN+vqv/3qSJMH3ffbt28e+ffsYHh7ml37plzh16hS33HILSZLw8MMPb9znK1/5yi6u+NLpYErTNE3TtBtO2uuR9rp4w6ME83NkSUIa+PhzswjTJAvD3V6ipl2zDMPg67/+63nzm9/M5z//eY4fP86b3vQmHnroIQ4dOsTBgwd5/vOfz0//9E/zwAMP8PnPf553vetdu73sS6KDKU3TNE3TbjhJpw1CELcaFPbsxRsaJo9jZJaRx7E6pt3e5VVq2rXrl3/5l7nzzjv5oR/6IV72spcRhiF/8Ad/QKVSAeDd7343hw4d4j/9p//ET/zET/CqV71ql1d8afSeKU3TNE3TbjxSghAkrTblfQcAKIyNI0dyml95EKtUIum0savVXV6opl07pqeneeSRRza+/qVf+qULHlsul/nVX/3VLbe98pWv3LG17RSdmdI0TdM07YbTPnqE8oGD590uDAMkFCYm8efmdmFlmqZdS3RmStM0TdO0G0rcWCcPI6xyBZll9GZOY7oeUuY4A4MA2JUK/uyZXV6ppmlXOx1MaZqmaZp2Q8niGGFbhAvzeBMTWIUCVrEEQO/0KQzHIfX9XV6lpmnXAl3mp2mapmnaDSWPYoRtI/McmSQbgRRAce8+EICUqkmFpmna49DBlKZpmqZpN5T2Iw9Tu/U2FTQ9ihACp1Yn7fWQWX7lF6dp2jVFB1Oapmmapt1QEr9L2u3iDo1syUo9mrAtsjC4givTNO1ao4MpTdM0TdNuLEKQdDoIQzxu63OnPkC0snIFF6Zp2rVGB1Oapmmapt1QjCf4+GNYFnmS4I2NESwuXKFVaZp2LdLBlKZpmqZpN4wsDMiSGKvgIQzzMY9xhoaReY6QkOiufpqmPQ4dTGmapmmadsOIWy3SdgezVMYdGQHUAN9gaZE0UIGTEAJ3cJB4ff0xm1RomrZ7HnnkEb77u7+bpz/96XzzN38zn/rUp3Z1PTqY0jRN0zTtxpHnYBkIw0AIQbi6Qh5FyDQlabXozZwGwCqVkEhkFO3ygjVNOyuOY37wB3+Qb/qmb+Jzn/scb3rTm3jjG9/I3Nzcrq1JB1Oapmmapt0wejMzuEMjG18Hc3PUnnInxalptVcqy0haLQCscnkjW6Vp2u677777CMOQV7/61di2zTd8wzdwzz338PGPf3zX1mTt2pk1TdM0TdOusHBpAWdwCLtW27hNCFXL5w6PIEyTuNnEcB0ApNyVZWrarus0U0J/52eteUWDSn17Icnx48c5dOjQxu8swMGDBzl69OhOLe8J6WBK0zRN07QbhpQ5eZZhFYrErRZWqUQa+FiFIgDOwCC92TOU9uwlD8P+feSWD2+adr1LU8l37P8CvXa24+cqVU3+evUeLOuJf8d838fzvC23eZ5HEOzePDgdTGmapmmadsOQEoShPrT1Tp+ietvtBHOzGI6DNzKK4aiMlF2rk3S7OJUq8doq7vDI4z2spl1XLEvwkVPPvGKZqe0EUgDFYpGwf5HjrDAMKRaLO7G0bbmiwdQjjzzC29/+dg4fPsz4+Dhvfetbef7zn3/B4/M85z/+x//ILbfcws/+7M9ewZVqmqZpmnY9ypME0+1f2ZaSeH2N8oGDAIRLSxvHCSEQpoldqxEsLupgSrvhVOoWlfpur2KrQ4cO8YEPfGDLbSdOnODuu+/epRVdwQYUl9J947d/+7f5whe+cKWWqGmapmnadUxKSby6SmFyijTwN/ZFneWNjSFsC2HZJO02zsAAAoga67uzYE3Ttrj33nsxTZP3v//9xHHMP/zDP3Dffffxrd/6rbu2pisWTF1s940vfvGL/OVf/iUvfOELr9QSNU3TNE27jiXNBobnYtg2nWNHqRy6GR61F8odHII8J263cAcGiTsdZL7zpU6apj0xx3H43d/9XT75yU/ynOc8h3e961285z3vYc+ePbu2pitW5ncx3Te63S4/+ZM/ybve9S4+/OEPX6klapqmaZp2HcviGMPqf/TJJdHaKt7YOP7sGQpT0xufUZyhIaLlZbyxMaSUuqWfpl1FbrnllqsqPrhiwdTFdN94+9vfzkte8hLuuuuuS3qxHn744Ute5/UsDEP92uww/RrvPP0a7yz9+u48/RrvvAu9xuHMafwz8/hnZkkW5jHbbYzZWQDy48cxiiXMcplkdYV0fR273SZZWyNZXqYxNnGln8ZVTf93vLOu9OsrpdzVjng7KQiCHX0tr1gwtd3uGx/96EeZn5/nV37lVy75XLfffvsl3/d69vDDD+vXZofp13jn6dd4Z+nXd+fp13jnXeg1nj99kvwZT6dc8Kh84zcRN9ZBSgoTkwAkrRap34OBOuHyMoWxccJ6jbYQ7NU/sy30f8c760q/vidPnqRQKFyx811JhUKBAwcOnHf75erLcMWCqe123/j4xz/O4cOHuffeewE2ArC5uTl+53d+58osVtM0TdO0604aBTj1QaTMSZpNvJFRwuUlwuVlvNFR7FoNmWekQUCeJDgDA7SPHUFPmNI07UKuWDB1bveNV7/61Xz605/mvvvu421ve9uW437v935vy9c/+ZM/SbFY1K3RNU3TNE17ciQbgZGUOUmnjbBshCHw52axK1WcgUHScB6ZZ2RBgExT9I4pTdMu5Ip183u87hsf+9jHdrU/vKZpmqZp17fU7yFME3G2AYWU/WApwR0apjg1DVLiz55BCIFVLJJ0OyAEwrZJA393n4CmaVelKzq090LdN1784hfz4he/+DHv8853vnOnl6VpmqZp2nUu6XRI/R71O55KsDBH7ZbbiNZWtxxj12pgGIQryzj1AeJmE8N1cQfq9E6fonbbHbu0ek3TrlZXLDOlaZqmaZq2W2SakscxdrlMnmWqxM+0sKu1LcfZlYrKYlkWUubYtTpCmCTrjV1auaZpVzMdTGmapmmadt1rHzlCae9+Er+LWSiSxzEyS7FKpfOOFcJApikATr1OnsSkcXSll6xp2jVAB1Oapmmapl33knYDq1AgXlunNL1ny/e6J46r4bx9zuAgSaeNjGIMYegGFJqmXZAOpjRN0zRNuyFkQYBZ8EiaDTAMnIEB/LlZ0m6XzrFjyCwDQAiBXasTd9pIJIZlkcXxLq9e07RzPfDAA9xzzz27vQwdTGmapmmadn2TeQ4IEKoxupQ55DmmVyBaXaV+19OwCh7dUyeRUmJXq6TdDsIy1XHFElmvt7tPQtO0Df/3//5fvvd7v5ckSXZ7KTqY0jRN0zTt+hatrZEFAYXxCWScIEwTgKTXw/Q8AIrTexCGQW/mNFaxRBaE2LU6SEg77V1cvaZp53rPe97DBz7wAV7/+tfv9lKAK9waXdM0TdM07UqTWUoWhdi1GsHiPI7j4A6P0PrqV6g/9a6N40r79tN86EGyMATA8grkSaz2U4kLPbqmXZ9anZQg2vkdgwVXUKtsPyT5nu/5Hn7sx36M++67bwdXtX06mNI0TdM07boWLCzgDAwCICUgcwzbBiTC2CzSEYZBcXKScHkZYZqYhQJxU7dE1248aSp59su+QqeX7/i5KiWDr/7lXVjW9q5YjI2N7fCKLo4OpjRN0zRNu671zpzGGxnDKpU3buuePEFxei8yy+gcP0p5/0EMx8EZGsaffwB3eJhofU0dLICd/0ypaVcNyxJ87s+ecsUyU9sNpK5GOpjSNE3TNO26JvOcLI6QWYbIJXa5QtJqUj5wkGBhnsrNtxLMz+EOj2C6LgDCNJFZjmEa2JUqvZnTSCkR4tr90KdpF6NWsahVdnsVVz/dgELTNE3TtBuCf2YGe3gIYZoIU11PzpOUziOHKUxOES4tbsybcgeHAEnS6eLUByCTxA1d8qdp2lY6mNI0TdM07bolpSTttLGrVTUzyjDonjhO9bbbCZeXQUgqt9yKf2aG4p69+GdmEKYBQiBMkzyJsYpFzHIZf/bMbj8dTdOuMjqY0jRN0zTtupW0mmRxTGFiEoC028UqlTEsizyJIYfOsSO4I6NEy8tYpRJWuUq4vARsNvFzqjWSTmuXnoWmaY9277338sUvfnG3l6GDKU3TNE3Trl9ZGGJYFkII8iBAAobnkvZ6pN0uwjKp3HQL8doqGAZmsYhhmcTr6yAlwvNIu10M20Jm2W4/HU3TrjI6mNI0TdM07brlL8xhVSpYXoHE97FKJQCSdgvT8zAcF2EYuMPDICXx2ppqPpGr9n1WoYBEkkchMt/5zmaapl1bdDClaZqmadp1K5ibw6kPkAYB7tCQulFKosY6Ms/xRkYAML2CGkJlGORJAqD2WeU5SPWtzA9262lomnaV0sGUpmmapmnXLZmmCNMiXF3GqdQgl2TdLla5glkobDnWGxtDZtlG1z7TK2BYFlkYYLguWRLtxlPQNO0qpoMpTdM0TdNuCHGnRdRs4I5NkPZ6eGPj5x1jup6aR2UYmK5H2ukAIIRAoMv8NE3bSgdTmqZpmqZdt5JuD6dS3fjaANJeB7de3xjAe25jCXdkBARIIAsDsiSBLFdt/fTAXk3THkUHU5qmaZqmXZfSXo+016EwMUna6WA6Hpgmaa+HXa0BkHQ6NB96kCwMgX4GyjRxqlXiZhO7WiVut/qBlA6mNE3bSgdTmqZpmqZdl5JOG9PzwBBkcUwWh1jVKnkcbXT16505jTMwQO/M6Y0OfkgQtk2eJhiWhcxzDNNCxukuPhtN065GOpjSNE3TNO26FK6uYBUKxOvreONqf5TIJcIwAYibDQzbobR3H4bj4s/NAuDU6yStpjq+n42yqzUSv33ln4SmaVc1HUxpmqZpmnZd8k+dxh4YJM9SDGFgVyrErSZ2TZX49c7MUtq7D4DS9B7Sboe018NwnI326LnMEYah2qRHKWmvt2vPR9M0eOCBB/ie7/kenvWsZ/F1X/d1/MZv/AZS7l5zGB1MaZqmaZp2XcqyGMN11f+PI5CSPMuwSmWSTgfTtTH73xemiTc6RrA4j12pknV60M9iWcWS2mc1UKc3e2Y3n5Km3dB6vR6ve93r+Pf//t9z33338Qd/8Ad89KMf5cMf/vCurcnatTNrmqZpmqbtKIGQqIm7EnozM7gDg9jlCv7MKcqHbt5ytDs0jD8/h+E4CM8labcoHzhId20NYZrY9TrJ+vruPBVNu8JanYwgynf8PAXXoFYxt3XswsICz3jGM/gP/+E/ALB//35e+MIX8q//+q+88pWv3MllXpAOpjRN0zRNuy5lnR7W1B6SdhurVMKu1UhaLezb7yBcnFfNKR7FG5sgXF7CsCwoFsnCEMNxVDML2yaN9eBe7fqXppJ7XnGYTm/ng6lKyeArH78Dy3ribpk33XQT733veze+juOYf/qnf+I7vuM7dnKJj0sHU5qmaZqmXXfyOCbptilMTtI+egRhqY88Ukr806cpHjj0mPfzRkZoPvQAAFahgOE4pGGAXS4TLixiVctX7Dlo2m6xLMH9f3LbFctMbSeQerQ4jvnxH/9xHMfZtawU6GBKu0YszoQEvZwDtxd3eymapmnaNSBuNDA8F5lmGIaJEEJtUheQxiGVSmXj2DxNVSYKNWcKCVa5jMwyklYLAMN2wDbJo3BXno+mXWm1irnt8rsrbWVlhR/5kR8B4Pd///cpFnfv86FuQKFdE9aXEqqDFg/8i25Lq2mapj2xNAyRWU64soRZrWKVK5BlGKalAqa+pNule+IYWbS1fM8qFsmiEInE9DxV7ud5pD3/Sj8VTdPOceTIEb7zO7+T/fv388EPfpCBgYFdXY8OprSrXnM1plyzGBpzOPCUIsce0m1pNU3TtMfXPvIwhfEJTNfDNE38MzPYg4NY1eqWNsppu4U3Mkq4tLjldsNxkFEMgFkskvo9FYSJiy9H0jTt8mg0Gnzv934v3/Zt38Y73/lOHMfZ7SXpYEq7+s2fjCiUTRZOhbieQRzmJPHO1/BqmqZp166s18Muq/1Naa+HcByyXg93YHDjmLTXI/EDsjDEqQ8QnB3aOzCAzDLijqqGOFv6d3aAr6Zpu+OjH/0oKysrfPjDH+buu+/e+PeGN7xh19ak90xpVz8BjeWYyoDF6kLM/tsKHH3A545n7c4m4DyXfPmwz913lHbl/JqmadoTk/1/WeAjhcQqlsj8AMN2sKtqaG+8voZdLlEYn6A3cxpnaJhodQV3aIhgdg6zWCTzfcxiEQSb+640TdsVr3nNa3jNa16z28vYQmemtKva0kyIVzAQBpRrJlkqaa6mGLt4cfDBIz6NdspqI9m9RWiapmmPK+v62KUSSeBjFdXFr7jTJvV9StN7SAOfpNPGGx3DPzNDcc9ekmaDPI4xC0XSMMAqFkmDAACZS4RhQKaDKU3TNulgSruqNddScgm2YyClwPEEQScj6KW7sp6ZhYhuL0NKOHpad3TSNE27WkWtBt7EpEpPAeSqkx8ChGEQLa/gDo8SzM9hDwwSN9axikXMUplodXXjcQzbxrRdcr+HWa6Q+t1deT6apl2ddDClXdWyDLrNFL+TsboQY5oGlmOQ57C2FF/x9ZyajbBtwciAxXojpdFKmV+OiBO9h0vTNO1qkccxwjRIuz1AkvZ8DMfBqauuX1kYkPa6mIUCVrmMXS4jk1RlpLodZKYu2AlhYBVLSJkhhcB0XZJOZxefmaZpV5uLDqZ0rbB2JbXWYhwXpISBEZvmWoIwJIWSwfLslZ9Cv7yeMDJo89Rbi7iuwen5iDyXHD4RXPG1aJqmaY8t73QAQdpu4QwMkoUBQoiNYCpaX8cZHCRptzZu88bGiNZWMQsFsigGQ+DU68gsQxgmeRwj0wSBJE90mbemacoTNqDwfZ+PfOQjfOpTn+LBBx+k1WphGAYDAwM89alP5QUveAHf+q3fuqvDsrTrV6eR4rgGh57qUR+yMUxYOBUR9HK8wpVNrK40EpIkZ2rM4cipkP3TDitrKWtNWFxJuOvWK7ocTdM07QLSMMQFzGJBzYdyHJJOm8r4OGmnTbS2SmFyCrtW23I/u1xBAkmriV2rkfZ6mK5LFkeYrkcaBNgDdXqzM1QOHNqV56Zp2tXlgsFUmqb8zu/8Dn/wB3/A3r17+Tf/5t/w4he/mHq9TpZlNBoNHnnkEf73//7f/Oqv/iqvetWr+M//+T9fFf3etevD4ukQ0wLHNagOWEgpqQ3arC8mtNYkrfDK7ps6PhOyb9JlaTVh76RLq5Nimwaua/DAI3r2laZp2tUimTlBYe8+9f+7XdyhIaK1NexyBYQBQiKjCGtoGIC41cSp1bFrNfx+e3S7ViNcXCTpdrDKZYyCRxr4OAPDRCsrOpjSNA14nGDq5S9/Oc997nP52Mc+xsTExOM+yMmTJ/mjP/ojXv7yl/MXf/EXl32R2o2puZZi2QblmsXybIzMJYPjDmN7XRZnIvxWdkXXs7QcMzXhMjJo47kGjRbsm3IBSHanH4amaZr2GGSYYJdKxI3GluxT99RJSnv20vjyv1K9WZUT9GZmiFaWqN/1dNVswvOwSmVkkpAnMVkUYZXLCCFUd7+ev9HhT9M07YLB1Pve9z7Gxsa29SAHDhzgp37qp1hcXLxsC9O00M9prSVMfKOL384YHHNZOB0yOu1iGJClOWmSY9lXptxvtZVxz9MdskzylaM++yYdTs1FOLYgyyWd3pUN7jRN07THJmUOAmSeYZgmaVtll9LAx/Q8JGC6LtHqCnkUUrn5VjrHj1K77Q6cwSH8uTmsktq+YFoWMkkxbBuBgYxC0FsbNE3ru+Cn0O0GUucaHx9/UovRtHP1mgmFskVrNcUtGPQ6GeN7XVbnY+qjFk5BcPrIlWlPvrSWUC4aSAnr7YxbDxToBpL9Uy6Tow5DNYtjulW6pmnaVSHrdPDqg8gkI2o0EYaBOzgEQLSyjFMfJE8SwpUVCtPT2NUqhmkSra8hhECYJjLLQAjMSoWk3VLBWK8LloXUDSg0bVf94z/+Iy960Yu4++67eeELX8gf//Ef79panrABBcCpU6d497vfzdGjR4nj89tR//3f//1lX5imNVZTRqdthAHtRortCISwsB1BdcDiVCDx21emvu7kbEi9ahJGOQemXVqdjCyTSCkRQjA15jC3FHFIX0/QNE3bdVmvC7a9kZ0Slok7MEDa6xKtr+MODeEvzOPU61gFlWUq33QLzS9/EXdwCGdwkHh1FQQYhqne600TCVilMmm7tbtPUNNuYPPz87zhDW/gt3/7t3ne857H4cOHecUrXsEdd9zBXXfddcXXs61g6k1vehNxHPOyl70Mz/N2ek2aRms9UW34pcCyBb12RpYaREHCxH6X5dmcHOheoX1T80sJ+6YcCp7BynpKu5syNeYwMx/jOALPNVhtpDqY0jRN22WqlbkgXFnCHRomabdJej3MQhHDssiThDwMSQOf8h13btxPCIFdGyBaW0UYhvobJIT6piHU0F/Y/J6mabticnKSz3zmM5TLZfI8p9FoYJom5XJ5V9azrWDqyJEj/Omf/im33HLLTq9H0wDV/ty0oDpo02tn1IYsBkZsZo+HrM7HmJZBsWzhd65MZqrZTrj3aUW6fo5lqoYTa810owHFSiMlz/UfV03TtN0Wra8jJdiVKnGriV2vEzcadI4fo3LzLazd/1lMx6Ewfn5zrfKBAzS+/EUK45Mg1NBeYZoYlk3SbkK/GkHTbgQtPyWId/6idcExqRW3FZJsKJfLdLtd7rnnHrIs43Wvex0HDx7coRU+vm2t/K677mJ2dvZJB1OPPPIIb3/72zl8+DDj4+O89a1v5fnPf/55x33xi1/kne98J0ePHqVSqfCKV7yC17/+9foN7AYS+hlxJKkMWPjdjD03FQCYPOBx5Is9hiZsHM8g8rMdb0KRZTkSwVozp1I0KHgm+yYtHjrqMzpkY1uCesUkjCRhnO/YOjRNuzrJuAPhumq5bRUgi1RGQ0pw6wi7tNtLvKFkUaj2PRkmEokw1N8HmWeYtk2epmRRvLGH6tGEYeAMDeEvzgMCmWcgACHIej5mWf88tetfmkme+9b76IQ7H0xVPJMvv/u5WObFfc4vFAp86Utf4vDhw3z/938/+/fv56UvfekOrfLCthVM/cIv/AKvec1ruP/++5menj4vqHnlK1/5hI8RxzE/+IM/yKte9So+9KEP8U//9E+88Y1v5BOf+ARTU1Mbx/m+z+te9zre/OY3853f+Z3Mzc3x3d/93Rw8eJBv+ZZvucinp12r2usppapFez1hZMplZT4mzyRje1wGRi0iP8OywC0JTj8ScOjOnfvj9sjJkHJJUK8YrLcyDuxRpa5DdZvltQTTFLQ6GSPDFqfnJXc/bceWomnaVUDmKfQWwDAhz8B0wbShOAFZhCgMbx4bNpBRo/+VAGEgsmh3Fn6D6Bw7hjU6Stpp4dTqJO02Vr/8J09TFVwZF/7QVj50M90TxxHCwBkYwJ+dwXQL5FFE0mtjlUuQ6Qtn2vXNMgX/8kv3XrHM1MUGUgCmaWKaJnfddRcve9nL+Ju/+ZurN5j6n//zfzI3N8fHP/5xXNfd8j0hxLaCqfvuu48wDHn1q1+NEIJv+IZv4J577uHjH/84P/ADP7BxXLFY5B/+4R8ol8tIKWk2m2RZRr1ev7hnpl3TmqsJI5MOfiejOmTRXEmoDVksz0WM7XF5+PNdSjWLViOl19nZX/T5lYTRAZs4hVJxMwM2PmwzuxhjmtDqpIwNOTzyiC7107TrjQxWIE9B9j9ACxOKY4BAmDayfQpKE9A9A8JACgOVyjj7fiCgNIEQ6v1DZCeQ3Vl1e3EcYZhX/Dldz5LWOla1hpSStNsliyJK+/YTr6/1O/kNnHefLIow+59vrGJRZbdMEyElZrFE0mhg1wfUz1BC4nev9NPStCuuVrQuuvzuSvjMZz7De97zHv7kT/5k47YkSahWq7uynm29Qn/+53/Of//v/51v/dZvveQTHT9+nEOHDm3Jah08eJCjR4+ed+zZDWTPfe5zWV9f50UvehH33nvvJZ9bu7ZIKQl7OUhBqWbRWEoY26P+yKWJxO9kGKagNmxx5mhAt7Wz+6YWliLufVqZdifb2CMFYJpi4+vl9YQ4ljQ6OpjStOuBlBJ684CEwgjCdLfeHjUAgcxCKE0hTBsqey/8WP7CRmhl5JHKYgkDumeQ7gDCqVyR53VD6H/OkGFMmsQ49QFMx8F0C4Rrq2owb6GwcXi4tETcbFC55dYtn1GcwcHNZhSAMASG42CWS6RdHUxp2m65/fbbmZmZ4YMf/CCvfOUr+eIXv8hHPvIR3vve9+7KerYVTFWrVW677bYndSLf98/rBOh5HsHjTBH/5Cc/yfz8PK973et473vfy4/8yI9s61wPP/zwk1rr9SoMw2vitVk+k7G4FFKZdGicgFrLZLkhMAwwTMH6Qk7QzVlcEay3UhYWJAP7lnZsPTOzCRXXBCQFw2R5gY2W6GedOq2uWPtBdk28xteya+W/42uVfn3BSJqILCRzRzGSFkIeQ41lVL/nmTOsslMbjl3U44eyztEHPr3xtciPknpjj3pM7VI1jhyD8XFOHzuKUS7D2hrW2hruwUOEx4+T+wGF227H8AOyVous3VLv6QsLOGOqJWtw4iRWs0XWVCWaWbuNsd4gbTQwwohgYZH0gQcwbHs3n+qu0u8VO+tKv75Sysf9TH41cV2X3/zN3+SXf/mX+R//438wPj7O29/+dp761Kc+5nMIgmBHX8ttBVNvectb+IVf+AXe/OY3Mz09jWlufcMvnHOF50KKxSJhuHWoaRiGFB9nirjruhw4cIBXv/rV/NEf/dG2g6nbb799W8fdaB5++OFr4rWR3Tbj410OHaqSpZKbn15maSYkzyTTNxXwp3Pa6wmLMzGFgxndVsq+vQMUS5c/Fd3qpExONrj9tjJRLLn91iKdXsaZhZjbDnkbAZVwA0wDPv/QkWviNb6WXSv/HV+rbtTXV/rLYNggUxDjqomETME7hLAu70iQhx9+mFtuf4Y6bxYhg1VEnqjz5wmiuv+ynu9GEjcbzAwO0DAE++56KsK0yKIId2iIgac8hZVWA8PzGLr7bvI4pnvqJIXbb8eqVmkf/irFPXuwy2UaaUxhfBJ/bhbDtsjTlKTVgsEBJODnKcPFItWbbtrtp7xrbtT3iivlSr++J0+e3Nbn+avFs571LP70T/90W8cWCgUOHDhw3u1f+MIXLstattUC7Rd/8Re5//77+Y7v+A6e/exn84xnPGPLv+04dOgQJ0+e3HLbiRMnuOlRb0THjx/nm77pm4iizQ26u1kHqV157bWUUsWg28wo1Sx67ZQoyBGGYOFURKliYpoCKXNKVQPTFpw5Ej7xA1+CR04EDNcNsgxqFYM4yWl3M2494LG0tlleODJo0+6qjk9hdGVmX2madnnIuK0CGdNBGq4q4fOGEOXpbQVSUkpk5wwyvfj3IWG6CKsATg2EibSr/f1U2qXIwv5ep1ySZ9lG4wmApN1GWBaG4wDgL8xjV6vYtRpCCAqTUwQL8wB4wyPkSUza6ZAnqRrYm/Xf26XEHRgiWl684s9P07Srz7Yu5b/73e9+0ie69957MU2T97///bz61a/m05/+NPfddx9ve9vbthy3b98+AH7t136NH//xH+fkyZP8/u//Pm984xuf9Bq0a0NrPcErmSCgUDJZW0wYmnAoVUxmj4c0VxOEISiWLQxDkCUxob8znZWW1hLGhh3Wmwn7p0qsrKeMDdmcno/w3M3BjYM1k4eO5tTLkiMnQ+66TbfO1bRrRtRUDSYsD5HFUD3whKM4ZNiAPIHCMLRPQWUfROvIaP2cg+Rmi3S7hHDrj/lYwhtEhutqb5a/gDQL0JmB8vRG0wpte3qnTmFVyhiYCCFIWi2cag2AcHkJd3iE1O8Rt5rkUUR53/6N+zq1OuHCAkm3S2FiksaDX8aqVkjbHeyaegyrVCLt9iDLyCLdlVHTtG0GU/fcc8+TPpHjOPzu7/4u73jHO3jf+97H2NgY73nPe9izZw8f+9jHePvb384Xv/hFLMvi/e9/P//tv/03vuZrvobBwUFe97rX8e3f/u1Peg3ataG9ljFx0KJYMfE7KQKoDaq69OEJh+XZiOqgjcwl9TGbU49At5nsyFqW11Nu2ufRFRnFgkmzkzK3FFOrmEgJM/Mxti0wDEG9auK6BvMrsQ6mNO0qJ5MexG1IA9VcoLxHNZF4ovtFTXU/dwDskmpGcTb4Koxc+H5xB9mdAyEww0VktwKFsY1zCm9QHViehvZJqOzvN6cYRDjlCz6utpW/NI87NIJcXkGYNtH6KuUDB4nW10jDAHdgkCwIiJaXKUyqsSxSSuL1NdyhYZWdmp/DvuVWkGrmlFkpkwU9ZJJgegWSXo8sjjFL+n1e07RtBlPr6+u8733v48EHHyRN042r8Wf92Z/92bZOdsstt/DhD3/4vNtf/OIX8+IXv3jj63379vF7v/d723pM7foT+hmuaxD0MmxPMDzubHyvXLNYXYgxLOg0UwbHHMo1k/b65e/oJ6VESkmSgeuYBFFOs5MxVLNotjNMU7C/381vcTVBCMH4sMHCSnzZ16Jp2mUWrCKq+5B5igiWHzOQkmkI4ar6Qhgqw+TUEOd27StPb+t0wqlAv2Nf5rWgNAXBCjINoDS+0S0QgNI0dGfVAOCkrYI9HVBtmwBkFBKvreLWB8h8n8LYBL3TJ0h7PdzBIaK1Vex+CaB/ZgbDdcmTBLtapXvi+MbnHGFa2K5LFEZkUUweRwjAcBzyWGemNE3bZjD1kz/5kzz00EO8+MUv3mhbrmk7pbmSUKr3SzRCuZGVOmto3GFtIWZg1GZ1PsJxDNL48pf5nZpTpXyuJTBMQbOdYlsGtm1waK/D8ZmQ03MRjiMIwhzPMchzSFPdHl3TrmayO6tmQfXmIU+3Bkf0s1ZRA0wXsc1g6WIJIaA4qs7XPoms7N9saGPaUNmDTHyImxCuIu2iLvnbhtwPMCdLan+TIcjzjDQMKB+6ieZXH8L0inijo0RrKkgOFuYpjE9gOA7B/ByFySm8sXGCxQUQ4AwMkKyvqyCq4JJ0OkjALBZJWs1dfa6apl0dthVM3XfffXzwgx/kaU972k6vR7vBhYGaIdVez9h3a4FWv8lDt5UiBJSqFpW6xeyxgKEJh8XTEdVBk6/ed/nL/E7PRYyNOLS6GTfv9+j2MqI4Z7Cmfm3qVYuCK+gFOa1OxoFplyyTdH0dTGna1UhmMQTLSGEiDBPRD2Zgc9yBjFqQBjsWRD2myn7ozCBNG2S+cW5hF5FIZNRGdM5Add+VW9M1KPV7JN0uxakpss/dj7l/n0pTAeHKCk69jsxzZJ6DaRK3mlil8kZDCqtUJul08MbHaX7lQRCiP2NKYtdq5KurZHGMQCJs52ynfE3TbnDbusw1NDSE67pPfKCmPUkzRwKqgyZCQJZJLEcgpWT5TMTaUoLfVd2UDFOoPd2uwLJN4iQnSS7vX7b5pZiJIYswyhmoWjTaGYO1zbEAQ3ULP1Tfi1OJYQjiVK03y/RfWU27mkiZQ3dWdejL4q2BVBZB6xiyNw8yQ5TGr+jahBCI6j5EaRK8IbWOs9+zSwjLQwqh9mtpF5R0OhiOTZ4kyExiOi5nJyVHqyu4Q8MgJeHiAu7gEFmvh12tqnLuVgu7ViPttDcyhG59kHh9DZnlqkOgYWAWC8TN1i4+S03TrjbbCqbe8IY38HM/93M8+OCDtNttgiDY8k/TLpf2WophGRQrBu21lMFRm/kTIYYFliVYmomQUlIfsWn29yZVBiyKJYPZo5e3PXoQ5+QI6lWL1UYCSAZqquQwiFSwNDxgY1mCgmfghzm2BfW6yfEzupZe064q3TmkVUJ2zkBpcuv3eouI+s2I0uRmI4iLJLuzyPzJ790UVgHsimq1nqn3OOENIKRE5pk6T+I/6fNcj8KFRQzHJWk0MMolyHPsitqnJrOUtNPGGRoibreQeUZhcgopJf7MaZJuB5nnWNUacb98rzg9TRbHJO3mxjnsSpUs9CGXbERqmqbd0LZV5vfOd76TTqfDK17xisf8vp6ArV0u7UaCVzQJupLKAFQHbeaOhwxPOOQ5OB4snYkYnnRZmY1IY0mWSopVi3bj8jahiFOwDMhySFIJCAquwdxSxOETIf/22VVsS13BNA1BmkpKBYGRGcwvJ9yyf2eG36nMlwouNU17YjLPkKmPKFYQ7tjGbQRLajivN3zxjxm3Ic/Arfe77+1VDSVkxkZt2bnt1YWJKI5t67HPNquQvXmkWUB4A1DZg2ifAm9IlSpae/UeqkfpzZzEHZ8Ay8SwLJJmk+LkJKnvEzcbOIPDuENDJK0mhqGqDPyZ0xiFImmnTbAwT3FqmmB+DvoNiIRpgmkioxhQZX9GoUgW+sjs8jc+0jTt2rOtYOrXf/3Xd3odmgZAYznFLQjKdQMkLJ4OsV3B+D5VZjp7PKS5lDC2x8VyDIpVwdKZiELFpNu4fPumTs0FFB1BkkpGh2w6vYxKyaTZTlhvpjz3GRUOH/d56q2qNe5gzWSl31Fw/5TLsZkQuLyDppdWY2aXEvwwJ0kk/+ZZlY1gTtO0x9GdBau4dc5TdwbOafqwXRut0Z0qWB705jZbo5cmLny/LH5Ua/QquAMIu3jB+4jSJDJYRYYNFVDVDiLjttrz1TkN1QMXtfbrnZQSw1BXwGSakicx0foatdvuYHV1FZmmWIWi6tSKJFhcQFg2VrGIXSkTLCyQBj6G62KXykQrK4DaSxU3GpiuSx4GGLaD6RbwF5Z2+Rlr2o3N931e+tKX8vKXv5zv+77v27V1XDCYetvb3sbXfu3X8jVf8zWXZc6Upm1Hr5tiOzYDwzbNtZT1pYS9txQ2PvAMjjmEfsbKXL/Er24T9nKQkk47u2zrOHkmZnrCYb2ZcefNRRZWEvZOWJycjXn67UW1x0EI/DCn52fUyiZHT4WUCpIkhSi+POUfrU7K5x70GapbJJlkesxmqG6xvJbwxYd97nmqnnOiaY9H9haRCIQ7sHlbdw5K0088mDcNIFxTXzxBa3TZW4Ti2AUfU5gOlNVco8xrIcpTyLCBDFbUsN4LBFWiMKyeQxoiLA/hqIs0MmpBZ+a8ToQ3sjQMKRYKxO0WedDD3LsHw/XIkxSrqF5fKSVISdrtYtg2dq220SLd8jySZhNvfIIsjgmXFkGoWVMIMPuPbZfLYAry0CdLEkz7ieeTaZp2+f38z/88p0+f3u1lXHjP1FOf+lT+6q/+im/+5m/mZS97Ge95z3u4//77SVOd1tZ2Tms1ZXDMor2eMjDi0G2l1Ic3/1CVKiauZ9JppiD7VyJNgeWYJNHla/owvxxRKZtUKyadXkaaSYYHbIz+b8zMfMTN+z0eOREQxjmzizHlkomUgjyX+P7lWctXj4c89RaPPRMOz76zyFDdYr2lBghnmWRRz7TStAuSvYV+5z4D4ZSRaaj2TDnVxx3QK+M2sjsLSU81rChPq/1U5amNeU8yWFVBjsyRrROq3K83j+zOqfK8c/9155D9oOzsh3no74Wq7lPlgfmFLwaJ0jj4m1kQ4VRVUwrDVc9HAyBZW8ebmlZt0SUYtrpeHCwu4NTrmIWCyjYJA8OyEKaJU6tv3N8dHSNut8nCQHV27P+cTNvBLpaIO20AhGWBMLDrA/hnZq7489Q0Df7qr/6KU6dO8YxnPGO3l3LhzNR3fdd38V3f9V3kec5DDz3Epz/9aX7913+do0eP8vSnP53nPve5PO95z+PQoUNXcr3aDUHQWk+ZPOjhFczzvjswanP0yz3G97m01lJknjM27fCFf7h8m7KjBDzHAARhLPFcgzMLEeMjDqfnY4bqqsvf3XeozNADR3wsS+A6gjSHyzVqKopzslyQS8n8coJhCEDSbGfcst/ly4eDjSYYmqYpUkronEJ6I2ogb+0gMkvAX1LBy2PdJ1yHLIQsAaf8mK3RpZTgL6i9Ut4QmI6aVVU9oG4vTVxwH5NMg40yPytaRHYq4A0h7KIaHtyZQRoWZDGiuv/8ByhNItsnoTSJMF1EYQT8ZSQC/OUt3QlvVLlMyQIfmaYYxeJGf4g8TZBBSmnPHoKFBdwhNbS3fuddW+5vWBZOtUrSaLBx5Qywa3XiTous3cUsFxG2RR5GuCPDREtLVA7qz0Ha9amTxoSXobHOE/EMi4rlbPv4+fl53vWud/HBD36Qt771rTu4su15wj1ThmFw1113cdddd/H617+eXq/H/fffzz//8z/zwz/8w/i+z6c+9akrsVbtBpCnkiiUDIyarC0mDE6oq8enHvYxLcGemwtU6hYyl5SqJp1GQhSCWxBE4eXLTEVRTpxIRgYtOr2McsGg0c4YHhBMjzlYlmBuKaZW2bxP0RMshJJSzcA0oN1NqZa3tS3xgtrdjIIniGNJDpgGjAzaNDsZS6sJN+9z+eLDPs/W5X6atqk7i3TqiGh9c1+Rv3DhQCruAlLtUerPm4J+gJX6qFqv/gWLwhjCMPvf60FpSjWgKE9Db2Gzv9u55X5SglVA9Mv8Uq+FqOzZLPPzhjbK9WSWIB+jfE+YNlQPIP1lpMwRpXEVQPlLyNSHuLuRNbsRpb0eMk5IOh3c4RHEwjzCUD+DzPeRSJyhYfz5edVUol+q/Wju0DDtI4/gDA0BYBUKpH4P0ysgbIus26O4Zw+95hlMzyWNdedW7fqUypxvfeAjdLPLP8fz0cqmzT/c/XKsbTTVybKMN73pTfzoj/4o09NXcB7g49jWJ71z/7iUSiVe8IIX8IIXvACAxcXFnVuddkPpNBNyKfFKAsMQNFYSbnlaiZW5CIkkDiVrSzFDYw6VQRu/nSGlYHTKZv5kSJaqPVelJxnApKna9xQnOSMDFodPhuydcOgGOUJsdtEbrFvMzEfYtsAPMiaHPXqBZGLKpFw0OHY65BlPeXIfbrp+ThyroM4wNv/wD1QtWp0MYUCcSNaaKUP1J/e8Ne16IPMMGbcQdnkzQIk7YD/O72K0vnGsEGIziHIHzmuVLoMVZBqCNwiGpQK3wgiiNw9WAQoj0FvoHyzBLiHcuspM9eYBgRktqQYU3hDCG1BlgKatMk6mjfSGVfmeW1ed/c4hiqPIqIUMVhGFYdUhsH0KGbeAfGNP1Y0m6bQRro1h28Tr68hc4lSqCGGQBgHuYP/nKCALAkzXe8zHMRwHu1olaTZBSop79rH2ufuwiiUM1yFNE/IkwioWSVpN7PrAYz6Opl3rLGHwl3d9xxXLTG0nkAL47d/+bcbGxnjJS16yw6vavgt++oqiiHe96118/OMfp9frce+99/KWt7yFW265ZeOY1dVVXvCCF+jW6NplcfQBn9qghW0bmLYgWM4oVkyOPeDztOepwYoPfbZDbcimPmyxthAhDAPbNUgSSX3EZOaRgNufWXnikz2Oh08ETIyYRIn6LBTFan6UIcBz1S97188oF032Tqoug81WRi/I6PQrDfeO25yajZ5UMLW8FmNZgrH+nrE0lSytJZimIEkke8YdDp8MuWW/w1ePB/ybJ/m8Ne260JsHu6q636G66BE1zsv0yKipAqYsgtKUyhCZBVXqJwSiPI1Memrv1NnMlJRQGAbThaihbkciki6iul+dy1/cUu4n464q74ONbJU03H4DinWkv6QCsHAdiYQ0gOrBfuZqHdlbPG+IsHBryHANGTVVh8LKXkT7JOQeMly/5FlZ1zJ/bha3PohMEjANpN8j7fWoPeUAUUPtVwuXFvGGRghXlilMTF7wsexKhTzL1IDfpUXsapV4fR3T88jDgKTTA8NA2A5ZeHnnG2ra1aRiOVTYfvndlfCJT3yC5eVlnvWsZwGqo9+Xv/xlzpw5wzve8Y5dWdMFg6lf+7Vf45Of/CRve9vbAPjQhz7EK17xCt7znvdsZKWAjQ2amvZkBZ0UpCDPJMWygeMZnDkacOBO1YVJCMHBO0ucOuyz/7Yip77qUxs2yHOJIaBcs2mtPvl09Om5kGrZol4x6fg5paLJ7GJCvWIyULVYXE1YWIm541AB11EfmAbqFsvrCbYFniOwbJNm98mVfzxyMmLfhM3p+RjXUR/CpsbUm1qc5Kw2UqbGHBZXYpJE/x5qmozbyKSDqKk9LDKL1EDeR5X3ySyC1Ef0h/fKqAWGDTJT+6CkVEGUVVKBTrDK2cCJYAXsx95TJUznvIHAwinDo8rvpLGgHl8YYNrqMUsTCNNRf1PbJ5DVgwhvUAVjvfmNtW48rjekGmAYPYRdQlb2QWdGlRm6Axfd8v1a55+ZoTC9h7jdxq7VyYIA4brEzSbuwBAYBuHKMqU9+8iTGHdYzRbLk4RgaZF4fY2Bu54OgDMwSG/2DO7wiGpYYQikAMMrgNkhDXpYXhGzWFQZLE3Trpi//uu/3vL1q171Kr7u675uV1ujXzCn9td//df84i/+Ii960Yt40YtexB//8R/z7d/+7fzIj/wIn/zkJzeOu9HesLWds7qY4JYEWQppCkMTDr1ORvWc8rVSxSTycwwDsgxqwzbdVkqxbCCAXuvJt0dfXk8ZHbKxTEEvyCh6BrkE0xSsrMc0WinTYw5nFh4VLEnU0F5Tld7l2ZMLcJI0xw8leydsxofVv7Mc28A0BY4tcG0DP8zww8vXGl7TrjUyDZBRC2FXEKar9kEFK+cHUjKH7txmICUlRE2VoUp9SHqQJyr7lPYgbqsufqUJ9b/l6a3zqkBlsNqnkd1ZlTHqzatOgme7+T2qU580CxsdAvGGwTBVR7/ePLSOIyv7Vflgb1EFY3Z5oxvguURpXGW0shhhWIjaQUCouVo3GCGECnfTjGhpEbNaw/Q8km6HPI7wRkZAQhYGGK6LMAyyMKQ3cwqBykaFqyubDyj7n28MgUBgV2tk7RaGbWO4HkmvvdEyXdO0G9sFM1PdbpfR0c3uQIZh8I53vIM8z/nRH/1R3ve+93HzzTdfkUVqN4ZOM6E6YCMENJYTbr6rxJljAQBZJjEM9cdt6qDLmaMBjiuo1E3aawndTo7tmpenCYWUNNoZtx90WFxNmB536PYyDCGYXYy569YipilYXktY7Q8KtgxVDigEuLbRD8Se3Foa7YyD0+7GBYu1ZkoY5ZimwA9y9k85zC8n7J10WFyLeeCRgOc87cbdgK7d4IIVhMygsl8FUkn3vOyRKreTqpFDuKYCqCxGOlWEMFXQksUIf0F1zSuMPOapZNyGqNWfPZWDYW8EbTINEd7Q5rFSgr+IzFN1vOjvmZK3qQDAdJBOHcJVMB2kO4jonELUDiGzaKMZxbmzps4lKnuQ7ZPIyj6EMPpzqWZVQJX6UN6DsAqX9aW+FDKKkF/+MuL22xGVy1+SHHc6GMUSpuOQmwaGq0qwyXKSTgdncIhgYX7j+DyOCRYXsIolChOq8UjzS/+KN/zYP3PDskiyDITArpSJV5exKzXIL1/jI03TLt6HPvSh3V7ChTNTT3va0/id3/md8+ZKveMd7+D5z38+r3/96/l//+//7fgCtRtHZzVlYNhU+6U6GRIoli2klCycilg4pTJB9WGHXjtjcNxhfSnZ+Fs2PGHTWH3yGyU7fg4SahWTjp9hGJIkldQqBq4jME0V3OybcllZT9Tg3kB1//OcnPVWimGKJ/U3ttlOieKcetXk9HzM4mrSD9bOXgaVzC3FjA5ZrDRSykWT3mWabaVp1xqZp8hgFUpT6nckWj9vn5EMVlVDh/K0CjLyVM2Oqu5HxB2I1iFYQgTLUD2wEbTINNw6O6o7BzJHVPaoTFVlz5ZznRfsCKGyWmePL02SOSPnzKRS2SdR3a/WQ450asjODCRdKE4g26fVOaKGuk8abH0BKvtVE4osQjgVhFlE7fMy1fO+CuQPPYQUkB8/Tn7kkcu+RSBuNhC2jVUqYXneltvtep14dRVncJAs8DG9AtH6GoZpbuydEkLgTU7SnVEDQO1ajfjcEj4pz44HwywUyZKEPNn5Lmeapl39LhhMvfWtb+Wzn/0sz33uc/nc5z63eQfD4N3vfjcvfOEL+bmf+7krskjtxpBL8HuSSt1ASpg7FrLnZo+FUxFD4xa1YYvlORVQCQNKVZNuUwVPhaKBYQoi/8kFU3kuVXmHIWh1M+pVi7nllOlxhzOLCXsm3I1jy0WT2w8V2Tvh0upl7Jty6YaCZiejXjFJ0pyuf2mldw8cCTi0x2WtmW186KiVTSZHVbnf/imXXj+Isy1V7tfxM72HUbsx+UtQGFVZnnAd3Ed14JNSDeC1S6oTX7AKwlDBUfuk2mdU6g/mre5THf38JRU4Jd2NIGhjcO+jyvwumjD6JYNT4A1sGbwrCsOIPAXDAcNVDS2KY/1GFKrUkGBFzc06ex8hVIlfuKb2f1X2qr1blf0QLD3GAq4sGUXIlWWMW29DuC55nCC/8IXL9vhpr4dhWhimSdLrYZXUqAiBQAKiv1/KtGykBKc+QLSygjc+seVxCmMTJOuqnNIqlsiTBBnFSCR2rU7e62A6LjIMsYolyHKySA9O17Qb3QWDqUOHDvGJT3yCn//5n2ffvq0155Zl8Su/8iu8973v5du+7dt2fJHajSFNJbYt6DRzqkMmUkr8ToZXMlhbTFhbTLAdQehneEUTxxN0Wxm2azA45hD6GWHvyWVnjpwMqFcMPFcQhDmFfoMJIVT780rp/CHCZ1mmwBSCNM0xBIwMmBw9FVzw+AuRUhInEikFcZKzf8plfNimVNw8t2EIJoYdllZT6hUT1zEouIIjp/TME+3GI6OmatYgcxX8PHreUncWytOq6UPcVh35pJorRXEcYRXUHCfU759sHVdNHMpTiMLwE5/fX1ZDd7tz52WxZG/+Mfc7nSVMF7whZPuUOjZYVVmowjBE60iroAYCm7YqLwTVmbB75ryLJ6I02e8y2A+wDBO8YeTZVu27JP/KV2DPHuSJE4hbb8XYs4e80SCbn3/iO29D0u2QZymGZWMWCsStphq6axqYnroAJmWOBNJuF3d4GInEsO3zHssZGCRYXlbH5DlJr4tVKJIHIcJxkTIn6fUwbAezVCLtti7Lc9A07dr1uE3dS6US3/iN37hl79S5vuEbvoF3vetdO7Iw7cYTBTkyB7+bMb5XlWn43YxOM8V2DEwTgm5Oay1lz00ey2dikiRncNSm00wAQf4kEzMnZiOGByxKRZNmO6VWMUniHAEb5X0LyzF/+y+t8z7InP26WjZJUxgctDk5e/FXLR85EVIpCGxLbAne8lwyv5ywuJowuxhTq5iUSwZzSzGuYzA2ZDO7uHm+lZYOrLTrn5T9duJWAdqnoLxn6/eDFXCqEK6pjJVbU93zUl81fIhaUBhGNo+qTFT7pCrzMy/cDlgGK8jOGRUsdc6oWVKVvRvZpi1ZrNIkWKUtgZYZLm4JsIRd3Cjzw7CQ4ZpqKFHZi0AirZJ6jnmimlzEXTWMuH3i/Gx0ec+WBhTCG1RzqaLd+dAvpUQuLiKiGG6+GfngAxCGGPfcgzx8+LKcw585jTMwRJZEkGZkfghpijBNhGHhDm4NiNNOB6u0GXDncUzcVEFoad9+woU5FYwKgTc+DoZBsDSv5k+1OyAEVqWMlDlZlJDpcj9Nu6Fta8rnl7/8Zf7rf/2vHDt2jOQx3jT0nCntyVqeCzFtQRxLPFtgGFAftmmtJTiuwdgelyTOmTsZYiSCLFNNKcpVEyEk7cZmiVsSZ9jOhTNIj2dpLeHApEu9YnL8dMqecYkwwA8y9ow7zC3FdHoZz3tGmQcf8bnrNlVOMjli02ildH2JYxtUSiazS9DsXHzZ4exywuiAxeCAxXozZXYpxjQEaSoRQmIYBr0gY2k1YWrU5sipiCTNsUyDOFW/n0fneyy3Yk6vhtw8UaRWPP8KrKZdF/olfnTPQGXflg6z0l9S5XJOBbotNUPK9NQ/t7bRmEG2T0PtpsfsTit7iyD7zSPOcge3NKeQ4Zram2SYbMykOpc3osrz+jKvBVZRBXN5CsWJjcyYcOvIYFUFdmebYPhLSGEi8lTNv+rNq/VUD0DnlPrfPmGYSNNVxyQ+lKdU+WOeqTbxj9pLttPy06fIqxXMLEOsLMOhm5Bra7CyAn7vspzDn5+jMDVFFgRkMsAqFTFrNfI4JvN7eGNjRGsrJM0mdrVC3G5hV9Rw42h1Rc2UynNktaY69CHU3xMBTq1OuLKMVamSdjtkoa+6AVoGQkqcep1gbo7y/v2X5blomnbt2VYw9VM/9VOMj4/zK7/yK3jeY08N17Qn4/ThkFLZwC0YuJ7B8mzMwTuLzJ+KuOu5as6U7RjUBm06jYTmigoaBsccGsspbsEgiSWlismpwyE331W6pHXIXNLsZiogKhssrKVMjDisNFIO7LE4Odvj6bf36/ENVfpXLJgMD9jMryRkGbh2v05fGMTJxQdTSZpj2QadXkaa5cSRpFAQ2LZgfFhdLR+uWzx8IqDS30e1tJpgWoJmKyWIMo4v+ewdLmCagiNzPuMDDnuGd7+jl6ZdTjLxVelbYRTSniprA7WfqDcPxVGEVVAldKanuu5lIVhF1ZzhbDDj1rYGYXmm7g+qDNDcejFChusq43W2m59TOa8F+8axUs2mknn/QmS/mx8c2GzP3j6JLO9BGOpPsigMq/t1Z5F2EVEcg/ZJZGFMZZ3sisq0FUagNI1sn0JU92+cUxQ3q0lkdxaq+xGdM0iEavXuVJ/My35R5IkTGI6DmJ4Gy4I4RlQqSMMg7/aQUj75ESv9x8jDAHtgEJlLhGmStjuY5TLh4gLCtsEQuIPDdE+fpH7nXaoJhevhVipIKQnm5yhOTVM+dBOdY0fUujK179WwbWSaYZXK5H4XZ2SUtNXEGRwmXFzQwZSm3cC2FUzNzc3x67/+6xw6dGin16PdoLrtFMMyKJRN6FettNbU/Cjb2bwiPDBis74Uq70RQLFssrAWUiybNFYSClWD9aUIuLRgquvn7Jk0yXOJY4uNP9IAUaSaPUipyu3uvLnAlw77GEKV9iFhuA5BmNPp5ZQLBkF0cXu45pYj8lxSKxssriTkEvZPOxjG1g8bliWYHneYmY+47WCBk7MRI4M2oUz5P//fCk+7ucQde8o0ewlZlrPSSehFGbdN6dbp2vVBZhFEDRWAZD6Uzmkm4C9stirvziG9EXWbVdjIEJ0NQGSeqWxO4qtSwbgFcQdRUeWCMmohgw5bBgq5dYS32eRCRi3VfU+Yaq/TuXukDGdLcAOQuS1IushoXQVzpWnVPl0YkMWq5E8IqOxBhg2VYavsR3ROg+ki0wDhDqjmFKUpKPU7/j1mQKfWLar7VHAWrIBduSIzImWSIIMAo1CEJEFWKohWC1kqIRwHbIv86FHMW2655HOkvR6ZH1DaVyWcm6O0v77RhS9LYtxqhaixjjcySri8hF2tbtwPwCwUCObnyNNUdemLIuxymW4Q4g4NETUaqiGJlIDAsG3SNOs3KjKRWUQahU/2pdI07Rr2uHumznruc5/Lgw8+uNNr0W5gqwsR9aF+aV7/b7zfzlRwBaRJrjrtAbUhm3YjwXUFXknQbvQ75uVQrlp0G5c+vDaXqpHEWjNleMAmiiVxogKjwycDbjvocmouplQw6PRy7r69xNNuK9Hxc6SUlEuqq2DHzzAtwcVu4jpyImJ8WAVPti1wHeO8QOqsgaqF5xjML8cIU/Kph9apVw3SEKaGPE6tBAghuHWqTNWz6PgpXz7VvuTXRtOuJtJfVmV7lX39ix7qz5mMu2pelJQqwHHriHBFZaXOBlKdmY29VcIw1X3ilmr0ACo46c6qUjsh1IDds/uhylOQp1v3TMlMNYUojqvMz9k9U6VJtZbunHq8fmMKM1oCp6qOqeyF3qwq6StNQnkPsrW5F0p4A6pUMW6p7FNhBJH21HqLY6q80bChNKkyXPmjsuGlyY0sm5q7ZTz2XqsdkJ84AblEjo1BHMPSEgwMIKIQmSSIPXuRp04+qXMknTZZGpF2ezhjY8gkwbxQBY0EmangOe11scsVwoV5CpNTOINDGLZF3O/mhwC7WiPtdTdeK8OyEJaNICfzfYTjILPsot/nNU27vmwrM/WzP/uzvPSlL+Xv/u7v2LNnz3lXtN785jfvyOK0G0dzJWXvzR5xkFGqmjiewfpSzK3PrBAGGSce8jFNwa3PKDM84TB/KqQyaDN7LMK0BFmSYzoCA0EcX1pHv8XVGNuCgmfQ6qTUyyaGIen0Mm7a6/HIyZCFlYz9Uw6iP8C32g/2kCq4mZnJqQ8JhCGolgz8KCdNcyxrW9ctSDK15+qxdP2MdjfHMCCKJXsnbPZNOXz+qx0WuxG1gkWegmcZBHHG/pEC7SBlfj3i4FiBecfgxJLP7FrI9ND1Ua4rpeSrvTVG7CKjbhE/S7i/vcjz69NX5Mq7tjvODsJl9FmoFME5P+toXQUZndOqRbi/iBQWwq2qoClqgDe0WRIopRqY299vJeMu9OZVkAPIuNMPqvolfaDK+iqbjS5knql9V57aSyUTH2SKcKpq7tQ5+6Wgn5mKW8gsBpkhy/sQ3VmkYalzVPZBb06V5ZUmEd6ACsisEsK0kZX9KogK15HeCKJ9EqoHEdUDah3nZKiEEEiroMr9SlOI0jgyXEc8aq/VTpCzZxClEoaUkCSqvG9pCTEyguh0EHGkgqwnoXfqFO7ACMI0MUyTcGWZ2h1PIZ+dJ48j7EqFpNMhbqzjDAwQrizjDA5CnhMsLlDaq14ru1wmmJ8D01QBEmBXKiAh6/YwyyWsWpV4fR1hO6TdFla1jul6ZIH/pF8rTdOuXdv6hPfLv/zLtNttlpeXeeihh3jwwQc3/j300EM7vUbtBhAFOQhBr5OSJTA47mCYgmLZ4OgXexx8SpHqoMX8SdVq3PUM8hyyVFKpm8RxTrVugpCsL1/arKkjJ0OG6jalgiBJodFR+6XSVM2esi2BaUKSSs4sqK5/ZxYiFlZi4iRnetymF0AvUHOm2t2cgZrFsdPbKwGRUtJopRhCAhLXMTANOD0fs7CSkGYwOWpTLZlUSwZzywlCCHpZiolBxbW5aapElkvSWHX/qxYspodc5hsR9ZLF9JDHw2e6l/T6XG2yPOfznSX2e1WWEp9elvCIv87X1Cb4Su/Crai164C/qOZKCQHdOSiqEj/ZOaOyQ/6SCkg6Z1TjBiFAWKptemWPmjfVW1R7pjqnkd6Q2pPUm1fZrvL0Rvc9ZNbvyjexmZmyK5uZpu6c2sdU2QsyV0FLFgJiszX62U5+eabauGchotBvSlGeRrRPQHmPykx5Q+AvqixScRw6p5BZ0p8vtaweX+Yq45THkHSQhVG1/ixRnQkfNahXeEPq+M4pVeroVJGGrda+g/K1dahWkN0u1OuI6WlEvY5cXUUWCmA75KtP7nc1WJzHrJQxCx7h0iJWsUyeZuo1M03ckVFkFJF1e7iDQyTtNnatRri8THHPXrIoIliYx5+bxR0eAQThsprNJaXELBQ2yviEYYBE7QFzC2RhiOF5ZKEu89O0K+1P/uRPeMpTnsLdd9+98e8jH/nIrqxlW5mpf/zHf+QDH/gAz3nOc3Z6PdoNKs8lWSoJfUll0CQJM9yiwezxkOlbCnhFk4n9Jl/9XIeRqZzasEVzOUEYgvqwzdKZkDDIMW2DsHdpLcHnlmPKnoEQUKuorlxqVovg8MmAqTEHyxIsr6UYBoRRvjHENwgyjp6OKLiCIMwoFU1qFZOCYzCzEHPboeITnv+RkyGVokG9atFoZ2SppFQ0cR2BlOAHuZp95QqiWGKbgtVGTDNMGCsUsUxoRzFjQzYPHQ1IRU7RMTeCqNV2TL1oYRhwbLHHTeOXtq/savGI3+Du8girSch+r8qD3VVuKtSZjboUDJP1OGTQuT4ycNpWMlxDVParAb12SWVfegsqEEl6SMNBdGaQ7gAiVUN3ZWdmM9sUNsB0VcZHSkTntBp6i8pE0TkDlb0b2U0ZrvcDpLMLyFWWRwikzDdKDHFr6t9ZTmXzLlKqIM+pIPJwM5CxvH5XvtNI04E8A7e+kQ0T1QOq7K+y75z9XidVmWJ5L6JzChllKvsVqPJBsv7jpwHUDiKEgRAGsjSJ7M2roE1myGBN7Q87Z52X7WcUBNBpYZRKyChGlEqqpG9sHGEYyKVFRLkMpRLZsaOYN918aeeRKvuWdjqq7A5JFviYhQLCtIhWVzGLJfI0wSqVyMKQrOfjDA+TttukYUBhYpJobRWprtCBEJT3H6Bz7BgYArtUJuv5GI6DzFMEJlaxSLS8gum653dv1DRtxz300EO89rWv5cd+7Md2eynby0yNjY1Rq9We+EBNu0RJkEMuKdfVVeS1xYTBMYduM2Vg2CbPJVJKDt5Z5NTDAfVhm05TZaAGRm3SWA34LdVMQv/SyvyCKCfJoFoycWwVFHV7GcN1CyEgTiQ9PyPPVVOK1cbmmIBCwSTsN5soF03yLMd1BOWiyfzK9spY5pcTpsZdokRtdJZAlORkmaRWVkOMpYQwloRxTjfIeOB0h5GyCvKKRQNSg1rRYqkZUXLUfZq9lIVGxHDVIZdw80SRR2av7eyUlJJMShZiH8cw6GYxTyuP0Mki0jzHMyxmIr0/7HokwwYYFqpTjdxsBCEzFZgkHUQeg2kj8hhRmlQNHPqtzGVvUWV0ZKYCjs5pZHFC7TfqzUOeqGYNWbiZebIKW/ZBifJmGenGXq2w8bjrFkIgSuMIu0Ru1zezXIYLwdLmnKniOITr6nuF0Y1Aiu7M5mNVD0Cn/3VlP0JmanaWU4WwoQK98hTUDm12JaQ/INh0kVEL4dYRlosM1tT+s8ssP3kCvCJ5kiAmJ6DXQ+w/AO022DYUS8gwRIyPI09e2r4pKSXx+ire2BhZEmM6m10Xs14Xq1wmaTVVWZ+EpNXCKpeRWUrm95AypzCmWsW7Q8PE62vY9bpqcCTZKN8rTE4iHIek2yZtq/dOq1Ih9TtP8lXSNO1SfeUrX+H222/f7WUAF9Ea/Wd+5mf4gR/4Aaanp7GsrXe76aabdmRx2o0hz3OSWBInkvqY+m+ruZpy6zPKrC/GRGHO2kKMYQrG97qkSY7jGv2BvRbN1YQ4ltiOIOhd+kbgKMzxBgXNTkbBE3R6kiDKuWmf1w+cJMtrKU+7rYhhCI6eDjmzEGHbBlGszislTIzYzC0nRHGG4xg02tsb6BgnkiDO8RLB6KDN/HLMaiNleswhzSSTo/aWfUCn5iLOrEbcPllmeMAiT2A9ifHjhJJrEvmSfVMey62YJM05vRIwNegRpTn1ss1DMx3u3Hv5r0hfCcf8BlXLwURgC5OQjLUkwBYm+4s1jgdNxp0yX+mu8pTy8BM/oHbNkNGa6mQXtzczNcEK0htGtE8inQGI1hDFMYTpqkDBcMCwkc1jqvwv7W2U7wHQPqkCFNhsXGGXN1qXP+Y6EvUY2BU168kb2lo2J1Q30P7RYBW3dADcOMwpI4WhzmnYYDobDTAwHDVAuH0CWZpUQ4m9IZVJOjtjqjSl9oiFa6oxhlVEdFVmTQWcW7MmwhtC+suq3LA8Da0TyP7A43Pbqz9Zcn4OMTSE6PkIBNLz4NRJmN4DzSaUy4j5OchzCC+tmiBeX0MC7sAg7a9+FataRVj9vXBJqrJGQBYGmJ5H0u1gl8ok7RbCsnHqA1seT5gWhu0ghEHan4FlOi4ySTBsC5nmYBlgGJAkYFqQ5+TZpZWWa9rVrpMHhHLnh1J7wqZibH98S5IkHDlyhD//8z/n53/+5ykUCrz85S/n+7//+3dlv/S2gqnXve51APzwD//wxm1nW4UKIfTQXu1JOXMsxHIEpaqJYQiCbkahbDB/MmR8n8PaQszkAY9OM6XdSJm+yWPmkYDqoIVhGqzMqT/EparJ2lKC7QoaqzED/ZlM2xUlkkLBpNnOyHODqTGXZjvj9HyE5wiyXDA6ZG1015satVltpEgp8YMMP8yplaHVySl6JmvNlErJ4MTs9jJljXbK/imXIMyxLIHnGqw1Uiqlxx5A3EkiXNOkUDAouyZfON2l6pnUqzYDRYPjMzH7pjxGayoYm2+EnFrxGamqmVNfON7mjukShrG95hhXiyzPSfKMFMlNhQFsw6BiOcyEHSYcVfI15pRYjn08YbEc9xh1ru2SRk2R4ZoqwyrXIWptfiOLEcmSaszQPoWwSyqQ6s9kEm5NtUKv36TKAUV/MGtvHrIEWZyC1gmV2cpTtX/psQb4nm18kadgl1SGrDvbb15hqMzQhdae+Op8qDlTsts/tjCCsItg90sQoxb0Ax2ZhtCZQZb3InqzquQvbm/OlaoeQLZPqf1Q3rBamzCQZkHtJcsipDt43rBeURxVAVXcUeWN/hIyjSDuIpzLMz4hX1xCTE6qzFOeIYIUsf8AcnYWJiYQy8vIchnSjHx9/ZLOkXQ6KvDp9sA0yaOQ0r595FHExowNIG61KYyNES4tUX/qXQRLi3ijo+c9njc2RjA/hzAt8v4AdKtaJVpZBqHaopuOi0xTkl4Ps+Ahgax7bWf6Ne2xpDLj2xffTU9e2sWOi1ESLv9v4iexxGN/3nm09fV17rrrLl760pfym7/5mxw7dozXv/71FAoFXvWqV+3was+3rWDq7//+73d6HdoNbPF0iFs0KNcsus2E4UmXYtmi00hxCy7j+xyaqwmOZ9BaS5jY5zF7LMQrWoR+fk65jaBct6jUTU4+FDDwddsPptZbCa4NpqlmNBqmgczBNKDdyxkZsGi0Mg7ucTfuUyyY7C2oX/yVRkq9ajLblKw1U6plU10P3uYVkiyTBEFOqWCQZpLZxZha2WSgtvWNJYpz1lspAsncesjte4tEgeRkEGCbgkxKRoouQShpnHO11DIFe4cLHF/y6YUZpiHYN+rxryfbPOtQfduv09XgaN7ja+wCmZDY5wSCez2VZfOzhIrl0MsSEpmxEPk6mLpOyGAFURyBYKXf5rufScoz1fq8c0p1xPNG1L6i0rTqfhc2kG4dmseguh+Snuq25/U/ULdPqQzQuYN7pVSt0s9ml4QBSCiMqXbqaaBaslf2qGYUMt8I0s77vZdS7ZXqZ7oyt7mZVestIA0bUVAZVOHWVMDUnQWnrkoO26fUwN72KbUPqzS1EVCJ6n5k64Raf3W/Oib1EdV9am9Z2lWlfb0FxDmzuERxFNk+rTJZxTGQEhksX5ZgSuY5dLuIPAfXhSyHiQl1AXZ6GnnmDHJkBE6eRFSrkCXknQ5G5eIy5a2Hv4o7MUka9HDqdaLlRUQucYeGyTo97EqVcGkRELhDw4RLS6SdDobnbXRzfCzu6CjNBx8AwBsconv8KHatjlWtkIYBWa+z0cnPKpY2ZlZp2vXEEiYfHf/xK5aZ2m4gBWr70R/+4R9ufH3HHXfwqle9ir/5m7+5uoKpV7/61Tzvec/ja7/2a6+amkTt+tRYTqkOWATdnKArsWzB0LjF8myMlJLVhZhSxaS1mjA06bC6oPYg1QYtVuYihCGo1E06zQzTFBQrNu3mxZVdfPVYwEDVouAIolTNtVpp5Ny8z+P0QkyWSdIsx3MvnMWpVyyOhIKRMZP1dkq5YBIlOf429nB99XjA9LjNynrKxIjF8npKFOeUiiYzC6pbYLeX49iCgZrJP3+1RaliMDrosLgSs9ZIuX1vgVZHEiUSYUmOzgU8dd1jsGzjOepN6sBIga/Odtk3UiDL5TU3d+p40GRcuHTyhGlXffBaiX08w6JiOTSSkBNhi9uKg4w5RU6GLYZtj8O9dW4rnV9ipV07ZLCikg3uICSzm984Oxsqi5Gmi3Bq/aG9/bK9uA15jMgitYfIX0K15yz3M1PxZmfAs+fqzgICShObzSXYbKMuswhMT2WBonUVYJmb+3Uec/1xe2NulcpMVVTwVRiDuK1amps2WCWEWwOnigzXkN3+fKl+KaJMA9UWvT+Piso+VfLXPqlKAYtj6nn15sEqIpMeojACGMhzyhkBVQrYOo6s7FUt01e/rAYCW9svt3ks+cI8WBbCK6g5XaYJjXXk0jLcdhtMTyPmZpHVCjLwYWqK/MEHMJ77tRd3njjErg+qYDXLScOQNI7UBxtTINO0v0cqI15bwx0aIvV75GGIOzLymI/pjowSLas9ZHa/YQXCQMYJwrYwTIs0Vx1ezWIRmai/U3maYljbuj6tadeMilGgwpN7P9gJjzzyCH/7t3+7pWIuiiIc5+Iqki6XC34yfO1rX8va2hpvectb+Nqv/Vp+4id+go985CMsLS1dyfVpN4DmSkKxZNBciRnb69BeSzFtQaFsEnQzLFvQWksxLFibj8kzSbluYVjQWk+xHIHjGaRJThzmeEWD0L+4wb3zyzHlsoUwBdWySauTYZngOoIszekFGUP1C/+hLLgGvUAFTUKAQOA6gjQD2xY0Wo9/ZWetmeI4BkJIemHeD6wSekFOnkkmhm2efnuRO24qMDHi4JXACE3yXOJ4UC1YeI5FnkMc54RJimlK4hDaQcZqWwWghiEYq7usdWIMIYjja2vYZJClxEJSMW08w+SR3jp+ljIbdVlPQuaiLncUhzgZqBKwCadMN0+I85Tw0cNMtWuKDFZUqVpvbmNuk4zbquU5QNxAuIOqBM9RDZNkuA5pCFZB7QtqHVcd/87uuSpNquyOXUS2T6mGE+3TKsApTaryt7PtzXvzKnBz6qoBRWEY4Q2qDFnaQ3Zmthy70RK9N6/adDvVfov1STJ3bLP1ub8A5IjqvnO67K0A/ZbmhWFVylfeo9aW+iqA6p5RJXrdGdU0o3ZQzdBKQ4RdVgFGsArChN6CCvZKk6rMsU8IgajfBFFDZa68YaS/qAK2J/OzOnoMqlWkZULgIwsF5Po6VCrImRkVuNbqUCwh0kytrfH4DTweSxqFmK5L0mqSdFp445MIIYjWVjEKRdLAxxkcAiHUkN5KdWP/1LnBc9xqEq2q19ywbWSeYVUqOIND9GZOYVUqJO12P+MosUpl0l4bw7TI0xS7UsWf39k285qmbSqVSrz//e/n//yf/0Oe5zzwwAP8r//1v3jZy162K+u5YDD1vOc9j7e85S187GMf4y/+4i/4t//23/LZz36Wl73sZXzbt30bv/iLv8inPvUpguDJvelqWnMloVS3SDNJZcACAQsnIwolA8cTBN2cyQMeXsHE6O/9rQxYrJyJ8YoGQ2M2vVaGYQjSRGI6gt5FZqa6QU6aSkqeSZbmlEuqq+DR0xHjIw5JCmND6opHs53w2S9t7eI0PmzT9TPCWCIETI5ZLK6qob6OKTg9//g1x2EkcR2BYQg6vRzbMpAIBLB/2qVU3Ex/H1/0qRQtbr25wOHjIQXXpF6yCaKcbpiy2okRCO65rcqDR32SLKfoGsyuhSRZzkjVIUpyyp5JO0hJs0vrfnilLcU9DCFAQs3yOB22GbEL7CtUOVioMR912F+oUjAtJt0yJ4IWBdOibrnULZdj/sV/WNOuDtJfVkFTf0+SEIYajJv44FTUPiNvGEwXko66rX1K7WkyXUh6iMRXgUMWQLC82XwCVPOH/pwnUd2n9h715tR+pn4AtPHPtJH+0jlzpmb75X571WMWJ87p+qe+Jmqo47tzyN6CykyFDdWyvDwNCFVy15tXbddNF9k5o7JKpquaTPTm1dqsoupAWN6DbB3fHPArc1XGl/ZUk4rylHq+MkWanprBlQZgOsioueX1FcUxECbSHUTIHKKmahF/ifKFBbBsxOAgolSCxUXE+ARiaAjyHLmygqhUEGGALJcRaUp+CbOaouUVSnv2kidq76rZvyqdhyGmq/5/2mphV2skvS6m55H6AXZV/Xcks4zmQw8Sra7SOzNDFqn3acO2MSyLLAo39obL/h4sw3X7PyMHAeRZhlUuEy4unL9ATdN2xPT0NL/1W7/FH/7hH/LMZz6TN77xjfzQD/0Q3/It37Ir69lWTnp4eJiXvOQlvOQlLwHgyJEj/PM//zMf+tCHeNOb3sT999+/o4vUrm9ZJskzgeMayExytpRdCEFjOeH2Z6ka/tqQTdDLyTLIg5w8l7gFgySWeCWDoJfhFgVBO7/oMr8wzHGGDHp+RphIpkdt/DAnzTbXaFmC+eWYtWbKrQcLHD4RcNtBlf6ulPrNM0KolAz8UOK5BjLLGRq0OHwi4Om3X3gvwmojZXq8gG0JwkjS6WUUC8bGuU1TsLymBvd++XiXgZKNawlKFUGrmTM+6PCvR7vsGXEplw2iOGdmKSTLBKNVh+V2TNkzmV+P2DvsMT7gsdiMuGm8wJdOdnjWTVf/6IO1JMQTJgXDxDNMelnC/oJat2uY3FlWZTtzUZcpt0wjCVmNA0btIifSFn6WkuU55jXWcEMDGa4iihOqqUJ/rxTRumrS0D6FkCkURtVQ2tohFRxV9qmsj+mqzJR5NjM1jKjsVQFY0lUd8Nw6onsGabqQJ6q1eH9flPT71Rhnu/MJoR7D3CwnkYmvzmm6qp15sKIyZMKEwjCiuLXZQeY2VVDTHwpMYXSj05+MWiq7VNmjyvzCNTVTyutnqAojquFF5xSycgDROY0sTSPap5Dl6f5rchqq+5DhOsKpq86D5SmVuXIH1KDfsIHwNrvZieLoRjMNOjP90EFc2h6qVgNjzz7VxS/PwfPA76kyzaEh5PKyuq0+gDh5Ejk1Bf/86Ys6RdxqYtou/vwcVrmiSjD7kl4Po6ia0aTdDqXRUZJmk2h9DWdAPec8TWk88CUqN92CU62S9np0TxyjdvtTcIaGCb76EHatvrH/za5WSVpNrGqNtNtFkJMnKabjkCD1vilNu8Ke97zn8bznPW+3lwE8TmbqPe95D5/5zGeI4/Nn5Nxyyy285jWv4QMf+ACf/vTFvQFq2qPFUU4S5lQHLVqNjOqgmiHTbWWUquaWcozhCRu/kxEGOQioD9u01hKEEBimwDQNChWLsHdx2ZY4kRQ8g46fUy0ZLK4l7Jlw1ZymdtYf4guLqwlPvaXIQNUiilUXvw0SJoYhiiUrayn1qkXHl5QKFn504XI6KSVJmtPu5GQ5jA1bNDsZQzWLbi9nYSVhcTVhsGZRrxqsd2MmBm2arZyBqoWBoOknlF2LOM2J44xGJ+POA2XyRLDaSSg66nV0LMFiM6ZWtHAtQaVoM7d+8VeEd0MvU+9FFWExF3cZc0oEWcpc1GUxUh9kFqIeFoLVJOBgocZy4hPmGUNOgSHL47B/aV3DtN0j447KBNhlMCyVJcgiMByVvbHKYDkIfwGqB9XeJNPrtysfVgFNGiKStmrS4NZUVivtqexNdR8ibvUzUxNqsG8/k0Tqb8yDOptpEqVJtT/r3MxU0lX3cwf6pYA1lSXyBsFf3iz565f9mdGS6kBYnlL3C1dV4JanKvNk2P39VZYKHtuq06Co7ocsUlmz6gFE55Rad29WNdYIVIe+LW3aTUeV0cUt1XrdX1J7qGR2XoYKw1HBXXU/IvWR4YpqrHExP68whChGlkuq7fnaOhQKUK4gxscRQaACqsV5tZeqXEJ0u+e0kd+epN0mT2OVKUpTTNsm7XTwhoY3/mZkvk+WpZBlOIMDyDwnXlvDGxmlffhh6nc8BaefpbJKJRBGv0OgwBkcIu53GRSGiTcySrSyClmG4TgYjkPa6/T7jWx/47ymadefCwZTf/d3f8f3fu/38qxnPYtXvepVvPe97+ULX/gCabr1iv9ubfbSrh9JlJMj8YomYTcjDnMs28C0oDq4dVO3ZRuUqiaRn5Elqiyw2+oHNFIFJoYJuZRbrlQ+npVGjGWpvU0AfpgDgmYnxTIFQsDwgE2jlVIrb/7RvOvWAkdPh3z5cI+ZhQjPVWV6cQKeK/CDHIHaTxWGF/5Acnouol4xSXNJkkjyXJBnkjSTVCvGRiv25fWULx1vc+eBIhKDXhwjMsHIiMnKeorrCIYqNmvtjKkhD9c18IOc0aqDbQnafkrBMfHjjCjJGR/wCOKMOL36y/xmww6esKjbHrmUNJOQiuXQTiMMBKYQnApaJFIF2X6aEOYZB7wap8MWdctFCIGf7XxXIu3yksGyKkPzFze70fX3FFEYhqQNZkk1hAA18DYLVaOFcG0zELNLqjwwaqrbnVp/j9QpFQRF65t7pkxH7YvyhpDB6ubep/7/kifq+/0BvtgllZmKmmq/Vbja32O1BG59MxA7Z8+U6rA3r8rvCmMqSxauQbCkOhOWp1RWpDuLrByAzmkAlcEqjkHn7J6pWWRxUg3xdQfVGqyCOpc3qDoXekOqTXrqIy21P0wUhiHpIbPNC6YqOzWnApvqQRUMdS9uL1B+7CiUyggJUghVxpdlqtwPNgMq20FmGXie6sZoWWQXse+o+dADlA7dpFqr5xlJu4NwbLIowiwVQRjkMscqltR8qUqVaG0VZ3AQYZpImWN6WzfWlw8cpHf6lFrnORfxnIEBklYLd2SUcHVFDSI2TaQwyOMEs1wk6/kX9Tppmnb9uGAw9Zd/+Zfcd999/MZv/AbPfOYzuf/++3nta1/Ls5/9bL7v+76P3/3d3+XBBx/c9gdWTXssaZoThTnFikljOUUisWyT2rBNr50xMHJ+h6zqkNpXZbmCbjMlSyRJlCMMKJYNwl7OwKjNya9s74/bw8dChus2niOwbUEQ5BQLBuvNlKEBmyjOKRdNTs9HHNqrBvgePa2yOU+7rcTTbivRbGdMjjqsNiRSqrbpYT8b5TiCJLnw78np+ZhaxaReUb+O7W5KwTNod9U+sOEBk/Fhm8lRm9VuQuiDZ4MfSeoli6X1GFMIKmXBifmQyQEPx5X8w5fWEU7Kl450KXsW00MuzV6KZxmsdmI826DomLT9q78xw2oSIIRg0PY4kwdMuxVWYp8UybhTxDVMTGFQMkz8LMU2DJZjH8cwKJk2S1GPIadAnOf00vOz7U+knQf6vW4XqO55DZWtsdWHcXm2fC6PVbAiTLWRsjgG7RNIu4S0+3umvEFVehe3wB1Q3e+EpUrlouZGAwr63fk29kwZTn+P06wa3vvozJRhbc1MpX4/M1WHYHlj3xSlSdWc4txmFP09Uxi2eszKHuj126AXxzYbWvQWEU5VlRx2TiGLE6pJhr+s9lEVx1T798o+hL+4cS7sogqwskRlp9y6Cv4qe9UuzKSH9IbVa1GahN7ClgyVqB1UgZvMVKlhsKqCnW3KZ2dBSBgeVu3RLRNGR5HdLnKhv69odFQFioGvGlBUKqo5xfHj2z5PFkVYhSJxp41drRJ3Wjj1Okm3A3GKTBMKo2q2VtLuILMMu1rbmJH5WEzXxbBtkv7cKGGayCzHrlRJOx3sSgUhDLKO2k/mDAwQN5uYrkeWXPz7iqZp14fH3TNVrVZ5/vOfz/Of/3wAsizj8OHDfOlLX+Jf//Vf+a3f+i1s29Z7prRLdvIrPoWiQblqszwXMjhawDQh9HO8wmas32mmOJ6B6xl4BZM0kQyO2jSWU8p1i9ZqQrlu0W4kOAWDgidYmIk4eOcTzxeaXYyoFE0cxyDPM5DGxrzHIMxxnbNzrGBpNaFcNBjcYzG3lDA9rjKzUkrKRRMhwA8zSv35U7WKwfKaanN+IUmqsmK9QFItG7S7OXfc5HF8JiJJcpbXU0xDEMUZnSDj2bfUmFuJODDuMbsak2bguKqj35ohGRow+dcTHZ5xsMrCWswDJ3sMDpocGCuyb8TjzGpIkkmaPVUeOTbgcHShx80TV+cspiP+OuNOkV6esBh1cTAomjZLsc+UV2Y+7iGASbfEUuyz16uwHAeYQrAQ9djjVXmgu8IdzhB1x2Um6nC7NbStc6+kbdbzLp6wWZVtJq0BPENn468U2Z2D4ihEjY25UvQWVCbobAbGsFUw1JlBFicQcRPyQM1fClZVUFCeUpmj6gEVWAUNKI6r/UhmQZW2ZRGy11F7nUxX7T3qD+mVYb65ZwpUluvses4hTAfOneUkhMoKPUrmNlUmTGbqfKUpVaInhHoupUnVEKI7qwLJ6gFE+4TaD5bF/blS+6GyH9onVYtzfxHsCmQh0qkionUVTCZd9dyEqQK39klVxlgYQXRm1DyquI3snFHfRwVUqqvhiFp/b06dYzs/s/l5GBzCMATScxGWDVGkhvXmKRQKiHodCkXy5WVErQZzc4hiAdrbb3qR+QHWVJF4fY1oaQlnYBCrWCLrdMEyEaZJFvgq4FlbJ49jMr9HYXyC7vGjlPYfeMzHLe3bT+f4UbyRMaxqFZnEhIuLpHGEWSr1M1ICmeU4gxV6J/oBoL7Yomk3rG3vxG42m/zt3/4tH/nIR/izP/sz/uZv/obBwUFe+MIX7uT6tOvc8pmIYs1kfTlmYNQBAUks8dsZ9VGVlVo4HbJ0JuLUw5uZpvqITWtNZbIKZZPKoInfTvHbGZYl8CoWvdb2Mi5hLEkycC1odzPKBUGtbOCHOWGYMVS3OTkbsmfCJculylq1UooFg6XVhCDKMQ01UNdzxUZnvlrZZHldtTzPckmSPvYf28XVhEpB4Ec5Rc/AsQWuLfDDnCiRjA/ZTIzYrIURt+0pInNJqWggcgPTzkFIxgZcGq0cx4WvzvUYLrpYpmCkZjPkupQ8ky+dbBPEOSXPxLYEjW7CYNliuOzyyNzVuXk6zFNyKYnynEGrwEocMmF6rCQBBdMiznOm3DKjTpG5qMug7WEKg6rl4PY7mSzFPfa7VU6HbeqmS2sbV5CllMwkq7RlwLQ1RMFwKBseZ9I1TibLLKTNHX7mGgDB4maXPlAtu62Cag+ehSpDYxWRwkAKgQjXVPmcU1eZKdNBFMeQ4TrSqalAQlj9jEw/UEl7/ezW2UzRXjA9Fcj05rd29DtbqufWtyxTBquqG9/Zjn3nlgV251SL9kcRxbHN8/XmVWatOAGlaVXGGLdVwGbY/WBmvwpwwnVkZb8aziuzfiZpRt1XqhJlEbfVDCt/EZmG6nFkpoLT0pQaWJx0VMlfsKIyYHYZGXc311fd18+yjSLTCNlb3N7PrNtBVKrIOIYwgpER5OnTiMlJxM23Iufn1PeGh6HVRDiOKiccGCRfX9v2fxrR2gqG6yFMC+G6mJ4q80zjCLOgyvfi9XVMx8Mql9WwXsfFdF1SP8CpVB/zcU3PQ6YZztAQSaOBWSiShj5moUDW62EWCwhTNRxK+/urpM5KadoN7YKZqTAM+fznP8+//Mu/8JnPfIbDhw8zMjLCvffeyytf+Uqe85znMD19/pU5TbsYKwsxpYpF0M44dGeBTjOn186whgWDow7ryzFBN+PgU4osz8bMHg+YPlSgXLVYmolwPYNKzaTXSrEcgzDI8UoS1zPotre3F8gPMqbGHFqdjFLRpNHJqVYk9apJHEuGByzml2OqZYtSwWB2MabQD3pKBRV0DdUtHjmpSv+mJxzCICOMM+Ikp1QwEMD8Usy+KXfLufNckqY5nUAyUDYJopx61eQrx0P2jNusNVVwCLDYjLh1skQqJcNVhzSThGtQKVokseSRhR4jdZMBz6Fesjg25zM17NLoZIzWXAbKNg+c6nDn3gpBnGNYYAhBkOREcbbRAvhqcipoMWYXWU8jLGFQtmzWZYadJZRNh0Hbo5cluIbJXq9KL0s47jeZ9ipYwgAD/DylbDuEWcqYV+Qr2eN/YMtlzslkGU842MIikSmjZo2VrM2AWaYkHFazLifjZQ44o4/7WNqlk/4SuEOIqLHZxjxcA6uk9vkYDsIbRLZObHbWK4xAuIaQPlT2qj1SZ2c2xR2VmcqTja5/0C8bTAPVQrw3r7IndvkxM0+AOvdGhz9DBTBuXe1ButBzSQP12H1qaG9V3c8uqSxa5wxqw2emMkqgbnOq6nn5iyqLlKeIzkmVlerNI91aP5N0Sh1HrjJTdlHtoerOqNLA4ihSmBC3obxXNeggQrp11cXPqapuf+d276vsQ3Rnwa0h81i1Zy9NXvB5ZouLqklIlkIUIyYnkSsrUC4j+o0emJpGzpzGuOlmcF1kniNLRUSjidzmvqOk08GwHZJmA2Fa2LUa8fo6Mk4xzLNNSjLyLEUmMXapTLC0iDfa/301tr7P5XFMFsfYZfXci9PTBLNnVNlgqwmAVSwSrazgDg8jbIs0jDANA6tUIk9S8vTxx19omnb9umAw9exnP5tSqcRznvMcXv7yl/Oc5zyHgwcPXsm1aTeA1mqCVzHVh/pujsxlv5ufsjgTcdszyhiGYHyvy5EvdQl6GZW6pRpO5GB7gtZ6ysCIjeMKklhSqhrMPPLEM9A6vQzT+P/Z+/NYybK8uh/97L3PHHPc+eZYWXNVj/QEP7DBPyzayHajny1ZlpHfawHG0LZkJAskLCxsIwvJ/IE8/IH40Qg9LGwhP7Dbw/PPCGNMG7rphurumisr57zzjTnizHvv98eOvJlZWVldhq7uprlLSmXmjYgT+5yIG3HWWeu7liTwJYvc0oglYWCZp5bVngt2uEMwysqQF7DS9RiMa/LCcnYzIAwk+6XF2ppWwwVqWCEoSthaD0hTTRRIrtzKHyBTr17LWV9xCpxSguNRzYff3WA40UwXLq0P4HhWkuWGRWq5Ocu4uJogAkOrKWkHit99Zcqz5xs0I4/dwwrdNASe4OZByaKqOBgWbPRD3nOxxUu35jyx3eBwXLKoavpND6zlS9dnvPeRN79a+7WCtZZBnbMWJNwuZjwSdbhmSjalR6I89osFmanBwmbYYK+YI4VkJ59xKelyULp0v0GZ80jcYbeY0/NCbuZTzkdvvq/XqiMaIqIWhjXVwlsmda2pNrXVjE2KEhKD5mp5yBm/RygenO07xR8PNj1AdJ9wBIplQa/fcmRAl04xWfYs2fEVCJqI/NiRAqPBWuzsuiMmunB2tfltp1Z1HnVWOS++G1whfRc4cc9FBVuMXYADnERkI31onr3vwoPNjrCzkSNXLt7tboy6e7Cbo7qTMhdOnPWwGDvC5CcnFjtgWaxrXZJfOXFKVdB1ylRj061/es2pUXdiztsXXR+X9BDVbKneFSA8Z1dcEiG7WLiftx+B6Q2n5rUvOmLmNZ0idtLnJbBSQdRHlBNsnbrgi3vWet9r9sorEAbQ7YLnQRDAwQHyPe85uY/odLCjIebgALGyCnmOUB42S5fK2pdHORxijcFrtqjnM0xeID2f/GAff7VP0F9Bz57Dv3SJfHBMsn0G4Xt4jSZGa+68KtV8zvzqFWTgY8qK3nveC0C4skq6s0O0vo6ZjO95HR1UFFNNxk6l8nxUnJDt3H5baz/FKU7xjYeH2vxWV1dJ05TBYMBwOGQ8HqP12x9CPcUp3g7mU03SUAShIE8N6Uzjh4LOikddGZR0CXlVabDWcvaxmJ2rjiSFiaS36bN79e4VwUbHI4wFeQrFW8SR38Hzry1Y6yuSyH1ZLjIXNmGt5XikWel63N4vWO25UuFFpklzw2rfRwrLrf2SvaOSxTIifWNFcDBw9sJGIilL14t1divg+s6DVy4PBhVJLOm2FONpTSOSXN8pePR8QFW5yPRrtws+89KEZuhjDMSBYm9YMBxpuk2PG4Ocp8816LcCxlONFYbBrKKVeAhh2Vr1+cwLc46nJb6S9Jo+o0VN6EsWhUYguLSRcP3466+Ae1QVRNKj44VoazmuMjwhUUKSG01uNJtBg6bnc7uY0VIBl+IOvpTs5i4+/U7hZmpqSqvp+BGD8s33dW5yjDUYYTmjeidE6g48oVhVLba9HoEIaKiQa9UhuTm1+XwlYbMjZ8Erxq4/ChyJqjOskCAUolq4xLl8CMpzZbPJpguskN7SGnfBkSHhOVKSbLoeqMlVbGOpdlUzkOp+AnEnfEJ490ejN7Yd+Vrebuc7jgypeFnae/aBsArR2HYWvnRvGUCxu1SmdtxsVuucm4+a3cIu9rDl3KUWJpvO/qdLZ3Wsps56V06xs5surbAYLtUx7QhVsu6UtWjVqXntRwCDQC/3+wqisen2uZg4C6TXgOzYlYTrzAVU3BtI0diG+W1EtILwmljE3dj1N8Ds3IY4gUYDygI7n8O2U7Ls4SH29i23zfMXYH8fkgS7WCB8H5s0oMjR2Zf/HBq/+DyNS49SzaZYYTFl4eaj1tcwWe5Kd5MEseyUM1WFrWr8VovZa6/QevxJ0p3bLG5ep/P0M3SeemZJoO4hROLefy7/IwTWWISUroesqlHNJgios8x1ap3iFKf4U4eHkqnf+q3f4lOf+hTf/d3fzauvvsoP//AP86EPfYgf/MEf5Bd/8Rd5+eWXv5rrPMU3KKy2zKeazqrPYLdk/WzA+Eizth1y+0rO9qWIo92SyaBm/2ZB0lQYDUVuCCKFrpbqVCBcop8QgCCIJFXx5b/Ybu6W9Dq+SwJunbQFM5lptDas9X2GkxopBVJAM1Gs9nziUOJ5krWex9ZagDEQ+IJFaokjwXxeE4WSYnmOrZR80wSpPHfzVYOxJookzYYiKyyL1IK1FJVltChJS8uj2xHdtuTJczH9viNfwgiSWNAIPfaOCwbz0l0Y1wJtLGdXI3qNgDRzEeg7w5zzqzEH44K1TkBeWjwFVW3I38bx+mpiUGZoYdkKG4yrnIb0GNU5oZC0vICDYsGFqAVA34/YDBq0vZCr2YR1PyGzNUdlyoofIwTLbfgEQmJxs1RvxE49JJQ+217vy1oet7wuHpKOTLhZv/1Zj1O8Naw1Lsku2XSzPco/mXmypnKBClHPqQXVsoNKl1gvdif97QuOYMXry7jwrrPPebHrgFrsunLbdPekV0pEK0sys+uCKpJNZ/Mz1X0pfM6qZxGtc3eJU+vcly22FUKeEKs70eiiecaRw9ktsMttNrbAFM6WJ6S7jxfftTfeiT9PNu8qU0KdKDp2dtNZ/bJDRwanVx1RE76bn4rXsdMbLmoe6+bOgubdAI5q4Yif1ffPSMVrywh5Z0u0unhgDswaA6MhYnMdJhNn7csz5Ooqdn8f22hg/QA7GDiSs77uPhMnY0S3i5ACOl148YUv+x7RZYEXx5gio54tkMrD63QwWYrXbpPv7yMbDbw4ASGopzO8pYXPVDUqDClGQ7rPvAvpO1U5OXOGbH//7uf0PR/XFosKQvxWk+L4CBkECM+jSucoJUEbvGaT/PDgy679FKc4xTce3jKA4uLFi/yNv/E3+Jf/8l/ymc98hl/6pV/igx/8IJ/+9Kf5m3/zb/LN3/zN/L2/9/e+Wms9xTcg0oW+m97XViAEUliCULKYaoyxNDuK1a2Adt9nfFxx5tGYnSs57Z5L77NYmh2P+VQj7jhsjEV5sJi/dQhFmhuK0s0ppWmNsBZPQhBIhBCEgfsVEUIwmRt6nbsWxPUVn9lCs39cUVWWbttjf4AjUffUGXmeIIlc79QbcTCsiENBrS3WWFa6CqUEWW4IQkVVWRa64r2PJrRij2mmKWtLEigePR/x+ddmnOvHVNowz2uMcfbErDDU2nL9IEMFFipJO/EoKsPRtOTJ7Qav7CxoJ4pW7JFWhnaseHV3/sAav1Y4rFJW/RglJDfyGZH0aEpHfBd1xUoQcVxlHJcpO/kcT0j2lwRpv1xwNmgy1xWprmgoHyUEkfRIlzNWu/n9+1ramrnNWVft+352qKcc6gkD/eCxWVEt2jImtQULczoz8RXB/DYEHdC5U2TARY8XY0C4CHOdY/021Ln7hVchok6d1W1+G+s3XPR5+4K7T5W6uahkC8IeYn7bKTtLOPvc9t1AiOzIkREV3KMwubjzOwrWvbCmdmRsqehY45Qiu9jDvkW3mYj6S8ucxc5u3p2r8htuP/IBImg5i2I1g+Y5Z/lb7DrVbXbT2Q69CHTmbIGz6+62xhmn3Fnrjk3zrLPqLfu1RNR3qpdQbh+9GCsDmFx1vVth1xE2QPgNl+Y3ueIIlRe7/avvFn6bG9chSRClK8ml3wchseMxNgzh+jUYDV1EelUhNjYQwwEgTqLXRbeHHY2/7FtEzxd4SUI1W+A3W9R5hpckGG2QSmGNwcxmCCEJ+yv33K7vKk7mwYtbydY22VI985pNR2iVh57NkHGMFZJqMsVLGlit8fwAlEedpQS9Punysac4xSneWRweHvKJT3yCD3zgA3zrt34r//yf//Ov6XredpqfEIKnnnqKD33oQ/zZP/tn+Y7v+A6KouDTn/70236yV199lb/+1/8673vf+/gLf+Ev8Nu//dtver/r16/zAz/wA3z4wx/m277t2/ipn/opiuL0ROUbEWVhabQ95uOads9jPnFR59lCEyWSIjVEieTgVoE1liIzJE1JkWn6Gz7p1NnUglAirKVIDc22Agu9VZ9XPv/WUbtprlFKUCwT/Qyu8Helo/B9wfGoot2QTOc1oS+Iw/t/Zdb6PpurPrWxmOWXsxCwueYxGleARQpLVXPSO3UHxjgCNZ1b1noeaW7ZPahYaUs8BZ2mYppVzPOafjNAW0vkSW7s5wznNRfWI9otxbXdEum5Oa0nzydMZgZPSs5vOFXKV5K9UUlVG870I44mJUoKfCVQEkYLN3P02FbC5b2vn+LJ2mg8BAfFgr4fMqpzfOnREIrDKiUSHpmpafshvlQclRmBkFyKOwgEx1XGqh8zrHOaKkAimdQlQgh6XkRD+ryejgA3m3WlOmBNtk+iz1NTMDYL1lWbddWhIUMO9YRjPeNQT0/W2ZARq7LNrfr4a3KcwKk5s2KXrPqTrZBZa126XHPbqSZe5E7aVYzFQj0/iRoX5QSW5BpduhLe7AirEkS1QDQ2HSECR05U6Kx/OneBDcXEkZ3ZTWy8Boudu8pU1Hfkw3/zugBbLe5J7LsN6cHSruc5C1x25BIIkw0XQ34n1W/5GFUcuBmwJRypOu8sdUJBtXDKmIqcIiTkcubrliNOzbMumbB51il1RjvFanYTG627+SghwNTOjhb2lmEWHUQ5gmjFbffO+tIDRybrOTZahdktwEKy5W7DqWt0HoXJ6065k9Ltz1LJMVevQRBi223X1XB0hN3exqYpXLuKeOxxxNY2VCX28PDEgkevh601VBVEAWY6+bLvk2I0wBQFXquF12icqEumyFFhBAJMnrm+K8uyY6rN9KUXaT/1DIvbt4i3HgzSiLe3KQbu9zjZ3qYcj7C6JtzaRs/n6MkU1UioZ1NHzuoanReoJAFjqBZfn6mopzjFNxo+8YlPsL6+zu/93u/xb//tv+XXf/3X+U//6T99zdbzlmTqxo0b/If/8B/4qZ/6Kf7qX/2rfNM3fRN/62/9LX73d3+XJ598kl/6pV962x1TZVnywz/8w3z0ox/lc5/7HD/6oz/Kj/zIj7Cz86D3+hOf+ARPPvkkn/70p/m1X/s1vvjFL37NWecpvvIYHZVYbfF8QRhLpLwztA07V3M2z4cg4PUvpWht2bma09/0OdopkUpgLTTailbPYzaqaHQUWVqTzmqEErT6HpPBw+f8tDbUNQS+ZDTR9NsKIQRawzw1rPV8dg9LosjDU4Ju+64qleb3q0yrXcXxqMZa2FjxyQtLu+VCMg4GmkYsyZdzX3fwwuWM9VXPKXOFC78wgLaCsrYYYzicO2vazkHJazczxmNLXmgWM8Pvvzrhw0+0qG3NfGG5sBZybT9nkRmePB9xPNR0W4o8s7z7YsKLr2cuDr3lszfKeXwrYZYb5lnNVi9glmuy8utjLlIbw7Aq6PkxB2XKWpAAEEvFninYChscVCkbQYOOF7IVNoiUYiNIuJ5NOBM2KawhNzU9L2I3n9P1Q0pbUxnDih+jpGRY5RS24mp1QEJIR7rnmZqM3Fasq87JmiLhs646rKoWPZmwW49Oblv32mSmZKLfWTJa6jmLcv/kz7zYZ5xd5Wj+JQAqveBg/gWm+U2MrUmrIxblAcPFq2SlI1plPWVe7mHsl68OKPUcYx6urHzFke45NaoYO3IAUC8QdQoWhJcgyjHWa2CX1jZhSldUW2dOoapmJ3Y2kk3AQjV322iddwmAxQR0cdfmlx26ctylMiXuRLFb84bCXfcHXd4zG+Xsfm4GynfWvKjvUgMRiGT97tzV8jE63HDbn+84MnePwiPCLniR2161cKXCqbPcidZ5N/81u4ltPeJUPC8BWzv1rn0RkR9i/aZbZ7qPVbFLRGydc/NQ4QrMd7DNszC74dYb9lzCYdR3UfFBy70GOndE9c7ahIDOY8tuq4vuh7Obbl+uXoFGE9ntIuoKPB9Z5NjhEJ5+BhGGrlMqTqAsseOx22a/j5hNEe0Wwg9gePf36s1QpwuXB6EkKgwpR0PClRVsrakmY4IlOZNhSLVYIDyF8JRTk4xG+T7laEi0toa1luxgn+xgn3LsntfvdChHQ1QUOzthswV17ZIBscTrG5SjEVZrVLOJTueOGN7bQ3aKU5ziHcMXv/hFbty4wT/4B/+AIAg4d+4cv/zLv8yHP/zhr9maHprm95GPfITpdEqSJHzgAx/gu7/7u/nJn/xJnn32WZRSD3vYQ/HZz36WPM/5+Mc/jhCC7/zO7+TDH/4w//E//kd+6Id+6OR+w+GQra0tPvGJTxAEAevr63zP93wP//k//+c/2h6e4usWV15Iafdd4e6FJ2Imw4pmR9FbCxgdliymmjzVdNc81rZDhknJ7cs5jbZi80LI3vUcqQReIAhiyWRQ02h5zCeauOURhIoiezg5eOVqTrclaSSSRWqYzJzdrygMlbas9T32j0ustcwWmkvnIoyxvHY9ZzLTvPuJmGRZztuIFWNPM88sa33FS1cyVvvuamkcSYyxeNJyOKjYWHXKx3BSE4eKRiw5Hmk213yqyjCa1Kz2PMYzzfG04vxqTCfxmOUV58/4HE4MW62Az7w6Z75p6Hc9xkMY2IpW6KGkRPrwhesTLm7ERKGkrgVlLmgnHnllmKU1w3lF7EtSYwkDhRSwyL8+5qZey0as+BHTuuCRuM1xmSGEIDM1AQILNGWAsZbdYo6xljOhK/A9H7XZKxecDZvczKesBQlCQG0MvlCAZbecsxrEXMsm3CiPWVMtFpR0VMJIL1BC0lcPn4PxhceG6rBXj2nJiKaM2FBdbtUDOir5ihyDSi/IqyFS+DTCTcbZVYwpCf3u8h4CKQSJv0o3vkReDQm8Nu3ovCNQ6WuEXhcpJO34AvNij9n8NoFqomTMIH0FJXza0UVKPWNW3CZelhln1YCsOgYEtcloheeI/T7aFIyy19GmIPJX8KVTjCKvi5Lhw3blbcOmh9B9EooBIl51ZbIydJHdWGzjLKJeIKq5U2t0hvVbUE3d3E85dapSduAscfPbbr4KwG84MlFOnTVOhcsodA2NLYS8+71m88HSQiidCiPuv+5ojV6qXsLNK1njVKJi6KLTVeDKgNM9N3pz70m2EMhyiAiedsmDLEmVtywP9pvOShi03WzSMsGP9ACbbCCCJtZvIGbXXV9WMXGBG0K6rqvkDCLdc+vJDhD13M08zW+7bRdDbPMcYn7LEas7KX/RGpgCUU6xRrnQhdoVALPYd8EVLAM6mmfdfFpz2yUPTm/AbIp84knsdIpodxBCYKYzRBQhl71PAGJtDbuzgx0MoN1xs1azOaLZxBwcfNlEv2xvF/wQqTyqdAJK4LfbZJdfRyZNqukUv90+eU69WKDiGGNcB5c74FBNp1SzKfHmFkIpst0d6PZIzpxj+tqrBL0+CIGXJORHh27tUrr5qUaDejzBX+kjowi9SFGNBJ1+/Sj7pzjFVwJFPaU273w4lSdjQu/tpQm/8MILPPHEE/yLf/Ev+Pf//t8ThiHf+73fy/d93/e9w6t8OB5Kpv723/7bfOhDH+LZZ59FyrftBnworly5wqOPPnrfUPelS5e4fPnyfffr9/t88pOfPPm/tZbf/M3f5Kmnnvpjr+EUX1842ilJmgpdOTWqri3Kk7RXnN0PYD7RnH/CnZz21wPGRxV+KKhLy3xc09/0GR9V7gveQmfFZ/d6TlNBoyO58vzD7aFXb+d0Wx5JKKi1oCiss73lhpWOxyLVRKFkOtO0mu5E68XXM7bXfS6dC3nhcsY3PeNsQJ2Wx/Wdgo0eXL5R0mpIJtOaKBQEgaCqDMbCjd3yhEwtMkOv5XE4rIgCSZpp2k0PT0ESS45GNVnhOrC0gcfPxRxPS/pNn9uTgv/j6Q7PvT7jmUsxAyqe2k64equg15H89nMT3n2hyc6gZCJqIl8ynxiSsM14UbHVC7l1nGOspREpRvMKJSWbHY/X9xc8tvnm9qavFgwWJSW51YBwCpMKOawyVmXIYbHgXNRmYSraXkCA4nYxp+MF3MynrPgRgyrnTNjiVjHjTNDkajZmPUg4rjLKuuRC1KbvBVzOhjSaIduqi7YGjaEn3f5npmRmc8CirWVdtVHLE2slJFtel4lOmZmMTa/DYTlhUM9Y8Vp/rP0fpK8gEERLAnMwe45muE0jvkSlU8qlzdBiqUxKWcyJ/D55PcLYGk+ErDaeASCvhuT1iGawiacewVpDZVJa4TaVXjDOXieQTdYb72VR7jOrX6PSLVrhOTwZA5ZJdo15uQvW0okfIVBNsuoYYzVgGeVXMKaiGWwTeV3m5T5SKJrhwzuJ3ghrjSuhzY8cEQIX0w1Y6TnLXTGEoOWUHFMh4m1EdoTFERzR2HTzTn4Lsdh1vUzZMS5NwHcWv+YZp0yZ8r7OJDvfceqCqd1cUNMRS3sn3e5e5UFIp2S9MaQkXrv//w8JpjDe0T3Pp52CpnNQLUfIqgUiXnUKWfuCI0LRiivstRqCLqL9iCODKlwSEOuUt+lVbLzh1Lawh02PENUc0TzrUhKjFcRi1/2dHWPjDZjvOPtglbpZssWui4i3BlGW4MUnXVUAQgXYsOcUv3iVeveKU7TqCqTEeh74PgyOkd/8Le44TqdQ14h+H5IEM50imk3E3p4r8W21wPNh/tZzm5OXX6L5yCXqNEXnOUGvRzEcEvR77nskXRCtrp28VNViTrS2zvSVl2k/9TS6LJHKo04XJGfudomFq2vkh4eui8oa7JukF/vtDtVkckKqhIBoZZXxiy+QnDtPmb61qnaKU/xJgrE1v/LFb6PSbz0u8ZWAr1r8v7/pD5HiobTkBJPJhOeee46PfOQj/Pf//t+5evUq3//938/a2hp/+S//5Xd8rW+Gh646TVMef/zxt02k5vM5n/zkJx8aSJGmKdGyofwOoigie4sYVGMM//Sf/lOuX7/Oz/zMz7ytdQCnSYMPQZ7nX1fH5tUXUqrKUlhJ/YpLjpingkWpiJqCWzsGKQUvv3z3inFdW179bU17RTIdGCpfcfkLFXFTsJhaGi3BaGRIC5hPYPem5uWX3/yD4PkXKzotaAaS45GlrODwwNns52PJ9evQb0OaW/odyXwE13csnpYcAunE8P/7TWjEgk4Tdg4txlS88upVAMYzS7clmMzdl27Dq/nNT49oLf39L75Sc3bdzUFrLWg3YRwJKg0bfcHRyHJzL2X/1pzbI81aSzJJDcNQMMksZqo42KsYHUoeP+PxPz9jmOWG/FVLrCQDI1G1YTixzHzLFy4btlcO6CWCV6eG0BOMFjXzAqJAsJIIhiPNb+1YqseiNz1mXw3smgwMeEIwtzV7wkMulaVIKKZFRu9GzRBnEQ6FpLCGUEhuLK9q3wJiBNdw27lmShpWcYTh2FackSG/yS1GYsaRLbikJFMOGIqUno05QjAXBWYZ6VWhiazHdeG2X6Pp2gRv6ZQeiAUrtsFCLPi0uMkTZu2B/XorGFtRmhGaAm1nRHIbX3So7GsI4eOLFvvmCpZXUSLGE292kn531kTbgtq+CIAvOkjhU9mbGOssW0rEaOs+ewOxgmFIbW+iRIxfn+fm1SNq697HFkMgekgRYK3ltv08ABKfQPZPepms9bltvkRtF4RyhdKOCMVthFDM9RUa8jy+7PAwqHzfERm1QIcLhM4QdYasR2AtJlzHComqL7sYbyxW7GBVdGL9E9zECg9ZL6jDVbzyNYzXwqgmXr6HDrrI+kWs8DFBH3DzMV6+Rx2swHJeTuhjZD0FBFaGGP/N1j1++y/wG5CXhldu3Z2Z8vL/ifa7ToUDhM6Q9fPuuYPe8vhcxvhdrIpQ5TWsCDB+G1nPEKbAyhBZfYE6XMcrPksdbSGra0iTYWSMNC9Qh5uo8hDjdRH6NiCR9WXqaBNVTdAqwatfo462kdUYWc8Bi/Z7gEDVL1BHW3dfs3KAUTHhF18kmRwwn42RRQ27O1TbZ1DTCeXLL6MODpBFgcwyikcfBc/Du3ULbt5E5hkyTanrGm8wJD48YPzcc9jozT+DJjdu4nU61NOJiz+fz1DTKXo2RzUSGE/g2nXKquTm0TH10SFRpSlu3SQWkvzyqwSXHkNfvoz/hrCL6ugQfzCgGk/h07+DrWvs7R1s5eZfrbXUoxGq2aTc3cHLc7BQ7uwSAHo6Y/F19B37TuPr7ZziGw1f7eNrrX3gnPyvPPkb1CZ/yCO+cvBkRJFXwJe3lQshiOOYH/iBH0BrzYULF/jYxz7Gf/2v/5U//+f//Js+Jsuyd/RYPpRMNZtN/uJf/It89KMf5bu+67t43/ve98B9rLU8//zzfOpTn+I3fuM3+PjHP/7QJ0qShDy//wXJ85wkeXNLzHw+50d/9Ee5fv06v/zLv8za2ts/OXn66aff9n3/NOHll1/+ujo2/11c4+JTIQiBriwXn06QShAlkpXNgOPdkqc/2Hzg6m/Egqghmbdrnn5vC6+aMhloLj7iMRvV9JbnPXbLMt2f8PTTj7zJs8P/+MIBZzd8trYjZFDh+RBHCiUs2+shh8Oa9RWfg+OS9z7V4IXLKR/9P6OThD9wVr2iNAwnNe9/r8dnPvcajz56EWthMnM2vk5qEAKa7ZrxpOLpp928xGdePmJzK6Tf8ZjMa7otN7O12vMZz2oeX7O8NjtmZXuVMxcV81RTHhUYAx+42CDVNX/unGT3oGJjPeDqeMrTFyMWC+tmpkaa8VRz7rxgNNE0GhULK3jmfIuzSmCM5dZxTmUMvpRsdEPqW3OGs5Knn958Z170twGzOMZDsubHXCumbPgNlBAMqoyeF/Lq66/z7iefYljnbPgxw7rAE5JAKlJd0fVCFrqitMal/wlI6woEDMucTQF9P2amSyJzjMhKnlh5EiUlh3rCuuow0HO2kcxtzppqY5aK1cIWgEAhqWxNS8Y0ZEhla6Ym42nV4nPZFc4G27RU/NB9tNYyyl5DLxMAhfSIvacIVBNPxmTVAGMrkuBJjCnJ6yGRdxHvLbapTfG/bbWz1pJWBygZEXldSj3jpVe+wGNPvJvI657c744KZW1NI3gKISTaFOT1+M6WsFh8eZZAtUirAyQBk+I6Uvo8G/9fHKcvkfhdQCCEpBGs3/+6H6auH6l13pGz2S0QElOvI4OOK5qVnqO3VQZe6OaLdInNDhFBx1n5ijFWhQirEY33LuO3r2DjDyJ0vowFX5YAV/NlL9NHoJwBxilF3hoiXn37xzE7WhbkyvvLeu/9d7xxYiV88LP4aaegmdrNWoXnEUEbW2eQHrpwCPW0C4MwFfjbyzjzEtF42u1LOXUJftOrkHwLlGPwz2KrFIFxSYbTq9D+s24GS8VODQs6LinQrLptJu9xaYHNx6GcYdNdhN+GeNXt32LfpSTe2ff5barP/wE8/U2sbDURdQu6HcgLxHveA2UJgY84cxY7m8HhIfLpp7H9Pub42Bnv4sil/AmByXNWdY33Jt9V1lqufu53aV+6RLp7m3jrzMk8VDEcEvb72FpTpwt2FymPnD9HvdKn/573MfIUvaefZlSVJFubeI8/jgrv/32pL17A5Dn+U08xfuFLtB9/gskrrzjVUwiE8ihaLcLVVRZhiAx8ZBiReYKg1UU3W5z/OvqOfafx9XZO8Y2Gr/bxvXbtGnF8/3dMzMO/c75WePLJJzHG4Ps+/vLiNIBS6oH130EcxzzyyIPngn/wB3/wFVnTQ8nUxz/+cT760Y/yyU9+ku///u9HKcWlS5fo9XruRGA04vLly1hr+St/5a/wb/7Nv2F7++GWjkcffZRf+IVfuO9nV69e5f3vf/8D9z04OOD7vu/72Nra4ld/9Vdptf54lplTfH3CaJiPDWtnAorcUBaW3pp7S+raopR4066fc09EvP6lBX4gON4vkVISJRarXdqfH0qkdI6TO1cT32w7RWloNjxG05p2SzJdGMJAMhjWvPcpj8NRzXRe00xcR1RZ2fuIFEB/GZV+OKhY7/tkhSsLPrcdUNWa/aOKMBA0EokQlmnqrCN7R+WJnW80rVnpKkZTzVrP2fykgC9cnXFpO+KV6zlPnW2wPyh4/GzM4bSkNMaV/K6HPHEh5rf+cMTT5xq0IkUoXbDGlf0UjOBcHNFuKqSEorLcPM55+myDwayi1hZfCRqhYrSo6DY8bhxlDz1m7zSstWS6pu9HHFQpDeEizRPlMa0lw6pgU4bMdIkEhnXBdtikMob9csF6kBAIicEitWaqSyKp6Hoh1/MpkVRYYFhltAPFaJHxeLDB5WzEWhTSkw2O9QwPSWpLEhEyNikhHpktkcLVdwqcFbG2mr16zKbqnPz/vL/KjfqYd6lzb7p/aXnIvNylHZ4jDlbv7nd1RKnn5PWI2Fs5IU5SxTTVmQe2ZaymqMcYW2GtRskQU4+xGHyZEHqd5bYNaXVE7K8i31BCLISgEdwlzoFqEcrV+4gUQOw/SCyUDGkEG/f9rNQzFuUejWCTvB7Rjx/HkxHzco9e9DiZHqBEQFlPKfWEXvy4W2M+AL+FkO6Cgq1zF9NdzVxwhN/Ehn2oJqBd9xRLWyB16qxuWDcTpSKEKZytrZxDfoxtXXS9Uq3z7vmK8ZKILAtlF7suMt176xMHazRk98z1COn+Ha0g3mjxu/dx1rowCGtAiGVpb9sRLb+FCFr3kTebHTsboBc7q+LsFjbq3yWC+WCZ4LeML29ddGXCs5vYaBWRHy9j1A+XAR1NmN/CJtuI2Q1nEcyH7rgVI5cg6Dew5dRZAtsXHZkNO6ASt5/F2D3HMiVRNJ1FTjTPwuAYnngcMx0hVleQZQlVhYgi7M2bsLYGaYqoa0wUYQYDxOoqXHkdNjfBW6Yy5hl02jB6c7tcfnSELTW6qghW16nnM5IzZ5FBiM4yqvkMv9nGa7WwwyEqjDB5QTka4bWalOMxXrOJqSpUGGK1Jj/Yh+UceLyxSTYeEyw/+1QUuwALFNVwhNdpY4wGY1HNJtV4RBBGqDBCKIVOT9P8TnGKdxrf+q3fSrvd5md/9mf5kR/5Ea5evcqv/dqv8U/+yT/5mq3pLc2JW1tb/MRP/AR//+//fX7/93+f559/nsFggJSS9773vfydv/N3+OZv/maCIPiyT/SRj3wEpRQ///M/z8c//nE+/elP89nPfpaf+ImfuO9+ZVnyAz/wAzz55JP8zM/8zB8p7OIUfzKQLWo2zwfMJzWbFyNMveyGmhqsrdh+5K7NY3hQ0uh4hJEkil0XU3fN53inpLPmgbVMRzXZ3OD5gvaqz/FeSRRJbl/JOPfY/QqotZayNISBIz/Wurmn6aym1RRcvV3QbkjS3LK9HnDtdsHFbfc+3z+umKeai9shnue+dO/wjkYs3BV6BdO55exWwN5ByWjiZn/qZYDaa9dyttcDNw9iYTY3tBIJCI7HNRe2Av6fL5U8mSRs9HxG8wptBQeDCm0Erx2nnF+PqEq4Mc0420947GzEq9dyokjy+StTOonHotD84RUXRJEEHqNpyYW1hCv7KU+fbbI/LlgUml4jYDQpCD3BuZWQF2/OedeFr/5FjJtLwrPmJ+wUM0qr8YRgVOdIBGtBxOu2omtBItgOm8zqEl9KzkUtpnXBlXzOxbiNLyUJHoXVjLVLABxUGbmu8ZXianlMRzZZDRNeyY7YiDYwWEpTYaRCCUkg1Mn8VIe776GxXuChyG2FQnKop2x4HfbrMRuqw7X6kNLWBMKjqCaM8tedamQNod9jrflusmrAorxb8vlmZKeoJygZ4smIvBpS2wKJWs5rSELVQckHP38rvVhu2yKQJP6aU5dwVQJ3IJAkwTralGTVMeE9JCotDx1Rw5L4ayeq16Lcx1pNoFoEbxgYDlSLQLWW+7PCvNilNPOTUIzI61LplCRYo9YZR4sXwBri2YCk8yzG1tT1lCAdIqSPQSDjNTdLVbg0QisEFuGUKV3cKZZz6kG8gkj3oXXRRZz7DWieQ8yuIzqPOgJRp44UeMkygKKGsP8AkXJqz+zurNSyEPxOIMW9FxxsduQIzj3H9n516k6QhfuZDicuRQ9c9Pvs5gnRA06Ila0WLsK8sQXZMRbX+SSiFWw5c2W+rYuu/6l90SlG89tYv+1CKIIO1tROkWuddyl+4QpMrzsVqxy7EAwVwcJZMrEGu4x6dySziy2Gy4RDR1gJOvfNUGF9l44ou9jpbez6k8ggwN66Ca0WotNBxDHWWuT+PnZnB7Gy4iLUO13scIiYTrGdDhQlZnB/IfAdzF9/Da/XceW5h0fUsxl6JSfePsP45ZcIlUe4tkaxDIwoxyPC1TUWt27Se897GX3pi/Te816y/T2qycTNV21tI4SgGA6o0wXS99FvqGIRQhKsrlAvFsjAJzs+QCofFUXoLEPFCSqOqWbTN1v2KU5xiq8gwjDkX//rf81P/dRP8Wf+zJ8hCAJ+8Ad/kI9+9KNfszV9+UkvnDz27d/+7Xz7t3/7H/mJgiDg//6//2/+0T/6R/zcz/0cGxsb/OzP/iznzp3jU5/6FD/5kz/Jc889x//4H/+D1157jZs3b/LBD37w5PGPPvoo/+7f/bs/8vOf4usPZWaJGpIic3Mp40HF5sWQYPmd3en7VKXh5c/P6a/77N0oePbD7kTNCySmduai3qrP3tXCFfdOatdRNVd4vqS3GXD9pQfJ1OXrOYEvCHyJ71nmqcX3BNMK2k1JVlhaDY/pvKSZKK7czLl0LmLnoKTbdie8e8cV5zbdieyj5yMu38hRCrbWAnYOK4JAUleWKJSMZppOQ5It0/LywuJ5gtGkptmU7gK1L+m2FQeD2qlyWPaHBR95qs3xvKTfDRkuKi72I1Z7isOBxhMWq+GRMwG3DiqMhcNZQT8JiH1FN/HZbEe8urPAD0sODw3dhs9gXrE/KthoBxxOS0aLCiHB9yRRoLh+nH1NyFRmapdQpzwKYyhMTSgV47qgtJpARPgINJam8jkoF+S6BgS+lCx0xUaYsFPMORe1MIDSBikElTXkWiOFoCl9Xq1SHldnGOsFqdb0VIODegwIamvoqyYhHgf1hLFZ0BAhm14XTyi6qkFqCqYmIxAeI7MgMyWJDEltwRmvx43qiA1TUeo5G833nyTCORK1fx9BeSPS8hCDJlQdap2R1yNC1SFS/bd1HH3VwFf3h4gkb7DVgRswnhe7SOnTDLfJ6zGFOWZR7hN5/ROilpZHWAzWahJ/DSl9ynp6Dxl0v8OR10PJkLQ6whPhfQEUjWCDop6Q+OuU2pGUtca7sOkhczniePp5ROs8cvgyfuMRmsUMYSqXcid9R3qwIEOEzl3anvQdEagz9+/FnlNkZjddyWw1d6lzd4iUkE6xKsYucr3xoJvClnMXdBH2TgjPyW2mvqswAfaOMhX231qZMto9ztGhu8oUOMLX2HZKkFQuirx1wdnK/MZJgS9BF+oMW05cBHy0gpW+K+ntPOqUp6DtlKLpNfAakLmZMBu0XXdU1EcUI9cvlR0st5lCOVmWIKdOCYxWXIpg6zxifmuZLFgiijE26CBM5dIDiwmmEDCbIda+GcwCUVXYo9fh3X8Ge+UK8tFHHZEqCqhrCENn8btxHbG2BpMJoiyxAkS7jRwMMZM375rKDg6IVtepFyn1fI6/soIMQrKdHfxWC5UkTi3qdN2cXVHghSH3UqN6scCLE+osJd7axmpNOZui4phyOCQ5c5ZsbxcvaVDN3Lxt0OtRjEYIKRFCUk+mJOcuoOcLdF0S9PpYrTFaY7VGnF4EPsUp3lGcO3eOn//5n/9aL+MEb4tMfaXwxBNP8Cu/8isP/PxjH/sYH/vYxwD4ru/6Ll599dWv5rJO8TXA4MBFjlelpd33OLpd0tvwqQpLb81nNnZ2uGsvpTz5TU3CSBLsFNx4LePCEzHbj4S8+odz4oYiSlycedJWxE2PPNVMRzVBJEhainTxYCrTlZs5jUTSbigWmaaua+YLCENBI1EsMsM81SSxpK6tsw3WlkWmnV2udMl/t/ZLAk+wvuJRlIZW4uaohIB2UzEY1fi+IAwEQkJZG6bzmuGkZqXr0+96rtOqr0hzQ5hqNvoel2/mJLEg9j2u7GRYAaEHg2nNZJoSKsm7LiV8+oUpz5xp0G15/O6LQ4SynFsLiaRHHEj2BxXawKObCXlhuFxPuL6bcmkr5ks35nQShZKgjaWb+JS1wVhLVnxt+qYWumbdj7maTWlKj0Qqdgtn3zuqUgqryTH4QqKtIdM1m2GD0miGVcFGkND2QjwhuZlPeSTqUhlNtTz5bXk+R2VGN/BRQpIon5vVDA9FqWvGJiMRAduqR4Xm5XKHFdXiMX+TsVnwerXs+0FwwV9j0+sy1gsMlqGec8bvc1BP2BBN/tfsN1ltvIt2dI55uYsUztsdeT1if+W+/TamIqudsmFsdZ/Nz3+LqPU7Vj9tcu7MIoEg9vpIeddLnlXHRF7/gYhvKbz7CE/kdQnl6n3WP4AkeJAoBF6bgPuVqbwaktVDYm+FQk+QOkMIyaI8IPZXTqyHoddGmZBFuQ/jFwl6z9KsK2y0idYxeXbIsDwmjLaQ5R6BauEJN1+Jzh3BKmeuF6kYO5Kkc2hfdCW0QRsxuwlBy9nk6tzNB3nJ0j4XnVjmgLsqjwpARYjWeWw5c/e974B5kGy9qQXWVinCd6/VnT65O/cTUjl1aQkdju8qU+UU0n3XA3XnsbPr2LDnZsJwVjq72AW/fTcyfmm1s60LbhaqeR7qhYsqb54/sR+y2EFUM7dPyxQ/iokjoeUY4nWECmB6w6UiJuuIdN9ZAqdXXd+XVAgVY/MBonJx9SJoQzXFvHQV4hgZxdj5BLH5BObm89jh61jPQ/R62N1drFKwWCAvXUIWhVOjNjcxh4d3j1OzhalLXH36g7C6RiiJXixc+IRSywS/FK/ZAGMpjo8In+iDH6LLgqDXZ3HrFvnRAWF/hWo2JdrYpBgek+3tIqRy3VLDwUlaH0C0ukYxOHKkVjrSLP0AO50hpAdSQuBDkSOkpJ5PCTpdFrdv0bxw8U3Xf4pTnOIbE19VMnWKU9zBa8/Naa8oFlPNxtkQXVuC0J3oHdyuuPRsgtYWXVvCyP18/UzIS5+fURaGRsvD8yVSCQYHJX4gKAsX9NDpe0yHNbqGMJIM9ssHnn/vuKLX8ZmnmizXKCkJA0Vdu1j041GGrg1PPhLz+lKVOhxWCEBr6LUVh4OKc1shvifYP66wFvptwXB2N0wCHKly5EuglODa7ZysMHgeaOPmpiYzTRwJstxyblPxmVfGtGMfXRmCSLDS8hgvaj74RIvbw4Juw+PVmzkXt3wQlt/+0phey+OZ8wn7g5ogELy6kxL6ElMJ4pZCCMWHH2/z/3x+xA/+5ZjHNhOuH6XMM8O5tYjxoiItNJ2Gz9XDjKIyhP4fvxbh7UIbw6QueDLpcSOfooSgNIaNIGFSFyTSI9OaEEFD+VzLJry7uYoQgkh6tL27Kk/HCzHWcjUf83jcY79cgAVPKEKleCU74HzQ53Y5JhER3UDx2cVNtqOEvmqQ2ZLb1ZBL/jqRdCl2K6rFytLClpqCa+Uha16bVdUiNSUVmuN6SpVfZ99WnEvexZ6Zc8m0aYVn79tXay3zcuckBlYK7wECA5BXIzwZ4amYvB5TmwyBhKXCIZCEXgf1BnKWVceY+g4htkRen7Q64o6CdAdCKBJ/zRX8lodEXu+ebQzQpsBiaAbbJ0QsrY4wpiTwOgRv6OKK/LvKWSLXmBe7CKFObH7aVmhTIIVH7K+gRAsbblAXIxZRCzF5Hum38UVIEl6ikBZrSub5TTSCJDpDHK5DOXcEpZy50toshXjF/d/UiHoZ8c2SKBVjNzdkzV0SY+oTIoYuTtQgW06dRTDoPKBM3fv6ke47wqJCp+74DWxxz6yPEHeP9kmkugIMqjjC2qfciXrQxqrQPaf0nALXuuBUqNktUAEi2XBdUPlwWQ4cQLzhLIDNs055m+84i57fciW9d2awZIBVoVPrwi5kRy6MQmdu/ekBVkhsY9t1Ti1cR5VID7BhH1Ev54CCrlPyFrfd2qxGJBvYl/6/sL6KHU/g4pPY3dcQa49iDgfItT56Zweh9Yk6ZQ4PEc0mdrFwit104qx+jQZUFcSNN41Hr7OU4viY1W/5Vo5/93eI1jeXZEpQpwvCtTXK0Qi/1aLOcgQWv9kivX2baGOTbH+f3rudxa84OkJ4PvHW3QsJwcoq9WyKKUu8dgespZrPCXp98sHg3lefaGOD4uAAlcRoX2FrjQgCVJKQ7tw+JVOnOMWfMpySqVN8TXBwqyRpePihJFsY4oabgzLaki9q2j2P119YcOGp++cYHnt3g2svOrUqiCTdNadqNTseoyMXqZm0FNnCoDxIZ5bZqH7g+YvShUmM55qVrkc51vgeTGaG/eOKjRWfyUyTxIqiNCSR5NqtnGZDcXZp7ZstDJNZjbEwmmjW+j5Xr1jaPY/RRHNmUwKG6RykEBgLj14I+b0vTEnigMCHRWrodxRZbugGilrDzb0KfENTeky0JokUzdhnZ1Dy2q2Moja0fQ+8mlgmHC9yGoHiPY81ub5TUJYGLS29JAAso6ri+kHJ2dWIwJdsJDHP35jznosttIZ+y6fWBm0sRWWIA8ljGxGfuzzm2555e7ayrwRez8es+zFjXbARNLiSjQmlIlE+U10SSh8tNFJIJnXBRth4U4VgVOX0/IieH1EZzdVswqW4w/VsgsHNWuWU9NU6EzEiQHJkp1TGEAifymr29ZjHgk0WtmCqXc+Ug5s4SkTI48EmB/WE5+ubXPLX2Sn3GWVXebzxfqaiJtEzXjMQeB20uUvo83qEtZpm8CY9RUssSqeAhV6P2mTk5ZhAtWgGWw/c945VD9xsh8USeyv3zVIV9eSBsAhwCYB3CE8z3Cavhkub3wGh1yH2V7DWsqj2EUgshsjr4/kheT0+mcsCluW9PRdxW0+Qwn/A5lfqOVHQpdRzp1bNx5Bs4OuSIDqDrQXWVNRA5mmELlH4tMILSC9hkd3kuNhB1Dl4EUnjUeJag/JdGAXWEZdk0xGe+W3wYkjWIR/cDZzQhbMENradrU5ImN3AqgC85L75pZPUP7hLisDNQEmFrfO3nfxnjUZIhQ5Gdwt975QG3wnHsBbmt5xtsXnWKXHT685yF/WXa5q5cIllUIQNu64/yxrE5Kqz5c13wJTOgpgPnP2xGC0J1YGzAUrPPU/YRUyuuNtUBPmxK/jVhZu5SjbdMajmjuhNriKshsUOzC2se1hRIgcjzNp5RDZEFCFWKcTgGuLZb3HEp93GvvQSvOtdyMUCOxxgpcTeCZ0YHEMcQVlhyhJ5zzx2treLikOq8RgZxpiyRPg+MgjxGg1sVYNwKmA1mSACHxXFFMMBvfe8l/xwn2JwTNhfoRgNkfekgAGoMKQclKiG+1yp5s7iF29sMr92laDtVFUZhghPgQSdpnjNFvV8gtdsu32sH/y+OcUpTvGNjVMydYqvCabHJa2+h+cLxscVW49EtHqK8XFNb9V9yVW5IWl61LVlsFfSWfGIEoW1UFdLG4h1Jx9R4tLqELCYaKRyJb7NrkexeNAyUpSGZuweMJlqWk3JeKqXKpIhiTx8X5AVhsAXHA7cF/Va7+4X8JkNn72jCikFg3HF049GfO4PobMqOL/tkxUGrOB4VNFIXEpf7Ete3Kn5zm9JqCoAw2Ru6XcURlvW+z439nOU79allOV4WHFwXGFqKEzNWjvgxRsLHj8Ts76ieG2v5tH1BmlmGM0qhAfrvsd+mlNV0Ik9OisetwcFaz2P8dzQaSh2BjlKCpJIMpzVKCHoJB6NyGOWaY5nDyp67yRqY/CkI0rKE7RUgMWyU8w5Gza5nk9Z8dzM1Kwuebq5Qmk0gyrHE4K1IGG/WLAwJaXVbAQN1sMGVT7jdj6j50eMqpzMlEhhOSxy1rwmh9WMSAQcVWMaMuRWPeRdwVmGZoG2+iRIwFqIhEcgXLJfagvO+H1WTZMXZp+jI3za8ZMc1PskMqEZnmOjHPJa9irnvRU33A9vSmpqnVHoCQLpbH7+GkoGZNUxSoY0gy3yesy83FsqU3chhCTyV8hrN7Tf8DfI6gG2vmvVDFTbES4hTpQti8WTMc1wG2M183KP2FtZ2vw2yOvxmxK/rDomr46J/JUHUv/yanQy31XUY6RQCCTzco/EXztRsgLVRAqPPP0CljmidZ5Yl9TFMdqUBMEavhdhPYvOjyn1BGNnqHiNlWVUr7Ca0eIKdbiKLkeU2YwkuugInDWOkDTOuHmq9MDZ3KyFdM/d3thypAEAiWhfPNkPW85c1DhA0H7z2apq4U7gg7ZTldyZ/P3BE/fCixDRUkEU8v7C4NktbLiMf/cabq2mdmQFsM3ziNkNbOMsQvmIoIVVgZtramy6CPPFAtHYdLa/dDk7lh1BOUF0Ljn7n5BQpS50wmhHQIV0Jb1h11klTe3UNiFd8IdQbh3tR9yxXOy59U2vu3mvyR5sLdcQnUEeT7DnzkJ1DZGH0LegF6Ac2bAbG9jbtxFJ4o7f2hrUGlFWWCkRszl2bd2RrnsqWcYvPE+0fQ6rNV6jSXF4SOPSI5g8d5Hq1rgkv2aTejHHpCl+q4UuckfMpMJUFTIIKIcDmpcee+A1Ddc3KAcDtElPXkfpefitFtVsipckeM0m5WCACmPKyYiw0cD4ATpLEVJi3qTs9xSnOMU3Nr4smXr11Vf5b//tv3H58mUWiwXNZpOnnnqKj370o1y6dOmrscZTfANiPKjZ7oREoaB0PIV8oQljiZCCg9sFq1sB6VwzG9Wsnw3Yu16wdVHyyLMJ117K2LoYcv3l1ClUqz7zUcXhTknUkEgl8X1BvjCYN5zTZLlGa0NRWdb6islME3iCqbYEy+jz3cOSpx+Nef1GzlOXYq7ezAkDSSO5O1gshGB73V053TkoOBq6K5K9lmK60NQ1WAFbaz6Hg4ooVIBgnhqUlMwzTRJKem2PorQY4+awxlmJZyWeb5hnbpZpf1bw9MWEaVrRTny0MBS54LkrMz78ZJvbByUHtwvCQHHpbMDnX57TaXlEUnI4qRkuNCstn9ncMM9qzvYjvnRjzvm1iJtHGVGgaIaSm8c5Qgp8XzIvvnpXWLUxjKqCR+MOE10wqgtCpRiVOeeiFnNdEQpFpHwOTMG3Ri1SXTGuCwQuXOJ27tL/toMWh2XKfrFgM2xwJmpxJRu7wk1rmZPi25C2Lym0ZaAXbKouDc/nleyQ98VnODJTsKCEPLH2AeSmpMZ1TmHhoJ4wT1+h7W/QUE1m9THW69MP1hnUEzom5bI1POmv3adCGatZlHsnc1SejO6z+aXlEYaaxFultjnz5dzQvURqWVuLtYZKz1xghAhIq0Osy8Fb3tNS6ikIQcPfJK+HGFsTqQ4Wy7zcQ6KWtw3uKlOqjREVnmyxKPcQQmGtJvJ6+KpJpRcU9eTkOZwi1ieSPYp6Suh1SKsjBJJ2dJ60PKQ2GdpWKBEQFBlR+wmE9NGqzWL8PJ5QSGtIPUPDVGANSoYor4tQAaaakda7S2JqSTrvopy8TOz36QRPMK0POCqvkZQlUe/9qHTPhTW0zp/EpNM678Ir0kOXWKcr1191YrPTTpW5Ywe0FrvYxylwzl6JNc5eKL1lJ9O5L1slYOvczSzB/dHo1joFqpy4zqdijK3mLimvedapWfMbTkXLj134hZcgoh60LziS5MUuPn52E6JVN+d0J81PF64bqrHljkE1c11VunSPM7Xb18WuU7airru9GLsgiuzQWfxmNyFeg6gP+TGieYb62hehNBDV2NYGIjsCGSGGU+zGJRjdRj7ybreu7uMIFSLX1zEvvojd2IDZFLm1hT0+giiE0QgbBNBqYZeJfHePn0b5ProsKY4O8XtdvEYDPZuDABXH1NMZ8eYmQgr0fE7Q7ZIfHTJ55WXazzxLOTimHA1d+l74YPiL9DxnPVy+ll6jSTWdIpTCa7cph0PCXv/kvkJIEBD2esxeeYX4/HnqN7EonuIUp/jGxkMHIowx/ON//I/5nu/5Hn7913+doijo9/uUZcmv/uqv8pf+0l/ip3/6p7+aaz3FNxDK0vVKlYVlbTtgfFxRl5YggJWtgOF+ydqZkPm4ZuNciBCCjfMhB7dKwkhS14ZO33cz1rEkTzXzmQuhmI1rlAdRItEGjLYs5neJwR++tKDbEsSRdFHoDclwXNNpKFoNxWRao5SLSjfGkZzZoma15z90f3odj8HEPcdKz2c8qRFS0IgVxri/ZwuD5wnmcw3WstLxkEpQ1a7DqpG4JL95XZMEHs3IPb9Wmg893uJ4WuJ7ksGs4ulzDdbXXMBFXmpqa/GEpNUSvHg1dWXBccBgplEKdL280Iyl15H83pcWvO+RFrcGOUpKmpHHONNEvmKa1kS+JA4U++Piofv8lcRr2Yi+F5IbTSQUvhDMKhd53vQCKmtQQjCqM7rCp+UFHJYpEsFW2KDvR1hgK2iihGAjTCiNZq9w8x4Xoza75ZzYk0x0zrbXYW4qBmZBz4s5rBc8GWywW86Z2gxrIRQ+DRFyqCcc6gkH9YSpzchsSSwCEhmQlntI2SIWsF8fcSZ6zKlp2VVsPaEZnWXdX+FGuUdej0+S/NLqkGZwhkawQSPYQEkXxrAoD5gVt09IVlYPqLTbh6IeE/srJ4+JfEeeALQpqfSctDrAYghk4+R+sb/qItC9ddLqgEC1iP1VtC1dSAQextYsyj20KRF4gCXXY0LVRlv3HpBCEajmyZruFA7fIRgNf5NSz5a2QUmlF0Ren8hfYVrcIlAtlIxoBBtIJOn4OdclFW+gREDireKXJX68TVQbFtURWblPpifk1fHSIre09gXrxMEGpHv4rUvUes6i3CFMzrJqu8h4g+Hhb1AGTUS8tpyPGjpCsth1as0y8EGoZSJe8yyise1+7rugCjvfcfeP1xCNLXd7YwvRPIOIeq4f6g7pmu+4oIt7YOvsbhiFFy0fv40ON9w2GttOIbuTvid9V47rN5fPf9upie1HID24mzAohCNRgGhsOUJWDJ1VcBmkIRrbLkYdi5WB2xaA33IKU9h1MedqeZuKENa6x5vSHat0D5Du/37DzaTV6XIbKfbGABIfoUGUC0wcYtttmM+QRiAuPO0i08MuZngVs3DWObG1BXu70GpjqgqbprBscBPdLvg+5uj47nG0luL4mHhrm3o6QUYhKorAWuoix0tccqWuSnSRI/0QpKQ4OiLZPuPmnwYDovUNdJ67xy5RjkdUk8nJ6xT0ekjPozg+Juz1KYZuHVItOxDLHAt47TZWSnReoPNiGZUvMfrU5neKU/xpw0OVqV/4hV/gv/yX/8LP/dzP8R3f8R0P3P7bv/3b/PiP/ziPPvoof+2v/bV3co2n+AZEVRiCSKGNpcoNdWVp9jzGRzXPrHsc7RRkC00QCa6/nJLONc2us6ulc43yXMpeGEsaHY/hvpuXavV88tRQ5oYqN4SxZPWMz0ufnfGh73TD9Tf3CuLYRwmLHyrmC0u/q1ikhroy9DqOAE1mNUksOR5VKOUUpDt4Y6ntatfnhcspnSYsUhdtnmWaOFYMRhWeL0EY4lCQ5s6GWNaWdlMwmRn6HQ8pIS8Nk3nNhX7CdFSThIqythgLvicIfcVoXhEHipduz/mO93X5/Mtzzmz4lCU0fI95XvAtz7a4vV/iCUUSCpIVxe6woBkrolBy8yDjW2kiEQgBnhJo7eLhjZB4As72Qr54fcrm+x4e+fyVQm0tnhTktkYgaHs+tbUYa5nUBQLwpSLVFR3pM6rcCc1m2GBY5QTLnqlhlZObmlh6bIQNDooFB+WCjaDBVtDki8VNGiKkrxrcrkcsTEYiQ9ZVm+vmCM8oxnXG2cC9V+a2oC+bDM2cpoxoLKPMZyZjUs9ITI5RTVKZcN7f4FZ5g8AYMtXkXLjNQM/pmIpXq33ONt6NQKBk6OaQlmoPWJQIT5Spop5Qm5zI61PUI6Twif0V0vKItDw8sQu6nqk2keydxKcLIWn4G1RmcRJbLoUi9leXipUlr4cn808C11VlhSGvR/iygScaJP4GaXVIVg2wGBJ/DRDUOkMIhTYFvmqcpPMZq1kskw4RglLPsFZj9RQhlLP96Sm+apCWh6jFIVH7WfLyEAKFndwmVmtok1HZnCBaJym85RyUwChHXAGCOsT3Oq6zq/tuqtkVAm8N2TpLPb1C6oeIfEhv/c8zyi8TlQe0TARRD7Kjk7JZmy7Ld00FjbOQD7GmWtrcgoeGT4DrhqJe3C3ttcZZCouR65u689mgIvezey1/d0p7q/OO7AgJd2x4WPf8fms5A+XmvqwXO3UtPXTblx5Efaf4xOuIqIfVTRdYEbRdTLqKQBfYxjYiO1w+fjkrFW+4+0RriHKyTAvcw/qJa8qSvru9ed5ZJHUOwbqzDXqxI1TSh9evwblH3HupLBHzFLoCmi1YzJGPPIJZHMIgg8kBpt5HftOfQ/T72N1dxOYmDI6xeQ6xS0IUjQYiCLBHRyeHLD86AmHAaOzSzgdgihJrtJt3mkxQUUQ1mRKtryPjmGI0onfuPOnODhaLKUvqLCPe2qKazVjcvI6XJCAls2tX6L/vm1BR7IIsul1MWVItlaag26WaTtHzFLPIEH3wm02q2YQgDFFxAz0/Le09xSn+NOKhytSv//qv8+M//uNvSqQAvv3bv50f+7Ef41d/9VffqbWd4hsY2ULjeS6pb3hYsboduAoZCTdfyzn3eMxsVDM8qGj1FM98qEWRaoSA2ajm/BMRN15JUZ5A1xYEBKHA1G5+yg8E86lBV4bOilO+Tp47M0SBotICTwl83yX0lZUlKyy+EjRiwY3dksfORxyPNGt9R6SK0vDK1YzPfGHuZqKWaDcVUrjS3r2jiiRRpLnFGmcH6zQlgS84GLmocqxltjCMpm5eqigMWMuoKPGFwArIC4MfWp7cbrA/KjEWXr+Vks3hd7405uJaTG0ta6se87lBW8PVvYzHt2KqyrA/LmkkgkpbpBBc3IjJMkujIUhTw86wwPMErUhijEFKSAtDqMDzJLm2zLN33v8/qDKM0fS9CGMNpdFUxlIZjbEGiZt/K03NdthEW8txlbHmx+wUcxLlYaybrQKolzHoqa7YCpss6pphlbMSxAzrjHW/xW09pu8l+HiEhOzrIRJJL4g4Kgpqq6mtxmCZmJQ12UZjONQTjvSUaT1BZzdIZYxQLRoyZlTcBKvoheewUrBfHlGXB8Rel1g22Mt3KOoJi/KARbWPJ+9GnmtbnChTd+LRa72gEWwSqCbzcs/Fid/TS2WtWYZA7FObnGa4fUKCynrGnWAIY/UJkYq8ZYABFl8mrsy3PqbWGc1gCykUlZ2QVUfE/iqejJekbkpej6hsSuKtE3odhFCk5SGL8oCsOkYg8GRMw99wOYPCzbwZU2IxaFs6m6DqIrJjClGRJBdJ1ApJsEmWXQMvQpqadPYqIBHSR0gfZQ0Nb5VG5FSjtDwgZUE6+RKe30d6IfXsOn7vGRpakPQ/QFmP6dY+UpccmX2G488zUW4O0M5vOyvfneCH7BC8ePn/cyex6bacYxe7d//cUatUgLijZDXPIlrnEVIh4tUTxUk0thFRf3mfM3f/LJUpTLXc5m1sMbmrfLXOO+VpvnM3Ml2F2MUeIll3JM9vLu2Fzh5o84GbpWqdc0l70To0thGdS4jsEML+UuVSUE3BlO62/BAbrjj7oTWIKnXzUvnIzWnNb7q1RKuQHWGjNcgOXb+VNTCbQNxEqASbeDAbYE0LW4+g03Gff/szzO5VbOssdnyE3rnu3sD9PnY0xBoLzRamyLFKYTwFVenslkvMXnkJr9NDVxVS+W5Gqigw1qKCiGh9gzpb4DWcQlUvFqgoBgHp7dvEm069K4cDvDjGixPmVy7TevRxmo88SvPCI/jtDsWxI3DC88Hakz6xoNejHI/xkgQZBIjQJzs+RCiJFBJbV8jQxwow5VdHzT/FKU7x9YOHkqmdnR0+8IEPvOWDP/CBD3Djxo2v+KJO8Y2NsjRUBSxmhkZXkrQkAsF4UNNe8chTl+6HgCIzrGy6E8hH393g2kspUSKwBqrCsn0pYu+as9Y02h6LmfsCbvd8ggCy1KCUYD6+a72YpYZ2013dX6SGdstjMjf3lfGe346wS8JTVC6pD+ClKxnb6wHvf6bBy69n911x7nU8xnOLtRB4gu11n6pyatNgrGlEiuHQ0O9Jnn89PyFZ1giKyqANHE4LLm00mKbL8tpQ8Tt/OOPKzYzdfWfne/8TTWZZzWRsWRQ1rURxMK450w/pNXy21nw+/cIEISzDRc7+LONwWpLnljOrIWlmmSwMgQdrLZ9pbjiclKy2AuJAMssNs7Sm1/CY5e88mToqU3ypaEifha7xhKC0GougqUIMlqbnk+qapvI5NAVNFTDTFW3lM6oK5rpiM0hY6IrzUZvUuJTFuS45EzU5rlKulcesew1CEaAQHOoZgVKM9JxEBCQ2JFauINgTitSWdGVCRyYcmSkKwbrqsCJiVLGDjLeIZEQiJGV1jOevsRZscLPaJ6rmjOpjVqKLHJY7nFFdhsopRL5K3InrshfqjlXvDiqzIPKcDW9R7pPXLm47q44JVPPEvnfnT+KvU5uMebm3tPlZEn+NRrB5z/02aQZb1HpB4rufISSLyqlXd+ayCu1CFyyWtDxAyRBtCoy9ezEirfYxtnbFu8t7s0wQ9ERIVh0Te+tIFFiBkjGlnqFESKXnZJMXKMIGqs7JZEU6+RJpPSBSfawALTRRvE1W7pFWR6TVIWmxR+15YA2+kSTBOonqEyQXWSxeYVEPqD2P+fHvoRubUE5JqhoTr4L0WVXb9Nf+HH425PjgNzBRH3TpyMzsprPP+e5E3FqDnd5YRo3ru8ToXlLkN1wPVT5w95/ddCESS7J1QrzeQMKsLrB15rYbdk/IGFa7xy92HTFapvMRr7uQCWuWQRfuPsgAWhddEa+XuPjz6Q1nhWxsIsqxm4GaXnMJhVj3PNID4UG1wKaHiM6jiPwIEFivgUW4gIrWOcT8JjZaR1jtCFnrPKKaYON1RD7EFCXkpSOFCoSNod1G7L7mLISNAnP7FnY2Q33w/0SteIin3od55fNO2d/chFrDbILY3HRdTkIgBkNotWE6PXnP5cdHxBuboA0WKI8P8NptlO9htaZY3q7TDL/dpprPkYm7WFEMBwglCfsrmLJCeL4jeULeZ/drPnKJ9NZNAMLVVcrRyN0PiNc2KJd2P6/ZRChFPZnit9ouEGk2w2u2EL530lN1ilOc4k8PHmrzK8uSJHl4WSRAHMfMT4ctT/G/ictfmJM0hXO0VOAHkkZbMp9opHT2mMF+yWRYcf7Ju9HoUgouPp0wOqhIWm7gvdn23NXHuWb9TMDutZxG2wU9xMuZp+mwYrRUpvLCKUUu7MGiDYjlFUjP85jNNVEgKQpNHLlZqkasCAPJ4aCk31YnROzCmYA/eGHBWt9npefR73i8MLdsCsFqz+PmbkEQSqJAMZ5VtBoeeWHYXAm4tZPzzKUIKWGaanpLIjeZ1Wy1LL2WYueoQBvJM5ckq50ILCwKzY1Bzre/t8sLV1LkXLCx5vGeSw20thht+cK1Oe3Y510XG9zaK4mUIS1rXtubc2Yt5NxqxHBa84cvZ7z3iRgsJKGzXJbG0oo9pouKlvI40wt44eaMd51v8U4h15qW77NTzmkon1h6GGHxhCA1FaFS1NbQ9UP2igUC6HohR2WKVh5dL0QhOChT2srnZj6l50XMdEmIswaeCVv8j+lrfLB5hsO8xEpLbko6osmYlI5oM9QLzvttDDk3ixFPRhsMzAyFZF11mJmMQz1hNH+BODhD1yo8v8tBuUcUrOKjOCpv0UARBetk9TG3s8u0VRdFxbDYZUFI4DXxVZNSz2gEm06tkX2MqTBoKr2g0lMawSZ5PXY9UzI6KcSVKCx2GdLu0AjuL5JNqyNsfW+Kpft9AdBLAgXgiZAo6GOtPVGjQjmmEWyQVQOKegxYGsG262CyhlLPqEzqItKXSpm1lrweYGztiFi1j7YlvmwghSLyuq6kW1eQHiGa21i/c5J4F9SWvDokTM4jDWTZTZJgC4l0VjqgyI8oqJEyIIovQjnFy4c0u9/k7GemRqx+C1m+Q5EdQtQnKVJ8b5VUlojhH2Abm7S9xxmNfx+ER7PzLre2OnPpdCpwxKV1/uR4Wl24OaJ7YY1Th7yGm2V6OwEUd+aRhEKVy74osQyzSDbviT2f341Cl8qFTORDqIq7xb7z284K2L6AzY6X3VTnHYHyopP7Aa5fytTYaub6pcqJs+kFXVf8u0wOFNPrLojDb7iwieY5RHaIFQqiDmK+49Q8U2HDHva5z4Kw0O1DmrkP824bW1hkPoLOe7Gf/XfI7/y/EL4P/kWUuEkdeZjXvoB68v0IKbGejy1L8DxEYLHzmXuv1bVL3/N9dJ7jRTHFaIjRFTJu4DebFMfHBCsr1FmGrUpkGCA9H1OWWM/HazSp53NMXVOnC6ypidbWmL72Ks3H7k/zE0IQrK6T7e0Rb20R9HtU45HrAvM8LGDqCun5CCkRSiKERPo+1TQl6K+45wWqmSNapzjFKd4ZfOpTn+Inf/In7/tZnud8y7d8C7/4i7/4VV/PWzZyfrkvh1Oc4o+Cm69ltPs+QSSZjGoaHTcHpWtDf9NHKrEcLLY0Wvfz/U7fZz7VIBy50toSN5ytTypX3Ks8wWToyJOUglbPP4lH/8wX5qx0FVEomMwNYKm1s+l1WpKqtsSR5MZeySNnI47H1Ukc+q29kgtn7l7JXOn6fOBdDVpNxdVbBas9j1kK7YZb/3im77mvR5ZrRtMa35MoJfA9Ny/VariI9sNpga4tyheMJ4ZHtkMWuaa9jIM/nJQ8tpmQV26O5MJ2yGheUxVwZiPgS9fn7M8Lyszwf7y7zdGoxvMESkAn8nnXhSZ7g4JJWnNhNWYyqzicuuN0cT1hmtbUlaUoNd2mTxwIokBx7TB9594MwKjOWfETagy50Sx0TYSHxM1S9byIgzJlI2gwrgvWZciozvGlojSa3NSMdYEFNHA+alNbQ1P5VNZQW0NhNHiavBaMWdBTMRWahc3oySapyAmkx7guWQtC0hL29ZiebJyk+bVkTFRN2Ai2WVExqYo5Lm7zSPw4pZ4zKW7T9tZQMmK/uE4bn7kt8GXAzBSsqAYHekalU4RQeDIiqwYnVr1Cu1kpXzVcd1S5hycjauNUIyUjmsEWSbDuFKlgnSRYJ/ZXWVT7zMu9E6tg7K2+QcFyylQz2FoqVu6PpxLmxS6Lap/IXyGtDpdpfvv4qkEz3KYRbLOo3HYX5b7rpFqqXHd+llYHGFsTqDbNYAslQyKvR21SSj3DWE1Rj0lElyjaIiSk9iR2sYtAYayLGC/zXfLqCF91KKoxqR6Q5juk1QDltUmis4SqS7a4TFbuMQtcz5Opc1JPupPlsiSJzhFomAUCGfVplJqk8y7iGvLJK/Ta38Tqyrcxya5R5seug6p98a5SVE6d/W6+A+XsfnXqjrUv7C5DJbbe1nelEMLZAKMeOly7awdsnoXFHjY7cjNNUrkup3TfrSEfOKLlJU6ZyodLNat2ZChehbDjouDDHiDcTNcdhH035xRvLIMuYrhj1/Nb2Ok1QED7oqPo2eHdoA4VOmWqXrhZLCHAVAgs5vIObPURsxGiGbkQitqD0Mc2m5jXP4fdfhKR791di99EPvVezO2rmMFr7qLA+QtOhRpPEFGEUB7kOaytY199hTpLKUdj/H4PXRRI6RF0Os5+aMxJMEQ5mzmS4ylUGKKPDmhdevTkqV3whLs4p7MMv3F/4TRA49w58kM3+yeXClbQ6ZIfHeG3O1R31DIhCPurFMdHbpvSOSnqdEG0usH08uW3+/F3ilOc4o+Aj33sYzz33HMnf37lV36FdrvNj/3Yj31N1vOW0ej/6l/9K6J7ZPA3Is/zh952ilM8DMPDiqipCAJBXVuymSaIJMqXzEea3prHYL9i+9Kbv/fOPR6xe61g/WzAjVdSwljRjGA6rGn1PBbTGhAEkSCMFPNxzdKtwc5BQRRJolCQxAKpJMoTjEeWKNSsdBVBIEkzw3hag4X1FZ+jYUW/8+CvixCCfsfj1l6BEIJWA5JYsXNY0Uwk80VNt62YzjW+LygKQyORzBaaorTEkaCuLLo27E1yLq7HlJXGWke2EOBJSa/hM5rXzo7XDJikFcbCM5di9vc0vz+f0Gv6bPYCrIVFZhhMSzqJR7ftMVtorIWnzzT4/OUZ7340YfdYAJZO4nHjKKXSls2e2/Y0q2lFisCXLN5Bq9+oylECFAJjLFK4ubmpKWmoEGEq9oo522HTzUkFMZdtRddahICeF+FLp+rdCQW5E4k+qnJi5ZHpmmM9Zk21OKpSzgZtDvWcjogZmJSEEGMssfQpTcVm0OX5/IAPtJ9FCMFIL6jQzPPrdAgIvCaJv4YubtEPL3Itu0xDtqiCTar6iBxFSzYpTIoSDY6qA/rhOTrC40p5wCZQ1hMifwUlQowtyesRxrren0rPafgbSOlT64xAtYi8LkU9PUnK4x5VSiyT9E6UFGtI71GfwOlSWLvsmbr7WCVCmuH28jGHxP4aoRzRCDYp6omzGFp7n/JV1BPmxS6xv0Ik74+XzusxRTkhXs5ZhV4XKQKy+thFpQ+fcwEaQZtAtfB9i86PyPUUGfRAGWd5kwpjNUIbfK+FVDFaLyiqY0S0QuStghcirM8iex0BxJxjPn4OP94mtAa/eQFVpSwGn4PGJsH8Gqp5gXbzLGm+gzl+mY7fZTL9EiRryMNX6SVPIZaWujtBFW8Hrpdq4l4XLwF957txGaWuIhdl/hCI1jln/5P+UgWb3S0YLueO8LQuIIImtkqdcpVsuOjz6XWI+k5hyo5d8p70nR1Qly7K3BqXzJdsQnoI8arr1ZrewCZnXKQ5xlkdVegi5L3YvXNU5I4J1pX2RitujYf7cPECVhqEEdAM4egY0eki1vvYL7yMfP/T2KCD3XsNobrQbCKDBZx9GnPzNoQxzCOEFCfKKQB34tH390njCBl41NMpfpLgdzqU4zH1ZILOc2ScoCcTvKazaZbjEX7HqZ6z118j2tzAC2OyvV0aFy9i6hqhHn4dWSUJ1WwGQuB3e2ChHA0QQpwoXV6ziS0KkIJ6PnMR7Ys7Bb5Tqtn0ods/xSlO8ZVFVVX86I/+KH/37/5dnnrqqa/JGh5Kpj70oQ9x+W1cXfngBz/4FV3QKb7xMTqsiGJBXVpWzwUc3i559sMtJoOaIjc0jEJrS6f/5lHknb7P7tUco91M1ePvbfCHvz2h3feRUtBoeVSFpco0SgmMhbpyEedpbogjj7wAX0naTY8000ShQGsYz2q+5X0tXrmaMRjX9LruV+TmXskHnm08dJ96bY+jQUWnKRhNHfmIIhdd3mw4orB/XOGH0O8ort5yJ1txpFikmm5bMclqLm0kHI0rzmx4PH91wfsejzkc1rx2O+eRtZjnry04vxozmJT0Oh6XtmLGiwXjoeADTze5djtHCMHlnZS81izGFZ2Gj9bQDD3GE8OHnmrzh6/PEJVyXUpKkC4M652Qg0mBkpJGKBjOa/otn7yyD93vPy72ywXrQYOb+ZREeixMhUQQK49ZXTh9SkLfj3hhfsx22EQAgVQYHHnaLeYuDj1ocCObUlpNltVcjNpMdUkoFYfVjL5ogAchIYflHpthg1iHCAlRHVHZiq4fsV/PaMgGc10yIyUQHpP0VQLZYS4gFCFH6Ut0wguEtmTbX2e3OiYwc7RVRNRo2WRcHXDW3+CgPqauByysYVEf4ocfxJqMvBoghIcSPom/cQ8ZupP0J/FkQlnNMGgC6ZSiN8Jac5KkJ5BIoe7rrHor1Do7IWiJv0FWHZ8oU3dUpjvbv5MAGKgWzXD7DVZC9x4JVYco6JJXI3yVUOo5QpS0w3Nk5aEjHMk2wksgPSQrR6BT/MZ5vFojkOjAo6wmCOEReH1AU5YjrPIgWiGsLXl9hKBBbWsa4TZGhWTpNRrNZ9DZHmmgMYPfpxE/QnP1I5j5DjpaIauO8RZzYtVGrH6EtDqi09jCXxxR9j7AUXGdjdb7Hnq8rLVLS2GJK+ld9kR5iUvEsxZ0/gBxslV60jEF9/RMgSNCXozwlpbmZMMVAi9DIYjX3HzU9Bq2eQ7hJ+BfPOm+Eu2LbnZrac2jTqEY341sn944sS3axb5TmMqZ67JqX3BzV0Ji/RbC1i42HeFIVTlZkstl/1W8jljsYaJ1yDK372EHuxhBew2CCCkVQitMIFFhgrl1GWoPGgYGA8SlLcSmwD4/gM0Qe3sfRODi0AuX3Cl6PZjNMIeHTOYzkouXXOGvMVTTKdVshlpfR0UxejEj3FinGByDENSLlHBlzc0ypRne0m4nggAVxYxfeJ7mY0889DVuXXqM8Ysv0H32XUxeeZlwdRVT1y6FMQwp5jPCVpNiNkMohalr/FaLejrB932E9LB19dDtn+IUf5Jgi7H7THmn4SWIsPtHeuiv/MqvoJTie7/3e7+ya/rfwEPJ1C//8i9/Nddxij9FqApLZ8XDALOhprfuU2SWKHZXC9NZTdK8W45b5IbpsKa76uEvS3WVJzHancB5vuTe0vlmVzE6qpG+ZDasSToenVXFq38wZ55qLp0NXaIeILDkpZtRcp1ScDyqWet5XLtd8u4nE4rSEPh3r+bvHZXsH5W87+nGyQnwua2AL76S0msLRtOaJFI0YkmWS6bTmrQwlKWlFSsOB65nqtN0ClWv7Wx8WW6YZRWBJwkCQTvyuH5Q8f5LAcYqam2JfUVWuHAFXcF4XqGUoBkqAk9QVSB9wzStefZCk8NRyf6gZFEY8qYLuShyyVNnG3zp+pSdXQ8hYKMboo1BG8si1zQjRTvxqGuDEJajScFa58GSyz8ucq3peD6Z1cxNRW5qfKFIZMDElhg0j0ZdBlVGRwXMdIHhjv0v5GY+JZIepdHcyKcYa3g86bGTz7iWTzm/LPctbUlDrpBS8np5xFbY5KBYsBG0SGuN9DTGCGZ1QVc2aQeGz81v8WSzjy0O2fA3MUAqffL6mDg4Q21L9qoBHoJNf529ahchQ6y2lHrMhr/BUX1EpHoM9ZSGjNlWXV5LX+GJ+BKNYHvZ8ySXStIdMqWXZEiQVUd4KiZQLfJ6zLzcOynjvVPaC9DwHXkSQmBMdRKLfhf2gTkrACk8muG265mq9om8HqFcdfNa1ZBCT5bK1OZSEYOsGjBfqk6+un+uNq/H5OWYyOtR1jN81UAgmBa3CBdjgtazSC9AyyZZdQ2pKwLVxuqK3CyQ1QSp1hBBl8j4FHaBrZddSEIQVprSOrXF5kOUEGRijCorAm+FNH0d4jXCbIbX/xDz9HWi8TFe8yKeLvHqkjLZJrU5DP+QONigqPaoknWMmdP0NzmY/QFJsEFD+whzT2fQHStftOa6qd54hI12M05e/MBtjgDdk94YTu6SnezY2fta50+OsfAbrtcJHAESArGMT7dYkAGisYnV5V2VKuy5+aioD2F3qUxVbgZqehXbvuQekx66OTQVYec7ThWzBjG5ilWhU8RsDYt9bNCBao4oxm59s5vYaA179YtQGeh3Ic1dO7nnIQIJYYS5vYu89BR65xbkFfLSIwg/xuwfwihHrK5A+DIsulDtYHUTcfExuHYNU5bIXhcReNijGSYM8MOAcjSiznNUFBL0ewgLXjMB62x71BorAGuJ1u6vc6iz1EWgA7au8N7CcSOUciRWunkos3TgeFGMLgtMXmAKl9jnt9sUR0dQ14Rr6yyuXiE+c5ZqPHro9k9xij8psKam/v9chPKroLQGbbzvP0bItzTMPYCyLPnkJz/JP/yH/xAp33Jy6R3FW6761q1b/NZv/RZhGPJt3/ZtnDnz8N6NU5zi7aJINab2iJuSItWsbAXkqaa35mOtZf9GxYf+fBeAyaBk91rJypbPa19c8MwHmwghOPNoyKvPLej0PdJ5TZRI8oWm2VakM8eU2j2PW8cVKtCsbIZcfjVFSoHnSwSW3aOSwA9Z6y27l3Yrem3F8ahmY8UjCgWthuL511KeuOi+fF+8nNJsKC6di3j+tYz3PLnsRhEuvjuJBPszy3rPxa5jLa2WYjip2Tko6TRdb1QUS774WsY3PZMghOC13TmRJ8hLy9aaQriwKarCcHW/4M++q8tLt+e899EGu8OCflehC8XnX5vx597TQ67Bp784RSkwheHCekytLUpItlciilJzNK2wwN4o55HNmAtrCXvDkrVNReRLbhwV+ErSbCkWeY0VgsSXrLQC/uDqjL/w/q88mRpXOYnyiKRirg0tFbgUR1MRSUWNRVvLoMppSh8J+ELSVD63ixl9P3aFvdayVy7Yit1805moxUG54GY2JfEliQzIRYXUitpq2qpJ5peMdUYoArSBSDpiubAFCtdvtYrP1KaMTcl6dIlIL1DheYTwOCpuo6RPqXMGekDH65HrBblq4Ok5Mz3FiogGJWPVI/LadIXHS+XusiR3l8hfxVp9nzJlrGZe7iKFR+yvUZuUebnnFKFgi9rkFPX4XlMUi3LvxMJnsS5YwneBBqWeU+kFsdc76biytkZKH20K5oV7roa/SVGPl8rUAaHXJRROYblD9qzVRF6P2F8hr8eU5d0IdhD4qkFjGc/uyZhaZ0ihaMk+RXGNLMgR0Tns5EUa0UVMuk/tSSqzIDSWykuoqQh1QG6GbqvKRaxH/gpVPXEnzMUQsIjGObTJodhByAAbr5CkC6qoQz78LEl0nqoRUxS7yCpFNs4SygbBfIhtP8u83qfVeLf7/c2OmWXXWfFWKeYHHKmSJD5PK3zwe89aA4u9u8qU1c5ad++rsrRVnvz7DoRAFUdY+9TJHJWNVmCxgxXSXSUJu4jQdXiJxubS2ncNWhfdWsvZXcWpfdERJxW5QIrFngunWNoEme9gk23E/LYjS8k6tpxDPsDGa26OqnEGOpcQ89swv720AV5wHVdWY4O2uy3qI+oU88ot6CWQa0TgIcI+9miIXe8i11exX3oR8dRjcDREXFgDDCCQK03stUNYX0c+9c2YL/5PRNzGeBZ2r0G3A4dH2LyAosKWJcX+Pt13vZvpq6/iNV0vV9DpulLdlRWs1uSHBwS9vruYUJXMrrxOcOaMuz5hLeV4RPPiJeZXr5Ccu/BlP5fiM2dZ3LqJ326TL+PSo7V1Jq+8jNftUgwGoCTSD/CaTUxdIYriRMG675fzFKf4EwohPbz/1/WvnjL1v0mkAH7nd34HgO/8zu/8Sq/ofwsPXfn/+l//ix/6oR9ysrUQ/PRP/zT/7J/9M77ru77rq7m+U3wDIlto8kyTNBQCUB7MJzXdFc+V93YVSrmTkFuXC579iCNQUgmuvZRx6dmERsvD8wT9TZ+br+bEDeVmpiLBbKzxAonyoNnz0JXBGPjiqymXPtAgDgXH45o4UrRaHpOZK4pd6ykQAmNgMNb0lxa/uraEgWS2cGW857cCxjOnKD338oL1vsda32e153HjuqHXUySx4nBYk2aWOBY0G4rRVNNqOsVqo+9x5WbO05ciZCQYZgWPbrpIdKUsl2+UnNn2eflazvsea2KsxVOSaVZjrGW1HXEwLlhpBhwMKmphmKQVH362xeGBU5ZeurGgm/iEvmSl69OMFQejmqzMeH0n45mLMV96fU7sNVjkGiUFcSCpjcX3FEVtGKUV7djjcPKV704ZlrnrPMVSW2jIgOPa9UfV1qKQBFJwO5+x4kdMa2fZk0BlDVII+r4juUIItsP7B8o3ggZHpDyX3+DZcINRXaJFSawUN/IJG1HIINP4nsCzISOdciHocLse0ZYJHdnixennaATrNPw+17OrNL0GvrCk+SH9YAOhF+QiYKgXNGSbmpoQj8rrYqoBPb/LFIupBkzMnFwoAj1nKJts+GvktSMMd2PGwaXnbZFVR2TVMWAJZIOynlLqmetyCjZPYvmFECddUr5MCLw2tclZlPs4gpOcpPOZZcy6FB6mdsl7odehMumJlS8QKwjkydqwBk81iLwu2hRk1QD02D33UiULvR6eDCn1jLQ6IvE3KOrx/5+9P4mxbE3vutHf26x299FH9nn6rDrVuBob8PfJ373XNIaJMWYAFkLgCQjEAGEPEEzAFkIgy5ZggASMkDyx7uB+V/dyP0A0ll2UXVWnqk5/8mQXmdHviN2v9m3u4I2TeY7rHDe4qoxN/FOhjNix9tor9tpr7/Ws5//8/iiZIIRgefqbxL1bdLwENcQmLaviLrIpEXqTrt6kcaekdED1KM05qIhUdJFCQtSnro9wZoXItkjlAKESaqnRyz2c1JgoRS9OKTvriNUeqv88JQZdndGROXSvYpYPWNHSGXwGKQQ9dYNF8wS1GiPTdfprX2JVH0J6lTXVo6oOOZn+ewbpLWI94CNnyZ0PCIcfDfD+3cjG51AchrVdkAE/PKPlqwvan9SIfBsR5Xh9UdwIGdDjvesXgb4ponMF38xDaG8yCtlTzSwQ9vIdRHEYABTehryqzm7oWM3uweC5MANlymAB9BZMga+nYZvmj6BdBLthuwIEPHwIV26CLUIhaBYQZ4i6whsDWYI/msB6BnTwB4/xcQb5OgwVPHmCvHED12pY6yE1uMVjhAHZ7eJXS1gbUX/z6/gru9TnY3SnQzxao51NwXtsWeKtwzU1Ku/g2iYUWmvr1Ken2NkMdeMmKs8RHwT6zmd0L6AU9fgUd2Fp+OAiRLYdOrzpxiaTb38LtR0y0xAC3e1iyiIg1quKZjrFjRpUltNMzlFJhog1tOajIc2XutQfYolkGN5v/ifVf/pP/4kf+7Ef+wPtSsFvQ/P7V//qX/GTP/mT/MZv/AZf+9rX+Kmf+in+6T/9p9/PbbvUH1E1jUNrwWJmSTuKurB4B9bB1vUYHYWX5ZP7Jds34qcnKhs7cch+mgY/epxKTBPmGOJEsr6rWC4sy5mh05PMJ5Y4kWRdTZpLnhxVJIkkiQWxVvQ7msXSoLXEWJivHNe2I4TwjCct2xsxewc1V7aDpef9RzVba5qDk/D43Y7iMy/maCV5937FtZ2Y8RQ2BprJ3OK9J00FZWlx3pOngqZxzFcOJRXCO4wFpQVF7bF4el3N2dQwHCpWhafbEbSV4L9+e0qmFA+OKlaFY++gYbo0fPmVHnvjiunc8Mc/1acuwuneeNmwO0pwOBZ1y939klVtWetrunFClHoeHjV4BJ1UUraWq2sJ89IwLw2rxpJGAikFaSRYfA/Cew+bJdtxh8paGmdZuYZUKpIPKH3ekAhJLBVaSCSghCBCctoWXE++E9deWsPbqzNKG+xZm3GOEI6zumEjSjl3K6wXID0r49hIcvCCla/YjDqc2AXKRyirwd5nr3VsJDsMveVGco1YDymbY5TKOGrHnNoJQkjW9BpH7T6beofaFQhb0Ul3mZo5tp2yntxgKVPSaIsX0pfZax5Tm+mHyHrb5NEmebRFJEMo7bOcqB0QMkAgkFhXXwTlhgymD0JzO1FYbtUcXSDNw3HT2oJVc4zzLYkK3Q7nLVrmdONdnLckakA33iWLNmj8OWm0RifaQaKI9QAlIlbN8QXOfZdUDS/IgGH7jC1YNUc0NkRlrNojjK/w3uC8JSUCU7LSUMzfpqoOSNU6WfcFYqdZtSe0tqJkQdmekCRb5HJAY6aU5pyyeIC1BfHwUyRtS9keU1DSzt4j6jxHGm1DcYwcvhAodL1r0C7xiz2k7rJSlmL2Bk2+Rt6/E+iE029jFg/otYJ88Cl0ssGqOSKPt8nrBjt/gDAV65v/D5baM5WrjxL9Lt6XhBBhZmn55DsDflcHwZq3OsDbD83RCPURMiDeP8uZWu6HsN/u1RC2u3iML08RQoZA4e7VUPgUxwGBrjvB6hf1ws/tAuJeoAX2b4Xl+rfBllBPLqAVj0LRNHg+zEzZGp+sga0vcqgKfLaJn93DJ6OL+alFuI/OoFiFDoxOEc0MVB+0g8EG/r234PmX4OwA0dmCYoG8ehMx7MDsELk2wE/P8c4hki5sj/CTBUL38PPH+F4PnEe0LYuTU5L1DXTeBSFozk5JNjapTo5Dd9BZsivXkEqCD2G9UT+8xu1ySdTrYouCaDiknc2ezk8BVGfPcPceTzuZYH8LVEun2VO7X3V6EpZ1jng0RGcZ1eEBKo7BWpxtUWmOF9CuFlzqUpf63utb3/oWn//85/+gN+OTO1Ovv/46P//zP4/WYZG/8Tf+Bv/m3/wbJpMJo9EnU4kudanfTnVlsQ3kvYi6dIw2I5rGk190mk4eN1x7IcN7z/TU8OoPffSE+dadnHe+seTTX46IE0l9QZq78XLG1//zlN5QUxeWxdRQzCxZXyGEoNNXFIUnSQSTmSOKoJMJ5suAJvfeUVaW6cLRzSWrwpElkrOp4Qc+1WE6N+SZoKw9V7dDyOrxuKVNPNsbEQcnzbOiby3i4cGSflfRyRRnU8PRiWHQ1UgNi6Vl1NeMp55hT2GdY1VZTiYtX7rT4fFBy9XrMd94d8HmIGLVNnzmuTA/sUHE1fWEu4cFoyRhXlh6XUlkNRujiN/cX9HpC2glHsHVjTTMcEWe/dMKFQm2RzGH547SGLpaczJtSRNJJ1GheJISKWFRGpJIMVs1GOdpjCPW372rP5UzDHTMsam5mnaoXSCGzU3Depxy2pScm5qX8hEnbUHrPdsq5tuu4otRTiQVC9PwuF6QCMVGnPGkWnAl6fKgnHEj6wGOkc7IkDypFuQiIiZBiJapKenGEYVrGcoOjTMYLOtqwMPqESNfE/sRqbcYldNRXWyzTy/awjlDKRxzrzh1SzbVDplIOWxP2U2f47g5oKyP6aoB0lmOqvsgJJWzVAK0HrFwJf7pbJO/ADx4IpmhZfqhuacw79SY2QVV79k+cN5iXElj5hedJfE0tFeKZ2/vrV0RqQ61mT21FLY22AchBAUDFzNVnrId43Hk0SaNXWLsCiE01jWsmkO0zKjs9GlnCnjaFfPeXayzpDYTKM9weKyv6GV3sFWNl5aqPUIyxGNCByq+AAWokKnVuAaBIE2uI1yNSIbU83s0UgXcd3lK3H2OevEOMhqS9T5FOX0d0b1Oajyt8/juLVqzhOoc0buJEJpl/YRO45CdFyj8AlQPbWt0PQVvWC2/QdR7gTS6AcCqOSJzCt+sOJ7/e9bSF9HqYubmg5yoeIjorn/iaz1kTI3xtrmw+V0AKIQAJKKzAxfQCm/bUBzpHLLNMNP0AcGvd/OZNdDWTwOH6d2E5WO8zkLXaXWEb1chmDjuw3If0b0aZqAWjwLQojgMHbH+zdBdmz/A6xyhkmAfXD6GZA1RnwcARbvARz2YHsCyCPQ+pfCNA7tA5F3E1gi3f4hcneC3biDOHsKNAHsQ3uGGJf5sAhsJ7p2vwfYOYu4hSfHjE9AJlIehE7dcUitFWlU05+fY1RKddxDOojs9hNKIKKI6Pia/foPq+DBkSVmD7j7rUrfzOfn16yzee5fhZz8PEDpJkX7aiQKQSlEeHtC9/dzT23S/j39sUZ1ByLQaDGmnU+L1NWQS01QFKu/ghcAslkR5joxjzGX+5qUu9X3R/v4+m79lRvIPQp9YTJVl+ZHQ3l6vR5ZlrFary2LqUv/DevtrS3rrkqqybK0lnO7XvPyFLotpKIqWszA7tXe35OrzKc55Tp40SAVJJhmsRfQGislpw7UXUl7/ypzrL2Wc7tc4C1IJVKTIOopyaalWhv5awmpqaKynkwXYg7NwPDZsrWmGfcW9R4a1YbD8dTLJ2lCzKi1JEgqkB09qNtc0V7aeDZ5vb0SMJy2zhUUIz8lZi5SBjtdeWOfTONiAziYtOhI0rSdWgiiStG0IDX7/sGCQKfq54njS4JQn04pOqoi0ZFoYrm9m7J2WeAfH5w3DXHNrO+E/fWPCl17qcT41fOPuirKxfOl6n698e0GSCt57UgeEeB5x+0rOsrDcOy7ZHaToCnqDlvceVvzfvjhgujIY6xl1Lp4jr5ivLHmiWcskv/7OlP/j1bXvyuvgoF7gvad2jr4K4crCe1o8ycWcw1DFzFzDSVsiEPR0xGFT0BGatShl3BSctRUvZEMabzmsV9zOBuQqoqsi3iumLMWcG8kILRQnZkmG4tTOyITmatJn0hh6MkV4qKkZipxH5ojYHNNLb1O4lvfqBbdTzaPyXSI9pGmPwMcMVcymHuBRPGie8FJ2hyfNY8b1IyLVI5YdqnZMIWMi3UPYirmv6YuYHS/Yp+ELcZjfqMw0zP4gaOyCRA9x1hL6lZ5Mr1O2p6za448UMIH4l5HqEZWdXiy7QdVO8IQ8MgAtswt4hcC4EuApkCKPtjGupLYzlEhI5AaRymntiqI9Be+IdUCZf0AaNK5Ey5Q0CmHDUkY0dnlhLQQQON+SqhGiGVNJQdZ/heXsDUQ7x9uSqHuTqKnxMqf8wDbYLPDpCK07ZLKPUzF19STMSdkZQmqyaB0hFT5JQ0ZU/xZudUg5fwM1fInEQO2nGK2IyjOMcMTDV4h8RLO4ixaSKlvHt0fotqZ1hzQywqUDuvEtIvEcbXXKcvF1tMrJ9QCbbFFEc9b7n2JavYf3K7rJNbLod3c8CCGCTe5CHwFQfFA85duh46SSMAdl2zBH5V3IferdeGbzi3uIuA+9GyHQd3UQ0Oim/MhsFXABpdgIQb8qgf5zYS5KZ+DakFuVruH7t0MBVU9AyLC+6gyvYoRrEb0bsDqkvfsEkgisRCgHnQzh2lAILQvoDeF8gVjT+N1biLMD3MkkPDZLfKyQu1/AnbyDWPf4JxNE1sXLCT7u4JcTpK/xcUwroLMqqCfnRIMhSIGXEt/URIMBrmmxRYG3BiEl0WDI6tEjRp/9HLz+Ot77EPibPZttBajG448UUsDTjpcpC3SWk25vUx4eILVGOBc6aSpYwb0Jn1fxaER7fobudGknZ8jBAN8avHXYtkVFH0+kvdSlLvXd0Te/+c0/6E0AfofQ3o/TpRf4Ur8fPXm/Ik3D3EvWk6hYUi4dvaGiWFiybnhJLqeG0UbEyZOG7esxW1cTmspTV47rL2YcPqyJExmofx6mpy06FpgmXBVPsmDvk0qymLZMG0uWC04fV0SRYHxu6HYVRe2QAvpdiZLhg/Z43HJlK+buw4pXbmdUtUNK0Fp+x2zExihiZyNiaz1m/7jhxg68/6hiOFB0c8WqtGSJZLK0LFeG9UEgEi5XFufg9LxmXjdcXU+pjWc2d9zYSbj7ZEU3FSwrwzCNefPhiseHDYuF5529gnIpeGdvxa0rCcdnhhZHKhR/7DNdfuPNBf2+YLowGBtmvmZVy6xqcXg2OhGzskEKRdl4qsrTzzXee7Z6EavKMVka6sYx6GrK1jHqJ5wtmu/a62DS1qQqzGNW3tF4hxSSTGo6OuK0rVBCoJEoBIrwfeMsIxnjvGe/XvFyZ41YKroq5sV8RCRCBwoEdzprHJk58ybYLLtaMTeGno4xwrE0DRLPbtzjxCzwCArfkNb7rCW3OHYtm0px3NTMzDlJtEZjJuAlSliWwJlb4QXcTK7zXvEWu3qTAohcHUh9ekTkKjokWD2gljGdaIc8GlC2p5yWe6yaI7RIntr6Ej2kMhPSaBRui3Zo7Jws2vooyACPv8ilMq4MtrsLiITDPF0GPMYVCARSPDu5k2gyvcmqPcL5lm68i1YZtTuDiyJLIIlVD7wPAb3tEVm0gZYZWuWsmmNqO2PVHNNeWPyEUIBHyYTaTqmaQ7L0GpWdhvwlU6L1AGEqKkqq6glIRSYHROk2Go2yltKcUTVHoWsSr5HqTRKRUCpDUT6mbA5w+QZZ3ZBHW6TDz6DrFWVzjHM1qlnh8g1kvg2mppi/SZOP8Pkmvj6DZonL1pDdG3QGn6bTwOL869j5fbQXdNe+iOreYKXBSkkvuU5lx+TRJhudV6nLJ5ye/meccxcBvyHk95m977d+HQb4h7Ohm3UhoaJgx2tXocAxZQgzVlEIB+7dgOII6tkzm593+MVeoPCla5BthS5Vuwpdqvn98JiLPXy2Bc082AlVBqtA8EMlF7Y+GeazypPQgRIqWAEXewFq4QxeqDCPle/AN9+A27fA1XiVAg4veogY/IPHiBvbeJUhTIM/HeOOzxC3byJfuAE+xicad3wAmcO1Fj+fhNDbKzcR1FAnuPkJtStwUmKODol6faJBPwT6Oh9mnZzHlKuQOzUeo/MuuhOKpno8vgCDeJKNDcrDQ5LNLQCcMbiyIOo/s/x9oGz3CuVhQNhn2zvU4zHRcEQ9mz6NdtP9Ps10gkwSdN7BmhaMQUQB7mLrknR9g8W77/x+3iIvdalL/SHSJ3amhBDfceL4ex2yvdSlfqvODmuybugcnR22XH0+pW0csQkdnDTXjA9rRpsRxdKSdSSTkxZjPP01zflRw+6tNIALPjT4LYSgO1DMzgLZr7wIqe0NNcePah6cNmysa2bHhv62YdBXJJHAO8HZ1NAYz/M3EvYOG6rG0c1Dd0ZKwft7Jf2uYmfjk68yKikw1tONJU3rWOuHmScpBWUd8q7iVDOetXRTResgywR7By2ryCFmhjvPpTw5apnPDc4LGuPQSJaFQUnB2lBzYythrZDkWvKN9wp+6JU+VWSQNuJgWXH/0DFdGV642cU1AS/f60r2jivmS0tRWTYHMYkDJyz9PGI6szw4LemnoXACSGKJNY5FaRE4skTxZPzdg1CsrGE7yTiuC5QQxFJhvKN2hkhIhjphYhtyodFC0HjH0tRcS3vsccz75ZQXsgGlNUxMFYJrlWZpW9ajjLO2JFWSnaRDaRuWVRVmwLSjSxcnCqx3rEc97jWn9HRMTsq4fUhPdDl1BR08qKs05R7b/U9jfEMuMwQKA8yxJGgWdkWsuuwkN9mrH7IRX6ESktjOqdycPN5iUh9Q+5aOSDh3j8l1j5vxNR6bM15WV6jtPGDIESiZoERyAZ8I8ngqc/axOVMARXPytPMkhKIb7X7sctbVqIugXecNZRtIZa0raJsPiE2e1q5o7II82sK4IuRFIcF7KnNOogbUJtj8nLcEm6IiizbwPhRyjV1CfY7HU6oWqhUZPZAeF/ep2nO0hzi7CQLK6oBY5iiVUvmCNL2CcgahUpxZUDaPoHcdtTwiTbbwyRq2eEKhBKI5Q5ozbNwjS7ZQXmDijNpMSYygrg4Q3euI5T5SplgdIdJ1rGsRUrIa/waus0Wa36G2BR6DNjMSPUBbS7M6oPA1nWgT5ytWy9fQcZ+k+wqnp/8XqnONSHUZZLc+8TXvnQ3WOqFQzVkoYD6wCWbbiGwjLKizgDxfPgkFwUWAsK8moaCRKhQ18eCCAKgQnd3QpWoLWDxCDAJkwXuHWO4HVPoHj5dthpmpfBvSjVCopRthHspbiLrPCqt2iY+HiOo0EAEXe7BawdpawMO7Cq97MD/Bb3wZf3yCXDZ41eB2XkW8+VXEp+6EbRYSeWUT92gfhku4cgXx3nt4t8JtDBF7Bwg1xKUn+GXG5N3XiPs9tPM4KahPTsmuXUMIQTObotKMdHMHcLi6oV0tSNY3qE9PKQ720RsbuLYl6vUonjwJ3SqgOj4i2dzCrFa0y8XTCxTp1jbxaI3V3h7e2tCF4qPnPdFgQHV8iG3q8FiTc2Sc0FzMatmyQHV7iKoMBd2lLnWp/yX0icWU954/+2f/7EfeSIqi4Cd/8ie/g5rxla985Xu3hZf6I6X5xJDmiroO81ICmJy2xLGgt67pDhSn+w13vtTjaK/GtA5rPVlH8d43VrzypQ5nFwXV/v2KtZ2I86Mm5GbGEmcdaRYxOW1IMkkUS3QmOTxqGI4ipueGz/QVdQNF6dgYRXjvKErL2dSSJYLRQLN/XLN7gWpvWseoHw6VVWE5OGmYzC2ffiGjk4cP3K11zfFZw8GxY3NbsL0e89X9JaO+4vS8RcsAenhy3NLNAor86lbKw8OS0Y5AJoInJw3bmzF1CTvrEdOlYDwxrK/rEGKcRzw8Kfj87T5vPl7yg3f63H1ccnMn4XBSMexJTs4st3ZTysKjtSDWUNWe9V6M9zBZGg7Pa7aHEYuloJNI9qoaJSS9TPPwJODje6nGa6D2LApPYwL17mRaszX8/SHSS9uysg1DPeJeMSW5wKEmMmR9FdawE3cobMvStUResalT7psZHRVx6mpuCIkDamfIVYS+QNNHQrK0DULA3eaYruywmXa4V57RtLARpTyuZ4xUhhEtxnmchw3Z5ciekdoFRdQh9xovOkgzZS3e4GFxyLV0gBIpjpZUZMS+wQjJ3FVM23M29JA82qIw59TespFcpa6PWbVjMj3CthMaISlcQdfFpHrAvPlO5KyxBVm0jscHIp5ISKMRVXv+tGAKevbenEXrT2ekQs7U0Ud+/8HcVbjXs9uViEmjtXAMtCekeo1ETunE21TthKI5JtAFnwEXqnZy0TlbQ8tneT3OmwuEeuhOOdegVsfo7AqNStF1SdmcILzDN5ZYdVGmpm5P8EJBlNG2JV605J3naKpDGt+CjcFZZLZN1jpMdoXCnMP8CNvZolMscckWtSvJ6dDUp9TZGm71gJSUWnroXkUtD9HdlyjcOZkaoooxSzPGCIns3UBgaewSJSKyxtHaE5bmHkm2SzJ4Be0aVu0pkRrS7YZ5qqI5YbT+J4h1n6I55njxGpvdz3xkXu0DCamCXQ+wyflTmx8QulnehaJDRohsEy7ofr6eheKncwWRjsJyyycBONG9dpE19QjyrTBrpG7gZ/cDmc9WIYzXmTAzZSpYHV7g1I9AxeH7ehrsfTIOc1S9G/hqAqZC2DrYBssTvBMwncCLz+GJoG5A14jNHTg5Ruzs4BdL5Poa/v7b8MLLCB8AQ15GkPchOoYkhtMjvKnh6i3E0QP8qoD+BsKuQWefdt6SiIpmbvGLBTrLg50v76DSHN3tYGYT0p1dfJpRPH4EHnovvsTi7nthLnA6pXvzFsWTJ+G5tJb67Izhq5+hOj4i2w37w3tP8XiPzo2bpLtXWD15TPfmrZBdHMf4ukEmMenmJsXeI3zbYuuL/KlOTnVwgOj1wYNvW1SWYevy497+LnWpS/0R1CcWU//kn/yT7+d2XOp/EdWFw7ae/lqCjgXlMhD9uqOIs4OGlz7XZTFZMZ8YkkxyftLwqS8FCEXWkTx4q2S4EbG2HXH4sOLOF3scPqppG8envpxx/KiiWpkQwGs8y9LQH2p8JEilYHzWUtUhMHf/2HDraszegWM00CwLi1LBujeeGD73Sof39yryVD4trN59WPHizZQbVwRv3yt55bmMNAn2v/VhxL334cUXJMvCYq0DoVkVjiSGqnJsjMLj9LuCPINv7VW8fKePVhJrPVoICm/RKtDrGmPBg7q4gNHLNCezhn6m6eWSK9sxbz0suLat8U7RTSTPXw0ZWIMhHJ9YYi3RCtJUsbMWIZXn3n7NjY2YxdRRVJbrawmPzioirRhminllWVaWSEE303hgrav5xoM5f+YHfn/Dno+qOdtxzmG9ZKATrPe03qJFRCIUQsJJW6CERHnPRpTxuFqwm3Q5qVdU3nEz7XNYr0DA8GIdC9sw1KHQi4TkW3XBpugzrldkWnDQrOjYIT2RkilFbSQTv2Rb9jhyE9p2iXAVQg7QZHSE4NxacjXhbmVIYwVeInAgakZ6QAyM0JTRVU7rx+yqNZ7IjIE3HNQPuR7f5qTZw/kGHY2wviXXI1Z2RmsmXElvM0FzLX4GL7CuucCcdwIp7wJznughqfz4GZ3azGndCoEgkvlF6O/vLOMqlvUBQijyaJvKnD3LmVJ90mgU5qQusOke9/T2qj2nNrMPrS10p2LdpzYTdDnFqRijJJ3WU0kVUN0qQUiFwFELA94gRUIq+1hdYaWnrA/AGXS6QWQEMolwUrNqjhFNCzICnZNWS6rOEFWe01EDCirI1mB5SN65RSkqtJckVYHtPU9dH6PNCseCJl9Hcwvn20C6K8d4IRAyo0j7eN2h03s+dA3rffJ4h25ylcYuWdYHUByTR1u09oyVfR+PY6A6nJ38Z7RK6SZX0SJ5lkX1gT4AUNgXnob/fqSwMmUojuIuIl0PeVPJIFD94l5AFfduhCJr8fhpJpQvjvHlaeha9W5eZF+thc6UzkKnK+pC9/rF+oPNza+OQpaV7kB5DOVpyKPKNvBRN9y2eBTQ8m9/E1TIzxIRoZvWLhGdPv7wMeJzd/BP9nFSIeoVor+JbxcIUwbcOh5x7SrsTxAbO3jzBNFV+Mc15BFMTxAqxa7dpD3/L/TuvMTiP/830k4HqTVSa8xqGQJ4rcNUJaZYkWxsIXQcXoNSIpTCNQ0iiigPD0i3gsWvPDokWV/HViUqyz60SwTx2jrNbEq2tcXkm9+Am7dQaYZIErwMePR2scAZQ7K1TT0+RSXZs2WsJRr0WT16RH79xmVw76Uu9b+QPrGY+vN//s9/P7fjUv+LqFpZ+psR3kGnqyhLT294YaeQgtUiWPvKpeXsqOGFz3ae3rc3jEjSligVnO4/m9+JY8H6dsLRwxqdSJJO6Hw1jWc1b7GRCM6YrsbUNVVlKWtLngmWhefGFc1iFU52Ts4Md57LOZsEq9JiadneiJBScPdhxa0rMb1O2N4Xb6bcfVThgc2RJkslrfVc30349rsFeRqsguezMKycZ5K69WhlWawMWkkKYxh1I1rnqSvPbGnpdiUHZxV17Xn1uZzGeK5vJLy5t+Cl3S5fuzvni8/3OJk39HPN1obG1pr+QJHHAYSxNA3tVHC6bGmMY60TsRMlLJaOVCuub8WM5y2Llee53ZT/+o05t27G9FJJZRzeQydR1K1FCKgbRy+P2Dv9/V9trZylr2IKayidQSNJpaZ2hspZrqc9ZqYOJDelwvdC0Fcx3y5nXFcZR02BAHbiDhNTIy9ypo7qFbFUnNqCrtZUIuCoJ23DzWTAvWLKF7tXebs45nY2oKoM56xIUSTmjJUesaZSnE84MmO6wpL6LjM3JiZmqHIcFiEkc9dS2Qm56tNxBU20w0l7zJYeMFMp3dZx1hyQyB6VXWIpaHyLliW16jEQEdIWPGz3GNESekbhpK2XXMN7H6xwKhRVtZlTmckFgMLz4c5TpDp042Dta+3qYztTH1Wg9mmZ0U2u4L2nNGMyvUEiN+jE2zR28ZT214l2nnWmzJS6PgjEQPlR66vzhsbMyfUGTfEOorsDOmVZPEZ5Sa43IOrghKdsT5Fe4FUacPDtMZH1qO51jJ2RRCMwDbVd4pNtWO0hvCXuvYg2DdiaOu/B6gnGOwwrVLxJWlfQf4WVOSMqF0gZs0oyRLEHQhL3XgwkQlMi6hXel0iVowYv0ZgpTnbwtGiRUxQP8c2UTG1SFN9Gi4QkGhIBfvAZlu0hef4cyYV1ctUc08030TJjVj/C+4L1/A5SqI88TzaeQj0JlkjvQjcq3w57RmfQv4k31YXVz0H3WqD6NYtg1/M25EclA3x5iq8nT0N6/fJJoPBFYX7IJwNw5sIqeA7VOBRfzTzgztP1Z+uM+2CbUHwtHkMyCHNccR+qc/jaV+DOF8BUeJmBK0H1wJWhk318ghhswuQMXryDKI+xkwrOzhGuxA/6qJ1dXKpxkz382g0oF/jlDLm+jm+W+CSinhbIvIeZVygdo+wxZAHW0s5mwWJ3NiZeX8c1La6pw7yUEMzffYd0ZwdOTkjW1qhOTxh95nMBeDMeM/zMZz/SlXp6DHW7lAf7MBii+wPqyTnd288xf+9dpNZhNussWPdUmiHTFNe2mPmceDDArJbIJLlAtvvvOOIudalL/dHVbxs3vFwu+Y//8T/yoz/6o3S7Xbz3/Ot//a/51V/9VdbW1vjrf/2v89nPfvb7ta2X+kOu+aShbT2dvkJKyfF+w0uf71AuHKuZodOX7L9fceW5hMXUkHUUcfJRS+mtOzlvfHXB1rWYrKNYLQxxGpZp6vDxJaXAe8FwQ7Octnz7bsHWQOGMp2odQnp2NlImsxbvPYenlk89l/LwIJx4H41btjciTsYt4BkNNHXjKCrHi8NntqZOrvjMS+GE5bW3VvzApzoYA8sizB2tDyM8nmVpGXYls2UI/VVK4pxjY6hoWsejg5obV2N8GiiDqVT01xTv7zUUreV0z7P3pKFqt3G6oAABAABJREFULXWxIpKSr7694NZOwkld89xuxv5hSxoLpivDt+6t+KFXu5wcO25tRGSpYFYY7h4WGOfZzBN6qaZpHHXrKAvYO634v395wIOTkqqxCCnopYo01rx/WJDFklgLitrRGkf0+0CkT9qKdZ3SOIvwgsYbMhlRe0t6Mfc00ClnbUkiJJO24oV8yINyxnPZkNfdIWtArBSHzYr1KMN5z0G9ZD3KSKTizE+I25Qs0pyZJSOVcdAsuBb3OWoWJFKx3yzZjvrs10fI8hCfDBkATgwYm322Zc6RmWFZcVP1OWs8TTRBCo0QCcYt2NLbVK7m3C0ZyZxGDShcSdNOWdMjTswJ19QWrVDEvkELSW2myHZCGW+RxZto4ZF6jUwG5L5xFYv6CVJoUj2itSsqc06sek8Lpt+qojmlsQsEEoF8ij//nfRhPHquNyjak6edqUiFHCrv/YV9T1x0pgakyZCiPcUb96G1eaTQJHrI6uw3ifJdlG0Q0YBErmHtioIC2ZY470iSDbS1ICMqvwIZY6TAN2O0V7gYjFlB3AvZUQjS0Rdo52/T4CAZ4eZ3yfLnke2KUgv0akwRx7C6jwLoXKN2K5KmRidX8EkvdPmMIyKj6OTEMidSOU07Q8sc10wQzQInNF5F6O5zlK5Aq9soEbOyMySaXGr6yXWK5pQah/cmzIwBVXtGrjeI1YDx6g20zBllLzzbJ0Ig8q1nz5wpQxEkFDgTkOg6hW4oqlk+xkfdAJuIQ6c+AC1csO/ZJhQ/Og1F0+rwWWhvErqZfrkfcOu689Q2SBqHmakPsqQ+wKBXZ+E21wAS2gIQsCihP4f8OtRzfLqBmJ/gN19FXM1hegyjbZidIfMe7q17iEQjXnkRZIx/7ddwmyPEVh+/51GZxU8M3lQ4X0Oc4s2EyRvvk2zsomkwgxHl+0d0PqXxpofudKnPz0jW1xFSghDU4zHJRiiwAHAOX9VE/f7TfKjq+IhkY+MCR//xioZDmsk5nWvXWbz/HsloDe8s0WCIXRU4Y4l6fcx8SjJao5lOqU5PiDc2cJNzcJ6o18OWBb797gF7LnWpS/3PrU88I9rb2+PHfuzH+Ef/6B8xmYR29c///M/zC7/wC2xsbNDv9/mrf/Wv8o1vfOP7trGX+sOt139twXBTg/Uo7Ym0pFg48p7EGE+USJzzlCvH+bHh1p3sY9ezth2xnBo2r8Y8eb/i5ssZB/eDfz2KBG3tUDpYa/rrEecLR9NCnAgGA8Xxw4bFyjDoa6rG4z0cjg2jgWR9qDg5CzS/JycNW+sxWSJ570HFnefTj90egCQRFJXj6pbg3l6FEGGO6sGTikjLML8UK5aFJYkla4OIg2lFEkvmS8vZ3DDIIpIEpoXBN4rRUPLeo5of+UKP3lDwY398naQDn32+wxfvdNkfN0xmjm6q2d7Q/LfXpxxMap6/kiKdQgjY2dAsVwFkcWsj5/pawuGixDnoxJqicgy6kmoFyzpAO+JIsTOIKVvH6dyw2Y8pGkfVOG5uJvzaO9P/4deA957SGRauJZYSi2MtypjZmp6MEYTg3dZZjLcY57iR9pEICtdSe4siwHEq57iSdEmkIlOaK0kX6x1PqgWn7ZIX0nUqa1i4ioUvyUWMloKlaXkx26DxljO7QNdHuHiLiBh8ytIdsKEGHJoxAxFROQNaca8+Ras80M98xXZ0hbGdMLczOnqThSsZCc3Kt6ypLoduypXkOvvNE1IRMrS8q9B6xHp6gzMzZlEfs+08bxZvBFpec0xrV/SSADSozATnDZ1oh9auWDaHT5d79nVEqodokZJFG6TRiKINt394mY/7at2KbrxLqtcozJhY9UjkBplee/Z4FwS/TrxNN94NHav64MJOuE0ebT0N741Vn6qdkBkNvsXkm7TVKUW1R+tr8vQaKQl5sovzLaWdX4A2FLnoEssuMQmqcxXTzgAbOiXekXSep5p8E6uzcOJfnqL7L1FWe5TKkTY1ddYFW6NUju7cpqkOSKsCpxNK2VJMvklSrUK4cRTQ8N63lLO3aBfvQ3EMzqB6t5Dd65AMcL7F4/DeUpsJqR6RRiOWi3cpZ2+SqT550wYr4+xt2vn7dAwkdUU1f4ueUXQaw+np/0XTjMPckncfOS6EzgK5r7MbSHvN/CkFEAhEP6mfEQOdCdCJfDtQ90wR7hf1wrxUvn2xrhuhMIoHwUooBLQLRP8mVKfhfv1bIGTArssYbBXu59pAB7RVAFjEQzg7hv42LI5AdxFtAbu3EAfvIVSC7/TxyzP8zi3c+BE+GSKu30C0S8DDCy/j7z5ApEMEK1wd5sTEtdv4tsK7GsgwBw+I4oSGgEeX8zky38LN7uGaiqjXwzU1SIXu9vCtwdUN0fBZbItralzTojshc6oej0m3tqmOj0i3tmmmE8rjI8qjQ8qjQ9plyLGyVYWMY9wF/hzvUUmCvSiOZJrgWvMUUIEQIVQYQbuYobIOKEU7v8yautSl/lfRJ3amfumXfolPf/rT/OIv/iJpmnJ2dsYv//Iv82f+zJ/hF37hFwC4efMm/+Jf/Av+7b/9t9+3Db7UH14dPKroDTVV5Wlb2LkVUxWWpnL0RpKdGwlHe/VTit8nXVm/civlzd9YUCwcznl0JC9mpBzdoeb8pGW4oZmODUIIvBZQe4wTDDdi6qmlrj29XFDUhkFP0xrPfOHZXIs5PW9pjadtHb1O6B55II4+uRvz3LWU9/cqhBQ457l9LWU8NbzzoGJzXVGUHrxjZz1ivnTovuRoWXNrM+VwXHPresLjcc2V9ZheR7KsLOs9xXSqeevxildvdDmZ1gxzzbwMf9e13QhpNF97e0mceW5tpmytxSSR4OCkJet4Hh5XaCTWBnpglkbsVI6HZyuu9DOUD92ma5sRX31zzvPXM7IY5qVFIuhlivNlyyiPUAqslRxMq//h18DDas5OnNM4i3GWTGoKZxiImKVtyJTGeyidYS3KmLQVmdLcK6bsJj1K29LgiYSkpzRzU7OyBkE4T5QINpKUuyvDcbuiHyUsXExNsCsubEOqJOOm4Hrc4/3pu6xHOU5ESF9jpaLnc2ZmykBlFM4zkj06csDYHrEuexi3wgvJ2MxwvmEYjZiYMblIaV3BVnyVuV2yaWPO2nP6yTW8mYdsJiFxZsZJOybXG2RRHy0U+7Un0RsoIWntgmW9T6x6dOIdnLcU7TFZtEFlJk9DcT+swoxD1pQ5/9jfBwkS1aexCzyOLNoA71k2h2iR0I13g4XPjantJnm0HWafZHaRW+XC/fQGzjdY39J8KFj4A0lrqdoTROcFIt2D5jGCLj67QlE+Dshs0aJlRhZvgEqxtqSwc5RpkPk1muVdsngXkW1DeYLINyirx5D0wSwRMoV4hFg8gSjDNxPKdANWh+TZLYwUVLM3SNIdmjTDeYOYP0T1buFUjHUVojhBiYTGzJDZJlF0DetrtEwv/uYxUkTIcoy1KywSKTStmGJ9jYrX0ek6q+V7iGwLRUSn+/kw42YmCGI63c9jfUPVjul3vsxycRfnakx5il+NgA9Cf/uI+FlA+QddK+9dIPYhQjH0dM7pAC90WK53A19PL9DlW9C/DYuHoTDyFp9vI5YX81bpOl7GF52pnYBhXz6BzlUYdAOtLx2FAi3bCo+3OoTyFHN3H/JRgFIM10LGlM4RIqDTmZ0ht3bwxweo6xL73gr54jbeKfy0Rtj7iN4QbwP0Reys4958FwbryK0NuF/iqyfUvqRFEzUTVrpHvLYFixIpBdWiIForEXpwgSdPEVGEiDXtco6MYpKtLWQcI+KY1aOHDD/7OdrlMtymFHiPUApblqQ7u5jlMhD/9p8QdbuoLMMUq4+6ZMPOePq/ynLscomQgmRjk/rkGNXp0J5PyK+PsE2DKS6LqUtd6n8VfeLZ4Ve+8hX+1t/6W6RpuBr/q7/6qzjn+PEf//Gny/zwD/8w3/rWt77nG3mpPxo6edySZoqsq5DC451jPm5Z246oinAyHCeS0/2G5z6d/7brkgqc8yglnmLT51ODVOCdQ8eCprAUTQvCk2cCaxxIOD6ukcKzLAzDvmbQDVcYx1NDN5OkieTeXsX6MKLfVbz7oOLl2+E48N7z6KDitbdWtObZCWSahBDe9QFM5oZ+V7FcWcra450n1sHeV9UQxTA+NwgBWoccqNZ6uolikGlOxoasA/OVZ9hX9HNNGiv2zys2+zFCCKbLhhsbOTd2Y45nFcMk4uXbOZOZpWo8y7ZhVTpMGzpdtXMsqpZl6ejnEcMkYX9WsruWMC8MOpLMZ46dYcSi9KxqS2UcWnoSLaisY1U7Bp0IZ2C6/B+zsKxsi0SyMA0dnVBYQ6o0mY5wQOEMsZRIAcZZBjrhtAmD662zSCHoioBRr5x5GuY7ilLWowwtJF8v9tiQfXoq5kF9TipixEVArUbRVxn36nNK27IpDDUJsW2QckBHWlZmgpUOQURHJCyFYb95TBZ3+Pr8PSauYkbLUEi29CYrW6C9pxYCoxIwM1q7Ik1CIaTMhCmejeQaSq+RJdsk0QbSLdkr71HUx+x6z+vF6xTtCQiBlDGtK1g1xxedG0HRnpKq4UUX6MNfO3Si7WAfRD+77SK36tnP21jfkEUbF7CJCaU5A8D4mmVzeBEcDM5bVu0RWuUYVz7LrfJh1sl58zT894NCSl1kZeliQpJdQ6Zb1MsHVOackjlVc0wmB8TxJokaoGRM2Z5Slo+ozZQs3kbqHq4Zk2XPU0so529RmjMKc45XMYn15L1XSHSf1Anazog0uYKWOSz20L3nKNyMptxH9m7gkj6unpIUc/K1L6B1j3Zxn7Rakfdepkk7ZMPP0MlvP53/Ul5QT9+A1RFRucDEHaLe89Ddxefb2GwEyRBtGqrFOySiQ960qPKcxfnXkKsxndaTNYbV9Js0s3fpGIEoTolFTC/aAgSn5TtUURyKJGdC12l1EEATFyfuQsiQD5Vv4+cPA/ocwnxU3AvLVmeIZPi0o8XqANG/jeheRfRuIIqj0H3SeQgHFuKiMzUJlsJ8NyDbF3uQbYTbu9ehXYRCKhmGuanXXoOdfvjZC7ySuGKBTzJ8bwvfFOBLRDrEnc0QgxyWNeLsELG9g9i9gZhN4KWX4I3XEJ1hOANRBtd6WJ4hNq6zenAflQiM1yhXIqIYJRTWRYikjzBT2pOHxMMhAM3ZmGQ9YOVd2yC8x9U1qtsNf6sQ1OOTi7ypA9KdXeqzMa5tqU6OQQjKo0MQkvLokHg4op3NiIcjqvEpKs1RaUozneK9J15bw9YVpiyJBkO8tSAltC0i0SAEdrlAxElAr1/qUpf6I69P7EwtFgvW158Rpr761a+iteYHf/AHn97W6XRw7pOugl7qUh9VU9lwBfMiH2o5t4x2YnQkAcvhw5r13Zi2eZYfNT6sOdprUBqiWPLCZwKQ4tadjDe/uuTTP9jh0bsFUkmuv5CymNiQ+VR7dAz//fWCjobeSLNYWVoDrvBILRn0NKfnLbevJsyWljgSPDxoePXFjNfeXnF1O8EYj3OeJA7XHV57q+DqdsTLtyNef7fgMy/nRDps69aa5sEDz+1rCW/fKxEiFHpKCao6zCcNO5JFSYBfzA15N6WoDMOuomk8k7Lh+kZKP5e8/aDg5VsZz23nPB6HQurhUU1RW7aGMVoJ3txb8r9/dsDdBw3XdwRH0xojFd2OxlYChGVzTXNy1iIEzF1DJ1FsDSPEDJ6clygl2d7QfPvdlsNpA8KTRZJhV3M6b6lbR904+rliVVtevpbz6+9N+bNf2PrY/fzb6awpiaWip2NWtqGno2Dpc5aBipnZhqU19FXMxFTcSvs8rObc6axzr5yxphNKb0MOVVtRYuiqiJVrqZyhp2IyJbmiBjxuZkjpOLUL+iIlkorSWmrreCEd8d78mzyfblO0jl56laU54bieIoBNOaJ0BUvf4K1DiIhEeFZtTC4i8IqJL/GmoKM6CKEozRKjUpxK2RSS/fIe15JbPHELBqZk1hxSu5ZYKBCOUuTEosXiiIViehF629glmV5DyYth9gtbo3U1hRl/DIAifJ9H21hfX8AnPizBhztHxlVPf86ijWdIdW+RQpHICZ14+6IjFqiC3WjtQ/evae3iO+a3jKtZNcdQPUHkuzhXEFmHaA1NmhOJnNJMkF5A1AHvngYR+2RItbxLHA2RKqM0Y4RrSOJNZNRH2BJMRZVm1LM3QaUQd4iMoW3uE6k+yfoPUa8e4l2JyLdQbUVbPSJOtjGdHs3yLr5dEvdeoMbg7QQlYhq3pF49wLVLYj2gdofQ2SWRQ+rlO1CBlDXezYllj8atkCqnyUYIn9OIiAaP94IsukHRjkEIcr1NV14LqPr2BJ1s09VDWltg0mP6vVeoF++xaGes5S+h+8+FvfnBjJRQAV2ebSKkhv4tfHWGrycBFtG5EqAU7SoUSd3riGzzApX+MDxH3uDzKzC7F/Dm/VuhYGtXgeBXzwJm/SIImPIEetfDbTqFzm4oqOIenB7B7RehOcP7GPJ1hJ7ilyughvWr+JNT5Au38U8WiGs9/MojNrcR9QSfb+GHA8R8Ct5jiRB5juivwcEDnEqR0lGcLcl6GT4RiNpTnx+ReYVIOgg1J9q6jtu/j188RvR2saUhuj2gPj19Og/VTCfIXv/pIdLOZnSu36RqmvC+XBSoJCXdDtCPqNulHp/SLpehOAKyK1eZvfUGw09/htmbb6A7HXAWFSdgLe1iQbK5iXcOGce08zlRf4CZL1DdHnFVMn/7bda//INc6lKX+u7q29/+Nj/3cz/HvXv3GAwG/LW/9tf4K3/lr/yBbc8nFlNXr17l/v37XLlyBWstv/qrv8qXv/xlsg/hRP/7f//vXLt27fuyoZf6w6+ycCgFs5Vj+5oiyzU6kqxmhm4vdIeqwpJmoXCx1nPwoOazfyJYW57cL9l/UHH1dkqWa7KOZDX3NKXj6vMpD94qSTJ5gTcWSK1YtB5ferJEUtcQDTyP9xuyRLJYWbq54t7jmn5XEUeC1kDVeFaFY3td8+b7JS/dDq/5R/sVV7YjtjcCKOCl2ylvvV8gBGyvR1zZjvnN1+D5FxTzZUtrHXks0RfdMxBMF55+T7J3XtCPNVEkKFvHYmUZDjRlAWIEwgu6mQIPbz8sOJ7VXF1Lcc5jnSeRkjcfLEkyST+PWF8z/PobC25djTkYt1xfT6iBnc2YxcoxygM84GxpKOoW5x3baxFv7y25vZWxd1zTGKhrx1pP01rP6bxFCUEWKyItqRvHqKdYlpbpsv0973/rHEvXciNKWLiWvowpvCEVisJZBloTSwk+dJtmtuZBNefTnXUOmxVdqam9ZSRjTtvQFdmNOx+xg3rvWdY1PvJsxTkP64pERLQE2EVXJpzbFT2fsCEMx6blSrrDtDnBuooEw0hvcWwmKBFhseQyxZPTx/GenVK7AZ4SREymEpyrcapDJ95k0Z5gXE0TbbKrBhxWD1mTOaUeYEXDJjmn7RO0k0Sixul1SiHoqj43dZ9TIbmh1ijaE4RQT3HkHo8SEVokWB/Ifx+Wxz2FRHyY1Gddgydc8NIyI1Z9rKto3YpUr1O246ddJ4nC454CKASCRA5wtCybQyQKh0WJiFj1nt72YW5Z3NQItU6TDonLGVaAUJpcjWi9DXM/bYm3iiTepGrHeBXjywlCxzR2hfcFWX4L2praTfCr09CKTtcRyydk/VcQtgJnaKWjTYe4ako9/SY+HdLtvQqrAxohEd3roLrY5UOESqB3DS9EsP2VZygiGjtHxWtESUrbztAyIWkdpbkP2TZptEZlJmg5ovUGfJdID2nsHIdH+hYhNAhJ0ZyQRkNi1aVoTnG+JYs2niHVm8MAFpFbCJWherfoi5jT1V02Zg6t80ChiQeB1Gfrp2AK0dlFpM8ucPrVQSi2O1cDCn11EPZFug69G8GWJkSw7vWfg+IIb+vQdbJ1sPKlG2HZ8gTaFT4ZhU5W7zrelKGoS9bA1rCyEAloDOQaaWrElZfwB+8htm+DavEywpEizCOoNpFrAnd6hpvMEd0J9PvQ1PCZLyHe+Aa+18NNpxcWGYMxUC8XdF54gbqa4WZL9OYO+tE9zGKBHmxhp2NE/zqCAlEfI1SXdj4n2dyi2HsESiKkwhw/ofsn/jj1+RnRYBhmpXav0MymuLqmc/3GR46hZGMTU1UBVLG1TXN+Dh6ElHjvUXGMTFLa2SzMSXU7NJNz8J5o0Kc63EeKHiLPaKYTVJbRri6tfpe61Hdbzjn+5t/8m/zMz/wMP/7jP87bb7/NX/7Lf5k7d+7wpS996Q9kmz7R5vcTP/ET/ON//I/5P//P/5N/+A//IePxmL/0l/7S099/7Wtf4xd/8Rf5c3/uz31fNvRSf7g1n7RUK0tdekabmuXM0htJklTQNI7ogsi3f6/mxsuheHnrNxZ86ge7T9dx7bmM+VlLVYYrh1KF+SSA3lBTLOzTZT+wyRgJo6HmYL8lzQUR0DqHv+i2pBe0wNOJYWczFEn3H1fcvBpCbts2FGKt8ZzPLDsXhRRAN1d87pUOn325w/5J+/SkftjXzJeW+dKxNlScTSxRJOl3FWsjxeFJw6xuWOvHaO3JNNzdK8mUINaCSAu++V7B51/MOZtaHp9VPLedU9QWoTyfutXBeMeTs5pUaCbLliSVzJeGnbWEjooY9hTTouF4UlOUFqUEvU7Ec7sZeaw5XxgOz2qe283ZP6/JM8XmmuT9RzVxpCgbG2AgTZg1ao1j2NVMVoZeHoqtRfl7K6julhNuJD0mbUXsJY23AY0NdFXEzNQ47+lozWGz4kYaiugzUyEAS8icOnU1sVQMdIIQgtIaGhf2/evlAYvGcVgvmbuCUZQihcc4T+0NkVCkxBzX+2iR0pcpUlS0eLxvSFTEkZ2jhcZLwZYaIEVO61ecG8sr6QZ75YyhGrATraO9pyGmMFNqM6Mb7yJFHCxz5oxMb9AIS9keo9o5hTkl1Rt0422cEBhzRtEeUTXHRGbBXvk+lZmiZEqg54UiXCCwviVSnY+1+XXjXZRMn8Ig8mj7aSDvB8tIEVG0x1jfkKgBRXuMw1ysXeCwH9pbHucN1ldP7Xz+wippXUNpzgO8Ac8HXa5Uj3Dzh9SRIBFdrLeItgJvKewEa2tyvUGa7JKnV2nNBO8MofDLyeJdYpESpbtU1QFVcxiSq6IeWXqD3AiS3suUy/cp7JTCTmjsik4DWXIFka3TyZ6nnHyLUloaLUlaRzt/DxH3EckIJRJM8QSx2CdOtmmzPmn/U2ROoXQP8m1U5zpFrHHZGlm8SeMCPEHJDO8tkepiTABExOUshOAuD2B5CMUR7ewuq8k3ccvH5K2jnr3L8vxrqHJCp3EkVYEp38S3S7rxLkJE9LKbTNSSsR9TJOE9xq8OoBwHql66jp8/CsXQhUTnSrDoLR8H3Hn3arAE1hNoVyHLS0jIt2GxF4AVvZuh6+RNgEw0c6gnAcvev4VoZpBuhPmrdhnsgtUZ7tEB2AJUBuu7iMjhrA8ZUp0d/OQEd75A3NhB3Hsff/022HPc3cdgWsRzNxFxAg8fwfYOHB+GonFrGybTkGu1u0n58H1QEWa5glYQj/rIZoXXKebsASKK8PkO5nwfnEX0rxGJJdXJPq6tiYaDQNTr9/FNRdTrX4AnQhddXGRF6U6Hj1PU7WLKEqEU3ppn1ywExOsbuKrCFMGTnqxt4IzBFCu8dai8i61rdJrRTKbovItdXhZTl7rUd1uz2YzxeIxzDuccQgiklERR9Dvf+XukT+xM/fRP/zTT6ZSf+7mfQ0rJ3/27f5c/+Sf/JAA/93M/x7/7d/+OP/Wn/hQ//dM//X3b2Ev94dVrvzpjsKnQsSCKJHioCk9TW+JUsnU9Yu+dirwnkVJwelCzth2hfwuC+5UvdnnzN5a8+kM9Nq7EnO7XXHs+4/HdkjSXlCtHd6BYTi1GedrK0luPqEvPZGLIUsXGZsTrv7Hg+c93uL4d8eSkZbkyLFeWK5sR955UXNmKeft+yUu3Qn7M2/cKPvVCKPKKyjFfWnY2nh24aSIoKsugB/OFpdeR3H1UU1sfCpFBzGxuSFPJqK/ZP/XMVoZ+R7K5GXE+MTwet3zxpS4nJ4bbV2MmK0NVOf6PLwzwgIwUjfH0M8V7Byt++M6Qw3HLvaOKT93K+ME7PU7Ghp1NxZsPC25tZ+yfNCzqhs2hZu+0Jo8VvSzCIzidNfRSTdE4OlpRKEtZwnjRIIUkSyWxhsfjGgmM5y2DjkYCNzZSfu2d6e8pwLdyhhjN0hqUkPRFEjoqzrArQ4FYO4Pw4eR+0lb0ZIRznlgqWuc4ayuyAL0ml5qDasnCNeAhlopDM+cL3V2Om4K75SlX4x59nYa5COs4sFOu6hHL8pyFlNyIB+wXR/Rkh0Z5GitQODKZBeudq3HeInA0eGZuxlFTcKO7Q9scsqXXyfDUao1Jc4hoxyBilEhZ2JINnTJWAzZExqmZUNCwZiVzV5HKDmO3IJYRC1fRlRm5TDi3U3bia2j1UZql945Ve3xh8wslFoQix+NI1TDMXH044caGJT9YKo82qc2U0pyR6BH6Ih/pwwo2vxD6W5sZqRqhLpbzFxbdD/7/yP5d3MUqCSqmKh7hbIkyFSrq4V2BSDYpqicIGePdnEh3iOItcBarNUX1BKVyVDPDm5Io2yUixpp56GAJD4tDVO82SVPh9QCEoNANstgn7b5Acf41RGcb2oLcZJTaI7s3yeNNfDXB1KcYnZLmt7DLhzhf0XJCk2/iRE2i+tR2gRCSVA6oZ+/gfEuihtTuPZSIEHKFczXkO3iZgKvwQqOdoRUeIWI8DommoIVojTzaoTSneDyd6Do6K1DOsZy8hkSSqB4km0SqS9meMfVzRp0Xw3NenQciX74FzQLvzgNpr3sNIVUAULRFKIBUjOhcCQG+7SLMRMUD6FwJHS4IGVP1NHSm8p3QpVodXCDZtwKGvnsNbIOfP8DnV3C//v+C26+Ar6A0+O4WzPdxbAATZG8DKVqIIpASWYOvanyeoK5eA9fgt67gWwPH45DRdO0qYv8JRBKfdxDCsHj4iCRPUN0O/vQMk0hEEmEiDycL1PUzWtdFb94ErWlPHtJ54VXa+9+mlTHp1hbN+Rnd5198ekHNVhW2LInX1qhOTsAY0qsf76iJhyPMckl1dHjRferRzEIwtZASf+GYVUmKq2uS0Tr1+Zjq8ADd7dLOZpimRghCd8ya3/F98VKX+p9Zfj6H6n8cOvW7Vpoi+v3f1aKj0Yif+qmf4u///b/PP/gH/wBrLX/n7/wdPve5z32PN/KT9YnFlFKKn/3Zn+Vnf/Znv+N3f/Ev/kX+wl/4C9y5c+d7unGX+qOjw/sVw42YOJZMxoYXXs04P27YvpFgWhgftGxei5mfhw+f472GV/9Y7zvWI4RgsK44O27Y3E04elRjWs9qbsk6ism4JetEKOV48/2KVCoSLZE9GO+1rHUVZVfTrBxCCp4cG7bWNU3rmcwNO8/nFKVjbaB5uF/TyUPGFAiSWHJ42pDEklFfsX/ccHU7XEV+5XbG6+8V7KxLjsYNO5sx/5//NmNzXdPvaerKkiVQN57KWxIt8V5Qt55OrDmf1/RShRMB/nCzH/P4+AP7oaSsLfcOam6up3zlrRlrnYhOLvHakkaSuoL1keSbd1d8+oWMbhLRGs+gq9jdjGkaz3pHMCta9pYVt7dSlIZvvbdio6/RShArwd64JpIZ672Ik3nDvHAMcs3ZsmW9G7GsDImWKCk5X/ze3mDHTcl6lNNVmkxFCCEonAuQibakrxNa75jamheyIe8VE4Y6xYtA/+qoiIVtaHFsRBkPyhmRkLyYjZAiFF99FFJIdpMOXhoe1VMKa9iOu3RFBAb2qz0iYYnlJmfNGC1aPA2xTZkyZU2NEGhO3YIOCQ2G0gu8qHFIOqrPk+KAz3afZ2zPECIibSs6asSyPaUroRIxadTn3IxJnWKJIolHdIkxZoK8QHL3kyt4oMEQywHXxCZ77ZihmSDs7Olz90FX6MPhuR+n31qAfVjee8p2TKqHCKGpzZTaTD58dAE8tfl9kClV2znOmKeWw6f2saeWwot7zx+Rdp9D9m/THv0aIurQRhG2mdGJ1mm8AZUgbIsXCu8dVXsWyjwLmd7E+grnWvLh57CL+5SuCLa1dgGmRPVfRBXHlFEK7RwbpaRlhevcpFy8Rzr6DKpZ4aMehapRIiJRA1bTb4FM8LSkrku7eoTtrKO8wtGG7LDylNadIwRkakTlH+HyDRI9CN05l6H1GrU5R1QtSVNRm2O0iElUjxaLNLOQFeUt1lmElAgvKcTxRf7XJmXxJqZ8F2m/RKd3ByuhrA7oth5TnyHNGKFyjhevMUifI03XIF3DF8ehiJIxvrONWB3gEWF2Ksohyi/mpR6E29RFAbw6DEVW9xremfD7fDeQ9ZZPAkmwcwVvGyiOw1zVch+8w3dvIhYPYWpg24c6vZWwOkZeuwOne4jtazhfI9IUHj7B3biFnB5DEaGe38C3BSLuILxDbq3j3ngLXv00YmbxZYnIO4g0xp/NaBYr8u0NmrLANS20kvjGNmJ8jj05xPI5kl6IvRJCYcUIc35AvrtFOV1iqx5CR3hnkVEcgn2HQ1zTINfWMcsDdK//2x5DKsto5zN0p0fn6rUQ2hvHeOfxdY2IYnSnQ302JunkCB3hjCXrD6iPj/DGons92uUc3GV076X+8MobQ/tjfxq+Hx3Wbpfov/4qQv+28bdAsPllWcY/+2f/jD/9p/80r732Gn/7b/9tXn31VX7kR37ke7+tH6Pfeas/Ri+//PJ3ezsu9Udcp/stG1c0VWnp9iXVyqEjSW8YMTltsa1netKyfTPlyb2S3VsXAaat4+yoRUjojzRprrj+QgjuXd+O0Vpg2vCBleSSbl+ioxCbcnzWoPG0xmO9Z30jpmk9nUxw8LDhC4nEec94atkYaeYrx729iptXE/YOaq5uh87TO/dKPvVizmRu6OaKXid0RtaGmv3jBqUE/a7C+wt7oQCtwuxVJAUGTxwLZktPEjlOFzWbnZjCWmwrqL0DG/Ku7j6qeO5qwlo34rV3V2yNNO88Kokk3NyO2RnFLEzLS9dyfvOdJWsDyZdf6fFfvjHnTpTy3G4WsOF9z/2DgixRTFZtyJPKInbWEoraMikaXCPpdyXCSh6MK57fzHjHlVjrmBYG5yHWkrNly1o34nzVMupoZkVLFmuKxmKtQ6nfOcD3oFqSqwgtBY13FLZlFCUY5ymtYS1KAxpdaBpvqZwhEYqZrbiuQ1G9ssFWOJIxk7bCeMftbPD0MUZRijeh4B6bBRK4nQ5ZtC1PqgVX0g74Et2O8bpHRymWbUEmNREZR0wYyBTjHAsKhiKh8DW5zInxlN4gRJ+XM8+9csbYLRAiQnlH4Vs6ztNLtlnZgtRVVO0KIRMEBudrYqNZ+inoPhvxDovmjLo9pfYtfZExZs5A5Ui7YK7XuRKNvuN59N5TtedY337IZgcf6UYBSqakeggEoEVrl6R6RB4/6ySmH7N+gESe04m3n/4cqd+erAngqwk22aFyC5h+k0hKWrNAJSN8M6doz9BqkzzevigIIkpqaBYQddFeUYkK3Syhs00x/RYiyomTa2hTghpB7w5m/j511kOsjiDqoJoS09tBrU6Ie89jZu9RxSkiHhKJHFmdU7QPIdtAlOfEneu0ErzPEECsOlTmDL88ROdXaIUhkQNKX+LLBl1OcGKOtStiNaD2JwgkUX4NKwTexQjVp3Al3htkcg1HeJ3GIqd1S7yQFwWoovAW4g1k6qiSFF/cI/EJOYJV4hGyQ66vUhV7DIymnH6LpU5YH/5gsOIB3raI5eMA8UjXQj6UihH5NkLF0L8dsqiECFa6ZAj1NHS4sk1E/za+OMGXp6Ez1S4v8qxEyJOaPwpzVHjE4hFOD+HkMTz/IyBApBafrCHsBB918dUKsZziv/xDiHffR81OsaVA7magOwhb4k2JEBqhM7i6jTucI2OL8xLW1+DkGNO2tGWJGA3xT56g+hl+UaDTnDrrEK9W+GpC3Q4QpkBt3CQeDmlNS7Y2ZP7ur6Ejjx5us7h7l/jGTarTE/Jr17FlRXVyjNCadPO376Yn6xu0syki0tTnZ3jvGLzwErO336JZLIhHawgpEErjm2Dv1t0upioQaUq7mBH1B9i6opme/Y7HzqUu9T+rhNZE/9//3/evM/W7KKQA/sN/+A989atf5Wd+5mcA+KEf+iF+4id+gl/5lV/5w1VMXepSv1dVpcVZTdZVVEuHdzBYD+G73b5CCMHsvOXTPxTz9tcWXHs+nECfPGm4coElP9qr2bgSAnC1FhjjGG5GnB+FD7RrL6S89l9qokRRFo7KeK5sxBSVxzaWwUizLGGtr3hvVdDJQlF0ctZyZTPHmIA1vz1KeHLU8Pk7HerGIVW4Bl9WjitbMcvCMp0bru0kTztT+8cNt68lfPVrnjuvaF57qyDWnm5HUtYGj6DXVZxNGuaFQeWCJJIIDW0LUgtOJw23djKSRPLOo5Kr6zHTwvDq7YSzZcuNjYzXHy24vpFxNGnYWlfYRnL/qOTOzYxy5Xjuesp/+I0JN6/FCC/pZIqT8xbwlL7h8Nix2Y3JI824aukloQM16irG89BRe/dBw4vPJWgpiDUMnWY8b+hnmtnKstaNKBrLejfiK+9N+d/urH3cLv+IzkzJKEo5qVc4PH2VsDKG0rb0ophYSoyXLF3Dc9mQu8WU7TijdpLGu5BHZVtuZH0OvOGwWfFKHh73A8vZiZkTOc396pzGN6xFOVLAWqwYOcleOafv7qP1Jkopal+Dr7G+y9wvGMiYkYg4oiFH0uDpyEAsrSRoIpRbsTAKIdaJraerEypfIaMtSrsgs0twLRWgpEAIiVNDhq7m2Izx3pOZgqUpQKZ04h3Si1yolgalBjwf7fJG+S49dwUpPiD3PetOpXpE+lvseR8UTCCIVAeJekr1C3NWO5TtGe47OlHPirAP1v9BZ+oDayAfwnR/+D5h+YvtO3+DJLtOPvw0fvY+3sxRnRsYt0Q6T5Zfx0pHUe8jRITXKRERUXodXIOVHutWWKWQzRySAdpLXD2mkBJkBLPXIV0nLs7QvTsIs8SlI8rFe1ipiJaPMZ1NhJCoeg72nDrtkugb6LaEwas0vsLaObkcIcpTVuYJqRqiRj+AWdxF2BVOLsDVkG8hoxGNnSNZxwkFLieJ1nCuwbgVkexgXHlR2IIUGudbtEgvwB6CWHZDtpd/NpPWuDmeTTq9O1QmgA46bQPWUizfJI4G0NslMn3iZsnp0f+b9bX/DZWMECqC/k18uwqWPJ1C3L8AVcjQdepefbZfVweQjBA6w68O8VI/y7FaPoGoGzpTbRFmqHo3wlyVVIj+bex//H/C2g7YJcQRdK7D5ADbv4qIS0TdIHdewN99C39tF9ocOX2EzHfCsSkjhGvD68Ub1GgNe3cff3sXHj7Cd3uI9++xOJmgOjm+aVFRgtQKv9annSxDAakS3GqJVw3R9sv4akzcHdFUEYt7j8lf/BJ2fkIcTah8hJAS1zSY5ZJsZ5fFvfdJNjaePi/F/j715Ayso/vcc0S9ZxYjleXYqnrawRIqdFKjwQBbrMh2r1CdntIs5sSjEcymtPMFKo6xZYGUCqc07eISjX6pP9wS/X4Ax/xPpIODA5rmo/EsWmv077IY+17od76kfKlLfRdULixSC6wNn/c6EegIylWYmSqXhqyrPoLaP9qr2bqeMDtrOT1o2L4ec/I4DGA//9mce68X7N5MaWpL3lMcP6qxF3c/moYDLVIwXFdM54b5ytJJoSgdkfKUi5ZuLulkkifHDc/fSJgvQ4ivvDgy3rlXcue5jKNxy5WtmDfuFuwfN1gL3363eOrLjyNBmkiKCq7txDw8aLiyFXM+t6SJZDa3GANWXSDGlwalLkh5Eax1Y967X9LpgkZyNGnQsWCzH/Ht+0sir3j/SUlReprW8+i4QjjF2lAhvaSbSR6eVrzxcEkcSTKlef5KhvaSGxspL13vsNXNSJRkf1IxnrdcWUtojCOOYJCGztN2P2bvsCZRkvVezLx0FI1lrRtTNJZ+pihqh3Uw6Ggen/3urlidNyUxAosnlprKGzyOXhSK0blpyaQGBKdtwZWkw9y2IGCgYqZtRUdHFLbl1DXcTgdIIThvKw6bFcfNirfKIxrAeUdGzEEzY2UaPJ5UKfp+SlELhIpCfWAKYpVivUFLwUB3edCekUuF8DEpEUu7oFWK3LeUTrDwS8ZekKtTvr464dwu6KgBkZ0jkCxsQV9okClptEXrSur2hEZIhskVNpMbEA+x0ZBcplTNKVU7ZtUek7RLJtU+0+YJV/QmD9oxHxQuebT1lJxXmSmr5piiOWHVHIeiybunWVLgqeyUD8h+rQ15Vc6bp7cBF5S/gFRP9AiBIFZ9ErkRHk88+2DKLyAWebSJEjEeT6L6AXYh+iTRBq1oKBbvUNaHlG7GqnmC9AKhYsr68MLmtkWm+nT0OgJB2ZxQmgm1hNjHgMIL6Mg+UqYYFYGtwsxN1EGXE+jeoFy8TSFbysk3SeJNYudo83XyaJO89ahoSCsMupxi3JJVGlPYCWb5kLyBevWQMo5QKsf6mnL6TZqkS9R/AZOvQfcqSmYXBSpomWJcSax7GFvQuBUCgRQR3hu8u3is6hAlIhQSWx4h6gltOwM8sfpQKO/Fnl3WB1jXIGXMSnuqOCEf/QBGp7Tzu+SNQ5qSzuiLnM6/Rjt7P3SdnEFEnQCciLpQnEA8hGwbFo/wzTNbjuhcgXr21NKHyvCLPXwzD/dHhIKrmYU8qeIwZFZlW8ES+MYD2O0H1Lro4pdHiKyLmMwhjfHb2/jqFE+GLFb4k/vwwiuQ7+KPHmJffx337gP8u/ex03N81ENe24S9J4hrO4iHD/G9TZaP7pPevI47n9E2BrsqkL0uoikQeR+mZ8Q37yCVwxcntNMFzjiSHIiGKNXiraWuIyIxxS6X6F54zpvJOUIK4sHw6fNSnxwxevWzDD/7OcqDA6ZvvvH0d+n2DvX4lIsD5en7vM5zZHphpXUeWxTggqtAZxmuadG90JXybYuMEurz89/Ve+SlLnWp351++Id/mPv37/PLv/zLeO95/fXX+ZVf+ZU/UCDeZWfqUt9zee8pFpbV0rKxHbNoAiRiNbMgBVkuEELjHNx/o+C5V3OWM0N3oLj/xoo0VyS54PWvLLjzpS7jw4aN3RhnwwdcFEvSjuTsqEFrQVs7Ho0NmYBBX3G+cKxvxqRasFp6RgNNfyvmra8X/Ik/FbO5FrFYWQ5OWzZHOhRQz+dUdehKNcaTpZInRzW9XHLzauiUTeeG194u0EqwuxkxnpiLvzd0u164GYqzsoY0lSQRnBYVa1lEJCyrwlIqz6Abfvfuw5phP+b+Qc0XX+jx/lFB0zp+6E6f9V7M19+fcWsjY++kYnMQ080ke0c1z19Lef3eiu01TVvDj/zAgN98fcUXP53z+nstcaSpSkdZO7YGCYOO5mRRsygM1nlcC6W1XFlLWZSWVWnp54rjWU2kJE5D2Rj6uWZWGNY6EfPSkEUBk/47aW5qDJ4aTyQUS9OwmeVkSjExNRJBR2qc9wGJ3jb00oRUKLSQnLQlCMGGzni7OOOKTMmUDmG+/hmIYUHF82KLRlUU1hD58JoqnYOoRbozknhIV+VM2zm1W7AmO9S+YVPtMG5P2I47OBfw+nO/IFM5SzO/gErUOLmBt2egE85NRUbGUXuIFjG5iNHxNvP2jK6Hc/OEzeQ6pTe0bolr5sx8hUISC8UCSS/exWAwzoSiwtf0SMlpOZCSJNpEXQT2ZtH6RwqcD2RdTWUmtE3BB4VSJ9q+6CT99gpZUscoEdOJd6jNjNqNKdoTUj1Cyfhi1ur0GehCj0jlGrWZhw7W+I1gOctuhY5GPUXIGCUiWjtDYEhUF+sbartCeIF3S5J0l8zEwapmSmpWxFEfvGXlVwhTo50j7r4EpgCzwvR2aeZvQ/cGLPegd522OkPFA6RrqaZv4uM+YnlG1LmOjPvUdobwHhaPUP3nKX2FqCCqZojuDSozQclNxAUyHUI3TwpNZSYIBKY4AlfgRYFxSwSQqnVK8y5apiTRCNO9TVs9RhXnNKIFlRHrEXV9AKam4RSEJ5I5ujlDrDoXz6mkyg2deBsBLJon5PEGKt1l1R6jkivE1ZyOXmeqSvAF/cWKWOXQuRqsc73r+GoCxTQUTLbEr+bB5hd1EZ0AFPHlGFyD6N0IEIr5Q+jdDBh2UwYSYLoZYBZSQfcmTMdw/QvQNmAqxOYVZD/Hn52ByOHxffydH0Asz3AyR5gJIha48X0oEtSnXr7oeTrcG3ehmyFGO/jjEkSDcC3kXWpj6SQJRV0h4xhXGURd40TIDPRo6sM9sp3rNCfH4D3N5JDuS59ClGOMG6DXu9QHdxm+dBX3a98kuvVjqDimmU7QnWfF7PTNN+i9HGa+hRD0X36F+fvvUU/OSUZrYdbtoiuVbG5R7j8Or4v+AFvXtIs5Qkmi0Yj67BQhNbrXo9w/IB6NaOsKlefE62vM3n6TrR/+33/HY/FSl7rU704vvfQS//Jf/kt+6Zd+iX/+z/85Gxsb/L2/9/f40R/90T+wbbospi71Pdf9N1ckuSLPFU3tA8b73DLc1AghKZYe5xxb11JO92uSVDE5qWlrR3+k2bkZipeso7j3xor1nQTTBoCEc57hZsTkOMyQ9Iaaybhl1To6HU1toV05Oj0FWqDLlvnSsrkRszhvORq3/LHPdVmVltOzhp3NhKPThkgL3rxb8OqLOcdnLVvrEQ+fVHzx1Weo9mFf84VPhUPotbdW7GxG3Nz1vH2vJIkC4vz4zHJ9J8I5gZKwLCyZVuSJomgsbeM4nzuev5IQC8Vk2uJwJEkgptW1oyrg64dzIqVIMxj2FWtdzYOjik/dyPn1t+a8eC0ljyKOxi1143j+esz7ezVCStJEMJ5atBJsjhQP9x3bvYTH5zVZIvF4FpWhqyOKumVnPeE33ljw/M2MTnaBSffQWs8o1xgbUKTGe7qJ5PVHcz5z85NtAI+rBTtxh9K21M6S6YjStljviFFIAZFUzEzNQKfsxDlzU9N6h/IyhOjGGY/qOVeTHkdizMI0FNYwihL6OuHEzLkdj8iFYq9ecSXq09MwaUsyJKfLPSKvGSQ5k7ZhIFsmPuHEzbkab3NmJ0g0UjgWzpBJEDLBuJY11SPWIxbtHOEbDAmx2OKleMqbq32e626i9JDKzEjNnET1MDJmU6wxrvfpCI1DoaIRAyQKyUnzmBxN1Z5Q+xaJROouA9axKsJ6x9W25fXVt3npIhy3bMcAT2l+H0iKKGRGmTGRzIlVl7IdP+08BX3yIHyserS2YNkchu6UGCGQlOZi3sN7YtUl1n2MqwK44mI7NDHGtSTJFsopvBriI4OQCqu61OYsdJaExDiPJsJJ0LqLbc5phccXc7y3ZNktbPkEl2/R8Qp0htEZxfI9wIWuy/wtVP8lkmqOH3wGyhMKqfDCkhioki6iOsP3ruNkTGsmJMahnccPP0u7vId3JVn3JZxSVGZCHm+hZBJCkdvTEH68uE9ll4HqpzcolUREm7TCguwSyR61K8DvINWQwi3xdkqUbGKw4C0SiRUekhFR3qO1CxACL1Pa5AjZuw4ejFkgFk+o1ClCaGKV0ogFXAQjG1tSJjWpeAGW7xLLDks3Joqv0Fvth65J9yoiHQGjEMRripAhVU/AtfhmgYh7iGwjQCoWj4M98AKV7oUMwbxRF4rDMEslJO2v/3uQMagGtESuXcevJvhc4rMe4vwJbD2POH6CGPXwZ0/wr/wg0kxx958gb+/iZw20S1ynB9c38Q+fwMtrMJT4GfgG2rTGLQt8a9FJhEoyfJbAssJ5g05zTCyRD/bxoxFqeAVZz/GmYfnON8l2rkGaIqOYdr4Z5sSqAnvybfStL9EuFnRu3gLC8LpranT+0VnA/gsvMXnt6ySjYB+O1zdCMIEUVONJAFu0JhRZF4dT1O3i2obm7Bw9GKC6Oa5piQdDlnsPiQbDANK41KUu9V3Vj/zIj/yBzUd9nC5tfpf6nuvtry3ZuBqB9ygZ8qGWE8NoMwAePJ7p2LCxGyxf48OGrCsoV/ZpIQXQH0X01yKs8YwPW577dMa9N4LV7+yoCZ72RJB3ofWeSAiM9SxLi7eetnGkPU0cQawFJ8c1cSR4f6/mldsZk7mlmwniOITsChEw6L2O4vX3Cj77ysdnkwD0uopIwbKUvH2v5ObVhKOxIZKetaFGCHh4UpLE4e9yQB5LOh2JEoLFCm7d0vyHr8z41M2Ub76/ZK0b08s1eVeQZZLPPt/leN6wM0pYNobPP9/l6+8teeFqivSKqnHsbGj2j1uOlzXfuD9nWpV8496M+6crxkXJu49LtBJIJJudmJUxKCm5vpExXtY0DVzZiNg/aehmitaE+TatQzG4qCxSygsaIWwMYt7dL37b/T8zNbnUTNoaJQTKQ6oUUgiEgMZZlBAkUjE1JRaIhKSrYpa2CWAJQvdsFKWU3jI1NV0d0dcJp03Bu9UxI9HlvXrMtu5y2i44q0s2opxIC1btAZ6EXA6IhOGkmdDXET3ZZ+kqUtFBK8e0sfQVLLxn6DUdkZKoEcf1Y1bUNK6mkDGz9oBIJJQ2ZiRyMFOczPHRiAxHUR9RNSdkakDhGhQNVTvGtGecNntsRrvE0YgWSyq7RELhzJzSnHBW7yGcIYmGzFwZCIIXOVH+Y/5ZX1ObKZ1oByk0xUUX6bfORH0kNOfi+0h18d6SRiO0zMj0Fq2fk0YjEtUPVjYZPQ2kNa4iUuE4SPQIOX9Ikl6nTfsUq4eUy3tU5pyyHVO3pyTxFqlaxwpBptfRuk8m+ygvMN4Eqp+rSTrPU1WPEVEP1RSs2jEFNb48IE+vkff+/+z9Waxsa3qWCz5/M/poZ9+tfu2+ydzZOTnmVFHHh4MpZMv4gqLKN760JSTgAriBS8QFQgiVuLG5OFVCUCVKLglK5xyXscEmsZ2Zzma3q+9n38SMdrR/Uxdj7rWz2cYu7NwGs96lUMwVEXPOESNizPi/8b3f875G2hjSpS+jyhG5chSTD1lEmii9hC6nlGZERES2/GXSYAU/e4JcnGClZCFriuktmmRIZ/hFKipqO0MgqcyExfQWxfn7xHVDNblNE3ehs0XUe40i0qATonAIUrc9Fm/w9QSRj6jLA1i0F7E4xM2fweKQoJhiZo/asNz5M1gcEBqBq8bgDBKNwyBVAr1LuHQVsnVqJbGzR4Rlzvz8XYwr6ITbFH5COngb0b1EGC7j53ucVA9x6TrM9/CzZ3jvEFG/RZx/XFCZAmzZ2gPLM4QKWxtf0IHZU0jX2hkrW4F3bf5Udd7OY337NtzYBN2BIMNNDlqqXSlAlvjLryLKY0DiRQpOoTjDPRvBteuwyBGDCLF1re0gVw2+9pCPkcMBYjGC7hKn3/wW2aAHSmKrBis9IghwUuBmBQyHhEmKymc0RYldjNErl5FhgrcNzpZUzz7ATE9IL1/FuRDCBNHZpnr4dcLuJ58jk/e+y+Dtz3/q36poY4t8b689Nro97GLRWg08dK5epZ6cYy5Q6SpJsfMF4XAJ1e1S7D0j6A+w+bwtcI0l6PZoppNP/V0v9EIv9KdHL4qpF/qR6+BxRRjIizn2tkhZ2gyZjCzdgcLUHh0Knt0v2LoW45zn6Z2Klz73w8XL1tWY490KITxBKDF1OyTVXdJo3dr93r9XYAtLFNCGLaYCnKcpHFoJGidIU4lvPCsDjXOe8czQyxQPd2tevZZw+1HBq9cTZos2vDZLJIH+/XG6Ny5FPD1s8B4mc0uoBdZ4bl6NebbfUDcwaWrWuzFhrMgLx7hwdBLBck9zntdoIZnNLWUhuLYVsXdWsrkccv9gweuXOhyeVyShIq8sm8OIg3HJxpomVu1zGHQVk7nhWw/GpFry1Vf6vLbT5fJSxheu91hJY2aF4eFJThwLVpcCXCNojGOWG3pZwM5KxNGkZjb3OOdbdHussNbjHHQTRW0dtXUIoBO3dL/fT7W1jJuK3Bk6KkAjsEDlLJnSVM4QSMnYVGwEGQLB2LSD3wJIlCaWinv5OdeSHjNTs/AGLSSZCtiv5qS6LWSnpmJVJ4xtzmbYYzVMWTSWvDhgOehRqZjj6pih8hgDx7ZkTUcsnEEJQ0RGHHgWKAZSEcmAuYSTZp++7NAVGU536fkavGAkBYGs+b18xEZ0lcAVnJdPqYQk010KV5P4mihYRYoM0NQyoEdE0ZwyaU5IgzW0DFFqgFZdrHekRBw3JxhX8lLyCo/tnEV9SKA6dMLNTw3tTcPWphao9Ifu+/Tr9mu8o3YL8uYELSIKc4zHtrAKb8nCDSLVbwEKuBYR7j1psE5pRjTlMZWsccVRuxh3Fhl0wHuk7lA3IypzRqSXqNycqjmlMKM2v6pzg4SYNL1Jkz+6eL/MqKhAR0TWQbRE3pyQz26ThyH55H1qpUiMJ13+Ep1wGzu+jZQRWecVXNRjkT8iP/8udHcIsyuY4qDdts4WUgQs6n08FrE4Jq4a7Pxp233pbFFHGS5bIdJDMr1GPb8Pi0N0MaWc3kYsjogri50/aWl58RBcDdkmdLZokiXINon7r9Ok/YuC7FVMOoRsE3tB/dOmJeiJxRFycQTzA5S4CATXMWRblFEIyRJicczi/Ft0gi0qM6W2c5LkMrp/kzTcYnT6Gyz8vM2GWhzg57ttwRQvtbCKrCX2EQ1BxfjpY7yzCJ0gelda0t/HND9T4ss2xFd0L7cWv3jYoulHh9BZR66tIcoRorOFeHYbt30dr0L80zvIl17BB30o58jxMVx5G5oc38wRnRSR9GBzBf/oCT5trYeqI2jOFoS9AeXpKWiN94JAKEQYEiQZ0lTYKEJPJqgkopnMqU8PiLe2kckK0pegY5r5jCjMKc8LGG6jVUNdx4R6hLcVxeEB4XAJqdSn/r1KNzepTo+BjwN8PzlRpJO2k2WbBu89Ok2xTY1wHhUELRI9SUFpzHSKTBJcUeLtH2yFfqEXeqH/uvWimHqhH7kWU0uYKqSWz4d5o0RSFRYdQlU6ugPNfGyIEsnZQc3m1ej3zQJ5+Z2M0/2G0VGDUoK6smgt6K9oZueWO7s1w36ADgRKQDfRbUdKtV2hKBKUFWQrIc8+yAlDyd5RzdZ6Ox8ipaBpPPPcMexr7j+teOXa75/fA63vPg4F1rbWqsPThiQWzBaOJIZOJpnlFqQnjSRxDIEXHJxY0kSSBgpxYWk7ntcUuSdQAqnhzctditry+KhkdGa597jkO3fm5JXjxnrK+kpAWTu+9uGYvfOK/+HzSxS54Op2xO5RQxxJnAPn4KWtlFcuxXzz/oTRtOH1yymTomlzpoRgb1SjleDmVsq3bs2RAoraEioJAurG040VoRJUxlMZh5bw8PDTu1MPywk7UYfGWypvyZ0hFArhBY1zBEISCk0kFE+qKcMgoiMDtJAsXMNARdwtztkMMyKpGDUlAsFGmDJqSraiDo/qE9bVgOUoYb+ZEgjFUb1g7mq6YUDdHFB5zVbQpXYFY1uznXTBKQ6anJ4MiL1i4gqsc3REiBaKkXBkVuC9ZYZmYcdYO2aGpZExTX3Ozew603LCvfw2fb1MX2XM6jO0TOhEm0x8Repycl8SqQztBXGwSukbhiKhqI+Z2XOsOSfwliRYxgdD4mgDVIYWmgk1abCOlhHee2o7vwBPHD0HUHxyaf9fmU/OhltXfQ+AopW/IAiGukcn3KQTbqJV0hZPcoUsXCfSrXVTyfCiiNugE24S6janJylLomidtP8GCQkxIXF6GS0S4miDQEY4W+ClprZjnK+Jwpa2F4RLVPN7FHZKUT4DlZAklwlVl0B1yEQPozRNcdB2BuIhFCeoaJnEOMowIp/fZTH6JiTr1L5g4af4+S6pj0k7NwmLKWW5h+xeodN7gyxcJzBNS7Sb76LSLYpIkfTfIOvcIG3AzZ8SFhPM/BGL6Qe4eEg6eBvVvQTpOkH3BkUkIVtHBF2CYNhayvAIL/EYlAipbWtdlEJjXdlaJXUPH3Yg7GKDNVy6jM/WobODTDdae93iCLE4wuWHeG/xQlLFHXTnOvPxt4jKOZmRz8EYUbpJPHiTBsPZ8a9jfI1P1tuw3cV+a+dDIHrXWrtlcYqPlqE4aiEUzrSFU7YF6qKYkwo/38U8/rDNlIol+AA2ryGKExC2LYSOH8JgA3l0ACmQDRHK4u/ew3ci/NW34OQuLg/g4BmuKBDdGFkbfDSAs8fQX8VMp5TH+5AlIAOC9XXkPMfZGlPV6M11zPkY5yy2aFBaEAz6CFeT7x0SDxK8lQTDLjSL9hg5ftI+n+4ldBwgB1fwZ++T7z57bvf7/RStrFEcHrS7IgixVYUMA9wFPSzo9TCzCTKKUFFIPRkjlCRaWqaZTUEITFEQdHv4usLWnwFW+oVe6IX+RPViZuqFfuRaTA1Kw/J6jEfSVI7JyNAbKrwXZD1FfzlgctowvYA4fGz5+zTFiUJIsMZz4+2Me99dsHk14sndkiiWlI0nCSQqUszGDUuDFjDR6UrOzi1J4QgzRdKVfPjhgp/4qWV+85tTXroqOZ8Inh5UbK0HVLWjKC0bF3bEj3XvScH5xPLFN9Lvy1h65VrCrdueyazNowq1II7h4MRC3c4s2dojNOAEKvKshm2x9vrNiN1jQyQk06khDRTDnmb/pGY+hpNZxfowotuT3LgS88GjOaMTSbXsOFs0zG3NSxsZg67GGE8USo5O247R5a2AB08rhBCksaIYe96+1OX2wYJEa5Z6AVKAitppnEQqFq4hP7cMsrbrNSkMsZZEgWRWWIz1DNK2S7Y+iHj38YTrGz+cRzQzNUMd8qicEQjBIIixOJRoUdKNc1hqXsuWuZ+PGZuajgpIpGZuaya2YqAilsKE/XKOFoJlGXJQL1gPUg6qBcdmxitBlyflGIng3OYsyS4hAc9m9wlFwCBa4qw8oackc2NBNmxFCU+ahivRMnerMV2p0D6joUDJZVwzphCGVb1JZRc0MkaKoMWVe8nIpdxZ3KYTRhwVJYE6Yie6AvUho/qQgUpRMmFspvRkzNROEMDYFKzHVzl3CxLaGbyIgDkVeIsCRD3m0M9ZVj36rubW4gOuhKu06POUNFhDiHauzvr6U8J35XM0uhIhiV5t85Se47l/EHH+iQWwcmfk9fHFzBXPs6yeh/Z+rOkHyHQbv3gIxQkhAqV6SOPwQiE8ZPGl1g6nU1AxdTMi1H3cBXhBqBCcQQd9iuIJSkQoYhYyR5SnhOlltIzA1tBZxyyeUcTdttNkahAS0cwJOy9Rjd9F9l8nz5+BCyAe0AlvYF3NvNpHzPfx0YCo/yqh6lDXZ/j5IRUnVDh8skrQuwlCYW0OOLRIns+fxcES1lXPn35koKzuEqSXCasc6xsKM0LIDONLwCOJsLTRBE6McdQID2GzaLtDsv0I9lK1djuh2zOcNkcW5zhXgzfU0QDduUaFx7uasGgzzIqwIdHLlEIRRmtMmmP02X+k33+ntftB24nKthAX4b8UJy2YIt1oLYgqRiQriLDX2tOqMWRbuN/6NdjogYghKlsioA+gqMGVuO2XUPUc6goxiWBzCWsF1HPk5psweYY/HCP6DSQrsLuH1QK5tIrIFP7xQ8SrNxn/Lx+gAd/v4c9PcUWNDFSbQTWbYTc2kFkXYT3+yTNsZQj7Xcx0ijclXnZoFoY4qTAYqsOnBIlCLmbU5+eEmy8jqBjvzuis/KdPigGk29ucf/fbJBubhP0+tiwI+gPmj9vuaTgYUuQ5Mgyx5QV6fWeHejTCGYPUCmNtG/SrFM3+s4vbXyy3XuiF/rTqRWfqhX7kWswMSSIp5x4pIekqwlCgLzpV42PD+qUQRItKj5JPt2B8r7auxxw8LpESnPcMVkLyqeXuk5xeR+KtJ84keW2pa0e9MDQWekNFP247TyvLAWdHDadjQ5YqHjypeeVawtm5IQokg67i8KRhZ/2Twu53vztjbSngi2+kfPP9BZPpJ2f7lRI8eAarSwpjHYO+YjzzGOuZFCXr/QBzESKcV55hR4KUZIlgPPMsdxRJX/Cdjwoa47ixmTIaG9bWFG/cTLiyFbK1HPL0pORz17t85a2Mb3644N7Tgi9c79NJFPPcYh0kGbz7cEG3B9+9u+BoUmOE5dlxhfcQBIov3ugzmtesdiL2xxXCQq+jMMLhPdSF4GRSUVlPP9VYPNOipfp1Esl4YTDO088Cprklr37YzjIyJfmFpS+WGuMthTFIAaFQREoRSsWDfMxGlBEJSSYDTpqcpSBhYmrWo4zCGma2ZiPMOHEVK0HCUZMjhaNxtu0qeY8ThivhEl2tKV2NrQ9BtkCLUDpya+npmFljKIE3k2XezQ9IpSYRKZaSkCFTc0pHSRI14MQece6nFDIjp6DCcGrG1PYY50N2wg0OHKRI9oqHJLJPV6WM7YIugjBcQwbLRMEKnWCdMFii9g3a5PjmnKI+5qR+iqjH0JxTNSfMfUUsQipXk4mYAzfBeQd4GpuTNy0WPW+OMTYnDT6x8KXBWtsNuSiQrK9b+96nFFLt/773Y8DzPF/qYraq/ScJVEooL6y3s6cI3W3JceU5sllgPBT1MaUZUdfHlGZMbSY0dk5eHVJTEKoMqRK0iEmzayRqQBqu4upzkAGWhkpJyI8IOy/hmil5fUzuJuTTj6jjLriawDSEKNLBO9hkiJ3eJ+m8hpk9hCCFaIAUAfNyj2LyIXGZky59gU7nJs6WLEa/R5PvkQ7ebOeFOjsgNcaV1HYOeBIyVHF2MQt1TD19QDN7SFhMSaqGmhLiJVx1QhGGlFGM6lyBziYi24RsE5et4LN1ZLaDTZcgWSXqv0ajA8iP0MUEN3+CWFx04PDgHcgIn64guzvI7hW8LTHT+ziTo3QHm65SBQGdBprpPYTzhLpDHCzjOtuMFrc+6UyFXShO2pmpeo5IVtuZqbJFdnuVtI+dPoKw19r7ihN49hCWtxEuB6sRsoPopYjFOWKwg9x9gO918J01/OIQOVxG3PoA1q9DkLeF1LWXEStLiGGKvHkDUTt84BHzc+htIaqKxbNHZG+/QXM4QhQNQjQEgxW8aRCDHvr8DGccKo1b18BsSrMoibc3sVWFr3JEKCkmgt4bX6I8OSPoaoSW1Pu3CYfDNkerKNCDVdz43h/4+aLSlHo2JVpewRYFQkpsXT2/T6UZrsjxzqKyhHrUwlp0lmLzknB5GVdWuKYmXFtn/MH7f+DvfKEXeqH/evXiVMkL/Uh1flrjHUSZQmooc4eUgo3XYqwRF7QkuP9ezvaNmDvfWvCl/6H//PunY8PuvQKpBOuXQoarbWEzWA7YDQWnBw1ZRzE9b+gMFb/6rQkbOyH9RFLOLGmgCSOJayAKYTSx6E5AJFobna89uwcVO+shx2dtJ0cpKCrH4anlpaufDC5/59aCz72aksRtsffVz3e597jk8X5FHEleuZagFJQV9Lqa/eMGJeHKZsRvP5yTaE2gFMZbQgG7J5btFclSP8QYj9SSOPQcHTcsLWnu7uZcWYuojOPaWsLprGE0MwxSRRa3mVy6Y9mIEnYPK3Y2Iu4+KiisZT4y9FJJYyEvLcuDgKK0VI3HSccwDBhN2tmr42nFtZWY3bMKaySLxnB5NaKpau49rbl5KWJeOrqRREaSxjgmC8sgCzibNUhheWk75Tc/OuMvvrP2fH+d1gWxVDTeUXuLd9DRAUpLhJAU3qA8hELTCMfM1Hig9o5YaIyzDHVE5SwnTc5ymHDY5CyLkJmtcd5zbM95M90mEJK8yRn6jMY3JDIi9Ad0dQayg7MzprZiI1pm6ksSHTBtaiJV05MhW8EGR9UhWmXM7Bkbss+ZMDRmzHa4Ru0ducmJ9BqlPWdF92lcjpcdHpZPiYXmqPYsB4ozc8hqdAnla+auYohir3pKKmJGriAVEQsMkQiZ+IoQRSRijDcYWsJhoro0SlP4hkz12LYdDoXkpXDjh46x70WXAygZkYarf+hj1Hv3fRj1SJ5f5FV9/2OMK/DC0wk3ceYZIrsGQRcnFzhtqanBOhAS7xzgMK5C4UFH2GZBLkDYaduJqQ+J9AAV9AmjTXANwltwBj/8ItX0Fi4eIOo53tWQroGtia3E4nHpGlVzhCxGWOkx5VNU91ILnzAFzeIp1s4IOzdohKWa3cWbOVImpMMvIkSLnAdBqLrI/IjG5RhbIISm1AnEPZRcJlRd8vrogsaXUbgcf5EdZXUFzQKqU1ApNuxCeUYoIrwKaYIQx8VcoZCtBVBKRGcbJ0JwGQLVzi0J1UIgcBD2sEGC8AIZr7Y/o5xQF6cI4QmjTRaBJIyuEJTnFIsP205esELh4ZQRjoq40vSiHUS8jC9O8dMz6F5GZBttd2yx31r7wgFi+hDfuw7hCswNBKJ9rVwNwiI610FmcPQAljcRkwJSD/113OkEl/ZRusAfVIi1FYRY4ONVRHHUXl/ZxD94ir/+MkyOcEeWcjwm3NmB6oyoP8Aqha9nuCBFR4Lm+BSCCNtJCeIUf3QK1waU+wfE2zv4YkrYSSjOK1w1g7CHWSyQ9YTg0kswe8Jkb0rn7T+LdCe4psJNHlAcnSN7289DqcOlZVTUhmH3Xn6V8/feZfj253DfM/OUbGyRH+yCFDhjn39feXCAbyzJzhbV8THeGnAGlaR4Y6kuiq0XeqEX+tOpF8XUC/1I9Y1fO2d1O2Q2tnT6ku6SZnRkqHLHcC1gcmboLWmc9ZRzR9ZTz2elZhPD09sFb361zQf56PdmKC3oDVvbnZICZx1XXk259XszhPCIWBBIwemhoTfQZLGgbBzrGxHnC4tqPM44CjypFWwta+58uODaX4hJIsmdRyXXtiPy0rEoHP1ue4g83itZXwqeF1If6+Ni61sftl79soYOHtO0dqh+V3M0zakrGKaSRWlZyhQnleHyWsjZxNBNPMZCNxMEjaKxNZeXE969c8bnX8m4tBKzd16x0g14clLw+k4H5xy/c3fCV1/qo5TkG+/PccpjpWM8tVxaC5Fecj6xXF1PWFnSPN6rCZSlbCxPTkr6SUAnDDjPGwKtsaKml4GbSU5GDUEE86kjCgRCQV47rHfEgaKfasa5YdjRlLVDIjiefH8i+VG9YKgiDuoFsVR0g4jSGSQC7x0STYnHuIbtqMPEViQqYGJKbiQD7uTnvJwMOK5zlJAoBEs65pk3DK2lo0P2TY1GYrxDIzh3JanuEaCYlIdE4QqhUhTO0gjJmSkYBBlOtnjj/WrElzs3+WCxR6QjHBWpTDmhpGMFUbDKkTnGyR4NIJpdAhHgMSzQBOaIWCYMRcCd8pS/mL1FiWFsCzJXMDNTjhEMZMbYFyQiukhrclgVs6KHOOGZ+wrtJYlQWBy1mVBV5ygpGZs5fZnwuD5laGtSFfODSoIVGrcgkBnW123+E8DzDtPHX/M9/29v0zJtwRIX9zd+dvH9n9gAJYpI9/HesTj/DrgZyBWY3oH8gCDeIFb9thBwTVugxas09Tl4SaT6NDQtWtwUgEIGXaxvqOtD+DhQWGh8kBDM7hL332jniIJlCPvgDd7OKO0pPuxBM4HqjCC9gi+PqdNlBJrF9FZbkCXLJMFVrJnjpo8h6kNnGykS8uYImgXCFIQixbhj6mQZT0AWvobHkTfHgMdWI/L6ERJNrIcU5uHzfWPFCOtKpEoIujcQtqYuDhDJCk4mmGaMLMeEMqW0E7xzOAS6OkEshq0F0DtEvIbPNlpQhx23RY5ZoPMR1legEkTUg2QVsDjvKatzdNWA7lJGKWn2OWxxRD15TNK51pLwvKFozlg0Z2SmBG/xnW3EYq99Bulm26WCFkQRdBHzXZqv/Q4M++3vjCQEDb5S+NOniCTCb72MEjUszvFFhnhpC+7dQW1sQ9QBX7RWvmi5LaTSLUR5gg9jCDTgEdYyvvUecn0LWTaIxlDToAB0cGH/HGL6NXIyg2hILSDKS4w1CAFSQDnLSTdXKI6fUR4fE68OcMZhJ/cJX9GAxIz2CV56BdR15PQhdSHa99P4LqL/EkG/T3VyTLpz6YeOLSEkXBRU8eoq+cEezXhMtLyCzjJcXhCtrFAeH1EeHxMMl7CzKarbo9h9SrK1g5nPfujnvtALvdCfHn2mNr87d+7wV//qX+Xzn/88P/mTP8lv/uZv/icf/+zZM7785S8zepEg/l+t9u6XhLGgN9A4Jyhyz3BNc7JXYwx0Bup5ATUdt0G9AE3tePh+zhs/9kmu0+tf6vL4o4L6wk529fWU/UcVVdkWLo/HllR6ItmCG0Yzg04kTeFw3pN0JOtrIUVhMZUHIQhXNbO9isd7FS9djS/Ido7T84ZXr7WLVuccp+eWrfXff47rjZsx/9//MCHSEEjBZG7JEkGWSe4cFCxnAUXliQJFaTzLA0nVOKJQkoSKQEmmc0cQeNaGml/59VMur0c0xnE0qbmyEvPkuCDTAUdnhn///piv3GwLqfGiYWtD8eH9gkFPs9IJKErP4bjidFajY8/v3Z4zzhuiUNINA7Ro0dTzukF6waSseXkj4WjSkKUar1vQxNm5ZZIb6toTh4o0lIRa4DxESjCa1xjrCLVkoxfyjXufgA9Om5KFM2SqBUxU3iA8NN6ihKSrAwLRhmOem4tZFA9DHTM2FX0Vcmra4e2tMKN0lrmtAU+oFJlSz6d6Zrag9IbGCm4vzng0vcUCSaZ6NM0ULRTDIMF4gyRhXM+IpWBFD7lfHtEJ1+nLkMLUaKUZXizqJ+aMVG6h3Rz98WSRiClsQccbujLDqoyxSuiLFe4s7lHXJzh7zqmds6K6eCERwRLdYJMs2sAFfZaiy1hXU5lTxtU+2sxw5pxFc0hRt2S9MFzCI6lkgA6WeDm8zK1m73l47vfi0duFv2iR5Gb8Pe/M/3TOVKyHSKFJg1WSYKVFsBOSheskwQoAWibEwTKNzTG+IqxyRLRMopeJRUIcbQKGsjqgtCOK5ozSL1iUu4ggRSLIqwNEPCQlJQk3SMN1AtXB2hKcAZW0FDvvoJpg0zXy8++Quxm5X5CXz8iLpzi7IOm+QhqukYqUrPMKTbEL3ctkootY7LWt7mQFmZ9STW5TF/vo/ksk6VWyYB2qEcz32jmsdIMyirDpCr46J/Ypi9ktivP3YHFIUjcEIoJ0HZ+tkUcKsg2i/mt0hu/g0mXINvHJMtY11NTo7BJZtIXDIHSCj1cooxiSNbLh55CdHUy0CtkqItvEZ5uY6oyoXGBmD/HzXaQpIei01sBsE6mStoNUniO9QgmNDxNMukShBEExoZrepVaKbOkr7T5ZHCIXR6Q+oJQNJ5ySh1FrKRQKsm3ID/Bl2zUR0aCdYQO49RRWevhmjDcKT4jQBVJIRG8LuXcHH4T45atgzmExw8dD6Cf4/SPEer8t1MyiDQ0uT9prqeH6Zbj7ISxtM71/n+zyJmY2wssE0U8JsozGS9Rshi2mQIBY20B6i40CxNEp4WCArSvMbEE4HDC9/4TOjavUkxmYimjQo6FLkEXM7n1EurWCz4/azK3OFZrRMVIHRGurRF2Hq+v2ZNjx8fcdH845wuVlqskEFcXU4zFCtssm7z0qSbB1hVQaFSeYfNFmTxkDF8AKqTXeGF7ohV7oT68+s2Kqrmt+8Rd/kb/wF/4C3/zmN/lbf+tv8Tf+xt9g7yLT4Qf1O7/zO/zcz/0c0+n0s9rEF/oRaHpuiSLFYm5IugqlPMXMk/U1WgumZ4aVrYAwFhw9qbj8cgsxuPXNOW98tftDRL+3/rsut36vJVklqSJKJJMLe97ueY2pPd1YoEKJdp44kSglEEqQzyx5DVvbITGgA0EtBOWoXZJ/nC0FUDeQpW1h951bBV94/fsHl639/sVpHCnu7VYM+m03KgwExsKzvQodQNE4Bl0JOGzjGU08gZAs9yVF7ugkEiEgjiVL3Yhv3mqDeBeF5fTI8m+/OWb/yKCQPDzK6QQBT/drZrlhNG+QSvD6lQRhJDqEWW7ZXo65sh7jG8lyJ+THXu9QFI6zec21zRiN4uC8ZmcpYloYzmeGQLXdPo1ow3Rjz8GxIdLgRfucjW33kwOGnYDaeqJAEMeaB0ct1c86x8LWRFLSOMfcNSRCg4CuCqm8I7dNW0zhCYUklm1XaqAjjuqcrbjD2JRsRx32qjldFVA7CwhWgoTHzSmxifnu/JBbxQn7eU7hGt7K1pDuhMpHPCiOKUzZnl0WgkvRkGMzZj0YMPM1HSEwPiYUc46bkm6Y0dgFuQywTY5RHYQ/pys6pAgG+hKpN2wEKyjpKVRGbefU5SlSnnBSFNTeILynq5eZ6YSdYINR+QxnRpyVTwjtnNPyKbFIEHrIUrSDlCmlr5EIEqFpzBRtC4Tq4GzFebWHE5JBtM1YBD+AOG/npbRMSMO1T7nv43mqjR+6r7ELajslb04ozTmL+ghz0ZmqzLilCIqIojnB+QZbn2OrMVHnOsXsDuXiIaWb05jiwqLWnqQAkLqDMznONUTpDq4ckbsJRX1MXh9i6jOSaJMk2iaNtkjJSINlssHnUYsjCDKQqi2ObIM0FU3cJ68PyGd3yasDFvUByfAdtJMU+VPC/uvtz6pqot6rbXZTsoJAUU3vkJ9/FyMFyeBtst5rSFQLs5jvomRK2RyBikiGb5ENPk8VJtRaomREpC+ADnxMVGyJe2m4TqKWUcUJ1DMEisXsDn5xSOAg1N2LvxKSom5hFgKJku3fFIFApCvUcQd7UZwJDywOCcsFIj9urW/ZNugI8iP8fB9VzpFovFQUUYKL+oTVnMXo66TdN0iHbxMP38LZitSFpOEatZtzIkb4eAXmuyADeD4z9aSdgevswPEuxCE4Cc0IGaXIrVfw6mOL3zpiNoXyCLF2HSYGmRrcwoIyiJWbUJ7iqwX2+Bx3cFGkONsCXJY3sLMxtfEEdUVdNOi1HkrEuHKBUBKVZNg8x80nEEskIUEcUYzG+LoiGAwRAqJ+F2daSx2Aaxqa8RlBFiOCDk2tCTN1kbW1S7G3h+htk9z4IlInUJyh9YKwP6CZTtpCCOi/+hqzW7eIBkOEEOhul8WzJ0BL9GvG5+hOF4SgOh8hpEKGIViLkApTFOhuD1MW2PIF0e+FXuiPU1//+tf52Z/9Wd555x3+8l/+y3zta1/7E92ez8zm9/Wvf52yLPn5n/95hBD8xE/8BF/5ylf4N//m3/ALv/AL3/fYf/Wv/hW//Mu/zF/7a3+Nv/f3/t5ntYkv9CPQYmJAKNa3QkwFg5WASdOQZOr5SfOnd0qWN0P6q23H6dGtnJ2XYvSn5DoJIdi5EfPkTs6VV1LiVLGYWtauhez9xhnrnYCjsWN5RdOUkkXhyALBeG4RtUd1PQfHll4mWekozsY187Flqa+5/bBkczXgdGS4vNWeoT0+qxn2FfLibOTJqKExbVEhpWBj5RPSXxpKdvdhZ0dS7DlWlzR3pjnaSzaXAxaVRwiBEbDS15zPG1QQMKstfa2IA0ESCo6OapaziJNpw2Tiee2aotsIXtnOWFSGcSN563KXg5Oar7075calmI3ViINxxXt35/y5L/VJAktZOcJAcnja8Oq1kEe7NaFW3NyKeHpSYqzn0mrI/nnNS9sZHzybcWUl5dm4INaK3bOanfWQw+Oa6zsx8sIxZp2nahyhFuSVpRsrRnPTdtgk7J4VzOOcy1GXZ9WcWKp29slbIqnIbcN6lFFa2+aAibbDFApJT0c8KqfcSAYc1wVLOm7JfWHKYZ0TSUVftvv8dnHMhu5zLenh8Zy5Bc47xouP6AQrbAQDJvUZi8YwcQWrOqYRjqFKOW3OGKgOCyGJpcGbACcgdo6xTNCuwuiEdSSFtyB7pGKGcVNAImVKJHtE5gyLZCRb/PxCpmi1hpAWYyZgHEdSsR3tsNccMQiWyO2cQGhqM6GWlsp7tEhYDS8zo8QAfSJyaoQZE6iURgVIPD1bcqt8Sj+++QMnGjwCxfda8z5NAvF998V6SCzb97pxJVrGRHJEFq7jvCFvjtCyRaYDuNn72O5V6uqAWHTw4TpCBCAliACBwaEQQuJRlG4Mbo42HYzNEUGKsCVCBOhgmaI+bouv2oCKQQT4828TJZukMoWwh18cIkSCHbxEXey2mUntKhpU0lILZ3uQrjIffQsZpBAvo31JFm7iFwcU9V1IVvFKI9FUs3s4W+JwpPEOauk6xhYYc0aslymbcxztojoxEmenlM1jpNBEepnKnrSWOSBfnCCkxCcrRE7S5E9bCEbQwdoKV95DekEUDCmaU4RQqPKIZpYiEGgZ0ugQpxMksiU0BjEq6mIAb2N0OcHaoi10sgy8befL8kM0YIMuPuhQRgki2iEfv4fUMd7VxPE2hTkjKSXCTJBRj5P8fQLVYRiutrAJIfFhHzF9THPvFJIBorMGIfhQ4EZPYXECgy3orCFCgR/t4Wca8bkQ/80P4c/8ecSH/xG+9D/C7CmucLB3hhgqfLaM+8438BtbqLVV5JWrjP7l/x3d6+EXC/TGNvXRLvHyMkLF4Gpkt0OAwS0M/nxKLQXpxiXyp7+LKQrClVXqkyPqWUiyvkR5cIROE3SWURwdEHRiytG4DexN1vD5PvVcQFUR7LzVHgCdy+CfQD1HyRIVx5RHh6TbO8gwxDmDimOcadrj7eKYi9fWmY7HqDjGW0Mzm5JduYZzlmY+Q+qAenxGtL6FSiIW9x9gq+r5TNYLvdAL/edrb2+PX/iFX+Cv//W/zs/93M/x/vvv84u/+Iv883/+z3nppZf+RLbpMyumHjx4wI0bN75vAXD9+nXu3fthss6f+3N/jp/92Z/l4ODgs9q8F/oRaDE3lIVl81qEF4KmcVjnCCNBGAmmI0N3qX0Lmsa3dD+gXFiuvfYJZjufW8JIoIP2/uWNiIMnrQf92usJ735tytfvLeiEsL0VkheWWeHITyyDZUFlYH09oJ42FLmnzC1ZrJlbx2o/4GlRsNJXnI0NjYGy9iwP2gX70/2aL73VWg3Pxq1PX4g2sykKBfvHNUJAVTmQoCWMp5bt9ZDx1PLkrOJLN1Me79eIQNBLFYvSobUgjhShlCz1FEXpQMHxsWewJDk99ByPaqSEWWV5faelqH30bMGXb/apjaP0hleuxpyPPe89mPO5mx2iVxS7Bw1bGwG/+/6CXqawAh4clJxNLS9tx5yNDUuZJq8cZ5Whaixl7bm0FDGaVTSVp9eHtb4GKzkbOxrr8AaiUNJPFHktqY0DAYvKMcw0cSgYZAHfuDdh5zXfBlsKUID1bchvbduCqnSWjSjlWTVHAkOlOapzNsOU8iLI99wUrOiE5SBhbEqcd6yFXc6A3XKGxXElHvKkPkFLRSYiZq5gVB6xnr1M7UoSAUGYIByMjKUWBdfjVW41gsI5EmmxaCZYXg46vFedcCmOKYxiWWjmtmEhQLpTag+1K4iCVRpzjBKWUAi0GJDKCOMLlpjwnfGH/NjgErXq4e05yhumdkZXDfA4VLDEUKSM3IKO0NTeoL3jtNlFekFKwByDEZ5QZlRmircNR6rLRrjBS3rIA5/zufDK82PkYwhFpAco+fvbUX8QNlE0p8/PxCsZU5kxlTtlUR8hhCQN1jGuaAsW72HxCDl4Gd0YysUjkBFg2tBbPEIGeGdAKoRKyKJNnF7GNVPC3itQnkM8xKmAsjpAeA9Cg+6RyAxjJjjdwwG5KGH8uGUPZluweECsBsgggnCACDvY/IAi30Uky8TGUXS3aQPRZph6jwaPTDfJOl/Al+dQzbFUVGEH1BLSC0rhoT7Cl6fERNjiId63Fi0tY6ogw4UROrlBqDoUzSnQglZSvUxhTmlNHo5agk+WEUjSYI3SnEEQ4REUOAg3kCJEJhKyZUBgvIfyBN1UOGxrP9QxNh6CByEjXLaK9ODzg7Zedg0uHiCzrTbPqhxBPcMJg49XkJ0NpIxQQlEsdumEm9RBiHcxUTlHWYcVkqPiAwbRdeJwqX1twi781v8DdpbwTQE2gKSLSBN8vIpkASenyK2X8Tuvw+E9eLKPv/Y24v634aUvIBd7uNrD/iny5lqLRa/G8Pkv4d5/FzfsI13DfJITLw+oTsf49ZgwG6C9o5xMiLbW8IWjKWt0oJCkuHJGZUZ0h6vkxmDOT4mWhpTHRwzffJXzW/eJ1zba+TulkJEgf/yApc+/jcdj5AAzuY3sbhCoHDs6hWQd2bkE82c4UxF1JLP9gmhltS18vveExQWoQkcxrmkIBwOa8TkISdDrUZ2egFSoJKWejAkGQ8Bh85xoe4vz736blR/7M//Jz8wXeqEX+oP1m7/5m1y6dImf//mfB+ALX/gCP/mTP8mv/Mqv8Hf+zt/5E9mmz6yYyvOcOP7+wek4jimK4oceu7r6hydRfZpu3br1R/r+P60qy/Iz3Tff+N9KnCo52J2T9gUr24KDbwmWNgWjsSDtC7q1oso9s285Xvszmt/6t54gFNy6ddEJ2rWkXYE1UBWe1Z3Wepcbx7/7Xx0bVzX7h4bv3jEEFk5HEyYTR12DMFBUECjYO27nqHv9Nrvy2VOoGri8BkHH8H/7v77PtS8HnJ1A3QhiIXnwzLGxArduSYrSsyg81gnCoLUBKuXxToCAr79vGfYBb3jydJ9hD+7vOXA1H9xdIKSnbgTzAKoabA+89Nw9Fqz2BPPKk6aCYuHZFpJFYfh//usRP/lnJWYccHsueHRiiJXgt453GZeWbioZpJK8tIxGEjcXJLHg23cMac+jEZwctds5nQs6mefRM0dZCbZ6iiQSHI0tp2NHmcNyqrm113BlqPjwniWSgtJ7ihy+9Z0R17cl1noq46ltm3EUaEFtYKKgNp5Qw92jmrOkZE3EnF7Q6mIhkQi0EM9pfXsXXkErPWdoDJ5H3nJVpfwH95hQSEaARlDh6ApNLvZ5kk84f3DMstJ8R3zA2JeU3hIIydzsEto55WiXxk3RwtIRGQaLRPPMwKk6pycNe+4MS0BGgPSSfycMq1Jx24zpiIgD0VBgiLxiRoUQfQQK5d+jwgOSkAGN2KfwDalLSUl5Jk9QJzOGIsLIDlJInFsgaZhQ0vUxd2RB1yWcy5zYK5zQSLpIIShFQ+gk3k8oMFgcXqZE7ogDHpISciSmFO4hCeHzTlMoBjT+IZ7/1HzGx0CK9logCMQQT0Pjp2jRwdcdntw/o/FTPLcBCMSAcPEEPFRnD5HVMdprtAjwHrwM24WnALxEuBIT9GncA4T3CBHi5OO2OKC1amq1jBBBmzflzihVQ2AqfLBELY8IymO8ULhgiHKnSN/D249ooiW8DAmKfUy0TCDX0OV98jgjFEvo+gQvQ2odYv0CYT5Cm9/GqgwXdBBIQrmEsKfQjDBuDAhs0MfLGHDtPKUY4igx/hTaLX6+bwPRR6Cp/T0+7gpKQjwWR3MRinwbISQCiRYdGt9a1iUhRTXl/r0RWvRw1Bi3aF8NocArcGfo5v5FrpfB6G6LoschCPE0iPo20jWgYozu4DAor1Dl79EEGhls4HyN9wLlDwlMSUCXUguc0oT1Oc6NeBYc44UBJD3WWXrwkPKV15Dzp7hOgJ92MP1lgr33QElMbxU1/m2cC6h3XiK49xQ/OETmFcY1mGid+PaHmCvLyG8cggaPwqPxKYS//usUN17n5PCAYZNTjaaIao5yAl3VNHFM/HQP3xTYeIiu58ggQI2n1J0O2dkh8/fep7n6GlGe0xwdMAog3ztGFxV+cY7qZtRxj3x/l1EaApb6dAbeEdWPsbM55ugIGYc0cgkQxMEEpSzlzGIODwk3t2hGY3a/9h/wzmIfPwFnCW+8RPnRd/DWIZMEO50gsw52fI4rK4LtLerdXUhShHXIbgc7naHGM056gz/qx+p/Ufqs1xT/remz3r/e+x9akzfTKfZT1ul/3FJJQtDr/aEeW1UVURR937Z673n48OGn1hQARVH8SPflZ1ZMpWlK+QO+4bIsSdMfDvr8o+q11177Y/+Zfxp069atz3Tf/M7/6wlXb/g2sT6SLPcDLl3SjA4bbryVki8cN99KmI8to+OGt94e8NE3Z7z+5XbG4OBxydUfD5idmzZwtiOZnBm2LsAQH31zxmuvdRn2S/7tu3u8+WbG0npI/WHOxrqmrCyxEIhQMJh7ekuKg8OGrW3F1asRv/OtOSpRfPltwe0HFZ97e5uj04bPvZpijKcWBZ97te0I7R7WOOdwXrC5GhAGgr2jpnU3CfjO/RGdrkZwQGlX2dqOeDw750osKRtHGkkmC0s3aRdXxjmyRNFNPVoLuvpiObbmWO0mFD7n9NyyvjlkdSljktf0lhu+cL3H2aJitrAkWuOl453NlKJy/O77M7Ke4nPveMYj+LPvdHn3ds5SX1FUnvXlgIe7FWVjOF3UoBSf2wjZH1WUxhEowY+vKY7HNTcHbbewMA61DrPcMVjLkALSUCEElI0jryyOFkYhZZtYNBue4BvIrgXEzjMM44vlZrs01EIy1BELa0DAQEfMTM21pM+TcspymJCZmo4OEUDpLKnUDIOY+/k56cOKjRsbZDLmqJrjyHlZ9chdw/50l2H4amt9MgFeKpSQxDIlkYpIpTwtF1xO+mz5koVTOGuJw3WWmzOGQYaxllxpJvWIdRUjiOjqFcrmFIGjcV1ksI5zntLuY8UKk2ZM5S2JGvI/Jm/yoDrmWmcZ4XMWriFUm6AiuiLh2E5ZVV2O6iO2XENFg/ceiaASlg59KixOXSaRAbmvqZoJkepT2HMGIuSyF+y6c96Ob1wUUx9b91aeH39tyK5/bu1TMiLWA4yraOyMWC/jcRTNKUqExMGQyky5deddrtzcItY3266HDCnrY/zJLj7bIvIhsuxiVICtz/HiYq5JtlhvlAbXxamAOH0dURxTCkeku2iV4Z3By4BKlPh62gIo0m3CuqbxFYQ9YisQ4nprzWvmWG+o8yfQ/fH2d02fQvbfoas5xs0R2eeJraAodyG9Ad4jqwmx3sBKSaXbzCzvLRQjhFuATvDR62Th5nPHRF6f4LHg5YUNuQV9JD6mrk+xtkC3sHecr/A+IwlXkUK182dmQqTXUDKiNCMcFom6yPjqEukBzjfcvb/Pta1VvAB8gM7ewdJmg1lXI4Qg0gNqO8N5C+UYzBypMoLsEo1bIMQreG+w9RjV5EhCbNTByavQzNHW4VxNbWYE/TcIVQfjcnS1IBQxuZ8j48/B4qAN0LYl9aOnDFY2YWsDpIckbV/TJEWsfgERRfieQoyO8UYjdzK8uIRcWoGNFYTIcQ8e4X/s8yjRhbe7UE9bu2Z5jj9dQJQyWSyQGyv0+0uY5QHNuCFd7mKFR9QVWsQIZWAyQaxepckXxEsr+FBSn08YxD3sUoIQ0P2f/o/kT+4i3nwDFSdUxyn9l6/y/m98jdf+Dz9BkITU4xGl0GRXriECTfHkDvFX3kFiQKeIzg753gFJ34JQjL/zdfo7b6Fee43zD96je+0Gi8ePQErC4RLla69RnZwQrazgraUZTwiuXaM42G8BFW+8hS0W6N6Acm+X+LXXaCZjLv8pW5t81muK/9b0We/fR48ekSSfzIc7Y/iNn/izmNmPnkapu13+4ndv/aHCrX/iJ36Cf/JP/gm/+qu/yl/6S3+JDz/8kF/91V/ljTfe+L7t/14lScK1a9d+6PZvfetbf+Rth8+wmLpx4wb/7J/9s++77eHDh7zzzjuf1Sa80Ges8ciysh6Qzy1JBnGqkKrFbIexIF/A6X7D8mZIkTuaps2gAjjeq+gMFJPTBnVh/5tPDJ2B4mS/ZnUrJIgkRW752ntzuqnk2o2YZ/dLGuupa09vKURVlkXj6aWCxnhM7nA9xe5+w856QFnDcKiZjBbAx/Pzgvfv5Xz+1fag3D+ucc7jHFzZDp8vvHY2WjtVUVrywtEYz3wB/aHEWU/hDRQtBlilsNzTNNaTxorx1OMddFPFeGHpdKBYeIZByN29nCRULC8J7j2seGUn4yS3/Nk3BoxmNWfThiurCfPKEsuAx/slhTN0OwJTSd68nnLWa7j3pGJtWVPVLSBi97AmCgRXtxIe7ymOZyW39+asdmKWepr984qqaou/7X7Ms1FBN1LMKsvZ2BCHEi0FSSAZ5Q1F6ejEimlh0aHEek9eO1xoOR05tlEI2S5ia2fo6hDvofKGyllWgpjTpiC3ho0o43E55XLc5Vk143LUZWJqFq5hSccMg5jjOicSihUVcuZKnFVMKUhESO4NC1cxEJBqibY1LghwTlNgqXyDN47Kz3g92+GjxS7rUcxaEHGEp7BTuuEys/oUHWacFqfsRH1COaR2Fc4cY3ybi9YNLlO4A4yTxGIAwhKGVzlzc2ozYrd4gLCCUxOwFq0x8A3nzSnStp22AMFJc06m+3jdp/E1qQgpzZQMS+FKAgTSzpibttjCCxozoqP7TIVjQw0Y2oRzodgOlj/1+PtBS5+xrV1PyZhI9Z+jvwGsr1or3/eoNCOUjHHNDD+6hQi6EPSoR7fbgsmqlm8o5SeFm04JvKAWJWGy2VLlXEMarFEJT92cIKzBRRm6aYiClTbfqJlSuSlR9wa+PCOvDxDpBpS7re2tmRMO3kKLEBa7+OHnEPNnNNkG3uVQnlKoEDpbraXMVKjeSyzsBIEgUgNUfgJC4LJrlH5+sY8Mi/oAIRTe5ETBCtqDq88pzTlt1wnKoINXmjDcRgYdKnMOCMTHNkHABx0CuYb1ltrXEK6iRYSSEdXFdlRegIgx0Qpx/3Uau8CYOc38/kUXSxGJiFpB7g1aRmiZ4GKB8wNwDfX0PgLfdvXSFYJoFRtUVL4kqBfIZo6L+pCtIbxFVue42SNqGSHSTWzcJ/eWwPWRxYQqSBFhl9A6xK//S2bba2iRk5guBCkyNvjKIsQcigUq2cJuvIIcPYXDEXJ1iD99hryygRu3ocPCBrDk2vytZB0We4h4BbISl24y+Z//Z7pvv0X1+ClCh0SxRKytwKM9gl4HNzmniTNCD8LVUBfUS5fpugWml1E/ekL633+Z8uQESU09LUk2uri6Jhp224K7adBx2zmtpzlBliKVox6PCTdfQyUJbvYEITR+cUCyNqQ8OSMZCOIrb1A8+DbZq18GaBHo1hItLVGeXsA0hADrUHFMzQTX1KgsoxmPiTc2qE6PCTp90Bpf13j36XOML/RC/6VKas3/9B9/D1P+6DtTOk7+UIUUwOXLl/mn//Sf8o/+0T/iH/yDf8A777zDz/zMz3B0dPQHf/OPSJ9ZMfVjP/ZjKKX4pV/6JX7+53+er33ta3z961/n7/7dv/tZbcILfcaajxq6XUkYSZSWRJlgNjasbodMzy39i3mpwycll15Kuf9uzsvvpExGDToQzM4N3gtWtwOkhL2HFcwtSgsWU8PNt1I++uac45FhbTnk4LDBA8vLAVGqCAUcnVq6Q828cGSJYGszoHFweFixvRnR6wqeHDasLCne/eaUL361T1U5tAIpJbOFxRhP1XiubH1SSH2vfu+DnJevhpycW/IK3tqM+Z0PJ6z0Nfm0nQ9LQsnBuUFYSGOHUu1ncWU9az3NZObo9wRSgXSwuRqyd1by5HHN11cnfP5an6eHFbtnJZdWIp4eVyx3QtJM8mSU0w9DvvRqh+/ezqlqx/Iw4Olhzo1LMd+9XbC2rBGiLQbvPm5Naq9f7vB7d6co5TideHqRZlIa1nsRZ2VNGkvywlHUlm4mOdyvWV0PaIwjUhKdCKaFJQ4E3nka41DKMTMNWkhORjXrwwjrHR0V4L2n8Y6ejjDeM3MNHR0ytw2Ktqs1NTUDFTE2NZGQlAiGQUzjHEf1grc6q/w6UyK7ypSCZZlghGGoYlT1mBOZkJo5SiQt3CIIGIgOC5szs44+S8zcgo0w46g8x8Ux/TBhWjZoW+GV5qQa80q0glNLHNe7eAy5F2g1JMTyrL5FQ0LoLUp3UN5g7TFdFAu1Qo5hENYcL6akwhGpjGGwwdS28IrA1xQ0eJczNWekImLiShLdwxDRCTpoETBxBYlQhM7RYNBCtt0vEVG4hhXV425zyKYaUJqzi76fQMuESPe+r5AC0CpBq0/O2v1gMO/H+sHQXl/PcbKD7F7BmwJPCOFqW4cp256B0DECj5UKa+fEegtbz3G0BV1uRyA7CGfxQiKbEhWtkrsC5sfgLXR2cJPbeN+g+jeJfYD3JYIcll+nLvbIy6M2a2n8bgtj8CWp1RCu07icsGog2oJOty0WTUHQNBh3SpUuX3SCpsRqgBIBrjyjqC5yrnRMUd1FBV2IekTZq2gZ4f1F5pR3WOFbwESzaO2CqkdpRwgkArCotrMFSBGgVEJl2riASA9o7BznLbo6IT9/DykVMhoiuzfarC+hqL1F1nPi2lHZA4xtkMkySnfxSuLTVYTUGNcgy1Oc86A0cbqNlQU+6uPLU8TiCO8bBBbRvYJAYGaPUShk9ypWhTQxRFaga0s1foaeB6g1hVuMmQ0tsi7orHweZvfxMkYMN/D5EeLwCeK///O43/kaPp4jNtew1Rzx6AHyxht4OceXNe7oFFG8D9EaDCvkUhe5v09RO4KZRa0v4U4mONNgKodt5mA7qEihuh2caXBeEfZ6NEd7zOKUqNOl3j9CKkUwWKc4PCJeGSJEQDU6pf/yZZrFHBEn7f48P8XVBdnODczsHG8cOo3A1ohkFV+M2mOlOkUGAVYvE69njA+ekU6f4svx82PhYyw6QLKxSXV6TLZ8Hd/sUp2XhP0+YnmJ6uQYEadt4TYYIsOQ6vHjP9Tn5gu90H9JCvp9gn7/T3ozvk/z+Zzl5WV+5Vd+5fltf/Nv/k3eeOONP7Ft+szQ6GEY8su//Mv8+3//7/nqV7/KP/yH/5B//I//MZcuXeJf/+t//aJD9adMR7slxjl0JEg6CqUFZwcNy+sBzkExNwxW2wX2bGIZrgatFUlJqtwyH7fWvu3rcYs2F4Lt6xFNDXXpmI0tQghmC8N4atjaCZmeGfLSM1gKmM4apPMEsSeWniAWnJ5ZKit4/eUErwVl4wlKT20d21djbr+7YHUp4IP7BW+9nOK9ZzQ2FJVjeaAJg08/XA7PGpJEk8YKY2CaG0ZlwTAOMM7SzVq4RaQlgZZYA91YEyiBsY5xaRikijRUPD2u2FwNCCSEStFog6olgRYcnld0YsXp1LCcBfS7kt+9M2E1i9hYDhlNDC9fibn7uKJqHI1s+P/8zohRUfH+kxknecm377Rn5K9ut4CM1SzmcFazvRxTGU9VtgTAqnFs9hOc8HRCRb+jeP9RG+yaRgotoWwsoWozp2rvCbXkiZmyJjKCzHPnYE4oFXgonCEUkkRqJk1BJCSBENTOMgwiHpYTricDTpuCQEgGOuLMlKyGKY2z3M7PeCkdUjnLY6Yt1U9FGGEJRUjjKormEO80E5MzsgsK65iahsLXdHXGSpBgZM20rgmk4Gq6ymldEFlPX4ec+ZLcLLgcLCOCVe7nt5GiBtmjKzskbk5uFqQi43q0ShqtY+wUIzSlTpn5gswt6PmCqRWM8HirqW3O1I4IZRv261SfnegateqyEl+m0h360TaBylAyQCCZ1PvEdsG8PiI3h5jmDNOMsM0Zi/qIk/oJi+aINWf59uK9ixmddgaqasbMq0MW9dGnXA5/4PqHLx8DKNrHHJIf/RalcuTkFNPbFHZKWR1SNieUzSmlOaesT7G0QcyhSPGuQcqINL1JrFZIw3Uy2SMNV0nCVcJwlcoXrQUMD51LhHWBdw2idx1dV+TFU4riGUXSIZ9+hDFTRDggMZJs+cukJCRlReFnFM0JEski0uQU5NOPkItjMtmHbBObrbTdCu8Jyjl29oh8+iEFBVHnOtnSF+n03iDs3sDrFBYH5OP3WJx/h3z8HmG5IGs85EctAj7dwKWrFGEA6QZkGwS9G8jODmQbF5dN6iht7+tep4l7Lao928DHVwh6NyDdwDQzmul9gnJC2lh0fopVIVWcQLZJMngDTIGZ3of8iFB1AdEWhuk6Pl0FFWNnjyA/QtRzRLyEz9bbTp1OEPM9ZD1Hda9g0zXcYpd6egffzGl0QB4q3G++hx4mkPUJ+5eIK4GcTzk/+QZ+9TLoPj4weKnw3R7+/d+BnS2k7yB3Xke8913czkpbyIUrMDLIlQ7i9bcRV4dQVbhHR+SNaSf2znbbGbViTnjlKhwfEK+sQzmlrgTS1agopCmnmAZ6W2v4psR3ulAWzB89pXNlk+psiorbk0UqSRFRl/mDR8SXthBCUM9KwsEQ15TU85JomEGzwBQzbFkj4iHUE7A1YVxRH+8ik2Vkdx0rUjprCZPv/juCfp/6/Bxoz9irNEOGMbbMQUm8NeDBW4eKE6T32CIn7HRwVYVKkudo9Rd6oRf6z9d4POav/JW/wne+8x2MMfzqr/4qv/3bv83P/MzP/Ilt02fWmQJ4+eWX+Rf/4l/80O0//dM/zU//9E//0O07OzvcuXPns9i0F/pj1td/bczaZoi10FSWrBeQdDSmaXHp/eWApnSkXY0HqtKiA8lk1LCYWYJQsnn1+4ElQgi2rkXsPyqpa8tsbLg7aSC3rG60tw9XAvpDyeP7DtsRoBRN41la0jS1J0wF731YcGk9xApBbdriIIgF05MG5xxKtr9r97DGe0cSCZb6v/+hMplalnqKIGhP1leVR0ewe9zQ72qmU0cYKoJA0klhtrAXBDxFN1LMS4dTsMgdvUwhheTWswVffnmAsZZvfVTy0s2E1SVNPwuItERK+MbtKZeWEtaXQkYT23bTYqi94Te+s+DPf3GZ92zB516Jee9uyaCnuLeX43XFd+9VDNOQbkehx4rS1SylGu8dB5OC7V7M0/OcUEnmhSXQgqJ2SC9pbAvvSCLdFm3G0Yk0tfGc25KuDNFSoJTk6LxkeymlL6MWMQ50dYzFEyFpvKG2jp2oy3GTs6xjDJ6JqYilJhCSO/k5N5IBoVDczU8RwHrQ45k5YWxKtGgI8oeUooOWFZlXpEGKEgHeeSZNybkvuJZsEQnH3EvOmymZjnkt7XO/nLGTDJkv5rwUrzDx8GD2HpeTJXK3RJcZWnWZWcuyEnT1Kmf1EZFQLIfXmZkjZrZiIVLO3ZjAxwTe0w0jvl7M+T+vvs2hnWC9JdUptTOc1gd0kBzUh3RFRCVg4StSETFzDYkImfuSCNWi06Wk8ZZYBMx8iUYxsjNWVY8zM6dRHQa6pU46by+IcxfHzQ/g0D++tZX/ga+/9z5g9gx0CtEQkZ/hmzniOS2wtXC27VRBUR+1XR0Pvp7isjXkYoTwDd7HIBRxuIo3BcRDMgM+DBHpJlQjGlOQ9F/HVyMKcoStoHcZyjOQAcpDoHqUyuOntwCPj4fIssB7Rx1odF0QeQXZdawULJoRwjWEIkUX5yA1Jlmj9q1tRXiwzTn17B5egJQhWbAKg8/TuDmNbe2/uatQUkK4RBast+h371g0Rxd7QlKZKQKBFJokWL2Yd6oRCJxrsDQt8ENlgL/oRAmS7AaVPadylkZK0CtE5Zymahfupd9DJGuE6Q7WLijnd9AEBAS4qItVEqUTrA5RMkSWU5gftkHIvoGo2wb0eo9YHBIIhU3XEAia8hRfnKJ0hr1/D/vay0QuwJzvwVKPcOcLcHibyeg7qGSJjrmODDLEMvjHuzAweFXgj/dh+1VUMcKvbeNvfwNx5Rpy9Rq+yVv8+vY2/v5HnHz9Q3qXNymnU6KqRg2XsYsGW+UEg2VMkCPSmProlHB1jbDfxyxq8smUoLH42BHubFE9eIx5801UEuJqj2tywqU+ZnqCTAcIX1ONJ3hTEa1skz99RLq1CVLhRcjiwUd4KRBBRtDpEcanyHSACiT1/kfE61tUiwXZcI35s4+I+/tUE5BJSnb1Ouff+b2LYqpsZ3o3t8l3n6HSBN3tUB4fEy4tU09niDhGd7vM7j8gu/QJhfOFXuiF/v/Xzs4Of//v/33+9t/+25yenvLKK6/wS7/0S39keN0fRZ9pMfVC/+3o2Z2CuKNJOxJTAwi6fcXRXsWlGwl17SkWjiSTpJnmwQc5r32xw+HTinLhuPLKp4NJpBQsb4TsPSyYjQ3jiaWbaYrKoSLBxmbEg7sla6uKs4lh+1LI5LjmaGSIA89Spvhwr6LXjdAOzqaG9eWAk3PDSiz5xrfnfPFzHRa5pW4ctYGXr3ySDTKeGh7vVRgLl7dCAgXGOuYLewGUgNu7cwYdzXgC6ysBT/Zr8tKxkghOR4715YBZ7pgsLCvDAF1KlvqaB7sVL+/EPD2suLERsz8qGWYRt49zrHes9iJq41BKcHd/wRdf7hJrxeFpQxgInp4WjB433NxJCEXGfGF5+WrEnccV/Y4k1IJXd1IWpWc/LzgrK4SV3NxO2D0vEd4hvCQLNaV3WCu4vh7z7fszGgM3t2K++cGcL76VEgWKxrTWPi0FUnimVYWXDvB44RmkAbf3cq4sZdTeEkqFRDA3NYMgJpCSyCsWtmE9SjktCwY6RCOYuIbtqMP9YsxL6ZBIKvarObv2lJcYMPc5x3XOapAgzDkoQaj7nM4fI1SMaKBkQSAlG0EHJ2NOmimRiEmkxPiYhWnoaUU/EByVU15NNthvKhwTNuJ1FD26Yo5Fslvvk4UbGDfjvHpMoFcQdsSsWdB4QyYzOiIgDy5zaKcsiQ7SQ48j/rfT3+bHe9c4sjOskDS+hZnMhGYoEgoaGm/piYS5LwmkRqo+S3KF3FVYDNILVlTM3JVk3mMwCC+wKuZ6sMq71RO+ZFeIdA+tkt/XwveH0ffa/Jx5huhch7CHK3IIV9u5wiC9COm1bWEhY5xoqO0MvECFPaT1WBVCU4FtIO60IAshEYtJO8MTdvDTW20obrKJb+Y4qcnEENF7A1+eQbjedhKijFI0sDgEnQAe5vsE6Q5eRdTTu4j0ErkS4KZ4awmqBaFMaew+RTzEC48vDxBNTqh7SBFS+AWis01LygvIMdActeAJvYSSEY3Nqeyk7aRXeygZQDUhIkCHy9DMMTansjMcggV7CNEWsZEeYF0JNsfrGOtHUB2A3yTSfewFhj0JlqndHO+hCDSB3kSKALzHzB5j/D4iGtDpv0NpRjS+RpVTgsq1lMFkqS2QtEJG2yDC9vWZPcIFGTJex6XrLV0xP0IKDTqmDlOC3XOYjxGyoUbBpWuECwlne6j+kNRprG7IT7+NdSFp78sEKzuI0wPE21/E37qD6Ei48QX48NuIjTXoDtog4GiA6F2B/IhmbYPy1r+k87//SbQ/wR48Q7/zFdydD1BoxFIfMR4RdSNMf0B1dkqoI6I0pi5LoqUu5TQnDEPi2Zz8yUOijS0kFYvTEZ2X3mT0zf/I8I0bHD2b0kynhN2MejIi6C8BDrxg/uQp0eZloq7GVoZ6XrM4ruleKgmihPIsJ97IyJ8d07n6VYS6R7B6Gf/otyB7ner4GNXpUp+eEi2voDudtgu1uoKZLagnU1SWYuuSZG2d+YP7ROsbmPn0P/u4fKEXeqFP9FM/9VP81E/91J/0ZjzXi2LqhX4kWkwNSTfEGnDOEUQwPW8YrgXt2dhOS8t6dr/kx//SkFvfmlNXnslpw+p2+BxE8WlKMkV3oHn3wxmzvOHlnZiDpyVxRzOfGIJAEMaKXuShBleBjARlCUki6XQURkmWYsF4IljMLFLC1tWI7/7HKV/9Uo/D04qyduysR8+35fS8Ye+o5vOvtYS/B08Lfv13p0znhn6mWBpqggBOxyUbSUikHOfjBulhbVVTFhCEkv2jmiubMcfW4p1HhwJTOXqJ4Hxs6HYktlGcz0t+7PUe954uODpoiALF9lLEB0/nXF9P6MTt4Zt1BF+/NeXqWsL19RTn4epNxXdu5XzxjYyidLx8JeWD+wWrQ01RWt66kbEoPF/76BzlJVuDiINpSaw1TelZ1IadYcjt3QWdWBEGUFnH/knDX+yGnMxbRHR2AaCg9kyCnOUmY6+ZEoqAVEEZWR4fF7y+2cd4hxSQqZBYKma2IRaKSLeF0mqYYJxjZErWw4zaWQIkkVScNyWlNQQKhJDsVzOWg4jSOcrFQ5JonaYuCYTBIVBSsKH61N6w3+T0lSBWIThLrFZAjrEGHpYnXAp7RHqAVCFl+ZSl6AapsEzMFGRBbgdcCZaYmZxU9YmilMKUVD6jKy1CrXDmF1RekLiSTe94Vj+mI1N2gj4fFoc8qk+5FAw5dXM6ooMLsxY4IATG1SzLhBM3oy+WkMjWStectpRuLDWOcyPRCKx3GAzGWwojWFFdNhDcdnPe8BFV/WkLtk8bfm8R6YlepnEFxuVI0VpvSzPGTh9Bcwp6g2B2H9UUOKGo62MgR4kIpRIsHoVCEZBE22BykLrNgmrmeDUAIRA6ozQFSvdwtsQEEdgKnKHWAcac4cozvE7Q2SaMPwAVQD1DdraJdI90sQu9V1t7oJCI7isU9Slq/pTO8lfIm5MWWJFfwDSyK+TCgO/B/BleQNp5BdHpUNkJlV0QqPZnA203yRqoF2hTUTPC+QaPI9bDC0rfFOcaiHrkgDaniLCLo0OiryCEfN4ZFHCB0Y8RfkAs+tTMcWofUZ5S5ScgPApNIycIZ/A6Ikk2MS6nsQsECt27ivMGV00pxh8ghCAQIS7MqIUjkClBcYZjjPQWn6zgZdv1F53LiHKEmz9DCYkNO63VUARQHBM3Fvtv/g28dAPrGmgq5HlB3dsAERJGQ6qj+4TbN3DdHWxxSHH/PzDbucKgt41qLL6YInZu4u98E4ZbyJ2rbSEMeLNoX6/ODse/9h9IXr4BBw/Be1QyQGtHaQ3hpZu4432sUDTTc4K4B8s9mnFJbBtk4/GDhLBoaBYFadRhYR2umODDlHBpiDnfR2gJKkZMb+OSPtHVm+RP7pJuroNU5E8fI1VKNOzjXY0KIV5SeFuTn+Zk232UHtGMDhBmhpnsI3uX8AZkskToDqjOPUIppA7wxqDTjPLslDDLcEFFPRoRr66RH+5jmwaCAF8bbFX9oT9DX+iFXui/Hn1mM1Mv9N+OytIyHdvWVhdL4kxTFZ6VrQitWytfGAqs8WR9RVU6dCCYnDU4Byubf3BK/Op2xO++lzOINEsrEU3hePX1lGdPK7QSrF6KOD82lKVDZ5JBKOkONB/eLbi+E2Eqx+5xw6UrEeeThssbIXWoqI4bzqeGonR0U0Wv0+ZaTWaGZwf1c1Q6wI3LCVGgeP1GwsP9GqU8Wju8gNnc0etpisqzsqQ4PXMgHEko6HQUpfGkiaYuBcOB5NFBzaX1iGlp6aiAk3nJzkrE4bjiynrMv/6tc0anlv/ld0ecnVnuPao5Pms4nzc8Pin4yS8vk4WavHQA7J9WBLHn23dm9IeC3/1wSmkNx5OKBsPp2DCaGN681OVoVtBJFdu9mMenBf0kIA00J3PDsBOylAUcnTc457m5FfNr35iCd3jvsRYiJeklilOTU9qGWEics2glGcQRDw5LqovOlEZhvMUDgZBMbU0kNZFU1M7h8KQyoKtDHhYTbqYDRk1JYQ21LFhRPY5dSaIlJyZHmRFagBQR2s6pnWQ16CGk57SZUdqKVGVEKqB2FUIkTF1O4ypCrVmVIZY+Sk755uRdXu++inQzTs0MKR2aJVZUwYHXjNyCmT1irz5jZOdYpSiDHmf2sJ25aM6Z2hFKSJZkD4PhkXF8qfs5nlQBUxWzHl/B6IwQR9mcMKsPCMyMg+oxSTNnUR8yqXaJUURBO1ukgiWiYIXlcAehB4S6Ryg7KJUihOLczlBCUjWnnJh2ARvrAVm4ThaukwQraJmQButk4cb3XNZJg3UqO0EKRRZuEKoOtR+hZUxcN6T9N0kNYEsqO6MxY0I9JA5WUSrFuBKFpHE5hR1TlHvtdXNOnj+kpqZuJuTNGWX5jCi7gbaeKLtKpldISEg7N1o8eT0jDIck3Rv42bO2+1SNIdukaebMR18nj2LyyYfkdkIuauajbxGVC3T/TcrygKSqSA1kS18kG34BWxzC4qCddersIDtXKViQN0dYVxGoLkJIFufvMh99i3pyl6gsSIMVdO8GLl2BbBOZ7VBHHfJA4pIVgt4NsvQ6WbSJD9LWRukd83q/LeiASPXJwo0W843A4cjdWQtbVxFB9zpB7xqk65h0iAszfLqGEhHN9B7kR0RVgTQFtZlhXUOUbqJ719o5sGQApiCtG8gPKcMYkW0hknXE4pB6epd6cgtbHCGTFWT3MmRbyKZE5mfY+S4u6uGzDdR5g48V0jtMGEB/ve2gFWdUixHh5htIF+Gf3kKsDIijSyTnC8bdx4xu/Sbuyg0ghsYgl2L8fLdFjveutCW70PjZU/JHd+m+8+M0B8fQy5C9CPNoFxcOoVkgZUSy0kc4TXV+SriyiZKeujIESwPM3jHJ9ho+Scif3iccdJHddarjPaL1HWYHOf1XboIzNAtDMOhR7j0k3tgBZ8j39zCFIbtyCRBgSrxUEGQkSxHNeIytHMHqFcxsTDyMKfae0NmKmT47Q3WXsSKD0Ud4a0kv7dBM2y6UbxqqszN0lqGzjLpYgHXY2ZxouISINNXpKd65P7bP2hd6oRf6L0MvOlMv9Meu3/p/n7GyJYkSiXeeKJZY46mK1qI2Hxu4HLGyGTA6anj4YWvxu/vdOf3l739LnuxXnO63uSsbVyMGywEAByc1OpYo75ktDPPC4RyksWBnK2L/WclST1IUFqfB5I4vfbHDrx1VnM4sa6ngEBif1KQ9TRxIZpUj9J7d3RIZSG6ut7MhzjluPSj46ue7P/Rcp3NLGAo+/0rM7YcVj44bXr68xKPdEiHBmjbpRwdQVILlvqIoPdNFw/JQczQxXIszTpKGveOGlb7G+raDtTyI+M69GVKA9prVNUXSi3lpsy3ovntvxodPcn76q2220OZqwKP9ktN5TaQF/a7i7qOSrbWAvHC89XLChw9KtldD9o5rVpcUzkKsNHd2F2wtxVxbizlfVERaoZUnCyS7o5pu2s53ldazt1fzZ97MmBtLoCQOz/48x1joRJJJBaHQVMYhAwgl7J4UvLLRo3INgdLMbc3lqEvjLKemYDvs4HAc1jmvpEs8LaashyljU1E5Q6w0+6ZAuoBUCs5syZJKGM0/ZCncIiZnIR3dIMQLQSYDYqUwOqRHwLkpUDJBSEflCoaiy5Nql690v8gHi4/wpHyu9xaPFwf0wpDEDpAsyEWBdYqOz+kGy0xtzjDsoWXGoplgmgkrHo6kpXaG5eA6C1/QixWxgZk95H51G2zAUV6igy4ImAvNMNpm5gpAsClWOW5OUA66MmBqzolsQInBewDPCSckIsIKhcWhRIAQAYoQL2MuJ2s8MIfsBNepzJjSjIG2kxeqLkVz8pz49/3hvW1HprYzPp6XqmYPoDqEtAP5KVTnIFsCWu3PQNYXNL+wxYA7BzJAqgTtFbVfEKgBQmqkEIR6GZsMKaa3IcigeAKmAhVCXROKhDRYhWwTP99F995EFIew/JW2oJKaptvDzJ/hsy1wNcx28Z1NFkLA/DbO5JhsG+EdjL4FQpH03kSqT/6mWFdRNGeI4hScwQiF9waRtl2LWC/R2FkLxzDtaxNZgTAlhTm9CNbV7cyNy/FAqDICmYEQ1Ka8CAGG3D1ByfbEUKg6aJVS1GM8Fl2dUk3utDY+LEG8jlEhIGgChQw2EDJEiAhfHBCWJdaV5HGBvuiiBbqLEYrKW6QYkJUTTH2IdTmqc4lIhnjvaIoj3OwJVgXoZAvS1ZZe10zRizPcw0foukLGfYg0gagxJ48Q3VXqlS5yMaEKM9RC41d2CKd9zJJFTAs6/S9i7/wG4/xd2C0YvP0XkXYBQQf38A6cHkN3Fazl9PZ3kWmMmxzDy2/BwQHhzQ3q/RPS125i7jzEWEE4TNDLK9jxKdX9JyQbyyzmNX4+RmYZs4e79K7cYLb/DPXgCfLVAN1bQikD5QihN6ApsNMx8eoKxeExUjrqmaOZLehevwSmQOgYdIz3vp3PC/t0LjXMnzyh/8rLEA0JhwnFhx8gLu3AYp/o6pvkTx5ANEQt7uGyt9G9Lu5ibqppKgIBMoqgqpBRhCkXxL1NmumYaGWV8XvvMvz8C+DWC73Qnya9KKZe6I9dDz/M6Q1j8AIhwBhY3g4426/ZuZmwvNkixh/fLnjnf9fj/vs5s7GlmDte/vwn0In77y8IQsFrX2qLmLvvzslnhq2rCf/rb425fDWiGRvyseXNz3W4+1FOp68pjWM+sawMAvqJR0rF3tOSj+4UbPY0aMG8hjSWnJ8ahqFknBt6icRcivn6b5zzl/5P68/tfd/8IOfLb2U/9Dy/9eGCYU9R1x6TCIY9yXeftp78KJQsZrA0VGA9Omjx6KdjSxwLTO2pctjZDPjgYc47r6Y8OihJVcD905yv3Bzw6GjBoKNZ74WMTqd848MZP/3jbeG0d1YSxvB/+Yk1bj0s8ceewUCiA8hQ/P/Y+9MfW7b0vBP7rbVijj3vnIczT3e+t24NLJFqsURJtrrRMgwD7Qb6kwHbHwzYH/1nGLA/Gobsbne3JbVaQ6tbkklKLFaRxZruPJ35nDw5D3veMcdayx8i65Zo0g1bLIpSOx/gnJPAyR07Ehk7Yj3rfd/fU2NQRvH+gzbjac2vvdXh8KTk1mZIrTVxJElyw2yp2VnxGaUlF8uC1Tjg1UXO7VUXUBxNK0JPQO1wPq+JQsE7d2P++U9m/JVvtUlzjVKwdDK2VMircoljBEiwArxS0e8qvjhIuLvRxlcOEkGgXF7mC3b8FgtdkJmayhpW3JBxlVFZw67X5mk2Zd2LaCuPo2zBN4Nr/JwFd0Wfi/yQvnKQSuMagy88jDXNLImN8JVDgKSgoO228KXLRZmx4a6xX+zxWnyLT5ZfshHuUtfgmgwrNYkOcOSEzMT00MxMjisFr3RO4LTQNmORHSOpcETAXLbpqxiM4KzcxwFKIUltSUets6BAiTGnmSV0JOuyizElo+IAF0lmK0qh6Mg2WkEiNBv+TUZ6SVs4ZKaZqelJn/PyGGkqQhwyU6BtTY3hXEi6dUDXaj5KP+G+u/mvgA5yinqGp1q4KsbY+rIq8yevaQBfjgmzOWLwLrpKQEsItht8uChAgHBCcGIwNUIqkE17oLWGyi4IZA+tXEq9RJi0ydhZThBCNS2AVYLnr+G4PWw5pajnlPEaTD4BN8QmjxuDM/sMlI8rQ1zt4Q2/2bSPWRAr38JaSzr/EoEgju+SJc9AKERrF20rkuoYqT3AQnKCwiH2htB5HSEd8npKbTKE1rA8phTnGGoEEkcGeE6Hggrt++BvEjgDBJKsHgM9wGBEQGpLwGLdLpFzGyldalNc5lHBsl42LaruKlI4yMAj6N6g1A3NsMpHiLwE4RAIn1Iv0MpD+wOE34HAA50TVyVleopFU5gcp3UTV4ZoW5J7IY7q45gamxyB9DEmRwqJbN9E1Ev08jkgUNE2ymkj2i3ED/4pXF+DfIwmxAlXEDd3keNzWMyoXQeWKSLNEDvrFC8fIbav4b3+DtWn30dsrdIW61SbKReLn9DpvUv45CWEAvn261ihEFjmP/wDuoMu2fk50miUp6llC10eoZMUEQb4CnR3g2LvEdHOddK9FyTTGYGWVEIQra+y+PAjeOcNVKeLfXlCtblGuLVGcr4g3NiAOiO9mKJ6Q/LTM4LVAUZrkueP6b71Dsr1sNUSa+smE0uo5vqwBhX3UFyQn5/i9VqUixzrtDCLI6zReEHBorYIJybevcbiy5+ja4Xcfh0QRJs7FKMLTJHjDVYoxiOCtXXqPAVAeh7Z2Sn9f/3H65WudKV/C3XV5nelX7nmkxqlQMpmF1w5kE41/XUXxxdIKSgLg5TNhrbrCZJZTdRRX+c4PfxgyXDD+2MginvvtKgreP5wyWhSs9p3cQPFyVmJdEAYy5vvtNh/ntNrKwZbHi/2KvJMs7vqMZpqvFjSdgRpbYg9BY5g52bA3kHJ9qqHjARHL0o2VpoK2JdPU+5eD1DqT35UHu/lBIHEWEuvpRiXBaYUGKDXVpRaU2nBaKa5velRZBolLUXR0AWlhG7k4HtwPq5BS5LacHcjpqg1B8cVaz2XotYMVxWvXlYIITiZ5CS55vXdNkII1lYVRWmYTGuCQFJpyzD2mKYl54uSl6cZi7y6NGCGi4nm2mqAh0IC07zi1npEWVpGScnrO22enmVNm15L4TkK69mGWOUoZllFmmhMBZ4r8BzJcZkyzWuUFkhPopB4QmKkxRGKQAqenyVUxpCbGoFg3Ys4LRNcqfCEvMSkBxwWCbejHqdlSiRdOo7Pz9I9brlDHhXn9K3HhUnpmhGeN4B6SYHBQTA3NadZybhKOaky5rWhMhJPOOQm52a4wszMiJ0Ox+kJgTeEOqfrODwqzthx16gp6Mo+yiaM6gWxt4rrbLGlQga2QJdTNlSHoXeLgX+DHQnL8pSL6hVdd43A6ZFS0Zcxo/qIQBcIsc5S+URih6n0WQuu0/E20DIgdocIK6lMwlJPiHXBYfYcr14wK4+oqxFldcG0OGTFWUE5A7Tboe2t0/LWcZ0V2t46c+nRDbZIZIBQPaChzAXOgNhbx1pNUp6S15PLr0/+lT+/xKXr9CFZeUGq55TpHoWZU5RnFNWYop5Q6Dl5PSUvTynqMVk1JSuOKfSUUs8xtibXEyqTEakhYbCDLwJid4Ww+yahlkTRTbQQpIsnZHqGiddg/gqhfFABTrRDlBdE8R1C0UYIh9SxJKOfk9ZjUleSzL4gnXxEGN7A94bkxRFR/z3i/jtE3hptfxtVZZAcwfIQwlXKsMPSsSTFAcn4Q1Q2Ji4NoXWJ+u9h4zVEvAXxBjoakroK7QaAIHY3KPWCrB7RlOUskbNyab5+OeOZVSOS8oSinjQQC3eFXnirAT4gqE1Obk4o9Rx7eQwn3IR4E6J1cj+CeIsgvIbMLiA5plo8h2pB6ccQr0O0gd+6h02OqRbPID3DUw3NUdsKG29CvIHTvol0e9TzJ8hiiRNfR7Wuo/Mz7PIVeroHx+eY1goiWkd2+pjsFHV2TO15yGAdsT5EpFMqYzBLS70eYieHFPUx1sZ4K28jZ2fIWNIOr5N/8E85906YbcbYaBNhKvLpkiqbYJRAaIVJU5wbu5jD57ibW6hUYiqNiQL8KkE4HuV0TntrHYI2uioQRU366oj222+TPH+GikPEZIQKPJxWj/LskGB1iNaSanyC042auTq/TfJij/jGTYTQ2DqFaLO51mwDzEGIS5gKxHdfIz08RgqNyeYEK6sUc4MXGrLzE5RICVfXyMYlMl5F1wZGX+BEgno+J1hdBQPVfI4Tt9BlgROG5GfnuO0O9XLxq37kXulKV/oL1pWZutKvVMYY5hcVZW4JQtUEp/qC7oqD40oW4xprLcoRtLoOz79Iuf1mxMlezvbNpir19POEtV2f/qr7J45/7W7IP/n9GaGydDuKoC3pxZKL05ookCxyTZpa1tZdylzTDgRZZhGBJPIkWkoiX+J4ksOzko2ew/l5TafTtKWVlcWzlsW0gU2EofxTsegn52XTwmfB9ySLDI6nBbsbktOLnH7HwRqL1OD7iqSwVLZpohq0HRwh8QLBi+OSftslKTTXVwPSqmbQdvnDz2bcvxHQjiXHk5xrKxHLpeFsUnI2L7m33VQVzudN1WJ9zaHMwZeSWzsBz08zYk8Ruw7feaPNYgb/3ntdLs4trZbgaJxjhGF3NSDJNK/OG4T56bTAc2C961NqTeQ7jBYVeWq4PnSZJjWuhJvbPj/4aI61cJymdDwH69cYLJ6RaK2pLklvZW1Z7wU8fJkSOx6edJjWOYFyCKSLsTCpCzb8mCfplPtxn6UuWeiSNS/kqFiSiZzCWIQwJNRs4qDrOUldMC4WzKqSC12gjWE19Fnx+kTSpbSNodrPJiTasqyWeG5AC48ZkqFRZLZgYmpuhzu8KCfsuAGP0n3WvC6D4BZGp8yKZ5zXx7wqx7T8TaYyYlyfMClfcKQramrWnR5aj0lMxqpznaUKWXF3SE1OXV3QNTk/nHxIX1c8zx4h6zkCi9E5yu3guANW/R0yp8W6t8HcZsQEaJoZC0c4jKszHLOgLkcsq1PK+gL0mGV5jKsXHGUvWDOGnyQfUOklpV6SX2ZTVabBgVurqUz69bUcXBLrQKCkT5TNkd0bUIyx5aJpZXPaBO4KnjtoAnaFxJUxvjvElR6Bv0Hg9Aj8NQJnSOitErgrpOUJWXmCNiWpK8kmH5FRkFSn2GpO5K8RtR8Q5RlhfJMw3Cby1nGyEanrkM4+J5MVpUkaU9TaASdGLU8RTozXfZ10+RVFNSNo3yOtTknyfZLxB808VbBF3H+PePA+kYiJK4tMzxBlAq1tEleQeLIxatUJobvy9UyZI3x+YZqwlqQ8QdsKAM8oosqQzx9hlgfY5BibHBMWJTI7h+S0oQ4uT8imX5JOP8Ukh7jZlFYtCcoEsgvQFdP8GdoUhJem13OaSnyiR01WVLyJ176LtQa92IPkBJGcoMvZZYbVbQgGFLNH2OURKptcRghDbUu0I3G79yDeoEr2sMkxSl2GMP/uzxGDEFuPsMvzZk6tsw1hFyUKTHaMWBSweg1vZQV79ARVQXVjF/3oK+xAkh99Qn3zNqpzB/XsOfH627TWryP3n3Lxxd9jNHrJyT/5Z7R2timVwJ7s423eRvR20HmOci3VaB/n3h2YGorxCH9zDTMfkY5z/HYLPEVw7TZa5yjVwBxEq011McLp9ikn56ioDUKQnxzjDbfQiwR/pU85OsCqEK/XaTbrpAfZGbaYgtcBXWGNaYAdRiOUR7gxJDsbgZT4/YhidEF0622Kwz2oF1COoMwR8QbB+jZFGeDInHryDJ1lOO0WOkvwBgNMlqHTJtDX6ppqdkX0u9KV/k2q6Zr40yBMvzpdtfld6Veqn/7ulFZfEsYSrSFqC5K5Ie42lSpdQ3fYEONuvxWy/yRnclbj+pK445BnGqNhsPYnjdQvVCrwC8EiMVgEQahIlppvvB/x+POU1XVFUcPhfs5q36XbVrw8rehEgiiQPH2Vc+NGwHJes7Pt8f0fLXj/9YijiyYo+M23W/zeP7xg99e6fOP1P94K9fKgYLas+cHPFgSBIM01vis5mS1Z6zicnVpqC/OkZmUouRjXfPvNiL3DmsCVuK6gsoYyhziUeG4TSNxrK0ZZxe4g5OePFtzfCRl0PV6c5Ly+02aZG9aGLv/Hv7vPf/xXt3h5WBBE4CioNGwPArpRzQ8/bH6W77zWZu+wpK4tedEgzI1pvv/WdshXz3NWBy5f7iX0Wx4IQ1JW3N+K+PIo4d56zJcHS9Y6kk4scYRiUmqElHiOZJwYFguDtDCRKWhJZkoc1czHuY7ElbLZ9AVqLNKFzw4m3Ntqs+nHnBQJsXIw1tB1/cZkXwbPjsqMoRsyqnIykRBYHzANYl0JkuwRKW1MPiZyArpOQIUAaQhkiLU5AxVglIeykGNQRvCkKnhTRczlgjtOn7HOaYkWEz3DFR0GEp5kF/xG/xt8nBzSlYdMqyVr7gY4PXrKZz99RSQMLW+bZXnGqhORsMLILPBUi54uOC1f0lU+lbW4bheNpDKw6nf5NM/5RrzGYXnGmuowMkta1GS2IgNC4TACNvwbjHVCRBtHOGhr8ARUaEJHoK3GEQ6FKfCATC9QwkM7MW3lM8Flxxv+935eG3LfGFfFBE6P6uJDCqfGdfpQX4C3Am5ErVPKaoZA4nsbCOVhqCnqKY4KKIozrOND2ZgNpIetJ0i/j02PqaMOJIdEwRbWibA6B1mTuhKmnzRZVmXStACaqoEXZCcEg/cR+QicNqJ1F1tMmwyr7n1Eekq+eAzxFlbIpsWvSppw3tYOvmxT5CfY5bPGAHod8NtErXe+roD/AnkOAnTBvHqCayTUOY70iJwuAMbU5PWEX8yYpcrBCVaw7hBH+PhODyEkaXXeZGphUcLDd3qXQArbTKjJkNRklH6vCSC2HkFdk+dHTM1jPNlqZtz8NcJgh6weY60hN1PcYIgIV7FWY0wN5QyRzjAWkC5+7z7aVug6Ryz3USpC2hohXbSvUCrAbd8BoC7OEbNnyM++RLz+BliBGcawOELEA4xxUe6QarONGB8iTk8ob97Cu/E29fICpUpYLsk313GyGYIJ5uGX0Foj2NhG732Gu7aFE71JOXrM+egJneEDokzD9R30w08Rd2/g7N7B6uaaMcsJQU+RH9dUhSC6dZPFy1fIsxzrtcjmIzqbO6T7TZaT8FvQCpD7J8zLBYP3vkG1XFKXFd3dTXj5Aun4JAcjund2vq5E2TpDuC1MXUIxRXjdZs6uWmCFgjojXBkw/vIJvQd3KEZjjLnEwno9vI5PfvgEEa4g3RRn9RZVqlGRjxEjihc/xb/+Jm7cop7OkEFIOZ/hDYeYqsTUFfnFBcHKyv+XT9UrXenfjFzXZT6f0+l0/qJP5VcmYwxnZ2eEYfjn+j5XZupKv1J98UcLeisNuKFZrwh6a4rxScXr324xOavwQsnkrEI5Aj+ULKYVrX5zKT77LOX1b7X+Px7/J58sKErD6w9izvZyohWX7qbHydOC8wtNlsEbr0XsvcgJfYnbVqSZJXJhPNPsbPicR4qzs4qNDY+XeyXb6y64gsms4tb1AFFq/sX3E/7W/2Lzj733w+cZrVjy9v2IP/o44ca2z2ePEgrX8vHRnPfvtHEdWF3xGE1KdlYjfK/g1UlNbQzXdwIeP8vYWXPQrmGZ19zajnh5kqO0g9uG03FFK5Z0Og55qunFDh98mdGOBHuTFFUo3rgT8MXLJXunBiHgu2+1ORzntAKH3/pWl4+/Sll9y6MWmotJjbeU9NqSn36x4O4Njx9+Muf1GxFZoenHDlml2ex7PDnImSNY73hMspJbqxEvxymdwOVglBMHiu2hz+G4IPYU17Y8/sWHU+I3MwZOiINFIqkESAmlbipTniORWnG96/DZ/pLbmzGZ0QzdgNxoclNzzQn4eHnGu601XuZzYuUSSges5ef5KW/4WzwpzwiUxNeWWXGBFR26jiRwPDzloowltSUCCISiFhLXSmpR00GROB73Zc1escR3XPoC1tyYw7qkJyLqeomrXO74N/j54nNWpEulPVaj24yKMZR7HJqKtoxJyTnPXjAItjmuRpTmjFgEeDJg5oR0VAej59R2SWxzzuomf6nlRBwUM3b8O9yJHvCyPmfHu8XILOkJn9yWYAVtM+M03yMSHrktWWLoyIClKXCForIabQ05Blc4aKtR0iOvZ5zXI9ZVl4fll4T6OqEK/pTQ3l8CKJrA2RlFsQ/LPepwl3L+CJudghMAOSARwkFYTVGPwQZNFcNWVNqACvFEhPKDS79hsX4fW0wQrfuIcgr+DpkoEekrcCOs34PlUWOglI/v9CnLJgQ3EC1sb5d88jE26IOMGqiEG4MbNtj0eAMV7BK4fWx6ilE9VOse1tSQHFPoF1jHg3gDISSODFHCI6lOmra8fIoymtjpARpURGUtlTLgd8l0Sk6JowIsLmH84GugRFUtKJPnYA0lkOsvkcJDSrdprXSHWJuT6gN+UdnynQFFfQIIVDlG16skboQIQpS4wcAZktdjtC1JslPcogmo9lWH2uZUXnNTVTJAKR+CNQw1tSlR1mKWB4BBAbRugJRNFbI4w00vQDpY6aK9ECdYRXy8j3ZbGDKUkVAIdNRDlgbtz6BYIqc5rN2GVoJzckjdnSF6HcRBhr77Gv7FKWajTZmliMIg1hKyg2fIm2/iOx2q5R6TH39FZ/cmskqZFjMiuUl3a4NsOsO/e4f6i4c4u/cQ0zFlucDdXcMUGelRTbixSXV2RrjWYvn5F4hv/BrV2QmBsdSuItjaIvvhjwj+J38DIQT5xYhgOCAfL3D6PZb7r/BXusiw04RFI8BtoYuC5bOHWCtw2hOkcgjW1xE6A2uxTgvpediyACR+t0txcQKmINy6S7J/hKxOaX3j15l+8QnK8alZxQliVCcmP3iMDLvIeJ1qMcfrdDDJEhlG+CsrTD/7hI3v/db/j0/XK13pz1dbW1scHR0xGo3+ok/lV6per0ev1/tzfY8rM3WlX6nG5xW9FRflCKwUOJ4gW1g2rnskc03UViwmmnbf4eXDjLvvxHz0/Rnv/9Uei2lNFMuvd43/NP3hhwvu3wpxHMl4plm/7pOXlnZXkUwrVnsK40lOTkveeTem1XL5gy+mvHk/xHclD5+nbO8G7O9n3Lne4nd/f8L9bZ/9/YIokvQ7iicvNJEUjE9LhhvN4umrZxm9tmJzzePHnyzZXHGwGtaGjfFY7zucjEqsBSUhrwTKMWwOXc7GFes9j4tphRfAyajiN7/Z5QcfzTk6K2h5Dkldcz+KeLxI6bdcfOVwUWaUc8Vrdzy+PEj43ts9Hu0V/OPfv+DXv9Fhc0XgCMHv/nzKm9dbdAfNx3l70+W//v0LvvtWG99vqkOz5BI/v7R0YsmrUcb5qObuTohZwt5Jwc6qz/EkJ3A9Tmc5bizp+i7zTNOJFb50mCYFq22P8aKktpZX9ZzfpMVJlWC1IHQEnguUAj9Q+EaR1Jpa10gp2emE/OjLGd9708EVEm0M637Mw2TMnbDHeZWhhGDNizgqlhzqETe9AZO6IFKSwtaMyoe0uyv0SPFlhBISV7hUtmRhSub5El8ZHBnQcmqMqdHuCo6ZE/i7xOIcU9U8q3Pabo/byuFZleBJn0D2uMgfMZBdrBNS6IqomtFXEcK6aFEjZUDFKutyybSasOGukVvDqDhqQnWlT2UNqVUM3euc2zkDFGf1hPN6wb1ghQ9nz7B2wUC2eVk+YUP1ONenRNKnxhC5Q1acATOT4VlBV7gklAzwmNucFg41hsxWSCSRlOSmQl8u9hdI7nqv8Xl1zr/n7v73fqaM1UihMKMXMHgPb/ICrzIQbSGMAbcFVmOMBixSeuA0uG+cXtM+IUTTVkje5DxJH5tcgBMisglIBcJB5FOs8hEqICxr8NYQ0Rq2SijKc3wRQTgkK89h8qqZIzIlLPYh3kTkEwLZRQ6/CUCVHpEsnoHXQwJmctRUpqJ1LAOiS+CDsTV1NadYPkOIxtwQdMEdkNgMgQRbI50WEVFDL8Sn0HO0mSKwLOpnuE4MSBASv30PR4WYusDKhoiobdUE+5rsEvARXIb/rjQwCn8DAO1OCJ1VyuIYY0q0NSRiv4EhWE07vEYha8CS6ARHdPDzBYYaw5RaFxCtNdUmGWOoqIJuY/ashuQQIV2ErfGESxHEuKqFrHPcbIplgv7+v0Tev9uQ/UIf6yuIBXY0w/UGVKttZGHQj3+OeO0t3GoLKyrUxn2q/d9BdW6gXQ87vIb38VfoO33q8zl2tYObnbA8/gyZOGQfPyUctjFxQDBYxxRjzp0+8vSCUF9DeD5meYErNPXWXer9Z7RubJKWx5jFAhUOyAtN59Z1ki8+bmaSBuvYl49wez2WT1+yur2DKUt0mhGuD6nmy4auOF0yePMBVhcI2Wz31PMR2dkUf/MGrg/FZI41msXjR7TvPUAIgaiXtLbWSI/PcSIfb6VPsndMuLHC8vkj3E4f6TqUh8+QpJSzlMCVqLiNcFv4a5Lk2VfEN0NqITG6xm13Sff3CLZ3qCaTP9uD9kpX+nOQlJKdnZ2/6NP4d1JXM1NX+pVqelEBFuU2I9mOK4i7DmVpyZeNWbLG0LsEPEzOKtp9B6UErx5n3Hzjj7fVaW05OywYn5Z88nDJIqmJIkWtLbfvhxw+Lxh0XYK+w/lpzeatgMVZSW/gkJZwcpizs+VzeFbz1psR2gjy1FAXgoPjnK0VFxUp0lLTixXTkWZZ1Lz3rRbf/8fN7szTvaYitbnmkReGn322JC8N40UFVnA0T+i3fKQjGC0gDhX3dwNeHpR4gcJ1BEGkWC40uys+/b7DH32x5PqGz2hRM+w43LkW8tNHS25tRIS+otA1Z2eamzsuL0cJr29HCCHp9wWfPErxHEnoKdJK8zd/bUBRGj57lvD0JGGclnzntTaTseGtmzGR67Da9njjRkyysHz3rS6+dfnW620+f5Gga8vdawHzrEJYyem04NZ6yFlS0olcNJpAOSyLCt9zcBwotcWVEK7UfPA4QSEIfYkSAquhwlJXlkLWeFYSOA6FsbiBAAOvjgs8oSjRpHVFx/XwpcOoytjyWxwVyyZvS88R1qHlChJdcpGcokTGptfCGE1mLLO65LCYclIuEXhcC9rcCtdYc31KXdBVPU6LfZZ1xKP0BTfcFQZBm54TUBRzXuqad9pvEYiAs/w5nrNC6A9IyznXHJ+5KQlFyYmFXLUY1edU+pjnpkYoyUl5QFpPWA9usunforSSioq2tYzqV7RMRi1dBt4O1h1wZBRbwS3Oq5ClCtgJbjNRLtvhLYzboeNtUpuKRXGCVy/IqjMuqmOiOmVSHSLrGcvqlLw+x63nZNUZaXmGqSboakxenpJUJ0zzQ3q65KfLD/4VyMQpaXn29b9peY5AUE0ekukp2o1xilOMSSmLC/JqRF6fY2yNlAohPQo9Ia9GVBRYXWKwTQXSGxKqPmGwRShC4s7rxP4WoYgIw2uENsD314nCXTwZk5Wn5A6ki0dkeorRObm05IvHSFMRD79JZFwioibvqtT4rbvkriJJX5KMfkZhM2xrG6oEg22qVfEuoTskdjfIyxHJ9FOy6WdU6RG2tU7YfYN48B4RLUgOmxyq5RGkp4jknDR/Reo5pJ7ChCtEvXeI++/RHn6rMXfxBkSrzIo9FsUBmZlQ1DOstcTuBi1/i5a3dXkHE2BhUexfYulBoHDFKqVjsGGTY+W071wedx0brpGVZ5CeIJJz4kpCdkbiQh0OIFon6N7HLZbY5Ihq/gRR5yjpIRBYwERDRLyJaG1jvQi/SHCyKdQphR/DxCInc7AJtZ1SV1OkUKgqRA9XqXWKU2RYsUDs3oa9PSoxRkYC8+WHOPe+g8lAbAxwnj2m7GjMVCPXBggExcPn2KjN4bOfoW6vwoPXsXjIvVOCzZv48wR/vc344CvKjS6yyimXCa5b4Xgu6cGMoDvE5Eu8tsAkM2T/GrbdxiZT9Nk+4cY6ybIgchSmqsjOzglWBhTjOcGwR3l8SrRz+XtQHtZaqumI7GyMPxzidzyk7xNubhFtrOC0uyQvnoBQ4LVx4hZVkuCvbVIvCmxV4PeH6DTD6gSnFVAWHrgxjlNST89w3RIzO0CGa/jbd0lfPcf3puj5ObrIUe0OOk2os/TPfYbjSle60r85XVWmrvQr01cfzHGdZuYFC3Fbkc4NQQhRx0FYgTaga2h1G5rd6auC7dsBZWmQ6o8f7/hlzvisYnXboyws/+XfO+PNtyJMbVlmhmubHq+e5dSVJgglmwNFstDsHZa8917M0bOc03nNN95tcbxf8sHHCVEgGE1K3nsj4pPHKe+9HvHzD5bEbYfNDY8vnuTcWPcR2vL045SDkwIhBLsbPvOl5uS8wHMFnZZitjDU2nA8rulFHv2O4ujYMppV9FoOrZZDXRvaoccs0ejGR9APFRfjkqJjuLMVcrIoaKceg77CYljpKX7np1P++jcHvBylvL7Z5mKiydwSRzbVqK+epty5GbI1CMgrg3Zrjs8Krjshb11vBtirqmA0qxl0FfOlBuD6ls/TVzm7my5Jarm1HnE4y2jNHTzhQFjjeYrDUcF2N2D/ImW15XOxqGhFDnluKBzNzVWPH4/OCWqPkzznmvCpCotxLKFSaClwlEBZQSWamZO29TDSYmPLZ3sLbmwFbHgxe9mct9qrPMumrHkRoypj6AQ8L8a4OHQcj4NqxKjMCOt92mqFZXlGZQ3GWCKlGLgB2osxJgHpUVLgC8WW32dhFrwd3+NVecKKGPIoG7HmBrSEpdXaYpanfL74iEBA29uiMjVuOee63+Gr/IzrrRt8vnjMNbfNtJwSu0MW1Yi+grnx8VTMsp4xz5b4StJ3trHSYWaWhLYDCITOscLSFQGzesrSLsi1pkUH43mEOBxUI7oqZlSf41uNVU2VyhUSgeXCJvRFyMxmze65FRRoAuGgMZQYXCEwl8HIM7tkxelSmJL98oJdbxXgsuWv+dvYmnH6GDX+Oe7wHZLpxxTlUzJ7D8foS+S5JCmOEVJhEDjSR2LIyzG1LRBGI902rgwuc6MKcFvY5ROEqZrK1vIZeC2CcIc6bVrdouG3YLmPjW4higm0H0B6DL13MLokGf0cwgFUGVTnEK6AmUJ61twg4i38IscxNbTvN7lBQKVziumXaPRl1WWV0FtDVCmUC7LsUTOnE65gwz6Rt3ZJ2qPJ5jL51/cgKRzS6gywYCo8fBwDWE1o2+TFGEuNRWBszcw+wZUhIHBk+DVMoq4tpTkBQFtDnT/GLl8DwPG64P0yqNxVETpwAIu2Go1F2HXaVUWZngOCRC9w/AHS3yKULcp0D/IRxlqkdLHR6tetnVoKVLSBFgJhDV56Bv/V38Xc3gbpo6SHCSXWrzDpFLe1BWvXEbXFLi6wQ4kzEhjtYbZuYkcfw2IPoUtk703q5yf41+9S2TOsEvBojHttk8otKfZH+LeuU06fo6IQNbyJOJtjqhqvt4E8PKRcmVDaJaYXwcsntDa2KC+mVE4X2htk4xGtbof504/x19ZQ9ZBkdEwcBCxMRjzsU//8C6qOj3vtJioyWBQmS/G7ly3jRlMvU7KLGcGwhT/oN0PpukRUC/D7RBswe7KgmIzx2x5ID2+4TjU5hdrgtLqU8ylIhT9YoTg9Q7gOUrm4O3fJXj0BnaCzGeXkDH/7Lmawg7Yg7Ihi/1PCO99ApwXSD5h8/BGD977xr/m0vdKVrvRvk67M1JV+Zfrxb0/pbyqcUGA06MrS7iuSmSG8JPsZ0xAJTvZyrt2POHlVMFjz+OKnC1775i+rUo8/XtLqKjau+WhtebSXoiJBObOcFSW7O34TRPt+i4cfpzx4JybxJMmspt+WVEBeGG5dDzg4KukA88ow6DrMFhoRCCJPcDHV1LVlreswOq2osUS+IEtBtgQ/+f6U/9l/vM50XlNry6OXBRurLmkGKz3Fjx8nbA5djDGMZrCxIlkuDK0ANlcdRpOazRWfxy8yfuMbLZ7ul6Sp5taWy7Iw1KWg5Skmy5L7NwOoBD/4ZMHbN9okuWbYcTk+0aS6RpUGYyS9rsN/9/tT/jebERNZsT/KubYScH+rxcdfpcyXNZ2Ww60dn599lvDNNyOWqcECtbYsEsONLZ/945SddY9KG16eL3lwLWY0llS1wVrIK82g4zJfGMrKsNJxSXPNVttnf5yTOhmhDuh0FB8/Tvmtd/qkuSW3mrb0WNQVvlTE0iOhYmlL2rVHL3DJAsGHjxZ854FkJ2hzlC9wEDhC4gvFWZVxpEfc9PosdM5xleCaBaE0lKam0JrCSrZcD6EkjuogbYKmIXL5yiMzOW2rCGSLiR4zdHv4wsHVIc+yPYbBBpt1RqGWFGZAGHRx6gkllrlJGesOXcfnRfKM9+MHnOZnrDnNoncQ3mVWnrAjFTkRbX+V1GYUpubQTHCrjFXVIjElE7NE1SmpLXAQeNZlbh3W3IhH6ZR3vRVcDJHwSExOrEJqFdOVIbmtMNZQ2potGTOyS9bkKhOdohA4WAyWUChyoykoCa2lNA1MZSEla94aR9WUTdWmq6I/8bmtpvuI7nsot4/OlvhynVgNGlrJZTXKeCuNybCglI+VPsKJQGdYoTC2pjRp0z6HbCASusSEa8jkGII+Viims49QwsEEfbzRTxFeD5LzpuIz/QRa2zD7HE91iPrvNgS/+BbCCbH5BKpFY7qqBVQpRTykMBnCzGCxB3XazGzFmwgsQQ2iMuTpF1gnBL8DrPCLcGJfdcmrCZgKm55ghcBXXZzLdsnajDAmw1rTBAc7IaXymzkvLNLfInJ/Cfko6jn1JSkx1zmJXeI7HXBjPLXxdbaXPLEN4hxBUU6Qi4smf0q6KBFS6ylC+rjhdmOThSZzBdJfRyDpOA8o0kPM8pBlvcRz2/jRDlo56GqJWb5EqjZYjcJCuE5Zz/GcDta2EGdL5I27oFPwBCwytI2QGzswPkf7GaKscXZuY85HFJur+EZhPvsJzvo2ejZHPHiX6sPfwd26TpXuo7YeoH/6I8S9LepQMfvZAWJ1iCMsVQW5C6qTUjwa4999Az2b4AUxThVTiSWRMRRBSZKestJqUU8uiDptFpkL4RpOt8IeHVFEAfHmJkmqiTeugXNM9ge/R/C//t+ijSSMDbMnL3A3NsDxQVfoIiM5PCTe3cJp9Zrr1NSN2fc6kI/ACWnfvsvsi4/x3nofYUvitTazZ8f4gw5eyyU/H4G1eN2I5EWGDGI6D7aZffEI5UdYIhALvNihPHqE6mwhWkPsZInT86lPvsQ6XVQ4JDs6hCszdaUr/Q9CV21+V/qV6eKwBKMQBpQLYVtSFZbhpsv5SUF3xSFPLN1h4+Gn5xWdyzkfIZp+XYCHHyzoDh2EELT7DmvbPp/s5dy/EYIvmV5UzCc1ritwZDMH72jDjTshT57kPHgnojivmVfNcbu+5CzTbKy5JKVlI1Y8epqzu+5zfFoyWPHodl0OJjVv3AxYLjRlrVFDh9mTnPlSU2vLSt/l8LTCkTCaVlghmJYFoatwXEm/LclyQxAokrxp6ZFW4LvQaSm+el6wteLRih2WmSWQLihLkQtubrvoSvDjrxa8czNid9NllOao2sEJDN1I4rlNDlcUKOpKMF0WfPpiSaxcvMuy3ruvRTx8XrBMNeNlhQgq/tEPLrhIMj55seCzvQU5Jf/wDy54cNNjNKkJXMU7Nzt8uZeR1U2g70rHZbyocIUi0xW7Q5+zWcmg5XK+KDBhQdf1WdocIzWxdHj4KkMbSyQVlTV0HA9jINEVMR6x9EhFRV0KohacndQs6gbtnlnNlt8iNzVzXeIJMKKhNX6ZnxFJB18fIGWPmR5R2wYeIaTAJ0RQUpmKzFiy2nBSTjHW4UU1Q9easyrHx6cyNYIxr7fv4NQLvsgviLxrtJyacXqEMBbpxeTCYvWEjljhlrvCRXFOx18l9gYUpqCuz+m469RqSKAU1GOo5nRsSqs6pzQFr+oLEJoV1cULruMHt5HBLUL/BqG7yZI27WCVoyLAuD1Cb43IXUO6fQaqQ2oKAuFigUB4LGxOW4SMdUJXNLM4woJEUNiKuh5h6gUgUEr8ggPBqF6y6XT5qHj5J1qLzPIIaUGGQ8ziAOocgQfSbWZvjAYnbL5HxkjpY4XbtEKZEoRACIlSEaG/Qai6hK1bhNYnGrxPbBRhuEPkDoncIYPgFt3ue/ToIoIh6KxZzCbH0L4O6SkEfZbVCcvpJ2R+QFZPfpkvpTTp7PPma9/FlSEtb5OorIj8TeL+e0TxLaKqJqwMhbJknoONN8BvyHyeajftg2VNvXiGSfax+QXEm/id+5ho+HWbXxm0sNEqfvc+cfcNhNdt5r9+UfUxxR/L6apNepnrtUE3vEEnuEZj3ATL8oSL5AuWxQnapkjhEnvrdOL7yNZOgy73uywdDfEm0h+g8gtscgjJCU42/zoXaVEcYr0I0dqhPfw2xJuk+RH59CvIL/CC7aZlMN6gcn1EckxQFIjkDPF3/hFmdx0MGBlCMEBt30N5LeziDNPr4zhDqAPIRhg1wU89zOoWytskdx2IW5jpHo6KqSuL2n4N/aPfhjduYQfXcLwhi09+fJl7J7BuRBT4VHlJuRlTPv05xiup1oaIeYK/fgOzzPBkSNxqMxq9IGHG7PyQzlqf5csvcIc9xM49zGyJGzqU82N8X1KgsPMMWZ2iVEYxnoBSOK0YEFhrWe4dE25u4ERRc91CEzatAqiba9AKhSQjunmf5NV+Y7YcH6ML/H4LW4FOFnQe3Gf5/BC30yLox6T7xzihR7VcYE2B121jVYwTKrKDxyg9RbbbWNnF6W+Rnx0gsz3yi6M/h6fwla50pb8IXVWmrvQr0fisZDGp2b4ZICX4gWQ+0Wze8JmNKuK2Q5FalAudvoMF9h+nfPO3ejz9dMnNN5od89P9vCFWOZL13YYKuHeYc3xWcu/9DsusRliX0XHJaw9iDk4KHrwW8/KrlJXrAW/eDTjcr5hPa/7Sb7T4wT+f8eZrIeu7HhevCvxIUUmQGkRbkueamzd9To5y4liSzA1RS/HwoODBdsCHL+ccHeQ8eBDz0VdLzicVy7Rm2HX59EnC6XnF3Des9hw2hz6eoxh2HI4uSm5s+MiB4ItnGb/5jQ4/+yLlxXHON+5GfPAwoXAs33kQ8fufLYiWPo6quL0ZMGi7vLooKDNJ4lQslpqqhn7bodWB0HPIypK//d+c8b/7n+/QaSkWiaaqLd224t3XQ/7uvzzj7dsx79/p0vMKuh3FzqCp1rmOYBjVfPRsyd5pwXfv98DC67st9scJSSGoasvW0OVsVrHTD9i/qIh8iVICTyoe1QscFHGgWFbgBobTU82tTUGVCYSESmm6jkchDYuqJLAOvnDQ0tA3IafxmMdfeThvSG4EXc6rDF8ohLA8Kg+45a7wWXpG3/VwTEpeZ4xNiRQufS++3AkSTE2FVyxxVQBktD2XQLbJbMp9d43jesYbwQ4vsgOMCLkdP2BRPiX2WtyXMfvLPa4Hq2z7Pl8UU7pmyWvhHS7yE4zIULJFWh9TlAfMtOFatM1pmeCVe2g0aZ0gZYQvHCrjshq9yQqCkV4y0Qmx9PFxG5S4qbBCE+MxMQnCOJyaObtFwExeEOBQW83c1gxUi0l1jiMcMlviCZeZTjG25tiU+EJR2AJjLUoqEG20zaiKY6RoaHupKXFtzZ4p6Xmr/Hj5M972r2OtaXblx5802U3Lp02LnRNQMqUoThrToIKGvW/qpl2vThofoXxQDlgBUoBwQJeocB2VHFK6Ls7sIZ7bxToxtk4RTgjhGpRTBILIGYLqNsCI+DYs9rDxbUQxI+y8R84Sm4+b9rx4o2nvc4KmeoWFKmU+e4IjQ2S0hpl/gVRhc55eG4EgdFcQQmJ10bxeSEp9QOq64MXgDfFkhOc0KOCinlFf5nFhQZRzAhFTZs8pLhfh0FS0lPLRpqSop/ziBRZI9AuU+gWGV1wGJ/eJZIixLnl2hlOMqOYvSMwnzbGkT9h9AyEEpV5S6gUVNamjCYJNlGjIliI9AmsJhEttpxjpkPoFjvQIWrdQwqOoJyTJAWEZAJrAgvE6WK9NPn5F+PgJvHEbYZbQHWDSBKUFdtBF6MYnk42h71EdvULefgeqGTz+AD0cEI4F+o17iM++otraQblgP/kx4sFrVI7ETy+4+OALnM4OIh4ipqdgSuzqJnZqifpN27ZKK2pzgp0m2J01oo0b1MsR3jLFV108IVm4OXV6DFGGd3ZKlWbE9x6QTCvi/gamLMiTOa3Ao6x6RP2IyZMn9N+8z9neMUif5d4TvF4bv9vFisuqqRBNdUrnlz+waD4PToTfMRRHU6qsh9uJideHZMcXSE8igxBTG7A1wvWxfoyZHyEcj3BtlezsjHhrnXw0xwkivF5FsveYcPMG6fEZpVgl2LqDih2q/U9JP/9twnu/hvD+h4OivtKV/v9RV2bqSr8S/c7/45z1ay61tlhhMRYG6y6n+wU3H4SUucUYSzLX+IFkddun1W+CfMvCEkYKay0HT5v2v5VN7+tj/ze/N+G1WwGLTKONYHPHIx1rPvrxnME1D88VtDqKdiAYLWFFWEYKTo4q3n495KIwRKVkkVtu7Xjszyuubbk8eV6w0naJYsXnTzTvvxUzH1W8PC3pCihrw9aDkM9+d8q1GwH/6F/MeO9BSJYZBn2Hl8sFt7aDprNJwGhWErgwXWq213xeHpbcu+Ez6Li8OC1YHzpIIfj8Rc72IADP8oNPE+5dDxm0HX702YLvvTvg0WECBm5vhTw6Sri1E3I2LmnFAlNKjqY5YaBoqabVEATzhaWoSz7fL2hFiv/kr63x008zjLHcuR7w008Tvv12zJO9HClgpecxW1j+5rdi/vnPxtzfaLE2dFlrBTw5SXhjJ+LZSYmnFOOFxvMsm72QJycJqxsCOba4rmWWaXQNceDit2o+/jLn199uk2YWayw5NR4KT3mkuiLExWKY65KtsMVRmrF65jHYLugoj7kuWdqUWLlc1DmOMgTSZ7r4nKlxiclpSwcHRaZLrA3pO4qWu0JFyqKEi7qkJ3IyYVjWF3RUj2fZHo7qc80bsJ9+hhItuq6LsjnvtK7xUZ7QEnPuBV2WVcmoOKPvDXiSv8IVBYG3Sqo1u67g2fIZaw7MjUuoFL3gJhrLrC6IXEVhl3jWZ8PtEJiSUX3OkhplPRwrSU2OATy9ZGYSek7ID0cv+Osrb7EkJxQePeFxrGesqw4Tm+BZhbEaz+lihUsoHCo0feFToRGWZr7KGkqvRusEa3N8FWKFhy8cikuT8LQ64Y67AeefNblF0m3a6aQLpkLYy2BToJkV0o1B0XljfBA0RLuGPAcKdAHBgCo5JHUcvKwm83xy4SHme5SOxDVdnPKsqQTEm5A8A7+HshKvXEKwiihniM510BVhkjb0O6cEXSEGTUuUtbYBR6gO4XCXLH0B6Slu9wHaFs351Tkmv2Civ8J3us3PFq4AFkduEju/XLyW5YRk/NEvshwAgRQK3xlggy0ymwCDX/wPvjOg1DMKWwEB+BsNDVAIImeF2qSUevH18bWtSewvKu8+eOsQGDrDd7HWklXn1PWS6cUPcVUHREOi9J0etXYpixNKvwsCnGgdKRoqnbAlUufIbIrFUJochIOMN2m3H1DbHDAU9RJZZzhpSuu/+O+ob2xiXY/Kuji6wnYUzMYw9zHb1xDLBKF9lLsCt1bg9AV6ZwV3sUot29iexb74DAKNqwUi6KLbm1TdFk6+pHB85j/9At/VmNEBwglxOx3qV+e4gxbaDXD7Aeb0BarTw2xvIJ49JFmJiYRHkWjim5vkL05YuX+P8U9+QmvnNtPlCCkS2klANclp3bpFcnSGu36dejpG/eT3WLzxOp3X30N6AmxNefQVtq4Jt643VVCr+Xo49+truekiQLmgC4QTE9++z/LpM7r3ruOvbZF+/hnBoI8/GFCcHoPTIljrsXz2FBENcFoBtsxQQYQ1EkFJOVngD4dIr6CeHCNthl3UiKiHda4Rbd9k/PiQzfXnCKEQvTvNhsOVrnSlf+d0Zaau9CvRqycZK1sO6cLgupKwpcgXhrUtj+lIM1xzqEpDb6W55I73cjZvBBy+yFnbbeYTHn20ZLDhsbr1SyN1Oio5OCrYeLsN1hCHCl3DznWfTz9Y0HIktYag73L0vOB7/6MBf+c/P+G3/kaPzz5KuXYroL7ISVzD/Tsho0zTcSTH5zWmMNx/t8UHHyy4e9dndlGjFUgjGKy4zDLNxsDjZ78/5UcfLlgbONQavEDw/DRtNuilJcsNWysBeW65WBrubSnqylJqw8FFwVt3Wjzdy8mMxnMlgSMJ25bJhSH0LRsrHj/4YM7r1yKEoykqzfV+wLOjlNvbAU9eZjgI0JJJniGsoBN4dFsF/+k/POd/9R+tcZ6lzBaW17ZbtCKJlJJvvRXy889TvvNOizfuBnz8Vcrd6z6vjksQcHvX4/i85vZ6TCZKnhxWbA9D3rzW5mdP57y+HTNaVuSlYa3tN8ZuPeT3RvustQJezZe4Ds28TtG0C6Zzy4vjgo2BRyxdrIC8Ns3gu1CU1tCXPsck9GVE3TN8/GzB/bUWc6fZ+Z8wo23bHNcXRI5injxkVmlalITKZYEhrWuUDIgdl4XRiCojFzWe9FhxYxZodkWbmdC0qIi8LTxrOcgP6PnXcCi4KM4YeNfZq05Ydz1Oi4AVabgerPBR8pIJFavhLpNiRKBTYlszyia8HW1xUMFb7XXOy5RQuSyrlIFT8rKYIIUlMRmjLKHnDOmLNjWGYzvBtw5tGZPYFNffJdYwkxV3wg4/TBb8B8M7zExKbg231AZH9YQ1NWRhMiLhYTDUVmOwjUGyNa5QWCzKSgwWTzgUToSimc+prKGyNZn02XEHzG3OxfgrdqJdRLyJnb/EqH7jJZwIT0zxVaeZN5EuwokQVmNVp9nNt7qZlxK/qEjlEK9Bfg69NxsqXmcAWIriAhus0JJtSmnR+Sn4Q8hOmwpTckqpFMviFF9PKH0fcfYIzx0i/B4sn0AwbLKlyhO8PMWRHjZcR6THCFMSeZuI1j2s0ZCe0Ax2RYjB+2hTXobt0pjC7JTc5KS6wnGiZhErXFTrOo4T4cgGYmFMRVaPwSZf34uUDPBVh6waXZL5mpwuT7VxVYwx1S8zrH4xk+X0UMIjr0cYq78+VmFOWRYnl8h6SxxsY4NtiroxRrnJyW2G68ZgQ1q1oSpnaDujMjWVTfDbdxEqgjgGdJMvZS02PSHXLxpjhsZz28hwCzMZUR4cY7/9No42uIGLyXOMERSDAa4ToZIxFCXFWhf35AS5skL91jfg8VNsN0KMj8nvDPCfGsz6BrLfovrgDxFvv4Yn2+hWm/F/+p+jRIHauUmtNSJwEZGD2DvHTTvUrZLaprg7W9R7ZzhrgiBsk4UhRbLAmgXLhY/faZM9f0Xr+m3EMsFdlERv3uX4g8/xV3vMZk/J8hnD8Aa6v448PMHeu4sjFqBDameFdDSje/cGlNMmCFoorKkuZ/tornGjwdZNxUp6zX1dNWF5ugJFiXQ8vOEa1eiYYr7E67SaSmG0AuUcJ2iRTqsGz17kKD/EDV3yyQjhxvir2xQvnuK6BdIsyF58iDdYp6ocZLSOLaaY0eeIaA3Zvv4reCJf6UpX+jepq5mpK/2ZVRSa8VmFLiHuKBxPshjXdFYc6grypcb1JWVmuHa/WawspzUrGx6zi4qVDY+6MizGNRvX/D927L//z0fcuxlSlZpfLF4GPYdZYtjYDdh/lpNkht1Nl3Yseb6XsrXp8/Bhzp0dj8oa0Jaihlu3AvZeZHgSRCS5tu0ymWlKDYOWi5RwPNVs9BRnk5peIMkqTdWW/PQHM1Z6CqMtaHgxXrLZ9ShLSxhIDIZurEgSgTXgSLix6WNLyfG4xPNhey3gYlqz2nXBKM6XNfduhDx9VdBrKe5cC/nR5wt2exEvzyqu7fqcT2p2VwNu74bkVKx0XTb7AZ2W5OZuwKP9hH/wh+fcWon5q+/2qSpLkhrGsxqlJDe2PX702ZxFUaOl5vFhRoXmZFrw6rSgrAz3bgT03AAE7I9TqsrynXttXl4keFIipORkUnBvO+RwkdLuwCQtmzBeq6i0JfAVUgvCWLG/X+MqwbysqIyhJz2EAFdJPAfOqowt1WZkMvrWZ3PF5e9/cIQEUhJs7TCqM7quw7IYMc2O6Pg9lCib0FVjm6wgKVjWJUMnpuX6rKgQK2oOqjmhCXiq51CVjK3PophxWk7YDHeROuUwP2LgrrOw52Ra0hMx70R9jqs5H2bH3GndRmuLyS9YFxZtLVbG3Gy/w6kOGAYtPlw8p9ZHPF18yKx8yrQquOn3aBPSUUM64T3mTpvMjUD1uO7dQ3oDZsphxbuGK32sNPjW4ahcEguPnywOacmQDvAye0LPlBzkz3HrBbPykKI8p6xHlNUFeXkG1YRleYKuJ6TVCWV9TlmfY8vpJdr8AltPoJ5SVRccZM9oLw44Wz7kQCTk0y8x6QlaLyj0lLK6wApBbUuKakRx+T76skJl0eTVhKw6pzQJuppSuR4mPYJwtRnkdxvwgdUlvr9C4PRBevi4RJ3XiGRM1H6NqKwIoxu0RYvB8K/gRJv0CkGn/x2E1VAtob0DbgTpBXZ5xELkjLMnTC5+nxFzlo4hJSGZfkY6+5TUlaSeS6oMtcmR5YKo0kRlTaQh6r1Ld/hdOivfQbWvI+JNTNinNEvm+R6z/BVJeUpWjxFCErlrxN46sbeBI3zS6uxrxDk0BstY/cvX8Ms8r9AdUuuUtDrD2CYzylUxsbdOKLe/NlIWy6I4oqgnl02Biq5/g8hrABUWGDOmCrvI1g7twft0u99EpKfoxR7F7KvGwFqBEE6Dh2/fwsbrEG+hdUY5fwL/l/8rzrUtAtkBEVA6HtX6OsobECY5IjLUOgXRIlgqGCgoJ5j9Jyi/TVGXyPvfIDgNqIYRwispP/sZzhvNzJYo5ujf/Wekxwuib/46RW3QukY1BU+4c4NSzGD/GK99E9HaJBx2MFlCZsGRLXSZEmyso2dTjJ9SzkboqENeG8L1FczZDC9sEQy61AsI+tuMzr/E9CqW+wdE62vQ2m5IfU/+gGijh/RbTQVWl9hq2VQpf1GFNDVCOk2VSqimhdWUCDci3t1k+fIlOBHx7jbJiycYXIQTE62vkZ2cIvUCf/Ma+cUSKSoQ8pJU2KZOc8JhF2xBfrhHsL6Brn1MDcqrQS8oTh6TnZ5A7x4y2sCmZ5jTn2MuPmnCp690pSv9O6GrytSV/sz65//3MwarCscXVIVFCuitO1wcFtx4LcT1JXlqUK5k/0lBd9iQ/can5dcwikcfJ2zfDgnjX/LRz0cFz17m3L/mcz6zXL/m4TmSvLJoY3jtQchnuWb8KicKQu6/E/P9fzHj/V9r8fyTlCyULA5KahfeuRfy/R/M+ebbLU5nFaayBL7DF09S3nkQkiWGUalZDQWL2rKz4TCe1pzPa167G/APfnfGg2+0KSrD81FCy2va1ZCWupIErkJIy40tOLmoWF91OR3XrPYUrgDlKY7Oc964FnE0KzAV/HvfbHFyXPNwL+F//5/s8p/99gnrLR8czfaGw4uXBfdvhUgt+eTFgrW+SyAcgkBQlJazWcHmpsv5vkF8Q3J8XnFty2P/uGSalhyOcvpdB20ac7Wz4fHpw5T7twKyM0NRGyqtebJnWO17vN6P+eRZwtmioF/57A4iThcFrUBitGG0qDlzF0TCJXUzpBGUhSbwXQpTo6yD60Imap49LvjG221Gi5KRLegrj4UpaZkAL9BcZBmBdSlEjSslRWE4v6g57JzRsm36nuKkThgvPmcz2kFWDXRirg0tQEgPi6LrtajR5DqnthrHeqy7AbWCO8RUqkugx0ivjS88jrMjUB7vtl7jZXmANZah6pAZzcJMWY23meWnHC9ecD/sclQZjNNBCcFUl8yKc3y75GKRcseLOKgqtuObLLWDlYZjowmDLi3jo62hI1ucV6eM6ik+Dh0RoWzGQX1BV0aExrI0BQZLiWJR1jwnZcVvsaG6nOgZK7LNhUlYV22mJsGlmTlsMoUsrpVktiTCZ2mLy9wncKVLaUpMs2bHw6E2FcnF50T919lfPqVdOZeACdvMCOFS2wwpJAanmTFRAXU5xkgA1cwgSRdTp1ivi5ONqYIOZvYQvFYz4J/Pob2DzU8R1jSzV7oAPW0+3PUYV8W4OkN0bkI+JqgKrD9EljPiX7T0VUlj0Fp3oBgTGw0rDwCBrZbkyUusrRHBEOv4TcUhPQdTsTCPwR/i+b+k7VGdErorKOkTydU/cS/LqzHaNll52hRcpJ9fzjQ11XLf6X9N+rPWUOuM0iygmDUkQQRCOviyR55+1VAAL2EVjtMGx5AwoTQTYBUQuDLEU20qvcRiMbZmmj27xKpbPKdF7G2QVqfUJuci+RxHhbjxBqHqIIRDUY2o033KeoYnW0gnRnhdbLVEBgPsqYazKfrdN6mqUxzh4dQGtQyou20qG1HVNV49QAwdOB1DoCh2uzj7BQxzvGVOPn9MYFoot42wPs76GxgfnNmI8pOfcnY0J763Tb73FSqrcLubqDqimBwRbDmYbhfp1lTHDxEtD91tERVD8nqKffEC79sPWP7hI1a2h0wnU9TWGlW6j8knsHmLxRcvGeysozOFLXNU5BN3N0mqkqqjUb//jzG/9S4teY/S3cTvD7DlFIxBBP3muklPsU6IUH7Tzmp18ysSTRgzdQbKx/E9rBbYKsPxFdo4OFLhtwX5vKmi+9s3yfZeIlwXvDbRRpf8/AwVh2itqSdL/G4H41XoxRQpSqrUEmzuYrIpQctl/LMfstVREK4iB29AMcbWGebkx4j+fWT4J6/TK13pSv926cpMXenPrMcfJfTXPaQVCGFxQ0mRGla2fBZTjeMI8kxz7W7EbFRz+Kzk7V9v8/zzlNe/1SZLapbTmvvvtb4+ZlUa/k//52NWIklZQ+AJjvYqNlYtsm25fyMiyS1ex2F6WLDeknz1IufaukttoNWWJJOavDK8/50On/9wTq+niNdcXnyw5M37EYUH1zZcXE9wclKgHEFdQr+nOD8uuUhq7m37fP+zhH4sePU8ZW3X52RecH0YkJVgjaDVFmjT7EkbK7m24fHqtOTNWzHLxHA6rbi7G7JcGhZVTT90Sdya2czy6CDjb/1an3/4gwt2ByGuK5glNbqG1aGDLgUvJilbA5+VrkeSacrS8PHLBetdlzevtfn55wums5KNVZ8vn6f0epJ0aZrwzNzyl9/p8dNPE+7vuPy1b/f46acpb91vcXRaMlpWjGYlqysOh6ead+7EPD5IOVlm3FmPSTPDRVoShw7jMkfFNRcTjRsL0rmhHTnME0M3cqkMlLWl33LZvygYnDrcW48ZLypybYjxGZOxqUNyaTCyyUrKa8P1Xou///gx3323zWYUcqpnvFq+pC0sjl5SmZpcSLpKcSQEPaHwlUNSlfgqZNWLqKhZ1nOUGuDYEuttkBdHtN0NlNWkespquEYHly+yVxhbs+MO8dyI41qjbY1K97gZrJG4Hl9UJbejAWfJmMLOULYiNSna6RMEQw6M4manx1GW0XUVR9khnrAsSosjxOU4hqQnXSLZ5cTMm3NQHVzpMjYNeS/CJyUnNwWhDPhyOeJ9J0Z4MTf9DQ6rETvugFOTsO5eY2pSYuFR2qoxPdYQ2GY+rYMisxW11bjCwREWYww1GmEMnfOPqDs3mZuKLRPyXJ9zX7ooHHy3j6XCotHC4Dp9hLrMbpLVL82b25gL7fmU6T5VuA75CBH0ALDlHIJBY2qcsClLVMsGdJGdNQvYOqNyYyppYPRz8HtNK5bfb8AQ+UFD9nPCxiDNL/A693GdGFvnkJ0h3Jio/9bley6hmDTzMO37COUSQwNy0A2qXCAw1jJOHyOEwJUtlHQBgZI+TpHg/2JRTYN4b7FCUUzRZgQI5voxFoMvew0NDoMjPNzwGrLdtFX+srVw7Zc3SWuwVlHXC9A5TjlqCIY0lMTSLPkF9c+TPoFwKWUF0iEtz4ALXBUSOAPa/s7XP9eiOATAc9r47Xt0nA5ZdUFRjtDpHka5+MsF8m//l7C7hnQU1umD62HjmMTO8KYLVKeDUyl0y6OYzpEbm3itFeTpKQwV5cUhzuvfIHh6hmlPcVoblJ9/gPNrf5WaGvn5S+ZqnSrZww00opIw2EQNfcrFCG97C5PUEIXobgGPT3CHd2FjjeWPfoa/toaJW9hzQWe7x2wyxtm9jntwRLFM6dy/y/ThM8INn2zVRT/McDptynJJ3B2QfPWI7u07iIMZhWzz8rN/CP2IebFBO7qPEBabXYBQiNZ2Q0WsUyhnWLd1+TuXYApwAqyuQXlEuxssnj2l89rbOJ6Do2pqr0N+eohUHn6/R7KnEFVB59om0ycvQShspZGuD8Jiyoo6TfAGfbLDE5zAaVr9zmf4G2vkZyfYcoYpF8igh/B6iO5thAow8xeYxStEtAFeB+G1f4VP7itd6Uq/Kl2ZqSv9mZSlNePTiu6Ki4oFoa8oFobONZeqMtSlZetWwPyiRjmCwZrDfFJRl5YwbrpMH3+UcuO1EMdpWi/ODgq+/GLJUlveuBsxTSxrfcVw4HJyUlEdVYy6JcvUcn074Pqqxz/77Sl/63+6wstXOUFhsW3F5GXBzmsB6VHJpLL85r2IH/7RnNs3fYZrks8eFmx3XfLEcpEbbq16lLGlmFecJZp37kacnJXMlpqVNZ+vPkhYhBVUcHhWEocNtW62MISOYdh3yRcWjaUfO5yOC7pth5Z1ODgr2NkMSBLNs+OCN275HJ4VfPetNvujCmMscaAYpxV5BrvbDt3A4+MXc3zrMEssp2cZShiejTJuDENmE4PQFdsbHv/Zf3vO//I/WqPVgoPTijdvhiRpM891NinZ3pb89k+mvPd6TK8v+OjRkk5bEfuS7mbIl88ybl9zebKfM2z5tKKKT17M+fa9DsWBJkktR84MZ6kYrFpenhZsd0LOpzVt3yErNL6ShAjy1NKPXb56khOFks0oYpxnCClZMQFnOqNjIgpbY6RBaUkhMopWwvPHLdpvTzktUqLyJZETk5ollYVY+BRa08ZHCMmirhl6IYF0KLC4wiGWMafFBWvBDQ6TZ7S9bSbFBSUSV/lsEXCqJ4QKrjubLGXM0/QZbWGw2rIVXufASloK1uqcT8bPuRX2cU1M7HXwVJvCaBwh6ZmU0+SIHS/mZTZnx+swrwsiZZmYtJlzwzCyDm23z002ONMzTm3OmmqxYze40HOmJmVDbnBh5iS6YjNc44NkyV9yOpxVF2yoLsd6zqZscZTvEUqPua1QomkvFQakEJSmohAWB4mxNRkCdWmAtDX4kxcooaiERE4fMhMhfXfIEz3nLW+rmQFxujhyBc8dgqkxOgUV4Tl9hBM0YbemwnpdVDkjbN+DYopo3QFdNPMorQ2oE4QbYd0YUc6w0U1EMcUGuwhdILpvUCxfUueNYRLlEtvaASwsD5pWLCdqFrzBCjYYkGf7lFXakATDYbPwnXzcLIydBvENgB4jtMB3uniqjaf++AI0Vl1MdkZZzjC2xl7meCVeiJA+vtO+JLxZAmdAIDd/+Vr+lXmqS+U6Y1G9xFaGQPWR0gVoKk6XoAtrLUU9AdkCWtT+BOJNPNWm1Assra9nrYxwqUyGyCZgK2LZxpBTmylLu4/2QwJniBCCTnAdrKHQM7Lqgnmxh696BP46QXwfay3p7/4DdF6ir7VwygQcD6ssIs9w20NoByBc6myBDgxBqRDzBdZqjCsoEYTXv4U5GSFCDa0WxWcf4X7rr1Knx3iPjkk7itG//Jf033iXOimhW+NSUx+MEHGMdSTCB6mXOP42fOMGPHpMRYX39j3sl2fIG304ekS1u4NKLM5oTI3BG7ZYVgKlJKrVoXg1ohYzDB38dsD5sxe0V3u4YQR2gv4XP2Xwvd8gPT9Hm4rjs/8W1+nS6byJL2Ps8hCrQorzCbgRwozxOm5D1JMeQipsOUN4XbxOl2TvEKqE1vUNpk9eEfQ7CGto39ph8fgJjgvuyjaLwymOA2UFOkvwux2K6QLVjtBFQXpyRrDaJz+7oJIOwUobqzNMrVnsT2hf38KmZ9gqheQQEa4junehmDbVtPQMdIro3kNGV9WqK13p3yZdmakr/Zn0T/72KcONZk7K6Mt8qa5kPrLs3vMoc0s610QdxeSsyZUarnu8fJjx5nfazEYlVWlY32l2wBfTiulFxYdHBbeueSwSTSuUzTBwDd2uorPl88lPZ/zW/7jPMrWUxnJ92+WDDxb8h//+Cn/n75zya7/R4fB5zrWBzw9+POdv/YcD/uk/GtHqO7z/3Q7/9d+74JtvRURtlz/8yYz33o549FXO3VsBf/Q45917AdNRzScvC/ptSa0FWaX56acz3rzXJgyaqsoyrfGV4GJU4zmStBIMXMHmusvefsnGUJKXNaF1yHXNZKF5/0HMeFJTW4MrFGfzlJsrIefzgl7LoR1YikxwXhcILVFKcu26S5YZvjpc8Fvv9KlqS11Z5onhOC15eZzz0ZdLvvetPrurkif7OUJZkszgZIJ710K++5bL/lHJW/cjXFHge4KLecVsUfGd19t8+TLFCI2VEpsrbm2F/OirGa/vtPlZeYYfNOZsNM+5MQw5uCgZhD5poYkch6Q2eEbge5K81kQoXj4pCR449ETIxBR0HJe+CSmspnI0jpVEOPzIfcx9vcVpueT7L1JeG5wTuj5pcY6veoTKJdFLBm6PV/aElhEMvQAXhwroC5fDekZRpWwG15nkB3S9bap6ghYhiJo2AT9LnxHJkPvhJgmGi+xLbvobGLr0vC7P8kOsXnKUjlgNNvlO711elRX320P28zlSJyz1BXNd4FqNVB4P8zOGTsjLsuROtMmyrtkWksoaclvg2JpxcYwjDS0ChK45r0Y4QhGIgD41B8UThjKmqgtO6glDN+IPR1/w3d4uJ/WCvvQ51Qta7jqOVAhbN6AJWyEsIARDoVjoDCMsoRUYq6kBTzjoyUOsleRhSDg7xlhFahdUdUaHgE/SL7gX3UbVOZWdkpcjwOI4LXQ9xToelLOmVc9tI5ZPsX4Pls/B7yPSvaalLehDtte0TrltbHaOcGJI98CWSFFilIccf4wXXsNzBISrjfEqF83C0d9B2Bq8LsJrY4sZlDMqGVG1+s05LI+aakK0fjn/ctnLeCkLpNU5EgX5+HJoB0Dguj3c1jVCIfh/V6V/SeKzFqb5c4yt8WSMcxl47KkWsbf+p94Ps+ria9BEWo2YFa9QwmuCewElfHynhy/HRO5aY7CwXxspJbwmP0wouFww18LB2Ob8W9ZDlkvy9ASAef0IJT2ccJ3IW8FzbpFVF+T1hGVxiD2/IPidf0nw2tvgt6k8jaGitBUq7iDTBdatICmRWyvYiwS6axTbPfjiK9yNIeFiiV2tMScJxTDGTR3cB9/FmhTncETeg7N/9ke0dq9TpufUaYabu5jIRao+jhXIl/toX8CtG5SHzxHtCHUrxhmD6XRw1zOK/SNaG0MSo/BMhk4q8pUhnahL8fgxre11qrygPh/j372GPBtTJAV+LwalSVd6lC+e477YI/jr30XqDFeF+Kt/mSI5YDr9ECFdvGoN31pkGGLzMe5gjXxWoeQUr6WaPDInbhgVpiLY2CQ5PiO+dhPqJ2BqvOEqxSzBlBnhznWSVwdIcggGRCsB6d4LnF6MKUrK8Ryv20VIi86Lpk1WWCwCnWYEvZjZV1/RvrHdVGZ1hbUGO/oc0bmOjNahfQ1RLaGcY2ZPMPOXiLVvXFZHr3SlK/1F68pMXenPpOefpnRWHKw2OIFEuhLHEbRXHU5elaztuOSJYetWQJVb9h5mfPtvdHn8UdN68/SzlNtvxV8f79nnKa1tl8PTkjfvBhgtsAhWew4nFzU3d12mM813/3KPn//hku/+ZpeTc0O85iNHFT/7bMn91yK+/Czle9/r8Yffn/HtX+/w5WcptSN4+/WIn/1owfVrPnHH4eHTjEFbcXRQc+uWz8OXGW/eD5iPDJWAtNLESnE2q0k6FXZqCENQUtBtORhhcR3JzqrP8UWTCeXhIgW8/UbAh59mfPONNi9PU9qlQxgqTA1Hk5J3b7b48jDh2/e6PD5IkKKJ9FnteJyMcp7vlfzNX+szXxoOznMSXXF/M0YpQVpYSmtZVCX9tuIvv9vh//l7c775oMNUVqwOHKoCtvqS0VRzdFZxfctj2XN4eVhwa9fn00cZG0OPEwPPTzK6LYnnuDzcT3jteki6FNzdjHh0viCPcrKpQHQqnEoyWmg2BwGTSY0jFY4PgZVoA0ZbWriUQcVkJjg/1Njdgnbls9QFA9+nqgXWCIZeyM95ymayQi0teW/JbHxB7Z+Ba9DaYJSi1JZYhUzrnEiEdN0AYwQLW+CaiD0zZYDPTEkKM+J6fIusOifyBmhbsyr77OsRq+6AVf8az5IXJPqUnehNut6QeXXCk+SIvJqy5m/Qj94lUC6VKYnFhB+OX7IbtHmejxl6K1x3ByytT8tpsRsoToolD/yKR8kzOsrltM7pOAHKesRSEAZbnNYpCeAohx02mducmU1oix67cp0DPSb02kgUU72gpRR/MNnjr/S3mdqKGIXUC0bVkq6MuDApPRmxNBmecFjaClc4VKbECIuHwhhNkZ0TpIfM21sEixPc4oJCeigs2ihyx2eoOnxRvOKt+HU82cdzu2idUJsE4fXwZYQQDtZR1OUJ2u/iaY1q38MWU4Q7bMJ3TYVwXKz0GhqfzpuMKQW0r6HzM0RdYZ02eXHQmKHqFBbjpv1PFxCtIVSArS9g+QTpdfHja7h1gVtOQQZfY9L/NNnsHHRJpRMq0yxwUb9EvWe6oCxPEF+388EvzFjoDIm99aYCl18Q2zYIQVUuqMwcgMQk1DpFCf+y8mQbY2cNgTtEXuYWQQAE1LqgKs+bCpgpScySLNljOU4uq1gG3+mjpEdtJpQ6wYbDy/OTGKsvE6ygEhrr++A31bJI3EAIRZ0ekmVfMDMJgeziqpB26yb6v/iv0HfukasSXRwjVQtndZNWqsG4lNsb1OmUOnaQFwvkWg/KBd7DU/SgRT1bwrvvwgcf4g67OJ6HGZ8hNzvk8wQhXZb7OboGL3Ax+0coG2BvdZCVi/Ur6G5Qmj5eLeHLF3jv3kKfnFKnLkE+g9yjcDTdG68zPzshMBmmE1JeFAy6fSYffUx7ZxUZ9yn3nhDvblCUJU6nQ322IB4qsA7meB/ru3jnY+b1HGMKimqOKiY4XhcZ3SE5ek7FY6bZHNkf4IYD2iOFrAq041CoAYF/if4vJ+B1Cdd8Jp8cEu9UhGvr6MoglKU4P8NpD3F81bSeBiFBLyA7PL5s+XZQvoeMQ6o0Q9cCrxNTL5cIUyOcEFMtcP2Q9GJKvZzhBC6oAKEcbLyJXR6gk2OE30dICW4H0X8Nm11gj36ACFcQnVsI95fP0Ctd6Ur/5nVlpq70r63RWcF0VDLYjHF9iRdJ6sqSp5beqqDVkQShIl9a5qOa1W2P9sDh2acZ978Rc35UIBX0V5u2mM9/suC1b7X5P/zfjthec8kKSxgINoYeB2clt3c8sswSBJK0tHz71zr84Psz3nm/xWu3Q37/+xM65yVbt0LkqxI3kPiRpEwM+4cFv/m9Lk9+tiRVgl//Zoef/WCG8GF7J2A8qpgnBmpB6DnYWPPzhwmhkBxcFEQhIC1BAXtPM157PUYAyhH4nkAbWOk4LCaCtCwptMSRHvdvBTzcS3mwG/Lh4wX/wW/0+cnnS755r8Xzo5ztns+zo4JuR5Illo2uy9PjjJOLivfvtKhreHKSYrXl/nbTrjSeVNTWMFkUxJGi6znktSVuC/7e75zz7//GkK2BCy04Pq/odASPXxVcLEriluD5fsE4Ldha8/jwqyXv328xnmscx/LqrOAvvdHhB5/OubHp4RiHY39EpH3kSsHz85L1bkBlYDrXtEKFLgVJUdFzQpLSIH2YpzV96+H0NJ+9XPLXun2qXomTuxTSIoWlozxe2RGBcohlwL5zgqk0N8M9PjsMeG1nhlABkVJIoZjWFat+zJkowcKsygidDgk5q6JDJmAFSeD0WFTnxG6PXBcMVcRhPWHobdEVcJp/iZCaXf9djBnzk/GnrHjrtF2fW9F7LGqBNGNeZGOULRmoAd9ub/MonfNm520O6yUv65KhXPAyO0YK8KXD08pjJ97luEi5F9/krFqQ6RFZXdASOSvCZ6TnpGgK23DbutZlao+wWFZtwNTMqWxFKLuUok/Hgz9c5nyvtwVCYTBck+sc6ykb7gpjk7DqrTKtZ0Q6I7UlkdOlRKGkwqsLxPwL6sGbdLJTZFlhvRUcDFI45HpOUo2pVcCKv8tnxT4RBZXu48oI1x9idU5ZT7HSg3qJF+7g6ZrKCyiXjxs8t/AgX1wu+i2ICLs8RUi/Cfz1ezD5CFBgqwaLLlq42Qyl2kh3DaSD6G02ZqgswekgBjfR2TnF7EuM8pvK1/+LvT8PsiXPr/uwz2/L7e731l711n6v957umZ7BDEAMFlIgRXATRQVFySGHaUohO8IMRzhs6y9H0BZlBcNUhCUzSMkK/mPKkChR4iISNAgQBDEgZsH0TE/v3W9fa1/ulutv8R9Z/boHgxYJEGPL5jsRL17VrbxZt25lZv1OnvM9hwD1/vdfjKozaJYtqUlGECUYtUVH/eCMifcNxfL2k8CIVhlqe7wW4S5KngcTJOM2+h1I0stE8pOk0RACtjqmLh+fx8UHQvCcFTfBeyIzfGL3k0I9seUBoGIO4gG6dwFPG1Bx1hyjZSAyXfAGU86JdA/vSkp3eq5cBVw8RH6qi8iGqlUmkxE6GZHKDBuqtrfqH/4c6uQBajtCWk2iuxB3aPKCIvJYUxCVkqgUmMllSBOqxR5F36DqQCSGhAsB+c5b+K7EjVZR945wn3uVanFKcu8h1eqQs1/+Jbqff4ni7j309lWUtpikS57vYvqr+GKJUQqvQb10HfvBA8xzrxDPDqnXFerRHtHnXiL/7rskaxNCscSuXKATDVje/IjkwgakCacP79DpSMqzE5KLzzK9dZfhRh8FNHVFfu8x3ddfxntH+ovfIrx0gcrPQA9heh9/ssBEI0S2xeiZnySUpxTlY2bmA0R3iJxputOGyi6IVzYJ2SbClYTiCD0YU52ekmxsc/r290jGA0DQe+Yyp++8g+mPUImmOFkghEfEXezsFDMZYxc1OotBQH16QtTv01QOd3JKNOzha0vUTTn4je+x+ZNfaYXWJm9zHJMVkBqaJSFEkN+E5R5i+AwifY1QHuEPvoMwKfQuI9OV3+mf86d4iqf458BTMvUUv2P83b+6z+pOjA8BREAKiTaB7lBRV54oUuQLx2hNEwLcfifn1a/2uf1OjtaS2+/mvPzldrGze69kvG5479aSo7OGazsxAVriVHrWRpq8CpRlYNCTXL0Q8d33cy5fiLFzx91HFc++2OG7vzplspPwxR/t8mtfm/HVrw74+//9MS99vkt14jgoHV9+rceDjwoYKYbnpCDSgvu7FT/2pdYeeFY79g8ryiYw7mtul3N6WuGGkt17Fc+/1EVrifABLQVKQNKRDPuS6SywsymorGPU0STacbioeO5Syvt3c1aHMYulZ9RXPDpoGAwkqdFcvGT4le9MMUbyR37PGOcF374x5dpGSlPDydTSTdvIcWth0o9JtORgVmObwCvPZLx3syI2gm+/u6DXF1TOc/zIcmk95vjUkaD5Az/S4etvzVl2PBe2DN94f8rFtZgkaJ7byfjOR0t+6rUe33x3yUFyxDiJeHRaYoTjynrKg4OalV6M9B7bQOMDoyRlUViiWFKXgr6WnDYVG6bD1qriF98641/7PSuonuBwXjHWKblqeKT2eS7scMcc0QRH392gdBFpdMrtw4qXNgbYIKiBcZQipMB7mNoKlCZSglXZoTYZ675mFgTa13T1gNzmDGXCkS/omgmxPWEP0MkFrsqERXGXWhqu9F9hakGSktcnLO0RlYjYUAMi1eUUzx1rWU1i3p3f5GoyYqIEJ77HS70LHJbH1H7JBa05K07Y1pr3l+8z1jGWlJ1km1O7pJaOruwgfCD3hxS+woWavsjwwnHm83buSyRMmVLXUxIRI6XlV0/O+PHBDhbPHvsMSDmxp2g0+/aEVHYQekiHQOnm4BfUdUV3/zuUvQu42XuY4gQfWnuqFeB9QMmIRngaPMfVY/qmzx3xkI1mQjeOoLjbJvGZDqJeEsyAunjcziyVe2D6hNC080tCt/NLJoNmiRCgVIbXnlCdIIUhjjeQ2Rp+8Qh8gyVQ1fuEzkbbV3X87TZiPUqg2IP8fqt4dTY+deU5V5OqKYlIkUiItxC97ydOjVuyLB8iipNPxZm3OYgqWSHqXH1CeEJ5ArbA+oLaLRHeQX5IEC1xmrqPiGT3XC06h06Jus9g9CeqQJc25a+wx4Rzu58NloU9BsCIFOMrGrdHyCNSPUIIQcaIup5jwxxC2zM1rx8hgyDKLiKiDome4Jb3aap9OO+58r5GCoMwGcQDCnuCEjFKpehffpfw3CvIbIT3ltwX+OYEo1L0IpCurGMXp/itq+T7d3GJQD/7Atn799E7z9M0Z8haUaZLkuE27s4HiItbmHKGevt96s9d5cFf+hvo156nunUXs7OOlBVqbZ3F3iHpxnWk8yAXCCPxdU7IQW+PaD76NtXFi6SdVdxcEy+huLaBuH9M2VT0Ngr86RJnEtLnXqH8xlt0Oj1cKImzhPL2DToX15G1pS5y8kcnpM9dQ1U1djJC3XlMeGkHIzvY2Qn2LMcqgxxZInKKs3dBxcTxGlHnUmsjTXY5OHuIPhuThENGnTWU6UFni96VhtPvfou4nyGkQUQZ0ViwvHMLhKGzMeb0o3so2RBtXiXs38XWoExMU8+wRYNMIsgGIDxhvkB1M4Qy1PMZ8aBDsbtPsA0iakNRArKdRxQaoqyd5YpXCPUpYf8NRGcT2VmHyeegOiWc3cTP7kDUa9WqJ2rsUzzFU/yw8ZRMPcXvGHc/KBitaIwWKN3eOY1jQQhQl4HhimR27OiPoDfS2NozPWxY3Yp4eKugPzZ0+pqm8Rw9rnnlR/v8p//xIZsrEbWDLBaMeopl7lFKsVh6NtcMo57ijXdyrl9NwAtuvb9kSEANDWs7EdHS8tHCcWW1TdUbjgyrXc033ljwM39gyPv/ZEmRwEZf8/hhzc6m4dZRw4VxzOmhJYoVv/L1KRbB+kRxkJcIRDt/IqE/0Dx8t+CZVxVxrJAByiZAkAw7sLWT8M5HOS9e7rAsPS9ci/n17y748S9kvPnekp96PeY7t+asdRLSTk2sBFpJ3rq9ZNTXvHaty/GZY1Y3XN5IWCxBa3De8+7dEmMEthKQCA7qko1RQlEGlBKMhw1/99dO+PwrKQ924QvPdvjcZcOD3ZoXL7dWxMMTy1c/3+c33l7y4jMpthQoHbh1sGSQaH7khS5vfrRk46Lg5kGBPdOsjhW3T0pWSLi2kXF3t2SURdQ20I00i7KhGymqQrRD2IVgLUnZLXNWRML6wPD3vnnGH/rxIZv9lNOp4111lxfUBg/qE0pRMQoLgjjDA1IKFCnv78/4woUJE6mpvWXuHLWwIDSbqksjHIUwrATHQkRotyAXgVk1I5OCBz5Q2BldFuyaAUbAZp0z949w0Qqx6tL3JStG86C8xz2bcyG6yIV0zJmd8rB8zLrq4wiIMODV4SbvLR8S/JKxSfjO9CHr8ZhcZkzdFCMce03Bmu7igmBVCnbLO2ghcBaMUCx9Q6onjKOMAzelcA0CxZbe5MBOqYRjTayy0BX7dkbXDzE68CvzOb93dIlUtkW8PQZoFMEXZDJh6nMSYZCqgyYmO/g2+fAl0mYJRYXVQwQacCQhUCmBUAIpU4QrWQo4EZp+GHFPSzZxbJl1RDJuk/a6G21iXvca2AV0ryNsTkC0qpLUgCD4ChF1oXsBO7+FdqDiLXw6oSgewvH9c8XHt/0/IW6T7ZSBzuZ58a6EZAjpBH0eHS6EPC/m3W2VoHiLkpKAA3Kol1DNzhWnc0iN6GySmpX2tdsChMA1JVX1AZ7QEsB4AFEKdIn1hSfx5x8jBE/RHD2x232MRb2HdilK6E9UOQQCQWpWkOfKVi/eAaB2Cxq3xJs+Lh1zYk8JwRPpAdoMAYhUj875fJbzNeXyDmGxy5n7ACPTVjkDIj1AdS5Q2hOCXcJyDxksIQT4G/8ARE2wC5pGo0yGySagZJt4uNIjr+e4YYa+8yZmsEq0tYn4zvewVy5THL+H31kn2j2lM9oGLxGrV6mGGbz1PuK1Vzn8r/4O9CXRzfu47VUaX5NtXad69IDeeIRdHCGTlJANqRYLkv5lpJ7jqwqfGtJlSXN2RPridZbffAfzpR+hClN6z17DHT0kV4H+pI9953t4scR7g1zZxt1/hE0jkqbGxzHLxzPSUYJ0ObWXyFEfces+8d193Nol7HpWJOEAAIlgSURBVOmCYASdtT4hCCoRQGtEPaduzlBeYJIxqn+Jlc4FlvfeptqfcbA1JzSapEgYiCGyM8Y2ms7FTYpHjzDDCdWsIltNKecWpUH1NvGLA4JKcPWSYEt0KvEubVdb5YKm9iQbm1T7+7jSEk8G0DhElnH81g1WP3cZdAds0aZpCqCaEfAEodqbG7rbdlJVJ6BiRLaB6F9BBEtoFvj9b7Sq8OAaMp3wFE/xFD9cPC3tfYrfEd78tTPqxqGMQEhJkghMLChL6PYVvaEmn3t6Q4V3gnvvF7zwpS77D2tWt2MefFRw/XPtguG9b8556ctdvvbtKXluEQIkgVFXcetmifFw53ZJ7AKRhPdvl1zajoi1RErYvBzz8G6ryPzkTw/5pa/N+MKLCXKiuPNuwR/42TH/5NenfOnHOtx/p0RPFC73zBae17/c4Wu/MedCV7PzTExVOb59b8l80bC1qlnkjhPbEAvRlrgKwWhoeHC3wrlAGilqAd1Esj5RHM2hqgO/57Ue799fYnTg0Z7lD311xHc/WPDKtQ7/+K0zXrvS59FJydXNmKIKnMwaytLzx39ywtGJ5WhZEQjUheDguObd20sO5w3GCNZ7EaOhZn9ak2jD7Xs187njdF5SCMdbN5asdiJ+7xcH3H1cczK1XNiMOJk61ieGZe45OG740isd3v6o5LXnO/ha8uXnBlTO8433pjyzHfFrh4/ZSDLizHP3MOfKOOUsb8jzhiurKadzSxIpbO0ZZJqyCZhYIJxAJzCtLTumw1FToYMmNfAr352SILkbP2DTDTlqKipTkIYGYd8hWLAUGBK0CAhiPrw/xwvJzFV4LLFImJiYBTlGdulLxdQ75s2c/caydDk9nWFln8I+4nq8SZZtY/wZQ2/ZtwW3w5C7+SHTxX2O65wjN2MUr/DlwWucugPen32ItBWv9F/kDM/ULzlsHnF/cZdn4xFXk8sUdeCVbB1nawahYtusMzIX2E6voM0q1nTJVUIardKLdhjH2zSqR8esEYTkzC3IREomExCBAzejo1I6IuXUPsY2h2wHmPv75OUBk1Dw8wff5HD5CNecUDdHHNcPSV3OUfWAyM05q3cR1TE8+AUWscbXB8iTt7BUOLfA+jO8nVKHJcEvqX3TJu+FBulzQn3AgbTErma/uM+36xssZx9hTUQoT/BRjyK/QyEaqvIRjVtQ2xlOijbNz1XtAlCnhMVDlIhQ8QiiPnK5T+o1mVklG7xINnyV1EImOnTGnyfTEzIb6IxfpzP+PJ3sCplZR4mIYnGL5cl3yafvkBtNHkcU5EBobYSLR20ohWxLazlXnGLZxZQL8rM3yf2UPFLkRlIlHXy2Btk6uneVLL1EJ9qgE21gXc6y3mdZ753/v0/eHBIIaJmel/i2/4bpFZQwP3B99MFxlt9kWtwlrw+e7KdxS6RQRGJML95ipfMSq91XiFWXjxW3RfWIw8VbzMr7lPYUkYzpjF5jsvpTxIPnW8LZ2WwLjI9+FTu/C9WUSHbomA30r76FuHcMF68iTNttFUQByyN8fYIzc7ANxhmSpkN64UuwfhH38ITF5TXE/i7JxW06Hz4kSWIajskPblJuZcR3piRXXmL5K29SLisSl1Bc2MAqTbpxCX+0i8liysUUUaW42uPuPaTjwciK0ET4wYT02R+hOjmjd+UqyzffQ28NcB+9Q/y5C7B7n/yooPfy63gi6rMF6uoW2gqY7lLlUwab60RmTF5AFHeJtEGbDD0YI6uCsDEh/eZHlAePEakmXVttk/qURHpLGmJYeNyywccZhT0lP3ufoj4kuvAMcf8S8kTTFwOCd+z7R8zHj3n81t9GJAHnDXiLEgtIVmiOHxNvXsLP97CNQdEQTQZU0wXJ+ZxVNa0wnQwZGXxd4Z1FZylIQ3U2JRoOWd5/1IZQCAVCEFze3kCIB5BM2psQtmjDYKIOxGMIDj+9iT9+G7/cA91B9K9CZ5tw/DZu9+ttT9dTPMVT/NAgQgjhn77Z/+/gjTfe4PXXX///9sv4HyXef/99Xnjhhd+Vff1f/uxNtBFoJehNNN2Boj/S2AoQsHklIZ9bdq6lOOs53besX4xJMsVyZrGN55mXu9z7sKDTl6xsxvzv/sI9JkNF8IF+rEg6ku2thPnCsr0esb5i+M5bS1a6iuvPZSwKzyJ3GC3IIji4U6FWIq6sSH7tV+dc/lyHoRCc5A5XeoaZogqBRemppo6Ll2O++Z0Fn38xw1vACz68nfMLb8x58UrK0UnNnXqBrEGKgBWCJAiQsFw4elKx8/mMJJKsDQ0uCDJxwHB8gVlhWe0Z3rqx5Kuf77FsPCd7gcY0rHcSds8qLm4mTGeOxAi+d3vJv/2HN3jnRgGJ4+GjBuUlaSpJMjidWYZdTao1Dw5LVgYRTe3xAfKq4f0HSxYzwZX1lDiG2w8q/rd/ZpNupnnrw4KtVcPqxPBwv6aTSI6nll6m6GSSW/crXn0+43sf5OxsGO48rvjls/tsdSMWwVI3jiA8h1PLtbWMh6cV3UQxMBF392pGqaIOngQNlaCSDiqNUYLTuiHzhlneEBmwS8Ny45AvXusRnOK232eIpK6/Rmj6OB6RhD45hghHJGKO84zJQHJxNWYSDznaO2ZtY42O6jF3DTOXk4kRiZJAyeXONRbNMfOw4MX0NW7Vd/HNKc9kL3IqBE1zjPUlE9VhP2hKL1CuoKvbqPsL8VUelvfYrWcoJM9ml6h9wdKVuODxwROpmEgPuFEesxp1aLxj6RrGOsF5gcaDmzN3DT1l2GvmCBHwQRAJw9IXbReUr6ioEE5RhooilEQoEjUhJzAnJ/MpM5fTSMeWGnDmKi51OmzFfRSCKlhiYYDAslmS7b2B62zgfUkye9TOTwkohcAIhw8Ci8ZHMc7WeNEACiUNcwQnR3eYrFxARQNGDvYVvCy7KNNB2Jwo2UaEBidEW9Brerj6FI8jJBN0tcC5JVKlRIPnoDxpO3RU1Maam05bxCs0Il0j5G3fUtS9ihWtNS7R41YxOv8a0bBVu87xsS0PIdqFp+m2ytPHqX7pGkhDaU/wwX7qyvX9gRNaZkihadySEGz7uG/a3qx2agUpNLEeIoTA2pzaL3/T1TA86eCKVL9Vtc7no2o7x/ry+7b2wXLj9js8c+U6Wnbg3IIYqT5atfNQQWXUyuNCgw+WsjlGoEhMO3ulZEyih8AnRcO1W2Dffovo5/4u+pXrMMth0MP0xjR2AWkK3TFWB+TsFDmZEFyD8xUq7kIcE1yCuHIRcfMufnVMFZXox8eYZy8id0/weGZ3H7D7rW+T9gc0nR5ROiBamWCrkrA8I+AxSUpIGjQJspPghcUd18hxRKQTqnpOdmWb4pffRn3hBdSsRh8+Rr3+Iouv/Tq95y9iT5eUuSPq9hFegZKUNz+kf22b4DzVwQkur8jWBgQ00nShKiA/xYXAya+9Sfdnvoj56ut4KXGhRoaAPSnAOUy/R+OW2NNTpOkgBhnCeJQwhPyA4lFJurVFOt7CNzmRtRzfuIW+PMYdHBOLAf2VVygfP0Z3u8Qdz/TeESaVmMkWxb1b+KZCD9ewx4+xPqDjhPrkBJV0CNLj5guC9+h+H1/XlAfHjF6+xvjlF9vwlvP73cIuQEhCEK2y6G17LAuF8A2YbmsrbdruOnSGiAaIdKVVKme3QGUIpSFdQ2Trvys2wN/NNcVT/CCevr8/fPxucYanNr+n+G3j3kdLjncrNi7FpF1FkkgkgsXMs7phkFrgrCfpaOanjnxueflHe9x6q+CVH0354I05P/azY5YLRz53XHou5e//6hnWeZYL6GSStU3D7KRh91HFsCvxpecb35qzsxHzzDMx772bM17VmETS7yqMEjSm4UJXcVoFKh9YSxWFhOmtgn/pj6zwi3/7kGQ1QuSez32ly9/97074sR/rIhrB6UlDlAl+9YOcK+sRZzPHfl3QOE8nkvggsYVnIUE3gU6mONltWFt6skhzOrNsr8Y8fAT9UaAbKZz0vP5Cj7duLbm+3mXtgufhXckxDXjoJIKmVtx8tORf/+lVfuOdOY12TO/BsBcRaRCxY7EMrA9ivA8s6prNlYj53NPLBB8+zgkEXrnQxXrB7Yc1uoStdcNf+bkD/vf/zjavPp/x7o2C2gZ21iMe7tdMBprjs3aROR5obt4vefX5jO+8mxNWC9ac5rCsyEPDMDLUjWR7HHP3oOLCasLJtOG0tlxbT7m7WzHpGayD0jji2lBKTyM8fWWobCDOwC81drQgtxXffk+x+WzDWhwznf8Kxg5wYo+EhDpAQgBiChxxGtg/c/SVZHVTIHBEMuF+eUoiFZvRCj2TUvmCRG1wVN1G6lWeNS/x3vI7dNWAS72vcK+6gbNz+maVlWid49CwjieXjkKPOK0LQjNl7t7nQrzNRGecNiX3iz0G0QomSpg3BbFUnHpL1ORsqIaj8hE2wERF3J3fZKQkuZco1SGSmt0mZ6I6LLwjkYJ9NycSio7oMZM9tFAYE+FCTS8YlqIhDzUCyWpY48QvUSphQJeDMEebmP0qpkTwQmdCIiSOQF1P2Tq5z9HoebKmxOe7CD0mDjUChdIRjSuQOkVLQxAWmfQJoZ3QsFKQhcBpdAmfrqFsxanWrMQrfOiWXBMd1vvXWxKjElARIjiCt4juBqgEVx4TdIwevY6zC6rlI3AlKp4Q4j4szwMbkhUojwn5HnS2AMHCHaOIoDggd28hUJjulZaEsYTZA7BlS1SiPth5uy9A2JSQDIGAUR20VEghSM0nFqfgXVsaDHxMYKw7oHaL84CHc0gN2QZBtJY7KQylPWttfKaHoP/E7ieFJtHjJ+ESpT2j9iV8vD8zfEK0Pr1tup+RDi/QuMWTbzu3U5w/RsmY2BVQtF9LdJ+umLSkKt9HCEnlS+YmAqlI9AgpNJ1ZCj/3K/C5r9BoB2lCSDrMdY1JRmgVEaQjXTjsyoSwLBFGIsZjqlmOagxq3dB88HVUNkTJJen9U+wXXiOcLqm9ZpYfsfeN7zAcTGg6Bo3DJB67d4fGVpjti2hiom4PW9fYyCKzCM5y1DroWYPVDdkzr1LvHaFfv4r+8C5hkCKfvcDiW+/R+RP/Kv4ff4Py4IT4lWcJd24jopTlsmRwcQM/WKfeP6KsLcP1CbLTwT16gMhqiBNqpSmPl/jNTXrvPKb46mvQVDCvqYolem2CUmB9QRR3MFkPQaA+OMRHCjUwhHSM2a5YPHqM5xiVjCilJL16lfLOHfrXLnH8zgcUqsQVh/RXtzm5l9PvbSHjMfXj28gkIugYvzgh3r6KvfsRrnCYQQ9fNQhp2nMvzoBAfXxKOulz9v4tBs9eR0URwtu2/y1dIXgLdQlY8K4NWxEtladZgGvApG14SgiE5QP84gFCdxDDawh8q2yVR/izj1oFKxkjR8/+7iwMnuIp/gXGU2XqXyD8bt3l+I/+7E1k+3ecNDUMViSdvibJFPnMs30tpZg7tp+J0Uawd6+mP9ZcfC7l4GFFlXuefa3L935tyqs/PgDgz/6fbpNFgiwWbK3HFGVgayeimyo2ViMePK7ZXNWsrxjefHPJxppmtgjsbEaISKI1jPuaX/6FEy69kPH8lYS/818f8pWfGbE20Lzz3QWhJ1neq3n+y13e+PqMz32xz6N3cla3IpKB5D/+q3usjDVKCw6OCh64gshLUIHl1JMkEi0FiRYkWmJzz+mp5ff98Qmrw5i9I8fR4R5XLmwxWVE0hWCypqjO4ObBkh9/ecit3YLpmWVnM2F336KTwMsXu/Q7gq+9f8b0UPDllzsoLTnO63bblYRFbZkuPKNU080k+9OaW7s52+MYFVTbq5N7hAwUhefozHF0VvPK9Q7/xh9eZZpb3rqxYFZYLm7FHBw3pInk8LjhwnpML9ZUFYwvev7mew/YnkTsTit8gOnMstqLWNaONJbsndSsdxKckxSlZaubcOMoZzWLoZHMQkVSR1TOM0gMu4uKro05Fgtm2SFj+jyoTxklETsXPkTZU3ALVGg7o+KQ4EKXSpSEoBC2R6pillXJII4ZJhCtpmzpHr1o2M6JqBgtO7jmEB1vMQw1j5oTNrJrxN7yuLxPogdcSC5jQ81u/YgVtcKxO2MoU4zQnPoS6xsaJ7BBcamzQykqau84KHNKd8xalJC7hqqegrBkcpWuTtBC8qhacLWzw616jpHt5Ezt27S2MljaWw6SFdmh8o4lJbmviTHMXY0WAo+nDp5OSJiRswglMmjSEHEqZngviFzEQuRkMqKrE17pj0mrOcnhOyy666hqish3wXssAgVUQqIEOB0TVIR3FVYn4GqskIAHlWCF4ODxQ8abG3g8hc6Q9ZwsniCQZDheSK8iVXre3SQgHiKaOcFWbV9Usgr54/OY9JQQjxHlEQhFSFYRxV5b1Jt+UjwaQmhVKO+gs4WQCu8b6nIXX51blKI+oZmDdy35ydoEwE/mmEKbsudzXL5L8DVaxBjVbX8+odpwi/MQCSEkiR6fR5n/IEIING5O44sn+28hnnwuaGdEP3koQLBtxHsIIA2RGWFMv51/su3PcuPGDZ69/uyT125Uh0i1ypt1BaU7e9I9VdkpPjRPEgHbHEhFbC3B21Z9y3PCX/jL2J0JYjBCp6uIqoLREDPYhHpJ009hMaeaJHB2hohjzM51xN4+JtKwOqQ5eNSmzo1jwsMzote/RNi/h3/8CNsdce+//Dv0VtfIhx2M7iASRagKsDVmPEQIj2oCweZYnaKzBGkjZBSjxmMaUWIiaO7dR26PMCGm2dvFbF2geHjMcGxoxgPqt28Rr6/gSg8765Tf+Dq9K9tEOqHcf8yyCfSHAzASFpYgBUJYXF5THZ1gQs0sjlg9K2m2x+RfeI04C+3rtSUq6iNR1G6OI6CFIXiLOzvGE5OOV7HVHsVhg5ABsz5of5/lEYtbZ/Refo7woECbGqETqmlFCCVuxdB8eAfZ6dNfu4I8svimRmcdmkWBwLXn2eyEoAxKBuqzKUEadGZwdYPwARE827//R1u7qtAtWReS0CwhOIJvbwYIXxFU3BKpc2srLgdbt8RKaIKrEb6G4BG9i21YSTRoEwJdCdUJIllFjF/8JHHynxFPlZMfLp6+vz98/G5xhqdk6l8g/G6cmG9944y//p/ssr4dE6WCrKdJMokxkvWdGGsDyghGE41zgsXU8uKXOzy6WXH91Yxf//kzvvpHx9x6Z8naTsxgbPgv/vY+v/qNGYO+YqWvGYwiJiNNZARbGxH7R5bRQHFlO+bmvZJRX3N03HBlLeLxccNkbOgPNPd3K4Z9Rb3foFYifGlZ7lq2Xs54/80F159NWc49N2/mPPNcSmQF43XDB28teOteyaz2NMsAwfHOYkoaJFZ65lMYdzU+BFIlkUq05bRKsCgsxSLws39ynU6meHDnHrKzQbMMvPxyQkdEHBY1m92Ir78/50de6jKbOjyBO3sVz292+cprHf7aL+6zkSVc3Ip5eFgRpWCk4MUrHf7ht6asDw0bKxEHRzW3Dwv6XckojqgbMEZyclqjtGC+sGilUBLuH5R8+/0lf/RnBnzppX4715R7Tmeel6+n7B5a4khw82FBnMLDxYJvz/b5vS9M+O79KYOBxuaB4AW7s4rVLEao0A5xF6BRJFpyPKu5vtbh9l6JVZa+TyicI1GKk8KyaRJuLqfk/ROSZZd5d4aoA4W9z87oNqtdC0RYb0gFNKFH7kHKmpQewXfOk+c8R42nWJT8m198HicFsVAE3ScOngjHlIjYLTgWHUYqxTWnLAmkZp0RcOoXGNXBBJi7GatqSCMrIqEZqx6pWcXieFgf8HC5CwRWTEQUCiIx4cQ1DE3KWrzGmWtNOJX3BAKTKOFhucBIQSI0p7Zi1aSc2orSFTTSc2YLDILa5/SFQAXFIpSUoVUrm+BQCHxoqF2F8A0LKpx3ZCoiBMGRmyOCwqAI0tLNT3nd15S9MenyGFnNaAjEMqIINZLzklCd0giJchanDcF7nDEQDAFw1MigeDhdsjkZUgmBbGbMoxTpIDIDBjJmZs+YyJRL2WWk7kB1itJ9RGcDUU3bkl2dQGcT3bQhCE7HaO+I9AjxqWS+UC/acAsEdDbbkImPLXzQWgJddW5rArL186CL70cojz9RrQCSFYSKsK6gcrPv2/Zjpcj7hqrcRaPR52F/v7l7KlLdJ9a7T+/h/LtifdWW/IbwyfOkbu2MCERwqCCw7tySGFoCdvvOba5cuQwIjGy3bUnbJ4tZISRCSGI1JJiUUjR8HHDhfEXlZsSyhwoa/v3/CNnroraugHI0rrU8hiShkTV+mKAWFj1ZR7qYqLOBX1+leXyD0OvSpOBPDyHOiNcuIW7ewnzuBezePcJ0Rh4J7vw//hu64zVYWYFQ440jJoYgUcMRtnZoE2EzCFqSnJNBk3awTY6dnRJfvIpvIggFujG4SYJaGVD+9z9P/ydepzo6Idzch6++hn73PsiCfFEw3riICwWV6VJ+53t0X7iIcBUib1BVge128funVPMCvbaKMYbj/XtMfIK/eQ/x7/4hmlGKkh2sThH1KQGLET18dUIwKUIIXLD4eYmzFbobEYSkvLVHZ61HGPRxeNxySfNol+RCn8XNJdEkxc5rhlcukr9/Bz1aIdQ1xeIQfAnJCJk39CYXCQdzXGMxvR7NfInOUuqzM0KQqFhRHxyQXb7E8uFjJp97nv6V7fPfeEBEXYKtCL5pFWFXt7NU9bw9bFx9fuDIVp3yTWvD9Q50QtApom5vRqBMm54Zr7TnY3Awv9cex/EI0d1CdC/8U8nV08X+DxdP398fPp6Sqc/AUzL12fjdODH//J/5iOGqREkBStEfKfpDTZQobONZ3Y6pisBkw5B0BMupRwjBiz/S4Td+ccqzr3eIYsmjWyXPvtbl9v2CP/9XHtKJBd1UculSwmhgqKvAtUsJR6eOQVeytRbx+LCm19Eg4NrFhLc+yBloyC3Mc8frr3bopIpf+kenbE0iXn29xy/8vWPiRPDS53t8+MaCzqZhsd+wNtZMNmJu3cp5fFDxxgclmZFkA8E37pwSyXafPngm/QjjwQpBqgTBQyIlvgaZQLN0GKn5mT+2wo2797l+6SLzuiGUCtMNfP5yj3cfFGhAa8HWquHn/8mUP/l7V1hWll/+zilfujYgTRRWeI5Oa+oanruQcONRyZee7/HOjQIXHGd1Q0drVJD0u5qqdhRlIDJwcNIgBSzLwFlVEXxAesWb7xb8r/+nG7z6fHvn+2Rqufeo4pVnMw5PLYLA41nJe2KXFZ3wj24esrGmia2hm5l2HdsIjuoKWwWe3+hxZ6+km0oWc5h0Ig4XFZ1EkjQRu4uSrjZUwZE4w5HLmXcPiaY9TpM5WldY/4DM38dQgPJsjQfExFRCkDtNLCKMl+e6SsbSWhptiUhYPi5Jx0P+pedXMXFGFEr68SVuFvfpI3G6y7oMCBFRqw4mVPRlyomvGMqIpW/DPbSQWNEjFl0CgTjUnLlDSneGQhHpHnFIOGosWTThQtxGbx/US+auYT3K0EJyUh3hQ0lhLYm04Av26mVLpFyNRqCFpAwOjeTM5UgVswgChcBITZ+MmS8pfY2SEotEEBGIKWnJmsVRuJqEGJzjEXM253sMqjNOki4vlFMuxjFNqNpFo8/PB9k1jYrw0iBCA0LiAas0zgesnSGiLhrFDMvx/i6bGxex3uOiDOcampCT02CQDNQQla5RVce8ILoMeldwvsQXx+1CLm7LewmORkWoaopMVrAmprYzRAif2O10Roi6gEAUhxA8QWUIVxDJbptcl618ctf9Y1RnKO+IVL9VcJIxQv9m0kNrjSqO+NjW1/qqxPn/CkyG9SWNEoTQqogfp/GFEKjcFO9rwrl90KjvL0dVwhCfx5v/VvC+obSn36eeQatMXb9+HQCB+lR0+ydoidSAyp4R6nmboBjagmARBImZ0BTH2L/wl6HXw29v4URNkBIz3ERWJSGOkBtb6EIQEkVTnOJVQdUNqOMpvt8hysbIvEGkGfryF2ne+za89grl45uQz8mXBUd//+skkYFxhg+gsxhtHbWoIdGoQhGtDbCRRzURMs6oVCDKhq1iU5ZkV7ZxH95BiwbfH+NdjupNqAvL5NUvMf/7P49YWSWYBhELmvkh7vYB40uXsM/uUHzrQ+rDBwyeewYRFKrTx09nuCbgDx6yzBekWYqRHqE67O/u0hsPyEpDWExx/7PfT/A1sinPUyQtzhUE08fXZ0hEO5uku5SzMwwJoSuwy4pq75Ds8gpBKlSzZHbzjOyZNYr9A6RJUbagOjpGDdYQfUd5Z0ZqFNHKBvbwDFeD13Nc4wmNI+qswGJB7AboTkZ1MkMEj84yXN0qWcXjh1z6k38YJc8JvqsJqPbcUlFr7TMdhFCtYqtShD+fsxIK6tk5Nz8/toVqpwDPUzdRmtDkbWpgNECOX2yf5xtCddzONcoYEfUQK68h5A8quE8X+z9cPH1/f/h4SqY+A0/J1Gfjn/fE/OYvnvC3/rM9Ll6PUVE7K2VSSdbVZANJt29YTi2bVyKiSLN3t+SlH+syPWoHu4uF48Uv9Xj763Ne+dF2Yfq/+nO3SFSgKOGF51OyTBM8XL0Ys8g9nVixvmaYzR0QWF+JWktb4bi6k/DOjZzpQcNrL3d4sF8jIslrz6fcea/g4dRy/XrCt//xlNe+2ONg6Zjdq/jpnx3z5tdmzGzAicC3380pFzUm07x/MMMJx3LZKmypgCxRLYHS4LwkVhJfQqwCIpYoAtOHlrWrMReuLti4sMPOJOWDB0u6WlN5x85azLhveOvGnPky8G/9wTV+4RunLCpLJiLGQ8nKuubeo5LLaynHs4aDE8tPfmHAr393xtJZdg9rLq+m9DuK06mjKD2joSbSgbwALwI3Hi3wwGYvQUlBXgakCnztN5b8u//6Kl/6XPu+F5XnnY8KXriacLKs+dXlfVSlmYeafj9w/7EjjgN5BZtRQppopnmNlpJHxzXXN1NOjgNZLDiYWraGMcuFY2E9O4OYG7s5K0nCVOTsmQMG+YADOSVJLLl/QC/cQtYBES0RNqGuI7Y2O6AECRm+STDKU3nP0icEEeihEU3KwdmM9dGYo4Xl5YsDtjdG1M0hz3We57HdZ1128abH0s4Zqg4STREKuiJm6iuGMqVSEYmIML4kb6acujMKL7EiomNWuBCv0f3UgPbMVtwvzjDM6CvPUX3Mqa3wwbIaT2iIcHiUSLEkjEzCma2ogmOsUo6agu1oQHluUVNA4R25L5j6Ei8cERFJiGmwFOcL+Ca0KqYPtMEDXjL3JTOXc3F2F1vnHGvJ5nwXhcBS8Xx3ByMqgojQUY/aN0ilqaXG2wKpYmohEEK1lbGqTSYr8QjT5ejRPfpbG+ggsHgqHeODRdmKQhs8Et3kdJIVapPRrZa8YtZJ0o3zgtEFQSWttQjR2vaEINiiJTZCfvJYeXyuQgmCihGubK1J6RqN/1R4Qz1vF4/nyk2IejilaNyiXSiGgCgOnohDQsiWwAiF6VxE64xPQidSYj34bV//ajdvFSZ4Qo6cr6nd7MnnWiQY1W3J1ceWPyERQrezTeek8ONrcQih3a9vC4Q/Vs2Ac3L3sVr2Mc6/j0yxpwfwf/6/wuYK9LtAgxQS1R/ThAJhA2F1iKtrbCbAGUxnjFzdgINDVH+AnlykPntACAE/SGhuvIF/6Qpy9wwjM04/usPZO3eI4oQwWWn3mxlEXkG/QxxSZAioQQw4kAEbNQSniU2GEzU2XzJ49gXKe48Rmyv4wiKWSxj3EQe79J+7ztm928TW4OsStbVD9e5N1OdeozOfQrfL7P23kVTEK0OkVERLh1MGN8xo3nmPar6kc2ELExRWaurH9zgrKtZWRiBy5IeH+K9+geqLzxJkRKhPUEEBAllNCekQkO0NB9cej/XxGZFy+F7K8v4hcRqj1sY4VxKWc8rHU7pXVpi/+4B4axO7LFB9qB7nRANFcXyKcB49WMMt91FLjVqZYHenoD1KKhaLI7Q2hGCQhSUVA+JBOx9V5yVRmrD9+77Skhxa1wQIsBWYjGBzRPDn4RQBdNoGsXysTp2ruqGetdZaIQkqQri63cY3rUqFahMCpSKEgIiHiPMQlyAjxOwOmBQRj6Cz/SRu/eli/4eLp+/vDx9PydRn4CmZ+mz8856Y/4c/9R6jjYhOT7froa4kzhS9kUYpyWBVUxdtaW9TBS49n/L4Tsnzr3f55j844yf+6IT7N3KyrmJlM+bP/ScPODjIUVKxtRWRpYZeR7GxorEuECeatbFksfQQBC9eS7j5oObSlmG28OwfNuxsxkyGil/7tRnPXolZX48RRvDOjRx/0jDcitnYMPzXf+2Qf/VPrdDvaj78zpLexYh3vz3jNz4qWZ8ollXgvYdTFtISaoHWgVhLkkRSLwOjjqKoPN1YkRcwTMA5SWMDnY7AVXD8oObiSxX/yr/yHLd2S168lPHunZzp1PH557scLmpCBcOOwWSB6dyz+9jx+RdT9mcVpyeWn3p9xFu35vQyQywFv/TGGatjxUo34uVrHd65UZAlkjQRzBae05nFh8Ddw4Km8VxZa+/OKyGYzj1SBqQSLBeOt24W/NHfO+KnfmRAHLULtF9595jdzgldqTioSpwLOAuToebw0DFIDSeLmrKC57cyTqeWKBIcTB3aScZdw6L0LBaepAPdYHg4LbnS63F3NmO/+5iJHXMUpiAalhyzZr6LbBy18wgfCERUPqFpIp7ZiOmaLgTBwtZ4YVChQ0DRQVETONpr6K9ESNljuZwxjlf4468/w8PqDttmhxkVEslQZjyuT1FIglBEeggICntCH4NzC3IV0dUj+nEfgFXZRwjBSXXKrDnF2imxDOTUSKEofMrCK65mF9mIOxzZJbeLE7SUjHRC4doi2to7YqnZ1H0O6gIvPJaGma3IlMaEiEQaKt+SpcbXnLkzpu6EJCiUUGgfUVJRBYulJhIxpa1RrmJy8BZnyYCmnjLJj3BCUIaaSBiCkCQm49nuhEq0d6WFMDQioIXGEmiEBxEhRKASBhMsXkbYYDk4PmO8OgShcVLiQ8ATqIVBudZKN48SRLMksSVRsoVVmjGGVzsvo4PDmwwRD5FCEaqzlgyZDJFM2s/PiVFremsLaIkGTxL7QvCQ77eJfgBRHxF9UsobbHmeCCiehFB8bBP8zajs7AlZeWLNa04R5SmfWPpoZ7GUIZaD9nUTiGQX/UTxOk8K5LOtT9YV1P6TUAmEQoRACK6dfcKh0Dy8f8TVZ5755LUTiFUfpZJPfsYQKN3pE7KITlpbF9Dc+Qj1f/tryMs7kHXb2SGhUcMRzsh2PiaK2tCNlTFiOkVrg+/HuOkpRBFupYvdf0iIDCrtouUI8eLLqJv3kd1V7v/S32Fx4zamA3XazuxEaYwqBWIyIa7BZhmi38faJSGR6F4XlUuksa0KWnvSC1vM79/GrAxws4Jka0x1OiVeNMTXr3H23k3UhR1UnKIe3SU/2KN38QLaVoQrF5j+wjeJtzYxL17H3DvENwVcugh3b1Ac7OPKgiQx6LiLG6xg330b3Us4LWpW1lbwQiOOj9E37lP/L/8wlgJXZG3ZNAFnMnTqUEYhbd3a39IJLjRUj0/Qm2Mkgun33mJ4ZRXRX6Wp5xS3DokuruOWJzR7B+jJBs3BKelql6qscadLQqJQssHPLLW1yFAjez3c4RkiBHQ6wpcV2nSoT0+wrkD0Uqg8RkvcccX2l3+CyUsvtVHp9YIgzpWn4Nv3WJ7/nm0OIrSpfa4iSNOSL1e2M1LlEYH2eER4gq3br/v2c6FigoyeqFk41ypdwSG6Oy2RArDLNjUwwN3dKVe+8AeRnzo3n+J3D0/J1A8fT8nUZ+Apmfps/POcmL/wX+7zS3/9iNULEf2RotNTRLFER5I40YzXDXXpGU40OjovAxWSKy+lfOcfTXn1q33qwnO833DtlQ5/5ed2eeM7c0wi2V6PiFJBNzOsTww+BPo9Qz8TlHUgiSQbK4azuePiluHtDwtWx4Znr6Tcul9ibeDlZzPu3cj56H7FeNVw6UKMc/DGP5kyuRDzuecyfuOXzvjSzwx584Oc2YOKu4VjdlCRF4G9puD+rEQ3gayniAIIKRHAIFUUS0+3oymXnl4HQinbYXAJLgSiAF2leP+tI776J7b5kS8Nufu4ZH0S0U0k//jNKdc3Ovy+Lw944/act94peP35Hhe2Df/ojTOevZBhlOD+bsXVzYzpwvLu/Tlf/UKPw/1AlkrqBtbHmruPS7wXGBO4d1QynVuubqRUJRydtQaxNJEI6Tk+tWSxwnqwzvPWzZyXrmd8+bUuVX/JnXLK4YFjqUpWhgZlJSAoysCkr5FWM1tahl3Fe/eWXN/MEE4RrESrwK39nGfHPfbLChMUs6XjYq/Dh4tTzrIDNkSPu8UMTE1gRse/QSIKrAto26MSNU7ENHmGJlCXCZOxJu0rYh2Ryqw9BujRUNL4jP2zh0w6z6DUGdruYMM+J2XCv/nqs5wkB0QhoS8VcwE70RAve0g/Y1Yf01MRfbNKGRy5TBABrA8It8CHhsaeMtAJSiYsEGg9oPSSnkxJlaamVYwOqiWnTcVG1ONiFHFcnbJf5WRa01URtXcUvuHU5WghiITkxFbEUiJRNN6hpaD0lkQYRNAIkaBlwgJL4Spm/gjtISFDqoylm2HmH9Gb7zKNBvTyfXR5RgM4HB6BFRGVdGiVgFBsJikbpkstBV5pFAmN8IggCCqikgYpNJG1LCKJDJJHe4/Z2nmmneGxOdZ0aUJAu4oy7iJtjaxPqJM1FsIRfIUJkh6KRkE32+QVvYEpp22hbtQHKaGatuTIhza9RgDRsB2UR3xKfWqtbG1YxLm1yNVQnrSqnoyQpo9ON39Le10IoSVaHytjnyZMH9v8hGrnqn6TdamNIT95sp/azXGh+uR5H++GgBJRazM8f1wISaonvyWh+zScr3jn/W9z7fq173vNlZsSgiUQEEKRqGE7N3WuVmnniZyn+c734L/4G9gr64RYt43ekYZuhpXtjSe9fgWKAvo9aCwhMvjMoErXbr+5AfcfwuoKIoDUMX6sCW+/TT3ocO9v/z3s6RQzGSAHKyBSkk4XyoAYZ4Rljs1A6IbgG1SWoeMUZQ0C0OsXqIoZoh/h5kv0aEA4yeldmZB/9IDOhR2szVm++w5ma4VUdCkiRzNfMmkU/vIzFMdH5PuHdLaHmMUC6ppwaQtx9zHex+SNRS8r4is7sH+EtyX25Ih4YwJHJxzNTlhZ32lzQIKjevcGMkiqf+tnUQOFUTHOlZi6opzOaKwinowRww1csYsMAucbwv1d1M4Eypj5owd0rm0iVERY7LN8b5fBl77I/INbiLQkyB5NtUTNF8itIdWNu4i4g1hfQewd0OQgY4ewHhskvlwSlMQv50RJRnVUEHUylDHYZQ2xoj46Yfwvv4QZ9pAeDBqj+wzMKiIaIZplq+bKCNEsWhLFeThFsICG0IDuto81S9AZ2LIlYYJ23tBkCF+3Eeu0pIzmfHZRhE+SM1WEiIeEeMC9Ow+4tDNBuKpVrpIVRO/yuf3wtxdm8RQ/iKdk6oePp2TqM/CUTH02fqcn5sObOX/p37vLYKzojhS9kcEYhUkEnb4i67ZzTCtbEd4GFmeWi89laCOYnViEFOxcS7j19pJXvtLnW2/N+Iv/2S4rY8loqBmNIpQSrE/aPwKjgSLWAiEkq2NFXsL6iubgyFLUgVefS7m/W9PYwNWdmEFP8c5HBQGIak9eBza3Ix4eNlzcjNj9oOT51zucTS1/628c8if+5Cr/r6/PePu7c7aupNx9POXNh0smfUmWaprCkyQKFQKxVggEaSTJ545eV6MajxMSWQeCAYJgI1EcFY7F0Sl22eW5H+vyYz8+QijB2bxhe5iyd1qxaBq2+imTgeHN2zPWJ4bPXe3yjXfmREpipOJ4UWGF58sv9Hm8a0liSVE5mibQSRVSwv3DgnsHFRt9w+og4uTMk8aCReEJAYrac3RqGfQEJzMLMuAcdCLJvUc1zeaSyy9KtlcNTnr2ZyWzaWDQlVgfUE4TIzGRYr0f8XC3Zn3FcGe/pMg9L2x1mS0dozjmw72cLBIMkog6h4/CHjopiULMQTXDRTVROCVpvkckKgINvkqphEEohShjnNe4qkujl5Q+JQ0RL17ICCi0TCmtwNLgich3l6SrPXo+ZakK8iojCpqD+pgrnRFffXaTyXCEQlE2x1TujEyvsB5vI2XKgZuRuwW+PmAodLtw1WOk0NQy43EzRwnJQGTEWtDg8KFhVh4TCUMsFH0dA3DcFJw6SUdnrGvPwpYcNgUaSVcbfPDkzhIALSRSCA6aBUJ4bPBU3tIRhmVwSFpbXRpiIqWxRCyDY+YWLN0pl84ekfiIwtcky/tUwSIcNAK0EBRCU0uBFRC8oJJtgl+qYjayMWtxhg8NDkGkUuahIrgFQUXkQCe0z9872GVtdYQ1fQwRlZ3R6BRHTVJMqZMhqITCLZABggicmZhaabK6ZOwFTilEtsrnfZ9OOO+jUkl7Nz0eEkwbB009g/rcvhd1W+IFrf0oPzhP3gso1UF3LyIxeBqsK/ChXci3M1GfBEsAiGRM+Kf06AgEkR60vVC/BUIIrQWxmbcBGE8Wh58oXI2dE/AI5HnX0+xT80+fWkwGj5YpWraLzLt37vP89VeRH8+vfKx46QxMh0A4j2N3T3ZhXYH/6/8t8lvfI1zcQWU9ZJRCbJAmQpk+xBGkkma5B0q1xHUyhKbBuQIrLGp9E703g8uXYVrj1yY0oUDuH7Fc1Bz8wj9Ca0kYjfFKoiJBZCuC0XjVEKxDDLvoXhdZafRki+ADSmu8b3BpQJ3s4esKISRaRejBCnLUp5kHos9dIr95B4JHdlK6i5LZ6R4ZCZ0vfI56ecz8H/wyrKzQ6fcI17aRDw8RdQDToXINyxvvkY2GxKMBzBaUZYnMa+TaGspKhPPs7+6yOu5gj6cE12DSBHnnAe76NuEP/STOlygRYV2O1n28L6gOjhD1KenKOkEZagWh9vi5x6xkLO7cQ+mGeG0COsOezigP9kmfvcbyrdskQ4VdFojVFZp7j4gmq1TzGSyniPEAt5zjT3PkZIg/mbXHmJSIsg2Zcb7G1x4ai+wY/FmJyhL8omH0Ey+RrE0wCHywNKFGuAVSjzFCYoShG19GCUGQBuGaVsUKtj287DmJ+jhk5fx7U80JQiBcec6X/KcCVdQndkApIYhzW6CH4Nm9f5vN7QuIeAjJCFTSEiubtzdO4lGrKGebT6yBT/HPjqdk6oePp2TqM/CUTH02ficnZl07/tz/5CPGW4qmgN5IM1qLMBGkHYVQgv5IE6cSrSWLqeWZVzKaMhB3FHt3S177iQFvfm3GF35ygPeeP/lnPyKL4NLFmE7PkEWinb/SkvWJRkqFFIHVcdtdNOwK7j5qePF6yrLwzJeel66lJLHkxr2C+cKzudamB/a7km99c45Q8OUv9Oj2NSEE/ru/fsgzr2Q8dznhP/iLD4n6it5I8avvHuFlQOuArwNZV5NISfABLQWRhCgy1LkjzRSydgSpKOYWEynywnJpJeHRScN6JNk7O2XQH1EdelavGH78D6ywPYk4sw1ZpHj3/YrJSLKyphl3NQ93ayrnubiScjpvePvOnGvbGYPMsMwDl7cihIDbDys2VwxvfDjHa49B8exWysP9Gh8ESSyYzi1SChobmC0tXnge7NaMegYFSCVoGs+94T4ns5pF7Xjh+ZjNYdRaNqVi79iRWMPKquTkzGMbT1kLnl3PmBeWupBc3tF8+4MF3gqur2VUlUQZx73disPhYyYqY39Z0+icQlT05T3i6iOEtEgP1kEjI2zZIUFjg8Z6QxkapM3wpSJ4hQ+SNI3Y2uogRSAjIjjDw9MztnsjDqQja1IUktovSP0EZMTJbM7KsOBnP38RHQ3ZiHfQQXC3+ICz5pBMxPRUh7X0GYzq4ILn2LeKSBygtlPyULfR2F4QCU0IjolOkVJSOsuenVF7x8jESCEpXODQKZTUbMddPIGDOseFwFDHBAJL12DQ9FSKDJCfJ9RVoeHM5cRSUbhWWQxA6R19mZDM76HPbrLQBps/QtVnGAwKQyMshYcgJU62s1AWRyUkQXga35LvWhg6KuJq0qGfjlACGgTadKmbBUpqGgmFyzk4zFnfWEXbgjIZEYJHlYfk0RAhBDI4GlrrYBmPyGVDkp8QCCxMiqPB1Dk9F5BSMYxGxPEar3SfRwsJy91PLjDn9r3gbWvr+xjSQLrazlWFgA81TXWEK4++/wIlNSRj+IG5ok8RFFdDNUUEf0502q+FEAgiIFHnRMx///OgtdaZzpOh/TZwYvhPVZ9+KzRuSX3eK/XhR+9z8cpKS/4CLVHzbaS6sB+Hb0QooYnUAPvoMfznfw3qCnZ2wCicaPCxBqPxSZcmkQilIG5JvAkpamMdZgtknGKGGwihcctjmq6Bs2O4tgl3H+Iay91/8MuUh4fEWQ+5toqrKky/j7cWPZggigrR6aDGQ0QAZxtkT6PLAuEcwVY42SAjDTojWbuIawRqfYy985Col+L9CcVihh50UUmCamKq6SnD9edwWwOKt9+m0oqs38FMD2DYQzw6JHrtC7jvvMPs8U182iVdGyOrmuAFzdEp0comohMjD/exrkCJiIMHe/SMwPR6iChFNQK0Rrz5Ns2Pv0D40c8RgkXLhKY+wSMRykDpqU5P0ZOYKJ7gQkl9dB8aS7J2iemH90murqLihICgvHEHopKoOyTfL4gGfeq9R+iddfzhId5V+JC084oi0DSB4BwmUdQnC3AetMfmHomHSOLmDb4q0L0ObrZEZhFuXpFen9B5YQXpBcpkBBWhmgVS9VpbrmvT+rTQyKiHtCWxmtCJNhFStBHqAK4gqLRVnnTU3uTQbd1BCKK9yaFMex7WU0BCkz/ZFmnA5uwdnLGxvdMSNu/ObbkOZNJadtO11j7om/NZtPNz1gwQ2Rqyd/G3fR79i4SnZOqHj6dk6jPwlEx9Nn67J6Zznv/wz3yEDZ7+KMJaGK0Y+mONiVpbS3+iEQhGa4a6cow3I2wZmGwabnyv4Mf+4JA3vzbjlR/rkReW/82fv8fhccnlSxmbGwlaeAZ9DUGwOtEoKUljQbejyFLJw0c1qZJ0MkFeBV59pUMnU3x4p53vGQ00WgkQsH/Uptm9dC3lZK/B+8DjkwYiyfNXYt789Tlfv1USpYGb7y353mzG1kaE8pDXljRRNHNHfxQjauj2BMtFIEskBqiKgNSCuvZMuorlLHB1K+bBQcMwlUwXjtnJGYPREK2g3AeE4w/+6TWuX+jy8MAyHMHhWYMJkp3tiOAEh4eW2/tLLl9M+PzVHm99WGAU9Dqa2w8r6sYzmUje+HDB+thggsI7QWQEaSI4PLU0zbkV0DmWpWPc15TLAFJwMrXYxnPsCk5XTxEhkGOxteNkGri6nbC+ErM90YyzhFltOT1wDLOIQdeQl46Ts4bgBdc2Eg5OHSIIrq4l/NoHUzpG0xs67ot9OlWH29UJUdSQY+nZ72Gah4jgiUVC7hschsgNaBoNyrG0GhESoubcjmgzfC3JVSCWUMxSLmwYNlc6KNFw72BJNhmy4jtM3ZTIThCuTyFP0GKKdytUTZ/lPPDyds6zzzcsQ0PP7DCJN+icKxGFnXFiDxAIhrKDkYHCL+jqAV35/bMr8+A49a0Cm0jNVjQgRnPUFLgQ6ChDT0dU3nGvnFJ7z9gkjHXMo/KAaT2jqyIaLFNXtEQNTyJ02ytFggseiyWnovaBbLmPmt3EBkVsK5LyhDh4XJDkFBR4rFRImZ4n/zlKCS4IGgnCCQolcOczEYVKwHs6WpPEfa4nKV5olFIE12B1igR29x4w2b5GaXMSV1BHfawAXEvQvTTk6QSaGVFd4IWgMBmyPiV4h3E1pY7IlWZpEnpBslJZrLSMVJ+d/gusqz6qOkPLDCl0u8BK155Yg0I1be+kfxq6g4h/MDiina/a+wErXgvRLvzi4W8ZqV67OY3Lv0/Vap/1/fsJ59NdbeDEHKM6bdLgp7Z9oor9ps/hk2Q+JVu17H/oWvzpFEFnK8Jf/r8TPrpJ2NqAKILYIOIIkXSROkZojclSsB7S9ndMEuO1xy1niCzFTbr43ce4UYYoGvzqBr7fJ96bMz885fHf/yV0HGNWNnFRQGqDbBqCDCjRYEOJXBsSPGidEPfHCAH27IygNCGKSLcvIb0kCIkNJSEsiLXBV47oypjFzXtIBIaAHOzga4XaHJKurrC8+zbVOx8SXdkhiQ1hcwWzt8Au5oi1S5Rvvku1NSbbO8YMNa6bUDx8SGQF0bCPOj3BRSmi08U+3KVeLJg5z/r6RazLUWVBCBbhHdJquPuY5pWLVH/4pwhSEqs+ojihsVMEEh8cfj9H9Rx0evjgsSdztHKgFfmtfdKrfZAOaQYsbxwTX1qhPjvCFx6dxNQPH8A4QaZj6r1djIrxsYEix5UFoQmoQQd7cIKzHpEa3NkcEbXBKW5e0hQlepAi8wbVjSlPliTbE/pfuQg2R5o+NlSIat4ecTKASDGhAQw6GiJcTWPnKJ0ifBvAImUEwRHLjG5ypSXxNAR/rkjpBOHqT8h+cOf/aInTeYDF/uN7rK9vgOm1Fl0BRKO26yoAzZRW3aJVpuNBmxAYD1riFSzC9D6ZhwweujvIbP23PDf+RcNTMvXDx1My9Rl4SqY+G7+dE9N7z3/w79zA1Y6ko8l6Gus8a5sGHSnSjiTra2wdWL8QU+aetQsRi1PH+qWYO+8UfOVfHvDm1+Y8/8Uu33h7zn/+cwco5dCmLeadjAzdjiIEWBm1hKqTSnzpkVJS1J5nLsVYBBe3Ypz1vPd+AQRGfc14NaKxnkXh6XYU1y5+sgD+4HbB/m7Fak8zGmj2lpZf/PU585OG/ZOS+26JEhZfSSYrBhfAl57h2FCfBdKuIrhAZATVzJNmiiyRFAtP1lGYRtCN4CQPdGKBbQS+dhyfnXJ5ssq0cIQkkNaBBx9ZXvzJDj/1RyZsj2IqGzibNdy5axlNBEkGVzcyHj5qqGrP+orhZGrZP7ZUvkFHsFx4nr/YpZspDo4tg67k1v2SXkdhjOAsb7i/V4KVZLGitp7JQJNXAe88H+oDZq5gWVuOXUUsBcK3/2ZT6GaCrdWE/kBxddxhdRhRFIHpqSeLFf1Mt6Rq1uCCYGcYU1YB4QJ3s0ccn1TUjSYZL6h9wFZTUvdtTDhBepAyYVkHBDGZzKgqRekNXngim2JrSekzjDNY7ShrMDbGeUldxVhZoEOM6im2jWN9fUBNiioNNadYa/B0cSrDuftQaaxynLk+oRzw3HDEH3+9Qy8V5L5i6QvwJR09Ig/VedmroKtXkDLGBc+ZXzLQMVpKxrKDQtK4OfNmzsI3CARGCPo6ZulqCt9asoYqwUjJcVNw2BQY1WUrGiOl5Kgp8CEghSCThlNbYIPHUrPwDQrBMj/imdl9Slsi6zlNtYcoZ1Syff+89EiVIWSCQFNQsvQWqzQag1UGFwS5cBjnKSODD4bcFXhhcMHSKA1Cs6ol250txlGCDg2NSbn7+B47kxHGZJQqRtRn1HGfQkh8PCQqjpABKqlxPsfbEt0UNMkAK6BMxpjyFOdLGt/exT42hqg8oSciIqHpqS69bItn9YhMyE/Fl5/PH0WDJ3Y3OCco1ZRg8++/UH1MntLV848/PSP1/YRI0CYYxnr4pKg3uAqqs/OF4m8iYz9Azs5JUnA0boEN9bkdygOtdUrwiWLVvvbzlqDgqP0SHxoi2eHe3cdcvXr1yZbfZyEM7fsg/8YvoL7xTpvUt74FOm7nnYyBJAUVsInES9mqVCaAD/hRD+EDFBWsjpBeoCuF6g8wZISrV5AffI/d732Xow/fpzk7RQ2G+G4CkUfR/kgyasti9dYzqKjtYVI6QsUpfjlFOA+JwYwzEIFqcYzXAqUU6WQTf5ajN7vkJ3O80/S2riCcoD45xlcHZKsZXvZYPr6PnnRJNlcRe8eEfoe47mIv7FC88Qb17VtEFyYkjce9dBn7D9+AbkK0udqGL0wrMBpODmiWS2SWooslRyeHrE2GUNXQAEQ4ExBljUhGiNuPCJOY+k/9JE44CIJIdai0wklBCA328TFZJ0VnHWo3pdg/IE41wWvKxyckz20ibIV0FbP39+ld36bY2ydUOSGJcXNP1NUEnZDv7aN1QEoBIaIsaigW6EGHMLPYfEFQHmEBFwiRoJlWhLpE9mJoHNgGmzvUMGLyB16EeoYzHaQ0KF/jhEG6EqcMoilaUoNECgM4JJogwKsIEwTCObxboFWKMiNECMjg0TKiNXpL0nizte2p6Nzy5xBKEVDsPbjLxvqoVVW9bYnWuZ0XV7fq1vk1AKkh1O3p4qrW+msy0L12O9NHmJjQFAilEeddbSTjNjRjeA0ZD3+L1cr//+Ipmfrh4ymZ+gw8JVOfjX/WEzOEwL//pz8kX1pGKxFKS3oDhZeCblfRHSrSrsLZwNpWTFk4Vrciyjww2VQ8ut3w+Z/o8e43lrz8o13+0v9zj1/75oxuBp2eRqo2UGJtYnBOsL1umOcO4yDLFCaTrIxaxWt1YiAEDk8t3sP2uuHkzGFdYH5mGXUUV66kdHqKx/s1h6cN3sOzVxI6qWI5b/ir/9Uh9/cr0ILDsuDRokC5gIwFw66GApalY+tCjF1ApNr70IuZZ3VoiCJJsB5sIIkV3agNWoiEomkcWgms86xEhnv3jtD9PlsDjV1IHhc1SnnKXceoo/nZ//kqOxd7HC0qnPBUOaTacP1SzHTusdazd1jjZSDqwDDVnB57fIBeR3I8dawMNUrC8dRxMK1Y5o7VviGJFaeztjfKe8HeYcO+PuO4e8a8anDa0zhPJhVlBb6RGAm4toh4OnP0lOGZiwlZV7PWN4x7MUVhmU093dSw0jXULjCbWd71D1DGsiEGPBRH6Kxh/7Sg23xAl/toShSSCmiqFFyHNFIsGkvjFXEYEKwiCIUrMmrhqINDle1dSiEUy9Dgq4iySTChRtYRR3XDZtbh6iVPr7fC3PWpm31gRt93KZodCmVRbo5qgCZCqSnHtaDfi/nJ62s8t9PFyz5dlTxRoUIIPKrv43yNEooBKTPf4EN4sqhfj1eJdaclZKGi8o65bcsyI6no64jTpsSep9CNdIIWkr3zbiqArjQoKZnZig4JkdQkUrE8u0myuIeqC6bVPlFxQNPkaBUBCRpPDjhtKKXChwYRFEEYvBBI2aHyOZWEErAywQERmqW0WO9phEBIQxWg8R4bLF4bUmnoScdOuganc0Zbm0gEpTb4dB1VnaK8p6Bp53DsAuMcVdInKMPSpJAf4Ag4GohXCNUZ3luEkFgci2RIHRyiOkG6mihokJKR7jLoXmagurxmLqKbabvY+jTEedqf+f6ep09fsyiP2tmOz/o6EIKlcrPzIXvaBWI0QEjzm7qgfrPC9Un/lBCSSPWQIvptD9mHEGjcnPc+fOtJz9QP4K/9dfjWd3FaEFYGLU/Do5MOIj6fA0sSyM4XmwK0jmC03i5iG4cc9AhGI+YLfMdgaXAXLlLtPWL/V/4Js/u7hGWBGfWxWYyUEiVa65iJO0RRB5F0EEkEcomnAmkQweKWU0QnxqyvEJzHVQ0ijon7W5j+BF8UkOnWhjqbE/VihKhY7j9EdSOyKzs0pwvcwxnKl5hndwjjLZRKiFSPsLvH9MEH2L2HyCtbpFohz5bU1sHxFP2F51F3HiPNiCA9jSxoPrqL6nWIOz0oCkIcc3znHv2VNbSO8c0CdbZECIGXnuBzcBXy7glCRTR/+o/BeEDTnOGFJFIJPgScL6gOTlFZgu5322CaoyUiLRDLBrs/pfvCFXyw+GKf+fdu0XvhGaqZJ+Q5goJqOkON++gK3LLC2iVeGHQkcUtHU9SoFHzZYGdL6HagLvFzi0gCPm+PVak1+BpX1Pg6gPQMf/oF0hWFlRKCQziLVwZtG5zUONE+JggI7/BSIH1A2BLhKmrZ2uqVc0gh8NogMGjftEqwrfChQssuUsiWYEkAiXQNi5PA9oXnz+2DAkLVfqw7LfFyVfu4K8HZ9jxSsvV6S9rjVWftc1wFOEC21lqdnO/TtQRNd1urYjRESAnJ5FxtDq2q3dn6Hdlv/8eMp2Tqh4+nZOoz8JRMfTb+WU7M5aLhP/y3b1LmDcPVmKSjiBNB0tWE4BmMDIMVQ1N7JhsR+dyxvpOgtCDOJMe7NVdeyNi7X7H9Qsy/9xcfsLdb0uloLmxHSCFBBDZXI3pdQxYLZqc1ndQwWtWksSRNJMO+RkrB6dSSJoIkVizylrisTQybq+2i4vi04YMbBVXu2N6KeO7ZTxZbv/KtKT//j6cs8obD04oZJcF4kkgSRHsH2HhJN1NII1keO6JYMJhEkAdGQ83yzCGVoJcahPSIKiBQaOOpzgKiI+gqQZ0LprWF2ZSXLqzx1m6Jlp7VxLR2chFYLAI3HpVsbxj+4B9Z4ff9/lWWuePgxPJgt6LbkcjYt66IAK6QaCUZ9BSDruLOw4rZwhElnv0Ty/qKYRAbpgtHXjqqytPvKRaF563TQ3aTU3JrWfo2AlgHiZKynVtxAhEE5RKq2pMahRQSWQuOZ5ZEa9Ymhs8/1yPWipWhxtZw77DkJDogZBUbcZ/71TGH5QIpJVlzl0H4CNMskDiWOKyNMGJIpjJqHLPSExPjquw8cEHT+HYhq5oUZ1O8bVgikQFEE2ODw5cZwQjqZU2RN9h0DeGWZElBphIuj3bo9iYU5gHOSkxTEso+HkUTl+RVH1fFBNWwqBZMksBaJ2NjZHj9pRSt2l6irWgHo76//HV5TpwIgZOmJEAbzhFqBkqizv+Al67hxBXUwdIER0cbKueeEKueTNiM+hw3BcdNiQ8B63LS0/dwxSGhqZB2QSc/wntPgqCRhiAEC6mohcQIsAGUUHgZUwlJjUcIyRyL0j0CAi8E2jYUUlMJiyVQCYVGQJAUeBo8VkhoFjipyU0X7ZbMXMz6eJUusBP16QmP1BFNsySyJUXcw+oODot0BZWzaGFQAiyOANRY8njYJl1WJ0gfsCJgg6OIMpZCYBAk5Vk7K4cgI8JJTz/dYRQNWdUDnjWb7TUDoFmep/3xSQfTp2ed0smTcl+BQKv03Eb4g2Wj/zzwvqE+T3/8tJXvB/HZMeofl/ZqmbZze2VN+E//Crz7Tpt0uL7eqi26JZz0e9imIGQRJHH7mBStEjYZYpsKWy1hPGi/r/coYVDpADGZYA8OePC3/ibLwwNC3aC6Xch6xL0RlDlBaVQSIYzAReB1WxRtxkNCMAjbBqQ4KYiv7BDyiuA8RqZkk22kV4RwTDAC4Tz1cgFd8METaouIDJ0r2+SPZgQniQermAtjtIjQM4uY7lJIx3LvAd41JGlKPOrjpjlWCqhrzLKBnYvo4zly+wL1rfdxuw/BaMT2AHU4R+qIoCSczDhoLGuRJpRFq9jJBl1JqAMiVngfAIk/PEbvHdL89OcRP/UVRD3D2QUutMXTVhmahceIGDVM8KGhOpwi+ykUjuWDB2TPX8LEXbzpM3vnPZJhQtMscCcLTDfF7h1hxjF17vFJjD86RHlQaYxbLGmqBqEU0gl82fbXeQK+9IhgCQG89WAbpAhY6wjeQyNRw4ThF7dI1/tYadrXbzIIFmlrrGzANggZI9AQSnwApyTKlm1EutKE0CC9RTp3flwLvDKo4AmuPR6kDMhgQEiC0Eynx4y6HaRMMMKgQsCrmMi1fVhKpRiRkKph24ElPi7PFm2CYJO3SYPqvKfMNecqV9NaB9XHUe0K6jNAtgpt1G/Jl9DtNq6BuIvINhEqaZ+ju61dUUjoXUImo9+V8///k3hKpn74eEqmPgNPydRn4592Yn73V8/4q//HB6TDQBRH9PqQ9QwCQW+kIAR6I03aMfRXW6Kxsh0xWtE8vl2xuh2jI4HS8PfemPHzv3KGryyjoWFlzZDEmvR8HbA2NjRVQAvBzoW2iLebaUYDgwTmuWN1rDg4dvS7ik4quX45ZVk47jys8OfX5H5XcXm7nV3IF47pccON3ZK/+ctTzuYNxgQe1zm5a5BC4GxrhUliSZoqhp0IV3tmZ5ZOVzHuacrT0PZnDRWigsiAKMG6gEgEi7NAVXnWRgoawf6p5ZmNCFHBd+4e0ut0WetqxrFEWMHR1DJ3liRSDL2kqmB3tyEzkkvPpPyx/8UqJ7a9++gKkChGfcXlnVYx2T+qubtbsawsz1yI2N131DUYFSjr9j0QIXD/sOJec8Ytf0I2ccxKS+083oIW4BuFrT0SiWsEkRJgVRuq1niwijL3aBNItWYxC9SVYG0Q8cprill2hkpqupnmwfKM4zrHOEXfvc9Q70J+QqAioLAYMtFBkVGFwLx2aN9DBE0SGZRKmeYKbwMyBHwxoVEOjyWvIlKnyR3QpDShQpYxlTIEs6CcNUQ6Zn62hW4cLi4hOSJRBlOtM0k7rF8YYKXHhRN8CFTBE7xHNBG1VSylBCHxDdQLw+YoYXus+OlXJMOOxgv3RHVIhSE7n48pfcMynKeUyR5z3xbqQiuejFXGUCeoIDlpphR2gce1YQc4Zr4khEB8+hFxeYzOD1iUC1QzQ1UzItVaa5rQsBAKqTuI8zAMhG4Hu03GwnuEFJTegVJUUrVzU85RK0EQilx6LI6YmABUQlP5CotAhoaFECATPLA0KXVoAMUsn9MxAS80iZ23ZbrpgJFK2Uk6dLQhCoLaFwQVo4MkDyV1PEI0UxpXYUR788XLwDIeoMoZKrR5jISARFAQOEv6aBnjhKBxnqiZYV3Vls8GQaQMq7LLiu6RRGP6yTovRzso+T9MkHxwWF9gXXFOtn5rYvP9s1KfbCM47+fyTWsF9HVrNTpPOQvBI4VGyxQl439GheqTbW7cuMG1a9ew3/h17H/7dwgnbTkt/R7EcbtAjCNI45ZUSQFx0n4s2iAF+r3Whrd0iAtXoKqQuiUJctCnxnL7b/43lHt7FMs5AoE0EWIyAutQsWoXrokBpZC9DKEjorSH7vQQ3hFOpkgTUOM+aI3KYvy8JO5PMJ1OSxiMxVETgicUDWZjheq4RPf7mMkIhKA+PEIKw+DiRaJUPXkfi+kRi4f3CdZhGkd0cR2RZTSzJeRlW8Mw6SGkQA4HxN/5gHrZ4GSNSQxsryJvPwZnaQYG8gI1bWC8xfGtG6ytDNtur9Oc0DQ45bGzGd4GROORRiODQgiLeHSI6Cbkf+onEZsrRKrTLsSDp3EF+fKU+uSIzqRLIlPKkzOCAmEk87tH6EsT0kyjvGDxeAohxqyOyO8+QHQ0bl4iM42sFCI2FCdH4Bq0CHhhaY7OCA7ksIcoGuzZDNwS14DUHVQSY6sSO51B3YDSyNRgC0doLDIVDD6/Tnp9A0KNRNBI2YZRuPYGj/ANCIGUGo9ABIfwFusLhLV40/4tbq15qg2oCBX+fN5Qege+Qfv2HMuXM5LOAIFtzxoRIQl4VyKFRgqDCzWe9salCRKpIpAK5QORiJGirYUQOmpj/WXv/93enYfLVdSJ/39X1Vl6u1vITQKBQBJ2UBISLqtfRAd0CBiIPiMO6MwgamZEUJFBFFTcBREFmRGURxwCCj8WgSAoCihujCAgBghLCJCFbHfv5SxV9fuj+nbuzcISExanXs9zn6RPnz5dp7r69PnUSqE5GQZ53QVNMnSBmFCQJYBZH2yNtGKnVReUFcc1uxS6GQcxBmwdtIbSRChNcEsiqHLzPS3IGKI2RNfuyJEZRV8HfDC17flgajN8MLV5m/tiDg1mfOeMpSx9dJhx3SFCCYplRbldUm5TqEhSagtQUtDZHSKVJAigszsgiiXrXsjYdb8S/as1v1o0wN0PDDHQ36AUR2zXraiUFJ3tIXEkiWOJSQ2FQLLTjjEqklgNE7sDlBJU64bAGBoNKMaS3abELFuVUU+MG9saCqbuWEBJwXaTQqQUrOvPWbkm4a4/DLL4mYS1fRlS5ryg66Qyx2hNEASUIkEQCpSV2NySZ27q82JJsV1XAFqi6xorLNu1xdQHDVJBuU1RrxmyTFMkYFxRoiMY6tOUhaJzO8nSFe5mq9joZ3xXN6GwLFqXYgyUrWS8VNjUMJwKjDaoULMq16QNS95r2GunEjvsXOSYD05kXHfE2r6MZ5Y3GKznCAG77Vxg+66YR592N+NBIAlDw9PLGjxZ7eMFNUTWVqOqM7S0DNYyClIR5AoVCkwq0ZmriVXGtUolDQu5JNdQMIpASjJhSQehYVPq5SGsyhFxxlCaEpcNcWdGpWyZVK7Slj5JWT9PYHMy3cCgsISUVSeZDWmYDIiQpkxZRdRzSRwFDFUleVZE6pBcpoRBB0Jr0iQgS9pI8gwlNGkekyOxOiexoPKAtDqBgYFBOooZppBSyyrYapHGuvGkYpho+wFMrskMblp71cn2xQ4mjw8xQR+ZSTE5yCQkUIp6I0eLnDTIyHPBYK1CuaCY1Gno6srZY6cCu0wstb4rsYyYHLYjRxa2bBqZdGBYpy7AAaSIKYUVxoUVTKOP6pq/kDV6kQPPYPNhTNpPkFYBi7DadZczlroSuLVhoGFzZDwOIyCVAcKCsJo8KFOXAkuMEhoooIRkSGiMcFNUpzJEC0muaxB2IvUww1LRMJYsKJOrMrkeIlUlRFZHmSrGJgxX69j2bjQ5DRFi0GAMQV5lMCgghaAiJZUgohIWKMiQCWGBziimGhaoZAkNm5HYDAFoa0jiThpKIPOMoNGHwZDblFBIcpNiTU5iU6pRES0DdyNoTWs8G9ISEhIQkAtNm4gZF1SYpDqJCNguz9hZtFMeWfR2VHAj7NjJIJxm4GQ0mMTVko+Z/rxJRShZQoUVpCy57kUI113MZOSmgTbJ+rFdo7oZbXJCCmsR99zH0G1301atY9MEOtsRyq0VZa2GchEChSrGSBtAVxcY5YKrIHRBldFuLJXOMYUAPdQHnR2sfuJpBhY/jbWGoedWYrCExaKb8S8OCAsuQBBBhCyXUMUiMiwi4wJRqR1MTt4YQAYKEYWIzk5kFEKWI1SAaitjdIIcVyHtXUfQ0YZ5biWyUkZXh4k7tyMMi8SVkGTtOjCGeFwnhYnjMRis0WRSUl2zEp2lBOUi8Q7j0UMJRpWgkaHSjGDnye58s2HEs8sw/XU0GbotJlYKuW4QCjFiuA6Vkus2tmodtr2TPAC76nkGegcZ1z6etLcfoyxKW8RwiowUshgjkgTSBFNPyZFIa9GDw4R9wwQ7dpP8w37ke++IzBuIPMGKABl2UV+1FlMBUZKIusQONQjaQrLlfVhiCtMmYMwQSd8LZM/2EU8aT94/jK5qZEcRPdCPCQDbXGuqhhurFBXRaZ2sbw1ojWzrwgwlUK+R66qbqTHNXEBRS8nrbkZVGQCZRcSSdChBFSLi8WXa9u6muNt4ctMgDSCUZWRec5VKrp0Jg5uUA6GwJkHpBINCSjcBRS41RipCrTHW4gafBWgZIWxGdWANxXIEBpRO0DpHhAUsATJvoGwDiwvarXQhl7QaYaULaKxAqciNvzNuxTyMRjTHbRG4NeiCPCcIKkhAIpFCubG4IsAI10W1YMNmw1fuWr6a31WCgquIormWnbCuG6JJAOVmKAzb3DVXV924r7ANuvZ0Y+uCgts/HaK1SHhhHKI0EVHZaZuup+WDqW3PB1Ob4YOpzdvwi/nrm9fyix+vZuWSBFWAQkG4qcHLiiAUFMshbV2SKJYUKwFRURBHgkIpoGN8SG1IU+6UPLGszp0PVXl+TUr/QEp7WdHeFlIuCyqlgEopoFwUCA1YwbjtFB0dIXEsaCsqyiXJiuUpSsH4zpAdd4hIRpa6AKbtGNNWcVOcr+3L6R3ISVJD/9qcp5c1eGBRjbX9OSrQrNYJwyahrjVKgDAWIQXFWBHHqjUmNlSSrrKkEARIK6hVDZWipFAImNQd8tyzDYqxIkkN7YEikAKpLB3tEVlqqGjDqn6LLQg6kGzfFtA/mPP06tUU4y5KsWS7RGKNoGYM/X2aAXKyPAcBZSmoNALSxJJoi1CSej2ld1DTuV1A99QChx8znn32bUNry5LnE7LcUE1yVCgYbBtgcd8ga6JB6jYhNYZUa/JUEChQKAoqIBbSBU1GEEt3g240kAlsptDadZkyGQyGQ4g4JZENsriBEJBEdbTJyaWmLRtkO/ECE8SzVEQ/Uhq3cDER5WIZRIgREm1CBAUUERqJEgWEDYGQpB4hQwEyJq9b2ooV6oMlGrZBmhYRCHI1SN7oQimoDeYkSScxDTSWYSOp1wRFVaGRCBCGXGRkQK4isrUxcVBF1yPyKMUayK1GGEmUFygUBZWKpXtHSxxJcm1JGyCygIZsYBAYC7W0jEwL5DU3/X9HOWByV4HJ42OmTYmZMbWNHM2gqbe+T7FUVILmmBZrEWsewgw+T9r/FKq2CkyOaqwFnSKERElBagQmiEG6tWEQIYHRyKgCIsAEIUN5ThjE5DJgwGRuTSgRoGVAhqYhYoTUpEQoKTF5ShqUsCZ3rUFhJ1UlyJGkMgAZQdKH1TWELGFlRsOAxlINOmkMraEUGfKgTKIiMlsjyIYZCsquC6G1aJ1hhWj+GRc2CJBhRFFGdEhLJEIqKqQ7bEcEbvHZVCiqYRsJmhyNVAHGaGwz4MhMSm41UTqIyROElEggsxptLcZkxLqGzVOMMSBBIamFZTIliWRESYS0ySLdQTvjZRuRDNgj3J7xoxbYbRHS3bCpopsWewPWWrRN0aZBbhpbduF9fDH8f7fA0ucQg0NgBcOhpNzeDkgohIhyGaICxAGyXMHNH2owbWV0dRBKEUJYCCQ2VFAswsAQ9SBg1SOPMrRiBfXVfeg0JSi6mn8rJKq9TFCI0Y0UGYcExQIilKhKjMStsaaswQiNDBU2DAk7Kq4rFQGF7SeS9Q8SdXWCkuha3aUsy7FaI4OQcMoOyLiCkTFCSIzNibu6KOw4GSEE2dAQ9WUrsDon13XI6wRxhNUG2srYKCTqrCBN1Q2jGdTYtYPIXGNLBegoQ9ki1w0iayl5CKIQYespcm0fVucIG2PKZfL+Pli2AoKANetW0zWujUhKMG6yHCUiSDI3CUWmATdRgq4l7oZfCPIsRw9XkX3DRKUiTJ6AnbUX+uC9MWkvxmakdYGup4jOEBmH5L0J1IcRYYPGil4CpShN3xVbKlNbsZJkXR+ypGBgGDtURxYDSMHWG9Aekw01INeYRo4suMki0lVrwChE7K6Lupph8oxcu3FfopaA0BiTY6s52ki3QkCWISOJrqao0FKY1E7nW3dGTSgBBmvdt01mDaySaGMQpu6mR1dFrJXYwLogKG8QNL/vAJYcoyI3K6K11IaHKBcLWBWiretZoLRGaY1VbrkFpTXCGJASqTUai7Qp6BxrcqTJmmtXNQMVnbvFhqVEWIuwFt28xihjkcYghXKVJEIhsVghMFYjLTQXMUCiQAZIJMoCIkAI6aafRyANoCRSu8osSUwxaneBU96APIGo6BYvtqYZkOWulaw10Qau1ViOunbIyLWQBWWo7IQojgMVIqJON4th556Q9GIHl7rKmZH9guJG1ycfTG17b8hgavHixXz+85/n8ccfZ9KkSZx99tkcfvjhG+23cuVKzjnnHP785z/T1dXFRz/6Ud797ne/rPfwwdTmPfbYYwwtn8CtV65m2RN1GjVDoSgIC24x0WK7JC4o4qKgWA4otQdUOgKi2AVZKhBEBUGpXfHMyjq/eKTKs6szBmo5sYQ4ErR3BFRKIeUiFIoBAdYFMoFgu+6IKICO9gAlLY2qm9lofKd7n3GdAda61qfddymwel3Omr6xA8o72xQ/+80Ajyyus6Yvo6/aoF82SNA0yJr1bRAikQiiQCCkG59hEbSXFLFSFAqCOFYoISmEEilAIBG5oVG3TGqLEBG0lwJsAg2TEyaSwZqmUFSEiWXnaRGrV2UMD2rCWBIninTdGiaMn0hvI6c3z2nUDbFyPRRk1dBRDGkM5/QPQxBb+hs5Q1VLMRSu5Six5FogU0O1YdAlg96tTnm6ZvzeARP2lixPawzUXa2/xJI3zzckQGCp1TVtxYjGoCBpQDlS2Mz9vBgtaIg6eXGY1LqByQ2Rogt1UjJMmCGsZpxdTtkM0pX1UmSAiAYhdSQGgyQ3EcbE5EKhdQBWIlAIE2NkSBwFdFXaCGWJam6RooCxkRsHUK8QBxYjitSGDVFs0HmHu68xGUp30BgO3M22jKknCYM2hlqE1Ir+2hBGRgRRjklCyAIynRMEQxgjSXWRVGpsLcLmkBcbWAGNtEimQ7TQ6EwgrERFIKWloHLK0hBIQaUiKRZcN68sTMm165KkXQ9RtNYYIymaiIoosWNhiF1K66ioAbYL17J32zoq+VokBpkMgHFBQShDAhEiggJ1ozGqgJBhs9+/a21IlSQXrtsVzeBFC9FcN0pAUCQWAUOANYZiUCE1GUMyJjHDZGEnOu5AZ8PUVYncgtYDiKxKI2yjhMDkCcPKrVHTyIdQBBgZ05AhQTbA6lod2bEduU0oZzVA0R9WSEndTanQBFmVflHACOMWhLYGYwQGw5AKqIWRu0ERGisMgcnpzIeJgVBYCiKkTWlKOiGwILDEMqBNxlhpqQVFcinRBrTQGNcpiRxLLYpIZURum+M4mqUyb3YjbK4i5YIvYVDGDWKXVlMQkshCjKJEQBnF9kEnXbLsZmeUAQVCtgsrTBIdqE1Mp/5ipAhQTy2D/7kBlq+E4TqkqRvnVHQtTgQBg3lGe6UCxRJEgWuFQbjJB/IUo8CUSpDUob2CzjV9q1fTu2wl9YEh0sFBGrUGppGgijFIhSyUkIUCqlTANtyNclBpQ0UhsrMDK0GkGmGtC6qKMZYcG4cEhQqqUkGgCCsllLRAju7rJyqX0fUGVmdEXR3I8eNIB4aIOjtQpaKrJAihNLkLY1KGVywnH64RyBBsgLDCvS5cn5dBpYgsd5Ct7Mc0mtf4YhFbUFCRUIywQQmqGSprBkEdnejAYNeshixFv7CWPA6xjQTZuxbZ10cQhsjuThiqs7p3LZOMRBdjbJZgGkOYRobU1nUDS11vAjWcILPcrfeUW9eqYTRWG5IsxTYSRK1GQSpMpUDe3Ub29n1Qe+2MHszRmUYXAoLtOsnWDWDyDG00+brVkFYJxlWIutvJ1tRI1/UDCqEjjIpI+3rdFD0CdJJgbIqpa6QxGBNgrEY3qq6LYBiCtm7K8mqOtW6BdZukEFg39qmuEUGIqaUYIbBGuEqHJEVIgShEyCAgaI+QpYjC1Aqlw3aAqIQUMUqnmHwImQ4DBmGti2+kaz0TOkeaFIFCK8VQdZhKHIBpYFRMaNx3L5fuOxdasCjXKqlTRmbslIDBQtbACI2yza61UmGEQOUGIwzSulpVYUFa9+22orleljUIYZBWYrDIPHOtbIAVpvmb5Lr6WWsRYqSV2LUQW2SrwtWFl647sASEVa51rJkuhGJkAhorLMpKBBKpQtfTpTUZpxvjqHBd79GaICgSyqJrIVNxc6yXOx5B3Jw0pgaFThi3JyRDMLwMVEzf4DBdXV3NfUvuj2Z3R6GgfTeoTEDGHRC0Y+svuICssguiPAmCElL+fU3KsbW94YKpNE155zvfyfvf/35OOukkfvOb3/CpT32KhQsXMnny5DH7vve972W//fbjU5/6FH/961/5yEc+wve//31mzJjxku/zegqmrDGkAy9Qfex/aZ95BDJuo7rkcYo7TSeI482/zhqGn3+GZTfdwNQPfIhC1+YHTqaD/UTtnZt8btkzNW64dCWL/zxMbVDzwjJXs1qsSIJAEChJXFZIBXEsKVYUxTZFpcN1uWsfJ6GgeGZdwtNrc9bUe4nHLyYuDqHCYTo6emnrWkdbeYi4kCIlhHGVMKqhhEHKjObVCHehCiCvEAZ1AlJQEhEpRDMI0GTNi53AWkHSkBgTkzVKpKmmVi9QbZTJESAsA9UO1vbuBApKJmF7MUCaVBiubkfJZkwI+xnSXXQFA+wSLyNTHSxJd0cFIQXdz5uLDxLKnOVmb6pyPHtGfyGMY/oL+xDKFNnod2ONcjcjXZ0d6GMvOoNeIlFj9aoJJGI3wk7LytVV2uQqVvQGFNsmIuuwY5ek0FjKunURa013c60eQVLT2Nxd3GVdI3LJ6rDBwD4D5JFGK03anpG3p9iyQRuN1QLC5lfVCpR2iyQHUlBSIW3lgFJXSIAkEzmDaRUVZhRiyXCSUpdVrMjJVU7RrKZLv0BBZISmSmQblKlSoE5ESkCCxbgfTA1oiTWS1IZYJDkhykJuQrQOsQRkeUhuBZoQnRRd95UsILMxQS7J8wphQVMII0QYE9k2xrXndJcnkugSjWSIRirIdBmjXYCQZVViU0TLAiQGLatkdRiqV4naOqn2x2gseW5o5II0jQiCOtZC1pAIlZJJQ14PGJnA2mRg6gqbKoSw2GKGlZosL9DI3A2tHnVFtNWINlFlSnE5HYUhxqkBJoRr2bnwPN3FNRRllTYaKHIKyg3szkwIQiCURUuJJsYQIpTB4vJLqxJBKCgoiYpiisUCcbGIUgpUEY1BiAATBAgrCWSIUiUgpxZ2oIUiE5I8itHGIE1CLgvUrUamQ5ioTG4siW5ggjbqKsboOtokELQjEAzbHKMzMuEmjUgQDKsi2eBaOuIII2AgLKGFROLGnRljSFEMBQVi66ZEt0IQ5wmhrpELizYa4y6AIN3NaSoEQ0GMlZrcWrSwpDJgOIjdECCjKeqEkLw1b5601s3ELN0YK1d54CpFRiZAd5ORN2+wEO6mRkpQrsLYjoyNE25adCMkQihyITACl97WTZZovQ/gPoNmHXeAIkCikFSGUg6/YzHTH11Je2+NYi0lTA1RkhFkFoFGRyE2di1EJlaYKHITDEQRslgmrTZoLxYRpRJr+/sYGhgkzTKS4WGSPCPXGt1IMMZgtOuqbACpAheUSIlUChnHIAwiDghkiCgVkGGAyzGDKpVc10OTERRLqM52ZByBFO5YKGQQIIXFpBlCCUQUIsOIoBijrSVob0OWihQmjgdABApZiDG1hrtRB2yekQ8Mg5LE47cj6GxHS8ixWCk3Xv7LWmzWIG6LCaMYKSJkNUGMBFYmh7YIS0LS24/OG+jBAciyZpcFgZzQSWgtsqGRtQziAnJYI2o1SDL6ljxL17Sp2MSSrxt0LSd9A67VQwnQFgZr2ChAW4McqhIICDCI1DRnrcxda35myPLEbWtkRGmOCCXECiJFHkvSUKA7i+g9tof9p2FwU8unvUNoY7FxhAgCoh3Go19YST40iDGGbHk/shRi0pxsoIYoBtg0J7cam6SYoQRVDDCJwTRy1xOulrkJUDIXJJmGZmQiflNtjrHMc0ze/K1JcwgFwoJpnhMIdKaRRhCOKxDtVEQPpVgjkeUQUVAQSipvmUh5cgFhXE8Ea7Tr7iYFA7WMjo4u95FkQ1iTYrVGWYsUrg1Ii9y9VmdurKF2FXZIBSgsujm7pkVYgbAG01wTjPXTy7jWLaXcduMqUlxLjsUaQ2CboyOtAQtSuHWx3LhIibDNYMnq1jXGNq9T1liENQiaFTQGLO48XNfq0d12QVrjzqmZ61qIVhdh15ke1y3SQoBFahcgq5Euv8JN5mKRSGGxBrd0uHEpGFnlwQBSyOb1TsDI/4VyvUIsBNa6SgsJxuauOypuwfSRdjqXaLccBkI2/x9DECFRBCp0a+CpYnOBckOrZ7SM3Ni0sOw+M2vdMXTmHovm8e3INV+6/4cVKG0PHbu6HghpDXoXQVgg3P/MjW9YXyNvuGDq3nvv5ayzzuJ3v/tdqynzIx/5CDNnzmT+/Pmt/ZYsWcIxxxzD//7v/1KpVAD44he/SJZlfOlLX3rJ93k9BVM3T58E+WaedHcGbiZQAAyqIDHWzS66aSO3hCMlt9knuPVc7v4EzQsVblpRs8GuI/8f+YvdYqQkzdeG4Oazxn0XA6DcTOvIOpqF5mPTfFsLNHs4kTNSybP+uQBoF6w9u8j4G3N4IIPYInYPGHpXSOXPOfw8B2tRZbcEhc0g6IKg05KvEC7o6zZkvZJkGFRzrU878h7N1vZgVJxamZBTGZ+z+skCbTul7H5Y0vrRWfOkoG9pzG5HNhDA8w8q4g5D91Q3qUD/SknSJ2gMBGRDgq7pKRN2MwysEqx6JGKngxLiiqv10Zmh92lFZUdDXFFUew3P/65AMiAR0jL12JSoTQEWXbf0PSFY+9cQkwsmz8sIxoVU/zcl3N4idonRSLCWUGhMbtCDQAUoK9ffXQiGAzcwPRpKkVWD7hSISGCEhEaOXGMxkyQilBhhSUJFfyFgu2qK6tMMTYpYU46phQFaCOJcY4VyC7lmOaG1DMiIhorJVUBqQjQKTYAmQuYQpYY40dRVTF9YIklLLqDKQqxV5HlIIy0glGW42k6WFJDakOmAelIhKjYIyUnqFbSO3NiB0J0fDeVub7MAIwNyYjc17jCUohhVyrEYwiAlCFLyahFhAtpkDRWnoA1SG6Qxbpp2kRDoOoFIaGeQPaLFdIlhIpkRkFEQdYoqISInFCluxJZ2LUzo1rdu5CfUuJ+sZjEP0ARum23+WBpFjdg9JxSpdTNgmWY1ZmpDGrjCmqHIbUTNxs11g9ykIVVboEaMEQorRl02tKRhQwpBSo0iCTERGQpDjQIGN2VwLhVh4G6CcimpqxCC5o2EiqnZAnGQENkGAYaCTaijyIMQG+rmeCWBkBqUu7UJyCiYFC0CGjICLNUwoiEDrGp21ZFmZOklkGBFsyOftRgpXK2ttAjlLhSZlNSCiHxkqmNp3B2MFM3vtnF/zRpkgUY0j+l+y43rBtf8dAS4myfZ/HkToyaZaM7kKYRAZZodnh3mmF+sYMrzNQqpJkoNhdQQJ3krGUo3k2Qs1TyjoV0XxapJGdIaKS1hoCgXYobThLWNlMxoF5i3rvFj5c3LosVNZd8ix/5rJeShwqhmzTgGEwbYANIoREcKi8CGCiMBBFkhJAtd7bgQFh1H5MUQlRpMKDFKYiJJXopIyxGNcuhmEA0V0gikCMgLMVkcE2pQKiIUkoJws6sFgaJgJGHguquqIIC2MoEIKUhBmZAYAyahUqzQWW4jlKGb5KBax8YhYbFIR3PCAms1lqzZbdhVRIqhGtJA0FFBBiOZAaZSdC3cy9e4lhrcZAg2SRH1RnN5MMna1avpVgGqf4hAWVQ9d62AfUNQT5s3ixZqDdcSlRqyoVpz4VogzyDJWjeJInctLRhLmuVunJZtlvfmpCqBtQgDmTWYkcBeSrIA16VMQaINRuFaKcsxor1AogR2h/Gwz2SSwQSbG3SWk/cOum6EQzWs1eRJA52mICw2MW7JDm1dQJBmWG1BG9d11hh0PYfMVVDY3LXaItwsi2gLWXOChqw5o1Pzn9bFLmf9RUeMeo5R25rnpmKJ7AjAQNbrJrpQZQG5xVqLLCiEAJO5ShJVllQOK9E+o0xtdZ3BO2rode6GSYQS4SJbzJDG1DXh9gGFXQLy5zKCbkH7/gHVx1KSJRojIYgEBkF5RkBptyI21Qw/nmAHc8ywJV1rsQ0gAlNvDplqrkWMcPcShR01QQD5sKFrlqWyvWudE1jqfYLehwSN5S4OKe9hiTrc2uL1pZD2uWO58ujuT4R08Uvcrek+wBLGBouhd5FkzR8jSAHlhmiN36/OpF1zhqvw1I1tyACidk1tuSKru/WO46IlTQXNiSaRMRQ6NRP2SUirsPKBEgK3LShaVGRJhqXb34rm/ahws0Nm64MgK0ApS9cuCXmiqK5WZKnEpK4BTIUwbpcGQliGXoiprpXkzftUMaqXY95o5qVa/1xxnEUGlto6ic5AFTTvfGB40xfF18AbLpi68sor+dWvfsVVV13V2vaNb3yD1atXc+GFF7a2/fKXv+SrX/0qd911V2vbggULWLhwIT/5yU9e8n1eT8HUbTtP2mws5Xme5/3flLKZGGskkFKjHgsXUKHASIEJpJsAQwn3vAowISAlNlDYAJDCBWCRIC0F2MBNpZ7HElNwA/+tXF/5jBBuAeBS6MbvNasJTCSxUiCMQVrbbN6FvCCotoWYUI7U74OQrfE4wlrM6ElAaMYkSpAVJHEOccr67lGsT4vYaLHkkeeFm4k1MSghyGMFEkyAa3lUbj24MDdEiVkfBFgoNCwyM5TqBmlApYbyoCbMDEGmqdTdTXOQaYrDlii1LqjUBpVbZO7GXNnUgIbAuOAaC6JZB2mNRRu7Pn7fMP3WklvbChhdVzfQzWAstQZtx05bYq1BI1rdXK21bswiruXDWBeoaNxELyN5aFwnupGPq7lt/f9H8vtVG+PheaPMffaF1zoJLVsrZnhlHcL/BrVajUKhMGZboVCgXq+P2VatVl/Wfi/mscce2/KEbkX1OW3ssHxo1C/JqCft+r9WhY92P5p2pMWI9bUc0GxdHVXROlKxtqFmL4iNiOZMoa3Ho14rRtI45kCbv9jakcSN/Du6AnhT79+8sptBEEWgMKqyOWumqyhbTekten3TeeuQmzg3mk3qY54aVRmNBZNadM3lbxBBc81QN7OqARECcqSzj22+dINfxk39zreawzd96pvcd1S6Rj6TDY878vmO/sw2POWRNxTNx2O6R28irWM+f7HBsUcl3m6Ql62n7NhtrfehVUHrbv42TPNIxWfzRZL1N1Ij1Tmt893wPFl//JHvw4bFdRNFcSMbbheb2f5ytG78Nni93WCbHLV9c1+N0fu/VFpesny1CsP6783YtLrnbetDklhEq7eAFTS7zLlX25HZq0YOAGM/xJHZ60Z/OeWonN3wYjY6VaZZQGWzKnOkJh+BbjZIWdkMGBCt79fIgQSieYMoXbetkXNvvk43z8U271ytci0yFtDCjXOwstndpjkmTYyugYfWF6gVGAh3zqbZJGaFwEiFbS70baVwrUOBa0mySrTSN/J+rfwRuAVMRwcUGxUOdzwjwCi3fhjSusdy/WclhW0VNkHzh6LZ/UZsWChHPgJhm1nWzNUNCpdrzVh/nlYJbNA8pgRZW//RbFQwxfqyLza4mETN5/X6Xcck7KW+A42R16SuxUA2AxhhRrpkWfRIoNM8Wq158RoeecMYGO9aaqQZ+TOjfgdHWlKbH7kF7Pr3AdcVbKTD6cjv3sj7i9Y6aO4zEsaicoNoLs2htIXctrqR0RrTQ3PcVvP7Ydxiu8JalKV5rrZ1PXUfoWmuf2uQmlFpccdRxj0v8uZvWvNzN8Yw0rImtUXq5tgoKda3zgkXBAo7cv1dX1bEyHuxvmiNrpsfXZZHLkmjy6KwuO51GjfFvBIbffYb/uaMuWiP/i0aKWzGYo1df8naIKDf8HAv9oNhjV3/dHMiq5HzEogx90+jXrW+EW90O8XI922jk6N1XAGYJHd5EQnXijd6v5Hv8+hr0YbnZkZ9IM2KBLHBvhu9aDPG5pddf5xR33U5Kn/Nhu0yzYoVRt3fWAH1cYXXzT361vSqBVOlUolGY+xsSI1Gg1KptEX7vZjXy+wne/3Xk691EsbwM8Nsez6Ptz2fx9uWz99tz+fxtufzeNvzebxt+fzd9h544IGtcpxXbZqP6dOn88wzz4zZtmTJEnbdddeN9lu1ahXVavVF9/M8z/M8z/M8z3stvWrB1IEHHohSissvv5w0Tbnrrru47777mDNnzpj9pk2bxl577cU3v/lNkiThwQcf5NZbb2Xu3LmvVlI9z/M8z/M8z/Ne0qsWTEVRxPe//33uueceDjroIC644AIuuugidtppJ2655RZmzpzZ2veSSy5h+fLlHHrooZxxxhmcddZZzJ49+9VKqud5nud5nud53kt61cZMAey+++5cc801G21/17vexbve9a7W4+23357LL7/81Uya53me53me53neK+KXRvY8z/M8z/M8z9sCPpjyPM/zPM/zPM/bAj6Y8jzP8zzP8zzP2wI+mPI8z/M8z/M8z9sCPpjyPM/zPM/zPM/bAj6Y8jzP8zzP8zzP2wI+mPI8z/M8z/M8z9sCwlprX+tEbE0PPPDAa50Ez/M8z/M8z/Ne52bNmvU3H+PvLpjyPM/zPM/zPM97Nfhufp7neZ7neZ7neVvAB1Oe53me53me53lbwAdTnud5nud5nud5W8AHU57neZ7neZ7neVvAB1Oe53me53me53lbwAdTnud5nud5nud5W8AHU39HarUa73znO7niiisAGBoa4vTTT2f27NkceuihXH755WP2v/rqqzn88MOZOXMm8+fPZ+3ata9Fst9QNszjpUuXsueeezJz5szW32c/+9nW/j6PX77rrruOffbZZ0xe3nTTTaRpyuc//3kOPPBADjzwQL72ta+htW697o477uCoo45ixowZnHTSSSxduvS1O4nXuc3lcaPR2Gj7ySef3Hqdz+OXb/Xq1fzHf/wHs2bN4tBDD+U73/kOgC/HW8nm8teX4a3jlltuGZOHM2fOZK+99uLkk0/2ZXgrebE89uV46/nLX/7CP/3TPzFr1ize9ra3cdVVVwHb6Fpsvb8bZ599tt1zzz3tD37wA2uttZ/4xCfsaaedZmu1mn3qqafsW9/6VnvbbbdZa639zW9+Yw8++GC7ePFiW6vV7FlnnWU/+MEPvpbJf0PYMI8XLlxoTzjhhE3u6/P4lTn33HPtt771rY22f/Ob37T//M//bPv6+uzKlSvt3Llz7WWXXWattfaJJ56wM2bMsH/6059skiT2W9/6lj366KOt1vrVTv4bwuby+MEHH7RvectbNvkan8evzLvf/W77+c9/3iZJYp977jl7+OGH21tvvdWX461kc/nry/C28eijj9qenh772GOP+TK8jYzOY1+Otw6ttT3kkEPsTTfdZK11eTySd9uiHPuWqb8Tt99+O0uXLmX//fcHXAvKz3/+cz72sY9RLBaZPn06J510Etdffz0AN910E8cddxy77747xWKR//zP/+S3v/0tq1atei1P43VtwzwG+Otf/8pee+21yf19Hr8yixYt2mRe3nTTTXz4wx+ms7OTSZMmMX/+fG644QbA1fD9v//3/5g9ezZRFHHaaaexatUqHnrooVc59W8Mm8vjzW0Hn8evxMMPP8yzzz7LZz7zGaIoYqedduKqq66ip6fHl+Ot4MXy15fhrS/LMs4880xOPfVU9txzT1+Gt4EN89iX461jYGCAtWvXYozBGIMQAiklYRhuk3Lsg6m/AytWrOCCCy7g/PPPR0r3kT777LMYY5g6dWprv2nTpvHkk08C8PTTT7Prrru2nhs3bhwdHR089dRTr27i3yA2lccAjz76KI8//jhHHXUUhx12GJ/97GcZHBwEfB6/ElmW8cQTT3DjjTdy2GGHceSRR3L55ZczMDDAmjVrmD59emvfadOm8eyzz5Km6UZ5rJRiypQpPo83YXN5bK1l0aJFrFmzhmOPPZZDDjmk9QMCG5djn8eb99e//pXdd9+diy++mMMOO4y3v/3t3HnnnRQKBV+Ot4LN5e+ECRN8Gd4GrrnmGpRSnHjiiQwODvoyvA2MzmPAl+OtpKurixNPPJHPfOYz7LvvvsydO5eTTz6ZqVOnbpNy7IOpNzitNWeeeSann346O+64Y2t7tVoliiKUUq1thUKBer0OuJarQqEw5ljFYrH1vLfe5vIYoKOjg0MPPZQbb7yRG2+8kZUrV7bGTPk8fvl6e3t585vfzLx587jrrrv4zne+wzXXXMOCBQsAl28jisUi1loajcZm87hWq72q6X8jeLE8LpVKzJo1ix/96EfcfvvtxHHMv//7vwObL8c+jzc2MDDAgw8+SBRF3HXXXVx66aVcccUV3HXXXYAvx3+rzeXvrbfe6svwVpamKVdccQWnnnoqUspWXvkyvPVsmMeAL8dbiTGGYrHIBRdcwEMPPcT//M//cOWVV26za3Gw9U/BezX993//NxMnTmTu3LljtpdKJbIswxjT+pI2Gg1KpRLgCkeSJGNeU6/XW897620ujwEuvvji1v8rlQqf+MQneN/73keapj6PX4GJEydy9dVXtx7vvffevP/97+fmm28GXNkdMRKMlkqlzeZxuVx+FVL9xrK5PP7FL37RGpg74uyzz+bggw9m2bJlPo9fgSiKKBaLfOxjH0MIwZ577sm8efO46aabAF+O/1aby98777xzzLUYfBn+W917770AvP3tbwfW33z6Mrz1bJjHAOecc86YfXw53jJ33nkn9913H2eeeSYABx544Da9Fvtg6g1u4cKFrF69mtmzZwOu5uLhhx/mqaeeQgjB0qVLmTZtGgBLlixpNV/uuuuuLFmypHWc3t5e+vv7xzR9es6L5XFXVxennHIK48aNAyBJEpRSBEHg8/gVWLx4MXfeeSennnpqa1uSJHR3d9Pb28uSJUuYPHky4MrxLrvsssk81lrz3HPP+TzehM3lcRRFXHTRRcydO7d1rUjTFIA4jn0evwLTpk3DGEOe54RhCECe53R0dNDd3e3L8d9oc/lrrfVleCv71a9+xT/+4z+2KmN9Gd76Nsxjay3f/va3fTneClasWNHKuxFBEDBu3LhtUo59N783uDvuuIM///nP3H///dx///3MmjWL008/na997Wv8wz/8AxdeeCHDw8M8/fTTLFiwgOOOOw6AuXPncv3117No0SLq9Trnn38+hxxyCBMnTnxtT+h16MXy+J577uGiiy6i0WiwatUqLrzwQubNm4eU0ufxK1Aul7n88su54YYbMMbwl7/8hQULFvCe97yHd73rXVx66aWsW7eOVatW8b3vfa9Vjo855hjuvvtufve735GmKRdffDHjx49nv/32e21P6HXoxfJ40aJFnH/++QwNDTEwMMCXv/xlDj/8cLq7u30evwKHHnoo7e3tXHTRRaRpyuOPP86NN97InDlzfDneCjaXv8ccc4wvw1vZww8/zIwZM8Zs82V469owj4UQvhxvJYceeihLlizhxz/+MdZaHnnkEa6//vptdy3eVtMSeq+Nk046qTVtd39/v/3kJz9pe3p67KGHHmq/973vjdn36quvtm9729vszJkz7Yc//GG7Zs2a1yLJbzij83jp0qX2lFNOsbNnz7Y9PT32vPPOs41Go7Wvz+OX795777XHH3+8nTFjhj3iiCPsggULrLXWNhoNe95559lDDjnE9vT02K985Ss2z/PW637+85/bd77znXbGjBn2xBNPtEuWLHmtTuF1b3N5vHbtWvvxj3/c9vT02FmzZtlPfvKTtr+/v/U6n8cv33PPPWc/9KEP2Z6eHnvYYYe1rhW+HG8dm8tfX4a3rv3228/+6U9/GrPNl+Gta1N57Mvx1nPPPffY448/3u6///72qKOOstddd521dtuUY2Gttds+RvQ8z/M8z/M8z/v74rv5eZ7neZ7neZ7nbQEfTHme53me53me520BH0x5nud5nud5nudtAR9MeZ7neZ7neZ7nbQEfTHme53me53me520BH0x5nud5nud5nudtAR9MeZ7neQB85CMf4aMf/eiYbc8//zx77LEHJ5xwwpjt69atY4899uDee+/dpml6//vfzze+8Y1t+h4jsizj6quvbj2+5JJLmDdv3is+zp133slZZ521NZPW8sMf/pDvfve72+TYnud53ivngynP8zwPgAMOOICHH354zLbf//73TJgwgUceeYTh4eHW9gcffJAwDJk9e/arncxtZuHChVx88cV/0zGq1Spf//rXOe2007ZSqsY68cQTufnmm3nmmWe2yfE9z/O8V8YHU57neR4APT09rFmzhhUrVrS2/f73v2fevHm0t7fzpz/9qbX9z3/+M29+85spFouvRVK3ia2xhv11113HPvvsw+TJk7dCijYWRRFz587l8ssv3ybH9zzP814ZH0x5nud5AOyzzz6Uy+VW65S1lj/+8Y8ccsgh9PT08Ic//KG174MPPshBBx0EwNKlS5k/fz6zZ89m33335ZhjjuHuu+8G4Nvf/jbHH3/8mPf5+c9/zgEHHECapgBcccUVHHHEEcycOZP3ve99PPTQQ5tN409/+lPe8Y53sN9++3H88cdzzz33tJ675JJLOPXUU/n6179OT08Ps2fP5ktf+hJa69Y+CxYs4K1vfSszZszgzDPP5IwzzuCSSy7hvvvu4+yzz6a/v5899tiD++67DwBjDOeffz4HHnggs2bN4nOf+xxZlm02fQsWLODII49sPf70pz/NF77wBT796U8zc+ZMDj74YC699NIxz3/ta1/j7LPPZsaMGbztbW/j17/+NT/96U9561vfyuzZszn33HPHBHpHHXUUCxcupLe3d7Pp8DzP814dPpjyPM/zAFBKMWvWrFYw9dhjj9FoNJg5cyYHHXRQK5hK05RFixZx0EEHYa1l/vz5lMtlrrvuOm6++WZ23313zj77bNI05dhjj+XRRx/l2Wefbb3Pz372M4488kiiKOInP/kJCxYs4Atf+AI33XQThx9+OP/yL//CsmXLNkrfvffey1e+8hVOP/10br31Vt773vdy2mmn8eCDD7b2ueeee6hWq1x77bWcc845XHPNNdx1110A3HbbbVxwwQV8/OMf54YbbiAIAm677TYAZs6cyWc+8xk6Ozv57W9/y8yZM1t5MDAwwLXXXsv555/PjTfeyE033bTJ/HvqqadYtmwZb3nLW8Zsv/7669lhhx24+eab+bd/+zcuvvhiHn300dbzV199NdOnT+eWW27hTW96E2eccQY33ngjl112Geeddx433HBD6xwAdt99d7q6uvjjH//48j9cz/M8b5vwwZTneZ7X0tPT0wqmfv/73zNr1iyiKOKggw7iiSeeYN26dSxatAghBDNmzKBer/Oe97yHc889l2nTpjF9+nROPvlk+vr6WLduHdOnT2fvvffm9ttvB6BWq/HrX/+aY489FoDLLruMT37ykxx++OHssssuzJ8/n1mzZo2ZCGLEZZddxgc/+EGOPvpopkyZwgknnMDcuXP54Q9/2NqnUChw7rnnMnXqVI477jj23HNPHnnkEQCuuuoqTjjhBI477jimT5/OF7/4RSZOnAi47nNtbW0AdHd3E0URAB0dHZx33nnssssuvP3tb2f27NljAqHRHnnkEbq7u+ns7ByzfcqUKZx22mlMmTKFD3/4w3R2drbSBDB16lROOeUUpkyZwrx58xgaGuLss89mjz32YM6cOUydOpWnnnpqzDF33XXXMcfwPM/zXhvBa50Az/M87/Wjp6eH7373u+R5zh/+8IdWV76pU6cyceJE7r//fpYvX87MmTOJoogoijjxxBNZuHAhjzzyCEuXLm0FGyPd64499lhuvvlm5s+fz913302lUuHAAw+kWq2yYsUKzjnnHD73uc+10pCmaSuYGe3JJ5/k4Ycf5rLLLmtty7KMqVOnth5vv/32Y15bqVRa3fIWL17MSSed1HouDEP23XffF82PHXbYgSBY/1PZ3t5OkiSb3Hft2rV0dXVttH3KlCljHpfLZfI8bz3eaaedWv8vFAobbYvjuNUlckRnZyfr1q170bR7nud5254PpjzP87yWffbZB6UUjz76KA888ACnn35667kDDzyQBx54gBdeeKEVZFWrVU444QSiKOLII4/kiCOOoFQq8YEPfKD1ujlz5nDBBRfwzDPPcPvtt3P00UcjpWwFW1//+tfZe++9x6RjJKgYTWvNGWecwRFHHDFm++hgJwzDzZ5bEAQYY15BboCUG3fg2NxEFVLKTR5/U4Hh6GOMTv8IIcSLpktrTRzHL7qP53met+35bn6e53leSxAE7L///lx//fWEYcg+++zTeu6ggw5i8eLFPPTQQ61g6re//S3PPPMM11xzDfPnz+eII45otZiMBAwTJ07kgAMO4LbbbuPee+/lmGOOAVwrT3d3N6tWrWLnnXdu/f3oRz/a5PpV06dPZ/ny5WP2XbhwYWvc00vZbbfdWLRoUeux1prHHnus9filApiXMn78ePr6+v6mY7xcfX19jB8//lV5L8/zPG/zfDDleZ7njdHT08Ott95KT08PSqnW9oMOOoiHH36Y4eHhVve4iRMnkmUZP/vZz1i+fDl33nknX/3qVwHGdE079thjueKKK5g0aRJvfvObW9tPOeUU/uu//ouf/exnPPfcc3z3u9/l2muvZdq0aRul65RTTuEnP/kJP/7xj3nuuef48Y9/zKWXXsqOO+74ss7rX//1X7n22mu55ZZbWLJkCV/60pdYvnx5K4gqlUrUajWeeuqpzXblezH77rsv69atY82aNa/4ta/U4sWLedOb3rTN38fzPM97cT6Y8jzP88bo6emhVqu1Wp9GTJ48mfHjx3PAAQe0uqbNmDGDT3ziE1x44YXMmTOHSy+9lLPOOouOjo4xrUDveMc7yPOcOXPmjDnmBz7wAU4++WQuuOAC5syZwy9+8Qsuvvhi9t9//43SdeSRR3Luuedy5ZVXcvTRR3PllVfyxS9+kaOPPvplnddRRx3Fxz72Mc4//3zmzZtHkiTMnDmz1TXw4IMPZu+99+a4444bM+X6yzV9+nR23HHHMetxbQtPPvkk1WqVQw45ZJu+j+d5nvfShN0aqxR6nud53uvcfffdx+TJk8e0ZM2ZM4cPfehDHHfccVvlPX7wgx9w//33873vfW+rHG9TvvWtb7F27dpWC6DneZ732vEtU57ned7/CXfddRcf/ehHeeSRR3j++ee59NJLWbVq1UbrQv0t3ve+9/Hoo4/y/PPPb7VjjtZoNLj11ls55ZRTtsnxPc/zvFfGt0x5nud5/ydUq1W+/OUvc/fdd1Ov19l777359Kc/zX777bdV3+eOO+7gl7/8Jd/85je36nHBtXxVq9Uxsyx6nud5rx0fTHme53me53me520B383P8zzP8zzP8zxvC/hgyvM8z/M8z/M8bwv4YMrzPM/zPM/zPG8L+GDK8zzP8zzP8zxvC/hgyvM8z/M8z/M8bwv4YMrzPM/zPM/zPG8L/P8/PsQRDY1MKQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -327,6 +151,54 @@ "_ = cc.plot_calibrated_spectra()" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "lux 20.772089\n", + "Name: (0, 5), dtype: float64" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lx = 0\n", + "for led, setting in enumerate([5, 10, 0, 0, 0, 0, 39, 2, 0, 0]):\n", + " lx += cc.lux.loc[(led, setting)]\n", + "lx" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "lux 13.892769\n", + "Name: (0, 3), dtype: float64" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lx = 0\n", + "for led, setting in enumerate([3, 7, 0, 0, 0, 0, 26, 1, 0, 0]):\n", + " lx += cc.lux.loc[(led, setting)]\n", + "lx" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -336,7 +208,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -406,7 +278,7 @@ " array([0.419022 , 0.10233208, 0.200328 , 0.0458547 , 0.02430788]))]" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -458,7 +330,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -500,36 +372,6 @@ "optimal_settings = settings.loc[best]" ] }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0 21\n", - "1 1317\n", - "2 83\n", - "3 0\n", - "4 0\n", - "5 0\n", - "6 796\n", - "7 67\n", - "8 0\n", - "9 0\n", - "Name: 0, dtype: int64" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "optimal_settings" - ] - }, { "cell_type": "code", "execution_count": 7, @@ -539,7 +381,7 @@ "from scipy.interpolate import interp1d\n", "\n", "class Problem:\n", - " def __init__(self, stlab_aopic, plr_3000_aopic, scalar=121):\n", + " def __init__(self, stlab_aopic, plr_3000_aopic, scalar=180):\n", " self.stlab_aopic = stlab_aopic\n", " self.plr_3000_aopic = plr_3000_aopic\n", " self.scalar = scalar\n", @@ -559,8 +401,7 @@ " #'(lsmri_current - lmsri_desired).^2'\n", " smlri_current = self.smlri_calculator(x0)\n", " smlri_desired = self.plr_3000_aopic*(self.scalar/180)\n", - " return -(smlri_current-smlri_desired).to_numpy() \n", - " \n" + " return -(smlri_current-smlri_desired).to_numpy() \n" ] }, { @@ -571,30 +412,53 @@ { "data": { "text/plain": [ - "" + "\u001b[0;31mSignature:\u001b[0m \u001b[0mcc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptimise\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mintensities\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mSource:\u001b[0m \n", + " \u001b[0;32mdef\u001b[0m \u001b[0moptimise\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mled\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mintensities\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;34m'''Optimise a stimulus profile by applying the curve parameters. \u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Parameters\u001b[0m\n", + "\u001b[0;34m ----------\u001b[0m\n", + "\u001b[0;34m led : int\u001b[0m\n", + "\u001b[0;34m LED being optimised.\u001b[0m\n", + "\u001b[0;34m intensities : np.array\u001b[0m\n", + "\u001b[0;34m Array of intensity values to optimise for specified LED.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m Returns\u001b[0m\n", + "\u001b[0;34m -------\u001b[0m\n", + "\u001b[0;34m np.array\u001b[0m\n", + "\u001b[0;34m Optimised intensity values.\u001b[0m\n", + "\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m '''\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurveparams\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'No parameters yet. Run .optimise(...) first...'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mparams\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcurveparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mled\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0mintensities\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mintensities\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m4095\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mbeta\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mppf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mintensities\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mparams\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m4095\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", + "\u001b[0;34m\u001b[0m \u001b[0;34m'int'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFile:\u001b[0m ~/Projects/PyPlr/pyplr/calibrate.py\n", + "\u001b[0;31mType:\u001b[0m method\n" ] }, - "execution_count": 8, "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, "output_type": "display_data" } ], + "source": [ + "cc.optimise??" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], "source": [ "from scipy.optimize import minimize, Bounds, NonlinearConstraint\n", "from pyplr.CIE import get_CIES026\n", "\n", + "pal = sns.cubehelix_palette(n_colors=16, as_cmap=False)\n", + "\n", "\n", "# random start (or can use best guess)\n", "x0 = optimal_settings.to_numpy()/4095\n", @@ -604,13 +468,13 @@ "sss.fillna(0, inplace=True)\n", "aopic = cc.data.dot(sss)\n", "\n", - "new = {180: optimal_settings.to_list(),\n", + "new = {180: [],\n", " 121: [],\n", " 50: [],\n", - " 21: [],\n", - " 1: []}\n", + " 10: [],\n", + " 1.5: []}\n", "\n", - "for s in [121, 50, 21, 1]:\n", + "for s in [180, 121, 50, 10, 1.5]:\n", " # class to encapsulate the problem with the aopic data\n", " p = Problem(stlab_aopic=aopic, \n", " plr_3000_aopic=plr_3k_ao.loc[180], \n", @@ -618,46 +482,49 @@ "\n", " # define constraints and bounds\n", " bounds = Bounds(np.ones((10))*0, np.ones((10))*1)\n", - "\n", + " \n", + " # \n", " res = minimize(lambda x: sum(pow(p.objective_function(x), 2)), \n", " x0,\n", " method='SLSQP',\n", - " bounds=bounds)\n", + " bounds=bounds,\n", + " options={'maxiter': 1000})\n", " \n", " # add solution to dict\n", " new[s] = list((res.x*4095).astype('int'))\n", "\n", "# plot results\n", - "fig, ax = plt.subplots()\n", + "spec_dict = {}\n", + "ao_df = pd.DataFrame()\n", "for k in new.keys():\n", " spec = cc.predict_spd(new[k]).to_numpy()[0]\n", - " ax.plot(spec, label=k)\n", + " spec_dict[k] = spec\n", + " ao = cc.predict_aopic(new[k])\n", + " ao.index = [k]\n", + " ao_df = ao_df.append(ao)\n", " \n", - "ax.legend()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "- " + "spec_df = pd.DataFrame(spec_dict).T\n", + "spec_df.columns = pd.Int64Index(range(380,781,1))\n", + "spec_df = (spec_df.reset_index()\n", + " .rename(columns={'index':'uW'})\n", + " .melt(id_vars='uW', var_name='Wavelength (nm)', value_name='irad')\n", + " .sort_values(['uW', 'Wavelength (nm)']))\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -675,7 +542,7 @@ " p.plot(lw=.2)\n", "ax.set_xlabel('Wavelength (nm)')\n", "ax.set_ylabel('SPD (W/m$^2$/nm)')\n", - "fig.savefig('../img/PLR-3000-STLAB-stimuli.tiff', dpi=300, bbox_inches='tight')" + "fig.savefig('../img/PLR-3000-STLAB-stimuli.tiff', dpi=600, bbox_inches='tight')" ] }, { @@ -687,7 +554,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -697,8 +564,8 @@ "\"PLR-3000-180-mw.dsf\" saved in the current working directory.\n", "\"PLR-3000-121-mw.dsf\" saved in the current working directory.\n", "\"PLR-3000-50-mw.dsf\" saved in the current working directory.\n", - "\"PLR-3000-21-mw.dsf\" saved in the current working directory.\n", - "\"PLR-3000-1-mw.dsf\" saved in the current working directory.\n" + "\"PLR-3000-10-mw.dsf\" saved in the current working directory.\n", + "\"PLR-3000-1.5-mw.dsf\" saved in the current working directory.\n" ] } ], @@ -713,22 +580,179 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{180: [0, 1176, 18, 0, 0, 0, 855, 225, 0, 0],\n", + " 121: [0, 748, 38, 0, 0, 0, 587, 214, 0, 0],\n", + " 50: [176, 184, 80, 0, 0, 0, 308, 122, 0, 0],\n", + " 10: [0, 60, 52, 0, 0, 0, 87, 154, 0, 0],\n", + " 1.5: [5, 10, 0, 0, 0, 0, 39, 2, 0, 0]}" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "new" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA08AAANPCAYAAAACPuQaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzdeVyU1f7A8c/MMMM2wLCDK4K54QKKigtqLuWSS9p2c0lTc9e6mqZ5tUUtS7M0c8HM+9MscynNyqXU8paSW7mLgprIIgLDzDAMM8zM7w9kcgIFFBjQ8369fL2aZznPmUd7znyfc873SKxWqxVBEARBEARBEAThrqSOroAgCIIgCIIgCEJ1IIInQRAEQRAEQRCEUhDBkyAIgiAIgiAIQimI4EkQBEEQBEEQBKEURPAkCIIgCIIgCIJQCiJ4EgRBEARBEARBKAURPAmCIAiCIAiCIJSCCJ4EQRAEQRAEQRBKQQRPgnCfunbtSsOGDW1/mjRpQqdOnXj33XfJyclh27ZttG3b9o7nb9u2ze78hg0b0rRpUzp37sw777xDfn7+Xa//888/M2DAAJo3b07Pnj35+uuv7fanpqby0ksvERkZSbdu3fjmm2/Kdb8gCIIglMaaNWvo27evo6shCPfFydEVEIQHwb///W8GDhwIgMViISEhgVdffRWtVkurVq1KPF+lUrFz507bZ4PBwOHDh3nzzTfx9vZm7NixxZ536dIlJk6cyJQpU3j88cc5evQos2fPJigoiHbt2gEwYcIEAgIC+Oqrrzh+/DizZ8+mZs2atG7dulz2C4IgCNXfxIkT2bt3LwASiQR/f3+eeOIJpk2bhkwmK5cyzp49S5MmTSrsOwhCZRDBkyCUA3d3d/z9/W2fAwMDGTZsGLGxsaUKngC78wFq167NH3/8we7du+8YPKWkpPDss88yatQo2zn/93//x++//067du04cuQI58+fZ82aNXh7e/PII4/wxx9/sH79elq3bn3f+wVBEIQHw+nTpxk8eDDjxo0jPz+f3bt3884771C3bl2ee+65cinjzJkz/Otf/7rj+SaTCblcXl5fSRAqhBi2JwgVxMnJCYVCcV9lKBQKpNI7/28aExPD7NmzATCbzezZs4fExESio6MBOHHiBI888gje3t62c6Kiojhx4kS57BcEQRCqv4yMDFJSUoiMjMTf35/g4GCGDx+Ov78/Z86c4bHHHuPDDz+0Oyc7O5t27dqxbdu2UpWRk5PD1atXCQ8PB0Cn09GoUSO2bt3K2LFjiYiIYPHixZX91QWhzETPkyCUM4vFwunTp9mwYQPdu3e/5zIOHTrEjh07GDduXInH37hxg0cffZT8/HyeffZZ2xyrtLQ0AgIC7I718/Pjxo0bWK3W+94vkUju6fsJgiAIVcfp06cB7IbU5ebmolar8fHxITIyklOnTtmds3TpUmrXrs2TTz5ZqjLOnTsHQOPGjQE4d+4cVquV1atXM2XKFF5//fX7fuEoCJVBBE+CUA7effdd2xszo9GIRCKha9euTJs2jR9//LHE89VqNZGRkbbPeXl5BAQEMGrUKF588cUSz3d3d2fz5s3Ex8fz9ttvExgYyIQJE8jNzcXZ2dnu2MLGyWg03vf+f+4TBEEQqp9Tp07h5uZGvXr1ALh58ybvvPMOTk5ODBw4kEOHDvHBBx/YXpqdP3+eTZs2sXHjRttLtJLK+Pnnn6lTpw5KpRKAM2fOIJPJWLRoEc2aNXPMFxeEeyCCJ0EoB2PGjKFfv34AyOVy/Pz8yvQGzcvLi82bNwOQmJjIm2++Sbt27XjppZdsw/bmzJnDt99+azsnNjaWqKgooCB4atKkCU2aNCE9PZ01a9YwYcIEXFxcyMjIsLuW0WhEKpXi7Ox83/sFQRCE6u/06dPk5ubSqlUrLBYL+fn5REVFsWHDBurWrUteXh7Z2dlcuXKFevXqMX/+fPr160fz5s1LXcbZs2dtvU5Q0PPUqlUrETgJ1Y4IngShHHh7e1O3bt17Pl8ikdjOr1u3LkFBQTz99NOoVCpmzJgBwJQpUxg5cqTtnMDAQM6fP49Op7MFUQANGjRAq9ViNpsJCgrijz/+sLtWenq6bSje/e4XBEEQqr/Tp08zaNAgXnrpJeRyOQEBATg5/f0T8ZFHHsHDw4OTJ09y5swZzp07V2QOVEllnDlzxi5N+dmzZ+nZs2eFfzdBKG8iYYQgVEGNGzdmzJgxrFu3jpMnTwLg6+tL3bp1bX9cXFzYtWsXr7/+OhaLxXbuqVOnqFevHjKZjIiICOLj48nOzrbtP3bsmG2I4P3uFwRBEKq3tLQ00tPTad++PXXr1qVGjRp2QQ8UvOBr0aIFhw8f5r333mPixIn4+vqWuoy8vDwSExNtPU+Fn5s2bVo5X1IQypEIngShEuTn5/PLL78U+XM3Y8aMoXbt2rzxxht2wdHtBg0axI0bN3j33Xe5cuUK33zzDZ9++ikTJ04ECjLj1a9fn1dffZX4+Hi++uorvv32W4YOHVou+wVBEITqrTDRw+1D8IoTGRnJ119/jYeHB0OGDClTGRcuXCA/P9+Wae+fnwWhOhHD9gShEuh0OkaPHl1k+4ULF+54jkKhYM6cOYwcOZIvvviCwYMHFzmmdu3arF27loULF7Jp0yb8/f2ZNWsWvXr1AkAqlfLxxx/zn//8h6eeeoqAgAAWLFhgW3vqfvcLgiAI1dvp06fx8fGhdu3adz0uPDwcq9XK66+/XqRnqqQyzp49S2BgID4+PrbPAQEB+Pn5lc+XEIRKJLFarVZHV0IQBEEQBEGouiZPnozVamXZsmWOroogOJToeRIEQRAEQRCKMJvNqNVqdu7cyW+//WaX8VUQHlZVfs7ThQsXeO6554iIiKBnz578/PPPdz3+2rVrtG7dmszMTNs2s9nM4sWL6dSpE1FRUQwdOpTz589XdNUFQRCEB4hoj4SHze+//06HDh3YuHEjS5cuJTg42NFVEgSHq9LBk9FoZNy4cTz++OMcOXKEV199lZdffpnr168Xe/yhQ4cYPHgwGo3GbvvatWv5+eef+fLLLzl8+DBt27blpZdewmQyVcbXEARBEKo50R4JD6N27dpx/vx5du/eTfv27R1dHUGoEqp08BQXF4fBYGD48OHI5XK6detGmzZtiu023rx5M3PnzrVlGbudTqdj/PjxttSZw4cPJy0tjaSkpMr4GoIgCEI1J9ojQRAEAar4nKeEhATCwsKQSCS2baGhoVy8eLHIsV26dGHgwIGkpKQU2ffKK6/Yff7xxx/x8PCgVq1a5V9pQRAE4YEj2iNBEAQBqnjwpNfrcXFxsdvm4uJCbm5ukWP9/f1LVebhw4d56623mDt3LnK5vMTjjx07VrrKCoIgCMV6EFLbi/ZIEASh+iuP9qhKB09ubm4YDAa7bQaDATc3t3sq76uvvuKdd95h7ty59O/fv9TnOarhP3funG01bqFk4n6VnbhnZSPuV9k9KD/4RXsk/u2XhbhfZSfuWdmJe1Y25dUeVek5T2FhYVy+fNluW2JiIvXr1y9TOVarlQULFrBkyRJiY2MZMGBAOdZSEARBeNCJ9kgQBEGAKh48tW3bFplMxurVqzEajezbt4+4uDj69OlTpnJWr17Nd999x1dffUVUVFQF1VYQBEF4UIn2SBAEQYAqHjwpFApiY2M5cOAA0dHRvP/++yxZsoTatWuzY8cOIiMjSyzDarUSGxuLWq2mX79+REZG2v6cPXu2Er6FIAiCUN2J9kgQBEGAKj7nCaBBgwZs3LixyPZ+/frRr1+/Ittr1arFhQsXbJ8lEglHjx6t0DoKgiAIDz7RHgmCIAhVuudJEARBEARBEAShqqjyPU+CIAiVxWKxkJycjMlkKna/1WotkjTgYSeXy6lRowZSqXgXJwgPC6vVilqtRq1Wl2uZ4vlaNuKe2aus9kgET4IgCLckJyfj6emJp6dnsftzc3NxdXWt5FpVbRqNhuTkZLHIq1Bpls9aTXibxnQZEOPoqjy0UlNTkUgk1K1bt9x+qIrna9mJe2avstoj8apQEAThFpPJdMfASSiep6fnHXvqBKG85eYYOHbgD777v92OrspDLTc3l8DAQNHjLFQpldUeiX/1giAIgiBUCyd/Ow2Ap7eHg2vycJNIJEgkEkdXQxAcQgRPgiAIgiBUC1fj/0LhoiAt6QZWq9XR1REE4SEkgidBEIT7MGbMGCZMmGC37dq1azRs2JDnnnvObntGRgYNGzbk4MGD5V6PvXv3kpKSUuznuLg4GjZsSE5OTrlfVxAqU9YNNeGtG6HX5qLJ0jq6OoIgVJKsrCwAli1bRk5OjkOHi4vgSSiR1WrlwI+/os7KdnRVBKHKad26NX/++afdtt9++42AgABOnTqFTqezbT9x4gRyuZyoqKhyrcP169eZOHEiWq222M+RkZH873//w83NrVyvKwiVLStdTf1mobi6u/DL9l8dXR1BECrJ6dOnWb58OceOHWP9+vUYDAaH1UUET0KJ/rt6E5NHzmLbl985uiqCUOW0adOG9PR0kpOTbdt+++03Bg4ciKenJ0eOHLFtP378OM2bNy/37Ej/HL70z88KhQJ/f38xR0Go9rJuqPEJ9GH4zCF8s2YneQajo6skPGQMBgPp6emOroZNVatPZXB0WyaCJ6FEfxw7BcDF84kOrokgVL6kpCQaNmxIfHy8bdu2bdto27YtAOHh4bi7u9t6n6xWK4cPH6Z9+/a0adOGQ4cO2c47ceIE0dHRxV5Hp9MxdepU2rZtS0REBCNHjuTKlSu2/X/++SfPPfcczZo147HHHiM2NhaLxQJAt27dAOjbty/Lli0r8vmfw/YaNmzItm3bGDhwIM2aNaNfv36cOHHCdq3r168zcuRIIiIieOyxx9i0aRMNGza831spCPfFarWSla7GO0BFg4j6WK1WdGpdyScKQjl6/vnnOXbs2F2PKWw3MjMzy+WaY8aMYdmyZfdcn5KcPHmSNm3a3PWYr776ivDwcCIjI21/vv766zJdZ8yYMbz99tt222bOnEnDhg05c+aMbZtOpyM8PJyTJ0/atjVt2pQJEybQqlUrBg8ejIuLS5muXZ5E8CSUKOX6DZo0a8j5MxcdXRVBqHJkMhmtWrWyBU/nzp3DYDAQGRlJdHS0LXgyGo2cOXPmjsHTRx99RGJiIv/973/5+uuvkclkzJo1CyiYKzVy5Ei6dOnCzp07ef3119m4cSNr1qwBYPPmzQCsX7+eF198scjn4ixdupQpU6awfft2lEolc+fOBSA/P58xY8YglUr56quveO211/joo4/K6W4Jwr3TqnXkm/Lx9lfh7ukOgC5bzOMTKld5LgxcHu63Pt9//z0vvvhiiXOITp8+zahRozhx4oTtz5NPPlmma3Xs2NFuNIbVauXnn38mIiKC/fv327YfPXoUT09PmjVrZtvm7e0NwKRJk1Aqlcjl8jJduzyJ4EkoUWpyGl16tOdywl8YDHmOro4gVDlt2rSxBU+//fYbrVq1QqFQEB0dTXx8PBkZGZw5cwaJREJERESxZSQlJeHq6krNmjWpV68eb7/9NtOmTQPg888/p3nz5owdO5a6devSuXNn/v3vf7N27VoAfHx8AFCpVLi7uxf5XJznn3+ezp07ExoaysiRI7lw4QJGo5HDhw9z5coVFi5cSIMGDejatSuTJk0qz9slCPck64YaAJWfF05OMlyVruiyRc+TULKkpCQiIyPZsGEDHTp0oE2bNqxbt47PP/+cjh070qZNG9vzFGDXrl0MGjSINm3aEBUVxfTp0zGZTIwdO5bk5GSmT5/OypUrATh27BjPPPMMkZGRPP7443z//fe2cr788kt69OhBZGQkr732ml2AcunSJYYPH07r1q3p2bMn27dvt+2Li4ujX79+REREMHHiRLu5s7ebPHlykfqcPXuWF154gaioKHr06MHatWvvmJlyyZIlrFmzhvHjx5d4D8+cOUPjxo1LPK64XrehQ4fy6aefEhMTw8WLF9FoNEBBj5ebmxtDhgyxC54OHz5MTEyMw4fn3YkInoS7ys01kJWZTccubZFIJFy6IIbuCcI/tWnThrNnz5Kfn8+hQ4dsvUv16tUjMDCQo0ePcuLECSIjI1EoFMWW8eKLLxIfH0+7du0YMWIEe/bsoUGDBkBBIxsXF2c3XGL27NlkZWXZMhCVVUhIiO2/lUolUNDrdOHCBWrWrGkLwKAg4YQgOFp2RjZKL3fkioI3zkpPd9HzJJSaXq8nPj6e/fv3M2fOHN577z1Onz7Nvn37eOedd1i0aBFarZakpCRmzJjBrFmz+P3339m6dSs///wze/fuZeXKldSoUYP33nuPsWPHkpGRwUsvvUT//v05cuQI8+bNY+bMmZjNZqAg8+q3337Ljh07+Omnn9i9u2Bx55ycHEaMGEHHjh357bffeO+991i4cCG///47mZmZjBs3jqFDh3L06FF69+7N0aNHi/1OS5cutatPZmYmL7zwAu3bt+e3337jk08+YcOGDXz++efFnv/888+zbds2wsPD73rvTCYT8fHxbNu2jY4dO9KjRw9Wr15d5uUCQkJCqFGjhu377Nu3jy5dutCxY0fOnz9vm7sVFxdH586dy1R2ZRLBk3BXqck3AAgJrUNIWB3On73k4BoJQuUq7s1XYcNYKDw8HJlMxtmzZzl27Jjd0Ly2bdty7Ngx/vjjjzsO2YOCrH0HDhzgvffeIzAwkGXLlvHss89iMBjIz8/nscce45tvvrH92bFjB3v27MHD494WCy1uyIPVasXJyUmsnyNUSZosLZ4+nrbPSpVS9DwJZTJ8+HDbqACz2cywYcNQKBTExMRgNptJS0sjICCAnTt30qpVK9RqNRkZGahUKtLS0oqUd+DAAfz9/Rk8eDBOTk60bt2ajRs3kpubCxTM8XFxcaF27do0a9aMv/76C4Cff/4ZNzc3Ro0ahVwup3nz5gwaNIhNmzaxf/9+AgMDefrpp3FycqJ3794lzkcqtG/fPry9vRkzZgwKhYJHHnmE0aNHs3Xr1mKPDwwMLFW5mZmZNG/enIEDB7Jv3z4++ugjNm7cyIYNG0p1/u1iYmJsQ/cOHDhAly5d8Pb2plmzZhw4cAC1Ws3Fixfp2LFjmcuuLE6OroBQtaUmp+HhqUTp4U7j8PpcOCOCJ+HhUhhk3L5G0rVr1+yOcXJyomXLlmzZsgW5XG73Fi86OpodO3Zw+fLlO84/Ali3bh316tWjd+/e9O7dmytXrvD4449z4cIFwsLCOHjwIHXr1rUd/+OPP7Jr1y7ee++9IgHe/Qx1aNCgAcnJyWRmZtp6n06dOnXP5QlCedFmafH0Vto+K71Ez1NVYzHnw61ENmVlzTdhMclKd7BUilRW9p+wKpXq1ukFfQeFL58KP1ssFuRyOVu3bmXLli24uLjQpEkTTCaTLUHP7TIyMggODrbbFh4eTlJSEgCenn8H+3K53Pbi7fr16yQlJdktW2E2mwkPDyc9PZ2goCC7MmvWrFmq75eRkUGNGjWKnHt7Nth7ERgYaNd71aRJE4YOHcqePXsYOnRomcrq2LEjK1euJCUlhb/++ssWGHbp0oVDhw6hUqlo3rw5Xl5e91XniiSCJ+GuUq7fIKhGAAANmzzCT7t+cXCNBKFy+fn5ERwczGeffcbEiRO5evUq27ZtK3JcmzZtWLFiBe3bt0cm+/sHQHR0NG+//TZSqZSmTZve8TppaWls2LABNzc3goKC2LZtG0qlknr16jF48GDWr1/PvHnzeP7550lOTmbu3Lk89thjSKVS2/pN586dIzg4uMjnsoiOjiY0NJSZM2cydepU0tLSRMIIoUrQZGnx8P67p7UgeBI9T1WF1Wol+9wprBZzyQffQWlX7pFIZajCIypkTszOnTvZvn07W7dutfXM9O3bt9hjAwMDSU1Ntdv23//+l5YtW971GgEBATRq1MiuR+jGjRtIJBL+97//FQl20tLSShVABQcHc/36dbtt165dw9/fv8Rz7+bChQvs3buXiRMn2rbl5eUVOwy9sP27fYTG7UktoqOjmTZtGnv37qVdu3a2Mrp06cLnn3+Ot7d3lR6yB2LYnlCClOQ0gmsUPDxCH6nL5YS/HFwjQahcUqmUd955h4SEBAYOHMi6det45ZVXihzXpk0b9Hp9kaF5NWvWxM/Pj9atW+PkdOf3VS+//DIxMTG88sor9O7dm0OHDrFq1So8PT0JCgpizZo1nD59mv79+/Paa6/Rr18/Zs6cCRRkIXr66aeZPXs2S5cuLfK5LCQSCcuXL8dgMDBo0CDmzZvH008/7dDMRoIAoMnU4ul927A9L6XoeapCJBIJXo2boWrc/J7+uNRrUOpjvRo3q7BkAjqdDplMhkKhwGQysX79euLj48nPzwcKepAKEzh07tyZzMxMvvzyS8xmM7///jtLly4tcTh1ly5dSE5OZvPmzeTn53Pt2jWGDh3KF198waOPPoparea///0v+fn5/Pjjjxw+fPiOZd1eny5dupCTk8OqVaswGo1cvHiRTz/9lP79+9/XPXF3d2f16tVs3boVi8XCyZMn2bBhA0899VSRY319ffHw8OC77wrWBt21axcJCQm2/UqlkmbNmrFu3ToeffRR2/ZGjRohlUr58ccfq3zwJHqehLtKTU6z9Tz5+nmjydaSn59/1x+BgvCgadeuHd999x25ubm2BW4HDRpkd0xERAQXLlwo9vwff/yxxGs4Ozszd+5cW8rwf4qKiuLLL7+84/nz5s1j3rx5d/x8e93+Wc+2bdvatmVkZNhSphf64YcfSj02XhAqiiZLS1Cdv/8dKr3cSU68v+FIQvmSypyglCPv/kmSb0YqLz6hTmUaOHAgcXFxdOvWDWdnZ1q2bEnfvn1tAcDAgQOZN28eV69eZerUqcTGxrJgwQLef/99AgMDef/990v8jeTl5cXatWtZsGAB7733Hs7OzvTt25fx48fj5OTE6tWrefPNN/nggw+IjIykU6dOd63v7fVZs2YN77zzDrGxsbi7u/Pss88ycuTIMt+HUaNGUaNGDd566y1q1arFJ598wgcffMC8efPw9vZmwoQJ9OrVq8h5CoWCN954g2XLlrFs2TK6dOlCjx497I6JiYlh8eLFRb5X586dOXDgAI0aNSpzfSuTxCpmBt/VsWPHaNWqlUOufe7cuVKlhaxIo/71Cu1iohg5fjAp19N4vP0zHDi+HR9flUPrVZyqcL+qG3HP7F2+fJl69erdcf/twdODKjMz05YKvUePHqSlpTFnzhy6du3K1KlTiz3nbvfNkc/QB83D3h698cICujzZiS4DCiaS7//6F37Z8StzP5vp0HoVpyrcr4pU0rPyXjwMz9fyJu5ZUZXRHolhe8Jd3d7zpPIpmLyXlaF2YI0EQahIPj4+fPTRR3zzzTf07t2bl19+mUcffZTJkyc7umrCQy47S4uXz9/DoVzdXcnVlXaWjCAIQvkQY6+EO7JYLKSmpBNcs2CYhKurCy4uzmRlZTu4ZoIgVKSuXbvStWtXR1dDEGwsFgu6fySMcFO6os/JdWCtBEF4GImeJ+GOsjLUGPOMtoQRUND7pM4UwZMgCIJQefS6XMxmC563B08eruRq9WJdMkEQKpUInoQ7SklOQyqV4h/oa9um8vZCnaV2XKUEQRCEh44mUwNg1/Pk6u6K2WzBmGdyVLUEQXgIVfng6cKFCzz33HNERETQs2dPfv7557sef+3aNVq3bk1mZqZtm9Vq5aOPPqJ9+/a0atWKGTNmoNfrK7rq1V7K9RsEBPnZZY3x9vEiS/Q8CYLwEBLtkeNos7QonOW4uDnbtrl5FKxnlqsTQ/cEQag8VTp4MhqNjBs3jscff5wjR47w6quv8vLLLxdZAKzQoUOHGDx4MBqNxm77pk2b2LVrF1u3bmXfvn3cvHmThQsXVsZXqNZSb1vjqZC3j0oET4IgPHREe+RYmiwdHt4edmv7uLq7AKDXieBTEITKU6WDp7i4OAwGA8OHD0cul9OtWzfatGnDt99+W+TYzZs3M3fuXLvVjwt9/fXXDBkyhODgYLy8vHj55ZfZvn07JpPo6r+blOQbtkx7hVQ+XiLbniAIDx3RHjmWJktrN98JwNnVGalMKjLuCYJQqap08JSQkEBYWJjdm6bQ0FAuXrxY5NguXbrwww8/0L59+2LLqV+/vl0Zubm5d3xjKBRIuZ5my7RXyEvliSZb66AaCYIgOIZojxxLk6mxm+8EIJFIcHV3FT1PgiBUqiqdqlyv1+Pi4mK3zcXFhdzcouOb/f3971rO7YuIFf53ceUU59y5c6U6rrwZDAaHXRvgcsJV6obVsKuDPldHWtoNh9brThx9v6ojcc/sWa3Wuz4XStpfVZw6dYoJEybwyy+/VMr1cnNzH/h/R6I9cuyz4q/Ea1illiJ1cFLIuHThEk5eVetdsKPvV0WriGdhdXm+ViXinhVVGe1RlQ6e3NzcMBjsu+MNBgNubm5lKsfV1dWunMJ/aKUtx1GrhDt6hXKNWkuLiGZ2dbh49ioHf/y9Sq6c7uj7VR2Je2bv8uXLd12tvTqs5v79998zZ84czGZzpdXV1dX1riu6PwhEe+TYZ8VP/ELNejWK1MHLxwtvL98q9xxz9P2qaCU9K+9FdXi+VjXinhVVGe1R1XpV8w9hYWFcvnzZbltiYqLdkIfSqF+/PomJiXZluLq6UrNmzXKp54PIarWizsrGx1dlt93D0wOtRueYSgmCcFdLlixhzZo1jB8/3tFVeeCI9sixNFk6PFQeRba7KV3IFcP2hEp07do1R1fBTlWrz8OgSgdPbdu2RSaTsXr1aoxGI/v27SMuLo4+ffqUqZx+/frx2Wefce3aNbKzs/nwww954okn7FJwC/a0Gh35+WZUPiq77R6eShE8CQ81izkfi8lYOX/M+WWq2/PPP8+2bdsIDw+voG//8BLtkWPlaHJQerkX2e6qdEMvUpULlWTDhg3Mnz+/xOO2bdvGE088US7XPHXqFA0bNix23/nz5xk0aNB9lW+xWJg4cSKffvqp3fa4uDj69etHREQEAwcO5OTJk2Uu+9NPP6Vv375227755hsaNmzIZ599Zrf96aefJjY2tuxfwAGq9NNaoVAQGxvLG2+8wcqVKwkMDGTJkiXUrl2bHTt2MHfuXE6cOFFiOf/617/IzMxk8ODB5Obm0qVLF2bNmlUJ36D6KkxH7u3jZbfd00uJwZCHMc+IwlnhiKoJgsNYrVayz53CajFXyvUkUhmq8Ai7JAV3ExgYWPJBwj0R7ZFj6XW5uCmLDk9yU7qK4EmoNFlZWVitVkdXw0ar1d5Xps6bN28yZ84cfvrpJyIjI23bMzMzGT9+PPPmzaN79+5s3bqVMWPGsHfvXpRKZanL79ixI++//z5qtRqVSgXAvn37iIiIYP/+/YwYMQIAnU7HmTNnShWYVgVVOngCaNCgARs3biyyvV+/fvTr16/I9lq1anHhwgW7bVKplEmTJjFp0qQKq+eDRp2pxslJhoen/f8knp4Fwya0Gh2+/j6OqJogOIxEIsGrcTOwWCrnglJpqQMnoeKJ9shx9Bq9bVHc27m6u6DLznFAjYTqIikpib59+zJ16lRWrFiByWRi/PjxyOVyVqxYgdFoZOzYsbz44osA7Nq1i9jYWK5du4bFYqFr167Mnz+fvXv3smrVKiwWC3369OG7774jISGBt956i1OnTuHp6cmoUaMYMmQIULA23FtvvcXu3buxWq289NJLDB8+HIDU1FTefvttjh49ilKpZPDgwYwYMQKJRILRaGTBggXs3LkTNzc3BgwYUOz3SktLY+LEieTl5REZGcl3332HSqXigw8+YNeuXeTn5xMdHc2sWbMICAgocr5Wq+WJJ57g2WeftVvIG2DPnj3Uq1ePXr16AfDcc8+xYcMG9u/fX6QnKS4ujrFjx9q9POratSvTp0+nZ8+eBAQEcPToUbp3747JZOLXX39lzZo1DB06FK1Wi4eHB7///juBgYE0aNDgnv6OK1uVD54Ex8jMzEbl7VXkh1thMKURwZPwkJLKnEDm6FoIwsPDlGfCZDTh5lFMz5OHGzeu33RArYTimI1GrPn31jNvNhjIL2WnjsRJhkxR+tEver2e+Ph49u/fz549e5g+fTr9+/dn3759HDx4kEmTJvH000+TnZ3NjBkzWLt2La1ateLq1as888wz7N27l969e5OQkMDp06dZtWoVRqOR0aNH07t3b2JjY/nrr78YPHiwbR7k1atXGTlyJLNnz+ann35i0qRJ9OrVCz8/P8aOHUtUVBS//PILKSkpjBkzBm9vb5588kmWLVvGn3/+yQ8//IBMJit2vTgoGGnw8ccfM2XKFFvgMm3aNJKSkti6dStKpZJ58+YxYcIENm3ahFRqP1PHxcWF77//Hh8fH4YOHWq3759LKkDBsgqXLl0q9T0v1KFDB1vwdOTIEWrUqEFkZCRhYWEcPHiQ3r17ExcXR0xMTJnLdhQRPAnFyspQ4/2PZBEAbu6uyGQysdaTIAiCUCkK13FyL7bnyZXcHDFsryqwWixc+eYHLKayzdW8F1K5E6FP9UUiLf3U/eHDh6NQKIiOjsZsNjNs2DAUCgUxMTGYzWbS0tKoU6cOO3fupHbt2qjVajIyMlCpVKSlpRUp7/jx46jVaqZMmYJcLqd+/fqsX78ePz8/kpOTCQgI4NlnnwWge/fuODk5ce3aNVJTU7ly5QqbN29GLpcTEhLCiBEj2LRpE08++SQ7d+7k1VdftS15MGXKFIYNG1bi98vLy2PXrl2sW7fONoR79uzZtG7dmvj4eBo1amR3vFwux8en+Jfgd1qaQa8ve3KWmJgY1qxZA8D+/ft59NFHgYL18Pbv30/v3r05fPgwU6ZMKXPZjiKCJ6FY6qxsvP+RLAIKhi2JpBGCIAhCZcnRFvxgK27YnpuHK7lizlOVIJFKCRnQ6557ngwGQ5Ef7He8lpOsTIETYJtzU9gD4+HhYffZYrEgl8vZunUrW7ZswcXFhSZNmmAymbAUM1Q7IyMDPz8/5HK5bdvtw868vP6eMy6RSJDL5ZjNZm7cuEFeXh7t2rWz7bdYLLb6paen281fLW0mzuzsbEwmE7Vq1bJtc3d3x9vbm5SUlCLB0924urqSk2M/HNZgMBAcHFzqMgq1b9+e6dOno9PpOHDgAO+++y4AnTt3ZvLkyWRmZnLlyhW7+1HVieBJKFZmhrpIsohCnl4ieBKEqqxt27alSl4gCNWBXpuLVCbF2dW5yD5Xd5EwoiqRKRRwj7mkZBJwcvCaRTt37mT79u1s3brVFsD8c45PocDAQNLT08nPz7dly/zmm2/w8/O76zUCAgJQqVQcOnTIti0rK8u2/ltAQADJycm0atUKoNher+L4+fmhUChISkoiKCgIKEjEkJWVVWKd/ql+/fp8/fXXdtsSExPp0aNHkWNlMhn5+X/3NlqtVrKzs22fVSoV4eHh7NixA41GQ0REBAARERGYTCa2bNlCVFRUtVqvqkqnKhccR51VMOepOB6eSjFsTxAEQagUem1Bsojikqe4KkXPk1B+dDodMpkMhUKByWRi/fr1xMfH24IDhUKBTlfw8rh58+YEBASwbNkyjEYjFy9eZOHChXY9UcVp0aIF3t7efPzxxxiNRltmuw8//BCAgQMHsmrVKpKTk1Gr1SxduvSOZRXWMy8vD6lUyoABA1i0aBFpaWnk5OQwf/58QkNDadq0aZnuQ/fu3bl48SLbt2/HZDLx5Zdfkp6ebhtyd7vatWuTn5/P3r17sVgs/Pe//y3Sa9WxY0fWrFlDTEwMMlnBpGGpVEpMTAyff/45nTp1KlP9HE0ET0KxstUaVN6exe4Tw/YEQRCEynKnNOVQkKo8N8eAxVxJGTCFB9rAgQNp2rQp3bp1o1OnThw+fJi+ffuSkJAAFMzTuXbtGp06dUKhULBy5UpOnz5Nhw4dGDNmDP/+979p27btXa8hl8tZtWoVp0+fplOnTvTq1YuQkBDmzJkDwNixY4mJiWHAgAH06dOHli1b3rGsBg0aEB4eTnR0NOfPn+e1114jPDycp556ik6dOqHRaIiNjS1z1lY/Pz9Wr17NunXraNOmDV999RWrVq0qNk15YGAgM2bMYMGCBbRr146kpKQidY6JieH69et06dLFbnuXLl1ITU2lc+fOZaqfo0msVSlhfRV07NgxW9dpZTt37hyNGzd2yLVfeGoi3Xt2YuioZ4rsmzZ+LjVrB/PKzLEOqNmdOfJ+VVfintm7fPky9erVu+P+3NzcajW0oLLc7b458hn6oHlY26Oftv7Mb98f5j+fziiyL+3aDWY++wYf715U7JwoR3nQn60lPSvvhXi+lp24Z0VVRnskep6EYmmydXh6eRS7TwzbEwRBECrLndZ4goJhe4CY9yQIQqURwZNQLI1ac9fgSQzbEwRBECqDXqcvdo0nwDacTwRPgiBUFhE8CcXSZGvxuEPw5OnlIYInQRAEoVLkaPXFrvEE4CR3QuEsF0kjBEGoNCJ4EorIM+SRl2fE06voxEAQw/YEQRCEypOry8VVeef5TK5Kka5cEITKI4InoQhNdkGvkhi2JwiCIDhajubOPU9QsNaTIUcET4IgVA4RPAlFFPYq3Sl4EsP2BEEQhMpSuM7Tnbi6u5CbY6jEGgmC8DATwZNQhCZbi5PcCVdXl2L3Fwzb0yGy3AtC1XTy5EnatGlj+2w0Gpk7dy5t27albdu2vPPOO5jNZgfWUBBKT6/LvWPCCAAXETwJglCJRPAkFKHRaPH08rjjomqenkrMZjO5ejFMQhCqmu+//54XX3wRk8lk27Zs2TIuXbrE7t272b59O3FxcXz66acOrKUglN7dEkZAQc+TQS+CJ6FyXLt2zdFVsFPV6vMwEMGTUIQmW3vHIXvw93A+jRi6JwhVypIlS1izZg3jx4+32/7111/z0ksvoVKpCAoKYuzYsWzdutVBtRSE0rNYLBhyDLaU5MVxdXcVPU9CpdiwYQPz588v8bht27bxxBNPlMs1T506RcOGDYvdd/78eQYNGnTPZcfExBAREUFkZCSRkZE8/vjjtn1xcXH069ePiIgIBg4cyMmTJ8tc/qeffkrfvn3ttn3zzTc0bNiQzz77zG77008/TWxs7L19kUomgiehCE22Fk/P4jPtASg93G3HCcLDxpKfj9mYVyl/LPn5Zarb888/z7Zt2wgPD7dt02g0pKenExYWZtsWGhrK1atXMRqN5XZfBKEi5OoMWK1W3Dzv3PPk4uZCrkgYIVSCrKysKjVlQavV2o0yKIv09HQyMzOJi4vjxIkTnDhxgt27dwOQmZnJ+PHjGTduHEeOHOGZZ55hzJgx6HRle2nesWNHLl68iFqttm3bt28fERER7N+/37ZNp9Nx5swZOnfufE/fpbI5OboCQtWjydbdtefJ2cUZZ2eFSBohPHSsViuZJ45graT5QhKZDN+o6DsOof2nwMDAItv0ej0Arq5/v7l3dXXFarViMBhQKBTlU1lBqAA52oJ/v253S1Xu7kJmWmZlVUmoZpKSkujbty9Tp05lxYoVmEwmxo8fj1wuZ8WKFRiNRsaOHcuLL74IwK5du4iNjeXatWtYLBa6du3K/Pnz2bt3L6tWrcJisdCnTx++++47EhISeOuttzh16hSenp6MGjWKIUOGAAVzTd966y12796N1WrlpZdeYvjw4QCkpqby9ttvc/ToUZRKJYMHD2bEiBFIJBKMRiMLFixg586duLm5MWDAgGK/V1paGhMnTiQvL4/IyEi+++47VCoVH3zwAbt27SI/P5/o6GhmzZpFQEBAkfPPnDlDvXr1cHZ2LrJvz5491KtXj169egHw3HPPsWHDBvbv31+kJykuLo6xY8dy4sQJ27auXbsyffp0evbsSUBAAEePHqV79+6YTCZ+/fVX1qxZw9ChQ9FqtXh4ePD7778TGBhIgwYNyvz36wgieBKKKGnYHoiMe8LDSSKR4BPZGqulkoInqazUgdOdFAZNBsPfw5pycwve0ru53fkHqSBUBbm6wuDpbsP2RMKIqsKUm4fFVLYe80JGgwGpyVKqY6VyJ+SuRX/034leryc+Pp79+/ezZ88epk+fTv/+/dm3bx8HDx5k0qRJPP3002RnZzNjxgzWrl1Lq1atuHr1Ks888wx79+6ld+/eJCQkcPr0aVatWoXRaGT06NH07t2b2NhY/vrrLwYPHkz9+vUBuHr1KiNHjmT27Nn89NNPTJo0iV69euHn58fYsWOJioril19+ISUlhTFjxuDt7c2TTz7JsmXL+PPPP/nhhx+QyWRMnDix2O8UGBjIxx9/zJQpU2yBy7Rp00hKSmLr1q0olUrmzZvHhAkT2LRpE1Kp/WCzM2fOYDKZGDRoENevXyc8PJxZs2YRFhZGQkKC7XsUCg0N5dKlS6W+54U6dOhgC56OHDlCjRo1iIyMJCwsjIMHD9K7d2/i4uKIiYkpc9mOIoInoYjSBE9ioVzhYSV1cqI6PTq9vLzw9/cnMTGRmjVrApCYmEhISAhOTtXnewgPpxytHhc3F2ROsjse4+LuQq5IGOFwFrOF397fiDmv4ocDy5wVxLz+AlJZ6WefDB8+HIVCQXR0NGazmWHDhqFQKIiJicFsNpOWlkadOnXYuXMntWvXRq1Wk5GRgUqlIi0trUh5x48fR61WM2XKFORyOfXr12f9+vX4+fmRnJxMQEAAzz77LADdu3fHycmJa9eukZqaypUrV9i8eTNyuZyQkBBGjBjBpk2bePLJJ9m5cyevvvoq/v7+AEyZMoVhw4aV+P3y8vLYtWsX69ats41CmD17Nq1btyY+Pp5GjRrZHe/k5ESLFi2YOnUqHh4eLF++nFGjRvHdd9+h1+txcbHPuOzi4mIbyVAWMTExrFmzBoD9+/fz6KOPAtClSxf2799P7969OXz4MFOmTClz2Y4iWk6hCE22luAaRYf/3E4slCsI1Ue/fv1Yvnw5TZo0IT8/n5UrV95xKIggVCV67d3TlEPhIrkieHI0qUxK+1efv+eeJ4PBUOQH+x2vJXcqU+AEoFKpCs691QPj4eFh99lisSCXy9m6dStbtmzBxcWFJk2aYDKZsFiK9ohlZGTg5+eHXC63bbt92JmXl5ftvyUSCXK5HLPZzI0bN8jLy6Ndu3a2/RaLxVa/9PR0uyHYhS+9SpKdnY3JZKJWrVq2be7u7nh7e5OSklIkeBozZozd52nTpvHFF19w6tQpXF1dycnJsdtvMBgIDg4uVV1u1759e6ZPn45Op+PAgQO8++67AHTu3JnJkyeTmZnJlStX7O5HVSeCJ6GIgp6nOyeMADFsTxCqkylTprBw4UL69etHfn4+/fv356WXXnJ0tQShRCUtkAtinaeqRO7qDGUYTnc7i1yKs+vdA+WKtnPnTrZv387WrVttAcw/5/gUCgwMJD09nfz8fFsv/jfffIOfn99drxEQEIBKpeLQoUO2bVlZWbah1QEBASQnJ9OqVSuAYnu9iuPn54dCoSApKYmgoCCgIBFDVlZWsXVau3YtERERtGzZEoD8/HzMZjPOzs7Ur1+fr7/+2u74xMREevToUaQcmUxG/m3JjaxWK9nZ2bbPKpWK8PBwduzYgUajISIiAoCIiAhMJhNbtmwhKirKbl5uVSey7QlFlJQwAv5eKFcQhKqnbdu2dpN3nZ2dmTNnDr/++itxcXHMmjULmezOw6AEoarI0ervOt8JwNXNBYPItieUA51Oh0wmQ6FQYDKZWL9+PfHx8bbgQKFQ2DLONW/enICAAJYtW4bRaOTixYssXLjQrieqOC1atMDb25uPP/4Yo9Foy2z34YcfAjBw4EBWrVpFcnIyarWapUuX3rGswnrm5eUhlUoZMGAAixYtIi0tjZycHObPn09oaChNmzYtcu7Vq1dZsGAB6enp5ObmsmDBAurUqUOzZs3o3r07Fy9eZPv27ZhMJr788kvS09NtQ+5uV7t2bfLz89m7dy8Wi4X//ve/RXqtOnbsyJo1a4iJibG1PVKplJiYGD7//HM6dep013tW1VT54OnChQs899xzRERE0LNnT37++edij0tJSWHkyJFERkbStWtXuzVMzGYzCxcupGPHjrRp04bRo0eTlJRUWV+h2tGWcs6TViPmPAmC8PAQ7VHl05ewQC4UJIww5pnIz6+cRC7Cg2vgwIE0bdqUbt260alTJw4fPkzfvn1JSEgACubpXLt2jU6dOqFQKFi5ciWnT5+mQ4cOjBkzhn//+9+0bdv2rteQy+WsWrWK06dP06lTJ3r16kVISAhz5swBYOzYscTExDBgwAD69Olj6xkqToMGDQgPDyc6Oprz58/z2muvER4ezlNPPUWnTp3QaDTExsYWm3hoxowZNGnShP79+9O+fXuSk5NZtWoVMpkMPz8/Vq9ezbp162jTpg1fffUVq1atQqksOiopMDCQGTNmsGDBAtq1a0dSUlKROsfExHD9+nW6dOlit71Lly6kpqZWmxTlNtYqLC8vz/roo49a165dazUajdYff/zRGhERYU1KSipy7DPPPGOdP3++NS8vz3rs2DFrVFSU9cSJE1ar1WrdsGGDdeDAgdbMzExrXl6edebMmdZhw4aVqg5Hjx4tz69UJmfPnnXIdVs36GE9cujEXY9Z+l6sdcroWZVToVJy1P2qzsQ9s5eYmHjX/Xq9vpJqUr3c7b458hlankR75Jhnxf+9t9G65u3/3vWYtKR064h246zabF0l1apkD/qztaRn5b0Qz9eyE/esqMpoj6p0z1NcXBwGg4Hhw4cjl8vp1q0bbdq04dtvv7U7LjExkVOnTjF58mQUCgUtW7akb9++trd9iYmJWK1W2x+ZTFZsXnsBjHlGDIY8MWxPEAThNqI9cgy9LrfEOU+u7gVJBkTSCEEQKkOVThiRkJBAWFiYXXdjaGgoFy9etDsuMTGRoKAgu+7E0NBQdu7cCcAzzzzDnj17aNeuHTKZjKCgIDZu3Fg5X6KaKUw/XrpheyJ4EgTh4SDaI8fI0eoJrht012Nc3AqCz1wx70kQhEpQpXue7pRnvnCBx0I5OTl3Pc5sNtOpUycOHDhAXFwcLVu25OWXX8ZqtVbsF6iG/g6eRLY9QRCEQqI9cgy9Vo9rCQkj5Ao5TgonkXFPEIRKUaV7ntzc3GypGwsZDAbc3NzKdNyMGTOYNm2aLT/93LlzbYuGNWzYsMR6nDt37n6+xj0zGAyVfu0LZxOQOcm4cvVKsRMMC2WpM8nKVDvs3hTHEferuhP3zJ7Vai3yY7gs+x9Wubm5D/y/I9EeOeZZoc5Qk60tua1ROMu5eP4iZoWpkmp2dw/6s7UinoXi+Vp24p4VVRntUZUOnsLCwmyrEhdKTEwkMjKyyHGFaRnd3d1tx9WvXx+A69evYzT+veK1TCZDIpHY8vKXpHHjxvfzNe7ZuXPnKv3a6clqvFSeNGnS5K7HWfOl5OoNNGjQoMqkPHbE/aruxD2zd/ny5buuNZGbm1ut1qKoLK6urtSrV6/YfceOHavk2lQM0R455lmRn2emfqP6JV5b6anEz8e/yjzPHvRna0nPynshnq9lJ+5ZUZXRHlXpYXtt27ZFJpOxevVqjEYj+/btIy4ujj59+tgdFxoaSuPGjVm0aBF5eXmcOHGCb7/9lv79+wPw6KOP8vHHH5Oeno7BYODdd9+lcePGd7y5DzNNKdKUQ8GcJ4Acnb6iqyQIguBwoj2qfFartSBhRAnD9kAslCsIQuWp0sGTQqEgNjaWAwcOEB0dzfvvv8+SJUuoXbs2O3bssHvjt2zZMq5fv06HDh2YOnUqM2bMICoqCoA33niDFi1a8OSTT9K5c2cyMzP55JNPkEqr9Nd3CE22Fk9P+/lOV04mcmL3USxmi21bYfAkMu4JgvAwEO1R5TPmmcg35Ze4zhMUZNwz6MXwJUEQKl6VHrYHBQuAFZeJqF+/fvTr18/2OTg4mNWrVxdbhoeHB2+99RZvvfVWhdXzQaHRFO15+nnjfv46fQWpTEqL7gULnyk9CoajFCyUG1zZ1RQEoRhfffUVb775JgqFwrZtzpw59OnTh/nz57Nr1y4ABgwYwPTp06vMkNvqQrRHlStHkwNQYqpyKAieRM+TIAiVQbzqEuxkq4sGT5nXb+Ls7sLV01dt25ycnHBzdxUZ9wShCjl9+jSjRo3ixIkTtj9PPvkky5Yt49KlS+zevZvt27cTFxfHp59+6ujqCsJd6dQF7YuHyn40xA+Lt/Dn97/bbXNxE8GTUDmuXbvm6CrYqWr1eRiI4Emwo8nW4qX6O3jSZmjQZemI6tOG6/H2/4OKtZ4EoWo5c+ZMsZPUv/76a1566SVUKhVBQUGMHTvWtmirIFRVOk0OLm4uOMn/HiRz82oaiUfiufjbWbtjXd1dxCK5QoXbsGED8+fPL/G4bdu28cQTT5TLNU+dOnXHTJznz59n0KBB91W+xWJh4sSJRV6oHTx4kCeffJKWLVvSo0ePYnvds7Ky6NatG6dOnSrzdTMyMmjUqBGnT5+2bcvLyyMiIoK+ffvaHbtx40Z69+5d5mtUFBE8CXb+mTAi5VIyrh6uNOnYlJvXbpKn/7txEsGT8DAy5xkx5egr5Y85z1hyhW4xmUzEx8ezbds2OnbsSI8ePVi9ejXZ2dmkp6cTFhZmOzY0NJSrV6/aZX0ThKpGp9ahVLnbbUs4fB4PPy/SEpJJPBpv2+7i7ip6noQKl5WVVaXWZNNqtZhM956e/+bNm0ycOJG9e/fabb9+/TqTJ09m/PjxHD16lMWLF7NkyRJ+/vln2zFnz55l8ODBJCUl3dO1fX19adKkCUePHrVtO3ToEPXq1ePKlSskJyfbth8+fJjOnTvf03UqQpWf8yRUruKCp+D6NQioG4Bc4URy/HXqRRT8CBPBk/CwsVosnNvwLRZj5awlI1XICR/5FJJSJBPIzMykefPmDBw4kI8//phLly4xfvx4W8N6ezpbV1dXrFYrBoPBbn6UIFQluuwclJ72wVNWSgahbRqSdimZHxZtYfTaqSjcnG/1PImEEUJRSUlJ9O3bl6lTp7JixQpMJhPjx49HLpezYsUKjEYjY8eO5cUXXwRg165dxMbGcu3aNSwWC127dmX+/Pns3buXVatWYbFY6NOnD9999x0JCQm89dZbnDp1Ck9PT0aNGsWQIUMAMBqNvPXWW+zevRur1cpLL73E8OHDAUhNTeXtt9/m6NGjKJVKBg8ezIgRI5BIJBiNRhYsWMDOnTtxc3NjwIABxX6vtLQ0Jk6cSF5eHpGRkXz33XeoVCo++OADdu3aRX5+PtHR0cyaNYuAgIAi52u1Wp544gmeffZZMjMzi71nPXr0AKB58+ZER0dz7NgxOnfuzP/+9z9mzpzJ9OnTmTZt2l3vf9euXZk+fTo9e/YEChLqnD59mlWrVhETE8ORI0ds92X//v10794db29v9u/fz+DBg7Farfz+++8sWbKkVH/flUEET4IdTbauSPAUFFYDqUxG8CM1uR6fZBc8aUTwJDxEJFIpjYcNwJKfXynXkzo5lSpwAggMDOTzzz+3fW7SpAlDhw5l+/btAHYLtxYuqvjPBV4FoSrRZeeg/Md8p+zULGqFh9D2mU6sHr4IbUY2vm4BBQkj9KLnydHycgzk593byyWDwYAlt3TPVidnOc7uLqUuW6/XEx8fz/79+9mzZw/Tp0+nf//+7Nu3j4MHDzJp0iSefvppsrOzmTFjBmvXrqVVq1ZcvXqVZ555hr1799K7d28SEhJsP/yNRiOjR4+md+/exMbG8tdffzF48GDbmm5Xr15l5MiRzJ49m59++olJkybRq1cv/Pz8GDt2LFFRUfzyyy+kpKQwZswYvL29bXNU//zzT3744QdkMhkTJ04s9jsFBgby8ccfM2XKFE6cOAHAtGnTSEpKYuvWrSiVSubNm8eECRPYtGlTkYyeLi4ufP/99/j4+DB06FC7fW3btqVt27a2z2q1miNHjtCrVy+goH356aefUCgUJQZPd9OxY0e+/PJLrFYrEomEAwcO8Mknn+Du7m4Lni5cuIDRaLRlLK0KRPAk2NGoNfbBU0IyzbtFAFCzQS2uX/i7e9ZT9DwJDyGZswKZc9Xrrblw4QJ79+61a2jz8vLw9/cnMzOTxMREatasCRQs2hoSElLqhVkFwRG0ah0eXn8HT1arFXVKJqpgH+QuClw8XNHe1OBbO0Cs81QFWMwW/m/icoy5eRV+LYWrMyPXvIJUVvrZJ8OHD0ehUBAdHY3ZbGbYsGEoFApiYmIwm82kpaVRp04ddu7cSe3atVGr1WRkZKBSqUhLSytS3vHjx1Gr1UyZMgW5XE79+vVZv349fn5+JCcnExAQwLPPPgtA9+7dcXJy4tq1a6SmpnLlyhU2b96MXC4nJCSEESNGsGnTJp588kl27tzJq6++ir+/PwBTpkxh2LBhJX6/vLw8du3axbp16wgMDARg9uzZtG7dmvj4eBo1amR3vFwux8fHp8RyNRoNY8eOpWnTprbeo9KcVxqRkZHk5+dz8eJFzGYzFouF8PBw3N3dWbx4Mbm5uRw+fJgOHTogl8vL5ZrlQbScgh1NthbPWwkjtJladJlagusX/OCq0aAmpw/8aTtWDNsThKrD3d2d1atXExwczJNPPsnp06fZsGED//nPfzh16hTLly+nSZMm5Ofns3LlyjsOBRGEqiJHY9/zpM/SkZ9nwiuo4Ieb0tcT3U0NAK5uImGEo0llUoZ9POG+ep5cXErXm+TkLC9T4ASgUqkAbD0wHh4edp8tFgtyuZytW7eyZcsWXFxcaNKkCSaTCYvFUqS8jIwM/Pz87H7UN2jQwPbfXl5etv+WSCTI5XLMZjM3btwgLy+Pdu3a2fZbLBZb/dLT023BD2B76VWS7OxsTCYTtWrVsm1zd3fH29ublJSUIsFTaSQmJjJhwgRCQ0NZvHhxua9H5+TkRHR0NEeOHCE7O9s2rykkJIQaNWpw9OhR4uLi6Nq1a7le935VaPB08+bNYick16hRoyIvK9yjPEMeeXlGW89TyqVkXJSuqAJVAHgHeaPN0mHONyNzkuHh6UFK8g0H1lgQhEK1atXik08+4YMPPmDevHl4e3szYcIEevXqRdeuXVm4cCH9+vUjPz+f/v3789JLLzm6ypVKtEfVj1atI7hukO2zOjUTmdwJpU9BG+Xh54W2MHgSCSOqBGd3lzINp7udNNfJbm6mI+zcuZPt27ezdetWWwDzz8xvhQIDA0lPTyc/P9/Wi//NN9/g5+d312sEBASgUqk4dOiQbVtWVpZtaHVAQADJycm0atUKoNher+L4+fmhUChISkoiKKjg/xudTkdWVlaJdSpOXFwcEydO5F//+hevvPIKEomkzGVAQXBqNpttn9Vqtd3+wnlPycnJjBw50ra9c+fOxMXFcfToUd544417unZFqZDg6aeffmL27NlFblDhmMZz585VxGWF+6TJLuhF+jt4uk5w/Rq2/2E8fD3BakWXqcUrQCV6ngShiunYsSMdO3Ysst3Z2Zk5c+YwZ84cB9TKsUR7VH3pNDkovf5OGKFNz8bT3wuJtKBNUvp5ossoCJ5c3F0w6A1YLJZyfzsuPDx0Oh0ymQyFQoHJZOLLL78kPj6e/FvzXBUKBTpdwe+e5s2bExAQwLJly5gwYQJXr15l4cKFfPjhh3e9RosWLfD29ubjjz/mpZdeQqfTMWHCBOrUqcPChQsZOHAgq1atolWrVri5ubF06dI7llVYz7y8PJydnRkwYACLFi3io48+QqlUMn/+fEJDQ2natGmZ7sOVK1cYO3Ys06ZNY/DgwWU6959CQkLYvXs3jz/+OImJiezevZvw8HDb/o4dO/LJJ5+g1Wpp3769bXuXLl2YOXMmNWvWtOuJqwoqJHhasGABMTExDB06tNRdsILjabK1AHY9T0Fhwbb97l7uSGVStBkaETwJglAtiPao+srR5ODu+XdSE016Nh7+fw+F8vD15OaVgrfyrrd6O/Jy83B1d2zvhVB9DRw4kLi4OLp164azszMtW7akb9++JCQkAAU/6D///HM6derEL7/8wsqVK5k3bx4dOnTAw8ODf//737Rt25Zt27bd8RpyuZxVq1Yxf/58OnXqhNVqpWvXrsyePRuAsWPHkpOTw4ABA5DL5TzzzDMcPny42LIaNGhAeHg40dHRfPHFF7z22mt88MEHPPXUU+j1eqKjo4mNjS1zr9GGDRvQ6/UsWrSIRYsW2bY/++yzvPbaa2Uqa+rUqcydO5c2bdrQoEEDBg0axPnz5237a9WqhZubG4888ohdEqOoqCg0Gk2VHGJeIcFTZmYm48aNo169ehVRvFBBsrM1yBVyXFycAUi7nEqzLi1s+yVSKR4+HmhuvekTwZMgCFWdaI+qL71Wj5vH3z+mtDftgyd3bw/06oI2qDB4ys0xiOBJsFOrVi0uXLhg++zj42P32cnJye7z3XqOGjZsyC+//GL7XK9evSKLy0JBEDZw4EC7bYUZ8QBq167NypUri72Gk5MTM2bMYMaMGbZtU6ZMKfZYV1dXNm3aZLftP//5D//5z3/u+B2Ks379ervPs2fPtgVzJbn93hWncePGfPXVV3c9ZteuXUW2KRQKu3tWlVRI33bPnj3Zt29fRRQtVCBNthYvLw8kEgn5pnw0NzX41LDPqOLh64lWBE+CIFQToj2qniwWC7k6g33wlJ6Np7/K9tlN5Y5enQMULJILiHlPgiBUuArpeZoyZQr9+/e3pXv8Z3fhRx99VBGXFe7T7QvkatKzwWrFK8Db7pjbgydPLyU6bQ5msxmZTFbp9RUEQSiJaI+qJ4M+D6vVivs/gqfbe57cVO6YDEZMBiOKW9nXRMY9QRAqWoUET7NmzUIqlRISEiLGmFcjty+Qq76hRuHqjKuH/fAHD19Pu2F7ADk6vd3aUIIgCFWFaI+qJ71WD4CrsqANspgt6DI09sHTrWQS+uwcvAK9cXVzITcnt/IrKwjCQ6VCgqdjx46xceNGu2waQtV3e8+TOjULVaCqyFtapY+SG1dSgb+Dp9uDLkEQhKpEtEfVU2HwVDhsLydLi8VssQuenN1dkcqk6NUFwZOLu1jrSRCEilchc55CQkJs+eqF6kOj1uB5azV39Y0sVIHeRY5RqpTobk3QVXoUvPXTarSVV0lBEIQyEO1R9aTX5eLs6oyTU8GQcG16NjK5k623CUAileDm5Y4++++kEbl68XctCELFqpCep3HjxvHaa68xZMgQatWqZVs8rFDhCsJC1XJ7z1N2mhqvAFWRY9xVSnKyChoqJycn3NxdRdIIQRCqLNEeVU85Wj1utw0bL5jv5FlkNISbSmmXNEIkjBAEoaJVSPD08ssvA/DOO+8U2ScWJay6NNk6atapAYA2U0tAvaKLkrmrlORqczHnm5E5yUTGPUGogk6ePMmoUaP4/fffAcjJyWHhwoX89NNPmEwmWrZsyX/+8x9q1qxpd966des4dOgQq1atckS1K4Roj6onvTYXN6X9Gk+3Z9orVJBx7++eJzFsTxCEilYhwdPti18J1Ue2WoPK2xMAXZYWpXfReUxK71tJItQ5ePp5iuBJEKqY77//njlz5mA2m23b3n//ff766y927tyJq6sr8+fPZ8qUKWzZsgUAo9HIihUrWLFixQPXEyPao+opV1dcz5NXkeNu73kSCSMEQagMFTLnqVB+fj4Gg4Hc3Fy7P0LVpFZrUKkKGiddphYPn6LBU+F485xbb/pE8CQIVceSJUtYs2YN48ePt9tuMpmYOHEi3t7euLi4MGTIEE6dOoXRaARg+PDhJCQk8Nxzzzmi2pVCtEfVS45Wb5emXJOuxsOvmODJyx19duGwPRcxbE+ocNeuXXN0FexUtfo8DCokePrjjz8YMGAAzZo1IzIykpYtW9KyZUvbfwtVU3aWBk+VByaDkTx9XrE9TzInGa6ebuiy/g6eNNkiYYQgVAXPP/8827ZtK5JZbv78+URFRdk+//jjj4SFhaFQKICCoGvp0qX4+vpWan0rg2iPqie9NteWphwKsu0pi3uhd9tCuWLYnlDRNmzYwPz580s8btu2bTzxxBPlcs1Tp07RsGHDYvedP3+eQYMG3Vf5FouFiRMn8umnn9pt//nnn+nbty8tW7akV69efP/997Z9Wq2WKVOmEBUVRYcOHVi9enWZr5uRkUGjRo04ffq0bVteXh4RERH07dvX7tiNGzfSu3fvMl+jolTIsL25c+eiVCpZvnw5SqWyIi4hlDOLxYImW4vK2wvtrcCouIYKwF3lbut58lJ5kq0WwZPw8DDocjHlmSrlWnJnOS5K15IPvCUwsOg8xX/auXMnsbGxrFy5skznVVeiPaqedNk6PH08bZ/1WTm4eRf9+3NTKW/LtudKsj610uooPHyysrKwWq2OroaNVqvFZLr39ujmzZvMmTOHn376icjISNv2zMxMpkyZwqpVq2jbti2//voro0ePpnnz5tSqVYu5c+cCcPDgQZKTkxk1ahS1atUqU4Dj6+tLkyZNOHr0KE2bNgXg0KFD1KtXj0uXLpGcnEyNGgXz8A8fPlylhpRXSPB0+fJlduzYQUhISEUUL1QAnTYHi8WCytsTXaa2oIfJo/gfbUqVh13wlJGeWZlVFQSHsZgtLH9xCXn6vEq5nrObM9O+mIlUJrvvsqxWK8uXL2fdunV8/PHHREdHl0MNqz7RHlVPWrWOWmEFP5xMBiPG3DzciwmeXL0Kep6sVqsYticUKykpib59+zJ16lRWrFiByWRi/PjxyOVyVqxYgdFoZOzYsbz44osA7Nq1i9jYWK5du4bFYqFr167Mnz+fvXv3smrVKiwWC3369OG7774jISGBt956i1OnTuHp6cmoUaMYMmQIUDCX9K233mL37t1YrVZeeuklhg8fDkBqaipvv/02R48eRalUMnjwYEaMGIFEIsFoNLJgwQJ27tyJm5sbAwYMKPZ7paWlMXHiRPLy8oiMjOS7775DpVLxwQcfsGvXLvLz84mOjmbWrFkEBAQUOV+r1fLEE0/w7LPPkplp/zsuOTmZ3NxcLBYLVqsVqVSKk5MTMpkMvV7P7t272b59O66uroSFhTFkyBC2bNlSbPDUtWtXpk+fTs+ePQFYtmwZp0+fZtWqVcTExHDkyBHbfdm/fz/du3fH29ub/fv3M3jwYKxWK7///jtLliy5l7/+ClEhwVP9+vVJSkoSjVU1kq3WAAXBUNK1qyi9lUVSwhZy9/6750ml8iTx4pXKqqYgOJRUJmXy2qmV2vNUHoGTyWRi2rRpnD17li+++IJHHnmkHGpXPYj2qHrSqnV4qApGPxS2N26q4nqe3LHkm8nLMdwatifmsTmSXqsnz2C8p3MNBgMGl9K9mHJ2UdgWUC5VvfR64uPj2b9/P3v27GH69On079+fffv2cfDgQSZNmsTTTz9NdnY2M2bMYO3atbRq1YqrV6/yzDPPsHfvXnr37k1CQoLth7/RaGT06NH07t2b2NhY/vrrLwYPHkz9+vUBuHr1KiNHjmT27Nn89NNPTJo0iV69euHn58fYsWOJioril19+ISUlhTFjxuDt7c2TTz7JsmXL+PPPP/nhhx+QyWRMnDix2O8UGBjIxx9/zJQpUzhx4gQA06ZNIykpia1bt6JUKpk3bx4TJkxg06ZNSKX2M3VcXFz4/vvv8fHxYejQoXb7mjRpQteuXRk+fDgymQyr1cqCBQsIDg7m3LlzWCwW6tWrZzs+NDSUdevWlfrvo1DHjh358ssvsVqtSCQSDhw4wCeffIK7u7steLpw4QJGo9Fu6LmjVUjwNHToUObMmcPgwYOpW7cucrncbn9Zut4uXLjA3LlzOX/+PEFBQcycObPY81NSUpg9ezbHjx/H29ubCRMm2I0D3bx5MytXriQzM5OGDRvy5ptv3nEM6cNInaVBKpWi9HBHl1n82PJCSpXSNufJU+VhC7wE4WHgonQt01C6quDtt9/m4sWLbNq0CR8fH0dXp1KJ9qh60mRp8bgVLOmzdMjkMpzdXYocVxhQ6bNzcHVzwVBJvcJCUeZ8M68OnF0pvX+u7i4s/eF9ZE6lf7k0fPhwFAoF0dHRmM1mhg0bhkKhICYmBrPZTFpaGnXq1GHnzp3Url0btVpNRkYGKpWKtLS0IuUdP34ctVrNlClTkMvl1K9fn/Xr1+Pn50dycjIBAQE8++yzAHTv3h0nJyeuXbtGamoqV65cYfPmzcjlckJCQhgxYgSbNm3iySefZOfOnbz66qv4+/sDMGXKFIYNG1bi98vLy2PXrl2sW7fONhR79uzZtG7dmvj4eBo1amR3vFwuv2N7YDKZCAgIIDY2lnbt2vHTTz8xc+ZMGjduTE5ODgqFAtltL/ZcXFzuKQFPZGQk+fn5XLx4EbPZjMViITw8HHd3dxYvXkxubi6HDx+mQ4cORZ7djlQhwdPMmTOBgvS4/1SWdTWMRiPjxo1j6NChrF+/nl9++YWXX36ZnTt3Flmf5OWXX6ZFixasWLGC06dPM2bMGMLCwoiIiODAgQMsXryYNWvW0LhxYz755BMmT57M7t277//LPiDUWdl4enkglUrRlhA8uXsrSbtcMK5c5e0l5jwJQhWWmZnJV199hZOTE926dbPbt2/fPry9vR1Us8oh2qPqx2q1osvS4nEraVFOlg43VfGjIRQuCpyc5ejVOjFsz8FkTjLe3zbvvnqeXFyKBsjFcXZRlClwAlCpVAC2HhgPDw+7zxaLBblcztatW9myZQsuLi40adIEk8mExWIpUl5GRgZ+fn52P+obNGhg+28vr7+zQ0okEuRyOWazmRs3bpCXl0e7du1s+y0Wi61+6enpdvNQ//l8uZPs7GxMJhO1atWybXN3d8fb25uUlJQiwdPdfP7556jVajp16gRAz5492blzJ9988w39+vWz3ZPCe2cwGHBzK31PYCEnJyeio6M5cuQI2dnZtpdRISEh1KhRg6NHjxIXF0fXrl3LXHZFqtLrPMXFxWEwGBg+fDgSiYRu3brRpk0bvv32W8aOHWs7LjExkVOnTvHpp5+iUCho2bIlffv2ZevWrURERLBhwwZGjRplm5A2ZswYunbtavcX/7DTqLV4Fa7xdIc05YWUKiU625wn0fMkCFVN27ZtbcM4fHx8Sv1MnjRpUkVWyyFEe1T96LW5mM0WPG7NcdKrdbgXk/21kJuXO7nZObh6umHIybUNARIqn5uHW5mG090uNzcXV1fH9urv3LmT7du3s3XrVlsA88/Mb4UCAwNJT08nPz8fJ6eCn9PffPMNfn5+d71GQEAAKpWKQ4cO2bZlZWVhMBhs+5OTk2nVqhVAsb1exfHz80OhUJCUlERQUBAAOp2OrKysEuv0T8nJybalLAo5OTnh5ORE3bp1kUgkXLlyhdDQUKDguVc4XPGfpFKp3bqDarXabn/hvKfk5GRGjhxp2965c2fi4uI4evQob7zxRpnqX9HK7Undo0cP3nzzTX788Ud0uvJZ9ychIYGwsDC7h2BoaCgXL160Oy4xMZGgoCC7TEq3H3fmzBmkUinPPfccbdu2Zdy4cSiVStFQ3Uatzkalum2B3Lv1PKmU5GQVBk9eaDU68vPzK6WegiAIJRHtUfWmvTWawTbnKUuHu8r9jse7erqRq9Hj4u6C2WzBZKycOYnCg0en0yGTyVAoFJhMJtavX098fLztN45CobA9U5o3b05AQADLli3DaDRy8eJFFi5cWOLwshYtWuDt7c3HH3+M0WgkMzOT8ePH8+GHHwIwcOBAVq1aRXJyMmq1mqVLl96xrMJ65uXlIZVKGTBgAIsWLSItLY2cnBzmz59PaGio7WVNaXXu3JmDBw/y008/YbVaOXjwIAcOHKBnz564u7vTvXt3Fi9ejE6nIyEhgQ0bNtwxsUVISAi7d+8mPz+f+Pj4Ir3sHTt25MiRI5w/f5727dvbtnfp0oVvv/2WmjVrVrmMsOXW87R69Wp+++03tm7dyqxZswgNDaVjx460b9+eiIiIe2oY9Hp9kS7c4sZV5uTk3PW47OxsNm3axPLly6lduzaLFy9m3Lhx7Nixw/a24G5KO6yjvBkMhkq79qX4BGRyKefOneNm8k18HvG747WzsjLJ1eZy5vQZbt4syNBy7MhxPFV3DrgqQ2XerweFuGf2rFbrXcdtl7T/YZWbm1ul/h2J9qj8VeazIuliMjInKVf+uoxEIiH56nXkzvI7Xj9fauFa4l8YbjVBJ0+cwt3r3no/ysuD/mytiGdhRT1fC3t0ChfJ/ufnwsAoLy+PXr168dtvv9GtWzcUCgURERH07t2b+Ph4cnNzadeuHRs2bCAmJoY9e/bw0Ucf8e6779K+fXs8PDyYNGkSzZs35/Lly1gsFrvvY7VaycvLIz8/n6VLl/Lee+/RqVMnrFYrnTt3Zvr06eTm5vLCCy+QnZ1N//79kcvlDBo0iMOHDxd7bx555BEaN25M27ZtWbduHS+//DJLly5l0KBB5Obm0rp1a5YtW2b7zndiNpsxmUy2a0RFRTFnzhwWLVrEq6++Ss2aNXn33XcJCwsjNzeXWbNmsWDBArp164aTkxP/+te/6NGjR7F1nDBhAvPnz6dNmzbUr1+ffv362e4nFKQsd3V1JTQ0FIlEYtvetGlTNBoNffr0KdO/i0ppj6wVID8/33rkyBHrRx99ZH3mmWesbdq0sY4fP976+eefW69cuVLqcj777DPrkCFD7La9++671qlTp9pt27Nnj/XRRx+127Z+/Xrrc889Z7VardYWLVpY165da9uXm5trbdSokfXChQsl1uHo0aOlrm95O3v2bKVd661Zi6z/mfqO1Wq1Wt97dr714tH4Ox6ruZltfavPbGt2erZVp82xNqvTyZp46WplVfWOKvN+PSjEPbOXmJh41/16vb6SalK93O2+OfIZarWK9qi8VOaz4uiBE9Z/95tp+/zN259bj3796x2P/3HFt9b9sd9b9Tq9dUS7cdbUv9Iqo5p39aA/W0t6Vt4L8XwtO3HPiqqM9qhCxgnIZDKioqKYPHkymzZt4scff6R///5cuHCB0aNHl7qcsLAwLl++bLetuHGVYWFhti7K4o4LDQ21G7tpNpur1CJnVUFWRjbeviryjSYMuty7znly8yoYPpGj1uHm7oqTk4zsLDHvSRCEqke0R9WPNktnSxYBt9qaYtKUF3L1cMOg0ePs6gwgkkYIglChKmWQtYeHB4899hhvvvkme/bsKfV5bdu2RSaTsXr1aoxGI/v27SMuLo4+ffrYHRcaGkrjxo1ZtGgReXl5nDhxgm+//Zb+/fsDMGjQIDZs2EB8fDxGo5HFixfzyCOPPFRrnZQkK1ONt48KbWbBWN67BU8yJxmunm7osnRIJBJU3l5kZWVXVlUFQRDumWiPqj7tbWnKoSBVeXEL5BZy9XQjV6tHKpXi4uZCrljrSRCEClQuwVNCQgKHDh2ye9MGBSsF3w+FQkFsbCwHDhwgOjqa999/nyVLllC7dm127NhBZGSk7dhly5Zx/fp1OnTowNSpU5kxY4ZtQa3nn3+e0aNHM2nSJNq2bUtCQgLLly8X2Xhuk5WhxsdPhS5Tg/RWcHQ37qq/F8r19fch42bmXY8XBEGoDKI9qv606r+Dp3yjibwcQ8nBk0Zf8N/uLhhEz5MgCBXovhNG/N///R8bN24kNDSUc+fOMXPmTB577DEAli5dyqOPPnpf5Tdo0ICNGzcW2d6vXz/69etn+xwcHMzq1auLLUMikTBs2LBSLTL2sMrMKOx50uLhXfx6GrdTqjz+Dp78vMlMz6qMagqCINyRaI8eDFq1Di+fguyvenVBEHy3YXsutwVPLu4u6HWi50kQhIpz38HT5s2b2bZtG25ubiQlJTF58mSuX7/OiBEjxDjuasJsNpOt1uDjq0J3JQvlrUbrbty9/+558vHzFj1PgiA4nGiPHgyaLC21wmoAkJOlRSqT4uJx5/V/XD3dMOhysVgsKL3cydHk3PFYQRCE+3XfwZPVarWtKlyrVi3Wr1/P5MmTSU1NFY1VNaHO0mC1WvH2UZF6/C+UPnd+w1dIqVKiyyrsefIh5XpqRVdTEAThrkR79GDQqnV2azy5lTAawtXDDaxg0Oai9FKiVZfP2l7CnUmlUkwmU4lrGglCZbJYLJVynfue8+Tj42OXT93d3Z1Vq1aRlZVFfHz8/RYvVIKsTDUA3r4qdJlaPErT86RS2g3by7gphu0JQlVx8uRJ2rRpY/us1+uZOXMm7dq1o23btrzyyit2q7zv2rWLxx57jIiICIYMGcKVK1cqv9LlQLRHDwZtltaWbU+v1uF+lyF7gG2Obq5Gj4dKBE+Vwd/fn6SkJEwmsSCxUDVYrVZu3LiBSqWq8Gvdd8/Te++9h0wmsy/UyYn33nuPZ5999n6LFypBVoYaF1cXXF1d0GZqqdvMt8RzlN5KdLaEESJ4EoSq4vvvv2fOnDmYzWbbtmXLlpGVlcWPP/6I1Wrl5Zdf5r333mPBggVcvHiRmTNnEhsbS/PmzVm+fDkTJkzg22+/vafFZB1JtEfVn8ViQafW2RJGFPY83Y3cRYGTwgnDreAp5aoYCVHR3NzcCAwMJDk5udze9ufm5uLqeufhmUJR4p79zWq14urqWj2Cp6CgoDvuq1u3LsnJyUW216hR434vK5SjrEw1Pr4qgDL2PBWMK/f18yEjXcx5EgRHW7JkCQcPHmT8+PEsW7bMtv3y5ctYrVbb0DWZTIazc8GaODt27KBTp062bHCTJ0/m888/548//qBly5aV/yXug2iPqj+9Lhez2YLHrYCppDTlhVw93cnV6lF6KdGpxZynyuDm5kbdunXLrbxz585Rr169civvYSDumWPcd/BUnJ9++onZs2fbDQuBgqhQIpHYDasQHC/z5t/BkzZTi/IuazwVclcpydXoMeeb8fXzRqvRYcwzonBWVHBtBcGxNNlaDIa8SrmWi4sznl4l//9Y6Pnnn+eVV14hLi7ObvsLL7zApEmTbAFSo0aNWLx4MVCQ2rtx48a2Y2UyGXXq1OHSpUvVLngqjmiPqhdNZsGC657eBS/xctQ6ajSqXeJ5henKlSp3tGpthdZREISHW4UETwsWLCAmJoahQ4fi4uJSEZcQylHmrQVyzaZ8DLpclKV4y1d4TI46B18/b1s5QcEBFVpXQXCk/HwzPTs8i05bOW+2lR7u/PLHDpycSveoDgwMLHa7xWJhwIABTJgwAbPZzLRp05gzZw4ffPABer2+yHPa1dUVvV5/3/WvCkR7VL1kpWfj4uaCq3vB31VOlu6uacoLFaYr96jpgzZb9DwJglBxKiR4yszMZNy4caIrsZrIylDj7asiJ7vgx5K7l3uJ57jdOiZHrcM/JACJRELmzSwRPAkPNCcnGbt+3VSpPU+lDZzuxGQy8corr7Bx40a8vQtedLz22msMGDCAt956C1dXV/Ly7L9Pbm4u7u4lPweqA9EeVS/qdDXe/l62z3q1DnfvkntfXT3dMGj0+DepTY4mB4vZglRWvebsCYJQPVRI8NSzZ0/27dvHyJEjK6J4oZxlZaoJrhlETnZBAgi3UgRPMicZrp5u5Kh1BDvVQOXtSYZYKFd4CHh6eZRpKJ2j5eTkkJ2djdFotG2Ty+VIJBJkMhn169cnMTHRts9sNvPXX38RFhbmiOqWO9EeVS9Z6Wq8AwqCfLMpH4M2t8SEEVCQrlyXoUGpUmK1WMnR6m1JJwRBEMpThQRPU6ZMoX///uzcuZPatWsXWZ/ho48+qojLCvcoK0NNk+YN0atzcPVwReYkK/kkwF3lblvrycfPRyyUKwhVkEqlIjIyksWLF/Phhx9itVp5//336dq1K66urjzxxBM899xz/Prrr7Ru3Zrly5fj5+dHixYtHF31ciHao+ol60YW3v4qAFtSIndVyS/0XD3dSL+SaguYbs/YJwiCUJ4qJHiaNWsWUqmUkJAQMca8GsjMUOPr641OrStVr1MhpcpDrPUkCNXARx99xDvvvMNjjz2GVCqlU6dOvPbaawA0bNiQhQsXMm/ePFJTUwkPD2fFihVFUn5XV6I9ql6y0rOpGRoMFAzZk0gluHqW3C4VznlydnXGSeGENltHcEVXVhCEh1KFBE/Hjh1j48aNhIeHV0TxQjkrTBihz84pcTHC27l7u4vgSRCqoLZt23LixAnb58DAQD788MM7Hv/YY4/x2GOPVULNKp9oj6qXrJtqmkU3AQrSlLuplEikkhLO+jvbnkQiwcNLLJQrCELFqZDZlCEhIRgMhoooWihnZrOZ7CxNQcIIdU6pkkUUUqqUtmF7vv5irSdBEKoe0R5VL1k31KgKh+1laUv9Qs/V0w2DVo/VYi1om0TwJAhCBamQnqdx48bx2muvMWTIEGrVqlUkW1Tnzp0r4rLCPVBnabBYLPj5+5CYfa5sPU8qJWmXC1Zy9/XzJv5cQkVVUxAE4Z6I9qj6yM83o83S3jbnSVeqZBFQkDDCarGSpzfgoVKiyxbBkyAIFaNCgqeXX34ZgHfeeafIPrEoYdVS2Fvk6+dNjlqHdykWIyyk9P777Z5/oC830m5WSB0FQRDulWiPqo/sm9lYrVa8A1QA6LNycC9t8OTpBlCwUK6XEq1arPUkCELFqJDg6fz58xVRrFABbqZn4unlgcJZgS5Ti7IU62kUclcpbdmQatQMIvV6GlartUg2K0EQBEcR7VH1kZWuRuYks2XJy8nSEvhIzVKdK3dVIHWSFSyUq3JHq9ZWZFUFQXiIlVvw1KNHDzp27EiHDh2Ijo5GqRQpQquDm+kZ+Pn7AKDN1OLhW7bgKVejx5xvpkatIAyGvILMfX7eFVVdQRCEEon2qHrKSlej8vVCKi2Yjp2j1pV6KLlEIrEtlOuh8uDGdTESQhCEilFuCSNWr15N/fr12bp1K127duW5557j448/5vjx41gslvK6jFDObqZn4uvnjdmUjz47B6VP2YInKFiLIyDID5lMRnJSakVVVRAEoVREe1Q9ZaWrUfl72T7rs3SlHrYHBUP39JoclF7uImGEIAgVptx6nurVq0e9evUYPHgwZrOZEydO8Ntvv7Fw4UKuXLlCVFQUHTp0oEOHDtStW7e8Livcp4wbmfgG+KC7NfzOo0zBU0Fmvhy1Dk8/TwKD/Um5nkqziMYVUldBqGhyuRyNRoOnp6ejq1JtaDQa5HK5o6thR7RH1ZM6XY13QMHIBXO+mVyNvtQJI6AgaYRBo0epEqnKBUGoOOUWPP36669ERUXh7OyMTCYjKiqKqKgoJk+ejFar5dChQ/z666+sW7eOPXv2lNdlhft0Mz0TP39fdJkaJFIpbqVYjLCQzEmGq6ebba2nGrWCuH5N9DwJ1VeNGjVITk4mIyOj2P25ubm4urpWcq2qNrlcTo0aNRxdDTuiPaqeMm+obZn2crMLXuiVJQNs4UK5gaFBqDOysVgstiGAgiAI5aXcgqeRI0cil8tp0aIF0dHRREdHExERgZOTEx4eHg/0IozV2c30TBo2qY82U4tS5Y5UVraGxl3lblvrKbhmoBi2J1RrUqmUWrVq3XH/uXPnqFevXiXWSLgXoj2qnjJSMwgNDwEgJ0tXMI+pDGsPunq6kZudg0+gN/nGfLRqHV4+ohdZEITyVW7B02+//cbx48dtwyNiY2ORSqVERkbaGq+mTZuKt0BVTObNLHz9fQoy7fmWvZFRqjzsep7OnYov7yo+UKxWK9euXqdOyJ1/oAuCcH9Ee1Q9ZaRm4htUkMAoR63D1cutTC/0XD3dyExKx9tfhUQqISM1UwRPgiCUu3ILnnx8fOjevTvdu3cHwGQycfr0af744w9OnDjBxo0b0el0tG7dmhUrVpTXZYX7VDBszwfN1ewyzXcqpPRRos0sSAlbs1YQP/7wS3lXscq7eSOD1JQbNAp/BIvZgsVq5fzpi3j7qrBYLOhz9ByL+5Ozp+KRK5zYvnkXdUJqos/JpU69WuhzcunZtysdu7SlQeMwR38dQaj2RHtU/ZiMJrIzNPjdCp70WTrcyjBkDwrmPOVq9MicZHj7q8hMzSS0SUgF1PbBcfvyIlarlRytHmUZhu8LwsOoQtZ5goJx8HXr1uXmzZukpqai0Wj4888/SUhIKFM5Fy5cYO7cuZw/f56goCBmzpxZ7IrwKSkpzJ49m+PHj+Pt7c2ECRMYNGhQkeM2b97MggULOHHixD1/tweFMc9ItlqDn78P547+hddtWY5Ky8PXk6yUgoV2g2sGkZyU+tCs9XTudDz79/7K/8VuIldvQOXtiVajIz/fjJOTDIvFilQqwWy2oPLxIubRaK5fS+XN96ZjNJrw9lFx8vgZfv35d5a9v4bYj9fj7aNi0Sdv0rBJGDKZzNFfURAeCKI9qvoyb2RhtVrxDfYFCtZ4ci/DuoOALVU5gG+QDzdTM8u9nlWdJkuLIcdAQC3/Ox4T/8cljv/yJy06NOXjmavxC/bFlGciqE4Ap38/R0ijugTU9EPl50Xf4b1wdnV+aNp1QSiNcg2e9Ho9R44c4dChQ/z2229cvHiRwMBA2rRpQ79+/ViwYEGZJhYbjUbGjRvH0KFDWb9+Pb/88gsvv/wyO3fupGZN+4XzXn75ZVq0aMGKFSs4ffo0Y8aMISwsjIiICNsxiYmJxa4y/7DKzFADFPQ83dQQUDewzGV4+nlx9dQVAGrWDiJXn0u2WoPKu+yBWHWRcTOLpQtXs2Prbpo0b8h/FkylS/cOHNx/mBq1gpBKJdStV5uE+Cvk5OhpHR2BXCEvtuF5rE8XRox7HmOekb3fH+Bo3J8898RoQuvXReXjxagJQ4ju2Aonpwp7zyEIDyTRHlUvGamZOLs54+7hBhTMeSpLmnL4O2GE1WrFN9CHzLQHP3iyWq1cT0zh+C9/kJmaxYmDf6JV64jo2By9To8hx0COVk+jlg3INxXMA7t0KhG5Qs6eL38i+rHWBNYOwE3pyrlj8dRrXJe0v26QcjkFiVTCgW8OUiusJtcTU3hqXH+C6gQSHBKEZxkDW0F4kJTbL7Lnn3+ekydP4uXlRevWrXn++eeJjo4mJCTknsuMi4vDYDAwfPhwJBIJ3bp1o02bNnz77beMHTvWdlxiYiKnTp3i008/RaFQ0LJlS/r27cvWrVttjZXRaGTatGkMHjyYDRs23Oe3fTDcTM9AKpWi8vFCczMbz3vqefJAm6EBIDDIH4lEQnJS6gMZPFmtVjas3cKSBSt4pFEYG3espHHTBrb9Pft2tTs+IqppqcotXFR42OhnGTrqGdJS0tm++QfUag1TRr+OyWiiTfuWtGnfkh69OlE7pKYIpgThLkR7VP3cTMnAL9DH9pJJl6EhuGHZ5oa6erphMVsw5ubhE+hNytW0iqhqlWDKM7HqjbWcOnQWmZOMWvVrUqNuEP1H9iGsaSg/7/gftcJqIHOSoXCWc/FkIvn5+dQKq0nn/h1p3r4p2Tez8a/pZ7vnPZ7tijHPiF6bi4dKSW5OLuePxXPu2AXqNa7L5k++Jk+fh0QmxSfAm+C6geQb82nfO5rm7Zri7unm4LsiCJWj3H6BHT9+nICAAAYNGkT79u2JiIi477U/EhISCAsLs3tjHxoaysWLF+2OS0xMJCgoyG4V+dDQUHbu3Gn7vHjxYlq2bEnHjh1FY3XLzfRMfHxVSCUSNOnZePqVPeDx9PVCl6XDYjYjV8gJCPLj+rVUmjRrWAE1dpyU62ksfS+WfXv+x/vL36Dr4zEVMoRBIpEQVCOAMVNeAOCF0c+SdC2FX376jV8PxLFiyWdIpBKGjnyaro/H0KJleLnXQRCqO9EeVT/JiSkE1Q2yfdZlaFD6lq1Ncr314z1Xo8c3yIfTcefKtY6OZs4389OWAySeucL5ExdxcXVm+GvPk3kji95DH7f7tzns1X/ZndurmPKKG9qncFagcFYAoPRSEtW1JVFdWwLw1LgBWIGEU4mkXE3l+/V7cPd047N3NqD0dGf2mun43FqnSxAeZOUWPO3du9c2POKLL74gLy+Pli1b0q5dO6KjowkPDy/zj029Xo+Li4vdNhcXF3Jzc+225eTk3PW4gwcP8ttvv7Flyxb++OOPMn+3c+cc8wA2GAwVeu3TJ8+g9HTnj6N/YM43cyM7nZxz+jKVkZutx2qx8MeRP3D1csPbx4s/jp+kVr2ACqr1nVXE/bJarRzYe4gvP/uG4FqBvLFoKjXq+nP+/Plyvc7duHsq6PVkF3o92YX4s4lcu5rMvt2/suHTzUyZOYqmEY1wdXMpqZhiVfS/sQeNuF/Vg2iPyl9F/9s//2c8dRrV4ty5c1itVjQ31GTq1WW6ptVqRSKVcP7kWfTGHNKT0x+I+3UzOZNje06QnpSBJlNHaPO6xAyKpk7Dmii9lajqelZqm4QLBDb0Y+jcZ5A5ybBarHy9bCdzhs0nKCSAnsO74e5V9l4o8XwtO3HPHKPcgqfatWtTu3ZtnnnmGQDOnj1ra7yWL1+OQqGgTZs2REdHM3jw4FKV6ebmhsFgsNtmMBhwc3Mr9XEZGRnMnTuXTz75BGdn53v6bo0bN76n8+7XuXPnKvTav+z5nZq1ggn0DgSJhMg2kcicypakwGI28710O4HegdRsWIuwR+phNlkccs8q4n59/tkW/m/VZl4c+zwjJwx2eBKHwu838d+j2bB2C++9uQwXVxcWf/Im7Tu3LnP9Kvrf2ING3K+yO3bsWKVfU7RH5a8i/+1brVYyU7IY8OITNG7cGIMul/0mM+GRTVEF+5SprDjPvQT6BFC7fihbP/qW0JBQnF3v7V7fj/K6X0kJyaxc/Bm16tcksmMLuj/9KKp7GCVS0Rotb8TBnYf49ftDfPHOVgaMfoKYJ9qXqQzxfC07cc/KprzaowqbONGkSROaNGnCiBEjOH36NFu3bmXHjh38+OOPpW6swsLCWLNmjd22xMREIiMjixyXlpZGTk4O7u7utuPq16/P//73PzIyMhgyZAgAZrMZvV5PVFQUO3bsKNOE4QfNjbSb+Af4oknPxsNbWebACUAqk+Hp60l2upqaDWtRo1YQFy8kVkBtK9fNGxm8NWsx/9t/mHc+ms3jT3Qt+aRKNuTFp+jSvQOb1n/DpJEz6dKjPe8tm2sbciEIQgHRHlVtWelqdNk51HmkYI6T7tY8WqVv2ZMSuHq6o1fnENS4DgAZaZnUCAkuv8pWogPfHOTLj7YQ/Vgbhs34V5Vel0zmJKPLgI606daSHzcfYMOiTZyOO8vQV/8lUp8LD5xy/z8xNTWV3bt3s3DhQgYPHkyrVq148cUXSU5OZty4cXz55ZelLqtt27bIZDJWr16N0Whk3759xMXF0adPH7vjQkNDady4MYsWLSIvL48TJ07w7bff0r9/f/r378+ff/7J0aNHOXr0KCtXrsTNzY2jR48+tA1VoZTraQTXCrqVLEJ1z+Wognxs6cpr1CpIV16dmc1mZkx6i6wMNdv2/rdKBk6FatUJZurr4/jul42cPRXPE10GcznhL0dXSxCqBNEeVQ/JiSm4urvgfWu+jO6mBldPN5wUZZ+n5uHniTYjG1d3F9w93MiohunKLRYLXy3fxsYlmxk+cwgvvPZ8lQ6cbufm4UbfEb3oO6IXSZeus3beerLS1Y6uliCUq3LreZo0aRJ//vkn6enpuLm50apVKx599FFmzJhBeHj4PQ13UigUxMbG8sYbb7By5UoCAwNZsmQJtWvXZseOHcydO9e2PsayZcuYO3cuHTp0wNPTkxkzZhAVFVVeX++BlHI9jcf6dCE7PRtP/3tfhd07+PbgKbDaB0/rVn3JpfjLbNn1Gf6Bvo6uTqnUrB3Mt/s38MaM93mq54v864WBTJnxEnK5yMonPHxEe1S9JF9NJTgkyDYPTZOejcc9Dk3z8PNCm17Qc+UT5ENGala51bOynDh4kv1fH2TaR5NpEFHf0dUpM4lEwhMv9KRV5wjWvP1f5g6bz7i3R9E46sFKJCU8vMrtl5XJZOKFF16gTZs2hIeHl9tbkgYNGrBx48Yi2/v160e/fv1sn4ODg1m9enWJ5bVt21YsSEjBGPOU5DSCagRy/ddLeN3HGGrvIG8u/1EwVK9GrWB02hyy1Rq8VPcekDnKt9t2s3zxpyxZPa/aBE6FnF2cWfDh6/R/uidzXl3IyeNn+Pizd/H0EutxCA8X0R5VL6lXUwm+LdNedloWXkH3lrVN6e/FzWMFGRCr41pPxjwj36z+lq4DO1fLwOl2wSFBvB77Kt9+9gMfvLKM8fNHE9mphaOrJQj3rdz6gVeuXMnIkSNp1qxZtelefphpNTr0ObnUqBVYkKb8HtZ4KuQd5EPWraERNWsH4eLqwoWzl8qrqpXm8qWrvPXaIua++yqdu5VtomtVIZFIiO4YxabvYjGZTIx4ZjL79/6K1Wp1dNUEodKI9qh6Sb5iHzxp0rLwDFTdU1kefp5ob2YD4BvkXe2G7W355BtMpnz6DHvc0VUpF1KplP4j+/DclKf4ZPYavo79Fr0ut+QTBaEKE63KQyrlesHigYFB/gVznu6n5ynYB83NbMymfJycnGgc/ginT1Zi2tRyoMnWMn74DHr06UL/p4tbEaN68fZRsWrDYtrFtOa1yW+z4D8fosnWOrpagiAIRaReTSO4bqDtc3ZaFl6B99bz5OmvIidTi8VswSfQh4xq1PN09cJf7Nv2CyNnD8NN6ero6pSrbk91Yfz80fz+4zE+evUTzhypXr8RBOF2Inh6SCVfT8PHzxu53Altpva+gyerxYr6RsHbvvAWjTh78kJ5VbVSbFi7BRcXZ95491VHV6XceHp5MG32eD776iP2fH+AXh2f4/iRk46uliAIgo1Ok4MmS0twSEHPk9VSsMbTvQZPHn6eWC1WdJlafIN8qk3PU3amhg9fXUHn/h15pHmYo6tTISJjmjNzxVQkSPhw6nJ+/f6wGBUhVEsieHpIJSelULN2MNnpGqwWK6p7HF8O4Kp0xUXpahu616RpA86eii+vqlY4nTaHz9duYfSkoQ9kmu8mzRqy/+jXPDt0ACOffZlF8z4hN9dQ8omCIAgVLOVKKjInGf41/ADQZWowm8z3HDy5erkjkzuhu5mNb6APWelqLGZLeVa5Qnz50RYCavox+JVnHF2VCuXp48FrK/7N0GnPse7dz/nk9Vhyc0R7JFQvInh6SCVfS6VmrSDUaVnIXRS4eZZ9NfDbeQd52zLuhT4SwvVrKeQZ8sqjqhXuqw3b8fbx4vEnHnV0VSqMVCpl8vTRxH6xhJ9//JVneo3k8qWrjq6WIAgPuZSrqQTWDrCtM5h1PQOFqzNu3sp7Kk8ikRTMe0rPxjfIB4vZgvqmuhxrXP6uXrjG7z8dY+i055DKHo6fZZ36dWD+xjmkJaWzYMwisjM1jq6SIJTaw/F/qVDE9Vs9T+q0LFQBKluK2OJYTPkYdfq7lnd7uvKQ0FpYrVb+unq9XOtcEXJzDfw3dhMjxw++p/TF1U1U2xZs3rWW8OaNeLLHcDbEbsVsNju6WoIgPKRSrqTazXfKTLqJdy2/u7ZJJfHw80J7MxtPHw+cXZ1JuZpWHlWtEFarla9X76BVl0hqhdV0dHUqVUAtf15fNQ0PlZL5o9/n0h+XHV0lQSgVETw9pJKvpVLjVs+TqoThEdd+OsT5/37NzVN3nsfkHeRD1q2JuW7ubgQG+3P5UtVfrPWLddtwcXHmiScfc3RVKo2LizPvLv0Pa75Ywi/74pgy+nVySgiOBUEQKsI/M+1lXb+JT02/+yrTw98LTXo2UqmU0CYhXDqVeL/VrDCnDp3h3LF4nho3wNFVcQhnV2emLBpPh97RbP/ke75d94OYByVUeSJ4ekhdT7oVPKVm3XW+k1GjIzvxGj7hj5D2+ynMRlOxx/nU8CUj6abtc72wOlxJqNrBU0L8FZZ/sJZX/zMR+T2sZF/dRUVHsOCj10hNvsELT020ZWAUBEGoDFarlavn/6Juw9q2bZlJN/GpfZ/B023pyh9pEcbFkwn3VV5F+uXbX+nQuy0B9xkwVmfOLgr6j+zDoCl9+e7/dnN4zxFHV0kQ7koETw8hTbYWrUb397C9u/Q8ZZyOxy3Ql5oxUcicFdy8QwrygJBAMpMzMOUVBFf1wupwJbFqB0+rl/0fHTq3oXuvTo6uisP4Bfjw3y0fE1wzkOf7j+XkibOOrpIgCA+JzLQsNFla6jWuCxQEU1nXb+J9vz1Pfl5o0wvm0NRvGkrCmctVsjcjR6Pn5KEztOke5eiqVAkh4XV4esKTfDrv/9i6crujqyMIdySCp4dQclIqAME1AlDfUKO6w2KEFlM+mWcT8GveCIlMSmDrZtz880KxjZB/nQAA0v+6AUBIaB0uV+GepyuJ19i9cz9jJg9zdFUczl3pxoer59FnQA9GPjuFuF+PO7pKgiA8BC6fvYKXryfeAQUv8PTqHPJyDPjUur/gySvYB226GrMpn+CQIPL0eWRnVK2EBBaLhQ+nLadmvWAatKjv6OpUGd0GdeaVDyay+4uf+HHzfkdXRxCKJYKnh1ByUir+Ab5IJVJ0mdo79jxlXUhEKnfCK7RgSIVnSE3MhjwMGeoix8qd5fjW9CMtMQWAevULgqeq+LYPYO0nn9MuJorw5o0q9bpWi4UbV9PIN+VjzM3DarGQp3d8mlaZTMa02eMZNWEI/x77HzGETxCECnf53FXqNa5rSw6RmZSO3EWB0tfzvsr1re2PxWIh83oG3v4qnORO3LieXh5VLjenDp0hKSGZfy+Z9NBk2Cut8NaNGPPWi2z55Bv2fiUCKKHqcXJ0BYTKd/3arTWebqgB7hg8ZZyKx7fpI0huPdhlzgpc/LzJSb6Bq1/RcwLrBZF2uaBXKySsDvqcXNJvZBAQWLXGcl+/lsLOr/fw6Zcf3Vc5VqsVdZqaU/v/IDs9mzrhdck35qPX5HDjShqefl7IXeQYtLncTLpJWmIKrp5uBXPDJBKwWnFRuoLVSkC9IEIjwqjRoBahkWH3lWnqfrw0eRin/jzHC09NZMmqtys9uBQE4eFx+dwVGrf6+xmTmVQwZO9+n39yFwVegT5kXE3DPyQQ32Af0pNvVqkengPfHKRdzzZ4qO4tJfuDrlXnCCRvjGDF7DU0aFHfbl6cIDiaCJ4eQrZkEWlZuChdcXF3KXKMUaPDkJmN6pEQu+3uNQLISb6BX/OGRc4JrBfEpaMFi+MGBvnj6ubK5Ut/VbngacPaLbRo1ZTI1s3u6fzM5AxO7vuD47uOkqPW4VfbnxoNavHz5/twdnPGzdMNv9r+JF+8jslgxK+2P361/Ynq3QZ1Whb1IsPIz8vHydmJm9fSSU1IISs1k993HMJoMOLh40HtJnVRuCoI79ScwHpBKFwVlRJQSSQSlqx8m4VvLmPMkGms3fQRDRo/mKvdC4LgOBazhSvnr9F7yOO2bVnXb973kL1CfnUDuHm1YBh5QE1/0q/fLOGMymPKM3Hu6AWmvD/e0VWp0lp2jqBDn3YsmbqccW+PpGHkI46ukiAAInh6KCUnpVK/Qb27JovQ/pWMs7cnCk/7t2JugX6kHjpR7DmB9YL4dctBrFYrEomE0Pp1uBSfSNsOLcv9O9wrk9HEd1/vZdbbL5f53LTLqez/v71cPBJPcP0adBvxGGEt66P09rjn+gSGBBEe83cQl31DzeU/E7n8ZwKaDA3rX/8MS74Z72Af/OsGUDc8BBd3Fxq1b4Kzu0uFBFRyhZzX572C1Wpl1L9eYdnad2jRMrzcryMIwsMr5a80DHoDIU3q2rbdvHqD+tHl09vtVzeA62cL5t0G1PSrUsFT/MkEkEio3zy0QsovbIPvRHtTw82raXjX8OX4jkM4OcvJN5iQu8hJiU/Cu4Yfzm7OIIGwNo3wCFChTs6gZpM6yOSV+7Nx6LTncPdwY+n0FcxcOfWhWwtLqJpE8PQQun4thc7d2pOVmoX3HdKUa6+l4lE7uMh2t0BfTDo9ppxc5O6udvsC6wWRl2Mg+4YaVaA3TZo15Oyp+Ar5Dvfq++0/YjabebRHh1Kfc+3sVY79cITTP5+kcYdwxq2cjF8t/wqpn1eAiogeLYnoURBw6rNz0GXpSLl0nfRr6ZzYcwxDjoFvl35DUFgN+r3yJL41fHEq51TrEomE1+e9grvSjdH/eoWFy+bw6GMdy/UagiA8vK6cu0pATX+Unu5AQQKFjL9uEP1c53Ip37dOAH/+cASr1UpArQAO7Yorl3LLw4GvDxLepvF9L5FhtVrJyzGgvakh6dRl8nIMXDt1Be1NNSEtHyEvx4DZlI/JYEQV7ItRn4chJ5e0i8lYzGbMJjNBDWrhrnLHWemKOiUTV093biQk4+zuAhIJp/YcAysgAWc3FyRSCe4+Hih9PHDzUqLL0FAnIpTghrUJrF+jfG7QbWROMp4aP4AcjZ4l/17O67Gv4hNw97UpBaGiieDpIWM2m7l6OYmQsNrEf3+SoLCiAZLVakWfko5359ZF9ik8lchcnNGn3bQlkihU8DB1J+1yqi142vDp5gr7LmWlydayaN4nTJo2CmcX5xKPz7iewe87fuP47mOEtazPyA/GEFy/ct96uXm54+blTkBIIADdRzyOOd/MjStp/L7jEKsnLkfuoiD6yfY069IC33JcK0QqlfLvWeMICg5g6rg5TJ87ieeGPVlu5QuC8PBKPHuFkMZ/9zqpUzLJzzPhVzewXMr3rRuIQZuLPktH7fo12Xo5BYvZ4vDkDOeOXeDP307x1v+9fk/n52py0GXqyLyWzvEdh8i8lo5EKiEwrAauXu7UaFQbv3pR/PVHIkofDyRSKU7OTmjS1FgsFvzqBhLeLZI6EWHos3R4BXojkf7dS2W1WsGKbZvFYiEr6SauXu7cSChICKW5kYUuQ8tffybi7uPB2f1/cmjjfpp0i8Cnlj9NHm1Rrj1UEomEoa8+x7IZK3l/0ke8vHg8gbUCyq18QSgrETw9ZJKTUjHmGQmtX5ffrv1Is0dbFDnGqNGRn2vALajoD3GJRIJbgC+5NzKKBE8SicSWNKJhdGPCmzck8dJVcnR63JVuFfadSmvD2i34+fvwzND+dz3OarHw49rdHP7mN2o2rM0L77xIrcZ1KqmWJZM5yQiuX4P+/x5E+6djuHryMn/+eIK4b34j8rEoOg/uWjDkopw8P2IQAUH+TJ/4Bj6+Kh7r82i5lS0IwsPpyrmrtO3x9/pGNy+n4eHnVZBEpxx4+HmicHPm5tUb1K5fC2OeibRrNwgOCSqX8u/V/3YeIqpLJEF1Sh8kqpMzuPDrGXKzczi3/08sZgtKP0/qRoTRbdwTBSnZ/5FQoWHHpiWWqwj2KbJNIpHAbSP+pFIpvreWIglpaZ9wo/3grrb/Tj73F0e2/o/EI/Ec3fY/GnVuQUSf1rje6lm8XzInGeMXjGbVnLWsnLOWEa8Npk4DkURCcAwRPD1kEi9dxdvHC3c3N9Q3svGrXXT4mT71JnIPd+TuxQc8boG+5KQUn/b19ox7YQ3qoVDIOXfmIlFtiwZplclkymfT/33NtP9MQCq985vHfFM+O5Zs4/IfCYx4f3SVCpqK4187AP/aAbTq3Ybzv53l5437OL7rCI07NqX7iMdwL6dMTt17dWLa7Am8Nvltjv9+khlvTHZYRkBBEKo3k9HEXxeTeHbyINu262evEtSwVrldQyKR4FsngIy/blA3MgyfQG+uXUpyaPBk0Bs49vMfjJ8/ulTH67NzOL3nGMd3HMY/JBB3byW9pz1NcMNaKMrxBVl5qNG4Dv1nP49Bl8vlo/H8umEfx3f8Roch3Wn2eCtkTrL7vobCWcGIWUN4Y/g7vDH8HWatmkb9ZhUzb0wQ7kYETw+ZxItXqVe/LhlJN5FIKHaYlz41HfegO8/pcQ30Jf3P88VOSg2sF8SFw+cAkMudaNikPmf+PO/w4Onw/45iMBjp3uvO4+nz9AY2z/+CrNQshr//Er41fSuxhvdHIpHQuEM4j7RuwNVTV/jli/18MuYjYp7rQrNHW5RLEPX8iEFERDVj1L9exmy2MPOtKXcNRAVBEIqTdOk6VquVurd6DqxWK1f/SKDdv8q3V7sg417BmnW169fk2qXrtOkeVcJZFefEL3/i4uZCeOu7J8WwWq2c3nOM37ccxE2lpPuEvtSPblxJtbw/LkpXGndpQf12Tbhy7CI/f7qLE98eotnjUUT0aYuT4v5+diq9lLy35W0+e2cDGxZvYvy8UQRU0BxkQbgT8cvnIZN46Qqh9ety42oa3oHeyJ2LTljNSbmJW/Cd5864BfhiMZrIUxddsT2wXhBZKZkYcgoWfg1v3pAzp86X3xe4R1u/+JZuj3fE1bVoWnYAgy6X/5v5GXqtnhGLRlerwOl2Tgo5Ya0eYfh7o+g24nGOfv87S4a9z49rd5F6awHj+9GkWQM+/X/27js+qipt4PhvajKTHhISUoAkkBBqAiFUQUSRoqCoiGJD7AXbupbXsva67i4WFOwFu0izgNKlCEgnhEAoIb336ff9Y5KBSIAJpJLn+zFm5tZzL5P7zHPPued89V9+XbyCJx56iYK8wkYotRCiPTmYcpiwqE54GJy1J0UZ+VQWl9O5X1Sj7ieoSwgFR5zdlUd2iyAj7Wijbr+h1v3yJ4MuSjptLcz2nzax4atVJF95Hle/MqPNJE7H03no6D60JzfNvpdBU0aSsmI73z7+Ifv+2I3VbD2rbas1aq66+3L8O/jy6r3/pSivuJFKLYR7JHlqZ/alpBPbI4b8w3kEdz2xzbXdYsVUVHLKmietwRO9rzfVuSd+cQ7u3BGDr5GD2w4A0KtfD3ZvT228AzgD27fsYtVv67nl7utOuszS939BcTi48eUZZ9X1eGuhUqvpPzaJu+fcz7XP3kD61gO8f/+7LPjPD2edRMX3juW9z1/nwL5DzLz1/7DZbI1UaiFEe3Aw5TDR8V1d74/uOkRQl5BGez6mVocuHSnJKsRmsRHZPYKM/ZmNuv2GKCkoZc/mvQwdm3zK5bYt2cj6ecsZfdcl9Lk4qc3X7mv1OnpekMDVL8+gc0IMaz9Zxnf/9xGrP/oVc81N1jPhG+DDPa/cQURMOC/d/m9JoESzatt/laJBbDYbB9IO0T0+mrzDuXSsp1ejqtwCVBo1nh38T7ktY0gHquqpdVBr1HQfGMe+jc7apl59epBxOJOy0vJGOYYz8cncbxg38QKi/zbgb63tv29l16odTHxgMh7G+mum2iqVSkV0Qgy3vXk301+7FVNFNe/fP5tPH/uQzNSjzp6VzkB871je/ew1crPyuHbiHaSnHWrcggshzlkHUw7X6Wkvc88Rwo8b76mxBNY058pLzyayWzjF+SVUlFY0+n7csWHpn3TqEnrSTg4cDgd/LVzP+nkrGPePK4keeOJA9G2Z3ujBsOtGc91/76RzQgxZezP46uG5bFvy5xnXRGm1Gu55+XY6RYXy2sz/sWvDnkYutRD1k+SpHTly8CgWs4XucdHkHcp1dX99vKqcAowhQahOc7fLEBJEVW79gw52HxjLgb/SUBSFrjGRGL0M7NnZMrVPOVl5rFi6lmunX1Hv/OKcIn6evZjxd11KaPSJ3bafS8LjIrj6yWncPecB/IL9+OjhOax+bzmHdhw8o+0FBPrz/dKPiO7WhRuuuIcD+w41boGFEOec6koT2YdyiK5JlhwOB1kpRwjv1fjJk85DR1RSLHuWb6NjeDAeBg+OtEDTPUVRWLXwD4ZPGHLSjnY2frWKrYs2cOHdE+ma2K3eZc4FtUnUlc/dSOLEIez4eRNf/mMO+zek4LA7Grw9rVbDnc/NoHdyT2Y/+T6FOUVNUGoh6mr1yVNqaipTp04lISGBsWPHsmrVqnqXy87OZsaMGSQmJnLBBRfw/fffu+bZ7Xb+/e9/M2LECJKSkrj++uvZu7fln8Npbvv2phMWEYpOo6W8sKz+mqea5Ol0jCEdMBWU4LDZT5jXuVcXKksqKc4uQqPREN87ll3bW+Z8f/P5AuL7xNK734ltxiuKK5j35CfE9O9GvwsTW6B0LSMgNIBJD17Bve8/iNHfyLynPuGX95Zgrmp4Ewr/AD9e+t8TXDBmONOnzOSvTTuaoMRCtA4Sj87e4dQjaHVawqKdA6oWHs7DUmUmLL5h3U5XFZSwb/Ef2K2nbjbca3Qi+9enoCgKnWMjOJRy5IzLfqb2bUujMKeI4RMG1zs/dc0utv30J+MeupLuQ3s2c+lahlavo+/YJK594zbiRvRh+XtL2PDWMtI3NfxGq8HLwLUPXEVcYneevflltq2VOCSaVqtOniwWC3feeScXX3wxmzZt4uGHH+b+++8nM/PEdsv3338/MTExbNy4kddff52XX36Zbdu2AfDhhx+yatUqvvrqKzZs2MCgQYO47bbbsFrP7qHFtiY1ZT/dezhrnTQ6LYFhdcd4UBSFqtwCvOoZ3+nvDEEBKCiYCk5sZ+wd4ENAaAAZNUGqV98e7Nqe0jgH0QAmk5nvv1zENTeeOLCroigsnvUj3oE+XP6PK9tlt9t+Hf0ZOHUIN7x0Mwe3HeCd2//HzhXbG9yUT6VS8a9X/8mV117KbdMe4qcFvzVRiYVoORKPGsfBPYfoEheJtqbThMw9hwmOCnW7ybTiUNj9ze9snPUtmX/uIf23TadcPjQuArvNRnFmAVE9unAw5fBZH0ND7dqYQo/+sXj7ndjrad6BbFbMWcL5t4wjrEf7G7dIq9cx6KoRTH/3PjoldGHprB/Z8NVKKosb1rxSpVJxz0u3M2bqaN5+bA6H9jZ/kizaj1adPG3cuBGTycRNN92ETqdj9OjRJCcns2jRojrLpaens3PnTmbOnIler6d///5ceumlrrt9FRUV3HXXXYSFhaHVarnpppvIzc3l6NGW7XmnuaXVdBaRdyiXoMgg1Jq6Pf6YS8qxmy31Do77d2qtFkOHgHqfewKIiO/M0ZrkKWFAb7Zu3nXGz9ecqcXzl6LVahl7yQUnzNu+7C8O7zrIpAevQKs/scfB9iQivjO3vXk3Q644j5/eWciX//oMS7W5QdtQq9XM/Oet/N9z9/PEQy/x9r8/wGK2NFGJhWh+Eo8ax9+fd8rYcbBBTfaytuylcF8GCTeNp9+N4zi6bhdVhaUnXV7vqce/UyD5B3PoGt+FQy2QPKVuTSMuofsJ0xVFYc3HS4k7rw/x5/dt9nK1JjoPHVEjezDuoStJW7eHbx7/kKy9GQ3ahlqjZsINF3PepUP570Nvs2P97iYqrWjvWnXydODAAWJiYurUCkRHR5OWllZnufT0dEJDQ/H29q53uQceeICxY8e65v3222/4+PgQEdF4A/K1Bfv2HiA2vuZ5p3qb7OWj9/NBe5LuvP/OGNLhpM89RcZ3dtU8JQ7sQ3FhCYcONN+dIIfDwWdzv+Gamyaj+1tylJ+Rxy9zfmLMrePxDwlotjK1ZhqthsGXDeXO2TMpLyxj9l1vsmftrgZv5/KrJ/D2Ry/z47c/8+zj/26CkgrRMiQeNY6Dew4T3bMrAJVF5WTsOOh2V9yKonB03U66jEggIDqcwJgIAmLCObxy6ynXC+4aSv7BHKJ6dqEwt4iyoubrwKi60sTBlMPEJdZNnhSHwu+zF1OYkU/yVSOarTytXZeEGKb99w5iBvVgwXNfsPaTZSiOht14nfbg1Vw4ZRRvPvIuaxava6KSivasVQ+SW1VVhadn3S/ynp6eVFdX15lWWVnp1nIAGzZs4Nlnn+Xpp59Gp3OvxiElpfmbnAGYTKZG23dFeSU5WXlo9CoOpBwkrHfECdu27z2CYtC5vU+H3YI9I4fKepa3eNjIP5LH9r+2ozfoCYsIYcnCXxk97rxGOZ76HH++tv65k6yjOfQb2KPO8SiKwur3fickLhSPCEOL/du2FvV9xobeOpIDf+xj/mvfsuX3TfSbOACdp/u1c/5B3vzjqTt4fOZLWG0WrpsxGa2uVV9q3NaYf5OibZF4dPaf/crSKgpzizCVFbH+gx8pLKnGGOxDgbmYwpSS065vySulsqCEch/VsbJE+pG9ag+OmEDU9YxbCKB4azi04wBBgyLxNHqweukaYhp5TKm/qz1ff/7yF94BXphV1XXOX8bGAxzctJcBN4/gSE4G5DRpcdqE4z9jwYMi6R/hxbYv1pF1OJOY0b0wBro/2HtMchfGKRfy6avz2L11D0MuGYjeU99URW8xEpNaRqv+RmM0GjGZ6j7EbjKZMBqNZ7TcN998w0svvcTTTz/NpEmT3C5HfHzLDFCXkpLSaPvevHE7Hh56zhsxjE3vrWHcrZcQFR9TZ5nUbQcI6hNLh/hYt7ZpCillX8phukdFo/X0qDPPEetgzXvL8XIY6BYfy+DhSWQfLWjSc3n8+Xp/1peMv+wiBibXHU1+x4ptFB0u5K459+Pf0b/JytJWnOwz1qdfHwaPHcqCN75n5aylXHrf5UQlxNSzhfrFx8cTGtqJf97zDNkZefx37gsEnqb7+7agMf8m24stW7a0dBEahcSjs//sb/9jJ0ZvA6o9mRi7dCJl5z6iBsbRs6d7nSTs2bWcjr2i6J3YzzVNiVNYv/Uw/mYt4Qn1l6+jdwe+WrqTruFdiOkVha3C0eTnMSUlhR49evD+Y58x8abx9OrdyzXPbrWx/r+/Mvy6C+k1ov10VnQ6J3zG4iGmezfWz1vBX++v5qKZkxrUE2F8fDzxvXvw8ctfYC6zMPPVO8+555slJjVMY8WjVt1sLyYmhoMH63ajnJ6eTrdu3U5YLjc3l8rKynqXUxSFF198kf/85z/MnTuXyy67rMnL3tqkpRwgJjaKoqP52K02wmLrNhGxmcyYi0rxCjuxOd/JeAT4otZpqT7JeE+RPbtwaEc6AP2T+/LXn83TA055WQWrfl/PhMsurDP96N4MFv13PuPvniiJkxtCozsx4z930HtUP+Y9/Sk/z16MxeT+c0z9+vfi6yVz0Wg1TB5zU4t1Vy9EY5B4dPaO7DtKx5AAdEZPoicMpdpkw5ZbcNoe8wAsldXk7UonbGDdREulVtGxTwx5uw6cdN3AiGC8A33I2J5O1/jm6zTicGoGJQWlDLygf53pe1ftRHEoxJ3Xp1nK0ZYFdQnhkkevZsDkYfz8+nds/HY1Nov7A7PHJ8Xx0P9mkrI5lflzFp1Rd+hC/F2rTp4GDRqERqNhzpw5WCwWli9fzsaNG5kwYUKd5aKjo4mPj+f111/HbDazdetWFi1a5LqbN2fOHJYsWcI333xDUlJSfbs656Wm7Ce2RzRHUzLo2CUED2PdmqLKrDw0nh54BPi6vU2VSoWxYweqcup/7ilmQHf2b3G28+8/sC+ZGdnkZOed+UG46cdvfiK4YwcGDDp2d9Jhd7B41o8MGDeQhIv6n2JtcTytTssFN1zETa/ewsHtB5g1/XX++Ha12wHIP8CP97/8DxeNG8mdNzzMsp/q79pZiNZO4tHZO7IvA28UOg/vx+GtB/ALDcDDQ0vu9v2nXTfzzxQMgb4E1HRxfryOvaMpPpiNpeLEppHgjFWdE2I4vD2d6F5RpO8+1CwdGG1bu4PufWPq9LKXk5bJ6o+XMuSaUWj1rbrxT6uhUqnof+lgJvxzCntX7WDhC/PYt3a3289CdQwP4r7X72LVgrX89+F3qCirPP1KQpxCq06e9Ho9c+fOZeXKlQwePJjXXnuN//znP0RGRrJw4UISE49Vd7/55ptkZmYybNgwHnroIR555BGSkpJQFIW5c+dSUlLCxIkTSUxMdP3s2dN+RqPetzed7vExZOw9QkR85xPmV2bm4tUpuMFV2sawjlRm1Z8QxfTvTv7hPMoKygiP7ESXqAh+/2X1GZXfXVarjc8++JYbbpmC5rjeBPes3UVZYRnnXze6Sfd/rgqPi+S2WXcx5rbxbFywjk8f+5CibPcGI9RoNDz6zExuuv0aHpn5LP97ZQ6VFVVNXGIhGpfEo7N3aM8hArwNdBoQR/qmVKIHxtHlvH4cWrGl3jEDazlsdjI37CZyaJ96Y5RPWBCeAT7k7z75gN+dE6LJ2JFOVM8uVJZVknOk6W/kbVuzg4Thx3rRUxwKaz5eRvz5fel5QUKT7/9c07lfNFNevBm90YOVH/zMunnL3a6Fih8Qx9MfP0ZVeRXPTn+Z7MO5TVxacS5r9bc9YmNjmTdv3gnTJ06cyMSJE13vO3XqxJw5c05YTqVSsXnz5iYtY2tntVhJSznAg4/dwfq5vzNy2okJRHlGNkF94xq8be/wEPK37sFht5/Q9XlgWCABoQGk/5VGwpgBXDr5YhZ+9yvTpl95xsdyOr8uWk51lYlJU8a5phVlF/HLu4sZftUIPL0NTbbvc51Wr6PvqASiE7qxeNaPvH3rf0i8OInxd12KWnPq+zAajYbpd1xDt7goXnvubdas2MBbH71MaKeOzVR6Ic6exKMzV11ZTWF+CVEXJ2Gz2MjcfZjkK88jOCqUjD92kLMtjbCkHvWum7frAIrDQUg93X2D87x27B1N3q4DhA+q//mpiN5dsVSZMRdX0jEimAO70ulUT6+zjaWssJwjaUe58/lbXNPS1u2hJKuQCf+8qsn2e64z+Bq55JGrObr7EMveWsihv9K4+L7LCXLj3zKwYwCPvP0A7z/3CW8+8i43/9/1dOsT3QylFueaVl3zJBpHyu407HY7XSLDKcktOaHmyVJeibm4DO/ITg3etjEkCBSl3qZ7KpXK2XTvL2fTvUsmj2Hv7jTSUtPP7EBOQ1EUPp7zFVNvvByj0eCa9vM7C4no0Zkhk4c1yX7bG+8Ab65+aho3//t29m3cy7t3v8muVTvcagZz3qjBfLnwPUJCg5l6yW389nPT1kQKIVqHjP2ZqNUqYgbEcXjrATx9DIR0C0ej0xKW3JOjG04+FmDmnyl0SuqB5hS9dp6u6Z6H0ZPQ2HCObD9ATO8o9u9smjhUK3Xzfjp1CSEk0nmDyGaxsv7LFQy4fChGP68m3Xd7ENGrK9f9907CenTmuyc+5q8F66kqPX1zPJ1ex83/dwNRPbvwyt3/YdPyv3A45Dko0TCSPLUD2zbvpEev7hQczsPo50VAaN2xjcozstH7euPh59Pgbau1GrwjQik7WP8AjzEDYknfegCb1UZYRChJgxNY+N2vZ3Qcp7PjrxQOp2dwzY2TXdP2rtvDkT1HGHfnJajU8nFvLCqVivC4CO56dyZ9zu/H4jcX8PVzX1BeWHbadb28jcz64EVuvPVqHr3vOR668ykKTjLYshDi3HBg+wH8jZ4ExXYmfXMqUUmxqNTOJnjhA+OpyCmiPOvEm3CV+SWUHs4hbMCpW0a41XSvXwyHt6XTrU80B3adfLmz5XA42LZyJyMmDndN27bkT1QqFX3HDmyy/bY3Og8do24bz+g7L2H38m18+/hHFLrRHNPDU8+tT93EFXdMZO6zHzP7CRnUXTSMfJtsB7Zt2U1CUh8ObU+nS5+uJ7QZrziSjU/nhtc61fKL7kxpeka9dw2jE53dWx+o6Thi4pVjWTJ/KTab+73luGvht0uZeNVYV5fYFpOFpe//zPApI/CT3vWahKe3gfOmns/tb92D1WThnTtm8eeiDaftUKK2Gd+3P71PYUExk0bfwHfzFsodQCHOUenb0wgK8kXnZeDItnSiko4NieHh60Vgtwhytu47Yb1Dy7cQ2D0SY5D/Kbd/fNO9k+mSGEPu/kzCu3Yi62A2VeVN8+xl2vb9lBdVMHzCEACqSir4a8F6hlwrnUQ0he5De3Htv28jvGdnvn7kA357Z5FbPTiOvfYinv/iKY4eyOS5m1+hMMe953iFkOTpHKcoCts27yRhQG/Stx0gOqFut7qKw0HF0ZwzarJXyzcqHGtFFdX5J154tDot8cN6sWuVs5vyi8aNoLKymvVrGrfd/56d+9i9I5Ubb73aNW3NVyvRajUMmTz8FGuKxhAQGsB1L0xn7B0TWPPlCmbfOcuVMJ9KVLcufPj1/3jgsdv5z0vv8dCdT5Obk98MJRZCNKeMA1lExoRxdNchVCoVEb271pkfntyTrM17qS4ud00rSD1C3q50Yi4e5NY+Ttd0r0PnjvgE+WEuKMPD4MH+Jqp92rxiK1G9O+Pl6xzba/fv2/ALDaDbEBmPp6lotBouvHsiV704ney9GSx66Suy9macdr2O4UH86+PHCArrwBPTnmPRxz9Ld+bitCR5OsdlZuRQkF9ETNdIijILTxjotDI7H4fNhndE6BnvQ2vwxDusI6UHjtQ7v/fIvuzbuBdzlRmjl5ELx41g0feN23TvkzlfkTw0gc5dneNXHdl9mA3z/2D8PZPQnqKdvGg8KpWKfqMTuWvO/fQ8rzdfP/cFKz77DVOl6ZTrqdVqrrx2Il8veZ+sozlcMuJali5ZKbVQQpwjqiqqyM8voUdyPAc376NLYgwabd0OhoLiuxAQFcaueUuxVpupLipjz7fLibowCZ9OHdzaj09YEIYAH3J31N/1uUqlIia5B4c2p9F7cE+2rNx61sf2dzarjc0rthKbdGxcr72rdxJ/fr9zboDW1ig4KpRJT07DO8iPBc99wdJZP1JdduoaRg+DB/e+cgcz/u96fvtmBe/960NSt57+5p9ovyR5Osdt27yTsIhQyjNLCOgUeMLzTmUHj+Id2QmNXndW+/Hr1pmSfYdQ6vnC26V3Vzy9DaRuSAFg4hVjWb50LWWl5Scseyb27Exl6ZKVTLxqjGvaik+XkThmAFH9pCed5mbwNjDq+gu54rGr2btuD2/f9l+2Lt1S72fjeBGdO/H1krnc+/At/N8DL3DTlfdyYN+h5im0EKLJ7FqzA61aTY/hfTi4eR9RA2NPWEalUtHr6tGo1Gq2fbSEnfOW4t+1E11GJLi9H5VKRcTgXmSs23nS2oOYQXEc3XWI/uf1ZcvKrVgt1jM9rHpt+n0Ldpud2P7OG5VbF27AXFFN7LD6ewEUjc832I8L77qUq1+9hdLcEj6+cxbrv1xxyk6N1Go1SRf0559v3U9FSSWv3zeL+XMXNWOpRVsiydM5bsMfWxg4JIH0bQeI6le31klRFErTM/CLijjr/fjHRmG3WClNP7HjCLVGTa/z+rBr5XYABg5JILRTMPM+/v6s96soCs88+jqXTRlHt7goAPZv3sfRvRkMvWrEWW/f3TL8PTGwW6zYzRbsFisOmw272YK5tBxLRRUVR3OoLiimKr8IU1EppsISbCYzyjnWVCBuUDy3v3U3I64ZxW8f/soHD83hqBvNKG649Wp++eNrOoWHMGXCLbz7v48b/QuOEKL57Fyzg04hAZTmlmGuMtPlb7GoltZTT7+bxuPp7w0K9Lzy/AbX1nRK6oHDauPI6m31zg/pFo7B14i3VofNamffttMP0OsuRVH49avlnH/5CHQeOqpKK/nzuzVccPsEPH2MjbYf4Z7A8CCueO4Gxv3jSnb+uoUlr35LUeaJnZIcLzw6jIffvI+HZ93Hz18s4/Gpz5Cxv/4OsUT7Je2ZzmGKorB+9SYe+r87SflmM+PvnlhnvqmwBGtFFb5dzz550uh1dOjVjYLtKfh3O3EQ3t7n9+XDh+ZQUVyOd4APM/95G0889BKTp15Cx5CgM97v2hUbObj/MO988ip5+TmYKk0seWsBw6aMwL+RO4lw2O2YCkowFZZgKirBVFyKrcqEtbwSu9kCKhUqtRqVWoXjFA+rqtTqemthVFoNGp0OzyB/tAZPFEVBZzSg8zai8zKg9TKgMzpfq9tIU0S1RsPASwbR67zerPz8dz7+5/tEJ8Yw9Irz6No36qTrdQgO5JU3n2LV7+t4/v/e4NfFK3nk6XsZPHxAM5ZeCNEYUnek029Adw5v3U94z87ojR4nXVZn8KDPtWNOOv90tB56ekw+n52f/0pg9wh8I+qOJadSq4hOjuPwX/vpmdSD7et20Su5cZ5FSt2aRtbBbB74911k5WWxa+kW/DsF1lvT1looioJKpXLWyigKNrMVraceAGuVCb1X2x4bUa1W0zWxG1Nevpn181bw1cNz6TU6kUFXjzzluI+xCd14/ounWPzJzzw341WGjE3mqrsvx9tXupkXkjyd09L2plOQX0REh45sN1mI6V+3s4jSA0cwhgahNXo2yv469Ikjf9teKnMK8AqtmxB16hZGaEwn1ny1knF3XspF40fyxYff8dZr7/Ps64+e0f4qK6p46en/MfXGy+kQFEBefg6/ffirswe4KSPP+nhs1SYqs/MpP5xJdX4xpqISFIeCh78PnoH+eIUEORMaL2dCozgcKHYHisOB1uCJSqNxBiSHA9QqtAZPHFYbOm8jisOBSqXCYbPjsFqxm63YqqqxmcyYS8qwVZlQqdXYqqqpyivEVlmNtbIaxW4HQK3XofMyYAgKQGPwxBAciCEoAM9Av1bZJbvRz4vxd09kwPhktvz0J188+TGxg3pwwY0X0SH85MnzyNFDSRqUwNtvfMhdN/2TK6Zewu0zbyCoo3vPQAghWlZ+VgEFRWUkjR7A1sWbiT+/b5PvMyiuM+HJ8ez4/Ff63zoRYwe/OvNjknuw6OWv6DVpEL/M+42p915x2oG+3bH0q98ZPGYgfh38yMg8ws6lWxh+/YVN9qyTqbQCa0U1dquN6uJyFLsDU0k51ioTxuAArFUmFJsdxeHAM8AHc1kVdosVU3E5lspq1FoNpUdy0eh12ExmVCrnjT2Nhw7F7sBhs6P3MeLh64WpuBytwQOVWoXWQ49ap6lZz4KHjxG1TkuHuM7ojJ54hwY6l/nbc20tyT80kHEPXkHW3gzWfLyU75/8hL7jBtL7wv6uLvP/rmN4ENMfu46hYwfx9Vs/8Pwtr3L/63cR2rnpBlcWbYMkT+ewdas30bNPLJm7Mojp3x294djdPsXhoHhvOh0H9G60/el9vPDr1pmC7Sl4hZ5XZ55KpWLMjLF8+vhHJE0YRHDnjvzz6Xu47rK7uOLaS+nXv1eD9/fS0//D0+DB3Q/eDEDuvhy2//YXN//7tlMOpngqtmoTpekZlO4/QkVmLhoPPT6RoQT0iMYQFIAhOPDsan08nf8GKo0zqGj0ajR6HTovINDvFCs67xDazRZnIlVVjbW8iur8QqwVVVQcycZcUoZKq8HYsQMeAb4YQ4PxCg1C7+fTah5UDokKZfzdE0meOIRlH/zCO7f/j+jEGIZdNYLOvbrW+wXGy9vIP5+6h7GXXsALT/yHscOnMumqsUy//RoiOoe1wFEIIdy1+dc/8TV6ENItgsIjP9ElsdvpV2oE3cYPxVJRzZb3FuAbHkzvay50PdvbKT4SvdGDIB8vKkor2bFhNwnD+pzV/nKO5LL9j1088+njAGRuOohGp6Xb0DN/1slht1Oeme8aA8ths1N2NA9btQWH3Y6t2gyASqPGEOiLSq1GZ/TEw9dIztZ96IyeqLUaVCooOpCFzuiBzssTY7A//lGdcNjsdBmZiOJQ0Bs9URwO1FqNK7HSexupzC/GXFaFp58XdovNGYdMFuxWG9ZqMxqdFmuVCZvJQtriP7CZrc6bhEZPvMOC8O8cgl+XUIxBfnj6N3wsycYW1iOSyc/cwF8/ruPPb1ez+7et9B2bRI/z+6Ku58ajSqWiR/9YHp/9EB+88BmPT32G2H7dmP74da4BkEX7I8nTOWzd6j8Zet5A9q7fw+jpdZtBVBzNwWYy49+9S6PuM7hfPPu//5WqvEKMf6sd6Ny7Kz2GxLPsg1+49pkb6NW3B1Oum8g/73mGz+a/06Dmex/OnsfSJSv5YsFsPDw9MFeZ2fLdRoZMHk6nbuENLndFVi55W3ZTkZHjSgJDhyZiCApoNYmHSqVC6+mB1tMDz5qxrODYswO2ahPVBcVU5xdhKiwhb9NOLGUVzoQqJAgPPx8MIR0whnTAM6Bla6iCIoO55l/Xk38kj40/ruOLJz/BL9iP86aeT59R/VBrTrxj2TexJ18tnsOGtZv54J15TBp9A3c/dDM33no1mnqWF0K0vH1bUokIDyJr71H8QgPw7xTYLPtVa9T0nHIBmRv3cHTDLtJ+Wk/cpPNQqVSo1Wp6jU4kZfl2hoxN5vdvV5518rTs6+X0TIojIiaciqJy0lemMPqOS07oVfB07BYrhalHOPLHDipzi3DYHRg7+OETEYxGpyViSG88fb2c1/Ugfzx8vZy1RU3UlNurY8DpFzq+/FYb5tJKKrILqMgrpjg9iyN/7MButmIM8sevcwg+4cFoPHT4dwnFEOjbJOU+FZ2HjkFXj6T3Rf1JWbWDdV8sZ+fSLQy6agSR/aLr/TfTeei4/ZnpXHLjxSz44CeevvFFrrhjEiMmDsOjppmjaD8keTpHlZWWs+XPHUy+bBxb1mUSO7Du6OwFO/cRENsVjUfj/tEbQzrQoXd3jvy6lthrLznhS/Do6WOYfccs9m/eR7ekWP7x5D0cPpTJXTf+k4+/fRNvn9O3J16x7A/eev193v74FbrHOXvTW/7JMrR6LSOuHdWg8ppLyshet5Wyw5kExsfQ7YqLMXQMbDUJU0NoDZ74RHbC57gxu2xVJkxFJVRm52MpLadgWwrm4jLUOi2Gjh2wa6BU74UhJAi9d/M/0BzcuSOXzLyMC2++mC2/bGLZB7+w9pvVJE8cQo+hPfEJrHunUqVSMeS8gQw5byDLf13DM4+9zvfzFjP1xsu57Kpx+Ph6N/sxCCFO7vD+LIaPSuDw1v10Tqi/o4imotZoiBzaB78uoWz7aAkOu50el41ArdHQZ8wAti7awMAL+vHOj2vJPpRDp65nNmRHQXYhf/y0gbtfug2Av35ch0+oH90bUOtUmVdM5qY95O1Ix261EZ4cT/RFA/GLDDl9b7iN0OSwsWh0WoxBfhiD/OgIMNrZasJcWkHB3iNUZBdwdP0u5zPExeV4BvoSEBVGQHQn7HZzs5bVK9CHpMuH0fvCRP78fi1L31yAh5cng685n7AekfgE1W0NolKpiIgJ564XbmHDr3/y9Vvz+fH9xYy4dChjpo4mINi/WcsvWo4kT+eo335eTYegAOz5JmISu9V5MNJcWk75oUy6Xz2+SfbdaUgipekZFO1KI6hfjzrzAkIDGXTZUJZ98AtRCTHodFr+/c4z3Hz1fcy85XH+895z+Pmf/E7U4h+W8tQ/X+HB/7uLIecNBGDbsr/469fNjLxztNtjOtlMZnI37aRw1z58O4cTO/USPAOa/w5YU9MaPfE2htYZx8tutlCVV0hVbiFVBw6RuWoTtmoTOh8vfCJD8Y7ohHdECFpD4zwL5w5PbwPDrhxB0vhk/ly0gT8XrWfp+z/T5/x+DL58KB27nNjG/IKLz2PgkER+/OYn5n30PW//+wMmXTmWa266gq7Rkc1WdiFE/Ypziykpq6T7gFjWfbqC8Q9f1SLl8A0PZsBtk9j28RJ2frGUPtPGYPT3Ju68PmT9dYDeg3vyw5yF3P3ibWe0/Xn/+ZbYhO70HtSTnLRMdv++lX7Thrp1E66qsJT0pX+St/sggd0iiBo9gE7941rV80JnS6VS4envQ8Tgus3zq4vLKU7PpORgNgeWbsJcWsH6VXsJiA7DPyqMgKhOeDRDBw2ePkZG3DSGIdeMYvtPf7Jy7s84bHYSLx1M37FJGP3r3pRTqVQMGTuIgRcmsW3NDn7+YhnLv1/NFXdO4sKrzq+3+Z84t0jydI5a8uMyLp4wij2rdnDJzMvqzCvclYZXp2AMQQ2rjneXWqclJLkvOeu3EdAj+oTareFTRrDj962s+HQZF948Fi9vI+98/Aozb/0/pl5yG/+d8zxxPeu2i6+sqGL2fz5i3sff869X/8nEK8YCkH0gi5/eXsjE+y5HG3r6WjRFUSjas5/sdVvx8PMh+tILzmqA4LbI+RyXs4aqyEtDjx49sJZXUpGVR0VGNllrN2OrMmEIDsQ7IhTvyFC8OgWj1jb95cLD6Ml5V5/P8CkjObLrEOt/+IP37nmbbv27MXjycLr2jarzhcTH15vrb5nCtdOvYPXyDcz76HsmXXA9w0Ymc+30Kxg6YqAEMiFayC8f/4y/tyc41Hh6Gwjv1bjNxBvCq2MAA26/jC3v/kj6b5vpdvEg+k1I5st/zGHs/ZfxxsOz2blhN30GN+z5262rt7Przz08//mTKIrCijk/0eui/gREBZ9yPWu1mfSlf5KzLQ3/rp0YeNdkfMLOvOfZtsgQ4INhQA/CBvRAURR2bdpKB7WR4vRM9v+8Hkt5Fd6hgYT0645/1074RnZs0lYhOg8dSZcPI+nyYWTsPMhv7yzirwXr6XVhIrHDexEaG1Fn/1qthqRRiQw4P4FNv2/h839/za9f/sagC5M479JhdKrnpp84N0jydA7Kyc5j84ZtXHnpWHbv2Ups8rEme7YqE0W704gcPaRJyxDYI5qC7XvJXr+ViPMH1ZnnYfTkqsev4dPHPyIwLIj+Y5PoEBzIR1//j1eeeZNpl93J4GEDGDSsP34BvhxOP8rC73/By8vI7E9fZ9Cw/gAUZOTz5dOfkXjxAPqM6kdKSsopy1SRlUvWmi1YSsoJOy+JgPjoNtk8r7GpVCr0vt4E+noT2CPa2cSiqJTyjGwqjuZQuHMfiqLg1SkY78hQvCM7NfmzYCqVii59oujSJ4r8jDw2zl/Hl09/SoeIIPqc34+eI/rU6Ypeo9Ew6qJhjLpoGGmp6Xz58Q88ePuThIaHcO2Nk7lk8hi3moQKIRqHxWxh7dI/GTG8DykrttNjZP0P5DcnTz9vel09mq0fLCYgqhMdYjvTJaEbRzelMfbaC/nijW947vMn0Lk5aLy52sy8/3zLJTeOpWNEMLuW/UVlUTmDrhpB+pGD9a6jKAqFqUfYt/gPdAYPel45iqCeXdt9LFKpVGh9DITF9yAsyZlMVReWkbs9jfyUQ6Qv+xNDBz9C+nUnIDoM34jgep+NbSyRfaK48e17yNx9mG1L/uTHZ7+gS/9u9J84hKAuHdEe9xlRqVQkX5hEz+R4tq3ZwR8/beCXeb/Rd0gvpt53pfTOdw6S5Okc9POC3+kWF0Vxai59Rvat8yBpzp/b8Qjww7cBzZpqR+VuyMVdpVYTeeFQDnz3Kz6RnfCLqTv2U0R8ZyY9MJkf3/geg4+B+GG90HvoefLFhxh76QWsWbGBJT/+RlVVNZ27hHP9jKu45sbJrqCWkXKE7178kujEGC6+bcKpy293kLd1D7mbdhDUJ47gS0aha+NjVzQllUqFZwd/PDv4E5wQj8Nupyq3gIqMHMrSj5KzYTsaDz3eESF4R3TCJzIUfRM+axQc6Xwu6vzrR7P9963sWr2D3z9eSmTPLgyaNIS4wT3qBNHucdE89dI/mPnPW/nh6yV8+O48Xn32TUaMHsJlU8aTmNTnlE1DhRBnb82ideBQ6JXckzXzVjHhn1NaukgA+HftRNToAez+ZjkD776CQVNG8O3/fcQlj13Nup838vMXy5g43b0m7Qs//Amth5Zx0y4i/2AOaz5ZxgW3T8DDq/4mz5bKalK+X0lxehbhg3oSc1HyOdU8rzGpVCqMQX5EjU4ianQS5vIqcrbtoyDlMIdWbEGj0xLQLQL/LqEExXfFEND4Pfmp1Woi+0QR2SeKkpwi1ny8jO+f+gSDj5GeoxPoc9EAvI57Ltfb14vhE4YwfMIQcjPymPffb3l86jOER3VizDUXMuD8BIynGFtKtB2SPJ2DflrwGyNHDiZ9wwFGT7/YNb0qv4iiPQfoNnmMW4mQw2bDlJ9LdU42DosFj4BADOER6Lzc+6JsDA4kdEgCR1dsxNCxA/q/3fnvNaIPpkoTP7z6DSOuGcWwq85zDqo6JJGBQxLr3aaiKGyY/wfLP/2N5EsHM/qmMaccn6MyJ5/MFRuxmSx0HTcS364N74mvvVNrNHiHheAdFgKD+mE3W6jIzKUiI5v8bXvIXLkRva833pGd8AoLxis0GJ2PV6PfSfUO8GHYlSMYduUICjLy2bZsCwv/Ox+VWkVUv2jih/Wi+8A4PGoG4PQP8OPmO67lxluvZsdfe/jh68U8fv8L2Gx2plw3iQmXXUhcz24tfjdciHONw+7g1y+W0bNrCLlHCokaGItXQOvpzKXLiETKjuaz84ulDLh9En0vTmLFuz8x9Z7JzH3+UwxeBi6acurOhzYu28zSr37ngf/cg2Jz8Ns7i+gxog9x59U//EfxwSz2fLMcDz8vBt03pUm+7J/LPHyMdDkvgS7nJWC3WCk+kEnRgUyyt+wlbck6PPy8CYgOo0NsJL6RIY1+fv1DA7n00auxWazsW7ub3b9vZevCDYT17Ex0UizRA+PqJFIhkR154N93k59VwLqfNzJ/zkI+e+1L+g7txYiJw4lL7C699LVhkjydY1J27SN1z37GJg4mdFAPQqKcz/MoikLW6k0ExEVhDD19u2pzYQHl6ftRabUYQjuhNXphys2hZNd2fKK74xns3vgGQf16UJGRzZGla4medOEJd9kGjBtIQGgA81//jp0rt3PBDRcRNyS+3i/e+Rl5/P7hUjL2HObKx64mbtDJR4W3W6xkr9tK0Z79dOjdndBB/Rq9Z8H2SuOhxy86Er+a2ktLeSUVGTlUHM0mZ/02rBVVaA2e+MVE4h3ZCWNIUKPX9AVFBnPhzWMZcc0oDu86RNqfqSyd+xOL/jefbkmx9Bjak+iEGLz8vdFoNCQO7EPiwD48+9qjrPp9HR+9+yWff/AtAR38GXJeEsNGJjPkvIEEurqAF0Kcqb9WbaO0qIzBl5/H1lV7uOD2U7cOOFOKooCigErVwJYRKnpeeT6bZ88ndcEaBl87irz0bDI3pHLn8zN45//ep7ykgok3j0dbT83Q6kV/8NlrX3Hjo9Po3juaRS99hUarYdj1o+vdX9bmvaQuWEPk8L5EX5jUpM3N2gONXkdQfFeC4rsCzk43yjPzyU85xP5fNmAuq3Q+IxXRkQ5xnfEOCUTrqW+U4Tm0eh09L0ggflQ/8g5kk74plR2/bGbNx8uIGhhL3Ig+hPWIdHXSFRwWxKQZE7h0+jjSth9g9aI/mP3k+2g0agZdmERYVCf6j0yQnvraGJVS2yZL1GvLli0MGDCgRfadkpJCfPzJE4S/UxSFW655AKOnJyFFem79312u5KlgRyq5f+4g9tpL0BlP/UW2KjuTyiOH8OrcFUNoWJ2gZMrPpTx9P16dozB2cm+AUpvJzP5vf8HYKZjI0UPqDXLmKhPrf/iDDfP/ILhLCDEDurl6WCvNKyV9axrp29KJ6d+N8Xddin/IiZ1d1J6vqvwiMpb94exWdNRgt5LF9qqhnzF3WCurqMzKp2TfISpz8rGbzOj9ffAO64hXWAjGkCD0ft6NXjPlsNs5vOswe9bsYt+fe6koKickKpSoftF07tOVLr2j8DyuOU1pSRkb1m5m3apN/LHqT/LzCgnu2AEfPx+GnpfEmAnn0yexZ52aqaY4X+e6lryGnmvaQjwyV5t5/Op/EeljIPH8JA5tT2faG3eg1TfevVqH1UrRzr2UpO5HcTjQGg34dovCPzamQTfJKnKL2PLufKIvSiYwPoqvH32f2GG9CegRzgfPf0pgSAA3PnItETHhVJZXkZuRx/LvV/Hnb1u49akb6T8igZ9e+5bK4nIue+o6DL7HhntISUmhW9dodn31GyXpmcRfeQGh/ZpngOC2qrGur+WZ+RTsy6D0cA4lB7Nw2OwYg/3p1D8O/6hO+IQFn7LFSkMpikJ+eg47ft3MoS1pmKtMBHUJoduQeGKH9ca7Q92B6m02O3+t2sbmFVvJTM8i53AusQndSLqgP72T4+kYEex2fJSY1DCNdQ2V5Ok02kKwqrV0yQqeeOhlbrv8Cvz9fLny0akAmIpKSfvmZyJHD8a/e9eTrq8oClVHj1CVnYlv9x54BNQ/mKG5uJCyfXsxhkdiDI9064/cVFTKgR+W4hUeQuQFg08a4CqKy9m0eCPZ+7PIO5iDWqPGN9ifTjGd6D9+IMGnGNF7z85d+JWYKNy5j8D4aMKGJ6FuooEDzxVNfeFVFAVLaTmVWXlUZOVRmZWHtbwStV6HMTgQQ0gHDEEBeAb64+Hvi6qRApqiKBRk5HNw2wEO7kjnyK7DWKrNhMdFENGjM9H9uxEZ3xmdh861/P59Bzl6OIv8vEJWLF3Lxj+2ENSxAxeNG+lKpFJTUyVQNZAkT42nLcSjr9/8no1L1nPV5PPYunIPlz05jbD4zqddz13Wikoyl68FFQQl9Ebn5YWpqJiSlDSsVdX4dY8ioEd3tKe5SVgrf89Bdn35Gz2vGoVd78Ev//kB347+DLl+NAs+/YXNy/9Co1FjtzsA6Du0NxNvHk94l1B+e3shxVmFXP709Sc0S9y1ZRtV6/aj1mnoedUFGDv41bd7cZymiEd2ixVTaQV5O9Mp3HeE8swC1FoNfl1C8I8Kw79LKD5hQacfS8tNikOhMCOPo7sOsfPXLZTllWDw86JLv2gi+kQRFl93/ChFUchMz2Ljss1sXbODrIPZdAgNZMSlw4iICSOgYwCdYyNO2rxckqeGkeSpmbSFYAWQk5XHNRNvZ8K4CzBtz+e2N++mY5cQbCYzB35YiiE4kM4XDTvp+oqiUHHwAObCfPzieqLzPfWF3lJaQllqCp4hIXh1jnIrgTKXlnPk17XYTGa6jBneaDVCiqJQuv8wR1b+iYe3kYiRyXiFudessL1riQuvrcpEdX6Rc6ypvEJMhSVYyytRqdV4+Pvg0cEfz0B/PAP98Ozgj9737GupHHYH2fuzOLj9AEdTMji4/QAOu4OOXUMJjw0nLDaCjl06YvA14mHwwOjnRWlJGSuWrmXpkpVsWLuZwKBAIrt0YtKV4+jZN46omC7oJDk/LUmeGk9rj0frf9nIhy98xgX9olEZfAiOCmX0XZc2WhnMxaVkrliLZ4dAQofV7WxBURQqj2ZRtDsVc1ExGk9PtEYDao0Ga3mlcyBwfz88Av0xhtbt8jpr815SF64h5uJBBPWOYfUHv3Bo6wH6TxxM1yHxlBSW4tfBl8DgANQaNfvW7mb9lysw+nkx4Z9XnfBlOHd7GikL1uDfOZQ+116EVpqMu6U54pHNbKUsI5fi9CxKDmVTnpmP4nDg1TEAn4iO+EZ0xDskAL23EUPg2XUspCgKFYXl5Ow7yuFtB8jcc5iKgjK8g3wJ69GZ0NhwAsI6ENItDF3N80/F+SVsXb2dDUs3kZdZQHlxOeExYQwYmYBvoA9hXTsR3aurq/MsSZ4aRpKnZtLagxVAVVU1N115L35+PsQSTNL4ZEZdfyEOm430Bb8DED1x9ElrYRxWK2X7U7FXV+Eb19PtDiGsFeWU7t2NR0AHvKNi3GpP7LDbyVm/zVk71DOG4P69TuhIwl0Om42yQ5nk/rkDa3kVdOlIr4tGNlrtRXvQWi68dosVU1EppqISzIUlzteFJdiqTai0GmciFViTVHVwvtZ6Gc44qbJZrOQezCEz9ShZaZlkpWVSmFnofH4C8An0ISw2grDYcMJjI/Dq6MvmTdtZ+dtadm/fR8bhTHR6Hd1io4iNj6ZbbDTd4qLoFhdFYIcASaqOI8lT42nN8ehwagYv3P4aw/rF4GXworraypQXp5+057mGqsrNJ3vVery7RNBxYCIqdf1/+4qiYCkpxVpRia2qGofVhtbgiamwGEtpGaaiYnReRgJ7x+Pd5di4Pfl7DrLn2+WEJcXTdXQSGTsP8sdnv1NVWklQlxBUKrBZbRRlFKDRaUi+8jx6jxmA5rgEzlRSQdqSPyhMO4p3QhcGTBx90nKKE7VEPHLY7FTkFlF2NI+yo3mUH82nMr8EFAXvTkF4hQTgGx6MIdAX/66haD09zmp/ZfmlZO/NICvlCHnp2ZRkF+Gw2ekY3YlOPSLpEBlMYOeOBHXuiEqtoqK0gl/m/cbBlMOUFZWTdzQftVZNt15RhEeHoTaoGDCsP2FdO2FopL+1c5kkT82kNQcrAKvVxqMzn2XfngOMikkgIjqcqx6fiuJwcOTXPzCXlBFzxZiT/sFbSoopP5CG2sMD39h4NPqG3SGzVVVSunc3Ko0W7y5R6Pz83fpCW3E0h5w/d1CVU4BPZ2dX5j6dw07bsYDDbqciI5uStMOUHTyKSq0msGcMHQf0Zl/6gWa/8DofWHagONz9M1JAqfn9dyo1KrW6UR5qdVdrSZ5OxlZtciVSpqJjSZXDYkXjocfDlVT54RHgi4efzxn39OewOzBVmjBVVJOTnk3WvqNk7sskOy0Tq9lKh4ggvEN8iB/YC++OvhSWlXIkI5P9+w6yP/Ug+/cdpKK8EpVKRXzvWELDgukSFUnPPrFEdgknLCIUP3/fdjeeiyRPjae1xqOta3bw0UufE9MlhGCVFoui4vKnr8cvtHEGYq84kknOH38S0CuOwD71dyjkLrvZQknqfkr2pqH1MhLcvy/GTs7na0sOZbN3/ipsJgudz0sgtH8cuQeyKDich0qlQqNVExgRTMduYa4mvwCV+cVkbtxD5sbd+HUOpcfkkRzOy2rV19Yzpdgd2K0WHBYrDosVW3W1c5rFAoqCw2bHYbViN1tQ67SuwdUdNpvz+0VN5x52iwW1VutcRqdDrdeTkZ1FdGx3NHrn+5bqWENRFEzF5eTvOUhVQSkV2YVUFZRgM1nw8PXCM9AHQ4AvhkBfPAN88IvsiKGD3xl9Lu02O/np2WSmHCE3LYuio/mU5hbjYfTELzQA32B/AsI7EBbfGa9AH/RGD9L3HiZ99yEyD2ZzMOUgxXmlOOwOOoQE0jEymJCIYMKiOuFp9ETvoaPf8L7Ss18NSZ6aSWsNVgAZhzN57L7nyTySzfDIXiQM7cvE+y5Hsdk4/PMq7GYr0RMvqHcMHrvFTNXRI5jy8xr07FJ9HDYbVZlHqM7JRmswYugUjj4g0HXRPJWq/CKKU9IpO3QUa3klHgG+GIID0Ro8nRdUnQa72YKtyoSltJzqwhJQFGdvb9264B0Z6rrAnmki4LDZcFjM2M0mHGYzDqsVxeFAsdtRHHYUu6Pmt901Hcdxr5uKSlW3F6na96ictWtqjTPZUqlAXZt4aVBpan/X/Bz/2vVejUqjIW3/AeLi45s1YTtbiqJgrayuqaEqOVZjVVKOw2JFpVGj8/FC6+mBzsuA1suIzsuAzsuIztvo/O1lcPt5OIfdTn5GPln7Mtm9cRdVeRUUHC3AbrWh1WvxDwkgIDQQ/9AArGoHldVVZBXkU2UykZmVy/60g+TlFqAoCkYvA2ERoYSFh9IpPOTYT1gIHUODCOjgj8Fwbt09lOSp8bSmeKQoCum7D7Fh6SZWLVzLoCG9cRwtwtPfh0sem0pAWIez3qfDZqd4916KdqcSnNQP/9iYs95mLbvZQtFuZ6cTxtAQAnvFYegYhMNuJ2vzXo6s2Y61spqgHl0J6tkVDx8jWk89Hr5e2EwWqovLqcguIHf7fsqzCvDrGkr06IEERDs7UmrtN6ZqKYqCw2LFbrFgN5uxmyw4LBZs1SasZeXO+GizY6+uxlpZhcNirbO+xuCJSqN2JUZqrRaVRoPW4Olc12oDQK3V4LBYURQFxeFA46FHsdmxW604rDWJmNmM6rhvpCqNBrVeh0avP/ZbpwW1GsVuxzPQH42nJxpPj2M/Hh5NknQpDgeVecVUFZZiKiqnuqiM6uIyqgvLqC4qQ63T4unvjSHAB8+aH0OAL57+PhgCfdAaPNz+jmWuNJGdepSyvGLK8krJO5BF/qFcbGbnuTcGeBMYEYTRzwubXiE8qjPVJjOV1SYqKqooyC5i/850KsoqUewOqiqq8TR6EBweTHBYBzpGdMQ3wIfI7uFodVocdgdhUZ3w8W/8jpxam3aTPKWmpvL000+zd+9eQkNDeeyxxxg5cuQJy2VnZ/PEE0/w119/ERAQwN13380VV1wBOC8Os2bN4uuvv8ZsNnPhhRfy9NNPYzQaT9jO37WmYFXLZDLz4ex5fDh7Ht0iI4n1DGH0tRdx3tSRlO4/TPYfWzEEB9B5zPA6HTMoioKtopzqvBzMBflovX3w7hyFzqdxxkNwWCxU52ZTnZuDYrfhEdABfWAH9H5+qHWnvuuhKArmkjIqs/IxFRRhM9fc2bLZ0Xjo0Ro80ft64dnBH+/w0HoHFjzZ+XLYbDjMzuTIbjbj+Ntvxe68uKt0OjR6D9Q6XZ0kg9rkQ62um3wcNx1V3eTjlNcflQr4+wLOLncVuwNFcbiaj7m64v3be8VxLKHjhGnHJ37H/Rz3vr4ynTrR0qLx9DzWLfBJlz3u3DTzRVhRFGzVJiwl5VjKK7GZzNgqnQHfWlGFtea1YnMev1qrRWv0rPkxoPX0cAZonRa1Xodar3MmYEYDWi8DWqMnqfv2ER8fj+JwUF5UTnFOMcXZRRTnFFGcXURlSQUWk5XywjLKi8pd/24e3p5g0GDVKJgUK1UWExXVVZSUl1NUXEphYRG2mnKFhnXEz98XH19vgoID8fXzwdvHCz9/X4I7diCoYyD+AX4YvQx4+3jj6em8Q+t5ls1Jmsq5lDy193jUvVt3yorKOLzvKL99u4J9W9PoGt+FcKOR6rwyOsWGM+HRqa7nN85GZXYu+X9uRVEUOg7qj1dN7VBjs5SVU7Q7lfKDR/AMCsQ/rhvGsBBUajXFBzLJ3XmAorSj2KrNOGzHrp1qnRavjgEEx3clJKH7CeMKNUdnPDgUHPa613nne2cMcNjsOGqTIvNxv02WmhuGFuxmi+s6hUqFxkNf8+OBztcHjU6HSutMhrReRrSens7ro4femSg14nU+Zc8e4mJjsVssOMxWZ9ktFuwW52uHxYrDakNxOEDlfAbOmfCZ6yR1ap0WjcexhMp5XB7ovL1ctVp//63W6874WMxllc6kqric6uJyTDU/1cXlmMsqQAGNhw5Pfx88fI1oPfQYOvih9dRjDPJDrdOiM3piCPBB6+lx0qaepopqqksrKcosoCijgOrSSo6mHUFth6qSSqrLqgDwCvTBt6M/FYVlaD11eAb7odKqqaispqraTFlpJVUVVWRn5GG32VFr1FjNVlRqFR6eHug9dER0Cyc4LAi/Dr6Yq80EBPtTXlKBT4APIRHB+AT44Bvgg3+wP+YqM2aTGf8OfqjUKhRFQXXcjd/qSlOraVLYLpIni8XC2LFjuf7667nuuutYvXo1//jHP1i8eDHh4XUHO7366qvp168f//jHP9i1axe33347c+fOJSEhga+++opPPvmEDz/8EKPRyIMPPkhERATPPPPMacvQ0sEqNjaWwoJi8nLyOZSewapl69iwdjMqB/QJ7srApH4Mm5iMl8pG6YEjOKw2gvv3JDjBWZvgsNmwVZRjKSnCXFiIw2ZF7x+AITQMne+ZVTOfjqIoWMvLMOXnYi0pxmG1ojEa0fv6ozEa0Xga0HganEnKWe5fcThwWJ13yo4cTKdTcLArUar9XZssqHU61B6ezjtTNb81Hp6oPTzQ6D1QtZOxN1xNDe0O0valEtM16qSJlqOmls1hs2E3mVCpVDV3DusmaTgcJ+5IrUZdX+3XCUmX+iRJ2HEJbE2TxoaO51LfsdfWZNqqqrFVm7BVmbBWmbCbTNgtNmeTE1eTFDO2atOxLxdqNVqP2ruguppkS4dar0Wj16HSap3JV83dUZPZRnWlmepKM1WVJqrKq6ksq6a6vJrqimqqyqqpKq+iqqwSs82KyWqhymHBoQY7DswOKzbFgU2xY7ZaqKiqpryyErPFcsKx6XQ6fH298fH1xs/PB41Gg0qtws/fF0+DBwaDJ0ZvI17eXhi9DFjMFjRaDQaDJ54GT6qqqjEaDWg0arQ6Lb5+Puh0OrQ6Lf0H9jnjwYTPleSprcejlT+uZd+2NHQeOnwDfPDy9SIiOoyDew+TsnkvETHheBg8UGvUmKudny9FUSgtLMNcbSI3K5+Co4XYrDY8DB5ERnQkxOiFuaQCT08dAy4bSt+JQ8/479NutWIuKKIqJ5+q3DzMRSUE9IwjsHfcCa0YFIcDh82KYrMdu35ozy6eWCurKNmbRvnBI9itVjw7dMAQ3AG9nw96Px90vj6ACnNZJVpPPTqD5ymfZ6pNnpxf9FXYqquxmyygOLCbnEmBw+pMBhyu2hcbDlvNNJsNxVbbwsFRc3PMAQ7nDTbF4ai39TcAahVqtQaVVuOsrfHwQOOpR6PX1yQVzt9qvd71WnOWCURjOJuEU3E4ahJDsyuhspvM2ExmUBzOa351tauWzZmI1a1Fq71pVqemy/W7bqJVO6+26aFKU/8NQ4fNjqm0AlNJOaaicszlVc6ay8JSbGYLVfklOGx2bGaL899TBVoPPVpPPVpPD7QGD+drgx6dwcM5zVOP1uCBzlNPZl4OkeERePh5g0ZDRVEZ5QVllOWV4LDasFltVBRVUF1aSXV5FdVlVVSXVmGvqRFUFAVUoPJ0xi+VTuNMtKpMmK1WTGYrHp56qqpMqHA+KlJZWU11lQkUUKudLWIcdgd6Dx3e/t6UF5ejKArB4cFYzVYKsguJ6R3l7BTKQ4feU4/OQ4++pumrf5Afao0adU1LGpXaGefV6trXajwMevyD/CgpKGPQRQMwnOHYke0ieVqzZg2PPPIIf/zxh+tDefvtt5OYmMgdd9zhWi49PZ1LLrmEP//8E29vZxO1Z599FqvVynPPPcfVV1/NxIkTmTZtGgA7d+7k+uuvZ9OmTeh0p+6e8kxPtN1u5x/T/4/yskoAvIwGNBoNVpsNm9WK1WZHq9XgoddjtVmdF1eLjSqTCcWhUFxSSklZGZXVJmcWDxj0nnT08iM8MJhh/XvSJcwPXw/nh8wrLBifyBC8woLBYcNeXY2tsgJ7dRUqtQadnx/6gA7o/fyddwYcjjq1F84fW80XZtsJ0xS7zfkFVqNBrdE6/8g0zvbMKq22zjRXMzKVCkWlwmE2Yy0rxVpehr26GrvJBIoDVGpXFb+q5rdzO84vzXWeJ1IcNXfanL8Vmw27xYxSe/FTqbCjwsPLq05ypNZ7OAOHhx6VSkPtM0fOj/2x54+U2ueQXL+Vmpet9s/j9I67kJ94SVeBCg4cOEBMTEzd6fWv4Jqoqme+85/KmVA5mzQe38zxuBqx4+fVLntcc8jj1zvpuVepnRdUtcbVXBGVqm5y5fpd26yxnmnHLVv7ea1vGUVRsFus2E0WcrOz6eAfWPPlxo7d6vyC4/wCZMNRc7dXsdlrmrscuwNcO60+iqJgsdgxW+xYbQ7sCtgdCjabA6vNgdXqwGZ3YLPZsdkUzFYrZrOVarMFs9WG3eGg2mym2mKh2mLGZLVSe2m32m3YFQc2hx2bw4HdYcfmsLuSIXvNdJ1Gg81hdzbjURQsdit2hwMPnZ55P86ma3xU/f8ep3GuJE9tOR4BvHbLa5Tkl4IKLFYbCgqlpZXo9VpCAv0xWaygVuFwOFDXfPYdNjsaVOj1WnA48ESDp4cevV6LQafGx8eTyIQY+lx23gk1L1DTJMxuc36RrXberLBXV2OrMh2rBak2Y62swm4yo9Ko8Qj0xxAciGdQQE3TLysOqwXFaq15bXW1Fvg7lU6HWqc/7keHRqdHpdMd11JAc+yawIk3YxSHgqmwiOqcPExFxVhKy7FWOGsP1HpdzU03Z+2MK7ao1a6EB4cDh91OeXEJHio11orK2pPh2kftF3FVzTNBaq0zBqq1GldMVGvVNdc355dH1KrjmmmrXM/HqjSqYy0EVOqa342cAKlOeOGKL6rjXlPntar2P457ccJr1XEB5eChg0RFRbu2UyeCuTbr/E5RnZeNsVOEs1XL8UFJBSrX8sfHs5qSHFdWxaHU3Cyz1NRyWXGY69Z02U/y+++JFypQa53JlKrmBppaq3W2iKisxNAx+LiWGepjSX/NawUFa7UVh9WOvSam2K3OGGO32LCZbc44ZLFiM1mxmZ3PlVmqTKg1GlfzSHAOAq311GOtMqPx0OEVEuj6HKnUzmb/Gk8PbDY71koTDocDRadHAWw1+7earFjNFqxmGzaLFbtdQa0Gu82BxWzFYrJQXWmi2uS80aLTaqi2WLDY7HjWNIk32+yoVSq0GjUVZgsatdr5z1BzvI6avwnn9YgTzqfzfwoKKqxWKyaLFV8fL+566Tai+0b/fQ23NFY8atVdQtV+sTv+wx4dHU1aWlqd5dLT0wkNDXUFqtrlFi9e7NpOt27d6syrrq4mMzOTrl27NknZbRYrVUcLqao2oaBQaM1zVt2q1a4fm8OB3W5Ho9agABq1Cr1Gi1qlIsa3A36dIvE1GggO8MXfx4ifn4GAACMGLz06T53zToRRVzNytgqsZVQdKXe+VqlBo0Jt8HQmFpZqqnMyqM7JqFvQ2iZYmtrk5bjXOv2xhEajcSUtit3mTLBsNmxmk+u1w2ZzJkUnU3PRVxs9nO2aFWfSouBAsZnBCjalNoE5tgqoUGpvyRw3TaXVoNZpXE3mVIoDBTs2UyWYKtt24tNMgoDS1F0tXQwnNc5AolVT557O8R1sKMdNVBQUpSaxr++f2rUNFScsUGdzf99XfftzCtArOKqKaouLWquABvAA54tT114qyrHk3XlTQKl5jet17d8FjmMJvKIcO57abRyf4LvmK8f2Y7c7sFkdOBwKDqXmt11x/nbUvHc4l3O2FHUGM+c9CgWH3XnjQm/Q0Sms/jHf2pO2HI8AegX7YPbycP27A1jtdkCF0VOLwwH2msRJpQIFlfMzrlbhcCioVODt44GXnwc6nRajvyc6gxa12krWb8udOznu76f2z8/ZtPhYOdRaDWp9bUcBWtQeOoy+gWg9dGgMetf61opi7CbdsSTIy9vZWkGrr3keVodK40zqnDconElWbUsEh9WCtaoCs7X2i+7JbsYcl5yo1K4vbWodGEN8MIb41NRYO2uGnDdB7M7tl1Vjtjlr3p1NvFU1zZXA20uPWqfBEOzsTVatcyZGqKgnufnbzRwVqFQKqGrjaU1zQUVVc2048Wjqv991BknUKeKmUt8yrtfKcZMVqOe18vcOk/7WeVIHoCxtj1vF1HgaKNuf4tay9ftbQnfcL+dLFRoP0HiocV7gPeusqigKil05rkawptm963fNa5sdDz8D1vJS4Fhzy+N/u5rnH//ecWy62qGgVxRn0PGsLYqu5sf5+bLbavan1Fzn7QraUANWix2HtbJmu7U3Oh2Ybc4byCq1CjUq1/oaRUHtAF3tKfFUoXiosVvsaHRq7DYVDi8VKHpQvFwJEArY7DXf1JRjiZFKpUKrU2OqttWcN1zXH9f5cL3mhOmusFYb7wCD/cSWF82tVSdPVVVVeHrWbSfp6elJdXV1nWmVlZWnXK6qqgqD4VgVX+3rv2/nZFJSzuAP1OHgsX/fjqZmYD2lzh9qjdr3ijM9qJ2g1FzwbA4bWm3NnciaacpxG1FUKswqFdXHdyhw3Ib/fglUagJizZ+Mc37tOo6aH6sd14XabSpAB1qd69PvvKd3rLQqRalz+McdxQlbOpX6L+vOtSwWCzqN3rURpc5s1Ynn42/bOPX8c8fx59hkNuHp4X5b5Po/WQ3b59mte4p91zOr8fbr3IHFYkXvxmCKddY9xZcRVT3zjrss/G1bp9hOPe/VOEPr2XKo1KRnZkJWViNsre1q0/EIiDo/Dkel6diXdBQcNkfNh0VV0yT3uBUUBY2HDo2nDluVBUUDHr7HP5d18lrq2hiDWoWi0eDQ6lC0GtBqGvaF3gbYrFBtPe2iJ6eDmmZ/x8clVc0XeVXtIShK3c4K6mxDBTqd8+e4acfShtrfx66QFosFvYfHKZc5tqmTnJO2FpTqD/LuUZSTxqP6NqXYQK014s53iDpnXHGveKe87tZu4/T3ywCwqtTo672xXP/1v97jrf3jdNRmQM4fu9WKVqtDW5uYHncDTtHr8LTZwdXioW4NXu3+FIfiXKbeG5Uci2E6LdjtzjL87ShqW0ipNGocVjsO+7HWI2ovTzBZcNidf3B1eidW6v6D1NY32q015am5GYFKhQMVasVBidpKyRleBxtLq06ejEYjJpOpzjSTyXTCg7WnW85gMNSZXxuk3HlAF2ixHnNSUlKIbgO99bQWKSkpdJPz1SApKSn0kHPmtpSUFGLkfDXIli1bWroIjaLNx6Oz/NzK9bVhUlJS6C7nq0HaSg+FrYl8zhqmseJRq+6fOCYmhoMHD9aZlp6eXqfJQ+1yubm5VFZW1rtct27dSE9PrzPPYDCc8JCvEEIIUR+JR0IIIaCVJ0+DBg1Co9EwZ84cLBYLy5cvZ+PGjUyYMKHOctHR0cTHx/P6669jNpvZunUrixYtYtKkSQBMnDiRjz76iIyMDEpLS/nvf//LJZdcgtaNcYiEEEIIiUdCCCGglSdPer2euXPnsnLlSgYPHsxrr73Gf/7zHyIjI1m4cCGJiYmuZd98800yMzMZNmwYDz30EI888ghJSUkAXHPNNVxyySVMmzaNCy+8kMDAQB5//PGWOiwhhBBtjMQjIYQQQOvuqrw1aOlxnqT9r/vkfDWcnLOGkfPVcOdKV+WtgcSjtkPOV8PJOWs4OWcN01jX0FZd8ySEEEIIIYQQrYUkT0IIIYQQQgjhBkmehBBCCCGEEMINkjwJIYQQQgghhBskeRJCCCGEEEIIN0jyJIQQQgghhBBukORJCCGEEEIIIdwgyZMQQgghhBBCuEGSJyGEEEIIIYRwgyRPQgghhBBCCOEGlaIoSksXojXbsmVLSxdBCCHatAEDBrR0Ec4JEo+EEOLsNEY8kuRJCCGEEEIIIdwgzfaEEEIIIYQQwg2SPAkhhBBCCCGEGyR5EkIIIYQQQgg3SPIkhBBCCCGEEG6Q5EkIIYQQQggh3CDJkxBCCCGEEEK4QZInIYQQQgghhHCDJE8tqKqqirFjx/LBBx8AUF5ezn333UdSUhLDhg1jzpw5dZb/4osvGDlyJImJidxxxx0UFBS0RLFbxDfffEOvXr1ITEx0/cyfPx+LxcLTTz/NoEGDGDRoEC+99BJ2u9213i+//MKYMWNISEjguuuu49ChQy13EM0oLy+Pu+66iwEDBjBs2DD+97//Acj5OomFCxfW+WwlJiYSHx/PzTffLOfsJHbs2MGUKVMYMGAAF1xwAZ999hkgn7G2SuKR+yQeNYzEo4aReNRwzR6PFNFiHnvsMaVHjx7K+++/ryiKojzwwAPKzJkzlaqqKmX//v3K+eefryxZskRRFEVZvXq1MmTIECU1NVWpqqpSHnnkEWXGjBktWfxm9eSTTypvvPHGCdNff/115dprr1WKi4uV7OxsZdKkScp7772nKIqi7Nu3T0lISFA2bdqkmM1m5Y033lDGjx+v2O325i5+s7viiiuUp59+WjGbzcqRI0eUkSNHKosWLZLz5aY9e/YoycnJSkpKipyzetjtdmXo0KHK/PnzFUVxnq/a8yDnq22SeOQ+iUcNI/Ho7Eg8OrWWiEeSPLWQn376SbnmmmuUa6+9Vnn//feVyspKpWfPnkpaWpprmffff1+ZPn26oijOQPbKK6+45hUWFipxcXFKTk5Os5e9JUyePFn5+eefT5g+bNgwZeXKla73P//8szJmzBhFUZyBbObMma55NptNGTBggLJly5amL3AL2rZtm5KUlKSYzWbXtCNHjii5ublyvtxgsViUCRMmKJ9++qmiKPIZq09RUZESGxurfP/994rdbldSUlKU/v37K9u2bZPz1QZJPGoYiUfuk3h0diQenV5LxCNpttcCsrKyeO2113j11VdRq53/BIcPH8bhcBAVFeVaLjo6mrS0NAAOHDhAt27dXPMCAwPx8/Nj//79zVv4FmC1Wtm3bx8//PADw4cP56KLLmLOnDmUlpaSn59PTEyMa9no6GgOHz6MxWI54ZxpNBo6d+58zp+zXbt2ERsby6xZsxg+fDijR49m2bJleHp6yvlyw7x589BoNEybNo2ysjI5Z/UICAhg2rRpPP744/Tu3ZtJkyZx8803ExUVJeerjZF41DASjxpG4tHZkXh0ei0Rj7RNciTipOx2Ow8//DD33XcfERERrumVlZXo9Xo0Go1rmqenJ9XV1YCzPbqnp2edbRkMBtf8c1lRURF9+/Zl8uTJvPXWW+zfv5+77roLq9UKOM9DLYPBgKIomEymk56zqqqqZi1/cystLWXr1q0MGjSI5cuXk56ezowZMwgMDATkfJ2KxWLhgw8+4Mknn0StVruOXc5ZXQ6HA4PBwGuvvcbFF1/M1q1bueeeewgPDwfkfLUVEo8aTuJRw0g8OnMSj9zTEvFIkqdmNnv2bEJCQpg0aVKd6UajEavVisPhcN39M5lMGI1GwPkPajab66xTXV3tmn8uCwkJ4YsvvnC979mzJ9dffz0LFiwAnOepVm3wNhqNJz1nXl5ezVDqlqPX6zEYDNx7772oVCp69OjB5MmTmT9/PiDn61TWrFkDwOjRo4FjF105Z3UtW7aMjRs38vDDDwMwaNAg+Yy1QRKPGk7iUcNIPDpzEo/c0xLxSJKnZrZ48WLy8vJISkoCnHfwtm/fzv79+1GpVBw6dIjo6GgA0tPTXVWK3bp1Iz093bWdoqIiSkpK6lRHnqtSU1NZtmwZ99xzj2ua2WwmODiYoqIi0tPTXXcY0tPT6dq1K1qt9oRzZrfbOXLkyDl/zqKjo3E4HNhsNnQ6HQA2mw0/Pz+Cg4PlfJ3C77//zrhx41xfGOWc1S8rKwuLxVJnmlarJTAwUM5XGyLxqOEkHjWMxKMzJ/HIPS0SjxrvkS1xJq677jpX70YzZ85U7rrrLqW8vNzVu9GCBQsURVGUlStXKoMHD1Z27drl6t3opptuasmiN5uMjAylT58+ynfffafY7XZl+/btypAhQ5SffvpJeeWVV5Srr75aKSgoUHJycpRJkyYp77zzjqIoirJ3714lISFBWbt2rasnlYsvvlix2WwtfERNy2QyKSNGjFBeeeUVxWw2KykpKUpycrLyyy+/yPk6jfHjxys//fRTnWlyzk6Umpqq9OrVS5k3b57icDiUHTt2KMnJycqyZcvkfLVhEo9OT+JRw0g8OnMSj9zTEvFIkqcWdnywKikpUR588EElOTlZGTZsmPLuu+/WWfaLL75QLrjgAiUxMVG57bbblPz8/JYocotYs2aNcvnllysJCQnKqFGjlM8//1xRFOeF+ZlnnlGGDh2qJCcnKy+88EKdD/6vv/6qjB07VklISFCmTZumpKent9QhNKsjR44ot956q5KcnKwMHz7c9RmT83Vq/fr1UzZt2lRnmpyz+q1cuVK5/PLLlf79+ytjxoxRvvnmG0VR5Hy1ZRKP3CPxqGEkHp0ZiUfua+54pFIURWnU+jMhhBBCCCGEOAdJV+VCCCGEEEII4QZJnoQQQgghhBDCDZI8CSGEEEIIIYQbJHkSQgghhBBCCDdI8iSEEEIIIYQQbpDkSQghhBBCCCHcIMmTaBduv/127r777jrTMjIyiIuLY+rUqXWmFxYWEhcXx5o1a5q0TNdffz2vvPJKk+6jltVq5YsvvnC9f/PNN5k8eXKDt7Ns2TIeeeSRxiyay0cffcRbb73VJNsWQojWQuKRxCPRtknyJNqFgQMHsn379jrT1q1bR8eOHdm5cycVFRWu6Vu3bkWn05GUlNTcxWwyixcvZtasWWe1jcrKSl5++WVmzpzZSKWqa9q0aSxYsICDBw82yfaFEKI1kHgk8Ui0bZI8iXYhOTmZ/Px8srKyXNPWrVvH5MmT8fX1ZdOmTa7pf/31F3379sVgMLREUZtEY4yF/c0339CrVy/Cw8MboUQn0uv1TJo0iTlz5jTJ9oUQojWQeCTxSLRtkjyJdqFXr154eXm57vYpisKGDRsYOnQoycnJrF+/3rXs1q1bGTx4MACHDh3ijjvuICkpid69e3PJJZewYsUKAP773/9y+eWX19nPr7/+ysCBA7FYLAB88MEHjBo1isTERK655hq2bdt20jL++OOPXHzxxfTr14/LL7+clStXuua9+eab3HPPPbz88sskJyeTlJTEc889h91udy3z+eefc/7555OQkMDDDz/MQw89xJtvvsnGjRt57LHHKCkpIS4ujo0bNwLgcDh49dVXGTRoEAMGDOCpp57CarWetHyff/45F110kev9o48+yr/+9S8effRREhMTGTJkCG+//Xad+S+99BKPPfYYCQkJXHDBBaxatYoff/yR888/n6SkJJ588sk6gXTMmDEsXryYoqKik5ZDCCHaMolHEo9E2ybJk2gXNBoNAwYMcAWrlJQUTCYTiYmJDB482BWsLBYLu3fvZvDgwSiKwh133IGXlxfffPMNCxYsIDY2lsceewyLxcKll17Knj17OHz4sGs/P/30ExdddBF6vZ6vvvqKzz//nH/961/Mnz+fkSNHcuONN3L06NETyrdmzRpeeOEF7rvvPhYtWsTVV1/NzJkz2bp1q2uZlStXUllZyddff80TTzzBvHnzWL58OQBLlizhtdde4/777+f7779Hq9WyZMkSABITE3n88cfx9/dn7dq1JCYmus5BaWkpX3/9Na+++io//PAD8+fPr/f87d+/n6NHj3LeeefVmf7dd98RFhbGggULmD59OrNmzWLPnj2u+V988QUxMTEsXLiQPn368NBDD/HDDz/w3nvv8cwzz/D999+7jgEgNjaWgIAANmzY4P4/rhBCtCESjyQeibZNkifRbiQnJ7uC1bp16xgwYAB6vZ7Bgwezb98+CgsL2b17NyqVioSEBKqrq7nyyit58skniY6OJiYmhptvvpni4mIKCwuJiYmhZ8+e/PzzzwBUVVWxatUqLr30UgDee+89HnzwQUaOHEnXrl254447GDBgQJ0HZWu99957zJgxg/Hjx9O5c2emTp3KpEmT+Oijj1zLeHp68uSTTxIVFcVll11Gjx492LlzJwCfffYZU6dO5bLLLiMmJoZnn32WkJAQwNn8wMfHB4Dg4GD0ej0Afn5+PPPMM3Tt2pXRo0eTlJRUJ9Acb+fOnQQHB+Pv719neufOnZk5cyadO3fmtttuw9/f31UmgKioKG655RY6d+7M5MmTKS8v57HHHiMuLo4JEyYQFRXF/v3762yzW7dudbYhhBDnGolHEo9E26Vt6QII0VySk5N56623sNlsrF+/3tUUIioqipCQEDZv3kxmZiaJiYno9Xr0ej3Tpk1j8eLF7Ny5k0OHDrku5rXNEy699FIWLFjAHXfcwYoVK/D29mbQoEFUVlaSlZXFE088wVNPPeUqg8VicQWL46WlpbF9+3bee+891zSr1UpUVJTrfadOneqs6+3t7WrWkJqaynXXXeeap9Pp6N279ynPR1hYGFrtsUuAr68vZrO53mULCgoICAg4YXrnzp3rvPfy8sJms7neR0ZGul57enqeMM3Dw8PVpKSWv78/hYWFpyy7EEK0ZRKP6pJ4JNoSSZ5Eu9GrVy80Gg179uxhy5Yt3Hfffa55gwYNYsuWLeTk5LiCWGVlJVOnTkWv13PRRRcxatQojEYjN9xwg2u9CRMm8Nprr3Hw4EF+/vlnxo8fj1qtdgWzl19+mZ49e9YpR+1F+3h2u52HHnqIUaNG1Zl+fDDR6XQnPTatVovD4WjA2QC1+sSK55M9yKtWq+vdfn2B9/htHF/+WiqV6pTlstvteHh4nHIZIYRoyyQe1SXxSLQl0mxPtBtarZb+/fvz3XffodPp6NWrl2ve4MGDSU1NZdu2ba5gtXbtWg4ePMi8efO44447GDVqlOsOVO0FOSQkhIEDB7JkyRLWrFnDJZdcAjjvmgUHB5Obm0uXLl1cP5988km943XExMSQmZlZZ9nFixe72omfTvfu3dm9e7frvd1uJyUlxfX+dAHidIKCgiguLj6rbbiruLiYoKCgZtmXEEK0BIlHZ07ikWhpkjyJdiU5OZlFixaRnJyMRqNxTR88eDDbt2+noqLC1bwgJCQEq9XKTz/9RGZmJsuWLePFF18EqFO1f+mll/LBBx8QGhpK3759XdNvueUW3nnnHX766SeOHDnCW2+9xddff010dPQJ5brlllv46quv+PLLLzly5Ahffvklb7/9NhEREW4d10033cTXX3/NwoULSU9P57nnniMzM9MVpIxGI1VVVezfv/+kTSFOpXfv3hQWFpKfn9/gdRsqNTWVPn36NPl+hBCiJUk8kngk2iZJnkS7kpycTFVVletuXq3w8HCCgoIYOHCgq2o/ISGBBx54gH//+99MmDCBt99+m0ceeQQ/P786d9UuvvhibDYbEyZMqLPNG264gZtvvpnXXnuNCRMmsHTpUmbNmkX//v1PKNdFF13Ek08+yccff8z48eP5+OOPefbZZxk/frxbxzVmzBjuvfdeXn31VSZPnozZbCYxMdHVtGLIkCH07NmTyy67rE6Xs+6KiYkhIiKizvgjTSEtLY3KykqGDh3apPsRQoiWJvFI4pFom1RKY4xWJoRoURs3biQ8PLzOncEJEyZw6623ctlllzXKPt5//302b97Mu+++2yjbq88bb7xBQUGB646qEEKItkXikTjXSc2TEOeA5cuXc/fdd7Nz504yMjJ4++23yc3NPWEcjLNxzTXXsGfPHjIyMhptm8czmUwsWrSIW265pUm2L4QQoulJPBLnOql5EuIcUFlZyfPPP8+KFSuorq6mZ8+ePProo/Tr169R9/PLL7/w22+/8frrrzfqdsF5J7GysrJOr1NCCCHaFolH4lwnyZMQQgghhBBCuEGa7QkhhBBCCCGEGyR5EkIIIYQQQgg3SPIkhBBCCCGEEG6Q5EkIIYQQQggh3CDJkxBCCCGEEEK4QZInIYQQQgghhHCDJE9CCCGEEEII4QZJnoQQQgghhBDCDZI8CSGEEEIIIYQbJHkSQgghhBBCCDdI8iSEEEIIIYQQbpDkSQghhBBCCCHcIMmTEEIIIYQQQrhBkichhBBCCCGEcIMkT0IIIYQQQgjhBkmehBBCCCGEEMINkjwJIYQQQgghhBskeRJCCCGEEEIIN0jyJIQQQgghhBBuaDfJ0zfffEOvXr1ITEx0/cyfP7+liyWEEKKdkXgkhBBtl0pRFKWlC9EcnnrqKQICAnjggQdauihCCCHaMYlHQgjRdrWbmqfdu3cTHx/f0sUQQgjRzkk8EkKItqtd1DxZrVb69+/PkCFD2LNnDwaDgauuuopbb70VlUrV0sUTQgjRTkg8EkKItk3b0gVoDkVFRfTt25fJkyfz1ltvsX//fu666y4MBgPXX3/9KdfdsmVLM5VSCCHOTQMGDGjpIrQaEo+EEKLlNEY8ahc1T/X54IMPWLlyJZ999tkpl9uyZYsEfiGEOENyDT09iUdCCNH0Gusa2i6eeUpNTeWtt96qM81sNqPX61uoREIIIdojiUdCCNG2tYvkycvLizlz5vD999/jcDjYsWMHn3/+OVdeeWVLF00IIUQ7IvFICCHatnaRPEVERPDOO+/wxRdfMGDAAO6//37uvvtuxo0b19JFE0II0Y5IPBJCiLatXXQYATB8+HCGDx/e0sUQQgjRzkk8EkKItqtd1DwJIYQQQgghxNlqNzVPTUFRFHJycqiurpbxOc4RarWa4OBgjEZjSxdFCCEapKqqivz8fBwOR0sXRTQCiUdCtE6SPJ2FkpISVCoVUVFRkjydI6xWK0ePHiUkJEQClhCizaiqqiI3N5eIiAh0Ol1LF0c0AolHQrRO0mzvLJSUlNCxY0dJnM4hOp2OiIgI8vPzW7ooQgjhtvz8fEmczjESj4RonSR5OktqtZzCc41Op5NmL0KINsXhcEjidA6SeCRE6yPf/IUQQgghhBDCDZI8CSGEEEIIIYQbJHkSQgghhBBCCDdI8iSEEEIIIYQQbpDk6RwSFxfHihUrmm29hlixYgVxcXHNuk8hhBAtQ+KREOJcJeM8nUPWrl2Ln59fs613Nlpin0IIIZqHxCMhxLlKkqdzSHBwcLOudzZaYp9CCCGah8QjIcS5SprtNaEPP/yQyZMn079/f5KSkrjjjjvIyck56fIFBQU88sgjDBkyhP79+3PfffeRl5fnmh8XF8e3337LJZdcQkJCAtOnT+fIkSN15tc2PcjKyuKuu+6if//+DB06lBdffBGbzVbvfo9f7+jRo8TFxfHOO++QnJzMrbfeesJ7gB07dnDjjTeSmJhInz59uOqqq9i2bZtrm4cPH+amm26iX79+XHrppaSlpZ10n6fbVlxcHD/88AOTJ0+mT58+TJw4ka1bt7rmn+5Y8/Pzue+++0hMTGT48OH83//9H+Xl5Sf9dxBCiHONxCOJR0KIxiHJUxOqqqrikUceYeHChcydO5e8vDxefPHFepe12WzcdNNNZGZmMnfuXD755BNyc3O5++67URTFtdzrr7/OXXfdxTfffINarebWW2/FarXW2ZbFYmH69OmYzWa++OILZs2axdKlS3n77bfdLvvq1av55ptv+Oc//3nC+4qKCm699Vbi4+NZsGAB33zzDUajkaeeegoAq9XKbbfdhtFo5Pvvv+fee+/l/fffr3c/p9tWrVmzZnHfffexYMECvL29efrpp90+1nvvvReAr7/+mtmzZ3PkyBEeeOABt8+FEEK0dRKPJB4JIRqJIk5p8+bNJ52Xnp7eoG198sknyvjx4+udt3z5cqVXr15KTk6Oa1p2drbSs2dPZe3atYqiKEpsbKzy1ltvuebn5+crvXr1UlauXOmav3z5cmXFihVKr169lMLCQteyK1euVObNm1fvvmvXUxRFycjIUGJjY5UlS5bU+752v3PmzFGsVqtr2i+//KL06NHDta/evXsrxcXFrvnvvfeeEhsbe8I+T7et2mXfe+891/vffvtNiY2NVcxm82mPdf369UpCQoJiNptd83NycpTY2Fhl37599Z4PRWn4v60Qon6nuoaKhpF4JPFICHHmGiseyTNPTSQvL4+PPvqIP/74g9zcXCwWC1arlUGDBvHuu+/y3nvvuZZ95plnyM3NJSwsjJCQENf00NBQwsPDSUtLY9iwYQAkJSW55gcFBbnmjxw50jV9//79hIeHExgY6Jp2/Hx3REREnPR9UFAQU6ZMYd68eezdu5dDhw6xZ88eHA4HAGlpaYSFheHv7+9ap0+fPvXu53TbqtW1a1fXa29vb8B5d/R0x7p//36qq6sZNGjQCftOT0+ne/fupzkTQgjRtkk8kngkhGg8kjw1gbKyMq688kp69OjBAw88QKdOnTAYDNx111307NmTqVOnMm7cONfyHTp04Icffqh3Ww6Ho86FW6PR1Jlvt9tPmKbT6c76GDw9PU/6Pjc3l6uuuoqoqChGjBjB+PHjKS4u5h//+AcAKpXqhO2drEyn29ap1lcU5bTHarPZCAsL46OPPjphXocOHU65rhBCtHUSjyQeCSEalzzz1ARWrVpFUVERb731FqNGjaJHjx4UFhayf/9+evbsib+/P126dHH9eHt7ExMTQ1ZWFrm5ua7t5OTkkJ2dTUxMjGva7t27Xa/z8vLIycmhR48edfbftWtXMjMzKS4udk2bP38+V111VaMc35IlS9BqtXz88cfMmDGD4cOHux48VhSF2NhYMjMzKSgocK2zZ8+eM9rW6ZzuWGNiYsjLy8PLy8t1vrVaLS+99BJFRUVnfA6EEKItkHgk8UgI0bgkeWoCAQEBWK1Wfv75ZzIyMpg/fz6PPPIIAL169ap3naFDhxIXF8dDDz3Erl272LlzJw8++CBdu3ZlyJAhruXeffddVq1aRWpqKo888gjdunUjOTm5zraGDx9Oly5deOyxx9i3bx+bNm3izTffZMSIEY1yfCEhIRQUFLBy5UqOHj3KDz/8wOzZswHnA7NDhgwhOjqaRx55hNTUVFatWsWcOXPOaFunc7pjHTZsGN27d+eBBx5g165dpKSk8NBDD5GZmUl4eHijnA8hhGitJB5JPBJCNC5JnprA8OHDuemmm3juuee44oor2LBhA9OmTcPHx4fIyMh611GpVLzzzjsEBgZy/fXXM336dEJDQ/n444/R6/Wu5aZMmcKLL77I1KlTMRqNzJkz54RmEhqNhtmzZ2O327nqqqt44IEHmDBhAnfddVejHN+4ceOYMmUKjz76KBMnTuTrr7/m+eefR6VSsWvXLrRaLXPnzkWr1XL11Vfz4osvMn369DPa1umc7ljVajWzZ8/G39+fG264geuvv57g4GDmzp17wnkTQohzjcQjiUdCiMalUtypi27HtmzZwoABA+qdd/DgQaKiopqtLHFxcbz77ruMGjWq2fbZXjX3v60Q56pTXUNFw0g8ap8kHgnROBorHknNkxBCCCGEEEK4QZInIYQQQgghhHCDdFXehqSmprZ0EYQQQgiJR0KIdktqnoQQQgghhBDCDZI8CSGEEEIIIYQbJHkSQgghhBBCCDdI8iSEEEIIIYQQbpDkSQghhBBCCCHcIMmTEEIIIYQQQrhBkichhBBCCCGEcIOM89TKlVaZsVjtzbIvvU6Dn9HD7eULCwt5/fXXWbVqFVVVVXTo0IFx48Zx77334uHh/naEEEK0fhKPhBBCkqdWz2K1M/b575plX788cWWDln/ggQcIDw/n559/xs/Pj4MHD/Lggw9SVlbGs88+20SlFEII0RIkHgkhhDTbE2dh+/btjB07Fj8/PwCioqJ4/PHH8ff3b9mCCSGEaFckHgkhmku7S56qqqoYO3YsH3zwQUsXpc0bP348jz76KC+99BK///47RUVFDBw4kAcffLCliyaEEK2exKPGI/FICNFc2l3y9Pzzz3P48OGWLsY54YUXXuCf//wn6enpPPzwwwwdOpRrrrmG3bt3t3TRhBCi1ZN41HgkHgkhmku7eubp559/5tChQ/Tv37+li3JOUKvVXH755Vx++eXY7Xb27t3L3Llzufnmm1mxYgVGo7GliyhEu2AtK8Nhsbi1rFqvR+fr28QlEqcj8ahxSTwSQjSXdpM8ZWVl8dprr/Hpp5/y2GOPtXRx2rzVq1fzj3/8g1WrVmEwGNBoNPTq1YsXXniB/v37k52dTUxMTEsXU4h2wWGxsGHyFW4tO/iH75u4NOJ0JB41LolHQrQe7eFmXrtInux2Ow8//DD33XcfERERDV4/JSWl3umKolBdXX22xTslRVGadPt/35e7x9O7d2+MRiOPPvoo9957L+Hh4RQWFvLxxx8THR1NSEhIk5+bplRdXX3Sf3chWpvOAQFuL2uz2UiXz3aLkXjk/r4kHjlJPBJtSeeAADZPudqtZZO++Zr9mZlNXKLG1y6Sp9mzZxMSEsKkSZPOaP34+Ph6px88eBCDwXA2RTutCktVk27/eCqVyu3jMRgMfPnll8yaNYubb76ZsrIyjEYjI0aM4OOPP8bb27uJS9u0DAYDUVFRLV0MIdxiLihwe1mtVnvSa1pT2LJlS7Ptqy2QeOQeiUfHSDwSbUl7iEftInlavHgxeXl5JCUlAc4ejrZv305GRgb/+te/WrZwp6HXaRo83sXZ7KshOnXqxEsvvdREpRFCiHOPxCP399UQEo+EEM2lXSRPv/zyS533119/Peeffz4zZsxooRK5ryEjrAshhGjdJB4JIUTb1u66KhdCCCGEEEKIM9Euap7+7rPPPmvpIgghhBASj4QQoo2RmichhBBCCCGEcIMkT0IIIYQQQgjhBkmehBBCCCGEEMINkjwJIYQQQgghhBskeRJCCCGEEEIIN0jyJIQQQgghhBBuaJddlbclpaZSLDZLs+xLr9Xj5+nn1rJxcXHodDrWrFlDQEBAnXlXXHEFu3btYv369QQGBjZFUYUQQjQziUdCCCHJU6tnsVm47KPLmmVfP07/sUHLe3l58csvv3DNNde4ph04cICDBw82csmEEEK0NIlHQgghzfbEWRg3bhyLFi2qM23hwoVcfPHFLVQiIYQQ7ZHEIyFEc5HkSZyxiy++mN27d5OZmQmAoigsWrSIyy67rGULJoQQol2ReCSEaC6SPIkz5u3tzfnnn++62/fnn38SFhZGeHh4C5dMCCFEeyLxSAjRXCR5Emdl4sSJrmC1YMECucsnhBCiRUg8EkI0B0mexFkZMWIEBQUFbNu2jdWrVzN27NiWLpIQQoh2SOKREKI5SPIkzopOp2PcuHE88cQTDBo0CG9v75YukhBCiHZI4pEQojlI8iTO2sSJE0lLS5MmEkIIIVqUxCMhRFOTcZ5aOb1W3+DxLs5mX+5KTU11ve7fv3+d9xEREXXeCyEariEDknorShOXRgiJR0K0VxKP6pLkqZVzd4R1IcS5pSEDkv529fymLYwQSDwSor2SeFSXNNsTQgghhBBCCDdI8iSEEEIIIYQQbpDkSQghhBBCCCHcIMmTEEIIIYQQQrhBkichhBBCCCGEcIMkT0IIIYQQQgjhBkmehBBCCCGEEMINkjwJIYQQQgghhBtkkNxWzlpWhsPi3qjOZ0ut16Pz9XVr2bi4OL777jv69OnTxKUSQgjRGkg8EkIISZ5aPYfFwobJVzTLvgb/8H2z7EcIIUTbI/FICCGk2Z4QQgghhBBCuEWSJyGEEEIIIYRwgyRPQgghhBBCCOEGSZ6EEEIIIYQQwg2SPAkhhBBCCCGEG6S3PXHGioqKyMnJcb3XaDQEBwe3YImEEEK0RxKPhBDNpd0kTytWrOCNN97g6NGjBAUFMWPGDKZOndrSxWrTbrvttjrvw8PDWb58eQuVRgjhDptej7ms7LTLabVajEZjM5So/ZF41PgkHgnR9rgbj6B1xaR2kTxlZWUxc+ZMZs+ezfDhw9m7dy9TpkyhZ8+e9O3bt6WLd0pqvb7ZxrtQ6/VuL5uamtqEJRFCNBW7w8Eb//3vaZd78MEHm74w7ZDEI/f35S6JR0K0Te7GI2hdMaldJE9hYWGsX78eb29vHA4HxcXFaDQavL29W7pop+XuCOtCCCFaP4lHQgjRtrWL5AnA29ubiooKkpOTsdvt3H777URHR7d0sYQQQrQzEo+EEKLtajfJE4DBYGDbtm3s3buXW2+9la5duzJ58uTTrpeSklLvdEVRqK6ubuxiilagurr6pP/uQjQH/07+bi+roDRgWffYbDb5G2hCEo+EuyQeiZbW0vEIWldMalfJk0ajQaPR0LdvX6688kqWLl3qVrCKj4+vd/rBgwcxGAyNXUzRChgMBqKiolq6GKIdy6/Id3tZFaoGLOserVZ70mtfQ2zZsuWst3Eukngk3CXxSLS0lo5H0DgxqbHiUbsY52n9+vVMmTKlzjSr1YqvtN8WQgjRjCQeCSFE29Yukqf4+HiOHDnCp59+it1uZ/PmzcyfP58rr7yypYsmhBCiHZF4JIQQbVu7SJ78/f2ZO3cuP/30E8nJyTzzzDO88MILJCcnt3TRhBBCtCMSj4QQom1rN8889enTh6+++qqliyGEEKKdk3gkhBBtV6tLng4cOEBeXh59+/bFy8vLNX3FihWMGjWqBUvWMqqqqrDZbM2yr9Y0erMQQrQ0iUd1STwSQohWljx9+umnzJs3j+joaFJSUnjssccYM2YMALNmzWqXwcpms/HGG280y74aMnpzXFwcnp6eqNXOlp+KohAYGMjUqVO57bbbzmj/t99+O7179+bee+89o/WFEKKxSDw6kcQjIYRoZcnTt99+yw8//IDRaOTo0aPMnDmTzMxMpk+fjqI0pDd40Rw+//xz+vTpA4DD4WDdunXceeed9OjRgxEjRrRw6YQQ4sxJPGpbJB4JIZpLq+owQlEUVzV9REQEn332GWvXruWll16SYNXKqdVqhg8fTmxsYwrKKQABAABJREFULGlpaQDY7XbeeustRo0aRXJyMjNmzODgwYOudTZu3MjEiRNJSEjgnnvuoaKiwjVv69atTJ48maSkJMaOHcvcuXOb/ZhE62YtK8NcUHDaH2tZWUsXVbRBEo/aLolHQoim1KqSp8DAwDqjB3t5efHee+9RXFzMvn37WrBk4nRsNhu//fYb+/btc/UaNWvWLBYvXsyHH37I2rVr6dOnDzNmzKCqqoqioiLuvPNOrr/+ejZv3sz48ePZvHmza3tPPfUUU6dOZfPmzfzvf/9j9uzZ7N+/v6UOT7RCDouFDZOvOO2Pw2Jp6aKKNkjiUdsl8UgI0ZRaVbO9V199FY1GU2eaVqvl1Vdf5eqrr26hUomTueGGG9BoNFgsFmw2G0OGDOHtt992NZ1YsGABDzzwgGtk9JkzZ/L999+zfv16SkpKCAkJ4aqrrgJg/PjxfPnll65t6/V6li5dSkhICIMGDWLz5s2u9uxCCNHUJB61LRKPhBDNpVX99YeGhhIcHFzvvC5dupCVlXXCj2g5n376KZs3b2bZsmUkJiai1+sZOnSoa35BQQHh4eGu92q1mk6dOpGdnU1+fj6hoaF1tnf8su+88w4dO3bkiSeeIDk5mccee6xOMwohhGhKEo/aFolHQojm0qpqnurz+++/88QTT1BSUlJnuqIoqFSqOs0qRMsICQnh7bffZuLEiTz33HM888wzAISFhXH06FGSkpIAZ5vzrKwsgoKC8PLyOuHLRm5uLuHh4dhsNtLT0/nXv/6FXq9n7969PPjgg3z00UfS85EQosVIPGr9JB6JlmAtK3Oribhar0fn69sMJRJNqdUnTy+++CLnnXce119/PZ6eni1dHHES/v7+vPjii9xyyy2MHj2aESNGMHnyZGbPnk2/fv0IDw/n7bffRlEUhg8fjs1m4+WXX+aTTz5h2rRprFy5kg0bNtC/f380Gg2PP/44U6dO5ZZbbqFjx46o1Wr8/f1b+jCFaDdsOh151Sa3lvVQq/Hz0DdxiVqexKO2QeKRaG61z+CezuAfvm+G0oim1uqTp9oHOWvbKYvWa/jw4UyePJknn3ySxYsXM2PGDCwWCzNmzKC4uJi+ffvy0Ucf4e3tDcCcOXN45plneOONN0hMTHR1J6tSqZg1axbPP/88c+bMQafTcckll3DNNde05OEJ0a5YHTDm51VuLbtswsgmLk3rIPGo7ZB4JMS5xd0bes1xM6/VJ09jx45l+fLlzJgxo6WL0iK0Wm2DBgs82325KzU1td7pL774Yp33M2fOZObMmfUu269fP3744Yd65/Xp04evv/7a7fIIIURTk3gk8UgI0TLcvaHXHDfzWn3ydN999zFp0iQWL15MZGQkKpWqzvz//e9/LVSy5lE7zogQQoiWJfFI4pEQQrT65Onxxx9HrVbTtWtXaWMuhBCixUg8EkII0eqTpy1btjBv3jx69erV0kURQgjRjkk8EkII0arGeapP165dMZnc6/FJCCGEaCoSj4QQQrT6mqc777yTRx99lOuuu46IiIgTHiIdObJ99PIkhGj7SqvMWKx2t5ZVWv2trfZH4pEQ4lwh8ejMtfrk6f777wfgpZdeOmGeDEoohGhLLFY7Y5//zq1lf3pqbBOXRjSUxCMhxLlC4tGZa/XJ0969e1u6CEIIIYTEIyGEEK0zebrooosYPnw4w4YNY/Dgwa5B7IQQQojmJPFICCHE8Vpl8jRnzhzWrVvH999/z+OPP050dDTDhw9n6NChJCQkoFa3n8aXpWYLZoejWfbVHKMyC3EqpaZSLDaLW8t6K0oTl0YIiUfHk3gkhBCtNHmKiooiKiqKadOmYbfb2bp1K+vWreOVV17h0KFDJCUlMWzYMIYNG0aXLl1aurhNyuxwcNGS04+o3BgaMipzXFwcOp2ONWvWEBAQUGfeFVdcwa5du1i/fj2BgYGn3M6jjz6K0WjkqaeeOqMyi3OLxWbhso8uc2vZ366e37SFEQKJR8eTeCSEEK20q/I//vgDs9kMgEajISkpiZkzZ/L111/z22+/MWnSJFJTU7n11ltbuKTtm5eXF7/88kudaQcOHODgwYMtVCIhhGhcEo/aBolHQojm0iprnmbMmIFOp6Nfv34MHjyYwYMHk5CQgFarxcfHhzFjxjBmzJiWLma7N27cOBYtWsQ111zjmrZw4UIuvvhifvjhB9e0nJwcnnvuOTZv3oy3tzfTpk1j+vTpqFSqlii2EEK4TeJR2yDxSDQ2aUYuTqZVJk/r1q3jr7/+cjWPmDt3Lmq1msTERFfw6t27d7tqa94aXXzxxcyfP5/MzEzCw8NRFIVFixbx0ksvuYKV3W7njjvuICkpidWrV5Odnc3tt99OQEAAl19+eQsfgRBCnJrEo7ZB4pFobNKMXJxMq0yeAgMDufDCC7nwwgsBsFqt7Nq1i23btrF161bmzZtHRUUFAwcOZPbs2S1c2vbL29ub888/n0WLFnHHHXfw559/EhYWRnh4uGuZXbt2cejQIb799lt0Oh1du3Zl+vTpfP311xKshBCtnsSjtkHikRCiubTK5OnvdDodXbp0oaCggJycHMrKyti+fTsHDhxo6aK1exMnTuSNN97gjjvuYMGCBVx22WV15mdmZmI2mxkyZIhrmsPhwN/fv3kLKoQQjUDiUesl8UgI0RxabfJUVVXFpk2bWL9+PevWrSMtLY2QkBCSk5OZOHEiL774ImFhYS1dzHZvxIgRPP7442zbto3Vq1fz+OOPU1JS4prfsWNH/P39Wb9+vWtacXExJpOpBUorhBANJ/GobZB4JIRoDq0yebr22mvZsWMHfn5+DBw4kGuvvZbBgwfTtWvXli6a+BudTse4ceN44oknGDRoEN7e3nWCVb9+/QgICOCtt97itttuo6KigrvvvpvOnTvzyiuvtFzBhRDCDRKP2g6JR0KI5tAqn3D966+/CAwMZMqUKUybNo0rrrhCAlUrNnHiRNLS0k5oIgHOYPbee++xa9cuRowYwbhx4+jatauMoyGEaBMkHrUtEo+EEE2tVdY8LVu2zNU84ssvv8RsNtO/f3+GDBnC4MGD6dWrV7vpVtRDrW7QYIFnuy93paamul7379+/zvuIiIg67yMjI3n33Xfr3c7LL798BiUVQojmIfHoGIlHQgjRSpOnyMhIIiMjmTJlCgB79uxxBa+3334bvV5PcnIygwcPZtq0aS1c2qbl56Fv6SIIIUS7JfHoGIlHQgjRSpOnv+vZsyc9e/Zk+vTp7Nq1i++//56FCxfy22+/nfPBSgghROsh8UgIIdq3Vp085eTksH37drZt28aOHTvYs2cPGo2GxMRE7rzzTgYNGtTSRRRCtHI2vR5zWZlby2q1WoxGYxOXSLRFEo+EEEJAK02e7r33XrZv305+fj5Go5EBAwYwatQoHnnkEXr16oVGo2nwNnfs2MHLL7/Mvn378Pb25oorruCee+5pN23VhWiv7A4Hb/z3v24t++CDDzZtYUSbI/FICCHE8Vpl8mS1WrnxxhtJTk6mV69eqBvw4Gh9Kisruf3227n77rv57LPPyMjIYMaMGQQGBkozCyGEECcl8UgI0VikJcS5oVUmTyfrCedMZWdn079/f6677joAunbtykUXXcRff/111sHK4XCcdTAVrYvVapV/UyEE0HbikVqtxmq1otPpGquoohWQeHRukZYQ54Z28RfZrVs33n77bdd7i8XC6tWr6dGjx1lt19/fn7y8PBRFOdsiilbCarVy9OhRgoODW7ooQohzUFPFo+DgYI4ePYrVaj3bIopWQuKREK1Tq6x5akoWi4UHH3wQvV7v9l2+lJSUeqcrioLD4aCwsFDaqp8Djk+CDx8+3IIlab/8O/m7vayCezctGnJrw2az/T979x1mV1U1fvx7bu/Te2aSmUkhvZFCD6GKVBVFEEVAqSKIPwXhBXwBEQTpRQHxFQFF6U16C5JAQkibtMlMyvR+ezvl98clA0PaTTJ91ud58sCce8q+Z87cddc5e6+9y7/33pCRX5L+ynvR8HTPxd7sdm/22dfnbbjqzXgEqZ4QGzZsAJCYNMRJPBp4Eo++YoDj0d7stz/i0YhKnlpbW/nZz34GwGOPPZZ2X9KJEyf2ZbOEEF9oDbWmva5Cel8O9+YrpMVi6dO/91Z/JP2V96Lh6Z6Lvdnt3uxzd+dt2bJlae9nJJF4JMTgJvHoKwY4Hu3NfvsjHo2IbnsAGzZs4Nvf/jZjxozhb3/7G1lZWQPdJCGEECOQxCMhhBi6RsSTp87OTs4991xOPvlkfvWrXw10c4QQQoxQEo+EEGJoGxFPnp5//nlaW1t58sknmTlzZve/yy67bKCbJoQQYgSReCSEEEPbiHjy9OMf/5gf//jHA90MIYQQI5zEIyGEGNpGxJMnIYQQQgghhNhfI+LJkxBCpEO1WmmJxtJa124ykWG39XGLhBBCCDGYSPIkhBBfSOpw7Gvvp7Xum988oo9bI4QQQojBRpInIYQQQgghBhHpCTF4SfIkhBBCCCHEICI9IQYvKRghhBBCCCGEEGmQJ09CiD7lj8RJJLW01jXkdo4QQgghBjFJnoQQfSqR1Dj+pn+nte6r1x3fx60RQgghhNh3kjwJIYQQQohhT3pCiN4gyZMQQgghhBj2pCeE6A2SVwshhBBCCCFEGiR5EkIIIYQQQog0SPIkhBBCCCGEEGmQ5EkIIYQQQggh0iDJkxBCCCGEEEKkQZInIYQQQgghhEiDJE9CCCGEEEIIkQZJnoQQQgghhBAiDZI8CSGEEEIIIUQaJHkSQgghhBBCiDRI8iSEEEIIIYQQaZDkSQghhBBCCCHSIMmTEEIIIYQQQqRBkichhBBCCCGESIMkT0IIIYQQQgiRBkmehBBCCCGEECINkjwJIYQQQgghRBokeRJCCCGEEEKINEjyJIQQQgghhBBpkORJCCGEEEIIIdIgyZMQQgghhBBCpMEy0A0QQqQnGQigJxJprWuy2bD6fH3cIiGEEEKIkUWSJyGGCD2RYPG3vp3WuvOffaaPWyOEEEIIMfKMuG57K1euZO7cuQPdDCGEECOcxCMxVCUDAeJtbWn9SwYCA91cIXrViHry9Oqrr3LdddehadpAN0UIIcQIJvFIDGXSE0KMZCPmydOdd97JI488wsUXXzzQTRFCCDGCSTwSQoiha8QkT2eeeSbPPvsskydPHuimCCGEGMEkHgkhxNA1YrrtFRQUDHQThNiBP+YnoaZXQc9jGH3cGiFEf5B4JIQQQ9eISZ72x9q1awe6CWKYyizK5DuPfyetdd/83rNp71dVVWoGyXWbkV+S/sp7kR8aaa68NylnuvuE1Dne28+GgT4Xe7Pbvj4XYt/IeRaDQVlWVtrrSjzap11KPNrH/fZHPJLkKQ0TJ04c6CaIYao11Jr2ugpK2utaLJZBc922+iPpr5z+W0z7fOzFLvv8HA/0udib3fbWuVi2bFna+xF7