{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "---\n", "# Using the [pRFmodelFitter](https://fmriproc.readthedocs.io/en/latest/classes/prf.html#fmriproc.prf.pRFmodelFitting)-class" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This page shows how I implement `pRF`-fitting routines on the back of [prfpy](https://github.com/VU-Cog-Sci/prfpy). You can quite easily fit data, save data, and load data back in. It also has quick visualizations to check certain characteristics of your pRF (e.g., location in visual space, it's raw timecourse, and the prediction given a model)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from fmriproc import prf\n", "from lazyfmri import plotting\n", "import numpy as np\n", "import os\n", "from scipy import io\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "opd = os.path.dirname\n", "opj = os.path.join" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(221,)" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first we'll load some data (I provided a npy-file in the fMRIproc repo)\n", "data = np.load(opj(opd(prf.__file__), 'examples', 'prf.npy'))\n", "data.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The timecourse normally has 225 timepoints (standard for our pRF-acquisitions) and concerns 1 voxel, but we have cut the first 4 volumes to account for scanner stabilization. We can easily plot this timecourse with [LazyLine](https://github.com/gjheij/lazyfmri/blob/3ec9e678571d72a1f60e320f91457dee4b8c4a08/lazyfmri/plotting.py#L799). We can also add some customization to make the timecourse look prettier" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "plotting.LazyLine(\n", " data,\n", " add_hline=\"default\", # adds horizontal line at y=0\n", " color='k', # sets color of plot\n", " line_width=0.5, # line thickness\n", " x_label=\"volumes\", # x label\n", " y_label=\"amplitude (%signal)\", # y label\n", " markers='.'\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To know when the stimulus was at a given time point, we need the design matrix: a binarized representation of what happened on the screen. If you have a regular acquisition, you can use [get_prfdesign](https://fmriproc.readthedocs.io/en/latest/classes/prf.html#fmriproc.prf.get_prfdesign) to create your design matrix. For now, let's load in the matrix we have in the repository" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'__header__': b'MATLAB 5.0 MAT-file Platform: posix, Created on: Wed Jul 27 12:05:39 2022',\n", " '__version__': '1.0',\n", " '__globals__': [],\n", " 'stim': array([[[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " ...,\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]],\n", " \n", " [[0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.]]])}" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we have a .mat file, which we can load in with scipy.io.loadmat\n", "dm_fn = opj(opd(prf.__file__), 'examples', 'design_task-2R.mat')\n", "design = io.loadmat(dm_fn)\n", "design" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(100, 100, 225)\n", "['__header__', '__version__', '__globals__', 'stim']\n" ] } ], "source": [ "# As you can see, this is a dictionary. Not a numpy array. We can get the numpy array by selecting the `stim` attribute\n", "design = design['stim']\n", "print(design.shape)\n", "\n", "# if you're not sure what the key is to find the design matrix, you can parse all the keys in the dictionary and select the last one\n", "design = io.loadmat(dm_fn)\n", "key_list = list(design.keys())\n", "print(key_list)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 100, 225)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# now select the last item with -1\n", "design = design[key_list[-1]]\n", "design.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To make life easier, there's a function [read_par_file](https://fmriproc.readthedocs.io/en/latest/classes/prf.html#fmriproc.prf.read_par_file) than can do this for you" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(100, 100, 225)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "design = prf.read_par_file(dm_fn)\n", "design.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This particular design is now a representation of the screen, but downsampled to 100x100 pixels (rather than 1920x1080) to reduce processing time. Note that the shape of the design matrix is automatically matched to the time course.\n", "\n", "A pRF-fit generally consists of two stages: a fast search (`grid`-fit) in which initial parameters for the model are found and a second, slower (`iterative`-fit), in which we iterate over the parameters to find the optimal set. Let's fit a simple `Gaussian` model." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Design has 4 more volumes than timecourses, trimming from beginning of design to (100, 100, 221)\n", "Reading settings from '/Users/heij/miniconda3/lib/python3.9/site-packages/fmriproc/misc/prf_analysis.yml'\n", "\n", "---------------------------------------------------------------------------------------------------\n", "Check these important settings!\n", " Screen distance: 196cm\n", " Screen size: 39.3cm\n", " TR: 1.5s\n", "---------------------------------------------------------------------------------------------------\n", "\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0] (fit=False)\n", "Using constraint(s): ['nelder', 'nelder'] (gauss | extended)\n" ] } ], "source": [ "# the data must be , but above we have . We therefore need to transpose our array\n", "gauss = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " fit_hrf=False,\n", " constraints=\"nelder\",\n", " TR=1.5, # default\n", " model=\"gauss\", # default, can be 'gauss', 'css', 'dog', 'norm'\n", " stage=\"iter\", # default\n", " verbose=True, # keep track of what we're doing,\n", " fix_bold_baseline=True # fix the BOLD baseline at 0,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The stuff above just initializes everything, rather than actually fitting it. This is so we can also load existing parameters without fitting. But, for now, let's fit. We'll get back to the loading later. The settings used for the grids and stuff are specified in the default [settings file](https://github.com/gjheij/linescanning/blob/main/misc/prf_analysis.yml). Change this to your liking, but generally the defaults are fine and in compliance with Marco Aqil's fitting procedures.\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Starting Gaussian gridfit (1, 221) at 2025/03/03 18:53:15\n", "Each batch contains approx. 1 voxels.\n", "Completed Gaussian gridfit at 2025/03/03 18:53:29. Voxels/vertices above 0.1: 1/1\n", "Gridfit took 0:00:13.514390 | Mean rsq>0.1: 0.76\n", "Starting Gaussian iterfit (1, 221) at 2025/03/03 18:53:29\n", "Completed Gaussian iterfit at 2025/03/03 18:53:35. Mean rsq>0.1: 0.76\n", "Iterfit took 0:00:06.743964\n" ] } ], "source": [ "# fit\n", "gauss.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With [plot_vox](https://fmriproc.readthedocs.io/en/latest/classes/prf.html#fmriproc.prf.pRFmodelFitting.plot_vox) (a function inside the `prf.pRFmodelFitting`-object; in this case `gauss`), we can quickly visualize the pRF-location, the timecourse, and the predicted timecourse for a given `vox_nr` (especially useful if you have 2D data). It will return a tuple containing the following: \n", "\n", "- The pRF estimates\n", "- The pRF in visual field\n", "- The actual BOLD timecourse\n", "- The prediction\n", "\n", "If you just want to see the timecourse and prf, use `_` to silence the output. The function relies on [LazyLine](https://linescanning.readthedocs.io/en/latest/classes/plotting.html#linescanning.plotting.LazyPlot) and [LazyPRF](https://github.com/gjheij/lazyfmri/blob/3ec9e678571d72a1f60e320f91457dee4b8c4a08/lazyfmri/plotting.py#L592), so you can add the same level of customization as before, though `plot_vox` has some stuff set to default for you." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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09BgVh5kqxutZf01FIhHsuuuuGV136tSpxmvL62MKAK+++qrx/0yfx+bmZsyaNSvj27S7+uqroWka6uvrccIJJ2S9nVT0xzbT+wgk/u7Xr1+f0WvPr31NMfnxuHqhv65zGdcHH3yADRs2eL4eH4vMedmvfvbZZ8ZB5D322CPvYyCqNgzBiYiIiKgsPPnkkzj33HMBABdeeCH+7//+z+cRJae3N2htbcXRRx/t72BMFi9eDACeKlTtJk+ebFTd69vxIhqNYu3atQBiLS+++OILfPHFF1i9ejXWr1+fc+XfjTfeaLS0+Oc//5nVfcuU+f5nc3szZ84EEAs4vNJPr7/55psxMDDg6Tp/+tOfLL8vXbrU8+2ZFeP1rD+mW265Jerr6zO+vt7KJJPXpr5uXV0dttxyy4xvU38eM7lNs40bNxqtFo455hgMHTo0q+2ko7/OcnmtAtk9tsXc1xSbH49rOmvWrMH69esB5DYuIURG+yc+Fpnzsl/9+OOPjf8nq7Dv6+szDnYSUWoMwYmIiIioLMybN88ITC+//HJ861vfwqmnnmqp5iwFa9euxb///W8Asb6imbavKCS9omzYsGFZXV+/nt62wgu9ChwAjj/+eIwfPx7jx4/HmDFjMHToUNTW1mLSpEk44ogjcMcdd2BwcNDztjVNw7x584zfzzjjDOyyyy74zW9+g46ODs/byZT+OAKxACNT+uO4ceNGzxWGZ5xxBgBg+fLlOOqoo7B58+ak62qahvPOOw+33XYbdt99d2O5fjAiE8V6Pfvx2vTjNs1uvvlmbNiwAZIkFazCfv369cZrJZv7aX59l9NjW2h+Pa7pmPdN2YzLfB2v4+JjkTmv+9UVK1YAiLXEamtrAxBrx7VgwQLsv//+aGxsRHNzM4YNG4aamhpMnz4d559/vnE9IrJiCE5EREREZaG/v9/4f1dXF95++21cc8012GWXXbDvvvvi66+/9nF0Cddeey0GBwcRCoVw6qmn+j0ci02bNgHILrgFEqGAvh0vzCG4m2g0is8//xx33303fvKTn2DixIm4//77PW1b0zTIsmz8/vXXX+PVV1/FZZddhhkzZuDoo49GX1+f57F6pd//5ubmrHo4m8MVr4/lXnvthV//+tcAgPvvvx/Tp0/HVVddhY8//hibN29Gf38/li5din/+85/Ycccd8ac//Qljx461TIhp/hvyqlivZz9em37cpk7TNFx99dUAgH322QdTpkzJagzpmMeWzf0Mh8Nobm52bMvr7frx2BaDX49roceVzb6Jj0XmvO5XN27cCADG4/PJJ59g+vTpOO644/D4449bxiXLMj744AP88Y9/xNSpU/H3v/89r2MmqgT5n3WDiIiIiKgA3nrrLSiKgk2bNmHNmjV45513cMcdd+DNN9/Ek08+idmzZ+OVV17JOnTJB1mWce211wIADjvsMIwbN863sZSKnXbayTIho06WZfT19eGLL77Ae++9h//85z945JFHsGrVKhx22GG4/vrr0/ZIDoVCWLlyJYBYWLBq1Sq8+eabuPXWW/Hxxx/j9ttvR2dnJ55++mnU1NQU5P4V06WXXorm5mZcdNFFWLp0acrq4VmzZuE///mPZTK4cDic0e3x9Vw4jzzyCJYsWQKgtOYNIKLCymS/Go1GAcQqwZcsWYJddtkF3d3d2H333fGzn/0Mu+22G0aNGoVoNIqlS5fi8ccfx9/+9jd89dVXOO200zA4OGgcPCUiVoITERERUYFt3rzZ6AOd7CdVawfdqFGjMG7cOGy99dbYbbfd8Mtf/hJvvPEGrr76akiShE8++cT3L3t33XUXvvrqKwDA6aefXtDb6u3tTfu42luL6BPUZds/dN26dQBgTNKYi0gkgmHDhmHmzJk49thj8dBDD+HNN9/EmDFjIITAaaedlraKHADGjRuHcePGYcqUKdhzzz1x1llnoaOjA2eddRYA4KWXXsLFF1+c83jN9Mext7cXiqJkfH39cQQyeywDgQD+8Ic/YNGiRZg/fz4mT55sCbabm5tx4IEH4p577sH//vc/jB8/3uiJm+ltAcV9Pfvx2vTz70HvB7zNNttgn332yer2vTBPSpnN/YxGo8YksOXy2BaDX49roceVzb6Jj0VmMtmv6vMj9PX14fjjj0d3dzeuuuoqvPDCCzj66KMxYcIE1NbWoqmpCTNnzsTZZ5+NDz/80JhceP78+QVtDUZUbhiCExEREVFB3XPPPUYf6GQ/99xzT9bbnzdvntEX+rbbbvO1Lcrf/vY3ALHq55133rmgt3X55ZenfVxfe+01y3XGjBkDwPrlPhP69fTt5NsOO+yARx99FJIkYXBwEDfccENW2wkGg7j44otx4IEHAgCuuOIKo6IuH8z3P5dwRe/nmqmtt94al1xyCT799FMMDg5i7dq16Ovrw4YNG/Dggw/ihz/8ISRJAhCbHE7X3t6e0e0U8/Xsx2vTr7+HRYsWYeHChQCAX/ziF8ZzVQgtLS1GkJbN/TS/vsvhsS0Wvx7XdMzbymZc5ut4HRcfi8xksl/V+4APDg7ipZdewplnnonTTjst5XVaW1tx//33Y+jQodA0zbg9ImIITkREREQVQK+m0jQNzz77rC9jeOmll/DOO+8AKN32BltvvTUAZFUZtnjxYgwMDAAAJk+enNdxmW277bbYc889AQAvvvhiTtvSn4cNGzbgzTffzHlsOv1xBLJ7LN9//30AwFZbbZXzWCRJQltbW9JKxbfeegtArIrcPO50iv161sf2+eefezozxG7RokUAMntt6rfZ39+Pzz//POPb1J/HTP8e9FBq6NChOOaYYzK+3Uzp48vltWrejhflsK/JlR+PazojRoxAS0sLgNzGJUlSRvsnPhbeZLpfnThxouX3s88+29PttLW14fDDDwcAvPDCCxmOkqhyMQQnIiIiooKaO3cuhBApf+bOnZvTbUycONEIAb/44os8jDpzenuDsWPH4oc//GHBb+/8889P+7jOnj3bcp3vfOc7AID//e9/GU/09cwzzwCIBQK77LJLXu5DMtOmTQMAdHZ25rSdmTNnGv/P5+ti2rRpRgV3pgddhBDGdfRT1gtJrzj+1re+haamJs/XK/brWX9tyrKMl19+OaPrfvTRR1i1ahWAzB5T/TaBzJ/H3t5e48BKJre5du1a/Pvf/wYAnHDCCUYFbSHp9/O5557L+Lr6331LS4vxd5nJbZb6viYXfjyumYwrmwPC+rimTZuGIUOGZHybfCxSy3S/ut122yEYDAIApk6dmtGcJ9OnTwcArFixwnVeDqJqxBCciIiIiCqC/iWvGKGS3fLly/Hggw8CAE499VSEQqU5/7zeHiQajeKJJ57I6LoPP/wwAGCXXXbBsGHD8j42M/3xq6ury2k75i/++XxdBINB7L///gBiExxm4o033jBalBx00EF5G5Obnp4e3HvvvQCAH/zgB56v58freYcddsDYsWMBJF5rXunr19fXY++99/Z8veHDhxvtCDK9zccff9zoB6//XXlx3XXXYWBgAKFQyGjjVGj6+FatWoW33347o+vqr+85c+YgEPAeH5TLviYXfjyumYzrzTffzKg92MDAgBH8Zrpv4mORXjb71cbGRuy0004AkHGQ3d/fDwBQVbWgLZeIyglDcCIiIiIqe0uWLDGqDSdMmFD027/66quhqirq6urw85//vOi375U+qSgAXHLJJZ6/VL///vt48sknAaAo9+/dd98F4DwVPFPvvfee8f98vy5OOOEEALHT7DMJwi+55BIAwKRJk4y2L4Vy7rnnor+/H42NjTj++OM9X8+P13MgEDDGuGDBAmPiuHQ2b96Mq6++GgBwxBFHZNxjXX8eH3vsMaOlSjqapuEvf/kLAGDPPffEpEmTPF1PlmVce+21AIBDDjkE48ePz2is2dp7772N1///+3//z/P1HnroIXz88ccAMv+7L5d9TS78eFy9OOKII9DU1ARFUYzXqRc33HADenp6EAqFMtpfAHwsvMh2v/rjH/8YAPDZZ595mixapx+M8Lp/IqoKgoiIiIgoSwsXLhQABADx8ccf52Wb1157rViwYEFG1znxxBMFADFkyBCxadOmrG532bJlxn15/PHHPV+vr69PDBkyRAAQJ5xwQla3XUzPP/+8cT8vueSStOv39/eLHXbYQQAQU6dOFYqieL6tDRs2iJNOOimj5+Stt94SgUBAABC33nqrsfy8887L6HkRQoh9991XABCTJ08WmqZldF0vZs+eLQCIb3zjG2LNmjVp17/nnnuMx/7OO+/M+3jMbrvtNuO2Lr74Ys/X8/P13N3dLVpbWwUAMWfOHKGqatrrnHrqqQKAqKmpEUuXLs34NqPRqNhqq60EALHDDjuIzZs3p73OX/7yFwFASJIkXnnlFc+3ZX5OMrlePixYsMC47bvvvjvt+l1dXaK9vV0AEPvss09Wt1nMfU02st3nm/nxuHpx/vnnCwAiFAp5eq199tlnxt/9iSeemNVt8rFILpf96ubNm8WoUaMyuu7ixYtFOBwWAMSvf/1r13XOO+88AUCMHDkyo/EQlTOG4ERERESUtXyH4GvWrBEtLS0CgDjqqKPE559/nnJ9TdPEpZdeaozh7LPPdqzz5z//WTQ3N4uDDz44ZaiSbSBy1VVXGdf74IMPPF+vt7dXzJ49W7S0tIh//etfnq+XDyeddJIAIAKBgLjsssuSBsTd3d3ie9/7ngAgwuGweOONN1zXe+qpp8TIkSPFjBkzxIoVK4zlv/jFL4xA6+GHH047ro6ODjF+/HgBQLS3t4v+/n4hhBAffvihCIVCIhgMinnz5omvvvoq5Xai0ahx2wDEdddd51jntNNOE01NTeLUU09NO65kPvvsM9HY2CgAiJkzZ4ply5YlXffee+8VdXV1AoA4+OCDk477kEMOEc3NzeLPf/6z6zrr1q1LOabNmzeLc889V0iSJACIvffeO6Mw0e/X81133WXc/pFHHik2btzoup6iKOLss8821r3yyitd1+vs7BQzZswQI0eOFE899ZTrOi+//LIIhUICgNhzzz1FV1dX0vFdffXVxkGa008/PaP7pge8s2bNyuh6zzzzjBg1apSYMWOGWLlyZUbXNdtvv/0EAFFbWyv+/e9/J11v5cqVYvvttzcOLC5fvtx1vVtvvVW0tLSI3XbbTWzYsMF1nXzva/L1WAjhbZ/v5f0j34/r7bffLoYOHSp233130dvbm/kdE0IMDAyImTNnCgBi6NCh4tlnn0267gcffCC22GILY7+7fv161/X4WCR4/Vyhy3a/qrv//vuN6//2t78V0Wg06bqfffaZcWCvublZfPHFF67rMQSnasQQnIiIiIiylu8QfP369eKggw4ythkOh8X3vvc9cdVVV4mFCxeKjz76SHz++efi9ddfF1dffbX41re+Zay76667ClmWLdvr7e01AisA4tFHH01629mE4JqmiUmTJhlhYyauueYa4/aK/SVUlmUjrAAgdtxxR3HTTTeJjo4OsWzZMvHKK6+I888/X4wYMcKooLvrrruSbm/WrFnGts4880xj+a233moEv3oYftZZZ4lHH31UvPPOO2LZsmWio6ND3HvvvWLu3LmipqZGABB1dXXinXfeMbbzxRdfiO985zvGdurq6sTBBx8sbrzxRvHiiy+KTz/9VHz22WfipZdeEpdeeqnYeuutjXUPP/xwx3g/+ugj4/JcX7tPP/20qK2tFQBEQ0ODOP3008Wzzz4rli5dKj7++GNx9913Wx7rnXfeWfT19blu69FHHzXWCwQCjtCno6ND1NfXi+OPP17ce++94v333xfLly8XHR0d4vHHHxe/+c1vxNixY41t7LHHHhkFR6Xyer7wwguNbY0fP15cfPHF4n//+59YtmyZePfdd8U111wjpk2bZqwzb968pNs688wzjfVShc+33nqrsa8YNmyYOOecc8TLL79svEZvueUWy2vw4IMPThlE2b344ovGdW+//faMHo8dd9zRuO5ZZ52V0XXNNmzYYATxAMT//d//iX//+9/io48+EkuXLhULFy4Uv/nNb0RTU5Pxen7hhReSbm/48OHGtv7xj3+4rpPvfU2+Hgsh0u/zvb5/5Ptx1R8LAOLaa6/N+v6tXLlSTJgwQQCxsxZ+8IMfiPvvv198+umnYsmSJeKJJ54QJ554oohEIgKAGD58uPjoo49ct8XHIvPHQpfLftXsz3/+s3GbU6ZMERdddJF44YUXxKeffio++ugj8dhjj4lTTjnFeM8NhULiySefTLo9huBUjRiCExEREVHWCtEORdM0sWDBAjFlyhRLUJnsR5Ikceqpp7pWjG7cuNGo8ASQtBJUiOxC8Iceesi4ziOPPJLR/bz22muN69bX12d03XyIRqNi/vz5lsfH7WfChAli4cKFKbf17W9/21j/d7/7neWyjz/+WBxxxBEiGAx6ej5nzpwpFi1a5DreK6+80qgUT/cTDofF+eef7zgwoo/JvG6yqlOv3n77bbHNNtukfZ3+/Oc/T9lu48knn7SM395G5vTTT/d035ubm8VFF12UcTuJUno933777UZrlGQ/jY2N4uqrr065nd/+9rfG+t/5zndSrvvkk0+mfX1FIhFxzjnnZPzYHnrooQKAGDNmjOtrMpWddtrJuP1TTjklo+vabdy4UcydO9c4UyDZz4wZM8T777+fclujR4821r/hhhuSrpfPfU0+H4t0+/xM3j/y+biOHDnSWP/SSy/N6T6uWbNGzJkzJ+0+Y/fddxednZ0p7x8fi8T98/pYCJHbftXujjvuEG1tbWnvw1ZbbZXy4IIQDMGpOjEEJyIiIqKsFSIE12maJp577jnx29/+Vuy6666ivb1d1NfXi/r6ejFhwgSxyy67iD/96U/ik08+Sbmdyy+/XDQ3N4vDDz88ZY/hbELwvfbaSwDZ9Zzu7e0V9fX1Aoi1YPDL4sWLxZlnnim222470dTUJEKhkBg5cqTYd999xT//+U+jJUkqzz//vBg9erTYbrvtxKpVq1zX6ezsFP/4xz/EYYcdJqZMmSKGDRsmwuGw0UbluOOOE4899lja6lpZlsUjjzwizjjjDLHjjjuKcePGidraWtHY2Ci23HJLsccee4i//vWvKUMMIRK9pBsaGjzdx3Si0ai44447xIEHHijGjBkjwuGwaGhoENOmTROnnXaaa7Bvp6qqOOKII0Rzc7O4/PLLXS+///77xdy5c8WMGTNES0uLCAaDor6+XmyxxRbioIMOEtdee63o6enJ6j6U2uu5u7tb/PWvfxW77767aG1tFaFQSLS0tIhvf/vb4oILLhCrV69Ou41Vq1aJ7bffXowaNUo8//zzadfftGmTuO6668T3vvc9MWLECBEKhURzc7PYfvvtxdlnn522RZOb5cuXGweBLrzwwoyv/8wzzxj7pttuuy3j67t55513xCmnnCKmTp0qGhoaRCQSEePGjRMHH3ywuPvuuz2F/HfffbdobW0Ve+65p6e+//nY1+TzsfCyz/f6/qHLx+N6++23G+N68cUXM75fbl544QUxd+5cMWnSJFFbWytqamrEhAkTxJFHHikee+wxT9vgY5GQyWORy37VTW9vr7j22mvF97//fTFu3DhRU1MjGhoaxKRJk8Shhx4q7rzzTk9/SwzBqRpJQnicppmIiIiIyOb555/HHnvsAQD4+OOPMWXKFJ9HVF7+9re/4fTTT8fll1+OM844w+/hVJX3338f2267LQ488EA8+OCDfg+nIvD1XDjbbbcdFi1ahDVr1mDYsGF+D8dXlf5YCCGM+7V27VoEg0GfR+QfPhaFc/755+OPf/wjRo4cia+++srv4RAVRcDvARARERERVavXXnsNALDffvv5PJLqw8c+//iYFsamTZvQ0dGBWbNmVWTom4lqeCw+/fRT9PT04Hvf+17Vh758LIgonxiCExERERH55LXXXsOECRNYQe8DPbDdd999fR5J5eDruTDeeOMNqKrK1yqq47HgvimBjwUR5RNDcCIiIiIiH6xatQorVqzAPvvs4/dQqtJrr72GrbfeGhMmTPB7KBWBr+fCYRCYUA2PhX4f+bfEx4KI8ivk9wCIiIiIqDJ8/fXXaGxsBACEQiGMGjXK5xGVtmoIc0pVV1cXPvvsM/zyl7/0eygVg6/nwnnttdfQ2tqKHXfc0e+h+K4aHovXXnsNM2fOxOjRo/0eiu/4WOTP4OAg1q5da/ze29vr42iI/MGJMYmIiIgoa+aJMc3a29uxfPny4g+IiIiIiCySfV7jxJhUTdgOhYiIiIiIiIiIiIgqFivBiYiIiIiIiIiIiKhisRKciIiIiIiIiIiIiCoWQ3AiIiIiIiIiIiIiqlgMwYmIiIiIiIiIiIioYjEEJyIiIiIiIiIiIqKKxRCciIiIiIiIiIiIiCoWQ3AiIiIiIiIiIiIiqlgMwYmIiIiIiIiIiIioYjEEJyIiIiIiIiIiIqKKxRCciIiIiIiIiIiIiCoWQ3AiIiIiIiIiIiIiqlgMwYmIiIiIiIiIiIioYjEEJyIiIiIiIiIiIqKKxRCciIiIiIiIiIiIiCoWQ3AiIiIiIiIiIiIiqlgMwYmIiIiIiIiIiIioYjEEJyIiIiIiIiIiIqKKxRCciIiIiIiIiIiIiCoWQ3AiIiIiIiIiIiIiqlgMwYmIiIiIiIiIiIioYjEEp4onhIAQApqmQVVVKIoS+4lGEY1GEZVlyLIMeXAQ8uAgBgcGHD8D8Z9bb70VAy6XD8avK8syovpPNAolGoWiKFAVBZqqQtM0CCH8fkiIqAqdfPLJfg+BiIiIiIiIyBchvwdAlCshBISmQRMCiAfe5p98uveee3D4j34Ex1aFcC5LQ5IkSJIExP91+yEiypcvv/zS7yEQERERERER+YIhOJUFI9SOV1Jrpv8X0+233563baUL6S2BeCAASZIQiP9LRERERERERERE3rAdCpUcIQS0eNsSWZaNliPy4GCsxUi8tYgfbUXmz59ftNuytHCJt20ZHBjAQH+/8Vio8RYrRERERERERERE5I6V4OQrcysTTdN8qe7OxKpVq/weAgDEgm9Ng2paFggEIAUCCOgV4wEe4yIiIiIiIiIiImIITkWlVzfrP6LMqphnzpzp9xCScgTj8TA8GAgwFCciIiIiIiIioqrFEJwKqtxDb7tj5871ewjexdvKaGosFtd7igcYihMRERERERERURVhCkZ5JzQt1s97cBCDAwOIyjJURSn7ABwAfnXGGX4PIWtCCKiqimg0ikHzc+NTf3UiIiIiIiIiIqJiYCU45UwIYQSsfk1YSZnTnzM1XikeCAZjrVOCQUiS5PPoiIiIiIiIiIiI8oMhOGXFaHNiClGrwc9//nO/h1AwRuuUaDTWMiUYNFqnEBERERERERERlSuG4ORZtQbfZht6e/0eQlHoPdyBWC/xYCiEICvEiYiIiIiIiIioDLHEk9LSNM3oI633kK5Wd991l99DKDohBJRoFIMDA5AHB2P93dnyhoiIiIiIiIiIygQrwcmVEAKqonDSRLIwKsSj0VgP8XjLFFaIExERERERERFRqWIITga93YmqKEYrDLK66aab/B5CyTB6iAMIhkIIhUIMw4mIiIiIiIiIqOSwHQol2l3E250wAE/uggsv9HsIJUlVlES7lCpul0NERERERERERKWHleBVTFNVKKZqXkpv+bJlfg+hpGmaBk2WoXAyTSIiIiKiqifLMgYHB1FTU4NIJOL3cIiIqIoxBK8yQgioqsrJDbO09ZQpfg+hLOhnFyjRKILBIIKhEAIBnnhCRERERFQturq60NnZafze3t6OtrY2H0dERETVjCF4ldAnulQUxe+hlLVfnHaa30MoO6qqQlVVBAIBhEIhBIJBv4dEREREREQFJMuyJQAHgM7OTjQ3N7MinIiIfMHSzAonhEA0GsXgwAAD8Dw49dRT/R5C2dI0zTgdkn3DiagaLF++HJIk4YknnvB7KEREREU1ODiY0XIiIqJCYyV4hdI0DaqiMGykkiM0DdF43/BQOIxAIMC+4UREREREFaSmpiaj5URERIXGSvAKo1fbyqy2LYhjjjnG7yFUDCEEovHXqsIe9UREREREFSMSiaC9vd2yrL29na1QiIjIN6wErxBC06Cw8pvKkD6JpqooRs9wVoYTEREREZW3YcOGobu7G5qmYeLEiQzAiYjIV6wEL3NGz29WfhfFbbfd5vcQKpb+WuZZDETVQZZl9PX1QZblgt+W3pv79ddfxx133IFvf/vbGDJkiNGXtKenB/Pnz8ekSZNQW1uLcePG4dhjj8Wnn37q2Nann36KefPmYcqUKairq8OwYcPwne98B/fcc0/B7wcREVE5kWUZtbW1CIVCDMCJiMh3rAQvU0IIqIrCyS6p4uhtUtRAwOgZTkSVpaurC52dncbv7e3taGtrK/jtXn755fjf//6Hc845BzNmzEAkEsHKlSux2267obm5Geeddx622WYbrF27Fv/617/wrW99C4899hh22203AMDGjRvx3e9+F3vvvTcuuOACTJw4EevXr8fDDz+MI444AsuWLcNZZ51V8PtBRERUDgYGBlBbW1uUA95ERETpMAQvM0IIqKoKJRr1eyhV6R//+IffQ6gamqZBHhxEgGE4UUWRZdkSgANAZ2cnmpubC14l9sgjj+CLL75Aa2ursWzu3LkYPnw4XnzxRdTV1RnL99tvP1xyySU46qijsHTpUoTDYTQ2NmLJkiVobGy0bHevvfaCLMu49NJLceaZZ3J/RUREBKC/vx8NDQ3o7e2FEIItD4mIyFcMwcuIHn5zAkH/XHX11bjowgv9HkZV0cPwYDCIUDjMD89EPuvs7EQ0hwOxyc5gWrp0KUKh3D6WhMNhxyRcZmeddZYlAF+8eDGee+45PPHEE5YAXPfrX/8al112GZ588knMmTMHABwBuG7vvffGtddeizVr1mDUqFE53Q8iIqJKMDAwgGHDhiEcDkNRFITDYb+HREREVYwheBnQNA1KNApN0/weStX79JNP/B5C1VJVFaqqIhQOI8jJM4l8kypk9kKWZXR0dDiWF2PCrG222cby+4cffggA2HfffREMBl2vo6oqPvnkEyMEf++99/DHP/4Rr7/+Orq7u405DPR/BwYGCjV8IiKisqLEJ74Ph8OIRqMMwYmIyFcMwUuYEAKKokBl3++SMWGLLfweQtVTolGoqoowW6QQlaVIJIL29nZHT/BiTJjV3Nxs+V0/mPbcc89h+PDhSa83YsQIALEq+N133x0777wzbrrpJowdO9YIz5944gmceeaZBRo5ERFRedHPXpYkCaFQKKezyIiIiPKBIXiJYuuT0nTuOef4PQQCINgihSrEypUrcdVVV+HJJ5/E8uXLIcsyxo8fjwMOOAC//e1vHcHs559/josvvhhPP/00vv76a4wbNw6HHHIIzjzzzJQhbqlpa2tDc3MzBgcHUVNTU5QA3M2MGTMAABs2bMAee+yRdv37778fg4ODeOCBB1BfX2+5bPny5YUYIhERUVkyV37rleBERER+YhllidH7H0dlmQF4CfrpT3/q9xDIRFVVDA4MQFEU/r1Q2Xn88cex9dZb46233sKvfvUrPPXUU1i4cCHmz5+Phx9+GDvttBO6u7uN9V988UXssMMOWLp0KS6//HK8+OKL+NOf/oSFCxdi1qxZ+PTTT328N5mLRCJoamryLQAHYi1Y5syZg7POOgvr1q1zXL527VosWrTI+D0UCsXep2XZsp6maTjttNMKPl4iIqJyMTAwYMy3wRCciIhKAUPwEiGEgBKNQh4cZO9vogwp0ShkWebfDpWVnXfeGddddx0WLlyIuXPnYuedd8a3v/1tnHDCCXj++efx1Vdf4brrrgMArF+/HkcccQQOOeQQPPPMMzj00EMxa9YsHHnkkXjllVew9dZb46ijjko66SQld/PNNyMUCmHmzJm44oor8Oqrr+KNN97A1VdfjR122AFXXnmlse5hhx2GpqYm7L///njwwQfx9ttv4/7778f3vvc9jBw50r87QUREVGL6+/tRW1sLgCE4ERGVBobgJUCv/mZ4UfoOP+IIv4dASQjT3xGrwqkcDB06FMccc4zrZWPHjsXUqVOxZMkSAMCNN96IgYEB/O1vf3O0/4lEIrj22mvx3nvv4eGHHy74uCvN8OHD8eabb+KUU07Brbfein322Qd77LEHbrvtNsyfPx833HCDse7o0aPx0ksvYfjw4TjuuOOw66674pxzzsGcOXNwxRVX+HgviIiISsvAwIAlBOd3XSIi8ht7gvtICAFVUfiBoIwMsU2qRqWHE2dSJdA0DStXrsTBBx8MAHjggQew7777OiZ21E2cOBGzZs3Cf//7XxxyyCFFHGl5mDBhQsqDY/X19fjd736H3/3ud2m39c1vfhMPPvig62X220h3u0RERJXK3BM8EAjwjE0iIvIdEyKfsPq7PJkrAql0sSqcyt3111+Pvr4+HH300QCAJUuWYOrUqSmv881vftOoHCciIiLyi/75m5PXExFRKWEleJGx+puoeFgVTuXooYcewumnn47rr78e7e3tAICenh4MGTIk5fVaWlosE2kSERER+UFRFIRCjBqIiKi0MBUqIk3TIMsyA/Aydjl7vpYdwbMuqIzccccd+MEPfoC//OUvmDt3rrF86NCh2LBhQ8rrrl+/Hq2trQUeIREREVFq/f39qKursywLBAJQVdWnERERETEELxpVVSEPDkKwF1pZu3XBAr+HQFlSotHY3yDbo1CJ+sc//oHjjjsO119/PX7xi19YLps0aRI++uijlNf/8MMPseWWWxZyiERERERpmSfF1IXDYUSjUZ9GRERExBC84IQQiMoyorLs91AoD95//32/h0A50Hvxc2IeKjUXXHABfv3rX+Ouu+7Ccccd57j8oIMOwhNPPIHe3l7X6y9duhRvvvkmJ8UkIiIi3w0MDDgqwcPhMM/MJCIiXzEELyA9cONpX5VjzJgxfg+BciSEiLVHiUZZFU6+E0Lg9NNPxyWXXIJHHnkEhx56qOt6J5xwAiKRCM444wzH61aWZZx88smYMWMGDjrooGIMm4iIiCgpWZYRDocty1gJTkREfuNsFQWiKgrf5CvQpZde6vcQKE8URYGmaQhHIpy5nnyhqiqOPfZY3HHHHbjxxhsxatQofPDBB471tthiCwwdOhR33XUXDjroIKxYsQKnnHIKxo8fjyVLluDKK6/El19+iaeeeoqTUBEREVFJsH++DofDGBgY8Gk0REREgCRYCplXQghEo1ForP6uSD/4wQ9w3333+T0MyrNIJIJAMOj3MKjKvPDCC5g9e3ba9RYuXGist3jxYlxyySV4+umnsXbtWowdOxYHHXQQ5s+fj5EjR6bczoEHHoiHHnooDyMnIiIicrdp0yasWrUK7e3tiEQixvLNmzejp6cHY8eO9XF0RERUzVgylkeapiEqy2yxQFRmZFlGKBxmFS0V1Xe/+92M3y8mT56Mm266qUAjIiIiIspeV1cXOjs7AQAdHR1ob29HW1sbALZDISIi/7EneJ6oqgp5cJABeIXjpHOVS4lGeRCLiIiIiCgLsiwbAbius7MTsiwDAEKhECfGJCIiXzEEzwNFURCNv7lTZRs/frzfQ6ACUlUVMoNwIiIiIqKMDA4OplzOOXiIiMhvDMFzIIRAVJah8LSuqnHVVVf5PQQqMKFpGBwchKZpfg+FiIiIiKgs1NTUZLSciIio2BiCZ0kIAVmWoXICTKLKIwTkwUGoPGWTiIiIiCitSCSC9vZ2yzL75JgAeMYlERH5hrPAZYETYFaviy++2O8hUBFFo1FoQiAUCvEUTiIqmLlz5+KTTz7B66+/7vdQiIiIstbW1obu7m6MHj0aNTU1jgBc7wseDod9GiEREVUzVoJniBNgVrf777/f7yFQkamKgmg0yr95IiIiIqI0AoEAmpqaHAE4AITDYUTZSpSIiHzCEDwDKifArHr/+9///B4C+UBTVZ79QURERESUA4bgRETkJ4bgHinxalCqbq2trX4PgXyiaRrPAiEiIiIiyhJDcCIi8hN7gnsQjUY5QR4BAG644Qa/h0A+EvEJM8ORCAIBHkOkKqJpwLp1fo/Cu2HDANPf6PLly7HFFltg5cqV+PTTT/GXv/wFb775JgYHB7HVVlvhqKOOwi9/+UvLqduSJOHOO+9ES0sLLr30Urz//vt49dVXsfXWWwMABgYG8Ne//hX//ve/sXz5cjQ3N2OXXXbBWWedhR133NExpE8//RSXXnopnn76aaxZswajRo3CAQccgD/84Q+FfzyIiIhKQDgcxuDgoN/DICKiKsUQPAUhBJRoFKqq+j0UKhE/+MEPcN999/k9DPKRHoRHamoYhFP1WLcOGDHC71F4t2YNMHy4Y/H111+Pq666Cr/61a9wzjnnIBgM4qWXXsLFF1+Me+65BwsXLkRjY6Ox/n333YcXXngBv//973HBBRdgwoQJAIDe3l5897vfxfr163H22Wdju+22w8aNG/Gf//wHu+++O2699VYcfvjhxnaeeuopHHLIIdhhhx3w17/+FVtuuSVWr16NW265Bdtuuy222Wabgj8kREREhZbujElWghMRkZ8YgichhEBUlqFpmt9DIaISpFeEB4NBv4dCRB5deOGFWLRoEaZPn24s+/a3v40f/vCHmDVrFn7zm9/guuuuMy77z3/+g88++wyTJk2ybOeMM85AT08P3nrrLbS1tRnL99xzT+y+++746U9/ir322gttbW3YsGEDjjjiCBx88MH417/+ZTl4NmfOHPzxj3/E+eefj5122qmA95yIiKjwNE1L+dmYITgREfmJZYwuhBCQGYCTi/3228/vIVAJicoyzxQhKiNHHnmkJQDXbbHFFjj77LNx2223YePGjcbyuXPnOgLwvr4+3HHHHfjtb39rCcB1hx9+OCZPnoy77roLAHD33Xdj48aNuOKKK1zPHvn9738PAOjp6cnpvhEREflNVdWUIXggEOB3bCLyhSzL6OvrgyzLfg+FfMQQ3EZvdSD45kwupn7zm34PgUpMVJY5ZwBRmdh1112TXrbbbruhv78fS5YsMZa5tSlZsmQJBgcHcdJJJyEUCrn+vPvuu/jkk08AAB9++CEmTZqEEUnayYRCsZPyli1blstdIyIi8l26EJyIyA9dXV3o6OjA4sWL0dHRga6uLr+HRD5hOxQTIwBP08uMqtdlf/0re4KTg35aZzDEXSpVqGHDYn22y8WwYa6LBwYG0l5VkiTj/83NzUkvv/nmmzFr1qyk2xk6dGja20p2u0REROVIVVXOmUNEJUWWZXR2dlqWdXZ2orm5GZFIxKdRkV+Y2MQxACeiXDAIp4oWCLhONFluHn74YfzqV79yvezll19GXV0dttxyy5Tb2GqrrVBfX48NGzZg2rRpaW9z+vTpuOaaa/DVV19h1KhRjsuV+JkkW2yxhYd7QEREVLq8VIIHAgFWjBNR0QwODiZdzhC8+vAwLRiAk3fnn3++30OgEhaNRtkahaiEPf/88/jwww8dyzs7O3HJJZfgmGOOQWNjY8ptNDQ04Pjjj8ef//xnLF261HH55s2b8dprrxm//+hHP0JzczNOP/101z6oF1xwAQCgpaUlw3tDRERUWryE2+Fw2DgATERUaDU1NRktp8pW9SWLDMApE888+6ynyj+qXqwIJypdxx57LHbddVf8+te/xh577IFgMIiXX34Zl1xyCbbYYgtcdtllnrZz6aWXYtGiRdhhhx3wq1/9CrNnz0ZdXR0WLVqEv/71rxg1ahSee+45ALGWKnfffTcOPvhgzJ49G6eddhomTpyI1atX45ZbbsHrr7+On/zkJ/jss88KedeJiIgKTtM0Y66LZMLhMKLRKAMoIiqKSCSC9vZ2S0uU9vZ2VoFXqaquBGcATpl6+aWX/B4ClQFWhBOVprlz5+L+++/HK6+8ggMOOAB77703br/9dsyfPx8vv/wyGhoaPG2nrq4Ozz33HC688EI8+uijOOCAA7D77rvjyiuvxFFHHYVHHnnEsv7ee++Nt99+G5MmTcKvfvUrfOc738Gpp56KUaNG4d1338XYsWMLcXeJiIiKymubk97eXsiyXIQRERHFzrgcMmQIhg8fjgkTJqCtrc3vIZFPJFGlCTADcMrGsXPn4tYFC/weBpWJcCTCfodUMg488EA89NBDfg/DF8uXL8cWW2yBhQsXYvbs2X4Ph4iIqCKtWrUKLS0tqK+vd728q6vLUY3JMIqICq2npweqqiIcDmNwcBAjRozwe0jkk6qsBBdCICrLDMApYwzAKRNRWYamqn4Pg4iIiIio4FRVRSDgHjHIsmwJwIHYnBysCCeiQuvt7UVTUxNqa2sxMDDg93DIR1UXggshEI1GXSenIkrnqB//2O8hUJmRZZn7GyIiogKSZRl9fX0M04h8lqodyuDgYEbLiYjyQQgBWZZRU1ODSCTCzwpVrupmblMUhZWZlDWZH9IoC/LgIGpqaiAlqYwhIiKi7LC9AlHp0DQtaQiebCJMTpBJRIU0GP8uDgCSJPk8GvJbVYXgCieroxztuddefg+BypQsy4jU1PCNl8gHEyZMYAs0ogqUrL1Cc3MzIpGIT6Miql6apiX9rBuJRNDe3u44aMW/VSIqpN7eXjQ3N1uWCSH4vbxKVU1ZoqooUBiAU46+vfPOfg+ByhQn4yUi8h/bZlQWtlcgKj2pgqW2tjZMnz4dDQ0NmD59Os/aIKKC6+vrQ1NTk/F7TU0NPwdWsaoIwVVVRTQa9XsYVAEuuugiv4dAZYyT8hIR+aerqwsdHR1YvHgxOjo60NXV5feQKEdsr0BUfiKRCEKhECvAiajghBAQQljaNNXU1HByzCpW8SG4pmmI8igPEZUITdOg8KAcEVFRJWubwUqg8qa3VzBjewUiIiICgE2bNqGhocGyrKamhmeMVbGK7gmuzwJLlC9nn32230OgCqCqKiRFQShU0btgIqKSkaptBgPT8tbW1obu7m5omoaJEyfy+SQiIiLIsoy1a9eipaXFsrympga9vb3+DIp8V7GV4EYAzrYDlEdvvfWW30OgCqFEo1BV1e9hEBFVBbbNqFyapiEYDCIYDDIAJ/IR2/0RUanQW+B1d3dj6dKllhZ4rASvbhUbgivRKISm+T0MqjDPPPOM30OgChKVZWjcTxERFRzbZlQuRVEQDocRDoc5BxCRj/QDUkREfkrXAi/V5L1U+SryXHxFUVhhSQURZPsKyrOoLCNSU8M3YyKiAhs2bBh6enqgKAomTpzIKvAKEY1GEQqFEAgEMDAwgHA47PeQiKqSqqoIBLzX2Akh+PmXiPLOaws87oOqU8VVgquqyknnqGDuvusuv4dAFUYIgags8xRSIqICU1UVoVAIDQ0N3OdWEL0SvK6uDv39/X4Ph6hqqarquRI8EAjwbEgiKggvLfAikQjnD6xSFRWCa5qGKF/IVEDHHX+830OgCqRpGhRF8XsYREQVTQ9ohgwZgg0bNvg9HMoTvRK8trYWAwMDfg+HqGpl0g4lGAwyBCeigvDSAo99watXxfR20KspiQqpj7MIU4GoioKAJLHlDhFRgegheFNTE9auXYuRI0f6PSTKA0VRUFtby6ouIp+xEpyISkVbWxsURYEQAsOGDXPMAVNbW8sQvEpVTCV4NBrlqa1UcN/ZZRe/h0AVLBqN8gsBEVGB6AFNIBCAJEmcP6ZC6JXg7OtJ5K9MQ3Dug4mokCRJQmNjo+sk6DU1NTx7rEpVRAiuKAo0volSEey3775+D4EqHPuDExEVhvlU/ebmZvTy7K6KEI1GjckwQ6EQopwbiMgXmUyMyXYoRFRoqQ7M8eyx6lX2IbimaZwIk4rm3HPP9XsIVOGEENynEREVgPnLEPuCVw5N04zgjX3BifzDdihEVEpS7ZMCgQALz6pUWYfg7ANORJVIVVWonCiTiCivzF+GIpEIW+lVEL0VSl1dHfr7+30eDVF1YjsUIiolXvZJ/BxYfco6BFf45YWK7Ixf/crvIVCVYH9wIqL8sn8Zqq+vx+bNm30cEeUbK8GJ/GNuOZUO26EQUaGla9GkF0RQdSnbEFxVFB49pqL7bPFiv4dAVYT9wYmI8sf+ZWjIkCHo7u5GX18f+0KWKSGEZUJM9vgk8g/boRBRKRFCpAzBOTlmdSrLEFzTNB6xIV888sgjfg+Bqgj7gxMR5Y89oOnv78eaNWuwePFidHR0oKury8fRUTYURUEoFDJ+lySJB4+JfMJ2KFRNZFnmQfQyV1NTg8HBQb+HQUUWSr9KaWEfcCKqJqqqIpDBlwoiInJnDmhkWcaKFSssl3d2dqK5uRmRSMSP4VEWotGoJQQHgHA4jGg0inA47NOoiKqTpmmWMzNSYTsUKmddXV3o7Ow0fm9vb0dbW5uPI6Js1NTUYMOGDejr60NNTQ0//1WJsgvBVUVhhQf55u677/Z7CFSForKMQG2t5y8WRETkZA7Bk1X+DA4O8ktQGVEUxRF2633BGYITFZ/Xz6psh0LlSpZlSwAO8CB6udq4cSO6urqMMwF5MKM6lFU7FE3ToCiK38OgKjZv3jy/h0BVii2giIhypwc0NTU1rpcnW06lya0SvK6uDv39/T6NiIi8YDsUKlepDqJT+Uh2RiDb21S+sgnB2QaFSsHatWv9HgJVKU1V+WWBiChPIpEI2tvbLcva29tZxVVm3Nqe6JXgRFS62A6FylWyg+WBQIA9wkuIfeJsOx7MqF5l0w6FbVCoFHzrW9/yewhUxdgWhag4ZFnG4OAg+wNWuLa2NoRCIfT09GDs2LF8rsuQWzuUSCTCEIKoxLEdCpUr/SC6uSVKOBzGJ598YvzOthr+SzdRL88IrF5lEYKzDQqVih/96Ed+D4GqXDQaZVBDVECc7Ki61NfXY8OGDdyvlim3diiSJEHTNE50RVREmRarSZLEAjcqW8OGDUN3dzdGjx6NQCBgCcAB9ggvBelCcLeDGTwjsDqUfDsUtkGhUjJ//ny/h0BVjm1RiAon2WRHrCqtXOFwmHMulDG3L7ldXV3o6+vD4sWL0dHRYUx4RUSFo2kaAoGSjxaI8kLTNIRCITQ1NSU9o4FtNfyVLgQHYmcEjhgxAuPHj8f06dNZ9FIlSv6dim1QiIisorLM/SJRAbA/YOXSNM21lRTbS5U/83PIA1lE/tA0LW3gRFQpzAEr22qUJi8hOBCbR4RnjVWXkg7B2QaFSs2pp57q9xCIAAAKKxeJ8o5fZCqX1y9DVN54IIvIH9zHUjUxv9450XZpUlXV09kpoVCImWOVKeme4Dw9lUrNV1995fcQiADEP3zx1FOivIpEImhubkZvb6+xjF9kKkO6KkUhBKvCy4zbGVE8kEXkD4bgVE3sr/e2tjY0NTVh2bJlmDhxIj83lgCv+6RQKIRNmzYVYURUKko2PVEVBYIzRlOJ+c9//uP3EIgMbItClF+Dg4MIBAKYPn06Jk+ejJaWFjQ1Nfk9LMqDVF+G2Be8PKmq6pgUkxV5RP7wWnVJVAnc3n9qamoQDAb5flMiMgnBWQleXUqyElwIwS8jRERpCCFcP4QRUXZWr16NMWPGIBKJIBKJIBAIYO3atRg3bpzfQ6MceQnB+cW1vESjUdf3v7a2NtTU1GDNmjUYP348n1eiIsi2Epxn4VA5SvZ61z9PhMNhH0ZFZl73SeFwmCF4lSnJw7V8EVKpuu222/weApGFEo2yGpwoR7IsY+3atdA0DXV1dcby+vp69Pf3Q+OZaWUvVZViJBJh8UUZShU01NXVsSKPqIiymRgzEAjw/ZXKUrKAtba2FgMDAz6MiOy8huDBYJD5Y5UpuRBc0zSofBFSifrd737n9xCIHDhJJlH2urq60NHRgRUrVqCnpwddXV3GZZIkoaWlBT09PT6OkPKB7VAqj6IoSUPwYDAIVVWLPCKi6pVNJXgwGGQITmUp2eu9rq6OIXiJ8LpP4pko1afkQnCGOVTKvvjiC7+HQOSgqiq/RBBlQZZldHZ2WpZ1dnZClmXj99bWVnR3d0OWZfT19Vkuo/KRLgTn81p+krVDAWJfanmWFFHxZBOCsxKcypWiKEkrwfv7+30YEdlxsl5KpqQayaqKwjdCKmnTp0/3ewhErqKyjEhNDY9mE2VgcHAw6XK9jYJeqdbR0WFc3t7ejra2tqKMkfKDleCVJ1UlOBEVVzYTYwYCAZ6xQWUp2WeKSCTCg+olQtM0TtZLrkrmVSGEQJRtUKjE/fSnP/V7CESu9EkyqfxNmzYNkiQZPzvvvLPl8paWFsvl5p/TTz/dn0GXqZqamrTLZVnGxo0bLZfbq8Wp9KUKwUOhEPtBlqFUleBEVFxsh0LVJNnrnWchlRavxWGSJHFfVEVK5pOjqigAdxhU4k4//XTcd999fg+DyJUSjSIYDLIavMw98MADRj/Bn/3sZ5bLNm7ciA0bNuDiiy/G97//fcd1WZ2cmUgkgvb2dktLlPb2dstkel6qxan0pZq0jfvM8qQoCkNwu6VLgR/+EPjgA+BnPwP+/neAr28qArZDoWqSqspYP7DO96cy8NxzwP33Y8iUKVB++lNEamv9HhEVQUn8ZQohWIFDRJQHqqIgxNPDy9qkSZOM/0+ZMgWffPKJ8fvKlSsBAPvvvz+mTZtW9LFVora2NmzcuBFNTU1oampyBNteqsWp9LE3ZGVKdwBDCFFdBzn+9CfgnXdi/7/mGmD//QGXA6ZE+ZZN6wG2Q6Fyluy9RZ8cs7Gxscgjooy89Raw336ALKMNwEBjI3DssX6PioqgJNqhMACncsF2KFTqFEXhaXgVTA/Bx48f7/NIKk9zc7NrZbdeLW5mrxan0peuXy1Pha08oVCo+gK2V1+1/v7II/6Mg6pSpgec2A6FKhEnxywTV1wBmFobBu+4w8fBUDH5XgkuhIi1QiEqA5v5hkZlgJOFVa6VK1eiqakJLS0tfg+loqiqmvK01ba2NmzYsAHDhg1DfX09A/AylSqg0SfHZIV/efBysDcYDKb9264oigIsW2ZdtnChP2Mh8iAQCLAYjipObW0t+vr6/B5GVUv7GWHjRuCBByyLAp9/XrgBUUnxvRJciUb9HgKRZ3f++99+D4EoLZXV4BVr5cqV6OvrQygUQiQSQVtbG6ZNm4aTTz4ZH3zwgd/DK1tpWya88w7arrsOde+9xwC8QoXDYUT7+4G33060k6CS5aW9TTAYrK6ArbMzFoSbffopsHq1P+MhctPbC5x8MrDPPgg//XT1na1BFa+mpibpfDJUHGnbMz3wALB5s2VRYMUK53soVSRfQ3BN0/jGR0RUADzAWJlOPPFEdHR04L333sObb76J+++/H/PmzcOHH36IbbfdFnfeeaffQ6w8774L7LADhvz1r4jsvTfw+ut+j4jyTdPQ+OijqNtxR+Bb3wJ22AE45xy/R0UpeDnjSa8Erxqffea+/PnnizoMopROPhm47jrgqadQd/TRPEhDZUfTtJSFE5IksRjJZ2kPlLu0PpEUBYi3naTK5msIzpCGys0NN9zg9xCIPFFVlX0WK9Do0aMxbdo0TJs2DTNnzsRuu+2Gk046CS+++CKOPvponHLKKdi0aZPfw6ws119v/FdSVeAvf/FxMJRXQsR6Jm+/PZpOOAFBc4h4+eUAW6CVrGg0mrbNSdX1BF+yxH05W6JQgXkO/L7+Grj7buNXaWAAkRdeKNCoiAqDZyKVvpTP0Zo1wNNPu1/GlihVwbcQXNM0BjRUdi6+5BK/h0DkGQ80Vpd58+Zh/fr16Ojo8HsoleXjj62/P/UUwNNcy4prQKNpwBFHAAccALz/vvPy/n7giy8KPzjKStpK8DVrEOrurq4QgpXg5BMhROrWA7q77wZsB6aC9j72RCXOSwheV1eHgYGBIo2I7FI+Ry77IUOyg8lUUXwLwRnOUDlayqODVEZ4sLG6ROPvq56+iJIh3Wmt+OQT6+8bNwIvvljYQVFeuQY0L78M3HNP6isyBC9ZKSvBL70UGDUKzVOnou6ii2IV/9UgWQj+2WfAl18WdyxUVVRV9fbZ4/bbHYuCy5fnf0BEBeQlBK+trWUI7iNN05I/Ry6tUAzMeqqCL9+UGcxQudpq8mS/h0CUkaqqgqtw69atw5VXXpn0tOMbb7wRbW1tmDlzZpFHVt5UVU0epq1fHztt0u7hhws6Jsov1y+sH32U/ooMDktWNBp1rwTv6wPOOw8QApKioPFvfwNOPTVW+V/pUlWwsSUKFZCXUBCLFwNvvulYHOrsLNCoiArDayV4P1uq+Sbpc7RkCfC//yW/IivBq4IvIXjFhzJCK8wP+e7Xv/qV30MgyojG3uAVY9GiRfj973+PGTNm4LLLLsMLL7yAt956C//9739x0EEH4dZbb8U//vEP1NTU+D3UsqIoSvIvM59+6r78kUeqp7q0ArhWKa5aZf19r72w+TvfsS5jJXjJGhwcxODgIGRZtl7w+eeAvfru2muBn/0s+enPlUBRgFRtJRiCUwF5CsGTVF+GV6wowIiICidp8cRHHwE33QTMm4eavfbCmKlTgTFjgPvuK/4gq1zSfVKqKnCAleBVIvWMMgWgaRq0SvkQWuxgOtntSTz1vVhOOukk3Mc3MiozqqIgEIn4PQzK0R577IHFixfj2muvxd13340LLrgAmzdvxvDhw7Hrrrvi1VdfxY477uj3MMtOykpweysU3bJlsV7hU6cWbmCUN65fhlavtv4+eTIUe9U/Q/CS1NXVhZ6eHvT09AAA2tvb0dbWFrswWaB2yy2xXv633gqkmVCzLC1fHgvCk2FfcCqglK0HgNhBY5dWKAAQ7OkBNmwAhgwp0OjyqKcHuP/+2Hv/TjsBqVqpUcVy/dx4wgnAP/9p/CoBCAKxFnonnAB8//tAXV0xh1nVVFV1FgUJ4QzBp08HTHMpic8/hyQE/7YrXNE/BarlXAVeqtXYbuNiME5EcaqqIiRE6r7HVJIWLFhg+X3s2LG48MILceGFF/ozoAqUVSU4EKsGZwheFjyF4GPGQLWvw3YoJUeWZXTa2id0dnaiubkZkUgEWLky+ZX//e/El+BKez+0n8ItSdazVZYujR0g+MY3ijsuqgppK8Fffz32Gkzm88+B7bfP/8DyaeNGYMqURIu0ffYB/v53YNIkf8dFRecIWDs6LAG4w/r1sbkZZswo+NgoxnWf9NZbzrkz/vAH4Ic/NH6VNm8GvvoKGD26CKMkvxQ1KRVCQC2XKvByb0dSzmMvYT/5yU/8HgJRViq+DRVRllJ+eU9WCQ6wL3gZ8RSCjx4NMXasdRkrwUvO4OBg6uXpWivceSfw9tt5HpW/ZFnGgKmSDQCwww7AsGHWZWyJQgWSNgSvhBYE991nnSPkySeBadOAP/0pdpYJVQ3H633RorTX2fDBBwUcEdm57pPuusv6+5ZbAoccAtgrxsthf0Q5KWoIXvIhTCWHxpV834rIdRImojKgKkrSCRWJqpmiKMnboaSqBH/1VWDdusIMivLK9VR9lxBcGjfOuowheMlJNueBsdwWgvd/61tAba115cWLCzE0X3R1daGjowMb3nnHesHkycB3v2tdxpYoVCCu8y7oolFn+GRXDqGT2xgHB2MT8c6Y4W2yZaoIjjMIbWeNiW98A/KIEZZl6zs6nHNYUMG4huDvv2/9/fDDgWAQmDjRupyTY1a8ooXgQojSbIVSjeFwNd7nPLnlllv8HgJR1kpyH0zks6QVbIqS+oOwpgFPPFG4gVHeOJ5jVQW+/tq60ujRCNhbRXz9dSzAoZIRiUTQ3t5uWdbe3h5rhQI42qFs3HdfwD7hqX1S1DJlbg1Ta6+A32orYPZs6zJWglOBpKwEf/JJ5wHjPfe0/l4OIXiq9liLFwM//nHxxkK+crzeba8NZdddsWn6dMuyyFdfJT2TifLP9cDc2rXW36dMif1rb2lUDvsjyknRQvCSCV/YJsSKjwdR1VBYDU7kkHRizOXLAVvVTv9221nXeeSRwg2M8sbxhXXt2thBDDO3EFwIZ8U4+W7YsGFobm7G5MmTMX369MSkmICjElwZMwZizBjrBirkOTUHKjX2XuhbbQXssYd1WWdnbFJfojxLGYLbJ8T8zneA//s/yyJRDpWX6eaIeO89YGCgKEMhfzle77azxgLjx0MeNcqyLPLVV0nPZKL8E0I4Q3D75OfDh8f+3XJL6/Jy2B9RTooSggshoPjdC7wUQ16OqexcddVVfg+BKCea3/tiohKTdGJMeyuU1lb0HXaYddnjj7NSuAw4vrDaK4EDAWD4cIRHjoSwf0llS5SSo6oqwuEwmpqaEhXgQOzsDdtzq44d65zgqkIqwY1ARVFQY79PkybFJu41HyAA2BKFCsK15RQQO5D80EPWZT/+cXlWXtpD8NNPd65TIfsWSk8yT65se20Ev/ENNGyzjWVZ8/r11vcrKi4hgK4u67JkIXg57I8oJ0UJwTVNs85QXkzFDnXdJtRM9pPLdYp1P8jiuuuu83sIRDnx/YAkUYlJWsFmD8G33hqDe+9tXbZhA/DKK4UbHOWF47RYeyXwyJFAMIhwJAJl5EjrZemq/6jokvYfXr061urGRIwbB9XWm7VSgiq9NUzN6tWQ7O/tW20VO7hjb4ny2mtFGx9Vj2g0is2bNzt7Hn/5JdDfb1126KHO0OmLL0p/ckn7AdEDDgDq663L+H5RnezP+7hxaLSF4OEKOQOpbK1fHztQbqaH4OV4UI5yUpQQvOitUAodGvsZUhf7ttkqxeIjTnpCZU5oWuzAJBEZLBU9uk8+sf6+9daQxo6Ftv321uVsiVLyHAc6XCbFBIBgMAjFdgozK8FLT9IDV/aWILW1kIYPh2Z/TiskBAeAtrY2DLVXt7W2xn4AYOZM62UMYijPurq6sH79enz++efo6OhAl/n1aG8/UFMTO+hoC8ElIUq7Vc+mTbGD3mZjx8Z+zBiCVx9Vde5Xx44F7O3VvvjCcZCWisjeDxxIXgne3Q309BR+TOSbgofgWjEDl0KEtX5WY2eq0GMt9ftfBOPtb2hEZahk5mggKmX2SvApU2Ih6T77WJe/8ELxxkRZ0TQtdSW4qWe0oxKcIXjJSRqC2yeHHD8eoXAYir0SfPVq/85QLYCI/X6bq9rs990tCCDKknlyVl1nZ2eiItw+AfHIkYAkAc3NzlY9pVx96RZuu4XgFXSAjTz6+mtnuO0WgruF5VQ89ve+hgagri72//Z2wP6ZopT3R5SzgofgarGOeDHwdVeoMLxK/emPf/R7CEQ5U1WVE2QSpeNSCR4KhRC1T47JL71lwVLtn6QSHICzEpyVfSUnaf9heyX4N74RO3BlD4I3bQL6+go3wCISQiC8fLl14VZbJf5vv+/2ylyiHAwmaWFiLHcLwXX2FgSlPBmd/X2guRlobLQcQHVdjyqO4/uT/TkPhWL73eHDY2c+mNnfo6gghBDOMzztIbj5vTEScR60KOX9EeWsoCG4EKLwFYf5CnkLXe2dSd/vYtx+PrdXRY477ji/h0CUF0U7QElUwpIeDFq/3hkWxSvBo3qbAd3XXwNsMVReUoXg9kkUWQlecjKpBA8Gg4jaK06Bijl4paqqsxLcHILrp3vrGIJTHtXYQz77cnsIbg6eymkyOnvQqVeAsx1K1XEchLU/52PGxOZjkCRg/HjrZfZ9NRWE62cEewhuf29kX/CqUtAQXCtkyJKPADYfQW6hQu1Ch+WFCMSJqGywJQqRS5sMnb0VSjAITJyIUCgExR6oqWqsfyCVjyQheFdXF3obG62XMdQoOZ5D8G98A6FQCGokArS0WC+rkBBclmVEbO0oUrZD2bQJ2Ly58AOjqqBPzmrW3t6OSCQS+8V+0MVcCV7OIfi4cbF/2Q6l6iiKkjoEN78m7NXFDMGLwvUzgn1fZA/By2l/RDkLFXLjSiFClnyFtn7efj7ZxyNlcVxD30Y217VvJ9dtlLgf/uhHfg+BKC+EEMmDBKIqkfRvwN4KZcstgUgEwWgUsj1MA2LVbm7VplSa7EHF6NFGb9t6W2govvwSkqbFKruoJHieGDNeCa6qaqw6b/36xGUV0pt1cONG1Nnvd6pKcCBWEWcLLomy1dbWhu7ubowePRo1NTWJABxI3Q6lnEKnZEEn26FUHcf7TyYhONuhFEVWleD2/RHboVS0gn2i1zQt/z1n81X5ne31Si0Ad5OP6vNcb7+CDbOfBk9UxtgShaqdqqoIhVzqAeyV4FtvDQCxqtJAALC/F3z1VYFGSLlyfBYVwvl8jR5t9LCN2ibGlKJRTiZYYjKpBA8Gg7GiHHtYVSEVm+rnn0Oyv5ebQ/AhQ4Bw2Ho5W6JQHgkhEAgE0NTUZA3Agcx6gi9b5pxgsFTY22KlaofCOXcqmuP9J9lrA2A7FJ+oquo8y5PtUMikYCF4XsOVXMLZbELhLFuOSEIryk/W98PrdXMN/cvlgEEWrrvuOr+HQJQ3GifIpCrnOK1V5zIpJoBEVal98kT7F30qGY6WN+vWAdGodaV4BSMARFtbIeyvCVb3lRTXL7ibN8eeWzO9HYqqWvq+A6iYEFx89pl1QWsrMHRo4ndJcrZE4UEdyiM9BHeVSU9wWS7dORi89gQfHAR6eoozJvJF2kpwvVUOwHYoPslLJfiqVWwdVsEKEoLrp9nnvqEiBrEZBr85hdM5ykswXqj183VdIiqKgs7dQFTiPFeCT5kCAImqUlu1MCvBS5fjy5BbG4xRoxK9bd0mUizVYKZKuX7BdTvN3N4OxaxCQnDJfsq2uQpcx8kxqYBcD0rpUvUEHzECaGiwXl6q1ZfJQnD7wTW3damiOD43sid4yckqBJ840bmhpUvzOzAqGYUJwTUt91OBitW3O8vgu9RkPLZsq8OzUYKPV7Yuu+wyv4dAlFdsiULVzLUSXFGcvQDjleCSJMV+ZyV42Ugbgg8fbrSLaGtrwxZbbAFhD0wZgpcUTdPSh+CtrUBDAyRJip3xVKEheGj5cusCtxDcXgnOEJzyyPXvEYidcWOfNNocgktSebQgUFXngW496IxEnGEaQ/CKllFPcHs7lHXrWF1cBJ5CcPv7YkOD86AW+4JXrIKE4DmHKoXu2+1x3YyrrTWtOD9pZFwpXowwvEKC8DvuuMPvIRDlVUHmbyAqE66V4MuXx07LNotXghvsleAMwUuWI6Cxh+C2Lz21tbXQ7F+EGGqUFCFE4oCUzl5hZw8f7CF4hUyMGe7stC6wh4oA26FQQSWtBHc72GJ/7yyHyTG//trZq9wcdNpbolTIATZyZwlYe3uBjRutK6QKwQFOjlkEjhBciPSV4EB5HJSjvMh7CJ5TK5RCB6wZBt9JZRlO500Wt+/pfmVzICETFdAe5Z133vF7CER5x2pwqlauleD2ViitrYC9PQbboZQNx5che0BhC7wDgQAUewjOSvDS5zIppoVbT/AyPwCsKAoithBcs4eKANuhUEE55l3Q2Q8OB4POSaXtr9dSrLy0HwQNhawHltwmx6SKZfnc6PbZwPx6aGyEsL/m2RKl4Byf+3p7ncUtbiF4ORyUo7zIewiuZRsG51L9nYf1Mgq+Mxlbvn68yDAQTzt+r/czU2UchI+ynwJPVAFURfF7CES+cK0ETzIppgXboZSNtO1Q3EJw+0EOhuClz15dl64SvL8f2LChsGMqMHlwECFb4BZtb3euyHYoVEBJ26HYX2fDhwP2sLwcQif7/n/MGOv9sO9bGIJXNMtnCvtzPWwYUFtrXWaeKBNgJXgROD73uZ395CUEL8WDcpQXeQ/BswpTChWkpgmQ01ZHewmVcwmtM5Hp7XioEs9bZXi2VeFl6IorrvB7CER5J4TI/gAmURnzVAlua4UiSRI0+4dnhuAly3GqvocQPGoPDRlqlL40leDCrYihzNsWyF1dkGzfu6LDhjlXZDsUKqCk7VDs74v2g4uAe/uBUjtDI1XPZ7ffy3y/QqmlDMHtrwUAsB+YZCV4wTkOzNnf8+rqnJPyAmyHUkXyGoJnHKQUqqVGinVSBt/pgmOvIXS+q8AzvS03Ke5XRq1SUqmC9ihHHnmk30MgKgi2RKFq5Hoa9+LF1t9tleChUAiqW3sBHkgqSdlUgkfdKsFLLZghqxSV4MFgEGo47GzFUOZ9waMuB98G6+udK7IdChVQ0kpw++vTfjAGcFZe9vUBXV35G1w+ZBqC86BpRRNCJD43egjBJXtrLobgBec4MOelHzjgbKPGApeKldcQXMskRClE9beHym9Xqaq98xVC50M2wbibXKvDvYwxE2UWhBNVooz231VI0zQ88sgjuOCCC3DSSSf5PRzKI8cEe/ZgbMIEy6/BYBCKvdpSVYF16/I/OMpZ2hDcdiq7JEnOEHzTprJvnVEpNE1z/s0KkbISPBQKxQ702tsWlHnFpmoLC0UohGhNjXNFt3YoPKhDeZJTJfj48UA4bF1WatWX6YJOtkOpXvZWOW6V4AzBfWH5nGAPwd0OyAGxdjZmmzYBAwP5HRiVhLyG4J4rCQtV/e3CU+V3sttzu46HEFoSoiA/Se+31/F6vf9IE4YXqiq8DBx44IF+D4GoINgSJbkHH3wQ48ePx0EHHYTzzjsPN954o+XyK664As8++6xPo6O8s4fZtkkxQ6EQVHtFKcDJMUuUJQQXIm0luCRJUNy+IDHYKAmuVafd3bEe32a2SnBFUdwnxyxjmr1itrUVcjTqXNH+eh4cBDZuLNzAqKoknRjTfsaBWwgeDDoONJdcH95MK8HXrAHc/g6p8thfG/b+34Bzfgr2BC8+r5XgLu3Euj/7rAADIr/lLQT3HKDkOxxNEsh6annith37dVKEzJ7D6jy1P/F0e6m2kWy5h1YprtKF4RUYhE+cONHvIRAVDKvBna655hoceuih+MY3voEHH3wQJ554ouVyWZZxxx134Ic//CHWsRK4/Gka0NNjXWb7UBwMBqFIkiMc52mTpckSgvf2OsNSezAKADU1zi9JnByzJDgq+wFnZV0gYKnODAaDFVkJHli/3rqgtRVRt/DN7Qs/W6JQnnhuh+IWggOl34c3XdBpD8GF4EHxauGlJ7hbJTjPxCkujyG43NAAYTvT7KsPP4Qsy4UaGfkkbyF40QPwlJXYKdqAeN2OhyA66XXy1R4ly3A86TY83L9UYXjKcaa7D16VeBB+5ZVX+j0EooJRWQlu8eGHH+KMM87AQQcdhJdffhlz5sxBmy34jEQi+Ne//oW+vj5cffXVPo2UsiHc3sc3bHC+B9pCcKO1gv0LPUPwkmQJaNxCT7cQHHAGHQzBS4KnEHzMGEuLhaTtUMq8J7g9BJdaW933aw0NsYnAzBiCU554boeSrAWBvVK2lF6bQqRveTFsGBCJWJfxzKGK5Ni/ZhOCDwyUXt/7SmffpyQJwQcVBWpzs2VZcMMGDA4OFmpk5JP8heDpKggzDUKzCF0zanuSQaV0VlXXbpfnqSI83Tppx5tuGZBdVXgqFRSEE1UqoWnuX6Cr1N///ndEIhHcfPPN7lVOcdtssw122WUXPProo0UcHeXKtXrNrZrf1vrEaK1gD8FZ+VWSLD2k7aFnSwtQW+t+RU52VpJcQ/AUk2IClVkJrigKQr291oVubZoAQJKcAaS9Mo4oSzlXgttbEJTSWXW9vbG+wGb29wZJqqh9CyVnmRRTlp3hqlsIPno0hP0gEVuiFIzr91iPleA1NTVQhgyxLAutX48at7k2qKzlLQRPWUGYrwA029YnqbbhEiS7VlYnC57Thdf5CsLTBeRJlrsG4umub3/8bI9h0sc7y4MXSdctwTD8oosu8nsIRAXFligJzz33HPbff3+0tLSkXXfmzJn4vNRO4aWUFEVJH4LX1AD19ZZFRlXpqFHWdVkJXrKShuDJqsABVoKXKNeq0xSTYgKV2RNclmWE7X29W1shSZJ7CGD/0l9K1bZU1lz/JjXNGTyVYwjudvDTHngDPGhaJSyfG1evhqOtiVtP8FAImv3zIifHLBjXOQo8huCRSARB235qZDCIiP1MDyp7eQnBNU1z7gR0+QzAXeQcflu2lWFYnGp5ttXhye57huF3qkA85eOSbFkmLVKyOJBRLh5+5BG/h0BUUGyJkvDFF1+gvb3d07qhUIiny5UZVVURCoWsC+1fvocNi1V5mbASvIwxBC972VSCJ22HsmpV8u8vJU6WZWcl+NChCIfD7n3BWQlOBeIaOq1b5/zuWAkheGurs7UQ4Ny3MASvSJb3H/tzXFsLDB3qej3N/nmCIXjBuH5G8DoxJoCwbT/VyO92FSk/IXiyykG/AnD7dd1CXst2koTfXraTbrmXkDub62YQfucUhpvlKwjPRIkF5q+/9prfQyAqKE1V2RIlbsiQIeju7va07vLlyzHGrTqISpanSnCXmeLZE7x8yLIMRVESkxplEIILhholyVNPcJdKcNcQfHAQsE8uWSYGBwcR6uuzLmxtRTgcdp/Eyx6CsxKc8kiyHSx2fT9MFjzZ2/h4/NxVFF56PrstL+OzTCi5lCH42LGOogmdsPe9ZwheMI7PCEI4Q/Bk8xMAzknv2b+9IoXSr5Ke6haCFzAA9xx+p9iWawicye/JliUbXz4IDUJyOW4hBZxjsS9z+d38GBgz4err6Ldj/11/nE1H/PX76xib0BLXc7kvlu2mkmo7RdaS5AgvUSVJ2t+xykydOhXPPPNM2vU2bdqEp556CnPmzCnCqChfXCvB7V++XULwQCDAdihloKurC52dnQCAjo4OtLe3o80egic5cBUIBKCNGQPLXpCV4CUh257giqK4B1irViWt3itlsiwjaA/wW1sRiUTcQ3C2Q6Fisr8ftrZaJqu1KKdKcK8hOA+aVqS0IXgSjhCcPcELxvEddtOm2GSkZikqwUt6f0R5k3OyKIRwVg16DYGz6CGdcQBuq4xOWfVtr6JO9bvQjN7Y9p+0LU+y/QGct+Uyrozui/G4pqmGd6sKd+kV7pDFc5zTegX2zxtv9HsIRAWnsSUKAGDu3LlYsWIFrrzyypTr/eY3v8HmzZtx7LHHFmdglBfZVoIbFW9sh1KyZFk2AnBdZ2cnNHt1XpJKcD0Et+juBvr78zlMyoLjC66iOMMIWyV4IBCIva/V1Dj/psu0YlOWZUguITjboVBJsB9kSdYKBXD+TW7cGJt0sBTY9y1uPZ8BtkOpEpYQ3H5gPNlrA4Bke09iJXjhDAwMIBqNJg4Gu73XZRKCsxK8IuUcgjvCknyElUmCU0fImqz3d5KxeA5507YTsU0Mmaw1iXliyVx+UtyOIxD3MP50rVIsUm1Hv48mBW2PUgJB+A9/9CO/h0BUcJwcM+bII4/Errvuivnz5+NPf/oTNm3aZLm8q6sLJ5xwAm644QYcfPDB2HfffX0aKWXDU09w+2naZvZK8LVrAf7tlISk/fntwUSSEDwYDEJzu4zBhu8cleCrVjm/C9iq7iytGtz6gpchIQQk+5krqSrB2Q6FisleCZ5JCA6UTvUlK8HJxPK5MYNK8MCECdYFDMELoqurC8uXL8fatWvR0dGBrq4u53tdTQ3Q2Jh8I/Z2KKWyL6K8yj0Ez/YLX4ZhqWsAbr9ekqDXUuXstTo6RcW3a+jtFl7nqwI8WThuWy/lODO4765V4ameI5cgPGlVuJtMwm2fg3DBClmqAq5n+FShYDCIe++9F9tttx3OP/98jBo1Cn/+858BALvssgvGjx+Pm266CXvttRduueUWn0dLmcq2Etxg/1KvafywXCJqampcl0v2YCZVJXhDA9DcbL2ALVF85wjB7aeV19Y6v8Sa2UNwe4uccuISgietBGc7FCom+742VQ9et3ZEpdIX3L7P9xqCb9wI2Hv2U9nLth1KoL3dumD16tI526FCJDsDMGo/0D18eNLe7QDYDqVK5