Nlj+rsXwlG5vCFM0/a+9Eo/2aZcSj/Zxv/0RjyR5EkIIIYQQJNQEpz526h7Xe+t7z/V9Y4QYpEZMwQghhBBCCCGE2B8j7snTvHnzWL58+UA3Q4g+pdpsxNOcmNBiseByufq4RUKIr5N4JIQQQ8+IS56EGAk0XeePd92V1rq/+MUv+rYxQgghhBDDhCRPQgghhBCiT0hPCDHcSPIkhBBCCCH6hPSEEMONFIwQQgghhBBCiDRI8iSEEEIIIYQQaZBue0KMcKrVSks0tsf17CYTGXZbP7RICCGEEGJwkuRJiD7gj8RJJLU9rmcMgme/SR2Ofe39Pa735jeP6IfWCCGEGKnSvZkHckNPDBxJnoToA4mkxvE3/XuP67163fH90BohhBBi8Ev3Zh7IDT0xcCR5EkIIIYQYptLtCQGDozeEEIOdJE9CCCGEEMNUuj0hQHpDCJEOuccghBBCCCGEEGmQ5EkIIYQQQggh0iDJkxBCCCGEEEKkQZInIYQQQgghhEiDJE9CCCGEEEIIkQZJnoQQQgghhBAiDZI8CSGEEEIIIUQaJHkSQgghhBBCiDRI8iSEEEIIIYQQaZDkSQghhBBCCCHSIMmTEEIIIYQQQqRBkichhBBCCCGESIMkT0IIIYQQQgiRBkmehBBCCCGEECINkjwJIYQQQgghRBokeRJCCCGEEEKINEjyJIQQQgghhBBpsAx0A4TYnWQggJ5IpLWuyWbD6vP1cYuEEEIIIcRIJcmTGNT0RILF3/p2WuvOf/aZPm6NEEKIkUpu5gkhQJInMQD8MT8JNb0A5DGMPm6NEEIIsWdyM08IAZI8iQGQUBOc+tipaa371veeS3u/qs1GPBDY43oWiwWXy5X2foUQQgxPcjNPCLG3JHkSvcIfiZNIammta/RRmRJN1/njXXftcb3Lfv1rQtFYWvu0m0xk2G372TIhhBCD0UDfzNOsNpJp7lPikRCDgyRPolckkhrH3/TvtNZ99brj+7g1u5fU4djX3k9r3Te/eUQft0YIIURvGko38y76f7/m2Nc+SGufEo+EGBwkeRJCCCHEsDGUbuYJIYaeETPP0/r16znjjDOYMWMGxx9/PO+/n96TByGEEKI3STwSQoiha0QkT4lEgosuuojjjjuOTz/9lP/3//4fl19+OfX19QPdNCGEECOIxCMhhBjaRkTytGTJEmKxGOeccw5Wq5WjjjqKuXPn8tJLLw1004QQQowgEo+EEGJoGxFjnjZt2kRlZSWKonQvq6ioYOPGjfu1370ZlGq2JtD0PdfU8aoWFDW9fap2O1qapVOloo8QQgy8oRSPIP2YJPFICDFSKIYx/CcueOCBB1i+fDkPP/xw97K7776b9evX88ADD+x222XLlvV184QQYlibPXv2QDdh0JB4JIQQA6c34tGIePLkcrmIxXrO6xOLxdKaKFWCvhBCiN4i8UgIIYa2ETHmqbKyktra2h7LampqGDt27AC1SAghxEgk8UgIIYa2EZE8zZs3D7PZzJ///GcSiQTvvPMOS5Ys4Zvf/OZAN00IIcQIIvFICCGGthEx5glgw4YN3HDDDaxbt46CggJ+9atfceSRRw50s4QQQowwEo+EEGLoGjHJkxBCCCGEEELsjxHRbU8IIYQQQggh9pckT0IIIYQQQgiRBkmehBBCCCGEECINkjwNEStXrmTu3LkD3YwB8fX3nkgkuP7665k3bx7z5s3jlltuQdO0AWxh/3j66aeZPHkyM2fO7P733HPPjajz8fVrIRwOc91113HIIYcwd+5cLrzwQurr63fY7q9//SsXXHBBfza1X3z9fEQiEa6++moOOugg5s2bxxVXXEFXV1f36//5z3849thjmTFjBj/4wQ/YvHlz/zdaDHudnZ0A3HvvvYTDYZLJ5AC3qPdIPEqReCTx6OtGUjyS5GkIePXVVzn33HOHVQBK187e+7333kt1dTWvv/46L7zwAkuWLOHRRx8dwFb2j9WrV3P++eezfPny7n+nnXbaiDkfO7sW/vCHP7B161ZefvllPvjgA/Ly8vj5z3/e/XoikeDuu+/m97///UA0uU/t6m+js7OTt956i7fffptgMMhtt90GwMaNG7n66qv53e9+xyeffMLs2bO55JJL0HV9oN6CGKZWr17N/fffz7Jly3j88cd3mBR4qJJ49CWJRxKPvmqkxSNJnga5O++8k0ceeYSLL754oJvS73b13p977jl++tOfkpmZSWFhIRdeeCHPPPPMALWy/6xZs4aJEyfusHwknI9dXQvJZJJLL72UrKwsHA4HP/jBD1i1ahWJRAKAc845h02bNnHGGWcMRLP7zK7OR21tLYZhsL2Iqtlsxm63A/Diiy9y+OGHc+CBB2Kz2bjssstobm7m888/7+/mixFEUZSBbkKvkHjUk8QjiUfbjcR4JMnTIHfmmWfy7LPPMnny5IFuSr/b2XsPBAK0trZSWVnZvayiooItW7Z0f0ANR8lkkg0bNvDss89y6KGHcswxx/DnP/8Zv98/Is7Hrv4Obr75Zg488MDun9966y0qKyux2WxA6kP9nnvuIScnp1/b29d2dT5+9KMfsWzZMg488EAOPPBAmpubufLKKwHYtGkTY8eO7V7XbDZTVlZGdXV1v7ZdDG7pdBHfVZet7aZMmcIll1zC7NmzOeuss3A4HH3d7D4n8ehLEo8kHn3VSIxHkjwNcgUFBQPdhAGzs/ceiUQAcDqd3cucTieGYQybriE709HRwbRp0/jWt77FO++8w913382TTz7J3//+d2D4n490/g5efvllHn74Ya677rq92m4o2tX70nWdU089lY8//phFixaRmZnZfT4ikcgOX2KdTmf335QQ6XYR31WXre2ysrIA+NnPfobH48FqtfZpu/uDxKMvSTySePRVIzEeSfIkhpTtH8pf/SCORqMAuFyuAWlTfygoKOCJJ57g+OOPx2azMWnSJM4++2xef/11YOSdj68yDIP77ruPG264gfvuu4/58+cPdJMGRDKZ5IorruCMM84gKyuL3NxcrrrqKl599VVCoRBOp5N4PN5jm2g0itvtHqAWi8Fkb7qI76rL1kgj8Uji0ddJPEoZ7vFIkicxpGRkZJCXl0dNTU33spqaGsaMGYPFYhnAlvWt9evXc9999/VYFo/HycvLG5HnY7tkMsnll1/OCy+8wFNPPcWhhx460E0aMOFwGL/f36N7jNVqRVEUzGYzY8eO7XGdaJrG1q1be3SxESNXul3Ed9Vla/u4hpFE4tGXJB5JPPqq4R6PJHkSQ87JJ5/M/fffT3t7O83NzTz00EOceuqpA92sPuV2u/nzn//MM888g67rrFy5kr///e985zvfGZHnY7sbb7yRjRs38s9//pNx48YNdHMGVGZmJjNnzuSOO+4gGAwSCAT4wx/+wMKFC3E6nZx44om8++67fPTRRyQSCe655x5yc3OZPn36QDddDALpdinaU5etkWYkfv5KPNo5iUdfGu7xaPjfChDDzs9//nNuvfVWTj75ZFRV5ZRTTuGnP/3pQDerT40aNYoHHniAP/7xj9x0001kZWVxySWX8I1vfIOFCxeOuPMBqS9xTz/9NBaLhaOOOqrHa++88073uIuR5O677+aWW27h2GOPxWQycfjhh3PVVVcBMGHCBG699VZuuukmmpqamDx5Mg8++CBms3mAWy2Gku1dtrbb3mXrjTfe4Oyzzx7Alg0MiUcSj0Di0c4M53ikGCPxWbsQQgghdrBkyRIuvPBCli9fvtPX169fz5tvvsmll17aveyBBx5g2bJlw3I+HyGE+DrptieEEEKItOyuy5YQQowEkjwJIYQQYpfOP//87hLD27tsPfHEE8yePZvLL7+8u8uWEEKMBNJtTwghhBBCCCHSIE+ehBBCCCGEECINkjwJIYQQQgghRBokeRJCCCGEEEKINEjyJEQfueCCC7jkkkt6LNu2bRsTJkzgjDPO6LG8vb2dCRMm8OGHH/Z6O958800aGxt3+vOSJUuYMGEC4XC4148rhBBCCDHcSPIkRB+ZM2cOK1as6LHsv//9L/n5+axatYpQKNS9fPny5VitVg488MBebUN9fT2XXnopwWBwpz/PnDmTRYsW4XK5evW4QgghhBDDkSRPQvSRuXPn0traSkNDQ/ey//73v3zrW9/C5/Px6aefdi//7LPPmDZtGk6ns1fb8PViml//2WazkZeXh6IovXpcIYQQQojhSJInIfZRXV0dEyZMYMOGDd3Lnn32WebNmwfA5MmTcbvd3U+fDMNg8eLFHHzwwcydO5ePP/64e7vly5czf/78nR4nFApx5ZVXMm/ePGbMmMF5553H5s2bu19fsWIFZ5xxBlOnTuXYY4/l4YcfRtd1AI466igATjrpJO69994dfv56t70JEybw7LPP8q1vfYupU6dy8skns3z58u5j1dfXc9555zFjxgyOPfZY/vnPfzJhwoT9PZVCCCGEEEOCJE9C9BGz2czs2bO7k6e1a9cSi8WYOXMm8+fP706eEokEa9as2WXydPfdd1NTU8P//d//8dxzz2E2m/nNb34DpMZKnXfeeSxYsICXX36Za665hieffJJHHnkEgH/9618APP7445x77rk7/Lwz99xzDz//+c954YUX8Hg8XH/99QCoqsoFF1yAyWTi6aef5qqrruLuu+/upbMlhBDDw8KFC5kwYQJvvfXWDq91dXUxefLk7pts6Vi3bh2LFy9O+9h///vf0973noTDYSZMmMCSJUv2ettHH32UuXPn7tDj4cgjj2TKlClEIpEey7/5zW9yxx137Fd7d+br5+/rP0+YMIF33323148rhi9JnoToQ3Pnzu1Onv773/8ye/ZsbDYb8+fPZ8OGDbS3t7NmzRoURWHGjBk73UddXR1Op5OSkhLKy8u58cYb+eUvfwnAE088wbRp07jwwgsZPXo0RxxxBL/4xS/4y1/+AkB2djYAmZmZuN3uHX7emTPPPJMjjjiCiooKzjvvPNavX08ikWDx4sVs3ryZW2+9lfHjx7Nw4UJ+9rOf9ebpEkKIYcFqte40eXrnnXfQNG2v9nXxxRdTXV3dW03rN3PmzMHv9/foKVFbW0tbWxtut5ulS5d2L/f7/WzatGmXNxH3x9fP39d/XrRoEYccckivH1cMX5aBboAQw9ncuXO57777UFWVjz/+uDswlJeXU1BQwNKlS6mvr2fmzJnYbLad7uPcc8/loosu4qCDDmLOnDksXLiQ0047DYDq6mqWLFnCzJkzu9fXdZ1YLEZnZ+c+tXnMmDHd/+/xeIDUU6f169dTUlLSnYABPY4rhBAiZe7cubz77rtomobZbO5e/sYbbzBjxgxqa2sHsHX946td18vLy4HUTcRp06aRk5PDxx9/zOGHHw7A559/jsViYfbs2f3ezry8vH4/phja5MmTEPtoZ0UWvn5HcfLkyZjNZqqqqli2bFmPu2rz5s1j2bJlfP7557u92zZnzhzee+89brvtNgoKCrj33nv53ve+RywWQ1VVjj32WJ5//vnufy+++CJvvPEGXq93n96X1WrdYZlhGFgslh26XwghhNjRIYccQiKR6FEYKBwOs2TJEo4++uge665cuZIf/ehHzJw5k6lTp3L66afz+eefA3D22WdTX1/PjTfeyNlnnw1AQ0MDF198MbNmzeLggw/md7/7Haqqdu9v69at/OhHP2Lq1KkcffTR/Oc//+l+LZlMcvvtt3PIIYcwe/ZszjvvPGpqarpfj0ajXHPNNcyePZvDDjuM1157bbfv8+vdBL86FvjrXdeB7puI8+bN6zHu97PPPmPGjBk4HI6dHuf+++/niCOOYOrUqZx66qm8//773a+1trby85//nJkzZ3LooYdyzTXXdFeU/fr529n5/Gq3vbPPPpt77rmHiy66iGnTpnHEEUd0d3eHVDf766+/njlz5jB//nz+9Kc/ccwxx+xTt0YxdEnyJMQ+2p5kfHWOpG3btvVYx2KxMGvWLP79739jtVqZPHly92vz589n/fr1e0ye/vrXv7Js2TJOOOEEfv/73/P0009TXV3N+vXrqayspLa2ltGjR3f/27hxI/feey8mk2mHBG9/quqNHz+ehoYGOjo6upetWrVqn/cnhBDDld1u57DDDuvRde/9999nypQpPZ7eh0IhfvKTnzBx4kReeOEFnn76aVwuF9dddx0A9957L4WFhfziF7/g3nvvJZFI8OMf/5h4PM4TTzzBPffcwxtvvMH999/fvc+nn36a73znO7zyyiscfPDB/OpXv+qeGuOee+7hgw8+4K677uLpp5+mvLycs88+uzvZ+O1vf8uyZct4+OGHue+++/jb3/62X+fhq13XdV3nk08+4aCDDmL+/PmsW7euO57srmjSW2+9xaOPPsott9zCa6+9xhFHHMHll1/e/Z62dx//5z//yYMPPsjWrVu54oordnr+vv7zzjz88MMcdthhvPLKKxxzzDH89re/pa2tDYCbbrqJjz76iPvvv59HHnmEN954Y4e4L4Y/SZ6E2Ee5ubkUFRXx2GOPsXXrVt58802effbZHdabO3cuL730EnPnzu3RfWP+/PmsWLGCUCjElClTdnmc5uZmbrzxRj799FO2bdvGs88+i8fjoby8nLPOOovNmzdz0003UVNTw6JFi7j++uvxer2YTKbu+ZvWrl1LMBjc4ee9MX/+fCoqKrj66qvZsGEDH374oRSMEEKIXTj22GN5++23u39+4403OO6443qsE4vFOP/88/nlL39JWVkZEydO5Mwzz2Tjxo1Aanyq2WzG7XaTmZnJf//7X+rr6/nDH/7AxIkTOfDAA/ntb39Lfn5+9z6/853vcNJJJ1FWVsbFF19MPB6npqaGWCzGX//6V2644QbmzJlDZWUl1157LR6PhxdffJFQKMTLL7/MVVddxaxZs5g+fTr/+7//u1/nYN68eaxfv55YLMbq1atJJpNMnz6dyspK8vLyWLx4MaqqsmrVql0mT3V1dVitVoqLixk1ahSXXHIJ9957LxaLhcWLF7N+/Xr+8Ic/MH78eKZOncrtt9/Ohx9+yMaNG3c4f1//eVdtPvPMMyktLeXyyy8nmUyybt06wuEwzz77LFdffTVz585lypQp3HbbbdIjYwSSMU9C7COTycQtt9zCTTfdxAknnMD06dO54ooruO2223qsN3fuXO64444dAkNJSQm5ublUVlZisez6T/Hyyy8nFotxxRVX4Pf7OeCAA/jTn/6Ez+fD5/PxyCOPcPvtt3PKKaeQkZHBySef3H3XLSsri9NPP51rr72WM844g2uuuabHz1/vPrI7iqJw//33c+211/Ltb3+b4uJiTj/9dB5++OG9OGtCCDEyLFiwgKuuuorVq1czbtw4PvjgA66++mo++uij7nVyc3P57ne/y5NPPsm6devYvHkzVVVV3dNNfF11dfUOY0+POOKIHuuUlpZ2///27tuxWIytW7eSSCQ499xze/RC2J5c1dTUkEwmmTRpUvdrU6ZMwWTa9/vskyZNwm63s2bNGpYuXcrs2bO7e21s77peVlaGYRhMmzZtp/s46aST+Mc//sFxxx3HpEmTWLBgAd/+9rdxOBxUV1cTjUZ3Wr2wpqaGcePG7XWbdzXud/v5mTp1avfrlZWV+Hy+vT6GGNokeRJiPxx00EG88sorPZZ9+9vf7vHzjBkzWL9+/U6331k1pq+z2+1cf/313SXDv+7AAw/kH//4xy63v+mmm7jpppt2+fNX2/b1dm6/awipsujbS6Zv99prr1FQULDH9yCEECONx+PhoIMO4q233qKlpYXx48fv8HnZ3NzM6aefTnl5OYcffjgnnHACnZ2d3RVVv25nY1K/7qs9HLYzDKN7TO5f/vIXcnJydmjr9gndv/okxWw273R/u/L1cb/bu66vWrWKxYsX96hqN2/ePJ544gnKy8uZNWvWLosm5eTk8Morr7BkyRLef/99XnrpJR5//HH+/ve/o6oqxcXFPPbYYzvdbl/satzv9uXypElItz0hRFoUReHSSy/lscceo66ujmXLlnHfffdxwgknDHTThBBiUDr22GN55513ePPNNzn22GN3eP2VV17BYrHw17/+lfPOO49DDz2UpqYmYOdf0seMGUN9fX2PaqrPPfccp59++h7bUlZWhsVioaOjo3uMbGlpKXfffXd3RTyr1crKlSu7t1m/fj3JZHKX+7Rarbsd9wup3herVq1ixYoVHHTQQd3L58+fT3V19Q7FlL7u/fff5/HHH+fggw/m6quv5j//+Q9er5cPPviAyspKWlpacLvd3e/JYrFwyy239Bif2xvKysqw2+2sXr26e9mWLVsIBAK9ehwx+EnyJIRIS3Z2NnfffTfPP/88J5xwApdffjlHHnkkl1122UA3TQghBqWFCxdSXV3N66+/zjHHHLPD6wUFBbS1tfHee+9RV1fHs88+y4MPPgikKrsBuN1uNm3aRHt7O4ceeiijR4/uHnv66aefcu+993aX/N4dt9vN97//fW6++Wbef/99tmzZwg033MC7777LuHHj8Hg8nH766dxyyy0sWbKENWvWcN111+220NDUqVN5/vnnWbt2LStWrOCuu+7aYf25c+fyzjvvYLVamThxYvfy0tJS8vPzeffdd3ebPBmGwR133MHLL79MfX09b7zxBq2trUydOpVDDjmEcePGccUVV7B69WrWrl3LlVdeSX19PSUlJTucv539nC6Xy8V3v/tdbr31Vj799FOqqqq46qqrgP0rxiSGHum2J4RI28KFC1m4cOFAN0MIIYaEnJwcZs2aRSQS6TEWabtvfOMbLF++nKuuuopkMsm4ceO46aab+MUvfsHq1auZPXs2P/zhD/n973/P8uXLef7553nwwQe58cYbOf300/F6vZx22mlcfPHFabXnV7/6FRaLhd/85jeEQiEmTpzII4880t22q6++GrPZzM9+9jNMJhOXXXYZa9eu3eX+rrjiCq655hq++93vUlxczG9+8xsuuuiiHutsL4g0d+7cHcZPzZ8/n9dff71HJdqvW7BgAb/+9a+5++67aWxspKioiP/5n//pfor14IMPcvPNN/PDH/4Qk8nEQQcdxF133dXd3fDr5+/rP++NX/7yl0QiES644AJsNhsXXnghy5cvT6s7pRg+FEM6bwohhBBCCLFbb775JgcddFB3IYmOjg4OOugg3n33XYqLiwe4daK/SPIkhBBCCCHEHpx22mlUVFRw6aWXoqoq9957L83Nzfzzn/8c6KaJfiTJkxBCCCGEEHuwadMmbr75Zj7//HNMJhOHHHII1157LXl5eQPdNNGPJHkSQgghhBBCiDRItT0hhBBCCCGESIMkT0IIIYQQQgiRBkmehBBCCCGEECINkjwJIYQQQgghRBokeRJCCCGEEEKINEjyJIQQQgghhBBpkORJCCGEEEIIIdIgyZMQQgghhBBCpEGSJyGEEEIIIYRIgyRPQgghhBBCCJEGSZ6EEEIIIYQQIg2SPAkhhBBCCCFEGiR5EkIIIYQQQog0SPIkhBBCCCGEEGmQ5EkIIYQQQggh0jAsk6eVK1cyd+7c7p8TiQTXX3898+bNY968edxyyy1omjaALRRCCDESSDwSQojhZdglT6+++irnnnsuyWSye9m9995LdXU1r7/+Oi+88AJLlizh0UcfHcBWCiGEGO4kHgkhxPAzrJKnO++8k0ceeYSLL764x/LnnnuOn/70p2RmZlJYWMiFF17IM888M0CtFEIIMdxJPBJCiOFpWCVPZ555Js8++yyTJ0/uXhYIBGhtbaWysrJ7WUVFBVu2bCGRSAxEM4UQQgxzEo+EEGJ4sgx0A3pTQUHBDssikQgATqeze5nT6cQwDGKxGDabbbf7XLZsWe82UgghRpjZs2cPdBP6ncQjIYQYfHojHg2r5GlntgepWCzWvSwajQLgcrnS2sdwCPxvvvlmjzugAyUej1NeXj7QzWDt2rVMnDhxoJsxaMj56Gmkng9dVcHQMVl7fonfn/MhX/i/JPEoReJRTyP182ZX5Hz0JOejp8EQj4ZVt72dycjIIC8vj5qamu5lNTU1jBkzBotl2OeOQgiRtmhzPYGaDRiGMdBNGZYkHgkhxNA37JMngJNPPpn777+f9vZ2mpubeeihhzj11FMHullCCDGoaNEoejxGeFst4fqtA92cYUnikRBCDG0jInn6+c9/zqRJkzj55JM5+eSTmTt3Lj/96U8HullCCDFoGIaBFo9i9WWSDAWJt7dgGPpAN2vYkXgkhBBD27DsJzBv3jyWL1/e/bPdbue6667juuuuG8BWCSHE4GWoSQxNw1VciqKY6Fq7Aj2ZxGyzD3TThjSJR0IIMbyMiCdPQgghdk+LRcFkwmS1oVgsgIL+lcldhRBCCDFMnzwJIYTYO1ositnhRFEUAExWK0ZS5h4SQgghvkqePAkhxAhnaBqJYACz/cv5h0xWK7okT0IIIUQPkjwJIcQIZhgGgU3r0JMJHLn53ctNVpt02xNCCCG+RpInIYQYwdRICC0ew1c5AYvzy4laFatNnjwJIYQQXyPJkxBCjGDxjjZsvkxMFmuP5alue/LkSQghhPgqSZ6EEGIEMgyDSFM9ic4O7Dl5O7xukidPQgghxA4keRJCiCHIMAzine0Y+pcT2eqaipaIf7mOrhNpqu9OgnQ1iRqNYBgGsdYm4u0teMrHYvX4dti/yWpFV5MYhtH3b0YIIYQYIqRUuRBCDEFqKEh4Wy16MoEzvwhD0wjWbEBPJsgYPxnFZCK8bTMJfydgYPVmENqyCUNVQVHAMPCUj8Pmzdjp/s12Z2ofdZtBEighhBACkORJCCGGpFh7CyarjVhrE/bsPKLN9aDrmG12AtXrMHQNxWTGkVdAorODeEc7tsxsnPnFaLEoitnco0DE15ksFryVBxCp34rSj+9LCCGEGMwkeRJCiCFEDYcIba1BTybwVR5AqG4z8fYWEl0duEeNweLyEO9qx2SxYsvIwtB1Ym0tmG12XEWjUBQTJo83rWNZHE58lROoX7u2j9+VEEIIMTRI8iSEEP1s+ziiWFsz9qxcTJadfxQng34sbi+KyYSeTKTGKnW0YbLZcRWXYna5ceTkE2ncBoqC1ZuBYjLhzCvs3odiMuEqLsXi8qAoMsxVCCGE2B+SPAkhRD9KhgKEttRgcblJBv0YmoazoBgARVEwDB09HsfQdYK1G3HkF+EsKCZYW42hqRiahrt0DLaMLADsWTlEmuqw+TJRTDtPjhw5+TtdLoQQQoi9I8mTEEKkafsTI0X5chSQriZRTOZdJi5f3z7aVI/ZbkeNRbDn5BNvbyXh78Tq8eEqKiG0pYZk0I/Z6cZksxNrbUJPJtCTcRSzBRSwfqXIg2I2p7rrOZy9/4aFEEII0YMkT0IIkQY1Eia0rRZDU/GWjwfA7HASrN2IzZeJs6AYwzBSxRhMJgxVRddUTDY7ZruDSP1WEv4ODF0n84CpmKw2DF0nGehCMZuJt7egRsMYmoY9O5d4RxveivFo0Sjxrg5cRalueno8tkOiZs/M7pP3rCXihGqqUfQ9ryuEEEKMBJI8CSFEGqItjZjtDhSzmcDGKgDcpeVo0QhJxYSzoJhoYx2xtububRSzBUNTU0+MMHAVl6JYrJisttTrJhMZ4yeDyUR4aw1qNIKvcgKKxYrVl4XF7cXq8eHIK/iyIX30hCn1VKyBZDCA2ZZqX8Lfhclmx5CxUkIIIXqRYRgYupa60agmMZJJdFVNdU83DDAMDEMHTUfXNQw1iaFpmAfBzBmSPAkhxE4Yuk6stQlbZjaKyUwy0IVv7AGYnW7sWbnE2pqJNKQKNaiRMMlQgFhbC96K8ZgdThSzBUVR0FWVZKATs8OFxeXe4TiK2QykEjEwUEypn22+nc+/1BfinR1EmxpQQ0EcefnoqppqQ0YWrtIyGjds7Le2CCGEGNoMXUNPJNCSCfREAj0RT3U/V1WMLxIkXU1+OYegomCyWFEsllQBJcUEioKiKCgmM2abHcXpwmSzozU0DeybQ5InIYTYgWIYBGs3oIZDaLEYZpcLk92B2elGURSsHi+GkepyZ8vKIenvIri5GntOLlaPr8e+TBYL9uy8PR8zjTFTfSHe0UZg43oc+YV4xlRiccrYKSGEEF8ydD31dGh74qNpGJrWXcQolRQl0dUkeiKBoaVuwClmMyarDZPNjslqw/rFjUWT2ZzqhWGxolgtqXHDSpozCjY273mdPibJ00hnGJDuBSvEMKdrKmo4TKYWw9DseMaMJbS5GoJduIvLeny4Wz0+TFYbNl9mKngk4riKSgew9XtHTyQIVK8nGfDjGVOBs7B4oJskhBBiEDB0jWQoSDIYIBn0oyfi3a8pZnPqn8nS/f8mixWT04XVYsVks2Gy2lJPi77oWTHcSPI0AmyvENaDrmPyd2IKBVCLS8Esl4IYubRYlEhTfap4g8mMgYK3fDwmqxWL24PJZseWldNjG0VRyDhgKkBqLiZFGbCnR+kwDINYSxOGrmPPysa/YR0mi4WsabOwuFwD3TwhhBD9bHuSpCcSqSdLmooWi6JGwiiKCYvXhyOvEIvThclm6+6OPtLJN+YhZGdlkr8q3t5Gwt+JxeXFnpdLMhxi6+othOvrKMx3YW5vJRkIE+sMo8UT1DUGqF3TyHEXeTHn5vbnWxFiQBmGQay1CXtWDrH2VmItjVh9mfjGTsTsdLFu3TqKrFYAvBXjAWWnf3fblym7mOR2IBmaRqSpAYvDiaHrRBrq0JNJFEUhvKUWa0YWvvETMMmNEyGEGDEMw0ANB0l0dRDv6kBBwWS3d485snp8OAtHYXG5ZGL1XeiXqKnrOqtXr2bVqlV0dHRgMpnIy8tj6tSpTJw4sT+awPr167n++utZt24dhYWFXH311RxxxBH9cuzeEqnfgq5peEdXdi/TdZ2NH60kWVePXUmSjCQJdoUJxzU6OiKsW9+KAuTmuikdnU1Lgx9/ME4wGMNus5BUdbZ9tokxx0ryJEaOeEcb0aZ64h1t6MkE3vLxWL2+na47FIOHGo0Qqt2EFothGDqKYsKek4urJNWtUI/HsLg9A9zKgTPQMWmwxaOwP0zbtlYAckpy8WT147VhGCiaiimZQNFVdKsd3ebov+MLMUwZhoEej6PFo2ixKFo81v0Pw8DqzcBTVoHVmyFPk/ZSnyZPfr+fxx9/nKeeeoquri5GjRpFVlYWmqbR2dlJfX09+fn5nHHGGZx11ln4fDv/8rK/EokEF110EWeffTaPP/44H3zwAZdffjkvv/wyJSUlfXLM3hKPxbFYLbz18jvonc3MmFzBx899wueLNuL02DFh0NkewTAMvD4HNruFzo5w6g/BgOO/N5/cskLeeOIdNm1qI6cwg9nzysnMduPK9PLBPxezZdU2xiycDYPw7rkQvUlXk0QatpEIdOEsHEWisw1nYckuE6fBJjWPVKx7LimrL4NoUwNWXwaKyUS0qZFEZzt6IoHVl0HW1OndZdG/ymQZmYnTYIhJAxWPoi2NQGpuMrPDSTSSZPV7K1n5znKaa5owWy0oCqgJlaJxJcw75SCmHD6117uiGoaBw2LCHA1jSsZTSZOho5stGGYL1mgHqtuH5hyZ16gQ+8owDLRoODVWKRREDYfA0FEs1tTfvd2BPSsXs92RKoIkvQ72WZ+dueeff5577rmH+fPnc/PNN3PwwQdjs/UM4qFQiKVLl/LSSy9x4okncsUVV3Daaaf1eluWLFlCLBbjnHPOQVEUjjrqKObOnctLL73EhRde2OvH2xexWJz/vPg2nR1+kkmVd9/4kK21dQSDYZw2Kwag6wYJVcVhseLzuGj1B/A6HZgtJrKzM2jfEqAgN4czzvgmZaOzKZ8xi9zC1DiN8lg7U8aPw5SMo5vMKLEoNjXO6AkFLFu0CRJxSZ7EsBfvaEONhHGXjMaWmY0jr2DQ3nHTVRXFbCYZ8JMMBrA4XcQ72oi3t6FYLBiajslq7a52BGDNyMRdNgarNwOz3T7A72BwGSwxaaDi0T13/o22plYcZiu2hBmtQyc3P4sph03ilMtOJq+8GMVkoqOhnVXvruDV+1/i05cWs+DbB+NEpWlzPc0NzXR2+jEUBavDQWFRHiWlhTicXzwpUhTsWT5c+Tk4sjNRzCYMXUeNhlHDIdRwiGhXF9lJlTVLV9Lc6qe5qZNAMMz4iZUc9I1DsdudWIOdaHYnmIbnYHMheosWj5EIdKGGgiTDQdANLC4XFo8XZ14hZqcrVfpb9Ko+O6OrV6/m3//+N9nZ2btcx+PxsGDBAhYsWEBLSwsPPfRQnyRPmzZtorKysseXpIqKCjZuTG/ukoaGhu7/VxSFoqIiVFWlpaWlx3rZ2dk4HA5aW1tJJpPdyx0OB9nZ2YTDYfx+f/dyQ9cpLilh6+Y6zj/zMiLhKHn5WSRjcaaVjSE7txwjRyNhJMiwu7GazKiKzpSjZoET8opz8QfCmMxmmusaGV0+mnffXsJvb72fZDwBQNmYEjKyskjG4xy6cB4ms8J/XnyHlqY2pk4dj9vpITdoY+1/PydrypfdAXNycrBarbS0tKDrevdyl8uFz+cjEAgQiUS6l5tMJvLz80kmk7S3t/c4L1lZWdjtdtra2ohEIti/+FLndDrJysoiFAoRCAR6bFNcXIymaTQ3N++wL6fTSVtbG4lEonu53W4nJyeHSCRCV1dXj20KCwtRFIXGxsbuZS0tLZSVleF2u+no6CAWi3W/ZrVaycvLIxaL0dHR0WNf+fn5WCwWGhsbexTi8Hq9eL1eurq6epwXs9lMQUEBiUSCtra2HvvKzc3FZrPR3NyM9sWX3+3nODMzk2AwSDAY7F7em9ceQFFREYZh0NTUREtLCxkZqXmFMjMzcblctLe3E49/WWHHZrORm5tLNBqls7Ozx74KCgowm809/lYAfD4fHo+Hzs5OotFo93KLxUJ+fj7xeHyH6yUvLw+r1UpTU1OPa8/tdpORkYHf7yccDncvN5lMFBYWkkwmaW1t7bGvnJwc7HY7LS0tqKpKYNN6rJlZZGPCrii7vfa+/l5669oDyMjI2OHa05MJTJpGbm4uXXVbad606YsvnwYWj4csuw2r3UEsvwizw4kWixFtbiR/7HjcTif+YJCIYRBJqNDe3mvXnqHrtLa2MnHixH269gaLwRKTBioebfpsE3VNLcTiScJ6kkgsSuWYfNodLfgjWxlTWkBhXh5qLIkpshVPUYJ3lrzPX19+loiaJKFqqFoSt9OGyaSgahrRmIrNYiM3y0tepptsrwen2YaiG7gdTjSzQmuwA38oSmcwTGcgRCiaxGwyAxo+l4NMjxun084LL79N0V+f44Y//gpHvAstGOl++iTxSOLRcIxH26Vz7W1/L4ZhoMVjeMwK5niMlsYGNJMZq8eD2e3Fk5mNLz+fSCRCa1cXBEPd+9qbeASD99obFPHIGAHuv/9+4/zzz++x7K677jIuuuiiPW67dOlSA+j+5/F4jKqqKuO1117rsRww7r//fqOqqsqYNm1aj+XHH3+8UVVVZVx31VU7bHPhiecbM8qP2GH5adNPNJ775T3GwdMP7LF83rx5RlVVlXHHHXfssM17771nVFVVGRaLpcfyE79xqnH5RVcZeZklPZbnZucZ08csML4/5zs77OvRRx813nvvPSMnJ6fH8jPOOMN47733jDPOOKPH8pycHOO9994zHn300R32dccddxjvvfeeUVFR0WP5qaeealRVVRlXXnllj+UWi8Woqqoy3nvvvZ3uq6qqypg3b16P5QsWLDCqqqqMm266aYdtlixZYqxYsWKH5ddcc41RVVVlHH/88T2WT5s2zaiqqjLuv//+HbZ57bXXjKqqKsPj8fRYfvHFFxtVVVXGmWee2WN5aWmpUVVVZTz11FM77Oupp54yqqqqjNLS0h7LzzzzTKOqqsq4+OKLe+3au+aaa3bYZsWKFcaSJUt2WH7TTTcZVVVVxoIFC/b72rvyyiuNqqoq49RTT+2xfPz48UZVVdVOr5fnnnvOqKqqMvLy8nosP/fcc42qqirj3HPP7bE8Ly/PqKqqMp577rmdXsdVVVXG+PHj9+rae/3113fY1723/M6o/+Rj4+A5c/b/2vvNb4yNKz43Tjr6qB7LZ02eZDR//KHx2B237bDNf1591Vi7ZnWfXnvfP+MMY82KlcZF557f89pzu/f52lu6dGlffbQPSQMdj45deLSx8s33jZ+e/oMdtjlmxonGwROO3mH5cdOPNX572jXG/KmzeiyfP2uW8a87HjZOO+SUHbaZX3mUccykUwwFpcfy048+1fi/395vHH1Qz7hXMXqM8f0FZxmHTT1yp3/HEo8kHn11+UiJR1tWfW4se+PVHfb10G23GJtXfW7Ml2tvr6693opHimHsrI517wuFQrz44ovU1NRw8cUXs3LlSsaOHcuoUaP6/Nh//etfefvtt3n88ce7l9166620trZy++2373bbZcuWUVRU1P3z3txtWfrKYhb960NCahxvSTYba6rZ3NQAisIBJWW0BzrJz8gm15ZJca4PfyCG2axQWp7H3FOOYnRZHskMV487Wvt6t+Xjjz+moKCQWCyGxZLqCmGxWLjuF7dTrLiYPbWCmT84unubvrzTV1ZWBgzsnb6NGzdy4IEHDqm7LX15p2/jxo2MGzcOGHp3+hRFobCwEFVVu+/0GZpGqG4zGXYbnpw8mhrqiEej2H1ZuIpH7fbay8/KounzZXS2tYFJwZ6dixoO43M5ySobTWPNJqJ+P4rZhDUji9wDJnVfe50dHajhEAaAYZCfnYUtI5Pm1tTvXovHSHR04EDHrutE7Q4SqoaeTGDxePAUFJGXl0c8Hu/Va6+hdgttK9ejJ1WsHhd5+fkUz55CS3sbuq6TCEXY8ur72G02Mtwe6rc1sbmunVAkQWZZIWULDmDh0Qv36dpbtmwZs2fPZrAZqJg0UPGobeV6/DVbUcJx8ooKMbxOYiYw26wEw1HW12zF5fHiy8/BlemifOxoLBYLhq7jstlZ+fpyPnjxQwKdQVxeJxarmVgwgdfpZtSUURRPHUX5rHHYv+jCV1BQQLS9k+XvfUzLpno6Wvx0tITQ42AxWQlFI0SiX/3ctTCqvIBH/vMql/z8+8yfXEo8IxfMZolHEo+GTDzqjSdPhmGQ8HcSbW6gpKSEjmgcbHZMZssXk85aycnL79OeEDB4r73q6moOP/zwAY1H/ZI81dbWcvbZZ+PxeKirq+O1117jrrvu4r333uPRRx9lxowZfXr8Dz/8kKuvvppFixZ1L7vggguYOXPmHvuY7+uJ1jWND+/8C396+T3Wbmkg35dBrttHhtXL6KJ8nGYLmBSySvIYPTYXf1eU3NFFzDp+Dja3q9cH6b755ptMnjx5h+V3//5h6lfUcPSU6Rx7zRm9esydicfjlJeX9/lx9mTt2rX9VulxKBiK50NXk6jRCJGGbVicLjxlFanlmkp422b0RBxnQQnR1kZMFiue0vLdTtinqyrJYIDwlloiqkbh5KlosSjRhjpMdgeeMRWYLBYMw8BQVfRkgs5Vn2NxutCTCRSzBcPQ0RMJQAEFTBYLejJJajJqExg6Vl8GFrcHZ2Fxr41LMgyDwOZ64h1dqLEEiUAIV34OntJCOtZU07FuE57iAuyZXpKRGLH2LqJdQQxFoWjmAXRVb8WRk4nJ6+G/ry2netVW8kfnUzx+FFa7leJ5ZUybOW2f2jYYk6eBjEkDEY8AWpatwWy34iktwp7h3ad9GLpOW10b7fVtaEkNb7aXwrHF2Bw7FiXpsZ1hoCfi6PE4hmHwydKlVEyYgIGJRDRBIhon2NzB8ucW8/qypWQVZ/D7G39C0p2BbnfuU1vTIfFocBpp58MwDND11N9JMkG0uYFkMICraBT2nDzWrVs3os7HnuzP9dFb8ahfRpHdfPPNfOMb3+Caa65h5syZANx+++1cf/313HrrrTz11FN9evx58+ZhNpv585//zDnnnMOiRYtYsmQJ1157bZ8dU9V0rn/8BUoLcrjz0rMoKsjGU5zNR6+upqG+i0PnlTHpByfiyM7qszakY/ykSpZ98Bn+rugXX/AG5+B5IQzDwNA1TGYLWiJOYEMVhqFj82WR6Oog6nChhlODZk0WK97ycZhsduJtLRiajp5MQFJBTyaId7SR6OzE0DXM9tSd8mQoiGIyYcvMIpjUGeV0YnE6sWf17CetKAqK1YrJaiVr6gySgQAmqxU9mcAwDJwFhShfDHQ3DCNV8YjUF0/FbMbayyXC4/4gDR8sJdTQjKsgF5PFjD3TR1f1FpoWf467OJ+KU47CU1zQvc3Hz37IW//8FAxwvb8Ju9tB0QFlbFm1BF9eBufffRFFlcXd669du7ZX2zzQBjImDUQ8AsifvePNs72lmEzkleWTV5a/d9spSqrC1xd/a1HdAJMZBbC77djddry5PnJKclh92WY+WrmGmK5gTSb6NHkSYiAYuk4yGCDR1U4yGMDQtR6vW70ZZIyfLEV/BrF+SZ4+//xzrrnmmh7LFEXh/PPP55RTTunz49tsNh5++GFuuOEGHnroIQoKCrjzzjspLS3ts2NarRZuv+OXTJ0/m8DqFZisNjKnTue4MZW0rVxH/syJA544AUyYVElrVxedXWGMRAJF/ljFIGAYBslQgKS/E4vLg6FrRJtTXTB84yYTrtuMxeXGUz4uNelrnZlocz327Fw8WWNIhkKo4TCxLbWowSAmq5WOz5eldq4oWH0ZOIuKMVmtqJEIiqLgKh2N1etDURTq00wWLC43Fpd7l68rioLVs293+QHUaAyzw96juIAajdG0ZAWR5nZsHjfBrQ14SguZ8P0Tsfm+TMwMwyAZjtLW2EkwohHc1MDSVz5h09INRENRvv3r75E/uoCmmkaS8ST167Zx0LcOZd4p8zHt5gndcDCQMWkg4tFQYc/0cvjCmXzw8CpWrtzEnFnjB7pJQvSK7TfSEl3tJPydYGyvjlqOyWpLfcYrSqpbnsU60M0Ve9AvyZPD4aCjo2OHx+ObN2/G7d71F4/eNH78eJ588sl+ORakAvGBRy8AwDWqDJsvA7PNTkZFKRkVgydIjh4zCrPZTGckRKipHe/o4j1vJEQfSIYCxNpasOfkEWtpRI1EsPoyCNdvBcBdUka8s43AhjVgMuEbOxFFUVJjjHQDk9lO0h8g3taOoaXGEVl9GWRMmoLZ4cRQk4CCYjZ1PxkCsA+egnA9+Gvr2PLaB2SNH0PJEXPRVRUtkaThg09JRmJkH1BB3B+k/KQjcZf0LLm+5sNVvPWX1zGZFPytfgw91Tu7ZEIpx/70BArKC8kpSU2MnVuaB8DMYwdX17q+NNAxqb/j0VBywMKZZP39OT5bvIa508ZIjwgxJBiGgaGlxjEpZjOKYuqujJfobCfR1YGuJrF6M3CPSk0n0dvDM0T/6Zfk6dRTT+XGG2/khhtuAKCjo4MNGzZw8803c9JJJ/VHEwaUe1TZQDdhl8wWMzk5mSSMJJ3bJHkSA0ONhAnWVmO22wnVbsSWkUXmAVMwWW1osSgGYHE4sbg9RBrrcBWXogD+dWtIdHVi9WWkJrpVFAxNxVVS9kUA+/JLl7KTyWIHC/+mrRiGgWIyEdzaiJZIEKjZRt7MiQRq6tjwj1dQY3H0RBKz3ca4752AzesmGU9itVsJdYZ49YEXiYViZBZkserdzznirIV4Mj2MnTMep9cFhoHJ0vOcjFQjPSYNZpmleeR7M6haswkFUDQNQ+apEYNQapxsF8lggGQo+MUNupTU+NpUPLK4PTjyi7BlZsnEtMNEv/wWL7/8chRF4Yc//CGJRILvfe97WCwWvv/973PFFVf0RxPEbuTk56CFNIItXQPdFDHMGbpOtLkBR04+itVKpG4LJoeDZNCPLTML96gx6Il499gIAJPdgR6PE21qJN7ZjhaJkOjoQE8msXp9ZM+Yjdkx9MZFpCoqhYh1+tn6xkepOZ0Mg4zyUsw2G2NOWIC3rIiCA6fSumIdVrcTZ0Eu/tYumuvaWfXuO3z2n0/JLc2js6mT4nElFFYUEewIcNaN5zBm2sAPhB+sJCYNXoqiUDmmhPc+/xzDZELRkpI8iUFDTyZIBLpI+FMT0ypWCzZvBq6iUaku3IqS6vmgpgoFWZwuTIP4xp3YN/3yiWSxWLjyyiu59NJL2bp1K5qmUVZWhsvl6o/Diz3IycsiHGgl3BHa88pC7IdYewux1ibine1YnK5Ul7vO1GBZd2kl4W1bcBWXoEYjRBtTZf2TQT9aJILZ4cCWnYuzoBAAk9WGxeMd1E9SkuEItS+9i7s4n+JDZ2PoOoHNDfhrthKua0b9olRz/oFTyJsxEUPXsTgdPfZhslrwjq9gzQer+OSPL9LR2IHJYqZsUhnfvfYsOurbyBtdQMWMCukGkiaJSYPb+CkVvLT4YwKhGC5H/3TtF2JnDF1HDYdIBv0kQwG0WBSTzY4tIwtXYTFmp3tQxyDRN/rtdk5HRwfr1q3rrrv+1fkSjjjiiP5qhtiJ3Lxs2tbXEwlE97yyELtg6BoJfxe2zOydBhNdU4m1NOEqKcPQdbRYFG/FeBKBLpKBAIENazFZrUQb68EwsGVmoZjN2LNycEwY3JWHkuFIarCvohDc1oQzLwur20XNC29jcTrwV2/FX70VXdNQFIWMylKKD5+DpzgfxWLGbPtygLCh6zTVNtGyuZnP31iGpmo0bmokI9fHzOMOZPrRM3F6nJit2z++JwzMmx7iJCYNXhPmTkZ5BGo31jE1KwNtz5sI0Wt0NUky4E/FplAgVdzB48WenYvVk4HJbpeEaYTrl+TpX//6F//7v//bY8Kq7RRFGXZlcIea7Nwsosk44WBszysLsQvxjjYiDdsw2ezd5bjVSIiEv+uLu3dBTDYb9uxcFCX1hCTW0ky8vR01FMJbUYk9N59kwI/Z4ejRdW8wC9U1seU/HwKpp0S6qqHFEzhyMkFRKD/pSPSkSrihBcVsxlNauEM1Oy2psnXNFrpauli7aDWblm/CneFixjGzcWe6Oeb8bzDqgNI+Cdi6rrNuzUZGlaXGO3Z2+CkqzsdkNmEymYbllwSJSYNbYWUxLpuDdatqmSYV90QfMwwDLRYlGegiEfSjRcKYrDasvgw8oyuxur3yVF/00C/J0/3338/3vvc9Lr/8cjye3p3jROy/nLwsQvE40XBizyuLES8ZDhLethl3SRlWbwaQCj6x9lYwmYi3tWB1e0iGgwRrNmL1eFDMFixuD67CUYBCrKWZhL+TeGcHrqISvBVjsThTXaZsGZkD9+Z2wdB1Yh1+Yu1dKCYTGWPLiLV1EthST8unq8k/cAoWp51EMEzh3OmE6ppo+Ogzyo49BJPFgsliIaMyVThG13S6mjvx5vhYv3gt29ZsYfUHq0jEEmQXZZORl8nPH7sSX25Gr78PVVVZX1VN3dYGNE1n8YdLWfTeEtpaO/B43aiqRiza8yaKw+ng7kd/2+ttGUgSkwY3m8tOlsvDppoGFE2Tinui122faykZTCVMRjKJxeXB5svEWjIas8M5LG8cid7RL8lTZ2cn55xzjgSpQSonL5tAJEIkHJcgJXYr3tVBeFstJquNWFvqSYqh6+jJJHoijqesgtCWGgI161FDQRz5RbgKS1LFEbo6CdZWo4bD6GoSmy+TzEnTsA7iz4VYexd17y0h0tye6kro86DG4jR8tAw1EsOe5aPs2EO6E6PtvKOLmfC1ypXRUJQ1H6zi05cX07a1FZvThtliZvTUco4573gmHjIZq71v5vdYvGgZ//zbc3y8aCnxWIL8wlx0XWfO/Blcee3FHLpgHksXf47dYWfytAm0trSjazq6bmC320how6tLr8SkwS8/O5O6xjYUDDB0UIb33GOi7xm6TjIUINHVQSLQhYKC1ZuBq3AUVq9P5lcSaeuX5OmQQw7ho48+4nvf+15/HE7spZzcLBJJlUgsgZpIYrFLZRjRk2HoRJsaiLU24x41GrPDQaB6HclwEHQdUHCVlGH1ZeIpK0eNRXEVlGBxezAMg+CmjcQ72nDk5OLIzcNRUDjoApWWSBLa1oiWVNFbu6jZ8DahuiYyx42h+NDZ2DK8WBx2kuEo/uot+CpKsXl3HMyuaxqt21rJLsph07KN+PIyqF66gcXPfYTT62L60TOZdNgUWre0UDFzLHZX343lam/t4K5b/8Qrz7/Fyd8+jj8+dCMzZk/G5d6xMMJRxx/e/f9Z2Zk9Xhtu3dgkJg1+hYW5fLqqCt0wUuXKTZI8ib2nayrJgL+7Sx6ALSMLT1kFVo9PuuOJfdIvydPEiRP53e9+x9tvv83o0aOxWnt+afrVr37VH80Qu5CTmwVANJkg2h7EW5wzwC0Sg02stZl4ZzveivFYPV4Mw8DsdGF2OHHkFmBoGlaPFwBbZjaWZILAhnWokTCGpmGy2ciaOqO7a95gYBgGnWtrMFnNGJpO05IV6JqG2WZDC4awTxpL8WEH4sju2X3O6naSO/2AHfanazprPlzFB0+9S0d9OyazCavdSjyaILs4mxMuOZlJh07BZE4F69xReX3yvj58dzEv/vs/RKMxPvnoM8ZNrOTJFx7igMnj+uR4Q5HEpMGvaHQxgU+WomsGiqZiSLlnkSY9mSTh7yQR+KKcuMWCzZcp45eGmO1dK9VIJDUBsWFgdjpTPaQGWL8kT5988gnTpk0jGo2ybt26Hq9Jn9KB53Q5cLkcxNQEobYuSZ4EAAl/JyarDZPN3l0lb3uCpCgKvsoDuivMbWcYBsmAn2DNRsx2B77xE1HMZswOJ6YBmqtFjcVT1f3iCaKtHXhGpQo2bH3rv0QaW1PvwWwie+JY8g+cjMlspqqqipJJk3a5z2QsgdVho7m2CU+2l3g4xot3PUfLlmbmn3owM46ZRevWVsomj0ZTNWwO6w5FInrTlto61qxcx3tvfcRbr77PKad/g+JRhfzg3O8w75DZ8jn7NRKTBr+ycaXEVZVAZwivr/fH/4nhxTAM1FCAWEcbSX8XJptNyokPQdu/Q8Tb24i3t6Wm73C5MH1xgyve0Y7ZPPC9Vvrl28zjjz/eH4cR+yEnNwtNUYm0+Ae6KWIQiDY3EG1pBAMUiwWT3Y4tM7vHOorJRDIYJBkKoCcSqWpFoSBGMomzqBh36ZgBvcOnaxpdGzbT+NFnaPEEKEqq210kij+skjsqlzGnHk3V4g10NLSx8j8riD2zhClHTCNCjDc+eg1D1ykcW4zdaWfDJ+vxt3RitpjZtHwTY2ePo3rpBkwWM7qqMW7OBC75089xZ6bG0Wwv+NBX45hCwTAfvb+E119+j3de/5CikgKmz5rM4889wORpOz4ZE1+SmDT4lU+uAGBLTSPTRhVIuXKxU3oySbyzjXhHK3pSxZaZhbdyAhaXJExDRXfC1NFGvKMdQ9VSv8eKsdiysnf4HtE8CLqR91ny9P7773PwwQdjtVp5//33d7uuzKkx8LJzs0h2qoTbJXka6XQ1SbS5Ec+YsSgmBT2ZwOZLde1MfHFHSIuE0RIJ9HgMi8eLyWZLdeHLy08NvO3nLjb+mm1EW9px5GbTsnTVF20N0eWPETA5KTqgkpJxxWxe38Cqt5fTUN2AyVyL8c9P8WR5GD11DLmleVhsVpa88DEdDe1UzhqLw+vk/b+/jabpjDqglFETywh1hvjWr05n2auf8oObzsFqt+LwOMkt7ZtueNtt3VzHR+99wmefruSTj5fj7wyQkeXjiIUH8eSLf2LSVCnpvDsSk4aW3OIcbGYLtTWNTD9k6kA3RwwihmGghoPE21tJ+LswOxw4cguxZWVjMg9MDwexZ6n5HWPoiXiqyJSaRA2FSPg7MTQdW2YWntEV2LKyBv3vsc9ad8EFF/DRRx+Rk5PDBRdcsMv1ZE6NwSErJxN/eyPhrshAN0UMEF1VibU2gaJgstmwen0oikLC30VoSy1aPEYy4MeWmZ0KUlYbVp9vQOZjMnSdSFPqkX5gSwNtK9dhdTlJLltD9vQDsHk9LH5jBSs/3MToKeWs/MsbJBMq+aPzKZs8hu9e9wMCrV0AFJQXYvnKJLULfnAUq1asYur03X9hm3xY33yhi0ZjbNtST0tTGx+8/TFjKkppqGviH48/T0VlGZOnH8D1t/ySwuICJkyqxNyH3QGHE4lJQ4vJYsbjcNLQ0IaiqwPdHDEI6KpKoqudWHsreiKOLUOeMg12eiJBvLOdRGcHiYAfdB3FbMZktaFYLFhcLrzlY7FmZg76hOmr+qylX+1H/vU+5WLwyc7NpHntViL+4VWSWOxavKMNALPThVNLEtq6CTUUAgychSUoikK0pYlQ7SZsWdmY7Xa8M2b3e7KkxuKokRhmuxU1EiMRDNP40WckwxFAQXG7sY6fQFyD1e+toPY/L+DN8mCxWfjxH35CyYRS/C1dRIIRiiq/LB/uzfbu8pgWW/99iLc0t7Hko2V4PG7++8Gn/PvJl9A0DZvdxsGHz2HZJyvIK8jltnuvY+Fxh/Vbu4YbiUlDT4bbTXNrF2jaF+XKZaD/SGJoGmo0jBpJ/UsG/ZisqYnW7dm5g65iq0jR4vHuLnhqMIDJ7sCenUNGUQkWj2dIJUm70mfvIBpN/0u40+nsq2aINGVlZxJTE0RC8YFuiuhlWjz1mNzsdJHwd2FxutATccJ1W1Jzehk6LhT0pImM8ZOIdbRiy8ohvG0LkYY6vJXjceT2bZe07YwvquhEWzuINLeBAS3LVqNGvpy4VTGZyJs1Gd/4chb9exHLnvsElOV4szyUTh7DWTf+iLatLUw9cjpOb6q6X0Z+Jhn5mf3yHtLR1NjC0o8/56VnX2fxomUUlRQQCobJys7gocdvZ/rsydhsVkxSFarXSEwaerIzfLT5g7C9XLlF/h6GK8Mw0OMxkuEQPjWOf/1qtHgMFBMWpxOzy423fBwWt1eeMg1CWiz2ZcIUCmJ2urBn5+Atr8TsdO3xd6ZrGorJtMv1DE0n1tFFrMOPoQ78CMg+S55mzpy5x5NlGIZ0kRgksnIyCcXiRCOSPA0XyVCAaEsjaij4RZJkYLJa0ZNJAJyFJdgyszE0jY2btzChvJJYWwvO/CLCWzYT72gj44DJ2DIy+7ythq7TtPhzWlesw2y1oiWSOHIywTDIOqCCvJmT0JMqisXC2v9W8fGH66m+82W82V5O/833qZw9rsfnTcWMyj5v895qamxha20d7775EU/85d/k5edw3EkL+cVvLmLCpLFomoZpN8FD7B+JSUNPbn42K1a3pOZu1zQMedIwbBiGgRaNkAwHUcMh1HAIQ1Mx2VLz3tlzC7C43JgdTvlMHIS0RJyk308yGCAZDKBFI5hd7lTCVDmux7QkWjxBtK0TNRJDT6poiQRqNEYyFCERCJHwh9BicRSTCYvbidXjwup2gvFFV81gmIQ/iKEbOLIyYHzxblrWP/osefrb3/7WV7sWfSA7J5NQNEo0kpTuEUPU9lKt2ws5xNpasOfk4S4uQ7Fa0aJRLG5P6vdrgPKVsTJmTaVj5WegG4TrtmKyWMicPA2La8dJYHu7zU0fL6dt1QbMViujjz0UFAV3cT4Whx1d02ja1MgnL39CU00jW9dsQdc0xs09gBN/dgrj507AbB28XQBCwTDvvPEhrz7/Fh9/uBS7w05uXjZ/e+Z+ps+e3ONLgYxd6lsSk4aewuJ8Pvx0Obqmy7inIS71ZClOMhTo/oeuY3a6sLi9uLNysLg9mCxWGteupSSnf3o7iPQYhoEaDBDvaCfh70SLRjHZ7Fh9PpyFRVh9mVi+8sReV1UCtXV0rqshtK0JxWzG6nZislow2axYnA6sbieu/BxsGV6sHhd6MkkyHCUZjKBGoqnx1xYzvvJS7JleHHlZmK3WQXFzq8++dcydO3eHZeFwmC1btjB27FgSiQQej6evDi/2UnZOJtF4gngidfFaPX37pVn0DkPT0DUVxWQmtLUGNRzCbLejWCypqjUZWd3rmr6Yowkl9SXdMIxU5bxoBF84iD0vH/foMcSaGrHn5mO22/us3WosTqCmjs71NcQ6/Iw+9lDcJQXoBtSt3QreGO/c+yIbP11PIpakeFwJJRNGccRZC5m6YFqPAg+DUVenn789/DRP/vUZ3G4Xx5+0kMuvukAmqh1AEpOGnsLRRUQTCRKxJDZt4LvqiPSlKuKFUKNhtEiYZDiEoSYx2x1YvD48ZZVY3Z4eN/HE4JJ6Ohgl3t5KrK0FPZHAlpmFs6AYW2YmJruj5zyPmk6ovgl/9Vb8NdtQTCYyx4+hYN50nLlZw2py4n65ZZtIJPjd737H008/DcDrr7/Orbfeiqqq3H777RKwBoHs3EyA1LinjiAZkjwNeoZhENq6iWQohNlmA5OZjAlTUv//xeuJgB81GERPJtBVFS0WxeJ0YXF7iHe0kQwFsXp9JC1WPGMqUEwmXCWlfdbmuD9I6/IqOtfWYHE5yKgso+TIeTgyfTTVNPLP//07wY7U4/lRB5TyrV99l9JJo7G7+i6R21+6rrNp42Zi0Ti+DC8fvPMx99/xKKPKirnx9qtZeNyh8lRpkJGYNDSUVJRgYNDS2E5pbtaeNxADrnvepfZWdDWJxenC7HThKi7F6vb0+zQWYu8Yuk6iq5N4RzvJQBd6IoHF68NVPAp7Ts8iHVoimRqf3NRGuKGZcGMrCgreMSWMWjgf7+jiPp0cfiD1S/J09913s3z5cv7+979z3nnnAXD++efzm9/8ht///vfcdNNN/dEMsRserxuLxUxCTxJp9ZNRVjjQTRK7Yeg6sfYWkqEQzvxC1EgYd1k5JrOl+45fqKYaNRrB+sU8TIrZgj07BzUSIdrciNXjxVs5DrPdQePatX12V6ireisty1YT7/Bj6DqekgLGnLgAz6hCPnlxMU9f9hB2jwM1nqR8RiXH/fSbtG5toWhsMWbL4Pvg1TSN5UtXE4vGWPTuYt589X1aW9oxm81omkZ2bhb/c/OVfOOUo6TgwyAlMWloKC4vAqBuSwtlk8YMbGPELhmGTjIUJNHRRiLQhdnuwJFXiD0rR54sDRFqNEqspYlYWwvoOrasHNxlY7D6MrtvyEKq10jXhs34q7cSaWpFsZhx5mXjLsonb8YkXEW5mCyDtyt9b+mXd/jaa69x2223MWvWrO5lM2bM4KabbuLSSy/tjyaIPTCZTGRm+dDQCLfJRLmDVaqrXQvR5kYA3KNGY8/KSb2maYS21BJrbcFQk9hz88iYNKXfy7nqmkbH6o048rKItftpWLSUgtlT8Bx2IGannUhMI65qfPbUu3z0rw85/oJv0rqlmfb6Nk645GQsVgujDui7p1+7Eo3GaKxrIicvm801dWxYvRmny8HSxSuw2axk52bR2tLOsiUr2LRxM1arhTkHzeSKqy/k0CPn4fG6iYSjuD0uedI0yElMGhrcGW7sFiuNDe2gqqQqR0jxgMFg+026RFdHapJTQ8fmy8RbMR6LyyNFHgY5NRoh6e9CDYdJhoJo0QhWrw9PWTn27B2T3kQgRNuKdXSs3YTV4yJz7GiKD5uNIydzWHXHS1e/JE8dHR3k5e04+M/r9e5V+dh0/PWvf+Xjjz/mT3/6U/eyxsZGrr32Wj777DOysrK45JJL+Pa3v92rxx0OsnOzSCY1wh2hgW6K+IKhaUSa6kj4O7E43aAoqKEgzqJRqbt6JhOGphFrbyXa1AAGeMZUYMvIxGTt/3FBiVCELa99QDIYRo3FMdttlB45n6wDKlCTKu/89Q2WvPAxABl5GXzn6jMYP3dCv7dzu86OLrbW1vHmax/w/NOvEvAHu18bXT6KaCTGxKnjMQyDNavWU1CYx8GHz+HhJ/9IRqZvh/35MnY9d5QYPPorJkk82j+KouC2O2hu9aNgfFHMSG5MDBQ9mfyy4EMwgKGpWL0ZuErKsPkyUEzyuxkstie3WjSCYrFicTpRLFYSXZ1EmxpS5cRdbqxu904LPmwXaW6jbcU6/Ju24S7Ko+y4Q/GWFY/45LhfkqcDDzyQv//971xzzTXdyxKJBA888ECPO3/7I5FI8OCDD/Lggw9yxBFH9Hjt8ssvZ/r06Tz44IOsXr2aCy64gMrKSmbMmNErxx4usnIySTYGCXdFBropI5quJkl0daJFIyQCXZgsFlxFpWixKFosmppR3elCi8dJdHUQaagDA+zZObhKy/p1Ajo1Fse/aSuBmm3EOvzoSRVXQQ5jTlxA/fptRENxPvzPCtoefotwVwhd1/nxH35CbmkedrdjQD6Am5taeePld1n2yQo+ePtjdN1gxoFT+J/f/YL5hx5IwB+krb2FmbNm9nvbRP/o65gk8aj3eF0u2joCGPoXcz3JF/R+YxgGaiREMuAnGfSjxaIoVitWjw9X0SisvoxhMeHpcKPFYwRrqkkG/JjtDvRkEkNLVatUzBYcBYX4xo7H7Nj5fHZqNIZ/0za6NtQSaW4no6KUym8dg6sgtz/fxqDWL1f9tddey3nnnceiRYtIJBJcffXVbN68GZPJxGOPPdYrxzjnnHPIzc3ljDPOoLGxsXt5TU0Nq1at4tFHH8VmszFr1ixOOukknnnmGQlWX5Odk0VjXQeRQO8+DRS7ZmgaWjyKYjJjdjhRI2GCtRu/KOvpxVU0CltWTs+KNrpOsLaaWEtzqm95bj6uktJ+e3SuaxrNn6zCZDXTvnojJrMZX0UpWQdUEo/G2bK5nfeue5yGjfW4fC4KyguZeMhkFJPCrOMPxObo/wHD8Vicjxct5ZmnXubDdxZTOX4Mc+bP4C//vIdpsyb1GJuUkekjFAn0extF/+nrmCTxqPf4fB66QmEMFBRdwxjoBo0AuqZ2V1gzNBWrx4s9Kxer17dDhTUxuKjhEP51VZhdbrJnzMZsd2AYBoaqon9R7XBn3xW0ZJLApm10bdxCqK4JqzfVNa/06IOx+aSAztf1S/I0ZswYXnvtNV566SWqq6vRNI2TTjqJk08+Oe2Z3FVVJRLZ+RMRn8/HnXfeSUFBAffee+8OwaqwsLBH9aSKigpefvnl/XtTw1B2TgY1aoJISCbK7WuGrhNp3Ea8oy3Vjx+w+jJJhgLYs3JwFZftEKAMXSNct41EZweGrpM5cQpWX0aft1VXNVqWrcZfvRVHXhbJUIRkKILFYSdj7Gi6dCvLltUQDayjdsUm3BluJh0+lW/9v9PJyM/s8/btTjwW58qLr+eDtz/G5XZywilH88QLDzJp6gT5AjCC7W9MknjUf7KzMtiyuQ4ARZO5nvqSlogTb28l3t6KYrHgLCjGnpktRR/2kZ5IEG1uJNHZgZaIY3Y4cRYWYc/J22P8SUaiBGvriXX60QN+wpm5uApzd7tdoquTwMZ12HPz8Iyp7F5XURQUq3WHrvyGrhOub6FzQy3+TVsx26xkjBtNwdypOPNzJEbuRr89b7XZbHzrW99CURRaWlpYtmwZra2tlJWVpbX9J598wo9//OOdvrZ+/XoKCgp2+lo4HMbhcPRY5nA49qpf+2CYkGt/xWIxNm7cuNt1klqCcDxOJBzf47r7KpFIEIvF+mTfeyMWiw3Y79Wuq3i0BAABs52kYsJq6LiCQWImK3F/GALrutc3axq2ZAKrmsBs6MRsDmI2Jy31DVDf0Ctt+ur5MHQDwlGMWAIjnkSvawHdwFSaTzIawVB0OKCMLRuaqHlqEV0NnZTOGI3VaWPOmQdTOL4QxWSiob2RhvbGPRy59yUSSZYtXsF/31/Gts31ANx891WUji7G7rABBuvWrdvtPgby+hiMhuP52J+YJPFo/6QTj7ZzehyEolHisTgxtYP6+qZea4fEoxSzoePREtgNjaRiImKyEtfN0NKW+tfPBvp87C+TruGMR3Ek4mgmMzGbHc3mxJpUSVRvRKutIexwo36lKp1hGBBLYHQE0Vs6oSsETjuK14kWS1Dz/FtgtaDkZ6L43GBSQNNA1UHVMCcTOBQdNcNLIhxH2UWMM2IJjM5g9z9UDSU3A2XSGIwsL36Tgr+jFTpa++t07bXBcH30S/K0cuVKLr/8cn7/+98zduxYvvvd79Le3o5hGNxzzz0sXLhwj/s4+OCDWb9+/V4f2+Vy7fDhGIvFcLlcae9j4sSJe33cwaauro5x43Y/QWdrQxdvPPsu0UiSsZWVfdINLB6PU15e3uv73Vtr167tl9+rrqmp8UuxCGokjGIyoUYSOAuKcOQWkL+LO3pqOES0pQk1HEYNh1Izr7sy8JRX9igb2lvWrl1LRfEo6t5dQqS5DUPVsLgcWF1OPOMrKJgzFbPNipZUWfH2ct675w0Aph89iwNPmDvgT5g+fHcxTz72DNUbagkFw1gsFo4/aSFHH38ERx9/OLn5OXu1v/66PoaK/Tkfy5Yt6+XW7L/9jUkSj/ZPOvFouzHj1/HeoqWYdMjwuHGVjO61doy0ePR1ejJBtLmBeEcbVl8mzvxCLK6B76I1FD9/DU0jGQwQa20m3t6F1ZeBq2Is1ozMHk9w9GSS8LbNWJqa0DQzWhISwSixtk60eAKbz0PG2NFkjC1LVbJTFNauXcv4ikoCtXX4N20lVtcKmoHJZkGxmDHUJOgaCZOFRH0dirkBV0kB3rIirB4XaiRGtKWDUH0TCX8Iq8+NZ1QhnmmT8I4uxjzIJ53/usEQj/olefr973/P/PnzmThxIv/4xz/QdZ0lS5bw3HPPcdddd6WVPO2ryspKmpubCYfDuN2piV9ramoYO3Zsnx1zqMrKySQYjqJpOolwFLtXJsrdH4auE6qtRk8msLg82DKzMZJJXCWjsexioCakBnt2Va3C6vVhz8nFM7ocq3fHym69Ie4P0rmuFrW+gdqlG7BnZ1B+4pE487J7fKB2NLSz+v2VLHv1E3RN5/DvH8ms4w/EbO3/wcKapvHMUy/zrydepKW5DafTQUtzG987+1RO+943cXtczJk/A5tdJmMUOzdQMUni0d4rKisipiaIByPYMiQm9QZdU7vn9LE4XXgrD8DqHvikabBJTQ3ShhoJY3V7sGVld99UNgwDLRpNlWrv7CAZDIBiwp6dQ+bkaTuN2VoySWhbE4GaVgK1jWAYWD12rG47+bMn4htbjs2z8xspZruNrAMqyDqgInV8XSPSUE+koQ6r14e3YuwXxSFUwo0tBLc20rG6GjUaw+y048jJJG/mJDyjCmUMUy9I65tPTU0NFRUV+3yQNWvWcNttt+H1enn33Xc56qijcLlcLFiwgFtvvXWf95uOiooKJk6cyO23385VV11FVVUVL730Eg8++GCfHncoysrJRNN1ElqSSGdIkqe9ZOg60eaGVDnxcAg1EsJkteEbN3GPcy3pqkqstQUtEiYR6MLq9eGbMKnP+hzHuwLEOgPUvbsYe4YXTOArH0XhQTO6ZwQ3dJ32+nbe/usbbFiyjsLKIo48+2gmHzENq31g7lRtWLuJP/7uQdau3sCPfnoG4yZUEAyGGHdABeMm7PtnlBg69jcewcDFJIlHe69k+0S5W1uYWJQlcz3tB0PXU/MEtjRisljxjK7A6s2QsS07oSUSBKvXo4ZDWL0+Yi1NUAP27GxAIRHoQo/HsXyRVLnLyrG43d3JlRqLE9rWRLzTT9wfJN4ZIN7hx2S14B1dTOkxh+ApLURRINbSTHjbFiJbqjFVjNtpyfAebYvHCKxfi66p+MaO71FUymS14C0rxltW3NenaERLK3k6++yzeeihh5g6deo+HcTr9dLR0YHdbmfFihX85Cc/AaC6uprc3L4vfXjvvfdy/fXXc8ghh+Dz+fj1r3/NgQce2OfHHWqys1PFB1RDJdwRIqts5/32xY4MXSe4uRo9Ecdks2N2OnEWFGNxunY52FaLx1PzMMRjROq3YbJYsfp8OAuLceQV9ElAS4Yj1L33CcHN9ZisFrImlFN8+BzWrVtH8Vceg7dsbuaZ2/5J29ZWRk8Zw8V/+jk5JQNbpvRPd/8fD9z5GEccfTBPv/YoBYU7ztMjhr/9jUcwsDFJ4tHeKRxVgAI0NHQwyQB0DaQ89l4xDINEVwfRpnoMDFxFpTtUcR2pDMPA0DQUs7n7fCT8XQSrN2B2OsmaPhuzzYah6yQ6O0h0dQLgKinFlpm9Qzf6ZDhKy7LVdFRVY3E4cORmYs/w4p40FkdOJq6CnB2GRDgLi7Fl5xKq3UTnyuW4S8twFpXs9PeTCPgJbFiL1esjo3IqJov8LQyEtM56RkYGodC+T5x63HHHcfnll2Oz2cjJyeHQQw/lhRde4He/+x0/+MEP9nm/O/Ozn/1sh2VFRUX8+c9/7tXjDEc2uw2Px4mmaETapFTz3og0bkOPx/CNPQCTdc/dxbR4nK41K7o/tD1l5djz8vssmOmqRsfaTTR/shJnbhbjv38ijuyelfq0pMqq91by8XOLaNvaytQjp/PD352LO3NgH/EHAyHu+v2feOmZ13n4yT8y9+DemRtODE37G4+g/2KSxKP9Z7FZcFhtNDV3YRgGJk1Dl+QpLYZhkAwFiDbWoScSOPILceQW9Nu0FoONrqokgwHUSBgtHE79Nx7rrnhrstlQTCa0eBxnYTHusjFfVqwzmbDn5GLP2fnNFTUWp+3zdbStXIcjJ5PyE4/EXZL+TVCzzUbGhInE29sIbt5EvL0Nb8VYLF90pzR0nWhTA+FtW3AVj8I1aseKvKL/pPUJNG/ePC644ALmz59PaWkpdru9x+u/+tWvdrv9b37zG0pLS6mvr+f73/8+1i/KJV522WWcddZZ+9h00ReycrJIGirhdkme0qGrSSIN20j4O/FV7j5xMgyDeGsL8Y42EgE/Nl8GvvETQVH6LmnSNNpWrKf1szUoJhMFc6eRM2Vcj+NFQ1HWvbOG1295CVXVmH/qwUw6dArZxXtXZKG3ffrxct7+zwe89OwbFBbn85en72bK9KE1iFj0vv2NRyAxaajxOJ20dgQwlNRcT2LPkqEg0eYG1EgIR04+jvyiEfuUIuHvItpYT6KrE8VsxuL2YHG5cWVmYXY6MVmt6EkVPRHH0DWs3gzMX6mKqasqevKLSWYVE5hSMVuLJ4i2dxLcXE/X+s1YfW7KjjkE75idPzVKhz0nF2tGBqEttXSuXoEjNw93NEzH58vA0PGNm4A9WyarHWhp/SVVV1czffp0otEoGzZs6PFaOheI2WzmnHPO6bHslFNOAVKlQm19UD1M7JvsnEySYZVw5/7d2R3uDMMg4e8kUr8Vk92Ob9yk3RaBUKMRwltqSQaDOPLzySgqwerrm77myVAEs9NO85IVqUlsrVaKD51NxrjR3eOZoqEob/z5VVq2tNBe34bda+fw7x/JtCOnYx2ASWy/KuAPcsfND/Lyc29w2JHz+J/fXcnR3zgcywgN/KKn/Y1HIDFpqPG63bR3hcCQuZ72pDtpCoewZ+fgLh2D2Wbf84bD0PaiTbG2Vhx5BWROmZEal7STzwmzA8DbY9uOqmraV20g3rnrm8kmqwVPaRGjjj4IX/moXonpJosVX+V4Ern5xFqbMRk6rlGl2HPyRmwCPNik9Vt4/PHH9+sgHR0dPPTQQ2zcuBFNS901MgyDZDJJdXU1S5cu3a/9i96TlZNJJNBCxJ/+vCMjia6pROq3ooZD6KqKq7AYe+7OH80ngwFiLc0k/F3oiTjWjCyyps7ocUert0VbO6h+5vVU/22TidJjDsE7qhDTV6riLXvtUz548h28uRnMPG42GXmZJF0qkyZP6rN2pUPXdV55/k3uuPlB8vNzePKFh5gwSaqQiZ72Nx6BxKShJjPDR1cwlKoVIU+edkqNhIg01aOGJGmC1NOiwPoq9GSCrC+SpnQFtzbQ+NFy1FgsVaGupACz3ZYqVKIbGIaOoRuYrBasHleP+K+pGuGuMCazgsvnwmQ2p3qA1LVRv24bdevriIWi+HIzKJkwivIZlbh3UUXSlpGJLSOT+rVrGVVQtN/nRPSetFPYhoYGnnjiCWpra7nhhhtYtGgRlZWVTJ8+fY/bXnvttaxdu5ajjjqKp556iu9///ts2bKFTz/9lKuuumq/3oDoXdm5mbRvrCMSHPiJAwcbLR4juLkaxWTCWViCxe3ZaXAyNI1gbTXxtlbs2bm4S0dj9fr6NGlKhCKE65tp/mQlmePLceVn4y4u6B7XpCZVOps6WP/xWhb9832OPvc4Zh47u7vU+EBMOKdpGp/89zNqqrdQs3ELH767mGAgxKW/PI/vnX2qPGkSu7Q/8QgkJg012bmZrG9uw9A1TPLkqQdD04g01hHvaMWWlUPGhCmY7cM3aTIMAzUURI1GMFksWH0ZO1Sz1eIx/OuqUEwmMidPS2scsmEYhLY10rZiHeH6FnKmTyB/1uRU0rQbbXWtLH3lExo31tPe0E40EOnxus1pR02q6KpGzqhcRh1QSnZxDp2NHbz1l9cJdYYYO3sch595JMXjSvb+hIgBkda3kxUrVnDOOecwa9YslixZQjweZ/Xq1Vx33XXcd999LFiwYLfbL1myhAceeIB58+axdOlSTj75ZKZNm8add97Jp59+ukP3CTFwsnOyiCTiRMPxgW7KoGEYBrG2ZqLNDdh8mbhHjUYx7VhBb/ucEJG6rQBkTZuJxdW35d7jXQEaPlxKcGsjFpeTzHGjKZw/A90waNvWSsuKWjYsXseGT9ajJVXMFjOnX3Mm4+aM79N27bbNsTiP3P93nvvnqwQCISZMrGRUWTEXX/FjFh53GL4M7553Ikas/Y1HIDFpqMkrymXZZ6vRYwksA9yteDBRwyFCW2tQTCZ8Yyf2ebzpN4aBGo2gKCZMNiuKyYyeTBBvbyPa3IgWi2F2ONGTSQw1iS0zC3tePlavj2TAT2hLLVaPF9/YCbusdrudGonRsW4THVXVqJEYmePGMP77J2LL2H2hpMbqBj761wes+7iK8umVTDxkMjmjcvFke/FketB1g4g/RCwUw2K3kluah9PTs2u/YRg0VjfwyYsf85cr/8SUI6ZxzHnHD3iRJrFnaSVPt912GxdddBE//elPmTlzJgDXXXcd2dnZ3HXXXXsMVolEgrKyMiA1SWBVVRXTpk3jtNNO48wzz9y/dyB6VXZuJsFojGgkgaEbKKaRXc3FMIxUQYiuDtwlZdgyd17eVU8mCFRvQA0GcRaX4Cws7rO+yYZhEKitI9LcRvuqDXhGFTL+zBOxZ6Ym5ateupGX73mOUFeYrIJMSieN5szfnk3R2GJMZvOAzdHUUNfEs/94hXffXEQ0EuPSX57HMScswL2LSQGF2Jn9jUcgMWmoKSgtIJKIo8USoGkjfq6n1I26FiKNddhz8nAVjhoyFfQMw0BPxEmGguiJBIamYeg6hqahx2NosSg5sRidKzq+3EgxgaFjsjtw5hfiyC/AZLV+8RQqRKythVDtJgxVRTGbcRWPwlm86/FHhmEQaWqlfdVGAjXbsGV6yZs+kczxY3b7pElNqlR/uoHP/vMpNZ9v4oCDJ3HeHy+kaOzO51TKyMvY6fLut6UoFI8r4dQrv8P80w7htQde4oEL7mbB2UczbeF07C5HqjtxNEFXcycWmxV3hmvI/K57W9WqDfzfn//BcacczsSJA1s8Kq1vd1VVVdxyyy07LD/llFN4+OGH97h9eXk5S5cu5aSTTqKyspIVK1ZwxhlnEIlEiMWke9hgkpObRSAcwTAgFori9I3cL7aGoRNpqCPe2YavYsIu7+olQ0ECG9ZitjvImj6rz7pMhBtbaP5kFVo8QazTj2dUIUWHzCJ70lhqV9Sw+M7nCbQFaG9o59DvHs5B3zoU2yC4SxuNxnjsoad47MEnmTR1AguPO4yzzztdnjCJfbK/8QgkJg01xWWFxNUkgc4wzlwfiqZi7GHi8eHK0DTCdZtJBP14yiqwZWQNdJN2YBhG6qlQMoGuaRiqiqGpJEMhEl2d6PEYJqsNs8ORejJkMqGYTFjcHuw5eWxraqJy4iQwDPRkAl1VMVmtmB3OHgmRoihYvV6sXi+e0eXoySQmq3W3yUVwayNNiz8n3uHHV1lK+SkLcRXm7bbQQ1dzJ0tf+YTP31yGrhtMPmwqFz7wM3JH9d5cg4UVRZxz2/mseGs57/ztLd54+FXcGW5ikTjJWKJ7PYvdSvHYYkomlFJYWUReWT6uDDd2lx2rzTIsE6uGuibu+N/7eeuNDxlXVIr5hCMGuknpJU9ZWVls3bq1+07ddqtWrSInZ8/ljM8//3yuvvpqNE3jm9/8JieddBKGYbBy5Urmzp27by0XfSI7J5NYIklSUwl3hkds8hRtbiDa0oRiNu8ycVKjUaKN9cRam3EWFOIuK++TDy41Fqf5k5W0r95I9qSx2HxuyirKsGd6ifjDvHr/S3z+5jJmf2MOY+dMYOLBk/Dm+Hq9HfuitbmdS378a0LBMLfddz0LjjlE5qYQ+2V/4xFITBpqisek7uzX17eTP64IRdcwGHnJkxqLEvpi3G3GuEmY7X03jnZvbH8ClAx0kQj4SQYDoOupF00mTGYzitmC2eXCVTIKW0bmbtuutrV399wwWdP7PSsm025vXGrxBI0ffUbnhlpypx/AmG8uwOredYVcwzDYvLKWT19azIZP1lEyoZTjLzyRAw6aiMXWN9eeYjIx49jZTDtqJk2bGgi0B7C7HLR2tTJ5xhTUeJKOxg7q12+jfn0dVYtW42/p2mEfOSU5TJg/kTknzhs03wX2RiKWINwVZtv6rTz+2L946/3/kuP0ctYxJ3Ds6UdhKxn46z6t5Omss87iuuuu48orrwRSg8vfffdd7r//fs4777w9bn/yySd3z8cxevRoHnroIf72t78xZ84cLrvssv17B6JXZeem7mLpika4M0ju6N67szIUGJpGIugn2tyIp6wcqzdjp32mtVgUf9UqzC4XvvEHYM/q3TmRDF0nUFtHV/VWApvrsPs8VH7rGNyFqd/H1jVb+Oiu59n02UbyyvI5946fUjR28Aw23bi+hjdeeY8nH3uGydMm8Jd/3o3HO0z644sBtb/xCCQmDTXZeZkoKDQ2+ZmBgqKNvIp7CX8XoW012DKycJeMHtAnDIZhoEUjJPx+koEukgE/hq5jcXuwZWTiKirB7HTt8SlQfwlsrqf+/U+wOOyM/fZxOPOyd7t+9bKNvP3Y67TXtTFlwbTdds3rCyazieLxo9h+xNjaeHdFvoz8TMqnV3Svm4gliIVixCMx1KSKllBpqm1ixZuf8clLizn63OOY/Y05g/KmZdgfZvOKGjavrKFpUyNhf5iwP0wylqDO38bK5lpsdis/+dH3OOOC08kuSv3eBqLA1dellTydd955uN1u7rjjDqLRKJdddhm5ublcdNFFaQ+s3d43PRQKMWvWLA4++OB9brToOy63E7vdhoZK5Gt3NIY7XVUJbEyVNnUWlmDL3PkHrBaP0VW1GqvPh3fshF7/UFKjMWpefIdEIETm2NGM+cYReEoLAdjwyXpWvPUZG5asY9rCGZx7xwUUjS0eNB+MHe1dvP/WR9z4mzuYMn0iv77hZ3zz1GMw72HQrhDp6o14BBKThhKTyYTLbqeptSs115M+siruRVubiDbW4yoahT03f0A+7w1dJ9HVQbyjg6S/Cz2ZwOxyYcvIxJFfiNXnw2QeXBVStViCho+W4d+4hbzZk8mbNal7rsOdaa9v481HXqNm+SbmnnIQP7jpnEFfvMHmsH3RPf/LJ0yjJpYx+xtzWPXuCl594CXatrVy3E++MeCJbDwSY8vqLWxeUUPtik20bG7GnemhfHoFU46cjm6G6trNvPLaO9S2beUnPz+bs88/Hbtj8FWPTOtKb2ho4Lvf/W53n3BN0/B6vWiaxurVq5kyZcput9d1nUceeYQnn3yS5uZmAIqLi7ngggv47ne/u//vQvQaRVFSE+UaKuG2XU8MNxxFGrehmC1kTZiyyw+ZZDhEYP1aLG433srxvRbEDF0nVN+MnkjS+PHnWF0OJv7oNMxfdA/wt3Txyn0vsG3tVg44aBLn330RBWMKe+XYvaG9tYPbb3qAV55/E4vVwvW3/opTvnP8QDdLDEP7G49AYtJQ5HE5ae8MYBjGiHnyZBgG0eYGYq3NeMaMxebbfQGCPmmDrhNtbiTaUI+ha9iycnCPLseWkZFWCfCBYBgG/uotNH70GRa3k8rvHIczd9djw2KhKB/+4z0+eXkJ4w4cz4UPXtb9lGOoUhSFaQtnkFeWx5PXP04iGufEn52Kybz/CZSqqrS1dhANR4lEokQjMaKRGJFIJPXfcJSO9i5aW9rxd/gJtgUIdQSJBiKYLGY8WR682V6cRS62hJp499VVND/aSiwaIzs3i2+ecjR3P/o7CgoHb8+ntJKno446io8++ojs7Gxcri/HwDQ0NHDWWWexYsWK3W5/66238vLLL3PRRRcxefJkdF1n+fLl3H777XR0dHDhhRfu37sQvSo7N5OEqhLpDA10U/pNrL2VRFcHvrETd5k4xdpbCW7aiCMvH8/oil67ixPr8LPt7Y+JtXeBAjmTx1E4bzomq4V4JMaSFz7m42c/onRiKRfe/zMy8jN75bi9Qdd1nv3Hy9x5y5+oHDeGp176E5Xjy3EMwjtFYnjY33gEEpOGogyvhw5/CHQdZYTM9RRraSTW1oy3fBxWT/8X2En4u1JV7DQV16gyHLn5eyz9PZC2z9XUsmwNsdZO8udMIXfaASi7SBjUpMqyVz9l0dPv4850c+YNZ1M+o7KfW923isaW8MNbzuXv1zzGC398hpMvP617fsc9CQZCfL5sNRvX1VC7aQsN25qor2uiubG1e3JxAIfTgcvtxOl04HQ5cDocWDChhZPEuiK4MlwUlBakEiZfalJhwzCwWMxMLphIQWEeBUV5FBbnU1JahGkQdPXck12ewX//+9/84x//AFIX5HnnnbdD15u2tjZKSvY8zuL555/n9ttv57DDDuteNnv2bEaPHs0NN9wggWqQycnNIl7fScQf2fPKw0Ay6CfSsBVPaTkW584LZMTb2whWb8AzpgJnL830nQiGaft8Le1rNpJRUUr5SUdittu6P1hqP9/Ey/c+j9lq4YRLTmLKEdMGRfc8wzDYtHEz//fnf/DxB0uJxeJc8ZsL+db3vjkkPvTE0NOb8QgkJg1FmZkZ+Fs6MTQtlTwN83Ll8c42oi2NA5I4GbpOpG4rkcZ6nIXFuEeVDe6kSdfx12yj9bMq4p0BsiZWUHbMIVh3MQ1GV3Mny99YxudvfoaiKBx59lHMOGbWbrv0DWV5Zfn88Pfn8cS1f+WhS+5j+tEzGT1lDIUVRVh3UpG3tnoL997+KO+//V/sdhvjJ1ZSOW4MhyyYR0lpIcWjiigsysftceJwOjCZTBiGwdY1W1j++lLW/rcKp9vBlNOmM+3IGeSPKRiAd923dpk8nXDCCTQ1NQGwevVq5s+fj9vdc8C32+3muOOOS+tABQU7nrzS0lLicZmMdbDJzs1i85ZmIsHhX7JXjUYIbanBmV+0yzFOyVCQwKYNeEb3TuJkaDqdGzfTuGgZ9uwMRh9/OL4xqS99sXCM5a8vY82Hq2iubWLeyQex4OyjsKR5p6gvRSJR/vF/z/F/f/4HnR1+Dl0wj/933SXMO2Q2mVn9351EjBy9HY9AYtJQk5ufRf2WBkhq4DBSFfcG2Rib3pIMBwnXbcE9ajRWT/9WS9NiMQLV69HjcTIOmIwtI7Nfj783tnfPa/l0NclIlJwp4xhz4gKsrh2r6CVjCTYu3cDnb37Gps+qKRk/iiPPPprJh08dsLkP+1NOSS4X3P8zlr36Ces+XssHT76LruvkleVTOWscc06ch2I386e7/4+n/u9ZjjjqYB5+8o/MmD1ltzdFw10hVrz9OcvfWIq/uYsDDp7Ed685k/LpFb3SRXCw2uUnj8vl4tJLLwWgpKSEE044Afs+zl9z7rnncuONN3LHHXeQn58PQCAQ4Pbbb+fss8/ep32KvpOdm0VVIk4kNLy/RCTDQUK11diysnHk7zwp0hIJAuvX4swvwFm4f4mTYRi0Ll9L28p1GKpG/pyp5E77suBE/fo6nrrhbzg9TqYfM4vTrz5jwLvoxWNxXn3hLT56/xOWLlmBw2Hn8qsu4NAF88kr6N0Kg0LsSm/GI5CYNBTll+QTWvQZWlLFDKm5noZh8qSrSUJbanDkFmDPyu234xqGQay1mfDmWqwZGWRMmJR2mfD+ZhgGgZptNH+6imQoQu70A8idNgGz3UYsHKN1Yz2dTR10NnbQ2dRJZ2MHDRvrMVvMTDliKj+5+yIKK3qnB8lQYnfZOfg7h3Hwdw5DTaq0bG6mYUMdK975nCce/Tdr27eRX5jLg3+7nXmHzNrlfhLROBs+Wc+aD1ZRvWwj2UXZzP7GXKYdOR1XxsioqpvWJ89pp51GQ0MDTzzxBLW1tdxwww0sWrSIyspKpk+fvtNt5s+f36OLUWdnJwsXLiQ/Px+z2UxTUxOaptHc3MzPf/7z3nk3oldk52QSjMaIx1XUhIrFNvwClE3XCNakxi85C0p22R0uvLUWs8OBe3TFTl9Ph65q+Gu2EdhcR2hbE4Xzp5M1vhzTF0+TWjY3894Tb1PzWTWzjp/D0eceN+B3bNZXVfPqC2/x/NOvYjabOe6khVx5zUUcf+JCrH00x4UQ6diXeAQSk4a6gtICosk4sUgSa7YJRVVhcNYr2GeGYRDaWovZbsdZ2H9TTyQCfsJbN6NFInjGVGDPG5iKfnuSmsKjnpZlq0n4g+RMm0De9IkEAxGWvfEZ6z+uYsvqLYCBLzeDrMIssgqzqZw9lkNOP5wx08oxW4Zn17y9ZbFaKKwsYs3Gal5e8V9a/G0cMXs2Lr+JNc8uxV/VhDvLg91px2wxYxgGnU2d1K3dSt26bTjcDiYdNpUf3XIuJQeUDsrrpS+l9a14xYoVnHPOOcyaNYslS5YQj8dZvXo11113Hffddx8LFizYYZtf//rXvd1W0U+yc7Pwh1LjncIdQTIKB98M5vtDi8fI0GI4C4pxFux67oZEVyfxtlayps7Y5w8GXVXZ/NoHRFs6sGf5qDztGBzZqS5u8UicZa99ygdPvcu4OeP51q+/x7g5vVfBb29FozGe/cfLfPjOYhYvWsaB82fwy/+5hOO+eSQ2+zD7liKGrH2JRyAxaagrHl1EQlPp6AjjGZU3LItGxFqb0KIRMsZP6pc4oMXjhLbUkOjswJFfgG/8RMy2wfNZr2sayUCYuD9IuL6ZhlXVNNd3orncKC43q15fRcdj79Fe10ZuaR4TDprIwh8dS2FFYdpFEUaqxYuWcuctf2JL7TZ+cO7p/PAn38WX4aWtrpV1/62iZXMzzbVNJKKJVHEIA3x5GVTMHMtRPz6O4nHFw3aMWDrSurpuu+02LrroIn760592z41x3XXXkZ2dzV133bXTYHXaaaf1akNF/8nOzSQSi4NiEGwL/H/2zjs8iqqLw+/W9N4bpNB7KCGUAFJUQLoonwiCICBiV7AgNhBErKh0RZqggPQqhCYQegklCZBAeu/ZvvP9EVmNSSC9wLzPw0N2yp0zs7Nz5tx77u88UMFTYc/eLbQSGU6lpOoBFCTGk387GkufhsitKlbnIfdOAvGHTyORSWkyagAKq38mr6bGpvD7nF8x6g30f/EJ2vSueIBWFURcvcnbUz5FrzfQ57EQZnz4Mn6NGtaaPSIipVERfwSiT6rvuHsXplcmxKfToHVDpA9Y8KTLz0OVlIC1X6NqlwAXjEZUSQnkx91BYW2DQ5vAUsWSagK9So0qNRN1ehba7FwMiUlcPxOJLq8AwWgkPrWAmNgs0pJzsHe1x8XXCksB3PzcaRbcnIZt/HF4gN5TqpPrV6L4Zt4STp04z6ixw1i06gscnexN6529Xej+VM/aM7CeUKbg6erVq8ydO7fY8iFDhrBs2bIqN0qkdnFyKnwICTIjeUkZ0OrBeYnWpKdg1GrJkZnhWUqwcjeFwbZpc8wcyj+vR5dXQMKxs+REx+ES2BzXDq1MKXrxEbH8+fM+7oTH0CKkFYNfHVai2k1NYDQaObj3GFs37ubowZM8M34EL789EQsL81qxR0SkLIj+6OHE1s4GqURCUnLWgydXLgjkx0Zj5uyC0qZ6xXe0OdmF8uN6PTb+jTFzcq7xjjujwUDenURybyeQG5eILicfqUKOuZM9Zva2SOxtcG/kT06eht3L95KTlkPHJzrTpncgTl7iXNuKkJSQwsIFy9n5x34ee+IRth1cjXeD0jNvRO5NmYInBwcH7ty5Q4MGDYosv3z5Mk5O4o38oGFta4VCIcco0ZOXnF3b5lQZd6u0W/n4IiSllLiNYDSQezMSC3fPcgdOgiCQHh5J0okLWLg60XjUAMz/pUIXe/U2q977mba92zFw2mCcvWu+AFx6WiZ7th9gz7aD3LpxG4PBwJAnH+fTr6czaGj/GrdHRKS8iP7o4UQikWBlZk5KWhYYDUgECRiN8ACUR7A2akEqw7Ia5zkZtBry78SgSUvFwt0TS+8GSOU1m9qmyc4l8+pNMq/fwmg0YOPjiVvH1li6O6O0szEFcbnXrpGSoWLz/N9o3r0VYz+fiIV1cQU9kXuj1+u5cvE62zbtZdvGPbQJbMHarYto2aZZbZtW7ynTL2f06NHMmjWLN998E4Br164RGhrKDz/8wIQJE6rVQJGaRyKR4Ohkj15iJC89p7bNqRL0BXmoEuP+rtJuD6UET/lxsQBY+TQocX1pCIJA8qlLpF24jlevIOyb+JocgaZAw9ldpzi55Tidh3Sh7/iyyylXFr1ez+9rtrFnx0HSUzOIvZ1AA18vBg7rx6RXxtK6XXPsHey4du1ajdkkIlIZRH/08GJjZUV6Vi7o9RgVskLFPWndmaNTEXT5uVga9Vj5NEIirfo5JHdT9AriYpFbWeHQOhC5Vc0pogkGIzkx8WRciSIvLglLDxfcuwZiF+BTavCWHJXE8Z+P0GdcP4IGd3noxAjukpebz+ULV9m/5xDJ8SuJu5NAelomgiAgkUiQK+TI5XIUCjmCICAIAgaDEcFoxGA0UpBXgE6np1vPIL5ZNoeuPTo9tNeyqilT8DRhwgSsrKz48ssvUalUvPLKKzg7O/Piiy/y3HPPVbeNZWLbtm0sXryYpKQkPD09efnll001PxITE5k5cybnzp3DwcGBl156iREjRtSyxXUbR2cHdIKOvKz82jalSihIikfp4FQYOJWAIAjk3ohAk5GBXdPm5XJiBq2O2AMnyItNxG/QI1h5uprW3QmPYevXm5HKpQQP60bw0C6VPZUyEXMrlq2/72b7pr3o9HpGj38SDy9XmrZoROOm/uIDVKTeIvqjhxc7OxuycvKQAIJUhtSgx1DN84OqE0Ewkh93mwKpHKcKzq0tvW0BTXoq+bG3QRCw9g/AzMmlxp792tx8Mq/dJOPqTYx6PQ5N/fDo3sEkmFQa8RGxHF95hJBRPek8pGuN2FpX0Ov1nD5xngN7jnL+zGVuRERjbmFOQJMGBHfrxKNPPIKLqxNSqQSjUcCgN6DT6dDpdEgkEqRSGVKpBKlMilQixcLSnBatm2JVSrFgkYpT5jHbUaNGMWrUKAoKCjAYDNjYlL3idUZGBsuWLSMqKgqtVlts/apVq8rcVklcuHCBjz76iGXLltG+fXuOHDnCK6+8QsOGDWnWrBmvvfYabdu2ZdGiRYSHhzN58mQCAgJo165dpY77IOPk7IA6q4D87PpfKFeTkYY+Px+7pr6lbqNKSkCbnf33xNmypwfo1Rpidh7CqNPT+OkBmNkV/i5uX47m9I4wIk5eo/OQrjVS6DYnO5fjR06zcd12Tp84T2Cn1kx7awKPDuyFpZX48BR5cKiMP4Lq9UmiP6o+HJ3sSYlJwiiAFAkSva62TaoU6rQUBIOB/CoePTPqdeTejEKXk42lpzcWHp7VMqr1XwSDkZzb8WReu0nunUQsXBxx69wG+0YNTfN+70XijQTWzVqFf3Cjh0q0QBAEDv15nG/mLiYxIYWQRzozcvRg2nVoRaOmfkRFRdG8efPaNlPkX5T5bS40NLRUR3O3eGFpvPHGG0RHR9OnT59KFTYsjYSEBJ577jk6dOgAQM+ePQkICODixYsolUouX77MihUrUCqVtG/fnkGDBrFp0ybRWd0DR2d7UlKzKMjXIBgFJNL6OVJh0KjJj7+DlVcDZMqS7z2DWk1+7G1s/BuXK3DKT0zh9t5jKK0t8R/aF7l5YfuRYdfZOHc9rR9py3OfT8S7mU+VnEtJCILAudOXWLNiI6H7jmFrZ8PAYf14/9PXRLW8CiAIAklJSRiNRqKjo2vbnDqDIAglXg9BELCwsMDd3b1GRzMr44+gen2S6I+qDxd3J25ej0EvSJAjQWqov8GTUadFlZyAlVfDUufgVgRdbg45URFIFQocWgciM69eASDBYKQgJY2c6HiyIqIxGgzYN/al0ZOPYeHiWDab1VrO7T3LwV/20f6xjviE+D002REXz4bz9bwlXL0UwZiJTzF+yv+wtnk4Cs3WZ8oUPM2aNYtNmzbh5+dXzNFIJJL7OqsLFy6watUq2rRpU2FD9Xo9BQUFJa4bMGBAkc+3b982Req3bt3C3d0da+t/hsT9/f3ZsWNHhW15GHB0cuCWNgKjVECVq8LSrn6OXKhSEpFbWaMsRfxBEARyo2+gtLXDzKns1dxV6ZlE7ziEY/MAPLoEIpFJMegN7Px+K5cOXqTfhMeqNeUgOSmVw38eZ/P6nURev8njTzzCqs0/0KptM6QPwATq2iIrKwuJRIKfnx+WlvXznq8OVCoVFiV0LAiCQHJyMllZWTg41IxUcGX9EVTeJ4n+qHZw8XKlQKtBrzUiNwpI9ToQBKiHL9oFifHIzS1R2juWOge3vKhSksiLvomFuwdWPr5IqskXaLJzyb2dQF5sIvnxKQhGI1aeroVzmfx9yjTKBJCXmcvpHWGc3X0auULOwJeH0OaRdg/8HFxBEDh1/Dyrl//GX4dPMfjJx5n33Qe4e7jef2eROkGZ7vDdu3fzxRdfFHMKZcXf3x+1unLpX6dOnWL8+PElrouIiDD9nZiYyOTJkxk6dCht2rRh69atmP+n58Xc3ByVSlXmYz8IP2S1Wk1UVFSZt9cZtWTnFSCxgGsXrmLrWTXyqVqtttL3QlmRCkac9SoyZebEX79eZJ1arebatWuYa1RYqgvIsrEn4T/blIag06M/fR2Jky1ZjhZkR0YgCALnN58m8VoCfV59DFtPhyq/bwwGA+dPhXNg9zHOnwnH3cOVLj068PI74011Gv79WygPd6/Hw47RaMTX1xegXM+IBx1BEEq9HjY2NsTExJCUlFQjtlTWH0HlfZLojypHef3RXSQKAZVOS3JCBq5KsLW2IPrmTfSCUCE7atIf/Ru50YCjQU2GvNA3Vfr5KwhYalRYaFTkWliTVqCBCvqCUg+h0yMkZ2JMTIc8FViZI3G0RdKyIVI7a9QyKUlGNUk37v+9ZidlEXXkOnfOxWDrbkfrgW3xbtMAqVzGtWvXHkh/pNPquB0dx7lT4YQdO09SQgrdenVi/qKZeDfwIDMrncys9BL3fRCvR2WoC9ejTMGTtbU1jRs3rvBBPvnkE959912eeuopvL29i/WM9+x5/9zWrl273vfF8MKFC0ybNo2+ffsya9YsACwtLYs9HNVqdbl6lR+EXNO4uLhyfYc5GSq2rtuDubccBws7/Cvx/f8bjUaDn59flbR1P/Ljb2NQy2gUUFyW89q1awR4epB9/Qq2TZvjVkZZcl2Bijt7j6GwtSFgSD9The3jm44Re+EO4+ZPxN2/9OK7FWXfzlDmf/ID+Xn5DBjal+mzXqFF6yZV1v61a9ceiPu8skRHR2NlZVXqSMvDyv2uh6WlZam/67Nnz1apLZX1R1B5nyT6o8pRXn90F7nEjKULf0VdoMdSoUCQSAho4I1RWbHUtJr0R3cRBIHcWxFIlc409vEFKv/8zY+7gyohG7uWbXC1sa0iSwvRF6hJu3id9PBI5BbmOLRojH1TP5TlTC1T56m4fvwqlw9dJOZyDI07Nmb0p8/RsHXxFL365o/SUzO4cDYcg8GIQiFHJpORm5NHYkIyt6NjuX7lBjejYjAajAR2as3Tzw7lieGP4uRcttH6+nY9qpvKXI+q8kdlCp5effVV5syZw7vvvluio7nfS8Zff/3FjRs3mDNnTrF1EomkSiLIXbt28f777/Pmm2/y7LPPmpYHBASQnJxMfn4+Vn/Lc966dYtGjRpV+pgPMs6ujuTlq1AoJeQmZda2OeXGqNOiyUjDxrcUBy0I5N+OLlc9J3VmNre2HsDMzgbfAT1MgdPVY+GErtrP0x+MrtLAyWAwcPLYWVYuWc/5M5d56Y3neXrsUCwtxZd6kYeXyvojqH6fJPqj6sH57zk0iQlpNGvlhlFqUSgaUcHgqTbQ5eagL8jHzse/StrTZGZQEB+LXbOWKKo4cMq+eYe40DCUttZ49+6Crb93ueYi6bU6Ik9FEH74EjdOR2LlYE3LkNb0f3EQzj41X+ewqjAYDFw6d5WjoSf56/AproVH4uTiiJmZEr1Oj06vx8bGCndPN3waevLkM4No1qIRjZsHiP77AaHMRXKvXLnC0KFDS1x/P0ezYsUK3n77bUaPHl0tghFnzpxh+vTpfPfdd/Tu3bvIOn9/f5o3b86CBQt45513uHr1Ktu3b2fRokVVbseDhItrYUChQ09eav0rlKtKSUJmYYncumQVLqVeh16twq55yzK1p83J49Yff2LdwAOf3sGmXPJrx6+w5ctN9H/xCRp1rJqRoLvKO999vpT42ET6D+nLh/PexrtB1Y9oiYjUNyrrj6B6fZLoj6oPa1sr5FIZiYnpf8uVS5HqdRhq27AyIggCqqQ4zJ3dkCkrr7Bn0GjIvRmJlXcDlHb2lTfwb4x6A4l/nSPz2k3cu7TDqU3TcgVNiTcSOL/vLFcOX0IildCieyuenT0OnxYNqm0eVnVjMBg4cfQM+3cd5tCff5Gbk0en4HYMHNqXz75+H//GDR8akQuRMgZPn3zyCd26dWP48OHF8rXLgkwmo2/fvtUSOAEsX74cvV5vKpp4l9dff52xY8eycOFCPvzwQ7p164atrS0zZsygY8eO1WLLg4KllQVWVhboJAby0nNr25xyYdBo0GSkYuPbuMSHmWA0YqXOx8LdE2kZaoQYtDpidh3G0s25SOB07LfDHPn1EH3GPUr7xztVie2Xzl/lq88WceXidZ6dOJLxk/+HrV35ZJhFapbJkycjl8v54YcfTMtiY2Pp27cvgYGBrF+/3rQ8PT2drl27snz5ckJCQqrUjv3799OqVSs8PDyKfQ4LC2Ps2LGcO3fONOJRX6msP4Lq9UmiP6o+JBIJtlaWpKRmIkhlCPVMcU+blYFRp8Xcxb3Sbd2tTSi3ssbC07sKrCtEnZlN7L6/MOr0BAx/FAvXsinmCUYjUWeiOLn5GHeu3qZRh8Y88cpQmgQ1RVbNZTqqk7uF5lev+J30tEx69e3Ke5+8SreenUVVvIeYMt3RGRkZvPnmm/j4VExyecqUKXz77bd8+OGH2NpW7bAywOLFi++53sPDg6VLl1b5cR90XNyd0Rh15NezQrmq5ATkVjalpjAUxMeCAFZe97+f9So1MTsPI5FK8enX1RQ4xV2P5fDagzw961kadaj8fLCCAhU//biOnxatZdDwx0TlnXpEp06dWLlyZZFlx48fx9XVlcuXL5OXl2dSVzt//jwKhaLKX5bj4+OZNm0a27dvx8PDo9jnwMBAjh079kAoCFbWH0H1+iTRH1UvDna2pGVmIygUCEYBqcEARiPU8RENQRBQpSRi7uyGVF75YEKVGI9epcKxTWCVjXhkXr9F/JHT2Pp549UzCJlSUab9ok5H8OdPe8lOyaLdox0Y9NowHNzLFnTVZcIvXuOTdxaQlprB+BefYejI/tjYVm0xY5H6SZl+wf379+fPP/8sVV3ofuzatYurV6+ya9cubGxskMmKFms7ceJEhdoVqV5cXJ1Q6bXka+tPoVyDVoM2Kx2bEkQiAPQF+RQkxJFnYY277N5FA/Pik7m95yhm9jb4De5tciR3rtxmw6drCRoUXCWB01+HTzF92sdY21ixaNUCOndrX+k2RWqOoKAgvvjiCxISEvD09AQKg6fhw4fz22+/cfr0aR555BEAzp07R5s2bapcjEL4j9rYfz8rlUpcXOrvHIN/U1l/BKJPqs84OTuSlZiBIJMjMRoQJBKkem2FRSNqCl1OFkadFjOnyneK6VUq8mPvYNuoCdKqSP/T6kg4cprsW7F4du+IQ3P/MgVk2SlZ7F26ixtnIukyojvBQ7tiYVP/O2jy8wpYuGA5G1ZtYfiogbw6Y5KYASJShDIFT7a2tnz99dds2bIFHx+fYo7m22+/vef+o0aNqriFIrWGi5sTuTEJWBv06NQ6FOZl64WqTdSpycitrFFYldw7lBdzCzNHJ3T6e0vbGrQ6Yv88jkMTXzy6tS8yx+mPLzYSPKwrj4zpW2E7BUHgdnQcxw6FsfCL5Ux48Rmen/oM8irokRSpWuLi4ujTpw/bt2+nSZPCeW2bN2/m888/JywsjJYtW2JlZcXFixfx9PREEAROnjzJM888Q0xMDCdOnDAFT+fPn6dLly4lHicvL48PP/yQY8eOodFo6NChAx988IFJOv3ixYvMnTuXK1eu4OHhwciRI5kwYQJSqZQ+ffoAMGjQIKZNm8b3339f5HNQUFCRtL2mTZsyd+5c1qxZQ1RUFH5+fnz88ccEBgYChSNZs2bN4uzZs7i6ujJmzBhmz55dYSn8qqSy/ghEn1Sfcfd2JfZmPHqDgAI9RnMzpLq6HTyZRp2cXCs96iQIAnm3olDaO6B0LJvY0b1QpWVyZ+8xJDIpjZ58DHNH+/vuY9DpObn1OEd/PYRPi4ZM/uFlnLwqb0td4OSxs3zw1lysra34acO3BHZqXdsmidRByvQrzs7OZuDAgRU+yLBhw0x/5+XlYTAYsLOrmrpBItWHi5sTcddu4q6EvIxcHDzr9jC8XlWAJj0VG/+SR4O0OdnocnNwbNcBbkXfs63E4+eQKuS4dw0skqq3ef7vPDqxP52e6FxhO5MSU5gx7RPOn7lMo6Z+vPTGeMZMfEqcbFpPkclkdOjQgYsXL9K/f39TnZLAwEBu3brFunXrgMKaMleuXOH1118vsZ1vv/2WW7du8csvv2BmZsbcuXN57733WLduHenp6UyYMIGJEyfy+eefExMTw0cffYQgCEyaNInff/+dkSNHsnr1alq2bEnPnj2LfA4PDy92vO+++46PP/4YHx8fZs6cyYcffsi2bdvQ6/VMnjwZDw8PfvvtN+Li4nj//fer9RqWh8r6IxB9Un3G08+T/P0nKMjRYG9hRLCyLlTcq8Po83IxqFWlq7+WA3VyEvqCAhzatq+0z8i8fov4Q6ewb+aHZ7cO9y1uKxiNXD12hdDVf6LX6Bj8+nCad2v5QPgunVbHwgXLWbPid55/cTSTXxmLooxpiyIPH2UKnubOnVvpA61bt44lS5aQklJYSdvJyYmxY8cyadKkSrctUj24uDqRkZOH0lNGTkp2nQ6eBEEgPy4GMwcnFNbF5zAIgkBB3B3MXVyRmd27hzIzIprM67cIGPGYSY48OyWLjXPXE/RE50oFTmF/nWP6yx/TolUT9h7/DQ8vtwq3JVJ3CAoK4uDBg0Bhyl6HDh1QKpUEBwfz0UcfkZ6ezp07d5BIJLRr167ENuLi4rCwsMDLywsbGxs+/fRT4uPjAVi7di1t2rRhypQpADRs2JA33niDOXPmMGnSJBwdC3+b9vb2WFlZFftcEs8884ypntGECROYOnUqWq2WU6dOERMTw6pVq3B0dKRJkya8+OKLJcp61wZV4Y9A9En1FW9/Lwp0GnLScnHwssAgk6PQFIAgQB19iVelJmLm6IxUUbmXcYNGTf6dGKz9/Cul1icIAqlnr5ByJhyvXkE4NLu/bHrctTvsWbqL9Lg0uo7oTuehXVGaVz5lsC4QffMO77zyKVmZ2Sz79Ws6BLWtbZNE6jhlHj++fv06kZGRGI1GoPDHd7cn9ZNPPrnnvitWrODHH39kypQpdOjQAaPRyLlz51i6dClmZmY899xzlTsLkWrBxc2J1IwcrBopyE5Ih3Y1W0ywPBhU+RhUBdj4ldyzp0qMR5+fV+qolGm79EziDoXh1aMTln/XFFHnqVjz/s+4+3vQe9yjFbJPEAR+XvIr33+xnInTxjD5lbHF0o1E6i9BQUF8//336PV6Tpw4QXBwMAB+fn64ublx5swZ4uPjCQwMRFnKS8/zzz/Piy++SJcuXejUqRO9e/c2jZDcuHGDsLAwU1odgNFoRK1Wk5lZsTpsd9MBAZOghV6vJyIiAi8vL1MABtCmTZsKHaO6qIw/AtEn1WfcPV3RGw0kx6bSwLshgiAgEQQkBj2CvO6NFOjVKvR5uVh5NaxUO4XFdW8gt7HFzLni86YEo5H4I6fJvnEH3yd6Ye19b+W/vMxcDqzcz+XQi7R/vCP/+2gMVnYPhsqcIAhsXLedLz79gV79urJs9lfi3CaRMlGm4GnJkiV8/fXXWFpaolKpsLGxITe3UL76fpXYobDX9OOPP+aJJ54wLevYsSOenp589913oqOqo7i6O6PRaJEqKAye6jCazHQUNnZIS3Ce+vx88u/EYNesJbJ7SBsbDQbu7D2GfaOGOLb4p2jlsd+OIFPKefLdp5HJyx/wpKWkM2fm15w6cZ5vl31GSO/gcrchUnuUlJJiMBStLNOyZUtkMhlXr17l7NmzvPrqq6Z1nTt35uzZsyQlJZmCqpLo1KkThw4d4siRIxw5coSFCxeyfv16Nm3ahF6v59FHH+W1114rtp+NjQ35+eVXxFSU0AsuCAJyubyY4ERdorL+CESfVJ9x/ls6O+FOMkKPxkgMBowyOVKdFkMdDJ40ackobOzum/Fw33ZSU9Dn5uLQtuLqegatjjt7j6HOyMJ/aF8snB1K3Van0XFmZxhH1x/CpaEbE76ejEeAZ0XNr3PExyYyd9a3nDt9iQ8+e4Mnhj36QKQfitQMZdL2/PXXX5k+fTrnzp3DxcWFrVu3cuTIEdq2bUurVq3uu39mZiatWxefdNeqVSuSkpLKb7VIjeDi5oRUJkUv0ZOdXHcL5QpGI9qsTJQOJU9YLUiIQ+ngiNK+dEcBkH4pEoNWh2fIPzLSGYkZnNp2gr7PP468AvnPW3/fzYCQ/5Gaks6GncvEwKkecjfI+HeAEhsbW2QbuVxO+/bt2bhxIwqFgpYt/ym+HBwcTEREBBcuXLhn8LRy5UrOnj3LgAEDmDdvHr/99hs3btwgIiKCgIAAoqOjadiwoelfVFQUCxcuRCqVFnP6lXkJaNKkCQkJCWRkZJiWXblypcLtVTWV9Ucg+qT6jLm5GRZmZiQlpYFCATotRoUSqU5T26YVw6jXoclMx9y5cunZBq2WvNu3sGroW+EgTJWawc1N+9Cr1DQa8VipgZNBp+fMzjC+f+FrTm0/yWOTBzJu/sQHJnDKzyvgu/nLGNJnLHq9no17fmLQ8MfEwEmkXJQpeEpLS+PRRwvTlZo3b8758+dxcXHh7bffZtu2bffdv0mTJuzZs6fY8t27d+Pvf/9cW5HaQS6X4+rqhFrQkpueV9vmlIomMx0koLS1L7bOoFajSU/F8j41ndQZ2SSfvoRHl0CTJLk6X81vn66lcVBTAto3uuf+JbHmp418/O4C3p/9Oqv/+BHvBg+G83nYcHZ2xsPDg59//pk7d+6wf/9+Nm/eXGy7oKAgtm/fTlBQUJGUzODgYC5evEheXt49X+6Tk5P59NNPOX36NLGxsWzevBlra2v8/PwYPXo0MTExzJ49m1u3bnHs2DE+/PBDbGxskEqlpvpN165dIzc3t9jn8hAcHIy/vz/vvvsukZGRHD16lEWLFpWrjeqksv4IRJ9U37G3sSY1IxtBoUSi02FUmBUGT3VsxFSTkYZMaYbcunKpYHkxN5FbWmHuWv7iukaDgaSwi9zYtBcrDxf8h/VFYV1cTlwQBK4eC+eHyd9ydP0huo/swUtLX6Ntn6qrI1WbqNUa1v68kUG9RrN/92G+WvQJi1Z9ged90hZFREqiTGl7Dg4OZGVl4e3tjZ+fHxEREQwYMAA3NzfTZNt78dprr/HCCy9w/vx5U87++fPnOXbsGAsXLqzcGYhUK+5eruTrtcjzpOg1OuRmdSstQhAE1KlJmDu7mVTx/o06LQW5tQ2KezgvXYGK6B2h2AU0wL6JLwAGvYFN8zYgU8gZ8saIcjmP7Kwclny3it/WbOXrJZ/Ss0/Xcp+XSN1BKpUyd+5cZs+ezYABA2jbti2vv/468+fPL7JdUFAQX375ZbHRJS8vL5ydnQkICLinFP1rr72GWq3m9ddfJzs7m2bNmrFkyRJsbW2xtbVl+fLlLFiwgCFDhmBnZ8fgwYNNyn0ODg6MHDmSmTNnMmrUKN5///0in/v2LbusvkQi4YcffmDmzJmMGDECT09Phg0bxs8//1yOq1Z9VNYfgeiT6jtOzg5kZOdilCuQ67QY5EoQBCQGHYK8bogYCEYj6rQULNw8KxV8aDLS0GZm4NCm/Op6qrRM4g6cwKDR4juwFzY+HiVul5mUyZ5F24kJjyHk6Z50HtwFRRnEIAoKCkhNTTXNPawqBEEgOvreirj3wmg0otcb0Ov06PV68nPzyczMwcHZhvk/zsTR2QGJREJMTEzVGV2NVPZ6PGiUdj0EQcDCwgJ3d/dqD/jLFDz16dOHWbNmMWfOHDp37szHH39Mt27d2Ldvn6ko5L3o0qULK1euZNWqVWzbtg0zMzP8/f3ZuHEjzZqVXMxUpG7g4eVGTlIqjpiTk5qDo3fdquWgy83GqNdh5lS8AKggCGjSUjF3K71nyajXc3vXYZS21nj1CkIikSAIAnsW7yQtNoXnv5xcLkWhrMxs/jdoMhaW5ixZs0BU7XlA6NKlCzt37iyybMSIEUU+t2vXrtQ6SH/++ed9j2FmZsaHH37Ihx9+WOL6jh07sn79+lL3nz17NrNnzy71879t+6+dnTt3Ni1LT083SabfZevWrbi51Q1lyMr6IxB9Un3HzdOFG8m30OuNKIxGQECQK5BqNYWBVB1Am50JghEzh4qr1Br1evKib2Hl3QB5OQprC4JA2oVrJIddwr6JLx7dO5gyKv6NQW8gbMtxDv8aim9rP1788WXs3e6d3n6XgoICkpOT8fb2LnH+ZGVQqVRlKiRuNBrJzysgLzcfjVqDTq/HoDf8a06qDHOlEntvB1q0tMXWvnCkvr5R1uvxsFDa9RAEgeTkZLKysnBwKNt9XFHKFDzNmDGDuXPnEhERwdChQ9m3bx9jx47FysqKr7766r77f/TRRzz//PN89913lTZYpGZx93TlbMQtPK1dyE7OqnPBkyY9FTN7J6Sy4reyoSAfg1qFmZNzqfunnruKXqWh0chHTLLkp7adJPzwRZ77fCI2TsVlz0sjPS2T6S99hJOzAz//9p1YI0KkXiKRSJg2bRpvvPEG/fr1Izk5mcWLFzNgwIDaNg2ovD8C0SfVdzwaenAp7CoFGXmYyySm1D2ZVoPBsm6opanTUjBzdEEirbiqav6daKQKBRYeXmXex6jXExcaRu7tBBo81h1bP+8St4u7HsvO77dSkFPAkArUa0pNTa1w4CQIAhqNlrzcfNQqNVqtrnDkUCIxiTKZmZthYWGOhaUFin/VnzIajeTnF5CTlUtuTh4CYGNjhZWNFQqFHLlcjlwuQy6XI5PLHoiUQ5GyIZFIcHV15fbt23UjeLKwsCgi/zp37lxmzJiBtbX1PdNQ7rJjxw4mTJhQcStFag0PT1eS0rPp6va3XHmHgNo2yYRBq0GXm41t4xbF1gmCQF7MLZQOjsiUZiXur8tXkXL+Kg36dkVuXrhNVkoWB3/Zx5A3RuDuX3KKQ0nE3Ipl7PCXaOjnzVdLPhUDJ5F6i6OjI99++y3ffvstX3/9NXZ2dgwcOJBXXnmltk0DKu+PQPRJ9R0vX08KtGpyEjNx8LNFotNisLBApsoDowEqEbBUBfr8PAyqfGwaVtxfarOzUKckY9+qXYkp6SVh0OqI2XkIfUGhKISZQ/HOP3W+mtBV+zm7+wwd+nfkkbH9MLcqvwiF0WgsV+BkMBhMo0R5ufnodDrMLcyxtLLAztK8MOvDKGAwGNFoNWhUGjLTszAYDMgVCpQKOQKgURcKg9jYWuPp7Y61jVW9HE0SqR5q6l4o1dOsXbuWJ598EjMzM9auXXvPRkaPHn3P9U899RTz589n0qRJeHt7Y/4fuWhxOLLu4u7lSlp6FhYWcrLj65ZcuSY9FbmlFXKL4pNf1clJ6FUFOLZpX+r+yacuYuHiiK3/P2IS+5fvpkHLhjTv1rLU/f5Lfl4Br0/+gODuHZj33Qfig1yk3tO7d2969+5t+qxSqao8Nac8VKU/AtEn1Xc8vd0p0GnJTMigYRNn0GkRrG0RpDJkWjUG89qtQ6ROT0Fp54C0goVs73b+WXh4ovi7Btv9MGh1RG8/iGAwEjDiUVOH4L+5fvwquxdtx9LOivFfTMSr6b2FlCqLTqcjNyef3Jw88vPykUqlWNtY4ermjLWNFXJFya+gd9OyBEFAp9WhUqnR6/UAmJk5Y2llIfpZkVql1OBpxYoVDBgwADMzM1asWFFqAxKJ5L7OavPmzWRlZZWa93/t2rUymitS03h4uWE0ChhkRrJT6o5cuWA0oslMw9Kj5JQEdWoyFh5epTovIU9FxrVbBAzvZxrWv3zoIjfORPLCd1PLPNSvUWt4ZeJ7yGRSPvr8bfGBLiJSDVSlPwLRJ9V3PLxcERCIu51AW0UrJKp8kEgwmpkj1dRu8GTUadFmZWIT0LTCbaiTEzHqdVh6NSjT9oLRyJ29xxAMRvwG9y4WOOVn57Nn8Q4iTl6n5+hHCB7arUI1C8tkiyCQl5tPRnoWebn5KJUKbGytcXZxxNLKolxpdBKJBKWZEqVZ3ZjHJiJyl1KDp4MHD5b4d1mJjIykUaNGSKVSMa+8HmNja421tSUaiY6CdG1tm2NCm5MFgoDSrvhkXINGgz4/D5tGTUrc12gwYLh+G7sAH6zcC4UmslOy2L1oB32ffxxn7+LiEyUhCAIfvD2P5MQUftn4PZZWxUfAREREKk9l/RGIPulBwsbWGjOFgvj4VASFEml2JggCBqUFSlUaGI1QSx1Z6vRUZBYWyC0rFsAZ9Try4+5g5eOLtIxpqEknLqBOz6LRk48VC5xuh8ewad56HNwdmfTdVJx9yubfyosgCORk55GakoZOq8POwRb/xg0xNzcT5x2JVAmZmZk4ODiwaNEiJk+ejFKprLWMiFJ/mQkJCWVupCSFo1GjRrFr1y7c3d35/vvv+f7777G1Lfvke5G6g7uXKyqjDrVKQKvSorSo3V4gQRBQpyT9PRm3uIPUZqYjM7coMZ0PIPnUJQSNHq+eQYXtGY1s+2Yz3s186DgwqMx2LPt+DX8dOsXarYtxcqm4opKIiMi9qaw/AtEnPUhIJBKcHOxITs1EUCqRCAIY9AhyRWHqnqYAg0XZ0t2qEsFoLKwr6Old4YChID4WqdIMc9eyqVtmXr9Fengk/kOL1286szOMvct202V4N3qN7oNUVvUBZWHQlEtqSjo6rQ5HZwecnB3KPP9QRKSshIeHc+nSJS5cuMDq1asZPXp03QueevfuXeKPX/i7CN2/15WU4qBUKtm4cSNBQUGcOnWKU6dOYWdnV+KxOnXqVG7DRWoOd083stUqlJiTk5KNc8Pq6bkqK7rcHAwaFTb+jYutKwyskktV2NOrNaRdikDWwtfUQxdx8joJUfFMXfJamR3ewb1HWfzNz/yw8nN8/as3b1xE5GGnsv4IRJ/0oOHm5kx6Sg4CUgSpDIlWi2CpwGBuiUxdUJi6V8MjHpqMNJBKSsyIKAtGrRZVUhK2TZqVyRepM7KJP3Iazx6dsHQr6vOOrj/Esd8OM3z6SJp3Lfsc3rIiGAWys3L+EzQ5Iq+mdMC6hFqtJjc3FxeX2n0Xuktds6cmqO3RzFKDp+3bt5v+PnXqFCtWrOCtt96idevWKJVKwsPDWbBgAWPHji1x/2nTpjF//ny+//57k/RtSUgkEjG/vI7j4eVK/PUbNLKwJjsxo9aDJ3VaEmaOzkjlxXsctFmZ6NUq7NxLVspLD49EaWON4W8JckEQ+GvjUTr0D8LGsWwStzG3Ynn/jc94c+ZUuoSIL1kiItVNZf0RiD7pQcPT15MLty+hyshGrlQi0WoQLK0wmFsiL8hFotciKEpWWq0OBKMRVWoiFi7uZVbH+y8FifHILS1R2t9fZtmo1xO77y/s/H1wbF5U1S9s63H++v0Ioz4cg19b/wrZUhJajZbjR0+zb+chuvZqT0AjA45O9g9N0HSXZ555hkmTJvH444+Xuk1cXBx9+vThxIkTODpWPjNl8uTJtGrVipdffrlC9tyPS5cuMXHiRE6dOlXqNr/99hsff/wxyn/NJZ81axbDhg0r83EmT56Mt7c3H3zwgWnZu+++y+bNm9m8eTMtWxYG+nl5eXTu3Jlff/2VNm3aANCqVStCQkLQaDSMHj0aM7Oa+33/l1KDp8aN/+nVf+mll5gzZw5dunQxLXNzc8POzo63336b//3vf8X2f/bZZxk9ejQqlYr27duzf/9+nJzqVo0gkbLh7unKub/O0s7Xl6y4NKDiE2Eri0GtQp+Xi5VnwxLXqxLisHB1R6oonlpo0OpIuxiBR9dAkimcv3XjTCTJtxJ56v3i93BJFBSoeGPKB4T0DuaZcSPuv4OIiEilqaw/AtEnPWj4NmnIX/vDyIlNw9rPEYnu7zm5UhkGMwvkBXno7Gru5UqTmQ6CgJljxToXjTodquREbBs3LVOveuLx8xgNejx7FO3AizodwZ8/7WXke/+rssAp4uoN/tiwkx1/7MdgMPBIv254N/SiafOAh1IkKSsrq7ZNKEJl7dm1axezZs36V3HhkgkPD2fixIm8/vrrFT5W9+7d+f33302fBUHg8OHDtGvXjtDQUFPwdObMGWxtbWndurVp27u1m1588cVaV0Qt012fmppaYuRsZmZGTk5OqftJJBIsLS05cOAA3t7eWFpalvhPpG7j4eVKYnIGNtZKsuJqV65cnZ6K3NoGmXnxuhQGtQpdbg7mbiWPOqVeuIbc3AyHpn4AqPJU7Fy4lW4je5SpGK4gCMx+70uMBiMfzXu71oeNRURK49KlSwQFlX3+Xn2iov4IRJ/0IOHVwJ18nZqs+HQEpRkS7T+CRgYLG6Q6DRJ9zYgcCUYj6pREzCs76mRugdL+/qMUOdFxZF69SYN+3ZH9q6Zg6p0UNs//jd7P9aNJ52YVssN0jOxcNqzewqgnJvHUgInERMfxwWdvcOjsFj77ZiZ2djb1KnCKi4sjMDCQNWvW0K1bN4KCgli5ciVr166le/fuBAUF8dNPP5m237NnDyNGjCAoKIiOHTsyffp0dDodU6ZMISEhgenTp7N48WIAzp49y1NPPUVgYCCPPfYYu3btMrWzfv16+vXrR2BgIO+88w46nc607saNG4wbN45OnTrx+OOPs3XrVtO6sLAwBg8eTLt27XjjjTfIy8sr8bxKsufq1as899xzdOzYkX79+vHTTz+ZUpz/y9dff83y5cuZOnXqfa/hlStXaN68+X23i4uLo2nTpmRkZJiWjRkzhhUrVhASEkJUVJTpWX3p0iUsLS159tlnCQ0NNW1/8uRJQkJC6ux7Vpnu/G7duvHRRx9x8+ZN07Lr16/z4Ycf0qdPn/vu7+XlVe0XYOnSpfTq1YvAwEBGjhzJmTNnTOsSExOZMGECgYGB9O7dm02bNlWrLQ8a7p5uFBSoUVjJyapFuXJBMKLNyii1Z0+dmoLc2gZ5CT0SerWGtAvXcOvcxuTcjqwLxdLOiu5P9yzT8X/48icOHzjBV4s/EZX1ROosu3bt4vnnny/ipB8kKuuPoPp9kuiPqh93Tzd0BgNJd5IRFEokBn1hgVxAkMsxKs2R5+fWiC2a9BQEQcDcqYIp7YKAOjkJizIITejVGuIPncKtcxssXP8JtHRqLRvnradpcHOCh3WroBkC505f4r3X59Cn03B+Xvwrvfp1Zc9fG1i86gsee6I3ZiXUj6ovFBQUEBkZSWhoKLNmzWL+/PmEh4dz8OBB5s6dy4IFC8jNzSUuLo4ZM2bw3nvvcerUKTZt2sThw4fZv38/ixcvxtPTk/nz5zNlyhTS09OZNGkSQ4YM4fTp08yePZt3333XNIoTGxvL9u3b2bZtGwcOHGDv3r0A5OfnM378eLp3787x48eZP38+n3/+OadOnSIjI4MXX3yRMWPGcObMGR577LEiz5B/8197MjIyeO655+jatSvHjx/nxx9/ZM2aNaXWx3vmmWeKpMuVhk6nIzIyks2bN9O9e3f69evH0qVLSw3KSsPX1xdPT0/T+Rw8eJBevXrRvXt3rl+/TmpqKlAYPPbsWbZ3s9qgTMHTJ598glwuZ+DAgbRt25Y2bdowbNgwXFxc+PDDD6vbxvuyY8cOfv31V1atWsW5c+d48sknefHFF00vD6+99hoBAQGEhYWxYMEC5s2bx4ULF2rX6HqEq7sTUqkEvcxATkY+RoOxVuzQ5eYiCEaUtsUneQuCgDo1BXOXkhWK0i9FoLCxwi6gsG5GfmY+Z3edou/zj5Wp3sWG1VtYuXQ93634DP/GvpU6DxGR6qI8vYj1FdEfiUChX5JIJMTFJoNCgYCkyOiT3soWqU6DVKuuVjuMej2qlEQs3b2QSCs278dcq0Eik2LmeP800sRjZ1HYWOHctujI0t6luzAajAyYOqjcHQMF+QX8vnYbTz7+PBP/9zp6nZ6FP81l19FfmfLqODy8yqb8Vx8YN24cSqWS4OBgDAYDY8eORalUEhISgsFgIDk5GVdXV3bs2EGHDh3IysoiPT0de3t7kpOTi7V36NAhXFxcGD16NHK5nE6dOrFu3TpUKhVQOMfH3NwcHx8fWrduzZ07dwA4fPgwlpaWTJw4EYVCQZs2bRgxYgQbNmwgNDQUNzc3Ro4ciVwu57HHHitzJsHBgwdxcHAwSXk3btyYF154odROGje3sn23GRkZtGnThuHDh3Pw4EG+/fZb1q1bx5o1a8q0/78JCQnh9OnTQOH169WrFw4ODrRu3ZpDhw6RlZVFVFQU3bt3L3fbNUWZtCQdHR1ZvXo1N2/eJCoqColEQpMmTfDz86tu+8rEwIEDeeSRR7CyskKj0ZCdnY2dnR0ymYxbt25x+fJlVqxYgVKppH379gwaNIhNmzbRrl272ja9XiCXy3F1d6bAqMVoFMhNy8HOzb7G7dBmZaC0tS/RQelysjHqdCWq7Bm0OtIuReAZ0tHkVCJDr+LdzAe/dgHFtv8v509f5vOPvmP+9x/RIaht5U9EpF5jNOgL68jUBFIpUlnZJX+feeYZXn/9dcLCwqrRqNpF9EciUOiX7G1sSErNAIkEQalAotMimBdmHggyOQYLK+T5OWgVZtWmvKdKjkeqNEPpULH5c4IgYK5VY+Hlfd+Uv5yYeLJv3KHRU48X2fb68atcCr3I819OQmlR9pGh6Bu32bB6C9s27cXK2pKRo4cwYtTASpXeqIrno6DXYdTdJxAt57PxLvb29n/vXnj9bGxsinw2Go0oFAo2bdrExo0bMTc3p0WLFuh0OowlnFd6ejoeHkWnCrRs2ZK4uDiAIuUQFAqFaUQqPj6euLg4OnbsaFpvMBho2bIlqampuLu7F2nTy8urTOeXnp5erFyDl5dXuco9lISbm1uR0asWLVowZswY9u3bx5gxY8rVVvfu3Vm8eDGJiYncuXPHFBj26tWLEydOYG9vT5s2bUpVQ60LlOvOCwgIICDg/i+b9yI7Oxsbm/Lnyur1egoKCkpcZ2tri5WVFaGhoUydOhWZTMZ3332HVCrl1q1buLu7Y239T80Hf39/duzYUanzeNjw8vEgPT8fMzM5mQkZNR48GQ16tDmZWDco+f5TpyZj5uhUYlHB9PBIZGZK7BsXikxoVRpun4tm+PSn7ttDp9Vo+WjGfEY9N5y+/XtU/kRE6jWCIJB97TKC8d4Ta6sKiVSGfct2Ze5JLmsv4oNAVfgjqJhPEv1R3cDV1ZG07FwEgwEURec9AegtbDBTq5Cp8jBYlk1NtTzo8nLRpKdiE1A2afES28jOQmY0YO7qfs/tDBot8YdP4dqxFeaO9qbl6nw1uxfvoOczj+DuX/J8338jCAJ/HT7FyiXrOX3iPJ27tefTBe/Qs2/XStdmqsrn4/3GC8v7bCwPO3bsYOvWrWzatMn0TB00aFCJ27q5uZGUlFRk2S+//EL79u3veQxXV1eaNWtWZEQoJSUFiUTCsWPHigU7ycnJZQqgPDw8iI+PL7IsNja20jLmERER7N+/v4hKqUajKaK8dxeZrDDw/bcAxb9FLYKDg3nrrbfYv38/Xbp0MbXRq1cv1q5di4ODQ51O2YNyBk+VYdmyZfz0009kZ2ezd+9evvvuO+zs7HjnnXfK9IM9deoU48ePL3FdREQEUJgLf+nSJXbs2MFrr73GH3/8QX5+Pub/ERcwNzc3DamKlA2vBh4kJCbTzNqdrDupEFh18qdlQZORhlSuQGFTXNhBMBjQZKRj16T4REajXk/aheu4dW5r6qm7cuQyCnMFjTs2uecxBUHg848XotFomfbm81VzIiL1GolEgl3z1jU68lRXJ8zWdyrjk0R/VDfw9vXkxpmbqDNysTJXIs37zxwnqRSdtR2K3EyMSnOEEspbVBSjQU9+XDTmLm4orCpekFeVlIBGYYb0PsU+E4+fR25hjktgiyLLD/6yH0tby/vOcxIEgWOHwlj87S9EXL3B8KcH8v6nr+HXqGTl2opQVc9HtVpd7HdSjGp8Nubl5SGTyVAqleh0OtavX09kZCR6vR4oHEG6K+DQs2dPPvvsM9avX8/IkSM5e/Ys33333X3nMvbq1Yt58+bx+++/M2zYMBITE5k4cSIDBw5k7NixzJs3j19++YXRo0dz8OBBTp48WWpA9m977ra7ZMkSxo8fz+3bt1mxYkWpKqRlxcrKiqVLl+Lh4cGwYcMIDw9nzZo1RSTH7+Lk5ISNjQ07d+5k3Lhx7Nmzp8gcVWtra1q3bs3KlSt58cUXTcubNWuGVCrlzz//ZMmSJZWyt7qpkeBp+fLl/Prrr7z//vvMnDkTgMcee4yPPvoIMzMz3n777fu20bVrV5NTKo270euwYcNYt24dR44cwdvbG7W6aB+GWq0ul6LSg1DzQ61WExUVVeH9leZybiekEtSiIYlRcVhFVWxYX6vVFvs+7osg4KxXkS9VkHj9enHbdBqsBYGbCYmQWLQHyBCXgtFoIBkNKdeuYTQYObwhFJ8OvkRERt7zsAd2H2Pbpr188tXb3L5zu3w21zPUavUDcZ9XFkEQUKlUpv9rHwNQfuEHjUZTpedwv7ZUKlW9un8q65NEf1Q5KuuP7mLjbEOupoAb569h7++Mn0LKjago/juF3ctSiUVaMjdzVUXWVcgfAQgC9gYNUkEgMTMXsir2nUgNBhzysshSWJB3j+9VyMrDcP0msg5NuR75z32XFp3KuT2neeSlfkRGle7PkhJS+OmH9Vy9HEW/gSG89NZzODjZodYVVPh+qtZnpEyORn+/0avyPRvvfs9qtRqVSlXs893ASKPR0L9/f44fP06fPn1QKpW0a9eOAQMGEBkZiUqlYtCgQXz66afcvHmTV155hYULF7JgwQK++OILXF1dmTNnjqm9u+1D4UiMTqdDpVKhVCr58ccfWbBgAZ9//jlmZmYMGDCA8ePHI5fLWbhwIXPnzuWrr76iTZs2dOvWzbTvf/mvPT/88AMLFixg6dKlWFlZ8eSTT/LMM8/c8/sqyWe89NJLeHh4MHPmTJycnPj6669ZuHAhn376Kfb29kyaNIlevXqV2O57773HokWLWLhwISEhIfTu3buI/cHBwXz33XcEBQUV2b9bt24cPXqUhg0blmpvXfBHEqG8UhkV4LHHHmPmzJmEhIQQGBjItm3b8PHx4dixY7z33nscOXKkUu0vXryYtLQ0kxMEGDp0KM8++6wpp/zUqVNYWVkBhROOdTodn3766X3bPnv2LB06dKiUfXWB/fv331dN5V6cDbvEZ+9/w/vDh3DrTjZPziu9GOW90Gg05Z6boMvNJjfmJg4t2iKRFc+Dzom6jkQqwyagcZHlRoOBiDXbcGnX3DS59uzu0xxac4B+bw2gTWCbUo+ZnJTKsL7P8dbMlxg+amC57K2PXLt2rUwSpA860dHR+Pn5oVKpar2ORGUICwtjypQpnD9/vkrau9/1uHvdSqIuPkOr0yeJ/uj+VNYf3eXMyYt8/NYCvpgxlWZPBCOPi8Hg4m6a92TCaESZnYYgk6OzcTDNf6qIPxKMRvJio9EX5GHXqHmJNQXLSt7taPR5uSRKFaU+fwWDkajfd2Pt7Y5n93++e71Oz7JXf8S/bQCPTS7ZRwmCwMZ12/n844V07dGJdz56BU/ve6cHlpV7/eYrS31//lY14vUoSl3wR6WOPN24caPMjTRq1Oie6xMTE/H19S223MvLi+zsyktft2/fnsmTJzNgwADatGnDhg0bSElJoXfv3jg6OtK8eXMWLFjAO++8w9WrV9m+fTuLFi2q9HEfJrwaeJCfr0JpLScnMx+9RofcrOpSIO6FJjMdpZ19iYGTYDSizczEpnHxwr1ZUbcxGgw4tii8P/U6PUd/DaXHqF4ozEu3XRAEPvvgG1q0bsqwpwdU3YmIiIhUiKr0R1C9Pkn0RzWHT0NPdAY9cbeSaCaRFEqWazXFgyepFJ2tI8qsVOQFOegtbSskIGHQqMm7E41g0GPr36xSgZNgNKJOTcba1x9SS6+fmHY5AoNag1un1kWWH994FG2Bhl5j+pa4n16v5+N3vmDfzsN8PH86A4f2q7CtIiIiRSk1eHriiSeQSCSlarjfXSeRSO47PNayZUt2797NpEmTiixfu3YtLVq0KGWvshMUFMRHH33Eu+++S3p6Os2bN+fnn382FVJcuHAhH374Id26dcPW1pYZM2YUUTgRuT8urk4olApUksJh8sz4dFz8q6YH614IBgPa7CxsfEueGK7NygQJKO3si+4nCKRdvI5TyyZIFYW3+aUDFzAaBQIf60DUzdJfxv7cfYTjh0+xef9Kcb6JSL2kc+fOVTbqVBeoSn8E1euTRH9Uc7i4OSGXybhzu3ByvWBmjkRTchqeIJOjtXVCmZOOxGhEZ1V2JS+DVoM6NRlNRioKGzus/BqXKE5UHjQZhQGTmaNzqcGTLq+AlNOX8eoZhMzsn0AtLS6VYxsO8+S7ozCzLK6up9PpeffVT7l47grrti4moIlvpWwVEREpSqm//gMHDlTZQd555x0mTpxIWFgYOp2Ob775hujoaKKjo1mxYkWVHGPIkCEMGTKkxHUeHh4sXbq0So7zsCKTSfH0diOlQIWNtRnpMck1Ejyp05KRKhTIrYsLRRSuT8HMybmYxGtBUirqjCz8nugFgNFg5MSmo3Qe2gW5svRRp/TUDGbP/IqpbzyPT8OySYOKiIhUL1Xpj6D6fZLoj2oGqVSKq7Mj8SnpCIKAoDRDWpBX6vaCQonWzhlFbiZmmSmgUKLLzUFmbo5ErjB1lgmCgFGjQZeXgzYnC31eDjJLK2z8GqMoxReVF3VKEuYurveUJ0/86xwWrk7YNf5H1EEwGtn5/TaaBDejSedmxfbR6fTMePkTwi9e46cN34p+TESkGig1eHJ0dDTlFFZ2UmDbtm3Zs2cPa9euxcrKCrVaTffu3Vm0aNFDJa1b32ng60VsehZ+NrakxxQvFlfVGHU6VKlJWHv7ljgCZNTr0GZmYNe8VbF1aZcisQ9ogMKqcCL2teNXyM8poOOA0gvNCYLAR+98gX+jhox94amqOxEREZFKUZX+CESf9CDh3cCT1Og0DLkFSCzNkBgMoNdDKSNDglyB1t4FqUaFTJVPbswNEIwgkSCVK0BS6HsQBGRm5sht7LD08EZuUXZRj/uhV6nQ5WRj7Ve61H5ebBI50XE0eqp/Ef93Yf85kqOTeHHRK8X20en0TJ/2MVcvR/DThm/xbuBZbBsREZHKU2rw1L59e44dO4aTkxOBgYElvryWJ03CycmJV14p/mMXqT8ENPbl3MnztG/uRkJMarUfryDhDnJzSxR2DiWu16SnI1Uoi8mX6/IKyL55h4DhhTnegiBwfONROg4IwsyydPnT0H3HOHn0DH/8ucpUp0BERKT2qWp/BKJPelDwa9qQQ9fukB2XilPzhggyORKNCkF+j7pOEglGc0s0Ehm+vr4YdTqMWg1GfWFaulShQGZmXhhMVQPqlCQUNralBmRGg4H4o6dxatsUc8d/0gvzMnP586e99B3/KDaORc9Pp9UxfdrHXLsSxYr13+Ld4P41n0RERCpGqcHTL7/8Yqruu2rVqkodZMyYMSU6O4lEgkKhwM3NjYEDB9K1a9dKHUekevFr3ICN63bg8kgI4VeT0am1KMwrPmH2XmizM9HmZGHXpGWp8440GWmFKXv/WZ9+JQoLFwcs3ZyBwurr6XFp/O+j0hUCVSo1n3+8kBemjRGdjohIHaMq/RGIPulBwr+pL9u1e8m8k4pTC18Ec3OkahUGq7IVxZVIJMiUSmQlFPusDooIRZRCRngURp0e145Fsyr2Lt2Fq68bgY8WVQvT6/W8Pe0jrl+5wYr13+DlI/owEZHqpNTgKSgoqMS/MzMzkclk2NqWPe83KCiIJUuW8Oijj9KuXTsALl26xJ49exgyZAhmZma8/PLLzJo1q9Q8cZHaJ6CxL3m5+UispUilEtJvxOPequqlSgVBQJWcgLmLOzKzkkeKjDoduuwsrHwaFts38/otXDu2RiKRYNDpObByH11GdMfaofRChssWrkahkPPcpKer9FxEREQqT1X6o7ttiD7pwcDH15MCrYaUmGQaAUZzC2RZmSAIFVLUq26KCEWUgEGtJeVMOO5dA5H9q3Bu5KkIIk5c44WFU4vMkxIEgU/f/ZLwixH8snGhGDiJiNQAZZKLEQSBH374gfXr15OeXvjD9/DwYOzYsYwbN+6++4eFhTF9+nTGji3a89+hQwd2797NqlWr6NSpE99//73oqOowTi4O2NpZE5+bj72dBckRcdUSPOlysjBoNdg4lz73QJOZjlRphvw/ld0LElPRF6ixC/ABICLsOuo8FV2Gdy+1rVtRMaxcup5vl83BzLy4cpGIiEjdobL+CESf9CDh5V0YLMTEJNAVEMwskBhSC+c9KWqmnEZ5UKcmY+5culBEyrkrKKwscWj6j2/VqjTsXrSdbk/1wMXHtcj2P3z5E3/uOcIvm74XAycRkRqiTMHTV199xe+//86LL75ImzZtMBgMXLx4kUWLFqHX65k4ceI99798+TKzZ88utrxLly7MnTsXKJzAGxcXV4FTEKkpJBIJ/o0aEpOaiY+DBYmRibStht49dWoy5o4u95SC1aSnY+bkVCz1JisqBpuGnsj/DoIiw67TpHMzlKWkFxoMBj54+3P69e9JyCPBVXcSIiIi1UJl/RGIPulBwsxciZODPXcSUxH0BiRyOYJcUTjvqY4FTwattjBjooFviet1BSrSL0fS4PHuRYKr0NUHUJor6TayR5Htf1uzlZVL17NkzQIaNamegrUiIiLFKV0j819s2rSJzz//nOeee47AwEA6duzIhAkTmDNnDqtXr77v/n5+fmzZsqXY8j/++IOGDQvTrqKionByciqf9SI1TkBTP6KiE3D1sCMlPgs0lVe++jf6gnz0BXmYObuWuo1Rr0eXk1Us7cGo15MVdRv7v52IQW8g6nRkiXKud/l9zTbi7iTwzsfixHERkfpAZf0RiD7pQaOhnzeJWVnosnKBwtQ9qaqglq0qjiYtBZmFJXJLqxLXp1+MwMzRFpt/qeTFR8RxekcYA6cNQa74p0MxdN8x5n34LXO/mUmHoLbVbrvIP8TGxta2CUWoa/Y8DJQpeDIYDLi7F6/p4+vrS35+/n33nzFjBj///DPDhw/nww8/ZNasWQwfPpxffvmFd999lytXrvDGG2/wv//9r/xnIFKjNG/ViIiIGDx87NFpDWTfrlrJcnVqEgpbe2TK0tPntJnpf9d+KjohOPvmHSRSKbZ+hXUtYq/eRqfR4R/YqMR2srNy+OGrn3j57Yk4ONpX2TmIiNQ2ly5dKjI3SKvV8uGHH9K5c2c6d+7M3LlzMRgMtWhhxamsPwLRJz1oNGnhT2Z+HnnxaQAIllZI1CowGmvZsqKo01Ixd3YpUazEoNGSHh6Ja/t/RJIMegM7v99K4KMdaNDyn/m9F89dYcbLn/DmzKn0G9CzxuwXgTVr1jBnzpz7brd582aeeOKJKjnmlStXaNq0aYnrrl69yogRIyrVvtFoZNq0acVq3IWFhTF48GDatWvH8OHDuXTpUrnbXrFiBYMGDSqybMuWLTRt2pSff/65yPKRI0eybNmy8p9ALVCm4GnChAl8/PHHJCYmmpZlZWWxYMECnn/++fvu36VLF3bs2EH37t1JTk4mIyODnj17snfvXrp27YpSqeSLL77ghRdeqPiZiNQITVs2IjMjm3y5gI2NGclRiYUTc6sATUYa2pxsLNzvXdRPnZaKmWNJKns3cGjuj/RvmfErRy7TqEPjElP2BEHg84++w8PLjWFPDagS+0VE6gK7du3i+eefR6fTmZYtXLiQGzdusHfvXrZu3UpYWFiVFSivaSrrj0D0SQ8aTVs3JludT9rNwntCMDMHJIUBVB1BX5CPoSC/1KyK9MuRKKwssfX3MS07ueUv8rPz6TOun2lZzK1YXpnwLk+PHcbo8U9Wu90iRcnMzESooneeqiA3N7fIs768pKWlMW3aNPbv319keUZGBlOnTuXFF1/k9OnTPPXUU0yePJm8vNKLUJdE9+7diYqKIisry7Ts4MGDtGvXjtDQUNOyvLw8rly5Qs+e9aMzoExznnbt2sXNmzfp27cv7u7uyOVyEhIS0Ol0XLx4sUiqxIkTJ0psw8fHhzfeeKPEdY0bN6Zx48YVMF+kpnFxdcLZxZGolEyc7C1IuJlCM50Go7L0+kllQTAYKEiIxdLTB7m5RanbGdRqdNlZWDcsmt+tyc6lIDEV77/nLem1Oq4eDeeJV4eW2M6xg6f4c/cRft2+VKzpJPLA8PXXX3P06FGmTp3KwoULTcv/+OMP5syZg729PQBTpkzh66+/ZtKkSbVkacWpCn8Eok96kAho4ovGoCPmRjxNACQSBAtLpKp8DKWkyNU06tQUFLZ2yMyKZ1UIBgNplyLw6PpPDbOMxAyOrAtl6JtPYm5d6BPTUtJ5cezbdO7egdffnVyj9tdn4uLiGDRoEG+++SaLFi1Cp9MxdepUFAoFixYtQqvVMmXKFFPny549e1i2bBmxsbEYjUZ69+7NnDlz2L9/P0uWLMFoNDJw4EB27tzJzZs3+eSTT7h8+TK2trZMnDiRZ599Figc8f/kk0/Yu3cvgiAwadIkk6hNUlISn376KWfOnMHa2prRo0czfvx4JBIJWq2Wzz77jB07dmBpacnAgQNLPK/k5GReeOEFNBoNgYGB7Ny5E3t7e7766iv27NmDXq8nODiY9957D1fX4kF7bm4uTzzxBE8//TQZGRlF1u3btw8/Pz/69+8PwKhRo1izZg2hoaHFRpLCwsKYMmUK58+fNy3r3bs306dP5/HHH8fV1ZUzZ87Qt29fdDodf/31F8uXL2fMmDHk5uZiY2PDqVOncHNzo0mTJhX7kmuYMgVPzz33XKUOkpGRweLFi7l8+TJ6vb5Y1L5x48ZKtS9SszRr1YjrtxLo4uHG1WspyDSqSgdPmow0JDJZqfKtd1GlJCG3sS2WM54VGYOFqyPmDoWSxVGnI0EioXGn4kPd+XkFrF6+iVdmTCKgiW+l7BZ5+DDq9QjGmkl5k0hl9xRO+S/PPPMMr7/+OmFhYaZlOTk5pKamEhAQYFrm7+/P7du30Wq1KGuovk1VUVl/BKJPetBwcXPC3MyMG9Hx9DMYkMhkGC0tkWWk1QnJckEQ0KSlFiutYVqfkI5MLsO+sa9p+z2Ld+DXLoBmXVsAkJebz9RxM/Dy8WD2gneRlqLWV9tUxfPRqNNikN37/Mr7bCwoKCAyMpLQ0FD27dvH9OnTGTJkCAcPHuTo0aO8/PLLjBw5kuzsbGbMmMFPP/1Ehw4duH37Nk899RT79+9nwIAB3Lx5k/DwcJYsWYJWq+WFF15gwIABLFu2jDt37jB69GgaNSqcKnD79m0mTJjAzJkzOXDgAC+//DL9+/fH2dmZKVOm0LFjR44cOUJiYiKTJ0/GwcGBYcOGsXDhQi5evMju3buRyWRMnTq1xHNyc3Nj2bJlRQKXt956i7i4ODZt2oS1tTWzZ8/mpZdeYsOGDcXuGXNzc3bt2oWjoyNjxowpsu7mzZum87iLv78/N27cKPM1v0u3bt1MwdPp06fx9PQkMDCQgIAAjh49yoABAwgLCyMkJKTcbdcWZbrzhg0bVqmDvPPOO4SHhzN48GCsrUuvtSNSP2jaohF/HTrFiKebc/pULDkJaVg0sQNJxR7mgtGIOi0Zcxe3UgvimrZLTcb6P0pFgiCQFRmDY6t/eorP7j5Nq55tikywvcvPi3/F0tKCp8cMrZC9Ig8vgiCQcf40Qg3NF5LIZDh1DL7n7+LfuLkVl/cvKCicOG9h8c+IroWFBYIgoFar613wVFl/BKJPetCQSCR4e7sTl5aJPjsPhaMdgrklCAISVQFCLY8+6XKyMer1KB2LC5AYDQaMsSm4B7VF8nfAEHU6kphL0by46BUkEgk6rY43pnyAIAh8s3Q2SrO6+Zutyufj/eQ+yvtsBBg3bhxKpZLg4GAMBgNjx45FqVQSEhKCwWAgOTmZBg0asGPHDnx8fMjKyiI9PR17e3uSk4vP7z537hxZWVm8+uqrKBQKGjVqxOrVq3F2diYhIQFXV1eefrqwdmTfvn2Ry+XExsaSlJRETEwMv//+OwqFAl9fX8aPH8+GDRsYNmwYO3bs4O2338bFxQWAqVOnlimFWKPRsGfPHlauXGnyBTNnzqRTp05ERkbSrFlR8SyFQoGjo2OJbRUUFGBuXrRT3Nzc3ORPykNISAjLly8HIDQ0lEceeQSAXr16ERoayoABAzh58iSvvvpquduuLcoUPM2fP/+e66dPn37P9WFhYaxatYq2bUVFmAeB5q0as2rpb1h5OWFna0bMtSRaNfDAYFGxlxBVcjxIJPcdddJmZoDRiJlT0e1UaZlosnOxb1TYq5ccnUT0xVv0f7H4ZM2kxBRWLdvAtBnjUZQQWImI3AuJRIJjYKcaHXkqz8tBSdwNmtRqtWmZSlU4F8TS0rJSbdcGlfVHIPqkB5HGzfy5fOwyBQnp2DnagVSKYGmNtCCv1lP31KkpmDk6ljhSkn3zDhiNODTzB0Cv07Nv2S66DO+Gg7sDgiAw+/2vuBMTz+rNP2JtUzfSEEuiqp6ParW62It7sWNV4Nl4N2357giMjY1Nkc9GoxGFQsGmTZvYuHEj5ubmtGjRAp1Oh7EE8ZH09HScnZ1R/EsS/99pZ3Z2dv/YK5GgUCgwGAykpKSg0Wjo0qWLab3RaDTZl5qaWqQjzNPzH/XFe5GdnY1Op8Pb29u0zMrKCgcHBxITE4sFT/fCwsKimACPWq3Gw6P8tcS6du3K9OnTycvL49ChQ8ybNw+Anj178sorr5CRkUFMTEyR61HXKdPb4+XLl4t8NhgMxMXFkZOTw4AB959s7+TkhFkJeb4i9ZNGzfwwGI3cyVPh7mbDzSuJtAtpjMHcstyjT9qcLNSpKdj4N0EivffcI1VKEuYursW2y4qIxtrbDYVV4Uvi6R1hNO7YBCev4sHYd/OX0apdczoGiy9NIhWj8AWo/gTednZ2uLi4cOvWLby8CsVYbt26ha+vL/JypL3UFSrrj0D0SQ8irTo05/C+46TdSMCuVWEgYrSyRpaSBEYD3Me/VBeCwYAmIw3bxsVfXAVBIO3idSSezkj/7sw7te0kBp3eVNNpw6ot7NkRypotP+LiVvel86vi+Sg1GO+puFud7Nixg61bt7Jp0yZTAPPfOT53cXNzIzU1Fb1eb3qWbtmyBWfne3cEu7q6Ym9vX2ROZmZmpqmDy9XVlYSEBDp06ABASkpKmWx3dnZGqVQSFxdnUiTNy8sjMzPzvjb9l0aNGvHHH38UWXbr1i369etXbFuZTIZerzd9FgSB7Oxs02d7e3tatmzJtm3byMnJoV27dgC0a9cOnU7Hxo0b6dixY5HsiLpOmd50V69eXeTfunXrOHLkCCNHjiwSWZfGK6+8wqeffsrly5fJyclBpVIV+SdSvzA3N8O/UUOuRSfg4+9Eyp10VAVaZKqyyQTfRZefR97tW1h6eKH4j+z4f9Hn56HLzsLcrWivh2A0FqntZDQYiTh5jda9iwdHJ4+dYc+2A0yfNa3SvfkiIvWJwYMH88MPP5Cenk5ycjKLFy9m6NChtW1WhaisPwLRJz2ING/VmAKdhpiIWNMcNsHMHGQypPnlUwirSjSZ6UhkMpT2DsXWFSSmoknPRupVmJ6lKVBzfOMReo3pi9JcyaXzV5n/6ffM+eo9Gjf1r2nTH0ry8vKQyWQolUp0Oh2rV68mMjLSFBwolUqT4lybNm1wdXVl4cKFaLVaoqKi+Pzzz4uMRJVE27ZtcXBw4Pvvv0er1ZqU7b755hsAhg8fzpIlS0hISCArK4tFixaV2tZdOzUaDVKplKFDh7JgwQKSk5PJz89nzpw5+Pv706pVq3Jdh759+xIVFcXWrVvR6XSsX7+e1NRUU8rdv/Hx8UGv17N//36MRiO//PJLsVGr7t27s3z5ckJCQkwiXVKplJCQENauXUuPHj2KtVuXqdSMw7Fjx7Jp06b7bjdv3jwuXLjAU089RefOnWnfvn2RfyL1j2YtA7h+5SbuTTwwM5NzKzobuSqvzHU1DGoVeTFRmDu7Yu5SvGbLfylIiEPp4ITcomiaUV58CgaNFru/5V0TIuNQ56sJaF9UKUun1fHJu1/y3ORRNGspqmiJPFy8+uqrtGjRgsGDBzN48GCCgoLqpdLevSirPwLRJz2IeHi7YWFuzvWYBIz5fwfAEglGG1ukuTlVVlKjvKhTUzB3Krm2U9rF69g1aoDErPBl+9T2k1jYWNK6Vxs0ag0fvDmXkc8Mom//+vViWZ8ZPnw4rVq1ok+fPvTo0YOTJ08yaNAgbt68CRTO04mNjaVHjx4olUoWL15MeHg43bp1Y/Lkybzxxht07tz5nsdQKBQsWbKE8PBwevToQf/+/fH19WXWrFlAoRpqSEgIQ4cOZeDAgaaRmpJo2rQpLVu2JDg4mOvXr/POO+/QsmVLnnzySXr06EFOTg7Lli0rd4exs7MzS5cuZeXKlQQFBfHbb7+xZMmSEueIurm5MWPGDD777DO6dOlCXFxcsedoSEgI8fHx9OrVq8jyXr16kZSUVG8kyu8iESohWL9lyxbmzZvHyZMn77ndqVOn7rn+38Uc6xpnz541DZ3WZ/bv30/Lli2rrL0/dx1h9fKNrFzxEQe/34tgb8uAZzshSKXobByhFCUgjUZDQy8vcm5eR25tg5W3731/1Aa1iowLZ7Fv1bbYCFXsgRMY9XoaPlao0nJg5T4SbyTw7OxxRbbbvH4n332xjN3H1mNhYc61a9do3rx5xS/AA4Z4PQqJjo7Gz88PlUpVr1IIqpv7XY+7160kauoZWlZ/BPXXJ4n+6N68OWEWkkwtn371Cha+f88TMRiQJ9zB4OyG8J/ON41GU+p9WxUYtFoyzp3CvlU7FP956dRm5xGxbjuNnnyMmLRk/Br4sXDCVzw2aQBterfjq88W8efuI2zc+xOWlnXvWXSv33xlEZ+/RRGvR1Hqgj8qU2LqiBEjir3g5ufnExMTU6bey3s5Iq1WWxYTROoYLds2JTkxlXStER8/R06cuI3Ksh8WBVkoczLQ2jmVKA8r0+vIvnENuYUlVt4Ny9QbUpAQj8LWrljgZNQbyL4Vi0/frkBhnu31v64QNLjopEOdTs+KH9cy9oWnsLConKS6iIhI7VJZfwSiT3pQaRXYnNAtR8i5nfJP8CSTYbSyRpqbjcGiZgVSNOmpyCwskFsVF3nIuH4TS1cnLFwcIS2ZU9tOYGlnSauerbkVFcPq5b+zZM2COhk4iYg87JQpeOrVq1cxZ6VUKmndunWZ1DHu1tSIiorC8LeEpSAI6HQ6bty4wZkzZypgukht4u7pipOzA+GXIunc3p/jf0UTfzWOBm0bosxKQ5GTgc7aHv5VgFai12GlysHM2Q0LD+8yBU4GjRp1ajJ2zYr3UuZExyGRSLBpUDgP6k54DNmp2bTs2abIdksXrkKj1vD0s0Mrdc4iIiK1T2X9EYg+6UGldccWbF6/k4Trsbj2aGu6T4w29sgTY5GoVQj3KMJe1WhSUzB3di12vwqCQFZENK4dCuehaFVawrYc5/EpTyCVyfjqs8X06teNoK5iCqmISF2kTMHTyy+/XKmDzJw5k2vXrtGnTx9+/fVX/ve//3Hnzh1Onz7NO++8U6m2RWoHiURCq8BmhF+4Rs9enfD2suPa/gs0CPRHZ+eEPC8Ls8xkjAolglyJVKtGatCjUZjhWMbASRAEcm9EorSzR2FbfCJ4+pUoHJr5I/07QDu/7yzNurbA0vaf3sWoiFus+GEN3//8OVbW9U+WWUREpCiV9Ucg+qQHlWYtG6EzGIi4GU+bfBWyu898hQKjtQ3S7EwMZuY1UjRXn5+HviAf26bF06Hz45PRq9TYNWoAwI2jEVg5WNOyR2tOHjvD8aOn2fLnL9Vuo4iISMUoVTCioKCADz74gKCgILp3785HH31kUhgpL2FhYcybN4+ZM2fSuHFjBg8ezNKlS5k8eTKnT5+usPEitUvrds0JvxCBRKGgSXtf4m8mk5+RiyCTo7N1QmvnXBg46TQYzC3R2LugNrMq88TFgvhY9GoVNgGNi+2jzsgmPz4Zx7/FH1R5Kq79dYXAR4vmsq79aSNdewbRtUenqjlpERGRGqcq/RGIPulBxdrGCi9PN67FJaNNySiyzmjrgESrQaIqf5HPiqBOTUFhZ4/MrHiqeOb1W9j6+SAzU6LOUxF19Doho3ohILBg9o/8b+wwGvh6l9CqiIhIXaDU4GnhwoWEhoYyceJExo8fz5EjR5g5c2aFDqLVamnQoLCHJSAggKtXrwKFleLPnz9foTZLIzIykjZt2hSpBRIREcGoUaNo164djz/+OIcPH67SYz6stGnfgphbsaSlZOAR3AJbazMi9v/9fUokCAoleitbtPYuGCysEeSKMvf4abOzKIiPxTagCVJF8WrqGVdvYOXlhrmDLQDhhy5h7WCDb5t/JgnmZOeya8uf/O+54ZU/WRERkVqjKv0R1JxPEv1RzdO2Q0ti01PJvZ1cdIVcjtHWHllmWplVYSuKYDSiTk/F3MW12DqDVkf2rVgcmhX6qpNbj2Nua0HLkNZs27iH5MRUJr/6XLXaJyIiUjlKDZ52797NF198waRJk5gwYQLffPMNBw4cQKfTlfsgfn5+phzygIAALl68CBT2Jv676n1l0Wg0vPXWW2g0GtMyrVbLiy++yGOPPcbp06d5++23ee2114iPj6+y4z6s+DT0xKehJ8cPn0bhaId/E1ciTkZh1Jf/HrmLIAgUJMaTff0Klt4NSqyNYTQYyIyIxrFFgGmf83vP0O7R9kj+pfK3/pc/cPN0pUtIxwrbIyIiUvtUpT+CmvFJoj+qHTqFBJJWkE3ctXiE/wRJRlt7kEiRZmdWqw3a7EwwGjFzKF7UNudWLDKlEmtvdzQFak5tO0nzvq1Qq9Us/GI5k199Dlu7e9c9FBERqV1KDZ5SU1MJCAgwfW7dujWCIJCenl7ug0ycOJF3332XLVu2MHDgQHbu3Mk777zDW2+9VaWSsPPmzSumIR8WFoZarWbcuHEoFAr69OlDUFAQ27dvr7LjPqxIJBK6PRLE0dAwABr3boNGrSPhr8vl7tkTBAFNZgbZ169QEHcH28bNsPLyKXHb3JhCp3i3tlPK7WSSY5Jp2yfQtE1GehY/L/mVl954HmkpsukiIiL1g6r0R1AzPkn0R7VD63bN0RkMXLkZjy4tq+hKiQSDozPS3GwkmqrruP0v6pRkzJyckfxLMOkumddvYd/UF4lUytldp7G0tcS7TQN+XrIeK2tLnn52SLXZJSIiUjWU+lZpMBhMVYCh8EVZoVBUqKdv8ODBrF69miZNmtCwYUMWL15MVlYWnTp1Ys6cOWVqQ6/Xk5OTU+I/gAMHDnDp0qVik4lv3rxJQEBAkTkz/v7+REVFlfs8RIoT8khnrly8TmZGFtYB3nh723PlryhkKYnwd0XukhCMBvQF+QhGA7rcHDIunCE3KgKZmTkOrdth5li8x+4uGddv4dDEF6m8UO/k6tFwGrRsiK3zP6ISy39Yg6+/D48O7FVl5yoiIlI7VKU/gsr7JNEf1V2sbazw8fbgWmwimviUYusFcwuMNnbI0lKqJX3PoFajzczA3M2j2DptTh75CSk4NPVHr9URtvU4XUd0JzMjm1+WrOf1d6egUCqq3CYREZGqpUxqe1VBYOA/owJdu3ala9eu5dr/1KlTjB8/vsR1R44cYfbs2axYsQKFouiDp6CgAHPzohM2zc3NUalU5Tq+SMn4N26Im4cLxw+fYeCwvjQLac7eNcfJzVFjq4/H4OQCUimC0sw030mbnUXuzSiM2n/SWSw8vLDyblBiT92/0eUXkHs7gUZPPgYUjlhdPRZO0KB/JIpTk9P5fc1Wvl46Wxx1EhERKZHK+CTRH9Vtgrq35+j2v0i5Got12yZF0rkBjPaOSNUqzHMyEQShzCJGZUGVnIjCxhaFlXWxdZkR0Vi4OGLuaMe5PYVpo216t+P1qR/Qql1zHnm0e5XZIVJ9xMbG4uNTcmZMbVDX7HkYuGfwtHnzZiwt/5F3NhgMbN26FQeHovNQRo8efc+D5OXlsXz5cq5du4ZarUYQhCLrV61adV9Du3btSkRERLHlgiAwfvx4Jk+ejL+/f7H1lpaWxXLY1Wp1kfO6H9euXSvztnUVtVpdbb2bLds1Yd/OUJq0agiu5tjZmXPy4FU6PNoc59QkBEHAAOgE0BuMZCXHozKzQGXjgFQwIiDBWKCGyMj7HstwOwkszYhJS0aSnkJWfCYZCenIXRSm7+mXJb/h4+eFo6tNqd+dWq1+IL7XqkK8HoUIgoBKpTL9X9/YtGkTc+fOLfLS/u6779K/f3/mz5/Pvn37ABg0aBCvv/56kdGce3G/66FSqar9/qkqfwSV90miP6oc1emPAHwC3EjNzyY6JgXppavorcyKbaMA/JRS7lw4R4F5FZWxEAQcczLJs7Qi8T/fkyAIGC5HIPVx5eqVKxxefwC/Lo04dOgYRw+E8enXb3P9+vWqsaMGqM5nZF1+/q5fv57jx4/z3Xff3XO7rVu3smrVKjZt2lTpY4aHh/Pss89y4cKFYuuuX7/OpEmTOHLkSIXa7tevH7m5uaYOBFdXV7Zu3QrA6dOn+eKLL7hz5w5+fn689957tG7dulzt//LLL2zfvp2NGzealm3fvp0PPviAN998kzFjxpiWP/vss/Tp06fUjqm71AV/VGrw5Onpya+//lpkmbOzM5s3by6yTCKR3NdZzZw5kxMnTtCvXz9sbKp2ImRiYiJnz54lPDycBQsWmJaPHTuWTz75hICAAJYvX15kn1u3bhXpdbwfzZsXr9NQ34iLi6Nx48bV0vagYRJen/whbq7u2NrZoOuWzul9l+n8ZA90TrYgCEhUBSiNBuRqFbZePrg6u5T7OEaDgYhT13EPbIlzi2YAHAjbh29rPwI7FxYTTE1O58CuY3y9dDYtWrQota1r1649EN9rVSFej0Kio6OxsLBApVJhYVFzxTSrisjISCZOnMjrr79eZPmXX35JdHQ0+/btQ61WM2XKFNatW8ekSZPK1O79roeFhQV+fn4lrjt79mzZT6AUqtIfQfX5JNEflY3q9EcA/v4BLPlyHeduxNHZ2AGbUo6ly83BMisd9wYNMXNyrvRxCxLjUanz8W/dtthoVn5CCtFaPU1DOhN5JgqdSk//cQOZ+fY82ge1YtDQAZU+fk1y91lZHdTl529eXh5SqfS+9imVyjJtVxbu3ksltaXVatHr9RU6TmpqKpmZmZw7dw4zs6IdDBkZGbz++uvMnj2bvn37smnTJl599VX279+PtXXxUdXSeOSRR/jmm2/QaDTY29sDcOzYMdq1a8exY8dMPigvL49r164xd+7c+55LbfsjuEfwdPDgwSo5AMDhw4dZtmwZHTtWveqZp6dnERlYgKZNm7Jq1Spat26NVqtFJpOxdOlSxo0bx7FjxwgLC6uUzK1IUZq0CMDF1YnDf55g0IhHafZEZyLCbhD2y0F6vzmsULbcyhoB0CjNMa9A4ASF8uSCUcCxRSOgsPfhypHLdH+qh2mbn5f8SpMWjejWs+qESERE6gtXrlzhhRdeKLb8jz/+YM6cOSbnNWXKFL7++usyB0+1TVX6I6g+nyT6o7qBTCalY5e2RJ+PIeXaHazbNEIiL/66Y1CaYd3Qn5ybkdgrlShsbCt8TMFoQJUQh6VXgxLTADMjorHx9UJmpuTEpmN06N+JmJg49u86zNzv36vwcUXuT1xcHIMGDeLNN99k0aJF6HQ6pk6dikKhYNGiRWi1WqZMmcLzzz8PwJ49e1i2bBmxsbEYjUZ69+7NnDlz2L9/P0uWLMFoNJqEZm7evMknn3zC5cuXsbW1ZeLEiTz77LNAYWDzySefsHfvXgRBYNKkSYwbNw6ApKQkPv30U86cOYO1tTWjR49m/PjxSCQStFotn332GTt27MDS0pKBAweWeF7Jycm88MILaDQaAgMD2blzJ/b29nz11Vfs2bMHvV5PcHAw7733Hq6uxWXzr1y5gp+fX7HACWDfvn34+fnRv39/AEaNGsWaNWsIDQ1l0KBBRbYNCwtjypQpRco89O7dm+nTp/P444/j6urKmTNn6Nu3Lzqdjr/++ovly5czZswYcnNzsbGx4dSpU7i5udGkSZPyf8G1QI1MCLG2ti6WWlFTKJVKli1bxqFDhwgODuaLL77g66+/FvNDqxCJRMLjgx9h15YDCIKAVC6jy+iexEQmkRBWNWkIRp2elDPhuHZsiVRR6ATjI+LITc+hWdeWAOTl5rPp1x28MO3ZKs1hFxH5NwaNFl1+QY38M2i0ZbZLp9MRGRnJ5s2b6d69O/369WPp0qVkZ2cXU6vz9/fn9u3baLVlb/9BorZ8kuiPao4uPTuSXJBFXEIOmvjUUrezcPfAwt2T7OtX0OXmVPh4quQkkEgxd3Urts6o05N94zYOTf2Ivx5L4s1EOj0RzA9f/US/AT3x9X9wCuJWxfNRX6Cq0mcjFM43jIyMJDQ0lFmzZjF//nzCw8M5ePAgc+fOZcGCBeTm5hIXF8eMGTN47733OHXqFJs2beLw4cPs37+fAQMGMHnyZEJCQti5cydarZYXXniB1q1bc/LkSZYvX87ChQs5efIkALdv36Zp06YcPXqUjz/+mHnz5pGcnIzBYGDKlCl4eHhw5MgRVqxYwYYNG9iyZQtQWNfu4sWL7N69my1btpRae87NzY1ly5ZhaWnJ+fPn8fT0ZNasWYSHh7Np0yYOHDiAhYUFL730EsYSxFGuXLmCTqdjxIgRBAcHM2HCBG7evAkUits0atSoyPb+/v7cuHGjXNcdoFu3bqbSEKdPn8bT05PAwEACAgI4evQoUBiAhYSElLvt2qJGBCPGjx/PggULmDdvHnZ2dvffoZL8Nxe9SZMmrFu3rtqP+zDz6MCerF6+kYirN2nWshHurRri18qHsM0nGdSyAXLryuWUp4dHIpHJTKNOAFeOXMY/sBGWtoVtb9+0FwdHO0IeCa7UsURESkMwGrm2agtGbcVrmZUHqVJBywlPFpvwXhIZGRm0adOG4cOH8/3333Pjxg2mTp1qUqT7d5qDhYUFgiCgVqtRKosXoX7QqUmfJPqj2qFzt/Z8ZdRz5noMbW/5Yt6wuPrdXax8GgKQdfUyNn6NMHNxLVcHnFGnoyA+Fisf3xJ/q9nRsUjkMmwaePLnlxtp3q0FSampHP7zOH/sX4lGXzfn95QXwWjk+uqtNfJ8lCoVtHh+RJmejXcZN24cSqWS4OBgDAYDY8eORalUEhISgsFgIDk5mQYNGrBjxw58fHzIysoiPT0de3t7kpOTi7V37tw5srKyePXVV1EoFDRq1IjVq1fj7OxMQkICrq6uPP300wD07dsXuVxObGwsSUlJxMTE8Pvvv6NQKPD19WX8+PFs2LCBYcOGsWPHDt5++21cXAqzdKZOnVpiRsF/0Wg07Nmzh5UrV+LmVhjEz5w5k06dOhEZGUmzZs2KbC+Xy2nbti1vvvkmNjY2/PDDD0ycOJGdO3eWKm5TUFBQ5ut9l5CQEFO6cmhoKI888ggAvXr1IjQ0lAEDBnDy5EleffXVcrddW1Rb8BQcHFzk4ZOZmUmXLl2wsbEppoB24sSJ6jJDpIZwcnEkuHsHdm05QLOWhQFO57GP8Pt7a7m28RitxvYt10Pu3+jVGlLOXcWjSyDSvye4Gw1Grh69TJ/xhap7RqOR9av+4KkxQ8o8CV5EpLxIpFKajx2K8R4y/FWJVC4v8+/Gzc2NtWvXmj63aNGCMWPGmCb//luo4O5k2/IIFdR3RJ/0cGFpZUFw9w7cuHSb+KhErNpko3AqOVCWSCRYN/BFbmFJbvQNNFkZ2Pg1Qqoom2x43p1oZGbmJY46AWRdj8a+sS+5mXlc++sKz82bwKJla+jZtyv+jX0fCBEQKHw+NhszpNLPR7VaXezF/b+U59l4l7tpy3d/73fnO979bDQaUSgUbNq0iY0bN2Jubk6LFi3Q6XQljtykp6fj7OxcRKDn32ln/+6YuVtewWAwkJKSgkajoUuXf1SCjUajyb7U1FRT8AOF6cBlITs7G51Oh7f3PyOZVlZWODg4kJiYWCx4mjx5cpHPb731Fr/++iuXL1/GwsKC/Pz8IuvVajUeHqV3QpRG165dmT59Onl5eRw6dIh58+YB0LNnT1555RUyMjKIiYkpcj3qOtUWPM2YMaO6mhapowwY0ptP3/uGya+OwcraEks7K9o+3p7LBy7gEXAJp+5tK9Ru4l/nUNpY4dDsnwmAd67EoM5X0zS48GHw5+7DpCSnMWLUE1VyLiIipSEzUyIzq3ujNREREezfv59p06aZlmk0GlxcXMjIyODWrVt4eXkBhSIFvr6+yEuYB/KgIvqkh4++A3sw59g33EzKxSfqDgqneyuFmbu4Ire2IfdmJBkXz2HjH4CZ472FJNSpKWjSUnFoVVwkAkCXV0BeXBLuXQM5ufsUbv4eyO3M2L31T5av/6Yyp1cnqYrno14qQVFLghE7duxg69atbNq0yRTA/HeOz13c3NxITU1Fr9ebnqVbtmzB2fne94yrqyv29vZFOmkyMzNNHVyurq4kJCTQoUMHAFJSitcrKwlnZ2eUSiVxcXG4u7sDhUIMmZmZJdr0008/0a5dO9q3LxTc0uv1GAwGzMzMaNSoEX/88UeR7W/dukW/fv2KtSOTydD/K2AWBIHs7GzTZ3t7e1q2bMm2bdvIycmhXbt2ALRr1w6dTsfGjRvp2LFjnRUJKYlq85zDhg0r8jknJ4fs7GxTbvf+/fvp2LFjrc2FEql62ndug529DQd2H2XwyMIRoVaPt+P2xWhCt56nl0aHdWDZFZaMegOJJ86TFRlDo5GPF+llCtt2gqZdmmNmaY7RaGTRN7/w7PNPYmdf8Qm/IiL1GSsrK5YuXYqHhwfDhg0jPDycNWvW8MEHH3D58mV++OEHWrRogV6vZ/HixQwdOrS2Ta5RRJ/08NGhcxvMLcw4Gx5FYGMXLFv6I7exuuc+cgsL7Fu2QZUYT05UBGaO6Vj7+pc4CqXJzCD31g2s/QKQl1DXCSAzMhpzJ3sUttac232afi/059df/qB566YEdiyf7LNI9ZOXl4dMJkOpVKLT6Vi/fj2RkZGm4ECpVJKXlwdAmzZtcHV1ZeHChbz00kvcvn2bzz//nG+++eaex2jbti0ODg58//33TJo0iby8PF566SUaNGjA559/zvDhw1myZAkdOnTA0tKSRYsWldrWXTs1Gg1mZmYMHTqUBQsW8O2332Jtbc2cOXPw9/enVatWxfa9ffs2u3btYtGiRVhbWzN//nwaNGhA69at8fb2Zv78+WzdupUBAwawadMmUlNTTSl3/8bHxwe9Xs/+/fvp06cPq1atKjZq1b17d5YvX05ISIgpO0gqlRISEsLatWtNYh31hRoRjDh//jz9+vVj/fr1pmXfffcdAwcO5MqVKzVhgkgNIJVKGT5qABtWbUWtLiyAK1fI6f/WEOS2Vly+EEv+kfPEHz6FUW+4Z1uCIBAXepLcmHj8h/XFwvmfF5qEyDiiTkUQMqoXAPt3HSI5MYVnJ4ystnMTEanreHt78+OPP7J27Vo6dOjAa6+9xksvvUT//v159dVXadGiBYMHD2bw4MEEBQXVG6W96kD0SQ8HcrmcAcP7cisniejkfFSRd8q0n0QiwdLTG4fWgRjUKtLPny5M58vMQF9QYCr0nhNxFasGDbFwdS+xHUEQyLoejUMzf8IPXUIildKgrR+/r93Gcy88LQob1UGGDx9Oq1at6NOnDz169ODkyZMMGjTIJKTQq1cvYmNj6dGjB0qlksWLFxMeHk63bt2YPHkyb7zxBp07d77nMRQKBUuWLCE8PJwePXrQv39/fH19mTVrFlCohhoSEsLQoUMZOHCgaaSmJJo2bUrLli0JDg7m+vXrvPPOO7Rs2ZInn3ySHj16kJOTw7Jly0q812bMmEGLFi0YMmQIXbt2JSEhgSVLliCTyXB2dmbp0qWsXLmSoKAgfvvtN5YsWVKiTLmbmxszZszgs88+o0uXLsTFxZlGs+4SEhJCfHw8vXr1KrK8V69eJCUl0bNnz3tes7qGRPhvdcBq4Omnn6ZDhw68/fbbRb7A+fPnc+HChTo9efbs2bOmodP6zP79+2nZsmW1H0er1THpf2/x+KBHGDVuqGl5akwK2+dt5pFxPXD6u0fCqVUTzBxtsXR1AomErKgYzOxs0ObkkRV1G1VqBo1GPo65Q9E89Q2z16I0VzLsrZEYjUZGPDqevv178NKbE8psp1jXqCji9SgkOjoaPz+/Ol1npDa43/W4e91Koi4+Q+urT6qL17Ii1JQ/AshIz2Ls0Gn08G/DmIEdcHmsM3K7whdAjUZT6n17F0EQ0GZlok5JQpeTjWAwgFSK0tYOSy+fe8qbFySncXPzfpqOHcLKd36maZfm3M5PZf2qLWw/tMbUA18fn7/3+s1XFvH5WxTxehSlLvijGkl4j4iIYMGCBcUi31GjRhUrfChSv1EqFTw3+SkWfr6Cx4f0xt6h0LG4+LrSbkAHjqz9i2c+GoOFtoCsGzFosnJNyjwKGyv0KjVyczMcmvnj1aNTscApKzmTqFMRTPh6CgCh+46RlJjCmIlP1eyJioiI1FtEn/Tw4OhkzyOPduP6qevczmyF1dVb2HZpU+b9JRIJZg6OmDk4IggCGI0glZZp1CjzejQ2DTxIvJVMamwqT33wDHOGTOL5Kc+IwkYiIvWYGgme3NzcOHPmTLFaFhcvXsTR0bEmTBCpQXr27cLmX3ey7qdNTH1zvGl54KCOqFVqNs7dwPNfTaZxh1aFvXrZuRj1Bsyd7BH0BiQyaakqOmd2huHdzAePgEL1mdUrfmf40wOxtbOpkXMTERGp/4g+6eFi1LihvLDnLf46dRVfJ3MsUjNRuJR/bptEIoEyBj1GvYGsGzF49+rMvg1/0TKkFX8dP4OqQM3gkY+X+9giIiJ1hxoJnoQEyfUAADBDSURBVMaNG8fHH39MZGQkrVu3RhAErly5wvr163nttddqwgSRGkQqlTLplTG88/IcHnmsO81bFYpESCQS2g/uBGqBldOXM2LG0zRo2RCzf4k8SBSl35LxEXGEbTvJU+8/A8DVy5FcOBPO7C/F6uwiIiJlR/RJDxdePh4MGNqHsD9P0yWzFWYXIrHv3bFaj5kTHYcECQYLSyJOXuP5Lyfz9tuzeXL0ICwtxRQsEZH6TI0ET//73/9QKpX8+uuvrF+/3lQUbPbs2QwYMKAmTBCpYVoHNmfg8L4s+HQRP/wyF3NzMwAkUgnDp48kdPUB1sxcyVMzn6FRh/sr8OnUWv744jc69O9E406FdRR+X7uVkN7BeDcof90BERGRhxfRJz18PDthBH/uOsK+g6fxG9UTVeQdZP5lq59TETKv3cS+qR/n9pzFq6kPaXnZXL0UwZc/flxtxxQREakZaqzIx4gRIxgxYkRNHU6kDvD81P9x9uRFflm8gcmvjTUtl8pk9Bn3KJa2lvw2e12ZAqhjvx8BiYQ+4x4FoCC/gN3bDjDvuw+q9RxEREQeTESf9HBh72jH6Ikj+HXZZi7HtqMDAhYu9tVyLG1OHnlxSTh1bM35hXsYMG0wa1Zupvdj3XH3dK2WY4qIiNQcNSJV/m/at29PbGxsTR9WpBYwNzfjzZkvsm3jPi6du1psfZfh3XlkTF82fLKGTZ9vIC8zt9g2gtHIsd8Oc3zTMR6fPBCFWWGtjV3bDmBtbUX3XveWBBURERG5F6JPengY+lR/bB1t2bX/GFkSJZqLURgN9y6bUREyr9/CwtWJqIsxKMyVODdyZ+/OUJ4ZLwbrIiIPAjUePNWAMrpIHaJFmyaMeGYgX85eTEG+qtj6LsO78dznE8nLzOOXGSs4t+c0mUmZAGgK1Gz6/DfCthxn5Hv/o1HHwnQ9nU7PTz+u45nxI0xVvUVEREQqguiTHh4UCjnT3h5PVHocoaGX0am1JJ+8WKXHEAxGMq/dwqGZP6e2n6DjwCA2b9hJo8a+tO9UdpU/ERGRukuNB08iDx/PTnwSSysLvpm7tMQXFe9mPoz+ZCx+bf0J23aCHyZ9w/LXFvHt+C9JjU3h+a8m0ySoqWn7nX/sIz8vn1Fjh9bgWYiIiIiI1Hc6dmlH+6A2nLp5jYu3ski7FEFWZEyVtZ996w5GvZ5MlZGspExa927Lb2u28sz4EWJRXBGRB4Qa77b38vISRwseMpRKBTM/e42Xx7/P7q0Heel1/2LbyJUKBrw0GID4iFgSbyRg7WhDk6BmSGX/xPg6nZ6lC1fz3KRRWFpZ1tg5iIiIPJiIPunh48XXn2PSM29z9nQ4Xj69kRw8icLaEqtKzkcSBIG0i9dxbNGIQ7tO0apXW44dPY1Bb+DxwX2qyHqR2iY2NrZYmYPapK7Z8zBQ4yNPO3bswMNDVEd72PDy8eClt8azcvEG7sTE3Xvbpj50HNiZZl1aFAmcAHZt2U9erjjqJCJyLy5dukRQUJDpc35+PrNmzaJbt24EBQUxZcoU4uPji+23cuVKJk+eXJOm1jqiT3r48PRxZ/j/BnAtJ56Te8+RJpgRs+swBclplWq3IDEVdVoWgqMjUWei6Dy4C2tXbmLEM0+YFGdF6jdr1qxhzpw5991u8+bNPPHEE1VyzCtXrtC0adMS1129erXSwjdGo5Fp06axYsWKIsuPHj3KsGHDaN++Pf369WPdunXF9s3MzKRPnz5cvny53MdNT0+nWbNmhIeHm5ZpNBratWvHoEGDimy7bt26OqWEWqPBk06n45dffuGVV17h5ZdfZsWKFWg0mpo0QaQW6f1YdzoGt+XFsdNJjE8u9/56/d1Rp6fFUScRkVLYtWsXzz//PDqdzrTsiy++4M6dO+zYsYMjR47g4uLCq6++alqv1Wr59ttvmTdvXm2YXGuIPunh5ennhlCgUmPfyZu/9lwgTScnentohQMoQRBIPnUJ+6Z+nNlzlkYdGpOUmc61y5E8/ezQqjVepNbIzMysU/Mkc3Nzizzry0taWhrTpk1j//79RZbHx8fzyiuvMHXqVM6cOcOXX37J119/zeHDh03bXL16ldGjRxMXd+8O8dJwcnKiRYsWnDlzxrTsxIkT+Pn5ERMTQ0JCgmn5yZMn6dmzZ4WOUx3UaPD08ccfc+LECbp06UJQUBD79+/nvffEAqcPCxKJhNfefQH/xg0Z/9QrxN1JLNf+O7f8SU52LqPGDqsmC0VE6jdff/01y5cvZ+rUqUWW63Q6pk2bhoODA+bm5jz77LNcvnwZrVYLFBaNvXnzJqNGjaoNs2sN0Sc9vFhZWfLk6IFs3bGP/tMGc2zvRVI0MqK3h5JXgc69vLgkCpLSsPBvyKXQi3QZ3p1fV26mz+Mhojx5LRMXF0dgYCBr1qwxjb6vXLmStWvX0r17d4KCgvjpp59M2+/Zs4cRI0YQFBREx44dmT59Ojqdjl27drFkyRKOHj3KwIEDAbh58ybPPfcc7du3p1evXqxZs8bUjlar5ZNPPqFbt2507dqVlStXmtYlJSXx0ksv0blzZ/r06cNPP/1kCsq0Wi0fffQRHTt2pEePHhw4cKDE80pOTuaFF16goKCAwMBAEhISKCgoYPbs2XTv3p3g4GBee+01UlJSStw/NzeXJ554gsaNGxMYGFjsmg0aNIh+/fohlUpp06YNwcHBnD17FoBjx44xefJkXnzxxfte/969e7Nnzx7T54ULF5oyHEJCQjh9+rRpXWhoKH379qVTp06EhoYChR0Tp06dokePHvc9Vk1RbYneZ86coWPHohW8//rrL/bv32/KL+/WrRtPPfVUdZkgUgdRmin5atEnzHjlU54aMIFnJ4xk8itjkclk99wvNyePxd+sZOwLT2FlLY46idQe6jwVOk3Fe/rKg8JMgbm1RZm3f+aZZ3j99dcJCwsrsvy/aSZ//vknAQEBKJVKoDDocnNzY+HChSQmlq9To74g+iSR/9J/aB92/nGQK7dvMuytJ/ljwUa6PtYWYXso3n2CsW/sW6Z2BKORpBMXcGzVmBNbT+LVxAtLNxv27gxl2bqvqvck6hhV8XxUq9Xoze/dRnmfjQUFBURGRhIaGsq+ffuYPn06Q4YM4eDBgxw9epSXX36ZkSNHkp2dzYwZM/jpp5/o0KEDt2/f5qmnnmL//v0MGDCAmzdvEh4ezpIlS9BqtbzwwgsMGDCAZcuWcefOHUaPHk2jRo0AuH37NhMmTGDmzJkcOHCAl19+mf79++Ps7MyUKVPo2LEjR44cITExkcmTJ+Pg4MCwYcNYuHAhFy9eZPfu3chksmKdYXdxc3Nj2bJlTJkyhfPnzwPw1ltvERcXx6ZNm7C2tmb27Nm89NJLbNiwAam06HiJubk5u3btwtHRkTFjxhRZ17lzZzp3/qcUTFZWFqdPn6Z///4AtGjRggMHDqBUKnnrrbfK/D38l+7du7N+/XoEQUAikXDo0CF+/PFHrKysCA0NZfTo0URERKDVaos9v2uTague5s6di729Pa+//jqtWrUCCutpvPrqq4SEhGA0Gtm5c2eRvHyRhwOFUsEXP3zIgT1HmPvhd8TdSWDW3LdKzQk3Go28/8Zn2NhY8eyEkTVsrYjIPxgNBr57/ks0BTWT2mVmacZbv76L9D6dC3dxc3O77zY7duxg2bJlLF68uFz71XdEnyTyX8zMlEx57TkWzl/G8KPrGT59JJvn/063JzrCgZNoc/Jxad/ivip5aZci0OerkLq5c+HPbYz7fAIb121/6OTJa/L5WN5nIxSOsCuVSoKDgzEYDIwdOxalUklISAgGg4Hk5GQaNGjAjh078PHxISsri/T0dOzt7UlOLj4aee7cObKysnj11VdRKBQ0atSI1atX4+zsTEJCAq6urjz99NMA9O3bF7lcTmxsLElJScTExPD777+jUCjw9fVl/PjxbNiwgWHDhrFjxw7efvttXFxcAJg6dSovvPDCfc9Po9GwZ88eVq5caXqmz5w5k06dOhEZGUmzZs2KbK9QKHB0dLxvuzk5OUyZMoVWrVrx+OOPA5Rpv7IQGBiIXq8nKioKg8GA0WikZcuWWFlZ8eWXX6JSqTh58iTdunVDoVBUyTGrgmoLnjZt2sT+/ft5//338fLy4rXXXuOzzz5jzZo1HDlyBIlEQo8ePXj22WerywSROoxMJuPRgY/QqIkfL41/h5GPP8+H896mY3C7YtsuW7ia86cvs37HUiwszGveWBGRv5HKZLzy05s1OvJUnpeDeyEIAj/88AMrV67k+++/Jzg4uErarS+IPkmkJIaO7M8vSzew6JuVvDVzKk++K2XT3A0ED+wI56+gTsvEu3cwUkXJr0uq1AyST13Cq1cQu1b9SdPgZrj6u/P72m28Ov2Fh0qevKqej2q1GnPze/v6ijwb7e3tAUwjMDY2NkU+G41GFAoFmzZtYuPGjZibm9OiRQt0Oh1Go7FYe+np6Tg7Oxd5qW/SpInpbzs7O9PfEokEhUKBwWAgJSUFjUZDly5dTOuNRqPJvtTU1CIdWp6enmU6v+zsbHQ6Hd7e3qZlVlZWODg4kJiYWCx4Kgu3bt3ipZdewt/fny+//LLY6FVlkcvlBP+/vTuPq6Ls/z/+YjuyqIEimlohuGMqS4giqJCpqIlkm7imue/mUj8zM/VORdNIDdGkNJeMskDTyDStWxH3XUhc8EZBZV8PcM7vD7+eOokKCcwBPs/Hg4cyM2fmcy503lxnrrnGw4OYmBjS09N19zXZ29vTsGFDjh49SnR0ND4+PmV63CdVrvOzdu/ene7du7Nz506mTp1K8+bNmThxIiNGjCjPw4pKxKGZPeE/b2D18g28PXAa/q/1YviYN2n8bEOKijR8FbqNkE+/ZPWXS2j0jMyIJZRnXtOiVMNFDEFBQQHvvPMO58+fZ8uWLTRr1kzpkhQhmST+ydTUlHmLZzDyjal0e8kT1w7teP39QMIXb8P+eXucaqTwZ/geGnfzwLJ+Xb3XqtOzuPbTAWxaOHDtWio3LiYwZvVEft65H01REb2q4fTkZXF+NM01w8JCmXNsZGQkP/zwA+Hh4boOzD9nfruvfv363L59m8LCQt3Q3x07dmBra/vIY9jZ2WFtbc2hQ4d0y1JTU8nLy9OtT0xMxNXVFeCh9yz9k62tLSqVihs3btCgQQMAsrKySE1NfWxNxYmOjmbChAm8+eabTJ069V9/EGBsbExRUZHu+7S0NL319+97SkxM1DsXd+nShejoaI4ePcq8efP+1bHLS4VMGNG7d28iIiLo0qUL48aNY/bs2f96do6HmT59Os8//zzOzs66r4SEBABu3rzJiBEjcHZ2xsfHh/Dw8DI9tngylpYWvDNnHJt2rOb8mVj6dAnEo3Uvuji/zJdrt7Fy3SI8OhvOWFchKpuPPvqIuLg4tm3bVm07Tn9X3pkkeVS5uLq3Y9CIV/l/UxeRcjcNR9dmjPhkLKlJafz2+xVyMOXydz9z5cdfuX3yAmmxV0k6cpq4b3/Cwq4uJo0bsTtkJy+N7Elt29psDgvnlTf7UkOmJ690srKyMDExQaVSUVBQwMaNG4mNjaWwsBAAlUpFVlYWAG3btsXOzo7g4GDUajVxcXEsXrz4scPL2rVrh42NDZ999hlqtZqUlBTGjRvHihUrAAgICCAkJITExETS0tJYs2bNQ/d1v878/HyMjY3x9/cnKCiIpKQksrOzWbhwIQ4ODrqhyiV19epVxowZw5QpU5g2bdoTXUG1t7dnz549FBYWEhsby549e/TWd+7cmZiYGC5evEinTp10y7t27UpERASNGjUyuKHl5dZ5OnfuHAMGDMDZ2ZnevXvz3//+F39/f3bu3ImLiwtvvfUWc+fOLXYc6b89XkhICCdOnNB93X9o2JQpU3B0dCQ6OpqgoCA+/vhjTp48WSbHFWXHqW1Ltu0MZf/xHwhe/x8WB89l93+34dWteg0vEqIspaSk8M0333D9+nV8fX31fqFPTU1VurwKU5GZJHlU+UyaMZIGDe2YPnYuBeoC6jaqy/CgUdi3c2Dnlv9y06gmxlZWpF++TlLMGbITk3m6kwu12rXmm4VbcPJ+nvYvuXLsyGkunv+T1+VZhJVSQEAAbdq0wdfXF29vbw4fPkzfvn25fPkycO8X+oSEBLy9vVGpVHz++eecPXsWT09PRo8ezbRp0/QmWiiOmZkZISEhnD17Fm9vb3r16oW9vT1z584FYMyYMXh5eeHv70/v3r1p3779Q/fVokULnJyc8PDw4OLFi8yePRsnJycGDBiAt7c3GRkZhIaGlrrzs2nTJnJycggKCtLLjH/zOIvp06dz69Yt3N3dmTt37gPPpWrcuDGWlpa4uLhgafnXhGBubm5kZGQY1BTl9xlpy2nC+r59+9KrVy969erFiRMnWLRoEYcPH9Zd2iwoKOCbb74hLCzsgfnlSys7Oxs3Nzf++OOPB25ii4+Pp0+fPhw5coSaNWsCMH/+fAoKCvjoo48eu+9jx47pLp1WZlFRUTg5OSldBvn5+TRp0kTpMrhw4QKtWrVSugyDIe1xz5UrV2jSpAm5ubmKDRsxRI9rj/vtVhxDOYdWVCZJHj2eoeZRyt00Br48mvaubVj4yXu6WWDjT17mpzUR5KTn4NLTDUeXZpjXNOf6uWsc2Pwrzz3fhIAZr2JiZsqEt2ZjU+cpPgp6t8R1VMbz76P+zz8pOf/qk/bQZwh5VG5XnpKSkujatStNmjThxRdfJCcnh+zsbN16MzMzAgMD2blzZ4n2V1hYSEZGRrFfFy5cQKVSMXv2bDw8POjfvz/79+8H7oVVgwYNdEEF4ODgQFxcXJm+XyGEEIarLDNJ8qhqqlPXmjVfLSXm0AnmTPuPbqiWQ3tHxq6eSI9RfiTG3mDLvK8InbSaIz8eousgXwbMfh0TM1POnrrA7/uiGTqqej0vTYjqptwmjAgMDGTIkCE0a9aMhIQE+vTpozfzyH33nzPyOEeOHGH48OHFrlu7di2urq5MnjyZ5s2bs3fvXiZNmsTWrVvJzs5+YNYWc3NzcnNzS/+mhBBCVEplmUmSR1VXE8dnWbd1BW+/OZVJI95jyWcfULOWFcYmJrT1aU9bn/ZotVqKCgoxVf11b4tWq2Xp/FX0G9CTps2VH10hhCg/5dZ5mjx5Mj169CA+Pp5GjRrRrl27J9pfp06duHTp0kPX/31MZM+ePfn+++/Zu3cvLVu21M1gcl9eXp7euMrHuXDhQukLNjB5eXkG8emmWq1+4OehhLy8vCrxcy0r0h73aLVacnNzdX+Kex7XHrm5uQb/76csM0ny6MlUhjyaFzSdJfNW86rfW0yc+RZNmj77yH1F7TzAxfNxjJ46qNQ/o8p4/i3Pc6Scf/VJe+gzhDwqt85TRkYGLVu2LNW88hkZGdSuXbvUx/rll1/IysrC399ftyw/P58aNWrg6Oiom3XEysoKuDd04v4ToEuiso1FLs6NGzcMYpYtuefJMEl73HPlyhUsLCxkjPk/PK49LCwsHjnG3BBUVCZJHj1epcijVuAS6cySD4OZM3UJw0e/yfAxb1KzltUDmx49fJKNa79l3pKZdOpc+gmOKuP59/65sjzI+VeftIc+Q8ijcrvnadCgQYSGhpKZmfnYbVNSUli9ejWBgYH/6lhqtZqFCxdy5swZioqK2LFjB6dOnaJ37944ODjQqlUrgoKCyM/P58SJE0RERNCvX79/dSwhhBCVT0VlkuRR1WFpacG8xTNZGbqQn3ftp7f3m6z+ZANX4xPQarVkZWazcd03jB0yg2Fj3qS3f3elSxZCVIByu/K0ZcsWVqxYgbe3Ny4uLnh5edGsWTNsbGzQaDSkpqZy8eJFYmJiiImJISAggC1btvyrY/n5+ZGcnMyUKVO4e/cuDg4OfP755zRq1AiA4OBgPvjgAzw9PalduzazZs3CzU2eGySEENVFRWWS5FHV49XNg45ebkSE7+GbTT/w+YowatRQoVYXYNfAlnmLZ9K7v3SchKguym2q8vtu377NN998w/79+zl//rzuKcOmpqa0bt2aLl26MGDAAIN7ANZ9MjVs2ZJhe4ZJ2uMemaq8eIYwNWxZqcyZZGht+W9V9jy6k3yXq/EJ1KpdE8fm9rrp7v+tynj+lanKK460hz5DyKNyu/J0X7169Rg/fjzjx49Ho9GQlpaGkZERNjY25X1oIYQQQo9kknhStnZ1sbWrq3QZQgiFlNs9T8UezNiYOnXqSEgJIYRQnGSSEKK0EhISlC5Bj6HVUx1UaOdJCCFE+Tt9+jTu7u6673Nycnj33Xfp2LEjHTp0YOrUqaSlpenW7969m5deeon27dszaNAgrl69WvFFCyGEgdu0aRMLFy587Hbfffcdffr0KZNjnjt3jhYtWhS77vz587zyyitPtH+NRsOECRNYv3693vLffvuNvn374uLiQq9evdi1a5duXWZmJpMnT8bNzQ1PT0/Wrl1b6uPevXuXli1bcvbsWd2y/Px82rdvT9++ffW23bx5M35+fqU+RnmRzpMQQlQhu3bt4q233qKgoEC3LDg4mNTUVH755Rf27t1LZmYmS5YsASAuLo53332XRYsWceTIEVxdXXVD2oQQQvwlNTWVcp4qoFQyMzP1zvWldefOHSZMmEBUVJTe8pSUFCZPnsycOXM4fvw4c+bM4Z133uHGjRsAfPDBBwAcPHiQr776ii1btuh1rkqibt26tG7dmqNHj+qWHTp0iCZNmnD16lUSExN1yw8fPqz3/DylSedJCCGqiE8++YR169Yxbtw4veVXrlxBq9XqQt/ExIQaNWoA8OOPP+Lt7Y2bmxsqlYpJkyaRlJTEyZMnK7p8IYQoczdu3MDZ2ZlNmzbh6emJu7s7YWFhfP3113Tu3Bl3d3e++OIL3fa7d+/mlVdewd3dHTc3N2bOnElBQQG7du0iJCSEgwcP0rt3bwAuX77M0KFDcXFxoWvXrmzatEm3H7Vazfz58/H09KRTp06EhYXp1t26dYvx48fToUMHfH19+eKLL3TnZ7Vazbx583Bzc8Pb25u9e/cW+76SkpJ4++23ycnJwdnZmcTERHJycliwYAGdO3fGw8ODKVOmkJycXOzrMzMz6dOnD82aNcPZ2VlvXWJiIrm5uWg0GrRaLcbGxpiammJiYkJOTg579uxh4sSJWFhY4OjoyKBBg/j222+LPY6Pjw+7d+/WfR8cHMzo0aMB8PLyIiYmRrdu3759vPjii7zwwgvs27cPuPdQ3CNHjuDt7V3s/pVQ7hNGCCFEVZKRnkleXn6FHMvcvAa1n6pV4u0HDhzI1KlTiY6O1ls+dOhQJk6cqJsSu2XLlixbtgy4F/5/n+nLxMSEZ599lj///BMXF5cyeBdCiOqiLM6Pebl5mFuYP3Kb0p4bc3JyiI2NZd++ffz888/MnDmTfv368euvv3Lw4EEmTpzIq6++Snp6OrNmzeKLL77A1dWVa9eu8dprrxEVFYWfnx+XL1/m7NmzhISEoFarefvtt/Hz8yM0NJTr168TGBioe+j1tWvXGDFiBHPmzGHv3r1MnDiRXr16YWtry5gxY3Bzc+PAgQPcvHmT0aNHY2NjQ//+/QkODubUqVP89NNPmJiYPPBh2H3169cnNDSUMWPGcOLECQDd1aHw8HBq1qzJggULGD9+PNu2bcPYWP96ibm5Obt27aJOnToMHjxYb13r1q3x8fFh2LBhmJiYoNVqWbRoEU8//TQXLlxAo9HozWjn4OCg1zksqc6dO7N161a0Wi1GRkbs37+f1atXY2Vlxb59+wgMDOTSpUuo1WqDeqSDdJ6EEKKECgsL6en5OlmZ2RVyvJq1rDhw8scST4X8sOm1NRoN/v7+jB8/nqKiIt555x3mzp3L8uXLycnJwdxc/xcVCwsLcnJynrh+IUT1UZHnx9KeGwGGDRuGSqXCw8ODoqIihgwZgkqlwsvLi6KiIpKSknj22WeJjIzkmWeeIS0tjbt372JtbU1SUtID+zt+/DhpaWlMnjwZMzMzmjZtysaNG7G1tSUxMRE7Oztef/11AF588UVMTU1JSEjg1q1bXL16le3bt2NmZoa9vT3Dhw9n27Zt9O/fn8jISGbMmEG9evUAGDduHG+//fZj319+fj67d+8mLCxMlwVz5szhhRdeIDY2lpYtW+ptb2ZmRp06dYrdV0FBAXZ2doSGhtKxY0f27t3Lu+++S6tWrcjOzkalUmFiYqLb3tzcnNzc3JL9IP7G2dmZwsJC4uLiKCoqQqPR4OTkhJWVFcuWLSM3N5fDhw/j6emJmZlZqfdfXqTzJIQQJWRqasruP7ZV6JWnJ32GTEFBAVOnTmXz5s26WeVmz56Nv78/8+fPx8LCgvx8/feTm5uLlZXVEx1XCFG9lNX5saRXnkp7brS2tgbQXYGpVauW3vcajQYzMzPCw8P59ttvMTc3p3Xr1hQUFBR7D+jdu3extbXV+6W+efPmur8/9dRTur8bGRlhZmZGUVERycnJ5Ofn07FjR916jUajq+/27dt6H4Q1bNiwRO8vPT2dgoICGjdurFtmZWWFjY0NN2/efKDz9Chff/01aWlpuqFyPXv2JDIykh07dvDyyy/r2uR+2+Xl5WFpaVni/d9namqKh4cHMTExpKen6+5rsre3p2HDhhw9epTo6Gh8fHxKve/yJJ0nIYQohdpP1SrVcBGlZWdnk56ejlqt1i0zMzPDyMgIExMTmjZtSnx8vG5dUVER169fx9HRUYlyhRCVWFmcH5V8KGxkZCQ//PAD4eHhug7MP2d+u69+/frcvn2bwsJCXUdux44d2NraPvIYdnZ2WFtbc+jQId2y1NRU8vLydOsTExN1D3N92D1L/2Rra4tKpeLGjRs0aNAAgKysLFJTUx9b0z8lJibqZQbc6+iYmpry3HPPYWRkxNWrV3FwcAAgPj5eN1zxn4yNjXUPIwf0ZnqFv+57SkxMZMSIEbrlXbp0ITo6mqNHjzJv3rxS1V/eZMIIIYSowqytrXF2dmbZsmVkZmaSkZHB0qVL8fHxwcLCgj59+rBv3z7++OMP1Go1n376Kba2trRr107p0oUQokJlZWVhYmKCSqWioKCAjRs3EhsbS2FhIQAqlYqsrCwA2rZti52dHcHBwajVauLi4li8ePFjh5e1a9cOGxsbPvvsM9RqNSkpKYwbN44VK1YAEBAQQEhICImJiaSlpbFmzZqH7ut+nfn5+RgbG+Pv709QUBBJSUlkZ2ezcOFCHBwcaNOmTanaoUuXLhw8eJC9e/ei1Wo5ePAg+/fvp2fPnlhZWfHiiy+ybNkysrKyuHz5Mps2bcLf37/Yfdnb27Nnzx4KCwuJjY1lz549eus7d+5MTEwMFy9epFOnTrrlXbt2JSIigkaNGj10SLpSpPMkhBBV3MqVK6lVqxYvvfQSvXr1wsbGhkWLFgHQokULFi9ezIIFC+jQoQPHjh1jzZo1euPZhRCiOggICKBNmzb4+vri7e3N4cOH6du3L5cvXwbu/UKfkJCAt7c3KpWKzz//nLNnz+Lp6cno0aOZNm0aHTp0eOQxzMzMCAkJ4ezZs3h7e9OrVy/s7e2ZO3cuAGPGjMHLywt/f3969+5N+/btH7qvFi1a4OTkhIeHBxcvXmT27Nk4OTkxYMAAvL29ycjIIDQ0FCMjo1K1g5eXFwsWLGDZsmW4urqydOlSli9fruuEzZ8/H3Nzc3x9fRk6dChvvPEGL7/8crH7mj59Ordu3cLd3Z25c+c+8Fyqxo0bY2lpiYuLi97QPzc3NzIyMgxqivL7jLSGNGG9ATp27Jju0mllFhUVhZOTk9JlkJ+frzdDi1IuXLigN8NYdSftcc+VK1do0qSJosNGDNHj2uN+uxWnqpxDDUFVaUvJI32V8fz7qP/zT0rOv/qkPfQZQh7JlSchhBBCCCGEKAHpPAkhhBBCCCFECUjnSQghhBBCCCFKQDpPQgghhBBCCFEC0nkSQgghhBBCiBKQzpMQQvxNcU+SFw8n7SVE9WNsbExBQYHSZQihp6LySDpPQgjxf6ytrUlOTkae4FAyWq2W5ORkrK2tlS5FCFGB6tWrx40bN6QDJQxGReaRabkfQQghKglra2tu3brFlStX9B7WV9097LkaWq0WCwsL6TwJUc1YWlpSv359EhMTy/zTfnmukT5pD32GkEfSeRJCiP9jZGTE008/TVpamkE8PNNQXLhwQdpDCKHH0tKS5557rsz3K+cbfdIe+gyhParMsL3jx4/zyiuv4OzsTI8ePdi9e7du3c2bNxkxYgTOzs74+PgQHh6uYKVCCCGqMskjIYSouqpE5yk5OZlRo0YxePBgjh8/zty5c5kxYwaJiYkATJkyBUdHR6KjowkKCuLjjz/m5MmTyhYthBCiypE8EkKIqq1KdJ527NiBi4sL/v7+GBkZ4enpyfbt26lduzbx8fGcOXOGSZMmoVKpcHFxoW/fvvJpnxBCiDIneSSEEFVbpek8FRYWkpGRUezXuXPnaNSoEZMmTaJDhw74+/tz584datasSXx8PA0aNKBmzZq6fTk4OBAXF6fguxFCCFFZSR4JIUT1VWkmjDhy5AjDhw8vdl3Hjh3Zv38/K1asYNmyZURFRTFhwgR+/PFHsrOzMTc319ve3Nyc3NzciihbCCFEFSN5JIQQ1Vel6Tx16tSJS5cuFbtu1KhRdOzYkW7dugHg5+fHl19+yYEDB6hfvz55eXl62+fl5ZVqGuJjx479+8INRJ06dbh586bSZQCQkpKidAlA1fi5liVpD33SHvqkPf4iefRkJI8eVBV+rmVJ2kOftIc+pduj0nSeHqW4YQ+FhYUAODo6kpSURHZ2NlZWVgDEx8fTtGnTEu3b1dW1bIsVQghRZUkeCSFE1VZp7nl6FH9/f6Kjo9mzZw8ajYaIiAguX76Mr68vDg4OtGrViqCgIPLz8zlx4gQRERH069dP6bKFEEJUMZJHQghRtRlptVqt0kWUhUOHDrF06VKuXr1Kw4YNmTVrFl5eXsC952p88MEHHD9+nNq1azNu3DgGDBigcMVCCCGqIskjIYSouqpM50kIIYQQQgghylOVGLYnhBBCCCGEEOVNOk9CCCGEEEIIUQLSeRJCCCGEEEKIEpDOUxV26dIl3njjDdq3b0/Pnj357bfflC5JUadPn2bgwIG4ubnRtWtXgoODkVv+ICcnh549e7J+/XqlS1FccnIy48aNw9XVFU9PT1auXKl0SYo6ffo0r732Gq6urvj4+LBx40alSxKVlOTRgySTHiR59BfJI32GlEfSeaqi1Go1Y8eOpUePHsTExDBjxgymTJnC//73P6VLU0R2djajR4/Gz8+P6OhowsLC2LFjB5s3b1a6NMUtWLCAa9euKV2GQRg3bhx2dnYcOnSIrVu38v333xMZGal0WYrQaDSMHTuWgQMHcuzYMVatWsXy5cs5evSo0qWJSkby6EGSScWTPPqL5NFfDC2PpPNURUVHR5OXl8ewYcMwMzPD19cXd3d3IiIilC5NETdv3sTFxYVBgwZhYmKCvb093bt35/jx40qXpqiffvqJq1ev4uLionQpijt16hTXrl3jvffeQ6VS8cwzz7Bx40bc3d2VLk0R6enp3LlzB41Gg0ajwcjICGNjY8zMzJQuTVQykkcPkkx6kOTRXySP9BlaHknnqYq6fPkyjo6OGBkZ6ZY5ODz45PvqomnTpqxatUr3vVqt5sCBA7Rs2VLBqpSVmJjI0qVLWbJkCcbGcio4e/YszZs359NPP6Vz5874+voSFRWFnZ2d0qUpwsbGhsDAQN577z3atGlDv379eOutt2jXrp3SpYlKRvLoQZJJ+iSP9Eke6TO0PJJ/oVVUTk4O5ubmesvMzc3Jzc1VqCLDoVarmTZtGiqVisDAQKXLUURRUREzZsxg8uTJNG7cWOlyDEJ6ejonTpxApVLx66+/smrVKtavX19tPx3XaDRYWFiwdOlSTp48yVdffUVYWJjcqyJKTfLo0ap7JkkePUjySJ+h5ZF0nqooS0tL8vLy9Jbl5eVhaWmpUEWG4fbt2wwZMoQ7d+6wYcOGatsea9asoX79+vTr10/pUgyGSqXCwsKCiRMnolKpaNmyJQEBAURFRSldmiKioqKIjo6mb9++qFQqOnToQEBAAN9++63SpYlKRvLo4SSTJI+KI3mkz9DyyFSRo4py5+joyLp16/SWxcfH4+zsrFBFyouNjWXkyJF06tSJ+fPno1KplC5JMZGRkSQnJ+Pm5gbc+2T41KlTJCQkMG/ePGWLU4iDgwMajYbCwkLdOOrCwkKFq1JOYmIiarVab5mpqSmmphIbonQkj4onmXSP5NGDJI/0GVweaUWVlJ+fr/X29taGhIRo8/PztXv37tW2a9dOe/36daVLU0RKSorW09NTu3jxYqVLMUiDBg3Srlu3TukyFJWXl6f19vbWLl68WJufn6+9cOGC1t3dXbt7926lS1PEpUuXtE5OTtrNmzdrNRqN9vTp01p3d3dtVFSU0qWJSkby6EGSSQ8neSR59E+GlkdGWm01f6hAFRYbG8u8efO4ePEi9evXZ+bMmXTr1k3pshSxYcMGPv74YywsLPRuWvby8uLTTz9VsDLDMHjwYLp27cqIESOULkVRCQkJfPTRR5w6dQqVSsWwYcOqdZv89ttvrFy5kmvXrmFra8vIkSN59dVXlS5LVEKSR/okkx5O8ugeySN9hpRH0nkSQgghhBBCiBKQCSOEEEIIIYQQogSk8ySEEEIIIYQQJSCdJyGEEEIIIYQoAek8CSGEEEIIIUQJSOdJCCGEEEIIIUpAOk9CCCGEEEIIUQLyqHghysHs2bP5/vvvH7p+woQJHDlyhDZt2jBr1qwKqyssLIyMjAwmTZr0yO02bNhAdnY2EyZMqKDKhBBClBfJJCHKjjznSYhykJmZSV5eHgBXrlxh8ODBbN++naeffhoAS0tLCgoKMDU1pWbNmhVS082bNwkMDCQiIgIrK6tHbqtWq+nduzdr166lSZMmFVKfEEKI8iGZJETZkWF7QpSDWrVqUa9ePerVq4e1tTUAderU0S2zsrLC2tq6wkIKYP369fTo0eOxIQWgUqno168fa9eurYDKhBBClCfJJCHKjnSehFDI4MGDWbx4MQDBwcFMmTKFoKAgXF1d8fT0JDw8nAMHDtCjRw+cnZ2ZOHEiubm5utfv2LGDHj160K5dO/r378/+/fsfeqycnBy+++47unfvrlt29OhRBgwYQNu2bencuTNLliyhqKhIt/6ll14iMjKSlJSUsn/zQgghDIpkkhAlI50nIQzEL7/8glqt5vvvv8fPz48PP/yQlStXsnTpUj777DN+//13tm/fDsDBgwdZuHAhkydPJiIigtdff51JkyZx4sSJYvcdExODsbExzs7OABQVFTF+/Hg8PDzYtWsXS5cuZfv27Xz33Xe61zRv3hwbGxsOHz5c/m9eCCGEQZFMEqJ4MmGEEAbCwsKCWbNmYWJiwhtvvMFXX33F2LFjadu2LQAvvPACf/75JwAhISGMGDECPz8/AJ599lnOnTvHhg0bdGH0d2fOnMHR0REjIyPg3vj39PR0bG1tadSoEY0bN2b9+vXUrVtX73VNmzblzJkzuuMIIYSoHiSThCiedJ6EMBANGzbExMQEgBo1agDQuHFj3Xpzc3PUajUAcXFxnDp1ipCQEN36goKCh95Ie+fOHWxsbHTfW1tbM2TIEP7zn/8QGhqKt7c3fn5+ulD8+3Z3794tmzcohBCi0pBMEqJ40nkSwkDcD6m/MzYufmRtUVER06dPp1u3bnrLTU2L/y9tbGyMRqPRW/bee+8xcOBA9u3bx/79+xk1ahTjx4/Xmwq2qKhIF5pCCCGqD8kkIYon9zwJUQk5Ojryv//9j+eee073FRkZyc6dO4vd3tbWltTUVN33d+7c4cMPP8TW1pbhw4fz5ZdfMmrUqAden5qaiq2tbbm+FyGEEJWbZJKoTqTzJEQlNHLkSLZu3cqWLVu4fv06W7ZsYdWqVXpDKv7OycmJP//8Uzdz0VNPPcUvv/zCwoULuXLlCufPn+f3339/YIjEpUuXeP7558v9/QghhKi8JJNEdSKdJyEqoe7du/P+++8TFhaGn58fYWFhzJ8//6E30Xp4eKDVajl79iwAZmZmrF27lhs3bhAQEMDQoUNp2rQpc+bM0b0mLi6O7OxsOnXqVCHvSQghROUkmSSqEyOtVqtVugghRPn78MMPMTY25v333y/R9suXL+fOnTssWrSonCsTQghR3UgmicpKrjwJUU2MHDmSn3/+mczMzMdum5eXR0REBCNHjqyAyoQQQlQ3kkmispLOkxDVRKNGjRg2bBjr1q177LabNm3C398fBweHCqhMCCFEdSOZJCorGbYnhBBCCCGEECUgV56EEEIIIYQQogSk8ySEEEIIIYQQJSCdJyGEEEIIIYQoAek8CSGEEEIIIUQJSOdJCCGEEEIIIUpAOk9CCCGEEEIIUQL/H98S0O/8vaPBAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "sns.set_context('paper', font_scale=1.5)\n", + "sns.set_style('whitegrid')\n", + "pal = sns.color_palette(\"tab10\")\n", + "ao_palette = {'S':pal[0],'M':pal[2],'L':pal[3],'Rods':pal[7],'Mel':pal[9]}\n", + "\n", + "from pyplr.CIE import get_CIES026\n", + "\n", + "# Load plr3000 spectral data\n", + "plr3000 = pd.read_csv(\n", + " '../data/PLR-3000_oo_calibrated_spectra.csv', index_col='uW')\n", + "plr3000.columns = plr3000.columns.astype('int')\n", + "# add new row for setting uW=1 assuming linearity\n", + "plr3000.loc[1] = plr3000.loc[10]*.1\n", + "\n", + "#\n", + "fig, axs = plt.subplots(3,2, figsize=(12,12))\n", + "\n", + "# Plot spectra\n", + "specs = (plr3000.reset_index()\n", + " .melt(id_vars='uW', \n", + " var_name='Wavelength (nm)', \n", + " value_name='w/m2/nm')\n", + " .sort_values(['uW','Wavelength (nm)'])\n", + " .reset_index(drop=True))\n", + "\n", + "# plot the plr-3000 SPDs\n", + "sns.lineplot(\n", + " data=specs, \n", + " x='Wavelength (nm)',\n", + " y='w/m2/nm', \n", + " units='uW', \n", + " hue='uW', \n", + " estimator=None,\n", + " ax=axs[0, 0])\n", + "axs[0, 0].set(title='PLR-3000',\n", + " ylabel='W/m$^2$/nm',\n", + " ylim=(-.01,0.12))\n", + "axs[0, 0].get_legend().set_title('uW setting')\n", + "\n", + "# Plot a-opic irradiances\n", + "sss = get_CIES026(asdf=True)\n", + "sss = sss.fillna(0)\n", + "plr_3k_ao = plr3000.dot(sss)\n", + "ao = (plr_3k_ao.reset_index()\n", + " .melt(id_vars=['uW'], \n", + " var_name=['aopic'], \n", + " value_name='irradiance'))\n", + "sns.barplot(\n", + " data=ao, x='uW', y='irradiance', hue='aopic', ax=axs[1, 0], palette=ao_palette)\n", + "axs[1, 0].set_ylabel('W/m$^2$')\n", + "axs[1, 0].set_xlabel('uW setting')\n", + "axs[1, 0].set_ylim((0,5))\n", + "axs[1, 0].get_legend().set_title('$a$-opic irradiance')\n", + "\n", + "# load plrs\n", + "data = pd.read_csv('../examples/PFR/data/neuroptics/neuroptics_intensity_averages.csv')\n", + "sns.lineplot(data=data, x='onset', y='pupil_pc',hue='uW', ax=axs[2, 0])\n", + "axs[2, 0].axvspan(0, 1, color='k', alpha=.1)\n", + "axs[2, 0].axhline(0, 0, 1, color='k', ls='--')\n", + "axs[2, 0].set_xlabel('Time (s)')\n", + "axs[2, 0].set_ylabel('Pupil diameter \\n(%-change from baseline)');\n", + "axs[2, 0].get_legend().set_title('uW setting')\n", + "axs[2, 0].set_ylim((-60,10))\n", + "\n", + "\n", + "##############\n", + "pal = sns.cubehelix_palette(n_colors=16, as_cmap=False)\n", + "sns.lineplot(\n", + " data=spec_df, x='Wavelength (nm)', y='irad', hue='uW', ax=axs[0, 1], palette=pal[0:-1:3])\n", + "axs[0, 1].set_ylabel('W/m$^2$/nm')\n", + "axs[0, 1].set_title('$PyPlr$')\n", + "axs[0, 1].set_ylim((-.01,0.12))\n", + "# new labels for legends\n", + "labs = ['1.5', '10', '50', '121', '180']\n", + "labels = [f'matched to {uW} uW' for uW in labs]\n", + "labels[0] += '$^*$'\n", + "labs[0] += '$^*$'\n", + "axs[0, 1].legend(labels=labels, title='')\n", + "\n", + "ao_df = ao_df.reset_index().melt(\n", + " id_vars='index', var_name='opic', value_name='irad')\n", + "sns.barplot(\n", + " data=ao_df, \n", + " x='index', \n", + " y='irad', \n", + " hue='opic',\n", + " ax=axs[1, 1], \n", + " palette=ao_palette)\n", + "axs[1, 1].set(ylim=(0,4))\n", + "axs[1, 1].set_ylabel('W/m$^2$')\n", + "axs[1, 1].set_xlabel('Matched uW setting')\n", + "axs[1, 1].set_ylim((0,5))\n", + "axs[1, 1].get_legend().set_title('$a$-opic irradiance')\n", + "axs[1, 1].set_xticklabels(labs)\n", + "\n", + "# load plrs\n", + "data = pd.read_csv('../examples/PFR/data/pyplr_range_intensities/STLAB_match_PLRs.csv')\n", + "sns.lineplot(data=data, x='onset', y='pupil_pc',hue='uW', ax=axs[2, 1])\n", + "axs[2, 1].axvspan(0, 1, color='k', alpha=.1)\n", + "axs[2, 1].axhline(0, 0, 1, color='k', ls='--')\n", + "axs[2, 1].set_xlabel('Time (s)')\n", + "axs[2, 1].set_ylabel('Pupil diameter \\n(%-change from baseline)');\n", + "axs[2, 1].legend(labels=labels, title='')\n", + "axs[2, 1].set_ylim((-60,10))\n", + "plt.tight_layout()\n", + "fig.savefig('PLR-3000_PyPlr_intensity_range_PLRs.svg')" + ] + }, + { + "cell_type": "code", + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1" + "{'S': (0.12156862745098039, 0.4666666666666667, 0.7058823529411765),\n", + " 'M': (0.17254901960784313, 0.6274509803921569, 0.17254901960784313),\n", + " 'L': (0.8392156862745098, 0.15294117647058825, 0.1568627450980392),\n", + " 'Rods': (0.4980392156862745, 0.4980392156862745, 0.4980392156862745),\n", + " 'Mel': (0.09019607843137255, 0.7450980392156863, 0.8117647058823529)}" ] }, - "execution_count": 17, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "uW" + "ao_palette" ] }, { diff --git a/notebooks/PLR-3000-analysis.ipynb b/notebooks/PLR-3000-analysis.ipynb index f4daeb1..6776935 100644 --- a/notebooks/PLR-3000-analysis.ipynb +++ b/notebooks/PLR-3000-analysis.ipynb @@ -20,20 +20,12 @@ "import pandas as pd\n", "import seaborn as sns\n", "sns.set_context('paper', font_scale=1.5)\n", - "\n", + "sns.set_style('whitegrid')\n", "#plr3000 = pd.read_csv(\n", "# r'C:/Users/engs2242/Desktop/PLR-3000/R_20210312_132224.csv')\n", "\n", "plr3000 = pd.read_csv(\n", - " r'/Users/jtm/Projects/PyPlr/examples/PFR/data/neuroptics/R_20210414_162809.csv')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Seperate raw data from summary information\n", - "------------------------------------------" + " r'/Users/jtm/Projects/PyPlr/examples/PFR/data/neuroptics/R_20210728_111624.csv')" ] }, { @@ -62,65 +54,149 @@ " \n", " \n", " \n", - " rec\n", - " onset\n", - " pupil\n", - " valid\n", - " Subject\n", - " diameter_pc\n", - " Device\n", + " Record ID\n", + " Device ID\n", + " Patient ID\n", + " Time\n", + " MeasurementType\n", + " Pupil Measured\n", + " ABN\n", + " Static Measurement Duration\n", + " Static Led in uW\n", + " Static Mean\n", + " ...\n", + " Unnamed: 824\n", + " Unnamed: 825\n", + " Unnamed: 826\n", + " Unnamed: 827\n", + " Unnamed: 828\n", + " Unnamed: 829\n", + " Unnamed: 830\n", + " Unnamed: 831\n", + " Unnamed: 832\n", + " Unnamed: 833\n", " \n", " \n", " \n", " \n", " 0\n", - " 179\n", - " -1.000\n", - " 5.659\n", - " 1.0\n", - " sub002\n", - " -2.431034\n", - " PLR-3000\n", + " 238\n", + " 3PK200021\n", + " 3\n", + " 27/07/2021 09:38\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " 1\n", - " 179\n", - " -0.967\n", - " 5.677\n", - " 1.0\n", - " sub002\n", - " -2.12069\n", - " PLR-3000\n", + " 237\n", + " 3PK200021\n", + " 3\n", + " 27/07/2021 09:38\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " 2\n", - " 179\n", - " -0.933\n", - " 5.674\n", - " 1.0\n", - " sub002\n", - " -2.172414\n", - " PLR-3000\n", + " 236\n", + " 3PK200021\n", + " 3\n", + " 27/07/2021 09:37\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " 3\n", - " 179\n", - " -0.900\n", - " 5.654\n", - " 1.0\n", - " sub002\n", - " -2.517241\n", - " PLR-3000\n", + " 235\n", + " 3PK200021\n", + " 3\n", + " 27/07/2021 09:36\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " 4\n", - " 179\n", - " -0.866\n", - " 5.719\n", - " 1.0\n", - " sub002\n", - " -1.396552\n", - " PLR-3000\n", + " 234\n", + " 3PK200021\n", + " 3\n", + " 27/07/2021 09:36\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", " ...\n", @@ -131,80 +207,413 @@ " ...\n", " ...\n", " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", + " ...\n", " \n", " \n", - " 10795\n", - " 120\n", - " 7.857\n", - " 4.500\n", - " 1.0\n", - " sub001\n", - " 0.0\n", - " PLR-3000\n", + " 80\n", + " 124\n", + " 3PK200021\n", + " 0\n", + " 29/03/2021 13:04\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", - " 10796\n", - " 120\n", - " 7.890\n", - " 4.456\n", - " 1.0\n", - " sub001\n", - " -0.977778\n", - " PLR-3000\n", + " 81\n", + " 123\n", + " 3PK200021\n", + " 0\n", + " 29/03/2021 13:02\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", - " 10797\n", - " 120\n", - " 7.924\n", - " 4.497\n", - " 1.0\n", - " sub001\n", - " -0.066667\n", - " PLR-3000\n", + " 82\n", + " 122\n", + " 3PK200021\n", + " 0\n", + " 29/03/2021 12:58\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", - " 10798\n", - " 120\n", - " 7.957\n", - " 4.482\n", - " 1.0\n", - " sub001\n", - " -0.4\n", - " PLR-3000\n", + " 83\n", + " 121\n", + " 3PK200021\n", + " 0\n", + " 29/03/2021 12:56\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", " \n", " \n", - " 10799\n", + " 84\n", " 120\n", - " 7.991\n", - " 4.497\n", + " 3PK200021\n", + " 0\n", + " 29/03/2021 12:55\n", + " 1\n", + " Right\n", + " 0\n", + " NaN\n", + " NaN\n", + " NaN\n", + " ...\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " 1\n", + " \n", + " \n", + "\n", + "

85 rows × 834 columns

\n", + "" + ], + "text/plain": [ + " Record ID Device ID Patient ID Time MeasurementType \\\n", + "0 238 3PK200021 3 27/07/2021 09:38 1 \n", + "1 237 3PK200021 3 27/07/2021 09:38 1 \n", + "2 236 3PK200021 3 27/07/2021 09:37 1 \n", + "3 235 3PK200021 3 27/07/2021 09:36 1 \n", + "4 234 3PK200021 3 27/07/2021 09:36 1 \n", + ".. ... ... ... ... ... \n", + "80 124 3PK200021 0 29/03/2021 13:04 1 \n", + "81 123 3PK200021 0 29/03/2021 13:02 1 \n", + "82 122 3PK200021 0 29/03/2021 12:58 1 \n", + "83 121 3PK200021 0 29/03/2021 12:56 1 \n", + "84 120 3PK200021 0 29/03/2021 12:55 1 \n", + "\n", + " Pupil Measured ABN Static Measurement Duration Static Led in uW \\\n", + "0 Right 0 NaN NaN \n", + "1 Right 0 NaN NaN \n", + "2 Right 0 NaN NaN \n", + "3 Right 0 NaN NaN \n", + "4 Right 0 NaN NaN \n", + ".. ... ... ... ... \n", + "80 Right 0 NaN NaN \n", + "81 Right 0 NaN NaN \n", + "82 Right 0 NaN NaN \n", + "83 Right 0 NaN NaN \n", + "84 Right 0 NaN NaN \n", + "\n", + " Static Mean ... Unnamed: 824 Unnamed: 825 Unnamed: 826 Unnamed: 827 \\\n", + "0 NaN ... 1 1 1 1 \n", + "1 NaN ... 1 1 1 1 \n", + "2 NaN ... 1 1 1 1 \n", + "3 NaN ... 1 1 1 1 \n", + "4 NaN ... 1 1 1 1 \n", + ".. ... ... ... ... ... ... \n", + "80 NaN ... 1 1 1 1 \n", + "81 NaN ... 1 1 1 1 \n", + "82 NaN ... 1 1 1 1 \n", + "83 NaN ... 1 1 1 1 \n", + "84 NaN ... 1 1 1 1 \n", + "\n", + " Unnamed: 828 Unnamed: 829 Unnamed: 830 Unnamed: 831 Unnamed: 832 \\\n", + "0 1 1 1 1 1 \n", + "1 1 1 1 1 1 \n", + "2 1 1 1 1 1 \n", + "3 1 1 1 1 1 \n", + "4 1 1 1 1 1 \n", + ".. ... ... ... ... ... \n", + "80 1 1 1 1 1 \n", + "81 1 1 1 1 1 \n", + "82 1 1 1 1 1 \n", + "83 1 1 1 1 1 \n", + "84 1 1 1 1 1 \n", + "\n", + " Unnamed: 833 \n", + "0 1 \n", + "1 1 \n", + "2 1 \n", + "3 1 \n", + "4 1 \n", + ".. ... \n", + "80 1 \n", + "81 1 \n", + "82 1 \n", + "83 1 \n", + "84 1 \n", + "\n", + "[85 rows x 834 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plr3000" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Seperate raw data from summary information\n", + "------------------------------------------" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "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", "
reconsetpupilvalidSubjectuWdiameter_pcDevice
0238-1.0007.3811.0sub003180-0.256757PLR-3000
1238-0.9677.3631.0sub003180-0.5PLR-3000
2238-0.9337.3661.0sub003180-0.459459PLR-3000
3238-0.9007.3151.0sub003180-1.148649PLR-3000
4238-0.8667.3631.0sub003180-0.5PLR-3000
...........................
229451207.8574.5001.0sub0011800.0PLR-3000
229461207.8904.4561.0sub001180-0.977778PLR-3000
229471207.9244.4971.0sub001180-0.066667PLR-3000
229481207.9574.4821.0sub001180-0.4PLR-3000
229491207.9914.4971.0sub001180-0.066667PLR-3000
\n", - "

10800 rows × 7 columns

\n", + "

22950 rows × 8 columns

\n", "
" ], "text/plain": [ - " rec onset pupil valid Subject diameter_pc Device\n", - "0 179 -1.000 5.659 1.0 sub002 -2.431034 PLR-3000\n", - "1 179 -0.967 5.677 1.0 sub002 -2.12069 PLR-3000\n", - "2 179 -0.933 5.674 1.0 sub002 -2.172414 PLR-3000\n", - "3 179 -0.900 5.654 1.0 sub002 -2.517241 PLR-3000\n", - "4 179 -0.866 5.719 1.0 sub002 -1.396552 PLR-3000\n", - "... ... ... ... ... ... ... ...\n", - "10795 120 7.857 4.500 1.0 sub001 0.0 PLR-3000\n", - "10796 120 7.890 4.456 1.0 sub001 -0.977778 PLR-3000\n", - "10797 120 7.924 4.497 1.0 sub001 -0.066667 PLR-3000\n", - "10798 120 7.957 4.482 1.0 sub001 -0.4 PLR-3000\n", - "10799 120 7.991 4.497 1.0 sub001 -0.066667 PLR-3000\n", + " rec onset pupil valid Subject uW diameter_pc Device\n", + "0 238 -1.000 7.381 1.0 sub003 180 -0.256757 PLR-3000\n", + "1 238 -0.967 7.363 1.0 sub003 180 -0.5 PLR-3000\n", + "2 238 -0.933 7.366 1.0 sub003 180 -0.459459 PLR-3000\n", + "3 238 -0.900 7.315 1.0 sub003 180 -1.148649 PLR-3000\n", + "4 238 -0.866 7.363 1.0 sub003 180 -0.5 PLR-3000\n", + "... ... ... ... ... ... ... ... ...\n", + "22945 120 7.857 4.500 1.0 sub001 180 0.0 PLR-3000\n", + "22946 120 7.890 4.456 1.0 sub001 180 -0.977778 PLR-3000\n", + "22947 120 7.924 4.497 1.0 sub001 180 -0.066667 PLR-3000\n", + "22948 120 7.957 4.482 1.0 sub001 180 -0.4 PLR-3000\n", + "22949 120 7.991 4.497 1.0 sub001 180 -0.066667 PLR-3000\n", "\n", - "[10800 rows x 7 columns]" + "[22950 rows x 8 columns]" ] }, - "execution_count": 2, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -224,6 +633,7 @@ " 'valid': valid}, dtype=float)\n", " df['Record ID'] = information['Record ID']\n", " df['Patient ID'] = information['Patient ID']\n", + " df['uW'] = information['PLR Pulse Led in uW']\n", " raw_data.append(df)\n", " info.append(information.to_frame().T)\n", "\n", @@ -232,17 +642,20 @@ "# set invalid samples to nan\n", "raw_data.loc[raw_data.valid==0, 'diameter'] = np.nan\n", "raw_data['diameter_pc'] = ((raw_data['diameter']/info['PLR Diameter Init'])-1) *100\n", - "neuroptics = raw_data.reset_index().rename(columns={'Record ID':'rec','Patient ID':'Subject','diameter':'pupil'})\n", + "neuroptics = raw_data.reset_index().rename(\n", + " columns={'Record ID':'rec',\n", + " 'Patient ID':'Subject',\n", + " 'diameter':'pupil'})\n", "neuroptics.onset = neuroptics.onset-1\n", - "neuroptics['Device'] = 'PLR-3000'\n", "neuroptics.loc[neuroptics.Subject==0, 'Subject'] += 1\n", "neuroptics['Subject'] = 'sub00' + neuroptics['Subject'].astype('str')\n", + "neuroptics['Device'] = 'PLR-3000'\n", "neuroptics" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -277,7 +690,7 @@ " \n", " \n", " \n", - " 59400\n", + " 60480\n", " 1541.458415\n", " 45.774245\n", " 0.983601\n", @@ -287,7 +700,7 @@ " rec000\n", " \n", " \n", - " 59401\n", + " 60481\n", " 1541.466367\n", " 43.318788\n", " 0.057888\n", @@ -297,7 +710,7 @@ " rec000\n", " \n", " \n", - " 59402\n", + " 60482\n", " 1541.474436\n", " 39.485776\n", " 0.711115\n", @@ -307,7 +720,7 @@ " rec000\n", " \n", " \n", - " 59403\n", + " 60483\n", " 1541.482452\n", " 42.277045\n", " 0.739466\n", @@ -317,7 +730,7 @@ " rec000\n", " \n", " \n", - " 59404\n", + " 60484\n", " 1541.490535\n", " 44.399923\n", " 0.927758\n", @@ -337,91 +750,91 @@ " ...\n", " \n", " \n", - " 9715\n", - " -619413.772202\n", - " 41.934352\n", + " 8635\n", + " -243029.601710\n", + " 47.412539\n", " 1.000000\n", - " 4.620638\n", + " 4.660408\n", " 7.958333\n", - " sub002\n", - " rec021\n", + " sub003\n", + " rec020\n", " \n", " \n", - " 9716\n", - " -619413.763777\n", - " 41.980227\n", + " 8636\n", + " -243029.593881\n", + " 47.537248\n", " 1.000000\n", - " 4.623078\n", + " 4.665197\n", " 7.966667\n", - " sub002\n", - " rec021\n", + " sub003\n", + " rec020\n", " \n", " \n", - " 9717\n", - " -619413.756214\n", - " 41.943199\n", + " 8637\n", + " -243029.585697\n", + " 47.514435\n", " 1.000000\n", - " 4.625743\n", + " 4.670406\n", " 7.975000\n", - " sub002\n", - " rec021\n", + " sub003\n", + " rec020\n", " \n", " \n", - " 9718\n", - " -619413.748166\n", - " 41.929429\n", + " 8638\n", + " -243029.577903\n", + " 47.500145\n", " 1.000000\n", - " 4.628636\n", + " 4.676048\n", " 7.983333\n", - " sub002\n", - " rec021\n", + " sub003\n", + " rec020\n", " \n", " \n", - " 9719\n", - " -619413.740225\n", - " 42.036705\n", + " 8639\n", + " -243029.569744\n", + " 47.369887\n", " 1.000000\n", - " 4.631750\n", + " 4.682120\n", " 7.991667\n", - " sub002\n", - " rec021\n", + " sub003\n", + " rec020\n", " \n", " \n", "\n", - "

70200 rows × 7 columns

\n", + "

71280 rows × 7 columns

\n", "" ], "text/plain": [ " timestamp diameter confidence diameter_3d onset Subject \\\n", - "59400 1541.458415 45.774245 0.983601 5.515972 -1.000000 sub001 \n", - "59401 1541.466367 43.318788 0.057888 5.533923 -0.991667 sub001 \n", - "59402 1541.474436 39.485776 0.711115 5.549734 -0.983333 sub001 \n", - "59403 1541.482452 42.277045 0.739466 5.564221 -0.975000 sub001 \n", - "59404 1541.490535 44.399923 0.927758 5.577575 -0.966667 sub001 \n", + "60480 1541.458415 45.774245 0.983601 5.515972 -1.000000 sub001 \n", + "60481 1541.466367 43.318788 0.057888 5.533923 -0.991667 sub001 \n", + "60482 1541.474436 39.485776 0.711115 5.549734 -0.983333 sub001 \n", + "60483 1541.482452 42.277045 0.739466 5.564221 -0.975000 sub001 \n", + "60484 1541.490535 44.399923 0.927758 5.577575 -0.966667 sub001 \n", "... ... ... ... ... ... ... \n", - "9715 -619413.772202 41.934352 1.000000 4.620638 7.958333 sub002 \n", - "9716 -619413.763777 41.980227 1.000000 4.623078 7.966667 sub002 \n", - "9717 -619413.756214 41.943199 1.000000 4.625743 7.975000 sub002 \n", - "9718 -619413.748166 41.929429 1.000000 4.628636 7.983333 sub002 \n", - "9719 -619413.740225 42.036705 1.000000 4.631750 7.991667 sub002 \n", + "8635 -243029.601710 47.412539 1.000000 4.660408 7.958333 sub003 \n", + "8636 -243029.593881 47.537248 1.000000 4.665197 7.966667 sub003 \n", + "8637 -243029.585697 47.514435 1.000000 4.670406 7.975000 sub003 \n", + "8638 -243029.577903 47.500145 1.000000 4.676048 7.983333 sub003 \n", + "8639 -243029.569744 47.369887 1.000000 4.682120 7.991667 sub003 \n", "\n", " rec \n", - "59400 rec000 \n", - "59401 rec000 \n", - "59402 rec000 \n", - "59403 rec000 \n", - "59404 rec000 \n", + "60480 rec000 \n", + "60481 rec000 \n", + "60482 rec000 \n", + "60483 rec000 \n", + "60484 rec000 \n", "... ... \n", - "9715 rec021 \n", - "9716 rec021 \n", - "9717 rec021 \n", - "9718 rec021 \n", - "9719 rec021 \n", + "8635 rec020 \n", + "8636 rec020 \n", + "8637 rec020 \n", + "8638 rec020 \n", + "8639 rec020 \n", "\n", - "[70200 rows x 7 columns]" + "[71280 rows x 7 columns]" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -453,7 +866,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -471,7 +884,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -500,6 +913,7 @@ " pupil\n", " valid\n", " Subject\n", + " uW\n", " diameter_pc\n", " Device\n", " \n", @@ -507,52 +921,57 @@ " \n", " \n", " 0\n", - " 179\n", + " 238\n", " -1.000000\n", - " 5.659000\n", + " 7.381000\n", " 1.0\n", - " 2\n", - " -2.431034\n", + " 3\n", + " 180.0\n", + " -0.256757\n", " PLR-3000\n", " \n", " \n", " 1\n", - " 179\n", + " 238\n", " -0.967000\n", - " 5.677000\n", + " 7.363000\n", " 1.0\n", - " 2\n", - " -2.120690\n", + " 3\n", + " 180.0\n", + " -0.500000\n", " PLR-3000\n", " \n", " \n", " 2\n", - " 179\n", + " 238\n", " -0.933000\n", - " 5.674000\n", + " 7.366000\n", " 1.0\n", - " 2\n", - " -2.172414\n", + " 3\n", + " 180.0\n", + " -0.459459\n", " PLR-3000\n", " \n", " \n", " 3\n", - " 179\n", + " 238\n", " -0.900000\n", - " 5.654000\n", + " 7.315000\n", " 1.0\n", - " 2\n", - " -2.517241\n", + " 3\n", + " 180.0\n", + " -1.148649\n", " PLR-3000\n", " \n", " \n", " 4\n", - " 179\n", + " 238\n", " -0.866000\n", - " 5.719000\n", + " 7.363000\n", " 1.0\n", - " 2\n", - " -1.396552\n", + " 3\n", + " 180.0\n", + " -0.500000\n", " PLR-3000\n", " \n", " \n", @@ -564,94 +983,156 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 69115\n", + " 71275\n", " rec020\n", " 7.958333\n", - " 4.634288\n", + " 4.660408\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69116\n", + " 71276\n", " rec020\n", " 7.966667\n", - " 4.637116\n", + " 4.665197\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69117\n", + " 71277\n", " rec020\n", " 7.975000\n", - " 4.639803\n", + " 4.670406\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69118\n", + " 71278\n", " rec020\n", " 7.983333\n", - " 4.642363\n", + " 4.676048\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69119\n", + " 71279\n", " rec020\n", " 7.991667\n", - " 4.644819\n", + " 4.682120\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", "\n", - "

56160 rows × 7 columns

\n", + "

84240 rows × 8 columns

\n", "" ], "text/plain": [ - " rec onset pupil valid Subject diameter_pc Device\n", - "0 179 -1.000000 5.659000 1.0 2 -2.431034 PLR-3000\n", - "1 179 -0.967000 5.677000 1.0 2 -2.120690 PLR-3000\n", - "2 179 -0.933000 5.674000 1.0 2 -2.172414 PLR-3000\n", - "3 179 -0.900000 5.654000 1.0 2 -2.517241 PLR-3000\n", - "4 179 -0.866000 5.719000 1.0 2 -1.396552 PLR-3000\n", - "... ... ... ... ... ... ... ...\n", - "69115 rec020 7.958333 4.634288 NaN 2 NaN Pupil Core\n", - "69116 rec020 7.966667 4.637116 NaN 2 NaN Pupil Core\n", - "69117 rec020 7.975000 4.639803 NaN 2 NaN Pupil Core\n", - "69118 rec020 7.983333 4.642363 NaN 2 NaN Pupil Core\n", - "69119 rec020 7.991667 4.644819 NaN 2 NaN Pupil Core\n", + " rec onset pupil valid Subject uW diameter_pc \\\n", + "0 238 -1.000000 7.381000 1.0 3 180.0 -0.256757 \n", + "1 238 -0.967000 7.363000 1.0 3 180.0 -0.500000 \n", + "2 238 -0.933000 7.366000 1.0 3 180.0 -0.459459 \n", + "3 238 -0.900000 7.315000 1.0 3 180.0 -1.148649 \n", + "4 238 -0.866000 7.363000 1.0 3 180.0 -0.500000 \n", + "... ... ... ... ... ... ... ... \n", + "71275 rec020 7.958333 4.660408 NaN 3 NaN NaN \n", + "71276 rec020 7.966667 4.665197 NaN 3 NaN NaN \n", + "71277 rec020 7.975000 4.670406 NaN 3 NaN NaN \n", + "71278 rec020 7.983333 4.676048 NaN 3 NaN NaN \n", + "71279 rec020 7.991667 4.682120 NaN 3 NaN NaN \n", + "\n", + " Device \n", + "0 PLR-3000 \n", + "1 PLR-3000 \n", + "2 PLR-3000 \n", + "3 PLR-3000 \n", + "4 PLR-3000 \n", + "... ... \n", + "71275 Pupil Core \n", + "71276 Pupil Core \n", + "71277 Pupil Core \n", + "71278 Pupil Core \n", + "71279 Pupil Core \n", "\n", - "[56160 rows x 7 columns]" + "[84240 rows x 8 columns]" ] }, - "execution_count": 5, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "data = neuroptics.append(trials[['rec', 'onset', 'pupil', 'Subject', 'Device']])\n", + "\n", + "data = neuroptics.loc[neuroptics.uW==180].append(trials[['rec', 'onset', 'pupil', 'Subject', 'Device']])\n", "#data = data[data.Method!='Pupil Labs (px)']\n", - "data = data.replace({'sub001':'1','sub002':'2'})\n", + "data = data.replace({'sub001':'1','sub002':'2', 'sub003': '3'})\n", "data" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "data = data.sort_values('Subject')" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "order = ['PLR-3000', 'Pupil Core']\n", + "g = sns.FacetGrid(data=data, row='Subject', col='Device', sharey=False, row_order=['1','2', '3'], margin_titles=False, height=4, col_order=order)\n", + "g.map_dataframe(sns.lineplot, x='onset', y='pupil', estimator=None, units='rec', lw=.1)\n", + "g.map_dataframe(sns.lineplot, x='onset', y='pupil', ci=None, lw=1, color='salmon')\n", + "\n", + "axs = [ax for sublist in g.axes for ax in sublist]\n", + "for i, ax in enumerate(axs):\n", + " ax.axvspan(0,1,color='k', alpha=.1)\n", + " ax.set_xlabel('Time (s)')\n", + " ax.set_ylim((1,8))\n", + " if i%2 == 0:\n", + " ax.set_ylabel('Pupil size (mm)')\n", + "\n", + "g.savefig('../PLR-3000-Pupil-Core-PLRs.tiff', dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -680,60 +1161,66 @@ " pupil\n", " valid\n", " Subject\n", + " uW\n", " diameter_pc\n", " Device\n", " \n", " \n", " \n", " \n", - " 0\n", - " 179\n", - " -1.000000\n", - " 5.659000\n", - " 1.0\n", - " 2\n", - " -2.431034\n", - " PLR-3000\n", + " 18899\n", + " rec017\n", + " 3.491667\n", + " 3.891640\n", + " NaN\n", + " 1\n", + " NaN\n", + " NaN\n", + " Pupil Core\n", " \n", " \n", - " 1\n", - " 179\n", - " -0.967000\n", - " 5.677000\n", - " 1.0\n", - " 2\n", - " -2.120690\n", - " PLR-3000\n", + " 9717\n", + " rec008\n", + " 7.975000\n", + " 4.269477\n", + " NaN\n", + " 1\n", + " NaN\n", + " NaN\n", + " Pupil Core\n", " \n", " \n", - " 2\n", - " 179\n", - " -0.933000\n", - " 5.674000\n", - " 1.0\n", - " 2\n", - " -2.172414\n", - " PLR-3000\n", + " 9718\n", + " rec008\n", + " 7.983333\n", + " 4.268333\n", + " NaN\n", + " 1\n", + " NaN\n", + " NaN\n", + " Pupil Core\n", " \n", " \n", - " 3\n", - " 179\n", - " -0.900000\n", - " 5.654000\n", - " 1.0\n", - " 2\n", - " -2.517241\n", - " PLR-3000\n", + " 9719\n", + " rec008\n", + " 7.991667\n", + " 4.267190\n", + " NaN\n", + " 1\n", + " NaN\n", + " NaN\n", + " Pupil Core\n", " \n", " \n", - " 4\n", - " 179\n", - " -0.866000\n", - " 5.719000\n", - " 1.0\n", - " 2\n", - " -1.396552\n", - " PLR-3000\n", + " 9720\n", + " rec009\n", + " -1.000000\n", + " 5.389712\n", + " NaN\n", + " 1\n", + " NaN\n", + " NaN\n", + " Pupil Core\n", " \n", " \n", " ...\n", @@ -744,80 +1231,86 @@ " ...\n", " ...\n", " ...\n", + " ...\n", " \n", " \n", - " 69115\n", - " rec020\n", - " 7.958333\n", - " 4.634288\n", + " 52553\n", + " rec003\n", + " 4.941667\n", + " 5.648846\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69116\n", - " rec020\n", - " 7.966667\n", - " 4.637116\n", + " 52552\n", + " rec003\n", + " 4.933333\n", + " 5.647115\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69117\n", - " rec020\n", - " 7.975000\n", - " 4.639803\n", + " 52551\n", + " rec003\n", + " 4.925000\n", + " 5.645350\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69118\n", - " rec020\n", - " 7.983333\n", - " 4.642363\n", + " 52562\n", + " rec003\n", + " 5.016667\n", + " 5.665735\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", - " 69119\n", + " 71279\n", " rec020\n", " 7.991667\n", - " 4.644819\n", + " 4.682120\n", + " NaN\n", + " 3\n", " NaN\n", - " 2\n", " NaN\n", " Pupil Core\n", " \n", " \n", "\n", - "

56160 rows × 7 columns

\n", + "

84240 rows × 8 columns

\n", "" ], "text/plain": [ - " rec onset pupil valid Subject diameter_pc Device\n", - "0 179 -1.000000 5.659000 1.0 2 -2.431034 PLR-3000\n", - "1 179 -0.967000 5.677000 1.0 2 -2.120690 PLR-3000\n", - "2 179 -0.933000 5.674000 1.0 2 -2.172414 PLR-3000\n", - "3 179 -0.900000 5.654000 1.0 2 -2.517241 PLR-3000\n", - "4 179 -0.866000 5.719000 1.0 2 -1.396552 PLR-3000\n", - "... ... ... ... ... ... ... ...\n", - "69115 rec020 7.958333 4.634288 NaN 2 NaN Pupil Core\n", - "69116 rec020 7.966667 4.637116 NaN 2 NaN Pupil Core\n", - "69117 rec020 7.975000 4.639803 NaN 2 NaN Pupil Core\n", - "69118 rec020 7.983333 4.642363 NaN 2 NaN Pupil Core\n", - "69119 rec020 7.991667 4.644819 NaN 2 NaN Pupil Core\n", + " rec onset pupil valid Subject uW diameter_pc Device\n", + "18899 rec017 3.491667 3.891640 NaN 1 NaN NaN Pupil Core\n", + "9717 rec008 7.975000 4.269477 NaN 1 NaN NaN Pupil Core\n", + "9718 rec008 7.983333 4.268333 NaN 1 NaN NaN Pupil Core\n", + "9719 rec008 7.991667 4.267190 NaN 1 NaN NaN Pupil Core\n", + "9720 rec009 -1.000000 5.389712 NaN 1 NaN NaN Pupil Core\n", + "... ... ... ... ... ... .. ... ...\n", + "52553 rec003 4.941667 5.648846 NaN 3 NaN NaN Pupil Core\n", + "52552 rec003 4.933333 5.647115 NaN 3 NaN NaN Pupil Core\n", + "52551 rec003 4.925000 5.645350 NaN 3 NaN NaN Pupil Core\n", + "52562 rec003 5.016667 5.665735 NaN 3 NaN NaN Pupil Core\n", + "71279 rec020 7.991667 4.682120 NaN 3 NaN NaN Pupil Core\n", "\n", - "[56160 rows x 7 columns]" + "[84240 rows x 8 columns]" ] }, - "execution_count": 6, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -828,51 +1321,7 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [], - "source": [ - "data = data.sort_values('Subject')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "order = ['PLR-3000', 'Pupil Core']\n", - "g = sns.FacetGrid(data=data, row='Subject', col='Device', sharey=False, row_order=['1','2'], margin_titles=False, height=4, col_order=order)\n", - "g.map_dataframe(sns.lineplot, x='onset', y='pupil', estimator=None, units='rec', lw=.1)\n", - "g.map_dataframe(sns.lineplot, x='onset', y='pupil', ci=None, lw=1, color='salmon')\n", - "\n", - "axs = [ax for sublist in g.axes for ax in sublist]\n", - "for i, ax in enumerate(axs):\n", - " ax.axvspan(0,1,color='k', alpha=.1)\n", - " ax.set_xlabel('Time (s)')\n", - " ax.set_ylim((1,7))\n", - " if i%2 == 0:\n", - " ax.set_ylabel('Pupil size (mm)')\n", - "\n", - "g.savefig('../img/PLR-3000-Pupil-Core-PLRs.tiff', dpi=300)" - ] - }, - { - "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -918,23 +1367,33 @@ " \n", " \n", " 0\n", - " 5.44\n", - " 2.785\n", - " 0.2165\n", - " -3.5425\n", - " -6.121\n", - " 1.0380\n", - " 3.809444\n", + " 5.620\n", + " 3.050\n", + " 0.22425\n", + " -3.8615\n", + " -6.23275\n", + " 1.090256\n", + " 3.28973\n", " \n", " \n", " 2\n", - " 6.02\n", + " 6.020\n", " 2.935\n", - " 0.2285\n", + " 0.22850\n", " -3.4690\n", - " -5.769\n", - " 1.1395\n", - " 3.556500\n", + " -5.76900\n", + " 1.139500\n", + " 3.55650\n", + " \n", + " \n", + " 3\n", + " 7.448\n", + " 4.104\n", + " 0.21960\n", + " -3.5024\n", + " -5.40000\n", + " 1.290000\n", + " 3.76880\n", " \n", " \n", "\n", @@ -943,21 +1402,24 @@ "text/plain": [ " PLR Diameter Init PLR Diameter End PLR Latency \\\n", "Patient ID \n", - "0 5.44 2.785 0.2165 \n", - "2 6.02 2.935 0.2285 \n", + "0 5.620 3.050 0.22425 \n", + "2 6.020 2.935 0.22850 \n", + "3 7.448 4.104 0.21960 \n", "\n", " PLR Constriction Velocity PLR Max Constriction Velocity \\\n", "Patient ID \n", - "0 -3.5425 -6.121 \n", - "2 -3.4690 -5.769 \n", + "0 -3.8615 -6.23275 \n", + "2 -3.4690 -5.76900 \n", + "3 -3.5024 -5.40000 \n", "\n", - " PLR Dilation Velocity PLR T75 \n", - "Patient ID \n", - "0 1.0380 3.809444 \n", - "2 1.1395 3.556500 " + " PLR Dilation Velocity PLR T75 \n", + "Patient ID \n", + "0 1.090256 3.28973 \n", + "2 1.139500 3.55650 \n", + "3 1.290000 3.76880 " ] }, - "execution_count": 9, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -972,7 +1434,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1018,13 +1480,13 @@ " \n", " \n", " 0\n", - " 0.357477\n", - " 0.178517\n", - " 0.015313\n", - " 0.305405\n", - " 0.478230\n", - " 0.199832\n", - " 1.217154\n", + " 0.353154\n", + " 0.347150\n", + " 0.014656\n", + " 0.519914\n", + " 0.466663\n", + " 0.164868\n", + " 1.062671\n", " \n", " \n", " 2\n", @@ -1036,6 +1498,16 @@ " 0.170309\n", " 0.548800\n", " \n", + " \n", + " 3\n", + " 0.153080\n", + " 0.428641\n", + " 0.018138\n", + " 0.253283\n", + " 0.402978\n", + " 0.207646\n", + " 0.835012\n", + " \n", " \n", "\n", "" @@ -1043,21 +1515,24 @@ "text/plain": [ " PLR Diameter Init PLR Diameter End PLR Latency \\\n", "Patient ID \n", - "0 0.357477 0.178517 0.015313 \n", + "0 0.353154 0.347150 0.014656 \n", "2 0.206729 0.184320 0.006708 \n", + "3 0.153080 0.428641 0.018138 \n", "\n", " PLR Constriction Velocity PLR Max Constriction Velocity \\\n", "Patient ID \n", - "0 0.305405 0.478230 \n", + "0 0.519914 0.466663 \n", "2 0.222590 0.393231 \n", + "3 0.253283 0.402978 \n", "\n", " PLR Dilation Velocity PLR T75 \n", "Patient ID \n", - "0 0.199832 1.217154 \n", - "2 0.170309 0.548800 " + "0 0.164868 1.062671 \n", + "2 0.170309 0.548800 \n", + "3 0.207646 0.835012 " ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -1068,7 +1543,53 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Record ID\n", + "238 5.38\n", + "237 4.08\n", + "236 4.48\n", + "235 3.48\n", + "234 3.84\n", + "233 4.75\n", + "232 3.94\n", + "231 3.91\n", + "230 4.68\n", + "229 3.71\n", + "228 3.84\n", + "227 4.28\n", + "226 4.08\n", + "225 3.54\n", + "224 4.48\n", + "223 3.81\n", + "222 4.51\n", + "221 3.58\n", + "220 4.11\n", + "219 3.84\n", + "186 2.74\n", + "185 2.07\n", + "184 2.17\n", + "182 2.31\n", + "181 2.61\n", + "Name: PLR T75, dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "info.loc[info['Patient ID']==3, 'PLR T75']" + ] + }, + { + "cell_type": "code", + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -1092,36 +1613,26 @@ " \n", " \n", " \n", - " Device ID\n", - " Patient ID\n", - " Time\n", - " MeasurementType\n", - " Pupil Measured\n", - " ABN\n", - " Static Measurement Duration\n", - " Static Led in uW\n", - " Static Mean\n", - " Static Std\n", - " ...\n", - " PLR Pulse Led in uW\n", - " PLR Bkg Led in uW\n", - " PLR Diameter Init\n", - " PLR Diameter End\n", - " PLR Latency\n", - " PLR Constriction Velocity\n", - " PLR Max Constriction Velocity\n", - " PLR Dilation Velocity\n", - " PLR T75\n", - " Data Length\n", + " \n", + " Baseline\n", + " Latency_a\n", + " Latency_b\n", + " T2MaxVel\n", + " T2MaxCon\n", + " T2Rec75pc\n", + " PeakCon\n", + " ConAmplitude\n", + " VelConMax\n", + " VelConAve\n", + " AccConMax\n", + " ConTime\n", + " VelRedAve\n", + " VelRedMax\n", + " AccRedMax\n", " \n", " \n", - " Record ID\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " Subject\n", + " Rec\n", " \n", " \n", " \n", @@ -1141,2065 +1652,209 @@ " \n", " \n", " \n", - " 179\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 15:03\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", + " sub001\n", + " rec000\n", + " 5.573743\n", + " 0.341667\n", + " 0.291667\n", + " 0.500000\n", + " 1.541667\n", " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.8\n", - " 2.8\n", - " 0.23\n", - " -3.46\n", - " -6.09\n", - " 1.38\n", - " 3.71\n", - " 270\n", + " 3.099868\n", + " 2.473876\n", + " 4.060254\n", + " 2.004233\n", + " 61.760663\n", + " 1.200000\n", + " 0.334600\n", + " 1.525863\n", + " 10.228737\n", " \n", " \n", - " 177\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 15:02\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", + " rec001\n", + " 5.552783\n", + " 0.300000\n", + " 0.333333\n", + " 0.425000\n", + " 1.558333\n", " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.0\n", - " 2.9\n", - " 0.23\n", - " -3.61\n", - " -6.07\n", - " 1.01\n", - " 4.04\n", - " 270\n", + " 3.137805\n", + " 2.414978\n", + " 4.263885\n", + " 1.927802\n", + " 33.331619\n", + " 1.258333\n", + " 0.461672\n", + " 1.358180\n", + " 8.016828\n", " \n", " \n", - " 175\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 15:01\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", + " rec002\n", + " 5.587755\n", + " 0.416667\n", + " 0.075000\n", + " 0.458333\n", + " 1.566667\n", " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.8\n", - " 2.8\n", - " 0.23\n", - " -3.73\n", - " -6.03\n", - " 1.25\n", - " 3.34\n", - " 270\n", + " 3.021226\n", + " 2.566529\n", + " 4.865049\n", + " 1.893880\n", + " 187.839407\n", + " 1.150000\n", + " 0.373516\n", + " 1.579248\n", + " 11.457333\n", " \n", " \n", - " 174\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 15:00\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.8\n", - " 2.7\n", - " 0.23\n", - " -3.90\n", - " -6.11\n", - " 1.32\n", - " 3.11\n", - " 270\n", - " \n", - " \n", - " 173\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 15:00\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.9\n", - " 2.8\n", - " 0.23\n", - " -3.87\n", - " -6.36\n", - " 0.88\n", - " 3.88\n", - " 270\n", - " \n", - " \n", - " 172\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:51\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.2\n", - " 3.1\n", - " 0.23\n", - " -3.41\n", - " -5.51\n", - " 1.17\n", - " 3.01\n", - " 270\n", - " \n", - " \n", - " 171\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:51\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.0\n", - " 2.9\n", - " 0.23\n", - " -3.41\n", - " -5.96\n", - " 1.06\n", - " 3.41\n", - " 270\n", - " \n", - " \n", - " 170\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:50\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.9\n", - " 2.8\n", - " 0.23\n", - " -3.66\n", - " -6.07\n", - " 1.33\n", - " 3.44\n", - " 270\n", - " \n", - " \n", - " 168\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:48\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.0\n", - " 2.8\n", - " 0.23\n", - " -3.59\n", - " -5.96\n", - " 0.79\n", - " 3.84\n", - " 270\n", - " \n", - " \n", - " 167\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:48\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.8\n", - " 2.7\n", - " 0.23\n", - " -3.65\n", - " -6.12\n", - " 1.14\n", - " 3.18\n", - " 270\n", - " \n", - " \n", - " 166\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:43\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.9\n", - " 2.8\n", - " 0.23\n", - " -3.40\n", - " -5.62\n", - " 1.27\n", - " 3.38\n", - " 270\n", - " \n", - " \n", - " 165\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:42\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.9\n", - " 3.0\n", - " 0.23\n", - " -3.42\n", - " -5.78\n", - " 1.03\n", - " 3.44\n", - " 270\n", - " \n", - " \n", - " 164\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:42\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.8\n", - " 2.8\n", - " 0.23\n", - " -3.40\n", - " -5.90\n", - " 1.32\n", - " 2.74\n", - " 270\n", - " \n", - " \n", - " 161\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:39\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.0\n", - " 3.0\n", - " 0.23\n", - " -3.44\n", - " -5.64\n", - " 1.20\n", - " 3.21\n", - " 270\n", - " \n", - " \n", - " 157\n", - " 3PK200021\n", - " 2\n", - " 14/04/2021 14:35\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.0\n", - " 3.0\n", - " 0.20\n", - " -3.32\n", - " -5.48\n", - " 1.00\n", - " 3.48\n", - " 270\n", - " \n", - " \n", - " 156\n", - " 3PK200021\n", - " 2\n", - " 01/04/2021 15:04\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.2\n", - " 3.0\n", - " 0.23\n", - " -3.39\n", - " -5.98\n", - " 1.13\n", - " 4.51\n", - " 270\n", - " \n", - " \n", - " 155\n", - " 3PK200021\n", - " 2\n", - " 01/04/2021 15:03\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.3\n", - " 3.0\n", - " 0.23\n", - " -3.25\n", - " -5.59\n", - " 0.87\n", - " 5.18\n", - " 270\n", - " \n", - " \n", - " 153\n", - " 3PK200021\n", - " 2\n", - " 01/04/2021 14:49\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.4\n", - " 3.2\n", - " 0.23\n", - " -3.28\n", - " -5.17\n", - " 1.34\n", - " 3.68\n", - " 270\n", - " \n", - " \n", - " 152\n", - " 3PK200021\n", - " 2\n", - " 01/04/2021 14:48\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.4\n", - " 3.2\n", - " 0.23\n", - " -3.17\n", - " -4.92\n", - " 1.17\n", - " 3.31\n", - " 270\n", - " \n", - " \n", - " 148\n", - " 3PK200021\n", - " 2\n", - " 01/04/2021 14:46\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.3\n", - " 3.4\n", - " 0.23\n", - " -3.02\n", - " -5.02\n", - " 1.13\n", - " 3.24\n", - " 270\n", - " \n", - " \n", - " 141\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:26\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.1\n", - " 2.7\n", - " 0.20\n", - " -3.95\n", - " -6.27\n", - " 1.11\n", - " 2.37\n", - " 270\n", - " \n", - " \n", - " 140\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:24\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.3\n", - " 2.7\n", - " 0.20\n", - " -3.50\n", - " -6.43\n", - " 1.00\n", - " 2.47\n", - " 270\n", - " \n", - " \n", - " 139\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:23\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.6\n", - " 2.8\n", - " 0.20\n", - " -4.12\n", - " -6.57\n", - " 0.95\n", - " NaN\n", - " 270\n", - " \n", - " \n", - " 138\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:22\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.5\n", - " 2.8\n", - " 0.23\n", - " -3.52\n", - " -6.23\n", - " 0.75\n", - " 4.34\n", - " 270\n", - " \n", - " \n", - " 137\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:21\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.9\n", - " 3.0\n", - " 0.20\n", - " -3.48\n", - " -6.07\n", - " 1.09\n", - " 5.05\n", - " 270\n", - " \n", - " \n", - " 136\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:18\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.3\n", - " 2.6\n", - " 0.23\n", - " -3.43\n", - " -6.45\n", - " 0.95\n", - " 5.92\n", - " 270\n", - " \n", - " \n", - " 135\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:17\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.4\n", - " 2.7\n", - " 0.20\n", - " -3.70\n", - " -6.27\n", - " 1.00\n", - " 4.11\n", - " 270\n", - " \n", - " \n", - " 132\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:13\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.1\n", - " 2.7\n", - " 0.20\n", - " -3.16\n", - " -5.40\n", - " 1.35\n", - " 2.94\n", - " 270\n", - " \n", - " \n", - " 131\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:12\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.2\n", - " 2.8\n", - " 0.23\n", - " -3.24\n", - " -5.83\n", - " 1.13\n", - " 2.47\n", - " 270\n", - " \n", - " \n", - " 130\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:11\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.4\n", - " 2.7\n", - " 0.23\n", - " -3.96\n", - " -6.75\n", - " 1.07\n", - " 3.78\n", - " 270\n", - " \n", - " \n", - " 129\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:10\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.1\n", - " 2.6\n", - " 0.23\n", - " -3.60\n", - " -6.48\n", - " 1.26\n", - " 3.31\n", - " 270\n", - " \n", - " \n", - " 128\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:08\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.7\n", - " 2.7\n", - " 0.20\n", - " -3.66\n", - " -6.61\n", - " 1.00\n", - " NaN\n", - " 270\n", - " \n", - " \n", - " 127\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:07\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.7\n", - " 2.8\n", - " 0.20\n", - " -3.74\n", - " -6.26\n", - " 0.82\n", - " 4.21\n", - " 270\n", - " \n", - " \n", - " 126\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:06\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.5\n", - " 2.8\n", - " 0.23\n", - " -3.93\n", - " -6.68\n", - " 1.11\n", - " 3.94\n", - " 270\n", - " \n", - " \n", - " 125\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:05\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.7\n", - " 2.9\n", - " 0.23\n", - " -3.38\n", - " -5.89\n", - " 0.95\n", - " 5.18\n", - " 270\n", - " \n", - " \n", - " 124\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:04\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.9\n", - " 3.1\n", - " 0.23\n", - " -3.43\n", - " -6.09\n", - " 1.15\n", - " 3.98\n", - " 270\n", - " \n", - " \n", - " 123\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 13:02\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 6.1\n", - " 3.2\n", - " 0.20\n", - " -3.34\n", - " -5.84\n", - " 0.50\n", - " 6.05\n", - " 270\n", - " \n", - " \n", - " 122\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 12:58\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.4\n", - " 2.8\n", - " 0.23\n", - " -2.83\n", - " -4.79\n", - " 1.08\n", - " 3.94\n", - " 270\n", - " \n", - " \n", - " 121\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 12:56\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 5.4\n", - " 2.9\n", - " 0.23\n", - " -3.41\n", - " -5.69\n", - " 1.10\n", - " 2.57\n", - " 270\n", - " \n", - " \n", - " 120\n", - " 3PK200021\n", - " 0\n", - " 29/03/2021 12:55\n", - " 1\n", - " Right\n", - " 0\n", - " NaN\n", - " NaN\n", - " NaN\n", - " NaN\n", - " ...\n", - " 180\n", - " 0\n", - " 4.5\n", - " 2.4\n", - " 0.23\n", - " -3.47\n", - " -5.82\n", - " 1.39\n", - " 1.94\n", - " 270\n", - " \n", - " \n", - "\n", - "