LcSPNfWFkmqvy2BarLqaJff04bf5v+nCJTThtKq4ry+phq3n/OPpkLSVOc4VMVzKJ40YE/x2Lg+fm7XcXtekKI9SrLnPtfXTxHss88+vt02UTGxJUrMyJEj8fLLL+OKK67AhAkTIEkShBB444038M1vfhM33HADnnjiCTTbwzIqeZ4qwVOE4KKtzflBmi1RSkIkEkG77Utne1sbJHsokSIEd538lKfF+k5VVQRM89K4titI9QW3AirBVVVFUJadfU5bW2NnMbi9f7u1Q+HBbiqUTNqhhELQ7J+hSiV48hp0us0vwWrwipN1CG6vBBeiLN97SlmyMwAV++fyVK1QAE6MWSVymhjTUi1YoADcIl3rFVv1t+t6af7vaCvi8bbTTrSZK9tElgBik1laxmi6MGCaCFMKWCevNC2H0KyTYLr8XxIiMXFmivViY9Ack2ZmPGFmiUyC6WbmzJl+D4GoKDS3yceqVDgcxi9/+Uv88pe/hKIoWLduHdra2vj4lLlcKsEDgQC0QADBtjZrv0FOjlky9L/R3t5ejB49GhG3049TVYJrWuz5/+yzxAWlUp1Y5SztTex/sykqToUQkOzPeRkGERs3bkTA3g8cSN2+yf64KAqwfn1ZTgpKpUPTNOvfoy6TdigARGsr0NubWFAKIXg06gzzkwWd9fVAS0vsb0r35ZfAlCmFGh35wPjcKIT3fvEAMHQotPp6BDZvTixbsQKwh+OUtWRnAIZ7eqwL0oXg9s/9GzbE3i/tRTNU1nJKG41WKMUIwNNdJ10Anqby2XWiScBa4WypsrZWa6essM71x21bgPX2vYwbcN5PD4+N+bZcH/80Bysyqgj3yqdq8EsvvdSX2yUqNlaCuwuFQhg5ciQD8AoghLBWlALOkDNJCB4MBt0rhVkJXlIkSUJ9fT0ikYiz7UVDA9DU5Ho9IwS3h4qlEMyQlb1KK8WBKyFE2VeCd3V1YcmSJdhobwMDAEOGGP91tDRz++LPliiUI8dEtboMQ/CS3NeuXu08WyJFta/jsjLbt1B6RiX4unWAvfI41WtDkqDY55HhmQJ55XoGYHs7QvYQPFVrJsD9MwQLICpOToc0NE3zHkYWqgLcLfxOV/ltuY5zmaPdCjxWlrv9br+dDAhztbWxIdsyo1rbfJmaqNxWTZXVpu/6+jF71xMh3arF4/+3VIUnWQdAbhXh9m0lU+JV40TlTD/Tx7XCh6hSeawED4VCiRD8gw8SF7ASvKRYTl22h+Bup6/HWSrBzfhFqPR4/JsNBoNQFAWRMu4Jbu55GjJXzQKxKtT4az0cDkNRFITD4cTltbWxgz7mlkBr1wJbb13gUVMl0zTNeTAZyKwnOOKV4GalsK+1h5Q1NannCRkzBvjww+TXp7JnvN7tz60kOSdLt1FbW4GlSxMLSuFAT4Vpa2tDX18fmpub0dTUFCuAMJ+tCWReCQ7EDranC8+prOQegnuRrwDcS/V3mtA7ZdsTzbm+52A92fjdxu2R5BbyuoXJbtc1Jd5C75OiD8PUKsUIw82tUZKF2/HL9cdEuIVj5jHn2hrFiyIH4eeee27RbovIb0krfCrQY489lpft7L///nnZDvlAlmOTWZmlCdQcX3oYgpcUVVUTp8jaw84krVAA0/NbitWJZJVBCK6qqnsluBCp+4iXCHPP06A9BDe9VsPhMGRZtobgQOxLvDkEZyU45cjRox+I/T1l0hMcgFSCk9H1fvwxmk2/q6NHI5hqP2GvBGYIXpEkSXI+tyNHAvb9rY1m/zzBXtMFIUkSmpubE+9/mYbg4XBsUvRSa89EeZV1CC6EgNBUDyvmsQI8yfWzDsDt4bdlHW/bdIzZY2V4Lsxvv2mntDFXb4skYbi5Z7jpeq4Bs2mZY7tufcJzrQgvsUrvF196iX3BqWpUU1/wOXPm5FT1rlfNq6qH90UqTW4fcpP02LVUgpuxHUpJSVkJniIEZyV4aXK0+AAyP3vD/rzLcux5TVXhWSLMPU9DGzZYLzTtqyKRCKLRqHMDw4cDn3+e+J0hOOXItViit9fZKiJdO5QSC8FlWcaGjz6yhOCbhw5FjSzHqkvdsB1KRZNlGYqiQJZlRDLpBx7nONuBwWpBOPZJ9ve5dCE4ENsfMQSvaFmH4JqXL/oZBMCeK8Ddwm/z8mzC7wyC76QTZ3oIvx2TZybhmIQSsIbBliBas4TPyQJmc7sUZ2W4PsBAIqS2V4UjsY5rEG4bV1GD8CKG5S88/zxOmzevKLdF5Ldq6gv+hz/8wTUEF0Lg4osvhizLAIAxY8Zg0qRJ6OrqwkcffQQA2HbbbTF//ny2jikjnsI0IGkIzkrw8mAJwe1VVylObWVP8NLk2sc/00pwt1PWV60qixBc73na2dnpbIdieq1KkoTe3t5EP3yd/TVvr5AjypBrJbjb+2C6VgJtbdbffd7XDg4OImwLz6LDhwODg95DcFaCV4yuri6jFVVHRwemLFmCBvMKKdqr6YT9Nc5K8IJwTNabaSU4ENsfLVuW+J3PVcXJPgTPJRxJ10IkXwF4tuG37TZdg28v4wIgTAcLvEXgVpL+5U3EtpO0H7ceSpvGlKxtit4qJVkY7ugXniYUr6YgvLauruC3QVQqqqkv+Pnnn++6/JRTTkEkEsF9992HOXPmOC5/6KGHcPTRR+OVV17B1VdfXeBRUr6oqoqQfaZ3+5fuIUOSzgYfCoViB0ZYCV7SLCG4x0lPgVgIrqoqK8FLjGvglmFPcEQisS/B5i/Gq1cD06fnebSF0dbWhu7ubgy375viIbg5rFm7di3a29vRpocv9i//rASnHLlWgttD8MZGoL4+9XaGDIFlKz7va2tqaiDbgq/o8OFoNJ2N4WAPQhmCVwTzXAy6jStWWENwL/2iS+xsh0qWcwjO56riZZ0apm2FkkEbFItMAnChFS4Aj29bsv3u9iMJYfwIVbX8QEv+IxQ55eXQVIiobN2eolhuL/W44uN3uw9u993x2KSorrc9L54mDrUdOMloslAv6xag9Yzd7f/6V8Fvg6iUuFbMVomnnnoK119/Pa6//nrXABwADjzwQNxwww245ppr8OyzzxZ5hJQtRVGcX9w9hmmAKVCzh+CsBC8pKUPwJFX+ACvBS5Xq1qLL/pzYq+3ihBDYtGlT7OCVW1/wMqFXw9fY5y9obXUNazo7O40zmRxBDUNwypHrxJgZ9gPv6urCyv5+60Kf97WRSARNtrPeG9vbk1eBA85K8NWrU7d2pbIwaG/tA5d2VEOHpt2OxErw4tu8OfZjxgMWhBxC8JSV4B4DcCOkTWw07fWStixxCcQl+3LNGVxbrqspscs0JTa2+O+w/Stpauy6igIoSiygjsoQUdkIt40fTYVQoq4/0LSklwklGruuaXtuwbgRimuqdaz2MNy+XL8v9sdB02yPk2Z9HO0/lsc7D0F4EYLsXPzk6KP9HgJRUVVTSxS76667DltttRWOPPLIlOsdfvjhmDx5Mq655poijYxy5VoJnkGlsNFf2N5aoasLYF/4kmEJaLIJwd0qwav4wKDfHCG4ogDr11tXcvm77erqwvLly7F27Vp0dHRAtq9TRiG48Rj09FgvGDrUNawBTCEO26FQnnlqh5IiBNcP3KhDhliWixIInSKbNll+b0jX99kegqsqDzRVgBqX6v9U7aiScYTgJfAar3hu73Fe26GY8YBFxckqBM9XAG7bqHVdl+pj16ptl0pnRwW0Kdi1hL72cNt8vRTBtx56WwJvU9gNTQOUaOLHHox7+IGm2rahWcNx03p6KJ40ELeF+57DcNNjnbQq3CUIT9lb3f5cu70WPL6Gsl4nBwP2SgWiCieqOAR/6623sPvuu3tad/fdd8ebb75Z4BFRvhSsElzTGCyVGOO02HxUgkejgL0Cl4rG0XrBHgQDjr9bt+roXntrhjL6ghuNRhEOh11fz25hDWAKcdgOhfLMUzuUFCG4foBGsYXgWLfO/wOO9v1LS0vq9UeMAOyPRRkdYCN3+lwMZvX2A44eQvCA/SBkGb3vlC375/FwGGhuTn89VoJXvKx6guc9FMm0BUqKf13bn7i1/0hWNW67XL+O0ds73gbGaAejj93UHsbRKiaLx0vYemhDUyEFgonbiv9f2C7Xf9d7iRt9vwGjp7el57etz7eEQKy/t9CsvcKTTZrp9i9ME2aalln+b79/zgegaJNdZuK7s2f7PQSioqrmSvC1a9diiP2LWRLNzc3o4gfasuGpJ7iXkHT48Nh7mfnv5Ouv3SffI39l8PwGg8HE82vX3Q00NeV5cOSFoxLc7Yup7curW3W0veq0nL7gRqPRWEsGlxDcPHGmrt3cwoHtUCjPPFWCp2g/oB+gUWzBlKQfcPRzX2s/yyRdy4tgMLb/Mf9d8XNhRWhra8Pg4CCCwSBaW1sRzqISPGj/O9i8GejvBzjfWOG49QP3Ms8VK8ErXlYheNJQJNsq8DSyCsDden+7htzOZXplNIBEX28kD74dy02XmYkMTpGWgkHrNgLBxMGHQCARitsDcT0Mjy+3hOG2YFnSr2Ms0ENy08SZUvzLfRZBeOKOpw/CPU+U6SUcL2CAvvtuuxVku0Slqpomx7QbOXIkli9f7mnd5cuXY2SavpdUOgYGBiBJEmRZTgREGVSCG38PwWDsw7L5S+9XXwEzZ+Z5xJST/n5gYMC6LMWXVkmSYvMhNDXFJkdVlMSF69YBtqowKo60IXhjY2ziSxO36mh74Ob3JHyZkGU5aSU4EAtrmpub0dnZiTFjxqChwTR9mz2EWbcu1rLBXr1K5JFrJXgGPcH1Azcr3c6w8fmAo+jpgeWTb7pKcMAZgpfRATZKTVVVtLW1JT0ImY4jBAdir490bXYoe/Z9kZdWKAArwatAVkmh66SY+WqDov/rVr2d4l9Lmw9TAO5s82FqfWJuF2Jqe2Lp821qdaK3OUm0LYm3P4n/6H3BXX8GB6ztTdL8pNqWsY7xE2+NYm6bordMcWuVYuoPbmmRYusb7miP4tZuxqWq3vHc2V8HSVqjeD444mNblAsuuKAg2yUqZdU6OeZ2222HJ554AhvsE+DY9Pb24oknnsAOO+xQpJFRLrq6urB69WqsWrUKHR0diQr+DEJwC06OWfrcQk4PX1ohSc71yigwrTRpQ3CXv1m3U9mHbLGFdaUyek5TtUPRRSIRNDY2Oq9sDwA0razuO5Ue14kxM2iHAsQO3Hxz550h0p2dVUyDg5DsLTA9TH7oOo8EVQSjaMJtv+mlHUprK4T9b4Xhal45irbcKsG9YAhe8fLfE9wsmwDcsn6GAbi+TbcQ1179bfvRw3Kj8js+KaXRT1wPle3LzJNUxq+nh9GOPt62iS5df4x1rBNo6r3FLbcZlS23p2872TJ9nG6PiyPYjj++lucgWZ/wlM9NkiA8iXLqD05ULaq1Jcrxxx+PTZs24cQTT0y53s9//nNs3rwZP/vZz4o0MsqWW3/gzs5OyLKccQiuaRr6+vqg2at7GIKXBMvBO7cgwktVH+D8cssvQ77JJgQHYiHb9OnT0dDQgOnTp6PRXslfRs+pLMuISBKQ5nT8SCQS26+Z2U/xBjiHAeUk14kxdZGamtJqU2RvhQJA9VKVzvCsYhkBa1+fs9Wtl4kxQyFo9tc422zkleOgXLYhuP29srs7q/bGVLoyDsFd+4FnEzam6QPuOrmi+fdkAXicI3xNE4Cbg2xL5bc9/NYnutQrrG3Bt9vElY5KbyNEd/mxTahpvn23UNwSwNvGYA/Dje0lCcIdj0/8sUsbhKc9SOFSRZqkGtxVCYXZ8+fP93sIREVXrZNjHnDAATj44INxzz33YN9998V7771nufzdd9/FPvvsg3vvvRc/+tGPsO+++/ozUPLMrT+wsdwelKYIwbu6utDX14fFixejx9Z+AV99leswKQ8sgan9uW1p8d4CgpXgJcMRuGVw4CoSiSAUCsUq+cr4OVUUBeFNm5wX2O5TOBx2huCRiLOalX3BKQeeJsZM0RPcsi37gckSC8EHvfRu5kHTimSpMM72zDIAqn3/y9dHXqUNwT3uixyfJTTNdZ9A5SvjnuBalpW6UrLQ00sA7vJv2gkwPYa7QlWNXtqJKm9Tr2/z76b+4EawHL+u/X45LnO7727sR9P1yTARNSbGFAHVdFlsuVCisevG15GCQYiAZukfrv8u6eOL9wy39AuXAole4foywNonXIuPM365JDTX3uLmfzOZKDOv/cHz7P3338eOO+5Y1Nsk8lu1tkMBgNtuuw0//vGP8fDDD+Ppp5/GiBEjMGLECHz99ddYu3YthBA47LDDcPPNN/s9VPLArT+wsdxjoGavJo/a12MleElIGYJ7bXXjti6/tPom20pwB7cQXAhvE2b5TAgBye3LuC1ciUQi7q28hg8HenoSvzMEpxw42g9s3hyb0NLM43wpjhDcz4NT5r8RAKKuDgNCoD7d9fh+UZEURYm1oQIcrw2Ew4B57oUUVPtrnJXgeeU4UJ6vdihA7G/Z48EOKn1ZVIJ7CEPStUFJcR1H1XCyINz8/2QBuPn2k1R/G5XW5spveyW4ufVIskprewW4qepbRKOJHzVRvW3p9W0sS6xrqQy3VYRbqsHdKtXt1eGm8ZrHr1eF2w8cOCYMtT++euV6Nq1R3NbVn0fzc+ZFuvXyXEX+5JNP5nV7ROWgWtuhAEBjYyMefPBB/Oc//8F+++2HcDiMxYsXo6amBgcccAAeeugh3Hvvvajj7O5lwa0/cHt7OyLhsPPLapIPu/ZqcoUheElKGYJn8kWmjKuGK03eQnD7eqrqbC9Syuyvwfp6wHaAz7UdCuCshGM7FMont4MqXkPwEqqSFfYQvKUl6ZlkFgzBK9Lg4GBiEnW3zxMeD6CyErywHGemZBuC19VB1NsOefGARUXJuBJcJAswvUo2EabjhpIvc+0BDpcA3N7n2rSeufVJsupvoZqquc1Bcvx2k1WCW65nGb7LhKLG42K9TAoEE+sHgoCqQgoGjYppvZJbr/I2th8IGjNZO37Xt236XTIv16vCTesJvZo7MbDY44ckFd22CvCkPFRxu1aE+0yyV+oTVQlHtU+VOeSQQ3DIIYf4PQzKg7a2NnR3d2P06NGoqamJfbHp7QUUxbpikkDNXk0etYekbIdSEvIWgjPUKBmOU53tX0qzrQQHYq8Re7/WEmO8D3t4PQcCAfezuOwhOCvBKZ/sB4FraoDmZk9X1UqolYja1WUJSaShQ7MLwXnQtCIMDg4mPvvZn1MvE6bGCftrnMFqXuWtJzhiz5W0eXNiAT/7VZTMQ/AM+zd7aoNirOvSBsWtB7h5e15boLi1P1Gi8e2ozvDbHnabg/D4dSyhtzlEt99Xl/DbHohLAWs/NYGopRUKAgEIxbSe3golGLS0R5ECWuz3QDC2rj7meOsTBIJG+A1NjbdIibdLgUsQHg+r7e1OjCDc1BrFEprbw3Pz9fQgzS0wN7VFcXnQ3IPzPATuXt17zz152Q5Ruan2EJwqSyAQQJN5kiu3D7dJAjW9mlxvicJ2KKUp1xBckqTYfo+V4CXF8j6URSW4EAJSYyMQClkPfHV3A1tskadRFkY0GkUoFMrtoI49BGAITvlkfz2NGOG5SlaUUJVsdO1aa0gydCgU+4FyNzxoWpEGBwcxRD9IyoPqJcvRDsV+kMFtcugkRGsr8MUXiQV8ripKFj3Bk0xY6bIsqzYoKdqeeKoAT9LKI1n1t6fKb9v/AZfgWw+9U4XhpssdDwPigbwlDI8m+mQb/cDj29ODby1o6gNuDsAT/49Vi1vDcHN/8NjtJ6rCpWAQECqEaR9irhiPD8hbEG65k5ozCLddZueoBs820M5TEP6zE07AP2+8MeftEJUbkeoAFVG5s3+4DYUAc0hu09bWhmg09r7dtvPO1gu7umLhWijjj1iUR7mG4IFAIHZqLb+0lq4MQ/BgMJg4XXrYMOsBqzJ4XmVZjp254vH1LEmSszKO7VCokOx/R5mGTmY+HnBUbOGZZO/lnEwJVbNT/hj7XiC/ITgrwfPK8n6nKM42Z5nMB2Pfd/G5qigZfUMTQgDZTpDmtQ1Kkss9VYDbt5FpAK4H2PG+2vptWcLwFOG3I/g2T6jpdjdV0/0Lxv9gTevG2p/EgmujAj9etW0sj9+OZK7wBkzV3vH2KW6XJfl/Igi3Vmq7TYDpCMJhC67t1d6pJsrUlXDYtt4+GQZRlajGyTFvu+22jK9zzDHHFGAklE+apjnPanCbODFN9VpNTQ2EEAiPGWO9QIjY9rzOQk8Foapq4vRlj/3ezQKBQCxIL6FghmwyDMGN5zQYjL0GzCF4GTyv0Wg0NjmbxxAmEokgGo1aWzixHQoVUj7nX/AxQNbstz10KILBoHNeAjv7Pmj9eh4UrwCKosTOwgFye43bg1UeJMkrS09wDxNIp8QCiIqWeQgOeO/h7boRD21Qkq2vT8hovp7HFiieAvAU1d+WbQDW7Zh+BxKhtx5y21vIaKrL/YwCgaA1+JXi60lBazBurgaXAsFESB5QjcpwS1W4/vDFbhxSKP5/VYUUjqQMwo3WKCmC8MRzg9hUq+b1vPQH1yVpi+KpGjyPLU9S2fnb3y74bRCVIq0KQ/C5c+d6bgGjt4thCF76VFVNfJnRZdFWIRgMxnqEJptFniG4r/JVCc4vQiVKiKwqwVW92KQMe/dGo1HU1tZmFILLsmwNwdkOhfLEtTgi28lq4VIJ7ue+1h6gtbSgpqYGAwMDaGhoSH49t/vb05NRL2IqTcb3gRxCcMfkr6wuzitN05IfrAAyCsElHrCoaJmF4On6gZu49gJ3bXGSug+4pbWJZl6eogWKphjbFlE5vlgFlGgitFaimYffLgE6EAu97YG3pmqWSm+3x04YIXcsvNWipsfPVAmtXx4IBoCoAikQSFSOx/t8IxCIVYMHUoTh8RYosd7i8f9HZVN7FDXJNoIQmhILmaWAozWKhECiqjtVEG7+f7Jq8EIG4XkIyg+YMyen6xOVq0z2/5Xi6quvTnpZd3c33n33XTzwwAOor6/HZZddhhavp8smMW3aNHz44YfG7zvttBNef/11yzqff/45Lr74Yjz99NP4+uuvMW7cOBxyyCE488wzMZxfsjxRFMVZyZVlCK6qKhCJAI2NwMaNybdHRZe3ENytEryEz1irVI7AbeNGIBq1LkvTekFvhwKgpKpOvZJlOTaXgceJ2cLhMGRZti60P0ZlEP5TabJUXerczqryqkQOOAohELS3URg6FLW1tRgcHMw8BO/uZghexhxnD2YZgnd1daFLUWCZfrkM3nfKiaUnuP3s/bo6oLbW87YcITgPWFSUDCvBXdqOAKl7gXsJTry2R4n/P20LFCBRAY5E2xLP1d96QA5AKLK15Yl5Ms14+O0WfOvLLEG4WwV4kuV6yC0FAxCaBikQgKpqkIIBBOLb14Ny10kuU4XhofQtUQAYvcaFqiZO47IH1vp49SDc/Fy4BduZtEUpQb///e9x3333+T0MoqKrxnYop556atp1Pv/8cxx66KG444478Nxzz+V0ew888AAGBgYAAD/72c8cl7/44os48MADscMOO+Dyyy/H+PHjsWTJElx++eW455578OSTT2LrrbfOaQzVwFMluIcvNaFQyFpVyhC8pBSsElzTYn0mczzoRZkRQlh7W2cwma1Ob4cCwP3gRokz2qHYv9ynqATv6+tLvW53d6yqnhNfU4Yck9ABWb2X6iS3ViKqGiv4KqLBwUGE7H838UrwDRs2pL5yTQ3Q0ABs2pRYxs8DZc3SDxzI6vOELMvo7OxE7ZAh1gv6+gBZjhVTUM4sPcHt75OZtEIBK8ErXXbtUHJlrwJ3ucxS3Q1Y+oDb1/faAiVVAG70AfdQ/W0Ov/XWJvrvwvR7bHiJMbu2QUkioMUDbjURhgOApAUgTMsCWgBSPBw3gmxNg6Rn1jC1N9Evj1eCi4AKKRSxrGe5jhbfZiCY6P0t2SbAND8PCCSfKDO+jqf2KLkE4kWoBieqVnrLD0rYcsst8d///hfbbLMN/vnPf+Kkk07KeluTJk0y/j9lyhR88sknxu/r16/HEUccgUMOOQQ333yz8TzMmjULhx12GA444AAcddRR+N///ucMeMki75Xg+vqdncm3R0VXsEpwfXsMwYvK0Ys3w8lsAVsleBm2QzEegwzboaRcV1VjQUxzcx5HStXAtRI8h3YojnWFiAXhmWwjD/r7+9FkD8GHDkVNTU2sBVo6w4YxBK8gg4OD1pZSWXye0F83itvnhnXrgNGjcxgh6Sz7JI9nTCXFELyiZZQGGq1ErAstvyatArdVe7u2QXHbpqkNiiSEexuUVAG4EoVQZCPkNi6LL49dHo39G41CROXE+vp15YH45TLUgUEoAzLUqAJlQIYWVaAOyMaPFl9u/PQnfszrpfsxrjdg/THfjuq4bBDawEDsPsgD1h9Fji2PRo22MML82MTvn6MiXl9HVWOPv6a6P/bx58p4fiy927WUz3PKnvD27aR47RXD6aefXvTbJCoV1VgN7sWWW26J//u//8Ott95asNu48cYbMTAwgL/97W+OAxGRSATXXnst3nvvPTz88MMFG0OlcJ3YKh8huFkZBGqVzqgIGhy0BhKApy+tRmDa0OCs0uLzW3RpQ3APk9mmrAQvky+4kiR5DmHC4TCi9pYxbuuWyX2n0uJaCZ5Dv+SAW8sQH16b/f39CLhUglvO/kqlTPct5C4fleB6iK64Hahlm428SVkJnskEpoDzcz2fp4qSWQheqADEpR+4EZza+4lnEoC7tUBRopbKcKMSPFlwHm+NosnRWPAsKxCqBi0a/1dWYsvjl6myYiyL/USNH1W2/igDg45l+k/ievHtxLeryrHb0pfrYzHGpuljc2nxYgq0Yap8tzxeSdrEGI9RqufA/pzaq/fd/p8s2E5yMCUvQXgO4fnSpUuzvi5RuWMIntyUKVOwePHigm3/gQcewL777ovmJNV6EydOxKxZs/Df//63YGOoFK7tULLoYypJUvKqUn7pLQmSJDm/CAGenl+jElySGGqUAE8heBope4KX+IENy/uvxxDG9cytxkYgHLYuK/H7TqXJEjjpcqgED9TXQ6urS729ApNlGX19fZDsE2NmUkXKzwMVJR+V4JFIBO3t7UAoBMX+OZ6vj7xJ2RM800pwt79jfg+uGHkNwR0BpXHFNFXgtv+7BZ1GhXHS2/bWAiVWAS1bA/BoNGVwbg659ZDZHn7bg28j0NbXiZovdwbYluWalrieKRQ337YqK9BMYbzejsW8XJP16u4kgbamJXqeG/c/SbsY02X2anzj+TMdjHA+f0nCcNPzlzcFrBB/6KGHCrZtopLHN/+khBDO087zaMmSJZg6dWrKdb75zW9iyZIlBRtDpchXOxRLwMQvvaXLLeDz8GXIUjXMSn/fOapOq+zsDeM0b03LqdrW9aBOid93Kk2eJsbMpBI8EIBmbxdRxNdmV1cXOjo6sLG3F7D3/o6/ZwSDQSiKknpDZbZvodQsIXh/f+zsMjOP4WpbWxumT5/ufI2zwjhvLAfm8t0OJRqNtQ6jiuC5cagQwhmApAob7RXcjg16bIOSZPJLexV48j7e1hYoRrirB+G2y8wTYwo1Fkab+31r0dgbnxavAk9MgKnGJsY0TYiZqj94KsaEl6bJMbVo7F8pEEAgGACigBQMQgsEYsuDseWBcAiIAiIcsvQMD0TCickyAWPSTCkciT0W+oSZer9wTYUUNvUL14LW/uLBYKz/NxIHLURs8O79wc3PX7pJMt3W1TRjO5LQrP3Is8He4EQZYyV4cq+++irGjRtXsO339PRgiH1CHZuWlhZ088tWWp4mxsy0BylD8NJl/5tobk5M9p2CUQkOsBK8BOSjEryc26HIshybFLOvz9puEkgZNOrBv+Wxa20Fvv468TvfNygLjgNTbq2nMqkEDwSgDR0KrF6dWFikv0t94kIACGzeDMn+NxYPLmtrazEwMIDGxsbkG+PngYpimZTZbV+ZwYGeSCSCgdZWYMWKxEK+PvLG8lzlux0KEHuuOH9GRfA+e1aaADxpL3Db+iknwwSs/aONZR76gLsF4PEw21IBbQ7Co3Ki+ttUEa3J8arrJJXWAOKBeNSY7FIPx83rAonJMIVtUky3QFwyfZCQ4kG3EXjHw24A0OKht6RqCAQDkLQgJDUAoYfmgQA0KMYkmsFICJochRRUjdBbCkVioXVUToTdCmJBOOJht6oak2Ui3g/emEAzaJos0y3YNtM0IIDEJJn685tsksxMA+p8bMOjO++8M+/bJCoXDMHd3XPPPXjjjTdwxhlnFOw2hg4dig32yiSb9evXozXTD3lVyFMleK4flvmlpnRkWZloCcFZ2ee7orRDMRVclJpoNBoLwTM8s0GfHLPO3GaizA4AUGnSNM16QNnttZlhCB61V8kW6bVpnvAy5FbtGf8b0yfHZAhepeyvcUkC0hSo2KmsBC+OXNuhNDZChMOQzPNqrFsHbLFF7mMj32VWCZ6pdG0pUrXI0Fxaa9jXN/cBN65nCsPjv9tbnOgV4MnapugBuDD/xAPwRFV4ovLbvp45+DaH3Y4gPP67Hm6bL5c0fVk8/Fa1WFV3ILFu7HohBBALrAMIQ5UVowI8EH96VVlBMKI/1XIiCA8EIUIALGF37AuGiI/BCMS1gLGOQPw6+pcR/QCHfpl+H/RqcFMYnbSK214NbqsSLxVnnHEG/v73v/s9DCJfVFsE/tFHHyW9TFVVrFq1Cg888ABuuukmtLa24te//nXBxjJp0qSU4wGADz/8EJMmTSrYGCqFI0xTFOepz6wEL2uWz6xZHuBgJXhp0TTNOjlZrpXg9vU1LVZlnWGgUSzRaDR2/7/80npBKBTr851EOBx2huA8qEN5oKpq6r9JwKig9iIQCDgDwiLta809n4O9vdYLAwHjb6y2thY9bvNMmPH9omI4iibs+8qWFsBeVJGGag9j+foojFzboUgS1KFDEVqzJrGMBywqRl5C8IyrwFP1AjdPhmlexz5hppeJMPV+2JYe4PEAXLFdFpWtYbep/YkeiOsTTurhtxYPxQEYbVNiw7W2QjEH4Zrq8vjYJm43V38DMNqdaKaK8EAwEKv+VjWjMhyAsypcDVjaqsTCccSC8Pj6sccgaKkSjw3WFIgHEu1Q4nck0RZFMj2PyQJuDbEO9ObLMw24M22JUoAA/auvvsrr9ojKSbVVgk+bNs19YjETIQTGjRuHe++9F2PGjCnYWA466CBcfPHF6O3tdZ0cc+nSpXjzzTdx5plnFmwMlcTyvOZQvaZPjhlgCF5SLAc6WAleEQpeCa5vs0RDcFmW0dTU5P56TvE+pVeCO65jxtczZcExMab9b7KlxVPrKZ0kSVDtn2+K9NrUJy7s7OxE0F4J3tJifP+sqalBf38/+vr6UFNTYz0IoOPngYohy7L1Oc5lPoY4huBFkms7FCDWnskcgvO5qhgZhOApqrazYdteyskw3dqgAKknwnQLwPVe3y4BuDPsTvQDN4ff9vYomun/7tXgsdBIi/9rrwa3k4IBqNAQCEoAVEhByWiLogfgkpYIxIORkBF0C1VDIBwyWqTo2wtoekAeqxwHlFgeHQwmAu4QjNYoRrsUSyBubYeiV4bH+oBLRtgsCc1ZDW7r8524XprWKJlUg2cTeGdxne233z6z2yCqJFUWgh9zzDFJQ/BQKIQRI0Zghx12wJw5c9y/COXRCSecgMsvvxxnnHEG/vnPf1rGJcsyTj75ZMyYMQMHHXRQQcdRkdw+1HoMwfV+u64huBApwykqnHyE4CkDU34RKrp8hOD6QSsAQEMDEA7HJrvSdXcDEyfmYbT5l7QdSprXcyQSwSZ7n2aG4JQHjokxcwwIpXjlpUUR97VtbW2xYP+dd6wXmKrTe3p6sGHDBqM9XXt7O9rsE+jxoGnFsEyKCeQlBOfEmEWSazsUABo/+1Ws7HuCp11fs/ybrgrc+D3V5JGWinCRCFvNfcABoz2KtTpctQTg1hYozjDbSwBurhi3huKJ4FsPvfUQPDYu98dSCkiAPvZg7ItzrOpbgqqqkILxliim6m57+xMNCoQWQBCx4mtJDQCREKRAfBxQACR+Nyq84xNf6q1RhGb719wyJRCbnV4PxCWRmCQzvlFLwGz0DteQfJJM8+NgnyDTLN8TZGboxz/+cVFvj6iUVFsl+IIFC/wegmHo0KG46667cNBBB2HFihU45ZRTMH78eCxZsgRXXnklvvzySzz11FPOCR8pPfuXmsZGwONBDT0ED9u/9MpybIKwVH1DqWBYCV558hWCm36JXcd8hl8JP6+5hOBpK8H5xZ6y4JgYM9cJpuESEBb5tSlJEurtfy/x8Mw8eaaus7MTzc3N1kIIVoJXjMHBQTQ0NCQWsBK8fOTaDgWAsF+HBywqhucEMVn0kbYViuvGsqwCN11uqQJHIvCGZpsI0/a7eYJMEZWNSTCN1iey4gjA1ahiBOBaNHa5KivG+ollKlRZgyqriPbHf49qUKMatKgKLapCGdDXc/4oA4qxnn49y7bi29bHo9+2Zh+PcR9Uo22L+T7oIb8WVRwV8/rBAijRxMED00EEx2OKeECuP1/m14TLJKepnnPHayPZa8bL66pACtnzl4goldmzZ+PNN9/EN77xDfzyl7/EbrvthnPOOQe77LIL3nrrLWyzzTZ+D7HkuR7IyeGLux6CJ22tQL7IVwhu9I9maOg7Rwhu/zKaReBWTs+rECIWOGb4ejb2UWY8qEN5kO9KcMBl0sAi/02qqursCR4fk3nyTDPHcvvfV39/7IfKTiHaoQj7dRis5t/goPNvLh/PVQl/RqDMZF4JnkkYmSzoTHVZuuvovcA9tkExJsKMyhBK1AjA9Qpwc+Ctt0SJhctRR/W3PUiOVYPHPliqshqr/Nas1d+JqnBre5RkpHgFeMDo463/LsVaoQQk4/+BoIRgJJhoh6LF26FoAWOMUjCAYDj2NOt9wgGX1ijxNigAIIX0PuABCCX2e7L+4Ja2KKFQ+kky3arBAffqcfMEmWaZVIOna3lSYhNvElF56uvrQzAYRH19fV62l6wKffLkybjpppvychvVyNHDFMh64kQg1hZHVdVYH+Fg0Diby9hue3sOo6Vs5SMEt1QNMzT0naZpiedElmOTWJplE4KX4/Oa4evZtaUX26FQHhSiEly19+T3IQQP2EPweDWopS2GiWN5soPi48blY4hURIUIwdliozAsnxHcJq/NphLc3uqIz1XF8F4JnsNp8FKy69oDb83UOsVtMsz4ZXq7E3u1t3sblPhEmLaqZk2Ougbgsd+jxuSX5upveyCuB996xbcW1VuriETVdvwnUeGd+sdYz3RdYdqeUSVuriK3V6rb2rTELo/G/i9b1zXawERNleDxgwSWgwj2Snvbc5byeU76uih85Xa+nXTSSX4PgYiK5JprrsGbb76Zdr3BwUFMmTIF5557bhFGRblwVJMC+akEl6SyqiqtdClD8HxUDPf0WA94UFEYX3BzmMzWokzCYMt3sCxP8bZso0zuN5U2IUTqSaazaYdifz0X+bWpKAoC8X7fhngluD55pll7e7tzTpiWFud8IPw8UHZkWUY0GkXUPm+EWRYhuGQPVtevBxQl8wGShaXIxW2/YT/LxAtW7VesnEpgc26FAmvAncl1hVsQaw5q47/rLTwck2NqiWpuc09woxrc3G7EVBGuB+JCD7/jAXgsYNYs4bcl9LZdlvwnvp4pFI+F7ZpxeWwc5jBcD8gVS79y/T7o908Pwo3g29YH3XJAwXFQwdZz3dxr3XwQwq2Fjb2aX3N5zl3OEsg0VHdspwDW8YsCUdWYN28eHn744bTr1dTUYPbs2Xj00UeLMCrKhaqqzr7p+QjB3a7HL72+yUcluIX9uRUCsAclVDxuf1vZPK9lcuDK6AcOOCvcPNzvcDgMxRyyuIXgVTbnB+WHJQTP4awqnaMdyqZNsdYGRaKqKiT7vt0UzLe1tWH69OnYaqut0NjYiBa3YC0YdB6c4vfHstLV1YWOjg5s3rwZHR0d6NLDz3z0mXb7jMnXR84s7Zns75NNTbGJsDPFSvCKlVk7lCz6MiedENOtCjxZL3BzGxRTqG0JYPU2KHrgrbhXNgtVdQTbqh4WaxpUOZoIjzVr5bTe/kSvANeiqtHyRJ8QMzY5ZmIZgPhya1uUZIw2KAF9YkwJgWDAaIsSDAehqVp8WWybkiqMiTT1ywLxFiiSqQWK0KzHPAKm34OREDQ5ioBposzY4wpIYSTaoRjtUVR9wIlJMgPBxCSYsTuRaDcitFhLFNuRcUnErmu0JHFrT2LaRlatS/LYEuXee+7B4T/6UeZjIKKKNnLkSHzxxRd+D4PSUBQl75XgRj9QhuAlI+8heLLT27PZFmVMlmUoipI4Nd3+tzVkiOcvuJIkJSpYy6QdSjQaTVSbZvF6DofDkGU5EaTb77eixNrLNDfnYbRUtfJQCe4IwYHY3/uYMdmNKUOapjlDcNuYIpEIIpEIJEnC6tWrMX78eOeGhg2zPh78PFA2Uk6AWqjPE11dwIgRmW+LDJZKcHsInsXBCsClap9/xxXDcwgubFNjpq0CTzIhYtJtJL1hzRGa2yfDdK1YTtIGJVEVrViqoPUAXJ9I0h6Am6u/zQG43q7EHn7rwbe9F7iWpie40INtvRe4FoBQhfF7bJlkWRYISkbALQUDQAQAYhUfAYSg6v+PxP4vBYPQZAWIhCAFNIhg7L4GIyGIqAwpHIk/ZrF+39CCEJoa+78eeqtqoid4IP5FU1NjR7/Nz51beC00AEmWpwrDzTLpC05ElCXXfqo2mqZh4cKFGMd+jyXPtRI8hy/uKSvBSzRQqwZGCB6NAvb+rtl8aa2rA2prgYGBxDI+v0XR1dVlBBIdHR1ob29HWw4HrvQJT0OhUNm0BbEE2FmEMJFIBLIso6GhIfl1ursZglNu8lAJLuw9wfXtFikEBwDJY4DW1NSEtWvXoi8+P0FNTU3iYNWwYcBnnyVWZnhWNlJNgBrJ4kwcu2BdHURzMyTzZxO+PnJmmaMgDxX7gEsIznYoFSODSvACjcDeHsPeC9y8ql4FDrj8qyX+NV/m6A1ubQOSaA2iOgJwfV1L+5Oo3j7FGoCrsuYIv+3Bt32STLtAMABVTYTggaAUOy0rKCGgxSbFVGUVIl4FHtBi4YwwVYUHAagygAggBTRoUBBACCKoGRN2GgcNVM2yXFM1SAENUjAegGuxqnCoKqRAIB6Aq7F/dabH21g3GIxVg0uBREBtTJgZrwY3hdielMgElrfccovfQyCiArrmmmssv1999dUYNWpU0nkxent78dBDD2HRokWYP39+MYZIOShEJTjboZQeIwR3mxwp2+rtYcOAL79M/M7nt+CSVeS1fP219QtMFn+zriF4iT6n/f39kCQpVgmfZQje39+fWNDYGJvM3twipbsbmDAhPwOm6pSHiTGDNTUQLS2Q1q9PLCz2wSnzbQMpewnX1dVh8eLFxu/t7e1oa2srm30LOaWcADUPleCBQADa0KEImkNwhqs5S9kOJcvPfY4QvL8/9lNXl9X2qHR4rwQXHiYAsvWATtoKJQlLD2hbKC4JEetTbZ+oEXD0srZXgetBrX3SSE3V4n2/o4mWKGoiANdkJT4Bph6Ga0bwrcX7cuvV36qsWsJvR0sUzRqEx4atGe1PAECLxh+3oARJlaACRisUvUI8GAkaVeAifl17pbhk3IZiaXkCxCvDowqCADTbchHQQ3FT1Xf88TVXgwtNhaQFYi1QYKsGN/MSXKdpdSIJYW2hksk2Mx2LB3847zxccfnlOW+HiErTvHnzjNPlAWD9+vU49dRT015vzpw5nBizDKiq6vyCk2MIbvTaZQheMowQ3C08ybIiCK2t1hC8RKuGK0myijx1zZqcQnBN//5QBmdvdHV1YfXq1QCAVatWYfvubljOT/IYgnd3d6Ovry9RrdraCqxZk1iJ+yvKhRB5CwjR2moNoov92vRYCS7LMlatWmVZZrTN4OeBsqVPgGo+ANve3o6IJMXaRpll+RoXra2A+QAvXx85K0g7lOHDnQu7ugC3FkhUVjLrCZ4LWxCeshWK24SKZo6JLzVrn3BVNXqC60G4JkdjAbWpuluv+tbDcKPq2xaA6wG33g/cXv2tRTXX8Fto1iBc0xKPoZFTq4mDC3qOHVD1NicBaFENgXDACMQ1VSAYCRhtUgBYqsJj1zN9PI63RpGCAaiydebhIAARCBgV4CKoxceqxGZM1RItT/Rq8Fi/8IDRI9xof2J+ToBYNXjsyrFtALbe4DCqwS3tTPTn3EsP8EyryfNg5YoVRb09Iiou/WwPIQSOP/54jBs3DhdccEHS9ZuamrDNNttgm222KdYQKQeeKsEz+FKTMlDjlxrfGF+G7KFMQwOQpMrLjSRJiW3x+S26ZBV5IXvP3izaoQAo+XYo9kp4aWAAkrklD+Bpf9XX14d169ZhXfw1297ejrZhw6wheInddyptjrPjNm92TmCZRSW4HhBKS5cmFhZpX2vcJ4+V4CnbZpTBATZKrq2tDaqqQlVVtLW1xQ4cmveXuhwqwS1YCZ4zSwiep3YowdZWiEAAkrn1c3c3Q/AK4D0EN0nbD9wsVRW4Key2V41LtssSld2mtidAovobiR7hjnYo5vYfqqktiL1Fiq1VilBF/P/xf+MBtx6Am6u/Y9XizvBbD7710FsV1iDcnFfHfpegqgJBCdA0FQHTBJkaNAQQiN1WUCAYCUKVVQQjQWgApED8dhELxmNV7QAiQMDW8kSoGrSABineDkVviyICGhAMQKgaJH3Cy/gkmUbwrVeFBwKxqnF9Ms2AvjyYeC4z6fnttVrbZb2c+4J7vO2pU6dmfxtEVPKOPfZY4//HH3885s6da1lG5c3RE1yInCrBzWcNMCQtLZIk5VyZGAgEEl+sSjwwrUTJKvKC9pAq20pwt+fUhwKLZOwhW8je3x5I++VelmWssBVwdHZ2onXoUFjuJV/PlAFL4AS4v36yDcHtr+kivZdqmoZANBprd2CW5G8sZdsMfh4oe5IkoaGhIfmkxEBW4WowGITKdjl5Z5kQPU/tUAKhELQhQxA0b4/PVUXIKgTPK81DSA77YtWo+LZsxz5hpmkyTL3C21IFrqqWinCjDUpUSUyAqephshbvCa5awm59PaEKy2WaJqCKROidLAQHrEE4IBCUJGNZUABBTUVAlRAIBiA0AUlNtELRg3BLOxTT/4MAhCpBi8Z6g2tQYttRtcT/XarB9UpwBALGJJlGb3D7c2daz1gfiPUbNFd2Z8IUSjtaomR4/Xw66aST8r5NIipN++yzDyZPnuz3MCiPHJXg/f15qV5zvR4/KPsvTyE4AD6/Pmlra4MkSdi0aRNGjRoVCyTyMDGm6/U0LTaRaooewMVkD9mCbiF4mrEmq1bVhgxhCE5Zs/TfBZx/k4FAVhOtBgIBaK2tsJyvVaTXpqqqCG/a5Lwgyd9Y0rYZkQjfLyqAJVQFnK/DxkZAD8gzEAgEoNongGUleM40TUscsMhXOxRJgtLSwhC8AuUvBE/WDzzNem4ky+SYIjEhprnKG7C2QNEDcFt7FLfJMJ2TYtr6gMeDbVVWoUVVSwCeaIeit0extkQxh9/mfwH3ANzMCL5N/xo/LmG48XjFJ87U6a1RAsFYX3GzAEJGWxS9P7gUDEKLL5OCAWhQAIQQiPcGFyFrNbilJ7geipurxuOV4LHwOvGcWu6yFDSuh2DAWyV3rsF2HoLxX/ziF7jvvvty2gYRlYfHH3/c7yFQnhWqes31evyg7L98huCsBPdVY2Nj4gtujn38kz6n+rZLJAS3h2yOSvCWlkRbwiSSVas6Jvzi/ooykPa9tLU1qzMqXFtFFOm1qaoqIhmE4EDsIF0wGERvby9Gjx6d2Efx80DZ8/Qaz0IgEIDs02u8khWiHYokSVDtf//87FcRinO+ny3wtvcDl4TwFI4bzC1ONGvoba0GV40JMAEY/48F37Y2KJZw3DzRpV71bW6HYg3A9ZYo5gBc1oQlCJfjl0XjPxqcP1ERC8fN15U1YfmJqonJN9V4QC9My8x9yfUJPfWKdk11PwBgP1CgP1b6/83V+pYDErbnIvF0q4mDFaYDGjk95yleC0RERF5J5jOL7B9mJQmwV+h4Zf/Su349oCiuq1KR5PillT3fS4OjjVGOIbhRCV5f76zkK7EvuG1tbWhqasLkyZMx0f5l3OOkmO3t7ZZl7e3tCNon/Cqx+02lTVVVa0CYw9waZn6H4KGNG60L6+rSziNRW1uLUCiUCMAB5/3n+0XZSVsJnsNr3BGsshI8ZyknxszyuQJiZ01Z8G+5IhS2HUqqfuBALMD00jMcplDbUgluXT/RNzwR0iYPuhOhr/5/LaqYgmK9DUqsGlxzaYFirwCXk1SB66O0t0axC0owKrc1SFCFiFeF61NLxv9VgXC8P7gW0AAZCEYCEEFh9AiPtTWRIKmS0R9cqJKl97f+f6P9SThkPEZSIGD0TJcCQaMlSiw6CMcHqRpV35Y+7G5H/jPp9w04eod7aYmSc19wD4477riCbp+I/PGLX/wCX375Je677z4jJL3mmmsy3s4pp5yS76FRIdk/zA4dmlX1mhACklsQ19MDuM0uTwVjmbDN/qU1wyp/VoKXBkVR8haCW9qhSFLsuqtXJ1Yowec1EAigqakJ6OuzXuDxi31bWxt6e3sxdOjQRI9bvp4pB2nboWR5RlUgEPAtdFIUBSH735iHClLLgTWd28SYJTTfAKXneI3na7LFYBAKg9W8sxyYy1M7FABQWbVfkTyH4Hffex/uvTfWBmLBP6/HH/54IVasWIGpU7fBySf8FKed8RsAwPHH/BjRaBT/uvNuQAjccNXl+OtVf8fiJZ9jywnt+O0Z8/CzX/wGgMCPDz0Q9XU1+Oe/7gEgcPWFv8ONd9yLRR99gvGjR+KSs+bhqF/8HoDAD773XYxuHYKrbv8vAIG/zDsGdz/1It76eAmGNzfi7/OOwo/+dA0gBL6/wxRsNWoYrnjweQhN4NwDd8NTi5bgtc9WojEcwlWHzMYJ9zwNJapit/ZRmNbagn+88SGE0HDSNpPwztfdeO3rLoQh4cJttsF5H32CzYqKGfWN2L62CTd99QUA4AcNbVg60I83B/sgAJzRNA7X9a3GRqFgi2Adtgs34d7+NRAA9owMRZcWxXvR2BHmY2pH4cHBrv/P3nmHSVLV6/89VdU1OezubA6zAXZBWRADXER+KigmwgWRoIgIAoKgYgCugBcBEVFBCYooggQR3AtejHgVFSSIGHCWZVl22cTG6dmdHLor/P44XdXnnKrqWFVdPXM+zzPPdFdXV53uqq7wnve8XwzYBuYrDTg01Y6HJ3pBALxN78AEbPw9S4c9fqJlLn4x3oe0lcUCVccHmmfgzv4dIACObpsOohD838heEIXgC91LsWrbTmzJjGN+cxPO3WcJrv77yyAKwQe656K9qQEPbdgKKARXvfNNWLV2M15K78WcjlZ85QNvw/n3/AGEEBz3pv2waNY0fPf3fwNRCK772LH4+XNr8NwrWzCjow13XHIOTrriJoAoeP/b3ozXL1uMb9z3cxBFwdUXnYXfP/sPPPH3HrS2tuC+b1+LUz51KSYyWRx1xGF461vehGtu+h5sAlz+2QvwtxdW43d/+gs0TcVDd30fZ57/GQwOD+Pw/zgU7z/6Xbj8mq8BAD736U9h3fpX8ctf/xYA8ND99+BTn/0cetN9ePOb3oiTT/ogLvmvywEAn7rgfOzcuRP/88jPAQD33H0XvnT5FXht23asXHkAzj77bHz2sxcDAM4++yyMjo7igQd+CgC44447cP3Xv45XN2zAvsuX4/Of+5ybBe7kA991110AgJtvvhm333471qxZg4WLFuHqr3zFFco/dPLJmDF9Om6//XYAwLe+9S3cf//9+Mc//oE5c+bgpptuwmmnnQYAOO6447B06VJ8+9vfBgB89atfxS9++Us8+8wz6Jw2DT/8wQ/woZNPhm1ZeM973oODDjoIN9xwAwDgyiuvxBNPPok//+lPaGxqwn333ovTP/pRjI+N4e3veAf+3xFH4JprrgEAXHLJJXjhhRfw2GOPgSgKfvbQQ/jEOeegf+9e/Mdhh+HYY47B5ZfT7/Czn/0sXn31VTz66KMAgAceeAAXX3wxdu7ciTe+8Y34yEc+gs9//vMAaFZ63549+NlDD7nfz5f/+7+xdcsWvO51r8MnP/lJfPrTnwZAOxKy2Szuu+8+AMDtt9+Ob914I15Ztw5Lly3DZZdeinPPPRcAcNqHP4zmpibceeedAIBvf/vbuPPOO9HT04MFCxbguuuuwxlnnAEA+OAHP4g5c+bgtttuAwDccMMNeOihh/D8889j5syZuPXWW3HKKacAAI455hjsu3w5brrxRgDANddcg9/89rd4+qmn0Nbejrt+9COccuqpMA0D73rXu/DmN78Z119/PQDg8ssvxzPPPovH//AH6A0N+Mn99+NjZ56JkeFhvO2II/Cuo47CVVddBQD4/Be+gDUvvujGaqxatQrnnnsu9uzZg0MPPRQnnHACLrvsMgBUhN26dSseeeQRAMB9992HSy65BNu3b8dBBx2Ej515Jj53Md1nzz33XAwMDuLBn9J99s4778Q1116LTRs3YsV+++HTF12ET33qU/RYk/t+7rnnHgDAbbfdhptvuQUvr12LxUuW4MorrsDZZ58NADjl1FPR0d6OO+64AwBw40034cd3340XXngB8+bNww033IDGpiZMRu68806Mj49j27ZtWLBgAQDgwgsv5AsfFoEQIkXweiMEZ4/jFlaDohWkCB4rnHtLZoJPCjgR3Lar6tzg3P0A3SdYETxh27Vgp04Z+7Ou62hqasq7VaUILqkCjxM8TJesKDrFmAneUIEIznWsOSS83oCkOFHu44Z0goeO22nhd41QhQhuyTiUSQmxS7y7Hx8eyL2BuXB0LiIFN7ebB85GYXA537nHOSe4G41hWyCWkZ/XtuhQYsuEbWRhG5l8Bng2A9vI5l+bGOfnM7KwMlla+DJX/NIYz+SKXmbp//FMzs1NH9OIExNm1nIfW1kT2TGDix9xolLMjImsaXNxJ477O8u4vovlgquCwZkrjJl7rBICBYCu5J/rCkFKpRnhRCXQGjWougJFVaCkFKi6CjWlQtVVaE0aiEKg6ipSTRqUFP1TdQ1qow6iKtAaG9xpSopOp8vSQBoaQTQdUBQQTQdJpfLP9UZAUUFUFdBS/HyqSh3cigYQhTq1iQIoWt7ZrWqu89t93XF0M4/d+dnXAK5X3eMEL/ZcpMjrJ510kswEl0xpJqsI/s1vfhPbtm3DTTfd5E778Y9/XPZyPvaxj4XZrFA57rjj3E6tqYht29iwYQP22Wef/MQf/ADIdboBAA45BPjrX8ta7pYtW/IF+1pbATZT9C9/AQ4/vMqWS8phYmICu3btwqJFi4D3vhd47LH8izfcAHzxiyUvK51OQ1VVTJs2DXjiCeDtb8+/2NFBI28kkfPqq69i8eLFVJAYGPAKSZs2AULkRxDc/gHQbfrEE/kZbrkFuPDCUNodBpZlYdOmTVi6dCnwpS8BX/ta/sVTTwUeeKCk5ezYsQNtbW1obW2lEx58kL7fYb/9gJdeCrHlksnM3r17YVkWZjhi7+c/D+SMJQCAM84AKriGGhwchPmb32Aau2/Ong3s3Flli4uze/dutN17L5q+8IX8xMMPp+fxAti2jVdffRXLli3LTxwZodcDLOvXA+w8kkSzfv16LFu2LB+hd+GFQM5oBQA45xwgZxoqB9u2sfWXv8Si447LTyQEyGaL1niQBLNx40YsWrQI6vi497e3YQOwdGlFy+27+GLMyJkUAQDHHgtM4XupyUK0cSg+uCK6xQvnftnRxLbhp9C7xS+d5bA54LlpbmY4k4Ptvjc3nX3dYrKzbZ98bRqPwj92BHDThkcA9xO/2RgUfzHcUcOd6BP2sQ0QgoxlQ1fo84zlCOg0GsXJAYcOEIXQtuZiUWjEiep+VpKLQ3G+A6Iq9LtJafnXTVq0kvueWcHZMmlhTMvKx6IEIcah2BYIFCpsWxZNpxder7aIpUQikZTKF9ibnhxJFrQl5eMZ2gpUHZcBCEOhZ8zgRfCEuUqnApwTvMqc2oJO8IEBatTQYr+UnnJwWZ9+jrlqneAsCXN5FRzZUIa7zRPZ4BfXIJGUSNGigVXEoUyInVx9fdTdWSQWs1oMw4BagRPcd8RgczPNEp+YyE/r65MieJ1RsIZMhU5wQoh3tINt0wgPsWCxpGRc574YhQJUF4fidzyS1D3hqoylFjhk3OHEz4jOCuKeHHCfx4wQDqYoI5sDbrH535b3se2I35bNuL1517eZsWBmTdimDSNrug5wt2glI4BnrHxxTL/H4p9fEUy/PwveZTvFMp22mRmmWCdTJNPJNqdCvpXLPDc82ehshrozzd0ObBFS57v32y7sNqmWYvtVjMUxnWgTiUQikdQXhmEUF8ErjEPhRHAWebEcO5HFofi91+9mSxIt4m9K14GWlpLf7okuSHgBO25IfhX7s6ZphT/3nj1UiJFISiDKwphmezs/0TC8efgRYJomlIEBfmKl8SWEJL6DTVImIYngALzFX4HEnXvqEUJIuAXvAdjydzwpSZ7VNkjw5ITXvDAuFsp0p7OiLlMk03nN+Z8vlJl3gVvMNNvMi8lWTiy3TItxf1NXt4W829sRqHkxHJxwzb+ffY93Gex/Rwj3rN/Kt5X97wjeriBu2cxn8S8e6m4K4ftzt4PwOP+dmx5B2jZNLh6HlNpRUiFRL/9b7FA/iUQikdQNpmnyxfWAUG7cC4rg8mI5dmIVweVNa/yI33lXV1kOUUVReNdmwn+z3AgWsdOljP1ZVVUYhhH8XsMAhocrbKVkqlG0aGAVTnBP0UC/5UeArwhehYNUdopPMqo4/orYDQ3ezluZCx4O4nbq7KyuIG3CO8ollVHGHiFcYJbjvq1QmLTFIhMirGDLiLN+76OCrukRfHmx3Bbek48+cVdpWrA4wdorVAP+WeB8bIrfn/g6PP+dZeVF9/z7LOYz2K7gTcVv8bug35nl0zFgut+JZ1u4nQmm9zuOYX8IhSrX/cq6dSE1RCKRSCRxEqUT3BWX5E1vzXFFcNP0ZnaXuX256Ay/m9aECaZTAvE3VaHY5pJwl1dYnTqeOBTZqSOpgqic4Kqqwmxu9sZMxbBvmqYJMjjIT6ymkKW8HphchOgEByD3j6gQRfBqOrIQ4ASXo6bqnpKDDAkpbXtzRTFZKhXCLd5d7BVfGUHWYoXafLQHK+g6Yi/rhOYXl88Ct9x581nglo+LO+/MDnZxA7xA7odp21AJfZ3mgzN54MjngDuZ4ApIbll0HaoFKKYNS7FATAJiWvlscPfPAlI0Pxxq3jGvKkruNea7N61cprgFJZXfHsSZKee8J+ybnHkU1f2fm+ib8U1sG7Ybf265nzZ4XlLTvPClMstNIpmUnHzyyVUvgxCCBx98MITWSKLA1wkekgg+4eR+ypuammOaJhoaGvyLVlbjBAdk5nsN8GQPRy2CJ2ybRhaH0tZGhUbWHb5nD7B4ceWNlUwZPE7wkH6XiqLAsm36/l27gpcfAbZtg4QpoMnrgclF2CJ4VxewZUv+uXSCh0MVtTN8EX/HpgkMDlYVsSKpPaVX8yEEpMqM58CoilwGOBGywm1ulnzWt5M3bQe0x9/JnJ9mm2IUiFAQ02ILY/LxIqKTm3Vk52NOCru4HajY7fmWnBYDIDDtfCFMRwiny6KP1dxjR5BXTAtEZYRv1WbiXQiISWCZNohpg+TEbUfsdotm5h6LgjhRc4UxRde3ZdLCmM42UhRPEU3vRsotoxoxOwoxvMgyL7v00nDXJ5FIEsGqVauqXgaJuGiTpDoMw0AqxXfaykzwyYfrnN292/titSL49On8TWvCXMOTEcMw+M6rsEXwhMehhOkE5+JQnMxi9neSsM8uSS5c55RthyYQusfc6dNjF8EBeDtPS3SCE0K8HXbyeqBusSyLv6a3rFDjUADI/SMqQt5OxO8ao69PiuB1Thkl7Su4uY8z9sInjoONPHGnCY/9srIBMIJ5Ll7Eyr/GusDZ5w7FBHBxXqHVuf85kZuQ3PvY5+AeU/e41w2uMmk3lmmDKHlHOxX8iSt2s25v7vszLdgKL4jnFgiIw8r9KHk+y180r6Hr249zzz03FLFMIpEki40bN9a6CZKIMU0TTU1N/MQQckylCJ4sXNFQ3LaNjYC4/YvgKaIot2/sRC6CJzwOxbIs6LoOZLPUfcZSTRyK834pgksqgBuhMDhI3ZEsFf4uCSE0s79WnVMVOsGd6CxOBE/4sUUSjGdbDgx4IxGqEFcJIbBnzODVNekED4eQ41BIaytsXQfJZPIT+/qApUurWq6ktpQRh0Lg0WuByoXusATynCucLpJxi3tW5y2QGbhITvhmhHEmCxyA6wJ3EDPBWVgxHML7HFhRO78MKoA7MSni6ynixKh4OymsnNubKIU7MGzLAlGVfFa6acIOcnH7ucCRykWf+L/HNk1vthvfAH+hO2ECuEQimbx0d3fXugmSiPHNBI+6MKYUSWMnUASvYNv6OsFZ5PaNHM/vtreXn2HmzIqWa9s2dfqJ23Tv3mBjRg1w92e/eJ8ybu49BUEBuT9LKoYTCf3E3Xp1yVboBHeuA7gOO3k9ULdwI3AA/328CnFVURSvCC73j4rhzm0hx6GomgZ7+nSQnTuD1yGpO8K7witV1GbmI7ZdODvcjT8xfaYFr090fwfO48aeWPkoFObPdYMzxTH9XN1+RTKdefwLZHpzxb2v2Z73+c2TzyNnMsqFApnOfxqJ4sSe5CJgSixo6Yjj9LvPdToEFS51likuOxd7UxG1LKbJcNqHP1zrJkgkEomkAjw3qGNjwPg4P1MFN+5c1q686a05gSJ4Bc5Ejwje1cXPILdv5Hic4KJbTtwmJeC6TQHvfmFZ1PWXEFzHbcgiDIDER8FIko0bFyEeB1MpoLW1uoXHfC61bZvqEqIIXoYT3DPSQl4P1C0eJ7h4bNR1oLm54uWrqgpL3D+kE7xibNvOb6+Q41AURYEldobJ33LdU7IIHmrWaYnCa9F5/cRxBifuxC8CpVQcEdkyLS7+hP5nhXD+fcECuH9hTK8Y7r8sdv18G/ITLVEAtwpXNLWF74iNhHHc4QUJEr0nIc1lDqWWSCSTB8uysHnzZjz33HPYvHkzL45JEo/HURqSe83JAgXgf9Mrq8jHinvzGoIT3HPtK29aY8cjgofgBOcEK7/9IkFisNupI97YNzfTiJ9qkHENkjDw63CsVjeIeZSCaZrQxsa85+syneAcUgSvW4o6wadPr2ofVxQFtriPy+uJiuHimUKOQ1EUBZa4DPlbrntKd4InoOBXoPO4xPcWc4dz8wcIx6IQ7ReH4i9yeydazB+7jELv81svO68z3fZrRBFYB30x4TuoKGkprwcWSK0D7rzzzlo3QSKRxMzg4CC++MUvYvbs2Vi6dCkOO+wwLF26FLNnz8all16KoaGhWjdRUgKcUwTw3tQQUvINL/825vpIvOmdmABGR8tepqQ6CCGhRN14kE7w2InCCe7k9wKgOfENDfwMCdqulmWFFu/jQYrgkjCI4lgbs4BsmiZSw8PeF0oU0Dz1IwApgtcx7nHXIeTjr6IoMMV9S4rgFVMwnqnaOBRV9TrB5bmy7ikjDqX2IrhDIYG1VKGcdz7ns7+dyBA6T+WCcpDbG/AK3/B5zs4fJK6zywvCYpzslhvzwrjGy+gYKIWg759IJ5xEIqlD1q1bhze96U341re+Bdu28cEPfhAXXHABTjrpJADAN77xDbzlLW/Bq6++WuOWSspGvIjt7CytkHMhgqrIS+InCtFQFFzlTWvkcDFGtu39zitwgnOCFSGJjgUJM+MeELJTZSa4pAIymQwMw0DGKRQXdrFav2VE/Js0DAOaKIIrSsmxLiU5wYeGaIFbSeLhnMVAJCK4JZ3gocF1WkQQh2J2dPAT5bmy7ok+DiXMApiBqyieE+67yDIFYDF6pJAr25nOxpgARQRr933ByxTXV0ifZ2NNRGjOeQXbpogDfLLz7W9/u9ZNkEgkMTE+Po6TTjoJr776Ki6//HJs27YNDz30EG655RY8+OCD2LZtG6666iqsX78eH/rQh/I3hJL6IAqRtL3dW1BPXizXhii2r4xDiR3OCT4wABgGP0O1TnAg0Y5ot4BnCPuz53MnWPyXJJN0Oo2enh6MjIygp6cH6XQ6nmNtHHEo4qi+zs6SC+R6fltA4qOWJMFE7QRXVdXrBN+zB6gi9WAqwznBQ45DUVUVpswEn3TUJhM8QVglurytIrnavDAdv+uZzwmPffVTBhmHIpnKTNbzQBD33HMPVq9ejSuvvBLXXHMNGoQh87qu48tf/jKuvvpq/Otf/8J9991Xo5ZKKiKKIdyKIt2VSSEOJ7jMfI8czpEn5oEDFYngnuiCeogtCEkEN9hOhASL/5LkkclksHnzZm7a5s2bYe7ezc8YghPck5ccRxzKyAg/sYx4NF8nuN9vNInHFomHOJzghrh/2bZXwJWUhLu9LCuSTHCPCC7PlXVPGZngZSSn1BGKWpqooyiF51MZcUitgVDEfowSP5KkAnp6emrdBImkZkw1EfwnP/kJZs+ejSuuuKLgfJdeeinmzJmDe++9N6aWScrF9hMqQ7ypKVocUxIL3HYOORcSgHfbZrN0iLskUtxzj+i8b26mf2VST05wlxCOV5qm8UJdPXxuSWKYmJjwnW6Jv8swoiJE0am/3zsKJERM04Q6OMhPLOOc4SuCp1J0dBiLvB6oCzyFMaOI2PDrZJGjyyrCdYIPDXmTIUJw7RvydzzpKN0JXkQELvDGyt4nUmA4ElHUovP4LlItb35H3M7/56cXex9Q+At3XismYvOCe4Hl5T6f3+ckCgEp8/PnFlb+eyYRCxYsqHUTJJLaMcVE8Jdffhnvec97+KJsPqiqiqOPPhpr166NqWWScuFyhR1CFMG5G2AZMVAzuBtX0TVcQXa0gyuu+7mO5c1QfIRQFBPwEazqQQwOoVOn6OeWIxskBRBHwzmo/f38hCqd4IqiwPLbv8X1hIhhGFBEEbxaJzggO8XrFC5eAwh95KCiKLBSKaCtjX/Bb7STpChufI2fk75KAwQhBIbMBJ90lBGHUh9OcFJiUStWAFZUwjnCHdGY5KaRCqzVKqFitd9bS/kmRWE9aFmlwn6mUt3vYWJPEvHsuuuuq3UTJJKaMdWc4AMDA5g1a1ZJ886cOROD4g2UJDEYhsG7eoD4RHB5sRwb4+PjME2T5vOHJIITQvIieGsrdfexSOdWfIS0TesyDiUEJ6InDkX83IYBiMUBJZIcuq6ju7ubm9bd3Q0lLhE8wt9ltU5wzzHFQXaK1yUeJ3jIIrg7GkkW2w4Ft9NC/H2pasnFbYMghHgLY8rfcd1Tl5ngJCI3sqIqILlev0qc78Ud3My6wD/22xB5p3nh5RV0l3PivndBrEuclOmk96PUToh65Ywzzqh1EySSmpGk80AczJ8/Hzt27Chp3p07d8qRIgmmJCd4FTfuUgSvPel0Gi+//DIGBgaw+u9/98aUVOgaVhQlH51BiH8uuCQSLMvizzshOsELxqEkZJsWjPeJIg7Fbz0SCUNXVxf22WcfTJs2DStXrkRXV1d0LtmWFv6FiEVwZWCAn1htHAogiynXKZ7CmCGOLAOYThMpgoeCmwnu11kcwr2rp1Mu4ngmSfSUp3rGEG1SaF6PwMqK4T7COFEVKmyrCoiquu7vcmJQHBe4oiqcuzv/OP8cYF/3+8/Py4rf+WXyrm82ekVcN/86cf8UhYCopGQHO8l9R9x3pjDfnc/24joinNfZbVWgo8Kuk1EFEomEZ6qJ4EcddRR++9vfUldpAQzDwGOPPYb3vOc9MbVMUi6+TvAQb9ylCF5bxIJtmt+w+QpvWj2CqbxpjQ1P59UUc4JzQkxIhTG5z93WRp1yLFIElxRBVVU0NzdD13U6Qfy9VOkEd4+5MXZOGYYBUkUcSuD1sXi+kHEXdYGnMGZIHbAObue6vJ4IBdcJHnJRTAff/HZZxLSuKUuNLOiOLlXYZOazCalcWC+YEa4E5l0TwflMxWJHKCfcnxshwnxuUVfmC1IGR5b4vY/9Y5chLi+o6KY3m9y7HqKSXP434YRtMQKmFNxOiFKd+CE4y/MrT4Zw/sEPfrDWTZBIasbUksCBCy+8EENDQ7jyyisLznf11VdjeHgYF110UUwtk5RLTTPBEyKoTWbEgm2aeHOiKBXfDHFOcEBu3xgxDIP/3UblBBfF9IQIEZwQE5IIzsWhEJJYF7wkuXD7pWl6s7rDcIJbVqxRIpZlgYifIwwBLaHHFklhbNvOd2xks959vEonuIxDCRe3wziKguiANw4FkB3GdU55IngcQiS7DsVHdBUF2DKEVqIovo8L4QjFRKUOayDvus67uEmgeM27tnnHNgs7zesG97rDxSgULmpFVUqOc+G+kwIOeV83eFD0SdB3S5TEiNmVMmfOnFo3QSKpHVPMCX7AAQfg5ptvxo033oiLL77Yk/k9NDSEL3zhC7jhhhvwwx/+EPvuu2+NWiopRtSZ4FzMgBRJY0cs2OYRwadP9zpeS8TjGpY3rbHhEcGjcoIn1K3p3thbVjROcEBmFkvKhstL7u/3FlMNIxPcTwSP+FzqEcHLcIIHIh6jEnJskRTHFcH99jvpBE8UgU7wKjvkXBoaYo1nkkSPVnyWPL4iOFEA2/JOL7qwCt/nh6ICyIIoKmzFApDNrUJxXeHEzMd9sI8VS4Gt2iAKdUbbOZe0rSqwTTu3eAUWaFtVQmDatuu6tkAA2IwLmz73/4/cY/dLyC0zP0UUwp1p/lEsXmHdiUJRXLe34hbDdF3uCnGd7873lHe956Nj3O+OFcdFgTvXKREYf6KoIKqKgrXmieIvnCdQNL/tttvwzne+s9bNkEhqwlSLQ3EK4b797W/HzTffjJtvvtl3vrlz5+KRRx7BI4884nmNEIIHH3ww0nZKihOHE9x1I0sRPHacgm1OJIonDqUK11ZRJ7i8aY0MT+dVVE5wcTnDw8D4ONDYWNHyw8IVG4eGqBDOEkYmuN9ypAguKYJlWfnzqd/+EpUTPOpzqSighSGCS5Gz/vHbZiF09JimKUcKhERgJnhITnAAsGfMABkZyU+Q1/Z1TVkieMkxGA6lCt25+WyigNgWQBTYsIRZcgK3abqCKVFU2FbuYk5RgNxjR9w2TX4ZiqrAysKdJ6eV+zRHAWBx0Sgwc7nglsmJ3QoAcFnfQQK4IwOzIhKd5nWFBzvB+WxxbxyKK2YzgrcSkOvtfA9sHngQRFUYZ74S7M4vdR8JQ+COQiBPmOgukSSJqSaCX3HFFSXNt337dqxatcr3tan2nSWViYkJjI+PI5VK0RzT8XFgdJSfSRbGrGu6urowPj4OXdcxvamJfzFMEVwWxowNwzCQSqXyE0JyghNC+KKTfstJp4EaFzt2RXA/obGCm3uPAx6QIrikbEzTDM4Db2qif1XgHnPjjuqJwkUqneD1j7jNpk0DRFNFmbj3BrKTJBSijkNRFIUeD7ZsyU+U58q6pjwneAkRIjYhILbtFcCJQuXgIFE8QDCnQrfPe5Tc8MCcC9ydpvAXd3m3NxW9HdFXsRRYOVc4US3q/rYUENXOvS8vfNuqTZ3hlg3FJFBt5NzgVNy2bDaPm04zbT9nOODnBAeCs8WDcr+dOBZWFHcLYuaiUFhB3HnuZIHnXeJ5B7gzD+sAF7e5b0FMdpv4PaZvhB92GQKRO28NheobbrihZuuWSGqJUsLxf7KxcePGWjdBEgLpdBp9fX3oy91Ad3d3o8uv2GlUmeD9/bQDv8I4Dkl5tLe3e+NQpBO8LjEMA02soBZycTKXzk76+2QF4oSI4L7uNk0DWlvLXp5vp6zMBJeUScGCrVU6ZAF6zDUMI96oHtuuenQYISQfy+CQ0KglSRmI550q88A5pAgeCpZl0fNbRHEoiqLAnj6dr40lz5V1TZkiuCCA+onT/m+sKPqEqDmnN+fyZtzfzHyw8mI5UVUQ0/K4vYmqAlnDne6IvYrlRKbYbmyIYuUjUVxXtUlcN7iu0FgUVuRmneC6AtA0lWAnuF9dSr/cb10hHie4ArG4puP4zkehOAUx6Wd3XO1MEVBW+Hb/VHeag+JM5/LDhRgULm+9SERKEESBHXUESpXLfuihh3DZZZeF1BiJpH6Yio7m7u7uWjdBUiWZTMaNyHDYvHkzOhQFKXHmKoY+FxTBbZtemIcl2EkCcZ2zIYql0gleO7hM8IkJQKjLEJoYoSj0d7t7d35aAsSqQHfb9Onh1eiQmeCSMuEKY4rHvxBEp7jjUCzLgjoxAYid42V+FidmiRPBxWPU0BA9lgl1LCQJRjwXhHktJ0Xw0PAVwUN0gtuyw3hSUWZhzBhEkCCRUmFEWEWlAqvHiaxwwqvCuJnd/wrvcHYeO+5ooiqMGzogX1uhgrSuEM6VrSuEm8b+d4Ts/OveP+88xEcAhyuA59dHkGLaysa4KKoCNaVywjjrAne+E/rV87Eovm5w57t3tgkKu8OJqnIO7qhFbjtil/jzzz8f6fIlkqQyFUVwSf3j5nQLZHft4id0dFQ1vJUTwf1unOXFciy4GdIhxWYAJeRHy5vWyOCy/CMoTlZwWQnYroFxKGEV+/JblhTBJUXgCmOKv8uQnOBxiuCmaSI1NOR9oQIR3BM3FBS1JEksrqvYIaoRSH7LGhz0dsZISieiOBRVVWGLRhl5rqxryhbBS4lEKX2Bin8cRhlCqSuGC1EcbL61I2zTl3iBl1tWzkmdF5Dz7moxY1tR8sUoHRFbjCcRBXBR7Pb+QRC//YpiitngxM0CJwrfbkcQp5/NEfjzxTCdz8z9V3yEb+c79RO7fdzh4vSqKbYvxBjTMDPMIVASSR0R6rFfIomJhgC3leeGt0pRicsYbmwEmpv5GaQIHgu2bVMXXogiuGmaGB0dRca5MfUTZth8aUlocIUxRSGCkFCLXiVVBFcURYrgkkTBuZ0jcoKbphlbVI9hGN5rAkJo53gZ+Irg06Z571MTcGyRBONx84d4PeHBT1CX14uVE2EciiVeb8jtVNeUrWoUjLgoQbh2ncDswcWZ5vd+j/iq5sVWoS1UEM+5k1XV43J24j7cGBTGJa7qqjcvO8ANrqToe/3c26wjnHVqs4/Z537ziUK483qKEKSI6DgHtJTKtZGoBEqKtl1Nqe5noyI5/axuNjoThaKI05T84/z3rwQ4wH0es9PEbUuEZYoktEDlrbfeWusmSCQ1QTrBJfWIruueWJvu7m7vDW8I7jWOBApqU4qQhi+n02ls3LgR6XQaPT09SKfT3mVNTAAjIxU2VFIM99wjbtMZM6rO2S9YHDMBcShROMGd3OLAZckbe0kRuExwNkIICEUgDHSCR9RB4+sE9xOvi+BbeNaJWmJJwLFFEgw30gGI1gk+bZo32kpeL1ZORHEotm1jvKWFnyjPlXVN+UpjCTnPnLu7CjGTW44QdcI5kVlhnHmNMAKv+1zhRV7CPeYzs/PCOBW+VV2Fqivucy2leoRwKlbDI3SzYnahaUHiOBuBwjrMHQGcKASqnhe+WUGcdYEruSxwv3gYoqq+UTFuHjjTwcAJ3WJMjbgNCxXFdF4rdT+psTh+yimn1HT9EkmtmMoi+KOPPopjjz0WCxcuhK7rUFXV90+rslq8JBpmzJiB9vZ2LF++HCtXrkRXV1ck7jWOWbP456JQIImWEApZBeXJZ9raiq9PEj4hCxFFs94TsE0LZoJXiKZpvFAnM8ElZWLbdv6aUIwWmz276uUHiuCjo8D4eNXLFzFNE+rAAD+xgt+YrxMckMUx6wyukweItDCmrapeoTYB5566xDQB8XccggieTqexY8cOeCRvea6sa8q+Y/ctjllh4Us/bKLkS0falrcQplCAkX9NBRSTTlcswDShqApsM18A0wJfOFOx+Ndt1XZzsy0ASkqFZdpQwBfJVKDAtmwoJgEsG7pCkLEAthCmaSPXu2dDJQSmTYVsM+c8UQVRiX3OZo0HZYwrCmEEcNUVwPPRLYpQJJMR+tkOAMYVz8bFsC5wJ3YmKP9b7ITwGzFgF3L8+1FovlKWUa5gnlD3uURSawghU1YE/9SnPoXbb78dtm2jubkZ++23X2DEhiSZGIaBVCqFNla8jDJeAPCK4PKmNz4sy9vJUcFNa1Ce/ERDA3RNAwwjP7GvD1i8uOx1SMog5CHpTta7K3bUkxO8iht7VVXdYyIA/zgU2w6v8KZkchOnCA7QY+38+VWvg8UwDDSKRXfDFMFnzgReein/XIqciYYr/ApEVhjT2c/Vri7+GC/3j8ro7/dOq/LanjVDmGI8knSC1zVli+CKosDn8F4cR2AUxXKiAHaRJSoqYJn5/+40K+c+tmArJhXPLRU2slSIZcRuYikgZl7UVVQFlpqfln/dgqo7Aq4JO1dY0oRJxW9LAXTAzFggZs4tbtpA1oSuUKHbtIGMlRe8FVBB3Xkuit8szmuO+O1M8xPAnRxw1rHOxqI4wjgf9+KNP2Fd4ADjAGcc3ty2YERuNoJGzGYnqgp3oGk5UTksuee+2fE14Jhjjql1EySS2JmqAvj//M//4Hvf+x5WrFiBW2+9FUcddVStmySpAE7wcYhIBHcdctIJHjtutMWePfT6kKUCwTSos6uhsZHeBO/cmZ8ob1pDxxZz1iNwgpummT82JNAJ7ooxIeaceoQ6cVnZLDA8DPiNeJBIRKIUwTs7aWcMeyyIQAQ3TRNKSE7wjF9RwwR2sEmCicsJzong69YFr09SEO7aT6RKJzhrhjCkCD6pqM4JXnxmKnoLTnGbKCC25TrJbUJA4COSMwI5dX1b9D/gOsQJAFsxOVEcipqbboGoJuf2VnUNZsYAsajoq+j0K7BzYrkKDbaZha0SAP6flSh5Qcg2bViKBQ2AYlpQLTCO7/wfQAXwVM4R7odK2MfEfe5EoABAihG7HQGcjWhxxe6cI1zVVaipvCiupLS8QzylebLRnWn5v3wUCnFiZ9hipG5cCiN+s8J4gPO7UExKpY5sOwYn977Ll0e+DokkaUzVoph33HEH2tra8Mc//hFz5sypdXMkFWIYhjeqJgIR3L2hUVXvTZIUwSPHLYrpdwNZgWDq5MmzkSjd3d3QdZ06FFkRXN4MhY5pmvzvNiInuEsCRXAg1wkdZRyK328jnZYiuKQ0IhDBXeOFqlIhnO0EiuBYG3scSkKOLRJ/OCe4bUfmBHfPQXL/qAr3unv7dv6F5magqamqZbNmCKO9nX/RiWdqbKxqHZLaUH5hzCDxUphW1LlbQABlHcE2IUwhTOE9oiDP5oQz/73Z30IetioKwHl3dT5CJJ+1nS84yTivc8UyFcXr2mbzv4OKYvq9li+OSd+fYtblFLx0BHCiMMU73ddUPgYl6HvIucDFgpjOd0xY0ZvbVH6FSfPbyLMP+MWhKGXEo/hRjjgXgkh+0403Vr0MiaTeUKaoCP6vf/0LxxxzjBTA65xsNhuLCM6JS9IJHjtudIR4w9rWBlQYYdTV1YWVK1eipaUlnydPX+BnlDetoePpvIrICe6SZLdmiMcrJw7FpbXVexMvj1eSUhgepkIQSwgiOEcMmfWmaUIRoxTCjkNhSdKxReKBc4IPDwOiuz9EJ7hpmvJ6okosy6L3qRF0yDlmCAAwOju9M8hc8LqlImVDKVSNvZjQWI4QyYml+UKMfhEczjSiMo+ZgpmuqJt77HFAM2K4mtKY7GzCRYuouuI+VlQl95x3YmspFSmVeIpYsiI3Fcr5P174zgvoKZUWwGTFdpIrcukp2skWxVSceUjuMwmFQYXvILAgJhjB24lC4Qpjqh4xmgj7SDGXtuf1EjpaCiLzvSWS0JiqcShDQ0NYuHBhrZshqZKSnOB+2aMVMDg4SIdDy0zw2AkUwau8YdV1HZqmUQe4g7i/SCd46Hh+t7VwgouRLLUiZBGcE+pkfJOkDLiYIlF0AqIXwSM41hqGASWEyCEpgk8OOCe437YKORNciuDV4W6vCERwgJoh9ttvP7T4xTDJa7+6pew4FAAgqgYYWfrEKY4ZODMTheJXQFNRAAuwYXGRKG5kClHoa6qay/uGmwvuZE6zmeBuNIqSzw5XdMDKZKGk6Me1MkbO+Z0CkAWgwTYtAIb7WIWWe+585vxJnyjsY0KLaaoEZoa48ShEJVABaKYNy7RgWfQ9+SgUf1HJiUBxMr/puh1BW3GFeDYP3BXEcw5w8TGdhzrdVV2DktKg6BrUlAYllYKia/mOgVT+sdu5oKXo41SKzwRnhHK248EThVKqoB0gXPs6yj3zVCl6l/j+a665prr1SCR1yFR1gi9atAhpeTFa9xiGgdbWVn6ieOFapRM8nU6jl7lZ2qehAVx6oBSVIscwDCqCh+wY9kXetEZO1E5wj2AlClWmSQttVZkpGgohx6GMiu7dmTOBLVvyz+XxShKA67oEvKJTUxMdWRAm4r4eURwKCcEJ7hld4iDPF3WF26EOeLdVQ0No+7gUwcMhSie4Q1NTE9UNOzv5ApzSCV63VCaCl5MLnn9TQFFMHwE9IEvchRW5TTMf1eEUylStvGDuupv5bHDFUmCrChRQIdxSFSg54dtOabBgcEK4mTHdgplmxoSaywu3cyI3AECnz4lJ3Ok0joTQ4pmgueGFYIVv+lUQzvntONCd5TrRLGyEC3WD5x3sSkrLR70ExKA48yiiC9wpgKn6FcL0j6MhqlowCsV9zU9YY8XoYsJ0DYS53/z2t9h///1jX69EUiumqgAOAIceeigee+yxfLFDSV0SdSY4Wz3eYXs2y4vgvb25a5Sp+3uKmqic4AAdDcMdB0R3orxpDR23U8Mh5O2qKAqy2Wx+gt9okHS69iL42BjNHWUJ0wkOSCe4pGS4qAg/0Snsa6UYnOC2bYOEcE0gneCTA66jx6/zNaR9XGaCh4N7TIpQBFcUhY6CmTGDF8GlE7xuCTcOxREtS4hEKdm5yzqJHacx8kI8F7vB3lyy8zmCr18mdq74o0ckZuJCXDc1E41CC04KRSmZnG4nNkVR6XQlxcaWqPnXmOeuq9tZlrA8N5ecXU4qH83CCuD5THAx5kURxO78f/p9CS5wx+XNfKfcd+2Jp2HmcUXvAtva7/UER5k8/dRTtW6CRBIrU7UoJgB89rOfxfbt2/HlL3+51k2RVIEnE3xiAhgZ4WeqQlRiq8e76xSFM8PgL5wloROlCO4RN8SbVnkjFDpc55VtR+IE5+JQmpvpH0sNxQi308XPaVaFMO/JBAdkfJOkZLioiAhFJ5cYMsF9l1vBNUGgWcLvfFFoFL2kpnBO8IiKYgIyEzws4nCCu8govElDZU5wR5j2c2kz2ISA2HbhSBSiUClejEQBaNRJbl7OWawoNBKFE2ItTzQKoMO2rFxMiuW6wdmPbcKAAg22aXq+DlvJt5MwDm6i2rn4FMAyacFJM2ty7m9btaECsEwLtmlDhQIr5wa3nUyUlPC9qvnP6Li+6eO885tzhStKYByK4wB3Y1Ccx7noEyWVcoVxRddyy9LcTgExa52LQGHy19kipI5YbpdSPFUU1opFoZTawRI0T0jCeptYGVgimeQoU9gBffDBB+O6667Df/3Xf2Ht2rW46KKLcNBBB6Gjo6P4myWJwbZtfkSDmP0JVCWCN/gUXTT8RKre3lAKcEr8MU0TqVQqMhGcE2XlTWvkcN/34CDtSGIJuzAmQPcVdlRHDcVgV2z0E/38CnSViHSCS6qhqBM8bOISnSIolu0SFLUkrwcSCbePi+f2kIpiAsxoJDlSoCoCM8HnzAl/ZeJvVsah1C0VieAAzQW3jVy1XL9c8JJEcsUVuYNXlL9xdTPAkRO1kRPKVRW2lcsE13KvGxkqhGsp2AZANACWmZPYDTcWRYVGhXAmH9xtn8oI34qTGQ7YpgVLycWV5KJPiEpgZU1X7GYFcaQA28qL4sVwI1EY4Zt+/rzYDcAVvKmYnfs8Oh9vwgndzmMhB1yMSIGWokVFnSxwVQXR9Hw8ihuX4nV/O9vI2Xa2kAvOCeSFHOBliNZV54GXwV0/+lFs65JIksBUdoIDwKWXXop//OMfWLVqFR5++OGC8xJCvA47SfLwu2it4mbUqR7PRqIsWr4caG+n4p3D7t3AihUVr0dSGNM00dTUFEkmuKZpvHAo3UCRw4ngfqJA2IUxAbqvsCJ4DTs3XDei2GnX2QkEjcgtAXdYN4sUwSUlEpcT3I2giiETnExMAGJOfpgCtd85SHaKJ5aChTFDdIKrqkpHEorLHBuj+6M4Mknii3SCSyqhYhFcUVWY5d7rFyuSSRTANgNftwlxBW/XDU4bkxdi2WnOxa3rHFdBQF3dRFVALHqAE/PBbYuJB2HmczLCbZMAGROAmneF5/oDbNOGAgsW6MHNFcNVKparjGBsW3yBTfcx4wB3njvOb9EN7sSfsAI4G4HiCt0+OeB+84nxJrzbW4w+8brDXZG7RGHaFuctVdCukTB3yqmn4sGf/rQm65ZIasFUzgQHgIsuugirVq2Cbdtobm7G0qVLfZ2/kjpCvGhtbwfEzPAy6erqQmNjI3bt2oWFCxdC13Uq0okiuCQyoo5D4Tq4pBM8ckzTzIvg4vfb1FS1QBDoBGepoSPPdSNG6VB1ED+3PFZJAojLCe4UDVQjFp1s24YyMOB9IczfWWMjLaY4PJyflk7LTvGEwo0ejNgJ7psJ7qx30aLQ1jWZsSyLXnPHIILb06eDGx8tRfC6pXInuKL5O7kF8bpYJIpNFLozKQAsi86PfGFMx/lNZ3ZEbZUTtW3LyrvEmTgUWwNgig5xQNHzzbVycSgAYGaMnBCeWx3j2rYVy3WGO/+Jafu6wmlEiu3OS0zCLFNwX/h9t64ITlwXpicKJReRkneDEzfyxC8ChT5W87EnSi4aJaW5znHq+E65bm/xPynkAs85xtlPx7nAnYKYZbjAK4pC8f1Ci2fUl4opXZ6SKcRUF8B//vOf47bbbsOKFStw66234qijjqp1kyRl4nE8ApGJSo2NjVAUhV6MA9RduWFDfgYpLEVKlCJ4USf4+Lh0boUMV4g0gm1qmibGx8eRyWTyv9kEdW64+3McIrh0gktKhHPJivtJHCJ4yPEDpmkiNTTkfSHsgrgzZ/IiuIy8qA/iyATv6KCje9hrDCmCl4xlWVDGx/nfFxC6CK6qKqxp08CNw5JxKHVLVU5wfoJPJEoOVwgHCrvBFQUwmdcAwLbyYjtRaG64qgIWI7gq9KBBBXEz72IGgFQKdjYfoeLOy+SDs9nfbFyJxUy3Vct9zTatXA44dYUT04aiEhqDYuWEcSb/m10mK4LbluUbNRDoBM8J385jR/x2XN2sqO08ZyNQWIHccYazAjgYAZxoOkgqF4fiEcZ9MsLdxvPxJ74ojsgdgcAWcTTKu971rkiXL5Ekiakugt96661oa2vDn/70J8yOYlhdFXR2dmLAz70E4DOf+Qy+/e1vx9ughMJFKjhEJCp5snZlsblYMU0TqqJEEofiDlsutEx50xodIW/TdDrtxhf19PSgu7sbXV1d3uUmMRM8DhG8t5cWI53CNUEk/ri1F4DIneCmaSLlJ4KHuG/6iuBVjA4jhOTjGVi6uoCNG/PP5fVAfRCHE5wQun+wvyc5uqxkTNOE6lfrJ+T7Nk3TvCK4dILXLZU7wQmh4qdfxrUjbpeQC+73HhuWVzRnxE0bVt4FDoAoOUHccYfnimQCyDmUc88VE0TTaV54SnfzwS0AxFJATAUKwEWjOF8RFb5zIrjgCiem5YrhjjOcqHb+fTknuG3aYH85lpnP++a+CsYJTp/7i98