40 rows × 23 columns

\n", - "" - ], - "text/plain": [ - " Device ID Patient ID Time MeasurementType \\\n", - "Record ID \n", - "179 3PK200021 2 14/04/2021 15:03 1 \n", - "177 3PK200021 2 14/04/2021 15:02 1 \n", - "175 3PK200021 2 14/04/2021 15:01 1 \n", - "174 3PK200021 2 14/04/2021 15:00 1 \n", - "173 3PK200021 2 14/04/2021 15:00 1 \n", - "172 3PK200021 2 14/04/2021 14:51 1 \n", - "171 3PK200021 2 14/04/2021 14:51 1 \n", - "170 3PK200021 2 14/04/2021 14:50 1 \n", - "168 3PK200021 2 14/04/2021 14:48 1 \n", - "167 3PK200021 2 14/04/2021 14:48 1 \n", - "166 3PK200021 2 14/04/2021 14:43 1 \n", - "165 3PK200021 2 14/04/2021 14:42 1 \n", - "164 3PK200021 2 14/04/2021 14:42 1 \n", - "161 3PK200021 2 14/04/2021 14:39 1 \n", - "157 3PK200021 2 14/04/2021 14:35 1 \n", - "156 3PK200021 2 01/04/2021 15:04 1 \n", - "155 3PK200021 2 01/04/2021 15:03 1 \n", - "153 3PK200021 2 01/04/2021 14:49 1 \n", - "152 3PK200021 2 01/04/2021 14:48 1 \n", - "148 3PK200021 2 01/04/2021 14:46 1 \n", - "141 3PK200021 0 29/03/2021 13:26 1 \n", - "140 3PK200021 0 29/03/2021 13:24 1 \n", - "139 3PK200021 0 29/03/2021 13:23 1 \n", - "138 3PK200021 0 29/03/2021 13:22 1 \n", - "137 3PK200021 0 29/03/2021 13:21 1 \n", - "136 3PK200021 0 29/03/2021 13:18 1 \n", - "135 3PK200021 0 29/03/2021 13:17 1 \n", - "132 3PK200021 0 29/03/2021 13:13 1 \n", - "131 3PK200021 0 29/03/2021 13:12 1 \n", - "130 3PK200021 0 29/03/2021 13:11 1 \n", - "129 3PK200021 0 29/03/2021 13:10 1 \n", - "128 3PK200021 0 29/03/2021 13:08 1 \n", - "127 3PK200021 0 29/03/2021 13:07 1 \n", - "126 3PK200021 0 29/03/2021 13:06 1 \n", - "125 3PK200021 0 29/03/2021 13:05 1 \n", - "124 3PK200021 0 29/03/2021 13:04 1 \n", - "123 3PK200021 0 29/03/2021 13:02 1 \n", - "122 3PK200021 0 29/03/2021 12:58 1 \n", - "121 3PK200021 0 29/03/2021 12:56 1 \n", - "120 3PK200021 0 29/03/2021 12:55 1 \n", - "\n", - " Pupil Measured ABN Static Measurement Duration Static Led in uW \\\n", - "Record ID \n", - "179 Right 0 NaN NaN \n", - "177 Right 0 NaN NaN \n", - "175 Right 0 NaN NaN \n", - "174 Right 0 NaN NaN \n", - "173 Right 0 NaN NaN \n", - "172 Right 0 NaN NaN \n", - "171 Right 0 NaN NaN \n", - "170 Right 0 NaN NaN \n", - "168 Right 0 NaN NaN \n", - "167 Right 0 NaN NaN \n", - "166 Right 0 NaN NaN \n", - "165 Right 0 NaN NaN \n", - "164 Right 0 NaN NaN \n", - "161 Right 0 NaN NaN \n", - "157 Right 0 NaN NaN \n", - "156 Right 0 NaN NaN \n", - "155 Right 0 NaN NaN \n", - "153 Right 0 NaN NaN \n", - "152 Right 0 NaN NaN \n", - "148 Right 0 NaN NaN \n", - "141 Right 0 NaN NaN \n", - "140 Right 0 NaN NaN \n", - "139 Right 0 NaN NaN \n", - "138 Right 0 NaN NaN \n", - "137 Right 0 NaN NaN \n", - "136 Right 0 NaN NaN \n", - "135 Right 0 NaN NaN \n", - "132 Right 0 NaN NaN \n", - "131 Right 0 NaN NaN \n", - "130 Right 0 NaN NaN \n", - "129 Right 0 NaN NaN \n", - "128 Right 0 NaN NaN \n", - "127 Right 0 NaN NaN \n", - "126 Right 0 NaN NaN \n", - "125 Right 0 NaN NaN \n", - "124 Right 0 NaN NaN \n", - "123 Right 0 NaN NaN \n", - "122 Right 0 NaN NaN \n", - "121 Right 0 NaN NaN \n", - "120 Right 0 NaN NaN \n", - "\n", - " Static Mean Static Std ... PLR Pulse Led in uW PLR Bkg Led in uW \\\n", - "Record ID ... \n", - "179 NaN NaN ... 180 0 \n", - "177 NaN NaN ... 180 0 \n", - "175 NaN NaN ... 180 0 \n", - "174 NaN NaN ... 180 0 \n", - "173 NaN NaN ... 180 0 \n", - "172 NaN NaN ... 180 0 \n", - "171 NaN NaN ... 180 0 \n", - "170 NaN NaN ... 180 0 \n", - "168 NaN NaN ... 180 0 \n", - "167 NaN NaN ... 180 0 \n", - "166 NaN NaN ... 180 0 \n", - "165 NaN NaN ... 180 0 \n", - "164 NaN NaN ... 180 0 \n", - "161 NaN NaN ... 180 0 \n", - "157 NaN NaN ... 180 0 \n", - "156 NaN NaN ... 180 0 \n", - "155 NaN NaN ... 180 0 \n", - "153 NaN NaN ... 180 0 \n", - "152 NaN NaN ... 180 0 \n", - "148 NaN NaN ... 180 0 \n", - "141 NaN NaN ... 180 0 \n", - "140 NaN NaN ... 180 0 \n", - "139 NaN NaN ... 180 0 \n", - "138 NaN NaN ... 180 0 \n", - "137 NaN NaN ... 180 0 \n", - "136 NaN NaN ... 180 0 \n", - "135 NaN NaN ... 180 0 \n", - "132 NaN NaN ... 180 0 \n", - "131 NaN NaN ... 180 0 \n", - "130 NaN NaN ... 180 0 \n", - "129 NaN NaN ... 180 0 \n", - "128 NaN NaN ... 180 0 \n", - "127 NaN NaN ... 180 0 \n", - "126 NaN NaN ... 180 0 \n", - "125 NaN NaN ... 180 0 \n", - "124 NaN NaN ... 180 0 \n", - "123 NaN NaN ... 180 0 \n", - "122 NaN NaN ... 180 0 \n", - "121 NaN NaN ... 180 0 \n", - "120 NaN NaN ... 180 0 \n", - "\n", - " PLR Diameter Init PLR Diameter End PLR Latency \\\n", - "Record ID \n", - "179 5.8 2.8 0.23 \n", - "177 6.0 2.9 0.23 \n", - "175 5.8 2.8 0.23 \n", - "174 5.8 2.7 0.23 \n", - "173 5.9 2.8 0.23 \n", - "172 6.2 3.1 0.23 \n", - "171 6.0 2.9 0.23 \n", - "170 5.9 2.8 0.23 \n", - "168 6.0 2.8 0.23 \n", - "167 5.8 2.7 0.23 \n", - "166 5.9 2.8 0.23 \n", - "165 5.9 3.0 0.23 \n", - "164 5.8 2.8 0.23 \n", - "161 6.0 3.0 0.23 \n", - "157 6.0 3.0 0.20 \n", - "156 6.2 3.0 0.23 \n", - "155 6.3 3.0 0.23 \n", - "153 6.4 3.2 0.23 \n", - "152 6.4 3.2 0.23 \n", - "148 6.3 3.4 0.23 \n", - "141 5.1 2.7 0.20 \n", - "140 5.3 2.7 0.20 \n", - "139 5.6 2.8 0.20 \n", - "138 5.5 2.8 0.23 \n", - "137 5.9 3.0 0.20 \n", - "136 5.3 2.6 0.23 \n", - "135 5.4 2.7 0.20 \n", - "132 5.1 2.7 0.20 \n", - "131 5.2 2.8 0.23 \n", - "130 5.4 2.7 0.23 \n", - "129 5.1 2.6 0.23 \n", - "128 5.7 2.7 0.20 \n", - "127 5.7 2.8 0.20 \n", - "126 5.5 2.8 0.23 \n", - "125 5.7 2.9 0.23 \n", - "124 5.9 3.1 0.23 \n", - "123 6.1 3.2 0.20 \n", - "122 5.4 2.8 0.23 \n", - "121 5.4 2.9 0.23 \n", - "120 4.5 2.4 0.23 \n", - "\n", - " PLR Constriction Velocity PLR Max Constriction Velocity \\\n", - "Record ID \n", - "179 -3.46 -6.09 \n", - "177 -3.61 -6.07 \n", - "175 -3.73 -6.03 \n", - "174 -3.90 -6.11 \n", - "173 -3.87 -6.36 \n", - "172 -3.41 -5.51 \n", - "171 -3.41 -5.96 \n", - "170 -3.66 -6.07 \n", - "168 -3.59 -5.96 \n", - "167 -3.65 -6.12 \n", - "166 -3.40 -5.62 \n", - "165 -3.42 -5.78 \n", - "164 -3.40 -5.90 \n", - "161 -3.44 -5.64 \n", - "157 -3.32 -5.48 \n", - "156 -3.39 -5.98 \n", - "155 -3.25 -5.59 \n", - "153 -3.28 -5.17 \n", - "152 -3.17 -4.92 \n", - "148 -3.02 -5.02 \n", - "141 -3.95 -6.27 \n", - "140 -3.50 -6.43 \n", - "139 -4.12 -6.57 \n", - "138 -3.52 -6.23 \n", - "137 -3.48 -6.07 \n", - "136 -3.43 -6.45 \n", - "135 -3.70 -6.27 \n", - "132 -3.16 -5.40 \n", - "131 -3.24 -5.83 \n", - "130 -3.96 -6.75 \n", - "129 -3.60 -6.48 \n", - "128 -3.66 -6.61 \n", - "127 -3.74 -6.26 \n", - "126 -3.93 -6.68 \n", - "125 -3.38 -5.89 \n", - "124 -3.43 -6.09 \n", - "123 -3.34 -5.84 \n", - "122 -2.83 -4.79 \n", - "121 -3.41 -5.69 \n", - "120 -3.47 -5.82 \n", - "\n", - " PLR Dilation Velocity PLR T75 Data Length \n", - "Record ID \n", - "179 1.38 3.71 270 \n", - "177 1.01 4.04 270 \n", - "175 1.25 3.34 270 \n", - "174 1.32 3.11 270 \n", - "173 0.88 3.88 270 \n", - "172 1.17 3.01 270 \n", - "171 1.06 3.41 270 \n", - "170 1.33 3.44 270 \n", - "168 0.79 3.84 270 \n", - "167 1.14 3.18 270 \n", - "166 1.27 3.38 270 \n", - "165 1.03 3.44 270 \n", - "164 1.32 2.74 270 \n", - "161 1.20 3.21 270 \n", - "157 1.00 3.48 270 \n", - "156 1.13 4.51 270 \n", - "155 0.87 5.18 270 \n", - "153 1.34 3.68 270 \n", - "152 1.17 3.31 270 \n", - "148 1.13 3.24 270 \n", - "141 1.11 2.37 270 \n", - "140 1.00 2.47 270 \n", - "139 0.95 NaN 270 \n", - "138 0.75 4.34 270 \n", - "137 1.09 5.05 270 \n", - "136 0.95 5.92 270 \n", - "135 1.00 4.11 270 \n", - "132 1.35 2.94 270 \n", - "131 1.13 2.47 270 \n", - "130 1.07 3.78 270 \n", - "129 1.26 3.31 270 \n", - "128 1.00 NaN 270 \n", - "127 0.82 4.21 270 \n", - "126 1.11 3.94 270 \n", - "125 0.95 5.18 270 \n", - "124 1.15 3.98 270 \n", - "123 0.50 6.05 270 \n", - "122 1.08 3.94 270 \n", - "121 1.10 2.57 270 \n", - "120 1.39 1.94 270 \n", - "\n", - "[40 rows x 23 columns]" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "info" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "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", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", "
BaselineLatency_aLatency_bT2MaxVelT2MaxConT2Rec75pcPeakConConAmplitudeVelConMaxVelConAveAccConMaxConTimeVelRedAveVelRedMaxAccRedMax
SubjectRec
sub001rec0005.5737430.3416670.2916670.5000001.541667NaN3.0998682.4738764.0602542.00423361.7606631.2000000.3346001.52586310.228737
rec0015.5527830.3000000.3333330.4250001.558333NaN3.1378052.4149784.2638851.92780233.3316191.2583330.4616721.3581808.016828
rec0025.5877550.4166670.0750000.4583331.566667NaN3.0212262.5665294.8650491.893880187.8394071.1500000.3735161.57924811.457333
rec0035.6161020.3083330.3833330.4750001.550000NaN2.9965662.6195364.2924552.03684343.3502471.2416670.4064751.7482347.486726
rec0045.6231080.3000000.3166670.4583331.533333NaN3.0330232.5900854.4240242.09012630.1692771.2333330.3340271.5221488.695466
rec0055.4330180.3166670.3083330.4333331.5416675.6916672.9669512.4660674.6145861.94782644.4887721.2250000.3606001.61264410.237393
rec0065.3295920.3166670.3000000.4333331.5000005.2166672.8216982.5078944.5889392.01212137.6954681.1833330.3474171.5438097.900364
rec0075.4778470.0833330.2833330.5000001.550000NaN2.9240102.5538374.2836251.76075224.4998411.4666670.3691891.57002011.357610
rec0085.3795330.2750000.3000000.4166671.558333NaN2.6589972.7205365.0192322.07726938.8938211.2833330.3150921.67070110.281340
rec0095.4294570.1500000.3416670.4416671.525000NaN2.8047562.6247015.0045371.85443446.1706341.3750000.3226391.7000437.795191
rec0105.4861910.1750000.3333330.4416671.5333336.2000002.7913232.6948684.7998391.91480639.8877271.3583330.3440221.5005149.309429
rec0115.4277410.1500000.3333330.4416671.533333NaN2.7566152.6711274.4255221.88171835.8348731.3833330.3498681.4913139.752801
rec0125.3711800.1166670.3083330.4333331.533333NaN2.7084792.6627025.0092831.87770543.7521801.4166670.3117611.5359958.513539
rec0135.8752750.250000rec0035.6161020.3083330.4250001.5833330.3833330.4750001.550000NaN3.0564432.8188314.6238182.07962436.6694481.3333330.3545961.1164178.1400152.9965662.6195364.2924552.03684343.3502471.2416670.4064751.7482347.486726
rec0145.5378370.2916670.2750000.4416671.525000rec0045.6231080.3000000.3166670.4583331.533333NaN2.9862902.5515474.5840632.05582435.6123353.0330232.5900854.4240242.09012630.1692771.2333330.2911881.5641419.8673040.3340271.5221488.695466
rec0155.2834860.2666670.3083330.4166671.500000NaN2.6820492.6014375.1515472.10423841.4280421.2333330.3261301.2924497.493328...................................................
sub003rec0165.3316730.0833330.3083330.4250001.5166675.3424190.2750000.2750000.3833331.558333NaN2.6094802.7221934.3628451.65455030.3587921.4333330.3172691.6328638.2322872.5273662.8150534.2916772.13507729.1559871.2833330.2842911.12361914.436087
rec0174.9647750.2333330.3000000.4083331.508333NaN2.5049162.4598594.6572141.86414232.0392421.2750000.3568881.38028410.619196
rec0185.5115450.2916676.6325000.2833330.2916670.4083331.4916676.1250002.7542922.7572535.1318092.25075043.9966881.2000000.3761631.5845119.648243
rec0195.7713920.1083330.3166670.4250001.566667NaN2.7615243.0098685.0675332.09914940.8718851.4583330.3426541.1512298.527244
rec0205.6646770.0916670.3083330.4333330.3750001.550000NaN2.7198562.9448214.4021781.74836535.3411941.4583330.4130701.45742711.158290
sub002rec0005.5035810.1000000.3083330.4333331.5750004.0500002.8201972.6833844.0834831.92560978.2333141.4750000.3679761.3819918.073580
rec0015.2799400.1250000.3083330.4416671.6250003.1416672.5675072.7124334.3434101.77628033.7843951.5000000.3648141.4198417.746082
rec0025.2515860.2333330.3166670.4333331.6666673.6416672.3159102.9356764.0664472.04546830.0397201.4333330.4137791.1911478.277284
rec0035.2082880.1916670.3083330.4250001.6083334.4333332.3172582.8910314.6330451.99506635.0045761.4166670.4047291.4307237.2167893.2100783.4224225.6168752.72557956.2607861.2666670.4210541.6940908.329350
rec0045.331752rec0186.6586180.2750000.3083330.4250001.6416673.8666672.4471222.8846304.4173082.08407033.4500731.3666670.3925071.3699577.073642
rec0055.4101520.2833330.3083330.4250001.6166674.2333332.3956363.0145164.5584512.24082533.3239311.3333330.3986871.4790775.702966
rec0065.3839580.2833330.3000000.4083331.6250004.0583332.4395092.9444484.7260352.18757537.6905361.3416670.4375261.3842167.078086
rec0075.7561880.2750000.3000000.4166671.6083334.1583332.5544403.2017485.2465582.38643640.2402531.3333330.4386491.4782636.906849
rec0085.6799460.2583330.3083330.4166671.6000004.1416672.4279533.2519935.4577992.41601339.1740951.3416670.4620041.6106917.778836
rec0095.7787320.2583330.3083330.4250001.6583333.8500002.5139473.2647854.8776032.28531539.6803331.4000000.4736041.5968546.629052
rec0105.4402260.1500000.3166670.4250001.6083335.5750002.5238582.9163684.4160321.94480635.4835971.4583330.3595741.3618399.185610
rec0115.6978700.2416670.3000000.4166671.6500000.3583331.558333NaN2.7128172.9850524.1687682.06631030.4731021.4083330.3677031.3848538.638794
rec0125.3654340.2916670.3000000.4166671.5750005.1000002.5376292.8278064.2161582.22607031.4138053.1173043.5413145.9219922.76083361.1870041.2833330.4219811.3512219.735905
rec0135.3573150.1333330.3083330.4416671.6083334.6000002.3953742.9619414.5161422.00842335.2385011.4750000.4045871.4282965.942376
rec0145.1691370.2416670.3333330.4333331.6333334.0750002.2714472.8976894.5729152.10044232.4604461.3916670.4294391.1718046.726976
rec0155.2866270.1500000.3166670.4250001.5500005.0333332.4923192.7943084.3373222.01862734.2360581.4000000.3604721.4107017.512486
rec0165.3534090.2250000.3083330.4250001.5583334.5500002.3886512.9647594.6094242.19315732.2936191.3333330.4400231.4459889.159791
rec0175.3284320.1583330.3000000.4416671.5500005.1583332.3778992.9505334.5829952.12632430.0334101.3916670.3953091.4646185.509154
rec0185.2851070.1583330.3166670.4500001.6083335.0000002.3203582.9647494.6852572.03995832.3442431.4500000.4273941.3933776.2094350.4555141.6809029.953117
rec0195.3383980.1666670.3166670.4333331.5750004.4916672.4298442.9085544.4018562.02854631.6320671.4083330.3893171.2991997.5471916.6920140.3000000.3000000.6916671.558333NaN3.1290243.5629915.6898822.81866557.0681461.2583330.4712821.86725413.380611
rec0205.3510230.2250000.3083330.4250001.6250005.0500002.3530042.9980194.6424792.12215833.2151111.4000000.4593621.3182787.7696856.0664790.2583330.2500000.3916671.591667NaN2.7830993.2833805.3873882.41948632.9215711.3333330.3837921.26791710.519463
\n", + "

63 rows × 15 columns

\n", "
" ], "text/plain": [ @@ -3210,43 +1865,12 @@ " rec002 5.587755 0.416667 0.075000 0.458333 1.566667 NaN \n", " rec003 5.616102 0.308333 0.383333 0.475000 1.550000 NaN \n", " rec004 5.623108 0.300000 0.316667 0.458333 1.533333 NaN \n", - " rec005 5.433018 0.316667 0.308333 0.433333 1.541667 5.691667 \n", - " rec006 5.329592 0.316667 0.300000 0.433333 1.500000 5.216667 \n", - " rec007 5.477847 0.083333 0.283333 0.500000 1.550000 NaN \n", - " rec008 5.379533 0.275000 0.300000 0.416667 1.558333 NaN \n", - " rec009 5.429457 0.150000 0.341667 0.441667 1.525000 NaN \n", - " rec010 5.486191 0.175000 0.333333 0.441667 1.533333 6.200000 \n", - " rec011 5.427741 0.150000 0.333333 0.441667 1.533333 NaN \n", - " rec012 5.371180 0.116667 0.308333 0.433333 1.533333 NaN \n", - " rec013 5.875275 0.250000 0.308333 0.425000 1.583333 NaN \n", - " rec014 5.537837 0.291667 0.275000 0.441667 1.525000 NaN \n", - " rec015 5.283486 0.266667 0.308333 0.416667 1.500000 NaN \n", - " rec016 5.331673 0.083333 0.308333 0.425000 1.516667 NaN \n", - " rec017 4.964775 0.233333 0.300000 0.408333 1.508333 NaN \n", - " rec018 5.511545 0.291667 0.291667 0.408333 1.491667 6.125000 \n", - " rec019 5.771392 0.108333 0.316667 0.425000 1.566667 NaN \n", - " rec020 5.664677 0.091667 0.308333 0.433333 1.550000 NaN \n", - "sub002 rec000 5.503581 0.100000 0.308333 0.433333 1.575000 4.050000 \n", - " rec001 5.279940 0.125000 0.308333 0.441667 1.625000 3.141667 \n", - " rec002 5.251586 0.233333 0.316667 0.433333 1.666667 3.641667 \n", - " rec003 5.208288 0.191667 0.308333 0.425000 1.608333 4.433333 \n", - " rec004 5.331752 0.275000 0.308333 0.425000 1.641667 3.866667 \n", - " rec005 5.410152 0.283333 0.308333 0.425000 1.616667 4.233333 \n", - " rec006 5.383958 0.283333 0.300000 0.408333 1.625000 4.058333 \n", - " rec007 5.756188 0.275000 0.300000 0.416667 1.608333 4.158333 \n", - " rec008 5.679946 0.258333 0.308333 0.416667 1.600000 4.141667 \n", - " rec009 5.778732 0.258333 0.308333 0.425000 1.658333 3.850000 \n", - " rec010 5.440226 0.150000 0.316667 0.425000 1.608333 5.575000 \n", - " rec011 5.697870 0.241667 0.300000 0.416667 1.650000 NaN \n", - " rec012 5.365434 0.291667 0.300000 0.416667 1.575000 5.100000 \n", - " rec013 5.357315 0.133333 0.308333 0.441667 1.608333 4.600000 \n", - " rec014 5.169137 0.241667 0.333333 0.433333 1.633333 4.075000 \n", - " rec015 5.286627 0.150000 0.316667 0.425000 1.550000 5.033333 \n", - " rec016 5.353409 0.225000 0.308333 0.425000 1.558333 4.550000 \n", - " rec017 5.328432 0.158333 0.300000 0.441667 1.550000 5.158333 \n", - " rec018 5.285107 0.158333 0.316667 0.450000 1.608333 5.000000 \n", - " rec019 5.338398 0.166667 0.316667 0.433333 1.575000 4.491667 \n", - " rec020 5.351023 0.225000 0.308333 0.425000 1.625000 5.050000 \n", + "... ... ... ... ... ... ... \n", + "sub003 rec016 5.342419 0.275000 0.275000 0.383333 1.558333 NaN \n", + " rec017 6.632500 0.283333 0.291667 0.375000 1.550000 NaN \n", + " rec018 6.658618 0.275000 0.275000 0.358333 1.558333 NaN \n", + " rec019 6.692014 0.300000 0.300000 0.691667 1.558333 NaN \n", + " rec020 6.066479 0.258333 0.250000 0.391667 1.591667 NaN \n", "\n", " PeakCon ConAmplitude VelConMax VelConAve AccConMax \\\n", "Subject Rec \n", @@ -3255,43 +1879,12 @@ " rec002 3.021226 2.566529 4.865049 1.893880 187.839407 \n", " rec003 2.996566 2.619536 4.292455 2.036843 43.350247 \n", " rec004 3.033023 2.590085 4.424024 2.090126 30.169277 \n", - " rec005 2.966951 2.466067 4.614586 1.947826 44.488772 \n", - " rec006 2.821698 2.507894 4.588939 2.012121 37.695468 \n", - " rec007 2.924010 2.553837 4.283625 1.760752 24.499841 \n", - " rec008 2.658997 2.720536 5.019232 2.077269 38.893821 \n", - " rec009 2.804756 2.624701 5.004537 1.854434 46.170634 \n", - " rec010 2.791323 2.694868 4.799839 1.914806 39.887727 \n", - " rec011 2.756615 2.671127 4.425522 1.881718 35.834873 \n", - " rec012 2.708479 2.662702 5.009283 1.877705 43.752180 \n", - " rec013 3.056443 2.818831 4.623818 2.079624 36.669448 \n", - " rec014 2.986290 2.551547 4.584063 2.055824 35.612335 \n", - " rec015 2.682049 2.601437 5.151547 2.104238 41.428042 \n", - " rec016 2.609480 2.722193 4.362845 1.654550 30.358792 \n", - " rec017 2.504916 2.459859 4.657214 1.864142 32.039242 \n", - " rec018 2.754292 2.757253 5.131809 2.250750 43.996688 \n", - " rec019 2.761524 3.009868 5.067533 2.099149 40.871885 \n", - " rec020 2.719856 2.944821 4.402178 1.748365 35.341194 \n", - "sub002 rec000 2.820197 2.683384 4.083483 1.925609 78.233314 \n", - " rec001 2.567507 2.712433 4.343410 1.776280 33.784395 \n", - " rec002 2.315910 2.935676 4.066447 2.045468 30.039720 \n", - " rec003 2.317258 2.891031 4.633045 1.995066 35.004576 \n", - " rec004 2.447122 2.884630 4.417308 2.084070 33.450073 \n", - " rec005 2.395636 3.014516 4.558451 2.240825 33.323931 \n", - " rec006 2.439509 2.944448 4.726035 2.187575 37.690536 \n", - " rec007 2.554440 3.201748 5.246558 2.386436 40.240253 \n", - " rec008 2.427953 3.251993 5.457799 2.416013 39.174095 \n", - " rec009 2.513947 3.264785 4.877603 2.285315 39.680333 \n", - " rec010 2.523858 2.916368 4.416032 1.944806 35.483597 \n", - " rec011 2.712817 2.985052 4.168768 2.066310 30.473102 \n", - " rec012 2.537629 2.827806 4.216158 2.226070 31.413805 \n", - " rec013 2.395374 2.961941 4.516142 2.008423 35.238501 \n", - " rec014 2.271447 2.897689 4.572915 2.100442 32.460446 \n", - " rec015 2.492319 2.794308 4.337322 2.018627 34.236058 \n", - " rec016 2.388651 2.964759 4.609424 2.193157 32.293619 \n", - " rec017 2.377899 2.950533 4.582995 2.126324 30.033410 \n", - " rec018 2.320358 2.964749 4.685257 2.039958 32.344243 \n", - " rec019 2.429844 2.908554 4.401856 2.028546 31.632067 \n", - " rec020 2.353004 2.998019 4.642479 2.122158 33.215111 \n", + "... ... ... ... ... ... \n", + "sub003 rec016 2.527366 2.815053 4.291677 2.135077 29.155987 \n", + " rec017 3.210078 3.422422 5.616875 2.725579 56.260786 \n", + " rec018 3.117304 3.541314 5.921992 2.760833 61.187004 \n", + " rec019 3.129024 3.562991 5.689882 2.818665 57.068146 \n", + " rec020 2.783099 3.283380 5.387388 2.419486 32.921571 \n", "\n", " ConTime VelRedAve VelRedMax AccRedMax \n", "Subject Rec \n", @@ -3300,46 +1893,17 @@ " rec002 1.150000 0.373516 1.579248 11.457333 \n", " rec003 1.241667 0.406475 1.748234 7.486726 \n", " rec004 1.233333 0.334027 1.522148 8.695466 \n", - " rec005 1.225000 0.360600 1.612644 10.237393 \n", - " rec006 1.183333 0.347417 1.543809 7.900364 \n", - " rec007 1.466667 0.369189 1.570020 11.357610 \n", - " rec008 1.283333 0.315092 1.670701 10.281340 \n", - " rec009 1.375000 0.322639 1.700043 7.795191 \n", - " rec010 1.358333 0.344022 1.500514 9.309429 \n", - " rec011 1.383333 0.349868 1.491313 9.752801 \n", - " rec012 1.416667 0.311761 1.535995 8.513539 \n", - " rec013 1.333333 0.354596 1.116417 8.140015 \n", - " rec014 1.233333 0.291188 1.564141 9.867304 \n", - " rec015 1.233333 0.326130 1.292449 7.493328 \n", - " rec016 1.433333 0.317269 1.632863 8.232287 \n", - " rec017 1.275000 0.356888 1.380284 10.619196 \n", - " rec018 1.200000 0.376163 1.584511 9.648243 \n", - " rec019 1.458333 0.342654 1.151229 8.527244 \n", - " rec020 1.458333 0.413070 1.457427 11.158290 \n", - "sub002 rec000 1.475000 0.367976 1.381991 8.073580 \n", - " rec001 1.500000 0.364814 1.419841 7.746082 \n", - " rec002 1.433333 0.413779 1.191147 8.277284 \n", - " rec003 1.416667 0.404729 1.430723 7.216789 \n", - " rec004 1.366667 0.392507 1.369957 7.073642 \n", - " rec005 1.333333 0.398687 1.479077 5.702966 \n", - " rec006 1.341667 0.437526 1.384216 7.078086 \n", - " rec007 1.333333 0.438649 1.478263 6.906849 \n", - " rec008 1.341667 0.462004 1.610691 7.778836 \n", - " rec009 1.400000 0.473604 1.596854 6.629052 \n", - " rec010 1.458333 0.359574 1.361839 9.185610 \n", - " rec011 1.408333 0.367703 1.384853 8.638794 \n", - " rec012 1.283333 0.421981 1.351221 9.735905 \n", - " rec013 1.475000 0.404587 1.428296 5.942376 \n", - " rec014 1.391667 0.429439 1.171804 6.726976 \n", - " rec015 1.400000 0.360472 1.410701 7.512486 \n", - " rec016 1.333333 0.440023 1.445988 9.159791 \n", - " rec017 1.391667 0.395309 1.464618 5.509154 \n", - " rec018 1.450000 0.427394 1.393377 6.209435 \n", - " rec019 1.408333 0.389317 1.299199 7.547191 \n", - " rec020 1.400000 0.459362 1.318278 7.769685 " + "... ... ... ... ... \n", + "sub003 rec016 1.283333 0.284291 1.123619 14.436087 \n", + " rec017 1.266667 0.421054 1.694090 8.329350 \n", + " rec018 1.283333 0.455514 1.680902 9.953117 \n", + " rec019 1.258333 0.471282 1.867254 13.380611 \n", + " rec020 1.333333 0.383792 1.267917 10.519463 \n", + "\n", + "[63 rows x 15 columns]" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -3364,7 +1928,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -3460,6 +2024,24 @@ " 1.398711\n", " 7.448599\n", " \n", + " \n", + " sub003\n", + " 5.640402\n", + " 0.282540\n", + " 0.285317\n", + " 0.443254\n", + " 1.570635\n", + " 5.005128\n", + " 2.785373\n", + " 2.855029\n", + " 4.127821\n", + " 2.197156\n", + " 32.658116\n", + " 1.288095\n", + " 0.369028\n", + " 1.546525\n", + " 10.552869\n", + " \n", " \n", "\n", "" @@ -3469,19 +2051,22 @@ "Subject \n", "sub001 5.487081 0.231746 0.301190 0.440079 1.536508 5.808333 \n", "sub002 5.407481 0.210714 0.309524 0.427778 1.607937 4.410417 \n", + "sub003 5.640402 0.282540 0.285317 0.443254 1.570635 5.005128 \n", "\n", " PeakCon ConAmplitude VelConMax VelConAve AccConMax ConTime \\\n", "Subject \n", "sub001 2.847437 2.639645 4.649154 1.958865 45.904388 1.304762 \n", "sub002 2.457270 2.950211 4.550452 2.105594 36.164056 1.397222 \n", + "sub003 2.785373 2.855029 4.127821 2.197156 32.658116 1.288095 \n", "\n", " VelRedAve VelRedMax AccRedMax \n", "Subject \n", "sub001 0.352802 1.501811 9.272317 \n", - "sub002 0.409973 1.398711 7.448599 " + "sub002 0.409973 1.398711 7.448599 \n", + "sub003 0.369028 1.546525 10.552869 " ] }, - "execution_count": 13, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -3492,7 +2077,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -3588,6 +2173,24 @@ " 0.105391\n", " 1.149259\n", " \n", + " \n", + " sub003\n", + " 0.984609\n", + " 0.018616\n", + " 0.018616\n", + " 0.078511\n", + " 0.028213\n", + " 0.855676\n", + " 0.541784\n", + " 0.514732\n", + " 1.000717\n", + " 0.410492\n", + " 12.988034\n", + " 0.030342\n", + " 0.073518\n", + " 0.313692\n", + " 2.630570\n", + " \n", " \n", "\n", "" @@ -3597,19 +2200,22 @@ "Subject \n", "sub001 0.189923 0.098799 0.056843 0.025769 0.024221 0.453638 \n", "sub002 0.176443 0.060619 0.008030 0.010319 0.033899 0.604472 \n", + "sub003 0.984609 0.018616 0.018616 0.078511 0.028213 0.855676 \n", "\n", " PeakCon ConAmplitude VelConMax VelConAve AccConMax ConTime \\\n", "Subject \n", "sub001 0.176120 0.154410 0.326510 0.142838 33.401989 0.101741 \n", "sub002 0.133856 0.148695 0.342153 0.152846 10.100089 0.056355 \n", + "sub003 0.541784 0.514732 1.000717 0.410492 12.988034 0.030342 \n", "\n", " VelRedAve VelRedMax AccRedMax \n", "Subject \n", "sub001 0.038973 0.163715 1.302046 \n", - "sub002 0.034808 0.105391 1.149259 " + "sub002 0.034808 0.105391 1.149259 \n", + "sub003 0.073518 0.313692 2.630570 " ] }, - "execution_count": 14, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -3620,7 +2226,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -3631,7 +2237,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -3785,911 +2391,167 @@ " 5.607239\n", " 5.611157\n", " 5.614364\n", - " 5.616925\n", - " 5.618961\n", - " ...\n", - " 4.732925\n", - " 4.736851\n", - " 4.740795\n", - " 4.744682\n", - " 4.748448\n", - " 4.752048\n", - " 4.755465\n", - " 4.758708\n", - " 4.761810\n", - " 4.764826\n", - " \n", - " \n", - " 5\n", - " 5.589009\n", - " 5.584609\n", - " 5.578833\n", - " 5.571996\n", - " 5.564491\n", - " 5.556751\n", - " 5.549144\n", - " 5.541902\n", - " 5.535183\n", - " 5.529167\n", - " ...\n", - " 4.949546\n", - " 4.949838\n", - " 4.950131\n", - " 4.950411\n", - " 4.950663\n", - " 4.950886\n", - " 4.951101\n", - " 4.951336\n", - " 4.951619\n", - " 4.951970\n", - " \n", - " \n", - " 6\n", - " 5.433068\n", - " 5.429049\n", - " 5.424714\n", - " 5.420067\n", - " 5.415139\n", - " 5.409962\n", - " 5.404567\n", - " 5.398977\n", - " 5.393221\n", - " 5.387359\n", - " ...\n", - " 4.747905\n", - " 4.748805\n", - " 4.749609\n", - " 4.750347\n", - " 4.751063\n", - " 4.751813\n", - " 4.752659\n", - " 4.753674\n", - " 4.754932\n", - " 4.756496\n", - " \n", - " \n", - " 7\n", - " 5.472618\n", - " 5.472613\n", - " 5.472443\n", - " 5.472172\n", - " 5.471822\n", - " 5.471386\n", - " 5.470863\n", - " 5.470305\n", - " 5.469856\n", - " 5.469661\n", - " ...\n", - " 4.635967\n", - " 4.638369\n", - " 4.640524\n", - " 4.642482\n", - " 4.644274\n", - " 4.645923\n", - " 4.647442\n", - " 4.648829\n", - " 4.650071\n", - " 4.651145\n", - " \n", - " \n", - " 8\n", - " 5.386472\n", - " 5.386730\n", - " 5.386975\n", - " 5.387238\n", - " 5.387537\n", - " 5.387875\n", - " 5.388247\n", - " 5.388644\n", - " 5.389051\n", - " 5.389459\n", - " ...\n", - " 4.277158\n", - " 4.276163\n", - " 4.275110\n", - " 4.274021\n", - " 4.272907\n", - " 4.271772\n", - " 4.270626\n", - " 4.269477\n", - " 4.268333\n", - " 4.267190\n", - " \n", - " \n", - " 9\n", - " 5.389712\n", - " 5.396232\n", - " 5.402202\n", - " 5.407820\n", - " 5.413149\n", - " 5.418149\n", - " 5.422770\n", - " 5.426998\n", - " 5.430846\n", - " 5.434319\n", - " ...\n", - " 4.713720\n", - " 4.717511\n", - " 4.720972\n", - " 4.724075\n", - " 4.726805\n", - " 4.729163\n", - " 4.731170\n", - " 4.732854\n", - " 4.734246\n", - " 4.735373\n", - " \n", - " \n", - " 10\n", - " 5.548370\n", - " 5.538549\n", - " 5.530391\n", - " 5.523443\n", - " 5.517287\n", - " 5.511597\n", - " 5.506136\n", - " 5.500805\n", - " 5.495676\n", - " 5.490968\n", - " ...\n", - " 4.862333\n", - " 4.864211\n", - " 4.866000\n", - " 4.867736\n", - " 4.869446\n", - " 4.871149\n", - " 4.872852\n", - " 4.874551\n", - " 4.876233\n", - " 4.877902\n", - " \n", - " \n", - " 11\n", - " 5.507148\n", - " 5.504858\n", - " 5.503926\n", - " 5.504330\n", - " 5.505912\n", - " 5.508258\n", - " 5.510805\n", - " 5.513059\n", - " 5.514713\n", - " 5.515640\n", - " ...\n", - " 4.295029\n", - " 4.293918\n", - " 4.293126\n", - " 4.292623\n", - " 4.292363\n", - " 4.292294\n", - " 4.292370\n", - " 4.292563\n", - " 4.292866\n", - " 4.293295\n", - " \n", - " \n", - " 12\n", - " 5.400576\n", - " 5.400865\n", - " 5.400766\n", - " 5.400252\n", - " 5.399340\n", - " 5.398088\n", - " 5.396588\n", - " 5.394933\n", - " 5.393181\n", - " 5.391350\n", - " ...\n", - " 3.977722\n", - " 3.982862\n", - " 3.987892\n", - " 3.992764\n", - " 3.997456\n", - " 4.001965\n", - " 4.006310\n", - " 4.010512\n", - " 4.014582\n", - " 4.018510\n", - " \n", - " \n", - " 13\n", - " 5.863329\n", - " 5.863714\n", - " 5.864095\n", - " 5.864487\n", - " 5.864902\n", - " 5.865351\n", - " 5.865840\n", - " 5.866369\n", - " 5.866937\n", - " 5.867537\n", - " ...\n", - " 4.201119\n", - " 4.205743\n", - " 4.210054\n", - " 4.214058\n", - " 4.217767\n", - " 4.221208\n", - " 4.224420\n", - " 4.227449\n", - " 4.230330\n", - " 4.233102\n", - " \n", - " \n", - " 14\n", - " 5.569476\n", - " 5.570606\n", - " 5.571122\n", - " 5.570997\n", - " 5.570280\n", - " 5.569055\n", - " 5.567404\n", - " 5.565438\n", - " 5.563309\n", - " 5.561169\n", - " ...\n", - " 4.337604\n", - " 4.339287\n", - " 4.340958\n", - " 4.342533\n", - " 4.343941\n", - " 4.345126\n", - " 4.346052\n", - " 4.346715\n", - " 4.347136\n", - " 4.347355\n", - " \n", - " \n", - " 15\n", - " 5.328341\n", - " 5.327618\n", - " 5.326708\n", - " 5.325600\n", - " 5.324267\n", - " 5.322668\n", - " 5.320760\n", - " 5.318518\n", - " 5.315944\n", - " 5.313066\n", - " ...\n", - " 4.096156\n", - " 4.099362\n", - " 4.102612\n", - " 4.105908\n", - " 4.109263\n", - " 4.112694\n", - " 4.116219\n", - " 4.119846\n", - " 4.123563\n", - " 4.127338\n", - " \n", - " \n", - " 16\n", - " 5.442367\n", - " 5.439454\n", - " 5.436778\n", - " 5.434349\n", - " 5.432157\n", - " 5.430183\n", - " 5.428395\n", - " 5.426760\n", - " 5.425254\n", - " 5.423870\n", - " ...\n", - " 4.381176\n", - " 4.385413\n", - " 4.389476\n", - " 4.393347\n", - " 4.397019\n", - " 4.400506\n", - " 4.403847\n", - " 4.407104\n", - " 4.410333\n", - " 4.413560\n", - " \n", - " \n", - " 17\n", - " 5.046561\n", - " 5.045222\n", - " 5.044016\n", - " 5.042925\n", - " 5.041937\n", - " 5.041041\n", - " 5.040249\n", - " 5.039595\n", - " 5.039119\n", - " 5.038850\n", - " ...\n", - " 4.229982\n", - " 4.231225\n", - " 4.232540\n", - " 4.233927\n", - " 4.235391\n", - " 4.236930\n", - " 4.238533\n", - " 4.240183\n", - " 4.241856\n", - " 4.243537\n", - " \n", - " \n", - " 18\n", - " 5.592140\n", - " 5.591107\n", - " 5.589912\n", - " 5.588541\n", - " 5.586987\n", - " 5.585253\n", - " 5.583350\n", - " 5.581303\n", - " 5.579136\n", - " 5.576880\n", - " ...\n", - " 4.914155\n", - " 4.916751\n", - " 4.919357\n", - " 4.922012\n", - " 4.924748\n", - " 4.927580\n", - " 4.930500\n", - " 4.933485\n", - " 4.936498\n", - " 4.939505\n", - " \n", - " \n", - " 19\n", - " 5.779401\n", - " 5.779794\n", - " 5.780084\n", - " 5.780304\n", - " 5.780490\n", - " 5.780664\n", - " 5.780832\n", - " 5.781003\n", - " 5.781194\n", - " 5.781411\n", + " 5.616925\n", + " 5.618961\n", " ...\n", - " 4.726796\n", - " 4.724464\n", - " 4.722274\n", - " 4.720221\n", - " 4.718312\n", - " 4.716568\n", - " 4.715030\n", - " 4.713749\n", - " 4.712768\n", - " 4.712113\n", + " 4.732925\n", + " 4.736851\n", + " 4.740795\n", + " 4.744682\n", + " 4.748448\n", + " 4.752048\n", + " 4.755465\n", + " 4.758708\n", + " 4.761810\n", + " 4.764826\n", " \n", " \n", - " 20\n", - " 5.708050\n", - " 5.702413\n", - " 5.697634\n", - " 5.693992\n", - " 5.691698\n", - " 5.690876\n", - " 5.691462\n", - " 5.693194\n", - " 5.695718\n", - " 5.698656\n", + " ...\n", " ...\n", - " 4.801446\n", - " 4.806912\n", - " 4.812610\n", - " 4.818469\n", - " 4.824395\n", - " 4.830287\n", - " 4.836050\n", - " 4.841605\n", - " 4.846887\n", - " 4.851849\n", - " \n", - " \n", - " 21\n", - " 5.485304\n", - " 5.485341\n", - " 5.485465\n", - " 5.485645\n", - " 5.485862\n", - " 5.486104\n", - " 5.486357\n", - " 5.486603\n", - " 5.486818\n", - " 5.486986\n", " ...\n", - " 5.131666\n", - " 5.131344\n", - " 5.131031\n", - " 5.130721\n", - " 5.130405\n", - " 5.130074\n", - " 5.129714\n", - " 5.129317\n", - " 5.128878\n", - " 5.128399\n", - " \n", - " \n", - " 22\n", - " 5.272279\n", - " 5.273089\n", - " 5.273873\n", - " 5.274635\n", - " 5.275367\n", - " 5.276059\n", - " 5.276702\n", - " 5.277295\n", - " 5.277840\n", - " 5.278345\n", " ...\n", - " 4.869197\n", - " 4.869536\n", - " 4.869886\n", - " 4.870254\n", - " 4.870651\n", - " 4.871094\n", - " 4.871605\n", - " 4.872209\n", - " 4.872928\n", - " 4.873781\n", - " \n", - " \n", - " 23\n", - " 5.230683\n", - " 5.232374\n", - " 5.233946\n", - " 5.235405\n", - " 5.236759\n", - " 5.238009\n", - " 5.239152\n", - " 5.240180\n", - " 5.241085\n", - " 5.241861\n", " ...\n", - " 4.927429\n", - " 4.926999\n", - " 4.926430\n", - " 4.925724\n", - " 4.924885\n", - " 4.923925\n", - " 4.922858\n", - " 4.921705\n", - " 4.920497\n", - " 4.919277\n", - " \n", - " \n", - " 24\n", - " 5.211792\n", - " 5.210936\n", - " 5.210175\n", - " 5.209502\n", - " 5.208904\n", - " 5.208364\n", - " 5.207862\n", - " 5.207385\n", - " 5.206927\n", - " 5.206478\n", " ...\n", - " 4.861709\n", - " 4.862940\n", - " 4.864155\n", - " 4.865343\n", - " 4.866497\n", - " 4.867606\n", - " 4.868663\n", - " 4.869663\n", - " 4.870607\n", - " 4.871501\n", - " \n", - " \n", - " 25\n", - " 5.336189\n", - " 5.337222\n", - " 5.338189\n", - " 5.339097\n", - " 5.339951\n", - " 5.340755\n", - " 5.341516\n", - " 5.342233\n", - " 5.342890\n", - " 5.343457\n", " ...\n", - " 4.917412\n", - " 4.917943\n", - " 4.918511\n", - " 4.919080\n", - " 4.919607\n", - " 4.920059\n", - " 4.920424\n", - " 4.920712\n", - " 4.920949\n", - " 4.921174\n", - " \n", - " \n", - " 26\n", - " 5.366756\n", - " 5.366019\n", - " 5.365392\n", - " 5.364899\n", - " 5.364566\n", - " 5.364418\n", - " 5.364470\n", - " 5.364722\n", - " 5.365171\n", - " 5.365822\n", " ...\n", - " 4.897100\n", - " 4.898279\n", - " 4.899674\n", - " 4.901243\n", - " 4.902925\n", - " 4.904652\n", - " 4.906361\n", - " 4.908009\n", - " 4.909574\n", - " 4.911047\n", - " \n", - " \n", - " 27\n", - " 5.416697\n", - " 5.413207\n", - " 5.409541\n", - " 5.405761\n", - " 5.401916\n", - " 5.398044\n", - " 5.394172\n", - " 5.390320\n", - " 5.386493\n", - " 5.382676\n", " ...\n", - " 4.879535\n", - " 4.880529\n", - " 4.881601\n", - " 4.882799\n", - " 4.884159\n", - " 4.885715\n", - " 4.887497\n", - " 4.889533\n", - " 4.891847\n", - " 4.894450\n", - " \n", - " \n", - " 28\n", - " 5.729526\n", - " 5.732225\n", - " 5.734527\n", - " 5.736498\n", - " 5.738202\n", - " 5.739698\n", - " 5.741038\n", - " 5.742261\n", - " 5.743390\n", - " 5.744431\n", " ...\n", - " 5.294114\n", - " 5.296144\n", - " 5.298330\n", - " 5.300685\n", - " 5.303217\n", - " 5.305930\n", - " 5.308814\n", - " 5.311855\n", - " 5.315027\n", - " 5.318293\n", - " \n", - " \n", - " 29\n", - " 5.623327\n", - " 5.622664\n", - " 5.622013\n", - " 5.621384\n", - " 5.620780\n", - " 5.620206\n", - " 5.619679\n", - " 5.619223\n", - " 5.618869\n", - " 5.618645\n", " ...\n", - " 4.847440\n", - " 4.844351\n", - " 4.841532\n", - " 4.838968\n", - " 4.836639\n", - " 4.834516\n", - " 4.832562\n", - " 4.830731\n", - " 4.828965\n", - " 4.827203\n", - " \n", - " \n", - " 30\n", - " 5.789398\n", - " 5.791553\n", - " 5.793332\n", - " 5.794735\n", - " 5.795765\n", - " 5.796432\n", - " 5.796756\n", - " 5.796763\n", - " 5.796490\n", - " 5.795992\n", " ...\n", - " 5.441418\n", - " 5.441775\n", - " 5.442175\n", - " 5.442611\n", - " 5.443071\n", - " 5.443540\n", - " 5.444007\n", - " 5.444461\n", - " 5.444884\n", - " 5.445253\n", - " \n", - " \n", - " 31\n", - " 5.423457\n", - " 5.424213\n", - " 5.424857\n", - " 5.425377\n", - " 5.425769\n", - " 5.426045\n", - " 5.426237\n", - " 5.426378\n", - " 5.426498\n", - " 5.426619\n", " ...\n", - " 4.769528\n", - " 4.770677\n", - " 4.771793\n", - " 4.772882\n", - " 4.773945\n", - " 4.774969\n", - " 4.775935\n", - " 4.776814\n", - " 4.777580\n", - " 4.778204\n", - " \n", - " \n", - " 32\n", - " 5.730616\n", - " 5.729481\n", - " 5.728334\n", - " 5.727188\n", - " 5.726058\n", - " 5.724964\n", - " 5.723934\n", - " 5.722998\n", - " 5.722182\n", - " 5.721508\n", " ...\n", - " 4.882012\n", - " 4.882141\n", - " 4.882285\n", - " 4.882454\n", - " 4.882668\n", - " 4.882954\n", - " 4.883345\n", - " 4.883863\n", - " 4.884524\n", - " 4.885337\n", - " \n", - " \n", - " 33\n", - " 5.267297\n", - " 5.268591\n", - " 5.269953\n", - " 5.271369\n", - " 5.272825\n", - " 5.274309\n", - " 5.275807\n", - " 5.277311\n", - " 5.278813\n", - " 5.280309\n", " ...\n", - " 4.756712\n", - " 4.755445\n", - " 4.754396\n", - " 4.753578\n", - " 4.752995\n", - " 4.752638\n", - " 4.752495\n", - " 4.752552\n", - " 4.752796\n", - " 4.753214\n", - " \n", - " \n", - " 34\n", - " 5.346997\n", - " 5.347705\n", - " 5.348189\n", - " 5.348447\n", - " 5.348489\n", - " 5.348329\n", - " 5.347976\n", - " 5.347436\n", - " 5.346718\n", - " 5.345843\n", " ...\n", - " 4.823750\n", - " 4.824305\n", - " 4.824983\n", - " 4.825818\n", - " 4.826852\n", - " 4.828125\n", - " 4.829660\n", - " 4.831472\n", - " 4.833564\n", - " 4.835930\n", - " \n", - " \n", - " 35\n", - " 5.310734\n", - " 5.311438\n", - " 5.312191\n", - " 5.312974\n", - " 5.313749\n", - " 5.314472\n", - " 5.315095\n", - " 5.315572\n", - " 5.315868\n", - " 5.315953\n", " ...\n", - " 4.984175\n", - " 4.985670\n", - " 4.986817\n", - " 4.987635\n", - " 4.988156\n", - " 4.988420\n", - " 4.988471\n", - " 4.988353\n", - " 4.988111\n", - " 4.987784\n", - " \n", - " \n", - " 36\n", - " 5.247542\n", - " 5.248923\n", - " 5.250232\n", - " 5.251474\n", - " 5.252659\n", - " 5.253800\n", - " 5.254911\n", - " 5.255996\n", - " 5.257053\n", - " 5.258083\n", " ...\n", - " 4.601833\n", - " 4.602532\n", - " 4.603319\n", - " 4.604182\n", - " 4.605102\n", - " 4.606051\n", - " 4.606994\n", - " 4.607900\n", - " 4.608739\n", - " 4.609494\n", - " \n", - " \n", - " 37\n", - " 5.337879\n", - " 5.338079\n", - " 5.338156\n", - " 5.338117\n", - " 5.337964\n", - " 5.337702\n", - " 5.337345\n", - " 5.336923\n", - " 5.336478\n", - " 5.336063\n", " ...\n", - " 4.663898\n", - " 4.664117\n", - " 4.664197\n", - " 4.664127\n", - " 4.663899\n", - " 4.663509\n", - " 4.662954\n", - " 4.662239\n", - " 4.661378\n", - " 4.660385\n", - " \n", - " \n", - " 38\n", - " 5.294351\n", - " 5.295277\n", - " 5.296026\n", - " 5.296622\n", - " 5.297075\n", - " 5.297388\n", - " 5.297571\n", - " 5.297638\n", - " 5.297607\n", - " 5.297501\n", " ...\n", - " 4.715839\n", - " 4.715925\n", - " 4.715856\n", - " 4.715639\n", - " 4.715289\n", - " 4.714835\n", - " 4.714309\n", - " 4.713740\n", - " 4.713156\n", - " 4.712592\n", - " \n", - " \n", - " 39\n", - " 5.247992\n", - " 5.248602\n", - " 5.249177\n", - " 5.249706\n", - " 5.250190\n", - " 5.250630\n", - " 5.251036\n", - " 5.251420\n", - " 5.251792\n", - " 5.252160\n", " ...\n", - " 4.740344\n", - " 4.739755\n", - " 4.739217\n", - " 4.738733\n", - " 4.738304\n", - " 4.737921\n", - " 4.737579\n", - " 4.737273\n", - " 4.737000\n", - " 4.736756\n", - " \n", - " \n", - " 40\n", - " 5.352692\n", - " 5.352220\n", - " 5.351720\n", - " 5.351193\n", - " 5.350646\n", - " 5.350091\n", - " 5.349538\n", - " 5.348995\n", - " 5.348478\n", - " 5.348005\n", " ...\n", - " 4.772794\n", - " 4.774415\n", - " 4.775907\n", - " 4.777270\n", - " 4.778504\n", - " 4.779610\n", - " 4.780598\n", - " 4.781479\n", - " 4.782272\n", - " 4.782992\n", " \n", " \n", - " 41\n", - " 5.303215\n", - " 5.303673\n", - " 5.304191\n", - " 5.304772\n", - " 5.305421\n", - " 5.306141\n", - " 5.306927\n", - " 5.307771\n", - " 5.308659\n", - " 5.309580\n", - " ...\n", - " 4.618153\n", - " 4.621595\n", - " 4.624952\n", - " 4.628199\n", - " 4.631315\n", - " 4.634288\n", - " 4.637116\n", - " 4.639803\n", - " 4.642363\n", - " 4.644819\n", + " 58\n", + " 5.358518\n", + " 5.354199\n", + " 5.350273\n", + " 5.346831\n", + " 5.343916\n", + " 5.341524\n", + " 5.339626\n", + " 5.338189\n", + " 5.337178\n", + " 5.336559\n", + " ...\n", + " 4.186594\n", + " 4.188569\n", + " 4.190696\n", + " 4.192976\n", + " 4.195405\n", + " 4.197970\n", + " 4.200659\n", + " 4.203450\n", + " 4.206327\n", + " 4.209279\n", + " \n", + " \n", + " 59\n", + " 6.773996\n", + " 6.773927\n", + " 6.773468\n", + " 6.772610\n", + " 6.771323\n", + " 6.769575\n", + " 6.767341\n", + " 6.764617\n", + " 6.761427\n", + " 6.757816\n", + " ...\n", + " 5.682650\n", + " 5.685751\n", + " 5.688956\n", + " 5.692238\n", + " 5.695560\n", + " 5.698874\n", + " 5.702134\n", + " 5.705304\n", + " 5.708354\n", + " 5.711254\n", + " \n", + " \n", + " 60\n", + " 6.740784\n", + " 6.737547\n", + " 6.734708\n", + " 6.732317\n", + " 6.730371\n", + " 6.728835\n", + " 6.727675\n", + " 6.726868\n", + " 6.726404\n", + " 6.726261\n", + " ...\n", + " 5.456088\n", + " 5.459269\n", + " 5.462380\n", + " 5.465400\n", + " 5.468326\n", + " 5.471179\n", + " 5.473983\n", + " 5.476748\n", + " 5.479474\n", + " 5.482161\n", + " \n", + " \n", + " 61\n", + " 6.670909\n", + " 6.671451\n", + " 6.672026\n", + " 6.672658\n", + " 6.673366\n", + " 6.674136\n", + " 6.674931\n", + " 6.675694\n", + " 6.676376\n", + " 6.676941\n", + " ...\n", + " 5.687697\n", + " 5.690662\n", + " 5.694401\n", + " 5.698953\n", + " 5.704300\n", + " 5.710387\n", + " 5.717138\n", + " 5.724458\n", + " 5.732229\n", + " 5.740312\n", + " \n", + " \n", + " 62\n", + " 6.064904\n", + " 6.066453\n", + " 6.068299\n", + " 6.070440\n", + " 6.072861\n", + " 6.075522\n", + " 6.078367\n", + " 6.081334\n", + " 6.084363\n", + " 6.087398\n", + " ...\n", + " 4.641775\n", + " 4.644926\n", + " 4.648316\n", + " 4.651998\n", + " 4.656017\n", + " 4.660408\n", + " 4.665197\n", + " 4.670406\n", + " 4.676048\n", + " 4.682120\n", " \n", " \n", "\n", - "

42 rows × 1080 columns

\n", + "

63 rows × 1080 columns

\n", "" ], "text/plain": [ @@ -4699,43 +2561,12 @@ "2 5.640951 5.637915 5.635320 5.632986 5.630833 5.628870 5.627117 \n", "3 5.640674 5.653869 5.663592 5.670106 5.673790 5.675107 5.674549 \n", "4 5.579885 5.585881 5.591779 5.597419 5.602626 5.607239 5.611157 \n", - "5 5.589009 5.584609 5.578833 5.571996 5.564491 5.556751 5.549144 \n", - "6 5.433068 5.429049 5.424714 5.420067 5.415139 5.409962 5.404567 \n", - "7 5.472618 5.472613 5.472443 5.472172 5.471822 5.471386 5.470863 \n", - "8 5.386472 5.386730 5.386975 5.387238 5.387537 5.387875 5.388247 \n", - "9 5.389712 5.396232 5.402202 5.407820 5.413149 5.418149 5.422770 \n", - "10 5.548370 5.538549 5.530391 5.523443 5.517287 5.511597 5.506136 \n", - "11 5.507148 5.504858 5.503926 5.504330 5.505912 5.508258 5.510805 \n", - "12 5.400576 5.400865 5.400766 5.400252 5.399340 5.398088 5.396588 \n", - "13 5.863329 5.863714 5.864095 5.864487 5.864902 5.865351 5.865840 \n", - "14 5.569476 5.570606 5.571122 5.570997 5.570280 5.569055 5.567404 \n", - "15 5.328341 5.327618 5.326708 5.325600 5.324267 5.322668 5.320760 \n", - "16 5.442367 5.439454 5.436778 5.434349 5.432157 5.430183 5.428395 \n", - "17 5.046561 5.045222 5.044016 5.042925 5.041937 5.041041 5.040249 \n", - "18 5.592140 5.591107 5.589912 5.588541 5.586987 5.585253 5.583350 \n", - "19 5.779401 5.779794 5.780084 5.780304 5.780490 5.780664 5.780832 \n", - "20 5.708050 5.702413 5.697634 5.693992 5.691698 5.690876 5.691462 \n", - "21 5.485304 5.485341 5.485465 5.485645 5.485862 5.486104 5.486357 \n", - "22 5.272279 5.273089 5.273873 5.274635 5.275367 5.276059 5.276702 \n", - "23 5.230683 5.232374 5.233946 5.235405 5.236759 5.238009 5.239152 \n", - "24 5.211792 5.210936 5.210175 5.209502 5.208904 5.208364 5.207862 \n", - "25 5.336189 5.337222 5.338189 5.339097 5.339951 5.340755 5.341516 \n", - "26 5.366756 5.366019 5.365392 5.364899 5.364566 5.364418 5.364470 \n", - "27 5.416697 5.413207 5.409541 5.405761 5.401916 5.398044 5.394172 \n", - "28 5.729526 5.732225 5.734527 5.736498 5.738202 5.739698 5.741038 \n", - "29 5.623327 5.622664 5.622013 5.621384 5.620780 5.620206 5.619679 \n", - "30 5.789398 5.791553 5.793332 5.794735 5.795765 5.796432 5.796756 \n", - "31 5.423457 5.424213 5.424857 5.425377 5.425769 5.426045 5.426237 \n", - "32 5.730616 5.729481 5.728334 5.727188 5.726058 5.724964 5.723934 \n", - "33 5.267297 5.268591 5.269953 5.271369 5.272825 5.274309 5.275807 \n", - "34 5.346997 5.347705 5.348189 5.348447 5.348489 5.348329 5.347976 \n", - "35 5.310734 5.311438 5.312191 5.312974 5.313749 5.314472 5.315095 \n", - "36 5.247542 5.248923 5.250232 5.251474 5.252659 5.253800 5.254911 \n", - "37 5.337879 5.338079 5.338156 5.338117 5.337964 5.337702 5.337345 \n", - "38 5.294351 5.295277 5.296026 5.296622 5.297075 5.297388 5.297571 \n", - "39 5.247992 5.248602 5.249177 5.249706 5.250190 5.250630 5.251036 \n", - "40 5.352692 5.352220 5.351720 5.351193 5.350646 5.350091 5.349538 \n", - "41 5.303215 5.303673 5.304191 5.304772 5.305421 5.306141 5.306927 \n", + ".. ... ... ... ... ... ... ... \n", + "58 5.358518 5.354199 5.350273 5.346831 5.343916 5.341524 5.339626 \n", + "59 6.773996 6.773927 6.773468 6.772610 6.771323 6.769575 6.767341 \n", + "60 6.740784 6.737547 6.734708 6.732317 6.730371 6.728835 6.727675 \n", + "61 6.670909 6.671451 6.672026 6.672658 6.673366 6.674136 6.674931 \n", + "62 6.064904 6.066453 6.068299 6.070440 6.072861 6.075522 6.078367 \n", "\n", " 0.058333 0.066667 0.075000 ... 8.916667 8.925000 8.933333 8.941667 \\\n", "0 5.608285 5.614772 5.619576 ... 4.568432 4.570701 4.573191 4.575866 \n", @@ -4743,43 +2574,12 @@ "2 5.625575 5.624246 5.623149 ... 4.451080 4.453790 4.456245 4.458498 \n", "3 5.672563 5.669541 5.665842 ... 4.438434 4.442640 4.446893 4.451188 \n", "4 5.614364 5.616925 5.618961 ... 4.732925 4.736851 4.740795 4.744682 \n", - "5 5.541902 5.535183 5.529167 ... 4.949546 4.949838 4.950131 4.950411 \n", - "6 5.398977 5.393221 5.387359 ... 4.747905 4.748805 4.749609 4.750347 \n", - "7 5.470305 5.469856 5.469661 ... 4.635967 4.638369 4.640524 4.642482 \n", - "8 5.388644 5.389051 5.389459 ... 4.277158 4.276163 4.275110 4.274021 \n", - "9 5.426998 5.430846 5.434319 ... 4.713720 4.717511 4.720972 4.724075 \n", - "10 5.500805 5.495676 5.490968 ... 4.862333 4.864211 4.866000 4.867736 \n", - "11 5.513059 5.514713 5.515640 ... 4.295029 4.293918 4.293126 4.292623 \n", - "12 5.394933 5.393181 5.391350 ... 3.977722 3.982862 3.987892 3.992764 \n", - "13 5.866369 5.866937 5.867537 ... 4.201119 4.205743 4.210054 4.214058 \n", - "14 5.565438 5.563309 5.561169 ... 4.337604 4.339287 4.340958 4.342533 \n", - "15 5.318518 5.315944 5.313066 ... 4.096156 4.099362 4.102612 4.105908 \n", - "16 5.426760 5.425254 5.423870 ... 4.381176 4.385413 4.389476 4.393347 \n", - "17 5.039595 5.039119 5.038850 ... 4.229982 4.231225 4.232540 4.233927 \n", - "18 5.581303 5.579136 5.576880 ... 4.914155 4.916751 4.919357 4.922012 \n", - "19 5.781003 5.781194 5.781411 ... 4.726796 4.724464 4.722274 4.720221 \n", - "20 5.693194 5.695718 5.698656 ... 4.801446 4.806912 4.812610 4.818469 \n", - "21 5.486603 5.486818 5.486986 ... 5.131666 5.131344 5.131031 5.130721 \n", - "22 5.277295 5.277840 5.278345 ... 4.869197 4.869536 4.869886 4.870254 \n", - "23 5.240180 5.241085 5.241861 ... 4.927429 4.926999 4.926430 4.925724 \n", - "24 5.207385 5.206927 5.206478 ... 4.861709 4.862940 4.864155 4.865343 \n", - "25 5.342233 5.342890 5.343457 ... 4.917412 4.917943 4.918511 4.919080 \n", - "26 5.364722 5.365171 5.365822 ... 4.897100 4.898279 4.899674 4.901243 \n", - "27 5.390320 5.386493 5.382676 ... 4.879535 4.880529 4.881601 4.882799 \n", - "28 5.742261 5.743390 5.744431 ... 5.294114 5.296144 5.298330 5.300685 \n", - "29 5.619223 5.618869 5.618645 ... 4.847440 4.844351 4.841532 4.838968 \n", - "30 5.796763 5.796490 5.795992 ... 5.441418 5.441775 5.442175 5.442611 \n", - "31 5.426378 5.426498 5.426619 ... 4.769528 4.770677 4.771793 4.772882 \n", - "32 5.722998 5.722182 5.721508 ... 4.882012 4.882141 4.882285 4.882454 \n", - "33 5.277311 5.278813 5.280309 ... 4.756712 4.755445 4.754396 4.753578 \n", - "34 5.347436 5.346718 5.345843 ... 4.823750 4.824305 4.824983 4.825818 \n", - "35 5.315572 5.315868 5.315953 ... 4.984175 4.985670 4.986817 4.987635 \n", - "36 5.255996 5.257053 5.258083 ... 4.601833 4.602532 4.603319 4.604182 \n", - "37 5.336923 5.336478 5.336063 ... 4.663898 4.664117 4.664197 4.664127 \n", - "38 5.297638 5.297607 5.297501 ... 4.715839 4.715925 4.715856 4.715639 \n", - "39 5.251420 5.251792 5.252160 ... 4.740344 4.739755 4.739217 4.738733 \n", - "40 5.348995 5.348478 5.348005 ... 4.772794 4.774415 4.775907 4.777270 \n", - "41 5.307771 5.308659 5.309580 ... 4.618153 4.621595 4.624952 4.628199 \n", + ".. ... ... ... ... ... ... ... ... \n", + "58 5.338189 5.337178 5.336559 ... 4.186594 4.188569 4.190696 4.192976 \n", + "59 6.764617 6.761427 6.757816 ... 5.682650 5.685751 5.688956 5.692238 \n", + "60 6.726868 6.726404 6.726261 ... 5.456088 5.459269 5.462380 5.465400 \n", + "61 6.675694 6.676376 6.676941 ... 5.687697 5.690662 5.694401 5.698953 \n", + "62 6.081334 6.084363 6.087398 ... 4.641775 4.644926 4.648316 4.651998 \n", "\n", " 8.950000 8.958333 8.966667 8.975000 8.983333 8.991667 \n", "0 4.578680 4.581585 4.584546 4.587548 4.590601 4.593713 \n", @@ -4787,48 +2587,17 @@ "2 4.460602 4.462608 4.464558 4.466481 4.468402 4.470344 \n", "3 4.455516 4.459854 4.464170 4.468447 4.472687 4.476925 \n", "4 4.748448 4.752048 4.755465 4.758708 4.761810 4.764826 \n", - "5 4.950663 4.950886 4.951101 4.951336 4.951619 4.951970 \n", - "6 4.751063 4.751813 4.752659 4.753674 4.754932 4.756496 \n", - "7 4.644274 4.645923 4.647442 4.648829 4.650071 4.651145 \n", - "8 4.272907 4.271772 4.270626 4.269477 4.268333 4.267190 \n", - "9 4.726805 4.729163 4.731170 4.732854 4.734246 4.735373 \n", - "10 4.869446 4.871149 4.872852 4.874551 4.876233 4.877902 \n", - "11 4.292363 4.292294 4.292370 4.292563 4.292866 4.293295 \n", - "12 3.997456 4.001965 4.006310 4.010512 4.014582 4.018510 \n", - "13 4.217767 4.221208 4.224420 4.227449 4.230330 4.233102 \n", - "14 4.343941 4.345126 4.346052 4.346715 4.347136 4.347355 \n", - "15 4.109263 4.112694 4.116219 4.119846 4.123563 4.127338 \n", - "16 4.397019 4.400506 4.403847 4.407104 4.410333 4.413560 \n", - "17 4.235391 4.236930 4.238533 4.240183 4.241856 4.243537 \n", - "18 4.924748 4.927580 4.930500 4.933485 4.936498 4.939505 \n", - "19 4.718312 4.716568 4.715030 4.713749 4.712768 4.712113 \n", - "20 4.824395 4.830287 4.836050 4.841605 4.846887 4.851849 \n", - "21 5.130405 5.130074 5.129714 5.129317 5.128878 5.128399 \n", - "22 4.870651 4.871094 4.871605 4.872209 4.872928 4.873781 \n", - "23 4.924885 4.923925 4.922858 4.921705 4.920497 4.919277 \n", - "24 4.866497 4.867606 4.868663 4.869663 4.870607 4.871501 \n", - "25 4.919607 4.920059 4.920424 4.920712 4.920949 4.921174 \n", - "26 4.902925 4.904652 4.906361 4.908009 4.909574 4.911047 \n", - "27 4.884159 4.885715 4.887497 4.889533 4.891847 4.894450 \n", - "28 5.303217 5.305930 5.308814 5.311855 5.315027 5.318293 \n", - "29 4.836639 4.834516 4.832562 4.830731 4.828965 4.827203 \n", - "30 5.443071 5.443540 5.444007 5.444461 5.444884 5.445253 \n", - "31 4.773945 4.774969 4.775935 4.776814 4.777580 4.778204 \n", - "32 4.882668 4.882954 4.883345 4.883863 4.884524 4.885337 \n", - "33 4.752995 4.752638 4.752495 4.752552 4.752796 4.753214 \n", - "34 4.826852 4.828125 4.829660 4.831472 4.833564 4.835930 \n", - "35 4.988156 4.988420 4.988471 4.988353 4.988111 4.987784 \n", - "36 4.605102 4.606051 4.606994 4.607900 4.608739 4.609494 \n", - "37 4.663899 4.663509 4.662954 4.662239 4.661378 4.660385 \n", - "38 4.715289 4.714835 4.714309 4.713740 4.713156 4.712592 \n", - "39 4.738304 4.737921 4.737579 4.737273 4.737000 4.736756 \n", - "40 4.778504 4.779610 4.780598 4.781479 4.782272 4.782992 \n", - "41 4.631315 4.634288 4.637116 4.639803 4.642363 4.644819 \n", + ".. ... ... ... ... ... ... \n", + "58 4.195405 4.197970 4.200659 4.203450 4.206327 4.209279 \n", + "59 5.695560 5.698874 5.702134 5.705304 5.708354 5.711254 \n", + "60 5.468326 5.471179 5.473983 5.476748 5.479474 5.482161 \n", + "61 5.704300 5.710387 5.717138 5.724458 5.732229 5.740312 \n", + "62 4.656017 4.660408 4.665197 4.670406 4.676048 4.682120 \n", "\n", - "[42 rows x 1080 columns]" + "[63 rows x 1080 columns]" ] }, - "execution_count": 16, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -4837,6 +2606,328 @@ "df" ] }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Rec\n", + "rec000 4.775000\n", + "rec001 4.341667\n", + "rec002 5.483333\n", + "rec003 4.158333\n", + "rec004 3.958333\n", + "rec005 4.008333\n", + "rec006 5.758333\n", + "rec007 6.266667\n", + "rec008 4.300000\n", + "rec009 5.766667\n", + "rec010 4.416667\n", + "rec011 NaN\n", + "rec012 NaN\n", + "rec013 6.000000\n", + "rec014 NaN\n", + "rec015 5.833333\n", + "rec016 NaN\n", + "rec017 NaN\n", + "rec018 NaN\n", + "rec019 NaN\n", + "rec020 NaN\n", + "Name: T2Rec75pc, dtype: float64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "params.loc['sub003', 'T2Rec75pc']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "plot the PLR-3000 data for different intensity stimuli\n", + "------------------------------------------------------\n", + "\n", + "Average of 5 trials for each intensity setting" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pal = sns.cubehelix_palette(n_colors=10, as_cmap=False)\n", + "data = neuroptics.loc[((neuroptics.Subject=='sub001'))]\n", + "data = data.set_index(['rec','onset'])\n", + "baselines = data.loc[data.index.get_level_values(1) <= 0].mean(level=0)\n", + "data['pupil_pc'] = ((data.pupil / baselines.pupil) - 1) * 100\n", + "data = data.groupby(['uW', 'onset']).mean()\n", + "ax = sns.lineplot(data=data, x='onset', y='pupil_pc', hue='uW', palette=pal[0:-1:2])\n", + "ax.axvspan(0, 1, color='k', alpha=.1)\n", + "ax.axhline(0, 0, 1, color='k', ls='--')\n", + "ax.set_xlabel('Time (s)')\n", + "ax.set_ylabel('Pupil diameter \\n(%-change from baseline)');" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "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", + "
pupilvalidpupil_pc
uWonset
1-1.0005.674001.0-1.362406
-0.9675.720401.0-0.557683
-0.9335.702401.0-0.891712
-0.9005.684001.0-1.200847
-0.8665.697201.0-0.969958
...............
1807.8575.243601.0-3.722634
7.8905.240951.0-3.782418
7.9245.240601.0-3.784369
7.9575.239301.0-3.813647
7.9915.240051.0-3.791999
\n", + "

1350 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " pupil valid pupil_pc\n", + "uW onset \n", + "1 -1.000 5.67400 1.0 -1.362406\n", + " -0.967 5.72040 1.0 -0.557683\n", + " -0.933 5.70240 1.0 -0.891712\n", + " -0.900 5.68400 1.0 -1.200847\n", + " -0.866 5.69720 1.0 -0.969958\n", + "... ... ... ...\n", + "180 7.857 5.24360 1.0 -3.722634\n", + " 7.890 5.24095 1.0 -3.782418\n", + " 7.924 5.24060 1.0 -3.784369\n", + " 7.957 5.23930 1.0 -3.813647\n", + " 7.991 5.24005 1.0 -3.791999\n", + "\n", + "[1350 rows x 3 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "data.to_csv('./neuroptics_intensity_averages.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "ename": "FileNotFoundError", + "evalue": "[Errno 2] No such file or directory: '/Users/jtm/Projects/PyPlr/examples/PFR/data/pyplr_intensities'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mdatapath\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34mr'/Users/jtm/Projects/PyPlr/examples/PFR/data/pyplr_intensities'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0msubs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlistdir\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdatapath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0mcols\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'diameter'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'diameter_3d'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'timestamp'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m'confidence'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mtrials\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: '/Users/jtm/Projects/PyPlr/examples/PFR/data/pyplr_intensities'" + ] + } + ], + "source": [ + "import os\n", + "import os.path as op\n", + "import pandas as pd\n", + "\n", + "datapath = r'/Users/jtm/Projects/PyPlr/examples/PFR/data/pyplr_intensities'\n", + "subs = os.listdir(datapath)\n", + "cols = ['diameter','diameter_3d','timestamp','confidence']\n", + "trials=[]\n", + "for sub in subs:\n", + " subpath = op.join(datapath, sub)\n", + " for rec in os.listdir(subpath):\n", + " recpath = op.join(subpath, rec)\n", + " data = pd.read_csv(op.join(recpath, 'raw_data.csv'), index_col='timestamp', usecols=cols)\n", + " data['onset'] = range(len(data))\n", + " data['onset'] = data['onset'] * 1/120-1\n", + " data['Subject'] = sub\n", + " data['rec'] = rec\n", + " trials.append(data.reset_index())\n", + " \n", + "trials = pd.concat(trials).reset_index(drop=True).rename(columns={'index':'onset'})\n", + "trials = trials.sort_values(['Subject','rec'])\n", + "trials['uW'] = trials.Subject.str.strip('JTM')\n", + "trials" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pal = sns.cubehelix_palette(n_colors=16, as_cmap=False)\n", + "trials = trials.groupby(['uW','onset']).mean()\n", + "baselines = trials.loc[trials.index.get_level_values(1) <= 0].mean(level=0)\n", + "trials['pupil_pc'] = ((trials['diameter_3d'] / baselines['diameter_3d']) - 1) * 100\n", + "trials = trials.sort_index(level=0)\n", + "ax = sns.lineplot(data=trials, x='onset', y='pupil_pc', hue='uW', hue_order=['1.5', '10', '50', '121', '180'], palette=pal[2:-1:3])\n", + "ax.axvspan(0, 1, color='k', alpha=.1)\n", + "ax.axhline(0, 0, 1, color='k', ls='--')\n", + "ax.set_xlabel('Time (s)')\n", + "ax.set_ylabel('Pupil diameter \\n(%-change from baseline)');\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "trials.to_csv('./STLAB_match_PLRs.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "baselines = trials.loc[trials.index.get_level_values(1) <= 0].mean(level=0)\n", + "baselines" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "trials" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/notebooks/manuscript_figures.ipynb b/notebooks/manuscript_figures.ipynb index d59e8de..31236ef 100644 --- a/notebooks/manuscript_figures.ipynb +++ b/notebooks/manuscript_figures.ipynb @@ -11,7 +11,8 @@ "from scipy.optimize import curve_fit\n", "from scipy.stats import beta\n", "import seaborn as sns\n", - "sns.set_context('notebook', font_scale=1.2)\n", + "sns.set_context('paper', font_scale=1.5)\n", + "sns.set_style('ticks')\n", "import pandas as pd\n", "\n", "from pyplr import stlab\n", @@ -25,24 +26,54 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcEAAANhCAYAAACfOAAvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd1hT1xvHvwESNgiogFtw1C3uva217lqts9VqtWpd7U+t1tZqtY5qtWJbR7Wtu04U994KDlBxIIgTEJA9M8/vj5eQhCQQIAkI5/M8PpKTO85Nbu573i1gjDFwOBwOh1MGsSjuCXA4HA6HU1xwIcjhcDicMgsXghwOh8Mps3AhyOFwOJwyCxeCHA6HwymzcCHI4XA4nDILF4IcTjEgk8mwceNG9OrVCw0bNkTbtm3x9ddf48WLFwYfw9fXFx999JHe9w8cOIDWrVsbY7p4/Pgxbty4YZRj5WbDhg2YNm2aSY7N4eQHF4IcTjHw66+/Yt++fZg3bx5OnDiBDRs2ID09HSNHjkRKSopRzvHhhx/i2LFjRjnW5MmTER4ebpRjqePn54c1a9YY/bgcjqFwIcjhFAP79+/HlClT0LlzZ1SpUgWNGzfGmjVrkJ6ejjNnzhjlHDY2NnBzczPKsYxNVlYW5s6diwULFqB69erFPR1OGYYLQQ6nGBAIBLhx4wZkMlnOmK2tLfz8/NCzZ08AwLfffqtlJuzWrRu2b9+e81qhUGDx4sXw8fFBhw4dsH79+pz3cptDnz17hnHjxqFJkybo2rUrVqxYAYlEkvP+48ePMWbMGPj4+KBz587YsGEDAGD06NGIjIzETz/9hNGjR2tdS0BAAOrWravzn6+vr87rj4+Px+vXr7Fv3z40bdq0AJ8ch2NcrIp7AhxOWeTzzz/HqlWrcOnSJXTs2BGtW7dGx44dC6wVPXr0CNWrV8fevXvx+PFjzJ8/H5UrV0a/fv00thOLxRg3bhy6du2K7777DvHx8Vi0aBHS0tKwaNEiJCQk4LPPPkPnzp2xd+9eREZG4uuvv4abmxt8fX0xYMAAjBgxAp988onWHHx8fHDlyhWd87Ozs9M5XrlyZWzbtq1A18rhmAIuBDmcYmDChAmoXr06du3ahSNHjuDgwYOwtLTE8OHDMW/ePFhaWhp0HGdnZyxduhR2dnaoVasWQkJCsHPnTi0heOTIEQiFQnz//fcAAC8vLyxcuBAjR47E7Nmzcfz4cQiFQixevBgikQi1atXCggULYGVlhXLlysHS0hL29vYoV66c1hxEIhEqVKhQ5M+EwykOuBDkcIqJXr16oVevXkhPT0dgYCD8/Pywfft2uLu7Y8KECQYdo06dOhraVoMGDbBv3z6t7cLDw/Hq1Sv4+PjkjDHGoFAo8Pz5c4SHh6Nu3boQiUQ57/fv39+gOdy6dQtffPGFzvcmTpyIL7/80qDjcDjFAReCHI6Zefz4Mfbu3Zujldnb26Nr167o2rUrZs6cicuXL2PChAkQCARa+6r7EAHAwkLTra9QKCAUCnXu17RpUyxdulTrPXd3dwiFQhS2oUzDhg3h5+en8z1nZ+dCHZPDMRc8MIbDMTMKhQLbt29HYGCg1nsODg5wcXEBAAiFQqSnp+e8l56ejoSEBI3tw8PDNQRjcHAwatWqpXVcb29vvHjxAh4eHqhevTqqV6+OxMRErFixAlKpFDVq1MCTJ08glUpz9lm3bh2mT5+e7/XY2NjkHDP3P13mUw6nJMGFIIdjZurXr4/3338f06dPx969e/Hy5Us8evQImzdvhr+/P8aOHQsAaNSoEW7duoWLFy8iIiIC8+fP19L8EhMTMW/ePISFhWHfvn3Yt2+fTtNk//79YWFhgTlz5uDJkye4c+cO5s6dC6lUCkdHR/Tv3x9yuRwLFy5EREQELl68iH///RedO3cGQNrq06dPER8fb/oPiMMxI9wcyuEUA6tWrcJff/2Ff/75B4sXL4aFhQWaNGmCv/76K8dvN2DAAAQHB2PmzJmwtrbG2LFjkZiYqHGcdu3aQSQSYciQIXB2dsb8+fPRqVMnrfPZ2dlhy5YtWLp0KYYMGQJbW1t07doVc+fOBUAa6KZNm/Dzzz9jwIABKF++PCZPnpxTkebTTz/FsmXLEBQUpNf0yeG8iwh4Z3kOp3Syd+9e/Pbbb3rTFzgcDjeHcjilkqdPn+LWrVvw8PAo7qlwOCUabg7lcEoh06ZNQ3JyMhYtWlTcU+FwSjTcHMrhcDicMgs3h3I4HA6nzMKFIIfD4XDKLNwnmA9169ZFaGhocU/DIKKioiAWizXGrK2tUalSpWKaEYfD4ZRsuBAsRYjFYlhbW2uNcTgcDkc33BzK4XA4nDILF4IcDofDKbNwIcjhcDicMgsXghwOh8Mps3AhyOFwOJwyCxeCHA6HwymzcCHI4XA4nDJLqRSC9+7dQ6tWrXJeSyQSLFiwAK1bt0br1q2xdOlSyOXyYpwhh8PhcEoCpU4IHjt2DJ9//jmkUmnOmK+vL8LDw3Hy5EkcOnQIAQEB2Lx5czHOksPhGJV3uQ/A06eATFbcsyizlCohuHr1avz111+YPHmyxvjBgwcxYcIElCtXDh4eHvjyyy+xf//+Ypolh8MxKseOAbt3A3v30v8vXxb3jArGtWvA4cPFPYsyS6kqmzZixAjMnDkTAQEBOWMpKSmIi4uDt7d3zpiXlxdevHgBiUQCkUhUHFPlcDhFhTHg4EHAxweoWZPGFArgzBkgKwuoU6d452cIyclAlSqAqyuwbx8wcCBgVaoeyyWeUvVpu7u7a41lZGQAAGxtbXPGbG1twRhDVlaWhhD09fXFunXrTD9RDodTeMRi4PJlIDoa6NkT8PBQvWdhAbz/PrBnz7shBG/eBNq0ARwcAG9v4OxZoFev4p5VmaJUCUFdKIVfVlZWzlhmZiYAwM7OTmPbqVOnYurUqRpjdevWNfEMOZwSjEwGHDkC2NuTwClOkpOBQ4cAZ2ega1fA1hYQCnVv6+MDBAXR/yWVuDggPp4EIED/Zz+bOOajVPkEdeHs7IwKFSogIiIiZywiIgI1atSAFTc7cDh54+dHwq9uXeDkyeKbh0xGps9Ro4ABAwAnJ/0CEABq1y75vsGrV4GhQzXHBILimUsZpkxIgf79++P3339H/fr1IZPJsH79egwcOLC4p8XhlGzu3ydfm709/btzx/xzePECuH4dSEsDRowgc2dpQSDQFnrVqwPPnwM1ahTHjMokpeiO0s/06dNRv3599O/fH/3790erVq0wYcKE4p4Wh1NyuXsXePgQaN5cNebmRuY7U3L7NhAcTH8zBly5AgwbBowfD+RyX+SLQFByUycyMsicm5vGjWnxwTEbAsZK6l1SMniXOss/e/ZMZ1PdmsrIOQ7HEIKCALmcBKC6piIWA+fOAb17G+9cBw6o/I23b5OQtbUFXr2ic/fuTZGTheHRIzrO++8bb77GQCwGtm0jzVaXYD90iEy+HLNQJsyhHA4nG5kMSE+nIAwLC21zXHo6EBEBDB6sva+1NSCRGGcekZFk5mzbloSevz/QtCnQsqVqnkX12derR37BpCSgXLkiTtiIHDkCfPZZ3j5Nxrh/0ExwIcjhlFauXQPevKFIyrQ00rRkMgoqycgggWZrS5pJ69YkGA8epAe0PoxhOHrwgIRTt24qLS+35mOsoLUOHUjY9uhhnOMVFaVwz0sA1qxJfkFuwSGysgAbG5MdngtBDsdciMWkTZmDR49IYA0cCFy4QIKvf3/9gSXnzwNSKTB2bN4aSKVKQFQU/V8YoqLoAd+nT+H2Lyj29qTdmoOjR4HUVNKiY2PJrNmvH1C1qmqbvXuBDz/M+zgNG5K2yIUgmeWPHwcGDTLZKbgQ5HDMwdmz9IC0sgL69tV+/+lT0o4SE+khaWFBP/7oaHqoVqiQ/zmUgSSJiSTI+vWj8W7d8t+3a1fDrsPHBzh1qvBC8OpVYMgQ+jspCfj7b2DkSKBixcIdzxDMEfaQmgpYWpJGu28fLSgmTwa2b6frTUigFJOePSnPMS8sLGh/DrB1q8lzPbkQ5HBMjVRKD/zBg8kUeOsW0KKF6v2XL4GwMKocYmND1U4cHIAPPiBz5X//UYRkfuzfD7RvTw/Rt2/JFOrhQUnmQUHA69d0PGdnEpQdO2pWWzEEobDwxZ6TkgAXF/qbMcpBnDGDtCMbG9KUe/akhPH794EmTQAdVaAKTO3aFHHatGnRj6WPS5fI5GptTSZY5aJl6FD6/lxcgDFjDD9enTpAaCjlZ5Y1oqNJk05Lo9+GCbVAoIykSHA4xcqhQyoTWIMG9AM/c0b1/vXrJPDKlSNh8OmnwEcfUeSgQEBmsfwSv9++JbPfjh10PBsbIDycBOOdO/QwVSaat25N/1+/Xrjrkcu1tatTp/LXXi5cALp0ob8vX6bPRCAgQdG/P13z7dt0ra1akU/TGDRoQALFmEgkqsVAcjK9Vpq6q1ZV+bBEImD0aN3af140akQpKkXl7VvDt01IAH7+uXir1kRF0X1Zrhzd/506mTyoiWuCHI6pOHSI/F89e2rmhH34IWmEwcFkHq1XL+/jtGoFbNgAVKtGx8odVCGRACdO0IP3f/9TjVerRscXCEjwXrhAAubJE3pg6wrOkMlozlWr0jZyOe2v7kvs0gX46y/yHyr9YPXr09/5FaGwsqJAh9ev6QGnjqUl0L276jVjxouSbNmSBKx63mNROHiQHtL9+gEXL5ompaGohQFev6Z7sE0b3dedkKCZfnLpEjB1Ki1QzJ1WojTjZ2aqquhcuQIMH27yU3MhyOGYgocPSQuws9Ptk2rQgB42CgXQuXPexxIIgC+/JE3v9GkSoidOkMksOprMnt7emkE327cDkyZRQIxcTqbG+vWB8uUpIfvlS3qQp6TQcZKSaJ7r1pFQVSiAjz+m4zg60lyVAR6urvSgOnyYBG/nzvTeuXPAb7+RidXdXaX1AaQtKVf0R4/SsfOjQwfypRojstPLi3ISDRCCZ8/SJav15dZEKtVc1OReJBgLZbJ/YRYBSUmkSU+ZQt9z7ut+8ICETLNmtEBgjO4TR0fzBRIpefKEPs8OHeh1YiL5w9u1o2sPDwdq1TLZ6bkQ5HCMzZMnQEgIaVVffEGBElWrkkBSp2PHvI/z+DGwdCkFodSrR369oCDSpBwdSWBNmkR+QF9fYMsW0vgUChI4ly+Tb9HGBqhcWfth2r499d+7dIn8hGIxrbzHjQNu3CABuGMHBa8sXkzaqBJnZwpmadWKhL1EQoK4alXSJB89Au7dI81CIAACAuh8R4/SA8+QFmYVK6qEszG0QUvLfDe5f5/WCWFh5La1uHieNFb1fZVm3QsXij6nvKhWjZL9q1Ur+L5nz6pyPXV9dk+eABMnkjXi+nX6Tpo0ofdsbEi7d3TU3k8qzTu9o6A8eQKsWEGWBSXKaFAbGwouevCA7lETwYUgh1MUJBKKeHz1ilbVjJFfo0IF1UPlo4+Af/+l8d69abv8WLOGBM/MmdRtYPVqCp1/9oz8fLGxpGWeOUMr+s2bKXjm44/poefllb/gGDNGd7BGYCDNcehQevi/egXMnk0CWd18ply5A6Sh9upFc1IG/ezcSf9GjiSBHh1N5tLci4G8qFOHrtnLy/B99FGxIn1ueiJRFQpauwwfTuuOo0cY+j0NpgWFeoRiWlrBrqGw1KtHgragQjAjg6wCSsFdrRrVYK1enV6rWyaaNqVALAsLlXaubEWV2xT56BEtZiwsSMAuWQIsWFDwtJ+kJFooNW2KxJ98EVT7M0j+jYHHe+XQNP4sJA2bQWRrS8Lw3DkKJDMhPDCGwykKe/fSA/rTT1WBIb160Q9dXWCcOwfs2kWpCN9+S1qXPnbsAP74g3rNjRtHGmNQELB+PT2onj4lAdu1K7BpE/DDD/TAnD2bzEbe3kXTnFq1okAa5UO0Vy8SwL//rnt7uZx8OblLgDk4kMb099/kf/rsM9IgBQKqTXroUP5zadiQJJMxaNGCNNFvvyWJl4tz5yg+CaA1TIOYs7hTfxT51pSkpGhqSKZMv7C2zvs+yQ1jdA8ePqzp0/PxUdVjBUjzq19fZfYcOlTTPG1pSebshAT6vPbvp4o+8fG0aHr/fTJ7f/MNWRsKQnQ0MG0acP48Xo+ag5gG3dHtu3b4wPEqrPfvxL7nLXDw0Xs4clAK9t13uN7vZ2QJdWikRoRrghyOoUgk9DD46CNVsEnlyqoVtlJbSE+nB9i5c2SyDAykCM/AQBKOvXsDf/5Jgqx8edq2WjUyMzk5Ab/8Qg+ft2/Jr1O7Np03PZ1W32fPUrI5Y1Ti7LffTFtiq1o14NdfyTc3dap2tN65c5oBLUoYo8/Hx0cz+GffPnqYpqfTZ5qXec3CIm9BExVFwvfBA9LwatbUX21GKKTI2KZNgchIvBFWxYUL9NEpC+coMzgAwMstBYfFFdAMauc/eVIVsu/qCsTElJxO8CdPkuBq3VrT3KxeSPzmTbrQ69dpkVKtGvmvnZ3J/Ni2LZnCs7KAhQuB77+ne1QdmYyO5+ZGZlP18dBQ+l6fPiVBq7SGXLpEGvTx48D69bhywwouVpfRYGr2fePhgXoLesFdbA9XURqy+gzGC0U1VJvxEc6fN2652tyUkG+Pw3kHOH6cHhL//UeVSGJigM8/19zm6VN60CgUpJn98AMJtZo16YFuZ0cmpX//pQCAKlXogfLiBT0kwsJIC3z1ilbN3bsD772n+aBNTCShmJVF2tX9+xTsYgz8/Ukw5a4d2rIlBfPs2QOod2CRy2k+6tJDibs7Be08eEAmUYAekDNmkBl38mRaGLRvr72vVEpmvbwSy0NDaU5yOV1/cjLt8/PP1HVCF/XrA5GRCD4Zg7fVquKTT/SsH0JCslMr1MbevCEVUfld1KxJpuiSkMv39i0JpBEjdL/v5EQC8tUrujdPnaJ7bdkysmJYWND9PG8emdV79iRhqct3GxCA+MqNcGE/4HTHBQ2qRKKSlw3dO82aUQDSsmW02FEKwVu3SEj27Im9R+3QogVQs1t3mtP16znpMq4iKdB7IGy8q6HGxo2AlQCVq5juYwO4ECwZiMXAsWMUVKCeRM0pGUilwD//UKh5pUr6E9clEnqoe3iQienkSd3+PxsbCkrIzCSBOny4yq8ikdBDxNubNBZvb+39R4ygOUVHU9+5gweLJgQzM+kYDg6ktb18qbs02ujRZNpUF4JHjpC5VBc+PiTQR4+m14mJlA/YtSt9lp06kTlNXQj++is9TMPDaVHw+jXNK3egRkYGqQfz5pEJuGJFMtM9ekTpCklJmukiajyIdoVd5kP9QacKBT20x4wBewwwAAKAtBlltRsA8PQkralnTz0HMgJWVnRP5BVI9PIlWQz699d+LyCA7q0uXch0bm9PwujcOdLGP/6YchJnzqSFWXw8mT8/+4x8wPv308KhQQNaLWRl4XWcNaKS7TFoYAosBndBwKR/UKmtBe1z/jxp/YyRBhkbS9+dQADMno27d4EGwuyKcHI5adUBAcCqVbTgmzqVrnXTJoMCmYwC4+RJnTp1THfwlBTGjh5lbMcOxsRixh48YOzatUIfLiIigkVGRmr8i4iIMOKEyyiHDjGWnq7/fYWCscBAxr78krEhQxirWJGxc+fyP25WFmMXLzK2datqbOdOxjIzGdu71/D5XblC21+/nv+2CgVjoaGMXb7MmETC2JMndP9JpZrb6Dp/aipjdnaMxcYylpzM2MaNjJ05w5hMZtg8P/+csbFjVefat4+xDz9UvX/9OmMeHowdO8bYpUuMjR/PmIMDe/rjVnZo5nnNY33zDWNt2tBc4+MZe/WKsfPZ27x6xVidOowtWKCxS1YWXfKePYyxw4f1z/P8ecbi4hhjjN26xdjbLYfot3rsmO5rMiUpKXR/7NnD2NWr2u8/fkzfny7CwxlzcGDM1pbuYYWCsTlz6DP29aVtsrLo2K1bMzZqFD2HYmIYa9WKtpXJGHv4kLG//2YsKYmxPXvY3q0Z9P1n3+M3LktY5Cs5Hf+//xgLDmYsIoJe//svzf/sWXb5MmNnT8sZW7WKsaVL6ffSqRNjjx4x5uTEmKsrY6tX05dkRng/wXwwWT9BsZgCJdS1AIDMTX360IqtgPB+gibg3DnSRPQljZ0/T5GcN26QdtOxI+X0OTjkfdysLIqc/PBD0q6E2cvjVq1o5Z+UVPDE7qNHSasqV47ur/376T4SCFSh7RKJKl/w8mXyCSnbF6nj50dVTnL7u/r0UZlqU1LIjNa6NR3jxx/137d+fhRIERys0uhiYsjU+/YtaV/NmgHffaehabNr1yH5oD8y+w0Be5sAlxmf0dx79qRgIfV7e88e+jyVpur33iOfqasrGKMWftbWNNzkpT+96NhRu7nt/v055mCxGAjaEAjvhJuIHfAFQp+JYGVFH+fgwdnXlV+BAGNx8iTdH+qm5337dOdc3r9PWtb//kea3siR9P3Hx9PnlF/uZVwc+b6trUlDdHAAdu/GizvxcLKXwyUjku6N1auhsBTiyBGgf/lrZJnw8CALQf/+QEwMYsd9i0uj/0KF8gydD31NWmvnzvQd/fILadQPH9L3pvSvmxOzitx3kCJrgmIxY9u2MebvT69TUxnbsIGJ9x5i8W90rHhkMsZ27y7UqbgmWASkUtIo1Nm9m7EXL7S3VShIY588mbHq1Rn74gtazRpCdDRj+/cztn275or39m2VdrJnT6EugcnljG3ZQtrZli1078nl9H9BSU5m7ORJ7fH9+xn7+WfGDh5UbTdpEmPdu9PKXhdRUYy5u+u2ctSty1hQEGNLljDWuzd9tmrcvctYzKL1jNWpw140G8AUFSow5ujI2C+/aB8rNpZF/XWUXfv+GLt2jTHFiBGMffMNy4pLYQ8+/oElL1jF2OLFtO3hw4xt2sTYjRuaxwgPZ+zmTY2hvbtlLGTXPfb4cfbAixfs+ZqD7Nn2K4z5+ak2FIvpu7tzR/fnoAuFgr6vy5cZGzCAsaZNGXv7Vve2cjljf/2l+j4zM3Vrp1u3Mla+PGlhUVGMvX5N9/KRIwWbm1zO2MCBVLfH3p4pbGxYpE8fxkaMYGztWsZq12bsp58YY9m3Q7b1QKFg7PI3B9nmzYwpIp6xs7/cZrI/N9I90LUrY4mJhs/BDHBNMB+KrAkqP94nTygo4OVLoEoV3FtxAulejVBX8ARvMp1RrktTeLatAUF5N9VquU6dAp1q5co4jBihWb+Ra4K5SEmh1XO7dhTQoFDQcv+//2gVGx1NAR0SCflBcudoRURQQMfdu3SMvn1JG1GvjqKPo0dJS2vRQndu1f37qjqfbdoU7voSE8mXIhIVvQebnx9pSuXKqfwzhw7R3JW5BEqSkkjD9PPT1JojI0lT6dWLNMXczJtH2vbTp+SHy9YEgoPpo7a2VnVdksYm4snIhbAZ0As3y/dG8+YUOKt+qsBAYJB8HyLbfowHu++j2caJKP/kOqSt2kPoaEORtX5+qqhTxlSdH4RCGld231CiUFC+XocO5L9KTgbeew8Xt75A5zE16V4QCEjLGjhQpSlnZQEbNwKLFmlq22/e0D0WHEzRw6dPU+DKqFF00QKBZmECdcRi0rIGDyYrhI+PZrTutm0UeDR3Lr339i3NeckS8v2qp+0YAmOARIIXL4ArVwV4v69I1dDk99/p2p4+xfW/HqCe42s8qj8Yz58D/RSHkN69P0IW+6HywJZ4b2hjKi/XqFHBzm8OilsKl3SM6hPcs4ex339nMmcX9tirN0v1bsIiOo9hGf2HssyK1ZjUoRxjDRuSnX/3bloGZ2UZdOj79xmbMSOBa4L5sXcvadvXr5O2tHcvaTdKP1VGBmmE9+5p73vrFvktBg9WfS+5NBe9hIbS/vlh6PHMgUJBmsaqVarPJ6/5/fknY/360d/HjzNWtSpjFSowtnAhaRW6SE5m7Pvv2a1Nd9iFC4y9fElu0ZAQPZs/i2eBgfT3rl2qw969S4oOY4x2fvhQNd9du+g8f/3F2PTp5MfbupWu67//yJ+r63cilzPWqxdj48bRb/LgQdKssrl+PdtQEBVF57l5k7TU6tUZa9eOrn/ePMYaNKB7bt8+xtzcSPT27Uv30tSp5GtTEhdH48+f6/+cDx1S+fLU2bOHjn/hAr1+/py227yZnid+fipNsAD3mUJB34kWt2+T9uroyBSOjkzi5MayWnci7X7HDsaePGGB3+5niukz6DoLw40b5GM0IVwI5oNRheCjR0zx3nvsUv0vmINIzNztU9ivrXYxxZWrjCkU7NzyQMY++YR+SMuW0a9Ml0kqF0+e0DNn06ZoLgTzQi5n7MCBwu2bkMBY48b0QDQ0EESdwpo4SwLPnpHJMj8yMkjo3bnDWI0aFExhgPktI4O8Ba9e0TrB0OdzUhLJt//+o+exBv/+y1hamur11atkFvz3Xwr6mDuXhFHz5owtX05Cbv16xsLCaHuFgrH//Y8CgdzcKEDlzBkyw+7Ywdjt20yhYOyff9Ruh0GDaCFw+TKZuy9epPutXTvGatUi4bZkCX2WVauqAnlys2gRYx06kOtEF2fPMjZrlmqlcOkSYzVrMubiQs8Ndfz9NYO6zp+nFYOvL80vMzPfz/nePXrGaCGRkGAPDiYB+/IlPa/+/ZcWAt9/T2bTSpUYe/Mm3/Nooc8kb2TMkiKhUCgQEhKC+/fvIyEhARYWFqhQoQIaNWqEevlV0DcSoaGhWLBgAR4/fgwPDw/MnTsXnfMrXGxMZs4EduxAiud7mJr6C/p9JEQf0QXM8BuExtsPo3t7AaRNWyJh/G64hlwip/adO3rzflasoIjkkBDyYQ8bpll+j6OD27cLl4IikZDZs3ZtMukpTYOnT5P5qnJlymezs9MOZmGMTHBVTJzsZEqqVyeTX379+GxtKSioWTPKPTOwf56y4pq1dcE+JmfnPNosjhxJptuPPqLXb96Q+bp5c3JN1KhB47dvk1ly8WKqtBIVRa8jIylg6fp1YPly+o4rVCDb7KVLwLVrEERGYsgQaxw5Agzokkzf85YtZJ5UlpSLiaHPRCaj+6N8eTJL5tUa67vvyKTasyflmg4cqGrVpFCQ2XXkSJpjVBSZRr//nky5n36qOo5USvupV/Lp0oU+8I8/pms7fJjSTUaNokAXxsg8bWOTk7oSHq6npR9j9FnZ21N6g4ODqsj6nTuUCxoRQYE4hekLeekSQqu/D/lDsrSbCpMKweTkZGzbtg27du1CUlISqlSpAhcXF8jlciQmJiIyMhIVK1bEsGHDMHLkSDiZqB6fRCLBpEmTMHr0aGzbtg2XLl3CjBkzcOTIEVSuXNkk59Tgxg1kbt8PyQcfY1/Fr/BiizOWfgpkZLyPL6sBK8/0QPeHD9GzEsO5VTHovqQb3aBKv1V2m5agIPr9vnhB991vv1FVKYWCfg+Wlsavb1uqeP1adySkPh4+JD/u+vX0UJgxg57SUVHk3+jcmR5UEgnlQr15Q/l2CoUqqjI1lfLXTNk53dQUpBrNzJl0c06datDmCgXdswUtP5kvlpaqzg5yuerv994j/+WePSQIV64koda0KS0479whAfbJJ1SyrnFj8s9Nn55dUTv7OK1aAdevw65LF8jloO+9a1ftajru7vR5lC9P90S7dvmXi7OwoHuuWzfKs4yMpOMqhVS/fiRwQkIoV3LtWt0LjtOndbdEUuY1KiVbejoVgujXj/KVfXzont6xA2zYcOitrnnlCi2Q9uyhBaJ6RPTy5VQ8fsIE7ZZZOggKohTPYcPo8hViKcTxGbiXKdKq22BsTCYE/fz8sHbtWrRp0wZLlixBu3btIMqV8JmWloZbt27B398fffv2xcyZMzHIBF2EAwICkJWVhTFjxkAgEKB79+5o1aoV/P398eWXXxr9fOqIxUD0pOVwbtEOF7y+wKaT9dG5M92bcXH0APj9dxewC7shaNUStTu4I2jJUfhUT4SiU2ekrdkMRYVaeNXlU0gehOGTkbXw62oBbt6kxaty5fzff4CdHUNGhgDOzqUw1ikggB5IynD2zEz6kSsRCGjBkJSkO50hOdnwJ21qKiVsT5lCQS8NGtBKWbm6v3RJs7iwSEQlpNzcaFslaWn5p0qUNlxcgDlzDN5cuZYwCZUqkQCJiCDhA5BwbNOGkrj79aPAkZ9+osCX8eNJEH71FT2V//2X9tGVItOjB2l+XbqgVi0gY8ou2H2Vq3qQkv79SbNTBqgJharV6s2bdL+5upLKJRKRFKhWTSVI5s2je3f3blV5OoWCiqq3a0cmodxIJBSYY8j9Z29PC4XAQBLayiIJ9vZ4/NcVNO+tR4glJ9NnNn48LQLUCztYWwNbt+Z/7qNHIc8QI1T+Efr0obgeJyfA48ZRpLTthw97mqZLlTomE4IhISHYt28fXPOIRnJwcECXLl3QpUsXxMbGYv369SYRgk+fPoW3tzcEaitaLy8vhIWFGbR/VFRUzt8CgQCenp6QyWSIjY3V2M7V1RU2NjaIi4uDVFlMOTkZwpAz6BlxG0GnKkOhiMLSpWQlAQArK09YWTFcqDcAdSsBVpWAxw8zUePDLvhubV3UTV2DFl8vQuIPLvCpmYJ/pj/Dwn/fR8+emWjYMBG+vvS7EImA5GQFMjOtkJkZnTMniUSCChUqwMHBAYmJichU6xptZWWFihUrQiwWIz4+XuNaKlSoAKFQiDdv3kChVmzY3t4ezs7OSE5ORrpa3zELCwt4eHhAKpUiLi5O41hubm6wtrZGbGwsZMpu3ABsbW3h4uKCtLQ0pKSkaOxTqVIlyOVyxMTEUBeBt2+BoCC4fPYZbENC8PbJE0jatMkRitYA3N6+RYadHZL++INWnyEhQJ068LC2huDmTUT36EE/9IMHAS8vOPfpA3tbWyQ8eoSsY8fIDBQcDKFcjgqursg6ehQJNWpQ5GJmJhAVhYrPn8OqZUtER0eDqQVWOzo6wtHREUlJScjIyMgZt0xPh7u7OyQSCd7m6vJdvnx5iEQixMTEQC6X54zb2dmhXLlySE1NRapabcYC33sAbGxs4OrqivT0dCQnJ2vs4+npCcYY3rx5ozFerlw52NnZIT4+HmJlAeeEBIjevkX58uWRmZmJxMRE0poaNACsreHu7g5LS0uN3woAODk55XnvvXkjRt268VDfzWj3XqVKcLt+HdYCAWLr1oVMeZKJE2G7dStcmjdH2qBBdO/Fx5PAOXcOlQYPhvziRcQkJdGiKhsXFxfY2tri7du3kDRuTFVOJk1CJWEKrO4EIKP7DiTlun4PDw8ILC0RbW0NREUhIQGIfFUOTa8Ewb1OZSQ8e4as2rUparldOwiFQlSQSJD14AESGjakSFCBALh6FRU/+wxWjx8jOjUVbMUKMuXu3g3HtDTVvZeeTvmEjMGyZ0+4A4bde02aAPfuwa5zZ5QDkJqaimSxFA8Cw9CuXy1ERwvg+fo1ZFWqIFZZqDspCYiKontPICjYvWdlBXbsGN54eeHmuVS0GP0E6ekOGDKkHOxsbRGfnARxq0QkJyciORkQiUSa954ahtx7LrrK+ikxudexBPD777+z8ePHa4ytWbOGTZo0SWNs7dq1rE6dOlr/QJWTGADm5OTEGGMsLCxMYxwAO5yd59W6dWuN8Y6CSmy61yH2+ee+OvaRsN69k7TGa9fewoRCBavj2Ulj3FbUme3zjWK7d+/W2uebb+6zy5ffMCsrK43x5cuXM8YYGzNmjMZ4o0aNGGOMnTlzRutYd+/eZYwx5unpqTE+a9Ysxhhjs2bN0hj39PRkjDF29+5drWOdOXOGMcZYo0aNNMbHjBnDGGNs+fLlGuNWVlaMMcYiIyO1jrXb15ex3btZt27dNMb79u3LGGNsy5YtWvskXb/OJBKJ1rivQMCYpSUbmmu8dfPmjO3Zww7/739a+4StXs0YY8zJyUljfEF2dZIpU6ZojHt7ezPGGLt+/brWsa5nV3jx9vbWGJ8yZQpjjLEFCxYU+d4bOnQoY4wxX1/te08ikbCkJO17b8uWLYwxxvr27asx3q1jR8YYY7t37dLaJzIykjHGCnTv3b3L2D//FNO9V78+Y9HRuu+9Z89033vZ+bta917DhuxlpxHsjz903HtJSTrvvVk9xjK2cycbOnSo5r3XujVjjLHDhw9r33vDhzNmY8Occo3n3HuTJxfo3jtwgDFPTwPvPVtbxh49YmGrVum+90JCWOsmTQy/944dY0mJibrvvYsXWd8ePTTvvW7d6N7T8dwz5N7LC7PlCaalpeHw4cOIiIjA5MmTce/ePdSqVQtVzBAw8M8//+Ds2bPYtm1bztjy5csRFxeHlStX5rlv3bp1cf78+ZzXBV2Nh16IQurhq3Bs1QkvXOvgzZtkjB6tcrOkp3ti926G7dvfoF078lO7uQFZWeUwfbodfHziIfvtF1Q+vgVrB1/AB0Mrol/KSbzpNggWlklYuZJ88b17AxkZdpg8WYIKFVStXyQSCRo2bPhuaoIyGWI2bqRghmyHu8vBg7D95BO8zb42JdbW1nBzc0NGRgaS1FbvQPZqXCBAdPfuZDL9/nsAgLODA+ydnJDw8CGyrK1ztEqhUIgKFSog68YNJKxbR9X0bW2BkydRsW9fWFWoYLgmaGlZOjTBpCSIwsJQvksXZO7Zg8S2bcmEd/w40Lt3oTTB69cr4oMPzHDvWVkh9tdfIWvenPyAJ0/Ctlw5uAwfrrr3btyge8PFRdMKoYaGJiiRUA7lxo2wXrAA5f43G9uTe6BnzySNfcLCPPDsmQA2NtFo107lKn664gw6rhyB+OQUiMVZOdvn3HtZWUhISNA4VsUKFWCVmoromBgwe/ucgzmmpcHx8WMkvXmDjC5dckyged17IlF53L4tgkIRg4cP5Rg2jJ5JynsvICAVMTGpaFHlDXDnDgR9+tC99+QJYv38KFCoa1cA2feeUIi43bshzR4DVPdeXFw6tm9PxocKfzx0aI3W/SoiKckTiYkMAQFvMHQoYHHyOFCnDsq9egU7T0/EN26suvdQCjTBiIgI1r59e9arVy/WoEED9vLlS/b111+zZs2asSBDQq+LyKVLl1j79u01xiZMmMD+/PPPfPc1RopE+NBvWVqyjCkUOSUJc1AWiGnQgLGvv6Yo7P/9L1d64OHDLKrdYBbX/H12ZZYfC5x3kJ2drqpU8eoVlUkUCBRsxYqE0pMice4c1ak0BomJVEdRLc8rT2JjGTt1ir6w48cpDD1bQymzHD5MN6h6pZszZzTz3AwhK4ux48fZsa1x+W9rDE6e1Jzj4cPatUPT0+n7LggjRlBahZ0dY8nJ7NAhzbfv3NFfSOjQIUpHnTOnYKfUya5dBdo8Lo4yN5Spn2FhmmmxycmU+aAXfXV01T6AqChKq/Tzo3PJ9uxjLCqK7dlDabnnz1Nxnpz0kuvXVVWIzIxZmuouWbIEvXv3xokTJyDMDl1cuXIl+vTpg+XLl5v8/K1bt4alpSU2btwIiUSCc+fOISAgAH2UpShMiCI9EwmO1WHvZAmBQLs1l6UlKRmLFtG/kycpQlojhqNBA1RY9BVcXt9H+z7l0PKLpvBxeorg7/YAjKFKFYrcb9UqCw8flpLQ0JAQVesaY7BmDWmUnp6GbX/hAgU/lC9PqrmTk/HaFb2r9OtHDmj18OM2bcjPWhBOnEBak/bwfHbNuPPTRVYWVdFRb8mkK4Tazo5SBXLDGAXR6KJlS6oIU7s24OSkFUT79CkFo+ojNJQCTnMpNgXj2jWDqgspFDTVrVspGEkZbApQE47wcNW2J07oSYlQkrt5sg4uXaLMjgH9GQZJ98DSpwng6YmPP6bxLl0ojianUUSbNuarwZoLswjB4OBgjMiV7yYQCDB+/Hg8fvzY5OcXiUTYtGkTLly4gDZt2uCXX37B6tWrUVWZ02JCZEJbNOhZKd/tmjalYLDhw7WjrOHlBaukeFhu3kSRYC4ucGnujej3uoEd9MvZrIpLCqKjzdR+xJRcvkzRanqTwArImjUU5v7zz/lvyxiFsNevr7JZt2yp6ovG0cTeXrfw0IdMBkilCHzkiDp1jdwI+PFjEgoApcPs20dRvrkfrrnbMinJ7RnKyqIWWo8eUVHtW7c032/ZkoKDsiNPlYW1AeDevbzXWwIBCb++fUlgFAqZjK5TmfOYBxcvUsrkp59SWqGa1RIA/dwYI6tw7dqFi8hMTBbg2hUFXr5Uq2t+9iyletSqBYCu29TRngXFLMnyNjY2SEhI0Kph+fz5c9gXoltCYahTpw527txplnOpI7KQQeSQv2Dy8iJFRdmcXAsrK8qr+OADYNo0YOhQVKrnjLhgS1SUSICoKFR/8wjXbLrqOcA7wMuXtHxOSiJ/izHYsoUqC/zwgypMXhcSCWl/8fH0GeflQ+Bokl9YwfPnFOHr7U0PxcGDkXLOIIXCcMRish40aQJs306dDHR1VwAotF9Xs14HB820ljNnaFWqrMH68CHlxilTZZTFA7Lz4Fxc6Na9fJnkUvv2oGTyKlW0TUAgwWNjQ/vdulWIOg7+/qrCqjo4epQup1s3Cq7WMYUcevSgYhsNG+bxDNLD69eU6WEraIs6Qcdx5F4fTJoEEtKJiXmfuARgFiE4cOBA/PTTT/gxu4BuQkICnjx5giVLlqBf7mK1pQ2JhFrNFJVu3eghvWoV2ViGDUO9zDu46NYNPVevBmrXhnVdb7BQSb6HKpFIpcDVqySA8uombiiMUR7V0qX06x4wQJXkbmtL71tb08OzdWtaAr//ftnL6zMGVatSBQddbXAkEvpsa9QgATh2rHHPffw4qRdRUVRFxdpas6q2LvQJwVatyLTbrRu9Fos1i5DXr0/pNUrs7YEHD3IK3bu40DPfykqtl3JEBC0C8jD1depEh9UrBOVy7QazUimpVHqUCMZo+kOHUo3u/Pr+litHGSIF5dUrKiY0cCAgEJQHgitjcsQBQNo3J2iqoCjjYYxeQEEPZhGCM2bMgEAgwKeffgqJRIJPPvkEVlZWGD58OGbOnGmOKRQfdnb5LnltbWkFmWelF0dHMjvZ2wPffgv4+kLUuzfcwh4Bayk52eZcKBCclcdBSjCXLtEPRssWXAhiY+lh++yZKsE4I4PyAEeNUm0nFtOHvnUrVXThArBwNGtGJmRdQvD6dVpcuLrm+K4SErK/5lTtzQtEfDw9KZs2JWFl6FMzOZl8vLlxciJTKUBaZcOG2tsozb/K37RaPa9y5Uje5ZCZSdtl5f+b9PCg3GF3Ubb/UmkzlEppMdexI9C2rWqHoCCgZUsEBZGMzC1AHz6k6QsEBhfvKTBZWdTIYuRItaJCTZtSlO2xY2TeMuA39fw5tRW8d49aTirnu2sXCXCJBDhwwDTXAJjJJ2hlZYVvvvkGN2/ehL+/P/z8/BAYGIjvvvtOq4pMWaRWLfrC863opWz9Mn48edUdHOB54yCVngFgU9EeyBTnc5ASSnKycQTg69dkrmrQAJg/nwTgmzfUPie3j9Hamh42I0cWasXKySYvR09Cglb7nkuXjGTtzq7YAlfXgtlW27XTLQTVCQ2lh3luWrem6kU6cHGhn2JOH+JLl0jNs7CgyBQgp06cZWaahhm5eXPgTqCMfI/bt6uCcS5fBiZOpNdpaTnbp4dH47/LlSAQkNXx7l0aT00l4RQaWuBObAXi/n16DM2dS0r+w4dqb9rakmqYHUh2/z7w66+kNarz9i11JWvVij6K3r1JAK5YQUKxa1da2yxYYLrrAMykCQJkAn38+HFODpN6Do5ZC1mXQGrUILN5voGQdeoAYWH0/8qVwEcfwRNA1nc/wWbjWpSzyYRMaiYbgjHJHb1XWGJiqAbXpEn0oFOWf7p2TW8hcgC82KqxUCi0hWGukEnG6KFtaan9XoFITydBVpgoC2VRbV3Y2IDFvQWzsdOtITg704INFIcTHk7Fv4VCqtr04gW5Jc+fBzqkZEBoZ0fOwb176fMRCABbW5R74girrDQqqQba1/n2OWDmEDrH9u00z4QEet2rF1kyPvwQjJHVdsivqsvft48eDYyR0Sh3G8yCcuGCSn6rc/Mm1Sw+coQU+x07yODSrx/lODdoQHM4cYLmU7488PXXJNAWL6b15sqVwJ9/Uvrtxx/Tdsqf/7x5qnMNGaJtBTYFZhGCe/fuxaJFizSSeJUIBAI8evTIHNMosQgE9IXnS716dKfVqUMxzLGxUERGQ9ChC9CsPibMmYQ7ztsBvGPBMRcuaDcyLQwzZ9Ln8r//0Yq6XTu1Jy7HpLz3HkkF9XL/UVGqhUg2x46paYEiEZmkDTFjxsbSE3fsWLIYXL5sUGHmgiJv2wGfdIjE/awP8Ki3fhmbmEgCsEcPmpaHB1nUT5+m/7s3S8Stq04I2woMGuQGx08+0dg/3gJwD/TXMK1aZaaopMHw4WSmV9o5bWxynGUXzsrRpKlAY25NmlD94E6div6xvH5Ncv7UKXLRy2QUs7ZsGf2sevQgQTZ+PG3fpQuZZLt0oajQFi3oc+jenYT12rXkm0xJoX3t7EiA3r5NFlN9mOtnaxYh+Pvvv+OTTz7BjBkz4MD9LoVHaftQUqECLCpUQGbXD5G11Q+v3DujbkoI3ikhmJJCD0OrIt6Khw6Rmer+ffoVKysRXblivEhTjn5q16YFmroQvHOHNBi1l9Wrq3XVcXUlv14uQQmATH9hYapQxStXqLD1yZOUV6D0txkBsZjWTsOGAUeO2CPerQ6yIihiU1ct9qexjgg+lIqPPnOEQEApB0IhyfxG7B4+tgiHIJih7dyBaAXKsujdW/MyhULgdcMP0MpvL1kpLl9Gcp1WKmXa0lIriCgsuSJSp/2DKopkuM7XFKq1a5MWJhDQWkSZn/j0KZ1XWXc+P96+pY962DBam169Sm7dtWvpq/DzIx+derwQQAJx7FiS20ePUvxZ7q/VyangKaXmwCw+wcTERIwZM4YLQGPQvLlmvhJjKDeiD24vPgGxwAYu8nj9+5ZEjh2j5WZRiIoiv8m2bfRgDAxUORpiYrR8UhwToMu0KZdrmJpfvMgVa+LmRua+3KSkkPnwxQvSlORyOr5QSIvAzEyjhA4yRgnkderQumnCBLp9vvqKZPnRo7r3uWfbGoOrBORcsqMjCQUvL6ByRhgEgz8iyWhpCUtL4PPPSRgdOkQCBSBlNildSOb7bFNp5bbVNJLWATI/HjpEgSFpTdqj2W+fofa66aR6qnH3Ln22HTvSOhAgl2R0NMWGqVXl04tMRj9HpdLapQt95IcOkYA7dIiO3717TqtBDZRye98+3euakopZNMH27dvj6tWr+CSXSYBTCGrUoNwjpZnk1CkgNBTdgucg2NYKLvK3ee1dcpBIyGbSpEnh7B7KMHeZjDKAlX7A9HRyyFhZ0S9f2XqGY37UBCNjOuSkm5t2c9nbt+nJ/dln9P3t3EnqiVIrEgopiky9lZUBZGTQqZQaUnQ0pQS8eaPqVnTkCL3n6EjK2YoV5LdS59YtoHlnByAoHVokJ8PCtZzWsECgMkZcuEDzKFeO/rawqAwbmyHo1RjwtqNzduhAvrRHj+jn0by5ullWtx81PBw5fffq1SPTaMOGpB02bUqCcOhQ+lnoc8UeOUI+OoGA1iHnz5PgY8z0wSnFiVmEYL169fDzzz/j7NmzqF69ek7pNCWzZ882xzRKD+p3cWYmFYTOyEDWg8Vwen6z+OZVEP77D/jwQ3oQFoYffqDY6jt3gEaNqNYcQM6K6dNzKlRwzIiy9JgOM+V//+no7+roSE9bdV6+VNXssrDQ7pXXp48eiaqbBw9ImFhbk2DZsIGCMh4/pnD877+nKH4Li5wYFQAUYTlhAilpnp4kmF68oFuuZUsAwTrOHxiIL7boUJHU6NKFYl4aN6aevR060KWcPEkW4Nq1KePkzRsSWoaQmqqZidCwoabG7eBAeYJnzpBrdeBA7Ti0uDjK/rCzo+Mpa43Xrk3zLWlVXoyJWYRgYGAgGjdujMzMTK0yaYKiRIiVVaysSJOSycjYb2kJODpC0KAWbI5eLu7Z5U9mpqomZ2FITibnxHvv0fJVWdLs9m06LheAxUOdOsCTJ6R6xMZShAgoV17ZdEKD3L99xgyzChj4zBCLSdh9/DEFdPTuTTJ3yBBg1ix60L9+rbuWhY0NCSiJhEx727aRkMgJYNM1h8xMCOzz91N+8AG5r9WLvSgzdA4fJgFlSLD0ixck4BMT9RfHUVKxIp2DMfJRKoVkixZ0KWfOkB9QIiHDSqdOwObN+c+hNGAWIajewohjBJo3J79XZqZGAq3I3QlApv79SgoXLxYtWOWHHyjCYuNGcppERlIAxp07qlJWHPNTtSplPDdtSsnm2YmvUVEG1XjWX3WmkJw9Sw/zuXOpaND582Q0sLIi39yjR3kXih42DPj9d4p4PHOG1lxZWdpBITkYKJzLl9df7UwozD9gNimJUhCUpdkSEw3P8hEIqF5EXBxZm/fvp2tq25bWlkOHkub4xx+GHa80YDIhePHiRbTL7pR88eLFPLct63mCBcbDg7QeKyuNpF8LV0eIUMIrxmRmattvdKGMgs0dNZqWRvaZkyfpgVm9Oo1t20a2r8LUfuIYBwsLVQJ4Whrg6AiZrACBvw8eaESTFoXMTJrC5MkkVC5cIP+YEvXiK/oYO5YiJceOJe0oMJA0qA4dgEWdbFHEVDydNGlCQS66olKVHDtGLlH1wByxGBgzhoT+pEl5n0MoVAWuKHsIREeTS71HD0psL2qw9ruEyS514sSJuHr1Ktzc3DBx4kS92/E8wUKiYylpUc4BtiVdE7xwIc+ivwBUDpLMTFq2ZmWRxpeURPaipk0160Q5OFBt0FwF2jnFz+nT2h0L9FIgiamf58/pNnv+nMyd58/nob3lgYUF8PffmmPXr1P048crWuLq4AwInbPNn0bqTV6pEt3qupDLKUq0XTtVKsT771MAtEJB4wsW0P+GND0JCaFpJycDU6aQ5vvDD0a5jHcKkwlBdd+fOdolcQArZ1vYIhMGREMXH3oCJwCo7DNt2lDdp5gYqpv400/UgcDJiZ5q585p7xsYaJLkaU7hUSgoWFdX1yKdGGhOVHZCunWLgkjUgzYePSJT3unT5C4/fLhwAlAfbdvS7dnnpiXGjZHBwpnKeJ74JwaeRsoLyP0xyOV0yyck0PrRwYEs/336UH14ZSJ6xYqkxf36K/Dvv2Qw8fTUHSB9+TKtG8uXpzTdL78kQVgWMZkQzMw0XCOxNTSTk5Mnlo7WsEUm0vLftHiIjdVdG04Z7efnR06bfv1UTo64OFreTptG2x04AFSurH0MsdjwjGCO6bCwAGQyyJkFtm8rQCEgAyv7HD1KNaWTksgrsHIlCYUvviAz4Z07lDW0ZYtKYzI2AgGw7V8FlsxJgWN1J7i7A70+dsC5U7VgjKZBuZXKPXs0u3u9ekVBLhs2qJpTKNeVY8dSfNL8+SQIpVLya1apQplVw4fTAmL2bEqAV68nX1YxmRD08fHJN/KTMcbNoUbE0tEW9khHqoJBYFECo26vXtWMQ1eyZw9peWlptKz9+GOyyyjvnzdvaGkvlRbAtsYpFqpXB06dwkNpbXTvXoA6BQ8eaDrtdBAURNVmmjdXNVTp0YPk565ddOo//qC4K/XCNabArYYjfh19EehXherah73B4M9r4dw50txevSLjRWFwcdGsO25npxKAjFGR6SlTdHdncnMjw8lff1EwT0YGpWV4eFA98Fmz6G9n57zL6ZYlTCYEt27daqpDc/RgIbICgwDSLDlEdiXEs61eVFlXCDxjqrJpf/9NCU3qAhCgX21UFNm19KVVGMknwykitWsDW7cion1vDKhSgP2eP9dYIMXF0QPcxYV67d29S0EqERH0AP/gA1oTKbsY1KtHWs6qVaYXgAA07k+BAFj62WP4fF8Lhw5RyuqTJ3Srr1xJRoyC0Lw5rRfff58iP5UCMDKSchufPKG8S31Mnkz/lMTH01wEAtKgX78mAV2ac/8KgsmelK10hDelp6fjxYsXqFWrFiQSCS+jZgIkEEGaJi0ZQpAxssW4uZGQ69SJxvbsoWV7mzb0i65Th6oQS6XA8uW6bVg5XUp1EBdX4rtXl3aUlc0sbGyoD86hAuysbBGW/b0nJZEWU6cO+bf27yez6uefk/BLSKBgl9hYysIQicgSPncuRXEWB5YWDO+/T0KqeXMKbvn7b/JJFlQI2tvTZwCQCbNZM2DNGurCMGUKsH59warGqccalStnnI5lpQmzPCklEgl+/vln7NmzBwBw8uRJLF++HDKZDCtXruTC0IhIYA1pugRACfCPnT1L8eTBwVTTydqaxrp1I5uVQkFmsFOnKOXj8OHCtTW6dy/vmHKOydm9m8x2yrw7fYp5aCgFrygLPsPRkaSamoXA359cvL//rkoHaNlSZb6rUUO1Jpo0iTRGs2h/+dCmDWmiyio0vXtTXJc+EhMpQKVuXfICJCfT59imDQU6v35NAS8rVpA34Pp1+tw4xsUsCvFvv/2GoKAgbN++HdbZS5jx48fj5cuXWLZsmVHP9c8//2ilZERHR2PcuHHw8fFBt27dsH//fqOesyQhgRDyTFn+G5oaf39y4Dx4QLHXu3aRkEtIoOCY7t2pLuSWLRTNcO4chbIVhuycNE7xcOcOaT9Khe6//8hynTs2LiWF/HoDB1Jemp8fkFyzKdjSZWDde+D0adL67t4lzcfJiZq1rl6t339Vo0YxCkClpM/uE6gsCNCzJ/1fpQqZMJX9dHOzYgVFaNavTxrekiWk7YrF9Hkqy6iuX08/HS4ATYNZhODx48fx/fffo5maSatp06ZYvHgxzukKdy8EEokEv/32m06hOmPGDHh7eyMgIAArV67EsmXLEBwcbJTzljSkEEKWLimek2dl0S82u3s23ryh5GdbW3JwdOpES9wLFyjZauVKKo586lTRhBgvvVesPHtG1VQ6daKIxNBQMsFt2ED+KCX+/qqyYz16kAtwz6lyqLxzBdyq2CIlRVWi7ORJEoQlugGI8r7LrnRTpQrd8soEdBsb8l8q+4fLZJSKMHYs5fgFB5O/My6O6pSOGEHa8dixdEiZjH4aU6ZoNY3gGBGzmEMTEhJQQUdovKOjY4FSKfJizJgxKF++PIYNG4bo6Oic8YiICNy/fx+bN2+GSCRCs2bN0K9fP+zfvx9NS2GJLSlEkGVoNy82CzdukPnzzz/JXiUWq1IiKlWip+AXX5DTo1IlWgp37Vq0zu4KBQ+KKUYSE1WxSspyYGFhlJ7QvbuqWLSzM/n41OOirlyhSMYffhDktDASCGgdpSsLpsShbAr85AmFYEKtV2I2NWpQSyNPT2DOHBKMdeqQoIuOpowgpaAXCKiu54gRVA+iYkXy3/EYQ9NiFiHYokULbN++Hd8pK/2DNLc//vhDQzvMC5lMhoyMDJ3vOTk5YfXq1XB3d4evr6+WEPTw8NDwO3p5eeGIsm9KKUMKKygyi0kTTEoiIXj5MmmFLVpQJEN0ND0wkpNpeT9smPHOeegQ+Rg5xcK1ayrzH0CmzHbt6G+BABg9mm6He/fobyUnT1IQi7qp08KCTKh51fMsUVSrRl0vJBK9kSo1agAjR1Lg0MyZ5DPMzKR1oEBA76tjb0+3dFoaBf988EHR1ojGQt3yu2cPafoDBtDP+l3HLEJw/vz5GDduHK5cuQKJRIK5c+fi+fPnsLCwwN+56xLpITAwEGNzdVpWEhoaCvfcS7Bs0tPTYZOrZISNjY3RNNCShqw4fYKMkfd+yBAyhw4eTEv6RYvol9+qlXET2p89I/XDkJL7HKMjk5EipP4gTE/XLgjUsaNmvfSMDArhV3ZcV/LOJW7XqEHqbD6byOXUNaJlSxJ8ys8nr6YZDg4FKDRgBnbtIjmfmQl89BGNnTlDBbzt7EqGoC4sZhGCNWrUwPHjx+Hv74/w8HDI5XL069cP/fv3N7haTLt27RAaGlrgc9vZ2SErS7OodFZWFux0lO7y9fXFunXrCnyOkoRUIIQsXWz+E9+7p2rHffEiOYRGjQJ+/NEoXcB1cv06z/gtBhijgI8TJ8i3p05e7lmFgprU7t1L5cfUBeA7ia0tSYU8LlrZFEMpAJVMnKgdOFSSUCjIX2lnR4puu3baWqtIRFp+UhKZb+vVK1x/7OLGbMlkIpEIH330EQQCAWJjY3H79m3ExcWhWjVT1GJX4e3tjZiYGKSnp8Pe3h4AmUhr6eg5N3XqVEydOlVjrG7duiadn7GRwQryVN1mY5Ny5w6pBj/9RI1QN2ygprmm4tmzkhEXXwbx9ydz2Lhxmg/2/FyzP/xA66M//lCZTEs7EyaQnzS3nFy/3jjHf/GCCggYu5DSyZPk02WMjDrZrSE1UF8A3btHEazvjClbDbNEh967dw/dunXDzZs3kZCQgKFDh2L27Nn48MMPjRYdqg8vLy/Uq1cPK1euhFgsRlBQEPz9/TFgwACTnre4kEIIebKZhWB6OsW+L1tG4YFr1phWAAL0qzOkVD7H6Mhk9PXmfrC/fEluMl3Ex1Pe33//UQxJafAlAQCePgW8vPS+LRRqa1DG4vVr6gSRXaQHYWFFP6ZcTtGqYjEF5bi46BaAuWncmL7TtBJbuFg/BgnBiIiIIp1k2bJlaNOmDerVq4f9+/dDoVAgICAAc+fOxZo1a4p0bEPw9fVFZGQk2rdvj2+++QZz5sxBC/VWPKUImUAIeYqZ7Sxr15JW5uJiPkdGdm4Wx7yEhup/5oeEqDqW52bJEtISjNRooeTQqRPZAYuBgABajFSpQsE3sbH0HRSWw4cp6OXu3fy7nemiVy/SIHPz9Ckdu6RikDl09OjRWL9+PRo1alSokzx48AArVqyAo6Mjzp8/j+7du8POzg5dunTB8uXLC3VMfeQ2ZwKAp6cnNm7caNTzlFTkAivIk8ysCSYkkINo3jzzCKZHj4zagZyTP5mZVJS5Vi39vjypVHc7wL17yb9065Zp51gsNG9eLKeVyymaVvlzs7SkIJWDB/UvRPJCLCatdfjwws/JyooWOYcP03yqVaN8yMqVaZ5SackMoDFICDo7OyOtCHquo6MjEhISYG1tjbt37+KL7O7f4eHhKM9rPhoVqUAIWYoZu8tfvkz2kkePCrd8NBSFgtQQgPKySqk5u6Ry4QIwfnzewb3qPkFllRSxmGpnHj6sv/Z5SePxY8rdM8QMWFwcPkz1J4zFtWvG8dO2bUv/R0dTFLCyOEJ8PMWxlcSWnwYJwdatW2PixIlo06YNqlatmlP6TMns2bPz3L9Xr16YMWMGRCIR3Nzc0KFDBxw6dAg///wzRr1zcdElG7mFFRTpZhSCR47QEnDECOr0EBBATp/cKSsJCWRr+fLLwp3n0CGqNqNMUOKYFJmMEuGDgqhaSUaGbgGYkkK+oMRE2k4mI43R15dy3oYMAVq3pujIkkZEBJkP5XL6JxKRVf/VK6rmYsx0VmOSnExRm9lxfho4OdF34uRU8GMaM9ModwVENzfyYarVSS8xGCQEw8PD0aRJE2RmZuLJkyca7+XXMxAA5s2bh6pVqyIyMhLDhw+HMFsnnjZtGkaOHFmIaXP0IRcIwTLNJAQDAmjJ/McfJKSCgqgS8LlzFLhiYUEJT5mZ9GRp21bVNcJQ3rwhQevjQ3HYHIPZtAkYM6bgJijGKNCiXj36yJ8+pY9fF4cP0/YODrQ2+ecfChCeOpXMn7Nnl0wzaGws1SVVurAFArpFHz+m5H9/fxKMJTHk/8QJSsHVRevWpHGpFzDID3MVXOrenQqi52cwCg+nLhxFMc0WBIOE4LZt24p0EktLS4wZM0ZjTBmdKZFIICo1oWLFj8xCBJZl4ooxcjn1ialQgTQ+V1eK1Hz2jJ4m3btTqKCjI0WOikRA58703s6deQvBZ88o3UL59JFItGPxOfkSFUWaW0iIfgGmj6AgKsKjjGrMbRaMiKCv4+5dcok5O5OlWipV5QG2a0dfXWQkKfAljdOnyXihfltVraqq++npSTU/S1Igj7JaS7Nmun2vAC1G9BTW0svt2wW/RwqDuzuZx/PzDQYH07ZxcfSIOXuWHimmwuA8waioKOzYsQPPnj3Djz/+iCtXrsDb2xtNDAhTT0hIwPr16xEWFga5XA6AuspLpVKEh4fjVklcKr6jKCyFgNjEQvD8eVqKnj1LT5OxY0krVG9npIyVV3YEVdK0KfkP9UXU3b5NneUBarSalcUFoIEoTU1SKX0tn35KGo2hD7h79+href5cd/tGuZwewrVqUf2DLl1UvekqVaK6CE2bqnxLIlHJFID+/lTBJq/bqnp10oBLihCMjKSf3YABxm2YkpJC2q+5guXff58MOwMHUl0NuZweEe3bk1VBKiXB16ULmdVdXQtmOCoMBgnBu3fvYsyYMWjWrBkCAgIgFosREhKCH374AevWrUOX7OKx+pg/fz4ePXqE7t27Y9euXRg+fDhevHiBmzdv4ttvvzXGdXCykVsKIZCYWAimplKZCAcHupN/+41aYSt7yeRFvXpkOq1Xj6orlysH9O1L72Vk0DGVmCrBqpRx6JBmxohMRv6sgqwdXr4ky/OdO/o7Fpw4QaYsXf6m3bupK9a1awWfv7lITqYHcMeO+vMZlZQvT/XgSwIyGXkY1Guv5oWjo+F+wcOHzVt0ycGBtOw//qB71M2NNL89e6iriFCoyiEdPZr+tjBxNrtBQnDFihWYNGkSJkyYAJ/sZeUPP/wAV1dXrFmzJl8hGBAQgD/++AOtW7fGrVu30L9/fzRu3BirV6/GzZs3tUylnMLDhCIIJCbsIqFQ0F157Ro9FSdNKlhXd4GA/oWGkgk1K4ucAPb2JFC5j7hAPH9O5kplVF5huXpVtw9GabpKSiJNM/eDNSODur//9hsZBqpUKdo8TEVQEGlTw4cb9lAtScaHM2cKFgvWsSP1anRx0S5rp862bVRpxtRCJjdt2miul5s21e3uz1Xy2WQYdPkPHz7EBx98oDU+YMAAPHv2LN/9JRJJTnk0b29vPHz4EAAwaNAgBAUFFWS+nHxgQiEsZCYUgsHBqkiIM2eA774j509Boi9EIiAwkPrItGxJkRPXr+cfg8/RQCajNj2GCMDjx4H793W/d+eObvPn2bMUyHD4MGlFuooA/fgjlUI7cYKqhpREGKN4rL59C//AP3aM1mrmhjEyvBQk2lMopKjc996jDCZdxMQA3t4ld9FiTgy6JVxcXPDy5Uut8fv378PNgOSfmjVr5vj9vL29cffuXQBARkaGVnFrThERCQG5CbtIKA35f/8NfPstCUN9T1F9dO+u6ekeNkxVmp5jMHlFCSpxd6ecrcxMCmhRRyqlIJY3b4DcJXJfvyZtaMAAMlN98IG2AElLAzZvpijUYsoZz5fkZCpjW5ScuowMWnDoW0SYil27gI0bC59bV6UKBZfoIiCAIkk5BppDR44ciR9++AHffPMNAODRo0c4f/48fv/9d4wbNy7f/cePH4+5c+dCLpejT58+6NevHxhjuHfvHlqpB1NwioyFtRUsFCYSgoGB9FRt04a0tp07afzNG8P8gUpEopITcfCOwhhF2unKFVOnRQsyVbZvT1+TOocPU4pAbrMTY5Qcry+Fd88eylPz86MAhpLsur10iYKLi1Kp5MQJ+pyOHDFfntuxYxRn5u1dtOPY2ZG/NyxMc90pk5XM9I/iwCAhOG7cONjb22PVqlXIzMzEtGnTUL58eUyaNMkgf17//v1zkuyrV6+O9evXY+vWrWjZsiWmTZtW1GvgqGFhI4SFQm6ag796RcJrxw6K4FS2o1KWB+GYjTNnDNMQLC0pV9DFhR7iyty32Fga0+V3OX9ef0j6unXUHrJ8eVr3GKsbgqkoqKVeFxYWdIyGDSnlpJDVIw1GKqXvqagCEKBUl0uXyDS6dy/9bENCiq3caYnEICEYFRWFoUOHYtiwYcjIyIBcLoejoyPkcjlCQkLQ0IBidcqAmrS0NDRr1gztykovFTNjYWsNS4WJfIJRUVQld84csjEBFDHBm9qaFcYo+q9CBcO2d3Wl/+vVo3ik+vVJ01OWtFInPJwe+rkrfgAUAOPrS6a0kpj6kJvw8DwbPOSLSEQmUGWIfu3aVJvT1ELwxo2CGVbyQiRSBcd06gQcOEBa4CefGOf4pQGDfILdu3dHUlISAGpS65idqBIVFWVQxReFQoGNGzeiS5cuaNmyJXx8fNC9e3fs2bOn8DPn6ERgI4IVM4E5NDqa7G8REbS8bt+exs+e1WwbzjE5hX1IentTlX9lkWVdZr3gYDJx5ubQIdICL10q+QJQLqeWTQ8fFi0JvGFDsvibW2tSJokbG6Ung/9cNdGrCe7btw+7d+8GQInt48aNg2UuI/Lbt29RuXLlfE+yfPlyHDlyBJMmTUKDBg2gUCgQFBSElStXIiEhAV8Wtp4kRwsLWyEsTSEEb90iT/ukSZTkIxBQRGft2qWoOVzJZ9s2SuQ24GeXQ1QU5f49f05BHvoan2ZlURJ8buRyYO5c+tqVFVVKMv7+FAman780PypXpv7Q6ouF997Lu9ZDUXjwgL4jfdVgjEFB7puygt6P+8MPP8SbbE96SEgI2rRpk9OZXYm9vT169eqV70n8/PywcuVKdFRbgjRv3hzVq1fHjz/+yIWgEbF0sIEVTGAOlUgokqJtW1UvnehoHtVpRo4epZqQ+pLZlaSkkOZmbU1a27NnVL3O0pJKu+7cSSma9eqpIj6V9UI/+0x1HMboobxtG1m8DfipFzsSCQmtogpAJe+9p/m6Xj0yKZpCCIaGkulSvV4Ex/ToFYJ2dnb46quvAACVK1fGhx9+qNU9oiC45+4qAKBq1aoQi8WFPiZHG0t7a+ObQx88IC3w5EmyhwHGLzvPyZNr1ygmKT8BCFDQzIgRJPT+/ZfKp2VlUXCHlRX5+wID6StUuubv3qUHsPInfu8eRYe+fUvpD0rlv6Rj6jqTujBGxChj9H0VtPsDp+gY5BMcNGgQ4uPj8csvv2Dy5MmIjY3FgQMHcvL98uPzzz/HTz/9hNjY2JyxlJQUrFy5EqMNrQXEMQgrB2vjaoIKBT0hz5yhCIEGDWj86lXuXDATV6/SwzE//9b9+xTOb2GhCn9XmvNsbVVmNgcHihpU+zkiIkIVRCIWU0rAzJlUZaUg9UeLE2Viuak1KW9vzZzLv/8mbVkZJK1QUP+8gvDsWdGCeDiFx2S1Q9u0aaPRZikxMRHdunVDxYoVYWlpiTdv3kAulyMmJgbTp0832gWVdQQONhAyIwrBwECqrbR4MZUHUSKTcV+giVEoqDWRo6MqDkkf9+6RZteli26/Xl7kzhnbupXWOmPHFnTGpuflS9JkdaU9XLlinqatjRuTudnLi8yvFSuSRn3qFBUlEAhICH72meH+vQcPdFfk4Zgek9UOnTNnjlEnyjEMC3sbWMGI5tCYGBJ2cXHc/2dmLl0COnRQdWrITVIS+afKlydTaUEVcy8vCvJ480a1b1YWsGIFFcMuKRw4QJb36GjSiG/e1KyUI5NR4r6Dg2Hm4qIiEKh68F2/TgLQ1ZXyLhs1ouCT9HRKeO/f37BjKhQ8eb24MEgIPnz4EEuXLtUaHzBgADZt2qRzn0H6QtA4JsXSwRZCZuQuEr/8QhEVymWtubpwlnESEnSnKyg5c4YS4QtbD7NxYyrNZWlJD/GsLNJGSloYvUBAwq9bN/r79m1K/BaJKPLVxYWEjbJ2gzmwtSWtLz5elYepXobM3p4Em1hccM2cY14MEoLK2qHVcvUfMbR2qDk4fPgw1q9fjzdv3qBSpUqYOnVqTuRqdHQ05s+fjzt37sDFxQVTpkzB4PyKLr6jWDjaQmgsTTAri+w9/v6a1YOfPy/ZtbJKAXn5tiIjKdm9ZcuidwBQJlLHx5PW2awZBdOUFJ48oSwc9XoczZurapVKpWRKNKcABEj7O3SIWgHpo2FD+tko3ej6SE83//w5Kgz6CSlrhx49ehQA1Q7dunUrFi5ciGHDhpl0goYQHByMH3/8ET/99BNu376NWbNmYfbs2Xj8+DEAYMaMGfD29kZAQABWrlyJZcuWITg4uHgnbSIsHW0ghJE0wevX6Vfs40PL74QEGn/wgMqOcEzGxYv6tcCAAIr+NEaz0QoVSKPp0YNy63bsMG1rndzB4FlZ1OFCH3fvagrA3AiFutvwmBonJ9IA82pV5O6uGXykj8BAzX7UHPNS5Nqhn6knFhUTUVFR+Oyzz9A8e3nYuXPnnG4VIpEI9+/fx+bNmyESidCsWTP069cP+/fvR9Pi+PWYGCt7a4gggVGqhyYnU3mRVq1o6Xv4MDVkS0kxbUYvBxKJ/rgjCwsyCyoUtE45d440ic8+093aUaEAZsygnLfJk2ns4kUSpvfvU0DJpEnArFkmuxwAVMT5zBm6lerWpZ7KQiGtsYKDNYUZY5SeUUIMTTrJrzOFgwNp9PnBKw8WLwY/yYYNG6ZVO9ScyGQyZGRk6Hzvw1xhVS9evEBYWBjq1auHiIgIeHh4wEHNtuTl5YUjR46YdL7FhaWdEEJIjSMEJRJ6Ss6cSY6XoUPJBvQuZE2/w4SFaYbLJySQBuXpSTXMlVU/5s0D9u0jDe7ZM9IMjx4ln15gIEWV1q0L/PwzFcU+eJAeyl5eJAwHDKBthwwxPIAjPx4/pliqzp01xzMySOhOmkRd6IOC6HaSy+nW2r9fJQRTU1WlabMb17yTKPtH54XMhF3POIZhsBA8f/48wsLCIJFom9qUSfX6SEhIwKZNm/Tuv3Xr1nzPHxgYiLF6YrZDQ0Nz/o6OjsbEiRMxcOBANG7cGIcOHYJNrlL5NjY2yMzM1DqOr68v1q1bl+9cSjJCexFEkKDIXRoZo6dx1aqq8hu2trqrLnOMhlxOtUGV6bOMkWBzcaFAlsBAioy8cIF6zT14oCp23a0bMH06aVbHj5Op0dWVFPfbt0mzmjUL+P136oSlI9atSCgUlKohFKq6VSg5cIDaRgLAwIH0vnpVF5FItc+ZM6S5lnZjg0JB5mf+kypeDLrNfvjhB+zfvx81a9bUqhojEAjyFYJff/01nj17hu7duxe66ky7du00hJ0ugoOD8dVXX6FHjx744YcfAFDlm9yNe7OysmCnwxM9depUTJ06VWOsbu5uoyUcSzshRMbwCcbGUgCMp6fxStpz8uXoURISSs6eJbObuzs1sPX0JI1q6FAyJ6p3exgxgpK2g4KoXQ5jVGZt3TraztOTkulNxalTNFeFggwGyoya1FQ6t1Ko6WrfVL++Zk3O0iIA8wqkPnuWihLwoJjixaBb7fjx4/jll1+0zI6GEhwcjK1bt6Jx48aF2t8Qjh07hu+++w7ffPMNRql1A/X29kZMTAzS09Nzap9GRESgVq1aJptLcSKyt4IIUnoSFSXC4ckT0gQrVaJsYI7J2bSJan0qPQ03bpBfSVlxcPhwiiRs147KmOX+OVpYUGU7dQIDTT/vV6+AO3fIr6XMaSxXjtZRFSuS37JDh7yP4eVFLuekpPwLA5QW0tNV6RWc4sOgp6SDgwNq165d6JN4eXlpaWPG5NatW5g9ezZWrVqlIQCV565Xrx5WrlwJsViMoKAg+Pv7Y8CAASabT3EiFAkghghMXERtMD6ebFstWhhnYpw8iYykotbq0YaRkZpK+Nu3VBFlyBBqjloSSEig5PUBAzSjWTt1Io0VIH9gftqOMgE9Lq50rbny8gnydNuSgUGa4PTp07FkyRLMnTsXVapUgUUuDcPW1jbP/RctWoS5c+di6NChOvfvnNuLXkD++usvyGQyfJPLiz5z5kx8+umn8PX1xYIFC9C+fXs4OTlhzpw5aFFKH+4WFoAY1pBnSmFlq8PuZCiJiRSNkWtRwTEuynqTd+6omnMAVB5MvW9fSAi9//XXFKdUnKgXjL50SdN8q8TKinx8BcHe3rTpGSWJp0+N0zmeU3QMTpZ/8OABBuq620F5g3lx9epVhIeHY8mSJVrvCQSCfPfPj/Xr1+f5vqenJzZu3Fikc7xLiGENaZoUVkUxtURE0JJcR/cPjvHYtYsqishkmn6we/eADz6gv2/dAvr0oc7uBvSwNinXrpGJdcIE0u7ysrpbWpJV3dDC0D17Gm+eJQV92t79+6Q9c4ofg4TgokWL0L59e3z00UdakZaGsHnzZsyaNQsjR44sUjsmjmFIIYQkVYK89fM8YIyEoDkKMZZhHj+mgBBdHRrkchKK6ekUVbluXfFHESYnk5/vq69IeDdoQLUy9dGiBQnuFSvMN8eShi5zqFRK/96F1lRlAYOEYEJCAr755htULWRbaUtLS/To0YMLQDMhhQjS9CJ0knj+nIoyqocecoxOcLAqbUAX4eGUAN+2bfELwPR0SnP47DPS/D74gEy4zZrp38fTk/L8+MNexbVr5G5XN31ziheDLPC9e/fGmTNnCn2SL7/8Er/99htSUlIKfQyO4UhhBWlaEQJjHj0CHj6kxDSOScirVFZCAuUFzp1LSecloaPDyZPUnFdp+qxQwbCaCdyYoElMDKVF8O7xJQeDNEEnJyesXr0afn5+qFq1Kixz9fz47bff8tz/2LFjePjwIY4dOwZHR0et/a9fv17AaXPyQgohZEXRBGNigLQ04IsvjDcpjgbPn+sXgteukfA7dYpSIXT1zjM36o16OYaj7hM0Rgd6jvExSAgmJyejT58+hT5JSSiyXZaQCkSQJmtXxDGYsDBawivrc3GMyu3beRdMlsmonmfjxqRxFTeGpDhw8ufmzeIp9s3JG4OEoK5eggVBvbdgWloa5HI5nHnFWJMhgxVkKYUUggoFOaO4HctkvH6tagWkC4GAyqKVlGjJwECeLlpY1DW/ly95t4iSiMHFiR4/fownT55AkZ3YxBiDRCLBgwcPsGjRonz337lzJzZs2IDY7N4ibm5u+PTTTzFhwoRCTp2jD5nACuL4QgrBu3ep1XilSsadFMcgXr0CqlSh/Dtj1/YsKK9fk1aamMgrmxSFkBDg8mWuBZZUDBKCGzZswOrVq2FnZ4fMzEw4OjoiNbtHiCGJ7ps3b8Yff/yBL7/8Es2bN4dCocCdO3ewceNGWFtbl4h2TKUJGYSQJaUXbucXL6j45KZNxp0UBwCFxudVF/PePSobdu+eZqdycxMURMIPANQMOZxC8Pw5BTrxErwlE4OE4K5duzB79mx8/vnn6NSpE/777z9YWVlh6tSpaJhXx8tsduzYgYULF6Jv3745Yy1atEClSpWwdu1aLgSNjNzCCtLkQpapi4khG44yU5tjVIKC8k4rkMnIZ9ikCTXtKC6eP+fCzxjY2NBigodFlFwMSpF4+/Yt3s/uIFmvXj0EBQWhQoUKmDVrFg4fPpzv/omJiWikI6u2YcOGePPmTQGnzMkPmUAIRWohhCBjpIJUraqqhMwxKvmlXzJGptAiVhI0GF2lzZQpGpyiY29PgUWckotBQtDFxQVJSUkAgJo1a+a0NHJ3d8/x8eVFnTp1cEJHD5fjx4/Dy9CaShyDkQmEkKcXQgi+fEk+wZYtjT8pTr7ExVEnhn//NV9JrS1bqCWTss2nWEwNbvPr+sAxDDs7KjTAKbkYZA7t3r07fvjhByxZsgStW7fGwoUL0b59e5w6dQqVDAigmDFjBr744gsEBQXBJ7tGVFBQEK5cuQJfX9+iXQFHC4WFFVhmIZLl79+nWl4jRhh/UhwkJOStYN+4QdVEvLzM4z+6e5c6P1SrRl3nP/kE8POjr7+09PMrbrgmWPIxSBOcM2cOGjZsiNDQUHTt2hVt27bFp59+ioMHD2LOnDn57t+2bVv8888/EIlEOHz4ME6ePAkHBwfs27cPXbt2LfJFcDRRWAqhyBAXfEdlU7gqVYw/KQ6uXtXslXfnDrBwocokKZeTZparr7NJkMlozVO7NhXw9vAgDbRpU82O75yiYW/PNcGSjkHrPVtbW400iKVLl2LOnDlwcHCAlQFLxh9//BGff/451q5dW/iZcgyGCYVQZBWiYszff5MdjOdwmgSxWFX9JSoK6NsXyMwkwdOuHRWbDgmhcUOPFxKSd86hPo4cUXV+B6j/X9u2gEhU8GNx9OPoSIXHOSUXvRJsx44d+Pjjj2FtbY0dO3bkeZCR+fR3OXLkCMaNG1e4GXIKDBOKAGkBzaGZmdTFVSzmsdxG4MkTElAiEbVBevECqFFD9f6ECSS8mjYlDWzNGirXumqV/jJpGRlkUrWyomM/ewbUrQucO0dJ2AWpR6lQaFaBEQi4ADQFjo7A+PHFPQtOXugVgps3b8aHH34Ia2trbN68We8BBAJBvkJw6NChWLFiBSZMmIAqVapotWPKrykvp4BYCyHIkhVsnzNnKCZ//nyyj3EKDWNk6vzkExJ+t29T4rky2OXAARJc4eHA+fPA4sVkgY6MzPujP3aMahhIpaQ5du9Owis6mjS7vMLwnz2jEmwPH1IAMK8AYz4aNCjuGXDyQq8QPHfunM6/C8OBAweQlJSktxNFUZvqcjSxEAlhIS9gdOiJE/Qk5p0jiszZs0C3biSgatSgmpFv3tDr0FBg8GBg0SISaE5OwL59lEuWlwBkjApYt2un/Z6nJ6U0pKXp1gYZo6AbW1vy/Q0cCLi5GetqOZx3G71CMCoqyuCD6IoQffLkCWrVqgULCwvuCzQzFjaWECh0JIDlxaNHFCXBKRJXrpBAqlhRNebkBCgbpZw8SRGZ33+ven/wYCC/dNt79yiBXh+dO5Pw1VXn/vlzoGHDvBvgcjhlFb1CsFu3bhDo6PvBsnuDqL+nS5MbNmwYjh07Bg8PD6xbtw7r1q2Dk5OTMebMyQdLayEsFAU0h755k/dTlmMQcXEkkE6fJm1w61bSBjt1ItNoSAhQq5Zqe0tLitTMj/BwEpb6sLEhd64uQkJ0C0cOh5OHEPT398/5OzAwEJs3b8b//vc/NGrUCCKRCCEhIVi5ciU+/fRTnfuLRCLs27cPrVq1QmBgIAIDA/V2jmjJk7ONitDeEhYF1QRjY3mF3yKSnk4mxxs3gKQkyrkbMoTy8fr1AyZOpIAUdcNJpUpARAQJMX2kphrWysjWlgRhbrMqY6pmuBwORxO9QrC2mmlsypQpWLJkCdq2bZsz5u7uDmdnZ8yaNQvDhw/X2v+rr77CihUrsG7dOggEAnz11Vc6zyMQCIziE9y4cSN27tyJ5ORk1KpVC3PmzEGLbO9/dHQ05s+fjzt37sDFxQVTpkzB4LyW1e84QnsRrFgBUiQyM+mp3aOHyeZUFjh7lrqtnzhBaQ4xMeSja9+e6pFv3kwW52nTVPtUrQr4+5OJVB/+/sDQofmfv1kzCshR+5kC0GzsyuFwNDEoTzAuLg6uOnqpWFtbIyUlRec+o0aNwsiRI5GZmYlmzZrh9OnTcDORN/7IkSPYtWsXtm7diqpVq2LPnj2YNGkSrl27BqFQiBkzZqBJkyb4888/ERISgokTJ8Lb2xtNS6nmY+lgDUtWAE3w2jXK6uVNdAuNQkFRm0otzMmJ/t60iQTfvHlkEr10SdNf6OoKPH0K6DKopKYCR49SNwlDKri4u5MWqk5cHFC+fOGvi8Mp7RgkBNu3b48ff/wRixcvhre3NwDqL7hgwQJ0795d734CgQB2dnY4e/YsKlWqpNPHaAz69OmDrl27wt7eHmKxGMnJyXB2doalpSUiIiJw//59bN68GSKRCM2aNUO/fv2wf//+UisEhQ4F1AQvXOBNdIvIxYvkC3z5krS7x49J4wsLo8CUrVupJNqlS5rd4gUCEqC6zJXnzgG9exetdsHt2wAvysTh6McgIbho0SJMnz4dffr0gbW1NRhjkEql6NSpExYsWJDv/pWNoGHIZDJk6CnC5+TkBHt7e5w/fx6TJ0+GpaUl1q5dCwsLC0RERMDDwwMOarHjXl5eOHLkSJHnVFKxcraFFQogBIODNTO5OQUmPp40rsOHSSNr357Knx07RukPFSqQWRNQaWYKBaVH6IsXEwgKJwDj4igVo0MH3T5CDoejwiAh6Orqim3btuHp06cICwuDQCBAnTp1ULNmTVPPL4fAwECMHTtW53vKrhbt27fHvXv3cOTIEcyYMQMHDx5Eenq6VnK+jY0NMjO1O6/7+vpi3bp1xp+8mbF0soWwIEIwOhrILmzOKTj37gHvvUd/KxTA7t3A9OnADz/QmFLzyzai5LRSuniRIkiV6RPGoEcP8gva2pIWyv2BHE7eFKhWvLe3d4451Ny0a9cuR9jpQ5Rd92nQoEHYuXMnLl26hCpVqiArSzNxPCsrC3Y6wu2mTp2KqbmqF9etW7eIMzc/luUcYM0KUEA7KSnvJnecPDlzhloRKYXdgQNUwSU3tWtTWTSlUSIhgbRCXYKqsMLL3h7o2JH+XrWK/JAcDkc/Zg+cTk5OhkKhMOox169fj8WLF2uMSaVSODo6wtvbGzExMUhXK+UeERGBWurJWqUMS1dHWKMAFWMSErgmWEiOHyeBNWcOsHIlpTqIRJScnhuJBPj6a/IVpqSoTJ2MaQu9ly+B6tWLNrfRo3lrSA4nP8wmBDdt2oS2bduibdu2iIyMxKxZs7B48WLIDMkUzodmzZph//79uHPnDmQyGXbs2IHY2Fh069YNXl5eqFevHlauXAmxWIygoCD4+/tjgLm6lhYDVm4OsIaBmiBjFIao3uOHYxChoRTd2bgx+e/mzqWKMYMG0evczJxJ/8vlFJCrbFzbtCkQFKS57aNHKhNrYVGPQuVwOLoxixD866+/sGvXLnz33Xc5JstevXrhxIkTWL16dZGP36pVK/z444+YO3cu2rRpgxMnTuDvv//OSevw9fVFZGQk2rdvj2+++UYjh7A0InR1gC20fZ46efWKQhP5E7PAhIRQmxxlPU9XV2pOO2iQ9raZmaouDTVqUPSo0lVdvTpVk1FHPd2Cw+GYDr0+wfDwcIMPkp9pce/evVi4cCE6duyI77OLJvbo0QM2NjaYN28eZs2aZfC59DFgwAC92p2npyc2btxY5HO8K1g62ECITIgNUbKvXeP9AwtBZiZZkZOSVE1oQ0MpErR1a+3tb99WdW5o2FCzdBqgW3PkcDimR68Q7Nu3LwQCQU6t0Nwo3zOk4kt0dDRq6AjBr1y5MpJ5x0njY2sDW2QiRSzIP8n65k2eTV0Irlyh1IZPPlGNHTpE7ZJy5/zFxlJ/QaWybWmpXczaxYWEqo6aFBwOx4TofUSePXvWaCdp0KABjh8/jgkTJmiM79ixA/Xr1zfaeTgEs7GBHTIgNkQIRkRoFrPkGERaGqUhKElIAP78E9i2TXvbixeBzz+n6i9yPYV8Wrem7Xr1Ii0zr1qiHA7HeOh9RLq6uuY0u9WVU1cQvv32W4wfPx4BAQGQSqVYs2YNnj17hmfPnuXZsJdTSIRCMAiQlSrNMdXpJTJSdygjRy9yOZkvLS3ptUJBlV0++kgV7KLkxAlVMR47OxKeuhYmNjaAMpPn3j3e9ojDMRd6hWCzZs1w5coVuLm5wcfHR29bJUPMoU2aNMGJEyewY8cO2NvbIysrCx06dMCff/4Jd3f3ol8FR4ss2CAtTgI3j3xinxITeY5gATl6lISg0sd34QIJsJUrNbcLCADq1gWUNSVsbYG3b5HnwoQxCprR5VfkcDjGR68Q/Pfff3NaH23durXIJ3Jzc8M09fL5HJMihg3SYrMA5NODJykJ8PIyx5RKBWlplMNXvz6VRwOALVuAceM0g1sUCuDZM01hZmdHJc30CUFXV+o00bu36ebP4XA00SsEW7VqpfPvxMREWFpaFqhB7ujRo3VqkgKBAEKhEO7u7ujTpw/aKWPNOUUmCzZIfytGvkIwNZU30y0AV68Cbm5U7gygNcSRI8CaNZrbHT5M7ZTUsbOjVAh9wdTt21MjD97Mg8MxHwblCTLGsG7dOnTo0AHt2rVD69at0a1bN/zzzz8GnaRVq1a4c+cOypcvjx49eqBHjx6oWLEibt++DXd3d1hbW2Pq1Kk4dOhQUa6Fo4ZYIEJWYj4J8wkJlJDWoIF5JlUKiI3VTKncsQN4/33tAFsLC1V5NCW2tnlrghYWXCnncMyNQbVDf/31V+zduxeTJk1C48aNIZfLcffuXfz555+QyWQYP358nvsHBARg9uzZWl3omzdvjuPHj2Pr1q1o2bIl1q1bV6oruZgTKUTIfJtP6bSQEFJP1MMcOXp58AB4+BAYNYrMovXrA69faxfAlslUQTPq2NvnLQQ5HI75MUgI7t+/H8uXL0fnzp1zxlq0aIHq1avjp59+ylcI3r9/X6u2JwC0bdsWS5cuBUDBM69fvy7I3Dl5IBWIIEnQ3Xoqh0ePAEdH80yoFHDrFvDBB+T727qVyqVdvqxd4/PBA93KdX4+QQ6HY34MMofK5XJ46Gi6WqNGDY3C1PqoWbMm/Pz8tMYPHjyI6tlPkLCwMJN1ni+LyCxEkCbm891ERPBqMQYil5M/r2VLCnpZuxaYNUt3kevnz3WPC4VUOJuXQ+NwSg4GaYLjxo3DwoULsWrVKnhmh9MnJSVh5cqV+Pzzz/Pdf86cOfjyyy9x6dIlNGrUCIwxhISEICIiAn/88QcePHiAr7/+Gl9++WXRroaTg9zCCoqUfITg69e8WoyB3L9PSrOdHeX+2djk3aZIVxk05RgvkcbhlBwMEoLHjh3D06dP0aNHD3h4eMDKygpRUVGQSqW4e/cutqmVybiuo0No27ZtceTIEezduxdPnjyBlZUVOnfunJMnGBYWhl9++QXdlCF3nCKjsBACafkUOXjzRhXnz8mT//4jzQ+gSNAZM/QLM97IlsN5dzBICH722WdFPlHVqlXx9ddf63yvdu3aqF27dpHPwVGhsBJCkJGPJvj2LUV3cPIkPBwoV47y+B4/BoKDAR3WfQBUI7QUt6rkcEodBgnBQbp6wxSAhIQErF+/Hvfv34dMJtMqyr1v374iHZ+jDROKYJWZT2BMcnLRO7eWcp48AcLCVL391q4FJkzQX9vzwQNg4ECzTY/D4RQRg4TgihUr8nx/9uzZeb7/7bffIiQkBP3794dD7uQpjklg1kJYpedjDk1J4TmC+XD3LtUSkMkoMGb3bhJ0eZGXz4+bSjmckoVBQvD+/fsar+VyOV6/fo2UlBR8+OGH+e4fEBCArVu3ogmvTGI+bG1hlZxPnmBaGrU152hx9CgFwlSrRpkknp5Ajx7AwoX6S63qiwrlcDglF4OE4DZd/WEALFmyBFb59uqhuqHWPC7crAic7CF8nYcQzMqiuH8dqS8c0vwcHQEfH9L+hg8HfvsNGDJE/z7BwdRPMC+WLDHqNDkcThExKE9QH59++in279+f73bTpk3DTz/9hPv37yMlJQWZmZka/zjGx8LFCUJFHkLw2TNybPF4fS1evCAN0MeHXq9eDfTsmbcAVJLfx6leco3D4RQ/BmmC+rh9+zYscrfR1sGyZcuQmpqKoUOH6nw/v1ZMnIJjWdEZtopo/Rs8fkxJbxwt7t0DlFb+hw8pOvTKlbz3iYriHak4nHcRg4Tg4MGDtbpApKen4/nz51rd4nWxdu3aws2uEDx58gQff/wxduzYgUbZnUlDQ0OxYMECPH78GB4eHpg7d65GCbjSiKiyK6xZHlr206faFZ45AKgijLL25/r1JBCFwrz3uXkT6NfP9HPjcDjGxSAh2KVLFy0hKBKJ0KhRI7Rt2zbf/dVbMeVGIpEYMgWDEIvF+N///gexWNU9QSKRYNKkSRg9ejS2bduGS5cuYcaMGThy5Agql+KeNXbVysEWeQjB58+BArTDKivExmrWEz90CNDjEteAMeoCweFw3i0MEoJTp04t0kmUeYJhYWGQy+UAqD2TVCpFeHg4bt26VaTjK1m2bBm6dOmC0NDQnLGAgABkZWVhzJgxEAgE6N69O1q1agV/f/9SXabNsaoz7JEGmUzPBm/eUGM8jgZXr6ry/K5eBcRioEOHvPeRSgGRyORT43A4JkDv2jUjIwPff/89WrVqhQ4dOuDHH39EWlpaoU4yf/58nD59Gt7e3rh9+zbq1KkDW1tbBAcH46uvvjLoGDKZDCkpKTr/AcDZs2dx7949LYH99OlTeHt7a2iyXl5eCAsLK9S1vCsInOzhhFSkpen5inM3xuMAIG1OIKDu8ePGASNG6NbwxGIKoAH0d43gcDglH72aoK+vL86fP4/x48fD0tISO3bsQFJSEtbkbqFtAAEBAfjjjz/QunVr3Lp1C/3790fjxo2xevVq3Lx5E2PGjMn3GIGBgRg7dqzO9y5duoTFixdj8+bNEOZy3mRkZMAmV3kPGxubUh+Vyhwc4IRUPE/VIwTj4vKuAF0GYYwEYHQ0UK8e8M03QNeuurc9cQLIyKC8wJcvKaGew+G8e+gVgsePH8cvv/yS4/Nr2bIlRo4cCalUqiVo8kMikaBatWoAAG9vbzx8+BCNGzfGoEGDMGLECIOO0a5dOw0zpxLGGMaOHYuJEyfCS0dbbjs7O2RlaaYKZGVlwU5HZKSvry/WrVtn0HxKOszeHg5IRUqKHiGYkgLweq0ahIdT3c89e4CPPwbatQPatgUOHwb69FEFy0illGJpZ0eCUyk8ORzOu4dec2hcXBy8vb1zXitbIMXHxxf4JDVr1szx+3l7e+Pu3bsASEvLLaAKSnR0NG7fvo2VK1eiRYsWaNGiBQDKYfT394e3tzeePXumsU9ERARq6ahyPHXqVISGhmr8e1dR2NvDHumIidHzFaenA2rfb1kkKEizjNmjR2Qh/uMPSo7PyCCzp1QKnDyp2u7MGeD994E6dYDQUBKIHA7n3USvJiiXy2GpXPoCEAgEEAqFkEqlBT7J+PHjMXfuXMjlcvTp0wf9+vUDYwz37t3LM3LUECpVqqRV1q1u3brYunUrGjVqBIlEAktLS2zcuBFjxozBlStXEBAQgPnz5xfpvCUeGxtYQo7ol3qKVWZllWkhyBgQEABcuEDRoF9+SQJvxw4gJoaE4enT1GhjzBjSBmUywMqKPjoHByqq/c8/+VeJ4XA4JZciJcsbSv/+/VG1alVYW1ujevXqWL9+PbZu3YqWLVti2rRpJj23SCTCpk2b8OOPP2L9+vVwd3fH6tWrUbVqVZOet9gRCJAFWyS9Fmu/p1AAEkmZjg69f59qgVasCNy6BWzYADRvTtVhhg8HZs8Gtm6lLBKRCOjVCzh1ikyk5crRMQQCQI+bmsPhvCPkKQQPHDig4TuTy+U4dOgQXFxcNLYbOXJkvifyUdagAvn32rVrV9C5GkxuM2adOnWwc+dOk52vpJIlsEH6Gx3tlJKTycFVRuP6r1whIThpEml3fn4ULLtpE1C1KvDttxQcU6mSah9HRzKPXrsG8N7PHE7pQa8QrFSpEnbt2qUxVr58eRw4cEBjTCAQ5CsE09LS8Ndff+HRo0fIysrS6ie4devWgs6bYwBSC2tI4nUIwZgYoIwWNJdIgMREEoAAdYs/eBBo2JA0vC1bqIdgzZra+3buTO8b0DiFw+G8I+gVgufOnTPaSebPn4/r16+jZ8+ecHR0NNpxOXkjtRBBnqxDCL54ob8rbCknKIjMngCQlAT8/Tdw+TL9/egR4OJCWqEuV3WFCsCcOeacLYfDMTVm8QlevHgRmzZtyonc5JgHuaUIwoxU7TdevdKsDVaGiI4GWremv5cuBVq2BCpXpnWBeu0AnvLA4ZQNzFLt0MHBQcuPyDE9Mktr2GYlab/x8mWZL56dkUHFsUeOBI4dozxAKyvoLzPH4XBKJWYRgmPHjsXKlSuRnJxsjtNxspELrWEvTtR+48ULsvuVQZQl0M6epaowANClC2l+zZoBt28X29Q4HE4xYDJzaJs2bTTqdSYmJqJt27ZwdHTU6kF4/fp1U02jTCOzdYBDkg4hGBtbJtMjsrJUAbFHj1Kyu6srUKUKjVWqBAQG8m4QHE5ZwmRCcA6PICh2FK4usI9L0X4jMZEyvcsY4eFUKU4iISHYqxeZQdXJzCyT6wMOp8xiMiE4aNAgjdcpKSlITk7OSVI/ffo0WrRowX2FJkTgWRF2D3UExiQlqdSfMsTz50Dv3sCvv5IptHJlVT1QJTVrUroEh8MpG5jF8BMUFISePXti9+7dOWNr165Fnz598ODBA3NMoUxiVcMD9kxH+6u0NMoKL2MoC+WsXEm5fk2bam/Tpk2ZjxnicMoUZhGCy5Ytw+DBg/G///0vZ8zf3x8DBw7EkiVLzDGFMolNnUpwQop2gefMTOoBVAb591/KAbS3B7Ibm3A4nDKMWYRgaGgohg8frhEoAwDDhg3Do0ePzDGFMolNVVe4IgEpud2CWVlAjRrFMaViRS4HVq0CRo8mjZCbPTkcjlmEoLu7e04rJXXu3r0LV1dXc0yhTGLp5gQXJCIpKdcbEgng6VkcUyo25HLg4UMydQqF5A8so5XjOByOGmapGDNmzBgsXLgQT548yelL+ODBA+zevRszZswwxxTKJMzZGeWQjIhItVqYyo6wZax83Z07JARHjOD9/zgcjgqzCMHhw4dDJBJh165d2L17N4RCIWrUqIHFixfjQ16N2GQoHB3hhGQ8ewZ06JA9mJREqlApS4ZjjJpjKNsc5ebFC2qMO2IE/T1mjDlnx+FwSipmEYIAMHjwYAwePNhcp+MAYI6OsEUmwkPlALJzARITSQiWAmQy4NAhwMcHePCAmmMMHUo9AJU8ekS5gQEBpA1LpVQjVK1DGIfDKcOYXR1o1qwZXr16Ze7Tlk0sLJAJW8SGq0XGxMeXmj6Cp08D778PXL1K+X6ffUad4pUwRl0jli+nprktWlBgbI5WzOFwyjxm0wSV5O4lyDEtmRb2kMYlAcguShAV9c63UTp0iLS6tDTg6VPgwAF67eioKoD94gX5AJWtknr3Btq3p67xHA6Ho8TsQpBjXrIsbCFITlINvHz5TrdRUq6hdu4E6ten0mcNG1JJtEGDSOO7eJFqgJ47R1Vifv+dimR7exfnzDkcTknE7EKwcuXKsLListdcSC1sIEpPUA08fw44OxfbfIpKaCilN8TEAH/8QbU/hw8nK6+bG5lEGzYkM2lkJDB+PNCxIxeAHA5HN2aXRkeOHDH3Kcs0EqEtHNLeqAZev36nK0Q/eQL88guVQNu4kQJdWraktMeoKOoROHcuvScSkZm0Tp3injWHwympmFUISqVS7Ny5E7dv3wZjDE2bNsWoUaNgbYSs5W+++QanTp3S0DIPHz6MqlWrIjo6GvPnz8edO3fg4uKCKVOmlJlIVYmNI5zTIlUDb9++c4nyCgUQEQHUqgXcvEmC8MULMnnWrw+UL0/bDR8O+PsDv/1G5k+FgqJCORwORx9mFYILFy7E27dv0blzZ8hkMhw9ehQPHz7EqlWrinzsBw8eYMOGDWjXrp3WezNmzECTJk3w559/IiQkBBMnToS3tzea6qqgXMrILFcRLpHRqoHkZOoe+w5x9Sr5Ah8+pC7w331Hwi0xUSUAAcDLC5g+nYTfzp3k+uzfv/jmzeFwSj4mE4K3bt1CixYtNMauXr2K06dP52hr7du3x9ChQ4t8rvT0dLx48QLv6eiRFxERgfv372Pz5s0QiURo1qwZ+vXrh/3795cJIZjuWQPOz2NVA2lp1D32HeLtW6BHDzJzhoeTH/DFC2DgQN3bW1gAnTqR5beUpERyOBwTYTIhuHTpUpQrVw4zZ85Ew+xKxc2aNcP06dPRsWNHKBQKHD16FK1atTLoeDKZDBkZGTrfe/LkCUQiEb799lvcu3cPnp6emD59Orp06YKIiAh4eHjAQa0/jpeXV5nxTUpqeqHcFbUi5RkZFFnyjiCTAcHBwBdfUA/ACxeAW7coKT4vqlXjXSI4HE7+mEwI7t+/H6dPn8Z3332HypUrY8aMGfj555+xfft2XLp0CQKBAJ06dcKoUaMMOl5gYCDGjh2r872NGzeiefPmmD59OurUqYOzZ89i2rRp2L17N9LT02GTKy/OxsYGmZmZWsfx9fXFunXrCn6xJRj7eh6wQgIUiuxKaVlZ71QvwUuXKAq0Vy+gWzfSBFu2BHI1JOFwOJxCYVKfYM+ePdGzZ08cPXoUM2fORJ06dTB16lSMGzeuwMdq164dQkND9b7fuXPnnL8/+OADHDx4EGfPnsV7772HrKwsjW2zsrJgp6Nu1tSpUzF16lSNsbp16xZ4riUJp9pucEQMnj8nnxnE4nfKHLpnD8XxDBxIjXDt7Yt7RhwOpzRhlrJpffr0gb+/Pzp37ozJkyfj22+/xevXr412/DNnzsDPz09jTCwWw9raGt7e3oiJiUF6enrOexEREahVq5bRzl+ScfB2QUXE4uHD7AGJBHhH2ldlZgJXrgDDhpFpkwtADodjbEwmBB88eICPP/4YPj4+6NOnD65du4aBAwfi6NGjaNasGT7//HP88MMPiImJKfK5JBIJlixZgvv370Mul8PPzw93795Fnz594OXlhXr16mHlypUQi8UICgqCv78/BgwYYISrLPlYODvACjKE38sgLVCh0N9qoYRx6hTl9ru6Aq1bF/dsOBxOacRk5tBvv/0WvXv3xi+//IKgoCDMmDEDN27cgJWVFYYOHYpBgwZhz549GDVqFE6fPl2kc3344YeIjY3FjBkzEB8fDy8vL6xfvx6VswNAfH19sWDBArRv3x5OTk6YM2eOVuRqqUUgQLygPDLDI4E4W8ogf0ccakFB1PGhUaPingmHwymtCJiJKlq3atUK//zzD+rXr4+UlBS0adMG169fh3Oukl0SiQSiEtzVoG7dunn6IksSz5490yo8IBaLkVZnMI53WYbZy8tTdIlWq/mSR1ISMHgwdX8/evSdkdscDucdw2Sa4MiRI/Hpp5+idu3aePXqFfr27aslAAGUaAFYWki2rgCnlyFARLUS3UgvJ4IV1BkiMBBYs4YLQA6HYzpMJgSnT5+OXr16ISIiApUrV0aTJk1MdSpOPiS5eqF8zAPgbmKJ9gdu3Ai89x7Qrh2waBGlQvCKLxwOx5SYTAimpKTgvffe01nFJa99nNTbgnOMQkbtJnC75AeEppKTrQSSnk7FruPjqfmtQAD8+y9QoUJxz4zD4ZRmTBYdOmrUKGzatAmpqan5bpuQkIA//vgDI0eONNV0yjQWDRvATR5DtcZq1Cju6eQglar+vnoVaNMG+OcfIDaW6oS+Qzn9HA7nHcVkmuCuXbuwZs0adOrUCc2aNUPHjh1Ru3ZtuLi4QKFQIDExEY8fP8bNmzdx8+ZNfPTRR9i1a5epplOmqf5+XVRf+xzsrRsEXl7FPR1cv07Nb+/fp0LYVlZU13vSJBJ+d+68031/ORzOO4TJokOVxMXFYc+ePbhw4QIePnwIuVwOALCyskL9+vXRuXNnfPzxx3B3dzflNApNaYgOrVixJlIdPFDRKgEWx49RNepi4tQpYNky4No1ytbw9gYmTqRu8DdvAvPnA2PGFNv0OBxOGcPkQlAdhUKBpKQkCAQCuLi4mOu0RaI0CMGaNWvihmU7tFFcp9qhRujfWFh69qQE+LFjqQxax440pTZtgF27SAvkwTAcDsdcmLWfoIWFBVzfkZJdpY3/3CYj06YWuhajALxyhXx/y5cDyhKtp0+TKVQsBp49I2HI4XA45sKsQpBTfCT0HoXZD0fhppnPGxdHjXABYMsWSn/4+GPV+0qhFx0NPHhQYoNXORxOKYULwTJCy5aAnx8QFgbUrm2+8168CHz6KZVAu34dOHuWukLkxtNT9ziHw+GYErN0keAUP15egIcHaWPmQiwm96NYDAwZAowcST5ADofDKSlwIVhGaNUK8PEhbdBcXLwIdOkC/PIL4OAAzJhhvnNzOByOIXAhWEYoXx747TfqzP72rWnPpVAAGRlAWhppgmvWACNGAA0bmva8HA6HU1C4ECxDuLsDVaoAvr6mPc+ZM8DBg0DlylQIu1IlMsdaWpr2vBwOh1NQuBAsY/TqBezbV/j9FQpg2zZAJtO/TWoq+f9atQLWrqVaoM2bF/6cHA6HYyq4ECxjfPEFmUQzMvRvEx8PnDypOfbiBXDoEGl47dsDly8Djx8DuUstPH8OVK9Of48dCyQmUjRqCajWxuFwOFpwIVjGaN4ccHUFfv5Z9/sJCVTarHJlQFkoRyKhRPcBA6jRrZcXdX1ISSGtMDCQIkD/+4/SIJydgQkTgOPHaZ969cx3fRwOh1MQeJ5gGaRlS6rcot7EVsnZs8CwYdTKaP9+SmKPjNRMcAeAvn3pfx8fKoT944/AwoVAZibwySeU+P7PPyRIu3c3x1VxOBxOweFCsAzSsyfw00+UwN68OWl6mzYBjRpRxRZlJ/eaNYFq1SjNQR9CIZlPmzWj9IuXL0kzDA8njTMzE+AtIjkcTkmFC8EyyIQJwHffUSeH5s2Bw4eBUaOokLV6M49mzfI+TloakJREEaAZGdQWKTER+PtvEoARESREORwOp6RSanyCd+7cweDBg+Hj44NevXrhxIkTOe9FR0dj3Lhx8PHxQbdu3bB///5inGnxY21NAm7fPuDJE+qz6+ysKQDzIjISePMGaNCAzKFHjgCtWwM7d5L5dMAA2i4wkCJDORwOp6RSKoRgbGwsJkyYgNGjR+POnTv44YcfMGvWLERFRQEAZsyYAW9vbwQEBGDlypVYtmwZgoODi3fSxczYsdS/7/Tpggmq9euBWrWozuewYcCKFRQlOnkyCValj/HePTKvcjgcTkmmVAhBPz8/NGvWDAMHDoRAIED79u2xd+9eODk5ISIiAvfv38e0adMgEonQrFkz9OvXr8xrg716UQeHH39UdXnIj9RU2j4wkDrA16lDtUDt7TW3u3ePUiUaNDDypDkcDsfIvDNCUCaTISUlRee/Bw8eoHLlypg2bRpat26NgQMH4u3bt3BwcEBERAQ8PDzg4OCQcywvLy+EhYUV49UUPx4e5Ltr2pS6PPz9N6U86CMqChg6FOjaFQgOpuhPBwcyjQYFUZUYf39KkwB4Y1wOh/Nu8M4ExgQGBmLs2LE632vbti0uXLiANWvWYNWqVTh9+jS++uorHD58GOnp6bCxsdHY3sbGBpmZmVrH8fX1xbp160wy/5JI9eqUxvD995QOMWUK0K8fIJdToMyAAZQ3+OYN0KcPjbVpA3TrRhGlgYFA587AhQtkUi1XrpgviMPhcAqIgLHcNT/ePSZMmAALCwusX78+Z+yTTz5Bv3794O7ujqVLl+LcuXM5723fvh1Hjx7Frl278j123bp1EarMGi/hPHv2DNa5OseLxWLUrFkzz/1+/50EYkICsHgx8MEHpNnZ2wN37gAuLpRSMWkSpUFYW5PWOGSIdp4hh8PhvEuUikeYl5cXpFKpxpgsu7ilt7c3YmJikJ6envNeREQEatWqZdY5lmQqVyazqIUFRYx27kzJ9PXrA7dvU9eJSZMokObSJaBtW0qI5wKQw+G865SKx9jAgQMREBCAkydPQqFQwN/fH0+fPkX37t3h5eWFevXqYeXKlRCLxQgKCoK/vz8GKOP4OfDyoqT2GjWAxo0p7eHBA+Dff0k4AlQrVCgknyA3e3I4nNJCqRCC7733HjZt2oQNGzagRYsW2LBhA3x9feHp6QmAfH2RkZFo3749vvnmG8yZMwcteAJbDo0aUemzJ0/otZcX+QGzsoBdu+i92FgygSqFIofD4ZQGSoVP0JSUBZ+gknPnKMDFyYlMoDt2UEWY9HSgalXSEjt3NsHEORwOp5h4Z6JDOaanRQvyAXbtSp3oO3akvoFeXvSaw+FwShulwhzKMQ5OTpQQL5UCe/ZQIe1WrbgA5HA4pReuCXI0qFiRSqn17QvY2RX3bDgcDse0cCHI0aBNm+KeAYfD4ZgPbg7lcDgcTpmFC0EOh8PhlFm4EORwOBxOmYULQQ6Hw+GUWbgQ5HA4HE6ZhQtBDofD4ZRZuBDkcDgcTpmFC0EOh8PhlFm4EORwOBxOmYVXjDGAunXrFvcUOBwOh1ME9HUD4q2UShHvUtsnQyhN11OargXg11PS4ddjONwcyuFwOJwyCxeCHA6HwymzcCHI4XA4nDILF4KliK+++qq4p2BUStP1lKZrAfj1lHT49RgOD4zhcDgcTpmFa4IcDofDKbNwIcjhcDicMgsXghwOh8Mps3AhyOFwOJwyCxeCHA6HwymzcCHI4XA4nDILF4IcDofDKbNwIcjhcDicMgsXghwOh8Mps3AhyOFwOJwyCxeCHA6HwymzcCHI4XA4nDILF4IcDofDKbNwIcjhcDicMgsXghxOMSCTybBx40b06tULDRs2RNu2bfH111/jxYsXBh/D19cXH330kd73Dxw4gNatWxtjunj8+DFu3LhhlGMBgFgsxooVK9ClSxc0b94cY8eORVhYmNGOz+EYCheCHE4x8Ouvv2Lfvn2YN28eTpw4gQ0bNiA9PR0jR45ESkqKUc7x4Ycf4tixY0Y51uTJkxEeHm6UYwHAypUrcfLkSSxduhR79+5F+fLl8fnnnyMtLc1o5+BwDIELQQ6nGNi/fz+mTJmCzp07o0qVKmjcuDHWrFmD9PR0nDlzxijnsLGxgZubm1GOZUwUCgUOHjyIr7/+Gm3btoWXlxeWLFmC1NRUo2qbHI4hcCHI4RQDAoEAN27cgEwmyxmztbWFn58fevbsCQD49ttvMW3aNI39unXrhu3bt+e8VigUWLx4MXx8fNChQwesX78+573c5tBnz55h3LhxaNKkCbp27YoVK1ZAIpHkvP/48WOMGTMGPj4+6Ny5MzZs2AAAGD16NCIjI/HTTz9h9OjRWtcSEBCAunXr6vzn6+urtb1CocBvv/2G9u3b54xZWNCjyFhaMIdjKFbFPQEOpyzy+eefY9WqVbh06RI6duyI1q1bo2PHjqhevXqBjvPo0SNUr14de/fuxePHjzF//nxUrlwZ/fr109hOLBZj3Lhx6Nq1K7777jvEx8dj0aJFSEtLw6JFi5CQkIDPPvsMnTt3xt69exEZGYmvv/4abm5u8PX1xYABAzBixAh88sknWnPw8fHBlStXdM7Pzs5Oa8zKykpDAALAf//9B4lEglatWhXo+jmcosKFIIdTDEyYMAHVq1fHrl27cOTIERw8eBCWlpYYPnw45s2bB0tLS4OO4+zsjKVLl8LOzg61atVCSEgIdu7cqSUEjxw5AqFQiO+//x4A4OXlhYULF2LkyJGYPXs2jh8/DqFQiMWLF0MkEqFWrVpYsGABrKysUK5cOVhaWsLe3h7lypXTmoNIJEKFChUK/VkEBgZi+fLlGD9+PKpUqVLo43A4hYELQQ6nmOjVqxd69eqF9PR0BAYGws/PD9u3b4e7uzsmTJhg0DHq1KmjoW01aNAA+/bt09ouPDwcr169go+PT84YYwwKhQLPnz9HeHg46tatC5FIlPN+//79DZrDrVu38MUXX+h8b+LEifjyyy/17nvp0iVMmzYN3bt3x4wZMww6H4djTLgQ5HDMzOPHj7F3794crcze3h5du3ZF165dMXPmTFy+fBkTJkyAQCDQ2lfdhwiofGlKFAoFhEKhzv2aNm2KpUuXar3n7u4OoVAIxlihrqdhw4bw8/PT+Z6zs7Pe/Y4dO4bZs2ejd+/eWLZsmda1cDjmgN91HI6ZUSgU2L59OwIDA7Xec3BwgIuLCwBAKBQiPT0957309HQkJCRobB8eHq4hGIODg1GrVi2t43p7e+PFixfw8PBA9erVUb16dSQmJmLFihWQSqWoUaMGnjx5AqlUmrPPunXrMH369Hyvx8bGJueYuf/pMp8CwJUrVzBr1iwMGjQIy5cvN9j8y+EYGy4EORwzU79+fbz//vuYPn069u7di5cvX+LRo0fYvHkz/P39MXbsWABAo0aNcOvWLVy8eBERERGYP3++lraUmJiIefPmISwsDPv27cO+fft0mib79+8PCwsLzJkzB0+ePMGdO3cwd+5cSKVSODo6on///pDL5Vi4cCEiIiJw8eJF/Pvvv+jcuTMA0lafPn2K+Pj4Il+/WCzGt99+Cx8fH0ydOhXx8fGIi4tDXFwcMjMzi3x8DqcgcHMoh1MMrFq1Cn/99Rf++ecfLF68GBYWFmjSpAn++uuvHL/dgAEDEBwcjJkzZ8La2hpjx45FYmKixnHatWsHkUiEIUOGwNnZGfPnz0enTp20zmdnZ4ctW7Zg6dKlGDJkCGxtbdG1a1fMnTsXAGmgmzZtws8//4wBAwagfPnymDx5ck5Fmk8//RTLli1DUFCQXtOnody+fTtH6HXs2FHjve+//x6jRo0q0vE5nIIgYIV1BHA4nBLN3r178dtvv+lNX+BwONwcyuGUSp4+fYpbt27Bw8OjuKfC4ZRouDmUwymFTJs2DcnJyVi0aFFxT4XDKdFwcyiHw+FwyizcHMrhcDicMgsXghwOh8Mps3CfYD7UrVsXoaGhxT0Ng4iKioJYLNYYs7a2RqVKlYppRhwOh1Oy4UKwFCEWi2Ftba01xuFwOBzdcHMoh8PhcMosXAhyOBwOp8zChSCHw+FwyixcCHI4HA6nzMKFIIfD4XDKLFwIcjgcDqfMwoUgh8PhcMosXAhyOBwOp8zChaC52LPHpIe/cgVITRWY9BwcDodT2uBC0FycPZv/NmlpQGZmoQ5/5QqQkGBZqH05HA6nrMLLphU3CgVw5AjAGJCeDshkQOPGwP37gL090KsX/Z8PIhEglXJNkMPhcAoCF4LmQF/LRsaAHTuAAQMAJycaS0gAoqOBUaNIQG7fDnTrBlStmucphEJAKjXyvDkcDqeUw82h5kChACx1mCovXQJ69FAJQABwdQUaNAAEAtrns8+Aa9fyPYVIBMhkXBPkcDicgsCFoDmQywELHR/127eAp2f++zdsCDx8mOcmpAlyIcjhcDgFgQtBc3D6NPn91Hn1Cqhc2bD9GzTIVwhGRgJRUdy6zeFwOAWhzAjB0NBQDBs2DE2bNsUHH3yAixcvmu/kly4BL16oXjMGXLgAtG6tGsvMBNLSEBlJiqMWVlZkVlXn9m1g717gu+9we8Eh7FiUYIrZczgcjsGkpRnvWK9eAceOGe94uigTqoNEIsGkSZMwevRobNu2DZcuXcKMGTNw5MgRVDZUGysk0gwpUp4lww0A9u2jQcbIxJmRAcTHA48eAZ98ApaWhsihK3F72Az075/rQG3aADduAO3a0WuFAvj2W+DePUAqxY/sKDISHQH8Z9Lr4bzjHDkC1KkDpKQAtrbAkydA796AtTX5oTmcInDvHmWDDR8OeHgU7Vjp6aQrdOpklKnppUwIwYCAAGRlZWHMmDEQCATo3r07WrVqBX9/f3z55ZcmPbfQToj0qBQSgllZwMiRwNChJBBtbABXV6RaOuPOpN1IqfQe+vzYEs8VsUi97wGHrydAYGtDB/LwAM6dA9q2pYdVr17Ay5fAkiUIS6mILt90QrTcE4mZmfRw43ByExkJuLvTwsvFhRZSffoAhw+T+cHBgV5zOIXk0SNgxgxg/37A2xvw8Sn8sQ4dAkaM0B1TaEzKhDn06dOn8Pb2hkBtpevl5YWwsDCTnzt2sz+qXd1FL0aPRoxHE8QcvIovOz3A8zl/IuPxS6yb9BC331TCuXMMrROOIT7JEkkHziK1cl08+3I52KPHtH/37rSS//13ICAAsinTsCHuI9T5pj+SUQ5ZsIUwNNTk18R5RwkKApo1o4XUe+8B9etTWPHHHwOffEKLNA6nkNy7RynOAgHdUiIRsHMnkJRU8GO9eAHUqmV6AQiUEU0wIyMDNjY2GmM2NjbINLA6S1RUVM7fAoEAnp6ekMlkiI2N1djO1dUVNjY2iIuLgzQ7ae++fU1853IT9skZyIQCzVKuIdSxMe7fFMLDoxIet7qPk1EN0bKKGBYpb9BqeCV085+Efv3KIe7pA/TZ4IsuG1bimm0PXK4yHJ0apOIz/29xoNUCzFs5CLGxWfjiiygkJQFRe91R+dYtvFKzQ0gkElSoUAEODg5ITEzUuGYrKytUrFgRYrEY8fHxGtdSoUIFCIVCvHnzBgo1X6S9vT2cnZ2RnJyM9PT0nHELCwt4eHhAKpUiLi5O41hubm6wtrZGbGwsZDJZzritrS1cXFyQlpaGlJQUjX0qVaoEuVyOmJgYjXEXFxfY2tri7du3kEgkOePW1tZwc3NDRkYGknL96jw8PCAQCBAdHa0x7uzsDHt7eyQkJCBLTQAIhUJUqFABWVlZSEjQ9LNWrFgRVlZWiI6OBlPL/3R0dISjoyOSkpKQkZGRM25paQl3d3dIJBK8fftW41jly5eHSCRCTEwM5GqOYDs7O5QrVw6pqalITU3NGS/ovQfQfe7q6or09HQkx8UBap+np6cnGGN48+YNDbi7A6dPo1z79rCzs0N8fDzEYnHO9iKRCOXLl0dmZiYSExM1zu/u7g5LS0uN3woAODk58XuvjNx7AQFx6NNHCuUt4Olpg/r1XbFxYzr69k3WsLZr3XvZlCtXDuHhdggKikfPnmK8ekVC1NOzaPeei4sL9MLKAH///TcbNWqUxtiyZcvYN998ozG2du1aVqdOHa1/AHL+OTk5McYYCwsL0xgHwA4fPswYY6x169Ya43XrDmV+769jE5uO1NqnVfkHzM9nhtZ4i4oL2LThMax5874a421gx1ZbfcPs7Xdr7fOfZUeW0Hcws7Ky0hhfvnw5Y4yxMWPGaIw3atSIMcbYmTNntI519+5dxhhjnp6eGuOzZs1ijDE2a9YsjXFPT0/GGGN3797VOtaZM2cYY4w1atRIY3zMmDGMMcaWL1+uMW5lZcUYYywyMlLrWLt372aMMdatWzeN8b59+zLGGNuyZYvWPklJSUwikWiN+/r6MsYYGzp0qMZ469atGWOMHT58WGufsLAwxhhjTk5OGuMLFixgjDE2ZcoUjXFvb2/GGGPXr1/XOtb169cZY4x5e3trjE+ZMoUxxtiCBQuKfO8NHTqUMcaY72+/ae0jkUhYUlKS1viWyZMZk0hY376a9163bt0YY4zt3q1970VGRjLGGL/3yui9FxLCWOPGuu+9JUt8Db731q7dwg4eZEa/9/JCwJi+cialh8uXL2Pu3Lm4cuVKztjEiRPh4+OTr0+wbt26OH/+fM7rwqzGra1t4ObshHSxGMnJyQCAxYsBiQT44w9PWFkq8CZ71anwP4o/XvTBrFnl4HLsIOLffx9iqRRgDOk//Ypk9/p4UGMsWrUR4+LFxJwAmvPnAauxX6OrTzxe/7k859wSiQQNGzbkq/EyshrXqwkeOYJkb2/A2TnnPb2rcRsb2J07h/iuXbkmqEah772kJEQfPUrujGz03XtWVkIIBBXg6Phu3XuHDtmgWzf9Voht25LRty+lS794AVy/7onr1xkWLnyDoCCgSRPA0RE4caIcBg60w6QJsbh6TYw5Y95g0AdZcGxSz2SaYJkQghKJBD179sTIkSMxZswYXLlyBV9//TX8/f1RNZ9yZHXr1kWoCfxshw/T/1pRoPfukcmqRw8gNRX4+28KoAkJoaCaNm1w6hTFxAwdqio2c/Ys8LzvJPT1fgD5qd05hxOLxahZs6bR5895x/DzAwYONHz769fpqdSwoXHnIZGQs6gssXMn1f8dMCDfTQ8epI89IQHo2JHcuL17l+zA3Tt36PLq1tWzgVQK8ez5uKZoC2HbFvC7VQVdugCrV5Nb2tubSiXHxACNBffx28n30L/pS4zuFQuZkytc63ugQx9nPQcvOmXCJygSibBp0yb8+OOPWL9+Pdzd3bF69ep8BWCx0Lgx8Po1tV5ijBLl3dyAIUOopBqAnj21fxRCIZAEFzC1lTuHk0NBn6Jt25LgrFIFKFeu6Od//Rr44w+ah4MDPf2cnYEuXYp+7JLC9eskvdQjbENDaSGhniesh3v3gJo16RGwaRPFv02dCnz1FfDFFyRkSmLg99On9HgCgJMngS1bgPHj6TkFPz9AJoM1JGj2ZStsmfMYTxOt8c9mF5SvYIGYGAv88w9QvjzD8+cCBLvXw38HrFC3rjfs7Lxx/jzQuIFp518mhCAA1KlTBzt37izuaeQgl5Pg0kmVKhStp1DoLLem63kmFALJAmdYScWQaL/NKctERgKVKqlep6TQ0rtFC8oP1Ee/fqSaVK9OC7JWrQp+7uBgsmZUqUJF4evXB06doijVW7cos9rBoeDHVScqioJ6DAwlPHeOjCwKBf2WmjUDqlX7P3vnHRbF1cXh31Z6RwXFiopdwYrYe+8dazRqYiwxiSWfiSWaxMQkJho1GhOjiZrYxd7FCoKIoNJEVEDpvW2b74/DAgu7sMAuRe77PDzA7M7MndnZe+7pADgOmakyPHoiQhe+D4RRL2lsgwfn7cslJuHeNzcgmDAWXTrK8fzaS4RKG8Ep8irsmprCyMQUvOjovPvtuy8Aoe0nwDX+JRoCFIF75gx9Yfv1I7Xv1ClwPD6eZo7EgAHA/v1k9JFI6O9p04Bbt4C3UXJkZPHRrDkP7dqV75YhJ4f6r/XrVy418+VLEtxJScCPPwK7dwPjxwPz5wODW73Gtu2dIPK+A0UHF3yzzw67b9fF+k/T8PeuSMTfD0OjeQPw2UA/zB8WhYXHBuDqbUNIpbQgsLWlfEN9R4jWGCFY1RCLyQ5eLOrqjWqANEFLCGQszJ1RiAcPgBEjaOYfPZr+b9yYynGMHg2sX0+CUiZTzUwWCOh92dkkaDp1KtUzCY6jWXzLFtUV38CBZOng84Hly2ki5vPJtj9oEAlGI6NiVokFCAkhbSsri/wDhZFKSeC7uAAgYWJjQ6dUcuMGEBYGdIs4DG9fITpL7+BakxkYuHI83hy7i6B9r+A0sAHq1QOebjmH5uO7gvfgELz+lsOka1sMNPLAG5euuJtiB2kmh6G3jyDUeRKenQqBS9dGcOmfjtBZt4GFQ8k0OmMGnVjZQcbICL4vbCCOfwZfq5aYNYvkUkICsGheDkTGIvBu30HHhGgYGADX4icjKIiyXMrE1asktbp2pS41Q4YAtWrRPVSqmrmxC7CwgEKhZtEeFgY8f46we8YI4Zph+C47DBpE9TumTAGGGF7HzrMNMXKsEZYOrAWXrTPgV7cTfHxaokkTM2RmmsH7aSPMGJaAz2z2o1a/OZhiaohJMwBjY/IGVUR6BMCEYKWh65xkkQjI4EzAl7F+SoxCcBzNKAsXkkZ2+jRpOG/eADt3kv3NzIxmuh9+INVDSceO9DshATh8mJbmPB4Vf8/J0Vz/Ni6Oaua2bVtEmPk94qH9xMkkTzt1Io1QJCLht2ABTcrp6cCwYTQ5F3ddvr40pqAg4M4dwM0t/3WJhCb5du0AHx+ci+0ER/FrOGW8BtAdsoQUCE0N0aePAd5cDoR3RB30cnkJfr+laHLrDfbtA1xcuqO7/3+4dMUMvDceSOk4EK272SPNzgopzWwQGgvciG6PaX2AATbAv//yEG9gj6dXonHpjAQHjJxweGM/NH4aBBxqg2RxbVgq78f48eD2/YW3Yxbiz1NC/NjpIO6k2GJEJzn8o2wgiomEj7AbbAwy0PnAYZzjT8boliHo538ETx5b4N97PdB/pDFsbThyzCk/q+JITKTPecIE+n/SJKpE9eoVfZ5jx9J7/P0BKyuEhPFxPKkvBAKSj927Axb+nnjx1ggJVl1w5JoUj58b4+vpT2BoYYhJpp4QbQnE8AaNwP+oIfj//QnXn3+CgQGHr7uegq9vSwiFdMqxY4GJQk+g8SzgyRM0ENiA36geXF0rTgACNSQwpjzoKzBG1zx9CnzV8Th2GX+MjIB7edtZYEwNIj6e/FLKCEGRiOxVHTuS5nX/PtWxNTZW3U8ZNRkcTBGM48cDc+aQgAJIm7p5k35zHNCoEQmuunVJeHbuDFy5QipWx46QPwuB/MgxiBvY02qvVi1AoQD35z4E3kpCWv8xiDZyzJuHk5MBIwMFDKTpNOZz54Bx40hTGjmSfIcSCdkvc/N9s7KAG2uuoOdH7WHauBZpq2fPImfoGIiNBGTh++8/vO0yCje9DNHY+19g2DA4BJzDS+NWsL7wD7KE5jCWpSCnRQeYRzxGZp9haDHXDTwBn0qedO1KZtaICNz99zXCHXrBfZYQu3cDa9eSi57Ho58XL+jtb98CMimHNvyneMVvCPfX32KY2S3YS19D/t77SDl4Fsbbv4O/SXfUqkX7ISwMLWNvwiorGp/uaY519feiXtITCCUZWCX9Cp8MfQr764eQblwbCd1HoGETIfD6NbjXr3HF7UsMHMAjCWVsDISHUxxBy5aqn/HNm/TZRUXRvX31Ki+SJTXwFQQjhyG+fge8bTcYdl0botaIrrj9wADckSOou3gCxAY8PH4MKJJTkX3JE1M/sMRXm8X4y7c1Dq0LgZvgPh1b2QR8xw6k3vSDUYNaEP2+E08/3AZxViqa3vgd9+/TI+HoCKp93LkzEBCAzHlL8GzKenTcOoOuw8KCblDnzjr+oqjChGAJVBchGBoKfNLuAn5XzIXsxYO87UwIVhF04fsqTEoK+eyMjcm+bmlJ5syCJsvVq0moJCeTgKxdm7SmwECaLNu2pfcpFOSri4ykfJszZ4AlS2imsrKiAJaUFDLniUTUAmzaNNJAXrwg+1VsLDJ9nuL60zowSY5Cn23jceKYAi43f0LDB0eRGC+HiZszDC6cgozjI6VhO9jcPIG/jxnB0pKspC9eAOaRTxF1LRhSOQ/Wj67DdLAbHOzlkKRm46dX4/Cxeyx8j0bAWRyAN2f9YGEjxCv7bsgRGMMyLgQx9TqiWXPAtFtb7LjoCCcn4G1IKnr5/IC0pV9AFBwIeydz2LeygvTEGUgmTQfv8EFkp8sRESZD3VuHUauHEwRWFnRfNm2CNLdX544dwO+/0zrBxISU1rZtaX1x9Ch9DEeP0vfx+rDv0PnWjxhTzwdTIr7BTMP/oOCLoJAr8LThMNyoPwP9Eo+i3eO/AecOOBPQEB3rRMFhshtp0nI5vjL/HlcemGNnn/9g9Oge/Hzk6Fc7AAnWzWGYEAWTmDAETPkGTqvHofZPqwFHR2TLBLjTdDZcu/NgaAicWHQF4xfWQoLHXdhw8eSjbdUKGDECCXEKmGxZB8XYCTC+6gFu4iTEpBmjzt5NiG07AC+nroK9aRpkQkNY8FJxw98S6Td80D9kJ27Ie6Ir/wEiF2+GTcwz2Bkkopb/VXqG3nsPCueOOIoJ6D+Qj5uTf8UYxQnwr12h543jgH37gO3b88JLw+dsQN1938BQIKUbqUx3efGCFl56ggnBEqguQjAiApjb4haOKCYgO8IvbzsTglWETz4hh0lx5j11xMbSDNulC2l6bdqQxiaVkvo/YYJ6Px3HkbqyZw/w6ackzNLSaHvdujRzp6SQCdHBgSackSNJswPIUbZmDQlLuZyCY7Zsocnz9m3Aw4PCAAuFKx48CExp9xR+fkCOYys4XPoDVgd+ge/Idag3byiatTGg4718ichpK2DqVA/+7/2MsDCKLJwwgQ7fvj0Fh6QmyRHz4z8QdOuMN08T0ee/ReA9o7ZifJEAqaOmQ8IzgO21/2hBIJOBs7DElbj2OH+eLKoNGpB83/1DKp68MoNCwcMk4zMY3egRXjfsiYeRtbA1ciKy6zaGsYUY8R0Hw/LJHdQzSabr79sX2LsXjx8D83sHYVEnb2QPG4cefYSQf7cFLRPv4lTPLXht0gK93/4Lu2Zm8L2XgyHnl8F//nY4fjwa71sfxX+KiYj75RAevzRH/+CdkD8NhsKhAUTff42V+1vjmW8mTl0yAu/oEdLEQQrwN98Af/wuByRS1K7FwfepIXq0SYYoJw07QgfBkR8B70YT0f38l4CjI/yX74O1rQCJiRyEr8KRYW6PjqLHCD0fBqckL/BGj6Ln4MwZyDOzIfhlKz1nTk7A1KmQtmiDRx1mo1HGU4jPncQ44UmEmHZEYpYR3scerON/hf+6b0UXxT1YdW+FettWQtihLVJfxCNr9Veo094ur0OOtzdw6BCwrtdVWKz6kJ7duDjy/SYnA//7H5mzs7LwKtMWh3YkYmWdv4C5c6lzzscfA82a0TOsJ5gQLIHqIgSjooDxjg9xUT4AGS8D87YzIVgFiIoi1UAioS+/NsTGUgBLQgL5be7dI9NcWBjN6hynuToxxwGffw78+y8Jq9YFYszlctpuYEA2xYEDSZNUCr/CpKbSz+XLpAI9eEBRJW/fkva3ZUveW4NvvoWB7100ssuGYso0HPgyFLP29qIxKE2rBXjtnwjbUa6AQIi39s5oYJOOV+k2MOvtDJ8mk2FllI1IOCAmlocRL7ej3u61ELi5IqLzRORkSJHUvCs6zW4LoRDIOH4Rwjkz4L/bCyme/ojvMQatWwM//0wu0GHdkzGtfwz61Q+F/OYtCD1OIMRpFOrdPwYDWQZCGg3C9q4HEPach6dPKV6naVMg/clLTFrXElkCU8hlgKEhhwzH9qgjjwaEQiSbOSAzE7B/fhu8evXo3rdoQRN827ZI/mobHj0ClkyJgV9sPUR8tAU2Y3rBsp8LIJEgUybGwoXAtbOZ8LsYh1oxgWRSFGoI1/D1xe3/otFjrhNeiJrjk94PYPQ6BP/DJpg5N0M9g3i8NmmBho354PbvB4/HQ47AGG8bdIFnk9kQ9O6BaZ/VQ1IyD4cOyNDQLBE9DB7AYkxfyM5cwOG3feCSfQdRcMDCH5riiw5nMMv/Y/BsbSFPTgUvKxP8e3dx4klz8Pm0/hruFAb+zevA+PG47m+dF1OTlUW+vVZ1EtAm7CSwdClZRHbtym81MW5c3qXJZICXF+DWTQ6cP0/P3YsXwPHj5PvVE0wIlkB1EYIxMcCABs9wX94VKa+C8rYzIVgFOHWKtKwzZ9RUR8jFw4MEkqEhmSNFImqfFR5O0Y08HkUSFBfOfvIk2etSUijIoU8f8gcOH04OrIQEes+UKWTL4zjgr78octTAgGaswv7CwnAcoqJ5yLl5H/U+HIUb+1/DxdUAtvIY3PvqCrr/6k7v27wZ+P57KDZsxEHzhTA1pUBTZUR0Vha5qYyEUtSP90OTrCd07rQ04MABSB4GgKeQQ9i0ETiBEFkv42B4cC8ESQm4bDMFPB7w6C9/WNYxgJVrC/D5wOjIX4EvvkCWixtSD5xCvwF89OoFbPlGCrP1n9Li4fjx/M/E1pbu05kzdI9y/Y337tG/AwbQR7Fu+ANkSoUwF+ego/ULtHURweBlCO3bogXdz4AAWrjUqkULhZcvgS++AMRinPjxBdZuMcXHpnswJ+Rz4OhR/JE6ATk5NBwrJOGnZS9Rb3gHrR4nuZxcaYaGdB/N/G9jn1dLNPU+iFjbVhiQeRoDJGfh2fQ93BP3QaitK3r34eH6dcDaQoaPp7xFWLYDeDyKa/L95TY6LukBnx9vIsGxK/7ZL4fI0gQb1nOYgKP0zD56RCdr3RpvX2Qh4lo4Upz7IDmZsrkAUECNQkGRxA8egJvzHvDqFXgPfen5NzGhxdSqVRTANGECPeMosH9uLrTyWcPSpWS+v3RJq3tTFpgQLIHqIgQTE4HOdq/wRN4Cia/D8rYzIVgFOH6cVrynT6sXgrGxZHaLiKDV8Z49pDnFx1NAy4kT+Unmu3aRv6R1ayAtDSGZDrh6hcP0jN9g+OdOCH/+ATxTE6Tce4Lzyd0xZL0rUnYeRIOeDXFlzwtYLJqOLl0LCFKFghLnMjKQGK/AqbDWmP11c/B49NKbNzRR5gYLQiIhpbZhQ6DZ7O4QRjzHq2b9kSMyQd22tjAVZlOqw+HDyPa4jEN3GmDCBFI0PTzIsvXoEcWxNG9OMm/wYJrvPDzIUuvoSEMSQ4KR1ncAjkN8487w2eENtw/b48QtW2zZQmN4dD8LjZqJ0LmbEPXrA7LwV+i/fSxuww2m/bviPUdPEkrZ2WTWHDCAJFwJVWseP6aPxNk5P8aE4+ijHD+OowFaWKjVcFXw9AQMDdF3USuEBOTg/VU2qJPzEpv328NMmIUOjVKw76vXEPRyK7Lr778DHToUPcXp06SMm5qS/DYPewhxXVscutMAsbHk9n3gmQkzEwVatuLh/tVMPI62gbFYBoWcQyfHZHAiEZ4nWiMuVgFH+0wEvjBF6+YS9LJ9hunftkEX19zgohs36ENp3hxIT0fodycQZ+2E7k3eIs6iKXy/voghFz+mCejiRTKPZ2RQgNXFi7S4mjKFBt64cf4i4f33yVyvjC7OyKBFw6pVdAEXLlAKj5ER5ZfqESYES6C6CMHUVKC5TTxey+shLvJF3nYmBCuZwECyGbVqpVkIHjlCkRYyGaUoXLxIk3ZMDE0c//5LWsu5c7TsFgohy5FBmJ2BFOc+MH8ThNe2znjbuj8cTWKQZWCBmGg5nI9/iYsXgazQSHTuIEWSZWMEBalPpwNI1vaPO4w79adg4EDKLrC3p4V9x44kk1NTgTEjZOSTNDAAfHzA7f0DEoEhDOxt8iNJd+3C0SctMXIkuYBq16bL++sv4IMPVM+7cSO5F3NyKLA1OZlKhnXsSEEm3brRPg/3PsTaky6QSslFtGkTIM2W4/Lqawi06483b8k3+umgx7D6dgWM02LBmzoFePsWMUu/xus4Q7RrV8qqbS9f0sR98yZ8xa6o08wcDnF+5Ee1tibNms+nz68wOTkk2SdMwNy5dI0AfZReOx+iybAWRTTv9HTSPhUKUjKDglSrrb19S4/UgAH0f1gYcOSwHKvbnUVoy1Hg82nBMo47ljem0BAOzZ14uPz7Sxg6NcSnnwKNMp+iz4etMM/+LITDBoETijQbGXITKWV2DjiTPQBjJghp9bJjByS9B0Jc2xK4e5ecuMVZKtasAZ48oXvXty992FOn0spKmT/5118k+Pr1I/P/2bOarSc6guUJviMIhUC6whh8Tga5vGLzbN55nj+n2adbN5rwSlNh49kzqimVlER2rIJkZtJxX74kU51CQe+bPZv2sbIiVQCgCXX4cODIEXBPnyHwqRAdmqTBYs0aYMMGNHBwQL269XHzRQPIhQYYuM0B4FPdyWsGDrgVCUzpQQv21NT8mrPR0RR3M2YMaTrmQ7qjxcHDuHrBHFM2DYKhAaea5+frCxx/DmRmIqHrMFi4dIGwSxcUrjujUAB4QgL3yhUafq1aFAhYkLt3qTyYhwfF/IhEdEtatKBbsXYtHct9shRtmzfH3bukTSplh9hIgOHru2D4xaPAKqV0bwcMu0BRir6+iKrbGfd9DNGtG3DgAMWc8F9FkL/JyYkkyevXdPJJk2i7MiAIIJ9uq1aQH/eAQw8xSecbN0iajhhBqnFwsGrxzNRUyqucNQsArWWUt8/KCmjc2KXIo8JxJPTd3fNveVCQ6nuuX89XrADSmt16CYDoTDRzpApTwX6ZkIkM8yb3Zs15+OQToP97DXH4MJl7PVdFoIfNMwhSMwGRCOqeaC5X4RWL+yDBtg/kOcAgZfEcMzNg5UqIOY5M30OGlPy96NqVVjwAfeAjRpBZOjWV7pNQSBpiQZQmidIUaSglTAi+I4hEQBZnCD4UkOYoIDCuEf2SKwZfX8oSPnuWvpDaFqIODiYzUmgo/Z40ifx6SrZsIa3J15eKRIrF1Ja7cJCKhwepCMbGQJMmeOUTh7pOCmDWZLIJymTAmDEQXLqEpFoDyLVVYBHUoQNpTdOmkWUrOprk78WLpKG5uNDkO2wYANMGaLyqARpnZAB/7c7rOiEfNhKCVy/oXJMmYcevCixtA7RpRzEMBVpYIjER2LCBZLtEQi5KgYAUgZEjaYH/ySckY5YuBX75RdXkV68e3YrAQFoLWFgA8y2OF3A+FcLCgqRMIUEUb+iASxkOaOYEjM9NNRs7Ftj7czomW/rCfEQv2qd+feR07YWAU+Ho9N9/ZGccMYI+a4EA3PNwHPdrjDYf8QDl4dPTyYRnZETJ+MeOqQrBS5cowjF3NdqzJ2mzLkVlXx63bpEsKbjmKChXXr8GmjRR3cbj5Rb5SRtO1XmaNUOfpAjcrD8JbWLoM27TBvjuO1rstG+fWyruf0Px3xlgqgZLozL7ZuRI+gxdXGhtUCR+iscjwWVjo/nCCiOR0EVaWpIUb9tWs5CztqbVUGmOX0qYEHxHEAgABceHAnzIMqWAcTE1IRna4+lJjiEHB/o5e1a7nD+plOLDZ8wg1WPyZIqI4ziaOPz9kXXrARD8EuFTNyIt1QZN2pmi9rVrtO+YMfShnj8PNG6M7KZtcOgQ0Ff0FLetR2P68CQ6XmwsjWvPHmDBAjzcDCxapDoUa2sqaAyQNhYYSArqzJn5E2qRNCwTE+DDDwEA/n4KpG08CZ6FBRKd+yPoe+Dbb/k4//kNbPfvicmTBbh6lRbyPj6kfbZvT9GVmzfnBzp+MdgbVhadkC3hY/RIBdo4ZqJfP9O8pPmCKAWBhQXoPmpsUZBL584Ui29sTKqWqSmuXMkvcFPwXsxqcB0ekpEYX0uMaGktXLlC57O2boJwIQ/1ejSGAQ+AQICEBODc3SZ5sUV5KDV0JcpoWyMjmrTNzVXMMebm9NEXR0yMatU6JcpHxttbJZhSFTMz8p3FxsLYzQ2ZHvRZzJxJvw8coM+kVavct5vz4NoduH6DLJMF8fYmE/b06apBqhobipRWQMXF5acKlVQ7slYten91F4IKhQKBgYEICAhAYmIi+Hw+atWqhbZt26Jl4coGjDJBVjoOHPiQpecAtkwIlpkXL2hZbmBA3/xmzfJfGzyYTDgFfUDqzDXHj5Ma8/gxCc7gYFrxHjkCuLlBsWMnBHdvQ7puI2rP/ACtTTJxyMMUU0eD1LSTJ+m4vXpBamOHgwdIngYGtsKkAQDEFiS5Tp+mWfLTTwEeD4sXq2plSpRfM0tL8rkJBNpZdRUKYNduPiSScYgMBGqH0uXs3w8M6N0RrXcdwrh/xmHtWmOsWEHK7syZ5NrM4/lzICgIhqam+NTmT8DaGmtOmZG6MWIEwCv6rM6ZAyRGZQGBz8k/Wqh4d1RUbg9NIQnKoUNBn0lgIBRnzuFJlzloUSsVvCPXSP07eZIWLm3bQqzIhn1DMU6coI945kw6JscBPj6N4XmILNIAWT2nT9fiXg0aRBr70KH02efm+SkxM8sv5FOYHTtII1dXFLt+fbLq2tnRtRY7DqEwr3D3yJH5mzt1Uh+/06gRredOnqTnQVkFT2l51znKwSujd7Shdm36DpW5UGrJ6FUIpqSk4MCBAzh06BCSk5Ph4OAAKysryOVyJCUlISoqCrVr18aUKVPg7u4Oc6WjglEm+HxAzgkgz2T1Q8uFr2/+zFgYoZAm06Qk0jiUxYjlchKYrVuT879FC7LpffAB2f6++w4KYxNwO35DrGco5NE81Bo7DiYtGsCkDh+AKXr0ULb9M4Z3gwlwciIfWkICmTJFIjWpgSkpNFPmTjDqBGBBStsw4NYtilJcv57kVUwM8PXXdMrr182ATtOxLvgIZv8+Hr//zoezM5neVHj0iPyp9erRb7GYBpKdTcE+BU3EuepSnw7JqJV+EnhqohLJc/cu3Q8+Pz9o0N+fMhTathUDLi44G9oCLf/7C037NSAz9p9/ks8pJ4f8f0OHorsaRZ7HI4XSwoLiNKytSUhqdc/EYrLznjpFErTQosjMjE5fuJ3iw4e0rpJI1Cu7LVqQxfzpU9Wi37qiTZt8DS8jg5QuvRVnUarCcXFFy7ppwsIiv5i3ntCbEDx58iR++eUXdOvWDZs2bUL37t0hLhSWlZ6eDh8fH3h4eGDEiBH4+OOPMbbgF4JRKvh8QCEXQJ7BegqWmZSU/KgRTShDJy0t6b1Ke96lSyRA+Xya7HftouW/gwPQrh0epDih9ZnNiPt0BpymOsNg+48qtqj69UnI7N5NKX5eXjQJFjZXqZCWlledQ9d8/TXNQQYGlHtfEJmM4hksLYH2X45G0NBrOH9WgR6ucggEQ/PfmJhIpixlKHzB1k2GhmS+DAoilfPZM7p3GRmoHyDHo26z4TIpXwLFxdHlFtRyALKo/fcfuQUjIgCb+sZoOrlAgMX8+fnnLs4pl0vz5nRdMlkpC/z06KHxJTMzutyICDq+XJ6f+lbckIyMSHjy+ZrrGegKExP60TvZ2Xk5mSVSEd2EOT3x1VdfcQkJCVq/PyYmhlu/fr2+hlNmmjdvXtlD0BqxWM6lC8w4n39uc1FRUVxUVBQXHh5e2cOqfLKyOC4ign4X5sYNjjt6lONiYuj/48c5TirNf12h4Livv+a40aM57r//OC4yUv05Xr3iODs7jjMy4jiBgH5bWHDcd99x3LFjXFaalLuwL5rjrK05rnZtjvvhB447dkzXV6oVBw9y3NWrxb/n8WOOAzhu0iSOa9q06OvXr3NcfDzdnn//LfDCgwcc9+QJx2Vnc9wff3Dc4cOq97MwCgXHPX7MZfs95Y4coXElPY3mkl6lcnFx+W+TSulwCoX6w8hkdKq7d4u/rsokJYXjzp+nvw8dov9rFKdPq/4u7X56Qm+a4Jo1a0r1/tq1a+PLL7/U02hqBnw+IFcIwaVpcD7URDiO8uzataM6mdOmkef/5Utajaam0nJ///78MG+hkJbfMhnVLrx/nyLgfv+dIv7u3MkvPC2TUVWX0aPJrrRwIX0Qo0dT9KeJCVCvHk54CDF+ch1AupkcNA0bkpmwEnj9WnOO9507dBkff0yXEROj2o9XiVLBA+j2JSTk/t+pE+VEPH1Ksf651p+QEHKtFlnY83jg2rTFwX309qws4NQpe8yYkf/eixdJA5wyRbNiIBBoDh6tKpibk9kzMpIyYpj3p2pQYXH06enpOHjwIDZu3IjExETcuHEDkZGRFXX6GgGfD8h5QnDpGZU9FN2SmFj6fRQKipz48UeK/Xd2pnDF48dJ+EyYQMKO4yiFwdGRogudnfManaJRIzLd3LoFfPQRzcarV9MxAbJtdehAJaC6diVf0Pjx+X6MHj2AgQNxObUrOnUCxIZ88ht16EDH7NlTV3eoVBgY5HZSL8T58zRkKysyzc6aRdZde3vV92VlqVqzevYk4ZnHgAF0f8ViyGR0WxMS6Pap4949sjCLxXTrhg+nnOnERAp6bdaMDleoVne1JDmZKoe5ulb2SCoBHo8Wl6VFXcisDqmQ6NAXL15gxowZMDU1RWRkJGbNmgUPDw/cuHEDe/fuRYfC4caMMsHnA3K+EHiXNMFbt0gdKdBLDvXqUfmSFi1IoypMQADFkufkUOb1pk1UEfmzz4AVK2jG9vMj5/xXX1EEmoUF/e7Vi4TZnj20ZG/ThhJ8laVGeDwKfjh1irS+994jn9PJk/mFqnv3Js2yUSM8SG4GBwfVAFMA5BTSVCRZzyxdWnRbcjJtP3WKBGBmJrnq/vyTbqFEQoIsJ4e29+6dv69QSFkdAH1M2dkU0MfjUVDshAnk+jtxQv14oqIofkWJjQ1Fwn73HWmk2rqPqgOTJuU/RjUOjqPvYMF6odqQm6uqLypEE9y0aROGDh2KCxcuQJSbALRlyxYMHz4cmzdvrogh1Aj4fA4ynhDIqKZCMDmZOp3v3UvheUFBZG6cMIFmj1Gj8rOte/WiGoSFuXuXwukdHICtWyk4ZeVKOq65Oc3k586RCXPpUmrcGhBAfzdqRFpgy5YkKCMjSQC6ueW3IJo+ncYxYQL93awZnaNNm/zcMYGAQuT79sXLl4UC4RQKSsFQp4qVgpgYCjp1dqb6kQU5doyiHOfMoWCSPXtoLdGuHVl2AYpSVxpiXrygQJzhw/OyCBAZmV/dpXZtKusYEUG3T6EoGkDRsCEd58wZ0vhEIhKY/fvnV3extaW1S0H8/Iqm3AF0C1evfrcEIEDXo8fiJ1UbgYBCjCsk+kZ7KmQp+ujRI/zvf/9T2cbj8TBv3jyMLlgYj1Eu+HxAxhNXXyF46RKwYAEJnORkMlMWDo3k8UjAATSrKp1Rz56R3W7cOMrP++svMnu2b08C9c8/yQ7VvDmZKi9cIPVGGa04eTL93LlDJVWSk+m48+blCyw/P9qva1cSrIGBlJMwcaLaL/bbtySvVeA4SsDPLadVFrKySGB16kTt2ObPp+hNHx8Sihs20OXv3UvDUyhov1mzyDJ86RK5OAMDSfg9fEgKcpMmZHLcupUyO5QNFxwcqKddcZN3p04kAOvVo6pi6ujWjW5fwejOsDC6fYwawLBhlT0CtVSIEDQ0NERiYmKRQs4REREwqWKrguqMQMDhtawuBOnVUAgq4+2VM62NTfFVImQyWlnevEkBLQcOUBa3QEAdq3m8/KS6cePIztexI0VXnDlDkRaFIxP8/WmpPnEiHT8wUFVjc3amn1WrKPijdu1i/Xq3b6upq1w4vr8MfPEFuTB37qTL7NCBFFIXFxJ+CxfSgnvIEDJH8ni0/dtvKVZn8WLSJIODaW2wdy+5T/v0oSAXV1daByi/rtbW2mkvI0YU/7pIRLdVSVBQyYVgGAx9UyGK+ZgxY/DVV1/hUW40XGJiIq5evYp169ZhpA4mhYLs27cPCxYsUNn25s0bzJ07F87OzujXrx+OHTum03NWFTgOeCF1QHpCNUuWl0qpeGVpsoFXrSKT6AcfkF9u+3ZyLG3bVnTGNjammV1Z83PYMLIZymTkyzt2jLSz58/z1RihsIidLjU194+JE8k0qqYdgzKG5+FDEh5FfD8CQbmqm0dGkuDaujX/2E2bAq9eUV6hnx9pgl5edAmtW1OprM2b6f3TppFJtFs3kvHt29N7p0zJz4l78yZfKE6enC8MdUHjxlSFBSArtLoqKQxGRVIhmuCyZcvA4/Ewc+ZMSCQSTJ48GUKhEFOnTsXHH3+sk3NIJBLs3LkTO3fuRO+CXvvc87dv3x47d+5EYGAgFixYAEdHx3cuIEeh4CEHBpCnZVf2ULRHLictzt29+EARZapDRASZMX//naIv1q+nmX/2bJrZNRVXLFgGg8+n2f3vv6ncVd26JLWKSXa+fZu0J0NDYPjwjmptfufO5VcFaddOq7xsrcjOpghKf3+Kt/nwQ7IEHztG5k43NwpmAUhu//NPvo+uYUMal1JLq1ePfIWuruo71HAcFcFxd6dr3rWL/Im6okMH0kD37NHd/WEwykOF9hPMycnBq1evIJfL0aBBAxiX1MW6FEybNg22trawtrbGmzdv8NtvvwEAwsPDMWLECHh7e8M0t+jxhg0bIJVK8dVXX5V43OrSTxAALCzk2Jy6CI4djdH69KcAqkE/wQMHSHBpMosnJVGvnatXyYTp4kLOrxUrSLUZP56cXlKpXhzuHEeBHg0bUoCLpydpM/Xrk88vM5N8aSEhVIdR1xP769ek8NrZ0bH79CGX5MWLFEHp5UWmUGUuX1AQCc0OHaiTj5UVuUp9fWn7woUUpTlmjHoT519/kb/R1pZuc926tK+ODTbIyKhy8RGMGkqFxWgnJiYiKCgI0txY6piYmLzXCmtu6pDJZMjUUIHW3NwcP/30E+rUqYNt27bhzZs3ea+Fh4fDzs4uTwACQJMmTXCmcEjdO4BczkM2DMFlVBNN0MuLtK/Cs2FmJvntrl2j6IzRoymSY/x4mtm3biWT4pUr+dpjqTqlasfDh2Qy7Nkz3yTYqxfJ7WnTyGTYsCHl3stkumuArVCQqdDTk6y7ixdThoeSkyfz26716kWCa+ZM5DVUVSaNu7mREG3Xjn5iYig2SCBQLwC9vUnI2trS/8bGFISjD5gAZFQVKkQIHjlyJE/7KgyPx8OzZ89KPIa3tzfmFKrMriQ4OBh1ioThERkZGTAsFGdtaGiILDXf7m3btmH79u0ljqWqIpcDOTAAPye15DdXBV6/Llr3Mj2dTJSGhmSvu3uXnF4A8NNPZKczNqbtmsqe6IAHD0hQqKujPW4cdUkYP54CVFxdy5b3lZNDQSkSCQWy2tnRz86dpIH27k3BLBrb54Csw+PGkXBTKFRvSf36+WZSgCJVeTxyiRYu5JyZScG4BZs1GBmRxlZxtiIGo+KpECH466+/YvLkyVi2bJmKRlYaunfvXiazpLGxMbKzVTWj7OxstabYxYsXY/HixSrbnKpR+JpSE+RLqrgmmJJC5Uk6daKIzjdvqLNqWhqlJkydSiZQgNrTPH5MapmzM8X35/ZNU8mw1iG3bpEA0BTqb2JC1lglZRGAL16QEK1Vi8yZzs4kCOPiSPAp68hHRJDyqyxwU7CV4cWLtPAxM6OYnrdvaX3QqBG5T9u0IQ0wO5uCY0Uiev++fXSMOnXyY5FOnChadszIqGheH4PxrlEhQjApKQmzZ88uswAsD46OjoiJiUFGRkZeOkZ4eDiaKrWLdwiFgjRBnqwKR4cqG5jNnEmCcNas/HIljRrRTBwQQH3yAgMpT0/ZtqhvX9r25IneSm6kpVHqobbN40sDx1GwycGDdHkrVgBLlmi+FGVAzJgxdMt696Y1wfTpZCp1cKDoTz8/WhN8/jlZkP/8k9YRDx6QNTkjg6I/C3YsByiwBiCfX8eOReOSjIzIHFojq5swagwVIgTd3Nxw584dTK6ECrdNmjRBy5YtsWXLFqxatQpPnz6Fh4cHdu7cWeFj0TdKTVAgk1TuQN68IXWqVi0ScCNHkunz8mVKTp8+nVSMzz6jUMcvv6QZ+NIl2pfjSEtUHkcgyFeN2rQhNadgSx4dcuoU+ft0jb8/+fbevCH5v28f1cssjnPnSAMUiSjNwdubIjsPHaIgGWWfUWX6IkA9XbOySCPs06f449vbU8pFWJj64tOGhrRmqaTqbgxGhVAhj3fLli3x9ddf4+rVq2jYsGFe6TQlKwralvTAtm3bsHbtWri5ucHc3BwrV65EJz36kyqTHBiAL69kTfD2bcqlS06mmfTwYZICDRpQJEdGBqk3zZsDa9fm580NGkTJ7/3700y/YAFFfRYOeuncOb8Wl44ID6f8uf79dVvWKi6OLvHoUcrmWLBAu+PL5fRb+VVp1Yp+HjwgrU2TlZ7H0/7WdOtGvs2FC9W/LhZTbqQGdzuD8U5QIULQ29sb7dq1Q1ZWFoKCglRe4+nY1lLYpwcA9vb22L17t07PU1XJhiH4clnJb9QXkZGkYvB4ZMIEKPjFxISiLh48ANato3DKf/4pmjjeuzeVLuvWjY6hLuqzSROdDjk9nUyKutYAOY46L1lYkIW3NMLk3Ll8TU4up/xAS0sqUqMrNzWfT8q4JpTN3/WkdDMYVYIKEYIHDhyoiNMwQJqgQF6J5tAbN1RzBaRSKkJ9+jTNuu3akQPr2rWiKgvHURx/fDzF91cQd+9SiTFd8+efFNji46Nelksk1BHd2Jh8e3XrUsWZP/6gNYC1Nb3vyhWyBlta6n6MJVGaJuAMRnVEb0Lw5s2b6N69O0QiEW7evFnse7XJE2RoRzYMIVRUkhC8dq1oweuBAyka1NubbHtHjlDFZwsLEnrbt1P/uaAgsr1ZWVFeYAWij8TtZ8+oxvaNG0UFYGgoWYeTkynh3cCAYn28vcln2LEjpSy8fEnBL2lplSMAAaYJMt599CYEFyxYgDt37sDGxqZILc+CaJsnyNCOHBhAyFWCTzApiWbrevXyt12/TsItIiJfnVDa3x48oJ8hQyg8sX37Qj2HKoa4ON0LQIWC0hk3bcpvMajk9m1SiMeNUxUwrVuTi/TIkfxyZocOkTY4YIBux1cacnKYJsh4t9GbECzo+yvsB2Toh88+S0D6/mwIEivYJxgdTQEtkyZRQntMDPkFN2+mXj+FZ1GFghLbPvyQ/i/ScVb/nD1LZsiEBDWdHsrJtWvkx1NWdVFy7x6dU1laraA1OCiIXp86NX9b//6kIVaWFggwIch499GbEFRXkUUTRkZG+hpGjaJZMymCLAQQVmQXibg4CmSZOhX46COy/w0dSvl87u6UF3D8OM2mAwdSTa5Ll4DBgytujIXIyiJLrLExJZrrOg9u1y5qblHwuBcvUmeowrVFb9wg02daGqU/FKR2bfqpTJg5lPGuozch6OzsXGLkJ8dxzByqQ3g8QCoyqjhzqEJBCe8zZpBp89AhUoMePaLBKBPf27QhbW//fipRwufnR45WMK9eUS7g++/rR8OJjKRa399/T4ntaWnk67OxUa0y8/AhpWW0bEmZI1V1HcgCYxjvOnoTgvv379fXoRnFIBUZV5wQvHmTClHm5FAro+nTSfgNH04Z1gYGFAWiLH45cSIlzFdw4IsSqZQiQT/4QH8J4F9+SQLW15duw/HjZCGWSOjv2rUpIIbjKBG+qsM0Qca7jt6EYJeClXhzycjIwMuXL9G0aVNIJJJKKaP2riMVm0CIChCC9+6RQ83WllocODpSFIdIRIJu6lSa6QtaA4yNK00AAlRqbOhQ/QnA6GgqbxYcTLfnzRtSgHk8EiS9etH7bGyKljCrqshk1WesDEZZqJA8QYlEgq+//hr//fcfAODixYvYvHkzZDIZtmzZwoShDpEamEDEySDX50kiIynDvHt3svn9+y9peXPnUkw/x1GbpOfPS9ctXs8kJ1Nmhr44d45cnffukfvzwoX8am+AauAsg8GoGuiwQJRmfv75Z/j5+eHvv/+GQa5tZd68eXj16hW+/fbbihhCjUEuEkMEPecJentTwvsff5Bt8aOPKOLDwYFeb9WK1IdRo6g3UCXw5g3JYCU3b2ruClEWMjJIqBbkzBnSNOVy8qOxFkQMRtWnQoTg+fPn8cUXX8ClQGhchw4dsHHjRly7dq0ihlBjkAkNIdKnT5DjyO63cCHwzTcU7REdXbTxnotLfs+fSuDuXQo8OXeOhhwXR00qdEFEBMX6ODjQegAg39n16/ntEK9eLdoqkcFgVD0qRAgmJiaiVq1aRbabmZmVKpWCUTIKkRhifWqCAQEkWdzdSR2ytweWLdPf+cqAsgLMwIFUa3vLFt1UYVMGw/brB3zyCfDbb1QQWyajVIemTSmx3diYiuS8C+ZPps0y3nUqRAh26tQJf//9t8o2iUSCHTt2qGiHjPLDiQ3IHKqv2Ss0lPx9S5eSBmhtTUExVYjr1/Ort9WqRUVq7O3Lf9xff6X+f2vWkAV42jSKC1q/nprSKqu+REXpTuusbPr3r+wRMBj6pUICY9asWYO5c+fi9u3bkEgkWL16NSIiIsDn8/Hnn39WxBBqDDyhAHII1Lcg0gWenpRhHhtLYZCVGO2pjoQESkfQdVj/69ck7G7fzu/jx+NRI4xOnajw9U8/0fanT4GePXV7/spiypTKHgGDoV8qRAg2atQI58+fh4eHB8LCwiCXyzFy5EiMGjWKVYvRMQIBBwnE4Ekk4HQtBN+8oRl+6FAqjTZpkm6PX04SE6kyS8HSY7pAoaAKb0uW5AtAgPx/O3YAjx/TekDZJzA7u+omvzMYDFUqrGe0WCzGuHHjwOPxEBsbC19fX8TFxaFBgwYVNYQagUBARbR5OTngdB2Ysns31RyrVYsywasYZ8/m5+vrkm++IQ1z5UrV7RcvkiIcH0/rA2XhawaDUX2oEJ/g48eP0a9fPzx48ACJiYmYNGkSVqxYgWHDhrHoUB0jEAASGFAVF10ilQJv31JN0Natdd96oZw8e0YBqboWgHI5dXv6809VE2tKCgXAdOhAmiDH5WuCLJiEwag+aCUEw8PDy3WSb7/9Ft26dUPLli1x7NgxKBQKeHl5YfXq1di6dWu5js1QRSDgkA1D8CQ6jhA9c4YqPY8dWyVtfU+fFm1bpAtu3KAoz8Ld3C9epFQIZTUYZWxQYmLldn1gMBilQyshOGPGDAQEBJT5JE+ePMGHH34IMzMzXL9+Hf3794exsTH69OmDiIiIMh+XURShEMjONYfqFH9/wM+PimLrI+CmHHCc/kqhHTxIUaAFiY2lGqACAf0/fDjQrh397een26R8BoOhX7QSghYWFkhPTy/zSczMzJCYmIi4uDj4+/ujV24RxbCwMNja2pb5uIyiCIV60ASTksjplZREFWAKq0WVTHCwasCKrsjJoVqgkyerbr97F7h1q2jFGIByFFkVQAaj+qDV+rlr165YsGABunXrhvr16+eVPlOyomCPGDUMHjwYy5Ytg1gsho2NDXr06IFTp07h66+/xvTp08s+ekYRBAIgG4YUoqgrfv2V6oUuWkS5Akq1p4oQHKyfoJTz56nhfeGk97Q0wNmZqsUMGqT78zIYjIpDKyEYFhaG9u3bIysrCyEhISqvldQzEAA+//xz1K9fH1FRUZg6dSpEuWXplyxZAnd39zIMm6EJPp/MoYosHWmCcXFk/3v4EDhyBLhyJT8CpIpQuFmFrjh4sGi6xdmz5PebOpX+VjcWBoNRfdBKCB44cKBcJxEIBJg9e7bKttG5SdYSiQRiHfiYTp8+jV27duHt27eoW7cuFi9ejMG53cvfvHmDNWvW4OHDh7CyssKiRYswfvz4cp+zKsLjUXSoLF0CnciFu3eBJ0+oQoyxsS6OqFM4Tj+CJzWVgl927crf5utL6ZGa2jHJZPrzTTIYDP2g9Vc2Ojoa//zzD168eIF169bh9u3bcHR0RPv27UvcNzExEbt27UJoaCjkcmryw3EcpFIpwsLC4OPjU/YrAPDo0SOsW7cOe/bsgYuLCzw9PbFkyRI0bNgQLVq0wLJly9C+fXvs3LkTgYGBWLBgARwdHdGhQ4dynbeqIoMIkrQc6KRoikRCs/+ff5JkqGJtxh8+JJOlrjl5EujTh6rCKQkOJpdo8+bq94mIABo31v1YGAyG/tDKruXv74/hw4cjKCgInp6eyMnJQWBgINzd3XHjxo0S91+zZg0uX74MR0dH+Pr6onnz5jA0NMSjR4/w0UcflfcaEB0djVmzZqFjx47g8Xjo3bs3HB0d4e/vj/DwcAQEBGDJkiUQi8VwcXHByJEjcezYsXKft6oi4YkgSdFBdGh8PBAUBFhZAQ0aUGsEZVHOKkB0NPDyJdCkiW6Pm5FBGmBhd3VAABXIViISUfqkkrCwKldGlcFglIBWmuB3332HDz74APPnz4ezszMA4Msvv4S1tTW2bt2KPn36FLu/l5cXduzYga5du8LHxwejRo1Cu3bt8NNPP+HBgwdFTKXqkMlkyMzMVPvasGHDVP5/+fIlQkND0bJlS4SHh8POzk6lcW+TJk1w5syZEs9ZHeHzSROUJqm/V6XCy4tm9qFDKSDG3LzKtBnnOCqUrWuX8oEDwKpV1ClizBjaduYMuUZr11bNDmncmLS/Zs3of33ULGUwGPpFK03w6dOnGDJkSJHto0ePxosXL0rcXyKR5JVHc3R0xNOnTwEAY8eOhZ+fn1YD9fb2RufOndX+FOTNmzdYsGABxowZg3bt2iEjIwOGhUx4hoaGals4bdu2DU5OTio/1Q0jIw5SnhjypLTyH0wmo/xANzcqnF2FWgpcvQqoeSTLjFRK9UG//ZY6Qhw4QPI+M5P8fDweuUUL0qSJauNeBoNR/dBKCFpZWeHVq1dFtgcEBMDGxqbE/Rs3bpzn91OaKQEgMzMT2VqG8nfv3h3BwcFqf5Q8evQIEydORLdu3bB+/XoAgLGxcZFzZGdnw1hNkMfixYs1Hru6YGTEQcYTQZ6sA00wIwMICSFhqOuq1OUkNRXQ4tHTCo6jXMCICODePaBLl/zXbtwAevemKjCFg2INDEj7YzAY1RetzKHu7u748ssv8cknnwAAnj17huvXr+PXX3/F3LlzS9x/3rx5WL16NeRyOYYPH46RI0eC4zg8fvwYXQrOOOXg3Llz+N///odPPvlEJffQ0dERMTExyMjIgEluvcvw8HA0bdpUJ+etahgZcZDyRZCllFMIpqWRROjYUb0EqETi46mPn67w8aH6n8+eFbX2KtdPmuKBkpPJbaqPZH0Gg6F/tBKCc+fOhYmJCX744QdkZWVhyZIlsLW1xQcffKCVP2/UqFF5SfYNGzbErl27sH//fnTu3BlLliwp7zXAx8cHK1aswC+//IJ+/fqpvNakSRO0bNkSW7ZswapVq/D06VN4eHhg586d5T5vVUOh4MHUlIOcJwKXXk4h+PQpZYPPmlXlyqTdvw/kZr/ohPPnyf9XWAAmJ5P89/ICXF3V7ztzJu1vZlblbhODwdACrYRgdHQ0Jk2ahClTpiAzMxNyuRxmZmaQy+UIDAxEmzZtSjyGMqAmPT0dLi4u6N69e/lGXoDff/8dMpksT1NV8vHHH2PmzJnYtm0b1q5dCzc3N5ibm2PlypXo1KmTzs5fVZDLAVNTDml8A3DpSeU72Js31DGibVugTh3dDFBHyGS6jc+5cAHYsKHodm9voEcP8j9aWGjef8gQYMUK6jfIYDCqF1oJwf79++POnTuwtrZW8aVFR0fD3d09z8enCYVCgd9//x0HDx5ETEwMAKBu3bpYsGABJumgMeuughnNarC3t8fu3bvLfZ6qjkJBQRwygQF4agJ/SkVkJEWDpqcD3brpZoA6QCbLL1ytCxITSdb36FH0taws7eoD8HjAZ59R9CiDwaheaBSCR48exeHDhwFQYvvcuXMhKDT7xMfHo17hwopq2Lx5M86cOYMPPvgArVu3hkKhgJ+fH7Zs2YLExEQsXLiwnJfBUMLjcZALddBFIiSEssIzM6tEWoRMRkEoDx8CXbvq7riXLlFSfHlrADAByGBUTzQKwWHDhuHt27cAgMDAQHTr1i0vsESJiYlJXmmy4jh58iS2bNmCnj175m3r2LEjGjZsiHXr1jEhqCPkch74fEAqNgJfUk4hGBBACXBaLHIqgqtXqauDQKBbgXPuHFAozRQABcaamOhe82QwGFULjULQ2Ng4r5pLvXr1MGzYsCLdI0pDHTV+pfr16yNH133vajAKBQVxKgwMwcuSlryDJuLiSBPs37/KmEKzsvKT13VFUhIFtXz1VdHXvL2Bzp2B0ND8ZHgGg/HuoVXc+9ixY5GQkIDvv/8eH374IWJjY3H8+PESfYFK3nvvPXz11VeIjY3N25aamootW7ZgxowZZRs5owgcR0JQbmAEvrwcQtDHh/IQqkixAH0UyH7yhNIa3N2Bhg2Lvp6cTMEwz5/rviwbg8GoOmgVGOPv74/Zs2fDxcUFXl5eebVDv/zyS2zfvl1t2bRu3bqptFlKSkpCv379ULt2bQgEArx9+xZyuRwxMTFYWrgUB6NMcByZQxVGxuDLZWU/0MWLNPM3aqSzsZWHJ0+AVq10dzyJBBg9Gvjxx6Jl1zIzqUxa/fr0v0LBzKEMxruM3mqHrly5UqcDZZSMXE6BMZyRMQRcOYSgvz/ZADt21N3gykFoKDB2rO6Ot38/1f0sLABlMuDffyn3jwk+BqNmoJUQfPr0Kb755psi20ePHo09e/ao3WesLmcthlbI5TR5K4yMICyPEIyOplbtVaRKjC6H8fYtsGYN4OFR9LXLl4EJE/IFIGuQy2C8+1RI7VBGxcHnA5yBIfhlFYJSKQlBTU3zKhiFQrdd4z/8EJg7l4JeChIfT9GnZmb52168qDIWYQaDoSe0EoLK2qFnz54FQLVD9+/fj/Xr12PKlCl6HSBDe5QpEpxYXHZN8PRpUoUcHHQ7uDISGqo7eezlRXmGX3xR9LU7d8hPWJDHj6lgDoPBeHcpd+3QWbNm6XuMDC2hFAkOMDCAEGUUgseOAa1bV5nZPyQEGD5cN8f67z9g9mz1ifE8nnqNU5daKIPBqHpoJQQBYMqUKUVqhzKqFhxHkzZnIIaIk6BMLq3nzyk1oookySvTPnRxnJMngePH1b8ul6v+L5FUiUI5DAZDz2gtBK9fv47Q0FBI1DRQUybVayIxMRF79uzRuP/+/fu1HQajGBQKMofyDMUQQoYyZQpGRQEjR1YZFUhXwSlPn5Kga9eu6GuvXlETXamUIkQnTQLu3q0ydQIYDIYe0UoIfvnllzh27BgaN25cpGoMj8crUQguX74cL168QP/+/ctVdYZRPMqKMTA0hJiTlF4IKhRAbCzg6KiH0ZWejAztClhrw+nTmmX7lSvARx8BLi5kKj1xAjA11V3TXgaDUXXRSgieP38e33//PYapK7KoBY8ePcL+/fvRTt0ynKEzlIndRpYiiFCGlud+ftQuvYqERPr4ALrqeOXhAaxbV3S7XE7BsOPGUe9AAJg4UTfnZDAYVR+tvC2mpqZoVo4Cik2aNEG2skU3Q2+QT5CDsbUYorIYQ0+eBOzsSCWqAiQmAlZW5T9OUhK1S+rdu+hrt2+TzFcKQAaDUbPQShNcunQpNm3ahNWrV8PBwQH8QpEKRkZGxe6/YcMGrF69GpMmTVK7f291sxOj1Ch9gmZWfAggLxrtURK+vlQurQqYrLOzdVe15fp1wM1N/WXFxFDbRAaDUTPRSghaWVnhyZMnGKOhjP+zZ8+K3f/OnTsICwvDpk2birzG4/FK3J+hHXI5+QQtLDnkwAA8iaR0oZUxMVVGC/Tw0F3XiKtXqSFGYXx9gQ4dgOBg3ZyHwWBUP7QSghs2bICbmxvGjRsHwzJ0H927dy8+++wzuLu7s8AYPaLsLG+ZKwSRnV26yJK4uEpvmRAfT2bQRo10l6Jw/Trw3nv5/ytTSSIjqTocE4IMRs1FKyGYmJiITz75BPWVpfVLiUAgwIABA5gA1DNUMYbLE4I8iaR0QjA+HhgxQn8DLIHwcNIAGzbUnRZ4/DiVQ+vQIX/bX38B9vb098uX6lspMRiMmoFWtrKhQ4fiypUrZT7JwoUL8fPPPyM1NbXMx2CUjFxOmqCJCYdsGIJXmobFqamUId66tf4GWAIBAcCSJboTgPfvAwsWAIcP5/sXw8LoErOz6XKfPaO+ggwGo2ailSZobm6On376CSdPnkT9+vUhKBSx8PPPPxe7/7lz5/D06VOcO3cOZmZmRfa/d+9eKYfNUIdczoNAABgakhA0UlOYQCNeXtRFthI7RyjNlLogOZk6Qvz5Z36xbI6jy3R3JxPo6dNUl1Qs1s05GQxG9UMrIZiSkoLh5SjgyIpsVwwyGdUOFYmAFBhCll6KtBRv70rNDj90SLfpiXv3An37qlp3nz3LF4jh4cCQIeQXZDAYNRethKC6XoKloWBvwfT0dMjlclhYWJTrmIXZvXs3Dh48iJSUFDRt2hQrV65Ep9xM6zdv3mDNmjV4+PAhrKyssGjRIowfP16n568KKBQ8CIWkTUkhgjS9FLmCgYFAnTr6G1wxhIYCbdrotmb39evAnDmq28LC8oWiRELnqyJ1whkMRiWhde3QoKAghISEQKFQAAA4joNEIsGTJ0+wYcOGEvc/ePAgfvvtN8TGxgIAbGxsMHPmTMyfP7+MQ8/nzJkzOHToEPbv34/69evjv//+wwcffIC7d+9CJBJh2bJlaN++PXbu3InAwEAsWLAAjo6O6FAwWuIdQNlUFwAkEEOanAmtU+3Cwiqtk3xAAFVs0RUcR4rtzp1Ft1eRPsEMBqOKoJUQ/O233/DTTz/B2NgYWVlZMDMzQ1paGgDtEt337t2LHTt2YOHChejYsSMUCgUePnyI3bt3w8DAoNztmIYPH46+ffvCxMQEOTk5SElJgYWFBQQCAcLDwxEQEIC9e/dCLBbDxcUFI0eOxLFjx95RIUgVp6UQQVYaIRgdDSxfrrexaYJMuLo9ZkQEBQhVkZaIDAajCqOVEDx06BBWrFiB9957D7169cK///4LoVCIxYsXo02bNiXu/88//2D9+vUYUcBB06lTJ9StWxe//PKLVkJQJpMhMzNT7Wvm5uYwMTHB9evX8eGHH0IgEOCXX34Bn89HeHg47OzsYGpqmvf+Jk2a4MyZM1pcefVCGRgDABKeGLKULGidlJKaCrRvr6+haeT6dfLd6RIvL6BrV9UgG7k8///s7CpRFIfBYFQBtBKC8fHxGDRoEACgZcuW8PPzw7Bhw/DZZ59h9erVJXaRSEpKQls1zpc2bdrg7du3Wg3U29sbcwo7eXIJzs12dnNzw+PHj3HmzBksW7YMJ06cQEZGRpEEf0NDQ2RlZRU5zrZt27B9+3atxlMVmT8/BXw+SUE5RJCnql80FIHjgMzMSkmYy8qioFRdcvcu0L276rYnT/KzP/z9VfMGGQxGzUUrQ5SVlRWSk5MBAI0bN84TOnXq1Mnz8RVH8+bNceHChSLbz58/jyZaVijp3r07goOD1f4oEYvFEIlEGDt2LJycnODp6QljY+Mixbuzs7NhrCaJfPHixRqPXR2oX1+Wp+1IeULIU4sKerXExSkTDPU3uArE05NqhSqRy4GHD/M7RL16RXXCGQwGQytNsH///vjyyy+xadMmdO3aFevXr4ebmxsuXbqEunXrlrj/smXL8P7778PPzw/Ozs4AAD8/P9y+fRvbtm0r3xUA2LVrF+Lj47FmzZq8bVKpFGZmZnB0dERMTAwyMjJgkjvJh4eHo2nTpuU+b1VGxhNDkZKh3ZtfvtRd475KJjyc3JtduuRvu32begkCVB6V9QlkMBhKtNIEV65ciTZt2iA4OBh9+/aFq6srZs6ciRMnTmDlypUl7u/q6op9+/ZBLBbj9OnTuHjxIkxNTXH06FH01YFDyMXFBceOHcPDhw8hk8nwzz//IDY2Fv369UOTJk3QsmVLbNmyBTk5OfDz84OHhwdGjx5d7vNWZWSl0QT9/CqllUJKCmBmpttj/vQT9QMUFljeJSfnC77bt3Xvg2QwGNUXrTRBIyMjlTSIb775BitXroSpqSmEwpIPsW7dOrz33nv45Zdfyj7SYujSpQvWrVuH1atXIyEhAS1btsSff/4Ja2trAOTrW7t2Ldzc3GBubq6SQ/iuIuUbQJ6mpRD09q4U++CzZ0CrVro7nocH/fj5aX4Pj6e7qjQMBqP6o1GC/fPPP5gwYQIMDAzwzz//FHsQd3f3Yl8/c+YM5s6dW7YRasno0aM1anf29vbYvXu3Xs9f1ZDxRZBrWzEmOLhSukfExlIUpy5ITwfmzweOHlVtxJuWlu/qDAoCnJx0cz4Gg/FuoFEI7t27F8OGDYOBgQH27t2r8QA8Hq9EIThp0iR89913mD9/PhwcHIpEa5bUlJdRemQCQygyE7R789u3wODB+h2QBnSllW3aRGbOggExQH66BEBFcSZM0M35GAzGu4FGIXjt2jW1f5eF48ePIzk5WWMnCtZUV/fIhQZQ5GhZNi0lpVrXD7t3j9ojqTODZmSQ35HjdNepnsFgvDtoFILR0dFaH0RdhGhISAiaNm0KPp+vN18gQzNyI2PwsrVspZSRoVvnXAXzww/AmjXqS5/K5fQ7OhooYztMBoPxDqNRCPbr1w88NbYqjqOyXAVfU6fJTZkyBefOnYOdnR22b9+O7du3w7wSIhBrKnJjEwhStRCCHEclVCq4xlhqKlCgiE+Zef0auHYN+OOPoq8FB+f3CgwIAPr0Kf/5GAzGu4VGIejh4ZH3t7e3N/bu3YtPP/0Ubdu2hVgsRmBgILZs2YKZM2eq3V8sFuPo0aPo0qULvL294e3trbFzRGdlfxuG7jA3gyhKi8CY+HiyE1awX1ZXkaHbtwOzZqnP8AgOzs8PzMkBCrmiGQwGQ7MQbNasWd7fixYtwqZNm+Dq6pq3rU6dOrCwsMBnn32GqVOnFtn/o48+wnfffYft27eDx+NpLK3G4/GYT1AP8K3NIZRroQm+elUpifJv36omtJcFjgMOHgQuXdL8HqXBgqVFMBgMdWiVJxgXF5eXc1cQAwMDpKamqt1n+vTpcHd3R1ZWFlxcXHD58mXYsFIdFYbIxgRihRZC8MkT3dglS4lCUX7B9PgxdYVXmjyLgwlBBoOhDq0qxri5uWHdunV4/vx53ragoCCsXbsW/fv317gfj8eDsbExrl69CgcHBxgbG6v9YegewzpmEHNaCMHHjwE1Cxx9kutWLjdnzlCTXHUCTiZTjQbV1TkZDMa7hVaa4IYNG7B06VIMHz4cBgYG4DgOUqkUvXr1wtq1a0vcv169euUeKKN0iKxNYIhslDj3BwcDWtR/1SVBQUDLluU7hkIB7NtHqRGazqHUEHNySGNkMBiMwmglBK2trXHgwAE8f/4coaGh4PF4aN68ORo3bqzv8THKiIG1MQy5bJRYOC0qqmjfIT0TFASMGVO+Y1y6RPl/BdzUKkREAMOG0d8vXwKNGpXvfAwG491EKyGoxNHREY7KfjSMKo3YygiGyCpZCCYk5DfaqyB0Ub9zxw5g0SLNx+G4/I71ERFAr17lOx+DwXg30conqEtSUlKgUCgq+rQ1DqGFEYxLFoGUKN+8uf4HlEtqavk7R2RkUG7gpEma31PQB5idzdIjGAyGeipMCO7Zsweurq5wdXVFVFQUPvvsM2zcuBEymayihlCjEJsbQAAZRYgUR1ZWhRbPVtf1vbTcvAl07Kj7NkwMBqPmUSFC8Pfff8ehQ4fwv//9D+LcCIXBgwfjwoUL+OmnnypiCDUOI2MgE8bgZWZqfpOyWkzt2hU2rqys8uflX74MDBqk+fWC6ReRkfml0xgMBqMwGn2CYWFhWh+kpC7tR44cwfr169GzZ0988cUXAIABAwbA0NAQn3/+OT777DOtz8XQDkNDDhkwAT+rGJNoejo5zpS9hioAXeTrXb6svkyaktevAVtb4M8/KQpVU/AMg8FgaBSCI0aMAI/Hy6sVWhjla9pUfHnz5g0aqQnPq1evHlJSUko3YoZWGBpySIcpDNLSNL8pJgYwMKiwMUVFAeXNlnn5kobdsaPm9zx9SlbgqVOZL5DBYBSPRiF49epVnZ2kdevWOH/+PObPn6+y/Z9//kGraty9oCpjaMghCaYwSkzU/KaIiAqVEv7+wMCB5TvGyZNUD7S4tkjS3A5STAAyGIyS0CgEra2t85rdZhVnUtOCVatWYd68efDy8oJUKsXWrVvx4sULvHjxotiGvYyyIxKRT5BLKEbTDghQX3laT8hkNK6ykJpKXeJPnAA++US342IwGDUXjULQxcUFt2/fho2NDZydnTW2VdLGHNq+fXtcuHAB//zzD0xMTJCdnY0ePXpg586dqKOuCRxDJ2TBCNJY9bVdAZDdsFatihtQOXB3pzJpIhFw/rzm9ymt96xMGoPB0AaNQvCvv/7Ka320f//+cp/IxsYGS5YsKfdxGNqTBWPI44oRgi9eAPb2FTegMpKdTWkRPj70f3HRpSEhVB0mMrJChsZgMKo5GoVglwJ9bgr+nZSUBIFAUKoGuTNmzFCrSfJ4PIhEItSpUwfDhw9H9wou3/Wuk8Uzhqw4IZiSUmE5guWpj3D/PvUeLC4YRklgINC0qXadJRgMBkOrPEGO47B9+3b06NED3bt3R9euXdGvXz/s27dPq5N06dIFDx8+hK2tLQYMGIABAwagdu3a8PX1RZ06dWBgYIDFixfj1KlT5bkWAEBISAjatWuHgICAvG3BwcGYMmUKOnTogCFDhuDmzZvlPk91IJtvBEV8MT7B1FSgfv0KGUtUVNmb11+8CPTurfn1169JqU1MpGyP8HCAlbVlMBjaoFXt0B9//BFHjhzBBx98gHbt2kEul8Pf3x87d+6ETCbDvHnzit3fy8sLK1asKNKFvmPHjjh//jz279+Pzp07Y/v27Rg9enSZLyYnJweffvopcnLyWwhJJBJ88MEHmDFjBg4cOABPT08sW7YMZ86ceee7W2TxjSFPjtf8hrS0CpMWISFA166l30+hoHy/GzfUvx4fD3h7U0K8REK+w1OnWP9ABoOhHVppgseOHcPmzZsxa9YsODs7o1OnTpg7dy42bdqEAwcOlLh/QEAAeqmpYOzq6opHjx4BoOCZyHI6cr799lv06dNHZZuXlxeys7Mxe/ZsiEQi9O/fH126dIGHh0e5zlUdyBaYQJ5aTGRvZibQrFmFjCUjo2y9ex88oMR3TebNW7eAceNIUxwwgPyGLOuGwWBoi1ZCUC6Xw87Orsj2Ro0aISMjo8T9GzdujJMnTxbZfuLECTRs2BAAEBoaWmzneZlMhtTUVLU/AOU1Pn78GIsXL1bZ7/nz53B0dFTxSTZp0gShoaEljru6ky0yBZdejBDMzq6wHkNljdb08KDGuZoQCknrq1OHWjTJZBVaD5zBYFRztDKHzp07F+vXr8cPP/wA+9xowuTkZGzZsgXvvfdeifuvXLkSCxcuhKenJ9q2bQuO4xAYGIjw8HDs2LEDT548wfLly7Fw4UKNx/D29sacOXPUvubp6YmNGzdi7969EBVKRMvMzIRhoaxpQ0PDcuc+VgdyDMzBy85W/6LSfljMwkNXpBYTm1McCgVw9CiZQ7UhObn8fQoZDEbNQisheO7cOTx//hwDBgyAnZ0dhEIhoqOjIZVK4e/vr2ISvXfvXpH9XV1dcebMGRw5cgQhISEQCoXo3bt3Xp5gaGgovv/+e/Tr10/jGLp3747g4OAi2zmOw5w5c7BgwQI0URPpaGxsjOxCgiA7OxvGxsZF3rtt2zZs37692HtRnZAamUGQmaP+xYQESroTlqqlZKk5eJC0NGWD29Jw/jxgbAx066b+dY7L1zDDwigqlMFgMEqDVjPgrFmzyn2i+vXrY/ny5Wpfa9asGZqV0Tf15s0b+Pr6IjAwEFu2bMnbPnPmTGzYsAGOjo74/fffVfYJDw+Hs7NzkWMtXry4iDnVycmpTOOqCshMzSCM0SAEIyP1XlcsIYEiQsva0PbAAeCDDzQHuSQkkL8QoLz/kSPLdh4Gg1Fz0UoIjh07tlwnSUxMxK5duxAQEACZTFakKPfRo0fLfOy6deuqpEMAJLj279+Ptm3bQiKRQCAQYPfu3Zg9ezZu374NLy8vrFmzpsznrC7IzSwgUmgQgn5+em/I5+enWYsrCbmcukX88IPm9yi1P44DcnJYRCiDwSg9WgnB7777rtjXV6xYUezrq1atQmBgIEaNGgXTsoQIlgOxWIw9e/Zg3bp12LVrF+rUqYOffvoJ9SsoP64ykZlbwkCTEHzyBLC21uv5MzPLFhEKUFRovXqau07cvQs8f05pF15eZUu/YDAYDK2EYGFNSy6XIzIyEqmpqRimhbPHy8sL+/fvR/v27cs2ylJS2HfYvHlzHDx4sELOXZUQ2ZjCgNMQABQeTs46PVKe+p0XLgBDh2p+PTaWTKE8HiXLl1XjZDAYNRuthKCmXMBNmzZBqEVghY2NDQwqsG8dgzCqbQpDTUIwPh7ITU+pipw8Cfzyi/rXcnKoDeLQoaQNOjpW6NAYDMY7hFZ5gpqYOXMmjh07VuL7lixZgq+++goBAQFITU1FVlaWyg9DPxjXMYYxMtWrZOnpek2PkMnKFngaFgZMmECCzs0tf3tkJHV+AqgvYYcO9PejR4CLS3lHy2Awairlio/39fUFn1+yHP3222+RlpaGSZMmqX29pFZMjLJhbisABx5JlMKRoGlpQIMGejt3RETpK7JlZVEk6UcfUW5gwca5Pj4ULNO2LRAdDXTpQmmOZe1PyGAwGICWQnD8+PFFukBkZGQgIiKiSLd4dfyiya7F0Cu2tgqkwxRWaWnqhaAeO0iEhQF9+5Zun+vXqYrb55+rf93BgQpxKxXb27eLL6zNYDAYJaGVEOzTp08RISgWi9G2bVu4urqWuH/BVkyFkUgk2gyBUQZsbHKFYGpq0ea5WVl6rS8mlZLfrjScOQMMH150e2YmIBaT9vfzz8CgQbQ9NRXIbXnJYDAYZUIrIVg4gby0KPMEQ0NDIZfLAVClF6lUirCwMPgou6UydIq5OYc0mAFxcUWjR7Kz9WoOzf2YtYbjqEKMurrmhw8D06dTJOiyZfnbWV4gg8EoLxodepmZmfjiiy/QpUsX9OjRA+vWrUN6enqZTrJmzRpcvnwZjo6O8PX1RfPmzWFkZIRHjx7ho48+KvPgGcVjbMwhFeZF26xnZlJhTh0lyx88CJw9m/9/aQUgABw/ToE0rVvnb4uLA7ZtA/r3J02wINnZpdc0GQwGozAaNcFt27bh+vXrmDdvHgQCAf755x8kJydj69atpT6Jl5cXduzYga5du8LHxwejRo1Cu3bt8NNPP+HBgweYPXt2OS6BoQljYw4vYQ4u4iVUlKa4OJIgOlClnj4FnJ2pg8PNm0BSEjWsL01byMREYNYs4NIl1SHdv09BMuqG6eurXad5BoPBKA6NQvD8+fP4/vvv83x+nTt3hru7O6RSaZFODSUhkUjQINf05ujoiKdPn6Jdu3YYO3Yspk2bVo7hM4pDKATSYI6c8EiohMWEhwNGRjo5R3AwMHYsBa3ExZUtUOX2baB7d/opiEKhWU7Hx6umUDAYDEZZ0GgOjYuLg2MBP5KyBVJCQkKpT9K4ceM8v5+joyP8/f0BkMm1cIcHhm5J5lkh40WM6kY/P51HlJiZlT3Y1NNTfZFt5vNjMBj6RqMmKJfLISiQqMXj8SASiSCVSkt9knnz5mH16tWQy+UYPnw4Ro4cCY7j8Pjx42IjRxnlJ4VvCUncG9WNQUE6SZS/fRto167ch8HNm8CPP6puk0g0J9uXpxwbg8FgFES/zeRyGTVqFOrXrw8DAwM0bNgQu3btwv79+9G5c2csWbKkIoZQY0kVWEGWUiig6eVLwM6uXMdVKICYGKBHj3IdBmlpwLNnQOfOqtuDgwFNXaxCQymfkMFgMMpLsULw+PHjKs1n5XI5Tp06BSsrK5X3ubu7l3iigv37unfvju6FHUAMvZAhNIcio5DJOSUFaNWqXMf19dVN0epbt4BOnSg4pm5dcldKJFRxRl3OIECK7IgR5T83g8FgaBSCdevWxaFDh1S22dra4vjx4yrbeDxeiUIwPT0dv//+O549e4bs7Owi/QT3799f2nEztCRTZA5e4fqs6emApWW5jvvmTVHtrSxcvAgMHkxVYv78E3j8mMqlxcYCmirycZzm1xgMBqM0aBSC165d09lJ1qxZg3v37mHgwIEw03MjV4YqOQbmEKZnqG5MSwPK2U9RV365CxeAffuoLZKfHwXDjBhBZdcYDAZD31SIT/DmzZvYs2cPOnXqVBGnYxQgy8wGBkmFfILp6XqtG6otERFAcjJgbk51Ro8fJ62Qx9Ps80tLo/czGAyGLqgQo5KpqWkRPyKjYsi2tYeRrJAQzMzUHHWiBZmZukkzvHiR6oC+ekWtDadMKTnaNDAQaNOm/OdmMBgMoIKE4Jw5c7BlyxakpKRUxOkYBTBoYAMxl00VrQFq9JeTU65OtH5+uunhd+kSCUGplFoiNWhQcm5gXFzRWuAMBoNRVvRmDu3WrZtK54mkpCS4urrCzMysSA/Ce/fu6WsYNZ56DRRI5VnAOi6Owi/j46kQZzka8SUkkA+vPMhk1Drp118Bb2/t92M5ggwGQ5foTQiuXLlSX4dmlIIGDWSIQy1YR0aSEHz7tmhvwUrAx4dic8qZrshgMBjlQm9CcOzYsSr/p6amIiUlBfVzoxIvX76MTp06MV+hnqlbV4a3sIdTYCA15Hv2DCiQ+1kWdFHO7PJlYODA0u3DcayUGoPB0C0V4hP08/PDwIEDcfjw4bxtv/zyC4YPH44nT55UxBBqLDY2CkShHvDwIW14/Biwtq7cQSHfHyiRFG2TpA6Oo0soRzwPg8FgFKFChOC3336L8ePH49NPP83b5uHhgTFjxmDTpk06Occnn3yCtm3bwtnZOe/n9evXAIA3b95g7ty5cHZ2Rr9+/XDs2DGdnLM6YGGhwGs4ACEhtCEkBKhTp8zHk0jK5U4EQNVhHj8GevYEnj/XLlvjzBkKoGFCkMFg6JIKEYLBwcGYOnWqSqAMAEyZMgXPnj3TyTmePHmC3377DX5+fnk/StPrsmXL4OjoCC8vL2zZsgXffvstHj16pJPzVnXMzRV4zTlAEZ/b/ePNG6BevTIfLzKS2iaVh9OnKS/QyIjKpGkjBBUK3ZRpYzAYjIJUiBCsU6dOXiulgvj7+8NaB6a5jIwMvHz5Ei1atCjyWnh4OAICArBkyRKIxWK4uLhg5MiRNUYbFAiAeH5tSBJzcwXT0srVQeLlS8rpKysKBXWLnzeP/pfJNHeLUJKdrZ3JlMFgMEpLhVSMmT17NtavX4+QkJC8voRPnjzB4cOHsWzZMq2OIZPJkJmZqfa1kJAQiMVirFq1Co8fP4a9vT2WLl2KPn36IDw8HHZ2djA1Nc17f5MmTXDmzBldXFq1IMnQHrLkXCGYnAw0bVrmY6WlUe/AsrJxI2BiAgwbpv0+3t5A165lPyeDwWBookKE4NSpUyEWi3Ho0CEcPnwYIpEIjRo1wsaNGzFMy9nQ29sbc+bMUfva7t270bFjRyxduhTNmzfH1atXsWTJEhw+fBgZGRkwLJQSYGhoiKzCRaUBbNu2Ddu3by/9BVZxkk0cIFAKwZQU3TQBLAPe3sBvv1F6BJ9P3SAaNCh5v8TEKhHLw2Aw3kEqRAgCwPjx4zF+/Pgy79+9e3cEBwdrfL137955fw8ZMgQnTpzA1atX0aJFiyLd67Ozs1VaRClZvHgxFi9erLLN6R2IxMiwqAtRfCZluWdkAB06VMo49u8HFi0C7O3p/+BgYPToShkKg8FgAKggn2BBXFxc8qI2dcWVK1dw8uRJlW05OTkwMDCAo6MjYmJikJGR30khPDwcTcthEqxuiM0MkCKyBXbvptDOSujkIZcDR48CEyfmb9Mm5y85GbCw0NuwGAxGDafChWDhXoK6QCKRYNOmTQgICIBcLsfJkyfh7++P4cOHo0mTJmjZsiW2bNmCnJwc+Pn5wcPDA6NrkApibAxEGTkCBw9S1ZgyUp6P7tYtOrWyO4S2x/LyYlGhDAZDf1SYOVSfDBs2DLGxsVi2bBkSEhLQpEkT7Nq1C/VyUwG2bduGtWvXws3NDebm5li5cmWNautUuzYQIm6LdsF7gQEDynycuDg6Vln4+Wdg5sz8/8PCtIvPycjQTccKBoPBUEeFC8F69epBWFJMfBmYPXs2Zs+erfY1e3t77N69W+fnrC40bgxcujcEE6S7gPbty3ycZ8/KtvudO1Tt5dCh/G1BQSVHiF64ALRuXfrzMRgMhrZUuBCsSakJVYWWLYHvZT2obUM52lmlpACWlqXbh+OAlSuBDRtU63YrFJTDWBzZ2axCDIPB0C8VKgSlUikOHjwIX19fcByHDh06YPr06TAwMKjIYdQ42rYFEnNMKEGvJMmjYy5fphSH6dNLt19CQrly+hkMBkMrKjQwZv369bh37x5cXV3RpUsXXL58GZ9//nlFDqFGUq8ekC41oMAYZ+cKPffu3cDy5aqyV5sqMQ8fAjXIbctgMCoJvWmCPj4+RYJP7ty5g8uXL+f5BN3c3DBp0iR9DYGRS61aQE4ODxlj3GFSoHKOvsnOBq5cAXbtUt3+5EnJvr60NBYQw2Aw9I/ehOA333wDS0tLfPzxx2jTpg0AyhFcunQpevbsCYVCgbNnz6JLly76GgIjFwMDSg/0F3VC9zIeoyy9/K5epUCawl3oIyKAUaM07/foEQXzMBgMhr7RmxA8duwYLl++jP/973+oV68eli1bhq+//hp///03PD09wePx0KtXL0wvrbOIUSaMjUkD615GKRgbW/r0iFOn1FeEKU6gchxFjk6ZUvoxMhgMRmnRa2DMwIEDMXDgQJw9exYff/wxmjdvjsWLF2Pu3Ln6PC1DDSYmFKBSViIigEaNtH+/QkEtk1auVN1+717x7QyvXSt9x3kGg8EoKxUSGDN8+HB4eHigd+/e+PDDD7Fq1SpERkZWxKkZuRgblys7otSaoJcX+SIdHfO3vX1LfkJXV837paayqFAGg1Fx6E0IPnnyBBMmTICzszOGDx+Ou3fvYsyYMTh79ixcXFzw3nvv4csvv0RMTIy+hsAogLExCZiyolCUzieozhR69y7Qp4/mfTiOukswGAxGRaG3KWfVqlXo168fjh8/jrlz52LZsmWQyWQQCASYNGkSzp49CycnJ+YTPBqVnQAAnapJREFUrCDMzID4+LLvL5eX7v2FhaCnJwm44gRpTAxgZ1e28TEYDEZZ0JsQjImJQZ8+fdC4cWMMGDAAmZmZKp0cRCIR3N3dcfbsWX0NgVEAe3vgzRsyR5aWqKji625zHGmKSp4+Ja2zY0f6PzWV/JHDhxd/Hm1SJxgMBkOX6C0wxt3dHTNnzkSzZs3w+vVrjBgxAhZqeuKIxWJ9DYFRgPbtgX/+ofqfpc2X9/UFRoxQ/1pmJqU7hIVRwEtODgnF+fPzTZv37wODBlGaRnGkpwMVmMbIYDAY+hOCS5cuxeDBgxEeHo569eqhfTkKNzPKT7duwI8/Aq9elV4IKhSafXWrVlHX908+IeHXpg0F4Iwcmf+erCzySTIYDEZVQ29CMDU1FS1atECLFi1KtY+5ubm+hlSjadeOhFNpfXtyuWYB+OQJdYZ4+pQiQRkMBqO6oTef4PTp07Fnzx6kpaWV+N7ExETs2LED7u7u+hpOjcfWlsqQJSaWrjnutWuAuqI+UikwbRrw9dfFC0CJpGQzqJLSVqRhMBiM8qI3TfDQoUPYunUrevXqBRcXF/Ts2RPNmjWDlZUVFAoFkpKSEBQUhAcPHuDBgwcYN24cDhVsOMfQKTweYGVFv58/166h7YkTQPPm6iM2f/yRgm3mzSv+GH5+2plfk5JK36aJwWAwyguP40qjF5SeuLg4/Pfff7hx4waePn0Kea49TigUolWrVujduzcmTJiAOsWVEalEnJycEBwcXNnD0IoXL14UaUuVk5ODxrmFOLt0AcaPp/6CxdXuBAB/f9IYO3Qo+lpqKtCwIXV6KKnGp6bSaYW5fh1wcQHUxE4xGAyG3tB7P8FatWph0aJFWLRoERQKBZKTk8Hj8WBlZaXvUzMK0aoVdXlv1qz490mlVL9z8mT1r589SzVIdVnkOjWVCUAGg1HxVGh9Dj6fD2trayYAK4lWrUi4NWoEhIRoft/ly6rRnYU5dow0ypIoTecJ5g9kMBiVAStSVYNo2JBSJNq0AR4/Vv8eHx8gI0NzSkNGBglJbUycL15ory3q1yjPYDAY6mFCsAZhZEQJ7Y8fUxm19HTV158/p2jOiRM1H+PCBfItalPkWtsKMK9fA/Xqlfw+BoPB0DVMCNYgjIwoKvTePSpkfeNG/munTpHmVlK/wWPHgAkTtDufRKJdQexHj0qfwM9gMBi64J0Rgg8fPsT48ePh7OyMwYMH48KFC3mvvXnzBnPnzoWzszP69euHY8eOVeJIK4/GjckUevkydZsXi4GLF6mcWseOwIABxe+flgacPw+MGVPyuUJDyfyqDTIZIBBo914Gg8HQJXqPDq0IYmNjMX/+fKxZswajR4/G3bt3sXDhQrRr1w5169bFsmXL0L59e+zcuROBgYFYsGABHB0d0UFd/P87TKNGFBl69Cj9P2gQkJxMUZnaBKb88Qfto002y+PH2gXPvHrFOkcwGIzK450QgidPnoSLiwvG5Koobm5uOHLkCMzNzREeHo6AgADs3bsXYrEYLi4uGDlyJI4dO1bjhKBQSL63pCSqHGNtrX2CulwO/PIL8Pffqtuzs8lPmJNDgpTjgLFjSdPUhvv3gUmTSnUZDAaDoTOqjRCUyWTIzMxU+9qTJ09Qr149LFmyBF5eXrC3t8enn36KFi1a4P79+7Czs4NpgfYETZo0wZkzZypq6FUKgYBSJS5coLJn2nLhAgnNbt1Ut1+5AgwdSqZVHg9ISAC++w746CP1x8jKAkxMSKN88KDknEUGg8HQJ9VGCHp7e2POnDlqX3N1dcWNGzewdetW/PDDD7h8+TI++ugjnD59GhkZGTA0NFR5v6GhIbKysoocZ9u2bdi+fbtexl9V4PFIAO3bVzohuGsX8MEHqmZTuZyEWkGtz8YGWLNGdd/794G3bylStFkzqjRz7BiVZGvbtlyXw2AwGOWi2gjB7t27ayxfNn/+fLi6uqJv374AgGHDhuGvv/6Cp6cn6tSpg+xCnWSzs7NhrCYRbvHixVi8eLHKNicnJx1dQdXhk0+ABg2ok7s2/r1bt0hwHT6suv3iRWDIkOL35TggOhoYNy5/m4sL/TAYDEZl805EhzZp0gRSqVRlm0wmAwA4OjoiJiZGpat9eHg4mmpTQfodxMaGBFPv3sBvv5X8/pwcapC7bRuZMQuSnU35hsXB0h8YDEZV5p0QgmPGjIGXlxcuXrwIhUIBDw8PPH/+HP3790eTJk3QsmVLbNmyBTk5OfDz84OHhwdGa1Py5B2kVSvq/7d0KXDgQPHvVSiAWbOoK/3YsaqvxcUBtWuXfL7wcN3WGGUwGAxd8k4IwRYtWmDPnj347bff0KlTJ/z222/Ytm0b7O3tAZCvLyoqCm5ubvjkk0+wcuVKdOrUqZJHXTlYWlJaRP/+FCXq7a3+fWlppAFGRZH/sHAKxZ07RYNkCvPqlXaVZRgMBqOyqDY+wZJwdXXF8ePH1b5mb2+P3bt3V/CIqi7Z2RQlumwZCboHD1Qb375+TULS1RU4fRooFFcEqZRMqsISnp47d4CpU3U+fAaDwdAZ74wQZGiPkxPw8iWwejUJuY4dqeFuZiZFa167BixeTAE06rh2DRg4sPhzeHmp70jPYDAYVQkmBGsgLVuSIGvUiFIfDh4EWrQgAejlBUyZQmkU6rh0ibTAAmmXRXj9GoiIALp21cfoGQwGQ3cwIVgDEYupuDWQn65w9CgJrcKCKzKSzJrW1tRGqXNnzR0f/P3J5+jlxarAMBiM6gETggwAFMG5bx9phN26kZ/w+XNKgZg8mdoiGRvnC8DUVMDcnP728aH329pSAM348axJLoPBqB4wIVhDkctVO7937Eg/d+4Ahw4B9vbUV1DZ3cHOLr/RbkoKsG4d8MUXwJ9/kjCcOpU0TE3NeBkMBqMqwoRgDcXNjfyC/fsX3e7mVvT9V69S4vz06fT3N98AJ09SjdDXr7UvxM1gMBhVCSYEayi1a1OeYEFtUBPZ2VQtpl8/8h02akRpE1Om0Os1tPgOg8F4B2BCsAbTowfVBe3VS/N7Xr8mzW/SJDJ1TpxYceNjMBgMffNOVIxhlA07OypuzXHqX5fLSUjOns18fQwG492EaYI1nEGDKPfP2Jh6AY4ZQxVh7tyh9IgaWmKVwWDUEJgQrOFYW1O0Z1YWFcr+6y/yEQ4cSPmDJXWJYDAYjOoME4IMTJhAgo/HozxAsbiyR8RgMBgVAxOCDPALeIaZAGQwGDUJFhjDYDAYjBoLE4IMBoPBqLEwIchgMBiMGgsTggwGg8GosTAhyGAwGIwaCxOCDAaDwaixMCHIYDAYjBoLE4IMBoPBqLEwIchgMBiMGgurGKMFTk5OlT0EBoPBYJSD4OBgtdt5HKepkQ6juuHk5KTxg66OvEvX8y5dC8Cup6rDrkd7mDmUwWAwGDUWJgQZDAaDUWNhQpDBYDAYNRYmBN8hPvroo8oegk55l67nXboWgF1PVYddj/awwBgGg8Fg1FiYJshgMBiMGgsTggwGg8GosTAhyGAwGIwaCxOCDAaDwaixMCHIYDAYjBoLE4IMBoPBqLEwIchgMBiMGgsTggwGg8GosTAhyGAwGIwaCxOCDAaDwaixMCHIYDAYjBoLE4IMBoPBqLEwIchgMBiMGgsTggxGJSCTybB7924MHjwYbdq0gaurK5YvX46XL19qfYxt27Zh3LhxGl8/fvw4unbtqovhIigoCPfv39fJsQAgIyMDa9asQbdu3eDi4oKPP/4YsbGxOjs+g6EtTAgyGJXAjz/+iKNHj+Lzzz/HhQsX8NtvvyEjIwPu7u5ITU3VyTmGDRuGc+fO6eRYH374IcLCwnRyLABYt24dAgICsHv3bhw+fBgJCQlYtmyZzo7PYGgLE4IMRiVw7NgxLFq0CL1794aDgwPatWuHrVu3IiMjA1euXNHJOQwNDWFjY6OTY+kSjuNgYGCAL7/8Eu3atUPz5s0xa9YsPHz4EHK5vLKHx6hhMCHIYFQCPB4P9+/fh0wmy9tmZGSEkydPYuDAgQCAVatWYcmSJSr79evXD3///Xfe/wqFAhs3boSzszN69OiBXbt25b1W2Bz64sULzJ07F+3bt0ffvn3x3XffQSKR5L0eFBSE2bNnw9nZGb1798Zvv/0GAJgxYwaioqLw1VdfYcaMGUWuxcvLC05OTmp/tm3bpvbaN27ciI4dOwIAYmNj8e+//6JLly4QCASluo8MRnkRVvYAGIyayHvvvYcffvgBnp6e6NmzJ7p27YqePXuiYcOGpTrOs2fP0LBhQxw5cgRBQUFYs2YN6tWrh5EjR6q8LycnB3PnzkXfvn3xv//9DwkJCdiwYQPS09OxYcMGJCYmYtasWejduzeOHDmCqKgoLF++HDY2Nti2bRtGjx6NadOmYfLkyUXG4OzsjNu3b6sdn7GxcbHjX79+PQ4ePAhLS0scOHCgVNfOYOgCJgQZjEpg/vz5aNiwIQ4dOoQzZ87gxIkTEAgEmDp1Kj7//HOtNSILCwt88803MDY2RtOmTREYGIiDBw8WEYJnzpyBSCTCF198AQBo0qQJ1q9fD3d3d6xYsQLnz5+HSCTCxo0bIRaL0bRpU6xduxZCoRCWlpYQCAQwMTGBpaVlkTGIxWLUqlWrTPdh+vTpGDt2LHbv3o05c+bAw8MD1tbWZToWg1EWmBBkMCqJwYMHY/DgwcjIyIC3tzdOnjyJv//+G3Xq1MH8+fO1Okbz5s1VtK3WrVvj6NGjRd4XFhaG169fw9nZOW8bx3FQKBSIiIhAWFgYnJycIBaL814fNWqUVmPw8fHB+++/r/a1BQsWYOHChRr3dXR0BABs2bIFvXv3xrlz5zB9+nStzstg6AImBBmMCiYoKAhHjhzJ08pMTEzQt29f9O3bFx9//DFu3bqF+fPng8fjFdm3oA8RAPh8Vbe+QqGASCRSu1+HDh3wzTffFHmtTp06EIlE4DiuTNfTpk0bnDx5Uu1rFhYWRbZlZ2fj5s2bcHNzg6mpKQAK4qlfvz6SkpLKNAYGo6ywwBgGo4JRKBT4+++/4e3tXeQ1U1NTWFlZAQBEIhEyMjLyXsvIyEBiYqLK+8PCwlQE46NHj9C0adMix3V0dMTLly9hZ2eHhg0bomHDhkhKSsJ3330HqVSKRo0aISQkBFKpNG+f7du3Y+nSpSVej6GhYd4xC/+oM58CwCeffIJr167l/Z+eno6IiAi1Y2cw9AkTggxGBdOqVSsMGjQIS5cuxZEjR/Dq1Ss8e/YMe/fuhYeHB+bMmQMAaNu2LXx8fHDz5k2Eh4djzZo1RTS/pKQkfP755wgNDcXRo0dx9OhRtabJUaNGgc/nY+XKlQgJCcHDhw+xevVqSKVSmJmZYdSoUZDL5Vi/fj3Cw8Nx8+ZN/PXXX+jduzcA0lafP3+OhISEcl+/oaEhJk6ciB9++AH3799HcHAwli9fjrp16+ZFxjIYFQUzhzIYlcAPP/yA33//Hfv27cPGjRvB5/PRvn17/P7773l+u9GjR+PRo0f4+OOPYWBggDlz5hQxF3bv3h1isRgTJ06EhYUF1qxZg169ehU5n7GxMf744w988803mDhxIoyMjNC3b1+sXr0aAGmge/bswddff43Ro0fD1tYWH374YV5FmpkzZ+Lbb7+Fn5+fRtNnaVi1ahUMDQ3x2WefIS0tDW5ubtizZw+EQjYlMSoWHldWRwCDwajSHDlyBD///LPG9AUGg8HMoQzGO8nz58/h4+MDOzu7yh4Kg1GlYbYHBuMdZMmSJUhJScGGDRsqeygMRpWGmUMZDAaDUWNh5lAGg8Fg1FiYEGQwGAxGjYX5BEvAyckJwcHBlT0MrYiOjkZOTo7KNgMDA9StW7eSRsRgMBhVGyYE3yFycnJgYGBQZBuDwWAw1MPMoQwGg8GosTAhyGAwGIwaCxOCDAaDwaixMCHIYDAYjBoLE4IMBoPBqLEwIchgMBiMGgsTggwGg8GosTAhyGAwGIwaCxOCDAaDwaixMCH4DhAUBPj4AHfuGFb2UBgMRmUSGwusWQPI5ZU9kmoDE4LVnNBQICYGsLEB3r5lVfAYjBqLXA5cuAAsWwbculXZo6k2sFmzmqJQAPv3A2ZmwPjxtM3Skq3+GIxqi0IBZGcDmZnqf3JyAI4DOnUC1BXFP3aMJgMTEyA+HvD1BVxcAB6v4q+lGsGEYDUjPR04fRowNQXGjQPMzSt7RAwGo9QEBNCPmVn+Nh4PMDbO/zEyAurUyf9fLKb3XL0KPHoEDB1K/2/YAHz2GU0KJiZ0rAkTgBcvgOPHAYEAGDgw/zWGCkwIViP8/YGICGDyZHquGQxGNSUkBJg2Dbh7F4iOpi+0szPQqFHJ+/bvDyQkAAcPAt27AxYWwF9/0aq4II0b049EAly5AmRkAF26AA0b6uWSqivMJ1iNCA8HRo9mApDBAEDmwepIVhZ9iX/8EfjqKzJb9uwJ3LtH5k5tsLEB3N1J25s5E/D2BmrXVv9esRgYNoy0w9hY4OhREr7anusdh2mC1YDEROD1a6BQq8Ai8HjkG2dCkvHOc+kSaUMiEdC2LeDkVNkj0g4vL/oynz0LeHoCK1cCfn6kBf7yC3DzJtCnj/bH69ePfq9cWfJ7eTygc2f6iYoiH6KREQnIGuw3ZEKwiiORAGfOAC1bAn3axAN/X6CVnaEhPbgcB9jaAt27wzI7BtnZtWFiwlZ4jBJITCQTmUhE4cXz5wP8CjIMpaUBb98CzZppv09wMPDsGf2dkEAmQaXp8OhRChQp6F+rarx9C1y7BnTtSkEup04BYWGAtTW9PmoU8N57QO/egKtrySvewpR2EVCvHmmG8fHA+fMkCAFAJiNTbatWpTteNYYJwSoMxwGHD5MP0CA5hla/06fnrdp8fIBatYD00Df4oXcYjns1h6d3ChOCjJK5cCHfuZyQQMEWAwdqv39WFj2cFhYU0di0KUUiCouZUjiOtA9TU3qGFQr6ffMmPchiMa36TEzo+MpFnlxOAm7MGPXHHTeOAkAA8nk1aKD9degbmYxWsebmwNSp+U79devyBSBAQS6+viQM3d2BnTvJxMlxwJs3JLCsrHQ/Pltbuu9v3lAQzt9/0+f47790z1u2pPv5DpuXeBzHDMPF4eTkhODg4Ao9Z2oqcP06uTz69wdsYp+RQ3DYMERG8fDsGbBlC3DnDiCV0vdr4UJg40bg8uVYtGolyztWTk4OGjduXKHjZ1Rxbt6k4IigIDLJLV1KeWXDh5Nf6uxZElA9etDkV1D4SCS07fvvSfsaNQqwtATu3yeNMjOTJnRLy/x9FAogKQk4eZIe6nnzaOL19qZwZ6VJTyolIZqRQWa6sky8f/1F5xg9miZ1fRAVRferRQsKTmnfnjSpwkLKx4e+t8OHk2CPi6N7Y2tL94DHo/s1YABgb0/7xMaSNvj6NWnpjo6klRkZAdu20X0rTE4OcOAAnWPIkNILS44DfvuNjj1xYr5GLZHQM/LiBWnvLi7vpIbIhGAJVLQQjI8nhW/SpAKL6qNHgaZN4fPdNXxzqhUsHUwxZWACXD/pDqMGtWiuiIzE6pbH4LRtOgYNyg8YYEKQocLbt+SD2rOHBFe7dhQk8cEHZGKXychnJBaT6U4iAR4/ppVWeDhN0iYmwK5dZJ50ciLtoU0bOj7H0YQ8YwZNnEIhVTAxMSHz5fjxwLlzgJubfqIUldrl/v0kBI2MSKgUJCmJTIAiEQmv0qQOvHpFZs3ISPqiPnhAmlLPnsCsWfQ7JYW0v06d8s2UgYHA2LG0zdUVWLIk/5gHDqhYeFSu5cgRWlwcOED38upVSpdQIpfTa1On0me2dy8FyPTqRZ9FeDjQsWPx13TkCH32sbEkBDXlXf37Ly2M6tXT/n5VA2qMEAwODsbatWsRFBQEOzs7rF69Gr0LfznUUFFCMCcH+PNPWvwqF4kAAH9/pC7+HLL7vjjPG4oxrUNhYiAHLCyguHMXvDq1wcvIoMkNwM/fvcFEd0WB4zIhyMglJ4eE14ULNJn7+JCQuH6dJr927cgfVK8eTa7r1gEjRtCkf+QIaTLNmtGizNKSjrNiBU34EyaQ1rBzJ5n5/v6bzvf6NbBgAQWvFOTwYdIwDfVU6i8pib5M9++TELCxIQ3z9m3yh06ZQtd4+jQJfje3kif3rCxgzhzy1x0/DnToQML21i3go49IqDduTEEuFhaUy3f7Npl/Y2NpYZCTA2zdqup/jYsjU+iQIZrPLZORudrTk+7vxx+T8L1xgzS1jz4CPDzo2lJT6fNs1Ii06/79NQv6K1dosdC2LQndY8do/E2bFn1vdDQtYObNK/4+VTNqhBCUSCQYMmQIZsyYgenTp8PT0xOffvopzpw5g3olPPi6EoJRUWQ90hSEdeIEWU2U1o6cHEBx4hQyD51E9JmH2DLuHob1SEXDJ2dh62QLGV+MeOMGkDx6il4dM+DnI0X9377A4aWXMGmFbd5xmRDUEwoFcPEifVACAa26lX4uiaT0GkZZkMvp/FeukJYwcCBpN+qQyYBvviHzXYMGwM8/k8Dr3ZtW/rdvk1BbuZLMYWPH0mQ6dixpPf/9R5rh69fAoEEk2GxtSQiEhZGmExFBE/RXX5GQtbHRPLFLJGQezcwkgVQWYXjqFF2/qytptrt309+tW5Ppbtw4+lxOniShY2RE21NTaeJXfj4cR1/Awnl2BXn0iARmaipd87FjQPPmdO8tLcnEfP06XY9AANSvD9jZkYZcuzadOyAA+PJL9ZPAtWukNRY3H924QaairCy63pwcElZCIY1p3jz6bN6+pQT6zZvp87t2Lb+sFED+vytXaNV9/z49M3370n0IC6N7tWIFCe3C3LxJwt/CosSPp7pQI4TgrVu3sHLlSty5cwe83AdwwYIFcHZ2xsKFC4vdt7xCUKEgF4tUSgs+Hg8YOTLfBaDk5ElaGCsUNA/5/OSJ7YoP8QKNETPqfcydnavdyeW4cZOHxDfZaGoUjdD245F67ykcLFLR6M+1ODNtDyZ/lx91x4Sgjnn8GHj+PH9lXtD3pUQmow999Gj9jIHjgEOHaPITCOg8OTmkCRgZ5WsZqakk5B4+pEnew4OE1/r1JAzHjydt8O1bCtaQy0mwDB5M1zBuHE2Kjo7A+++TcGncmI5jaEhax/TppCUqFHQ8OzsyNfbsqd21FAx/dnSkCXvw4OJD9uVy0qZ++ol8VPfukQl3yRIa26tXdM2rVpG/Uyyme/bvv8Cnn9I509JIc7OwINNhmzZkzlSHVErHvXaN7uPPP5PQuHyZ7pty8fPmDd2vlBTaj8+n7c+e0X0ZOFB9uTMl586RqbM0KRJKwsNJ81N+9n5+wCefkLl23DgSXM+eUSDBq1d038aOJcHJcWRmFYvpM7hxgwIMhELyYfbsSZqlqSldn0TyTvkGa4QQ3LdvH65evYoDBw7kbdu8eTNiY2Pxww8/FLuvk5MTrl+/nvc/j8eDvb09ZDIZYmNjVd5rbW0NQ0NDxMXFQSqVAgBkWRKIf/gJdv17Iba5M6TWhjhyhKxMxsaAvb09kpI4/PbbW+TkkJsBqck4H9wR4W4LETV1DlxG5mt2vr5i8Hi26N8/C0nR0cC1a0h36gjTpnZ4U38EPHuvQO8tzfPeL5FI0KZNG5iamiIpKQlZWVl5rwmFQtSuXRs5OTlISEhQuZZatWpBJBLh7du3UCjyzasmJiawsLBASkoKMjIy8rbz+XzY2dlBKpUiLi5O5Vg2NjYwMDBAbGwsZLL8oB0jIyNYWVkhPT0dqampKvvUrVsXcrkcMTExKtutrKxgZGSE+Ph4SCSSvO0GBgawsbFBZmYmkpOTVfaxs7MDj8fDmzdvVLZbWFjAxMQEiYmJyM7OztsuEolQq1YtZGdnIzExUWWf2jdvQjh1Kt68eYOCXx0zMzOYmZkhOTkZmZmZJAiGDoVAIECdOnUgkUgQHx+vcixbW1uIxWLExMRAXqDqv7GxMSwtLZGWloa0tLS87XnP3pUriK1ViyIqc1H37AGA4Z49sH71ChlHjiDlhx9on+hooFcv2LduDY7j8PbUKdoeHEypNrduwXjaNCTk5CBHmZDu7Q2xkRFs4+ORNXo0kgp+XhyHOjduQGBjg+j9+0kLWroUAGBubq767MlkwL//QhgaitrLlyMnJAQJgYEkLGQyYMwY1Hr8GCIjI7zt2ROKzEwSaN275z97n3+OjEOHSACPGQN+QADshgyB1MYm/9nz8QE+/RQ22dkw2LoVsRs2QJaQQJN3r14wql8fVkIh0pOTkbp3Ly0EhgwBmjVD3aFDIVcoEHP+PK1MHz4EunSB1eDBMNqxA/Ft2kBy/DiZgHk83T57vr6o5eyMbFvbos9e7doQCoUlP3u5CAQC1OHzIVm9GvG3b5MFYMgQYPx42NrbF//spaQg7cYN0jBTUsB7+hT2P/wA2dChiL14UWWRo/HZMzSEtbU1MjIykKJcGORib29Pz97btySoFQqgSxdYWlrC2MQECQkJ+c8eALFYDFtbW2RlZSEpKUnlWHXq1IFAIEB0dLTK9oLPnlVxwUJcDeDXX3/l5s2bp7Jt69at3AcffKCy7ZdffuGaN29e5AdA3o+5uTnHcRwXGhqqsh0Ad/r0aY7jOK5r164q2yeNGMFxJ09y2wYPLrLP339LuKFDk4ts/71hIy47m+NGjBihsr1Ll34cx3Hc4cOHi55f1Jn7uc12TigUqmzfvHkzx3EcN3v2bJXtbdu25TiO465cuVLkWP7+/hzHcZy9vb3K9s8++4zjOI777LPPVLbb29tzHMdx/v7+RY515coVjuM4rm3btirbZ8+ezXEcx23evFllu1Ao5DiO46Kioooc6/DhwxzHcVy/fv1Uto8YMYLjOI77448/iuyTnJzMSSSSItu3bdvGcRzHTZo0SWV7165dOY7juNOnTxfZJ/TaNY7jOM7c3Fxl+9q1azmO47hFixapbHd0dOQ4juPu3btX5Fj37t3jOI7jHB0dVbYvWrSI4ziOW7t2rfpn79dftX/2hEKOGz+e2zZ9epF9JBIJl5xc9Nn7Y/dujjt9usiz16+f5mcvKjKS4yIjOSGfr92zZ23NcVZW3JUOHYo+e1u3ctz165y9tbXqs7d8Ocd99BH3mVis+uzVrq352Rs9muMaNeLaFjrW7N69OU4mK/rsARzXpg0XtWdP0Wevdm2Oy8ri+rVsqd9n788/udPr1xd99kJDK+/ZMzbmuA4duFAXF+2fvUmTOI7juG3btmn/7M2YwXFc0Xmv2GcvKorjOK7Yea84arQmGBcXhy1bthS7b3k1QQB49coQ8bdiAC4N9k+OwX5iT9zLcYGZoQQSmQNmzOZjx463CHwogfuxMRClJOLtnM2I6TYVffsmID09B2fOkJXI0lLziijEcQae1B0I1yOD8rYxTVCL1XhEBLL9/cmU2Lo1RGJxvib48CGZj0QiICUFtWfO1G41npUF3L8PwYABqppgcjL54Pj8fE3w6VPIHz8mG3nTpjA2MdGsCZqaQnbnDmLbtVO5lrxnz9cX0s2byVTXty8Mp06FtUKBjI4dkVIwqhCFVuMFsLS0hPGFC0jo2BE5QiEFuXTqBHH79iWvxn//nUyO164BdnaqmuCWLRSJ+vffEIpEqs9edjalN8hkqHX7NkQvX+JtZiYUMhmZTDgOJrVrw8LICClffomMAtfP5/NhFxsL6fPniJNIKMgl1yxoY2AAg5gYxGZlQfbqFfk1ARhJpbB68gTpBgZIDQ2l7ffvAwIB6v78M+QAYvh8yqGsVw8ID4fVzZsw8vZG/KBBkBQIbNG5FcLAANlyORLPnSMTZ647o0yaoK6sEJ6esG/UCLKtWxGrUCB1+VoE/HIDBmYiWNWrjx5fDEV8fCk1wadP8fbFCzLp29oCr17BMiQExi1bIkEiQU6TJnnmY31qgjVCCN66dQurV6/G7du387ZVlE9QGhyO1GVfwKZHK2DpUoQFycD7agOiXMdD+ugp/jxujpH1H6FFD1u0Pv4VsoysgZ9+gtm0UThxkoexYykYb/hwmqOL47r5CISaOWPEgw/ytjGfYDG8fk0BAo0aUXRcejpNhM7OFKTg5UX+pzZtyFRXMLlZG06dUvULymQ00deqRfl1APn2GjSgc4aGUoRlo0Z5k3URzp2jvDp1gSQSCV3HpEnk24mMpGjGsoS0BwRQHl9WFiVva5t7dvo0+RsHDgTmzs3fvn07Bczcv583qRcLx1GwTWYmJcBv20b3Z+FC8k0qrzcsjMyv16/TPY2Pp7+Fwvxke4CE7NSpqufw8qLPwsAg/x5JJPSFO3kScHCglee6deSna9qUTLClreZSHo4eJbNrRAQFGumzKo5CQT+ZmbRQ4zjyNT98SKkdQUHgDv8LXLiAW10+Qc8dU8Hj85B0PxhBhx4isdtwNHUxL7F4jVwOCK7nViuKjQXn2h28e3eRPnQiuBMnYTZjDEXynjpFQVN6rmRUI4SgRCLBwIED4e7ujtmzZ+P27dtYvnw5PDw8UL9+/WL3LXd0qL8/OaOvXqUJokkT4NNPIbtxG4n/XkKyfSs04r+C+PVzKpv0++95uz59ShHR/fpRIFpJXLaegEh+Awx+/GneNiYENcBxNFm7uxd97cwZmlhfvybnbWlIS6OJuHFjVSHo5UXBC6NGUYRdz5402YSGUu5VQe7dI4HZo0fRAJHjx2lMmzaRYJg5k0Lg790j7cvYmFIC2ral18pLdnbpIjdPn6ZZbu1a8vWIxcAXX1DwzIUL2glAbTl+nCIvY2LId6cpuV4iUZ9kXhyxsZT6YGBAwu/GDQoqqugam76+wMuXNG/4+1PEpq6EglxOAT+tWtHiKyuLgl+Sk/M/czMzmny8vBAayiE76CVa/bsWGde8YN6zff6xFAoo9u3Hs3aT8fCZEUaNopgjf3+KI3NyojXF+ZM5cHx8HPFOPZBdqz4EAqDujYN41WMaLCwAm0dX8dquM0a6m1Ng16lTJIBbttTNNauhRghBAAgJCcG6desQFBSEOnXqYMWKFejbt2+J++k8T/DkSWDPHtx/aYfzwpEY1+k12o1pAt6baFpllqTuFcN5uxlIyDJBv2df5m2rEULw4UMKYZ86Vfv7d+cORQc6OKh//epVWn0UnPQ4jibc2rVpIgoLozDze/coatTEhMxnhoaUIjFuHAmssDASjp0703GUUZgyGa3y1U1qL17QNRVEKKRcm6++omi/9etJk3zwgDQVV1cyNy5YoPm69M3FixRtqWwTVKcOCaDz51UCecpNYiIFvwwaVPJ7y0NGBn2+/fpVXG1VTaSm0kKH42hxdeECCa7Ro4svV1cIiQRIfpEE4dlTuG4zATZxQUh0aIdxU4pfKJw4AYwdw5Gg3LKFFh4Fw9xlMmD/fkimzMRdbyESE4FWLTm08P8XkQlGSE5UwKlBFkQTx+Qn/F+9SkJYeZysLKRsP4CLDnMxcYqAvn4JCaQF64tiPYYMrnnz5jo9Xnw8x/XowXEtmkq5hH/OcydOcBwXF6eTY592mMcdNpnFRUVF5f2Eh4fr5NhVlocPOe78eY6TSjlu716Ok0g4TqEofp+oKI47dUr9awkJHJeRwXF376oeJyKC4775huN27OA4R0eOs7bmOFtbjvvsMzp/dDTHhYZyXHY27T94MMctW8Zxjx9zXG4wD6dQcNy5cxz37bccN348x4WElO5aY2I4rk4djlu6lP4PCKDfEgnHHTxI17VqVemOqWuePeO4oCCOy8zkuAcPOO7iRY5LTdX9ef79l+Pkct0ftzrg58dxmzdzXFISx6Wnc9zRo1rv6uvLcae3v+SerD/C3b+n4GQy2h4RQY+mpyf9XZiwMDotx3Ec16oVx125wnFnzxbYmEtmJn0P377lOJmM4w4coO+UOqRS9WNPTOTijlznrl7V+rLKBSugXYGkpZGC0KubBJu7HIN0/FSIr4KcwjpAZmAMkSK25De+Kzx4QCtgZUL21Klk3ilo3LC3p8ajqalk2nn1irTAadOoqsjq1XScUaPI5/f557Tf2bOkZTVuTLmAz56RJjd5MrB8Ob33/fc1m+B+/ZX8eiIR+bSWLCHbNkAr6SdPqLpKRATla7VvTxVbNPHiBZkazc2pi/j//kcrb0tLMpUNG0am9AULynlTy0n9+uT3c3IiM5Y+UBZ7rmzNrBKIiQHqdOhAfmNljqqDA9kcHR2L3dfLC5BJOYy08AQWTVd5rWFD+toYG5Pia2KiOi09elQg375xY7JzLl9O2vilS/RcbtlCptM1a+jZdnAgbdHUVP2ALlwg37Hy+6pQ0PfJygq24lSYmZELXNngQl8wIVhBxMdTvmn79sB3XY+BN2Uy7t8CunXT3TlkhsYwklfTRqOlRS4nH9vkyfnbjIyKVv24dImqexgYkAnN0TE/QGLBAvK3LF9OFTikUjI3LV9OQm/BAhJWcXHkJzx7lnxbffuSw/bSJQqcCAsj01+TJiRQs7LIj9SjB9V13L2bzKKjR5OvrkcPmrQ+/JCCWP7+myIq580jP+TgwWTujIwkn5ynJwXUACRMExNJ8PfsSY1Z+XwaY48e2nUm1ycmJuTrLA1SKZm87Oy0e7+nJ923d5jMTIpL6tOHZMO9e7R+s7MjwTB0qCXy7lbXrrRg0yAE09NJ3jRpAnRNOK9RqigfnZEjyWuj/CpJpYXWekohCNBC5/hxmtwWLqS///2XFoxOTpoFYHw8LRD5fMidO0EW9gJiaQZ4S5ZQcXaOQ+fOFBt1/75u58nCMCFYAcjDX2LUEBN0HGiFrRPugGfbBuDzkZRU+oDD4uCMjSHiaogQvHCBQmZLorDPKC6OvlW+vhT4EBJCGqK7O207eJCE0IULJARbtqQglHPn8oslA+THsLYm4fT8OY3Fz4/C821saJLo3p2CVkaMoNmL4/I7JCcn00RuZER1H1+9ot/jxlE04vPnNPOYmtI5T5wgrdfHh5w6ymTl5cuppNndu7oJhKloHj6kBYWpKUXIllRU+/59ig59B5rA5uSQCzUzkz7S/v1JLtSqRes2R0d6DN+8ocItbm75+165Qo9I3jY3N1qg8Xi0SBOJAHNzSCT0eEyfDojjo4FkwxInHaWCrVDQ3+fOFeqy1bgxJdED9Ez/8ANV7/HzIx/fnTu0UFm8mBZmBasqZWXRRUVHA4mJkC1aggiHnmjgfxKn/07AkO/74VG3pegqpGO3acNDgQwtvcCEoL6RSLDz22QIajng5/4e4Ddqr9sIuQJwxkYQ1wQhqAzd1rTKLExAAK1QGzakmojm5jRZ/PGHash5+/YUeJKURKtRiYSEzMOHJCALpxqYmNBks3EjfakdHSloBqBC09nZNJs9fEjBIUIhmfEcHKiG5fDhNK6hQ+m1hQtV65DKZCQ0bW2R151h0aKiZsCqphVpE2unUJB518mJZmiAFiDW1qqfCcdRBK2jI836OTnlVgtu3qTT9+5dcRbV0FCS9QB9xAoFxdyMH59f1e3OHXr0MjNJ0a9VixQmG5uiMn/AAJIzp0/T8YYPb0CLJYmE1MbXr4Fhw3D6mjWmTQPEIo6sHNOnFx2cGnr2JOXSzIw0RJUyuA0aACEh8POSoHnQaZikptIi0taWFopt2pBmGBlJ7aZ8fOiZj44m82h8POTRbxHZdTwiZu1Br9Vu4AkFGPBpfQili+G0YhQyN66FcUQE0Lix3j+jGhMdWlbKGx0aEUEWg9u36XlQEhND1jxX1/KPUcl/w7fD/sIROL4+lLftnYwOffCANKv69clcGRhIN3j+fNrm6Uma04MHZDaNi6Ol7LNnpBl+95364965Q2ZMLy8qQGxgQJPKlStFCwYrhdL06eWbSdPSaOxDhxb/Pg8Pso1V5e7pSk6fzs+D1MT+/WSWK+h4ksvpXhcolwWOIwH45AlpzSUdtxApKZRqpxQkKSn0nbOxoYDVPn20T6NU5pSXps1hSEi+ojtgQKmGrjWRkXQeZVvGy5eB7CwOLbz3Q+7cCS2EufVMhw7VTYTuuXNIm/8JRsTvwz+ySYjYcACdXEUwbNWEFnl379Jn2LcvMGsWuLt3gUmTIf91J2K7jYJP3xVwGdsQDs2Nix6b46DY/D3id/4H3po1qPX+mPKPtwSYJqhnwsKomHtBAQjQ/Fxc55SyIDAzggiSkt9Y3QkLI41tyRL6xjdvTsKtf39aRvfoQUvZRYto5rt+nYTjtm2keSkTkIODSYDyeCTwsrPz7UuffkpL4T//VF8x//JlOmd5l6lmZqT9nDhBATLqSEmhmbc6CECgZFPlzZs0QRYOCBMIyBStDmW/wlKQnk63dc6coiY+gJSXf/4hbUxTKmRYGMlfPp+EYEICWZ01NesoSHY2Zc5MmFDqoZcKBwcydsTEkIW/TRugUSMentcZj9ZW0UDTkbSY00HbqkePgFuXnFAvrj0u1pqGNMfOWHykF15+I8EvO8WYPh1407g7np0Nh+m5/5BhOQbGE8fB3usUjBd/AcNlS9HgNQ8KTUPh8cBf8SlqHT+KF6evIWfwKDg00K8qyISgntG0+pPJSpXaoxU8cyOIOGnJb6yO3L1LCcxSKanQr1/TjBQRQd/+0FDyFSUnk1nxwAFyply/TgKxTRvSMt5/n7YfOUIfgjJI5vVr8lcAZJ8aMoSqVagjOppmRW0DOUqia1fKG+S4/OT0goLkwgUyL70LZGaSiVeLXp7lIS6OND13d9V1SuE1y8SJFJekTDH19aXhDRhAAvPBA9VCM1lZtDaqW7do6mBaGrksBwygetxXrqjGbemTIUPI8j5kSL6XoHVXUwC5VTZ0IABv3iT3tmPt2vh82ixkBKWj1oEf4dcA8NlyB4OW9EVmJnkd+s9uAmFWLRyafhb/ZY3EL3+ORujfN/C/iTw8fEhz37FjFDi9Zw8J8U6daP1qbc2H/dataDJ+PJ5uaoLQ/r3RbJJzuceviQoRggqFAoGBgQgICEBiYiL4fD5q1aqFtm3boqUeKwFUVZTNr3WNyNIYBnjHfIJZWRSq1qkTBZoo2wXdukWC0cKCNAplKa2MDGDZMppkpVJqJ6O0dzXLbTFVty4JxoITQ8HKQba25IzR1Pbm1i3dz26tWtGM6+tL12dqSupGejqNuzqlAxgakrAzVmPuunq19FV4ysCdO1RcpaTvmVhMmt3Fi6Qs1atHBXf+/ZeMA4Wtr0ZG9P7kZLL6Kr/L7dvTYzF0KLk2TUzUt+PTFzye/jROHx96/CZOBHbsAMZ2SoYizh6P+WfgKAJSA6XITMjCokVkbPH0JCF34Y4ZltydjOF2D9GyeXuIRD2wbQfdNy8vGq+lJVnJBg+m4Osff6Sv3vz53bGpWXO0GtcSGKw/AQjoWQimpKTgwIEDOHToEJKTk+Hg4AArKyvI5XIkJSUhKioKtWvXxpQpU+Du7g5zc3N9DqfK4O9PEfC6RmRlDDFXTc2hz5+T7SgzkyIkjYxIMzp6lJbiQiH9f/Eihbt5eak3U2ZnU4y3MtROE8VpccUJwYiIkiMYy0LTpsAHH1CUXTmqBlUJHBzIXK1cdBREJtPOllgIuZxSBuzstI8r03ahKRQWDTTWZARQYmlJMR7KsT15QtZsc3P1lfiqMspWiOqafl++TGuZDz4gLW3GDABplkDMc7i6kRZdNy0cA2c7omdzWrN2704Cc/du4ORJHtxeh+KL254Q9e2BBuOpalL//qSpBwZSG0cej4KjATK0vP8+cCqiPVqffIpmgwbrNRhYb0Lw5MmT+OWXX9CtWzds2rQJ3bt3h7hQ/b709HT4+PjAw8MDI0aMwMcff4yxmvwi7xAvX1I0uK4R2xhDXB01QU9P+iaOHUuT5N9/02yndOYr7cZ//UXLyIsXi86E3t4kFAMD6Tjl0Zxq1SKTa0EyMmipamGh2W9VHng8mj2ruwAESAj6+BQVgrGxZQrMkEjokRg+nKzWgYG0ztFERYf6CQTF1zmoaqSl0ZrTwYEe882bSSBZWpJ7etIk8qMKBPTV27CBLPY7d+YewNQUSE+HXE6Gi5nDIoBGfcDjUb58mzb0Vb1xIzcWInkIHLun0gL3+HH6fvJ46NRJfT2FunXJ+HN7UlP4/BuMhcEU2Kov9CYEAwMDcfToUVgXk5NiamqKPn36oE+fPoiNjcWuXbtqhBDUFwaWBjBENvScVqNb0tOpmovSRCYU0tIwNVVV05PLKRVhyRLVFcSlS+TE6dSJZkcTk/KbDo2NSegp4TjSPmfM0L0jtyDadmOv6piZ0edaGE/PosUMSkAiya9zbmBAwYfe3uQCVqdoAloVT6mxcBy5w1++BH7+me5pr15k3o2MJPf6/v1kqXJ0JMEokZAAzHv0c7tzXL5M9R+SI3NgVaCzxuzZ9JOHpWV+rmDt2iQhJ01Sby7PRSQC+s5zhCLzHAb9o8MboAa9ORrWrFlTrAAsTO3atfHll1+W/MZqTnq69ultpcXISlT9fIIXLxYNk+Xxipo6Dx6kL40yIVwiocjNFi3IdtW0KdmndBFyW9j2cueOqkbKKJnCGc7x8fSZlmKBwnEUvTl5smr3oi5dSBBq0viePMl3EVclvv+eCgYtX07/y2SUX16gxSakUgpAKdReU2fcuEEC78gRWj/+8Qf9LRZTRRlXVxJ4wcG0rnR3p7iswo++guMhK4uCfAMDSzEAa2tKKzp1igpEFEejRuC/jNBVVUmNVJi3PT09HQcPHsTGjRuRmJiIGzduIDIysqJOX2W4d0+3uYEFMbA0qF5CMDKSVoglCZdnzyjApXlzCoZ5/pzqZE6enF/BRZ/ExuouErSmUFhC3bpFjqBS4OlJaw91FuL+/fNLsRamYBpEVcHTk8yO48cDe/eS8Bs/ntZsdeuS8WPwYMpfnDiRStvq2qzLceTS/u47Wlx06UJCV/nahQsUqclxFL/08880LnWBpY8D8qNjGzSg92uNUEh+/uBgCgbTRKNGpLLquWRMhTwqL168wJAhQ7B//34cPnwYGRkZ8PDwwOjRo/GocLuYd5yM/7d33mFRnFsYf5eydLAGrChgV0RULJjYNQG7xtij0dhREmPUG2NLjEZJs8QevfYbYwvYO9Eo2CkCoqiIKCq9b5v7x3HZXdhdBthdWPh+z+MjzM7OfAPLnDntPdmF1Bd0iNDOHJbIM3xSpKQ8fUr10codvpqIi6N9hg8no9eoEb1/3Dit4RSdIRYzD7A01KtHNzCAPo8cV2IvMClJ87OHkxN1yBQmO1sn3QA6heOoZXXxYlLEGzuWBIMkEnKGQkNJBGfGDNJJ/+knKp67fFm367h6lerJBg1SZBRsbSlNd/QoVbiOGEEFLS1baq5f4jggM0OhvubcSAArq+IduyL07UsuflCQ+nuWjQ2F1pOSSnjgkmEQI7hy5Up89NFHOH36NMzf/WQDAgLg6+uLH3/80RBLqBKYWZhCAjNIcipwhWh+Pnlzw4cXndenzL17FKcZNowejTdtoj8YDw9yAwxVSXz1auXJ1RmSjh3pZweQ+GQJwx/BwZSr0kbjxlRQDFDKeM8eOpW+lFlKy7p1VBMyZw59HxBAubS5c8n4ZGZSIYpAQKHKOnXIK9y5U7frCAujYuvvv1ds69OH/sSGDaPzVq9Okrlt2qg/hkxGOcN2HkpGi+PQuXPR8Ze8cHenz8revZTiKEzjxvRkoEcMYgTv3buHMWPGqGwTCASYMmUKoqOjDbGECsHTp/oX+c+FFSRZFdgIHjpERu3uXSo2iYyk+Ey3bhQvOnuW/prOnaOQZ5069Gicmak/F1obaWl0Z2CUnG7dgF9/BdzckFutDl6+5Pe24rxAOe3a0cfi6FH6KMmfl0rRgVFiIiOpeFkZmYwk0uROTWoqGZyffybJWrkjbG1Na+7Xj9LZ8gHvH35I94jevakaUz4/V1fs2wcsWKCQt1UmJaX4c+XlUU2LynSktDSgWjWYmJRhrY6OFOX53/9IZUCZxo3ph6JHDBLnsbS0REpKShENy6dPn8KmPG5s5cT9+9pLu3VBPiwgSs+DpWMFkdhKT6e/HkdHygu9/z6FGA8eJAO3fDk9AvfrR6+fOEHl9bVq0aOynx/d1W7c0E9fiSY4jpqelCsyGCXD2RkxH/kjMhKweEQ/yqdPi3cK+XiBcpQnKxiC58+pcGX6dAq7jhlD/7u6Ul7s0CFKd733HnlyvXvT81zh+7hyAMTDQ9E3LE+b+vhQ+PThQ9IYLyv37lEBy9mzRV+TSGjdtWrRn5pUSmnwoUMVBjMvj5Ryxo0r9JARHV1UE7IYMjMpz6uSZRAKqfo6KIiEK9q2pe2NGundEzSIERwyZAi+++47LFu2DACQkpKChw8fYuXKlRiob6tQgShhWqRU5MGy4niCIpFiBNCwYfR4//77pOaSlUWewvz5VPFpYkJ/AGIxPSmYmKj+sFJSdDt3qjgaNiRPdPJkw52zknHpEhkI5a6IkBC6GauTApVI6D2pqXpXVSsxqankSX3xBQUkTp0io/H332Q0Llyg9NXbtxTufPuWDJijI4UgBw8u2fnq1qWQ5O7d9HWfPmUzhqtXkwFTV5l+7hwZc2VpWvmQD7kgwKFDagwgQNayUycAdOzMTNXjXLtGze8ff6yYixgbSz87tcJBAwYoBvX260fFcOfOlf7CeWAQI+jv7w+BQIAJEyZAJBLhk08+gZmZGUaPHo0vvvjCEEsod/ShFaoOESwgycrT/4n4cPEiffoFAmqFGDgQ2LCBnuwePixawaBNTkvfQ8UK4+5Of/GGKL6phKSn03NOz56q2zt1ohtq69bkaJ85Q/3z7duTpzF4sHohoPLk99+BhQvJW7t/n0ZM7t9PkbsFC1T3zcoCfvhB4enJdavlxiMujloRNHHmDHnK9vbkia1fT0Zl506yDSXl1St6ljt5Uv378/Lo91BYm105vHn1Kk3b0BhmfnexnTqRkVOePZiURDVScXEkRt6sGSnKHDmiZdEdOpDLvWsXucbvnCd9YRAjaGZmhnnz5mH27NmIj4+HVCpFw4YNYV2FbjChoZT/1Tf5EEJakTxBebh76FDSZlq+nGL/JSnhe/RIP1Jl2jAxqZjNZkaATEYBAE0zfp2dqRTf0VGhAhMYqMHTKGeePwe+/ZaMnzybk5lJrQy1apGTYm9PBkM+tSs5mby4Bw/oYeCzz+h9z55RVP/1a8VIxMBACohUr07PhTY21KowciQFI6Kj6ecpLwJyd6dtL16Qokvr1urnDQJUKdurFwVQ9u8np6owJ05oTtHY2tL6ExNpjWpROvE7IRmV81tZkdE7cICcAPmfsacnjdn09NRw3AYNaOHOzpp7YXSEwWq/U1JSEB0dDfG7xpQkpbLX7hUt9qEHXr+mD4O+qVCeYGFmzKDsf3FtEcpwHMXQjE2QsQpz4AAV/2oK/Xt50T85Li7avaPyZPVqGlMpN4D37pFBHDOGDHZyMj3r5edTJN/bW1EgM3EihVHlXtaNG/S+48cV37dpQ6FUJyfy2kaMoNYI5foQExN6QNi1i36uqam0f1oa/WkkJpLRLOxBf/EF7Xf0qHrvWp7yLqRmWUD37mQkNepPqKmEMTOjn4dQSNclf2/hUZhyo67JCEZHA24SIOgY0KRJI+jzcdQgRvDQoUNYsWJFgQFURiAQICoqyhDLqBKIBELkpVYAIygSqT7Wh4dTePTBA0oKCIX0lCcWU3zMyooSEIUfaU+dKn7gLKPCcPs2GThjGX2ojbw8qt+Sl/5HRlKrg4+P4qNds2bR95mYKHKe8sLiqKii9SPx8eQRyms/5EU+3btTPs7BgTwxBwdqoejYkTwy5RzrsWPAxo20Vj8/2paaSlmHM2eoMV9TePnCBe36BUKh5hGXsLKiPH0hJYNu3Sh82qsXpYDkBrZOnaKH4DhF1EAqJU+yf38KlVarBkRfsMKH3+fCsrp+9XQNYgQ3btyITz75BP7+/rDVl2ZYBcaQNR1imCMvuQIYQeXqB5mMVHiHDaO/yFu3FCLLmZlUJ56TQ3ccW1u6y5ia0uOwUGjYghhGqZFKSQSkUDeU0fL331SQ3KABfZwfPVIUiigj93wyMsiDUfZyAXrOu3NHEcxwcKAwqvIkGeXCeflzYMuW9MzYqBGlUzp1oj8ZJyd67+nT1NM3Zgypu8ycSZ7rzz+T57VokeaeSfnoylLrtTs4UL9v+/Yqm6tXp6jXy5fqDZ8yNjbUHjh0KD00ZWRQ8dGAAe/+5GvUAHJSgOr1SrlIfhjECKampmLixIkGMYC7du3C9evXsWXLloJtL1++xOLFi3Hnzh1Ur14ds2bNwvDhw/W+Fjk3bpRYMarUiAUWEKXkGOZk2khIoDuIREJ9fsHB9Jd/8SIlgszNVSXkLS2ptjwri/4SmjWjO6ohh7IxykRQkP5bgAzJ5s000ichgW7qcgPIcQqRE7GYntfkHTX16yv0QOUKKpmZqoN5u3UjtTB1OTo5AoGi+vT1azJ0Hh5UOLR9O4VC27Uj7c8BA6iYsm1b+vM5fpyKd+7f13z8mzeLGusS4epKf6dqfuFeXlTQ89132g/RsyflNuVRA3v7QnnkatXoQutVAiPo7e2Na9eu4RM9jlkWiUTYtGkTNm3aVCTH6O/vj7Zt22LTpk2IiIjAtGnT4OrqCg99DPVTuzbDtZuJBeYQp1YAIygQUNB//HiqF1+zhhIgDx9qr36wtaW/hBcv6C9Zn4PEGGUmIoI8lfPnyZupDGHQiAgyJAkJlIM7fpyKnOUcO0YhS00BigcPyCPq0EH9x9fMrPheybZtKQw7ZYpiW8uWlElISaHXevZUHH/rVjKUly5Rcc6FC6prLszz52U0gjVqACtXqn3JxYXmWpuaaj+EcqGMWmxs1Gvj6RiDGMEWLVrghx9+wIULF+Ds7FwgnSbn66+/LvM5Jk6ciFq1amHUqFF4qSRNERcXh/DwcOzYsQNCoRCenp4YOHAgDh8+bBAjaGgZT4mJObgMNWNsDE1qKv0F+/rSX6iZGcVy1A0QU4een/4Y/MnIoNSsSKTqmGdnU4gwLo7Cb/JpOcZMeDhdy0cfUYGPiYlqIfOxY+SBaYvQt2xZ9nU4O5NHqa5wpEaNorVl779Phg2ggSrajGx2to4m2WgROlGnSlOq4yuPNNMTBjGCoaGhcHd3R25ubhGZNAHPJ32JRIKcHPUejr29PX755Rc4Ojpi/fr1RYygk5OTSijWxcUFQUFBpbiSkpOby/++rwskJhZAZjl7gnFxlN1u0oTiNXKePTPsD4NRZkQi+lVOmEA32X//VVQ5nz5N4TlD9L8+eUKSXcuWUYgwIYGqNnV57thYClv+/DNNTwCo2btjR4rie3mRd6Nv6UN98++/hlfaKRXW1lQroGcMYgT37NlT5mOEhoZi0qRJal+LiYmBo6Oj2teys7NhWagnzdLSErm5uUX2Xb9+PTZs2FDmtSpjbW3YfmuJiTkEaq5N72RmKrL9W7dSQkR5PqRMVnx8hFHhCAoiWUcTE/JOXrygnFTv3hTyM9SAjV27qLYqJ4eKKRo2JGN48iR/FaZ796hKUzk/J+fwYarAnD5dNS+VnEwPss2bU0/foEG6uBp+CIXUeqHrVIo+Z5rqFFNTg4hk6O0jfOXKFXTt2hXm5ua4cuWK1n359Al27doVMTExJV6HtbU18vJUqyXz8vLUNur7+fnBT15n/I5muhDuMyBSMyHMysMIBgVRomTLFkoM5eer3jHu3TOs9iejzFy6RFFp5QrCrl3JMzp3znCdKxxHBs/ZmXQWbtygdX3wAbUHFPqT1XiMmBgKVe7dS4UrFy9STs3Gho4fFKReszQtjQpe1BlPfdK9O7UP5OaSgdYFEomRPYsaIJ+kNyM4bdo0XLt2DTVr1sS0adM07qfvPkFXV1ckJSUhOzu7QKw7Li4Obm5uejtneSIxs4CFyAAtEmIxPRo3bEguwa1blCDKz6exR0eOqD6ix8drkYdgVDSePaMIxjtZSBXMzamLpaTs2UOe5IIFJat32r+f/h88mIZSCAT08fv9d/JIP/qI8mDauH6dQoD169NH8dNPyciIxWQA+/ZVbwDv3FEovhgaGxvqHrp9m0LRDRqU/ZhsMlhR9GYElXN/5TkuycXFBS1atEBAQAAWLlyIBw8eIDAwEJs2bSq3NekTmbkQpqL04ncsCxIJVQ2MHEmGb+NG6hfy96ea8vPnSd9JDsfRexhGw82bVBmpK+Li6ONRqxb1j8lzbsUhFlNUfdEier6SG89jx8hD+uYb8pKuXNEeFk1MJC9WIiHP8dgxhdH780/V/r+//iJvKTeXxKsbNiz59eoSd3dqgdCFEUxNNbLJYAaoDtebEVSXc9OEVak7Nvmxfv16LF26FN7e3rC3t8eCBQvQoZIWaMjMLWGmz6G6kZH0aOrjQ2VzrVvTX6e/PyVo5AKpUinFcsRiSqyMHKm/NTF0ilhM+Shd3X84jnJt8+dTVePQoaSbwKed4o8/qOTeyYk+UgDl9VxdyVBZWpIR+9//NIcrk5JIpxQgb7RRI1Wvz9eXvEELCzpH+/bU7vH4MTWUlzfy8UZlJSurDM3xlRi9GcF27doVW/nJcZzOw6GFc3oAUKdOHWzdulVn56jIyIQWMJPp0QhGRKhWDkgkFP5cu1ZhAHNyKIY1enT5DMJllIkbN3Src7txI+XVvvqKCml69yZvbPly7X1iCQlUDPPzz6SRKe9rCwujYh15rtDfn4p1ChvB8+epp+7NG5KtFYnIq/zzT9X9bGxIszM3lwxF7dq0PTa2ZDK3FZ1z57QPaqmq6M0I7t69W1+HZmhBKrSEuSxfPwcPD1fVeoqLozp1udRDUhLFbSwtqaGMDaQ1SpKTKWypC44eJSmvS5eo6fy99+h5acEC8rjkLQmF9RPi46lfz9+fPkbffUeFK8HBivJ++TP24MEkGRYfrwhd3rhBHl+fPmT8TEwoZFqvnuYeOisrVU9JLodWGZDrdFa0KR3FYsyFMV5q5Aiys7Px7NkzuLm5QSQSVUkdUX0js7DSnycYE0OPzADFifr3p9rxP/6gu8yFCyR3z1RejBpd/vpWr6ZAQZMmFEl/+5YKM3btIi9t1Cjq/VMWH3n4kD5afn7Al18qpi64uFCBS+ECFktL8gx37gSWLqVtiYmKcUVyQ3b8eMmG2xpa6EIf7NxJRl8sJsEmo8OYc4LKiEQi/PDDD/jzXRzizJkz+PHHHyGRSBAQEMCMoQ6RWljBnCs6raPMxMZSYkbOihUUNzpyhB4vb9ygcCgzgEZNejo59rrgzh3SQPfxIdUZe3uKlMs9rBo1aHJ627ZUmNKxIxW/fPwxhU5nzaKbt7wXsWXLomos8mnmc+ZQtae85aFtW9X9RCIqeNHzaDq9IRCQUS7Jn1dsLBm+qCgK0kyfrr/1GTM820zLxm+//Ya7d+9i7969sHgXIpsyZQri4+OxevVqQyyhyiC1sIQ5p2NP8MYN1cmaV6/So/znn5MBfPaMkj5Nmuj2vAyDExKivi2iNGzZQtFyU1NFTs/bm1RY5Dg50QSEiRNJpPqzz6joZeZMel3r4FWQl3PoEH30Ll6kY3z1VVFVl8OHaUayNtFqZV68KH4KgiGpWbNkMprR0WQEO3SgQiQtXWpVHoMYwVOnTuHbb7+Fp9Kn2cPDA99//z0uXrxoiCVUHaysdG8EX7ygx2yAHs2nTSNPsGlTenS/dk3L5E2GMZGdrRuFo8REMk6ffUYfkeRk8tqqV6cyfWU++YRCnQ0akP7oihUUeQeKN0bW1hShP3+ejNymTWRsb99W3e/33xWGtTgkEpKEq0gF5A0aUKEQH2QyenhQ7uVkARrNGMQIpqSkoLa85EoJOzu7ErVSMHhga61bI/jsmeqwsy1bqOO4Rg0qpTt1SpEnZBg1jx+XXfg4LY08j2bNaLJ5fDxNJ5cPgj1zhnQVUlIU7xEIqG8vI4MqSSMiKC94+LB6nc6bNxXepExGYVa5zvKTJ9RX9+CBYv8HD+ja+EqeBQVRrpKvHJshcHIiL7c4srIoxMyqQPljkF9zhw4dsHfvXpVtIpEIv//+u4p3yCg7Zg7WEOrSCCrLnXEc3aUWLqTYU5s2lMypLCV0VRiRiIxLWYSVs7LI+6hbl2bgffsteYTDhtFHJC2NQqMLFpBndvq04r2mpuTV3bxJVaODBlGzvrrbQ0ICtT1cuUKi2hcvKkbP3b1LbQ3KRvDQIapC5VMZKZEo8ooVCXNzfnoTZ85QbZqu8rpVAYMYwcWLF+PixYv46KOPIBKJsGjRIvTq1Qu3b9/Gf/7zH0MsocpgYm8Nc06HLRLK2fiQEHr0/vdfSrzUrau78zAMRmgoPdsoI58IoYk3b4DFi0m2rPB0G4mEWiH696cRkN98QwZRLFY1PBcv0gw8BweKpJuYUOGM8nEeP9aeWpbrKQ8cSEUykyZRYcwHH1B3DkBhUWUjGBzMv9/PGGXFst5NTktNpZCzoUTNKwsG+XE1atQIp06dQmBgIB49egSpVIqBAwdi0KBBeleLqWqYVreBECLopD6U41RjQn/8QbEugcD458lUUUQiClFaW1Nxb716tE0m06wmkplJRqRTJ/K0rl8nhRaA/p83jyLm48ZRuvjYMcoD1q2raLrPzydvTy7e3KsXPUv99BMwezYZ2YcPVeXLCiORkOLLxx/TceQZFhMTuvE3b059gpaW1MIqfvdHEBrK38NNSdE+K7A8UdeykZNDNWryNY8aZdAlVQoM9swgFAoxbNgwCAQCvH79Grdv38abN2/QsLyF+SoZwpq2sES+boxgQoJCsDApiWrMf/hBtVWCUaF5/pyKUjw86Ca6dy8wdiw1oB84QGHCM2fIi1NHXh5NLO/aFdi8mb5v2pQKhhs0oDaGoCBFT578ucnLi4ylvJ6q8Dlq1aKQZ24ucP8+3cQ7dtRelHPoEN3kCxtrCwtal7JcbYMGVB2Zk0PPa3wG/l69qpr+NgauXaPKWqmUPPSKlMfUCaXpDSkhBjGCYWFh8Pf3x+rVq+Hm5oaRI0ciOTkZHMdh3bp16FWZtInKGYsaVhBCR+HQmBjFo/yvv5Jcf926xnenqIJwHHlZ1auTt3fwIOWJ+vVTCPm0b0/GTCJR7wXKZGS4nJyA9evpPmRlRXJnM2ZQnm/mTIUBBKgq0d2dqj1dXWmb3NMsNNYTAB3/7l1F940m0tLI81O3Tjc30nFv3VqxrU0bkld7+1Z1fZrgOPJGi1tHeaLODuTkKGYDOjgYdj0GwcqKnpT0OJTVIM8Nq1evRufOndGiRQscPnwYMpkMISEhWLRoEX799VdDLKHKYF3NHOYQ60ZxNyeHPnwiEYVCvbzobqZ8t2FUSG7eJK9p8mTqXhk5kryh+vUV+zRtSs3xmioJjxyh+8+BA6q1TxMmkLGYMIHUXkQiEguSSimk6eKiepyzZ8n4qqNaNVpDcVy5ovAqC+PsTEXMynh4UN7z+nXNMmnKvHhR/tMiisPERPXPmuN082deobG1VSQ99QQvIxgXF1emk0RGRmLmzJmws7PDpUuX0Lt3b1hbW6NHjx54+vRpmY7NUMXGlkM+LCAQ6bBC9MwZiinJpfBY01GFJyFB1eCZmKgXxe7fX3PV5K+/UiFwcjIVvsgxMyPPcNYs8p4OHSKv788/qWClMPn5ZX+Ql0g0r9PUtKgxaNeOPMwrV/h5dw8eFFWjqWg0bkwtIHJu3qxYvYx6wcamaCWWjuFlBMePH4/w8PBSn8TOzg4pKSl48+YN7t+/jw/eif89evQItXSl1MsAANjZcciFlW5nwAQG0h3C3Z3NYqngbN5MFZZl1S4PC6PikhcvqCi4SxdF9eWdO4r70r//Us6wUSPKLxZWQExI0D4pAqBwrbZG8KgoKnopCR4etF5TU35CRnl5Ff+j7eZGeU45CQkV33stMxXFE3RwcEBWGRbSv39/+Pv7Y/z48ahZsya6deuG48eP4+uvv8bQoUNLfVxGUWxtOeTBEgJdGUGOU8wJ/PffsjWSMfSOoyNFrnv0KNtx1q+nCs5p0yhc6uREIdHt28mrO36cPhrF1SyEhRXV8SyM3GtTh0xGHk+rViVbf7169P8HH1SewIVQqHi2lUoVlbaVGgN4grwKYzp16oRp06ahc+fOaNCgQYH+p5yvv/5a6/v/85//oEGDBnjx4gVGjx4N83dxjTlz5mDs2LGlXDpDHVZWZASt88pYHPPmDZXwRUaSW9GwISVvmNh5hSUxkeqWlCcyqENeaq/JOLx5Q4XAv/yimgts1oxyf1OmUBHGoUNFJzoUpnCvoDrMzBT9f8rk5/Of/FDYIAsEVHWqHBKuDNSrR2HnOnX4FfwYPXKFdD3Cywg+evQIbdu2RW5uLh4+fKjyWnGDcwHA1NQUEydOVNk2+N0nWyQSQcgUR3SGqSmQAStY5pTRCEZH0+P33r0UW7KwYL2BFZybN4uXy7p8mWbszZsH/Pij+n0CAij6LRcKUj5+v36kBlOnDhXb6IrCPXASCbBvH+Us+VQ9ururihvJt/FBIjGe1gIvL/qzPH3a+Jr6S4WVjlM7auBlBPfs2VOmk6SkpGDz5s2IjY2F9F0Gm+M4iMViPHr0CLdu3SrT8RmqiCCEOCMfZZqfmZpKzVuXLlHVQ0YG0LevrpbI0DHJyeRNaQuRXb9Ohmv3bmDuXBK3btaMKkAfPKCWidevgW3byFgWNiJSKd2EL13ip5eekcFffqxOHdLGlItlHzlCOUa+ebrGjal4p7DhLo68PJpi8fHHJXtfeWJjQ5JyDN3A+/knMTERa9euxcyZM/H69WscOXIE9+/f5/XexYsX49y5c3B1dcXt27fRtGlTWFpa4t69e5g9e3apF89QTz4sIMnSQa8gx5HmVOvWTIupApOWRrVL6tRWsrKojSExkXr6fvuNClkWLiRvMDubmtY7dCDD2KYNiQIVNoDyGYAWFvQ1H4KD+Xsrnp6KyQ9Xr5JxLk2hSkkH4d64QT831vpagVHXYKpDeBnB+/fvw9fXF9HR0QgODkZ+fj4iIiIwduxYXL58udj3h4SEYPXq1Vi8eDGaNGmCQYMGYdu2bZg2bRpu3rxZ1mtgFCIfFshN1YERjI2lmLy5eSXtxK0c/PMPGTZ1mYmtWylH6OxMzeZyWa3Zs6nys359+hcRAfz9N3mKO3YUPc6tW8WX44vFdL6cHMX3fKtUzc3JI716lbzZ4opp1OHpWVQTtTjS0sjgVpbimUqJniNQvIzgmjVrMGPGDOzYsaOgqGXJkiWYPn06r2Z3kUhUII/m6uqKB+/UbYcOHYq7msrCGKVGBCHy08poBAUCqo13d6c7RaVvSDJeJBL1gzxEImDNGhpse+4chRgvXSLFF46jkOfFi8DOnVR+v2wZsG6d+nO8fk2Vp5qIiKBimk8+oeKZjAzAzq5k1/Hxx/Sx49Pcrg5nZ9JF5QvHqS/IYVQteBnBBw8e4EM1SYDBgwfjiXL3pgYaN25ckPdzdXUtCKPm5OQgT89Jz6qIWCCEOFMHzfIhIXTnc3RkVaEVlOxszb+ab7+lMN+8eeTIP39OPYTNmwOrV9M2eQ7t+HHyEjV5RMrN6Mqz7bKzaZwRx1EOz8GBIuc7dxZfOaoOQ3bgHDhQ9lYShvHDK9FTvXp1xMfHFxG7Dg8PR82aNYt9/5QpU7Bo0SJIpVL4+vpi4MCB4DgOYWFh8JKrkDB0hhhCiNPL8HCRl0dxrNBQGgbHZxAbo1z491/1SjAAzTtetoxkzHbupOKXadPI61u0iLw1e3sqmGnRQnPo8u5d1fCkuzt5ke+9R1MkPv1UtSDno4+ocKY8Qozm5or8pTYiIijVXVEnRjAMBy9PcOzYsViyZAlOnDgBAIiKisLu3buxfPlyjOIxu2PQoEHYs2cPmjZtCmdnZ2zevBlpaWno2LEjVhbX1MSTv//+Gz4+PvD09MSAAQNw5syZgtdevnyJyZMno127dujVqxcOHz6sk3NWVMQCc0jTy9Bg+uwZPe5HRlJ/ICuKqbBkZ6uvwIyIIImtjz6i7z/9lLw+Nzf6/uuv6d/GjRQS1dQikJVFxlP+PoDqFExNKbz6ySfqK1LLK8fm5UXPbsURHs6/hYJRueF1d5s8eTJsbGzw008/ITc3F3PmzEGtWrUwY8aMIv1/mmj3Lu6SlZUFT09PdNX0+FoK7t27h2XLlmHbtm3w9PREcHAw5syZA2dnZzRv3hz+/v5o27YtNm3ahIiICEybNg2urq7w8PDQ2RoqEmKBObjM3NIf4OlTutO5uVEyiE89PEPnXLpEv4pPPlGvvamtEvL332nKu7zCMjNTdQZy9epkIPPySAP0+HH1qiynT1OYszAVtVumVi1qF9FGcnLla6JnlB5eRjAxMREjR47EqFGjkJOTA6lUCjs7O0ilUkRERKB1MVMFZDIZtm/fjv379yMpKQkAULduXUybNg0jddBxm5iYiE8//RTt27cHAHTv3r0g9ygUChEeHo4dO3ZAKBTC09MTAwcOxOHDhyutEZSYWECWUQZPMD+fKgwcHenOyWJGBickhHrmvLxoZpyy0YmKospLmUxzFeW1a8CSJfR1ZCQ1ug8bprrPoEGKrzV5gubmxtNILqe49d6/z+q8GAp4GcHevXvj2rVrqFGjBqyVHkkTExMxduzYYvsFf/zxRwQFBWHGjBlo1aoVZDIZ7t69i4CAAKSkpGD69OnFrkEikSBHXntdCB8fH5Xvnz17htjYWLRo0QJxcXFwcnKCrVL1gIuLC4KCgoo9p7EiFpiXXXQ2NpaMIFPzMThxcTThXCajIhblj71IROFJ+fDawoYNoHFGjx8rQqEPH5JTb2+vup9yyFKdVxkfr5ipbEwU1yuYmVn0Z8Goumg0gn/99RcOHjwIgNRdJk+eDNNCwf+3b9+inlypVgvHjh1DQEAA3lfqnG3fvj2cnZ2xbNkyXkYwNDQUkyZNUvtaTExMwdcvX77EtGnTMGTIELi7u+P48eOwLNRsaWlpidzcouHC9evXY8OGDcWupaIjNRUCOWUwggIB3Tnr1dNeF8/QC+HhlGd79ozaBZSNVXAwyZ5lZwO7dql/v3z+sbW1Qmi5uHFCZmZFdT7v3QN8fct4MRUQ1hPIUEajEfTx8cGrV68AABEREejcuTNsCmXgbWxs0L9/f14nclRzM23QoAHy8/n1s3Xt2lXF2KlDrkDTp08fLHkXC7K2ti7ShpGXl6fi0crx8/ODn5+fyrZmzZrxWl9FQmIqhGleGXKCHEeVFe7upBvKMDj5+fT8UXjgbGYmtSFYWZGneP06eYaDBlEzPECG8rvv6OuICFKBKQ55j518GjxAH4MqMamAUaXRaAStra0LJM3q1asHHx+fItMj+PLZZ5/hu+++w08//YT33nsPAJCRkYGAgACMHz++VMcszMmTJ/HNN99g3rx5GDduXMF2V1dXJCUlITs7u8CIx8XFwU253K2SITW1gJm4lC0SEgk9Kj9/TnfPij5krRIhlZJodFgYSZw5OZGCCkDFHP/8Q9sAymtNmkRGcdw4et+gQbTPmzeKUOjTp6q5P024uNC55EZQPpXBGNHm6WVnl33AL6NywSsnOHToUCQmJmLfvn148uQJli1bhqtXr8LV1RVtNWTmO3furDJhIjU1Fb169cJ7770HU1NTvHr1ClKpFElJSZg7d26ZLuLWrVv4+uuvsW7dOvTq1UvlNRcXF7Ro0QIBAQFYuHAhHjx4gMDAQGzatKlM56zISMyEMC2tEYyPpzygnV3ZJ7MySsT58zS2sXVrMkoA5QNr16Z2hClTFDf4xETaV86kSaQK89VX1AivnAHgE/6zsiLZMjkxMSUfZGsMhIWx1giGKryM4P379zFx4kR4enoiJCSkQDt0yZIl2LBhA3qokV1YsGCBrteqke3bt0MikWDevHkq27/44gtMmDAB69evx9KlS+Ht7Q17e3ssWLAAHSpxeZjE3Apm2aWUTXv8mMoP+YzjZuiUnBzy3Hr3Vt1evz5ViyobM+Wv09Np2O2TJ9Qi8Omn6vcrjpcvST900CAygnw8SGPj9evSy7IxKie8jKBcO3Tq1KkF/X5LlixBjRo18Ouvv6o1goacGL9582atr9epUwdbt2410GrKH6mFFcxKqxiTm0tGsFUrlhAyIPn55ICLxfT/nTvk0c2YQaosylMOCmte+vuTAatZk8YgyVsEsrL4jzICyNM8dYrWUNzEeGOlMl4To2wYRDuUYVikllYwk4lLf4CXL6k3sBLnTSsa166RbibHUVp2wgQgIQGYP59GGylHpkNDFZqfT5+S93bgAOUFlUN94eH8imLkmJqSBNu5c8adCpZXujIYfOBlBOXaoYXhqx3KMCxSKxuYyUopoC2VkhG0sFAtFWTolfR06l0TCIA9e8iru3aNmroXLVLdNz6eqjkBmg4/bRopwBTmzRvS9ywJNWrQWgql1o0KGxsqgGEw+MArHCrXDpXn3KKionDp0iVs3LgRkydP1usCGSVHZmkFM66URvDJEypFdHRkmqEGQiYj4xcTQ873vHk0008goJ4/Dw8yiIMGUftm06b0vufPKVRaTOdQiVEnk2ZMyI1gtWrlvRKGMVBm7dBPlbPwjIqBtTXMuVLEg6RSkipJTCTNLoZBuHmTKj3v3KFQaK1aionslpbAzz8DX35JXl9YGDBiBBnOadMAPz9FfyCD0OQJ5uQYd5iXoR94P+qPGjWqiHYoX1JSUrBt2zbExsZCJCrqoezevZv3sRjFI7WyhnlJPcHjxymhJBCQAWRyaQbhyhV67ujUCbh9m0YeTZumWsDRqxc56Hl5CkWX336jUUiLF5fPuisyNjbA27dFtyckGKcMHEO/8DaCly5d0mjE5E31mvjyyy/x5MkT9O7du9QN9wz+yKxsIOREKJEvePMmlShKJKw9wkCIxWTI5IXUycnUsH7ggOp+lpbk7Z04AXh6kjFcuZJCpJpGPebmqvYKViVsbEhyrjAJCaq9lQwGwNMILlmyBIcPH0bjxo2LGDGBQFCsEbx37x52794Nd9alahBktnYwL6kRdHKiu8Tbt4qkE0OvyCtC5Vy6BAwfrr6twdmZBugOG0ZN9U2bAtoU/UJDq+6kBE3h0Kws0oBgMJThZQRPnTqFtWvXFpnWwBcXF5ci+p0MPWJjBSHyoX7mhgaqVQNu3SIdLqYXahBSUxVTqlJTyXBt2aJ+30aNqB1CIADOnAGKk+xNS6u6E7CEQpq2wWDwgZcRtLW1RZMyhMhWrFiBRYsWYeTIkahfvz5MCg386t69e6mPzSiKmZ0lhCjBXSAlhSbIBwZSUYybm/EKRxoRynm/O3eo9UFTuK5RIxpwC1AfnyZjyWAN8YySwcsIzp07FytXrsSiRYvUGjGrYkqurl27hkePHmHlypVFXhMIBIiKiirBkhnFYWn37tcqkfB7Q1QUlc69egVER1N5IruT6JXXr1V7+O7cofCmJnFnBwdqiUhKImOpLdSZnV0ypZiqAnuuY6iDlxGsXr06IiMjMWTIELWvF2fEduzYgfnz52Ps2LGsMMYAWFtzyIcFBMrlhNpITgbmzKFqgho16G7BWiT0yt27wAcfKL6PjdVetJGRQc8lAQFAv37aWzhDQqjalKGgssrAMcoOLyO4YsUKeHt7Y9iwYUUG1PLB1NQUffr0YQbQQNjYyMgI5ufzM4IA5QIBUol58wbQMB2EoRvy8lR71h49AsaMUb/vmzfkqA8ZQkbw/Hntx87MZAUghYmJYfVeDPXwMoIpKSmYN28eGpSyyWb69On47bffsHTpUtjb25fqGAz+2NhwyIMlTPLyAFvb4t+QkUE19SNHArNnU1UFX+PJKBXKXolIREawcIiT44CTJ2nfHj3IU+zbt+iUCUbxVNapGIyyw8sIfvTRRzh//jwmTZpUqpOcPHkSDx48wMmTJ2FnZwfTQtMJrl+/XqrjMtQjN4I2fCtynz6lPOCYMSRVEhio1/VVdUQixaQHALhwgSLSrVoptonFJIg9ZAgV7l64QNqiI0ZoP3Z6OvMCNcHCoQx18DKC9vb2+OWXX3Ds2DE0aNCgiBH77bfftL5/1KhRpV8ho8TY2nLIgxVs83nMFMzLA168oG5sdpcwCH/9BQwerPj+1i0apKvsfP/1F2l4yjMItrbaRyOJxfT+0FCaBMFQxYTXqABGVYSXEUxPT4evr2+pT6I8WzArKwtSqRQODg6lPh5DOzY2MuTACsjjYQTj46lJjU0DMQihoYCXl8KYhYRQDq99e8U+UVFAy5aq45OKm4wQEAAMGEDHYpWhqs9zUikzggzN8DKCq1atKvOJ9u/fjy1btuD169cAgJo1a2LChAmYOnVqmY/NUMXOjkMKrCDL5hEOjY8nT7BhQ/0vrAojlZLsmUxGRhAg7y0hgSpFp09X7BsZWTTsaWNDnqA6IiLIs4yJUR2+W5VRbod4+pT6LBkMdfDWDo2OjsbDhw8hezfSmuM4iEQiREZGYsWKFVrfu2PHDvz++++YPn062rdvD5lMhjt37mDr1q2wsLBgkyh0jK0thxewgjiTR8O8fJI8qxrQK1euULpVee7f2bNU+BIfD3z0EW1TVpFRxs6OxjyqIzqajGbLlrpfd2UgMZHCzQyGOngZwS1btuCXX36BtbU1cnNzYWdnh8x3JfV81F727duH5cuXY8CAAQXbOnTogLp162LdunXMCOoYc3MgDxbIT8+HaXE7Z2VRnG3IEDKGDL2Qnq5qAF+9Au7dI+N4756iSf7aNfWSaHZ2ii4WZUSiqiuUzZf0dDZbkKEZXpHyAwcO4Ouvv8adO3dQu3ZtHD9+HMHBwWjbti1a83jESk1NRZs2bYpsb926NV69elXyVTOKRQQL5KfxyAkmJJDrIZ8in5vLhq7pGHUTHf75B/jzT5oRqNzFIhKp706xsFCvh3n1KtCtm27XW9lgjfIMbfAygm/fvkW/fv0AAC1atMDdu3dRu3ZtzJ8/H3///Xex72/atClOy4UPlTh16hRcXFxKuGQGH8QwR346DyOYmEguiokJYGpK2lx16+p/gVWI4GBVdRiAPD57e5oKIScqimRbSwLzchiMssFbNi0tLQ3169dH48aNERMTAx8fHzg6OhYUumjD398fn3/+Oe7evYt27doBAO7evYurV69i/fr1ZbsChlpEAgtIMnkUxrx+TcKUAMXcoqOL3rEZZSInR7Vik+MoH7h6taqHEhNDUWm+5OYyTQMGo6zw8gR79+6NJUuWICoqCp06dcLx48cRGhqKXbt2oS4Pr6FLly7YtWsXhEIh/v77b5w5cwa2trb466+/0LNnzzJfBKMoYgghS9NQTqjM27fkkgBkDJ89UxhFRpnJySkaXb50iYpcPvxQdXtJy/iPHSt6DAbBwp8MvvDyBBcsWIBVq1YhJiYGQ4YMwdmzZzFhwgTY2Njg559/Lvb9y5Ytw2effYZ169aVecGa2Lp1K/bv34/09HS4ublhwYIF6PBOh+rly5dYvHgx7ty5g+rVq2PWrFkYPny43tZSERALzMGlqamkUCYzk8YSyPW6atQg6RJ2B9EZFy8CvXqpbtu+HRg7lubelZboaKBFC+1C2lUdlgtk8IHXs6eVlRVWrFhRMEVi1apVuHHjBkJCQnhVhwYFBUGgx09jUFAQDhw4gN27d+POnTsYMWIEZsyYAbGYZqv7+/vD1dUVISEhCAgIwOrVq3Hv3j29raciIDKxgIm6ckJlEhPJCMr1uurXB9zd9b+4KoRYrDoeiePIME6cqLpfWlrJHPDoaDb7WBtWVhQuZjCKQ+Nz5L59+zBixAhYWFhg3759Wg8yduxYra+PHDkSa9aswdSpU1G/fv0ikyiKm0dYHL6+vujZsydsbGyQn5+P9PR0ODg4wNTUFHFxcQgPD8eOHTsgFArh6emJgQMH4vDhw/CoxHcRiYkFTLMytO+UmEjh0D596HuBQLVSg1EmxGJV1ReAjJdUqqoQA1CDvLJ2aHEwBRTtWFtT54+m+YwMhhyNRnDHjh3w8fGBhYUFduzYofEAAoGgWCN45MgRpKWl4byGGTB8hupKJBLk5OSofc3e3h42Nja4dOkSZs6cCVNTU6xbtw4mJiaIi4uDk5MTbJXq0F1cXBAUFFTsOY0ZkaklzHKLyQk+f06VFS1aGGZRVYyIiKJN2qdPA+3aFQ3TJSeThjlfWJhPO3KZOQcHVjzE0I5GI3jx4kW1X/Pl4cOHcHNzg4mJiU5ygaGhoRqnWMTExAAAvL29ERYWhqCgIPj7++Po0aPIzs4u4nlaWloiV02sZP369diwYUOZ11oRyDe1hmm++oeGAlJSqCiGJZb0wvPnRUOWx44BH39cdN+SGDWmhVk8NjZUlPT2bckeLhhVD413v8TERN4HUVchOmrUKJw8eRJOTk7YsGEDNmzYUKZZgl27di0wdpoQvqs0GDp0KPbv34/g4GDUr18feYVGCuXl5cFaTZzEz88Pfn5+KtuaNWtW6jWXJyJza5jlF9MikZLCb94go0Ts3UveHlB0buCtW8ChQ2U7flIS4ORUtmNUdmxs6OMtFgPvvVfeq2FUZDQawV69eqktZuHeKdMqv6YunCkUCvHXX3/By8sLoaGhCA0N1Tg5omPHjiVeuDKbN2/G27dvsXjx4oJtYrEYdnZ2cHV1RVJSErKzs2HzrlkrLi4ObiXtSjYyREIbmGQXox3KjKBekLdbFvbWrl4F6tVTf1NWFnwujvh4hcAPQz3ycGh6Opsoz9CORiMYqDRYNTQ0FDt27MBXX32FNm3aQCgUIiIiAgEBAZgwYYLa98+ePRtr1qzBhg0bIBAIMHv2bLX7CQQCXjlBbXh6emLatGnw8fGBu7s7/ve//+H169fo1asXatSogRYtWiAgIAALFy7EgwcPEBgYiE2bNpXpnBUdkdAGJhli7TulpjIjqGPksmc1ahSdXHDiRNHp8QDpFdSuzf8cb94AnTqVaZmVHnlhjEzGVAAZ2tFoBJs0aVLw9axZs7By5Up06dKlYJujoyMcHBwwf/58jB49usj7x40bh7FjxyI3Nxeenp44d+4cauppZp2XlxeWLVuGRYsWITk5GS1atMDOnTtR450c//r167F06VJ4e3vD3t5epYewsiK1sIaprBgj+PYta4zXMWFhQNu25PFlZQH379P3AOUDf/216HsiIhTjlbRhaUll/6z/rXhMTckAMhjFwasi4s2bNwUGRRkLCwtkZGguwxcIBLC2tsaFCxdQt25dvfYKDh48GIOVx3UrUadOHWzdulVv566ISISWMJFJoTXKlpRUtFafUSYSExXe3tGj9IzRqBH1Ab59CxSeTf3yJb2Hj0P+3nvkNTIDyA+BoGRhZkbVhFeNmbe3N5YtW4bHjx8XbIuOjsbSpUvRu3fvYt9fr149vRpARlE4C0uYcjw8QSWPn6E7EhPpR/vhh5QLPHmSimWU84Rv3wIXLgDjxvE7ptwIshs7P9jPicEHXkZwxYoVMDMzg6+vL9q2bQt3d3cMHToUtWvXxtKlS/W9RkYpkFlawVybEczPp6qBSh4WNjTyZ71r1yhvJxRSWHTfPkApm4C//qLimU8+4X/s2rUpH8hgMHQHr3BojRo1sGfPHjx+/BixsbEQCARo2rQpGjdurO/1MUqJzNoGQi4fGpWj3ryhRip5LT9DK/HxZMjmzy++rVJe6CIQkKGbMQNo2BDo2pVev3yZfuwlrfA0MyODamdXqktgMBhqKFGXtKurK1zLWJudnp4OOzs7mLBuX70is7KCkNMyT/DRI3JT9FSsVNm4dw+YM4eKW0aMUL/P8+dkoK5fBwYMoMKMiROB776jQtzu3WlbcjLQo0fp1iGRAN7epXsvg8EoisEs0bZt29ClSxd06dIFL168wPz58/H9999DIpEYaglVCoGtNSw4Lc3yjx+rDrljFIuNDbU/SKXqX//2W9pHJqPqxL/+oq9nzAAWLyZxntjYkmmEFmbMGMXkK4Z2JBImhsQoHoMYwe3bt+PAgQP45ptvClRd+vfvj9OnT+OXX34xxBKqHCZWFjCBjCQz1PHqFTOCpaBVK5oAX5iUFKBZMzJyT54A//0vsGAB8P33qsUwMTGsedtQxMfT74TB0IZBjOChQ4ewfPlyDBgwoKBKtE+fPli9erVKUz5DdwgtgDxYwUTTPJmMDNZFXApcXcmJLsytW4CbG1UkrlkD/PADMHky0K+f6n4cx3Q/DcWcOYCLS3mvglHR0RgsePToEe+DFCdB9vLlSzQqLJ8Bap1IT0/nfR4Gf8zNOeQIrCHIzla/Q2YmmzPDE+WwmqZOn9xcGpsUEUE5u8OHDbc+hnpYVxaDDxqNoNxr4zQ028hf4yN71qpVK5w6dQpTp05V2b5v3z60bNmyFMtmFIdQCOTCCiYaxk8xT5A/L18CdeoUv19MDLBlC3D3rv7XxGAwdINGI3jhwgWdnWThwoWYMmUKQkJCIBaL8euvv+LJkyd48uSJ1lmFjNIjFHLIgQ3sNXnaaWksJ8iT589V83hyXUr5j08qpUKYbduAn37SbDDz84sO2WUwGOWLRiNYo0aNgonv6mbvlYS2bdvi9OnT2LdvH2xsbJCXl4du3bph06ZNcHR0LNOxGeqxsOCQBRtUe/tW/Q6vXxed+MpQS3KyaidJy5bU/ydXnIuNpSrQlBRAjYxuAbGxTKCHwahoaDSCnp6euHr1KmrWrIl27dppHKvEdwpEzZo1MWfOnLKtlsEbGxsOWbCFaUqK+h2Sk9kdmSeFBavr1gVu31Y1gpcvA/37ay96efoU+Ogjfa6UwWCUFI1G8L///W/B/L/du3eX6STjx49Xa0QFAgHMzc3h6OgIX19fdJVLajDKjJ0dGUGT1FT1O2RmAi1aGHZRlYTCH2WZDAgJAaZP1/4+ediUwWBUHDQaQS+l2S7KX6empsLU1LREU+K9vLywZcsW9OvXDx4eHgCAsLAwnD59GoMHD4aFhQX8/PywZMkSjZMgGCXDxkaGTNjBJDVN/Q45OayJqhhkMv5FLtHRTMmFwTBGeOkpcByHjRs34uDBg0hOTgZA44kmTJiAiRMnFvv+kJAQfP3110UG8LZv3x6nTp3C7t270bFjR2zYsIEZQR1hZ8chibMDUjUUxuTn8yt5rMKEhNA0CHXKcnJvkONIhlUmA7RJ6UqlrD+QwaiI8DKCP//8Mw4dOoQZM2bA3d0dUqkU9+/fx6ZNmyCRSDBlyhSt7w8PD8f3339fZHuXLl2watUqAFQ8k5CQUIpLYKjD1laGWNiBy0gs+qJIRHdlNlBXK69eAcOHq39NICDDl5hIuqIdO2rvS4uJAZo318syGQxGGeBlBA8fPowff/wR3bt3L9jWoUMHODs747vvvivWCDZu3BjHjh2Dv7+/yvajR4/C2dkZABAbG6u3yfNVEVtbIAu24LLVVPa+eEGNhKybWCMSifb8XYMG1Drx4AHJqA0cqP14jx4Vvw+DwTA8vIygVCqFk5NTke2NGjVCtiZFEiUWLFiA6dOnIzg4GG3atAHHcYiIiEBcXBx+//13REZG4ssvv8T04ioLGLyxsOCQJ7CCNFONiHZCAhlBhkauXdOe42vSBPj3X9KnfPIEeP99apGoUaPovmfPUl8he+ZgMCoevLIUkydPxvLly/Hy5cuCbWlpaQgICMBnn31W7Pu7dOmCoKAgdOvWDUlJSUhJSUH37t1x5swZdO3aFUKhEGvXrsXnn39e+ithqCAUcsgVWIPLUTNO6cULwNLS8IsyIlJStE+ZsrYmTzAykrpNOA44coQmR4hEqvvm5WnvH2QwGOUHL0/w5MmTePz4Mfr06QMnJyeYmZkhMTERYrEY9+/fx549ewr2vX79utpjNGjQAF9++aXa15o0aYImrGdNp1hYAPmmVuBy1XiCr14xyTQtiEQ0Mqk4hg2jcKi3Nz1XTJlC9UZ79tDMQQcHcrrr1dP/mhkMRungZQQ//fTTMp0kJSUFmzdvRnh4OCQSSRE90r/++qtMx2cURSjkkGtqC+SLir6YlMTEs7Vw9SrQrVvx+zk4UD6wRw9FqNPCApgwAdi/nwzh/ftFJ0kwGIyKAy8jOHTo0DKdZOHChYiIiMCgQYNga2tbpmMx+GFqCojMrCEQqxlanJnJwqFaSE8HqlWjr//9lxTmhgwpul9GBnmC335LzrUcc3Ng1CjgzBkKk/LxKhkMRvnAywiuWbNG6+tff/211tdDQkKwe/dutG3blv/KGGVGIrSCIFfNUN3sbGYENVC4n+/NGzJk6jh5EkhNpZl1eYWizhYWReXWGAxGxYOXEQwPD1f5XiqVIiEhARkZGfDx8Sn2/TVr1oSFgeTzHz58iBEjRmDfvn1o06YNACAmJgZLly5FdHQ0nJycsGjRIpV2j8qK2NIWJllqjCAbo6SRkBBASSAJMhnQsCGFPa2tgXcdPQCAS5dIC/TBA0Dd8x3TfWAwKj68jKBy4YsyK1euhJlZ8YeYM2cOvvvuOyxcuBDOzs4wLxQfstLRDTk/Px9fffUV8vMVFZEikQgzZszA+PHjsWfPHgQHB8Pf3x9BQUGoV8krFmTWNjCVqTGCKSlArVqGX5AR8OoVIJewffUKeO89wNMT6NQJuHmTWie6dqWq0GvXaIJ8WpoifMpgMIyLMgk5TZgwAYd5jNBevXo17t27h5EjR6JTp07w9PRU+acrVq9ejR49eqhsCwkJQV5eHiZOnAhzc3P07t0bXl5eCAwM1Nl5KypSW1uYy9QUxqSm0igEhgoymWKCPADcuAF06UKOc1QUsHQpKcj8+iswaxZgZwcMGMBCngyGMcPLE9TE7du3YcJDEHHdunVlOQ0AQCKRIEfDlHR7e3tcuHABYWFhOHjwILZs2VLw2uPHj+Hq6qoyxcLFxQWxsbFlXlNFh7O1hVCWT3d35d9TRoZqXK8KExpK6i916gBhYYC7u+I1gYB+bH//DfTqRXMEf/qJpsc7OwO//Uava8oZMhiMig8vIzh8+PAio5Cys7Px9OlTTJ06tdj3K0+hKIyocGexBkJDQzFp0iS1rwUHB+P777/Hjh07ioRac3JyYFmoCMTS0lLtoOD169djw4YNvNZjDJjaW8MMYip3rF5d8UJ2NuDqWn4LqyBwHCm+JCZS9efTp6pVoHl5wNq1wObNwPffkyG8fBlYsACQp8JfvADUiCkxGAwjgZcR7NGjRxEjKBQK0aZNG3Tp0qXY98v7BGNjYyGVSgHQZAqxWIxHjx7h1q1bxR6ja9euiImJKbKd4zhMmjQJ06ZNg4uLS5HXra2tkVeodC8vLw/Wavrk/Pz84Ofnp7KtmRGPG7KwEiBPYAXrFy9UjWBenvaRB1WEyEjAw4P+B1TDmrGxZOy8vICFC4GRI6ntpHVrwM1NsV9oqPr2CQaDYRzwMoKFDUNJWbx4MaKiotC7d28cOHAAo0ePRnx8PG7evImFCxeW6dgvX77E7du3ERERgYCAgILtEyZMwIoVK+Dq6ort27ervCcuLg7t2rUr03mNAUtLIFtgC+vERLp7yxGL1YtcVjGePKGc3oMHQG6uqpzqihXUML93r+p7Ck+CYG0QDIZxo9EI5uTkYNWqVThz5gyEQiH69OmDr776qlTN7iEhIfj999/RqVMn3Lp1C4MGDYK7uzt++eUX3Lx5k9dMQk3UrVu3SAtHs2bNsHv3brRp0wYikQimpqbYunUrJk6ciKtXryIkJASLFy8u9TmNBQsLmi5fW7mTGyAjyMoZCwxY8+bAoUNkEAHqDQwMJC9PG8XpizIYjIqPxqqW9evX49KlS5gyZQomTZqE4ODgUhsOkUiEhg0bAgBcXV3x4MEDAKREc5fv6O5SIhQKsW3bNly+fBmdO3fG2rVr8csvv6BBgwZ6PW9FwNKSQ4bAgWTS5IjF1BFuY1N+C6tgNGkCREQAu3cDtWtTuPPDD4GmTbW/LzSUWicYDIbxotETPHXqFNauXVuQ8+vYsSPGjh0LsVhcpPikOBo3boxbt25h4MCBcHV1xf379zFq1Cjk5OQUydfpgsK5w6ZNm2L//v06P09Fx8KCQ4bAnqpB5SQlkY4Xi+EVcOECEB0NbN0KnDtHlZ83bhT/vvx8JrzDYBg7Go3gmzdv4KpUQSifA5icnKx2tqA2pkyZgkWLFkEqlcLX1xcDBw4Ex3EICwvTWjnKKBuWlhzS4UDVoHISEkjTq4qjPCli1y4SzV67lkSxT53SPFFeGfYcwWAYPxqNoFQqhanSaG2BQABzc3OIxWoUSIph0KBBaNCgASwsLODs7IzNmzdj9+7d6NixI+bMmVO6lTOKxcKCQxqqqXqCCQnMfQFVfzZtSpWhf/8NfPophTaPHKGqUD4GjvUHMhjGT5ma5UuCcjVm165d0VWuTcXQGxYWHFK56kD6C8XGly+ZEQQQF0e9fgMGAJMmAc2aAUFB1BDPxwC+fk35QwaDYdxoNYJHjhxR6aeTSqU4fvw4qiv3nAEYO3as1pNkZWVh+/btiIqKQl5eXpF5grt37y7puhk8sLHhkMJVB9IfKDZWwVmCHAdIJKTuYmJCRk4sJi/w+nWa/XflCtCzJ6CmFVUtERFAx476XTeDwdA/Go1g3bp1ceDAAZVttWrVwpEjR1S2CQSCYo3g4sWLcf36dfTt2xd2dnZlWC6jJHTqJMIeribND5STllblJkicOkWqMCIR2f8RI6g4dsECYOZM0gA1NwdatKBocXo65Qa1kZVF72MwGMaNRiN48eJFnZ3kypUr2LZtGzp06KCzYzKKx8lJhhSuGrjMLBRE+LKyqpwRlEjokhMSaDJETg61QQQHUzN8fDyNSwKA7t1pGO7AgdqPyfKBDEblwCA5QVtb2yIhVIb+MTMDMuAALidHYQTT0qqkC/P6NYlfV6tGIdC2bYFPPqFm9zt3AG9v2k8opFApg8GoGpRplBJfJk2ahICAAKSnpxvidAwlMgT2kOUq5isiNbXKSaa9eEEh0cGDgfXrySBGR5MoNkCSacpp0gYNyDvUhESiOnKJwWAYL3r7U+7cubOK6HZqaiq6dOkCOzu7IuOXrl+/rq9lVHmyTO3B5SoJEqSmAlUoLP32LWmDRkYCn3+uELvWJnrdoQNw7JgiRFqYR49URbQZDIbxojcjuGDBAn0dmlECskwdSNpETkYG0KhRua3H0ISHk1D2tGn8NQIEAsr5aRLHfvQI+Ogj3a6TwWCUD3ozgkOHDlX5PiMjA+np6QWanefOnUOHDh1YrlDPZJs5wCRPyQjm5lK8r4qQlUVtD/7+JJkKUOgzKwvQpgXfrRvwzz/ABx8UfU0qpbFKDAbD+DFITvDu3bvo27cvDh48WLBt3bp18PX1RaR8mBtDL+QJ7WAilZDxA2iWYL165bsoA3L3LrVH2NtTCwQAvP8+DccFyElWHqEk5733aJqEHI6jZvq7dwGZTO/LZjAYBsIgRnD16tUYPnw4vvrqq4JtgYGBGDJkCFauXGmIJVRZhJYCiE0sqD8AoGa5unXLd1F6JCmJdEAB8gAfPiQ5tFevFA6wlRUZvjNngJAQ1VGLyjRqRMoyAHmFHTpQeJSJHTEYlQeDGMGYmBiMHj26yHT6UaNGISoqyhBLqLJYWnLIN7Ekdwig+v9KFoL+6y/FtKjr18nY/fknff3mjWJOoPLHr18/RVtE/frqj9u+PbVPAEByMuDkRJPoHR31chkMBqMcMIgRdHR0xK1bt4psv3//PmpUsXJ9Q2NlxSHPxJo0Q7OzKa5XiZrlHzygobjBwYptzs5A375k3G7epH5Adc3ttrbqc37KODgAjx+zHCCDUVkxSLfTxIkTsXz5cjx8+LBgJFNkZCQOHjwIf39/QyyhymJuziHXxJbigU+fUhzQSGcAicWK8UdyoqJo7NHLl2QQ69Sh7dWrU7jT3Z3aIks7PapvX5o32KNHmZbOYDAqKAYxgqNHj4ZQKMSBAwdw8OBBmJubo1GjRvj+++/h4+NjiCVUWczNOWSaVQOePweePTPKWYLJycDZs0BKCjBrlmJ7SAjQuDF93asXTYb/9FNyeE+fpsG4kyZRMYunZ+nP37t32dbPYDAqLgbTvRg+fDiG85lUytAp5uZAqvl7lBN89swoJ0hcuAAMGkTKL/fvU/iT4+iS5J04qamkE/7PP0BYGDm9iYnA2LGkFsOKWRgMhjoMkhNUxtPTE8+fPzf0aass5uYckoVOVCHy/Ln25rgKgExGXRzPntH3L15QiNPGhobgvnkDHD0K7NxJ8wDlnDkDTJlCXt/335Os2cmT5PgaafSXwWAYAIMrIBaeJcjQL+bmHJLN6wIpt0k828amvJeklT//pHxeWhrN/rt0CRg/XvF6nz6q+1+/DmzdCnzxBc0K3rQJOHCAwqMAHccInV8Gg2EgmAxwJcfcnEOSeT2yBm/f0hiFCoJIRH180dEUts3MBNq1A1q1onDnzp3AuHFFPbnISJoAL5NRDtDZmQbiduhAl9ezp2Lfc+eAYcMMelkMBsOIMLgRrFevHsyYBL/BMDfn8MLSFUjJoVhirVo6Oa5UqpjSXhqSk4Hjx2k6+4gRtE15OoNAAHz2mep7OI6M3p49wJgxgKsrhTvPnKH8386dlDuUryklhVocWHsDg8HQhMGtUVBQkKFPWaUxNwdibTyARymUbNORePbhw2SwSuplhYUBsbHUqjhpEn8jevQohUWtrIB794A5c6gHcPlyMsb16wPffqv6npMnqTCGwWAwNGFQIygWi7F//37cvn0bHMfBw8MD48aNg4UOyvbnzZuHs2fPqniZf//9Nxo0aICXL19i8eLFuHPnDqpXr45Zs2ZVmUpVc3MOaSY1KWF25w4wb55OjmtpSS2HGRmky6mJP/6ghnQ3NxpP5OJCfX2FuXSJWhlr1y6a99u7l1oj9uyhdgV7e2DmTAp9vv9+0WNxHPC//1FYlBXFMBgMbRi0OnT58uW4fv06unTpAi8vL5w7dw7/+c9/dHLsyMhIbNmyBXfv3i34J59Y4e/vD1dXV4SEhCAgIACrV6/GvXv3dHLeio65OUeT0uvWpSRc5846Oa5AQMbq/HnN+zx8SDm+qChg3z6a5u7uXnS/P/6gkGX9+jT93d6eDOfp0xR2XbiQegCHDqXXDh2iwbjnzqkvejl7lprcq5BOOIPBKCV68wRv3bqFDoWGt167dg3nzp0r8Na8vb0xcuTIMp8rOzsbz549Q/PmzYu8FhcXh/DwcOzYsQNCoRCenp4YOHAgDh8+DA8PjzKfu6Jjbs5BIgG5UnFxOhXPNjMjw3Xpkmoxipy7d0myzMSEdDfVaW7evUvbFy2iXr8xY6jVITmZ8n8ffUQFrYMH0/6pqaQA8/HHZFjfvCHvUQ7H0ZikmjV1dpkMBqMSozcjuGrVKlSrVg1ffPEFWr+T6ff09MTcuXPx/vvvQyaT4cSJE/Dy8uJ1PIlEgpycHLWvPXz4EEKhEAsXLkRYWBjq1KmDuXPnokePHoiLi4OTkxNslfrjXFxcqkxu0tycCk5kDZxh4uxMFqmM5OZSOBQAvLyAv/+mkUTyqHZqKnDxIlV5AuTdpadTOFM5dJqTA3z3HU19WL6cBt/Kl3fiBPD119T+oJzXCw4GfH3p6zFjqBG+Xj3yMgHg1i1aE4PBYPBBb0bw8OHDOHfuHL755hvUq1cP/v7++OGHH7B3714EBwdDIBDggw8+wLhx43gdLzQ0FJMmTVL72tatW9G+fXvMnTsXTZs2xYULFzBnzhwcPHgQ2dnZsJTfsd9haWmJXPl8PSXWr1+PDRs2lPxiKzDm5hw4jmpirC2kOjlmYqJqqLF3bzJ68mnrly9TqNTBgfJ8hw4BXbpQJWhgIDW95+ZSyJLjaPp7YS/R15eKYHbuVPT3y2QU0VWuIPXxoSIdNzfyGJ8/p/MwGAwGH/RaGNO3b1/07dsXJ06cwBdffIGmTZvCz88PkydPLvGxunbtipiYGI2vd+/eveDrDz/8EEePHsWFCxfQvHlz5OXlqeybl5cHazXJJD8/P/j5+alsa9asWYnXWpEQCskIprTsBuuMBzo5ZmIi0KaN4nsbG/LqlHFwoP/PnqW84IkTwIIFQPfu1OD+5ZdkSCdNUh8mvXmTwpwJCQrJsz//VBhaZQYPpuKZxo0BOzudXCKDwagiGKQwxtfXF4GBgejevTtmzpyJhQsXIkE+5FUHnD9/HseOHVPZlp+fDwsLC7i6uiIpKQnZ2dkFr8XFxcHNzU1n56/IWFhQYUxiXg2gWzedHDM1VWHk5LRoQQUwCQmqaceLF8lg/vsvzfn78kugWTOqKp08Wb2m56lTZMyiooAPP6RtwcHUDF/4vAB5hhMn0nH79tXJJTIYjCqC3oxgZGQkRowYgXbt2sHX1xf//vsvhgwZghMnTsDT0xOfffYZlixZgiT5NNQyIBKJsHLlSoSHh0MqleLYsWO4f/8+fH194eLighYtWiAgIAD5+fm4e/cuAgMDMVheaVHJsbeXITeXBKV1SeHWg5YtaWrD+fOqObl//iHD1b490LChYj7fqVOKZnZlYmOp9aF5c6oQ/ecfEs22sKCQpzacnHRyaQwGowqhNyO4cOFC9OrVC0eOHMHkyZPh7+8PiUQCU1NTjBw5EidOnECzZs145wS14ePjg1mzZsHf3x/t27fH7t27sXnzZtR7l7hav349Xrx4AW9vb8ybNw8LFiwoUrlaWbGzkyE9nRTTdCXbquk4Q4ZQRafcQL59S60Mbm5k2EaOpJxd9eo0GeKff6hoR87Zs5Qf7NKFvndyopxifDzQqZNu1s5gMBjK6C0nmJSUhB49eqBx48aoWbMmFi9ejOzsbDi8e/Q3NzfH2LFj8fHHH+vkfBMnTsTEiRPVvlanTh1s3bpVJ+cxNiwsOMhk5KF98AHwrlC31IjFmmXIqldX/f78eQpRyj00gYDOf/Ag6X9On06Gz8eH1F08PIp2cOigg4bBYDA0ojdPcOzYsZgwYQJGjx4NHx8fDBgwoMAAKiMUCvW1BAbI8MjlQuXjicrC6dNkTPnwv/9RCFRZ1aVvX6pU/fRTapzPySFDWL++TlsYGQwGgxd68wTnzp2L/v37Iy4uDvXq1UNbeSMXw+A4OtKEBpmsbMdJSKCCFW0yaXLS0qgo5rPPVD3EGjVUp8P7+tK+deqUbW0MBoNRGvRmBDMyMtC8eXO1Ki7a3mPP5w7L4I2pKRmYlJSyHSc3l/r/+KZwjx2jmX7FzfKzsqJ/DAaDUR7oLRw6btw4bNu2DZmZmcXum5KSgt9//x1jmeS/zjE15eDmVnZP8MwZYNQofvu+ekVKL0OGMAPHYDAqNnrzBA8cOIBff/0VH3zwATw9PfH++++jSZMmqF69OmQyGVJTUxEdHY2bN2/i5s2bGDZsGA4cOKCv5VRZzMyofeHPP8vuDSqPgVy0iCo/P/uMpMqePSNv0dGRprsPGkRh0xIEAhgMBsPg6M0I2tjY4JtvvsHUqVPx559/4sSJE3jw4AGkUpLuMjMzQ8uWLdG9e3d89913cFQnG8IoM6amHAYPBr74AoiJAbKzSeGlJEilqgbw1Stg40aq7hw2jFoaWrQghZeoKODAAQqFfvUVsGqVbq+HwWAwdIne5wnWrl0bs2bNwqxZsyCTyZCWlgaBQIDqhevpGXrB1JREqRs1opze6NEKsWm+hIeryqSdPQv06wesWUP/JBKqBPX2VszsTUmh3kBzc91cB4PBYOgDg84TNDExQY0aNZgBNCBmZhykUmpYDwkhpZaS8uwZtTrIOXVKIWcGUN/fsGE0DSI7m/oD9+5VPzuQwWAwKhIGnSzPMDympuSptW5N0mlRUaU7jlwFRiSiXsGePakFws6OwqFWVqQpun07iWI7OKjO+WMwGIyKiEE9QYbhMTWlobomJjRoNjy8bMcLDqbil6FDKU+Ymgq4utJrDRtSO4a9PU2acHYu+/oZDAZDnzBPsJIj9wQB8gZLWoD79ClNf5Bz7BhNc6hdu+hEd4CEsq9eJSWYwiLbDAaDUdFgnmAlx8yMqjs5DvD0pIIVZdHq4rh/nzQ9AZI7+9//gB49iu536xYZQFdXMrzy6e8MBoNRkWFGsJIjD4cKBCRZZmUFhIXxfz/HUSgVAJYupcpSdTP7Xrwg/U+AcoRM+IfBYBgDzAhWcszMqJgFIINWpw4QFMTvvTKZIqR54gR5gZ9+qlopKj8ug8FgGCMsJ1jJMTHhkJ6ukC9r2RK4coXfe+WhUJGIGuP37AHS0xWGUSymuYCvXgH9++tl+QwGg6FXmCdYyTEzoykNlpb0/fvvA3Fx/N777BlVeAYFUa6vcC7wxAmga1dg4kQ2BYLBYBgnzAhWckxNOaSlUbGKuTkVrLx+XbJj/Pe/FAaNjASaNqXw58mTlGNkuT8Gg2HMMCNYyTEzI6PXrRsVtTRpQuHN4sS08/IACwuaIXjlCjBiBPDgAWmEnj1LlaZ8h+syGAxGRYUZwUqOqSmHV68ot1e3LnmENWsC585pf19wMIU6v/iCJNFOn6Z8Yno65QKdnAyyfAaDwdArzAhWcszMOOTnK9ocABLD/u23ovtyHPD8OfX8AZQ7PHUKmDkT+Phjklz76y/Ax8cwa2cwGAx9w6pDKzkWFhTaVOb334FWrai3r149xfZLlyh86uhIqjCDBgFTp9LXkZEUCm3VyrDrZzAYDH3CPMEqSJMmFBrdtEl1e0YG5fmaNSNN0EuXKBwKkBfIDCCDwahsMCNYBfDzK7rN3R345x/VSlFlrc81a8ggNmgA5OcD1tb6XyeDwWAYmkpjBO/cuYPhw4ejXbt26N+/P06fPl3w2suXLzF58mS0a9cOvXr1wuHDh8txpYZH3RDdbt0oHCr/MSUkKGTPcnOBLVuAH36g769do4G5DAaDUdmoFEbw9evXmDp1KsaPH487d+5gyZIlmD9/PhITEwEA/v7+cHV1RUhICAICArB69Wrcu3evfBddzowYQYavWjVqhj92DGjXjl775RegeXMynvJ2CgeH8lwtg8Fg6IdKYQSPHTsGT09PDBkyBAKBAN7e3jh06BDs7e0RFxeH8PBwzJkzB0KhEJ6enhg4cGCV8wYL07gxtUAsX05VobNn0/adO4GAAEUIdf9+mg7BYDAYlRGjMYISiQQZGRlq/0VGRqJevXqYM2cOOnXqhCFDhuDt27ewtbVFXFwcnJycYGtrW3AsFxcXxMbGluPVlD8CATBtGrVBODrSENw1a4Bff6WK0B49gHv3KETauHE5L5bBYDD0hNG0SISGhmLSpElqX+vSpQsuX76MX3/9FT/99BPOnTuH2bNn4++//0Z2djYs5cKZ77C0tERubm6R46xfvx4bNmzQy/orIp0709ijTp0AGxsKee7aBQiF1Cyfn0/9gQwGg1FZMRoj2LVrV8TExKh9berUqejSpQt69uwJAPDx8cF///tfBAcHw9HREXmFGuXy8vJgrabc0c/PD36FSimbNWumoyuoeDg7AyNHkorMvn1UJJOVRVWhHKd+eC6DwWBUJowmHKoNFxcXiMVilW2Sd+PTXV1dkZSUhOzs7ILX4uLi4ObmZtA1VlSys8noPX9OBrF5c+D6dVYNymAwqgaVwggOGTIEISEhOHPmDGQyGQIDA/H48WP07t0bLi4uaNGiBQICApCfn4+7d+8iMDAQgwcPLu9lVwhmzgTmz6d2iago8gbj42niBIPBYFR2BBxXOeaCX79+HWvXrsXTp09Rt25dLFiwAO+//z4A6hNcunQp7ty5A3t7e8ycORMjRozgddxmzZppDMNWNJ48eQILCwuVbfn5+WjMo7KF44A//iA1GTYdgsFgVBUqjRHUF1XFCALA7t3A6NHMC2QwGFUHoymMYeifCRPKewUMBoNhWCpFTpDBYDAYjNLAjCCDwWAwqizMCDIYDAajysKMIIPBYDCqLMwIMhgMBqPKwowgg8FgMKoszAgyGAwGo8rCjCCDwWAwqizMCDIYDAajysKMIIPBYDCqLEw2jQeVeaYgg8FgVAU0aUAzAe1KhDGJffOhMl1PZboWgF1PRYddD39YOJTBYDAYVRZmBBkMBoNRZWFGkMFgMBhVFmYEKxGzZ88u7yXolMp0PZXpWgB2PRUddj38YYUxDAaDwaiyME+QwWAwGFUWZgQrATExMRg1ahQ8PDzw4Ycf4sqVK+W9pFIRFhYGLy+vgu9FIhGWLl2KTp06oVOnTli1ahWkUmk5rpAfYWFhGDNmDDp06IAePXpg/fr14DjOKK/n0qVLGDhwINq1a4e+ffvi4MGDAIz3dyMnJycHH374IXbs2AEAyMzMxNy5c9GhQwd4e3tj69at5bxCfvz5559o1aoV2rVrV/Dv6NGjRvv7ef36NWbOnIn27dvD29sbv/32GwA9f944hlGTn5/P9ezZk/vjjz84kUjEnT9/nvPw8OASEhLKe2kl4sSJE1z79u05Dw+Pgm0BAQHcmDFjuNTUVO7ly5fc4MGDuS1btpTjKosnKyuL69y5M7dnzx5OIpFwT5484Xr16sXt3bvX6K7nxYsXXOvWrbl//vmH4ziOi4qK4tq0acPdv3/f6K6lMIsWLeKaN2/Obd++neM4jvviiy+4OXPmcDk5OdyjR4+4Hj16cCdOnCjnVRbPt99+y/38889Fthvr72f48OHc0qVLufz8fC4+Pp7r3r07FxgYqNfrYUbQyAkODua6dOnCyWSygm1Tp07lNm3aVI6rKhk///wzN3ToUG7Hjh0qRtDb25u7fPlywfenTp3i+vXrVx5L5E1sbCw3c+ZMlW2rVq3ivvzyS6O8nszMTI7jOE4qlXL//vsv5+HhwT1+/Ngor0XOyZMnudGjR3Njxozhtm/fzmVnZ3MtW7bkYmNjC/bZvn07N2nSpHJcJT+GDRvGnTp1qsh2Y/z93Lt3j+vQoQOXn59fsC0+Pp5LSkrS6/WwcKiR8/jxY7i6ukIgEBRsc3FxQWxsbDmuqmSMGTMGR44cQatWrQq2ZWRk4M2bN3B1dS3Y5uLigmfPnkEkEpXHMnnh5uaGjRs3FnwvEokQHByM5s2bG+X12NraIisrC61bt8bEiRMxfvx41KpVyyivBQASExOxdu1arFmzBiYmdPt79uwZZDIZGjduXLCfMfwNicViPHz4EEeOHEG3bt3Qt29fbN26Fenp6Ub5+4mIiEDTpk2xbt06dOvWDb1798a5c+dgaWmp1+th2qFGTk5ODiwtLVW2WVpaIjc3t5xWVHIcHR2LbMvJyQEAWFlZFWyzsrICx3HIy8uDUCg02PpKi0gkwpdffgmhUAgfHx8EBAQY5fVYWVnh3r17iI6Oxueff17weTO2a5FKpZg/fz7mzp2L+vXrF2zPzs6GUCiEqalpwTZj+BtKSUmBu7s7hg0bhg0bNuDRo0eYOXMmxGIxAOP7/aSnp+Pu3bvo1KkTLl68iLi4OEyePBk1atQAoL/rYUbQyLG2tkZeXp7Ktry8PFhbW5fTinSD/AOvfG3ym5IxXNubN2/g5+cHANi5c2eB12GM12NqagpTU1O4u7tjxIgRCAsLA2B817Jp0yY4Ojpi8ODBKtutra0hFoshk8lUfk8V+VoAenjct29fwfctW7bE+PHjcfz4cQDG9/sRCoWwsrKCn58fBAIBmjdvjmHDhuHo0aMA9Hc9LBxq5Li6uuLJkycq2+Li4uDm5lZOK9INDg4OqF27NuLi4gq2xcXFoVGjRjAzq9jPbg8fPsTw4cPRqFEj7N69G9WrVzfK67l+/TpGjhypsk0sFsPe3t7orgUAgoKCcPnyZXTo0AEdOnTA7du38dtvv2HPnj0QCAR4+vRpwb7G8DcUExODDRs2qGzLz89H7dq1jfL34+LiAplMBolEUrBNIpHo/W+HGUEjp1OnTjA1NcXWrVshEolw8eJFhISEwNfXt7yXVmYGDRqEjRs3Ijk5GUlJSdi8eTOGDBlS3svSSmpqKj777DMMGDAAq1evVgnVGNv1tGjRAvHx8di9ezekUilu3bqFo0ePYsSIEUZ3LQBw+vRp3LlzB7du3cKtW7fQvn17zJ07F6tWrUKfPn3w008/ISsrC48fP8bevXsr/PXY2Nhg69atOHz4MGQyGcLCwrB3716j/f14e3vD3t4ev/zyC0QiEaKjo3HkyBH4+vrq93p0Ul7DKFdiYmK40aNHc+3ateM+/PBD7uLFi+W9pFJx48YNlerQvLw8bvny5VzXrl05Ly8vbuXKlZxEIinHFRbPH3/8wTVt2pRr27Yt5+HhUfDPz8/PKK8nLCyM++STTzhPT09uwIAB3JkzZziOM87fTWHGjRtX0CKRlpbGffnll5yXlxfn7e3Nbd68uZxXx49//vmHGzp0KOfh4cH17NmT27t3L8dxxvv7iY+P5z7//HPOy8uL69atW8HvR5/Xw2TTGAwGg1FlYeFQBoPBYFRZmBFkMBgMRpWFGUEGg8FgVFmYEWQwGAxGlYUZQQaDwWBUWZgRZDAYDEaVpeLKBzAYVZyFCxcWSEapY/bs2QgNDUXr1q2xYMECg61r165dyMjIwJw5c7Tut3PnTmRnZ2P27NkGWhmDUXJYnyCDUUHJzMws0Et88uQJxo8fj0OHDqFOnToAFJqXZmZmsLW1NciaXr58ibFjxyIwMBA2NjZa9xWJRPD19cXWrVtVJjQwGBUJFg5lMCoodnZ2BTqQ1apVAwDUqFGjYJuNjQ2qVatmMAMIADt27ED//v2LNYAACSIPHjzYaKa0M6omzAgyGEbM+PHj8eOPPwIA1q9fD39/fwQEBKB9+/bw9vbG4cOHERwcjP79+6Ndu3bw8/NTGRF07Ngx9O/fH23btsXQoUNx+fJljefKycnBkSNH0Ldv34Jtt27dwogRI+Du7o5u3bphzZo1kEqlBa/369cPQUFBSElJ0f3FMxg6gBlBBqMScf78eYhEIhw9ehQ+Pj5Yvnw5fvvtN6xduxYbNmzA1atXcejQIQDAP//8g5UrV2Lu3LkIDAzEJ598gjlz5uDu3btqj33z5k2YmJigXbt2AGg+36xZs9C5c2ecPHkSa9euxaFDh3DkyJGC9zRt2hTVq1fHjRs39H/xDEYpYIUxDEYlwsrKCgsWLICpqSlGjRqF3bt3Y8aMGXB3dwcAdOzYEY8ePQIAbNmyBZMnT4aPjw8AoGHDhoiMjMTOnTsLDJ0y4eHhcHV1hUAgAEA5y/T0dNSqVQv16tVD/fr1sWPHDtSsWVPlfW5ubggPDy84D4NRkWBGkMGoRNStW7dgQrqFhQUAqExRt7S0hEgkAgDExsbi/v372LJlS8HrYrFYYxHL27dvUb169YLvq1WrhgkTJmDVqlXYtm0bPvjgA/j4+BQYXOX9kpOTdXOBDIaOYUaQwahEyA2gMvJp6YWRSqWYN28eevbsqbJd06BSExMTyGQylW3/+c9/MGbMGFy6dAmXL1/G1KlTMWvWLJW2CKlUWmCQGYyKBssJMhhVFFdXV7x48QLOzs4F/4KCgnDixAm1+9eqVQupqakF3799+xbLly9HrVq1MGnSJPz3v//F1KlTi7w/NTUVtWrV0uu1MBilhRlBBqOKMmXKFBw8eBAHDhxAfHw8Dhw4gI0bN6qET5Vp1aoVHj16VFD96eDggPPnz2PlypV48uQJHjx4gKtXrxYJh8bExKBNmzZ6vx4GozQwI8hgVFH69u2Lb7/9Frt27YKPjw927dqFFStWaCxg6dy5MziOQ0REBADA3NwcW7duRUJCAoYNG4ZPP/0Ubm5uWLx4ccF7YmNjkZ2dja5duxrkmhiMksIUYxgMBm+WL18OExMTfPvtt7z2//nnn/H27Vv88MMPel4Zg1E6mCfIYDB4M2XKFJw9exaZmZnF7puXl4fAwEBMmTLFACtjMEoHM4IMBoM39erVw8SJE7F9+/Zi9927dy+GDBkCFxcXA6yMwSgdLBzKYDAYjCoL8wQZDAaDUWVhRpDBYDAYVRZmBBkMBoNRZWFGkMFgMBhVFmYEGQwGg1FlYUaQwWAwGFWW/wNOT0ORHKSryAAAAABJRU5ErkJggg==\n", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pipr = pd.read_csv('processed_PIPR.csv')\n", + "pipr.onset = (pipr.onset-600) * (1/120)\n", + "g = sns.FacetGrid(data=pipr, row='Subject', sharey=False, margin_titles=False, height=4, aspect=1.5)\n", + "g.map_dataframe(sns.lineplot, x='onset', y='diameter_pc', estimator=None, units='event', lw=.3, hue='color', palette={'red':'r','blue':'b'})\n", + "avs = pipr.groupby(['Subject', 'color']).mean()\n", + "g.map_dataframe(sns.lineplot, x='onset', y='diameter_pc', ci=None, lw=1, hue='color', palette={'red':'r','blue':'b'})\n", + "for ax in g.axes:\n", + " ax[0].axvspan(0, 1, color='k', alpha=.1)\n", + " ax[0].axhline(0, 0, 1, color='k', ls='--')\n", + " ax[0].set_xlabel('Time (s)')\n", + " ax[0].set_ylabel('Pupil diameter \\n(%-change from baseline)')\n", + "g.savefig('PIPRs.tiff', dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] }, + "metadata": {}, "output_type": "display_data" } ], "source": [ + "sns.set_context('paper', font_scale=1.5)\n", "# load the sample spectra and convert to melanopic irradiance\n", "cc = CalibrationContext('../data/S2_corrected_oo_spectra.csv', binwidth=1)\n", "\n", "colors = stlab.get_led_colors()\n", "\n", - "fig, axs = plt.subplots(2,5, figsize=(20,8), sharex=True, sharey=True)\n", + "fig, axs = plt.subplots(2,5, figsize=(12,5), sharex=True, sharey=True)\n", "axs = [item for sublist in axs for item in sublist]\n", "\n", "ir = cc.irradiance.loc[:, range(0,4096,65), :]\n", @@ -72,13 +103,15 @@ "#for ax in axs:\n", "# ax.set_aspect('equal', 'box')\n", "\n", + "for ax in axs:\n", + " ax.legend(prop={'size': 9})\n", "plt.tight_layout()\n", - "#fig.savefig('../img/STLAB_luminance_linearity.svg')" + "fig.savefig('../img/STLAB_luminance_linearity.svg')" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -92,7 +125,7 @@ " 3575, 3640, 3705, 3770, 3835, 3900, 3965, 4030, 4095])" ] }, - "execution_count": 39, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -101,253 +134,6 @@ "cc.data.index.get_level_values(1).unique().to_numpy()" ] }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "fig = cc.optimise()" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 34, 3141])" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cc.linearize(led=7, intensities=np.array([20, 3050]))" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.9412053074848692" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cc.curveparams[1][0]" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.96163373, 1.10115187])" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "popt" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.00010344, 0.00011086],\n", - " [0.00011086, 0.00013892]])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "pcov" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "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", - "
0
ledintensity
000.000133
10.001150
20.002166
30.003183
40.004199
.........
9409111.576871
409211.578461
409311.580052
409411.581642
409511.583233
\n", - "