APO5vX0E8F4HiCOKOAK7qWl4Ad6NOqKjNTct9x24xTOZ5/jv2iUIJcoGL293vcaFpzIVFnHngAPDmN7851vVJJLVkqovga9aswbHHHps4AXx4eBgDAwO4/vrr8YEPfMDzeleITpV6J04RnIg35dJdGSumaUIZG6OubJaQnOAjIyP5CdK5FS8hOsEzmQyX3w8AmzdvRnt7O3RxuTUUIqKOQ+Gc9uKxyjBo4b6w3bCSuifuOBTP/m4YNGYspALl4+Pjof7GnFoDnuvnBB1bJGUQQae6A1eXQorgFZPNZpHZuhXcOLzGRqCtLdT1qKoKSzzuSBG8bqkqBFNRNVhmlpkQ7AYH4BW02cgTv/zvAskhbjY4bYgQj2IyAnk+HsVxjzuiOVFVrlCmomtuBEo+GoUK4bZqwcoYUHOPzYzhzk9yorgohgPgBHGAj1hx1u79bPnCmPTj5cVvgBbEpK/n3N6KIHBzOd8qjUZh5mMjUVyx2ymC6eP09hTDFCJSOAHc3X4B4pniiOIB4rcYheI3TzmEGIUCANdffz1WrVpVWVskkjpjqhfFHBwcxIIFC2rdDA9bt24FALz//e/HAQccUOPWJJuSRHDRaRYWMmc3dojfjWNImeCcy58Qut+w21TeDIWGJ8YoRCGCc/QL0/WExaFomuY9XoUgTDv7s3ts9PuN7N4tRXCJB3eEwvg4X/MCiEYE9zs/9/WFIoI7I0JmbNvGv1ClCM79thwSVG9AUgYRRHE5cHUpEnTuqSfS6TTS6TSyL76ITvaF2bNDH8mkqiqMjg5wVaFkHErdUrUIbvrlggMeN3ixbHD3uQLAgo/7G1wQvccNnnN45xpGFwdQAVzTXWEc2QzNB2cEcWctlml5olGIqoBkDdimCaIosLKGG4diWzQixTYtWFmDOsVTcKcDThyKvwgehCOC553gecc4W8ySF7PF6am8I1yIQOEc4Foq7/LWUiAp3ZMHno9D8YlBUVRP1ndgFrgoqAUI4R4BnKWQCzxmV7hEMplRFMXrbJ1iLFiwALsTKFw6IvjChQtr3JLkYxhGfui2gyhWRhEvAEgneC0Qb1h1PRQ3kKZpfGFMgN60sttU3rSGxtjYGCzLyud1hyhEBBU2bmhoSJRQZZombVMETnAn494V6hzXHBsLsXu3LNwn8eA6wUUXOBCNCN7WBqRSQJYx3e3ZAyxdWtXy2REhqijmhyCCe5AiZ/1hGIAYsxGiE5wQku/wlftH2bC/4ZR4noxgBK+maTA7O/mJfX0yOqxOqVIEV4vPVCKeIptOLArrlhZc5G4xTDj52nmHNxuHAjCCeEqnQjj8HeFONIoCDUSxYOYKZ9qKAtYVbpvUGa4AQE58tk0LtmXx0Sk5h7j7EczCPxIn5oQ2nRe+6euK+1xhHnNxKDn3tzOP+1goguk6vxkh3BW+FZX/r/LCNzvd/a5LEaHLEa6rLYhZbltK4PLLL4+gIRJJ8pjqUSgA8J73vAc/+9nP8gXKEsLWrVvR1taGTvFiTOLBMIx80TuHODJ2AZkJXgv8HMMh3Jz4ChuiQ1E6wUPBN687RCe4ruvo7u7mIlG6u7vpcSJBQoTruBVFmBCOV77786xZXhFcIhFw90tRBNf10CJKACEvecYMYOfO/IshHGvZESGaWF+lit8Y5+5lSVAHmyQYy7LyBiC//SxEJzhnNErQuade4H7DMYjgqqoiK5oqsllakDPk6BVJ9FSlcri54EVnLJD17FdEMUB8ESM0bELcjGqPeKvyYq3H3awIInBOOOZc00LEiJJKQdVTuUKTmpu77RSYdIXm3GvOc5X909WCf0pune46mPU4f6qu8W1g8r+VVMptvzOPmBcuxpr4f2eM49uZP2j7cK7vABe4uB39XODViN0xucCfefbZWNYjkdQaKYIDn/70pzEyMoJLLrmk1k3h2Lp1K4aGhqBpGnRdR1dXFw444ACcf/75WL16da2blyiy2WxsmeAAc+MOSCd4LYho6LLvqBh50xo6QXndlvjbqXK7dnV1YeXKlejo6MCKFSvydRTEbTo4CATEp0RNlJngqqp6RzbI45WkBFxTgF8eeIhuSC4vWdznQxDB2REhWhxOcCmC1wVcnrvfOT0q04S8nigb9jecEo8JEYnghl9Hn4xEqUuqcoIDuUgUy8y7uNlccCHuxBOJIkSjuJEntpVbDjxu8GKxKLQN9OTjRqUYTmQKYBsASQGwqKhrW4onGoUoFhRVgZkxqJM75/I2c1EotqKAqHQei3F/K7loFG8kSu5/obx0BieHNx+L4hOFkpum5lzdnCOcKY7pzQv3RqC4AriW4rPBc50DbgyKpvNu8ELFMCHEmpSbBe4njJdbEDMCYfzxP/wBF5x/fujLlUiSxlTPAweAZcuW4cEHH8RHPvIRvPTSS7jwwgtx0EEHYVqBnNTm5ubA18LivPPOw0knnQSA3pAODg7ixRdfxE9+8hO84Q1vwL333ovTTjst8nbUA3EWxgTy4pKu696b3r4+OrxWbI+katwifxHmd3qQTvDQCcrr9mzXEIak67qOlpYWfqLf/tLXB8ybV/X6ysUVGyMSwX2d4CxSpJP44IqEERbFBGiHsttRE8Gxlh0REnYciuV3vy9FzrqAG/kpbqPOThrNEwVy/ygb9jccVxyK0dzsLYre1wd0d4e+Pkm0hCOCZyf4OBO/ApliNrjPa4HP2WliIU2i8LEoyMecAP5COCyV5oezmeJONEpKB1FNWJksVF1zc8JtNR9v4uSAO2K4bZqw2HlyryspcKK4gxWQC+6I3fRjMY9VbxyKE3viJ3574lEUBYqeyovZQgQKSfFFMT0OcJ8c8KLFMFkRW/FxfocZdRJjFrgekCUpkUwmZB44JZVKgRACwzDw29/+Fo899ljB+Z15o2bu3LmYO3cuN+2II47AJz/5SXz84x/HBRdcgOOOO84r8ExB4hbBnaxdAF5RybbpxXIEF+dTHffGNcTYjKLIm9bQCcrrJuJvNqTtmkqlkGWzhqdNo25W9j4lnZ50Irhvxr10gktKhBASiwjuismiCB6S87KrqwvDw8NozWT4F6oUwTPi8gDpBK8T3BE4QLyd6vJ6oiK6urqwZ88etI2N8S9E5QQ3TXp8YPcNaYCoS0IQwYvEofgJ2ux0Pzc4J6bn3OB+RTWBvLDOCuGKxTvDTZMKuOw0Rc07wtlimbnimooO2KYJJyecTtPcvG9btWBmDOoSZ8Vwp2hmLjfccZE7IrZtWlALOCyJqngeO8I3bXZe/Hba5Exni1+KonigAB4QgeIthKky7RIc4OXEoPh+6AAXOEvYLvAKhfOf3H9/Re+TSOoJGYVCOfzww+uuM+DCCy/E3XffjZ6eHvzHf/xHrZtTc7gbGgfxBlq8wa4CLmbAT6jr7ZUieAS4gmHEN62u4xyQTvAI8M3rnjsXRMzsDWm7plIp3n2uqvQGl92WNRKrLMsCMQwaycISkhN8fHycnyh+p1IElxSiliJ4iMdaQghStSiMOTpK/2IYPSgpHTfzHpCd6nWCoijQxO8rIhHcNE16PJIieN1TtQhOCIGiarBMo7gbPEcxN7hNlHwsSu61UmJR3CKNYhxKSgcsE3Y2k5+Wi0aB87pTLFPLzWspXDyK6wDPPbYdsdvineFKzvVtmyaQyrm+cyNnxDgUVhz3fK+M6A3AzT4Pcn4D4Iph5ufjY08cUZukdCETPB934lcIk30cKIA725HFzwXu99j/Syj8eg342Jln4sd3313rZkgkkRJm0eN65k9/+lOtm1A2jqtRdmQEkMnwxd+A6JzgmkYvltkLZCksRUIcIriiKLwILm9aI6Grqwvj4+PQdR2dnZ3Q/W4wQ3SCDw8P8xNnzuR/szXcrh7xH6Bu9SopKQ5FHqskhYhTBI8gE9zBNM1Qi8+WnAkO0GPLokUVr0sSPolygtt2qDn7kxH3mizi4xHAHJNmzQLWrs2/IK5bUheEEkypaFQED8TP9e03nXN354RwBbyYTooL4bByYq2luDEoABW77WyGitcGE41imXQ5ppkXwC0VsHJiumrCNs1AMdyJPfHLAVcC8sAdkdz9WILoFBSHojCucDcf3Mf57Yky8bi/FT4T3Jk3pXsd4KxwDvCub3absI5uIQbFI5T7vUfYvi6FXOCFiq4GUYW4PiLeLEkkkwxCiBRQE0xfXx/uvfdefOYzn/F1qf/gBz9AV1cXDjrooBq0rg4Qb3aBSDLBXURBTQpLkWAYRuQiOJf3DkgRPGLa2trody1uU0JC+8164lAA73atZWyBX+xDCCI411nnIEVwSTlMEie4ZVmhRg4piuIvgnd00I5x9vqgt1eK4Akjbic4IYTm7IvLzmapYaO9PfR1TiZM04RmGIDYYRyBCO7ecwlxlNi5M/R1SaInFBFcVVMwMF58RsCbDR4Ul8IixqIwcK7xnGMcSl7A9hbNdBzVFp8brph5lzgzP9HgusIDxfDcSZoK0nx2uBiHAsB1kXu+GsEVHlQYM7+uvPgNOE5wNf+5Bfc35/DW9Px8hSJQhDgUWxBdbEHYLhqD4iNAi8sMmi8JvO2II2rdBIkkUqQAnmz+/e9/4/LLL8edd96JM888E29+85vR0tKCLVu24Mc//jF+9atf4Sc/+Ulgtu5UwhZHnAGRiUoOmqbxeaCiY0QKS5EQRya4RziUcSiRYZpmPstf3KbTp9PYkhDwzcYWO05q2bkhdto1NwONjVUv1tNZB8jCmJLymASZ4ACAbBYkjjgUQuj5iBXMZMdp4ojbCe7s5x4RHKD7hxTBC2IYhrcoJhBt7OCcOfzzHTuiW5ckMkIRwUlOKLUtMzgSpZjYLeZ9s25w5n02IVwsivgeAJ5CmWAeu9EoAO8S13TqCFcU6iR3XOFGzm3uOMud5fuI4QC44piOIC4WxgS8xTEVUQAXnODOf9YF7nWFB4vYjovbE3vCCOCFIlBKyQHnP1AJMShBrm52erku8GJUKa6/66ijqnq/RJJ0ZBSKF8Mw8Mwzz2DDhg0YHR0tOO8FF1wQaVve+c53Yt26dfje976HBx98ENdccw1GR0cxc+ZMvO1tb8PTTz+NQw45JNI21AuuMMoiCpWtrYDj7A0Bj7gkhaVYiCMOxbNt/TJex8aApqbQ1jlV4X67EW5T35oPSXL4R1TElxMYHcRjVV8fda2KhYUlUxauY1kUwcX9p0ricoIrogAOVC2Ce35bDjNn8iK4vB5IHAU7YCNwgrv7eUsL0NAAsDUq0mlg6dLQ1zmZME3TK4LrOtDZGd1KRRFcOsHrktCubFRNg5GhPZ9Fs8GD3OBMHIpHFFcAp0JlYD64s1yLXrQRW3WzvqEI0SjO+ywlH4nCPnbE8JyrnL7uxKyYrjMcABTTdONQgHwOuB0YhUIjVEQ8TnBG4AaCHOEBBSwZtzdRaRwKfS8bjcKK39UJ4FycSaEYFHYfQJEYlEqI2EF+1VVXYdWqVZGuQyKpJdIJzvP444/j4x//OF577TVuunMz6IgoTi5d1CI4AMyfPx/XXnstrr322sjXVc8YhoFUSjjZbt/OPw/ZLeJxgcmIgVgwTRMNhHiHxIYomHpcw34FVfv6gAULQlvnVMWyrLxAHWdxMr/lJykOJSQR3Ff8F49Vtk33Z1nIV5LDsix6jZjJeEcpROAEd8+lEWaCqyHn7hNC/EehAck6tkh84TpgxXNPBE5wt9OEELp89l5DjhQoiq8IPmtWpFnq9uzZXByzFMHrk9BEcEVNAZgoPJOPG9w3FoURxW2ACuquEF4gH9zjJCduHAoA2Irl6w4v5TE3zRXGqcDPRqXQ13lXOOv6DopCcT8SI4Sz7nCP45vOkBerxedi9rcS8LhaAZxrvBLs3A5yf3u+gCpc4AmNUJFI6gVFVf1vjqco69atw7HHHovx8XGceuqpOOSQQ3DTTTdh69atuOuuu2DbNr7xjW/gpZdewrXXXitzuBNGNpvNO3octm3jn8+fH+o6PZEZ4k2TFMEjwTRNqH41O0IUTD0dHJ2dXqNHOi1F8JBwz0URD0l3RCt3fQmIQ3E7AUSxL8ToJg9+nTq7d0sRXOLiCoR+57GQ9xNOTBZ/kwMD1DEbQuybRwQPKXLIlwQcWySFKRiHEpET3L2u6OqSIniZGIbhLZ4d4TlLURRYs2eDG2MqRfC6JEQRXKW9LrkTVtFYlKB4FJ/Xvcti8sELFMqEbbnRKPS9jkitwjZoZicBAFWlBTPpB4FtMI/9IlIskwrFlso/z4njblyK69xmRHC1cP65KJBzju9cmxxx2OP8Zp7HJoD75YCXGIMSugu8GCGs5/Nf+EIIDZFIkokqXeAc3/zmNzE+Po6f/exnOPHEEwEA6XQa1113HT72sY8BAM4880xcfvnluOWWW/D888/XsrkSAcMwYhfBPUWxpBM8FkzThCY6EwnxF/YqRNM0TLBDlRWFLp+9UZa54OETsRPcKY4ZWPC0Bm5NV2wUb65DvLm3LAtDQ0NoaGign13T6P4sC/lKAnAFQjEKRVVDLTANCKMVxPgBgP42ururWodt21D6+/mJIX8ODlEEl07wxOEWxrTtWJzgXOxPkqK46gTTNKGK31OEIrimabBmzeJF8N27ZXRYHRKq4qFqPhkf7pqCnbseMVQotkjnYYRXxSeCw0+kVTQ6j0YLRhJNzxWLVPKPc8UjSUrPPc7FiOReI1rKfU5SKZCUDqWhiXs/0Rvd50RvpNMaGkFSOp2/sRGKnoKip6A2NhT8c+ZTGhuhNOaW0dDIrCeVW5eeb5+z/pRO29jQSKfl5of7ntzjXLs8n895XKkAruTn88SgBAngPvuDuL8kyQW+5sUXY1mPRFILZB44zx/+8AccdthhrgAexNVXXw1CCG666aaYWiYphVqI4J6RFFIEjwXTNKH6RUeEeEzzLXgmiuzypjV8InaCOyJ44PJr5ARXVdVbcGvu3FCWn06nMTQ0hHXr1qGnpwdp5zPK45WkAK5A6JcHHqWJYto0r+s7hGJ0pmkiNTTET4xSBJciZ+Jxj70jI8D4OP9iBE5wLkNe7h9lY5om1Bid4KqqwhC3k23LDq06JNQzliKI4B7x0qGUbOgSncWcmBpUsDE3n+N8Fp3RhBHCOXGYdUczYjEUxRXEHUHaFdQZkTovWufF8VL/CPeXF70hTk/pVOBPMetmP58o9pfg/oamBQvg4ncvCOCe7RS07QrNF3YxzGreJ/Cb3/wmlOVIJElDURQZhSKwfft2HHjggUXnU1UVRx99NH71q1/F0CpJqfhmgkcsgnuQhTFjwTRNKOKNUMhiqScTHJA3rRHgydONyQkeuPx02h3lGheuEzwCETyTyWDz5s3ctM2bNyOTycjjlaQggU7wqCNzCPG6wUMQwS3LgiYWxpRO8CmN29Hjdy6PsjCm3/Ll9URRDMOAIv6OohbBOzu9BgsZiVJ3hCuCK2rhIPpKeok51zEjmCrsdMKLqeK8zHx+QrgbMRIQE+K4o32fp1L5ZeYEaMdtDkVxxee8IM38OSK8z2vIFbDMu9NT3Lod8Ztdh/uZxOe5z0RS/OcIjD9hvkePAM50KnDb1c+xH5ADXm/FMCWSqYB0gXvRNA0tLS3cNDXge5o9eza2bt0aR7MkJVILJ7iHoCxTSajYtg0iiuAh37B68t4BrxNcxqFUjW3bfIFmoShx2De4RUXwbBYQhbKIcYUY8cbaLxaiTCYCjj8TExPSCS4pSKATPI7ceLEDKCQnuCcTPAQRnBCSFzZZpAieeNzzj7htdB1oawt9fZ5McBa5fxTFNM1YRXBN02AC3nNlCMcjSbyEGl5DCIGq6TCz+QssLs8byOeDs5ngTCFLrkimz3/fQplEoRnhgqbvZoSz+eKgOeFQ+YxvoumAZeZywPP53nZuHicX3LZyueIWfQ4g9/4UfT9StFgm4BbKBJB7TaRQfExeaCGs6OII985rTEa4K3wz87GCfn5+73NP/Enueys1AgUoIoAXygGvExc4AKxatSq0ZUkkSSJI3J3KzJs3z+OY6+zsBADs3bsX05giZbt37/a6jiU1xVMY07ZjE8HdQnvihTJAb2xk8cTwiaGAokfYkM6t0HFd0AD9zW7Zws+weHGo60ulUhgZGclP8Ntv0mmgoyPU9RYiSid4Q0AxwYaGBlnIV1IQd7+MSQTncuujEsEjcII7EReKaP6T54v6wW8EUgSjZRVFyXfCShG8bEzTBBHPUxE7wU3TpB3S7DFIOsHrjtAttKqW8nH+hhCLUqoj3JnOuJjFeBRbUf1d4T6OaiciRYxJCYwnYaenmD8mI7zoX0Mj914+JkXnolK4+BV2PqfNRRzt9HN5408KxcoECuDidg0zBzyIYvOF7BI/99xzQ12eRJIEZBSKP4cddhj+/Oc/c+7PffbZBwDw5z//2Z2WyWTw29/+Fvvvv3/sbZQE47kJ3bPH68KOQATnMh6nTfMOm5TCUjTEIIJ7kE7w0DEMIy+C79rlzWWtshieSCqVolEgDs3NQGMjP1PMYoRlWVAty7veEERwXdfRLXyH3d3dtDimdIJLChBnHIqYWz/GmA4AANu3V70O0zShRlAY07d+BOA9J+3ZQw15kuQRQ1FMQLheFH9H0l1cFMuyQGIcmaKqKo3FE0dlSRG87ghdBFdUtbiYovgIpszjsIVwukx/RzMrhHuywoXIFNdV7USUMFEmbKQKK5TnX1Phyf5mI1O46UJ8Si5iJR+zwseviFEuXJyLkG3uG38iit1+3xfgjUBxp/NRKRwV5ID7Umg5MbJHLLwlkUwCVFnR2pdTTz0Vvb29eOCBB9xpRx55JDo6OnD++efjwQcfxBNPPIETTjgBu3fvxkc+8pEatlbiB3c9IrrAgdAKzbG4F8kAPbfJIdDxEHF2tC/iOqRoWDWcE1wYiYNUKvTfrCfrnZCaF8c0TROa3/VmCHEoANDV1YV58+Zh3rx5WLlyJbqc/ViK4JICxBWH4pdbvyeiwphKBHEogSK4X0E9eV+ZTMTrtIiuJ7g4FNGUsW1b7PUo6o5MBti7l58WdRyKaXqvQ6QIXndEonyoWgpG1s7HncAnFqUIRaNR2GX6RaM472WXCf94FGgaiK3CNk36ei4SBZaVj0WxzLyAbJmAqubjTpi4FAC5eVX+NRHL4mJNAPgLwWL0iTifI86z8zrtdKYJz535A+NPnO+IE8WLOMALOcEREIMSQGgxKBFw6KGH1roJEknoeIZsSgAA733ve3HooYfiN7/5DU4//XQAQHNzM26++WaceeaZ+PCHPwyARl+8973vxfnnn1/L5kqKIYrgs2bRnMeQ8WRHz5zJXyBLYSlU3EKKETvBfRFvhEJwJ051TNPMxxiJIvjChZXVFyqAr3GnqwtgazzE3HFlmiZU8Tihad6RB1XQ0NAA27apA9xBFsaUFCAuJ7hfbn1WFCHDEsEjcIJzwiaLn5Da2xvPuUpSHjE5wbnCmKIIPjFBO0lCPO5PNlS/0Xe1cIJL137dEYkIrmgpIJvhc78hCOHORayTDw74iNwFhHBnmRAywgHAyonbgG9OOJ3uPKDL9IjhovhtqVxmOH1rXugG8hngBCkmA5xmhFeEIHa7TeYywoV8b3beYuK38/mLuOXd+RRe3PZ1gHuicJibizBzwEsRxiMQz0844YTQlymR1BK1lNE7U5hf//rXXPY3AJx++ul43eteh4ceeggjIyM4/PDD8aEPfUh2JiQI2889E1MeOOcEB6S7MmJcYSYmEdzNewf8nVuSqijoBA85CiWQGmf3WpYFTdyf58wJtQNA0zSMi1Ez8lglKUBcTnC/3Pp6EsEDneCpFNDZCbDrlB1NySRGJ7grgs+dS0cisdev27ZJEbwAmiiCq2oov+EguExwFukErzuiEcEVBURRYPuIvyU5wgXxnJvm858Twm0rV3wztz6fgpl0OiOEc9OtvFjMzGPTD8a7w/MfmJsOgHeKC2J5UQSHuEf0ZtcLQfwOEMTd6BP6YmH3tzu9TAGca3QBMbucGJRKicg9ftlll8nimJJJhSyIWRhRAHd44xvfiDe+8Y0xt0ZSKpyQ5hCjCM7dAEthKVLcbR2DCO5sW9epLO5DAwPA8DDQ2hr6uqcKhmHkRbAYRXCucyMBcSiKeJwIKQrFwVeoEz/34CDNZBcz0iVTEsuyoNq2t/ZByCK4k1vPRqJ0rVzJz7R7N2AYdIREhZimCSJGKYQgoNm2jZGRETQ3N/MjLQAqprIiuCyOmRgsy8qfA2qRCZ5K0etFtpPptdeAAw+MZN31jm3bUMXtNGtWdNoSpAg+mYgsCFbVUjAyE/6CNktOQAbAz+s4tB03OEvJQriPoxzg3gN4xXDXRa6qrpjNieFuM/KityiIu68DnDBeNj6iN7dsISIlSPy26YvOm73ub890n/iSQhEo4vLZZfjNI3webrl+85YyXSKRlAch/nFNEkmdYxhGXqh0iEkE92QMy4iBSDFNEyrgFWYicG45UTeBIjhA97MVK0Jf91ShFk7wVCqFbDabF6zEfacGcSgeETzkLHTPiBXAe6wC6GdfuDDUdUvqE9M0ofT1eXOKI4gf6OrqQiaTgaIomD59OnRRrLZtKoTPm1fxOsxs1psnXKUInk6nsTUXpbRz5050d3fnM/cBKqauX59/Lq8HEoM7qgyoTSY4QK8pWBFcji4LxLIspMRM/QijUAAmPk1mgtc9EYrgGhXBgcKxKEBJQjjARJsUcITT+ZzlIu8IJ/R9BIq3Pbl1cSK6bbnvcWJSAOSrODvitxONYgkCN+P6duYpFyI4wgu6wHOvc5En8BGsRee35zVB/FZKex/TaG79pTrAkx6D4vDpT386smVLJHEjo1Akk5VaMUU2WQAAncFJREFUiuCqqvIxA6KDSDrBQ8UwDKR6e/PXZw5ViCNBOMKh61RuafEOb5cieFUUzASPSwRPghNcjJyIoCCoxwne2Umdtaw4vnu3FMElAKjopIjioKJEJhA25kYg6LpOf5Oqyh/nd+yo6jhv9/d7jXZViOB+BT03b96M9vb24A426QRPDG7cDxBboe1sNgvDMJDJZOg+smAB8I9/5GeQIngghmHELoK7iE7w4WE5CrDOiEwEJ0SBomqwzNyFVJVCOL/w4GgUKl4rPjnh+aKZgDcrHPDJC+deY9zh7LyOG1xRaX64z+fhhOpikSii8O0si0EUvrl2ieKzx52tFHiNeIXqIPd3ASG8qAAuUE8O8K1soSSJpM6RUSiSyYphGEilUvzEGJ3gMg4lPkzThC6em5ubI7kZ8rj8AbofiSK4pGJq6QR3qbET3LZtENFZFkcciqJQsZHNW5bHKwkDEfeHrq7KRjqXAJdbryj0mM4WH64yF9z2K6pXhQjuV9DTmR7YwSad4ImBc4KL+3kEcSjpdNrtNOnp6aGjBmSdkZIxTdObCV4rERygbvB99oln/ZKqiVRV1MQbUAGP+KkEiKZ+8RpFxFiPaOvJtCb5+I8godjnzyaEvlfTQNSc81qhf0TTQRQ1/6el6HrZPy2V/8u9j5+meP74Zer59aV0tw1uuwLbrQQK4Nx7ne+qWgG8EFHGL0QslD/yyCORLl8iiQtFUWQhR8mkJZvN1tQJLgtjxodpmtBEEXzpUiCCUS6+7ll50xoqrgje308zqVlqJYLH6NbMZDIwDAMWK/YBoTvBCSH+BYRlfJOkEBEXxWTxdDqKru8qRXB1YICf0NBAO1ArxK+gp2e6HBmWWFwn+OCgNyYn5JFlQaMGDFFcldcTgZimCbVWInhrq9f1LSNR6orInOAAoKgaCFFgF3B1VxyN4mR8i05wdtm5/1w8CsAVzaSvK55l2cxz4rcOIS7FbZPjyM7dJHkiTTi3uJ/r2783nS2O6UadON+LO1NAR4AzLUi0DuwoCHi/z7rYdlUcgSLOX8r0cueRSCQAaGSVRDJZMQwDTU1N+QkTE14hq1ZOcCkqhYppmkht2cJPXLo0knWpqup1+0kRPFQsy6JChOgCJySyWI5UKoXR0dH8hBoJVawzMLt1KzhJLWQneCBSpJMUopYiuNgRJHYUlYlHBJ8+varOU7+Cnt3d3XxxTFFMfe21itcnCRfXCf7qq/wLhACLF4e6rqBRA9lZs3hxTl5PBGIYBhrE6/oYRHBCCL1OmTOHz/evslNOEi+RqyBqKpXPBgdCEcLpe4hXCAcC41GAnBjuFM0E/MVwH1yfhNhOT5uQbysjMHF5Y2UMGWNd1WwbUOCxR7j2+e9x1Ps48APd36Usz++xQL0K4Pfdd18s65FIooQQIl3gkkmNJxPc72Y5IhFcURRYFnOtIIpKo6PAyAjNk5ZUjWmaUEXBdNmySNalaRovlgJSBI8KcZvOnQuwYlKIeJzgotg2OAgMDQFtbZGsHxCcgbaNlHhzH7ITPBA5ckVSiCSJ4FWKTgobYwVUXRQToAU929vb8eqrr2Lp0qW8AA54O/LEDlxJzZiYmEAmk0H25ZfBZRksXEhHCYRI0KgBbdEifoK8ngjENE2ooqkkBhHcMbp4RHDpBK8rIldBVM0nEsVHsCw3GoW+p4Dz2NepzESEsOtgxNxCkSKeWBG/P0ULjFAp969QOwLb5Xwe8bOKgrXbXv49nuWI//1E8SLbifuug6hGAI+RSy65pNZNkEiqRhbElEx2PJng4o1EUxMtAhcHoqgESGEpREzThLJpEz8xQie4byY4i7xpDYeY8sABHxF8wQLvTBHXhGGdgergIBS2PYAUwSXJQNwfIhSdPB3KIYvgvk7wENB1HZqmeQVwwCuCb9vmLeosiZ10Oo0tW7Zg165d2PX00/yLEVxPOKMGWLq7u5ESHed9fQBbaF3iYpomSA1EcLeehjg6S4rgdUXkTnBCCFQtBdMQLuaicIQDBeNRPK5wwBORwkWuFOgjsIX2cO0WPxvbDtFJLlKiGBxYTLLUDgPFO39J7m/mcckO8GIxKNUK3TEK5durHHonkSQBGYUimcxkMhlMTEzAMIx8kSO/PPC4OoLa2qiLiB3+uns3sGRJPOuf5JimCRKTCC4zwWMkRhHc0ync3ExzwVk39tatwOteF1kbWGdgyq9gX0Q397Zt859fiuASH9z9RBSe48rgBcJ3gou5zyGJ4AURRXDTpOJZRCPTJMUR87kbxIiaiEaWOaMGtm3bhunTp6OjowPwq6e3bVtkbahnjPFxkD17+IkxieCGYXiPR1IErytiUQ/VVMDwxWod4aKDm51HdC0LzmiPa9opBqnmndyuK1tR/Z3ezGNb0VwXte08z/15nOKF/lh3N7MMcdme5Xnaowa0X8kXvWS+C49LvtD3iBIFcGddzLYtSwAvRdyO2Sl+0EEHxbo+iSRsFOkCl0xi0uk0enp6MDIygtWrVyPtiFhiB2acN5yEyFzwCLEGBrxuoAid4EVF8J07pbOvQrhCjWLHRoQiuC8xxxawzkBPFMr06aEPxwcC9md5rJL44BYNfOUV/gUxviFKQhTBLcuCKhbeDVEEDyw8O3Om97cc8SgTSWHEfO4GsSM7ousJgB73W9hovPZ2b1Se7Fj3xd69m48cBmKNQ/E4wWUmeF0Ri4KoKAo8BSIdKhHCS3E7F3IzF4oQYddXSGgPEtgDBPdK/kpdfkntZAVpUfz2+W4CvzuU4QCvhgQK4ADwsTPPjH2dEkmYaGXUJZBI6gnRzQMAmzdvRiaT8XeCRwx3AyyLzUWG6idOhlzEysFX2BD3JdP05uZKSsK27Xy9ihid4Oz6XURxLwahqqurC0uWLMF0sWhaRFEoviMb5LFK4oNlWdAyGW9n0H77Rb5u93fp57y0ioywDsA0TWgRxaEAAdFZAL0XF+OWZC54TRHzueNygjtwcVyEyNFlJULEc5Oi0BFcESPjUCYHsamIWpAbHChfCC/wfl+BNkAwDhSDWcc065pm3eGlZnb7ZISX/FfiewPbFPgZAsT/It9XoMAubkPBAe67PcX3B2zPpPG5iy+udRMkkoohhECRIrhkkiK6ebjpMYvgHoel6K6UImlopEQBYf58oLExvgbMnOkdwixvWiuCizCKWQT3FOGrYQG7JlGcE2+2Q8JXqPOLQ/FztEqmFKZpQt+82bsv7LtvpOvlcsFFEdwwaGZyBZimGVkmOOBzPGERjy3SCV5TdF3HfOea0DCgi2JmhE5woISaFPJ6whePCN7VBcRwjyvjUCYHsamNiqoGu8GBcBzhpbq22cc+4rCn8GWQmMxGjuRiR7joEVbMLhB7Ejif2L7c8sV1liN8FyzqGfRdoYj7WxTAhW0YegRKOfNJJBIXzS9rTiKZJIhuHm56zCK4x2Eprk86v0IjJQoIEd+welAU782QvGmtCNM0qQg+OuqN4YhYBNd1nRciauAEB4BsNgtNjEOJyAleUhzK+DgwPBzJ+iX1g2VZ0Ddu5CcuWuSNbggZTkyePRueWh4VRhBIEVzCous6FixYgBVNTSDiMTEGJzi3r0gneEmoopkkpvoEgXEou3bJKLw6IjYlkRACNZUqWwD1FcKDcsKF5x7htojTmRfSAyJJFCVQaPZzZvv9eZZZzfsKtSfocxR67PMdluT+drYNg2fb+b2n1NcqmS8Czj333JqtWyKpBkJIfpi5RDIJYTN1Hbq7u6Hrek2c4NxNjRjPIeYdSypGEwWEWhSQkjetoWCaJjRN8+8kilgE97jxauQENwwDqtgBEGcciiiCAzISRQLTNJF69VV+4ooVka+XE5NTKW9cTxUiuFIrEVzsYJOd4jVneHgYnZ2daBWPdR0dwLRpka5b0zT+3COvJ0pCF49HMRkgAuNQLIsvpi1JNFqcK1NVDQbJAlAAOyDDi3hfs4kCIs6vKPkcMEcUtZnnuceOgOsG57PLZ98X8JgVcgn7mjMvKyqJ7fHDtnhx3o9iIq8oZBXrPCjkxC4wX6D7W3zuI6xNRgEcAAbEIioSSZ2gaposiCmZ9HR1dWF4eBhtbW1oa2ujArht194JLkXwyIjbCU4IgWVZfKeiuD+JmaKSknCd4GIUyvTpQGtrpOv2iOB+TnDb9jpRQyabzUIRHW4RxqFwnxmgzt6mJmBsLD+tt7c2nUuSxGBZFvQNG/iJcYvgAO0QYoVKseh1iViWBaW/n58Ysgju+W05SCd44piYmKDXi+I+vmxZ5Md8VVXzkT+AFMFLRF+/np/wutfFsl7X5DJnDt032IionTtjc6RLqiNWRZEQAk3LDcev1hEOFBaDfeI8Cjqa/VzfHqd2kVgRVfM6s8U/Vcv/EeG581fs/UXa5Wlboc8lfP5A53nA9zqVBHAAePCnP611EySS8iEkn7MqkUxyDMPA9OnT6Q0NAOzZA4h54XE7wUUXq1+2qqRsLMuKXQT3dfjJDM9QcDPBa1AUs6gTfGLCG9ESAYZhgIjZonHGoRDidYNXKDRKJg+maUITRacYimL6iuAslTrBDQNk715+ooxDmZI45x1CiFcEjzteDZCd6iVSKxHcNblomvdcKXPB64bYVUVVY8znFQjhJcWjlCuGF4oF8XsuRI0ERqcUEp6dtvt97iLv9V1voc9T4ucLjI/xe+5T/NJpm+9nCiIBwrZEMtnRpAtcMkWwbRu2bfP7uyhIEhKZqORQ1Ak+NhaLoDbZMTMZpMTtG4MI7hEOpXMrFAKd4DGJ4JlMJj9h7lxvka2YxKq4RHDffRnwuuDlyJVYyGQyGBoa4vfDCuaJAtMwoNbICc7toyGJ4FZ/vzf7uVYi+K5d3o56SWyMjIyg1RlpVKOIDQ7xemL79nzagAQAYA0PQxM7B2ISwQkhsB0TizhKq8Lj0WTHOW8lidgVSEIIX5ytAoG0bFe4z3NPJEk5YnLAND9HdqAoXEwgL7DMwOUUa2vAc65jwOe78jwPEL8jFcATIpbfeeedtW6CRFI20gUumSpkMhlvgUxRkJw1i2aLRojHCT5vHnWNsEhhqWrMrVtBRDEo4ptWz7YFpAgeEm4muCiCi51IEeApTqZp9HfLEkN2LxkfB8SYhgjjUHxF8CVL+OdiQURJ6KTTafT09GDdunXo6elB2idbtpR5ImP7dhCxQGodO8F9j9F+efgVUlYmOCDdvjVkaGgoL4L7xaHEgBOzBsB7PWEY0jQhYL74Yj7qGKDmlhiORx7Ec7N0gntgz1tJoibKoqoJN5/FhNIAcdhDqa7wYtEfpQripbi/ESyOl/JXVDCvZJrfZy/0fYnfcSnbwnl/EKWK2gHbv1Zcc+21tW6CRFIW0gUumUqMjo6iubmZnxhzHjjg415TVemujABbvGFtbg5VyPBDOsGjo5ZOcEIITNPkXbZ+ueARYts2ND9hM8I4FF+hTorgsZLJZLBZ2Oc3b97Mub1LmSdKFFHAaGmJ7VwaiQgudmh1ddHzR0gEdjABtNhiWxs/TUai1IyxsTE0NTXRiLoaOcG5OK7Zs716i7ym4LBffJGfsGRJqL/fkpEieEH8zltJoSbqIiGEj0UBioudBVzSHvxc4X7uZh83dMmCeDEBPOg95f4VW05QuwI+Q6DwXYr4LXyvRZ3uQSRI1C6XTfJGQFJneI61Eskkxr2ZYamBCO4rLsnimKFji5mQS5cijiJWRZ3gw8OALKRdNrUUwdPpNIaGhniXrRhbELETPJvNQt+zh5/Y1AS0t0eyPkVR+IJsDlIEj5WJgCgMdnop8wDRxaWo4rF2xYrIj7VAdCK4Il4X+Lmzq6Co+UTmgicCp8g1IQTo6/Oet2NygnMiuKZ593MpgvOsWcM/jykKxYO4naQIzhF03koCNVNHtJQO0899QBTADsg9CnjNJgqION0RbNmLO0d8tQtPc0Rid5gFK9r6vbeU18KkAoG5YPxLoWl+ueWI2P1d6fwxsKIWQ20kkgpRpQtcMsUYGxvDHNGZkQQnOOBfHFNSFR4neAyuLU3TvAKTGJsB0P0uIvFysmIYBlTL8v5mIxbBg1y20+bPBxcmFrFQlc1m0SCK4HPmRCY2Bl4f+HXY2XYsoudUxBPh5TNdCbgfY+dJp9Pcftzd3Y2urq5Q2qi+8go/IYY8cMCno8ZPBK9g31TE+JGQRfCiLFzIC3lSBK8JIyMj+dGDogtc07ydFRHhieOaP58/D0oRnIO89BI/oQYiuG3bIDITvCBB57YkUDOVkbrBAzI5iwmp5brCK3CG02UWiAwptIxiru5SKHU5Aa+xbS8YeRI0DSgv+9tZTqHPUw4JFMAB4NMXXVTrJkgkJaNJF7hkiuG4ejhqIIJzhXMcpBM8VNLpNCbEG6EYXFu+TvCmJm9RNXnTWja2bUPZscNbBCxiETzIrZQVb3BjcIKnxDiUiIv4+iI6wUdHgd2742/HFEHXdXR2dnLTZs+eDV3XAdDfxc6dOzFX2Be6u7vdeaKOS9HEDsdamYLE38P4ODAwUPZi1O3b+Qlxi+Di+mKoNyDxMjw8jDYnmkbcx7u7vbVcIoJzggMyYq0ISo1FcDfuaArEoVQzukjXda8xKSHUVCHRUimYRtb/xUKO8AKvOwJtWc5wIL+sAHe36KT2dYn7EYY7vIT3eZzexd4ftMxynd+FllXq65XOWwM+9alPYdWqVbVuhkRSFC2Vki5wyZTCMAz/jp8aiOC+SBE8NBzBZ4WwbY1FiyK/sLVtG2NjY8hkMq4ABYDuV6yLV960VoY4QqKlxdvBEDJBbiVVFIMjdmsahoHGvj5+Yi1E8PnzafFgVpTZuJFm1UpCx7IsmKaJAw44AJlMBpqmYevWrRgbG4NhGG7M17x58zBjxgy8+uqrWLZsGXf8KRSXwh2nKiQlumRjcoJ78Ps9bN8OCJ0IxdBiEMGdznDfa3EZh5IIRkZGMNs5rtUoDxygpqWRkZH8BCmCBzM2BkW8TohZBHdGe2qTPA4ljNFF4+Pj2G+//fyj12pITRVHQgi0VIETcyniamD8RxnO8ELLCnSeBzitg94fRi54Oesv9P6kCuASiSQcCKG5qhLJFMK3KCaQbBFcdItLSsIRfBqEbZtZsCDS9abTaaxduxYDAwP53GgHedMaDmLnUHd35DEcuq6jW3Cbd3d3IyWKINu388JwyGSzWai9vfzEGFxUnlErspBvrKTTaXR1daGhoQFtbW1oampCc3Mz1qxZg3Xr1mHr1q1Ipejo6YaGBqRSKU+HbymRKhUzOoqUKBrH7AR399HGRmDaNP7FCiIIPJ8nAhHck2fOIkXwmjMxMYFsNpvfRqITPKY8cKAEJ7gY3zOVWbcORBRU998/1ia4IwLF8/PgIB05NQkIY3TRyMgIUqkUWlpa8iMuEkLNFUpV0wpf3JYSJVLg9UABt1IxvERRvKg4XiJlLbeY8F2o4GUl0SdhO8DrQDA/44wzat0EiaQomswCl0xBRkdHvUUxJyYAMV4gKSL46CgtxCQpm4aGBigjI0jt3ctN15Yvj2ydRW8IpAgeDjUoigkAXV1d2GeffTBt2jSsXLmSup1EYcy2I92u2WwWqhg7ErETXFEUrwgOyOKYMWFZFvr7+zGNEXYzmQx27drFzbdlyxb3WNPc3IxRQWjRdR2LhP2VjUupinXrvNP23bf65ZZISbng5WBZ0ETHphTBpxTpdBqrV6/G6OhovkO7xk5wTyY4i7yeyCMWxezuBlpbY22CW/fHr5N6krjBSy3GXIidO3cmNg6l5qojIcTt3S48YxGRtKBArRR3hgflhleS/82t21/ELvWv4OesICu84Gcu9l2xyw2iiIM98D0SiSQUiHSBSwIwDCO0fNAkMjY25nWCi24vIDYR3JMLPm8edViySHdlRei6jkVi4VEAeoQieNEbAnnTWhXub6VGIjgAtOZupF3hcPp0mvfOEqFYlc1mQQTxM2oR3DfjHpAieAxkMhls374d7e3tnHGh2LGmtbWVj07I0dTUhFmzZmHfffdFa2urJ2e8Yl5+mX/e3Q34jbqKCI9AWK0IvmsXiDiio9YieH8/MDQUehskXoI6tD2FtmN0gns6I+X1RDCiCF6DophuJnhbm/caYZKI4NWMLspkMti9ezdUVQ2nIzYCEqE+KmoZrsVSBNMizvCy3eHsckt1QJcbc1JFNIrv+8v8fAW/F3b5xT53udSZAH7PPffUugkSSUFkFrgkiOHhYW+EwyTCNxNcvHFobgY6OmJpj0dc0jTvja8UwStGjELB/Pl0qHxU6yt2QyBvWqvCLWpbQxFcVVXecUpIrAXsbNsGEQW9iF1UrqNNRIrgkZJOp9HT04Ndu3Zh27Zt3Hm52LGmpaXFVwQfHBzEtGnT0N7ejjlz5mB3WMVM167ln8ecBx62CG6Lx5hUKpK8+7JEcEC6wWPCr5OJTEx4z9kxOsE9iNcTAwOAz29+SvLii/zzGonghmHQa4RJmguu6zoWCsepOXPmFBW1nXPb1q1b0dfXl9h7zkQokEWzwT1vKFEIr1YML1UQr1TIreb9pa6/yGcpKn476yqlPeVSZwK4RJJ0iKJIF7ikKOVmutUDroAm4ieUxtRJ5CsuyeKYoWGI7sSIb1iDcqPdGwIpgleFaZr0/FVDEdyXOGMLTBOIOQ7FdbSJSBGcI5PJYGhoKJRzZ7FopWLHmqBtNjIygpaWFgBAe3s7RkZGgkXYchCPtXUuglviMWbhwsL3/BVSUARvagLEAnNSBI8Fv04mfccOEDEWqgYiuOsG9xuxKK8pKAlwgtu2jdHRUXrMFjuqK6hRkGQWLVqE5cuXY7/99sPIyIh/fFqOMHLE40IrPks8qJoGw8jCLrVyqCOg2kXmLzIfKwATv3nEk2JQ+8oRdAu1uVphuISTeFHRu5x2TDHx+7bbbqt1EySSQFKiC1YiCWBiYiKxQ9QqYWxszJsHDnhF5hjzwH1jBkQRXLwZl5SOmN8Zw9Dlrq4utLe3Y/PmzZg3b54rOAEAxKKcO3fSIoqlRP5JYJomNNP0Oq1jFsEVRckL8kBsTnDbtqHu3UuFcJaIneCBcSjisWrLFtq2KdjRnk6nuRv77u5umhlfIYXiTpzzsnOsmZiYQENDg+d8res6MpmMO90wDKiq6o4EJIRg9