40960 rows × 1 columns

\n", - "
" - ], - "text/plain": [ - " 0\n", - "led intensity \n", - "0 0 0.000133\n", - " 1 0.001150\n", - " 2 0.002166\n", - " 3 0.003183\n", - " 4 0.004199\n", - "... ...\n", - "9 4091 11.576871\n", - " 4092 11.578461\n", - " 4093 11.580052\n", - " 4094 11.581642\n", - " 4095 11.583233\n", - "\n", - "[40960 rows x 1 columns]" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cc.irradiance.to_frame()" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [], - "source": [ - "var = beta.ppf(.5, popt[0], popt[1])" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.5" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "beta.cdf(var, popt[0], popt[1])" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -360,482 +146,12 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "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", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
380381382383384385386387388389...771772773774775776777778779780
ledintensity
000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000110.0000000.000000
10.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000110.0000000.000000
20.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000100.0000000.000000
30.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000100.0000000.000000
40.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000100.0000000.000000
.....................................................................
940910.0034760.0040380.0036070.0040510.0030910.0033620.0032420.0024530.0036460.004128...0.0022840.0025510.0025850.0024880.0029100.0026890.0025790.0021680.0024710.002706
40920.0034720.0040440.0036070.0040560.0030930.0033650.0032390.0024570.0036480.004131...0.0022820.0025490.0025850.0024890.0029130.0026920.0025830.0021700.0024710.002704
40930.0034680.0040510.0036080.0040610.0030950.0033680.0032360.0024600.0036500.004134...0.0022790.0025480.0025860.0024910.0029170.0026940.0025860.0021720.0024710.002702
40940.0034630.0040570.0036090.0040660.0030970.0033700.0032330.0024640.0036520.004138...0.0022760.0025460.0025870.0024920.0029200.0026960.0025890.0021750.0024710.002700
40950.0034590.0040630.0036100.0040710.0030990.0033730.0032310.0024680.0036540.004141...0.0022740.0025450.0025870.0024930.0029230.0026990.0025920.0021770.0024710.002698
\n", - "

40960 rows × 401 columns

\n", - "
" - ], - "text/plain": [ - " 380 381 382 383 384 385 \\\n", - "led intensity \n", - "0 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "... ... ... ... ... ... ... \n", - "9 4091 0.003476 0.004038 0.003607 0.004051 0.003091 0.003362 \n", - " 4092 0.003472 0.004044 0.003607 0.004056 0.003093 0.003365 \n", - " 4093 0.003468 0.004051 0.003608 0.004061 0.003095 0.003368 \n", - " 4094 0.003463 0.004057 0.003609 0.004066 0.003097 0.003370 \n", - " 4095 0.003459 0.004063 0.003610 0.004071 0.003099 0.003373 \n", - "\n", - " 386 387 388 389 ... 771 \\\n", - "led intensity ... \n", - "0 0 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n", - " 1 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n", - " 2 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n", - " 3 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n", - " 4 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n", - "... ... ... ... ... ... ... \n", - "9 4091 0.003242 0.002453 0.003646 0.004128 ... 0.002284 \n", - " 4092 0.003239 0.002457 0.003648 0.004131 ... 0.002282 \n", - " 4093 0.003236 0.002460 0.003650 0.004134 ... 0.002279 \n", - " 4094 0.003233 0.002464 0.003652 0.004138 ... 0.002276 \n", - " 4095 0.003231 0.002468 0.003654 0.004141 ... 0.002274 \n", - "\n", - " 772 773 774 775 776 777 \\\n", - "led intensity \n", - "0 0 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 1 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 2 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 3 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - " 4 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", - "... ... ... ... ... ... ... \n", - "9 4091 0.002551 0.002585 0.002488 0.002910 0.002689 0.002579 \n", - " 4092 0.002549 0.002585 0.002489 0.002913 0.002692 0.002583 \n", - " 4093 0.002548 0.002586 0.002491 0.002917 0.002694 0.002586 \n", - " 4094 0.002546 0.002587 0.002492 0.002920 0.002696 0.002589 \n", - " 4095 0.002545 0.002587 0.002493 0.002923 0.002699 0.002592 \n", - "\n", - " 778 779 780 \n", - "led intensity \n", - "0 0 0.000011 0.000000 0.000000 \n", - " 1 0.000011 0.000000 0.000000 \n", - " 2 0.000010 0.000000 0.000000 \n", - " 3 0.000010 0.000000 0.000000 \n", - " 4 0.000010 0.000000 0.000000 \n", - "... ... ... ... \n", - "9 4091 0.002168 0.002471 0.002706 \n", - " 4092 0.002170 0.002471 0.002704 \n", - " 4093 0.002172 0.002471 0.002702 \n", - " 4094 0.002175 0.002471 0.002700 \n", - " 4095 0.002177 0.002471 0.002698 \n", - "\n", - "[40960 rows x 401 columns]" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cc.lkp" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "\u001b[0;31mSignature:\u001b[0m \u001b[0mcc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmatch_led\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmatch_led_intensity\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtarget_led\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmatch_type\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'irrad'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mDocstring:\u001b[0m\n", - "Determine the appropriate intensity setting for `target_led` so that \n", - "its output will match `match_led` at `match_led_intensity` with respect \n", - "to `match_type`.\n", - "\n", - "Parameters\n", - "----------\n", - "match_led : int\n", - " The led to be matched.\n", - "match_led_intensity : int\n", - " The intensity of the led to be matched.\n", - "target_led : int\n", - " The led whose intensity is to be determined.\n", - "match_type : str, optional\n", - " The type of match to be performed. One of:\n", - " \n", - " * 'irrad' - overall (unweighted) irradiance\n", - " * 'lux' - lux\n", - " * 'mel' - melanopic irradiance\n", - " * 'rhod' - rhodopic irradiance\n", - " * 's' - s-cone-opic irradiance\n", - " * 'm' - m-cone-opic irradiance\n", - " * 'l' - l-cone-opic irradiance\n", - " \n", - " The default is 'irrad'.\n", - "\n", - "Returns\n", - "-------\n", - "error : float\n", - " The absolute matching error.\n", - "match_intensity : int\n", - " The required intensity for `match_led`.\n", - "\u001b[0;31mFile:\u001b[0m ~/Projects/PyPlr/pyplr/calibrate.py\n", - "\u001b[0;31mType:\u001b[0m method\n" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cc.match?" - ] - }, - { - "cell_type": "code", - "execution_count": 22, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -850,7 +166,10 @@ "from colour.plotting import plot_chromaticity_diagram_CIE1931\n", "\n", "from pyplr.CIE import get_CIE_CMF\n", - "from pyplr.stlab import spec_to_xyz\n", + "from pyplr.spectools import spec_to_xyz\n", + "\n", + "sns.set_context('paper', font_scale=2)\n", + "\n", "\n", "cmf = get_CIE_CMF(asdf=True, binwidth=1)\n", "\n", @@ -868,7 +187,7 @@ "ax.plot(xyz['X'], xyz['Y'], color='k', lw=1.5, marker='o', markersize=6)\n", "for item in ax.texts:\n", " item.set_fontsize(12)\n", - "f.savefig('../img/CIE_gamut.svg', bbox_inches='tight')" + "f.savefig('../img/CIE_gamut.tiff', dpi=300, bbox_inches='tight')" ] }, { @@ -887,19 +206,17 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAxAAAAG/CAYAAADILDHvAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAADYSUlEQVR4nOzdd3hU1dbA4d/OpJNGegiEhJJA6L1IExEREXtDr6LYu14bdj4rdqxYrx0VK4IKSO9VkN5CCKQCgTRSJ/v74yTUlJnJmUwC6/WZJ2bmzD4LJZOzzl5rb6W1RgghhBBCCCFs4ebqAIQQQgghhBCNhyQQQgghhBBCCJtJAiGEEEIIIYSwmSQQQgghhBBCCJtJAiGEEEIIIYSwmburAxBCCCGEEPVvzZo1PsDVwDCgFeDh2ojEcUqBJOBv4LsePXoUujieEyhZxlUIIYQQ4sxSkTxMslgsgy0WS7Cbm5sPoFwdlzhKl5eXF1qt1myr1boAuK8hJREyAyGEEEIIcea52mKxDPbx8YmIjIzM8PPzO2KxWMpdHZQwWK1Wt/z8fN+MjIzIwsLCwVar9Wrgf66Oq5L0QAghhBBCnHmGWSyW4MjIyIzAwMB8SR4aFovFUh4YGJgfERGRabFYgjHKzBoMSSCEEEIIIc48rdzc3Hz8/PyOuDoQUT1/f/+CivKyOFfHcjxJIIQQQgghzjwegJKZh4bNzc2tHKM3xdPVsRxPEgghhBBCCCEaIKUaZl+7JBBCCCGEEEIIm0kCIYQQQgghhLCZJBBCCCGEEEIIm0kCIYQQQgghbDZlypTAiy++OK5FixYdfX19u3l7e3ePjIzsPGzYsNYfffRR09LS0lPeM336dH+lVA9/f/+u9R9xw3I6/LeQjeSEEEIIIUStUlJS3C+77LLWq1ev9gOwWCwEBweXAmRlZXnMmTMnaM6cOUHvvfdewa+//rorLi7u1ExCnBZkBkIIIYQQQtQoNTXV/ayzzmq3evVqv6CgoLKXXnopJSMjY11WVta/WVlZ/+bn56+dNGlSckREROm///7bZOjQofGHDh2S68zTlPyPFUIIIYQQNbr22mtj9+3b5xUWFla6ZMmSLY899tj+0NBQa+Xrvr6++t577z04e/bsbYGBgdbk5GTvRx55pJkrYxbOIwmEEEIIIYSo1qxZs5osWLAgEODtt9/ek5iYWFLdsZ06dSq++eabMwG+//770PLyU/eps1qtPP/88+EJCQmJPj4+3QIDA7sOHDiw7Zw5c5pUNWZubq7biy++GNa1a9d2TZs27eLj49OtZcuWHS+88MK433//3f/k4x988MFmSqke119/fUxOTo7bPffcEx0bG9vRy8ure3BwcJdRo0a12rp16wkbs23bts1TKdXD19e3G8AXX3wR1LNnzwQ/P79uvr6+3Tp37tzus88+a1rdn3v16tXel1xySWxERERnT0/P7lFRUZ2uvPLKlqtWrfKu7j2NmfRACCGEEEKIan3++echAC1btiy++uqrc2o7/rHHHsvq27dvAUBpaany8vLSx79+6aWXxk2bNi3Y3d1dh4eHl2ZmZnosXrw44Pzzz/efO3fu1gEDBhypPDYnJ8etZ8+e7Xfu3OkNEBgYaA0MDLSmpqZ6pqSkeE2fPj340UcfTX355ZczTo7j4MGD7j169Gi/a9cu7+Dg4LKQkJDS9PR0zxkzZjRduXKl34YNGzZFRERYT37f7bff3vzDDz+M8Pb2Lg8NDS3dv3+/54YNG5qMGzeuVVlZWdKtt9566PjjP/jgg+B77rkn1mq1qso/08GDBz2mTp0a+ssvv4S8/PLLKf/9738P2PrfuzGQGQghhBBCCFGtVatW+QP0798/15bjQ0NDrZdffnnu5Zdfnnty8pCfn2/5888/mz799NP78vLy/klNTd2QlJT0b/v27Y+UlpaqiRMnRhx//GuvvRa2c+dO7+bNmxcvXrx48+HDh9dlZGT8m5qauv6yyy47CDBp0qSowsLCU7Zs/uOPP5pmZ2e7//LLL9sPHjy4Pi0tbcPMmTO3enl56f3793t8+umnwSe/p7Cw0O3DDz+MuPvuuzP279+/bu/evRtTU1PXd+/ePR/g7bffjjz++Llz5za55557Yj08PPSLL76Ykp+f/09qauqG7OzsfyZMmLC3vLxcPfLIIy0XLFjga8t/u8ZCEgghhBBCCFGtjIwMD4D4+PhiM8Z76KGH0iZMmJDp7e2tAWJiYsruv//+DDiWrFRas2ZNE4DHHnss7ayzziqsfD4iIsL6zjvv7AMoKipyS01NrbKq5ttvv9118cUX51V+P3z48IILLrggG2D58uV+Vb3niiuuOPDOO++k+vn5aYCQkBDrhAkT0gA2bdrkW1RUdDRZGT9+fLTValVPPfXUvvHjx++vTJh8fX31008/nXXddddllZeX8/rrr0dUda7GShIIIYQQQghRrcLCQjeAgICAU8p9HHHTTTcdPPm5du3aFQMcOnTohETg008/Tdm5c+e/48aNO3Tye45PGqxW6ykzEHFxcUUjRozIP/n5xMTEwqrOVen2228/pdyoe/fuR5OXrKwsCxjL2q5cudIf4LbbbsuuaqwxY8YcAlixYsUpvRqNmfRACCGEEEKIagUEBFgPHTrkfvydd0d5eHjoNm3anLI/hI+PTzlASUnJCeeIiooqA9i1a5fH33//7b9z506vlJQUz71793qtX7++yqbrSs2bN6+y2bvyXMXFxVXeSG/btu0pMy1NmjQ52g1emVAtX77cF0ApRc+ePdtVNVZZWZkC2L9/v0dZWRnu7qfHpffp8acQQgghhBBOER4eXnro0CH35ORkL1uOLysrY8qUKUEAw4cPzzu+UdnLy+vUZZlqsGvXLo9bbrml5bx58wIrn7NYLLpVq1ZFY8aM2f/JJ59UWxrk6elp17kq+fj46NqPMpq0AbTWJCcn17jaktaagoICt8DAQIdiamgkgRBCCCGEENXq3bt3/rZt23wWL15sUxnOX3/95X/99de3Bti9e/e/gEOlT8XFxWrYsGHxycnJ3gkJCYUPPfRQ+oABAwpat25d4uHhQU5OjltNCYSzVc5K+Pv7W3Nzc9e5Kg5XkB4IIYQQQghRrUsvvfQQwJYtW3xnzpxZZePx8T788MNQgMTExCOxsbGnlCvZ6q+//vJLTk729vLy0kuWLNl28803H2rXrl2Jh4cHAFlZWS69EZ6YmFgEkJeXZ8nIyLBUdUxKSor7+++/H/ztt98GVvV6YyUJhBBCCCGEqNbFF1+cV7mM6W233RablpZW7YX7lClTAmfMmBEM8NBDD52yN4M90tPTPQBCQkJKQ0JCTpnF+Oijj0LqMn5dde/evahZs2YlAG+//XZYVcc89thjze666664qVOnVrsJXWMkCYQQQgghhKjRV199tTs0NLR0z549Xr17927/8ccfN83Lyzt6HZmRkWEZP3585I033thaa83ll19+8MYbbzxl5SR7dO7cuRAgLS3N89VXXz26q/WePXs87r777ug333yzmVJGz3VBQUG9X9O6ubkxfvz4NIC33nor6osvvgiyWo08Jzc31+3+++9vNmXKlDBPT0/99NNP1ymZamgkgRBCCCGEEDVKTEwsmTVr1va2bdsWpqamet56662tgoODu0ZFRXWKiIjo3Lx5864vv/xydGlpqbrtttsyp0yZklzXc/bv37/w/PPPPwTwyCOPtAwJCekSERHROS4urvPkyZMjJkyYsDchIaEQYNiwYQlPP/10vfdD3H333QfvuOOOjMLCQrexY8e2btq0adcWLVp0DAsL6zpp0qQob2/v8vfee293t27diuo7NmeSBEIIIYQQQtSqW7duRRs2bNjy7rvv7h4yZEhOUFBQ2YEDBzyOHDni1qpVq8Ibbrgha+XKlZsmT568z6zlSn/55ZfdDz74YFqzZs1K8vPzLVprLrzwwuyFCxdueeKJJ7ImTpy4NyoqqqSgoMDi6+vrkhWO3n///dQff/xxx8CBA3MB9u/f7xkREVFy9dVXH1i6dOmWm2++uU4zMQ2R0tqmlaqEEEIIIcRpYs2aNau9vb3bd+jQYYurYxE127RpU/uioqItPXr06OnqWCrJDIQQQgghhBDCZpJACCGEEEIIIWwmCYQQQgghhBDCZpJACCGEEEIIIWwmCYQQQgghhBDCZpJACCGEEEIIIWwmCYQQQgghhBDCZpJACCGEEEIIIWwmCYQQQgghhBDCZpJACCGEEEIIIWwmCYQQQgghhBDCZpJACCGEEEIIIWwmCYQQQgghhBDCZpJACCGEEEIIIWwmCYQQQgghhBDCZpJACCGEEEII4aDPP/88qHv37u38/f27BgYGdu3Tp0/8N998E+jquJzJ3dUBCCGEEEII0Rg99thjkRMnTox2c3OjU6dOBW5ubqxZs8b/uuuu89+0aVPqiy++mOHqGJ1BZiCEEEIIIYSw09KlS30mTpwY7evrW/73339vWbdu3da1a9duXbRo0WY/Pz/rK6+8Er148WJfV8fpDJJACCGEEEIIYaeXXnopEuCOO+7IOPvss49UPt+vX7/C66+/fr/VauWNN94Id12EziMJhBBCCCGEEHYoLy9n0aJFgQBjx47NPvn18847LxdgwYIFp2UvhCQQQgghhBBC2GHdunXeOTk5Fj8/P2vHjh2LT359yJAhBQDZ2dnuqampp13PsSQQQgghhBBC2CElJcUDICoqqqSq1wMCAsq9vLw0QHJyskd9xlYfJIEQQgghhBDCDgcOHHAH8PPzK6/umICAgDKA/Px8S33FVV9OuykVIYQQQghRP17tuLeHq2Ow18MbW6yp6xilpaUKQCmlazvW3d291mMaG0kghBBCCCGEQ8y4GG+M/P39ywHy8vKqnV0oLCx0AwgODrbWV1z1RUqYhBBCCCGEsENcXFwxwIEDB6rsb8jNzXXLz8+3uLm50bZt21OarBs7SSCEEEIIIYSwQ5cuXYo8PT31oUOH3Ldt2+Z58uvLly/3AWjTpk2hn5/faVfCJAmEEEIIIYQQdvDz89P9+vXLBZgyZUrTk1//7rvvggFGjhx5uJ5DqxeSQAghhBBCCGGn//73v5kAb775ZtSKFSt8Kp///vvvA7/66qswPz8/64MPPpjlugidR5qohRBCCCGEsNOFF16Yd9ttt2V++OGHEQMGDGjfuXPngqKiIrfNmzf7WiwW/cYbb+xp0aJFmavjdAZJIIQQQgghhHDA5MmT93Xu3PnI5MmTw7ds2eLr5eVVPnDgwNzHH388fcSIEfmujs9ZJIEQQgghhBDCQXfeeWf2nXfeme3qOOqT9EAIIYQQQgghbCYJhBBCCCGEEMJmkkAIIYQQQgghbCYJhBBCCCGEEMJmkkAIIYQQQgghbCYJhBBCCCGEEMJmkkAIIYQQQgghbCYJhBBCCCGEEMJmkkAIIYQQQgghbCYJhBBCCCGEEMJmkkAIIYQQQgghbCYJhBBCCCGEEMJmkkAIIYQQQgghbCYJhBBCCCGEEMJmkkAIIYQQQgghbCYJhBBCCCGEEHXUvHnzTr17905wdRz1QRIIIYQQQggh6mDatGn+qampnq6Oo764uzoAIYQQQgghGqMdO3Z4Tps2LeCll16KdnUs9UkSCCGEEEIIIewUGxvbcc+ePV6ujsMVJIEQQgghhBDCTsOHDz988OBBd4CsrCyPxYsXB7g6pvoiCYQQQgghhBB2+uijj/ZV/vv06dP9z6QEQpqohRBCCCGEEDaTBEIIIYQQQghhMylhEkIIIYQQDhl6Z0oPV8dgr7nvx6xxdQyNnSQQQgghhBDCIXIxfmaSEiYhhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMlnEVQgghhBCiDkaNGpWntT5jlrSVGQghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQQthMEgghhBBCCCGEzSSBEEIIIYQQwkH/+9//mvbr1y++adOmXTw9PbtHRUV1uvzyy2M3bdrk5erYnEUSCCGEEEIIIRxw1113Rd90002tli9f7h8ZGVnatWvXgsLCQstPP/0U0r9///arVq3ydnWMziAJhBBCCCGEEHZasGCB7/vvvx/p5+dnnT179tYtW7ZsXrly5baUlJR/R44ceSg3N9dy8803x7o6TmeQBEIIIYQQQgg7ffrpp6EAd9xxR+awYcMKKp8PCAgo/+qrr5J9fHzK//333yYrV670cV2UziEJhBBCCCGEEHbatGmTD8Dw4cNzT34tODi4PC4urghg/fr1p10Zk7urAxBCCCGEEKKx6dChQ2HTpk3L2rRpU1LV6/v37/cA8PHx0fUbmfNJAiGEEEIIIYSdvvzyy5TqXnvrrbdC9u/f72GxWPTgwYPz6zOu+iAlTEIIIYQQQpjklVdeCXv44YdbAlx//fX7W7RoUebqmMwmMxBCCCGEEMIhSr3Ww9Ux2Evrh9Y4Y9z169d73XHHHTHLli0LADj//PMPvf/++/uccS5XkwRCCCGEEEI4xFkX441Jfn6+evjhh5t98sknEWVlZcrPz8/69NNP73v44YcPuDo2Z5EEQgghhBBCCAds2rTJ68ILL2yze/dub6UUl1566cG33357X3R09GlXtnQ8SSCEEEIIIYSwU0ZGhuXcc8+NT09P92zRokXxxx9/nHzeeeeddg3TVZEEQgghhBBCCDs99dRTUZXJw4oVK7ZGRUWd1rMOx5NVmIQQQgghhLBDeXk5v//+ezDAe++9t+dMSh5AZiCEEEIIIYSwy+7duz0yMzM9lFK88cYbEW+88UZEdcdOnDgxtXfv3oX1GZ+zSQIhhBBCCCGEHVJTUz0AtNbMnz8/sKZjs7KyMusnqvojCYQQQgghhBB2GDRo0BGt9Rm7hK30QAghhBBCCCFsJgmEEEIIIYQQwmaSQAghhBBCCCFsJgmEEEIIIYQQwmaSQAghhBBCCCFsJgmEEEIIIYQQwmaSQAghhBBCCCFsJgmEEEIIIYQQwmaSQAghhBBCCCFsJgmEEEIIIYQQwmaSQAghhBBCCCFsJgmEEEIIIYQQwmaSQAghhBBCCCFsJgmEEEIIIYQQwmaSQAghhBBCCCFsJgmEEEIIIYQQDsjOzna79dZbm8fExHT08vLq7ufn161bt27tXn311VCr1erq8JzG3dUBCCGEEEII0djk5OS49erVq31SUpK3r69vedeuXfMLCgos69evb7Ju3bom8+bNC/jjjz+SXB2nM8gMhBBCCCGEEHZ68skno5KSkrz79u2bt3fv3vUrVqzYvnHjxi1///331iZNmpT/+eefTX/66acAV8fpDJJACCGEEEIIYacff/wxGGDy5Ml7goODyyufHzp0aMH111+fBTBr1ixJIIQQQgghhDjT5ebmumVkZHj6+flZu3TpUnzy67GxsSUAR44cOS2vtaUHQgghhBBCCDu4u7vrb7/9dqevr295Va+vWrWqCUBCQkJR/UZWPySBEEIIIYQQwg6+vr76mmuuyan83mq1opRi7969Hh988EHIzz//HBIWFlZ65513HnBlnM4iCYQQQgghhBB18Pvvv/tfcskl8ZXf+/n5WX/55Zcdx/dGnE4kgRBCCCGEEA5Rih6ujsFeWrPG7DEjIiLKBg4cmHvgwAH3Xbt2+eTn51tGjhyZ8PPPP+8455xzCsw+n6tJAiGEEEIIIRzijIvxxqhfv36FCxcu3AGQkZFhueGGG2JnzZoVdOONN8YlJSVtdHc/vS65T8vOcCGEEEIIIVwhMjLS+s033yRX9ER4bdiwwdvVMZlNEgghhBBCCCHs8NRTT0W4u7v3uPTSS2Orej00NNQaGBhYBnDo0CFLvQZXDySBEEIIIYQQwg7t27cvslqtrFmzxq+q17dt2+Z5+PBhd4vFQocOHU67pVwlgRBCCCGEEMIOF198cW5oaGhpSkqK16OPPhpZXn5ssaXt27d7Xnnlla0Ahg8ffigiIsLqskCdRGmtXR3DaU0p9Q8QB+QDO10cjhBCCCEEU6dO7dGqVStfHx+fI66OpbGaO3eu5f777/cpKysjPDxcx8XFlefk5Khdu3a5lZaW0qZNm/LPP/+8MDg4uE4X24WFhb5JSUlHrrjiClsa1tsAfsBurXW3upy3JqdXS3jDFAcEVjyiXRyLEEIIIQSFhYWUl5dTUFBQZQmOqF2fPn349NNP+eqrr1i3bp1avXq1xdvbm7Zt23LOOedw5ZVXunl5eTUpKKj7Kq6FhYV+wGA73hJX55PWQBII58sHAgMDA+nataurYxFCCCGEwN/fH4vFgq+vr6tDadT69OlDnz59nHqOI0eO4O/vz+DBtecP69atIycnB4zrT6eRBML5dgLRXbt2Zf78+a6ORQghhBCCLVu2AJCQkODiSERttmzZQkJCgk3XkUOGDGHBggXg5LJ5aaIWQgghhBBC2EwSCCGEEEIIIYTNJIEQQgghhBBC2EwSCCGEEEIIIYTNJIEQQgghhBBC2EwSCCGEEEIIIYTNZBlXIYQQQtSLkrw8Du/axe6//uLQ9u2M+OwzV4ckhHCAJBBCCCGEcLrDu3bxZbdu+MfE0HzgQHb9/js5e/YQ2LKlq0MTQthJEgghhBBCON2u338n4aqrOO/jjwEoPHCAfQsWEHj99S6OTAhhL+mBEEIIIYTTJf3xB61Gjjz6ffPBg9m3cKELIxJCOEoSCCGEEEI4VUlBAWnLlhFzzjlHn2sxaBB7FyxwYVRCCEdJAiGEEEIIp9o7dy6RvXrhFRBw9LnQjh0pys4mPy3NhZEJIRwhCYQQQgghnCrpzz+JO//8E55Tbm40HzhQypiEaIQkgRBCCCGE02it2X1S/0OliJ49yVq/3gVRCSHqQhIIIYQQQjhN9tat6PJyQhITT3mtaXw8h7Zvd0FUQjiH1WrlrLPOQinF/PnzXR2O00gCIYQQQginqVx9SSl1ymvBkkCI08zLL7/M0qVLXR2G00kCIYQQQgin2V1F/0OloDZtOLxzJ7q8vJ6jEsJ8//zzDxMmTHB1GPVCEgghhBBCOEVJfj7pK1acsHzr8Tz9/PAOCSF37956jkwIcxUVFXHdddcREhJCp06dXB2O00kCIYQQQginOLBhAyHt2+Pp51ftMdIHIU4H48ePZ/PmzXz88ccEBwe7OhynkwRCCCGEEE6Rk5xMYFxcjcdIH4Ro7ObOncukSZO46aabGDVqlKvDqReSQAghhBDCKXKTkwmIja3xGJmBEI1ZTk4OY8eOJSYmhjfffNPV4dQbSSCEEEII4RQ5yckE2pBAZEsCIRqpu+66i3379vHZZ58RcNxO66c7pyQQSqkopVR7pVS8UirKGecQQgghRMMmMxCnP9UIH2aZOnUq33zzDffccw9Dhw41ceSGz92MQZRSXYErgbOBLoDXSa+XApuBhcCPWuvFZpxXCCGEEA2XLTMQgXFx5O3dS3lZGW7uplyWiHqkXR2Ai6Snp3P77beTkJDAyy+/7Opw6l2dflKVUqOBp4DulU9Vc6gn0LXicY9SahMwQWv9Ux3PfxnwINABKAfWA29qrafVYcyJwCMV8T1bl/iEEEKIM5UuLycvJYWAli1rPM7i4YFPaCj56ekEtGhRT9EJUTc//PAD2dnZREZGcsUVV5zw2oYNGwBjZaaQkBDGjBnDmDFjXBGm0ziUQCilYoH3gfMwks/1wIKKx27gYMWjHGha8YgDzgL6AwOAH5RSS4G7tdbrHYjhceCFinOsrPg6EBiilBqvtbY7HVRKDQQesvd9QgghhDhRQWYmngEBePj61nqsf4sW5O3dKwmEaDS0NuZeNm/ezObNm6s8Zvny5QD07Nmz3uKqL3b3QCilHgE2Ab2Bl4A4rXV3rfUDWutftdbrtdb7tNaFWutirXWG1nqL1voPrfUTWuuzgRiMi//2wCql1Ot2xtC14v35QD+tdT+t9VlADyAHeF4p1b2GIaoa0x/4AmksF0IIIerMlv6HSpUJhBCNxf3334/WusrH4MGDAZg3bx5aa5599lnXBusEjlwsPwo8B8RqrZ/UWtv9E6+1TtdaPw20BJ4ArnMgBoBXtdYrjxt3PfABYAHus3PMSRXxzLXzfUIIIYQ4iS39D5UCJIEQolFxJIGI01q/rLXOr+vJtdYFWutXgVa2vkcppYDhFd9+W8Uhsyu+jrBjzIuAG4E3gUW2vk8IIYQQVZMZCCFOX3YnEFrrXLOD0FoX2HF4OyAYyNFa76zi9RUVX8OVUuG1DVZxzMcYq0Q9aUccQgghhKiGPTMQkkAI0biYtl6aUioC6AaEYJQQVUtr/WUdThVd8TWlmrELlFJFgHfFsVm1jPcxRpP3+VrrImOCQwghhBB1cXjnTtpeeqlNx/q3aEGuJBDiNDF//nxXh+B0dU4glFKewKfANdi+P0ddEojgiq95NRxzCIgCmtQ0kFLqZmA0xpKta2wNQCk1Fhhr4+FdbR1XCCGEOF0c2LSJ0A4dbDpWZiCEaFzMmIF4Bri24t/3Uvsd/7ryqPhqy94lZdW9oJRqhdHzsAZ43s4YYoHBdr5HCCGEOCMcOXAAa1ERftHRtR8MNImMpCg7m7LiYty9vGp/gxDCpcxIIK7BuJgfp7X+3ITxalPZvB1QwzGVi04frupFpZQbxiyIB3C91rraRKMayRh7XtiiKxBo5/hCCCFEo3Vw0yZCO3bE1rJgN4uFJlFR5KelERQX5+TohBB1ZUYC0QzYX0/JAxzrfYis6kWlVBOMC/ZyYE81Y3TC2NQuE3jlpA+4+IqvY5RSPYENWuvxxx9Q8Wf93JZglVLzkdkKIYQQZ5ADGzcSYmP5UqXKpVwlgRCi4TMjgcgC/EwYx1ZbgWIgTCkVq7VOPun1rhVfN2qtC6sZozJjiAAuqOaYthWP+vyzCSGEEI3egYoZCHv4NW8ufRBCNBJm7Lo8HQhUSo0yYaxaVSQFcyq+rWp5hysqvv5awxjrtNaqqgcwoeKwCRXPDTErdiGEEOJMcHDjRrsTCGmkFqLxMCOBeAqjVOh/Sqn/KKVCTRizNq9VfH1SKdW58kml1EjgTiAHeP+459tVPHwRQgghhNNorR0qYfKLiuJIZqaTohJCmKnOCYTW+iDGMq4hGH0BmUopaw0PexuWqzrnPOBVjP0bViulFiml1gAzMMqTbtNaH/8ptKXi0buu5xZCCCFE9QoyMlDu7jQJr3Uv1xP4hodzJMvZCzkKIcxQ5wRCKXUj8H8YKzEpGx5mzHqgtX4E+A/wD8YGdi2Bv4ChWuvvzTiHEEIIIeyTvWULIe3b2/0+SSCEaDzMaKJ+ACMxmA28AaQDVhPGrZXW+mvgaxuOs3l7aa31s8CzjkclhBBCnLmyt28nOCHB7vdJAiFE42FGAtEaY1Wk0VrrYhPGE0IIIUQjdWj7dprGx9d+4EkkgRCi8TCjnOgAcEiSByGEEEI4mkD4hIZSeOAAurzcCVEJIcxkRgLxExChlOpqwlhCCCGEaMQObd9O07Zt7X6fxdMTT39/CrOznRCVEMJMZiQQ/4exudu3SqlWJownhBBCiEbIWlpKbkoKga0cuxzwjYiQMiYhGgEzeiDeAHYBo4BtSqm1QBJQ3S7QWms9zoTzCiGEEKIBydm9G7/oaNy9vBx6/9E+iMREkyMTQpjJjARiLMYSrgAWoFfFozoakARCCCGEOM0c2rHDof6HStJILRqbyZMnM3369Gpf/89//sNVV11VjxHVDzMSiAkmjCGEEEKIRu7Q9u0ESwIhziDTp09nxowZ1b7et2/feoym/tQ5gdBaSwIhhBBCCA5t305Ihw4Ov18SCNHY7Nixg4SEBLZu3erqUOqVKbtCCyGEEEKYMQNRKAmEaCSsViu7d++mXbt2rg6l3plRwoRSKggYA/QDQgDvGg7XWutzzDivEEIIIRoOR/eAqCQzEKIx2bNnD6WlpZJAOEIpFQssApoByoa36NoPEUIIIURjUlJQQOGBA/i3aOHwGJJAiMZk586dAMTGxvLRRx+xZMkS8vPziY2N5aqrrqJ3794ujtB5zJiBeAmIBoqA74FNVL+EqxBCCCFOQ4d37iSwdWvcLBaHx/AND6cgM9PEqIRwnh07dgDw8MMPk5+ff8Jrb7zxBnfccQfvvvsubm6nX8eAGQnEUIxZhXO01stMGE8IIYQQjcyhHTsc2oH6eLKRnGhMKmcgIiIi+P777xk0aBCHDx/mhx9+4KmnnuKDDz4gODiY559/3sWRms+MBCIASJHkQQghhDhz1bX/AcArMJCywkLKiopw966pnVI0FGqCLdXrDYt+xpxq+j59+vDkk09y++23Ex0dDYCfnx8PPvggoaGh3HDDDbz66qs8+OCDBAcHm3LOhsKMBCIFI4kQQgghxBnq0PbtNB84sE5jKKXwCQ2l8OBB/CsuyETDZtbFeGN09dVXV/va9ddfzwMPPEB2djbLli3jggsuqMfInM+MoqwfgXCl1NkmjCWEEEKIRsiMGQjASCD27zchIiFcq3Xr1gDk5ua6OBLzmZFAvAhsAaYopfqbMJ4Q9UKXn7l3TYQQwmxmJRC+YWEUHjhgQkRCOE96ejovv/wyX3zxRbXHpKamAtCsWbP6CqvemLUK00bgSmCRUmorkAwUV3O81lpfZsJ5hXBY+oZipt62n0H3BdHlyiYo1fhqOIUQoqEoPHgQa0kJvuHhdR7LJyyMIzIDIRo4Nzc3Hn/8cXx9fbnkkksICDixmn/evHmkpaXh7+9/Wi7nakYCcTfH9nZQQPuKR3Xktq9wueUf59Hx4ias/zGfwsNW+t0W6OqQhBCi0apcgcmMmzFSwiQag4iICIYOHcqcOXO4+eab+fzzz/H19QUgJSWFu+66C4B7770XHx8fV4bqFGYkEBNMGEOIenMwqZS0dcWMmhjFkUPlfHlFJomjmhAYbcrG7LUqL9e4ucmMhxDi9JGTlERgRb13XfmGhXFESphEIzB58mQGDx7M1KlTmTVrFt27d6ekpIRVq1ZRUlLC2WefzVNPPeXqMJ3C7ismpVS41vroIs1aa0kgRKOy9ps8ul7th4ePG4E+bvT4jx/zXzvMRW+GOv3c+UfKuff1TK4+15/hff2cfj4hhKgPObt3E9SqlSlj+YSFcWDDBlPGEsKZ2rRpw/r163n55Zf59ddfWbx4MT4+PnTv3p1rrrmG22+/HU9PT1eH6RSONFGnKaUWKKXuVUo5vl+9EC6SsrKYtkOPTSf2vN6fpEVFlJU4t7rOWq55/rMDhAZZ+HxGDqVlUs0nhDg95OzeTWBcnClj+YSGSg+EaDRCQ0N57bXX2LlzJyUlJeTk5LBs2TLuvffe0zZ5AMcSiBlAL+AtIFkptUop9ahSqu5LLwjhZEU55eRlWglt43H0OU9fN4JauHNgR6lTz71yUxGH88t56c4wosM8+HVBHht2FlFYXO7U8wohhLOZmUDIKkxCNHx2JxBa64uAMOBqjD0gEjBWYtqilNqolHpWKdXF3DCFMEf6xhIiEj1xcz+xByEi0YPMLSVOPfeaLYUM6uaDxaK46cJAps7J45mPDjBzeYFTzyuEEM5m9gyENFEL0bA5tA+E1rpAa/2D1voqIBS4CPgKiASeBtYqpXYqpSYqpfqaF64QdZO+oZhmnU+dUoxo70nmZicnENuK6dHOG4D2cV788GI04y4KYvPu6lY8FkKIhq+8rIz81FT8Y2JMGU9mIIRo+Oq8kZzWukRr/bvWeiwQAQwHPgJ8gYeBJUqpfUqpt5VSZyulzNi8TgiHpP9bQlSnKhKIRE+ytjivhOnA4TIO5Vpp0+LEcyfGebJlt3MTFyGEcKa8ffvwDQ/H3cvLlPG8Q0Ioys5Gl0t5pxANlakX81prq9b6b631HVrrZsAAYBJQgrFfxN9AupnnFMJWWmsjgahiBiI8wYMDO0uxljqnsXnttmK6xnthOWn51phIDw7nWcnJtzrlvEII4Wxmli8BWDw88PDzo+jQIdPGFEKYy6mzAVrrpVrrB7XWrYAewMvAQWeeU4jq5OyzYvFS+EecunqxZxM3/CMtHExyzizE2q1FR8uXjmdxUyS09GRLssxCCCEap5zduwkwMYEAKWMSoqGrt3IirfU/WusntNaJ9XVOIY6XuaWEyESPal93Zh/E+h1FdIk/NYEAaB/rxRbpgxBCNFJmz0CALOUqREMn/QjijJG1pYTwdtWvyRzZyZP0f81PIPYfKqOoRNMivOp9G9vHebJZ+iCEEI2UUxIImYEQokGrMYFQSnVQSn2jlPpHKTVbKXWTUkpVcdy1Sikp4hYNWtbWUsLbVT8DEd3Vk7T15l/Ib9xVTMfWXlTxowNAu5ZebE8pQWvZWE4Ip8rfDcvGwu6v4MBKSPoc9v4KOZtBS8Ouo3KSkkxPIHzDwmQpVyEasKpviQJKqbbA8opjNgHtgE+Am5RSl2utM+onRCHMkbm1hPD2Tat9PbydJ4f3llGcX46Xn3mTcxt2FdOxVfWrkzQNcMPiBgdyrIQFVfsjKYSwV3kppPwIe38En+aQ8gO0ugF2fw1FmRDUEUpzjQSiJBuiR0PYAHBzh8hh4Nvc1X+CBk9rzYFNmwjt0MHUcaWESYiGraarleeBfGCg1nongFLqOuBdYJlSaoTWels9xChEnRUcsFJWrAmIslR7jMVDEZFolDHF9q+6X8ERG5OKGda7SbWvK6WIi/YgKbVUEggh6qIgBXZ+CAV7wFoEmfMgqBO0GmskDGd9CxFnV/3eI/sgZSocWArWQlj7XwjqDM1GQvzd4O5Tr3+UxiJ3zx48/fzwCQkxdVzf8HDy9u41dUwhhHlqulrpC7xTmTwAaK2/VkqtBmYAi5VSF2itVzo7SCHqKmtbCeEJntWWEVVq1sWTtPXFpiUQBYXl7Msqo22L6nsvAFpFe7I7tZQ+HeQiRQi7Za+BTS9C5nyIux4ih4Nygx6TwDfatjF8m0O7B459X1YImXNg+7twaB30/xpq+fw4Ex3YsIHQTp1MH9c3PJyM1atNH1cIYY6aEogQ4JQyJa31VqVUf+AvYI5S6nJnBSeEWbK2lhLevvr+h0rNunqx7vt80867eXcx8S088XCv+cKjVTMP/tleZNp5hTjt5W4zyo/ydsGae6HTM9D3C/DwM2d8dx+IHgUR58DsAbDwYkBDhychtLc55zgN7N+wgbDOnU0f1zcigiNZWaaPK4QwR02F3slAlZ8KWutMYDDwDzANuML0yIQwUdbWUsITap4FAGjW2ZP0DcWmNTRvSjIaqGsT18woYRJC2KD4IPw9CJbfBOsfh6GzIP4u85KH47n7wJDpEHWe0Rex8CLI21n7+84Q+//912kzEEcyM00fVwhhjpoSiPnAFUqpKmcptNa5wLkYMxGjzQ9NCPMcTiklOK72/oImoRaUUhzJNmdFlg27bEsgYpt5sC+rjDKrrMQkRK3WPQYxV8EFG+CiJGja1bnn84mC+Dsh4V7oPMGYkdgxGcpl8cEDTpqBaCIzEEI0aDUlEJ8DS4Ge1R2gtS4GLgHeBhaaGpkQJspNtxLQzLYG5aYx7hzaU1bnc5ZZNdv2lNChhhWYKnl7uhHe1MLeTJmFEKJK1hL4ewj8FA5pf0Ln51wTR5tbYcgfxlKwS68x4jpDlRUXk5OURHC7dqaP7RMaSlF2NuVWSdJEw5eRkcHdd99N27Zt8fLyIjw8nIsuuojVp3EfT7UJhNZ6tdb6Cq318poG0FqXa63v11pXs7SFEK5VcqSckgJNk2DblmYNinHn8N66JxC79pUQEeyOv69t520VLWVMQlTr3yfBIxBGboBRW8Az0HWxBHeHc+YYKz0tHQNn6B4u2Vu2ENiqFe5etd8ksZebuzteQUEUHjxo+thCmGnPnj10796d9957j5KSEgYMGICnpyfTpk1j4MCBrF271tUhOoXsRC1Oe3npVvwjLSg321ZQadrSnBmIjTaWL1WKjfJgT4YkEEKcoGAPrLkfkr+FPp+CTwR4+Ls6KrB4w4Afjc3pdn3s6mhc4uCWLYQkJjptfN+ICOmDEA3emDFjSE9P58UXXyQ5OZk5c+aQkpLCgw8+SFFREY888oirQ3QK0xadV0pFAN0wVm+qfrF9QGv9pVnnFaI2uellNe7/cLKmLd3ZObewzufdsKuYszr72nx8y0gP5q89UufzCnHaKCuAWWdB7DVw3grwDnV1RCeyeEL/r4yGbp9oaHa+sXzsGSInKYmg1q2dNv7RRmonNGkLYYYFCxawdOlSLr74YsaPH3/0eTc3N15++WWmTZvG1q1bKS8vx83t9PpsqHMCoZTyBD4FrgFsXSRbEghRb3LSrARG2/5XvalJJUzbU0q4+aIgm4+PifQgRWYghDhm2yQIOwu6verqSKoXmAh9PzdKrDY8A+fMBY8AV0dVLw4nJdGsb1+njS+N1KKh+/HHHwG4/fbbT3nNw8ODHTt21HdI9caMGYhngGsr/n0vID/tokHJTSsjoJkdMxAxHhzaU4bWutaN56pTUFjO4fxyokJt/xFrEeFB2oEySst0rftGVKeoqAw3N8Xq1Rm8+uoqNm06SKdOoUydOho3G0u4hGgQivbD1jfg3GWujqR20aOg2QWw+m5YfDUMngZup/+u8jlJSbQfM8Zp4/uGh1MgJUyiAVu8eDEAffr0YeXKlUyZMoWUlBRCQkIYOXIkF110kcPXEQ2dGfMp1wAauElr3VJr3au2hwnnFMJmuWlWAqJs/2XuHeiGxUNx5KDjS7nuTiulZaQHFjsu2j09FBHB7qTud2z2Q2tNfPyn+Pq+xZgxMxgxIo7ffruY/fsLef31VQ6NKYRLFGfD/POhze0Q0NbV0dhGKWPna22FZTdA+ek/m3h41y4CW7Vy2viymZxo6DZv3oy3tzeTJ0+mb9++vPXWW/z88898/PHHXHLJJQwbNoy8vDxXh+kUZiQQzYD9WuvPTRhLCNPl2DkDARDU0p1DKY6XMe1OK6FVs9p3vj5ZXcqYkpNzKCsrp7T0QXbvvoXbbutC+/YhfPXV+bz66irWrpU7eaIRyNkCc4ZA+GDXLdXqKDd3GPQLlB6GxVec1vtElBUXcyQzk4AWLZx2DtlMTjRkBQUFlJSUUFxczPjx47nxxhvZvn07hYWFLFu2jM6dOzN37lxuu+02V4fqFGYkEFlA7Vv8CuEi9uwBUalpjDuH65BAJKWVEhdtfwLRMtKDPemOJRDLl6fTr18zlFInTJm2bBnIW28N5dprZ3DkyOl/V1Q0YpnzjIbk+Luh22vGXf3Gxt0XBv4CpfmwfnztxzdSuXv24N+iBW7uzivVahIRISVMjYBqhP+YIScnBzBm/y+++GI+/fRT2rZti7e3N3379uW7775DKcV3331Henq6KedsSMxIIKYDgUqpUSaMJYSprKWawmwr/uF2zkC0qFsj9e7UUlo1sz+vblmHpVyXLUujX79mVb42Zkx7evSI4PHHFzk0thBOV14Kq+4ylmptc2vjTB4qWTxhwPeQ8iNsee203CciJynJqeVLICVMjYVuhP+Ywf245PnWW2895fX27dvTs2dPtNasWbPGlHM2JGYkEE8Be4D/KaX+o5RqYOvsiTNZbrqVJmEW3OxsSg6IspCb4XgvQlJqCa0cmoFwr1MC0bdvVLWvv/baEL74YhPFxXVfYUoI0+38CHyaQfSFro7EHF4hxmZze76HJVeBdrynqiE6nJREkLMTCClhEg1YYGDg0dn+2NjYKo+Ji4sDIDc3t77Cqjd1TiC01gcxlnENAT4HMpVS1hoecvUi6k1uepnd5UsAAVHu5KU7Vr984LAVDw9FkL99sx4AMREe7Msso7zcvjskhYWlbN58kB49Iqo9JjKyCZ07hzFr1h674xLCqbL/gQ0ToPsbjXvm4WR+cXDuYihIgaT/uToaUx3etYtAJ+4BARUJRFYW+jScwRGNn5eXF60rfgYyMjKqPCazIgEODw+vt7jqS50TCKXUjcD/YazEpGx4nF47aYgGLTfNvk3kKgVEWch1MIFISnOsfAnAx9sNP183Dhy279yrV2fSoUMoPj41z3pcfnk8P/64zaHYhHCKvF0wfyT0ngxNO7s6GvNZvKDXB7D+cdj1GfzzsGtmIw4eBBNXg8mphxkID19f3Dw8KDkN796K08O5554LwE8//XTKa5mZmaxYsQJfX1/6OnG/FFcx42L+AYzE4G/gfKAr0KmWhxD1IjfNSqADMxB+ERbyMsvQds4EgNH/EOfACkyVmoe7sy/Lvom6P/5IYsiQ2ldDueyyeH7/PYmSktN3dRjRyGx7C1rfDC0udXUkzhPcDdreCXt/gdTfIe2P+j2/1jBqFLRpAx9+CGV1LwQ4tH27U3ehriSN1KIhu+eee/D09OSjjz7i999/P/p8cXEx99xzD0VFRdx55534+fm5MErnMCOBaA0UA6O11jO11v9qrTfV9DDhnELYxChhsn8GwsPbDS8/Nwqy7b9T6Gj/Q6XocHf2ZdneB1FcXMZnn21k3Ljac/Nmzfxo3z6Y+fP3OhyfEKYptxqNxnHXuToS5+v0DAz5HTo8CVvfrN9zT58OBQUwYwZ89x106QIbNjg8XEleHjnJyYQkJpoYZNWkkVo0ZO3bt+fDDz+kvLyc0aNH07lzZ4YPH07Lli2ZOnUqZ511Fv/3f//n6jCdwowE4gBwSGtdbMJYQpgqJ9X+JVwr+UdayEu3/05dUlopraIdX9m4ebiHXTMQP/+8g06dQklICLbp+PPOi2XWrGQHoxPCRAeWgHcEBCS4OpL6E3Ml5G6FQ+vr53zl5fDUU/Dcc9CzJ8ydC5dfDpMmOTxkxpo1hHfpgsXT+Su4SyO1aOjGjh3LkiVLGDVqFHv37mXRokWEhoby/PPP8/fff+Pj4+PqEJ3CjAWcfwLuU0p11VqvM2E8IUyTm15GoAMzEGA0UudmWImyo+iuzKpJzSqjZaTjP1rNw9z5d0eRzcd/8MF67ruvu83Hn3tuLHfcMRut4bbbICgIHn0UQkIcCFaIutjzA8Rc4eoo6pfF05iNmDcCur3q/NmXuXONEqbRo43vlYJrr4WhQ43nHWhaT1+xgqg+fUwOtGpNZAZCNAJ9+vQ5oYTpTGDGDMT/AVuBb5VSzu2oEsIO5VZNfqYVfwcv5gOiLHavxLQ3s5Swpha8PB3/0Yq2owciI6OADRv2M3q07bXIvXpFsmdPLm+9VczKlZCbCx06wKxZjkYshANytkLK98Yd+TNNm1th8DT492kjiXKmL76AceNOTBTatgVPT9i40aEhM+oxgfAJD5ceCCEaIDNmIN4AdgGjgG1KqbVAElBYzfFaaz3OhPMKUaOC/Va8g9xw93JsWUj/KHdy7SxhSkotrVP/A0B0mAeZ2WVYrRqLpebYZ81K5pxzYvDwsH2WJSPDjZiYQTzzjIUlS6BTJ7j6ahgzBu64A554AtxkrTThTDlbYe5QY7fpgLaujsY1QnrBwB9h3nnQtJtz/jvk5sLvv8Mbb5z4vFJw/vnw55/GB4Cd0lesYPBrr5kUZM2aRERwYJO0TgrR0JhxmTAWuKDi3y1AL+CqiuerewjhdDlpjvc/gGNLue6uY/8DgKeHIjjAQsbB2pOXv/7azYgRcTaP/fff0L07+Pg0p1+/tUevHYYMgdWrYeZMuPLKxrdxrgYq290PAWkujEXYYP3j0O5BaHWDqyNxreDu0OUFI4nITzJ//KlT4eyzISzs1NdGjIC//rJ7yLx9+7CWlBAYZ/vnTl1ID4QQDZMZMxATTBhDCNPlppUR6MAeEJUcaaJOSi3h/P51X66tebgHe7PKiA6vfjbDai1n1qw9TJw4yKYxly0zSp9//BFiYtzp1WsVxcXd8fIyPgaaNYN586BXL+OYKxpJafoWjLsSocAPGGtJHwbWAr4ui0pUK28X7F8I/b9ydSQNQ5tbobwM/h4C560An+p3k7fbzz/D2LFVv3b22XDNNXDkCPja/pOSsWoVkb17H92B19l8IyIkgRCiAbI7gVBKhWutj3Y0aa0lgRANUm6dZyDc7Z6BMDaRq1sJExh7QaRmlQLVr96wenUmkZG+tGgRYNOYEybACy/AoEEAgXTqFMrvv+/i8suPrYDj4WEsznL99XDBBXZdV7jEPmAg8BwwA0gEugFtgIeB91wXmqjOtreh9S3g3sTVkTQc8XdCUSYsux7OngnKhOIAqxWWLIH/VbMDtp8fdO5s3Fk45xybh81av57wrl3rHp+NpIlaiIbJkU+pNKXUAqXUvUqp2neuEsJFchzcA6JSkxA3Sgo0JUds2wsiv7Cc3IJyokLrPrEXHe5O6v6aZz/mzNnD8OGxNo23ejVs2mQkBpVuuqkTn312ahPl4MHQpw/UU4lznbwE3ATcAXyPUTv5BfAuMB2o5+26RG0KMyH5a4i/29WRNDwdnwJrMSwbC4dNqPnfuBEiIyE8vPpjBg+GhQvtGvbAxo2EOdA34ShfaaIWokFyJIGYgdHn8BaQrJRapZR6VCkVb2pkQtSRo7tQV1JuisDmFnL22VbGlJxWSmyUB25udZ/ajw7zIK2WBGLFinT69Wtm03gvvAAPPWQsvFLp0kvbsnx5Ovv25Z1y/CuvGDMRexvwfnMpwHcYMw0ATYBXgEAgCCORuBnY74rgRNU2ToC4G8A32tWRNDxu7jDwZ2jSEv4eBAdX1228RYtgwICajxk8GBYssGvYAxs2EFqPCYRXUBBlhYWUFdm+tLUQwvnsTiC01hcBYcDVwI9AAsaNwC1KqY1KqWeVUl3MDVMI++WmldWphAmgaYw7h1JsSyCSUktMKV8CiA6reQZCa82KFen07h1Z61gLFsDatXDLLSc+7+vrwahRrZgx49TmzdhYuOsuY3+IhqgcuAdj5qGK9lAAhgDXAbdiNFkLF8vdBilToeMTro6k4fIOhS7PQadnYWMdd69dtAgGDqz5mP79jelJGy/OSwsLyUtJoWl8/d0vVEoZjdRSxiREg+JQoaXWukBr/YPW+iqM3sWLgK+ASOBpYK1SaqdSaqJSqq954QphG601uenWOpUwAQTFuHPY5gSilDiTEojIEHeyDpVRZq360nfvXmPWICam5v4HqxXuuw9efbXqfoaBA5uzZElqle995BGYNg3y8+2LvT5MAA5ifNjU5DlgN1BNFbioT+seg/YPg5fsWFirNrdA9hrj4QitbUsgAgKgfXtYtcqmYbO3bCGobVssHuZ8ztmqSUSElDEJ0cDUuVNLa12itf5daz0WiACGAx9hLIDyMLBEKbVPKfW2UupspczoDhOiZkeyy3H3Unj61u2vW1ALDw7ttS2B2J1WSlwdl3CtVLmUa2Z21ec2Zh+ial0J5YcfjF7J6lZUGjAgmsWLq04g/PygWzejx7Ih2QG8D/wE1PZf2wv4GngUo+FauEjWYsheCwn3ujqSxsHiDR2fhKX/gdwd9r8/KcnY68GWpVYHDTKSDRvs37CB0I4d7Y+njnylkVqIBsfUi3mttVVr/bfW+g6tdTNgADAJKAHuBv4G0s08pxBVMcqX6jb7AEYJky0zEFprktLMK2ECo4ypuj6IlSvT6dOn9uUeP/4Y7r33xE1oj5eQEExOTjFpaVVPMzhQIu10nwP/wbhbYYuOwI0YdZbCBbSGdY9Al+eNC2Nhmza3GwnX7LMgy75GZxYvNmYfbFlqtUsX2LDBpmHru4G6kuwFIUTDY3cCYU9/g9Z6qdb6Qa11K6AH8DJG5YEQTpWbXrcG6kq2ljDtP2TFy0MR5F/3pKVSdJhHtX0QK1Zk1Nr/kJRkXBdcdFH1x7i5Kc46K7raMqaGlkBYMZqjb7LzfQ8BU4AG3BN++spaCCWHIPZaV0fSuCgFbW+Hs6bAossgY67t77WlgbpShw7GEm02qO8G6koyAyFEw+PIDMQ/SqlMpdQUpdQ4pVSMLW/SWv+jtX5Ca53owDmFsEtOqjkzEAGRFgoOWikrrrkN1+h/MKd8qVKzahqpy8rKWbs2k169ak4g/vc/Y+M4L6+az1NTGVP//vDPP1BYaHPYTvU3EIUxq2CPcOAW4FXTIxK12vYWJNxnzt4GZ6LIc4wkYtn1UHbEtvfY0v9QqX172LEDymq/UXLAVSVMMgMhRIPj6Cd6GHAlRq/DbqXUdqXU+0qpS5VSQaZFJ4SDjAbqus9AuLkrApq517qU6469JbRtYW5jYXRY5WZyJ9q06QDNm/sTFFR9OYjVCp9/DjfZcKu+phmIJk2gY0dYvtzWqJ2nHHgBuM3B998MTK0YpzZaazZkbuCvnX+htazh5LD8JNi/GOL+4+pIGrfIYRDaD7ZNqv3YzEzIyjJ+cG3h6wvR0bBzZ42HFWZnU5KXR0DLlraNayK/qCjy06X6WYiGxJEE4lrgA2AjxuqICmPj19swfj/vV0qtUEq9UNE0Xb/LNQhBRQ9ElDnlRE1buNfaSL0luZh2sbXc6rdTdHjVPRArV2bQp0/Nsw+zZxt7SHXuXPt5evaMYOvWbPLySqp8fdgwmDHDppCd6j2Mi/8bHXx/W6ApUNvq+smHk+n1cS9GfzeaB2c+yKgpo5i2bRo7DjrQzHqm2/omtLpJdp02Q5cXYevrkL+75uMWLzamDi12fP7ZUMZ0YONGQjp0qHXhBmdoEhVFgSQQQjQojuwDMUVrfZfWugsQAlyA0Z+4GCgGLBgbzT2GUXFwSCn1l1LqIaVUV9MiF6IGuWlWAqPrPgMBtfdBaK3ZtqeEdi3NLWGKCnUn/WAZ1vIT74BXrsBUk08/hXHjbDuPl5c73bqFs2JF1b+gr7sOvvnGpgoHpzkIPAt8hvEB46jRwLQaXp+fPJ9+n/bjus7XkXRvEutuX8fAmIF8tOYj+n/Wn9+2/laHs59hjqRC8jfQ7kFXR3J6CGgLnZ+D2QOMFa2qs3ix7f0PlWxJIDZscEkDNYBfs2bkp6W55NxCiKrVqShVa52jtf6zordhMMYmsP2BR4DpGL/3fTGWdp0IrFFKmVbIqJS6TCm1RCl1WCmVrZSap5QabecYPZRS3ymlUpVSxUqp/UqpGUqps82KU9S/HJNWYYLaN5PLOmRFKQhral4DNYC3pxuBfhb2H7Ke8HxtKzAdOGDMQFx9te3nqqmMqV07Y2O5mTNtH89sfwEDgbpuX1VTAvHZP59x9Y9X8/UlX3N/3/tRSuFp8eSxAY8xfcx0/rz2T26dfivvr3ofa7m1mlHEUZtfNmYffGxdL0vUqu0d0PMdmDcC0v6q+pg5c2DIEPvGtXEGwhUN1CAzEKJhmj9/Pkopmx7PPvusq8M1nTm3aCtorUuB5RWP1wCUUhdj7PtU+ckTasa5lFKPY5RElwMrK74OBIYopcZrrV+2YYwLMZaT98DYb2oRRjnWSOB8pdQNWuuvzIhX1J+i3HJ0OXgHmNO0GRTjzs751XcRb00uoV2sl1Om9iuXco0MMX5U8/NL2LXrMJ07V7f/MrzzDlxyCQQF2X6eAQOimTSp+ruaY8caPRUXXGD7mGb6AzjfhHH6AJnAJqDDcc9nF2bz0KyHWH7zcuJDqk5Tejbrybwb5nH79Nv5ZsM3zL9hPh4WqdCsUt5OSP4WRm1xdSSnnxaXgnckLLoU+nwC0aOOvZaWBvv2Qa9e9o3ZoQO8+GKNhxzYsIGEK690IOC68/T3B6AkL+/ovwvhaiEhIVxQyy/FhQsXkpeXR2xsbP0EVY9MTSAAlFJNgHOAEcB5QOxxL1de7Nf1HF0xkod84Byt9cqK57sAC4DnlVKztNbVXhEppbwxNqj1AO7UWn9Q8bwC/ouxYMv7Sqk/tdYH6hqzqD+5aWUENrOYdkHfNMadwzX0QGxNLibB5PKlStFh7qTuL6V7O6Nhes2aTDp1CsPTs+rZjj174L33jJWT7NG/fzPGjJlBWVk57u6nJl5XXQUPPQQFBUZjdX2yAjMxZx8HC/AEcBcwD6OBC+C9le9xcbuLq00eKiWGJbJg7AJGfDOCD1Z/wL19ZGO0U2gNK2+DDo+Dd7irozk9hfWHQb/CgtFwzjwIqkiHZ840mpbc7fzV3q4d7NoFpaVQxS7TWmuXzkAopWgSFUV+WhrBCQkuiUGIk3Xq1Inp06dX+/pPP/3EjBkzGDt2LGPHjq2/wOqJKbdolVKdlVKPKKXmYpQt/QLcDsQBWRibwY4BwrXW/U045aMVX1+tTB4AtNbrMRq8LcB9tYwxCqOHY05l8lAxhtZav4bR0+EHXGNCvKIe5aSZswJTpYBm7uRnWrGWVr0ajzP6HyqdvJTrypXpNe7/8MgjxsZxLVrYd57gYB9atPDn33/3V/l6UBB07WqUV9e31Ribxtm0XrQN7gKOYPRTABwpPcK7q97l4f4P2/R+pRSvD3+d5xc+T3ZhtklR1UyjySCjXs5VZ8lfQ8lhY+lW4TyhfaH767BwNBRXbK80cyaMGGH/WN7exkpMu6tu0M7btw93Hx98Q00pIHCIX7NmshKTaDR27NjBjTfeSLt27Xj//fddHY5TOJRAKKWClFJXKqU+U0rtA/7BuEE4pGLMJcCTQA+tdZTW+gat9Xda6zr/tq2YIRhe8e23VRwyu+JrbZ+ilRvizanm9crERPataGRy9pUR1Ny8BMLiofCLsJCTeuoshNaaHXtLiI9x1gzEiZvJrV5d/f4PxcUwfTo88IBj5xo0qDkLFlS/1dqwYfD3346NXRdmlS9VsgBvAy8C/2ZuoP+n/RkdP5r2Ye1tHqNjeEcuT7ycCfMnmBiZkSjsYQ+LWcwMZvADP/ARH9GTnrSmNW1ow3M8RxppbGADv/IrX/AF2WSTRx6LWEQeeTWeI5lkNE5cmnbrW9D1JXAzfYJbnCzuP9DiMlh0OZQWGc1P553n2Fjx8bBtW5UvuWr/h+M1iYqiQBqpRSOgtWbcuHEUFBTwv//9Dx8fH1eH5BR2f8IrpZZirLLkxrEKgFSMPse/gNla61zTIjxVOyAYyNFaV7Vw9YqKr+FKqXCtdXXbV6YCvwFrqnm9sku1yOFIhUsc3ltG0xhzL16axnhwOKWM4NgTp/ezDlnx9jKanZ2hsgei0po1mTz9dL8qj123Dtq2BUdLhIcOjeHLLzfxwAM9q3x92DC4+27HxnZUMfAJxooMZuoDeJYVcc43I3hpyATGdbNxyarjTBgygcT3E7mj1x20C23nUBxJJPEHf5BDDiMYwQu8wGIW04Y2NKUpvhX/PM7jXMIlrGc9k5hEO9oRTTStaY0nntzHfVixEk8829nOSEZyN3fzLd9STDHjGEcyyXzMx6xkJf3pzzM8gy++/B//x0Y2Mo5xRBFFAAEMYxiBBNr/B8rZDEUZEHGOQ/89hAO6vASLr4CPBkFkuDGT4IiEBNi+vcqXMlatIrxbtzoEWXeyF4RoLD7++GMWLVrEnXfeSd++fV0djtM4cpXVF47evvoBeF5rvdG8kGpV+emYUtWLWusCpVQR4F1xbJUJhNZ6MjC5qteUUonApRXfnlK0oZQaC4y1Md6uNh4nTHJ4XxmxZ1W/yZojgqpZiWl3ailxzZzXSNusIoEoL9fk5haTkVFAu3bBVR67fDnU5bNqyJAW3HzzzGr7IHr3hqQk2L8fwqrv4TbVFxhThWZfuiig/bovWB3ZjZu73+zQGGFNwnjsrMd4aNZDTB9jX4qj0XzERzzJk4xmNL74cjEXcxVXMYUpeFH1niLd6MbnFf8c7zCHsWDBH3/yyedt3uYGbuBqrsYPP27hFtrRjnGM4y/+4j3e47/8l2yyuYVbGM94vuRLtrOdLLK4kRsZyUg605nJTOZxHud2bmcd64gjrvrkYvfXEDsG3JyTUIsquFlgwFSYPgxidoMud2zX7/h44y5EFVIXL6b7va7t92nSrJmsxCQavJycHMaPH4+fnx8TJpg7Q93QOJJAlB33viswVj2aCfyJMftw0KzgqlF59VTTPP0hjBkEu9s9lVIDMBIjL2At8GsVh8UCg+0dW9SPnH1lBLUwewai6r0gktJKnJpA+Hq74eujOJhrZeM/WXTpEobFUvXFwYoVcO65jp8rLMyX2NhAVq/OoG/fZqe87uEBgwbB3LlGU7WzlWGs/fylM8YuL2Pt0lc4fPGXHMFYa9oR9/S5h0krJrE6bTU9m1U9c1NEEZOZTDHF7GUvf/EXGWQQRxxLWEJ8xeK07/COg1FAEEFH/90PPx6v+KfS8f8O8N+Kf47Xl2PZZy65fMqnbGQj7/Eet3ALa1jDd3xHPPHMYhY55BBN9LFkR5cb+z4M/t3hP4dwkJsFMmMgIcVY/SruOvvHSEiAH3445enysjLSV6yg2VlnmRCo4/yiosiyd3UIUT++rf/NBetsjHPKOF9//XWys7N5/PHHCXVhz1B9cOQqKxgYxrFVlloC/wGuA7RSajXHyplWaK3N/r9UebVmy7g2b32llAoCngPuxCjP2gRcpLWuasH3ZIzVnmzRFRypBRCOKLdqclKNVZjMFBTjTvKyU6vZdqeV0qOdubMdJ4sO8yAtq4w1azLp0aP6NfWXL4ennqrbuc45J4Y5c1KqTCAAhg83+jTrI4FYDAQBzrhs+X3b7zT3i6J1zFnMBi5ycBxPiycP9nuQiUsmMvWKqUef12jKKWc+83mAB4gjjna0oznN+ZVfaUlL/PBD0TB/8QYQwAMca6b5kR95i7fYylYmMeloqVMssfzCL7SghTH74BsNTW3Y/lyYb9UqeGc8/PsUxFwBlqpnsaqVkFBlD0TmP/8Q0LIlPsFVz3zWFz+ZgWi4nHQx3tjk5uby1ltv4eXlxX33nf6LSDiyE3W+1vpXrfXtWus4jCbjBzF2nS4BegNPYTRS71dKTVFK3aCUMms3ofyKrwE1HFN5Q/GwLQMqpW4EtgN3YyQmk4DeWut9VR2vtf5caz3ElgewzpYYhDnys6x4B7rh4WPOHhCVqpuB2J1WSqto5zRQV4quWImppgQiKwuys41rgLoYOjSGOXP2VPv6+efDn39CeXndzmOLmRjb3DvDL1t/YUynMZyH8cFVFzd3v5n5yfPZcXAH+9jHUIbihRdNacojPMLDPMyv/MpEJvIYj9GRjvjj32CTh6oMYAA/8iPRRDORiWSQwX72cxVX0Z729CxtR+76eyju/hJ/8ieb2ezqkM8seXnGGs6DboCmXWDtg8ZyuvZo1swYJ/fEFsbURYuIHjjQxGAdU7mMqxAN1RdffEFeXh5XXnkl4eGn/xLWdb7K0lpv1Vq/pbU+D2N2YiTwLrCz4vurMFZMTFNKrVVKvVDHU1b2PlS5FE3FPhSBGHtOVH8lZBzrq5T6pSK+MGAp0FNrfb/W+kgd4xQu4IzyJYDA5u7kppdRXnbsl3KZVbMvq4yYSOeuNhMd5s7ezFLWrMmke/eqE4gVK4y9o9zq+BM9cGBzVq7MoLi46sm7Nm0gIKDaUmlT/YUxxWm2svIy/tjxBxfGX8gwji3b5ig/Tz/u6nUXd+y8gx70YChDOcxhkklmDWv4D/9pVMlCbRSKYIJRKB7mYdJJZ9rWwawJb0JQ6Aie4ikGM5gP+KDWFaGESdasgc6djTrDvl/AgWWw/gn7kgg3N2MVhpMaqfctWkTzBpBAyAyEaOgmTzbaam+44QYXR1I/TL1Nq7Uu0lr/pbW+T2udALTCKAnaiNG32BV4rI6n2YqxOEuYUiq2ite7VnzdqLWufvtgww/AxUABcAswQGu9ro7xCRc6vNfcJVwruXsqmoRayEk7VtG2N7OU8KYWvD3Nne04WUykBzuSj5CWlk/79iFVHvPLL0Z5UV0FBnrRtm1T1qzJrPaYCy6AP/6o+7lqkoFRJ9jHCWMvSVlCy6CWtAhsQVfgAFD94rW1W8UqNgzcwLx283jr8Fs8yZP44kswri35qC/+Vg+abf+FIZ3msYMdrGY1C1jAz/xMM5rRjW5cx3XMYY5zl489k61adWz3ac9AOPsvyJgFS6+Fstp+DR7npKVctdakLl5M9IABJgdsP8+AAMrLyijJz6/9YCHq2ebNm9m8eTNhYWEMGTLE1eHUC9OvfJShm1LqHoweyKcA0xaQrkgKKvduuLSKQ66o+PprLXFeiFEhUQScq7X+xAn9GqKeHd5nJdAJCQRUljGVHv1+d1opsVHOa6CuFBPpwbq16fTsGVHl6kj5+UYC8Z//mHO+gQOjWbSoyuo9AEaOhBkzzDlXdWZhbGfvjP+Tv237jdHxowHjA/AcHCtjKqSQu7mbS7mU/pb+PLnpSX77+zczQ20c9vwAwd1RAQk0pzkAiSQym9lkkslHfEQ/+nEv99KWttzP/TzHc8xnvmvjPp0cn0CAsQP4sEVQXgyr77R9nJOWcs3etg2PJk0IsHdnSidQSuHfvDn5qamuDkWIU/z6668ADB06FIvlzFiFrs4JhFLKWyk1RCn1VMVqTIcxNo99C+NiPgrjIn02xg7SVS9VYp/XKr4+qZQ62rGnlBqJMeORA7x/3PPtKh7HL7ZydcXXV7TWy0yISTQAziphgoqlXPccK+3ZkVJCWydtIHe8ZqHu7N6eRZ8+VTc2//gjDBwIkdVvUG2XgQObs2hR9b+kBw6EzZvhwAFzzleVadS+E6QjisqK+GHTD1za/ti9h2EYCYutNJqpTKUjHTnAATawgf/yXx7p+Qjzk+ezPmO96XE3aDveg/iqNwjxxZde9OIu7mIjG5nKVCKJpIgixjCGJ3iCwQymD33Yxa56Dvw0oTUsWQL9Ttofxt3HKGfKWgwpP9o21kkzEKkNpHypkn9MDLl7aqxMFsIlFiww1tUZ2IB+XpzNkY3kQoEBxz26HTdOZaGvFWODtr8rHku11iV1jraC1nqeUupV4GFgtVJqBUbjdHeMlZdu01ofX4OxpeLr2XD0tldldcQwpVSPGk73rda6qh2vRQN0eF8ZgdFOmoFo6XFCArF1Twljzqupl98cnh6KwoPZtE1sXeXr//sf3H+/eecbOLA5t946i/JyjZvbqbX7Xl5w9tnGakzXXmveeSulY0wxfmr+0Lyz4h16RfeiU0Sno89djHFnIwuwpe3tG77hGZ7hYz5mKEOPPt/EswmPDXiMp+Y9xbRrppkceQOVPhuKD0JU7XuFKxTdKv4BuIVbeJiHGctYCiigD304i7O4kAsZx7jTqm/EqZKSjK+tq/h88PCD/l/DggvBNwZCe9c8VkICvPHG0W/3NZAG6koBMTHkplS5BZQQLqO1ZuXKlQCn9cZxJ3PkSuv4C/PjP+G3cSxhmK+1zqlLYLXRWj+ilPoXuAcjiSnC6Lt8UWu9yIYhKu/X9q/luNWORynqW05qGYHRzpk+bNrSnT0VS7layzXbU0pIaOn8GQirtZzstIOEtzh1TemsLPj3X6MvwSyRkU0IDfVh48YDdO5c9Y5xlX0QzkggPsKYHjR77eNDhYd4ZekrLBy78ITnwzCmSt8Hnq1ljN3s5gEeYDaz6VrFHpG397yd15e9zvJ9y+nb/DT/RWIthtV3QY+3HNo4LpZYpnJs6dvRjGYVq3iBF5jLXN7n/RP2txDVWLTI2KBFVZNwhfaBvp/BglEwdBY07Vr9WPHxRgmT1qAUqYsX02f8eKeE7YiAli0lgRANjlKKQ4cOuTqMeudICZOqeGQAX2PsyNxCa91ea32P1vo3ZycPlbTWX2ut+2it/bTWoVrr86tKHrTWquIx/7jn/I57vqbHs/XxZxF1V1asKc4txy/MSQnEcSVMKRmlBAdYCGji/FrHzZsPEtjUh9ziU/P9P/+EYcPA0+Q8ZvDgFsyfX31r8fnnGzMQ1qp2SamDUowE4i5zhwXgk7WfMLLtSNqHtT/ltQeAD4Ca2k33sIcLuIAnebLK5AHA292bR896lDeWvVHl66eVrW9AYCJEjzJluBhiuIzLWMISmtKUBBJ4jMd4h3fIJtuUc5yWFi40EoiaRI+Cri/ByjtqXpkpMBD8/CAtjbzUVEpycwlu187ceOtASpiEaDgcSSDuAzpqraO11tdrrb/UWktXk3C5vIwy/CIsqCrKbswQ1MKdvIwyrKWarXvqZ/YBYOnSNDp3iyQls/SU16ZPN3f2odLw4S2ZNSu52tebN4foaKiYtTXNQqA5Jq66cJxvNnzDjV1vrPK1dhj1jz9X89497OEszuJWbuU+at4g6NpO1zJz10wOFZ7Gd6TKy2D7O9DlRdOH9sGH93iP2czGG2+WsYwe9GAJS2QVp6rYkkAAtLoRyksg5dTdpk9QsaFc6qJFRA8YgKpuZsMFAmJiyJMZCCEaBEc2kntHay27BIkGJyfNSkCU8/ZksHgo/CIs5KSWsTW5hHax9ZNALFuWxln9o9mbceLeDKWl8PffxmyA2YYNa8nChfuq3Q8CjNWY/vzT3PPOw2hqNtumrE0cOHKAQS2rv9Aag7Gu88lKKeUaruFe7uV+7q/1XE19mjKizQi+3/S9w/E2eGl/QJNYYwbCSTrTmWd5lm/5lolM5HqupxnN+IVfnHbORic1FQ4dgvanzqqdQrlB99dh7QOQMbf64yrKmBpa/wNICZMQDYndCYRSapFSaohZASilhlc0QQtRJ7lpZQQ0c25JUdMYo5F6254S2rX0cuq5Ki1dmsb55zYnJbOU8vJjd2AXLzb2fYowa4/34wQH+9ChQwiLF1c/uXj22VCx8IRp5mGsdGC2bzZ8wzUdr8FNVf+RNxpjhYXj6y9LKOEu7iKIIB7iIZvPd0OXG/h83ecORtsI7PoUWt9cb6e7kivZxS5+5Vfu4A7e4A1mMIMjnOH7fS5aZCyLZusOkhFDoNeHsPxG2PJ61cdUzkAsXtygVmACji7jqsvLXR2KEGc8R0qYyoA5FYmEQ8WvFXtFXKyUWgb8Sd32cRICgNx0585AgNFInbm7lJSMUtq0cP4eEAcOHCEzs4CePcLw93Uj/cCxGYHp02GUOeXnVTrvvFj++mt3ta/362dsgFtUZM758oH11L6qgb201kzZOIVrO9fc8R0IDMFYQhYggwz60Y8MMviar3Gz4+NyeOvh7Mvdd3ou6VqwB7IWQsyV9X7qPvRhNrNZwQqe4znO53wKKKj3OBqMygZqezS/EM5dBJtfhux/Tn09Pp6ijRs5nJREeLdu5sRpEndvb7ybNqUgI8PVoQhxxnOkhOlsYBzQFvhNKbVbKfWmUuoypVRUde9TSrVQSl2rlPoQSAF+wih3vkxrfbmD8QtxVG56GQFRTp6BaOnO5p3FxDbzcPoO1ADLlqXTp08UFosbbWM82Z5ybDXkGTOc0/9QacSIOGbOTK72dX9/SEw0rw9iCUYfgm9tB9ppVdoqvCxedInoUuuxVwLfA8UUcymXch7n8Ru/2b2rtLubO3f0vIN3Vr7jWNANldaw+l5IuM9YItQFOtGJ7/mepSylNa0ZxCAmM5nDHHZJPC5la//DyZrEQPc3YekYKDjp/l1CAqkbNxLVuzcWD+ffJLGXNFIL0TA4dAWktf4ciAdewVgF8T6M8uF9SqkipVS6UmqzUmqLUipTKVUCJANfArcAAcCLQHut9a91/lMIAeSmWQlo5twZiNC2HmxPL6FDq/opX1q2LI1+/YwN5BKOSyB27YKcHHDmDcKePSNJSsohJ6e42mMGDzauYczgrPKl7zd+z5UdrrSpGfQiYCkwjnuJIorned7h/Qhu7XErP235iQNHnLjjXn3b9wvkbYMOrl/a0w03PuZjHudxFrCAeOJ5kzcppvq/r6eVgwchJQW6dnXs/bHXGo3VM3sbm81VatWK1P37iT55Y7oGQvaCEKJhcPgWqtY6V2s9HogB/gssxyhv8gQiMBY2ScBIMNwxVkj8C7gViNZaP6W1zq9b+EIck5teRqCTeyDC2nqwt8hKh7j6WoEplf79jQQiPsaT7XuNBGLGDKOJ2dbSZ0e4u7vRtWs4a9ZkVnvMoEHmJBAa+A04r+5DnaBclzN181Su7GBbuY0f0JOf+JM5fM7ndpUtnSysSRiXtLuED1d/6PAYDc6G/4Pub4GlfhLo2liwcBmXMYUpzGc+85hHO9rxJyZ39zdEixcbdYTuDt40UQoSH4G+n8PiyyB3u/G8hwepHh40b9XKtFDNJI3UQjQMdb780Fpna63f1FqfhTGz0AW4ELgWY2GTkUAi4K+1vkBr/YkkDsJs5VZNfqYV/0jnzkB4B7lxqAnEBjj3PAClpVbWrMmkTx+jMjC+YgZCa+205VtP1rt3JCtXplf7+oABsHy5sSJUXSwDygGz73mu2LcCfy9/OobbtjBsCims4U48+YYm+Nf5/A/3f5hJKyaRW5xb57FcLmcLFO+HyHNdHUmVEklkGtP4hE+4lVt5hEfIoV62JHINR8uXTtbsPOj8vLFbdckhSvLyyCotJcrX7GJCcwRICZMQDYKp9y+11sVa6w1a6xla6yla6++01n9prbdqXdPuNULUTcEBK14Bbrh7OXfN8n1ZZXhZFOUZzl8FZO3aLOLiAgkK8gYgyN9CE283diSXsWwZnFsP13G9e0exalX1DYtNm0K7drBkSd3O8ylGY5XZ//e+3/Q9VybaNvuQTz6jGc0TPEoz+vC3CedvH9ae89qcx6Tlk0wYzcX2fG80Tjuw63R9OodzWMMaMsigFa24l3tZwxpXh2W+BQuMFZjM0OYWaHYBLLqCPbP+olnz5ng20Lv8/rIXhBANgvO7QIWoB7lpVgKd3P8AsHFXMTFNLOzfUcdb7jZYuHAvgwe3OOG5tjGefP+Tlb59jSZmZ+vVK5KVK2te8eT88+GPPxw/Rx7GBm7XOz5ElSrLl67ocIVNx9/KrfSkJw/wAGMxGrbM8MzgZ5i0YhI5RY34brjWsGcKtLza1ZHYJJxwvuRL1rCGEEIYzWge53GsmLx1uqscOgTbt0OfPuaN2e1VsHiR9OXTtOrdG7ZtM29sE0kJkxANgyQQ4rRweG8ZgdHOvzO6bkcRHVt6cqAeEogFC/YxeHDzE56Lj/Fk5kxVL+VLAK1aBXLkSCnp6dVXHY4cWbcEYjbQG4h0fIgqLd27lGCfYBLDat/sbA1rWMAC3uEdFIqrgekYS8vWVZvgNpzT6hy++vcrE0Zzkf2LoLwUQnq7OhK7xBLLMzzDOtaxmtV44UU00fzKr64OrW4WLID+/cHTxF4sNwu63zckLd5Jq97eRoLSAEkJkxANgyQQ4rSwf3spYfHObWzWWvPPtmL6dPNxegJhtZazeHEqgwadmEC0beHJupXu9ZZAKKXo3TuyxjKmnj0hMxMc/Z2+EOetvnRVh6tsOvYZnmE84/HBBzBWfhiIMTNihjt63sH7q96nUVZylhXCyluh2ytG420jFEYYs5hFIYX8wA/cz/2MYQyLWISmEf4/mTMHhg41fdjMjbvwComhadOZsLlh7mHiHRyMtaSE4tzToK9IiEZMEghxWjASCOeuWb43qwyLBRK7e5OdXEZ5mfMuPNav309UVBPCw5uc8HzRIU9wK6dNm/q76BkwoDlz5lRfMmCxwIgRjs9CLARMaAU9QVl5GT9u+ZErEmsvX/qGb1jPem7mxJ2V/wOYNWcwuOVgABbuMWnN2/q0cQIEdYaYxr9djwcenMVZrGMdvejFTdzEMIY1vh6JuXOdkkAkzZhB3IUXw+WLoDAfljxhlK81IEopAlq2JG+v7D8rhCtJAiFOC/u3lxCW4NwE4p+tRXSL98bT14J/pIXs5LLa3+SghQv3ndL/ALBovoXotsWkHXDeuU924YWt+f33XTXePb/kEvjuO/vHzgF2AD0djq5qs3fNpkVACxJCE2o87nEe52me5nd+xxvvE167EFgNpJoQj1KKO3vdyaQVjayZuuwI7PwIur/h6khMFUQQD/AAm9nMFVzBKEZxLdeym+p3Xm8wMjIgPd0pm8AkzZhB6wsugMB4aNcJVvwAq+8B7fxFI+whZUxCuJ4kEKLRKzhopaxY4x/p3B6If7YX0T3BuMiMaO9J5uaSWt7huHnzUhgy5NQEYsYM6NW/jB0pzjv3yTp1CqW8XLN588Fqjxk1CrZuhR077Bt7MUb/g9nFZ1+s/4KxXcfWeMzf/M03fMNqVtOVrqe87gNcCnxrUkw3dr2RJXuXsGX/FpNGrAd7f4aQvuDbvPZjGyEPPLid29nBDtrSlp705FZuZS5zG25p09y5xg6OFnM/7woyMzm0fTvRAwYYT7TvCEH/hexVsPllU89VV7KZnGhISkpKmDhxIl26dMHX1xcfHx86derECy+8QHHx6buxpSQQotE7sMPof7Blp2FHWcs167YX0zXB2EAror0HmVuccxFvtZazcOG+UxKIrCzjIv2cs9XRHanrg1KK0aNbM23armqP8fSE666Dzz6zb2xnlC8dKjzEnzv/5OqO1a8YVEght3M7H/ABTWla7XFmljE18WzCvb3v5eUlDetirEZJ/4NWY10dhdP54cezPMsmNtGGNtzHfZzFWQ2zR2LuXDjnHNOH3f3nn7QcNgxLZWN2fDzs2gsDf4bt7xnJZAMR0LKlLOUqGoSysjJGjhzJY489xu7du+nevTudO3dm165dPPnkkwwdOpSioiJXh+kUpiUQytBUKRWllGpS+zuEMEd99D/sSCmhaYCFsCBjqdiIRE8ytzinkXrduiyiopoQGXnij9GffxrXDe1be9ZrAgFGGdO0aTtrPGbcOPjiCyizo7pqLjC4bqGd4qctP3Fuq3MJ9gmu9pgP+ZDOdGYkI2scaxBGmZVZ7aR39b6L6dunk3w42aQRnSg/GQ6vh+ajXR1JvYkkkkd4hPWs51Zu5SZuogc92MAGV4d2jJMaqJNmzKDV8aszJCbC5s3gGw0DfoR/Hoa550J+kunntpe/lDCJBuKzzz5jzpw5dO3alV27drF48WJWrFjB1q1bSUhIYOnSpbz77ruuDtMp6pRAKKWClVKPKKWWAUeAA8A+IFcpla6U+lEpdblSqmHvPCQatf3bS5yeQKzaXETvxGM18uHtPcjaUoIuN//u5Ny5KQwdGnPK8zNmGKVCx+9IXV8GD27B5s0H2b//SLXHJCZCs2bGCpO22AckAWeZEuExs3bN4sL4C6t9vZxy3uVdHubhWsdyA24E3jcptiDvIG7rcRuvLnnVpBGdaNPz0PpmsHjXfuxpxg03xjKWbWzjXu7lXM5lDnNcv4/E7t1QVATt25s6rLWkhD2zZxN3/vnHnuzYETZuNP49rB+M2gpRI2BmX0j709Tz20tKmERD8UfF6iEPP/wwYWFhR5+PiYnh6aefBmDevHkuic3ZHE4glFLXYPQ/vgT0AbwwNpKtfERglBB/D/yjlOpb52iFqML+7aWEtnVuArFycyG9jksgfAIteAe6cXiv+c3M8+bt5eyzT0wgSkpg9mxj07bgAAsBfhZ2pzl/L4pKnp4Wzj47htmza77rd8UV8OOPto05DbgAMPP/XLkuZ17yPM6Oq35h2D/5kyCC6IttH0l3Aj8A+80Jkfv73s+UjVPIyK95gz6XytkC+36DxEddHYlLVSYSn/AJd3M3oYTyPu+7rqypcvUlk8s1UxcvpmlCAk0iIo492bYtpKbCkYqbBm4e0P6/RknTshugKMvUGOwhm8mJhsJS0YtUVQl1WcV0fGBgYL3GVF8cSiCUUuMwSoObAkXAVOBB4GLgXOAq4GHgD6AM6AgsVEoNr3vIQhyjyzXZu8sIbeO8BCLvSDm700rp3ObEO7FGI7W5F/GlpVaWLEk9ZQO5mTONG4KRFbut9WrvzcrN9VtXOWJELH/9VfMqNZdfDj//DFYbbtT+BlxkTmhHbcjcQJB3EDGBp87gAFix8iqvcg/3oLDtIiwcuBz4wKQYw5uEc13n63hlySsmjegE/z4F7R8Gz+r7Q84koxjFFrawnOV8yIdcxmVswwU7NTupfGnXjBm0HjXqxCfd3Y0+iM2bT3w+fAC0ugHWPmR6HLbyi47mSEYG5fbUSwrhBBdUlP298MIL7Nu37+jze/bs4bnnngPgoovM/k3XMNidQCilWgJvV7z3RyBWa32V1votrfU0rfUcrfVUrfXrWutRQALwN+AOTFVKmb3hrDiD5aRZ8Qpww8vPeesBrN1aRMfWXnh6nHjBGZHoQYbJKzGtXp1JXFwgoaG+Jzw/ZQpcc82x73smerN6c6Gp567NeefFMnNmMuU1lG21bg3R0bBoUc1j5QDLgPNMjRDm7p7L0NiqL7A0mju5EwsWruGaKo+pzv0YZUxmpWyPD3ycr//9mnUZ60wa0USHNxk7T8ff7epIGpwEEljOcnrSk4EM5L/8lyLT/lbUorTUmIY891zTh06aPv3E/odKnTodK2M6Xsdn4MASmHMO7P3V9HhqY/HwwDc8nLxUMxZZFsJxN954I/feey9bt26lTZs29O/fn379+tGuXTt27drFww8/zJVXXunqMJ3CkauuuzBWOPxDa32l1rrGmX2tdTIwEqNf0g+4zYFzClGl7KRSQuLcnXqOVVsK6Z3oc8rzUZ29SFtn7hJt8+alnFK+VFBgbNJ2xXF7onWL92ZLcgmFRfW3PntcXBBNm3qzbl3NpQuXX157GdN0jOZpP9OiM8xNnss5rapeoeZDPmQ1q/mVX/G0c+HYDkA34Ju6hwhApF8kLw97mXHTxlFW3sDuom5+CRLuB3ffWg89E/ngw+M8zmY2s5e99KY3e6mHTc3+/tsoK4qpenbNUYd27qQkL4/wqvaV6NgRNlTRQO7hByM3QPxdxi7l2fW/EV/T+Hiyt26t9/MKcTylFDExMXh7e1NcXMyyZctYvnw5RUVFWCwWtNZYbZmSb4QcSSDOAzTwlK1v0FqXAQ9h9EZU390ohJ0OJpUS0sp55Utaa1ZtKjqh/6FSsy6eZG0tpbTQvIv4qhqof/8d+vaF4/qz8PV2IyHGk3U76neN6REjYpk+vfrlXMFIIH76qeYyph8As+/JFJQUsGjPIobEDjnltTzymMAEPuET/PF3aPz/Am+AadXvN3a9kQCvAD5d+6lJI5ogbxek/wVt73R1JA1eKKF8z/fcwA30pz/f8A155DnvhN99B1dXvzSxoypXX6pyGezjG6lP5u4LLS6FHpNgyRgorn6fGGcI6dCBg5s21es5RTWUanwPk0ycOJGHHnoIT09PPv30UzIzM9m/fz/ffvstYWFhvPbaa0yYMMG08zUkjiQQMUCe1vofe96ktV4HZAMtHTinEFU6mFRGsBMTiOT0UiwWaB5+6iyHp68bofEepG8wp4ypuLiMFSvSGTToxP6Hk8uXKvXq4MOqei5juvLKBKZM2VrjClDx8RAeDkuXVv16DjAfMHtx0C/Xf8nZcWcT3iT8lNfe4A2GMpRuOL577zkYdZhmrT+jlOK1c19jwoIJ5BU78cLTHltegTa3g+fp2fRnNoXiv/yXD/mQKUyhNa35mq/Nb7IuKoJp006chjRJteVLYJQwVTUDcbzYa6DFZTAjEZK+ND2+6oR26MDBk/szhGto3fgeJigsLOTll419fT755BNuuukmwsPDCQ0N5ZprruGnn34yPudfe+203AvCkQQiEHB0+YWDQPWLswthJ2MGwnklTKu3FNEr0afaTepa9PRi7ypzZgFWrEinXbtgAgO9jj6XnQ3z58Mll5x6fK/23qyq50bqfv2aUVRUVmsZU02rMf0GnI3xQWKWcl3OWyve4v4+95/yWiaZvM3bPM/zdTqHwph2fQIwa86pR7MeDI0bymtLXzNpxDo4kgopU43yJWGXkYxkOtP5kz95mZe5jMvIJNO8E/z1F3TtClFR5o0JlOTlkb5iBS2HDav6gBYtjBrKg7XMLnR9EYb8BZteMPaL0M4vrQxJTOSAzEAIF9q+fTuHDx/Gy8urykbpfv360bJlS4qKitixY4cLInQuRztPHS3arb+CbXHa01qTnVTm1BKmlZtO3P/hZC16eLFvjTkJRFXlSz//DMOGQUDAqce3bu5BYXE5qfvrbzlXpRRjxrTn22+31HhcZR9EeRU/8VMBs++j/rXzL5p4NGFQy1P3tf4//o/ruZ444up8nssw1qv+ts4jHfPc2c/x7qp3OVR4yMRRHbDldYgbC96hro2jEetBD9awhnji6UxnvuRLc2YjfvsNLr207uOcZM/ff9OsXz88/arpRlKq5jKm4wV3g+FL4cAyWH2vaXd5qxOSmMjBzZvrdT8cIY5XOavg4+NzdDnXkwUHG/fMi4vrt9y4Pjhv6RohnOzIwXJQ4BvinL/G+YXlbEkupmt89QlEdDcv0jeUUFZS919if/yxm+HDY094rrryJTAu5nu292F1Pc9CjBnTnilTtta4GlO7dkYZ099/n/j8EWABMKqqN9XB5+s+5/aet58yU7SDHXzP9zzBE6acRwGvAk8CZqVtcU3jGJ0wmndXunC30iOpsPsLY51/USdeePEyLzODGbzFW5zFWSzAxt0Vq2K1wvTpcKH57YO7aipfqmRrAgHgFQKDZ8D+xcZshBP5hITg7uNDvqzEJFykTZs2uLm5cfjwYdavX3/K63l5eWzduhVPT0/am7z5Y0MgCYRotCrLl6orL6qrOSsL6J3oQxOf6n9MvPzdCI5zJ2Nj3fog0tLy2bnz8An9D6mpsHYt1PT7vVeiN6u21G8C0aFDKCEhPixcWPPKM/fdB2++eeJzc4HumFu+VFBSwMxdM7m0/al3aJ/gCR7kQUIx7676QCAOY4dMs4wfMJ53Vr7jul6IDc9Cm1vAN9o15z8N9aQnq1jFXdzFtVzLq7zq2GzEsmXGFu+xsabGp8vL2f3HH+YmEGD0z5z9J+z6DHZ+VLcgaxHaoYOUMQmXCQkJYfRoo5tv3LhxpBy3uWFubi433ngjR44c4YYbbqBJkyauCtNpHE0gfJVSg+x9ALIuoDDN/u2lhDhpAzmtNb8vzmfUgNoXGm1uQhnTtGk7Of/8ODw8jk2Dfv45XHkl+Jy6guxRPdt7s357EaVl9TuNf+217fn225qXULzmGli3Do7//f4Hxu7TZpq+fTr9mvcj1PfEJGElK1nKUu7nfpPPaOyS+SrmrcgUHxLPqPhRPDn3SZNGtEPOFtj36xm/67QzWLBwLdeynOV8zdcEEUQ00axlre2DTJsGTtiIau/8+fhGRBDUunXNB9rSSH0ynyg4e6aRmC4ZA3t+cDjOmshKTMLVJk+eTGJiImvWrCEhIYEePXowaNAgYmJi+Omnn+jSpQuvvdYAetycwNEEogUwz4FH86oGE8IRGRtLiOpg33r+ttqaXEJRiaZrvFetx7bo6cXe1XVLIH79dScXX9zm6Pfl5fDZZzBuXM3vC/Sz0DLKg3931m995dVXt+Onn7ZTXFx9O5SXF9x5J7z1lvG9BmZgfgLxw+YfuKrDVSc8p9E8wiM8y7P4OuG+xfmAFZhl4pivDX+NqZunsiRliYmj2mDrGxB/r+w67UTNac4a1pBMMm/xFiMZyUIW1j4jobXR/zDa7DXLYMOnn9LppptqP7ByBsLeXoOAtnDeaogcBuseg13/cyzQGkgjtXC1iIgIVq9ezcSJE0lMTGTLli2sWrWK6OhonnnmGRYvXkxAVU2MpwFHEwhVh4cQpsjYVEJkR+ckEH8szWdkvya4udX+Vza6uxdp64spd3AWIDe3mKVL0xgx4liT74IF4OsLvXrV/v5+nXxY+u8Rh87tqJiYADp2DGXmzOQaj7v9dqOZev9+2ITxgWNmJWhecR5/J/3Nxe0uPuH5qUzlEIcYy1gTz3aMwliN6WnMm4UI9gnm7fPf5ubfb6aorJ7K0ooPQsqP0Fb293Q2d9xpSlOu4Are531u4iZ60INF1LBt+4YNUFwMPXqYGkvRoUMkzZhB+2uvrf3g0FBjGnTfPvtP5NsMWt8EQ/6A9Y/B3p/tH6MG4V26sL+K2nMh6pOPjw+PPPIIa9as4ciRIxQWFrJp0yaeffZZ/KpboOA04EgCEVfHR6s6Ry3OeMV55eRlWAl1QglTSalm4T+FnNvHtppF36YWAqLcydziWB/EtGm7GDSoOf7+x5KhTz81Zh9sae/o39mHpf8W1vtqJGPGtOebb2pejSkszFjS9YMPjM3jLsHcuwi/b/+dgTEDaepz7O55Hnk8yIO8x3u447wlfq8CijCWpTXL5YmXkxiWyHMLnjNx1Brs+gSaXwTep+6dIZznUi5lO9t5nMe5hmv4D/9hC1X8LP3wg1HHaHKf19bvviP2vPPwCQmx7Q329kGcLLCdkUSsuR/+fda0FZpCO3fm4ObNWEvrbyU6IYTB7gRCa72nrg9n/EHEmSVjcwnh7Txwczd/UmvphkLatvAgrKntF5916YP44YdtXHVVwtHvDx0yFl257jrb3h8b5YGbgqTU+v0levnl8fz1127y8mpOnO6/H96fDF+Ww/Umx/D9pu+5ssOJe1pPYhJDGMIABph8thO5AS9gzETUsOm23d49/10+Xvsx6zLWmThqFcoKYfu7kHCvc88jquSGG5dzOZvYRDvaMZjB3MEdZJBhHKD1sQTCZFunTCHxP/+x/Q0dO9rfB3Gy4B4wYjXs+xm2mFMT7tmkCQGxsbKhnBAuIKswiUYpY6PzypdmLc+3efahUkxvL/Ystz+BOHy4iPnz93LRRcf6H779Fs47z6gcsIVSin6dfVnyb/3uSh0S4sPgwS349deaN8hJTISW10JZDnQx8fw5RTnMT57PRQnHGkzLKecTPuFBHjTxTNW7AGgKfGPimFH+Ubw87GVunnYzZeWObrljg22TIKQ3BHd33jlErQIJ5AmeYCtbsWChHe3oSEc2rv8WyspML1/KT09n/4YNtDz3XNvf1LmzsSJCXXmHGzMR298xNpw7UvclWCO6dydzrR1N6UIIUzicQCilrlJK/aaU2qSUWqeU+lQpZe4nnRDVSN/gnATiUJ6VDbuKGdjVvsbb2H7e7FtbTMkR+/ZK/O23nQwdGkNAwLFm7cryJXuc368Jvy3MI7+wfvdqtKWMCSD4PrD+D/MaBoDftv3GkNghBHofWxR2DnMIJpju1M9FsQJeAp4B6raQ74lu7Hojgd6BTFo+ycRRj1O0H7a+Bl1eds74wm7BBPMu73KQgzzDM6z45GY2XduVYmXm3yzY8fPPtB41Cnev2heIOKp/f1i82JwAfJvDuUvAWgJ/doF9dSsCjOjenSxJIISodw4lEEqpzzE2Yx2F0RPZGRgLLFdK1c+tP3HG0lqTsaGEKCckEPNWH6FfRx98ve370fDyd6NZF092L7Gv+fWnn3ZwxRXxR7//5x84eNDYfdoerZt70qeDD9/NyrXvjXU0enRrVqxIJzW1+v0LCoEV0RDwO8yZY965P1zzIdd3PrEo6hM+4WZuNu8kNhiI8SH4voljKqX4cNSHvLT4JZIOJZk4coV1j0DsdcZKOaJBsWDhikPDuOEbd566I41mNON+7ieZZFPG3zZ1KvGXX27fm+LjjWbu49a5r5MmLaDnJBjyJ6y6A7a97fBQ4d26yQyEEC5gdwKhlLoWo5RZAUswlkN/C9gKWIBXlVL9TYxRiBMc3mulvFwTFGN+g+zsFQV2ly9VajPUh13zbC8jKimxsmDBXs47L/boc59+CjfdBG4OpPY3XhjI9MX5ZOeaWZFfM19fD667LpH3319X7TG/Ab0UPPofePFFc/onV6auJC0v7YTVl9aylrnMZQxj6n4CO70OPA+YuSdum+A2PHrWo9w2/TZzG+RTZ0DmAuj8vHljCnN9/DHuoy7m52bLWctavPCiN735gz/qNGzevn3sX7+e2PPOs++NSsGAAbCohhWjHBHSC85dCjsmw+p7jVkJO4V368b+9espt9bf554QwrEZiFsxChFe0FoP0lo/qrV+EOgE/I2RWNhZgCGE7fauLCKml7fpO1DvSS/lQI6V7gneDr2/zRAfkhYW2byc69KlqcTHNyU01CiXKiyEKVPgxhsdOj1hQe70SvRm0br6XdL1nnu68fHH/1JYWHUT91cYdxyuvx6ysuDXX+t+zjeXv8m9ve/F4mZsvHeEI4xhDG/zNkEE1f0EdmoP3AHcZ/K4D/R7gOzCbCavnmzOgNYi445vn0/A4/RdXrBRs1rh3XeN1QeAlrRkIhP5lV+5hVsYyUi+53uKsH+p33/efZcO11+Pu7cDn3EDB5qfQAD4xcLwJZC/G2b2gsP27evgHRSEb0QE2du2mR+bEKJajiQQXYAyYOLxT2qtyzFuwgF0qGNcQlQrZVUxLXrbUb9ro5nL8xna0xeLxbHEJCDKnYBmFlJW2dZMPWvWHs4779jeDz//DD17QkyMQ6cHYFA3Xxb+U78JRHx8ML16RVbZC5EBLAUuBtzd4e234cEHjWTJUel56czcOZNx3Y/dp5jABLrTnWu4xvGB6+hxYD0w3cQx3d3cmXLZFJ6e/zSrUlfVfcCk/0FQZ4gcWvexhHMsWAAhIac0T/enP9vZzhjG8AmfEE00T/EUOeTYNGxJfj4bPvmE7vc5mOY6K4EAYxPDwdMg/h6Yew5kr7Hr7c369SNt6VLnxCaEqJIjCUQAkKG1zq/itXUVX/0djkiIGmit2buqmBiTE4i8I+X8sbSAiwfX7a9u4qgmbJ5eYNOxM2cmHy1f0hreeQduvbVOp6d3ojfb95RwOK9+p/OfeKIvEyYsIz//xBKEKRjJQ2VR2NCh0LWrcYPVUV//+zWXtLuEAC9jd8800viET3iVVx0f1AQ+wAfA3YBtfwNsEx8Sz4ejPuSqH68iv6Sqj10blZfC5onQ8UnzghPm++orqGaJ1SY04TquYzazWc1q9rGPtrTlFV4hm+wah930xRc0HzSIoFYObsXUpYuxmdyBA469vzZKQZuboddkmD8SDiy3+a3NBw5kn7OSGyFElRxdhanK349a68oOTtlxWjjF4ZQyUBDUwtz+h5/n5dGvkw9RoXUbt91IX3bOK6x1NaasrAJ27TpM375RgNFcnJMDF19cp9Pj5elGr0QfFq+v3yVd+/eP5uyzW/D88yf+0v8SOPlS6MUX4ZVX4PBh+8+jtebz9Z8ztuvYo889z/PcxE1EE23/gCYbBgwAJpg87qXtL2Vw7GAe+/sxxwdJ+hz82kBoX9PiEiY7csSo8bum9pm0OOL4H/9jAQv4h3+IJZaLuZgssk45VpeXs+att+jxYB3WOHF3N2Yh5s51fAxbtLgY+vwPFow2+nVsED1gAKmSQAhRr2QfCNGopKwsJqaXl6n9DwWF5fy6II9rRwTUeSy/UAvNOnuxc27NF/Aff7yBSy5pg4eHUcP//PPw+ONgsdQ5BIb08GX2CjPvgdvmlVcG88knG9i16zAA/wIHgSEnHde+PYweDa86MGGwOm01RWVFDIgxNolLIYXv+Z5HebQOkZvrdeBzjHImM70x/A1+3for85Pn2//m0lz492noKsu2Nmi//gq9e0NUlM1vaU97pjCFDDLoQAd60pMf+IEyju0hsmv6dLyCgog+66y6xXfeeTBzZt3GsEX0SBjwg7Fz9dzz4NC6Gg8Pad+e4pwc8lLNXMZACFETSSBEo5Ky0vzypd8W5NGrvTfNwz1MGS/xQl82/V59H0JRURnvvvsP//1vT8AoK05Jsemmo03O6uxDZnYZ21PMXT++NpGRTbjnnm5MmGDUIn8FXEfVHzLPPguTJ0N6un3neH/1+4ztMvZoAvk6r3MTNxGKjbvu1YMIjB2qbwPM3JWjqU9TPrjgA8ZNG0dBiZ0J4sYXoNn5ENLTxIiEqbSGN96AO+5w6O2++PICL/AJn/A2bxNLLLdzO+tZz5o336TnAw/U/cbL8OEwa5Y5S6nVJmIIjNoMzUfDvBGwfBwUH6zyUOXmZsxCmLVXhRCiVpJAiEbD6H8ookUvx1ZJqkphUTk/zcvj2hGBtR9so7ZDfUjfUEz+/qr7EL75ZgvduoXTsWMYAC+8AOPHGxUCZrBYFBcP9uenufW7JwTAAw/0YObMZNZuPsDXGKsvVaVFC2O1qeees33sjVkbmbF9Bvf0uQeA/eznK77iAR6oc9xmGwe4Ax+aPO6FCRfSv0V/xs8Zb/ubDq42mqe7vGhyNMJUc+YYJUyjR9dpmOEMZzGLmc1sYonlhlVDSdq5ktIr2tc9xvh4Y5p0S+2bR5rCzQPi74ILt4O7H8zoALu/qjKBiR4wQPoghKhHjl6yBCqlqrs2qPV1rfWXDp5XnMGyd5dh8VAENjehzqfCtEX5dG7rTcsoc2YfADx83Gg71Ictfxyh1w0nNmVrrZk0aQ2vvz4EgFWrYNMm+K1um7Ge4oIBflz7VCoHDpcRGmT+fhnVCQjw4qGHenLT4lR6JobSroZjx4+HhAS4+25ITKx97EdmP8LjAx8nyDsIgNd4jcu5nGY0MyV2M7kBk4GzMZrIbS9Iqd2kEZPo/mF3BrUcxOWJtWwIVpoHS66Bnu+AT6SJUQjTTZwIjzzi2CYwVWhf8U/cs3PZOd6DER4XMIhBvMM7hBHm2KBKGWVMs2bZ9kNrFo8AY+O5uOtg5W2w71fo/y1Yjs1Gxwwdyowx9b8HjBBnKkc/qSKB/1Xz0LW8/lndQhZnqr2rimlhYv9DcUk5U+fkcp0JvQ8nS7ywCZt/P7XMZOXKDI4cKeOcc1oCRjPxQw+Bl8mr0vr7ujG8rx8//F39DtHOcutd3dh4fisu21p1uUGlkBDjmunSS40G8pqs2LeCzfs3c0dPo7xjM5v5jM94lmdNitp8HTE2zbkVc0uZgn2C+fmqn7ljxh1szNpY88HrHoXwgdDyKhMjEKZbvRq2bgWTL4DTV6zg8IatPDruZ3axixa0IJ54RjCCH/gBjQOlSMOH108fRFVCesHw5YCChZfAkbSjL0V0705pfr7sByFEPXE0gVB1eEjZlHBIysoiYnqbV740Y0kB7eO8aN3c07QxK8X08qLwUDlZW0/sQ/joo/Xccksn3NwUWVkwe7bjG8fV5qpz/Zm5vKDel3T9xdeDNsD3D8yr9dhx4+Ccc4yvNXlj+Rvc3/d+vNy90Gju4A6e4ZkGOftwvGeAbE7aNMcE3aO688bwN7jk+0s4VHio6oOy18Den6H76yafXZhu4kRjgxRPcz+Lljz7LH3Gj8fdywsffHiVV9nGNm7hFiYwgQu4gI/5mDTSah+s0jnnwJIlUGT/RnamsHjCWd9BYHujpGn5jVCYiVKK1qNHs9Ps6VwhapGTk8P48eOJj4/H29ubiIgIRo4cyVxnr1jmYnZfzGut3er6cMYfRJzeyq3G/g9mbSBXUqr5bnYu/znfvN6H4yk3RZcrm7D2m2Pr9ufmFvPzzzsYO7YjAF98AZdcAgHmT4AAxs7UZ/fwZeqc+puFsAIvAW9H+rJ9+yH++COp1ve88Qb/3955x0lZnA/8O+/W68cdR+8dUUARYxRDEaxRscTeYk00Ro3iT4lGjcaWaDT2FhE1GmyoYEfBGhQREBCQ3uG43vZ2932f3x/zLqzH3nF37N1xMF8+L7M7M++8z/vc7PvOM+UZ5s6FmTMTp68tWcvHKz/mogMvAuAd3qGYYn5P4xabNid+YArwLyDZs7PPG3Iex/c9nnPeOAfbqWEkOlH49kq97sHfJslXNiSVZct05b/00qQWu/HrrylYvJj9L7roZ/HtaMepnMpc5nIyJzOLWezP/lzHdaxn/a4Lzs6GAw6AllywbHm1YXzSKgjkwbv7w7LH6HPCr1nx9tstJ5dhn6OkpIQRI0Zwzz33sHHjRoYNG0aHDh344IMPGDt2LE8//XRLi9hkmMa8oVWwYW416e08ZHVKznz+974up3dnH/26JX/0IcaQ09NZNqOSigLduHv++UWMHdud9u3TEIFnnoFLLmmyywNw5lGZTP+ynNKK5hmFeA3IBcb5PDzzzNFcdtmHFBbW7dI2ENB7Q0yYAE6CuT4PfP0AFwy5gMxAJoJwG7dxO7fjIXlrYZqSzsBT6AXl9dszuP78fdzfqYxUcuvMW3+eMP8mPW+814VJvqIh6dxxB1x5JaSnJ7XYr26/nUMnTsRby/zIAAEu5VJe5EUWspAoUQYzmLM5m9nMrnt6U0tOY4rHnw0H3gdHfgprXqZrdCLbfvieii2bW1oywz7CxIkTWbhwIaNGjWL16tV8+eWXzJ8/n9mzZ5Obm8sf//hHVq9e3dJiNgnGgDC0CpZ8UEX/o1KTUlYkKrz8YSnnHdc0ow8xUtt46H9UKvOnlOM4wr/+NZdrrhkGwPTp4PPBYYc1qQh0yPUyYkgKb3za9KMQAtwF/Bk9V3H06G6cckpf/vjHXQ/jnn66Xp/5ZA23Rd9t/I6XF77MjSP0BmpvoacnnMRJSZW9qTkBOBrt2jWZDjB9Hh9TfjOFFxa8wMs/vKwjV78Ca1+Hw18GZR7xezRz58LHH8N11yW12NUffUTh0qXsX8/5kZ3oxEM8xCpWMZzhnMM59KUvN3Ij3/HdzifEFlLvKWTvD2M/w3vQX+kxNMDyO4bBmikgyVx9ZDD8nFAoxHPPPYfP5+P555+nbdsd7sQPPvhgbr/9dkKhEI899lgLStl07NbbRSnVQyl1olIqWCO+s1LqcaXUPPd4Xik1bPdENeyrOLaw7KNK+h+dkpTyPppdQdd2PvbrmeSVywkYdm4G8/5bzjtvrSArK8Bhh3WiuhquvVZvpJbE/fBq5ayjM5k6q5zyqqZ9mU5DP1COi4u7++4jmD17E2+++VOd51oWvPSS3h/iyy91XMSOcPHbF/OPcf+gXVo78snnKq7iXu5FtcLN7v8J/OSGyaRdWjveOesdrv3gWj749j747ir41ZsQyE3ylQxJRUQPu916K2Rk7Dp/PakuLeWDSy5h3BNP4GngmoossriWa/mJn5jCFCwsTuM0xjKWqUzlR37EwYGDD4Z162BP2rhNKehyEgOueZYf5+bCkvvh3SGwZWZLS2bYS1m8eDFVVVX07t2bbt267ZR+6KGHAvDBnjBa1wQ0yoBQSmUppaYCK4A3gJy4tB7Ad2jnI4Pd4zzgK6XUCbspr2EfZMPcatLaemjTffddrVaHHSa/V8IFxzft6EOMtn18tO3r485bvuHqqw9CKcWDD+rdmI89tllEoHOejxFDUnjxvWRPoNmBoDdPmwg/a9qnpfmZNOlYrrjiY/Lza99cD6BvX5g0Cc48U3tlemLOE+Sl5XHu4HNxcDiXczmP8xjHuCa7j6YkBf2w/DswI8llD24/mI/PfI3+P07k+86/hTZDknwFQ9J57z3YuDHp8xhnXX89PY46ip5HH93oMhSKgziIu7iLZSzjdE7nSZ7keI6nC124wTuRyKkn6oVcexg9jzuObUvWUzbodRj8V/jqXPj6QtgwHZxIS4tn2Iuorq4GICUlcedmMKj71hcvXow0x+aLzUxjRyCmoEflFVAKxLuauQdoB0SBh4CrgHcBH/CsUio581AM+ww/vlfJgGOSU21e/7SM/t387N+76UcfYlT0L2TD2nLOPHMAGzbokYcHHmi2ywNw0YnZfPC/CtZuaZoX6AygGDglQdrhh3fm3HMH8vvff7TLh+ixx8Jxx8E1NxVwx2d38ODRD6KU4gVeoJhi/spfm0D65qM78B/gHGB1MgsWYf9VDxLsdjJHfz6J2etnJ7N0Q7KJRvWeD/fem7wdJIHVH37Iqg8+YNT9yfO85cPHZVzGe7zHSlYyi1lsZSsnXPk+2574G/dE76SU5t+0sja8gQB9xo9n6ZQp0PVkOP4H7bFp4Z3w/sFQ8G1Li2jYS+jduzdKKZYtW0Zp6c6/gdmz9XM4Go1Ssitf5a2QBhsQSqmjgXFABXA6kCsi29y0DOBkdIfk5SJyrYg8KiK/Bt5Gr688N1nCG/Z+7Iiw7MMqBh6/+wZEcZnNlI/LuHR89u4LVk9s2+Gfk//HKQOGsn52mBtugMsvhz59mk0EAHIyPZx9dCaPvVqU9J6QMHA1cCfUuqz5jjtGsHhxAS+/vGSX5d17L0wpnMgvs37DoHaDKKeciUzkIR7C2+i9L/ccRgM3AcdCQ5xn1s3Sf0H5Cjoc8QLPnfQcJ71yEku3GX/4eyzPPKM3QjkheYPy1SUlfHDppRz9zDMEmsq1G9CXvkxiEncOnYZ06Uxw2sf0oQ/nci6P8zibafkFzAPPPptFzz+vn3X+NrDf/8FRX8HAG+Czk+CTcbD473pUYi/sGTY0D+3atWPs2LFUVFRw1VVXEYpzbfzNN99wyy23bP9eVVW3M5HWSGPexueiDYTrReS1Gmmj0SMNRcCLNdLuAk5Ej1w81YjrGvZBVn5WRW4fX1K8Lz0/vYSxw1Pp0i55u07vihdfXExGhp8//nV/nrqxgs/WBHnqqZaZvz9+ZAbTvyjnfwtD/PKA5KwnAfgH0BM4tY48waCXF144jmOOeZ3992/L4MG174Q7be2LtDnwE76641uWj4Gn+vyV0YzmUA5NmswtzdXoHpiRwCdA190pbNmjsOQBGPspeIIc3+947j7ybo5+8WjeO+c9BuYNTIbIhmSxYAHccot23ZrERVAzr7uOnsccQ49xzTPF72AOhitv5ZpHJ/Hr8V/xOZ8zgxlMZCIjGMEf+APjGIfVAr5auo0Zg11dzfrPPqPryJE6UinoeQ50Ow3WvgZFc2HNf2DxPTD8Mcg+oNnl3Fv4R3Ms5ksy1yfJcHz88cc57LDDmDx5MtOnT2fQoEEUFxfzww8/0KdPHzp06MDmzZvJycnZdWGtDRFp0IFeBxgG0hOk3YvedPXVBGkWUA6saeg1W/MBzARk5MiRYmg4U6/Jl3mvlu12OWs2hWX8hHVSXBZNglT1o7IyLF27PiFffrleIhFHeuSE5a4rK5vt+on4ZlGlnPOXDVIddpJS3nci0lZEVtUz/3/+s1i6d39StmwpT5i+aOsiaXtfW1mweYE88YRI59+9JZ3tLrJZNidF3j2N+0Wkp4isbGwBq18RebObSNnOJTz3/XOSd1+efLzi492Q0JBUystF+vYVefHFpBa78r335Mnu3SVUUpLUcndJKCTSvr3IkiXboyqkQp6Wp2WIDJF+0k/OkDPkWrlWlsmyZhXt+8cekzfHj687kx0VWfa4yGt5It9eJVK0sHmE20NYvHixLF68uKXFaPWsXbtWLrnkEuncubP4fD7p1KmTXHrppbJhwwbx+/2Snp6+29doyN9q5MiRgu7onylN2L5tTNdAJ2CziJQnSDvUFfqrBIaKA2xBr48wGHZJZZHNmv+F6D9u96cvPTW1mDPHZZKV3nx7Bzz88PcMG9aeww7rzDPPKDr18ZAxv5DKoubdGTqe4ful0KOjj9eT4Na1EDgNeBToUc9zzjprIOefvx8nn/wW1dXRn6VFnSgXTL2AO0bfwQHtD2Ds5SsouPcS9vvLa7ST9rst757In4Dr0EO39djC6+cUfgdz/gAj34L0njslXzj0Ql79zauc9fpZTFs2bfeFNew+f/sbDBsG55yTtCIrNm/mg0su4ehnn23SqUsJCQT0NvKPP749KpVULuESvud7nud5TuIkUknlMA5jDGN4mIcppLDJRdvv/PPZ8PnnFK9YUXsmywN9fwfHLwJPCsw8Rq+TWPEsROt2+mAwxOjatStPP/0069evJxwOs2HDBp566iny8/MJh8MMGbJ3OrVojAHhAXbaw14p5QEOdr/WtoLPS3LdoBv2Yha9VUGf0SkEs3ZvCHzeshArN4Q5eVTyXCXuijVrSvj737/lnnt+xapV8Je/wBPPWAw8NpUvH2nZxVS/PzWb/35Uyrbi6K4z14KD3hjtJPRCqIZw222H06lTOpdd9uHP1mPc/fndZAezuXzY5USJci7n8tfgRPKn/4Lbbtt7pypfCfwBvbCs3k4xixfCzF/DIU9Cm6G1ZhvZYyTTzp7GJW9fwr1f3Itj/OK3HEuXwlNPQRIXODvRKO+ceSYHXHIJ3Y88MmnlNojLL4cXXoDyn/cpKhSHcihncRZ3cidrWMPVXM3/+B+96MWxHMsd3MFc5ta9aV0j8aelMfjyy/nmvvt2nTmYBwfeCyetgcF3wLqpMLUrfHM5bHwPau70bjAA5eXlPPjggzz77LMJ02fM0P72xo4d25xiNRuNaZltBTokiB+G9lQYgZ13nlFK+dGjDwWNuKZhH0McYd6UCoacvnu7szqO8PjrRVxyUjZ+X/PM0xQRLr30Q/70p4Pp3TuHc8+F//s/OOAAOOzKTJZ9VMXWJeFdF9REdM7z8esR6Tz2WnGjF1Tfhfa6VI9X805YluL5549l4cIC7rvvGwCemfsMz3z/DP8+8d8opbid28kgg+v8f+S99+Cdd+APf9h7jYjrgd8Cw9FrIuqk8Hv49Cg46H7omsjv1c85pPMhfHPpN0z/aTrjXhjHhtI9yHf/vkJJifZPfOut0KlTUooUET76/e/xpabyy7jFms1Ot24wdiw89FCd2VJJ5SRO4iVeYgUr+B2/o4QSzuAMutOdP/AHpjGNCiqSJtqwa69l2auvUrpuXf1OUBZ0OhZGvQPHzoWMvvDDbfBOb1h8L4S2JU02Q+vHsiyuv/56rrzyyp0WSUejUZ5++mmUUpxyyq6f062RxhgQc4E0pdSYGvHHu+EcEalOcN5RQMA932CokzWzq/EFFZ2GNGwjpJrM+LYSj0cxeljzeQ9+4on5FBaGmDBhOH/7G6Sl6Y3jAFKyPBx2RRYz7ml84z0ZnHNMJuvzI7z8YcPdL34EPIb25dzY5eipqT7efns8Dz/8PVc89BB/+fQvfHTeR3TN6spkJvMCLzCZyVhYdOig15vOmQO3397IC7YCbgAmo1283oUe5dmJje9r42HYw9Dj7HqX3S2rG59e8Cmje4zmoKcOYuqSqckQ2VAfQiEYPx4OP1xbwUnii5tvJn/BAk6YMgXL03xTMxNy113aN/Xm+nlgyiWXkziJf/APlrGM93mfLnThAR6gM505n/P5kA+J0vhRUoDUtm3Z/+KL+ebeext+clp3GHg9HD0bRrwGpUvgnT56T4mN70OlMcT3dVJTUxk9ejTV1dXccsst29/p1dXVXHbZZSxZsoRTTz2VwYMHt7CkTURDF02g3bQ6wFpghBt3EHpkwQZuSHBOFrDQTT+/KRd17GkHZhF1g3EcR148Z7MseGP3Fk+Hqm05Y+J6WfBTVZIk2zXz5m2Rtm0fkaVLC+SLL/T6wg0bfp7Hjjoy6dRNsnh6RbPJlYitRRE5/ab18ul39ZdjjYi0F5FPkyTDjLlzxXNjppw54WFxHEdmyAzJkzxZJIt2yrt5s0jPniL33CNi20kSYA9knYgcJiK/FpHC+ITlz4q83l5k6xe7Vf5Xa7+Sng/2lMvfuVwqwi1bB/d6olGR004T+c1v9OckMefBB+XZ/v2lIj8/aWXuNtdfL/Lb3+52MZtlszwkD8nBcrCkS7qMlJEyQSbIq/KqrJE14kjDHECUb9kij7ZvLxu+/nq3ZZOqfJFF94h8PEbktbYib/cTmTdRpGLDrs/dAzGLqHefH374QTIzMwWQHj16yNixYyUvL08AGThwoOQn6Te6Jy6ibmyjeKprRNhAlRs6wDb0vhCxfCPQm9OudtPnA96mvKE97TAGRMNZ9E65PP+bTeLYu+cp6MX3iuUvT25NklS7pqysWvr1e0ZeemmxbNki0q2byNSpifOu+y4kj45cLwWrws0mXyJ+Wlst4yesk0UrQ7vMu0VE9hORfyTp2lvKt8h+j+4n9858QA46aLL87pHJkid58ol8Uus5q1aJHHqoyLHHijS3w5nmJCwi14j20DTHjorMnSDyVi+RkiW7OLN+lIRK5JzXz5EBjwyQD5Z/II6THK9chjiiUZGLLxYZM0Z7K0oSC555Rp7o0kWKV69OWplJobhYpHNnkc8+S1qRhVIoH8qHcqfcKSfKidLe/XeenCdzZE69jYmlr78uT/fpI9Vlu+/RbzuOLVLwnfbe9Gobka/OF9n4oUjxYp3WCjAGRHL48ccf5cwzz5R27dpJIBCQvn37yg033CCFhYW7Prme7E0GhB+9y3SVaxg4wDrgiBr53owzLpYDPZryZvbEwxgQDSNcacvjYzbI+rm798JdtTEsJ12/TtZvbZ4GuuM4cu650+Wii96TUEjk8MNFbr657nPmv1YmT4zbIKWbIs0iY218taBSTrtxvWzaVrsc+SJygIjckqRrri9ZLwMfGSi3fnqrOI4jn277n3g2Z8txL02UcLjuntpwWOSyy0QOPlhkT+qAbQreDBXIJzOOklUfHynh0Lakl//64tel38P9ZMzzY2T2+tlJL3+fpbpa5PTTtfFQWpqUIh3HkW/vv1+e6NZNCpc1r0vUevPaayIDBiTVYIrHEUfWyBq5T+6T7tJdciRHxspYmSAT5GV5WZbJMrElceP93QsukA8vv7xJ5JLqQpGFd4t8NFIb+m92EfnmCpFlT+zRoxPGgGg97IkGRKPc24juILsaaAscAhzoGgef18i63m1ATwAOEJHVjbmeYd/huxfL6TTUT+cDA40uIxwR/vbcNi45KZvOeU2/aZyIcO+93zB37hYeeGAM554LHTrser7+4FPTOfDMdF69LL9FXbv+8oAUzjoqk5sey6e8cueZ94XAWPQip2QsQZi7aS6HPnsoFwy5gNtG3cb36nvOyD2Rx1MeQv1nGCNH/pctW2pfSOnzwRNPwDHHwJAh8MYbSRBqT6Twe8Z/cAgHZh/AlaPfZ2ggl8+SfIlTBp7CoisWcdb+Z3HqlFM5dcqp/Jj/Y5Kvso9RWQknnQThMEyfDhm77/0tVFTE26edxqLJkznzs89o07dvEgRtAk45BQYM0IvFmwCFohvdmMAEVrOahSzkWq4lk0ymMIVxjKMNbRjNaCYwgSlMYRObABjz0EOs+uADVkyfnnzB/G1g0I0wdiacuAJGvQvpvSD/S5g+CGadBEsf1t7TjCc0w95CU1on5jAjEA2hsjgqD4/YvWk9tu3IHc/my61PbW2WaRmO48g113wi++//nKxZUyoXXigyblzDOuBmPVAkk0/fJNXlLTvs/dhrhXLxnRtla+GOkYgfRKS/iEwQaeDM48R8ufZLybsvT15b9JqIiKyUldJROsrr8rqI6L/fX/7yhfTo8aTMmbNpl+V9/rlI//4ip5wismnX2VsHji2y+H69udWql3WUiLwmIl1E5ALR08mSTWW4Uu774j7Juy9Pzn/zfFlRuKIJrrKXs2aNyPDhIhdcIBJJzshi0YoV8mz//vLxVVdJpIl69pPKli0iHTqIzJrVIpfPl3x5X97fPu2pjbSRntJThstwuXbWSfJAhzaycs3c5hOoulhk5Qsi/7tY5K3eIlOyRN47WOT7m0QK5opEW+5vakYgWg974ghEizew9/bDGBD15/3bCuT92wp2q4xHXy2Uq+/fLKHq5mmM33LL5zJs2GQpLKySq67SU5fKE2+yXCuO48gHtxXIyxdukXBVyxkRjuPIyx+WyGk3rpdvFlXKS6J3mX4+SWW/sfgNybsvT9776T0REZkjc6S7dJeH5eGd8k+ZskTatXtUbrrpM6mqqrshVlUlMnGiXrD+5psirXo6f/lakU+OEXn/0IS7S5eKyHUikiMiN4o0yf7cxVXFctunt0nuvblywZsXyMcrPha7lczpblHef19Xwr//PWmVcMmUKfJou3Yy95FHklJeszFtmkiXLiLr17e0JBKRiCyRJfKVfCX3yr1y8X295dphHvFVIqmSKofL4XKNXCP/kf/IT/JTgxdpN5iqfJEtn4vMvV7knQEiLwdEPhwhsug+kVUviRQvaraHmDEgWg97ogGhRPZSx+p7CEqpmcDIkSNHMnPmzBaWZs9l/qvlzJlcxrn/aU8go3Ebx838roJn3i7hif/rQHrq7m0+tytEhHvu+YbnnlvI9Olncvvtafz4I3zyCWRlNbw8xxbeu7mQrUsiHHd3Du0H7J772t1h9pIQ5xVGKRqcwrsBxXDf7ulyW+U2Ln3nUn7M/5FnTnyGEd1G8AzPcBM38TiPcxqnJTxv8+YKrrjiY5YsKeD++0dxzDE9Uar2vTy+/BIuukhvjnvttXD++dDS3i3rTbgYFt0NK56B/n+EQRPBqn363Srg78ArwNnoOaLdkyxSQWUBz817jhcWvADAxBETObrP0WQHs5N8pVZORQXceSdMngwvvwy/+tVuF1m4dCmzJkygcOlSjps8mY6/+EUSBG1m7r4bpkyBWbOguXfIrgMR4f3f/pb8BQs44oXHWD2oim/cf9/yLRVUMIxh9KMffehDb3pvD/00wXPZrobNH8GmDyG0FbZ9BShoMwSy9oOsQZA9GDIHgie51//xRz1dceDAgUkt15B8GvK3GjVqFLNmzQKYJSKjmkyoprROzGFGIOrD0o8q5JEj1kvh6sZPXVq6plpOnrBOlq6pTqJkiamoCMtFF70nQ4c+L598Ui49eohceaVIxW56xHQcR36YWi6PHLFevny8WKLh5u9KXyEiR4jIURFHbnx+m1z4142N1qnjODJ92XTp8kAXmfDhBAlFQlIplXKRXCT7yX6yRHbtUchxHHn99aUyZMgk2X//5+Tjj1fXmd+2RT7+WGTECJHBg0VeeSVpM0mahmhI5McH9HSl/10iUtGwHttNInKD6BGJ00Rkmogk+3Ydx5GpP06VcZPHSfpd6TJu8jh5acFLxgWsbYtMmqQ9D511lsjGjbtdZLS6Wr687TZ5pG1bmX3ffRKpaj4X1EnHcfSD8aCDkqKbZOI4jsx/+ml5pG1bWfTiiz9L2ySbZLpMlwflQblKrpJj5VjpI30kXdLlSDlSrpAr5D65T16VV+Vb+Va2ybbkjlo4jkjJUpG1r4v8cIfI52eIvDNQ5JWgyLtDRebfIrLhfZH82TpfpPG/QzMC0XowIxD7IGYEom6WvF/JjLuLOO3xPNrv1/DelUhUmPxuCdO/KOePZ7Rh1LC0JpByB7Nnb+L8899l2LD2nHzy0fzhDz7+8Q8477zkXaNsc5T3by2iqsjmuLtyadun6ReCVwH3AI8C/wdcBygRPplTyaOvFjHyoFTGj8yge8f6yfLNhm+45dNbWF28moePfZijeh/FIhZxHufRn/48zdOkU/9dxkWEt95azrXXfkrXrpmcddYAzj9/P9LSEtcZEb179T/+AWvWwFVX6dGJnJx6X7JpEQfW/Bfm/1n3MA69B7IHNbq4YuC/wCS0z+xzgPOBA4Bk7r9eFani7aVvM2n+JGavn83JA07m9EGnM7zzcHJS9hTlNjG2DW++CX/7GwSD8M9/wqGH7laRFVu2MP+JJ5j/5JN0OPhgxj72GBlduiRJ4BZEROvp6afh1VfhkENaWqKfkf/DD0wdP54+48cz8t57sbzeWvMWUcTXfM0KVrCKVaxm9fbQxmYIQ+hHP1JIoTvd6UUv2tCG7nSnBz3wsJvDodEqKJoL696E4gV61DJcBKFN0OZASOkI/ly9eDt3OOQcDL66n7FmBKL1sCeOQLRqA0IpdSrwJ2AQO/aZ+KeIvN2AMg4C/gL8AsgAVgDPAw+JyG67xjEGRO0seqeCWfcXc9qTebTr33DjYe2WCHc9V0BOpsV15+SSm9V081XKysLcffdsnn32B26++Rg+/LAXS5fCU0/BqFHJv56IsOD1Cj5/sIT+x6Ry6CUZZHSo/eXWWCqBF9HGw8HA/UDXGnkKSmze+qyM6V+UM7RfkDPGZdK3qy/hdKJvN3zLbbNuY8GWBdw04iYuOegSCjwF3MqtTGUqf+WvXM7lqEY2a6uro3zwwWomTVrEF1+s59xz9+OEE3ozYkRnfL7Ef/85c+DBB2HaNO0c57LLdHuvRaY3Va6HlZNgxb8h2A6G3gvtRyb1EkvRO1q/hDYejnOP0UAy92PfWLaRl394mbeWvsX8LfPpmd2T3+z3G47ofgQHdzqYVF/z7f7eLEQi8NJLcM89ep7in/8MJ5wAdUyr2xX5P/zAdw8+yE9vvEH/00/nwKuuIm///ZMo9B7C1Kn6h3fDDXp+4R40t7CqsJBpZ56JHQ5zxF130fmwwxpcRiGFzGMeK1hBFVXbjYsiiljNarawhZ70pBvd6EAHOrr/4j93pCNpNKIDLFoB2/4H1dsglA/ly/X34vngTYfsIZA1EDwpEMjTBkbbX0BKZ35csgQwBkRrwBgQSUQpNRH4G9pw+MYNfwF4gJtE5J56lDEGeBcIAD8Cm4FhQKYbf4LI7vlcMwbEztgR4YtHSlg8rZLfPJVH294N62G3bWHaF+VMml7Chb/O4sQj0uucG787hMM2jzzyPffcM5vRo3vTocMYXnrJz4QJcM01er59U1JZZDP7mTIWvllBt0MDDDg2lV4jgvhSdm9dQgRtJf8FbThcD+xq5nZVyOHNWWVM/7ICnweOHJ7GmOGpZGeFmbVmFo/PeZx5m+dx04ibuPjAi9nk3cQjPMJzPMfFXMxEJpJN9m7JHc/SpYX8979LeOedFaxYUcKvf92LM88cwGGHdSI7O7hT/m3bYNIkeO45WL0aDjoIxo+Hk0+GXr2SJtbORMph0wew8t+w7Wvodgb0uQTaHLRbjc9dIcBiYDr6YfYdcBB6VOJQ4AiSt27Cdmy+WPsFU5dM5av1X7Fw60IGth3ImJ5jGN5pOL3a9GJQu0EEvTv/XfZoRODbb+Gtt+DFF6FvX5g4EUaPbvTfrmT1atZ//jmLJ09m26JFHHjllQy+/HJS27ZNsvB7GCtX6mHAUAj+9a89ajTCsW3mP/kkc+6/n7T27Tn4uuvofcIJePzJWXNQRRXLWc561rMp7t9mNv/suxdvrcZF/PcccrB25YVfBEKbofB7KFsGdkivsShbBgWzIVLGj92fh4x+DOyeAcoLlheUzw29NcI9x+jb1xARljTA2DMGRB0opYYC3wPlwJEi8o0bPwSYBaQDh4jI3DrKCKLXInYArhCRx934NsAM9N4WV4vIv3ZT1pkYAwLQP4LVX4b49O/FtOnm5ajbckjLrf9DKWoLH82u4MX3S2nfxsPVZ+bUe0pNQ1mzpoSXX17Cv/+9kC5d2nLQQWN55ZU0Ro6E++6Dzp2b5LK1Ul3u8OP0SpZ9VMnWJREGnZRG90MDdB4aqPei8zC6Yr+Hnu6yP3rkYXgDZYnaUd6Y+w2Tv3mX2Vs+ocSzgH5ZB3Lu0NO5csSFfOn9kqd4is/4jAu5kKu4iu5JX+L7czZuLOe115bx2mvLmDt3C127ZjBmTDeOPLIbv/pVF9q2/XlveFkZfPGFnokydSq0batHJYYP1+2aAw6A3Wo7lK+EDdNhwzS9KDL3F9DzPOh2GnibdppdbRSjjYj5wFfA5+gdQQ9EGxUHAAOBvuz+SEUoGuLbDd8yY9UMFmxZwPLC5SwvXE7f3L4c2OFA+ub0pWebnvRq04tebXqRl5rXZJ0AjWLVKnj/fXj+ecjPhzPO0HscHHxwg4uKVFayafZsSteuZckrr7Dlu+/oOnIkvU88kf6nn463qXsh9iQcR+v05pv1D+266+Cww8BqWqcX9cWxbX564w3mPvQQhcuWMeCMM9jv3HPpMHw4qollFIRSSus0MGLfyyknjzw8eMgii370I4cc0kgjnXTa0Y5OdKIjHelEJ7LIIkSINNLIJFOPAEcrWLL0J0R56d+rIxY2SBScaIIwog0ITwpg6cXcvkxtbChLpylLH1hN2jGyL+I4DkuXLkUpxYABA3aZ3xgQdaCUehk4E7hVRP5aI+1u4EZgsohcUEcZlwNPAJ+KyJgaaUcD7wNrRKTHbso6k33cgAhXOiyeVsm8/5Zjh4WRf8qm96hgvRoMIsKilWE+/a6CL+ZV0bW9l/OOy2JI3+T3ZG7cWM7776/ijTd+4ssvtzF06GFUVfVm8eIgJ56o+NOfdK91S1O0NsrCqRVsnFfN5sVhuh0SpNcRQTofFKBNNy8e3w69FgKzgc/QIw69gGOB09ENxfqypngNH638iA9XfMgnqz6hfXp7xvUax+ieR1LutOfdTYv5OnUGGw54l3blPTmm6GwuC17AkM45+H3N+zKxbYf58/OZMWMNM2as5euvN5Kbm8Ihh3Rg+PAOHHxwB7p1y6BDhzRSUnzYNsybpzuav/lGhytXwv776/bi/vvDoEF6f6y8vATvRhGo2qC9qGyYBoXfgVMNnY6DTsdDx3H6ZbuHIcBytEHxg3ssBVYC7YABQP+4ozeQB6TRuHUVoWiIhVsXMm/zPFYUrmBl8UpWFq1kVdEqQtHQDoMiu9d2w6JrVldyU3LJTc1t2tGLtWvho49g9mztNai4WO9UeMop8OtfN2jKTbisjG0LF7J5zhxWvvsuG7/8krYHHEBWjx50HT2a/c47b98yGhJRWQn//jc8+iiUlMDxx2s9jxrVODd2TUDxihUsfvFFlvz3v1Rt3UqXUaPoNmYM3Y88kjb9+rWowRsiRD75CEIhhSxjGcUUU0EF5ZSzhS1sYhMb3X+llBIkSDnlhAiRQw655HL1qqsZEhpCTpccAhkBPO4/C2v7NFMLC6948Tngc2w8orDsalSkXBsYOHpNl9hu6MQZFe4RG8lQXrA8cZ+9YPm1keKE4/L7d3iccmy3PKWftfugcVJWVsb69esJBoP07Nlzl/mNAVELSv9qtwE5QF8RWV4jfQy6o3WriLSvo5w3gfHApSLyTI20IFCC7qAbJCKLd0PemexjBoRjC/lLI6ybU826OdWsn1NNl4MDHHhmOt0PDaCs2h8AIsLGbVE25kdZtLKaLxdUURkJM+pwxYiBbejQOUo55ZS5/8opp5JKBjGIbLL5nM+xsGhPe/LI295rk0vu9gdjH/oQsIOsWlnCpuURPv98A9OmrWP1ai+9e++HSHdWrUpnzBjF6afr91qdm8m24EMtVOqw/NMqln8TYm6xw0/tPDj7+ykb6GdJNy/5qYrhwC8txVnoUYfaKK0uZUXhiu29xcsLl7O8SIcRJ8Lh+x1O/379yeicwdqUtSxgAQtZSA45DGYwh8vhjCw8hfLlnVm0sprFq6pZtyVKl/Ze+nX107W9j055XjrneenU1ktKsHl6HR1HWLq0kG+/3cy3325mzpzNbNxYzpYtlbRvn0rfvm3o168Nffu2oWPHdHJygqSkpLBxYyorV6awYoWHxYsVy5badM5cyuGDFjGk1zL6d/yJ7jnL6JC6FCwvZcEjiHYYT0avQ0lv36vJeyybiiiwBliCNihixyr0gzeKHrYdgF4vkw1Y6GHfXKCtG+agRzJSahyJVvKUVpeyqmgVK4tW7jiKV7KuZB0FVQUUVBbgtbzkpOSQm5pLTkqO/pyS+7MwPr1NsA0pvhSC3iABTwCP5YGqKli/Htatg7lzYeZMWLBAxx91FPzyl7pHfOjQOnvFI5WVlK5dS+maNT87CpcsoXDJEnIGDiRv8GB6HnMMPY46isAe0ijeI/npJ+3x4N13tQHXr582JEaN0tZ7drY+WrDhWLZhA2s/+UQfM2YQKioivWNH0jp2pE2/fnQbM4ZuY8aQ1r7WJsceQzXVFFJIAQWUbCvBl+8jzZtGRocMPGkeHOUgShB029DBIRr3L0IEQfDhw4sXCwvH/adQeMSDTyx8YuERhVfAI+AVweOAJQ4eESzHwRIHy4kiyoNteVAiblwErIA2SpwwustCAQ54UlDKiyCo2LvX8oEV1IaGE9kxFUvFzsMdHYkhO4wVcbTBYnm1IbM9r3LPb5kRlZino4qKCjZv3kw0GiUvL4+29ZjqaAyIWlBKDURP7S0RkewE6WnoqU0A7UVkay3lbEF3tB0oIvMSpH+Lnh5+hohM2Q15Z9JCBsTaKXeybsZ0yjfnk9Eum6jtI1QpdBm+P2kdO1Fd4eDx2mT26k/WoF+xZsp9bPp6NmX5ZWR06UJah44oj0L5s/CktsGXFqR42UKqi4rI6NKdSNhPuNKDo7KJOB0JVQWQ0DrKtoYgECStcwq5QzvT4fAu4CmGthmEM9LYsKWMoqhNvqpkzcJ3KassYnNGNltzstkc3YpPrSKaU42TG8aXUkbmknX4ol4WDY2QEUmlfWEKnbf4GfS9TXqVxarDO/H+IespUaWc+cMA7AwfizpWsdG3jc7bMjlwnmJLpwjVVTZOWYRNvQsIqjBZESiKZNOhzEv//HJsJ0A2frpg0c0v5Pgg1VEEbSFoOwSiUVJC5TheP5XZfREc/JVbySjbTCitA44vk2DpKqL+dKKBbLzhCkBwLA+O5SWS1hknpR2eig1Y/hz8af30o82JIvLz4eKIE8WT0hVf1mBKfVmU2NVUhjZRGlpHuT+HgrYjKQhtYosT4dvMAWzypNBB2fR2qgjkh/Gti5K70Ib5pRQU2KTmZVDW60cq2y6jLFhFeaCKEm8hZbKKEl8pW30VhIJhctJyyMrIQnIiRNJslN+D43HIt/JJV+n0pS8DGcgQ998BHFDnuoZwRFixIcxPa8NsyNeG4Yb8KJu2RUkNKjq29ZKT6SEz3SIrzUNmmkVmmkVaikVqUJEWtEgNWqSm6M9Bv8KqwwCtN9FK7IoNbNxYwdqVm9m4dgtbN24hWrENFSnE7xQRVEVkBoromZtP28xKctIqKazKZnVxbzaW92JzeV/WlfRndcEg1m/rQlmZj+JiH4WFXmxbkZHhkJkpZGXp9k9WlrghtGkDWVkWaWmKlBRFIKDw+cDrZaewMXFNuUa1CtiINjA2oqdGOeiHbgHayChAj35Vuvm3H6KNjRQgiOhQIAikxEJ2fPcLKAEcQcKVqFABVriQ6soCiqsKCVUWYBVvwVewGX/RVnxF2wiUFJG5rYi220rpWBimc3GEziUOXUsUmdXClmw/W9umsrpzBv/rn8nK7m0pTUsntTiMv9rGGxb8UfBHIVAZJaWgkmBBBf7CCrzFlXiLK1DhKE77NtAxF9UxD0/ndng7tyfQoyspgwcQSEkj6PHj9/gIWD7SfCl0Su9IwOMjFK7AA3iVhaUUHuXBY3mwlLX9s0fp75ay9qypXU1NdbUeApw1Sxt3P/0EhYW6Aderlz7atYPcXH20bbvjc+zIymrSKVEiQnVJCRWbN1OxaRPbFi5k7YwZrJs5E8vnw66uJpiTQ0rbtnj8ftr070/e4MEE27TBGwxi+XxYXi+B7GyCublYHg/B3FxScnOp2LwZZVmk5OaCUojjbD+8wSBWPX7YIlLvOuM4DuvWraOysrJhOmCHgSHIz5xixMcnCmvG1Tx/e5kSy6Mg7tyYSaDL0Gcq97mCmzMWt2OsVGpcoUaZUjNmRy5+JncdelXx14udIK7Bs/u/4dTUVLp27YpVj7ptDIhaUEqNBT4CfhCRwbXkqUK/gw4Ske8TpHvR60gBckWkMEGe94BjgD+JyD93Q96ZtJAB8epAP7krI6Qr/Vz2WKACsB4IK/B7QKqhxIEyGzp6oXtUu6IqTIFKj9u5LuCIPifNgUAUSmOGuQdCCsICUQdUBL2M3QuWDVUOVNngVRCy3ee66J+kI5DhA5+l84RsneazdIMk6ujrZwX1w6G4GjwKAh4IKMj06PhtNogPgmkWpYUOUQcyUyEj16Jgi0M4ohtUUVtf07J06DiQFoTqCKDAckdIHfcQAW+KIhoW8CpUW4tomX5SeftYOD6FUyBYm2ykswVZCrXCQQUVpIFTIaiIoGytQ08KeHwQ2SaoFPDlabmcUrArwNtWd7ZEtoJdCd4UyOwMPqU9+FVVQKQMvD5o0wEqysGOQGqq+7d1tP5iD0NPrFHpjiCHQxCqBr/Si78FKCzWOg0GwAZ8KRaBoKJki41lKTJzfK53I0U0CtGo1pvunQGv108gJQ2IYtthnKhN1LaJhG1CoShp6QGCqSlEIoKyFF6vhcdrEQ47RKNCSpof5fXgOGALiCg3BAeF47h/DwCJvWwEjyUEMtLx+X1gh/XhRMCJYGHjUTaWslFK8HjA51N4fa6+bZtoVSXloSCWUuDxIEoPmdsEiKpUIk4A25tOVGVSVhUgFA1Q7aRRVRklGnWIOBYR2yISsYlGbWzbxrFtbEcQ28aOOtiOhWMrHBscxwJRIBYiXmwCOOLFIoqHMBaCjQ/Bh4MHhXbjbSFYRIiSQphM1PY4QeG4L1NxD3DwUEJ7LGwy2UiYDBy8eKlA8GEheAnhowoQwqRSTRqCIoVCPNjui9RC8CDonjgHCwcvDhZgo7AJk0aYNCwcOrCCIGUIXsDjnusBPHgI46XMlVFhKQflcfBZYfyqAscTQHkUKZShCOsfoi+Ilyh+CeGzQ/jsanwSIRUh4ISx7BBWNIxlh6lWFlUeL9WWl4hHH9VeHyGPn7AdJeLxUB1Iw1NVChIllJZGKDVAsKqc3M2bEWVRmZZKSU4OoZQUIn4vEb+HqM9LVaqfkpwMinPTKc0OUp4VoDzTT1WKAuXODZewDonoH7BE3M4At05KBKKVULFJx/vS3OkY7nQPx44LY4f73fKCP0v/3sTWHQzKC54AKP+OzQbtcvch5tfxyu8uhnVfBg76msp9uIqFstJQnixEdEeHIg2hym2NZaDwocSDEq9+tiiF43UbsAJKFIjSzxtR7kPdAQlh4cejMrBIx4OW0Q4oxFKIo7Y3Anf0Dyv39wGoWK3Tv3lEkVVRSY+CYnoUFJFbXkFORSU5FVXkVlTQpqKKnIpK2lRWklNRSWo4QqXfR6XfT5XfR6XPT8jrozLgp8rvpzIQoNqbRsTjxfZEiXps3RgVa3tPeLXPR9jrJ+zzE/Z6CXu92N40lJWN367AHykjUF2GP1yBAOXpeTjZnbBQhKqKCBZsIVhagC8cojoi2KEIVnU1yo5iOTbKdpBoGIlE9D1WV6MiYZxAUP/6qqu1nlWsF1zrVgIBpE0uBIJIWQme8jKUHUU8XsTjBcdBVYeQYBDlDyDRCE4wBfH58ZQVoxx3epFlofxBLH8ALGh3xAjaDB1KSseOqBqubJXbJJeYPIAopa+HhRIbZUf1ffzsRLXjZR8jlkcpsCzEXTehnKh2jxzDsrSL5HBYez9T22sJ8rMPceV73MruiP55xa4jNWSIVeCasip97s++u4dy2yLb5XetlNifJv62sJTbgNBxGfvtR2pK41aVKaUIBAJkZGSQk5NTL+MBms+ASL5fyKYn5my8rI48RUBHqNUnWrzD8trKKXLDncpQSl0IXFjH9eMZWs98Sef1c15jy6oQgepUNnT14i3zk7MpRLTzHAL+jfjsMPlWN9KcNfQtn8erWceAnEpONAUV+hHYQNhvE/XZiIriF8FyugEZlPvWkRIKklYZwBsuxh8twsZmfWo3Mh2bttFiigKK9EiYrOoQ5QFFRuVWckvzWd+lG5bHQ3ZFFeWBDmB58EoZGaEtOJaXykBHsqMlpFeU4iuvZk1Ob8JpKQRDG4iktCGSlkkkI0hGm25ke4OwaR7tvnwZX1ER0YvOx+/zIQtnY//0AynDB9H+6OOpXvoD3oAfb3o6lVu34AO8QT8lhQVkpWWQ264z1RLBsSwsT0AP25aVYm/Nx2eBXVJK9eZ8MvxePFVVlG3KxxO1sTJScY7pRfXyVUhBBZ7D+mBVVmGVlOHtnI4nmIIKBLG8XuyCAqS8grRhXYkWFxHZtAXb8uPvlklKRjrhgmJ8fj9th7cnp117SjdtZMtPS3Asi0DbNNJz88ju3Y9wURH58+aS3bsjaWmZVGzdghKFx+PD4wtoX+YiRMNh7Opq7HAYO1xNMC8Nf0YGEcsiUlEBkQhDDuiEAKHSUqxomMrSUiorq+g7pBdOJELRpvWEq6IgkILCa3mw0D1jIEQqw4QKQigsAiodS3nwKg9ejxe/109VWQWh4hBpyoOIg+0ItmOTZnnxKKiIhHFcR2exZ7ZuosT39eiGZ6xnCRRREcojxZQ5Dh7LwqP0YblND8GLiNc1VIWoONiOjSOCUj4Cnnb4LR8igiMODjoUqUSoAMAWB1tsUi0vKWhPQx7lAcRNc+V2/49/57gx+iVjoUfytt+P0tdC8G6XGxwEEUcbucTKUngtRdRxCLtepbU21PYer5huYkP8drQaC/B6AoTFQUTwKaXbjUphub3coHCcKLZEUQh+yw/Kck2XuF5CifU26iF1C4UHrdOIoxtfacEsvL6gq0fZrk9bBK/lIeD1oyzdmy5uo0h5fXj8adh2MY44WMF0PL4MRBzC4SrdSPZlofwpEEjBUV6qQhWELB/4M1CpGai0bKzUDDzBFFK9Pt2jgaXnWVs+PGm5YFnY4ZD72Uu0qgy7qhTlTcHTtjdi+REHbfyh2zG2DTiCrXQbXhywbUVkm42dD3ZUO3WI5Y3aeu2N7YAlikgUoo6DsiwstyOmvFKnK49uYNjimmIiRFFEAUeBoxQ2gm0pwqqasFWKrXYYcLZlE1VRbCtM1IogjoOvPBVHIOqPYHsjRP1RHCuCFQLHA9GAgojuNbF9guMTwt5KwlYpvnAqWIpwIIS/OoBHIOypQKwotsfGsWwcr/77e8I2SgTxoKe5eGJ2sUKUuD0ZQWwrStQqQ1QZWJW6QpU4KFu2dw/HGngS+60r3F4Q1xze3oATioE12YpZWTlATqx7OfZzivsseKM2qeEoaZGIDomSSpS0qgipoShp1SFSo6V4bcHjBLCiPiylsDx6Oo3XCRGMRAhUR0mtsGkTdQhGbYKREH67ikqfnwp/gHJ/KkX+FCyB9htX0X5ZKSnhCEUpKRSnplOakkJxVoCsqnKyK8uJWoqoxyLi8WFbFh5JIRB1CEQdgpEI3miEqCdIVHmIWvq3rABL3GeJI0gkSrSqAmWXYuUEKOzdleqUIOmVVWBHEQXKk4JjhxE7DB4/qRWV+CIhyjp2IOzTlVnERiIhnGgIPAE2Lfsfm1Z8ow0DSxtzojxU+oKU+oME7LDWW3WIVDtCIBTGWxEiGI1geTxUZWVRkpZKyOsBZYOD/lsL2JZF1LKwfV6iXg+WOKSEwqRUVRKoCuGvDlOWmcHGvC6IJ4CyQ2SVbKXj6o3YaUFW9d2PjPIiKgNBtmV2oG1FIZ5omLJgkLJgKhaKvMoKcoq2Io6wKacdYoHXDuMLV+uRPMujnzvuM1DQzyFRyv3RaaPfDvj1iygq+nCqgTCOFcSxUnFUijailY0oR9d/bETZYEfJqKgkp7yK8tQMtmXlURhsz58Gj2PgwA4JWmitn9ZoQMTc7tRn6CS6izLqU06iMnoAI+tx/RbllZtPrCXluHqc3fhNrZqfo9Hbn+191PZX6N+sUhgMBoPBYDDsoDUaELH1DXW5NYmNFxXvooxYOTtNYdpFGavR7mLrw1DArKAzGAwGg8FgMOwVtEYDYq0bJhwTchdRZ6Fneq5JlEdESpRSpWjjoQOJDYiYp/9VCc6fBEyqj7CxNRD1yWswGAwGg8FgMOzptEY/g0uAaiBPKdUjQfpQN1woIlV1lDPPDXfaDlMp5QP2Q09vmtNYQQ0Gg8FgMBgMhr2NVmdAuEbBDPfrKQmy/MYNp+6iqGl1lHE8egrT5yJS0FAZDQaDwWAwGAyGvZVWZ0C4/MMNb1ZKbXflqpQ6DrgCvQncY3HxA9wj3pfWs2hPS79WSp0fl7c38JD79e4mkt9gMBgMBoPBYGiVtEoDQkQ+Bf4OtAHmKKU+V0p9B0xHO3W7XES2xJ3yo3scEldGIfBbtJel55VS89z1CouBbsAjIvJ+c9yPwWAwGAwGg8HQWmiVBgSAiNwAnAd8DxwIdAfeB8aIyH/rWcZb6AXO7wJdgWHAAuAiEbmqKeQ2GAwGg8FgMBhaM61uJ+rWhlJqPdA5KyuLoUOHtrQ4BoPBYDAYDIa9lHnz5lFSUgKwQUS6NNV1jAHRxCilijH7QBgMBoPBYDAYmo8qEUnddbbG0Rr3gWhtrAJ6ojevW97CsjQXQ9FGUwk73OUaamcoRl8NYShGXw1lKEZnDWEoRl8NYShGXw1hKEZfDWEoRl8N4ZeAH7Cb8iLGgGhiROTAlpahuYnbPG+eiIxqWWn2fIy+GobRV8MxOmsYRl8Nw+irYRh9NQyjr4YRp6/vmvI6rXYRtcFgMBgMBoPBYGh+jAFhMBgMBoPBYDAY6o0xIAwGg8FgMBgMBkO9MQaEwWAwGAwGg8FgqDfGgDAYDAaDwWAwGAz1xhgQBoPBYDAYDAaDod4YA8JgMBgMBoPBYDDUG2NAGAwGg8FgMBgMhnpjDAiDwWAwGAwGg8FQb8xO1IamYBIwE1jdolK0HiZh9NUQJmH01VAmYXTWECZh9NUQJmH01RAmYfTVECZh9NUQJtEM+lIi0pTlGwwGg8FgMBgMhr0IM4XJYDAYDAaDwWAw1BtjQBgMBoPBYDAYDIZ6YwwIQ71RSnmUUl8qpUQpNSpB+kFKqalKqU1KqXKl1Hyl1J+UUp5ayuujlHpBKbVOKVWplPpRKXW7Uiq1qe+lOahLX0qpw5VS0+o47kxQXgel1KNKqZVKqSo3/KdSKre57imZKKV+twsdnFEj/z5dvxqiL1O/NO49PaKU+kkpVa2U2qqUekspdXCCvPt0/YL668vUr4Zj6lf9MfVLo5TyK6X+z60rle59/aCU+rNSKpAgf/PWMRExhznqdQB/BsQ9RtVIGwOE3LTFwCdAift9OmDVyL8/UOimrwJmAFvd798BqS19v02sr+vj0hIdH9fI38nVkwAbgY+BdXH669DS99sI/UzbhQ5uNvWr0foy9Qu6u/ciwBq3Dqx3v1cBB5n61Wh97bP1Cxi1i3uPP27b1+tXI/W1z9avuHvyuvchQCnwBTAbqHTjvgSCcfmbvY61uJLM0ToO4EAgHPcDHhWXFgQ2ufG/j4tvA8x14/9Yo7zv3fh72LGYPwi858Y/0NL33FT6ctOfdOPr9WADprr5XwR8bpwHeMaNf6Ol77kROloKLKlHPlO/GqAvU7+239OXruw3xdUBC7ifuEaIqV8N09e+Xr+AA9DGfF1HqXtfF+7r9auh+trX61fcPV3myv49kBcX3w1Y4qZdH1c3mr2OtbiSzLHnH26lWuRW0AXsbEBc7sZ9kuDco9201QnilgGeGvn7u2nlQHpL33tT6MvNMwMoqmd5AwAH3ZuQUSMtE93r4AC9WvreG6AjD9rAmlqPvPt8/WqIvkz9EoCR7t/5zQRpPuAndO+6ZepXw/Rl6tcu7/dUV5fPud/3+frVEH2Z+rVd9qmuXs5OkHa2mza9JeuYWQNhqA93A/sBl6KHvGpyjBv+J0HaLHTDp7tSar8a+aeIiB2fWUSWooce04Bf7abcLcWu9AXQF92jXB+OBhTwjoiUxSeISCnwjZt+TIJz91S6oxsmS+qR19SvhukLTP06zQ2fqJkgIhER6SsiXUTEwdQvaJi+wNSvhCil+gLPoX+nV7jRpn7VQi36AlO/AGJ/e0mQFtvDrcQNW6SOGQPCUCdKqTHA1cC/RWRaLdkOc8M5NRNEJITuhQc9567O/C6za+RvNdRHX0qpINAFWKqU+rVS6gml1BtKqSeVUicrpVSNU/ZGffVxw9VKqcuUUs8rpV5XSt2vlDqkRl5TvxqgL1O/ABjhhrOVUoe4iylfV0o9pZQaX0MHpn41QF+mfiXGve9n0Q2v34pIlZtk6lcCatOXqV/bme6Gf1ZKdYlFKqW6A7e4X99ywxapY2YnakOtKKWy0DsargWurSWPF2jnfl1bS1Hb3LBzjbC++VsF9dGXS290j8gpwPk10i4DvlBKnSwiNfWwN+mrrxv+HUivkfYnpdTjwB/QnRymftVTX24PsalfegQwBPwOuAutjxiXAp8opcajFweb+lVPfbk9vKZ+JeZS4AjgMRH5H5j34y7YSV8upn5pngOGAFcCy5VSc9F6GQoE0O+CKS1Zx8wIhKEuHkX3BFzkDgUmIifuc1kteYrcMK3GOfXN31qoj75gR2+yQj8c8tA6ORX9gx4BvBnX07I36iumgy3A8UAG0BW4Du1l4vfAXzH1K0Z99RWfd5+sX0qpNMCPfsnejX4R9wNSgF+ie+PGoBdq7vP1q4H6gn28fiXC7Ty6Gz1v/Na4pH2+fiWiDn2BqV8AiF6QsBZt2AfQv8VD0WssbbR+PLRgHTMGhCEhSqnfAOcAD4vIJ3Vk9cV9TjRXL55ojXPqm3+PpwH6AtgM/A04RkQeE5FtIlIkIm8A49APjBHAcW7+vU5f6CHSO4GRIvKuiJSLyHoReQDdGAaYgKlfMeqlL6VUDqZ+ZbmhQi86v1hEfhKRkNvTeSb6Xs/E1C9ogL6UUh0x9SsR16EbZf+K6xkHU79qozZ9galfACil/g/4B3r9wsVAe7QxdTaQj3Z1eystWMeMAWHYCfcl8QR6EdONu8heHvc5s5Y8sU1JimucU9/8ezQN1BciMltEbhaRLxKkLQPedb+OcsO9Sl8AIvKKiNwiIhsSpE1GLz73A/EbWO2T9QsapK9fmvr1s5feUzUTReRH9Nxfhalf0DB9DTP16+copTKBa4Bq4KEayfv8+7Emu9CXeT8CSqkUdrQlLhGRf4vIVteYepkdnquupwXrmDEgDIk4Hd07YAOvqrgdINE+nQHudr8fj/bhDNChlvJi8+hWuWFs3l198+/p1FtfSqmz61HeCjeM/bj3Nn3Vh5gOUjH1qz7UrDMNybu36Su2eRLA6lryxO4lDVO/GqIvU7925gL0lMIpIrI1PkFESjD1qya16que7Av1qx+QjTay3qqZKCJfozd7DKL3hWiROmYMCEMiYnML90MbCPFHbO7coe73fsA8N66m9xyUUj63HGHHiv9a87sMdcNvGiF7S9AgfSmlrlNK3ejqJhGxH+9GN5znhnuFvpRSHd37v6CObPE6mOd+3ifrV0P1ta/XLxGpZkcjo7YXZHs33Mo+Xr8aqq99vX4l4Hdu+Hwt6fPccJ+sXwmoU1+mfgHaMACoqulmNY6Yi/gALVXHpJ6bWpjDHCICMJOdN5Kb4Ma9nSD/eDdtVlzcb9y4BQnyD3XTVuPujtiaj1r0tciNG5MgfzZ62FCAw9244e73rcRtXe+mdUDPCW01GwuhGyOOK3NmgvTR7v2Wohdy7tP1qxH62qfrlyv3Y+49PVKLPquACrRHq326fjVCX/t8/YqTf7+4e/PUkmefr18N1Nc+X7+AXPSMBgGGJEjPcH+P1ehR1BapYy2uKHO0roPEDeIctDXsAOfHxfdGD7MJekFULN4LLHfjb46Lb8eObdcvb+l7bUJ93ezGLQa6x8WnAlPctC9qKedJwOvGpQPvu/F3t/S9NlAvH7tyTwFS4+K7uXoR4E5TvxqlL1O/YCD65RoGToiLD8Tp4O+mfjVKX/t8/Yq7r4mu/K/UkWefr18N1JepX1r+N9kxatAtLj4TeM1Ne6ol61iLK8kcresgQYPYjT/JffkIenhspvtCErRnoprl/ALtQkzQi49nxH2fClgtfa9NpS/08OQsNz4MfIVuIBa6ceuBXjXK6YX2TiHuA+FjoMD9/jWQ1tL32kC99AE2uPIXA58AX8TVmU+AgKlfDdeXqV/b7+lC9AJhQbsi/TDuHr8AUkz9ari+TP362X194N7DlbvIt8/Xr/rqy9Sv7ffUnh2jMVXAd8Bn7BiBmUfciHRL1LEWV5I5WtdBLQaEm/ZL9O6JBW5F/Ba9w2RtZQ0EXkEPPVYCPwB/wu1B2BuO2vSF7gH4o/tQqHLvfzF6c5i8WsrqAjyDbkhWAcuA21vjw9G9n7ZoN3XL3Qdfifuw/yPgN/Wr8foy9Wv7Pf0CeAft17wKWAj8mRpTHUz9api+TP0S0Gvfitzn+7B65N+n61dD9GXq1/Z7SgFucPVQ6d7XIuA2EkzJau46ptxCDAaDwWAwGAwGg2GXGC9MBoPBYDAYDAaDod4YA8JgMBgMBoPBYDDUG2NAGAwGg8FgMBgMhnpjDAiDwWAwGAwGg8FQb4wBYTAYDAaDwWAwGOqNMSAMBoPBYDAYDAZDvTEGhMFgMBgMBoPBYKg3xoAwGAwGg8FgMBgM9cYYEAaDwdAAlFJ/VEqJe7SrJU+GUirs5vlfHWWdHVfWgU0ndXKIk3VoS8tSX5RS7ZRStymlbkuQttq9n/FNcN3+SqmQUuqyZJfdWJRSRyilHKXUYS0ti8FgaN0YA8JgMBgaxoy4zyNqyTMW8LmfhyulcmrJFzt/GzBv90UzJKAdcKt7NCdPABuBfzfzdWtFRD4HPgKeVEr5dpXfYDAYasMYEAaDwdAARGQRsMn9WpsBcUzcZws4qpZ8sfM/ERFJgniGPQCl1JnAKOAeEYm2sDg1uR3YH7iupQUxGAytF2NAGAwGQ8OJjULUZkAc7YavuuExNTMopbKBQe7Xj5MmmaFFUUoFgHuALcDzLSzOTojIV8BXwC1Kqc4tLY/BYGidGAPCYDAYGk6swX+gUio1PkEpNRDoDuQDd7rRiUYgDmPHM/ijGmWkKaX+oJT6WimVr5SqUEr9pJR6WSk1ukbet915/LUaIUqpD908D9WIb6uUuk8ptUQpVaWU2qqUmqaUOm5XCkhwjUFKqclKqfVKqWql1Fql1LNKqf0T5L3QlWeaUsqnlJqglPrBlaFQKTW9tnUW7vqSu5VSK938y93vWUqpmW65o9y8q4Ef4s4VpVTCkR6l1C9defKVUpWuPNcopVQDVfFb9N//GRGprnGN2BqStkqpUUqp99z7rVRKzVdK/T6BXJPcc25TSnVxdbpRKVWulPpGKXWim6+HUuoFpdQWd+3FEqXU9UqpRO/5x4FU4E8NvDeDwWDQiIg5zGEOc5ijAQfQBRD3GFMj7Vo3/kX3+3r3+9Aa+e5y45fXiE8HFsaVXwCsAyJxcRPj8p/hxkWANglkzY07d1hc/GBgsxvvAGuBorhr/BtQNcqKpdW8l3PirhEGVgFVcd8vrZH/QjftE2Bm3H2uAmz3eznQu8Z57eJ04wAb0OtHBFgAfO9+HuXmnwGsjJN7CbAkrrzVbvxTrpzillkcd84/Glg35rvnHZggLVbmba781cAKoCwu7cYa50yK1Sf01DlBr62IxunhaqDQ/Z5f4+/4twRytHH1XAD4Wvr3ZA5zmKP1HWYEwmAwGBqIiKwHlrpfj6iRHJuu9J4bvl8jPkZs+lPNkYPfo6c2rQQOEpFcEekKtEc3JgH+7E6VAXgb3QD1AickEPdkN+1HEfkOtk+fmuaW+TiQIyLdgBzgOHSj/LdoY6hOlFK/cOWKAH8A0kSkJ7qRei3gAZ5QSg1PcPpoYDhwJtDWPW8QuhGc5uoinufc9O+BASLSGchz77EHMDQ+s4gcCZwY932AiAxIIMelwAdAD7fMXOAON+0qpVTGrvQAoJTqizbMytAGTW3c6t5LBxHp7d5DbLrbtbWMGpyDNnj6ikgntDG1AFDAg0Ap8CsRyXPlv8097w9KKX98QSJShB6ZyQGOrM+9GQwGQzzGgDAYDIbGEWv4b18HoZRKAX6F7vn90I3eyYBwG3SxBnVNAyIWf5uIfB+LFJFCYIL7NRXdgEREqoA33PhTEsj5Gzd8IS7uaqAr8LqIXCEixW5ZIiLvAb9z89Vnoe09aAPlBhF5VEQiblkhEXkQeAz9rrmmlvN/JyL/FRFxz1vingPwy1gmpdQwtHFTDYwXkWVxMk8F/lgPWWtjEXCyiKxxy7TR08/KAD9wSD3LiRmTs90yamOGiFzsNuQRkRBwg5vWDuid4JxS4DgRWe6eU4g2/mJcKNrLEiLiAHejRxkygT4JypvlhqMTpBkMBkOdGAPCYDAYGkes4X+oUsrjfh4FBIE5IpLvxn2Enm5yWFxP9jA3n4OexhPPFejG/X8TXLN93GdP3OeX3PCo+DUZrvvYMWiD5qW4/Ge5YbxREc9bQAjopJRK1PiMld8Bfc91lRW7j5EJ0sqB/ySIX+SGuXFxsdGVT0VkbYJz/gNU1ibrLviv1PCWJCJh9LQu0CME9SG23mPVLvI9XTNCRFazQ/7cmunAhzGDI46YN7AK4LMa5YXRU7FqKy8m4x6//4jBYNjz8La0AAaDwdBKmYnu4U1HT535jh2jDLFRB0SkROnN5Eagp4tMZceoxVy3J5m4/NsA3AWzR6B7j7ujp+j8ohZZPkE3Jju6MsRGJMajn/PbG92ugdHfTX9IKXVvLWXG3g/dgOW15Ik1PgWYXct649h+A52UUp4aPfPra+mpr3LDYFxczGPV9yRARMJKqWXUmMZUT1bUEh9KIEdddHPDmg39mqyuJb4KPbqU6HorE8TFdFfojjrUhidBXIEb9qzjPIPBYEiIMSAMBoOhEYhIsVLqO/T0lhHUYkDEfR/hpk+l9vUPKKW6oKfwxK9niKIXAD9FAs85ImIrpV5Brzk4hR0GRKLpS23iPnev9QZ3kFpHWmyDPMUOo6Q2FJCCHnWIUV1L3kRku2FdjfPGjkA09ryaZLrhrgyIhtx3jKo60uoyHmojZkBkN+Jcg8Gwj2OmMBkMBkPj2b4OQinVE+iHbjzOrpEvtqD6aNct6GE1zgfA3R34Y7TxMB/tYakXkCIiB1D3bsqxKUrHu65R26BHPKqA1+PyxTeWh4qI2sUxrY5rxsoqrkc5SkTK6yhrV8Qa3Zl15Gm7G+Ung5iL2Ia6fm0JYkZHXWs1DAaDISHGgDAYDIbGE7+QOjb68FGCaTnfozcW64GeVtQW3bD/oka+X6F78kPASBGZIiKr4ubn51ALroelJege5dHASejpQ2+JSGlcviK0lyNIvLgWpZSllDpbKXWuUqqu6TvL3DBbKZVonj1KqQ5uOYk8RDWEjW6YcMqNUqodtdxPM1LshrX+nfYgYiNRZS0qhcFgaJUYA8JgMBgaz1doQ6ADO1yO1py+hOthKOaV6XY3/EJqbDTGjkXSW0SkJMH1LtiFPLFRiJPZMX1pcoJ877rhpbWUc7pb1t+oe7rNYnbM56+trNvQU6h+U0t6ffnaDce7i8NrcgUt/05b7YYJjak9jJgBkWhBusFgMNRJSz9sDQaDodXiGgCxUYQD3HAnA8LlvRr5Eu0cvdgNuyulLo/tgqyU6qiUugs9hSk2TSYlwfkxA+JUYCx61OPDBPnuRhs+R7s7HKe41/Eopc5Ar7UA7Uo24c7NsN0wik2rulkpdUpsDwOld9P+K3A52gi5q7Zy6smr6Hn7acALSqm27nV8SqkrgD/Xct72tQNKqa67KcOuiC3wbg0Lk2My/lBnLoPBYEiAMSAMBoNh94g3BOaLyKZa8n3Izxe77mRAiMg8dmwo9gSQr5Raj94deQJ6kfR8N32WUur6GuevQo+K5KH3L3g5kZcjEVkKnI2eKnUrUKiUWoHezfgVIAN4QESeq+Ve4suaDNyLbti/DhS4ZRUAt6Ab8Oe7+zs0Gnf9xJlol6XHARuVUivRa04ede87trlfvJ5jO2wDLHI9NTUVM9EG3i9qbt62B3K4G35WZy6DwWBIgDEgDAaDYfeINwRqG31ARAqAb92vBdTijhS94/Bt6OkwmegFuf8BhovIw+jN3da6aYm8B8Xv91Db3gy4m68diJ7iVAR0Qc+Hfws4WkTqs4lcrKwb0WtAYvffCViP3u/gIBGZUt+ydnGdj9F7aLzoytwZ2Io2YI4BYrtzV8WdEwEuRrtqDaINnSZBRDajp1qlsGNDwD0Od13LQWhjrNY6azAYDLWh6hidNhgMBoOhVeB6sCpHj7x0FpGNuzilqeS4AJgE3OsaVnscSqnT0Rv8PS4iV7S0PAaDofVhDAiDwWAw7PEopQ4GbgaKROS3CdJPRI+erBGRHs0sXrwcPrR3qjSgm4iEdnFKs6OU+gy9f0lfEVnX0vIYDIbWh5nCZDAYDIbWwAbgeOBCpdQt8WsMlFJHAo+7Xx9pCeFiuFOm/oReh7KTodPSKKV+CRwB/NMYDwaDobGYEQiDwWAwtAqUUhPRrmVBe3bahN73ItuNexs4WUQaszNzUlFKvQUMRffyh1tYnO0opaYDg4GBu7mxn8Fg2IcxIxAGg8FgaBWIyF3AKOA1tPHQEYigvR9dBIzfE4wHlyvRey1c3tKCxFBK/QLtweoqYzwYDIbdwYxAGAwGg8FgMBgMhnpjRiAMBoPBYDAYDAZDvTEGhMFgMBgMBoPBYKg3xoAwGAwGg8FgMBgM9cYYEAaDwWAwGAwGg6HeGAPCYDAYDAaDwWAw1BtjQBgMBoPBYDAYDIZ68/8m7+tP4YoKFQAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -917,7 +234,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -926,22 +243,9 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "f, ax = plt.subplots(1, 1, figsize=(12,4))\n", "d = cc.lkp.loc[:,4095, :]\n", @@ -957,394 +261,65 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'd' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0md\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;31mNameError\u001b[0m: name 'd' is not defined" - ] - } - ], + "outputs": [], "source": [ - "d" + "import os\n", + "import os.path as op\n", + "import glob\n", + "\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "datadir = '../data/pupil_core_camera_sync_tests'\n", + "recordings = glob.glob(datadir + '/**/**/**/annotations.csv')\n", + "\n", + "data = pd.DataFrame()\n", + "for rec in recordings:\n", + " # Load annotations and get camera timestamps for detected light flash\n", + " df = pd.read_csv(rec)\n", + " eye_0 = df.loc[df.label=='light_on_eye_0', 'timestamp'].to_numpy()\n", + " eye_1 = df.loc[df.label=='light_on_eye_1', 'timestamp'].to_numpy() \n", + " world = df.loc[df.label=='light_on_world', 'timestamp'].to_numpy()\n", + " \n", + " # Calculate timestamp differences and make DataFrame\n", + " diffs = (pd.DataFrame(data=[(eye_0-world)*1000,\n", + " (eye_1-world)*1000,\n", + " (eye_0-eye_1)*1000],\n", + " index=['eye0 - world',\n", + " 'eye1 - world',\n", + " 'eye0 - eye1'])\n", + " .T.melt(var_name='Comparison', \n", + " value_name='Timestamp difference (ms)'))\n", + " \n", + " # Add categories for operating system and frames per second\n", + " diffs['OS'] = 'macOS' if 'mac' in rec else 'Windows'\n", + " diffs['FPS'] = '120' if '120_fps' in rec else '60'\n", + " diffs.to_csv(op.join(op.dirname(rec), 'annotation_timestamp_diffs.csv'))\n", + " \n", + " # Append to master frame\n", + " data = data.append(diffs)\n", + "data" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "metadata": {}, - "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", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
380381382383384385386387388389...771772773774775776777778779780
led
00.0019470.0020430.0019230.0019860.0018220.0019750.0019910.0015910.0021690.002469...0.0010000.0010570.0009280.0010320.0010170.0011390.0009890.0009090.0010290.001134
10.0021880.0022600.0019740.0021740.0017510.0017760.0020340.0016170.0020120.002366...0.0011850.0012360.0012800.0012630.0012520.0012440.0011500.0010280.0012050.001195
20.0016920.0016520.0016600.0017710.0015200.0015280.0015960.0010720.0017640.001760...0.0009830.0010540.0010280.0009350.0011700.0009880.0010400.0008630.0010990.001137
30.0017050.0018590.0016700.0016500.0014840.0014140.0016010.0010420.0016730.001846...0.0009270.0010310.0010220.0010340.0011070.0010620.0010450.0007930.0010740.001114
40.0021720.0023830.0019860.0023940.0017760.0017790.0020880.0015190.0021150.002331...0.0012900.0015200.0014710.0012640.0013910.0013930.0015160.0011410.0013820.001573
50.0022220.0023720.0023870.0024520.0019990.0019090.0021350.0014300.0024430.002525...0.0013290.0015310.0014770.0013500.0015480.0014140.0013810.0011200.0014610.001645
60.0023640.0026950.0023250.0026670.0021390.0020490.0023330.0016920.0024300.002661...0.0036080.0035910.0035430.0033570.0035210.0034030.0032580.0030840.0032620.003268
70.0036690.0041180.0038740.0038740.0033330.0032030.0034170.0025690.0038960.004014...0.0048600.0048510.0047900.0047470.0047030.0046790.0045920.0042750.0042120.004681
80.0024520.0024220.0026640.0023130.0021430.0019820.0024660.0015710.0026400.002632...0.0014760.0016300.0015490.0016520.0017570.0015960.0016130.0012670.0016250.001809
90.0034590.0040630.0036100.0040710.0030990.0033730.0032310.0024680.0036540.004141...0.0022740.0025450.0025870.0024930.0029230.0026990.0025920.0021770.0024710.002698
\n", - "

10 rows × 401 columns

\n", - "
" - ], - "text/plain": [ - " 380 381 382 383 384 385 386 \\\n", - "led \n", - "0 0.001947 0.002043 0.001923 0.001986 0.001822 0.001975 0.001991 \n", - "1 0.002188 0.002260 0.001974 0.002174 0.001751 0.001776 0.002034 \n", - "2 0.001692 0.001652 0.001660 0.001771 0.001520 0.001528 0.001596 \n", - "3 0.001705 0.001859 0.001670 0.001650 0.001484 0.001414 0.001601 \n", - "4 0.002172 0.002383 0.001986 0.002394 0.001776 0.001779 0.002088 \n", - "5 0.002222 0.002372 0.002387 0.002452 0.001999 0.001909 0.002135 \n", - "6 0.002364 0.002695 0.002325 0.002667 0.002139 0.002049 0.002333 \n", - "7 0.003669 0.004118 0.003874 0.003874 0.003333 0.003203 0.003417 \n", - "8 0.002452 0.002422 0.002664 0.002313 0.002143 0.001982 0.002466 \n", - "9 0.003459 0.004063 0.003610 0.004071 0.003099 0.003373 0.003231 \n", - "\n", - " 387 388 389 ... 771 772 773 \\\n", - "led ... \n", - "0 0.001591 0.002169 0.002469 ... 0.001000 0.001057 0.000928 \n", - "1 0.001617 0.002012 0.002366 ... 0.001185 0.001236 0.001280 \n", - "2 0.001072 0.001764 0.001760 ... 0.000983 0.001054 0.001028 \n", - "3 0.001042 0.001673 0.001846 ... 0.000927 0.001031 0.001022 \n", - "4 0.001519 0.002115 0.002331 ... 0.001290 0.001520 0.001471 \n", - "5 0.001430 0.002443 0.002525 ... 0.001329 0.001531 0.001477 \n", - "6 0.001692 0.002430 0.002661 ... 0.003608 0.003591 0.003543 \n", - "7 0.002569 0.003896 0.004014 ... 0.004860 0.004851 0.004790 \n", - "8 0.001571 0.002640 0.002632 ... 0.001476 0.001630 0.001549 \n", - "9 0.002468 0.003654 0.004141 ... 0.002274 0.002545 0.002587 \n", - "\n", - " 774 775 776 777 778 779 780 \n", - "led \n", - "0 0.001032 0.001017 0.001139 0.000989 0.000909 0.001029 0.001134 \n", - "1 0.001263 0.001252 0.001244 0.001150 0.001028 0.001205 0.001195 \n", - "2 0.000935 0.001170 0.000988 0.001040 0.000863 0.001099 0.001137 \n", - "3 0.001034 0.001107 0.001062 0.001045 0.000793 0.001074 0.001114 \n", - "4 0.001264 0.001391 0.001393 0.001516 0.001141 0.001382 0.001573 \n", - "5 0.001350 0.001548 0.001414 0.001381 0.001120 0.001461 0.001645 \n", - "6 0.003357 0.003521 0.003403 0.003258 0.003084 0.003262 0.003268 \n", - "7 0.004747 0.004703 0.004679 0.004592 0.004275 0.004212 0.004681 \n", - "8 0.001652 0.001757 0.001596 0.001613 0.001267 0.001625 0.001809 \n", - "9 0.002493 0.002923 0.002699 0.002592 0.002177 0.002471 0.002698 \n", - "\n", - "[10 rows x 401 columns]" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "cc.lkp.loc[:,4095, :]" + "sns.set_context('paper', font_scale=2)\n", + "g = sns.catplot(data=data, \n", + " x='Comparison', \n", + " y='Timestamp difference (ms)', \n", + " row='OS', \n", + " col='FPS',\n", + " kind='box', \n", + " order=['eye0 - world', 'eye1 - world', 'eye0 - eye1'],\n", + " flierprops={'markersize':3})\n", + "g.savefig('./Pupil_Core_camera_sync.tiff', dpi=600)" ] }, { diff --git a/pyplr/jeti.py b/pyplr/jeti.py index 9fa28be..fc09e57 100755 --- a/pyplr/jeti.py +++ b/pyplr/jeti.py @@ -60,7 +60,7 @@ def measurement(self, integration_time=None, setting={}): ''' # Perform reference measurement - self.ser.write(b'*MEAS:REFE 0 1 0\r') + self.ser.write(b'*MEAS:REFER 0 1 0\r') ack = self.ser.read(1) while ack != b'\x07': ack = self.ser.read(1) diff --git a/pyplr/protocol.py b/pyplr/protocol.py index 7e33eec..baf0129 100644 --- a/pyplr/protocol.py +++ b/pyplr/protocol.py @@ -17,6 +17,7 @@ import os import os.path as op +from time import sleep from subprocess import Popen def input_subject_id(): @@ -59,4 +60,9 @@ def beep_sound(): elif sys.platform.startswith('win'): Beep(440, 200) - \ No newline at end of file +def timer(increment=1, seconds=0, message='Waiting...'): + print(message) + while seconds > 0: + print(f'\t{seconds} seconds left...') + sleep(increment) + seconds -= increment \ No newline at end of file diff --git a/pyplr/pupil.py b/pyplr/pupil.py index 719b051..a1cfa0f 100755 --- a/pyplr/pupil.py +++ b/pyplr/pupil.py @@ -29,6 +29,9 @@ class PupilCore: ''' + # TODO: use this + eyemap = {'left': 0, 'right': 1} + def __init__(self, address='127.0.0.1', request_port='50020', pyplr_defaults=False): '''Initialize the connection with Pupil Core. diff --git a/pyplr/silentsub.py b/pyplr/silentsub.py index 215b572..a801854 100755 --- a/pyplr/silentsub.py +++ b/pyplr/silentsub.py @@ -36,8 +36,9 @@ import pandas as pd class SilentSubstitution: - def __init__(self, np, spds, precision, ignore, silence, isolate): - self.np = np + def __init__(self, nprimaries, background=None, spds, precision, ignore, silence, isolate): + self.nprimaries = nprimaries + self.background = background self.spds = spds self.precision = precision self.ignore = ignore @@ -45,13 +46,31 @@ def __init__(self, np, spds, precision, ignore, silence, isolate): self.isolate = isolate self.solutions = [] self.aopic = None + + def _illuminance_constraint_function(self, requested_illuminance, weights): + vl = get_CIE_1924_photopic_vl(asdf=True, binwidth=self.binwidth) + settings = self.weights_to_settings(weights) + spd = self.redict_spd(settings) + illuminance = spd.dot + return requested_illuminance - illuminance + + def create_bacgkround_spd(self, requested_illuminance, requested_colour): + x0 = np.random.rand(1, self.nprimaries * 1)[0] + bounds = Bounds(np.ones((self.nprimaries * 2))*0, + np.ones((self.nprimaries * 2))*1) + constraints = {'type': 'eq', + 'fun': lambda x: self._illuminance_constraint_function(x)} + minimizer_kwargs = {'method': 'SLSQP', + 'constraints': constraints, + 'bounds': bounds} + def smlri_calculator(self, weights): - bg_settings = weights[0:self.np] - stim_settings = weights[self.np:self.np*2] + bg_settings = weights[0:self.nprimaries] + stim_settings = weights[self.nprimaries:self.nprimaries*2] smlr1 = 0 smlr2 = 0 - for primary in range(self.np): + for primary in range(self.nprimaries): x = self.aopic.loc[primary].index/self.precision y = self.aopic.loc[primary] f = interp1d(x, y, axis=0, fill_value='extrapolate') @@ -60,6 +79,7 @@ def smlri_calculator(self, weights): return (pd.Series(smlr1, index=self.aopic.columns), pd.Series(smlr2, index=self.aopic.columns)) + # type of optimisation argument for this func? def _objective_function(self, weights): bg_settings, stim_settings = self.smlri_calculator(weights) contrast = ((stim_settings[self.isolate]-bg_settings[self.isolate]) @@ -75,18 +95,18 @@ def _silencing_constraint_function(self, weights): return contrast def weights_to_settings(self, weights): - return ([int(val*self.precision) for val in weights[0:self.np]], - [int(val*self.precision) for val in weights[self.np:self.np*2]]) + return ([int(val*self.precision) for val in weights[0:self.nprimaries]], + [int(val*self.precision) for val in weights[self.nprimaries:self.nprimaries*2]]) def _callback(self, x, f, accepted): print('{self.isolate} contrast at minimum: {f}, accepted: {accepted}') pass def find_solutions(self): - x0 = np.random.rand(1, self.np * 2)[0] + x0 = np.random.rand(1, self.nprimaries * 2)[0] # define constraints and bounds - bounds = Bounds(np.ones((self.np * 2))*0, - np.ones((self.np * 2))*1) + bounds = Bounds(np.ones((self.nprimaries * 2))*0, + np.ones((self.nprimaries * 2))*1) # Equality constraint means that the constraint function result is to # be zero whereas inequality means that it is to be non-negative. constraints = {'type': 'eq',