uzZ2L59O6ZNm+a7jFKxX34ZXNdxzEUxQ3eCi9cFEUShALTdYnY7x8KFfM0SKYLHguNw3cp83wvF32RXF9DeHmu7nJFIqqrSjOuODuoAd9i2DYgw8q0umJgA1q/np8UsgrPng3Q6jQOmTQPXrTJJRHDbttHf3499993XPa9MmzYN6XQaHR0dvuemUs5tSSFRamRKr6CCdalO6hLmK5qHDfDO6lIc44XaUk7cSaltCaCkz8a2rdTPUC51LIADwM233FLrJkgkviiqCmUK3pxKKqOUTLd6YnR01JsHDgBPP80/j9HB5usEFwU96QSvCNM0ob/2Gj8xJteWrutudjSH2MFi25NmWGwcmKaJxn/9C2AdQ4TELrg1NDTwN3IxOcFN04QuFspVFGDWrEjW51ByHEo2OyWdiFE420rNWtV1HW1tbb7iQUtLC4aHh93ng4ODaBdEu0wmg97eXqxbt67yKDTbnnROcE9HVoQieEEnvnhsiTBqScLT0tKCWbNmYfny5Vi5ciU6xGNvjHngDqlUClk2q16OLvPyyivejuL9949t9X7ngwHWDAFMGnPL4OAg2trauIjVrq4u7N69Gz09Pb7nlWpyxOMmUYqkoihQtQodM+U4l0uYt2TR2KEaUbyS5Ze4jpI/QzmidjXxL3XOy2IunkSSEEoqMCyRQIhwmCT4OsEtC3jySX7a//t/sbXJtm3v8HkZhxIKw8PD0GuY3+m5WQWAGTMA8UJf3rSWjGEYaBQ7rQ4+mBanjBGPCB6TE9wwDOh79vATZ82K3HkdGIcya5a3+OEUPF4VLYhbAYQQNAr1C8o9L4vFMUURPDTxfts2EDGLuNZO8Hnz+BnqVQQX1yud4LExOjqKtra2fCeTWBSzBlEomqYVFsHFjv+piBiFMn9+bHV+AP/j/rj4O54kWlE6ncbMmTO5adlsFuPj49w0McpLzBFP6j1n4sbOa6lU/mKsWNSJSKkRKey8JcxfNDLFjyiE8BIoWbR3KGf+akTsSSCAA8Bi0RkjkSQAWQxTUgotLS3o7Oysahh3EslkMr5FwrB6NbB3Lz/tiCNiaVM6nXaH2u7atSs/fN5PBLft2HLKJwvDAwNoFwWDmEVwz80QIVScYbOTpQheMqZpouWpp/iJRx4ZezsaGhr4CIOYnODZbNbrBI84CgUoEIdCCD1esaLDxo2xdiQmgVKdbZlMJjC6RGTHjh2uMFDqe/zW74gRtm3T/SeCYekDf/0rWInJammBIorQEVPUCT40BAwP0wiJEiDibzgiEdyJVgokznoDk4xyfm9+jI2N8SMnahCvJiKd4CUgiuCvf32sq/c7H4yL1/Uvv1zX1/VO/QuAHntZSjmv6LqOuXPnoq2traoYrqhJnAhOCMkfBIhSvhAOlCVwlzt/kMhcsjgeEmWL3Q5xR5hMEvHb4corrqh1EyQSDkKILIYpKYlUKgXLsmDb9qTpNGGz+VavXs1ntT7xBD/zkiXem84ICHLgtbe3QxcvloeHgT17qItYUjLZzZtBREdjzCI4G0XgMn++FMErxBwchPb88/zEGojguq5jL9t5Jgpke/eWJbiVSjabRaMYVxFxUUyggBMcoMdMUQSfYui6jo6ODgww2byis63UzPBMJoPBwUFks1k3UqlSgYAQAkVRYFkWJiYmPM7yMIalZzIZDDz3HCeCjy1ahJQguEdNUREcoG7wffctaXlEdNRGJIIXvc6ScSgVEUZGP5unDyARTvBUKoWxsbH8BCmCe3nxRf55zHngTtFidv/rOvxwfqahIXo8irmzMAzE31Y6neZ+W6WcV4aGhjBz5kzPOSlpJFKhVDUNxHFSV5o97VCJM7qCdbLxKeJfpYS6zEq+x7i/+zrg7LPPrnUTJBKOlHSBS8qgubm5cKGmOqLocG9RBI/JwVhw+PyCBd54g0mSHxgXlmWh4V//4ic2N0eencyi67o3DgWQN61VoD77LAgrdGka8La3xd4Op+Cgi1/HWQSOzWw2C60GInhgJjjgzQWfgiI4QJ3WBxxwANra2rDffvtxokCpsSPpdBo9PT3YvHkz+vv7K8vnFnDO5wMDA+gQIgEcsYal3GHpExMTaBQicMa7u6uKgqkERVFg23Z+Qmurt2ihKGIGMToKRRxxEZEIXhQ/Jzj7OSUewoj5cfYl997JthPjBOc6e+T1hBfRCR6zCA7QXOyVK1eivb0d++23H6YfeCAgxjGKdRTqgFJ+W6WcV8bHxxOZAS6SWJXSk29brRhbjXBcpZhbSMyOQjz3tL0W4vckFMAlkqQhi2FKykV0tNUzBcVm2/aK4G9/ewytKuKU0DTvjc0UzNmthtHRUXQ+/jg/8a1vjXXoaWCEhLxprRhd/L0ecgjQ1hZ7Ozydys3N3pEaETg2s9ksVFFcjykORYrgwTg39A0NDZg+fbrnvFNKZngUxTWBfHHM4eFh32K9jlizbNkydHR0lO2WbWhoQKPQ7vHFi5MhcIji1+rVpb3PrwMrhhFivoji+/g4IAr0Eo4wMvo9kUCvvUa/e5YaOcFlHEoBsllg3Tp+Wg1EcCBftNiyLBqBLBYLrsNc8FJ/W855xa9TOJvN1o05L7FKpaIo3iH+1YrSYQjDIQnjoRJG28L4XEn7XiLglFNPrXUTJBIXWQxTUi4tLS3++dl1iJhV59DQ0EAvlHft4l+IyQle1Ckhi2NWxVA6jcY//IGf+MEPxtqGwAt8edNaMbqYB37UUbVpSA7OeRpDAbtsNgtFdLnFUICQEMJ/VhYpgmPv3r2YNm0aAKCtrc3NSnUoZXh4FMU1AXo+HxwchGEYgQUYdV1HZ2cnbNsO3s4B6KkUWoQOn7Y3vSkZGa8HHMA/L1UEFzuwpk8PPdqIhRBChTI/5s3z1hCTueAFCSPmZ2xsDM1s0d9f/pKfobW1JlEWns518Xpixw6gyo6zumb9ekA8zu2/f23aAqGItniurkMneDm/LV3XMWvWLE8s4ODgINpqYF6ohEQrllohgScMsTUs0TcucTzs9YXV5ikgfjt0iMPvJJIaIYthSirByZAPumGuB5xc1W3btmH27Nnca67YLLpK582L1dnjOCVaWlqwcuVK3oEnRfDq+P3vQVghihDg+ONr1x4WKYJXxt690EURqwZ54A6euJsYsnutgQEQ8ViwcmXo6ykL8Vi1bRsQcxRGrWFd1g0NDR73tq7rWCR0kjii+dDQUEG3d7WO6r1792JoaAgjIyPo6ekpGLFSURTa889D3bGDm9T+H/9RSVNDgRPxwxLBI45C8eSZ8y96I49kLnhBdF3H9OnTuWkLFizwdMw4xf38fn9jY2NoYuMrfvpTfoZjjvF2TsSA555un33455ZVlw7j0BA7iefMoZ1YNYITwevYCe78VoaGhjwjigpFaLW3t2NwcJCbNjQ0VDcieOIKY7IQQpDSdWSDLiAc4bXaopTlFtIsZ3lJJMz2Jf2zhswdd9yBo48+utbNkExxiN9IGYmkRJwLF/FGoh4Qi7Z0dnZi5cqVmJiY4KuQ++WBx9xppOs6UqmU17EuCkt1mAmeyWS833kM2LaNlsce4ye+9a2xZCeLOA4/hb1ZXrCAn2nLFupcChi1IMnx5z+DsAJXYyNQQ7FN13V+yHwMTvCGV17hJ6hqTV1uALxOcNumn10UZyYpThQKK06lUilPUb3GxkbMnj0bHR0d0HUdGzduRE9Pj/t6Q0MDFixYgNeYgozl5nOLFCzA7LNcJwqtpaWl9JXccw//fMkS4PWvr6S5VaOqKizLyl/7iiL4mjVUJCwmXtZIBA/c1gsX8p2l0gleFNu2sf/++8M0TZimif7+fu6aZHBwsGDhzLGxMcxxoqa2bQOefJJfQVJGfXd00P2T3Wd7eoADD6xdm2qJ2NFVo2ORw2Rwgov3VIsWLcKSJUtKur5XFIU7H9q2jWzMRZOrIfEKplpK5m2YTuSkRp5UQ9ifabJ9PxJJnVEveVuSZFKvueBBN/0AHabOXXjVKA9cxJPxCABCVEq9OcGdAm/r1q0r6j4Mm8E9e9AiRqGceGJs62fx3bbijdDEhDfDUuJFzHg//HAqhNcI7uYWiMUJros3zStWALXOXu7spH8sUygSZe/evegUPr9fJMqePXswc+ZMtLW1gRDiiRybmJjAtGnTsHLlSixfvtw7OqgCyo1YKTsKLZMBHniAn3bGGbF3Jjt4HNWiCD42Vtq+mSQnuN/6pQheEMuyYJommpub0dbWhs7OTkxMTHDXJMXy97nO65/9jC9G2tEBvPe9cXyUQLgRD6Lg/e9/x9uYpGDb3uNRjUVwp2MOgNcJvnkzPSYlGL97qi2546PnniqAadOmYe/evQDgCuf1Ql2omCXn3kYhzNajKB5Vm+vpO4iIG2+6qdZNkExxtFSKdx5KJGXiVKAvNx+01pR8079pk/dGN6Y8cBFfodQvDqVOtkVUBd5KIZ1OY+eqVVBzF9wuJ5wQ+br98ERmALSAohiJMlVvWstBFMFrGIUC+IjgEQtVlmWhQewsiTEKReaC+zM8POwZ2i2K4JZlIZPJuDf/hc5TTjG1MJxy5WYjlx2F9pvfeIs0fvSj5TQxVDxi8qxZgNiRUEokStJEcLGDTYrgBRkZGeEiGzKZjCeX2A/nd2kYBj86T4xCOeGEmnY+evYX8TwwVa8nfv97r7v6uONq0xY/li/nn9s2II7uShhh1Kpoa2tzI1GGhobQXkexwXWhpDixKKW/IUKxNomCeBxCfZI+bw358d1317oJkimMjEGRhEVzczMGBgaKZpYmiZJv+kUXeFdXzWIFfIVSUQQfHAT6++NqUlVEVeCtGI74Pk0QS603vMEr0sWEMwzUw0EH8c+n6k1rqezaBbz4Ij8taSK4nxM8xI4rwzC8cSgxiuCqqsI0Tf8Xp6gI7ghr4vFbPKYPDg6io6PDfR5G4b5SKFqA2Qc/F3sgYhTK4YcDy5aV28zQ8Aj4hFSWC550EVxmghdkYGCA+72Veu3h/P64PPCNG4G//pWf8ZRTQmlnpXiME6ITnIlZmlLceiv31N5vv5pfJwDMcamlxftbTngueBjnKjYSpZ7ywIE6EcGBEmNRRGpVqDJMUTrq5Ze6bgkA4IUXXqh1EyRTGBmDIgkL27axYcOGmkRaVIqu62hubuam+d70iyL4EUfUbAi3r1C6YIE3t7ROIlHiEnhEJiYmAMtC55/+xE3PHntspOsthK/LH/DetMrrhsL88Y/887Y24M1vrk1bcnDDnAGvUDYxAfT2hra+bCbjjUOJWQQPFOqmoAieTqfx8ssvY3Bw0Pf86GTGAzQKxSmE6bxWrjhdKU4B5lIjVvwKmfmyZw/wi1/w0844o4qWVo+vmFyuCG5ZXqd10kTwDRsibU8SKVTEUkQsalnKtQf7++Pe/+CD/IwzZgBHHVV6wyPAGanpIl5PbNtGf59TiU2bPMcj+8ILa3Zdz1LPueC6rmP27NnctErOVdOmTUNvby8mJiaCO9MTSF1V6kmlUpio5MsNu/BlNetPOvXU1howb968WjdBMkWRMSiSsMhkMti1axc3rVBBraSQyWTQ2NiIZcuWFS7akpA8cIBeZHpEB12nkRnszfjmzcDBB8fbuApwBB6x6FTU+01DQwNaXnwR+u7d3HTywQ9Gut5CpFIpf0FJZniWhxiF8va3J6+Q6Ny5tFAlew/y8ss0kiEEjK1boYgxP9IJXhNKKTjpOKo1TYNlWZ7Yzq6uLrS3t8dSPFjX9ZKX39DQgEwmA9u2CxsqfvpTgOngsxsaQD70oWqbWhWapmFMzNgtVwTv7aUdWCy1FsFf9zr++c6dwI4dNSn2XAvEwnxiEUuWTCbjMQMFXZM4v7/t27dzReBHR0fznVZiFMpJJwGlRvBGhKdzfd996TUj20HQ01PT69rY+d73uJFXZksLzFNPRRLuVhwRvKWlheaC/9//5V9MuBMcoHFe++67LwghFZ+rMpkMdu7cCQDo6ekp+BtOEnWlqJQdi+K7EOls9kV+LyVxww031LoJkimIjEGRhEmtIi2qZffu3Zg5c2bhXNUdO7w5fDXKAwcKRGbUcXHM6dOno729HV1dXVi8eHEsF7u6rmPBc89x04x994UuRo/EiG/UDeCNQ3nttann3GIo6vITC50mYIgzQIf5usKwpnnFqr//PbR12WJHSWur9xgRIZqmSRE8Rynnx7a2NgwMDGDHjh1cPjFLmPnfYaJpGvbs2VPYdStEoRjvfz/AuN1rga+YLBbGW7uWFwtFxKgRTQPmzAmngQEUFcGXL6e/d5YQjy1JptwaI4ODg76Zw34jIpzfX1dXF/Yw51/DMGin1UsveUdpnXpq9R+qSjRN468rUinvuWcqdayPjQE//CE3qe+YY9CzaVMiRrA6HYsA6s4Jbts2JiYm0N7eXvG5KpPJuMU0HeKqE1Qtdad6qqoajhgkoz7kd1ABp59+eq2bIJmCyBgUSZjUKtKiGizLwtjYGHVbFEJ0gbe3e525MeKJVXDwK45ZJ4yOjqKlpQUzZ870OvOiwrbR9NvfcpO0GjsTOZGUZfly6tximUo3rQzpdBo9PT3BsUuPPgq8+io/LSEiuCcX/C1v4Wf4299CWxcRM9EPOMAbmRQhBZ3g4rGqtxcYGYm8TbUi6OadPT8ODAygv78fu3btwrZt2xIhxpRCOp3Gnj17sGnTpuAYtJdf9uYk1zgKBShRBDeMwsXoxCiUBQvoCI8IURTF/xogP4N3FNgUEcGDOpyGh4d9O06DRHAguNNp2rRp2LNnD2zb5ov/ilEoc+fS6Lwa4xuzJo4Kmkq54D/9qcdEsDt37ZcEsZW7Tlixgn/x5ZcTXfR+YGCg6kKW9WqqAupQBAdoLECoglBcGdu1Zqp8TolkEpHSdRmDIgmVODNLwyCTyWDbtm1ob28vfO6fmABuu42f9ra3RX6TWxGisJTwKvIsIyMjaGlpQVNTU3wi+OOPQxUdqCeeGM+6AwjcFzXNK85MQRG8qMvvpZcA0Vgwe3asMSCF8IjgYk7588+Hti5VFMFj/g4KZoKLxyqgrjrtSsEZrTAyMoK+vj4sEiIy2PNjue7VpFByu++9l3tqzJgB9X3vi7p5RfEVwadNo9FiLIUiUWIuigkUOE+wvOlN/PMpIoIHGS82btzo6TidmJjAxMRE4Q4FHxRFQUtLC0ZGRjA+Po7GxkYqTIoi+MknJ+Ja0VcEn6oRa7YN3HILN2ngP/4DE8w5qdZiK+fcF53gw8PA9u3xN6pE9u7dy0UFVUI9mqoc6lJZCSUWpeAKJpFQPJk+SwI44YQTat0EyRQitJEvkknFhg0bcM4552Dx4sVoamrCvvvui0suuQS9ZRRq6+rqwooVK9DR0VFSQa1KKafgkR+Ok3T37t147bXXgh13tg2cdRbw5JP89IS4Sm3RDSIOb33uuUQ7RlgcEZwQEuyGLoGS943f/x447jh+Wnc38MY3VrTeWJiqN60MBR1C/f3A8ccDQ0Pca8aXvhSrA7oQ3DBnwOsEX7eOfo4QSInZoTGL4AXjUJqbaecEyySKRGFHK6xduxatra2YOXNmYMHJenW+ldTuDRuAH/2Ie3342GOhJEDQUBTFex4FyssFr4EIXhJiB9sUEcF1Xfd0OIls3rwZO3fuxOrVqzE6OlpRIfeuri7s2rULfX190FMp4Gtf8+Y1JyAKBQgYOSCeD1avpkVeJztPPw3885/cpN6TT+ae11ps5Tq55s8HxNGqCc0FN00Tpml66lmUS72ZqliScaVZAYqiQIujeEG9uafrrb11xkKxirdEEhGEkHiOcZK64oknnsCb3vQmvPrqq7jxxhvxxBNP4Oqrr8Yf//hHvOUtb8HLZWTQtbS0wLbtyC5WikYhFKEsx93llwM/+Qk/bc4c4Oyzy2126Pg62A47jH+eTgPr18fXqCowTRNarnBhW1sbhoeHy15GyfvG//4v8IEPAKOj/PSzzwYSEBEV2Akg5oKL2aNTgECHkKYBH/mIZ/RD3/vehxfe+tbEREt4nOArV3qLpv3jH9WvyDCQEn/7NXCCF+zMmqS54H7nmB07diCTyQTGK9Sr861ou3/xC+pI3rGDe33wP/8z4pZVSZ2I4L4CvoPoBN++3bMdJiu6rmPOnDlYvnw5lojHmRzbtm3jnpc78mJoaAj9/f3o3bgR2umn0+tFlu5u4NBDy257FBBCYFkWbxAQO9VHRur2GFyS+cG2aQyKcOwxFy3CwOGHu8+TIrY62wyE+EeiJJD+/v58gdgq8cvkrwfqWiXVNA1K3C5JUWT2+6vl+iWRcvPNN9e6CZIpQkrXZQ64hKO/vx+nnnoqTjjhBPz+97/HiSeeiLe85S047bTT8NRTT2HFihX48Ic/XLgIEwMhBISQwjdnZcIOK692yHjJjrvvf586e1haWoBf/xro7Cx5fVHhO7y1u9tbkOvpp+NrVIVks1lXAAeoCD4kuHkdgm52gjo3RkZG8vPv3Uu36wc/6C109v73A5dcEs4HqpLA4pjiTevq1UCFjvl6xeMQMk0s27MH+oUX0t8mw8h++2Hz5ZcDhCQmWsJT1Lahwdu5EUIueGbNGiji501SHAoALF3KP58knTqVuLrr1fkW2G5VpaLgcccBAwPc6/bhhyMrRjsljToQwYvmgk/h4ph79+5FV1cX2traAovM+lHqyItMJoPNmzahcf16rDjrLEz//e+9M+XOPUkgnU5jaGiINwjMmQPMmMHPWIe54CWZH3bsAE44ATjtNGoOYVAvugjzFi7EvHnzEiW26rqev1YQRfAEOsEzmQx6e3vR3Nwc2jKTWgi6EFrxWZJNKpVCxrJCvYmvGilGSySSKtBSKZkDLvHwgx/8AOPj4/jOd77j6SDRdR3f+973sO++++IXv/iFf3TT1q3Aj3/MTZqxdy8yzc0ludgMw0A2m0UqleKEUIehoSGk+/rc535Jc+bf/gY0NRVdFwA0GQamv/aad/q8efRC+cUXgTVr6H8WVQV+9jNvsaka4VwgcxechABvfSvw8MP5aU8/DXzsY/E3sAycKBSHxsZGjI2OUqf2wADNZZ+YwN5du7Bz82aQTAZKNovZnZ3oaGoCMhmY/f2YsXUrSDYLYhhQslmQbBYD2Swatm1DavVqr1jhcPLJNLM2IRfajlDa2NjIvyCK4OPj1Okv3iDVA9ksMDZGP0PQ/0yGFqVz/iYmgKEhdA0PQ9myBa07d0J94gmoPvEh2WnTsOGb34TNfIcTExM1v5liHXkNDQ20PW9+M58FXmUueDqdxsBvfoNl7MS5c72CR8QUjEMBaBQMO9JGjJ2qJ0wTmd5eZPbsgWoYaNywASSbdY9DJJNB49at1I3I/gHu4y4AndksspkMPR+uW+eZJ/BxJc9DmqfLttFpmjAHBzHx4oto27mTjsjw68h83eswceed0BPmcLdtm7/+EUXwDRvo+chP4KmRCO6MBguMN3SKY7K/q7//HTjmmFjaFyq2TZ3KY2P0PDA+juzQEDJDQ9AtCynTpOcMw4BlmtB37EDD3LmAbUO3bew7MIB0b6+7z07PFbYkzn6c60xomj+ffm/seUf827ULyj//iYN6eqD5jVgjBLjuOuATn4j5S/InyCDQ3t4O/cADgT/+Mf/Cv//tcUonGfez2TaU8XFo/f3ofekldLS3I7VxI60RsnYt3e/9ttXrXgecey7MwUHMmDGj5tcHLM6oscbGRm8ueMKc4Ol02t3H1qxZg+7ubv/OBNt2r+MwNER/0851Xjbr/TMMavQQz0nsueijH43xkxan7kVwJx88k/AsNsnk4Prrr691EySTHEVVfQVGieTnP/853vve9wZW8166dCne8pa34OGHH/YXwf/1L+DMM7lJ5QyG01D4oqEt9xcWGgD/wbFFuP12IAGFvBx8neCAVwR/5pn4GlUOhkFdR6+8AvLPf2Larl20Q2XnTpA9e7Asnfa4tacheN9qArC4gmaMn346Gu++OxHFqxwCt+3MmVTMZIe0v/BCMkXwdJregDo3oZs2Abt3A7t20f+Dg1UtvlDZJVvT8OrXv46sMCoiCdESjiPPGenQ3d2Nrre8hR5fHKpwgjuiwFwhCsV6/etjH6brDucO4ogj+Ofr1tH9Q8wKTwK9vVRI2biR/m3aRP96e+kIk4EB6AAcCaVSn3Ox82FScdpd8Bd26qnAD36ArG1DF6OoagghBAMDA2hubs6LYPvvT8VMVvR/6SVvxMj4ON1nWWIWwQse1970Jq8InkTGxmjHybp1+b8tW+h5xPkTzomp3J+IAmCeMK0998fSWUVzg36jdmcnyE9/CrznPVUsPVwKjUzRV67kRfCkOsFHR6nwu2YN/du4EUinoe7ejZU7d0Lr74dSrmZ34onAd78LtLdjorc3EdcHLFx0WoLjULhOFtuGvnMn+v/8Z3QODUHbto1er27fTv/6+jy/46qRInj4OPngRtgbSyIReOSRR/DFL36x1s2QTFIIIVUXqZBMXtavX4/3FRF3X//612PNmjUxtSiBXHFFYlw9DrquY2RkxPuCmAu+ejV1U3d0xNOwIMbHgb/8Jf/37LPUBQLAr2VxCHbD55wD5aabEiWAA1QE9922AHWDsyL4v/9Nney1Jp0G/u//gMceo/+3b69NOxQF5Lbb0H7MMRhm2pCEaIkgR17HQQfxYs7mzVRcnTmz7HU4N81Ngghu7L8/4v70RaPXDjqIxjWwDr0nnwROOinahpXCpk3A735HR9I8/bQna15SBpoG3HgjcOGFACHI9PXV/LfokE6n0d/fj/7caBLXwdjSQuN6NmzIz/zii14R3GdUGWKq8+RbF0QkqcUxJyboNcDjjwN/+APw17/SjvE6xth/f2iPPgrss0+tm8JRMLc/5GLbmUwGExMT+VFOlTI2BjzxBPDb39JrirVrfYu8q7m/spg5E7jtNuBDH3In2baduJHSDQ0NGHTMAqITfPPm4JEpcWLbyL7wAubcfTfan30WTa+8Ai0gynCqMClEcICeYCzLgjXFMhcl8fLXv/611k2QTGJkDrikEHv37kVHEYG0s7MTe/bs8X1tG4Djco/vB/AlAJsBHADgQgCfzL12DoAsgLtzz38E4OsAXgawD4ArAJyZe+2jAJoBfD/3/Lu5xy8AWAjgGwBOzb12MoC5AL6Te34TgAcAPAdgVu59jn/9eAArANyQe349gF8BeBLUJXQfgBMBGADeA+AQRcE13d3ACy/gqn/8A0899RT+7//+Dw0NDfjZz36GD3/4wxgeHsbb3/52HH300bg8Vxjpsssuw+rVq/HLX/4SAPDoo4/i4x//OPr6+nDYYYfhpJNOwuc//3kAwOc+9zls2bIFq1atAgA89NBDuPjii7Ft2zYcfPDBOPvss3HhhRcCAC644AIMDAzg/vvvh2VZuO666/CNb3wDr776Kvbff3987nOfwznXXQcQgrNyNww/sm3gve/FD37+c9x444146aWXsHTpUnzlK1/BR3MOio985CPo6OjAd7/7XQDArbfeijvvvBP//Oc/MX/+fNx00004OSe0nnTSSVi0aBFuvPFGAMC3vvUtrFq1Cs888wxmzJiBu+66C8cdR/eIY445BgfoOq7/yleAbdvw1WwWvwPwZwCtAH4C4EMAJgC8G8DhAK7KbZsrc9vwMdCLyocBnA5gEMARAD4A4LLcvJfk9qP/zT1/BMB5AHYDOATAaQAuzr326VQKO7u78VBbG0Y2bMD/2jY+9alPYevWrTjooINw3nnn4YILLgAAnHfeeRgdHcW9994LALj77rtx7bXXYv369VixYgUuvfRSnHXWWQCAM888E6lUCj/4wQ8AALfffjtuvfVWrF69Gt3d3bjuuuvwkY98BABw2mmnYcaMGbj11lsB0Log99xzD55//nnMnTsX3/rWt/DRj34UTU1NOOGEE7Bs2TJ885vfBADcMH8+/hfAU6Cu+B//+9/4z//8T1iWhfe///04+OCD8dWvfhUAcPXVV+NPf/oTHn/8cTQ1NeHBBx/EKaecgrGxMRx55JF4xzvegS9/+csAgMsvvxz//Oc/8etf/xqKouDnP/85Pvaxj2Hv3r04/PDDcfzxx+OSXGb6F77wBWzYsAGPrFoFbN2K/9F1XPj3v2MHgDcDOAPAp3Pf94UA+kB/k0CEx4ilS/H96dPxQnMzFr7wAr6Y+z0qioKTTz4Z/f39+M536FHipptuwgMPPIDnnnsOs2bNwve//313lMvxxx+PFStW4IYb6FHi+uuvx69+9Ss8+eSTaG9vx3333YcTTzwRhmHgPe95Dw455BBcc801AICrrrqq4DHi8MMPd7/DM888Exs2bMCTTz6J1pYW/LqpCR8fG0MfgMMAnPToo/j8/9I9upxjxDnnnIPVq1fjqWefhQLgXgD/DWDDE0/gdZdeSo8R55wDAO6++6Mf/QgAjcYK+xgxMjKC22+/PfgYsWgRDlizBs54yK8+8gh+t3kz/vznP6O1tRU/+clP8KEPfQgTExN497vfjcMPPxxXXXUVAODKK6/Ec889h8ceewyapuHhhx/G6aefjsHBQRxxxBH4wAc+gMsuo0eJSy65BC+//DL+N/edPvLIIzjvvPOwe/duHHLIITjttNNw8UUXATt24DOWhR3//jceyrXppwC+CGArgINAjy0X5F47D8Bo7ntGbt+9FsB60HPNpQDOyr12Jqhz9Qe557cDuBXAagDdAK4D8JHca6cBmJF7HQBuBnAPgOdBz3e3Avhg7rUTACwD8M3c8xsA/hgB4D8BWADeD+BgAF/NzXs1gD8BeBx0NM2DAE4BMAbgSADvAPDl3LyXA/gngF+DdlL+HMDHAOwFPXYfD3osBoAvANgA4JG2NuDAA/E/n/wkLvzkJ7Fjxw6sWLECZ555Jj6Wi+m68MIL0dfXhwceoEeJ+++/H1/60pewefNmHHDAAbjwwgvxyU/So8Q555yDbDaLu+++GwDdd7/+9a/j5Zdfxj777IMrrrgCZ+ZGpn30ox9Fc3Mzvv99epT47ne/i+9///t44YUXsHDhQnz1q1/FiSeeCAB497vfja6uLlx88cVob2/Hd77zHTyQSvHXEVdfDaxaxR8jdu3iriNaNQ03ZzI4t8JjRDnXEe9617tw5ZVXQtf14GPEyy/jYABngx5rsX07LvjJTzCgqrj//vsBAPfeey/++7//m7+OiOoYcfTRwMaNOGn3bizKZHBjbn/5FoBVAJ4B3e/vQv668hjQc4V7jABqfh3xGQA7AHqM0DTc//GP4zIAWz/3ucRcR9x666344AfpUeJd73oXmpqa3DZ8/etfx0033YSnfvUr/hixbh3ef/PNOPjQQ8u+jshkMjjttNOwdu1aPPXUU2htbcWvf/3r4tcRjzwCAPifhx7Chccfjx3/+hfevGcPzjCM8K8jVqzAFb/4Bc78/OeBe+91r7NuuukmtLS0eI4R3/jGN3DqqfRu4+STT8bcuXNju4743e9+B8Mw8Jvf/AYf/upXMQzg7QCOBj0W4/3vx2XXXRf5vQbgc4x43/twzic+AezcibNyho0f5b7vHwC4EcBLAJYC+Aro9RpAz28doPd0AD2P3Ql6XpkPev/mWDpOArAotywg+BjxKJIFsRMVpl0dtm0jMzGRrHxwyaTi3HPPxR133FHrZkgmISldD84LlEgAzJ49GxdddBGuuOKKwHnOPvtsrFmzBs/4RGsc19mJR/fd1zN9POcGCep+sWwbY2NjBdumEAJNKCSn6zpSuWgf0zQx7jMEsrGhoeB+79s22wamT6cZgc7fAQckogimH7ZtY8OGDdjHz3V02GHUZeVw1VXAf/93bG2DYdCc+NtuA/75z1AXbek67FSK/td1WKkUbF2HrWmwUyk0tLdDa2oCdB0TAEazWZgtLRhdsQLt7343Ot/+djf7e/369f7fX42xLAubNm3CUrFwIADcfz9w+un554sWUVdQnOzaBdx6K/C979HhrWGhqrCbmmBoGuyGBrpNNQ22qqKhtRVKQwPQ2ooRVUXTzJlQOjuRPegg7Fq5Egve+lZuUevXr8eSJUsSdf7LZDLo8RluvnLlSujvfCdfxPbqq4Err6xoPenNmzFjyRKad+vw978Db3xjRcurhqK/sWuv5T/nwQcD//hH9A1j2byZft8PPuiOTgkDO5UC0XV6vGlooP91nWYOAzRuwzEohPHY73mc0zQN6O5G34wZaHvTm6C//vXUFS2YMDZv3oy5c+fW3A3uFAoUWb58Odra2ugIsK9+Nf/C+97nKb5rfuxjUO+5x30+fOCBePlHP6K/6Yg/3+DgIMbHxzFr1qzgmSyLjgJjR1v88pfABz4Qads4JiaAVauAW26hju8QsRoa6DVAQwO0lhZYqgob1MTo2UdL/VNVui8H/TU30+vDlSupk9pnH08i6XQaY2NjmD17dn7fHBkB2tp4l/Xf/uYdQVCEgue2Yr+D0VF6vXjjjbTGSbVoGtDVRbfL/vvTv/32o6M4fEZpGIaBrVu3YsmSioISI4U7fy5ezF/r/fSnwCmnxNugf/2LnitzHRdVQwiQSuX/NM37XFUL/17jvl4owqRxggN0OJ/e0ICJ8fFaN0UySZECuCQKNE1LlAAgSSb77LNP0aiTF198MVjI+H//D3jU2xeffu01zJgxA00BBSsVAAPbt2MHG+3gw8qVK5EC3CGWKeaC2sxksNbnwnu//faDZVmBQzK3vvIK9vUR7uuJgqM73vpWXgRnxbWo+fOfgU9/uuRhtebChbAWL0ZqxQo6/HzhQnoDM306Ng8NoXPxYoxaFkhjI+YsWAAjm8XExAQURcHatWs9y1u5cqUrcjcAIJkM+vr6oFoWOufPd+ezLCuxI2QURQnOUhaHL2/ZAvT3x9NZMzwMXH45za8W8tp90XVg+XJ6E7p8OTBvHjBrFv3r6qJRGE1NQGMjMqqKCdNEJpPBpk2bPItyhCnbtrF9/Xr396vZNsaEG2fTNEEISdz5T9d1dHd3c5EobkzLW97C/06rKI7ZtWsXL2ooCt0GNcJTdJBFzAV/4QWaFx9QoyJURkaAr38d+MY3aFxTEczGRowvXYqJefOQmTsXnW94AxqXLgWmT8ce28ZrIyMwW1pg6zoWLVuGrkLi5CRGGxjA3vFxzA7IdncKYdeagjERgLc45urV/PPxcSg//zk3ae+RRwKIpwivbdsYGRlBJpMJXpdfccznn49PBH/sMeD882mGcyksXAjsuy89XyxbBmPGDGwcHobR2QmjowNWUxMsXcfcxYuxrbfXFZ9nz56NWbNmYdOmTZg/fz40ptC2hNLU1IRsNsvvKy0twLJlvPjc01O2CF4wdzxo3zQM4NvfBq6/vuTO9In58zG2ZAkmuruR7epC+7JlaF+yBJg5E9mODrw2Po4lBx1UVqeEc2+RVNzz54oVvAgeZy74Cy8AX/lK6eJ3ZyeNO9tvP2D+fHrtN3curffR3k47XtraaIdSQq/DK2VSieBAXgiXhTIlUXDSSSe5w1MkkjBQVBVaAm4yJMnn+OOPx/XXX4/BwUHf4pivvvoq/va3v5Vdt6C5uRmjo6OBIjhAb4b33XdfEEKQzWax0edGaWJiAm1tbb4X0n6ikqZpnDgqVik3DGPyF4kVc8GffZY6wqLMPNy6FfjiF6mbshCHHEI7Tt72NuCtb8Vro6OYO3euK1w7pNNppDdvRjqX1bqosxMgBLquu/tCoKDIoOs6Zs+ejVdffZWbPj4+jsbGxso+ay1ZsYI6ZNh6NT09XjExbP74R+Css2hWchAtLcA73wkcfTRw1FFUyCjht5ZOpz1Z2SLOTWomk+FuWAkhbjau87sOOpYlga6uLrS3t2PDhg1YtmxZfn8VRYcqimN6ipvtuy/tbKgBTodOYIfEIYfw+7Nl0c6A9743ukbZNvCTnwCXXgps2xY83/TpwHveA+PQQ7Guqwtj++zD7c/TmQ43pb8fXaOjaGtrqz4Pt85pa2tDb29voAgOlJAXHwMFO6UArwi+dStfX+M3vwFhCvzahGDv0UcDiL4IL3vM3LNnj+c6h6MWxTF37wYuvpj+zoIghAr0Rx5J/972NiqMIZ8tnc1mMehzXdgyfTpWzp2LiYkJpFIpbNiwAbtyBUrXrl1b+PuYogQW3D7wQF4EryAXvGiHksiaNcCZZxY8z9mKgpEDDsDAW9+KoUMPxdg++8ASzmO7kHebpwCQTZswIVwjFCPJIrhzbZNKpaig/Lvf5V/M3eeElsPuRzZLR5J+7Wu+mewO9vz5IP/5n8C73w284Q10hGICjvG1YFLeXSqKEnwAkUgkkoQgC2FKyuGcc87BjTfeiIsvvhg//OEPuZvTTCaD888/HwceeCCOP/74spbb3NyM3t5ezJgxw/f1bDYLwzBcsSoT4CwtdnHqiEpB7uDNmzejvb3dvTgcHR1Fc62LyYSEoigwTdMrMAnREBgcpDcd4k19WNxzD3V7jY76v75gAb3h+fjHqdubIfPKK57jlV8BwS1btqCjo4O7yGe3faEbAEVRQAjhvquxsbGCHTRJwNdBq+vU1cveqL7wQnQi+PAwFQu/+93AWayjj8b4eedBe/e7oedEjFLx29YirDA1PDyM1tZW7vXW1lYMDw+jM+eGHxgYwLx588pqR5zouo7Gxka+ENdb3sLPtGMHLS5ayecQRYyVK8tfRkhomuZ/jHJoavK64J98MjoRfGAA+OhHgV/8wv91VaWxF2eeCRxzDNDQANW2Yb34Io11yCF2uPX392PevHlTWvx2UBQFiqLURYdzV1cXWlpasGXLFixZsoTffk4nHluw8cUX8+fXBx7gljV88MHIzpoVeRHeoAK77HUOR5zFMW0buPdeKoAH1JHBggX0euHss6kzVKDUTlGnQzyTyWBcGMlR8PuYomia5q9hrVwJPPxw/rnP6MpiqKqKhoYGzhHu+zswDOCb36TxfEGjyd7wBuCzn0X2ve/Fy36FZwVYt/nMmTPR29uLBQsWlNx2x2iTRJzv1BXBGexnn0Vfby82b9niTgur8yeTySCzbh2aP/EJKAERRnZnJ0Y+8hEYxx+PzqOOitZkU0ck+4xXBaqmwbJtmHVewViSLN73vvfVugmSSYTe0JAIl42kPpg2bRp++tOf4vjjj8eWLVtwwQUXYOHChVi/fj2+/e1vY9u2bfjd735X9s2seEEs0tvbi5kzZ7rPi7qyCuDcDA0FVCVnL5JHR0fRMkmGyuq6jmw26xWY5s0Durv5oZPPPBO+CG4Y1P397W/7v75yJXWQvPe9VFwSGB8fh2maniG65QytZZ3hhWhra8PQ0JArlI6Pj2PatGlF31crVFWFaZr+v7uDDuKFzgqcWyXx4ovAcccBgoseABXjTz8dez/+cbzqdCasW1f2TVjQtl6yZAkURcHu3bu55Q0PD2POnDncvK2trUin0+js7IRt294h3wnEGSnjOtb33ZcOE2acpfjb34AyOx8BwO7p4esd1FAEB/LO/MBtcsQRXhE8Cl5+mX6ffsPIVZUKc1/6Eh22zTA4OIgZM2ZgxowZ2LZtGzo6OjB9+nT39XrZ5+Kkvb0de/bsQVNTE9dBaZom3/mTAJqamqCqqnf76TodefPii/lpP/sZFcEHBz0dKakzzoglC7zs6Ik3vYl/vn07sHMnIBxHq8YwgE99CgiK+DzsMOALX6DnlIDryXI7RYEKozimIIqi+Ne3EyPWClxPBLmOt2/fju7ubve6f9euXd7RWNu3AyecADz3nP/C3/c+un+885101B+A2dms6/APgjXKtLS0YPv27RgfH0c2my3JHT0xMZHYUQPO99na2gr8x39wr5GNG7H7D3+g1w45wuj8SafTGLjzTnRfey0UtpZADquzEztOOw27TzkFVmsrFi1aJAVwhkkrggO0J822rOC8RomkTF73+tfXugmSSYIUwCWV8I53vAN/+9vf8PWvfx2f+cxn0Nvbi/nz57uV3AsNaw7C2Q/93KyWZWF4eJjGYDCU6uwNopQhmaOjo5z4Xs+kckVDfWM9DjuMF8Gffho455zwVr5nDy3K8/vfe1+bNg245hrgvPMCb3ZZt1dPTw8nnpY9tLYEOjo6sHPnTk4ET3IcitPB4SuCl3HTWjF/+Qtw7LE0b1zk//0/4Ec/QmbhQrwquMbKvQkL2qatra3QdR0DAwPctvLLv21sbHSdgPUy0qO5uRkjIyN5oUBRqFj1xz/mZ3r++fJF8N5e4Kmn+Gk1EsHT6TR6e3vd54EdJEccQbO5HZ57jrquwxyi/utfA6edxncyOLzrXbQjz+da3LZt7N69G0uXLoWqqpg3bx527NjBieBDQ0OJdRLWCtM08Rrj4nS2fcH86iRy+OG8CH7rrfQ8+ve/cznytqah8fTTPbFeUVD2+XH5clp/gRW0/v73cHPBBweBk0+mGeAinZ00d/+ss4qKZYU6RVOplO91YRTXC1MK8Xqit9e3k0R06Hd3d6O9vR0DAwPIZDLuMVDXdRBCsHv37rwje80aKnIzrmWX5cuBu+7yjmAEjS9csWIFbNtGQ0MDBgcHixplNE3Di8xvtljHfJJHrCiKgr1799Lv9nWvgz13LhqYOkqdjz+OMaG+UTWdP5mJCRif+xyW3Xuv98VUCuall+Lf73oXLGY0nt8ozanMpO4OIIQglfuBSyRh8K1vfrPWTZBMAlKpVOIcNpL6Yfny5bjzzjuxZcsWjI2NYf369fjWt75VkQDu0NDQ4BmmmslkXDed33lU1/XADPBiOG5yFvEiueDQ/DqjYESbeEMRZnHMNWtohIGfAH722cC6ddQRVobba/PmzW4kTinbsVwcR43jhLJtO9HHS6eDwxfxprWnBzDN8Fb+yCNUGBQF8KYm4DvfoULtsmUFHXilMj4+7nGMsdvaGd4M0JtVVVU9xw1CiBsN1N/f73Z0JBnHCc4RRi74PfeAsPtNQwPwjneUv5wqKfYb5zj8cD4/dGKiukx0kW98g0abiAL4jBl0X//d73wFcIAK3C0tLe45o6GhAYZhwGR+b/Wyz8VFJpPhBHAgv+2TLIL7umQvuYQXtg0D+MxnPFEoxpFH0v0pBso+PzrFMVnCjETZupXmefsJ4CefDLz0EvCJT3ACeCaTwdDQkOd4UKhTtFhtGJaoI2kmFUuX0noeLMIoh6DjeU9PD7Zs2YL+/n6k02n3tdbWVoyPj8MwDDqy5/DDvQI4IdT5/a9/+QrglmUhm81y276rqwsrV67E8uXLsXLlSo+4nclksEeI4Qk873BNSZ6ml06nsWHDBuzZswc9PT3Y+tpr6BfO5Z1/+pPnfRV3/pgm8MlPYo6PAG4tWQI8/TRGL7mEE8Adyrnmm+wkszslRJxCmRMTEwWD4iUSiSQONE2DmtCebMnURSyOKTpJVFUNfRii4yYfHx/H9u3buUzyJDs+KqFQBIynOOa6dUA6DVT7fb/wAi162NcnNga4/Xaa+12EUoYvVzsqwI/m5maMjY2hsbExkTc9LAU7OA46iH8+Okpdw4ceWv2Kb7+ddmCIox0POQS4/35gn33cSdU68Gzbxs6dO7Fs2TKYpum7rZubm7Ft2zaYpomRkZHAKKPW1laMjIxgdHQ00XngDk7cDYeYC/788/Qeo9R91baBH/yAn/ahD9GRGTFTVkRBZyd1q7MjGp58kgpr1XLNNcCXv+yd/oY3UAF88WLftzk5wzt27MCyZcu416ZNm4a9e/eiq6sLtm0nflRJ3BTa9kmNjXGOt562LVtGhbrrrstP8+n8tU89NeIW8jjnx9deew0zZsxAh1OsMwixOObzz4fTkH//mzp8t2/npzc2AnffTUeLCfg5ip3rQF3XMW/ePGxnlleKoB3F9cJkxLeOjKLQgoY//3l+2o9+xI0cLEXkFEeBdXV1YeDOOzH9M58BEd+/dClw333e61SGgYEB387FQhF45UbjWJaVyGtBv06H/v5+GO98J2YzHXDNr7wC/bXXkMk57mfOnFnZvp/NAmeeCd2nkG3f+96HtnvvhT5jBhoqrN00lUiutSZECCHyICsJhauuuqrWTZDUMaqmQZOFMCUJpKWlBUNDQxgaGsLIyEjpzsAq0XUd7e3taG1t5dyW9RKVUCpFhVKx8OOzz1a8rkwmg5FnnoHtJ4DPmQP8+c8lCeAAAjsixAvpakYF+NHe3o7BwcG6EK0KbtvZs6k4w/LDH1a/0uuvp7nIogB+7LHU/c0I4ADdPosWLeKmlerAy2Qy2Lp1K9rb29083qBtPX36dOzevRt9fX0FnYKOY7xeCth7hHDRCd7XB2zaVPoCn3zSm3cdZgRSGZTdQSIWdg0jF/zaa/0F8FNOoZExAQJ4Op1GT08PXnnlFQwPD6NfGBHhiOAAMDIy4inUOtUptO0zmUwiC7c7BRZ9+a//AubPD3yv1diI1EknRdSyYJzrnJLiWaMojtnTAxx5pFcAnzkTePxxXwG8lBEitm1jyZIlgW7fIMK+XpiMBF5XnHUW//zZZ+mIvxylipysCK3edRemn3++VwA/9FC6/AICOADs2bOn7Lot5Z53kjoyJUjMbzn6aGSF72T/tWuxfPlyvP71r8f4+DhGRka4URZBoy6YldERG4IAbqsqNl15Jex77oGeMxPJURfFmRIiOEB71HTZ+yGpkt//4Q+1boKkTlFUdVI5WyWTi6GhIfT19WHdunVYu3at7zxRDqObPn26K1YAU0wET6Woe5flmWcqWk86ncYrjzwC/f3vBxEF8EMOAZ5/Hpk3vrHwhTbD7t27MWvWLG5aHBfSra2tGBoawtjYmDs6Iak4meCBiB0ODzzgn3dcKrfcQsUekU98Anj4YSDgd9PY2IjZs2ejq6sLixcvLkmwcETG3t5ebNu2jRtG7YdlWdi+fTv27t2LDRs2+M4/OjqK/v5+DA4Ooqenp+gyk4AnEmXxYm+kwuOPl75A0QW+YoVXXI6Jsm+WxXY+9VR1ET/XXQdceaV3+te+Rn8rwv7sCAWldNYqiuKOwtm9e/ekKbQcFoW2fVJFp4IieGsrjdQJYOTII0FqlAlfrAC5i19xzGrc4GvW+I8IW7GioMBZLELLtm0MDw9j2rRpUtCOgFQqRSNKRN73Pm+h1B/9yH2o63pJ0YiO2GzceSdaP/95ECEtwfrAB+g5rUhdHqeN5d7flnvecUYOJI2gNs2aOxfKCSdw07RHH0VbWxsaGxvR1taGtWvXYt26dejp6cHGjRvR09PjPvdcF01M0GKl7CgAAHYqhd7vfhftn/2s55quq6sLnZ2dWLp0aVmdVFOFKSOCA/RiKCUP0pIq+EsYjhfJlENRFKRSqUQO5ZJIMpkMtvgVwRGI8gK0qakJo6OjbtbnZBPBFUXxzzF1EG9E//KXsteRyWSw6w9/wPJPfhIpMSP67W8HHn8c6YaGwhfazLK2bdsGQggWLlxYMNsxChRFASEEe/bsSXznoaZpmJiYCO5YOOssgB3SPDLicfKUzF13AZ/+tHf6l78M3HFHYLY7XS0t7jh79myMjIwUXVVZWdHwP46I85cyTxJximO6EOL9zX7zm15nvh979gA/+xk/7ZxzSo9SiQA2v7W1tbVwbrYogg8OUqdpJXzta8Dll3unf/e7wGWXAYRw7jinU6aczlpVVbFu3Trs3bsX69evr4tOlzhxtv3ixYvR2dnpHt+TGklWtNPx1FMD43mGjz02olYVp2QRfPlyQIyJKiDsF2TdOiqAM0VvAdDv5+mnadRFAMWcuk6RWXlfEw2BxglNA844g592zz00JoN57+LFi91rtkCx+YEHoJ57rkcA7z3xRIzce29gh7pDJpPBjh07PLVCSqWrqwsHHHAAWlpail5bJlUELyTmqx/8ID/zM88AO3cik8lwMUIACuejmyZw+unAb37DzWM3NWHw/vvR/OEPe2o6AbSjyrIsTJs2TXZS+TClRHCAXgwlcXiXpD5okUMpJWUiC/RKkk4pN2ZRu38JIWhpaXGFpslUFLMkxGJDTzwBPPdcWYvI/vOfvgK4cfjhwK9+hUwqVZKo6QhNO3fuRG9vL9LpdOzDl9PpNAYGBjA4OIhXXnkl0cLVnj17MDg4GNyxMHcucNxx/LTvf7/8OjU/+xl1e4vcdBPwla8UFVFHR0fR0tKCxsZGjI+PF+6UQXEnYCXTwyjQWQucjHqO887jn69dS7Ori3HvvdTV5aDrwMc+Vn0jq8T5jc+ZM8eNq/Fl3jyveFaJQeTGG4Evfck7/bbbaNQPwInePT09nuOXH6xQkslksGvXLu71euh0iRtd1zFjxgzYts25T5N43VrQCQ7Q4+Att3DFHQHA7uiA+e53R9y6YAqOBmNRFOCii/hpq1YBGzaUt8ING2gEys6d/PQjjgB++1tg+vSCb3cyv1kWLVrkXgP09fVxdVwk4aJpWvD+Io4u6+0FfvUr9+no6Cg6OjoKF6lctQr46EdBhI7bHWedhS3/9V9oKDJqxjk27969G1u2bKn4Gq2hoQGaphXV5jKZTCJFcADBRUCPOgpgR57YNvC//1vy9Y5bz/C88+j2Ymlrw+577kHDscf6F+9GcjsOksKUE8GBXC5vAnu3Jcnnx3ffXesmSOoIpzBvEm8kJBKHoIuk/fbbL1b3r5PfmlQHWrUQQoKFx3e+kxadY/n850sXSlevRvOxx3oE8KGDD4b16KNAS0tJAmS57t8oSEIbSqXktp57Lv/8X/8qL+v1V78CPvxhr9P4q18FPvtZty2FYm7YjiVfUVdAUfxvEcrN8mSnV1ugs1ZomuYdmv6BDwAHHshP++pXC/9m/Qpinnhi9UVwQ6S9vR1DQ0OF84tFN/hDD5XXqXPHHfT4JnLrrcAFFwDw/20VQ+ysrddOl1rR1dWFvr6+oh1ktSSVShU/F7zhDZ5Oqszxx6OhQsdqGJR1H/DJT9JoFwfLop1GpbJpE72m2LaNn37YYfRcUmIsUCqVwqJFi7B8+XLMnj3bPX8YhgHLsqS7NEIKdprstx9w+OH8tDvvdB/6XUNzRoaf/xw47TRPjNXOM87A9vPPR3NLC2zbDryeCPsaTdf1osfkoIKZScHXKNLQQK8TWB5+uOTrnQZdBy65hNu2AOix4f/+D4MHHYSGhgb3Wk08ZzujNST+TEkRHAC0VArqJLzJlkTLhz/ykVo3QVIv5ArySgFcknSChvO1tLTE6v5tamrC2NgYBgYGoChKIkXPaih4U9PaClxxBT/tL3/x5P/58uKLwJFHggjuzaGDD8bEww9Dzzm+ShEgkyAaJaENpVJyW9/9bkD4jeH73y9tJb/+NRVKRRH2sstcJ63omBVdWWKRu46ODgwMDASu0rZt7Ny5E3PnzuWmFxoRUkrGZz0Xa/IUxyTE62T+5z+pyzKIZ56hv1eWGhXEDIIQgq6uLuzcuTO4U+XII/nnf/kLcN99pa3gvvuoyCdy883Apz7lPi31916os7ZeO11qhXNcSPJIrKLRYg7XX5/fT1euxMAXv1jzIsuEkNKKY3Z2ekea3HWXN9bEj61bqQC+dSs//c1vpnEKZYhiw8PD6OzsRFtbG+bNm4d0Oo2xsTFs37694ggMSWkUHTkgFsj89a+B7duL/3Z/+lPgpJM81xPmhRei5ZZbsPLAA9HQ0IDVq1cHXk+EfY1WSqe8bduBHfOJRsgFx+OPQx8d9VwHTRdGZsybNw/6jTfSmDWWhgbg0UdhvvnNUFXV1RjYkbQOw8PDUgQvQB3uTeGRSqUSe5KXJJNMAm/CJQnEEcDr8YQtmZIEDueLEUIIFEXBpk2bXFEvyTEY5VLUwXbhhbTgHssllwCF3rNmDb3RF26OR9/4RjT8/vfoYpbnJ0DOmTOHEyCD2henaFRPwlXJbVVVr9hZSoHMX/2K3kSJ2+XCC2lBQZTmyhoZGeGKAra2tmJ4eNizOsdNvn37dlf4KOe4UMpxJAnHmkrwHXJ80kk0w5clt118ueMO7qm5dCnwjneE08AQMU0TO3bsCI74Oekkb6fO5z9P884L8fDDwJlnel3j3/iGJwKilN97sc7aeu50qQWEELS1tWHXrl2wbbu+O6Lb24E//AHo7wdeeAGjra01F8GLRrmwfPazfI2HsTEaFVSIbduoAL5pEz/94IOB3/0O6Ogop7nIZrNu56miKGhqasKaNWvQ29tbVQSGpDi+o49YPvQh3tFvWcC99xYuJv7DH9IRZWIh4/PPh3rzzWjLdWywReoB7/VE2NdoQXEeDkkemVKU972PCtcOhgH86lee66AlS5a4z1csXw79hhu8neyqCjz4IPDOd3qu6dra2rhrOifaajKOqg2LKa/QpHRdCuGSkjnyqKNq3QRJHaDren32WEumNHHnPotkMhmPOzWpMRiVULSgV0PD/2/vzsOcKNO1gd+VpdJbeoHe2Jod2TkqiIyiMIojIC2KoCgq4IagCA06joOKDLgwyoDDARFHQWVExTktiiJ6HNRxnDngAF+zizTQNL1v6T1bfX+Eilkq6aS3pNL377pyQVdVKm+6U6mq533e53Vkr7k6dcp3xvCePY4AWnGx22Lr6NEo+MtfoE9K8npKcnIy4uLiMGDAAAwaNAi1tbWor69HdXU1amtrUVZWhoyMDLfntHfQSE2Bq6DaOmeO9wSZ773ne+effqocAJ89G1i3zlkDPJCsLM8bJkEQvDplXLPJCwsLnRlGwX4vBLJ9qL9rmkPxRl2rdWTku/rHPxw1/T2tXw9s3eq2yDZ7tlft4lALaPLSmBjH+3FVUqJc41v2zjuOSQs9AzDPPgssXeq1uSiKSEtLc1vWs2fPoDtQ1NrpEioajQaFhYWoqKgI247ogDOqAUfgVxDCIiAU8OSYANC9O+A5+nj9esd5Q0lhoaND3LN2+LBhwJdfAgrXA/54jh4ym80o9rjWiKTrs3DT5ChioxGYMcN92Ztvoq62VnlS+bVrHR3xngHlBx5wfK6CuJ4QRdHrNVpyjRYVFeU3Ezwcjt1mMxodIwFdbd8OSJLXdZAoijDGxSHuuefQee1a7329+SZw880AHFnecS4lkzwn725oaAh5p1+4C68rrxBhIJwCNebKK0PdBApzokt9LiIKnJrKYDSXyWTyf9M4YwYwerT7sueec2SzyerrgYULgd/8xisDvPHyy2H79FNEpaQo3lRYLBYYDAYYjUbExMQ4M7tOnjyJ48ePw2g0IiUlJeRBIzUFruS2xsTEYOjQob7b2rUrMGWK+7LXXvOu8y1JjhrLt94KeHaazJ7tyOZyOccEkpXV0NDglR3mWhJFKZv83LlzDHC48JmtNmsW4NFxhFWrfvm/JDl+9sh0lvR6aDyHtIeBgL+Hb7oJmDrVfdmmTcC//uW+rKHBUf7knnu8P89ZWY4guA9WqxWXXHKJ2/dAczpQ1NjpEgpmsxnnz593WxaOgc4mO5R9CHV5wqCC4IB351BZmaMsiqevvwauvho4edJ9+eDBwFdfAc2YwNIzyNYRrs9U57773H8+eRKxs2cjxjWZ5MIFx7ln8WLv5y9c6LgGCfJ6orq6GnFxca12jSaXOPKV8a36CR49S6J8+qnj3Od57WezOTolXnnFaxd5S5agdNIk5891dXVuHRGedcFZD7xpjNRcpGNpFArAKtcbGyIPDIATNZ+aymAEq7S0NLAyL4LgXQOwrAz2ceMc9XL/9Cfg8suBP//Z+7ljxuD85s0QO3f2GbBzzQhWyuy6cOECzGZzWASNwqENgZLbavPMcvXkWef14EHH3/Orr2A2m1H79dewjx8P3H67d8BwzhxHANzjWrWpbHT5xtIzABQfH4/KykpUV1crlkYBGOBw5XN4ul4PPP64+zJ5lMbq1Y7gg2e9fwBljz0GbdeubdPYFgjqe3jdOu9J9ubNc4xOqasDcnMdwTml0SwPPeT4rvMRmLRarbDZbIiLi1PN94DaqSXQGdDkmC6sVmtY3OMHHQQfOtR7Yr3ly4GVKx0lT4qKgLvvBq67zjsDfMAARzmY1NRmtdUzCB7J12fhzG8pkF/9yqscV+zu3dAPH+7I/H7wQaB3b+9ROwDw+987tvG4Z1W6noiLi3O7nigoKECXLl1a9RrNXw10s9ms7s9ZZqZj9JSrtWsddd2tVkdH+Y8/AtOmeU+CCeDcE0+geOZMZ4ekr2u62NhY53W/5/FL3lQ6tqD1CYIAvSgCZnPTNzFERB4YACdqGfni2zUjNVzLYATDV83m+Ph45fd29dWOLOC//c25SHPoEHDokO8XmTgR0nvvwV5cDEEQEBMTg8LCQq/snNraWiRdHBbtL+Ch9t95KMiZ1YpDkWXyBJmun4eDB4EJE2Dr3RuxubnKz5MD4D7OMZ06dUJ5eTm6dOmCoqIit0nL6uvrFYfFVlRUwGQyweSnLrmqbzzbgCAIqKysRExMjLO+b2NjIwx33w1x5UpHUEr2zTeOh5JVq1A5fTqSw3Di7KC+hzMyHCNVXDNWDx0CPMqYeHnkEbeSPkrKysrQuRkZrNR8agl0BlVbG+FTGiDYdgNwdLDt2vXLz2VlwNNPOx7R0Y6RYZ769nVkh6enN7utntm3kXp9Fs50Oh1sNpvvUiCC4BhlNH26+/KqKuXMb9kLL3iX8XKRnJyM+Ph452eguLgY5eXliIuLQ3FxMWJjY1u9PIk8OabS56mxsVHdWc3JyY6OCM+RX1u3OjqvioqAn37yepqk1eLMM8+g3KUjrLGxERaLRfE602g0orq6GrGxsf4/NwSAmeBe9KIILT805MOTfk4a1EEJAgPgRK1ETWUwAtWc7DrzihWQAslci4pyXFzv2gVLdLRbbUGlm23XSZPUEvBQC1+TTbrRaoFnnlFcFe0rAH7ffX4D4ICjzE5CQgKMRiNSU1PdRhp41gMHlDtmPDHA4a60tBRVVVX4+eefkZOTg9zcXGcN9ZxTp1D78MOB7ejVV2F/8smwnjhb/h7u1q0b0tPT/X8PL1wIDB8e2I5jYoB333WMZPHz/iVJQlVVFRKCnMiPWkYt8zEEG0wOl3IKctmHoFxzDeCrFKdSAHz0aODvfwe6dQu+gRfZbDZotVqvTNNIvD4LZzqdrumyP7fd5vhODaTDUKdzTK4aQCzDNcu7W7duKCgoQE5ODoqKilBYWNjqcwX4mxwzXI7fFpkzB9i2zX2yW8Axh4hSAFwU8fNLL7kFwAHH9bmvLG+5LrhS+TvyFr5XYCGk1+sZCCdF+/fvD3UTKIwIgsBJMIlamZrKYASiOcHmxowMnH/sMUj+MkUvvxw4cMBRJkUQ3ALcgiB4TR7mOYRSLQEPtRAEAVqtVrFkhtlsRnV1tSNwM3cuLB9/DNvAgX73Z+/e3VH/dfPmJidPrKysdGb4G41G1NTUOP/eSkFwXx0wvXv3ZoBDgVKnQXl5udvPx2+8Ebb77wd8HT8aDbBlC/Doo6q4qRdFEampqWhoaPC/oV4PbNzY9A4HDAD+/W/vyf4UyPVMQ13DuSNSQ6BTrZngsqAC4YLgOA8MHep/u4QEx3H4/fdAjx4tal9NTY3XOUMWaddn4cxfiRA3d90FHDuGes+McJkoOspPHTsGzJ8fdDssFovXeaC15wqIjo5WnMfGbDajoaEh8Ilww9mddwLZ2Y7kFX/i4iB89hkS773XbXFGRgZEUfR5fGo0GtjtdhQXFzMIHgBGbnzQ6/XQucyKTAQAX331VaibQGFCYAY4EQWgOcFmg8GA4jvvRM4nn+Dnl15C/rx5KLvxRtRdcgkaMjKQP28eSnfuBFwCqa5BcMD7pqKhocEr8KaGgIeaJCQkeJUXkevAnzx50plB/P+6dcPBLVtwZtkyWFJS3La3JiQgb9EiWI8ccUyEeTEQ6BZId2G322GxWJyfJ0EQkJCQgMqLk6m6rpP5CsCy/rKygOr46nSoW7MGKC8Hdu501MaWg1HJycCOHcDFm1o1BMGBX26qmwza/epXjgBcp07K6++4A9i3r+lAHhyf84KCAreSPtS+wj3QGXBw8KLGxsawCYIH23YAjvP8//t/wD//CTz8MHCxw9PpzjuB48cd3zmtUPuc9YTDQ1CflZQUFK1eDeuuXY5yOABgNAK//a2jfvxrrwH9+jWrHe0xV4BWq/UqRyxfO9XW1uLw4cOtnn0eEpMnO+YMUTq/9e4NPPWUo7Piuuvcrs/TL5Y2amxshNlH6ebS0lJUV1e7zUFEvjHd2Q+dTgdBEGAJs1mxKXQ4QoAAx42hXhSZpUREAXGtsVheXt7kDbkoikhLS0MRgEpfdT0LChCfnOwMVNTX17sFseVJcuSMEaWMYPm1wjXYoTbx8fE4f/48Ol0MBvrNINbpUDZ1Kip+8xv03bMH9r17UTt0KIpvvx09hgyB6HKTVFpa6lWLVf5by1mzrjp37owzZ84gPj5ecUI41ncNTqABa4PB4Mi6mzLF8ZAkoLTUMXmkSw3PxsZG1WRqeX6P+DRvnmMittpax6OuzvFvfLyjDn4AXD/nx48fd/ucE8mCvfa22+1hk7AiT44Z9HetIABjxjgef/oT8PnnwJEjwK9/7VjWiurr69E1DCft7Wj0er3PEiFKLBYLdJMmATfe6Kg13aNH01nHAWiv0nnySDqdThf8XDpqMnasowzK0qWOeuDjxgEzZwJXXOE1T4Z8fR4XF4djx47h3LlzAICcnBy382NE/77aCCN6TdBqtYAoMhBOAID3t28PdRMoxDRaLfR6PQPgRBQU+WI2KioK586dazLTymq14pJLLoEkSbBYLMhVqBntejPtORFOTEwMCgoKnD/X1tY6s0mobej1elitVkiSBEEQAsqUskdHQ3j8cVgefRRSYyOGpKa63bQ0dXNTWVnp9XfV6XTQ6XQoLi6GVquF2Wz2uhHynPyKN0q+KXUayJORyrp37+79OxQEwCPTH3Act4mJiW3V3FYVFxfnnGyrSRqNI/uwGZOY8Sae2kLQNbjbmBwEb9FEfwYDMHWq49HK5LITvMcJvWAywd06ejQaoH//VmtHe3Way5NjGo3GyJ+4fdgw4IsvAt7cYrF4lYtxPT9G/O+rDTAIHgCtVgvBYIC5FYd9kDrNmTsXb735ZqibQSGivRhY4MUhETWXXq+HTqdDXV2d4gzvgCOgbbVanYFyX7UX5Uwcu93u9b2k1+vdnqcUCKXWFxsbi9raWsTFxQX8+zYYDNDpdIo3LP5ubuS/sVJGll6vx4ULFwA4MmyVsmo5CiBwSp0G3bp1cw5PbrJ2tgs1HYtxcXEoKSlp89fhTTwFQ6PROCdw9CfcjjWDwYCKiopQNwOA43fj2QlaVVXlzMQNp99bRxTQxJgXeZbDa23t0WkuT45pNBo5cbuHps6P/H0FLzzGBqmARqOBaDAw+NXBVXvU+qSOQ6fTMQOciFpFeno6ioqKfNZ5rqiocE50CDRdV1yp5qkgCM6avnKWEL+/2l5CQgLKy8tRXV2N4uJit78jAGepFJn8d4yKilIMpPq6idFoNCgqKlK88TWbzSgsLHRb1toTWXVEnrWS5Z87deqEuro6xUlRfVHLsajRaCBJUptn1PImnoIR6OSY4TYpppwJHmqec1WUlpaitLQUp0+fRllZmXMZhY5SnWwlZrMZZWVlbd5p0dZzBchBcMDRie953Hbkkm1NnR850X3wmAkeBDkQbm5sDLvhVdQ+fnXVVaFuAoWAXq9nPXgiajXyjXBOTo5zmWumbkVFBfrKkxtd5JqJU1BQ4BZcraurUwyGypNjSpLkM+ucWlddXR1KSkqc2bM9e/ZE9+7dFTOIXTOqBEFQvLYURREZGRnOWpCAo1P2+PHjzp+joqLcsryZVdu+BEFAamoqiouLkZyc7DdbrrGxEVarVVWZlnJwIqCSKM0kiqJXiRnexJMvoijCYrE0mf1aW1sLjUYTNsebVqt1lhwJFV+lhzyxHFFoBdJR6jlfCADVzqMgj0Corq6GyWRCWloaS7ZdFEhJGpa4Cw6jOkESBAGiwQCLxQJ7AL1zFFkm3nhjqJtA7UwURWhaYbZ1IiKZ2WxGbW2t2zL5htNutzu+dxQm8pLLVzQ2NqKqqsqZVVxfX4/OnTt7bS+X5pAkqU0DWORgNpvdgtWA4+86bNgwtxqwvsqQyJlfnkP8ExMTYTKZkJqaCo1G4xYAl1/DNVjBrNr2J0+K6lqH37MEjWvAwnNiq3BmNBoDrwveApIkYdCgQbDZbLyJJ788y30pKS0tdR6P+fn5qjne2lowmejsOA1fkTaPQmlpKWpqanDy5EkAQEZGBku2uQgkyM3fV+BYDqUZBEGAKIpuE1BRx/D000+HugnUTgRBgMFgYACciFqdr5vQmpoaXLhwAQkJCX6fn5iY6FZXtKGhQTHAKWdw1tbWMgjeDvxlYAfCV0kUuU6m0Wj0mUXo+hocGtv+LBaL19/OtQSNr4CFGkrUxMbGoqampk1fQ5Ik2Gw2xMTEtOmQe4oMTZVDCefjTa5nHirBdIay4zS0lEaIydnSvr6Tw6HcTrCUjtdz586FxfEaTtq6JE1HwihuC+j0eggaDSw8QIkiikarZf1vImozvm4sc3NzATjKofjLWpM74a1WK3Q6HSRJUswc1+v1aGxshN1uD2gSMWqZlmZgy0Fwzw4LOQgezGtwaGz7aqoEjZpL1MjfLZIktdl1UU1NjXMiYKKmNBUED+fjTS6HFqoSZb5KKwDwW26B2p88Oab8d1Aqf+JJjR0X4Xy8UmRiELyFtFotBIMBFrOZdcI7gMVZWaFuArUxnU4HnV4f6mYQUQRTugn11NSw1sTERFRWViIxMdHnyDR5eCmgrvILahVI3UZ/oqKi3DL8ZfX19UhNTQ36NTg0tv001Tmh9hI1BoMBJSUlSExMbJPPlGt5J6Km6HQ6vxPRhvPxFuogOODoJC0vL0d6ejqioqKcxzQ7TsOLXq+H1Wp1dvo0FQBXa8dFOB+vFJkYBG8F8oSZFrM55JNdUNv66eRJXPWrX4W6GdRG9KLITEkiaheumboWi8WZBe7KXxZMYmIizpw5A4PBoDg5WKTVi1SLlmRg+yqH4pnFzyzv8NNU54ROp3MGv5TWh7PS0lIUFxcDAPLy8tqkM62+vr7JSQ6JZE2NSBBF0TlZrSxcjjeDweA1J0h7k0ePxcfHuy1nx2l40ev1sFgsAHxnS/fu3Rt6vV7V1wItTSAgChaD4K1EEAToRRFWiyWkdb6obX366aeYPXt2qJtBrUw+fpXKCRARtRX5htPXsG5/WTBarRaCIKCyshI6nQ5ms9nthoHDS0OnuYEEjUbjlUzhq4wNgxXhR+6cqK+vR0FBARITE53rioqK0LVrV8TFxamq86I9OtPk7ySWoKNg+SvRI4oievXqBVEUw+p4k0dVVFdXh6xd7HRSB7kcCuD7ejAuLi5sPtstwc59ak8MgrciZyDNZmOdcCKVYP1vIgq15mbBaLVaZ6bbhQsX3DI0ObxUneRAuNwpy2CFusidE1qtFufPn0fXrl1hMplQU1OD9PR0CIKgqpv79uhMM5lMXhmpRE3RarWw2Ww+y4HV1dWhR48ePteHSlVVFSoqKpylr0JRpqympoaTZauAXq93jg4L59ENrYWd+9RewuusECG0Wi00BgPMrBMecd5///1QN4FakU6vD7uLYyLqmILNgjGbzSgtLXVb5pqhyeGl6iSXRJHrxTIIrk5xcXEoKChATk6Oc1lZWZnqavK3R2eayWRCr169Wm1/1DFotVpUVFQgISFB8bzmL0AeKmazGefOnXNbdvbsWURHR8Nut7dbBmxtbS2SkpLa/HWoZVzLoQCOz/TAgQPb9bNCFInC68wQQYSLdcKtVitsfibuIHV55JFHsHHjxlA3g1qI5U+IKBwFkwUTSIYmh5eqj2cQvK6uDl26dAlxqyhYZrMZJpPJbZkaa/IrdaZlZGS02ntoaGiA5WIpSc7JQoEqLS1FSUmJ82fPbOpwnaPL13n7+PHjzv+3R2a41WqFXq9v09eglpMnxgQcAXCr1coMfqJWwCB4GxIEAXq9HhqNhuVRIoTrBRepE8ufEFEkCDRDk8NL1SU6OhqVlZXOn81mM4MVKhRJNfldO9PKy8udHTTBMpvNbh1ypaWlzuB6Tk5OSMpCkPoEUqe+sbERUVFRoWieX4GMoGjrzHCr1Rp2GfKkzHWekIqKCmbvE7USfgO2A61WC01UFCxmc9j2TFNgRo4cGeomUAvo9XpoeeFHRBGA5U4ik5wJDvwy6Rs7bdUn0mryy51pOp0OJSUlQWcjuga8AaBbt27Iz89320aNmfLU/gLpYKqrq2t2Z01bUjpvK2mNzHDPTicZ64GrU2VlJfr06RPqZhBFBEaD2olcfsFmtTqHtZD6zJgxI9RNoGZg+RMiikQsdxJ5XDO/GhoawjKbkZoWqZ1U0dHRaGxsdJu8tSlKmbueAXCZGjPlqX0F0sFUX1+Pzp07t1eTguJ63tZoNG4BbyXN6Rzy7HRyDaSzHrj6NDQ0OKsLEFHL8UhqR4IgQKfXQzQYmNWjUk888USom0BB0ul0EA0GXjgQUUQSRRFGo5GBowgiCALsdjsnxVS55ORkDBs2DAMGDMCwYcMiptRHQkICqqqqAt7eV+auErVmylP7kTuYXHl2MIV7B6J83o6NjfV6L0qCOYZ8lYsxXyzNyvOK+ly4cAHx8fGhbgZRxGAmeAhoLk6ayaxworbD7G8iIlIjg8GAxsZG1NXVhW02IwUmEmvyd+rUCWfPng04m9RXYNuzJEokZMpT+5CzqcvLy2Gz2bw6mORSUmoQSGZ4MJ1D/srFyPNLqOV309GVlpY6OxwrKio4bwJRK2EQPETkrHCNVguL2QxJkkLdJArAggULQt0ECoBOp4NWp+NFHhERqY5cFzzcsxmpY9JdvL6qra0NaPI+X6VhkpOT0alTJ5ZzomYRRRGpqak4ffq023KLxaK6yYRdO8taWkbJX7mY+vp6nlNUIpAJYImoeRgEDzFmhatLYWFhqJtAfjD7m4iI1C46OtqZ/cXOXApHOp0uqMn7EhISkJCQgLS0NLeAdyRmylP70Wg0EAQBNpsNWq0WgPrLfciZ4QUFBYiLiwt6NJDcOVBcXOxclpGRAVEUUVVVhbi4uNZuMrWBQCaAJaLmYaQoDLBWuHp89NFHoW4C+cDa30REFAmioqJQVVUFSZKcdVyJwoXZbEZJSYnbMteaw0oqKyvRuXNnzl9Arc5oNKK6utr5s9qD4IAjkJ2cnIyGhoZmPd9isWDgwIEYMGAAevXqhfr6epjNZlRWVqouS76jCmQCWCJqHkaLwoicFa7jyYkoYBqNBoaLxw07kYiISO0qKipQV1cHk8mEnJwclJaWhrpJRE7+MhR9qaqq4sRu1Cbi4+NhMpmcP9fV1SEmJiaELWodMTExqKurC/p5VqsVkiQhNjYWRqMRnTt3RmNjI3JycmAymXD8+HGeU1QgkAlgiah5WA4lzAiC4KhnrNXCarHAZrOFuknk4u233w51E+gieQSFPPyRiIhI7VgHlMJdsBmKFosFWq2W12vUJqKiotw6YKxWK3Q69Yc4BEGAVqt1K/USiLKyMrcSKmaz2a2TAOA5RS1cJ03lvAlErYeZ4GFKrm3MEinh5amnngp1Ewi/lD7hDRUREUWS5mTZErUnpQzFrl27AgCqq6u9yqJUVFQgMTGxvZpHHZDBYEBDQwPsdntE3TfHxcW5lXppiiRJqKqqQkJCgnMZzynqJooiy0gRtTL1d5NGOOfEmTYbrBZLqJvT4Z0/fz7UTejQNBoN9Ho9BNb9JiKiCMQ6oKQGrhmKGo0Gubm5uHDhgnO960SZJpMJffr0CVVTqQOQS6IYjUZERUWFujmtJj4+HiUlJQF3IsmlYFw7AnhOISJyx0iSCsglUgxRUcx8DbFhw4aFugkdktvICAbAiYgoQrEOKKmFnKGo1+u9skrliTLNZjO0Wi0nLac2JU+OGSn1wGVyhnsgzGYzLly44FV7n+cUIiJ3zARXETkQqLXbYbVaYWe98HZ33333hboJHYrcAaTRaiNqeCMREZEvrANKauKrrEJNTQ1qampgNBrbuUXU0ci1sysrK5GSkhLq5rQa+T7IYrFAr9f73K60tNQ5l4TJZHIbiQHwnEJE5Ird8iqk0WggXsyKZWZF+1q0aFGom9Bh6PR6R91vnY4BcCIi6lBYB5TUwldZhdzcXJSUlODs2bMoLS1t51ZRR1JaWorq6mpUVlbip59+iqjPW3x8vN+64L4mU/aszc9zChGRAyOoKibXCxdFkSUiKGLIpX90DH4TERERhTWlcguelIJyRK0h0CCwWhmNRphMJp/rOfElEVFwWA4lAmi0WhguDgOzWiyQJCnUTYpYLIfSdrRaLXR6PQPfRERERCriWm7BYrEgNzfXa5vGxkZmoVKr8xcEjoTPmyiKaGxsRHV1tWIpE51OOZzDiS+JiJQxCB5B5Iln7HY7g+FtpK6+PtRNiDhanY5Z30REREQqJooiRFH0mYHLoBy1BV+fq0j5vJWWlqKmpgYnT54E4JjUUu5w0uv1yM/PR1paGoqKipzP4cSXRES+MQgeYQRBgFardU4QYrNaYbfbQ92siPHeX/+KabfeGupmRASdTsd630REREQRRC6P4lqigkE5aiuR/HnzVerFVUpKCrp3747U1FROfElEFAAGwSOYHAyXM8MZDKdwoNProdVqGfwmIiIiikCu5VEYlKO2Fqmft0DqepeUlCA9Pd05EoOIiPxjELwDkCfQtNvtsFqtsNtsoW6Sar3++uuhboIqCYIArU7H4DcRERFRB8CgHLWnSPy8BVrSJVLqnxMRtQdNqBtA7Uej0UAURRiioqD1MYkG+ffiSy+FugmqotFooBdFiAYD634TEREREREFQC710pRIqX9ORNQeGAntgARBgF6vh06ng91mg9Vmg8RSKQE5/fPPoW6CKshZ3xoN+9mIiIiIiIiC5VnqxWQyRWT9cyKi9sIgeAfmLFGh08Fut8NmtcLGUil+9R8wINRNCFuCIECn00HDkidEREREREQt5lrqJVLrnxMRtRcGwQmAo2yFRhShkyTYbDbYrFZIkhTqZoWdJVlZoW5C2NFqtdDqdMz6JiIiIiIiakORWP+ciKi9MGpFbuRsXkNUFESDAVrWcXYzb968UDchLMi1vg1RUdCLIgPgREREREREREQUtpgJTj5pNBpHcFOvh91mc2SIs1xKhyVoNI6sb5Y7ISIiIiIiIiIiFWH6JgVEo9W6Z/5qtaFuUkjMmjUr1E1oV86RAQYDDAYDdBwZQBRyl156KQRBUHxMnTo11M0jIiIiIiIiCjvMBKegCILgzAaWJAl2u92ZJd4R6PX6UDehzWk0Gmi02l9GAhBRWMnNzcXDDz+M+fPne62Lj48PQYuIiIiIiIiIwhuD4NRsrgFxPQC73Q6bzQa7zRaxk2q+9dZbmDx5cqib0eo0Wi20F4PfzPQmCl/19fWoqqrCxIkTMXTo0FA3h4iIiIiIiEgVGASnVuNaQ1yy22G7mCVut9tD3TTyIAiCW7Y3A99E6pCXlwcA6NGjR4hbQkRERERERKQeDIJTmxA0Gug0GkCngyRJjtIpFwPiag6Kv/rqq6FuQrMIguBW5oRBbyJ1koPgGRkZIW4JERERERERkXowCE5tTp6wTa4vreag+GuvvYYVK1aEuhlNYtCbSF2Ki4thMpl8rjcYDOjRo4czCJ6amgpBEGA0GpGSkoIxY8bggQcewFVXXdVeTSYiIiIiIiJSDQbBqd15BsUBRz1xeaJNKYwD40ePHg11E7wIggDhYlkTzcX/M+hNpC5PPPEEtm7d6nP9kCFDcPjwYUyZMgU5OTkAHN+bJpMJp06dwkcffYSxY8fihRdewG9/+9v2ajYRERERERGRKghSpM5gSKrnFRiXJCDEH9fFWVn405o1IXt9BryJyJfly5dj5cqVOH36tGK5lMzMTOzcuTMELSMiIiIiIiIKLU3TmxCFhkajgVarhV6vh2gwICoqCoaoKIgGA/SiCJ1OB41WC0HTfh/jFc891+avIWfJa3U66PR6iKIIQ1QUoqKjHe/f9b0zAE5EFz366KOw2Wz45z//GeqmEBEREREREYUVlkMhVZFLqQAAtFq3dXKtcfkBj58lx0Ytev05c+Zgx44dzX6+s/0X/3U+HCvd3x8RURAsFgsAuJWaIiIiIiIiIiIGwSmCBBJAdlb/kYPiSstc1nkFzQUBWjn4fvG1BIX/uy3z+JeIqDnMZjNeeeUVLF26FHq93mv95s2bodfrcc0114SgdUREREREREThizXBiYiIVODo0aO45pprYDQaMXfuXFx11VVITExEfn4+duzYgXfffRerV6/GkiVLFJ8/ZMgQ9O3bt51bTURERERERB1Rt27dsHHjxlA3w4lBcCIiIpUoLy/H66+/jl27duHo0aOorq5GUlISRo0ahYULF+KGG24IdROJiIiIiIiIwg6D4EREREREREREREQUsTh7FhERERERERERERFFLAbBiYiIiIiIiIiIiChiMQhORERERERERERERBGLQXAiIiIV+vnnn/HAAw+gV69eiI6ORv/+/fHEE0+gpKQk4H0cOHAAd9xxB7p3747Y2FgMGTIEq1atQk1NTRu2nCjyXLhwAVlZWRg8eDBiY2MRFRWFXr164e6778bBgwed25nNZmzevBkTJkxAamoqRFFEamoqbr75Znz77bdNvs7ixYshCILiIzExse3eIJEKDB061O2YuPLKK722qampwZ/+9CdceeWVSElJQXR0NHr37o1Zs2bhxIkTzu2qqqp8HmuCIGDt2rVNtofnWCKHvLw8PP744xg+fDji4+MRFRWF/v37IysrK6Dr1vXr18NoNOLAgQNuy5cvX+73OJUfzz33nM9987xKHdnevXsDOn4C3c5TON6v6pr1LCIiIgqZb7/9FpmZmbj88suxZs0a9OjRA6dOncKaNWvwwQcf4IsvvsAll1zidx8ffvghZs2ahSlTpmDTpk1ISUlBTk4OVq9ejQ8//BBffPEF0tLS2ukdEalXXl4errjiCqSmpmLx4sUYPHgwRFHEmTNnsHXrVowePRo7d+7E6NGjMX78eBQWFmL+/Pl46qmnkJCQgPz8fGzduhXjx4/HBx98gGnTpvl9rREjRuDdd9/1WqfVatvybRKFvezsbDQ0NAAA7r//fq/1J06cQGZmJux2OxYsWIBRo0YhKioKBQUF+Pzzz9G5c2fntnl5eQCA7du3Y8iQIV776tKli9+28BxL5PD5559j2rRpGD16NLKysjBw4EBIkoTDhw9j9erVyM7Oxv79+9GpUyfF53/88cdYsmQJsrOzcemllypuk5OTo7j8iy++wNKlS3H99df7bB/Pq9SRjRo1SvH4kSQJc+bMQW5uLh544AEkJCQEtJ2rsL1flYiIiEg1KioqpC5dukizZ8+W7Ha727rGxkbphhtukC677DLJYrH43Mfp06elmJgY6dlnn/VaV1lZKQ0fPlzKzMxs7aYTRaQnnnhCSk1NlWpraxXXT5o0SRo9erQkSZK0detWqaysTHG7zMxMqX///n5f64orrpCysrJa1mCiDuDee+91HneSJEm1tbXSoEGDpMmTJ0t1dXVNPv+zzz6TAEgmkyno1+Y5lugX5eXl0tatWxXXnT9/XoqOjpZWrVqluP5f//qXFBMTI23atElx/bPPPiulpaX5fO1rr71Wuvrqq/22j+dVIm8LFy6U0tLSpJ9++qlZ24Xz/SrLoRAREanI5s2b0dDQgHXr1kEQBLd1oihi48aNOHjwID755BOf+3j55ZfRo0cPPP30017rEhISsG7dOuzcudNr2CkReausrERcXBxiYmIU16elpaGyshIAcM899/jMdpswYQJOnz4NSZJ8vlZeXh569OjR4jYTdTRbt25Ffn4+3n33XURHRze5fV5eHhISEmA0GoN+LZ5jiX6RlJSEe+65R3Fdt27dMHjwYJw6dcpr3c8//4wpU6Zg4cKFePDBBxWff9lll+Guu+5SXPfDDz/gm2++we9+9zu/7eN5lcjd8uXL8fbbb+OLL75Av379mrVdON+vMghORESkItnZ2bjxxhsRHx+vuL5Pnz4YNWoU/va3v/ndx6233upzmOe1116L9PR0v/sgIoeZM2fizJkzuPPOO3HgwAHU19fDYrHg559/xjPPPIOtW7f6vEl3dfbsWfTq1cvrZkFmsVhQVFSEjIyM1n4LRBHvgw8+wNSpUwOu8ZuXl9fsY43nWKLA2O125OXloU+fPm7Ly8rKMHHiRFx33XV4/vnnfT4/MzMTr7zyiuK6F154ASNGjMCkSZN8Pp/nVSJ369atwx//+Ed8+umnGDFiRLO3C+f7VQbBiYiIVOTUqVMYPHiw322GDBmimFUDAPX19bhw4YLffQiC4DMzh4jcjRs3Dhs3bsR7772Hyy67DDExMRBFEf369cMf/vAH3HHHHYpZLK7y8/Px5ptv+sx2k7ex2+2YNm0adDodjEYjevbsialTp2Lbtm1+M8iJOrqffvoJQ4YMQXFxMbKystC/f3/Exsaia9eumDFjBvbt2+e2fV5eHnJycqDT6WAwGJCamopLL70UWVlZOHv2rM/X4TmWKHCbNm1CdXU17r77bueyhoYGZGZmIj09HVu2bHF2DK9duxajRo0KaL9HjhzBp59+iieffNLvdjyvEv2iuroaixYtQl1dHe699148+OCDyM3NbdZ24Xy/yokxiYiIVKSiogIJCQl+t0lMTER5ebnP5wNo0T6I6BffffcdFi9ejEGDBmHu3Lno1KkT9Ho9ampqsHPnTvz1r3/F5ZdfjqysLMXnl5SUYOLEibjsssuwZMkSn6+Tnp7uNilRTU0N8vPz8eWXX+L+++/H9u3bkZ2dzYm8iBSUlJSgqqoKV1xxBcaNG4c///nPSE5OxtmzZ7Fp0yaMGTMG77//vnNi2hUrVmDp0qUAAKvVisrKShw6dAhvvfUWXnvtNXz22WcYN26c1+vwHEsUmJ07d2LRokXYtGkTevbsCcCRGT5r1iyUlZXhn//8JwwGg3P7yspK54S1TXnxxRfRp08fTJ8+3e92PK8S/SI2NhY5OTmor6/HsWPH8Oqrr+Kyyy7D999/7xaMDmS7cL5fZRCciIhIRZKSklBVVeV3m8rKSp91h5OSkgAgoH2kpqY2r5FEHci8efMwcuRIfPnllxBF0W3dww8/jGeeeQZPPvkkbrvtNq8h13l5eZgwYQLS0tKavNGOiorC0KFDvZZPmzYNt99+O37961/j/fffx5133tk6b4wogsTFxeH555/H6tWr8fjjjzuXjxw50nkMzZ8/HzfddBMMBoNieYRx48ZhwYIFmDhxIh566CGcOHHCaxueY4matm3bNsyZMwcvv/wyZs+e7VyelZWFv//97/jhhx8QHx8Pq9XqXGe1Wp0PANBoNNBovAsbnDlzBtu3b8f69eubDF7zvEr0C41G4zweRo0ahWnTpmHkyJFYunQpPvvss6C2C+f7VZZDISIiUpF+/frh6NGjfrc5cuQI+vbtq7guOjoaXbt29bsPSZJw9OhRn/sgIofy8nIcPXoUDz/8sFcAXLZ48WJYLBZ8//33bstPnDiBq666Cv369cPu3bsRGxvb7HaMHz8eQ4cOxbffftvsfRBFMjnTdNGiRYrrH3roIRQXF+P48eN+96PT6TBv3jycPHkShYWFXut5jiXy77//+78xZ84cbNq0CQsXLnQuP3r0KNatW4fy8nJccskl0Ov1bo9Vq1ahrKzM+fPcuXMV9//HP/4RKSkpbsH15uB5lTq62NhY3H777U0eA0rbhfP9KoPgREREKnLzzTdj9+7dMJlMiutPnz6Nffv24ZZbbvG7j7/97W+w2WyK67/55hsUFhb63QcRwRn49lc3VF7nOqz7P//5D8aOHYurr74a2dnZiI6ObnFbLBaLYlYcEQG/+c1vEBUV5XO9vC6QY8hisfjdludYImV/+MMfsGTJEmzfvh1z5sxxW9e7d2/s27fP52Py5MkA4Px5+fLlXvsvLi7GW2+9hUWLFrmdc5uL51Xq6Ox2u88kD3/bhfX9qkRERESqUV5eLqWlpUlz586V7Ha727rGxkbphhtukP7rv/5LslgszuWu/5ckSTp16pQUHR0tLV++3Gv/VVVV0ogRI6TJkye3zRsgijBjxoyRxo4dKzU2NiquX7ZsmRQdHS0VFxdLkiRJe/fuleLj46V58+ZJNpvN777NZrPz/2vXrpWKiooUt/vmm28kQRCkjz76qJnvgiiy3HvvvdLo0aOdP585c0aKjY2V1qxZo7j93XffLXXr1k0ym83SiRMnpC1btihuZ7fbpQkTJkjDhg1zLuM5lsg/u90uPfbYY1JsbKz05ZdfNmsfzz77rJSWluZ3m9/97ndSYmKiZDKZfG7D8yrRL3bt2iV9/PHHiutqamqkAQMGSNOnTw94O1k436+yJjgREZGKJCUlYfv27bj55ptx7tw5zJ8/Hz169MCpU6ewdu1a5OfnY8+ePdDpHKf4uro69O3bF6NHj0Z2djYAoG/fvnjzzTdxzz334OjRo5g9ezaSk5Nx+PBhrF69GjqdDps3bw7huyRSj9deew3jx4/HpZdeikcffRSDBw+GwWBAbm4utm7dij179uCNN95ASkoKPvnkE2RmZuKmm27CggULFId5JiUloVu3blizZg2efPJJ/OMf/8CIESOwZcsWPP3005gzZw4mTJiALl26oLy8HN999x3Wrl2LzMxMTJ06tf1/AUQq0LNnT2zevBlz5sxBTk4OZsyYgbS0NOTn5+ONN97Arl27kJ2dDb1ej3379uH+++/H66+/jrvuugvDhw+HKIo4ffo0NmzYgH379uHLL78EwHMsUVNsNhvuvfdebNu2DZs3b0Z6ejoOHz7stV3v3r1bVBbMZDJhw4YNeOSRR2A0GhW34XmVyN1//vMfPP3005gwYQLuuOMODBo0CABw7NgxrFmzBhUVFXjppZewbdu2gLaThfX9atBhcyIiIgq5EydOSHPnzpV69OghRUVFSX379pWysrKkwsJCt+3q6+ulfv36SbNmzfLax759+6Tp06dLXbp0kaKjo6VBgwZJy5cvl6qqqtrrbRBFhIKCAmnx4sXS4MGDpdjYWMlgMEg9e/aUZs2aJe3fv9+5Xa9evSQAfh/33nuvJEmStHHjRikxMVE6cOCAJEmO7LW3335buummm6QuXbpIer1eSkxMlMaMGSNt2LChyaxyoo7EMxNc9uOPP0p33XWXlJGRIRkMBiktLU2aMWOG8ziTnThxQlq8eLE0YsQIyWg0SgaDQcrIyJBmz54tHT9+3Lkdz7FE/u3du7fJ8x4A6e9//7vf/TSVCf7CCy+4jbpSwvMqkbcff/xReuihh6SBAwdKMTExUnR0tNS/f3/psccec7uvDHQ7V+F4vypIkp8ihkREREREREREREREKsYq/0REREREREREREQUsRgEJyIiIiIiIiIiIqKIxSA4EREREREREREREUUsBsGJiIiIiIiIiIiIKGIxCE5EREREREREREREEYtBcCIiIiIiIiIiIiKKWAyCExEREREREREREVHEYhCciIiIiIiIiIiIiCIWg+BEREREREREREREFLEYBCciIiIiIqKw8vLLLyMmJgaPPPJIqJvSpm655RbExcWhtLS0Wc/fu3cvBEHAiy++2MotIyIiiiwMghMREREREVFYOX/+POrr63H+/PlQN6XN/N///R+ys7Mxf/58JCcnN2sf48aNwzXXXIOXXnoJFRUVrdxCIiKiyMEgOBEREREREbULOXN56dKlfrdbu3Ytzp49i48++qidWtb+Vq5cCVEUm/xdNGXZsmWorKzEunXrWqllREREkYdBcCIiIiIiIgo7GRkZ0Gq1oW5GmygvL8fu3btx/fXXIzU1tUX7uu6665CWlob33nuvlVpHREQUeRgEJyIiIiIiImpH//M//wOLxYJbb721xfvSaDSYOnUqTp48iUOHDrVC64iIiCIPg+BERERERETUpubNmwdBEDB+/HgAwCuvvAJBEJwPz5IgW7ZsgSAIWL9+vde+Zs+eDUEQcP78eRQWFmLZsmUYOnQojEYjUlJScNVVV2HLli2wWq3O55w6dQoLFizAkCFDEBsbi86dO2Ps2LF44403IEmS37ZXVFRg9erVGDlyJJKSkpCQkIARI0ZgxYoVKC4ubtbv4/PPPwcATJ482WudzWbDG2+84cwSF0URSUlJGDNmDJ566ikcP37c6znyfnbv3t2s9hAREUU6XagbQERERERERJFt0qRJSE5Oxt69e/H9998DAH7/+98711999dVB73P//v14+OGHUV9fj0mTJmHSpEkoLi7Grl27MGfOHGRnZ2PHjh3Yvn075s6dC6PRiIkTJ2Ly5MnO7R544AFkZ2dj586d0Gi8c8T+/e9/47bbbsP58+dx+eWXY+bMmRBFEYcPH8Zzzz2HDRs24MMPP8TYsWODavuBAweQmpqK9PR0t+UWiwU33XQT9uzZg+7du2Py5MlISUlBdXU1Dhw4gBdffBHr16/H+fPnER8f73zeiBEjnPslIiIibwyCExERERERUZvKzMxEZmYm9u7di/Hjx2PJkiVYuXJli/Y5c+ZMZGZm4i9/+Qvi4uKcy00mEyZPnoyPP/4YM2fOxEcffYR77rkHGzduRHR0tNd2u3btwquvvopFixa57f/MmTOYOHEitFotvvjiC9xwww1u648cOYLp06djypQpOHjwIHr16hVQu00mE3Jzc/HrX//aa927776LPXv2YObMmXjnnXe8aqLn5ubi4MGDbgFwwFE/PSEhAQcPHgyoDURERB0Ny6EQERERERGR6qSlpeGdd95xC4ADQHx8PDZv3gydTocdO3Zg5MiR+Mtf/uIWAPfcbvPmzV77X7x4MSoqKvD+++97BcABYMiQIdi9e7diORd/Tp06BUmSMGDAAK91+/btAwAsWLBAcVLQ3r1745ZbblHcb//+/Z37JiIiIncMghMREREREZHqLF26FKIoKq4bOHAg+vfvDwCYP3++YkDZdbujR4/CbDY7lxcVFeGTTz7B2LFjFTO2ZRkZGZg7dy527tyJsrKygNpdWVkJAEhISPBal5qaCgDYu3dvQPtylZCQAJvNhpqamqCfS0REFOlYDoWIiIiIiIhUR66D7Uvfvn1x7NixgLcrLi5G9+7dAQCHDx+GzWbDd999h2XLlvl9/u7du2GxWHD48GFce+21Tba7qqoKALxKmgDA3LlzsWHDBixbtgxff/01Jk+ejDFjxmDEiBGIiYnxu195f1VVVTAajU22g4iIqCNhEJyIiIiIiIhUJykpye96g8EQ1HZWq9W5rKSkxPn/VatWBdSe/Pz8gLarra0FAMWgdkZGBvbv34/Vq1fjgw8+wNdffw0A0Gg0GDFiBKZPn46HHnoInTp18npubGwsADATnIiISAHLoRARERERERG5SE9PBwA8+eSTkCQpoMedd94Z0L7lYHVdXZ3i+oyMDKxfvx6FhYU4efIkduzYgaVLl0IQBDz11FMYPny4YsBdDq571kgnIiIiBsGJiIiIiIiI3AwdOhSiKGL37t2tvm+5FrjJZPK7nUajQf/+/TFt2jS89NJL+PHHH7FixQrk5+fjz3/+s9f28v6Uao0TERF1dAyCExERERERUbuQa1U3FQAOteTkZNx22204ePAg3nnnHb/bNjY2BrXvxMREAL/UBg9GZmYmAKCgoMBrXVVVFbRaLTPBiYiIFDAITkRERERERO1iwIAB0Gg02LNnj1s5kIaGhhC2Stkrr7yCrl274sEHH8SGDRtgt9u9tvnss8/Qr18/fP/99wHvt1+/fhAEASdPnvRa9/TTT+P5559HeXm54nNff/11AMDIkSO91v3000/OfRMREZE7ToxJRERERERE7cJoNGL+/PlYv349hg8fjsmTJ6O6uhqffPIJ/v3vf6NPnz6hbqJTeno6vvzyS8yYMQMLFizAypUrcf311yM9PR1VVVX4/vvvceTIEQwaNAjdu3cPeL/x8fHo06cPcnJy3Jbb7Xbs3bsX//jHP7BixQpceeWVGDJkCOLj41FZWYnvvvsOR44cwTXXXIMHHnjA7bnnzp1DVVUVJk6c2CrvnYiIKNIwCE5ERERERETtZs2aNejWrRvefvttbN68GWlpaZgyZUpYlvEYPHgw9u/fj23btuG9997D119/jZKSEsTHx2P48OFYsGAB7rvvPoiiGNR+L730UuzYsQOFhYXOSTg1Gg2++eYb7NmzBx988AF++OEH/Pjjj2hsbERSUhKGDx+OhQsXYs6cOdDr9W77O3TokHO/RERE5E2QJEkKdSOIiIiIiIiIOoo333wT9913H9544w3cd999Ld7fvHnzsGnTJhw6dAjDhw9vhRYSERFFFgbBiYiIiIiIiNpRRUUF0tLSMGHCBOzatatF+7Lb7ejatSuSkpJw7NixVmohERFRZOHEmERERERERETtKCkpCZMmTcJXX32F4uLiFu3rf//3f1FUVISZM2e2UuuIiIgiD4PgRERERERERO1s2bJlMJvNePnll1u0n5UrVyIpKQkLFy5spZYRERFFHgbBiYiIiIiIiNrZyJEjccstt2DDhg0oLS1t1j727t2Lb7/9Fr/97W+RmJjYug0kIiKKIKwJTkREREREREREREQRi5ngRERERERERERERBSxGAQnIiIiIiIiIiIioojFIDgRERERERERERERRSwGwYmIiIiIiIiIiIgoYjEITkREREREREREREQRi0FwIiIiIiIiIiIiIopYDIITERERERERERERUcRiEJyIiIiIiIiIiIiIItb/B0gtB01JQ5fqAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the model fit\n", "_,_,_,pred1 = gauss.plot_vox(\n", " vox_nr=0, \n", " title=\"pars\",\n", " axis_type=\"time\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this model, we have a variance explained of `0.76` (or 76%) percent. We can see that the baseline is indeed fixed at 0, and that the peaks generally follow the stimulation period. We can improve this by using models that capture different kinds of characteristics, such as compression (`CSS`), surround suppression (`DoG`), or both (`Divisive Normalization` [DN])" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Design has 4 more volumes than timecourses, trimming from beginning of design to (100, 100, 221)\n", "Reading settings from '/Users/heij/miniconda3/lib/python3.9/site-packages/fmriproc/misc/prf_analysis.yml'\n", "\n", "---------------------------------------------------------------------------------------------------\n", "Check these important settings!\n", " Screen distance: 196cm\n", " Screen size: 39.3cm\n", " TR: 1.5s\n", "---------------------------------------------------------------------------------------------------\n", "\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0] (fit=True)\n", "Using constraint(s): ['tc', 'tc'] (gauss | extended)\n", "Design has 4 more volumes than timecourses, trimming from beginning of design to (100, 100, 221)\n", "Reading settings from '/Users/heij/miniconda3/lib/python3.9/site-packages/fmriproc/misc/prf_analysis.yml'\n", "\n", "---------------------------------------------------------------------------------------------------\n", "Check these important settings!\n", " Screen distance: 196cm\n", " Screen size: 39.3cm\n", " TR: 1.5s\n", "---------------------------------------------------------------------------------------------------\n", "\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0] (fit=True)\n", "Using constraint(s): ['tc', 'tc'] (gauss | extended)\n", "Gaussian fitter: \n", "Reading manually specified settings\n", "\n", "---------------------------------------------------------------------------------------------------\n", "Check these important settings!\n", " Screen distance: 196cm\n", " Screen size: 39.3cm\n", " TR: 1.5s\n", "---------------------------------------------------------------------------------------------------\n", "\n", "Starting norm gridfit (1, 221) at 2025/03/03 18:55:14\n", "Each batch contains approx. 1 voxels.\n", "Completed norm gridfit at 2025/03/03 18:55:15. Mean rsq>0.1: 0.77\n", "Gridfit took 0:00:00.944632\n", "Starting norm iterfit (1, 221) at 2025/03/03 18:55:15\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.9s\n", "[Parallel(n_jobs=1)]: Done 1 tasks | elapsed: 0.9s\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Completed norm iterfit at 2025/03/03 18:58:20. Mean rsq>0.1: 0.93\n", "Iterfit took 0:03:05.029901\n" ] } ], "source": [ "# switching models is very easy. Every model that is NOT Gaussian will build on the Gaussian parameters. So, everytime your run such a model, it will re-fit the Gaussian parameters first. To avoid this, you can either specify the Gaussian fitter object (`gauss`) above as `previous_gaussian_fitter`-argument, or a numpy array as `old_params`-argument (which will create the `previous_gaussian_fitter` inside of the new object). Both options will make sure the Gaussian stage is skipped\n", "\n", "# insert old parameters \n", "norm = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5,\n", " model=\"norm\",\n", " verbose=True,\n", " fix_bold_baseline=True,\n", " old_params=gauss.gauss_iter, # less explicit\n", " )\n", "\n", "norm = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5,\n", " model=\"norm\",\n", " verbose=True,\n", " fix_bold_baseline=True,\n", " constraints=\"tc\",\n", " previous_gaussian_fitter=gauss.gaussian_fitter, # very explicit\n", " )\n", "\n", "# and fit\n", "norm.fit()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot the model fit\n", "_,_,_,pred2 = norm.plot_vox(\n", " vox_nr=0, \n", " title=\"pars\", \n", " model=\"norm\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This has improved the model fit marginally. We can plot the fits together as follows:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plotting.LazyLine(\n", " [data,pred1,pred2], # list of multiple 1D-arrays\n", " add_hline=\"default\", # adds horizontal line at y=0\n", " color=[\"#cccccc\", 'r', \"g\"], # list of same length as data (RGB/hex/strings)\n", " line_width=[1,2,2], # list of same length as data\n", " markers=['.',None,None], # plot BOLD as connected dots, predictions as solid lines\n", " x_label=\"volumes\", # x label\n", " y_label=\"amplitude (percent signal)\", # y label\n", " figsize=(15,5), # set figure size\n", " labels=['BOLD','Gauss','Norm'] # labels with the same length as data list\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can see that the normalization model is capturing different characteristics compared to the Gaussian model. Also note that the processing time was a lot longer compared to the Gaussian model. These are things to consider when selecting your model (for a few hundred voxels this is fine, but for >500000 it gets a bit complicated). You can speed this up by using `L-BGFS`-minimization over `trust-constr`-minimization. See doc of [pRFmodelFitting](https://fmriproc.readthedocs.io/en/latest/classes/prf.html#fmriproc.prf.pRFmodelFitting)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at saving and loading parameters. To save parameters, we need an output directory and the basename for the output. Some stuff will be appended depending on the stage, model, or whether the HRF was fitted as well." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Fixing baseline at [0, 0]\n", "Instantiate HRF with: [1, 1, 0]\n", "Starting gauss grid fit at 2022/10/18 11:27:25\n", "Completed Gaussian gridfit at 2022/10/18 11:27:34. Voxels/vertices above 0.1: 1/1\n", "Gridfit took 0:00:09.139608\n", "Mean rsq>0.1: 0.53\n", "Save grid-fit parameters in /mnt/d/FSL/shared/spinoza/programs/packages/linescanning/examples/sub-01_ses-1_model-gauss_stage-grid_desc-prf_params.pkl\n", "Starting gauss iterfit at 2022/10/18 11:27:34\n", "Completed gauss iterfit at 2022/10/18 11:27:44. Mean rsq>0.1: 0.53\n", "Iterfit took 0:00:09.209858\n", "Save iter-fit parameters in /mnt/d/FSL/shared/spinoza/programs/packages/linescanning/examples/sub-01_ses-1_model-gauss_stage-iter_desc-prf_params.pkl\n" ] } ], "source": [ "# let's use the gaussian model because it's faster\n", "gauss = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5, \n", " model=\"gauss\",\n", " stage=\"iter\",\n", " verbose=True,\n", " fix_bold_baseline=True,\n", " write_files=True, # set flag to write output\n", " output_dir=opj(opd(opd(prf.__file__)), 'examples'), # set custom output directory (defaults to current working directory)\n", " output_base=\"sub-01_ses-1\" # set custom output basename; \"_model-{model}_stage-{stage}_desc-prf_params.{pkl|npy}\" is appended\n", " )\n", "\n", "# fit\n", "gauss.fit()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We see that stuff is save now in our specified directory with the basename of our choice." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['bold.mat',\n", " 'design_task-2R.mat',\n", " 'events.tsv',\n", " 'figures',\n", " 'prf.npy',\n", " 'sub-01_ses-1_model-gauss_stage-grid_desc-prf_params.pkl',\n", " 'sub-01_ses-1_model-gauss_stage-iter_desc-prf_params.pkl']" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "os.listdir(opj(opd(prf.__file__), 'examples'))\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This pickle file has the settings, predictions, and parameters embedded in it. We can load this back in as follows:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Reading settings from '/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/misc/prf_analysis.yml'\n", "Instantiate HRF with: [1, 1, 0]\n", "Reading settings from pickle-file (safest option; overwrites other settings)\n", "Inserting parameters from as 'gauss_iter' in \n" ] } ], "source": [ "# we initiate the model as per usual\n", "gauss_load = prf.pRFmodelFitting(\n", " data.T,\n", " design_matrix=design,\n", " TR=1.5,\n", " verbose=True)\n", "\n", "# decide which parameters you want to load. Here, let's load the parameters from the iterative Gaussian fit\n", "load_pars = opj(opj(opd(opd(prf.__file__)), 'examples'), \"sub-01_ses-1_model-gauss_stage-iter_desc-prf_params.pkl\")\n", "\n", "# We would then tell `gauss_load` to load this file in, and set the correct attributes internally. If there's no known settings, it will use the most recent settings file from the directory in which the to-be-loaded parameters live. If you specify a pickle file, these default settings will be overwritten by settings specified in the pickle-file\n", "gauss_load.load_params(load_pars, model=\"gauss\", stage=\"iter\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now make the same plot again, but from an independent object (now `gauss_load`, rather than `gauss`)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the model fit\n", "_, _, _, pred1 = gauss_load.plot_vox(vox_nr=0, title=\"pars\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we try to plot the grid-parameters, that will fail. This is because `plot_vox` assumes you want the `iter`-parameters to be plotted, but we did not set that attribute inside `gauss_load`" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Could not find grid parameters for gauss", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_710/2874508505.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgauss_load\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_vox\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'pars'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"grid\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mplot_vox\u001b[0;34m(self, vox_nr, model, stage, make_figure, xkcd, title, transpose, freq_spectrum, freq_type, clip_power, save_as, axis_type, resize_pix, add_tc, axs, **kwargs)\u001b[0m\n\u001b[1;32m 2146\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Array of length {len(vox_nr)} was given. Can only be 1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2148\u001b[0;31m self.prediction, params, vox = self.make_predictions(\n\u001b[0m\u001b[1;32m 2149\u001b[0m \u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2150\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mmake_predictions\u001b[0;34m(self, vox_nr, model, stage)\u001b[0m\n\u001b[1;32m 2037\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2038\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2039\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Could not find {stage} parameters for {model}\"\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 2040\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2041\u001b[0m def plot_vox(\n", "\u001b[0;31mValueError\u001b[0m: Could not find grid parameters for gauss" ] } ], "source": [ "_, _, _, _ = gauss_load.plot_vox(vox_nr=0, title='pars', stage=\"grid\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It will also fail if we try to plot a model other than the one we specified (in our case, `gauss`), because we told the object to load in the parameters as `gauss`." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "ename": "ValueError", "evalue": "Could not find iter parameters for norm", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_710/2886960258.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0m_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mgauss_load\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot_vox\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'pars'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstage\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"iter\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"norm\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mplot_vox\u001b[0;34m(self, vox_nr, model, stage, make_figure, xkcd, title, transpose, freq_spectrum, freq_type, clip_power, save_as, axis_type, resize_pix, add_tc, axs, **kwargs)\u001b[0m\n\u001b[1;32m 2146\u001b[0m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Array of length {len(vox_nr)} was given. Can only be 1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2148\u001b[0;31m self.prediction, params, vox = self.make_predictions(\n\u001b[0m\u001b[1;32m 2149\u001b[0m \u001b[0mvox_nr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mvox_nr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2150\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m/mnt/d/FSL/shared/spinoza/programs/packages/linescanning/linescanning/prf.py\u001b[0m in \u001b[0;36mmake_predictions\u001b[0;34m(self, vox_nr, model, stage)\u001b[0m\n\u001b[1;32m 2037\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2038\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2039\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34mf\"Could not find {stage} parameters for {model}\"\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 2040\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2041\u001b[0m def plot_vox(\n", "\u001b[0;31mValueError\u001b[0m: Could not find iter parameters for norm" ] } ], "source": [ "_, _, _, _ = gauss_load.plot_vox(vox_nr=0, title='pars', stage=\"iter\", model=\"norm\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot the HRFs" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from lazyfmri import fitting\n", "\n", "# HRF is now created inside the object (a new feature of pRFpy)\n", "hrf_can = gauss.gauss_model.create_hrf([1, 1, 0], \"SPM\", False)\n", "\n", "# select HRF parameters and add 1 for first basis set\n", "hrf = list(norm.norm_iter[:,-3:-1].squeeze())\n", "hrf.insert(0,1)\n", "hrf_fit = gauss.gauss_model.create_hrf(hrf, \"SPM\", False)\n", "\n", "pl = plotting.LazyLine(\n", " [hrf_can, hrf_fit],\n", " labels=[\"standard HRF\",\"Fitted HRF\"],\n", " xx=np.arange(0,40,gauss.TR),\n", " figsize=(5,5),\n", " line_width=2,\n", " x_lim=[0,25],\n", " add_hline='default',\n", " cmap='inferno',\n", " x_label=\"time (s)\",\n", " y_label=\"magnitude\"\n", ")\n", "\n", "# get fwhm\n", "colors = sns.color_palette('inferno', len(pl.array))\n", "fwhm_objs = []\n", "for hrf in pl.array:\n", " fwhm_objs.append(\n", " fitting.FWHM(\n", " np.arange(0,40,gauss.TR),\n", " hrf.squeeze()\n", " )\n", " )\n", "\n", "# heights need to be adjusted for by axis length \n", "xlim = pl.axs.get_xlim()\n", "tot = sum(list(np.abs(xlim)))\n", "for ix, ii in enumerate(fwhm_objs):\n", " start = (ii.t0_-xlim[0])/tot\n", " pl.axs.axhline(\n", " ii.half_max,\n", " xmin=start,\n", " xmax=start+ii.fwhm/tot,\n", " color=colors[ix],\n", " linewidth=0.5\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the `fitted HRF` is faster than the standard HRF; something would expect from 7T data" ] } ], "metadata": { "kernelspec": { "display_name": "base", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.16" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }