{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# seismic petrophysics\n", "\n", "With this notebook I show how to create a synthetic dataset of elastic properties (Vp, Vs, density, etc.) starting from well logs. The idea is that the wells cannot possibly sample all the complexity and variations occurring across a reservoir. So what I do is to use various techniques to synthesize new data and create an _abstraction_ of my reservoir to investigate alternative and plausible scenarios (change of pore fluids; lithological variations); another possible use of is to create a training dataset to calibrate 3D seismic volumes (see also the discussion on _training data_ in Avseth et al., 2005, p.126).\n", "\n", "What I also want to do is to demonstrate the use of Python to build your own tools and workflows and therefore move away from a \"[black-box](http://en.wikipedia.org/wiki/Black_box) approach\".\n", "\n", "This material was featured in the Geophysical Tutorial columns in the [April](http://library.seg.org/doi/abs/10.1190/tle34040440.1) and [June 2015](http://library.seg.org/doi/abs/10.1190/tle34060700.1) issues of The Leading Edge.\n", "\n", "_Alessandro, April 2015_\n", "\n", "**History:**\n", "- November 2014 - April 2015: first version.\n", "- January 2016: fixed various bugs related to newer version of Pandas, rewritten explanations in the statistical analysis section.\n", "- June 2018: removed deprecated Pandas methods (e.g., `.ix`), plus various other small corrections.\n", "\n", "**To-do:**\n", "- check the warning message in `np.random.multivariate_normal` about covariance not positive-semidefinite." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## the plan\n", "\n", "The idea is to show how to do these things:\n", "\n", "* import well log data and create a new lithology curve log;\n", "* data augmentation through fluid-replacement modeling; \n", "* description of the reservoir complex under study through statistical analysis;\n", "* creation of a synthetic dataset to replicate the overall behaviour of the reservoir complex.\n", "\n", "And while doing this, I will also show some cool features of Python, such as using the Pandas library to explore geophysical data, defining evergreen functions like Gassmann and Voigt-Reuss-Hill, do fancy plots and make interactive tools." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## input data\n", "\n", "The well log I will use is part of the test datasets available on the Quantitative Seismic Interpretation book website:\n", "\n", "<https://srb.stanford.edu/quantitative-seismic-interpretation>\n", "\n", "In particular, I use \"Well 2\", contained in the \"Project Data\" zipfile. Plenty of background information for this particular well is available on Per Avseth's PhD thesis, again available from the Stanford website:\n", "\n", "<https://srb.stanford.edu/theses>\n", "\n", "The actual file I will use in this notebook, `qsiwell2.csv` is an elaboration of several other files contained in that zip archive (merged some logs, created others, etc.). See `qsiwell2_dataprep.py` in the [repo](https://github.com/aadm/geophysical_notes) for details." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## coding in Python" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "\n", "%matplotlib inline\n", "# comment out the following if you're not on a Mac with HiDPI display\n", "%config InlineBackend.figure_format = 'retina'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First a few words on the libraries I am using:\n", "\n", "* numpy\n", "* matplotlib\n", "* pandas\n", "\n", "Note the use of the [Pandas](http://pandas.pydata.org/index.html) library to digest log data; it's a library built to handle big datasets and make your life easier (as we shall see later). This is *my* way to do things. You are welcome to use Python's built-in structures if you're inclined to do so or need to keep things minimal (Matt and Evan at [Agile Geoscience](http://www.agilegeoscience.com) do [wonderful things](https://github.com/agile-geoscience/notebooks) relying on the standard triumvirate numpy/scipy/matplotlib).\n", "\n", "For those interested in using their own `.las` files, there is another library (<http://wiki.scipy.org/Cookbook/LASReader>) that can be used." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## data loading with Pandas\n", "\n", "Let's load `qsiwell2.csv` into the [Pandas DataFrame](http://pandas.pydata.org/pandas-docs/dev/dsintro.html#dataframe) `L`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "L=pd.read_csv('qsiwell2.csv', index_col=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "to check what's now inside `L`:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['VP', 'VS', 'RHO_OLD', 'GR', 'NPHI', 'RHO', 'SWE', 'SWX', 'VPVS', 'IP',\n", " 'IS', 'VSH', 'RHOm', 'RHOf', 'PHIE'],\n", " dtype='object')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "L.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, I have all the required logs for a quantitative analysis: the elastic logs (compressional and shear velocity `Vp` and `Vs`, density `RHO`) as well as the main petrophysical logs (water saturation `Sw`, shale volume `VSH` and porosity `PHI`).\n", "\n", "Logs stored into a Pandas DataFrame are easily accessed using the syntax `DataFrame.log` or `DataFrame['log']`, e.g. `L.VP` is the P-wave velocity and `L['PHIE']` is effective porosity.\n", "\n", "To select more than one log, use the syntax `DataFrame[['log1','log2']]`. Mix and match with filters such as `DataFrame.index>2100` to restrict the data only to those values below 2100m and you can get all the information you need:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average Ip between 1500 and 2000 m:\n", "VP 2551.785823\n", "RHO 2.216325\n", "dtype: float64\n" ] } ], "source": [ "print('Average Ip between 1500 and 2000 m:')\n", "print(L[(L.index>=2100) & (L.index<2200)][['VP','RHO']].mean())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If I had a [categorical variable](http://en.wikipedia.org/wiki/Categorical_variable), for example a litho-facies log like the `LFC` (litho-fluid class) log that I will show later on in this notebook, I could use the syntax `DataFrame[DataFrame.LFC==2]['log1','log2']]` to only select data belonging to a specific class.\n", "\n", "To remove a specific log (e.g., that `RHO_OLD`) I use the `drop` method with the optional `axis=1` (required otherwise Pandas will search for a _row_ named `TVD` instead of a _column_):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": true }, "outputs": [], "source": [ "L=L.drop(['RHO_OLD'],axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's check if I have really deleted `RHO_OLD`:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['VP', 'VS', 'GR', 'NPHI', 'RHO', 'SWE', 'SWX', 'VPVS', 'IP', 'IS',\n", " 'VSH', 'RHOm', 'RHOf', 'PHIE'],\n", " dtype='object')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "L.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To rename a log use the `.rename` method:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Index(['VP', 'VS', 'GR', 'NPHI', 'RHO', 'SWE', 'SWX', 'VPVS', 'IP', 'IS',\n", " 'VSH', 'RHOm', 'RHOfluid', 'PHIE'],\n", " dtype='object')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "L.rename(columns={'RHOf':'RHOfluid'}, inplace=True)\n", "L.columns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But what if I need to rename multiple logs? Simply assign a new list of names to the DataFrame columns; for example, if I have a 3 logs called `log1`, `log2`, `log3`, I can rename them all in one go using this syntax:\n", "\n", " DataFrame.columns=['newlog1','newlog2','newlog3']\n", " \n", "Pandas is the best way I have ever seen to manage large and complex datasets; the basic Dataframe is a compact, portable and powerful data structure that allows you to quickly inspect your data, either using standard Python functions (like `min()`, `.max()`, `.mean()`) or the `describe` method:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Depth min/max: 2013.3/2640.5\n", "Vp average: 2977.10\n" ] } ], "source": [ "print('Depth min/max: {:.1f}/{:.1f}'.format(L.index.min(),L.index.max()))\n", "print('Vp average: {:.2f}'.format(L.VP.mean()))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>VP</th>\n", " <th>VS</th>\n", " <th>RHO</th>\n", " <th>PHIE</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>4117.000000</td>\n", " <td>4117.000000</td>\n", " <td>2701.000000</td>\n", " <td>2701.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>2977.098761</td>\n", " <td>1371.293952</td>\n", " <td>2.225045</td>\n", " <td>0.291759</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>449.355552</td>\n", " <td>297.056552</td>\n", " <td>0.061961</td>\n", " <td>0.032196</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>1439.900000</td>\n", " <td>688.800000</td>\n", " <td>2.036616</td>\n", " <td>0.106844</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>2594.500000</td>\n", " <td>1141.600000</td>\n", " <td>2.185285</td>\n", " <td>0.276218</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>3036.100000</td>\n", " <td>1415.300000</td>\n", " <td>2.223544</td>\n", " <td>0.297311</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>3251.100000</td>\n", " <td>1595.000000</td>\n", " <td>2.264000</td>\n", " <td>0.310519</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>4431.000000</td>\n", " <td>2427.800000</td>\n", " <td>2.545268</td>\n", " <td>0.376396</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " VP VS RHO PHIE\n", "count 4117.000000 4117.000000 2701.000000 2701.000000\n", "mean 2977.098761 1371.293952 2.225045 0.291759\n", "std 449.355552 297.056552 0.061961 0.032196\n", "min 1439.900000 688.800000 2.036616 0.106844\n", "25% 2594.500000 1141.600000 2.185285 0.276218\n", "50% 3036.100000 1415.300000 2.223544 0.297311\n", "75% 3251.100000 1595.000000 2.264000 0.310519\n", "max 4431.000000 2427.800000 2.545268 0.376396" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "L[['VP','VS','RHO','PHIE']].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## litho-fluid class logs\n", "\n", "The next step is to calculate a _Litho-Fluid Class_ log (LFC), where I separate groups of data identified by similar lithological and/or pore fluid content. The values of the LFC log will be assigned following these rules:\n", "\n", "* LFC=0: undef\n", "* LFC=1: brine sand\n", "* LFC=2: oil sand\n", "* LFC=3: gas sand\n", "* LFC=4: shale\n", "\n", "First I restrict my analysis on a smaller depth window (first line in the code snippet below) because the petrophysical logs are not computed everywhere. Then I create the \"flag\" logs `ssb`, `sso`, `ssg` and `sh` (i.e., logs made of samples that can only be 1 or 0, i.e. _True_ or _False_) using cut-off values on `VSH` (shale volume) and `SW` (water saturation): " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "L=L[(L.index>=2100) & (L.index<=2400)]\n", "\n", "sand_cutoff=0.20\n", "ssb=((L.VSH <= sand_cutoff) & (L.SWE >= 0.9)) # brine sand\n", "sso=((L.VSH <= sand_cutoff) & (L.SWE < 0.9)) # oil sand\n", "sh=(L.VSH > sand_cutoff) # shales" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that there is no `ssg` log (occurrence of gas sands) yet, as the insitu log did not record any gas sand. We will deal with that later.\n", "\n", "I use the above flag logs to create the `LFC` log and store it into `L` with the other logs:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "temp_lfc=np.zeros(np.shape(L.VSH))\n", "temp_lfc[ssb.values]=1 # LFC will be 1 when ssb (brine sand flag) is True\n", "temp_lfc[sso.values]=2 # LFC will be 2 when sso (oil sand flag) is True\n", "temp_lfc[sh.values]=4 # LFC will be 4 when sh (shale flag) is True\n", "L.insert(L.columns.size, 'LFC', temp_lfc) # the first argument is the position, in this way LFC will be the last one." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, let's see if this is all ok; the total number of samples after zooming in the 2100-2400 m depth window is:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1968,)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.shape(L.VSH)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the following prints out how many samples each facies is made of:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "brine sst=706, oil sst=134, shale=1128\n" ] } ], "source": [ "print('brine sst={}, oil sst={}, shale={}'.format(np.count_nonzero(ssb),np.count_nonzero(sso),np.count_nonzero(sh)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And a final check to make this newly defined `LFC` log only has values within the range 1 to 4 (there will be no undefined samples in this particular depth interval, i.e. classes with `LFC=0`):" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LFC min: 1.0, LFC max: 4.0\n" ] } ], "source": [ "print('LFC min: {}, LFC max: {}'.format(L.LFC.min(), L.LFC.max()))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is very easy to do plots of all types with Pandas, and to show that here's a one-liner that plots Vp histograms for each class (remember that at this point we only have classes 1, 2 and 4, i.e. brine sand, oil sand and shales):" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([<matplotlib.axes._subplots.AxesSubplot object at 0x7f0dc877d2b0>,\n", " <matplotlib.axes._subplots.AxesSubplot object at 0x7f0dc84f45f8>,\n", " <matplotlib.axes._subplots.AxesSubplot object at 0x7f0dc851e908>],\n", " dtype=object)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x144 with 3 Axes>" ] }, "metadata": { "image/png": { "height": 170, "width": 727 } }, "output_type": "display_data" } ], "source": [ "L.IP.hist(bins=50, color='black', by=L.LFC, figsize=(12,2), layout=(1,3), lw=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## summary plots\n", "\n", "First I need a custom colormap for my classes, i.e. a discrete colormap with following classes-colors association:\n", "\n", "* LFC=0: undef, GRAY\n", "* LFC=1: brine sand, BLUE\n", "* LFC=2: oil sand, GREEN\n", "* LFC=3: gas sand, RED\n", "* LFC=4: shale, BROWN\n", "\n", "This is the way to define this colormap:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.colors as colors\n", "# 0=undef 1=bri 2=oil 3=gas 4=shale\n", "ccc = ['#B3B3B3','blue','green','red','#996633',]\n", "cmap_facies = colors.ListedColormap(ccc[0:len(ccc)], 'indexed')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's now display a summary view of all the logs:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 5 Axes>" ] }, "metadata": { "image/png": { "height": 374, "width": 513 } }, "output_type": "display_data" } ], "source": [ "ztop=2100; zbot=2400\n", "ll=L[(L.index>=ztop) & (L.index<=zbot)]\n", "\n", "cluster=np.repeat(np.expand_dims(ll['LFC'].values,1),100,1)\n", "\n", "f, ax = plt.subplots(nrows=1, ncols=4, figsize=(8, 6))\n", "ax[0].plot(ll.VSH, ll.index, '-g', label='Vsh')\n", "ax[0].plot(ll.SWE, ll.index, '-b', label='Sw')\n", "ax[0].plot(ll.PHIE, ll.index, '-k', label='phi')\n", "ax[1].plot(ll.IP, ll.index, '-', color='0.5')\n", "ax[2].plot(ll.VPVS, ll.index, '-', color='0.5')\n", "im=ax[3].imshow(cluster, interpolation='none', aspect='auto',cmap=cmap_facies,vmin=0,vmax=4)\n", "cbar=plt.colorbar(im, ax=ax[3])\n", "cbar.set_label((12*' ').join(['undef', 'brine', 'oil', 'gas', 'shale']))\n", "cbar.set_ticks(range(0,1)); cbar.set_ticklabels('')\n", "for i in ax[:-1]:\n", " i.set_ylim(ztop,zbot)\n", " i.invert_yaxis()\n", " i.grid()\n", " i.locator_params(axis='x', nbins=4)\n", "ax[0].legend(fontsize='small', loc='lower right')\n", "ax[0].set_xlabel('Vcl/phi/Sw'), ax[0].set_xlim(-.1,1.1)\n", "ax[1].set_xlabel('Ip [m/s*g/cc]'), ax[1].set_xlim(3000,9000)\n", "ax[2].set_xlabel('Vp/Vs'), ax[2].set_xlim(1.5,3)\n", "ax[3].set_xlabel('LFC')\n", "ax[1].set_yticklabels([]); ax[2].set_yticklabels([]); ax[3].set_yticklabels([]); ax[3].set_xticklabels([]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's see the same data in crossplot domain that should be familiar to geophysicists, i.e. acoustic impedance (Ip) versus Vp/Vs ratio:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 374, "width": 467 } }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "plt.scatter(L.IP,L.VPVS,20,L.LFC,marker='o',edgecolors='none',alpha=0.7,cmap=cmap_facies,vmin=0,vmax=4)\n", "plt.xlim(3000,9000); plt.ylim(1.5,3); plt.grid(); plt.xlabel('Ip'); plt.ylabel('Vp/Vs')\n", "cbar=plt.colorbar()\n", "cbar.set_label((15*' ').join(['undef', 'brine', 'oil', 'gas', 'shale']))\n", "cbar.set_ticks(range(0,1)); cbar.set_ticklabels('')\n", "#-----------------------------------------------------------------\n", "#-- alternative way to label the colorbar:\n", "#cbar.set_label('0=undef,1=brine,2=oil,3=gas,4=shale')\n", "#cbar.set_ticks(range(0,4+1)); cbar.set_ticklabels(range(0,4+1));\n", "#-----------------------------------------------------------------\n", "cbar.set_alpha(1)\n", "cbar.draw_all()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What about that red color in the legend plot above? Well, that was reserved for gas sands -- but we don't have any in the insitu case. Let's go make some of those!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## fluid replacement modeling\n", "\n", "Fluid replacement modeling (FRM in short), based on Gassmann's equation, is one of the key activities for any kind of quantitative work (see Wang, 2001 and Smith et al., 2003, for an exhaustive overview).\n", "\n", "It is used to model the response of elastic logs (i.e., Vp, Vs and density) in different fluid conditions, thus allowing to study how much a rock would change in terms of velocity (or impedances) if it was filled with gas instead of brine for example; but what it also does is to bring all elastic logs to a *common fluid denominator* to focus only on lithological variations, disregarding fluid effects.\n", "\n", "The inputs to FRM are $k_s$ and $\\mu_s$ (saturated bulk and shear moduli which we can get from recorded Vps, Vs and density logs), $k_d$ and $\\mu_d$ (dry-rock bulk and shear moduli), $k_0$ (mineral bulk modulus), $k_f$ (fluid bulk modulus) and porosity, $\\varphi$. Reasonable estimates of mineral and fluid bulk moduli and porosity are easily computed and are shown below. The real unknowns, what is arguably the core issue of rock physics, are the dry-rock moduli.\n", "\n", "And here we come to Gassmann's equation; I can use it in its inverse form to calculate $k_d$:\n", "\n", "$$ k_d = \\frac{k_s \\cdot ( \\frac{\\varphi k_0}{k_f} +1-\\varphi) -k_0}{\\frac {\\varphi k_0}{k_f} + \\frac{k_s}{k_0} -1-\\varphi} $$\n", "\n", "Then I use Gassmann's again in its direct form to calculate the saturated bulk modulus with the new fluid:\n", "\n", "$$k_s = k_d + \\frac { (1-\\frac{k_d}{k_0})^2} { \\frac{\\varphi}{k_f} + \\frac{1-\\varphi}{k_0} - \\frac{k_d}{k_0^2}}$$\n", "\n", "Shear modulus is not affected by pore fluid so that it stays unmodified throughout the fluid replacement process.\n", "\n", "$$\\mu_s = \\mu_d$$\n", "\n", "Bulk density is defined via the following equation:\n", "\n", "$$\\rho = (1-\\varphi) \\cdot \\rho_0 + \\varphi \\cdot \\rho_f $$\n", "\n", "And this is how I define it all as a Python function:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def gassmann(vp1, vs1, rho1, rho_fl1, k_fl1, rho_fl2, k_fl2, k0, phi):\n", " vp1=vp1/1000\n", " vs1=vs1/1000\n", " rho2 = rho1-phi*rho_fl1+phi*rho_fl2\n", " mu1 = rho1*vs1**2.\n", " k1 = rho1*vp1**2-(4./3.)*mu1\n", " kdry= (k1 * ((phi*k0)/k_fl1+1-phi)-k0) / ((phi*k0)/k_fl1+(k1/k0)-1-phi)\n", " k2 = kdry + (1- (kdry/k0))**2 / ( (phi/k_fl2) + ((1-phi)/k0) - (kdry/k0**2) )\n", " mu2 = mu1\n", " vp2 = np.sqrt(((k2+(4./3)*mu2))/rho2)\n", " vs2 = np.sqrt((mu2/rho2))\n", " return [vp2*1000, vs2*1000, rho2, k2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What this function does is to get the relevant inputs which are:\n", "\n", "* `vp1`, `vs1`, `rho1`: measured Vp, Vs, and density (saturated with fluid 1)\n", "* `rho_fl1`, `k_fl1`: density and bulk modulus of fluid 1\n", "* `rho_fl2`, `k_fl2`: density and bulk modulus of fluid 2\n", "* `k0`: mineral bulk modulus\n", "* `phi`: porosity\n", "\n", "And returns `vp2`,`vs2`, `rho2`, `k2` which are respectively Vp, Vs, density and bulk modulus of rock with fluid 2.\n", "\n", "I have mentioned above the possibility to get estimates of mineral bulk modulus $k_0$; the thing to know is that another assumption in Gassmann's equation is that it works only on monomineralic rocks; an actual rock is always a mixture of different minerals. A good approximation to get a mixed mineralogy bulk modulus `k0` is to use Voigt-Reuss-Hill averaging (check [these notes](https://pangea.stanford.edu/courses/gp262/Notes/9.EffectiveMediumTheories.pdf) by [Jack Dvorkin](http://pangea.stanford.edu/~jack/) for a more rigorous discussion or [this wikipedia entry](http://en.wikipedia.org/wiki/Rule_of_mixtures)).\n", "\n", "So I code another function, `vrh`, to do that:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def vrh(volumes,k,mu):\n", " f=np.array(volumes).T\n", " k=np.resize(np.array(k),np.shape(f))\n", " mu=np.resize(np.array(mu),np.shape(f))\n", " ax = 0 if f.ndim==1 else 1\n", " k_u = np.sum(f*k,axis=ax)\n", " k_l = 1./np.sum(f/k,axis=ax)\n", " mu_u = np.sum(f*mu,axis=ax)\n", " with np.errstate(divide='ignore', invalid='ignore'):\n", " mu_l = 1./np.sum(f/mu,axis=ax)\n", " k0 = (k_u+k_l)/2.\n", " mu0 = (mu_u+mu_l)/2.\n", " return k_u, k_l, mu_u, mu_l, k0, mu0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I can use the same function to also compute the fluid bulk modulus log which is usually done via Reuss average (the lower bound `k_l` in the `vrh` function above):\n", "\n", "First I need to define the various mineral and fluid elastic constants:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": true }, "outputs": [], "source": [ "rho_qz=2.65; k_qz=37; mu_qz=44 # mineral properties, quartz (i.e., sands)\n", "rho_sh=2.81; k_sh=15; mu_sh=5 # mineral properties, clay (i.e., shales)\n", "rho_b=1.09; k_b=2.8 # fluid properties, brine\n", "rho_o=0.78; k_o=0.94 # fluid properties, oil\n", "rho_g=0.25; k_g=0.06 # fluid properties, gas" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then I calculate the original (insitu) fluid density `rho_fl` and bulk modulus `k_fl`, and the average mineral bulk modulus `k0`:" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# mineral mixture bulk and shear moduli, k0 and mu0\n", "shale=L.VSH.values\n", "sand=1-shale-L.PHIE.values\n", "shaleN = shale/(shale+sand) # normalized shale and sand volumes\n", "sandN = sand/(shale+sand)\n", "[k_u, k_l, mu_u, mu_l, k0, mu0]=vrh([shaleN, sandN],[k_sh,k_qz],[mu_sh,mu_qz])\n", "\n", "# fluid mixture bulk modulus, using the same vrh function but capturing the Reuss average (second output)\n", "water=L.SWE.values\n", "hc=1-L.SWE.values\n", "[tmp, k_fl, tmp, tmp, tmp, tmp]=vrh([water, hc],[k_b,k_o],[0,0])\n", "\n", "# fluid mixture density\n", "rho_fl=water*rho_b + hc*rho_o" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "...and put it all together using the `frm` function defined above:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": true }, "outputs": [], "source": [ "[vpb, vsb, rhob, kb]=gassmann(L.VP, L.VS, L.RHO, rho_fl, k_fl, rho_b, k_b, k0, L.PHIE)\n", "[vpo, vso, rhoo, ko]=gassmann(L.VP, L.VS, L.RHO, rho_fl, k_fl, rho_o, k_o, k0, L.PHIE)\n", "[vpg, vsg, rhog, kg]=gassmann(L.VP, L.VS, L.RHO, rho_fl, k_fl, rho_g, k_g, k0, L.PHIE)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now I create 3 sets of copies of the original elastic logs stored in my DataFrame `L` (`L.VP`, `L.VSB`, `L.RHO`) for the three fluid scenarios investigated (and I will append an appropriate suffix to identify these 3 cases, i.e. `_FRMB` for brine, `_FRMG` for gas and `_FRMO` for oil, respectively).\n", "\n", "These three sets will be placeholders to store the values of the actual fluid-replaced logs (`vpb`, `vsb`, `rhob`, etc.).\n", "\n", "The syntax I use to do this is:\n", "\n", " L['VP_FRMB'][ssb|sso]=vpb[ssb|sso]\n", " \n", "Which means, copy the values from the output of fluid replacement (`vpb`, `vsb`, `rhob`, etc.) only where there's sand (`vpb[ssb|sso]`), i.e. only when either the flag logs `ssb` or `sso` are _True_).\n", "\n", "I also compute the additional elastic logs (acoustic and shear impedances `IP`, `Is`, and Vp/Vs ratio, `VPVS`) in their fluid-replaced version." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": true }, "outputs": [], "source": [ "L['VP_FRMB']=L.VP\n", "L['VS_FRMB']=L.VS\n", "L['RHO_FRMB']=L.RHO\n", "L['VP_FRMB'][ssb|sso]=vpb[ssb|sso]\n", "L['VS_FRMB'][ssb|sso]=vsb[ssb|sso]\n", "L['RHO_FRMB'][ssb|sso]=rhob[ssb|sso]\n", "L['IP_FRMB']=L.VP_FRMB*L.RHO_FRMB\n", "L['IS_FRMB']=L.VS_FRMB*L.RHO_FRMB\n", "L['VPVS_FRMB']=L.VP_FRMB/L.VS_FRMB\n", "\n", "L['VP_FRMO']=L.VP\n", "L['VS_FRMO']=L.VS\n", "L['RHO_FRMO']=L.RHO\n", "L['VP_FRMO'][ssb|sso]=vpo[ssb|sso]\n", "L['VS_FRMO'][ssb|sso]=vso[ssb|sso]\n", "L['RHO_FRMO'][ssb|sso]=rhoo[ssb|sso]\n", "L['IP_FRMO']=L.VP_FRMO*L.RHO_FRMO\n", "L['IS_FRMO']=L.VS_FRMO*L.RHO_FRMO\n", "L['VPVS_FRMO']=L.VP_FRMO/L.VS_FRMO\n", "\n", "L['VP_FRMG']=L.VP\n", "L['VS_FRMG']=L.VS\n", "L['RHO_FRMG']=L.RHO\n", "L['VP_FRMG'][ssb|sso]=vpg[ssb|sso]\n", "L['VS_FRMG'][ssb|sso]=vsg[ssb|sso]\n", "L['RHO_FRMG'][ssb|sso]=rhog[ssb|sso]\n", "L['IP_FRMG']=L.VP_FRMG*L.RHO_FRMG\n", "L['IS_FRMG']=L.VS_FRMG*L.RHO_FRMG\n", "L['VPVS_FRMG']=L.VP_FRMG/L.VS_FRMG" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, I will add three more LFC logs that will be companions to the new fluid-replaced logs. \n", "\n", "The LFC log for brine-replaced logs will be always 1 whenever there's sand, because fluid replacement will have acted on all sand points and replaced whatever fluid we had originally with brine. Same thing for `LFC_O` and `LFC_G` (LFC for oil and gas-replaced logs): they will always be equal to 2 (oil) or 3 (gas) for all the sand samples. That translates into Python like:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "temp_lfc_b=np.zeros(np.shape(L.VSH))\n", "temp_lfc_b[ssb.values | sso.values]=1 # LFC is 1 when either ssb (brine sand flag) or sso (oil) is True\n", "temp_lfc_b[sh.values]=4 # LFC 4=shale\n", "L['LFC_B']= temp_lfc_b\n", "\n", "temp_lfc_o=np.zeros(np.shape(L.VSH))\n", "temp_lfc_o[ssb.values | sso.values]=2 # LFC is now 2 when there's sand (ssb or sso is True)\n", "temp_lfc_o[sh.values]=4 # LFC 4=shale\n", "L['LFC_O']= temp_lfc_o\n", "\n", "temp_lfc_g=np.zeros(np.shape(L.VSH))\n", "temp_lfc_g[ssb.values | sso.values]=3 # LFC 3=gas sand\n", "temp_lfc_g[sh.values]=4 # LFC 4=shale\n", "L['LFC_G']= temp_lfc_g" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And this is the same summary plot that I have used above, updated to show the fluid changes in the elastic logs Ip and Vp/Vs. It is also zoomed into the reservoir between 2150 and 2200 m, and the LFC log is the original one, i.e. it reflects the insitu case." ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x432 with 5 Axes>" ] }, "metadata": { "image/png": { "height": 374, "width": 513 } }, "output_type": "display_data" } ], "source": [ "ztop=2150; zbot=2200\n", "ll=L[(L.index>=ztop) & (L.index<=zbot)]\n", "\n", "cluster=np.repeat(np.expand_dims(ll['LFC'].values,1),100,1)\n", "\n", "f, ax = plt.subplots(nrows=1, ncols=4, figsize=(8, 6))\n", "ax[0].plot(ll.VSH, ll.index, '-g', label='Vsh')\n", "ax[0].plot(ll.SWE, ll.index, '-b', label='Sw')\n", "ax[0].plot(ll.PHIE, ll.index, '-k', label='phi')\n", "ax[1].plot(ll.IP_FRMG, ll.index, '-r')\n", "ax[1].plot(ll.IP_FRMB, ll.index, '-b')\n", "ax[1].plot(ll.IP, ll.index, '-', color='0.5')\n", "ax[2].plot(ll.VPVS_FRMG, ll.index, '-r')\n", "ax[2].plot(ll.VPVS_FRMB, ll.index, '-b')\n", "ax[2].plot(ll.VPVS, ll.index, '-', color='0.5')\n", "im=ax[3].imshow(cluster, interpolation='none', aspect='auto',cmap=cmap_facies,vmin=0,vmax=4)\n", "cbar=plt.colorbar(im, ax=ax[3])\n", "# cbar.set_label('0=undef,1=brine,2=oil,3=gas,4=shale')\n", "# cbar.set_ticks(range(0,4+1)); \n", "cbar.set_label((12*' ').join(['undef', 'brine', 'oil', 'gas', 'shale']))\n", "cbar.set_ticks(range(0,1)); cbar.set_ticklabels('')\n", "for i in ax[:-1]:\n", " i.set_ylim(ztop,zbot)\n", " i.invert_yaxis()\n", " i.grid()\n", " i.locator_params(axis='x', nbins=4)\n", "ax[0].legend(fontsize='small', loc='lower right')\n", "ax[0].set_xlabel('Vcl/phi/Sw'), ax[0].set_xlim(-.1,1.1)\n", "ax[1].set_xlabel('Ip [m/s*g/cc]'), ax[1].set_xlim(3000,9000)\n", "ax[2].set_xlabel('Vp/Vs'), ax[2].set_xlim(1.5,3)\n", "ax[3].set_xlabel('LFC')\n", "ax[1].set_yticklabels([]); ax[2].set_yticklabels([]); ax[3].set_yticklabels([]); ax[3].set_xticklabels([]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's have a look at the results in the Ip versus Vp/Vs crossplot domain; I will now plot 4 different plots to compare the initial situation to the results of the 4 fluid replacements:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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nqpxzzc5blP3d/nHrHX++630Y7wvPAF4Jw2bnXJlzrsmPd/cy2sh/UbOHgZ/F68j9dbxyzCXOuXrnL0gPPHO17YuIiMdfm/Qp4C3Ai8DrKLyeei7ZkcPvY7Zk05qXacphVd8rVmGpPHQ131dWK3v/8M4CI8vn/rRvQIwiIoJy8Qa3KyIim5zyZEFX/UzUzBqBP8EbwPt54A4g6pyrnfPs9fdyXcdfu/WdeBOHfht4Gm9JvezvZ8zsVkQ2MXW6ynaTnfHRmu8AM4syW+putTNEcl27eomyB+tWk97M9gJ34T2UfYdz7mvZxcvnaF585qrM/RwKzW7J9zlkO4F/1jn3Gedc34L9q4032/6fOuc+6pw7n2Pd2WJ/JiIi1yy/wsQH/V8/aGYrWXv8b/GWBPg3wGHgZefcscKnFM3c7wh5v1cALTmOX4lCpeyzubKY31dWK1tx4oYNjUJERJZNubhg28tp1+ENChYRkW1IebJg24WeY+fb9zDeLOITwI845476S+PNVfDZq3Puaefcrzjn7sVb8uaH8Zbsa8SrjiiyaanTVbab5/zXQ2a2O88xr8ErJzv3+GJ43n8NMLve2Tx+J2ihJFhsM0nVOZevzMQbinzNY3g3pQHgVbkOMLN9wN4852djzvcFpVC8mewlChxTsH1//YWVfLkSEZElOOe+jrfeeRivysByz+sHvspsidtijhheKmdcAEb8Pz+Y6wAzCwAP+L9e7XeK1+Zpu5LZNXeK+X1ltbLryP7AhkYhIiIroly8SPbY15pZvuu/zn89s8TSOSIissUpTy6SfW6a89mu79V5tmefvR7315RdGJMxm2OX5M9I/hzwb/1Nt2utddnM1Okq282/AmN4ie6XF+40syBe+VqAbznneop1YefcALMLiP9SnsMWxbTGRv3XZjNrWrjTzG4GfqSYF3TODeHV2wf4j3luYP/fAk1kY7554Q5/vdf/XODcMf+1UH3/vO37PobKCouIrIXf8V/fa2YHVnDex4BP+D/FvIEtmDP8Kgj/1//15/NUb/hJvLL3Dvj7q4zjQ3nWDfogEPXj/NerbHst/IX/eoeZva/QgWZWu/bhiIjICigXz8oeeyPwzoU7zawZ+Hf+r/9nBe2KiMjWpTw56x/91/vN7N6FO/2JRe/Nc2722etNeZ4L/xSQ8/NdYk3d6exheGu+imxK6nSVbcUfffox/9efM7P/7HfU4c98/Vu8EToZ4NfWIITf8F/fbGZ/mu3oNLMqM/so3uLho3nPLr6TeIulG/D5bHkMMwub2buAR4CF5YaL4dfxkvnrgb/wb1gxs2oz+xjeyKSxPOc+4r9+0sxmRh2b2Z3AY8wu5J7Ly/7rq8zs0BLt/7SZ/Xg2mZvZXjP7S7xyFcNLvUEREVmxLwKngSDwn5Z7knPuKefcL/k/RRssxWzO+GF/6YFcPgZM4pUA/hczOwJgZiVm9lPAp/zj/sw5d+4q49gL/KOZtfltl5nZLwIf8fd/3Dk3dZVtF51z7qvM3tj/uZl91MxmykqZWa2ZvdPMvgh8ckOCFBGRfJSLfc65b+HNTAIvn/2gP0gbM7sdb8BTLV5Z/T9YwXsSEZGtS3ly1uN4k4sM+Acze3jOM9p78HJoIs+5j+I9F74J+JSZ1fjnVZnZLwP/HRjMc+5LZvYxM7tzzjNbM7O7gD/0j/muc07PbmXTUqerbEe/izeqyPAWPx8xsyGgE289zwzeeqHfLPaFnXOPMluC4ieAHv/aQ8D/hzfi6QV/f7zY188RTwb4Obz3/ABw1szG8Dpa/8GP4YN5G7j6634b+BX/1/cBV/zPYRDvS8snyV8++Nfw1svZAzwBTJnZBPAs3uzUHy5w6SeA80AdcNrM+sys3f/Jlrb4C7xF2EPAn/ntDwMdfqwfAY6v8C2LiMgS/FG4n/B/fZ8/MnYj/Zn/+m5g1Mw6/XzxuewBzrnzeHknhpdHT/k5Yxz4Y6AEb0DQanLpTwAPARf9tkfxPqcg3k3/b6+i7bXyPuALeDH+f0C3mY2Y2Sjed54vAO/YwPhERCQH5eJF3oe3TFAt8HfAhH+//D3gFrzBuN/vnMv3YFhERLYR5clZ/mfxo3jrqO4EvgxMmtk43pIzdcxWeowvOPc08Pv+r/8BGJ7zfPy3/Xj+V55LN+E9O34W75ntoN/+M3i5eQBv9q7IpqVOV9l2nHNp59z7gR/EG506grd49xW8ma53Oef+xxpe/6N45Ym+iTfSKAR8F/gx59wvA9X+oSO5Wyh6PP+IVyf/EbyEG8brYPxd4BV4M2HX4rq/g7dw+uN4nbwhvJvX9znnPlTgvAvAXcBfA314D3RHgM8Cdzrn8pZY9Bdlfz3wV0AX3s1zq/8T8o9J4K0L+1t4ax9k8Ba8fwR4u3Puv1z1mxYRkaV8BujBy0W/ssSxa8pfs+f7gW/glSnajZcvdiw47p/xBv38CdAOlAFTwLfxKje8aTXrvDnn/gFv/Z1/AdJ4OekF4GeBdznnUlfb9lrx19T5fuBteLNeu4BSvBJP54C/wfse9jMbFqSIiOSjXDzbbj9wL/AhvHvVJF4uO4v3sPhG59xT+VsQEZFtSHlytt1LwCvxZsteYvYZ7Z8AtzM7W3XRM27n3C/61z6G12kawhvo9EHgrXj3vbm8E/hN4DtAN94z/QTeBJnfwsvNmiwjm5p5gxZEZD34i3wP4o0y2ueca9/YiEREREREREREREREls/M/gtexcK/dM59YIPDEdk0NNNVZH39HF6H61l1uIqIiIiIiIiIiIjIVmJmdXhL5YBXPVBEfOp0FSkyM/ukmX3AzJrnbNthZr8BZEvXfiL32SIiIiIiIiIiIiIiG8fM7jazPzSzO8ws6m8Lmdnr8JaT24lXzvgfNjBMkU1H5YVFiszMvg3c7/8a839q5hzyV8D7nf7xiYiIiIiIiIiIiMgmY2ZvYP4s1mGgHG/9c4Ah4GHn3LPrHZvIZqZOV5EiM7OHgfcAd+MtbF6Bl5S+B/y5c06jf0RERERERERERERkUzKzBuCngTcC+4EmIIU3u/WrwCecc1c2LECRTUqdriIiIiIiIiIiIiIiIiIiq1CUNV3N7ONm9piZdZrZtJkNmdkxM/uImdWvsK0WM/tzM+s2s7iZtZvZ75tZbTFiFREREREREREREREREREppqLMdDWzBPAccALow6vtfQ9wB9AN3OOc61xGOweAJ/Gmqn8ROAXcBTwInAbud84NrjpgEREREREREREREREREZEiKVana9Q5F8ux/b8Bvwr8T+fczyyjna8BDwE/55z7wznbPwn8AvC/nXP/btUBi4iIiIiIiIiIiIiIiIgUyZqu6WpmtwLPA4865964xLH7gfN4CzEfcM5l5uyrBK4ABjQ55ybXLGgRERERERERERERERERkRUoypquBbzdfz2+jGNf57/+69wOVwDn3DjwHaAMr2yxiIiIiIiIiIiIiIiIiMimECpmY2b2S0AFUI23nuur8Dpcf2sZpx/xX8/k2X8Wr/TwYeCxJeI4mmfXTcAE3mxaERG5drUBY865fRsdyGakPCoiIktoQ3k0L+VRERFZQhvKo3kpj4qIyBLa2MR5tKidrsAvAc1zfv8q8AHnXP8yzq32X0fz7M9ur7nK2ACCkUikrrW1tW4VbWxpmYw3iTgQWOtJzpvXRnwGLpMmXynvQCAIZusWi/4O6DMAfQYdHR0kEomNDmMrUh69xv/tbNT7z59HjUAwuK6xXOt/B0CfAegzUB69asqj1/i/nY16/5l0GlicR80MCyiPrrdr/TO41t8/KI+uwjWdR9ft345zkMl4r2bezyb597oh//9wjkwmnXOX8uj6u9bfP+gzgM2fR4va6eqc2wFgZs3AfXgzXI+Z2ducc8+tsvlsr9SSi9A6527P2YDZ0dbW1leeOZNvMu3298QTTwDwwAMPbGgcuQxNDzESG6EiUkFTedOaXWe9P4PRvk7OPvPlvPuj5dXc+OAPYevU8bqZ/w6sF30G+gwOHz7M2bNn2zc6js1KeTS/a/3fzka8/ytnj9F16tm8+2t37ufAHW9ct3iu9b8DoM8A9BkojxamPJrftf5vZyPe/4WjjzLUfT7v/t1H7mTn4VeuWzzX+t8B0Gdwrb9/UB5divJobvq3s/6fgXOOlx//PLHJfHPE4NBdD1PdvHdd4gH9PbjW3z/oM4DNn0eLPdMVAOdcL/CPZvYcXrngz+CVgCgk+3+v6jz7qxYcJ9vE0PQQXzrzJS4MX5jZtqtyF2899FZ2V+3ewMiKY7jADS5AbHKUqdEBymsa1ykiERGRrWP4yoWC+0d62slk0l7lCBEREZnhMhlGetoLHjN85cK6drqKiIhsFdNjgwU7XMHLo+vZ6Soim9+azkF2znUAJ4AbzaxhicNP+6+H8+w/5L9em8OZtqmJxASfPvbpeR2uAN3j3fzlC39J32TfBkVWPJl0qijHiIiIXIsyqWTB/c5lcOnc5Z5ERESuZc5l8pZEzNK9qIiISG7LyZHpJe5XReTasx6Fn3f5r0s9DXvcf33IzObFZWaVwP3ANPB0ccOTjfRs17OMJ8Zz7kukE3yr41vrHFHxlS0xgzUQDFFaWbtO0YiIiGwt5TWFlxyIVtQQDEfWKRoREZGtIxAMUVpR+F5zqftVERGRa1W0spZAsHChUFUuFJGFVt3pambXmdmOHNsDZvbfgCbgSefcsL897J9zYO7xzrnzwL8CbcC/X9DcR4Fy4DPOucnVxiybx4n+EwX3nxw4iXNLLuO7qTXsOUIwlP9hcP3uQ4Qi0XWMSEREZOto3HcjRv51z5v33byO0YiIiGwtTfvz50nDaGq7cR2jERER2TpC4RLqW/IV5YRgKELD3uvWMSIR2QqKMdP1zUCnmT1mZn9sZr9pZn8OnAV+FegBfmrO8buBk8BjOdr6GaAP+JSZfcFv6+vAL+CVFf7PRYhXNpFkunAJhlQmhWNrd7qGIlEO3PlQzo7Xqobd7Lnpvg2ISkREZGuoqG1m782vYkEhFACa2m6kse2GDYhKRERka2hsvT5nx6ph7Ln5firqFo2hFxEREd+eG++lqmH3ou3BUIQDdz6kiTQiskjh+fHL8yjwx3jlf28FaoBJvE7SvwI+5ZwbWk5DzrnzZnYH8Bt4nblvAa4AnwI+utx2ZOtoqWphtD//guQ7K3YSyPGQdaupatjNza//YQY7zzA50kcgGKJ21wGqGlswyz97R0RERKCx7QaqmvYwcOkU8clRQiWl1LccViknERGRZdh786to2HsdA52nScWnKSmromHvdZSUV210aCIiIptaIBji0D1vZXygi6Hu82RSScpqGmnYc0QdriKS06o7XZ1zL7G4HHCh49shf40451wn8G9WG5dsDXe33M2J/hN5Z7Pe03LPOke0dkKRKM0HbtnoMERERLakkrJKdl9350aHISIisiWVVTewt7pho8MQERHZcsyMqsYWqhpbNjoUEdkCtv4UQtnS9lbv5S2H3pJzNuv9e+7n1h23bkBUIiIiIiIiIiIiIiIiIstXjPLCIqty5+47OVx/mGM9xxiaHqIyUsltO26jsVwlA0VERERERERERERERGTzU6erbArV0WoeaHtgo8MQERERERERERERERERWTGVFxYRERERERERERERERERWQXNdBURERERERGRba9ztJOnLj9Fx0gHwUCQI/VHuHfPvdSV1m10aCIiIiIisg2o01VEREREREREtrXne57ni6e+iMPNbPtu93c53nuc9936PnZX7d7A6EREREREZDtQeWERERERERER2bamklN86cyX5nW4ZsXTcb5w6gsbEJWIiIiIiGw36nQVERERERERkW3reO9xUplU3v39U/10jnauY0QiIiIiIrIdqdNVRERERERERLatkdhIUY4REREREREpRJ2uIiIiIiIiIrJtVZVUFeUYERERERGRQkIbHYDIdpSITTLQcZLRvk5wjqrGFhrbbiBSWrHRoYmIiGx60+PD9Le/zMRwL4FAkNqd+6nfe4RQuGSjQxMRkS3oluZbeOzCY6RdOuf++tJ69lbvXeeo1s74QDf9HSeITYwQikSpbzlM7e4DBALBjQ5NRERkU3POMXzlAoOdZ0jGJimKAnnOAAAgAElEQVQpq6Kh9Xqqm/ZsdGgiskWo01WkyCZH+jn79L+QSsZnt432099xgoN3vZmKuh0bGJ2IiMjmNtR1jvbnnyCTmX0wPjHcS3/HCQ7f+zYNYBIRkRWriFTwpoNv4stnv7xoXzgQ5u1H3o6ZbUBkxdd16rtcOfvcvG1jA10MdJ7m0N0PEwjqMZCIiEguLpPh/NFHGOlpn9k2NTbIcM9FGltvoPWWV29ccCKyZai8sEgROee4+Nxj8zpcs1LJOBeOPorLZDYgMhERkc0vGZ9e1OGaFZscpeP4tzYgKhER2Q7u2n0XP3rLj3Kg9gBBCxIJRril+RZ+8pU/SVtN20aHVxTjA92LOlxn9g12c+VM7n0iIiICfRdfmtfhOld/xwmGuy+sb0AisiVpiKNIEY31XyY2OZp3fyI2yWjfJWp2tK1fUCIiIlvEYOfpnB2uWWN9ncQnxygp17p7IiKycgfrDnKw7uBGh7Fm+jtOFNw/cOkUu47cgQU0/l5ERGShpfJof8cJanftX6doRGSr0jdtkSKKTYwsecz0+PA6RCIiIrL1LJVHHa7g4CYREZFr2VJ5NJmYJpWIrVM0IiIiW4fLZJa811zOc18REc10FSmC0d5LDFw6xXD3BYavXKCsuoGSiuqcx4Yi0XWOTkREZPPKpFMMdZ9nqOscAx2nmBoboLymiXC0LOfxyqMiIiKzUsk4A5dOMdrTQV/7y2TSKcqrGwlGShYdGwgECYYjGxCliIjI5pSYnqCv/WUmBq8w3H2ecLScsuqGnGug615URJZDna4iq+Cco+OFbzDQeRqADBni0+NMT4xQVl1PTXMb2OzxgWBIZShERER86VSSs0//CxPDvQBYIMDU6CDTo4NUNe2hvLZp3vGlFbWU1zRuRKgiIiKbTnxyjNNP/TOJ6QkAAsEwY/1dTI70U7frwKJy/DU79+V8iCwiInItGhvo4vyzXyOdTgIQCEW8PDrcR/2ew4s6WetaDm1EmCKyxejbtmxLydgUA52nmR4bJBAKU7frAFWNLUW/zmDn6ZkOV/BGDlc27Ga09xJTo4NESispq66f2b/7ursIhUuIT44xPnQFswBVjS2ES0qLHpuIiMjVik2MMHDpFInpCcIlZdTvPUJZVf3SJ65Q16lnZzpcAcLRMsprGpgcGWCsr5NIacXMjNdAIMiem+4DYGp0gKnRAQKhMNVNewmGwkWPTURE5GpNDPUwePks6WScaEUNDXuvI1JaUfTrXHz+8ZkOV4DSqlqmxwaIT00wfOUCzftvmVm/NRwpZdeRO3DOMT7YTWJqnHBJGVWNLVrjVURENg3nHKO9HYz0tHvVG2qbvQ7Q8OIKDquRSae4cPTRmQ5XgIq6HcQnRkglE4xcuUhD6/Uz+8qq6mncez2ZdIqx/sukEjGiFTVU1O0oalwisvWp01W2nZGedi489xiZdGpm28ClU9Q0t7L/9jcU9Vr97YsXWC+vaSQQDDE51MPUaD9l1fWUVdWz4+BtVDe3cuHoowx3X8DhAO8hcsPe69hz43262RURkQ3Xc+55uk4+O5OnAHovvsiOA7cW9TqZdIrBzjOLtlc17SUUKWVyuI+p0QFqoq1UNuxi15E7CEfLOfXtL8zrqA2FS9h5+Haa999c1PhERERWymUytD//BINdZ+dtv3L2GG23vrao15oaG2RiqGfeNrMAdbsPMT54hanRAabHhqioa6ZmRxu7rruTVHyac898Zd6adZFoOXtveTU1za1FjU9ERGSlUsk45575yrz7vaHu81w5c5SDd725qNca7r6waJ3zYChM/Z4jjA92Mz0+THJ6ktKqOupaDrHryB2M9HZw+eWnSCamZ84pq6pn3yteR2lVXVHjE5GtS52usq0kpie4cPRRMpn0on0jvR10n/5eUa83PTGcc3tpZS2llbXg4NaH3jczk/XsM19htO/SvGMzmTR97S+DGXtvur+o8YmIiKzEWP9lLp98Jue+nvMvkIq2FW2EcWJ6gnQqsWi7mVFe20RZTSPlVQ0cvv/thMIlZNIpTnzj7+c9KAbvxrzz5ScJhsI07L2uKLGJiIhcjd4Lxxd1uAI4l6H9hW+QKS1eed/YeO57UQsEqGrcTWXDTupbDtN262sJBEPEJkY4+8xXFuXeRGySC997hCP3vWNRWX8REZH1dOn4t+Z1uGalknHOffdrENkLZjnOXLl8z3SD4Qg1O9qobtpLy4330rz/ZgKBIKO9l2g/9vi8wcngDYI68/S/cMNrf1CVDEUEAE2rk22lv+Nkzg7XrIFLp2BBclyNpRZQLymrnEm4kyP9izpc58XWcZJkfDrvfhERkbXWd/GlgvtTRcxTwXAJRv4bZjMjUl4508k71HVuUYfrXD3nnse54uV4ERGRlXDOeYNp8+7PLJpRsxpL3YuaBYhW1Mx08vZdfCnnYCfwBgL3nHu+aLGJiIisVCI2yfCVi3n3pxIxUsl40a631GBiCwQoraghEAgCcOXsc4s6XLOS8SkGOk4WLTYR2drU6SrbytRIf8H9qWScTDp/p+xK1e8uvID63AXWR3s7Ch6byaQZ679clLhERESuxuQSeXRu6f7VCpeULrneen3L4Zk/jyyRR2OTo8QmRooSm4iIyEol41Pz1lfNpZh5tLJ+F5Foed79hs27X10qjxYaICwiIrLWpkcHcS5T8Jhi5tG63Qcxy981Eo6UUtW0B/A6fHPNwJ1LeVREstTpKttKIBRe8hgrUhkKgOYDtxAtr865L1peveL15Zb6ciEiIrKWlix5WMQcCrD7+rsIhiI591U1tsxfX24Zs1iVR0VEZKMEgqGCFRw8xcujFgjQcuO9ea/ZtP9mSsqrZjcskUedc6oYISIiG2Z55feLl0cjpRXsOHhbnqsYLTfcMzPLdTn50WV0LyoiHnW6yrZSu2t/wf1l1Q2YnzCLIRSJcuS+d9Cw58jMl4NAMETDniMcue8d80o+VdTvLNiWYVTW7ypabCIiIiu1VB4t1nquWWXVDRy5/x3UNLfOPDQORaLsPPgKDt75Jiww+1V1qRwZiZYTragpanwiIiLLFQqXLFnBIRTJPdDoatXtOsDBux+morZ5Zlu0vJq9N93PnhvvnXfsUnm0sn5nUQcoi4iIrERF3Y6CFRyg+Hl093V30nrLa+ZNqCmvaeLAnQ9Rv2e26lK4pJTSyrqCbVU26JmuiHiWM4REZMuo2dFGRW1zzpIPZgF2X3cXfSfOF/Wa4WgZbbc9wN6bX0UqESMUieYcnVXVsJvymiYmR/pytlO7az8lZZVFjU1ERGQlmvfdzNDlsyRik4v2hcIlhCOlRb9mWVU9B+96s7cEQCpJqKR0ZkTxXPV7DtNz7nmSidzryjbtuynneSIiIutl55HbGR/sJpNZvKRNaUUtExReh/VqVDftobppD8n4NC6TJhwtz9l52nzgFoavXMgZm2F5Z/uIiIisBwsE2HXdnbQ//0TO/TXNrUxMLV3hcKUaW6+nYe91JGOTmAUIR8tyHrfjwK1cfP7xnPuCwTCNbTcWPTYR2Zo001W2lUAgyMG7H/Zmns558FpaWceBOx+i2q/FvybXDoaIlFYULIdx4M6HKK9pWrS9prmV1ltfu2axiYiILEc4Wsbh+95OdeOeeeUKK+t2cvi+txe1WsRCoXCJl0fzXCMUiXLonrcQKa2Yt90wmvfdTPOBW9csNhERkeWoqG3m0D1vpby6cWabWYDanfs5fN/bi16mf65wSSmR0oq8s1XLqhvY94rXLSrrHwiG2Hvzq5acpSsiIrLWGvYcYd9tD1JSNlsePxgM07TvJvbf/oY1u66ZESmtyNvhCt4g4N1H7lx0vxqKRDlw15s0kUZEZmimq2w7oXAJbbc9QMsN9xCbGCEQClNWVb/RYRGfGmfo8lnKa5soraglGCkhGI5Q09xKWXXDRocnIiICeGUJD93zFhLTE8SnxglHy/KuX76epkYHGO6+QE1TK+m0NyM2HIlSu+uAbnBFRGTTqKzfyfWveRfT48OkEjGi5dUFH+KuB+cc4wNdTAz3Urf7IC6TJlRSRqS0nLpdB+YtiyMiIrKR6vccpq7lEFOjA7hMmtLKOoLh4pYVXqlMJs3IlYskE9PUtxzG4Q12ilbUULtz3zLXoxWRa4X+jyDbVigSpaJux5q1n0rE6G8/wUhPO85lKK9tpqntRkqrFtf47z79Pa6ceQ7H7MLrwWCYttseUIeriIhsSpHSikWzSospNjlK/8WXGR/sBjOqm/bS2HbDonV8Mpk07cceZ6h7/vIAkWg5B+96szpcRURkUyqtrF3T9ieH++hrf5mp0QGCoTC1uw7QsOfIogfTyfg05575CpOj/fO2l1U3cOiuh9XhKiIim46ZUV7TuPSBqzDS28FAx0lvoHFJKfV7jlC36wAWmF8YdGp0gHPPfnXREjy1O/ax89Ar1OEqIovo/wqyrWUyaW+d1XBJUZNgbHKUM0/+87yEOzU2yGDnafa98vXU7tw3s32w8wzdZ44uaiOdTnLx2NeJVtTk7KgVERHZaJl0ilQy7q1XXsTSwmP9lzn33a+RSadmtk2NDtDfcYLD97x13oCkrhPPLOpwBUjEJjn7zFe46XXvJRgq/to+IiIiq5VKxnHpNKGS0rxlf69G38WX6HzpyXmDeieGexnoOMnh+95OuGR2DfYLRx9d1OEKXt49f/QRrrv/nUWLS0REpJhSiRjOuXl5rRg6Xvgm/ZdOzvw+PQ5jA10Md59n/x1vnLn3zaRTOTtcAYZ7LhI+8TR7b35VUWMTka1Pna6yLaWSca6cPsrg5TOkknECgSC1uw6w+7o7i9J+x/PfyJlwM5k0F499ncr6/2dmxHDvheN528lk0vRdfInWW19TlLhERESKIT45Rtfp7zJy5SKZTJpQuISGvdeBc6tejy6TTnHhucfmdbhmpRIxLj73dW588D0ApJMJBi6dyttWMj7F0OWzNLbdsKqYREREimliqIfuM0cZ7+/C4SgpraRp301FaTs2MbKowzVremKYzpefZP8rXw/A5Ei/V1GiQJwTw71U1DYXJTYREZFiGO6+wJVzx5gaHQC86gw7Dt5WlLaHus/P63Cda6S3g74LL85ca6jrXM7nv1kDnafZdd2dhMIlRYlNRLaHwNKHiGwt6VSSM099id6LL5JKxgGvc3Pw8hlOffsLuExmVe1Pjw8zPnQl7/5MOsXg5bNeLMkEU2ODBdubGOpZVTwiIiLFFJ8c49R3vshQ1zkymTTgDWbqOf8CsclRyPGQdyWGr1wklYjl3T89Mcz4gPeAeGp0gHQ6WbC9QjlZRERkvY0NdHHmqS8x1n95pmM0Pj1O54mnSEyPr7r9gUuncna4Zo3MybPLudfU/aiIiGwmfRdf4vzRR2Y6XMG7L7xw9FFSielVtz/QkbvDNat/zv7xwcL3mpl0iqmRxdUkROTapk5X2XYGLp2al5jnSsQmScanrqrdTCbN8JWLXD7xDFNjgzMPonOJT44CYIEARuEZQQvXChAREdlIV84+lzdXZtIpUon4VbWbTiYY7DzDlbPPEZsYwbn8D4xjc/LoUopZ9lhERGS1Lr/8VN57xVQinrPSw3IkYpP0t5+g9/xx4lP5O28zmTTxyTFAeVRERLaWdDJB18ln8+5PTE951ZeuQmxihN4LL9LfcZJkPH/nbXxqbGbCznLyqCmPisgCKi8s286QP8s0n1QyTqS0YkVtjg100X7scRKxSRLTE4xcaScQDFLVuIey6vpFx2dLCweCISobdzPWfzlv2zU72lYUi4iIyFrJZNIMdZ0reMzVdLr2d5zk8omnSacSTA73MdrXSTAcpnbn/pw5ObtmT3lNE5FoecGSTsqjIiKyWUyNDS5Z6ahQtYdcnHN0nXyGvosvkcmkGelpZ2p0kHC0jNpd+3OWNAz5ebSmudUrRexyV3syjOrm1hXFIyIislaGey4uUenIzVQ1XK50Kkn7sccZ7rkIwFj/ZZLxaaIV1dTs2EcgOL/TNBQumelsrdnRVnC5m3BJGeW1TSuKR0S2P02xk21nyZtY51hJacTYxMi8RdMj0QpCkRLSqRQDl04y3H2B6fHhmRtZw6hrOURsYoSBztOUVdXnHYUVLimjsVXr0ImIyOaQSSULVnIA8j64zWekt4OO498knUoAUFpZh5mRisfpPX+c0f7LxCfHZma+hiOlVDW2MDHUw+DlM1TU7ci7NEB5TRPVTXtXFI+IiMhaWU6HaqFKD7n0nD1Gz/kXZvJzWZU36Dc+NU7P2WNMDPWQjM1WqKis20kkWs5oXydj/Ze9QcJ5Llm/5zAlZZUrikdERGStrEUendvhCrN5dHJkgN7zx5kc6Z/XkVvfcphMOsVw9wWSsSnCJWV529556BWqGCEii2imq2w70Yoa4gXWyvFGKxUu+TtX38WX5peAMoiW1zDae5xMJk0yNkVpVT3BUIjq5lb23HAvnS89yWjfpZlTErFJMqkU0YqamUtX1DbTdtsDhKP5k7eIiMh6CoZLlpxZunAk8FJ6zh6bf34oRKiklOHuCziXIZWMU1JWRSgSpW7XfnYdvoNT3/7CvJlC8akxAoEQkTJvVqxhVO9ope3W16pMv4iIbBrR8moMK7jm6kryaCadovfC8XnbwqUVOJdhargPhyOTShEqKaWkrJL6lsNUN7fy4tf/lsT0BOA9nI6NDxOOls1WZAoEaWi9npYb7rmKdykiIrI2ohU1Sx6zkjwamxiZ1+EKEK2sZaDzFDG/FH86FScYClNaVU9T640EwxGOP/LXMx2xmXSK+MQokbIqguEw4M2G3Xn4dpr23bTsWETk2qFOV9l2GttuYLS/M+/+UKR0Re2N9nWSyaRnRi4lY1NMjvYRraglMT1OOpkAHIFACJfJMNLbvmhtgEhpBc45anfuo3b3AaLl1ZRVN6z4vV2t0d5L9LW/zPTYILFYOcFICalkPGcpKhERuXaZGQ17r6P7zNG8x6wkj6ZTScaHroCbXQ9nemyIZGyKaHk1idgE6UQcyiAYDJHJOHovHJ+ZFZsVraiBjKN5/y1U1DZTVtO4bjNzXCbDYNdZBi6dIjE1TixeQSgSnffdQEREBLz7vurmvYz0duQ9JtvxuRyTI/3evaWBmZdHxwe6MDMiZZUkY5OkkjHC0TICgSAuk6Hr1LPzqlKYGaVVdRhGyw33ECmrpLJ+54riWI10MkF/xwmGus6RSsSIJypXfE8uIiLXhuqmvZSUVuadTGOBAMFQZNntjfVfJpNJYxbAzJsFM9LbTrikjEwmQzI2NfN81DAymfSie+FAMERpdT3BUIQ9N91POBKlsmEXgeD6dKskpifou/gSIz3t3rrtiaqZ5XhEZHNSp6tsOzU72mjadxN9F19avK+5lYmp5d1cxifHuHL2ObpOPkMiNkUoHKGsppFkbAqXcQTDEUrDXungHQduJRAKE58co+/iy9Tu2r+oPTNjfLCbfa983bolZoCuU9/lytnnZn7PZKJkYlOc+vYXOHLfO5SoRURknh0Hb2NiuDfneuThklKCofCy2pkY7qX71HfpOXsM5yASLaO8tpmJoR7AW28uVFJKKFxCY+v1WDDIxGAPiekxKup2LG4wYEwM9bDnxntX9f5WwmUynD/6CCM97TPbMpkoiekJzj/7NQ7c9SZ1vIqIyDx7b3k1sSdHiE2OzttuFqCkrHKm83Qpw1cu0nH8m1w5ewwziJRVUVbdyORIP2BESiuIlFYQraihduc+LBBguPsCpdX1RMurF7XncMQmR2k+cEsx3uaypBIxzjz1pXnVK9KZKOlUks6Xn1rXnC4iIpufmbH/9jdw9pkvL1q7NRQuoSRctax2nHP0t7/M+e89Qn/HScyMaGUt0fJq4pPjYAFKyqooKauksn4XFfU7MYwrZ49S13IoZ8duOpXApVNUN6/f8jbTY0OceepLJBOzk3vSmRLSyTgDnadp2HNk3WIRkeVTp6tsS3tvup+a5lb6O04SnxwlHC2nfs9hanfs49LXHyMZn+b5r/4FmFHT3ErzgVspraydOT82McLp7/wTycQ04Wg5idgUqWSCsf4u4pOjlJRXka0TXFJeRcB/AB2bGCE+NZY3rlQyzsRQD1WNLWv59mdMDvfN63CdKzYxwuUTT7PvFQ+uSywiIrI1BIIhDt31MMNXLjDYeYZkYppoeTWNrTdw9KUzpJNxTn3ni0yPDhIMR6jbfZDm/bfMK5c/1n+Zc89+lUwm7eXR6UkSsSlil8+Rik8RmTNLNVpZg/klomKTo5iRu9MVmBzpIxmfXrcBQwOXTs3rcJ1rtL+T/vYTNO+/eV1iERGRrSESLef6V7+LwctnGO6+QDqdpKK2mcbWG3jmuRdIxad5+Ym/IzE1Tri0nIY9R2jad9O8gbm954/TeeIpXCZDIBgkk04TnxxjaqQf5zLzZoqWVtbOVJOITY4SCIVzdroCjPZ2AK9e0/c/V9ep787rcJ2r98JxappbqWzYtW7xiIjI5lde28QND7ybgY6TjPZ5lQyrm/bQ0Ho933nqWZKxSY4/+lnSiTilVXU0tF5PfcvhmZmsAO3PP8Hg5TMz+dE5x/TYEGP9nQRDEQLB7EBio7SyDjMjlYiRjMeIT45766HnMNp3ica2G9b0/c/V/sI35nW4znXp+LeobtqryTQim5A6XWXbqmpsWdS5OXDp1MyI41TGGzE10Hma4e4LHLrnLTMPebtOPjuT1Mprm5geGyST8Uo0JePTBMMlhCJRjBwPhpdY0N1lMgX3F1P/pZMF9w93n2fPTfepzLCIiMxjgQB1uw9St/vgvO2J6edIJWJMxLwHqOl0kp7zLzDUfZ7r7n/nTDn9Sy9+m0wmDUBF3U6Gu87NrG6XmB4nFC0lEAgRCAQpr2macwXHUuuuzy2ZuNaWyqMDHSfV6SoiIosEwxGa9t00b623TDpFfHKMdCrJdGIIgPTECJdPPsNITzuH730bgWCIZHyarlPPAl4+rqhtZmygG/AeGscnx/zSwEYoUkJ0zuDhJe9Fl9hfTJl0iqHLZwse03/ppDpdRURkkUi0nF1H7mDXkTtmtiVjU8QmRnCZNImkt275xHCv9zN4hbbbHgBgfKCbwctnAK+kf2lFDdMTIwBk0hlS8TFKq7xO1WhFDaESvyLiMlLkej7TnRodYHKkL+/+TCbN4OUz7Dhw67rFJCLLs7y6NiLbQCoR49KL3865L51O0v78EzjnSCXj89bgCUWi1O0+OFNOMRQuIRmfIhAMUrOjzZ/16omUVhApz1/qIhAMUV7blHd/sSWmcq+BkJXJpEnGptYpGhER2comhnpIJWI59yWmJ7h84umZ4+aWVIxWVFO9o5VAIEggGMSCIVLxaW+WbMtBguHZ0k2R0koiZfnzaLSihki0vEjvaGlL5dFC1S1ERETmGrh0inQqmXPfxHAvvRdeBLyBsdmBS+ANXqqoa8bMCIYiOJchlYgTiZYtmtkTKassuOZ5Zf3OIr2bpSXj06TTud9v1lJ5VkREJKvr1LO4OflxroHO0zOzYrMdrlk1O/dRWlEDeM9008k4LpOeKc+fFYqUEApHCufRdRwoFF9GjoxP6n5UZDPSTFe5ZgxePjvv5nWh2OQoE0M9hKNli2bRRMoqad5/M7HJUWITo0yPDdG8/5aZMhVZpVV1lFXX5x1B3LDniD8qeX2EligxYRZQGQoREVmWgUunCu4f6WknlYiRii8uf1RW3UBpZR2x8WGvtHAmTcPe68Dmz2qtbmwpOAtnvUfxhkvKFq0ltHC/iIjIciyVRwc7T7Pz0CsWD4o1r4pTRW0zsYkRb3ZrRU3ONeUa9hzJOwvHLEDz/vVbzzUULiEQCBa8B1/qflVERAQgnUoy1H0eyF0+H7w8W920h+SC+1ELBKjdfYDKRIz45BijoRC1uw/OW2bOO9DYefh20qlEzvZDkah3D7tO5i7fs5pjRGT9qdNVVi2VSXGy/yS9k71EQ1FuarqJmmjNRoe1SGJ6YlnHlFU3EAyGF4/KNSNaUUO0oobm/TeTmBonnUoSCHn/jELhEvbe8mrKqhs4/+zXmJ4Ynnd63e6DtNx4b9Hez3I07DnCUNe5vPurm/euayewiIhsXUvl0Wz1hJI8FR8sEKC0up7S6nqilXVMj/bjMhDw13MtKa1k/x1vJJNKcuHoo/PWrjELsPPQK9b1Jhegfs9hLp98puB+ERGR5fDyaMUS+8mbRwOhMGU1jZRW11NW1cDkcC8WCM4MBK6obWb/HW9ktPcSnS8/SSadmjk3GAzTeutr1rXqUjAcoWZHm/+QPLeGPUfWLR4REdm6UonYvLyWy1J5NBSJEopEKatuoKyqnonhXgKh8EzFiLpdB2i99bV0n/4efRdexM2pNxyJlnPgjofW9RlqRW0z0YoaYn5p5IUMo75F96Mim5E6XWVVOkc7+fzLn2ciMfsg9rELj3FPyz08dOCheaWONlqkNP8N7txjgqEwdS2H6O84sWi/c86rp++8NeViU6OUlFay8/Arabn+bgJB75/UDQ+8m7G+Ti+BB4JeKYuFI6jWQVVjC/W7DzHYtXgtnXCklJbr7173mK7W8JWL9Le/zPTYkFeScvdBmvbdpE5jEZF14uXR3OWFAQKBIOFoGaFIlPKappzrz2QyaSb93OicIzYxSnl1Ay033ktT240zD45vfsOPMHzlIrHxYYKREup2H1zXssJZjW03MnzlYs73UlZVv64zhlYjk0kzeOk0A5dOEZ8eJ1JaQcOeIzS0Xk8gENzo8ERErgmR0grIXzxh5n61dtcBLp94OmelhXQyQWxihGAwTCaTITk5RmXDbtpuey01O9oAaGy9ntqd+xjqOkcyNkWkrJK6XQfmlfNfL7uvv5uJoR4SsclF+2p37qe6uXXdY7oaqUSMvvaXGeo6RzoRp7SqjsbWG6jdtX+jQxMRuSaEIlHvmWuBJVWzebRx70wbK2cAACAASURBVPX0XXwp5zGJ2CQunSYQCJJOJ0nGpqjZ2cb+299Amb/O654b76Vp300Md58nnUxQWl1PzY62Dblvar351Zx95ss5q0bsPHJ7wVLIm0l8apzeC8cZ6WnHZTJU1O2gef/NVNTt2OjQRNbEqjtdzawe+H7grcDNwG4gAbwIfBr4tFtYq7Vwe28Ffh64AagHrgBHgU86555abbxSPBOJCT774meJpeY/gHU4nrr8FFUlVdy7Z31ndhZS33KIrpPP5E3QgUCQsf4uxvovU9mwi4nhXqbHBucdM9p3iWAwDObNuskm5P72E1Q1tlDT3EpieoJMOkVl4+6cJZ/WW9srHqS89v9n786D67ryxL5/7/L2Fe9h30mAOyVR1L50t1qt6ell3DPtmbEdO5lJnIlTNU5cTpyauFKVKpf/SOx/4qVcFadqKp5Mxpma2M7MuHd1t7pbaknUQlKkuAMg9vXt+3KXkz8u8IhHvAeCEkAS4PlUqUTce997594CcHDO75zfr5vEzLX13bcKutvD8S/86r7pnBeunWNl6lLja6NeYenWedKLkxx7+VsynYYkSdIDEB86BrPJlueEELh9QVanLqOoKj2Hn2D+yntNu1WFsMksTuGPdGLbFqqmOyn5ESzfOk+kewhPIEK9XEAgiA2MP/TFW5ru4uhLv8bq1CWSczeoV0soioru9nD05TceygT2/bJti6kPf0QuMd84ZtarzOWSZFdmGH/+a41FY5IkSdLe6Rw+zky2dYphIWxc3gAL1z9Ad3noP/48C1ffa5pktcw6maUpIj0j2Lbl1J5zezCNKovXPyQY70PVdOrlAqqm033o9IO6tbY8/hDHX/0NViY/IbUwgWXWUVQNl9vL4bNfeej9/E4YtQo33/uPTTuNjOQi+eQi3enTDJ9+5SG2TpIk6fGg6S5i/WOstBmP2paJomosXP8AtzdA35GnWZ642HRNvVIkvzZPbGAcgXAW9XqhWsyydOMjxp77VWzLxKiW0FweesfPPIhb21aos5/jr/4GyxMXya3ONsbRLo+P/qPPPOzm7Ug5l+TW+99tWkyWWb5Ndnmakae++MCzWUnSg7AbMyy/DfzvOMHRnwFzQA/wV4E/BL6uKMpvi+0KdK1TFOWfAn8ApIC/AJLAOPDrwG8qivI7Qog/2YU2S7vgwvKFLQHXzd5feJ8XBl9AVdS21zxIutvL8BOvsnKxebWTbVvkVmcJRLpZnjjfOO4NROkdP0MhsYhl1lE1nVop3zJNhRA2kx/+sGlnj+720jVykr6jZx/oaqhKPk1y/ib1ShGPP0Tn8HG6D52m+9BpbNvi7bffAdg3AddieqUp4LpZtZRj4do5Dp19/QG3SpIk6fETivehu72Y9ea+3zLq5NbmsLuHqZZyjePBjl7iQ0fJrc0jbAvbtgh3DbZcKGMaNW68+x/R3Z7GpKY3EKFn7Cm6Rk7s7Y3dJZ9cJLM4hWXW8YVidA4fp//Ys/Qfe7apH9Vdngfars8qOXu9KeC6WT65SGLmGj1j+2PHriRJ0n7WOXwc7doUltlcxqZeKVLKONmUCqklwEkZGO07hO72Ukguoigq9UqRjjY7ViuFNNff+XNs08CoOTVhA9Fu+o89S6R7aO9vbp2wbTIr0+RWZhHCJhjvIz54lOEnXmX4iVeb+tGN7BaPusXrH7RN7bg2fYVo7yjhzoEH3CpJkqTHz8Dx57k+/yPEXbs+y/kUZrXctJBU1XS6Rk5i1qtU8ilU3YVtGsQGjzbK22yWXrqN8cu/oFrIYFkGCgrh7iEGTjzf2HDzIFimQWrhFsXUMoqiEukdoaP3EGPP/gpCCBCCX7z99gNrz26YufSLltk7BIK5T39JpGcEl6zxLh0wuxF0vQV8C/je5h2tiqL8T8CHwG/iBGD/w3ZvoihKL/A/AKvAk0KItU3nvgy8BfxjQAZdHxEz2Zltz+dredKVNJ3+zgfToB3oHD6O59Y8Zq2CprpRFIVauUAo1od+1y/4ailLfm2eE1/8TRRFYeHaOcp37XzdUCvlSS9OEh862khnYdarLE9coFrIMPbcV/f83gAWr3/I8mTzSq6VqUsMHHvugQd/d0tyrvVq8A2Z5dsMGa/sm8lvSZKk/WwjDX/Qp1PJp1F1F7VijmjPCKruarq2mFnBEwhz6rXfBuDW+99tWxe2lF4ln1ykZ/ypRl9VLeWYvfw2Rq38QFbx2rbF7fM/Ibsys+noFMsTFzh09it09B06kP1ocu6GDLpKkiQ9AKqm4wmEMWtVfG6bWqWAprmo5FNEe0ebgpAC4YxzTr3MyJNfAOCTH/1fbTMsZFdmMGplukZPNY6VsmtMfvADxp77aiP18F4yahUmzn2vacycXppi+dYFjrzwdfyRzn3Xj1qmsW1NWnD6URl0lSRJ2nsurx9vMIJZq+DWg1j1mlPbHAh3NS8wsi2T5Ox1jrz0TcKdA9QrRS7/5N+2fF9h26QXbpFbm6Oj75BzDEFubY5SZpVjL38LXzi217dHOZdk4oMfNBZPAaQWJ/CH4xx58ZtOYHIfZIjYrJRNUM613p0M62VwFm7RO/bUA2yVJO29z720UAjxlhDiO3enEBZCrAD/ev3L13bwViPr7flgc8B1/b1+BhSArs/bXmn37GQH66Oyy3UzTXfhCYR5+uv/BSe/9FtOIfU2K2rK+RT5xALAlp09m+UTCwghWhZ1z6xMU0gu7U7jt5FemtoScN2wePMjcqtze96GvVArF7Y9b9sWZq2y7TWSJEnS7tFcHo6/+hs8/Y2/zchTX8QTjGwJuG5IL0426ri1Wt0KYFsWhdQSQogtq5YBViYuYjyA3/PLN8/fFXBdb59tMX3hp9RK+T1vw164Vz9aK+/P+5IkSdqfFHSPj1Nf/muc/cZ/Sfeh0/jC8ba7PldvX0bYNkIIrHrrftSolCjn0y3HogLBwrVz7CDx2Oc2c/FnLRcpG7Uykx/+sGU9ukedWau0fK6b1e/Rz0qSJEm7R1FUXN4AT77xt3j6G3+bULwPXzgOLWKRAsHa7U+B7ed0K/k09Wq55e9706ixdPPjXWt/O7ZtMfnRj5oCrhvK+RQzF3+2523YCzvpI2U/Kh1Eex0R28ibs/1fqY4JnFqwzyuK0rQ1UlGULwIh4Ce72zzp8zgaP7rt+S5/FzHf3q8E+jyK6RXuVXJ4I8WTN9TR8rxRq2DUKigK6O7Wwdv04uTna+gOtCsSv2F1+tM9b8NeuFe9Vqe2nvcBtUaSJEnarJha3va8EHbjGl+wdT9aK2axbRtN11vWFrVti8zy7c/f2G3Ylkli9lr787ZFYu76nrZhr9yrH93I0CFJkiQ9eBtjzXbqlSK1ch5FUfAGoy2vqRTSQPuxaLWUa5TA2SvVYrZtKnuAerVEdnl6T9uwF3S39567c13ewANqjSRJknS3e/Wj+eQiAG5/qOVYE+70o642c4vZ1dktpQF2W3Z5um1WKIBcYr5tqvtH2b3Gos41sh+VDh5lr1Y8KoqiAxeB08DXhBA/2sFr/j7wv+HUcv0LnNquYzjpi98G/tO7d8G2eZ/zbU4dHxsb8//hH/7hzm7iACoUnNUjodDnr+cphCBRTmC1WbEa9UXx6Y9eTvbNz8AyavfcAeLy+HF5/QghqOTTQPPPjLAtzHoNRW0f/NNcnj2vobpdugYARVHwheO7+j3wIFimQW1TjcC7aS43Hv/WOrvb2W/PYC887s/g937v95iamroghNj7nKX7kOxH23vcf3buvn+jWrrnLlSPP4Tm8mBbBtXi1t/ntmVgGQaqrqPprdMmurx+XJ57D9g+K9u2qBYy217jZMqI7LvvAaNWwVjfbdzKZ3m2++0Z7IXH/RnIfnR7sh9t73H/2bn7/mul3D0ncn2hDhRVw6xXqFe2/j63jBq2ZaG53G0nlD2BcNs+djfsbFztw+UN7LvvgVq5gNUmWwd8tme7357Bbnvc7x9kP3ovsh9tTf7sbH0GlXx6+800itKoyVqvFFvueDXrFYQt0D1elDYZG33hWNtzu2En42q3P4Tu8uy774NqIbNttgtfKHZfdd732/3vBfkMHv1+dC93uv4TnIDr93cScAUQQvxznPqvOvBfAf8Q+G1gHvijnQRcpQdHURTi/jhurXmAoSoqEW/kkQy43k3dweBoo26OoiitA6eKiqIqaNvUFG1VpH23KffK67/P8v5v0HQXurv1s1UUFbdcESVJkvTQtKstd4fS6GtVzdV6pauioqgqWpsUxc5rW08i7xalVT6qFlftRy6Pt+3zUzUdV5udUZIkSdLeu1c/qqoayvpOS93taznmVBQVVWudLeLO++xtP7qzPnJ/9qNub6DtRLvu8uxpMFuSJEnanuZqP4YE0Df9jnZ5Ay37SkVR0Vzutr/rFUXd04Dr+qfs4Ip92o/6grS7P5c3cF8BV0naL/bkL29FUf4e8A+AG8B/dh+v+wPgfwH+JfCvgBXgOPC/Av9WUZQzQog/uNf7tItwK4pyXlXVs6+99tpOm3Tg/PznPwdgt5/BSnGF1eIqHt3DeGwcfc8HdZ/d3c9g4do5VqYuAU6Of9uy0N0eVE0n3DXI0RffAJxUxOVcEqMew6iWqBYyKKpGR98hCsklMiut0yWpqsbpL319z4ODs5ff2TY1Ys/hJxk69dKefQ/sJSEEybkbJGauUsmn0VxuYgPj9I6f+UxpEffjM9htj/szUOUfdduS/Wh7j/vPTqv7v/X+d8knFxFCOKuEhcDl9qGoKr3jZxg88QLCtskl5qmXCxi1CrVSnlo5j+72Eh88wtLN81RL6Zaf6fGHOf36r9x7cdHndP2dP982/eKhp14nPnhkX34P2JbJ6tRlknM3qFeKuHwBOoeP03P4yW2D3e3sx2ew2x73ZyD70e3JfrS9x/1n5+77t4w6137x76lVCgjbxqhXUNbrviqKwuGzXyE2MI5lGuRWZ9ezF5SpFrMYtTIef4ho3yFmP/kFltV6p2m0d5Tx517f0/uyLZPLP/6TtvXbAU69/Dq+cGxffg/UqyVWJy+RWpzAqtfwhWN0jZykc+TEZ/r7ZD8+g930uN8/yH70XmQ/2pr82dn6DCqFDNff+f+wLRPbMjHrNVRNa6SHP/7Kb+CPdGLUKuRWZzGNGEa1TCWfwjIN/OE4/o4uZi+93fYz+48+Q/+xZ/f0vir5NFd/8e/antddHp58/TdQNX1ffh+U8ylWJy+RWZlG2DbBWC89h58g2jt63++1H+9/t8ln8Oj3o7seGVMU5e8C/wK4BnxFCNF6Bm3r614D/inw50KI/37TqQuKonwbuAX8A0VR/rUQYm8Le0n3rTfYS2+w92E34zMZOP48pVySmQtvUVvPn6+qKp0jJxh58otUSzluf/xjyvlU4zWqptN35Cx9R54GIDYwTq1S2JLiV1U1Dj39Om5vANu2KGcTCCHwh+M72B10f3rHniKzfLtlqgyXx0/P4Sd29fMeJEVR6Bo5QdfIiYfdFEmSJOkuY89+lU/f+lOWbnzcmGzVdBcDJ56n/+iz5JOLzFz8GfVNKW5dbh/DT7xKR/9hAHzhOBPnvtd0zcZ1Y886AVfLqFPOJVFUlUC0e9dXxA4cf46JD37QMj1VINJFR9+hXf28B0nVdPqOnqXv6NmH3RRJkiRpE83l5siL3+STH/4bkvO3sC0TALfXz9izXyU2ME5y7gYL1841BTS9gQiHn3kDf6TTeR/NxdT5Hzdev8EXijHy5BcBnEnmYgbd5Wm8brc4/cwzzF99r+X5+OBRfOHYrn7mg+T2Bhg6/TJDp19+2E2RJEmSNvGFOjj8zK9w6c0/Jp9YQNjOWM4finHytd/CF46zcO0ca9NXmlLchmJ9jD331cYGGcuos3jtA8RdJeWiPSP0rs/9Vks56pUibm+gbZ31z3wf4RjxwaOkFm61PN935OyeZ3/aS/5wnENnX2f/jqgl6f7s6k/rek3WfwZcwQm43k864F9b///P7j4hhCgrivIh8G3gaUAGXaVdYRl1Zj99h+nzP8UynNVQ3mAHoVgvmtvD5Ec/wqw7q4kto04pm6BeKQAK+bUFFEWhd/wMutvL8Vd+nczSbTLLt7FMg0C0i66Rk3gCYdamr7Ay+UljMlnT3XSNnKD/+HOo6u6kHvYEwhx76a8wf/W9RqF4BYVQ1wDDp1/5TDtCJUmSJGk79UqRWx98n6Wb57EtE0134Y90EujoxqxXmfzwhxQzK9iWiVEtU84mMGplFFUjn1jgqV/9HcJdg/hCHZz80m+Rmr9FLjEPQhDuGqRz+Diq7mLh2jkSs9exzDrgTH72jp+h+9DpXbuXcNcg489/jcXrHzQWWqmqRkffYYZOv7yvB7mSJEnSo6mcT3H1rT8jvTiFsC1cHh/+SBf+SJxcYp6pj95sZFSqlfKUc0ln3Kq7KKZXePqbv4fHFyTSM8zpL/91EjPXKGXXGhmZYgPj2JbJ7fM/IbM83VhY5At2MHDyBaI9I7t2Lz2Hn0BVNZYnLjTGvbrLQ+fICQaOPbdrnyNJkiRJG3Krc1z+8f9NMb0CQuD2BQh09OALdrA8cZFyLkl2dRYhBNVChko+hW2ZZJenKeeSnPnaf+5kaBp7inDnAInZ61SL2UZGpkjPCLVSjrlPf9mYawUIxnoZfuLVRr3Y3TD61Jdwef0kZ683Flq5vQH6jpyla/Tkrn2OJEl7b9dmjxRF+R9x6rh+AvyKECJ5j5fcbaM4SVeb8xvH65+hedJjqlrMkpy7QaWQaXSYG8x6lZvvfYeFa+9Tr5bW0yJWKedSVHJJIn2jlDKrKJqOrrtJL05i23d2v9QrRT750R/zxe5h/OEYqqYTHzpKfOhoUxtWpi6xcO1c0zHLrLMydQmjWubQ2d1L9eQLxzj60q9RK+WpV0u4fcHWdWglSZIkaQeKmVVSczepV0t4/CFsy2wEHyv5NDfe/UsWb3yEbZmNtIilbIJKIU24a4js8gyBWA9GpURudbZp3XCtXODiD/5PXvkbf4Du9qK7vfSMPUnP2JNNbbh94aekFyebjtWrJeauvIttW/SOPbVr9xvpHiLSPUQ5n8I2DTyBCC6PrHkqSZIk3T8hBLm1OdKLk1hGHX84jrDtRqaG7MoMt97/Lqu3LyME2JZFrbRGMb1CpHuIYGc/Ux//mI7+w+QTC5Syiab3rxZzXP7xn/Dsr/0dFFXF7QsycOL5pmtsy+TWue9tychUKWaY+uhNjrzwdcJdg7t2z12jJ+kcPk45l0QIG184/pnS2EuSJEmSbZmkFyfJrc4hhE0w3ocQopHWfXniIpMf/ZDsyiwAlmlQLeYoZlbp6B3FH+3m9oWf0tF3mPTiJLXynTT89WqZ8rVzBDp6OPrSNwHwRzoZefILTW2oV4rcfPc/YtQrTceL6RVuvfcdjn/h23gDkV25X0VVGTzxAn1HzlLJp1AUFX+kU9Y8laR9aFeCroqi/M/APwbOA1/dLqWwoiguYAwwhBBTm069A/w3wN9RFOX/EEIsbnrN14FXgCrQOl+NJN0lOXeD2cvvNKUJTC3coqb14fGHWbh6juTcTfKJJYSwMOtVhHCmg41aGdOsY9Wr+KM9CMtoCrhuqFeK3Hr/O5z51d9t2QbLNFiZuNi2janFCXrHz+x6qiVPIIwnEAacwb6wLblDR5IkSbovc1feZW36StOxqh1vBCFvX/gpqYVbVPIphG1hbEpvn12ZcWq3lvMIYVMtZO5K1OTIJxZZuHaO0TOvtWxDOZ/aEnDdbGXiIt2jp3a9j9u8YlnYNgKxa5kpJEmSpIPPtkwmP/oR+cRC41hubY6KHcfjD2GZBlMfvUlyfoJqMYdtmpjmnfTBqcVJKsUstVIeVdObSt1slpq7SWL2WtvMD5ml21sCrhuEsFm88dGuBl3BmTQOdHQ3vrZtCwVFThpLkiRJO1avFLl17ntUi9nGsezqLFXRiScQoZxPMXv5bTJLt6mV8phmHdswYL3Mdmp+gnxiEcs0UVW9KeC62dzVd+k/9gzBWOuSeatTl7cEXDeYRo3VqctbArWfl6a7mtpjWyaKqn2mGuKSJD0cn3uGSlGU38UJuFo4gdO/1+KXwIwQ4o/W/z0AXAdmgdFN1/x74CfAG8B1RVH+HFgBTuCkHlaAfyiEaD3akKRNyvkUs5fe3pKLH5yUwrVygRtXfkq1lKdeLWJUy43ApO72geLUvBHCJp+Y37bmTaWQppheadlBF5KLTbV3Wsks396T+jaVQobliQtkl6exbQtfKLaraRglSZKkgyu1MLEl4LrBqFWY/OhNpi++Ra1cpFYpYlRLIASa7kZze5zsEbUKVr1GdmUGzzarf1MLEwyeegnd5dlyLrs8vW07TaNGPrFAtHf0vu5vJwrJJZYnL1JILCIQhGJ99I6f2fXPkSRJkg6exRsfNQVcN6uVC9x49y9YunWeailHrZzHqFVAgO72oOoubMvEMuoYtTK5tTlc6zXnthKszVxtH3Rd3r4yUym75tSn24NSNKmFCdZuf0opl0BRVKI9I7K2uCRJkrQjM5/8vCngukEIQa2U59rP/x2J6atU8mnqlSJmvQqKgsvtQ9E0zHoV3e2lVs6RTy6iu72tP0jA2szVtkHXe/WjmaWpXQ+6grNgae32pyRmrlGrFNA0F7GBcdmPStI+sRvbAjZqIGvA329zzS+AP9ruTYQQtqIo3wD+LvA3cOq3+oE08H3gXwoh3tyF9kqPgcTMtZYB1w3VYhalWkJRNYTt7AQFZ/WQaTgds22ZuDw+auUCplFrORmsuVzobh/VYrZlB22Zxj3balvmfdzZzpRzSW69/92mgG+lkGb28tvU9QFZ31WSJEnaVruAKzgD3Zvv/gW2ZaGtTwyzninCMusoqtqYMNZcHsxaFZcv2HKnqNsfQgibermAHtnaz+6kj9yLfjS9NMX0hbeasmUU0ssUP1zB9Ay3H7RLkiRJe6Ju1fl09VNWiit4dS+nu0/TE+x52M1qybZMUvM325+3LWYu/AIhBKrmcsaM6/2oWa/iUlQUTUMIG01zUa+U0D3+ljtc3P4w1WK2Kd3i3W3ZSXt32+KNj1ieuND4WgibzMo0ucQ8tnsYVaYcliRJktqo5NNN9VPvZho1VmYvIQBVd92ZexUCo17B7Q0gFCfzgqKoGNVy2/GbJxCiWsi0/ax79ZF70YcK2+b2xz8muzrbOGZZBom56+TW5hBav8weIUmPuM8ddBVC/CPgH93H9TM0NvtvOWcA/3z9P0n6zNqlUIL1DlHYCFugqCqay4VR3XTeNMHlpBF0ef3rxwxoEXQNdPSgKErbzjsQ7UJB2TYA7I+2K2P82c1fea/tDtuN1V6SJEmS1E6lTRpDANsysOo1VFVD1XRURcXadN4y6qi6C0XV8PgCjbSJqrs56KooEIw5E+Zaiz4W7t1HKijbZqP4LGzLZP7Td5sCrhsEgnql1La9kiRJ0u6byc7wZ1f+jIp5J73fO3PvcKb3DN869i1U5dGaeKyV8ttmO7JNA0wDNsaRdw0VLbOOrvlQFSdNbymzhhA2itLcj6qaRiDahe7ytE056I92bTtxrbu9u74gt1rKtS2xY1sm9UoRb6hjVz9TkiRJOjjapdTfYFsmyvrmGd3tg83jNiGwTAPd5UbVdELxPoqZ1Zbvo7s9eIPRbedIA9Fucon5bc/vtuzKTFPAdbN6tYShlXD7Q7v+uZIk7Z5Ha3QiSbtE22blrLBtQMEbigLg8gbuqgUnsG0Ll9dPR99hesfPbNnlqigKwVgvwY4edLe3bR0cbzBKuHuobVs8vhAdvYfanv8saqU8hfTytteYm+ruSZIkSdLdttuBImwbl9uH7nb6RpcviLJpF6sQNgiBxx+ia/gEncPHUPXmdX6qphHpGcXjDxOK9eFpM2iM9o5uOxkc6RnGG4zez63dU25tvm3dHofAukfpAEmSJGl3FOtF/vTTP20KuG74ZOUT3pl95yG0anuay73teSFsPP4wiqqgKAouXwBlU+DYti1UVcMTjNB96DTR3pEt2SI03UkzqLncxAaPtP2srpGT29Yk7xo5uet10VPzt7ZddGzb1p7sDJIkSZIOhm3ndNfHmr71MaCmOxkIN+/vEraF5vLgC3XQO/YUoXgfd69Ncnl9xAaPoCjqtv3ovcq0dR9+4t43dJ9SC7e2PW8atUaGDEmSHk27+9e1JD0iYgPj7Vf0rqeYiHQPkZq/ie72onv82JaJbTmpnQLRbnqPPI1RKVIp5eg7cpZiZhlVd6GqOt5QFE13o6AwePLFbQeqo2deY+KD72/Zfev2Bhh7/ld3PSVErVzAMg1UVWv73q127xw0QgjyiQVS8zcxahU8gTBdwycIdOz+KjRJkqSDJtY/xtrM1bbn/eEYbn+I9NIkLq8fs1ZZ70dNQBDtPUR88AjVYgZQ6Bo5QbWQQdV0NJcbb6ijsVN24OQLbT9HVTXGn/8akx/8gHq11NyGSCejZ17bnRvepFbOY5uG07e32Tn0OPSjtm2RWbpNZmkKyzQIRLvoHDmBd5v6vJIkSbvtwvIFalb7hS4fLn7Iq8Ovom0TWHzQ3L4gwY6etjtrAPwdXXjNCLm1BdzeIMIysSwTYZkoqkrX6EkC0R5K2TUCHT34bRuzXkHRdHS3F28wiqIouH3BbeuNe/whDj/zBrcv/HRLoLOj7/Ce1IarldYzXOjtx8jOQuiDzTRqpOZuOjukhCDcNUjn8HGZdUqSJOkewl2D6C7PtlkjQl0DKJpGOZdydn0qKrZlIGwL3eWld/wMLo+ffHKR2MARaqUsthBoqobLF8DjDwMQjPUS6x9r+zmRnmEGT7zA4vUPtywo6j/6DB19u7uRBnAyRVnmtnPN4jEIutYrRRKz1yllVlFUjY6+Q8QGxh92syRpR2TQVTqQfOE49WqJaiGDy+PHG4o2Vg+rmg4q6LqX+PBxiqkVzFqFWjmP7vbg2Lyz8AAAIABJREFU8YXoHXuK9MKEM8nY0Y3mduPyBqiV84S7BtF0N4FoN31HnibaO7ptW1weHyde/TbZ1Vlyq7MI2yYY7yM+eGRXVxUbtQpLNz8mMX2VtdufoigKvnCcULx/6w6jR2hSYi8I22b64lukl6YaxwqpJZJzN+g/+sxDbJkkSdL+EOjoofzJLzCNGh5/CE8g3Din6i4CHd2ouov44DGK6RWMasmpQ+f14490EukZIjF3HWHbRHtHcPuC1CtFbNMgGOtFVTXC3UP0H3uWwD1SCPvDcU59+a+TXpykmFp2Fk71jBDtGdnVhUuVfJqlmx+zcvsyqflbaLoLf6STYLxvS9pG5YD3o2a9ysS571PKJRrHCqkl1qavcOjp1x9iyyRJetzM5ea2PV8ySiTLyUeqvqsz3utneT3FrjcUxeXxN85rLg8+bxQUBc3loZBcxqiVUBQFzRci0uPUDk/OXgNVIT54FN3tpZAsowK+9YVLHf1jDBx/Drc3sG17or2jPPGVv0lq/iblfApNdxMfPEIw1rur951PLLB86wLLkxfJJxbR3V6CHT34o1vLACjawe5HK4UME+e+17RgLJ9cZGXqEkdf/OZDbJkkSdKjTwiBP9rFwrVzqJqOLxRrZJFQFBXN5UZ3eYn0jODyBlBUDbNeRdVUdLePzqFjGNUSubV5NN1FMN6HLxynkFrGHfDj8YfRXR46h4/Td/SZe87N9o6fIdo7SnL+JvVyAbcvSHzoGL5dTpWfnL/J6tRllicuUClkcPuChOJ9TWPx9YeAorZeHHxQ5FbnmDr/46YFY7m1OVZvf4oQ8aYMIZL0KJJBV+lAEbbNzKVfkFq4he7yYlsm2ZUZ1KSLWP8Ysf4x8lU/RrUENuguD9HeEcLdQ5TSK5SyCQLRLrIrMwhhE4r3EYz3Ac6OGn+kE184ztEXv4nL49txuxRVpaPv0J6sgAJncvTmu39JtZQDVcETiFAtZillE9TKBSe146Y/Ig766tq16StNAdfNlm6dx/Id3jZdiSRJ0uPKrFeZ/OhHFNMruP1BqokspfQKLm+A2OARNLcbr8ePT1jUKgXcvgCxgTGivaPkE/NUCxnCXUNklm6j6i5C3f34I3EAQvE+EIL44FGGnnhlS+r+7Wi6i66RE3SNnNiT+y7nU9x67zuYRg23L9hYWV1ILWNUy8QGxhq7XhVFQb9H6sj9bv7q+00B1w22bTF98S2E7/CuZ+qQJElqRVfvPWWxk2selEohw+SHP6RWzuPxh8gnFymklvGFOogPHHGyLLm9aLUSlmXgDUbxBqN0DBwit7qAUS3iD8fIrs7h8voIdw010uxHeoYRts3giRfoGj11X+MZl8e37Y7YzyuzPM3t8z9BCNuZ2E4uYdarZFdnMY0a4a6BxrWq5jrwi4Bvn//Jlgwd4PydNfXRm6D3P4RWSZIkPfpya/NMX/gpplHD5fZRSC9TSC4RjPUQ6x/Hhd/J7FfNgwKBaBeBaBfxgTHyiUVs28kYUcmm8QRCRLqH1/tLlzMnKwTjz3+NcNfgffVF3mCUwRPtMzR9Xks3P2bp1nnAmX+uFDLUK0XSCxNE+w7hC8ca1zrj6IMbdDXrVW6f/0nLUgSVQpq66tkaiJakR4ycLZEOlMWbHzVy36uaRrR3lJ6xp4j1j+H2hxh//muomo7HHybWP3Zn96uqEu0d5amv/Q4Dx1/AG4zQ0TdGqLN/y+6WSj6FUSs/8HvbzurtT52A67pI91BjMtusVyll1hrn3OurwA6yxOy1bc+b29bqkyRJenzdvvBTiukVwFmgExsYp3vsSSI9wwSi3Xj8YVRN5+hLv0Yo1td4nappdI+e4rlf/33n2o5uYgPjjYBrg6KQXZ195FamLl7/sJG+SlEUon2jqOu7cKqlXKOPVVXNSV91wAe5mTYLl8AJvMra8JIkPSjHO49ve7470E3cH9/2mgfFtkwmPvg+tXIeALc/ROfwcXoOnXbSFw6O4/YFUTWdIy9+o6kmue7yMnj8OZ7/q/8tnkCYUGcfsYEjW2qeK6pKZun2I7WAVNg281ffa6Te13QXkZ6RRob+UnoFq+70sS6PH4+/fa32g6CQXKJSSLc9X6sUsIz6A2yRJEnS/lAt5Zj6+M3GuMwXidM9epqukZN4gx30HX8Wl8eP5vIweua1piwSbn+IQ2df57lv/T6a7iLcNURH/9jWTSeKQm5l9pFa/FOvFBvZMQA8gTDB9dJoAieTxEY6YX+kE9c9Mlzsd6mFCSzLaHveMuuPRZkCaX97dJaEStLnZJkGydnrja9No4ZRKaGoKm5/CGFbpBYnnJOKwuFn3qBeKVLMrKKqGpZlsnj9A1Lztyhm1ihm1nB5/UR7R7fsai1nE/jDuze4N6plCqklUBTCnQP3vRP17iLrmstN58hxStkE1UIGo1qio+8w3aOnOH9l+4Ls+51tmU0B6NbXWA+oNZIkSftHOZ8in1hofG1Uy+tpmnTc/hCVQgrbH3UWLwXCHHvlW1TyaSqFNLrbSzmXYnniAmvTV6mWcpQyq3j8ESK9I02Tw5ZZp1bK4Y9sTTf4WVWLWcq5JKqmO6uW7yN9v1mvkl+bbzrm9gXpHD5BKbtGrZTDrFboOvUy3YdO88H5S7vW7kdRtZjFtrfvJ21766pjSZKkvXC6+zTvzr1Lorx19z3Aa6OvPdgGbSOzdJt6pQg4qRE30uprLjduX5D00pSTKUBRCMZ6Of3lv04xvUK9UkT3+MguT7Nw5T2SczexTINiagV/JE64e6hpsVI5l0QIsWVx8OdRzKxSK+VxeXyEOgfu670LqaXGfW/wR+Lobi+l7BpGpYRlGgyeeomu0ZO8d+6jXWv3o2i7gOsG2zbRONhZMyRJku5XYvpqY3ejsG1q5YJTo9Xjw+X1k7h9BRQnGBkfOkrHwBiF5BKWUcPlC7I6+QnTF98iu+qUJiiklgjGerek02+V0efzELZNIbWEUavgDUQIrAdMdyq9NNVYuLQh3D2E2x+inE1i1iuoqsbgyRfpHD7O2i/f3c3mP3Iq+dQ9r5HjUelRJ4Ou0oFRyacwjZqTUnh1lloxy0ZdcVXTCHb0UEwts/nb3u0LEvMFKaZXmHrvOwhhY5sGtVLOWX2qQCWXou/YM02BV7XNymKjVqGQXAQgGO+7Z30d2zKZu/Iu6YWJxgSnqmp0jZxk8OSLO07d12rHiarphOJ9hOJ9aJqLsWd/Zf3MwQ66KqqGqmrbThjv5gSFJEnSQeH0kU6fkl2ZoV65kxZPc7kIdw1iuYebApq+cAxfOEZi5hoL188BYBk1qoUMtmVQziapFDL0HT3b2DkK7ftRJ1i75tR87Rps1O5px6iWmf7kZ03BYt3lof/Ys3QfOr2j+zbrVQRiy3Hd7SHSPQQMEYr1MfLkF3b0fvudpt97EvhR26ksSdLBpas6v3vmd/nLG3/JZHqy8fs65A7xxuE3ONl18iG38I5CagmAWjlPbnUOc313JzjpfSM9I9hus2kh0sZE8Oylt0nMXQfh9EvVYhZhW5RzKWrlIt2jpxpJFlRNbzueKWXWqBaz6G4voa6Be+7kKeeSzHzyc8qbJjg9vhDDT7xKpGd4R/fdLvuB2xfA7XPK63QfOs3A8ed29H77nbaD8glyPCpJkrRVIe2MR8u5JIXkIpZ5J7DmCYSI9owiOjo3ZS3UiHQPIYTg5rt/STGzCgiMagmjVgFhU84lMetVor2jjffStNZjUSEEheQiRrXs7DbdQe3z7MoMc1febVp85I90cujMl5tSAm+nXT+6UYIAYOSpL9I5dGxH77ffyX5UOghk0FU6MBRFRQhBenFqy0pb27LIJ5fIrc6B//CW1y7fuoAQNtVChmJmFaNaaky/VooZlm9+TP/x59HdHjTdTaS7eQBq2xYLV98nOXcD06hhmQYut5fOkRMMn36l7Y6bmU9+vqX2qG1brE5/ihA2w0+8uqN79wajlHPJ9ud3ubj7o0xRFGID4yTnb7a9ZicduCRJ0uNGUVRsyyS1cAvLaE7nYxkG2eVp3NFTQHP2B2HbLE9cANZT6hUzGJvSuBczK6xOXqJ3/CkUTSMQ6cIbiDS9h1mvMvPJz51JarOObZm4fUH6j5yl7+jZlu21bYuJD77fNFEMTqaLuSvvomo6ncPbp6UEcHkDaJpr2xRGm1NAHnS+cAx/OL7luW4m+1FJkh6koDvI33ryb5GupFktruLRPYxGR1EfsQUgiqphVMukFycRdvNiHqNWIb04gTd6Emie7K1Xis7YRQgyy9MY1VIjtSKWSXZ5Gk13ER88Cgp0DIxt+exKIcPMxZ9RyiWc1wqBL9TB0OlXiPVvvX7jc2+d+96Wyd5apcDUx29y9KVf29GE8076SF/w8RmPRntGtv27QlU12Y9KkiS1oCgqlXya7MrslnO1UoHUwgS+6KktlV7ya/MUM6vrY9kJzHoNy3TSuFuWSWLmGprLQyjulMfp6N86L5xbm2fu8jtUy3ms9T44FOtj9MxrbXeuFlLLTH384y27VMu5JLfe/y4nvvSb99yMAzvrRx+n8Wh88Airty+3Pa+oGmqbwLkkPSoerVGKJH0O/kgnwjK3BFw3q5aycNduFtsyyScWsC2TzMoMiqrh8t6pC4AQVEu5Rn2zviNPb6mhM//puyxPXCS1OMnq1GUSM9dYnrjIxLnvMfHhD1u3pZjdEnDdLDF7nXq11Pb8Zt2jp7Y93zVyYkfvc1D0Hnm6bYpmXyiG6z7TN0uSJD0OIj3DVHKpLQHXBtE6PXspl6BeLVGvFCmkltHd3qbdksK2KecS5NbmURSV/rt2ugghmPjgB6zNXiO5cJO12+v96M2Pufb2f2Dx5sctm5Ndnt42MLh063yj9s12NN1FfOjottd0jT46O6kehMGTL7bdHRXtHX2kaglKkvT4iPlinOg6weGOw49cwBWcYFsxvbIl4HqH0kibuFludQ4hbEo5JzuEyxto+h1s2xb5tQXKuQS6y0Pv+Jmm1xu1Crfe/y6pxQkSs9dYu32FtemrLFz7gMtv/gm5u1Lob1ibvtJ2d41tW6xMfrKj+/ZHOgl29LQ9r+luYgPjO3qvg0Bzuek/9mzb873jZ2TGCEmSpBaiPSMU1rMvtaJpeiOYull21QnSFhKLGLUKbn/wzk5I4ZSjSy9MYFTL+IIdxO/aMVrKJpj66Eekl6ZITDt96Nr0Veau/JJLb/4xtVK+ZXuWJy5sCbhuMOqVphJ424n1j6FvsxjnXv3sQeOPdDoLzVpQUHYUyJakh03+pScdGIqq4gu1r7Oquz3YpolRax5YCiEQCCr5dKMQtycQweXxY9YqVEs5qoUsybkb1Ep5on2Hml5frxRZnb5Cav6m8x7rE7xCCCqFLFMf/pBCcmlLe7IrM9vejxD2lhpz7cSHjrUdyMYHjmz5g+Kg8wYiHH/l14n2jt5JO6LpdA4d49jLfwVkGgpJkqQt3L4g+l01zJvOB8JYZh3LvCsou97v3cm4oOALx9B0N0a1TK2Up5RPsXr7U3S3d8tK4dzaHJnlGWauz7K8aFIoOQE927YpZRNc+/n/e2fHzyYbg+t26pXijurBAAwcf55AtPUK5sETL+xq/dn9INw1yPgLX28a3OtuL33jT3P4mTceYsskSZIeXeHuIcQ2JU58oShmrbLlmo0J23LWqTGnqBq+cBxFUalXCtRKeYrZVZYnLhKM9eHxhZpen5y9Tj6xQGZpCqN6J9OEZRrkk4tceetPW7bnXv1obnWuMT6+l9Ezr7WcBFVVjUNnX79nuYCDpmfsSQ6d+XLTziSPP8zIE1/YNiArSZL0OAt19m/bj3qCEYxaeUugU9gWwrIor9fU1nQ3vlAc27Kol/PUSjmKqWVWJj8hNjC+ZQHpysRFsqtz5NbmMY07QV2jViU5f4ub7393S1tsy6SQWNz2fu4177tB1XQOP/NGyyyJLo+fQ0+/vqP3OUhGn/oSA8eew+W5sykqEOli/PmvPXZ/U0j7k0wvLB0o4a4BIt1DFFJLd3bjCOGk9hGC1OIkqncEs1YhOXeDzuHjaLqLQKTLST28zrYs6pUCtmWiKCqqrqNqLlZvX+aDf/8vePG3/zs8fmewm1udo5hZaeqYNzONOjOf/Jwn3vibTcd3svtmp4NcRVE49PTrxPrHSM7doF4p4vYF6Rw+TqRn5LHMde8NRhl/7lcx61XMehWXxy87ZkmSpHvo6DtMtZSjnE3c6aeEjW1Z1Io5RL1GtZjl6s//HUOnXybcOYAvHEfT3U27ZWyjTr1SRNgWiqo6O18VJ61+rZTn2W/9141B5eWP13jrxyoYdyYmvR6T0cEsfp9BpZBl8cZHjNyVcn8nfeR29b0301xujr38V0gvTpJamMAyavjCcbpGTz5Wq4o3C3cOEH51gHql2Ej33K5cgiRJkuSMyTr6x8gsT1MrZhv5lYRtOTtZs0lEuAqFDDff+w4jT34BbzDaSOG7uR81ahWn5I3tLC7WXR4s0+DGu39BvVLk5Jd+s3FtZmWGfHKBdsPL1MIkhdRyI61iwz3GowKBEDbKDtbqe4NRTn7pt0jO3SC7MoNtW4RifXSNnnysUiJuFh86SnzoKLVSHoHA4w8/luNySZKknVLXMxBll2eaMv85c7MK+cQi+McQts3t8z9h+IlX0d1egvE+ViYvbRofCurVApZRQ+AsZtLcXuqVIhd/+G8wjRpDp15qvH96cZJSZrVtu5ZufMjpL/+1prGQsO1Gnfl2djqnC86i11Nf+m0Ss9fIJxdRFJVozwidIydwbbMw+qBSVJW+o2fpGX+KermAqum4fUHn5PXbD7dxkrQDcuZEOlCC8T4CHd34I53UynmEbVNMLUPdGdwoqrJe+9Vm5tIvAOgcPk7P2JOsTF3CrFep5FNUSzms9SCqoqhouguB01kuT37C9/7Z7+MLx/AGIoQ6+yll1rZtV6uUTlsGvW3uZ6cURSHaO9pUHF5ydua0SzUsSZIkNQt19lPOJwnF+6iVCwjLIp9cBGU9HaKioCgKlUKKyQ9+0Kj31jVygsTsNeqVItVCmkophzBN53pVc34PC6emztTHb7I8eRG3N0CFw7z5/tP0uNJNSQiqNZ2JmTjHxxJ43Ba5lRm4K+gaiveRWW4/4NJdHvzh9hkw7rZRA3YndWAfJ43BrSRJknRPke4hFFXFrNcwqiUss04hudRYyKSoTgCzkFri5nvf4cQX/yr+SCfhzgFWpy5TyiaoFDLU18eyiqqgbEzyKgr1colPfvRHTF98C83lJtw1SL1aWh+7tg/opRcnt4w/g7FeqqVc29cEO3rua7GN7vbSO35mS/rjx50nEH7YTZAkSdoXvMEovlAM3e3FqJYx61WMapnipoCosp5+P700Ra2U5/irv0GsfwxPIOxkHMynqBaz1CslwHbmdF3u9X5YoZxL8cv/558Q7T2EqmvE+sdJL01tuzHGMg2yq7NNNdI1lxt/pHNTtqetQp3993X/nkCYwZMv3tdrDjpV1R7bxVvS/ibTC0sHSkffIdy+IIqq4g1GUTUdY9OKYX843rS6dOnmxwjbJjYwTqx/nHxintpGwFXYIGyEsDBqFcxamWJ6hUo+RSG1hFGrUEivsHD9Q/Krc9h3p1vcpFXQLxjr3Xb3TKR7GF+o4zM+CUmSJEm6f92jp1A1HVXT8YU6sG2rqf7c5lRMtm2xfOsC4KTn1d0+iqklJ1hrGoBw+lHbwqiWMeoVCokFqsUs+cQCRq3C+x/4KCQWnV2xdw10LUshkQo4O2XdW2vcxAeP4nK3X/XbtX4vkiRJkvSg9Bx+EnBK2/jCMYxa5U7AVXHq0W0wamUS01cBOHT2Kxi1CsX0CsZ6pggQzk4ay6JeLWPWKuSTC9RKefKJBeqVEsm5m6zdvrI+6dt6wtjl9rbcYdl9+Im29bs334skSZIkPQiqqtE9egoAl9ePLxyjtmlxkKppTeO7Ui5BZmUaVdMZf+EbVHIJyrkkRrUMwgLh9KOWYVCvFKmXixRSS1SLWYrpZWqlAssTF8ks3W76nLu5/aHGxpzNesee2vZeutbvRZKkx48MukoHiqrpHHnhG6iqRnZlltWpS5SzCerlPG5/kHDXUNP19WqJUnYN2zJJzF7FF4rhrBB2VkChqICCsCys9cEuOBPNG3UGVE3Hti0qxUzLNrl9QSI9wy3PHX72VwhEurYcD8X6OPT0lz/rY5AkSZKkz8QTCDP27Fcxa1XSi1Mkpq+sD1xLBDq6tgQx84kFLNOgnE9RyadwN+rMKdzpR53VwbZRx6w7tVlty0QIWEr0YOPDMETLgWy24MUf6SQY3bpISXO5OfLiN1rWkOscOkb/0Wc+38OQJEmSpPsU6Rlm8MSLVItZUvO3SM3dpJJPYdWrhHtGGjt0NmxkbEjO30RVVWexrgJOH+r0o0IIbNPAqJYbC30311fX3V7q5SJGrUIrgVjP+ji3mT8c59DTr6NpzbXtFEVl8MQLdPQf/hxPQpIkSZLuX++Rp4kPHqGUWWN16lOya3NUCmmEbREbGN+yiCi7PA3A4rX38QQ7nPFqUz+qINYXAter+UbKX8u8M/ZUdTeVQqbp2AZFUQh29OALb+1HYwPjDBx7DkVpDq9oupvDz7whN9JI0mNMLv+XDpxKIY0QAk8gjO7xYVkmmtuHVa9iGjVoHlNiWyartz+lkk+juTy4vH5sy8Be74gVRUEAtmE4/1YFmqqxOQ+iP9JJtZjFtsymCWm3N0Csf4yu0ZMt2+r2Bjj+hW9TSC6STyyAouANRPBHOuXuHEmSJOmhKGVWUV0uvIEwRbcXxTLQXB7qZWc36uaBrkAgbIu5T3+JZRro7vV+1DQbNW6c6xUsy1zvOrXGzhohnAnlkjmE21pA4GlKjqi7/ES64m37UX+kk9Nf+U/ILk9TziVRFBVfpBNfMNrUT0uSJEnSgyBsm1JmFZc3gMcfRnO5UTQdVXc7u2hCzddvZJOYu/Q2KCoujxfbMqlbxcY1G/2usC2EoqCpatNYUXd7cXn9mLUKLo+/6XXBWC/hzgFiA+Mt29vRf5hQ1wDpxUlqpTya7sIf7cYbjOzWI5EkSZKkHbOMGpV8Gk8gTL1SQnd5UXUdFJVaKQ93JUCyLRPbtli88TGqqjX6UdO+k/VQURRs20JVVbBtlLt2zHoCYYxqCbNeRdPdjeOqqhLpGSHaM9I2U2Hf0bPEh46SXpzEqFWcGrMdPXhkPypJjzUZ1ZEOFLNeZeaTnyOEjS/UgegZIbs6B4BlmuRWZmFosHG9qmr4wnHWZq45gVXLRNVduLwBjGp5fbpYgC0Qio2CBghcvkDTSiaXN4DbGyDUOeAMhnE6bY8/RNfwCTqHjrVts6IohLsGMY0aSzc/plrMAs7guXv0FH1HzjZq/+w39UoRo1rG7Qvi8vrv/YJHgLBtMivTFFPLKKpGtGfkvuswSJIk7VfFzCpLt86jqhr+aBeRapnSep0ao1ZBMQ00152BqDcQQXN5KOdTgJMJQnN50D1eLKPu9KNCIISNgpM9AsDjD6Eo0NmRJpGJk6sdJhi0CQVUhOXUgtXdXvoH3Aw/8TL+SGfbNquqRkf/GPVKkbXpK9QnL65/Rpi+I0/v6xqt1WIWy6jjDUabnvujzDLqpBcnqRTSaLqb2OARucpbkqTHRmLuOpmVaTTdRTDe69SVq5YAqBayqF3Ni3QD65O4G1mThC1wef1YZh1hWc4CJuEEXFE1lPXa6h5/c51QX6QTt8dHMN6HWa+ulwmI4fYGOPzMG9v2IbrLQ+fQMRauf8Dq1GUsy9lFG4h0MXDiecJdg21f+ygTQlAppEEIvKGObVMpP0qMapnUwi3qlSIub4D40NGWWT0kSZIOosXrH1LOp9DdXqK9I9TKOWzLyTRYSC2jRU82ZY0IRLsx10vC2bYFiorHH3IWNQnR6EcRFkIoKIpAVTXcvmDjPRRFwR/tJBDtxuMLYq0vOvaFYniDEQ4985Vt2+z2BYkNjLNw7Rxr01fWx77OXO/gqZf27VjItkwqhYxTVzXU0bJUwaOoWsySWpjAMmp4Qx3EB47sm7G0dHDIoKt0oKQXJ5tqz/nCcfLJpcaxerWEZtuNIGZsYByXx4c3FHUGsOvHdbcXs169U6dVrA92VRtNd7dMzxSM93H6K3+DYmqZWrmA2xugc/j4jgJ2qflbTH/ys6ZjZr3K0q3z1MqFfZdquFLIMH/1PQqJRQQCRVGJ9owwdPrlpj9sHjXVYpbJD39IdVMth9Xblwl3DjD27FdlJy1J0oGXnL3e9LW/o5tyPtWoR2fbJuqmlBHdh06jKIqzsxRQFA0wnAljo95Ixe8MeC1ARff48ASclb/HR6ZIZOIIVNLmi4Sj/bjMSRRRw9ajvPLtk3Qf2trn3m3h2jlWb19uOlYr55m59Asso07P2P6qS5dPLLBw/YP1Gn1OKYP44FEGT77YVFf3UZNPLHD7/E+czCLrlicv0jV8guEnv7BvBuqSJEmf1d39aKCjm/p66kMA2zIaQVcFhe5DpwGcfjGxiKKqCNvC5fFTK+URwr7zZsIGoeD2h3B5mmuaq6rG4OlX6Bs/Q3ZlBmFbBGO9dA4fv+f4SwjB5Ic/JJ9cbDpeyiWY+OAHHHnh6/su8JqYvc7KxEVqlQIALreP7kOn6T3y9CPdF63NXGXh6vtO4GDd0s2PGTr1UuN7RZIk6aCyTIPU4kTja0VV8Uc6KaZXG8dsy3SyDwKa5qJz+DiKpqF7fCilHAoKQnHmdY1qqTGOdeZ1bcAJIKp3pdZ3eXyMv/A1fMEOCslFUBSiPSPEB4/ecy7QrFe5+d53qJXzjWMCQS4xT+m9BCde/TaeQHibd3i0CNtm6dZ5EjNXG+M6byBC39FniA8eecita08IwfyVd1mbudp0fPH6hxx+5g0i3UNtXilJu08GXaUDpXpX4XNFVYkPjJPaFIzd2G0T7hxg6PSCdOOOAAAgAElEQVQrAHSPnMQfiWOZBkalhGUZKKqGqtrrK6UAVBTFqbPz/7P3ZkFyHGae3y/Puqv6vg80gMZFguB9iRR1UZrRMaO5vHbM7EbYD7t22LF+8avf7Ag/+MER+7ITfnDs3LOznhlLI1GiRIkST4AkiPvo++6urvvMytsPWZXoQlUDpAQCTTB/EYoAKrMrswpUf/ld///tAVcABg+dYmDy+B23WrvhyWCca3vNtky0cg7HtqgXMwxOnSTeP/Kp3vdB0aiVuPnO/9dWcHVdb3u0Xspy4uU/6CgSHARcx+louLYoZzdZvfRrDj/1jQdwZwEBAQH3j9t/ByqhCD0jh7wCrtuaEvYS18HpUwweegSAsRPPsHrpLcxQBMts4FiecoRruX7jVRAkBElCCUX86eSJoTRPHr/CxYVHSQxMYitT2MoMigK///sw8wlyOr1eYXfpcttrlt5o2g04LH74On2Tx1DU8G/57dwfypkN5s++1lZo97znr9GoFDj2wncPpAKGoVVZ/OB1f0NqL5m164RiSUaOPv4A7iwgICDg/qHXym1/jyT7sHSNSn4HwC/+CoLI5KMvkugfBWDy1Avk1m4ihyIYWtVXYHIsw4sHTV86UZZRwrEOCf1QNMH4safonzzG4PTJT3XPpfRqR8PVqFf9Z4KFD37KE7/73x3oZuVe0ouXWL/2XttrpqGxefMDTL3O1OmXHtCd3ZlydpP1y+/49gwtXNdh7co7hOM9n7vmd0BAQMCnwWzU2hZpABID41iG7qsCtuKoJKscefpVX1VvdPZJah/8FElRsYwGrusgSgqObTbjqJd/ttQNbyea7GfkyBmiyX5GZ5/4VPe9u3K1reGK69KoljAaVQRBZOXirzj+4vc+1Xs+SFYuvNnW/AavTrD88S9wHfvAKkntLl3uaLiC59+7+OHrPPKV/4pQNNHlJwMC7j1B0zXgoUJRO5t5SiTG8OHTaOUcRqOGpUZQwlGOvfCqf44aiTP73He4+uZ/xqiXadRKOPYtPzpRkhFFCRcw6hUalSLhPfIQqeFpjjz9zd/onqu5bV9yCqCa36GS3bo1jQV8+MM/58y3/g29ozP+a5apYzbqKKEI8gEqJO8sXGhruO5F1ypkVq4ydvzp+3xXd6eYXu3acG1R2F7G0KoHelM3ICAg4Ldlrxdci0iyj1A0Qb2UoyLJKKEop178Wpvkb2poiunHXmbp/C/Qa2VPLcKxmw1aAUlWcAUBQfDUEJRwzL/Wiellnv1SP+L4t9A06O2F06ch/AlDW2Fr8VaB0nUpplepl3L+8Wo+zUc/+HMee/VP2+7Z1DUso4Eajh0oJYON62fbN5v2UMlvU9pdo2fk0P29qU9Adu1G14Zri93lKwwffuxANowDAgIC7hVyKIJdb/9dmBgcJ5Lqp17KUZcUlFCU06/8TlteMTL7OMMLZ9i++RGNasmTF/a3HYWmx5yL67rUi7sooai/MSuKEpOPvLivb+vdyG8t+n92bIvC5iK6dstTtprfQVZCnHz5D9ssY1rNYTWaODDSvbZlsjX30b7HMyvXGD782IHcONpdutzRcN1LevFS0HQNCAh4qJHVMIIgtuVCgiDQN+5ZyWjlPA1ZRQ3HOP217yErtwxeZ578GrmNOWxT92q6luXZv7mup2woyd4WrG1TK6RJDU35A0yyGuLoc98mmuz/je67sHkrjlpGg/zmApZxqy46//6PkNUwM0981Y/drut6Xu9Ny4CDMthUL2U7Gq572bzxAX0Tswcm7rdwHYf08uV9j7eGmCdOPncf7yrgi0zQdA14qOifPMbWzQ87khVBFIn2DNIbPUJO6m5mPjTzCOnF42jlHDgObrPpKoqy50+nhkEQsI0GhlYhFEsSTfUzdvwZZp/73Y5mXK2wS2btOnq1hByK0D8xS2p4uiOQ2tatpLxRKVDOtE8Ze+cYLJ9/g9DLf4CiRti4fpbC1iKOYyMIIqnhKSZOPke4Ke94O4ZWpbC1hG0Z2KbxmRaX9z5sdCO/uXAgm67V5vT5friuQ7WQpi9ougYEBDzE9E/MUthe6nhdbHrT6VIcNRLv8FgVBIGxk8+S25inWtj1EtxmHJUkBUlRkUMRHMfGMQ0a1SJqOEasd4ip0y8x8/hX22KT67qU0uvkNuYwG3VCsSQDUyeI93WqPuyNo5XsVlvDtYXRqDJ/9jUe/eq/QtcqbF47Szmz4cV5SaZ/fJbxU8+1Je57qZdzlHfXcR2nKQ352Uj8NmolX1J4P/KbCwey6Xq3OGo0auj18r7PKgEBAQEPA6189HZkNUxycBxbTaGEoh25o6yEmHzkBcqZDSr5bS+GOg4u3jaPrIYQlZC3sWPbNCoFEgNjJAfGmXny64yfeKZtqMWxLfJbixS2lnAsk2jPIIPTJ7v+Dnb2xNHi9kpbw7VFtbjL4oevc+Kl71PaXWfrxgfUShnAG3wePHSK0dkn9x2sqWS3qOS3vUFmx27z47uXlHbXsC1j3+MuLoXtpQOpvHC3OHq34wEBAQGfd2Q1TGp4iuLOSscxNeLloUR6vLh4W94WjvcwfuJZasWMt8hiWziu3VSJ8Gq6LQUJ27bQ62VivUP0jh5m9rlvMzDVrlpoGQ2y6zcp764DkOgfY2D6ZFflvlbccR2H/MY8ltkehxzHIb+1iBKKMHX6JU8Cf+GCvx0bjqUYOfr4vhukjmNT2llFq+SR1bCn4Ch8NoOsha3OWsBeTL1ONbd94IaAjEYNo8vzy16COBpwPwmargEPFWokzuixJ7tOt4qixNTpl8hd62wKmo06c+/9C4IkMXzkDNX8LrZjg+vguA40m5WCIIIAshphcOZRnvm9/75rwN2eO8/mzQ/aXitsL9EzcogjT73aloxGkn3etBVum0/BXpRmoXp7/mO0cs6X1QCvGVjcWaGWT3Pi5T9ok0pwXZfN62dJL132J8V0px9BlKiXc7/xFNd+uK7bIQVyO3c7/qD4JFNaB22SKyAgIOBekxqepndkhsLOcscxWQ2jKp1STOANGi198DqRZB8DUyfQyjls20tybccGS8cydT/+hZUw04+9wiNf/ZMOj1LXcVj++BdtmzeV/DbZ9ZuMzj7J+Iln2s5vNYBdx/ELwB33Hopg6nW25j8it3azTZHBsS0ya9eplTKc+NLv+9PH4DV0lz/+RVvi33D6ESUZU9fuuVz+3sL3ftif4JwHwSdJ/Pd+twEBAQEPI0Mzj1LcXqZe7hwAiib7qTjd40Z2/SYb194nNTSJVs6j1ytYuubFUdvCNRzQNQRRRBAElGiCUy//EYee+EpHo9MyGsy//+O2mFjJb5NZucqhx7/SsREbSfZTTK9i6VpX5R9RFJGVMNVCmq2bH7I9/3HbFpJpaGzNfUSjWuywYzG0Kgsf/LRtoEhz+pGUEI5j3/P86nMdR+/yXQRKEQEBAV8EJk4+RzW/g2U0Oo71jsxQrXVfIlm/+i75rQUGpo5Tze9gGhoYDiDgOhZmo9ZcghEQBJFIfICnf/9/ZGi6s9GpVQrMv/+jNlXCcnaT9NIlZp//DrGewbbzo6kBjEaNRrXY0XAFr6YrCALZ9ZuIkszO4sW2441aiZWLv8IyGh1DQdVCmqUPf9Z2L5rT31Wh6l5wp8El/5wun/FB80liZFDTDbifBE9tAQ8dY8ef5vCTX/eLsAKe+fmxF767r2l2ZvUaRqOGbRpk165jNCqenJPjgGPjWBaObWGbDWxDR6vkWDj7Gm/91f9OZvV623tVslsdDdcWxZ2VjuAajqVIDk3iOk5bEG0hShLhZB8A6YULbQ3XvZiGxs78x22vpRcvsrN4sUOm0HVs5t//cVcZ4Gp+h7XLb7N0/g12Fi5g6lrX63VDEAQizXvdj9u3ow4Kd9sakmSVxMD4/bmZgICAgAeEIAgcfuobTJx6nlDUk94TJZmByeOcfOkP9i0Ibs+fx3FsjEaN/PqNZpLsNuOog21ZOJaJbXhxtJrb5Mov/5Z3//7/7Jg43V252tZwvf06pea0cYue4WnUSBxT13Bsu+Nn1EgMtenbs3H1vX0l8OulLLn1ubbXVi/9uuuktWNbLH7w047XXccbhFq58CbLH/+S7NqNTzVsFIqlkO6yRft5jaOx1GAg0R8QEPDQIyshjr34PUaOnPEtYGQ1zMiRMxx78Xtd5QNd1/W3Y7VKnsL2EnYrVjkOOBaOZftx1DIaFLeW+OCH/5EPf/jn6PVK2/utX32v6xCS49isXHizYxNkcPokoih13XAFrykrShKu67Jy4c19JfDzW4tUC7eGiF3XZf7sa10VHGxTZ+Pqex2vO7ZFdu0Gy+d/wcqFNz1Peaf79brxSWLk5zWO9uyxGgoICPgCsboKP/sZvP466N3zmIeJcLyHEy99n4HJ436TLBRNMnHq+Y7BnhZGo0Zm5RrgWbhVc1vNIRzXW6axLBzHwjZ1bLOBZWrsrl3hnb/5P7jyi7/rGMZZPv9G1/qsZeosfvh6R1waPPSIdx+3xeMWrSatZTRYu/Luvp99a+6jtlzVbNRZOPta13sx9XpHPdp7XWNn4QJL599g7fLbn3q7824xUkAgkrq3Czz3AjUcI9YzdMdzDqJaVMDDSzBuHvBQ0jd+lL7xo16hUxDuOs1S2F7GdRxyG/PUS3mvqGzb4HvE7Q2onpeOoVXJrs9x6ed/zfN/+O+J9Xq/3DOrXqB3bRutWsS1LeRQxCteC97xkaOPtyXch868ws16GcF7d39qSFJD9I4dacoweXIUshLCti1kNUwsNUg4cUsiKr+5wPSZLwNeUr27fGXfz2zqdXLrcwwfPu2fv3z+F22ykvnNBbbmPuLwk1/fNzhplQK1QhpRkkkOTTI08ygrF3+173VbDyMHjVjvED3D0xTTq12PDx95rGMbKyAgIOBhRBBFRo6cYeTIGWzLRBSlO06OOrZFKb2GZejk1ucxGnUEQWh6k9/yWr2Fi+s4aJUC6eUrXHz9L3juD/+9X5zOrFwFvAlavVbCdV3UcAwlEvOP7x2iEkSRo898i6tv/kPzUo6/6aJG4n6R0jJ0cmtzSIqK6zooTXnjvY3A/OYCg4dOAaDXK3eUzK8W0lRy2yT6R5vv37lZlNuYY+vmh8w+9+19h5Kq+R0a1aInPTk0Sf/U8X3jtyhKDE6f3PeeHiR9E7Okly513ZISEBg99uQDuKuAgICA+4+shJg49TzjJ5/DsUxEWbmjV1u9mMHQqui1MvmNBRzb8pSQ2uLonqEi14u9teIum9fPIqthnvjd/xbwYlGhObhk6ZrfkA3FUsiqt12aXbvRZveiRuLMPPE1rvzy7723d2w/j44k+kgMeoOnnhXOuj+AFYomifUO+fEbvDga7x0GoJT2pBD3o3UfrZ+vl3MdxeXs+k1iqUFmn/9223X8r8JxKGc2MPU6ajRBon+MeN/IvkVmNRKnZ3h633t6kAwfPk1+c6HrlpEkq4wcOfMA7iogIOCB0WjA3/6t13Rtcfw4yDKUy5A8eN7U94pwLMWhx7/C9GNfxnHsu9biSuk1zxIsnya/tQQIzf+BH0edPfmoC7ahU8lusHT+F4QTvRx95lsAVHLbvlqFUa96G7KiRDjegyjLGFqV0u5aW400NTTJ2PGnKaXXvEvZXpNXFCTiA6NEmo3MSnbLi8tNeeBwopdYzxCiLPs/V9xZYWDSkzrOrF7bd2AYvEWbgakT/jNGcWeFpfNvtA397q5cpXf0MDNPfq1rbdy2TMq769iWQTQ1QN/4UTavn/M2hbuQGp4iHOtu2/egGTv2FAvnftLVHz0cS9E/cewB3FXAF5Wg6RrwUCNKMuXMhufb5rok99lUdB0brVLAMho4toUoKU2/nH3e2HFBdNEqBYpbS2zNn2f22d8BvGSxVtilkt3E2TP9JCshescOA55cw17/ASUc5dSX/4ji9irbC+dxLAtJURFlBa2cQ1JCFLeW0OsVnJB3U14xukysZ5DU8JT3mm3iOg6CKNKoFLpOQ+2lkt30m67bc+e7+vg5tsXSRz9n6syXqea2sQ2dSLKP1PAhtm6co5S5tXEkSjIjR84wdOgRdptF872MH39m323jg8Dhp77B2uW3yW8u4Dje9ywrIYYPPxYUiwMCAr6QCKJIYWeZWj6NIEnNGNn++Oi6Li4uteIuttkAASRZ8ZI9tzPhAXAdF9d10EpZsutzZNdvMnLkDI5t0agWKe2uUy9lmwVnDzUSo3fsCFq5s4AbTQ1w5pv/hsLWIsVm0i0rYRzHQivlCCd6ya7fwNRryM1BKss0aFQKpIaniDanj/cWOiu5ra4J214q2U2/6bpy4c2um0VGo8b82R8zfuo5LxF3XeJ9I0RTA6xdfrtNglJRI4ydeIbkwDjlbLvHuyhKzDz59QO7LSrJCsde+C4rF39FJbPpf3dqOMbEqeeDyeKAgIAvHK0iaHb1Olq14PmwdfEzbeUd1fw2tmkgSrLnO+dYdA9DXgz1Gq8Z0ouXKGc3SQ6M+9KGxZ1lGtVbQzAC64QTvfSMHOoaR3vHDvPYq3/Gr//yf2sOzwjIoQiWqdOoFpEkhdz6TRBE/znAMjJo5Rx940dRmxY3eyUHb49jt+M4NtX8Dj0jh3Adh8VzP+2av9ZKGZY+/Dk9YzNUc9sgeEpWgiixfuWdtp8Jx1KMnXimq1SyokY4+sy3DqxMbzjew7EXvsvqxV+1PRtEk/1MPfZy4IkeEPBF45/+qb3h2sKyvGbsv/t39/+e7jOCKGIbGpmVqxiNGqFIAtd1OwaZXMfGdRyq+R0vjsoKom1iG/sVdb2hJssyqRXSrF99j+nTL6OEo2iVPJahU9habFP+E3bXiPeNkBgYo17OdeQ2Y8eewjYNPvqXP0evVRFEESUUxdQ8r1FL1yjtriErYWjev5nbpl7KMjB5HEn1asR742glu3XH76dRK2FoVULRBIZWZemjn/vPFHspbC8hXw2jhKJo5TySrNA3fhStUmD7tu3aeN8Ik49+ibXLb3U0fKPJfqbPvHLHe3qQpIanOPzUN1i/9l6bqkdyYJxDj38FSekuTR0Q8FkQNF0DHloso8HCuZ+0SRylly7REIYJxW5NhDm21+CsFXawLaNZcHUREHHZP0C7joNlaGiVAtm1G37TVa+VO6QPwZOhyKzdIN4zxNU3/wGjVkYJxxiZfZzhw4+R31xAlCXCsZTvjWrUq833v04omiKaHMDU623vWytmCMVShOMpIvHeW0nkHaapfZrnOLblb+h2fFLXJbs+R3F3zW9aF7aXufzzvyHaO0gkcWtzx7EttuY+YuLkc5x46fvk1m76U8cDUyfuuYfsvUaUZA49/hXGTzxLrbiLIIgkBsYCD7qAgIAvJFqlwMLZ19C1WzJJDacfSVHbmq9u05OtXsxgm54HOq6LIIq49n6SgA6u7WDqGrXCLoWtJUaOnEEQJaqFNLVil+al5slGpYYmufDT/4RRrxJJ9jF+8jn6xg6zs/Ax4Xgv4VoZ8BqoWrlArZAFXCLJftRIom3y1wVKu+uerK+itsU0gU8QR1vfS7XoTzZ3fFLLYvPGB5QyG0QSvQBk126S25gjNTLtSx+DZxWwduktjjzzLYYOn6awuehPHQ9MnTiwDdcWaiTOsee/Q6NaRKsUkBSVRN/ogS1wBwQEBHyWlNJrLJ1/o22gx/Nha/d1lRTVy/vKBSxTx7FaQ0ueDlJXWvlio0Y5s0ktnyY5MI6shiluL9FoxkL/dLy47kkr6pQy61hGg0T/GFOPfolozyA78x8TTQ14w1Sui23q1Au7XqMTSAyM4Vhm20CU4zgUtpe9Qd7brGY+TRwt7qy0PW/sxWzUmT/3Gv2Tx/xt1/TCRUq7a/SOH23bgGrUSqxe/DXHv/T71EsZf/spOTBO38Rs2+DzQSTWM8ipV/6YWjGDUa+gRuK+olZAQMAXiFwO5ub2P769DcvLMPNwy46nFy+xcf1sm6y95vR35ESSEqJWSGMZGpbZuJXv3SmMOg6OZaBrVcq7G9RKGXrC04iiRH5jrsOb1XVdKrltjEYd13HYnjuPY1v0jh5m6vSXECWZwtYS4XgvoqTiui6WoVHObFLaXUMQJZKDk5i3DRfZlklxd43+iVmAdnWkT1DXbTWgMyvXujZcwctVr7zxdwzNPOrnZWtX3qFRLdI7ergtV6vmd7B0jVOv/LFnG5DbRpRkekYO0TM6c+B9UXvHDtMzcsj7HKZOJNEbDC0FPBCCTkLAQ8vNd3/IzsIFb7pFEAjHUkR7BnFEC71WxnVdtufPk168SDG9RnbtJqauIQgi4IJwpwJhU+7J9QqkeydRrX08UB3HRivncEwDo1Hzp27Wr77L4NRJ1FgSNRKnd+wI2fWb1EsZ/xqWoaGEYph63d9k3Uu9lCEcTzE4c0u6N5LoIxRJ7Ju8AqSGvA1ZvV7palIPnh9Co1ok5Cb81xq1IrpWxWjUUELRDqmnnYULPDbzKPGm1PHnDSUcDTZyAgICvtA4tsWVX/4dxZ1VLL2OIEpEEn24qT5s02D96ntMnHqe9avvkl29QX5rkdzGvOeHjpfbCu6+OS4IQjN5dtHrZT92OpbpFZu7YFumLxdYyW37cWv14q8ZP/EMtm0S7RnAdR2y6zd9D3TXcbBNnXAshdOUPd47He26LvVSlsTAmC8tDJAYHEcUpX2TV7gVR+ul7L5bscWdFUxdw2zU/KZrrZTB1DUKm4ttya/33bnsLHzMiZe+f2AlEO9GON4TJLcBAQFfaLRqkSu//HtqhV1sS0eUVW8ANd6PqWveENHwlK+yk9taJL+95MnzO45XaL1DsRhBANfbeG1U823DtPY+XuKmrlHNbSOIEpbRwLZMdhYusvzxL5h85EX0epnU0CQukN+Y94d9W8oVtqE31Rrbi8C2ZdKolbwBoaYkIngbJ+nly/t+R5KkEG+qRdSKu13PcV2X/NYitmViNup+3lnN72A06hR3ljvkAm3LILt6janTL7Xdz+eJWM+g7wEYEBDwBWR1dV/FoLZzHuKma35riRvv/gCtnMd1PIu1aM8ghPsxtKqXFwoC61fepbS7RnZjnvLuul/TFe5Y06WZj7q4tkW9uOs3Ez1p4O75n16vePZqooheK+E4DtvzH7P40c8YP/EsRqNK3/hR8ltLlLaXsZpDV45pIioKll7vqnhh1MrYpkG8d5hE/5j/empokkpu/23XaPJWA3q/OGqbBoWtJW+YyjK8OOpCNec1JSu5LZKDE20/06iVKGc2PFn7z6G0vSB6CzQBAQ+SoOka8FCSXrzE0vmf4+7R7Dcbda8oOjWAbZmc/X//A7ViGq1awNRq2LbpecAJgCDe0XfHM2PHT4RlWfWvIcgySjiK2WjfSDXqFRzLpFEtIu6ZxnVdl+3FC0iywsjsEyjhKJIke8XtZsKtVfL+pJYgdt6XbRr0TxxjcPpWsVgQBEaOPs7q5be6foJQNEnf+FGAfTc5Xcfxt432PrDozcnpVqH69gBtmTrVQnpfOeeDhtmoew8yguBPiAcEBAR8kZk/+xrbcx+3vWZoNYgcQpQUls+/weaND6gVd9FrJRrVEq5j+3JIgiTh3imOum6zQCwgIPhyStVCmmjPIFolh31b81WvedfQSllCexp6jmOzdP4Noj1DDE6fQA5FUNQIQkK8VZCulTx/WlnuGt9tU2fi1PPE+0b819RwjP7J4/sqQSQHJ/ztk/3iqGU00Jvyhm1xtCn5aFsmWrXQoQRRLaSxjMbnJh41qkXqpazn7z44EShEBAQEfKFxXZcrb/wtuY35Wy/qDS+HOjSFKEpcf/ufEAQRrZxDr1fQyjnPS7VZ6BVEuam8tI9ihOvgIja3SQVfMq+0u05ycJz8xkLbRqrrOk2fdM/zTglH/WOWoXPz3R/QNz5LcnAcRQ0RiiWR1ZDne2ebGFrV85qVpK5x1LFMDj/1jba4lRgYJ9473KY8tZfBmUf8zdP94kajWrz1bLFnQKklHazXKpi61rE9XEqvwenuX91BpFpIo9fKKKEIiYHxu9QiAgICHnqkT7BN+EnO+ZximwaXXv/LNpl6U2+gVYoIM+MIgsiln/81plZDqxYwtCpGvYJr2ziY4ApNn1QR9lMwdJ3mca+8q0a8RZNqfodE/1iHgqFtmRhaBVyXWmG3ra6r18rcfPufGTryGJFEL7KsEIr3oFgmCAKWXscydFzHwcVFFIT2GI0X4w4/9Y223/8DUyfYXb6yr3XcyNHH/T/vF0frxYx/rVY+6m0Ee9LB9VKWRP9Yx3JPMb3KwNSJ7t/dAcN1HCq5LUxdIxxLBQoRAQeCoCIS8NBhWybz515ra7gCfmBUhmqIkszq9bew9YafOCpqBNd2mt45zWKwKMG+Gy4urm0jKiF/cwU8z7X+iVkq2U20cn6Pr6uLJKvd5SFczx9WK3nJtuu6SL70kbeRszdI9ozOoNfK2KaOKCsMTZ9i5omvdrzt4KFT2JbB9tx5bNu8dY+SzLHnv+lLMYWiCWKpwQ4vOtsy/GZveM9n3PtwcHtzee9nOug4tsXalXfIb8z7BQ5RlBiYPsnkqRcCOcSAgIAvJPVyjo2r73W87jo2jmlgWyaFrSUMXcMyNE9u2LL8Aq7j2F4JWBBx7xRHm350oWgCSWomra6LrIbonzxOObuJXi15kvuOjSjJXkzqEkdd16Wa3yE1NEG9mAFB8Au/jh//vGkpSVZIDk3SqBRwbAtZDXHozFe8Sd7bmHz0RXBdsus322StJEXlyFOv+n9PDIwjK6EO3xuzUfeXlNriKLfF0S7y++7nII6ajTorF95s83eXlRBjx59maObRB3hnAQEBAQ+O3Mac5396G45l4hoNHFFkd/lqU5K/gaSGsQ0dNRzD1DVP2UgQEEQBlzvFUU9iONE/5g/zQHO4dmKWam4LvV71ry2HIh2yhrfuzaK0u0q8b5haMYMgiMiq18h0dbd5ORdREAnFkkQSfTSqBbXMeXkAACAASURBVFzHQYnEOP7i73WoMwiCwNFnf4fl879oixMAcijC+Iln/b/3jM6wNfdRx321ck1RkghFmxZBt4VHU693NF33xuyDTL2UZeXCm23KWaFIgsnTX/rcql0EBATcA44e9Zqq9v6KOxz/fG7yfxK2bn7YdcPTMjTQNURRYvPmB17N0jKRQ2Fc10EJe17krTjqLcrsLxvRGnZKDo5TK6QJxz27t1jvEIIkUcvvYOqeupJrm55Hq17v+n6mrlFKr6JG4mjVgufP3myE2qbu53+iKBPtGUSSVfS656EeiiU5+eU/apcWBmQ1zOzz32H5/BttcUIQBJRwzF+kAegdPUwx3ekBbDRVK9RwzB/QarMJsG0ss4ESirb/4OcgFwVPVWrtyjttHq7R1AAzj3+14/sMCLifBE3XgIeOwtZim19bC71WwjQ05Gbx1mrUPTkJy8Js1JDVMHIogm00cF3Hl3twLBPX6S7R5OISivd40hHpNULxFNFkP/VyjtTwNInBiebPO+yuXKWWT3f1YxNlBddx0Cr5Pc3WFgKyGvEbpK7rIkoSPSO3krCJR17Y9/sYOfo4g9OnKO2uYZsG5cUtRElu87UFGDvxDAvnftKWoLamoJRwhEj8VrE4FE1QL2W9c7o0JkXJe4g46KxceJP81mLba45js7t8BVyXqdMvPaA7CwgICHhwZFevd21sapUCajP5MvW6JwksCFh6A0vXkENhJDUMpu41TyUR2xawTbc5SdwNgVAsxc7SJcaOP00olvQasCr0jR3x5J1sC6NRJ7fu+YR3xkmQZBVTr6OV85i3yfyLkoIkK34ctS2TUDTRNjA1duKZrncnihLTZ77M6PGnKO+ue14+i1sIouQnrd71PbWKjWvvt3+65rNEJNnXVhAORRO3Csld4mgk0ddRQD6IzJ/9cVsBADy1i7Ur7yCIEoPTJx/QnQUEBAQ8OLrFUdd10Mo5Qq4LjoPZqOHYNgieXKFrW0hKCFkNNzc7vSFcwTKx3f3iqOefLioquytX6RmdIdbjbXeEoglC0ePYloHrONTLOQqbi1iAvCd+tZAUFduy0Cp5LKN9gEhWw4ii1NwaAttoEE31E015A0OyEmqT57/9Z2ef/zZaOU81v4MgSVQWNhFuU5aKJvs9ScbNhbafb8XI+F5/cMHzENfrno1ONwnJvfKMBxXXcZh7/0cdNj+6VmHpw59x7IXvtilwBAQEfIGIxeDZZ+G9zkFYAE6dgqGHc5vPsS1yG3O+jL7/umXSqBQJN5WMDK3ix1qtUkBAQJRVJLc5dNscwnVMszmE26WJ6Hp5pG2ZZNZuEIolSfSPUtheIprsJ5rs94ZqXShn1immV5vxUOl4K1FWMBsajWqxYwlICUe92N68X9sySA1NEu8bBiDWM0Rin9/3kUQvp175Yyq5bRqVApKiUp1b73jO6B07THrpUkduJjbj7V65XTnk1ZhtyxtOFoTOrenPQxyt5LZZ/PBnHYNW9VKWuff+hZOv/BFqOPaA7i7gi07QdA146GhUi4RiqbbtUNdx2oqwruN6wcV1sW0T2zRwHAtRlBFlxdvOwUUQJWxBwHUkz2TdsZpx2vN8VUIRr5G5u85HP/q/PUk9QWoWnyNeMFa9nxVFEQShTcqphSCI3kSV43SakruuV4SWVb+ZLIq3/q+bGpykb+xIx3vWCrvsLl+hWkgjihI9ozMMHXoEcaW7zn9qaJIjz3yTjWvv+z54shqmd2yGUDTZ1lwNx3uQFRXLNNo2d1oMTp30paIOKq5jdzRc95JZvc7I7BNBgA4ICPjC0agWCcd7fHl58KZz7aYnDa6L2ajj2Bau6+BYFralN7dRJWQl5CvwIwgIouid6zi4tk0r4RVECTkUxtCqZFauceGn/4loasA/V5Rlf0LYdR1wXSRJ8eQOb0NSVBC83+3ibVJbrusQ6xn2/yw076nFyJEzbQ3YFsWdFTKr12lUCshqmL6JWQamTiAsd5dJHDlyBlGU2J7/2PfBiyb7sMyJDl+2WGqQejGD4ziEE50TuN22bg8atqlTb+T2Pb49f56ByeOBakRAQMAXjlYcNbRbW6WWruE0i4Ku63oe5o7tebBaXkHYsS0vNqphHMdCUlRvQEeUcB0L17Y9+5nWtoysIish9GqRtctvYzZqhKJJLF1DUsMIguApLQGyEsZ1XeRQBKGLBKEciuA2468gis3r3CLZGibGsxBoISAw+eiXOmQNHccmvzFPdu0GZqOOGk0wOH2S3rEjCIvbXb+3Q49/BSUUJbt63VdpSvSPeVtBve1xNN43glGvIEgS4Viq7ZggiAwfeWy/f54Dgyfv2Oh6zHFsdhYucPTZ37nPdxUQEHBgePVVEEU4dw7MW8p1RKPwne88uPv6jLGMBpapE46l0CoF/3WjUfO3RV3H8eujtuVZxbmujWipXj4ainiKRkoIgyqCLHnSw02P8pYCkiirSLJCvZhh/r1/oZLdRA5FMOoV1KgnN9yqbUpKCBwXJRzjdm9zADUS69q8BC8uJQfHsZpy+XvrvpKkMPXolzq/B1Mnu3qd/OYCtmkQTQ0wOPOIZ+M2v9FxvijJHHvhu6xdfpvC9rLfiEwNTxFp1NoWbwRBINY7RDmziRqOdeTXshqmf7LdL/0gsj1/fl9lC9PQyKxcY3yf4eqAgM+aoOka8NAhq2EkWSGaGvALxrZl4LoOltHwE0mzUfM3Wr2CsO1NG5s6kqwQTvQhKyFqxTRIMrZpIOCC6xmyi7KC64Jt6URT/dRLWWI9w1TL25QyG4iihBKKEE0NEk31kxyY8K1gu9E/cQxRkhFEkVoxg+vY6FoF29CJJHpxBBEBLyFWwlFCkQSDh04xdPh0R0Ezu3aD1Yu/bpMv1OYL5NZv4kqjHabtLSRZZejQI+halXjvMLHeIfRqifmzP24zkhdE0ZOsyu+0bcAC9I/PMn7quY73dmyL/OYCpfQaLi7JgXH6JmYfWHO29bCzH67rUN5d/9x4GAQEBATcK2Q1TCiaRI3EfZme1qbM3qTGaFTBdZuDQKK/lWoZOrIaJprsx3EstEoBWYl4clAi0BxqkmTVk3SyPWniWnEXNRKnmt+hkttCVsMooSix3mHC8RTJwQmqUppuSa4gwPDMaQRBwGjUMLQajm02t4dsIsk+L94LApFEL4IgEk32M3T4NAOTndJc61feJb182f+7rlWolTLe1LXb113i2HFQI3GGjzyGbejE+0aJ9w2T25hj7co7bedKaojesSPo9XLbRqsoSozMPtE1ybWMBtm1G1TzO4iSTM/IIXpGZzqHte4Td4ujhlalXs51NJwDAgICHnbkUMTPRVt+pJape03TZhx1XMff1PTlB20TLBPL0FEjUUKRJAJeXBOkCJZTB9GTSRQl2d/OUQTP07XW9G0r57ZolHJIaphQNEG8b4RIotdvVHa9ZyVEz9QJb7DWaFAv5bBNHb1eacZOL/YJgkA00Y+AtzUzcvRxkoMTbe/lODYL535COXOrKKxrFSq5Lfp2VtivDOU6DrGeQWQ1jOs4JAbGiPUOsXb5bbJrN9rODcWSJIenPDuDPbmwJKscOvMK0dRAx/s3aiWyazeam0Ih+idmH6h/6t3iaCm95g20PaA4HxAQ8IARRa/x+vLLsLwMjgPptPe6/PCW8yVZRRBE4n0jNGolfwjINvVmc9UBBBzbag66Ck0bGgcwsS0DwWgQiiYJxXu8OGybIN4a5G39jCQr2KZBKJ7CBU99UFMpZzYxtCqyGiIc7yHeN0K8d7jNZ/x2Isl+YqkBQrEU9VIWs1HH1OuYWtVTrhAlfyg5kujzl2NGjz7RIYNrNurcfPcHvn85eHG0sLPcJs1/O67jkBycINRclIn3jRJJ9jH37g87/NXjvSM4tkU42j64pIZjHHnmW20e7S1qhV2y6zcxGzXUSJyBqRNd4+39waWS2bzjGaX0atB0DXhgPLy/pQO+sPSNH2XzxgekhiYRBNH3KTV1zd9wESXZ24R1PP36Vje0lXA5toWA11BVIwnUaJx6MdOU/hGa3gACAhCOpbyE1zTJrl3HtkxvczXRSyiaaPrVJTn96r/mox/+R7Jr7f4+rmMTjqcIxVI88pU/wbYMrv7yP7N180MkSSHck7pV3BUEBg+d4rFX/2zfDUyjUWPt8tttDde9x3ShSjjeHlQb1SJLH/28TYYiI8mMzj7J6OwTHH32d9i49r5/XBQlhg8/xlPf/bfUirueiXzzgaHbtpBerzD//o/aHhiKOytsz51n9vlvP6AgfXd/AmdfP9+AgICAh5f+iWPktxbpGz9KKb1Ko1LAdV1PThj8GNeoFqEp39T6jSrQiqMmruviIhCO9aBEolRzOziW6RdtEby4G0n2IQgiRr1Kdu0GtmUiSgqx3mFEUcIyGvSOPsGpL/8R7/+X/4tqoV2xwXVsYn2jhOM9PPqN/4Zyeo3Lb/wN2fU5lFCkmTB69yWIImMnnuX4l34PqcumD0A5s9HWcN1LvZTFkMOokfYYXM5usvLxLzH2eOXJ6nWmT7/M0MyjiJLM1txHfhNbVkKMnPkyo0efoLizQqNa9NQlxo90je/V/A4L537S5hmb31okmuxn9vnvPCAp4rvH0c+Lp15AQEDAvaR/4hiNapH+iWMUd5YxtBquY2PqGhE81SJFjfg+rLZlNJdu3GYc9VSZXMdClBWvOCvJ1Ao2rmt7qkyu9ztWlGSvIYqAVilQL2dxHRdBkr3tVMfCbNSZefLrHH76Vc7943/okOF3XZt4/yQ9I4c48eLvsb1wgau//DvKmZLnu75nSFZWQ8w89XUmT72wr5LB7tLltobrXvJbi1ih6Y5ibmb1OhvX3r+lqgGEN1PMPPl1pk+/jBKKklm56sdBNRJn+vTL9I4dJr+54G/T9o0daZP/b5Fdu8Hqpbfa4lJuY46ekUMcfuobB7Kx6TYHvgMCAr7ghMNwsmnZkcnc+dyHAElR6Rk5RGF7if7xoxTTq1iG3hzu9dQBPDUkFVzPX9WLo67foHVdF8exsE0dSQ0TDvVi2waNko3runvilyfl31JMqGS3fMldSZZJDU1hmTqmXuf0N/6UcnqNi6//BU6bGoTXxI33DDF+8lnGTjzD+uV3uP7WP3pNzUQvoqT4Z0biPZx8+Q885Yd9hn7Wr73XVj/dy+aNczjRI20KE67rsnn9LLvLV9rqmPG+EQ4/9Q2OPve7bFx9j/zmgn88mupn9vlvE46lKGwv+du0PSOHusb39avvkV661Pba7spVRo8+wfjJ/RvBnxkuXevebac4QS4a8OAImq4BDx1qJM7osSfZuvkhyaEJ4v0jVLJb1EsZf0MV10UORb3ip+MFXVkJ4bpO0zNVRlZDyOGYL0lhxwzE5laO2JyQEkWJUDM4m1q1WUD2gpNRK9M7OgM0N2Ty2zzze/8DF3/2V+wuXcIyGpi6hoCAXq+gV4tkVq4ycep5Jk49R6NapF7KYFtW83PFfE393Poco7NPdP38ufW5OzYLHdvE3XPcNg3m3v9Rm+m4d57F5o1zvkfPqVf+GK1SwDZ1T164mSj3DE/TMzzNnVg+/0bXBwbT0Fj84HUe/dp/fd/lByVZgTsPF38mHga2aTQn5sJdpaYDAgICHjTJoUl6Rw9T2F6id+wwtmmQ25inUS0iiBKiKGNZBkoogqnXcWwHAQFJVf3ERhRlT5LJ9dQlREkhFE1gN7dh5aZ3nKyGUELe70K9XvZjKnibkv0TswAUtpcYO/40z/3R/8yF1/4fiukVTF3DNgwESUIrZ4n3DrEzfwU99BR15SUifYCxi+M4CAKEYikSA+PUSxmq2S1Sw1NdP39m9fodvx/bbMCepqtWKbBw7icdfvKW0WDp/BscD0cZmDpB/+Rx6qUsrmMTTQ34ifLdpJtsy2Thg5+2NVxb1Ms5Vi/+6oHID0qyAneYTZKVENFk/z2/rqlrWLqGEokdeCuDgICALyZDhx6hsLVIvZxjYOoEpq6RXriIqTc8+5mmPK+khrAN3VNiEkQkWcGxvaaqKEqEE32YhobS3Py09DqO60n1S0oIx7ZQI7GmDL+LVs63yQdaRoPk4DgAO/PneezVP+PZP/ifuPSzv6RWzDStAkxEOUQtnybRP0Zuc56x40+RXryIIMno1ZJfoI4kekkOTpBZucbIkTOokXjXz3/7VurtWEajrela2F5m9dKvO85r1ErMv/8jTn3lTxg/8Qyjs09QL+d8tYpW/jg08+gdr6eV8x0N1xbFnRV25j9m7PjTd3yPzwJJlsHa/3i8d7hDtvleYGhVb7MrlvxM3j8gICDgt2X8xDNUclsADB16FKNR9bxSXQdRlJv5pYQoydi26VnTSF6e2lIIEEWZaLIfU9eafuk6jmXhOjau4yIpKo5tE06kaG3OGloFNeLJCjtNlaeW7+r2zQ858dL3QRC48dY/odfL/lCVpEao5LepFtLUS1kmHnmB9NJlytlNv9YqSjLRngES/aNsXHuf3tHDXdWTLKNBcXv5jt+PZTTaYvD23EfsLF7sOK+a32Hh7GucfPkPOfT4V5g49TyNahFJVtu2a0eOPn7H6+U3Fzoarv61Fz4m1jtEz8ihO77HPUcQiKYGqJey+54S7x+955d1XRe9Wd++3YovIGAvwRNWwEPJ2LGnCEWTpBcvetuZgkBiYNzfQnVdG0lRUYl5EkuCgCgrSLKKJMuo0WRTbmgMXJdietV7Yzfvbc2EwlTzaULRRPP93OYW7a1fts5tSV127QZ940d5+nv/luzaDS7//G8wDS/4R1MDyGqY7PpNLwHWaiQGxoj3j3iyxoLYNrGb22hvuur1CoXtJRzLpLC15CXGd5BJajVlbcvkxrs/YP3qeziW4QXe1ADx3mE/cOwsXGBg+qQvyfhpqRUzHTIWe9G1CqXdtfseoEVJId47vO+9pYamfqPPux+W0WDj+llvssy2PEmuwXEmTj73AOU4AgICAjoRBIHDT36d9NIguytXMagiKQrxvhEEUfY90yU13NyA9WSdvBjq+eKEYikGp08SjqVwbItiehXbMjC1Gko4iiBK1EsZf6rYsa22GAqdk6m59ZtMnHqeF//V/8L61feYe+9fcBwbNRwlkhpgbmWUv/mRjc0ChtaPIPwe0+NZXnxinmhUbCss5jbn25qu9VLWl7/fbzvHv69mzAevcHnll39PevEirmMjqxFiPYNEUgPN78nxPdkEQfiNpHbzmwv+VHc3Suk19Fq5rdB+P5CVMIobwTS0rscHp0/d02Juo1pk49r7lHbX/cG33tHDTJx6PhhiCggIOFBIisqxF7/H9s2PPFl6aNrODDT9VL04qoRjXkwxGgiiiKyEESNeThqOpRg5egYQsE2dcmbDU25ybJRwFMey0Otl33PONnUkRWm7j72DtpapU9hepn9ili//6/+V+fd/xNrVdwEIR5NEkv04tsXa5bcp7qzgug59Y0d86wBRUvxmses65DcX/CKt67pUsptU8zsIokStsIvUxX/91n3diu/1UpbLb/wNpd11cF3USNy3FWjdd3b1OmPHn0aUZOK9w5/63yOzeu2OyguZlWuMzD5x37ddZTWC6Ej7DkwPH763vrSV7BabN875+a+shBiYOuF/twEBAQEHhXC8hxMvfZ/tmx9R2F7yVB2SvUjKrViEAGo0gVEvY7smouh5uYqSjBwKE+sZYvTo414ztVGjmtvB1OueFVw4htGoY5s6asgbprV0Dfk29aC9saNaSKNVCkw+8gIjR85w6ed/RW5jHkGUiCR6CcVSNKpFFs/9lMTgBGo0zsDUcd+mR5JVv85qNGpUclu+PL/j2BS3l2lUi96CjtHwBlz3YW98L2wtcfXNf/BUqAQIxzw55FZ+VC/n/JqrrIaJ94186n+P3eUrdz1+35uuwMiRMyydf6PrMVGU7jqU9WnJrc+xvfCx913jLX0NH36M4cOn7+l1Ah4OgiergIeW/olZ+idmsUydjavvkVm7QTW3TQkX13WbzUwJORRFlCTUSAIlFEUORRAEgVAz0Yv3jXDshe+yNXee1QtvomvVZjLoYmo1jHoZSQ01zdRvcbs8YGu6yXFstuc/RpQVopEYoViqrUGqVfLUCxmivYMIgthVR79VfHVdl/Wr75JZvurLKlQym2jVAr1jR/aVGxQEEdsymXv3h2xeP7vHa8igkt1Cr5XonziGIIroWoVGpdDhMfBJudPU0d5zHkSAPvz0qyye+ynF3VV/2lsURfrGZ5k6/dI9u45jW8y9/6O276JV2L9Z2OXEl37/N/5+AwICAj4LBFFk5OjjDB85g23qzL//Y6qFNDumjG2ZOJaFY5lIsoIgxBBEyVdBkJQQkiR507cCjBw9w+Gnvs723HnWr76LbZmoTfl929SxLQNJCd81jra872zbZGfhAkrYi9mhaIKbi/28dW66eTwPzenllY0BqvUo3/9m+/ZqSyrZNg2Wzr9BaXfNP5bfWMB1bXrHjuxbhBQEAb1W5ua7P2B36XLTqsDbwiym1zAaNT+u3a2JezfuFkddXLRK/r43XREEZp//NgvnfkIlt029lMUydURJZuzYU4zOPnnPLqXXK9x85wdtDV7HscltzlMr7nLipe93fV4KCAgIeFDISojJR19k4tTz2JbBReEvsEydtCXh2BauY+E2FZUkWfE3W2UlhKSoKM3CMcDM49/CMnU2b3zAzvx5AJREP45rYzbqfs7oF6Kb7JeP6vUKmbUbvn/77Tnj7tJl1EgCUZabEo6dsbCVj+q1Mosfvt5mU5Ndv0komiA1Mt0xUAW3PFjL2U3m3v0hxZ1V/5her6DXK6SGJon1DgFQ2l3/rTZR7xZHTUPDbNQJNRvY9wtRkpl54mssf/xLasVd6uWc53Ovhpl58uv0jh2+Z9cqZzdZOPtaW4PXMnV2mkPqs899+4F52wYEBAR0IxxLMfPk15i2v0ytlOXG2/+MqdfJuKIfQ13XRVLCSGoYWVYJxVPeAJOseEsUzQWbx77xp5TSa6xffZfc+hyiLKNG4tSKGXSt4jdib99a7Iij9QqRRC/F3TWq+TThWIpQ3LOca+Hikl682PRCp+3YXlpxtJrfYfHDnzX9ab3lmMzSFWL9IyT22dRs3efu8hXmz76GVim0Lo5WKdCoFekbO+rnh6Xd9d+q5nq3OPpJ6r6fBX3jR9FrZTZunKNezNCoFnAch3A0yckv/+E9XaTZXb7C2pV32l4ztCrrV9/FbNSYOPX8PbtWwMNB0HQNeOiRlRDJwQl2V66i1ysIUUD05Js8KScBSQmhRuI4lompVQjFe1CbcodKKEpycILk4ARHn/kma1ffZemD16mbBoZWQVJCiJJKo55HjSaQVa9p20oSwSsMmnqD1UtvkV27ztbNj3Cb/iySotAzfKitWLrf1kiLcLwH8CQkls//wvObbRY61UgcS9fIb8wzOPNIx8RuK3HeXbrs+93ejqHVqBUzvozG3XTy78SdprP8e/oE59wr9HrF8zFyHSrZLfonj1PYXvakoqNJwrEUgiiycPY1jr3w3XuyPZNdv7nvQ4htGWzNfcSRp1/9ra8TEBAQcK8RBAFZDZMYHKe0u+b51wgCSjiKZeoIruv9PRRFVsM4loljmYQHxv34o4Q8ed2BqRPMPv9tVi78ipULv8SxTAythhwKIwgmDS1PONaDqKiIoki055YKgG2ZGFqVhXM/IbN+g8zyNf+YHIrw8ZXv+n8XRRmjUfEVIrL5KKubPcxMFv1zWnF08fzP2bx2lnopi2NbSIqKpIQ8BYmtRfonj3d8J56krcDG9bNtHq57qZdyRJJ9hKJJP97/pnyiOHofN1TqpSxmw/NPMht1UiMzlHbXkRQVWQ0TSfSh18ssfvQzjjzzzXuyObQz//G+z0aNWonMyjVGj927Jm9AQEDAvUIQvYZoYmCc3eWruJInYyiHYzi1Mi4OIiJqNIEoSc1hJL2t0KpEYgweOsXo7BOUs1ssnX+DzWvvY5sGtml4MVmvY5smaiyJJCtIskJ4T7HRMhpopTzXfv2PZNduUNxZ8Y+FYyl6Rg/5sUSUVbRq4Y7qDOF4D67jcP2tfyS3MY9WyeM6Dkooiigr1Mt5BEkmNTTZ8bMtafi1S2/5Q0u3U85sEE70ejHwt4yjd8s1BYRPFGvvBa2tYLNRw/vvIEqsZ5BKfhtFjSDKMpFkP4XtJTauvX/Pirib187uu1FbzmxQ3l3f13YhICAg4EEiSjLxniFCkTj1wi6EBwDB31YVBAdBklBjSQRBxDQ0RMsgMn4U8H7Hh+M9JAcnmHjkBfKbCyx88FPSS5e9RqfrooSiNGolBEFAjcQRJZlQNNG2+draTl298jbZlWtUC7ve++96MrfJoUl/eMV1bIxGDTUS6/g8LcLxHgytytU3/4Hy7jqNehlc15OslSQq2S0kWSWa6rRrkZUwruuwce39ru/tOi6l9BqDM4949/Rb56Mqzh3q1Pezpus4ticVbVtsz39MYmAcNRyj5qZRQjFkNUQk0cfmjQ9QQtG7Wvl8EmzLZOvmh/seTy9dZmjm0X1tFwK+mARN14AvBD2jM1Ry283pXqHZFB1GK+exLQOjXvEKxc1JqUa9jFbO0T9xjOnHXmlKKsl+QTk1PE28f4xaPk1+a55GtYBlNNDrFdRInJ6RaS8RdV2q+R1qhTTR5AAb194D10WrFv0NV9s0yW8tMjB1wp8yvpvc7OD0KWzT4Prb/0ytGejBCwRapYBlGriu51+zN1kWJRlV9YJ+dv0m4GnQN6qdfqtaOUu8bxg1HCMS/82ng1JDU0iSgm2bXY8LCPSNHfmN3//TsHHtfdKLlzAdb6t04dxPyK7doHfssC/r0UKrFli78s49aYYWNhfveLy4s+L/NxYQEBBwEOmfOMbln/01DPch0ExGZYVGOY9Z19BrJUy97ksd6fUy1fw2/ZPHSQ1P+946ajSBZWj0b3ktEAAAIABJREFUTRwjNXKI0s4qpd119FoJQ69jNuqokRgD06eQmx52pd01tHKeWiFNNZ/GtS0MXUONxBEEgXLRImJ+RIVXcFEQBKFja3Zl41bTVUBgcPoUtcIui+d+6g3iNLEMHctoYOne5LHRVLdooYZjKJInB9kqWIdiSeqlWxs+LeqlHKFokuTA+G/13feNH+3q0bP3nj4LD/LbcWyLpfNvUNxZwXS85P/yL/6OSnaTvvGjHYoNpd010ouX9vWg/zTkNxfuejxougYEBBxkeoYPMffu/8/eewZLdp53fr/3pM7dN+c7cydhBjODRBAgAAaAFJekJFJUWFlU8NZaK1etrSrXuvzNVpU/bG2VXY77weWtslTa1dorS2updiVIzGAGiAGGCJMweebm0Ldv5z759Yf39Lm35wbcwQxBYHh+RXI4nc7pvnP7OU/6//8WJscQQpDOldB1A7tZxWnXCUPl5RqGAULTcTtNamtzjB5+lHzfqBoW1jTSuSLS9xg+eJL+iSNU5q/S3Fgh8Fw8u4VrN0llCowdewKhaQS+S3X5Nr7dpllRXnOB5xCGQeypbrdqbCzeiAuTVia358CMYaai2PQ285fO9Hiau3YLKUMCz6VdK1MYHO/JcfL9ozR9lVPbnRqaYUQe8b3F3K5HbX5gdFuedrcMTBzZU3WiMDz5vqgluHaLa2e+poaXojh69m/+FW6nSf/EkW0bVsvX36IwOHHPzVC7Vdt12LpLZeFa0nRNSEj4wCI0jUxxiFtvfR+mZxBCI10YUN7jrTpep6G8WqVU/q6Gyey5H1IYnuLA6Y+jG1Zsw2amMhiGxeih03gTRyjPvhPXhj2njdtpks6XGD54AgDPblNduYVA4/zqX+B2WpFMsYFuqtdtVdcQQlCMBo3ShYFYUXAn8v2jZEtDXH75b1m9eb5nSNdu1SJFjEDVku9oug5NH6dZVcpNymonh6Zpajh6C77n4HYapLJFCsP3lo/2Txxm9daFXe9/v2q6rY1Vrr/+DZy2itkL75xhY1HJT5dGDsAWwQYpQ2699T0KQxP33Aytrc7ie86u90sZUlm8ztiRx+7pOAkPFonbb8LPBZ3aOrm+4Z5kStMNNMMk8D1818Fp1uIiq0DgtBqs3Hib1//2X3H2xf+LK6+8yNrtS9SWb0cTyymCwMVM5zEzOVK5IoZpkcoV8V2H5voSzfUlGuVFtX3q2uoCACVnaDc34nORYdjTPB2eOalM1XdgaPq4SnKvvdnznK0YVrpnQ1MIjf7xw5z4+JfjCSQv2s7JFAd3nOwNfNUkHT3y2D0Zg+umxfjxJ3e9//2aBlq9eZ7l62/1bO22a2UC36Myfy1+v1upLt+KtnnujcDf/WILVIDe6fgJCQkJHxSalWWKo9M9iYxhKl+aMAjw3Q5Ou662XyMpwVa1zMr1t3j5L/9n3vzqn3Lj7LdYuf42dquGpusYZkolitk8ZjqrlAZ0nXShn069jN2ssrF0k3ZtnVz/KHYj2lQVGl6nuSnbLwW66JDVNguqxaHJnjgYBOqcBIKpU8+SKQ5w683vbivyRgfASKWxMgVktIGj6ybDB09y4hO/qmKiDGOPn1z/6I6SfKHvIRCMHr235CtbGmIgmtTeiYkTT91TnN4vXZ+/rbRra3iRusZOE9Rrty9uu+1ukWG46+BWl3eLswkJCQk/azqNimoebo2jVhqk2tpwOy3cTlMNYmoaMgypr86zcOlVfvQX/xNvfv3fMHvuhyxe/QlB4EXSvzoS5SlmprOk8iU0XSdV6KNensez26zPXcVtN8gPjtPZIgHsNGv4W7ZWnHYjjqsAhz7ymbgpuxVNNzj85GfRdIObb3y7p+HaRQgN3bRIZQuEUY5jprKMH/sIx575ZZSn7WZxeDd/ucB3McwUwzMn9/sx78jA5NFdh5o1Tb8n6eL9IqWMG65badXK2K36tvja5X7E0b0K//FjkjiakJDwAcd3Oz2Kgt0GqgwDwiDAbTXwOq1oiEkQBAEbi9e4/vo3+fFf/UvOfev/YfHKWZauvoFEWdEgUHZz2TxWJkcqW0A3TKxMno2lm7hOm/X5KwSeS6Y4gNuJVI7CkE6j0lPHa0XKSaCUio597As7DjBZ6Rwzj79AGAbMnf/RjqpImm6gG2Y0hKzy0XS+jwOnP87Bx54HNv1mha6T3UWZIvA90vk++scOvYdPfJOxo4/veE3QfT/324N8J3zX5uqZr/YoTQW+h92s0qqu0dxY3vYcKUPKs+/c87H3E0fDpKabcAfJWlXCzwWN9UUMK83wzElWghQyDAgCD7ddRwgRFSslkjBqjiqT8zAMcVp1mtVVwjBg+dpbCF0jU1DB1m7WItkJJQ2cLvSroBiEVJdvx9LE+f4Rlq6+EZ+Pmc6q4rRrE/gegWtHSbAk2zfM6KFHyA+OU126SXnuMp7dwsrkGTpwItbhryzuvT0Z+h6TJ57m8Ec+gxDadm+CbAG7WUXTdQanjlFZvI7vbk7uGFaa8aNP3BdD8LEjj6EbFstX38DpKE8+M5Vl9PAjjL4Pk0BSSlauv73t9q6HQhgGtKtrFIYm7nheiN2q3bPEcKYw0ONzdCdWOpd40SUkJHygaZQXSGWLmGGGMAjIDoyxPndFTfnqOn4YIISSUvKcNmHooxsWge/RrpZJ5/vwPYfWxirpfB9mOkunvo7v2uiGFXvdhKFPOlvEtdusz1/FtDIMTBzGsDI0KyqREpqGkUrj2S0MM4UW1MkbdSyxju61aYdHyA2MUtAmaNfX6dQrzMzUGZx6iJGZU3GyXl25vev7VVVxyZGnPsfIodMITe9trAoNTdOjTaEMAxNH2IhUC7qYqSwzj79AYXCS69fhzTeh2YSBAXjySZi4i+XUQ49/mlS2yNqtC/GUbTrfx8RDT+7ZkL1feHZ7x23Tbhz1XBu7VYtlm7u4nSZB5P37XhGauu7qNCq7PiZT3C67lZCQkPBBorG+SLZvmEaQQYY+mb5hVm9dwPMcdN3EDx0QQknvy1DFN8PCdx1qa/NY2QLL19+msTZPfmgC3TBpbawgwwDDSse5ROC7pHMlJb1++xKpSIUp8Nwt9jYpNN3AbTcRQsezWwSBR+i79I0fon/8MCOHTjMweZTy7UtUV24jZUhhcILhmZOkcyXcThO7vrHr+xVCQzcsTnzy1ykOTWxT9Nmam2aKA4S+R319EbllUyedK3H06S/c84Cuphs89OwXmb/wCpWFa7HMbr5/lKmTz5DvH72n198PjfLCtoarRMaFXLuxQeC5sTVCF7tZ5V5J5YpourFjg7xLpjCw630JCQkJP2vCwKdVXaU0Mo0dpAmDgFS+j7XbFwl8D6EbhIGHEILQd/FkiG6m0A0L3+1QW5nFSGVYuHSGjaUb9E8cRgiN5voSoKxyuk3FMPBJZYt0Ghusz14hnStSGJqkvUUxwEhncToNPLuFtFJ4dlvFFikpjR5g4tiTDB04QX5gjLVbF2msLyI0nb6xGYYPPoxhpaku39pzexKhkcoVeezz/xjDtHaIo5sN3eLQJDIMaVfXeszh8v1jyrP7Hgd0rUye4899ibkLr1BfnUMiEUKjNDLN9OmP3xdbtnejPHc5zj27dJebQG3B7jQMfT/iaHYfuWYSRxPuJGm6Jnzo6fqitKpr6IZJ39jMtsRMCE3JBjc2CFMFZBjSWFsgjCaDpAzjzRwpJaHvquapDGlXV3FaVTLFoUjiwWfy5DM7fnHLMKRTr+B2mrHMYm31NoXhKTynEyfDViaH79q0NlbizVNN6rRr65hWRpmgC4GZyXH0qc/vGCDVBLFJ4O08TROGwTY5p60MH3iYuYuvqGPrJv0TR/Adm8BzEJrGsY/94n2d+h0++DBDB06ooqmUpAv998XnbT+47Ubc7N2Kpm8ef+tk91buRzN0+NAp1heu7n7/wZM7bkklJCQkvB+EYUB1+RZOq46ZytA3fij2W+sihIYMAsLQJwwCGuUF5d8WhCrRkRKhaUiJkjbyXMxUlsB3aW6s4LTrpHIlAs/BTGUYO/YEnR3iaBj4NDdWcdt13E4LoenUV+coDE/2FCNTuRK+u0JrYwWh6+TTKWpti7xxk8FCCyc4iOP2YWVyDE8M86v/2XHS6d7jGFYaIcSunquB71Ecmd4xjgoh6B8/HH+3G6kMg1PHVMPZ99EMk8c+/48oDk3x138N585tPvfmTTh7Fl54Qf13PwhNY/LEU4wfewK7WUVoOpnCe5f+v1ualeUdveDUZ6OKBW67sa3pqunGfYn1wzMnmT33w13vH5k5dc/HSEhISHiv+J5DdekmntMhlSvSNzaz7btPCI3A9whDJRm4ET1ehsFmozHKB0LfJxAaupXGtZvISoDXaWFlsridFoHvMjB1bMd8NPBcGuUFnFYD125imCmqq7fJ94/22JmkC/0015fUhmN0XM+1aVVWKA5N0qgsgZQMTB7dUb7dtVtYuSJUd1ZeAtVU3C0f1XRzc6BGQipfYjCTVzl0EGBlcjz15f/yvhVyDTPFzOMvMHXyGZx2A8NMkcoV78tr74fG+tK22wRq+FuGIRIVRzN3yEjej1zUMFMMTh5jbfbSjvdrms7QwYfv+TgJCQkJ7xW306S6fIvA98j1DVMYmtxWIxMIlWtRUHKuC9cIfS/a+JR0reSkhMD30XQThMBu1fCcDm6ngW6lsBtVzEyObHFwc3N1C77ToRapKnl2CyOVprY6Sypfii1zhNDI5PtpVpbxtgzLeE6b1sYqrtNStjhhwNjRx5k+/dz292y3SOVKO55DFzOVxdolDupmCs03Ypu8XN8ImcKAiqMypDAwzkd+6ff39wPYB+l8H8c+9ou4dktZAqVz70uztUujvLjttq3XF0rF0o5t+7rcjzia6x8h1zdCa5drHiudixekEhK6JE3XhA81dqvG9de+0bP9MHfhFUZmTjF16tk4SOcHx1mfu4LbaSKnJwkDH99zkGFIKKWSCUQFcWRI4Eucdh1NM8BKIzT1qyKEoF3fYH32MqlsoedcwsCnvjqHZhgEnqumVoWSavLmr2KmsxhWJvZyJTJo7yZa6UI/+YExNpZu8tKf/BGF4UlyfSP0jR1k6uGPMXTgRM/xUtkC+f4xaqtzPbdLGRL6HmY6u6eu/vDMSdZuX2Lx8us4rZp6/5pGptDP9MlnGbsPHmx3IoTY14TQfT/uLlNdmeIgrWp5x/sAcqXh+1LUzvePMn3yWeYv/rhH3higb2yGsaOP3/MxEhISEt4L9fICN3/yEp6zKaWun3+ZqZPP9Mj5ZYqDapJ47GlANeECzyEMgjjRDcNwSxwNsFtVhNARGYEMN5u4tbV5cv2j2+RofdemUV5AN1P4bkdNLWsBneYGrtNCt9KkMkWsTI5uUm1l8kgkff0SMkWMjkQ6b6K1zuL4j+AZUzz5RBq38Tjp9KYnnKYbpPN9ZIqD2zdPIjWMXP/InhOrUyefYX3+CuXZy7HMkaYb5PqGmXn8eUrDU7z6am/DdSvf/S5MT8ORu7DA0XTjXX3ffxrsGkcLW2S2dhgeGpg8el+kj4cPnqRdXYv96LcyfuwjiQ9dQkLCz4y125eYv/BKjwy6aWU49JHP9HiRmuksazcvEE4+C0ja1TUC342KpSHIEMLoe1SGBJ6D25IgRORFF6BmnCTr81fJDYxtGxpy2w1a1VV0M6UK04GPD/hVB6/TQugmmUiZCZQkoZXOxRuQpeFpEILrr3+T62e/RWlkmlzfCMMHH+bAI5/oGayx0jnSuRJWOot7hx1LGPiEoU9peGpPpYOZx57nza//a2qrc7HikmGmKAyOc/y5X/mpFHO3bgW/n+w2YJspDGxeh+wUR6eO3ZfjT518hk6jQnNjped2TdOZefyFbbWNhISEhPcDKSXzF38c+ZpuKh1k8v0ceepzcdzRdAOEYO3WRcLpASQSu7mharrdxquUqD9UjXerZL+mG2rAJVSer2u3LjJx4qlt59OulXHbDYSm47u2iqOOTcNdwmnVEZpOtjSkXk9KNMMklSkQ+K7a/Bw9iNtucP7bf847P/yPFIcnKQyMMzxzkgOPfKIn/qQyBbKloeh6oHeZJvBdkDL2Wt8JIQQHH/kk57795zQ3VuJYbqWzlEZnOP6JL9/Tz2Y3rHQOK537qbz2XuwUR81Upuc6RLBzPno/OPSRz3D1lb/bttBjWGmO7LIslfDzTdJ0TfjQEgb+jl94Uoas3DyHbqWYeEh5ia7PX+lJ+LqNLwnIwCWaM41N10ESei4hSp5CM0zCwMez2wSBx/r8VUojB3ok8+xmVTU8g4Aw8BGaoGvaEwY+gechw67EhUngOWQKA/GmjZXJU759ES+SS+jUKwSeS6dRwe20kGHYUwAfOvgwtbU5ZBjEGyhOqx5JPZrkB8a58L1/z9iRx3Zs6qlt3BapfCmWkxKaju90WLr6BoaVZvDAcUojBz6UW5hOVHTQdIPi0CTZ4uA2iV8rkydbHKBdr2zfztF0pk49e9/OZ/TIoxSGJynfvoTdrKrPd+ohiiPTH8rPNyEh4cOP3apx7czXtsnNBYHH7XM/wExn44nNjaUbPRJGW58jQ5/eOKo2IgPXAaEhNB3DShP4Hp7TwXcdlq69SWFwIp4WBmjX1hGariQQwxChafH3Y+C56IaF265jmBZB4CPDECtbUNuUuk7JCFibP09bgLQEw/mLDAxcItzo4+qrSzz07BcpDI7H5z104ASurVQOOvV1FUebNXzPxjDTmGaa8y/9v0w+/PSOQ0ztWhkpZTz1LEO1QeS068ydfxkZhvzgu48Bu2/SnDlzd03X95N2fT2OV/n+MXTd3Oatmi0NKYUPu0U61xtHrXQuvg67V4QQzDz+AgNTx1ifvYzntLGyBYYPPNzj7ZSQkJDwflJduc3tt7+/7XbP7XDtta9z8lO/QTrfp4Zzyws9fq7dhqmUUvmHR8pM6rYQpPKv03RTbZRk8viuje85uJ0mi++8RipXiuMlUtKuldEMU3m1StmzAeK5NqmMid2skusfxbPbaJoebXsKDCuN22lQLy8qFSgE7XoFu1nDs1t06hUe/tSvx4pSVle2OPBitYww8HFaVQLfw0zn8F2HS9//aw488okdv6sb64voZlq9D1mNVTPatTI33niJTqPC0IET2/K0DwNSSrUB5bRJZQqURg+yeOXstscVBsdxWjUlZ3nH5m2ub4Sh6eP35Xx00+Kh575EdekmlcXrhL5HtjTE0MGHSedK9+UYCQkJCXfL8tU3WLmx3Qqs09zgyo//jtOf/i003cBuVnFa9c3hlK1DR1EdV6kuyc1BJsB32mhmCuF0kAWJ57QJfBfXbrF6/RyariE0U8kSB77KfcwUntsBtsRRKfGcDmY6i92ski0N4TltDCuNFQ2tWJm8kpKvlpV8vO/RttJ06hU8t4PdqnHi41+OX7M4PEWm0M/A1LFYLSPwHBUTwpBMoY/66hxXX/0qBx/95I5S+7XVWaxsgZTbwW2r2rgE6mvz3Hj9WwzPnGTowIlt258fBsIwoFFeJPBdssVB+sZmdrQHKgxPUVm4im5Y24aqBqce2tU3/m5J50qcfP4fsj5/hdrKLBJJcWiSoQMnEru4hB1Jmq4JH1oqC9d2lIztsnrjHGNHHsNu1bn5k5fUVJMM4iQSIVS8Fno8CdVtuG4i8V0HITQaa/NokY6+bljYrSqB62BlC1Ex2cWwMnjxtkvkTxcVKAPfJVMYIXBt1cjVDQwrFUscNsqLeI4dJ+PdgrZnt6kt3+bWW9+jb/xQHCz7xmYYnFJTT9m+EdWw1U0yxUHSuRKl0QP4rs38pVcJA3+bVPDNN76D3ayRLQ2R6xvGadWVr2vo4Npt5i+9ysbyTQqDExx9+gv35Mf2fuJ7Drff+j7VpZtxc90wU2qragdf1dLYDJniALn+UXzXRiAoDk8xfvzJ++7vky0OcuCRT9zX10xISEh4r6zePL+nv9fytTfpG5uhPH+FxcuvI3R90w/OMDc9VYQGUsRxtgepvNLtVh3P7qAZKvbpuo7TquE5bdL5/kjuXaIbZrw5aVhpwsCLZRdVHB1UxWShCsSaritpRqHRWF9C1xwKUT6ayrXQtBydRoXa6hy33vwOpz79W3GTd+zo4zTKCwihkR8YZeXGOXQzhZUtkOsbJts3jNOuc/Pst9EiD57N9yW5fvabBJ5DYXCcwuA4rY3VyOMG1uevEkidK29myJaGKY3uPMC0srLtpp85drPKrTe/27MNY2XyyotwvVfWSWgaA1PHokGyfnzPQdN0+scPM3HiqXv24buT4tAkxaHJ+/qaCQkJCe+V5Wtv7npfGPis3jzP9OmPM3v+ZapLN5W3nAxBCDRdV/5zCGR3OyIMezZ9uq/juzbtahndNBGajpnORkXjJr7dIVMcJAg8hK4DIo6bhpVWfnGRDYCUAaaVI3A7hKGvNkmlBKEkEe3GRnx8SdQM1nTqa0qFYu78yxx56nPxuU2feo52rYw+dQy7WWPt1kWMVJZ0Pk1xZAoznaVVW+PKj/+OE5/41R4FoTAMuPXW9wBBaWSa0vA01ZVbtGvr0Wf7BjIMWLn+NtOnn2Pk0On78BN7f6iXF5h9+wfYrVp8W7Y4SCbfT6fZ64OrmxaDB46jaya6aRKGgZIDnj7OxENP7moV9F7QNJ2ByaPvixd8QkJCwrsRBj4rN3eRBEItilQWrjEwdYwbr38rXqoIojglNJ0wCFRtN7K5YUvDNT6O7+ELQaO8hGGlYtVBp62sdQK/STrfj+/aUY02jGKjwDBTcc4rwwA9+k4OfE/5yuaKyDBEMww69Yravo3qkGEYxLnzxuINNKGzcv0c4w89EZ2/xszjL3DtzNcYnjlJs7LC+vwVrEwBI5VRQ79CUFud5corL3Lik7/WYwEUeA7L1y9gmBb944eQQcD6wrXYOm3+0o9xOg2Wr77Bkac+16O+8UGnPPsOC5fORM1vNd6dHxzHtDLxbV1S2QKDUw+Ryfcr9RAkVibPyMwpRo88dl/PSzctRg6d/lBdkyT87LjnKzghxCDwa8AvA48Ak4ALnAP+FPhTeWfm8O6v+UngnwHPAQNAJXq9/11K+ff3es4JDwb18sKe9/uew8KlMyxefj2W4BVCV5NRuprq9ezWpr9O4MMd0q8Kie/ZBIFH2jDRDJNsaYh0roiZydNYm2fowAnsxoby5ZFh3FAF8F0Zv7ZupkgXcpRGpmmUF2msL+F7Nr7TwfccBAIjlUE3LYSm4bs2brtBs7JMu1HBd20mTzzF1Mln0HSDmcdfoDg0yeLl1wnDkGxxgExpkFxpOEq6FSvX32bk8CNqYsvp4Dttrl39BlKqAnemOEi7urrpJwS06xUCc4paY51U9hVmHv/Uvf7IfupIKbn26le3ySb5nkNtdZbC0CSd+jps8V4vDIwx8wu/TSpbjLaEjW1ehgkJCQkPIo21veNoc2OF2XM/4vbb36dVXQNADAokkkzfMBI1GCRCXalDhDtf7kkZ4jttpG5iGUVMK0O60E+ubwQpQ+zGBn3jh2jXygSeAyipJj0adPLdTiwHZWXypHNF0oV+GuVFmpUlAt/Hs1uRHLGGmc6i6QZCaHh2C7fTpF2rRBsnNhMPfYTRI4+hGyYPPftFVm9dYPbcj9ANS8k89Q0pKfzuIDWSxcuv0zc2Qxj4kVJEh/q1VwFV1M7k+2hUlnvet9ssYxgh7doaZjpLrm9422eT/oANxfquzZVXXozlkru4nSZup0VxeIpmZRm69oMIBiePcvDx56OflY1hpu5rkTghISHhg0gY+Or7cA9qK7M47QZzF16Om4ki2mjN9Y/SrpXVwG6oqSGjHcsmEiklntNCyjRmOoeVKWBl8hSHJ3FadWQYkMqVlGqD7wEC3bLQDBNTaKpAKSUylKQL/WSLA+iGRb28QHNjlTBUnrFh4KHpBmY6p9QmNIHTruPZbZx2nXp5nk5zg4njH2Vg4gipXJGHP/nrrNw8x82fvISZVt5zub4RUvnN7cnAd1m+9iaHnvh09FoNPLtF8+YFQA32mKlM/BkByFBiNzbI9g0zd/5lsqWh+7at8tOkXStz7dWvbvNBb9fX0XSDwuAkzS0DTJqmM3n8KaYe/pi6XvIcNVR2H/zQExISEj7ItOvrm0O8u1BZuM7KjXPMX/wxTrTJKYRAArnSEJ36Br5nR4qDu8TRaBPWc9qqHGylSedK6KZF//hhGuUFrGwR31GNWOn7WwZ8DQyIJPBl5J06RGFogmBgjHp5gVZ1hcD38SNZf920MFNZhKYjZYjTquM7Nq7dolldobZ6m6lTz5LvH6U4NKni6I23qa3MKtn+bIF8/2iPxL7dqrE+e5nRI4/SrpWVT63dojX7DkIIUrkSIOOGK9E5e3YbkRFcf+0bPPLZ3/lQbGRWFq5FQ1mbSCSN9UXMVI5c3whUNmOsYaY4cPrjjBw6je85hIGvPv9EUTDhZ8z9qIj8JvB/AkvAd4BZYBT4deCPgV8UQvymvNNwZBeEEH8E/HOgDLwYve4Q8ATwApA0XROAnbXat+I5HeYvvYq2bUNTPTPXN0JjfQnPqSIDf9s0lHqoCuZEheQw8NUXPGBm8hQGx0nnSmRKQ2SKA4hIYliGQaTprwJ1V+oiPzhO/9gMM098mu/+6X+P70UTU1KChDD0o0awQAhNJc6Bj0QVQgPfZfXWBexWjWMf+yWEEAxOP4Tbae659RsEHvXVOSVrYbciyQ31Kxn4HpWFayBlLItxY2GKd+ZOEpozAJS+7/Gbv+/y9NPWbof4QFBfm9/WcN2KXa9w+jNfYf2730PKkIeffr6nCG5YaeUH0ZXpSkhISPg5plOvsHLj7W2FP4FAaDr5/tHIh82Oios7XOoJFXOllATRVm1XPi+VK5LOl3AiT/NUtoDvWtGUckDgKaUJM5UlDAPMVJbC4Dhjx57gxvwEb7z173DdGQzdYyh3HctwEb7hdpUKAAAgAElEQVSH12mSypUimcO6kj/WNAK/iGs3mb/0Kr5rxwNMY0ceo7WxGm3b7kxXanfuwiv4rt2T0PuuzdrtSxipNIa1Kd0kZcjhAxtcuTFIa2N1x6brI4/s/+fxfrB2+9K2husmqmDx6Gd/l43vfQ8p4fTHP9cjh2iYqchiQU8S3YSEhJ97amtzOJ3G9jgqBLphkusbobZ6m9BzeoZftzxSDQzLEIkg8FzS+X6sTA6B8gPN94/itOqkS4Osz12JfeXCMIqj2qZva6Y4QGFgjCNPfZ6125dYuvZGrPikismhkviXUnl2t5u4dkvFeCkJPBe7WeXG2W8hw5DBqWOY6SxTD3+MjcUbZIq7+6BvLN1g+vRzXH75bwg8I94EAjXYU12+STrfh6Zv5u7dxqVEsnrrwoei6bp87c1tDdcuYeCTLQ0y8/jzbPzwZYSAR5//4qbHLhpaGEQehEnTNSEhIWH19gXSudIdA50qvzTTOaTQaJYXoobrTm0HAZqm7G+EwPdcMsWh2PYtUxggne8j8FzCMKBeXkDXTbxo6DcIXTRNx8rkCHyPXP8IxaFJTr3wn3Dhu3+J3aioaCbD2K5O5YqSXN8Idl0tz4QyRLNbhL5Pc2OFK6+8yPHnfoVc3zCZQj9TJ59hffYycvTArp/FxtINSqMHuPLKi4R+PpZYllLSaVTo1NbJlAYRYrOWGdv+BB7lucuM3efNz/uNlGrYeTc8p8XUw0+z5M4SBj5HHnmS0sh0/O/DMFP4Ui0+fVjUGhMeXO5H0/UK8CvA323daBVC/LfAGeA3UA3Yv3q3FxJC/Caq4fot4NellI077k9+YxJiiiPTrC9c3fV+p1kjNzCqpn6yhXgqqothpsj1jdCuru3ccIXN+rEg8qTLoBlK7z+dLbI+dwWn3SA/OIaZKVBZvE4QBVghtKhx56AZJkOTJ+gfP8TUw88oqUIzhYgaoKrJqhq8apsnwG6qzdmurIXd2KC2MotupqivzVNfm6c0Mg2ordR6eUH526VzpAt9PYE2DAIa60us3boADKlmsGnhe66633fxXQczneOd28d48+pJtbkT/cbVaib/4a9cbNviUx/ghdfq8q097/fcDp3aOrqpmsfdArjbabJ4+XXlbxPJPQ9NH2f8oSeTQJ2QkPDAUhyZ3iZzt5XAcxGahpUroutG3DQFtaljZfNYmQ3s5kavr84dSClVo1bXsDIFFU9NC03TWLt1UfnXBD6GmaK+thBtu9LTuDPMFMMzJykOT/HG1Sf41otzmN5JBrNX8QOdhlbA1AyK2QphqJLeTr1M4HmARGg6dqNCdfk2AxOHWblxjpHDj2Clc0gplTTw2jwAqWxxm69a4Hus3b4UxZlhFeOF2BxgCjyCttfTdDVTGZ44tcTsQgnb6Wwb6Bkagifvj+XpfaO2g0/OVhrriyAEeqQI0f2c2rVyrCwiZUgqW2Rk5hQjhx9Jmq8JCQkPJJpuUBya3FV9SYYhvmNDXjVHG+XFntEkoenki4M0KovIdpPdFJeI/NI1oSGERjpfAgSpfAm306S+Nk/gewzpJqEMacfbrlvjqMBKZxk7+jiZSGniyisvKmscpw1oKHkHDVC5qJQhnUYltiGQYUCnsUF1+Tal0WkW3jnDwMQRhKYavK2NFVq1Mpqmkc7392zoAPh2h4V3XqPTrKLyUS1+x1KGBL6H226S3iJBbGzxoGvXyvv90fxMebd8tLp8i+lTz8aqWN2Ga3XlNstX34gHiHOlYUaPPrajp3xCQkLCg0C2NISZykZxaDue01Fbp6g42mn05q1C0+kbPUhjbX4Hq7guEjVUpJQFNr3M1fEblSValRVAMnjgBL5n4zRryiZOaGiaTgBx/B098hi5yM+1XV9HM1IEvhPZ1wkVSqWqwfqeg9tuxI1PF6UklS70kR8YY+nKWY4+/QX1Xu02zY0VfM9B1w0yxcG4bgkqn3Y6TW6f+2G0dZtXFj8Roe8RBF7sAQ9qwMtIbW62tiPlqg8ydrPaI82/E9XlW2i6UsTqHz8U37526yIrN89hN6ubtnEPfeRDMbCV8GByz01XKeVLu9y+LIT4V8C/QG2o7tl0FapD9D8CbeB37my4Rq/p3ev5Jjw49I8fYulKadcv5EyhPy70FYcmKc9f6ZkgdtoNOvUKmm4iQz8yW78zSEu6ya5ATSQLoXxnNpZuKo8cwGnVsZtVZBBsFqUjXztVlA2xmzXqa/O0xteoLN5ANywyxUHcTpPQ9/GjqWIA127Hvq+gknozlVZbqfNXGZ45ycbidQqD49x84zssXX2D5rqSt2oBetliYPIImm7SWJun09igPHeZxto8qZNfUr60gGe3VOFUaEgk7VbAuRvHATU1thWhaXz/+/DRj0K2N4e+rygJwyZWJn/XXnByl6ninsfc0WB37Rbv/Og/3iHDYbN8/S2alWUeevaLiUxiQkLCA8nIodOUZ98h8N1t9wlET8JWGJ6itnyrJ5VtVVdxO80ojgY7J7tSxgmhEBq6bqDpOoWhSSoL1yJJYkmzsoxrdwgDf3NDJPCjTVml/tAoL9HsFLnwzhJ2u8qV5Y+iyYcYL13l4KBDX3YZQYFCpobd3EBEiTWgJBbTWdx2g8rCNYYOnKC6dJP+8cNcO/M11heu0qyoQmezsoKVydE/cYQw8GmsLeB2mqzdPE+rWiZ96ksI3QAp8ewWhpVGCKGsCnxPDWdpmkqWDYdf+QeXOfPWNG6UFxsGnDoFn/vcT0de2G5W8T2HdK501xJSu23nbOXObazutPZWf2CnXWfu4iu06+sceuLTd3UOCQkJCR8WlDf4Ys/WZhcpw9jDVLdS5PpHaG6s9jymVl4g9H003YjVknZ4IbXtCghdRwgdw0qRzpWoLt2MNmwktZVbhL6v4mgQqMJvN44KjSCw1Dbq8SdZuHyGdr1MKldSXup2C9/VEALCUHm5tmtlNE2Ph4U0w8RMZWnXyggBpdGDNDdW0A2Ta2e+RqO8GDVUobG+TKbQT9/4DE67QbO8RBgGLFx+Dddukz75JYSuE/puJMWYQiCUzGTXR89KkcpuDkDp+vszCKuGttaRYUimOHBXeWB3y2nPx+zwMy7PXeb2m9/r+XfUqq1x4+y38DotRo88uv83kJCQkPAhQdN0Ro88yvzFH+96f3cQJ50vbV+mkZLq0g1AKHs1KXePo5FSYvc7PZUtIJE0y0vRsTQqC1eRQRjloyEQEvperEQYBD6VuSsUBie4fe4HeHabTHFAWc/YLXynEx1OPa9dXYssb5RqhW6YGFaa+tqCiq+RgkW9vMDNN75Da2M1rjE31pfID4xRGJqgXV2L4m2K+pqyzrMe/iJCU1Y6Ykus9p1OnMOn8yV0Y7Nxu10F8qdDGPh06hWVDxcG7kpF8L3UdAHmzr/c4w8skdTW5misL3L06S98qPxsEx4cftqdhG6T1N/zUYrngEPA/wdsCCF+GTiNcl88I6V85adzigkfVjTd4KFnv8j1179Jq7qZwKrA/RitjZV48tjM5Biaeoh6eSG28/TsFp7bUYbrIbtv6cgwbkrmB8fpnziM227EwTAMfJx2A7ej/EA13SQIPIQMkQJ0PY2ZyWM3N2isp7jwvb/EblQJfJd0ro9MYQApieWIw8BXxetog8YwLax0nlS+D1DbNu3aOoHvMX/xx2ws3YgKq6lo4kltJ63PXUFoOk6rpgqwrkPgORie+rO+cB3NMJGyporSUrKwNkYQ6KSyBYwtU1WGlcFMZfF9uHTp7jZzAs/FczuYVqZnUutO7GaVufMvU1+bRyLjyaTp08+Rjt77u5EfHKc8d3nX+zXdIFsaAq7Fty1ffaOn4bqV5sYK5dl3EpP0hISEB5JUtsCxj/0iN3/yUo9EvWGmmD71HHMXXo5jXbY0iKbpVDSBDJUUodtpqtil6Uqmf8fpYtQQkqYSztLoAfIDYzTWl2IP2DDw8ew2ntNCN0xkqJLdSGcYI5XDSGWwGxXqq1cp2ovk5QiTxSWurT7FxYUXeGfhI5ya+AHDpQUeOfiyKnpKCGWIbqZJZQtxAup2WjitOoHncv3sN2nV1siVhmhVluNzcjst1ueuEAYenUYVr9PAc2zCwMNwbUBgry8hhMBp1RGaSuSlDBGaoH/8UKyU0Fe0+cpXJKPHNVotKBbvrtnquza+52Clc3sWfxvlReYv/phWTU0xa5pO/8SRaKNmfwfMD4ztuU2Uzvdhbtk8Api/8EpPw3Ur6/NXGD74cDJhnJCQ8EBSHJ5i5olPM3f+R3G8BEhlCkw+/DQ3fvLtLY+dRjcsqkKAlISRHL4MA9B1pLtbyURG/5Houknf6AEypSHW569s2RQNcO02gWerAquUBEEAMkSgYWayaLpOu77O/KUzCKBZWcYw06TyJXQzpQaHwgBtSz4aSomQGmYqQybfF8eSdm2d/OAEnt3mxoWX8Zw2uf4RNYQcnVOnsUHgu7idFnZDySu6tvK7M9yOUnKqryO6tfBoUFkiMQyL/onDPUoJ/ROH3/PPybVbyCDAyuT3LP6W5y6zdOUnOO06EKlsHDzJxPGP7qtoLIRQ1ziVpV0fc2c8DAOf+Quv7Ni4B1i4/BqD0w99KHz4EhISEu6WsSOPEfreNmn2XN8Ig1MPMXv+h+oGIRiYPEpjfZFGtE3qu53Ink0N94bB9kFiYHN4SUrMdJb+sRlS+RKrN87HD/E9F1xJGKpBqDAMY8lghCCVK6qBpPo611/7Or7n0Kmvxz7rumES+GqRRoqgJ45qhoGZypIpbA7yNCsrZEpDNKur3PzJtwnDgFz/CLXVueiUJY31JZx2A6dVo9OoEHgebqeBDENKThuEhtNuqPwzGnLuNiTNdIbS6MGej+G9KidIqbxihRB7LsZIKVm6cpbVWxdir14rk2f86BMMz5zc17HS0bXGXl6/+YExaFfjv3caGz0N162EYcDs+R9x+tO/ta/jJyTcT8Q+rVbv/oWFMIA3UI3TL0gpv/4uj/+vgf8V+D+ATwF3ulx9H/iHUsp33YcXQpzd5a4TR44cyf7xH//xu73EA0ujoYqqhULhZ3wm9xc10esBSvJOCDUpu1MzzZNq60XaNbXdI3eelOlFoOk6ZjqHbphKo787xdoN+J4T+e0AkWRw9wHdJK1bgA3jjSBUgrl1IlZ2t2uj5+o6um7QncwCoomhfjzHjh8rZaiarl1d/zBA0jttK8MAPTcIQNBSk0dC01E+bRJfFui4uW1SgLqZir3uCgXI72MBVcoQr9PqKUAYZgoznduWtMowVEn6Dj8HJePRt8/pKEmnvrHrz9Ow0liZfM/vQbu+vqcspqYb+276fph4UL8L9ssf/MEfcP369Z9IKT9g4p4fDJI4ujsP6u9O4LvIMFDbqKYFCNxOc1vC46E2PLXAJvAcAs9FSTbtfT3ZVW8wM3k0TVcyUlueIpFKVljK6Ct5exwVQuCHJoEvcX0LKdX9fmAionEdkBSzG2hiM8ZquoGm9TYrNUN9t3v2ppxV1/+ue15h2JVUjF5LSkIZYnTjaLuCEDqapkXvX0Y2BEaPxD9CKJ+6u/RnU83oFkFXJlIIdCuNlc6y9ZpAPdbDbu6s/KHiWGnbc3aiKx+5G1Ymj2Gl49+DfC675+NhM/Y+aDyo3wX7JYmje5PE0d15MH93ZOSFGiI0Pd4ssZvVbUMp3Tgq/DaB5xD6vmq47SeOGlb8fdrdqImM05V3ejcmQ28+Gm3pCE1D0wykDJCh8nDtFqI34/gd5yIEumH1xjVANy1S2WKPLGQYeJGsv3qdMIg8WaPcTEp1zG4cDdsbUXzXoscIjFRmczOoewqarvLBu5SrD3wXL2r0qtfRMK1Mj2xxl91qB6ByWCu7v3+vgefGTdudUL61Rvx7kE1b22yQ7qQbex8kHszvgbsjiaN7k8TRnXlQf3dUDHMAiaabUXNS0qlXtuWZHrrK11w1ACyDIM7F9kIIDcNSNckwDAiipZVuHA3DgNBXg8RROhoJTYjIYl2LFCD0WIa/axcnw3DL0bfGUbEljvbGMDOd3dZgDDx3y3WD3JT4j+u86phGPoqjnaqKz9HgkqbpGFY6qt9uHk83TFK50p6fz074rq1knqOGuFJhzMRWM1vZqXbQxUrndoy9O6GGsXeWnBZCkC4M0GyqeF0oFNRCVfeaaBe6sfdB4kH9LrgbPuhx9Kf5L+5/QDVc//7dGq4RI9Gf/xS4CXwWeBU4CPwvwOeBf4+SKk5I6EFtmKp/zl1ZH91Mobn29u2LKLEkkiuU8t3lC4SIjrGlYCo0DU031FRw4G6TQehNXNmSqEbHJdzSEO1NbIUwotPc5aIhlh6WW27SMFNpwiBAhgFBJJe81XOu5/yi8jRIVYw2BKaZwd7YciEgNHTDjBuuAOY+FCm6csp3fia+5xAEXpQ0bybuntPZtVEqZYjndLAyuR3v70WQypVw2rVt0k66afW+hpQ4rRq+04mLEOoCRhUfNE2Ppb4S9kZG15R3oRqSkJDwAWOr9FBXbt9MZQg8Z3sMEUIloJFvzb7m94RA082e7/7uUFF3g/TO7+2e43aLxxIkAl0LIo+7AE34SCkQIvJXDQ0MS24WsXc4QXUevYmvpukIK4MMI0mpqOkaXzdEQ1Zbzwmhbtc0JZtsZfI9cs2abmJlcu+p4aqaqFvSdynxHSXBnL4jaXY7Oyem3dfyXTf2j9sLEfkcOe3Gts/NTGV6i75SYrdq+K4d+waGYRBPk3evm5I4+u4kcTQh4cOO6ClAyjAEoexanJ2scISIljujX/p9BFIR5SZd6xoVe3SEbuA7HQLf2/Z9uzWOijvyRimiIeAQeoNb1KDV9Tgub92i6aIb1jZJek03EZoRb/gQBFEM3fk9qesNgdAEmmaimykMKx0NU0fHMVWj+a4brp6zrZkpwxDXbhGGwR3DQLJnCOtOfM/BCDL7KtjqpoWZzuHZrW33WZlCz2tIGeK06/iusy2OCqFqDULTkjiakJDwwCOE6MkzVBwVmKks7rbv024TFDShEbCH4tKW52i6aphuze003QAhCBxbDUFti6NApMTXkzoKAVJEQ0xwZxxF6Gi6tiW/DYHefNCw0vFwbRfdtKJNW3+zli002KVuLcMQdIGu6YCOmc7GTeHuuRhWap/11F52an52lR6tjLzj5xXsuZ3qOW31+H3EcjOdRcogVnLsIoRGKlfouR5wO00V1wM/VnDsXpuomr25ed2UkPA+81Npugoh/ivgvwHeAf7TfT6t++0jUButb0V/vyCE+DXgCvC8EOLZd5Ma3q3DLYQ4q2naR1544YV9ntKDx3e/+10AHsTPoFOvsHD5NWors2qC1kzRP30Y37OprczGX7xlMYqmm3i3ztCuV6it3Cb0PXYP0gLNMOkbO8jjX/qnHHj0Eyy88xor19/C9xxmL/2Q9sYart3cnjALDZDoZopscYhcv5ot0IDOxgp2s4bv2Qi6jVGJpuvoVgbTSqvJK12jODQVJ2hC0zjx8S8zdvRRLr/8N9tPN8qHF2+dpRNJOYEyVvecDsWnfhckVH/8r5UURrZAaXiSgaljHDz9KH/5dydZWVSJ350SggMD8JWvvHucXLh0hqVrV+NzuZOx0QmmTj4T//2tb/xbPG33RNcycjz6wi/vfdAthGFAdekmrY1VhK7TP36YXN8woOSZv/m1vycMPQbDdVYWz2E3NnBadVK5YuxlGwJmJs/ME5/m+HMv7PvYHxbux3dBpQLf+Q5cvKhqKvm8kp7+5CeVZ+EHGS2pbO9JEkd350GOo/W1eRavnKVZUR7hqUyB0uGDdBobNCPPutVwEN2wmBnOc+WVF+lUlmlurETywrsgNAwzxcDUUZ79vf+OvrEZrr/+DWqrczjtBrPnf0C7XiHYot4QPTH6QyXhhcFxGp0SCwsQhDoEbYS0MTQH28shREAhXSOX7ZDLmxiGie856Gaqx8dFN0w++uX/AqRk7sLL289Xh9D3mbv8ipLIj5JN31XbvcWnfk/F0Vf/DalsgVSuSHF4moHJo5x4+nnShX7cdgMzlSWVK25//X1w9dWvUmvvIvMbwuFjpxiYPAqohPitb/7bXWMuQKmU49jHXtj38QPPZX3hKnazimGlGZw8Fr8Xp1XnpZe+hZQhA8Eyq7Mqjnpuh0xhIG48hECmNMTxT3yZqYc/tu9jf1i4H98Fs7Pwve/BjRvqEnJoCJ55Bj760ftzjj9Nkji6N0kc3Z0HOY6WZ99h+fpb2C0le5ctDVEYn6RRXlDqOsBqOIhhpRjQ2yy+8xr15Vs4re3Dqj0IDStTYGTmYT7zT/4FZirD+e/+JZ7dpFFeZPHKWTr1yg45beQFKzTMdJbi8BQiyu9E4NMuL6hipe9Fw8jquXrkgy6ERuC7WNkCub6R+FWtTI5P/d4fsXrzHOW5xe3nq6tYsXj1dWQo8VwVRz27TeB7lJ5WcbR25s9IZYukC/30jR2kNHqQJz73j/E9B9/pkMoWMdPZu/45yDDk3Lf/Ha62vfEJgA+nP/pbsZpRbWWWq2e+uqcgxPjkQSZPPLXvc3A7TSoL13DtFqlskcGpY3GBulFe5AcvvwJSUurcYn3uCu36OmEYkCkOqsFfVBwtjkzzyFO/855lIT+oPMjfA/sliaN7k8TRnXmQf3dkGLJ07Q3Wbl3Ec9oIBIXhSdIT41RXbsVqBGtyCMPKYNVuUVudZWP+qhqc2auxpulkCwNMHH+ST//+P8dp1zn/0l8AkrVbF6nNX1VbteFOSztqWNhK5ymNHkDoBgIV01oby7h2Ww0ndeu6Qg0mWZl8bJuTKfTH/rQAhcFxnv+N3+GdH/2H+Ppg81zVH83KMivX3wah4btqk9NtNwgDn9LT/wiA+mv/N6lckWzfEP0TRxgYPMKjn/1dFVMCn0y+f0+bt91wO03OffvPkdouKoJhk0c/+XtxnXrp6hssvHNtx8d2OXL8ibuyCujUK1QWrxP4LtnSEAMTR+LjfesbX8PtNBnw12nWl6mtzNKorStVyOJAtOgEoaYxMHGEJ3/hP3/gFAwf5O+C/fJBj6P3vSwuhPhD4F8CF4FfkFJW9vnUrjbZjS0NVwCklB0hxNeBfwI8DST+rgk9dOoVLr/8Nz1Str7nsDZ7icLgBKc+8xW8ThPDSvPj19/Ed21y/SMEnothpXEDb4/BKGXG3qqusXz9bbKlQUYPnaZ86yLV5VvohoXvu2xfgSGenpJhgJnebGAGgU+2b3iLfyuIUCI0NVkc+h6B0NBTaWQQqClmAUI3KQ5NMHXqWVLZAmYqu6vsgq6bgCD0/ViaVwgRTWhJhG6gmya50iDDM6eUtBOS3/5tkz/7M5PmHepKpt7iM8/MUb4dUho9sKdU4PrC1V3vA6gsXOtpuoZ3THfdiZLK2j+apjMweTQuSG9l4Z0zPdPTqWyR2vItJOC0atFkmVrndTrNXX3qft5ZX4c/+RNob/nn12yq4vH8PPzu7yYbOwkJHyaqy7e4/vo3e6ZAnU6D1ZvnGZk5xcxjz+PZLRpvXowk7pU8r+/adBob+Ht9V0pJEHi0Nla5/fb3Maw0o0ceo746T31tHsNMqziwLYzK+A8ZBpipLEUTVldA822kppPRW3i+hvAlxUwNy/IxdI3Ac9B0HcNSsVfTDWTgo1tphqaPMzR9HN/p7OqjpkWy/lKqGCUixQchtDiOarqBblgUBicYnH4onrq10jms9PZp4np5gU69gmGmKI0dxNhBlglUc7ce+fnsRmXhWhzjgmDvGArvHmfvRDctRmZO7XjfzTe/E09t64aJpum40bVIp7FBvn80ns5q19ej65GEO7l2Df78z9XQUpdyGV58UcXYz3/+Z3duCQkJd8/ilbMsXn6957Z2rUy7VmbmsefJ9Y8SeA6Nty4hhCBnBJhWmmxxUEnJ79V0lRLf7dCqrnLtzFc5+vQXGDv8KLfP/ZBWdTXaatkpDit1J0kk65tKRy+nFC2yfSOElSV8CUJT8ojdgqbv2pjpHIaVRgCaYRL6LlYmz/TJZ8kUByiNHqQ8d3nHU+42GMNQeduJSPFB03rjqGGl6RufoW+L91w6V4I7FB3CMKAeDWtZGVX43k1FolFZ2mEzqpfKwjUmjqsJl/3E0a0qFvvByuQZO/r4ttvDwOf62W+CVNcJVragvNuj17ebVbKlIUD99JqV5X1LGz8oVDoVKp0KOTPHeGH8Z306CQkJ7xM3zn6LjeWb8d8lkvraPM31JY597JfQTaWw0HzrIiDIloZolBfJFPoJXJsw2KPpKkOcToNWdY0rr7zIkY/+AwanjrF87U08p60UAyOZ+56ENFJJRMpY7RCUnL6RSpMpDm6RJVYKE12lQM9uY2WUvZpEebt2FYsOP/lZNMOgb2xme9M1wrQyILRIXbEbR8UWCX4VR810jsHp42SLg/Fzt/7/LoHnUl2+he85ZIoDFAYndlWRqCxe33M71Pccaqtz9I8fUp/HPnLN/cTarWSKA0wWB7bdbjerPXYAmeIgKzfOKWugUDWmu1LKMgxp18rxck1CwvvJfW26CiH+GfC/AedRDdfVu3h692q9usv93abs/kTAE36uWLj8Wk/DdSuN9UValeWeBpxumOQHxgk8l05DTQWrjdCdOq/KS86wMnh2k9nzPyKVLXLoo59l6epPVELZ3XDtBiwZ/w8CJWHYLfwKVDHT67RACDKlQaWTb3ciaQoVrEMZogOaadGqrmBliuimiaYZXPr+X3Hw0U8xfuwJZs//qOdspZQ015cIpZJ3CAOP0At6ppdBYKazpPP9FEem46ZscWSabBH+8A/hjTdUQTDwXdLe60wPXsJe8bm9AuK8xtCBExw4/fEdvVbfrUl6588qWxqiUVna9fHZaEv1Xgl8j/W5K0Bv4qqbKXzPQaIujLoBOtc3jNOqKamKB0z//1556aXehutWrl9X26+nT7+/55SQkPDekFIyd+GVXROr1VsXGEc2V3IAACAASURBVDl0mvzAGEJ7B4DC4AR9owcJA49Oo0I78An3KEhquoGRyuK0Glx77eucev43GT38KItXziq/825C2837tsbRyH9cM0wsYGBAo97QkV5ThV0tQz5rkzI9NOGjCY//n703jZHtPO87f+9Za197X+++kbzcN0mkKMuUEiuRI9uJA9sZYzIzmORLMAkGmA8zGRgzA8z3+TQI4EBGkFiZOEAcW3YkK6YWiotIiryXl3ffuvv23lXVtZ466zsf3lPV3bcXXt5LS1zqBzR4u+pU1alqop7zbP+/lEL5+2g6um7Sqi5jJtKYqCT5wl9/RyXb0yd2FYxlFLG5Oodh2nSbNeXT58tdcdRKpFXCOjyp/FYNi3RxdNd7d5o1br7zA5zm1hyirptMnHyK0aNndx2v4tHBElnb42jP6+0gSadeAfdB6TQq8Sb0ViIvYouHKFSSXL7nYNophID8yDT1tXnGTzzxsbz+ZwUp4S//cmfDdTtvvKGUI4Y+nj/bgAED/obxux1Wrr277/13Lr7B2Zd/D00vIoSKo7nyBKXJY4RhQLe1SbdV23/YM5ZA1M0ETrPGtTf+gjMv/X3W5y+rAV3diMOo2BY/twrHvRjVC7K6bhIJDbfT6Ptue05rh5ec0HSiKEDTTSTQrq4omXnTpl1f59KP/yNHn/oaqfwQnfpOZYZeYVc3bVynReB2YynI7TY2AiuZJZkvky2rxlo6P7ynd2l9dZ7b5360Y9jYtFPMnn2BwtihXceH3t51ge1sj5mp/JDaUDog9qbzH08+Wl26Eb92XACWEt20+r62YeARBT6aYaJpGoXxw1Tmr5DZtmn8WaXm1Pizq3/GzdrN/m2j6VF+7fivMVuYPeCRAwYM+LTTWL+zo+G6nSgKWbz8M0596e/Ft1wCoDB2CL/biT2523Rbmwdsuwp03UQzTJqVJW79/K858tTLrN48j2pkxnXNXZL4fWPXHfHJtFOEgUfgdbESSgLfjbdQe3FUyQSHaEInCnycekXF4lRObfN220ydeV7929vpSep12zQ2FtGEhherPyjvVrbOTwjsdI50YYRkVjUnt6s7bWft1gUWL/1sR+MzkSlw5Mlf3btBew9xNNyWj95Lrvlx5aPrty/u+F2GIYaVJPRUDu27HaxUFiE0dNMiOzRJdfE6w7OnP5bX/9hxXVVAbbehXIaTJwcbLJ8RPrYughDif0H5uL4HvCyl3EcTbV9+DATAcSGEJaW8u3LXK9/ffqATHfCZI/Bd6qvzBx5TuXNtR9NVaDrFsUP0jMm7rTphGCD3mrwRAtNOkyoM4zSrJHMlVm+e58hTLzN86CFatdX+1G2v+RrJSKW0QgV2IWL/ACA3OoPTqOA0qggEiXSBlrdCFHo7B6rCoG/yFfguuuURhj4LH7yGZpjMnX+VkUNnkDKis7mBmUyTSOdx2w0C12H0yCMIYHN1jqhnfL6tOWwYFolMoR/48iMz/WCbTMIXvqB+Lr/6F7Rqqzs+Eikj1ucuomk60w9/YddHlswWdz1mO5udSb7zHdWcAxgtPcuY/VeMDe89kTxy+OPp3nlOa9eUcuh1SWRLBJ4TX8iI/ueSyOQJfBev297ln/d5xnXh0qWDjzl3btB0HTDg00KruoLbaRx4TGXhKpOnn+n/Xhg7RDJXoqyfxHPauJ2WUm7YY1NHaBpWKkciU8BpVjHsBGu3P6AwOsvokbPUlm/RrCzhu04/DvbiqNB0hKb8xUFtyBx5+ChX37sBhgtSw0ymEf4dNLoYmtrekZEgDDzMREolv56HYSfptmrcevcVdNPm9ns/ZOzYY7jtOt1WHTudx87kaG0soekGEyefZP79V4lCNZilPOC3CtiGlSCVG8JOKdndkcMP98+zR+B1ufbGd3dt3IShz8LF19Etm6HpkzvusxJpjHgYaD/urE7y2r+GxUUwTZ3R3BeYzv+UQm73Y4TQGD50Zt/n+ih0m7Vdt0WBRyo3hO86BJ6DJjRS+TKpwjBWIo3TuFfRm88Pd+6obdb9kFLF0a9+9Rd3TgMGDLh/ass3d/mbbqeXr26X1Rs+dIa12x8weuQRtbXRbSs/8T0KxppmksyWMawEbruO0DQ2V24zPHOKVnUZefMDnHqFMHB3xdHe4GhPXlA3LfIjM1QXrxH6LrpuYmcKOPXKrqZv5PtYiTSB5xKi/NualWXqawuYdoqb7/xXxo49RmPjDqHrYucK2Mksm8u3SGSL5EdnmTv3IyLfIww8pJREsR+tkjxOkimN9X3l99oM7dQ3uPH293d9vr7b4eY7P+DkF77Zt/DpkdxjM+ZuegVqUJu1uXhIaC9MO/WRJBEP4u44GgY+QtNJ5Yfx3Q6h30XoOpnSKKn8MIZl7xl7P2t0/A7ffu/b1N2dHsir7VX+zfl/wz9+/B8zkZ34JZ3dgAED/qapLh4sTduqrdJt13fU5UaPnqWxtsD4iSdwmrX4O9TdwyddoBtmX+0w9Fzq6wt4nSajR84ShYHyBnVa/Y1V6PmiSzV8JCVGHEetZJpUbojq4nWiKMS0k2iGRadR2ebhClJEhIGPmUrge12iKMJO61SXblBZvI6VSHP97e9TmjhOY20eiSSZLaKbNo3VebJDk2RKYyx88DpRoAZckVINCPXjaJrs0ERcczYYPfzInp/t3cs6oDZGr73+XR76yj/YNfB0L3F0u1xyYexQf4BrL7LliT2bu/fD9kFmIB74Vb7rfrdDFHgYpk26OEIqP4SmG7se84nh7bfh+98Hb1udOpuF3/otmB0MG33a+ViarkKIfwn8H8A7wNcOkhQWQpjAUcCXUt7o3S6l3BBC/Hvgd4H/Hfjftj3mZeDrQB34Lx/HOQ/47BD63oeaYu+1/XHosZdwXq3RbW2SKY/Rrq3hdhrISG6ZlAsdK5FCt2zcZg3TsmlvrtOprTN5Rkn8SilJ5coIoamCMRKdWFZC09BNm3RxlGx5gmSu1N+MbW4sYWfyaIaBjEI1TRwHUaHp6IZFGPjIyEXTDTqbG8gojGUvQnTDotusksgW0XWTTn2DaHgK32lRGD+sAu7RRxG6QXNjEc9R5uJCCCRgJJIks0WklBRGZzn8+K/s+owaG4sHNk/X5y4yfuKJXQG614zei5vzBX5+8ykS25ZN76yOcrnyEk+feo2jMzuTyvFjj/clK+6XZmWZ1RvnqC3fZOX6OeTsi+i6AZryZhBCYNopTDtFMlsgOzRJZ3OdTmMDQ7dw241B03Ub3S5EH+JD3z5Y0WvAgAGfIMIDmns97m4ACk3j+LO/xrm/+jdIKcmURmnXVmPVhq2isYgljzSh0W3VsNNZtNoay1ffoTh5NJ4+Hae+WkbTG/143Y+jsYRvYfww2dKoSpwMk8Mniyzf3MDz8wgZoROoYacoiuOviWZYeE5bKTJISauygoxCwiAAGWHYSZxmlUSmiNA0nGaVbHmCMAwojswgNI2pM8+xeuM8rdoqgasUKXqbOmYyjZ3JI1AN155M4XY2Fq4cKHG4cu1dylMndmz/aLpBefpkPHm9m3fOTzDfPIMZh94whNvOUS5elHz1mTcYKm5NSmuazqHHXnpgD5vq4nXWbl2gsnCN2vIN5MwLaHGDWegGIoqwkmmspEr8rWSGTn2DVnWFZKbY902/myhSOaZtf7hf/GeJ/ZQiPuoxAwYM+GRwkNLAfsdYyQzHnvlbvPsXf4iVSJMuDNPeXFfNyTBCOXqCZlhYyTRR5NNt1+l2GoSBz9KVt5g89SyGlSA3Ok27vhYXjNUQcS+O6oaJbtmUp0+QzJVV3qppmHYKzTBJZNTwqdA0iER/eErTTHTLUt7eZoIw9GlWlojCsN+ctWL5ZDudR8qIrtMglStj2CnShWEQgqmHnmf15vs49Q0Cz0XbtoWrPFvTaJrB1Jln92xsrt44v29DO4pCNQz95K/uuD2RKZAbmqSxsbjn4wzT3mVDc+ixl7j2xnd3yTwaps2xp7/+QKpHMopYu3WB9bmLbMxfoV1bJZr5Eppu9gezNV3HTmWBLMXJo6peUFnq+wQGXnfPLeDPCm8tvrWr4dojiAJ+PPdj/uHD//AXfFYDBgz4RXEvcTT03L5IAEBuaJLZR1/k3b/416TyZUAqL9PAj5ufsU+5qfxVfbeD0A06zSqaprF09W2S2RJWMkNuZBqv08TvtnfEHNVstTGsBKWpEyTSapBYRpFSRDQT2Om8WqrRdKSU/TgqdB3DsHBam5h2isDt4DsttfATBXSERqe+oWrDySxRGBC4DoadJJkrk8ioGuTkqadZn7tEt1VTcVQoNUWg79lq2ikOP/6VPZulywcocfiew8b85V1DT4Xxwwfa2aXzw8pSJkZoGsee/jrX3vzLXY9JZAocfvwr+57DvRB4XVZunKOycJW1Wxfwiw8rlQ8j6lsN6IaJHn9m5akTeE6zv6CVju39PlEKhpcvK1+Zu2k24d/+W/in/xSKxd33D/jU8MD/twkhfh/VcA2BnwD/bA9N8NtSym/H/55EaQHMAYfuOu5fAM8C/6sQ4kXgZ8As8K34+f8HKeV+8sMDPqf0ZI4O2ghJZnd/UemmRaY4SnnmJG67QWF0lsridbqtGm5HTefohoWZTINU3nbBskMYBGiaxqUf/0l/iikzNIHndhCaFjdKQ5THQJlEtsTT3/wfGZo5RXXxOs3qClYyS7fToLW+iB9PU8kwVP42mppQCsOt51Gm6UJJQcQePFEQEPguURSSKY6iGSadzTWklFTuXGV49gyarjN65BEKo7O0KsvU1+bRTQvdtMkefgQZRbjtBqHvceX1P0eGAVY6Szo/zNDMqQ/1lIuikObG0q4EuTx1nFZ1hfW5nbIPQSj4+bWnsfO7J5wy5SmubnyDp7/4HpHfwkpmGJo++cASFNXF69x69xWVsGo6VjJDNwwJwhCnUyWZK9NtbSV4URSxfvuD/nBcIp3j2pt/wcjhh5l5+IsPdC6fFdJpSCRU83U/BpKIAwZ8eriXhtxecdRO50gXRylNHcN32uRHZ6jcuUG3WVNxS2iYdgLTTiKlpNusEQUeXnFMebG/+qcErqNkevNlAt9VA0iBr76zhSBTGiOZLfHif/MvMUyb6tINmpUlJSHk1nE7DQK3S3szIApC1bkTGpquE8VbNQBRGCKE2ijpNYS9TkDou8hIki4Og9Bo19eRUURt6Qbl6RPopsX4ySfpNms0NxZpbiyjWwllUzB1ApC4Tguv3eTij/4EIQR2Ok+2PE556sSHxtFuW72Huwd7Jk89rZLwytKO2+uNBNfXniVdTO24XQiN9NAJrleHOHX2vPLqyZYYnj19oAf7vbB46WcsX1fJupXOIDSdMAyJohBfdEhmS7HksMLtNGlubJ23YSa48Mq/Z/bsCwzNnAJULvmjH8H586rpmk7DE0/Aiy+C+TmwgC3fw6D3vRwzYMCATwb3FEf3KISmcmUy5XGEppP1xuk0N2mszuM0q/EGpIZpp9FNS/mSba4hpMSOPdX9roPvtEnlStjpHDIMiXQzzhnV4FK2PE62PMFX/rv/E6dRZTNWl9B1k267ThT6qlkbxcO/QlOy/kLgu12ElHhhW6lZSBkPCSvfu25rUzWJkSSzJXWO8aaPEMq6xk5lmT79LJ1GhfrqPJ1GBTORQtN0MqMzRIGH7zk01hdZvXUBw7SxU1kKY4cojB+mvn5wHK3vE2cPPfYSV177s11KHppucOTJX+1v/vYw7SSnXvgWm8u32Fy5jYwiMuVxytMn9vVgvxdkFHHj7e+zuToHqM2gZmWRKAiIwhBMiZ3O0W2r89Q0jVZlGb+7VbTuNKu8/1//mGNPf53s0Gdz2/PSxsEySlcrVwmiAEP7BBXMBwwY8LGRyBYh/p7cC03T9xzgTOWHyI/NYqVz5IYnaVZWaVaXVd4Z+6Da6Vy/VtuqLKNpuvIrFz8jUx7H6zTJFEeor6pt0ygM4o1XpfCQKY0xevQsz/7GP6Oxfof62jytygrjx59g4YPXCX0f33W2lmiEhtB1kLLfgPQ6TaSMkDJS3/1xHHWCapynKsl933Xw3Q5Oo4qm6STzZdLFERLZIp3NdTaXb+F1Vb1UCEG6NILvtAlzPqs332fu/E+UCmIqR2nymGoIf8iWZ311flfTVdN0jj71Mtfe/MtdaoFWIs3hJ3Yv7aTyQzz8ld+mcucqzY0lhKaRH52lGC8F3S+B1+XKT/8zTkst6CRzJTpSEgU+1dXrlCaPoRumyvNRMtCVxWt92zuBulb44If/gRPPfWPP/49+Kbz66v73eR689RZ87Wu/uPMZ8LHzcVyx9FbQdOB/2ueYHwHf/rAnklKuCSGeRW25fgt4DmgC3wX+bynlGw98tgM+c2i6wdDMKVZunNv3mOHZvWX1mpVlrEQaKzbVdp0WzuYGmtDUVmngEniGmlYKAwSCbrNGujjcb7h2WzXyIzN4nRadRgUhukikmpYammTqzHOMHjkLQiWmtSW14F0YnaG5sUhjfTkOYio490zRhdAIQyURJZHq9WJ5C4U6J7fdwE7l4sktp++x6jQqfaklK5UlWLmNbiUAgZQSM5Fmc+UWgdtl7eZ5zGQ23vhMUooN5ZO5+++czZ59geL4YTbmL+M56qJgrf0wicLYnscHvktjs8b777Y5dcIl+zE0XKMwYP79V3dsQmeHJukCSKivzTN6+BHsVBa300Q3DLqten/jSNM0skOTgPJASOWHdslAfh4xDHj8cXj99f2PeWr3wteAAQM+oXzYRoium5Smju+6PfQ9nEaFRDrfbxq2q6u4rar6HpURoddFE3p/aCjwXNxWHTuVU4NFmoqNpYmjhIGn5P41TcnvZwtkyxOceO4bpAvDhIHasmms3wGgOH6YxUtv0qquxN/zSimin9QJjcjv9j3aorAXR3tIQt9VTc9MHt208TpNDCuJ22nidZqxH4zASmUIfBfD3toyMawEmyu3CH2Plas/x4ybm4lMnuL4EZav/nxXUfde0XSD48/9GpvLt6guXldN1EyR5VuPki7urbzgdztcv9Jk4VCNsfFEX+bpQXCatX7DFVRzNzs8SQ1UHF2fpzRxTDXafRfdMPE6zf7xhmmTKY4iZcTcuR+Tyg8RakP84R/C5rYxynYbfvITuH0bfv/3VZz5LDM0BIcOqfe7F4YBj+1W2RwwYMAnlA/bCEnlymRKu3OgTn2DKAz6Ddl0aYzW+h00TScSPkQRoeeg9YaGkMrSRtPIlseJogCJKkiWJ49TkdfwOk1EqKthnMIw2aEJ5Ser6Zh2ktrKLeV7BxRGZ1m5cY5OfR3oKUzEcVQIhIzURk6cS23lo9DLSf1up68KJDQdr9PATGRob66TKY2jGYba9rETRFGIYW01MDVNp762wObyLe5cfAPTVgNFmdIYuaUbpHJlQn8P+5/t7JKRVFjJDGde/E0qd66yuXKbKArJlsYZPnRmz9goYyWq2sptOvUNMoURimOHH6jhCkp6enNbI8GwlApWMz73ZmWZ7NAkntNSn7Om72i42qksyUyBMPC48fb3eeSrv3Pf1xafZPy9bJ62EclISVMPGDDgM8nwzGlWb5zfV8WwOHF0z23/ZmUZTTeUugJgZ4o01++gaZoSMIxCPKeNYduEntdXN0qkcuimrRqsUYhhJiiOH2JzZR6/2yLSDTTdIFMaIz8yw9lf/d3YH91UuZnXRTMMMqUR1m9fwo3jqkQNPGmaisNhPEzc27yVOyTjJEjwnCaGncBKKjlA32ljJjM0q8skc2UQaotTaDpoGrphq8cKjSgIaNVWqS5eV5Y8po0QgvzYLBsLV+I8TLLHctyHkimN8dBX/gEbc5e2mqgjM2oYaY+/RRSF1Nfm2Vydw3Na5EdnKIwdeuDt0pXr7/UbrgB2Oo9wNbVE1GniNKrkhqfYXL4FQhAGaqi6R6o4ouwZOg1uvvMDTr/4Gw90Ph8Lrqv8Zg7i+vVB0/VTzgOXNKSUfwD8wUc4/ja9Pfi976+iNl7/xQOe2oDPERMnn6JdW6NZXd5139TpZ3f5vPQQmkbguVQWrtBYv4PTqBKGvjIoB5AQBh5R4COEDnh0GhVC36VVWSY7NEF+9BBTZ54lOzRB9c41us0aZjJNfnia8RNPMHLkEYSmsXbrAmu3P+i/tgr4upoqjiKEbqCCcIhhp5RxduwhJ/dJJgEC16G9uaakFEyrP4XUbW3233dzY4n62gJSRqRlROi73HjneyqZRm13pnUT007iuw6by7coT5+gtnwD3bD2Tew0TSdTHt/33DKlMTynRWNjEYFgsxbE20s7TcGblWWqi9dx2w0ui/cRlZtcfeO7jB49y9lf/d37lkXcXLm9awPaSqYxgoSayo5Cuu06I4cfAgSVhSuEjSoCtcGVHZrETGxtE63dujBousZ85SvqGmFhj+Hyl16CmZlf+CkNGDDgAdh3I0TTOfzkV/csOoq4Oeo6TdZvq2TM7dSJoqif2EkpCXwnlvMx8V2lGOF7DpsrN8mPHiI/OsPs2RfIlMfYXLqF67RIZAoUxw8xceIpytMnAFi48NN+wxUg9H0kIt6+UXFUyogoCrESaWQUEQog4kAbAs9pxsXhMTTDjKX8NLqtOlZKJb/VO9dpVVYAiS4jAs/h5tvfRzMtoiBQzUg7gaap4Z3GxiL5kWmatRUSqdy+2rmJdL7vCXs3mqaTG57Cc1p06htIJJvVYFfiLKVUmzmrc3jdNpfefItaeYOrr/0ZM2df4PQL37pvScLKwpVdt6VyZRqBTRT4feuC8ZNPgpSsXHuXEB8hBMlsiezwJFrcQZVI1m5/wAd3vryj4bqdhQV4773Px+DOr/86fPvbUL9LTVHX4VvfglRqz4cNGDDgE8hBGyGmneLwE3sbNPeGZdubG1TvXKNZWcTrtuNNUQ2QSBnhuR1kFKHpRuz9GrBy/T3W5y5RmjxGafIos2dfJFMcpbF+Rw3q5EoMTZ9k4tTT5OIh0utvfa/fcAU1oCrDMC4CCzQ9lkaUUkkhel2Q6v3Ifb1FJG67TqeRIpUfinNmFZvcTkM1lCVszF2ms7mmVDDCAN93ufXuDzGsBKHfRTdtDCuJEIJWdaU/5LSfPH2P3PDUvvf1/Gv9bge30yCMPdrvbroGXperr3+Xxcs/o9us9UecL//0Tznx3Dc48uSv9v9WH5WN+ct7nnPHNwmDQBWLR6aZeuh5JRt9+S1AyQ2n8kNkyxP9a4jAd6ncucrI4Yfv61w+yUznp6k4+5udj6RHsPTPXrN5wIABCjudY/bsC8yd/8muvC2VKzP90PN7Pk4IEQ/NLFJZvEG7tkLQdZSQvVKyBxnhO20koGPgthvIMGT+/VexkhlKU8cpTx5n7PjjrN44R7OyjEBtbo4ceZiJk0+TzBYJvC7Xf/ZftmqMUhLFChAy3lwVmlrgQTcw7CSRDIk8Pz5859BSDxmFOPUKViKlGopx7hR4LoGn5IajMGT99gd43bZSZAx8otBh4eLrGGaCwFexLV0YQUpJfWUO00rSrK7gtRvYmf3t0g6Ko1YiTX5khsDrqh/fJQz8Xbml06hy+ad/yurN93f4ul7+yX/i4a/8NuMnntj3NT6MjbvyUSEEhmUrRRBdp9PYYHjmNNmhCbqtOmu3LgCxumVhhPQ2GeR2fZ1WdWXPQbhfKPfSBP88ee98RvmMz5EP+Lyg6QbHn/8GtaWbVO9ci2X1igzPntm34Qrgtupcf/MvcTsNJfEbb8pIoSSVNMNExJuhQkAU+hhWEokkDAPqqwv4XYfC6AwPfeW3CQMPTVNFX93Y0seTUrJ4+W0aG4tK+iHw2Vy+SRRFaJpGKISSodCVzIVuWRhWChmF6uJAhndtuW5H4jkt6msLpAvD5IYmcZ1WP6AHXpfa0g2kVIk6UhJFYd8zoVe8dRobGOUJhKbjdpr43Q5mIk3Q7ezbdC1Pn8S0k3ve121tcvWN7+4IuI0766zffojy1In+czrNKrWlG/0CQDrp9M9r9cY53hcaj//t//a+Csb7+egJTcOwEpSPnGX8+ONMnX4WTTd473t/hNuqI3R9z2ksp1657ymxzxqWpbaRzp9XP50ODA/D00+r7Z0BAwZ8urCSGU6/+BtUFq7Gsnoh6eIow4fO7OtprekGm2tzLF58E9dpQ9QbEurFUQ3DsLY2ZKTyTNesBFJGBL5Hbek6ntNk8tTTPPLV30GGIWha7G+29T3su07srbpC4Ll4Tpv62pyaYtU0CCVCSoSuBoUMK9GXwQ28joqhEvaMo1L2JRKz5XES2Ty+6/Q3ZLutTZobS0gkhplQTd4wJAx8NcAjVfLn1DfipE7gNCpkyxNYiTSB28VI7B0rR48+um9Maazf4cZb31dbwjHNpSbVxZOUJo72C8DNjaX+RDFAOqk2ZMIwYO78j9F0gzNf/q37il3bt222o2k6mqVTPvIIR596mfL0SZWIuw5hGKDrarPpbtqb65zf26q2z+el6Voswj/5J/DOO3DpEgQBTE/DM8/AyP6XrgMGDPiEkimN8dBLf5/1uUs0NxZBCPIjMwzPnt43j7HTeZauvE31znV8r7s7jmoaumHGPq2yvymj6QZRFBK5HTbmL+O2Njn61Nd5/Nce35GrbI+jzY0laks3+353TqNKq7qKjJT8Yq+pqps2um5gJpIYpoUjI+Wjx/5xtFcwDlyH/Ngsum72t3sAmpUlJTsMWHYq3iyKiEIft+PFmyk+bnuTREbZGbRrq6RyZTTNIAr8vo/4doTQGD16dt+/ydqtCyxceK0fz3u3jR5+hOmHv9C/7da7r3Dn0hs7LGdAXXtcfeO7GHaS2bMv7Ps6B7FvHNVNNN2kNHuah77890nly9TXFpTtQRiqOsQejd5OfeO+zuOTzjOTz3B+9fy+26zPTT33Cz6jAQMG/KIZmjlFqjDM+u2LdOob6IYZDxYd23db0krluf3uK7SqKwS+GysyqAaoFBqapqEZJoHrIIToq2TnFgAAIABJREFUS/kKXSeKlzDW5y7idVp89b//v5h+6Pl+I1fT9B3fwxtzl2lWlnGaShK4VVmm266rGBMPSqm4baHpBlYyjdB1ulGNyFdxfO+arqo1t2preE6b4sRRFQviIShQqgm9+qZhJ/obulHg4/oeQgjcdh0rmcG0U0gpaW+uURg7BJrW96C9G8O0+/YvdyOlZP78T1if3yn/vnL9vR22MVEUcvWN77J87ecE3s6lF6dZ48IP/z8MO8nw7Ok9X+cgtteudyLQDYvhI2fRTYtHvvo7mHaSlevvxR71kao575H/duobv/ymq2WpxG+vLZYex47tf9+ATwWDpuuAzwyaplOeOk55DwnEvdhYuMrCB6/jOS3CvqZ+HABlBELHMC10w0ZGkUpgNQMQhLHvnKYbuE6DuXM/Vk1DIdBNm2S2FHvvhCQyBXTD5s6lN/qJcnNjCc9pxRPMWn+qWIunooTQYtP0iMj3idwO+wVnoG/W7jSrlKaOoRlmP7lvb66jJpcN7FRWmcLHgbvny6MbJlEUxRKLKtH1um3MRIr8+CE0odGqrfZfTyAoTR3fkazefT7X3/rejoYrwOxkHVNrUVu+2Q/Q7doabnycbblMDq9sex61rbqXsfu9YMfyHHefW+8ziKKAbGm8fwFnmDaBtb+EVE/6eYDCMJQH3xP3P7Q2YMCATxCGaTN65BFGjzxyT8ffePuvqC7eUA1KeZcEvoxA0zASSeWJ42/JLUkpCX1PyScC3XaDiz/6k9hPW2Il0tiZApquQyRJF0doVVdYu31B9U5lRH11Po7FqrmLJpV6g4jlVITyVY/CgND31PDSh8TRKPDpNmqUp07gNKvY8SZMq7qqhnVMG92Krwl6j4tkf8s2iDc/rWSGKAwJPAcrmaE8dZxOvbJji1jTdMaOP75v8um7zq6GK8Cpo+ucuzhGY+MO+ZEZZBTR3lzDj5PwkeIG2dRWgTcKQ9bnLtLcWDxwink/epu+24micMe1RKY8rgbV4uuivZqtfYSJ6+5/Nyip4c8LySR86UvqZ8CAAZ9+rGSGyVNPA0/f0/Hv/9d/R3tzXRWK94ijQhjYqZwaEA4DhAShG8o3LgzRdIMw8HBaNX7+5/+K3PAUEkkiU8BKZPrerNmhSe5cfJ3KnWuAUnJqrM2r4rOm7G0iYrUnqQqzmtCx80VC36Pre7Ed+sFxNPC6dBtVxo49Tqu6jJXMxnFqHU3T0M2Uss3Z9j5lFIFQ78vrdjDtFLpp43cdZBRhJlMMTZ9StjjbFIwM02bm7Av7Fk6bleVdDdceq7feV5vAM6dwmjU25i/varj28F2Hxcs/Y+LEkzsUkO4VK5XdIYsISio6kgEIgZVIkcyq/Fs3TJWXHiDF+KAyjZ9UJrITfPPkN/mzK39GKMMd9z0/9TxPjA8SzgEDPg+kcuWPNORy7nvfVvY0gbdbAl9GCM0gkcnTCYNYRULVRkPfRTXuTIKuUg988z/+P9iZPAJBMlfGTKSRMkTXTfKjM1x987tsrii5eM9p9ZUWBQJdN4gipX4kowjN0tF0k1Q2peJoUIMPUUiXUYTntHDbDcpTx2jVVjHsJIHXxW3V0TQNK5khcLto/YFiYsseXSlQteoYpo3Q9H5+aKeyDM+eobJwReVwMXYyy5GnXt43tq3f/mBXwxXo28Ykc2XShWE2l29RX1vY1XDt0W3WWLz4JkMzpz5yPVXTdKxEetdCTU+y2fWaDJW3loE03dixALXnc35S4ugLL8Af//HeNgmJhNpoGfCp5hPyf9qAAb94brz1PeW7I9jZcI2RURRPQQXKdN130dCJQh/6cUrgOy1AEF55m3RhBK/bxncdTDvZl0RcvXEez2lhJtKEvtdPGNX0b4TQ9H6RWEahkmHUdMrTJ/um7PFZ7f1m4qar0AxqizfJDU9Snj6JYdl0W3WGD52hvjpHt7WJrk57x2N7TdnA7SLTSs6qJwFsJ7McfeplWrVVWpVlhNDIj83uu/kE0Fhb2CFd1UPXJV9+7hZ/9ZOjqqlrp3DbDaLAR9dCnnvoPXRt53v0uq09jd3vhfzY7A5/JadZpbF+h3DsWQCqy9dYvXmeVH4IO52jOHGU5Ws/3/f5ihNHPvI5DBgwYMBnldvvvULYmzyNdsdRZETgOn1lAxmGKHsVJVUYAghB4DoQN2ITmUK8deqTyBYojh9hff4y67cuEEVhXIjtqIIzKlYLVLFWCKG2ZUIfPQiwkhmKU1l87wJu80M6fVINV0nUUFZx/BCF8SPohkljfZGRww9TX1ugU99gh/aDUI1Xoelomo7vdvqyhb04msoNceTJl6mvzdNt1tANK/b/23v7FZQcYbMlubUwjOfrlIsdpscb5DIezzx2h5+d08mWJwl9F7/bQUqJbbk8feb9Xc/lOSqO3k/TdWj6JCvX3u0XrVuVZVq1VcIJJfFVr86xdPktZs++qGQcR2d2eNfdzfD0UXI5aDT2PYRy+SOf5oABAwZ86nCdFstX34kLv+wTRyVep9nfdg2jEF0IQj+Oo76r4p7vEoUhrtPCsBJ0m+8SRRHZ8jjZoQmWrr5DZeFqf2jYd9pEoUpoVZFabV72tmDCwCcMfVKFYTTNxPccIic48P1EUYBuGIRhSGXxGsMzp8kURwBBpjhCKl+mVVlRReTtDxTqffaGW/1up+9J19tQKY4fZuaRL1JbvoXntFR8Hz98YOF07daFPRuu2+8fmjlFu7aK2z4gKKEkjuvrC/dlMzM8e5r62jygPuv6+gJOvUI09UUAGvU7LF55i8lTz5AujGAlM7sGl7dTmvzsbr48NvYYR4tHeW/lPSpOhbSZ5rGxxxhOD/+yT23AgAGfQNbnLsWe3UGsanT3JmlPtaiObiibmyhSg7rSVx3QMN4SjaKQpavvUBibRQiNpatvA4LC+GGS2SK3z/2I+tp8HJ80PKe5bZklAiHQNOXlKmWkhmvCgOLEYRACr9MiinbaD9xNFAaYdhKv22ZzdY7Ro4+SyBQIfZf86AyJXInO5jrddoO724o9ZUOJxHfV4C/bbN3GTzzB5KmnqS3dJAxUzp0fmdlXOl9K2Zfp3fN+JOu3PyD92Eu0qiu47b0Hl3rP1dpcxWlWSeU+eqI3NHOKpavvAOr6pL4yR1BSQ+LVO9fRNIP1uUsMz56mMH6YhQ9e39daSNN0tf37SeDECfjmN+F734Putm3eQgF+8zfVfwd8qhk0XQd8/pAS3+uy8cFrdOobcdIqVECSOwN0GMZyS1IiEMq4fBs9X1Cjq6QLvW4bt9PEtNWkkJrq1fuTv7phEgYeYlvXUwgNiZrW1QwTZISdzpMqjtBYmSOVL9Nt1vqvtRsRJ5wagefgOuocPaeJ5zSVxOHQBNmhSdq1NfSeNFRPekoINNNUEhpIJWdk6fGmLZQmjgKQKY6S2aaFfxDt+vq+981MNPj1r11mxRlnvZEilQwYSixwavYmxdzuhFcI7UAvvoPQNJ1Dj73Ejbe+R6dRZXP51o4/cWHsEK3aKldf/3NOf/k3GTn8MJU7V/dMdA3Tvq/G74ABAwZ81pBRxK2fv8La7Yt0G1XVABUayjx1+3GSKAzRzd4mi9iV2AWeq3xZum2chq4ael4XOx7scXN1uq1NJc3UrJLKDxHd5ZfXK8oadko9v4xIZAtYySy1xevkyuNUnRZhFMJecVSIfuHWd9tohoGum3RbNZCqaVmaVMNCzY1Ftr9JNaQUbWssq6K0YdkYdhKBoDh5FCEEhdFZGJ29p8/4B38V8NOfniWKtq4XclmXl790g0dPr1IuOFQ4wsqKSTrVZaZ0g1OzN0kldssvPUgctdM5ph56noUPXqNVXaGxsbT9icmNTFNdukHgdTnx/N9h/MSTNDYW+03x7SQzRcpTJ3jySXjllf1f88kn7+tUBwwYMOBTQxQGXPzhf6Cxvqi85aJwzzgaRYFSJYoVlO6WOoykJPK6yDDEN9p0NtdxnSYyCklmS7SqK6TyQ7Q31xCaTrdVI5UfJgx84m4n0KvLapiJtLpNyniDVOJ1m6QLI9S9+W2yjXch4m1ZKfE6jXir1aLbruN3O/iuQ350lm5zU0kly51xVFnzWP33DJDI5GPftgTZoQk03bhnRSuAzub++SigZJajUOX6BzRn1TmKvTdR7oH86CxD0yfZWLjC5sptnObW1qvQNNKFEVauv4eMIqYfep7JU89w692/3vO5CqOzv3xJxL9hsnaWF2bvT8p5wIABnx/CwOfij/6EVnUVv9tWCgq9Lcr+17VSMhKasnGTMkLTdqrXKc9VlVsKIWjV1nEaGwihkcyVaawtYCWzOA3lOd3zGe8NLsUPVDY3hoFpp2MVJJ3c8IQa6pGSZK5IZ3MjVj/cHUfVAK9GGAa47U302PLMbdfp1CvIKCQ/PEVnc02pSEnZX6YRQlP5bLzh2cvDkhnVtMuWxrESaQCGD525t8/Xd+ke0EgFpVoI9JWsDuQB4ujo0UdprN+hWVmmeueaWkoqqfuS2SJWIq0sdTSd8vQJRo88wsqNc3s+19ixx+7Luu5vjMcfh4cegsuXldxTuQzHjw/8XD8jDJquAz5X+K5Dt7XZ175Xhufbvvh3fLEJFWizRXzXIfBVQrsVvyNkGCCFwOs0lYm3UFPCvttBN0yc+ga6aRN4atPH63bQDaMvBdXDtJOYVoIwDEAoT52g20EzTKSUajK4uooU2+UyVPHaTKTVlmrc1M0Ux9CMrT0cw0pQvXMdI5FSEgyxDEUUKS8DO51D100kUm0LxcmfphtkiqMfeQrI8+Dd8zl++sppGk0Lp2syVOowM1nn5JEKhVyXoaLD019xKE8Lbrzd5sprl/aVokhkCmSHJj/SOWwnPzLN6Rd+g3f+/F+h6fFFiK6jGSa2ngPAdZpUFq4yeuQRTn7hmyxc+Cn11fl+Ap4bmmTqoedJZAaTRgMGDPh8E4UBbrvOen0ZGXvJqMEkkFKwQ0lBCDRdx07lEZpG4HkqdqIOi0LVBJVC4HaaKgbG/ituu46mm3Q2N/C6LQKvi2FYaiu2JwsVN1CFEFjJDJpuqmKtUMNHfretFCZCHztbVL7c24rMxMNUVioDCALPwUzkSBeGt64HBGi6Tm35FlEYxnLCcRyNB7MSmUL/+N5wVrY8gRCCoZlTBypD7MWbb8Lb54aIogpO16C6mcQPdGwroO0Y/N7fe5+p8QZf/3JIIpvj/R+sMHf+0r7J7oPG0dEjj2Cnc7z9n/9fdMNECI3QMNB0E0NXSWtjY5HmxhLZoQlOPPcN7lx8o29L0Jsonn74i+imxRe/CHNzcPPm7td66ik4vY/dTxCA6ypJ3n2GsgcMGDDgE0/oe7idBo3Nhb5ce//7W7IjH+15w6lmqCAM3Nj2Jq5fxrlsGAZ4Tks9VxxHnWaVdGGETn2DbnNTFYGF1t/q0XRDKTgBCJ1EOhf7x6licBT4hJ6HaacQmoudzMYF2LviqG5gpzLIKCL0XRL5YZK5Uv95TDuF323TWO+930DlWFJ52GmGpV67/55VYzlTGgdg4uRT9yUF+GGP0TRdKTiNTJNIF2huHyq6i2S2RLY88ZHPAdQ1yuyjX8ZKZanMX0HXDeUvaJjohtG/bli//QFjxx6jPHUcIQRLV97uF7x1w2Jo5lQsXT1gwIABn298t6MGepq1vszsnnFUgtBVw9VKppESotBTSoFxHI0CXy3J+K5aQqmuqOasYeI0q2j6MO3aGl63o+JWPDjUG4Lq+aEL3cROZ9UQldTQhIbfdZRPumFhp/N4TktJ/speHFXnqZsqzkeBTxSFpPLDalM1PslEOsfqzfdVLhrbpG2Po7qRwEyl+7ViTdPRTStWq9CZuI/YodQnDh7c7TV5C2OHsFPZPdUO1XPppPPDJGIp/Y+KbpiceP7vcP2t77MxfxldNwhja4Ti+JF+/WH52s8pTR1n8vSzGFaC1Rvn8T2lGmkl0oweOXugD/wvDcuCs5/A8xrwwAyargM+VyxeerOvYZ/KD9NpVOlN827RHxcCKTHsJLph0W0LvKARP170G7DKZD1C03UC1yEMfHTdpNldolVdiTdlI3TdRDctrEQaTdfV7ZHy4knnhzHspGoChyGF8UNkyxPcPvcjvE4DCZixjr2Mgv7Fg0rCU8jYDN5KZpXv3DZf0nRhmMrCVbSORSJTQAoNBNjpPFEYYJg2iUwBt9NA001yI9PkhqcoTx1n+szz+8pN7IXrwh/9EczPzXD5hs/8Yl4V4YHhoTbnLtZ59MwKzz+5Sn5MbfuMH3+c5avvUF3aXX3VDYPc0NR9Ga5vx7ASJLLFfpBfi3b7tm6u3FaF5VSWY8/8LbxuG6/TxEyksffwtLtXggAuXIArVyAMYWZGeaCmProl0IABAwb80vGclvIgN0zsdJ5uuwHS29oSkdCLo734qNt5VionWFkSEHUYL92kmKkopQkRT+fGihJB4CmJfd2gvj4fb5YqNMPAtFPK783o9JNk3TBIl0bRNEPdJmB4+hS6YbKwNo/vOmpbxk4oGX2p4rim6ehWAsNKEPo+mqZjp3KA2DEBmymNsfD+a9jZAolcIZ4mjuNo4GMmUuiGhee0sFM5FcOHJhg59BDjJz7a2mYUwWuvqandq1d81jYyO+5fXssyNtzmt/7uBsmcGvGdOvMs63MXYw/3nZiJJIXRWbVl+wAIxI4hrLXI2nXM5sptskMTZEpjnPrS36Pb2iSIt5a3SykbBvzu78L58/Dee9BqQamkGq4n91BurNXUZuzFiyqmptMqjr74IpgHW/YMGDBgwCcK1XBtApAsDKHrZlzUvMt3vG9JJ5FI7FQWw07SrCypomuv2Br4asMGANFvfMp4uHZz5bZqdoYBQlODv5puoFsJdN/tb5Walk26OAISwtDHMCyGDz+E226wuTpHGHjolo3h2wS+p4KVpqFpet+DNfC6CN3ASmdVzDXjfEuovHvlxjmSuTKJzFYctVJ5ZBRgpfPIKMTvdkhmi5SnjpMpjTF+4on7kvQFZQvjxHKEe1EYP9zfpJ1++Hnqa3N4zm5T8WSuxNDsaex07r7OA9T1kBAa5Zmt97IW7QxgURTSWFugPH2C0uQxihNHcZpKTSSZLX2oR92AAQMGfB7o1Dfwu8o+LDs0QWX+ctw9vUuiv5eaStVANOwkQrdob66qgaX4Thl7m/caqUoW2EeLh5i8TpP66hxhEKjhU00n9F10y0YPfALPQQgNK5UmXRhByogoCLBSaUYOPUxt+Rb11TmiKMRMpNRAU+Crmq6mITRDDQ8bplK2MEzMRDp+LVWL1QwTK5lhY/4yiWwRO5ntx1EzmUMgSWVLalnIc0gXRyhOHCVbGmfyzLNky+Mf+XPWdIP8yPSBtjE9+7VMaYzRo4/SqiyrIeq7yJTGGTv6KNpdypEf9XwM0+pv6q5Fca6+beC72673JYzHjj3GyJFHcOoVEIJUrvyRatsDBnwcDJquAz43hL5HdfE6oLYVS5NH2Zi/xM5pXfr/FpqBmUiRKo6xdv3neE4nlveVW4+JG7Oqgap0+2UY4EuJ0AS6Yfe3UP04qdMMk2x5At/txNNSEXpc3DWsBEPTJzHsxJYZPPS3cgWApvd9b3rJbBQp/X7DSiDDgFRuaOvdxI1jkGi6SRhPY+mGSTJXxjBt5Q+QLXD82V/DTmVJpPP3Jbnwwx/C0hJ0HJvlygRSdvr3rW+kKWS7nLs4xomzh/vnnsoP8ejXf5/3f/Bvqdy51p9Qs5JphqZOcvKL3+z7490v+01nVZ0qy81l3KCL3ZlDbhznZPmkamAn0n0Jjvul1VJN6PVtdfCrV+HVV1XBeXr6gZ5+wIABA36htGqrO2RjixNHqK/O7Q6j2+JoJzrCa2/9XdaXa+qxUnL1zmkmSjd4/NAraLoEGSHijZue/w3QL4aC6PvWqYasSaY8TuA6+N0OQtfRNHVJa6eyKhkTgubGkmrsSqnic1yEBk0l4IaJEcsCq1isYvZW81URhSFmMq1ig50m7EkhmqpIrRsmpfGjJPNDHHv6axhWgmSudF+bOZUK1OtQbeSp1AN6/rf9T1YKfvzGIX7797ckFkuTxzj78u9x4a//mGZlJf7sVFN47NhjnHj+7zxwknkv8sR3H3OQOoSuKzWlxx8/+DlrNfjDP1TxtEe7DT/5CSwswD/6R+q5BgwYMODTgMpFtzZRssOTtGorOw/apmqk6abaVDEMqos3lFKSjLg78EpUbhgFPqHv4bsdeqpNpp1UMsWB0y8sJ/NlMqUxAs/B7zpxrijiBukQ5cnjIKC+Ot/f6gl9TylbCKHkBmIpw568PpFUuZOUWIlMfwOmd36mnURoAjuVIxICKSVmIkUiXcCwbApjh8iPznD4sZfQdINkrrxDAvKjMnzoITYWruxpG6MbFuPHn+j/PnnqGaLA5/Krf9rfLhWaIJUbYvrM8xx69Mv3fR499rIJ6jXPe0Xj7XFUxEXiAQMGDBiwxfrcpf6/7VQWO52n04yXaQDYJmMrNAzTIlOewO3Uaa0vEoZ+f4N0y5NVxo5zqqEa+C7S7ag4J3QMO0kYeASuo/JOXSeVH8JKZAg8pz9kCqAJjezINJnSGEIIuq1aX4WiH0fjWCyEhm6aSpFPdYExU1mi0Cd5V6NUxLL9QhPYmTxSCJCQSOew03nsZIbhQ+OMHX+MsaOP9pdrHoSJk0/taxuTSOcZmjnV//34s38bAdx456/6KoaarpMtjXP4iV9h7PiHJH33QLSn3d5OepvHoK6z0sWRB37dAQPul0HTdcDnBq/b3vElHfgeqeIo4fodtWHan4xSiaSdypIfmaW6cAW307rLv2ZrbErKiCj0cTseMtyaUpaR8nEVmqa2fSJJFAZ0mzW6rTrpfBndsChNHMXO5DDtFNMPfwGkZOnqO7Rrq5h2ik59Q2n2C2KvAFTjNYqwUhl03cKjQ+AGeJ0mmqazsXCF3NAEiWwx3mA1yI/OYNpJqkaKKApJjM4oLz1NIzc0yZmXfusjSyBuJwzVxgrA4qKaXEboyl8hDnyVzRxThxPcWB7l5W2PzZbH+cJv/8/UVm5Rmb+KphsUxmYpjB26r6L13aht1RxuZ8sztht0ubV6vv/7hjT5zoXv8NDwQ/zmmd9EEw8+BfWf/tPOhmv/tbvwne/AP//nauNnwIABAz4NePF2Th8pSeRKdDY34oZqL04K0HSM5DBvX/516pWGkjDc1phdqh4labU4M/UmUoYqwY3CHUVJKVGTzEJDaAIiSRQEdOrruO06diaPYScZmjmFYdoks0UOPfEr1BavU1u5Tae+gWElaFaWY09Z4pqyhtCVCoWVzKLpOm4Yqhjd2kRoGhsLl8kPT2Mm07jtOoaVoDx9EmRE1Uoiowh7aIIw8NF0g6FDZ/oN14+DxUVBMlvC7TSUb01PLko3SBVGuXI7zalHt44fnj3NS7//B6zPX2Jz+TZWMkNx4gi54akHKlr3SBdG0DT9wGT3b8Jn7pVXdjZct3P7Nrz/Pjw2sFsfMGDAp4TtuQiAYVj9HKU3mKQQCF0nUxolmSmwPndJDR9trcBuPYmUakvU7ajv6P73tMpTvW6r7/cmo5Aw8GhuLGEl05h2ikQ6R3n2FJrQyQ5NcPTpr3HznR/gNKp4nabyVK9vbhWllUSFyktjeX+BGnDuxVFNV03i/Mh0bBnQwEpmGD1yFtdpsmmnkFGIVRwhCpVX7eyjLzJ16pmPbRPFtJOc/MI3mX//VRprC31FjkxxlOmHv0hym8yhEIKZR77E5OlnWb1+jlZthWS2RGnquLIc+BjoxUg/9Jmrz6GlbCSSG2s/ZSw7zmz+0Gfer3XAgAEDHhR3m8+ojCLsTB7TThH0YmC/4SoQukl2eAqikOb6ohoi2r4C238iNQTsOU1lf9PLaaUkIsJz1DasAGQYErhdNpdv94ds04URSpPHEEJQmjzO7KMvcPHH/1HJ7Uo1dON2mvHejlDywppKTHvqhaBkkyPfw+s0addWkVGocjlNw+00SeXLlKZO4HWabNoqHzWzxVj5yeT0C9/6SN7nH0YqP8SJ577BwoXXaNdVYVMgyI/OMPPIl7YULVASwCe/+E0OP/4rrNx4j267TqY0Rnny+AMpRWwnUxpjc+X2vvcbVmJHbB8w4JfNoNw/4HODaSdVwhnTqW+QSOeRYYDbaRH4XULfjQ3MdaLAp742r4L6gYbfcpuJ+t3HqSRYqS3qBF63PyXkxN6pntvm8JO/wqFHvxwnqNcBaG+uxUbroZp6jWT/FQzDwEykSRdHcdsNDMvCtBP9qeLA61Jbuklh/DCgAnsiU0A3TLRIyUqNHH44nqYVjB1/rN9wlVFEfW2ebruOaSUpjB3ammA+AMdRPwCNhnpNO5XFSmbiixuwciaZkmBlRUkE3t1wLI4dpjh2+ENf66MihGD0yCPMX/gpAH7k40d+/36pafglNQX2wfoHzC7N8szkM7ueJ4pC1m9fZGP+ciw9nKI8fZKRww/vknyqVODGjf3Pqd1WssODYvGAAQM+LRjbJGKllHQaFdKFEUAQdDv4ntOXRUJo3FqaZHOj0ZdQupu59dOcGH8HQw/jWLdXrJUgQ2QIaBq+20bTlIIEmkamOIzntDj1xV9n9OhZhBA49Q1C36NT38Bp1uIBqRCiLZsfw7SwkhnSpRE6tXXMZAZN01TxWNPxnDaVO1dVoxUwTBsr3nbVIxN0GDl6Fhn9/+y9149kV37n+TnnmvARGekrTXnHKrKLns0hu9VqI6nNyK00O5BWBhisHgaLmX3Yh8X+DztPs8AsdqHVaIGFBhJGElrT6lZ3S23ZTc8qmvImMyt9ZGT4iOvO2YdzMzKTaSqLVaSa5P0ABVbGvXHjRhYRv/i571chpGT85IV+wzUKA2pLdwi8jpEbHjty4CLy8DAUCiZGCClJ5wdIZYtEUYAQxrtmfFIwN7fzuUJKRo+eZ/To+QO91v3gpLMMTp6kMnfI9W4BAAAgAElEQVR11+NGVvne8Tv0eyzfepu1u9eIfI90foCRo+cYmj6zozkcBEZSeD8uXkziaEJCwseHrXE09Ht43RaF4QlkzeRvQa+DBizLAiHxOi3atZV4a2SffDQu6rKbKsFGDASQEr/bQlo23TBACAs3W0AFAZ/56v/AwNhhwGyw1JZm6DTW8DtN4/UaN3M1ZjvHSWdJZYvkSiM0q4uk8yWk5eCkswghjcS812H4yCOAJpUrIW2bTKFMUzmAw8iJC7FqlGTs2KP9WBn0OtSW7hBFAbnSCIXhD+anmsoWOPXcV/G7Lbx2w2zW7qfCYDtMnH36A73WvSiOTOHkS7x69Xt0gjZTWSORGKiAufos667iicy9/Wd67TrLNy9RW7yNUhG58ihjxx6jFP/bJSQkJHyScVJZoAdAr1VDK0VxZIpOvUIUeHEcFVi2iaO9ZhWvVY/rsHvFUb25IblbPqoVOlL9uq7XaSIti3Z9ldzAaN/i7cKv/hGZQtk0Q90MtdYM7foqYTxAu/EaGo0UFk46Rzo/QKY4SLu6TK40jHRcnFQGrTXt2iqh32No6jQA6VhqPlMcpBlbvYycegLQuKnctoZrr1WjvmISxuLwZN+W5n7JD47zyOd/m25zndDrksoV91UidLN5Dj/24gd6rXsxPH2GpetvEgbersdHj54/0NJOa32Z5ZuX+jZGxdFpxk9cIFsavsczExLuj6TpmvCpwXbTlEanWV40KxNR/EGdKQyitSL0u8ZXJ5ZLAk2vVb1Hw3UTgdgvFYY42VVRiBCC0O/Rba3Ta63z1rf/M1prjl74JXyvw9KNi9SXZ438BCClNBLGgBSCTGkE23H6xuH5oUN0ais01xY3Xw5oVhYYnDxJOjdAFHhIIVHaTH953YaRTxRQGjE6t63qErde/x5+b9PPxrJdps599p6+qum08VYLAqM41f+9CNFv2qbiQSgpt5/zUTB67FG8TpOVW28TRFsarpZFd/oQ2t1smr628NqOpqtSETde+TaN1bv9x6J2nfkrr1BbusPp57+xrfG6tHTv/3WWlvY/npCQkPCLRGFoAhFL1GsVoaIIISS50jAttUzo97Bs1zTPhKTTsxnM3iQIXZrdISK1/WtnGLk0ukMM5lf2aLi+D2WS3UhHSCkJvS7tWoVOfY3Xv/l/8uQ3/oSRI2cJ/R4LV16hubZAFAbGS01aZjsH40ebHRjGdjNIaTF64jFyA6OsL9wyE8n9l1O01hZJF8oIaXzbLSfV98AL/A5OOou07P52SmXuKnPvvGQkIGPcdI5jT3zxQEVjIeDFF+Gb39zymJTY0gTQVArGxv55VBIOP/Yiod/b4e2TyhY59dxX7+nTE3hdrv50U7oRoF1fpX3xhzTXFjn6+Be2NV593wxo7Uens//xhISEhF8kBidPwjvXAbMZChgJ4dIwreoSQkqkkH0J3zD2Z9sf87l54DgqRF+lIei1aVVDOrVVosDjyW/8j2SLQ3EcfZV2fRUVhmbDx7LifFdju2myxWHcTA7LcZg88zSp/ABrc1eNOkNMGPi0a6ukskWk7RB4Jt9W2ny4R9rHdlNkCoP9Iu785VdYvnVpm7JCtjjE8ae/8oFVmdxM/oHtah4GK+MFmjdCrGD742Euy+JwmlfnX+WFwy/s+fxOvcK1n/3dtoJzY/UujdW7TJ37LOMnLuz53ISEhIRPAkPTp2Hu5wD9fMvEpCGa1UUjw2vZsRqDpNeuo0J/v0vSj6P7V3QNOkJrQaQ1FkYJKvR7tGsrqCjkwq/9MSiF3+uwdP1No2ShTM4sLDvORo1XeypbJF0o47hpph99ActxqMxe2bLUA16nSa9dJ1MYxEll+hLFSpg4qmWEtGyKI1OAqTffeesHrC/c2vZ+SqOHOfbkF7dtp94PmUIZ/pm3SG03zcnnvsrNV76z0XfvMzx9ZpttwF5UF25y+41/3CbnX52/QW3xNiee/pVkgCnhoZI0XRM+VUyd+yzXl75v5Bcc12zfxME4UygT+D200kbmMPQO2HAVm0XCg5yuFXqL23cUBjRW7/LG3/3fvPtP/4VMvhxLIUb9ZFNpFTdcJcK26TYqRkIj9uHpNCpkS8MURyZp11aIApPJeZ0GvdY6QgqWb17C6zRInft1pJSs3b2O7aSYPPccufIoXqfJ9Zf/fluh2Nyfz+ylH+OkswyMHdnzbdk2nD9vJIaHh82WzvsZHwev3eBQ+Q5Xf3IDJ5NjePoMpbEjD0X+8F5Mn3+ekaPnuPndv0Mr6E2OEZSKYG3vAK+2NzWBw8BDCEn17vVtDdettGsrLN+6xMTpp/qPpQ7wXeYg5yQkJCT8orAhI+i1G7EqhETFm55SWqQLZaLQyAtGgU/BXUDlTPF1pDjPcu0wje72CVIpVSyvFA8v7RNHw8ii2h5nZuUcfpTl0PAaJ6fnca06q7NX+Nlf/u+4aVNY7dSrcXM4nkpWyqgLSwuiiPb6CqlsEb/dIPQ92mtLZMtj2G7KyPrHdgGt6hLZgRG8dp31hZsEXof0+d9ACMnq3GXcTI7Tz38D20nRWL3LzFs/3JGw+702N175No98/rcP5K3z3HPwS79kfEu32NKQy8G5cwq/s05RX+Pyj0xDeOTIIx+JJKG0bE4++2u01pdZf/k1tIYTF77CwPjRPTd5tTbfqaRls3Dl1W0N162s3b1G+dAxBsaP9h/LZMx73u37xAbDyUByQkLCxwg3ncNJ5wh6bSx7U0lISIllO6TzJo7qKIx95fYqFG/xdI1zKCE2Yug9ElKt2ZAeNp6imqDX4e6VV2hWF3HTOYRl43Wb6MgoLulIIVT8OpZNFPgm5wwH6DbX8XsdbDdFvjyO123Sa66b7VitaK7eZejwWdbnb9JtVlFhQOr8r8dx9B3ShTJHfvVzACzdvMjijTd33HKnscb1n/03zv/yv3pg65kw8Fibu9bfFM2Xxxg5eu6Bve8Owtu1q3ROHsFqttGRBQg6x6aJ8mbD9a2lt3Y0XbVSRKGPZbvMXPrxnhs+8++9TPnQcVLZwof9NhISEhL+2SiOTGE7KcLA2xZHEQInlcW2XSIVoUKfKOihgmCPK22Poxv1yAM1XjeUmLTV32D1Ok1uvfF9Vm+/R6pQwu+2jdJh7OeqUQgVsWEfEPTaRGFAFIVIaeP3OriZHKXRw3QalVhlwjRRGyuzFEamqM7foNesobUycRTB8t1LZhv1c78NwJ2LP6S6sFNyr74yy+3Xv8+pz37twL/rvfC7LVZnLvc3RUujhxk+8gjOFjWPD4t8eYzHvvx7rH7/+6go5NCxJxmcOLHvJq+KQrPpLCSzl368reHaP0dFzFz6EY996fcems1BQkLSdE34VJHOD5DODxB4HbLlMardW9hOCttNY6cytKvLeN2m8Z7blzhAC4GMt2PVvdYxtqK1CbB+zzR+gV67RuB16DTW8Fo17FQOFUWb8sIItNBmqinwcVJZ/G4bJ2386NrrK2QKZUaPPWa2f9aXadfXcNI53EyB6sItVBiYZi5gAZabIux16LVqVGav7Gi49m8XzdKNt/ZtugJ88Ytw+zZMTsLiotlS2WBoCBw1Q31pmV969Crtegfqq9SW7jA4cYJjT37pI2m8pnMlhOOiVUhQ2D25zjgZ1uausXzrEp3GGgJBc20RJ5PbM5GtzF7Z1nQ9duzexeJHH32gt5KQkJDwkWPZLun8AOVCnsbKHO3aKtJ2SGWLWI5Ls7KACgNUFJBPN6i3zUSsEIrxgRmCKE3XN9smmVSTUm4Ny3IAQRTtHUe9IM3c2mkiZZNP17m9Okltbopby+f57OlvU86bjVe/20at3iUMejjpLKrdNMNOSqGF7HvfoRVKRYR+j3RoYkGzMk9xeILR448R+j0ay3P4CJx0lkxxiPrKHFEYoKIQadlIIbBTGVprS0RhwNKNt/ZM1KMoYOX2OweWW/qTPzF19A05/nweSkXF2vx1HNY4PHKZdj2kXV9l7e41Js8+y6FTT9zHv+QHJ18ew0nnAChPHN/1HK0USzcvsjrzHn63hUBQW54hVx7d0/e2Mnd1W9NVSnjySdN83ounPxwVyISEhIQPDSeVQUrJQOYIteU7/QZspjAEaJpri3Gs2dtDOxbLZyMfNXF0U8npIOgoQkcRQdTpFyDbtVU8t4XfbYLW2OksQaeFjpu0IBFaG+UmhBm0CgN0YZDQ96gvz1CePEFpdJrA61JbvA1bLGeaawsoFeGoyKgeSYmTzrG+dJuhw2dYvnlpz/v1uk2q8zcYPnz2wO/x/fjdFldf+uY2b912bYXVmfc4/tSXt8WgD4O23wYhiIp5dDP+N8tvSgq3/E0T89DvsXjtDdbuXiMMPFQU0VxboDB0aNfGs0azNneViTNJYExISPhk42YLSN9mIHeE+sosWitsxyVbGt62daqU2tZb3c6WB6VEWg5oRaTutRW75QoqQimFCjvG/zWKaNVX8HpNeq0awrKxnBSR1zNxVCmjviQEURgipE3odZDSQueKplHrzTJ85CxCSPxem/XF29ipLJlCmbq0CAMPrRVuFIJlI6SFk86yvnAT20mxPr+3x1l9dY5OvfJAMrqt6tKOZZ3W+jIrt9/h1PNfJ1sc2v6EpSXo9WBkxBRIHwLSsrHdFJBi8uwze57Xa9VYuPZ6f8gq6HVir9mxbdaDG/i9NvWV2Q/9u0DCp4ekfZ/wqUNICzdT4Pn//n/h9PNfZ+TY+dinTSJtp7/daj6E92oCmnMsO0U6Nm7f7UP7Xhh/HkMUmO2gsB+QQ1K5IsKyIRZFFAiUipDSIgo8tFK015f7slMbOvuWk6LXqiGlxElladdWSOcHyA6MIi0LIWBw4gRDU6fQaJZvXurr/e9Fq7rUbxDvRbEI/+bfwAsvmE2dgQEjO3z8OBw/XCUjZvnqF64zPLhdD7C6cJPVmXsYtz1EMs7+E1hnvAK33/onOo01wCSx7fVlqnevb5Oe3ErQ3d5dtSz40pf2fo0nnjDfOxISEhI+bmxsPH7u9/83jj3+BQYnT2KnMiaJlBKtFUJICtkmaWfL573QDOSW+z+ePvQGqUwON/4j9lhz1RoW1o/35YmlDBnIVtBa4fk2r17/ZSJllBkCrxNPFJtitZvJme6dEAgR591ag7SI/B5aRbTWl/syj63qEiK+Db/XxnZSCGnRqa+SLQ2TLQ33ZXRHjp6jNHqEq9dt/q//Y55/+s4C774D1eruv7e91BJ2Y3IS/uiP4DOfgakpE0+bawsMFxb4l1++Sjq1vUE9f+UVWtVfDM16rTU3X/8u81dewe+aAnIYeLRrq1Rmr2yTntzKxrlb+fzn4cge814vvmgGnBISEhI+blhOirMv/iYv/t7/ytS55ymNTGE5rslFwcTROKbujWm8pnMl7FQaJ31vP9D3E4VBv+GqtUaFAUHPfBZveLTb6Uw8GCtiBx7T6EUIgl6HKArpxAXuDXsbadn94WI3lUVFIV6nQa48SqYwGEsoS8aOP0Z+cIzG6t04PuyvGX8/cXQ37lz84baG6wZKRdx64/vGL/5DZDCzv6feUNYUq8PA4+pL32T59tuEgYcf+cyt3mB+8Rp3bry2Z06+WxxNSEhI+CRiuxke+/Lv8dnf+Z85dOopcuUxpGUba7N44FZK+951WiHIFgaxHRfLTXMw+UKD1trEjY0cNn5dv9MCBCr0cdM5LHfDfifepo3CfnyPfA+/16HXrPbVDltrS1iOi98xA1BOOovfbaGUIl8eI5Mvm/q1tBg7/hjp/AArd95lfen2PTd1HySOKhVx6/Xv7bqsE/hdbr/+/c0Hrl6F//gf4T/9J/izP4P/8B/gr//aNGA/AnqtGld++rdU52/0FSR77TrNyoKRXt6j7pDE0YSHSbLpmvCpxbJsTj//DVZuv0NzdZ52baUvj+i1G6jQRwmxr8Swk80jpY2KVN/j7eAIk1BjfHuMJJQpVEvLRoUBtpvGsp34PBCWkUXUWqG18dMJvA7teoVUOke6UKbbXDda/1FIKltE6QgvlvOTlo0WplgcBpvBbn1pFuchad0Wi/D1r8PXvgZRBLUarK/D0nuvkpF39nze6p33GD16/qHcw73IOTm64e5F3wGRZbQR7ZActhyXqNehsTJHKlfasZXrZHZObT35pPG5/cEPYM30b8lm4dlnTSE5ISEh4eOMm8nxyOd/m8Xrb9JYniPwOliOSzo3YLzBA4+p4ZssrU/T6plt0myqiet0OTPxGoeHr2OnRpBS4nsdtN59q6fjF/DD7duR2VSTatsMxXS8HJXmNBPDKybBts3UrwoDnHTebIhgtnKQsp8QY4G0XUKvQ7u+SjpbxM0W6LXrBF4HrRSpbAG/2+oPSVm2i46broHn84NXznFrtkwq53GkBK0mVCpw6BCcPvNgv99jx+Df/ltYWIBmM2Lx0k/Ip3eX5wVYnbn8kcgM34v68gy1pTvbHpOWbeSoo4hmZd74Gr6P3fz2HAf+8A/h7bfh4kWjHjE8bDZcj+++ZJuQkJDwsSFfHuORz/0Wc+/+jEZlntAPcTN5pGWZQdxA7V8+lTa2m0Zrjddpcj/FYoRAx950pnhrPPC0UmaTUggTR1NZs0Grdb94rZVCS4VlOQgh8bottNakYxWh0O/Rba2jogg3V6TbqsUFTmHudxcP8GZl4eD3/gHotes0V+f3PK6ikLW5a4yd+MyHdg9PTTzFt298e+/jh4xq0srtd+g2zQTXTG2GmdoMBAFOr0a9V2PlepNHjj1LKb3d4/YXwbc2ISEh4aNkePoM6VyJm699l069glaKdL6M12ka/1MVodlLOUJg2WmkZSOk3HPBYk+EMNeXcU1XShCg4jgaBR4qiuNoGCKERkrLKBpGEVJGWG4GpSJ67TpRGJAtDtFtrTPAUbrNdbRWOOkc3eZ6/zXtVAYtLbTW/eatikI666v73OyDU1+aMTn+HnRb6zQrCxTW2/AXf7G9lh5FJpmrVMymzocs4Xv38ss7Bqk25Kh7rTpeu76rrUASRxMeJknTNeETQy/s8dbSW1xfuw7A8fJxnjj0BFln76lfKS3GT1wgWxzi+s+/RWXuCr1WHR1FKJ1Gt+omIGrV97/ZQEgLv90gst14ummnLvyeCLHF21VguWmzORM3eS3LQYWhkZ+IJ4HBTFJptPEqcFwTcN0MAkHg97B6HVQU0lxbMFr/SrFy6226jSpOJr/NNN33Ba+/fYgrN4fpejnOnOoyNVDl8GHYzSonPziOFU9fH/Qt2rYpjg4PQ/vWEvv519/3F5wHQAjBYHqIgeqXeP3qEkp6HDq2zoufmeZRNUyt8e6O52RLw/i9WcLAx+82SWWL247vJXX12GNGRrhSMd8zhofN7yUhISHhk4Dtppk+/zxOOsvd937O0vU3CbwuGuOdrlWdqeFZ/HCBnp9GoDk78RpSmmTUa9URUu4rifj+hqthQyvKDC11/FEse91s2iqFZTtxoqW3x1GlELHnj2U75jJOCoHA6zaxYo+gZmUhLmBDs7qE126QyhW3SfpdvjnGrdly/34iawI7MgXdxUUYKMPo6OYdF0emPtDveGIC/G6X5rW9G64AvY1k/CNCKfjJT8xQUS4HFy4YBYe1u9d3nCukJFMYpF2v4LXrfYnmrQxP796ltix4/HHzJyEhIeGTRjo/wKnnvortpFi+/TYrt9/F77bwZMPEya7xXTX56NZ8UyCFyaE2fD/vi40wqs1gr+2mEMJCSNN4tSwHpSIEwvihx/EzikIsy8FJZ7d9jms0vWaNXDmF323Tqiyi0dSW7pgNWq9LKlvctr2rVNS/hpvJ46Sy+267ftA4CiZG3msDqNv6cOPoMxPPcGv9FtfWru049ujoozw+bgJdNY6jy61l7tRumxMcC+3YiCBEtVu8vfw2z0w+Q8o2+b1AMLRHHE1ISEj4JJMfHOczX/59nFSGtfkbrC/cQghJ4HcJuoLAj73MI8V2WWGBViFe3PBU91D22w9p2VhuGiEElm0sbUS/MSqMhLCK4oEnheNmcNJZhLSQ2kapEK0V3dY6uYFRes0a7fUVnFSG6ty1WM1J4WbyWxZAtse07MAw64u39o11DxJHDxIju611Cv/4k72Xl+bn4fJlOP/hLdyEfo/68uyOxzOFMo3VOVQU0amv7Wi6umnjqZuQ8LBISv8JnwgqnQp/fvHPaXibckE312/y0txL/MGFP2A8v//mR3FkiqOPf8H4qXZaWG4K7fWMBr+0+lKF/S2Z2ABdK0UYyxPeF9okprbt4qSzxtvHsgn9Hl6n2fdx9Xtts40TTzBtTB4LKU0Y1Sb5zRaHjKdOFPWN3KPQp11bQQiBiiJC3yNTGsIyL8/3X32G9abRt80UCjSi48zMXaZa9Xn88e2NV4Fg/OSDVTttN72vZNPWhvCHTRBAtSqpXf4cx7QiiALsd2zagYX16Eu7PidTGqbbqsVb0Nu3mvPlMcaO7z0VLUQiJZyQkPDJZvzEBSLfo740g1IVpLTjrVMHNKRkiOu04uan3U/ElAohMnFrLyzxfiUJQbtnBl+kNNYA2XwK202hogiv1+wXqDdiKlojLAlKG88eabSGN+4xUxjsx/PQ7yGEJPS7BF4HIWTsW+eTKQ33jQeuz0337yiVLeK7j2N1FxBxorswv9l0tSyH0WMf3Mjbsl2EkH0ZyF3PcT+6ONrtQr0OV65sPvaTn8BnPwvHCrsrSRSGJ/G6TULf29F0HZo6TekevvEJCQkJn2SOXPg8Wisje6ci/E4TIWU89Gp8VLWSSMvqqx6BkdZH633VmXZFabBM7LCdNKl8iSCWL9yQ19Na43UbcYzWgDTSwLbNgmzTkCGugsOpYUqZUl8VwmubhnG3WcWL30fke6gwILPhJSdEf+sEoDQ63R/g2o1UprCrSsJB2ctP/H7PeRAsafGvH/3XvL38NjfevEGkIo6Xj/PkoSc5P3K+X0jfkOGfq28vGoeFHE6tgVCaSIcsNBc4VjY6+5PnniOVLXyo95+QkJDwi4qQkpPPfRVe/ntqS3dw0lkCv4u0LKNUpDWa0DRBLcsMMcV1WRO7ti/ZHOAVTdyVAsdNYzkp0oUyveY6Kgr7A0QqCo01nI62qElYxkZOCHNfWuFmCsb/1e9huyk69QrSsvqNTuMDG6CjkHShHD+2OcQkhGRw6hSdxhrV+Ru73nFpZPqB/FwPFEc7PTN9vB/vvvvhNl1j39v3I6SkNHbEeLxG2xvsUloc+czn72HrkJBwfyRN14RPBH/57l9ua7hu0A7a/MU7f8G/e+7fIe+h5T80fZpnf+t/4s1v/SnV+evUlmeQQqJ0BEohpYXlplBhYAzZAdAm4RUijs/3CNJbgyImMDrpLKlsEa/TIAw80ySFfqPVyC5oEBJhmcC+kYRLYYGAutcxP1sucmUO23GNnEXoo7UmCn1C3wT6PBovyFBtjpjCsRDkymNomaMhf5nO0je59MpdJsZapHJFiiNTHHviiww8YDF0aPIU81df3fP44NSpB7r+QfE847e38U8ohexPCF+/Dhld4nBp5/OEEAxOnqRTWzXyjbG3wvDhs4wcPX9fW8AJCQkJn0QmH3mWwvAkb33nP4PWNNcWEBtxVBs5JSuVJvJMPNJsbO/sHztz6TpSRChtI4QgiGzqnWGz5yokrmtzbLqK9jWh1zWvqcI4dAqIZQzNBo9ERQFBJyAQVl8KKui2ENLCSWfRWmHHk8paa7SKiAKfoNdBC8ihEZZNo2WKm9KyyZaGiSybJs9gNf4RHbXxmprGVMjA+DFOPvtru0oYHRTLcRkYO8L60u09zxmaOv2Br38/LC8b64Dd+PnPwXmsRMndmWxL22b48Fm6jTUyhUFUGJAulBk58ghD02d2yPYnJCQkfJqQls3xp75MtjTM5R//NVEY0F7fGKA1xWHLdpCOSxQ35Q4aRzfZ8JQTgAJhhoLS+RLSsgmAKB482vBAM9LDoDHDvutWxCv2HXpaYWaiBBf1EmfXS5zRwyilCP1u3FA167Q6MgNNYeAhpCSNGYDa+NzPFocoDE9SHJlifeEWc+/8lMDrIi2bTHGQ4emznHzu13YoJNwPufIY6VyJXntv1YihyQ8/H5VCcmH8AusZU0j/woUv7DgnnSuxXp2nHWyXcdSOjV8uIcIIZdus+w0ujEwxdvwzlEand1wnISEh4dOEm85x7pd+BzdbYOatHxmp+8A3cVSFIMC2UwhpEQbxkGhcx92QwL93TTeOocIspwghkI5LpjhoVBKBKApNQzWK4iaeMAPJaLPIA4RehzDwkPH1Iq9nRpssk+/abtr408ZyviqKjI964CMsGxfd94EHGJo6hZvOcfjRF6gvz7B88xJRGGA5LtnSCIdOPs6xp770QL/f8qHj3H33Z/3vB+/HdlIMlMbufaFgl43ihQX42c/gdpzrnjoFzz+/XTbqgLjpHJblEEU7XydTKGPZLlLK/uJPcXTaKGA+QEM6IWE3kqZrwseemdoMy+3lPY/XejWur13nzPC95XacVIaRY49SW75DrjyGkBbdRtUkm7aLk8rihbslagdNdI3EhOWkyA2M9uUPe606UeghpIWQESLUaCEh9nqVtoMVN1FVFKECD60USoRm+wVAaSLVo9usYtkO6fwA7doKXrvRn4buNWtkwwA/MF1FIS0Gxo7gZnJ47QbVhSpaPUcnmuLU2beRto207Ieiaz9y7DzV+Ru7SlKkMgXGT1x44Nc4CJcubTZcd+PynZNMfeZlpNgZoIUQjB57lEc+91sf4h0mJCQkfHzJlUcpjR2mVV0kXx6jxTK9tpEQtp00tpMm6m3dhNws/KJ3T3QtqRguLrBSP0wvSLNUOwFWjnQ6ixCSs9OvobwVVBQgLBuhNYQBQsq+SoSdyiClUZSQxJtBcQFZOvGmjdZ4nZaRVXRc0vkyjcoCYezvqrWiW6uQiUJs2yWdCvHDLOWJE0jLprq8ys2rOVrtX6eYmg8hFp0AACAASURBVOfQcJWnuYW0bJz03lYHB2XykWdpri0Q7iLFXBg8RHniozE5feWV/Y9fmTvHcyeu7HpMWjZHL3yBIxcSY/OEhISE96O1ZnDyJJniIJ36KkJKWmsL+N02wjIDwFLahMQSvBpi2Ya+Tc1BEFLiZopki0NmmKnXQWtl5IRt26g6xQPAG/KITipHj4ify7v4OjJxMS44RwLetddJhw6HWxFRkMNJZUjlizQrC2aLKN7maa+v4KoIK94myZaGOfnMryKE4M7FH9KurVAaP9qXTTYyxtYDb6EKIZg6/zw3X/2HXTdgRo+eJ1McfKDXeFiMHD1HrbqHx61t0T08QTA0QLk4xeknv/7R3lxCQkLCLzBaKcZPPsH85ZdJF8pYtkOzsogKA4Q0EsA6Hs6NnxH/54A1XSP6gJA2mdwAqVwR0HidBioKAY20rPjvBiGN3qDjZs1STOCBEugwIBKx9HA8hKSVotusYqcypLJFnFSG9vpKrGoBUeDRWlukrHV/cKk8fozDj72IikJuvPodojBg4NAxvHbDvG46a2rKW9QlPghOKsPEmae5e/nlXY9PPvIccnQM0mno7a1yyOTk9p8vX4a/+ivjx7bBm2/CO+/A7/0eHDt2X/cpLZuh6dOs3NlpGwfgZnKcffE3yZcP0CBOSHgAkqZrwsee/RquW8/Zq+mqlWL51iVWZy7TqVdYnXmPTL5MfvAQ5fGjrNx6h26njlYKv9PclEAUwsg5KIVWB5WiMBNOxaEJ3GwBv9vCTefp1FeQtgtCm0CoNVEYIKVptEppky6UCXodvHY9lhg2ngBSWliOi7Qc/F7LTD5JSbdZJYg3fuJ3uuU9h0hpMXb8MaRlo8KQ5Vtv43WboBRe20ge99QIN2ezLKy8xq/9wQSuax3gPe6O7aQ488KvM3/lVap3rxNFAdKyGZw4wcSZpx9KQfog3L27//EgTJGd+CL+8vd2THA5qSxHH//Ch3dzCQkJCR9DQr/H0o23qMxdpVVdpr48Q6Y4RGl0muLYYZZvXiT0PaIoNHK/cVJr4pNG641C8d5xtJxbxQuzXF14lkDlyRRKlAodTh56m2MTs3TrHWw3bQrAjgCl4s9wiYoihOWQzQ/gder43daWOGpk+y3bMV7t3SbttkWjN4gju7hC4tjSCFVoYzGwoSBx4XGLmeqjCCGpLLd56YcNAt8kvzV5GGUN81++c4SnPzPPWvM1vvjffZkHWeZM5wc4++JvMn/lVWpLd/obucPTZ5g487Txhv8ImJuDcnnv46u1EUaOP8vqrZ3d2WxpmMlzz32Id5eQkJDw8aPXrrN0/U2q8zdorN6l06iSK49TctMUhydZunkRpSLjjep3jDwioi+bb2aWDthwFRInlWFg/AhCSPxuA2k7+J0mlmOGeaWbwdc6jlk69qhzmU93iDwJkTDqEcTu6tJCCslN2WaqlUGpkMDr4vdaqEiZTR+tTRyNm8NR4DNx/hkmTj8JwNLNi9x45Tv43SZCCFK5khlSdlw6jTUWr73B9PnnH+j3PDB2hFOf/RqL196guWaamqlskdFjjz6QBcDDZmj6DI3VuxSWL9H0m9uOBaUCwaAZoD499NEoXCQkJCT8otOqLrF04y3qy7NUF24QhQGl0cMIKckUh6ncvdqPPSqKZYaFQEgbtEILdeBdGiksUtkixdEpYwfgddDKqCMJaSOlhZNKEfQUUtpG9UlI7FQG2zHSwSoKkY7bvw/LdpG2gwpDotBDK43XrqPCjXu1QJg4uuG9HgUBJ1/4GgMjRungxqvfYfadnxL2ugjLIlMYJFsaRloW64u3qN69ztD0g8WN8ZOP46SyLN28SLdZBSBXGmH81BOUD8XN0SefhJd2t23DcczxDYIA/vZvtzdctx77m7+Bf//vYwXIgzNx9hna6yu066s7j515Omm4JnwkJE3XhI89afveU697neN3Wlz8hz+nMncFrbSRHPR6qCii164zNH2G3OAYncYaYdAjCvz+c6XlxlPFoMXBfHQ2tkZtN4XfbdJtrJHODyItBzdTwO820bGcYRT6RrM/9peL4s2WKApiSQphisaWjbSduPmaIvLjAN2tI8TGlo82E8txtdexerTW5khli5TGDrN04yLLSz49v4AlIw4NrfLX3xyg0j6CmzHyia/fqvH13xji2Wfv+Tb3xHbTHPnM55g+/zyh38N20ztkooJeh8rsFVrry0hpMXDoGOWJ4w+tmGwf4FOvNHaU0pFfY+7dn9FtVMkUypQnjjNy5NxH1hxOSEhI+DjQWl/mzW/9ab94GXpdlFJE1SX8To7ByZOk82Xqy7OEfg8V+v1YZNkpk3DK7dPAezFemmFyeBncCTKlYRzW6LXq6GjAxNdsgV6rjlJGFrHXUyilEURE3TaVtRSZVEjK8o3ssBLG58cyqg5Il2ojix9adIIMBadKT+SRMkMxs44UvtmiBXQUMRj9V+bDcbrREC//ZAnf2/IedMDSomZ+aYTLN0Y4f2qFN291+I3fynLqAdQL0/kBTjz9FaLAJwr9eIN3e3zstWqszlym11zHdtMMTp2iODL10OR77xVHhYCJ00+QzaVYvP4mgdchOzDC0ORJhqbPJHL8CQkJCVuozF7l0nf/X3otowrRa9eR0qbh341ldydw56/Trq0S+b7JBYVpXgppo7UZ1D1IHEUILMclUyijwhC/0yD0PZxMDmk7OOkcXqcBUqBVSBQaOUYVRYSBz0xQIZIBWkdmcGpDlUlKEJKWUHhSY0UhaE3QMxY4CAsVBrEtj9noVVHI1Z/+LZlCGSEEb3/v/6Pb3FRECrwenfoaQ1OncNJZ1uauMvnIsw+cExaHJykOT5rvJCrCSWV3xMdWdYnK7BWCXgc3W2DkyCMfqeygEIKjT3yRc0GVH7z5N9gKRDZLUC4SlgrGHsjJ8dShpz6ye0pISEj4RWXm7Z9w9ad/a2xmLJtOvYLtZvC7bYojUxTHpqkt3qLXaRh/ca0QaBC22UoNFUJYaH3vOCqkxHbTpPOlWLXQeK5Ytmu8WoUk8LuYwd+w77uulCIKfGQ8wKuiCKlBWBIhJJaTAgFOOkvUjhvDKiKKZfmR0sRRcxdGnSIKuPxPf8mFX/1D6suzXH3pm5s168DUVruNCoNTp7Fsh9XZyw/cdAVjzTc0fZqg1wEhcFKZbcf1F75AffYa1euXiLQiY6UYcQZIpbLwu78LxeLmye+9t/9WbL0ON29yvwm07aQ49fzXmXvnJdbnbyIdh8LQBCNHz1Ecnrz3BRISHgJJ0zXhY8+ZoTO4losf+bset4TFuZFzOx7vteu89fd/tk1ywO808bstUrkSpLNUZt7rm3ALIU1RVghUGJjgF+vtm4LxPpq1G8QyTc21JVQUxNusDQK/F5u8O2gVEXhdVGikKTYI/Z5poGptHlURSklcy8ZJZUllC3QaVQIvIAgis9kjzKbPxnaujKeDLBkgwlXqq4tUK12u3Rig0ynE9wh3V8aZGF5lpFzFctJYtkO7GfCtb4FlwVMPmN/tJVncqMxz85XvbNPeX1+6zfLNi5x+/hsPLCsF8Mgj8Ore1rLk8yG9xX9iZcVsESEg8DpYTippuCYkJCRsobF6lze+9ac0VjclBLqtGlHgkykM4gMrt942/uIqRFoWWtsIIWOv8R7SNp5uQkv0Hv4w29GkUx2i1g38MIwlgRt43S61uoMXpBHag8jClhFShCAUINDKo9eTWGmwdIQgQiuJ7WZwM3kW16Zp9Npk7DVc2URrhWN5WMLD8wRpN4o3XSGKBFcvu4we+znX70wSBsZvxpKKfKZFs5PHC1wEPXpWjmbbZW015C/+Av74j2H6Aa3XLMc1Pj/vY+XOu8y9/VP0lu8Pa/PXGRg/yomnvhL7Cj0Yjzyyv2rE4ak2N1/5Hq3qUv+xsNfBzeSThmtCQkLCFlZuv8Nb3/nP9Fqb9jW95jogyBSHaNcrdJrVeINGmWFbVBxHA0SgjD2NJWGbXOIexLK6oe/hdRpxLmqhtCLotWN/OUkYeESBH+eQG8NGyhSBiTAqFSpeXDUNV9sx0se27YDCbBOp0Egoqije1AFw4luJaKwtcP3lv0daFqG/s+iqopDa0h1Gjp7r35N8X3H3g7JXXjlz6ceszry37bHVmfc4dOpJJs8+81Be+140KvPMvv0T0q0axwaP8fPGZZSMGMgM4gjBaG6U3zn3O+Tc3EdyPwkJCQm/qNx58we8+6O/6jcbddwItewOmeIQ9eVZU0cF0LEPajyktHXjVVoWkW/i235s1GP9bouoUSUMPGw3Hccoz/iECknodYjCoB93AVToo6TVV3iKIoVQoq+65GbzgMDvNgFl7OVUZGq/8T2LeHDJ3H9ErTLLez/6r3GDdmdNPPB6NFfvMnDoGH6nueP4g7BbfVRFITde/wcaYw6kTsDyCvUoZKUgOforv87gyfc1fWu1e7/QQc55H5XZK8xfeZXAM3YM2jffYTL5feSaEhIeMknTNeFjT8pO8ctHf5nv3PzOrsdfPPwieXdng2/20o9pVLZXDaXtoDEyDtJxaa+v9aeOtFJ9SV8TsBU69I336pZAGimLucoZ5tdPEEYupWyFoyPvMpCroKIgnoTaNGnvNtfjaWKFQKDR2xLcTXS/IC36E75mKjeVK7FazbO0PEy72cWRDcrZgIzbQcaJMUISRik830Ipi2otxeytIdqdNIWiBMy1LStCRxZL1WFsO8RJdbDyJaRlEuQf/QieeOK+1R3uSRT43Hrtu7uanXcaa8xc/BEnnvmVB36dEyfg4kXwd+nRa605Pvhj6su3tj0eBh5z777U93RNSEhI+LSjVMTtN/6R9vp2iX/L2vAqXyddGKTTWkcpheWmTZNVWpvS7VqhAg/6AoX3JgoCuo3qlvMFvudxbeECw4V50k4NISICZSGFUYWwpUJoRdppobRFFFlYEiPRFMszSneA9UYWJW3q3RRZZwnH6mCLEI1GaQiiFC2/SNpzAcHl6xO8c9thvekxNbZGylrDkorV2iD1tgmSGo0KQ3qeg7QdosjE0d///Qf+J9hBp17Z0XDdoLZ0h8UbbzJx+sG3Yp56ChYXd1eBEgRMZb5Dq7pdysnrNrn52nc5/dmvUxieeOB7SEhISPi447Ub3Hnrh3hbGq5g8tHQ7+G16zipDH6vjQp9o2gU+P18FEzj0vz94HE09D1UtNb/WSHA68Y5sI8QJi/dLR8dDV3WrdhXXGy+ppQWlu1SFlkKmTJ+r0XgdeIi8abnrEaio8h4xyLo1Crcfe/npHJFU6jehcDr4ndbZPLlXYeNHiaV2Ss7Gq4bLF5/g1x5lIGxIx/qPXTqFW68/Pf970pnsoc5kZlktrdM0BI8e+FfcWp850B5QkJCwqeN9cXbzF99dVuzcWMpJgp9/G4L0GZDVKlYvjdASLOFitboKDA13fAASzQAWhH6XaLADAppTd/LFUyMFbFCxK5qiBt5cKxYsVHTddJZbDcDaOx0htCLh5/0Rt6s4/MtVOiZOCoErbUFOrUVSmNHsSybaBfVi25rnWI0jZP+8Ad17l5+mUZl3vwwMGD+AAq4c/VlcoeOxD64MVu3XvfiIOdsYe3ude5c/OG2xzSa+sos11/+Fmc/91sfmS1PwqebpOma8Ing+ennyTgZfjzzY9a6JokcSA/wwvQLPDO5cyJVq4hGZR4Vbm/w2a6Z0FUqxG83CLzuZlKLkRDWSm02WYXYFkj9MMXPrn2DRmeo/1ijM8Tc2mkenX6JY6PvxhuogIi3erQGJRAIFHHSrPcK+Fukj2I5JxWFzM0qKs0iWmtWW5PYrDGYnSEILRwZIaUmjCxmK6d4VJngMliss9ruEXo9Ss4S5eEGlu2yUpui3jZBrVIbZHhwAWnZZApmIqheN8XW93uf74dSEat33qMycxmv08BJ5xiaPs3Yscf6yfPa3WuEsYTybtSW7hgP3F02ZO8HIWBwEOo1RTp4FRnMoxGkike48GSJQnRtz+cuXn+T4SOPJAE6ISHhU09t6Q6B390hZ+iks8bDTUX4nSZetxXnoJsy/FpviaPcr+Stiou1ZrtGqZBGZ5BWN89EuYMlfcLIRmuBH7o4VgAILBmitCQMXXxSWHYHW5ikO+h1iJrK5LLS4u76OQ4VPErpRaQM0VoQRC5+L8NqYxqz06oJRRZURFrOE/ayFMsrhAzQaB/edsdaK9LZVF966cYNCMODyd1vEPo9lm9eYm3+OqHXJZ0fYOTIOYaPPNKXRVy58+6uDdcNKjOXOXTyiQfeds1mYWgIaushqd6PsVQFjUN+5CRPPu7h9HZ654D5PSxefyNpuiYkJCQAq7OXiaJgx6e2m871rWV0rOawEUe11iacqgeIozpCRTqWKJYoZeKkEDJW+RF7Kk8cCbLcdjr4MorbvCYfNbYxGc7b4zgplyj04ti0JVeON3vMvQNC46TMdlBveYZMcdhsCbkZpLU91woDj8HJkw+Ug/XadZZvXGR98RZKReTLY4wee5SB8aP9c7YqYO3Gyu13HmrTNQoDbr3+PbxOEyedZXj6DJW5a5vDaTG2sDieMbEzU23A+EO7hYSEhISPLZWZyztquiD6Uvmh10FrCHotNiR5TQx636KL3lyKOQg6MupHph4cN12FjC+htizm7BWfY7s4IdFohLTo1CuU0jlA4KZyRKHaLDdv3JbWaBRaif4ej+Wk8btNKjOXSeUHUKGP7Wa25XtaaaIwYHj6zIHe3160qkss37xkVK6EoDQ6zdjxz5Arm+w4CgPW5vaupyoVsTp7malHntt88Nw5+Pa3wdujFlwowMmTe16zOn+DtbvXCf0e6fwAw4fPsnjt9T3P7zTWWF+4xdDUA/j9JCQckKTpmvCJ4fHxx7kwdoH13jpaawYzg3v6l20kMpaTgl5nyxFBplCm06iYIO13TVE3lp0A+slu/EP/eaB57+5ntzVcN5G8M/cCI8W75NP1+GlbkymBRu245uYk85bgL0TfB9VyUgQBtNvmi0ajO0IkikyW3kFIG6XBjyzSskMY2QxkF7BlYDZ9SHF67Ke4h9aR0qJY6JF2WhTsSd5sfYEwdOmEAt8TFEentwXt3bZb9kKpiBuvfHub/KTXabBw9TVqS3c48/y/xHJcOo21fa5imt6dxtoDN10BdBTgWg0+/+R1Wk2QFpRKS7RXlwlyxR2eBBsEXof2+grV1iHeegtaLdPAfeopGB194NtKSEhI+NjgtRuAkbkN/c0kSUiLdH6AbqNKr103WzlCGHklYLP5upHYHiy5RVqwkRzHihO6H0dDhgsLCBRaCywREmITRBna3iBRJBguLBCqFPXuRox2GMg3sVwLHUXooIHWE1RaR8hmQgbyJjgoZRQoHMtHiojB3F1sGRIqG8dSjBVfR5barLdGSTsRhfQ12uUWl+8+GxejJY5rc+TkZoVU6/itYP7bH3Teg8DrcvWnf0uvvbkN1WmsMfP2j2muLXDsyS8hhKBTr+z7K/R7bQK/i/sQppx11CPjtHjxiTU6XXAdKBTnaczexRoa3+HXvkGjMk/g+dy45fLuu0Z14tAhE0fvc4g5ISEh4WON32lixRL7essQr+WkSGUL9Jo1Aq9NFIabcVTQt425/zhqxxs22hSFt+WjOv75faM7cWN2YzMnpS2e7w7xRqZGy46QQhp/OyV4Uo1x2B5EEeKEPkGvg1ZmUGqz8apQ0cY9m2t7rXUjQ9yoYNkuvVbNSBZbEonActM4bpZDZz64UkOnXuHaz/5u24BvozJPozLP5NlnOXTqCQC69f3z0Xsdvx/8bpvQ71Ltbl6ztniH2tJtSuNH96xj1JbuMHXusw/tPhISEhI+rnidBpa7UyXBzeRQYWBk9Dek7hGoKAAk6CiOvVvj6L0GmIRptMZxdMdwko7iawMbtd1YcTBefd1yKZMjCimxLMd4p8cWdnYqY3xdA5/ISaEDr98oNpfcEke18V/3O01TOzbZJ91mFWnZfe91J5UhXx5/ID/X6sJNbr/xj2Y4a8tjtaU7HH/qywyMH8Vr142H7T7siKOpFHzta/A3f7NzM9iy4BvfMP/dgcZrN7j1xtX+I+3aCss3L9Jt1SgMHdrzHmpLd5Kma8JHQtJ0TfhEIYRgMDN4gPNMAzE7MGLkfbcgbcdMBgnZ950TSiGkmeLdfQtV44cp5qu7TOCIzb/MrD7C+emf7/L0eApKiM38WZqfhZT95FpICwS42QJSWjiZPJWKhbbK1MKvsO71mCz/jJTrEokijmiC7qEBpSUppxvfreDs2A9YqU/T9bOmodmzSdswkF3hzPjPeffu5wGBnUoTet3+raZSMH4f07Vrc9e2NVy30qlXWLp5kcmzz2DZ95aLOsg590KpCK/TBK1xXRjc0iMP/S7dxhojR3eXbNIavvl3Dtdub3/85ZfhK1+BF1544NtLSEhI+FiwMZySK41Qf99nvO1mkLaDK22C2AddWhZos62yt5rDHoj9NzO1lqScNpGykUKjtJke9oIsQZQCrfDCLOvtUeqdUUDQU9BRXc6OrKGjLoXhYd6rf5lutcZ0+WUsJ40SBWyrhdA9pAhRyorjqPGlOzP6PTrhEFpLcuk2HT9HPq0YK92m46W5s3oBBExPtNBRDzDNzokJuH0bXnoJZmZM6D91Cl58EQ4f3vn+Fq6+tq3hupXqwk3KEycoHzq2pzRj/9eIMIn9A9Jr12O5LshkzZ8NvE4DpcJtm0Nb8QPJ//NngoXFzceuXYOf/hR+93fhzIMNYCckJCR8bLBTmb6aUKdR3XbMTefN9qOdQ/ixl6llo7WKi8YHbLRuICSmCLzf89SWXFTEqanJh9XGc4WkRIovBVM0XZeWHZG2UoyrDOOjj1A6dJTKzBW0UoSBj5CS0PeI/N6W1968h/b6MpbtIoVNFAZ0peJdFpmlToSgIDOcsSY56qaM4tEHHBqaffsneyoqLVx5lcGJE6RyRTNIto/y0sOSN64t3SH0u7se6zaqOOksufLYrsffrzCSkJCQ8GnFTmVwM3mcVIbA2/qZKnCzeYJeB5l2CYNuHEcdVBTu8Tm6X3zcmJC9R+yN1SK2KkeYOCriOEp/mcV20zjpHLabQsTnDU6dws3kqM7fAI2pRUuLyPfiZuYucbRW6VvBGdWJNCoMCf0elpvGtl3cdB6tIkK/94GWWFQUMnvpx9sarv1jKmLm4o8ojk6bpaZ7sGscvXABSiWTHN+6tZkc/4t/AVNTu14n6HXNMNr7ygRaa5qVBdxMnlS2sOtz91LzSEh42DxkV8aEhI8H0rLJFodIZQvk35fQ6FijvzAyxcTZp7Ec1wRGrXdO3myh6+dRarcJHNGXIW729jHtFgLbSZmJZ2kmpDbkE+O/IIQwiam0cdJZ0rkSIn0MWf4XDBx9kYEBjeuEKFy0dgl1HiklYKG1RaQclLYAQcpuUs7Ox9IaEVEQEYU+aadHOb9OKd+kUJTki1la1aV+gfWpp8C9j3yzMntl3+Nrc2YyaXDixL7npTIF8oMPrqVUW7y965cFADeT7/sG7cblm+NcuTGw67Hvfhfu3Hng20tISEj4WFA+dBzLcsiWR0nntq8obvjmDB0+zejR8wjLMkVbrfaNo3shhETsI/lkyQCBIojSKJHCsgRSaFzbQ2mJ0hZdv4AfZuj4RQKVxbY1kSjR9A8xfPgs537pt/jtP36GwVITy5Io7aJ0hogMQloIabzoImXz/7P3pk1yneeZ5vW+Z809s7L2KhT2lQBFUhQXa7FkuW1ZluVuj8Njd0RHuD/5R3T/hvk4E+PoGbd6ZsIxHrvttiVZsmRZsixS3EkQO1BYa99yX876zof3VKIKqCoAJEiQ5rkiSIJ5cjl5slBPPtt9x8pEoLCNNrasoeIIx2xQcFawZZuM02O8PE+p2OfY4Q7jowGN5VuDBD+Xgz//c91wBX1JrlyB//pf4fLl7e8tjiM25q7ueX0242zlAXG0NDbzWArGa7cu7nrMzuTptTZ2LQq/deEkC4v3N37DEP7yL7WCREpKSspngU2Zv+LIPkzb3XYs8HsYps3E0ecoJYpDQggtafioDVcEUm7G0QfcUxiYppOoFdz1mkNKSKSEhZSYtsuIyPJU7gDHCgeYPvIcp7/+hxx/+Vvarse0MAwT03IxTAtpmnefK2nkgi4QB16XKPBoeE3+wb/IrKgRSZCGRZBxmC1F/Lj+VrJh8+jfIXrNDdr3+M9vRaFYS/LRB8XRoandJQ4fhV1ljAVYmTyd+u7KFfk9tndSUlJSPktsxtHy+IH7ZOmDfhc7W2D61IvkyiNJY3N3+fw9SWLfw8RRaVgYpo1IzmcgWjAYItaKhqbtIA1JplAhU6wydfIFnv3GH3Pw2V9DCIk0TaRhYjlZpGkOnk8/lZHEUUXodQkDj8DrEfQ79JobxFGAYdo4bp7C8CSjB0/j99vMXdhhAeghqC3e2HMgKfB7NJZu7Vhfv5dd4+yBA/Dv/z385/8M/+k/wR/8wa4NVxXHeiFqB0zbRRoG3frOdjfAY6krp6Q8DGnTNeUzy8yZLyENk+LoNENTR3BzJUzLxjBtSmMHKAyN43WaCLSck9bp3/35bPOeX/pCgtRSwJvBOefUd38CFWNnC1iZHNLYDLB6W0galg68holpuxiWhZMrIaSkOjlMaOkvG66rXydUeWIMhAiIsTFthyDKEERukj7rwnfWrmNIHTyl3JR+jChmNqgW1xkfbWs5wn6XtduXGC9d5vNP3dwia/Vggn5Hvz0V02tuUFu8QW3hOp36qvb863dQcUyuMrpr41UgmDr5wq4yS49Cv737Z5ApDGGY1rbN3q3cXD29q2QiwOuvf+jTS0lJSflUYFg2+07/ClJIKlNHKI/vx87kdRy1LIZnTmA5WcJQb7ZGYYB6lO0MIRDSRBpWMgG8+12zdhvTCPCDLJEoEcQFLQ2sDOqdMRbqR2n1qnS9MqYRirRVkgAAIABJREFUUy50dJw1LTw/Q3FkmuF9x3npZYfnzqximTGBKqEQSBFhGCa2Y6GwCGMnOb0YpWIc2ULFWqaxWljm4PhVTky/xzNH3uLzJ2cpF3v4/Q5er83a7fMcmbzA5fOtHd9HHMP3vndXehjQk82Rjs9xFNGprVBbuE5t8Qa91gZKqUGcrU4fJVsa3vnzMiwmjz//8Nd/D/aKo7nK6N2N5nsf5xks1HdfZQ0CePvtx3KKKSkpKZ94sqVhRg88hTRNhmdOUByZwnIymJaDZbuMHjytPcyFII5CHUf39Ii7ByF1HDUt5ENsnwAIQ2LniknR0sSwbP2PqYeQhTQwTP3/TraAYTnYmRyFoQmq08fIlkcGQzdWspWqVKwfYzlbGq5axlhF0WBQ66KxQV+EgCKOI1QcYbs54ijiSn2Wt2+8wuVX/06rP+wRh+7FT2IkQBT4tNYWqC3MUl+6pf1yYTBwO37kGSx7Z5sZJ1Ng5MBTD/26e9G/R2lrK/nKGKHf37HBLIRk9ODpx3IOKSkpKZ92hqaPUhyewnKzjOw/RX5oDNN2MW0HO1tg9OBT+P32YMM1Cv1HG96RBkKaSdyzdl3e2Iphmti5ol6WMQwMy0UmsVRIiTAMDMtGmhZuvoKQBtlSleLwFIXhKfJD40SBDwgsJzt4TdNykKa9PY4mfrL6/mpgo6eUIgw84jgkPzSB12nQqa9y5/yr3Hjnn1i69i7BNpu9vdm6lBJ4PRord9hYmKWxcmewYbwZa6dOvLCr/3qhOvlYfNHDwNv1sxBSkiuP7t6UtRyGZ0586HNISXkYUnnhlI+N2sJ1Vm6co9tcxzAtKpOHGTt05rF4dH4Q8kPjnPji77J49R3qSzdx8yWyxSql8QNc/Oe/orFyB4BcZWyLJO3uz5exO1QLC6y3JpNbVGI9pyeShYg5OLrLVCsgpG6oRqGPcPX0UnFkitD3iOOIyO8TRQFOroTt5nALFfKVMXLVg1x95TSE4BSmwdPbQEFUxjFWMAwPiMhmAjo9O/GYI7EkUFTya2y0Rsk4fRACw7QwlM+vnvkhTmGYpSUDVJ/DMzWePvgUs29KrqMYmjqK5WTIlkYojkxjudkdm6J2Jk+vXWNj7to2yY9eq0Z7fZGxw0/Tqa+wdvsSfr+LQBAG/YE0RaYwxOTx56lMHHy0D3gX9pK8EFJLesgdpCxzwweJzIN7ljkWF/c4mJKSkvIhiOOItVsXWbt9Ca/TxHKzVPcdZ/TgaQzzw0vGfhA2G6tLs+8hhCBXGqEwPImdKXDpF39Da10XRXOVcTq1Fbzezs3GHVFKl2QFuxYfN5FSkXXa9MJh7cgjJXFkIawisTFMseix2vscRXeFcraDlcgfW06G0liOsUNPURzRk7TPf3GGgjxHu2MRdBVRt5ls50pyrkcQZ7m7/SOQUsd4QyqqpQ2kYZHNONj+Ol8a+x53No6xvqZwzA4nj/ToN77K4o0WUhq4+SrSMAfyR9IwaTZhdlYrKgEYtoNh2oM4unWDVEsQLlH43NeoL91kfe4qILSHXhQOtloL1UmmT764a0P2UdEbWTuvpJq2S2XyEJa1fWtLILAqn8fJj+z53EtLj+UUU1JSUu4j9Pus3DjH+txVQq+Hmy8zcuAU1X3HH8tg5wdh5syXyJaGWb7+PtIwKA5PUZ44iN/rMPvGDxMfV0m+Mka3sYbvPXyRFKVQItYShb73UEOzlpNFSonl5hBSkilWsTN5Qq+HNAx67Tqm5eBki9iZHJnSMPnKGNNPvYzlaq358vh+lq+fSxq1gjjUxWOETBSdDD1YNThNRUjMoqVzUSnNJI6HeN2mPu73eX21wZhvMbzvOHcuvIqTK1Me249p2RRHZ8iWqjvK7G/WGnqtDeqLN7d9n+g21nALZcYOnmH11kXqSzcxbRe/10apGGnqwefy+AH2PfXywFrhw2LaLuzyUbqFMpWJA0hpbCsqS2mw/+mvPHCLKCUlJeWjwus0Wb5+ltriDeIoJFcZZezgGUpjO/ijfAxIaXDkhW+wNPsea7cuYlg2Q5OHGZo+ytqdy8xffB0Vx5i2S6ZYpd+uJ/XZhySOQUjdzIz2Vj7UCOxMHiEkTiZPGPjkq+NIwyT0+wgh8ToNLDeHkylgZ/PkyiPkhsbZ/7mvIIQgXxkjW6zSaaxh2hlUa4M4DHR8NExE8l+ERAy8aPV5bdrImEms8rotmqu6Meq1GyB0npivjnP77L+Qr06QK49guTlKYzNkCpUdl0w2ZXpbawu01rcXPTu1FQrJe1y8+g6ttXkM2yVo1RFS6sazYVHdd4ypky8O5JU/DA+qfRSqEzvaEVh2hsNf+I371EVSUj4q0qZrysfC3IVfsjT73uD/o9DXwXphlmO/8ju4udITOa9saZjDz/8bVBzj99rUFq+zsTBLa20hkXSwtCyilEgpiTH2lHU6Nf1LXrnyOyglKeVqOGaHOJa0+hXGy9fJOc0dHxfGDn2/xOrCDK5cIZ/pURktkx/SQXBo6giVqSN4nQbrdy7j9zvYmTzDMycYPXCauLDG978bEmT2YecrGN23IOqiFJjCIw5jHDMmsF0U8q5SshIIKTi+/yZZcw0vdDBNRc6pkykUMc1lhh3dKJXS5Oa7a8ShTxSFmJZDrjKGikIM22H8yDNMHvs8Y4ee3hZIh2dOcOvsz+/xWNBEYcDarUtcVGpbsUMaFsXhKfad/iKZwh6SzB+AocnD8P7lXY9nChVO/9of0ly5Q7u2jDRMKhOHyBRHsP5RSyDuiFI46jZzF5eQ0qA8fuCxFbhTUlI+26g4ZvaNf6CxcntwW9RpMH/pdeqLNzj28rcem8/Yo1Iam6E0NkMcR/TbdWrzsyxdP0u7tqI3ZaSe5tWFVAPFpqzTA5JWkcTdTQmoByS5rt1nKrOEJw6jgg3sbMxk1cYsW6x3T2OYx8mXsuTlNazwGiifWA5x5kun2Hf6KM21eQAOPPNVbp39Oe31S+B3USrW5xsrDMOkmNtUb9ATxnFsYFkR+0ZXcAyPOBIEXoRSCin67Cu/xVQhCRy+zcbCzxiJTVQE/dURmsEBul4Ow7L1hHN1knb7rje9lAaVyUMs/NNf7CjZG/S6zF16nXb9rnSikBKpDEYPPMX4kWce+3Db0NQRuLW79OHwzAmOvPANNuau0m/XMZ0M1amj1NtF+PkeT6xCpDfL3IVa0rw9vKsXT0pKSsqjEPp9Lv/ib+m1724YdhqrdN77Gc21+UTO78k0XodnTjA8c4I4CrWawdIN5i++Tq9dx7IzCCkxzCSOCkksHqbwi97QeRQpRSGR0sByc/jdFk6uSKE6Phiwre47Rn5onPriDepLunmZHxpn7PDT5CtjNFfnkIbJ0Re+yfKN8zTX5gj9PnG8aS2gkKadbOiIwXsQQhAaEmUYEIc67t+74Yuir0LqizdprS0MFB7cXBk7kyOOY3LlEaZPvcTk8ecpbJHgzRQqONkii1fe3nGAq9fY4MY7PyFbvjsUJAwDEUv2PfXyYND4cTI0dYSb9Wu7Ht//9FcYP/IM63NXCfodnGyR6r5jDywUh36fjflr2v82k2do6khaXE5JSXksdJvrXHnl77ap2TRX52iuzjF98kXGjzzzRM5LGiaTxz7P5LHPEwU+zbV5mit3WL15Ab/XwbRdbdNm2YlEvoGKdEx6EMKwYDMXfBiJfikRho1hmYT9Pm6hTGFogkypSnl0hurMcWw3z8b8VVrriwghKI3tZ/zIM5i2S3N1DtN2OfrSN3nzb/932rXlQRxVKkaIUG+73h1b2nxlfbtSxFFAFHioWCFNC7/fxe80tLpEHLN0/X3kzfMEXhchJNnSMKZpo1CUxmaYPvkik8efx83ftVUrjx8g6Hfva7hu0lpb5Opr38PO3M3bDMtCSoODz/4axZHpx1qr0EocDtFuksdCcPyL3yZbHqE2P0sU+mTLIwxNHt5TuRD0YMHGwixR4JEpDFGZPPTAx6Sk7Eb6k5PykdNtrG1ruG7F73eYO/8qR174xsd8VtvZWJjl1ns/I44jagvXUUrRa65iOlmi0EdKA2mYekJYyl2T13JujS+d+Gua/XECNUzge5jS4+jke5RzizuG6Si26fk5DBNy5hLCzOOpEvP1E1QPuOz/3PYvMFMnvoBKmpTrd65w4Z//krDX5sunYG5O0ejfJgg9LNPDsWIiX4ISIBSlXBPbDIhi7fHq2DGHhtfIZ7uEnkc2ahPHEaalZYhDv6elC3tdmp0CtbZNFBewrYhSbo1K7zqZ4hA2sDz7HlEY0G2uc+i5rw/ON1sc3nWaSQBer0W/Xd/WXBVS0lybp1NbfuxNV8vNYrnZXeU0pk++iGk5DE0duc+359QpOHv2/seIuEGm9wNGR+ssJfnzwpW3KI8f4NBzX0+DdEpKyodife7KtobrVjqNVZavn31s0rEflMXLb7F07V0UipUb50HFdGsrWG6OwOtimCaRNIhUPPA534vNDVCv00SbnO9WOBaJdbrEcmIqpTp2poDlZhmeOUm1bvPm7ElC4wAAHuN4fAmU4vARGB1+i/d//P8MCghxFA7igzQtTCAM+oOcNuOEOLZPHAuybhfLtpgpzCEEBJ4kjiJUpDDtDHGkrQlUHBP0O3pzt+8T+gdACCw1x4i7ykp8ml4wTGtjidDvEzaWgFODd5gtVpHSICLgXoQQdBtrAzmtwe2GwerNCwzPnHjsTdfC8BSGZSdSVtuRhjmIo/dKII7lYHQUVlbuf04jXCDT/xGluM/SrL5t/uLrjB1+mulTLz3W809JSfnssXD5zW0N161szF+jMnHosanqfBDiKOT62/9IfekmcRRRX7pJFHj43ZbOW3odDNMmCjyE0tK8PEDm0DQtpGkNGpR7x1HtV6eUHrQtVCdx8iWq00exnCxHX/om2WIVYGAHo5QijkLunH+F62/+aDAkFfS7xIGvi9ymBUrdjRdK59JCiETNQssnWraFLU36caTvk1gMxFGIQqHimNGeoBuu3VVyUHqLx8kW9VZQfZXFq2/TqS1z+Pnf2LZ5lSkOJYX2+4eXhJS01hfIlKoDr1kApGDh8lsM73v8MoQj+08hL93ccZjKdnODgamJo88+9HOu3rrInXO/uDusBsxdfI2ZM18a+B6mpKSkfFBun/35rr6e8xdfpzJxCCdX/JjP6i5Bv8vV175Pt7mO32vjtRsEvTZ+r4VhOYR+X+cvYZDUdGP2bLwKiWk7qDgcxDCF3Dn2JlKCOs4EWLkimXyFfHWC4vAU2WKVYy9/a5CrDc8cH9R0/V6bW2d/TnPlTiK8ryXo4yjUHuqWkzRTN+OFjp2b6bSQEjuTR5qmluyPAqIw0I3J5DuAQsvrh76H322iYi37r5TOUe0kjtaXbmGYNs21eU588XcHjVdpmGQKFR2778nhhRDEcURrbZHqvu3DsnEcsXjtHSqThx7143wgtpulH96fi4KW6R+aOoI0zMF3lwehlGLu/Kus3Dg3+BxAL5Ad/sJvpD6wKR+I1NM15SNn7falPY83lm9v81r5uOk21rj8yt/SWLlDa21hMA3lFobwey29oSkETraAnS0MdPR3REiK2SYHJ+7w7OlVjk6c5/DERarFlV3+skmiWJJ12rhmHVN0QboE5lEi5XLpEsxdeI3m6tz2lxGCm+/9jDf+x//KnfOvUlu8iaTFxMgKw8VFhqt9KlUX23ES/x2JNCwgRooAy/QYG1qmWmmQz+hrvzl5JKU58NxRSuH3OtxcnmF+fYZ2r0Dfd2i2s9xe3sedlTG8bos4igi8Pl63ycb8tW0TUN3WOkOThymNzWC5WaQ0MG1X+xa5OYSQuzZAV29eeLQP8yGxnCx2Jr9teitXGuHIF35zT33/r3wF3HuHhVVMtvf35J06k5PbD9WXbnL73C8e45mnpKR8FnlQHH3Q8Y+atduXufHOT2iuztHeWCL0etiZAk6uQK+1QRQFCGng5kvYmbze2Nl1WlgmyWNuIFsvhBwkszujj4V+HxWHOLkS1eljSMNguBrxhcM/ZmTorhyubcMLL8LnJv6Cd3/431i48hb15dsEXo/myh26jTUMy9F+dbaDEJtx1CSOA1AxUkbk3B65TDA4NcNy2dzkMSwbkUj9bnqXEysKbg0pwqQZG4GKGM5cBRSh16OY62B0XtnmQ+N1mlRnTlAYnsS0HaRhYGdylMf2I5KhnmAHyUmFYuXm7rYGHxQhBE62qIeYnGzyCQhKI/s4/vLv7JmU/vqvw71zWCJuk+n/gKFKn8qWOSuFYmn2vY/kPaSkpHx2iOMokV/fnfU7u6vgfBzcOfcKC5ffpLU6T3tjkTiOyBQqWE6Gbn2VWMVI08QtVLDcbBJHd+Ju4dctlLWc78D/bZc4umXDN/R6KBWTKVUHzdXA6zL7+g/vkyeOopA3/8f/xvmf/n8s3Xif1toCUeBTX7pJr7WB5eaSmG8NfOyEYaIG3rS6WIyQGEoyo0pIw0ChC7xCysFmjuvHTIYZ/TilUHFEFHjEYTCQIQbo1FeIkkbw1sJw5HuM7D9JrjKKYVpIw8DNlSiNzSCAKAx3HCSKQp/1ef2zo5TiVv0Wl9cus9HbeIhPdXcMy8bJlTBtdyAHKaVBdeooJ770bx95WKq5Ns/tsz/f1nAF3cy/9e7PaG+k2v0pKR85q6vw/e/Dn/4p/NmfwWuvgbfLJt6njF6rRru2vOtxhWLtCcfRq6//Pas3L9BanadbXwX0wI2UBr2GVugxLIdMoYLpZB6weakVmnLlEYQ0tsTR3e8P2sM88HoIKSkkCkagt4RvvvvT7Y8Qgm67xit/8b9w5dXvsnr7Ip3aCqHvUVu8jt9v42QKWG4OaVq60WoYCGFoL3SlpYU381SUHrqVpgVKSwzrxaGIKPAJ/D4kQ0xKxQMv2DDwiKMAv69zZX0OfeYvvbHtfJVSDM+c0NfUMJOG5hCF6gRCGncHvO6h21j7SGKQri2UqUwcGnw2puUwduhpjr7024+8+LJy/X2Wb7y/reEKEPg9rr3+g0fywE1J2SRdv0r5yNlqur0TCkXQ7+6ouf5RE/S7vP29/4ONhdnBbf12HRVHuIUKhuUg4wg7W0Qm0k7d5jqtRIZwG0IkgU4mv+BDTCsmCqJdJ5HD2CBSDpKtSZ5CCf1Xs9eDRgNWbpwb+M15nSbv/+TPufra3w+mnaQ0dENYSEK/RxxHOE4GKXWhOg5DwsAjCvp6GkoILCdDFOitGcvNYZgWTrZIHIfEYYDtZui1PBZqR+l5zrbEdTMQ1Rp58pkeQq5hWi71xRtUp4+xPndlIOskkuZtrjxCrrzdy20z+O62CdtrfbiEdi9M2+X0V7+B32vrDanEh2gvhofhP/5H+Id/gOvX9WSZrW4yNtzgyBEwd/iNujF3lakTLzx2WaqUlJTPDg+Ko5tNvcfhkfKodBtrvPOD/5Ne8+4GUbe5hmHa2NkChmVjGBamm8EwLHKGSWt9cZAMbyMp/AqpvV9IJoCjKNxzo0fHXIWUEpVIFm5NtKrViDMvX8KsPI/vQ8ZY4vyP/wvnLrw2iGfSMGnlSigVDxqeucqolgmWJlEUaG/1MAAUAolhO8RxiCkcrIz2ZI2y+cH2j2k7BF4PwzCJCYmjCClixoduM782g1JaOlEaXSy1TKhyPHPobQJviI2FWUYPPDW4LlJKCtWJbZKJUeATL99K7mLseG16zY8ujlpOlqe/8g0Cr4s0zIeSMDx2DP7oj+AnP7nrg57lItNTAYcOsWM/YOX6+4zsP/XEpD9TUlI+3USBT7TLNsQmD4qzHyXrd65w7qd/sWUbVNGpreBkC5hOBtN2Me1M4vFtIcqSxvItoqB//5MlvyaFYWIYln5OoZtveylMbMbRrd8jtv7Z67VorNymPH4A0FuVb333T7c1s5umjZMvEvm+bv6FkC2PEEeRlgEMgyRP1eeyORSs4gghHZ51DtIUkvUwUbgg2aAJFcfiIfLC0d8HYNAAjuOIMPBQUajjoBA08/OoOKJTWyY/NK5zWCEwTJvS6D5Ko/sG59xv1++KM+6WjzY3uLh6kR/O/pB6v55cZsHhocN8+/i3KTofbLNLCO3997kvfyPZwHIe6FO3G8uzZ+8rFG+iUCzPnk23dFJSPkrOnYP//t+1B+gmt27B66/DH/8xFD7ddhkPEyOfZBy98c4/MfvGPwxqlnGiwJcpVJIY6mK7uUSW1iYbx9S21IDvI2lwGqalh2hRe9rMbcoWD1AqadTezV0ay7fxOk2cXBGlFHfO/YJ3/v7PBs1sgdDnmckR+H2UUiilyBSHdL5pu0ShT+j1USrStWepzzMKA+xMHsvNkilU8XstUCrJRXWzVUoDVEyc5NSbw08qab72wzoohd9r4RYr2g8+8DEsW9cZkprpvaogrbUFff5y51wUdBz9KGKQkAaHn//64HueabsfSGVQxTHLN97f9XgYeKzdvsTEsec+zOmmfAZJm64pHzkPmtQUiIdqeH0UXHvjh7TWF7bdZrlZuo01vHadKPAIPa2hr7dtRBK07pqVD9j0pUEQb0oJqgd5BcQY0gMVESkXhIeIu5jRAqGpg1m/r4vaoIPe+Z/+BXPnf5kkz/pU4jhKjNElcRQgpEw2fvS0qzRMROhhmLaeNBZCb7OiJ5Yiv4+TLZIZKhH0u5TG92Nn8tx4+ycs1vaTM7dOJomk+K1QKFbXXXLmfOLdJ1i9dRGlFIWhSVZuvE+rtsTK9fex3Tz56vi2nwcp9eTVbhLCu09xPz4edZJ4bAz+w3+AZhM6HWgvLNLY8iOklKLfrtNv1VAqxnZzNJZv7blBm5KSkrIXdia/pyKE7eaeSMM1DDyuvPrdbQ1X0M24fuIdEwU+Qb+LFekhHyGk3srcSWJYbf5LEIYBBmqLF9xu3JVbEtLE69Tx8mW6jVVylbHBvbqNNY4c15Pab3/v/2L11iVdoNyMo1FIr1XTyWgUIQxjsDmLAMMwiZLYubl5a9kZLcOP3oZxsgWKw5P4/TZDU0eIo5hb7/5UJ8Zblk8KbpP9wxeptUfo+kWEgunSW+wbWyJLkZUb82RKw6goYuXmedq1JdZuXSJTGCJfHR80N4U09N6SYe7qffpRe/1uSlo9CkeP6n/W18H3YePKAr0tlvdxHNFrbgw2l9xs8T4bgpSUlJSHxbBsLc27R+P1ccuwPyzdxhpXX/v+9i1LoQuv/U4Dy8kSBh5h4GEGm4MtgtD32D0fFQgg8HqoOCaO4r3T0S2yhdKI8ToNes0NsqXhbbGlU1+lPH6A+tJNzv3jnw8KrZtxNAp9eo0N4igABDF6w1QlcsEy2RYy7cxg89Z2s0SBr3MmBb+ZPc1tp8+st4Aslsn2I4aWGowqg5gwmXHWg85b5YxDAUHQx7IztNcX6DZWGdn/FPWlm6zduUxzdZ7m6h2yxWHy1fFBUVYmReK7Khz3c7u/zE/O/2RbU1OhuLZxje+8+x3+5Pk/wTY+eKzdtFP4MLTv8dmLwoBuY42g39EbSL0Ohz7/60/ku2JKyr96Wi3467/e3nDdZH0dvvtdPXH4KeZhfkc9qTi6PneV2+d+sW1JRJraT7TX2hhIC8dhgEzyIqXi+9Qb7nK3Uep1mlpx4QG2OErFqEg3JuMowu+2aK3NkykODYZpFIpucx0nV2Txyltc/Je/0bmnPogSisDvJZunIUJIoqBPHOrlDa1gaCANA2k4CKnVKywnQ5zICuthnizZ8jCGYVKeOMDqzfPUFm8Sh+HdISOh5ZXjOAIh8LstENoX3M7ktH/66jzr89fo1lfYWJiltngDr10nWx4hVxkbNJQ346m7R572UeejhmV/qNfwus37hgZCv0+3sUbo95GGhe3m0qZryiOTNl1TPnKGZ07sKQ1XGpt5IluurbUFOvWVnTcnlJYniqNosKkphEh82dqJD81Oev7auFx58UDyaK8sV4oIsbllg4dSEIU9DLEweG7l5VBoDfz1uSvUFq7j99oEvc7dJDaZ2EJFelpYSLZOK8dxNNiCElIiE3kM03LIFKvEUUB18jBHX/omnfoqGwvamNR2c9Q7w+RKS8l12kzuk+xaKfzA1du0UUjoe9hZqC1c5+yP/28Kw5NIaZAfmqC5OofXbVKZPIybLwFa7iMKg123Y+71VP0kUSzqf+5sSBrJbXEUsjF/Db93tznSbze4+svvY2fyg23llJSUlEdheObEnpJOT2qoY/3OFQK/f5+/i5CSOAxpry/q7U7THISNMPAINx9zXxzdnE728XtxIs97v9/ZfSTPsVlQD7we9aWbeL02AnCyxcF2zvLsezRX5/B7bZ1cJfFdmpb2tkEnzgIjif0GEOsN12SDVhi6SLu5peIWKsRhwOTx5zn47NdYnj1Lt7lGHEcYtkOYnJeOyQqlImzTZ7yivXukMJCmiZAGUeBiWA53zv2C5vJt3EIZy8niFip0m+v0O3WG953AdFykYeDkSzi50q6F1E9yHK0mFjvNG3fPPfT7rM9d3daA6LfqXPqXv+Hkl//dNluAlJSUlIdBSoPq9NE989HqE/K8XL5+v5Qd6FgT+h5eu4FS2nttEEc9vS0qdvWkU0SBl2xxKlA7+bhuv//mcFMU+Pi9DlHoszF/DSdbREiJmy8jk9g3f+kNWhuLOo72O4OtVcO0EhsegYqiRDqYwZZQFAX0CFmwe5wyFFIpIqFwcsXEcgaOP/8Nvnr0GW6//wvCoE+/0+DOyiv4QudWeuhpy7CVSIaBhZZWjMIgUaQQXPznv2Jo+gim7ZIpVOjUV2jXlvG6Tar7jidS/XlM26EwPLnjlQE4G9zZ4TPSrPfWObt8lucnn3/ANb7LRm+DltciUhHGLioVj4qQcjDc5XWa1BZm9dBagt9tcfmVv+XIi7+l/QFTUlIeH++8A9Eev2evXNHydaXSx3dOj5lMoUK+MrZrPioQT8w7enn2vfukf5WKkaZFv9EgatVAKQw7w6bQvt81Z0v/AAAgAElEQVTr6sWaZAlkWxxVMZYfEwch3c3G5I5+6NteMPlPRBT69LtNnHyJ9duXk5zNGjRgo8Bn7uLrdBtr+L02UeKTK6Sh7Wk2N1JjbSuw1QJA15c3m8qmzlmlQSZbQpomTibPiS/9W8rjBwaS826urK+PFBBpdSQhBLEKt5x+nOS8iij0k+EpxVvf/VOG9x1HSEm+Mka/VaO5Oo/fazM0eQSEbra2N5bIbxl23oph2pTG9j/MR/nEuPfnp1Nbobl6Z9vc99K1dykMT3Hgma+m6kspD03adE35yMmWhhk//DmWZt+775jt5ph+6uUncFYMNlzdfBk/0WcPvC5euz7oLW4ms3Hg4ZSqRL63Pa8VMgmw2xMxNQjKe09ECSBSEiEUghAQGPEKMsqisLBMRW/jNrfem8cwHYJ+h9rSLQKvezf5U0pr+kcRxkBOQelppzDA77UHuv2W5QymjLWnjU15/AB2Jsf0yRcZO/z0wLB9Y+4queo4pp3DC/O4VgchzKSoLQbvQEjd5JWGRRQFA0+AjYU63cYacRRiWDaWmyMKPRort3FzZzBthyNf+E1qSze1/MU92G6OscNPP/wH+oQojc2wfP0sAI2VO9sarqALPaaTYfbNH3Hm63/0UPKLKSkpKVupTh+jtniDxsrt+47lSiOMHXoyvytb6wsIIXDzJXotLbnndRr4/U7iLaOQUkAcEYUe2dII3eZ6UoBNioG7xdEoRO0hU7QjcUQUBrTX55NCsY5ZtcVbdJvr2tfvzlUaK3eIQm9Lgqy0VG8UJYmxCUonnYHf19usUQQCpGkPfH1ylVGcXIlCdQI7k+fIF36D8vgBiiPTXH/zR7Q2FgdSSr3ARxoGcRQQ+t7d4SiElrAS2sIg8LpYboagH7F66yKWm0XFEaaTwXKyRKFHc22OoakjOJkCp77yP7F68wJRskm8lXxlbODJ90mmPLaf1voCSilqC9fv89Wz3SxR6HP9rR9z6ld//wmdZUpKyqeZyePP01ybp9+u33dsaPLwYDDn46a1voBpZzBtR2+vKkWvtUEYeEgpiZJOq4ojVBySKQ7T6s1rZaVk+PZu+NweR+Mo3FasfRhUrAvGzdU53HyZONLeqbX5WcJ+l05tldVbF2lvLG+TLFZxTOh7yDjGctyB1H/o9Qn9PlEUcEGuc9VtIm2Hw0LH1J/kV/j1oefZN3RUx9EXvzEYZrr+5o+Io5BcaRgU9Nt6UDfwe4PYuTkYvRmXDcvG77XIFIbwem2WZ89imBYKheVkMR2X0O/TqS1TGJ4kWxrm9Nf/iNXr53ZsrDrj06x23rjv9q1cXL34UE3XxdYif3/t77nd0N/ljreP45gOtV6NSubDKTmURmdYn79KHIX3NVwBnFyJdm2ZO+de4eCzX/tQr5WSknIPa2t7H1dKb7x+ipuuADNPf5krr/wdYXC/T+3UyRdwch9Mav3DEPp9us113HwJIQUq1p7f3ea6tnCRBvFAHjhEIHByRfrthm48JpueACgYWWkzttzG8XQ9t11wWJgo0Co+/BaliiOCfpfW2oL2Zs8UCP0etcXrAIzMnKCxdJNeY33b8LGKI0Kvh2E5mLarl2kQBF6XsN8lVrHe1jUtTNtNFI8McqURKhMHsbMFMoUKR77wm4D2N7353s9w8mUyxSFUHOH3O1huRtcshdA5eTK4JBJrOmlY+L0Obq5Ir7nB0rV3gcSizs0ipIHXaQxUiCrjBxjdf2rgf34vUye+8IGl8z8unFyRTGGIXmsDv9e+r+EK4OTLrM9dIVusfirq1CmfDNKma8rHwvSpl8iWR1i9cZ5uYw1pWgxNHmbs8NNPTIZic5olWx6h01gj9Hp6mhiS4qrAcrLYbi7xiokSTxju5rSJR8xO0ofqQdNQ6IcaMiaKDYSIgCjxd80ilUfWahD09HOd/6f/Vyfi7Tqm7Wqfni0yWSoJwvnhSQKvpyU0Yu0nG4cBingwGQVgmBbVfccGXqNm8l9pmBx89mtMHHuOxStvc+bqLc5feh6LVxFxb8vrKUBiWdqQ3rQcBCClpN9uEIU+hmEhTSuRwPKwM3kKw5NMn3qR0YOnkYbJ2JHPMXfhl9QXbxAnW7rl8QNMn3rpif1sPArF4SkKQxPUV27Tb9XuO54bGkNISRT6rN+5kgbolJSUR0ZIyeEv/AZrty6yeusiXreJ7eaoTh9j9NCZJ5bIbMbR/NAE/U6T0OsNZJC1R5vEyhQwTT2Uo9RWqeAtwXSXOPrAqeKdUDFR4OuEMJEKktKguTLHez/4Dn6/Q9jvYjo6adwaq1UcoaKY/PAk/XZdD1olHj5RIpdobtm8tdwsQ1OHB7JKm0M1lpPh+Be/Tae2Qq48ysLlN2nnlqkvXU82cNDPG2sZY2ma2sttUxZJCHqNdVQcYVh6+yZIhsMyxSHy5VGOvvhNiiPTCCEYmjrC3MXXaK3Oo1AYpk11+ihTJ174QL42HzfVmeMs33if1voCgdfbdkwA+cTHtttcp7W2sOdGUkpKSspOmLbLiS/+Lis3ziUqDT3cfJmR/acYnjnxxLYWNj3fCtVJaos3dIxKCtpxHCGkiZsrJe4uWtHoPu/rzW3P+1A7x9Y90bEpCnyEkPTbNe03alqs3LrA+txVeu0N4lD7y90bv+MwQDhZskMj9BprhH4PhOSWqnPJ2IBYILeek23zS2OBKfsormEMJH6zxSpPfe1/prk6h+VkWb9zhcbKbVprC3dzctCvLQ2kYQ283DYlE3vNdaRhki2NAOD3OggBheEpcpUxnvrqHwxk64vVSRauvDWw9LGcLKMHT+NM7YfX9266hg+hyLHWXeM7732Hfrjdh9cLPf7s3T/jTz7/J+TsD678NXbkc9SWbuhm+D0NVykl+SG9gVRbmGX61EuD/D8lJeUxkHmIv08Pc59PONlilZNf/j2Wr5+ltnBdD8VURhk9dIbyk9pk3CJxmyuP0d5Ywus0B2oIcRwhTSsZIgoHG6Qi2frc8kRM36kxtrx9gSLf8jja9pg9PESj/JDLE0ovvGhPdUmvsTZQ95s7/yqLV95OFBcl0rSJwpCtQ1NR4OPkithunn5rg9Dvg5TEXp84iX9ikEcLiqPT5JLf8eaW3+3l8QM8PTJNfekmhmHSXFtgY/4avebGICdXSn9PEIZeorEcVy8eKUXg9eh3GoR+FjdfRimF120jpKQ0foDy+H6OvvTbAxuCXGWU5dmzeMlCjZsvM3H0OarTRx/643ySTBx7jutv/ZhOffW+r06m5ZAtDAGwcvM8o4fOpNuuKQ/FJ78Sk/KvhqHJw5+ojYvS2Azzl99AGibVfcdYnj27bcJVSoNsafiul06/i+VkMG09IUusBgnwh0GKGCEVkZKgBEKCYQsybhPTlMRROChCRoGvt1fDADtb0I3WaLsshOnmGD38NEG/w8r1c0jLRsWKoNfUSWgYYNgOwzMnMCwHpRSGYd732bi5EtMnX+S5p9/jwgXFrbXTlJwFsvYaQih6foEwzvLUsV/iZPMDnfs4DO82g+8JRH6vTeh1sRITe9AbrYee+zph4Gnfv+Qaf5o4/MJvcunnf7Ot6CClJFcZozA0MbhtM5FPSUlJeVSkNBg9eJrRg6ef9KkMKI3NUFu8juVmqU4fZfHyW4NjSunmX648ksgk9okCDztT0H8O/UQWUH3oOLozSnuZCR1HN73fQq9HGPhEcaSHqvzeNk8fpWKcXImxI0/TXltkfe4app0hjgKCXptOx8D2BAiL2wunqHmCffsUQ6PlbR6yoJPPfae/yMLlt+i3axiWo7eGksarMExMy8FysximhZH8Oeh1dLH9vso6A589O5MfJHvZ0jDHXvpt7WsXeIk33Sd7ongrpuVw7OVv8d4P/9u22w3DpDgyvU1SuNtYS5uuKSkpHwjTdpk8/jyTxx9eCvajpjQ2w8qNc3oLBbUtjgrAcjPkyrppGPg9iCPsTJEoCAYWNbpw+vjOSRdh7xaNBSRxKyBUPSLfIwoDlFJYTkbnqVsbryomWxxi/MgzrCd+qreyCjPKEkcBUehr2xvDxClUCOOIC51bfGvm29s82YQQlEb3MX3yJZauvYvfa2PYDlEUJkNZamANYGfySMPEtF1MJ0O/uZ40ZsU9701vF+fKo9t8wsvjByiPH8DrtlBxhJ0t6A0pFVN0ijS9Jruxr7Tvgdf057d+fl/DdZOm1+T1+df52sEPvoGaLVY5+sJv8fb3/su2203boTx+YJBbx3FEr7WB5Ux94NdKSUm5h899Dl57bffjo6MwMbH78U8RTq7IzJkvMXPmS0/6VACdQxSGJmhtLOr8QCk690gg25k8mWIVpWKCfjeJrXmiqIFIYpfT8xld6ezwCiAU7LvToFFyHl49ImlobnqWA4SBjgGB3yMOQ+LQx8rk79aX7272gFIUR6aYOPosy9ffo9fcwMnkCRL1iF67hhNHWE6G4vD0wEquOn1s22lIw2Ro6gijh85oZaTQx7QdvZQjVLI0o2WN7UwBaWiVPsNy6NZW9Pu/5z2rOKa9vsjIzMltvu+jB08zcuApvE4DhNADY58ihiYPE4cB63eubLvdzuSpTBwc2At53aa+jqlUf8pDkDZdUz6zZEvDlMf2U1++hWk55EojuimZNDGjwMdysoAO5qblkC0NIwyTxtJNFDtMGn9AhFCYSfM1UyiTHx4BpXSTbmuQE1rrX8sT9rXsYBQRRyEKhZsrMXnsWZRStFbnt5mZB16BfqsOUqKiiIVrbxIGHoZpM33yRTq1FUpjM9vOa/HaO+TyBr/x8mu8e/EgNxf3s97eh2VFzIzMcnzfK7gOZIsjWiKSu5560jB33LDpNtZ3DMCb1/jTiGk5HHz2a3Rqy1pWUwgtbWlsl8b8qA3kU1JSUj5OhiYPs3T1HfqdBnYmT7Y8grScu9s4iEHzz3IyWE6GTHEIIQWt1blEPeJxTokKhJRkS8O4hSFUFNJtrt8TR0Ui8xsShwGWm9N/TiSn8kNjjMwcT6Z5m2RL1cFD78wZzK+7lGITiFmZm2P5dsSVcyZf/sYIh5rrZEvD285o/sIvcXIF3SRNtnFCr4c0Lb0RZJgYhjXYxNGerzrp3m0Aqd+uY7v3b8RYbhbLzX6oK/ikcHMlDj33de0P7/V0MT5XvC/Rl5+iZnJKSkrKgxg7eIb1O1eIQp9sYQi3MEQc+qjEPsawnIFnt+3mMEyLQtVhNQ7oNTYYGL0+LoTUG0OVcZxsUXvDdhqDw0ophDQRUjdkDTMZuk2Gm4SQVCYOUpk8pJuzgY9ZqtAPTBxVoOO3WInb9IX2yHtr+W3KuJgbdX7r6G/h99rblI7iKGT+8uu4+TJOrojh9ZHSIAoDbW0T9DFsF9N2BwM6QohB3N8pjqpYDTz07mVrARlACskLUy/w4+s/3vH+lrQeSlr4wuqFPY+fXz3/oZquAIXhSfY/81XmL71OHPiDIvq9Px6b28QpKSmPiclJePZZ7e16L4YB3/jGx39OnyEmjj1H+5ffB6EVgbLlUV2TVGC5ucGgqhAGTraAky3i5MtEc1fxe20QMLTRQ+wxvOR4Efm2T7vwEPXKxDImX53Aclz8Xoc47g4OqyjWuWhsEHhdnGwRO5NLhplipDQZOXia4vAkveYGQppky6P6sXGcWLhpBabQ97h57qeAIj80zujBM0RhsG34tt+uU5ufxc4VcTfVNBJ5fmmYRL6Oo3Ymh5Xkl4M4qtSOcTT0vW1Dy4O3LsS2YdlPG8MzJ9j31MtsLFxHRaG297kntxZCIh/VAinlM0vadE35THPwua9z6+w/U1u4jpCS0O8Pmpmm7WqJ3CQxUYm/W+T3MRwX1e+hou1SEB8cnQ0JaVIYnsKwbLxOYyD3EIXBoBksDePuayqFMAxMwyRTHGLi2HNYbo5OfXUg8biJbiALVBwTqYjOxjJ2JodhOqzdvsTFKOLwC7/JyP6Tg8dszF2l16qRzcT8ynOzvBDM0lxfR4V1BHGyhevgdVo6iOeKkBSq701aNzFMi1xl9DFcs08W2fII2fIIRnf3L2KVT9Cmd0pKSsqHRRomx17+Fjfe/gmtjUV08tcjDnzsXAmVNDO3DuBsKjaYTpbQ6w02UB+WWEEcG1olQqgt/VSdHJqWS74ypiV6u1reSA9UBcRRshmTDMRsqltIw0wK2VPMnPkigdel39xI7q9Zb5T40Tv/hqJzm1MxCPS0dD+uUq8dYOmvBMXsX3LyS79LIZHD9TpNWhuL9Fu1RD7YIY5CWusLyYatQgUeKg6x+jlMJ0OmUCEKA0K/t6vEfiZf/lc5xFOeOIiTLezaOJbSoDJx8GM+q5SUlJSPDidX5OhL3+Tmuz+l364jgMDroeIIN18h9HtIw0DIzbgFYeAhkIkPbH+wRfOhSQKqky2SLemtoH5LF4pV4pmui6xJHJUy8YIT2mNOupQnDrL/zJfpNtcGCj8yyXM9Qm6bHYIoTIaLFP3IZ1mG2NEaN979J7qNVU5++fcG8a+xcofQ79Nv1RLv2wymk6G9vkjod4mjmChqo5IhKiORkfT7HVS3tWs82fRbfxi+uO+L1Ho13lp8a9vtjuHw+6d+n7K7d4E5VjFBfL/v+lb8yN/z+MMyNHWYtdsXdz3u5kr3DYelpKQ8Br79bRgZgddfh3pd/z49eBC++lWYmXngw1M+OMWRaQ4+92vcOf9qkmf6idqRwMmVCb0u0skOYlwcR8Shh2HZGKGlB4iCB8vEm+FDxFohEQiypWEyhQpxktMBg4FfFccYkcJEogyp7WZMC8OyMS2b6r5jTB57jvbG0n1KeUJKMqUq3fqqto4TaJ9WJ4PfazP7xg/o1lc49vK3Bvn3xvw14jjC77awXN1YNQyTTn2VMPD19Yhi9LC0TbYXYmbz9C2HOI4wdlmMKY7soZjQaECnA+UyZD9dA8HV6WN6aHsXyuMHPhX2PSmfDNKflJTPNIZpcei5r9M+eJr3fvAdhJS4hYqeXFEx3eYGpuNiu3miwMPrNMmWRyiO7mP99mV67TpEHzbR1YmqMEws20UaegKr11xHxTGh1xsk04blJJO5gkxxiGJ1UhdpS1XcXInRA0/Rb9dprs7v+Eqh38dEIaQcmIWDloxan7+K/X6eocnDGJZNHEfayzYpiMehT6+5hiFDIrEplaFQXo9OvIIippQE3mxpmF5r467fDiS+AVCePKynpHfYborjiPrSTV2gNm0qU4d33Ob5JCKEYOrkC9x46x+3yVRvUh7bPyjEp6SkpPxrwc7kOf7Fb7N2+xKN5dsYTQs7U0AIQSwE/VYNO1fAMB2iUG+WFIanKArB6q1LBP3OQxWMlYL19gSdfoGc0yRjd5AywjICTDNCGlpi0HQc7JzeztncYA39/sCD3TBtosAbbMQWh6cxLItceRTLzTJx7PMsXH5joNpQaxZ54+LTXL1zgPnVMaJggpd7t7FMnxsbLyNN7Z3jNeHCe+vky7/g1K/+PkAiFcWgsRx4PXrN9UQ1ShFFego76Ed06svkyqO4EweJQ598eVR/x9h6DWL9PoemdvfGiQKfjYXZwbbQZkz/NGA5GcYOPc3itR02BYDxI8986uwHUlJSUh5EPvEXnbvwKqs3L2glIstBCIE0THrNddzCEEJIgl4Hw7KpTBwk8Hqsz19NYtyHPAkhtcy9aWOYJtnKKN3aMnEUEgX+YDNUSIkQWnXJsGyy5VGKI1N6q6cyhmHZ2hftzR9pPzvAEgYjIs/r8S2ibZYC+v0JKQmF4mbjNuacw8LlNznwzFcBbQkAunEJ4HdbujktJSrUA1UIgR8GdGrL5Kvj2NkCufIo+fIoXq+97W3GcYjt5iiP7z7A4/c71OZniUIft1ChPH6A3zn+O7w4/SJnl8/SD/uM5kZ5euxpXPPBMUkKyUR+gsX24q73mSw8Htn84vAUpdEZGiu37zsmEEydeCH1oUtJ+SgQAn7lV+Dll6HdBtP8V+Hj+mlhaOoI5YmDXP3l91m5/j4gtuU/3eY6meIQcRQRdxraYm76KN3mOvXFm/QzD1bS6T3gPkIaA8l7ISXZ8gjNlTsopQj9PnEYUF1uMbbSwen6KBSdkRLtM8eRMwewnCy5yiiW7TKy/xTtjaVBHN2KiiNCv4+bbKPmyqMDRYzW+hKGfYHK5GHGDp0BkkEuFQ+GnXqtOn6vhZAGUegTRxFCRBjLbSbfvklZZvCrZcyChV8u0L1HmSqOArKlYfI71TaXluCHP6R37RL1qI0SkvzxMxR/7w8hv/Mw8SeN4ZkTrN6+SP+ePBzAMCwmjj33BM4q5dNK2nRNSQFWrr+Pky9RmThIeyPxABC6IBsFHk42j+1myRSrZItVEEJruUchQb+jp4w+SLYrBCKRQ3SyBTL5MlHg0amt0G/X9ZRuHKFiNZB4EFKCEMRhQGF0H0IIIl8nwpWpI8ydf5X2xiJep0E3GOHqwgnW6xUQIUPW+zx7VM8bG8b2Lw1RGNCur1BbvM7wzAmkNHAyBXq2S79dp9+qaQ8eSDZ8BYZpYlgO2WKV6r5jWJk8Y4c+R6exQn5ojE5tBa/bHJjZm06GXnOdc//450wc/zzD+44PXr9dW+b6mz/atqE7d/E1xo88w9SJLzz6tX0CDE0eRgjJwqU36LVrgJZwGp458al5DykpKSmPilKKpWvvUhzdR5gMKIHeIM2WhonCQCshCEG2WMUtVIh8j367Rmt9icDropIt1N1Yae6j3tESvFFsESmDvNskiAwQAa4tBzK+XqdB0O/idZoDz1al4mRTaDOWGsRhSHniAP8/e28eI1l2nfn97n1rrBm5V2VV1t7V1dU7yRabEilyRGqhpKFFybTHgAcYG5rBAAYEDezxGAPYHsAwMP8Y9sAwbJjiEBhhRtJIFCVRVFsiKa4iu9l7V2+1ZVdlVe6ZERn7W+/1H/fFy8yuzOrqjWyy3weyK/NFvDUy3nnnnO98Xxz0iYMBtcnDlKrjqDSh31pnuxXx7ecfZhjViRM7347SkijxCROHkr1zzK2mpr1xg0F70/iuZp5wlu0y7GwRdFsolaLR6NTIMFoZs7k6Psvk/N04fplj93+UQWeL8qDLoLVOFPRz9QvHEzSXr/DKd/6Uo+cf3eNv2ly6wvXnv0Oa7kzU3HzpBxx74GNMHj24UftewpF7fgbb9VlbeCF/HnD9CrOnH8yLBwUKFCjw04Y0Dtm49jKT82fZXHyVJMvtLMejNDYFGvzaGJblUqpP4JXrBL0WQX+bQXvTkHTfqj+6kAghsGyPUn0CadsM21sMu9uEw55puGb+dNIy3m8IYaSIpaQxe4Kw3ybsdzh6/lGElASDDsNukygY4HhlzsgpvplcRut0h2glDGnVxmJclHlNbTHXHmfzxkWO3f9RpGXjVY0ljZQWnW2TH4+ORasEIY2Mo+361KfmGJ87g19t0Jg9ThwMGHabDNqbxEGfcNBFCElqRaxcepphZ4v5+352jxTi0qtPsnrluT1kMNevcOpDv8jM+CyfOvWpt3SJP3z0w/zZq3928OtHPvyWtrsfTn/oF1l65Yds3riYE8hKtQmOnHuExqET79h+ChQosA+EgNr+im8F3l30W+t0t5aZOnEPWzcu5YpFjl/Bdn0syzFSvlld1/HLdNZvEva7dBSkNztYBwzUdGsuoX9Q+0TktVrb9Y01jdYMO1sMO1tEgy5pEnPkepOZ1Z6p50oLtKbW7DP93HUGx87TdRzCfpv5e38OnaZ0N5cJ+m20VthuKSfMxEE/Jxzl9eFdGLTW2bpxMc+b/MoYUtpoldJrrRHtUoIy+bGkGkFjoGFyAj9yqVhVwkqJUqQodSK6sxNEQY846GfS/iELT32N8bnTzN/7EUOK3dhAffHfcm37Gs2ku3NAz3+D8mvPceZ3/hXu+HtfacFyXO7+yN/nxkvfZ3v1Wk6erk0c5ui9HzH9gAIF7hBF07XA+x5xOKS18hpgpClst0R/e404GCKE8XebnD+X6eYbDNqboKFUa4BWhGlipmjeNCQak1B7vpEWlNIiCgbEUUCaTcmAgEz+WEoLrzqGtBy2VxZMMl6foLe1ynf+3f9Cffoolu2y1fRYXHXZ6GpevnmOdq9EmjzM/McWqZfbVPaRW4qCHnHGKAaoz8xz9emvMWhvkcZB3iQePcAIafTsLdfLmtNzhEGX6vgheq1Vxg4dp7W8YCZmQ3N9VJIwaG9y7blvoZVi+vg9xMGAK088ZvwFdkFrxcrlZ3D8MjMn7s2XN5vw2GNw+bJ5pv3EJ+Chh4xlxo8b44dPMn74JMNuC5Um+NXGHk+FAgUKFPhpQ3fLJIVCCCaOnKbfXKPf3iSNI6RlURmfZurYuT3xpb+9jrRd/GoDrRSx6h/Ycw1jP2+4AsSpx3Z/ls5wCs8JcO2IY7U+bslI00ppPFvjaIAaMYSFBK2MVKO08SsNhBBsLb6ax9GVK8+z+OL3GZs5hrQd1jdsZsvPssldbFljRtI/k0nUGprdaY746/lxlbyAaAhxMIAxM7npluu0lq8y6GyZ6yEt49WXpiA0luWYiSbLRukUxyshMtITmGLv5uKr2K5PnHnBxsGAbnOFy0/8FWc/8utUJw7Ra67y2rPfvGVqOE1jrj33LbxybY+c4uKiiaMrKzAzA5/6FNx11ztssfsWMXv6AWZO3sew2wRMsfj1BYUCBQoU+GnC1o1LKJWa6Zv5u+k1Vxl2tlBpiu14lMemmJg7TRztxNFeaw3HK+FX6gzThCQy0r9vCkJm/0jcUgXXLxtvdm2mSJNwsNPMlRKlQIVB5uVaJY3jPEaV6hNcfuKv4HFtCEFCEg46RMMe1arPvGxwM91CCWkarkBJuByVDRxhEegElaZEw172/GBTm5wjDga01xaNilJGWDLHpwCF7XjYro/WIG0bIQWV8Rm6m8uU6hO4pSqb11/Bdn2j+uSVjJLE2nUGnS3u+dhncUtVNq69zMrlZ265RFHQ58oTj/QU+v0AACAASURBVHHvJ/6zt+yb/tChh1jtrfL4zcdvee2XTv8SJ8ffOel8adnM3/ezzJ17hKC3jbRsSrXxd2z7BQoUKPBexOZ1I63ueGWmjp2ju7VC0GuhlcbxK9Sm5jKlPxMnR/6oXrmKVgnX7prm5KV1pNZ7QmnoWVw7cRsZeSHRaCzLxvWrxtZNSFSSoHVKHA7xByEzK53MS9XEL2Nv46LCIc7ffpvoFx/FqzR47rEv4Phl/Kq5bwe9baTsGVKUZZPGcS75K8St+VEUDPYMsozPneLFb/4RveYq4aCDVgohpCECK4UQAmcQk/oefQQCDxHHHEonWLWGeIMIUW6wFQ6M8mISY9keg+wZJei2uPvnPoP89re50b6xt+GaYdDZ4vKXv8D5/+q//4lQW3D8Mqc++CnicEg06GJ7pQPt8woUuB2KpmuB9z2iQXdPkbI8Nml8bJQiCgcMtjdYu/IcGo1fbVBpzDDsbDFobxrWkVdC2g5Rv2OmS+6o+WokhaVlmyDnloijAA3YjmeKrkJg0lEjA5EHR1KiQQ+/PEalMUNtao5w0KV58xJaw/bqNaozd9GKJknSbXTSwZVbSPs0WgtSZdEZNrh06QE+cO6lvUcljOwwGA+d5UtPMey0AJ174WllvHuEEMZnVojMzD1h7NBxknDI3Ac+xbCzxcqlpxm0Nxm0t4xksxB0t5bpbS1Tbkyz/OqTTM6fZWPxlVsarruxdvUFpo+fRwjBV74Cn/88dDsJZXsdIRR//dgUP/Oozz/7ZzD5HiEeFcltgQIF3i8YTbaCiSPVycNUJw+jlSLodxi2N1l+9SkQRhq/MjZNf3udYXsLjcYtV7Fsh3DYQ6tbSUwbnVs9Ywyj2CNKS/RjD78b4HqLoBXKcXD8KiO/dAC0MqoRSBQJYX+bsdnj1Gfm8asN+q11I/0LtFauMjV/N8nLPYRsM1W+TDg5yXrrEHkPVwg6/RpHpk3TtewNOTS5gRDH8zi6tnCBzWsvG3nDTFIxVcp49wgBSNLUePsMtjfyidfB9gb3ffK/YHPxVW68+HcEvTZBr4W0XWQ4pL1+g87GTeoz8yxffIqzH/l11q6+cKBMs9aK1avPc2biEEkCX/gC/OmfQhyFlO0NNIKv/MUsv/wrNv/0n4L/HlDwHck/FyhQoMD7AUG/nf9s2Q5jM/PUp4+aONprMWhvsvTqD5G2k3nFTdLbWiUcmuKmV20ggz5RMIA7nHgVmRIDQmBZDkJaDLpNvHId2/VNHBUSyLanFDqbTk2TmGjQYWz2GBNHz2A7Htur1wizCRq1tsjMyfuQlk13cwlrMGR6rEHDqtIKmrjaQkrJGWuHUFUTpohsuz6W66G15vrz32Z7bdHkyUqj0sTUwnXm6S6kkUBOIvrba5TGJvDKNcJem3s+9lnWFi5w7blvMey3iQc9LM8n7HeIgwGdjRuMHz7F2sIFjp5/lNWrzx94rZI4ZGPxFebOfnDP8mjYY9htYdkOlfHZ2xaTf+XMr/DQoYd4duVZulEXP/QpO2V+dv5n7+jzerOwbIdKY/qN31igQIECPwUIBzv5qO36jB8+idYnUEnMsNuku7lMe/U6bqlKpTGNtGz67Q0j0S8E8bEjXKqWmFjaotIJUFKw3fDZmiyT2vuTP4W08gaondkCDNpbuKUq0pfYTgkQTG5lhKksx9VgpI7TGNcvM2ZVSN1xlpvLxFFgYp7WHL7rYdauPs+w2yTsd5g4chohJb2tVWNBsA8p1XjZGpWINIlZePrrdJurme2OQqsdX3UQ2ApiC5SlCIjoJjENZbxd756ZZy1qcfXGAoEekiQRjlti2G0R9NvYrsfEkTO0bl6h/tIFtuL2LcczwnDxKu2167coLgS9bcLMg/29NkXqeCUcr5AJL/DW8babrkKISeCzwK8B9wNHgAi4AHwR+KK+E7Ou/bf9D4F/l/36j7XWv/d2j7dAgdfDPuAmOuy1aK9eR2uNW64RD7r0mmsM2luZzN/On7VWCmm7aCFQt2ke7kDnjUtpOaYQG4ekcYg7NZfLIQopd0lFmXWktNAqZdhrIbPRzsH2Rl6j1lqzcm0Vt3wXiV3D8SKOTt+ks3q/kTIWAqUsLlw9y6kji4xV2iTREJWm1CYOUWnMoNKEhae/zsa1V1BpgrRtpGVlkzlmPyOvgtGO0yiks7HEWCZ5PHvqflavPk+3uWK2IW2SJERKyxS4swJzb2uF7ubyba9WOOgQDjq89OoYX/wiuNELnBt/DluOfH5sXnvubj7//z7Kv/gf7PfEpE6BAgUKvF9wUDLS3VrOJfu9St0UOjeWGLQ3GXaae/yvtTbTKmkiUMle/5p+WCdVNpZMdt4P+dRpe3CY8fA1kjhiedNHe2ch3aKOg5TJThzVGiwTR9MkJui1M8lhM3k7gkpTBp0mfu0I0hkjCvocLnXppgkLr7l5UVUp868jh3zo7LdJwg6lagPHrzDstlh84btsLV0GrZGWg5BxRlwCjcB2nIyhbK5E2G8bWeH6JLbjceTcI1x58q/pt1ZRWiPTmCQaYtkOfnWc9toituNx8gOfpLt1+zg6irNf/Sp8+cspE/bjTFReRQpzTRPt88O/fZBDhx7iH/yD226qQIECBQq8w9g/jmq2V17LG7JeuUY46BIN+wy2N4he51eKJoujUWYFc3tovSsftR2ioIe0bMJBB7dUZdDeRAiBzpQispUQ0kJISRwOjNRgpi4xUicATNE46HPozIM0Zo/T317nrFxlQRkiri33yhNplXIsLpGoIdWJQwgEreWrrF59nvba9UyO3zbF4lSZ4xFmSmg06aO1pt9cozZxGL8yhl9tMH/+I1z4+n9guL0JAlKVkAR9LNfHrzZoLl+lVJtg5sS9ewr2+6G7sQRZ0zWJAq6/8F22V6/lNQGvXOfoPR9mfO7Ugds4VD3Ep+/6NADf2vjWG35GBQoUKFDgzmC7t7JGVZrQXLpMHAZm2MUrEfTbBP02lu2ahusIGmLfZeXULEkcgLrTNsZOHA0HHbPdcGgsbwZdpJTYyS5CcRZHEaaGqsvmtWS7SRwP8rcF3Ra1qTmOnn+UfnuTwfYGtck5yvVJLNsltmx2E4zTOCSJQ7xSlUpjBoCVS0+zfu1lBtsbGdHKJo0VWqemvGxZSC0QmNxbAet2SC1y0FpRtUoIS/Py1gsErgIpDelq2MuUH+o0b15ma/YEMuqhbqe2kRjJ5FHTddhpcv3Cd+k1V/O3VMamOfbAxwrCUIGfGrwTk66fA/5vYAX4JrAIzAK/Cfwe8GkhxOe0fnPaq0KIeeD/BHrAT4bjcoGfSHjlGrXJuT0FS5UmtNeuM/qzrU/N0d1cJhx0icMBg/YmaWLkhoUwSacQ4o6ZxQAqMcVXS2esXa1QchInriGi1R320Uj2KUuKQaBUQhIOsV2ToMe75CMAgn6HKNTEscR2fRpuTD2eIRwGCHkFrTRh7LC4XOfU9OXMJ8DHLdd46Zt/RGV8lvbadYKe8XGNI0Wa2miVlbiFygreplQsMM3rfmsNISSvPfMN1q+9xMqlZ4ijIQJBKqJMQsOj11rDdnyG3SbXn/sOWtzJ7UHyN38DcvgchytP7H1FJEx4L7H26oDLl3+Js2ffeGtRBH/8x7C2ZqZ67r8fHn4YXPcODqVAgQIFCuSoz8xnig07sofRsJc3XIUQNGaPs7n4KmkSG/LSoGvUEswbSEIj6b+fJ91YucmF6x9lbuIqthWRdS1RqWJ7OMtWd4rj0y/z10/9KkE6g1uqEg27kJzh7sM/4MTMK/lx5A3TNCUO+jheGZUmuX/eCGG/Tb1+hFbqUnJc3LEKD548z9jETWwbkgSqpQFnDj3D8akXKblDhGyQpgnf/o//npeunmTlqsCKZik7DnV/HVtEoFMEGsQoimaXAIHjlems30AAF77xB6xceYb1hRfz65QKYeTqtaa7tYzjloiGXRYvfC9naR8EIQSDAXz96zBtf5OGd3XP67YImHSe4OlvKz796Q8wNvbGn3sQwO//PrTbUK+bGHrvvVAoARcoUKDAm8Pk0bOsXHpmDxlpsL2ZN1xt12ds9hgb119GK0174yZJFKAy5QSlNGkcGOndOy0Ua0Uah0jLIYkDs55SuKUaoEnjcCdK5fmoNLFGg1IpSSYDbCQL9+ZzYb9NqT6BX2vg1xp8dvaT/K1e4JVXv4vISMRam/2cj8Yo6Ri77NNvrvHi3/6hkfFfumLOM4kRQiKlDaSo1OTJQoj8mklp/Ga3V64B8PRXPs/ypSfZXLy4c1BCYDkeSiniYIDtetx48ftMHrsblRii8UEYydyrNOHSD/6SQaaOkZ/voMPC01/ntPylwju1QIECBX7EmJy/m+2163uWdTeXiEPTWPWrDUr1CZpLJgdqry8aP3StMxW/mDRNDKlX3Vn7QitFGgdIxyEJh2Z9IXD8SZRKjBIiGD/YPE8TuaChRhlvVSEYOkC8a9tA2GtjT8xSaUxTaUxz9PyjTB65i5e+/ccsdiyzrlIMu03SJEIIQW3iMOsLF+i31uhuLdNaWSBNIlSaGNKUZSExMVwA2rbRWdPV0RItoJn2kB24FLW5Hm/SqmpSYQqlQkosx0cNOkTDPpbt8NqF71IhU308KB+tVfPXomGPiz/4yt6mN9Bvb3DpB3/JPR/77B6/9QIFflLxTjRdLwGfAb66e6JVCPEvgR8Cv4VpwH7pTjcoTEXsi8AW8KfAf/cOHGeBAgAkKiFMQ55cepIzE2cYL40zf+9HuPj9r5Bm0zWDzlaeOJbHJnFLVRqHT7J5/RW6m0tZcdNMoRqZhiRLcm/HKh5JBWe/CcvkrFqx0pzn4tKD9KI5pGXj25ucmHySY5Ov5OtopdFCIyEPrttr15k9dX/e+I2DgWngRhKZriKYRSNRWlJxljhavUTJHaCU5vTMVcq8ikoTqhOHmD11P45fRqmUpVd+SHP5CmG/S9APM5KXJn8K0JDGKdKzkNLK5ZB7zTXccp2VK8/RXrtOEoWoJDYTPphGcxqFiF3+tNde+DbSdilVx6jPzO975Uq1CbrtkOXLl5n1vo3QoEWJPdKRgIxf47VLm5w9e3tJwl4Pul24uCsHv3kTnnkG/tE/glKhIFGgQIECdwwpLebv/zlee/obefFzsL2Rv16fPorluEwcPcP6wosMO1ukcWh8bVSKSpK8cLxf03VmbBEpUxbW7qPqb+M5Q5S26AVTJMqlXt7kxeuPECU+tqNzP7g0sbiw+FFcJ2CusWCOTWGIPlqhVEo3k+lFa6KgTxwO0ErheD7TUzO0mlNZqLGw48ucm79KrdxHpYr/+tNfwtOLSMthbOYY0yfOs77ucOlSyKDzHey4TRimDHpVtihzZPIqZbdlqEoakkThug4IgVuukcQh/dYa1YnDLF98is7GDdI4Qqk0b7YmUUgSmgZrGoXIocWlx7+KiiPq00cpje0vy1SfmefKSzcI1m8y7jwD2kOLWxnh1uA5bly/j7EHDmYgaQ3b2zAcwtWsd7u5CQsL8PLL8LnPFY3XAgUKFHgz8Cp1Dt318B5P0UF7EzCkmbGZ+Uwu0cjhBr1tdCa1q9KUNInRWiFQO1OpbwiR57M6NXmqyrxce8014qyAPNKWQGs0CpRGC2F80sMhQXcbaRvlpmjYN4pNWTO1VJvAqxoWj2/7fKb2Eaam+qQDm1TA4cjl2LDKIWeCiaOnmThyBiEl4bCb2dw0SeMwJx9pdJZ3Z8ejjY+ewMgphv0Og+1NqpOH2Vx8hc7mMmkaIxBIywatScMho4w9iQLSOOTV7/0Z0bDP1PzZA31ba1NH2Lp5mZXLz7C+cAG/Oo5b3jsboNEsX3yqaLoWKFCgwI8YjdnjNGaP541XlaYMuy0ALMumNnUE2/WoTx1h/dpLRi1Ca7RWpGmKSmJMv3Ukvbsf9tZ0EVkcTRUKY8emlCIJBwS9bdIoRKmUzakSh5e7yJHikSb7jyCOhgRTDdJaFdVZIwr6pFkzUkqJW67lcUnFMevXXjL1VytFa0V/e500jnDLVaaPnaM+PQ/CNJyXXn2KoG+OY9Su0Urt5N1aoQRoz0MkirKyiMMh3VjhlzyW0g5RGhJZLiJNkZZp9O4e+rFsh9byVRbjEtHWGuWJmZyktAdHjlCdOMT6ay9y46Uf0Fm/Qak+ie3tzUfTJGL1ynOceOgTb+4PoECB9yDedtNVa/23ByxfFUL8P8D/CnyCN9F0BX4H+IVsvV94m4dYoAAAYRLy5Ve/jO6bIPnk5ScRCO6buY/P3P0Zzv3cf8LK5WfYXr1GGoXYrkelMZNLM1i28brxqg0T1EoVwmEPlY4KxW8k47Q7OEs0KTqFpc2zPH/946SpQogQWwj6YYMXrn2MYVDm7rmnGE28Gg87kzRank97/QaW7RIOuwS97Xzzvm/jB8s0/G22w7twRcTJ+mMAOFYdy445M/MDKhVJbfIw0rKJw0EezJMopN9aJ9EllJIYoQmBuWUkgEBp0MLDrzaw3RK95grSsvHKNbqbyyRRiLAsSIz3q2U7qDTNEnvzfCK9sikopynrGzewHI/K+MzrLptJ2q8+/iWqSjFk2xwOHVI5AWKnMCyAtL8AHNx0XVkxDdf9sLYGX/safOYzb/BRFihQoECBPZiYO43teKxeec7EgCxOVscP4dcMU9WyPRMnKnWUUnilKkG/nXmGs2/DFUAKzSOn/4YnrnyaXjBBLyBnylZLLSZrq7y2cR86TUkIsBw/kw1OQCuuLD/IXGOBEVFHComyjAzU5o2LKK2NZGOwW6pRoIfXOTLVYWnzGFa6RCnYBK2xRA3PSxD2Ko7XwCvXAU0wCLlyxTH7SDs4bDJIJ9A6RSNZ3T7OyZmOKYojUKlGOmVKtXGktOk1V3FKFRBGwSJNE5O0KkPukpZtCs9ao9FoaSGdCnEwIE1ili4+xfEHPnZrwVhrupvLbKxeoS4iUt0H3Udjo6xJYEfmUYqYuH8TOFge8bnnTMN1P7zyCjz9NDzyyIGrFyhQoECBfXDk3CP4lTHWFl5gkJGT/OoY1YnDuKUKYOxdbMfHK9WIMrWGsL9NSmymZvSdqy4xsrHJ4qnGkHnCXhunVEHaLiIOMyKyyt8nsiIzloXSitUrz9KYO51N2uyM6SiVsrV0hfr0Efxqg83FV5CWzam0yiouCosPhVP49TEcv0yaxCZnlCa3G7abRMMe0nbyputI2thM0xh5frdUw681UElM2O9QGZ8mHHaJw6GR95eWIXeJ1NgLpLFZHUN+dvyKsT8Ih9x85QlOPPjxWwrGAsHawgskUUBz6SpBb5teax2vXMsbxSMMOlsE/TZ+5Q4kIwoUKFCgwDsCISWnPvSLrC9cYP3aSzlxqTw2SW3iMJZrvFelbeOWasThAJUqpCUJ+x2QGfn3tiKdexuuOWF4FAM0howkjeKgZduoJCKxLa4fr3PiehuRxR8y5YjQhusTKf6wz6C9uUfxIolCNhdfZXzuFFLaLF96yihERQEqnTDDOFpRHZ/Bcn3icGgIWEIipEWvtZpLH6eZDZ6wLIRS7LG8m56lttmDYRuVJLhehZadkKLozjYQKkSnKVpmyou7Yn22UTamK1Q2NL3mCrXJI7vmYwScPo2cnOLas98kTWPWFi6QxhHd5iqVxjRjM8f2zNO0Vl4rmq4FfirwTky63g6jb+Ibm4pkEELcA/xr4N9orb8jhCiargXeEXzplS9xaesSd3N3vkyjubB+AYDfOv9bnPrgp1AqZfni06xeeXbP+r3mGv3WmkkGHRfL8bDTJJOUgFSl3MJ82g8juQUNaSp58fqHUKnKArYmiYLML9XiyurDHJ96Gd8bGEkl286klSwzNSpDtm5cNCznJMayXRBQqlapaxgMB2h9mW58EjR4VgtLlJBSY4sBUkUM2hFuqcr2yjWk7RFHKcPuNmkSEycllCgh9ZCs05kduiCRc8jyA3jlFfrbGxlzSrB187LxEcqYx8qyUWmcPRCkOasKaeOUKgjLRgiBWxlj7bULTMZnsV2fUm0C1y/jeGWGvRa2A8cOd7nU1mgtAIWlmqTWDGAecsplODZ/+2LDU0/d/uO5cAF++ZfB827/vncC0bBHe/0GaE1taq6Q0ChQoMBPNOrTR6lPH819wfdIPGlNe+06w27TSOvbNpbj4fjlTApRo5KDp3Pq5SZ/794/4ubWWTZ7RxFCMTu2yFzjKt+//BkYSSymKRAipIWUEqU07cEUQVyi5EVI20EIcGyHNApILJv1hQuG6ZtNlBpZKFPgLrstzp1QDPRJwgisZAXXKQOaJAxyhQnHL3PlpWXS+CQWXSRdLNlHqUkQDuiEVEnixMO1h2gsYvsMYuwktnOTfnszfz7YvPZybm8gbTdjJBsbArTO4qhESIlbqgOGGOZ4JVYuP0Pj0Akcr4xfbeBV6qA0UdinPgbT4x1WV8w1FSTItImydnxzajWYO3T7x/annoLqbYw/nnrqR9d0HXS26DVXkdJibPb4gf7CBQoUKPCTgMn5s0zOnyVNYl4q/cc9vq1aKZrLVwn620Ym13awHBfHr6CUkQq+Y0MnIfPCslaKNIlz+f04HGRvsRGWZeJRNpEjpDTNWEzhWsUR4bDH2pXnUSoFrZC2Y5SQMhuc7sYSSRTSOHQcwPigjt8PSpHEAf1WiF9t4PgRzaUrTBw5Q9jvGMWkNMH2SliORxpHe6Z4Ldth9uQD+LWGsQHqd4yaUhzTvHERpJWRlR201iYXReQ/IySWZeNl06rG6y9i5fIzVCcO45VreOU6pfoEQb+dyyDuEncjHHRpry3SOHxiz+XV6Ztofv+Y0dlcIui2Mgnr40ZZo0CBAgV+AiGlxaEzDzF7+kGiYY8Xv/EHe5qYKolpLV0l7LeRlo2Uplnr+mWiQJNEWTPyDWGaj6P4qNMUlbU/NBANupl3q53J6Sc0J8sMKx6zG0NqgwQlBe2pGs3ZOiLs0F54IVdQFJaF7XhGRUJrWsuvUZ2YxS1X0VrRvHkZDj2C1ookDOgla/jVBiqNaa9dpzJxiKDbNI1SYYjPWptYb07PnKPtljh6/lG0SuiVVklWErxBSJhItsYsosYhY0MwTFGj2Jmft0JYFpbt4vplEILuPWdgZRltxbi2h92YxD5+ksrcCfrba7tq4TtxtL+9ge14VCZmdz6nO/Clf69AqZTO+g2iYQ+3XGNsen7/Sd8C70uIN2m1eucbFsIGngXuA35Fa/3Xd7jO40ANeEhrPRRC/Cvgfwb+sdb69+5w308f8NK506dPl3/v9+5oMz+V6GYjfrVa7cd8JD9aJCpho2+kDn1l5AsCuVc/fqYygyXNtMdIFx9MYpVEIWkc7Uzh7GLtGJas3pOA3Sni1KUXjKG12a8UI6+37A0afLeP55iREnPzzhhVI9kLrXf8dQBpWQhhtpcqabxdlUl6bRng183PaX8rY1gJhJAkqVlHCInWKSLnSphGssibribp1sIFBK4rcomKkWyT2jWtNCqmQ+a5k3kmIGRW3JZZM1YhENien5+PX64bqcfsPpUkin43Ik13pnK0kICRai6VoDFZw3IO7phubYGU5nsQBPt/D6an4TaWPoDO7AoO9s+7PYz85es9BC3HxSvVbuvL907h/XovGOG3f/u3uXr16jNa6w/+uI/lvYgijh6M9/t3507PP00iwxrGJCNpFJIm0Y7XnBj9I7LcT/FWn0nbg0mS1EzGSJkgc79UPfof9VLT3FqFRIpRvfmgOGoITrDj4Wa7PqANg9ipGBWGQTMjCRsVChNHZeavlyJISZVNqiyEUFgiQcoUKRQg0cJDCI3jmPfrbCJHa7VznfY8X+yNo0JKI98vBCqzHRBSYHslBMKoc5Rre4r2UZgy6CeZikW2CzE6btNMHZsczyaF98fqKnjewXFUCDh06A0+tNFn/RbjndaKaNDdM1UFxl/ezRrm7zbe7/eCIo7eHkUcPRjv9+/OnZ7/yDoGTAEyicOs8bj7/qnzvHCnOfrOYCff3LvMxEvzux4Vb7XO46UpGBvJX0T2u5BYjpsXiLWbxdG+ybd3FyilZWPUIOJsEldm5GS1UzzP9mc7XubHJ1GZd56wbCO9PGoqZ8Xh7Azy2G/iqGXIWBgpSq0V0rKzmA/ScrJi/I6UYprEt0z52JnVzugaleoTvN4G5/V4u98Dc9684X4OgkoTokF3T96OELh+JT//dxPv9/sAFHH0jVDE0f1RfHfu/BqEg46Jm5jc1NjPRDt91TyOynxq9J3E7ePoSLafPHabWKgRwkJaFuRx1BCIRqpHaRyi3eoBcVRg2TZaa1QS5561CIxlXR5HTe3Yyhq7QoiMgGWavrvj3Ij4O4o3o+skhERaFtKy0ZDHXstxzUAQJoeWlr3HvzWJw73kJCH2EGel5eBXb68W8U58D/Jr8xaRxhHRsLfn70YIIwn9oyAwFfeC934cfTcnXf81puH6V3fScM3wPwEPAx/VWh8gXFagwJtHkARv+J4wDSlLI8knpMTxy8RBP/clzSOzGDUm9wvKI1P0/RJekWngp+isCDwMq0TJ3qkMSybYMsqKw6bdaVYXoz3kkhEmcUxHTjtIy8bxSuZ3IXCEQMohntAkiTCTQMAo0RwdSJjYSEzQE5YELVA4aJ1iyeT1zqnZMUkECUqJLNiaIrUJ4ulOwRjy4xNgPICyazG6jiNpSeROwRsgHI4YYqb4a9uSUkkQBClJao4TrZEW+D6Uy/K2DVe4M5+5g96j0oQ4HOQPbkJaOK6P/SYna4zfUXjL8jSOCHXXTCYVKFCgwE8wotil268SRgk6jXFkimvHjOqDYuSLnkUUvTv53cXA3Y1Rkqqy2KtSi35YI0ldEpUlNsrBEgm2ZeKoypQQEmWIQkIYghMKbEtlrVmdxynLcbFdPy/iohVJds/XalTUzo8oWxuE1ghSlCYnPmltI1DYcoc1bdaQGIUGDTpBKysrSpM3ezVp7i0/arbu8L1G8O70UQAAIABJREFUVgNOfh1HpDCB3PGuA4J+O9u2Wdv1LFQaEYaQpnlkxrKMWkSp7N624Qpg3f7l28bZNImIg2FeHB89t7xR7H49wn4nZ0ErlV8SknCIgHxSuUCBAgV+UuG4JdI4IolDkl2+pkBehDVF4p1GpHlNHJCLkhd6deYrtyv48vq4uz8RalRwHW1P7GxCmxzacrys2GokgLVKUGrHS26neLtrt7sKz1qkiCyGmQkhE1tHgVoASJmTlFSa7pClpImBenSOu85hp1y88zwhLQeB2FGTGL0uZRaPNcGgg9wVF2Wm4rT7cpncPMtX3dKuPb3zSKKAJBzmzVLLdnH8ch737wRaK8J+59ZahjbEYCHEm47LBQoUKPBeg+tXCJId0tLeOLrDHrpFmv82cdTEniwnzOKo0GClCqHMssS2slLl67cxyr1GjctsoGY3ociyTKMyiztCSjMAlBOJ1N74lofvnTxVK5knRyMJZL1PHBXSyom/lmXnSlGj41Kvi6O7I+kOAdjEnt1kJ1OjNctVmpBEwZ4YJS2bdHfTNbueo3z13VUuMiTqJAzyGGhn6ltvlAPvhkoTwkHn1q1n8dWvNrLGeYH3M96VpqsQ4neA/xZ4FfiHd7jOzwD/EvjftNY/eDv7P6jDLYR4Wkr5gU984hNvZ/M/0fjWt74FwPvtGnxv8Xs8tWB0Ze/uGnnhi7WLe97za3f9Go8c2auHd/Wpr/HKd79Mb30RMJr6IymlNInRaYK0HeOnM+iglDJBOPPHcbxyNik7RErzdUsTEzAfv/yrLG7UWNw8hBAJhxrXmB1bxLOH2FaEUg6t/gwPn/wWR6ev4/olVGomQm3HQ6nM100phGVjOQ6uX2Xy3CMZu9YE+fWVC8yeegAE3Ljwd6jjPw9A79k/IgkGbHZniWMXx44QUuJXGiilaHXHSKKAqeoCJXcAWFnD1CIVU8TuPUxVF6jWJLOnH2TrxkUzaZMmdNcWs/NUOYPJ9kq5XEZ9+ijSK5EmEUGnSZomSMuiVJugduQ01QkzIpOEQ7pbK4zP7XjLKS+huXGFdrNPp+9SrjU4fe885WqFuz78q/m5H4RLl+Dpp79l/gYufuKW18+ehV/YR9S831rn0g/+kjSNR2rGBhFMTt/F+Nwp4nCIV65RmzpyIGMqGva48I0/QMsDWHQKzj/8s5THDvalfSfwfr0XjCALyY/booijB+P9/t25k/P/6lfhySdNDFpbeIHtldeIAqj6CR+95y8plxOSMEClpshp2S6W6xH22rsasgqkwPWrpFFAmsRIxzXF1zgiURbffPE/ZxhpYhWwtHWK2bHrTNdvYssYIRRJ6vD89U8wXV/iyNQ61XLAROkmtpPgOwEVv8NYpYtWKdJ2sBwPv1xn9v6fy6c84nBIZ/MGk/NnieMhNy8+jnX6UwB0n/4PGYFmlDBbtPoz+JUGcZzQ7IxD0qHuL6O0BViMVbZB2CTWKZTVYHZiFbfqM3XsHJuLrwJZ7Nu4aYrASqOUiZ2OVyKJQmzPpz51BGG7JFHAsLMFmCnZSmOG8eP35OSdYXeLNI3zuAqQuAGbq5dpbycMhg7js7McOzNNbWKGuz78S2844fKd78DSkvk72C+O/vzPw35/Hls3L3Pt2W+awsLoFqyBAOaOP4JfqZMmMeWxKSqN6Vs3kKG9tsjFxx/j2jVYXYE4I2KPT8CpkzDmujzw0f/yXWcYv9/vBUUcvT2KOHow3kvfnTAJeXnjZXpRj/HSOOemzmHLd9eB6c2cfxpH/PDP/i+WLv2QcNA16kJpjJA2STTMC8i24yGkRTjomKKhHk2fWrilClHQR6UptuOaKZldcsKjKR+1RxJ3d5HVFIkt15CSknCI7ZoJ07zpqzXSdrBdj/LYFHP3fzRfe9DfIgmH1KePMuw1Wb74FM7dnwag8+S/J42jvNBpZPMr1Kfnibot4iggiYaGUCOtXFnCsl0OnX6QOBwQDrp49QkqY9O5rUHc26a/vW6kFTP7ACltbNcjiQLcco361BFAEIcDhp2maRjbDpXxWaZPP5gXiDubN/Eq9T2k2FB1aK0s5Nds/OhdeJU6E3OnOfnwL9yRtOBb+R7cfPlxVq9mNYzRLhTIwOL4gx/PG9rVycO39ZRdufwsS69ePrA3XPYE53/+l+/4uN4K3kv3gR8Xijh6exRxdH8U3503dw2G3RaP/8n/wfprL+YEJnOvFKRxkNcobc9HpSlx0DeyvlnD0cQ23ygeaI1lO5nigYld480Bx65tI5U2TFBAScHSkRrrs5kfi9hRTpK2QxIOcf1KfixGrcg0MC3Xp3HoBLOnH8jPodO+geNXKNUnaG/fYH3hAt75vw9A+4nfR6WJmTbVOq+rlsYmiXstY4cTDUmjAGEZZQcT7zyOPfBRWstX0WlKdWYeMHK/AEFrjaC3nakppXnObqZWQyqNKSqNGZRKiYY9wn4bYdk4ro83eZiZU/fnx7+1fJnGoeP59CsS+t11Ohs380bt9OkHsSyHw3d/kLmzbzy0+Fa+B1oprvzw/6PdvbG7/w0pOHGJ4w993DxvCMnY7LHb5sRXn/oarcHWga9PTU6+6760xb3gvR9H3/GMQgjx3wD/BngZ+KTWunkH69jA7wOXgP/xnT6mAgVOj5/m63z9wNcFgtMTp299QWsqjelcvi6Jhgzbm1lgFmghGUkL16aOMOxs5Ums5XomMY0CYMQuMgGl1Z1iY3uOktOj5HY4NfMiY+XNXfuVTNaWGausc6ixgFYiG0oVqCRC7ZaOcD3j7xqFRIg9sg1CiD3B2nI8Egz7RiUxwrLY6s4xUbmZMZ8EcaJIrGPESR8tKnSDKXx3GS18QIKwQJaolAPqDd9MEqUJtemjtNcWiYZ9EGTToDuSjWkc4vgVXL+CkBaD7Q2USogGPUBjOR5SSEq1naap7ZZu0fOXls3ksbupTnWY6m0ze+o+Dt/1AWMufwcM37vugpdegmCf4edSCT71qf3Xu/HS903D9XUIetu8/J0vMT53CrdkHqq8cp2TD/+9PUXuEVqrN1leVqyvQZJAuQJHjkB913Bre23xXW+6FihQoMC7gddeMw1X2JkkcfwKCEksalze+Dj3H/1rMxUiJTpVuXpDfXaefnM9/934uLlGBkoYHx4zDSNY2jrFMCyDAN/u89G7/5wwLmXNTRBCMVbe4v7579EPG3T6EwwiF1v0mfMvY0tBFLmkJRvHcVBpTBIFhKOGbwbHKzFx5HT+8wijBFlKKzu2BEip+h2G8QQBJ1Cqg2KMIDbyvtXKEC3KIBwQisY4lKsmmbNdj8rYFP32JnFg4mIaR4ahnGWESRTiVWq4pRoqTRh2W0aBIZM9dPwK0nbwyjsSQ151jPbqLm9dTMI/e+pe6r0W0aDHiQc/xPTx89Rn5u9IYunDH4a/+AsTw16P6Wn4yEduXa7ShBsv/t0eX6URes01nv2rLzB94nwex6vjs5z8wCf3nMsI22uLvHgBWq29y1tNeK4NDz4U0dtaYWz22BueS4ECBd6/eHblWR678hhRGuXLKk6F37znN/fPC38M0Ggcv0ypPonjmzwj6DYJetumqZrFLJWmeH4Fr1zLC6YATqmCFJZRQBBij6zijtz/bvnD/SZ7zDKVpvmETxwGObEln3JRKXEYZLndDvxKA7IGoFepG+IwOldzELunZFRqmrACKuMztNeu536u0naxbDOJYzsucTjAyorhKo0p1ScYdrYIBl2ScIhWKUkcmqnVTDEijSP86jheZYxo2CcO+2aaOApM/m6P4ZVqyF0+M361QTBo72m6epU6MyfvY9jZQiUJR88/ytT83VTGZ97cB/wmEPS2Wb36/C3LtVa0Vq6ztnCB6RPnzTVF0Dh8khMPfhzLcW9Zp50Ryg/CoL1JFPR/ZHL9BQoUKPBuIQmHVMZnKG1N5iShQWeDsGemFMUu1QSvUscrVRn2WoboIyVOqQLa1GOF2BmiASh1A05cbSJGL2aQSjN/o0Po2bQbvpG4FyOVPrO/OBzk8dNyXJRKTRM2HN4yQVmdPJyrIbl+JfNQH03bikzeV5sYqo1fuu34eOUxkijEcjxUkmDbLsKyDCHLrxD2trNGqiZNIsZmjxP020TDvmksZyQtKc1zhFYpOpPQ96oNhr1t0iggiQLSJEIIgeuVKVXH9xy/XxkjGvb21Hor4zP41QaD9iaOV+bIPT/D5PzZ2xKG3i5aKwu0N27cslylCWsLF1i/9lI+8COlxczJ+zhyz4f3zY/fKI6212/dT4H3H97RpqsQ4neB/x14EdNwXb/DVavA2ezn4ICCz+eFEJ8H/o3W+nff9sEWeF/hcO0wp8dPc7V1dd/X75m+h4nSwROSOzIHZULbQ2T+rkKayRO/2sCrjOGVawx7LVRikkbLshFeCbTOWEwmyG8MTudB9/zRJyi5PZTa5VOKIFE2p2YuYEkFml0JrDFAt2wH28v08bPtqyTa03gs1SY48eDHufzDx0iigHJjis4uaURp2dzYfjiTM47QOMhkEmntSEMI6WA7gjTNBBitEvWGzcxcSjTIro+UVBrTWLbDzRd/kLGDBHIkLWX0jknjiDhjKOdSiFIgLdcU1tN4r8yRgLGZW4umQgj8yhgTh09x7mOf3SP59EYQAsbHodeDsTFot41U4vnz8PGPw9Q+vc6g36bXWrtleTTs0VpeQGvNsL2VN13DQYfLTzzGPT//m3seGsIQ/vzPobsr/vZ6sL4Gp07BfHaq+xWlCxQoUOAnAc88s//yURxd2T7D+bnvIGSSsXptbK9MuT6B7ZVxvDLRoGsmSAVYloPjV43EUZoCGqkFW33DxkVrpms3KXtdym6HKPVJlY0QinppE88e0upPI4XGdUIO1a5RcVto4ZFoHy0r2G5KHKY7E0RihzHZmD3O9PHzXHnSNIrL9UkCrfI4ajkuwnKIVQ+tUjxnSHVMs7reRAqB5UCtFOI5A6QAhY3lVhhrCKYPQ9DLcnQhGJs9jrRd2uuLJHGUe7aOZBeFFCRhAEJi2+6On46UJmGWMpeIGl1vadn7Nh+FlJTrk8zf8ygnP7CPvMNt4HkmVna7hqw0HBqJ/wcfNHG0tI8iVHttkSS+VVZ/sL1BZ+MmAEG3RTmbcO211rj8+Fc5//H/9BZC1c2btzZcR0hTWFiAhz9ZxNECBQocjKvNq/zFxb+45Zm7H/f5wxf/kH/ywX/CdOXgifsfB0b3da8yZgqySiJQZgrH8ymPTSItB8crGem8KDTkJ9vGLdeIw0E+uWM5LkkUmnxMa5RQdEVMKFOkFtSUjcfu/Eqj05hhrw2ZotNIgtbxSlkjdgBa3UKYPXLuEWzH48bLP0BaNl6pvkdy0VjjaJJggNY6j2O91hpamykGISUyy52FELilKmkS4/iZNZAwxfGJo3fRWrrK9spCPvkjLXtHHlFK4nBgrotlZcchskaul+1/L8nWLVex3FuldqVlUxmf5ej5Rzl0+sG3/wG/AbZuXNp3eWf9Jv1tQ96Ohn3cUgWNziZxE+768KdvXelOvH/fQX/gAgUKFPhxYXecH6kleKUa0bCPTo19i2V7OF6Zcn3SWIj5FdI4JElio9Jr2fiVuiH0ZIoC2nKZvbZiGq7Znl6P2bWeaboCaG3k4eMQtCLNGrG24xvykDJKUFqlJqHJj1ly5pFfpr22yNbSZbzKGJbl7NRrhcD2y6RJRKIC0xxNU9IkMmpIGmQWs0c1aMuycfwK4aCL41eMrLw0/q5T83ezce1l4sA8Mxgv2UxBI3MBSqOAoNvcsZfLGr+W45ma7uuuRbk+uW+N03Jc6tNHuevDn6Y+ffRtfc53gq2bl29ZprWmuXSFaNjPbRtEllOvXn0eIS2OnHtkn629AYoYWoB3sOkqhPgXGB/X54Bf1FpvvsEquxECXzjgtQ9gfF6/B1wE3pb0cIH3Lz537+f4k5f/BLp7l5+bOsdvnPuNfdepTx/Fq9Tpbq3ky6Rl4fhlI90gJdWJw8ycuBelElSaMGhvIYSgvX4DlcREQ1NRlbabyRHbWHYpkyKEyeoKrh0QxGXixEMjcKyQI+NXKXv9XUezyyNVpaSJYWVJyzbSvUlkZCuyRHT88Cls1+PmK09gWQ5BuG0YyWJ0Hja261PxBvSCBr47ACFxXhccLMfHdSWWY2VSSQOECtCpYVOncUg/muTpV6Zpd8/gbN+kakWU/cGOV1DOo9Ak4RC/2qA2NUcSBoT9bdI0wfWrOH6Zfmt9T4F47u4PUmnMsPTqD42kB4a9O3boOCce/PibarjuRrUKv/u7phFq2+b/ByEJ97eY7jVX84ed9HUFhjSJWF+4wLFd8lrf+AasNOeoZHzr3VhYMM3gao0fyQNHgQIFCrwb2N7e+7tXrjPstnIVhlRZxKpC2TcNVNvxqE3NMXXsHpIoQCcJ/fYWSsX0W+smOY0GhmErLLRKsBwfx3Ey77aEWqmF8Y4D196RMXCsiJLbp+Jv41gRFb+DbYVYMgViXIYI7YMwNgFpEuWySaXaBI1DJwDNyuVnkLZD0G5mMkMCxI7c1EheUDoOUtqU3C4nj3QJJ7rGK04rVGwK40IKoINM+lj2LJbt4Phl1rfGuLgwyaB/DL97jZqj8P0kT+xHYVQpI3tVnh7HLddJ45BBZwshJF65hhCSYbe5Ry3hxMO/QBIOWFu4YKacMM8AU/N3c/TefcZS7wBCGIWGf/7PTRz1vNt7ucbRrXFUa02vuZr//vo4GvTbNJeuMHXs3J7li2tHgJcO3Nf2to1wb1WaKFCgQIERvrf4vQNJjrGKeWLpCX797K//iI/qVtiOR6Uxg1euM2jvlFcsx8vJrW6pxtjMPI3Z4yRxQBrHhIMuw84WcdAn7HeM1Y3lgKXRaYLtlfPC6baI2JRDErFzPbaIGEsdZlMvV1sAQGX36UxaOI0jLNvJ7XZUGiNdFyktyo1pxmaOEwc9uptLCCEJettYnk8ChljleIZ4m3mnS9vBspxMuh9GRvCW7RlP9oyEM+y2sOweY7PHCPsdSjUzVSOkxKuOZcVjN/eE3T2BpNKEOOzTOHQSaTukccSgvYHleHjlGnEYEAeDvKELcM/HfpPmzUs0l67kXqq263P4zMN7VKXeTewXR9Mk3vN3oV6nytReX2TQ3rxFQak+fXRfQvEIpep4TiYuUKBAgZ9kVMdncf0Krl8mCrKpEQS262e1PI1fnWDiyCnK9UkzKBIMSJLI2L2kCcNOkzQOsWwXrQ1R1/ZK1PrJHm/YHNkEarUX5T9nL+y8T2WTqXGI5ThIy8bxjdLfKB+tTx+lOnGI7bXrBL02WimiQQfLLeU1VtstGa/xEWFXWnuGXBAgpYu0w/x1pVIG7Q0ct0Tj0IlsCtXEUcsZ+YRbwP5xdKQiMX74FCo7h2G3ie2WzCBSe5Pa5FzuaWq7Puc+9hv/P3vvFSTZeZ5pPv+x6bMys7zt7qq2QANoWMIQAEGQoEgNRWo00o5iNjQKKSY2YmM3dm5252YitLsRe7NXszcTMbEbI4VirDRGHIqS6CmKhDcNtEGbMl3eZVb6zGP/vfizsiq7qhoNoGkAnicCQFeekydPZTXyq8+9L0uXX6a2tdL9/ctOZJi478mfW/3zsLqu26wptUZUbhoGPrq2pxCxOX+J4ekHD6hGZPrHupYGh5EeGLtHdx3xSeaeNF2FEP8c+D+AN4Ev3klSWAhhAtOAJ6WcBZBStoA/POL8P0I1Xf9ESvn/3ov7jfjVJGbE+EcP/CO+s/0dHN/hi9Nf5GT+5B2nmPPjJ0ndeIva9ipOU3VrNd3Yk06Ip0lkCxh2jFa1RHHpOq1aiWTfILph0qpsq20VIdAMk1RhBCuWZKRV49qyRRh4mLqLEJK4VSduqW1WgSQVLx95X1JKRGdSStOU0XoslSOZG+Shl36PeCbP9Z/+N9qNCqCag9XtVRrlTazT4/uGsATT4/NcnT/GsHVDBeiO/w9CyU7FjRJ2ItMjrStlSLteYeDYWW6tj/O33zrN7gJtojlALl4mH4QkYjU0ofX42kippCTjqRypySGcZpPi6hyaUE3ldqPC7m6oblgMHr+fWKqP/NgMtdIaoe8RzxQOlRz8sAihtnM+CDuRUVNc+7ZwpZQ4jT3ZD+OQCejKxiJ0rAw8Dy5eBKll8I0TmP7BrevVVXjkqVFSuaEP/81ERERE/BKQzcLSvm3+ZG5QydS1lBedrgXE4z5KNFfDSmRI5VTzsVneYmdlFtdpksj2IzQNp1FR6hFCYFhxkv2j6IbJeLnI4vYMunQQIjhwH4bm0Z9ZodoqkDQqWEbHexWBlBqaCFTuGNQI/Qy6aaoC8cAED3/lD3AaVW68+i18z0GGIdWtZWqldRo7G8TOne6+jhAahmkQ2j5h4KlNmU4iTqtG4LuEYdiRgtprKsowpFnZojBxhjcuT3Pp+iigCqj5oEDL9ujPrGObnpJGFPvjqCp2ZwbGlZRkpUx1axlNU8G9Xa90C6yxZJb+iVNousHQ9IPUi2tIJKnc0Ad6t94Nmnb4ZuvtHCYV5bstfG9P1tMwD4+jtzdd20wRaDn08PB1V9c4ixccvFZEREQEQChDFsoLdzxntnS4OtIvguGZh6hsLNKqFjtDv3p361UIHTueIpUfQjNMmlvL7KwvIFASuIHv4XTirwglViJFMtuvar6VLZpC8p7YZMA/RIJW9zCkoD887PNUqLwoVNuVdiqDbpgksv0Mnbifh7/yh8rH+50fIqVSaapsLFIvrdMsbxMf2t0aUVKLQtiqmRmGalA5DDBM5b/qOc2OJKLRm4uFIc3yFgPH7usphu56oUspCTsKC2Lfe7arHhEGPoPH70fTDeqlte62KCgp392ma3Zwkkz/KJn+UcbOPE6jvImmG6Tyw3dlbXOvOCyOOs1qz9bwYXG9vHHrQNO1f+ps19/wMIZmfvabuxERERE/DzTdYPD4/dRL65RW57qPgdoS1XQTO5EimR1ACI2drTkqm8uYsTiGFaPdqCglB9TvD3YqRzyTI3AddDuG5imFB90PSdVd4i0PIcE3NepJ87amay+7TT631cBOZjBMm1h+mBOPfIEHXvxdlq++yvKVVwDw2k0qm4vUS5u0q0USSqhBfT+GiW7F98kNm0p50bIJ202cZlUN0kjZM3AmUTXNoRPn9/xW993XXhwVnXxUveCudZ6UIcMzDyLDkPLaPE5L1bPDMMRt1Yil+gAYPHGeeDrPqc98hXa9rAawTJtUfviurG3uFXYqS6Oy1fPYbs0c1IKV1rFO2CXwXWqlNfqGpnoeH5p+kMrG4qEDfJqmM3Ti5zOQFfHLzcf+LVEI8XuohmsA/Bj4nw/5n2ZBSvnHnT+PAVeBW8Cxj/v6EREfFlMzMS2Tpyae+sBzdcPk1JO/DkKwdv0tnGYNK5ZUxueJJNmhSbKDk3jtJuX1BZxmVRVaO3JLViJNGCr/G820lH+dlPSnl8ilz1EsJ/ACG1tr9LxuOr6DqR/0D4VdzwHZTR6lDEnkBtB1k9zICZJ9A8y//YNu8Khtr1LdXqVV2e76+OzKJgSew0j6XTb7+im3ZsinlkGoYKrrJjFri0KuRiw9itdu4HXkNHTDUhNM8hg3Kr9NbrSC06hihQvYeoW41lTyGJ6GofsQis6WrUDoBkJolLaqLG2NU9zO4jnnwC/S31dhaEh937FUH8ceer4bqIWmken/xUwLmbEEfcPH2Fmbu+1IR9IDSGQPNu/3B+BqVW0DAbRjz0E7wPQXes5vBqNMP/qFe3jnERERET9fLlyAS5f2vjbtOIXxkwA0yptMDC6TSNk4DYdYKktueIpkbohWtUR1exWnVcNOZDrPTWDGkoTNKqYV73rQBIHPSGGTbOos5aqNREfQ23jNpTawDA/baKFrHrtZqURD60gjGbqOpimppWRuCMO0GZg6h25YzL75nW4xcmdtjmalSLOyrYrCnc2bMPAJPIfAd7ETWYTQCAK3u2GjGxa+08KwYsSzBZxGlcBtI5EYdhwzlqDoPUFRfoa+4RJuq0EseIt4q01Ma+J5YAjQNL8jNWx0ppV10DTWV+pU3QKV8iBuO4VJkcFCleGkij3p/AjHH35hzy/IMH9hPqfp/jFiyWxPYrs/R9V1g1g6d+B5PZYDHYaGNBbnv0y89Tfo4V6RXCLwzVOQeaLHJz0iIiLik0xu5DgnHn0RKUNKyzcIAh/TTijrmGyB3Ng0diLTkZndwu8MLoFQm5vtRtefUwgNoRv4bWUFs2i1aIUh+ILDpBHLukcutNjWHeasBq4ISUmTKS/JQBjbF18skn0DNC1BdSDL1dV3abzzipIuDgOKS9dpNyq0azuEcm9jJvQ9fKdNGHjEkn1K5j/syAIbJqJZU1KIlo2d7FNx1Fex2Uqk0U2L6Ue+QG70OMWl6zSrRRqlDUwzhuPXur61MgwRut6JnwJNM7qbt+n+UbKDUwhNp1He6jxH+eXmRk8w9cCz3fdjNyf8RVCYOM3qtTe6m7ZAz2aVnUgfPkx1iMShFUsy88SvMffGd7pKUqB+vxg59Qj9E6cPPCciIiLik8rIqUfwPYcwCKhuLYFhdpqMkmRuiML4SXTT6i7RhIGHaeWVFHEiozxLXQczllSqC5qB69epFtIUGm0ML6Sw3UQL9w3BeCExJ2BqscqtY30997Nb04W9BrAZSxJLZoln8gxMnaOyucT6zXcA8N02xeXrtBtVnGaFcNcjFgg8B1AN0Fi6gAw8pAy6vq1us47QNAw7jmHauM0aQeAhUN+b0DQe+MI/QtMNikvXaNZKlJZvoJuWqv9242iAphvdbVlN1zubtzVi6Rz5sRm1kVvbQaIat5puMHT8PKOnH+1+77FUX7fG+/NmYOocpZWbRx5PZPoPbwIfEkfThRGOXfgci+/9XVdJCtQQ8dSDz5Hs++WyqIj4xXAvRvOOd/6rA0d5rf4I+ON78FoRET93Yqk+zn/+dzn24HOUVmfiKQC7AAAgAElEQVRp18r4Xpt6ab2b2DTKm11ZPDu+t4FpWLGubJEwTJx6mSCWIPRdHpv5a155/wWqziCD1q1uYTEVqzCUPVymQNudPpKh8qLpNHHjqRyZgXFGTz9K4HtUO6bdYeBT31nHd1oqsO7q+ANGLIGQElM3eOLcW5Scc8yvHMeI2cTTPhPjLkZ9Ad8xEUJgJ7NY8TSGZdM3fAwrkeZvXx8AXRBL9RFPGOg7P8Bxxmi4LWyjihcYqunaSbjNWBJd03HDLHM3+kj07b5PNtIcZbtRQPeGee6pz5IujNzzn+XHYfL+p2lVi92C8e6ms9uskRmaPHTTdX+TOB7vWiiAMGnHX8INShjBIiDx9THGpgYxDg6aR0RERHximJ5Wjde33957zE5mGDl1AUuU+MrzNjFznGZ1G6/dUAM5KA/PwHMxLFsNL3Uw7JhKdAMPXRO0ayUloeQ7PDHzLd6a/Sw1p59sbAspQzQRkk+tk09tAiqmeoGJH3Q+XIUFwkEXAaYplSy/DEjlhkjlhxk7+ziVzUVlDYDy7m7XK7jthrp+R9JeCNFJvEVXrt9OZggDn3T/KELTSBdG2Zh7T8ktajrxdE75vibSZIePYdpx/tuP0oiURiLbTyrRQivv0GqPQ9DENmp4gYGtucgwRGohhp1E13UqjRwrW0k6/WmsWAIp46ztOOSmz3DuuUdJZAo/45/23SOE4PjDn+fGK3/ZbWYbdgzdMAnDgL7RE4cmuYfJTT36KLz+eopm8u+j+6vowTpS6PjGMaSW5fGHwIpiaURExBFoQuNE7gSzO0dvs54snPxYr9FwG8zuzBKEAZPZSQqJj/d5PHjsPgpjJymu3qSytoAMQyrbyx2FIg0ZBDQr2wReGzuRUVLCqMKubtpobpsw8BFS0qqW1Pap57Il6rgGOH5ILFR5ZYCkLQJ8EQKClvC5ZTWRnY/oui5ZM9tMe2kekIMANKXLO/YmJdNnwM3w3Z++SVAu8ZnMOUbaJr7bxm3WkMhOgVk1NY1YUm3P6AZWLNmJ/5J0fgSEIJHtp7h4DSG0ziZtoeuvnhkYRzct2o0yhhVjaPoB1m68TTxbINE3iOe0CIXf7SXLIADNwLLi6JaN1ok/6o2iK+PoNGtM3v8MIycf+qWS2DXtOMceep75t3/QrRtY8XRHdtkke9sWzi7pI4aWU7khzn/+d7tFct2yyY2cwLTvQr4iIiIi4hOEEILJ+59mePpBiss3VOMVQXljAU1X9U6v3cRp1gg8R0nt7tZNTRvdMAk6PuieE9Cu7+A5LTYGE2RXBP11F21383Q35giopyz6t5sUC3Hq6U69UGhoukkYdpSfOn6pQmhkByfIDIwzMHWGhXd+2L3/emmdwPdxO+qLurE/jnbkhYOAWCqN0Ayl4JTtRwgNK56msnFLeb9asa6scrowolQydINmZZvC+ElGTz/K3JvfJZUfIbG9Qm17hWCfv2wY+hhmHMOwsGJJEIKw05QVuk5u9ERXnvnkk1+hMH7yUCWjXxTpwggjMxdYu7lXqLATaRo7m1jxJOn+0QPP0TSdVP5w25rC+Em1nLM6i9tuYMfT5EZP/FxVMCJ+ufnYfxOklH8E/NGHOH+BfQ6P9/r6ERE/C4QQZAbGe4p/jfIWW7eu0K7tUNtepW9wkqqmsf+vt5omiuG7Dl6roZJilN+KRY3n7/8LNnaGcF0NS2+RjO0QMw/3D1UyEarYGwagW7Zq6uoG+dFpcqMnmLjvSWrbq90Ny3ajgu+6tGol1fjtSkLIvQas0Ah8h7H+NU6fCjtbMAKwWb+ZA5EnXRgFKbHiqR5/m+1SAnsANjdhZa5Iq3KfklWUJ5keyDDVf5l4zEcTEoSO0TFKv3q9D4R9+7eHbsZZrD5PpTVIGmi3lSxvMnlnr7jDaNfLSu5BhqQKIx9bsteMJTjz2a+zvfg+O6tzhL7H+NknqG6v9Lwnu2iazuDx+7tfJxJw8iRcv753TqjncbUsQrpIYfFgpOQUERHxKeCrX4WJCXj9ddjaUjLuDzyg8dRT/aRSLwBq+rW6ucT20jWlEmHa9A1NHvAYs2Ip/HYLp1UjDHxC3UQ3bQK3jaV5PH32b9ipJvA9HU1zSNoVdG1vO1IIsAwP0/CRGKr4LASEAiOWQNMN7ESGvqEphqYfYGDqLGs39hKxZrWE7zpqajcMumoN6toq3mu6ie+2iCUz5EZPdCdbfdchkS1gxZPE02paOpbMdmUQ/UBQ2rHJJ2F5GTbm67itBwgDn7g2w9mR7zOcu0UsFqikXNOxYnGSuQneuZxFu81bRgiBbmd5d/E5vrA7FNZQwz6pj1A3rpfWqZfWVRFgeOpQacMPQ7JvgHPP/RabC5epbi4hpWT83Gdo1XYOHVwy7QT58YONj8FB+PKX4VvfgsAYJdAHEdJDCpuJCXjxxY91mxEREb8CPDP5DHM7c4fKwlm6xRNjT3yk64Yy5Duz3+H11dfxO5LyAsHp/tN87czXiBkfXdZdNy0Gp84xOHVOvVYYsLMyS2nlJo3KFvFMDjupfNR7vp9ESsn0djYaZag2YDynCVYIOmzobcbDOL4IqWl7akueCLhqNagYPhNeHEMorzg0jVmrzoQ2RF7EeTVVQdgFckPHseIp6jsbtIM2Pyi/zWOtAn0tF6dZRckJmz1xVIYhum7guS3MeJL82EzXRqZV2yHRN0A8rTxGhaYRS/X1FDS7codSsnXrCppukB2apN2sEFZLXV87gRqSspMZErlBAs/FtHtzOE03KIzNMHn+6Y8teSilpLK5SKtaQjete9LQzI/NEEvn2Jy/RKO0gdB1TDtO4LuHFnlTuaE7DjIrT77jBP1jSBneE9uBiIiIiF9WrHiKkZMXGDl5AVDepMXFa5Q3blHZXCRVGFbbofsUAOgsW/ie15UZ3lUcdPGYO97H4EqvNVxgCCrZGJ6p6reFYqvTdBXKIkDT0NA711ZJWt/gBNnBCaYfe0nJGtf3rtmqlmjXy93X1wyr67cuhAZSogkN32kTz+TpnziNvptbyRDfbZHKDaObFpphEktmeyzgduOd226wszaPlUiRzo/gNGo4stLdyhVCQ9MM4tl+7Hi6s1jTG0d102LoxHmG9tVCPyph4LOzNo/bqmPFkvekoTl29nHS/aNsLVyhVd8hmRvCtOJKXeOQonP/5Jk7xkbdMOmfPIPvtjs1+6jhGrFH9LchIuIjkuwbINn3HKCCQaOyRaO8QeDvebYJoRFLZXFb9b2Gqd+ROewkmf3pJWS4a6h+UEaPfcF0N0E1LJNEph8pJbnhKc4++5vd6Zvd4CrDUHnnFFdxW41uwrmbaFvxNL7bwrQTBL5LdmiSVL63MWkns9iJ9AEfmF2yhT7mVlUj0fB8NDq+AGGey8vPE4Q6j2V/ghAqwc4MTCDtGRZLQ4wO9Fo/S2HStp8l1Af53vdCWtUtrr5XI/ADcgWTZz9f4PNfzH5g8zUMfBYu/oidldmeQkoqP8z0o1/8WMmuYdoMTz/I8PRed3Tr1lWWLv+UMPB7zjv20PMH3rcXX4TFRdVMFrKN5byB6d9ASJd8v0XCO4nvPholvBEREZ9ohICHH1b/HH2OUBL9Q5OEYUCrWsJzWjTKGz0KPppuYMVT+G5Lyd9rWsdXXQ05yTAkFSuBDUglCXjIq6mGpAa6LgENzYoRT+cIg5DRUw9z3+d+uyt1tDuRG3gulY1bNHY21eZr58aUvJKp7AbcNlYiReh7FCZOYSX2q13YmHaczMAEVjx54K50TZLMZrh+HdbWwHT97thWwxvhzflf43Htr8ilrwAC3bDIj82wujNNual35fh3CUWSVvyLhEGMb/yFx+LsFrfm6kgpGR2zeenXB3nk8YNDQrfjtZvMvvkd6qX17mPLV14hPzbD1IPPfqxk0oqnGD/7BJxVDQ0pJctXXmFz/lKPlLCdyDD92BePnI5+7DEYzJd57XtvUF5fwNADRsaT3P/4WQzjIZQAT0RERMThHM8d5zfP/ibfuvEtWv7ewGvWzvL1s1//yJup35v7Hi8vv9zzmETy/vb7/PtL/55//NA//ji33YOm6RQmTlGYOKVkhd02rdrOgaarYcYwrDhh4CmbGU0j9JUC0ogXY81o0RYBc2YdVwTkA1XMrWke16wagZAIBBuGw3ioisNCCHTDZtnyaEsDfWiE/snTXfUKTVNxwvdcXi29yzO1nCoWdzaBEmGAZliYVhzfc7ASaTRNZ2DyLIa9lwfZiTSGaZEdnEQzDo892UElmx/4Lm6rThgEmHaC3PCxzsZNo+upZ1gx8uOn0C0bp7ajtpn2kcgUmHn8S92tp63Fq9S2Vzu/s0xRmDh1V1s7zco2s298p9NoVixffpnhkxcYPfXIBz7/TiQyBY49+ByrtVWWKksIOUZ8aR2n2Du0lsoNMf3YS3e8Vm17lbUbb1HdXgEgnsoxNP3AAS/1iIiIiE8jhmkzNP0AQ9MPsL34PgsXf0SN1d6mKyp/cZpVkHYnH5RKPQHwTI3twSRm20P3QwINXFtn/zKO6QXs1oB3beKEbhBL9WFYcYSAM898ndEzj3bjqN6JNa1qidr2Ck6rrqSEJSCaJJDouoFh2shO89NOZBmYOtvjS2ons7TrFbVAdMgskabpXUWEdr3cVcKIZ/vJum1KKzc7NnVqs9ZOZsiPTiMQeF7rQH21b2iKyfPPdK+3tXCFZmVbDR91loV2laPuRHl9gYV3ftjjPb50+adMnn+G/NjMBz7/Tty+UOW26tx87a9pVos95+XHZhi/78k7Xqu4fION2Yvd56bzI4ycevhQtaaIXz2ipmvEpxI3cFmsLAIwnhn/WFPFd0Pf8DGa1SKJ7AC14lrPMc9pE0v3dWWHPaeJ57Tw3VaP9vuuR5yqF8t9D+45pAe+h6YbxFNZ7GQGTdd55O/9ExLZfjbnL7E5f4ny5iKlpRt4Tgu33VATN/tQvyOESBmS7BukMH4SM5ZUnj+dySlQwXf60S9SXpvr9Y7Zd/yRp0b4zv+tvg6CkMBp7BVNhc3SzmM8lb5FIi7xnKbyItjepNq+QFCeoZB3SCQtQpHGM2dA2FTKPv/tP9wkn613X2tjGf7sT3ZYnB3gD/7HO/vRLV76yaE6/fXSOjdf+2vOfvbrd3z+h2Vg6iy50RPsrMziOU2sRJr86PShRenBQfiDP4Dvf7fN0tvfQAQ7WBaMjMDklMvWrcvUiiucefo3osZrRETErwyappMdnKC8caubGO7H9xwS2QE1VBRKPLeF26zhua2egRcVMvfHzV6dJyklYeCj6WZnAzWNFU/y8K//E3TDZPXaG90tzNLqLL7TxmlWO145CseL4Qc6MtD4u3eeZWjQ5bPPx8lkLYQQBzxdzjzzNYrL+yQO9mHHk8ycLfDKW+rrwA8I3QZ7A1hp5ktPceGBHTRNw3datOtlius7lJxncEoGAwUfK2YSaP34xnEQOmsrTd5/c45Mai/+L9yo8a/+xQ6/+d+N8dLfGzzyZyGl5OZrf02jstX7OJLiyg003WDqwWePePaHRwjBxH1PMnTiPKXVWULfI5HtJzs4eei08S6t2g47N/6C4yMOdJd4GqzffINWdZOZx1664/MjIiIizg+d5+zAWa5tX6Pm1sjH88zkZ9DER/vsaPttXlt57cjjC+WFbn56r0l0tk6klBimhe/txSIV+zxS+RE0XSf0fXyvTataYqhlkzQEdU2ybbhs6Q6zqGJziMQTIbZUxdGGFuAGAVaoBqLMWIKWIainMwwev4/AcyhvrNGsbNGul7u+cb7fph7G6bYqpYrKMvQx4ymS+SGGjt/fHQTen3fGUn2cevLXKW8cbr2Tyg935QCFplMvrlMrrXU96FL5YdxmFU03kTJEBgGN8iaarpMfm8G0E2SHJjFjCTL9Y6T7xxBCdPPG3WJvEAZcnXuNrb8t400fZ7j/GI+PPc5Y5qB0r++2ufHKt/DcXvWqMAxYvfYGphVn4Ni5D/0z3qXm1PizK3/W83dJExoPT5zh4cQMIMn0jx0ph7hLeX2B2Te+0zPw1KrvsHDxRziNKmNnH//I9xgRERHxSSM7OImm6SSy/dR31tViTIfQ9xDQbVz6TpvAdwl8l7bmEMgQaWlg6XSD3D4c2+g2PGUYEAql6BPPFNB0g7HTjzJx/5PUS+tszL1Hcek65fV5GpUiXrux5626e12plnbCIMBO9ZHI5MmNnMBOpA80jHMjJ1S9urJ96PfdP3mm2zgVQmdnbV4pPHWGjdP9Y3itOpppqfdB06gV1zAsm8LYKaxYkuzQFKYdp2/4WHfxpLh0nYWLP+qJMeWNW2wtXObkE1/uKj8dRqO8xdyb3z1Qh/Y9h/m3f3DPpf+teIpzz/0W1a1l6qV1NN2gb/jYB3rPrl1/i5Vrr/c8ViutUX/lWxx/+IWP3RyO+OQTNV0jPlVIKfnhwg95ZfkVnEAlSZZu8ejoo7x44sWPnER/EAPH7uPKzZcpJwVhyyLW3Et0w8BVMkiGRbO8pZJJ3+8Gsd3JW90wCQMfKTuBRTNABoDWmSrqbOoYFqadJJbKcv/nfofM4ATv/+QvOoF5ASklntOiurXcCVKhkjQOg72pLAmtSpFkph87kWH0zKOMzFygvHGLVq2EYdrkRqcx7TiVzZPcuvijbvD2nRYgGL/vMwS1JLYNtaqH09RI3CbpGEuYbFRPMWVdwbTjyjdgZITYQgo/EGxsJcgZJ4hn8t3n3bq2iC73Gq57SF79uy2efjbFmfP5Q44rOYzS8o0jf06N8mZ3kvdeYpj2XSfPAwPw2YcvsRTfIQjANLt2EYCaBtucv9RjNh8RERHxaWfk5MNUt5bJDk0R+Dfw2qpYKaXs+qAGgUersUMYBsqnnG47FSF0NF0n8L19ia4OIuw0YoX6rBUC3VLbNen8MBe+/AcgQ6786M8prdzsDk45zRrN8pbyUu0ki21HJ5QBQoQIPDLmda6v/jo730vyv/yzccaOjXQ9Xax4itzICXTDRNiDfP9bCyyvqoR2OL/OudM1jj3wKH0VA8OAVqNF0DaI7Yujui7x6GO9OEpfYplUto9UYYTJ+CjXNuO4Hqxu2CpZNtUGaxDA4vVb5LO9A1egkvxv/PkyTz6bI5M1DxwHqG2vHGi47qe4fP1nEp+seKpHReKDWLn6as/k834qm4tUNhfpGz52j+4uIiLi04qhGdw3eN89udbczhxe6N3xnOvF6xg/gxKMEIKR04+w8M4PyY1NU1q+qeIhqli8qxrhtmq0G+VOIzbAkPBkq593Yjusm05HMlFiSEE+iLFlOF3lIInE00JsDDTdQNN1Crkxph56jtntG5RWb9KqlroDv2rgVj3fDzwsqXU3g5ASGYY4tTK5kWNousGZZ76GphvsrM2pYatMobvFunTlZbZvXe3ms06zRrJvoCcerV9/C89tdRuuoIa67GQf0vdw2w3imTzp/jESWVXo9r02te0Vzj33W92B1zAMmHvzu90Y4wUeF9cv0vBUfhpcq7ERVHh3411+7eSv8fhYb3Nye/H9Aw3X/azPXqR/6uxH+jlLKfk37/0b1uvrPY+HMuSN8hXimQKfP/H5u7rO0qWf9hTDe+7x5jv0T57BTmY+0n1GREREfNIwYwkGps6xMf8euZET7KzNdRuvge9i2Imu7K/brHZqrCGhqVHOxciX2h0lJtn72SoE2wPJjtKE2nbVNCUNb1g2IzMXeOjXfp+N2Xe59d6PKS5dx3NaICX14iqe01S1Y4kaHpJh588SwhC31WBg8gx2Is39n/+HuM2aqguHymYtXRjB9xwW3v6Bsl9DxV+3VSc7NMng8fPdW12/8Ra+09qrVaPkc7VkljBwCTyHdG6EZG6IeDqH0DTcdoNWrcTUA7/RfY7TqB5ouO5S39lg6crLHHvwuSN/FhuzFw9d/AH1HqzPXgTuvVfs7Ruwd8JtN1i78dahxySSpcsv0zdy/K62eiM+vURN14hPFd+Z+w4/Xfppz2Nu4PLTpZ/S9tt89fRX7/lrLlYW+cvrf8mKuUK5vYCr1ymk4zwiR+mP5cj0j2LGU6y+/3p3A0bKEIFQKayqAncKuxI6mvzIECF0hK5jmEqi0IqliGcLpAujPPnb/xQrluTWuz+mtrXSbbiGgY/X2ThV8hOq0dqDlHitBr7fJj82zcjMha6nS27keM+p2cEJzn/+d9leusatd/8W33Owk1nWb77DtfltTp14ghvXAjYqMbwwjanVsMyATMrBNEJaLQFCMnzyAnZCJW5TYxUWltTUUK241m26Nhs+9UqV8YNDw7s3zt/9YO3Ipmu9uHZkcN6lurV8x+MfROC5uO0GhhX7yFLFxaXr6DroR8Tf4tLPpqgdERER8YukM2N0KMncIDOPf4nFSz9B03XatTLtehkrkSGdH8awYqxef7P7Ga+Kqqo4XKyP0nT6sE2HgfQCmhZ2XkwiNFUY1q0YViyBaSdJ9g3QP3GaR3/jf0DTdK7++L9QK651G66e61KvBQSuhNABQkIp0DVBR9QYkAylLuGa52nw6/zL/2+YkRGAM8zMwJNPgm4o2eD/+M37qNfPUHfWqW4tcWvpGFfn4Svuq6zObXHu9ENcfrdCRWYJZBVdONiWj6E5NBtQ3PbRcnFKwQVI2xybbJNOOdTqNlKG1HfWyY2cAKC0VYWgQeIIFWHPDXn5B0u89LUThx7/oBgZhgG10todz/kgfLeN57QwY4m7kmk87PmVjTtvixWXrkdN14iIiJ8r+4uURxEe0eS6F/RPnAYpWXn/dfRjNq1qUfmgJdIgJb7nUN1a7t5nAw9H94kHGp9p9WNIjWt2DS2EhNTRgHYYUNN9JYkoNGwjha3HsRIpsgMT/P2X/hnbjS3evPRtnGat03BV+WgYhkgZEPMFthsib7PRkVLSqhcxY0mOX3ih2+AbPMQHbvL+pxmZucDi5Z+ycfMimmHiew7XX/4mqdwQE/c9xcb8e6QLIziNao8KhhCCVrNCKjfM0PQDB1QQ3HaD7aVr3cGf8tp8z6bQbGm223AF0FtttGaLMBHnr278FSdyJ+hP7FnKfNCAr9Os4jQqdzznKK4Xr7NeX0d4HiKUhKbBfu+d11Ze47NTn8XSj94gAqgVV3FatSOP76pbfFwp5IiIiIhPEuP3PYmmG2zOX8KMJWhWigRuG3NwAt20qG6tdBuuQDe5XR7vI9ncxm4HqO6q6ByD1bEMTiaBoZnopk0slcW046Tyw5x95mtM3P8UrWqJ5SuvUFm/1W24ek5TDRp7nlrMOeR3DClD2rUisVSOmce/hKbpxFJ9DM881HOeYdrMPP4l2vUy82//kOLydcxYnHa9zOUf/Af6ho/RP3WWytYSmYFxSis3e36nEULQrlcojJ8iP35we7NeWqe6tdxtWG4tXj1yqAegtHKT8XOfOTIP/KA4WttagcThuezd0m5UQErsZPYjebjvrMzesfbsOU2qW8v0DU19nNuM+IQTNV0jPjXU3TqvLr9KKEO2GluU22WEEBTiBfLxPG+vvc1nJz/7ka4dypC5nTlaXov+RD8jaaVlt1Hf4E8v/ile6GFYMfonz+A5LQLP4f1Yhv/pmX9Kff4ac299r+tjI2XY9VfdnSYGSRjuJoed3R2JSk4DSYAyJLcSKUASz+ZplDbQBycoLd+gUdnubLg2ceoVgsDrbPvsb7j2BhLdsnCbdQoTpz9Qgk/KkLXrb9GqFAnDALdZw05kSMcrVDcXSRiSE5M2um6iBRoyaHanjLPJKlY83W24Ajz9yCKlcpxqzcZ3W/huG8OKEXgtCnmfIyx7AKiUmkcfvAvEbe9DswmvvQaXLimv1aEhePxxOH2693m+57By5VWKKzcIAx+BIDM4wfjZJ3o2de+G2yWfP+zxiIiIiE8Ka2vw4x/DtWsQhjA5CU89dfAzFtR06f2f+x3qpXV8t42dyBDP5Lnx6l+x8M4PO34ye1O+leYAb84+S729K/0jsYw25yd+wmh+Vp0bBoRSAm2kFcNOpBGahmYYyvvN92iUN2mUNwHYXG9TrbhoMsTWfASyEzUkQtD9Mwg0XWMk9Rp/dfO/J5yDU6dgdRX+839WKgZf/zpsb6vvO/Q96qU1As9FIqlWLb73k+PMHCtSWbtGPqWTz5iYehz8NpWSQxiq10zGGwRajiC0mZ9XzdwXnprnr354EtfVe+WYgxoDA0c3twEqO4epSXT4CElnqQSvvLL3M56aUk3nsdsGqNr1MstXX1VT1jJE03Ryo9OMn/vMhxpi8t12j2f7YdxpyygiIiLiZ8FkdhJNaHdsrB7vO87K0r1X3dmlf/IM+fGTahA18Elk+zHtBO99/9+x+O6PkTJkmybviS22YhVkGKKFMOHHOe4mWDOa7JflL/gWTc3HR2JLQcIw0U0LTTMY1NKcHzzP0vw76KHseqd6boswDJBhgAwlx90Ue5nm3rUBdN3CaVTIjX5w8bRZLbK1cKVrh6MJDd2yqe9s8N73/x2abnTy8dNUt1ZwGhWkVDFcMyxi2fyROW9l/Va36brfE9cPfLaamwfO19suYSKORPLm6pu8NHNn79QDfIRYC/D+whvEZxcxmh01EF3Hy2VxhgqgaTiBw2JlkZn8nSUN7ybXjPLRiIiIXzWEEIydfZzhmYeol9aRSFL5YULf473v/Ts2Zt9Vo7cdtYbdBqtnaVw9M8DAZp18qYUeSppxg83BJLVsHBEEhKFE0zU0Xcfo5KS7kr9bt67ge47yVA0DmtWiGl7yvW7teN9d9tyvpukIQVfW906U1xfYWZsl8BzCwFOKjLrBzvo8m7euYFpx5dk6fpLa9ipuS+WMMlRe6bE71D0rG4vdpmurWrrjfYSBj9usYWQPb7r21GybTWg7YNuQPGKq+ENQXL7B2o23aNfLANjxNEPTDxw68HUn7ibXVCqREb/KRE3XiE8NN4o3qLk13t14l7a/lySs1lZJ22keGHyA97ff/6oF1sYAACAASURBVNDXvbx5mb+++dfU3L1p0PHMOF8/83V+vPjjAzJSph3HtOP4wOurr/Ps8SdZePdHBJ6riq0yJAyDzlSMkkRECGQYqCZsN6iqoq6UksD3cFt1ZBgSBgHtagnPbeG1GwSBp6agAh+nXkGiDM6RnV8C9rMvwROGmrSae+u7XPjS7/ec1qxs06wUaVWLBL7L6vU32Zi9iGbYBL6L324SSp1rm5/j/ZtpalWwYkkMI2R4wGKwP4EMApJJn5OnIHB7p22TCY+vv3SV92/2M7uYp1AImToOZ0+b/D//lyQIj05E+/uPLrSm+8fQNP2OE0eZwQnYuAZArQb/+l+rgvEu9TrMzsJnPwuf76gzhYHP9Ze/2eODIJFUNhdp7Gxw+unfIJ7OHfmat2Onskd6KgAf6B0QERER8Ulgbg7+7b8Ff5/t6q1b6p+XXlKNucO43Yds5OQF5t/+noqjvqvklpo2P732Ep5v7cU2Ca4f5635z2EZLfozaiNTKT+43cTRazeV57nT6j7mt5sUtyWVHQ86rVbBXizZKxOLzvCyxPdN6q4kb7zK+2vP4jiq2QoSS67xzT9rEreqnD1Zxaks4FU0Wl6WMAgIA5+dDYvilsalawU8T2JaMWzbJ58x8UQL9ICBvhrxhE0o9qQRlhbhic80+PtfusKVGwMsrecZGIDpaUjbOn/yr+78cxkYODrGZgcmWL/5zpHHNU0n0z8G15cAWFmBP/1TNbS0y6VLcOWKajqf7yhWOc0a137yjZ4ENQwDisvXaZQ3OfPM1+5669WKp9B1kyA4WsYziqMRERE/b9J2mgeHHuTt9bcPPT6UHGImP8MKP7umK3Q+p2+Txxs5+TDzb32fDa/M3xkryn+uI58fCMGC1aKmB0z4SZaMvS1PC40JL8mO5pIJTQI8UrbBTJDlhfRDaIDpBbyYucB/3V6jud+TVcIxL8EJL7l3IwLotmAFhh2nsbPBztpcV7EBVHyobi3jNmq06iUCz+XaT75Bu1lD03Q8t6W2j2IJ5cOnGwhNI9VRxsiPTRP4HhtOESf0CVfcO9oM7d/I2e8z1/bbhzbRpb53re1mb06XHZi4o2pELJntGUa+W2rbqzQvv9NtuAKIIMDaLqE5Dq2pMVVTuIuN67uJkVEcjYiI+FVFNy2yQ5N7D5jKzmX2jW/jOy3CIOjWdWUQqM9ey2B9NMPGeF9HSn/vs1hKiZQBXrtJ4DqQUDXX3byo3ago31agXa901Rr2YtO+z3XR/Ze6tViS9dmLSkVo3xCr7znUtlZoN6s49Qpus8bVv/svai9HqHw49F3sZJbs0CS+65DI5LGTGexEGnvyNIHvIcMQz2myszrHncaF9sfRu8npdONoRYbM4ATFa+/A9etQKe87kIFTp8ieepDK0WINR7I5f4nFSz/pecxp1Vi89BO8dvNDeZlHcTTiboiarhGfGrzA473N93oarrvUnBrvb7/Pl2a+9KGuebN0kz+/8ucHNiqWq8v88Tt/TNWp3lGK4OrWVV488SLDJx7i5qt/0w1Ee5M7qowrEKBpyH1SSLdvpoa+Rxj4HTkll1gyi2HFEKjpJq/dUPcppdoCOZBw9X4tJBiWTW1rtSv1F4Y+S5d+SmVzic1b8xSLHqHvo/nrmIZqGoOadLqxPMNKsUjBeoOqfxrPEUgZY3kti5SCybEKX3x2gbhI4RkH3yPbCnjw3AaPPdLg/AvPoPLgGOfu03nvvcMnxIUmefaFoye4TDtO/+QZNhcuH3o8nVeeBqCart/+dm/DdT8//rHaxBofh+2la0c2SX3PYe36m5x45MUj7+t2Bo/dx8LFHx15/G79YSMiIiJ+WZESvvnN3obrfr77XdWQS6U++Fqp/DCZwSlWr73ZlVaa3zyH53cSuk7yCAJkiETjxvqFbtN1l8Bz1YCTphN6HnYi0y0OC11nZ2dXSSHEEHVUfN4fO7svBAiuLD/K3OZDlJ00q5sOIyMew4Uqx/N/S9JYQ/ib+KFFa9XHMloMp6DZtqm1+4jF6myWh9haMinEJMv142rwCovZWzkKWUl/X5Vz00uEIo3U9pJox1EDQum0yxMXVvjioM7JJzp3Hgzyzf+0SLF4eHE5Efd47JnpI9/rdP8oqfww9dL6ocf7p852fe8A/ut/7W247hKG8I1vwMmTEIvB+o23j5wIbtfLbN+6ekAK6yg03aAwcerIWA8wMBXF0YiIiJ8/Xz75Zdp+m6vbV3seH04N87vnf/cjSdjdCwrjJ7GTaS5pWwS7Mr+Cjue5oqi7HHNzpH2deatBS1PxccSP87w7SF9ggWUx0ncWTWjYVry7XToWG+Sr5v1ca96kLNuYoWCwERJ3b7e4YV+KKzFMGylhZ22eeKaghqpK66xcfY1aaY2dtXnlPdesKSlABGHgdpx4AhqVLapbKxh2HMO0GJ65QDI3yC1ng1erV6n4arCqGW5xyvd4IRwkph0s9Kb796QZ8qPTrFx9DSlDTP2g/7nUdfz0XiM5YfZu3hQmT7Mx926PRPF+hk9e+Eh/D5avvELO7mOVgw1do9ZArzfR+3JMZicPeXYviUyBVG6I+s7Gocd13aQwdvJD32NERETEp5Xh6QfRDWvf8oxQlnFiVwdJIjRtbwP2EKSUuO0GCQbwPafblDOtuFoeCXwCTyVWMggIfe/gtfbFUYlquvquQ7W4SjJTAASllRtszL5LZWuJ2vaKkvOv7uC7yq819P2Ot6tPo7xFZXMR3bSJJ7MMnjjfVfLTDRUDNV1H0zSs+NGJe7ow2v1zfmyG4sqNI89N5Ybu6Bk+NHCMnf/4J4Su03ugWkV75yJDn/l7LNZWj3z+YQS+x+q1N448vj57kYHj92HFkkees5/86DTLl1/u+r/fTiJTODBIHvGrR9R0jfjU4AQOLe/o9f1iq0jKSlHh7j1UfrTwoyMl7KpOleXqMhPZiYP30qwpHx2WmTO/x/bS+xTGZ9hZmycIA4QEbXd6CYlmmIDE75mIkr0DTZqG265j2HHiqT7S/WMIIcgOTdKqlSguK9lb320fHpzVVbr/1S2LMAiol9a5+O0/JfA9iovvY9gJrs0mKW4lkVLgtpsE3hjZZIWB9CwCiePHaTsahdQS+dQ6CbPKRv00LS+HFU+h6ZKvv3SVbNohDAaQ4dEyFEPHz/dIPf3D359k9f+8TnGnNyEWmuTXvtBg6szDR14LlA+DDEO2l671TFtlByY4/vAL3a/DUG3i3Im33lJN19LKzTueV15fUA1x/e4+UgsTp6lurxx63fzYDIWJQ3Q3IyIiIj5B3Lp19FALQBDAxYvw9NMHj8kwpLy+QGlVyR9pugFhSDI3QrO6BVJSrE92mpQqsglNV7LDnQWb7dooQaiha71DPF67iZVIkxs9oTxF7Th2PA1mgcAroeFhajV04aDUJgRC7O640pGUEjScLPMbfQShhiVKTOTfw5Y+srZOvDBHn71MExvPsQj9NoH0MHSPofQC+YTNdnWUlF0kHS9jGNeIGRXK7gyOl4ZYEsv0ePKBKxhGiC/Hkei9o1idEC8QDE0/0H1Y0zV+7w8H+Jf/YoNWuzcmmWbAb/+OTqrvzsoMM4+9xNxb3+vZ1BFCo3/yDBPn9taTXRe2to6+jufBu+8qyf4PiqOllZt33XQFGDvzOI2dTRqVgzcwfvYJkn0Dd32tiIiIiHuFqZv8zv2/w0Z9g2vFawRhwFTfFCdyH8977MMS+B6l5RtUNheRYYjvu2j5ASobGsLfVU4QIH0VR4VAaDprpsMjzSzHvSSOCNERWHJPacFADQkL02bouJIyyI/NsHL1NZLxLFPFNON+jMBz8AMHKW73odurFgshMOwYvtNi5f3XKa3cpF0vU91cIpbO0ShvIkNJ6Hs4zSq+01Kbub6LEJoaMJaSEKV6IIOAysYiC/UlXjbWe3L4WDrPkqzwzeLLfK3/GYx96hG6YTEwdbb7tRVPMTz9IGs338Y2bLKxPirtvU0bZ6i/x0f1weEHe957w7Q5+ZmvMPfmd2nV9n4R0nWTkdOPKO/dD0m7XqZR2aKQKJA0kzS8gw1ds1zlkXNfxDbuTjXi2EPPc/3lbx5oDmuazvGHX+jZ+I2IiIj4VcNrN9lefJ9aaQ1N02nVdhiYOke7WcF32giEkgymU9PVNHQjhuc0kHKflL4M6dZhhVBbrDJEN+zukGhh4hTF5esIIQhDpdAUBp6Kc7v+sIcgAMOK4bbqzL3+bYSmUdtepV0vY8XTXfscz2nhtuvqup1lHpU7ByDp3BO0ZIWdtXl8t026f6+JqukGA8fv7zZhbyeWzNI3fKz7dWZwguzgJJXNxQPnaprO2Nkn7vjeJy5dY1of4JZYx5V7E9ymMJgyB0leugbp9B2vcTuVzcUjG6SgNnV3VucYOnH+rq6n6QYnHnmRm6//TY+PPKgm+vELLxzxzIhfJaKma8SnBjdw6Yv1Ud6XFO0nZaXuKCt0O02vyVJ16cjjQgi80OtK8YaBh27ahL7X9ZoZiY+yfPVVtheuEgSekv0NPWTod4OnphvYyQwy6Jikh/s/sPf8WIVmEAYBumFy7vl/0J2QHT3zOKvX38R3W7jNOmHoI8NOw7YrM7x7zxqg4foxfnDxqzieyehEmkcNyVD6Op7b5o33RmnVtjHtBKC8CoTQ8FyHaiNDJrFDo5kgCDXWd46xWZ3E9VO0wj5ymSqDAxskM3l2KnFyfQHHHnqeWKqP2de/3X1fOt8R6ZHzLJcfYP4V5f02MQH9I/38b/87fP+b13j3oofraQwPujzzXJYHn3kaTdtLkg9D03SmHnyWkVMPU9lcQoYB6cIoVjLPlSvKX9B1wTBU0f9O7HQsfXY3fI8iDIMP1XQVQnD8wgvkRk6wvfg+bquOFU/RP3mGvuFjv7Ap+IiIiIh7Re0uJH9qNaUWsH3rKqXVWcLAJ5bK0Sxv4bb3fEerW8uUVmZBBirBDXzGctcwGGGrNoZAV1O+TosgDFViKkVvwtvxvAnDgHi6j5NPfLnzsGDs3BPMX7lM4AeYRhUZ+oSa8lMNpYmOhxCqfBtKHdeP4QcmkgBTb9L0+zEMMLU6QaBTqwvGsxtIOUDLURswEkiaW2giwNKb+IFOEBis7RynWB/F8dMEWpx8pkgqtU2lnsYLDDRTp534DURYI9b+WwQ+pgnJlIp36fFnuDo7hphT8sKFApx56Dj/6z/X+f5fznP9ukQimJpwef4LQ8w89MGJpGHFOPWZr9CsFqkX1xCaTnZwglCkeONNFRu9o5V9eyiXVRP9TlLAwB2T4MPQTYvTT3+V4vINSss3CHyXWDrH4LH7oqniiIiIXzhDqSGGUkM/l9dymjW2Fi5T2VwCKYll8lQ2Fgn3fe5uL15jZXseoSm9pTAMu4VgIVSOaMfTBL6j4qUUxLvN1t04qvJIGYbkRk4weuZRQFnMDB67r7vdGXhOx++uk2hpOuyzftF0Q+U6QhD6HoHnYMVV8bRWXMP3XIpLN0CAncio+CAEoQwJPKdT6Fa59K56VOh7mLEEmqbzRvUqXsrqqjIYdpz82AzNyjal0jqzrVVOJ9TQtGHFmH7kCwe2d8bOPo4ZS7Ax9x7TuWkurr+Daxu4A3n8vr3tnPsG7ju0oR5P57jv+X9AbXuVVq2Eblj0DR/7yI3M3VxUCMH5oQe4vHmZmlvdd4bgROYYnz/x+bu+ZizVx7nnfouthSuU1xeQMiSVH2bw+P2RJGJERMSvFM3KNpvzl6jvbKBpOnYy2/1c3GXt+lu06xU0oWp+ge+ppqUATejohkWqMNx5njxk4AhlLSclUqoB0uygikXp/jESfYOEQYDbqisvVyn3Xv+2uq6mm6q2KwROvYzQdYSmEYYBjfImYaAk+k1bDRgHroOm6bi+Qxjs5tOd+jSAlASeQ97Vyba3CddLBI/3ocdVHpsdmODYhc+xdOknlFZne967eCrHzONf6lmkEUIw/egXWL3+JtuL73c9wjP9Y4yefvSDc7UrV8gaSc4nT1AJGrihhykMskYKTQi1PfPEnRu3t/NBNV11zofLRzMD4yqOzl/+/9l7r+DI0vNM8/mPyZM+E5nwvqpQKNtd3dW+2U22mhpaudEGFUONIqSZmI25nJ2bvVhFzO3erYmY2FjtRkzscFcKalajoCSKlNikaNSm2rvyDt4l0tvj/734EwmgAFQbdmkpKp+bKpxE5jlIIPI7n3tfGqV1hNDIjEwzNHMWM/rz+8/2+cdPv+na55cGQzM4O3SWD7Y+oOk29z0WN+OcHz6PoX38P/ngPr6gbqdFo7xBuH6XFd/FMCNEYknCwMdu1jCjcWLJLGcikxRuX6a2uYQMQzTDQDci6JEYYCM0nUgsRSI7iAzDrmySjpRy1z+uG6wD38V3bdJDk3h2izAM0DSd8upNIrEk6eFpCnc/UHIWOwFeyj0BWuD5Jk07QxAa1FoWmq5T6czww5cFkwNNzkxtsrqZJRfbJvS97gYu6LokonXw/Ai+b+CHGm/feZFGJ4epu0QiSpqi1DqOHTR4dCLK0LEMD7841Ut4H/rV36W6sUC7XkI3LN67cYLvfT+1r/E5MQG/8zuQyed47oUMc5Pv02mUseJpBofV+3vUdNW9RGLJ3tTy2hp8+//cbQKcOqXemlu3YG5un9XtPnaGp2Lp3L5J5QPniibQP6YX3Q5CCAbGjjEwduwTPa9Pnz59/jEw8BE213azSuXuO7x06y9UwyyZJZkbZevOB7Rr26SHp0lkh3DbTbZuv0+rVgQp0Y0ImmGQSdv4QZFIRKPQmicSjSOEIGipIvNAooBhhIDWbcKqxl7gOeQmTtKuF4nEEkgpKS5fJzc8QKAPI2QBUH6twgiRUiCFhiDoyvmHeEEEEOhaSEASKxbFsUHXVKJmOxFK9Rz1Th4/jOG6cbLJIkLsDFVJfF/n6tpThKFOxLQxDUnHM9mqz+GLGno0Q8vM4idmQRigj9I0pjG925y90GTiTIK/f2uO62/uSv0KAWfOwG/9FoxMjfDFLxU4f0IVwePpQVKpISWv/DEHhOLpPPF0HlA+rX/5l2poCVQcDQJYXVWKEEeRSimljlhygE6zct9zfVI03WBo5sy+DaU+ffr0+aeAlJLtpausXXtdSe+j8pXkwCgrVy/hOW1yEyew4mnatRKFux/i2Q3CeItQF2iaaqCGBGiGiW4YmNE4g06sK4+472w7SSmBZxMGHrnJeTq1EomBYXzPoVZYJpUfp7J+l7bT6Racu89l76aO2LXbERq+22FgfA7dMAg8F89WA7qBr7Zx9sr8CfWD93xL9w2pCvVYkIzTCWLoukEyN0oklsJKpBFCkB6cIJEZokaC0clHiCUHGBg/fuTQbGZkhk6jgtOqc2HoYVZllRVUnM9YGZ6YeIJnp5697+8pNTi+b1vo02IlM2i6QRj4WIbFxfGL1OwadaeOJjTy8TzHTj37iQbMQTWdx+YvMjZ/fyWpPn369PllI/Bctu5+wPKHr1BcvoZmmMQzQ8Qzee6+83cITZCfPIVhWtS2VyguXyfwXRAahmGimyaariSBzVgS04opi5bKFl6nxZ6KLjtxVMqgO0gEmZFpnFYdK5HGblSwm1WyY7PUCsuq+bevpiuAe7dnJULT8T2b0Vn1Ge62G4TdAmvgu4SBj2F1c0UhdiSbkIJuHFUPxdouJxa3SYQG6fw4QtMxK6+hf+3XSbz4ZRIDwwAcf+xXGT35KNWu9H8iN0JmePrQpRFNNxgYO47dqFBev4MQGkJoB7ZCD6U73SuEIGscImn8cad/97AjmXz/7/nk+Wg0kWHq/P3vBfr806XfdO3zS8OZoTP8ePHHPDb2GOVOmVKnBMBAdIDB+CCWYTGXm2Ob+2jh7SEZSZKP5Xuvs4PdrFJZv4vdrnMyyGJoGlfcDdqu0wuIgd3hsdR5/Lu3aRTXCXxPyR+FQW9bNZbKEQQeViJFfmq+F8x9x1bJqBAQ+t1tHZVYWrEU1c1Frr/yFwxNn2HmkS9QWLiMblrohokeiaEFfm+6WMkM051MFlxff4wLoQFCoJsRErmRXsfx5tIkvtMiCLuTW4GPbkYQmoaQPr6MIH3B7Y3zvHH7yywWzvVeOmbZJOMdhBC0nTQNJ8dDT0bZ642uaTq5iTlyE3P89Kfw+iFy+mtr8H9/S/Llp35EbesuoLZZfM9m8877VDcXOfXsb3yiqaFOB/74j6Hd3n9cCOWLt7wMMzOHP/fRR9W/w7Pn7iuNODR7rr+d2qdPnz57mJyEkRHYOsQurFHaoFNdITnzQzxH2QK0ayU69XJP7qheWEYIjY1b79JpVLqyR2riVwsNBuIFGp1BsmaNloRIZgjf6fSGkk6OX0XXDUIZKsUGAE3HjCXZuPUurt1i/ORFBsaPU99eJRKNEUsmaVcH0YQHCAgaRIwGEkEodTStmz5LTW3gxBLEB4Ypl1U8AUmtNYDrzqPhoGkaQtO7zVhJ20lhGi6rpRNcuv11qk2VwAoNkrEmsZgHQqPcyPH8k2OMzKhN0R003eLi0+f4ylfgT/8Urt/c/75KqQZ/Q9/h4Ym/ol1X9y+6GcHp1Fm99jr17VXmnvrqR6pG7GV9Hf78z5Us/150XTVdYzG1YXsvug4Pd5WPh2bPsnz5lSPP0fdg7dOnT5+Ph5SShXd+RGntNtsLV1SeCTTLW7QqhV4crW4skhgYYf3m27hOGy0ImXQsFqw2MhToxu42aCSaJJkd5mJ0nGbzmvKsk7tFYtktH2uGiW5aLL3/E1rlDWYufF4NHbdqGJEoZjSB3ml247WSBpZhsOMDsO/nEEKQHTvBwJjaFN0rB6zsAySe08EwIzjQ2+o5YKEjUApNQuCFLh4BjvRxDJecIYnuydF0M0IiO87kR0gb2s0qN175S+VFLiAVz3CGDKfCkGxmnpOPvPgPmvsZpkVuYo7i8vXesUw0QyaaAVSe3R9A6tOnT5+PR+C53Hjtr2iUNtheuqriletQ317teqCGEAhqW0sITaewcBnfddRx6eOHIcL3iSYzCKGhGSbZ0Vnykydp14pUNxa63q/08tedOKqbEZBw87XvUlq9xcknv0Jx+XpXOTGCGU0QhkHXGxZC3+3WhwH2xlGBEILhYw8dYasiCMOAwHPRTQvP7SA0vZvQ7cZRwws4ebNIVESQQtWhjYhFLJIge/kunK9At+kK+4dy70dta5k7b/1ALQt1h5tq2yvUt1eZufB5BqdPH/3kyUm1IXO/xz8hyYER4plB2rXioY9HogmyI0cUhvv0+ZT0m659fmkYTgxzfvg8lwuXycfz5OP7A8Hnpj73sT1OQCV7z0w9w3dvfnf3WLtDe/EOmgiQToeT+gxJYTGr5VgIS1Qb2+SSwxzXB4lst9SUk93elYKQkjDwCcMA0aoRzwwigwArkcFtN0hmh2lVt0HXCRybEKGmqVCTqL7v4NltSqu3iMRS3H7jbwnDALfdwHdsIlYc33MIA4+wNxG1c/EmlfYUmq6D0Ah9m06thBAC04qj6ybLm+N4voaUGqI7WeX4STotk8FknWJ9jGtrT7BWnkN25ahA0HHiOH6GXB4lW6WZ5I4YJPI8uHTp6Pe9urnArQ/vMjx88LFapcl3/+wmjfARwlA1Sx9//P5y/u++e7DhusOJE3DlipI11u4ZDH70UTjWXUJN5kaZPPMUq9deP/Aa2dFZRk9cOHB8L61KgcLiFTr1EroRYWDiBINTpz62HHGfPn36/GPkN38TvvUtsO3uASmR9gpe5QrPPLoF7v6hpsB3sZtV4pkhpITCwod06kV8z+5N+8owIJCgaVUmB5dYL8+Qjldxu01EK2YxP/oqs1MlfMcE3ycgRCKIRKJ4dkupRKzdwbRiNMobgJKVmh1bZ8GJ0mlZmHoHiVDxUEiEJlTzlTiarhEGOlHLQfMLZBM6OnE2tkYoNfKY+gAnRj/sxUgviGG7UVJRWCg8xGLhNLXW4L442uykccII2awqng4Owr/7dyrf3NiASATOnoVMRvmoXr/OkSxcfp9xvUT8kPmk9eUClxdWqDmz6DqcPg0XLoB1n9ujS5cONlx3mJ9XjdfDmq5f+hIkuktKQ7PnaFUKlNYOJtBjJy+SGZk++gKA6tYSxaVruJ0mZjRBfmqegbHj/YGnPn36/JMiDHzWb7zFxu13CQP/gDS7a7eUekQi293i+RC7USH0XEByxknR0DyKpkvgOz1VI8OI8EL2EQYqDkFqQOWv3U3UMJDIIEAKgWFEcDtNpJRUtpbQLr/aG4ZtVrbQDRMzGifwXGTgE3aXc4TQkAg0XSeayGBYMZCSdq2IZ7cwrRiJgREM08L3HJX3djd9NCOijjt2V/FIgO8hNB3RHSTWDBMpJSW3RtktYls6fi1gubZMxspwfvg8pq5+1sn0RxdrV668phqu96BpGvXV27RnH+pt/vxDMXX2GexGhWZl/zSbpunMPvLCAYnkvYSBT3ntNuW12/iuTTSZZWjm7GeyhdunT58+/5jwXZuFd/6O6uYiTruhlBn2YDeraLqBGU3QaZTpNKrYrWpXMl99744vq92okBqawHcdogk1BGPFk1iJFIHvI5EErqNqulIidANNM3CdFmHVJxJPceftH3ZjNLTKm5hWjDDwlP9qGOw1nANNR9M04gPDGFYMGfo0iuu0qttY8RTxzJAaWpISIxLFc9pIGWJaMdxOA6Hr6N2t21CoAa3hzSYWajFHCLErzW9aKv/+2c+UxNEnQIYhSx/8bLfxvPcxJMuXXyE7dkyd4zCefvr+Tdenn4bNzU90TQDHL36Rm5f+GrezXxnTMC1OPP6lfRLJ9+K7NsXl61Q3FwkDn2RulKHZc8RSHyHv1eefNP2Kf59fKv756X9O3Izz7sa7eKGa+o0ZMT43/Tmem37uE7/e4+OPU7WrvHbtJayNAmG1Sq5RRxcaw0GeeFIHHVIiysP6BM1QxwrSmEaEankRp13nHn2mXalfIia6bQAAIABJREFUp4NuRDh+8UVG5i6oyeTQx3dd1m+8ies5yq8GgdA0At+lUy9jN6pouk6rskViYITBqVO0a0Wl/R+oaWKhGYTSBXbkoySB1JnIL2NqI4RE1NRy9wbD7Raho5EQ14tQc6bIJVaxHYNGK4YMLUIsFovnCGUEP7C6k1ZCSQ6HBr6Mg2gxOlQlIbbZvCMZnD59IJCurant06Mw/RuUyxxoutYaFn/9d/O0OpLREyFC01hcVMXgf/kvYfqIeu3S0tHnisXg/PndorHjqPM++SRcvEdlaXTuEdJDk2wvXcNuVjGtGLnJk0fKaexQWLjMyuVX901vN8obFJeuMf/Mr/Vuavr06dPnl43xcfi3/xZefx1uvHcb0XyDqLnE6VOrxPw2nU4TK57pJThCaAS+1/WhEzTLhe7g0j1bLTIgDCWmtsljjw4RGZuk4SUJ21WGkpuEnTgbt1QxWgZB189Vw/ds/IpLu1ZE03SapTWS+XFyE3O0qtv4bpvBVBk/Kmg7CXRsdEA3BMgQoRnoEZ14pE7bzXQ92C0MPSCdbLFeHCPEwg1Nqu1R8ultQqnjhwYNO08uWWS5eArHTyHRe7HD9SwCadBwEmiixMRYGdFcoryWZW7uOPPz+7dS7+y30jmA4d6gUuZA03VtM8UPfjYHRoeh7iDv3bvw2mvw+78P2SMs3O4XR3O53YbwzZv0BqKefRZOntz9PiEExy6+SH5qnuLKDTy7jZVIMzh9muTA0b6HUkqW3v8pxZUbuwfrJWqFZQbGjnP84hfvmyD36dOnz4Oi4TR4f+t96k6dbDTLhZELJCKJj37ip0BKyeatd9m6+wGFxSvYzRq+2yHwPdxohFvhNluyQRj65F3Bw7EYET+kXS3iOx12CsU6gqc6OQqew5rpEEo4PnGeLz/zewynxygsXCaRG6WyfofCwhXlzxqqvEsIDddp45ccEBr1rSXqhWUS2WFykydpVbbwHbvriaaKwyrXVKoPQkqlQBH4yl9ONwhcG9OK4TkdqpuLmNEEeA6GFUOzW2iGKldFUwOEQYDv6qopa8WQYYCmm71cqi08nEaVY57JTb8FoSSIR6nJKle3r3Jh9AKGZvDY+GP3fa9du0W9sHLf7ymu3PgHb7rqZoT5Z3+d6sYC5bXbhIFPPDPI4MyZXrH/MALf49br36NZ3i1Qt+slyut3GJ9/jPFTj/9DXH6fPn36/P9KGPisXH6V0upNNm69q+Jnp4EQ+j4lPSE0PKeNGU3gdJp0atuEnsd+lQUJYUgA2M0ak2eeYu7JryDDAM/pMDB2gsLiFcqrN/G9bsNVU5Y3rt3E2+qgCY16YZX00ATxzCCpoQna9TJB1w5HCE2JRAih8kZN5Y26EcFrN9X3aLryRTdMnHYDt9PEiMTwnDaRWBLftdF0E4Qgls4jZYjv2gS+h6EbSCkZaAZqAxblgd5plHuesp7TJmm3Mdvtg4nlfahvr+Larfv+LiprdxiaPULp6MQJNb370kv76wBCwAsvqKnhT9F0jSaznPvCNyit3qS6tQRSkhqcYHD6NKYVO/J5TrvBzVf/CqfT6B1r10sUl69z7NEXGRg/6O3epw/0m659fsFpuS3e2XiHpdoSWqvNuB9jOjVJOjdGbmLuwKagrul87eTX+JXZX2GtsYYmNKbSU73J1k/Ds/lHiAc32LQMGjGTwIswYCTpVLbp1EvEMoM9mT6zmwAilRySPNQXVnStbQSRWIKhY+cYn38MKSUbt96hcPd9As/bo9uvNnukVJr9UoTdYOnQLG3gOx3sdpNKxaRtDyNDj2S0QkRTk1hKxkJgRnQEIQKJLhyG0utU7NMgBG07SrE6QMSaQNBhxRvh3PEcwtsGAgwrTtl5mIYzgW6amGaI7UboeAmk1AilTigFHVuDsINTuc6733+DoemzzD31lU8k0yDCw4Pzj187RrMVAQLCMEDvFlkdR8ks/vt/D8Yhn2gfVYuNRlU8z+fh2jUolVRct23VlN1LPDPIzMPPf+yfpVMvH2i47tCul1i9eonZR1742K/Xp0+fPp8WKSW1rSXq26sApIcm1dDIA25YDQzAkw/dZtD7EQDVzTrtmkcYqOGjMAiIpfMIIZQUrxFRXjRC4LudnrTSLjtDLip5jaXSPP4rZ8iNn8BujfHTb/0N5dVbhKGaCJbdxmYY+t2EV0cqIxtcu01tcwm7WaNdq1KuxbHdUYR0SUWLGMLuWubogMC0ooShhyYCYmaDTLxNO1CShs12nFBCMiEx9Q6L5afQIjeIahsIQtCSLFcu0vEH0QwDTRO4vonrx5BSEEoDKUM6tg5+g9bmu7z914uMHH+Y+ae+ts+H5t4e9D5kiCbbB6KO52n88JXjeL6GCD3abdUsNQyoVOA734E/+IPDX/Kj/kQyGeXH3m7DBx9Ava5es9M5GEfTQ5Okhz6+JFR57fb+huseKht32V4aY/jY+Y/9en369OnzaQkDn/L6HVqVAjfKt3ijfZOOpbPd3sYNXJJmkt9/5Pd5YuKJz/zca9ffYPP2e4CSRdyh0i5xxa1QiHc/9TVJUWux5l3lc94YmnfItiYao36M0SBGRKQ4Mfw4Z8+9QDSZJZrMcunP/hfqhdVuKip6HqoyVANRu2pKErtZx3ds2rUi7VoJKUMEgiDwlc3NPk86ehussmu70/N67cZq32mTyCr5v+TAKJF4ErddR9MjTD/0Odq1bVy7jWe36dSLhGGIpun4gYcjPcyqzbwepyVdNuwaRrNFkIhRkRLHd/jmI98kGz1iwqiLZ7cPzd32f8/RxeQHyV67no/Lxs239zVc97J+823SQ5Mkc6Of1SX26dOnz5H4rk1p5SZ2s4phxchPniSavP9n8mfFnTd/QG17BSQ9WX4pJU67Ckg19INqPHqOksrz7U7ve/fTzUe7w0TpoUnGTj6Kpht4Tof3//Y/06oVu9ujGhJVw5W9uAehCEHTaNdLuB017GO3at1hJUHgewS+qwafhACplnF009qfI8twn995GPpEk1nsZpXM6Ay6ZuDaLSKxJMPHzlEvrBAEPk6rht2oIvQyQlOvIcOQTr2Mblo0y5s0y5vUi2uE7/yImWe/9rHtaXbev/txv6YsoCZ4z5xR0oW1GqTTSo7wKEnFj4luRhg+dv4T5Y9L7/90X8N1hzAMWHjvx6QGx/vLNH0Opd907fMLy1J1iT/58E9wvA7RlQ3MepMN4JqZUJPE195g7smvHDplGjNjzOU+fjJyPzZuvUtEGExnp7GNNOWOWjExrRiu3VLbGnGlbxuJJZX0YbAjPbFbHAYOetloes/HbPnDl6kVVnA7rV7jVgixr3G783/ZlR0WmkZxvcTy9jSev2ugWqzlSETKjA7cRUeg6QZWLEYqVum+kCQVWaPSnmC7nGO9NEHHS5KIecQSeVp2gtdunsUwQkZyVTRfw2MYkW5jyFXSKZfyxhBhKDAND10ABJgmNDtJHNfCsztUNhe4+9ZLnH3hG70J3Exsk1RwHd9pE2ppPPM0oZZHD1YwvdsY/h3iepvAG1R+B8B2KU6hqG6CNN1QEsl7aLWUj92Od9xeTp1SzdQdAk/duOwk97mcKhR/61vQVBZElEpQLKoN2GefVRLGg4P3/TM5lO3la/dN2svrd5g898zRshp9+vTp8xng2i1uv/79nscnQGHxCrFUjpNPffW+knQ/L1JK1m/smnjrXbNvTTfQjQiB7xJ0pQQBrHgaTddx7W6y1k1MezH1HmUBw7TIjs4ipeTOmy/RKm/iu3Z3C3XnIsI9/1VxNAiUxzoS1pfLrBWnCcPd2LJdzZNLrJFPbigfdMNEM0wCWxW7dc3liZMvcWvrKerNFFoijxwB2x+g1h7CjMRYaU5TLkkyySoSnY4/iiG3Gc2tE2sE1MoqaTR1H12o6zUMQbGWQyCxG1Uq63e49fr3OP/iv0DTDWQYMpxaItq5g5AugT6IZ55BihiGfxfDX0L3V4npEcIg34uXd5ZztNoGlQq0OhHcNfVWDg2pYeLFRSVbPHSIJdD8vNpW3kG9v2HvnmZ+Ht5+G77/ffB9CAIoFFTj9cIFeO45eOwxSH6KP7Ptpav3f3zxar/p2qdPnwdOq7rN7Tf+Bs9pU2qXuFz4EM+ps06dxZyG7G6g/OHf/SH/4fP/gedmPrnC0lH4rk3h7oe9r3XTwnM6aGaEVVkj7kqMKPgaXS+2KC4BV711znFvgXR/HBWaRqzbbA18j4V3/o5WuaBUJ3o5qNwz7SN342goCWWA67Ro10tdEaTdQrR6zs6mqyoUq+HjXbsA124ReK6yu4klMK04phVn7ORj5KfmMa0YumkRTWYwowliqRzr199k9eolKpuLtGvbeE6HQNPQfAgjJug6j8oRZmWGDbdJx4wQczN8Ze4rnBo8RRj4lFZvUSssg5Qk82MMTinpxOLKDapbS1Q3FrASGaKpgUMVjX6e+yYZhnSayqv+QVvNhGGwzwf2MLYXr/abrn369HnglNfvsPjeT5Q0b5eNW+8wcvxhps4980DP3ShtqIYrgFCNt8BzMa04bqepNkStOEKo2ulO7TIMfCKOz9Bmg3Rd+eXU01EKI0lcy1CbqIZJengSTTewm1VWr16iVd1WizNh14s13ImHdD1efdQRSRgmsFu1rkoEuzGn23xFSmRXtcm04ki5G5tlGOLaHTy7jWaYvdiUGzvO4PQp8pPz6Kbyb48msljxFHrEYuXyq6xdf5NaYRl3uEFiYQPdMJFhoJQm9jRXa7h0thcxb7zV80P3nA6llRs0Shtomk5mdIbc+Ak8p0Nx6RqltVtUNxaJpXNY8fRuWXwPOzX0+zIwAC++eOBwGPjKv/4fwGbGblapF9eOfDwMfIorNz7Scq7PP036Tdc+v5B4gcefXvlTnMDB2ixi1nc119tei+vF6zw8+jC33vg+D734zV5z7rNGhiHVzcXe19FEBt0wCXyvJ9cQuDZ0A4ZuRshPnaJd3aaxvbI7ibxna3UHTdOZOP0Emm5w/eW/4M7bL/VMvQPP6Sa6RzXsJF6nie+61Jp5LKNOGKYJwsjOw/hhlI47QCbZ7haz1fkdL0ooNW5vPoQVhc3qLJVmFl0L0VM60dQwiVwEx1EF2DPnM+RyapPl1VcE1eIQThggiRJKECLoyU6Zhk8y1sb1InQcC9GoYLdtFi9f5cTFZ1i/9vdsL11lZqgrVxhAxP1Q/UeobeSoBUawQWFhk+zYMWKpAcq1GGGomqNaNIdR0sjn9+T1YcjtK+sknKtIGSrZ5a5ExPnz8PLLsLHapra9gttucHJO3TBVNu7yhefH+ZM/ieK6Shbx8mUol9Xrbm6q5uvrr8Ov/ZoqGn8S7Gb1vo+Hga9u8PpN1z59+jxA7r79w30N1x06jTJ33/4hp5/7rQd27k69hN2q9b6OZwZpljeRUmIl0nTqJXzX7jVdY+kB0oOT1LZXaJU3cANfhS95sOGqGxFmHnoOu1nl1mt/zfLlV7Bbypsn9D1CGe5vuEqwvRhNO4OUgrjdIRa1abWyxIwabS9DKA18XwcJbSdDItoiaXkYkShhKFgtzjJjJ5EIFrbO8fD8CslYg2pN56W3f52BRJagMoKmG7guyCpUO2mgO+TTGqDWCfDRCYmCDED4++JoPl2lUMkjJbSr21ipUZZv3GVi7jh33/o+jdI6oxk1IGQEK1jOW0rVQqjb+nRWx6mvsN3aIDd5EjMaZ7sYY3NDNUV9Y7D3fhQKajP1kQs+V9+6w0R+AYQgMzxNbmIO3TB5+ml4/32oFqs0iut4Tpv5kyqOtsorTEyM893v6kip1Cfef3/XS/2ll1QcffVV+OY3YXb2k/39fFQc/ajH+/Tp0+fnJfA9br/+/Z7H52p9lZbbptwpkwTGajrrA+rz1w1c/uOb/5Gzw2fJxX6+bYwdqltL+3zR4plB7GaVatBCmia4AXEP6t10wkqk0Y0IMrCxdR9rx1h130CwIhJLMv3Qc1S3lrj+8l+wdfcDfM8mDFVBU4Z7G673IAOcRqXnrSqh93+gqzCs8juhGRgRCxmGamtWSrVEiyCWzhF4Dr5jYxgRchMnOfW53zhS6k+PWOhWlIGxYyRyI5SWruO0ygjXQ8Z3N00GiDIgo4ReBN9LEvECnHaDW5f+et99SXVrieUPXwboNUHDMKSysYBZ3iQ/ebLnfbvD4PTpA9fldppsL12jXSuiGyYD4yfIjszsUxQpLFxm8/Z7uHYLO8wjhMbW3Q8ZOf7Q4e/xz4nvdA74/t5LP4726dPnQdOpl1l898eHenxu3f2g6zN95rM/cb0O9TrVlSv7DsczgzSK62i6QSSWxO00CXy3V5fLT51CyhBjY4uhq9to/m6jM2a3GCy1uTWXp52OEk/nmTz7NFt3PuD6q39JefUWEonve8oPXe5puN6DDHzseqkn4a9yXa0XR4UQCN1AaBqaYaKbEaUWEYbd5VaJ0ASx9CC+3cbtNElE44yefJSZh58/dLBnx2IumsxgRubxrAys/w2ho1Qo9Htqk6XZEaiVKC5dY+zkRTr1Erff+Jt9saWyucDC2z9Sm72ahpQSt9OkXS8RTWYYGD+xr0GqGxEGxk8cuLZ2XZ3HaTcwrRj5qVOk8mO9x8MwYP36mxSXr2M7qsF85Sf/LxOnnyA7Onvoe/zz8nFiZD+O9jmKftO1zy8kHxY+pO21IQgwK7UDj1fsCh2vQwword58YFsOUioZiB5CkB2dpbx2GzSdeGYQ33PQuoFlcPo0U+eeZXD6NC/97/89pbVbeB0lmyD3TAkLTSc9PMXMw89z582/pbq1pBq0UqpgasUIAh8ZHCZlsUurEyUMdSzTxYpUqLcH8UOz618HbhAnFAGaafHmzae4uzLObzyrIaXGdn2S6sYYleYAsahLzLLRzWSvgW1ZYJrqkncUHNLRDaqhSaejYxo2luEBystAFw7Tw4uMDtYBQaE0QCKyyZ11G/fNTeT3rjOZusrxY6ro6gewvgaav44ebOGZcyTSGc6dz2JX87RrJaobC0SiCWoVn9VVCGQczxxndVtd39mzkEx4lFdvUUncpJLcAlTyvHn7Peae/Aqp/Bjf+K0yf/Q/X8Ft7ybvQkgunnqPW2+vYHeeQ9N1Fhd3G647LC8rn9fvfhcmJ2HkaOu5A3yUxIRA9GUo+vTp80BpVQpHysoBNCtbNMubD2zLYe80M6jhpPTQJLXCCroRIZ4ZVHKEXXnhkeMPq4EkI8LLf/w/Utm4qxQKkHs2XkEzTPKTJxk58TC3Ln2PemmtW8SV6GaEMAwI7WYvxQ1DQb2Txw91YpEWYWgQhBrleoYQA133iFGnWJ9AIjA0gUTQtNNEo000Yrz84ecplNKMPx8BBLfWz7JUjvHshQ+ZHVtjcrSMbZ3HyhvcvKnip6apgR7DgOHhEKe2Sa1hYjsaltFB12zCUBWrLaPF8fFFcpkWzU6CaiOG2+lwbSnAfWOTaLTAZG6d2RmltrQjiW/4d9BkE9c8R37I4vT8CNXNGm6nRXntNsPHH6JW9fF9CLUsoZbf9ztpNT0uv7XM0yfeIeHXAahuLrJ5+z3mn/k1BgZS/MaXl/nPf7SM5+zGLE2TPHvuZV7/u7NIqaZ7b9zYbbjusLKiBrd2rAAin2BOzohE8V376Mfv47/Tp0+fPp8F5bXbvYYrQM2uUXN289OBVshWWhIo6R9K7RJvrr3Jl+e+/Jmc/944Gk1miGfybGyX0HUDYcXQdQ9Qm5Op3BipwXEi5ToRWUTfLqkCLfsbqHokytjJR4lnBrn52ndp14s9iUIlA+whws59Je13tl6FYaJpOrpp9TZ7hBCEYQhIDCuKEDph6HeHktUGLCj/PDOawIwmEMDg7JkjG652s8rGjbchlNQKyzjtBp1mBeE6aJ6HaIb4qcT+bd4gQCAYlUkW3vnRvoar+hlCthevghAMHzuPEIL08CSe0+55zeYmd03Kx+cfI57ZL4FU2Vhg4Z0f7WsolNfvkMqNMffUV9ENk/Ubb7F+8+3955YhK1deJfCcB+KtqhsRJW0p77Vq2KWfi/bp0+dBU1i8cmjDdYetux98tk3XSkVJ8Ny6pRQNtpbwYlB/7Dx+OklyYASnUSUsbBFtdfD9AN3wcDIWsVSWsfmLjM89SvknH1C3kjhBA7rGbUiJHkiOL1S5+dQJZh/5grIVu/oadrPazUe1bhx14SMGX1QcFWjGriqElKEKk74LMkQiMK147/sDvxtHha5qyJpOpLsIJITG6NyFI5UUKut3VH7te5Q37uK2G5RODjJ5ZRnDcdVgdDxJqGmUTozTGMsR6w7wtKoF7r79wwPDPL5rs714FSueJjc5hxCCzOgMlbXb2M0ajeI66aGJ3vXNXPg8+j3DTBs332Htxpv7jhVXbjA4fZqZhz+PEIK7b72kvFgBUE3XTqPMnTd/wPHHfvWBeKt+nBhpRvr5aJ/D6Tdd+/xCstlUBWLddhAH/NwAJE23ScyM0axsPbCmq6YbxNP5fRtCViLN4MwZWpUtnFad9OAE0xeeZ2j6LKnB8d4Ez8jcBQLfo15cw7NbPf1+w4xgRGJMP/y80sqvbPUSQ80wwXPQdH1XUfE+2G6sO7As0HWNdMql5eUJA4/A99H0Nlp8msWtLIvrU0h8NQ0lAgZi64BgqzpKzPK71jz7z5jJwOqKy+hAEd9zyMbWqSWzFEtpNKGTTVTRhIuQLuP5RVLxDoI0YahRLgeQhNA0kLqGaF9mswmFLeV7PjkBU5MhS1eLhAEkM9tMzisZD2tkhkg8RbtaZHWpTa2hgTWGF4yqGwvUNs2HH8KJiRXwW5yYqfSuW4YhdqvG9Ze/w8Wv/xuam2/ztRfuUq5GKVXixJIGphkwki/xX78/iGcWiWdG2Ng4+B43m+B5qgH9yiuq6Xrzpiqiz87CE08oe4HDyE+cVA36I0gNjhPpekf06dOnz4OgWdn6WN/zoJqusVQOXTcJ9gwRJQaGMSJRWtUCbqfFwOgsk+eeYWj2LPH0bkMwMzyFRNLYXlOStjJECA09YmFaMc58/rdpVra6vjHdOKqbhKGjZJH2hLSmk8EPDQzdRRMhmu7hByaOF0XTJJoGgpCY1aRhD6JrgiCMEGLR9LMs3ZyhWM0h5c7PIVUzUMIr75wi9/ktnn7ofd5Ze5yVZbVR2miA60oIPR46XWdipEwnUeHWnTRSZjEMSTZeBRlgaB0mB+8QMySQIvAFxa2QSESAqYGUBM2bLNVVHD05r+TzO60O67eVx0x+tMjQ1ASgkZ+cp1XbplMr4TttojGdwJwhEIP7itFSSjqNMsLVGR+p946HQUCzssmtS9/j3K/8DmHlVb7x9Rqb20nqzQjxlE7EDBnW6rz0skNmrEEoUgcGlwCq3eHfTkdtvHqeGmjSdXU/8Mgjyl/9MPKT86xdf+PIv6/8nkJ4nz59+jwIWgfiqMQNdguOmpREPUmr23TVhMbdyt3P7PzJgYMTn9mRWQZkh0Khjgh8IkN5xgaHiWeHMLoDtDKaIFEIiOkpGqUNVaTtepsrqcEMD734TbYXrxKGqjEpNA1N0wnDAN3QCdwDpz5Az29OCHQzQjSRBQFOq6585Kw4VjJLq1LA910kKreXSNUAFYJINN5tvMaUitQewsCnurlIp16mvHYb33OobCzgdlqAUENbonvdQYBmO4SxPUFFCEaSoxheQOmQeyK7Uel59tnNKrHUAIZpMTh9mla1gF2vgIT08CTDs+cObNO4neaBhivQLWjfYfmDv2fq/LM9T97D2Lz9HkOz545sNn9adDNCdnSWysbRf4/5qfnP9Jx9+vTpcy8H4+h+7GZ1n/LRz0WjAf/pP6l/u1jRBNGNRcwfvkrxS88RaJDfqOJVW3hOGysMmW+4xNLTpH7vv0NPJOHaNbTsGG1LfX66TlsVAYVqqsYxGdezzD/9dRbe/TGgho10w0QglIyxpikf9I9ASmV/pukGuhkhns4TBn7vfbESGYyIRau6TeD7mLZHxA3QA5+pn17GHd6gemKMYHgIw4phN2vEUrtqG77nUF67jdtpsnn7fQLPpbx6S8U+odHOxLh2cZrUdg3L9onk8zgzUwQR1TISXbuaemHl0GHYdrXY9cet9X6PVjzF4MwZmpUtnHYNwzxOemiSkeMPH7AIrG+vHmi47lz3xq13iKVyxDODexqu97x/SNauv0F27NhnLjmcGBghmsgcGNjaS66fj/Y5gn7Ttc8vJFFDBVt5nw9MQ1N/vh/XzPvTMnz8IRbf+8m+Y6YVIzs6i0Bw6rnfPDQZfujFf0FtcwkEeJ0mnqPMzjXDYHz+cR7/+n/L+k3lc2eYqoAchj6e3er64Hz0tQWhgaYLNAEIDYM2uh6i6VECTceXDmEQcnNpSk1c7XmulCGEAWEgaHciRC0foWkEnovndtBoo/l1hgfaBG2bRj3EbpTJR9dJnUxSqAxjaC66rJKyttG0ACn1bmFdkImVkVoMqcXw9Vlk/XXKJbUBs74Bg3nIDfgMWKDsd3ZXY4QQxNN54uk8b77yDEHqYWZOqg2avbiOz+qyz5c/X8APBK22TtheoVXd7k2Fv/md/43Ad7ESaXJZm1zWphDm95xLJdt6dATviMViIdR1f/vbart2h5UVeOMN+N3fhZmZg89LD08xMHqMyubCgcd0I8Lk2ac/4jfcp0+fPj8fHydGPsg4qpsR8tOnKCxc3nfcSqR7EogPffGbhybZF778+7z+X/9XxLCm4qhrq+li02L+ma9z4vF/xs1Lf61eL55S8rzRxIHp2yDU8Hz1+oamYpQSehK4fpRopEMoNQQQi9Rp2EP4oYUd5DB9iAdNFjcmQcj9EsdSqiK2iHD1Zo5nnrbJJ+5ybGKYbKSKFtYZjN+k7aRYLU7QqXZw2nXGM8tkY3lqrTQCB0srk4gU1bCVNAh8n6jRJGI6aitVCEItR6t6nWIRbFt5sGYyMD7ik0sKNE2ii91NLKGlc5GxAAAgAElEQVRpJAdGSA6MMDr3CPL2U4xOwdo9ljSB5xD4Plba4yeXjoH0ycVuMpi4gUbA9uI17FYNz25hRuOMDjUZHeKeOKoat552uDfPjrJiuaxqIMf3DCEvLsKlS/AHfwDZ7MHnDs+eo7J+51B5bCueZqTvn9OnT58HjBDavq/z8UEWqvvv7eWe0DAYH/xMi37xzCCp3BiN8p7pUAFTw3Osudt4lok8OXvwedE0n/vSv+bKj76NZpjKmqYbHyPRJBd/7d+Qn5pn5eprgIrLjdIGZjSO027cd8P1XoTQelsrvtshls5jRmK06yU0w8BulJVfnQwR3Q1XpEQGPp7TYmeQKTt6EbfTorhyg2Zpk1a1QK2wghlVXnuVjQVa5S08t4MVT3cL3Ba+62Cg4wuJ9JX1jdQ0BIJsboJTQ6d7W0L34jm7sdN32pAaAEA3TNKDE6QHJzh+8YvkJuYOfX5x+fq+hqvv2tS3V3FadaSUlFduUdlYwHM6R1oihWFAdXPxgchrTpx+gkZp/dBCeXpwguzYsc/8nH369OmzF/ERuaYa+vmM8tFLl/Y1XEENAde316DVIfnBdWqah3AcIrEEkViCvJlmLDoGLR/+9gfw278N5TKxdI6BsWNUNhbQDFOpL+0s01gxHn/2GxiRKJ2Gmjq1EhnsZg0jEt2jkPHxgqnyk+3GUc/Biqd7r21EorRrRULfI9ZymLu2TfEpNcBkuC6RjSKp7RobZ1skv/gVOs0K7p0G7XqJ+vYq7VoRM6piYGHhCnajgkRiWnHVJBbKm74yEAMhiCaiJM3d30cspbxZA98/eOHQHYBWZWzP6fTyeiMSJTuiCqWnn/stoslDkj04UCdw2g0axbXucBXUC6tK8rlrx3MYdqtGu7p9oKH78yKEYOr857jz5t8euq09fOw8se59Q58+99Jvuvb5heT88Hl+tvQzwliU0DTR7umGRXSLbFR9YD/oRGFw6hR2o8Lmnff3HRdCY+bh5w9tuAJEk1me/73/gdtv/A0bt97Bd2zimUGmH36e6Yc+p4rcQuB2mjitutK+D0KiySyt6vbHurZEtEapOUMq3uzJQQlCJKAbFuHIvyIi/ifqnQFA3pM8C9LxIroWEsoISCWhFLbuMp19l1RkGQ2PmeFNHrsYoR6cY+3uGsJdYiRX4uUrX2SjkFV+P1IShiEaEPoeM6Mr6EaIp08SailK9mlqi+/gOS5SQscGuwPlkk46mufMyW2MyMGbLNvR2S4nyI3D2JiSZ1xcVNYMjQa4TkhVpnnt3Sk+uD6C066ST+hcONkhn1GrNY3yBna9THbsGNFUjkotih/X0HV1kzI1VuPDW3mMIz4N02l13vfeO1wS0XHgv/wXJZl472sIITj+2K+yefs9tpeu4tothNDIjswwduqxfRtdffr06fMgyIzOIC6/cqS0nBDaA/NA2WHyzFM4rTq1wvK+44ZpceLxLx051ZybOMHzv/eH3Hr9e2wvXkWGAakhVfwcnXsEUANEdrOKa7fQNANNN7DiKVqV7V6DNAiNbrorej3TMNQJAgPTcGg5aeJWEyFAE+p9CgPwjByL9lc5Y/0f+IGJYYT7FCGkVO1bIXTa4RSFtTfRnA+Ztu5yfHQdw18AfGTK4vjIWbToFEFnlahYIJ3y+OGb/4x600QGPhKJDCVSCMLAY3b8BggDXx/F18dZLc3gLL/aGw4qlVXztVw0Gc3lOD1XOjIJ1XWT4WGYm1MbpaurSsWh0QC3E2J3Yhi65ObdAexGicA/QTY5xAuPXSJmOVQ3F7EbZVKjZ3n/xgne/GCCX/n6JqYZ0GhkmZmosVYewjhCNjifV5u/V67AxMTBx6tV+M53VOP1wLWbEeaf+TXWb75NaeUmge+i6ya5iTnGTz3+mW8F9enTp8+9ZMeOsb18rff1bHaWK4XLdHxVUPV0QTuigouhGUymJzmZ+/RbD47v8P7W+2w0NrAMi3ND5zj22Be5del7vcIugKmbnBx/iLeT9QOvIRB8Ze4rHBu9QCo3xp03f0Bl/S5CCPKTJznxxJcZ6ObQMgxp10r4no2SAo4R+j5up6W8Wj+qXiy68ojd79vxi0MIRk48THJglGs/+7Pua4l99yNSSsIg6G7FZKgXV1m7/gZhENAorlIrrCJlSCSWZPjYeXRD+dm5nSZSSjy7je+08T0XKQM0CREtim6kMKJxkoksI9PnGJk9jxU/fDBob+w8quivHxXggHat2Pt/4LndWLVbuwgCn/L6Hdx2ncHpM2hHJJ1KLvKzJ5rMcvpzv8n6jbeobi4ShgFmJMbgzBnGTj76wAfY+/Tp02dg7BitauHIx9NDkwfkZj81V64cOCSqVQbLNvbqAsnLN4iMD9AcH6IzlCWlx5m29jTqLl+GX/1VSChFuuFj54mmBqhuLOB2mghNJzkwQm5iDnPuHC5KkaFTL+N7DqHvEUmkCMOgu8GqwX0k3oFufFRy/KDiMqiYdOzRX6FR2lTbwkIwe6eE7u95PQnIEMMwmVmqsrBwg0U0nHad+vYqrfImEoin8yqOmhF818Z3O4RBgNNS26mh7/Wair7nEgQeuhEhlspixVOMzz925Lbn3jh6VEy51xt9L3vjqNNuUF67pTzl9xyrrN8hDHylcnTEYNuDiqOZ4SlOPv11Nm6+TaO4jkQSTWQYPv4Qw7PnHsg5+/xy0G+69vmFZDgxzMWxi7yz8Q7OcJ7Y2n4/umMDSjYgOTBCZnj6gV/P5NmnyU/OU1q9ied0lMTw1CkiseR9n2fFU5x74Ruce+EbBx7zXZutux9y4727FKpDGEaeoXSDqN4klhzA67SQUiLDoBvERFfvfzf4JGMOzcCi6caIGnVME0IM3DBHkHyaJ56cwL+Tx7IEjqPtk2oWAnR8RvOrbNemCcOAqNbg1PCr6JqDDHzSySa5VJnKepPsqMfpOUF5dQOn0eTCxHcInWdZLx5DvaxAN1xOjb/PyDB4xkk88xR29Au8+/cWevMEY2lVsNi552h3dHwnRqkcZ+704Rq9e2UxhoZ2G6CJBLRbgmYrys27g0StDuPZAlvOID9661lefOxVBrNVNN1ENy3+/rU4b91+jkotxu/+wS1MM2BxNcrpk9ssFs5gmsq79l5pxJkZ1eRtNpWH3g5ShnQaFdx2k5oQvP73EZ59YeTAZLvQNMbmLzI694jy/9WNz+6Gsk+fPn0+gkg0wdDMGQqLBxNQgMHp0x8Zy35eNN3g5FNfpVFc73nIJLJD5CZPYpjWfZ+bzI3w6Ff/1aGP2c0qW3c+4Or721SbOazoMMPJW0SMkEgipRJI2ZUO7krTS6kjhI9E0PESRAyXUnMQL4iRtKqEUsfzNaqtYdbaX+TJRwsIPY8vo5jC3vcZrzZT1ed81JI4zQq6ZiGCFYR0ADUNLKRDzL+MoTmMTBWpl7bxGi2ePP7nvH37ObZro0ryUQgso8mFY5dIpNO4xhk88ywd63lefyvCdHyYlKUKFjtx1AssNgtRxkcschM57kUgGJg4wRNPKHWGqSl13devQyoFazUdxzVptiPcXkgwmtlECKg207z24aO8+PglTCtGpWjwR3/0OOvlWZDwrLuN4+r8P//X03zhyUViyRhWUvmtO3sWjXVdnbNQgCDY74u+U6DwnDbvF3SWno8zc+LgMJIRiTJ9/nNMnn2awHXQzciRPkV9+vTp81mTHprct2maiCR4avJpXll+BS902UqrQdqYEWMkMYIbuMznP51k62J1kW9f/ja2v7uVeGn1EmcGz/DfPPfbNAor1LZXQErSQ5NcHDvG8dINXll+hbWGkjKYyczw/MzzzOXUZubg5DyDk4dfT317le2lqzTLm2iagdB13HYT3TQxo/GuJHHXyW7HG3Rv8VhoGKaFlUgT+C6h72FacYSmkcgM8ujX/jV33vwByfz/x96b/sh13ne+n+fstS+9d7PZzX0VRUoUZXmRZFte4mWyTAZJbuBBEFzciwEybwbzB+TF3PtigJsXA1zkAkEmM8jMZJ17ncTxJkeWbFkyLdmiKIoU92az16ru2qvOfp774qmuZnORaFty7KQ+AMHuOlXnnDrVqN95fsv3O0W3XoEouGNyWEkDbylYCE2jW6ti2hn8bkvZ8/SPFbgd1q+fZ2TXAYQQxGGA12miaVu+sEKNGwu1XjYljI7PUZqYZ2L/o8wcPoNMYgzTvkcNI5Ur095cRQhw7jOtYlopcqPTD/zM7izIdmprOwquW1hOml5zg26j8sB9/STNuIHbYeP2ZYJeGyuVZWT20H2Ly062yN7HnyOJlaeuYTkPbNQaMmTIkPeb0d2HqSy8TeB27tmmaTpTBx97/w7m3+WhWqnAxYsYKIubsFqh4EHhRhWTAuk9u3bm8JJEdageOQJf/SoEwUD1YAeOA4cPU7/9DpUbFwi8jppU1QR+t4WVyhD0WiRJQtKPC/eLo0LTMewUpp0hjnxErKHpJppuUBjbxclf+l1e/cs/IF0cQywvk/IidpZwVX5Y0wxEFGO8c4VmJovfbeJ3m4Psca+1ydq1NylOziGRBL6L12lsNxuJfnOy0IlDjzgKKU7MUZray8yRM4zMHsRt1Vi9+qN7LnkqV8brNNENEyt9b14hV556V1s1FUfVVGt7Y3lHwVVdIw0zlaFVWcLrNHFy907Mapq+I3f8sPRam9SWrhKFPqlsiZHZg/dtCM+NTJF76gvEYUCSqGax91vKeMg/PYYZiyE/t3zx4BcpOkXOmmfxkFjrm+SEzVxxnvHsBKWpPew+8bGf2RddKl9+3+Rg4yjkO3/x//D3X89x6/bTykdHCAzzEPt3r/PYoTdI5ctouoHfaxO47f6CFwa+daZJOj/KbGaZlcoYrd44vr+XrnGG0vgkn//V3ewdf42zl1xmxxa4sbp/YNK+XbiV7B69ymjJo93RmSpcRpNtTOHhpDuUcy3ymRZSQq+5SXFqLzKOiOMIESec3P0dDk2+TqM7htB0yvk2qZE5wsynafpnSPQSUaS820xxktHMTUzdQ7+j+SmIc6xuSB4t3bvIHZ0aY9/BAit9Na2tSRkhIAjADwxsWxLFGq2WDuE4uydXiWOdN68e4ZNPvEo6X+ZrL5/h6985iGmn0TSdKNaIYo2//dY87Y7N//q/5/n6C7Bnj5q4SRJV3N23T03orK6qidexsf55BB6bS1eVTFafN7+3xogZsf/MZ+8bpIWmDSdyhgwZ8o/C7LEPoxkm1ZtvD7xVdd1kbP4oM4fP/MzOIzc6/a6Jyx8Ht13na3/8f/PN78xTre5VEvpCYDtHOH7gBsfmr6hOYydDt16h68fEiU6UmFhGRJyYhHGWzd40+XSVjptjtT7P7foR1pv7aXqzFMen8FvnMMptyrkGfpTpJ4DviKMyIY5iTNFgdXOSkdwylhn1i64xEguEAYQk/jrp0jS11ZskcYQpWjy5/+u03QIdr4RhQLHgkp/Yz3r8K7jiKFLLUtuEeh1i9wzHp76GJuI74qggIsdy1eTQ44V7rtPo3BGcTIETJ1TR9YUX4No1FeO6XZDSJOV0scyEjZqNLsuMl1T30XptjHavwFRhlK/+f09wc2kEKyWVT1EfzzN58ew+fv//KHPpspIOvtQfCEullGdrOq1kjScnB03j+N0WtZXr/fsSxdmvXyd5aoz5k8/eNxmsaTqac395yCFDhgz5oBBCsP/MZ7n11nepr9xAyoS54hzpVIGzcpE4JTF6VWpujfXuOiPpEf7k3J9wdOwoXzz4RWzj3ZuLtugGXf7srT/Dj/17tl3auMQLt77Np/d9mtL03h3bjo4d5ejYUfzIRwiBpT94KvNONm9f4bW//UO8dgOv3UAi0Q2z78kqyBQskFLJDm8sk0QRCA0ZK4F+hIblZLCzBUJPSQsKTWfywEnyI9PsOfUJCuO78btNgl4HzTCRUqKbcb9rSZ1HEoXIOCYK1D42Fy8jdJ2oL/urG9bg926jQipfpllZVCoRwux7ugqEYWJaKZxckfH54xx95tcpTe0ZSPoK3WD60GkWL3xvx3UwbId0YUQlvu/TCDZ96PS7NvqUZvaxuXwVYMck8hamkyZdHKPbqOK2a/e9D0plS+TuTui/B5WbF7j99qs7JodXr/yImSNnBmogd6PpxrBpaciQIT9zDMvh0FNf5Nb579Da2PY6cTIFZo9/hGx58v072NQU3Oj7WCeJWvj0EULDKpSwtuLy7XWY2aO6RnecsKEe+8xn4Ctf4R7JByHgM5/h1qXvc+Hbf0HgdnA7dQSgmzZOtoiUknRxHL3TwHSytDeX+xOsWl8RQoKmYafzmE6a0O8pf3LTZNeRM2TKE+w//WkMwyL0uoRel0KkZJjvXiUlSQxCTXqaPY/K7XcQmk7odhG6ruKopvVVFtuYdppubU35t/eLrkIINNPBsB0yhXGmDz3O4Y/+CrnR6cH0aipfZnT2EBu3d/q+ObkSVr2iCsN3WTJoms704Sfe9SMrzezDvfw6cRgMJIXvJJUrkc6P0NlYwW3X7lt0LU7tGUgoPwxSShbfepnqrYs7Hl++/Bp7H/vkA5XAdNNiqA8x5GEZ3nEN+blFCMHTc0/zkdmPsOluKrkgLySJQtKF0Q98MueD5OJLf83ffKVApT6KYcuBtEMYhFy9NYUQkqefvAUI3HadbqOC32mq4CwkmmZg2CmkTDAMwezEOkHcwDeKPPHLs5w4PYNlwfp19ZyDuy6ysrmLbrQVHvqdwBIQGicPX+fWLY3dpQvYjsTUOuTsNYqZKkHPQDdtdMPCbVZx8iN4vR6JFIDAsQMm7ApSakg0mt1xyuWQJFJF1GZTTbfE5Hlz+ZfZO/oqu0Zvo3qmNZrBUUJ5mFz5B3SbSlZZ0w1GZg6w69hTyLLGX/yFOuu1NVV4BTV56vuCxMjS6RoksU3DsCjlG+TSLpX6KFiTLG9M8vK5k2h6eM/N0kYtw9u3H+NLxRF+7/fg5k24eBHOnwfXVRM6lgWnTqmCq6ap4Fxbvraj4ApgWxGd+joLb77E/ic+84H83QwZMmTIT4LQNHYdeZKp/afo1JRyRLY8+UBvsZ93otDnta/8N/7+Hw7S81OYdkwYeMgkwXdD3rx8ENuMePSRCUKvh+lkCJImlQ0TDY04sej4RSrteSQmUWKiEdDoTbC4+Qjd5ACprEOxCF2/TLen89iB1zl7+Wm2S4QCiaDVLdGuT+L6aRytzPy4QSblM1G4iaG5IAMSbNBMLM3H79RxsgXaGwGyH0ez6R6ZdIiUgiSxqdSnKc8lLLXUfU6rpcJX053hwuovsWfkB+TyauI1lhZ1/zgpcwYn8yp+T8lMmlaKsT3HmDqw3Tn++c+r4ufSkpImDkMwLQ3PTVPZNElik55rUso1MQ31Tl324wc6lxaOomnBwMpg+zIINHuUN9+y+ff/XlkAnDunGqTCUD01m4UnnlCFY1AJgbsLrgC2FbO5fBU7k2f60On3+a9myJAhQ35ydNNi72OfJDj6IXrNDTRN57GRKT6F5E/P/ymvLL7CdG6aolNECEEiEy5ULuCGLl969EsPdYw31t64b8F1ix+u/JBn5599YFH1YYu7oBqXzn/rvxO4XTTDxMmV8DsN4iik19okXRjFtFPMHD5Dr1XFMC3atXVCt0vSjwOabmBYDkkcoRuW+t+0MK0Uxz/5W4MCpuVkSeKtKZ9+gRQx8EkXQig/9sAlDFy1LUn6k7MRoeihGxa6qbxbhaZjOlmCXqu/Pw1NNxCajpQJMklwciU0Xb/nPmd8z3E03WDt2rmBTKJppzn2zL8iSWKqty4OvE+dTIGpA48xMrs9JXyrcYsfrv6Qhtcgb+c5NXmKveN7yY/O0NpYHkhCbiGEGExHlab3Ul/d6QWsrk+GfU98+sdqJG9tLHP7wivIu7wCJZKlS2dxssUP3DpiyJAhQ34c7Eyeg099Aa/TwOs0MCyHTOlepbifmief3C661utqWuNO9u9Xnaig1jWVipLl2cJx1DQGwOOPK2mgl19WkySgpPA++lEaOZN3/uefEkchhp3CSWJ8t00U+vRam2QKY6TzI4zsOkC3vo5m6HQb1X6TkuwXWC1001LFT8NScvu6RXZkimPP/it1PxFHyopOSkLLuKP1d+sn0fc3t4hDH1eoBmEZx8RRgAwSQtHDMG100yLwuyq/a9rIwBvEYU3ve7vGMZquoxkmVip7j1zw3ImnsVJZKgtvD+JlKlfi8S/+b3QbFWrL10hilbTNFMfZdeRJciNT7/qRjc8fY/P2FTr1tXu2abpOtjyFphuUpvftkCLeIlMcZ/cjH33XY9xN5cZb9xRcQSkx3fjhtzj6zK8/0IN2yJCHZVh0HfJzj67pjGf6Gvu/uHXWAe2NFd45v06lvg9QizHTTiOTmDhSvm5r7Ucp7JpCl5uEXo9ea5JW5fagK0wmMXpfckLTdIxMipydwsm0MDsvoGu/CZgUp/ZgORmyzjrPnHiec1ePA0ojV2LQ9sqMlGF5PQU0sKwYXXjMlG+io6Q/kiSCWCPotTFtB9NOkZAl0Yz+9hiZxEgpiGSarlel1q0xc8pnvWKjaWCaKvnqhkUWO7+E73QxNJcwyRDLFE89Akee3oXXX+zbmfxgoX7kCHzhC/D886rQqo6pktCGAbphIpOYJArxPIMrC7s4uvcGhVKKVGkvL760mzDUMS0dJ1ckDgN1YycE6eIY9bbJhQvKZ27vXvXvC19Q+/c8KBZVsfUP/gB6PQaeB3ciNMm+OdXZ3Fy7hddt4mTunTgaMmTIkH9MdNOiMPHBS/J/0GzevsL584Ker9QDhKZjORmSOBos8hYbH+a5uVUCt0XQa5MpbcLlGm+8s5taa5yMvUksLSwzoRfkuVE5xmZ7hm5QQoqYcl+dyGOeWCsxXrrKxx55gTevHQGUHH7Pz9MNiuRzXn/6NCZJNFrdFEG4h7nRi2hagiZD4kRHF20Cz8R0csS4SE1NESVJhJQxiTSJpEWrto4n1nAmE1xXI5PZljJuujPcdn+VbrOFLgKCuECCyZl5OP6JOTVlIyVOtnjfaZYkUXHV8+Af/kE1MumGjYwT4lDS7jhcuTXN4fllMoUc+ZEeS2uCMDSwUhZ2pkAUeAihIYQgUxpH03Ru3FDnuGeP+verv6rk+uNYSfdXKvD7v6/+77W66EmGsXIX21KF12wmYGq8DUB14SKTQ5+5IUOG/BxiOZkdEnlh5LPaXmUmf/8pxev169xu3ma2MLvj8VjGeJGHY2yr4yy1lt712H7sU+1WH3isH4e1a+fwOo3B74blYJQn+j5vyg5lZPYQ6XyZ7MgEXrtBujBGfeUGfk99V0sShKahG0ry3bTT6KZF6LusXH6d3cc/AkB+fJdqfvK6Ki4NEuxCSRGmspi2Q+h1EAiEJgj93rY3rGQQ2/1uU8W4TAFkgm5YyKTfeBWF6IZJ6HWp3DhPfmyG8sz+e9776O7DjMwewus0kDJR8bIfb6YOnMJt1xGaRipX3lEM+NrVr3F2+eyOfV2oXODU5Cl+6eRzvPO9LxO4HUJfFYnThVGKk/PYmfzgGu85+SzlXQdoVZfYrProhsWxZ//Fj90EV7nx1j0F1ztZv/HWsOg6ZMiQn0ucbPGDLWYdOgTPPAMvvaSSkHcyO6vk7LrdbV+xu5/zkY+oBOYWBw+qf0Gg4ld/2/KLf4V/h1yymcpiOGki3yUOA8xUhrG5o2i6TqY0gduuka5XqK1cJw4DpEwGeUndsNANE9PJoOkG7Y1lNpeuMDp7SMkMj+9mY/Ey3YIkyDgY7a1pUNFX1EsDEikEzYkCUiZE/h05SymJ4xApE/xuC9NJY2cKAyUJpTbh9RUvLNx2ncr18zQOnyF1l+y+0DSmD51mcv9JvE4DTTcGn+fY3BF2Hf0QfreFbloPnRM1LIe9jz/H2y/9FW67hkwSDNMmW56kODmPYancsJ3JM3P4DFY6y+bVZRCCvSefozS558eSzJdSUrl54YHbVRPWJWaPPfXQ+xwy5H4Mi65DhvyMaawtsFzZqTUvpVTa8HGEBNr1TS5f6vH4E2VkHBP0WihnNtXpJGVCGLgkcURudBp9q5M4lSX0e9SWrzE2dwQ7nWNk9hBxFKLpLT76yKvYmUmSRFDONXHSaRVohUAYaaLEJokjljbnmB97R02hSGXkLnRdFSx1k1gaSGGTxAFxbJFIi0QaLKwf4lrlcdrhbk4mN0iNHCabFUxPw8aGmnZJpSCSGaJYJSyEgGefVdfByRZJ4ohuo4qUCZnCGLppcfo0PPII/PEfww9/qOR+LUsVQePQRyYhYeIQBJKkrfPW9RRH9y+TdgI26kpiwrAcTDutJIb7iehuz6RWhxdfVPdfhw+rAisoOeF8fnuo59Ofhr/5G+7rQ3HyyBrZtLpZk0i69cqw6DpkyJAhHxCNtQVWqqM7HpNJPPBYiaOQ9RWdalUyMVEgDn38bpNyuceHDr5AEOkEgUm9W+by0mlevvI5XC9LyvEYLfVAC/E9E9+3sO15WuF+hFVj3KrxiVPfxk6XSRKNUtZHajl0DaTQCZM8ElUd9UOHljtCMVMFkWAbAaZhkESqACuFhRQWceyTJA6xtIgTi8vLJ1jYOIk0pzn+6G3swhyTk0opq91WzdaWBWGSZytFYBhK/UoIQTo/QhT6yp9PN8gUx3csQm1bFULPnVP5BteVaHhKbSNJEQaStc0ZoiTD0QNVZqdarFazCE1iOhlMO4Vpp9B0HSmh1dIJQ9WgtLAA8/Pbn0m5rGJouw1//dfqePU69FoJcZCluplh7+4axbzPk6eWBvE3DFz8buueRf6QIUOG/Lxxs3GTIA7e9TmXNy8zW5glSiK+c+s7VDtVEpnwH7/3H9lT3MO+0j5KqRJhcq8X6N0Y2vuTvmmsLexULUCpSAS9NnEcEYc+Atj7+KdAKH+6wO0gdLOvUiCRUhJ4XWxNI5Uf6U+dqvXo5uJlpg+dxjBtJvef4hHlH4sAACAASURBVOr3v4oQgsDrbUv4CrU+SxXGiAIPw0phZyRuaxOkRNN04iQBKZWErhAkSUxCotSeLAeh6QQ9D90wtwu6fc+8xtotKgtvMz5/7J73L4S4b4xRcXOMwO3Q3lhGN20yxTEuVi/eU3Dd4vWls/hXLrJXlBmdO0J9+bo61zsawbaY3H+S4uQ84/PHWHrxRYCfSHWkW6+8x/b1H3ufQ4YMGfJPho9/HI4ehW98A6pVtQCamlILKYBjx+DqVVhfVz4ooCZcP/IR+NjH7r9Pa/u72u+26LU2B02xW0S+S+B2SJKYVnUJpGT+5LN4nQa9Zkzou+i6QeT1kP04GiYxRs7G7ucPdcPAsB3Wr59ndPYQAFMHH2P16ht4nTorByaZO3cT0W+80Q0Tw06RRCGbh2bRi3n85gYgBwoQWzldzbSJA7dveyYxLKefW/bQTRtN1weTrwgltZsbnb6v/LOmG6QLo/c8bpg2RnEMr9OgVV3CSmXfs8jerVe4evaraJrOyMwBOrU1hKYRhd4OCX0hNCYPnMTJFLiyohrAytP73nXf9yP0uvhu+z3OaRhHh/z0DIuuQ4b8DOk1N1i7fo5O3SVwTTTDRDdMIt8luVuOSNPx2nUy5UlaG8v0WjXlmeN2Cf2e6laKAjq1NXKjuzBMk3RBmY52NlcZm1MTrQef+jx+r02vWcV3PWJS+LHJwuYBinmXvKMp/x5No9Ebp5y6iR84uGGBlNlEyrgvN2EQRyHS7aKZOZKgBUmI3l+vX1l5lGurx+gEI7jJCCsrLcb1DpmZHM89B++8o2QNd7xHoRrNFhfh934P2rUqE4XrfPjUdSZGezgpg7G5I8wcPoNtazzzjLJUuH5dTed4bkwcQZw46FqC0BM0AW03Q7Op8/fPjxEEGu1empSWRw9UUTVJ1OtrNXUOm5vwl3+p/Oa+9CU1Ufvd76pzrlTA99W2XA5amuiLeEAh73Hi8DpH9u+UuBhO5wwZMmTIB0OrusTatXO47VECV6KbFppmEPru9lQMKqEaRyFxqLzSLCeL12liZwtE7YBblT00u0UMrcWJXS/w6tUv0u5lSYTANBP8CHQD6nWDq/K3SKcEjx1+Ez0MiEnjBRbXK7vJpHxSVkSipQlkjq5fJueomNALSozkNtC0GNPW0DRdLWoNBylsRNJDyBBdBEg0fnTzaVbrc3SCMsR5lha7zB4MSTImv/M78LWvbUv0bqHrcPIkfPOb8J/+U4zfWmf3+FU+dGqBUsEnnUkzeeDUIOk8MgL/438oe6MgALcXEwQGYGAYCboRgRA0Onka9XW+94MSxaKBZdv0gizCUEXbKFKxtNEflEql4L/8FzVF++u/rgqw3/ueku0/f149Z3ZW5TOuvJ3QDSBJBJXNDL/22Uvs273zjQ3j6JAhQ34RiO+SSX/QcxKZ8OcX/pxrtWsckiqJeqN+g5duvQQSTk6eJEgCqt0qB8oHBh5rdzKaHt1Wf/oJkUlCbfkalYUL9OoVgsDFTuUQQuC16oPpSSklVjqH26lhpfNYTkbJEeo6diZP4HWRkbJu8bstdMMklR/FzhYxLJs4Duk1N8iPzpAfnWb3Ix9l5crreJ2mauI11KRQtjyFYdmkCyM42RKt6jKV5gqbokdPhAgT0olOOTbJGzk0oRG6XUwnQxKFhG6HOFLTR6amIYSOYTmD81i7do6xuaMPLV8Zej0W33qZxvqtQaI3lS3xkv7gKeTm+iLnfMnesafJFMeI/B7dxgZSShprC9jpHJphDgqu7wdCf/cYKYYxdMiQIf/ckFItlDRNdYNOTMC//tdqUmPtLtlaXVcTF0ePKnkex1Gdo3dOuD6AOAxYv3Ge6q2LuK06UiZY6ZxS3uvL1m+dj5XO0W1UyJTG6dYraAOVw0TFURkjk4ReaxPdtLFSWdLFcYTQcNs1otDHMG2mDz7O8qWzNN95Ey2q0ZgdB6GhxwnjGx6NA2Nsnj6GdfQI1s23B7ZtW7LBWw1AarLVxO+1sFM5vG6D0HdJohChxWj69sBKuqjuN9aunWP/mc8+9MfQa22yeP67dO4oWubKU+x+5KOk8uV7ni+ThBs//BZR376tMLGbOArwe22SOKa+coPxPccRmsb8yWffl+GWh/E2H8bRIe8Hw6LrkCE/IzZvX+Gdl79MZfES6SQg8kvILbN0w0QIoRLGSYIQCUXnJmGQo3H5dRAMpjSRktB32VLyj0KfKHQZmz886JS9cyE2OnuY2WNP8cZLZ/n77+zhmV9LEycm9e4M3SQLhSxj9iU0Ddqd/dhBk4xVww3SZJwumm6TypdxskXiKEQgsDqbeL6HToBExw0dfnT9w6w15mn2JjBMqDWzlJdhckYpfHzqU3DhgmomCwLVUGbbqvD53/87uJ02m1UN1zvKn/3NYR5/ZIUPP7bEEycuEQUec48+y4svQiajEr2aBpYZ0gl04lgAGhknwtBNDD0gl4v45vdOMDo9jmFnqVQF/pK6v/L7dklhCKOj6n4M1L3YH/+xmsoJQ7hyBVZW1LbLl9V92MxkiZx+mafP3CKXDVR3W5LgtmuEXg/DsjGdNFJK2hvL9Fqb6nMKPLq1daRMyI1MMzZ/9Bfal3jIkCFDftYsXfw+11//JpWFi2S1MUL/FKHvomkqjgJ9PzVJ2nEx41u43SK9eoUkjrBSWSwnw7VbBhutMeVFLiHrbFJIrbO4cYSOC9l0QCq9fVzTzvOjW59htVpmpZLnV38nJowsFipHSKV1JsY8xrI3kAKWGsfZO/oDUlYXw5BYjo6m22SK45hOpi+HH2BqHYLQRZMRCQbVRpG3F09Rac3R8UZw7Jj1jRyLlYjJaZMnn4R/+2/hq19VcSlJVCNQKqUakV5/HVq1Fo26g+ef4k//30f46BO3eOLECqfbr4CUpMeOc/68ip+tFkSRJEkS4kQjiTWkFKRzIaZhkM+42I7On/3dGT78TJG5/Tm+/W2B56nYvaXEtdWUdOCA+v3SJfijP1KxXkrlj76pwiC1msptPPmkoHp7HSEkppng+QZJFNFrbRKHPunCKELTSOKIxvotgl4bJAR+l16jitB0ihNzjOw+tD0xNWTIkCH/COwu7EYTGolMHvic+eI8VzavcK12bfCYH/ssNBYGv9+o3+DExAkW6gtc2rjE8fHj9+zn4/Mf/6m875Ik5urZr7F86Sy15esE3RZR6OM2qmimpRLBUhLEPot6l3qni7Z4lTGryAFtjFQcYqVzmE6aKPBI2J7M9XttcqMzFCfmBo/d2Tyz/8xn8doN1q6fw/N7WP3tuYndHH36X9JrbVBbvsZasMqr2TqTXYEuBVJAx4hxLUG2WCBl5tF0A79TJw59Qr9HkiRomk7ke1jprJIj7J9H4HaUpGN+5L2vTxxx5dWv4HZ2NgG5nTrvrH+PzPQcdjq/Y1scBnidJsEdn0thYo5UfoRec4M4CjFTWQ4++TkypZ+uYH4nxcn5e6QRo8DHbW2SxBEjuw8p+UokjdWbRKGPlBKvXVdeiqZNeWY/pZl9wyanIUOG/OJz9iy8+up2N+j4ODz9NBw/Dr/2a/Bf/6uS3LkT04Tf+A3l8fqQhL7LxZf+mvUb56ktXVNSwlGAqFfRTQvDVpOjST9vGnouXqdBp15B0zQkYKVz6JatZPS3diwlXqdOYWL3YKpUIAbfz5pucPjgR9j8y69RCdoEMibRNYSu4x89yPyhx4gePYBnQGlynl5zg6DXQkqJEEJNn9optW+pJl7dRpU4jog8F4lE03WiwMNK58iPzw7Oo1m5PdjPe+F1m1x55e8GBdQt2rVVLr/6dxz52K9hp3M7tjWrt3dMnQpNo7zrgPL+bddJkpjcyBRzJ59539QEDcshV56iXVvd8XjgdvE6daSUFMZ3kyQxke/SWFtAJglJrNargdvBSmUZ3X2YwvjsA44yZMiw6DpkyM+EwOuqguvC2/RaNcrpDuV8lc3WaF96KFbepFKimyZ7Z9aQ7iLVBaHklu5IKqbyZeIwUIFMSuU5ky3tWATe2UUbhT63L53jy88fZWl9jKfCLlJqBAGYdkytbhL1RpkZ38C0M9T8x+nFVSbGXyOVCzGdNJMHH6e5fgu3VcPJlsjmUwR+TBgIBDEvX/o8a4156t1pNF1imRFRrLNZMzEdVWz97Gfh3/07uHhRJWszGTVtU6lAHCWsriSEoUUUa8hA50dvTZNJhaxWsvyKdpm2fIxqNc/oqJpObbUgDDSSBHRdYugxmVRIJh2QSQVUmnNIoWHYGVJpwXpFJanDcFsy2HWVPcOdzcLf+Ia6N2u3twuuWywswMREmk5vnturDY4drBL0OtRWrg+6x3Kj01x44c8J3A6pwihx6LN5+wpJEpErT5EdmaJTX6ey8Db7z3z2PU3lhwwZMmSImnC9cvar1JevEfRazI7UuLJ0GNd3iKOQJI7RdAOJxLQcDs9fp7O5TGdzedAlDJBIjWp7FiEkiRR4oQMIJoq3uVU9ShRptLs2TkZp3WoaTI03yETf5+VzJxEC4mQBIRKSJKHdsUErYIsM+UyXMClzufJxxvOLTE68TipXIpUrM7bnOBsLF/F7bbyoQBClCOMYIUMSCS9d+GXWGvO03VEMI0YISRAaVKo6pq3UF37jN+A//IdttYduF/7wD1VTt9cLWK+oJqQo1gg6Oq/+aBZDl6xvZPkV50e0bx4mDA0l/2ipiVUpJQIwjBhdT0g5ESOlHo4tWWvMoRkG9VYe31dNStWqOu5WHLUsFTO3pIGjCL78ZThzRj12Z35DSqXk9eSTZdK5dSLfBWB1JaTM+f6CXvn1vPY3f4hMEpxcEb/borZyHSGESmbnSrQ3V6jcvMDBD3/xnsX7kCFDhvysyNk5Hhl/hDfX37zv9tH0KAdHDvJXF/9q8JhEEsY7pYTrXp0wCTkxcYKrtat0gy4ZS1mxFOwCz+19jmPj98rk/jisXz/PwrkXaa4vqqJpEiM0nSQOiXsdkigi1OB79hpuysSIAmg2WJVLXBCCU/osh/RxhKarqZ1GFRnH0JcUTuXKg+kRy8mQKW4XGdsbK1QWLuB1myRRBDIhSSRJHNKq3mZy/ylWbl/krHsNmU6xasVkfUkqAk3T6GXSvFny+VgjJPTUpGscx2iBB5HyqROaxsjuw4zc7eMqH+x9eiebt6/cU3DdwhIG7Y0V7N07i65R4AESW9spEWylsoPm2uL47ve14AowsfcEteVr/eOre6RubR0JaLpSy3rlL/8vdNPCSmXp1tZpVZfQTZvS9F5MJ02zepvq4iUOPPk5dOO9p7uGDBky5OeSb30LXn5552OVivI28Tw4fRr+zb9RHapXrqik4Py8WqyU7528fDcW3nyJpUtnaW+sDGzfhKb11ZU8kkTlBDWh4ZRLBG6b2nKbJIkx9O3vWd2wSBfH8Np11TAsBHY6TypXGhQ3c2MzOyYy6y9+nUWrS6gJklgQ64IE8G0dv1VnvNpjcSqNlc6RLU8SZYsEbgeZqDVyedcBLCfLxuIl4ijCTGVJpCQyXGQSKVl/3WD60BNkinfIBj9kDAV1n3F3wXWLKPBYv3F+4Pe+hde+N+5uWQBs2QAUJufed/u2qUOP0/n+V5EyQSYJ9dUbeB01qWxYNvWVG3z3v/2f2JkChmnTWF+g19zESmUoTe9FNyzqqzcY3X2YuRNP/1RNcUP+6TIsug4Z8jNg49Y71Ndv4bbrgMSwU3zo0Lf5wZVnqDbGVTeUjLGcFPt2N3ji6FuASoYGbgcp+3r7SUzodVGWcQmabqBpOl63Sa+5gZMtkR+dpjC+e3Dst7/9F3zlm6O8deMEEkEibyKBzWaWnhcwKiuI0gQJLUwnQ+i7+Mk4U7scstlpyrv2Y9pp3OYmmm4gNA0nW2DCzlBd2WCtNsZ6cz9+6GBZCZa5LbOl6Qb1uiqwvvEGfO5zMD2ttj3//LbccKMR0nMN/MAYdHv5gcHr56d58tQyb7w9yUSvwtJSnmvX1L2R74PbjehKXSVp7ZhMOiBlR5hmjO+bIASep5FKqWnWZlNJB4MqtB48qJrhtiZnWy2VIL5fwXWL9XWY2z3PYk1yVD5PbfkaSRKj6TrZ8iTpwijVhYvqxiuO8Np14kglVlobK8r7oDhGHAXceP15Hnnuf3koeYshQ4YM+efM6rVztCpL+N0WCI1UWuPDR57nB1c+Tqub6csASpxUikcOLXFo983+K9VkR6akpJp8L6bX05DE+IGNJmKyTouZ8lVmRvZxe2MviTTwPI2pKSgWIvYVvszrF48TRClMM+4vqiQZq0EvSOi1bTadWfKZK2iGSRzGRGICJ1tivTOBEI+i19fxug2CKEWzqYFRQhcOkd/k5vphmr1RXN9GExGaSAj6cviGbdBoqOnSc+dU3DrWz7v/5/+8HatqtQjXMwhDfRBH16tZ3rykpBwuXc7QNZvUaiN4nrI1qlah11Exe2ud6AU63Z5Jq23j+QaGqWPdVL6xo6NQKsHSkvrdNGHPHqUSsWePOt9KReU3PE8pWhh3hbcggHpdY2TXQZrrt+g2qoTtFXWfY1rkxmbQDYuNxXeQUlKa3EOzsohMEiTQWL2JbphYqSy+22bh3Isc+vAXP6C/uiFDhgx5bz5/8PP0wh5Xa1d3PD6aHuW3H/lthBD0wt7g8TiJBzK+dxLGIRkrw9Gxozwx/QSHRg9h6Raz+dn3JZm3dPH7dGprhH4PTTfQTZs4DNB0kyhJiEOft/MuXsbGMO4oIkpJELi8Yd9mSsuRiTSiwB903whNBwnd5oYqNqZzGLvmeG31dTShMWuP8dbzf0ochdjpPHY6j9QNkiRh8/YV/E4L3bRpjOZI1hIMO0Uoe7TT0AZ00yaVK9ANutzuucxld6EZJunCCLph4HWbCKEhNA1NaDves+VkcB7SH7y+dvOB2/anZvhR+wpxFO4oUG6t4fY5Mw98rWE5D3X8Hwc7nePgU19g8fx3Wb95gU5NyTiaTprC+G5Cr0d99SZCExQn99CqLiFRzdibS1cZmz+Kbph0amusXH6d2WNPve/nOGTIkCEfOM0mvPLKg7f/wz/Ao49CNgvPPqv+/YREgcfKO6/Ra1SJowDdsAZTrZpuECcJceBhZ4tkSxPodwzOJFGA63b6vq2SyPdI+g1D9ONXksR06xV0w8JO55g++Pjg9fXVmyy89R2kJgYxJegrJS7SJFm6xLTtUDr1y9TXbmI5qmlr67nZ0jj58VkaawsEbkc1RQm1LyEE4ZYCo27cc7+RG51+6HuQ+uqNd93eWL15T9H1YWLkBxFH86Mz7Hvi0yy9/Spr18/jdZqqoTidpzgxR6e+Rqe2jm6ukS1P0msq6abA7VJbvsbo7iMIIdhYfIdceYqR2YPv+zkO+cVnmOkf8s8aKSV+7GNq5n29c94vmpVF/E5j4A0jNI1sTuPZky9RqaWpbI5i2AaHDmkU88GO19rp/EDWwG3XBgU8mST4XgvdsDAsh+b6IqHbZe7ExwZBsduocvHcCq9ffA6J6CsSS5CQsrr0vAzNhguihtg/Q3EsRGgau8tvMTVbIl0YHSwspZQ7pkl006A0muJGdZpSvs3NioZlxkgJYaSRJDqR1IlilXxtNne8LTY2VHEToF4XeMHOryMJtDo2V2+OkE4FjOxKuNGP4Y6jCq/VyMD1JFKqIq2aeo3pdC38wCBfsPB9lfQdH1dedpubquBqmmo/YaimhEZGVDIYwKBK0GxhhBFgEuujSE11Nvu++vwSfR9T+zfwuy2EEFipLELT6NbWt4us1SVA7LhJ6dTXSRVG1c1NoKQqynd3ZA8ZMmTIkB3UV64Tep1BmlrTDUbLIZ8+/VWW10s0OgXSGZOjRySOfecEkVAKEVFAHAb0Gl2SeI44Nsg5G5Sy62iaRJBwav4FDk+9xoWVT6KnpkmnYTRzjTh0aXRHQEiElAPv2IzTIZEaXijodWK8yT2Ydoe0s0zKWuPbb3yCujtHOiWZGi3z5OzLCH170Sj0FLbTpd6bxDFdkGpKNZFbSWMdP1ISyOPjSp73ThYXt6ZVod4wCMKdSfxECmqNFNcXS+yaajFzIB6obuVy4PuCKFDKF4OGJ9/Aswx1HomGkDYrK6roOz6u4qfTfwtboS0MVQNTudyPo1JiyUUc9wqTpkdWP0Y3nERq6f4xQDdMyjP7SeKYk48ZjJQPYToZhBA0Vm8OrnF97QbKRV0hpaRTX6fcnyBqb67gtuuDTughQ4YM+Vlj6Ra/feK3WW4t887GO8QyZq4wx8GRg4M1wFh6bCAnfL+Cqy50HMPZsc/95fdvfSCThGblNqG3XfzVTavv9RaSJDF+ErJq+RjGTvsToWnohkWcRFxs3+SIl+1L+UMUuCRxDDLB77ZYW7nKWwWXyLmFYamEc3PtFun6Cqe1WXShEYUexGqqJgp92rVVrr/+TdbGleRtr1WjuX6LJA4x7LRKCgNJEhFYqYGdAKji49bULih1qTsZ33P8oeVzt1SL7sfxzB6uucuDtfwWppOmmB7h0ey+B772J0nEJnFEbfka9dWbyCQmU5pgbO7IDmuadH6EQx/5ZeUFaJjohoXpqDhbXb8FgEwkjZUbO/7ikjii19wYqC1t3r7MzOEnhk3AQ4YM+cXjwgU1QfEgXBeuXYMjR37qQ/m9Nr3mRt/qDRCqGCgNizgKkEkMSOxUbkfBFfrPi2OSOMRt14l8d7DWCX0lISSEwG3XiaOAXUeeJJXbnsK9df47JHE0WBHFUTiIw3ESUxMx1sJF4uhz7Dv9abKlCZYufh8JpAujgzxu5HtqYvSO/KSTLagCMBIpEzXkUxjpv0XB5P6TD32N3i2OPmh7cWoP2oXvPfC1um5Smtzz0OewRRR4bCy+o3KyQlAYm73HmqY4MUe6MEantoaTLWBYDoblkMQx3YbyxY3DkOba4o5rFnoufreJky0CUL11cVh0HXJfhndWQ/7Z8vLiy7y2/BpNv4mhGRwdO8qz889STv14EhMPg6bp9wYRAZphMD7iUnDewrTSZOxpokD0g7CaZC1N7yUOA9auv6nkmFAJ3yQO0TQDw7LJlMYZmzuKblrcvvAKod8jdLtsLl/l/MUCEhWQkyQaqEOkrTaQ4HoO+SShW1tlbs9+PvF0g8m0QX0lpLm2gGZaZPKjCKHRa9UwnTSGlUIIgZ3JI0WWlOWiazF+oBGEer9LysT3Ezw3Zm3JpVu9zdr1mPH5Y2i6QSaj4paU4HoGsFNmS103SRDoLK/mccMiUbQtYeg4YFo6SRITRgJdSHquiWOHdDoQRQFhKJk2lyE1AsJB16FY3BEvgW1vOscBRyyyy/oGS9oRokQlP7SkRqKPEulzpFLqxakUuK1NnOxOmQu/1xr8HAUemm7u6IiOAp849AfdWu595DSGDBkyZMhONN24TxwVGKbJzPgm47lbWOkclj5D6IdKck9KdNNibPcRWhvLtCpLKnlpt/ADg1JmFYRAJjq9cBRN13GsHmf2fY313mNMZjeYzZ+nUZfoekwiNTSxLZmk6xGFdI1U7GOlUpw+eo2jT36IF/62ii0j0uYlyqmrSEysKMZzPZAumpkBoWJAIsr0vAyW4ZJIQRxrhJEOCJXoTiLqtYTNTIONm0ts3s5S3nUAIQS5fh9UGEIQ6MDO6yPUJaLTsVlZy/Gh57Ikrw4uHY4jMUyDMJbIBHRNopsJ6VRArytBS9CFT8rU6bp5Wi2dYlGpV9zNVr7DsRNG029TSl6hf+vB0dke567sI9JnSfQJUqnt1x2cX2FqxgK2p6r8bmvHz/ZdclJ3bgclSzUsug4ZMuQfm5n8DDP5+088np4+zesrryOR9230nchO7Hh8rjh3z3N+GoSmIYQguUvWWGgCXbPQoxA39ollgi4lSaQKsQjQNYNMaZxObZ1Nr0bkq/NMkhiZxBhWCk03GJk9yAvRVdbCOuZil+nCDHrPw1tfZt3d5Ee25LSxG6/dwOkvSONQrYv8XhsrMOm5G4yMzzMpM8jKOnGrSywCNMNEFwWKfoiX1DGdrFpfCY1UvozbriPj+I7pXYOpA6coTe/j9tuvUl+9QRJHZEsTjO85Tn5s1z3XKFMcp7Zxm3rUwRA6I+a2lLCjWfz6zKdYmSlxceMSURKhC53DI4c4vftfsPDmS9TCFnkjgyF0Qt+l16hip/MsXfw+pam9jMwefKjCZuj17vGWbW0ss37jPPse/xSFiW1Fq9DvkcTRIPELKhk/KAqgCgXWXTL8frc1KLpGoU/o9bAzO6WThwwZMuTnHs97f57zEBiWQxz69zTfCE3rb1OFV2UfF6nv5yhUAxrpPBP7H+X2268oCdutGNhvQDKdNIZpMTZ3BDudJ/C6XDn7VfIj0/SaG6xc/iEyZZFuR8gkIQ7UelQKcA0INXCyGZKNJbLlCXaf+BiGlWL1yg/p1tZUPMrkMSwHr9vECH1MJ4um62i6iZMr4XUaCCGU+kXoY1op5k58DMNyuPnGt/sDJVAYn2V87yP39UrPliZobSw/8Bqmi2P3PKZpOuN7HmH1yg8R2rZaxVaRuzC2i5tvvMDIroMUJ+d3POdB9JobXPn+3w8k+EENxKzfOM/Bp76wI2a6zQ0MO4Vhby9QlSzz9ufsu+17PN39bmuwn2FOd8iDGBZdh/yzpO7WefPGtvdOlEScXz/Ptdo1fvfU7zKaHn2XVys6QYezS2e5ULmAH/tMZid5cuZJDo0euue5EwdOIl748/vuR2gaummjGQZBrzXo1AUwhYbb3EQicTIFvE5Tac7HUV/6oS8BgUAzTKLAZ/36myyc+zbpwhhxFLJeOU3aqFJLCncEDkkiY2yzhW11mBtf4gvP3GbfvlcRMqBba2JYNm6rRtyuE3Tb6KZFt1HB76mfnUwBTbewrQgvSFHK1FiolEgSgaaDlGpsVBeSbMZlc0Ny++1XqS68zf4nP8djjxUZGYHVVZQklNB23MDoWoJtR9SbDh03xSuv4kpsXgAAIABJREFUFdnY6H9eYcBGVRKE/fkXKYgSjVbHhsQj7XiARTbVJnQ93E6dWEyQiDx2ykLXdxZetxLInWYLR1vltbcP0e46dF2HTMpDCBBRFQ2HyUllKP/ooyD0d++cVu/r3aU4jLu64IYMGTJkyL2M7znOzTe+fd9tmq6jWzZC03DbtUEcFahJntbmClEYYKeyBF6XqZFVNhsZEqmTJBrrzXm8yEbTIJVusW/8HI/wIpEo4pguZj5FObtKrTONJrZj9FZMdSyXI/ML/MtPneOll68wbvcw9Q4kESl9WU0ARXlqzTzlzBKGaJJoGaTIEsQWhh6i6zEZp4UfpdAEahWNapTStBhDi6jXXG786CybS1fZ89gnePrpFM8/r2TzNV0jicWOCSrTVD6tm40U56/sZeoHadbWlNJEt+NTq6lJWV1AKDXiROD5Om43wrEiotiklN/A1COaTZ/V5SJuz8CyjR1e6EKoyVkpwW1Vif023z9/hLTjsWuyysRIg8cOX+HaYps2KUqlPPk8PPkkZHsrhO+SC9HeI84C6NYwjg4ZMuTnm4nsBJ/Z/xm+ce0baGgY2nYaJm/n2VvaO/h9ND3KgfKB9/0cRmcPU7l5ASnje7bphkmaFNAk9LqDWCLUxkEyNm2k0CJDTegkMZpuKnWDdI5Vt8oaNfSeS75aJTA2lKeo7zEWgOvXaDl5RBKr10tJHAaAwG1tUjQNpNbAaVxH+Mqr3RImdtdHECAyGXIihddu4LXrWOkCpp1Ct2zShTGSOERIiddpkMqVaFWXWb12bsdarLF+i9rKDaYOnGT60BODxtgoiXhDrvDN6gsEsVrDFo0sp3OH2JtS3jhz+x7nQwdO8fnIp+U2aC1e5eK1V/mj2t+y3qsik5iUmWafPsqBXopccQInW6S1sUxt5To3fvgtZh/5COXpfTsSvndz6/x37ustGwc+V77/FU586kuDqaWHmeJ9z/UqAt203vU5Q4YMGfJzycTEez9n/P3x1LbTOXKjuwZy7XejGyZIgySJ6TWqgziqqeQo9ZUbmHaGyPfVZGx/ulXTDUgSrHSeJFIJzvrqTW68/jypwiiG5dCtVwhtSdyLcIKQWEDcrz0GBoQSbo9ZpFeuE/s+q1fP4XXqKtYKQa+5gduuKXn/JMFt1XDbdZxMEd2yMUybdGEUpCTpdbAX18nFOo3ry9wcyyJy2407G7cvU711iblHn2F096EdcWh8z/F3LbpO7Hlk8HPo9Vi+/Jqya4ujgf+slc7Rqa3h99pky5Nohklj/RaVhbex03lmj32Y0tSDJ19lknD9tW/uKLhu4XWbXH7l73jkk781aIJ6mCLue8XaYU53yIMYFl2H/LPDizy86P4Zvl7Y41s3vsVvHv/Nd91Hw2vwJ/8/e2/2JNl13/l9zjl3yz0ra+/qqt43gGyAAEGQBHdJFEWaNEVJo5EeRuGQQnZYfvKTHv3iN9vzBygmZsYhTYQnbElByUOamygu4AISBEAAjd679i2zcs+7nnP8cLOyuwmAIiVQQ5H5iajorrx5M2/dvJG/e37L9/uDf083vq+Ze6d9hzvtO3zg1Af4yJmPPPT8+sIayxefYP2Fr74uQEshKZRncPwAELlshBA4fgHleGNt/32K9Xm8YpUsHhH2j7B2HNiFIIlHxKM++zd/QDTqIci7qYxOwUQU3A6+6jLKChyLWpnjIxGG02tfJDy6ycaggl+qksQZBzsDojDBonBUi0JREDiWLB6RhgPScEBmKzT8ENc5T1AAz80wxqINCKtxXahWMgJfo5M+d1+5SeD2Obj3KpXZZZ64+DR/efsS2BLaOFijEcIghcX3M+LIxSJZWfMpFgVzc7B+N6HZtHnRVOTJXt8zZFqQZZJEl2kULTXVx2QxnY5LszdHORiSWg9EihAWxxEolXvOVSq5L17noE19RrG5WaXZLnPQqiJlQr10RKU4YHH+Fbq7bU6eXeSZZxpER6fo7N176PP0i1Wi8RROUKphxt1uxzieP5EbEUIys/LmclRTpkyZMiVn9W3P8NrX/4rW9q3Xbcsl9Ur5gsfa3GdbShy/iFQOaZTHzUpjGRka2lurOO4uR71FOsM5tPGQ0lIp9Liy8m0EMWnqolWBghdTK+xycvYOUVomyxx4IJILIVBK8vQj3+LeSy9Ct8Js4JKkAhjiEoIQuG6XXthA2hkWalsoM8TSR2Qlzi68yH7nJEpZXJVhkbnMFCb3YyvHeJ6m3Rywe/Mldm/+gL1bP8Atz3Np9cNsbZwEG6CtizUZUlqkMPhuynDkIYTD8pqPUvDUU/AXfx5y1JKTOCoVVPx0rDohSEyFhZkONuths5j9oxKDoYe1MV0SlKMQIk8UCJHnMlwX1u8ZklGbUsVjY7NMp1/kuZdPMVfZY21xnfML3+aRR77DI+96gstPPUF5Zo6Nl09zcPflhz5Pv1Rl1Mu1lMuNJZLR4KF7pwencbxCmUpj+a270KZMmTLlZ8S7T76btdoaz33zORzpcKFxASkki+XFiRfpbGGW33/7778lHq4/yoX3fJw7z3+JUa/1um2uX2SuXGNZJBxwLHUokY47tkSJMDrjSu0RyiWXJByQhH2EVLmXXRKxMdohFQNm9vpgQdvcYsWYfDLHtYLWqMlMqiZTPpA313hBCTMccKmfcii3QEpMmlAapkQ2j7UzYYr2SmidotOEJBrhBiW8oIjj+vjlOjMnziHHZuKbrzxLGo2YXb2IGxTJkph+c5to0GH/9gtsvPwsQanKzPJZnm2/xC3RprS4Srp7F2sNnWzAlzvPY7A8feHDLJ17DIA4jfjaN/8TNw5e5ZXhPQrSHxdvXRKb8UqyTVRf5aONRawxdHbvEfXbuXVOc5vGiXPUl8+AdV4nvxSP+nT3Nya/G50RDboM2/uT6dWw12b10few8sjTeEGJcmOJwdHeZB/luLh+YfL8cmPpdQoRD8bR2uLaz8Qvb8qUKVN+5ly5kifzjn3LfpSVlfznrXq793+a/TsvPqQmcIxXrORr0bGcnx0rLrleAUTeXCSkojp/kiwJiYc90iRESoVQDlkSksYjRpstWps3cmWMUR9rDEanaAzDahGTdEjV/WKOFQJdLkGjQb+1R3PzRj6FKgTxoMOo2+RYQek4rmdpjNEpaTTMj3ssqzufuJx/9TYyTTFY7q6/gnEkxUtvR1y+QhIN6Dd38tzznR8yt3YJv1hl5sRZqnMr1JfPsHLpKXauf++hRmCBYOXKuyZKDVkScf3ZzxINuxOZ5eO4pNOUYm1uokih04T2zp2JfUC/tUN1boVULeMGr5df6h5sEIf3r4csjYl6bUbdw9yPXgiiQZuVy+/ixKV3Um4s4XjBQ0XaY+u44wbrcmP5IUXDB48XoHHyrW+Um/KLwbToOuWXjjB9fYB8kButG4RpSMEtvOlzPn/r8w8VXB/ka+tf48rcFZYrDycBn/7N/4lRt0lz47W8CGdzeWEvKFGaWaQ/1prPA57PxMNMCKTjjWV/aiinRhqPxjr+eUEv6rdpblwjHj18syGVy6kT+3Ru1FiZvc1Oc/lHtmvOrb3I6vx3GXUzjOzh9gfc3T5J0TW4KkERYzMI+5JYQdEHEKSpJkxBiZAnz32Dne5VysWIURTgmAwweCrDdzLKzhZZ2OKgVeRE45DDuy8zbB8wzzaz5d/jrjmbJ4yNAitRyuZFVCNpzCjOXRDUykMCDnAMeKqGsQJrFVJZMu3hOuCpEIGieVSi4EvCUcYgLGGsZBRrAj+iXJFgMrLM4YMfhE9/Ovei+/KXQY46dHseg5FH0dljdXaT7rCOtBFGa3RmOXtinacufpuk+34aK+fZv/3SQ93Ihdosg3bu61qZP5F7KO2tT245yjOLk0TK8oV3TEzup0yZMmXKm6OUw/t+70/56n/8X+i3dsfTrALlOPjFKn65xqC5g1AOblBEOfenNpTrIaUiTULWD97Gdvcip+tHlAox0EJKjetYlho7uCrGdaE+IwjKYGwAict7H/l70sxnq7X60HF5ruadl7/LavU7DNtdXBGT6QqD4Szz1T1cFaNkPslT8NqkWZEwKVPwemiTEccO9dIuZxdf5Pb+4wR+TJJ6KJECFkelBG5GzbtN5yhhMPTw5CF7t14kqMywVmpTCf4VRi9jtI+xDtpYPNcQpRKlFItLklOnBNGgy9HeLjVfMnDmMcZirYNSFiWhVMxybz4ku/tVAtdhOIRRXMBagbUWz0mpVjRYjbUOH/0o/NZvwSuvgDUZ+8mAw6MicWIouTsYmRJHFtfuMRgqMH2I73LzW1tceuZTLJ55O0dbN8nS+7LNpZnFXKZJCKoLq4TdFoP2AZAn3sszeVe7QLD6yHt+og7lKVOmTPl54ETlBLUgl0z/sw/9Geudda63rqON5nT9NJfmLk0KsG81xeos7/md/5ln/6//jWjYyadsEEjXpViZAym42o/4e7GOcdRD361KOZxIfBZsAem7CDn2ZjUGozPiNCEcgkzatEg5UCGpghIBS06JSiYxOsMmEXEmKJG/N+R2NdGwS5bEFAZ9ThR8WoxITYZnBJ4WuAasjAjjGDE5P7ndjlAOaRxSnl2eFFyzJJqsi/vNHWqLa7Q2r6OzPLZGgy4717+PX6xw++Z32ZMDyo6DWlvGO/t2wl6LNA6RSrEx7/G7j38IYzR/+83/wMsvfZHhwTbfNhu0ZYwrXU57i5SLNXSWYnTGPWeP3bhF0OwQDjqT8xgNOmRZQnv3DrFafp1cYdg/yn31jKF3uMWwc8CwfYgxGUJIvEKJOBzQ2r7JoL3P5fd9mhMXn+Tmdz73kGJUubFEe/cuyvWYWTpNe/fu5HxI5eQTTeRNaycuP/XWXmhTpkyZ8s+FUvC7vwt/8Re5f+uD1Gr5IuUtZOHM23jso/+Gl77456TRCEveoOS4HsWZRdJwSJaECKnw/AJiPCEphEA4Lmk4wC9WcIMSxhi0TvMCbZYRD3v0W7t5fP6RUR2vUCaLI1KbENZ9ZJJSlXkMjeplCvV5Rp1D0jgiCfvoNMl9Wq3B6LHksdHjiU0B432ttegsyYuXnS6rdyPkOD85lBmZMKANyZ1bCE/R0gOszb1fB0d7JGEfxytwuH6Nxso5/EKFC+/+ODMr52htXCcJB3iFMnNrl/FLVbI0prnxGne+/yWa66+RpTFyrPzol2qUG4sMjvZwgxKV2WWstbS2bj5UEB11Dik3lkiz8PW+cUA4btzVWUp3f51Rt8mo28Rai5QKr1glGnTZu/0io26TC09/nOXz72Dz1W9NXkMqRak+z+BoH79YZmb5DM2N1ybrVTcoTOxvglKNxbNvf91xTJkC06LrlF9CjP0xRuvj7aN09KZF10Ey4Ebrxo99jed3n+cTlU889JjjBfzKH/2v3H7uC9z+3hcZtHawlskka5bmXTdJNJwshkr1eRyvSJZEeVC3lnjYI4sjsiTCmHyC0mpNmsboJMJxA7xiefK+F9e2uLG+zCgqszxzC8+ZxVrJidk7lEod3nPpL1GpQWpLZlMO98okUcZM0M5j2LjzSIkQoxVJChKLsQZpByRZFSUjrqy+iBCPE0YeSZwgRUQpGCFkQH+gCMNZtrYFVdFGOZY4UXz9hXcyV97i3e/w+MHLS/SGJSwOUkKSKopF0AZ03OZo8zpzpTY3s9PE6RzGKjwnJs08skwihCETATZSOA6kiSaMSzgqwxEZ9fKIcslQrTtIaXEdzRNPwNWr+T2aECCkYnNLEcg9kAYtUuZr+/hOyNUz30Y6Lk8/vkoQMPHnufCeT7D+wt+PZUYsUjksnr2KzuLJRKtUDsOjffxSlWJ9nqBUY+n848ytXf6x19GUKVOmTLlPeXaJj/6P/zvXv/lZ1l/6GqPeEUIIdBoz6jTzZGqWkoSDsUzSPKXGAkZrklEfk6Vs7s8zV3yNotukUeggScmMg7YBgTtCkRAEAdW6j1cEEEQDj8XaBh+8+v/y6t1H8JwrWCu5vHaDt5/5HueXXiCJNNZmeE5Mf1Sm4HUouH0QxxKNBk+luCpFGxdr88eKXptuOM9ifZvVuVu0hmukqQPEeHKE68S4foFWp8RgqNjeiVmq93Bdl1a3xvdffYQLK3fwXHjlxgJRUgChAEmmwQ8gyyDqbpMk92gfDIjDlbFvrMVzEiBXmkhSlyT1GcUKzzXEjiZKPFyVIoSh4EecWulRKLo4SuP5gkuX4MIF+Ju/ASEUmVbs7WoKThNjDEbkXkVH/QUW6y9w/foMj7wDtE7ZuvYdLr77E1x8z3/DvRe+Opm+coMiSxcex2qNdFzchSLKzS0PSo1FvEKZ8swiyxefpLaw+sYXy5QpU6b8C+BU/dRb7t/641g6/xi//if/B9e+/pdsX/sOyWgAShGHPbBQTSUfYJlXOGTXDck8h3KhzqNinlNxniC2MF6PhnlS1xgQgpmBzzdEi1CmuX2OdAjFiEMxYt5xOZ34KK3R2o4lDy2qWCKNRnm80Gne3JMaFjKFNfbBgVis0fnvQkyk/qzWRP0jKrMnyNJ8GlcqZyxbnBMPu/QOt8YF19yrLY1HuGP/tsPRIalr8GSZwsYO5uJpyo2lyf4jMjY7Gzz/jf/M7dvPYdqHDMMOiRtTAhKVcoc9zmd60lhrreV6/x4XBw+ff2stOo1Rjjvx/3uQY4nCzt49wn6beNTH6LyQe7xvUMqlieNRj/07L3HyytOcffJX2XzlWZIwf8NCtTGewhFIpWisnKff2iUJ+9QW1nBcn9rCKicuP/WGvnxTpkyZ8i+GkyfhT/4Enn8e7t4FKeHiRXj8cfDfetnXS+/9JHOnrnD9G3/N3q0X0WkM0iHqtzFZmsdJY0hG/XH+b47K3Art7Tuk4TAvgpokVw8cx1GsRUjJsHNAEg4nyofHKgRSOSDI879CkCqJEQKBwK/MEI8nRvW4KJhGQ3SWYHQel46nSY3Jh38wAiEVArCZJh50ONdVmGgE46JrKu4H4CwZEW7cxJ5YJF8bd8avnx9fNOhMGntufffzPPqhf8XKlXc9dN7SaMT1Zz9L/2iPnevfJxp282L0WKUxz3V3MVqTJRGV2WWifvt1MsFZmkwmULM4nMT9Y5TrYY3haOsmaZxPFBudN4hpEnSaEM+foMQCveY27d07LJ67isWyd/MHk8JqbX6VUn0ht/OTktm1S/Sb2+gspb50CuW4NE6cY+Xyu6ZqEVPelGnRdcovHY50Jl4tb4SnPCp+5U239+LeP1i47USdN3xcSsXS+cfpHW4xs3yG7v460bCHtYZ42EVINek8dVyf2uIpTJbi+kWsMcSDDmkSIqTMp3yO46AQ2HGwztKIopsvnkyWQNrkQ4//PS/dew939yp5cVEYVhu3uLz2TeqFFkJblAFjDJ1BjbJ/NO5+HieLhUWKDCEMVgPKAgIsKBmjdEyjcJNq6TwzVUjDJp1+hc5wbrz4tDgy46VbV2m3PU4udWjeucJhu8Eo8tnrVBlFXt6JZS1aC7Isb1wL/IxbP7zJJ574PzH1Hj/0/wc6zixhUkBrBTJDSkGaubk0sRQIYTDGkuk8AVwtDfD9FITL2dUjAj/vFt7czE/f4WH+b8I8Qt9BCIvRJl8IW4gSH0WIIuLF7+3xrmcWSaJhLm0xf5IL7/440aBD2DtCuR7l2WWEkPSb24x6LRzXp750GmsM1hrcoPQzkQ2bMmXKlF90vKDE4rmrRMMuOk0mU5I6jYmNxnF9CpUGFvBLFapzK0SDLl6hTBpH1NzraKEx1sGR+aLKVwmOk2ExKAzCRpPFUxqPSOMRTlBkrRJxYuFZgvISFsEn3/kfkcJitcgXtVbjqQGZXqLodUGYcRwVSJkhZYawFiVzGwEhAQHlYIimwurcLcKsjle2eOxzNFhkGM+ixjnZou/wtR+8n7NL11iYT7m9/yRH/QqdnSqHvQpJ6uRx1CiMAWPAcSAOQ9av/ZAPP/p/Uyr7vGD/ECkSMu2RZgolLXHiY6zAWImwAiHyZHemFVpLqqUBldKIJPG4fL6N52qkEOzuQhTlql5SKXrhLJ64B+TJ8OM4OoyKucpH0ub2NYdzV+boH26TxiHF2hyPfPC3GXYOiUe9iVyiMZrO3r28SzooUVs8hU5jhFSTZPmUKVOmTPnpKNXnmV+7gjWGNA5pbd3IE8ThAGM0Nb/CjKPpmDY2KFAoVLgZHdEPBO8wAfF47Yq9720uhOTIDAid8dSONXnim1wid5uQedVAqQLW0fnaFRj2DnGVjxKSLE3A6LH8HxPf15x8PQmMbQTGHmuCSXLbDYrEoz6Fygxy7NUKubFO2GuRB11LGo3yVxwXbrXNz4NXKCOMwW11SZbmHjpn6y99na3vfplgNMKNRhRQZG6F14IhYBjJjL6MKaagVL6mHUY94OFJ1gffF3ioOAy50oOQKld7IC9up/HoITnm3uEW1YVVirVZjrZucvLK08wsn6G+eIr+0S5ZElEoz1CoNsjSmM7uXbI0plCeoTx3Ap1ESMedetBNmTLlF4dyGT7wgfznn4HG8lkaK+dx/CLxsEt79y4A0aCN0Rl+qYpyPISQVGZXCEo1gnI1n0LN0rxIis0Xa+PvdyHVeHoWrM5l+Y/jxbECkOuX8saiLEFKhbWWsNucKFPoNMFaM4nNxzLHjNejD8ZRrMjjosibmrzDDkYzKWI69n6+MrWaJIkg0xgJelwIfTCehb0WfrFCNOzS2V9/ne/qq1/7S+4+/yXCfpth5xAEKMfH8Qskox6O5yOVQzzqTlQrflTSN39POZZwzu8Thp1DKrP3FR1nls9y41t/SxqHWKOJh72JygWAFoL29m0qjSVcv8jR9i0aK+dZOvcYC6cfpdfcxmpNaWYBr1AmCQd09tfzxxqLFCoNsiTPFagH7jWmTHkjpkXXKb90FN0io3T0ptuvLl7FU96bbq94FQTidZIPD1L1X7/AOmb3xvcn8j/H3UBC5JIKeeI4wSuUJ8E4KNcp1mYpzSzQ2ryBGPu+SqWwxqAcD+V6pPEIIRXK9dBpLhGRREMsUAqGfPAd32ZtqCkVP460mvc98ldYa9BIrBAYYTFaAZqi30fJDCXzTigh8uO1VoyndiwIhRAGRYIjh1SLHWaKG/SGdfqjEp3BLEoB1iDIqBb22Nhf4ebWBep3hhz2V2n16sSxjxUCayUCi1R5sVUIiGPw9XVUtsvmXo1KoInSAGMt1iqi1MVaOVFizju2DI6jSTKXLHOwCEZRge4go1639AbepLv6uO5ZKOQSw8Kp4MgEY5lIQAN5glzmU6zDdot+U1OdX3lIDjEo1wnK9Yevg/mTEy+CKVOmTJnyT8cYze6N5xFCkCXh5Hv4WEI4S2M8a1CuTzzskqUxfqmKV6xQqi9S32rTahdwZExqCrgqyjtYhUXYDITE9QtkaYQ3loE6xguKlOvzpI7MJQ1thrUi97yT+aSPEpqCO8B3QxyZIYRGAFLoPIYCkDc1hUmZVn+JzLiUCjGnlrdoDVbJbIFOb5YwqSIlCGsQIqXoHnBr5wKvbT7CTD1m8+AM/VGJOPWAY7lFgXLyXHeWwXCoWS69xLAXcdD0GEQlkszHGkmmXeK0OI7tIIUBLEU/w3Myotgl0w5SGOLUYxgW8QqCMMq7qS0W3wfPy4u7WQZCBXmD1ljJ4ziOuipBiNxLqLmzw4kVifDnuX0zpVwvcOJEXggo1ecn51tKRePEw77n08XtlClTpvzTiEd9mhuvIaQkHvUmyVl3nPj8TnqPPVcjHIlIYiiB9Ausxy0aKuFkoshSDViEUmDBK5S4I5s0bECflExYMBYrBcZoPCsZOBrt+PmyTQiENWAsKQmOV0JKiRk3qOZZ5wfX2j+67r5fjDVGo3VKlkToNKbf3Bn/TXacZxbEYX88EZOSRiHKdXOfPaCoAtoP5AbU6GGJSidKWf/2XyEHg3EhGBwkS6lPXTt8u9wh05a+CimJ0kQKuCHL/CheUMT1C7lNkDCv+6tyCf0lBLkPXfYjBVfpuFgszY3XWL74DpS6HxOFlFTnHvYudFz/dcpKqvD645oyZcqUKT853YMNBu19pFIPWY05Xu6nnYYjvJkSIBh29gnKNUozS5gsI4mGEwlgpERYhRB5HM2SOBfed9yxp6jOY1yWN+gIKanMncBkCRnkTUg6Qwo3bzYS+f735ebfPI5aaxEyX5sarclMhjUSnaWkcYiLQVTAOhKrFLFJSLsHaJ2h0wTH88e2eExe45hhe/+houvBvVd47Rt/lXvJjlUnMBY99ov3ihXSaIQbFBFCTiZz3yjlXqg08und8b2L1Q8rRrhBcSL9m4SDybmbfEauR5ZEHN67xtL5xx/K6UrlUF98WH3EK5RZOP3oQ49N16NTflKmRdcpv3S4yqXsv/FiY6m8xK+e/dUfu3/Fr3C+cZ6bRzff9DnvWH7HGz6ejReCkAcA+8Aiyg1KJOGAUbeJTmMc1yca5EXXlUtPEfaPGLUPMKUqg9YuyvVx/UI+BWsNQo4TxXE0CRwPds+W6gusLBgclXcgG0dhtSXxJG6aBywpoRq0cFSMsRJpJVLofFJHgLAWARz0Vrh38BhHgwWkyFio77I4c8Bjq/8fm60rbB+8L5+MBRyVUSvs0ewvk2YeaebRCxuMkiphHORTNYxT0FaCnnjPg00YhgE72VmWG7eIUw9jHLRxMVZNSt/2gS4sayBNwJg8ia5knvxNsgLNlmWhuo7RGcJKguQ7jLrnuHp1jt1dCAKJ4xfzjuIHmK/v4jguIPDdiFE39xEoVBo/9lqZMmXKlClvLcP2weQ7OgmHD2wRuEGRUbfJsHOAG5RwvYBk2KdYn+PC07/B3s0XOHmyyzD2cCUgyhhnBuWAthnSdilUSggZ5p3CgUHrXMZfCEl1fhWvUKJ17N/j+RiTqxfEox4IiZCWmfIBmXbQRuEogxAaK8bTowaMlbxw731sH13EWjkuwUoW6ge8+/LnuLv/dnaaz6Be5haVAAAgAElEQVRkihACzw2p+Afst09hrCBKiwwiS2dUIc08jD325cnPg77fNI0rI3qjGZLMozes0xnNo7WLthJjconhfN/xlKuwCDSOSvHd/N5AawdjFFFa5LCp6c628sYkLA33++j0Mo8+WuLFF6FQdHD9Ikk0fPCjYb6+N+5aFiiV8eWvz9IMn2D2pTJC5rZLH/5wrgQ2ZcqUKb8sZCZjkAwInIDA+eeRp+vs3Zs0DycPNBYJqRi5gvX0CBE5KOUglYvJNMpxWDj9KP07WzjVFZwoBmtyf7RCBaEUcbaNm3rMqRKJjtFCIITCjNePA6nRtTIiyxOkVgi0EmgJZc9HZ0lexDX6dbK7P4pAIKRECIFUHjpNiQc9uvsb9ydYs4yof4QbFMe2PLk8sbUGay3RsEuxOsusU+XQPhCz5MNqRKePDPr4fsPaXKnCWhwr8Q2cj0q8VOiSphGZdVCOS9Jrc6pyiSTax/ECpFQIKQgqDVqbN4hHfezq+xBCsPXqtzlx6Z0TecTyzAKNlfPs3nohn0KyGiEk0nFRrjc+DMOwfUB98fQ/9jKYMmXKlCn/SDp79yb/f7BB1/F8hJDj2GpRrj9eM0FQqnLykd/ih1/6T5RmFon6uZ2bVC5+MVdazJIIrVOkVOgszb1ZH4iHXlBk5sQ5egebZCKPg9Jx8/eVCi0VFgnjSdkfh+D+pKp0XNo1n2qvT9hvT1T5qhkcVCRRrUSq7tdAj+NoPOpNJO8fVCF6cAIW4NrX/nKSo7bje4fj82J1RhaHRDojiQZgLY7r09y8jjW5OoXjBbltgePi+AGH914lW3gSBNx78assnnvsIV/V+uIpRt0muzebk+Ryvr83UcLQWUrYa039WKf8TJkWXaf8UlLxKvzBY3/AczvPcTA8IHACri5e5fGlx3/slOsxHzv/MXZ+sMMwHb5u29MrT3Oy+sbTjdaY+xOyD8jLmiwlGnTybiad5Z2taYw83OL0Yx9g5crT3Pn+lyjW5nIt+iRGOvlC+BjpuBij8+6qB5Od1lJuLDO3dpmazdiJJGgzligeJ2qFQHuKglEoqTFGIYUh1T5KpLkkIoCw3Dm4ymvbT5M7uyq0kdzbr3L38HGevPAsV9Ze5c7uGTJTQNiYOPXYOzpJeziPtYI4K4AFYx2MOU42j08JGiUznLHnnRSaYVzFAhuHV1htXCPJCrgqJdMp2jj51LHNE8eOzHBUBjbDdzWeY4izAlLm3VLaGPqj/GZAKcnqwqtcf/ZVrjz1KV56aRZrfFzPz7123Hzx7zkRa4sbY/8gw1xjRH8wy4ytU6jM/IPXypQpU6ZMeet4MBH7oEx7loQkowFC5ioQWZJ7n/eb25x956/SWLlAd3+d2cU25xC0dgoI6eTdtAAC/EBRbzjozMubc8Yy+gioL52mtriGEIKjocQKi1Qu1uZyRVK5+WI3S/CcGG0k1ipSHaBkjBQGOVaKeGH9wxx0zmARaOuANVgEG82LOK7Lu69ep9lbJckUwiaM4gJbzQsM4xrGQpIWQVi0zuO4ncg9WKQwKJmiZEaqfaTUDKJ8MXzv8ApCWMCgpEapFGMUely0hVzZIcsgiixKWRwZo7Uad1unaAzDUQnECMeBpfLz3Hj2Ju9776e5dStgeaXM/j2FlArH9dFZSrXYYamxDwh8L+baxuMcdJdZPNuYyGF1u/DXf50Xi9/xxn1rU6ZMmfILg7WWz9/6PC/svUCURUghuTx3mV858yvMFv9pHpudqMN2bxtXuZypn8FVD09kvFkcTUZ9trKjcYIybzrSOiONh8yefAzpeHSdDV6TbVYqM1REA88vjGV7oSCKtEzM0ElwBVSEj6NcRjZCY1GFEqYQgNb3VQ6lxGIxY4UKozN0agHNRMooH9t54C8Q4yYnBQgcL8h97MTDiV7luPilWh6XgxLxsIcaJ24BdJaQRPl9wylvjrvtXaQ2iKxOwVhMIWD21BXme+s0lZvfE+Q+PQgEBetgbMp86mIDS8W6CCFwpcsT0QzRaCv3Sx/1KNbnmVk4k8sWHksyq/z4926/yKjb5MLTH0dISamxiF+q4RfK0Fia5Aju//UC5XjEo/7rpm+mTJkyZcrPnuOCIfBAXtcS9du5LLAQaJ1ijB6vSWMeef9nSOMRxeosaRzmEr5hMLa0yV/DDYpjufwy8aiXN/kIAcbg+AXmz1zFL5Ypzy4RibzhNldsknmx0gvQWYY2BjD5605UhR+Io0LmU7ZCIMYqT62G5sRRiqvv3xeUUgisIjUGp9ogsxovKCFE3kiURiMc18caQ9g7Iuy2MFYjpWLYOaA6t0KpvkC/uf3A6ZJ505SVY/s1SxaHSKWQ5HltpKR/uA1CkCURSdijOr9KsTZP72Br8lpSuSRRb+Jpvvroe/LjbiziFcoUa3NIqUii4cNxVEikckhGfeZPXXkrLokpU96QadF1yi8tZ2bOcGbmzD/8xDdgtjjLHz/5x3xz85u8fPAycRazVF7i6ZNPc3Xx6pvu53gBQalGNOziF6tjGSVN2D8aT6sqCsUqXqGMtYa5tUc4uPcK3YNNomGXYbcJMJEXfhDleMwtnyEatBEi35bFIcZqhJQ0N16jMruM5zVIiTGFgFgLRr6kkTpU8clGQ+qVLke9ubzQKgSuinDIJ2ajtMBrO08BEisU4KCUIbELZKbAZvspnnzye5RecUjiiMHQZat5jmFUy6dojMRamU/N2PvHL8YJYG3U+PGUSnCEBTLtkWQBUmS0R0uAwViJ74YYm8sjpmMDd6X0ePpV4roahMKg0VoxHAU4KmPncAnEDpVSSCD76Myneec5/uAPPsZXviJo7c1x7fkeShoW5lqsNl7BdyMEliSr8NfPfpiD9glmvnuJz30f/vW/hre97R91GU2ZMmXKlJ+S48WTMZqgXKff2sUaTdTvYLEI6dCJL7FzcAprJRfrs9x94bvs3XqBQXufsHdEtQBqLiLRZTKdS9qXSxAUK9QWTjHqHuIGZdJ4QBz2kU4uQ9TavE51/iRSFRFCUKrPkyUxXqHEqNfCaIPJUoSUFPyYUVIhSYt4KKzIsFITJWUOOqewSLTJu5EFlkGyghCW9cPzvO1yC+k4FOWQw+4Mu0enGERVwKK1k8fGzMdYOVk+SzKktHkcNQpXxdSKTawVZOPJ1lFSQ6DRxkEKS+COMFaSap9M5w1nSupJbHU9g1RgyDBaMEwKeG7M+v4qntekWh6hREw0NKSdl/nDP3wnX/mKx956nY1bQ1xXszK3w8rMNZQ0SGnwPMX1W1cI0xq6fpLMgdnZ+/mKv/s7eOyxiRXglClTpvzCYbG0whYvb708ecxYw6uHr3Kvc48/euKPaBR+ejWdKIv47PXPcu3w2qTJt+AUeP+p9/Pe1fdOnleaWZz8PyjXiQbd3Bc97GNFLhns+sVcGl+5eIUy9zZ+yEZ6iIojZm1AUQYUMsv73MvMqwo9PcQmMV2V0XdBi4RDxzBnAgqOi0VzMg1wOn2ycmFSvLRBQKos5coCUb9NlqVEWUSoNHtORCwtReuwkgb442ZhIQRSSqRSOO796ZfVR99LNOySJWGegJaS+KCHNZry3AkqcytEgw5ZEuWJcWsZdZsUq7OUbJkzSYmBHjHqRxRFwlrpLJWNiN39TQQCVzokJh0XqiUKS9m4OEYwR4lTzhL1VPKod56yCgBLde4k8ahLPBrQPdiYJJiL1QapcnLpSKvpNbfpHmzkDV4La7lljRB5TkBnJA+oMKmx7115ZpHZ1Ys/9XUyZcqUKVP+aZQbSxzt3AYgKNUZdg5JwiFpEoEAxw8o1hfAGgrVBtZorn/rbxBSEg06mPZR7qWGhkbhgVcW1JfOoDyfsNeiPLNMr7VFlsX4xRq9ww2yaEBQmUEKBystxdocaiw9Hw97CBFjdALSmSgiCgTGmlwWcKwUIaXKC79enkt1q3Wi3/kV3K9/B3//CCHACIg9QTGGc7saen0iB5pzBQ7L+WDLsH1Aqb5AEg0Jey2k47L92nPUF0/RO9hk1G0x6jYn/rJSOflAi3Kw0uTqjON4d6zcKJWLX/IAy+LZqwyO9siSiN7hZi6LPN7/uKDq+gUO7vyQhdOP4peqzK9dYeuVb+WfT7mONZrsAZlhNyghhWB27RLF2sMe7lOmvJVMi65Tfm4xOkNI9VAH7s8TtaDGxy98nI9f+PhPvI8QgoWzb2fjh99AKkVpZpH27t2JZIQYyyMKqQhKM+gs5mh7g7nVS/jFCl5QJIlGKM9n0N7H8QrkEzb5wqtQbVCqz1Osz9Nv7lCZO0Fz4xo6y8iSiPbuXcTpNVzpsjp7lmBhhbjTJO21iYZdrOMSCM1SMWY4VMSJAjwcV+M6hvWji1jKWHncMa0Ag3Bm8ZXErV5EODe4cPIur9xc4rC7QpopMi3JTO6laqzCWImxuTOuEBYlNEJkcFwsNi4WgaMSlNS5914WEAooen26o3mEyCd6hBBIYcbTuRbPjcm0S6ZBKBeLIvAGKJlR8GM8JwQTEUcJ+3s/xPV8+gfb1JZO8eu/do5f+7VlvvKfv8Mr3/ouw9DFGEnRzdhuneS7Nz/MKJlDuT70ynzjG/Dcc/Cnf5rLIk6ZMmXKzwvWWqzRE7m6XxQcL6Bx8gLNjddwgyJBuUbvYAuLJc0cvnXtI/Ti05PF2/Y3DV/7usdvf6bHfGOWQWsXozWer9D9HXwvT4zazMMvnaFQnaEyt4xyfKJhm8rsCVqbN7DWkoRDWps34NQSYPFLNRbPnaazdw8nGpHGI5Tj5j+uh5clGNNHZ7lfuQS2O+dQXoVhmGs0GRwEltRUcBwQbpm9/RKLM/vsHwY0OwtoDZlxciliK9DmvlKEHE+uSmHGnusqL8qaPE57ToQUGiU0xggECs+JGSaMvWZtLtMoLNZIlNJj/1mF1mDxsYDn9qmWYgIvpuh1SeOEWCUc7P0Q5Xokoz6PfGiez3zmJL/xsZP87b/7ChvX7xJGDta6VPwh5WLIZ5/7N+x1z+D6RQ4OHA4OoFyGq1dzb9heD7a2YG3tv871NWXKlCnH2LG/6FsdR8M0JNXpG24bpSO+eu+rfObKZ36q17TW8hcv/QWbvc2H3ysL+cLtL6CE4umTTwNQmV2mVJtn2D2kUGkwONoj7B8BMGeLeSJ2PDHql6sc9fa5lR3g+kW0K/EzDyEEAyK+0P8BH+QUO1mHJeVzt+KhHIvrF7DW0DKaJa9CtRexZmrIOMFNM+xSLtFrS0VWls7iDzN2B3vs06bjDXjZ72EFBFbg4fCa3+eqnuN0WsqnQesL4wZkgVQKUyhwTRzSCQa4LsweRdSMRxoOsVg6e+tU5laoL53Kk9JS0m/uYLIs96/rHqKUw2zlBEb3aHZ2OeztUhAetV6E7/g4GrQFlIPO0rE2I/jK4/frH8CJY4wHwXidHFvNMOyyuHqJ3uE2e7dewBv7qba2bxHUH0FIxf7Wizh+AalcLjz9G1Rmlzn/9Mc4XH+VfmsXv1zH8Quk0QjpOFTmVijPLE4meqZMmTLl55XjPKf8EbnZf5DdXRgO887MmZ8/dbnGyQvsXP8eWRpTmlkg7B09pDbo+sWxrLxLubHM0fZNvEKFJcqsvrzBYZL7wHrhkHR7j+HSLNb3cPwCxfplvEKJExefpN/aoVBr0D3YYNRpYo1h2G3mjTgLSwgLsycvIB2XfnM7V31SCuV4COUghUSP7zeEzlAqV0dUjkuxNjdpUBJAbWENd36R6DOfYrC3w+j2dRIyKq/epnI0xLpH+MUKJa9A9W6XakVxfTmfSk2TED3o4PgFglINay1H27dQBz5ap4T9DtJxyZLxhK8bkCVRflxC4gZFSvUF4mEXv1R7oAYg0FnCwplHOVy/RmfvHl5QyhUekxCE5GDzFRzHwy2UuPP8Vzj12PspVme59L5Pc7R9iyQaUajNksURaRLi+kWq8ycp1edZe9sz/5yXzZRfQn6xMnFT/kWTRiOam9c5vPsKw+4hjh/g+kXmVi+xdP7xSQfOv3QWTj9KNOhwcPdlyrPLhL0W0aADWJxSlbYdob0CtZki6d4eAGkS4hXLzJw4R2vrBqNuE2ts7guLy0H/FOneMosDn1/9zDs5vPXNvOtXejROXqS7vz7xvsuT8IrZ1Ut4xQrUl4mGXZrr1xj1WijXQyoH3+uSRt1xN1K++M7EIoVKmTAkT/iKIkYU8HzJ3BxkyYDmYcLyfJevv/A4ncEsg6hGmnlomyeMmcgJ55KIjkxyNzthEOhxAhikyPBURL10QGe0QKp9jFHEWQFjFVo7CGFIsvy6ENJijCROApTSGAM6U/jugJLfJs1clmvXONm4iRQLJLFhsLWB64Hj+nilCsXqLMsXn+Cjv/ffsjjb42jnVj6JnKzw//zZ73DQrmKtoFjxKRqBUnmD2r/9t/DMM3nC+I2IR336rR0Egur8Sdyg+DO+yqZMmfLLSDTocHjvVQ43XiMednGDIn6xyvzpR1g88/aHZHX+JbP2tmdIwyHdw01mls8y6jRJwgEv3nk33WgNqWTu6RoUcw9YPD73d2f57U/cojR/mcH+qyThAKMz0mhIanwO+qex+7OciWd470fOcnDn+wgh8Qp57O0dbpIlce7Fbs0kjjqez8LZtzPqHNDcvAHW4hcrGGOIh11MHOI4YuzHFuAVa7hBESeFVCtSXQJcSiVwXZCmgzExtfKQl2+fpRfWiJIyqfYwVo3jKBxne63NvdOFMAgsRuRxFCtQMsVzQmbLO3TDOZIsQFtnMslqrUAA6XjKVUpDph3AwVXJuNgrKPpdCk4HY11Wai+yVF9HcII4sgy3byMdh97hNo5fwC9WWXvbM/zmf//7/OC//DsG7YNcFlKt8u8/++tsHC7RHwZU3SIFk0+0Dgbw2mt54RUgfYNaxKjbZNRtIh2X2sIaynFf/6QpU6ZM+ScyONrj4N6rHG3fJEsiHC+gVJtn8dxVGivn35L3CNPwx25/9fBVPnXpUzjyJ0/V3Dq69bqC64N8fePrvPPEO1HjxPe5pz7KzW//F8JBm9mTFxm2DwGYdyqc8OdpyhC/WEEIyX7axliNxVL2K5QLDcJe7u2dmozvmw3mdUDPkyyZEoNiga4NicMBjpAUgyq/WX4fhzu3wGjEWF7XSkntxDkuLD7KVneTbrxBu5/xmjMAx8ExFpsZtM0Q0uUleURNFVkr5fK7AF5QYq9geDa5Cb08Pg7bBxijOSfneFQGuZzyWKIw7B3hFSvj5igf5XoIqcjCAdZ1uRV2SG1GGocgBKkXkDgZM2lGOagg0wRjNSYooHWKzTJK9TkGxIS6i9SG7WSTLXdE5gicQcDq9iZrbUPVGozOJufOyzIQGb2d20jHY9RtYrKUQmWGM098hCc/+ce89MU/Jx52AUFQruMVKwghUMpl4cxPLrVkrWXQ2iUe9SYJ51+Ue8IpU6b8/GCNoXuwwcHdl+nsr2ONwXF9qvMnWTr/OJW5Ez/+Be7dg899Dvb389+FgLNn4ZOfhHr9Z378PymO63P+6d/g1nc/D0D9xFkGR3uAxvEC/GIVx/OpLZ4ijUboLEPtHdC4cQ1hDEZ5HDLKc62DIeX1hO7qPCIo0jvY4OJ7P0kyyr1ihRDUFtaQQjLs5oXXNBohpQQhqC2sghAUq7P4hbt0DjaRUhGU6iTREBv20WmCUh6IvCBcqs3hBLmihV+qUajN4peqAOg04bC3h52rUr+3R/VoeOy2g06T3FJHCOrNAfOFEt0Tc1hr0FmC8ryJJcCo18INiniFCm5QQGdp3ryVJlhrcINibg2AoDy3Qmlm4Q3PtdWafmt3nAPXpGO1iorWgGawdxchFNLNG62GnX0qsyc488RHePxj/x3Xv/U3pPEIKRWFSmOSi/WL1Z/qvs4YnXvpJhFBuU65sfSPunam/HIxLbpO+blg58b32bn+PZrr10iiXD5HuS4zy2fZSyK6B5tceuZTOK5PPOzR2rox+bJrnLyA4/r/lf+Cn461tz3D/KlHONq6iReUCKqz3EmbfGt7xJAiQaGDc/RdbNjlGXWGmfECWble3vnT3AUMh92TvLD+ERJdxA1K3O00eGXL57EL8zx6IV88u36BubXLpPGILInpuT5Buc5ifZ7O3j2ssATlGqcf/xBpPOL2975AOOpj0gTleCjX47iLuFw2lGyZ+kKJJHVQwSJ+IDHhNhYYDkZkWvKDG49SKaV0R7MkWYC1YiKhKKXGGsmxp4C1AlclubeczT1lHZVSK7VQMkMbF2sER4NFysERxigKXo8wqRImZYQQOCpDyVwuQo19XSvFiH4oyDJJK17giTNfYrG+gaNSsCCl5rBVZKHRRgrBqHuIX6qyde07SOXw6Id+hzvPf5nm7j5/9h+eZn17FmMEqfY56jvs7MHSEszP55M5X/wifOITD3/OOktZf+lrtLdvT2S+pFTMrV3m5KPv+ek7/qZMmTLlDTBGs/7C33Nw9/9n781j7ErPM7/f953trlV1a69iscgi2dyavbe6JbUstdWWLMnyImtsT5wI/kfAJBjAmEwMBAgQIMEgQRBMnPifJGMI43FGDsbOeCxbkq1dLalbvaj3ZrO5F1lk7VV3387yfV/++G7dqmJVkezVbOk+AMniPeeee849t+77ve/zvs9zmrVr5+wEBtYXZnDyMNfPPEu9uMThhz+NEIJGaYXS4mW0SsgWxihMzHygJmKl43LXhz9HbX2R8uIsxmhWFytUzn+UTL/E8QKEEFbiCag2clx7cz8Lq8MMF1qo1kGm+55i3+AbLJSP8+a1R9EiIMjkuVIp8NLZgI/en2dqvAZAKtdPkO0jbjdQSUzVC0jnCgykstRLy1ZquDDGwPgMtbUF5k4/TRy2MCrB9VOdOApSSiZG65xbHUC3bbHXc6eQuorURUAhTRulHK6t7MNxXOrtQpcgtXHUyvTqjpc5WE7TcyKE0GgjcKTCd1sMZO06INE+2khWqvsZyKyijUPGr9OKsrTiHI40ODLBkbGdmMWQCZr4vqDRMoSRTxgO8pGj3yCfLuM6IWAQQrFeSlHor+N6gSVFHZfLL32fuz78Oe554ve5/NL3WVpo8+//5l7evDBGo5WiXOujWHVw52FqytZQikVoNiGft7F1A1GrzuxLP6BWXOw+5rg+k0cfYuzw3nYOPfTQQw9vBXHY4tIL32H9+gWK1y/YBhusLJ3WisZLq7TrZSaPPYwxhurKNaqr1lesb2SKvtH9t63OpNE33Z7ohFjFb4l0Pbd+7qbb61Gda9VrHBw4CICfznHyE/+E8vJVqqvXu3midF1+Q2ieDM+yEpVt46ixRdG8k2EmNY7T8VPdKMJe8uo0Ux7Gg2y2wEh6iERFxDLEEQ5SCCbHjjA1epj51VmaccNO82QHODn6GK16meu166Ry/aymK6haHa/ZRmqDxJKzwnFxpOSyaXAknWN4/zG8IE0jkFwUl3EXM10v943Jqkt6jUF/hLGWA8Y2K0etOm6tiBASnUQI6RA1ayRRm0pURoQGk/bRWtkJIKAdOJRMQoDC8wMcINM3ZH1VkzbzWYVC49U1l+JlzjtliARSuxRSWebKV7liEh4weUYrja6nKxiMgSSOEErhRyFhswoCzj/zDU5+4p9w9+O/y9zrTxFvkRcO0nkOPvDLVoL4NtAorTD7yg87Td4WfirL9D0fY2D84G0do4ceeujhVmhW17n0s+9QnL9IZcU2AdkcaRRtNNW1eQ49+ASFyUNolVBauEyjvIJ0XAqTh8k2IvjqVyHZ4pdqDFy6BH/2Z/DP/hlk7pzhhVxhjHue+H2K8xepl5aJW3Ureeu4NsdLZW3eXbQE8tDlRYS2cX0wcpHlJhURkQhDWkK6GFMfS5MfmSKJQ+qlpe5rCSHoG91PbmiCqGXJ2Ho6h+sFeCYhjlo4ns/wgRNMHv8QV15+ksradZKw2W0iFo5DptZm6HqJviAhtf8Q7btmSB09wf5Tj3Hup39nG4PWlui/ukxutcLw+esoFVNPOxjXoOLIEriuhzYav1RDj/WjogQVtUniEK0UXmcadcP7NjMw2m04coNUx6bHkqyOl2Ls8ClL2C9fJe7yAYGdGO5M8UrHQyUxUbPWXaOBIQ5bOK6N22GzhkpiausLXHjmm5z4xBcBw+L5l7oTvwDZgVEOPfjEbdc/ivMXufbGM9ticTo/yMyDnyTTN/TWPzw9/MLgHVfYhBBDwBeAXwPuAfYBEfA68GfAnxljbp5ZvIvH6eGDh7W5syyce4F6calLuAKoOKY4f5GRgydp1YqsXH4dozVLF1/pElgA1998jpkHPklh4u35s/5jIZ0vsO/EI4zOnOKP/+Qv+JufTRO3rZ6/kJr+8SsMTX2DH3GZmdRDgO0cKy9eIYnbNOIhfnbxVxBeHunYrqOwWQXg6Z9Nk01HHJyqdF/PCzJ4QYaqEta43R1gaOoo6b5BK0s8OM6bP/qPTBx9kPk3f4a5YYpESId7T8XM/rCBn84zum+SbGHUFruvrBKHLYb711haH6PRTvPGleNo4yKFQmP1/q2HnQvdNN1CaRchDPnUOq04h+e2kMImzIn2WaocIOW1iBMfg0OjPUAYZ9A4CGPA0Xa6yG+TS1XtFE/igdHEyiPrlxntv4YUqluYtlOyLmHk47gxxYVZQJDKF1i88DLDB05w7KO/zkv/vkqpCdqkqDVdtN4879lZqFTg8GGYm9t5j2df/gHlpSvbHtNasXLlDYwxHLj3l97eh6eHHnroYQuuv/EM6/MXqK7NdwlXsAoSxfmLDB84QXnpCqWFy5QWLlFamt188pU3mH8zy5FHPvO2PE2UgjfegFdftaTZ0BB86ENw4MC7cWU3R35ogvzQBP1j01z766dw/Z2JeLHaz8L6JH6QYmVNsrSSobye5il9mP5MCddzmBor4UjbNew4HiWV8J0fH+G3P3OGgb4QsMnuhixgNbEKFKnhAVL5AtmBUdL5AqncAK999zZnTPwAACAASURBVKsMTx9n7eoZDNsbwrxUlplJyatXrlGs3I1yp9ByECMySF1GmDZjhSWWSpPUWzkuLhzBGNGJow7GKAwOSm9Op2yshhLl47ttskGZKEmR8jYlrtpxlpXyNOmgjlI+ifaot/sIkzQgUdrgdTzRfbdFPl0hVj5JkgI0cZJisnCVXKqMK2McqTox2tAKU+TiJk7UYv3aeZI4JJ0fZOnCyxz9yOc5+Ynf5dv/ukJLQz3KUKp5tEM7oRuGcOECjI1ZOeFqFT7yEchm7XlrlXD+mW/QbmyuZQBUEnHtzDNI12PkwIl39BnqoYceegC49LNvUy8tU1me21LMswoSleU5ChMzLJ5/ib6R/cydfsr6k3WwPPs6mf5h7nrks7elZuNKl0Qle27P+3lS7u0rPEUqop20b7mf6pCRGxBSUpiYoTAxYxtPzzwLQAb4rfwIi+E65/VZrjeXGAj6GMpYL9gobBJ1ZBSF4xJ5ClwPAYSNCo7rWrnALcVMKSQpz+fw5EkAlhMPqQ3Zwhj1jEtJD0IqRfH6Al6YwkkMMtpcz2ijkEgqaYHfaXjad/xDXMm1cOsZ8kOTlBYvb1sDAbxulhlOhgFBEod2etkLCDJ9HfUnD61jEp3QMhFaG4ROaMuYQHokcYR0HNaH0mTSQ0w1HJKwTXZghKMf+Tw/mXsaNfsaXrlGFLW4KEpW6d8YTBTRipt4HS/aeVFlWPd1M2DT+csYDdq+r6tXz9A3vI90/zArs6eZOvlh+semqa5cI2o3CDJ9dkr1Ngn+sFHlwnN/TxKH2x6P2g0uv/g9jn7k871pnR566OEdI4lDLjz794TNarchCTpT9sVla4c2OM7c6aetDOwL3+3GEYClS6+y/5VZRmN/9yn8SgVefBF+6c6qnzmdXGTkwAmMVhTnL+7cSYBQmv5qBCkbF8NWDdNqku+sN/xUQFBuUwPKi7NIIbv+3VshHdd6lBpDNYnRQtI/MY3jB+QKY2QLo5SXrtCsrhGHTVpbYsXE5RVG5ssEuX6oVfBq5xleqdM3fBx/YITRg3ez+vLTjH/np4iqrStnyg10EhGUDJWxfmLfRSextbvrSxH5HX92rWyzEoKwUbU+rcaQRCFRq4brpRg/8gBxu05tbQGVxAyMHeDIo5+ltrZAaWmW4nWrMLIRr5I4JAlbnZqzsSpHhm1rtG4c1bYeHLZqVlGyMIZKIsqLs4wfuZ+RAycpL19FJzGZ/uE9p2p3Q3X1OrMv/WAbBwHQqhW7DVJ+Knvbx+vhFwvvxljD7wD/F7AI/BCYA8aA3wa+AnxWCPE7Zutvxnt7nB4+QDDGsHTxFQCalfUd27VSNMtr5IcnufraT3ZNZLVKmH3p+6Q+/kXS+TtP7/9WeP1Mhu+9eoi4vdx9zGhJeeEQ9eLnOPqR7/Fm6xqP+CeIwxat2joqiTl/9R7iROA5urswidtN/FQW4bi89ub4NtJVJRHrc+eIRh5AOC5nfvRdMv3D5IcmmDj6EAhBu1HBcX0y/UOdiZ4EIQRCOsRhCz86y6ERyYWFu6kXF/FSGcZm7mFo/1HqK+cZcVf5/gsf5dL1KYqVAayEsJUUtv6vFgLTDVrGgHQStBEkOiDltcBIoiRF4LWotwbQxqcZ+TQjKyUlxIZEsUJ2JmMFGt9t47ttEBIhQmLlEsY+k4OXkUIReC1AdIrFtugbRYbAT4haNWqldeavrNJoX+frT30MLzvDuXN9pLJQa4Depe2jWoVr1yzRsBXN6voOwnUr1q+dY+Log70A3UMPPbwjJFGbtbmzGKW2TTFsIA5bhI0KqdwA55/75q7KEFG7wYXn/oFTn/ynb0m2NUngL/7CNqBsYHERTp+Gj38cPvnJt3VJbxl9I1MMjk/seFzIgMW1LI7r0Y4cKrUcUaRp1K0f+sLqPoIgptZa5+Shi0hhk2A3SJMkgjcujPLYQ5tyjXHYZOXyafTUR0miFmd+/D2yAyPkhiaYuf/xrqShF6RJ9w0Rt5s2AZWyk4TWAMGHj3yDejlkvTaHlgNE/n3E3hFG0i+Qz5T54aufZrU8Tr2VtbJaCIwWWFdYsCmm2fKzVXlItIvrCHw3RhuXOPHx3IhaaxBlfOrtQertQfvedJPwBEeoDpGakPabeG6MlAYhI+KkABgmC7O4ToLn2oknOxErwCiiSOC6IWGrRnllhbkLS7z0zBJ/+Z1Pg/SZmxugFcPKamcq17MSwsbYuLq2BqkUfOpT8LnPbd6/4sKlHYTrVixdeJnh6eO3XXzuoYceetgNtfVF6qVlola96zG2Fe1akWR4EtcLOP3D/7Cr5U2zssblF7/Hscd+45avl/WytOO9SdKHJx++re+1C+sX+MncT5irzLFYW2SxvsiB/gMMZXZOXXjSYzK/t6zj4NRRlq6eIWlUu49NBEMMFu7hWnmOWmrTQyVu1tEq7kxsCg641r9t45zDZo10frC7/5g/SEra57drZZYvv4489EmSqM25y9+nmvNYiK8wuO8IXiskwU63GscBrS1J2bG6Ue0mDb1GErVoVYs8qc8RF/oZnTnFwPhBVq+e7b6uikNqRuEOjeMrTRI27f0VgqjdwEvlaNfLaDRF06JJBAZELIiciJobUogNbixZC9rkhvfx0Rnr/zZ96jEK08eYLT1JLk4QccK818Zs4bWN49g1hZ8DBGk8miIha9xtpVujFMIRJO0mUbNObX2R6up1krDF1MkPI6XztidSV2ZP7yBcN6C1YuniKxx55DNv69g99NBDDxsoXr9gSb5aid1K9o3SCtnCKGGrxukf7IyjIlEkb75BdWCE/tHp3V/kzJk7jnTdismjD1n52Ru+c710jqRW2ZaDR82ajaPGIITEaIXQnQpnEtOsrZMf3Jnbgl2zrF45g3fss8Syyfm5H5MfnKBvdD93PfpZVq++ieP6+Jk8xmiSqE3fcpmx5QZaSKJmDem4HfWHGsX/839GFq9w4D/7L8n+1dcohQkb7UsJCikEvnQpFFusTvQBBiOgnnExnuxOnhqtOrldgopDhHTw0znCZo2IOql8gcGpI11J3+OP/Sa5wXGiVp0f/T//CpXE+OkcSdTuvi9Btt9Oubo+WtspWbtO63zGDBgMWiuk4xK36oSNKjqOqKzMdSWEHc9naOqut3VfF8+/tINw3UAStVm7+iaTxx5+W8fu4ecf7wbpeh74DeCbWydRhRD/HfA88EUscfrX79NxevgAIWrVuwU1rXYx8cImbnmgsnyV4T0mGrRWrF55g+l7PvZenep7Aq3hO9+PiH2HINdvPVqVlWHQKiGO9lGaH+RN9QrHoz4rW9FuAYaV8jjGaOJ2A8cPcFybzArpIB2XpdUciRK4jkElEcuXXqO+vkR65EEEoiO7sEjYCZKDtcP2nFSCdDyCrJUsMkZTWSsStn3iqMzJ/c9T6KtzZfUUxYph7cqL/NKnjyKP3stzPxC0VYpasx9jHAwCIUxnKmejeKARwuDKGGOk9YY1Et9tI4Ch/ILtlE7SeE5IpTV449vWWcjZQrRA4ToKAURJlnIzRSG7yv7BMxwYiik3RsilKjjSFgYS5WGQGKNJ+w2Udqg3fWQIC8s1kkQiZIvq0t9QTX+Jy5dHKBZ3J1w37mGjAffcs/3xyvIuo68dqDiiWlrmxa//Kel8gczACGMz99A/tscCs4ceeuhhD9SLS1a+R6tdk1ywcdRP56guzzG4R8IRh3Yq9q1MDv74x9sJ1xu3zczYP+8HPvZrH+MHT8+zulhEq4So3WC9GIAISOI25WqKWDmgQjwntpOWpIkij2tLo/RlK0yPr2K09ZhJojbzi33d40etBksXXqZVL5Hdb2Na0rE/SMIWs8bQN7wPsHHUesXZ5LrZFLx5IU+9mSIVtDg4Psevf/wHnJvdz0ppGO1eJhj/JBevfpzzy1m0HKIZ5jCm06xk2NLABAKr1uAIhUGitcA4Bs+JEQJG+6+QKI9YBXgypNrc2ZC2EUcFoivLjxA0wn5ilWYwt8j+4XPEgw7F+jiZoNIlWqMksPEdQ+C1iBOPekPSbCtqc3W0Fkg5z/rq1yiJX+Xq9X4WF228FML6uPq+nZI2BhzH/vxHfwTBlp6A6sre/oRxu0l5cZZ2x7u4b2SKsUP3kh0YeScfox566OEXELW1eYCuDN6NMKZTIPWtH+de6/VacZFGeXXP76Hz6+d5YeEF3LaLNpr56jzjufGuzyrAkcEjfGz61vnsS4sv8fVzX+8WAkezo8yWZ3l95XWODh3dQbDeP34/aS+94zjL9WV+dPVHnF07S2IinLjGoSTPMX+SRmkZrRLuSU/z/eobSNdD+gErzRViHZI2LinhsS8MeEYtEruSjPQZjLIM5o/QrpcQQvBgzq47mtV1li++QtRuku00DEetBqKZkAQ1q8xBhiXq1hJOSpASA/jSQyvFaJSmHZUR0uZyjpEU1xdRScz4kfuZPPaQLZAaRatWxhUC3/XwPRc/lbXX4HjU1xfRKkYrxapsUZERnlXXxwhD2kiaKJZMlYZrmItbFK9WyRXr3J0+wL4TjxKrGKMSdBCQ9EPYqqK1j1AKYQT9yqUvdPCaMaHvgIIECbi2qRkwwubu9noMSdSyBWcMrXqZl//hzzj+2G+S7tuZD98OKit756Nho8rll35ArbiE47gMTMwwduhegkz+bb1WDz308HMApWw3pJQwPNxp/rw1NqZbdbJ7TVclMUnYJm43ALGzeUlrhDE0K+vkhyZ3l31N9laIuBOQyg1w7LHfZP7N56gsz5EkEfX1RTtu4roUVY1sQyM9n6hVRyvbpSMcSRy1KftZjLYDNWG9wsyDT1C8fmHba1RXr7My+wY6ifE7cbRdrxA2qhijufzi9zo+4HR8U7N4qSwTZ1e7j6kkRmrdbZQyWlP71t9y3jGcUC7BkftYnTuLUQnRQJ5M2U4kuwZyyqGZytBKe8RJSC2TQiVR5+zsaA1aY4TB6cQ2ADdIU1ubp15ctOpQ+cGuMkXYqDIwfpAgk6ddr+AFacJmDSEdVBwRNWsoFeGn8ySRtbjZgBAghEQ6jh3M0ZqoVe8qQF549u9J5QscfuhTeMHONdCtoOJom8XNVhhjaFWLnH36b1mZPY3rpxicuovRmVMfOPvDHt47vGPS1Rjzgz0eXxJC/N/A/wQ8zi3I0nfrOD18sLC1i9f1AiLV3HUfrZIt/ie7o7a++5fhnYyFBahV7Xvgp7J4QYa43aBdL+M6diFSL93LfLPIv/nWKZbWfglXNNk/coF2UsAGNlCR7SSS0unIDu2jOH+RJAppNlaprc5TX19CSBuQtiJq1WlV1yl3FjZbF0C1ZoaXz8xwZWGIJEoIfMXBias8cPIqRw+V7ZSqgEr4OGcXphgYP8jQwiL6ogABWm1M5mwKKdliscKRifWoMz6J8kj7NXwnJOPXaEZ5lPK4uHQ/UbJXcDRsTNIKKTDaIdEupyafZnr4DJ4bIokYH7hM4LRwHEUz6iNWPlpLXM/64hkAndAMU8RKIgQoJYmaZYrFMzjqGOXyOEFgpRBvhJQwOAirq3DihCVA2o0K9fUlW6W5YaGaRG3Wr51DJQlukMZLZaiuXqe6ep19xx9h4q4H3sInqIceeujBQjouUjpdL7MbEYfNW/qW1ItLt026ag0vvXTzfV544f0jXT3P4Td/b5qv/92UlQ/SCifos4lbOyZREp2Ellw0sBGXrAqg4Mr8BPvHVhBCkOkfRkoH0T5H1G7Qqqx3pJrWcYP0DtmrRmWNTP8w9ZJVrNgaRy9dn+bZV+8ijhNUEuM4LmevPcDDp65w78k56vU1Wi2XM6v7GBqeYuDADI3nm1xdsM+3jUnbr1UIjRQKx4kxWmBEgNI+aa9B4DZJe3VqqkAUZzi3fgRl9ppetrL/Bol0bFOSEHDPgScZys0TeC2MUewrXCDtV1E6IEyyKO3aOOrGVlLKaNAx1XYebUSncSqFalyk1ppB6KOUSv1ISfdahAC383FMp61FU6sFga+tv2DUolUr7nrW7UaF0sIlTEeaUkhJcf4i5cVZDj30Kz2Puh566OGtobNWd25WJBOCqFW/+T5AfX1xV9L12xe/zTPXnwHgmD6GFJKcl2O9uc6psVMMpAa4b+w+ToycQIpdpBW3IFIR37747W2TF450uHfsXl5feZ1LxUuMZke7nrAnhk/wq0d+dcdx5qvz/Pmrf06kbMFUOi5msMAFpahVrnG8bwik5O6hCVrX4e8qz7PQWEcJhXY0UghyBCgkBROwoBqsiZgiTYYyHuOZGe6OBhhRAaXFWUoLlwgbVYJsf9cvFSAQLvvaPgt+xLjoY02sozukJIAUAqkNjoZDYRaRElRFzAplXCTK6I6k5TWGpo7SNzJFbW0eIQRjog9fbK59coVxiguX0EmMMRrtCNZFiDaauqPIapfAOICgJiLm/RYNqelLPLRQPN++RDWA4Tefo10rM0CKBINO+aTcAVRUx1NwsCrxFLgaAhzctiRIICW9TbEKIRDGdHNzrRPbENW5cMfzWZk9jRCC4x/7rdv2cFVJTHXlGkrFRK3GrvvUS8tUV64jABW1UUKwMnua4vxFjn3k1982ydtDDz18QGEMPP00PPss1K1nKIODVrro/vtv/fxOHL0p2SQgbNV3tbMxvkfcn8er1IjD1u7NH1NTt3Ml7x3abXj5ZeurE0UwMQGPPgqTm01O6XyBI498hna9wtmnvoYclgjHISmMU7urgv/iGeJqR+FRCJtvSgcjBStjOXSzSio3gJfKcvDej6OikPLSFVr1Eq3KGqWFWeKwRaZ/iM0oaQnAyso1/Ey+6+Tm+qmuP2pQbZKoGKNVNxnbFoerTRoX3qBeFOSH95Ht5LXtgTxBM8LpyP27UYKb7yOJ60R5n1bWRzqOnXLVtnPJkqBupz7t4vgBSdjCGI1A4AUZXC/gwnN/z/Spx+xUq5RkBkbIdNZPYaPK6pUzWO9zjdGGsFHreLHLLdyAsE1MomNnZxRbXSml47Lw5vOosM3xX/rCbSt6xe1mx7ap42Hr+du2G2OoLF2hWS3iBWkrhRyHLJx7gdLCZY599Nd3VUXp4RcP78ak682wOZV+ZxynhzsMfjpHpm+IZnWdzMAI0dLVHfsE2T7oGLDfDFI6N91+JyJJwHM88n6eWlQDrMzjRgBUicviuY9RSUaIVlOdDmzDQvEgnhvRl60yOrCMwXaVedk02cEx6xs3A8W514maNSudpBMcYQ3Gb3yvmtV10v1DeB0/PC+VplQUfPf5j9GoG7QKMUCsU1xcOEFDHeaJDz2D41jS8o1zA0R+kfzQBEdPGZ56HlsIRmwrbm9Mp0qxQZh2HjKGdpyjGfbTiPpohn2dqZ5bQ2uHlBcTK8Fo5jyThQtIB/pSKzTaeZbKR2iGOVJeE0cqUn7dHtsIlHKsV54QtOM0CHAEtJMBEAIdVfBZRMoRHMehv99OtW7EeCntWmt8HHRc4o0nv9ctEketOqWFy/SPTW9Lkisrc1a2GfDT2xeTC2d/RmFi5raT6h566KGH/NAkjuOhiEn3DdIor+7YJ9UpcGb6bz4FuKuHzh5otTZz8r2wuvNU3lM8/LBtQvrLf7uMlC6pIEFKw8iIolhxkKbViTs2TXVkgulI37fjFLW6y/BIinSugHRcRodrrFx6jbDVpFGtopVC64S01ohd4mi2MIpO7H2orS+wtNbPz87ci1JN27kMICQIh1cv3Ud/X5t9Iytkc4poKc34WIVUbpTjp9Z48XUHY7b18m55NasiAZ0JWGEwBlpxnkbUT7U1TCvK2RjM9saf3aC0QyYVUm34HBl9jv7MCr6X0JdeYr02wWJphjjxSfkNBIZ8poTuTOEqJUAaEjzi2EdKe4nNqIAjQ5KoiavmEaIfx7FTrVsbmISA0VEr0V9ZucK1F57qejw1Sis0K2sMjB/s2ksYo6ksXcVog+O4uFu6lrVWXHn1R9w7MnXLBoMeeuihhw0MjB1g4dwLeEEaP53dQVQJIQgyfV2p/ptBODvz0culy13CdSv6U9Y25XDh8K6k6F44u3aWUO3sBM35OR7d9yhrzTUmchMcHz7OiZETe8oKf+vit7qE61aslOd5cu4F9gejZJ0UGSdFJhswkoygKhGhCvGQNExMTUZco8pB08+YztAyAi/bR+Bn+K8+/Edc/s5fsnL5deJ2gyi0xd8kauMbva3ge7+YRFCnmYaH1EHe0HO0kipSCLJejkxbcW/YTyBdfuzMU/RjXJVCGc2sKTIQpck0hlFxRP/YNFolhPUyp6SVZ3Q8j1xhnLBZxfUCQmMITUxTJSinM21kBHNeExeHWb/B2XQdXwv6tEeGDL6walILQcR8uAbX4e6hg7xoXiM2ihGZxxMuUw2DZwQSzUDi4uOAMXga3ESBK9mM7puTRp6f7hIXQljv2jhsksQhSxdf4eD9j9/ys7F08RUWL7zcnTwqL11BxRGFiRlkp9icRCG1zlSan8lvaxBOojZXX/8Jxx/7zVu+Vg899PBzhG99C557bvtjxSJ87WuWYHzkkZs+fWDsAOWlK6TyBeTqte4U5wZcz8f10wTpHEF692n6xrEZBp5/bXd5fSlveQ63xPq69cHxfTh0aLP783ZQq8G/+3f2GBtYWYHXXoNf+zWbhG5BefkKSdzurglcP8B97OPUQ0Xq5dcQRuMIgTEGLQXXjo0TZgNE1AIGGD/ygM1FD93D3GtPUV6+0rVAEELaJrCO7tAG4rBF3G6SH56kXS+THRih3KmvK8daq5ktOazcQkBq1yEyimalYm179t1FEoWEzSqVySHSpTrpRhsv14f2PWp9BYp9YKRtHgI6+bXAT+e63rP5oQlKi7ObRKgQpHID3dr+tTeeYd+xD21777RWlBYvI10P1bIkvJQOSkXoxNbDt+Z53ZzcaLxUrvu4lA5ukLay1/US69fOMTpz6qa3WWvFtdM/Zf3auW4je2nhMm6Qon90ulsrCRsVmlVb972xQaBVK7Jw7oUPnApnD+8NxHtlkSqEcIGXgVPAZ4wx336/jiOEeHGPTccPHz6c+cpXvvJ2TuXnArWaJfby+TtHNkbFIWHTnlcSh5itAVpY6QnXC6xW+x5yFQBeKoMX7PR8vRF30nugtY3VsUpoxS0bdLdIW6nYByOQ2tlTNtL3IhyhEVLgeIHttInapL0inmODkup084LAyRTsZEpYszMuQiCEYwsNmXxHk19TqUjCyOt0DNkgKRAIaYu42XSLwLMJXbVVQMgAx/NRCioVTRSJThPVzkWTQHfIVrYUhU1HkOL2isSbMLiO9WhN+xUcqfCciES5RElq235CGLRxGB7VSKGJ6qUN6hetnQ1nPLRxAUGkMhjhEScBYeSwUUfZuBVSWm86xzGMD5UQYvs0dhK1MVrj+oHtYDOaJLQeTsJxdu0E9II03vvg83on/R78Y+DLX/4yly5deskY89A/9rnciejF0b1xJ/7uxO0GcWhjiIrbGL2FqpPSxtEgjYrCbd2fNyLI9nWl6vfCxvXncnmWlze/D3eD7+/0u36vkUQtwlaDJLETorVGYKcw66nuuRqz0RQk0KbTDCQ1mVRIkPZw3AAVNcgGRQSGJNFgEgQag8DNDVo5o2izMC8cBz+VxXF94tB6uVYqDlHs2Q7dja5iRDdh89yEfKaBNoJqawjX863HTgTVqiZJBMbsHg93xtGNx99eHPVc68OTDcoIYfCdNmGSJlGbCbnAQCeOjoxZieO402hkDGjjIACNizE2GW4neYSUtCPrk3tjHHVdS8QGvmaksH2y1UotWt8e1093lU9U3JnKcr1dO5aDTP6W02jvBu7E74L3E704enP04ujeuBN/d8JGpZsvJVG4LbhJx8XxfLxUtiONuDfS+cEdDUyldmmbh2tK2/ykLe1jUkjGcmO3fa6NqEE1rN50n3yQJ+fn9tye6ITVxs7OqEQnNKM6WmtcIfE6U6JtFSK0wTWbKhFtkXSpQ4noWJBLHMdDSklaO+S1/Y42RqGV6hR8BTI9CDfEUel6yFSaOAkxSYLSCUYre2ylrQSijNHCbCNsDRCjcB2PwM8gpYMnPfxY43ZyUSElBkPSsemJojYYg8EQCdtErIWdHVYY6o7Nx6URuEgC0ZEElg5SSgLpk5Ep2iKhFtVR2jbUOkbiKhuF3U6Y3ihEO3TkHgQI4SDTlsDXrSLbYvbG9JOQIERHElGQ6b/5giqJWjsaBjZyTyEFrm+blFQSd2sqjh/s2riezhd2NJe927gTvwfeb/Ti6M3Ri6O7413/3VHKFiX3ghAwNnYLqWFDq1bGdCxvVLS9McjxfBzXsyRYe6e6YXe/VkhgdmkCHhiw0jgdvKX3QGsol7d3fUoJ+byV2rkdlEp20nUvjI7Clqardr28ra5rjEEnEXHYAqVwEo0EtBAo10rpg50+9VIZ0n32+75RWu5OdepOTNzwO5Xpgr0lW+Ko4wcEmT5U1Lb3IQ7RSuG2Q2Q7YmMMVlhd3u7zVOCh0ylSjbBbU7fxo7WZwwpJnEsTdzxrExVtLpXEDe3B0unI+buoOLR+6VIihK1ZbyVN3SDdqZF26rKdXM9g7HPZnMo1ljkGIXA6/vW6VdpxO4QQCMft5N0Orh90ieCbIWrVOhLGm9g4n6312y5v0ZkoFjcqlAhBpu+9L4L04uidH0ffyzbw/wVLlP792yVc3+Xj9HCHwvEC/LQhbjdwvQAtrZ+pTTIyeEEa10+hk5h2Utn1GELID+T4vpR27WCaLoGbIoxbW7YK0BJpRCfQbe+IBXCkwhgH4WwW1jEJab+KJ5Pu/kLY4vJGwDTGkGibbClASI3v5nE9H5PKEIdtEh0gpPVWMGZDKXfztcPIs6SrEDhSoDuBJo7Bc62efpzslEUEul5wm9djuo+/tUKx3VtKA2hcJ0EKgxCKWGW7k0D2msEY2S22GyRhnMWVEY6MbZKtvW7RGCFItIvrQjptSLb3AiDlZnNcUjjAnQAAIABJREFULhvtIFzBfrZVHKKSGNffJM6FlLh7EBv6FjLaPfTQQw83wktlMUAStmy8VAlaKYSU1sslSOO4Pol0iFq7j6dKx70l4boVQkAqZSde90L6rVunvGMYYyOJ59rv0ny6SqtpcKUgVjZREmKzyUcKgTESIQyOI3BcH2EiskGlQ7jChkrDZuwylgzdoiC/kUS6fsomqXGIJkBIgzCiQ7xuj6NxYoOI49jX3zhYHIPv25htfU93xsWNc9mgct9JHJXCIIVGSCu770iFNpJEuXvGUW0EEkk7zuE5baRQGCNItPVNFwKMcdBG4kvIZAz1+hZyWNCdfBUC8tmdHyQhBK4X2PdSxTiu371i+3ndXSJKa80HT/ukhx56+MdEkOkjbNVQcdSNo0YnSMfrxlHpuBitOs0gO+H6qV0VI9Qesv8b0EYTqYgwsTK3rnRJe+k9ZYad2yDDNqSFb/aauyFU9hyUUSijSIS2HnDGkp8SicaQCI3qKi4YNAIXB0dKhJQoldDQEYEQ+NhmVrD/2MYww42xSghBKsiSSeeJ2g1bdNXaFpqlpq1CtGFHcVNgievEKFyjiZOEWMbEwsHTkJK+jQkGSwgYTSIMDptyEhuE6wYJKzfIWuj8bLfLTpxWRlNRdQwQ+GmisIU2VtHCERIXCcLedykcZPf6RafwLLuNzH46T9xudgrpAuE43emlTVugWw9KxO3d4qjE8YNO4T2xhe7OvXc8b0+lMK3VbX3Oeuihh58D3CyZA5sAhKFN/PaEIJXt6w7TiCCFThLrve24+EEGN5VBOC4qjvb0UHcGh0C60GxastR1LTH6FtSYdmB9facfrNZQ6dSWb0W8an1zwhXs+W4hvrYOzGw0kWrVGYQRkHgdD1I2ckOB49pY6adzOK5Hs7K6zWJPsNE0bKMunVx2G9kpJK4f4LguUbsJGISj0VLiJNoS7DeQ50YKEt82suqs09UX3ZAJ3nqvZL2JwA72uKYzQds1KN+0lDNa2zpoHIExHTs405VT3n4CdkglajfsNXau2XTWTluv0JLF9hj2bRME2T60UiRh0+baUnRi241x9OYwWu8gXO3z3Q5pHmPcjkpH5z46XrCTcAV7j25Q9OjhFxPvCekqhPhD4L8BzgJfer+PsxfDLYR4UUr54OOPP/52T+kDjyeffBKAO/E90CqhvHwVFYWk+wbJDY7v2Ke8fJVrp3/aNcYGyBXGOHj/47ctyfp+vgdaJZSXrhC1GwTpPP3jB3YkN0kCf/VXMHsRwrDJ+QvPEhuFp32i1ZgLVycwOgb0pv9LR7e+L9fgxIHzfPpX6gwe+Qz77zqMWfs7rr32FHG4uTBQrRrtRpWwVaP/4d/HCMHSm/9xs8A72E99epxPy3vJJZp25PC3332QTP8wfaP7qSxfZW3ubNfsHKAvG/L5x56iMHmI8lofl0qPIx2XV16xjWQqjrh+rcnyaoYwdNBmI7neOpGjbHEW3ZF4tDMyouMzt1lI3rowMFv+FUhpOLLvCtmgzImJ04wOrlGpZ7m8dHLzGWZz/1qrjy//yxZCSF79+ssU0lfJ+FXbJa0CwjjNen0fc+v3UQnHyOfh6AMn+OyvZfmHf4CzZ+1aRUooFOChh+BA7hsMmCKOs0tC7EDUrDN99GMkYZvFCy91ZBJ375QfO3Av++/+yF4fqXcNd/J3wfsB+U4W7r8A6MXRvXEn/+7EYYvKyhxGa3KD46TzhR37rMyeZuH8i92isUAwMDHDgfs+fnMfng62Xv+ZM/Cnf2pJwqGh7fnw9DT8zu+8NeWm3ZBEbUqLs6gkItM3RH543+6yUx2Ul69y8flvAdCs1znzSpGVxQZLaxm+9/JvU2mOECsfIQRSKnwvZmJwgZkDIf/8v32Yyel+6hf+nOtvPsvyMmzUMKUuInQDaVoMPfafA5LG2ecYtMM67DvxCIXRcUqLlzuNY/D9nz6ITB8g0z/M2rWzlBYub0vCXSfh9z71DEPTx5idm6aoPoYQgp/8xMaZqN3kyqyiWE5Z9QhgM45uxEcF2+IobCpH3CqO2uN5TsLJmbO4os7Jfa8xPrTElaVDrJQ3ixB2OMeQKJdmlOPL/7KFlIIz3/wx+dQKKa+B0g5KezTa/RQbE1xc+TCRHmJwyOHuR+/liSccvvpVuH59k3QdHoYnPqnINv9fBoPmziZ6CcaxnV+Txx6mWV6lOH8Rx9/7szpz930MTd215/Z3C3fyd8H7gV4cvTl6cXRv3Mm/O+1GhdraAkII+kb349+gPmO05vqZZ1mde7NbiJSOy8iBk0ydeHRX0vWrr32Vi8WL3f8fqx0D4Fz+HACzpVmmxTROsJkjutLlC8e/wN2jd+84njaaP3n2T6iEuzcj9wV9/N6Hf69L2oaNandtkB+eJNM/TC2s8cfP/DFbfWGrYZVnV57leukqcdQm56TJGpdm1KCoajhGMJT4KGHQQlByQmJhiNF4wiHnZZkZO4EEauuLZCPD/c4Un/aOI4BWaYUkapFEbfo/9F8gHAc5/ywAjutx8P7H8TOK6vKsPS9pFTj2n3qMTP8Qf/L//REvXf/Z9vthDFcpEwYOeB7Z/FCXLJRCcsQbx2+2+UzhQ6TLDaqXXycUmpXWml28GMOibHLaL9F0ElZkmz7tUXQiO+GqJWNJirT0SQVZ8kOTeKkMUkiUTtBJYv3qojZRs0amrRiLfMZEjiGd6soTAhilUEmE43o4forcA7+Ln86TnP8eUWl527osyOZJ5QYYnj6BI30yfUOc/MTju95vsB6tZ5/62u49VxK0VASZPoanDlFeukKjUr6pDP/dj3zyPfd1vZO/B94v9OLozdGLo7vjXf/d+f734YUXbr7Pb/3W7Xm7smkP4qwX6X/1HM5cJ/4FAdx3H8njT3D1zWcoL13pxiDXTzF59KFbyr9u4Lbfg9OnobPvrigU4A//8OZTvHNzNH74beqqjQD63RyB3NL4WS7bf2dm7DWeOsXlgkexZKeHy0tXiNYWqa5eQyUdidxOY6l0PSvHKx3Sw5NMHnuY+z79eYoLl3j9+09RWZ7bfB2taJdWiKM2Oonof+RLlsSct/YFQSbP4Yc/RRJVqZeWATDCkBsa5cD9n0KvLnP9//hXcP48Qim8VkRrIMfiPTPI6X0MTd3FvlOPMtFy4Mc/hrU1jNasN9YIF68hjKFaW+dqxk59pos1+leqRIFDLRcQZ1PUhnKUMw4qiZGO01EpUrY52Q/IFcYYPfEoftqurZKoDYm9/83GGvXiEkmjCkIQNqqW6NyyTtFJjEpivCBN5r4v4qdzHBwQXH7xSdrFpW7MFUKSyg+QzhcY3n8cISXDU8duKtO/euUMV1+/sPtGH5SM6RvK0ze8j5XZ0yRxiJC7Nyw4jsd9n/jCe26B2Iujd34cfddJVyHEPwf+BDgDPGGMKd7iKe/pcXr44EA6LoOTh2+6z8DYAfpHp+2XcdgiyPW/L2P7bwfF+YvMvf4USbzZLeP5aQ4+8Mv0j+7vPua68Pu/D3NzcOZMhoMjA4jwOpcvN/jmq3exXhlgaug8B0fO0J9eIfBbaONQaw8h3Rz9eTh5T457f+UA0oFXv1PZ0VHjp3KoOKIR1rbJEALE/XmWR7OU1md5I05zX+4wga9Ip0Ia5RWM0fSPHQBg9epZtLLE62AhorDvCOl8gV/9yEm++QOXa9fsOgOg3vSJtYfjapzEILTt9tFm82tng2i1heHNruft/99eHLZ/J91istGwVh0nu8+nZaZIp9dYr2asZKSx00gCjZQGpb3OhJPGd5qU633E0X7G+q90vP0EjowJozTz6wdJp0G4ORaXs9x3H3z+83D+PDzzDLz6qm34i2P4228fxHOGuO/EMvceX97xWfAzOSaPPoR0XMJGhVpxcc/PzfD08T239dBDDz3cDF6QZnj/sZvuMzpziuHp49TWF9EqITswgp/eW4JwNygFX/mKJc+CABYW4MIFOHgQjhyBBx6Axx9/54TrwvkXWbrw8raiZTpX4NDDn9qVUAboH50myPRx9pzkez+corjaRIUVssEaDx56Eke28d2IWPlUm8NUwzGkk+W//hcuH/2VQaJ2g1fPRgghaLe2JHmyH8ckbJ0Nardsx+3E0YdI9w2xfn17ojY9scob523cGpqy96W0sOlrc3B/haH9R0nnBvidPzjGf/hrQbVq39NGA2qNDFoYXE+jlLFdttp0YufGud0YR2HvOLo5EWvjqE0EtZGsVA6wb6yE4+fwPYdEZdDa7r9BuEpHo4zHhl5E4NZYLu8nyrgM913vTg/7bpv16hil2hC5PMQMsb7u8Pjj8KlPWfuj556DM2c693lB8OKFE/T3tXnkvnlm9pe3vY9CCFL5AvuOfwitEpqVNeJo9yTX9QIKEzO7buuhhx56uBVS2X5S2f49twsp2X/qo0wcfZB6cQmA3OD4TRWX7hu7bxvpuhULtQXaqr1jqjDRCf/pzf/ESHaE0ezotm1SSL548ov8xWt/scPbNXACvnjii0gh0Srh6ms/oXj9QrdoWU7qzLkN3H37qYQVEp1QSBUQQhCrmHK73Jm0hIwMUGEbR9nJT2EMbRTjSQqJwBjFuhPhSIGDg/QCGnGDrAxAwIBIs24arCVVqnGdqlMjkS1ynkt+S5uQ47gcuO8TqCSisnx12/WErSqXX/wudz36OaZOfZQL7Xlqawvd7Q3PEHa8VsuE+DruvpfaaFadFvfM3M0LzVU+4RcYmT5BubLEenMN47roJCGWhqZUBNrhvqjARJLislen6MbktIsElFForQlbdbxUhlgnhNUiXjqHYwyuF+D2B5hsAitNao5hf2qYRmmlI5EYEcVtDAbXcxEdRZJ2vczw2AHAUN5SXE+ikNzgJI5nFUhuSUTcwjJMSof84Dj7TjzC0PQx3vjBX24rZG9FrjD2nhOuPfTQw9uA1nYCYIPke/FFuOce6+fyTjC+c9jlbe3TQbYwSrYRwbf+xhbLNhCG8PzzuEtLHP6DPyAMmzQra0jHJT80cdNGkLeNs2dvvr1UgqUlmJjYdXMctrh89ilqjasElTqpYpWqhkxhhPGpE8iFBbh8GSYnrQQywNISE4FD+XAfKvBpVtZoVlYt4aqtegTGSsITtcFosoVxvFSmSwqG9cqOJi4hHVK5fkzdoG7giL0gxcyDT1BbX+x6eoPNoRqVVc4/83VOfvyL7Psf/jeu/uv/Hu/5F0lSHl6iOHxmAROmUMc/wtihe8Bx4d57oVhEGMNwrUbyp/+GenGRqN1k0EtDaZ3C9TIYQypMcIwgbicEjTbRZJ5axkErO9mKsfY8KoltTbq0jJ8+hEpi1q+dZ6hTu8j0D5PuG6JdL1Gav0Q6X0AnMc2OlU0StdFJjBDSZrfGxtZrb7xIYfIQKololDu2CcaQRCEDYwetugSCkYM7m9i24mYWTGCbwwoTM4wfuZ9M/zCXXvzunvsOTt31nhOuPXww8K5+qwkh/gXwvwOnsUTpTYTh3/vj9PDzCSEE+aHdg+Kdgtr6IrMv/3DHF3cctbj0s29z/Je+sIMsnp62f9YePMH/+j86LK2s47s1Hph5hYHsElIohvqWyARWsmNYLRBTYGaywcD4l7qLFC9Ik8oXOnISHQiBn+snjkogBcZxaE+NEw8N0B7qp3z5NQDmwmXuyx1GCDhxZJUXX5+kWVknNzjOwPhBcoPj1NYXCBs1Pv7Lmn3Hphk9dA/ZgRG+9CV4+mm7rjp71nrNFwqCVksSRwmJ2pDXtX9E9+8NbBVJNN2fJBrHiW0h14lI+zUmBy+wVDrMam0SIQXNtsfKep4H797HwnoRX65YCURtZYeFAG2g3fF41cZBCkXar1GsT1BqjFDILCOlwiBI+Q1SXg0p8xw8Ps3EPnj+echmbdPXD38Iix3e9NIlGBsYJO20efalKeJE8tCp7aRqrjDWvT/T93yMcz/9u21k/AYm7npwTyKhhx566OHdgnTcbc0/bwXGWJWm69ft/9NpOHnSErFJAp/5jM3T3ilWrrzBwrmdXdeteokLz36Tux//3W4xciuEEDjDv8oP/3yORmMJVIupwbO0I5+UC8P5eTw3xBhBGKepRxP09TvsO/JlwJJ2juOSyhWArf1+DsoZRpom4GJkiqTvCT76Tx8iSOc4+/Tf7jiXu48u8/LpIa5dWmRg3zAjUyfpH52mtr4ASZ0nPp0wdfwoozOnCLJ9fPnL8JOf2Nz/Rz/amCAWtJoCIQxK/f/sveePpdd95/k55zzp5rqVulJ3dXd1YDebWQymSEmUZNmWJcNjeXZtwwPPiwUGxowNz6t9tcBg/wBj1sBggYUXY49HNrCedZBXsiIVSIo5dGDn6q6urnyrbg5PPGdfPLequtiBlEkl+36IBlhPvk9d1DnnF75f1R8ft33Wbx1H7xZwNUhilEoT144VkveqjBcXubF5kmZvFISh0XLJ5zO45eOsVjs4qo0xo325Qw3CECeKKEnlg7cLmjJ2i9X6HNX2PoqZzbR4SSUM5TaRmyFS5Th2aorxfWlsaGpqdxxt9kVLslnJeKFEownffnGOX3z2Kgdn9nZwFUengfS7O/vQJ7j25rf3JOPT373kwIPP/niCNgMGDBhwC5bjMTRx8AMde//4/ZxeP33HxGulW+H4yJ2LpRKT8Nrya3zh2Bdu23egdIDff/z3eW35tZ3rzpXneGL6CcqZdC2xeO4ltpYu75xzsbvIC42zGKNxaucpTB3ifOU8eSfPybGTeJZHN+oihGSsOIkVRAQ6AWPIaYuAhFBqMrECA/sij5qMkMZg9WUI/dgn72UYsouUtE077HAlXMI1CkQqOdmMQyKZBomPPvV5Zk4+Ra+5xeLZF+/4HrROWLn0BkcPneTSscfoTR6mXV0jiUO2/FVcIUksie5t4ai984Jar0aMJtYhFTfmUOkgGo1duUaURCjLpmhsPuYPY4DJyEUZwf4oy7tei4rycYzANpKCNmQinwetAlf9FXpaEOedPcVYwrJoFz3seoDIKrzCEK1GhVpYJyTBV+CbLjmV534MwkCnXmHf3EO4+SHqq9f7HVAeQadBrjzG+MH737coN1sa3ZHjvxuF/jjq5UpMHf8Yy5dev+0Yy3Y58MAz97zXgAEDfgp0OvAXf5EuEo73x4x/+Ie0i/N3fzf1XP2nct99UCzuTszfy4EDP1LSFUi7Z29NuN7K4iJcuIB76hRu9sfsRflBrLuSO1sAGGO4+uo/0m1XGbm2hru+ubtzo0pjfpFybKXVsu95/5kg4dBawOX9krDXIYmiVB2jL5FvjN6xFQv9Lk7QQVo2+XJ6HcvN4OVKqR/5LZ/BcrPklE3od/oeuVmOfeI32H//06xdfZtmJeROxKHP+vwZ9rcl9zvTdE7ZdOsVtE6wbJeMyZG5VEF+6pZE73C/+Ob117GcVEbX8bJMRDF6pUkEbHuWN4surZyNthQmSRBGgUwlh4WyU8uGJKHbqsHSFXSSEHQaWF52j/yvEIJMYRi/1KC9tYpyPNxsgV6ztutFbm8rVqXx5bDXIfK7zJx4ksqNi7Rr68i+9Z7fruF4OfY/8HFyQ2P3/BoURqbuuf/WY4YmDzE8NUd1Zf62Y7bH2AED4CNMugoh/ldS/9V3gF80xmy+zyk/1usMGPDTZH3+9F0rZbRO2Lh29q7SBi+9nCEz8gD59nmOTr5CRq3S8XOU8xtYMiLRFkrGeE6PoUzM7OFxthYvsu/wA2QKZYZnjtKurdNtbN6mSW8sC6MUSdajM5F2FfvNrV3d/FuqZB86ucb6Zp6l1SJ+u75TxV2ePMwnPgGf/vRDe67tOPDcc/DUU3D9Oiwvpyod9Ro0G7LvSbcdHNapLw4JeufPULrP9Dto0hkJuFYb1w5wrC6u7ZNzmzx++Fs0em9zc+s+3rr+GYyRNFoZvv/6cVy1n7mR72LLgMhYSJEQJw5+lMWgCOMcUnSRMq0ws1QACNpBGSESlNCMFFeYHlvlSuNZCiULpdKOnMVF2NiAtZUIqRtAQuTnuLE6xlS5SjHnc/r8BKeObeA6u5O3fXO77ypTHObEs7/B2vxpaivz/U6zccYPnaI8dfhuX6kBAwYM+Jmg273z2nTbn/PFFz980tUYw9rVd+66P/Q7bC1dvmvnxw9fH8Zki3QiQ8k7T9sfYqs1xnT5EpaKsVSCY4XkvC554aGys7z+refZf+R3kcqiPHmYoNfGyzbwu7d+WIkWebTModUYh598jpFpWDr/ym3PUN2CixdDDoxe5t35g1y60ObK1SLHjuU59cgxvvAFmJ19dM85xSL86q+msY/l5bR4CWB9LfVD3evXuj2OavSOPP/OG0Skju0IYcg6bWwrxLW6OHbAePEGpw68zNzkaa6sfIwLK0+hjWR9s8AP3ngAJWa5f9/XECLpq21potgliDMIJO1gGEs1+vsMlgowiFSBQyQoFTFWXKFc0tR5kOERgRDw+uvp92d1FZoNH6nT4E6vU+R6a5qD421cJ+H1M9N7kq5Sqj3VyUMTBzn29BdZnz9Dc+MmBkNxbIaJuYfuaE0xYMCAAT9NpJD89qnf5oc3f8gbK29AKw0snho/hR/7eNbdu2RvNm7edd+QN8Tn5j7H5+Y+d9u+0O+wdXM34boVNXmhcWZnrRf22ogo4rHJx1htr9IO20wXppnIT6TytpaLzsREfoc4DnBQaMDVaYAVARksJmOPLU9jlCIOfZRX5ODwHDnVo9vaIurVcMxuEHfbq1s4DqFrc+KZXwdg9Q5FVrfSqq5y4pFP8n2nAAV2ilRX1zSh36DhN7ClzWZ3E2MMruVScAooqYh1jNGaetxBCMHw1Bxj3S1urF9CRQkjiUdbxmQTiWMk0ggUko/1hmjKGIPB0woHgWMUbrDGARHTdBXheof6kEcvuys12ck7lGSGqNMljHpU4xahNASWJLAElmWzWXbpJQEZ6RB0GnRq6wTtBpbjEfldgqiJQDD3sc/dVb2hXVunU9tAKouhfbOMzZ5k9erbdzzW8XIMTx/Z+Xny2KNkisOsXztLp7a+M/fZN/fgB7ZsGjBgwE+Qv/3bNOH6Xlot+Ku/SiVy/6kym0rBb/0W/Pf/nk7Ub2V4GL70pR/teu12GhC8F2fPwqkPJiX8oThwYFda50543l0T1q3NZTqNCkOvn03lhLe9PPv4rRpJS6Me+xiUblfIKDcC7v+Nf83yhTdSf8++z6jRMQKJEP3YpxB4+TJetsTyxdc48MAzlKcOc/PdH5Iv76O1tbehQ1o22dIITnEEJ5Pn6BOfAkiLdu5Bbekq+89tIIQgX963k+DdYX09lfW77z1FPn0/3O34ttvs4MUWnVgSCk2t5ODnXJRS+E5qF6cSTSwl6JjUK0an3ad+m2bQJeg0kLZDtjjM+rWAkZmje5S3hiYOEgc9OvUKOon7cwcP5bhYjofjZbEcL/WMBbqNTYQQJHGAZTtEQS9VmMgPceKTX7qjOqYxhubGTfxOY6eQrjS2n0blzvOuwsgUuXKqPCKE4NAjnyY/MsnmjQv47TqW4zEyc4x9cw/eU/1kwL8sPpKkqxDifwP+d+BN4HP3kgIWQtjAHBAZY+bfs+8DX2fAgJ80fqfB1uIlgl4Lx8sxsv/4XbsSm5Wl27bFScx6Z50gDlgLtth3/5Nk7MyeY5IEzp41VDc2WbypGLc3wCRYKiTv1jEI4kQhZEIu02K0HFMaewCDoXLjPAdOfZyx2ZPUVq4RRyGbNy4QdFK5YcvNoApFkoybThj67CZcIR/sp950KRUCLGX45U9e4drNMpXeMG4p9ez72Mdgdvbu7+nyZTh6NPWRX15KyGTThXnqN7cdME795/ozDd7rN7fduSOJUTJ9vijJIITg4Ni7TI9cphxuMJxfx4/yzFeeBKBa8/CsgBs8xNTQObrNPFqLtOsVhTYWsclhybRKKog8LBmijcIAflggTizixKbdyzKSX6HVOkCplHZ1TU8Z6isXsEMfYzRBaJNohWU7NP0ZhooLxHHMzZUSRw5WkVIxdd/jty2W3VyR2QefZfbBZ+/+IgcMGDDgZ5Dg7k0UQFqYUqulFjnvpVPbYGvpMnEU9L3K7rvNLw/Ab9cJe+173qdZWbot6ao1fOMb8Jd/qalv9aiszzCSeSyVxhUxtfYohUyNkzOvMFKopCoQqo3K5Ol2Aqor84zuP87UfY/T2lph8qDPpTM3kKaDEBJp2cTWHFqOIITgySf79+37+tUaHovLJbpdQWWtTSnfppTv8vRD51mPDtKOi3hemli91zh69Wpqm7S0ZFhZ0bhuGkcxie7LBkPq+qbRt0gG78oHpxLE259bCp129sZZLBUyWlzm4Ni7NHsjFL0a3ajMRmsOAaxVMhS9Dpd4humh02zUJ8GkChEgibWDETZKpovcIMpgKx9jJNoIekERbRSJtkB3yGcbdDpDDA2l84OJfTH15fM4YYQxhl7gYMwGtpujFe7Hcxep1TPUGh7lko9luxx85Lnb5lv58j7yH/vFe35HBgwYMOBnBSUVz84+y7Ozz/Ld730XgeDp40/z7sa7d5V5hdTbdZvtAGFt7TomSciVxxmZOXZH1YfW5sqeAuDz3YU9xbWQrm2LmWkOlA6Qd/L80VN/RKQjfnDjB7T9FmGvjdEaow0CweEoR4jGJpX2Uwj26wKYEOnkCXXIVGY8TXiOlVnrrJHLDOG3I+zYIJREWDZmbAzjOsQ6Zrm5zHRxemccBWjEHd7tLLAabiGEYNYd50R2Flso/s1D/4a/OvtX1PwaADk7R7VbJUxC/Njf8XzvxT2qvSpj2VGSKML1snjB7ns6NPsQOonZ2FxAG8hgYxtNLAwZLVECMIJyYiMROyMvQqB1gptoClFCGCmsxLBqS2I77dYJem1Go1FG9h/jwtLbVK2IWGqU42DZLt2sTSdnYzBEJkaHPrWVa0jLQSobty9vrSyb5QuvUhybQVm7Sd2w1+bam9/e8eyiUOC8AAAgAElEQVQDuCkVY7MnGZk5tkdOGsDNFjny+C/tuQakQe0P2q09YMCAnyKbm+ni4G7U66nU3MmT//R7TE3BH/wBvP02LCykC49jx1L5Ytt+39P34Pvvf8z7LSg/Kh5+OJXY6SeTjdb0WjWCblr4qT79GfJKcqd0dbOyhOz6ZBZX027WyYn0Xfd6qY2ZgLCUJ3OnRS8QdVpUzryMjgJ0ksri6iTaI04kEAgpkVLhZPNs3bzM9IknsWyXmZNPoeOIyO+iL12ktLKFE4MpFRn61S+x9B57oFvH0TuhNippQvxeXLp0W9JVT05g4gjby0FjExknCARZ5WEFXVayDlh2qoqkRCrIZEhlhQ1Awq0fOvV5jYmCHjqKcDJtdBIzefRRpEq7V+trC8RBj9EDx6mv3SAKfKQFXr6E7WYpju+nfYt8b69VTROwQqBsF2W7/XtJli+8xtEnf2XPZ+rUNrj21nd2vgcAynKYPPoIWiepKtUt5Mv7mHvPulNIyfjB+xl/H9niAf+y+dBJVyHE75EmShPgBeAPtye7t7BgjPmz/v9PAxeAG8DBD3GdAQN+YqzPn2Hp/Ct7FjBr86eZPPII0yeeoNqrcrNxEyUVR4bTKtJEJzSDfhdH1GO+No82aceM7lqcfvmP+fzRz/PI5CMAhGHqFfq3f91io+JiqX1YU6Pk3Squ1cOxuxgBQmhcp0PbCLKOQbppFY3fTr0dlGVTnppjff40UlnYmTxgyBVHmT35DM3GezyDwjHOfvthVi89zOt6gn/IJhyaqfOZj1/j/mMVjszW+JUnLEofULEkisBvVbGCNaaKXWrFESqZUYLQJoxsEg0gkDLGGIkg7oeOb+3gSZO0tooQwiBlgmv18OwOQZwl63QwxsZkJA8d/B4LW48ihMLoiCi2aPsFEjnG1PASxnQJogxKajJuhyDMoc3EzrgvZUKjM8Jq7TB+mOtv06zWD7N/orpHZcWJTiP9m3T9g2zWS0RR+ifUGFDrbezMKUq5FplRj/33G4anj2C7exPrAwYMGPDzzPvYhgG3KzkZY7hx+vts3ry0Z/valbc5+PCn9nRffBi+9S144QXNjWsdmk1BL8gz5Fik3ZipukGrV+b0jU/y7H3/gOsm2J6LVhauk1YsA7jZAvnhCTz7PCNjHksrJeLYpqOPIMd+lWl1jnI5LUQCWKtP8sf/V4mrC8NoA1EQYIk2w4UqJw7OMzysyU6UyfaH35deSv1v70YQGHqNdbykwuxwwEp+ik6rQBA5BIG1U8CkZJwmN2/xZ03ZTr7GKBkjhEbJGNfu4lgBxkg8p4Mf5RgtLnNq5gd88+wcEg0ixo9cekEeYZeZGb1OEkOc2CiZkMu02WpNkOgsSiZImaA1bLWmWG/uJ+rL+Bskm+397J+s4vtp10wYgud/DxFBoz1FrVkgSba99wxrlZgHH3uQnNdgaFpycC5LeWrutkDxgAEDBryXWq/GcmsZS1ocLh++TWb2x0GlU2G5tYyjHI4MH/nA9xT99Y6jHA6XDzNfu12ebpsTYycASKKQK6/9446PLMDW8hVWLr/JkSd++faOlfewGTXuub8dtmmHbZ458Aytbp1L115jKxYoJw++ppTYWEZwOMhwzen0P4jAlhbTVp7rUR2BIPQ7XK1eRQnJhJNH+prFTICTpInnTk7gl3rsD9sIIfjr83/Nb5/6bXJD47Rr6ywFFb5ZfZ1uEuDrACUUlaDGpXCV4/H/zL7CBH/w5B9wafMSK60VHp14lD99+08RQtCLe2ijiZKIXtwjjkO63QbfbbXIqwzSO8Hl9gJFp8Cx7H7mDj1K0KqzoFcAGyvRdE2Ep2VfcEmgdn5bu789jEFJhRMnxNqQ6UUUmgG1kSxx6HPAdznojpEbGuNKaBFqi0IrQfkhRkhUrHDDBCMFsU4Im1vYbhapfCwng+yPeV5+CL/ToLp0hbGDaTLFaM2VV75Gr13b81RaJ6xfP8vUsce4/7n/idrqdXQckR0aY2jf7G3egAMGDPg5YmXl/Y9ZXv5wSVdIPWOefjr992EoldIO0nslXz+MHPKPguel8st/9VfEWxW2lq6Q9GXYu4dmqHsdMt//fzn61Of3dFpuY1friO2FrePA+Hi6GDYGqlXwRdpt/B5P2LDXYWv5MrXWFF5phHZ9A3QCJu0YFf0mGKEUtpsjP5y+jySJiPwOKj/E0L5ZbujvM/bWRTILyxitUbZN3rXY984CS0/sS2WS+uSGxmlV93bF3kq2MAK09m40Jk3qd7tpcv2WhGvQbbFy6Q1qy5cZW7mEFUSprLGTjlFSKkwuR5D3QAqUZSNkAkajpbh70ECIvn2NIAq6WI5Lt16h29wkX95Hu7pGr1nF8XLkhyfIFEdYPv8qvdYW3XqFwuh0WpxdMAgp0TrGb9cxWiOkxHaz/a5i8ApDNDYW6dQ2drpUw16bK69+7TY5/iQOWbrwKkce/yWm73ucZmUJY1I1pZ91e8MBP7t8FJ2u2y1cCvijuxzzfeDPfkLXGfBzTDfqcmb9DHW/Tt7J89C+hyi4P2ad//ehWVni5vmX77jv5qXX+e76q8xT3UnIKqHIV9eg0UCbBD/22ehsUHCKDHlDCAFJIUekI75y6SsMZ4YZc2b58z+HN9/wWV83JFriB4rFzaPMlK9QyG2QaIVUCUJp0hilRctPOLd+lsf2P7EjYdDaXGH+ta+jk5hMaQQ3U8DNFQm7Lcz5C1hjD+IT0dpaRSeHePHLn2btcpEMFqFIaHYU714eZ7OW5YufucSzH+9S/BG8/5zoPLXVXVkSYxSlXIcmHlqD1mkVVDrhMH1PA0iDxNtlUakkokEylNvAtfy9/q9C4NpdemGe4dwaGbtGLxwhNhKMSn36ui6njpxnNH8NQVpR1uiO40dZbGuIRFtYKmKrvY/Fygm0kek9jaDaniCKs9QaIetrIQcPOhw+FGNVzyBkibXN4b5cMkQxpEVlknOnA6b2l3n93TIPPgX73A/82gYMGDDg5wLXTZNnd2NoaNcCZpv1a2duS7hCGiS8/vZ3yRSGyRR3T/LyQ7iZAkGvdds52xTHZvb83O2m8rVXL7WIAoMfeBgjiBIPSwVorTB9lYUoybDaOMqhiasYbIzWTEzKnXF0bf40SxdeRUjJgcMFDp8cZmljknrVx+H/puDNoUOLysJ51lrH+eP/cpCrNzbROqHdhm7Xw+ARxQpjBNNBRLea59SptLD73Lk0MX23GKhov0Gzko4x2ggsC3LZHrqVEMkciVaA6Y+d2/1Goj8LSWWFAaRIx9Lh/CpK6p1xVGDSxKvdJYxdpkeu9Mdng0YSxwo/zBCGcP/sOcqZRQwGoxW17jijhSWU/DjaSJSMWavNsdaYxRjZH98Fm81pgiRHp9tlfh5mZmB6XwMrvEYQHmezliZiDWmxlk4EUag5fVozPTPCC2+PcPhBGNizDhgw4F74sc/fX/x7Lm5e3FmLucrlmQPP8Ozsj0dRph22+ZsLf8O12rWdba5yeXb2WZ458KP5YX7y4CdZqC+QmNt1+0tuiccmHwPgxtkX9iRct4lDn6uvfZ0HPvM7ewpUCqNTO75xAI64vXjFy+3KIQoEjnJ4ev/TnD3/PSoiy3Ami3YSap1rGJNwIsxzKM6Skx6X3BaxMGgpMHHEqewMk1aJTmkEmcvjNLvcbF0hg0UuW8ByPLaSFgvdFfTiIvrI5wHBpeUz/GnY4Tfnvkhy3fCN6utc6S1Rj9s7nbmutDlePMXfXPxbfv/x30cKyYmxE5wYO0EzaPLVK1+lGTQpe2XWO+u0whZxHCKRKGGzEdXpJD7P63Mc0gUy+TJXe8tMOMMI2UTlCow6uTSA3u2l4x1gc1sDAJDOXZRlY0lF0TgEAka7gtLkPiZDGLEU2dJomugMA8qxRUxAqEDGEV5g4QUxZtygtSYOffp6/QS9NraTIVMcJtv3n6uvLewkXetrC7clXG9l4/o5Jo48zOTRR+56zIABA37O+CCdps6Pv9DoA2Pb8Oij8MMf3nm/lKl83k+KqSnMH/4hC//t/0A7XYyl6M1OEQ+lCcteu8a1N7/NfX25+22KYzNULZXK67baEEepFHO+AI6NKBRxQ/+OC7pmZQl/bBidzVAcmaS5toBstIjCmEQYpBIYxwHbxnJcdD8hK/qdmgAXX/x7xFtvU1pvIPMlLCcDGIJui8UzLxAfmUPriHZ1jfzwBOOHH7g96ap1P/kpGLNLcPp0umjOZFJpwvX1vQt724bZWcKHH+DSS39P6HdAwNannmDke6+iQod22MK1LVQUQz6PGS7iWTaW7dH2NwmtdG6wp6X3FlIFjQQhFSaOSPpera3NFTKFYbr1CsBOkjTtRjUgJEJJQr+DaCrMkI8Qks7WGjqO02cFwm4LJ1MgWxohk0+7kGtr13euV1k4f0//87Wr73DfM78+sKwZ8JHwoUMZxpj/BPynH+H4Bbh9BvujXmfAPz/OrJ/hK5e+Qqx3ZRGev/48nz38WZ7e/yGrrT4EG9fP3XmHgbMbZ9nY6LC4L5VIyjt5qr0qje4yj/bylL0SzaCJNppGUMegKWdHCUfK/UsYXl56mcz8LOvrcO1yEyU0jU6eOFZc8x+gF+Tw3DqO1WG8tIRU3b7vqaTpZ+htzLPijuEeP8XLV7/H8vN/h93s7NTldlhPpXBNzA1TY2b4PhzLZqZj8eaL99Fb24/lhrT9NibpAeBJm6SS5/Wzh/nX/8s0d+g6vyNx6BPXXmZibI61SlopZlsaxzXIbpx6zAkHkXqqI7VBmz1iE4AEBKYvR9ELC7iWj8BgqYicm1ZqK5lgECgZofAJAgHCxkgwSZOye52cu0nbL5F3txDCoFSEQ4itQvwow0r1MLXuvp1AdKIVze4IrWAY0ISxQxzFjBWWOVh+m6Xlt6hVHsMSLSLtEWubJO4HsSWYJMSYHJaVWmv8h/+wp/hswIABA37uyWbvrUz01FM7sUMgLa6pXH/3rscbo1N5/Ad2A9VCCPYdeYjFsy/e8RzHyzEyc2zPtqtX0zXk6bdjOl0LP0grXNfqBxkr3sSxen1P9AglEirNKQ5PzdMNHMaK13HUJMPTR2hurnD6639OsEfeeI2cPkMur1K/mCgtRJp/50W+/P8p1taOkikOs7W2RZL0q6ENNNolLMuit3mQOIFKJV2XCwH/+T+n7+oXfmHv+2pX1xjLvEPGe4Ceb6Vjl6URRgMJUiQk/a5WIbYTqKIfIt6V8Ie0exRj6IVF8l4dgcG1u3hOB2MEUsSAwLO6GANRLAGJJMYkDfblz2OrLp2gRNatI2SCkgkZu4tj+XSDAuuNA2y2ZtKEK2lHbL0zhh/nEGj8IINJAuYm5umsvkK9fp5OcxJhOhgc4thCJ/0ksYTQD8nnHZpN+PKX03F00KAzYMCAO2GM4ctnvszN5l7/rSAJ+M717yCF5OMHPv6R3lMbzV+c/gvWO+t7tgdJwLevfRtb2jw58+QHvt6B0gF+54Hf4R+v/iOb3c2d7YeGDvFrx3+NjJ0h9DvUVq7d9Rpx6FNdvsrY7ImdbakVzjE2Fy8CMJeZYjmo7O7PFPZ09cwNz5GxMxhjeKDm4AXjXPVXCKVh0ptlui3I24oo6XA4ynNQF9mwQ+oyREuHkp/HHZmgN3mEdm2DlaUzZHTCuqkzI4fodmqcT1boEhGTEOkYJRS9jWU2Y/iG+z1OHTjAuavX6SZ7u6O0Y3M9XCdXeZebjZvsL+0WA6+31xnyhhjLjtENu3SiDlESIUwqtd8lwNOacWuIwER0MzZFL4flZXmtucCprMeBlsA0OyRxgt2X5geDhtslJ41GxyGJjtOkahKRxaHgK8pVRbexRZLJE3RbbC5eZGYjoGXAWDZJHO3a+gAi0RgpsJzMji8dGJIwwBjN5sJ53HwJx8vTbWxSXb7K4rs/pL56HalslGXjFcp4+aGdtXocBbRr6xRHp+/5vRswYMDPEXNz7985ev/PmMTpc8+lHrTX3jN2SQlf/CKMjf1EH6dVX6c+XoDx29+TiBO6azf3dEMCFEansS2HZH0dFUW7JzSbUCyRnTuOdLq3fZYo6NFsVbg+d4je1dPYRjK+1ibpdYmEoe0YMAHCj4jzOYxn6NQrJHHEoYc/he1muPLK17hx5vvMnrtA5Kcx2qDT2GlagbQAiHabSy99hQMPPsvY7Ammjn+M1UtvohpN8u9eIbO4iogTygFkxqchl0t9gDodOHMmTb6OjqaLStdNK6e/8Q0qyxcJ3d1kbFwusfHFz+DdWMapVPEf9cjcXMPJeOSjdTpJl16riiIhLrmpl+tOcfB7MJokCpDKRkhJEgUkcUizsoSOI3qtGtniCJ2+b3m3sYlyPCzbJY4CdJw+lzEGHQe4+TJBp75nHI3DAIRg7doZMoUy5akjNCtL1NcWmH/jW/RaNZRlo2yHTHEEN7vb6NWurROH/sCXdcBHwqB+fMDPBMvNZf7u4t+hzV5NQm0035z/JiOZEY6PHv+pPFunXrnj9ppf40Z9gUbQZL5fWRbrmNXWKiWvxBtuwDMmRy/yMcZgtGYzqCOPHkdldlsgr6wvIs9Bo1rn+rWEWjOXdsdoSdsv0eiOYNC8df2zPHvyrxnJ1xFSERmHLhYZXeEbay8wNJ9Qulmht7qYeuy445StAjqOWKvf5JKqs5YzjOoQpQ1vb1Q5eylDrVnHdjPYbhadxBidEAFNGeOr+5i/oRi9R5FP0GmSxCFOtpBKGSUxn/74Nb723WPUGx6eF1FrDNMNLLSROHaC1hJBQiJUP2C8LYu460cnMAiR+sUl2mI4v0Y5v4ZnpxVM2khAo4Tm/v0/RApDJyiyWj9EozPBscnXyNlb9EyBlj+KZ7cRQvVliwOMEVxee4yuX0AbiUEQxS6WirBkgpCCQraFm6yyeGmL7pVX0X6FtY0Mo/nLrNUPQ+IgRAZjFJYC20nI51OFkTCE55+HX//1u7y4AQMGDPg5RMp0PZbP702+SpkmEZ96au/xUdC9Z8cqpL4q72X84P3Eoc/albfROkk9bYIemeIwR578/G0ednEMr7zYpFYHIWKUTEi0ohsU2GpPMpJfJYiyFLNVpBIIYaPsDDOjmuGhOnEw1Jft++p7Eq7pZ/DbddxsESeTx/Q7khaWhlhdjgl7XWwvj6/HMbKHkSFRJEgSj6Q9TR6RSut6MDGRvr9mE775TajXDc89W8foBC8/RHX5Kpal+aVPXuHr3zuKH1gksabVzRJEdlqwJA2CBCF02uFqYDc0vBsiFiL1gO2FOYrZLYZyGwzlNsg4HYQwaKMQIsEYi0+e+B9YMqLeHWWldpgo8Zjb9zau7dPxh2j5I2TsNgiJpQIsFeJYPuduPk0QZtFGorUk1ja2SlBSY1kJWa9N1qzwzis38Lrv0GondDsBo/l5NhoHEMYGkQEkyoJMJsbzUsukahXeeusnWww/YMCAnx+u1a7dlnC9lZduvsSTM0/u8UX9sFyoXLgt4XorLy6+yOPTjyPFB68WmRue498//u9Zbi3TCTuMZkcZyY7s7O81tvb4s96JTn1jT9IV4MCpj2O0prp0hSOZac42r1AJani5EsPTczvH2dLmuYPPYYzh+lvPU12+yggWI/IAAFolhHYTmXWIwx5CSzJenoNSsUidQCoSnbCherh+h9rKPJFOqJkuNd2lbQJqukXN+NhCIZFpF6uAC71FjlU1br5Et9hFlEq4gUMchUQkSNtBOVkAFuoLbHY39yRdr9eu89ryq0RRyFZ3kyRJkH0FJVtaJEaTGE1b98hIl/neMqtRFXdohKXWAr3IZZJZZBJjhCC2JK5OkEbcKVSMoa/LpBOE1sQSAh2SETm6jeqOV6DWCVJZlHyDjiO6GYfIUX3PPbETNHaMxI9DMCad6yQRynJIohBtNH67zo2zL9DaWkHrmLUr7/S7eQSZQpleq4abLVCenkNu+9t9EB+IAQMG/PzgOPCJT6QLhzvx8MNp4uwnidawugpJki5u3ttpa9uprO/ly2lyz/dTSeHHHvvJPyt3XmtatSaFc5fxltcRWqPPLMMvfTGtiJUSceMGR643WZndj7qaJo/TwhlDttWlmNjwhS+k3revvgpbW2ghWLZ6XD41RegKSGKG3r2Bt96mUrKQSuDHAbElUw9vP0KNZhBCEvkdhFJsXD/H8qXXMdrgtHs7zxsFPYzWfflcmf6tTxIMhsWzL1Lad4CpY48xLHME/+VP0F0fVd5Htt7FWl+G+uU0Qew4cPNm6k2bJJDJYEaGiY8fRSQRSkqS7z0Pv7RXucNYit7cAXpzB0jK+5h44DnW/5//Su7tl2gaTceTdPNDyCRC9Fq35FzvPCZpHacCTZD6pccxvWYVv10n8rsURiZI4hi/U0cqi0xxBBX0oD8fMjpt0omCbqoYISW6X9xk2Q5x0MPJ5OnUK1x88e/YnDlKt7nF+rUzJHHqsZspjtBtbJEdGqU0fuADNxsNGPBBGSRdB/xM8PLSy7clXG/lhzd/+FNLusq7aNtd3rpEI2iQ3PKHudqrUvNrVLoVFqXDRXuNAiEjJoO0bZqOYXb1DAf18R1d+LDr0atqXn6xQ61VIkkkUhi0SLtWNpoz9GKP4eIKZ1ee4rHS8xgt6CY5smM3OWvXiPM5HlxbQQUaIQRxEnPdX8XyJHGrQSWoUxKaioowRpPEEbW1NivdGjoaw3K8VMrCsoFUvkQDm+3Wjhfbe2ltrbJ84VXatfWd9ySFwiQJ+Sx86ZfPM79Y5s/++kFcxyeMsthWQqIlyIAwUuwGh7c7dPpdO6Reqxm7jZQxE0PXGMptYoxk/+hlpNB0I49StkqjM0rG7iCEJus2mBhaoNGb2PXDcVrEgUM3HGOleYp9+fMIYfDsLkcmznB55WFavTJSJDhW0A9ox2S8EMcO6bZDqstXUUWH4UzE0Yk3cO0eyf4fsFY/yPXKg3SiKYr5AONMcfPmbhHizZtpAvaLX0wlNwcMGDDgnwOOA//xP8L587CxkSYTT51KLXzei1RWX/r27kHAu42zU8ceY3j6CBdf/HsatQ0s10MnMfOvf4PpE08wPLUbNO61W2xVuiQ6QxiqfmFOWsLT8UsYJKV8E2U7DA1FnDi4xdwRC9uFXHmWTGmEa299Bx1H3CqIZHSC36qRRCG9pIpOYuw4wmjD8nyFKDhE2OtguXm0liBzSCdH2Fct0jpNTjtOmhgWAg6kcWys6ArvfvdNCu0GmQzYToYo9MHA+EiX3/q1s7x9boLX3x7GViGxlS6wE21hyYhYWzsdprtsv22NJSM8p4OjAqaHr+DZXYyRzIxc6sss25QyW6zU5sh5dYQwTHt1ZkausNWeweAAPXJunaY/Tr13gErnCPuH3kAKTdZtsW9okdXqIbpBASUTHBkiBFgKCtkOSsZUN7tsOtcYymbI2KucmHoVS4WEcYbl6hEWNh8kZphivkeohrl0Kf1eAfzJn8C/+lfw+c+nBdgDBgwYsM2lrdtl62+lG3VZbCxyuHz4I7vn5a3L99zfClustFaYKc7c87j3IoS46zl3GyPf7xipLA498hzD00e48spX+Yx9nLfkMjeiLbaWrlAa38+RiZN8bu5zTBenqS5fpbpyFctx0y6RnesonFwRjMbNlTDGYLsZlOUQhm0CR9LKO4QipLd2g+Vwi8vJInXTQyAoGoeK7qKFJtGGonBRCNCaXq/F9WSJcmOCFiFSKhJLUYt6RDqCoANBDc/yGMmMECS7z1XtVvnW6b8hqG/RCFs0wxqB9ncS1FprEmNwpMVaUAWR6kAN2XnGwwwmDFgyPi9lt3g8yuPEoJUkkakcYyxBabkb4IW+2tT2qtWgNKChSQdRNyhlkUQh7a1VskNjeNKhoDIY30fnbLxcCdvL0qwsYxlQ/clGHAXoJEYqC53EREEXHUfoJEbZHrXV6ztyjHHoo5OYsNfCzRYJe22U7TI0MYuyHHLv4+87YMCAn0OefhosC154YXeb56WViZ/+9EdzjziGCxeg0Ujl2k6cuLO08RtvwA9+kFaQQjpB334OpXaPkzL1CL3FJ/SnhbT2fg57q87Id15Gxrsqi6rVhm99K00m/+ZvwquvYkuL2blHaRoX/9J58AMcI5GyR31rmdyv/SpOsQxPPAFRxMrlN9i48hbR/BkwBhknFNeqyAQm6jHtrAVSEkoLjIWjJaYdwNQQhZEpWpUVuvXNtJtVCLSlUHFCEkepF62BiC5CpkU8Rhi2lq6QL+9ja/ESk8cexXvhZbzSOGyvy6/0rfLabbhxI02SAxiDCQLCoEt1ZBJTWYAKWG4W0a4j/QDt3XnxFYc+oWuxPJVHT3wWp1XDv/QGqtFkqB1QExotQSsrTa7eqRiovy2JAhCSWPppYZeQxGGP1tYqTt8GQScxQadBpjDM0MQsQio2jcaYhCjoghAkoY/WGqkskjgi9NtkzAhRv1Bpa+kKcRSk42iQFkeF3RZeYYgo6OJ4ObKlUXKlsUGX64CPjEHSdcDPBIuNxffdv222/ZOmPHmItfnTe7YZY9jopB2wjWwa8OxFPWq9GkEckJgEbTTKQEME3JBNhkSOEUokSURrcxmMoTA6xcmpQ/zXd7pEodiRigCDkTECjdaSVuQRtKeok6c95SCJKZQriOlXWQyblKKYxbXLuNYYju2kC7Q4obq1hIxiHG0w2jDbBEsLEgXaraKtOkESkNMJ4g6L9YA6+/bdni1sV9e48spXU0mLPjqJ6bQqdGrrjOw/jlLpgrRcbLF/Imb+5hRRrBBKEkdpF6sUhiRJ5YRv7XKVApRMJ0DaKKLERRtFMbvJeHGBhY2TaAN5r8lKLbWDtmSEkJqM02Hf0OsEcQEvk3rF5WWXjc4RZkYXKTkrCPEgAsMnT/4tm81p4sQhil3oyx47do9iLki7gEyXnL2Kp9axlU8hUyWMPZSMmBi6xljxJhdWP8lG4zA3qyXyeSiX0zmxEDA/D3/2Z/Dv/jNcbUUAACAASURBVF2q3qF1WvD37rupt9/kJBw9miYrCj9d++IBAwYM+MAoBQ888P7HWbZLYWyaZmXprseUp+4cEDdac/2t54nD3h65p6Db5Pqb30EISXkyHQMunlnBtvNEsYPWBik0SV9FQRtFEOVoBpNMz3iMzcAnPlsjny3s8cCrrV7HyeRwsgWCbovI7xB0mkR+Ny1Y8tNu23J/3ZixGziiQuSXEWIcKQVap+8ml0vljrfVqMIwlWaenU3/3tvRBTz/BwBsrMPsQYjCHq3NFXQcUZqYxbHTTtV9I1XarYSwNkZi1E6iVQAIs5Ng3vZGF2iEAKXScTTSDsak72GqfA3X6jK//iCu3cVWEZXmDBiDpUKk1OTcJhPlm3TjMUq5Blob8rLHWucEh8YvkFOb/S5bePa+r/LN079NlDgYrXbG0azbIZsJSGKJLeq4so6nNii4Vdq9ItpIbNXjwOh59g0tcm75M6xXD1FpeoyMpIVKQqTr8dOn0/jP7/1eui2K4OxZuHIlHVNnZ1PltUIhfccDBgz4l0Gib/dB/acc86NwryLhH+WYH4X88ASOl9vxK7sTtxYh3Urkd7lx+vsgBMMjM3yWGXwd0oq75KIcj8/9+o6n+rYUcW5onMbG3g5iKRWRH5AbGmN4ag6vUCaJIy7VbZbD3c7fq7WrXAyW2TJtwGAhqOo4TVYacEy/S7SfttQ6oe7X2aws8uCBX+Gt1bfY6GzcVqjlxz6b3U3GsqmMY5RE/I8f/J9sVRaZsoZZ97cITJQGkfvnRn1VCl+HSMDCxpM2kUmotDeQ2qCEpC0irhZjZjs2IjU4xxIaZVJvvST02ZYb3k24svMzgBMbQt3D0jZGSohjZKeBEJK8yuJKh5xycMqT9CrLDEVZLCNAGIRUaddSbNA6Rik7DaYbnRZGS0WvVUUqm8hv7yRjIVWc0klEdTmiMDrN5JFH9sxrBgwY8M+IJ55Ik5vf+U46Qf7Slz46L9eLF+ErX0kXL9tkMmn3wMmTu9teeQW+/vW95wYBvPRS2m3wG7/x0TzPR0x58hBL7768Mz4U3zm/J+EqhMTL9+Oe586lHbnLywCEvTYdHWAOH0T1egTaoDMexoKlV7/GiU/9JpbtYiyLzaXLaVdmYZhucwvLD5F96xlbQ6nRo6xscrKMSBQJhigpUeuP4VHQJeg08PJDNDdu0pgoU5hfJIkjdJIAhsSP0kIrIUgsi6jaJOw0KYxMMTl2KE2sbmNM+vvxfdjsWxi022BZGNclDnqYzQqiM4XJejvP4HfqhL021l2SrtvPtx0PzmRL3LcWweIWkQBK0LMMRiT4GYeI+I7X2X1OTRR0EVKilJ0mRqMg7Wztk4QByrKx3Syrl9/EzH4iVYlIIizbIwkD0BpDglAqLaSWEtvNIISgXV3FcjPEQY8kDnfk/v12gzgM2Fq6TLY0ysSRh+/9rAMG/AgMkq4DfiZQQt17v1QfOuG61d3i7bW3afttlFQ0/AYl7w5tOe9h/PADbC1dSSto+vTiHkooEinYLKTPXg/qGAxJf4GndYJA4wiLrvHpaB9XO+RUBoB2bY2h0WmOeL+AZaWDkOskBJEi2g4QSI1AIVVMLCJUxgdhKE6sMnL/93iltwQYtMzQ0wE1v4ZEUtKSfC8mBBSpp1v6T6RONQbsTJPM5LuEm3PEURHntqSrYeJQg2PH3rPVGOZf/ybt2jrSsnGzxZ3fjZcfolm5SbdeQScxF84Irl2bo1LLEYYCIxRSKZQkHYyNQcmk7+eWSgpLqVEiJuc2iLWDMKBEwr7SAom2+Obpf0vHL/HI4e8ghWG8uAQs4UdZlIrQxsEYQcZq4qgQS0raoUesLSK/xaY/xf7ERgrNaPEmTx79OmduPMX19QeJtIMlE5SSJMZGGJ9SdoO8u0E5u4ytfMq5dTZb0xgj0CL1lJ0oXubthV8kSSS9XuoteOzYrnJKvQ5vvpnOk//yL2FhId2+tgaLi+kc6OTJ1Irj2WfTjrEBAwYM+OfC1LHHaG+t7inU2cbLlW7zZ92mvrZAp367HBSk3SYrF1/fSbo26yHGQCEXUW/aSJmkMoBa9j1TDZ6rmZnR/OInrlEqaraVHbbZDlQWRqfozp/F76Qe4giRLnSN6cv5aozRTI6uU8h2KBeqhMEk+Xxup+jbttPCb6XSxKAQqaLTwgLoJOThsW8gdAcjPOJ411cvWxpl4/o53MIQQbvB2XfKLK/YNDsZtBZonS6yhUiDBoI0wayNIvV8NQihsWVI1mkRxl6aTBWGmZFLNDqjfOP0v0VrxaOHn0frgOnhqxgjCSIPJWM0FsaAozp4TkisLbp+GWWadDqGDvuZSWyESDg2+Rqrtf1cXH6MldocWtsolQYDEh1jqw7l/DrFzAqlzBqWDChlKzR7I6kXbSJxrTZD3jJnbjwLpAnWGzfg4MHdcXRhIbWFGhmB//bfUulhY9IxtB8T4cEH00KA557b7SYeMGDAP19mh2Z5c/XNu+63pMV08aP1tjw4dJCzG2fvut+zPCbzkx/pPYWUTB3/GAunv3/H/aXxA+SH7+wFs3H93G3JWk86eP1A/erVtzn86GeANLAM6TjUrq7RbW4hROo5KpWFMZpsaRSvUAbSMfOR0nEWNzdJTEKiEy75y3RNgBACYwzSCAIRE6MxxmAhkVL3O0Z31/YyDHmodIyvSRttNGESkpg0OesoByUV5UyZq9WrnF0/yxs3fsgLZ79KU/coO0Wy0kUgkEKSmN3rm/5/CYCJULj9jieDMZq8zGAwrMkOh80QTqixNEhjcLAQQiD6nz3UITaS1OBm20k9XcMqBEYndExMT6XdsFa7hyNsCm4ex8lwdN8Jgk6TRhfipK/zZAxht5laEQFCG4QlUY7L/8/emz1Jdt33nZ9z7p5r7VVd1fsC9IJ9IQmIMBdREimJkmJCcowUsmLCM6Id4dCD/wX7cebF9tvMqyWFZCvGWoaiKIoiQZAECDQbjd670Wvta+5513POPJysrGpsBChSpqD8RHRUZt7MezNvZdfvnt/y/ZbH50gH1yG6KMj6HdJ+56Fksb2uMuiiwA9LzD860uMfMeJjjZR706c/TsF1d5p1fX1Pqqjfh//236zU7H7iGP77f4d//a/h4EHb9fjtd8ShJLEX4xsbdtudO/CFL1jJ458h/KjC9NxxNi6/hhOnBGtbsC+/XJ6YfVgx4uLF4fntbK9aBQUpUOW97k7jOqRJl60H15k78SRaFVbmFruW7DU3iPM+RZHhOC5hN8FvtCmJALHRp6hXyabGyaJ9U5VCIKSD4/mU6lOszmzg3xN4xUBfQQ/Wf0KgAeW7w9GVnZW3KZo7Dxd5hLDfl/V9tggDSWHdtfFEuy7e5jbpEXu9JAA1O0uzs0nFc+g1NsjTPlI6hNUJyuMzTB85O7xmAKhevkm0E7PsQ9eHzAUj7Ho96mfoso+WYNQHFF+NxiiNMuCXQoxWtulZ5QgDbhBRHp9l7dYF4m6T0NjPrfJs4IU+KKkbjZABXhgRVSaIOzv2Yxc5adwli7sDW72BioUxNn7vaGaPP/G+zeAjRvw4jIquI34meHTqUV5devX9t0/+w6SFv3n3m3zn/ncwGB7N7b7+02v/iS+d/BLPLzz/ga/1wzKPvvhlHlx6hfaWzewJBEF9gpXxmAwrB5QWKWrQuWuwnbMCgRCCSAbkRqGMwkGymTeJnJCfG3sS3Z3i+LEdttY0nhODC05hpQPtzApEkxv4B97GmXyb0y99j7CacDm+hyskVadkO3eqPrRAo+2Uj7RSv1I6mMJgBGjP/pd3NAR4jD3yTfLmEcTqBMaUHipsTx/d5Hd+117X7dJtrHP79b/h/qVXho85nkd95ghhpY4Qgtr0IdbfvkhuSpy/8iKtThmjUwQ5ReGTZAJHOEihyJWHwBZeBytPpFA4UhEFNoj7bsJYZZ23155mqzPPeuswC+O3mKyus+u2I4QmDHpIodloHyQrQqqlVYyIKFcUWbPLeHCLTlzDGGknW1XAzZVnmKk9oNX7NVw3QxcCrR36sU+a+Txx7DJHpm8xVV3Ec+wFVCnoUs0btONJBIa0CHBkhiDH8zyktNeejYa1rdjl6lWbSN4tuD54YK9J92+vVu11bb9vC7QjRowY8XGgMjHHyU9+iaUr36ff3gZsR3F99jCHH/80CIHR2k567KOxeue9djck7jaIOw2i6jiFDjEGJmsbeDIgThwCtwfGEOc1HC/gN760xBdeuITrKIwuvet4B049zca9Kzh+hbSokKRdHJnjuC5FliAdBy+yi21jNI40fOqxC+COs97ZwQvKJImdas1zO+06PW0bbEolG0/7rR0WOzc59Og2cxODBXA/Ik+PWblGz6c0NsPazQu0kwmu3j5InIb4XkySReQ6BATGSIQwKO0ghEbu80KXQuG6GaHfI/R7lIM2paDFhbufo9GbZad7gKeO/D21aGfwyW3DUynoYDCst47iSIUjt0EGVEqGJFun4mV0kyoCQ1aEFNpjrXmM8fIavWQMT2bkBpSSdHoOaSp44ez3ma4sMlFewZU5IKiVtsmKkH5aBQxpXiL0OoDE82x+oNm0RdX9ktVXr9qcwc7gbV+7tidDDLYxvVy28fV3fxeOHfvw39ERI0b80+Ps9Fm+efebNJPme25/au4pSt5Pdvz9idkn+Na9b9HJ3tur/Pn55/Gcn/yk4dRhK8+4cvM8Wdyln/VZ66+TjdUYqx+g1HjA/NihdzUpN9bufuB+m6t7272wTHdnnZ3ltyly6zOaxl2SbotSbZK5E08SlOtkcRchJG4QMeXV+aWJ53mldYlr/QcUjkDn2jZUG0gpUIMCpQFiUQzXyrtFVwfJ5yaf40DsUZiCQhekKh1ODBemYCqaYr4yz398+T+i04R+a5t2ZrucsrRPU6SE0sczLl0do4waSgHDrpGNQOnCep9KiStdSni0kja+MpgkRGmDkg4RId6gKVwIgXE9ekVCSdkCqx4UWuW+2VeBwDOQakVLFtSMR2JykiSloivIpZtDOUXhDBLlZteXzj6ujSZLerhG01y7C8bgRxWKIrNesYU9f0I6e+dQCBzPH04JjRgxYsR7srgIf/InsL1tJXSbTdsdWq/D/LyVansnWsP3vgf/8l/a5FW8N3lIvw8XLuzJ+oCVoul2bUfkr/zKT/8zfRjyHP76rzn05pu48QY7jRV7Lmp15OQklYk5yuOz1ot71xu714OzZ9Hf+nvSXvs9dxsfsg1WzdW7zJ14Eum4uF5Ar7ExiL2CzBGsTQbM396g3C4IgjIIMFmGu7WD2+7Q+Lmnh/usjNvib6+5QXlijsbqHe48dZjZu5tU1rZBG/B9mnMTpJHNpQrs2imsjNHo7zAtpf297TI3Z6dCBhjHIRUKnfZBFWSBi97aIJmqEJRrCAT580+TdJfoN7dAgHQ8pOPS3VnD9QPC6jh+aSDTpxTlt++zHmr6YYjOUoLCoL3BuxOGKClIahHFYFr3gzBaofKUYLB/P6yg8hStFWtvv4nZbQ4QAmHM8L61FhBorcgTm0turN0BbfBLVfIstupVaqC2IZ3hexHSQTreQ4XkESN+EoyKriN+JvjUwU9xce0icRG/a5srXT59+NPv8aoPx+WNy7x8/+V3Pa6N5qu3vspsZZbD9Q8eiQgrYzzywq+S9tqkcQc/LPPWK/+F5+7n7Gw9IFEFFRNwze2ROT7KKCIZ2IopdpK36pSY8cdp6R6RDCjLkK/d/wYTeUB96uc5sXCNXhrSz8fxAnvhImWB42aMj90jmOgz/ujfc0AlZC3FvFOmHpbZzBoondMmZUdoxpWHLEB4IZUoIpABaXOJvlRDC1UBeEYwUymo/fyfUFvt0Fj9BfrNGmE5oX6gSaWiuf7tz/PgVassUq/2aN0/z7EDD3dLJ7HhxqsFujRNpewQxW8g0m1uLh1AJdug55AywnENhVZIUVAoDylS+z7cFG0EEoXSHgYIgw6h16cWbVMrbePIjJ3uHKuN4+SFx/HZK5iBJBMARqC1xAjJWGmLrc5BVhtHWep8hhfOfBsjY0I/QSu4u/UcmQrBGM6//Tm2uwdQRuI5CcYYfDdlorrJVH2LStBhrHR/WNwdHIzxyjrlsEW7P4nvJvSzOqWwQ1LYxI5rrRr2N8+RJPDmm/Z2nu8VX4ffRw0rKzZJ/Hd/B08+OfKvGzFixMeH2tQCZz/zm/Tb2xRZQhBVaazd5cZ3/4K030ZKh4mFk8ydeppwn3/Lj2L3OY8+PoP+w3WMVszVV3AnYhsXjEBKzfR4i8OzfZrLVwHrUVcem6Y8cYCs38ZxfdJem9u3UlZWPdw4ByYwWuF5Ct9ZxA08CuVjV8s2Lhya73Hk9H1u3HfoeYdYW7MNxHfu2OJrEFi1rfV1QCeUvS7VKOLavRNMVNeJQptw/c7LCq82T7kUE7S/iSwanL9+lkCsI6jiOBHSEbg6QymPQntIUSAw+E46nOkptGsXt36bUtChHm0zVtogKyLa/SlWGieohjtM11b2RTaBNhJjrOx/NWzQS8a5ufwMG0nE44dfRji26SjNfe5vP8lZZbu/v/7m/0qjN4MQBZ6bIIQi9HpM1raYrm8SyhbVYB3J3uJfCs1MfZF+WqGXjuOkBe24j+sapLSB0/Pebf+zsQFLA5XqVuvhgivYOLu9badjv/51K+s/YsSIjy+udPndJ36XP3zrD2kkjYe2nZk6wxdPfvEnfkzP8fhXT/4r/vjSHz90TIHgqbmn+Nyxz/3Ej7nL1OHTTB58hG9d/Sqv3HsZVXEJdpZZ++ZVbqg/5tDEMV58+teYO/U0rmcXET8qjmqthk1PEwsnefsHXyNPY+tlrux6VEhJ3G3QXL9HeWyGzvYqAK7nU5k8wEJ1ki/7j5Ppgvv5Jr6Crk7okyOExMGgUYOipETvjuUImBAlzkZHeGLqHL3YTnz6jo/n2InX3QZmbTRXt66SpX3GTWgbn5C0TEwhrCRwrFOMFDhGIIxA7SZTkcOG6ASFipsEQYlAaLTR1PwKlU5GqQDHCALhEoUVvKBkvVVVgVQGzwiMgNwYtBiM2Owr7MrdIrIRjCsPLSGRhp7IKXQfettUnRKO51GqTdoTIMxwymZ/IrpIY3qNDaTjkqeJndfdl0Q3AyUrg5VcLKTD1oMP9jgeMWLEP2N6PfjDP7TF1suXH55qvXDBTgt89rPvnYDaLdhl2cOP3779cMEV9vb7+utWgubQoZ/YR/ix+bM/g+vXEcB8MMXcRJXc3UD0NGIyopclrL19AaM1jhcM1oefRHziE5g3Xue9ioTa8+ieO2VvD+KsEILq1DyLV75PkSUk3SZaK3pjZdysoOUbKqLATwvrcwoUXhnn7gP08UPErW38qIIxmrTbQqkCv1SDqML21AxrnRaqsY2pVjGuQ7TbuYNtcHb9kMwBHn3UdqbucviwndpNrSd6KjV5nlNUI2SSUgQ2B5snfZTrkL/0IutBQefu0kDtqbDyy9Vx5k4+Sak+xdKV73Pi+V+kPnOY3ttXybOEbadPanK0C1JBgIMKfFRhlSvsefrgguvw/BY5RZbiBiFhZQyjNUWekCd9iizBjypIx0EX2jZ1GT0oNNv9GwN53KFnlI2jmfWY3x9HwVg5YglFFuN4ASs3znPiuV/4UO9xxIgPw6joOuJngrFwjN978vf48xt/zlp3bfj4ZDTJrz7yqxyo/vgyTR80QWswvLr06o8suu4SlGsE5RqrN3/I0YYhyRTz1QXioo9uF4z1BZcqfZqhIZQBedLFQRJKn0Da7t1pdww5qMZ5YYlu9AY3mzNUSzA/dxXHq9JsHhweUwhNOdzk1MxreEczFtQMvazDZt7BJCnGyZFegMpSbgYpR3ouY6aENpp6NEHkl9jWXYqig9i9IEAwZgLmRY2KV2bn1BvUf0ODcLn8zcdor8xxzH2MqxcFt260KYqcsr/DkQNVfhA+w+m5FicX7rC6Nc1333qWvPBIijFksUzdO0Q5nOLBzjmMcBmvbLHTnaHkdzHawRQuhYrIi4By2GW6do/A7dPszQAGR+aMlTaQ0lCJmhyducx3r/8aje4s3WSM47OXQEAnHqdW2h78HgXGOEg0kddlvLzKcvMcQpT59qUvcu74NXqZy731GW4tn+EltYEUivHKKv2sihSaXloncO00a+D2Cd0mRW4oCsiVR+BZA/ZdpFDUS1tERUg7mcOVhlLJ4DgCZ9AgF8dQGahGVqt70zmbmw83n+3SHTRWpSncuGGvU0eMGDHi40SpNokxhjvnv/HQJKvWiq3FGzTX73P6536dsDJGeXyW5vr9992X6wVD/535A5rjh7ZZW0mRwi4qpbR/aGvRNqdm38BPNWNHjtLdXqHIM9pbK7TWH1CbPkR1eoEfvNbnldefZty/yGxZIaVESIdch6w3nwEhyFLNY2cCpDQU/TrTJY2Tvc1Lzwue+uJnh1NG/+E/WAWv11/L6LdjPApcp4vSgmZvkhtLj/PEsddoZ4d55fpZjJF0s2nK5i1K7jlqlR5vrz5GKUopBx16qaBe7tCJqxhRkOU+yghqpQZT1QcIoWn3p3Bkgetk1KNNHKkZK68zVVvm+zd+hWZvhjQvce7gqyRFiTQvEXjWOsEYgcEBNPXSJkJotrePU7TrvHbrVzg2d5NmUuHO6iwP1k/yeb2GIxVj5Q2U9tBG0kvrQ7/ZUtDEkV3a3YAT000y5RPK/kO/P9/N8JwNHJmz0z1EFPRw/TKuK4aqEcbsNTB5+4bH9qtk7afTsUXX1VVblJ2Zee/njRgx4uPBVGmKP/jkH3Bj6waL7UVc6XJm6sw/aO34o5gpz/AHn/wDbm7fZLm9jOd4nJs+x2Rp8qd2zF3uNO/y7a03IAoo3VnCSZLhtsWdu1y8+HXam0s88uKXcb2AyvgsOx8wuVGuT++bjjS4QUR7a/nhYq2BIktorNzFC8tUJw/Qa25Q5Bk7y7cR8i5js0c4Es4QtV2kE7GT700GCQQODkooXCGJtIeDJMDluDfDvwgepb2xyJJTZjwax5Uu3axLpjMkklB4bHU32M7a1AnRnoeQ9vW+cGmYPgpNPlB7MsZOoYa4KGxx1jGCbOB3HgoPrRUdUbAiehyLC070yri5vWbIRUrmhUR+iOMHGK3Jkx4ukp7I0dIQaYcCBuXc4WlCAoGxaleFNqRoYtew4mcYMqbGD6PjHkWe4mELt3Y65x2JaGNsorrI7ASr42JUgTEGIeTgNSClHPaBdbdXWbr2GgfPfPLH+m6NGDHiY8z587bweuXKu2WEwV40X7v23rLAuxfi8/P2tjG2ALu9/e7n1mp7ty9c+J9fdF1dtX61+5B+QDC3QLG2wtbdq+iJcZu40xrl+7TiPhtuh2PlMvL/+H3U//kAef8BYlDgzKYmaD17jqJmE33lsb3FhpQu0nGIO43h3+lao09SiXD7MV2VUA8ipPHolTzisTL62lW2F0pUj5waTlpqrehurVipXA3jWz2C1BDLOjt+QKYHTVHY9XCeJnS2lq3E/Je+ZGWWGrYxzLgu2YmjcOsmypGkSRcRRSTz07RDBy/NietlNk4fojczRqnusnr1NYoiww8rlPsFUS9GN1N2cAifeonm+n3ypM+xpz/H7WaD22aHhsj30qWuwHUkJSXJcDGOZH8u9YMxaKMpMjuQlad9wlKN+swhuo11iiy2zUh6X9w0u3oa+x8yFFkKxORxD+F6gwKyGG4XQgxVN4xW7CzdZGflNhMDj90RI/6hjIquI35mOFA9wL997t+y3F6mkTSo+lUO1w//g7xcjTEst5c/8DlL7aWPtM8s7rJy8zyzlVkKXXCveRchSsxWZkmaKcc6Dhf8gszk5EbhCWP9XzGMO2USneIKh2plEi8oAYro+CukG88SOQH1+ialUoNebxJVeByYu8BjZ/+CMIppNjwmDz9OxZnj5mYLkxhORAss6qbtHhJwt1JQyD6/Gp6iXp7C9SNOV2pcX79MW8dIIREG5nWJg94MY6ICQYW84XO/eImp+FHOHpzhzq2YN883kULhe5qtNnjGMD2xw8Xec0hS3rj+JEo5NNo1ths+Txy6jdaCflqh0R4jL1xqpQZKC9abJevpKjS+D6pQHJ27zlR5EdBM19boZ2Uq4TYlv4sUCo1kvXmMexuPUQ7s4n3351ZnnlLQwXUyGDoZgDIO7XicNC/jipR2cog7KxlL69MkCZS8bYwRFMbn1tqzOEJRK21Tc7Zo9abRxqHRnWaysoYUmiwLGZvc3BXuQGsHZRy0kWR5RKF9Gr05yqWMXp7hOLY7sFRiWHyVEj75yT1P++J9ms6dfdbG8buHvkeMGDHiY0Fr48H7SgcXWcLStdc4+fwvMXX4NGu3Lgynbd7J1OHTQx/W+YlFjh7ucWrqFVY3p2n3a0hRMFVdoR6tErgZ9O/T2kiYPPgIQgha6w/I4g6lsSlAcOHKARQBW9mnwGim66tIkdLsRDS6ZXxfU45yrOKg4fbdCKF3qFY6+FGV26//Dcef+wWkdPB9+OEPmty8mmGUphQqUAnGgDYuuS5xe/1Zmv1ZKhVY3ZqGos30zCZGC5rdcTr9CnEaMjO+zPqOZqNdA+HgexrXA50nHJq8wkRlEyEM09VVUhUwHm0Q+j20sdLD9zfPsdE+bKX82YujG63DHJy8iRBWjomBAKQxks3WPAjIU8VK9xhG5zxYP0SeZpT8LYyR5Mrl7sbjRH6HUtDFkQWtvj2X2505atEOGoHSLuWgCcYmh5V20UaitEOaRyjtsd07SLXUJ9MBUnoIYaWCdy8BSyVrO7Ury//Oxvpd9iujjeLoiBH/PJBCcmb6DGemz/yjHvP01GlOT53+RzumMYbvPPgOSiui7eZDBdddlttLzFZm2bhziflHn2Pm2GM0Vu7sKw0+zMzxx4e3u9trRLUJ/O0S2UCCT+sCrQq0ytEqZ/PeVaYOPcrU4dNoVbCz9DYINXtMggAAIABJREFU6wN7NDNMuFXWTYHreBRqr8PUQeAgqRBQdgKMgACXL8hTVBJFL9nkprnDWODRlw71sI4xhrTXIo5bJHlMoQtcY8h1H+l4KKHJtSKl2I1ewP60riEy7sD7biALPPBmL5T1HveNi5sUTKmQRGq0gAJNJ91Gb6WEQRnXC3C8gEAXtHqLoG2LElhv190J1wKNRODuvgNjCLUgVYau1Gil6RQ9SsaQ9Vp4g0nXd8k6iIFksbEFZHYnYc3uBI+N2cKxHu/ScRBS4JUqrL99kanDp4eKISNGjBgB2ETU+vp7J6KiyBZkNzetZHDpHbL8J0/an5OT9vatW++eegU7JTs1tXe//d6yvP+ovKPgOuTkSRrbi+idFqTJsLPTJAnt8RL6lW/Tv7ZIOahQO3yKxYVJdBigo3BYbAVrlzN97Nzwfr+9TVgZp9/eoUhjtFa4cYoSmiLySIHEcymNzeCXq0RFQb+9RaglYamGv7aJzHLcsRr+kdMkb7zGgSv3cYrCro+2tzlmNBunFlh5XIKQFHlKkadkfYeV668TlGpMfuUr8MYb6IsX2bx1kfjoFKGvSFDWK1wIK9/b75BWI5aeO0Vatb/3jbuX0bogyuHojQeUOnvXGvrtdVTfxbz0aVsMrY5TBB69aoDI1fCcGK0pVEFX51QTQz5TpzwxQdptkifdgbrD+yAdMAZd5CgpSTpNglLNyhk31nH9kLi9g2sUQ2f1d8XRQTOZsfL9xhSg1eD+3nOEkIhBk7UQAq9UZfHSdxmbO7onNT1ixD+AUdF1xM8cC7UFFmoLP5F9CSFwpEOh319ayZMfzXdne+nWsGtpobbAgcoBtuNtFtuL9PM+oi+YUF1ajsYLIoosJtEZYNgBmkUXx/U4UA8Isi4Vv8LC6Qd43R4rPzxEO3cQgaZWvcHC/AWmJy8NjiwpZ4LaVofS/BG+XVjJppKSPFE9TiPvkJocH4czWUg9gUz2yGIrB3xEjpO7E3jGQTgOj5WPAQIviJicPYl0HC7/YIqaPMCF84rLFwvSzJq6u46i5KfstMeYrLfQ0uHVa59G6D5KSVa2Zlmov2mVooQNeq6M6WTTdPo1OskEWe6SJB7lqMtU/R55rpksLXFy7gJSQuT3GC+v0EsqKG19V++sP85Ob55Ch/RSu4BNC/ueCh3wYOs0E5U1aqVtpNCkRchOd45vXflNKlGXhfG7CL3CtbsnCf0Okhgr3rS3GG7FU1Qj+/rQ79JL62AkSR4R+V0CP0ZIkCgraSwhSSMKHVBonzirsbRzhkpFont9chMQhvZ6M4psAvjXfx3OnrV2Crvefu/F/omc6emP9LUcMWLEiH8y7Czd+sDtrfUHFFmCF0Sc+MQvcfv1r6OKhxf3Y3NHmT+958nuepKfe/Iily8UHJ1fwZhliiwdyA0p5icXEQLSXpudpVtMHDxJnvZBSOJOA+Udo92xTTOSBFd0EPk6RrjIostEaZO8cDFFDUmBNj7GCJbWajzzVEGpNsGDW/f54aXz3Nv+BN/42z7Xr0A/jjAGXKegEsY4jkJSUK8mXHvwFNNjq/TikK3WOKdnL8LAl1VQIEVON66w3Rqj2ZumKKAb+4xXt6iVOkjTZaa2zIm5t9DGoRo1qYbb9NMKxkh6aY2lnVM0ezPEWQ1X2nOY5BF1IM4rwzhaCZsIYYizChutw7x87beYG3/A3NgiRb7B9QePEjh9XJmQKm+Y3NZG0o4nB01QOYEXk+QlsjykUC6OLAi9PlIYhMgxSIwQJHmJQvlo49KKZ9jsnKJeLWj1UhQe1aqNmWCLr7/92zYufu1rNs9TLtvc0DvZjZ1S2tzQiBEjRvxTxxjDD5Z/wGvLr/FXN/+KTGU8veUx7dQIXP+h53ayLhjYenCDeHqcO407NCcl4eomB/yJh547d/IpJg+eGt4XUpLFXaTrE5RcdJGTxp13TEUZ+u1ttC6ozxxCDxKnD1oPuKxW6emETtFHG4ULQz9XiWCWKo8wToWIyLhUnAAh7Loumphhu1hjfWeZppvRUX2kNogsw8VBABUZ4imH2OR08y4KQ4v+0K/Vx8FoQy7sURMUVePjIIlFQYCDYySeEehCUc4dTvbgcFZCozHSQRsrOVxg2NQ9ZjJJ4Aswmm7Jo50oprSLFS22rUp68BkFVtJ4f7t4YBwmlMSLDUVg0EphlLY+scPJnHcWxK2kslUv3rXSAdvxpfd8YaXEcWw6z48qVCfmMBh2lm7ZaacRI0aM2EVKW1h9L2o1W2wF+5z9ySrHgRdf3Lv/G78B//W/2iLu7tSrMbYbcnra+oDMzEAYwtjYT+/zfFj2F5l7PSuJ47oUYzUWD5SJVIVIuwjXJS9H9KfHqC5tEPzty6SPbFOeOkhtY4Nj22tsnJhj+/OfGu5OSocjT35mIBdvEUJYX24vwHF9iiyhKAWwY33gbcyALO1hsHLGSAdnbYPpm1/HS/e6SvueIL9/B+0HeL2E8lYLWSiM0ZRXt2i8+Btkg0KpEIKxuSMgBPfe/Balz/wm0UsvsTQm2DjiIbKc8P4ywatvQH+QV+13cCanWDo2MSy4qjyzvu3KcPzqCkGqbAFz0AUrlSE4/xZd3+NC3CFp7bB5/yqEHjK350SrYjiFqgX0Q0kc+cgsJqpNkKfv8z3cdw6NMRghUEWOLlpsL97AaIWQEr3vd2qMfl/Z4ofj6MASQDpg9uKodFyr9iGEVdmqT5FnMa31B4wfOPaB73PEiA/DqOg64mPPmakzXNq49P7bP2JXdJE+PDohhUQKyUZ3nXowxng4QbfU5G12EAgqYxXW2st4RhJ4ZRwvwPVDWlmbC2sXeGbuGUI/ZLJ+mdNnvs+pPqwWTTyviXQkg/ouUkhO6Dp5v0t/6S6n9RRXWMMY21U76Vkpj3oz4aSYJKqO43oBWWKDmhdWEFmM4/ogwPMjovok5fo0CpeNzRLXrhk2ujlJPyVNxdBrINeSVl7HkQPvgTxlo3Oao/MbrG14IFx8LxnMydggWQ53WG8ukGRl4qyEMYLQa1PxN6GIma5sWb+CLOTMoR8M5AntJKzCwZU5vhtzZ+Mxe0wdAIbF7Uc4NfcmCCi0z0b7MBvtw9geZojTGhutI2izhtYOY6V10iQhkF0EOVleBVIEmonKGrkK0cYldHvgQz+t4To5jsiRsmBh/BaOtAVXIQqk0UR+jzh3aPWnubT4WZQzC0hqlZgDR8YZG4OXXoJz5+Dpp21yGOALX4A/+iObCA5DK524y9jYXoJ4ctJ6u44YMWLEx5E86X/gdmM0RZbg+iG1qQUe/8LvsL14k35rC8f1mFg4SWVi7qHXBJUxvPwGh6c22WmP0Wr7eEJTrfSpR+t4bo6QZYosJtaarcWb1sdOCIxWD0m+T3ivI0VGbBZQcZM0Ta3fqSxA7ZCrACnBcX2MM4ZXi7hwMeLytSqtfoe3txRusUmSVtHKIAUUStLp16mXmvheylh5nbvrjzE5EdOOKwjp4HvxwHtOYYwhdJo0snG6SZ184CVbjbYouQ08uoxVN8mVj+ukLIzfodDuYLrVYAyUgjZaO9zfPAOIYRxd2n6E2bEHAKRFidXmcQbRG4NhvXmUdjxO5PfBCKTMgQ7axEiZk+VlIEagmaots9Y8iiMVUigCt0+aRwReH4GmFHSYrC6BcK1UMMo2OXl9YuOy3Z3i0oPPYrwJhICp8ZgDRypMTNiY+eij8Pjj1ooIrN3U178OBw7YfM/+xuaDB21sBThzZk/ef8SIESP+Z7AT73CveQ8pJCcnTlLxf7w/Sn918684v3oeAEc6oCBNeyyrDhPRBGWvhOfYJmJHSPo64X8sfxfX22twUrWM8SLmS9MvUi2NMXnoUaLq+EPH8YIS7Y1F4o6VJNyN1buqU0JYecA87aPyzBYQjWFdd/jbncvskKCMJsBjVoU0SXGFSyR9ZihzSNrjGa0IHN8mOcs10kqJr6bXWEo2uRUvooSVf8ySHoGSaBQKjQCWTYN04A+r0UPfVvvOBC62GcgI+3hhFLMqZMu1k6hjyqeiPaT2mMlczvartkiqNYEStGVBJuxeU6No6RQlAk65M9xu3+Oa12KBgONZmQgXjaHAerwaA56R+APR4V3JQtcIqjn0RA6qQ5wXuJ7P+3rb7Z/E2Yewtd99T9NI38XxAirjc8Prot21/4gRI0YMeeQRewH9XgSB9f0MgoclY8pl+PKXYWHh4cd+//etF1aW2UnSrS17ob65af/dvWsvyr/ylZ/uZ3o/dt9Xv28XCkli7zebw6cYYYjEDr2JKr2DB4efu3ZvlaDdA2Nwr1yF8hoCKAOHf3ibiUTS+l9+Ge/4SSYPP4oflh86tJAOna1l8jQGY8iSHhvjAWOLu9slGI3Kc1SR2yEd32Xm+iLO2DQMGmlUkRNde5tqkpLMTVPeaA49VwQSjMFRBr+fEjgR4cGjeKEtnBqj2bx/lYVHn2fn0uuUvvsq4fIaEgm+T7dWojM7TlaJEI88QmV8BtncJE9jeq1NhBBMNhO8fooNObuKCg7GaLK4i3/+TZbLhiRu02vavK4TOPhJjqMG3jBCoDyHpFImiMroIqO7s/buqdSHz+DAd9WAEVb0AUORJWwv3iQoVcmzFKNywg/6DrxnHLVxeXj8gYqE4wd4QYnKxBxR3SZk8/SDcxUjRnxYRkXXET+T9LIeF9cv0ogbVIMqT84+ST388WRyXjryEje2b5Cpd0tgVPwKn1z4aL4nQXnPp6ARN7i5fYNm0mS9Zw3GXOly5OhjnB2bQRnFamcVZRSttEVYerjbS2nFveY9ZlOXx8sHULLHwZKinBi2cOnrHAzUCZhKA/y8oBuvgYFDjkO1PMWKKHA3bTdw5EXM53XGoxquFzB15PTQbFw6LkmvRez5SMdl+tg5jIELVw5w+cYMSepy8doscVbgyw5auXayEzBY6YY43eumFqLA9QOEVwMhKBgDsYLA+pV6MmOufp/rK8+jtENWhPhOSpqXKVSANg6T1RU2Woc4d+gVfK9PJ55gZecYG+1DSBTN/hTVcIduPE4/s+e9n9a4tfYUpw68+dC5NEi0Flx68HNkRUSaeUjKGDNNJWghRUGee2htC7tgm7bGKxtkRUjo9Yj8DlNVje+meG7C6fk3CP0YZQLrDbjbJSUkuS7hRmM881zE7RVFXjQZGxO88PPzfOELcPz4u787J0/C7/wO/N3f2cnXt96yu5ybs8/flVP8rd/ak1QcMWLEiI8bQblGZ2f1fbdLx8Xbt4h1vYDZfRKI76TIEh5cfJmwXCPwVpmb3GSi1B12XxsAIcniznAR1W2s4bg+UW0SPyqjOm9wqLxImgUEcgNFiTirsbxxEGE6OCLH9X0myiuAlZgPKlNo4/Bnf32MK9frJCmsbU3SjlPm6g0my10a3QnywgOjKBBorZiuLYIu8NycIIrIkjoCTaHrIPqApCgk1WibOCux2V6gUC6F8vHdhLSIyJWPQTJZWWajdZij01cIhGGrM8f9zTO0+lN4TsryznFm6vdZ3jlFruzydK15lPXmUWbH9vvl2m7gNIu4tvxJsjwkLxwa3Ukiv8N4dcsqSuQRQphhHHWlohZtk+YRUdChWtrB9xJCr4frZDx+6BUQEoOLkHbqGGHnngpTIazM8IlPudxdSYGMufmIFz8/zS/90nsrPrz4os0Jfec7cPq0zaF4ns3t7NpGzczAL//yj/oWjhgxYsRPh7RI+R/X/wfXt64PVQEc4fDs/LN88eQXP9K+Vjorw4IrwExphls7t9gs2oSZppf1qAYVAidksjTB4foR/rZxnoZI2P8nVEvBjWKdpe2vc9KcpH3xWxhjODp2lBcOvcCMrLJ+5y1cPwIaGK2H8n96mLk0ZP1BHDWGXnMdxwv4RnifIjYcyncnQKvEyuea17KKFfXjlHCs16rrUXTaVIIqrnAYWzjB/7P6/7GUbrCUbpLq3BZUC0Ev79EaFFgLo3CRZIMyq4ThYml3yjRHIYVDYCSFMSgMmdAIAxXlcrgo03JyaibgcBwglSY0cjh6pLFywI5w0MIWU6WBt70ePyze4pNZDREZVr2EdSfhZF4l1Pa5Ve0hAG+wdrY+tgwnXx1jJ3E9BEY6P0ZCV9iityMwalfCUeD6AfW5Y0wePIXr2xg/khYeMWLEu3jySVt4vX//vbefO2cTUl/6kp0GrdVs56PzHhKrUtruxn//7+Hf/Ju9jsddBsVBHjywPrD/mJw/b4vLaWrvK2VlcqLILiAGuEnKWLOJLpWIdwvNWlPasE1HfruHnwHlPYUIx/WotxPqF+/CZ74MYfTQoXdWbtPeWsbxAvI0RisrC9+LHNbmKsyutjHaoHSOUoXdplNk7lHGJ+21UWoQA7VirJ/gKE19s4MMy3Z/WF9vladW2t5xWWhp2icfltLrbq+y9L2v4f3Rn+BkOcP52T5EGISBB89PE2QJjudTnV4gi7toVZB2m9Ram3ZqVdtjalUgAa0U0rUNR9nmKrmDnWw1Gg3koUQYg0QiXA8ciSMF1ekFNu5eRmUf4P0ixED8wQy7jMxQaMNYL3Rdwhg7fWuGHdMfVMR96AC2iUw6e/LGQhBEFcbmTzAxf3woKRyUah+wnxEjPjyjouuInzneXHuTv7zxl6i9v7B86963+Pyxz/Ppw5/+yPubKc/we0/+Hl+99VVWOivDx4+OHeXLj3yZalD9SPubOHiK5Ws/oBU3uLxxCT3Qic9UTqYyOq7i2srLvCBf4GD9IJv9TTzHox689wJovbXMGfckx2cfZTPWNFZvU8GnrB07u2kMwhiMseJFYtiYY6g0ujwjD+BUqggEIi+I4x1S3aI2fRAALywNu56yuGuD0+Da6dULB7l0fRaAPI2RuglZn1RrPCkodIg2u/LLZrC2tfOs506ukeRVXBFjdInN9lFmy1cQAnIdIoRhqr5KrbFJPz2OFBrPzXBkgRCGQntstg8iZYFAs9la4If3PocxEoygX1TY6hwk8GJeOv3/8mD7UW6sPIc2ghsrz9FNxjk++xb1kvVoXW8e4dba43T6UyCgnUyRFTH9rEauQqKiS6E8PGdf8d1A6HU5vvAWynjsdOdwpGKyusLphTeYH78LSApl/ecwOaDRJqChPsWn/sUBThzZIMu3aLVDjjz2NGd/hJrTyZP23/Y27OzYRsDFRXtdcfIkPPvs3mTsiBEjRnwcmT5ylq3FG++7fWLh5NCr9cOw9eA6adxhfP4EcadJr7G+t/4StqNYF3a5KXY9XoRA5RntjQc4joMblJib2mZzvSCQWyR6mp14BikhSaoIAdXINvgIodFG0u3CreUTbDWqdLvgih5a1aj4S/QTF1dmVKMWeeFgkNbT3E1xZEFR2KafStWhn/QxhGx0jlIJlm3yWNlmn7nx+yzvnKDRmxu+XgqFEIY0D9loH6Za2saVBbfXHuPG6vODSVdJOx6nn9Wpl3Y4vfBHXFl8kaWdUxgDb9z5PMdnrnJ0+gpR0EEpn+WdE9xafYIkLyMENPvTOFKRqRClfaKgS5aHhH53eO4Ngnq0zckDb9BPx2n1p3FlzsLEbU4vvMFEZR2NQ668wcxPDhgKyuyIX+BLvyyYGr9HP16i1/d5/DM/z8EfofTw7LPwzDOwsbHXUL++bouv587ZvJL30ZwjRowYMeInxp9e+VNuN24/9Jgyih8s/wCBICJ6n1e+m4trFx+6PxFNsNXfQvuaE6lLrnKkkGROjjKKI9OPsN7doT57ePiaxdYitxu36WZdNnubLNQWqAU1zk6fJVUpN7dv8oyZ5YAWzB5/nCzuknT3JoKEkGitUDojpSDWVl3I1w7EXZ7q+TyoaPQgvI6nklCXqWiPrZJPoVLcyCau54JJjsez5CqnS8z/tfh/cz9ZJ5A+jaKN0YqeTlGFQZmC3ZSqADLU8PZ+D1cHOQz5CoOHwEPgYphUAZ9Mprjht61vm+tyuB8SIsmFIUUR4BBgi6+eEeTSEBkHaQQbMqOawXgaMqkCxguPppujJdz2u0yogDHlMYZAC4OPi7ZixQMfW6vFJI1govBAGtwgGlgm7H6S3Z8fgJAIx0UCytjP7vohB8+9SHlsr7wupcPkwUc+3JdrxIgR/3zwffh3/856XV3apwLoeVZibXYWfvEX7YX0h+X2bXjiCVhethflRWFlZhYWrNfW978Pn/iELdL+Y3D9OvzlXz782OamTa5tbdluzkGBVUiHSPpUuxnxoLEo2mwSbdmJUr/dx6u9h09Jvw9xDG++CS+8YIu6WQZBwOqN8ziux9zJp1i68n2yYk8qePXIJN2Kz+xSg8mdGGlgZ6rMytEpjl9ZJnUcG6MGkrhZ0kMVOQ4OQatLMVYbyskbY4bS/gDh8jrp3DRes00uDBuRYgPN5BtXKbUaFI5VRNhVrcBA1I2pr2yTTtj4YZSit7OOcByk46GVsjFH2MlTYwaFV8fBDSusVKyig1ZqUB/dk8o3gBKAyhFGEpTr9LbXyN9PhUEMxPrNbjxkIOvwjthoDFncxQtKe97ng9/lB3rEDg/jID3fKlwVAAI/qnLkqc/iBXvXZUGpNsyljxjxD2VUdB3xM8Via5E/v/7nw0XULtpovnHnG0yVpjg9dfoj7/dg7SBfefYrrHfXefO1N3GEwxee+sKP9R5dL+DoU5/lr/7mvwwKrtBOO/TzPpk0XC0n9HPDq8uv8lj+GLmywfbczDl24h22+lsP7S8yLp8ZewqA6aNnCMs1Nu5dsVr60qHIU1SeIqQ79IixAdkafqfdJvXKOEIIlLDBRhXZMCg/dKzqOLup0m7f4/JNayKaxV3SfgffnSAWLkrYAOc7PXJdQmkf1y2IgpSgXKdSgf/tfy/xJ38qifttBD79NGKx8RgHx+34piOtbKM2HlLYpK0j7QJeCDNcY6ZZCc9NuLL0Aq4sEBiyIsQYh1LQppfWWW8f5sTcWxTK4/b6ExgjWd45xfLOSaSw0r8POegYm3B2nJzp2iKdeIJeMoagYGFyLwniezHHZy5z9uD3iPyYvPAwCEK/vzdpKgyhn6C0h9IOSns4rsunX8g5cqQ12I/m5OlJTjxzhvV1eP11mwAOQyuLeO6cnf5dXbXXB/PzVkJ4chJO7VkpjRgxYsQ/C8rjM8w/8iwrN8+/a1upNsnBMx9NgaK5dg+wsXH+9LM0Vu6y9eA6Ks+QjkMW9zBCI+Ret7aU7sAbxqHf3qY2XWJ2qkeRGPpdCJ0GqijwfZcsg1IZpIBUTQzXf2ubZfpplU4HAqeBYLepx8YgpR0Cr4XWNRgkhQ2CuJiiHOU8ftql3YLxapO1jWm2OgeoB4eZKNsudDmQK1Tat9L72rUSxwjEYNJUG4lSPv20wt3NJ/Bd29mdFhESQ+D26WcVGr1ZnjzyMmkesNU5hDEOt9ef4Pb6E0ihbGPRfoxBG4fI7TFVXWK7c5BOMo4rU+qlveuYctDk1IE3efTAG7hOQVb4CAyhHw/jqBSGwItR2kcZF6VcAl/wy5/tMzluj1uKCo6dO8vBY/PcuQM//CG0WrbR/pln4MQJm+fY2LCN6gcO2PzQ7Cw89thH+rqMGDFixE+NpfbSuwqu+zm/ep4XzYtI8eGS0L384STlem+dqdIU99N7BFIyo3xSlWIw+I7P5dZNwvoYpbpNpK52Vnlj5Q06WYdm0kQbDR2btH1r/S2en3+ewA342tt/w2/PfJ7Q8zn02ItsP7jBzspta2MjHfr9Fl2TkYm9NXoutFVtMIKJTLIVDkqkwgoazBcRdV3hRPkMC+OHKDkhofT5s9Zf85SOyYxiMd2kr1Paqk9epDgDoXvQVkbR2BWeGArg2wlPK7AoKAaRVQ9WgkqAO4hnnpHMU6XuljmpJG+Xc6q5IRpUh10kfamYygN8I+3nGXi1AhTCEOLgpCkC6MmCJ9Ixvie3yaRGC8OGm7ApUwSCGR3iCts8rIVBG0NX5mw7OS4wYxxklg6Ek/bpBEtpVSB+FFpjpEAOigauH1KqTw03CyE5/MRLw2brESNGjHiIsTH4z/8Z/uIv4OWX7TToxIRNTn32s1ZC5qNw754t5h479t7eWK0WNBp7Hlo/bb7znXc/tr1tC621mpUZdhy7kHjkEWqbY+Q7y3jtHvUH6/itHl43RhaKsJ/h+KktJO+XXN7t6rx2zRZ0L12CPCd3JS4NxNmTBKUqh5/4NBt3r9DeWBrUBwVB1qCUKNLIqgdG/ZxHrq3jxTlJSaCKDNez07gCyEKPIFbINMPbbiAGDU9IidgV/lWa6uVbuN0+Win67S0WjKFxfJ7aRhMlJKrIMVrjBpEtvAqBdH3mUw/9+Kdx/Yj/n703C5Lrus88f+ecu+SeWXsVqlDYCBBcwF2UKFOSaUltyZJsSY4Yj8dhRce0/dLdMRPzMH6dfnBEd8Q8dcxE2NHTHdOLl7ZbHZJljWyZklukJIoSN5AECRI7UKi9Kqtyv9s5Zx5O1oYqkLDUEik7vwgEkMu9eTPzIv/3/L//931rN97aJnqDQol2NU9ltYH0/O31s9UZxaEJGlkHbZ0a15ik74Zxy+DQVo2zApNltNpLuwaixQ7ButN0PfgxF8q6vVtjLWnS619D7ZC8ro7uqqsHYDdJLD0fIQRhsbKHcFVewLGHn9ohqAcY4CfEgHQd4H2F528+v49w3Y3n5p77sUjXLUyUJghV+O5PfBcMHTrOwkwVs9yjvb7EhohYrwZcUg0S5Y6/m3ZZai8RqICcl2OyNMmh8iE6SYd6r47FMpQbotiOqaidxVF5bJqwPMTSxVfctO/mOl6/MGudusmrQgWrM5Tvo5MYnUZE2QhXFu6m1cyoVQ35tRaF2uie4/bCPL4oYHTG9Zs1rBEYY4h7LZfDmu8RxZCmHlhFMbdJksVktkwxH1HM9RitrvO7/9vDjI1l/PKTz/L0dyZYW9XcXJ5ksXGaRJc4PPw6oehhrSRKC7TjIYQwSOlsitmaW7agpGZ+/dSuHDose8yLAAAgAElEQVRBqgMy45Hzu3TjEp24QpKFHJ94jfn6ib5dcQGLwFiFa2P3vf9x+ymGm1Tz65TCBjm/y2rzMI3eMO2oAtQRWE5OnuXQ0GVCL8JYgZRmWyEEhj73jNUpIPGVJp+TBDmf+x47RRp38XMFRmdPMzxzkpdeUnzjG3sz5i5cgP/0n9w1btofdiuV4Mkn4UMfeufzbH0dnnvORWZoDUeOuIG6I0d+rNN2gAEGGOB9g0N3P0ZpeJLVa2/Sa9VRXsDwzElGZ0//nVSuwJ5pXyEkw9MnCEtV1q6d386HDfIFjDYuq9xCrlQjSyKMydBZitEZG+0RVjpTdNoZxUJMtbyJCicZH4e1dcBCLxshsyFSaNpRlVwOlEjwZAQYfBmR6f7iFEE5XKeYa9JNJ0hSn5FqnTMn5xm/51MUxGWSxkU2mjXW1iVLayO8vfg408NDTNUu4MsucRoSpUXaUY1c0NkZvmJnYSmlZm79tBtoAoyRpFmIQZIP2sRZgUZ3lNHyAienXqUdD5FmAZkO99RRN8QEFoWUhmphjbzfpZLfwFrFZmecenuS8epNwCluT06dZXroEko64lZJp8I11qXTujpqAY0gI1Dg5zXl4WEOnxhHJzG58hBjR+6hNnmUr38dXnxx7/f76quuBubzO+vp0VGX+fpu/aEbN9yg/fXrbj1+6pSzKB4dfeftBhhggAF+HFxcv/iOj2cmI9Yxee/O1K6jhb0/VqudVZpxE98LuDpsaMWGe0UF33q0leCCXeCDU59wahlr+eH8D2nEDVKdOsIVSLKEpfYSE6UJFtuLHKkeITUZl3vz3Fc8hvJ8xo/fT1Ao01i+gdYpzWgN6/lIozHWkGKQwuLhGpmFFAgBAZGCovXckHAcMxJUORQ4J6LvbJ6lW/BBSLRJEAgSk9DVMQkZCuEMhO1OM9XltdLPSHWqUSEkSIEwW2tLi8EpXRNpCYxiNitzXJco4rOaM9QKFdL6KpkxSCHIa0lZ+wR2VwarhYJVRNLQlRptLTXj05ApKZaqUTwa1Xg7bNMSKVXjUzEeUzrPEPl+JA9kWF7Jb7Ds9baPXNBiOsvzqJjG2q11K+/aKHYfhMHoDGElCIHyAoamjlEoD2OMpjQ0wfix+ykOjd/ReTXAAAP8A4UQ8Gu/5rJa63VHKNZq777dQbgTBevPSuXa6znF7a0wxpGj3a4jiLfsjq9eRVarjIQ1whtN4k6CVR6yUCTXifH8Pvm3srLXInliwpHVzzyzl2hutylfv0iwss76L30IPywwffoD+GGBXnOd3MIK03MtlPDwktTlgYc+0g+pLrcwgY9JE+iTrsoPSYYgWHVkpchAJikyTUEbfCmRWQZpiui5gdu0uUF+rYHfiylfWwBraYxXMbi1stEpyuv3ldOYoeIwI49/ijf+9j+7YZ4+0aispJKvMlq/jtdrYDyPuFJAF/OMzK2zWbOkQ2W8zQa+TrGeIPNkP8d178cvhLPT323nu6fdb3f5WfSFRVZnu/azn8w12iLD3b0Ce8d11OrUOUdIiVQ+E8fPbFvyV8dnGT92/544wQEG+EkxIF0HeF/hRuPGOz4+15jDWvu+mDzRuYBkZpKzco5O4mNtlbCnSZLWnucVgyKnhk9tTzQXgyLFYMc/9vHhxxBLzT3bBLkCE8fPsLF4hV6z7gLXhcBXCj9fIsiXaNeXEFLh5wosdT7AyxceQ0iPNO5xY63JmzcEn5IRdx9f395vaXiSdloljbqYfv3Kkmg7RHyovEJ9YwbfM3jKMlpeYXrkEuVCg0LY5djMGo/8wgkOH32SG+e+T6WU8IVfucZ909e4Oj/B3Mok7aZBmwqdaIxuXEAIKOU2SLI8+aCFrxKSNIexisDvMVRaohUNAe66JtM+1jobRgP4KiXVkiQLqebXeejo32Kt4pVrH3dNZSv7s81u2kkIA9YQZwVWmzl6aYGc10HJGF8mrDVn0KZBPugwPXyJQthEW2/bmMo1nN38tAW0UXTjMuvtw2ibJ59LOHpyhJHZuxk7cs/2Z7uywj7CFRzpurjoXFa2VK3ttouWSBL46EcPPr9u3nRk7VYcBTjHlLffhk99yjm55O/cnWyAAQYY4H2HytjMfxf7ntLwJN3GXheJYnUUZu+msXyDrlQgJNKTKHzCUhUpFVnq8s5VUOD80ie4dPMYUnnEnQZpvUcUKe67e4OhSpsgcBFHy+170aR4qs2x45KL1yEMepAZtDFUCyvU2862X2BQKuPI8HmGK3XyYY/DEyvoysfp+oqg9yZhPuaBe1YY9Za4uTrDWmMUnaV0kxpRnKPRqRF4EaXcJtpISrl1Zy2c5cFKSrlNSrkNWlHNDQkBmfGx1umCPJU6JatRZEYxXFrk4SPfptEd5cLi42jjbddRaxVgHKFrDe1ejW5cIc5yhH4HITJ8L2F5cwZtr5Hz20xVrxJ4Edqo/lp9a3BJYPt1OdM+najKavsIUkqKhYz7jk4xe/8vUBqe3P7OXn99P+Fqrcs/bzZdtNTUlLt/bQ3+7M/gN3/TEakH4dVX4atf3VuXX34Zzp1z2emzs3vinQYYYIABfmIYeyeNvzvf38OTD/Ps9Wd3CFOdsNHbINYx2mhiLyArRVTCCp70sNay3qszVhxjqb3EZrTZf8mdF/WVj8WyEW1Q79U5WjtKkC/S1nuz1qoTswgBS6tXSYXBR2KlIDIGoSTKOJLTbGlTPUnohWgpyTrGxd7EGW/U3+Za8wYTxXEupHPUJo8i8cHEtHSXpu5h+5a8ZquQsbd3a/tk69ZErMGAlUgEeRkSmZgM7chNCzNZnrxV1FSJV9Qm63QY3syTWU0lC1lQPS77MSaw1LTPTJpnJAuQ/R5DV2pSYRBAaKVrkAtDIgwl7fPB7jBb5obSjRghfIG1kpSMF/LrrKnYrSUxGAE5JPN+hLKrPCSr7DZKvh2EUDsErcBZP0pFkC9SmzzKqSc+O1C2DjDAAH93SPmTTyCePAmXLt3+8bExGBr6yV7jTnFrE24LSeII14PQaCAPH6aysQFJv+JMVN2io912Ktc4dordXM4RrmNjcPEiVPdGx3lBDqk8wtU6hSs36Z50KonR2dNsLF5m5IULVDe65HuZc3AQApsztMrQK+codjN6tYJzLxD97NFLl0kKISbMkV/ZQCYJItPuceW52DkL+bkFRJpQWl/HYsnCAGE1+XZE2OzQLoUkoUevEJMGPlIq/DBPcOQ4m0tXSfq2v7lSje7aEodfukhYb9Cq5qgmKQGSoN4huLlOEniIfJU4izFdwFeoDKwAIwRWCmcNtQWBi/gR/WEpgSNgb1GwstXRlRLdHwbe+52Kbftlt5PdVsTvcm5I5UhZZ5WBVB5CKcJyjer4LPc99RvvC35hgL+fGJCuA7yv4FmB12iBsehCDhsGex5XUr2nP4hRe5OlS2fZWLzKoYVFVujgRy0ougIwUhihmqvSSTpUc1UenHiQqfIUHzvyMf7m8t/sU/HeP34//+jUr/Lmf/vz7WK3hbBYYfz4GfxckebKHEJK/CCPUG6mWAiJtYZ2NML5lRPI/tRSkC8CFp2lPPujCYaqPSZGI4amjjH7wEdY+v4P8HMFPvr5J7m4GtOuL7HabSKVoJjPmBq5ycLaFNbAZO0y00NvoXyfyZE6U2MxSvm89b2vEnWaBPkiUiqmZwtUCm9zz8xLxF1HIHd7Of78md+gmGtRza9xePQ85fwGnkwRwtCNy3TjMtXiOvnAvXdjFcZI1/I1su8u0Z+4khlCGA6PXqTZGaUQtOgCxii3nZVYKzDWfRdxWsBXCavNwwB4KiHndTDWWQhLkbnMPGH6+Xjutewui8VuXMGiMORIGaKTTbFQn2X+/CTjz1ziV3779Pb5+OKL+6/1ej1YWIBOxzWTk8Rd246Nuevc730PPvjBg5u+X/3qXsIVYHPTubg884xTvE5Pu78ffvjOzt9u1x2PN/jlH2CAv7dIoy6tdZdfXh6d3mOZ835Au77E0qWzNFdvAu4YJ088SHn00LtseXuMH72Ptevn9yhewdkY58pDSN+n11hHKq9vrSQxOtt+3lpjkutrh7cVtmGpBkKQWckrb43wkYdfxw8E5an7CILHyReeBcp84X/+EP/mDzPq9ctkaRdjJMVcG2MFze4IQliOj7/KaGURITymhpcJAp+e7iLW/pzI9vDDHFevFahULPeXXkeaTYTtYi0s1Sd55txnyAdtDtUucWjkMsWwiadSrIVOXCVK84yUlkmyHNCviUZitmz37VYddUpWKTXHJt7k0tID5II2cVpwVshWYa3bzhGmEGdFpNB0YtdYCFUPpRI6SdVRqtKQ6JCi3ERKs12vrd3J2WlHQ0hpySigxRDNZIqb3RlWXh7jyP3neeyTO6TrCy/s/27X1lzta7fhpZdcf2d3D+fb3z6YdO314Otf31+Xl5ddjvp3v+tipo4edcNPJ07cyZnmjmV1dTD0NMAAf58RtTfpbK4ilUdlbObv5L5wbOgY371xgMVhH1JIAi+47eO3opqr8rlTn+Nrb38Ni6WdtCl1Uu6N81QzH6kUS+1N5vKrVKsTHBk6Qi3nVEur3dXt/Yj+b3Kggu1B4DiLt2NwikMTlDp7f9iEEFQnjtDIK2R7CZkZYh0hpUeHhK5IMF6GxbocOWuZESECwQ2/S8u2qRcEfnIJEkh7lmUv5mjbcHf+YTIMDdPFYp26dedgt4eIwPkjqf79/RFb521kLUoo8jJEW4NnFRpD0ShqOuBkVuayWmNdxIz4NUYSj16c0pAJNe1TNh51FdNSGW+rFpNpjlNJmchqhO03kYEUZyWshbMLLhoPZRVyW3trMZ4gk5ApyYpJWfVisJBh2FApiTQIJCPkuGA3GVcBVfaE4+xFf31psch+ZJAKQoJcibBYIVceIsiXWL1xnkOnHr3j82mAAQYY4L8bHnrI2clsbu57KOm16d79GGJljsrotBOR/F0Qx05x0O26C/8TJ3ZZ0R6AQsFNZi4u7t/PlvVs/+LdWksadUmjDj0vJZscpzA1S7E8giqW3DavvOIaeHHs7OrGxtxiZG7ONffuumvPywgpKdbGaa0vULi6Q7pKpRiZPsnRhW9iI4MVEiEdgUhmqKy12azlsIHCC3M71xvWkjeKxrEp1OgY3otvopZirJRIKRFab6s7g26Mf32ROHTROX6cOav9OEMmGX6U0i36lJo9WqMVklIeL8wzl0+JXnzaKT+FcOvms+coLm8QLq8R9BKEtWgMXqKxQrA0lqcTSrQSdPMeRrq1pukTrdJYzFax7n8uWOssitWO4Gc/BMoP3Vo9EKRJ5Mja/mOIPukqFcrzscb2+7e3krO7d9lX1Vq7bcvvhwX8XJFcsUppeIIsjWis3KA2MbASHOCng0HrfYD3DZYunWXq6hrZhmsWWwS6XCSamcR6zqrvJ7EW/knR3lzh+9/6f1ls3ET3G7u22+Joy7CYGpZr/XwV6VHL1Xho8iGquSpFv8gTh5/gxPAJXlp4ifXeOkW/yIOTD3J86DgAdz3+KS796K/3Ea9Dk8e496O/zrP/8ffJ0t0MnMAP86RRl/XOEWKz10ooyJeoThxBeT5r2WGe/GBGr1ln/cbbZGmMyVLsxrcpBnexmcbbhUoIwVC5SU6tg7A8cOS7+CplbDQjzFmsCek2VmnXl2iszlEdn6VYG6M8MoVOY5qrN9FZghCS0EuoViylwhVK3jX3GsJSzm0Sel1GyotEcZHh8iJDxRXO3/wAK83DtHojZMZDW4+c10VbQT7okfO7KKnpxDUuLj+IUimh1yXROawGJQzGCLT1USLDV7GzTuwTqbEpkGUBQ6XlvrJH0eiO0I3LzI6eJ/QiNB6gwbrcoCgJQSgWGvey3HkU5YeExSrSy/PM9wUf/2KDXMk1NlZW9p8z8/PuT9bv7S8suGbttWtOqQpOCXvmzN7tbtxwjebdWFuDN97YuaZYXnaREn/xF84Z5uMfv/25m6bwzW/C2bM7x3LPPc7meIABBvj7AaMz5s49x/rNC9vko5SK0dnTzNz3BHJXnul7hY2FK1x5+dt91YZDY+UGzZU5jj3ySwxP3/UOW98euVKN449+gisvf3sPmSoQHDr5CMce/EV++JX/yy3M+pDKQ3kBWaZZbp7GkN+1HeSKVaZP3821qxlXmrPkCyELV8CYBseOa4aqETWe4a4jd3P9fIJ1a0qMUYyWlxgqLlErrHFy6jV8LyEIDPmcJYqL1OtLBLKJ763SbB7Fy49RrhzDt+fx7CY6M2RG4cs2Yai5a+o1RkqOpJZCU8mv46uE0coCjc4oR8fP0YkrzK2dZKU5SyeuOtcIJIHqgoBKoY6SFk9m1NuTzNdPEfZtD5PM1VGkBq0weCiZoWRKqkNsf6ipayp4OmKouEKmA6yVbHYmiNIisyNv4amMTPv93FnQRhKnAaC4vPY4rewuPD8kV66RZCF/+7cRj31y53s8qI5ev+6cH4yL96NUcv2UWs3VzuVlVx9vHdbvRyzt29fVqzu3Gw133x/9Efz6r79zNmyrBX/5l264fes0uu8+FxE1wAAD/P1AGve49sp/o7E6t32f54dMnnyYyRMP3tE+jg8d51D5EAuthQMfv3/8ftTywfXYWksjbiCFpBLu/Lg8PPUwk6VJnr78NDNtSdgpI4VEo7FaM6E9RmLFq2aRjVyFhyYeIufnOLdyjkAFJDrBVz4FW8BXewnkclgGoFId5yN3/RIbl17fMyQspeKBxz/LxXgBefk6WvdoEtOyMQjwhcBgmc+lLHkpIR3GbIkrqkmvZMlPzmCNZam3Rjvr0IrapCuGeNoRvql2NovvhC09qEQgLHjCZbluqVAxhpwM8IREpzE5Ay3h7JTXZISvAo5lJUwa0UPQUpphKwmsZCrLI4nYVClLfsR4lqNoFJHYuU7pygzPSjZUgiHAQ5BZ5+WgkCg/QEhFIh1BuiwzjBVEImPe76ExZAIyYVgjpmJ8FmWXU8IirSN299MRW0oeg9EGqTyCfIlCdZSwUGF4+gRCSporcwPSdYABBnhvEIbwpS/Bf/2v29a+adylXl9g/e5Zur15+OE8Qa7I7JknqU0evbP9/uhH8K1vOcXCFoaHnU3NluXNQXjySfgv/2XntrVuHxMTbrFQLmOtJWptkKYR6VCVrJTH6JR2u04v7jBaOI0qFHa22dx0qtZazTXS6nUoFg+0TS7lKmhZR3f29nQL601qYYVuKSbptfc8JqWk1OixfOoQ0a99ErPWQaQpupgHaynjUY0sIjFO3WqMs9/tk4kANk0RqXNYsr5CaoOXZKQeaM/dlpnBeILqeoeNwGPl8Ag9FdE6/wLKD6iMTpOvjjK53CN/cwXb/+ydwYQkSDKuzVZoVXIEacZwvUd3uoztu08I47wChbUIq9FSAU5VKpXnrJOFQEqF0XsdQYRUhIVKPz9W4gU5/DQham2gsxTRJ3aF9JBSIr1gWz37zpcPWxNcBpNZlO8TFirkKkPkS0PUppw9dHNlbkC6DvBTw4B0HeB9gbk3fsDll56mlgmWMkvq9W3xWm3y127SPTGLrwKenH3yPTm+RCf857/6P2ms3dxzf5TFeNJnvBWxWZTEvkQJxamRU1RzThny4KRbpI8Xx/n0yU8fuP9CdZT7f+l/ZGPhCp3NFYRUDE0d27bde+hT/5hX/+Y/ksY7tk+50hBBocb89V/gVvP8sFh11hTW8ta5eV72v0zSa9NrbWAPP4lUHvW4yYfuWeTLbw9jdIbsL8ItMFRp8uFTXyOQTRCCIKjiBSWwhrW5C9v7bteXiNqbSCkxRiP6dg0A1hiGqx1K/nXSJOPGyjHiNEc3LjNRuYxShsmha4yV55irn2Rx8zjr7SkCL8JahTWSRncUawWHhn6EANpRDYQBBMYolxMrDEoahDBkeBhttzPqnIOE890wRmGExJMJAkuqQwQGYxUrzVmmhy4iRYZS7iJAG0U+6NBLy6y3pjFocrkiQd/CaaOR4/IVuPeMq/cHqV4uXdSkad9qKnVN20LfAeqNN+Cxx/Y3hcE1gnfDWufcsnuIK4p2/v2978Gjj94+juPLX3a2xLthjHNOef75d8+WHWCAAd7/ePsHX2f58quAICxW8MM8xmhWrr2BMZqjD37sPT0+ozOuv/7dPYTrFiyWG69/z1kOqh/v0rQ2eZQHPvFbrN+8SNTexAtyjMyc3B6MOfXEZ7n4w7/aQ8oWa+N0ohz15KF9+ysNTxIWyhw/mXDp9SWS1TepiAZWp9h0jM0NxeXmGh++9yaXXyly8UoBKQVSWhCC2bFLPHLsW/heirGSKB2ilxTBxgyFF4h11Q37mGVssoZuSXJhRKZ9tNaAJR92kUJzYuIN2r0Sy43DZNon1SFj5TmE0JycepliuMl8/TjX1+6ll5Twvajv/qDYjMfxVcqx8TfItI8gRzcp46kUbT2E0EhhsFL0M10V1ri6qY27LhDCYPtOFCjwvRSwpDpACEOS5VlvTzFWudm3M3bfsTEuU7bZG6PZHQJPExYreP28ois3ajSbO8RlLre3tmWp5epVg9YSYwTGuPqYz7seyMWLLtN1d09mC7cO3cexG3jaja3XstZZ/t9zD6gDuJAkgf/wH/YPQ231Xq5cgePH9283wAAD/PzAaM1rT/8RrbV5hFTkyjU3mJPG3HzzeaRUjB97h8mMXfjN+3+TP3vjz7jZ3LtuPD16ms+d+hzfX/7+vm1emH+B5+aeYyPaAGCyNMnHjnyMe8ZclMlUeYoxr8KT/gku5sy2bfAWPCu4p1di02iubl7l9578PSyWP37tj7mycYWclyM1Kcvt5W1S1ZMeR2tHEQg+c+ozHJ98iPjI/azfvEAadQkLZUZmTuHnCky0z3OzsUE2v0mLnUHgxBN0JGwWJJ5VrKqYgihirE9heAQRhKy1V2j1NpCZQVnNerJINpkAloy9DhW3wnOuuhjhrhVKBMQmw0iLEoLUZkQmI4dHgQBlfYQwBEKx6EWEwiNvPPKxYd2maOFsHc22AT6M6ICGTLEC6l5CMSngW4ERFiugowx5q4htxrzXhTTPECEWSRr6dMt5/MwikoSCNuSsIFOWm54jXAHklnJXWEfGBl13LFaQ4ayb96zm910rCXSWYrVmaOoYXpB7x89tC0ZnZEm0bX05wAADDPATIY7dJP/5866RNTMDX/gCJAnxtUucf/4bNE4cQ+Ry5LRGKkUSdbj84tOc+tBn3t3Z6I03XGbXrajXXfbWP/2ne5UDxrgLct9305CtlrPBSfuknOc5cviDH4Q4JlldpOMlpNVJbBiQFfOoXowwBp3GtNYWqA1NOhK5WnWLlFOn3P7LZbcI+e533W1wzT2l4No1RLtNDSjVKuSvN+l86BEKo1MMv3YRNXmIklQ0V286tecWhCAQHt6hw/iHZmhtfTzWMv70D6h1NEpITKMJSYzVxln27i4YxmAFqDTDKInM3DpSIOkWA1SakfkSHXjYXI725AjXhgSF1XkQgm5jHWstzdV5Dp+/gOhPutr+cQgpaJV8ejkPqTXSQBhrvKxv2StFf7DZIo2rsdrvK1+lQiqFlAWyxMX6uP3uZLkWh8YpDo2TRh3SqIdOE7de33J82Jq8NRrh+Vij+68nXIysEHsGq7exr44q0iQiLyRDh47fcU3UaYLOErww/74YYh/g5wuDK68B3lNYY7j26jO8+cyX0X37gEM6x3q3SbvogVKoXsRYGvKZh/8nJkuT77LHnw7++txX9xGuAKWgSKhCEp0grCIaGWW8OI4n3X+tscIYj08/fkevIZXHyOFTjBze75N36O5HqU4e4fqrz7C5dA3PDxk/foaRw6f57v+RkG3UMTrFC3IUqqMUh8YRQrB6/Ty6+TrNmXmypEevtUH+UIY1mvXlC1QP3ceHH7rApYuWXpJHKkVFvsbU0BUwEdY4K8ZCdRSjNXG36bz4AT9fxGpNGnWJOpvky8MIqZB9v36jMw7XXuDq4ixXls6Qap849rkWneSV7BcZr9ygWlill5SJ0jzd2HVdm90RwKKUsxMuhG060RBXlh/g8MhFqsVVpLCEfpeNzgQgnEWwzEiyvk+v7dsTuxt98tVsWysK4ZrFxiikzOjGZTIT4KnYNZWFJdMBUVJiszvFoaGLLG76JN0cXlBmsynodEL+8N9UmT0CjzziGr/nz7uX7zbWWJxbp1mv0dosk2oPz1OsrCiMcddoMzOuKTw9vf9cuFU5s7m5txENey2JtzLvDsqHvXlzP+G6G88+68jfgeXwAAP8fCJLIt5+7mtcefFbO8Oeq5Ar1xyJKRXrN95m6uQjhIXye3acm8vX9y4yb0GWxmwsXDmwBt4pvCDHxPEzBz5294c/x8SJB7h+9hnamyuEhTJTJx8h4jDPz0X0WnWssfi5AsWhcQqVEay1vPqDCxTsmxw9+gZZmqDTBF8WscbjK389wq99eoOHTt/Atx5JnCFJODz8KtXCJkoC+CDzEEwg0iZSZkgU0gchy5jIEHptfNPF2mEyLbB4WCvxlObk5I9YrB9jfv0utJUkaciNtdNorZgevsRbCx2itECzO4KxEm08ut0xZ8mPxVcJ+bDFRnuSS8tnePzE32CtxFcJSmT0MndOKOlqZJy5Gu+shu12HQWQUiOFRcnU1dEs7Js8QrM3wljlplP7WokVkGQh3aRCJx5mZuQt5jfPEHdbWJFncxM6cY1/+S/h0CHXCzlzxvUxrDW015e4erlD0hmmsVFAG48gVCwsSKx1PY8sc0TpQZFUt0QtsbKy331qdx1tt+Hy5YOtil97bT/huhvf+c6AdB1ggJ9nRO1NXv/Wn7B46ez2fc3VmxSHximPTiOEYOnSWcaO3HtHFonlsMzvPPI7XN+8zrXNa0ghOTVyionSxIHP//aVb++zJF5qL/Enr/8JTx19isemH6MSVqjPXUAKQS1Xo5N20EbjRk0FSipyRqIo0M26LLQWeEReRSwAACAASURBVHL2Sc4unaUSVriycQUlFVPlKZpxk1SnPDDxAI9MPcITM09wpOZUHmGhfKBy8rN3f5Y/aNzgOXOFyoYhZwSRgsWCJi3mqRofESeUghINz8MPJ7GBT5LFrNfn0SZDIggMOCry1tCdg6EFhFZQsD5WOrLUCKBPnMb9IZ/EWLQVSOEjraBiA4SStEXMdJxDW42xLjPWt5ZUyH7+q0BagWclXZnRkCmTwhBJTaQsDaWJpOWqarKkeqyrmNmkwITOcUoPUfZ9AiFIfUHol9CdiIII2FQJpq/GdaPklnzfNUIAjV3EdSYswlr825kNC+mUQjol7rZobywz1FfoVMZmDtwkSyLm33qB+s2LaJ0ipWLo0AmmT3+AID+wOhpggAF+DLRa8O//Payv79w3Pw8vvkjrY0/wyo0fsmnq0J8JknKOyvhhCtVRrDUsXnrl3UnX797enp9u12WNfOxjjmxtteBf/Ss3HVkuOxXCL/wCPPiga8x1OjA56Sxy+gReO22S+CM7uzx5FNmLKb19BYBeq041dYpNwG0/PQ1aO2vhN990tnRvv+2yTsIQNjbcYqSvwvBmZhld6zD66jX4x78IZy/A7CxycZGqVyTrZmRpjPY9RKVCUB3G+x9+h6UydDZWEEox0dBUhw+hkmWyzQ2sTpHG5Yxj7C32CM4LAkBojTDWrcek68tq36NbzqG8wDkOrTewdhyjM7wwjx/msdaS3byGaLWQcebqlxBYJbHGsFENXU+1b72fhIpcrImDnSPwU00aeBhPgADlBwT5krPGD4t0m2tkSYyNuljjrIe9MO/cIoQkyJeRKiDuNFzuat9S2OjMEctoMmuQno8xBmuMi3p7V8UrfXti4epop0G3sbYtcLpdHY3am8y/9QKbS9ew1uD5IaOzpzl092ODIaYB7hiDM2WA9xQ3z/+QxQsvbxOu4LJmptQoxgqC0RlyXo4TEx/kSO3oe3KMcRbzxvxZbpe+4yuP2eosp0fHuFjVpCYlVCEPTDzAU8eeIufd2STqu6FYHeXej/76vvsf/wi8+eZhbD+QfQtp3GNj6Sr3HHH2Vklvx+bCWnj2uRE27D0kqaDXrFMsxJyeOctYcAGtMzAanWUYo+lsSIxOEf3QdQApPapTx1m99gYCl9sghHD++kqiexE5ucK15adIU0FmYL09iUBjLSw3DrPSnEUKTTcpUwha5Pwu1koWN47hexGBF9HqjXBt9X5A4HtpX0mTAILAi7YthAWmT6yC5yUooaE/PS2sQVqJFAZjPJf7aiWXVx7g5NRZBJaN9gTDpWU0Fm08lhrHaPWGKOYjpNCMlK+y0BhiaTEiM3m0N06hKOh03LXhzAwcOQLnXlqgtb5As1EiST0yLXHXCRnauGmvJHEKnePHLTnmuPLSBdK4R65YZfTIPczOjjEysnM9e6saVgjneLIbt7iYAO5a9JvfdK8lBIyMODXs7jiMbtepf+768Vw9BxhggPcYV176Fms33t631ohamzS4ztCh41gsjZUbjB+97z05RnBZs+/6nPjdn/OToDZxhNovf2nPfdbC8XuhXj+6r44211bobKwxe2TFLV6z3ZJKw8ULAf9m4xGqhTU6zTadruD+me8xXF5DWI1FI9BIayh6CxiRAD5RlqcXATbHSnOGQ9WzKGHRWbfPDLo2rS875Pw2K40ZwJBmAfXOJEqmSAxza6cQ0k0WR2mJQtAiH7TJtM9ac5qc30apjI3OBFeWHwIsS5tHOTR8BSEsQlhnxW+C7QiArTrqq8TdxvYdIxyk0CRZDmMlqQ64Wb+LmZGLJFmeZneUQuhy3VMdMLd+Gm19ckGGL2OG8nOs9crUmxnG+ojCOL7vat03vuHsfYeGLJfPXSFqb9Jq14gTSZZJjLHEJiPzPISUJImrX5/8hKa1fJmNxSsYnVGojjJ25F7OnKnw9NM7lvq31tF8fr87xEF1NE3dsV286AbZx8f3W/PfuOFI24Fl/wAD/PxBZykXfvD1PZbC4Kx+2/VlpPIoDU+SRB06jVVKQwcTpwfhSO3INpl5OzSiBt+f26t8NdZwdeMqi+1Fnr/5PE8cfoIj1SPIfgxN6AUU/AJxFu+hLn3pc1/tJAALrQUeO/QYv3r3r/K1t7/GRGmCte4aqU4pBkXOjJ/hSw9+idALuROMFkb5Xz70v/L66jle8l7CYglUQCUcpugX2PKQOHHoMa5sXMF019no1VndmGfTdLaPU0qBZ8Xt6EUHu/efCZaEBM8IrIDsIMJWaHomQwnFkA3whQJrUdYitcWajFSmGAwGgRaWDPAQGMAIl0sLsO4lvJLf5KX8JuM6JBKatnC5rFhLx9OsqJQ6qzycCqYoooRkypZZMx1yVqK8vgLHbr3TnfdcNk7Xaq2jzDNhkBZ8DlLQyO2mstWaNOnRqTvS1fNDRo/cs28LnSa8/dxf0mvVt+8zRrN+8wKt9QXuefIL+H3nJnAE7frcBfd/wFoqYzOMzp6+YzXtAAMM8A8Ef/mXewnXPtJum9b/838TPbjX+tcYQ2P5OtLzyRWrtFbn+w57t6Eh2m1YWnrnY7h0ySke1tYcEbpld9NquSnIa9fgt3/bPQccAftv/62zeINdOaGQ1sp0Th7Beh5WSYoXriGzDJNlKCmdlfGJE66p9vrrTs2wtrYztdlquZyTXM5Nd05Pw+zszjTo3JzLpZ2edgsKYxC9CF8o/KD/G5wCDz5M7aOfpFYs7qxF/+AP4K6T0O6QXL2A8D2CNGOnQN5SRaWrE0q7OmWUIFMSazRhlGKNQaoYRJshX3HXK9dZeaKKDaE4PIlot/Gvr5AJCIzLMQcB2mCEIPFDwKKF2HaJ8BNNpgTGTRkjjSUfpXSLIdLzqU0e596PfpG1G28BMJV/BJ2lLF8+S2dj1eW8CrB6x/Ei6bXQWYzRGmvMLocs976NzjDGsM21Wke+viOEdHmwQmCylKTXoddYpzQ8Sb48THV8dt8mUXuTt7731T0Rf1kas3T5VTobK5x84jN7VK9xt8Xa9fN7XCuHp+8akLMDDEjXAd47ZGnM6vU3bzvnKrWlbH3yucqBdoQ/K9R7dRJP4PfnVA9CrGM+etdTfPHuR+mlPfJ+flvt+tPGRz7imoFpurfwttbmCb0uJw+7ADOjdy4wOlGJt2+cIFdsIKQkS3qstyKer5/hzOFVZobfQKcJWIs1mqi9gZCyn4HnAxbPz5EvDxPky1hjSKMu+eoI7foSSauNtYZLS/dRCpuEfsrc2jGslUilUWjaUQVtFKVwkygpggUlNb2khEWRZAWSrMDOBYXl5vpJjo+/Tq2wzGpzFk+lBF6KEAZf9RA9Qy8p48kUKTWedBcmqQ5JsxBroZtUsNZdKlxcfJT59ZMcGr7Mo8efJkoLZNrDolDS0EsqeJ4gF8TkvDboNlqD9g5RHZvYYyl88yZ84qkuvflXON92at1210dIQ6Y90KCNIQgkUrp8gdWFVf7qz3/IXUfdori1vsDqjfNM3/0BfvVXH+GP/shdnxV21sWAI0iDW6YARkb23m40XE7dc89tR2xw86ZT0d6aIXuQxfEAAwzw/kd7Y5nm2vzBljpA1N4gS2K8INwv8/sZ405Utu+F+kIIeOopF0e0m3AFWJ1fpJhvMVZbA2t2fYSCXlIgjqG92SAv2pishWcz3rj+AJ5dYXb0PJIUMEg06AxhJdqkZJn7UY91FekX6MTDYOsImRJnI5T8BaR0215fvZdyvk6cFlhrTYEFKSxSGJrdYZRKCVREN66ghEu5i9ICFkUvrcAt1waXlx/g0PBl8kGLdXsIXyUEXoSUmqDv9pDpEE8lCGFR/TpqrSAzPtZKekkZayVCGM5ee4qrK/czPXyZqdpVoqRIagJAoKSm0R7H9zbwlKacW2NhI8NISeYdY2a6sicS6dw5+NynFklXLnO5N0SaSaLE67tPKNDgWYMfyP5C2/Lmy9d48fjzjAy5+IXm2jwrV89x7JGP8+lPH+PrX3en/u46KqVTtN7yde9TzM7NwZ/+qRuq37L9v3HDDT2dPr33uVnGAAMM8HOI+s2LJFHntjWys7HSdxCS797Y+zFwbuUcZtc611rLuZVz1Hs7hFm9V0cKie0u4KcRAknOCwlVQGYyLOBJRcEvkC/VMLghZoCHJh9isjTJl9/4MiudFTzpcc/oPXz+9Of3Ea5zjTleXX6VbtpltDDKo1OPbsflAFRzVf754/+c33/290n0fl/3o7WjlIISH5j+AH/6+p9S79Xppl0XPQcYLCmGRAj01pp6a85o698HYMtGMXkHKUuGy16dMiVqsoBNnAp41ARYIcisxreSWGhSYbHYfnm0SCw94Zq+ReOz6sVcCtpYJVgQvb6aGJyVoaDjWUoZZNZyRW0ywziTtkQnapKkMdakzIoCvTCjJ7L+lvT371HTPi2VkgiDwdKVBoxgP8UpthvFW9cnJkvRaUyQK3HisU8S5Ir7tlq59sYewnU3kl6bpUtnOXz/hwHoNetceP7/2zP01lybZ/nya5z80K+4SKEBBhhggK1cjwPQ2ViBLKMyt0p0eHjPY9ZCp75MrljFYm+7Zr1jWAvPPOMI14Nw7ZqzqHn4YXe7UoF/8k+c5fCbb6L8gFgn9I7N0HzgbmzfJrj10D2077uLQr3F5MzDey2EFxbc+9/cdBf81rpFQ7MJvZ47lkrFkbFHbhm0OncOPv1p99mFoSNgo8ht43mOsLXWTXa+9BKi1XL7WlgAz8M++ACdC69S8BVZ4OHFKUinNt36JDPfw/oeMkkxUoAULtc10+S7hsRziy1jNAJBr+hTWG9y8tk3WHz4JOGZw8jzV4jyBaKCT5AZZJqRYbezYz1t6XoS4ymsNgSJplvwyUeaJIDMk9u567pYICyUmb77UY49/JTLZu33opUfMHH8ARYvvkLUcYsrIRU6S8iSiCyJSLptR65aC1bvvz6zFoTaOZeEG1bebyfMLsJVspXxqrOELI0p1sY58dgnD3QwWXj7xT2E62606otszF/edufaXL7OlRefxpidc7KxcoOVq+c4+aHPbIuWBviHiXf3xxlggJ8SOvVljM7wwwLyNlZNSbcFQGnkHQLTf8rIeTls4KNLhds+x5Meo4fvxpMe5bD8MyNcwQ1g/dZvwdjY3vtHq3V+6bEfUMi5YrG1WMuMR5r5GJ2SRO1+vp3AGE3Sa3Pu6v2kcbqtttnyyDdauz9Gk6Ux1ckjCClcYYw6SM9DKb8flu4jhGKtMYWQEt/XaBMS+l08pclsjk5cpR3VaPRGMUaRZHkQCk2pr6rZ3Q11t7UJeO7tz9LojgIWrT3oK2etleT9Fnm/7XJehe6T5AJPphir8PydTNwti+GNzgSLG8eRwvT3B9YKrIVKsUWcFZGee18IRU89RCs5tJ2z2m7vHOULP1jn8Qdv8luff437716i13OWylv7zDJJkljCEIr5BJO2eP3t8X3f6fzbLzBcXOB3f9cN542OOveS4WF3+1ZL4iCABx7Y9WlZ1yheXd1vVdxs7tggg2s+H2RxPMAAA7z/0Vp1ExXhbchKayHpusneLQud9wqV8cMHNge34AU5apNHf3YHtAtnzsDnP++cqbYgBMyMLfLgiVddTdrF0GXaOSaEXgPFphsMsyBIUXS4snwfwrr8cIHsj+IaXFtY48kILLTSGZSUlPItpzjVgVt4Wh+LR5xV6MUlZ5lvFQhBLughhSVKinTiKs3uCO2oirGSOMtjjCLVIeDyz3eW5K4eduIaz731OdLUuUSYvgvE1r9LuQ1Cv4cQFk/uNNWVzLBW4Kverra3q6PLjSNsdMZJte9yYvskrZKaQq5HlJbd0JYSaFGkzSNEephez/VGdtvnv/qjVX7xQ9f40hdfZWy4Q6/nk6Yu/8dYQZIKstSQz0Mx3yOOEt64uLeOGqO5+vK3eeC+Lr/923DypLMwzucdYfrII66m7sbEBBw+vHO724U//mP39611dHkZrl7duV2p7H/OAAMM8POB5pqro0H+4MEgnaWkcQ/lBT8VAirK9tru13v1bcJVG81mtMnZpbM8N/ccb5oVIh1T7CtkhBD4yseTHpnRbPqG59fOcql+iUrofpS6aZevnP8Ka701DpUPMVWeYrmzzB+++Ie8ufom4Ijer5z/Cv/ulX/Hiwsv8ubqmzx7/Vn+9Q//NWeXzu45vidmnuDJ2ScZyY8QZRFRFlEJK9w/fj9Ha0eZLk/zG/f9hntvaYTpZ5pqDBrrVKV3ZCz8LjhgFwanEm7bmI7MSNEcygqc7pUQgBJOVZNhSIQ7ikRoFr2YDT+lZgJ8Kdn0NS3fqYXsrhdTSEIRkM9XyMIQTyp6yqI6Pa515rmRrKJ1SoZhKPWYTENm0wJjWchYFnIkLWCBG36XjsjQwhJLw/fzazS8/ROwWwpX5Qd4Qc798UPGjp/hzMd/k+LQ/jUkuEGCd8L6vHvcWsuVl751oMtImvS48tK3fnKCZIABBvj7gfX12w4nxf21ZuE2g/xJr4W1lmJ1rC/guA1Kpf12brfi+HFHqr4Tzu6tW1Sr8MUvwu/9HvJ//z2Wv/iPaHzgDDbcq2Kwvk/xQx9F/vIvu4XDFhYX3ftfX3fq1kbDTWF2+gNb3a7LnL18GZ5/3jXbtkjhJIELF1weipRumzR1JGsu544tjuFf/AunJP7Od+Av/gJ++ENYXUXfuIGIE2SmMb5HFnhopTBKYqXACoGWoH1FFgakgUIrN6ykBcjMkHk7vXYtwI9TRpeaDF+e58TZaxz9xnOMvnGVWMe0K3k6Q0U6lTzaVxgpyHyFAHqVPJ2hMu1qwcXKWWcRHGSGoUZMtZ3SGyqhCgXXGw/zXHn525RGpmitLdBYvkFnYwUvLDB9+gNUxmaQ0kMnMe31JZJOk7jTJEt6fUvhAwhXcM4Pdjfpfhv1b/8eKRXK8/HDPCrI4QV5Zh/4CPd85AsHDnzrLGVz6dptTi6H9ZsXAOcUcfWlb+8hXLfQba5z47V3sMse4B8EBkrXAd5zSKUoVEdpb6wc+HiQKzJ86MTP+Kh2MJQfYqYyw/yhhMKVOeQBcobTD32cXKl2wNY/Gxw9Cv/snzlFY6vlyLnuYsTrT7e3S5AX5EmiDmkWuIElY5DSwxrjcvb6C7sozbPemmKsutBXkuwElMt+8GeuWN1WLdl+gfHDwvY0kBe6iS0/DJCiTJZJbN8yqRMNE2c5jFGuyWs8jFXEmU8+jMn7TTrCWRe6pblidwGNsyLn5z+MpxKkyDDWQwhNOVenVlulFxfZ6E6gjUc+aBOlRcDiq4hUuxli0c//yXSAsYrx6g0CLyIMuoDAWkk3rhJ4MZ5nGKk26UY5jDfB2koZKeHKFSgWnXp0eto1ddstg84SOm2fbz57F0q5xrN7zf+fvfcKsvQ4zzSfzPzd8eVdV3uHbgCNBtAAKUJ0AilSpEYaSaGRiZVGM9pRjEKc0EbsxOz1XOp673Z3LkTNaEaOo9DKLEVRokCCAEGYRnejvamu6qouX3X87zJzL/KUaUtQDhR53o6Kqvrdyf/81Sfz+97ve19XJW2tII4t1aEOvmdZXS+5Yq3eLXa6Htdmhnlv9i5PfmiKz30OfuqnnJLJb/+2e7674XnwMz/j1mxbuHVrR5lldNSNNdlVqLW+7lRSpISTJ/vJ4j76+GeL3geHXygRFiskneZDj6mOTn/g3QpSKg6c/gTXv/3lXrHPg/s+SAme06dd8crt2y4+npiAW6+v8Wd/kJDlrtNESokxhtz4CAxSGKLQYHSOzpPePArtuEIzHqRa3OzRngIhASMx1sdaRTcfwtgQi5Pe9T2wqkgUxuSJQsoCVhfRNiLRJVLtAQJjBc3uCFnek8oXBm0DjFYkFFBhTilskGRF2O4l2j2PChrxCBfnh/C9BCVzcuOjRMZQaZFSVKfZGaQRu+KmwItJsiKBlxD4bbQOEejePCocUSwMo5U5Ir+D7yW4IikPYihGbTwlGah1aXbK5GoPG+senueKvstl955vEaOthvM5mpkd5MKVcaR0vkTOws/djdaSNDEMltogYGXt3qK4zUbEjdlBri7P8/SLR/n5n3e5jevX4fd+70F1h1LJzaO7cfbsDhk8NeXWV7ub3BYW2J67X3wR3ofNYx999PE9jEJ1iObawj2WN1sQCEb3n3h8svjviLHSvcTZctvFw9poFluLJDohNzmttEVdhejQ50f8cSbKkyy1FrFAplOE7zNbgyTrMFYa44vvfpGfPP6TXFu/xlJ76YHX1VbzpUtfYm91L+eWzvHu0rsPHGOs4U+u/AmT5cltP9pO1iHyIjbjzW0LnXbappN1qIZVfvrET7PQXODJ0SeZrc+SY9DCsJ2OtN/Zeu3vAjfXWnIJee66eaqiwAEG6IQpcyXDQAwF6+Oh6UqL0pZMaBZVl6mswFgeEXuWK2ET30oUAosrSlIIpIDAChKdUCsMEssucZowI+oM2gLLtPBFhLCCg1mRppfTUBkF62LgdZXSkjkIy2Dub3f5GmF4L6wzmgdEuyWGhUD1Ym+EQCoPL4h44iM/8Vhv4Sztkqcxopdovh86dUFhc22BbmvjkdeJ23Uay3PUxh+UXuyjjz5+wFB4dLfeVnOHPziCEI/uZh0/fOrBjXHsSNTVVSdL8/TTrrrxUWM4dQpeeeXxY93dFbEbQcDAsVMMdze2JW93o1gdZur4Gbe4//mfhy9+0RGs8/Puu7UuGFBqh2xN050goNVyQcbSktv+zDMuiFhbc+cb476SxO0vFJxvybVrrosiTR0p6/uOjH3lFWSWUmzHyFwj9Y4belwMnKyvtWjfQwJJwaMTCNJAkUtBtd6l0M3xtCX3BVngIYwlTLXr/BSSSAtsJ6Z2d52h3GdtT43inRZagS35O/O158GJJ2lldfy1TUypQKFQoiFSbDcm9XxWRyrkviIMCqRxh9b6EptLswA0lmfReY4XRPir8wxMHmRo6jDWGOrLcz12VKC3rXwet1K4r0HHbulpPARSOhljcHOq8ilWBjn6oc898uo6T8nzFJNnvYaiB/MTW3nv1bkr2128D8Pm0m3Sbqvvpf4DjD7p2scHhvLQBEr5aJ1RGZ1G65xu414pnMrIFEc//PkPXAv904c+zRebX6RzZD/+2gZ+vQnGYgoRE4ee4cyzP/5PNpb7Ped2Y3fHYrfwNNerQ3R676lfKJGnXbQVYC1SKqTnOxlhegsI66p6telNTFYglQvYvCBy0gxSYXqVW0bnyJ4hux8WydLutmwFWEYqt5lfO4r0AnzP0mwXSfKo1/Gi3aIM6TzpLKS6gCQj9DokWQFHgOb0LOMpBB0CleApN7G1kypJHhH5zuMozUOU0uwfucRTe1+hVGhSjda4uXSKm8tP00krxGkZKSzGSApBi8Pj7zI9fI1mPEToJwih0canGDWJM0j0EOVgGRjhzas/RGbdmkgIt3Yqldw8P1S6w1N7/obZS1f406+/RH09wRNtwN8mrsElbqyFwE+pVmKUMtv73r00zrff3YMxAi8IubUCX/mK68A6cQL+/b93MoeXL7viuX37XLL3/i7n2dmdn6V0a9dz53YsL8CdH0Xw+c9/F398ffTRx/cUamN7mb/8BgCDk4dYX7h+j3+3EIKhPUc49NzLH9QQ70F1dJoTP/xTLN06T2N5bnvb2KGnKVaHv8PZ/3B41DwqJRw8uPP73pMvsmfPBWZuOwlG5YeYpOu6WoVFKI9CwZIl7sPVGrMd+Fkr3czVC/CkUlhTQHekm/d6BKInuxhRRvkxVgUUi1200iSxoBTWqRRWMG2wXgkhBJ24TJoHWCRSGgRmh3zVPrkOnFSw13We5wiszdzxQhP5XQIvRskcbT3itEyWS4IwRluPTIeEQcyRgbc5feBreCpjqLTEt65/lvXmOO1kgG5Wcd2suDE+ufdVBssrtJMqZdFACk2uA6qFNdrxEEqGVIO7dJITvH35GcJoR7Frc9PlFa5eheHCZQbGv87NCzP817/4LEmnhSd8ED7W7Go27kkLB0FOrRzjKceGGgNff2M/V266AoPCLcXl2+76v/ALTpr/138d3njDFSdJCcePw5kzD/dp3UKh4AqULl7cIV7z3P1cqcBLL/1d/xL76KOPDxq1sb1s3L2JkJKh6aNszF8nz3Z1+Xs+44dPseeJF/9RXv/E6AnKN8q0Upckzo0rSlrvrtNIGuQmR4odgm1d+uwbOc7Pjf40i0vXeXX+dVZki9WyQoYhR2r7mK5OY6zhDy/+IcYafPVwsjg3OW/ffZu37779yPEZa3hj/g3+xfF/QW5yvvjuF2mnbc5MneFu6y6b8aaTv0VwZuoMQ4Uh/vLGX3J17SrWWrQAvTsBv1uAYfemhzWzPHjoI7GVcq2LBCt9RvKQ0+kQwliWVYd5XefdKGEij4isBOVxXXaITULBKOZll5tBm6IfgRDUtCK1GiMFWoCHxDeKACjHhmLsYl6MxLeKpm4znAV0haFmPaSVvNAZ5FLUZNGLMcKyKTN8KxjUISXjsWX3GlmPPXlEU+VEWuGqtFxVj/M/9JHSdRrtP/Uxxg4++fBnZTSL195h9fal7fg/LJYpD0/dY/GwVSh+f97lYeg21/ukax999OHIw9FRJ6V2H8Ji1anfHTvEYGDZvDtzT+dfWKwxfeJDDO05cu+JV644f5fdSSohnBzNFoG5hYEB+NmfdZ5a9y/a78f9vlv3Yf+pj1Ed2cPKzEXi1iZeWGB4+iij+0+i/GDnGl/4gpMZ/vM/dwv+rQQguElrdzOOEI6YbDbd+Dc23D08/7y7x5s33XG9bgdre7L1r73mrn3lyk6QkWVOtvjOHaRSBKnGGoswFmkdqa1SV1hrpaAxMUhWLdEmo1BvE3YSAgu9UBOtBKtjZSSSkdU2QnogXMbWYLGeh5cbRlbbtPaMsnCkRLCwzMhSA6UN9UrI3LFhuiULYoBO5CGlYm9xgkOvnyVY2iALqG2Q7gAAIABJREFUFGa+TWOsSvPMQXJjuHvtbfKkS1CsEJUH0HlG3Fynaw3N9UX8oEB7cwUEKOXRbWw8XCL4flgQcieOF7InNbz73F3rJqNzlBc4uzwheerln6dYvVcGewt5GrNw+U1WZy6SZylCCKJyjcrInnt8zgtlJ5n0neZRaw1xa7NPuv4Ao0+69vGBQfkBYwef4u71dxBCMDh5kMrQBN3mBtYaqqN7ee5zv4pU6jtf7B8Z+wf288vP/DJ/feuvue3fJp0YJfIinpt8jh85+COPJEH/vjBGkydddJ6zMnOB9fnr5FlCVB5g7MCTjB548pGvXagMcvjMj3L9zb8kbqwjpUehOkKsNIkQ+FFp+1whFJae54ww1IqrgKsYxmgsvksu9yZLL3AJaC+IqI7uISgcZ3X2EkmrTh53sdZgjObQ6FkW1vZjjaRWWmdlc3g7Ie15OcK6zk9tFOVik9BrgTU0OlWk1MgtiWChKYVNwHURKaGpFNZRMiPOShijiLMiS/V9lKNNxqdnODR+cfu98L2M0I+J/BhKK4S9qt/nD57l4Ph7JFmRXPtstEfxVYqxisDL8GWXOO1ybW4///3V/8Rq0y2SositpbYUQkK5zObs66QTJf6/tz/BezcPkuWKwOsQ+T7dtIySFqnA810KQQoYqMQc3OsqjG/NDfCtd6a3x7xVkZUk8Id/CL/2a05t5WMfc1+Pg3ffJ3u5DB/+MCwvuwS3lC4JXavd2yHbRx99/PNCsTZCbWwf9eVZpOcxsu8J0k6TuN1AABNHT3Pioz/9QQ/zHhSqQxx45uP/ZK9ndO4SAd02y7fOs7k4QxwbYj3OwJ5TPHnmIGH48HMH9xzmzCeeha+9y9wdBSj8sICncrLcpzbgPqcFoucV4+bRwOtSjjZcsthajMlRQUDoeyR6EKETQkKqERQKRXz/CJkFX18B3QTTIfAtOs95Yuod3rz5MgXVoRB0WG+OspWG9lXi+nCsxApJOdygFDWJU1eNLmWOFKbnzZq4wqLeuZ5KGYhW2GyPkuYRuQ5odWssbhygVlrl5J7XmBq6tV1MHPldAj8jChaBJSLf+bt/+Ng3mRqcoZuW6aZljPEQwiCEwFM5vmoTp4KzN57hd7/xfxBnEtF0xey12k7+oupfY/nWeaYGpnjjjf3MLOzFGEEUNImzgMyGKGVQSqI8gbWCSikhDDQH920C8Nb5qW3CFUD01o9bHuf/4T84JZDPfvY7/93cv/QcGYEf+iGnItFuu3l2eNgRsv9IS8A++ujjnwBDe45w99o7JJ0Gflhg7OBTxK1N0riNEJLDL/wo+5767isrcpNzdvEs55bObXuknpk6w5Ghe5POnvT4V0/+K/7buf9GohNKQYmVzgrr3XVSnVIOyg9c90L3Nh8ZDfj0h36Td143TKUtpoBKULknLmymTepxnf0D93nM7cJsY5Z6Un/svcxt3iaN23zrxitcvfqaU9UQMFCqMT10bDuZ+OXrX+athbf46q2vcm39Gt1syw9VbHfnAPcqAIqdnpX7CdZHEq4P+8wVOO9WrSnokIIRrJs2A1mJklGkoUZjuOY30BKQCt+4rPSin2CwhFYxpKGAJLeGEI+iUTRVjhYQWslYHhJYiSUn0PBkUuNIGrApLEsqxuLOF1JQND7Px4N0hWZJxXSFJrISi8BYi7Iu6X0iqVDWXk+bwhHYKogQQmJMjhAS5QdMHHmW5z73bx/5nG69/dds3L1JWB7YJl2TTou0e42h6SOERRfHjh44CbBDLjwGyts5ppk0ubR6iVSnTFWmODhw8B8tB9JHH318D+Kzn4Xf/d0H/FRLg2OsjpbJAo9oZZlxinR9S14qooKQp17+BYbvJ1zX1uAP/uBe4hJcrnBjAz79abfI7nQc2Xv06E5H6XPPPbobFhzR+RhsFSU/QALfD993C/4XXoD33nOdF1uk6xZBukW2CrHTrQpurMeOuWBndRVjDGDRaUIatzE9VY1orY6qbyIPHXZk68LCTgdtu+2Kd8MALSUY4xzGpcDPDUYJ8sCnsX8CjKY6t4zXzZz1Gs5n1QoIUo2XanydO7JVyp5agkDXqlAIsaUSg0lCvZFh6xuodpduqMBKVJYzObPO7ECNpFokMIJDb93k8J3zmCzF6BwrBe1qgTDMKb92nisnxzFrq4SJhkpMV2tUEDrLhrjjYmMvcB2j1pLo/P0Rrj3c003t5Bl3/e4UqrygADibPKkUfhBx6MynOfiIYnSdZ1x97U/pNNYoVIZori9iraXb3CTtthje+8R2HvzvOo/28YOHPunaxweKqSdewOicldsXMUbjhQUqYYHK8BSHnnv5e4JwtdZyfvk8by68yXp3nVpY44mRJ/j4/o9TDB7t8/p+r319/TrzzXkCFXBi5ASDhUF0nnH36luszl4m7jRYv3MNPyz2KmxC4tYmsxdepbW+yMHnXn5kwHPg9CcIS1UWrr7lDO6BVq1AthFQGRlCSEVrfRGdp0ipMNowOXCbQtjZjnSttQjpYfKMuN1AKY+xQ09z4NTHGZjYz7Vv/QW3z38d5YUUayNIpYhbdYzOqBaW+fDxv+bd2U8wUl3m5uJRNBJBzlC1CSajGQ9Q9mMir0E7LuLJmDBok3cDtPEQAqrRRs8Xz7pOnaCNEIZqcY0oaxNnJWrFFXyVsLw5jel505XCBkJY9g5fZnb1OMZ6lKN1Qr+CsYoo7KCNh+8lWCu4sfg0QgiqxTXKYQOwzK6d4L07HyPXHuVwlVYyRLer3Liq0OlYIr2MHVnhq389zmaz6mQmrUFJKEdNkqyAsQrfc+cpJTh+XBMEmtMnnQ7wu5fu9Vss7Kq+0trZOvzET7y/v6snnoC/+qt7t0np5DInJty6sPJw66o++ujjnxkOPfcyt87+zbb3SFCsEBarDE0fZf+pj36wg/sAkXZbzF/+NhsLN+i2Ntm8e4ugOMjd9SlWVxXWLgKL/NWXX+TMJ57lk598kDyTUnHih3+KytAk81fOsnS3hbUSf8RnY9OjOjyCkJL68pwLYIXEWs3B8YsoqdlqY7HGIFBIMgJZJxMFgurziPAFcjlK3v6vhNlZomKJypBPpyHpNhsYbZkausqJpMLlhTPUCovMcwAQKJlRCusYK+kmFQpem8jv0M1KKJkT+h26abU3j1pqxWW0cUGfkjmFoI0UhoHSMklWIMkLjA/MYTeh2RkgN6o333YBy/TwVdZbE4BgsHyX0B9FG4/Qj3vfO+Q64OL8KSK/S7W4TjFoYqzi6uILXLrzQ0ReCyly2skg7bZAKQhD6HY1w/4yDC/w//75E2SZRBCDjfCUoBLVWW+PYqzEV24eDULJkcMx1UrC8UOr5Lnk4vV7ZR8KlZ15tNVyig8vvPD+/n6eeMLlV3bD93d8X7cI1z766OOfN6TyOPbhz3Pzrb+iXV9x3tmVQYoDo0wcOc3Usccnbx+GVKd88d0vcqdxZ3vbameVy6uXeWnvS/jc23m6r7aPL7z4Bd5ceJPR4ihrnTUXj4TVB2K8UlByxOvyBZ6ffB4p5LZ/6/3wpEcnf9Cv01rLamd1m9htJA2GC8MPvFYat2muLmDzW7x+dZO/WPwGTT92JKuFuLVJ0m4wOHWIPPB4++7bnB4/zfX169uKEtba9+Xh+l1JDt+nLLiz2dKSOdeCJgvGoy1yxrOQPbpAxXhsqJRMGKxwSkoBHggoWZ+u1AgryNHU8pANlSGsYNIUqdiMO16HwdxHWvCsYDzzOZaU2Zu5XEBNBPg9hYtcWGKhofeci1YxqSOKPZlha2FCFwisxAhLAR9fSHzT84CXgiAqOUWqNMaLikweP0OpNsL5r/53xg+fYvrEh+6598byHe5cfJ1OfYXV9ip3WvMs2TZpIWCfP8KJZZ89B55maOowo/tdsnhg4gBSeQ9YPmxBSsXg1CGstXzl5ld4/c7rmF1J8bHSGD/35M8xXPynUyrpo48+PkAcPgy//MvOd/TWLbdtYADvzBnGZq7SfutrpDZDAEXAi4rs+9n/9eHk5htvPEi47sY777hO04fhox+FP/mTeztkt/DCC07G5h8KWeYqLycm3M/FoutC3YJSrhtjdNSNp1x23m+TkzA1Rf3yu6SX30aoFP/WbWSSIj0PERWwnsR22uS+j1pfQ93peZkI4TovesSukAqlPIxIsb3PYAluzhEeQ7lHqnz8OMUKCcK45hYpyHxFriSVRkxccHGgNcbN0ZUKA21D1GiTV0doL85SWlpHZTkaRSI02lqMEnhZzsFLd7ly5gAHLi6w524bk6VI5WF1jp9oygt1krUOmQe1mbs0Q4FVEs9v0CmtMLO/RlYMsVY7otYYTP6QZ/gdYe8hWaXysGisdWuOLWI5KtcwOsfonKg8wNQJp1hy7iv/lf1Pf5ThvcfuuerSjXMs3TxHp7GGThO6zQ2ElISlGjrPaa3fZWDiAHuOv0B5yOVuh/YcYfnWhUeONCrVKA6MPnJ/H9//6JOufXygEEKw96mPMHHkNPXlWYzOKQ9NfODec1uw1vKlS1/i/PL5e7Z/a/5bLDQX+KVnfolAuclLG43sVdW8H6x2VvkfF/4Hq53V7W1fufEVnp04zdEVQ3vTkaTNlXnyNCFPE9JOk+F9OxU26ws3GJo+ysD4wyuY8zRGej6j+08yduBJBqcO89b5K0gvplSSxInqSQGD9DwGios8vf/rvch3x5Bcpx1kVAQsqlrj9upNFl6Z4/SLP0l1dJqkudm7hk+hNkK3ubEdEI/V5vnMmT9mtbEXowZYbwwTJx5+cQiRNzhaXsCajOXVImnmMTFwg7XmS0560QqMBSUM3bxI6HUI/S6ezHojw3XSmJRS2OTA6EVK4UkCPyPTAcZKPJExWptnavAGdzcOMTV4CzjVm6dtb3IWgGBiYI7bqyfobpZZ6iW1NzpTNDqDaO2hRE4lWqcZj9LtunXX1OA1nt3/l0gyllaPunWSTTA6J9VFUl0kCjWZCVBKUCq5tdgnXh7g2PA3GKzFaC1YXi1tPzc/LD7wf2Bm5n39WQFuXfj003D+/MP3f+hDff+5Pvr4foHyA4688Bni1iaN1XnnYza29x4puR80pHGby9/4Y9LYSS3Xl2bRecaF8xnNzjrF6si2LJFsv8nXv3YUa8u8/JDC1yzp4EdFpo6fZv/TEUN7jvKtt99FqjaVCnS6qjeLCpTvs6d2iaMTb3F/306etPGLZYolQ1PvxzeLePGX6UQ/ipGDREGXkVGBlCFeNEK+vuF8TBEcnrzExOAdbq8coRkPkekiSRaR5CUGS2vsG53BaE29PYiSGeVok7XWZM+Nzvn95CZA6wDfiwn9LlK6KnUpLJ7KMTZjqDLPQGmJ1cY0oNBaoZXAV5oDIxe5vXKCblpmrHoHy2jvrrfmUYUUhtHKAov1A7RiJ1/oexnrzSnaSYXcKHwVUwrrdNIBmk1XzH1i6nWOT7xGuxPQaCiMBU900LpCkhfITUQhNOQmIAgEhYLLZbz08VGODr9OGGiWVkskyU5YE5UHH/g/MDPz/knXkyfh1Vd3/NHvxyc+4Yr0++ijj3/+CEtVTnzsp2mtL9KpryI9n4Hx/fdIyX03+NrM1+4hXHfj1blX+Yj+yHb8uIVKWOGTBz/JJw9+kgODB/jCn3/hAV+8UIUMFVwxSSttUfQfX/xbDsqMFe/1jI3zeLv7FmCiPMFCc4FbG7c4NX6K0HMxZtptsXbnKtYYDlROUF+8g9YZSdZE5xmFipPWs9ZQX5plqQSb8SYXVy/STttIIfGkR65zNPd2RT0OEnhUr4vc8kB9xH5he/uEpaEybvtt3o42+GR3nOfjIdZVSl1m2ySwQOCpAGkNHh5Vo8iNZjIP2ZOFNGROLi3V3ONkXqFiAoQQjGYBJ9IaA9rNOe6KrqM3sILIuFXBTpQNkVVMZhF3vZiq8akZf9e4XXdrJD2kVSg/wC+UCKISynfPIyptSVIaFq+fJSiUGTvwZG+b5eIrf0h9eY7bzTnuxitYa4mMQaYtzpXbzHlt/vdj/wsHj31oO1fh+SFTx57nzqVvPfT9nDz6HF4Q8fXbX+ebc998YP9ye5nfOfc7/MYLv/FICes++ujj+wz798O//teOeMxzl9j66lepXJ/l6dJB6rpNajI84THglZBf+QaceI4HZIV2+3g8DKurrtOzVHpwn+876Zpu1/lttVquGvLMmX9YwhWcrLIQ7rrDw25Mzaa793bb3dfeva7LFeCpp1wyDtjwNbNv/CVTd+YIFhaxSYLINKIb49dboJzHqmx1EJevuPOl3PGM7a0BbI9cFp5CWAnSKSxJqZxkrlSEzSaGnr+uUBibg4VWJST1BcVOjpG9QmCp8DJNca2FXD6HRuBHRSwxIQoTBggp0Egy5chbgUAlGXturlJra8LUdc1KKYkygYgzLCCThFLbEDW7+NWQjVEnyxw2OkzdSLl1bNR14FrzSO/f7xZCSKzQCOR2AbUXFPCCAn5U2rbLC3uqHEbnzJz9GmGpuk2e5lnCpa9/ifbmMkmnSRZ3nHpjnpN2W5SHJhFCcfwjP0FleHL7tcuD4wztOcL6/PWHjmv65If7ihA/4OiTrn18T8CPiozse+KDHsYDeG/lvQcI1y3MNeZ4dfZVRkujvDb3GvPNeaSQHBs+xsf2f4ypytQjr5vpjN9593fulXMyFivhG1e+wkI74EzlOEZr4tbm9iFa57TWFhiY3DGdW5u98lDSdenGOeYvv3GPn8Lq3BVyf5pCKeTf/coab7+VcP1Ki+bqbcYr1xit3sbqjK6WbCYFPC+h7KdEUmKMpelb2kEHdec8Mk6YufQaI6P7GSiUyJPY+bkKiVAKRYhUCiEkhVKZI6M5iTjHuesnsEZTGdFYo4lbGfWNFsaUGSitsdbcS+R3yXWAkhnaeAR+l1YygAo0Subb1c3aKpI8wgLlwjpTgzfpJFWSLGClsZeB4hoIR6q+cPgrzK4dI87cZGsRpFkvmSJc4jj0OxSDBnFWJjce2nrMrhylk5TJtJNS9GSGFAnahCiZ8/S+byCEoRNHpJlESefRGngdMh2gtUQoge8LPA/GxuA3fgN+9VeLdJufZv7St9i4O+sWCEJSqAxRHZ1Gynu7vL/bpu9/+S+ddPA77+wUEQaBkxn+5Cfhb//2u7teH3308b2NqDyw7dP1gwjbC06FlCxee2ebcE27LfI0ptP1qTcjICNL2ttyiAKDn13l9def46WXdiTXrbXcPvcKq7OX73md1bkrGDVJsVLgV37+NpevKK6enydpzjNevUo5WEfnijRXJGlE6CcEfoZQHsLC2METHB3dy92ZWerr60j5DgN7KviqQJ4mWGtoNCXgOT9W4blkbLHK+FCDw5OX2GhNIZVPIx5BiZRAZUivzUZ7hFLUoBUPOql8o1DCIIXBVwlxWqYQNlEy304E59on0y5RUIvWqBY30DqgnVRZb02xb+QyFoFUmo+e+J/MrR4nyQu990g4/3VnwY7AUCmss9qcQvfm0DT3mV07QpwW0UYisHgqBasxVjFQrnN08h0s0O4WyHOBlBYlNZ5MSW3u5lFP4CuB7zv/+t/6Lfj4x4dprHyKhStvsrLWBEAqn+LAyD0B8Ra+m2IjpeCXfskV0l+9ulNQXS7Dyy+7wqavfe39X6+PPvr43kd5aGI7Afd3hTaad+6+89hj2ln7AdJ1N06Pn+aZsWe4uXmTVKdIISn5JYp+EW012mj2D+xnsjLJeGmcpbaTWYzzmLn6HCudFYw1VMMqv/j0L3Jp5RLaunjwveX3tgnX0dIotajGAXGAs4tneW/5As9NPgdC0Fi5QzePSUzGfGOe1azNECXm2CRPY/IsxfMDrLXMtO9wqb6IVB65yYnzmNSk+MLHCuc7rh9JlfbQq1N6XApWAspKpPTQGFLu7ZKyPXNY2yM7W0pzI2xzOs0YtCFDokgqJA2bABDIAKU8rNGERjCpQyq54um4RklLGipnwY/JMQzlPlN5ASkV1bw3mQgJ1iAReFbiY+lITU37eL1ZdndT7smkRtF42F3/tu5doSjIqOffK9BZSpxnFKrD+FERqXznkZu5sS9ef5fR/ScRQrB59xbNtbtstNdY6C7vvKVSEiIpphnv5Qv81nv/F58xCzw3+RwHBg4AMHHkNF4QsXj9LHHb5SWiUo3xw88wuv8Eucl57c5rj3wmm/EmF5Yv8Ozks499vH300cf3GbbkXtIU3nwTcITfgHefd2W7DWfPuqr/3Xg/ya3HHSOE6zr9t4+WXP8HwfHjOx6to6PO5+v8eRcYrK66RNsW4VqrYYeG3DxUKbNy/luMvPku5Ys3II6xRmM8Re57kOYoIVBJgtAWYZwKg9gKOLYIV8CmifP4FoErdjUg/ACkRHk+VgiCRhfRStAYhLF4uUZLQVOGZMWQpfGIxakaU8tdRjdiKplBtTuIPHfFue02QeRRJKRRKpIN1cjTLiTd7cYiKSXjmzlKedvPwEtzPG0xUmGswctypLUYIQkyQ6WraQXG2e1gKGy22Rws9Lp4xYPSwN81enLJPaUIpzwlEEKQdpsYkxOVavhRzb2fxpBnCUJKlm6c217zLV1/l6TdIG5tkiU7ncyy59uWZwleEFJ6SNfqwdOfJCoPsHLrPbLUnVsaGGPq+BlqY3v/HvfWx/cD+qRrH308Bm8tvPXY/b//3u8zXh7f/t1Yw+XVy1xfv84vPv2LHBo89NDzLixfcIRrrglX1vE36gitMb5PN6/zni85XT4COn+gAqjb3KA2vr+nw++6cO7H5uIMcxcfDJCMzkmzJrI8wJOf+Ayje9/jxPlvcO3118mSLkkmePfO88ytHCfLQyyWau0OQ4ffYE+4iQcU6waVucDdAssrM+hwiMHKKLXhfdtm4bvHpbwQEBzbN8Ps0hStZIzy0DjtjSWKtWE26wKlJMZAriPKhQZxViJOC1ich6unMgTOC0E4NwPy3C1wQi/m4MgFoqBDtbDKWO0OSuY0ukMMlFzwqVTGofHzxGkZKZ4FPHIdEGdFoqCzfd3Ai3sJZY9Wd4Cl+n7KhTo2cdXk1gpC1aZjfMZrNwm9FoKMyE/BgjaSLPcphB1CP0E3AmIdIaVL5j/11M7asFAZ5MiLnyVPYz68qrk1Ez1SUvvYsYdufiSUgs9/3hGss7Mu2bx//4NFhn300Ucf/5wRt+ssXnuH9YUbGJ1TqAw5T7NSDSEEuueZU2/sdCxlSXebdAUQtkOawY0b8KRrHOHutbcfIFzduR0SWyeqDPHkx3+Skb3nmKheZO7COfIspdWJuHj7JRY2DjrSUxn2jC7w4qlZKgPgBwXW7lxG2YyhQQCNMClZbohKVaLKMDfv5ARyDXZ3B8mAqADHpi9x9sYwxh/GpFUwDbr5KAEGT2nirEpmQsrRBlkekukQKwyR36EdDyK35lHhEuBbhGu1sMbEwG2U0lQLK0yPXCPTAd0eUQsQBW2OTJ6l1R1AimfRAjqpk+uXYqtz1hG81kq0hcWNg7S7NSK/RZK5IiljJJHfpJvVmB56D0GOJ2MCL+r5vAsn6R9tEgZdljcjtC0ihCM9P/MZ+HjPFrg6Ok11dJoDz7Y4v6hod8Oev+6D+G6L30sl+IVfcHmWxUU3f+7f/90XQfXRRx8/OOjmXbp597HHaPP4zs+J8gRnps7Qzbsk2pFs3azL3dZdUp1SCkrMbMzwtzN/y2eOfIbfPf+71OM6ZxfPkpls+zoFr8CF5QucGjtFPalzbukczbRJoAKmKlPsr7mi3cHc54fTCVrzC/jLF5DFEneaN2h5hr3hKNe686S6hQASMkJ88qSD5wfcTddYTjexGKrFKgJB6IW0szZJHiMsu/o9vzMeS7r2POjAEqEwaPJtP5zeuQIMFmEhx5ALw82wzZG8xik5iWCVLrkjPH1X3BSIgCl/ALI2B+wA1ldYIVBSsNd4WK0R1pGkmTVoJArRSyL3xoaTepRGkAuLZx+856JV7EuLxFKzrlKswBG20qOW+2AM2uZIqci6LbrSsKabFIYniTYWSTZXyTPX8eT5ISN7jzN59FlmL3yDNG6z2LrrXmjXSzetU8taS1pcWr/C6N0pzi2d44WpF/j8sc8DMLLvCYb3HifpNAAIizuy1outxW2S/lG4sXGjT7r20ccPKpaWII4ff8zt2w+Srk88AXcerggBwMGDO5WwHySkhB//cfid33EE69CQS+jdvOlIX6Wg3SaplmjWAtJrb2NKRWy5wsgrrxG0OqhODGmClgI/yVCZxiqJymPXeKMkwuDIxy2vWCmxQoAxbtazFrnV8SolOnC5Z5mkDHYt8dgoSWOT4noDlZuen6ug1kgodTI2BwvcemmarNChPHeJYLO9LcULoKVwjSzrTXQhIhmLkH7Qa+DpaTpJD4TEeAKjFFJrQqtcx6tyBUVkmXvPwgDleRTbKa1qhDUGlQuiOENQ3J6v/36Ea2/41joPdJ0DtieDL5x3rtboNKFQG6GxMk+nvoLpeRI3lmYZPXCS0uA4sxdeJY1bJO0mUnnb86jUBmEMutum2/NKf2AMUjJ17Hkmjpwm7bjzd+cZ+vjBRp907aOPx2CuMcfM5gyZzpxEU2kM1etAjPOYS6uXGCmObG/bQm5y/uzqn/GFF7/wUDmBmxs3IdcUb86hkmR7u8wySpttpDSsDG0wHgwipMSanepga21PFsIlFYOHSEgu3Tj32PvKki5Jp0nSbpCnCUGhBCi+fvEpFtYP7BxooV6fIrn+Q4RHvsp02qAbeJTCys59CUEjqVMJK+RpTGVkisHJA6zMXNqWWtqqEPK9nE+d+SZr3s+xafeyGhbIu3eZnqhTr3tcXXiSNA8RNsdYiZIpIOlkFaqFVQpB2/nT9WqDtVVEfodD4+9SCJ1cYqW4Thh03ZrFSjyZkxuPJCvh1hW2lyA2IGC5vo89Q9fxvR5paj2k0HTTMm/d+BRYSyC7ZNJ5zCIsnkyZrlxitDyTJqTIAAAgAElEQVSLL9sUgiah36UcbVDvDGN6gXbodxiqrNDWZYbHC3z0o06V5BvfcOu1Wg2mp8ELIl7+NPz2bzv/1vtRKMCLLz72kT4SxaJb0/bRRx99fL+h21jnyjf/hDxLdm1bY33+BsWBEScP2ZPmM7tiOmvv7bgx0s2jW5+/Rues3LrP0HMXrLXkabztZ2etRfllNhsZr178GK3ulpeoQGvJ3fU9vHmpwodOniVtXyQsDWzP4eC8aLRJidsNouooWo2Rq0k8vZWMUIAg8KEUdXju6De5nf072otH2FxZphLOU4vW2WiPstLYhzYKpZzsk5IZIMjygGpxhULQxvZ85UzveylscHL6daQySKEZqiziSRe4aqtQMifXAZ2kisAipcEYhcBgrWJxcz9Tg7cQ0mCt6F3XstEa4/zcS0Rel8DrkOYBWIkVlqK/yWBpieHSbTzZpRzWKYeb3Fk7TJyWMNal6ctRg7S8AWGR4bGAT33KBdjnzrk8x/i4U/GKSmV+5FPwp3/68Gc2NgYnTjzykT4Wg4Puq48++ujjOyFUoZPVNY/2qpOPKAzZgpKKTx3+FO2szWx9llubt1huL+Mrn+HCMKPFUSphhb+Z+RtOjZ/i35z+N/znr/3nbcK16BeZrk5vqy6dXz7Pb374N6mFNeYb8+Qmp5t32Yg3GE19CnN3KVpLrTLJnso0K3mdIM6ZLg/iC4+sV2niujadQ7m1BmMNy9kmCJgsTRCGzm/Wkx4lv0Q936AnQr/NAz4yvfo+8q7pNsWpSRHo3Sf1XsDaXsdrj3w1GFZUzEE5zIgs8TGKjFDgqtzAlgYohGUqmSBKcg6JAlXpsaZikigkSthO4loBsTT4CDIPlIbc7narFeheMZOLVO8nmx1ZXMKjZBRF4xFYhY9kDxU0OTpPEUKSC5hhnVQI2p5kqb1MePs9ng8Pc0g5/9Qsjbn4yh9x9su/TWvtLnmW0M06aKGd0pRUxDaja1MUgkAGZGlMqlM86fHthW+zt7aXU+On3OiEICrVvvND6KOPPvrYjb9rx+pzzzlf10bjwX1S7lRXfpC4dQt+7/dgYcFVYtbrUKnASy/Br/+6S+xlGcvvfZvN1/8G1ezgtX2C5VUqX/5bcqtB+ljfgzzDjxOwwjWQaO0mLCkQxm5L+AI7Xa6q171ptPNotW6bDQOM7yHSDItgveKxemgCW7/DqE6JOilhnGOUxArwckOplXDqlSt40oPM+akKwAiB9iVelqPSDKkNg7PLxDl0njhMorxtklJIycaBMYZuLxNXi5QbXTzrIULpYnGdYxBY5UGliodB5FnvfiyFOKehASmR0sfc4+m725bnO64Y7jvPjQ0NOksRSmGtcXlopQiKFTYXbuKFxW2bPoCk2+JbX/o/SZMOjeU5dJaSJR0n14yivNnB7yTO7kdIJuIKjfmbDOx7eDeMlOoHWnWsj4ejT7r20cdDYK3lz6/9Od9e+Db1eEcC+MbGDZ4cfZLBwiBLrSU86T0ycF7rrnGncYe9tQclBaSQhCvr9xCu2/uUR5h0yZqbyNERCtUhOpur9+xfizdoZS2UVEw8+7EHxt5af4QJWQ95GnPplT/CGE1jbQEvLLJ4N6EcbFIIWnTTMhZLIWowNXADqTR2cwp/+Dqe1WSmtU326ihEdGIyndJprFEZmaI6to/25iqd+iqeH25L5QopGd+/jx/78acoVCDLRnjzzRH+4388wWb7JlnmkWuJMRG5Vr3ul4R2XGV4ZIHpkWsIoJOUsVaS5hGTgzPsG7nkxmIUod/FlwkD5RUCL6bZHSQ3fq+rxxL6rhJPyZzx2m022uMsbu6nGDYI/S4bzVGu3D3D7ZWTWKuIghaZDvBkQq49asU1JgZvkeYhSRYhhCHyWkhhODh2ngtzH3Gv11sktJIhCmXNk0+C57m15fy8k0cElzD+iZ9wdhQ/93PwZ3/m1nNbGB+Hn/opR9D20UcfffSxg7mLr91DuAJO6igI6WyuUqwOExTKBFGRcillqTeVSrWz/LUocu8YQrjPYcCpNaSP71TK4jZXvvknAHQ216g3IxpNj7HKHeK0TK6dwkO1uMJ4bQZfeiwte4xUNsizhLBUww+dgkJ5cJzGyhzWQtxcpVIZoGWOIm0TaRpoSiSpwFrwA4/EP8qR6YMcfkrSbE7w5psTvHnpBAU5jzYKYyV5VkAbiRI5QmTUu6Mc3/Mmw6VljBV00hLGeIBg78hVJgZmMAa6aZlKYZPQ7zBQWkHJnHpnBGOVI1yFcTL/gKcyRquz1DtjLGwcpBxtYIyi2R3k3OxHWdw84AJVv02uAzwZk+ZFhisLTAzMUu8M0U2KeCrBV12EgAOj73H17vNorRDCYIykkw0xOpjx3HOwuek6kuv1nXnx0CH4yZ90Vk557mR/dxfdHz7s5tF+h2offfTxjw1f+ZwcPcm5pUcXwBb8wne8zoenP0ySJ3z99tdZ767jSx8hBNWwysnRk9vx57mlcxwdOspUdYrx8jgW65Kqu2Cx/P57v8+bC2+y3NmRn11qLvL8akAhHN7udikGRWbz2yghSToN/DDCCwoI4QqMAjwOyCGOVg5zJ0pYzjYZLY5QmTrE2aWz+MqnHJTpJm18och7RU4SicHgcZ/U8HfT5LLrWI29p6PzYRBAW2pyAe95GzxFhI/iM8VT/MzB4/xtYYlO1qWdtREIbkYLJCsJcZpx13aI/ZSul4K1DGifsvU5wACeAS+3O+lh2WN5MUgLyop7/Fy3JIZ3tghKSALhCqqMzjHaJaa1sMx6Lda8nFYo0IUQHad0TMa3vBkCoZiyZeJ2nfrSbXSeIqVCZykSi5Uag0Ui6ApHwmsJhE6W0pc73qvfnv/2Nun6KEyWJykHZVpp65HHHB06+vgH0UcffXz/YnISBgbcAv1ReFgHQLEIv/Ir8Md/fK+/68AA/NiPwYED/9Ajff8wBv7gD+C//BcnnwwuiNizx0kMb27C0aPg+ySdJnPpCuHIIINXZxBpRvnSTbw4RWYZKm+7XKi1WCkdwbr1OlI6qlEKpOkVJ+2SF7aBj5ECFSfYXrGulRIdBuhChMWSCs3ssIdOmgzlhiRQJH5EFGSUOhlaSbSSRHFOttGkWysh8wwrnM6fMIag21MxFAIrBFIbgvUG3sWbpIcnaNg21mi6EyPUp4YZub6ALRUJByaRc4tgEvyw4IqS/YAk8hGAn2qEEHhIjJQoCwXh4YdFTJ7uIl23mnR6svzG2dC9LwiBkIo87e7Y6lnr5JA9Hy8sojyfpNPAWrNNuuZZQtppsX7nWk9Z0qLzDGs0KkmprHbwpLfdaFSwiuGFDbw/+CP43/5TP6js432jT7r20cdD8Nqd1/j2wreZKE3cQ7rmJufC8gVe3PMiiU6YKE881hi7mTYfuv3o8FGub37pofv8qAhZRtRxE3x1ZA9Zt0WWxHRNwh1WYXUDgHR4kPPXf58znTN87ujntvXrXXdsb/LsyVQIqXrzmPODud2aYaG5QL62jNfssNyeAqWZHJzh6sqTSJUwPXQDicZayOIKifYIlEFmuZOOCAJMsUDmewgrMT0ZR+X5TBx5hk59zUlNGI30fIb3HOHA6U9QrLoq3ddeg//n/9aknTZpKsDmpFkRYwXWyp48oUcxbDJcWWKiNsehsXfJdIAQljgr9xLBrrtmsb6fUlCnGDbxpPOzM6jtemNrJWkWIaUm1wGlsAEI2kkNYzzenfk4V+++QL0zghQajRtDJymS5iUOjZ/j6MRbaOuz2phmubGPy3deIPTbTA7cYnzgNienX+fG0mla3SGSrEIrHmHvgTZTU/D2266TKthl47S0BF/8IvzarzkJ4SNHXFFdq+W6Yff2bQD66KOPPh5A2m3RXJl/6L5SbZT6yh069TWCQpnaxH7y7BrRYk6cePhhCXDBZhz9MJoCvnTKURsbUCko9kawdxqUx7baxFZ3qrXGyRb3imVbbTA6pRFP4Hk5Y7U7zG88QSmsM16b7fnvGDaaFUZrEmstSauOlB5hqUppcAyAxsocJs+ZnoZLzTKpf5pmo0W77eR7cxOxFj/F/mc+yY+8HCEEvPoqDFQzxkdiWhsGaw1pFro5FIG2EqUUA4UVBopr7Bu7wp6hy6RphOcZOukgxvS8doRkYWOCycEZylEdKUyPPLbb71emA6wVICzGKKrFDaz1SPICSVbi3OxHubl0im5aRskMYz1y45MnkjQr8+zBv2Zq8BqteJA0D7m7eYBMB0R+i+nha4zV5rDAzPJTxFmFZjxCNytz+P9n781iJLvuM8/fOXeLPSIjcs/KrJ1V3IqLSEqkFsqSJUsa2pLcHs80xg3Mg40GBhh0Y14aMPwwDQPzMmh094vd/dDtGQx6cXfb8CbNSNRiLRRJkeJWRVYVa8/Kyj0yMta7nnPm4URmVlZlkVSbRMNW/B5YzHsj7r2xIM49/+/8v+9YH8+Dc+fse377OHr1qh1H/+E/tLnlH/uYFWaTxNaCJu6O3xkxYsSIj4zPHf0cV1tXDxSqjo8dJ986WHTtJ326SZeyX6boF3n2yLPMlmdZ6i6htKIclKkEFbTRxFmMK10c6fDTWz8FuMt5aYde0uN7177HkdoRxK5fEJQjQxL1aONSy9UQSEpBhXZ3gBfkSeOQNI7wcwVypRph184/mwx4bvw0Y6bLYrJJY/Ykfr7E6fHTvNt8F7BCrxQOBeGTdwK20y4RCVYS/JC4PTD1AFzhELvQcjWO69BzPT4z8QSPP/YVFh7+FOM3vs8fvvKHtKIW+VhTHiheU4vUM5dlN6SAg28kUghu+AOEEPipzzFVGgqbYIRE2yGRQEskQ3vjne6b2y7WcHvv615Hk9EahGAgNNe8Dj/Jb+F4AWPapxArW0g2hjjs8Wp6jk/2xuxnaEBIZzjHF1SVR1emuxn3SoKULpsFA0IxXpzCc/ZE150s4PfCkQ5PH3qa568+f+D+er7Og5MPvu9xRowY8XcUIWzO6V/8xcH7p6fvbTVTr9s8rG9/Gy5dsvZuTzyxtwr2vxXf/KYVXXcEV7BFvMVF+68QNqf2ySfZWrqEGISMvfgGQmu8Tg+hNTLTOHEKWuPo1FouGTv6GmnHDBxpx7HbBEfSYUSA42B8H1RG0qihAx+307POfIU8OheQuRItBYzVEe0WbqowUoCBsODjGFC+j5NlOJHGSzK2/aFtMQA2S1ZosysAayms1bAjcQYhldYAdWSG/sw4hTjh1JtL5It1xm5u4os2VCq2cCkEWa3CdtEh/7M38eLhop+8R30pJizn6NWKbE9Wdy2BLQLhOHbxUJYO59wf/C5BZor6zU200USBpFf0MdIet1AdJ436hGmMylJUmqAzRRL3yOJwN8ZPSAfH8+39kYFSJ0JoDdIgHQ/pujR0CaEFuWYb3n4bzrz3gqURI3YYia4jRtyBNpqXll4CYKo0xXp/nVbU2t2vjGK5u8xMaYac+945A/V8/cDtp+un+JEIGHC39ZTrBRwaP4lJ7T7puDTmT7G9tcLZrbfwCxV0PkfaqJFVSoDhleVXKAdlPnPYdr1Wpw6zceMdus0Vom4LYwyuF1CoTaDLVVKdcb15GRlGuHGCiGOy1JCi8dyYgt+h4HesBe9tVg+xcPDRu379g1oRgaFQqDA7/SgqTahOLiAdl7GZo9RmjpIMusSDLl6usCu2Rr1trp47z3/6v4pceCNHFBr6UQWDtTE0ykVpAUIiyfj4if+PWnETg6A1mGayskil0ERgWG3P0w3rNLtztHpT6LxkfvwiQoA2Ain00NFCorRDmJVQyua53myepFFaQaA5f+spNntzTFZuUsxts9I6SuCE1IqrdAbjSJlxdPIcmcoxSMqU8y0CL2KzM4cQisXmaRKVY65xlZMzZ+mnY7x967MUChlTMwVu3rT3aJ5nnUhuJ46tAP3cc9ZN5fjx9/mS/g1ZXbVOLlrbgv2jj1rHlBEjRoz420Iah5h7TMqKY5PEYc92jgBeUGDi8P085DW5cLWBkWOkzjSJ/zCZmGJ11drPNpv2+e1ejWy9SnPtFgvTK2RRBwP4uQLFsSl0rrzbWTLY3mDQ6dmOVD0NwqGUa+PKlHrR5qsZnGFMj4MztDs2GLJkwNTxh3ev2S+UcVyPsel5VJDn//3rk7xzdY68s4kjI1JT5djJCjjw8o9WOXPyCpffKHH1fJEwVGz3x+zZhCIzAq0lCEnR7fL0fd8k54dkKqAbjjNZuUkpv02aLbPWWqAb11nfnmcQ1RjEJWZr4V4Xj7DFXa0dMu3R6k8yo12MkSw1jzNRvkUnHOPCrSfpR1UO1S/T6k+w2Z2l4Hco57fY7k9SyrWYGbtOLx4j0wGN8srQkaIOGC6vPsqxybM0yusE/lv04zpvLP4KlWJCfbLC9ev2eqpVW5e5nWbTWg4/8YQdZz9KW31j7OKoHVeK116Dhx+25x0xYsSIWq7Gbz/+2/zg+g84t36OVKeU/TIfm/0Yn1r4FD/+4Y/3PX472uZbl7/FxeZFm9EmJCfrJ/nSiS8hhGC6NA1AqlLebb7LWm8NZRRSSCaLk0wVp97zepa7ywROQM7NMVOeYbm7DICr7K98N+5SDarMVWfJuQFCCIJiZbfrA2wUyk4Bs1qeoVgd58GJM7zVzMikPc50aZqcm+OHN37IdHmGpNfmkBxjLdokZoDCIRsu5v3IuE2ENQiU67KZc6lVpyjPPsEXn/1dIjK+fe07/OdX/ojSVpdDkUulF/OyWuea2+ctJ2Y+y+MqQegoUjQ+DhXtctZtklcS6QbklcQxGhtpLjACMmPIhEEag4vcvZI7L1K63u5m4Tgsmx6LXp83ghY9mWFUQlPARBIwbvIYpYCIDQShLuLvNgGlYOzi6iIeZe3Rc60o4DoePUexks/w3YDTMw/vu4r3q2Ps8MmFTxKrmJ/c/Mk+2+zZ8iy/+eBv3tVZPWLEiF8wHn98z2pmMMyAFsJ2E3zta7bAdRDnzsGf/qktSklpi2Lf+Q68+qrtgq39N7Bq3d621nQ7k8I7WV62ovC5c/Dkk6TxgMLVm9YuGBCZAq2RSYLINGgFes9iXwDKyD3h0XWRnm8beTzPvgdKWRF0cpKQDCXsYl8zVsRJM3TexYxVyDwJjkRFA8zGhs0fV3r3RGHBx0XixXabkRIvyZAGhDY2r9TsVHuHC4WEhFyAnpsFZQiqDeb+xb/B/fO/Il28hsg28W7cRNTqmMGAtNsm1YrBeJntQsrE2Yu4qUYqg8bgxil5Y90uVk7N0R8rgc5wPB8E9nWpjExl9qIFsDN23hEHdDsCkNrgKGPFZgF+O2JyrcfKQoPENwxa6zheQBoPMFqTpTER28MXLPaOL1L7Dghr9RwMEpAOQkjcIEdJuVS1XSjt+jk74RyJriM+IKM7pBEj7qAVtujENltACsnDUw+z1FliubtMlEV40mOyOMk/+dQ/4V+9+q/umdkzV57bnSTfiet6PHHkGd5cfIV2vGfFIYXDfHWeI7UjeEGBcmOWzcXz9Lc3aGVd/HyZrFommahj/P3VvZeXXuaZ+WdwpUtt5igXfvxnthNnSJbGdDaWULkFFBqvuW1X8AyHWF+kJGGVXpan2TqCX7tCGuTwvAiEIHYVJpehFYRCgYjYTDbR2RbHx46jBJx44otMHd8/AOVKtX3e9u31m1x55Vu88c44/e0xknicKHRIM4nrQt7fIkk9tvvjGGB+/CLFXBtHZjTKKxT8DoOkAkLiOREFv89Ge55WbxIQbPWnMEYSeP1hjqvAIEjSHCDohmNo49KLqrx86Us8euSHGONQL68QeBEayazbJ8188n6XLPOR0lAJ1ikG26y3j+A69n0N3AGz9csM4goG2O5P8OiRH3ElPsIbN/47enGdiQmHIF9gc2hreeLE3n2n0RqtMqTjcuGC5Lnn3vOr+TfGGJt397OfwalTdtvzz8P3vw+//uvwwAMf7flHjBgx4sPCz5cQQt6VzwqAENRnj1OoTeB6Ps2lS0S9bcbGS3zhvjFCcYrt9BFc3ycM7W/inc/PnGmS7e+zgdmd8yfRgGTlGiwcQrgO69ffHmas2+mqQ0wnnCDJAm41F5goXyVTLq5rkK7D2HiRIF8iiQa4fo6gWMPPl3ZP6wV57nv6OSrjcxx7Et64DgMFSTJBPm8Xi3seeMlbyO6LfO87R+hspcSRTxz7GA1SaKrFDQZRkX4yBgZOzLyOFCmeE9MoLeG7EZ2wjjYOjkzJB32Wt4/Ti8eQjma7NwnTELghSZa346iRxFkOpT22+5Mo5dGPq7yz9AmOTr6NMQ5TtUVKURspDBOV62jzcWrFNTqDBo5UTFRvIkVKkuVxZYoxgnK+RSHoEiYlhNBs9WZ4cOEVXr72Mc4uPkuiiszO+aSZT69n3ZxOnNj7qLRSQzcNO44+8cSH/U3bTxzDf/gPcP363jj6F38B3/0u/NZv2c7aESNGjKjlanz19Fd57r7nSHVK4AQHuiP1kh5/9Pof0Y7tKg5tNIN0wBurb7DcXeY3H/xNBIJUp7yx+gb9tL/7XG00q71VLmxe4ET9BM3w4CJxL+lx/7jtNDpZP4krXW51bpG4engcw0x5lhNjJ0DArD/OrXiDQnWcXHkMnSaE3RYqS/ByRR6YfJCp42eYOPIgn74h+P717++eqzloUgkqAGSpJOv0aZk+DpIiHpExpMYMO0L/hryPvXCGIicl2mi0hGvhMr/3w/+dolfkxuJbvLn6BqFOkCrDVdAlJjUZLgLXCEJpi8ACyCvJQChcBD0SBDkSaWyB1kgyFNqAHs7xBkJT1mJfSh3YzlMhbM4cWEeqy6LN2WALgyEdCthi2Mm64UTkEkFxt2xn0DrDZr1btFa4jouULrO6SMtktERGtxJwye3SyDd44OhTFPzCvvdnx1o4SyK0VnhBAYPhnY13eGvtLQbpgInCBE/MPsHnjn6OTxz6BBc3L5KohNny7IERSiNGjPgF5amnrPh69artEJ2dtZ2s96LXs9bC+oCRYHsb/vIv4R/8g4OfG4bQ71tx8sUXrQD2N+0gMAZu3IAf/9gKrvdaHWSM3T+MifMLZdL2Xi6tzvm47S4izZBKcVDXpjQak8tb8dPzrGA9dCjA8+y/p04hf+VXSL75J/i3VnGNQTsS5blkGHR7yx5ZadTSTdCaQcmnOuwwtUOIQaaZPbQUGMeh0Yoxno/AdvHuisFaY1wHnQvQjTqFsUl7zzJWh+U1aDYJtIAbN4cdu4YwC1EuKD+gr2PKlzaRUUzqSVSxaOucxnb2DooeHScbOnIYsiRCCImULmq3u9Ua8ctdZylxgM2wdXX0Y4U0IJVmarmDEQaUoRCmzGxE3Dg+TrPmk1QKGIaZs8a6SqDv+EyMtTQWjodrJF6qMZ7ATxXTaY6KdvFzRWrTR+zjw7sjiJKojxASL3j/+IgRv1iMRNcRI+7gTmsmKSQL1QUWqguYoT/88bHjjBfG+bVTv8afXfgz9B1F36JX5Kunv/qe5zl0/DFEmtKLe3SSDo5waBQau6tFDz3wCTobS0jXozw+y+J6Cxlr/K1t3E6PwbF5TLDnr9dP+6z315ktz7K1dIna9BHa64tkyV7enRfkSYVdgWWtJDQizYhVju5gjHSY5RplOdIsTz+sE+geQb5LZSKiNe7T2e5SUg6esNaF1aCKMhmv9S9zZu5/fs/XrFXGtde+i9aKKHbJ4pDADdlKbeunMQopM5TJIaVGG4e5xhVAkPe75L0eBmG7eJSHI1K7iG7mLGOlDZrdGVwnIR/YLl1tJFrbz1Mbl044xnp7AaVde+2FJt2wjjd8TinXJe938NyIQ/XzvHXj8yw2T5Eqj0x7SGlQ2sVz7U2KGd4YFIIOjlQoE7DSuY+rrc8jgwblXI5U28+zWoVDh6BW1YS9Dv2tNdKob0PepSRq1EiiKfzcR9dy+tJLB4gL2Pu8P/kT2+k1Pv6RnX7EiBEjPjS8IE9t+gitlasHP0DAwsOf5Oa5n+DlCta6H0jjPi6vsVBd5NTTv8q/+SP/7ucajZvdInPn6fWWqdX2FlcFxTKxlKjUWg9laYQrBvSTKoO4SJzaLNc4KxBnOTLtU8z1KJQlR09WWTj6aZo33yWNQ5w7WiOnjj5MZdwGfjebtpYwP28XjTuOnYdLvY1pv0SzD1dvOgz6PYSpk6TW+cKRdoJvhDPMMofZsSto7VAKmtZ63whcqUkyH98xCKk5s/ACN5snSLIClfw6eb+D0p616bc+TSjtsdmdpT0YRw3H1oLfoxeOEfgDSrk21UKTgm8XSs03LvDK1a8QZ0WbNask2jhoLRHO0LLYSKTQlII2UipSXWC9ex9LnU/h5yv4MkcYSxzHjlGHD0M+lzFob9Pf3iCNB2AM0nGp5cpodXhfZu+HzTe/yW7H7e30+/Dv/h38o3806ngdMWLEHo50DrT97ad9/uCVP+DlpZdZ7a0yVbR5rGv9NRJl5xlFv0g5KHNq/BTfuvytfYLr7vGFQ8kv0cg36Kd9oiy66zEPTT6E79ixTgjBsbFjLFQX6ERt6tkqJe1wfOz4bvX18dJJVpImOJLK+BxbS5dw/QDXDyg5eY6JOovnXqC3tcqnH/sciUp4aekllFGk2hZ8S26Bhh/wlnuRJB1G3gAODrYKy/uKpvfkTiXzHhgMSit8x8eRDq50eX31ddxMc33jMrGK8Y2D0IZ1GZIaRSQyXCPZcBIk4BpJaTiXMxhy2iUiY0BKybh7lyIELpAYQyatD0eCwRuG3BjAETb/VUh3+CTbYnTd66KFfUEF7RA5CrHTBQtsOynFzF5DWbnkzB3fp6FFsZAS13VZKM9wX3mMrz/1eb7Vf5Mk59lMwdsoyRxHwhxnv/cfiftW8HfyRV5gkU13z1JzqbPE66uv84VjX+CTC5/ksZnHPuinNGLEiF80XNfmZX0Q3njDFqHuxdWrsLV1t3D71ltWkD12zP792mu2O/aLX4SPf/znvzi3hlkAACAASURBVOZ2G773PXuDv7Zmz7m5aUXVqSnIHeAIoLVdCQs0Dt1HFKX4603Adk+6/XDY3MLBY5WQZIUAA3hhgrOTmZJle2Ly2bOYCxfIl/OIzMbHOElGrjNAKo2qlHfP5wxClO/SLQfkezF+nNlsVgN+nJJ4EpSg2I1whYOXKmtfbGwTiACMI9GeiyoW8Kdn9xaJTUxYMRrg1i2IIuh2ybodRBYjgwCVSYyXw0lSBhUrOgphF+zukHkSMoUbxsQiRQ8Faa2yPYFbDBccYcfbA3VvIXA05BNri2w7dQ1+lDG2FdpsXAGZhAlXsNUocu1Ide+DOPDeQWC0AQeM79LoZuSkJFfMMzY+QaHSIFeq7b0nkzYWKOy22Lj+Ntur10kie39WrE4wc9/jewLtiF94RqLriBF3UMvVmC5Ns9pbvWvfzg/t6XHrW3dm6gzjhXFeXnqZxfYijnQ41TjF/d4MnbdfYzPqE+TLjC+cpjq1P5tg6tjDdDaWoLlMKSjt21efPY7r52guvbt37ttmpjLLCFY3iBZm7Wqdne1CksYhnfWbBMUKE0ceJAl76CzF8Xz8fInrobDh4lmGjO2kanNrHqS1RNzuT9AezJD3Q8qFFlFSolDrcGysRUvn2ChnVEQJicPs+DgyyBGNVejWqvx0+RU+f+zz93xvWyvX7CojoFYJ0brIWGWLlc09v90wLqKUhxAGR2T4boTWknJuC20EvqtwHInReylzvbDC0Yl3GCtukGkXYxwgpTOoD3PtJBvtOaKsBEYQZ/bmqROOE6VlwHBs6iwPHHqRicotFjfu5/z6k/jeAN8NCZMyUVpkpXUMAyhtbZB3bgsEAm0kSglubZ0k50csTF5FOXPIoMGJE9DtaJxshZXLq/Rb62iV2VVa+TJ+rkDFv8rFF17m9Ke+9pGskDIGXn753vuVgldegS9/+UM/9YgRI0b8XGiVsXXrMlu3LpOlMYVKg4kjD1Ks7Q/nnH/waQbtTeJB565jzJ1+il5zhf72+oHnGLQ3Wbt2lk77ce6s/DpqGWl6aGeC0DSoz3UxWuHlCrh+jpVYoLUm6bdJoj4qkyw3T6CMiyMzmt0ZBkmNZn+eifISYVrlZL2Fry6RJfcxPn+KfnsT1/Pxc0Vy5TEmjzy4b4KmNVy+DCsr9vcZoFCAce88VXenE2ZAGAoKfosWY4DtmgnjMlo5SKGRMkNKhRCaYtC2TlaORiDBDKe2xhCleU7PvQo4aANp5pEpQXvQsPZP2mV1+whplrPuEcqOo83uLK3+NFJk3D/3CiemX2OsuMFbNz7NSvsExaDNtjNJRJFONE6rP4UxVsiVQu/W3Q0Mx1G4tPoo45VVxmWbzJ2nXCuzsACbmxlJ5yatG+sM2huYodgaFCu4QF6/w+WfnufEx798V4H5w6DX28uUfa/9j41q0iNGjLgH2mhaYYsoi1jvr7PaWyVWMa+tvkasYqaL07sibT/p81/e+S/8/i/9PoN0cNexpJA8MPEAnuOx1F3idx7/HV64+QLnN86TJiGzsc9RUSfJYl7rvkvSqNqMOMCVLvVCA3msQH01xL1tscpM0OBLjY9zsZKwvHENlSW72z9TfYSctMfYWr7C2OxxvnD8Czwz/wwXmxeZK89xfvM8sj9gq3cD7To4xkNpRapSUmmQ3MNq8ufhAwq2iU4o+2Umi5MsthdZ6izRHWyDysiMYmA0gYG+SEmGY5ISGi0NrhEEQCgzEu3iIpEIAiNREvooSkoO81XtaKalIREaD0kqbLrrzlzREy5+zi5w1jojFQaFYc2N8I3NkqtmHtsy2VcXjsXe4u7jyf6awQ4716CSmCTq05g/heh0+Ertcd4txVzqXEcZhUlTxvuGUz3J+Vf+H4wxBIUylcl5ftq5wFu9SxTHJqlO7q9bPH/1eQ7XDnOocujn+ZRGjBgx4mB2bODuxU5H6e2i69LS/u7YLIN3393LWy2V4MEPmDGttRVaf/ADa/u2cz1S2uMmCfryZXrH5og9gUCQkz4FJZFbW/DOO7C2hre0xFRHka03wYC/uoGMkj2b3ztflrACp0ytMKpdB5HPIdPMdlAOM77JMkSaEEQhqljAeB4yjdFBQC4zpEYijUFJiRIgopgs8FifLlNphRT6MeV2jKsltxYmmFjawleZPa/SSCGGwqvBOI593YUCfrmKHEbhAPDVr9rOY7Dv8cqKfU40QBrbSSsE+C44mUK5EoQYOlHtDdRaSjwkwvMwSQwCvKBIEvb2ull3Mm+1zVm1fhjDYwj7HykdypmkOAjJsNm4UkO9FSKHk0pjDDJJwfGob/aIPVie2xFe77Viy+7TwEY9x1wzwc+XiPttpJQEhQrCsfnpvePzLP7wT1i7epbu5jJCCHKlGtWpBfrtDa688m0OP/IZxhc+wqybEX9rGImuI0YcwGePfJY/PvfHB+bF1fN1Hpl+ZPfv2fIsX7//64D9gb/22ndZXX5hd/+gvUlr9RrjC6c5fOYzu8KtdFxOfvzLNG++y+bNi6RRn6BQYfzw/dTnTnDt9e/tP2+hzsZgHZEqnMEAb30Lb7tDVsizWhG0c4K/vv7XNJwygQopODmbyVMo33YtTYQzhTEGpzcAIUh0jk7PFms9PyHqFJks98k4gutdpVDcplqJcB0oRIqFyQUcxyM8Mkta3j/xO7t+9j1F152VtADHFloU8nl0NmC8usbNjaNoLUizAIFGYHBkxiCuUgw6+G48dIOQSJPhDO2XlHYI0/KwKOwgMGhtJ/eBF7LZnUMpj0Tl7WrhwThJlgcM/nAl79HJc0xVbtAejCOF4vLao7gyJedFNMqrZCrAIGh2p3FlRinfwndBimF2gzAYI+iEda5snGCsppmsb5PjGsdPCDyvTmdzmU6rQzno2BVd2JVlcb+NQPPQqXXiQZe1K29y6IFP3PM9/K+l19u7X7oXS0sf+mlHjBgx4uciS2MuvfgN+u2N3W2D9ibNm+8y/9AzTB59aHe7ny9x/6e/zsb1d9havoLKEgqVBpNHH6IycYhz3//jA88R9zv0tlZZv3qO6uA1VHiIxHsU5VpvWGH2bIOCnCRXqgL2N7vXXEHlfLRW9FpraBOwujVNkgUgIPAietEYvjtgo3Oc+YllxmoJlbLNi+ltrVKfO0F1cp77P/Pr5IrVA6/xu9/d63bd4dYtIN+mMGm7KQ/PbbGyOkE5v0UxaLA9mEBpH2MchDAIYZBSEyZFqoUmUioMAq0FQmqEtAUBpTxi4w/VT40U4Lsh2ljhthPVSbMArV2EMCxt3odS7lDUtWPxg/MvUQg6tPuTdMMx1tqH8ZyEQtCjXlohUx6uk7LeXqAYtEEYfDdCYDACpDBo7bDVm6a7dZjJxoBquU9JXuLUydMIkWP1+hIFv4PI2pjh8metMsLOFpV6ldMnNuhspmyvXKM+d4IPm+Xl/Z/HQSwtjUTXESNG3Jtz6+f2daMqo0hUQi/pAdCO29Tze0XmTGe8cPMFHp1+lOvb19kYbKCNphJUmC3P7uZyhmlIo9Dg1079Gl+c+wzvvvhXJJntvNDap95J6W7dIFyYRZX3XHWcUoWHnn2Oq4tv0mutMeM3uP/Qozxw7Dd4LlfiW3/1L7jJGttZl7zMsZFuU3LyxJ0t+q11WstXaMyfYmzmGA+cfIzTZ07zz1/85zQ7HaSQeMJKlbFJicnYqagaYRteHQPq5+14/Tm6ZLXWtOIWnajD9e3rGAyJSshJF5UlGKMZSEWG3p31W+HVoIQhMwalJZnQeEYiDUxnOYSw27pSUdaQCI0zFJO9YXdPKjQSh1QYStpBConWijYRZws9nnGspeKyF4HWzKY5CjgcSvMsuxFq2O4qAWkEJ5MS81nhrtdoL9qgVYp0XAqVBtUpa/2rt1s8EJd47pn/lU64zdIr30XKjPXm2d1xNB50WV+8wDuFFRDQb61TrE3a7LrbeHX51ZHoOmLEiA+HD2IHfOdjfvITe6O9tGS7DY2B8+ehXLZdqv/0n8I/+2fWJuj9+O53bXbsxYv7BWCtIYrQvmfddJZXSOdtZ6PqdBDNDrk4xtnasud0HPKzs6RHTqLfPocbxoj3DC4XGCnQjoNIU+LARQeCQneAk2Wg9b7nS6URvT7JWBWdy2F8Fy0lqYpxUoVxrECrpQRtSHM+rQkHJWF8sw9eQKOTIj0PZQR+mNhjCoERAnwfx3Ftl3KQh2Qvno4vfhG+8hVrufzGG/veJ3PbNQpj8AYx2rtdXto/SOcSjXBdMs9BZPKOuIXb7CuEGFot74jWxsYJ3bFfKo2rQUpJOZM4RgzdJ62ThpZ7x5/YGLAyU8G853ov2+1qtGJ1oc500cM1ARhD2NlCpSmNhVOEn/gY7954jSyJ6DVXdt+LsNsiSyIrtErJ0jsvUZ878ZG6L43428HoGzBixAGcHj/N1+//Os9feZ5u0t3dfrR2lK+d/tquRdOdbN44z9bylYP3LV6gMj63rxAoHZeJIw8wccSGaRpj6GwssXblTbZuXd7N+wTsCt31y6jW1q4Fg1aKN9oXaG71mJm5jwubF9BK0dw8x+eqj3E4N7V7rvb6TfqtdeTcDBobpJ7GPmFYIE18OlGDVm8CpfJMjS1Tqk/iF56i6r9FzTfMV3Msbt8gki7R/DSqfPdK2ziL79pmrzNjc/ECN995kc0bF3D9HIXqOF/4jOKvvj3NsdlF4jTPZnuSTAtcmeC5EWmWY3HjNJOVGyjtIkSCUhIpBIFnbwjCpITSLpnycZ2MTDkYIEpLJFlhKLRO0I+q3GyeYqN7iC9xFYxAaYkrY/pxlTdvfJZ80KU9GLfZc+VFAq9Pwe9Rym3RDRtIYeiEdXwvQmvb0SSEtUEexBWavRk6YYVMZzTqEXNTCdH2FTpOiJPdpFoOyAb7rcGk0Jw5+iKzkzVAsnXr8kciurof4Nf+gzxmxIgRIz5Kbr3z8j7BdQeD4ea5n1BuzJKv7BWkXT/HzH2PM3Pf44Adb7bXbrB6+Q0660t4uQJC7s2yBu1N2qs3bM1WCmZmNJ2LizjZElHu82TeMbTcE0J3MjqN0WwtXybudzFzhwGB4wb0OgKj4uHCm2lavTGElMw1biKDSdzaI7j+WZLUdi7F/Q65Uo0jj372noLrtWtw6ZK10r1wwW6ThNTdcyzUf8aYv4yfL+LlJzk0EXFzbZaF8fOoDYfOoIEyDr4X4ZmIVOW4uXGa8vyLGCMQwuy6NbjSLgAKkzJSKrLMx3Gy4cIngSMzyoUtutEYvahGNxrj2vqDNLuHgEu2dm4Meb/H8tZxwqREKbfNemeBQtChUV4icEOKQYdC0CFTPlKmtPqT1MUqWltRVwiN0jZrfaN9iMwU0LiMT2RMTsT01i8Td0uMFdcRwqE/2H+v4XsJT9//A0oFWxRpLl36SETXD2IbPLIWHjFixHvx+srr+OzNI0t+iY3+3pjXjbtIJINsQKpSqkGVq62rLFQXmCnPMFM+ODh6vLCXD3Lt9e/vWt2BLUo+MvUIl1uXWV9ao3PqCEjJTGmGRCX85Y1vI4VE1B0W2eZ68jZf3iij+j1+uvEGK+zNhd/uX8MJY55Op6mJPEJKtMpoLr1Le+0G9z39HL9+/6/zf7f+AIlgzCuzGm0S6RiNxtcSPSyfGrGT4PaB3IL/q5BCkmYpr6++jtaaQDgolRKRWjtkNNkBZ98t9wpDLDVtmeEqyfGkhIeDGYbMBMhda+Cq9mz+rjDEuwtzHWrSxxkWgFumz0u5LbTvI6WD1ooSPm0GLHshh5MCeeNwLC3Skxmx0JyISzwV1ffbCgvJmhNyw+sz8AQBDgumwn25SaZPPooQe/c9YWeLW2/8yIrMYUiSxGTpnoUwQKgiOoOt3fuSQae5G3eww3r/YOeQESNGjPi5OXMGXnjh3vsnJmwurDG2m/VnP4N/+S+h27WdqDvdrq2WzWGZmoKNDfj3/x7+8T+GILj3sePYWrzBnnXubZggsIKr5+GnyloNxSnlzTVUtUSsEwpRtJftee0a3okTUKyA0wInwxyUVQv29WhD6kqkFmghkFGCDCMYdsfeta5IG5wwRucDUAqVJbixQWqDrzTjzQHtso9yHYR0mFzr0ljv4WqBTDLqy1so38Vkw+5ax3ajOtKxVvZZZsXMXM6+1qeegq99DZ55xp7/scfg3/5byOfRYYjKkl0HDCEkulzC0YqoUsSkCW6qdkVVM8yqzYUpUTlPOGhjtMb1c6g05q7Rf8cFeMfWUEhwXBwhd3eGvuR4K2F9mO/qxdnekw0oV5AEe+Olm2lyUUpYuGOSJqT9PITA8XwbExDkKFQapL/0KbZWNilcu4VIEjoFn+hTj7CRbqCylLDb2ic8A6RxSNhpUqhNkKUx7bVFxmaPHfw9GPELw6jEPmLEPTgzdYaHJh/iWusaURYxWZxkojjxns/ZuPHOe+5fv/72PQuBYWeLK69+m2jYDbq9ep2ws0W5MUOpMYMUknkqrDht4iwCIbio12npAWP5OkGYkiURrp/DK1X5butn/A+Tn6Po5EijAf2WnShJKZHaioRxlCfOAs4vP0WUlsjJAa6jCCNwe23SyCMtP8Hk/DK1mcusehFbJ2bQhYPtb6dKU3dtU1nKpZe+Qa+1ZgdlnREPusSDLo1qg7/3Kxu88XaJUr7Hm5cfZqs3Q5ZmCFKU9unFda5tPEyjvDIsuCpcmWAQbPcm2epNUytusNw6TJyWcGVM4IVs9abZ6B6iE04SZQXa/TFyfkitsEoxsHlzZxZ+xpW1x+iGtovH9yIGcYUkC1hvz1PKb2G0g8Gh4HfZHowTpQUGm7Z72HMS8n4XKQ2eE9HsTpFkJTKdcOFSyq2lLo1qk7nJnyGEolh0ee6Zb3F9eZ5+lKeYCzkyu0Q+iIkHx8mVamTJ3VlMHwb5PBw9aov59+KBBz6SU48YMWLEB0KlCc1bl+6532DYWDzPwkOfPHD/9toNbrzxA9LEToLbG4uoNKE2dZhceQyjFJ31m7vTO9cLGJ+2C3ebTU0Q/5jMPYx2JlGywVipubtYOuxsEfdt4VlKiTaaVOdJVJ5+OsmF5adJ0gDfaQ+FxIw4CllekcSTn+bk+DvUZtbwvBwPfvY371jhu58dC9vpadtZuXSjw1zuL4idPpnK4Top1cI22mwzPzlH0V2j1bNj3LvLj9OLanhOgsGQ6YCV7aOMldeYqi1SCLq4MsV1EpR2aHYO0YurTFSWuNk8ieto6qVb+G5MpgOKuYj7Dl2g1Wvx9uIT5PyI8ep1SrkWjsy4b/YCi5v304urqGH+eT8q0x40WG4do5xr2UVTGAQZ3bBBlBToRWMIYfCdkJzfRwjwnJD1ziyea4jTlHPvxFzLwVR9g8nGVQQwNxPy7NMvc2NtnjTzqJY6HJ6+hecqVFrD8fzhJP7DZ2HBOpf1evd+zP33fySnHjFixN8ROnGHcfYE0rnyHG+vv00v6ZHpjFSltGM7F9RGE6uY5688zxePf5FGoXGvw/Lk3JMA9Lc3DrTVdx2X0+OnOaEyqrNnmFp4kH/92r/mRzd+xCAdIIVkojDBOAVWtl/jpvsiDafMu1uXkEKSK4/huB4qS+kOtviB6PKc+xDObTaEWRpz8+0Xuf+ZX+V/++zv8p+++X+SJCHLIkebvu0URZByWzFafEDBVdz557Cg+z7PNhi6aRdfephMkYnhNZiMDGvve9ARdraJYfxsWyYciQs0lE+GxjECie0UasmUCRXsXpGLQGoHLe1zY5HhSI+iX+RibpM4y5CJzbIzxtCIJV1PEKG44Q2oaY+i9ihrjxnl8omwgX+HJfO5oM01v4/n58iVxuinERdlRicfcmyYYW+0ZuvWJTqbyyydtxkzrhfg58sYY/bdh3g4qCSCoei648p0O3n3w4+/GTFixC8oU1NW3PvpT+/e5zg288oY+NM/hbNnbd7K5iakKXQ6VnTdWVQbx3ZbvW6F0DfftMe+F4uLkCR7z70DbTQqH1g7fqUIHztDbmkFtT10jxj00Ztt5M6EwHVtx+3sLKZSwcSx/X09oONVADLNyDfbaFeiHImr0nvaEe88x4kihFZWhxSQlPK7MXOzyz2OxKkVcpFoCW6SIQDlSWSWIaTAj1KUlAhHIrUVbe0JhoLr2JgtCP7u70KttncBxSI8+ijJ+XPotQihte0+1YrUl6SOwQkKdOfrmHBAablJoKwgq7LEjpPHZkjvO4lcu4YyhiyNMcrGtQkpd8XZHclZCIkxGum4COkgHQfpuEjXw/VyrM70EVpj0KhsJyPWLuZqV3PcedNgDph2CyEQjkOxNkl5fI6438b1c5THZ5GeT7QwS39mnM3FCwy2N/Be/XOyNMYvlPG8A7J+gbDXojCMQ8o+ovnoiL9djETXESPeAykkx+vHP/Djo957+7dG3daB27Mk4t2XvmFXVA0pVMcZtJt0NpeRjoeXK2DSlOnSNIlKSHIemXudOTGLSiLifpvW8lUaC6eoTBxiM+pzYbDIx8r3Meg0916T6+MiMVkVKRQ5P2GqssSt5ikMHkobdAzeIMbzYlSacPJYl0KlwXzuQZZzd2cK7fDU3N03N6uXXqfXWrPndlwq43O0162P7aDdZHz2OL88lRJ2LvI/+R3+jz/8AhevThBnecqlHgLNYvMMy82j/PIj/46Z6nUGpsT2YIJeVEMKTavvECYVXCdjvT3PeucQxaBLIejQjapEcZHJ6hIIh0w5KO3iypTl1kmk0BSCLqEoorXDIC4TDvNyhFDk/T5p5tMeTOA6CTlvwHTtGu3BOIOkTD+usjB+gbXtecK4ipAGow2B0ybLDButGko7zNavo70+Ilnl9OFoX+cVgB5mGeRKNT4qPvtZe495kD1ivQ6PPvqRnXrEiBEj3pck7B1Y6Lude42jg/YmV199fve3FKBQnaC9tkhr5RoN1yNLIvRtK48L1XGEgPtODFj2t9lqaqR5gfzkp3joM79EKf4GOguHx7fjqBAC6ecwcYhS9ne8Xt4g720Rp1Mo7aCFQBiDUhlRPyTq9Dh5QuP7DSrjc+8puML++f/cHByrvUC03Wd1FaRTQssGQjQRQDm4RSf/AGXdY6q2hOdlvH7lM/SiGmkWkA/aICSvX/ssy61jfO6h/0i9uEYvqrLVnSXKCsPx8DipKiCk4c0bv8REbZW5sSuMlZZ499YZbm6eRAhBo7TGensGpV0cJ+Xm5ml8N8J3Y/pRBaUdenENpTwQxjpXOAlRWqAf1/CciEqhRb24TKs/RZwVMIng8Pg7XFx+HIOL0hopBriiT5LA8sYERhvq5TV0tELAEmdO3H0vorXC4aMbRx0Hnn0WvvGNg/efOGG7k0eMGDHiXtRy+3+fWpEd03YE11SnZEmGFJKSX8J3fJv5uvIaXzj+hQOP+eDEgzwx+wTw/nNR13Epa49vXvom37r8rd3t2miWtq5xrdflVOEQqUq5oVfxgjxpNCDsbFGsTezOVQcmZVG3eKJ6GgzEgw7xoENnY4nx+VNMzt/H//js/4L6s99HBSGhTuinPSIUsbTjtDTWilcLzb3LzQezI5VKJO/3bK01qYqRQjJQ0dBI2LDXN3MbdwzPGmyB2IE3ix0ST/BMv4FjwBcOiTTUTZEKPjgQS82mSCgoQbAjlGqDVgmdNGFZbgLCZuLtFJiNtQ+OHM0AhRbQclLm0jyfCyfw7hBc15yIa14Xx81RnVzADfL0tlYRUtLNO7zWu8THK/ezcuk1ukP7Q8fx0FoRGY036NoIotvcNjzhMEeVnW+P598tsJ6ZOvOe7/OIESNG/Fx85Su2o/Wll2ymihBw/Li92Z6ft/a/Z8/ax66s2C7MrS37965IN6TbhZMn7f/fuvXe5719HlYuQ7S/6cFoBY6DDnzSWpn2x89QectaD8k4xm33huGsw/PH8e6KzCxLrE3w+yC0AaXxBzHOAX75O92uu69QW0tdo5SNXHNKQ2FSkQYuXmK7VWVqBVYwZI4VYKUwmCy1XbVGY4y0FsY774Pj2A6NKILxcfjOd+A3fmPf9aRTE2wensDPS3K31hBxQiwUWgqU59CbqtL7779G8MprJGObOErgRSlZFtF97CHWHz1B3XFxgoB+a51+a8128EoHM7Tb01oNs1wNjhegs3SvY1YrsizFRAMyL2QwkacROLipIgokwQCiwKVX9kk9Z9+1RzmXKHe39GWMoVBpcPiRZzFG07z5Ln6+SKlhHUWMUtx8+0XiQWd4fZosjUgGPdwgj+P6eLn9lv+3dzjny2Pv+z0Y8Xefkeg6YsSHiOMF6PjeouSd2Sg7NG++u09wBZtVV6pP09tapbe1SmVyL0OlkC8TTE9hbr3LINxrueg2V1BZQm36KOMLpzGmRNGfpNdcIV8eo1ibYNv10Fri+wVkmqBVyqmZ17m+9hArncNoA8YIirkes/WbPH7yZVRrGyY/xmOP/ApKL/Hq8qt3vYanDz3NAxP7WyWNMaxeu0iaSjzPDkDFsSmk69NvrZGEfQbtTY48+izTJx+jMj7Hn79quLTYxZeGVBXQGlLl00/yfONnv83puVeZGbuK56Ro49AJ67T6c7ieS7tXIs0cXEdRK27SGdTItMehxmWiNI/KBAW/C0jiLM9Wf5zAjTAIAm/AVm8apT3M0PA/SkrkPFtwd2RmrRbzWzhORqYCAi8iTgqcXfwkUVoGYbNopciGOa/2XqwzGKNRWmG+8SZZmiDjAX5+vz2zn7OZFRNHHrzn9+dvyuHD8Pf/Pnxrr8aCELZQ/Ku/+t4uLCNGjBjxUeP4AcKmfN7zMfcaR9euvLVPcAUrqsb9NlGvTX9rbd/EKChWyFcatJavEnZb+MB0A05N/oD63C1OPPklHO/vsXH9HdprN3Bcl2JtgmJtgi3p4HgBuUKBbl9jVMr9sy/y7Td/i240D8bmfPteTOBe5/TU8/Q2KjTmTjB1/BHej5mZvW5XoXvIdIliUZLLafoDWM8OU6wUKHrrCBFTUimwPAAAIABJREFULW5zfeNTvHP+Y2z3xwgHCa6MEdIQZ2W0Fijtc6t5kr969Xe4b/Z1JquLuFKRqoBOOM52OI3jurS7RbSRXN+IaE5N0urZrPNKvkk/LoHRFII2BkGcFIizvO1YdWPyfp9mdxqx6w0liNM8npPA0K7YkYpS0EIbF4MkcCMGSYlXr/4yaZYfdsQaHDnMFDKgtaDZnaRWXGeufpEsTcjSGPe2DivpOLt/Txz+6GwbnnzSjpt//dd721zXuqR9+csf2WlHjBjxd4THZx7nrcW3AGiFLZa7y8yUZ4iyiK1wC4HAla61/RsWG3NuDs/xuLJ1hd/7zO/x5tqbbEfblP0yj808xqnGqd3H3v67eC+WkyY/XvrxXduTsIc2iqV4k0mvRk+FzBbqqDRBq4wkHuwrKHaLDp6fY3PxPEm0N4+9+OJfUl88QXb0MK+MDbgQbVFwc9QS2xl6mZYtMQ+7XB0jdi1678k9clw1+kDhVSKRwxw4YwyJUWhjbsuFA3XnKQ9aDyVs5myIIhCSlXzGosxYGPhMqTIlAhzHxQk8csUqP2WZfDsCXFC2sG6jzw3K2O5WMeyQZXhty16IEpqKdnGM4FBWwDUSB8H5oMsTUf226xEsBjHSccmVqqRxiJ8vUag0EI6LEHBxsMj9aW1XcAWQrofQkiyNSeMBUjp4+RJS7hWnHy+e4MdyjRS9L8YBYKG6wEOTD733ZzRixIgRPy9PPglPPGE7VF0X/Nti3HYsgMEKgpUKtNt722638NV6L8v1/bI+5ufteZIETp2ytsS3IwTa9zACuvcfR+cCe/wsw2tuI7QGz1r9kiS7HQ1mYwNhFMKYYUfqwd2uYHNQHWUQqL2O0/+fvTcPkuy6zjt/99635Mutsvald3SjuwE0QKwEuAogKYoSNRJkLY6xwnJYI40npAgrJuS/Zv5QyOOxJ8LWREx4PNZ4FCF5HApZM5KsIWcoiiREcDcaQBM7Go3url5q33N/2713/rhZWVXd1WiQAEmRyA9RqM73Mt9WmXneOd8533cD9ixVEqsUItcIBIGVPV9WiQk8WkMRIsuR2oCAPPDc660llwJpLAaLCHqqDLpXqPQ8GBpy1+PQIUdCv/66u96FnZx7Y6wEQpBOjpFOjiHjBOKYJE9IhKZdKyOmpxj57f+eqdpB5Nw8K1deYzlfJxEGlaUoz6c6OkO4usX01SZJFpMXAqwU6GKB5uQwhZEJjNZ0tlZQXuAmZY3u33tYa8jiNiDIpSAPFd/40GFOvbZMsbs/2b0wU9lLtAuJlArlB9SmjpLOXuRwVmR0sY6sSdrRJvnYKOvzb/YJVwAvCDE6wxhNnnQweYoXRntVI0JXayhWRymPTO17PAO8tzAgXQcY4F3E6ME7Wbr04lusP7nv8vrq9X2XV8cPEEQl2lur+GERP4yIKsMUa+Ms1edJe4SrNFDKIARox2zOX2T82D2MHzzBXXf/HJXRaZYuvuiSSQMIhVFjkM0DgqWtw4Am8Fp0kwrGKqwVZMYSete4fu0qSwdqVIce59Njn+beiXs5t3iORtKgVqjx4PSDHBraa1g/Pw9ffkrztc/fhbUwXOty36llTh1fJ6oME1WGscbQTiexIz9NJ4cq8MEPaL715VXml4YwBjpxAWMtvqcZKm2y0ZpkcfMonXSI4fIa5UIDhGJ5bRolc6RwZGwrHmKjMUE3K9HqDlGNNiiGDUK/jRQltFF04ioq0mTax5M53bSC6PnLGaswVpHlIZ2kikWQ6ZByuEmuQ66tn2b7gjpvvJhC0EUbH6VcsVgbRW4CjBAYq7hj5gLWmj0+O+CK/15QYPTAnc58/XuIEyfczxe/6O4df+u39qqHDDDAAAP8oBAUSlTGZmis3bpDeeTgnfsub6zO3bRMCMHwzHG6jXW6zQ0K5Rpxu06xOko0NEpjZY5ub3LW6Jw8TUi6TZobi7z5zOc488Tf5cDpRzhw+hG8MNrZhwHledRGS6yt1QHB/OadBF6Mr7rEaann9gah16XsL7NxfYn7PvHLVMcP3nScN+KBB+ArX4GFBZibzakvP0CzBT5NaqUlapUGVxYmKJUmiCLN64v38O3ZHyNJXP4cBR1Cr0maRxgjyG0BITRKGkqFOktbR5ldPkNmCoxVlwj9GGMDlramCL0uQhiSrMRKfYqF9TvQxmO4vESlsEXotykFTYQooY1PnJacaobfRkpNMx7BUym5DrAIjPXIdEicldDGQxsPYwVxVuTamiNHBRopNYEfE3pdch0ihUucM+2BCRCZoRy1mBpeAORNtfHi0DhCSg7e9Sil4YnbXuN3gocfdn+jp55y1/tnf9Y13w8wwAAD3A53j9/Nm/6bdLMuC80FwCkrTZYmaaQNPOn1C3ipTqkG1b5faz2po63ml+75pVtuvzJ+gKBQ2uPpuhtCSK7KRl+edxtGa0xvOqeh24x6VURP4q84NEoWd3o+bCHWWoJCkUptgo2FS33C1ZGzKXG7zuff/DwXLm0wZ1Zp+IZUSESa4yMp4Pf2b90+dk2dvpverlLIftE7s/tMw7616MRNTw1RCCk5zihn1BAonA8coLwAExWYyzscUQIjPHIM4S6PPgnUdEBdZTjCFYyARJj+wVSMT7jLu3XJi+mInJIIwVqkVHQ940iBPCOsTWCtxY9Kzj7BWtpCMJ+4or4Q7gr7hZKbFOrJHQohwRpgZ18HRo/wZPEkV8Y8FvQWxhoKXoEHph7giWNPoOTe6aEBBhjghxBra/DMM85zSgg4edJJ8Q4N3f613ysIsf+N9G4yNAwdwTkz4zxcd8PzXMdqteoe384zKwzh0Ufha19zk7Vzc3DlSn+1jIqYyKN7eIatDzsVCet7hCvryDh18rrd1Ekd754Y7XZR/ce211zj1I/2nO6u8xZCYIRBSIEwdt+wJAAhFdYPXHuRNXidrouXnmLjwCjllS2kEgSZ3hNHt7eXeRIV52gBYVRGFAquGFipuJ9CYYe01tpd46tXnZfu5iZyY440ClEdZ3NnCiEUQnxAeYr2449yx8OfpDZ52G1jYpLNeJ7lc8+R9e4RwkaHmfNzTL5wERt30RjickS7VsLKhKRhWfrQIbQvUJ6P9AJs15Dr3DVp2W2P2O0Tc2dqhOXNk6McuVpnqB6z3cOVBoqFmQqbIz3lBuGmaKXykMpRYbXzVzmykaO8gCBPaV+8SPHZZ9m6Y4aNEdmX4hdC4oUR1hqSTrNnN6v2/P2FEBRr4/hhkWMPfOzW778B3lMYkK4DDPAuYvL4+9hcnN3TEbONqDzM+LH9pxhvTHx3o1CuUSjXOPPE3+XNc19iY/UaGotXb1ETEXS7DMUu7gRWIJIuuZcQlxY4dPchPvvGZ3l14Xn8qxco+UWmJp5AyYBmt4IyoyRJgwuL9yGFphg6v7rceEyOXCDw27xw5RE+VLvA2rOf59VL3+T41N382PGPcRKJtSHlkSFG2StBNDsLf/zHkGXKBTer2dyK+MozR9lqFHj0gXnWNiO+dvYI9c4Uo68Y0k6LyYmUQxPXufPgEtIcYHFtlFSpnj+eJc0ihqI1jPVI2wUWN49QLjQI/Iws95GBJtVDdFKBJKGdDoG1bLUnKAQtQuPheSlCuCTTTdoIOnGVKGijjZMe9lVCpkMElmZco51UUUIT+h0yEzpJDqGxVrmJHisoBG1KYQdPpWTaoxVXyPIiQgqKJBhZZb0xzfTINYKoxMiBE3Tqa0jlceDuR5k6/j6GJg7fVnby3cJ2A+CAcB1ggAH+NuHg3Y/xxjc/i87Tm9bVJo8wNHH4O9qeEILi0BjlkSnu/4l/wEtf+mMnM6xzOo11rLUkrS3y1Mm+x81N4uYWzdV5Ju+4j8k77gVg/PBde4hd25tcGRoOuHBphIWN43gqpRw2kMKVkg+MXiMMNK/NvZ/xsa/z2lf/jPnXnyEsDyGVh8kzEILa5BEmjp3pKyAUi64G8qUvQbNewDRdXp9SoZNW8PxZPLXBZqPGcv0gy1uH0TonkC0QOTNjr+OrNsubR2jGw1gkUmhAkOYRI+Vl4qxEp1tmbv045aiJFAajJdZTxFkNazKkmCTVEVjLZmuKyG/hK4XnZ0hh0MKS6QDba3QqhQ2MUWjj43sxuQ6xVtDoDtNNy1jrvNBtr6lpd4ldYCmFDQI/wZMbaK1odIfJdYhSFqFiUjtKvTNCrbRBsTZOsTpKt7FOWKpx+MwHGT92D+Xhm73lvxdQaqcZf0C4DjDAAG8XQghqhRqBCojyCE96BCrg8NBhYh2z1lkjN4789KXPRHkCT7qSTaACOtmtFZUApFQcvPsxZs/9zb6qEVMn7uf19A2Go2E3JbNdDN6dflgIpMeQX+odsySIygRRmdrUUVZmXwUsM1RJu2tOtra5ic5TvKDAK6uv8kx+BT+MGJ4YZssvkuqUKCiRpm38npiiRaBwHqvKWjJhcA5tt8AN067b0ov7yQsbDLnpTZVi9so0fhcQQIDigK3SjBShcsX9zOZcClpcU2ts5TEX9Sp5VKVrFeNtiwkVAoHROZ6G42mZc9FG/2CMm8XF4EjZqvbQGGSPjkbAhsop6RDRm8wJ8WiiMUbTqa8hhMQvFPHDImncRlqBabeweYZfKBGWayjPB3zCYoWk08QYTW3qGAInSV0ZP8ihez7A+NG7+URpiG7WJc5jKmGl//4bYIABfsjx5pvwp38Ku+VvV1cdsfYrv+IIze83tN45nsuXXcJz8KDzvooiaPcaiKamnIRwoQBHj+74uU5NORL16FH3+Ngx93M7PPGEI3GffRY++lFH2l68CJ6HPHWK/OQhFg9WyIeHiC5dcypGUiKzDGFx067b8fPGOGptP+bcSLjuhjAW0FghSUo+5Dlhb1pz94iGla6BSGgNUrqGHd/DFAKsteTVMu1cU17ZpF0KKLZdDi2NxcsNRrmJ2DxQkGekeYJNLRRCjM0w3QbYFBlKImsRQeAkfV56qX8M4eoqWcfJMOuogOrGWClJpido3HcSPTxEEJXoNjdJ2nV0nrF86aU9hOuh5y4wNL+G1NpN7RpBuZ0R5C3ak8NEzZTOwgaNwxOMHbmbtNuiuTaP8gOsMeRpF5P3bNl2X1chyH3FpRMjBElOsZOhlaRZCXYIcSERAoT0evEQhrYShq/N0g4KrrGqNITnheRZwtDFOUozAVtjZfxCiag60r8XMnlOlnbBWkYP3kkWt0njNqOHTnLg9PsZP3LXLZW5Bnjv4R3fQQkhRoGfAz4N3AscAFLgZeAPgT+0dr/Wwltu7yDwT4FPAaPAIvCXwO9aa/c38hpggB8w2psrLF16kcbKdfI8JU+7gMDvab2PHryTmVMP31LyqTp+8JbTrgBp4PGZq1/gQvclwpWrqDRjaCvmDDXm4xiLxQvCHWmp3DAxv8WXL32Jrk2xyjJXyjBzL1McehgPiVHztOIhLi6dZql5ByYTYAXW4ghKrwUWsqzE+tZBIv8Km+0tti68yDNzi5w4fD/V8YPE7Tob8xc59sDHGJ65A4DPfc7dOwkhKFZHaW+t9M/lpfNTzEw1eeobd5CmirAkWb70MkZnrF23fLs1x+GJFazOabY9slxhrEQKQ2YK5DZkuX6UJHPBsWkVpuOmXkqmQZKXCFQHKbL+PnPts9mcpNkZQcmc3CwhhKUSrSGA3ATUOwUanRFyEyIwWCRaC1IdYa3ESI22HnPrJwm8GGsFnsycLJbMAEWmQzLtI4ShGLShkKKkJQzB9y3nZj/Jh0pf4cjMFDMnH2Jo6gi1qaN7pJ0GGGCAAd6L2Fq6wsrsK7Q2lsizFJ0nSOmh/AA/LDJ+5C6m7nzglo0p1fGDrM+/ecvtD40fQiqPY/c/waXnvkDSbmCNIWnXydIuQoieF6jbftJp8uYzf9UnXWvTxxg9eJL1uQsAfe/Z8YkCL117kK6eoN4quEnTsMloZZlyoY0xlpXNSbpJRLexQVAos3DhecAyNHWUYnWUpdYWa9ff4ORjn6Y4NEa3C2+84RS3vvSlAnFeJlAtpAIlYb19iHIp58rKHSgpUCLl2PjLCDSQMRQs4okWSmiurt0Fqeu0RlhyHdJOhthozbh4BRjjkRsfT+Xkpk2Sl4j8LQTbEzpuMnW95TxufJWgzTICQznaxAKZDtnqTNBKqr3GJIsxitxE5LqAtQIhINWSlcZhfBUjMCipAYunMrTxyHJBZgOUyimFDfceUJZCwWKIOHvxZ3ji/s8zceRuhg8cZ+TACapjB97hu2+AAQb4YcBcY46Xll8izmMmShM8MPUApaD0gz6s7wpFv8in7/w0r6+93l+23F6mle7YxmxLDW9jqjzFaDS67/astaxdfZ3Vq68Rt7bI8xSTZyg/6EnR1pg6/j7GDp9m+MIKgQqYKc8w33TKElIqpOdh8hwhBCeiAxyLpvlW/dX+PraVearjByg2uozlAQ1r+4SrlIpCaYgL2sXiLOky0q2xWajRTJp0C5aaLjGkNX5vwvKwGAKpaImUZV1HW/v2JlB7wyXbhe39ytoGs8eyQPYyvO8GFkjI2bJdrostgtoZJo/dy2dWvsZsq01HJzRIWSNBmTprxHzEVMltjo/CEyAkTOUF7k1qvBbuSGTmwqKsYDIvoJDkWIwwFKxCCIXvB0grEap3zXSZdd81bekswVqD9HyK1RH8QpGjdogoMcTtel8paxtBVMELCpg8Y+r4fZRqE4wePkWxuvd9FfkRkX+zr+sAAwzwQ4osg7/4i72E6zbi2K37zd/cK8P6bmJhAV580U1Qjo7C4cNw7pyTsr182U3gTk7CgQOOUD150kn/njvnXj897Z6zuQnl8s4EQaHgHh87Bg8+CJ/61Ns7BymdL8iHP+ySrjxHj4+xsjnH+vIVUnLSuIOJ24y/fgldjHqtMAJhzV7Sbxv7LRI3T7re+BohDLkUhAasElilINd7J1+NgThGKoUR4LU6yCQjVwIpFXpshPbYKFvdBofPzxN1M1Ru0EqglcQK6JYCSp0Mcg15BxN3AIEKC3ROHSW7fpFup8HwfY8idxGu4Cx7WhtLALRPHMGEPqqbkFdK6HKJICpz/eVv0Nxwsvb15Wt0e/cGygsYu7SASnPCVozKNF6SogwoJDRTqrFBF0KqySyrh07SmpwmbjdorS8ilUCbBCEkQm6rNOzGTltVGnqkobdnuVA+Uims1v0JV4CJ1RYgyOKe5H4hI6qOoPOUNO4wtd6kMVkjLFVRXtDfZqEyjJ8VUZ7P5In3URoaY+zw6Zvs4wYYAN6dSddfBP4tjhz9MnANmAT+DvAHwE8KIX7R2rf6pnEQQhwHvglMAP8PcB54P/BbwKeEEB+y1q6/C8c8wADvGraWrnD5+S/1veSEEH0t90P3fIDxI3fv+XLfD6OHTrJ8+aV9paC6OuEr+gr5agihhz5xBH9lHW9jFr+TcDScYF3FJLj9SyEZ8aoE2md1dRnGhvn6ta8z25ylUoAH0S5o115jqfkQVxonySigrOuIKgRtZkYu9QK8QFjI8gjfGmoxGKnZ7G5QX5t3fi8W0k6TV778pzz06V9nsz22RwmkPDpN0mmQp64zylr44teOk+cShCBub/UnffMsoRv7rG6OgOmitXJecSqhWGjT6pa5tnoXYJwhvHWFZGsluVZstiaIwi5SGnwvx1MpSVqgm5bQVlIMmngqwxgnn1wubOF7GRvNKbT1aMYjGOv1zjwHZF8i0ljwREauA3IdMFZZ6E/4FIIW7bhGnJXAgu+lpHlEFKaUow5RIaEcdciNx2vXH+VXf/dTRJXBiOkAAwwwAMDim99m/vzZ/mOpFFIVkVJxx8M/ztD4IZdkvQUmj9/H5uLlm3xdwU3pTB6/D4ChycPc9ZG/w5UXn2Zz4TImTwkKJfxCCak8rIVW0zVWz6/UmUsXeezHpjl6VHD0/scZmjjE2guvkqUpW/UicT5KMznAzPgKE6X13v7cLa+1LjG0QpJkrtt2a2m2P1nUWLlOoVQji9u0NpZ5+ak/4aGf/nVefbVAlkGr5Zq36/YwRf+NHqkKee5xefEEIIhjQaA2+0l5oGLirEwUJEhpsFYipcZTOYGXEKclFjZPIIXuea8KJxNlBXFaIMkiojAm8BN8L0VgyHRANy0hMERBuzfN6mGtYLJyjVYyTDsZopuW6CZVdC+OSjIs3k4Nwlo8mZNrH619xqvX6aZlhLBEfot6dwyLm4ANVEqSp5QKCUEQM1Ru4Xs5nSTiytYT/INP/Ze3fU8MMMAAPxow1vCfXv9PvLzy8p7lT195mp+/6+e5a/yuH9CRvTM8MP3AHtL1fZPvY3ZzliRPsFhKfgnZsyQZL41zavQUR2tHb9qOtZbZc0+xsXCpv0x5Psrz8cMidz76kxSHxvrrHpp5iGcXnuXEyAmEECw0FzDWEEQV4tYmp4uH+cmRR9nImwx5ZS525yl5RSaHxpFC8tjpT/DRkQeYe+7LTgHCGsKogl8oIqRiI9+ZxjVxlwcP3U8gAy5sXGCloKnpgIIMyE3OneEBilGFZ+PLhHkLYw3Z7erlu4aLZK+4LhHoXqOQRPaJ1t3Tvga7qzT7nWGbdF22TWKTUTv1Pr699SbPdi+yRYtEZKxnDbSEpmfw8oyOBxWjyLR2LVGeJBI+x/IK41lIwUoyYCIPKRkPgSCWGoOlqTRFC9OiyERaQkiLEBJjNDM24nrWZkOmaOuWW6PROqcaVPjw2AfQ4SqrV19H9+SEd0Mqn+k7H+T0h5/8Lq7EAAMM8EOJ115zvqm3wtqak5Pdnhh9t2AtfPazO+QpuATnxRedtG+WOZk8cJOszSbcdZcjQsfGnOxxve5I0nvvdR5mi4tOUrhSgd/4DbjvPkfifjfSM5UKPPww+tJFrv7NX9DJOsQzE6AUXhAiYyimltEOyGIZ4tRNyFp7E/F6c3zZ34z8xudZIfByQxb6ToECgfUFXpb3VBAsVmt6LbSugSjwnS9sbhDFEsn9Z2jedYpXn/kMFw8W+dBXLzG0FbvmWiGIQ0UhzdGeQgiQceoyNCuwaU7lxfPowCMrF6m3O9SO34PwdmrYXlCgPDJN98qbTP7lF+ke31Gess+/yuaDd9PctSxubWF0jtUasg6l1TrCGvxugt9NQAh8JCJx78mCMSTlCiLVHL3eYKs6ztzoEKXKKOH8MqbRJFbQHClB2sXonXxfSInVrmFLSNW/wtIP8ZSPEJBnKUK5v4U1GpCEjQ45CmsMVnnOZsFolBcQlQOGmxovCMnTuF/f34byQ+587Ke48/2fesu31wADvBuk6wXgZ4D/b/dEqxDivwPOAj+PI2D//G1s63/DEa7/2Fr7r3dt638G/lvgfwT+m3fhmAcY4G1DG31LDxNjNFdf+tq+RV6AxQvnGDt8+0KAFxS489Gf4tLzXyRubfWXS+WxUHOTKduwvkd6YJK41UZcX6IYFrknOkjXJM57RQZg4apZx2u1edkuc2nTJeH1AGJl0cJyvdDEv/NpjgYe1178CVScUvQbFIPGro5hJ3dUDjfpiBxPS6wwpDojzrosX3wJ6e0Y1T/32d8nq3wCa97fL4Yqz2f00ClaG0t0G+sYnbOwMsrxk0XaWytOXrGHPIfZhcOkmcepw5eQynmqZgQgJJ2kSpJFCOmKuQiLsZIs93tShYJMFyA1xFmRYtCk0R4BBFIY0rzQL4YDdJIhTo4+Tznc4LnLn3QFcsAJHW6Tr8bJG0uNte4mSBsPZXxOzTyPrxJGystkOmB+/QTn5x+hm5aQokCap4RBznhtgWtLMzS7Za5uTvC//JsaH/xAxgP3buEHfm+6aoABBhjgvYek3WDh/LP7rjNGs/jG89Qmj9x2O8WhMY4//EmuvPC0k/zpwQsKHLn3I5RHpvrLouoIpz74M2wuzu6J38bA8pLLpQEyv8bm+TnOz07zsY/BRz8qGDlwAv3CHN1E8vrVu2h3YHUlodn0KPkSKXe6bwVghcRThihoIRhFm531eZqweOH5XoLofGmf+8zvMx//JHCqpxgBmSmy3LyLSC1S8JzoSzcbRqgCkVrYcx2y3GO9fgQlpxkuLTlvch06FQfhpH4zHSKF7ak0WOe1qn2MddJLmQ5od2uUwy0Kfotm9yCy5zmX5gUCzxURhLBsxeMcn3iB9dZBzl3+OPRlHgUGv/8vKR3JK4Qre+faJxKWuw89Q8FvM1Rcp5uWmF05w+zKfWjtI7MCWZ5SLXcoF5tcmj9EnJZZy6b53/+d5P2PxJw63sQPo0F38QAD/Ajj69e+fhPhCpCbnD977c/4zff/JiPRyA/gyN4Z7hy5k/sm7+Ol5ZdoJA3mG/MU/SKr7dV+c85WvMU94/dw7+S9/MLdv7Cv2sPW0pU9hOtuZEmH1SuvceR9H+0vmypP8fFjH+ep2ac4MXKCw0OH2exuYrGMmYiP2SP89eazLCRrAEwUx5EjI0RhiV+9/1eZqrh4Wn18lPrKNecPugsekqzXJGSU4sLya7R1m5JfomUtSeAhwpBSFlD2izzbfpOVvI7BYOQuhcbbXD+n8u9GXl0hmr4+gy89tDVYa9n+b/s170RqOCbHypT/o/VVLmyep55uIKylSw6ehycVmyQUclj0Y0pZhS2RkZiMildkJWizZJp0yHhSOO+9wLrJJYElFYZYGeq+QWN5xI4wNnaYTn2VrNvCYpFC8oFskst+wpv5MjEpNomZtpYHiqOoTkw0MkWnvkZna/WmcyhWR7n3E38PcKoeeRoTFisDOcQBBvhRxsbG7Z+zvv7uk67PPLOXcAUn45tlbsrV2h2pYIDlZTfVWqs5Ivhnf9aRwa+84oqFx4/Dk09CqeRe9/jj7+z4Vlbgz/+czqvfprC+QAEwYUD9gbvp3nEIKwR6fRXz5iyy0XCJmbnFpOuNsP3/9SFu+O0YUAme58jBQkBcLWGtobq4gcrN3qClNUKpvoqFDjzUqdMkD72PpN0gLNUY35gDIclCHy/XSCzFTkaQGSdTbDIzEEq5AAAgAElEQVSk1m7K1ukVYVJFJgtkVhN8+Ss0L1+h8OHHCSo7Xr/VaIhoMyZNNV1rEVJRqNQQSDj7EuulIumUa/DavofxwohCBn4YIVptvDRHSIWUEi+zWOVhjUEaCOMcefIOvOFJguubtLqK2jMXEd0uOkvJs4S00OTqiTG2vJ17IYFAKM9Ns1qLtZawWCWqjpCnKcr3wVja9dW+IqUQFut52Myge8ogadwmT2Mn41+sEgyNEFXHSLvNvX9DAcPTd3DysU8D0G1uYnROoS/lP8AAO3jHpKu19m9usXxJCPH7OKL0cW5Dugoh7gA+CVwB/s0Nq38H+K+Bvy+E+G1r7c3jgAMM8C7CWstzC89xdv4sq51VfOlz7+S9fOTwRxiOhvvPqy9fI0tu7a2TZwmbi5cZO3TqtvuMqiPc8/gv0Vybp9vYQPkBtamjfPXc78M+nG46Nkx0fYl21mY4GiGSO8RsLi06LGCs5Y31N24+LuG6xjOdUZz8AqPlI+CHKGN73jgWjUEhqRTXKFWWWBU5FeOT6QwlJFm7ifJzCpWd65GnMbb9BvWVKWpTRwGIW3XaWyvkaRflBZSGJ6EyTliMSTfOUfSu4YkOmgIvrD1EoxUhpWV1cxSDk4LQRtJNgx6x6qaHrAwJQ0gSN4W6jSz3yLISK1sHGC4toWSGlE5GxViPTlJxpKl0ZO/cxgnW6gdpdkexSHbfCgk0SuUokRN4Ma5fWlDwOyiZcWz8ZaZq15hdOYOvUo5MvEYUtjl78VNoPHIdsLjuk+eKkVFBZWwEPyxy7cJ1Zl9e41uHVvn4h2YpVkc5cNejDE0cuu37ZIABBhjgRwnrcxf29Z3bRru+SqexfpP03X4YmjzMvT/+y9SXrpJ0mwSFkpNw30dtQiqP0UOnWLu2EyM3N3cIVytLWFHtr/ubv4ETJ1yiVa9DHId9m6GZ0Vkut8fRRgEGJQVCSufbqnMOjl0hKkr8MCLPEqyFrUZAYyNB+EMcmE5RypWK06RDtvUi7a1hisUJssySddYpqDWsTWlnRVrJGO10lKnhJSZGrjFWnsNXKXFW5oXZD5DkIYEybLUnwErAx1hBJ/F7cz7CxTupKBTcVO92HLUW0swny4aQYppKtIEnM6TUPbLUI9NVtFF4KiXNIuY2TnJ19S6SrIi2Abu7uqXIUVKjZEagYmcXgMUP2ghhue/QV/G8nLn1Oyn4HU4fOIuSOW8sPAL4ZCbg6tIB2t2IkbGA6vgI0vN47dwlzn11i/e/b44H7l6mMjbDwXs+8LbeJwMMMMAPD4w1nJ0/e8v12mqeW3iOTx7/5PfxqN4dCCH4udM/x2JzkbPzZ92Uq06Yqcw4yXuvwGRpkqJf5Jfu/iWmK9P7bmf9+s253m5szF/k0JkP7omFHznyEQ5WD3J2/ixLrSUODx3mzMQZHp55mD99+U/oUKaqI7ywQFisIoQg1SlfuPwFfuV9vwJAoVyjMjpDsyc5uI0jcpiLZg0VRlxKF+gKj42s3i/CJnlCO20TI5jNVkhMhjCGtCf++3YJUQGInnS97dGpLrpJrDH9UCSFRNudZHr39oWFmazATB5RsIpNlXLV79BUeyU4BT3/VSFIbM6X577qJlNtjDaabtZFSIFE4iuf+UATeAWGGwEYgYdH7kleDeqkOkUYi9m2mhOCutL4VtCVloZvUX7IgdIRzlTeT3rxak9GeFtT2SlRnWiHHM2n0AKGS4eJVJWs2WJx/Tmi6ihBsYIXRHhBSJbF+H6ByeP3cfKxT6PzjDe+8Zm+FKSUitr0MQ7d88E9csQDDDDAjwhKb0OKv7yrgfGVV+DsWUeCFgpuyvSxx/Y+53aw1pGuuxHHsLXlSNd22z2emtr7nKUlR7qCkyV+8kn4qZ9yk7rFopMWfvrp2+97bs7tY3QUxsdvfk67Df/+30O7Tae+1l8sk5Taf36BYGUdr9Wh+sLrsNkAK0Ap96P3H7rZ3TTUz4ak3JEYvpGsNQaZWQLdJQ98UJKw3sZPUmTu/Mj3BK0eQUueQ5oifUXhyjw8dj+tjUXGrq4wttp2sSrySUUI1lDd7KByg1USaSzCuniG7W1egMoMMssRWiM2Nmm98AxDH3gc5QXoLCV59QVsu4FVkqg6Sml4giAqM3/1ZdZkTP3ls3SSYz0rgpC050+bKEMwMk6xmSIqFWS7i9TWNeNKBVJBELiuqQMHAQgaLY7P11mvTlDvXkV6HiJPibTg9JU2r50e7ZGsburUCwIKlRHSbhupPIZnjlGsjhJVRmhtLHP91W86a6DtP4yQbAwXmFyo7xD/1ilEpZ0WSatO5/RxosowxeqIq5HnGWGpyszpRzjx8Cdprs0zf/5Zuk3X0KC8gLHDpzlw+pHbKl0O8N7B9/qdsD3Cto9w/E34WO/3F270gLXWNoUQ38CRso8BT717hzjAexlJnrAZbxJ5EUOFnS6evzz/l7y4/GL/cWYyzi2e4/zaeX71gV9lrOg6eLJ95IBvRNZ9+z0CQgiq4wepjh9krbPGNxae4ZWVVwhVyFhxbE93cz5SIx0bJtxs7NlGEJUYHj/AleVz1ENIOkk/yd1+vRVw2WtxNJYc7SruufMvWV4/TpwW2WqNs9kdRQsI/A4nj3+JjsjZkikV44EAq40L1jcEE+n5VKsxtegqOp+hvblKq5fMAWhSdNbm0Mx10tYqfvIijdjHGEGc5KytZARyi1SXubY0gVSWSqlDqx2RG+XSaCUwxt1rlEruPk3KHYUPN0Sk2OqMk2QhI+VlorBBnJZoxSM90tVHG59X5z6AJ1Oslb1C8a5zETlKpvSico+odZM61Wgdi2C4vISnUirFdeK0TJpHTAxdZ7SywHpzBosgzQI2WzU8v8HwWIxO2mSdZYSAS1dHuOvEKjOsc/Hs5znxyE8wNHmYAQYYYID3CtJu67bPybpteJtkmpSq7y9+O9zxwMdYevPbNNcX0Lmm3TsUI2vk3hEQoD3XDGOM5tmzjkxNU+cF3s6mGYu+zaHKKxwownpzmm5apN6ZJNEjCKkYLm1x/8nXKVbH8KMyy0sdrs4NE8eaPA1Zad/Dc28O8fBdL3F4ahGlfI4e3OLsS/N0xBid9cuMlLbYGchNmayuk+oqd0y+yET1et8LNY4tvmxR8AzaKOqdEfxAI7wucVJwk6xI1+UsnHRxELiaw944KgCf9dY0SV5gpLxM4HXpJFVacW1PHH197jE8FZProK8QsQ0lcqTMXEHcSrT1kUIjpWaouIavEqqlDeh5yWsdkOoCxydfYnblXtK8gLWSbhKx0ahRLNapDmeIbJW46SZ+n3tphlN3rGHX5rnwzc9y+sNPDtQjBhjgRwhb8dYen9P9MN+Y/z4dzbuPN9bfYLWzytHaUTrZzY28B6sHma5M88z8M9wxsn9su10c1TojzxKCG/K2Y8PHODZ8bM+y5dYys/Wre+SId+Py5mUWm4t9AvjEYz9JffU6nfpaP9+825tm2cvZ8HI6cUo962B6Kg/W2n4+mlnNnN6iEhtOpDXmvS65MLRlzrpKScUt6Nfe1I8EfCt6BaedaVbj6NGd2vYtNqMsnEwqnEgr/UGiIe1zOCvy7cIWi168s7/eHgyGQAa00zamN0mbmtSRuho86WG1RUvFRbVJNqa4L64ypH2u2AYxGVoJur5FS4HBsFR0VeCyUQQyYKpU5XTpCKH0KaUQVUdJ4w5eoYjOUnc4xqB1jvJ8wqCAjju0ki5GO0/eZOkK1lrns1sZJqoMUxgZJojKxJ0Gs88/hc7T/rUwRrMxf5FufZ3TH34S5e/NiwcYYIAfcpw5A1/4wv6eruDI1BMn3L//6q/2kqVJAl//uiNi/+E/dJK/bwedjuto3Y1Gw5GqceyI1zh2BbzRUZeYgFu+jW1yMwjcz9vBpUvwuc+5yd1tHDnipmZHdqliPP88tNtYa/d8H2It0fwypUvXSCbHXKOL6SVJWvebX95q2nXPJKvnudftQ9SK3v6UtshugpXgSYkwBnnD8yxAnjt/7zQFrVFpTvX1Syx89rN4zVVmXp/DT3MEFj/OEVIQpBo/0whrEdo4AtjSJ4JdTHHyvH6SoUMfP03x1jfpbK1SqAyzfv0C0dICUuekwzWS5gbd1ibe+DSzskHmpdDMSOOO88I1GqxGqgArJe1jBylfuOK8cbMcP9Wgd9E+QeCI9kJPceHaNfyREaaO30dlbJrGyhxpt+VUIY3lQMOw4gUIBBPH7qE6cYj2xjJJt0UYlfcMPaXdJsXqKK3NZed/qzMEsDxRorbSIMwVyvPJ0wRr3aBN7ikuhR3SSy+i/JCoOkJUGSGqjBIUStSXr3Hlhaf3NI7rPGX58ksk7TonBrLDA/Qg3obV6ne3YSE84NvAGeBT1tq/vs3z/yXwT4B/Yq39vX3W/6/AbwK/Ya39t7fZ1vO3WHX6+PHjxT/4gz94O6fwI4lm043GVyqVH/CR/OCwfQ2Mb+jm3X6CGKiAaljFYlnv3No6uOAV+tOuOktJOo1bPhdwXaZ+eMv1FktucgQCT7pkeCveops5ecRO3iE3OdZaAhXgSQ9POt8XoTVebiioEHqeLtuyvrFOaImMZtrqd/cKIZgMXCfZUrLIaOajrPMFwEpy42GsdNM6wqK8DkIaciy5sIRWIoVAIfGEQvUC3Ta8MEIIgdaCZrdMGqdYa/odRVJKKuUcbE67ZfvX3hiBsZI4ixzFKSDXfs9qTvSfY1EYI5Byp0Cc57dT9+jJGdqdKdaDB917YG7uVp8D13m17ecqdgVTIQyeypBCUyutIoXBGIVBYq0jZ7tphW5a3vMaKQxhkBH4Bilt77pYwjCjWs6QykOq75/U8Hv9u+DXfu3XuHTp0jlr7UM/6GP524hBHL013uufnXf7/LO485aKEQCF8jBS7S/z/06RdlvkaRedG7pd21M86KW5wiczJYzOXI4NID3KFVeIrW8GlPwFJ0GP7sVPD4vEWh/PM4R+ipACLwixeLSarsvWWuOmSvVOrKiW20RFV1BIU8nqZgmTp4DpdSILrBX4Xtb3ZBXSJc6mF3/SPOwn5tr4OAklt31jJbanGCGla9TO87ejkvXuxlEpDUpm+CqhEm0iheldN3d+ufZpJzXSfEfq0JG1ljBICfzt43HXpVRMKEYGqTw8PyQofn8+m+/174JBHH1rDOLorfGdfHaMNSy3lt/yOaEX/lDJC2+fPyFsdDfITY6+hVWNFJKSXwIBk6XJvsfrbiSdBjpL93l1D0JQrDq7lduhnbVpxG+d21bDKqVgZ2oqbm2h86znk+Y81TKbsZrWScic7yi9fBPX/DsVTGOxLMeLRFqgEMRCY0RvohTIb0W67j41vjupYAEoK4isQtqbr4vF0lT53qnY7d9ixzPWxeb9j0AK1+QkkUi7fV7GefRZmC7MIBCspssYa5AIIhW6v7EFz0BkXMzebcfT3/GuY7HG3Cw9LURP+lmgPA+EwPMLGKORUmF03rNYcNNGSnkIqQgKJbzvw7Trez2GwiCO3g6DOLo/vuvPTrvtSM/9MDzsCK803UtW3ogo2plCvR2sdQTr7sfttiNxtx8b4xIScBOsQjgCbpuArdXcPm/ALa/BWx2/Us4ndlvOeG2tT/DmSZft2S+hDTJN3fd7jwAVWiMs2xMeb09e+HsJIWgeOABCEK2vYvP8pljkPF9dPuakhN8aRjoy2SrVy3klphhhrcXoHJW4+wwTBq6BNzckyrjX9J6vizt/K5cFCpcH+wWC9U1kkiGkdCT2NrmulCOmpXRTNUI4398ocsu3t2c01hiMMVgJnZ70sYdrNsqSDkJIlO8sdba9znXmPHiNzth9FSwWaSDIDTJzsRDAKEkaKKwUILablYWbXhUSLyhgdI6UEq3z3r2PQErlJnKFpFAa2mPD973CII7+7Y+j38tJ1/8JR7h+7naEaw/b7TL1W6zfXj5oXx/gHWNbBmg3Up2y3l3vE5+3QpzHLjESEuUHLtnZO5zdhxAC7y06RRtJg07W2dG8Vx4SSap3EmdrLZnu3QyYnEAFfckpT3kU/DIy3wkS4CZ9Ir9Cu7PmjNZ7a3c3WRSNu9kwslcQNQalUmRvVkULS9YrP28nvZmwFIRysk1C7CFcpef3kz0lDSV/HakVae6DFXgqJwxSPGGJUw8pQCNxNdMbUmYBFhfsrQXfd9NFSrnYvO1z9/bsFES/yHzbZwqNFBZjJEKYnizjXmwXkKOghRR6zzIhLJ7KCLzuHtIVwFrXDReoJpneuRkxGnSWYbTGC+gnwgMMMMAA7wV4QeEtSVfZ82j5XsF5gVqsTfakqlb45DpE65Q0VeTaebNaDNbZmxLIumsGso6olULjqRwhQKkM6Xkov4DVGik94kTsuWfIzV7/tDQvEfVmdgQ55XCNBJ/cuPsSJXN8lUCvAckgwQoXB63YQ2xux77tRmzfl67bOdhpKt9e967G0b6jnrh1HO3trxg2enF058iFsPheip8ne0hXdwwWKXI8EZObnWY2oy06S/vXNeC9m3gOMMCPGqSQBCrYkxvdiIL3w+VFabFoo4mTmFSnLtczGdZafOXvya/Mdo5pe3ncPlVTLyi8Jenqmn9vT7i+bezaVG5yVFSEbrdX0HS5ckfHvSBzY2yi77MKbtq0lyIhEWQ9ieHtdfptHPZ3S7wGVu5LuLptCnwrScVOjr+9DykE1riJ3beyRwB3rhqNwU21it5/VuyoHEqpnEwywtUXtEUaSyh8V2S2LpPf9s7dtgm0WPo3JNuEdj+gi10kbI+Ulcp512mN3rU9AKs1udYoPyDPku8L6TrAAAN8n1EqOYKr3d7xUwlDN+W6PUXaeetGWLpdqFb3+rDeCtuyOtska5ruSLluJyK7czytHcnm98gqpXYmH98uWvsoPxjj9p3n7vhLpZvklqXy+tOuMkkR21OppjcZKmXvS1vsHLvZvwb8fcGu5M1ap0IITkHBLaRHGoPQb+8OQPSmXYUwWKWwQmCsxvSKr3ng9Yhnjcw0Ru004wrbizN5ju0RpQKB8gO8IEJpg/QCZJxBlu90/26TreAeb0/WbMso7z4+qZwfbO+52xK+QVDA5fK9uGyts70zrkF3m6x123Dbt71jNgKSQCJ89560wsXnXkEaKXdiq7WOwN72gNV76uG218iU4/mhUxcZ+LsOwPeIdBVC/GPgt4HzwN9/tzbb+33be+pbMdxCiOellA8+/k7Ntn+I8XRP+/69fA3+6ot/RStu8UZlf/+bxdbiLT1ztvHxRz7ORGkCgPrKdS49+9e9TtEdSKk49uDHGZ4+tt8m+I+v/EfOr52HXUOw2mi+NfctTo6eZKI0wVxjjouNi2x0N2gkrittNBqlElZQQvGPHvpH/PSZJ5nbuMK3Xvk8i1tzyFKJ4zNnKF6Y5Zgv+JONp/h6/RUW03U6JuafnfjnCATnnv/XTOcRRc9Np0pjEUmK7CX1sdR8sbzMq0GDae28bkLhU66McDSc4a5ukbHiGH4Yobyg3y3rh5EL1kmMSLoUbzjvNPN48dVxfA/C0jiL8y2yuIOnEi4vn2GlcQSpFJv5o6SZ+4oaG3P3gvfc4xqevvUtdz94/ry7h/tOG81+7/eeBuC3f/txtr9SlEg5NvkqSRay1jxIubBBrgPitOKmg3CFg8Dvcv+RL/PkI/+ORBfIdYF6Z0eCSwpNvTPO//v8r7G0dQyLoRK1KEd17jnyCg+feJarWx/B4m4w7zp6nftPvg5AafIwD3301ykPT35nJ/Rd4L3+XSDfTqLwHsYgjt4a7/XPzvfi/Jcvv8z1V79503LPDzn5wf/i++LTmXSa/F//5zWuXbNoNU0n9tiYe5O5pSrLq66J5viRdbSRPPFTS0ihOf+Fs4xVl/uTpErEREGDUiGnVIFCscqRh36c44/8OJuLs3zm/75OHEMnrbG0ErK17gobyvNd8dPm/L1PPUVQrLC1lLM6X6fRujmhr7cqNFoRCI9WOoEvNvFkF0+kvDr3IRrdEXITMbv2IEEgEQIOH3aKWo8+6uoRzzzjyNcLF/aqeL1d7BdHZc//PDcexiiGS8skedFJD9uej6yFKGzy8TN/zIdPf5ZuViJOS7STHakyJXPm1k/wuXP/FfXuOJKcSrFBrbzBAyee5fj068w3Hu0//wP3nufo9DwWqB0+xWMf/bnvS/PSe/27YBBH3xqDOHprfKefndnNWf7DS/9hh4DchYnSBL/w4C/gqx+O4lZucv78c3+OkYaXopc4u3GWzGRsdDdopS1CFe7JQz3p8eHRD1PwCvziB38RT3ostZY4v3YebTRHakc4Pnycqy9+hbV9vF2j8jCnPvQJvODmwnU7bTO7NYu1lqO1o1TCChudDX7n6d9hsbVIkidEfsR0eZrhaBhjDQuNBe4s3sl8Y56F5gLloMzB6kG8skegBbMrb/Cfl54ljCrEcZvF1iKZzYmkm+DMbE5sUv7ZiX8OwB++8j9wMAkJrWLe63At6OwhOhsyI9/hFJEIPKGQVpKQonqUrvt5awrUbUbgIyloyUfbY7BNdFo3fQqQY9DCct3v8GLU6G9V4KZWR4ojtNM2vvJJdUpucow1Tm64n1cqQhWSmYyiX3QyxDrFkx6qF59+99jv4kufp3mapF0nb9W5Lx9jpi2ZCIZRwqexfK3nBW8RUuKHRaw15EmXPHWqG8rvKV5JuWt61S0PCiX3uiCiUBnGGkO3voryAgqV4ZuukZWSmXs/wn2PP/kWV/LdwXs9hsIgjt4Ogzi6P96Vz06W7Ujf7sYf/RFcufLWr/3EJ272SM1zJz+8uOgI3DNnYHLS+ar+0R+59c8840hPrd0ErLUwPQ0bG44IFgI+9jE4dMhN3v7yL7tC4D7Y9xqkKfyLf7G3ONhuwwsv7CQ7lQo81Htb7SKErTGsz11AvnGB4uXrCG2wnkJHBYJ2jCeUI2K3JYIKBffvTmdHslnrd0TEficlTaskX/mX/woT+Nz7r/4pftedRxwoRJ5TaKd9IrbUyRHGviXxanvbNL5HWiqQ1Mqk4/8/e28WJNl1n3f+zrlr7pWVtVf1vmPpxkKABEmRBCFCtMQJUeJIMuVQTNhjSyFpQmM/+WE8E7ZfHeGJ8Tw4xhMjkaZWK0aWOKJEiYtIEaAIECDR6G6gG70vtS9Zud79nHk4WVlVXVWNJgDBJJgfoiKzM2/ePPdmIs89/+//fd8wKwcnuPXANKln43Yj9r9wkeqNRew4YaXqszZaNOIbS7JedIhcSTw5hpUvYns+Bx95mofqMfze78HNmyYjeCMfrtZb34+OmvP56KObhLjjmO/OXnjiCb7RI843vgPXXv4qa3NXqc9dI2jVEYBKYlrLt02eKxohbWzXR2tFHLRRaYIQsqdiNc1KWRr33CMklufjeDmEkHj5Em6uhFYZ3fUl3Fyp17y9HcL1OfbhT3PosY/9AJ/oW8NgHv3hn0ffcdJVCPGbwP8BvAY8o7Veu8+XbihZ9zKIL9+13QADvCUEaXDP51tRi5HcyJ6Ld1valL1y/9+VsX2c/ImfY+naORqLt9BoyqMzjB8+TWFo82JEZSn1+eu01xaYDZY4u/oiXr68bd/tuE2qUq7VrzGSG+FO00w0w7lh8k6edtzGkhYTxQkmihPU8jXOL53nT17/E1OIKNtAxI3Xv0S8usTP1J7is+PPsJCsoVHciVag14+j0DjS7nfpxmQE0pCuUgvmnYDLfpeupbnidLlCF0tYjBckL8s2v1r9CCcqp2jOXyfsbP5vmcYhcdjecWwbCGOfOJY4tiZnzbFvdIUgMB1IBf95vn/NJkhHqZVS5pc2f6JqNXPNJQT8g38AL75oHEEWF99awXgTpj96pDSLLWMsL2JYzRFnBfJeG8eOSVIPpSxcO2C8coOjE2dBCJRyaIdGfC+Eoug1cOwIjeCZ07/PQv0wV+ZP001qFHMdcu5G593G4l1zZOZmfyRBc22QRTfAAAP82GH88MPkSlWWrp+nvbaAtGyGJg8xfvg03har2DSJWLtzmaC5huV6DE8ffccIWS9f4pOfeZDf/m1IAgga11BKsLJmWoeGKgGVkvl9ty0zZ6WZ1W/KBlD4CMenUI3J5RSl2iRHnvhEP6s9/Rp0GkABRssp2r5AEnYJmmtonSCEIo5C4rCDCmOk5WNbgnRrT5eGVqeAEAmZdhkvX8Ozm6hMIWXG6QN/y4XbH2Q9mMS1M7JMYtum5vDoo6ZxKZeDz3wG/uqvzBxar+8aM/QDw5aRseCXCRmaOPXJu01S5aKURGtJwW8wVr7FwdHXSJVNmrl0I3O9YMmUgtdACsVk9TrPPvIFFtf388bcIyBylPJtPKe7TTXluRH7xjaz49MoHLhFDDDAewyHqof47EOf5a+v/jXL3WXAKGBP1E7wqeOf+pEhXAEuLF0gUQlRFvF3d/6O1e4qrbhFzjYWflEWEWcxrmVUR+MF04j56MSjaK03m3Z7+NatbzFeGOezD32WUm2K5ZuvEbbXsV2f4ZljjB16aFvMTRy0Wbz5Gl+9+Te83rmBV6piOS6WsHh4/GGiNGKps8RKdwUwkTfzrXlmyjOEaYhjOdyo3+D1FdMwutJd4craFaSQLHWWWGgtGCVvMI9OU5TWZEIRZymOsEn15mQjewRoJXNZtSJW7ZhiZhNJ1bcatpCkW0hYhSbVCilAaIlCI7doTdKd/knbIHvG9zYSC/N6V4ue4lVja4HsvV6J7dbBm+bAMJIfQWnFerhORtZ/fmMkjuVQ8ko0wgZRGuFaLpa0tu1PIMh0xq3mLZ6afj/PxvtR16+R+VsWtj01qu16pElM3G0axWpiisL0LA83rJ03VD1oTaY1YZpg2Y4hZgGVJT2l8e7QSu1iZTzAAAO85+DsMW++WV6rZRk1xFbMzsIf/MF2lem3vgWnT8OnPw2f/CT87u+aRYcQkM/DzIwhPYPAkKwbma2/+IumU/TEiftT027FbjZ4V65sLxZuJQuFOmcAACAASURBVEUbvRqm7yOkpDY0RZJeQdsOQsWoUgmnMoTdmUUEgRl7qYRSijTnIhtN9NgI1tKKsSN+m7ibFL1nE1EvD1Uohd8KyGyJyBRWAl6QGHWugJ5sk73O5KY3Qs/tWUBY9Ekdi3VP46yuUbnjILTAjhOinIeV9Bp7UuPEoCxJc6RI7DlkWYLudAh1hqsyCncW0c+dR1y4YD4HxzFvFEXm+zA5CYcOwVNPme/VkSNmwTo7C7//+7uraxzHdBGfP7/t4fHDp1m+dZGwvZkjbDlu3wHCcnOkYYc4M0SrylIzZwKO4/aIWdDKqHY1GTpUqCTGctx+TSJNok3LiV2QxiF7mGgM8GOId5R0FUL8c+B/B85jCNelH+DlG62Zx/d4/ljv9o23OLwBfkigtaa5dJuw08DxcgxNHOxbA7wb2K1Leismi5NkOsNh9wuRB0Yf2GFjlS/XOPjIx/bcZ9Bc4/KLf0kcmAuR7zbOsdq5gZsvMTx1tG+duGEDFKYhK8EKYRr29+HbPr7tM14Y5+TISQAur13mO3e+s+OYsjQhVDHfXH+FA/4ENbuMlz9IqGLTHYxAex5JoLBURqqznmWVIEOTCsWKHdOSybbFoRTSdAMLizeGNeXF88zEm8VNIcAvDQOaNAoQUiLvKoT4bkgnPkJt6DaWWkNbIFEIEVLyQ544+jWuLT9CPfYQI4dZ705x4oTgyBFzjXfqFMzNmTl7etpENrw90tXAc0MybRMlOaKsgGd3yfdIUilTin4DpSwsmdKNiyw3p0mV28u405Rza1gyoRVU0VpiiZTh4jxPnbzF+VsfwfMdJkcWibISGhuB5pHjF1hrDjG/MkYp3+HYcfue+b8DDDDAAGCaeNYXbpBEAV6hTGV0Xz/P+0cVG8TkXlhfvMn1l79Glm3+4C9ceYXR/afYf/ondmaZvQWMjsI//afwzW/C387FBJGNZWkmRpuMj7QRwjTL5HIJUSjoxsMoNQ9oHNs06VaGoFQxxfLC0Cilken+/o8cge99z9yXlk1t5ji3zz/ft8WdqC0jLYFfHAWxRrMR4Ps+7c7msWUKHCdmpTHK5PA8ea9p4pB61sMjpTkeO/R1Li8+ipAWS61jKDnM2JhZ07ouPPwwvNxLydq3D9bX3+6ZM8VqKU3uq1IWWksS5TDkhOREB9/pUs6tkioHS6Y0ujVsKyFTLhqBFBnlnMlgagY1QGDLmMnqdaaqV3nx6k9TLrSYHlkiSI06x7ZS3nfyVW4uTJNmFiNDdaaO794RP8AAA/xo41jtGMdqx5hvzROkASP5kW1NsD8o0jhkfeEGKkvJV0YoDk+8g6PdG+eXztNNuiit+sfSjts0oyau5eJZXp90dS2XfZV97K/s5+lDT/Oly1/aRrhuYLGzyO+f/31+/X2/Tm3fXqUUWLh6ltnXX+Sb9Ve42O01fa7coTw6Q7E6zpfe+BKNqMHJkZM0ogbX6tf6ts63mrc4UDnARw98lBdnX+zvM0xDFtoLWMKiHtaJsp5qCI3Smclx1ZqYlEgnPaLV6lvresLlkt+kK1IaVgIaPC0Z6mWSd0S64zgUqmc3L41F/t32xXscv8aoWF0kXSujaykqmdMvRlvaWApvZK5uWAxnYpNQtS2bql8lSiMaUcPYB+usl8lq9iR6loNhEmJJiziNiYhwpNNXuYqeZb7WmoX2AutRk5vljAmd9seje3mrWmuSsIvWqp+9mqUJwrL6Clcw14Yqy/pFaq01OjO2imFzFa9QRgiJmyvuec0kgMLw37/j0gADDPBDikcfhbNn937+5Ml+xmrUadK4cwX+8I8oZxa+vCtW7exZQ4wpZbJZp6eNirZeh7Ex81slhOn83L/fkLQ/9VNvfey+bxZzy6Y5izA077UV5fL27ffvNwXFTgextmaUixPTpsA4NGT20cvE1kqRdTtkKIgDEscmLuXwoiJuo43MMvO6dyHvVcuedb9SeEFM6NmgFE4mDOEKoI2FrlB7j2drk5KWkHkOnZEK8XAZ23HxFpY5eGeJ9oxxeXQ6IUIpwlIey3dISgXaoxUTWdfLftUJaO0SBy0Wnv8rxp6/Qj6KzVy1YTnteZs2wuPj8Ku/ul11fewYfOpTpkN4K6FdKMDP//yuCuhCdYyxgw+yfOMCutdNrLLEOAVrTdxtAdrUp4U0LlMChDTNS0plvTlzS3Sf1qgsQ6mAbmMVxy9i2S6252PZu9dtpZQUh8bu41Mc4McB7xjTJYT4l5gc11eAT2itV37AXfxN7/ZZIYTUW0IyhRAl4ENAAHznnRjvAP9t0K4vcv3lrxEFrf5jtuMx8+BTjOw78a6MwbGcfkbqbpgoTvDY5GN869a3djxXy9V49sizP9D7KZVtI1wBYm0WkHG3RWPpJtXJwwCU3FI/t0jvMVmP5DcnmLnm3A45fZAE3AoXmO/cMPu0C4w7QxTtPDPeKI6Q2ApGRQFJgkgSsHpZrMJCoUjIuOS3ScWmN74lLBzLwbd9RvOjNJM2r9opx/d9ACcyoeReoYLteiRBG5O/tpPgdp2U2lge1zM++ZalkKKL1hlohWspHj3ybZzcRSLrDAdOf4CnP/UwYWjUrs0m/Kf/ZObrjXl7IxbirUP0MvnAtSM64RBBXMaSGUP5FXy3gxQpa8EkQVzEc9oMFxdxrAStBVJmxKlHmFTR2iLnthmr3CZTNraVsG/4GjfWn2Lf1Drd7DCHy7dx7Ijz106QpIaUtmyXG51RTs7B1NTbOZYBBhjgvYy12SvcOvec6bLswc0VOfToxynV7m2N/6OKqNPk2ktf2WHjD7B863W8QpmJo4+8I+9Vq5m13CMHl3jt+zf5s6+c4u7apCSlkEs4dWQBR2cUchG251MqiX70kJQWx5/677YVNj/wAXj11U0XKpWleMUhbC+HzhLe/8RNxg+dNhb/rTrVEZ/VZSgWIAg3XauG8mvcWHsfxfx1VGYIV0sGSJEhhKbg13ny6Fc53L5GMz2MP/XTnDozxac/DRMTcOGCcYsAs0/LMrdvr0YgyJTTG4NCa4s082mFFaqFZQp+AyEVzU6NNHOYqx/FtWNsOyFTFr7TpRsXiZIcICh4Daaq19AIHCthvDrHSvgYo7WI1egIJ0evEMYef3fu8f787Xh5luQUJ5427mEDDDDAew+TpUmu16/zxUtf5Hr9OkIIjg4f5cP7P8xMee/Gna2Yu/QSC1de2TanFCqjHH78J/EKb53IvR+8svAKh9QhUpXSils40qHoFgnSgDANKTgFJooTTJWmeHTiUT6474M8NPYQ3aTLq4uv7rnfpc4Sl9cuc7y2O+naWLzFnde+QzsLuBTc3nyi1wztuDlmW7N0E+NsFKYhY4WxfgPwerjOUmeJa/VrfWJVacVyZ5kgCQjSwBCJGBLSEhYIyLTqZ5nq/n89q18tQGg8bRGjTP6c0AQiM1nkWhLK3Rd4G0Sr7ildFfe2TtyKFIWF5Jy3zvGkhK2N3fBUmsNTEp+MeSckQTGkXDqWMvaJQuJYDvWgTpiFfWthegRtf0zaZPbGGDthKSVaG5XsiDeCLW3Wo3UQpqH5YOUgB4YOsBito/2UhyrHSII2zeU7PQckQbxRO9Hm7NluzlggaoXOMpxcgai93s/R3dxWg5CkcURz8Ra1fSdwvDxurkDQ3t5xJYDy2D7KozMstBeYb83j2R5Hh4/2ldcDDDDAexwHD8ITT8B3v7vzuUoFnn0WlaXcPPu3rM1eQd++Dc1bAAzZRQ75E1hIQ3yeP29uH3rIKFtHR+HcObOvpSVDwlqWISovXDALsLeLp56CL37R3L9bfSqEGcdW5HLwL/4FvP46/PVfG+JvdBQuXTK2x+22eaxcRvUIV+X7ZDkP7Tq4q3WUZaGkQKT3Pw+9bYheMLhS6DTD1orIs7E37JF6azo7Vfc1Ji0EWSGPyuewR0axqlVYXMRbb5O4m7SRsiVWnFJaqtOtlRny99PslaPTJCRLY1JLkwRtXNun22mQdVokkcLx89sbfoQwn9Ht24bcvltB/fjjJl/utdfM5zA8bEj/uy2xt6Ayvp/xw6cJW3WibpPW6hy54jBRZ51EZb1mJ4VteQghUGliTmOW4noFgna95zChTfar1tC7hom7LVordxiePoaXLyOkIA46295fSkl16gi50vB9nPUBfhzwjpCuQoj/Ffi3wMvAs/eyFBZCOMARINFaX914XGt9VQjx18CzwG8C/+eWl/0boAD8X1rr7d/qAX5kEHVbXHnhL7cVisHI82++8k0cN0dlfP/f+zgKToFuvHdA/ONTj/PxQx/nwNABvjv7XRbaC/i2z8PjD/O+qfftULm+Gdbnr28jXAFGnAqXMdbBQatOecRYFgghOFA5wJX6Faq5KiWniLfWoNrJcFOQrsdETpD4pkpazVVpRJvWvuvhOucWz5FmCZFO0UqxnrZZSxocyU1zWFXwM9N9q1wbJ5GoLCKnLGJLY9sebR1xzmtywwvMOk0IfNsnZ+cYzg0zUex1gmcZSmWsipAj1e0sYb4yQnNlDr84hF+o0FlfJo1DpJTkSsP8o199hK/+SUDasci6t7FEQqoFSebhOhkFZxXSFpWRCU7uO8fY2EP9CXpuzrxHrQbXr286o4Th2yNe2+EQObeNEIqc26Ybl+hGZVw7IEgKRHGOTlTh8Pg5hovLFLwWOa+F1pI0dQniIiDIucb+MIjzWDIj54bYVsLJ4nmqQyM88+Qat+dr/MXXTqFlgu1JHNfHdn0SOc0XvgC/8RuDgvEAAwywE83lO1z/3td3qDrioM2VF/6SUx/9DH7hTWyhfgSxfPO1XQnXDSxdP8/44dO7qn3TOGTx6qus3nmDNA7xi0OMHniAkQOn7qmOHT98itU7r1OthKw3fdJMkKYWVf8ituhlq+VqTA3XcWWEytq4XhGBwCuUOfmhTzOyf3sz2dgY/MN/CP/1vxq73yyJEEC+YPOhx+c4cmjTGcIvVtB6ndLwGCurFu76CjpLSFKHRNQ4Nf4g7cVZdDRP2buNJVMyJUlTD9/tkvO6jMs3KNnDlEbP8eyzUxw4YPbdapkax9CQaTj3vM1179uZRzNlo4TEkilSmBJ4kuZodEdJM4co9bFExpGJV/GdgEphBdtKUMoiUzZRYrJ5Sn6dDV2RYyX4XkAp36I0VGJyX5mnH1jm5XMzfOflGtJJTVOYb/Ll690Zfvd34dd+7Qd3JRtggAF++HF24Sx/evFPN+dBDRdXLnJ59TK/8OAv9N2A9sLi1VeZe+PlHY93Gsu88Z0v8eDHfuHvxYEpUxmfP/t5/uLyX/DPav8MgG7SRQhB3s5TcAooW+HZHv/xZ/4j+yr7tr3+VuPWm7o13Vi/sSfpunjdFLpvR0u7NsW264t00y6Zyri0eomyV8aWNkW3iJtoVHcVO4m51XmZ0LfJbMl62mY9XCfOYpIs2SQe9YbSVfetdzcgEBS1jQQyobhldShnAk9L8tqiIzIEhnhdtaKdfotboLVRn5qsVWM9fD9QQEjKsq2JxDojmccwDh2RMJZ6xELRlilV5bCeJUgLXGGjLUmmM7pxF88xGbUCQYrppLKFjUabJmat0Eqb214Dc8EpoIUmVjEFt2DmLulwsHrQHI/n0rIyWjLBA6Tt4kqbsN0wFsJaIx0PlaX90yKALEsQUQhCIqVREZvP2OTTiZ5FcZbGZHFIaWSaYm2SQtSl21xFZSm245MfGiGyBV9ceZ7ZWwv98+XbPh87+DE+MPOB+zq/AwwwwI84fuZnjBXOiy8aC1jfNzY5Tz0FpRI3v/d1Vmcvm20bW2qRaZtr3TmOXa0b9ejsrOnqvHPHkK9KGeJsbc3cb7XMYgTM+zXegSTBxx4z7/3tb5sFzgakNIRdoWC6XzfG8MADhsR7+GGzfavX4PLQQ2b8a4ba0JZFXMqT5Lze+lEjgxC7Exjis0fmiT06WPeane5FiN7LKr9vC6zBUprIswh8m1I77m8hlcaNs/sjgqWZSykVyTUDgmqVXDNAabAyTa0Ro4IudqOFE8ZYSuM2IpK1Li0krZJPGJvtU9fBDzJyUQNZbxCS4fWs78Xd11dSmu9ITz29A75vPtP7RHl0BstxyVVqdBsrWI6PJyRhZ70/j1qu3yNbe21gWpMmEUJa/YgalWXm5GLm0I2aQRZHZElEqTZFYWiUqNskaNXRWuH6BfKVEeOe8h5thB/gB8fbXlEIIf4HDOGaAd8CfmuXItYNrfXnevengdeBm8DBu7b7DeDbwH8QQjzT2+79wNMYW+H/5e2Od4D/dli+cWEH4boBjWbhyivvCulqS5uKX9nWkbqB47XjfPTARwE4OnyUo8NH3/b7teuLOx47lpvhpdYbJMrYT8Rhh5xjOkiny9McHDqI1IJH2kXW143dnm/nGPVGsJZWcVodvFMP89D46b4iV2vN6yuvk+kMISV+cYigVccRNkprbnXneaY9hj1hoQQoKVjLG6vEEeFRyJe4kg/5nl5j2ZHkozxxGmFnkE8lvoai75D1smFGC+NkrVkssbOqWaiOE3aaWJZDoTpGoTrWX3AOjR/gyGNnaMy+wo3r+3j9ewEqzlPOLVF1V3Bs8x2xnYSSvEDUHiIJO/2Q8qpxFaRaNVEASpniseeZJrkNBZEQm6qdrff3QrM7QrWwhG3F5LwWQiiCuEimbBwroRsXOTb1ffYNX2Rq+BpCZHh2iJQpbiEkiEo0uiN4dpdWUEUgcJ0U18mwLEWqYL3eZfX2LN9+6aPYbh43t2nN7OZKFCqjBAG89BI8/fT9fb8GGGCAHx8sXHllx7y1gSxLWLp+nv0PfehdHtXfP3abR7ciDjvEQXuHQimJAi49/2fbcse7zVVunvsWrdU5Dj32zJ7Ea2FolJmTT3DqjZv83p+eZr3hk3dWyE3cIVP7sC1JoVzkwMmTdBuLhO0GheoY0yefZPLYo32ryjjssHzjNZpLRllUGp3mf/r1B7l2s8itqyn1G9c5NLOO42wvgpdH95GEXQoVj4mDY8AUWms6bcG3zz1K0Zmm2/RZbOwnSwNcK6BaWKScW8exY+Pe5CjK3gVGJsc4dWpz3xvzaK1m5lGtje0wmHl0I9/1fubOrVDaRpIYlwcZI2VmVKha4doRSeZxdPIs+0cuMla+jdIS3+kihMJ3utQ7Y0RJDilTmsEwQmhcJ8VzUqTUSA0rC+ss+Hd4+ZWjePnSts8vPzSKly+xuGga1Lce8wADDPCjjyiN+NLlL+06D2Y648/f+HOODR/rW7jeDaUyFq7ubZsYdZuszV19x92XVror/Pu/+/d848Y3WA+NulCjibMYRzp0ky5FUcSSFuOFca6vX99Buspd1lt3417bdNbMPLoXcZuEHWzXphk1t7kt+bHi8HJKmgkCBI4WrAZNojREu04/w3Tjt1j1OndSlfbzT7fC0gLL8LJoNC0iGo5iPPXJKYuOzAi2ZLruBdEjFC2kKXQjMDNQel/Uaz+5VQjqVkJLJOSVTSwUp6Iyw8pDoxlLfV6QdSIHlNZESURKiq1tbGkTZ3G/piCEwBEOiUpIddqvijvSwRKWUb9mMWEaYktThtNoqn61P654vMba6hpDTaMwFlLi5UtkqWnSole41mikFGglUCojTUJUmmA5Ltg2QlgIaW1u31uHC2nRWV+i21wlX6kxNH6ADTuPTCued24Td7erWsM05MtXvoxruTw2ef/F7wEGGOBHGKdPm7+7EHVbrM1e2XxAbv+hbqzN0W10yCfp9gUFGEXj+LhRm7ZahlDbt8/Y8BQKcPUq7wg+8QlD1J09axY29bp5D9s2qo3btze7TEslc/9nf9ZY2m7YE0tpxhYEMDuLVhlB2sZpdSHLcBotZBQjgwjRswv6QQnXjee2ncGebXzfenmXblh91zm3Mo2loFt0cVKFF2c4scILUzauht6U9M0UIk2RYYTshqA1djfE7sQEvoXdDnDXmiZLVlogBY7jY2nIdROcVpdKq0XoSfRSGyUFqWsRS8Vi1aV4q4VlZzub2goFk99r7X7d9oPCdjzGDj3E7GsvEPWET9J2cf0CUaeBkBY6S/rN3EJItDa2wknU7c2jHtJykJaFkNLMoT1inZ5zRbu+SGd9kVJtiurU4f77S8vmwOmPvCOxRwO8N/BOtHEe6t1awD/fY5tvAp97sx311K7vw5C4nwR+GpgH/gPwb+6loB3ghx+Npdv3fL61Nt8n9P6+kXfy/OaTv8nLcy+z3F3Gt33OjJ/h6PDRd/wHUu6y8Pelyyeqj/OV+kskKu13oAJMl6b5lTO/wtqtS5ydV6w4Eyx3lrYVGIa1z0fKjzE+9SjP334epRVrwRpRuklqO16OglcknwpuNG7hdCLWVAekxBYS387RVm2ynEPLzxFIuDEkcMQobneFspWn0JG0ibEE2Coj7bToxBGjQwdg9TTLVw5zy9uHt2+dicnNTlohJbWZY9T2nSBsrRGHHbx8mZH9JxnZdwIhJeMHD5NFL6FXrxG219F3XVBYtk0UtFidvbxtcnYc0yx35YppiNpaIJbS/FnWpmoH7q9orLTN7dXjTA5dx3c75Nw2ebfF+NA1VlrTHBh9ncmh68zUriKEQmmbemcEzwkpeA18t8NKa4JGd6SXT6fR2iJKXXKWRgkfrSTSH6XeGSdL1smXa9iuT74yQmForK/Sunx5QLoOMMAA26FURmtl7p7bNN9knv1RxW7z6N0QuyzW5i69tI1w3Yq1uasMTx9laOLgnvssTT3GpaWj+PkOoiUZr1zHcjw0FkoZUs/xfSr+ASrjYLs+R554tj/e9toiZ//q87RW50mTCMt2yJVrLF47x8HHPkWnM8rVV4qsryUcPbhGddjuX4NYjsvowQcZO/wwreU7ZElMrlLj2JMPsuIe5Mtfhu78KGPFC8yUr+JabUD36xqWBbZr4eVWmBmb3X5cJVOHqNcN2Vqvm3l0Y/7UevM23Rmnd69PAaUdhFYoocg7TYTQHBp9laXGPh6Y+Q6j5VnGK8aGLM086p1RfCdACkXBa9Ds1siUmfMtqVHaJk5dHEeDtEHHBOI4SeZBp0GuNIzt5SgMjZKvbMYvXL48IF0HGOC9hgvLF/oZo7uhHbe5vHZ5T7Vr0FglifZ2OwIzj76TpKvSit979fe4sHQBW9r9vE8wDbOJSnAtF6UVE4UJpsvTdJOdYzxUPYQjDaG3F/ZSuYJZm5HBpFvbYwPBeGGc5c4yeSfff3i6nmEpzShF5q0AW1jYmSYCZJzguBYxAlsaBUmizfjuJsYFIJHYxli4/3iKQktYtiM0EMiE5O6l+I6qtPmnK11saRMlQU9hKsm0NHl7bwKNJgNCkZHXFgooKYtMQiAVnhb9I3g0qPCC3UR4LhkZQos+ubxBUAsEqUpJ2Pn5SCQFp4AjHdIsJdMZVbeKJS2kkHx/4fscrh5mf2U/aaWEUx5BnH2t/3rb8/HyFWzXJ2zXe4x1huMXyJKYNI2xLJuktyD2CxWUUv3riTQKUVmPkBUmS3ZofD9he5322gLl0RlKtSnmy4J4ae8mt2/d/BaPTjw6KCYPMMCPMZrLd7b/vo+MGKtgML9NrRZNV5APe78Ttr1pTQcmK2xszHSAjozAkSObz+3127KyAi+8YAhTIeD48c3C3507Zv/jd2VR12rw8Y+bjNrf+R3zvjduwM2bm9scPGhIv4sXoduFf/JP4Jd/GX73d41aFmBy0ljtVSqEuSL2xWu464Z8FHGCyNJ+dupuuJ8moP4UZ9tmYRaGvSf0DrWrBlAaufVRAblYcfhmA6FBKI3YqK32fvPv9d69zZBRjLu4gtXukhU8vIUVlOfgF4eQGqQyRLC0HCzXQwzXqJJnJapTuz7P4oiPFMJsBziRIMp7NId85oKYg+sJuFvUx45jzu8v//J9nKX7x/TJJ4najZ5TljkPjpdHSAthWcSdJhAjhMRyPLIkRmUJwrJRWYqUFk6usG2fSdgFlWE7vfFrxdDkEdr1RaRlU6iOMzR+gPGjZ8iX97jOGuDHEm+bdNVa/2vgX/8A29/gHip6rfVt4B+/3XENMMCbYSQ/wk8dfRtB7feJoYmDu3ZVz3ij/NLo0zzffp05kbDSvMPhocM8PvU4jnRozF5jtDDKaGGUkyMnWQ/XSVVKwSmQd/OEC3eoPPwxnj74NF+7/jWCNNi2f4Hg5PiDNKIG7e4NRoXp3lU6I1EJq91VhnNVHMuhHbfpxF1CF7xqlenyNKdudNBhhxf9FZrCKHKzNMJrjrP2d/8964wzqnK81E357oslDk4t8omPLVCujQJQ23ecw499fM/zMnn0UeYvvYzohdJvG7uQyB75noadPukahvC5z5lrNNc17iQLC8biX2tzneL7mwrYjbzXbG9Xym1IM5/bqyfwnQ6eHSBERpDkCOIyp/c/x1BhCSG2jlUSJXnixKdaXMKxYjQWAo2UmkyBzASdsILMOeRzMeDj5YqQK1Ie3UdxeHzHON5ert4AAwzwXsVeKtf3OoYmD9Fcmd3z+WJ1HNffvjhSWcrancv33O/KrYt7kq63bsG/+3dw7lwZKJMfgqEhxUjNxXUAYRy3Dm02t5LGIWkU4OaKqCzjpS/+R5pbiHKVpSTLd7hy1eZ3/sttpNumvVYmaKU893cFTh+/wYc/GPYy3GDfg0/tyKrdcHe4eBE69ScZPnQWpTTYGss0HpuStrQoFG0QmjjcLOAvLcEf/IFpMm80TIZ4vW7mV62Na4Trvh3Fq0AjSTKXTs+2v96Zoh3VyHstqoXtBV2tLYK4SJy6lPwGtmUy4s08qgwZLCQZJYQvyOcSkDZ+T9U8PHMUL78zg3Ewjw4wwHsPraj1pts0o+a7MJL7x6WVS6wGqzSiBlJISq7JDxEIXMtFoym6RXJ2jqJTZKo0xWh+dMd+fNvn/TPv57lbz+36PoeGDrG/st0xKskSXl18lfNL55mNzuM1uzxYOMiMN8adaGnbtrlilWplnJVgzIXuogAAIABJREFUpd/E6yWKfGzWPVOygnTzrKo2wyJPIjJineJpm9T26CZdUpUihDCuSwgksm/fJ5BY0sbLxLZC0IZNYy/ededVzi6EK4CNZNguEaoILWy0VvjaoSw8GjokInkTdZGxJlZCEAnFmHKJhSYjZdEKmEh9MqFRaFwt2RfnuCCNClgKSaISMpXtqua9G7GKWQvWcCwH13Ipe2WmSlMm97aHa/VrlL0yQ/4QJ059GJkO0Vi6RWt13tgJC0HYWSdLE7TqqYWEwHI9vEIZv1Sls75E1G6QxpGxGRaCLIlI4xAQ+MVNMt12PaqTh5DS4uGf/Ec4Xo7vnf+jex5HPayz3F1mrDD2psc8wAAD/JhgZBQKRei0zSIly9D0iFbHMTmwG2TqhmKi/9qR7fs6uovL4OXL8Ed/tL0LdGHBbGvb8M1vbu7rmWd2dlxWq/CrvwrPPWfs5BzHdJ9OTxtidgO3bhlS99Ah+M3fNAutGzdMMfHxx5FvvIFz83W0bRvCNU2RSQJSItL7LDbeCxuZKEGw2fkKhnjdQqDuusBRGmyBtmzjbpApo3DdUGey51Tah9aghEAmKbLdwb8+S+Y52FGCN7dkxDVSmmLrRqbq9DT5M2eYee4rNByHwJXIbHNOlErjRRlBtcQiMCwyhmXOfJaVirFw/uQnjcXzOwghBPtP/wT1+Wu060u01xawPZ847JAFHbIsQSuFdGyElNiej5sbwfWLNJdvkyUxWRIhLcdYD8cmq1YI0Xdf1FrjFcrmL1/moY//w0FD0gC74p0PLBlggD1QHpkmaO0tVi5Wx98Vleu7jeLwBJWx/TSWbu147mznKqt5qBXMBUesYr546YucWzzH6S1NzkIIqrnqttfGYQetNT9x4CcYzg3zxxf+mCtrVxAIhnPDHBg6gFKaC+ck8vr/yO0Fj1DEvP+Qj+UESCHJOXlKbpEwjdBo6mmbYpqnlthMtQWuNcxxPcl31Tzzok0lq3Hr7GfJQsF0TjBVHkE5KVG3xY25cf72+TbP/mSLI+97lrHDD9/zvHiFMsc+8DPMX/k+olXvEa8CaVkoUWBxrUajXSa/PkH9d1Z46iMTrKzA+rppSHv8cROzsLq6SbK6rslfX183jzmOuTYRYvM6Tco3q8QKkswlzVykTHDtiPX2KEnmknfbu75CI2l0aygtkVL1PjMFaGNRTJmc6DKyv0upUmFkuMvKWp6wvb4r6bq14W+AAQYYAIzas1SborW6t9q1PDrzLo7o3UNt5jhL187tqloVQjJ5/PEdj2dJTJbtrQgCduStb2BpyTQ5X7pk5pZ22/x1lk9xLV/j2IfquE7K0tJ20lUIiWUbW75b55/fRrhuoNEu8vUXHiBL71AYirBdn1y5Rhy0OHvpMHn3+3z44zYHH/0Yw1M7J4NvfMOoVHM5kHKG5eSj7BfnEaKDVhosgRY2QVJmfXmYTlBkPhhm7b+kfOjDNt/5jnGBqNXMPHrnjmngXlkx+/d9M5eur28SvGDub67z74/RTDIPEae0wiqtYAilJHlvd9IkUy7r3REEJgt2Yw7VQDMYxnE9PNFhZLjNxGSG42QkiUXYXt+VdB3MowMM8N7DkD/0pttstWq9G7lKDcfNkcTBntu8k/NolEZ85dpXOL90nqXOEjk7x0h+xDScbti9IvqWvydGTjCcG+bh8d3XUM8cegatNS/MvkCqzMJGIDg5cpKfPfmz27YNkoDPn/08C22TzZnmbG4uzfJGcJsnSydJyViIjJLHqDTGODh8hF9/36/zr/7mX3GneQc3VQgkBbdA1a8yJQQrIuBqOEdOe8Q6Rbkuc3aAZ3msBWvG4jgDBAgtkD0rPoVCo/GFCz3CUwMeNgEmWy0VG2Xhe88xAnCw2Bf5BPkiddGmKvOUMpuq9lnQTb6fzZLy5oXwiJRMgKO93uwDoAllRiKMCbICaqmxCBZCkGTJfZGtG9ggnuMsRmnFsD/MQmseXdForVlsLxKmISvdFZ6YeoKR/Ahy/0lmL71kCFTLJlceRtWXSMIOKkuxemoby3bxChXC5ho6U0hpkyURiVKgVU/lpJCWg8pSwnadfGUE2/EB46LSWLrFyL4Tb5oZDHvbUw8wwAA/HiiNTG2PaZMCzpyBSxfNYkIIKrEwhbgzZzYXGADlsllgAOTzptNzedksPqpVkxm7FUkCf/In2wlXreHCBWP9mySbNrwrK/CFLxgyNo7NwuXAAXj/+w0he/gwvO999z64S5cM6SqlIQK3koGXL5P/yl8QXr2GcmycbtCzAX7r53IbbNt0u9pbCOskMX8bpOtWwnULv6elRCiNtrS5Ly2wNCQJ+j7VJwKwlEILSB0bwgBb2NhhbEjfNDXnudk0C0XfN5/d+fMMdxQd10OgkElGuRmS7yZILYh9h5WZKuHkKOvTwwyPnTDF3MlJeOIJePLJvRXO98Ddop274Xg5SiPTLF591ahXLYdceZj22gIqilFK4Xj53rZ5HDdHt7Fizh2QxTGJ2izIa62wbEPcCmlRqk30n4u6TYLm6jbHpQEG2MCAdB3gXcPYoYdYuXVxzyLo3WqOH2bEWUw7bpOzc+ScPUK/t+DI+z7BrfPPs3bnct8/fk41uJlL+rlvW3F9/TpDQY5pyxQX1pse5y6Nc3uuglKCqfEWj51p9btpHhx7kOO143jf9gjTsP/4l/9rlYWLk0gnwrMyvCRPGktUlsOhTDtuUfEqTBYniWwI3C4i6fBIMELesXAtUzz+oJ4hQbG0+jhpNIUbpxRyZpKSlk2uVEUDS8Eodu4NRg8+cF+dPiP7T1CbOY4QFmG7jspSosTj+tw+Mu1gOz6WP8TNm3D9943rR77XpOt55topjk2jVL1uiuKTk3DyJLz6qrkmSFOQQlErLVPKN7BljOcEKGXhWCZj7m4oZWPJBK0FmbJIlcfs2lEe2v/tPY+l3p5gsbmPLLOZqV3BkopOVEFakuHSGiPleTwR4hcf5swDC3ztucPsdpXmeeb6Y4ABBhjgbkwcOUN7dX5Xxau0bMYOPfTfYFR//7Bsh+NPfYqbZ/92m62Vly+z78GnqIzt2/ka18OyXbLUWFEuLBc4f2mcheUiUmoOzqzz4Z9wd7wO4FvfMuvI9XVzmySGfGxnY0jdoRt2yDKL+K7LmaGJg8a+D1i6dm7XfV++fYg0UWRJhMpMEcF2XGynhtaaue5HyVfquxKuSQLf/a65b9vm3yvxB2mn/x8ZOVyrgYWiGxZZXJ/Cdmz8fAFkngsX4OIlU5PYyHTdiNFpNs1x1utmTp2ZMfWG11/fnEdtmVAtLpFzWwiR4toBStkIkaL1bssJASgUFknqkiqfhfXDnJh6GSF2r1AsNfaz3Jimkl9luLSIRtCNhnAcxai/wmR1Fos8uYLLA8eWOfvaxK6WWbXawFp4gAHei3hg9AG+fOXLO9x9NlDxKhwZ3rvjQkqLscMPM3vxxV2fd3NFhqd3Udq8BSx1lvjC2S9wdvEsa8EaSqu+4tUtuyQqwZFOX+l6ZvwMM+UZPnPqM/31190QQvCJI5/gw/s/zJW1K2Q640DlwI7GXIC/uvpXfcIVjP19bd9xGos3ebF1kV8Y/RihilmyIsaOPMyDM49xqGpSo/7t0/+W/3z2PxO216kmc8jems6RLj898SRX61epB6aR+qLTRPsdojRCCEGURn3Fq9Ya27JJ05RuaoqXLWKkNgpSG0FO20Qi7dGSd2GPYraHzTgFKsrhM9WP0HU0s9EqWhtVz5SQhIHPlfZtIhWh9a577z+WQi8/1hTQXS1JhUaa5FiksCh5Pr4T0oyaPxDhuhWWhonI5UNxAV84uGMZsVAESQDCEJqjhVE+/8rneXbofdvidYS0KNYmjGNG1MWyHfLlGtJ2aK/Ok0Tm/wm/OISUFu36Qr8+77h5hCXJ0gTVaVGoTvQjbWCzeH1w6CCXVi/tOf6iW9xVhT3AAAO8BxFF8P3vw2uvmQXH9DQ88QT++DjVqcOszW3JX3UdePhhCALK5THya8DQkFlMzM4axWiSGKLuzBlT1Isi00UKhsT7yEd25pdeuGCUn1uxvg5rPSGPUsa2Z2jIFALPnjVj3iDylpbMv3/xF3fNRt2Be21z7BiFY/8z2nGI/5//G7t9GZH2LBqkBKXuqSS9JwSbpKbnmUVeqWSOU8pNQhZjY6wBvaEs6WfCKESaoW0LYdlgS5QQEAbsseza5fg1uA6WbSPiFCtLEI67mdm2kUUTBOb+xYtw8ybCsqiogLyVY2yhhZUqtBBoKbDbGTM367RyVTi+H/7l/2aKt28xw7VTX2L+yvdpLN6im1WRls3a7JVdr91sN2fORW+9bdku5do0jaWbqCzDclxy5WFA0FqZJUsThBDkh0ZRaUK3sWwa5KTEtnMIKcmSmLC1c53+ZiTwAD++GJCuA7xr8Apljj75Sa5//+vEYaf/uGU5TD/w/nvmqv2wIEgCvnrtq7y6+CqJSpBCcqJ2gp88/JMM54aph3UEO1Wp0rI5eOajTJ98ks76ElJaXJr7BsX63rlC16wm03qIhZUif/k3x0jSzcXRlRvDLHcfZOr0ZgOWLW0+eeDjfPGNP6dRr/LKl8/wxrdHTUeqUAzXMqKhRSBEZRazNx7jwLHvoLRCWha144+wv2lT9socsodw17YrdGpeleXmQfLKItulc1gAaWazsGTRXJllaPwAYK6xXnhhM27hgQdMw1nJuGtx+LFnaK3MYTkuKkuZu15FODlcaeEXhsAqoKTpGnr9dUOoFra4SBaL5tpkosddP/CAuT7L5cz1WzOuMzn5dUS7YmyLtY0QCtvSHJq4yPWFEySZS8FdR0johGU0klQ5eHaGawdo4ObKKZab0+yrvbHj2DNls9qeZLU1xcvXfpJnTv+/VAuLWDJmKL/Ksanz+F5CGuVYu3OFI/sl3cdu8/qd7eqsUgl+4RfMdcgAAwwwwN2ojO/nwJmPcPv8t7c1MDlenkOPPt23pX0vws0VOfaBnybqNAlaa9iuT6E6vmeDj5QWtZljLN24wKWrNf72xYPbGoTPXxpjLT3M1IOb84dSGedeCfjcb7ssLLlcvmxsd6XsRey4Vcg3yLIVQi2ZW54E5gGwHY/pk5sdM3s1mC3Vh1FZ0lM5yW3PCSFYWy+wuniZOGj3LYzOnzeOWFevwve+Z8Zbq5l5NdM+c92n2F/8Kt0ojyUSVlrjgIPQNs1gmO7KJJWyTZaZ2skHPrB9rVsqQadjmppc10QcnT1r5lfXhWYjZbpyDiGVqUlrEEJjWQn7am9we+UEmo1j2VAqCTQWllRIac7FpbnHeeTg1xkqbOl67yFKcjSDGrP1Y3zn6qf4xOk/xrO7uE6X0coChycu4zqKoBXSXlvkidMQJxaLnUPb9jMxAb/0S295LT/AAAP8EMOxHH725M/yxxf+mExvX4s40uHTJz9tlJb3wMTRR8iSiMVr59BbVHu5YtVkcltvvzyiteYPz/8hrbjFSH6EW41bVLwKYRqSKpPp6VouM+UZwjTkWO0Yv/jgL/LM4WcYzg2/6f5zTm5PNSyY9er5pfM7Hnf9Av7EPhYbs3zDnefnT/08nzr8wR3bHRw6yG+9/7f47ux3ub7+l9DuUMvXmCpN4VgO+8v7qQd1Mq24aZs1vRQSW9o4jk3Nr7LUXSFSMQJBzs+RBilhGpIIgS+tXluOxlKKI7rCbdkilFlP7dpDT/S6McvbSAq4VEWBM0mNn9ZHebDyMI6fp50FzEWrCGDaG2F/Z5ovFl9hLVhjtbtKK27taQesBXRlRl5ZVDIbu5eWZ8Zo7ixbEa50d3zv7heOEpyKysykeRIrpOD7CA0+Fo+HVe7UHCb9EUoRBJ1F/suVz/GpommkC1vrZEkIGrxihSyNyZIYrTXttYW+a4e0HLI0Rlk25ZEZ4rBNEnZNIdmwykjbobVyh6GJA3h5sxgv1SYBeHTyUZ679RydpLPLEcD7p9+PJQeT6wADvOfRaplMr41cU4D5ebMI+bmf48CZj6KVor5wfdvLyvuPcfijvwSf/wJcuWII107v9ySXM8Tsr/wK/Omfmv3FsSFih4cN6fj5z8Ov/ZohUWGTXN2Kpe3W+HS7ZvvXXjPbh6FZvMzMGIVrmhq17K/9mlkc3Ev5eejQ3s/1UDz+INqvoIeGIU4QnQ4iisz7vJkN8J7oba81RCbfXK/XEUliVKYbuWnQtyHWQhjiFRA9UY/oEb/C9SHLEGmKsiy0Uibndcs7brMbFkYtazyGDWFqbVgmb5C+W+yO0UZFi+MY0jvLKFqSMTfDTnuuf1pD1lPeZprarWX8EznT+fsWbXiby3e48uKX+yImMNE91773NaJOk8njjxE014jDDnHQYfHKKxSqYwSNFcJOgyw161GvUCVorfSyXDM660s9G36QjkcSdY3D2Mg0cWDmUZUlPRcPAbZLfe4qheoYluNiO16PvB1ggJ0YkK4DvKsojUzx0DOfpbFwk7DTwPFyDE0e2gyk/iFGlEZ87pXPsdjZzCNTWvH6yus8f/t5oxbNTAbOSH6Ejxz4CKfHT2/bh+Pl+mRk/fr6Pd+vUbTJeZN8489r2whXMMXnXGWCP/sz46DRmHuNxWuvEjVauC89wIvPHWV2bRiyENuWeJaHajvMJyUycQEJrMwfY9+R76KKeaLxUaxinof8h1jprpDlc2jHRiSmKyjv5Kn6Q0ih+oHurp/fOWiMfe+GeueFF+DLX95+zfHcc/DKK/CP/7EpGk+fepKVWxdZm71CY61FNy7j+i6OX8R2XCL3YRDmp6pcNtdnW+MeJiYMsZumhny91GvQtW2I3HmGj/41E/YcS8mD6DiPljEIBUgcK2F6+Apai/+fvfeMkTS97nt/z/OmylVdnfP05LQzmwM3cEkusygxiKRES6JkyZYN27AAQ9fGxQVsAYY/2bjAvZBh2NCVIImSKIqSTJFL7TItl0tyl9wwOafu6encXaErvfG5H54KXdMzs7sUl2KoH9Do7qrqN1Wjnvec/zn/w56xV4lZVbwgxpXlw1xauhc3iLNY3KXPG/jya7/Bxx76f8inltqdOtVGltXyBH7gcHnpCFJEXFh+hNHsJQ5NvcTe6Usk4wJhJEAINtcXiaVyHD1k8pHfyHF5Vt+LDgzojqNeorhHjx53YmBqP32jOyksXsF36zjJDLmRHcifkURYa37KG2Fs3/0sX1/mW9+f2hb7xjP9KKOPL3wBfus3AxYvvsaZl8/y/e/5NFZm2FjcRxgMoZRFFOkY3nUlm5UZgvAqUkW8cOwuxiYdfu6DgomDD3SJ3pnBCdbnzncFhgCyuXboGTLbnTKE0K9praNf+ILOcYDOK1SrWnxtFRZ5HsyV34sZLBE35jGkjx8msGMOoUyhhMWlxbuZzuh1JpHQ3a7DW5ztx8f1eCTQ6+iFCzqOBr39naOXSRglyrU04U35aseq0ZdaZqMyAihM6ZFwytS9NH4Yp+EnafhJTOnT8JM8c+zTfPC+PyAV0/dASknK9T7WyhN4gcO11QMIITl94x1M9Z/m4OTL7Jm8hm2bbcunwsJl7FiCp54oMH5vjgsXdOw/MfGG8iU9evT4CWb/wH5+697f4sX5F7lSuIIQgj35PTw88TCDydfvwhNCMHHwYYZ23kVx8SpRGJDIDpAeGP+hzeO6uHGRjWYnaMbJ0J/oZ722zkBigI36hu7QV5CNZXl8+HF+922/y2R2u2PDD0qxUWzbD7cIooDTq6e5Ub5BsVHkFXGcF1ZfZuLYBP/mwX/DQxMPdb0+F8vx7l3vpjZ4Lxe+83cEvtt5Lp5j/8B+jlvreM1u2hgmo55NLDJQ9Sqh51MSAZsOuCj80McxHWJmDEc2B6OjE78jYYxFq0EoFYbSn/OGMAgjn+imDlWBICMcBqI4WTuN1YxHU0acvYmONfQjqQMctws4hkM+lufM2hkafoNIRd3WmE0K0mPaz9EXWs3jUi2XZHxCzlCkWLu9LfXrcdjNMu7HkULPuS25JfSAGoMJL8bgKgyYIWr2VczAp+aWOa6WGDQzCGloMbXZCRWGgbYQXqhh2I6e7WraGKaNNEyU0mOI7HiKwHf1bD8hkaaJlAZh4LNx/SJDOw+TH9/dvneJmTF+5civ8Ben/qJ5fJ1r/uD4gzw29dgPfP49evT4CeKLX+wWXFtEEfzt32Ls+B12PfAe6psFPUJNKTKDEx171akpbc1TazaYmKZO/KVS8J3vaOFz6Bazoet1nUB873v176nU9tfcLJratk4Qnj/feW55WYuBqRQcaeZjr16Fu++GV1659Tn39+tk3OuRTCLicUQ6o7trWwKkEFqgbAWcTeH19Q3zm6uhlKgoRIUhoe+ipMQg0mMImttBSjAMRBgio6g961WE2hYYaSD68ohMBq5fB8dBBR7CVygJIlLd+2yh0MeqtJirnf4FqjW7des1b4muLVtnKcF1MTDpL7iUk2ZTDFb6uEPdgWtU6/SdvAj/+3/Dhz70ppOeSinmTr6wLa5uce34N1mbO0dp9Tql5TnCwKO8Oq/dKkxbj5vzvXZHahgE+G4Bt7aJYdkIqUcESdPCsBxC3yUMfCwnocVZFSGlRBoWQkq8Ro31+YsM7TjI4I5DP5SCvR4/nfT+M3r8yJHSoG9s5+u/8MeMVxdf7RJcW1wtXGW2NMtKdYX9A/sBWKut8ddn/5qaX+PhiYdvub2YGWO1ukrJLSGFpD/eTzbWaXG0DBtr4P2IRAHLW9NBk2mRyA6QyA0ipYHrwnf+/kVS4jjXFzJ8/bt3cfrCELWSjb8Ww4zyGPFNhKOouAnCIEPgXUOYHgtWhtGpKQZnptv7zMfz/PZ9v8366hzXyl8gWl8laSZxTC2Kjw8tc3FuFCtmYdqx7ecU8ymW4nzlm2MEkb6n6u/vzIVvUanoe7lPf1p3AR98+y9y+ZWvwOwaqWbxmsLAsw/jWR3b6fFxmJ3t3pZp6hnsp07pJHSxCIGoEfRdo5x5hl17niZT7WN9fSeYEYZytA2Iiog7NTKxZaqNFLFmpbZtNtg//jKmDFgqTrNn9FWGs/MgoFLP8dKl9zOSu0Y+tUQYmYSRie87XFs9SBDFmRy8xIHJU+yfPMf+6askk3H8RidlIISkVl7j6Ht+jdxAhvt61v89evR4kxiWzcDU/n/sw/ixx7Rj1FMfItm3Rn1zgzDwdYdsbpB4ph8hBAs3Il75yrMI/zpf/cYQx85OcHF+hCCIkKqCKU0MEeEGCSJMlBJEykAKAzszSUFNMlcx2ZPu3vfQ9EHW585RXO6e5z4+tMTqxg6cWPKWCf7B/goXZieZ/3KatTXt3NSyA245O7iuzkuMjOg4eHU1y0tXP86ega+Rz1Yx4oCEUDksVh5m059iYUGLrhMTnRxIi3Ra5xkuXOis16apv6SEPaOv0XBNqm56W65DAJn4GhuVYUAhRYRphKRjRRqBSzq2we6RY/SlVgHBRmWE5898hOnB8yRjRYLQJlKSupvk0tI9xO0GY/lZ9k6c59DMKfZMLWIYyXYFst6pwK2WufeDv0UsZfDwrW+zevTo8VPKaHqUjxz4yD9oG3Ys+ZZZ8i9uLnb9fnDgIJc2LrFcXSZpJXVHqGHxL+7/F3zy0Cd/aGJvCykk8+V5VqorBFFA2k5T8SosVZZYr+tEetLStkHz5Xn+y7f+C//+sX/P2ya3d70mMv0cePyjLF85QXHpGlEYkMwNseehD/BUfoj1r/2fFKvrTNzYxLfSfN+9SsmvYAmTwUgyXINZs0JWWTh2kkxqANuwkYaBUoqiA8/baygBYRQhkURKz38VSIRo/SywMbAwSIsYG5bHqXzAtIpu2d08NriT+yKXvzr7VxQahXaXqy3sZlORIlRhe95q1QiZt1zSoYW5ZX55Q0Ycj29SFt4PPM/UVIKxYHuRVWs3fdWQyDQQtkukFGHoY/kRUdjACy2CRlUfZXMBloYuQlJRhN+oYZgOURigVIRJrL1e6tyBjZ1OEXpu24GjNUdYRREz97yj65hG06P824f/LefWzrFUWcIxHA4NHXpD85R79OjxU0C5rAOC2xGG2rL3iSeIp/uIp2+yt19c1MHLoUO6KyIItDAqpf757/4O7r13e4KwxdmzHdH18GF49tnuma5S6grUKNLCXS4HX/96RxgUolM5WqnoYzlyRIvI73+/DqDOnOne5+AgfOpTtz+mrbQskpXS1ykW08fSmlXbskdSqm3DeyfhVTSPWUnR7KRUiCgiknruOVFIqy9VGdolQijVFlxb5yyE0LbxUaQDRikRrosUEEmBiEAJ1WU1rLbsXwuuEDkWYdxBer62FxRSVx4HQbeg3LpWtq0D0ygiVYtQUlJNmM3iMm2BbAURfakcMpHQ3TdSws///Otf6y1UC8s0qqVbPuc3aqxdP09lfYlGtYhSCrdaJvBcfZaBT+DWIQrbDidCGiC00O27dUzbIQx8VBShlCBwqwSygSFNDNshmczi1Stt0VcIQeA1iKVyjO2975bH1aMH9ETXHj3eMCeWT2x7zAs95so6obpSXWFf/76uwPkbV7/BPSP3tEXLFuu1dc6vnef06un2Y3OlOfLxPIcGD2FIg8NDh6lULJK5IZK5W1SCASIqs3btBOGAw1de2IXrGRSKJr5bA2VAIKgWsygilDIIlEXk2xBKipenGEld7NrekeEjHBw8iBg6xA6V4dSJr7Gwfg1Zr9AvkkyNFpieiVOqD8NNgWfDNanUbL535m7ypThXr2qBNJHQ9yXOTc3MV69qB5B8XncuHXziY2SuLPLi2VUQFoExjZLd3bSJBLzrXZ0Zey1yOfjX/1rf93zz+2tcl88RH3yNePw7xOoeTqZCZuQVysv3YJpBsxJJEU+sgW8w2nf5pnIvODz1bfaMvQqqecODJBUvsDte4OryXRy/9nZSsQ2C0KbayNKfWeHwjlf50AN/RC6+gGnHSCQHcZJZrFiSwKuDgv6J3SQY17uLAAAgAElEQVT6hoileh7CPXr06PFWs7lpkx4YIz0wdsvnzWCW9YXrrJWyvHZmkoZrI0WIKV2kiGFKRRA6COUTKUCYbVekpSWT6/O6mPuJJzoxPkD/1D5Gdt+NNCxt/9ccq3Bg9wpL1Qdx/e1uEZtVm3ojR50h0iWDkyd1jiCf13kHKWF6upMLWVuDRx/VsfC3vjVKKfYpxsbmmL9WIlAJyu4OIvRBNZqa5eAgTE5qa+Kt3b8TE/DLv6w7a+fmdAwdi+m12jbrxEyfFWsAz9tedW5beuOdWa0Kx64zPXCaiYGLzUd0cJ5PLZJPLnN89jEafpKYtUnDT+H5MYb6lrhr5/O8/54/wTHLWLEkscQIpp0mDDwCr4FhWPRP7iOZG/ypttPu0aPHTy43x32GNNg3sI+ZvhnKbplkkKQ/3s8HDn/gTW+76lVZri5jGzbj6e3duVWvyufPfp7V6ipltwxAqVFivjyPH/ntebEpu/NZXnJL/M3Zv+GekXuIW9vFQSeZYequx5i6a3un44f2fYjvvPRXOLhg2ux1+zlLAz9oYIYCx7AZjEJsYSEaUFObJIem9LRUIUjFs6zV1lCR6rLuVUoLrSYGEsG4zGIpiYGkLHxGBie5KAqcql7lSGr7HN+zTplqucrhocPMl+ep+3WKjSKhCkmYCSzDoubXCKKgPY92wXFZtBoM+haOklRlwKrh6e7QH9BWGPSMWKn0+ZrCxBBG+32TShEXNhKTanNWX+h7CGlg+uBVSzpJrJrpcaHtFKVhEja7n8LARSkLKSVeGCClqW0U/QYynsJ2EohEmsBzCX0XO5FmYGofuZHpWxZRSyE5OHiQg4MHf+Bz7tGjx08o6+uvb427uqrFvXPn4MQJLS4ODcH993fmtEKngtN1tTXd0pIOLMplHYzMzOjnt9ISak1TJ/+eekpb55XLupu1XNYBUGsG6txcdydmMtndRbmxoatNk0m9zU98QnfCnjuntzE1pW30Xq/4aXYWXnxR2yafOKGDs8ce0+dVq2mhs1bT125gQAdaW2ex3mnbt7AQjgwD6QeIKNKNpYb+/CfsOA+2EM0OWGIxHfBduKC3JQTCkIhQp4ZD08D0fD0qRjZnwkaRnhMrILJsvME8oeNguB6W6+o5r1sF7dZxtiyUXbf9HoogIFMLSAaChghRhsSKBE4qDX35TkL42DF4xzs68+beAH7j9mP5KuuLqCiiWlpBGhZKRdoi2LDwG1XCsNa0fu6soyih1/amJXPoNZCmjYpCoihACKm7XfFwDO2qYTkJfK9OFPgkc4P0je8mMzjRNSO9R4+b6YmuPXq8QRpBY9tjK9UVoigiiAKE0FWjhugs8m7ocmH9QtfcnUhFfObkZ4hbcbJOtsu+Z6O+wYX1Czw4/iBP7niSlev68TDU9z9hqNemltOG5V/CthWnLwwRBJIwgMBtAIqY49LwHAI/RhAKhPRQolkhi0EqnObsl55i8Ne/xmBikAfGH+CBsQdYrCzy12f+mq9f+zrVeoGkLclZNv1WxDvHjvDb7xjma88Pc/zlNYKm8mlbIdW6Rb7fJjeiO2dbCd5aTReT3XPP9mtaLOr7lRYTO0eZ2DfK1avbX9viF35B2wwfO6bvtxIJXbw2OAjPPqv4Ru3P6WONJU5jUSYQEqNhMr7rWyRSRWT1UYTIEkWQTi4zlZ5jpTSG71tdFWijuWsUqwOU6oPahEpB6/ZmZvgkc2t7ubGxF9us059e4oG93+Sxg18mnagRBgIVhe0FWBomdjxNun+UVHNuzg86y6BHjx49erxxWvGc53VGA+VyOi4FMIOL2A6cPKcHu0ZRgBQuQoJjNWh4cYLIIIz0fFLLDtsf38mkzh0kk3ps0Y4dnf1KabD7wfeRGZpkbfYs9c0ChmkRzw6w74l+nn4mw6Wzq22bI8cOqFRt8kNZUnm9TtSbToYbG3Dlis4JjI3pe4HZ2U5eIhbTThC7d0ssawflKzoGrlZ1kXcQ6Fnhq6taXP3VX9Vr87FjemxTLqcdt9JpnbvINN2bjx/X3bRWLI0I1pnIX2RJjFGqdywaUrECMavCJXEPhvCJ25vkkiuY0mdq6DyOUaMRpBAERMpAB7sRByde5Csn/gkwStyqMJq/zuMHn+aBPd8k5viEgSAKg/Y6apg2pmWTG91JPN33M2On3aNHj588Dgwc4NnLz27rjLQNm4HEAFbFIm5uFzfvhBu4fPnSlzm5fLItAOZiOd41866uOPOZy8+wUl1hV34Xx5aOEalIz1KNfGp+DUMYpJ00MbNbbFurrXF69TT3j93/po7r8anHufbCF2kZUSaUyf3BIGbdw7YcUirOM+EVSmZzZI0bQqOBkdZCphfqDtKIbtvfCB1TC2no7lfLohA0cJUPCFz/BjkrxWeWv0rK0DNdz9VmKYc18oPTLM5XGE+PM5WdYjIziURydu0soK2WhxJDbDQ2WKutYUijLQIHIuCG1W0jrJodsbeyJX49BAJPKEKhsIWBaZhkY1kydgZTmFgYJKwEtbBBa66fUgo7ksQjSai2dBeh2jljpbR1YyvxrVQIaGtLvXYKolDPqkfqtde0Y9jxJP2T+7Cc+La58j169HiL2NiAl1/WYl8spmeb7t37xjorf9Qkbj1CrAvHgT/9Ux2ctJid1edo292v9TzdGdtKDsZi+rEbN7QF8N13a9Fuc1NvwzDgP/9nGB2Fhx/WX0rBf/2vOrAxDNizR1e6CqEF0HhcP26a3cnFFtWqvuYthoe756y8Hq+8om36Wp/Fg4P6WIXQAZjva9G5UNABV7Wqz2dt7Q1tXm35SZkWfjqJ8lz9GQ/Nz/xIN70ItV0Ut+1O5a/va4Ex1pzralpIS4uJIgxQtqW7WBEIw0BJiYqaomvMZnPvDInrSximjajWuu2EoZPDFEK/j6D/H1r7tG0MpUjW6+CF+nXxuP4+omNtokj/7xw9+obfgjuNFmpUS6AUoeci45a2Z44UKtIOEB3BtXm1VdPxIQoR6HVUKYVSEUJoF4lmC3DzTzpireUkMNMOA1P7tetEbx3t8Tr0RNcePd4gQ8khCo1C+/dIRVwvXed6+TqRijClyYnlE8z0zXRZ8Nws1p5bO8dGfQMpJEeGjzBbmmVxcxE/8pFCIoXkE4c+QTaWJb1L36OdPt1dwJXNwsGDkDAaDA3Dd09oFTYKNkGaeL5ESo9IJQkCQaTAkIL2kiAU/XkDNfs4vz7zKDumJX7o8wev/QF/dvLPmC3OEqoQIQRpO01axFDl6zyz8X32Xv4r7snu4V0ffJhs/EFEVAcl+cq3d+AkM+3K3a33W6WSvu+4uZjpVsVNH/gA/OEf3mR/qHzM4Br3HG0QI0ssNskjj3REy0alyPVTZ6jVzrIZPMeysU5FlKhT4KojGQzjWMQZnTrJjsFFkqlfJPBD7pr5NrXiBFIITDNqFpkJHLOGbdWRMtS2VkogRUioOh+ZUwPnuLp6iFxigw/c96c8cuCbzWcM4uk8SkUEnosdT2FYFqm+EZJ9umM5nuojlux1uvbo0aPHW83hw/A//6eO7bfGqEND2lI3k3JJp6FQTiElxMwSggRIQTJWJwhtlCcAgWGAoGlLJDpr2I0bt86bSMNkZNdRRnYdZeH8yyxdPk61sAws846j8NChSVw5gWPUWFpNcuzcTux4sv33jtNZCxcXtahrmro4fGxMr6sf+5gWUr/3PZ3rAC3OPvdc9zpqGTUWL8+ybyLArQyRyw/z5JOd5ysbS1w7do4Ru8JCI4Vn7SeZHKFQgJJ/gGTwAoYZMZqfZyi6gWP2A4rx/Cqnrz+sbYXNgP7UIqYMiFk1xnJXKFQHEbTW0agpvIJlukzkL1CojtKfXuKXnvh/2Tmiu2KFtIin86AUgVvHMG0sJ056YKzd3ZodnvqB/h969OjR460mG8vy0PhDfHf+u7d8PmWn3pSlsFJKx2el7hkrxUaRz5/9PEIIDg8dpu7XObOqbRMzToZ7Ru7havEqm+5mu3PUMiwGE4Pb9i+EoObfvpPkdhjS4Gj/QVasPMuVZapeDWszIO4k24XIYypNiU4MbTV8DGmgIkU9qOv4F0nUXl91ArR17gEhVRHi4hOoABSsVpYJrTpRPMcflp5j2M6Tz/YzkJlhxV3n6vpVVior3D1yN5ZhMZWbouSWWK+vI0KBlJKh5BDr9XViZqyZcFWEbO9obQmt8UhgRyZKKGoyxBfbBVizGW0LJJHQ24wELFgue6I4+VielJNECoEhDQj1NnzLgOb5SyUYCRxAIIRsCqp6q+32JqXaxyWEQEf5LRNLhWnGMBIZUBGBV8dyEjiJNJnBCazmPPneOtqjx4+A48f1HMutdrCnT8POndpiZqtNzo8Dw8NaHFtauv1rqtVuwbWFUrobtb+/EyTNzXUEV9CVna3u1kpFBzjptBZPo6jTqbG4CH/zN1q4rNe1aBqGHWvbdFoLjNmsri596CFYWLj18T7yiBb+CgX9Pba9w/+2VCrw9NPbg8jz5+HyZW2HPD6uj2dkpGPD6/uv3zG8FSloOfIaXkAgZLMzNUCoZpNrGBIBzRLWDp7XHYgKobt0mpbHQgiEYWohEkVkGESO3bQoFjpx6zgYrkv/mWuYU9OIzIC+nmtrnWve6nI1DP1zK0EdRfr5WKxj/9x6zjT1+x+GkExSCetUwwbGyjWy7t72egTaxWF9/iKl5VmiKCSdH2Vgaj9WLEEiO0AyO0i1tHrThdPrrJAC0+kUDERRQBQGetmUAtWeZ6vX0XYhVRSSLbrkiw0MIallYqwPpAgtsOMpZPO6hoGPadnEUjkyQxPtGa69dbTH69ETXXv0eIM8MP4A59fPt38/s3qGQqPQrmJO22lKbonjy8c5MnSEvriebzCU7LYGnit15rsZ0mBn305mcjP4kY8pTaSQbHqbALz6ql6ro+5CaUolff/2u/+qD7O59oUqYqO6QjLhUi/qKiJpNFAiCWj/fykU0giRhqLkbRCzLF56Mc6Oafjcmc/xudOfY622Rj2o69k3KmKjuo4bNLCFRVzYbDQKXCpeYcZ5jQ+PX+RTH/2PfPvFBLGbHAdHRvT89hY3i67j47pI7GYGB+Gf/3P49rf1/WhUOceA/V3Gpz0G43Dxe+AkMszc+05SfcOszp5l7sS3UCiWaucpOKeJvAhbmFRlwIahuGxLdnmKRCxFKHwMGREiiGp5ivUJdFALUioEEbbpIpsz/KSIUAiiyECiq8uEUMTtGhJtq/j9yx/ggQMniNk6ObzzvqdYv36BKPQYmD6Aace7khuje++9/T9ajx49evT4ofGd73RG62xlZUWvnT//z3JQW0BIRTotqPgNUvEKm/U0QiqyqTJ1P4PrG82ZOVHbLav1sd5o6DXtdixdOsbChVcAcGubVAvLBL6LHZtlaMdBjrzrU3z2LyX2TY1PIyM6PwA6Vq3VOl2ohqEdt+5tLidPPqlj/0JBH082q4+vXlfsHXmJu3aeIpcN8dfgW38DO/cNs/O+p7DjKeZOvsDKNT3uIBeHfAw2N88z3X8v8/MPcGX5AEPmPPnENWwHAl+1rYSXS1PMrR1AiIhMfB3b8gHFjqEzJGJlVsqTSBkSRQZKSaSImlXFiphdR9YjDCPk+bMfZ+/0/w1KEUvlmDj0CKuzZ7DsOH1jO7ssEKU0GNn1xquje/To0eNHzXt2vYekneTF+RepeBUAsk6Wx6Yeo3qx+qa2dXHj4jbBdStfv/p1Dg0eotgoEkSd2XdpJ82R4SPs6tvFc9eeY6W6gmM4txR8++P9DCQGcAOXxcoihjAYz4zfcl7qzcTTefoDn/5EP4OJQS4Vnu96fr81zKxRpxY29Jz0qCMWJu0kEknJLSGV3ler8xXAj3wEgo36OgIwhZY1lQopuSVUGGibwESSyfwIhjQI6zrZW/WrzJXm2JXfxXBymGvONRzTwQs9xtJjDCWGKLkl1mprhGFIgL52N3e0GkpwTyNHLDJYNjviwab0WTZdVKvxp/m4LfQ8u0jpEX1KwIVYhUm/j6pf1bNlDQspJEpENGImlukg3Bo5M0Ws4SDxiNBuD0rR7HDqvG8K1e6wEUJgmBZWLKGTzEB2aJL8+B7Wb1wknuknOziBYXUqou1YkoGp/a/73vbo0eMfwPr6dsG1xZUrehZpa37pjxPvfS985jPds1RbHD0KFy9uf7zFyIg+t2RSd4+cO6cDsVxOBy8TE/rny5e1mHrxoq4yVUpXw2Zvakx44YXOZ99W22DRFAsffFB30u7dq8XQ2dlO8JRKaQvjXE53yjYaWhTcu1fPLLtVMvJmjh/v7n5ZWdH7W1rSXcFBoJ+3bR2kff/7uks3DG99/W6FYeh1JIoQkUL6Pph6zmtkGrrjVWk7egVsW5VbQWKr68Wy9Lm2js/3UVISNtXbKJkgMmXbbUlIgRWGGEJiVGs62dzqYjWMjnWx52kx+eb5rq3XxON6v7atj8k09TXO5fAaVS4f/xrVfAqSKSjOIr/6GYZ23sX4/gfxG1UufPeLXXNby6vzLF85we4H30cqP8KOu5/kwne/iO9tdaMQWE6cVH6EamEZr1HDsJz2WogCIU1UyzWi9b+kFDJU7D6/RrKm7zOkadG/GTK6VOPagVGS+w5gx1OUV+fJDE2SyA5gmJ0iiVTfMOmBOyQAevSgJ7r26PGG2Z3fzRPTT/D87PMU6gXWamvEzTimNLENm4yjM6FKKS4XLnN//H6Gk8NM56a7trPVfriFEKI9Y6f1miiCb31LF4rdc48uEtvY0GtFLqc7XXKjuxErLzE9UeTsvE2gQnKZFVwvxmYt1wwYFVL6WLZPKlnCMDpB26ZXJgjiLFWWeP7a8yxsLrCwuUDNr7WDTT/0UCg85eOqBraSCOVRckv4pQKDvk1m139C11x1SCb1iIS5psa89R7JceCDH9QFbBsb+n5oaqqzBuZy+vlH77vGpe9/s3kcPnOlRcpuGSkkC4U5Hnjsk23BFeBqZRVhhLhmnVrUQAE+AediNSqJBIeEwbBjNyvB+ri89jbiVgkhwlZxMVJGICRhZJNNbCLFKkvFqW1dTHUvTRBZlGuDxBzF6esP8OjRE8SSWUzboX9yL/XyOtaWiivTchjb/wD58d13+E/r0aNHjx4/DDY3dfHS1JSOO69f16OAhNDjdiYnYWjHAdbOnmV6rEQU5vCqksHcMn5g0fBj+GEcpQSWGWEYiljM73JZAti1q3uN20oUBixdOgZKsTZ3nuLyNQK30a6wXbl6ChBY1qe4eeLP0JCO7debvo1b99HXp+fIXrigi7D7+uCf/lOdm3jlFb3OTkzA/vFXmcwd73K0X1iAoaFlLrz4JUZ23d0WXEHH7MMjzWLm2qsc2DnCM3OTXAzezWDjEuN95zBlhUhZuL7DydlHcawGyViJsfw1Ek6ZfHKB/tQyXpBkOLeI61tsbA4Tie4ZRHUvgxfEqdT7WClKVkozTI8XSfWPYDlxBib2EniNLsHVjqfYcfTtJLID9OjRo8ePK0IIHpt6jEcmHmGluoIQgqHkEFJInrv43JvaVqt79XZs1DdYqiyRsLZ0eaiItdoam+4mhjQYT49TbBR1d+VNDCQGGEoOca1wjb8997d4oU62pu00T0w/wQPjD9xx/4PTB6kUlvW2kgPM2wkaXk13qaoArBhvjx/iVGOOsvCaBUwCW9rsye9hubKsBdSWtbCKiFTU6eREtEXYUHmYSuAoCAnZCItsepssuHqG7UhqhHxc20uGUcjlwmX64n1knSx3Dd3F9xa+x6a7iZfwWK+vtx2pAhXghZ4+3pu4p5FjxI9RMLyux9ORhQgEi8255qr5lTBihCqiFrpARKQUroBnrVlmgjQ7gxwH03u1taNlIbI5ZpKjxAsVlFJU7RUarr5OUhh6tlzgd3bcmgcrJYYdJwo9pKmtNk0njh1LkcyPEEvn6BudwTCtLsE1keln531P3XKea48ePX6IvPzyrQXXFq+9Bu98549ft+vMDHz609o258qVTgLyoYdg//7uua03EwR6nsn58zoQa812WV7WAdPevZ3uSc/TgYdl6aCsv3/79pTS81FvV92aTOqACfQx5nJa8FNK5/w8r2MFBJ1ZtLOz8Ju/qQPCO9HsFgX07JZz57QoCfocWu/d5cv6OOt1Pee1XL7ze78FISVKSgJHYroeoWmCCoikLlaNpEQohelH3MJgQdOar2oY+piaVr+t5yLfo5GKgeciimWU72/1NUZ6ISKTQ1Yq+jxa19Dz9Htar+vfW49vxbZ1IFoq6f2Pj+v3pXn9o9VVLkw6NKouGKHexrWrRPv2s3TpGIZps7l2o0twbRH4Lpe//yx3PfUp4pk8B574KKvXzlBcuoaoGBimyYF3fJLlqydBCLyFKwghMQyLKPB1l6+UgCLaKp4jmJpdJ1UPENKEViGTENgY7J2tUHg4Q7x/BKUU8XRfl+CaG55mx91PvinXkh4/m/RE1x493gTvnHkne/J7+O8v/3eyThbbsNnZt5Pr5etdlcUVr4IUko8f+vi2bewb2Me3r3/7tvtwDIeZvhlWVjrreSajLRJv5tJli/e8/V0UN5/hiy/FUaaF9H1G+6+RjPVRrKZ1Z4nRQAifhpfUHZtGs6opXmJsbJjza+c5s3aGTW8TN3TbQW4QBUTNnw0FsUhiK0k20J2zi6rEt059iccafTQ2P00s3X2jtHOnXm8XF/X9jGVpW+R9+/RYhK0OIPm8Flp37eo8tnTpGKDts04tn9JzbZqsVlc49fRFHuo/ihXZnD8PZ0p1lqwSVbGJAkxhkI4lQUSsRjVeshS/9K7/i+RcP0tlk1MLb2f/4NNYoqTn8coQKQJKtX5qbprR/gVcP4chI4JQopCgBKGSXFvdj8LADZJExCh7e3CSs8Sz+hqYtsNd7/pl4uk89c0NDNMmOzzVtqLo0aNHjx5vLZcudeLdgYFbx9VziwPsPfQI96wfZ24hS34gTqVUJGZfZqU4yvx6H5m0RzzmEwaSkBhKdYqXd+zQtvi3o9Lsai0uzrJy7RRh4KOisB34SWlw4tk/JrHTxKt/EDvesY0QAg4d0vbF5bJeTxMJXWQ+NAT/63/pfEaLfB4+/GG4776m05MISFVPbgvQ600HyUalyOwJ3ZHUqGuHrHK58zrDgKceeg0zOcnSkuTkyb1cLOwlmQRfPUcQAdImGVtjcuAyU/1nkTJAipC5jT0MZxboz67jNtJIGaEiA4VEKUHNS7NcmkIKqPtZ+o0aBe8AexKntLUwYCfSHH3vpwl9F69ewYolyQyMt+e89ujRo8ePO4Y0GE2Pvum/K7tlXll4hcXKIq8svEIjaDCQGLhtgs+PfLKxLDO5GU6unOTk8knc0G0/r5QiH893FfmCdmQ6MnyElJPiewvfaz++6W6yWl3lxuYNgijgkclHbnus+Yk9bK4vsHb9PEIIpkf2cWHuNWr1Mq6hKDVqGCT5uaFH2Z3fg5ycpFrWa12+kWe2OKuFVRURRR2xtYWe99o6EZ0n9lXYfJWebRrWSlRKqywrLUIXG0VKDS3kHl86jhQSL/QwpUlfrA+lFKdWTpG0k7iBS13Vt83gBUiFJiO+Fidj0XbBOhWZWEp0WQ3XQ49AhXj47TMJlTYuvmiVuW56rKT7ubeZEHfHhlhe2eDu0X1szF9qd+MIw0AoXbRrBD6+W2smhUEIA8NycJJpBBBL9yGERDRF9XhKO26l86McfucvUSksE/ousVSOVH7ktu9ljx49fojcyaIXdFdgsfjGOi5/1ExOwq/+qj7GINBBiLbQac+S3oZScOqUDk5aXZaWpUU2KbUYe+1a57rkcrobMgh0AHLihA5ibl7nbu5+vZn3vU932L7ySkd4TKf1db2VDTLo8/jGN+Dj2/O1XWS2zBJdWtIBlttZW1GqI8zWarrbc2Nj+zncCSkRiQQQEoURYSpJ2KjqxhfHwHYDbDe4veC6FSH0e2UYWjBtzr4N4w5+Ls0qBsPFArYbIJvvYSj1GhbWyjiejwhDbT3cqjJuWQnf6pyU0u9dva73KaW+HkeO6Otw5gyFpKRhSYiUFoPz/fpaxhMwPcWNsy81LYJvHd/5Xp2NhcsMTO7DjqcYP/Ag4wceZPW55wCYPPw2lIpYuXaacHCc4uLV9rakoYVSJ5HEd2uEvosQEssP6Su6GEarKElgOjFozncngvxalfoAjOw6wt5Hfo7SynVUFJLKj7TH3fTo8Xr0sv89erxJJrOT3D18N47htB8bS4+xWFmkUNdWFv2Jfn75rl9mILE9wzuVnWJX3y4uFy7fcvuPTj2KbdhvqDAqirR90I7HH+fIxv/Huef2UZvXlkaFzWFyqRUMAup+CqREGTYqEkRIpBEyOFninnvg7+cXqXgVXVW8ZYZO2Joho7S1kgRMpS2XWrN3NqIajbVXGUkeZKn6yLZZpcPD8MlPwtvfrtfpchn+x/+4aWYrek3+8z/X9z03bsDF8y4sLZPOhSyIUwhje+VxafUG3zYlA7P3MVsq8lr8+2zKMmHTHipQAYGryMSTZGNZBhOD7JMf5GzpZaSEhp/lhfMfZyh9kVxsDogoVgdZr4wwnFtkYvhpVBDDcQR+1dAVzEpyYvYJ3CCNEIIgCggjk3SiijSMdiCbHZwkP7EHKY32LNcfBkrpzqYzZ/R91Pi47oROJl//b3v06NHjZ4k3uo4O77yLJ/IjxPqu8HdfMKiWAmIxCFWCkfwyw/3rLJemUcQw4yk921XoIqF9++Btb7vDDpRCRRHLV44T+p62HAyDdnVxFAUEgYdV+yaWO05g3H+Tla7u1P3EJ3RxuRC6Y/eP/qjb7Qr0OvqZz+hROjdugF9dYSrpkkxoR4lWp+zWmevF5VlS+UmOH+8euQR6+1cvbpDJ6OLz/n5duF4sdsb6BJFDsT7MgLfOYnEnSknWyqNU3T7KQ1cYHXoGUbOxLEHQ0OuoHzocu/oOImXp3wMwjZ4sXkcAACAASURBVIi442LaDomMLl4a2XWUZO6Hn4jyfZ0TunRJ/75zp84N/Lg1GvTo0eNnk/Nr5/ncmc+1C3qLjSKXC5fJOll29u2k6leRQrZFVEta7XE2T+54ks+e/myX4Aq683Y6N81H93+Uil9hrjRHPp7n8NBhprJT/NnJPwO02Hp+/XzbEhngSuEK/+09/41d+V3cirJbZm0oRV2OkyzVWb7+Gng+CTtJTEI2lAjPorC5zEKqj48d/W1e+M6L7b8tNor4kd+2Fb5ZdIXmktl8OETRECEmArNpSSwjCGtV6kjWLGiEDfxId/L4oc+NzRtsepuY0iQfz7NeX6fqV6l6VYIoIG7G2x2+WxkKO/F+XBnEI4O67F58E5FByQj0zD0iXOURtsuWuwlVSMNvcHHjItFIhBQSvz/HRjqJ5fWRyOQxbQfDspHSJAz0tsxYEhlF1EvrqCjCiicx7Rjp/lHi6Tzl1fl2DB9LZrETKQSCqbsew4ol6BudueV716NHj7eQNzI71HFe/zX/mNx8DvE47N7dbTEcRVp0K5c7na2Oo0VPx+k85vtaGN3atTo5CVev6p8rFd0Fe7MI/fDDeu7Y7WakPvqoDsqefFJ3e0ip9/Enf3Lnczt3TifUbPv2rzl6VIuzUaQDLLizoJpIdOyN32CnK1GE8DysdBrlBdCXJSiFBKGPESo8Bww/5DamSt04jhaFq9WOCBqPYxQrxEpF8vgkql5znRVEEiIpsAIg8JpVTf6tt32nGbW+r8/XNLXofulSez5wOd6AeLMreHAQZPP63bgBk5PUKwUMy+4qPL6Zennjjqc9dddj5Mf3cOrrf0E8O4C0bBqbBaRhEngNpGGR7h/Fa1RpVApkig1sJ4Fh2jiJNNIw8eqd+x47nkKWKnimzdSRxzHtGP0Te+54DD163Iqe6NrjH43Aa7Bx4xJeo4oTT9M3vgvT+jG/6WgylBzi7NrZ9u+WYTGVnWIqqwdpm9JkPH17f/dPHv4kX7zwRU6tnGpX1TqGw97+vcTMGK8tvsauvn0kEolt4uRWZprxUyY7iL3T4pHw65TXMty4NEbV78My12n4Ftdu3E016APpoFAoFREOHmfg3qucr0RU3SpJK8lytKxn4YRhV8ArQFfaKkG8WeUbojAQVIVHY7PIIw9d5ez1NEu1R9uJ22RSJ6MffbRzzC+9tF1wbVEowO/9HuzbXcHyjpGqnaVYKFKUZdKjMZxEd/WTkJKzxSV2FMt8w3mGmqgiEBiY7aA9UCFu4DGSHGEiM8Eff/E890/o+8dYDEpFg6XCJEtMEIaSmO2SihdQ2DipHNWwj0pFUvUMCtURrq0dZrPej5C68iuKTLIZn727awxM7ieVH2Fw6gCDM4eQt7Dw+ofgeTqhPrtlrNPZs/D881rY3nXrXEiPHj1+SnGrZTYWLhMGHolMP7nRmR/6585PMjt23L4Yu0VrHU3mBnng8ZC0/Duu34gze6VC48UMyZieG5OIz1IR91P3rLZ4aRjw67+uC7VvRzI3RH2ziNuoosKQKAyas9gEAqGD2yjCrazz3ifOcmqun+XNA21BNZ/Xs1sPHOhs84UXtguuLebndQ7BYp2x1EukxBlUzaBQy5HtH8CyDYa3NLlIabK0tF1wbaGw8H0dJ4+M6LzE17/eOX/TBCkEC8UZFgozhEqQcOok40UUDqlchuuFMWqeT7Vhs7Y5xezaYRpesrOOYjE00GDXzojB6QOk+8cYmjn8lljxFwrwx3/cyYeAzuM8/zz82q/d2tmsR48eP71Ui6uUlmdRUUR6YIz0wPg/ql3cprvZJbgCjKRGuFK4woX1C1wuXG4X9QoE45lxPnnok8RMnRhfra2yu283Z9fOUmgUcAyHtJNmPD3ORGaCq8Wr/Lu3/buujtcvXfgSdV93eh5fPt61b9Ci7+9///f5D4/9h7a4C9q+9+mLT/Pa0mvteDZaXqZRusDgSD92tYH0mkncMEI2PC70RdSUR6hC1qprLG4utot8lVK3FFwNDKSKCFp2wwqUUKjmMFWfiKSyiEKful9jqVHEVyFWc27q6dXTRERY0sILPep+vW0r7Ec+QRRgCEO/71t2PxDY7HfTTPsJQhQl6TOqYtyw67hyezJdtb/f6iw6hIRUvApe6LXfN7NSBxnQN66DuXp5g0sLpzgZFlgMNzDMGDkR5/D0NO+87+MMTO6jXi2yfv182wmiVlrFMC0ygxNkh6YY3nmE9MDYHY6kR48ebymHD+tkze2Ynu7upPxJ4V3v0gmpRgN17Rru/DU8r4FZ3sQpVTCGt7g7pNM6yKjVdPBSqejOVtOEsTF9DTY2OhZ/N4uuhqE7WXfuhC99aXsA9IEPdJJgtq2316Je546E4euLrpkMvPvd8PTTWsisVHRQFAQ6yEwk9Lm1gk3L0tZKG3cWCbcdR6OBcBzE5BRGo4ETQLwWoFSEUhFCtWRSzW3vUlxXn1MUacHVtvWxxWIYxQKZZuGvESlCqRBKYgURCoEVdMbAqDvt43a0umMNA0ollOtSGEiykI1RtkNM0yIhQpyWfOy50GggpdEuGrodW619b8fGjYuYTkcc3Vy9webGEnY8TRT6xNN57ESagan97Bk5yMDXvotX26S+uUEUBhimpQVa08JJZJCjO5h47MPE031v9kr06NGmJ7r2+Edh9doZrp/+DlHUWTTnz7zI9NEnfiLmXd43dh8vzL3Q6QS9iUODh7rm6tyMbdh89MBHeWrnU8yX56n7dV5eeFnbQa2cBLRwG598H+rcfbcM/lMpXXgFkI/nGXMtymFItq/AUmqCWL9PFCYIvSoju17Db+xgxcsiTA9ERP7w99h1RPHlS19mvbZO2kmTcTJU/SqWtNrBKEoPa08qk8EgRi60CISuMBaAhUkUhQihODxzik+84z5W1mLtArOb59ydP3/ra6KUvicV/iJO/rOIsIgSFRBFElGdcKEBUxmwt3xs9eWprhW4bFxgTa5iY1NXNRA6QAcJygIlqawMsXrqY8yeGWb/pzaRUt8TpVM1qpsR0ohIxWuMDBSYHl3kvt0vMtS3xJWVwzx77J/geg6VqtGev64T+YqYozh83zT/7D/9qzver/0w+Pu/7xZcW3gefPaz8Du/o+/7evTo8dONUorrp7/D6tXTXak9O5Zk5/3vJtU3/I94dD8+9Pfr7tDb5TsmJ3UXaYuly8eBiMnxKul0jNNzWVSUalr2ScYyqzjZFPG4jmPf9rbOGKHbIaSksr5I0KixNZurACWkDjSBKAqxrYhHDr/GzkcOsLKii5VHR7sLqpXqLi7fiu/rc+2Pn2E69QVEVMeWRSIsLCoEm2vkp/YwNtpZrIZ33cWV59due/y+tZt4M4fx0ktw8qTON7To74fArdFwFZYZkHE8JkdWmRmb5+6ZFxkeKHBx6T5eO/c41bpNvS6b10UH80opMpmIR546xC/9H/fe+WL+EPjLv+wWXFuUSnod/Zf/8s05gvXo0eMnkzDwufLKVymtzLUfW7z0GolMP7sffN8dOy7eSl5dfHWb6GlKE0MaegRMoG2CpZAoFDW/htW0zwujkM+f+TwnV06iUCSsBFEUkbJSjKXHEELghi6Lm4tM56a5Ub7B165+ja9c/grXy9cpNfS4lVwsty32bAQNvj33bT5y4CPtx565/AyvLL7SeZFShEsL1IM6y2qd0dwIRAoRRSgpQQrkZoWvXvkqbsWl4lWoeBVMaRKEAUIILCx81d1lo415W2Jr84tOQTACLCVQSrHql6iFdZBCb1cFNIIGQaS37xhOuwu4ETQIVEAYhSihMKVJ2EzoH65nONrIEVOSdGjhEZGITLLSwkKwaQRUmx2v82btpuN9fQ/IUIXU/BqmNIlUxFjDwEx3Ytx1J+S7yQ0adQ8pbD2rdXw3N3KDzI/E2Tuh8yVje++jWlxBhSHxbP9PTAF7jx4/Exw4oG+gb5XAMU0tXv4kMjICv/Eb+L/3HylcPqFHkilFlBSkSx6xhTliY1PaMlcILaLWavoG3PN0terMTKfScd8+OHZMP7dVfJMSfv7ndeLz3nv1606c0JY7YagTXw8+ePvjHBy8s8VzKvXGkmeGoQXcINCicEusTSZ1AFGp6OM2Tf26WEz/TRi+8W7XZiVreOAA0YsvYDQthbTXICANlFSI6HXWlyjS22olYT0PEglEo4Hhacv70JAgQSpFGCmUIXBjJpYf8gaWr9vTsiJ2HKJajXPDBqt9Hg0D6obCjNvU/U2SRoys2bTpk5JERovsYbDdbQJ0gdnraQSB77J+/ULXY+nBcexEmmpxhcBtkB2aYubedzIwtV/Ptz+3QLxcJjM4gdeo6nsQJ9GxOf6FT0FPcO3xD6Q3FKnHW4pXr+BWy12VK+XVeeZOvtAluAKEoc/V175BpbD8oz7MN03GyfCRAx/BEAZBFLBR36BQLxBGIWPpMd6/5/1veDv7+vfx4vyLLFYWu54LooDyyBdJ7ji9LQGYy8Gv/Eq3G8khZwop9OIqpCKIAhqRj5AS2wrp65snMf0qhlPHdDyO7usjbsXb+8o4GWb6ZrCk1SUmGwqSockOL0kutLTQqiSpyMSJJGlfYBhGu7vKshQ7duhE9s2CK9y+O6dYBLeyxsH0f8MvncGrLFCreJiNOlYQQqhQa5vtGzElDcTkBMJMUZYlXNFq09G2yBGhnsEK+IsHqL/yi2zemIBGBqV0wd38PERBSDZdJWb5SKmYHlvmkaMXsJN5ovhB7n0gzdi4QTJlkE5robZ1HxOPCw4dljz6uPOWC671ur7HvB2ep+9Ve/To8dODiiIa1VKX3Q3A8uXjrFw9ta2XwmtUufTSlwm827Qt/gzy4Q9rF6ytKKULf/v69Hzx06d1jFhenW+/Jp30SCYCpGG2gy+3WiaRaHZ3Si3a3okoDDj93F+xOnuGW0axKiIKA0LPxbDjzWOLSCZ1LmJs7Pbjc27F0hI44Vn2Jn+fjHWFuLFIFHrExAqWqOGYDUby12k1Q8eSWXbe/26Qt/anj0QK37oLIfQ4JSm1sNuKRaNIO0iZhks2WcMyQ0wz5OCua9y9fw6cMYzMIR56wCM/YJPJSJLJzjpqmpBKCe651+CxJ976RPHcnHYdux0rKx2Hsx49evx0EIUBjUoR3+3ueJk98XyX4NqiVl7n0vf+/nW7Lt4qbo4HQXeaBlHARGaCvngf2ViWsfQYR4ePcmT4CK8uvkojaPD0xae5UryCF3qs1da4Xr7O/OY8J1ZO8N3r321vz5AG8+V5/ujYH3GlcIW0kwa01W/JLbFSXdl2/mk73eXyVPWqvLLwStdrpOdjeFowdcOGLuCVAmUabTtBUSrz7OVndZIenYwOoxApJaY0kbeY6SZaX6IjtDqRxNClOyRDEysSGIZFI/IAhSV1l2urg1c148N6UGe9tk7Fq+iOV79BEAb4oa/dkoTBffUc764OMxzEyP7/7L1XkBzpdef7+9JWlq/2vtHohgcGgxmAGENyht6LWi4lkZRIUSGu9nJXodXjvfd1X/ZpYyM29sa9N0Ib5FIh6UoKGVISRUrk0A7Hw8zAN2yjvStv0n334euq6kZ3A40ZjCPzN9HR3ZVZWZnVmPrynP85/xNYxKRGLjQxpCAeGnSGNqnQpM+PgYCavsOk+h340qfiVXjh1nM463LNUkp+XngNdJ1YMksi20M83Um6axDdsPjpzZ+2RhoJIUjmekl1DUSCa0TEOw1Ng9/+bSUMrk8WjYwoe5X1lZ/vYALPpV7O43vr5oTX61xOudx+eDfzAxnm+5Ms9qZUXFMp07hxtR2wNOeMDg/Dnj3w8MMbrWXicTh+XAnUY2PK5ufoUfja19pdJqCO8fjj8IlPKMF0mxmgLU6cuPv2Rx+99zHOnFFdro6jbI4feUT9bJrKTrlUUom6el0FRpalEnPbJT23ojk7VdcJ8iv4iThuZw6/I0eQTuKlkzQ6M7jZ1M6O1ZzB6vvg+8h8Xp0nqJngSEJNEOgavqWxmnNomOKNCa5NdB3peZwdjXG136ZgSRqWRsOxqAqfUIZUgrpaq1MpiNn0jj/E8KHt58Z3jR645wzVemmVINhsi2wn0nQMTtCz+zDduw7Su/uI6prVtFbRg9A07HgKy0m2BdcDB2Bo6PW/DxERa0SdrhFvCquz15m9/DLV4jIAtpOiZ/cRencfYW7y9LamO1KGLFx7leSj7/wunQNdB7jYdZF/uPIP5Ot5dKEzlB5iT8eellXQTri4dJHF6uKW24QA9v4Tv/P0fv71+wa1mkp8mib82Z8p0fXIEXU/0RHv4OG+h7m2eg0tcZ6y24smNCzdJmbYlBol4mYCUzcRQjA01F6UuhPdTBWnSNtpehI9LFYXcf0GnlvDDCUmGoEIKWhqQo0ldXKBiS11Bl2bBiWKS9P07j6CaTt3vd6RkW26TPINRp0/I2YUW4/5Mob0cxhyCUMESE8F9EEyQX24H2yb3ePHubQ6T1n8BE94CDQ0IZCszZ4NbfTJT+E24pTdNMFcmnq9nciu1k3MhMS21PuRL7Yr2xNxyGVqvPfJgHMXlEhbraqkc7PTeP/+t+Z+eWFB3TfdjZmZN/88IiIi3nyklCxce5X566+2BNd4pouBvY+S7hlm4fpr2z7X9xos3bpI38TDb9XpvqOxbVWkdOaMspB1XeX4JES7kOWll1Tsf6THIhlXH7S6Ljm0d4EXz2w9KkAIlR+4G8u3r3Dt5X/B9+oITUeGWwXgEikDKqvzNCpFOgfvPi9GCJWTuHFj87bC8jK7k3+FrnkI0ZxRmiIUIbZewLB0aqUCge+S6hxg/PhHseMpRh/9LIs/fA7Dv4EgRKLjG7to2I8htTimqfINt261Y/ggaFs3V2s2mYRLzApBCgqljeuo6VT54Afg1Gm1ltVq6vnZLJw8qWLa3rfgtu9ugmuTmRnlYBYREfHuJgx8Zi69xNKti/heA4Eg1TXA4IGTGFaM1emr2z63WlymtDRNuvutT7jZ+mbhbLm2jBd4eKGHrdvs79xPwmoXy7iBy7mFc5yaO4WjO8yWZ1t2v83tk6uTZJ0sjw89zkBqgG+e/qaaeQp0xbuwdbsVn9f8GjW/1nJt6ox34pgOwbo17Hr++ibHJwnY62LgmlfbFBPnGwW8IEfNr+EFHnVfzV6VUqIJbUsXKT0UCMBAYEqBLgW21CjqPr6QSDxCKbG9MpapqqKE0Ci75Q3irjpHiS99/DuCqkAG+IHPgOdwvNqBkO2Kp5LmkwoN0qFJXnPJBCbLmsu8Wed0LL/pfHeCWPsP4EDPQW5fnSYdU3H4vLdKwd9YbCdEWxiQSM7Mn+HpXU+/rteOiIh4C7EsZYH74Q+rJFgsphJ67wLceoXp88+zOnuNMAzQNJ1s3y6GDj5G9bkfUQsasLoChOheQHZuFYTAbHjQ8AgvXkQbG2vPhd29W81+2UqQtCxlx/yf/tPd7X634tYteOEFdRNvmnDokEqQjowoYe0HP9j8nIkJeN/77n5cz4M/+RNl1ddoqIpR11XBpe8rITMI2ha+zSRjLKaEz51a50ipjpfPI+bmqI0NEiTiGIUSIpQETgw/ncSemcd6/gxaEMBWHa/rX69p9Qvgq7VeSPUVaiCkREgwXUm62EAE4f3bCW/1+obB9GCa6Z4Ysr+/Nes1TkgtcKmFLnHNpho0cMZ20zN2hP49jyCEQDNMZi+/Qq2krJmtWIKescP0jh+9xwuDpt9b2tq0z9Gj6m/6zDOwrHQLbFuJ8e/WLvSIdxyR6BrxwFmausSN0z/a8FijVmLq3LN49QrllbtYPACl5R1kxd4BfPvSt3lt8TV2ZXdtePzHN38MwAfGPrCj41xZ2cYnELVOnvnpIHPFMmkry/Xryp0kkVD3JI6jZqudPg2feN8IKXuOnJNj9+AyywMN8ivtLKavC0p+hVDa2I6LYbWDTU1oDKWGmFyZpDvRTcyIsVicpVJvYK/ZNd0ya6RCA10KXBFS0Xweqeaw1z5Gpi88z94nPn3P633sMWVPeKfTRlC6QsJY5c61MAjT1EOBLkqEXToym6Dc24FugAl88bGP8X9e+VtEtQtJARMHSQVJCAjC5V14tQRpuuk3DjG9djcRhuq+SEob182hayGW5VGuOqwWEuQyFQYGoLMnxpGjDumsElyrVXUvl06372uOHbvnZb9hdnLv+WZ320ZERLw13D73C+avv7rhsWphiasvfp++Pcdw65W7Pr+0NBOJrms0GvDXf9225D17VomuHR1w8KDqtgQVa/1o6jifeu9PWp/tDx+co1iyuXRNzc+zE2rukhCqS/ZeOZPlqcsUl6Zb9sQyDNmqjFhoBqHX4NarP+ehj3z5ntf05JNbi65G/VUsu4Jxh8uEG2bwwiQxQyfZMUDP6CE6Bida9pEnn0jx4isfoVKvI8IqUhgIGYBQb87CAkxOqmMlEm3xMgzV+1uXDo2Gjq6HxGN15pY7cD0dJxbQ2wu5/gzXyxrZnCoKd12Vj0iuabOx2MaZtW8W0ToaEfGrgQxDJl/4Z4pL0+3HkBSXpik/+216dh2+x9RNtY7ej+jqBi5n5s5wfvE8buAymB7kxMAJuhPd937yOg73HObM/JnW73W/zrXVa8yUVGWlqZmcWzzHRMcEHU5Ha7+bhZuEMmSlvoKhGbjBZpu+yZVJfv/Y71N2y9ws3KTUKLXGyhzuOcxseZZiQxW/VtwKcTNOykqxv3M/ACOZu1eZSsvEiiexa20LX4BQhriBhyYE5YTGtdVrnEydBNTIHV3oBASEhEgp0YXe6k5Fgi01AiQmAkNq2FLDFSGG1PCE8jbS0aiHHrXAw7Bi1P06QRhsEFzvhUSSDnQsqd3xOBQ1HwNBXYQUdI9n40usGt62/4qsUMOSGnUtwBeb94qbcQzNwDZsMk4WP13lZv4mPYkeJWTcQSy1scun4t79PjAiIuIdhmW9NRWGDwjfrXP52e9QrxRaj4VhwMrMVcqr86RXZlQyrdFA8wK6bi6i+wGNZAyj4eEUq1AsKEF03z71deIEfOlL8N3vbrZwS6fVtvu9EX/hBXW89e4M8/Nw6hR89atKWN29W1XYLi2prtpm50Szq1FKuHatHezs3q06bv/H/4CXX16rMK2qAKYpnIeh+l3T1DHDUNkMN7tcNa0tvO7EOUNKcF30chURdhLGbNzYxiKsRn83fiqB6QXKZvjOY0vZfl0AofK4Um6c0aoH7fnoIWA3fLRw4wzX+xZg12LKIOEwnzUILEN1sjoOLC8hqjXieoxABsRiSRLj+xj94OewnAQyDBC6QcfAOB0D49QrBWQYqq5TKVvb74aT7iSWyGz493onuf6xzQ8ePqxE+maHS3d3FAxGPFAi0TXigRKGAdPnn992+/zVs2r+511sHLaaX/pOY6m6xNn57b1en516lseHH99Rx+vd7KtunN7F9MVB4knB7DJcvqzWrUpFde285z1qXV1ZgVcuHmRf7iwzxWk0ofHIo89z7tVHWZgfxA8D5kWFlUYJTxdoeoOXZl5iPDdOzlE+9bWgxsmhkyxVlyg0CvSLFMv5S5TDKst6A0sKLKm1gt1cYFE0PGZCl8zasrw8dZmh/XeZq4CaT/e5z8Hf/70qfGpiyduYtrGlJbFBAs/zqYRT3F6Zw/CydOs5To48SZ+RYv9hlyuvdLPk5ZHUiSEIAKlJfC+FQxe7+RA6FolE28FDSggCgQxNQi0AIbm90M3PTh/ma188RTLlMrj/BL1HBN/4hjqXO8c+vPe9b839c1+f6sRqFmFtxaFDb/55REREvLnUK4VtO1klktkrp5BS3nWtvNsa+6vG3/yNWjtXV1WsfeuW+hxfWVHzT48cae/rimGm57IM9avOFSHgqcducmjfAtduddMzsZfhMRV37+RWpTlnTQiBJnRCEWwZeGu6sRYYB6xMXyHV2XfX4+7ZA5/6FHzve20HBNeFTOw2pmkgtvjzS3RC3wN/kblrZ1maukIoNToHR9l19P186Usx/vIvJMHqWQxvUq2iQmN4YpjvXH4voBTSZm6huYaGIYShjpQGeigRQnJ9uo/nXj3IH/z2OUxbY+jAI/xaTs1TTafvuHZNXctbEd/u26dE9u1cI3T9rRF/IyIi3lzyczc2CK7rCQOfhRvbu0U0uZ91tOJW+Mbpb2xwLpouTfPSzEv8m/3/hiO9R+7y7I1MdEwwnhvn6upV/NDn9NzpDTNec06Oqlfl1YVXOdp7lGwsi6EZ9CZ6qXpV8vU8MSNGoVHA9V10TcfSLWJGrDXXdbo4zcszL1NyS63jmprJoe5DXF6+TN2vk7JTHO45TKfT2brfeHy4bf+3K7tLiaXrO1OFwO3upLteZ6Eyj23EWla+EolmxXgtcKmtzW1TjkwWtmFT9+sqJhagCx1XuqhpdpJ4qOMJiSkFBhplzccXKqmsSTDQyEgLT4YUpIsfKAvD+xFcm8cKkFQ0n2yweVHykUghKeguAsgFynJYCljUXRCQCgwONNL0BDZICIRk2qxxwS7i3SG+akLDWCtucrs7qFyboubV2rPu1tBNi3hmo3jfGe8kIiIi4s1i/tqr2wpYbq3MquZCvQZSklgqoLseAnAKVbRQ0kjE0DDRDEMFC1/+suq+0HWVDHzve9V8F9eFwUF1A75VIvBuBMFmwbXJ6qqy6fniF1XgVi6r+av1uhLY+vvh4kUlqv785+pYHR3tatz5eZiaUlWu9brqurCs9mzapuC5JpZuEDzbicadX4sQIATa7t0kCwXy6QShvXEd0lwP4ThocaM9p8X3N4qvW/wsmx79TS12bXNTiBVbLJXrRdoN5wjq+Ot/bmJZVHJJZDqJlskQ+r46z55edZ6eiy40GrYFeNw4/QwAhhWjf+IYveMPAeBWS0xffJFKfqG1vXv0IP17H2mNtNt8aoKB/Se4/vIPtiyqS3b0kekd3fK5CPGuKoiIeHcRia4RD5Ti4m08t7bthoEMHQAAIABJREFUdolE0w2k3D4IyvbtehPO7MFyYfHCXSukvdDjyvKVHQXZ4x3jGyqamwS+xq2zIyxcHSDUUqwsq3sFUEVDHR3qfqFvLTd7edLm8a9+gNqtH6IFYJoeDz/yHLN5yTPLDWpGAT19AWn/73ihmuVTcSs81PsQOSdHf7IfUzfpT/XTn+qnEMQxjVkuezUsDEIZ0uvHSIXqY0MCnpDMOx5HRQKh6SzdunhPMQBUQdH4uBKOV1dVt8uzNajnc8jKFGLdyh/g4lFBFy62sCh6JtXbkrjXz/WrFjcv/jXmvoD3D3fy8uwci15AQ7pYmoEuBJap4YQT6Jq6aTGM9j1CGIKmCWIxHUPzEUgank08aTE5fZBPfqGzNbT93/07dT+2/t7w5Mm3TugUQrnS/OVfbn1fOT4eWSJGRPwysDI9edf15W7rZ5Ntg4pfMRYWVCx97pyytC2VVOFKs1MVVBFTYi2/aTlJqtZT3Lj1fdxaDSeu1tj+PsHjHz9Mpkcphj/60c5e34zF0S2bwHcRug6bR82ApmPacXTDQDcs5q+eYfShe9hdoYrFDx9WzhHlslrbftEQVFY7wds8skDgY+pVgiDD5FWHxUX1bykWu87wq0U+9sVP8bHj32Hq2iqVijpeT09IoXiTdChBfgCEKiRbnxMJQ9B1QSxmoIsGAvB8m1giwc2lgzz1uXHimS72ZeD3fg+efVYVkkup1qwnn3zrRlrF4+r1fvzjrbc/9pi6v4qIiHh3szI9edftgdsAIe4qrN7POvpPV/5py1ExoQz5u4t/x2h2lLSd3uKZmxFC8IXDX+Bfr/0rf3/p76n7dRzDIWWliJtxHLM5/1tyM3+TbF+WY33HONB9gD9/9c+ZLc3ihR6O4WBpFoEMEAjiZpx9nftYri5zdv4sVa+64XW90GO2PMtExwQLlQUG04N0xZXLgyY0Prz7w+zt3NvaP2klOdp3lFdmX9l4nI4MIgjYl++g7lap+zVSdgozkaY+Mog3/zyLlUXCjhBDM0jbaQIZ4AUePj4aGprQMDVzTThVnaIaUNUCBBs7R6WARGDQS4qK7jMr6jRCH1MzCe4n4b3ueLNGbUvRVaCS1TNGDV9IDDQSoYGBRqdvM2VWeaLaibmuU1aXghE3TjYw+Xl8mUBINDSklPihj76WQA6dGNVdQ8TsDpxajT6rgzl3FTuRJtM7ombQrWFqJkd77223GBEREfF6Wbm9vRsfgJ9NI4pFKBZxlgrgBTjlOnpIy2ZWj6Wgp0cFDqdPwxNPtA/Q06O+3gjV6t27SH/xC3jxRXhlbZ3K5dSMlulp+O//XVWxXrwIi4sqQKzX1eyTSkUJtKapLH1AdYt4nkoEqopTdV3N+wjfV9t1vb19p12uQqjj2DYMDGAXEiQbLsXYxufHqx7G4YcgX1BB7p3WgWvC7QZBeH3nK6+jg3U9uq7ekzXL4NbxhVDnvn8/HDsI/jxOvkTF96BagVRaBViGQa20gvAbG+6xfLfO1PlfqLg0lePqi9/fkO/w3TqzV16hXs4zfvwj255ex8A4SMn0xRdpVJVrh6bpdAxOMHzoiXdFc1fELx+R6BrxQAnczXY4d5LpHaG4MEW4xWwz3bDoGTv8ZpzaA2V9xfEb2QfgYPdBnrn+DKv1jYNOi4sppi8N4gTdaI62oTOjVFJr2+pqW3QNAihVepnNHCXOMo5epuBX+Kl5muXUEnEpketaS/P1PJZucT1/nbHcGHs69vDizIut7YlcD04sjRvMoQEaqsO1ueyHAqQmqJsCAoFh2cgwIAz8DYHhdjRn0Te59uowi95NXAahMUUQQEhAIKoYWoAwQq4EMUqVkIK2wjP297kUnGdgdojFQp6RngbHs7spBjUqQQ2QpMIMS2mTorUIa+/f+rVW19VXLicQIoaUNsiA7uFdyJRDVQqaxl25HHz60+rr7eLAAfjN31SW0otruR3Lgocfho98ZOdjIyIiIt65BN5mS8D1CCHoGJzYNqkcS2RaxSK/6pw/r4p7mkvf+qLclZW2U0RTdJ2chJs3+xgd+RKGfwuxUubifIrPfH6ETM99Vl8DA3uPM/nC9/BqZdXBowk2Nt4ITCuGroavops2gb+VMrs1jqMcL0DFvq88M4wuy7ilTqS73IqxDQMMrYFp29yYHcJbdw71Olw5t0zh//5XDoyv0tO7lkfQgLX7jMGeGS5Pz+LpbVum5ntpGCrOzuU0wEGGIboe0je2l9XAwVjnDjE0pNawt5MPfEC5gj37rLqXAvX3f+KJjbmgiIiIdy++d/d4VOg6HQPjrMxsPdc10zNCIrszW+CyW+bC0oVttwcy4NTsKZ7a9dSOjgdg6iaf2PMJbhVukTAT6JqOLnReW3htQ3dqvp5nf9d+Pj7xcXRNR9O01pxWQD0PtXZ5gUcoQxari6zUVpRzRmkWIQSO4ZC0kuiaTtWr8sTwEzwxrD4Q03aao31HtxSNP7nnk/ihz6vzr7JaX2W+PI8f+oznxnnq0c/zzJm/JR7kCGM2QTKO75axDZuEmcAPfQzNYLW+Ss2vYeomWqiRsTPUgzp+6CMQGIFECxpooSr21de6RwWgSUFM6iQ0mxmh7HY7iLMgaq8rKAoFNERAWQuoawGxcOO6rwEFzeOqWcaUGunQREcgJIy6cXKBuUFwXU86MBn2HG5YVQzNaInn6/9eyY5eHn3sd2iU8nQVnuD/u/YdanLjPaEmNH59/6+3nh8RERHxZhD4d4lHJehXrpJMdVFczSOkRPMDdG8tv2sYWJajCpuaVrwLC3D9+oPtEtjOugbUfNdz51SStDlTdnUV8nmVQGs01FehoLpam8eanVXrR72uZqI4a5+1QaD2cdfeFynbycRmV6sQ6nvTCuh+MM1WZ40YGSE5O4szNEi9nId6HSuewkxUlFDt+2rO7Jr9LobRFlnXi66AiMcJRIhebhdabdnFei/WhHQcp93F0hRfYzF17r5PYvIWRodHUoO6aRO4nhK0Gw3CbBrfrZPuHCSe6dr0EnOTp9FNe9sC89XZa5RX5kh2bO8I1TE4QW5gnGp+kSDwcFIdmHa0Xka8fUSia8QDxUl33HOfXN8YPbsOcfPMT2jU2oFjLJFh18NPE0tm7/LsdwZD6XvP+NnJPgCGZvCVo1/hL177C+Yr863HSws5bL+LrKPeD+OO/1tLpfZaXq2qZLHn2dxY+TAr9WU6BlZxx/6eUqAWWCEECTOBoRktS+OyWyZlpfj8wc+TslK8PPsy4doiZ1gxOoYmiF27RdWr4UgNXWpoErKBRUqaOJqF7huEmo+ZTpDuHNyR4HonYQhWdi83pk4jQrANk6wzh2kuowE112AubnBdKzKnzeCjAvF5bQYTkxl3En92CFvGCII4QsTRdVj2YXUFRqybTM5VyeTia+9Fu2jMcdpxuRCCTNbAsAyEUEVwQzsf5/SWcOCA+pqfV/c53d0q4R0REfHLgZPK3XOfvomHSXX0M33xhQ3J5WRHH2PHPvi6Pod/Gbl0aaONffPzvvn5Xyi0P/9nZuD27TURUxj4Zjsp8Ld/p5yR7rcgu2tkH0MHT3KjUadaXETXDYJ1c12Fpvye/EYNw4phxRJbz5vZAZ4HYewIN1+9AnIXCcsh4ywQj7kIEVKrxQmdCbxw61bO+WunqeZ7qNVUvsAw1Fc+Dzdv+mT101xa2UU2K1r3I83Yfr3tvtA0Ors00Aw8T+VY3qpO1p3y+OPq7zw/r66hr+/+Hc0iIiLeuTipHKXlmW2364bF6EPvx3KSLFx/rVUILBDkBnYzenTnAulydbkVO23HQmVhx8e7k5Td/sx+dOBR8vU8hXoBIQRd8S4+vffT6JqOF3h0Op10xbtYqi5tOIat2/Qkepgrz5GL5Xhx+sVWcXDdr1P36xTdIn2JPkpuiY9PfJz3jd7bccHQDD6777Os1laZKk7hmA7ZWJaYGeP/OvX/YOkWy94yK8UVrGWLlJWi4TdaHbQNv0HZVTZOutBJ2AlM3cQ27Nb5CSD0i/iygYZQa06oEwKm1EhJA1fzqeIjhSChxRlMDLDqlXADF1/urAi6ybLuciBMc9us0elbZEITTQpAsqJ7/Di+gBCCeGigr6Wtk6GBhcaEm2RV375watBzmLY90rE0CVNVe/lB+/weG3oMTWg46Q52pTv4w97dvDjzIheXLuKHPiOZEU4OnqQ3GdkgRkREvLnEUjnKK3Nbb1xexinXGB85yo1iGXelRqxaUMWlQs2ztjRT2dnpuhLkmsm1Bym6budW4fsqOVoqbbaw8X01a2ZoSAmsntcWXH2/3d0ipfq9VtvY3bmeZoeq57WDy/Xi5066XJvHaXaNFotqptiv/Rq655H4wQ+g2gArocTN1VV1Xr7fvv7m3JcwVMGb5ylBeU2QNWI2slqHQJ3/VrNb73mmQqj3QdNUN3BDOYZQq7Vm+7K4iB6P03NgiJk9fXTZOUpBlVrgIstlAlMjnu6gZ/yhDU4jwvNAQq1eJfDdu+oBy7ev3FV0VacqSOTeYBd1RMQDIhJdIx4o8UwXyVwv5dX5LbcbVozcwG403eDwh75IaWkat17BdlIkO/vfNS3/Ex0TWwa1TcZz43QndlYhDWo+z9dPfJ1Ts6f42dTP8AOfPclHuJnOEfjqPUkk2vbC0C5qajSUW0cqpdbBsewY+bk8K9MdTF99EvHoeTCV8GrpFqamkvGjmVF0TWdP5x5MzSQTy/CZvZ/h25e+3bK27Bzay0jlNvMrU/S6JjKsM1qziUkdQzMQaHSEMVQRtWTo0GO8Hv72b+HSZZNG8lPIlX8FYL6Uo+KtYGcrVHLLzKavcV1M0hD11k1BRZbJhB3Eqymu6/PssUaRUt0r1evqvqOrNkyiYeA3Sty+Haera6MLRjNZrGlq1lwm0y5oM9/BukU0diAi4peTjsEJbp9/bttOnVRHP/F0J/F0J53Deyku3ibwXJx0x5ZVo7/KeHfkPnVdfc4XCu3tzS7X27eVqHrn3G5QIuQLL7w+p4NHP/0HmHac2SunKK/MUV6Zw3frCKGtdbhKpAyRUqJbNn17jt33a7gufPObUKjmKBgfJ954horbS8Xtxar6dPcYDO4LWFjYWln0fSiuuCwWoKe7nY9oitISiOkLrK4G1OtGK4cihFovm/NYDUPF4YnEO38d1XUYGHi7zyIiIuLNoHvXIRZvnN/Wqr9zeC+6aTF08DH6Jh6muHgbKSXJjj7s+P15jO+k4zBubrGw7IDhzDCz5dkNj2VjWbIxlZDscDpa4l3FqyCRfGjsQzw//Tz5uppNHjNixAzV5TOaGeW1xdcIZIAmNPqSfVS8ChW3QihD/NDnieEneKj3oR2f449v/pip4tSGYmMpJddWr3Fp+VKrU1cIQdpKE8oQIQRhPEQTGikrtTb3XCVgm7mADqejJb5qTjfV1XlEI48fBqR9DU+EmEKnpPt4hIRC4gsohyWo1VqdtGFwf7NdK3rAhViJA40Ui0aDJRroUlDWPF6zi1R0H0vqWHItPg8M+vwYAoEu757HsNBxTIe40SwCFkgkAsHJoZM8PvT4hv0TVoKndz3N07ue3vH5R0RERDwIenYd2l50XVqk28yiNzzGc7txEzUCqhgywAjXhDzHUfPQoN3FYG22bX9DbBW0Qdt61zQ3ByK+rwK76lrnZ0W5JBCG6mc1f6zdRRoEbTGzmatuHrMpwlqW+rkphDaf23zsXjQTk8PDKgDTNBgbU/NkBwc3Xtf3v68s+Byn/RpNcTcWU0FYGLI2RwZQs2DlDvLs23bA6roSgjVNXU9edd9uEJqFUK9bLtO/1CAcMVkQOlkjSUaXSCS+nUXffxh9rXrXmlskde4K9vwyALWETX5iCHloe9H1rh3YERHvQCLRNeKBM3bsg1z+xT9s6GIFVVU8fvyjaLr6ZyeEIN39Dmsj3CFCCL505Et868y3NtkC9yf7+dyBz933MX9w7Qf8+OaPmSvPsVJbYXayzDJlku5DJK0kjqOKxZrCq2mq9XZqCtzAI92XZ7mqkXNyHO09ytXVq0wVHOTN4zDxXRJmgg6n3UHVDHBjRowOR90QHes/Rl+yj+enn2emNIOpmZz84P/Bc9d/Qim/QHxhFX1+EbdeBUJ0dPrMLmw7hZPuxEndu9P5Tq5dUzPpAAZHs1S7P8/K3Cx4y8x40xjZGqOP/Dk/m7xGXdQ3PDcQATNylow/SMZPEzMc8vU6taqEukNXcYzB+m6EruMGmVYBWfN+b/9+9b1ZnFWpqPuqIFD3Fvv23fflRERERLwhNN1g/PhHmXzxe5sCCzueZtexD2zY990wB/3tIpFQbgCL60btZbMqLiwWVWzaFAdzOTUbezumptR3eZ92Ubph8vDHv8ruRz7E6uw1br32c+avnqVeKYCUCKGhGSZWLIGTzBJPd97nVcJLL6lOXSFg9/5BCvkvUVy8hQjLBLE4e98/SK/4cxYWthby83ko1wda7luLS8p22V0TreNxaIQZdN3AdVWRl2WpGHvvXhVj12pK/C0U1PpZrytRs+/uxcgRERERDxwnlWPkofdx6+xPNwmvyY4+Bve/p/W7YcXekCV/T6KH/mT/JnF0PfcjYq7nxMAJXp55mUBuPZv05ODJlkjpGE7LtvaJ4SeYLk6zUF0gCAPSdprB1CCd8U7mKu0kuhCCpJUkaSVbj6Xt9I7nzwZhwEszL216/PLyZWZKM4QyxA1cHM1BSkmhUSBlpcjXVgllqOyP12aaClTnbskttbpvM7FM65he1qdeqOAHkDEctMBlRdYJRIhAEAioiwBTGBhCx5UuUsr7Elyb3LKqTJs1en0bS2qUNZ9lzSUbmpihRm8QIxOaJAKdmFybyYq8a5erQI3kSVpJsrEspm4SM2LEjTh/dPKPyDn3djmJiIiIeKvoGJygvDLHwo1zm7Z12Tk6r7ymREDAMmzo6IH6jAoQTLMdcI2MqG4BTVN2bQ8S04QTJ9Tc1vW4rgpGhodVkLOeprVNEKgAp1mJ2+wMbVoEN2eC+35bUDTNtkCq60q4rdXU7+tnupimOocg2DRTFdjYBdu07Y3FVLDZ3a0SvpOTG60OpVQibCIB8/PIvj517KatsWGowKvZadt8zbVOXhFKZFMMlnKTwHqn2LrhdyHUOWUy7S5a39/Yydu8Jl1HVCoMzVboHdxLwVbz7RO6QyPXxTVDJWJjt2bIPXsKse69iZXr9J26QkmalA/vYSteT5wcEfF2EomuEQ8cO5Hm4FOfZ/n2ZfJzN5BSkursp2v0AFYs8Xaf3gOjw+ngD9/zh5xfPM/1/HU0obG3cy97Ovbcd8fuqdlTfP/q9zkzf4a6r4RFL3ORWmKYYr3KsP84jpGgs1Ot6Z6n7mM6ujzOz97C65nlesWHirJ62pXdxSP9j2DrNrercTTnZbx6lerKAkHCQ2iCwPfoz/ZzrO8Ypt6uAEtYCUYzo4xkRhjLjpFzchzrP8Z3Ln6b4tJPEb0xPLeO2fAYMjpJx3Mksj046Q6Wb18mN3B/liFnzqjvUkoalQJetUQ6JbATo3iNBDeLNyjJNK5e2+R7YUmLIIR5DXaHCXY19rJysY9yLcTwbQSCmoCSP0EmF2u5YDRdRiYmVJdwsdgey9DZCRcuqO9OZP8fERHxNpDqGuDQ07/B0q2LlJZmEJpGtm8XnUOqOydiZ4yPq+IaIVp5AYRQ62dz2+/+rsoF/Lf/tr0LlJSS6uo0r/3wZ9QrBaqyC8O0cWtlLCe59ZPWIYQg0zuCnUizNHWJXcc+QLWwRHl5lsD3iCXSJLI92MkMS7cuMrDv+H1dZ2sdDUNqpRVoVMnkTJzUOKbtcPU6PPKxg2jPndoU90sJpbLJVOl9HEz9kHIZ5uagsa7GqVqB+dohOjvbblKZjIrzu7vh8mWVd5CynWs5fRqOHo1mjUdERLw9dI8eIJnrZfHmeWrFFXTTomNwgmz/GJr2YP3EPzr+Uf707J9uKY4e6TnCcGb4dR23O9HNvz34b/mbC3/DUnWJilvB0Aw64508PvQ47xlsi8e2YXOw+yBn589i6RZjuTHGchvt6nsSPazWV5kuTm8r5I7nxnccx+breapedcNjdb/OrcKtltjdeh0pEZ5PtbpASupoCDQEjhHD0m1SdkqNwEFS9+skrSRu4NLwG1i6RcEtEiLJ2hmSxKkGNdxGnUCChcAlRBn+KitgXdM3WPfeL4GQzJjthVAXOqCR8y32+hmCMNgg6Fc0n1tGlQPuZsFaILANm2I6wNQFdb/O4Z7DxI04nfHOSHCNiIh4RzJy5L3k+nezdOsijVoJy0nSNbyP9Kn/qYKFalWJb7quqlelVI8lkyrQGhxsd6OeOKHshh40n/ykCuSef15V2eo6HDmiAhTfh1OnNu7fFDhNU+1jGErM9H0lVDZFzDBsz0eFdkep46hkbL2ujmEYKkHruuq7lOpnz2sLt+tp2vSGYXseLKjjaZqafdKcndqcIZbNQr1OeOsmweoKslYjnKohA1+teJaFaFYSx2JtS8TmDNol5c4oADQNGYYIKVlbLrdkgygbBGyYP9MUdjc8Qbb2lauruJUi3uRlnF2jOKlONF3HGdiN7dRplAtkXj63QXCFdYLqa5ep7h4mjMc2bNd0g87hqCsm4t1FJLpGvCnopkXP2GF6xg6/3afypqJrOkd6j3Ck98gbOs6zU89yfvF8S3AFcHqnsbMrCAGu9WMezn2CMBSkUup+5fhxyWz/N/jF7Bh47f+V/dBncmUSgWC8Y5zZa1dwagEzXhlLKHFVhpJGcYUT45/mQ7s/BKhq5X+88o+cnjvdmk0kEBzsPshn93+W3zvyZZ69VaHhN7ANm4S1WUB3a+VNj92LSgV8t8HK9BV8t3395ZU5YjEHE5O8B46TpFKttbYLICYdakEGV0hcu4/iXALpWpjrYuxCtYfJ1cfRjfZ9n2Wpe5cjR+AXv1D3ELqu7nPKZTVqQtdV99B73kNERETEW47lJJX4FsUWr5tHH4XnnoODB5VL0+qaMUXTlenXf111aoL63L96dfMxpJTkZ68zPP6q6k5VD+K7dS7+7O/Y9+Rnd2xH2agqBxAhBIlsN4ns5jEEr3cdbVRLrM5cJVyXZC4vzyrL6b5RRg8fZ3CiyNTljRcZSIvrxY9Q8YYgWWB++mXCO3IEs/kJbpUOtzqHe3rU++c4al09c0ato4ah1s5KReVWbt5URdvDr09viIiIiHhDOOkORo68901/nbHcGF99+Ks8c+MZrq1eA1TH6ImBEzw58uQbOnZPooeUleL66nUqXgVTM8k5OTrjnZvE0Q+NfYib+ZsUGoVNxznSc4SeRA83Czc50nuEcwvn8MJ2Z6ZAMJwZ5sTgiR2f2/qi3SZL1aWWfXHCTOCGLkiJVm8g1ubJoenoQkOTgqSvE09kEGv2wrZu0/AbFBtF+pJ9BFrAfGUeTWgc6D5A2GhQrqyw7JeQQqAJHSF0tFCioRGylgyWvK4u163QUdcS6CEJ30DekWyuagEvxFeoioCctOjz2oliTWj0xHu4lmjgxj3imkFfso89nXtIuSksPSqki4iIeOeS6hog1bVuHsfcnLLXmZnZaJ27sqLshC0LDh9uz251HDh5Ep7a+az0+0IIOH5cfXmeCkTCEP7rf1UC8MCAOtf19PcrQXNizeVidVXNJ/O8tnVws1u2KV42r8U0VQVqU3wEJTI7jkokNgXKrSp5hVDvTzKpjtEUdnVdnU+z4+PGDVUtvGtXa25rOD+Hv7yoNFJDI0gmkLqO1CRezMKKx9U59fWp871xo23r1JxHu+6eQQoBAiW+3ovmPo1G22J4u13DkLDRwCvmqadt3HlBcXGaXP8YseMnmMgkuPk3/xO9ttHB0HKSZHpHAPCn6jg3p6kcaFtQaZrO7kc+hGlHXTER7y4i0TUi4m2k6lW5tnqNV2ZfodgobgiehYCex/6FxRc/QLlgYmVW1gJsOHYMdp+4zEsXpkl1dpOf2+x7f2XlChcWzpH3X6FUVwFwRVMLpK2Z/G/9n+GEHMPQ1MfAP175R16ZfWXDMSSSc4sqKP/Cwd8k7WQJgu2tk8zX0cnc0SFZmZ7cILi2Xr9eYzyZxc1Z9Grd5OdqeJ6LLjXi5BB6jhAd0wJTG+D29H/AL1xED5cIQoO5wgSLpTFSaZ3QU/c/TaeTahX+8i/Vz80O4mZx2NISjI5GomtERETEu5lEAr78ZfVZD+1Y1jDg6afh4Yfb+z71lIpP7yxKblQK6OEc+8c3z3B36xWmLzzP7kc/vKPz2Ynbh2nf/+y/bNrlyqlJ5J1qKVAtLNHVrSG0ET7zlQ/zjf/3IfKzkwhcAq0L19iDi83u3bBYP8715VHC0gU0WaThO8ys7qPkDpJICCqVdj4FVH7iRz9Sv8fjbbtmy4LZWRX3v/RSJLpGRET88jOcGeYrR79C1aviBR4pO9WaU/p6qft1vnn6m5Tc0qZu2X+e/Gccw+Fo39HWY5lYhq898jV+PvVzzs6fpebV6E50c2LgBMcHjlNsFPnh9R+SjWV5bOgxFquLVNwKpm7Sk+ihK97F7tzOHYvSdprh9DBTxanWY6EM17pClSjbm+jFr1dx8Qk1DUM3GLC6MYROKCV1r0q54KJbNpZmUXALJMwEjw48SqFRQBMahjCIW3HGc+OkQoMfXfshGgKBwBAautDRhFr/NAS2HkPSIJABgQy2ne27UwJCim4RgeCsKZnTqvT6MQSwpDeYNeo0x7m+FFulx7QZ8hwsqdGZHWDo6EeIizpd5Tm80OPRgUf52rGvceGlC2/ovCIiIiLecp59Fi5dgq6u9uxUUMLc8rKyEfqP/7Ftddvfv3mu6oMgCFR36A9/qAKOffvar6Np8LnPwV/8haquTaXg9m1VFWpZ8Ju/Ce99r5pxdvEivO998POfq31Msy2cNgXRel19j8fVNtNsW/vYtrrW5mzYWrtJpCVyrrcTDoL27Nj1dsaZdH6YAAAgAElEQVRCqONXq0rcjMfVfqkUeB7h4gJarda2Kw5ly77YtXV000CXUl3P7dvtv0ml0rYpWtehKgBku9F1x8ZE62e53kHrWDJEuC5BQsW0MgyYymoMd6RxEhn2Hnma+pkbuLUyQmjEklmseKqVC+8a2Y89OMZCbz9h4BPPdtM9enDHRc4REe8kItE1IuJtwAs8/nnyn1t2wqfmTlGoF8jEMhvm6BhOjf73/xNGaRf7+g9yYriTffuUcPj3Fy8CMHjg9ibRte7XmVyZxJE6wwdOkxQpFexKiGkmKSPOrtg4jUqB8socYSLO6bnT257v5eXLLNSWyPSOMnXuWRpr3T5WPE0809ma09v1Ouwe9o5ME3i1bbdPdM/w0KFP8i9TcfqSvVyZn6ZRtVvuFskkVEsmA/OfZ0VmWXIfY3a2nTiPrXOlcF3VodNoqPEN+XzbRaTRUN9jMbXf9HTbDSUiIiIi4t1Jfz/80R/BlSvKdSoWU52vd9rHj4zAF78I3/2uyhk06Ujc5vijl4jZW1f15uduEHjujmyfnXQHdjzN0q2LuPUKQghiyRxOKofQVAq5c+T+19Gx/qu8sIXg2rq2jtcIw0EcR+f3v97D6dM9vPqqipt7e2HPXjU66MIFCLRuZirdLC62Y+rEOq3YdVWncLWqRNf6Wr2U76ufm6OOSiVVwLS0WauOiIiI+KUlbsbhAeWXT82eouSWtt3+01s/3SC6AqTsFB+f+Dgfn/j4pv0zsQxPjjzJd698l8XqYmvea3eiG13ofHT8o60Zqzvlg2Mf5Ftnv0UQBgghSNvp1rzSUIak7BTL5QI1fFx8CBrEwhiWMKmGdW43lpANsGwHgcANXZ4cfpK9ncqGIpQhP7n5EwDmynMM9j1CTLPoFSkWCQmlXDMqbtohCkIh0TSNuBbHDVzqwebC3teDRNkxLhgNFoytZ6Sv3x434jw1PIyMO+RwyDk5bN3m6ye+TjaW5QKR6BoREfEuwvPge99T3a5hqJJlTTFPCBUwxONKjHwzKy6///12sNac55pOwxe+oARQUF2s//7fK9vha9dU9+34ODz+uApkQAnEvq++LlyAP/gDFcxUq0pUbXbNBoH6Xq+rnz1PXXMspsRnUNedSKgAaL3Y2qQZVDVnxDbnsTa3VavqsUZDBamGoQTcVApZqSB9D931CQ0daeiIIEAEAfgBsak5ZLwImq6CXWifY3M+7foZsk37ZLYXW7cVYe8huALqOnQNtyuHl01R3bOL+lAfsRvnGT70OFpvH/FMl3Jj2uq1NY30wYdJHzu23VlERLxriETXiIi3gb86/1dcXr4MqBms2ViWldoKK7UVgA3CK8DwsOD48QYnh9qPNWfkdI8uMXLkJrdeHQWUFeJMaQY/9EmPnSbZq2yuLKH+dw/CgGrQYMFdJKbZuPUqNxuzLUvh7bgwdQrj9iQ3p8/jew1MzSBZSlJZmaNjaA89uw6R7R+76zG2wtFnOHlshudeGdq0LZupc/LYFMP2MV6MZTnce5i+VB9TxSkK9QICQYfTwWDl12nMHWYFJUiXSkpUbY5YaJLJqHshKdvjJ9aPEqhU1D1OMqkK99Z3QUVEREREvDsRQhU6N62Et2NiAv7wD1WBcLWqXBCWLk5SXnW3fU4YBvhufUeia2Fhikp+kUp+gXAt0K6XC1RW5+kc2svQwZPEEpn7ujaA4a7r7BnTuXK9c9O2kcEC+8ZuUy/niac7sSzl4LDexcF14X/9LzWbFdR1l0oq1rftjQXqAwNqbV0fv69ndbXd7bq4uFGwjYiIiIjYOVdWrtx1+1J1idXa6pYzQYuNIs/dfo7zi+fxQ5+h9BDHB46zXF2m2CiyWFmk5teYLk2zVFvij0/+MQ/1PnTf59jsRn1h9gVqXo2eRA8xI8a+zn2U3BKlRokVr6AsedcS837oUw6qBFIiEEgZ4gUeEkmX00Xdr+MFHqZuogmNmBFTj4UeC8u3kEFAGHg40qAsG5hCw0KnIQKErkTjuBlvdbl6oYeUcpPdsEC84S7Y7bA1m+54NwHtgqikleQ3Dv4G2dhmh6qIiIiIdzS1Gnzzm3D+fLubs7FWfNLVpRJooLoadu3a+hhSKgF0aUkFCOu7U3fKL36hum333VGkWizCn/6pCuSanRPd3fDpT9/9eIahvvbvVzZIZ8+qYGZhod0pGo8rIVHT1O/NuWSJRNv+Rwj1euWy2kfKdqJR09pdpk3R0zRVQnJ9YrLZXQtK0F37WXouwvORujqOCEKE7ytrYAl6w1Vr7K1bKqgLQ3VMTVOvs7YuEobttfhNRApBrb+bhc98EGm0C7nKy7Pqh6Eh1Z08N7f1AWIxJZJHRPwSEImuERFvMVOFqZbg2uRg90Fu5G8QypB8PU/KatsrWLrFYHqQg90HNzxnNDPK2fmzAOx+9Do9YwvMXulncdlFS75Iqu8lunNApf0ciSSQAXW/zk/nnqNLT3H2ok9/z9ZWUlq1jrWSR6s3OPfCa3iEhI6JLn20RpV8o0B3up+clIw98qFNs4V2gtA0Hto/T09nhXOXu1lejWOaAROjK+wbX8IyQ9KxDL9x6Df4q3N/RVe8i654V2uezp7OPfzWoS9w5iH4L/9F3eMcPqwSxnNz7XEMmQx89atqNn2zIC+RUPeF6ymX1T1jEMDRo5vPNyIiIiLilxchNhZnF+MpWJ3fdn9dNzFj29siFOZvsTR1iXo5z9zkaWLJLF0j+ymvzFEv55FhiNB07ERazfB9HWiGztOP3WDXUJ4Lk92UKxZxx2Pf7iXGR1fW8gTbdy9ZFvzu76pcwZ/8iSqOfuQRNZ5pYaHtpNXXp+yaz55tx+tNJ6z1lMvKhjhaRyMiIiLeXLYSDRcri3zj9DeoeO0g8OLSRb5z6TvEzTiD6UEGUgM0ggaa0LB0i+duP8d7Bt+z5ZzW7fjule/y/PTzABwfOE7FreCFHmk7TdWrogmN2fIsmtAIZYAUgoyRwA09grVi3zDwVVfq2vzXlfoK8XKcufIcw5lhpAzp1JJcKU4T+h75oEJMt8EWJH0D4QssoZPUHOZFFakJUlaKDqeDxeoipUYJXeitYuUmYu2/By26amgIIehJ9rCvax9PDj3JU7ueoivexf6u/ffdSRwRERHxjuC731XJNcdRFZmNdd3+S0tKKDMMFUx0dGx+/swM/PVfq+CiSSwGH/uYmp22E8JQia7bUa3CqVPw5OuYpe44ynI4HlfX88orSsiFthA6OKg6O3xfBUuViuqaXZu7ihBKcF5dVdvvFFubc1VNc60bVG93vjbnx+q6el+qVRVENTtKNI1Q0xCuh9ZwW7PLWwjRthzyvPb7FQRqN01AsLP17v4zum0kENoWiZsz9P7lP1E8cYTarkGkabaKogBl//zNb7ZtmZuYJnz+82+OJXVExNtAJLpG3BUpJVPFKep+ne5495aVtBH3x/nF85se64p3cazvGKfnTxOEShR1TIe0nWZ/137eP/r+Td2vR3qP8MyNZyi7ZQCSHRX2nJzEyt9kduYlJYDaWai2ffcrbgUpJUIIJBA4MUpag7m5U5QaJboT3a3jm0ur2LOLCCTVch6z1MDQDELTwM+mCVKqfWUal14tpLh0m2zv6H2/H9m+Xcxcfpm+7jJ93eVN2zXdIN09RIdp88eP/TGvzL7CXHkO27A53HOYsewYQgiOH4f/8B/gJz9pP1dKdV8kJXzwg6rQ7T//Z7VN15ULSaXSvi+B9s8DA8p9JCIiIiLiV5fukQOsTE9uu71jcKJlsb8eKSU3z/yYpalLAFRWF9a6XBeJZ7rI9u6Cvvb+fqOGWytjOapSvFRSgqdtqxj/bjVN2d5R8nM3GBvOMzac37TdSeaIJe/eWWOa8NnPKsH0yrrmqiBo5xy+8hUlvJ49q3IFQqhcQ72+0TWiuY7u2wcHDtz1ZSMiIiIitmEsO8a11Wvbbs/FcuRim2Pz71z+zgbBFdRom9nyLFJKOuOdxIwYMaM9g6Xklnht4TWO9e8s+T1dnG4Jrk10ofPi3IsUG0VysRwDqQF0odMR76QrjJH3Kwhg1lVJd4nEJ8TQDLzQw9AM3MBlpjzDfGWewdQAK7evEK/WSIUmq40SZhgnLSU1I8C0HPYlB+i3Oplxl0n4eSqmIGbESNpJvNCjETQIwkC9HwEEBBsE1wctvAoEjuGQMBMMpgf5rcO/xb6u+x8bEBEREfGOoVqF115TwYnjKGF1YUF1NzQplZR976/92ubnF4vwrW9tnHcKKoD49rdVJ8S97IhAWQo3g5LtuH799YmuoATgZofG+98P//IvbVGwq6ttm+z76j1ZWGjbAYOa2TI6qt6rpi1xU2xdb+/b7Appdro2u2ibc2MNoz27dWwMzfMIb15HK5YQoQSk6nJdhwhCkGvz15rbpERKiQxDCIM3JKbei6bFPwBBiNbwSF26jgakXrvM8tMnyR58rP2Enh74+tfhpZfUjOAwVIL1e96jLJciIn5JiETXiG25uHSR701+j9nyLDOlGYqNIgOpAb54+Is8NvTYfVXCvlNZqCwwU5rB0i0mOiaw9HvbA75R/HDruXBHeo/Q4XRwafkSg6lBBtOD9Cf7eXz4cZ4YfmLT/pZu8TsP/Q5/9uqfUWy0bz5M3aQ/1U/DVwPT/VQCo1jBC9wNr50xk9QHVcY3ZsRYqCy0tmm1ektwBWVpYWjq40Lz/n/23jNIsuM8033ymPJVbau9HdPjLQbjMARhSJEEKAjiFcklRTkuqd0bq6UcQ3tDq183YnVDP5Yyu4qVNhRaXkEkJUq6xEoESYgAAcINBsAA402P62nvTXlzzP2RXVVdU9U9PcBYTD4THd118pw8ebJ6Oivzze/9LPRkqii6gstwbJiNCzPvS3QN1DRS19LL3PiVquXNvdswTOkRHPQE+Uj3R5at67HH5MawN96QC8dCyMXqAwfkZy8hSp+JChvMWlqkMJtIyLHe45GC69e/rnK6KhQKxf1OuLGN5jXbmbh8oqLMH66nfdPeKlfBzND5ouAKkM+WwkFTC9N4/SH8NaVJpYtLOjaL5YZ47jmZWqggZNbXw8c/vryAWd++jolLJ0gn5qqWt2544HqPWeTzn5drDO+9V1oTWLcOHn1UukgU3CEKG7VNU+bNnZ+X6w+FFEdr18pxtLD5W6FQKBQ3xu7W3RwePkwqn6pafrDzYIXL0HRqmsGFwYpzE7lEMZXMeGKcntqeinOuLlxdteh6bPxY2euZ1EzZZuDZ9CyJXIKgGcTn9zE6O0hgMdmttP1dRAM0mcs1rIfRhIbt2MykZ4hPj5BLJxBCsMbXSq0VBcsi6oaoteMQjBAxQwxkJ5jNx9CExqPdH6U50orjOjx77lm6a7pJ5VNMJielFTIyf3reySMQ6JpO3smzGgxh4LhOhU3xUmxsLMeiKdjEZzZ9RgmuCoXi3ufFF+G11+TEIJeTYmMoVNp5KYS0jN21S1r0Xsvbb1cKrgVcF159dXWi62omFe/Dea+Izwdf/rIUTU+dkguEAwMlK+BcrrSgWMjh2tEh+2HLFvjUp+Cv/1oKrxcvlsTWpW0q2AtDuc1vYWJlLEo0dXUlwTebRdcMXCFAuOBUbhQShfyw2WvyjWezt1RsrWwICNfB0TW0XB6Rt9CBpsMnaPzsfyg/NxSSvy/VfmcUig8JSnRVVOXS7CW+e/q7TCYnOTN1pjhJm8/M84ev/iFP9D3Bl3d+maDn3kzW5bgOf3P8b8p2D3t1Lw93P8xDXe9zZ9Qq6Yh08Pbo21XL2iPtdEQ6+MVtv0jIG6Ip2IQmlv9w0RJq4Tf3/SZnps4wEh/B1Ex66nr41olv8cbQG2SsDI7fR97QSc5NYtsCBHgML7m+tbhLbBvaw+00B5uZSE5gzi4UBdewJ4LrTUOuNOHXM1nsUKD4gSGeja8qn91y9O5+DP3U68wOX8Bx5AcG3fDQvGYbrX2rXywGOHgQ9u2T7ieuKxeDlzpZ7NwpXU0KG9WGhuSCdl2d/Fy0YYO0Id627X0/jkKhUCg+RHRuOUC4oZWpgTOk47NoWQPd9LLxoceXHfumrp4te32tvW9yYapMdJUneXjmGRgbKz88Owvf/S584QvV1yQ03WD9gSe5euynxKaGi1E7Hl+Q9o17qW9bu+pnNQy5ZvDYY3JNxTTlxu3C+kBtLfQupm/3eORm5JkZuem9kL5o/374ylfURmWFQqH4IAQ9Qb60/Ut89/R3mc+UXAx0oXOo6xAPtj9Ycc3S85ayVJzNWJmq5xQ22K6GeC5e+jkb592xd4uCawHHdZhOT9MSbCGl2ViOi2m7S9oiQNNBiKITU9ATJGNlsG2L1MLMYts1tgZ76LbgQnKQlMjTqzXQ4enklGeeodwUnb4mGswaosEmAKaT08SyMWp9tXh0D6Zu4tW92K5dXNdwcXFcZ1XRrqZm4jN8ZK2szBG7wvmO6/DFrV/k033XySWoUCgUdzuvvCJF0UJUq8cjoz6np+WH/oKVcDQqd262t1fWcXF5xyBALshlMlL0XIn6+tLEYzlWI96uhGHIBcOdO6W97z/+o9wJW9h1ujS6t60N/sf/kLZEIMXlI0dKOV9tW35BSWC1bVlWsBUujIehkPzK5+W5hajeCxcgn0doGjQ04M7NL+7KLY1BYmn9S7i1mVsrEUIs5sg1FyNvpeDs8YeprevEuDwgxWmF4j5Cia6Kqrw08BJZK1smuBZIW2lOjJ/g+/3f5/NbP19xreu62Pksmm5Utdy7G5hJz1TYNWXtLD++/GNM3WRve/XIlZvBlqYtvHD5hbLJ6lK2Nm1lXcO6VdenazrbmrexrbmkEj7e+ziJXIKTkydJ59O4pkkiaJLy5NE9PjxmgKzmMhUbwXZtQp4Qdb46ntrwFLqm83bsb8k5s9T56gh7w7yaeRkS6dJg7rhgO7CYGF3Tdepaq+eFXQ2abtCz46O0b9xLYnYcIQThhrb3LeTqevXPewAf+Qg895z8nLN2rVxMHh+Xm8K6uuD3fk8eUygUijuF49g4Vh7d8MhJluKOU9vSQ21LDwCzL78MsOIYlY7Plr32RepJzJUcJaxs+aK3NxBhYLS5QnAt4Lrw0kvLryV4fEHW73+CTGKedGwW3fQQbmh7378/Xm95btulfPKTsi0gNyjNzUmB1rLggQfgN35DrhsoFArFncKxLRzbQje9FdGg9xJt4Ta+tu9r9M/0M5mcxGf42BzdTMhT/Y9s2BOuejzijeDRPeTs3LLOThsbN666XbW+kmV9IRXRtXgNLx7Nw8D8AHknT04z8Hl8uMIsJo3TF4VesXhAFzrr6texr2EnW1MhTE2n29fCSHaK7ztHSNglR4eTsUn8NQ10eaXQ6gvVoi3utLVdG01oLGQXpKC7GNWquRq2a5O38zg4Fbley9ovvJiGiSY0dE0vCsMezUPOyVUIrwXbYp/h40eXfsSv7f612+KipVAoFLcCOxGHl19CDwQgHJYWwvm8tLbRdRmJ2d0tJwxf/zqsWWY9sIog+L4o2P5+73vVy2trpVB6s9i8WUboTk5WLzcMGRH7wGKQyA9/KMXSmZlS3lshpNBasC8qiLFQ6hfDkF8FQbZgxxcOSyE6l4OODsT0NMIwZF1WdffEm4IQ7+8983gQkQi6z4fmOmi1jfjWbcf0LloNjo4q0VVx33F3KmKKO0o8G2c4NsxYYqxCcC0wnZyif+QEky0HiDZ0IoTAcWzGLx5j+upZcpkkmqZT29pLW98D180ldjvJWBkse/lB6tWrr7KnbQ/TqWnS+TSNgcabGtFraAa/uP0X+dsTf1uxI7i7pvum7Ip9qOshwt4wr119jTPTZ4hlY7SEWvAbfkJ6iKyd5fDQ4bLJYiFnbEuohU0tW5kXV4tlDaEmZjMZjHgp2tUVomhV0b1hH6bvg3vxml4/da29H7ielQgE5Aa5RKJkNbx7t/ysdPCgytmuUChuD45tkUkuoOkGvmANAFYuw+j5d5gZvoBt5TBMLw0dfbT27cbwXGf3r+KuwjC95JZ81vD4gvgj9aRjUozVllgwCAQdm/bx/CsrCwNjYzLqtbCpvBq+UO0t/8zV3Cw3uScSco2grk66ROzdK8fSe1jfUCgU9xBWPksuFcfw+Ir5sNPxOcb6jzI/PoDj2Hh8QaI9W2hZu+Oe3cSkCY2NjRtXJYo2h5ppC7cxGh+tqKOrpouLsxdpCbVUXNcZ6WRt3epdEXa37ubN4TcBaS18rbAdMAMYmrTjzTt5PLqnuK7gNbxFkVUTGi4uHt2DEIJaXy0f6fwIfTVr2DUpy0ay07w8f5xZLceMSODYFiHhpR4vx5OX6fE2EzZDhBvbivcPeoIEzSBTqSm8uhdDMxBIG+O8vXKkKshxWdd1emt72d26m5SVIp1PMxwbZiY9w1hcrpO4ZdFGAiEElmsxMD/AwPwAfQ0fMOpKoVAobiG5TBIrm8bjDxXnmrHpEcYvvEf+7SPUnX0P0xsg1FSPf2pK5jxdKsiNjMiJQUvluFJkzRoZ5bAcbW3Xj3ItsGOHjIq9dEmKlKmUXOBrb4df+AUZiXuz0HVpmxcMlqx+l7a5t1fmJH3gAbh8WUb/zs2VRFGfT/5csFYWopSrFUr5V71eeU5hIdJx5L137ZJ1nDwpz21tlfVOTd28Z6zGUmF4NQgh29nQALqOAAQanvZOKAiucHPfG4XiHkGJrooKCjs+k/lk1fL6hE3nZJzA9GWOL3yblvoumtZuIzY5zMLkILgyd5nruswM9RObGmbjQz931wivy1kqFRhcGOSPXvsjsrb0w9eFzqboJp5Y/wQB8+Yk+SzYAp+cPMnQwhC6prOpcRNr6tbctN3Y25u3s715O4lcojgJ/NM3/5TcbI6cXbk7N+KN8Hen/o7f2Psb1HesZ36iJLp213Qzm54lhc3V9DgjWoJ0dhS/6aenZRO/vv9zN6XNtwtNg0gE/tN/kp9bDPWXUKFQ3CYcx2b0/DtMXz2LlZfjTCDSQNPa7YxfeI9MYh7XcbCyafKZFBOXTxCfGaXv4M8W81sr7n7qO9YzfrE8511tSw+G6SW1MIU/Ir13AzWNtG3YQ21z96o2Ld/Kjc03gmHIDeX/+T+X1gYUCoXidmDlMgydPszc6CUcx0YgCDe20di1kcGTr2Hlszi2jZXLYGXTjJx7i+T8JGv3/Mw9HfW6Wp5c/yR/c/xvinPZAh2RDna17CKRS5C25CKwQLApuomnNjx1Q33TFGzi8d7HefHKiwD4DX/RptfQDOr99UUr3rAnTJ2/Dtd1SVtpvLoXr+Elb+cJeoIYmkE0EKWzppMNDRvwGl4OrnkY0x1gYWqII7EznE5eIevkcU0XmzxzVpo5bIRrMqtl6e18ANNbmqdHvBE6Ih3MZeaKz6UJjZydK/7sum7V/Kza4j+QIvaXd3+Zl668hItLQ6CB1wZfw138V5hjFxAIbMcma2WX3byuUCgUd5p0fI7h04eLaUkKATPhhjYGT76G6zr4MhlsK4dj2+RJYLsZQl6vFD1BfvhvbpaC53PPwWc/W/1me/fC0aPSLndoSAq3+bwUM9vbK6+zbXj3XXjvPVhYkBOO3bul5e/YGBw/Li11XFeWt7XBZz4jd4HebDIZePBBKabGYvKZGxtLIvHYGHz/+/DP/wz9/TLKNZ+XE7bCRq+lY2vBVriArpdyvxbweqWVUOEebW1w9ao8t6ND7nrNrLym/X4RcGOCq2FIsbiuTj63rsuv+npoalpSsYCtW292cxWKux4lNSgqiHgjRLwRDFH569G0YNMcswh5ZeSnoRlk03H6Dz+HlctgmF7i06PFhWRN0wnUNjJ89gjrHvzEbX2O98N8Zp4TEyfQhEaNT0Ye2a7NqclTTKem+crur9xQvpuVMHWT3a272d26+6bUtxxL7ae2Nm1laHwIx3W4On+VoCdIjbeGlnALa+rWEM/FOT5xnAdb9xBpbCc2PSLr8Iboi27kmdwPmBUZ8pFaMAyCoUZ8Da08e+5Zvrjti+javbfqqgRXhUJxO7ly9EXmxq+UHUvFZjj5429hegPkc2mSc5M4i1GSumESqm+hrnUNrX23drxQ3Dya12xnbvQy2VSseEyIRWGgcwM9ux7F4wviDUaK5R0dK6c9CgRWjnK9EwihBFeFQnH7sK0859/4lzILdxeX2PQIgydfI1DbRHphmlR8FncxmsT0+skkFmjs2khtc/edavptoz3Szld2f4XXh17nzNQZLMeiI9LB/o79bI5uxnIsrsxdIe/kaQu3lVkF3wgf6f4IbeE2ZlIznJ85TzQYJWtniXgi6JpOKi8dkvymnw0NG+hr6GMkPsJofBRd6GiGxpboFjZHNxfFV01oPNb7GJujm0l5mkjMTfD6wimyTh6QoqZh+tADHoxgDa4Ay/RVdVza1rwNQzMYmB8gkU+Qs3NoQkMg8OgeaXl8zUZkDU1GxS4uil+dv0rEE+Hf7/n3vDP6Dh2RDpK5JMOxYfJ2vkKo1oRcZK/x1dAZWcajX6FQKO4gmeQC59/4Z6xcSbhzHJuZ4QtcPPJDwo0dxGdGEPFRzMXc2nrextHy+Juj6A5SJNR1WLdOTgbOnpX2w+EqFve1tfDpT8Mf/IEUSQuk01JwPH9eWvkWrHi//W0ZyVogmZQRtUeOSMsfy5IWO6Ypoz/n5+Gb34Rf//Xq9/8gBALSJriurlLUdRw4d07+XBAqfT7ZvlxORnYuFVMXc5wW7XsLYmtBTA0E5OJkKCTPGRqSAuvcnDxnYkK+TqdXtQtXsPq8ru97O5rHA+vXy7YvLEgh3e+XwvHSSevOnTISVqG4z1Byg6ICTWjsa9/HcGyYkfhI8bhuu0Tji7uJPWECZqCYNyYdmyExO76YN6dk3eQ4NonZCQbee4menY/cFVE6Ht1DOp+uWnZl7gq6plfNkzOeGOfkxEl2te661U1cNXY+x8xwP3Ojl3Fsi2BdE9GeLfjDlbu8fnjhh1fSkYYAACAASURBVPz06k/p0/qwXZugJ4gQcndub21vcZJ4afYSe9v3sm7vJxntP8r04DmsXIbL+UmamtfQEqnBMXT8hh+/Ke0iLs1d4sTEibuqbxQKheJuIz4zViG4FkjFpskmFjC8fpZOfWwrz8LkEFeOvaRE11tALpNk+upZYlPDAESiHUS7N39gy3zT62fDQ08xeu5tZkcv4dgWmm5Q37aW9o17q9b/wAPw+utyo3A19uxRG4UUCsX9zfTguYqc2SDHynRsltjUyOI4WiKfTTM3eomhU2/cF6IrQDQY5emNT/P0xqcrygzNYH3D+mWvHY2PEs/GqfPX0RRsWvY8gLX1a/najq/y//30L4EUM9YcA/Y8034XTWhoQmNTdBN9DX0k80ksxyIaiOLX/RjC4Pcf+H28hpe59BwhT4gdLTuKKW8CNY34t+4kf1HA4nq20DRMbwBPIIwQAtd18Rul9ztv5xlLjLGQWSDii/C1vV/jH87+A1fnr5KzcliOhUf34OKSt/PMp+exXbsY8VoQXHWhU+OrwXItXrjyAl8/+HWe7HsSgC9u+yI7/mIHV+ZKn+cEQgq6QuA3/KytX3tT0xMpFArFzWL8wntlgmuBXCpOOjFPcm4S3eODmiDpmiD+hSR2LkPKzhO309Qai2ulfn9JWHMcaa+7nOjZ3y+tgWdmpCWwaUI0Kr+fOCEjO9evh7ffLhdcl/Lyy1BTI6Njr2VsDL7zHZnzdd26mzdh2rFD3rcaExNSZJ2ell8TE7IfgkEpwrquFCVzuXJbYShFu7ouBAJYjkXeykA8DQszGLF5DMtBjI3J/ipEGGezNxSJupLwWlxt0DT5PuTzsj2rzedaVyftA8NhKQpHozLH7+SkfA80Tf6OPPggPPLIqtusUHyYUEs3iqoc7DzIbHqW4dgwk0mZODySdtBdQTQYxaObrKlbW/xLbVt5sskYHn8I01c5wUjFZolPj97yfJ2rwW/6iefiFcdzdo6F7AJdNV3LRmyenjp91wiLuXSC/sPfJ5Ms7RZLLkwxPXiOnl2PUt9WysszEhvhyMiR4mtd6DQGGouvL85eZGfLzrL6Nd2gY9M+2jbsIZ9J8a9v/yn17vIhNu+Nv3fX9I1CoVDcjcyNLjOJBOxclkxiHr9uoBuVOU/mR69g53PopsqHcrNIzE1w8cgPi+4chWOTA6fp2/8kgZrGFa6+Ph5fkJ6dj9C59SHpBuLxoRvLJw4Ph+Hzn4fvflfOz5eyZYuaryoUCsVy46hjW+RzGTKJeUIeX0Vyadd1mR48ezuaeM8yuDDIc/3PMZGcKB7rjHTy1IaniAajVa+ZGb5A7NgRtokW+rP9NLt+mhwfyYzDQlcLWWFT76/n9NRpplPTxevS4TS60Omp66G7ZnkhfMZN0dHSx0R8HNd1EZpWbucrBA91PcSBjgO8eOXF4ny3JdRCa6iV14dfpznYjIbGdHqamdRM8VpNaPg9fmJZ6UghEMVI16AniEf3EPKEZB7X1AwNgcW0AGaAr+7+Kt868S0uzF7Aduxim0KeEA91PsS2pm032v0KhUJxy3Fdl9mVxtF0EiuXIbCY33V0ey+dRy/gSadwgaSdkaKr1yvtYpeOtcvlZc1m4cwZKcJFq48lvPeeFF3ffXe5hkthM5ksF10zGRllu7AAp0/D6KgU+h5/XO5WXS3z8/Dmm1IcdhwpHh44APv3y3qr5VFNJKTl8OCgfF3IhVoQlfN52U/JZMl2tyBqalrRLihVFyZjJTEyFnouh+PzYsXn8E7NYcYSCNeVfahpUky+QWvhwjvkXnuskGNW02Tk7I0IruEw9PRIC+FQSEbjahp84hNS+C6IzM3NpVy1CsV9iBJdFVURQvCzG36WPW17+PbJb3Nq6hQ1ZGh3HGp8tfTW9lLnXxJN6bo4jo27zB9pTdeJz9wdoqtA0OBvoNZXy3xmvnjccR1aQi301i7fxkIemLuBwZOvlQmuBRzHZuC9lwg3tGEu7vQ+Ni7zygXNYHFX8FLmM/NkrAw+w1ex81nTdITXS85d2cIinq0UshUKhUJRYqm4dy2OY8vJ0HLjqGmyMDlIffu6W9O4+wzXcbh89IWq74mVy3D56AtsefTzNyX/n26YK4qtS1m3Dn77t+HYMblhupDWp6PjAzdDoVAo7nnsfPW5mG54sPPZslyb1+LYFun4XFVHoPud8cQ4zxx/hrxTbrUwFBvim8e+yb/b8++KEagFcukEV4//FNd1aAo10RBoYCo1RdbK4jW8rI/uZaTJy/88+j/LBNcCmtD4k8N/Qm9dL6l8isZAI3va9rCjeUdx7DU0g66aLqZT01VzpOpCZ0/rHg52HuStkbc42Hmw6N5UPEfT6azpZDYzSyKbwHEdhBBkrAxe3YupmeQc+XtluRYGBhkrgyY0It4IHt1TsQaws2UnqXyKhcwCx8aPkcwlaY+0s7Z+LSFPiO3N22/8TVAoFIpbjOvYxRQ216J7vFi5dNlaoeX3MnBgM+GhCYIXB3E0H23t6xEtLeX5RaJRafVbjVTq+tGZscV0LHNzy5/jOOWCo+vCO+9IQTSbleJeMCh3rv70p1L8+8xnoK9v5XuPjMAzz5TXPT8Pp07BL/wC/NqvyWjX48flfbxe2L5dRteOlJwhaWyUQmahnV6vfB0MSoHWMOQxn68oSuZdm1wujVUbwsyXLIeFbaPPL+ACwuMtiaKF534fVHwqMgx5v4JV8Y3U294uI123bpWiK8CmTXL3sEKhKKJEV8WKtIZb+d2Dv4vt2AwPn2X46E/wGpUWwb6QzAWz3KKiP9JQzKtzN2BoBl/b9zXOT59nJD6CR/ewoWEDz5x4hkQusex17eEqVhZ3gGwqzsLE4LLljmMzM3SelnUyerUQ2SuEzGGTtSoXmXN2juZgc9VJoqmZhDyhFfumTIRXKBQKRQWBSAOzI9WTdnoDEVLz02h69Y9mgZpGbGsZ31nFDbMwOUguvfyYlkkuEJ8eIRK9/Wqn3y83VysUCoWiHH9NA+lE5aKspuuYvgBWLrPsZplATRRHjaNVeW3wtQrBFWRU1HBsmG8e+yaHug6xqXFTMb3M9OA5HKe0kK5rOi2hluLr+OQgnoY+xhPjTCYn0YRG2BMm6Ali6ia2Y/Pe+HvknTyNgUaGY8MMx4a5PHeZn9/48wgh2Ni4kYg3wrambZyfOU/GKi2K+w0/m6Ob2d+5n1OTp0jmkxWCawHLsdjXvo+2cBvHJ44zMDeAJrSi1bBY/AdyThzRI5iaSTqfptZXS72/3O3pQMcBTk2eAuCjPR8tKwt5QhzsPHgj3a9QKBS3BU038IVqySTmK8o8viCaYVYEaLi6RqynlUTIg5szINxWHuGqafAzP7P8TYPBUuTnctQu5hYPh2Xe1msRQpYtFW+zWWlFXIjQjMWkCGuaMsLy+edhYEDa2375yxUOGEWefbZ69Khty7Lf+R144gk4dEjaH6fTMofp/JI+dF1pnVzIOatpUpT86lfh1VdhfFwKyvm8FDqFgFwOSxfkwwGsulqchRRaToqr7uIzu5qGq2ky2tW2yy2KPyiWVcoveyPU1UmRfdeukuBaiC5WKBRlKNFVsSp0TaercwuJS2eqTnQDNY0EIo3oVawDPL4g4YY2grXLWEncIQo5ZjZFNxWP7Wnbw8sDL1c9Xxc6e9puwKLiFpJNLuBeJy16Ol56n+p8JUHUo3lAl89f2DEsEHTVdPFL238Jj15pXSmEYHfrbl65+sqy93ug9YEbfQyFQqG4r2js2shY/7vYduWkM9TQSiYZQ1Sxt/dH6vFHGj6w3a2iRLXFhmtJx+fuiOiqUCgUiuo09WxZdvNSuLHw97pyYTUSbccXrCluFL5duK5LPBdHF/pdm+PTdV3OTlVaLydzSU5PnSaVT9E/089sepYfXPgBD3c/zMPdD684jtqOzYmJE5zOvA1ANBAla8tI5K6aLoQrcFyHdD7Nu2Pv4jW80o0q0EA8G2dTo5yj1/hq2NO2h7dG3mJf+z7mM/Nk7Sxe3Uutr5aDnQcJeUKMJcZWfkZc9rTtwXIs5jPzzKXnyFgZEtkEutBxhVuWXijrZPG5PryGl85IZ8Wm87A3zK/t/DV+dPFH9M/0F4XbdfXr+OS6T1Ljq7mRt0ChUChuG009Wxg89XrVsnBDO7l0pYOd0AS12/cSStqIeVNa5gJ0dsKjj8KaNcvf0OORtj3LWQcDPLC4lrhrF7z4YvVzOjqk0ApSKEynS4JhNlvK45pOw8WLMqI0l4Nz5+DyZSmA9vSU13n1anXr4ALZrIx4BfjBD2TUrmVJ8XRoSJaHQnDlSilat0A6La2Hn3xS5q09ebLU9pERME1sN0s+4JW5URdSOF65FmsFfLiGXnq+gjj6PqNcl6UgRK9GfBVCPuu2bdDVJX/WdRnh+sgjMtJXoVCUoURXxaoRQrBmz8e58OZz5DLJsjJ/uI4NDz3F3NhlUvNTcpexpuOP1BOINGD6AveEJeLD3Q8zlZzi9NTpsuO60PnMps8Uc7ncaXSzMtr4WgxPKafC7tbdHB4+XHzt0T0c6DjATHoGy7HY3rydr+372or1Heo6xOW5ywzHhivKtjdvZ3N08w08gUKhUNx/GB4fax74GJeO/rjC2qmhfT3hhjbiMyOkFmZwrBy64cVf04AvVEu4vuWu27x0L7N0jFz2nFWMtQqFQqG4fYTqW+jcfIDhM29WbEDt3LyP2HQHyfkp0rFZXMfG8PoJ1kbx+EM0dPbd1rzoR4aP8Obwm8xl5EbYzkhnRVTk3cK11r2WY3F84njRVrdQbjkWP7nyE/yGn+bFcTTr5Jmz4hhCp9GUYuOVuSvEsgughwG5juAz5PmXZi+xN7wXy7EYmB+gzldHc6gZIQRTySlmUjP86OKPihujP7XuU/gMH0eGjxSdlXyGj/0d+/lot+xPr3798bo90s6vP/Dr/MXRv2AsMUbWyjJkD9EQaCBn50jkEsXn1IWOqZs0B5vLoneXUuev4wvbvkA8GyeeixP2hAl7w6vscYVCobgzRHu2kFqYZnrofEXZ+v1PMDPcT2phWm6scV08/hDBuiYMj4+mQx+F9vUyh6ppyujT1fD441KAnK60mmfvXuhdTPG2b5/M0To6WnneAw9I4fXNN6XouVQkNAz5ZdvSyhek2Fs45+xZ+Na34CtfkVGwBVayMy5w9qyMoD1zRj63xyMFyERCRrSOjlYKroYhI3yPH5dC79at8vwrV6RQuxgNm6urh4Z6CPixwgE8MzJ9nMjbOIaBVogONoySDfDNopBbdtHS+LrounymlhZpI/zoo7IvVM5WhWJZlOiquCH84Tq2PPI5Zob7iU1J8S0S7aChow/Xdeh/8zm8gfKB1zC9rHvwE8taJt5NaELjs1s+y975vZycPEk6n6Yp2MTu1t131SQqWBvFH6qrGnVcoKGjlJs1GozysTUf44XLLxSPmbpJS6iFGm8Nv7LjV657T4/u4Vd2/ApHx45ybPwYiVyCen89e9r2sK1p203Je6dQKBQfdmqau9j66OeZHjxHcm4STTeoa1tDbWsv2cQCF478AH+43MbOF6xhzQMfu0Mt/nBS29KDdur15fMaGR5qW3pub6MUCoVCcV2a124nEu1gavAsmcQ8psdPQ2cf4cZ2FiYHuXz0hYpNSpHGdjo2779tbXz+4vNlG15B5kf91olvsc/ah8/w4bgOQwtD5J08raHWOxYJK4SgPdJetrF2PDFelsf02sjN14de55fXfIZ/Ov4dLqSGsVxp+VhrhHggJC2FbZ+PUG0TevwS9mK54zqy7kAO13XJ2lkS+QROwqEp2IQudGzX5vWh1/mt/b+FEAIhBI/1PsahrkMMx4YRCDoiHZh6aaF3a9NWXh18tfjacR1mUjPknTxBM0hLqIWp5BQ/ufITJhOT+A0/pmZS66tlJj2DoRn4DB85O4flWNT56qjz19Fb27usZXGBsFeJrQqF4t5BCEHPzkdo6OhjZrifXCaJL1hDY9dGAjWNhOqaGDn7FuGG8hytTT1baOzaKF/U11epeQWCQSl4vvWWjPpMp6GpSVr/bl4SvOHxwK/+KrzxhoyMjcWgpgZ275a5Vzwe2LMHfvxjKfbV1sq6C7lVs9ekUSsIgqmUFGpff13meS2wGtH4hz+EI0dKomchT2s2K0XLdFq2q2Ab7PFIkbRgvfvWW/CXf1myJz5yBM6fh5YWvBE/mYUJAKxQEO+YjLq1ow3YQT96SkO4SMHT45H3fD+WwMvhOPIZrpdzt4CuS3vhXbtkHygUihW5KSqYEOIXgI8CO4EdQBj4luu6X3ofdT0J/CawGWgAxoCjwDdc1z280rWK24Nuemjq3UpT79aKsk2Hfp758QHmxq/g2jah+hYaOvtWFVFyN9Fd2013bfedbsaKdG49yMW3flSWS6dA4QPTUg51HaI11MqJIyfIOTka/A1sbdrK3va9q57km7rJ/o797O+4fYsWCoVC8WHD4w/RtqHSrt4fqWfLo59ndvgCsekRhBDUNHVR17bmnti4dC9heHy0b3iQoTPVP1q2b9p7WyOiFAqFQrF6/JF6urY+VHG8trmbbY99genBc6QWptEMk/q2tUSaOm/bBtHZ9CxvDr9ZtczFJZaN4bgOf3z4j4nnpI2jLnS2NW/jifVPVE31cqs50HGAfzjzD8XXc+nyjb3t4fay13PpOb498M8M6Imi4AowbyV4fvYtGiyDSM9mDM2gPdLO4MIgAFOpKbJWtpgz0NAMDM0glU9xafZS0cY3lo3x/KXn+eS6Txbr9uge1tRVt7BsDjWzo3kHxyeOMxYf49LcJSxHLpA7rkPYE2Y6NU3QEyToCRLPxhlPjBPPxYllYiDk5mtTNwl7w7SF2xBCkHfyd/2agEKhULwfwo1thBvbKo63rNtJbUsP04PnyCQX8PiCNHT0Eaxr+mA39Png4Yfl10p4PNKu9pFHpLh47djd2CgFP8eR35dGgC7NGxuJlK71LI6r/f3ldfX2SlF3QUaYksnI/KuZDHi98vqjR8vv4boyalXXpQiaTMo6rn1Wv8x/TiwmhdktW+TXU0/Bn/wJTEwQGBvHmRhBzM0jUyMIjFgcXMi1N+OdjElB1OeTbYjFZC5ZbeXNQDeErpciXlcSX21bitef+hS0ty9/nkKhKHKzVvD+ACm2JoBhYOP7qUQI8UfA7wEzwLPANLAO+Dng/xBC/LLrun97U1qsuCUITaOubQ11bSt4+ituCpFoB+v3P8lY/1Fi03Jnl9cfloL4mm1Vr1lbv5Yh/xAAn9/3+Ru6n2NbzI1dITY1jBCCSLSD2tZetCr5BxUKhULx/tANk2jPZqI9yrL9VtO8djumL8D4xWOkYjOAzFHfum7XLfkcY+WzzAz1k5qfKkY4hxvblVOEQqFQ3ERMX4DWvt137P4nJk5UWB8vJWNlyNpZ4mYpb57t2hwbP8ZCZoFf3vHLt31c2NK0henUNC8PvIy7+A9AIOhr6KuIdJ3LzJHKp6ht6cH0+knOT2Llsgih4Q3WcMY7y56gHwH01krbyMtzl0nn08XoVYCgGSRv50nmZeoiXdOLQuyz554lYAZ4uLu0QJ9LJ4pCQCHCubDR+Oc2/hyxbIzXB18vCq5+w4+pm8SyMY5PHOfBtgcxdZP2SDsnJk4URW8hBLrQcVwHv+HHcR10odNd083aurW3ruMVCoXibiAWk9Glp05BNouvpYWOffvgwdsUbDE7KyNgEwkpYhYseJuaZGRryxKbd8uSX8mkFAqnpysjXP3+8mjcwvXXioqaJnOu/v3fy/yuly6VokhdV94jFiuJtkuxbRlpm1ySek8Iee/a2vLzjh6V9bW2wrp1MDwMly8jHIfQdAw7lca2LaxQgHxTI876dYQCtWg/v0Wee/asFJRjMRmdOztbfs/Cd6c8VUA13CXfBYCuIwxD1n89q2GfD3bsuO49FAqF5GaJrr+NFFsvIiNeX7rRCoQQLcDXgQlgu+u6k0vKHgV+AvzfgBJdFbcNy7E4NXmKgfkBNKHR19BHX0PfdW2GbhfhhlbCBz6NlcvgODamN3BLJunZZIwLR35AJrlQPDY9dB5fqJa+/U/i8YdWXZeVy5BLJzC8fjw+ZUmhUCgUijtHffs66tvXkc+kQAhMr/+W3Cc+M8alt5/HypcWBaYGzxKJdtxwCoZcOoGVy+Dxh+45JxGFQqH4sJPKp5YtK1jqLpeD9Mr8Fa7MX1k2ovNW8tGej7K9eTvHxo8RNIOcnT5LS6ilauRtMpekLlKHEIKEB4a9OWLE0IVOkz8AOQ/JfJKQJ4QQgjV1azA1k4yVASBgBoo/p610sV7LsYh4IwTMAD7Dx8sDL7OjeQc1vhqmB89x9cSruEvyz05cOUlTzxa6th1CExpZO8uBzgMkc0k0oREwAxwePozjOiRyCa4uXCUaiHJm4hSG0Mvm9I7rYGhyLF7ILrCrdRdffeCramOUQqH4cDM7C//rf0G8tBGIoSH5NTICn/jErb3/88/LPK2WJYXXhQVpz7t5sxROjx6V0ZV798rz//EfpTBoGDIataNDipETE1IUNAwpbhaiQWtqSqJrT0/l/fv6ZM7Zb3yjdKymRn5dvFiKcq0mvLoubNsmBcuCYJxKyS9dl+W9vdJiuMDlyzJC1++HyUmEZWN4fOiui2kL2HMArWvRYSESgT//c9kGx5E2xX/xF/JnXZeCrqbJZ9Y0GaFbaFcVXMDVBK4QuKaBaxgI10XTBFooJK8r3GspQpRsiE+cwO3qIpOYx8XFH6pD3MzIW4XiQ8RNEV1d1y2KrB/gQ2k3oAFHlgquhfqFEHEgWvVKheIWMJ2a5pnjz7CQLQmN7469S2uolS9t/9Idy7tTjVu96HrpnX8tE1wLZBLzXD76AhsPPX3dOnKZJMOnDzM/PoDj2AgE4Wg7nZsP4I/cYE4IhUKhUChuIqYvcMvqtnKZCsG1QGxqmKHTh+ne/pHr1pNamGb4zJtFdwtN06lrXUPHlgO3TCxWKBQKxY3RFFzegjGWjeG6LrpY3inozNSZOyK6AtT563i091EOdB7gz9/682Ik6LWsq19H1s5yafYSQzHpoqRpOi4wkZzAdm1S+RQhT2ljrqmbhDwh6nx1BMwAjusQMAPEsjF5vdCIeCJEA1GCniC1vloc1+H4xHEeiGzk6vFXqkYQTw6cxh9pwN/ayWh8FE1oxRyrGSvDaHyUZC6Ji8tUfBzDconnE+A6BDDJuBZBbwiBkAvIhp8GfwN//DN/XBHhq1AoFB86nn++XHBdyuHDsHXrrbOTPXJE3gPgypWSza9lyajbvXulkPrDH0J3tzx+7hxs2CBFy+5uGB2VAmkwKG18TVNeY5pSfO3uloKhEDIvbDWuXpXPWRArhYCZGSlm+v1SRK0mugoB/+bfyPYV8soWSCalSNnQUDpmWTJyVQgZwfvWW/I810V4vYhwGHJLLJInJ2Ukb2MjDAzAhQsQjcp8sQUh1DRlvba9YpSqFFw1rJoQVjAAho4V9CNccHxegsE6jHeOlgTXgpAqROkrnWZuYpChn3yHXDoByLRJLWt3VE0/qFDc79xNCcIuADlgrxCi0XXd6UKBEOJhZJ7YZ+9U4xT3F47r8O2T3y4TXAuMJcb43rnv8aXtN5yy+J4kPj1atF2sRmJugsTcBKG65mXPsXIZ+t/4lzLh1sUlNjXM+Tf+mY2HnsYXql32eoVCoVAo7lVmhvqrCq7F8uF+2jc+uOIGqnRslvNv/Au2lSsecxybmZELpBam2XjoaZWDVqFQ3FPMpefQNZ2IN3Knm3JT2da0jR9f+jFZu/Lvvu3a6Jq+omtSwRr3eqTyKRzXKRM2bxY+w8cv7/hl/v703zOdKi7LYGgGh7oOYWom3zv3vaLgei2mZtIV6aK7tpv+mX5cXDoiHWSsDF01XYiEwGf4CHvDpPIpsnaWnJ0jbaUZjY+yo3kHlmNhaAaJXILJgdMrWjZPXj5JV0tH2THLsTgxcYJUPoWLi2NbpLNZbBxSdgZNCCzXRkNg5bO4uiYjdYNNHOw8eFdtsFYoFIpbQiJRmef0Wt59d3Wiazotz718WQp069bBzp1SAK2G68oIV5CC4fh4ebnjSEF1zRp57jvvVAqfvb1SVE2nZeSnzyfveexYeT5Yw4BPflLWVY2hxbFsaRBZOCzrrKmRbTHN8pyxpimjXHt6ZISpppVyvQYCUgRubpbC6Zo1sm2ZTEnUnJyEurpKoTSVknlbBwdhbk4+27ZtUpCuq5PRvQWBVwjZJ7a9OmthTcMVgsTmNdjhMK4hN4B5Ryex5qYxlgqtBQqCNWAbOlPD58i1lNLZ5dIJBk+9jpXL0LZhz3XboFDcTwh3Jb/u91OhEI8g7YW/5bruDalSQojfAr6BzOX6LDK361rgKeAV4EvXRsEuU8/RZYo2rl27NvBXf/VXN9KsDxXxxR1M4XD4DrfkzrGaPshYGebScyvWEw1GixZE9xI3+juQz6bJZ5IrnuPxBzE8y0fZ5LMpad24DIbHi8d/+34n1f8D1Qdf+cpXuHTp0ruu6z5wp9tyN6LG0eW53//v3O/PDzfeB9lUHHsF0RXAF6xBM8z3XYfHF8S4jdGu6vdA9YEaR1dGjaPLsxBbwHEdMpq0wStEQPqMD49detbOMpee49q1Fk1omLaJQBSf/1pqfDUEzOXdF7J2lkQ2Qc6Wm3AMzSDoCa54zQcha2exbAshpFCqCQ3HdRhaGKoqLIN8T326j2gwKnOlInOkxrIxkrkkPke+1zFiLGTk74MQAlMz0TUdgSjaA9f4atAyOVzHrnqvAoFIA1Op6aJonXNyZK0slmPhuA6u4yAAB1e+RuazE0IgEAihIYS8b72/npZQy0q3+8Dc72PI/f78oMbR66HG0erc1P87+byMpFwJr7c8P+py9czOVgp/ui6vLYyF5pK5jm1L4REgl5OCZeE8TZPXGoYUMEGKaQ+b8gAAIABJREFUi4YBqRTxRSE3nKkyjtbVyXPTaXkPXZfRqitZ4E5OVuZ7BSmS5vMyktQwZPsKbSzUm83Kr0L9rlseJQqyDz0e2T+FHLCGIeu4Nh+tppX6UQgp3gohryvUkUgQb5KuGuGRkZXzsC7B1TVc0yDTEsVIphGWhXActGwehEDLWyU75aUsPofjNcnV1+L4q39e80cabpslvxpDVB/A3T+O3lWKkeu6fyKEGAD+GvjqkqKLwDdXI7gq7hQu9uIfZ0037vncJ3k7v6pz7kXR9UZZ3Vu58kl2PrdiuZXL3lbRVaFQKO42XFdGYQhYUXxT3Husahxd8ST3uqKtlc/eVtFVoVAo3g+xbAzHLV+Uzdt55tJz1Ppr8Rvv/++Y6zg4joUQ2g3lyb4VeHUv0UCUZD5Jzs4hkIJlwAwQi1f2QQFNaPjN5fsgbaWZT8s8arZrgyvdg+Yz86TyqaJtscfwEDACN2VO7tW9FTloNaER8ATIpXMVEai6phfPL+RJ1ZHtKkQ12xkbF5d0Po2Liya0opiruVL8dFyHvJPHb/jJifwKca6LCEHQEyyKuBkrI+tbrBdcNKHjuIWFdRfQEMV5rJRhC8KrQqFQfOjRy63ul25IKf4d1Je3wy8yN1c90jKdlhGb/sVxTdOkNW5BSISSaLlUOHScUt7SApomRcfU8sEcgBR2NU3eY7X4fCUxdClebynK1TCkALs0j2oqJcttuxQFq+vleWCFqBSTCwKvaUrBeemz23apbwrXg/yezcpjplmqd7WC62I9rq6DEFjhIFomixFPyvdcCClwp1KVVsVC4Jomts+zonht57O3PPWdQnEvcVcpRkKI3wP+EPgz4L8D48BG4P8BviWE2Om67u9dr57lFG4hxFFN03Y/8sgjN6/R9xgvv/wyADezD8YvHmP80nGsnNxlpOsmjd2baN+0F01bxQB9m1lNH7xy9RWOXlluY53ks5s/y5amLTexZbeHG/0dyKUTnHzxO7jLLQ5oOts++uSK+eROvvBtsull8kQssvsjT9+2BZJb8f/gXuN+7wNtpZ2OCjWOrsDN/r/j2BbDZ95keug8ji0naKbHT2vf7rsyN8r9/rcDbrwPFiYGufDWD5ct9wYibH3s8WUXx61chmPP/78r3sMfrGPLbXxP1O+B6gM1jq6MGkcrmU3P8t+O/Df6cn0AnA+fLysPe8L81v7fQr/B+WM+k+LqyVdZGL9aFAB9wRo6thygtrn75jT+JvLSyy8xl57jvL/8+YNmkC9u+yLtkeo2jrZj88dv/jFnkmcYXBgsRnQ6rkMynyTsCfNg24P4TT+a0AiaQb60/Uu0hltvyXP85MpPOHb5GGOJMeLZOLqmEw1EqffXF6NHv7bva9T56yqu/dcX/5WJ5ATfiX+HjJVhKjVVJkS3hFrwG372tO3hVx79Fcb632Xk/NvLtqWupZe1Dz5Czs7xX175L7wy+ArDC8PkHbkI7hMemhwfGSfPeG6GeSuBg0tI8xfHXk03ML1+NjZs5HNrP8fndn3uJvdYOff7GHK/Pz+ocfR6qHG0Ojf9/87f/R2p08cYzE6SsNPFwyHdT5e3icD/+TVoa1v++v5+WGxTGZculWx7d+6E2iXpxB59FB57DP7rf4V/+Rd5bHxcRpYupbMTHn9c/vzZz8pcrn/2Z7zcKse1R86Xj6Ns3lw6/0ZYWIC//Mvqgq7HAx//OPz4x3D2rBSQBwdlbtaCEHzpUkmk9HikeBmPQyQirZm3bZNWwwCxmLQ/7uuDlhZ571OnpGhbEGGFkH2+fr2MII7F5PfZWXl8aoqXv/hFyGR45Pd/Xwq/BQH22ohdIcA0cQRYAT8Luzcx+B9+SYqvQWh87VU8M/OEG9sI17XAq6/CxISMgC606dAhEi0NzMenmHj6Y7ha9Q3iHWvX07J2x433//tAjSGqD+DuH0fvGtF10Zb4j4Dvua77O0uK3hVC/DzQD/yuEOIvXNe9fCfaqKhktP8oo+ffKTtm23kmLp/Ayqbp3f3YHWrZB2NT4yZ+cuUny5Z7dA/r6tfdxhbdOTz+ENGezUxeOVW1vKl364qCK4C/pmFF0dUXqr3jO9IVCoXiTnD53ReZHx8oO5bPpRk89TqOY9+2iYvi1hFp6iRc30p8dqxqefvGB1eMRtJNL15/eMVx1F/T8IHbqVAoFLeSkxMnV8zLGc/FuTJ/5YbmWI5t0X/4+6QT5WlhMskFLr39r6zf9yki0Y5lrr4zCAT1/np+deevcmbqDHk7T0ekg23N2/Do1XNzTyWneOHyC7x4+UXmMnNlVswTyQni2Tij7igLmQVqfDXU++vprunm7079Hb+5/zdvSeTmrpZdvHr1VbpquqqWr6lbU1VwBRmxawgDj+FBCEFbuI14Nl7MvyoQ7G7dXcxXG+3ZzPTguarjoKYbtPbtBuB/n/vfCCE40HGAIxxhOj2NR/Pg070YiRQ7A13M51s4HD+FC4R1Pyk7i+XaeE0f25p3sL15e0Vkr0KhUHxYyX7kIP0nX8BaIrgCJOw0/U0Gm2pCrPgXcWKiSqVZKUoWSCbLRdfXXoN9+6QVcIG6Oim8FsRLw5CCYTotxdRNm6TI+ZnPSGEwl4Pjx+V1ra0yb+pTT93w8wMyKvbTn4YXX4SZGXnMsuT9tm+H06flM61dC1NTJdvhbFYKnppWEjtzORk56/XKOlIpiEZL94pE4GMfg44OuHJF5oz9+MelDXMsBidOQFOT7Ie33pLPD/I+U1Oy3qURwKZZiqy1rPLI2kI/6jpC13ANHWE5xVyuAHbAjx5LEaxtks+xebMsWLQvRtNgyxaMXIpYXxOuZ3lHrkBEzUcViqXcTSrHpxe/v3Rtgeu6KSHEW8DPA7sAJbreBVj5LBMXjy9bPjNygZb1u/CHq0+27maiwSg7mndwfKL68x3qOoTXuH8mY51bDmKYXiavnMJatDg0PD6ae7fRsn7Xda9v6tlSISqUld+F0VwKhUJxq0nOTa74t3H8wns09WxRm1LucYQQrNv3KYZOvc7syEWcxbx03kCE9o0PUt++ssAghCDau4XhM28ue05Tz73nvKFQKO4v0lb6uudkrOp5TpdjZvhCheBawHUdRs+/c9eJrgV6anvoqe1Z8Zy8nefZc89yeuo0I7ERzk2fw8WV9sXBKI7rsJBZKPZbIcfqbHqWufQceSfPuelzbI5uvuntr/PX8cl1n+RHF39UIaZHvBGe7Hty2Wuzlmynz/AVU/bU+euKIq1AEPaGqfPXkc6n6Z/tJ7mmHWdoCH8sVbxfoKaRrq0PEahpZDY9y+nJ0yxkF8jZOdbWr8WeKUX8JDWblJOlxgjQ5mnEEAZCgE/L4Ne9bFt7kNaIjOZa37D+pvaVQqFQ3K2Mz1zF2rUDhodkblPLlhbAHe1Y0SgTl0/Qte3Q8hX4qtjJTk2VC3/XWhTn83D+vBQgN2+WkaIgIz/n5+W1DQ0yanTLFvjCF6T4NzUF//RPUmQ1TSlAptNSbHziieptWQnbhp/+FN55pxTlGg7L+46Py3u+8QYcPiwjXDdvlpGpIMXMbFZGtAYCsh0Fi2XLkm2LRqWoujTH67p18HM/J/s4k5EibSgkzzl/Xgqvti0F16X5XjVN9k8hP2yhPq9XCtqLuV5JJsujXRetkEUohOn14FlSJBDoe/bScPxyab0hGpWRyYODMrK2uRnWr8f30EO4Q+9CfLZqV/pDdYQbqzt1KBT3K3fTKl5BwYouU144vnJySMVtIzY5hH2d3KfzY1fuSdEV4KkNTxEwAxwdO0rOlr92QTPIvvZ9bGzcWNxJfD8ghKBtwx5a1u0kOTcpc+bURlctBESiHbRv3MvIubcqyho7NxDtvvkLAQqFQnG3Mzd+ZcVyK58lNj1yV9ojKm4M3TDp2fkIHZv3k4rNoOkGwdqmVefba+7dRmphmtmRi2XHBYKOzfsJ1bfcimYrFArFTaMp2HTdc6KB5ZYCqjM3tvJe7MTcBLlMEo/vBnK73QFsx2Y4Nozt2rSF24qRrM9deI7TU6cByDt5bNfGcixydg7btQmawTKhumA5DDLX64WZC4zFx26J6Aqwr2MfLaEWjowcYSQ2gqmbbI5uZm/73mKU6kq0hdo4nz1ftcx1ZcTrNw5/o2gTDNASjfLpzsdoCDfjj9QXj78y8ApHRo8Qy8TIOTk0NAzNwMXFo3vwBWtI5R0CCPZFNjOYnWAgM07OtdC9Qc7NnGcyNcW+jn3saFYuIwqF4v5gfuwKeD0yinPt2oryudHLK4uumzbBj35ULvTZthQeXVcKhI2Nlddls1KQbGqS5YOD8lh9vRQRC8LlU09JgdV14bvflSJnW5s8tnFjqb5/+Af4j/+xlAN1NfzTP8GZM+XH3n1X2v82NJQEU9uWouzx46VnCYWkwOm6UvAMh6WAms9L8benB/bvl8Ly5z4nn625WT5fAZ+vXChev16ef/58ueBawOuFBx+UfbpoM0wkIvsqm5URu7YtxdyC5XAh12w6jRaJEKmJsmXHz5D3m3iDNXj9ITCflc9WoKZGWiLX1sKXvyzvAaxtbqD/8PfJZcrz33p8Qdbs+fhNySOvUHyYuO2iqxDCBNYCedd1Ly0pehX4DeDXhRB/6bruyJJrPgU8BGSAN25nexXLU4jUWPEc27ruOXcruqbziXWf4JGeRxiJj+C4Dv3T/bwx/AY/GZDWw52RTj625mN0194fC+KabhBuXCGfwwq0rt9FTXMX01fPkk3GMH0BGjo3EG64NXmGFAqF4m5nNWOke21eFsU9jeHxEXkfu4CFprFm9+M0dm1kZqgfK5vGG6oh2r35nt3cplAo7i+2Nm3lx5d+vGx5d003zaHmG6pzNWPk3T4fPTJ8hFcHXyWRSwBgaia7W3dzoOMAJyZOAFKAnEpOkcqnisJqKp8ioSekOLmYQ/VaW9ysnWUmPXNL299d233Dc2GP7iHtpGkJtTCdnmYmVd7GWl8ttmszlZqqsEYez0zx7MiL/NL2X+LSpEx/49W9fL//+wzMD5DOlyKqdaFT46uhPdyO5Vjsat3NE80PcebKO7x+/pvMkkYYOqncPHP5OJrQ0NBuOK+wQqG4j7FtGZ3o9cqIx3uM642R1133DYXg0CEZMQqyL4aHS/bCjY0wMAC9veURr21tUuR99lm4eLEkMo6NScvgjRtlVGjBlnhgQIqMyzE7K+tZv0qngsHBSsH1yhUZYZrPSwFV0+TzxOMyyjSRgLk5aUGsaVLg1TQpbhaiTv1+ma91924pjnZ2Suvj1VCwT/79369etnGj/G5ZJeH14x+X0biFaNqC2ApSmNa0Uhvn5iAWw+9q+Je6gDz9NHR3w9tvyz72+6Wt8sGDUshdxBeqZcsjn2NmuJ/YlHx/I9EOGjr60M3q6REUivuZmyK6CiGeBp5efFnYan9ACPHNxZ+nXdf9+uLP7cBZ4CrQs6SafwReAD4GnBVCfA8YBzYhrYcF8H+5rntrZw2KVROqu/6kOFh3/R3Ndztew0tvbS/PHH+G14deZyQ+QiqfwtRMLocuMzA/wL/d/W+vaw+lkB7/K+6SUygUivuIUF3zsvmy/3/27js+rvO+8/3nmY4OohEEQBLspNiLSFG92pIsyZZseeWWxIns7DqJneSV19687mZ3lb17b272brubzd20TVwT23LWiSM32ZKpXklRotiLWECQ6L3PzLl//GaIATCD3gh833rNC5hzzpzznAflofCd3/OAVTFmF06s6kcWtvySykmFtiIicy3kD/HJzZ/kjVfewPOGTke7JLKERzc9OuFz5iwpy7heNlj1RTgrb8LnnS2vXnqVZ88+O2TbQHyANy6/wdH6o8Q9m6rwdPNpWntbyQpk0dnfeW163d5oL9F4lKA/SHYwm6xg1ohrVORN7g2zMyknlENPtAfnHFtKt3C18ypXOq/QG+0l7A/zmW2f4Wzz2bRTUse9OK9cfIUTjScoybaKo6N1RznTeobu/u4hlTYxL0ZzTzNVeVXsqtjFF3Z9gZr2Gv7bpafpCsTJCxYS9AfxO/+19XRrO2s5Wn+U7eWzU+3a0NXAq5de5UTjCWJejJUFK9m/fD+rl4zzj/QiMjdiMThwAA4etCpI5yxYvOceqLx+/q2eU7T0WoCWdv94/qZ7110Wvj7zjFWJxmIWQGdl2faaGgsst2+3fqqstDVNT52yqszhVZ0tLXD8OHz5y4Pb0q0dO1xd3fhD1yNHhj5vb7dpjpOVock1WyMRC3QvXhwMVsNhazfY55GI7fP7LSjevdumHwZbuzbVwIBd+8QJC0+rqmDPnmvVpFRXw4c+BM8+a9f1PKuOraoaEoBeu/bnP29hs+dZ5a3fPxjADg9ik4/Lly1kTXLOQuJdu8bsNn8wRNmqLVoiTmQcpqvSdQfwy8O2rU48wALW32MUnufFnXMPAr8BPIGt35oNNAM/Av6b53nPjnIKmWWR3EIKSpfT1nAp/f6cAgoWyJSIp5pO8cPTP6Sua3Cg74v1cbHtIg1dDZTllPFb+35rDlsoIiLXm8Jlqwhl5dLf05lxfzh7/v6xWEREZCJWLVnFuZxzdA90s7JgJX6fnw3FG9hRvoNwIDz2CYYpXXkD9R+8n7ESp7R6M87nS7tvrg3EBnjxwosZ959rPUc8Hqexp5EjdUdwzhHwBcgN5TIQH2AgNoDf78cX9xHxR8gKZpEVGBq6VuZVsqpw1UzfyoQFfUGKIkVkBbLoifawLG8Zy/KWEfKHeHDdg5Rkl/B+ffo3pZ1sOkldZx1xL05Jdgme53G+7TwtPS3EieNnZJXqmZYzPL75cZ4//zz/cOIfaOhOqZYasNA/HAjj4XGh9QInm07OSujaH+vnLw/95bWljMAC9jPNZ3hw3YPcWHnjjLdBRCbB8+A737HQMHXbuXNw6RL80i9ZheN1YOmqraOGrktXbR3fiW680cLEnsSbZTwP3ntvMFBtbYXGRqsC/cQnbNuBA9ZPOTkWzHZ0WGhYWmohY02Nrd8K41uvdSJruvYOW0O+tnbkMfG4Bcc+nwWgBYnl5crKrNq1q8umFa6stGOWL7cw0zl73HuvhbBJnZ3w9a/b2rlJ587ZmrFPPDE4vfOePVbZm0lu7uC6rjfdZNWup07Z9152tn30PAu/k1W4OTlW+ZqVZde8+ebx95WITMq0hK6e5z0FPDXOY89jVavp9g0A/zXxkOvAql13c/r1H9HVNnSah3BWHmv33r9g5nT/6dmfDglcU/VEe3j10qt8ZttnKMoqSnuMiIjIcD6fn7V77+fMGz8esTZK7pKlrNx++xy1TEREZGb4nZ+8UB4P73x4yucK5+Szeve9nDv03IgpEour1lO+Zv6uzXmu5dyQ9ViH64v2cejKIXzOR2+0l/5YP32xPgZiAwR9Qfw+P7mhXNr72gn4ApRml177f++gP0hVXhV7K/dSmT8/K67CgTC/u/93Od54nJaeFvLCeWwu3Uw4EOZSW/o3dfcM9FDXaf9Pnqz29fDoGrB/Q/nwEQlERvRr0BckEohwtOFo2umWW3pbiAQihANhWnpb6IumWUtvBrT1ttHv7x+x3cPjJ2d+wqbSTeNaG1dEZtmZM0MD11QDA/Czn9lamNeBgqUrqNq0j8vH37z2exVsxqXKTXspWLpifCdqb7dq0NQplvfuterTlhZ7vmIFfOlLFv61tw8GnUVFQ9c6TTpxwsJcsKl1g8HBStThAgG4YQLrly9dOrTatafHzpF6jWSwGQ5bGJwawpaWWti6YoUFmr/92/Z90d5uUyLv3Dnynv7pn4YGrkkDA7Ze7e/8jgXHmzbZ+TNNp3zrrYOhcTQKGzYMruPa2Wnt7uuze0lW4IZC9ryqyqZOFpEZN+trusrCEghF2Hjbo7TVX6Tt6gU8L05eSSVLlq3C5184314nG0+Our+uq47Ovk6FriIiMiHZ+cVsufsJmi+fobP5Ks7np7C8mvzSqgXzxiUREZGZUlhezbZ7P0PjpZP0drTgD4YpqlxLzjydnj8aj9Ib7eWFCy9Q31VPSXbJiHVLewZ6ONdyjiVZS2jpaaFzoJNYoprX53z0xfrwe36y4lmU55QT8AcI+UOUZJewsmAlOaEc8kJ5PLbpsbm4xbRi8RhXOq8Q9+J4eDgcQX+QbUu3jTi2PLf8WhVsqtTAdEnE1jP3OQtauwdsauHsYDbFWcXXXhsJRFiev5z369/HOUfQF8TnfNembk7q6O+4Vm29omCcIcMU9Mf6r63Pm07Mi/Fe3XvcvFzVSCLzznvvjb7/4kWr7EyuRzrPla/dwZJlq2mqOUV/TyehrFyKq9YTzskf/0mGV46ChX0VFfYAq1oNBu3zaOL3X3+/VWOGQhYQpoqm/I6MRODOOy3QTue22ya2pu7OnbYO7fCAtaDAKnJzcgbXoI3Hrbp02TILWQMBW3e2pMSqSdvarCq3rGyw2jVr2HT/ra2Zg3qwkPTdd206Yr/fqqW/9z24cGHwmFDIAtft260fenrg3/97678LF+waV69am5yz/nPO7qmoyO6hpGTw6yEiM2rhpGIyZ5xzFC5dSeECmUo4neQaL6NJt4aOiIjIWHz+ACUrNlKyYuNcN0VERGTa9EX7eLfuXY41HCMaj1KVX0UgHiDgm94/QwRCkXld1Qq2Fukzp56hq8uqMs82n+VYwzHCgTBbSreQFx5cTuBK5xU8PDYWb+Row9FrgStYGOfhURAuwOd8ZAWz2LVsF+197bT1tZEXzuO2Fbext3LvkHPOpTdq3uDliy/T0d8BwMbOjeSEcoh78RGBM1il7r6qfRw4f2DI9uRawGF/mLKcwXUGVxSsoLmnecjrg377w77DsaJgxbWgtyiriPxwPq29rUPOnZzityiriL2Ve6d+02OIeemnxE7V1ts24+0QkUnoGbne9AjpQsj5xPMs6AuFwOcjnJNPxYY9kz9fYaFVhA5fnzVVWcr6sHV1cPToYDVnVpYFlqmB4Iphb4C55RYLVs+cGQxklyyxIHL37om1NyfHpjl++mk7V3m5tSU5dW8yHAYLWQsLYf9+C2nr6ixkPX7cQuOODqua9futknTdOqvQve++wXVV6+utz0eTum5tXp6t13r1qq3BGgrZeT0P/vqvh1bROmfVxKdOWVuTa876fBZWZ2XZmrElJXbePVP4OovIuCl0FRmHLWVbOHz18JDpNlJV5VexJGvJLLdKRERERERk/uno6+Crh786pDqxpr2GDd0brlUpLiYHzh/g0JVDbGADYG/YLckuobG7kffq32Nf5b5rYXT3QDdhf5jSnFKyWrJYmrOUjv4OPM+7VsGZ/P/SaDx6bU1UgA3FG7hn9T1zcIfpvXzxZX5+7udDtnmeR2dfJ8+ceoZHNjyS9nV3rLyD7oFu3rr81rV7LYgUkBXIYuvSrfh9g2u3bi7dzKW2SzT1NBEJDK7p53M+NhRv4N7V9/LG5TeIe3Eq8yqp7aglGo/S2d855NiQP8S/2PMvZuXN1H43cu3Z4QoiBTPeDhGZhLIyC/4yCQbnb5Vrfz+8+CIcOgTd3RbQbdsGd9xhgeNkhUKwYwe88Ub6/T7fYNh3+DD84z9aAJgMXXt64ORJe+73WxC6ciWcPm1hY9LOnVZZGovBhz5k4eNkZ4fasAF+67fg7bctRPX5LDQuK7PzNzRYyLp2rX09z52ztV3BqmE7O60Pc3Mt/I3FrOI0FrP2DwzAQw8N9s+VKxai9vZaGLpsmU1znGx/ujVpy8vtkfTzn1u7UkPXaNTaUlpqfdrYaAFuPG731Ntr17/hBvjYxyx8FZEZp9BVZBxuW3kbB68c5HjD8RHBa0G4gI9t/Ni0v2NbRERERETkevSDkz9Iu34mHrT2ttI90E12cAJTAV7HBmIDvHX5rRHbNxRvoC/aR0d/B3WdddfWX80P51NdWA1AX6zPqjod9A70XgtdHY6QP0RR9tDlbRq6M6wBNwf6on28eOHFjPvfufIOtyy/heLs4hH7nHM8uO5Bbl5+M8cbjtMf66cir4KXL77MhbYLQ44N+oPcvvJ2LrReID+ST3+sn6xAFuW55eyu2M19a+6jtbeV443HyQnlsKVsC8cbj5M/kE/XQBee57GheANfuvFL3LXqrmnvh3RC/tCofz/wOz/bl87v6m2RRWv3bnj9dQu10tm6NX2ANtcGBuBrX7PKyaS+PnjrLTh7Fn7t16wCdLLuucdCxbNnLQT0+SwE9Pvh4Yct7ItG4dlnrWJz+XILBGtr7Xljo4WW1dUWBF+4YI8dO+CjHx0arvr9UDxy7JiwggJrN8DnPmdf17fessrRlSth82YLpP/0TwcD14EBu79kuBqNWj+GbYp6Ll+2Kt1Dh+D2261PX37Z7iVZAd3XZ+FxY6Ndwzn7vhnL4cMjt7W2Wlt8PjvP/fdb+2tq7GN2tk3N/Ou/bhWvIjIrlBKJpNEf6+dI3REutl3E7/OzsWQj962+j7xQHrUdtXT2d+L3+SnLKWNTySY+vObDc91kERERERGROdfa28qZ5sxVQJ7ncfjq4UWzXmVdV92I9UnBwsJdy3bR3NNMVjCL7Uu3kx3MpjKvkh+f+TFhf5hoPErAF2BZ7jJ6Bnroi/UR8AWoyKsgK5hFTnDoH8jnU5B9pvnMtWl70/HwONZwjNtW3pbxmMJIIfuX77/2vCKvgr97/++oaa8ZctzWpVt56s6nONtylisdV2za5rItlOdahdBdq+7iXMs5+mJ9lGSXsL9qP/Vd9fQM9LAsbxm/f8vvjwiwZ1pBpICwP0xfbOh0nA7HA+seICc0hfBDRGZOcbGFiP/0T4PBayxmAVpenk2RG43aVK/zycGDQwPXVM3NFgx+eAp/2/T5rNrynXcsSI1GrWr0iSesQhWsQri72z53Dtavh8pKm6q3udn6trp6aCXn4cO2bceOibfJ86xa9sIF+3ps3GgVpsNdugQffGBteuIJu77fb1/f999hypAfAAAgAElEQVS39vn9Fpr29NjngYAd79zg1MR+v4WsTU12nVOnrB/OnIE1a2xK5VSNjVYB+8AD6ds1/F4SSxSM2J7U12ftKSoa2odbtypwFZll82wEEJl7Vzuv8s33vjlkuqFDVw5RmVfJY5se40j9ERq6GsgOZrO9fDv7KvfN6/VcPc/DTXa6DRERERERkQlo6GrIuCxL6jGLReq6pXHi4HFtPVPnHMXZxWwt20pBpIDnP3ie+q56Grsb6ejroD/Wj8/5KM4uJiuYRVlOGdnB7GvT6CZDxaT5VB05WuA6kWNS5YRyeHLXk5xvPc+Z5jM4HGuL1rKycCUAu5btgjR/ty7LKePzOz/Pz8/9nLPNZwn4AlQXVrNt6TbuXX3vkGmJZ0vIH+ILu7/Aa5de40TjCWJejJUFK7mp6iZWLVk16+0RkQnYudPCwrfesjDz+HGbYjYSgWeegeeft+rMDRvmuqWD3n137P1TCV2fftqmCB4e+L34olWU7t6dfj3cnBwLCpOVq+kqiN96a+Kha0sLfOtbFmwmvfCCfU0+8QmbBrqrC77zHbh4cfCY556zY+6/H779bduXDKuDQQteS0st4KyvtxDZ57Nw1fNsal/Ps3vq7R3s99JSCz8/+MAqZcGm/c3Pt++VsXieVbWeOGHBvnMW5paX23VaW+2YaNT6csWKwaC1unpifSciU6bQVSRFNB7lb4/87ZDANelyx2Xyw/k8uevJOWjZxDR2N/LShZc41nCMaDxKZX4lN1XdxJayLXPdNBERERERWcDG84bU+fym1elWnlt+bSalinAFAK9deo2KvAqqC6txzqYK/l/H/xfHG44T82I47E2zvdFe+mJ9hANhVhSsYHPpZk43n6Y/1k9hpHBI6FqZV8mO8klUAs2Q5HTJUz0mnerC6mtTMI9XeW45n932Wbr6u+ge6KYgUkDIH5rU9adLSXYJD294mIc3PDyn7RCRSSgrs2lwDx6ETZuG7uvuhu9+F558cuwKxtmSrkoyVXf34DqgE3XpkgWumRw4YKFpaenYbUs3xXHDON6o1ddnVamNjZCVZVMFJ6tqU508CT/6kQWd3/62tT3dMW+8YWu5+v0WcCYrSoNBC1sLC+38yYB1YGDw+fnz1p6iIgtDy8rstcXF9ujttb6ORGz633R9HotZYPvOOzYV8cmTFugm78nzbArhM2egvd3OWVIyOFVzUxNs2WIB8vr1Y/efiEwrha4iKY41HKO9rz3j/hONJ2jtbaUwUjiLrZqY2o5avnb4a0OmKappr+F7x75HXWcdfvxz2DoREREREVnIKvMqKc4qTr+ma8K2pdtmsUVz61TTKZq6m+jo74DEkm8D8QEutF2gJ9rDndV3cr71PEcbjuIl/qjrnKMgUkB+OJ+B2AArC1ays2In3QPdVOZXEvNixONxPDwigQg7yndwV/VdBP3BObzTocpyylhVuIoPWj9Iu39JZAnri2f/D8E5oRxN3Ssi0+PVVzOv7RqLwWuvwWOPzW6bMikqsnAukyVLJhe4Ahw7Nvr+jg6rGF21yqo0a2uH7g8GLaQMBtMHs9ljTJ1/6hT8/d/bOcBC2mPHrNpzVZqZA957D9atSx+4wmCF6r59FowWFVmICfY8ELC+9Pns6+z3DwbHgYA9HxiwStZz52xbavVv6pq/eXkjrx+Lwd/+ra2PCxbynjxpgWpqtXAsZkFsdrZVvCbXlQU7trYW/vAPJ/91FZFJU+gqkuJye4b1DRI8PGo7aud16Pqj0z8asS5M0ksXX+LW+K0EfPrRFxERERGR6eec4/619/N37/8dcW/kH6Ozg9kjpsVdqDzP42dnf8ayvGVWwRp114JVgIHYAHevups/fvmPh2xPcs4RCoTojHbyL2/5l8TiMfw+exNtf6yf3mgvOcGca9vmC8/zeLfuXdr72jl45SB90T6W5ixlecFyAHw+H5/a+qkhUy+LiFx3kqFYJmcyr28+6/bssQrM0fZPVv84poofGLCPjz0GX/uaBbFJS5faFL6bN6cPCLeN8katxkarKo5GB7clp9q9cMGqXsuH/ZsjFrMpizPp7LTXt7RYpfKqVXbOWMz2l5VZiJyTY0Fvcvz2+y0ADYVsjdd43O7t4sWhoWuqdNMmv/HG0O+tK1fso3N2P4GAXXNgwILWnBy47z6rgm1stH0FBXbNlpbM1xaRGaPkRSTFeN4ZHPTNn3cPD9fQ1UBNe82ox3QPdJMf1gLqIiIiIiIyM9YVr+OXtv8SB84f4HzreQAKwgXk9+cvqirD2o7aaxW/VflV5HTkEIvH2FiykbxQHjmhHA7WHuRi20U6+zvJCmSlDVB7Bnroj/UPmQ435A/N+fS4mfzTqX/i0JVDAOws30ljdyNN3U3UdtRyc/bN5IRyKMspm+NWiojMMOfmugWDNm+2IO+dd0buW7sWbrpp8ueurLRpljPx+QanWS4pgS99CQ4dsgrVeBxuvNGmBk635mtx8ehte/PNoYFr8npJly6NDF3BAtJMkvuSX7/cXAtHz52zEDMQsIrd4mILPI8dG6xszc62Stbka5cvtyA03dTNlZV278MN78vUUDs51XF2tk0bnFyPNhazqtnhlbOp4baIzBqFriIpbii9gZcvvpxxf3Ywm1VL0kxNMU909I89mKZ7t7mIiIiIiMh0qi6s5ld2/ArdA91E41HyQnm88MILc92sWdUb7R3y3OHw+/wEfAHa+9o52XSS4w3H6RroorG7Eecc+eF8lkSWDHnd0pyl101V6LmWc9cCVwCf81GWU3YtZI32Rq+tWSsicl1bu3b0qXXXrp29tozFOXjkEQvqDh608DAvD3buhK1bpzYF7dat8NxzmdeN3bx5aBiYlQW33GKPpDvugOefhyNHLMAMBu2899wz+vTCFy6M3FZcPDh1cFfX4PmSwmG49dbMlciFhRacLkkZi/PyYPt2q2yNRm291A8S0+d3dIwMjAsLrU99PuvjW26xaY27uizE3bXL2hBK8+aplpahzyORoX2bnNI6OU1xIGCPTPciIrNOoatIioq8CjaVbOJ44/G0++9Yece8npp3PNMez7epp0REREREZOHKDo6xFtsCVppTis/5iHtxYvEYvbFeBmIDHGk/wpXOK0TjUTaVbGL1ktU0djcSjUdp623Dh4+8cB5d/V12TOkmTjedZkPJhnkfvqYGrun0RHso8ApmqTUiIjPolltsrc3ktLOpAgHYv3/22zQa52DTJntMp2AQPv1p+Na3bIrbVMuXw0c+MvY5cnMtFH7gAQsws7KGBqWZpAuLCwvt0dpqz4dXHO/fD9XVUFUFL79sa6bGYpCfb9WnhYXw4IPQ3Dzy3OGwTcV8993wP/4HXL1q7W1sHJzq1+eDlSsHX7N+PXz4w/aIRjMHpKl9kbr+bkXF4JqyqfdTVmbVy8mQuafH2lBebv1XUjK0HSIya+b3v9ZF5sDHb/g4+yr3DZmqKS+Ux0fWfYR9VfvmsGVjK8oqYlVh5kpch1vUf/QQERERERGZLfnhfDaWbATgaMNRBmK2pl33QDf9sX48z6O9rx2f87E8f/m1/1dr7m2mpr2G7oFu8sJ5RPwRvnP0O/zFwb+gqz9DJdE80d7XPvoBHsS8NAGFiMj1prISHn98ZCVmbi78s3+WflrbhaqyEr7yFQsrt2616s5Pfxp+9VcHKzLHIxi08HM8gSvAhg3pt2/ZAqWlVq2aDDlDIauoveMOC2RbWmz91u5uq2BtaIB337Wv32/8hn1tS0sHz5mdDbffDo8+aqFmKGRTJA8MWCVqU5Otv7py5WCVrHNDK3rHClzBpjLu6bHQt7PTQtXk9MzJPkqeq7zcpmY+cMDWgn3zTXjhBaipgY99bH5NcS2yiMzfkj2RORLwBXhg3QPcteournRcIeALUJlfOe/fUZz00PqH+JvDf0Nnf+eIffevvZ+eM2nWSBhDb2cr9eeP0tVch/P7WVK+iuIVGwgEw9PRZBERkQWts/kqDeeP0dPZQiAUobhyHUsq1+DT7BMiIgveQ+sf4kzzGZp7miExu2JLbwud/Z1EAhFqO2rp6O/g1hW3ktOaQ2tvKzXtNRRlFVGcVcy64nUURKwy9GrnVb5/4vt8dttn5/CORlcQHr2K1TmH341//PM8j9ar52m6dJL+3i7CWXmUrNxEQdnyqTZVRGTqNm60aYRPnrTqxMJCq2wcbc3QhSochr177TFb9uyBt9+2cDJVIGDh7yOPWOVpIACrVw8GwD/8oQWlW7ZYwNnSYgFlUZFtb2+3aZE3b7Yq1mjUKkeToekzz9g19+2zcHT5cqs2DQSs+nXlSgtpH3gA1qyxc3R32/lzczPfT3OzrR37/vuDUwrn5sK6dRbk9vTYPfh89vzcucHQv7d3MADu77d7qqoiHovSVHOaltqzRAf6yC4ooax6M9kFJdP7tRCRaxS6imQQCUTm9fqtmRRnF/Pru3+dNy6/wbGGYwzEBqjMr+SmqpuoLqzmwJkDEzpfS+05PnjneeLxwXcjdzZfpf78UTbc/DChrFH+sSAiIrLI1Z46SO3Jt4dsa2+oofHSSdbtewCfX/8cFxFZyLKD2exetpuLbRcJDAToj/UTjUfJDmbjcz5iXozW3lYOXz3MrStu5WrHVXqjvWwp28LKgpW4YVUqZ5rP0NjdSEn2/Pxj6a5luzhSfyTj/kggMuKeMvHicc4deo6WK+eubetua6Tl6geUrryBldtum3J7RUSmLBCwcE5mX24u/PIvw/e/D7W1g9sLCuD++9NPpdzWNnQ916wseyR5Hhw6ZOvJgoWtqdrbB9fydc4qUYuLreq2qcmC0e3bLfC9cgX+8i/h8mU73uezoP7BB0eGr52d8Dd/Y6Ftbu5gpWtXl4W+Tz5p53z5ZbuHr351cP3XcNiqcpOhck0NvPAC0Q3rOPX6D+lua7x2me62RpounmT51lsoq9b3rchM0F95RBagvHAe966+l3tX3zul80T7e/ng8C+GBK5Jfd3tXHj3Rdbd9OCUriEiIrJQdTZfHRG4JnU01VJ76iBVm+b30gUiIjJ1MS+G3/nxEv8VhAto62sbckxftI+zzWfJCmZREClgef7yjOFkbUftvA1dVy1ZxY0VN/JW7Vsj9i2JLCHfyx/3uRouHBsSuA7fl1dSQVHFmkm3VUREFoDSUvjiFy10bWqydVWrq9Ov9wo2tbDnjX7OdOu5Jl2+DPH4yO3ODQa0WVk2XfE3vmHVp0nxuAW29fXwhS/YtljMjn/zTauYPnXKtofD9vA8+5g8T1OTVbV2dAyet68P6upsuuFw2K7z7rvUvP/qkMA1ycPj0pFXyC+pJJJbOHpfiMiEKXQVkYwaL50kHotm3N/eUENvVxuRnNGnkBIREVmM6s8fHXV/48UTVGzYo2mGRUQWsMbuRl668BJHG46yOWczcS9Oa28rfbE+wv7wtWA1HAjT2N1IVX4VlXmV+EcZG4K+ca51N0c+sv4jrChYwVu1b1HfVU8kEGHb0m3sq9zHW6+ODGMzaTh/bMz9Cl1FRASAigp7jGW06X2T8vIy7xvPerPBoK2zmhq4pjp7Fv7ojyyo9TyrlD1xYjBwTeWcVbb+6Ec2RXI0aq8Z/sYsz7NAeelSAOJ9vTTXns3YRA+PhgvHWb55/9j3IyITotBVRDLq7WgZdb+HR29nq0JXERGRNHo7W0fdH+3vJdrfSyiSM0stEhGR2RSNR/nGu98g5A8RCUTwsMoa5xxBX5CB+AAhf4icYA4BXwAPj5uX38zVzqsZzxn2h1lTNP+Dxq1Lt7J16dZJv97zvDHH0bH+f1VEROY5z4MLF2zK3oICWwt1phUXD67BmsmOHZn3VVfbOqrd3ZmPWbMGXn01/b6WFnjvPQt2d+2ybU1N8PrrthZrcXH619XWwuHDkJ9vgWt2toWxqXp6rMrV5yO6upq4l6YiN4XGUZGZodBVRDIKhCLTcoyIiMhiFAiGR93v8/nxB0Kz1BoREZltR+uP0tbXhnOObUu34WuzNVwB/D4/fvysLlxNZX4lIX+IpTlL+fzOz/Pj0z/m3bp3057ztpW3EfLP3tjR3tfO8Ybj9MX6WJa7jLVFa8e9JutUOOfwh8JE+3szHqP/FxURuY5duAA/+IEFjkklJfDRj1ooOpMeeAC+9jWblne4m26yaXozCQTg9tvhJz+xStbubtuWk3gj7YYNVm2aaQrj06dtX2zYUm5+v00ZnJcHoTTjfFaW7c/Pt+uVldmar8PP43lWafupT8GplzLfBxpHRWaKQlcRyaioah1Xz6b/n32ASG4hOYVls9giERGR60dx1XraGy9n3F9YXo0/ML+niBQRkcm70Hbh2ufZwWxyQ7l09XeRF8rDOUd2MJstS7dQlFUEwNayrUQCET668aPkhnJ5u/Zt+mL2B+HcUC63rbiNfVWzsxa453n87NzPeL3m9SGVMsVZxTyx5QlKc0pnvA3Fleuo++BI5v3L1894G0REZAbU18M3v2nrkF69auFnVhYsW2broH7xi4Pro86Eigp48kl46SVbYzUataB13z7YuXPs1+/YYa997jlbXxUsDH3oIXj8cQtQCwttut9UHR2DFbL5w9Y4LymxfunshKKikdesqrIwOrme7JYtdu2GhsE2+P1WMfzlLxPacAN5TWfpaKrNeBtFVevGvlcRmTCFriKSUXZ+MWXVm9OuSefz+Vl+w/5ZeZeziIjI9WhJ5RoaL56go/nKiH2BUISKDXvmoFUiIjJbfM435HnABQgHwhRnD04d6LD/n1oSWcJ9a+679rr71tzHHdV3UNtRi8/5xlzndbq9cukVXr00cmrEpp4mvvHeN/jNvb854xW35Wt30Hr1PH09HSP2ZeUVUbryhhm9voiIzJCXX7YpduvqBre1tVkAu3w5vPYaPPzwzLahtBQeewwefdSCTP84x9hYzALjri7Yu9emRo7HrUL16lW4eNHWXt27F559duhrU9d4Hb7+7KpV1h/pqm+XL4f9++GOO+AXv7BtBQW2rabGph7u74fbboPf+i0LaIGqTfs49dozxGIj15YtLK8mv7RqfPcsIhOi0FVERrV8yy1EcgupO3eEvu52APJLKlm2fjd5xcvmuHUiIiLzl8/nZ91ND1J76iCNF08Q7e/F5/NTWF5NxYY9RHIL57qJIiIygzYUb+Dt2reHbIv4I9xQegOX2y/TH+9nRcEKdpTv4Kaqm8gJDV3jO+QPUV1YPYstNrF4jNdrXs+4v72vnffq3mNPxcy+eSgYyWbDrR+l9sRbNNeeJR6L4g+EKK5aR8WGPfiDmqJfROS69PzzQwPXVJcuWRXpTIeuSc6NP3AFOH7cgk4An88qWpPicat+Xb3aAtG6Ong3ZQbBrCy73vr1FtKmKimBFStsmuJAwNZnDYWsArewEO691z4vKBhcyzU72861fj1s3WoBsm/wDV85S8rYcMsj1J58m7a6i3h4hCI5lKzcxLK1O1VIIzJDFLqKyKicc5St2kJp9WYG+rrx+fya819ERGScfP4AVZv2UbFhD9H+XvyBkKYUFhFZJNYWraUqv4qa9poh28tyyijLKeNDaz7EzctvnqPWZVbXVUdnf+eox5xtPjvjoStAKJJD9Y47WbH1VqL9vQRCEXx+/SlLROS6dvHi6PsvXBh9/1w6OnI2wCEuX7ZphQsLLQTds8eC1+5uC1ZXr4YrI2dCwjmbtnjHDjhxwkJX5+z4u++Gyko7LjsbwmFb07Wx0Z5v326BbRrZBSWs3Xs/sYF+YrEBgqEsnM+X9lgRmR76l6qIjItzjlAkZ+wDRUREZASfz69xVERkkXHO8Zmtn+EfTvwDp5pOXdse9oe5dcWt8zJwhcEpj0c9ZparY3z+AKGs3Fm9poiIzADPg+AYb0INzeOZDPr7J3bM8uX2SNq9G776VWhpGfoan89C2q1b4SMfsWmLw2GrfB3O74c775xQs/3BkGaIEJklCl1FRERERERERGZAVjCLT239FM09zbzxyhs4HB+/+eMzvh7qVCzNXUp+OJ/2vvaMx6wrWjeLLRIRkQXDOVizBpqaMh+zfv3stWeiKirg7NnM+yMRWLIk8/6CAvj1X4dDh+DYMYhGbQ3WvXutehVseuGioultt4jMGoWuMiXR/l5wjkAwPNdNERERua54nkdsoA/n82u6WRERkQny4nGiA334A8HrYrrZoqwisgJZAPM6cAXwOR+3LL+FH5/5cdr9SyJL2FK2ZZZbJSIi0ykeixKLDhAIhmduutneXjhyxKbbLSiwKs6sLLjjDtt25oytg5rk88G6dbZ/vtq9G157zcLSTPvHquSNRODmm+1xPerrg1dfhcOHoaPDQubduy04Dsz/f5OJzDT9FMiktFz5gKun36GrrQGAnMIylq3bSWF59dw2TEREZJ7zPI/6D96n/oP36etux+HIL1tOxfrd5Cwpm+vmiYiIzGux6ABXTh+i8eIJov29+Hx+llSsoWLDHsLZeXPdvAVjX9U++mJ9vHThJQbiA9e2V+RV8PgNjxP06w1jIiLXo/6eTmpPvk1z7VnisSiBYJiSFRtZtm7X0OlnL1+GgwdtGtzcXFtrdM2a8V/o4EH467+Gujp7XlhoFZ3799vH6mpb47S+3sLZSASWLoXycrjxxmm95ylpa7M+yMmB0lK7j49/HP7+70cGr+vXw113ZT5XLAbnz9v0w+Xlo1fEzle9vTY98tWrg9uamuDZZy1E/8xnbPpjkUVMoatMWP0H73Px/VeGbOtqrefMWz9l5bbbKV25aY5aJiIiMv9deO9FGi+euPbcw6Ot/iIdjZdZd9NHyCteNoetExERmb/isSinX/8hnS11g9viMZpqTtHReJmNt35M635Oo9tX3s6NFTdyqukUfbE+KvIqqMqvmutmiYjIJPX3dHLilX+kv7vDgrK6OqIDUa4ee5+O86fY8OFP2+wRv/gFvPDC0BcfOQLbt8PHPmZTBI/m/ffhX/9r6O4e3HbxIrz8soVzN95oIWZfHyxbZiFdIACbN8N991k17Fxra4Mf/hBOn7Z1aMGmFn7gAdi0Cb7yFZsiuK7O1l7duhVWr858vkOH4PnnobPTnjtnIe0jj6Rft3W+euWVoYFrqnPn4J13YM+e2W2TyDyj0FUmJDrQx+Xjb2bcX3PsdYoq12qaRBERkTS6WuqHBK6p4vEYl46+yg23f3yWWyUiInJ9aKo5PSRwTdXf20Xtybep3nHn7DZqgcsKZrG9fPtcN0NERKbBldPv0N/VbqFoc/PgjtYWui7X0uhFKNuwa2TgmvTuu1BZadPIZnLxIvyrfwVXrlh4GghYdWR9ve2vr4dLl2DbNgiFrNr18cetgjQ8T5av6+mxas6WlqHba2vh61+HX/1VC4vHOw3ye+/BD34wdJvnwcmT8I1vwBe+cP1Uh77zztj7FbrKIjdDE7bLQtV65QNisYGM+2PRflqvnp+9BomIiFxHmi6fHnV/d1sjPe3Nox4jIiKyWDXVnBp1f3PtWeLx2Cy1RkRE5PrheR7NNafh/IWhgevgETS98BOrRB3NmxmKcTo64L//d/j934e33oKaGjhxwh5nz1rVazxuU/LW1g6+rrERGhrmT+AKg9MqpzMwkDmUTsfz4MCBzPuvXoXjxyfUvDkTjw9W6mbS3j47bRGZxxS6yoRE+3vHPqavZxZaIiIicv0Zzxg50K9xVEREJJ2x/n80HosSj0VHPUZERGQx8uIxYgP9cKU24zFRL2rT4I6msdHWJk0Vj8Mf/IGtc3rihE3N29FhFaM9PVbp2t9v2+JxCy5THTs2ybuaIWO159Spkeu5ZlJfnyHkTnEi/WxY847PB/n5ox9TWDg7bRGZxxS6yoREcsf+xTmeY0RERBajscZIhyOSUzBLrREREbm+jDVGhiI5+AOhWWqNiIjI9cPnDxDyBUYGnikiLmQB6WiCQQvfUv3d39nUw5439PWeZ9eLxezz5P7hwdwobZoT/f2j709W7I7H8IA6nfGeaz7YvXv0/bt2zU47ROYxha4yIQVlKwhl5WbcH87OJ79s+Sy2SERE5PpRsmIjzmX+51fB0tHHWRERkcWstHrzqPttnHWz1BoREZHrS+mqLUDmcbI0VAirVo1+kq1bIXWsjUbh+eeHPg8E7PNk0Op5FlSCBawbNw49Z0XF+G9iNlRWjr6/pAQikfGdq7TU1rYdzYoV4zvXfHDzzbA8w9/+N26E7VoHXkShq0yI8/lYveuetO8eDgTDrN51j/4nV0REJINQVi4rt9+eNniN5BSwYtttc9AqERGR60NB2XKWrt6Wdl9+SSXla3fMcotERESuH0tvuJGCytVp95UFCykM5MLDD1uoCBaUNjfbmqu9vZCdDbcN+3/Wy5eHVobGYhbKep59HovZeeJxq5BdunRopWswOHb15Gzbu3dosDzcvn3jP1cwCHv2ZN6flQU7d47/fHMtGIRf+iX48Ifta5mdbSH1ww/DJz85sgpaZBEKzHUD5PqTW1TO5jsfp/78UdrrL4FzFJQup7T6BlXniIiIjKFk+Qay84upP3+U7tYGfP4AS5atpnjFBgLB8Fw3T0REZF5bvnk/BWXLaTh/jN6uNoLhLIqr1rOkcg0+n3+umyciIjJv+Xx+1v6zf0HzX/43mrqbGPCihH1BSoMFFARyrYJx92644Qb4sz+Dn//cwlbnoLjYgrbwsP9ndQ6KiuDSJQtWu7psezA4GL76fFYZWl5uVa3JSthg0IK6sdYJnW3JEPGZZwYrdJP27Bk9RE3nrrugtRWOHBm6PScHnnhi7ErY+SYYhP377SEiIyh0lUkJZeVStWkfbJrAO3tEREQEgOyCEqq33zHXzRAREbku5ZdWkV9aNdfNEBERue64ykqKv/gVip97Ds6ds1A0HLZpYe+5B/x+OHMGOjstXOzrs5AtFLKq1m9+E558crCisaLCHh98ADU19nqwYKDHyuEAABy6SURBVNXvt/OXlFigm5VllbIbN1oAu3OnVUrOJz098M471gelpVbFW1xsjx07YNmyiZ/T54OPfxxuuQXef9/OuWwZbNlifSsiC4pCVxERERERERERERGRxaCiAj73OQtWe3ut0jSUWErO8+DAAfs8ELBHd7dVsvb2Whh5ww1w662Dx+zfD+3tFsomA9r+fqt0zc6Gqir7PByGr3wFcufpTIkNDfD1r0NHx9DtfX1w992TC1xTlZfbQ0QWNIWuIiIiIiIiIiIiIiKLSW7uyAD06lWbCjfpwgWrYk31J39iQeQ999jz226zQPbIEQtWe3ttv98PZWUWvCYDR8+b2XuaiqefHhm4goXO3/0ufPnLWrNURMak0FVEREREREREREREZLGLRgc/b2oaGbiCrXP60ktW+XnDDVbF+qEPQUsLPPccxGJWPVtQMPR1+fm2jul8dP481Ndn3t/aCqdPw4YNU79We7v1c2GhQlyRBUihq4iIiIiIiIiIiIjIYrd0qa1reuYMHD9un2dlWWAaidgxyTD19dctdE26/XY4cSJzNeuePfM3ZBwtcE2qq5ta6HrmDPziFzYNM0BeHuzda1M1Ozf584rIvDJPf8uJiIiIiIiIiIiIiMisOXUKrlyxKtfeXgtQu7tt2uHOThgYsKrPw4ctQLxyZfC1y5bB/ffbFL3t7VYRm5S6Dux8lAyUp3pMJsePw7e+NRi4gvXTc8/BP/7j5M8rIvOOQlcRERERERERERERkcVsYACeeQaqq20tVuegv9/C1vZ2OHvWAtjGRgter16FP/9zm2oY4JVX4MUXIRCAhgabjjcUgs99Dj75yflb5QpWwRoKZd7v98PmzZM7t+fBs89mrgA+fHhoeC0i1zVNLywiIiIiIiIiIiIispgdP27VrT4fbNxo67levGiBI1goW1dnH/1+yM21YLWjAy5dsipZsOmI16yxz/v7LaxNPp+vwmG4+274yU/S77/ttsmvR1tTY+vdjubIEasUFpHr3rS8vcQ59wnn3J84515yzrU75zzn3DencL7bnHN/75y74pzrS3x81jn34HS0V0REREREREREREREEjo6Bj+/dMmCyNxcC1Hjcat87euzELG52Y67fBnefBP+7M8yn/eNN4aee7666SZ49FEoKRncVlQEDz0Ed945+fP29Ix9TG/v5M8vIvPKdFW6/gGwHegEaoCNkz2Rc+4PgP8DaASeAa4AJcBO4E7gR1Nsq4iIiIiIiIiIiIiIJBUU2EfPg9pamya4vNymCo7H7RGLWRiblQXBoB3f3W3TD1+5kr5aMxaDEyfgxhtn714ma/t2e7S0WD8sWWJh81Qkp2rONL1w8hgRWRCmK3T9HSxsPQPcAfxiMidxzj2OBa4/Bx7zPK9j2P7gFNspIiIiIiIiIiIiIiKpNm60KXTb2qyiFSxYXbbMnnd1QSRiIWpXlwWtOTkWJjpnFbCZpsjt75+9+wCbArmlxdZpLSyc+OuXLJm+thQWwrp1g9MvDxcKWdArIgvCtISunuddC1ndJN/54ZzzAX8MdAOfHh64Jq4zMNk2ioiIiIiIiIiIiIhIGoEAfPSj8O1v27qu8bhtdw7y8y3I7OqykNXvtymGW1oseM3JsX3xuL12uIqK2bmHWAyefx4OHRqc1reyEu65B1avnp02pPPII/C1r1nVcKpgEB5/3CqHRWRBmK5K1+lwM7AK+B7Q4pz7CLAF6AXe9DzvtblsnIiIiIiIiIiIiIjIgrV+PXzxi1btevCgBbElJRZY/uAHg1PkhkL20fOsCra42MLWdAVZS5fCqlWz0/7vfhdOnhy67fJl+OY34dOfhrVrZ6cdw+XmWr++9x4cPw7RKFRVwZ49k6vEFZF5y3mjzSU+mRM6dyc2vfC3PM/77ARe9zvAfwb+FLgd2DrskBeBT3ie1zD8tWnOdTDDro1r1qzJ/qu/+qvxNmvB6UgsWp6XlzfHLZk7i70PFvv9g/oA1AdPPvkkZ8+ePeR53u65bst8pHE0s8X+s7PY7x/UB6A+APWBxtHRaRzNbLH/7Cz2+wf1AagPFvv9g8bRsWgcTW/WfnZiMZs2uLvbHp5nwStAb6+FhclKV7Cg1e+3RzA4GMYm+f0WyCaPn4Ix+6C/H5qaMp8gEIDS0im3Yy4t9t+hi/3+QX0A838cTVPrP2eSq0X/cyALuBfIw6pdf4oFsU/PTdNERERERERERERERBaoeNxCy95eC1Ozsy2ojEZtqt5ksBqJDAasgYBVt3qeTSFcWGhT5WZlQUGBhZzTELiOS3I64UyiUXuIiMyg+TS9cPK3r8MqWt9NPD/qnHsUOAXc4ZzbP9ZUw5kSbufcQZ/Pt+vOO++crjZfdw4cOACA+mDx9sFiv39QH4D6wJdufRG5RuNoZov9Z2ex3z+oD0B9AOoDjaOj0zia2WL/2Vns9w/qA1AfLPb7B42jY9E4mt6s/Oz89Kdw7NjI7dEovPGGTRNcVQWnTw+tKC0ogHXr4Nd+Lf16rtNkzD5IN7XwcLfcAitWTGu7ZtNi/x262O8f1Acw/8fR+RS6tiQ+nksJXAHwPK/HOfdT4NeAvYDWdxURERERERERERERmQ7vv59+eyBggWtDg62JunWrrePa02PVrtnZFrrOdRBSXp4+NE5Krk8rIjKD5lMknHwbSmuG/clQNmsW2iIiIiIiIiIiIiIisjj09mbeV1Vl0wgnhcM2lXB2toWtt9028+0by65dg+vPprN5s7VXRGQGzafQ9UUgCqxzzoXS7N+S+Hh+1lokIiIiIiIiIiIiIrLQLV2aeV8kAh/60MhK0fx8+OQn58eUvbm58IlPpA9eKyvhgQdmv00isujM+vTCzrkgsAYY8DzvbHK753mNzrnvAJ8B/g3wBymvuQ/4MNAG/GR2WywiIiIiIiIiIiIisoDt3Qs1NYPP4/GhUwZ/+MNWLXr+PLS0WMi5Zs3cTyucauNG+M3fhIMHobbWpj/evBk2bQK/f65bJyKLwLSErs65jwEfSzwtT3zc75z7auLzRs/zfi/xeSVwHLgAVA871e8C+4B/5Zy7HXgTWAk8CsSAL3iel2n6YRERERERERERERERmaht2yxQ/Yd/sMCyt3dwPdePf9zCS4DqanvMV4WFcM89c90KEVmkpqvSdQfwy8O2rU48wALW32MMnufVO+f2YVWujwI3AR3AD4E/8jzv9Wlqr4iIiIiIiIiIiIiIgFW2dnbalMHd3Ra6RiJQVgYXLkB7u+0TEZGMpiV09TzvKeCpcR57HnCj7G/GKl5/dxqaJiIiIiIiIiIiIiIiozl6FE6dskrRwsKh+9ra4MABeOSROWmaiMj1Yh5NuC4iIiIiIiIiIiIiIrPu8OHR9x85AtHo7LRFROQ6pdBVRERERERERERERGQx6+wcff/AAPT1zU5bRESuUwpdRUREREREREREREQWsyVLRt+flWVrvIqISEYKXUVEREREREREREREFrPdu0ffv2MH+P2z0xYRkeuUQlcRERERERERERERkcVs3TrYsyf9vmXL4M47Z7U5IiLXo8BcN0BERERERERERERERObYQw/B6tXw9tvQ2Ag5ObB9O+zaBaHQXLdORGTeU+gqIiIiIiIiIiIiIiJwww32EBGRCdP0wiIiIiIiIiIiIiIiIiIiU6DQVURERERERERERERERERkChS6ioiIiIiIiIiIiIiIiIhMgUJXEREREREREREREREREZEpUOgqIiIiIiIiIiIiIiIiIjIFCl1FRERERERERERERERERKYgMNcNEBERERERERERERGZEWfPwptvQl0dRCKwZQvs2WOfi4iITCOFriIiIiIiIiIiIiKy8Bw4YI9UV6/C4cPw+c9DTs5ctEpERBYoTS8sIiIiIiIiIiIiIgtLbe3IwDWpsRGefXZWmyMiIgufQlcRERERERERERERWVgOHhx9/9Gj0Ns7O20REZFFQaGriIiIiIiIiIiIiCwszc2j749Gob19dtoiIiKLgkJXEREREREREREREVlYcnNH3++c1nQVEZFp5TzPm+s2zBrnXFM4HC7avHnzXDdlznR0dACQl5c3xy2ZO4u9Dxb7/YP6ANQHR48epa+vr9nzvOK5bsv1ROOofnYW+/2D+gDUB6A+0Dg6ORpH9bOz2O8f1AegPljs9w8aRydrUuNoX9/o1a7hMBQVTb1xs0A/O+oDUB8s9vsH9QHM/3F0sYWufYAfeHeu2zKHNiY+npjTVsytxd4Hi/3+QX0A6oPtQMzzvPBcN+R6onEU0M/OYr9/UB+A+gDUBxpHJ0HjKKCfncV+/6A+APXBYr9/0Dg6KRpH9bOD+gDUB4v9/kF9APN8HA3MdQNm2fsAnuftnuuGzBXn3EFQH8Di7YPFfv+gPgD1QfL+ZcI0jupnZ1HfP6gPQH0A6gONo5OmcVQ/O4v6/kF9AOqDxX7/oHF0Chb1OKqfHfUBqA8W+/2D+gDm/ziqNV1FRERERERERERERERERKZAoauIiIiIiIiIiIiIiIiIyBQodBURERERERERERERERERmQKFriIiIiIiIiIiIiIiIiIiU6DQVURERERERERERERERERkCpzneXPdBhERERERERERERERERGR65YqXUVEREREREREREREREREpkChq4iIiIiIiIiIiIiIiIjIFCh0FRERERERERERERERERGZAoWuIiIiIiIiIiIiIiIiIiJToNBVRERERERERERERERERGQKFLqKiIiIiIiIiIiIiIiIiEyBQlcRERERERERERERERERkSmYl6Grc+6PnXPPOecuOed6nHPNzrl3nHP/1jlXnOE1NzvnfpQ4tts5955z7redc/5RrvOQc+6Ac67NOdfpnHvDOffLY7Ttl51zbyaOb0u8/qGp3vNYnHOfc855iceTGY6Z8ftxzvkT/fpeytfmR865m6d6j8Oucz7lfoc/rmZ4zYL8HnDO3eac+3vn3BXnXF/i47POuQfTHLtg+sA59yujfA8kH7E0r1swfZC4zkcSX++axM/cOefc0865/RmOX2j375xzv+qce90515G4p3ecc1/OdE8LrQ8mw2kcTXddjaMaRzWOahzVOKpxdFycxtF019U4qnFU46jGUY2jGkfHxWkcTXddjaMaRxfNOOo0hqZea9GOo84szjHU87x59wD6gdeBvwb+b+BPgLcAD7gMLB92/EeBKNAJ/E/g/wFOJI5/OsM1fjOxvxH4U+C/AJcS2/5jhtf8x8T+S4nj/xRoSmz7zRnsj+VAK9CRuNaTc3E/gAOeTuw/kejn/5no9yjw0Wm85/OJe34qzeP30hy/IL8HgD9InLsB+Bvg/wL+IvHz8B8Wch8AOzJ8/Z8Cnktc75kF3gd/nNK2v8J+H34P+x0ZBz67kO8/ca2vJ85bl+iD/xc4mtj2PcAt9D6YZL9pHB16XY2jGkc1jmoc1TiqcXQi/aZxdOh1NY5qHNU4qnFU46jG0Yn0m8bRodfVOKpxdFGNo2gMTV5rUY+jLOIxdFp/kUzjFySSYfv/mbj5/y9lWz5QD/QBe1LPAbyaOP6JYeepBnoTnVmdsn0JcCbxmv3DXnNzYvsZYMmwczUlzlc9mfsdoy8c8HPgbOIbbcTgPFv3A3wq8ZpXUr9GwI2J/q8H8qbpvs8D58d57IL8HgAeT1zvZ+n6FQgu9D4YpW9eS7TjkYXaB0A5EAOuAmXD9t2VaMO5hXr/iXN+LHmfQEnq9z7w/cS+X1nIfTCFvtM4Onh+jaNjH7sgvwfQODpa32gc1TiqcXT0vtM4Onh+jaNjH7sgvwfQODpa32gc1TiqcXT0vtM4Onh+jaNjH7sgvwfQOJqpXxb8GJo456IeR1nkY+iM/QDNxAPYnuiUn6Vs+9XEtq+lOf7uxL4Xhm3/d4ntf5jmNWnPx2Ay//k0r8l4vmm4569g73y4HXs3SLrBeVbuB3gxsf2uNK/JeL5J3vd5xj84L7jvAWzq73NAF1C6GPtglHvdkrhODeBfqH0A7Euc6x8z7G8HOhbq/Q+71m+M8n1wcCH3wXQ/0Dj6FBpH0x274L4H0Dg62r1qHPU0jqJxdLJ9qnFU42i6Yxfc9wAaR0e7V42jnsZRNI5Otk81jmocTXfsgvseQONopvtcFGNo4nyLehxlkY+hM/IDNFMPBkvy/1PKtm8mtn0qzfGBxC+3ASCcsv3lxGv2p3nNssS+S8O21yS2L0vzmv2JfS9N8/1uAnqA/5J4/hTpB+cZvx8gjJV3dwGBNK9JvlvqG9N07+eBK8Bngf8d+0fKXaT8Ql7I3wPArYnzPZ24h48A/1uiH9K1ecH1wSh98yek/8fjguoDoAh7d88VUt4RlNh3e+I631+o958437OJ8z2QZl92Yp8HFC7UPpjuBxpHn0LjqMZRjaMaRzWOgsbRyfapxlGNoxpHNY5qHNU4ChpHJ9unGkc1jmocXcTjKItkDE2cb1GPoyzyMXRGfoCm6wH8HjYg/RfgpcRNv0vKO0QYXBNgd4ZzvJ/YvyllW0NiW3GG13Qm9mcnnucknndkOL4ksb9uGu89ALwNnASyEtueIv3gPOP3A2xObDuS4TV7EvvfmKb7P5/yw5f6OAfcMezYBfc9APxO4nz/HXgvTT+8sBh+DtJcIwtowaZnGL4GyILrA+C3sXdE1mNrPvwR8F1sqoNnSZmeYoHe/98mzvelNPuS74rygJsWah9MQx9qHNU4qnFU42jqNTSOahxN7tM4Or4+1DiqcVTjqMbR1GtoHNU4mtyncXR8fahxVOOoxlGNo8nzL6oxNHHORTuOssjHUB/z2+8B/xb7Br0V+AnwIc/zGlKOKUh8bMtwjuT2wkm8pmDYx4lcY6r+DbATm9u6Z4xjZ+N+ZrsP/ga4B5v/PAfYCvw5Nr/2j51z26fYtvn+PVCW+PjPsUHpXiAP+6X0U+wdMU+nHL8Q+yCdTybO/2PP8y4N27fg+sDzvP8KPIb9Y/0LwO9ja0JcAr7qeV59yuEL7v6BZxIff9c5V5Tc6JwLAH+YctySKbRvvvfBVGkc1TiqcVTjaCqNoxpHNY5OjMZRjaMaRzWOptI4qnFU4+jEaBzVOKpxVONo0qIaQ2HRj6OLegyd16Gr53nlnuc57Bf0Y8Bq4B3n3K4JnMYlTzfDr5nM8ekv7txebOqF/+R53mvTccrEx5m8n8leI/2FPe8PPc973vO8Os/zuj3Pe9/zvH8O/GdssHpqhts2p98DgD+lHZ/wPO85z/M6Pc87CjyKlcLf4ZzbP87zXY99kM4XEx//fBKvve76wDn3L4HvAV8F1mD/UN2NvTPwW865/zCR002ibXP9PfBt4MfYvR9zzv2Fc+6/AoeBB4HTieNi4zzf9dgHU6JxVOOoxlGNo8NoHNU4qnF0AjSOahzVOKpxdBiNoxpHNY5OgMZRjaMaRzWOplhUYygs+nF0UY+h8zp0TUr8gv4+8CGgGFvwNml4Yj1c/rDjJvKa9nEeP1ZKPm6JtP8bwCngX4/zZbNxP5Pp55nwZ4mPt6dsW1DfAwktiY/nPM97N3VH4h1yP0083TvO9l2PfTCEc+7/b+9OQiW76jgA/27U2NHQmKjBYWHSEDHDIoIB0+KwURNI1I2gizYbwY3ihBtXtTAEJdPCBFFbEATBuLEdNuKQqMEBBwiOxKgkohhjGrVNt3nkuDinOkW9qnqv61a/+O79PngUfe65de75v3vrV49zu+ryJIdT35h8Y0GXQdWg67o3JPl4kmOllA+VUh5sb1R/lvoG7c9JPtx13aFdHtu+mn+SlFKeTPKW1Ltj/5rkSOoXoT+cepfso63r9M6wwdVgU+TojuRoNYhzoJGjc+SoHI0cXZsc3ZEcrQZxDjRydI4claORo2uTozuSo9UgzoFGjs4YW4YmcnTsGbovFl2nSil/SvKrJFd0XfeC1vzb9vjy+f4t6C5J/aLwB2c2rdrnxal3HTxcSvlPG/dE6oVwfts+79L2+LszmtBi57fjuizJya7ryvQn9SM5kuQzre2OPZzPA6l3Hhxqdd3NPmfD9EJ87kzb0M6B2eM7vmT7NLzPm+s/pBrMe097PFpKWXQXzNBqcH17/M78hnY8P059DX9lax7a/NPG3Cql3FpKuaqUcl4p5WAp5drULLgqyeNJfrmL+ezbGmySHJWjkaNTcnS7odVAjkaObpoclaORo1NydLuh1UCORo5umhyVo5GjU2PL0bFlaCJHR52h+2rRtXlJe5xeoN9uj9cu6Pu6JM9Jcl8p5dRM+6p9rpvr02efdZxKcnTJz89bn++3f08/ouKsz6fV777Uer72DMbZtOnHLsxeYEM7B5Lk3tQXkku7rjt3wfYr2+Mfd3Fs+7UGp3VddyD1jpgnU8/9RYZWg2e3xxcu2T5t/+8ujms/zn8nR5IcSPKlUsoTc+OOpQbrkqNyNJGjcnS7odVAjq4mR9cnR+VoIkfl6HZDq4EcXU2Ork+OytFEjo4mR0eaoYkcXWX4GVpK+b/6SfKKJC9a0H5OkptSP1P5BzP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"text/plain": [ "<Figure size 1152x288 with 4 Axes>" ] }, "metadata": { "image/png": { "height": 263, "width": 942 } }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(nrows=1, ncols=4, sharey=True, sharex=True, figsize=(16, 4))\n", "ax[0].scatter(L.IP,L.VPVS,20,L.LFC,marker='o',edgecolors='none',alpha=0.5,cmap=cmap_facies,vmin=0,vmax=4)\n", "ax[1].scatter(L.IP_FRMB,L.VPVS_FRMB,20,L.LFC_B,marker='o',edgecolors='none',alpha=0.5,cmap=cmap_facies,vmin=0,vmax=4)\n", "ax[2].scatter(L.IP_FRMO,L.VPVS_FRMO,20,L.LFC_O,marker='o',edgecolors='none',alpha=0.5,cmap=cmap_facies,vmin=0,vmax=4)\n", "ax[3].scatter(L.IP_FRMG,L.VPVS_FRMG,20,L.LFC_G,marker='o',edgecolors='none',alpha=0.5,cmap=cmap_facies,vmin=0,vmax=4)\n", "ax[0].set_xlim(3000,9000); ax[0].set_ylim(1.5,3);\n", "ax[0].set_title('original data');\n", "ax[1].set_title('FRM to brine');\n", "ax[2].set_title('FRM to oil');\n", "ax[3].set_title('FRM to gas');\n", "for i in ax: i.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## statistical analysis" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### generalities\n", "\n", "Through FRM I have created an _extended_ dataset. What I want to do now is a further abstraction, moving away from the intricacies and local irregularities of the real data with the goal of creating a fully synthetic dataset representing an idealized version of a reservoir.\n", "\n", "The first step is to study some basic statistical properties, i.e. [tendency](http://en.wikipedia.org/wiki/Central_tendency), [dispersion](http://en.wikipedia.org/wiki/Statistical_dispersion) and [correlation](http://en.wikipedia.org/wiki/Correlation_and_dependence) between certain elastic properties for each litho-fluid class.\n", "\n", "Central tendency is simply described by calculating the mean values of some desired elastic property for all the existing classes; dispersion and correlation are summarised with the _covariance matrix_, which can be written like this (for two generic variables X and Y):\n", "\n", " [ var_X cov_XY ]\n", " [ cov_XY var_Y ]\n", "\n", "if I had _three_ variables instead:\n", "\n", " [ var_X cov_XY cov_XZ ]\n", " [ cov_XY var_Y cov_YZ ]\n", " [ cov_XZ cov_YZ var_Z ]\n", "\n", "Where `var_X` is the [variance](http://en.wikipedia.org/wiki/Variance) of property X, i.e. a measure of dispersion about the mean, while the [covariance](http://en.wikipedia.org/wiki/Covariance) `cov_XY` is a measure of similarity between two properties X and Y. A detailed description of the covariance matrix can be found at [this wikipedia entry](http://en.wikipedia.org/wiki/Covariance_matrix).\n", "\n", "Python allows me to easily perform these calculations; the covariance matrix will be stored 'flattened' to make it easily accessible even if it has redundancies s(e.g. `cov_XY` in the 2-variable scenario):\n", "\n", " [var_X cov_XY cov_XY var_Y]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### implementation in python\n", "\n", "For the rest of this exercise I will work with the two variables used so far, i.e. Ip and Vp/Vs.\n", "\n", "First I need to prepare a few things to make the procedure easily extendable to other situations (e.g., using more than two variables):\n", "\n", "1. collect all the insitu and fluid-replaced logs together to create a _megalog_;\n", "2. create a Pandas DataFrame to hold statistical information for all the litho-fluid classes.\n", "\n", "To create a megalog (step 1) I use the following code:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "lognames0=['LFC','IP','VPVS']\n", "lognames1=['LFC_B','IP_FRMB', 'VPVS_FRMB']\n", "lognames2=['LFC_O','IP_FRMO', 'VPVS_FRMO']\n", "lognames3=['LFC_G','IP_FRMG', 'VPVS_FRMG']\n", "\n", "ww0=L[pd.notnull(L.LFC)][lognames0].values\n", "ww1=L[pd.notnull(L.LFC)][lognames1].values\n", "ww2=L[pd.notnull(L.LFC)][lognames2].values\n", "ww3=L[pd.notnull(L.LFC)][lognames3].values\n", "\n", "ww=pd.DataFrame(np.vstack((ww0,ww1,ww2,ww3)), columns=lognames0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "What I have done here is to first define 4 lists containing the names of the logs I need. Then I extract into 4 separate temporary DataFrames that are automatically converted to simple Numpy arrays (with `.values`) different sets of logs. For example, `ww0` contains only the `LFC`,`IP`,`VPVS`, while `ww1` contains only `LFC_B`,`IP_FRMB`, `VPVS_FRMB`.\n", "\n", "I then merge the 4 datasets together and convert it back to a Pandas DataFrame assigning as column names `LFC`,`IP`,`VPVS` (at this point, I treat all samples the same regardless of whether they were the insitu values or the fluid-replaced ones).\n", "\n", "In other words, I have created a megalog (`ww`) that includes all values of Ip and Vp/Vs that are both measured for a certain facies, and synthetically created through fluid substitution.\n", "\n", "For step 2 first I build the headers for a Pandas DataFrame to store mean and covariances for each class:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": true }, "outputs": [], "source": [ "nlfc=int(ww.LFC.max())\n", "nlogs=len(ww.columns)-1 # merged data always contain a facies log so total number of logs is 3-1\n", "names_mean=['']*nlogs # create empty list of strings for the mean columns header\n", "names_cov=['']*nlogs**2 # same as above but for the covariance columns\n", "for i,aa in enumerate(names_mean): # populate names_mean with unique names\n", " names_mean[i]='mean'+str(i)\n", "for i,aa in enumerate(names_cov): # populate names_cov with unique names\n", " names_cov[i]='c'+str(i) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I will now create a DataFrame which is dynamically dimensioned and made of `nfacies` rows, i.e. one row per each facies, and `1+n+m+1` columns, where `n` is the number of columns with the mean values of Ip and Vp/Vs, `m` is the length of the flattened covariance matrix. In this example where we have only two properties this means:\n", "\n", "* 1 column to store the facies number (`LFC`)\n", "* 2 columns to store mean values (`mean0` and `mean1`)\n", "* 4 columns to store flattened covariance matrices(`c0` is the variance of Ip, `c1` and `c2` will be the covariance Ip-Vp/Vs and they will be equal, `c3` is the variance of Vp/Vs)\n", "* 1 column to store the number of samples belonging to each facies (`SAMPLES`)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": true }, "outputs": [], "source": [ "stat=pd.DataFrame(data=None,\n", " columns=['LFC']+names_mean+names_cov+['SAMPLES'],\n", " index=np.arange(nlfc))\n", "stat['LFC']=range(1,nlfc+1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is how the `stat` DataFrame looks like now:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>LFC</th>\n", " <th>mean0</th>\n", " <th>mean1</th>\n", " <th>c0</th>\n", " <th>c1</th>\n", " <th>c2</th>\n", " <th>c3</th>\n", " <th>SAMPLES</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " <td>NaN</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " LFC mean0 mean1 c0 c1 c2 c3 SAMPLES\n", "0 1 NaN NaN NaN NaN NaN NaN NaN\n", "1 2 NaN NaN NaN NaN NaN NaN NaN\n", "2 3 NaN NaN NaN NaN NaN NaN NaN\n", "3 4 NaN NaN NaN NaN NaN NaN NaN" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To recap: right now I just have an empty box, made of four rows (because we have 4 classes: shale, brine, oil and gas sands), and for each row we have 2 columns to store the averages of property n.1 (Ip) and n.2 (Vp/Vs), 4 columns to store the flattened covariance matrices and finally 1 column with the number of samples for each class (that will inform me on the robustness of the analysis, i.e. if I have too few samples then I need to consider how my statistical analysis will not be reliable).\n", "\n", "The following snippet shows how to populate `stat` and prints out the number of samples in each class; also note the use of `.flatten()` at line 5 that linearize the covariance matrix as discussed above:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LFC=1, number of samples=1546\n", "LFC=2, number of samples=974\n", "LFC=3, number of samples=840\n", "LFC=4, number of samples=4512\n" ] } ], "source": [ "for i in range(1,nlfc+1):\n", " temp=ww[ww.LFC==i].drop('LFC',1)\n", " stat.loc[stat.LFC==i,'SAMPLES']=temp.count()[0]\n", " stat.loc[stat.LFC==i,names_mean[0]:names_mean[-1]]=np.mean(temp.values,0)\n", " stat.loc[stat.LFC==i,names_cov[0]:names_cov[-1]]=np.cov(temp,rowvar=0).flatten()\n", " print('LFC={}, number of samples={}'.format(i, temp.count()[0]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look back at `stat` and see how it has been filled up with all the information I need: " ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>LFC</th>\n", " <th>mean0</th>\n", " <th>mean1</th>\n", " <th>c0</th>\n", " <th>c1</th>\n", " <th>c2</th>\n", " <th>c3</th>\n", " <th>SAMPLES</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>1</td>\n", " <td>6790.21</td>\n", " <td>2.11403</td>\n", " <td>199721</td>\n", " <td>-27.9541</td>\n", " <td>-27.9541</td>\n", " <td>0.0205225</td>\n", " <td>1546</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>2</td>\n", " <td>6184.98</td>\n", " <td>2.00664</td>\n", " <td>337593</td>\n", " <td>-16.7249</td>\n", " <td>-16.7249</td>\n", " <td>0.0234101</td>\n", " <td>974</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>3</td>\n", " <td>5816.3</td>\n", " <td>1.939</td>\n", " <td>360001</td>\n", " <td>8.66782</td>\n", " <td>8.66782</td>\n", " <td>0.020416</td>\n", " <td>840</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>4</td>\n", " <td>6087.85</td>\n", " <td>2.31668</td>\n", " <td>492525</td>\n", " <td>-98.0249</td>\n", " <td>-98.0249</td>\n", " <td>0.0562869</td>\n", " <td>4512</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " LFC mean0 mean1 c0 c1 c2 c3 SAMPLES\n", "0 1 6790.21 2.11403 199721 -27.9541 -27.9541 0.0205225 1546\n", "1 2 6184.98 2.00664 337593 -16.7249 -16.7249 0.0234101 974\n", "2 3 5816.3 1.939 360001 8.66782 8.66782 0.020416 840\n", "3 4 6087.85 2.31668 492525 -98.0249 -98.0249 0.0562869 4512" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stat" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I can also interrogate `stat` to know for example the average Ip for the litho-fluid class 1 (brine sands):" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 6790.21\n", "Name: mean0, dtype: object" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stat[stat.LFC==1]['mean0']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "or the variance of Vp/Vs for class 2:" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 0.0205225\n", "Name: c3, dtype: object" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stat[stat.LFC==1]['c3']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Obviously I need to remember that the _first_ property is Ip, so that's why I am querying the column `mean0` (`mean1` contains the mean values for the _second_ property, in this case Vp/Vs). I could have named in a different way the columns just to avoid any confusion, agreed.\n", "\n", "Remember that Python works with zero-based lists and vectors, so the first one has always an index of 0. If I were working with 3 properties, e.g. Ip, Vp/Vs and density, then the average density value for a hypothetical class 5 would be: `stat[stat.LFC==5]['mean2']`; \n", "\n", "To display graphically the same information and compare brine sands (class 1) with gas sands (class 3) I use Pandas' `scatter_matrix`:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "image/png": 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NzxfKrf4y8IhlWbW9Ft9kLph4Xf2leD1w1LKscxeOHwXiFzkvAfzH1bwhkbX26U9/ui6JMxQK8ZGPfIT5i3Jer5d/+qd/Ytu2bXWv/Y3f+A3i8fgV3TcajfLFL36xbux3fud3ruhaCy0MHn7wgx8wOjq6ItcWWSmTk5NUq1W8Xq+9nSmZTFIul2lqaqKl5ZIpdSIi19xGCx4+BvQDXzPGvNIY81JjzMeAXwE+aVlW0bKsp5gr0/oRY8ybjDH3MlemtR/4H7ULWZYVY65C07uNMb9njHmxMeaTwEuA/zbvvBLwXuDXjDHvv3DenwBvBP7IsqziNXnnIqugUqnw0Y9+tG7sne9855K16FtaWvj85z9fVwVpYmKC3/zN32Rx3YFL+/jHP06p9Owi4s6dO7nvvvsu+zpL2bVr16IGc//8z/+8ItcWWSnF4rP/fLS3t9Pf309nZyc33HAD27cvXBQXEVkfNlTwYFnWl4GfY2670f9hLnn6hcBvA/M7Qf068HfA+4GHgC3AyyzLemLBJd9z4ZzfBb4F3AX8kmVZX1tw308BvwX80oXzfgV4m2VZH1/J9ydyrf3rv/4rg4OD9rHX633OnIM77riD//7f/3vd2IMPPsgXvvCFi7xiaalUatGWpbe97W0XrURzJRZWXVLeg6w3DQ0Ndcder5dIJEIkElmjGYmIXNqGCh4ALMt62LKsF1uW1W5ZVoNlWQcsy/qEZVmVeefkLMv6PcuyOi3L8lmW9VOWZX1viWtVLMt6v2VZWy3L8lqWddOFAGWp+/61ZVm7Lpy307KsT6zi2xS5Jj7zmc/UHb/+9a+/5IPLe97zHm6//fa6sd/+7d9mfHx82ff95Cc/WVddpqWl5YrLs17Ma17zmrrjH/7wh5c1R5HV1tnZSVNTk33scrm44YYb1m5CIiLLsOGCBxFZGZOTkzz88MN1Y7/1W791yde53W4++9nP4vV67bHp6Wne/OY3L2v7UiaT4UMf+lDd2O/+7u+ueHJof38/t956q31sWRb/8i//sqL3ELkaDoeD7du3s3fvXnbt2sX+/fuVJC0i656CB5FN6otf/GJdE6o9e/bw/Oc/f1mv3bNnD+9///vrxh566KFFKxlL+cAHPsDk5KR9HAqFVixReqGFW5e+9KUvrcp9RK6Gz+cjFAqt6LY9EZHVov9TiWxSn//85+uOX//617O47cnFvfOd7+Suu+6qG3vHO97B8PDwRV8zMjLCBz/4wbqxt7/97TQ3N1/kFVdn4dal//t//y/T00s1oBcREZHlUPAgsglNTk5y8ODBurHXvva1l3UNp9PJZz7zGQKBZ1uqpNNpXv3qVy/qVA1z24be9KY31X0vEonwh3/4h5c5++XbsWMH+/fvt48rlQqPPPLIqt1PRETkeqfgQWQT+sY3vlGXn3DzzTdfUaLmjh07+Mu//Mu6sUOHDvGrv/qrdWVYAT70oQ8tenB/3/veR2Nj42Xf93L83M/9XN3xN77xjVW9n2w8xWKxbgufiIhcnIIHkU3oa1+rq0bMK17xiiu+1lvf+lbuv//+urF//ud/5hWveAUTExNUq1U++tGP8q53vavunLvvvpu3vOUtV3zf5VoYPDz88MNUq9VVv6+sf9lslmPHjnH06FGOHj36nFvurpVqtar/PkVkXXOt9QRE5NoqFAp861vfqht74IEHrvh6DoeDf/iHf+Cuu+7i6NGj9vg3v/lN+vr6aGxsXNSFuqGhgb/7u7+7Jgmid955J01NTXZp2MnJSX7yk58saiInm8/Zs2ftRm3VapV4PI7P51uzPgvDw8MkEgmq1SoNDQ309/fjcumfaRFZX7TyILLJfP/73yeTydjHnZ2ddSVNr0RjYyNf//rX6e/vrxsvFouLAgeXy8WXv/zlReeuFrfbzUtf+tK6sYceeuia3FvWr2w2W9fhuWZ+/5FrKRqNEo/H7VWHmZkZzp07tyZzERF5LgoeRDaZf/u3f6s7vv/++1dkBWDr1q0cPHhwUQO5+UKhEF/5ylcWPcyvNuU9yEIX+29+rT7pn5qaWjQ2MzOjXAwRWXcUPIhsMt/+9rfrjlfyQb6zs5ODBw/y4Q9/mO3bt9vjXq+X1772tTz99NP8/M///Irdb7le9rKX1R0/8cQTKtm6yfl8vrruzjXt7e1rMJv6YKZarS4qOCAisl4oeBDZRKampnjqqafqxu65554VvYfL5eId73gHp0+fZmxsjJMnT5JKpfiHf/gHtm3btqL3Wq7Ozs66kq3VapUf/OAHazIXWT/6+/uJRCL4/X4aGhrYsWPHmnV4rgUt8Xic06dPMzAwwOTkJPl8fk3mIyJyMQoeRDaR733ve4tKtLa1ta3KvYwxdHV1sWvXLrxe76rc43K85CUvqTv+zne+s0YzkfXC4XDQ29vLnj172Llz56qXDX4ubW1tNDQ0kEqlcDqdNDc309raytmzZ1V9SUTWFQUPIpvIwi1L99577xrN5NpT8CDrncfjYfv27ezYsYOOjg4cDgflcpl0Or3WUxMRsSl4ENlEFj4wL3ygvp7dfffddfvKjx49SiwWW8MZyWZWKw0bjUbtruvGmCXPVblWEVlPFDyIbBITExOcPHnSPnY6nfzMz/zMGs7o2gqHwzz/+c+vG/ve9763NpORTa1YLHL8+HGGh4cZGxvjxIkTxGIxIpHIoipQfr9/zfIwRESWouBBZJN49NFH645vueUWGhoa1mg2a0Nbl2Q9iEaji3pMjI2N4XK52LFjBw0NDXi9Xtra2ti5c+cazVJEZGkKHkQ2if/4j/+oO77rrrvWaCZrZ2Hw8P3vf3+NZiKbWS6XWzRWrVYpFouEQiF27tzJvn376Ovr05YlEVl3FDyIbBIHDx6sO77zzjvXaCZr584776zbFnLixIklm3OJrCa/379ozOFw4PP5LvnacrmsxnEisqYUPIhsAvl8np/85Cd1Y5sxeGhoaOCmm26qG1u4nUvkYtLpNGNjY8Tj8asqn9rZ2YnH46kb6+7ufs5O7+VymdOnT3P48GEOHz7MwMDAhinhallWXYloEdnYtB4qsgkcOnSobo91X18fvb29azijtXPXXXfVNco7ePAg999//xrOSDaC4eFh4vG4fTw5Ocnu3buf84H/YjweD3v37iWRSFAulwmHw5dcdRgaGmJmZsY+TqVSjI6O0tfXd9n3v1YqlQrJZJJCoYAxhmAwuKa9NERkZWjlQWQTWLhlaTPmO9QsXHFZmAsislA+n68LHGAub+FqSv06HA7a2tro7Oxc1nalVCoFwMzMDIlEgkKhQDKZvOL7XwvxeJxEIsHs7CzlcplMJsPs7OxaT0tErpJWHkQ2ASVLP2th8PDjH/+YUqmE2+1eoxnJelfrw7BQoVBY1uvL5TKxWIxcLoff7ycSiVx2IrTD4eDcuXN1ydZdXV2XdY1rKZvNMjY2Zm9XymQyNDc3k8vlCAaDazw7EbkaWnkQuc5ZlqVk6Xm2bt1Kd3e3fZzP5+u2MYksdLE+C0slPi9UrVY5ffo00WiUVCpFNBrl5MmTl52v4HA4FlVpqlQqi0q+rhepVKouz8GyLDKZzEUb4YnIxqHgQeQ6NzAwwOTkpH0cCoV43vOet4YzWlvGGG1dksvi8XiIRCJ1Y8FgkLa2NjKZDNFolEQisWRAkE6nFz30FwoFEomEfRyLxTh58iSnT58mmUxSrVbJZrN112toaCASieD1evH7/XR2dtLS0nLRVZG1VEuQ9nq9deOlUolAILBGsxKRlaJtSyLXuR/96Ed1x3fcccemrx1/55138uUvf9k+PnjwIO94xzvWcEay3vX29tLS0kI6ncbn8xEOhxclUQeDQXbu3FmXRH2xlYHa+OjoKLFYjEwmQz6f5/DhwzQ0NNDW1obD4aC7u5tIJILf76elpYWWlpa66ywnX+JaM8bgcrkIh8PMzMxQKBRwOByEw+FlrdZcrdnZWRKJhH1PbZMSWVmb+wlCZBNYWKL1jjvuWKOZrB8veMEL6o4ff/zxNZqJbCSBQMD+5HypJOrZ2Vni8XjdKsXFqgs1NjZSrVaJxWKcOnWKZDJJPB5nbGyM5uZmbr/9dnp7exkdHSUUCtHW1sbU1FRdnkVbW9u6DB4AmpqaSCQS9vs3xtDW1rbq952ammJ4eNjeMpVIJOjr66OpqWnV7y2yWSh4ELnOLXwwvv3229doJuvHgQMHcLlcdrOtwcFB4vH4NXm4kevDxbYLLdyi5PP56O7uJhqNUq1WqVarNDQ04HK5GB4e5qGHHmJiYoKZmRncbjdut5uZmRmmp6fx+XxEIhGSySTd3d3s2bOHRCJBPp+nsbFxXZc99Xq9RCIR8vk8MJcfciVlbS+HZVmMj4/X5VqUSiVisZiCB5EVpJwHketYuVzmySefrBu77bbb1mg264fP51uU93Ho0KE1mo1sRPP37heLRUZGRjh58iRDQ0OLViQ6OzvZv38/nZ2dOBwOZmdnOXToEP/6r/9KPp+nVCqRzWaJx+Nks1l8Ph+5XM7u61DbZlgr79rb27uuA4cap9NJMBgkGAyueuAAF+++XSgU1KROZAVp5UHkOvbMM8/UfUIaiUTYsmXLGs5o/bjtttvqAqvHH3+c++67bw1nJOtdOp1mcnKScrlMU1MTLpeLc+fOMTQ0RCAQoLm5mUAgwPDwMA6Hw+5r4PP56OrqYnp62r7W8PCwXcrU5XLZeQKVSoXGxkY8Hg9utxuPx7Moz0GW5nQ68fl8i1aFgsGgqjyJrCAFDyLXsYVblm677Tb9I3rB7bffzv/+3//bPl6YGyIyXzqd5syZM/bx0NAQY2NjjI6OMjg4SFNTEy984QvtoOHb3/42vb29eL1ecrkck5OTWJaF2+0mHo8TjUaZmZmxH3g7OjooFot0dHTgcDhIpVJ2MDK/wEGxWCQajVIqlQgGg0QikWvyqf5G4HA46OrqYmRkxE5I93q9daWZReTqKXgQuY4tfCBWvsOzFm7fUtK0PJfx8XGy2SxOpxOv18vw8DBPPfUUXq+XSqVCMpnkscceo1AoEI/HmZ6eJpPJ0NPTQ1tbG5VKhaGhIXw+H8PDw3bQANDc3IzD4cDj8dDb20soFKK5uRm/308ymSQajdLZ2UmxWOTEiRP21pxUKsXMzAw7d+5cyz+adaWpqQmfz8fs7CwOh4OGhgacTudaT0vkuqLgQeQ6pmTpi9u/fz9er9euXjM2NsbY2Jg+pZRF0uk0x48fZ2ZmBofDQTAYZGhoiHPnzpHJZEin07hcLhobGykWiwQCAYwxjI2Nkc1m8Xq9jI+Pk0wmmZiYYGJigqamJgKBAC0tLViWRUtLC/fddx/RaHTR/aenp+ns7CQejy/a0z8zM0Mmk7loI7vNyOv1LuoxISIrR8GDyHWqUCjw9NNP140pWfpZbrebAwcO1PXBOHTokIIHqVOtVjl58iSJRIJoNIoxhlKpxLe//W2GhoaAue0ytSTnkZERdu/eTTKZJJlMkk6naWxstFca2tvbSafTFItFdu3aRVdXl93LIRKJLBk81JRKJarVKpVKBYfDYVde8vl87Nq1a9P3bxGRa0MbJUWuU0eOHKFUKtnHW7ZsoaOjYw1ntP5o65JcSj6fZ3BwEK/Xi8/n48yZM3zta1/j1KlTpNNpu7lbLpfD7/fjdrvthGqY21o0Pj5uJ0H7/X6CwSC5XI5oNMro6KjdMdrlctHc3LxoDq2trcBcH4mjR4/y+OOP8/DDDzM0NEQ2myWTyXDy5MklO1yLiKw0fUwhcp1aKlla6i38M1lY1lakXC6TyWQYHR3lzJkzHDlyhPPnz1MsFqlWq5TLZYwx9laZWlBQrVYplUo0Nzfj8XjweDy4XC5GR0fxer10dnbS0tJCY2Mjra2teDweALZu3YrT6SSZTOJ0Omlvb7d7PUxMTJBKpYjFYkxPT5NIJLjvvvtwuVyk02nOnj1Ld3d3XRlZqWdZlopGiFwlBQ8i1yklS1/aLbfcUnf81FNPrdFMZL2amJjg0KFDnDx5koGBASYmJsjn8zgcDrvKUW3bUq0pWrVaJZFIkM1mKRaLNDc3Y1kW4XCYeDxOPp8nHA7jdDrZunUrqVSKzs5O+1p9fX309fXVzWN6epqJiQna29vtB+BCZjnxAAAgAElEQVRSqcQzzzzD6OgolUqFbdu2kU6naW1tZevWrYveS6lUolAo4HK51m1n6tWSyWTIZDJUq1W8Xq/95y8il0/Bg8h1SsnSl7Znzx7cbre9vWt0dJSpqSl7m4hsbvF4nIMHD5JKpRgYGGBoaMjeGlT76nA4KJfLOJ1OWlpa8Hq9zM7OkkwmyeVyZDIZCoUC/f39tLW12cFBrXlaKpXC7/fb246amprsZnLzlctl+55NTU2Mj48zMzODx+Mhl8tRqVTsfJ2pqSmam5vrGsnVtljVeDweWltbN8Sn8PF4nKmpKcrlMs3NzZedl5TL5Uin0/ZxoVAgkUjQ3t6+0lMV2RSU8yByHcpmsxw7dqxu7NZbb12j2axfHo+HvXv31o0tTDKXzSORSHDkyBGeeuopEokEp0+fZnBwkJGREWKx2JI5BW63m+7ubm666SbGx8fJZDKcP3+eeDxOLpejWCxiWRbZbJapqSna29txu90Eg0Gi0Sjf//73eeKJJzh9+jSzs7NEo1E7EXu+np4eXC4XhUKBXC5HuVzG5XLhdDqZmppidnaW48ePMzo6SrVaJZ1OU61WGRsb49SpUxw7doxz587ZDdSKxeKiZmoLVatV4vE4o6OjdQ/f11I8Hmd4eJjZ2VkKhQLRaJTh4eHLusZS77NUKtXlhInI8mnlQeQ69OSTT9Y96OzYsWPJREyBAwcO1AUMTz/9NC95yUvWcEZyLVWrVWKxGGfOnOH48eMUCgVCoRBPPvkkR48e5fTp0xw+fJjZ2dklXx8KhWhtbbWToOPxOLFYzH5gra1ETE1NUalUAHC5XJw9e5bp6WlKpRLxeBxjDE6nk46ODqanp9myZUtd9aRAIEBPTw8/+tGPmJmZIZfL2RWaat2pq9UqmUyGWCxGU1MTX/3qV4lGowwMDFCtVrnxxhsZGRnhxhtvJBKJPOfDc7lc5uTJk3Yp41gsRltb26LtVKttcnJy0VgikaC3t3fZzfEutrqyEVZdRNYjBQ8i16GF+Q5Klr64m2++ue5YeQ+by+nTp0mn0zzyyCOcOHECh8Nhb+cZHBxkfHzcfoBeyOl00tzcTENDA7Ozs5TLZUqlEqlUinw+b1deSiQSBAIBgsEg+XyeYrGI2+0mEomQyWSwLIt4PE5DQ4NdEW3hKket9Gu1WmVmZoZCocDk5CTlcplAIIBlWQSDQWBuVeHs2bNkMhkGBgbsIGVgYICbbrqJc+fO0d7evqi0a7lcZmZmhlKpxPT0tN0UryYejxOJRK5pvkQt4JqvWq1SrVaXHTwEAgHy+XzdWC2BXUQun7YtiVyHnnjiibpjbVm6uAMHDtQda9vS5pFMJuu2ClmWRaVSYXZ2lnPnzjE9PU0ul8Ptdi/5KXVjYyOBQACHw2HnE8zOzuLz+QgGg3ZSc+2BvKWlhWKxSLlcJh6Pk06n7Qf/WuWmcrlMoVCoe9gtFos89dRTnDhxgnPnzjEyMmI/4J89exan08mWLVu44YYbiEQidHd3k06nmZiYYGpqilKpRLFYZHh4mHw+bwdDtWAD5h7SJycnyWazdsCTTCaxLKvuPS98CF9t4XB40VhDQ8NlPfj7fD7C4TAulwuHw4Hf76elpWUlpymyqSjsFrkOKXhYvoUrD8ePH6dYLNqlM+X6VSwWgbleDPMfRqvVKsYYstmsXUmpXC6TzWYxxuDxeGhubmbfvn3kcjlyuRyhUIhYLMbU1BTVahXLsnA4HFSrVZqbm4lEIjidTpqamhgdHbVzKFwuFw0NDfT29uJ2uzl//jydnZ2cOXMGv9/Pzp07GR8fx7Iscrmcff1cLkdbWxtOp5NAIMD+/fvt+UciEQYHB8nn83ZCtcfjsVdCIpEIHR0ddQFRrfO1ZVl4PB58Pp/dzG5+t+ZrXQa2u7ubSqXC1NQUMBc4LFVJ6lICgYBK2IqsEAUPIteZbDbL8ePH68YWliSVZ7W0tLBlyxZGRkYA7PKXC4MKuf7UqhG53W66urrsT91rD8+WZVEsFsnlcjgcDhoaGnA4HAQCAbssaj6fJxAI2KsYmUyGXC6H1+vF7XYDc3v0z549y/nz53G5XBhjaGxspFgsEggEqFar3HPPPfT399dtxan1jMjn8/an7fMf+I0x9PX10dzcjNfrtbdcRSIRtmzZwunTp2lra+P8+fPAXNJ1LdCYHyxlMhlmZmbsVYZisYjL5bJXRWo6OzuveVDtcDjYunUrPT09ANpqJLIO6KdQ5Dpz5MiRuv3S27dvX3LpX551880328EDzOU9KHi4/vl8Pnp7eykUCoyOjrJnzx67O/SJEyc4cOAATz75JB6Pxy4T2tnZiWVZJJNJjDFkMhkmJycplUr2g3+5XKZSqdgP3+VymfPnz9Pe3m5XSaoFJwDt7e0Eg8El9/DPzs7i9/uZnZ1l//79TE5OEo/HcTqddHZ2Eg6H2bt3L/v27at73e23304qlWJ0dJStW7fi9Xppbm7m5ptvJhKJkEgkmJmZwe12Y1kWlmURjUYplUoEg0HC4TD9/f0EAgHK5TKNjY1r2htCQYPI+qGfRpHrzKFDh+qOn//856/RTDaOAwcO8PWvf90+Vt7D5hGJROzVp8HBQTtnIZ/Pc+TIEXw+Hx0dHVSrVQKBAHv37uX06dN2fkIikaBUKuFyufB4PBQKBRwOh72/vlwu2zkNtcTdWpJ0IBDA7/dTKpUIhUL2Nqf5fD4f3d3dzMzM0N3dzS233GJ3qd6yZQs9PT3ceOONAHbeRC0Z+MCBA3ZvCYDm5mb6+vrsfI6aeDxOqVSyt2bVyqLu3bvXXlUZGhqiVCrR0NBgl40Vkc1JP/0i15mF+Q4KHi5NFZc2N5fLRW9vL729vcBcQ7UHH3yQTCaD0+nEsiycTider5eenh5OnDhBNpulUChQqVTsQKKW61CtVvH7/YRCIWZnZ3E4HLS1teH3+/H7/RQKBTtI8Hg8hMNhent78Xg8xGKxunl1dHTgcrnYs2cPyWSS7u5uisWi3Sm6o6ODQCDA2NiYnUdRCxZq83G5XOzYscMOXmqBQ22FZHZ2ltnZWdrb2/F6vXag43A4SKfTnD171p7T1NQU+Xye3bt3X6u/HhFZZxQ8iFxnFDxcvoUVlw4fPoxlWaoDvwkNDw8Tj8eZnZ0ln8/T3NyM0+kkn88TDAbtYMKyLDt4qAUMxhg7zwHmekB4PB78fj9tbW00NDSQz+fZvn073d3d9urBjTfeSGNjI42NjYRCIVKpFG63m7a2NjvHwOFwLKoQFI1GOXv2LFNTU8zMzBCJRHC5XJw7d45SqcS2bdtwOp115WJr1ZLGxsbsxm+Tk5N2NaJa4BAMBikWi3aicrVaJZvN2u8vn8+v6TYmEVk7Ch5EriOFQoGjR4/WjSl4uLRt27bh9/vJ5XLA3KersVjMrrkvG18+n8flcj3ndpt0Ok08HgfgxhtvJJvNMjo6Csz1dMjlcpw9e5ZYLEY6naZSqdif9Pt8PlpaWuzk6tq9Ojs76e3txev1Eg6H63o6hMNhmpqaiMfjnD59Gq/XS1NTk504XS6X6+YXj8ftylDGGE6dOsXMzAwTExN29+Wenh6mpqbI5XJUq1Xa2toIh8Mkk0l6e3sJhUIkk8m6jtFut5tisVjXSNLhcBAKhZicnCSTyTA2NmavlgSDQXbs2KHgQWSTUvAgch05duxYXdfYvr4+2tra1nBGG4PD4WDv3r11+SJHjx5V8HAdyGQynDp1yi6L2tLSgs/nI5fL4ff7aWxs5Pz588zMzDA5Ocnk5CRer5dAIEA4HCYWizE9PW1/Yp/L5ZiZmbHLttY+ra9VV/L7/ZTLZdxuN6FQiBtvvJH9+/fT19dHqVTiscceo6Ojg3g8zsDAAKFQiJ/+6Z/m3LlzdHV1AXNFD5xOp10mdevWrUxNTdmrADDXRR7mOlifPXuWaDSKx+Ohp6eHM2fO0NnZaZePnZ2dZdeuXcDcVqhaD4pawnatklE2myUQCOByuejr68PhcNDU1MTjjz9el4tRLBbJZrOEQiFGR0dJp9MYY2hvbycSiaz+X6qIrCkFDyLXEW1ZunL79++vCx6OHTvGvffeu4YzkquVTqf593//d/L5PMYYWlpaGBgYoKWlhaamJmBu+05nZycAQ0NDDA4O2tt7zp07ZycT17pCj4+PMzMzg8PhsB++aw/ipVKJdDpNuVymvb2d1tZWCoUCuVyObDbL9PQ0LpeL8+fPMzIyYneKdrlc7N69m+HhYTo7OymVStx00012k7ahoSE7MTscDtPZ2Wl/r1wuk0qlmJycpFgskkqlKJVKjI6OsmPHDrxeL7Ozs3UN4SKRiN3YrratCuZW4GorDrW8Cb/fT3NzM9PT03YuR2dnJ+l0mlwuV5d4PTo6aud3iMj1S8GDyHVEwcOVW1jqcuH2L9lYqtUqR44cIZ1O25WPBgcH7eZvqVSKeDzO1NQU5XKZUChkP4gnk0kymYyd9xAMBimXy+TzeeLxOOVy2V51mN8HoZZY7XK5cLvdjI2NMT4+TiKR4I477uD8+fNMT0+TTqdJpVJ24vPJkycplUo0Njba+QunTp3CGFO38tHY2EhLSwt9fX2EQiGmpqZwOBwYY6hWq2QyGYwxtLa2EgqF7MAoHA7bPS1grjRsKpWyAyjA/n0ymSSbzdLW1mZXkKoFQrXVG5hbrZsfONRMTk4+Z/CQzWbtFY6rbdqWz+dJJpN2PogqQIlcGxvqJ80Y8z3g7ot8+1uWZb3swnnNwAeAVwF+4FHgnZZlHVlwPR/wp8DrgTDwFPCHlmX9YMF5DuAPgf8CdAIngT+xLOvBlXlnIitDZVqv3PwOvaDgYaOLx+MMDg5y/vx5jDGEQiGcTifRaJSWlhbGxsbIZDJMTU2RzWbxeDzMzs7aD/C1vgjJZJJKpWJ/qj+/olLt98YYux9CtVrF6XSSTqeZnZ2lqamJRCJBKpUiEAjwk5/8BK/Xa1dccrlc5HI5xsfH7Q7Pta+1IKWW59Db22uvLPT399Pa2kosFiMajZJIJGhsbMTlcjE9PU0gEKBSqdDV1YXP5yMUCtl/NqFQiB07djAxMUG5XKahoYFisVhXVSkej7Nr1y48Hg+tra12oAJzgUMkEqnLm1iOWjJ6TWtr6xV1i4a5xnuDg4P2cTQaZdeuXcrDELkGNlTwALwVaFww9gLgQ8BXAcxceZSvAv3A7wDTwLuB7xpjDliWNTrvtX8L/DzwLuAs8NvAt4wxL7Asa36txj8Ffh94D3AI+E/Al4wx91uW9Y2VfYsiV6ZUKi3qT6DgYfkWrjwcO3ZMFZc2sKGhIYwxeDweisWi3RCttoWpXC7j8/lIpVI4nU77AdnlctkP07Uk56mpKQqFgn29Wu+GWmO42q9aydZSqWQ3gatWq4TDYYaHh2ltbaWxsZF0Om1ve6ptCar1bqhtb4K5/ITa9bxeL+Pj47S2tuL1etm5cye9vb0kEglaWlpIp9MUi0XK5TJer5fJyUksy+LHP/4x99xzz6JP5UOhkB1QFIvFRcFysVgkFovR29tLX18fwWDQDmIikQh+v5+GhgZmZmbqXjc/6Xq+TCZTFzjAXGGC5ubmulWR5RobG6s7rjXi2759+2VfS0Quz4YKHizLOr5wzBjzZqAIfOHC0CuAFwIvsSzruxfOeRQ4B/wB8PYLYzcDrwXeaFnW310Y+z5wDPiTC9fBGBNhLnD4C8uyPnjhHt81xuwA/gJQ8CDrwokTJygUCvZxV1eXnYApl7Zly5a6h6F0Os3o6ChbtmxZ45nJ5crn83Zfhq6uLqanp8nlcni9Xg4cOEAikQDmqpN1dHTg8Xhwu91EIhF7+08ikcDv99Pd3U0oFLIrK5VKJSqVCul02i7PWivfWmsQ5/V6aWhowO/3U6lUyOfzlMtlu1t0rcKS0+nE6XQyMjJCtVqlUCgwMzNDqVSyqzhZlkWlUrE/9fd6vRhj6Onpob+/3962Ew6HOXbsGE6nk4aGBkKhEL29vbS2ttq5GBd7SK8lgy+UTqftkqxtbW2LtiP19/czNDREKpWycx1q+SMLZTKZi45fbvBQLBYpFouLxmvV0kRkdW2o4GEhY4wf+EXga5ZlJS4MvwIYqwUOAJZlpYwxXwNeyYXg4cJ5JeCf5p1XNsZ8Afj/jDFey7IKwH2AB/jcgtt/Dvi0Mabfsqxzq/D2RC6L8h2ujjGG/fv38+ijj9pjR48eVfCwAdUetLds2UI8Hsfr9eJyuewSqLX+CPF43O5r0NnZye7du3nmmWcYGxvD5XIxOztr5y+43W5SqRQzMzNkMhlyuRw+n88um2qMweFw4PF46Ovrs4ORWhnVWoDh9/vtFZDZ2Vl7ZatQKJDP56lUKvaY2+3G5XJRKpXs3hJOp5Pm5ma6u7sBeN7zngfM5THUAhWn00k4HKavrw9jDIVCgcnJyYs+pPv9fqanp+2meIFAgOHhYZxOJ+Pj43R0dNhbmAC7b0S1WmXLli32n+tzudh2oivZZuTxeOwVpYXvQ0RW34YOHoBXAw3AZ+eN7QOW2qx8DHiDMSZkWVbmwnnnLMvKLnGeB9hx4ff7gAJwZonzAPYyt6pxUcaYQxf51o3P9TqRy6Hg4ert27evLng4duwYL3/5y9dwRnIlPB4PTU1NpFKpuk/Ct23bRrVatcuyjo+PMzs7SygUolAokEgkCAaD3HzzzUxNTTE+Pk46ncbtduNwODh16hTJZNLuGdHQ0GBvVaqN+f1+Wlpa7O0727Ztw+12U6lUmJ6eJpVK0djYaFdham1ttbdVeb1eO3iwLMsuldrc3Gw3oPP5fHR0dOD1epmamiIej9vn3nDDDWSzc/+kbd26lUqlYq+ypFIpgLoH/VqwEovFsCyL2dlZAB599FECgQBbt24lFouRyWTsrVKZTIYzZ87YpVuj0Sjbtm275OpBOBxetM3J7/cTDoev6O+4u7u7LufB5XLZJWdFZHVt9ODhDUAMeHjeWAswuMS5tZWJZiBz4bzFpSKePa9l3tekNb+kxtLniawpBQ9XT0nT14/+/n7GxsbsffodHR00NjbaSchdXV20t7dTLBbJZDI4HA4mJyfp7e0lHA7b3aNrKwazs7N2bgRApVKxqzO5XC4qlQqtra1YlsX09LSd39Dc3ExTUxPj4+OMjIxQqVSYmprCGIPP57O3+9S6SrvdbnK5HG1tbVSrVZqbm2lubsbhcNjVljo6Ojh//jyNjY0YY+xtPNu3b6ejo4PR0VEKhQLT09OEQiF7BeWpp54ikUhw8803Mzg4SCaToVQqMTw8TE9PD9u2bWN8fByn00kwGLS3TWWzWSYmJti+fTvnz5+v6/lQrVYZGRlZlDO0lO3bt5NIJMhms/ZWqEutWFxMS0sLoVCIRCKhaksi19iG/UkzxnQDPwt81LKs+W04DbDwQb82vvB4Jc+7KMuybl1q/MKKhJ7w5KpVKhW7aVSNgofLp+Dh+uFwOOjt7aW3t9ceK5fLdqnV+WVCa3v5ax2Ys9ms3d9gYmKCaDRqb/2pVW2KxWI0NTVRKBTwer04HA6CwSAtLS34/X7a2trskqq1nIDavKrVal1SdmNjo70yYFkWLS0tdmnWnp4eLMsiFArZ/SmampqoVqv2axwOh72CsGPHDnbu3Ek0GqVYLJLL5Ugmk3blp3PnzlEsFu0tPqVSiVKpxMjICM3NzeTzeXulpGZ+5ael8grm51pd6u9kJXtAeDyei+ZYiMjq2bDBA3PlVR3Ub1mCuRWBpVYDaiUgpued1/cc5yXmfW02xpgFqw8LzxNZM6dPn7a3HMDcw5D26l++hZ+eHj9+3E5clY2rWCwyNDREPB63S6/O77AMEAgE7O7TtVKt8yv3jI2N4XA4SCQS5HI5nE6n/aBdCx7K5TLpdJpgMMiWLVvYs2cPuVzObgTX0tJCtVqlXC7bXZwBgsEggUCA2dlZYrGYvTWqWq0yMTFBV1cXLpeLQCBAT08PgUCAbDZLMpnE7XaTSCTs1ZEHH3yQ/v5+u89DqVSy8zcymQxtbW0kk0l2795tJ3UXCgXGx8fZsmWLvZ1qYQ+GrVu3YozB7/fX/b8G5pK4RWTz2MjBwxuApy3LenrB+DHgpUucvxcYvpDvUDvv/zXGBBbkPexlrnrTmXnneYHt1Oc97L3wdVEFKJFrbaktSyoxevk6Ojrskp0wV73l3LlzKv+4wQ0MDHDixAlyuRzlcplYLGY/uNc+Ud+7dy9NTU2USiVaWlrI5XLEYjE7P6FSqdi5EsViEafTaW9/KpfL9naj2qpCMBiks7OTs2fPMjExQbVapaOjg3g8bu//j0Qi9PT04HK5aG1t5cSJEzz44IPkcjkqlQq5XI6pqSkaGhpobGy0E657e3sZGhrC5/ORSCQoFovMzs7aPSAcDgfd3d0kk0mSySRbt261V11qgXA6nSYSidDR0YHD4bATv71eL/39/Xi9Xvx+Pw6Hg23bttHf3w9AT09PXc6Dw+HQBxUim8yGDB6MMbcxl8j8e0t8+6vArxtj7rYs6/sXzm8EHgD+ccF572OuWtNnL5znAn4ZeORCpSWAbzIXTLzuwvk1rweOqtKSrAfKd1gZxhj27dvHD37wbJ/Io0ePKnjYwLLZLAcPHiQej+N2u+0cglQqxe233061WuWGG26wVwVq3acnJiaoVCrMzs7idrvtrsihUIh8Pk8+n8fj8dDW1mY3ZWtsbMTj8dif0mcyGRoaGvD5fGQyGSqVCuFwmK6uLnp7e2lvbyccDtPS0kK5XOZzn/sc+Xze3m6UzWbxer14PB727NnD9u3b6e7uxuPx8KIXvYjDhw9z/vx5EomEvRpRqVSYnJy0tzKVy2UcDgfFYtFuIpfP57Esi9HRubZHw8PDdvAUDAZxuVwUCgVuvPFGfD4fwWDQ/vMMhULs37/fTsQOh8N2FSYR2Rw2ZPDA3KpDmfpgoOarzHWU/pwx5l082yTOAP+zdpJlWU8ZY/4J+Igxxs1cxaTfYq653OvmnRczxnwYeLcxZgZ4grkA4yXMlX4VWXMKHlbO/v3764KHY8eO8cpX6kd9I6pWqwwMDNh5DrWqSN3d3YTDYQ4cOFB3vsPhIBQK4fP5cLvdhEIhpqam7PKopVLJ7geSzWYZHx8nl8vh9/sJhUK0trbidrvt7Uutra2Mjo4SDAaZmpqye0P09fUxPj7O+Pg4PT09uN1uTp06RSwWq2tGZ1kWXq/XznV40YteVFfa9M4777Q7aMNcxSGPx8Pk5CRNTU3kcjkcDgepVIpisVhXwjaXyzEzM2MnapfLZSqVit2Qrr29/aL5CbVGcSKyOW244OHCg/6vAN+0LGti4fcty6oaY+4HPgh8AvAxF0zcY1nWyILTfx34M+D9QBh4GniZZVlPLDjvPcxVaPpdoBM4CfySZVlfW7E3JnKFLMtS8LCCFiZNHzlyZI1mIlcrnU5TKpVoaGiwcxUsyyKZTNrbcABisZhdNalWTamlpcV+bSwWY2pqikAgwO7du8lkMvzoRz+iVCrh9/spFovE43Gy2SwHDhzA6/USDAbJ5/N2snR7ezuFQoFUKsVjjz1GU1MTLpeLY8eOMTIywujoKG63294m5Xa7CQQCbNmyhXvuuYeGhgaOHz9uJx339vYSCAS47bbb7C7UbrebM2fO2EnZfr/fbhpXC0iCwSCxWMzu1dDb22tXe3I6nXbviV27dq3VX5uIrHMbLniwLKsEtF/inATwxgu/nuu8HHNbn5ba/jT/vApzAcb7L2uyItfA2bNn7aorAE1NTWzbtm0NZ7SxLUyaPnbs2EXOlPWuti//hhtuYHR0lEwmY1cMqlXpGR0dJRaL2a+Znp6mqanJftiudX7eunUrra2tHD58mHg8zvj4uJ0TkEwmKRaLdlnUtrY2enp6KBaLVCoV3G43DQ0NlEolu0xrLVehqamJwcFBqtUquVyOnTt3EgwGKRQKtLS08MIXvpDBwUE7sbmzs5Px8XGi0Sh+v59UKsWOHTvskq3hcJjz58/T29tLMpmsC4aKxSLHjx/H7XZTLBbtrU4+n4/du3czMDBAKBTC4XAwMjLCzp07Vf5URBbR/xVENjglS6+shcHDyZMn7eo4srE0Njban8LfcMMNpNNpAPbs2UOpVKJarRKPxxe9rlwu203masnzPT09PPPMM3YVIrfbzdTUFMlkEq/Xy8zMjB1AWJZFR0eHXVHJ6XSSSqXo6upiZGSEcrlMNpu1G8tNTEzg9/upVqsMDw+zdetWqtUq4XCYcDjM9PQ0DQ0NdsO62irK7t27cbvdTE5OEggEaGpqYu/evWzdupVAIMDo6KhdUaqjo4NqtWo3wqsFPMVikWAwyPT0NMFgkGAwiM/nI5lM8uijj9LW1kYgECASiaiDs4gACh5ENjxtWVpZra2tdHR0MDExtyuyWCxy5swZbrxRDeE3GpfLxbZt2zh37hyhUIjGxkba2trsT+Gz2Wxdw7OacrnM7t277XKpMNfLIJlM2o3ZjDFUKhUKhQLBYJBIJILX68XpdNqN05qbm7n11lupVCq4XC6mpqbo6ekhHo/j8/lIp9NEo1F8Ph/lcpnm5ma7BOzzn/98SqUShw8fJhaL4Xa7iUQiVCoVstkss7OzHDlyhHA4bAcr/f397N07VwiwVtXp7NmzOJ1Ojh49agcLHR0ddHV1kUgkSCaT9qpHraN1PB5nYGCAQCBAMBgkl8uRy+XYvn07brf7mv4disj6o+BBZINT8LDy9u3bZwcPMLd1ScHDxtTY2MiBAweIxWI4nU47abjWN8Hv9y9qfNbU1ASAz+eju7ubaDRKuTzXizQWi9nVlhwOB263G4fDQUdHB01NTUxNTVGtVu38hfHxcW677TZGRkYYGRlh//79nDx5kkQiYSdQ+/1+vF4vlUoFj8dDPB7n5MmTjI6O2onNzc3NdhDkdrvt3IUjR47Q1dXF9PQ0Xq8Xy7L4qZ/6KcLhMOl0Gqxn0sgAACAASURBVI/Hw8zMjN1vohZ81JKry+Wy3fuhv7+fWCzG5OQk09PTZLNZotEonZ2dZLNZMpkMzc3NiMjmpuBBZANTsvTq2LdvH9/5znfs42PHjvGa17xmDWckV6Orq4uZmRk7AADo7u7G4fj/2Xv32DjS89zzV9XV1fc72bxKJHWjJM7dMxPPIDO2DwKPY3tjB443yUkCbLKIDwJjs0kQn7NnTwJ47LPIwZ4cnOwmWGSDrGMEhncDOxvbCWLP2I699ownyIwle2Y0I4kSKfFO9r27uqu6urpq/+DUZzYvkihRoih9P0DQVLG6++vmkPqeet/nfVTGxsaYnZ0VKcmpVIrh4WFx3eDgIAsLCzQaDVF96O/vx7ZtlpaWCIfDRKNR8TXTNMnn8ySTScrlMoqicOjQISYnJymXy5w9e5ZTp05x8eJFdF1H13WRs+ALmkKhwOLiIoVCgXq9TiKRoN1u02g0sCyLUChEp9PBtm1hdPY8j9nZWWq1GvF4nGKxyKVLl0Qlw/M8XNelXq9TLBZZWloSbU6u69Ltdjl//jzhcBjTNDGM9Ugk36Sdz+d7Pr9boVgsMjMzg2ma9PX1cfTo0Z4pUhKJ5O5GigeJ5AAzPz/f07Mdi8U4fvz4Pq7o3kCapu8twuEwp0+fplgsitGk/mY1Go0yNTVFq9VCVdUtm9jZ2VmRDj02Nka5XKbb7XLo0CEymQy2bdNoNEin0xiGQafT4dKl9TzRgYEBYWQGOHLkCMViEcuyhHk6k8mwsLCArusiY8JPbPYrHK7rUqvVMAwDVVXJZrNYloXjOGK0aygUwjAMWq0WpmkyPj5Ot9vFtm0KhQKO42CapmiZqtVqwjBdKBTodDqsrq6KgDzHcYjH47Tbbebm5ggGg2IS2a2krtfrdV5++WWRUr20tESlUuHpp5+WSe4SyQFBigeJ5ADz6quv9hw/+uijBAKBfVrNvYMUD/cemqbRbDbFptWfRDQ2NgYgjNAbMQxDTDILh8MMDg7yrne9i2azSSKRAODs2bMifG5+fp5CoUCz2cQwDAKBAJqmUalUgHVxPzk5SalUYnV1lXK5jOd5xONx4aPo7+8XVQdfZLRaLTEEodvtUq1WcRyHcDhMKBQSIkBRFFEdSCaTwlfheR6lUolms0mn0xHX+ZUS0zTFeV+EbKwyRCIRut0u09PTwrSdSqUYGxvbdUDc9PS0+B7AevV0fn6earVKNpvd1XNJJJL9QYoHieQAs1k8PPHEE/u0knuLzeLh4sWLYo6+5GBSrVZ7RhoDlEolcrkc8Xh828f4FQMffwKT/5hOp8Px48fFeNR4PC6SoT3Po9FokM1mqdVqNBoNAoEA2WyWZDKJ67piFGwqlUJVVYaHh4U4KJfL4vna7bbwKMRiMTqdDo1GA1VVURSFhYUFMpkMuq4Tj8eZn59nenqaaDRKtVpF0zRM0yQUChGJRNB1nVwuR7fbxTRNIUxGR0fRNA3btkkkEkSjUY4dO4amaSIbIhAIEAgEUBSFy5cvc+rUqV19H1qt1pZznufRarWkeJBIDghSPEgkB5jXXnut5/jxxx/fp5XcW2QyGYaGhlheXgag0+kwPT0tJtlIDh5+D/9253cSD5vPRyIRRkZGRAhcIpFgaGiIN954Q4zy9TfH+XyedrvNkSNHRDuOP51pYWGBTqdDPp+n0+kIz0OlUsFxHJaXlwmHw5w4cQJd1wkEAnQ6HTzPw/M8FEUhmUySyWSIRqM0m02CwSCNRgPDMDAMg8XFRZrNJqFQSOQ4wLog8r0WkUhEPI9lWWIcq58B4VcWSqWSaJkKh8Mih0JRFFqt1rZVm53I5/PMz/fmtQaDwR3TrCUSyd3HnokHRVEOA08AHvDqNmnOEolkD3Fdd4t4kJWHvWNqakqIB1hvXZLi4eCy0wb3WhtfXdcZHBxkZWVFnBsZGeHo0aPi2LZtVlZWmJ6eZnZ2lmAwSH9/P6VSiaNHj5JMJmm1Wti2jaqqmKaJpmmi9cdvMzxz5gyWZRGPx9E0jVqthud5pNNplpaWaLfbBAIByuUymqYRDoexbZtMJiPyFwKBAKVSCcuyaLVaolKQTCYxDIN2u000GhX5F6FQiIceeoj+/n4qlYoYS/vQQw/hOA6JRALDMMQ0qHa7jWVZhMNhut0uwK59ChMTExQKBVZXV4VIOXnypDRMSyQHiD0RD4qi/DHwO4CfTOUpivJfPc/71F48v0Qi2cqlS5d62jDS6TTHjh3bxxXdW0xNTfGtb31LHJ87d46Pf/zj+7giya2QTqdJJBI0Gg1xLpVKkUwmr/m44eFhstkshmEQDod7qhGWZXHp0iXS6TSBQIDDhw+TTCbFCNiFhQUxGjUYDIoWokOHDmEYBpZl0W63abfbzMzMkMlkROUiEAhQKBQIhUJiEpOfF+Hfqdd1HcuyRNuR4zjYto3neWIiU6fTEV6HWCwmWo7S6TTDw8OMj4/T6XTIZDIEg0HxtaGhIWA9cbvZbFKv11laWgLWK3G6rpNIJHa96dd1nSeffJK1tTU6nQ6JREJWHSSSA8YtiwdFUf418HusVxzOsy4gJoHfUxTljOd5//etvoZEItnKZr/D448/LpOl95DNvoe33nprn1Yi2QtUVeXo0aNUq1UsyyIajZJOp3uu8YPjPM8jHA4TiUQwDAPXdclms1vuss/Pz4vH+CnkjuPgeR6vvvoqjUaD8+fPk0qlyOVytNttRkdH6Xa7okpQKBSA9U362toaiqIQDAZpt9ti6lIoFEJRFNGe5Ju1DcOgVCoRDocZGhoS4sS2bRzHESZs0zTxPI9YLCbakpaXl4VA8J/v6NGjRCIRNE1DVVXxvvzfK57nUS6XSafTDA4OMjIy0vN5OI4jRNa1RIWu64yOjt7st1Iikewze1F5+O8BB3jO87zvACiK8jPA19/5mhQPEsltQJqlby9y4tK9hz/mdDO2bdPpdHoqebVajWKxKASDruscOXKkp82p0WiI7AQ/gM0wDGZmZlhdXSUQCIjMhHq9zunTp3Ech4sXLwrR4adKnzlzhmazSSwWE0ZmXdfRNE1MXIKfTI3yX7PdbosWJv+9+d4Ev+rhui62bYvKQ7fbpdPpsLKy0vN7wzRNEZAHCPEUj8eJRCJkMhmmpqbI5/NbPsO1tTWWlpZE69PGSVYSieTeYi/Ew0PAV3zhAOB53rcURfkq8N49eH6JRLINUjzcXjb7G/wN325HU0ruTmzbZnFxkatXr6KqKo7jEIvFGBkZQVVVVldXxWQlP6thfn5eGI9hfZN+6dIl6vU64XCYcrksREG32yWVStFut/E8j2azSalUIhQKYVkWxWKRlZUVEokEqVRKTFYyTZNgMNjTduS3GgUCAVzXpdFo0Gw2hXnaH6uaSqU4fPiwCIZbWVkhl8sRi8VEarRvzvbbrDqdjqhwbPZ/+KNj/QpEMBgU/orNn+XCwkLPuVKpRCqV2lLdkUgkB5+9EA8Z4MI2588DH92D55dIJJtwHIezZ8/2nJPiYW9Jp9OMjIywuLgIrH/m09PTWyoSkoNHq9Xi4sWLzM7OYpomsC4E/L7/wcFB6vV6z4ShSCRCs9nEdV3RQlStVqlWqwQCAfr6+ohEIiL4bWlpSaRAV6tVYrEYMzMz4jq/yuEnV/tG5na7TTqdFuFwtm0TCATE3f92u02xWBR3+P3k6GazycrKCgMDAwwPD2PbNsPDw2Ic7PLyMpZlYZom6XSadDrNxYsXGRsb4/jx42IcbDabJZ/PC5GsKAqxWOyan2e9Xt/xvBQPEsm9x16IBxXobHO+w08M1BKJZA85d+6c2PQA2/YfS26dqakpIR5g/XOX4uFgUi6XRdKyv9nd+DPUbDZJpVI0Gg3y+TytVotOp0O326XZbGLbNn19faiqKrwKs7OzNBoNbNumv7+foaEhEokEtVqNQqEgqgKqqtLX10csFmNxcZF0Os2hQ4eYnZ3FMAwURRHVD13XqVQqmKZJJpPBdV1xx39kZIQLFy5sGwTpuq5oRYpGo1iWRaPRIJVKYZomgUBAPL+iKGI0a7FYpNls0t/fT7FYJBaLMTExwYkTJ27YDL1TNU5W6SSSe5O9GtXq7dHzSCSSG0Cape8MU1NTvPjii+JY+h4OJtVqlStXrojjpaWlLRtwv3XHH6fqh7v5dDodUqmUmF506dIlTNNEVVWSyaTIVIjH44TDYdrtNpcvX8Z1Xfr7+3syGtrtNolEgrGxMWFy9vMTFhcXhY/Bv943NieTSfL5PNVqFdu2xbhUWK9AwLoIWlhYIBwOU6lURCaDpmkkEgkURaHb7dLtdoXA6Ha7xONxLMsSBux0Os3hw4dv6PNNJpNbJlnpui6nKEkk9yh7JR4+rSjKp7f7gqIo3W1Oe57nyYA6ieQmkX6HO4M0Td8brK6u9hxHIhHRStRsNoH1ze7AwACHDh0CEOFrfv5BOp2mv78fx3G4cuWK8DnUajVarRaWZaFpGqdOnaLb7ZJIJAgGgyKdudlsCgO1ruvU63VisZiodiwuLmJZFrqui9GqnucRj8fxPI/JyUk+9KEP8corr1AqlYD1lqdOZ73w7wsWy7KwLIuhoSG63a5IslYUhWw2K8SKqqpUq1VM02R4eJhmsykmSxWLRTKZzA2LB1if1ORXMUKhEPl8XgTnSSSSe4u9+sne7S1PeYtUIrkFpHi4M0jxcG/g+wN8+vr6ME2TfD5PvV6n1WoxOjrKkSNHhN+gXC4Tj8eJx+M4jkOj0aBareI4To8fIRaLic28b1QOhUK0Wi2GhoYwTZNisUggEEDTNFKplDBIJ5NJAoGAuGPvT0gql8siRTocDovxq8vLywSDQY4dO4ZlWXS7XeGJCAaD4n365mzfi3HixAmuXLnC4uKiEAgDAwPE43F0XWd2dpZsNiuqMbZtMz09zZNPPrnj5+m3fvmBc6qqiilMrVaLcrlMNBrdMb1bIpEcXG5ZPHiet7t4SYlEckuYpskbb7zRc06Kh9vD5olL09PTPfP3JQeDTCbT42/QNI0HHniAoaEhHMfBNE0ajQbFYhFFUUilUqIq4XmeaP8BREL03Nwc3W4XVVUpFotEo1HC4bAQGL5ROZfLkc/nRUbD8ePHCYVCpFIpjh49Sq1WwzAMqtWqmKzkpz/7Y1r7+vpIpVJUq1Wi0SipVIrh4WEikYjwZASDQTFyFtarLYcPH8a2bdbW1sSo13w+L9KjVVUll8vR6XSEaTsYDJLL5fA8b9vpYq1Wi0uXLokJT7quc+zYMeGPuHr1qhBT/mc/MTFx+765u8R1XZGSvdt0bIlEso6sKUokB4wf/vCH4h9ugImJCdlbfJtIJpMcOnSI+fl5ALrdLhcvXuTBBx/c55VJdsPg4CC2bVMul3FdV5iCdV1nbm6OYrEorq3X66ICEY/HKZfL6LouNtiu67K0tEQ6ncYwDGzbJhKJkEqlxGbU9yo88sgjnD17lgceeIC1tTV0Xae/v59wOMzk5CSpVIoLFy7gOA6jo6Nks1kWFxeFl2JwcFB4FZLJJLquUyqVSCQS5PN5PM+j0+mI8au+GdwXEH7LVaVSod1uc+TIEQzDEELCdV1OnTolvByxWIxkMkkkEiESiWyp2MB6MN7G3z/+CNvjx4+L0LqNVCoVcrncdZO87wQbsyhUVWV4eHjbzAqJRHJtpHiQSA4YP/jBD3qOn3766X1ayf3B1NSUEA+w3rokxcPB4/Dhw4yOjuK6rujF91uENrO2tkY6nabb7VKv10XVotVqiTC4UChEOp2m2WyK9h8/nTkej5PL5dA0jbGxMVqtFpOTk2QyGdEK5Xkeb775ptjIr66uCqOyoihkMhlx1z+TyTA+Pi68EMFgUJiUm80mxWKR1dVVHMchHo+LLIlAIEA0GiUQCLC2tsbi4iJHjx7tGT88MDBALpejXC4L8aOqKuPj49tOW/I9ItudMwxj28/eMIx9Fw+tVqsni8J1XRYWFkRrmEQiuXGkeJBIDhivvPJKz/FTTz21Tyu5P5iamuIb3/iGOJa+h4OL35vv47rutnfX/TvrjUZDmI09z8NxHAzDoK+vT9zdj8VirK6uEo/HGRwcFP6DSCRCIBAgl8vxxBNP0Gq1SCQSxONx0uk0L7/8Mp7noapqT5aCX+0aHh4WLVWDg4NEo1FCoZAwJRuGgaZpJJNJTNMkFosRCoWEb8E0TVqtFoVCAc/zaLfbtFotcrkckUhEeBQSiQRTU1PU63VmZmbodrsMDw8zPj7O4uIiS0tLRCIRxsbGSCQShEIh2u12z+flt/HttAm/Gzbn1Wp1x/ODg4N3eDUSycHmlsXDDtOUroectiSR3ASe58nKwx1GmqbvXfxN/kY/BKwnNcO6iAgEAqTTaTHSVFEUxsfHWV1dFQJieHhYjFa1LEuYnTVN60lkzmQyRCIRCoWCSHOen58nn8/T399PJBKhv7+ft956C8MwKJfLGIZBsVhkbGyMRx55hIGBAb75zW8SiUREArXneeLOvmEYBAIB0VJl2zaJREKkU7fbbfL5PMPDw0xOTvLggw8K87ZfmVEUhTNnznDhwk/yX2dnZ3n66acZGhrqGXsLiFGy6XR6y8jWWCx2VwTF7TT5SWZRSCS7Zy828DczOUlOW5JIboLZ2VnW1tbEcSwWky00txkpHu5tJiYmmJmZwbIsYH0D7G+GA4EAnU6HUChEKBQSI1v9Eat+FWBwcBDHcWg2mz1jUHO5XE/+ip/L4Fca/M1/o9HAMAwSiQSu6xKJRLh69SqFQkFMRlpeXhbtUH6WhKqqwtTtT14yDAPHcQgGg3ieJ1Kj/SqK/xwjIyNkMhls2+75PFRVpVwuMzMz03O+0Whw+fJlnnzyScLhMMViEVVVyWazQgjB+sjWarWKYRhEo1Gy2exdYUzu6+tjbW2t5/3qun5XCBuJ5KAhpy1JJAeIzVWHJ554Qs5Sv81snrh06dIlMa1FcvAJh8OcPn1aeASCwSCWZYn050ajQTqdFublsbExOp0OrVYLXdcJhUIYhsHq6iqappFOp+l0OmKMayQSwbIskfIcCASIxWJijKvruhQKBXRdJxwOs7KyQqlUEq1Afo5EPp+nUCgQj8eZmZkhHA4TCoVoNBqoqkokEhHVDz+dOhAIYNu2GC3ri45ut0ur1eqpimzENM0eU7SPH5oXjUZ3zIDwBUU2m92j79DeoKoqJ06cYGVlBdM0iUQiDA4O3hXCRiI5aMhdh0RygNjsd5AtS7efeDzO2NgYV69eBdb75C9cuMDDDz+8zyuT7CUbxeDly5dpt9uiZcm2bVzXZWhoCEVR0HUd0zRpt9t4nsfa2prIZvDTqf3/brfbmKZJIpGg2+1SqVRIpVJiQlq9XqfdbhOLxbBtWxiwbdumWq1SKBTQNI1KpQLAqVOniEajYmyrqqroui6qJAADAwMEAgEx/tWyLPE1PzjOFyDPPvvsls/CHztrmiaWZVGr1XBdl3w+LyYVbcQf66qqKsFg8LZ8f3aDYRgsLy+Lz3VkZARd19F1fVfBdxKJZHuk5JZIDhCbKw/SLH1nkK1L9w/+RKWN+GJhYwtStVrF8zwAOp0Oc3NzzM3Nsba2xszMDGtrawSDQTGByN9Uu67L4uIi9XodTdPI5XI88sgjDA4OMjo6KqYfaZpGq9VC0zQURcG2bRRFEW1S+XweXdcZGhoilUqRzWbp6+tD0zTRslSpVFBVFcuy8DwPwzAwDIOlpSWq1Sr1ep1vf/vbomXLJ51Oc+LECTqdDsvLy7RaLUKhELFYTIhoH9u2WV1dpVQqUSgUKBaL25rQ7xSWZXHp0iVqtRrlcpnZ2Vlee+21Le1ZEonk5pGVB4nkgGAYBq+//nrPuXe/+937tJr7i6mpKf7xH/9RHEvxcPeyOftgt+zUxrLxuTbffW+32yKkzW978vMfWq0WnudRr9fp7++nWq1i27ZIXg6FQpRKJeLxOK1Wi1gshmVZjI6OcvHiRVRVxXVdUQVJJpOiJclvo1pZWaG/v5/l5WUURSEajeK6rhAMExMTwldRq9WYnJwUfoRCocDbb7/Nww8/LN6ToiicPn2adrtNIpEQRm5VValUKuJOPqyLqI1iwfdd7Ndo1mKxSLfbFe1JgUCASCTC7Owsx44dE9OoJBLJzSPFg0RyQHj11Vd7/pE+ceKEDIe7Q8jKw8FgYxAcrG/M/RaiGyUcDos2IT8jASCXy4lrVFUVhudWqyUM0P39/SI8LhKJYNu2yFzodruYpinO+QwPD6OqKktLSyiKwrFjx3AcB9d1WV5exnEccrkcpVIJy7IYGxvj+PHjNJtNhoaGyOfz2LZNt9vl2LFjTExMYBgGi4uLNJtNIpGIGOHabDZxXRdd1xkfHxdZB7C+6faN4dlslomJCWKxGOPj41s+Iz9Bu9vtbuuNsCxr38SD7yGp1+sAwn/if68SicS+rEsiuZeQ4kEiOSDIEa37hxQPBwM/Udmn3W6LKUY3guu6zM7OYlkWzWaTQqHAoUOHmJyc3LIZTiaTdLtdYrGYqBj4YiMcDuO6rjA1u65Lp9MRhuzNzzU6OkpfXx+2bYspSr7JeW1tTQTDNZtNTp48SSaT4cEHHxRCYWZmBlVVCQQCPROErl69KtKqc7kcuVyOTCbDsWPHAFhaWkLTNEzTZGFhgbm5OYaHh4nFYiwsLHDo0KEtn5Gu62K6kp9R4bdv+ezn3f1oNLql7cyfOrWf7VQSyb2EFA8SyQHhe9/7Xs+x9DvcOU6dOtVzfPnyZTGxRXJ30Ol0xCjUjfitNzdCsVikVquhaZoIDlNVddu76JFIhGAwiGmanDp1ivn5efH6fn6E3waUzWYJh8Mkk0kqlYowL/uEQiEcxxGtUZ7nEQqF+Omf/mkKhQKvvvoq6XSasbEx0uk0R48eFRt4f3Rss9kkkUiwurpKuVwWvoXp6WmSySSHDx/mscceo9Fo0G63qVQqYjpUrVbjypUrtNttUdEIBoP09/eTyWSEWduvWPj4FZeNydL1el0YvvcjQyESiTAxMcHbb79Nt9slGAwKo7uckCaR7A1SPEgkB4BOp8PLL7/cc+4973nPPq3m/iMWizExMcHs7Cywvrk7f/48jz766D6vTOKz093u3dwF3xhu5uO67o49/JqmCWGSTCYpl8s4jkM6nUbXddEmFA6HhdDMZrNUq1Xa7bZof0okErTbbZH5YJomnueRz+fxPI8HH3xQpGF3Oh0KhQJjY2NiHcePH6dYLIpJTz/+8Y+xLIuHH36Yhx9+mFqtRiKRYGJigrGxMSzL4vz58ywsLFAsFrl69SqlUolAICCqNb434+TJk4yMjOA4Tk+eg08ymSQYDNJoNJidnUVRFEqlEq+++iqJRIKhoSFGRkbuWJ5CKBSir6+Pxx9/XBjGFUUhl8v1tItJJJKbR4oHieQA8MMf/pBmsymOBwYGOHHixD6u6P5jampKiAdYb12S4uHuwd+Ib/w5URRFGJNvhJ02lzdyB13TNPL5fM85P6l6I4FAgFwuh+d5PV6MbDbL3Nxcj4fC79/f6OXwqxQbxYOqquK1/RGvm4lEIhw/fly8n/Hxcaanp8WoWN+7oGlaj+Hcr4boui4yI6LRqDhvWRbtdptWq0UwGMR1Xebn53FdV3gfZmZmOHny5LbiY6/RNI1UKiUqDY7jkEqlZBicRLKHSPEgkRwAvvvd7/Ycv/e9792VCVRy60xNTfEP//AP4lj6Hu4+UqmUmHbki4nd5A7k83lRPfDJZDK3pd1l88+vpmlivf7dclifZtRsNsVxu91mdXV127wFWN/kbxZRsF49q1QqKIpCKBSiWq0yOjqKbdvk83k0TRNtV5qmYds2lUqF6elpRkZGKJfLIt3eMAyRbm3btpj0FI1G0XVdeAv8/AdN0yiXy3dEPPjvNRKJ0Ol00DRNTliSSPYYKR4kkgPAduJBcmeRpumDQTQavelNqq7rnDx5UpiUE4kEfX19tFotXNcVoWy3C0VRtmx0Q6HQFiGQSqWuOQ51YmKC+fl5arWaSJ/WNE20NrmuS7fbRdM0hoeHURQFwzBEa5Jpmhw7doxEIkGj0eDs2bMiiK7ZbLKwsECr1SIQCBAKhbBtm2g0SqlUIpPJ9LyfvfA9+NUNTdN6vCTXQlVV2aYkkdwmpHiQSO5ypN/h7kCKh/sDXdcZHR0F1keSXrhwQWzedV3nyJEjQpz4mRKapt2SqPA3x76vYeNzjYyMEIvFqNfrqKpKKpW67gZa13WOHj0qnmtlZYWFhQVKpRKO47CysoJlWSJUzs+W0HWdvr4+MplMT8tVvV4nGAySzWZZW1sToXDxeJzR0VHa7TaZTEZ8Dn42RTabFedudqx0tVql1WqJ42azSV9f320VcRKJ5NpI8SCR3OWcOXOmZ5pJPp/n5MmT+7ii+5OTJ0/2jKWcnZ2l1WrdsVYMyZ1naWmp566/bdvMzs4yNTVFq9WiVqsJ70I8Hr+pDIGNm2PTNKnX6ySTSaLRqDBTT09P93g3IpHIDXk5/E28YRiUSiUACoUClmUJb4UvWE6fPs3Y2BiVSoW1tbUeEeO3fvkjXf1KjGEYFAoFBgYG0DSN8fFxMpkMqqqKqkcoFGJkZOSmWr8cx+kRDhvP7cbLIpFI9hYpHiSSu5zNLUvvec97pN9hH4hGoxw5coTLly8D63ed3377bd71rnft88okt4vtpi+1221M0+wxJXueR6PRIBQK7apNZ+PmuFKpiHyCbreLqqrE43FUVeXYsWMsLy+LVqqRkZEbfg1VVbFtWzyvaZoAYiJUMBhEURQOHz5MMBgknU6ztrYmMidg3cytqipzc3NEIhEMwxCVCX/98XicWCwmTNl7wXYBdMCWUbcSieTOIsWDRHKXI/0Odw9TU1NCPMB665IUD/cuuq5vCRxTVXXHTa3f+nOj+M/T6XR6XsdxHLrdLo1Gg3A4TDwe58SJE9i2jaIoKIpCrVYTZuRExG/fEAAAIABJREFUIiGmH23HwMAAS0tLdLtd4anwcyeCwSCO44jqgq7rHDp0SIgMv3IQj8cxDAPP80in03S7XTqdDo7jMDk5KYLu9oJWq0Wj0cC2bVGJ2egFuRP5Ea7r4nmeNFtLJNsgxYNEchdjWdaWcDjpd9g/pqam+NrXviaOpe/h3mZgYGBL9SGfz+84wWm3G01d11EUZYsY0XWdWq1GrVYjlUqJTbqfIu2bpVVVFcKjv7+/5/X9aoOu62QyGY4cOcLa2lqPKEmlUriuK9bhk8vlyOfzW/wXhw8fplQqCbP1wMAA+XyeEydOiDauSCSyY4tSq9Vifn4e0zSFKNls+rYsS1R1/MTsSqUihEkoFLqtrYKe51GtVoV48j8/KSIkkp8gxYNEchfz0ksv9fT8joyMcPr06X1c0f3NZtP0m2++uU8rkdwJkskkJ06cEEbjTCZDNpvF8zw0TevZ9AcCgV0njvvp1Rufx7+rbpqmaA26cuUKKysrJJNJPM8Tm33/667rYpqmSHa+cuWKmIaUSqUYGRlhbGyMTCbDwMCA8Dv44WmZTIZGo4HjOOi6Lrwbm03JjUYDVVWFUbxYLDI+Pk6xWBTX+OuOxWI9j3Uch0uXLon3apqmyH/YKDb8TbtPLBYjFAoRi8UIh8O3fYJSvV7vWYOfm5HL5W7r60okBwkpHiSSu5gXXnih5/i5556Tfod95IEHHug5fv311/dpJZI7RTwe32LOVRSFvr4+DMMQ05Z8f8Ju2bgpbjabhEIharUaoVCISCRCvV5ncXERWDdXW5aFaZo4jsOJEydEEJpv3r9y5YoYsOC6LsViEV3XGRwcJJPJiFGq3W4Xy7KE4TubzV5znYZh0G63GRkZwbZtMda1XC4zPDzcc22j0dgiHqrV6pYKi+u62z5+M5qmEY1GRcWnWq3iui7pdHrPpy5ZlrXlXLvd3hLqJ5Hcz0jxIJHcxXzjG9/oOX7uuef2aSUSgFOnThEMBoVhc2FhgWKxuGe93pKDg1812AsCgQD5fJ5ut4tt24RCIeGB8AVKp9MhEAgIb4PfJmSaJu12m2w2y/z8PMVicUvbULVaZXBwUBz7U6NM0xRJ0n19feRyuRtqz/FbrYrFIoqikMlkeqouvl/gZjbbfs7ERoLBIMFgENu2mZ6eFp+NpmkcOXLklicveZ5Hq9XCcRxM0xQmch8pGiSSXuSgZInkLmVxcbGnLUZVVX7mZ35mH1ck0XV9S/Xh7Nmz+7QayUHDcZwtuQUb8Vuf/DvqlmUxNzfH4uIi58+fZ35+XmQuJBIJTNOkUqn0JDs3m02RFO2zefM7NzdHs9nENE2mp6f58Y9/zI9+9CPm5+e33Hn3W5Si0SihUAjDMCgWiywvL1MsFul0OlQqFer1unjMZg8FrE93CgQCQvT45uvNFY9QKEQ6nUbTNBRFIRwOi2sWFxe3GMuvXr16g5/+9nieR7FYpFaric+uUqn0XBOLxaSAkEg2IMWDRHKX8uKLL/YcP/nkk9dtLZDcfh555JGe4x/96Ef7tBLJQaJcLvPmm28yMzPD+fPnmZ6exnXdba/tdrtEIhGWlpZE3kM2m8W2bVqtFolEgvHxcdEy5W/IQ6EQiURiyyjT/v5+8d/tdlu0Ky0tLYmWHMMwWFtb69k4W5bF6uoqhUKB1dVVcrkcnU6HtbU1Go0G8Xicvr4+0Tblui6BQIB0Or3lPWmaRiaTwXVdbNvG8zwSicS2k5Oi0Sj5fJ6hoSGy2ayohmxO2vbfz07Tr24E0zR7Pq9IJEIkEsHzPILBIMlkcs8qTBLJvYJsW5JI7lK+/vWv9xx/4AMf2KeVSDby6KOP8ld/9VfiWFYeJD6tVotyuYymaWKzv7y8jGmaIiNBVVV0XcfzPNbW1nraieAnoXG2bdNsNmm32wwODorpS4lEgomJCdGetDHALRgMMjw8LPIcVFUln8/33HTwzd71en2LyAgEAjQaDQYGBoD17Ak/FNGfQhSLxRgbGxOPLZfLYpRqNBrd8QaHaZooisKxY8e2fGY32nYUCoWwbRvLsoQAisVit+R72E54RCKRbU3fEolkHSkeJJK7kHa7LcXDXcqjjz7acywrDxKAYrHI3NycOL569Squ6woD9NzcHIFAgPHxcWzbpt1ub7lD71cWYL36sLy8TLVaRdd1kskk6XSaRCJBMBhEVVUUReHKlSu4rksqlSIYDJLJZMjlcjt6DvzqRK1WIxAIiOpHJpNBURQCgQCqqmKaphAOfijewsICpmmKyUOWZQmTt+9VsCyrx3PheR6VSoVKpUKtVkPXdVKplKgmbG6xuhZDQ0Osra1RKpXQNE0IlmazeVPp3rBzZsSdyJKQSA4qUjxIJHch3/72t8XEFIDBwUGeeOKJfVyRxOehhx7qOb5w4YKYdCO5P3Fdl6WlpZ5zCwsLNJtNRkZGxF1yx3FoNpvEYjE6nc6Wzb1/N99xHFZWVqjVapRKJWB9E57JZBgZGSGXy7G8vMz58+cxDAPHcajVamSzWXHnf6cefUVRyOfzBAIBbNumUqmQSqXE5jufz+N5njA9dzodCoUC9Xod27bFBKdUKiVGvna7XRzHoV6vEwgEeqopjUajJzzPtm2xVmBXo1f9ViLf39HX10dfXx/ValWc320VIhwOE4lEekza8Xh8xywPiUQixYNEclfyla98pef4Ix/5yJ6PJJTcHMlkkmPHjnHp0iVgfeP4xhtv8FM/9VP7vDLJfuE4Tk/7S7lcZnV1FcuySKfTwpvgOI640x8IBLZkB/gb1mazyczMDKqqEolEcF2XWq3G8ePHyWQy5PN5XnrpJWq1GrAuCJrNZs8Nh2sRDAYZHBwknU5TqVQwDEO0ONm2zblz5+h0OiIMrtls4nmeyFvwPI9wOEwsFqPVaomqhT9CNp/Pi99X/qbcz5zYKEISicSOgXKb6XQ6NBoNdF0nn88D62JieXmZbreLqqqoqkoqldq1kM9kMsTjcTqdDrquXzOtWyKRSPEgkdx1dLtdvvrVr/ac+/mf//l9Wo1kOx555BEhHmDd9yDFw/2JLxz8NiHLsigUCui6TqfTwTAMNE0jlUqh6zoDAwOEw2H6+vrE3f5KpSI2xsFgkHq9LhKls9ksiURCjET1R7p6nkckEqHdbhMIBAiFQiKZ+UYJh8MMDQ2JtVerVd544w0x0cj3R/hiIZPJ0G63abVawr/h50WEw2HR9mRZltjA+9fAupcgFArhOA6Dg4O72qT7idnhcJhWq4XneT0CrVQqkU6nqdVqhMPhXd9s8cfBSiSS6yPFg0Ryl/HKK6+wtrYmjpPJJO973/v2cUWSzTz66KN8+ctfFsfSNH1/YhgG5XIZy7LodrtUq1UURcHzPJLJJMPDw9TrdVzXJR6Pc+LECeLxuEiHVlWVq1evitYkQCQ8p1IpNE0T3gZFUQiFQoRCIVqtFrFYDNd1e+7c3+xIUf8xc3NzPaNQFUXp8VPA+tSkRCJBLBbDtm3q9TqGYdBqtcjn8yQSiZ4pUrFYrEfU+IJot3f3fY9EPB7HcRzK5bJoF0wkEqJ1K5fLYdv2DVc0JBLJ7jmQ4kFRlA8C/xPwGOACF4F/63neP73z9Qzwn4GPAhHgFeB3Pc97Y9PzhIHPAr8KpIEfAf/O87zvbbpOBf4d8G+AQeAC8BnP8/72dr1Hyf3LF7/4xZ7jD37wg9K8d5chx7VKut0uxWJRTCTSNI10Ok273WZ8fFz03+fzeVzXFcKh2+0Kw7Npmj3CAdbvsPsVhmaziWVZuK5LJpNhYmICWB9leujQIa5cuSIM1tFolMnJyVt6TxuFw0ZGRkZEu9HGlGdAmJY1TSMcDhMIBHo27tFoFEVRRLUgEonc1BSjcDiMpmlUq1UikYiY0LRRMG1stZJIJLePA/cTpijKvwH+7J0/n2U9q+IRIPrO1xXga8AE8D8AFeDfA99RFOURz/MWNjzd/wV8CPgUMAN8EnhBUZSnPM/buBv4LPD7wH8Afgj8EvAlRVE+7HneP96u9yq5/7Btm7/5m7/pOffLv/zL+7QayU5snrj0+uuv0+l0ZNvDfYTfkuRPJALEpnV4eJharUa73UZVVTKZDMlkUqQ5++y0WQc4fvw4i4uLYjPs39X3OXnyJLqui6lJw8PDDA8P3/T78SclFYtFksmkuGHht1hlMhk8z8O2barVqlh7OBzGNE1RYUilUlue289O2A7P86jX6+Kzisfj21YN6vU6y8vLwiAOMDo6SqPREJUORVGEkJFIJLePA/UTpijKOPAnwKc8z/uTDV96YcN//xzw08C/8jzvO+887hVgFvi3wG+/c+5h4F8Dv+F53l+9c+7/A84Bn3nneVAUJc+6cPhPnuf98Tuv8R1FUY4B/wmQ4kGyZ7zwwguUy2VxnM1m5YjWu5ChoSGGhoZYXl4G1kdWnjt3bktFQnLw8DyPZrMpNuX+XW6/bcbHN0Bvxg8+8wPRgsEgfX192/bg+3fNNwoQWG/N6e/vJ5vNCj/BZmEaDoc5ffq08EbcykCFxcVFzpw5Q7fbpdFoUKvVGB4eFmu4ePGieJ1gMEgqlRLrDofDdLtdut0ufX19uK5LoVAgl8vdUMW0XC73iKhyuUwul+uZwuR5HlevXhXheYBomerr6xNGbX9MrUQiub0ctPEtv8F6m9KfX+OanwOWfOEA4HleDfh74CObrusAf7PhOgf4f4DnFEXxf3M9B+jAFza9zheABxVFmbi5tyKRbOULX+j93+zjH/+4bFm6S9k8Ovdf/uVf9mklkr2i2+0yPT3N9773PV577TXeeust1tbWKBaLWzb4/iSkjecDgQDZbJZ8Pk9/fz8DAwMMDAxsER4+wWCQkZER0Xbjb479DXAwGBT9/KVSiVKp1DNSFBC+iJul0Wjwyiuv0Gg0aLVapNNpUWl48MEHsSxLiCRfGBiGIdqG/HRqX2htPHc9HMfZtvqyOUl6cwo0IMzlsViMXC7H2NgYQ0NDN/UZSCSS3XHQxMNPA+eBX1IU5bKiKI6iKJcURfnkhmumgDe3eew54LCiKPEN1816ntfa5jodOLbhujZwaZvrAE5fb9GKovxwuz/Ayes9VnL/UCgUtoxo/dVf/dV9Wo3kejz55JM9x1I8HGy63S6XLl3iwoULVKtVms0mS0tLnD17lpWVFVZXV0XLTL1eZ2VlRYxRVVWVZDIpNt1w49N78vk8p0+fJplMkkqlSKVSlEolsWEvl8ssLS1hmibtdptKpbJlc70RP0viWi1RPv7EIn+SESCqJcFgUEyR2kg4HKbRaBCLxUSlQVEUdF3vETfbVWU2rrFUKrGwsMD8/DzlcrknLG7za+4kkOLxONlsllwuJ9OgJZI7yIFqWwKG3/nzn4H/GbgMfBz4M0VRNM/z/jcgC1zZ5rF+L0gGMN65rnKN67Ib/q56m3+bbb1OIrklPve5z/X8I37kyBGefvrpfVyR5FpI8XDvsLa2xtraGm+//TalUgld11EUhZWVFXEXPZfLMTk5ia7rwviraRrDw8PYtk0+nxfjS3eLbds92QSdTodSqYSqqiwtLdHtdlEUhXQ6TSgUwjCMbTfLjUaDRqMhjkOhENlsdscJTP7d/M0haZ1OZ0fvgN+S5Y+iTSQSYpyr53kiRXqnzbzneZRKJQzDYHl5mWKxKILlcrmcCG3b7jU3mst9M7pEIrnzHDTxoAIJ4L/zPO//fefcP73jhfj3iqL874ACbN7o8875zcd7ed2OeJ73ru3Ov1N9eOxGn0dy79LtdvnzP+/txvut3/otGQx3F/P444/3HJ87d66nnUNyMKhUKiwsLOC6LrZtixyDbrdLu92m3W6LqsDS0hJDQ0O0222Ra+CPUL0V38HmViR/Xf44VviJsbi/v79nFKqP4zg9wgHWDdmmae4YmuZPRhocHOTq1aviecPhMMeOHSMej28RFpqmMTIyItqGgsGgyJjw77F5ntdj7t5uTXNzc9i2ja7rYuStb87ebr2HDh0iHo8LL4ov1iQSyZ3noImHEnAc+Oam8y8CHwCGWK8IbFcNyLzzt19tKAOHr3FdecPfGUVRlE3Vh83XSSQ3zde//nWuXLkijkOhEL/+67++fwuSXJdMJsOJEye4ePEisN7ucebMGZ599tl9XplkN/gDCvypSH5uwdWrV+l0OuIufDKZxLZtsXnfPBJ0J1/DjbCd6HAcR7QD+S1I3W4Xx3G23Zhv9gT4bK5qbCQQCJBMJhkZGSGRSFAqlVAUhccee0yI4OPHj7OyskKz2SQcDjMwMCB8WP57DoVC5PN52u02iqIwMDBwTSFlGIZYr588HYlEyGQyO4oOVVXJ5XLSEC2R3AUctNua53Y471cB3HeumdrmmtPAnOd5vovrHDChKMrm36qnAZufeBzOASHg6DbXAbx1Y0uXSLbH8zz+6I/+qOfcL/3SL8l/JA8AsnXpYLO5GzWfzzM8PIzruvT19ZFKpRgeHkZVVSqVCoFAANd10TStRyx4nidSn2+G7apViURCeCn8VinbtsVmezM7jSe93tjSZDJJPp8nm80yPDzMxMRET/uTpmmMjo4yOTnJ2NjYlgwHVVVFhcYPuNs4KWkz/tc2r8vPiLiRkLtut0un07npz1sikdwaB008/N07fz+36fxzwILneSusZzyMKIryHv+LiqIkgf/mna/5fA0Isu6Z8K/TgF8EXvQ8z3ebfYN1MfErm17zV4E3Pc+bvaV3JLnv+e53v8sPfvCDnnO//du/vU+rkewGKR4OFp7nYZomzWZT+Aj8JGdYv7s9MjLC0NCQ6KcPBAI0m00MwxCBb+Pj48RiMTRNw7IsYL3NaGVl5YaMypsJh8Nks1lCoRC6rot0akVRCAQCxGIxkVqtKAqlUmlL61IwGNzSxqNp2g0ZiX1jt6qq1Ot1KpUKxWIR27ZxXZdGo0G5XBZp2ZvxW70sy7pu255fmchkMuL9JZNJUXm4HtVqldXVVQqFAqurqzf1eUskklvjoLUt/SPwHeD/VBSlj/Vgt18A3g/4PR5fYz1R+guKonyKn4TEKcD/6j+R53k/UhTlb4A/URQlyHoOxG+xHi73KxuuW1MU5b+y7qloAGdYFxj/it7RrxLJrvE8jz/8wz/sOffBD36Qxx6TVpiDwGbx8M///M/7tBLJ9eh2uywuLtLpdNB1nUAgQCaTIZ1OiwlKnU4H27ZFGnIqlaLZbJLL5cjn86K9J5lMAusb2Y134n3D8M0YecPhsHguwzDE61qWJQzb/l37TqdDo9HYUoHIZDJEIhFRofDTna+HZVk0m01RbXAch9XVVZrNJsFgsCdnwrIs+vv7URQFwzBwXVd8HgC1Wm3bkLeNZLNZPM+jv78fy7JQFIXh4eFrPs7zPNbW1igUCkJQaZpGpVJhYGDght6nRCLZGw6UePA8z1MU5aPAHwHPs+47OA/8iud5X3znGldRlA8Dfwz8H0CYdTHxPs/z5jc95a8D/wvwH4E08GPgA57nndl03X9gfULT/wgMAheA/9bzvL/f+3cpuZ/40pe+xMsvv9xz7g/+4A/2aTWS3fLII4+g67qYkjU/P8/c3ByHD29np5LsF67rMjs7S71eF+dSqRSqqjIwMMDg4CDZbBbXdbl48SLJZJJKpSK8AqqqMjo6KkaD+mycjubjOA7dble0NfnVjna7jaZpRKPRHf0RjuMwPT0tDMqapnH48OFt7+Zv99rQK0JuFL+6AuuflW9+LpVKJBIJ8bVmsynW7nscNuP7Mq7VLuUbntvtNp7nEQqFrrv5L5fLohoC69UOv7XTtu1rtkpJJJK95UCJBwDP8+rAJ9/5s9M1ZdYD5X7jOs9lAr/3zp9rXddlXWD8x92uVyLZiXq9zu///u/3nPvwhz/MU089tU8rkuyWUCjEk08+yUsvvSTOff/73+dXfmVzl6NkP2k2m1smGtXrdUKhkDA++yLQcRzy+TyaptFoNIjH4ySTScbHx7cYgQOBwJY8g81TlyqVimhtAmi1WvT19W0rIBYXF3vW6TgOCwsL5HK5Lf39N2rQrlartFotwuEw6XR6WyOzP5q22+1i2zae56GqqhAA/rhYX5RcuHCBcDiMpmlbjNqKotzw1Kkb3fD7U7A2vmfXdWm1WiQSiVsyq0skkt1z0DwPEsk9w+/+7u8yP/+TYpimafyX//Jf9nFFkpvhmWee6Tn+/ve/v08rkeyE38azEc/zcF2357yu6+i6TjQaJZVKMTo6yuHDhzl8+DCDg4NbNsWJRGLLHfON5zqdTo9wgPU7863W5mzSdTaPWvXXvrmSoCjKjlOJNnL58mVmZmZYWVnhypUrTE9Pb+tZsCyLQCCAaZrU63VUVSWdTpNIJKjX68zNzVGpVMS6dV2nUCgQj8e3vP94PL7nI6b9NW9uw3JdV4gYiURy55DiQSLZBz7/+c/zuc99rufc7/zO73DixIl9WpHkZtksHjZWISR3B5qmbbupTafTWza/fu99Op0mHA4Ti8WYmpraNlNA13X6+/uJx+PEYrEtSccbU5M3slP68nZ34jVNI5VKkc1miUajxONx+vv7r5teXa/XqdVqPeeazSbVarXnXKfToVqtkkgkxHPW63VRjfHfQyAQEELIT58OBoPi/UejUbLZ7A2Jmt3iV0Y0TSObzRKJRNB1vSfRWyKR3DmkXJdI7jAvvPACn/jEJ3rOnTp1is9+9rP7tCLJrfDUU0+hKIpoKzl37hylUkmO2r2LiMfjWJZFX18fpmnieR7ZbJZwONzjT4B1M288HqdaraKqKtls9pp30jVN6zEMb8Tf9G5uOdqpXWdoaIhms9lTHcjn86iqumsvw+aKh0+r1SKbzdLtdjEMQ1QU/PGs3W4XVVUplUqkUin6+vpEO5emaUJs+Wbta73/vcLP4KhWqwSDQVKpFLFYbNuRtRKJ5PYjxYNEcofwPI+//uu/5jd/8zd7+oTD4TBf+MIXdm1ylNwdpNNpHnroIX784x+Lcy+//DI/93M/t4+rkmwkEAjQ398veuS73S7FYpHV1VVCoRDZbFaMDoX1Tf/NTEzajKqqpFIparWaEBCRSIRoNIrruiKh2icej3PixAmKxSKe55HJZG56Y75TMFw8HsfzPIrFojA3VyoVFhcXRfUhGAwSjUbRNI3+/n5isRjz8/PCrJzJZPbk89kNfkBdp9MhEAhIn4NEso9I8SCR3GY8z+OHP/whn/nMZ/j7v986oOvzn/+8HM16wHnmmWd6xMP3v/99KR7uMlRVJR6P0+l0ePvtt0Xr0MaAs+tlFNwM0WiUcDgsfBeKooipQYqiEIvFegRCNBq9qWldruuK6Ue6rlMul1laWqJYLJLJZBgdHSWdTpNOpzFNU7Qj+dUXx3GEv0JVVUKhkKi46LrO4cOHsW1bjK3dD/zEbYlEsr9I8SCR3AKu61Kr1SiXy5RKJSqVCpVKhWq1SqVS4fz587zyyitMT09v+/g//dM/5Rd/8Rfv8Kole80zzzzDn/3Zn4nj733ve/u4Gsm1qFarWzwH7XabZrO5rXi43tjRG8FvOwIoFAqi8uh5HoZhiNyCm8W2bcrlsmh32jiWNpVK0Wq1aLfbTExMAPS0RfnjakulEoqiEAqFiMViIsyt0+lQKpXwPE+kQHueJ3MVJJL7GCkeJJIbxPM8Lly4wHe+8x1efvllzp07x4ULF7aMgLwRwuEwf/EXf8Gv/dqv3YaVSu40zz77bM/xa6+9Rrlc7skEkNxd+D+3vhHan75kGAaaptFqtVhaWsJxHEKhEIcOHbrl3n7HcbaMNvXXciviwW9BCgQClMtlZmZmqNfrJJNJgsEg8Xgc0zQxDINkMrnFcxGPxxkbG+vxf8TjcdLpNOVyWVQaFEWh3W5jmuaObVE74Sd63+wkJsdxxLhW2eIpkewvUjxIJNfh4sWLfPGLX+SLX/zijhWE3fDud7+bv/zLv2RqamoPVie5GxgcHOTBBx/kjTfeANbv7P7TP/0Tv/ALv7DPK5NsxLZtFhcXeemll2i326RSKTKZDOPj4+i6zptvvonjOLRaLYrFIqOjo6iqSrvdZmZmhgceeOCWqhA73a2/2Q21bdtUKhVWVlbEOd8E7adUBwIBcrkc7XabRqNBMplE0zTS6TT1eh3XdVFVlcnJSZEares6yWRStEFtXrdt2zcsHnxPRafTQVEUMQZ3NzSbzZ7JUcFgkFwut+cjYSUSyY0hf/Ikkh04c+YMH/nIR5icnOT555+/JeGgaRof/vCH+epXv8oPfvADKRzuQd7//vf3HL/44ov7tBLJTly+fJm5uTlCoRCBQIBKpYJt22iaJqoMsJ634AsIH9d1exKqb4ad7prv9i6+jy8STNOk1WpRrVZFKnS32xU5E+12m0QiQavVEsbtaDTKwMAA/f39DA4OEovFiEaj5PN5ESa3k1DajYAql8s9bVrNZlMkVt8I233urVaLSqVyw88hkUj2Fll5kEg2cfbsWZ5//nm++tWv3tD1sViMvr4+stmsmNqSTqfJZDIMDg7y6KOP8thjj8mxgvc473//+3tC/l588UXZG34X4W+ym80miUSCSCSC67qkUiksy+oZp+rf0d68yd2LO92ZTIZGo4FlWcLEfTNtOI7jUCqVsCwLRVFYXFykXC6jKAqjo6N0Oh2KxSKKopBKpRgYGCASiWDbtmhbUhTlmnkRwWCQSCTS05qpadquqg7bZVrspk3LcRzxvel2u1SrVTqdjhgrm81mZUicRHKHkT9xEsk7/OhHP+L555/nK1/5yo7X6LrOe9/7Xt73vvfx1FNPcerUKfr7++UGUcIzzzxDKBQSrR5Xr17l0qVLHD9+fJ9XJtmIpml0Oh2x4fQ8T/gefCNxKpWiXC73bEr9Vp5bRVEUksnkLT9Xs9lkZWWFRqNBoVAQng3LsjBNk+PHjzM8PAzA+Pi4GEW72xGnmUxGTIvSNI1IJHLDImov2rQ2fg8ajYZimeapAAAgAElEQVSoYvhBddVqlb6+vht+PolEcutI8SC573n99df59Kc/zd/93d/teM0TTzzBJz7xCT72sY/JRFPJtkQiEZ599lm++c1vinMvvviiFA93CfF4HF3XyeVyPR6BRCLB8PAwtm2ztrYGrAuFsbExkXUQi8UYGRm5a3rsC4UCi4uLXLp0iXK5TKFQIJFIkM/nGR0dJRgMouu6yJRIJpOYptkzfnU3RCKRbRO2r4ffprU5sG435nBVVUkkEjQaDZEzEQgERPXDtm1Z4ZNI7jBSPEjuW15//XU+85nP8Ld/+7c7XvPEE0/w/PPP84EPfED+4yS5Lu9///t7xMPXv/51PvnJT+7jiiQbOXbsGMFgkEAgQKPRoL+/n8nJSdLpNLDuA6hUKiIc7Wa9CLcLz/NYW1tjdnaWt956i7m5OeHbUFWVWq3G1NSUCKcbGRmh3W5TLpfRdR1VVVlbWyOXy12zXWkvyWQyGIbR06a1U8L2TiQSCUKhEJZl4bqu8KzAuri43b+b/SwQX7TIfwsk9ztSPEjuO9544w0+85nP8OUvf3nHax5//HGef/55fvZnf1b+QyG5YZ577jk+9alPieNvfetbGIZxW8LHJLsnHA4zOTnJ8ePHt70D7/uW7lYMw6BcLnPlyhXm5+dZXV0Vd+Pb7TaqquI4DplMhkOHDpFIJJifnycajYpwNd+AnMvl7siaFUUhkUiQSCTwPI9SqcTq6iq6rhOLxUgkEjs+1vc6+OFwyWSSxcVF6vW6OL7d76Ner2MYhjg2DIP+/v67pgolkewHUjxI7hveeOMNPvvZz/KlL31px2ve9a538elPf5oPfehDUjRIds0DDzzAxMQEs7OzwPqG7oUXXuBjH/vYPq9MspGDuvGzLItKpSKMyMFgEE3T8DyPUCiErusoikI2myUUCrGyskKpVALWW7F838N2WRO3G9d1Rf4EIMbFAlsEhOd5VKvVniwO3+ztt2D5191KPsb16Ha7PcLBP+eb7iWS+5WD+RtUItkFr776Kh/96Ed56KGHdhQOjz32GF/72td49dVX+fCHPyyFg+SmUBSFj370oz3nruWlkUh2g+M4qKqKruuk02k0TUNRFPL5PGNjY0xOTnL6/2fvzuPkquq88X9O7UtXdVdVd6ezdSchBJKwhS2IIhBEwNFAVNSfMKJGR1FnHkflUQfGEXWEcfn5+IyiOBGVgWFRIRNUFJEAgUmCJCRAEkIWsnTSe3fty63lPH9U16VuVfXeVbeWz/v16lfnnrpV9e0k3X2/95zv96xYga6uLvj9fgBvFhwriqJ2j5rMkqVMJqPOasyGvr4+TXvVVCqFYDBYcpPNQCCgGY/FYmqditVqRUtLC1paWmA2m2c1xkKlOkUB0CX5IqomnHmgupRKpfDYY4/hrrvuwpNPPjnmeatWrcLXv/51vOc972HCQLNi3bp1+MEPfqAe/+53v0MymazYGnOqX7ndoZubm5FIJGCxWKAoCrxeL5YtW4aOjg60t7cjlUqpnaOampoQCAQgpYSiKOoyovEcO3YMw8PDyGQycDqdWLx4sbrsqVBuM7pMJgObzYbm5mbNzE44HMaRI0fUVrI+n0/tjpQrdi5UKqGIx+NjxlAuZrMZQoiiGCsdB1G1YfJAdWXfvn146KGHsGHDBpw4cWLM88455xx8/etfx9q1a5k00Ky6+OKL0dbWhoGBAQDZu6hPPfUUrrrqKp0jo1rndDoxd+5cWCwWGI1GeDwemEwmzJkzBy0tLVi4cKF64Z676LXZbDCbzYjH47Db7Whvbx+3XWtvb69mc7xIJIJDhw5h+fLlRedGo1HNBm6xWAzpdFpNDnJLlVKpFEwmE8xmMwYHB9V6BYPBUHLZUakL9lLF6yaTacYX8ul0GtFoFEB2eVR+a9hcp6f8r9FsNpd1qRTRdEgpEY1GoSgKjEYjnE7nlNsyTwWTB6pp0WgUW7duxebNm7Fx40bs2bNn3PPPP/983HrrrVi7dm3Nrnum6mY0GrF27Vr8/Oc/V8fuv/9+Jg80K9rb29WdoNPpNMxmM2w2m6YLUO6iPLde32g0wuVyobW1dcILilI7N8diMSiKUnShXmqGQFEUpNNpGI1GhMNhdemP3W5HMplENBpFOBxGS0sL5syZU7KZgNPpRCgU0ozlEqVwOIx0Og2r1TrjvTIURcHQ0JAaUzqdxpw5czBnzhw1icht4pfrtjSdDf2Iym1kZETTEjkajaKtra1sCQSTB6op8Xgc27Ztw+bNm7F582Zs3759UmteL7nkEtx222248sorOdNAZffhD39Ykzw88sgj+MlPfsI7ljRjBoNhUhfNbrcbFosF8XhcbTE6mQuJsXZrns7Nlvz3s9lsMBgMsFqt8Pl8OPXUU8fcO8LlckEIoc4IOBwONcmYzn4TYwkGg4jH4wgEAurY4OAgzGYz2tvb1TGTycRdrKlqJZPJor1UMpkMotFo2Qr7+d1AVU1KiV27dmHTpk14+umnsXXrVnUH34k4HA7ccMMNuPnmm7Fq1aoyR0r0pssuuwwLFixAd3c3gOzSj40bN+KGG27QOTJqJDabbcp3ytva2sa861/IbrcX/TzO34PB6XTC4XCoSYDFYoHNZlMTBymletFjs9k0N3aampqm1OI4kUioO4dP9mtOpVJFsyfpdBrJZLLkTAtRNUqn01Manw1MHqgqHTt2DD/72c/w4IMP4tChQ5N+ntFoxJo1a3D99dfjAx/4AJqbm8sYJVFpBoMBH/7wh/Gd73xHHbv33nuZPFDVa2lpwaJFizAwMKDuGdHR0VHyXIfDgUwmU1QwnW/p0qXo6elBKBSC1WrFnDlzYLfbkUqlMDg4qBZ2GwwGeL3eaV2w+/1+NUEBoO4kPtEsc6n3yhVJE9WKXIvmShb2M3mgqvLKK6/gW9/6Fn77299OOmtevHgxLr/8clx22WW45ppr1GI9Ij3deOONmuThz3/+Mw4fPowlS5boGBXRxKayWd5EMwQmkwkLFy4sGg8EAmriALy5ed1Uf37n6ijyKYqCWCw24Q7hbrcboVBInf3IdaKajUJsokrJ7Sif66oGZGcFJ/r/PxNMHqgq9PT04LbbbsMvfvGLkq378nV2duLyyy9XE4aurq4KRUk0eWeeeSbOO+887NixA0B2Cd5PfvITfPe739U5MiL9lapVm86eDWPtuTCZvRhMJhM6OzvVjkpmsxl2u50z1lRzHA4HbDYbFEWpSI0OkwfSlZQS9913H/7hH/5B3dSokMViwVVXXYVrr70Wa9asweLFiyscJdH0fPazn8XHP/5x9fiee+7BN77xjVkt+iSqRSaTqegCfzoXPGPtnzLZfVVyO3JPdqaFqFoZDIaKdQNjr0rSjd/vx/ve9z585CMfKZk4rFixAnfffTcGBgawadMmrF+/nokD1ZQPfehDmouS4eFh3HfffTpGRFQd3G53UW3BdFqvms3mouUZFouFCTpRGTF5IF3s2bMHF1xwAR599NGix0477TRs3LgRr776Kv7u7/5uxr28ifRit9uxfv16zdidd96p9r4nalRWqxVtbW1qzURbW9u4d02llIhEIvD7/YhEIprlrS0tLfD5fHC5XPB4PJMqliai6WPyQBW3ceNGrF69GgcPHtSM22w2fP/738crr7yCa6+9lj/8qS587nOf0yyhOHz4MB544AEdIyKqDiaTCW63G263e9xlRlJKDA4OIhAIIBqNIhAIYGhoSHOO1WqFy+WC3W7n7w6iMmPyQBX105/+FO9973sRiUQ04+effz527dqFL3zhC5Neq0pUCzo7O3HTTTdpxv71X/+Vsw9EkxSLxYrqIxRFKdoYi4gqg8kDVYSUEl//+tdx8803F3VT+sQnPoHnnnsOp512mk7REZXXV7/6Vc1uu/v378fdd9+tY0REtWOstt21koBP1EGQqNYweaCyS6fT+MxnPoPbb79dM240GnHXXXfhZz/7GaxWq07REZXfkiVL8JGPfEQz9rWvfQ3Dw8M6RURUO8bac6Haf28kk0kMDAygp6cHvb29RTPuRLWKyQOVlaIouOGGG/DTn/5UM26327Fx40bcfPPNXJ9KDeFb3/oWnE6nejw8PIwvf/nLOkZEVBusVqvmewfIbk5XzUtcpZQYHh5Wl1tlMhkEAgEkEgmdIyOaOSYPVDbRaBTr1q3DQw89pBn3eDx48skn8e53v1unyIgqb968ebj11ls1Yxs2bMAf/vAHnSIiqh3Nzc1ob2+Hx+NBe3t71XfhUxSl5HKrWCymQzRUCYqiTGujw1rE5IHKIhgM4pprrim6MJo/fz62bNmCiy++WKfIiPTzj//4j1i2bJlmbP369ejt7dUpIqLaYTKZYLfby7577mzgjHrjSKfTGBgYwODgIAYHB9Hf318z9TjTxeSBZt3g4CCuuOIKPPvss5rxpUuX4vnnn8fKlSt1ioxIXzabDffeey8Mhjd/9Pb29uK9730vlzMQ1RGLxVIyySnc0I5qXzAY1HQDS6VSCAQCOkZUfkweaFYdOXIEb3/72/Hiiy9qxs8880xs2bIFXV1dOkVGVB1Wr16Nf/qnf9KMbd26FR/96EfH7CpDRLXH5/PBbrfDYDDAYrHA6/WOWfxNtavUjZ9EIlHXXbaYPNCseeGFF3DRRRdh3759mvHVq1fj6aefRkdHh06REVWXf/mXf8GVV16pGXvwwQdx0003FfWzJ6LaZDQa4fF40NHRgdbW1nF30KbalT+TnGM0Gut66RqTB5oVv/nNb3DZZZehr69PM75mzRo8+eST8Hq9OkVGVH1MJhMeeughnHrqqZrx+++/H9dccw1buBIR1QiXy1U01tTUpEMklcPkgWZEURR8/vOfx/XXX1/UReL9738/fv/739f9NxHRdHg8HjzxxBPo7OzUjP/lL3/BWWedhT/+8Y86RUZU2xKJBILBICKRCDKZjN7hUJ2z2+3qEjW73Q6v11vUWrjeMHmgadu9ezcuvvhi/PCHPyx67Ctf+QoeeughTtMSjWPRokXYvHkzFi1apBk/ceIErrnmGrzvfe/D3r179QmOaBLC4TD6+/sxMDBQFZugBYNBDA0NIRwOIxAIYGBggAkElZ3VaoXH44HH42mI6x4mDzRlIyMjuOWWW3Deeedhx44dmsdMJhM2bNiAO+64o+Q6QCLSWrJkCbZv3463vvWtRY898sgjOOOMM/Cud70L//3f/90wPcSpNgSDQQSDQaRSKSSTSQQCAV0TiHQ6jXA4POEYEc0Mr+5o0vr6+nD77bdj8eLF+N73vlfUGaarqwvPPfcc1q9fr1OERLWpvb0df/nLX/CVr3ylKOmWUuLxxx/Hddddh9bWVnzgAx/APffcg/3799d1Nw+qfqUShcIxKSVisRjC4XDZk9+xeuvXe899okqr/p1WSFd9fX144okn8Oijj+Kxxx4b84fw9ddfj7vvvhsej6fCERLVB6vVijvuuAPXXXcdPve5zxW1OwaAUCiEX//61/j1r38NAPB6vbjggguwYsUKLF++HMuXL0dnZyc6OjrYEpLKSkpZMnnNH5NSYnBwUNNBrKmpqWy7Q5vNZgghiuIym81leT+iRsXkoQbl7uQEAgH4/X51qjidTms+coQQasuw/M+Ffw6Hw+jp6UFPTw/27duH3bt344033hg3lgULFuDHP/4x1q5dW6avlqixrF69Gi+88AI2btyIb3/72yWTiJzh4WH86U9/wp/+9Keix1pbWzFnzhw0NTXB6XTC4XDAbrfDarXCbDbDYrFM6sPn86GrqwtdXV1oaWmp6/aDNHlCCNhsNsTjcc14/nrvSCRS1Ho4HA7D4XCUZZdog8EAt9ut2aDLbDbXffEqUaUxeahC8Xgcr7zyCrq7u0t+nDhxQvfdaL1eL2655RZ87nOfYzclolkmhMC6deuwbt06vPjii9iwYQM2btxY1Ap5PIODgxgcHJzVuFwuFxYvXowlS5bglFNOUT+fcsop6Ozs5GxHg2lpacHIyIj6+8hut2tmFcbasySVSpUleQAAp9MJq9WKRCIBo9HYEMWrNHlSSiQSCXXjPpoeJg9V6Pjx47jwwgv1DqOk5cuXY/369fjkJz9ZtqlnInrT+eefj/PPPx933XUX/vrXv+Lxxx/H1q1bsW3bNgSDwYrGEgqF8PLLL+Pll18uesxgMKCzsxNLlizBokWL4PF40NzcjObmZjidTnWG02AwQAiBdDqNVCo17mev14vPfvazFf0aafIMBgN8Pp/azaiwXsdsNhe18AZQtsQh//XL/R5UexRFwfDwsPr/1Ww2w+fzsbnLNPC7qwrNnz9f7xBUBoMB5557Lq6++mq8+93vxoUXXshlC0Q6MBgMWL16NVavXg0g20Vm37592LNnD/bt24d9+/bhwIED6OnpQV9fX8WLqTOZDI4cOYIjR47M2muefvrpTB5mIJPJIJlMwmw2l/UCaazXdjqdiMViRTUPvLAnPfj9fk3b3mQyiVAohObmZh2jqk38Dq5CDocDXq933F1mLRYLWlpa1Dt7uR/IRqNR/cgvHMsvbhvrz1arFR0dHZg7dy46Oztx1llnYcWKFXA4HGX+ioloqoxGI8444wycccYZRY+lUin09/djcHAQkUgEkUgE0WhUvZBTFGVSH/F4HD09PTh69CiOHj1atL693Ao7utHkhUIhhEIhANllcG63u+Jr/4UQaG1tRTweRyqVgtVq5VIR0kVuRrOQ3kvAaxWThyp1xRVXIBKJYMGCBUUf8+fP55IhIhqTyWTCvHnzMG/evFl7TSkl+vr68MYbb+Dw4cM4dOgQDh06pP65p6dn1t4rhy02p0dRFDVxALL/doFAAFarteJ3/YUQsNvtFX1PokK55ZKFM7JGo1GniGobk4cq9fDDD+sdAhGRSgiBjo4OdHR04C1veUvR49FoVE0sTpw4gUAgoH7EYjF1llNKiUwmo5kpzf258LPP59PhK609uQ58iqLAZDKNmXQlEgkuGaKGJISAy+XS1InlxmjqauqniBDiMgCbSzwUkFK25J3nAfBdANcBsAPYCuAfpZSvFLyeDcA3AdwIoAXALgBfllI+W3CeAcCXAXwKQAeA/QC+IaX87ex8ZUREtc3hcGDlypVYuXKl3qE0nJGREc2Ssng8DovFUlSLwLus1Mhyy7vj8TiEEHA4HNwDZJpqKnnI8w8A/pp3rN5mEdlq3k0AFgP4ewAjAL4KYLMQ4hwpZXfe834O4G8A3ALgMIDPAviTEOItUspdeed9E8CXANwKYAeADwH4tRDi3VLKP8z2F0dERDQZudqUfBaLBYqiaNqUms1mWK3WSodHVFVsNhvb986CWk0e9kkpt43x2FoAbwOwRkq5GQCEEFsBvAHgfyObeEAIcTaADwP4uJTyF6NjzwDYA+Abo68DIUQ7sonDnVLK742+x2YhxFIAdwJg8kBERLooVVRuMBjQ0tICk8mEZDIJi8WitsslIpqpemxuuxbAyVziAABSygCAxwBcW3BeEsBDeeelADwI4CohRO4WzVUALADuK3if+wCcKYRYPOtfARER0SSM1b0ot2Gbz+eDy+ViL3simjW1+tPkfiFEWggxJIT4LyFEZ95jKwG8WuI5ewB0CiGa8s57Q0oZLXGeBcDSvPMSAA6WOA8AVkz3iyAiIpoJo9FY1H3PbrezwxERlU2tLVsKAPg+gGcABAGsAvBPALYKIVZJKfsBeAEcKfHc3KYJHgDh0fNGxjnPm/fZL4t3XCo8b0xCiB1jPHT6RM8lIiIaT1NTE+x2u9ptiUWgRFRONZU8SClfAvBS3tAzQohnAbyAbC3DbQAEgFJbqxYu9pzt84iIiHRhNBo520BEFVFTyUMpUsqdQojXAVwwOjSM0rMBntHPI3nndY5z3nDeZ48QQhTMPhSeN16M55UaF0Kkd+7cyR2ciYimIBaLgT87iYimJhaLAcA5M32dmk8eRuXPDuwB8M4S56wAcExKGc47b50QwlFQ97ACgII3axz2ALACOAXauodcrcPemQRut9uxfPnymbwEEVFD2blzJ392EhFN0b59+3IJxIzUfPIghDgfwDIAuS2ZNwH4mBDiUinlM6PnuAG8B8B/5T11E4DbAVwP4Fej55kAfBDAE1LKxOh5f0Q2mbhh9PycGwG8KqV8Ywbh71q+fPm5O3aMVRJR+1KpFNLpNCwWC9sEEtGscDgcWL58Oer5ZycR0Ww777zzsHPnzl0Tnzm+mkoehBD3I7tfw04AfmQLpr8K4ASAfx89bROyO0rfJ4S4BW9uEicAfCf3WlLKXUKIhwD8HyGEefR1b0Z2c7kb8s7rF0L8AMBXhRCh0ff+IIA10LZ+pQIjIyNqhiuEQEtLC9fkEhEREdWwmkoekG3B+v8hu3O0A0AvgEcA/IuUchAApJQZIcS7AXwPwF0AbMgmE5dLKY8XvN7HAPwrgG8BaAGwG8DVUsqdBefdimyHpv8FoAPAfgAfkFI+NutfYZ2IRqOaqTEpJfx+P6xWK/uNExEREdWomkoepJR3ALhjEucNA/j46Md458UAfGH0Y7zz0sgmGN+adLANLpFIFI1JKaEoCreGJyIiIqpRDXMLWAhxlRDiKSFErxAiIYToFkI8LIQYd5M3IcQiIYQc46OlUvHXGqPROKVxIiIiIqp+NTXzMENeADuQXco0gGyb1q8A2CaEOFNKeXSC59+BbD1FvtCsR1knnE4notEoMpmMOmaz2bh5EREREVENa5jkQUr5AIAH8seEEC8AeA3A+5HduXo8h6WU28oUXt0xGo1oa2tDOBxGOp2G1WplT3Yiqjsvv/wyHnzwQbS1tWH9+vVwu916h0REVFYNkzyMYWj0c1LXKOqU0WhEc3Oz3mEQEZXFL37xC3ziE59QZ1jvuusuPPvss5g7d67OkRERlU/D1DzkCCGMQgiLEOJUAHcj27HpwUk89Q4hREoIERBCbBJCnDmF99xR6gPA6dP8MoiISEfHjh3Dpz/9ac3SzIMHD2L9+vU6RkVEVH4NlzwA2A4gAeB1AGcBWCOl7B/n/ASyScanAFwO4EsAzgTwP0IIbm9KRNSAvvOd70BRlKLxxx9/HM8995wOERERVUYjLlv6WwBuAEuQTQT+LIR4m5TySKmTpZQ9AD6dN7RFCPFHAHuQ3f/hxoneUEp5Xqnx0dmHc6cUPRER6SqVSuGhhx4a8/G77roLb3vb2yoYERFR5TTczIOUcp+UcvtoAfUVAJqQ7bo0ldc4DuA5ABeUIUQiIqpiW7ZsweDg4JiPP/LIIwgGgxWMiIiochouecgnpfQDOAhg6TSeLgDI2Y2IiIiq3TPPPKM5vvHGG7F48WL1OJFI4Iknnqh0WEREFdHQyYMQYg6yRcuHpvi8TgBvRbZ+goiIGsj//M//aI7XrFmD9773vZqxTZsKtwUiIqoPDVPzIIR4FMBOAC8DCAJYBuAfAaQwuseDEOJSAH8B8HEp5b2jY99HNsnaiuzmcqcB+CqADIBvV/arICIiPaXTaWzbpt3y5+KLL8aSJUvw/e+/uV3Q73//e6TTaRiNxkqHSERUVg2TPADYBuADAL4IwALgOICnAdyRVywtABihnZHZA+BmAB8F4AIwCOApALdLKfdXIG4iIqoSr776KkKhkHrc2tqKZcuW4ZRTToHH48HIyAgAYHh4GLt378a55868J4aiKHjhhRcwMjKCM888E4sWLZrxaxIRTVfDLFuSUv6blPI8KWWLlNIhpTxNSvmp/C5LUsqnpZRCSvnLvLF7pJQXSCk9UkqTlLJDSvlhJg5ERI3npZde0hxfdNFFEELAZDLh8ssv1zz29NNPz/j9Hn74YXR1deGSSy7B2rVrsXjxYqxduxY9PT0zfm0ioulomOSBiIhopvbs2aM5Pvvss9U/X3bZZZrHNm/ePKP3+t73vocPfvCD6O3t1Yw/9thjuOSSS3DixIkZvT4R0XQweSAiIpqkvXv3ao5Xrlyp/rkweXj22WeRTqen9T6bNm3CLbfcMubjhw4dwnXXXYdkMjmt1ycimi4mD0RERJNUOPOwYsUK9c8rV66Ez+dTj4PBIHbt2jXl9xgaGsLHPvYxzZjFYtG8FwC8+OKLuPPOO6f8+kREM8HkgYiIaBLC4TCOHj2qHhsMBpx22mma40svvVTznOnUPdx6660YHh5Wj41GI/7whz9g165deNe73qU598477yxa1kREVE5MHgiZTAZScr87IqLx7Nu3T3O8dOlS2Gw2zVjh0qWpJg8nTpzAhg0bNGO33347rrjiCpjNZvzyl79EW1ub+lg0GsUdd9wxpfcgIpoJJg8NTFEU9Pf3o7e3F319fYhEInqHRERUtQ4ePKg5Pv3004vOKUwetmzZMqW6h7vvvltz/tKlSzW1D21tbfja176mec6GDRvg9/sn/R5ERDPB5KFBSSkxNDSEVCoFIDv7EAgEoCiKzpEREVWnN954Q3O8ZMmSonNWrlwJr9erHgcCAezevXtSr68oCn72s59pxr7whS/AYrFoxj75yU9i/vz56nE0GsWvfvWrSb0HEdFMMXloUPF4vORSpVgspkM0RETVrzB5WLx4cdE5BoMBb3/72zVjzzzzzKRe/5FHHkFfX5967HK5cOONNxadZ7Va8alPfUozVph0EBGVC5OHBiWEmNI4EVGjm0zyAKCoaHqyycOPfvQjzfFNN90El8tV8txPfvKTMBqN6vHevXvx6quvTup9iIhmgslDg7JarTCZTJoxIQQcDodOERERVbfpJg9btmxBJpMZ97V3796N559/XjP2mc98ZszzOzo68I53vEMz9uCDD477HkREs4HJQ4MSQsDn88Fut8NoNMJqtcLn8xUlFEREBKRSKU2bVgBYtGhRyXPPOussNDc3q8fDw8MTzgr8+Mc/1hyvWbMGy5cvH/c5H/rQhzTHDzzwADvnEVHZMXloYEajER6PB3PmzIHP5xdpyUAAACAASURBVCsqyiMioqzu7m5NF6S2tjY0NTWVPNdoNOKSSy7RjI23dMnv9+P+++/XjH32s5+dMKZ169Zpfm4fPnyYS5eIqOyYPBAREU1gskuWcqZS9/DLX/4S0WhUPV6wYAHWrl07YUzNzc248sorNWOPP/74hM8jIpoJJg9EREQTmEyb1nyFycPmzZvV1tj5MplM0ZKlT3/605NeQnrNNddojpk8EFG5MXkgIiKawFRnHlatWgWPx6MeDw8PY+vWrUXn/fnPf9ZsPmc2m/GJT3xi0nEVJg/PPfccgsHgpJ9PRDRVTB6IiIgm0N3drTnu7Owc93yTyYR3vetdmrFNmzYVnVc463D99ddjzpw5k45ryZIlWLZsmXqcSqXw1FNPTfr5RERTxeSBiIhoAidOnNAcL1iwYMLnvOc979EcP/bYY5rjQ4cO4Xe/+51mbDKF0oUKZx82b9485dcgIposJg9EREQTKJx5mD9//oTPufrqqzW1C/v379d0Q/rBD36gaa16zjnn4C1vecuUY7vssss0x88+++yUX4OIaLKYPBAREU2gcOZhMslDc3MzLr/8cs3Yhg0bAABDQ0O45557NI994QtfgBBiyrEVtoXdvXs3RkZGpvw6RESTweShBqVSKQQCAQwPD2va+xER0ewLh8OaImSLxYLW1tZJPffjH/+45vjee+9FKBTCN7/5TcRiMXV8/vz5+OAHPzit+Hw+H84880z1WEqJ5557blqvRUQ0ESYPNSaZTGJgYACRSATxeBx+vx+BQEDvsIiI6lbhrMO8efNgMEzu1+e6devg8/nU45GREaxZswY/+tGPNOd9/vOfn9FGnVPZV4KIaCaYPNSYcDisWSMLAJFIBJlMRqeIiIjq23TqHXKsVmtREfSLL76o2a160aJF0yqUzleYPJRqC0tENBuYPNSY/F84kxknIqKZmU69Q74vfvGLmDt37piP//CHP4Tdbp9WbDkXXXSR5njnzp1IJpMzek0iolKYPNQYq9VaNGY0GmE2m3WIhoio/k2nTWs+t9uNhx56qOTP79tuuw1r166dUXy5mObNm6cex+NxvPzyyzN+XSKiQkweakxTU5PmF5DBYEBLS4uOERER1beZzjwA2Y5Izz//PK6++mq0t7dj1apVuP/++/HNb35ztsLE6tWrNccvvPDCrL02EVGOaeJTqJoIIeDz+ZBKpZBOp2GxWKbV2o+IiCZnJjUP+c477zw8/vjjsxFSSRdeeCEeffRR9Xj79u24+eaby/Z+RNSYmDzUKJPJpNl8iIiIymM2Zh4qoXDmYfv27TpFQkT1jMuWiIiIxtHb26s5zq8tqCbnn3++Zib6tddeYytvIpp1TB6IiIjGIKVEf3+/ZmzOnDk6RTM+l8uFFStWaMZefPFFnaIhonrF5IGIiGgMfr8fiqKox06nE06nU8eIxnfBBRdojnft2qVTJERUr5g8EBERjaGvr09zXK2zDjnnnHOO5pjJAxHNNiYPREREY2DyQESkxeSBiIhoDLWWPJx99tma43379iEej+sUDRHVIyYPREREY6i15KGlpQWLFi1Sj9PpNPbs2aNfQERUd5g8EBERjaHWkgeAS5eIqLyYPBAREY2ByQMRkRaTByIiojEweSAi0mLyQERENIZaTB5WrVqlOd69ezcymYxO0RBRvWHyQERENIZaTB4WLlwIj8ejHodCIRw+fFjHiIionjB5ICIiKkFKWZPJgxACZ511lmaMHZeIaLYweSAiIiohFApp9kiw2WxwuVw6RjR5Z5xxhub41Vdf1SkSIqo3TB6IiIhKKDXrIITQKZqpWblypeaYMw9ENFuYPBAREZVQi0uWcjjzQETlwuSBiIiohFpOHgpnHvbv349UKqVTNERUT5g8EBERlVDLyYPX60VHR4d6rCgKDh48qGNERFQvmDwQERGVUMvJA8ClS0RUHkweiIiISqj15IFF00RUDkweiIiISqi35IEzD0Q0GxomeRBCXCWEeEoI0SuESAghuoUQDwshVkziuR4hxAYhxKAQIiKEeFIIcWYl4iYiIn3UevJQuGyJMw9ENBsaJnkA4AWwA8DnALwTwFcBrASwTQjRNdaTRLap9yYAVwP4ewDvA2AGsFkIsaDcQRMRkT5qPXlYsUJ7b+zAgQNIJBI6RUNE9aJhkgcp5QNSyluklL+RUj4jpfxPAO8F4ALw/nGeuhbA2wD87ehr/HF0zADgf5c9cCIi0kWtJw/Nzc1YuHChepxKpfD666/rGBER1YOGSR7GMDT6OTnOOWsBnJRSbs4NSCkDAB4DcG0ZYyMiIp1EIhFEIhH12GKxoKWlRceIpod1D0Q02xoueRBCGIUQFiHEqQDuBtAL4MFxnrISQKmftnsAdAohmibxnjtKfQA4fTpfAxERlVfhrEN7ezuyq1hrS2HysHfvXp0iIaJ60XDJA4DtABIAXgdwFoA1Usr+cc73AhgpMT48+tkzu+EREZHean3JUg6TByKabSa9A9DB3wJwA1gC4EsA/iyEeJuU8sgY5wsAcozxSZFSnlfyhbOzD+dO9nWIiKgy6iV5KCyaZvJARDPVcDMPUsp9UsrtUsoHAFwBoAnAV8Z5yjCysw+FcjMOpWYliIiohtVL8rB8+XLN8YEDB6Aoik7REFE9aLjkIZ+U0g/gIICl45y2B9m6h0IrAByTUobLERsREemnXpIHt9uNBQve7CqeTqdx4MABHSMiolrX0MmDEGIOskXLh8Y5bROA+UKIS/Oe5wbwntHHiIioztRL8gBw6RIRza6GSR6EEI8KIf5ZCHGtEOJyIcSnADwDIAXg+6PnXCqESAkhPpL31E0AtgK4TwjxISHEVaNjAsB3KvxlEBFRBdRT8lBYNM2dpoloJhqpYHobgA8A+CIAC4DjAJ4GcEdesbQAYEReUiWlzAgh3g3gewDuAmBDNpm4XEp5vFLBExFR5dRT8sCZByKaTQ2TPEgp/w3Av01wztMo0UVJSjkM4OOjH0REVOeYPBARldYwy5aIiIgmq56Sh8KOS6+//jqSyaRO0RBRrWPyQERElCcejyMYDKrHRqMRXm+pjt21wePxYO7cuepxMpnEoUPj9QkhIhobkwciIqI8hbMO7e3tMBhq+9cli6aJaLbU9k9DIiKiWVZPS5ZyWPdARLOFyQMREVEeJg9ERGNj8kBERJSHyQMR0diYPBAREeVphORh//79SKVSOkVDRLVM1+RBCFHy/YUQzUKI/18IsUsIsVsI8X+FEG2Vjo+IiBpPPSYPPp8P7e3t6nEikcAbb7yhY0REVKt0Sx6EEH8PICmEuLJg3ILszs//C8BZAM4E8FkAW4QQzkrHSUREjaUekweAHZeIaHboOfNwCYABKeWfC8bXAzgbwGsA3gFgNYCNAE4F8JmKRkhERA2nXpMH1j0Q0WzQM3k4G8C2EuMfBCAB3CSlfEpK+dfRsT4A11YwPiIiakC9vb2aYyYPRERv0jN5aAOgWXA5WgNxAYCjUsoXc+NSyhSAPwI4vaIREhFRwymceejo6NApktnF5IGIZoOeyYMTQLJg7HQAdpSekegB4C53UERE1LgSiQT8fr96bDAY4PP5dIxo9hQmD/v27UM6ndYpGiKqVXomD4MATisYWz36eUeJ820A/CXGiYiIZkXhrEN7ezuMRqNO0cyu9vZ2tLa2qsfxeBxHjhzRLyAiqkl6Jg8vALhaCLECAIQQAsBHka132Fzi/BUATlYsOiIiajj1Wiydw6VLRDRTeiYPdwEwA3heCPEIgJcAvA3ALinlzvwThRC20cdKzUgQERHNinotls5h8kBEM6Vb8jDaovU2AE0ArkN2T4djAG4qcfoHka2ReKJiARIRUcOp12LpHCYPRDRTJj3fXEr5bSHEfcjWOgwB2CaljJY4dS+AdQCerGR8RETUWLhsiYhofLolD0IIk5QyJaU8huyMw5hG93ogIiIqq8JlS/U+87Bv3z5kMhkYDHquYiaiWqLnT4tuIcSdQoilOsZARESkqveZh46ODng8HvU4Eong2LFx798REWnovUncLQD2CyGeFEJ8UAhh1jEeIiJqcPVeMC2E4NIlIpoRPZOHLgDfAHAcwBoA/wXghBDiu0KIwv0fiIiIyq7eC6YB1j0Q0czo2W2pW0p5O4DFAN4F4FEAzQC+CGCvEOJpIcSHhRAWvWIkIqLGUu8zDwCTByKaGd0rpGTWH6WU7wewAMCXARwE8HYA/wngpBDiB7nN5Ki8EokEAoEAgsEgUqmU3uEQEVVMPB5HMBhUj41GI3w+n44RlQeTByKaCd2Th3xSygEp5XellKcBuAzZpUx2AP8A4BUhxBY946t3kUgEQ0NDiEQiCIfDGBgYQCKR0DssIqKKKFyy1N7eXpddiFauXKk53rt3L6SUOkVDRLWman8qSimflVL+LYAlAJ4DIABcrG9U9S0UCmmOpZQIh8M6RUNEVFmNsGQJAObNmwe3260eh0IhdHd36xgREdWSqk0ehBArhRD/B8AeAG8bHT6gY0h1LZPJIJPJFI1z6RIRNYpGKJYG2HGJiGamqpIHIYRDCPFxIcRWAC8ju1zJCeAhAGuklKfrGmAdMxgMMJmK9wy0WFivTkSNoVFmHgDWPRDR9Om2w3Q+IcQFAD4B4EMAmpBdovQagP8A8Csp5bCO4TWMlpYWDA8PqzMQJpNJM7VNRFTPGmXmAWDyQETTp1vyIIRoAXAjsknDmcgmDHEA9wP4Dykli6MrzGKxYM6cOUgkEhBCwGq16h0SEVHF1Pvu0vmYPBDRdOk583ACgA3ZpGEPsrMM90op/TrG1PCEELDZbHqHQURUcY20bKmw49KePXsgpYQQQqeIiKhW6F3zcC+At0opz5RS/l8mDkREpJdGWra0cOFCNDU1qceBQAA9PT06RkREtULP5GGulPJjUsqtOsZAREQEoLFmHoQQWL58uWaMS5eIaDJ0Sx6klEEhxIVCiL8IIUJCiKAQ4onR4mmqc1JKBINB9PX1YWBgANFoVO+QiKiBSSmL7rzX88wDwLoHIpoePQumlwPYjOwO0jnvAHCxEOJ8KeVr+kRGleD3+xGLxQAA6XQafr8fQgjY7fYJnklENPuCwSAikYh6bLVa4fV6dYyo/Jg8ENF06Lls6X8jmzj8CsBqABcB+E8ADgBf1jEuKrNMJqMmDvnyf3HXk0QioV6YlNqIj4j0d/LkSc3xvHnz6r54uFTRNBHRRPTstnQpgJeklB/LG3tBCHEmgMv0CYkqQUo5pfFaFgwGEQ6H1eNwOIy2tjYYDHr3KiCifIXJw/z583WKpHIKZx7YcYmIJkPPK5h5AJ4uMf40gLkVjYTKQkpZ8k670WgsuXN1PSxZymQySKVSALLLsfITh7HGiEh/J06c0BzPmzdPp0gqp6urS/Nzd2RkBP39/TpGRES1QM+ZBwuAQInxAABzhWOhWRYOhxEOh5FIJGA0GtHe3q5JGDweD/x+v7ohndPp1LQNrEWBQEBdemU0GuFwOEqel0suiKh6NOLMg8FgwPLly7Fz5051bO/evXXdZYqIZo5rJ2jWxeNx+P1+DA4OYmhoCP39/di/fz8SiYR6jtFohM/nQ0dHBzo6OuB2u3WMeOai0aimZiOdTiMUCpU812xmbkxUbUrVPDSCwqVLr7zyik6REFGt0HPmAQCuE0IsKhg7BwCEEPeUOF9KKdeXOyiamVgshkgkAkVR1LFkMon+/n4sXLhQc269rP2Px+Mlx+12u6Y43Gw2w+l0ViosopoTDAbh9/thMBjQ2tpasR3vG3HZEgCcffbZuO+++9Tjl156ScdoiKgW6J08nDP6UcpHS4xJAEweqpwQQjPLkJNOp5FOp2E0GnWIqrzGSoJcLhdcLpe6fKtSF0I5qVQK4XAYNput4u9NNFW9vb2aGYDBwUEsW7ZszCWAs6kRly0BwLnnnqs5zl/CRERUip7Jw8cmPoVqkcPhgNFo1KztN5vNsFqtdTPTUMjpdCIWi2k6RtlsNphM2W+x3OdK6u/vx8mTJ9WidZ/Ph66urorHUe2klIjFYkin07DZbFxWppNMJlO0w3Mmk0FPTw9OOeWUsr9/oy5bWrVqleZ4z549iMfjvNlARGPSM3kYAfA7KSUb39cZi8WCzs5OHD16FOl0GhaLBS6XC06ns25bAJrNZvh8PoTDYWQyGVitVl0LwBVFQXd3t2ZsaGgILper7je+mopMJoPBwUE10Q2FQnC73TVfvF+LUqlUye5sYy0JnE2ZTKZhkwePx4NFixbhyJEjALIzxK+88gouuOACfQMjoqql523gjQCOCiG+IYTg7dA643K5cNppp6GrqwsdHR3w+Xw1XxQ9EYvFAq/Xi9bWVrhcrrIlSplMBul0etxzxmoHyzaxWuFwuKj7VSgU4mZ+OrBYLCVbOLtcrrK/d34CCQDNzc0NVZtUuHSJdQ9ENB49k4e/ILvXw20ADgkhHhdCrBNC1N+C+AZlNpvR0tICj8dTF3s46C2RSODEiRM4duwYenp6cODAAQwPD5c8t9RF2HjjjSqZTBaNSSmn1U43nU4z6Zihzs5OzdJGq9VakRmARi2WzmHdAxFNhW7LlqSUV47OOHwC2eLoqwC8E0CfEOIXAH4upTysV3y1LpPJIBgMIh6Pw2g0oqmpiRfwNWxkZASDg4MIhUKIRqPo7++H0+nE0aNHMXfuXJx66qmaxKCpqQkul0vTLtZisaC1tVWP8KuW2WwuKu4XQkypRiUYDKK7uxuJRAJWqxUdHR3weDx1u0SvnNxuN8444wwEg0GYTKaKzVY2arF0DpMHIpoKXatXpZRHpZT/DKALwFoAvwPQCuCrAF4XQjwhhHi/EELvrlA1Z2RkBNFoFJlMBslkEiMjIxVZO0yzL5FIIBaLqRe5PT09iMfjSCQSSKfTiEaj6OnpKXreKaecggULFsDj8aCjowOnn366LoXb1aypqano78Tlck26sD8ajeLYsWOIx+OQUiIej+PkyZNcHjYDJpMJXq+3osscG7XeIaewaPrll18uOStHRARUySZxUsqMlPJ3UsprAXQiu5TpCIB3AHgIwAkhxL8JIU6d7nuMJiG/FUIcFULEhBD7hRB3CCEmXFArhJBjfIzVZlZX6XS6ZKvU/E3MZpuiKBgaGkJfXx9GRkbqdhdlKaWmo1Il5H6JCyGQSqXU4/y6h1Ib0hkMBrS3t2Px4sWYN28eE4cSDAYD2tra4PF44Ha70dbWNqVi6VAopNnPBMh+L5Tze41mX2FzgUZLHjo6OjB37lz1OJFI4LXXXtMxIiKqZlWRPOSTUvZKKb8tpVwK4EoADwNwA/gSgH0zeOkvAUgD+CcAVwP4CYCbAfxZCDGZv4dfAnhLwcfrM4inbCp9cZtOpzE0NKTeCY/FYhgaGqp4HOWUTqfV1qc9PT0YGhqasGh5tuRahzocDhgMBvWuuNFohNVqVT/Xs0wmU3SRPluEELDb7Whqappym9axliZxyVJtOXbsmOa4s7NTp0j0w6VLRDRZ1X4r8hkAXgCLAVw4w9d6j5RyIP+1hRDDAH4F4DIAT03w/BNSym0zjKEiTCYTzGZz0bRzuWoeotFoUaKQTqcRj8fros4iEAigv79fvbuf6/4yMjJSkRoCq9Wq9lz3er2YN28eBgcH4fF41IQi/65hvTl58iT6+/vVFrhdXV1V00o1V0uUv4u4xWKp+85i9aYweWjE/VDOPfdc/P73v1ePd+zYgZtuuknHiIioWlVl8iCEOA3ZQuqPIFsDIQC8AeDn033NgsQh56+jn+uuOs7r9cLv9yORSMBgMMDpdJZtl9axZhimO/OQq9MwmUyzsht1IpFAMplUN6qb6nMjkYimXiQUCsFisSAUCiGRSMBkMsHhcKhJRTweRzweh8PhmLXuRl6vF/F4HMlkEvPmzYOiKPD7/TAYDGhtba3bDZ38fr9m47BEIoHDhw/jjDPOqIoNBx0OBxYsWIC+vj51Y625c+fWRdLcSI4ePao55swD8MILL+gUCRFVu6pJHoQQNgAfQDZpeCuyCUMSwCMA/kNK+UQZ3vbS0c+TWQ51sxDiFmSXPm0D8C9Syi2TeRMhxI4xHjp9Ms+fDqPRCJ/PBynlrCyhSKfTSKVSMJvNRRdtdru9qEBUCDHuBW0sFlNnLBwOh5rYhMNhhEIhNfFwOp1obm6eVsyJRAKDg4PIZDJqEmK32+HxeMZ9Xv6Fee7vLvc5nU4jHA5jcHAQBoMBXV1dcDqd6qxEritSTkdHx6ytn7bZbOrfqc1ma4i72yMjI0VjqVQK4XC4ar5+l8tVkb0IqDwymQyOHz+uGWvE5GH16tWa45deekntIEZElE/35GG06PiTAD6MbG2DAHAIwAYAv5BS9pfpfecD+AaAJ6WUL05w+n3IdoI6iWxnqFsAPCWEuFJK+XQ54psts5E4BAIBtQBUCIHm5mbNLEZuP4dQKIR0Og2TyYTm5uYx7wxHIhEEAgH1WFEUpNNp2O12BINBzbkDAwMIh8Ow2WxwOp2TusOeyWQwNDSEcDiMkZERCCHgdrvV5SUOh2PMX4iBQACHDx9Wk5dUKgWv1wu73Q5FURAIBJBOp5FMJtHU1IRQKASz2QyLxYK+vr6i+Ht7e+H1eseNO5PJVMVd9Go01szTbP19RaNRRKNRNDU11e3sDY2vv79fU0/T0tJSNYlpJc2dOxednZ3qEi5FUbBr166ipIKISLfkQQjxKWSThlXIJgwKgF8D+JmUcqL6g5m+dxOA/waQAvCxic6XUv5t3uEWIcR/A3gVwLcAvG0Szz9vjDh2ADi31GPVIh6PazrHSCnh9/vVQt2c3OzBZC6ES3WiiUQiRc8LhUKIRCJIp9MQQiCRSExqw7lIJIJkMql2fJJSIhQKwWazQQgBRVFKJg+ZTAbd3d2a5VYGgwHDw8NYsGCBeoFhtVpht9vVHWhjsRgsFktR4pATDAZLXpgmEgkEAgGkUikYjUY1waE3tba2Ynh4WLP5Wq64eaaOHj2KoaEh9bi9vR0LFiyY8etSbeGSpTdddNFFmvqPbdu2MXkgoiJ63u78CbIXzgeQvZO/QEr5oQokDjYAmwAsAXCVlLJ7gqcUkVKGAPwewAWzHF7VKdXydbzxydwRVhQFsVhMU9Cdv7QIyF7wR6NRANq7z5Ppn5+7yM9/Xq6OAsCYHXXyE44cg8GgJgoejwddXV049dRT0dbWps7q5JKNsZZDlap7yGQyGB4eVt8vnU5jZGSEvdULOBwOLF26FM3NzbBarWhtbcWpp067Y7PK7/drEgcgewc693+OGgc7Lb3poosu0hxv21YTPUKIqML0XLb0ALKzDM9U6g2FEGYAv0W2c9M7pJSvzOTlANRPL9IxjLVsZLqFzKFQCKFQSO1OY7fb0dzcrK7nt1gsUBRF3U/BaDRq7trn34Eei8lkQiKR0Lxebtfg/M5FpZ5nNpuLWrA6HA40NzejubkZQgik02l1WUOuMNrpdGLOnDmIRqOaxMrpdKKlpQWRSESdcbHb7TAajSULyuPx+JTbhda7pqamWe+uNFYSGg6Hy9ZYgKoTOy29qXCWgckDEZWiW/Igpbyhku83upfD/QCuAPA3M2m7KoRwA/gbANtnKbyq5XA41KVDORaLZVpFdKlUCqFQCC6XC+l0Wp2BcLlcalG0z+dDJBKBoijwer0wmUya2YzJrEtvampCLBZDJpNRuxRZLBb4fL5xlwUZjUbMmTMH3d3d6tdrMpk0bVB9Ph8CgQASiQS8Xi9cLpfmYvO0007D4OAgYrEYnE4nWltbEQ6HNUuaQqHQmMkX9weojLH+H7HuofFw2dKbVq1apWnzfeTIEfT29qKjo0PnyIiomuheMF1BPwZwPYB/BRARQuTPz3ZLKbuFEF3IFmt/Q0r5DQAQQnwJwGkANuPNgukvAegAUNEESA+5VqCRSASpVAoWi0Vd6z9VuTvyBoMBXq9XvUB3u93qxbQQQr3L7Ha7NUt5JtthyGg0or29HdFoFOl0Gj6fb9LJjs/ng8PhQCAQUOPM35nZZDLB5/ON+XyTyVT0i7ZUjUc6nYbRaNQkZbnNyqj8vF4vBgYGNPszuFyuhiyUbXRctvQmu92Oc845B3/961/Vse3bt+Paa6/VMSoiqjaNlDxcM/r51tGPfLcD+DqyS5GM0NaC7AewbvSjGUAQwPMA1kspG6IRdq6Yd6byL8Jzr5v/udT5bW1tSKVSEEJMaamUwWCY1lKXWCymtoo1mUyzMhMw1n4XPp8PoVAIiqLAZDJpkigqL4PBoM4S5Zaeeb1evcMiHXDZktZFF13E5IGIxtUwyYOUctEkzjmCbAKRP/YYgMfKE1X9UBRFbdVqs9nQ1NRUVDxttVphtVo1NQG5DdbGU5h0zAYpJQKBAGKxGIxGI+x2OywWi2ZfgXg8jlQqhfb29hm9l91uL5p9sNvtMJlME+45QeVjMBhm/G9LtY/LlrQuuugi/Pu//7t6vHXrVh2jIaJq1DDJA5VPMpnE0NCQeoc9HA5DURS0trYWnev1ehGLxdS77Q6Ho+Lr/BOJBE6cOIGRkRH1or65uRkWi6VoQ7pUKgVFUWa0U7Tb7UYmk1GXyNhstmlvfFdNhoeHceTIEQSDQXi9XnR2dqKlpUXvsIgmLRwOY3h4WD0uteyw0RR2XNq+ffuMfwYSUX1h8kAzFolEipbmKIqCZDJZ1Dkot65fURSEw2F1yUilOtxIKdWkIRgMqm1dDQYD0uk0LBbLtOoOcsXfQgg4HA51tiTXkjUajcJut8Pr9dbF0qSTJ09i79696O/vV4/9fj9WrFhRMmmcCUVR1La2LS0ts955iRrX4cOHNcednZ118f05E4sXL8bcuXPR09MDILuU88UXX8TFF1+sc2REVC24rS3N2FjtU0uNK4qCw4cP4/Dhwzh58iR6e3sxMjIyqf0bZkMqlUImk1FnFPLjslqtRX3+TSbTBouojQAAIABJREFUhHfcIpEIBgcHEYlEEA6HMTAwAEVRkMlkcODAARw7dgyDg4M4fvx40cVKLcpkMujv78fg4KBmfHh4GH19fbP6XvF4HK+99hpOnjyJ/v5+vP7662rCQjRThw4d0hyfcsopOkVSPYQQuPTSSzVjzzxTsY7qRFQDmDzUiUwmo168Fu5TUG6l7tQbDAb1ojuTyaC3txcHDx7Enj17NMsEFEXR7IGQL51Ow+/3Y3BwEIFAYFJ7PEwkV4dR2H0pV2Dd3Nys3nm0Wq0li2hz9RK9vb3o6enByZMnix4PhULw+/1FX1duvJblErDCf49kMjnrm9z19PQUbdx38uTJWfm/UGnpdLom465nTB5KY/JAROPhsqU6kKs5yF2YhEIheDyeivWst9vtSCaT6vIlk8mElpYWtZbhwIED6l4Rw8PDCAaDWLRokXqRnrtLny+TyWBgYEAdVxQFiURCs7PzdOSKo3PLl8LhMIQQaGlpQXNzM7xe74StaIPBoJoUZDIZhEIhZDIZuFwu9ZxUKjVmEhePx6cdfzXILe2y2+2aVqdOp3PWazlK/V1lMhkoilL1ezJIKRGLxRCPxxEKhdTuXTabDR6Ph3t6VIGDBw9qjpcuXapTJNWlMHl4/vnnkUqlytK8gohqD38S1IHcxWtO7s54JS+u3G43XC4XMpmMZs1wKBRSL7RzF0tCCIyMjKhr43MXVPmi0WhRQpFKpRCPx2e8F4LH44HFYsGpp56KYDCo7mLtdDontYdF/tImg8EAk8mkbnaXY7Vai7pN5Uy0Zn94eBgjIyNqq9pq3PG4q6sLsVgMhw4dQjKZhN1uR2dnJ+bPnz+r7+N0OjUJCjC5pWTVYHh4GIlEAiMjI0gkEjCbzeqmhcFgsC6K5msdZx5KO/3009He3q4uEQyHw9i5cycuvPBCnSMjomrA5KEOlFoqklsiMdYFbDmU2oshv67AYDDAbrcjk8loEgmv11t0ITWVOorpyCUK7e3tarH3dO8Eu91uzQ7SJpMJLpcLRqMRPp8PQ0ND6mOtra3jJg/d3d3o7+9X764PDQ1h2bJlMyoSDgaDOH78OBKJBOx2OxYuXDjjomOHw4Fzzz0Xy5YtK2vRe0dHB0KhkGaDwc7Ozor+v56OeDyORCIBKaUaezKZVJPfWCzG5KEKMHkoTQiBt7/97fjNb36jjj3zzDNMHogIAJOHumA2m4uWyBiNxqq4wHK5XBBCqBfoTU1NajvE5uZmOJ3OkjMkNputZBF1OWZTCpMGRVEghCjqFJXjcDg0tQwWiwVdXV2wWCwwGAyaeoquri60tbUhGo1OeIGdyWQwODiI4eFhDAwMQEoJg8GAZDKJ1atXT+tryxWo55KuWCyGgwcP4owzzii5BMHv96tL4Dwez4Sdk5qamsra/chisWD58uUIBoNIpVJwu901MeuQq9MQQmj+/+e+T6vhe7PRKYpStMfDkiVLdIqm+lx22WWa5OHZZ5/FLbfcomNERFQtmDzUAZfLpakbEEKgubkZUkrd11VbLBYsXLgQx44dQyqVgtFoxMKFC7Fw4cIJn+d2u9Xdng0Gw4x2YE4mk2MmVMlkEul0GkII+P1+9QLPbDbD5/NpnpPJZGA2m2E0GtXnOJ1ONUkqFI/HEY/H1YvI8aRSKUSjUU03oUwmg2PHjuHss89WE6dcW1ggm8iMleQA2aUzpepJhoeHizZIy+3bkJPb/XrevHnjxl1uBoOh5vaPyE9wnE6nmgjn/q0mszyOyuvo0aOa7425c+fy3yVPYd3Dli1bkE6nG76VLRExeagLZrMZ7e3tiMVikFLCYrEgFApheHhY7SKkZ298i8WCtrY2RCIROBwOtLW1Tep5TU1NcDgcSKfTarHpVCUSCTUhyO3BkFsuIqVU16UD2YvnXCEwkE0qgsEg3G632mFoZGQEUkqk02mEw2E4nU5Eo1H17zlfNBrVdFZKJBJIp9Ml/y2i0SgGBgZw+PBhhEIhzZIWl8sFv9+Pjo6OoteMRCLw+XxF3aMmUiqJKtVmdXBwEB0dHVV1p7y7u1tNijweDxYuXFhV8QHZ//NOpxORSETdbV0IAZfLBafTOeO6HZo5Llka34oVKzTLLgOBAHbs2MGlS0TE5KFeGAwG9a7ZwMCAWgeRyWTUomA9Llji8TjC4TCMRiPcbjcAYGRkBHPmzJnUBZ/BYJj2hWGuo1Lu7qKUEpFIRO0WFIlE1MQhV2OQTCZhs9kghICiKOqGckIIDA0NweFwwG63w+/3I5lMQkqJlpYWdVlN7sNisZTsFBQOh0smGa+++qq6kVx3dzfi8TjmzJkDh8OB1tZW9U52KBQqes1QKDRm8uD1etHb26t2fzKbzWo3rEKlukMVtkktt1ySNtbSpNx+Dzm5JVaLFy+uVIiTlluWpygK2traxp0hosrbv3+/5pidlrQMBgOuuOIKPPzww+rYn/70JyYPRMTkod6M1Ws/FovpljwUyhWRljueUi1gczHZ7XY1cQDeTFIymQwSiQSi0ShCoRBisRiSySTcbrc6E5GrQwCyf9+xWAzRaBQHDx5UEySbzYZEIoHW1lYkk0n1683VGSiKgsHBQSSTSRw6dAh9fX2QUiKVSqkzLvPmzVPX+Le0tKgzHoXGu8DPPXf37t2IRqNwOp248MILS9Y7uN3uoo3fnE5nRe7qZzIZHD9+XL3LabfbsXjx4qIal/w9QnJye4BU2+wDkC2eZ3vL6vTaa69pjk8//XSdIqleV111VVHy8M///M86RkRE1YC/1eqM3jUOhca6oCv3utnxLiZz4yaTSZNAOJ1OhEIhxONxKIoCRVHU7lDhcFhNLhRFUS/iY7EY0um0upFdIpGAx+NBNBpFIpHA0aNH1dkCIQQWLlyI1tZWvPbaa0ilUkgmk3jppZc0nagsFgscDgfcbjdaW1s1y4bMZnNRcjheAXE4HMbw8LCmxqS3txetra1FF7Xz5s1DIpFQ47Varejq6ir6e+3u7laXTrW2ts5KTUR/f7+mK1UsFsMbb7yB5cuXT/jcXDEy0VTs27dPc8zkodg73/lOzfG2bdsQCATYKYyowTF5qDO5Hvj5LVIB6LZXQG7dd/4FnsVimVbHHCml2glprOfH43EcP35c3ZTLaDSqa86NRqNa4JyLLRaLqbMTzv/H3psHSXKW54NPZlVmVtZ9X31Pd8/RGqHRZcm2wMIsIIEwwqyMLS82NoTDsBE4WLNmhQ3hH2Y3COPA/seBjbGxw7YAY2NuCxBGQraMhI6ZYTSamb6v6rrvyqw8KnP/aL5XVX1oeiQNPT2TT8TETGV3V32ZWdP1vt/7HD4fBEFAtVqFJEkD15FNBFhuRaFQQKvVAs/zGBkZQbfbhSRJsCwLqqrC5/NB0zS0222iq7hcLrTbbSwvL9O0oNPpwO12Y25ubqCgD4fDOHHixLYGKBwODwQC9tPBdsJOadaWZaFer29zUnK73Zienka324VlWdveM7Zt4/z589jY2ECv14MoitR8vdwGolarbTumqip0XR+414yGBWw2HPV6HYFAAKFQCLFYDPV6HaZpIhQKXdQpysG1ja2Th700qtcahoeHMTMzg7NnzwLYpDZ+73vfwy//8i/v88ocOHCwn3Cah6sQ0WiUdsF5nkcgENi3NF6Xy4VEIoF2u01agJci3jYMA9VqdUcnJNu2aWJw/vx5Cn1TFIXCuHw+H/x+P4aGhqhAZyFsnU4HhmFgY2MDuq6j0Wig1+shk8nQtIE1HSyAj+U41Ot1rK2twefzkatSvytSKpWixom9brVapYaC/S2KIgzDIGH4bpQuQRAQCoUwPz9Pgm2Xy0WFsmVZUBSFGrTdpi8vRqXZ6b3CBPgnT56ka2FZFgXEvdzmYbf1bF0/e53z58+jVqshEAgglUohl8vhxz/+MU1YGo0GFEXB6Ojojs/bbDahKMq+mwk42B/UarUBgwBBEByb1l3wxje+kZoHYJO65DQPDhxc23Cah6sQPM8jEons9zIITKD7cnjp/RaqwAtOSOFwGPV6nXQHLP3Ztm20220SQUejUQCbBX2/cJXt3OfzeZoyeL1eNBoNbGxsYHp6GqqqwuPx0A5/p9NBIBAgJygWEOd2u8lRShAEZDKZHfUn4XCYciJ8Ph8F5YXDYbhcLoTDYaTTaei6vmMhv7CwQDvyhmFgZWWFHLaeffZZKIoCj8eDY8eOYWxsjELnGJgN7l7R7XbRarXo2jIaVyQSIbeqZDKJeDyOdrtNAu1AIIBkMrknJ6hEIkENYLlchm3bGB8f35Hels1mt1EnKpUKOp0OTNMcaNKy2exAY2JZFubn5weE5/F4fNcmw8HVia1Th+npaUebsgve+MY34s///M/p8be//e0rwgbcgQMH+wfnt6WDy452u43V1VWoqgpJkjA0NHRJvv1sh3srNE0jmhAwuEtdLBbpuG3bSKVSRCXaycu9v5gUBAHhcBjdbhc8z2NsbAw8z1NDwRoERoNi0wY2FQgGg8hmswiFQjh//vyArkKWZUxPTw8UsLFYDIZhUEPAmo+dqFntdnvg+RjW1tZw5swZokO12208++yzCIVCOHz4MDY2NohONTQ0dElNHBO9M6vRZrMJ27axurpKupCVlRWcOnUKlmXB5/PB6/WSdmRsbOyihZnf7wfHcfjRj34EXdcRCoXIeWqnTJCt6+/POOk/1t9MAJtN6FbHqnK5jHg8vm/UPgc/fWzVOziUpd3xmte8Bh6Ph34PLC8v4/z5845GxIGDaxhO8+DgssI0TczNzVFxp2kaFhYWMDMzs2cqFcdxRB/qh8vlgqqqKJfLRIdiUwP2QafrOtxuN/L5PJLJJNGctu6abS3U3W43/H4/UqkUOp0O5ufnUalU0O12USqVkEqlkEwmIYoi0uk04vE4gsEgBEGAbduIRCLgeR5HjhyhRsbn89Eapqen0W630W630e12IQjCQOHPXI5M06Sfl2V51wJ3fX19m+uSaZpYX1/HjTfeOOBhz+xQ99pAsO+TJAnpdBrAph1wrVZDMBhELBbD4uIi1tbWIMsygsEgwuEwZFlGqVQaaMB2A6OR9GeAdDodLC8vI5VKUdie1+uF3+9HLBYbSPn2er2ka2HNJksvt22bpiVLS0uo1WqQZXng/ccSwB1cG3DE0nuHLMt4zWteg+985zt07Bvf+IZzzRw4uIbhNA8OLivq9fqOdqmMUrIXcBwHv99P9CAGVVUpMIzpDdLpNAVzsQkBsFlc12o1HD9+HIVCAbFYbIC+lEqlsL6+jsXFRXS7XXg8HkxNTYHjOCqUgU09QDQaJZ1ELBaDx+NBKBSihkQQhAFHp93Ok2VB9Ho9jI6Oot1uo9frIRAIQBAELC8v49SpU3TeoigiEokgkUhsu6axWAylUmnHa8fQ7XYxPz+PhYUFCpdjdB1GddtJZOz1etHpdCBJEk2MKpUKPB4PdF3HI488Qi5Q7Lyff/55yqdYW1uDruuYnp6mryuKgvX1dXQ6HQiCQHkkxWKRqGXxeByhUIicqfrPdWxsDJZlESXryJEj6Ha7WFtbQ6lUAsdxGB0dxcLCAmRZRqVSAcdxcLvdME0TrVYLHMcRpWq/NEEO9gdnzpwZeOxMHl4c99xzz0Dz8JWvfAUf/OAH93FFDhw42E84zYODAwG/3w+32w1VVcFxHARBwOzsLLkCVSoVGIYBl8uFVCoFSZKgqipUVUWlUiHdBdMRNBqNAZFxtVrF+vo6FZler5dE1Mx9iMHn8yEej2NoaAhDQ0Pk8MOcmFKp1EVzNTqdDk1IFEUBx3EIh8Nwu92wLAunT59Gs9lELpdDs9mkwr3dbsPr9SKdTqPVapG2glGHmC4B2JzM9AdfLS4u4sKFC0Tneu655/DYY48hm80iGo0iHo/j6NGj25odt9uNeDxOr6coCjUrmqZR9kIsFgOw2Rh0u11omga/3w9BELCxsQFgU8wvSRKWlpaoIWDTnGKxSNMEwzBQKBQQDodJnM5QqVQQi8WQTCaRTCbpOLOlHRoagtfrhaIomJ2dxdTUFOlZBEGgrzEaXSQScUTT1xhOnTo18PiGG27Yp5UcDLz1rW/F+9//fnr8+OOPo1AoIJVK7eOqHDhwsF9wmgcHlxXRaBS5XG5g55jn+Zdko+nxeGiHuNlsotVqwTAMCj9jRX8ymaTQNVYo+nw++Hw+Woeu60RfqtfrKBQKMAyD1iWKIrk1McvXfsG22+2mALd4PI75+XlUq1WIooilpSUUi0UMDw8jHo9vo0gxdyhgM5iNrZHtwl+4cIGK70KhQJaljUYDkUgEHMdtoyIBwB133IHTp0+j0WjA7/fj+uuvp6K42+2SsNyyLFiWheXlZdi2TTqNfD4/4Jy0lTKVTCbhdruxvLwMQRAgyzIajQZNDFRVRSqVoglKKBRCIBBAoVBAp9OBrutwuVzQNI2cktj1qFQq1ET1u1MxbclWMKckYHO61W63Ua/XIYoi3G43dF0nbUij0aCfMwwD4+PjaDabsCwLIyMjl6S/cXDwUSwWqZkFNv+vHzlyZB9XdOVjdHQUN910E5555hkAm/9nv/71r+M973nPPq/MgQMH+wGneXBwWcHzPKamprC+vj4gmH4pOQ/96HQ6UFUVtm1DURT0ej2Ew2F4vV5wHIdEIkHC3lAoROJm9rrsMQCiDvWDNRc8zyOZTKLValFmQj+lpn8tLpcLa2tr6HQ64DgOrVYLx44d29ZAWJaFXq+HRqOBRqMBURRh2za63S5cLhcCgQCFz+m6ThQhNv3QdR1PPfUUYrEYYrEY6RDi8The+9rXotfrbRMoM/1EPp+HqqrodDrI5/OIRqPkZMXzPERRpNfpF3s3Gg3UajUcO3aMinmfz4derwfDMEiYrOs60uk0XC4XxsbGkM/nkcvl6P6cO3cOmqahVCphYmICkUgEKysraDQaZAErSRKSySRSqRSi0ShNSvrBmsj5+XlqDsrlMpaXl+k9wKhZw8PDpINg+plIJELvFwfXFrZOHa677roBCqODnXHvvfdS8wBsUpec5sGBg2sTTvPg4LLD6/Vienr6FXs+TdNg2zZisRjK5TLx2G3bJktWQRAwPj6ORqMBn8+HWq1GlBUAtOsNbBbWPp8PsixTocpxHFwuF1mQMmqUrusIh8OIRqPUEOi6TtQnRruxbRvNZhP1eh1er3fA4YnneRSLRRSLRfR6PQpcY/QZJgKXZZlSpy3LIpFvqVSCqqpE2ZmYmMB1110Hy7LgdrtRqVRgmiaJthuNBkzTxI9//GMsLy/DMAyoqkrrY42MYRgolUoYHx9HIBDA3NwcWdR2u12oqgqe55HJZLC6uorZ2VnMzs6i0+lAFEUK10ulUhBFEevr68jn82g2m/B4PLhw4QKCwSB8Ph+q1SoMw0AgECCHKVmWIUkSeJ6nBnNkZIS0EQxsUtJsNgemCjzPo1QqIRaLIRAIwO12o1wu45ZbbgHHcWg0GnC73eB5nsT1wAvNHMvYcHB1Y2vzcOLEiX1aycHCvffei49+9KP0+OGHH0ar1Rr4XerAgYNrA07z4GDfYds27fLvBWxKkE6nSUjNdplFUST9AKM5aZqGRCJBPyfL8sDkw+/3wzRNjI+PY21tDe12G8FgEIcPHyYak9fr3XWXmhWkW1O92WtvtZntdrswTROVSgX1eh2GYcC2bWQyGUxPT0OWZaTTaRSLRYyOjsKyLITDYYyMjJCuor9xeeihh/Dcc8+RFe3k5CR8Ph/m5+dhWRZCoRAeeeQRnD59mgTgwWAQ8Xgc9Xodc3NzZEs7OTmJL37xi+SW1Gq10Gw2kUgkaKJQLpfBcRxlPDBqF5uWnD59GidOnEAwGESv10MkEoFpmlhdXSUnqUAgAF3X8fzzz+PIkSNIJpMQBIGaGUYp8vv9mJ6eRr1eJ6oSoxkxRy0GRVGQyWRICM0mC91uF+FwGGNjY0RvMwyDciEURaH3H3vfOLh64egdXhqOHz+OQ4cOYWFhAcDmJs5DDz2E++67b59X5sCBg582nObBwb6i1Wqh3W7Dtm0IgoBIJHLRTADmkMNyB9jOl9/vh2VZA9oIl8t1UWqK3+8Hz/PweDxIp9PweDwIh8N73oVmBa0sy2i323QsFAqB5/ltlAjTNCmjQhAEaJoGQRBQqVSQyWRg2zYSiQQJhU+cOEHnc/bsWeRyObJBXVxcJCeoUCiEVquFWq2GyclJFAoF+P1+rK+vY3l5maYz4XAYPp8PExMTePrppyk7IplMYmFhAYVCAclkEuFwGLZtk7NUrVajpiGTySAYDELXdQrK03UdpVIJo6OjmJ+fx4kTJxCJRKBpGtbX19FsNqGqKmZmZqiI73a72NjYoEaLUZZuuukmus88zyMajdJUiWHrfXW73ZAkCdlsdiAEL5vNUoPYbDaxvr5OOgxN06hJtCwLtVoNqVTqJYcZOrjy4TQPLw0cx+Hee+/Fpz71KTr2r//6r07z4MDBNQineTgg6A9D83g8O4pIDwo0TaM0aF3XqUg0DAPVapXoOIZhoNFokNCWefazYpsVw8Bmgbm6ukoc/UgkctFsgX682GThYnC5XBgeHgawSYdiGQMAduTVi6IIXddpbWwKwpoFllnh8XiIArQ13Oz8+fNYXV1FPp9HPB5HJBIhXYau6wMi4kKhAEVRKHjO4/Gg0+lgfX0dtm2Tw1OlUiEaUKVSQTweRzqdhqZpqFQq8Pv9yOVy1GiIoohoNIpGo4FisQiO4xCJRNDr9aAoCiqVCrLZLHK5HJ0fa5pYBkWz2YSmaVBVFaIo0n1eWloasHbdCSzvoVKpDDx/f+Pg8/ng9/tRLBaRy+VQKpXw2GOPQVVVCgPs9Xq47bbbSHuiadqLOmU5OLjQNG1bxoPTPOwdb3/72weah6997WsOdcmBg2sQTvNwAGAYBsrlMhXKzWaTLC8PGhRFIeFxvV6HpmmUJgxs7sozn/9KpUKCXOY8xIpPjuMwMjKCQ4cOwe12kxCXgQWBMTHx5QbP8xgZGaEi3jRNBAIB2LaNcrmMQCBA0wNJkhCPx1Gr1SjDwev1Ih6PI5lMQpIkJBIJcByH5eVldDod8DwPjuNw7NgxPPvss1hfX0e32yWhNXM9KpfLlFD9/PPPQ5IkCskTBAHJZBK6rsM0Tfj9fgpVAzYbhn7RdLFYhM/no8lELpcj/UWn00Emk4Hb7YaiKDBNE6FQiJK8mWi50WhQBoTP54OiKFhbW0M4HKZEbrfbTU1LNpul5mZ2dhamaVL2Rb/QXlEUFAoFmKYJr9eLer0O27aRTCZRr9eRSqUQCoWQTqcp/wEATp8+jeXlZbrmzGZ3cnKSXKacqcPVi+eee27A+W10dBSRSGQfV3Sw8LM/+7MYHx/H0tISgE3q4Fe+8hW8853v3N+FOXDg4KcKp3k4AGCuQQy2baPRaAx43B8UMFoP8EKAWafTGdjp5XmephPNZhPtdhu5XA4bGxvw+XxIJBLweDxYW1sj15z+xoGh0Wi8aPOg6zrZg27VQbwU9NOout0u5ubmBvIFhoaGiHpz6NAhmKaJYDBILlRMtO12u+HxeHDu3DmaNrFivlgsEsVK13VEIhFIkoRCoUB2p5ZlkbtVt9uFKIowTROmaYLjOHpN27ZRr9chSRK5JQmCQNoJJuzmeZ6mBKwxKZVKZIuaSCRocsC0D4cOHUIoFEImk0Gv10O73UYqlUIwGMT8/DxNI6rVKlKpFNxuN0RRhCRJcLlcdM+ZUN22bSwuLuKmm26i/Atgc2rDmho2/WFJ3Owxy6EAMBCkx3QOxWKRqGVsDQ6uTjz55JMDj2+88cZ9WsnBBMdx+NVf/VV84hOfoGMPPvig0zw4cHCNwWkerlAw+gSAHQtjRtk5aO4w/bt+sixvs0nleZ4KYOYA1Ol0oCgKuQZxHEe0mf6wt614Me1E/wQE2GxgotHoKyaWzeVyAwJqwzBQLBYpPdrv92NqagqhUAilUgmCICCRSMDtdpNOYKtFqcvlQi6Xg23b8Pv91FD2ej0Km5MkCZZlQVEUyluIRqMQBAFut5uaMo7jsLGxAcuy0Gq1SHOSSCQgyzJ0XYdhGLAsCz6fDy6XC7ZtkysR01ZMTEzg1ltvxejoKEqlEtmgJhIJjI2NQRRF9Ho9ymRgAX9MxBwKhchJiTktRSIR5PN5EmOz+3X27Fmsrq5C13XKpGC7xmw6xaYZ/dOD/qbQ6/WC53lypmLNWiQSgW3bjlj6KscPf/jDgce33377Pq3k4OL+++8faB6++93volgsHsjNLAcOHLw0OM3DFQjmxMOK6nq9TgnLDAfVVlKSJGqGmCOOaZpwuVzE62eTh1arRbvizLefFZ7lchmZTAYulwtut3uA+86QSCR2XUe/fqD/2MstHm3bRrvdJrvU/l1sRhdiu9zBYBDBYBCTk5Nk2SoIAjiO2+bcBIBcpHK5HLrdLrkNBYNBxGIx6LqOZrOJWq1GTZcgCKQr0TQNmqZB13VUq1Wi/AiCgEAgQC5FkiSh3W5D13Ukk0nYto1AIIBWq0VThGAwCE3T4PF4sLi4SE2RaZqkq8hkMhBFEadPnwaw2QTPzc1Rc9PtduH1etFut+FyuRAMBjE+Pk4TEPY+yeVydM7NZpOEz263G+Pj41hdXUU8Hqe1s+aIgYnZVVXF0NAQCbtZjsbk5CTK5TIAoFAoIBAIYHJy0qEvXYXY2jzcdttt+7SSg4vrr78ex48fx5kzZwBsbl58/vOfx+/93u/t88ocOHDw04LTPFyBaDQaA7vxXq8XrVaLdlk5jqOAsoOGUChEhatpmmi1WvD7/VhaWsKFCxfg9/tpp7hQKJANqqqqCAaDVHjzPA+Xy0UNwsjICCRJIi//RCIxIJzdiq2hcMDgVGQ3sMKzUqlAlmWEw2GEw2HKemC7+IZhUDPCxIQul2vXMCqXyzUgghdFkQp2BrarzmxQW60WFEWB2+1GNBpFqVRCp9Ohc/PQble5AAAgAElEQVR4PPB6vXC73RQC12w2KdSNTSuY85HP58Pc3BzZm/r9fqI1GYYBv99P58dxHDVvnU4H5XIZ9XqdRO3tdhuFQgGTk5O4+eabce7cOczPzyMajdJkye12Uyo3u4+apiGdTmN8fBzf+973sLS0hLW1NXJ6Yk0ku4dswtLpdDAyMgJBEGiy0I8jR46gWCxClmUSpbvdbro3Tz75JEZHR8kGdnl5mXI3Lub+5eBgoFar4fz58/SY53nccsst+7iig4v7778fH/7wh+nxZz/7Wbz//e8/kBtaDhw4uHQ4n4pXILbSlERRpMLRtm0qgA4i3G43kskkKpUK5RxcuHABCwsLlAAsyzJGRkZgGAbtJvM8j2AwCI/HA9M0kclkSBQLbBYC6XR6zwJp5njUj4tx3ZvNJmZnZ7G4uAhd16mA9ng8GB4ehqqqaLVaCIVCiMfjNB3wer0UiMZyDvaSaDs5OYm1tTU0m00KvavVarBtGzMzM3Q919fXMTs7S0W9ZVkUvJZIJJBMJtFoNLC0tDTgasTyJnq9HjUdLOmZiZbb7TaGhobIParX6xHFiYXyVSoV1Go1uFwuSJKEUqmERqNBGRFjY2MYGhpCPp+nRjAcDtNrsRC6ZrNJO/88zyMWi+Hpp58GAArLq1ar8Hg8qNVqlNFgWRai0Shdm+np6W22rizDgYXwZTIZstZ99tln6f43Gg0SjTO3ruHh4V2pcQ4ODrbqHa677jrHJegl4jd+4zfwkY98hDYqzpw5gyeeeMKhgTlwcI3AaR6uQLDE5H4wIevVgF6vh3K5jLm5OdRqNVy4cIGCz2RZhm3bWF1dpeaANQyMD8/Cyl4OxSgcDg9Qwxht5sWwvr6OWq1GTYdt21hZWUE6nUan06Hd7na7jXg8jmw2S05J0WgUsixDURSoqop4PH7RBoLneYyOjg4cm5ycJAqPKIoIh8OUbN3pdKip6Xcy0jSNrh/bRbcsCy6XC71eD6qqbguzY5oaplmQJAmtVguxWAy9Xg8ejweVSgXVahW6riMQCKBeryOXy2F9fR2SJMG2bQwNDWFpaQnZbBZTU1Po9XrIZrM4efIkTWY8Hg81hywDo1wuIx6P48SJE1hYWICmaSgWi4hGo6jX6/D5fHQOHo8Hfr8fyWQSsixTxgZDt9vF/Pw8VldXsbCwQM1YPB4fmED1ej2sr6+jUqmQ+5IgCFhbWyPxPgBEo1FyZroYdF2nBtKZYOwvHL3DK4ehoSG8+c1vxte+9jU69pnPfMa5pg4cXCNwPs2uQAQCAQr+YrhYYXuQ0Gg06E+73SYqDEsWDgQC5EDEGoVwOExFI6P47PWaWJYFwzBIHwG8MAFhjcBeHHZUVd02rWDpxJqmwev1UgGfz+fBcRx6vR5cLhc4jqMQNBa8xigylwI2kQE2r+PJkyeRz+dJ2GwYBuVEjI+PQ5Ik0odomoaNjQ3SPSQSCWiaRrv47PoDL4iwdV2Hbdvw+XzURPA8j3q9jkqlglKphGPHjqFYLKLVatH96Xa7WFxcpAA5AIjFYmg0GkilUjh8+DAkSSIqVLvdhqqqWF1dhcfjQTKZhMfjwfj4OF1f5tQUjUbRbDZRqVQofTsajcIwDMiyDEmSMDIyQtdscXER1WoVjz/+ODqdDqrVKv0cy4Fg15M1tKIootls4vjx47BtG7VajRoSdr2Zm9NuWFtbQ7FYBABqjpgWRZIkDA0NvaT3gIOXBqd5eGXxO7/zOwPNwxe/+EX8xV/8xVX1WeXAgYOd4TQPVyAYLYm57bwSNqJXEkzThGVZsG2bdADMdtTtdlPmweTkJNG0JElCKpVCIBAgK9O98GtVVaUMAAADDj1MIKxpGtl5yrK8a0AYswDtd2lieQZut5tC2er1OrLZLFqtFhqNBqrVKoXWeb1eClLbimazScU9s21llqmJRAJerxfhcBiHDx/G6uoq5ufnwfM8fD4feJ6nf3Mch6GhIczMzCAUCkFVVczPzyOTycCyLNTrdaiqCr/fj1QqBcuyoGnatuup6zpRjwzDQKlUQigUgiRJNO1wu924cOECbNuGrusQRRGGYZCr0XPPPYd4PI5SqYQTJ04gHo+j1Wrh6NGjSKfTWF1dJctYNglZXl7GxsYGZmZmsLGxgbW1NSwsLKBUKsE0TYTDYViWhXQ6DcuykEql4PV6ceTIEQQCgQH7TXYOTz/9NMrlMjl3MR1It9tFLBbD0NAQ5T+k02mIoghVVbG0tARJkjA1NTVwbarV6os2D81mkxoHYPM9/+STT2JsbIzecwsLC5iZmXEcnn4KME0Tjz/++MAxRyz98nDXXXdheHiYMlQURcHnPvc5RzjtwME1AKd5uEIhiuJV1TD0g1FqWNGUTqdRLBYpZGxkZARDQ0NUZDPNB2sc9gpWKPdnZLCJBtMhVKtVNJtNSu1m1rFsN7ofQ0NDUFUVtVoN9XodlmUhHo9DlmXUajUUi0XK5FhZWaFkabYOURQxOjqKZrO5LZiq2+1iYWGBdv7n5ubQaDRw6NAh8DyPWq2Gqakp+P1++P1+mKaJ2dlZEhOzqUi32yXNBQudq9VqFI4Vj8cRjUbRbrcRjUYxMTEB27ahqiqazeZAU8OSp1mh7HK5UK1WwXEcut0ueJ6niU21WoUkSXQtRVGkwl/XdRw+fJj0IP1UrG63i6eeegrVapUmF4wixAT0c3NzOH/+PLrdLjKZDMrlMtxuN1KpFIaGhkj07fF4cPTo0YHrykTijAbYPzmKxWI4dOgQJEki6tPIyMjA+4U5Zm1tKLcKsreCTVsYWq0Whev1T7nK5fJFJxgOXj5Onjw5cE/i8TiOHTu2jys6+HC5XHjPe96DP/7jP6Zjn/rUp/C+971vT5ouBw4cHFw4zYODnzp8Ph9CoRAmJyexvr6OSCSCw4cPw+fzIZlMYmRkBNFo9GVbZTLKzVYwQTqj3hiGQcW0IAhot9s7Ng/M+cnlckFRFITDYQwPD0MQBDz33HM01Wi321hbW8Po6CgVqyxzwe/3DwiQGcrlMhWkrGC3bZsKbsuyUCgU4Pf70e128eSTT1JQmqqqmJ2dhdvtht/vp0lKKBRCNptFMpnEj370owEhPqMsGYaBaDSKZDKJXq8HjuNgGAY5NbGEb+aK1Ww20e12iToliiK63S40TaMMCPa8giBQU8ZeO5/PQ1VVsp09deoUFhcX6R6wBqtYLKJSqeDChQsoFApYWVmBYRhoNBrweDwYGhqCpmmYmZmBLMuUvr31vrEsB7/fD1mWKf2bNXaHDh2Cz+dDOBwmTY2u60Q/Gx4exujo6ACdy+VyXTSVeLfGf2tR5djB/nTw/e9/f+DxL/zCLzjX/hXAe9/7XnziE58g2+iVlRV86Utfwv3337/PK3PgwMHlhNM8OPipQxRFxGIxmiaYpkmTiHA4/IpMXKrVKur1OjUF/YUC240GXrBsZfaikUiEKFX9NB7btskRyjAMKh5zuRw6nQ7x5GVZpsKaaTls20Y8HgfP85Bl+aKUK2ahyjQT/ceBzQKcFbGqqqLRaFDxPjo6Snz/eDwOn8+HtbU1JJNJElUz8bMoisjn8xBFEdPT04jH41hbW0Ov16Pmplarged56LoOWZaJauTxeGBZFlRVRa/Xg6ZpEEWR9CV+vx/BYBBTU1Nwu90wDAPr6+vUQKmqikceeQTlchmCIKBer4PjOLLktW2bUrrn5uZI38A0HUyHUalUkEwmkU6nd9UPjIyMUOgc0xPJsoybbrqJGtbh4WFwHIennnoKAEiMPjY2hiNHjuDs2bO4cOECDMNAPB7H+Pj4wGsoioJCoQBFUeD3+5FIJAYcvZigvN/dhwnpXwzVapXuQSKR2LGpdXBxPPLIIwOP77zzzn1Zx9WGZDKJ3/zN38Rf//Vf07FPfvKT+LVf+zXHttWBg6sYTvPgYF8gSRISiQQSiQTt6r5SO4Hz8/NoNBoANkWwtVqNQr9YAc+yAkRRRLvdJucetratH3yKohAtiK1XVVXKQ+h2u2i1WnC5XPD7/Uin08SrlyQJLpdrQMdQr9chCAJpJqLRKIrFIrrdLjqdDulCWB6G2+2mXARmJ5rNZvHjH/+YCupAIABJkkh7UKvV4Ha7USqVEAwGMTY2hvPnz9Pue6vVogYH2Nyln5iYwPLyMlqtFjRNI10KmzYEAgGEQiHSC7C/mRWqbdvgeR6BQIBoZrquo91u4/Tp0zBNE7VaDfPz82g2myQmFwSBxNizs7Pw+Xy4cOECVlZWUK/XyUWKBdQx6huwOdXZ6krFwETLrPgeGRlBMBgkilw4HCaB58TEBGKxGBYXF8FxHNG+LMuCZVnUMPA8j5WVFcokKRaLePLJJ9Hr9Sg8r9VqYWpqCuVyGZqmQZZlHD58GIVCYUAw/WJ6h1wuh3w+T4/7qWv5fJ50Opfi/nQxmKaJcrkMXdfh9/sv2twcBJimiccee2zg2Gtf+9p9Ws3Vh9///d/HZz7zGfo9cvLkSXzzm9/EPffcs88rc+DAweWC0zw42He8kvSBdrtNjQMAyhDodDrIZDIDbk0sLK3dbsMwDOi6jlgsti2Ar9vtotFo0C4yEwUzYXMgECArVk3TEAqFMD09jXQ6jcXFRSiKAkmSkEwmYZomOe7oug63242hoSF4vV6Mj49TGvPo6CjlXrTbbQQCAciyjG63C5/PR5ORbDZL58wKUZZ9wBKh2W4/S1QulUpELWKFLEv5Hh0dhSAIUBSFdCGdToemJaqqIpvNIhKJoFwuw+VyEfULeMHitVgsYmJiApZlkbMWoyypqkprdrvdZNEaCATQ6XQQCoXImjWfzw+Ewtm2TbSjo0eP0kRnp4C/drtNjcPY2BharRYMw8Dx48eRTqdhmibRo3w+H+LxOILBIG644YaB52HuSv3vU0Ytc7vdePzxxzE/P0/nPj4+juHhYSiKsk3PcCkOYf2Ca4aNjQ3IskyJ2Gx9AF52A2GaJs6dO0fv83K5jFarhbGxsZf1vPuNZ599diBsMR6PU06Kg5eP6elpvO1tb8OXv/xlOvbAAw/g7rvvPrB5RA4cOHhxOM2Dg6sKjNrDwLIjZFkeKNxCoRCWl5fJvce2bUQiEUoeZlhdXUWpVAKwmXjtcrkgyzIVq6FQCIIg4NZbb0W1WoWqqkin08hkMgiHwwiFQlAUhdbGJg7lcpkoSaZpYnh4mJyUWKFqWRba7TY5UDF4vV7ceuutpBdgkw5moSrLMsbGxuByubC0tAQAyGQyKJVKRFdiTQFzWWIUKUZj8nq9sCyL6Ek+n49291ko25EjR9DtdrGysoJ2u42NjY2ByUOv18Njjz1GtqxMP9FsNsHzPE13TNOEIAh0bQ3DQKFQQKPRoCkPa3AkSUIwGEQ8Hsfq6ipR4Obn58milqHdbg+8FxhliE10zpw5A0VRKHSuVqvhyJEj295TuzW3iqLgsccew8mTJ+k8WIYJsxx+qTv3bNqxFYZhkAtbP6rV6iU3D6ZpYnV1lWhRTPPSj0qlglQqdaAdoR5++OGBx3feeadDqXmF8dGPfhT//u//TtOHM2fO4B//8R/xrne9a38X5sCBg8sCp3lwcFVhN0741uMej4dC1NhjjuOoAHS5XGi1WtQ4AJtuS+VymULIhoeHIYoiNR2RSITsVBlCoRDt2AObBayu6wNaBiYEjsfjAwGBLBuAWZj2I5lM4g1veAP8fj9yuRzq9ToKhQJKpRKGh4eRTqextLQERVHQbreJLiTLMniep+wCSZIQCARIP+HxeGgious6TNOkBiybzcK2bUqUZkX16OgoWczW63VK3A6FQqjX61hZWaGGiWVHAKCGjtHJRkdHsbCwQKFs7PtY4jPP8yTkLhQKSCQSWFpaomu2urpKDjqM9sWKeaar8fv9UBQFX/3qV7G8vAyfz4dIJEKFd7PZ3DYdiEajyOfzZPtqGAZ4nseFCxdw5swZmnAIgoBkMklrZzS3vRTe3W4XhUKBAvdY4N3WRiEYDBJdqR8Xc3/aCcvLyzSlsywL6+vr8Hg829K093oOVyq+9a1vDTx+3etet08ruXpxww034Nd//dfxT//0T3TsgQcewL333utkmThwcBXCaR4cHCgoikI7+V6vd2BHHgAFjPVTPkKh0I47wIIgbLPg5DiOiuKtO9c8zyOZTCKTyQxkJrBphyzL2yhPHMchFAohFApB13WUy+Vtz8tyLthamdMSsGmHGI1GSTDMaFa9Xg9er5eC7iRJQiQSQSqVAs/zUFWV8kE8Hg+9BptQaJpGxXU0GqVGgWkhmOi5v4Fgu96iKOK6665DNBqlJoQV9isrKyQcbzab1NQEg8EB4S8TeMdiMSQSCUrpZhMQlj3B9CcsYT0QCMDj8aDb7eLs2bMYHx9HJBLB0tISTQ1WVlZQLpdRLpfx8MMP0/X2+/2Ynp5GJpNBLpcjCpVt21AUBePj46hWq6hUKpQKze5zMpnE008/jVarBVmWsbq6ShMiQRAgCAJNcqLRKFKpFLlyXazw7na7OHfuHDUATIsyNjaGhYUFem/4fL6BBq4fl1qgMTpZP7xeL2q12kDzwPP8gRZp12o1/M///M/AsTe96U37tJqrG3/yJ3+Cf/mXf6H3az6fx4c+9KEBMbUDBw6uDjjNg4MDg3a7PeDVrus6LMvaVtwMDw8jHo+j3W6Tf/9OYMVxv52r3+8nSsNuqdOsGOQ4Dn6/Hz6fjwTGqqpua2gYGK2mXyPAAvD6xdqpVArdbhccx9FEhGkMWDoyyyYwTRORSISao3w+T2thRS2blPRToTRNo8C0UChE/H9G7WGBbJIkEW1K0zSYpompqSlMTk5CURR6npmZGSwvL1NadbPZpNA8VmCzgD2v14uxsTHccsstVPCbpomHHnoI4XAYS0tLJBoXRRHRaJRscoPBIOkNGo0GuVkVCgVMTk6iWq3SpOFHP/oR8vk8TXUCgQDW1taoKWGve+7cOSQSCXKEGh8fhyzLJPJOpVLk1sT4/08++SSdC7P25TgO6XQaMzMzSKVSALDre6EfxWJx2+SAcfSPHz+OdrsNnufpuUZGRgaK/0gk8opkRYTDYXpfMmSz2UvKVrnS8N3vfndganfdddftKq538PIwPj6OP/iDP8DHP/5xOvaZz3wGb3/72/GGN7xhH1fmwIGDVxoH91PBwTUHJpztx26ZDIIgIBaLvSi3WZIkxONxdDod2LYNj8czMIkIh8Pwer006QA2i/1wOAxd11Gr1aBpGhYXF2HbNgKBAHK5HNLp9K7882AwiImJCRQKBbjdbvL976fK9BeK/WtllCeXy0UFXTqdxtraGgmeJycnUSgUsLGxAWCzwWEp0ocPH4aiKJibm0On00EkEsH09DQJgoeGhmCaJlml2raNaDQKr9eLaDSK22+/HcViER6Ph1ydFEWBy+VCIBDAkSNHUKvVsLS0BI7jyKkpEomg2+3CNE1MTEyQYNnlciGVSqHdbuPChQtYXV2l/Ay2q+/z+ciilJ332toaeJ4nC1i2u89E2Jqm4fz58zhz5gw2NjZoDWzaAWwGxDH3qm63i263S1OOfD5P92hxcREbGxtUqPd6PTp/9p5Jp9OUkH78+HGMjo5SrsX6+joCgQAJu3fCTmnjAIi+tvX9zfM8idHZ40sFy7So1WoDx26++WZ4vV50u10Eg8EDH1T5H//xHwOPnanD5cUf/uEf4ktf+hLOnz9Px+6//34888wzTtPmwMFVBKd5cHBgsBOve2sIHHNG6vV6tFP9Yru/giDsSvngeR7T09Mol8s0UYjH4+A4DrVaDb1eD+vr66hWq/B6vbRDn8/nEY/Hdy28/H4/JEmipoTRi/YCtmNuWRZqtRoMw8ChQ4dgGAa8Xi+F1C0uLiKXy8Hn81GwXSQSQaVSwdjYGNGTisUiqtUqFEWBKIoIhUKIRCLodDpEHWJagXA4DLfbjbm5OfR6PWq0JicnAWxOVqamppDJZKAoCiqVCtGD2HO1222cOnUKlUoFo6Oj+K//+i/SLrDdfaZXEAQBkUgEr3rVqxAIBLCxsYFarUZNBBOrBwIBZDIZuFwuFItFzM/P4z//8z9x7tw5tNttCIKAVquFbDYLl8tF1C23241Go0E0q3a7TROgXq+HXC5HAnNm6bu4uIiRkRFks1koikJBeKIo4t5770UsFiNnKUmSyGmq0+lgYmJix3vKsif6wQL/Xgwv16WMierZdIhZ0wIvNCyMasdE8nuZpFwpsCxrW/Nw991379Nqrg14PB78zd/8De688076fV2pVPC2t70N3//+9/fsNubAgYMrG07z4ODAwOPxbBOQ9vPJe70earUaNRRMk8DoOy8FbHecwbZt4vJvbGyQFavL5cLY2BgVV6wY3w39OQV7BdtdZ178nU6HaE9MCO33++F2u4m3rqoqYrEYpqamKORseXkZlUqFqErMEtayLDSbTdKSlMtlRKNRBINByLKMhYUFDA8Pw+fzkfZkamoKN9xwAxRFgaqqJH6u1WpIpVIkMmbPbds2UZAURSFBeqfTQTqdRqFQoCwHWZYxPj5OE4JmszmQxM3zPIaGhpDNZhGNRhEOh6EoCnK5HHK5HDRNg6Zp0HWdKGU33XQTZWtYlgVFUWCaJtbW1jA3NwfLsnDdddchk8kMaFlYc1Gv1+le3HbbbZBlGbquY3R0FNPT0wA2p2FbKW+1Wg2ZTGZH/QObfjEdg9vtxujo6GVPQGYi9d12hNvtNl0TYJNeNT4+fmCyH/77v/8bhUKBHgcCAfz8z//8Pq7o2sCrX/1qfOxjH8Mf/dEf0bFnnnkGv/RLv4RvfetbB6oBdeDAwc5wmgcHBwahUIh2sIHNXfj+Arzb7W6bRACbBfRLbR4YGE2JZRvMzc1RKBwAcvW5FK77pUIURUiShGKxSJMPQRBgGAYkSYJlWWQH6/P5IIoiOI5DIBCA3+8nO05Gl3K5XOh0OpTnoGkaPB4P1tfXqaj3+XwUjFetVjE0NITbb7+dbD39fj+lhHs8HoyNjVFWQ7lcxg033ICNjQ1Uq1WEw2H4fD643W64XC5yUapUKvD7/eRWxcTXLpeLNBCKokCWZUSjUTQaDXAcRy5U7XYbExMTkGUZjUYDpVIJtVptIMROEAS43W5omoZSqYR8Pk/6ExZUx5qFVCqFc+fOUQ5Fu90Gx3HQNA1erxfZbBamaaLb7SKdTkOSpIECfKtuoP89tJt4emxsDJlMBrqu0zXYb2xsbGyb9uVyuQPTPHzpS18aePyWt7zlwNOwDgoeeOAB/PCHP8Q3vvENOvboo4/i9a9/Pb7+9a8fmPeQAwcOdsY10zxwHPe/A/g1ALcASAJYAfBlAP+fbduti/ysB8CfAPg/AIQBnATwIdu2f3BZF+1gADzPIxaLEUd8awDRbgXXyy3EDMNApVJBpVIhJ5FGo0HBcv25DKZpIpvNXrYixbIsJBIJuFyugdRlttPN9Bscx9EamN6AWbT2J2gzPYMoiojH45idnaVpRaPRQLVaRSAQQLPZhCRJEEWRJjmqqmJubo6KzEKhgFAohHg8DsMwMD09jaGhISwsLKDValEjwPQBmUyGhNWtVos0HbFYjOxBK5UKWq0WarUa/H4/WdcyzQHL5wiHwzh37hxOnTqFlZUVKIqCbrdLrlKsIZmdnSV9CrOvTSaTFBTo8XiwtrYGv9+PZDKJ9fV1LC0tURE9NTWFRCIBj8dDwYHHjh0boL4FAoFtTkZ7cS1i9KgrBTvlSTD3rStdRG1ZFv7t3/5t4Nh99923T6u59sDzPB588EG8/vWvxxNPPEHHH3/8cdxxxx34+te/TnRHBw4cHDxc2Z8Aryw+iM2G4cMA1gDcCOCPAbyW47ifs237xYzS/xbAmwH83wAWAPyfAL7NcdzP2rZ98rKu2sE27JZaynar+wWoPM9vs2O9VLTbbdi2TY0DsFlY1et19Ho9hEIhyLKMoaEhzMzMXFZrS8MwyP60Wq2SWLler0OSJEiSRFqP/mkLm1SwZGsANGkANjMsms0mTSqYLSvj/nMcB6/Xi+effx6GYSAYDCKfz2NpaQmyLKNarWJ8fByKoqDT6SCRSFATUa/XYZomGo0GFEVBIBAAx3EoFAqU+xCLxVAsFsm+lU0ymG5DVVU0m01Uq1WakgQCAUqOfuSRR7CxsQFVVYmKxM7HsiyaLtRqNYiiCEVRYNs2TSJYvgKzsa3X6+A4DolEguhWzHmKNVTM6ncrj5vRkJiOged5jI+PXxHThEuBz+fb1gSxa3Cl4/HHH0cul6PHfr8fb3zjG/dxRdceAoEAvvWtb+G1r30tTp8+Tceff/553HLLLXjwwQcdDYoDBwcUV/6nwCuHt9i2Xep7/CjHcVUA/wDgTgD/udMPcRx3A4D7Afy2bduf+8mxRwE8B+BjAH7pci7awd7BcRzi8TharRZ0XScxrWEYJIa9FEqIYRjodrvERWeNCdvNZtkDrHgcGRm57J74iqJgbW0NwGazxFKjp6enKVdAFEXU63UkEgkAm+nDzGmIFX6hUAjJZBKqqpLdLCuuGR3L5/OhWCxSAvTRo0fRbrexvr6OWq2GtbU1LC8vw+VyUULzrbfeina7Da/XizNnzsCyLIiiiHA4TEJypn9g05JIJIJGo0Ep1ew+dbtd1Go1uN1udDod5PN5dDodomC1Wi2cPXsWIyMjaLfbUFUVgUCAEq8ZTQvY3InO5/M0tQBeEJ93u11KvGaOW81mE7IsQ1EUmpp4PB40m00YhoFAIIBIJAKfz4fZ2VmynGWvOzExQTQktt6DhqGhIaiqOhDWNzIyss+r2hu+8IUvDDy+5557XvYmgoNLRzQaxaOPPoq3vvWt+MEPXhjU1+t1vPnNb8bHPvYxfPjDHz6Q/z8cOLiWcc00D1saB4Yf/eTvoRf50V8CYAD4Yt9zmRzHfQHA/8NxnGTbtvbKrdTBywHjyTMwpxuGTqeDeDy+6/SCQVVVVKtV1E82KC8AACAASURBVGo1KmwZX7/T6SAYDJIFqsvlounDXmDbNlRVhWEYFOL2Ypay/egXN7fbbbJLDQaD8Pv9ZCPa6/WIY8/cjtgEheU+sKKdCa7D4TAJi1mzxRyPPB4PFY+GYcCyLNqNZ/QhFszWarXw1FNPoVgsguM4xGIxSq72eDxkActyO1qtFubm5ijZWlEUNBoNcoRiuRjMAYqdQ7/rlSzL0DSNhNiMTsYoNoy6JMsyNSayLIPjOKJ6KYqCkZERaJoGRVEwOztLeg+32w1ZlunvI0eOUIp2p9NBLpdDtVodCHSbnJw80MnMHo8HMzMzqNfrsCyL3LaudKiqin/+538eOOZQlvYP4XAY3/72t/Gud70LX/wifYzCtm185CMfwQ9+8AP8/d///a721g4cOLjycOV/Elxe/MJP/n7+Rb7nOgCLtm0rW44/B0AEMPWTf+8KjuOe3uVLR/eySAcvDYyms9MxNi3QdR3tdhuWZcHj8dAOPOPi67oOWZZJ3+DxeCg/gvHvGfZSKLJ0YFZkdjodSJKEWCy2p3NioWmlUomyFFhgmCiKVJiHQiHEYjHwPI8nnniCLE5ZIrbb7YZpmuQeValUcP311+PVr341YrEYFhcXyUWICawbjQYCgQBisRg0TUM+n4fX60Wn0yFh9dzcHDiOQy6XgyRJqFarOHv2LOLxOD0fK9jZ7n6lUkGpVKLpCCv4W60W8vk8Wc26XC6iLDHNCWvyGI1oZWWFdsuZsxNrOLxeL1KpFJ17r9eDJEmIRqNEAWOZD6xxYNeYhfJls1kIgkBTkXQ6DUEQMDc3NzB1Yg3FQfe253n+wIlbv/zlL5MrFrBJI7vnnnv2cUUOPB4PPv/5z+OWW27Bhz70oQEh/ne/+11cf/31+PSnP4377rtvzxspDhw42D9cs80Dx3FD2KQdPWzb9lMv8q1RALUdjlf7vu7gCgQL2drtOPOwZ9B1HYZhIBwO0849AwtOi8fjGBoawuLiIqUAAy8Ezl0MjOPfD2YpuluidT8ikQiq1SoFyVWrVcqN6Ha7JLj1er2wbRu5XA75fJ4E091uF4qiUEGtqipRryqVCuLxOE6cOAFZlkkYPTc3R9OFXq+HiYkJyntggW6KohCViFm5rq6ukvMQWxej8Tz//PNQVRVjY2MkmGY2tOwesJ1+lvvAvtbr9Wj6wf7d6XTg8XjoOMdxJBAXRRHBYBCxWIyula7rxOdnqdiapmFlZQWiKEJVVQrMY+J0v99PKeGKoqDZbKLRaCASiexIu+hPQ2dgExAHlw9/+7d/O/D4ne985xUlRL9WwXEcPvjBD+LGG2/EO97xDqKDApvUyne84x349Kc/jQceeACve93raGPGNE0899xzeOqpp3Dy5EmcPn0a5XIZmqYhkUjg0KFDePWrX4277roL4+Pj+3R2DhxcW7gmmweO4/wAvgrABPBbF/t2ANv9PzeP7wm2bd+8yzqeBnDTXp/HwaVBEATaOe4HKyQYjQcA7XapqopgMEh2ov22mywMjOd5TE5OolqtUtbCiyUI92O3hobZrV4MjO7DbERZ+jKzTo1GowgEAgiFQiiVSlAUBclkEvl8HoqiwDAMmq4Am/SaWCyGVqtFtqaJRAKJRAKmaSIWiyEajaLZbKLX6+EXf/EXkc1moes6br31Vly4cIGagGaziXA4jGeeeYaSntl0w7ZtjI6OwjRNlEoler5cLgfbtgesYlkzkMlkEAwGUS6XyUbVsiyiigGg+8SuocvlogmQZVmUyJ1OpxEIBMh6lTVOuVyOvoc9ryRJdO8VRSGdDGtE2PSqVCphamoKqVQK1Wp1m61pv2CdNVOdTgeiKCKdTu+p2XRwaZifn8f3v//9gWPvfve792k1DnbC6173Ojz77LN45zvfiUcffXTga4888ggeeeQRBINBHDp0CN1uF8vLyzs6fwGb9/uHP/whHnzwQQDAnXfeid/+7d/Gfffdd6Apgw4cXOm45pqHn9iufg3AIQC/YNv22kV+pApgJ+5BpO/rDq5A8DyPUCg0QGFgVqOapqFWqw046YRCIbJcDYVCZPVp2zZ4nkcgEKDEZmCTDnGpBWB/QcnoRgB2TbneCaOjo5AkiZyM2CSDpWkzO1tGzXG5XIhGo7Btm0LvBEGgHX1mEcqShgHgyJEjsCyLmqdMJoPh4WFKIBZFET/zMz9DUwNRFDE6OkpTFHaepmlSJkM4HIaqqvB4PPB6vbR7v7GxAdu2B9bNnI/YfWT/FgSBphDsmG3bkGUZPp+P6E1siiEIArxeL012VFXF0tISCeHZtWPCatbcsUZO0zRqGPszM+LxODKZDCYmJojalc/nB+5TJpOh+7ywsECvpes6VlZW4PF4LrvA/lrD3/3d3w08vv3223Hdddft02oc7IaRkRF873vfw5/92Z/hIx/5yLZslGaziZMnL93IkDUfH/jAB/Dud78bv/u7v7trsrsDBw5eOq6p5oHjOAHAvwH4GQD/m23bP97Djz0H4G0cx3m36B5mAOgA5l75lTrYCuZic6nha16vF5IkURPAknxbrRZWV1dJGMzC5uLxOBW+w8PDlFosiiIlDb8cMDefWq2GpaUlGIZBmoqpqak9F5ORSAS1Wg3hcBjtdhtutxvhcJhoOa1Wi4LemDA5GAxC0zS43W5ks1lKbWbuRjMzMzAMA263Gx6PB5HIZn+s6zq5DTHouo6lpSVEIhFy4CmVSvD7/chkMtjY2CA71XA4TKF0fr8fLpcLmqZRMBsr+IPBINGpotEoHWPXiIXgMbE500YwG93+/AuPxzNw3wKBAERRxNzcHBqNxoCL0FawKY4gCPB4PAgGgxgZGcH4+DhcLhcSiQQmJiaQzWbpmrB/12o18DxPEyFgsxDa6bVYOJ6DVw533HEH7rrrLnz729+Gbdt4z3ves99LcrALXC4XPvShD+Etb3kLPvCBD+A73/nOK/bclUoFf/qnf4pPfvKTeNOb3oT3ve99uOuuuxzKoAMHrxCumeaB4zgewD8DeB2AN9u2/cM9/ujXAPwvAPdh09YVHMe5AbwDwHccp6XLC0VRBnZtZVnG9PT0nl1fFEVBPp+H2+2m5GHLspDL5ahQliQJzWYTnU6HKDxswhAMBrf5+L9cRCIR5PN52nlmot7l5eU975KKoohEIoGVlRWYpgmXy0XOTcxZie3uM5Gwy+XC9PQ0NUfHjh3DxsYGTNOEz+cjwTKw6VLVaDSQzWaRTqe3vT6zcPX5fJRyzc4lnU7D5/NhenoaoijCNE2Mjo5ifHwcxWKRqEpMM5JKpag5BDYtQsPhMDlYsYaiXq+ToxKbZrjdbvh8Pgq7Gx8fx+LiIgqFAk0dBEEgN6h+MfVu8Hq98Hq98Pv9GBkZwe23344jR45QjgYTTfM8P0A1i0ajO4qLdytYHGHoK4+7774bd999N1ZWVvAP//AP+JVf+ZX9XpKDi2BmZgYPPfQQHn/8cfzVX/0VHnrooQEtGrD5O+LWW2/FzTffjBtvvBETExOQJAm5XA5PPPEEvvKVrwyE0THYto1vfvOb+OY3v4mJiQm8973vxW/91m85lEEHDl4muBf7EL2awHHcpwH8LoD/F8A3tnx5zbbtNY7jxgDMA/iYbdsf6/vZLwB4IzZD4hYBvBfAPQB+zrbtZ17Gmp6+6aabbnr66d3MmBycP39+m2NSLBbD2NjYRX92eXkZFy5cIJ786uoqpRSfPXsWvV4P6XQasixjYWEBtm3j537u55DNZikH4XLtVJ0+fXpH/cOrXvWqgcaIZR9omgafz4ehoSHSbMzOzg6ItgHg8OHDEASBxIjdbhflchm6rpMDEwCyN+3fEZ+dnUWv1yPBOM/zEAQBr3rVq7atc3FxkULQDMNAqVSCqqqYnJxEMBjEww8/jGq1SiLzEydOYHl5GX6/H7Ozs8jn86QZiUQiEEUR6+vrKJVKSKfTOHToENmtLi0toVQqoVKpoNlskuicCZhdLhcikQjGxsYwMzMDRVHwgx/8gDQUjM7UbDZRKpXQbrcpF6Jfp8CyLZLJJJLJJI4cOYJbb72VmhjWrLBmShRFHD16dE+N7JkzZ7ZNH44ePXrJkzQHm/B6vTh27Bic351XH9jv6mKxCI/Hg1QqhUQicdFm++zZs/jsZz+Lz33ucwNU1a0QRRF333037r//ftxzzz3O/0EH1xRuvvlmPPPMM8/spsXdK66ZyQMAFmX5hz/504//hc20aQ6AC8DWivG3sNl0fBxAGMApAHe9nMbBwcWhKArOnTtH9JN4PI5AILCtYN4JjEvPisNWq4VyuUwUJiaILRaL4Hme8g42NjZgGAZGRkZI43A5IMvytvMQRXGgEGXWp+wcdF1Hp9PBzMwMdF3f8TqUSqUBe1CPx4N0Oo1KpTLgOBMMBreJEFkoXq/XI8citvO/tYkKBALUPAiCgGw2C57ncfz4caJQnTlzhgpyJixPp9M0eTl37hzC4TBEUUSxWIQoijTpaDabJGC+7bbbsLa2hlOnTiESiaDb7aJUKtGUJB6PY2RkBF6vF/V6nRqWRqNB6/Z6vdSMsDwJNm1hE6ZIJIKjR4/i0KFDmJiYwPT0NKrVKoUPRiIRxONx0k/E4/E9T8AOHz5MgmlBEJDJZJyixYGDHcDzPMbGxva0QdSPmZkZfOpTn8LHP/5xfOELX8Bf/uVf4plntn9E67qOr371q/jqV78Kv9+Pt771rbj//vvx+te/fkCT5sCBg91xzTQPtm2P7+F7lrCDi5Jt2yqA/+snfxz8lLC4uAhVVWHbNjRNw/r6OkZGRvZU0O+088QC0/x+P2RZHrAwdbvdpHtgGQ+7OSO9EshkMhR6xrA1JKlcLm9z8NF1Hc1mc1frSUZhYgV7r9dDtVolobIoivD5fDR16H9+v9+PcrlMH6BsKqlp2jatRzweJ/0IsPmBPz4+TsV0PB7H4cOHMTs7i1KphHg8Ts8hSRIVBq1WC6lUCoFAgITNrAFgVCimiTh69ChUVUW5XIZpmmSTOjMzg2AwiFAoBFVVoSgKfD4fuUp1u10KqmP6D0bzOnToEOLxOO644w74/X6Ew2EcP34cJ06cQL1eJwtaRot6qSFpoihicnLyJf2sAwcO9g6v14v/v717D4+rrvc9/v6muV+aa5P0lkJLaUtBe2q1oKAFtwIixe1+8Fiv4FZ8dKuPytaj6Ba39424dSsPIhwVVAqoqKDHg7jZKBcvIGw4FikVLYVQmt7TJpk0afM9f6wLk8mkGWwzayXzeT3PPJNZ88vMN+s3SdZ3rd/v+3vb297GhRdeyH333ceVV17JTTfdxIEDY0cY9/X1cf3113P99dfT2trK+eefz7p16zj11FM1P0LkMEomeZCpZd++fRw4cICWlpZR41/379/PSSedNOH3RxWEoupJdXV18STgaPJuQ0NDPJwFgrPpkYMHD05qbfj6+nqWLl0al/hsaWkZcyY6N3HI3l5bW0tlZeWYoTDRJOfGxkYqKyvZsGFDPHwnk8nQ09PD0qXB2oQNDQ3s3h0UC4tWh96xYwf9/f3MmjWLhoYG5s6dG6/GnGvBggXMnj2bwcFB6uvrR/2zjYZLNTQ0xPs1k8mM+hnnzZsXzyeJSs9G39Pc3MyuXbvo7+8fVbEpmkQdzT+orq6mq6uLk08+me3bt9PT08POnTtZtGgRBw8epLm5mdraWp555hk6OjoYGBhgcHAwnu+yZMkSVq5cyapVq1i0aBEtLS1xTPnmeqTJ4OBgfDWjqqqK2bNnP6eqXSLTmZmxevVqVq9ezZe+9CW+9a1vcc011/D44/lrnOzatYurrrqKq666innz5vH617+eN7zhDaxYsULzk0RyKHmQVGtpaWFkZIRMJkNFRQULFiygsbGRPXv2MDg4GE9szV7pGYIz3zt37oyrEZkZS5Ysoa2tjaeffpq2tjaWLVvGtm3b2L59O4cOHYrPtFdXV9Pe3n7ElZUmEq1YfLifPXfiYDQkCGDhwoVxDfSysrIxpWOjSkbZB+xRidq2tjaqq6tpa2vjscce4+GHH+bQoUOj9ueSJUuA8Sf8wrNJWq6enp4xV26i98tkMvGE7yh5GxgY4Omnn47LndbW1sbrM0QrYj/11FM88cQTNDY20tXVRWtra/z+LS0tceWnBQsW0N7ezr59+9izZw81NTV0d3dz//33M2/ePCorKxkeHsbdmTt3Ll1dXSxcuHBKLTA1MjLC448/HiePmUyGv/71r5pHIZJHW1sbH/7wh/nQhz7EAw88wA033MCNN97I1q1b87bv7u7m8ssv5/LLL2fp0qWsW7eOdevWsXjx4iJHLpJOSh4klerr68lkMmzatCle2KytrY3Ozk7+/Oc/09fXBwSTXFtbW+ns7Bw1pKS8vJzjjz+e7du3x5ON29vbcXeam5vjg/Jjjz2WyspK9uzZE69CfMwxx4yaN5CU+vp6urq62LZtG0NDQ/Fwn+xx/MuWLYvH8Oce5Oe7TA+MuVqxZcuW+Kx+b29vvGp1X19fPJwoVzR3ILq6M9F7QJCEtLS0jClPWlVVxZYtW9iyZQtAXI61srIyrhg1PDwcDy+LHkeL4tXX18drPUSJQ7R/sq8e3HPPPbS2tsZDs8yMuro6GhoamDVrVt59lVbjlX/dvXu3kgeRcZgZq1atYtWqVVx22WXcfffdrF+/nh/+8IfxHK5cGzdu5NJLL+XSSy9l+fLlnHHGGZx++umsWrWKefPm6aqElCQlD5JKQ0NDPPXUU3GloN7eXhobG9m1a1ecOEBQNai3tzcer569ff/+/bh7PMQnWiStpqYmHvIzY8YMurq6WLRoEXPnzo1Xl06L6GpCtKZBPuMNr5o5c2beM2vRsJyRkRE2b97MwMCzy5c0NDTEB+/V1dW0traOmUS4e/duuru74/kic+bMiQ/Ys1+nt7eXvr6+uIRseXk5tbW1HDx4kMHBQcrKyuLF6fr6+qirq2NoaIiKigoqKytpbm6mr6+Pnp4eRkZGaGpqYubMmZgZzc3N8WTr448/npUrD79Qe1dXF4sXL2bTpk0cd9xx7Ny5k9bWVhYvXszJJ588bdZbGG+om4iMNmPGDNasWcOaNWu44oor+MUvfsENN9zALbfcMupvYrZHHnmERx55hK997WtAsLjn4sWL6ezspKOjg5kzZ8YLkUb3+W7Z6wZFt9ra2jHbopMcpS67Kmj0db77gwcPMjQ0xNDQEAcOHBh1f7htZhZfxa6qqoq/zn5cXl7OgQMH4nl1mUwm/np4eJiRkZG42Eh03JF7y+3fmpoaqqurD9vH2esbRe+b/f6Dg4Px89lfL1++nLPPPnvc1z1S6TlKEsmyceNGRkZGmDt3blztZ2BggJ07d45arAyCKkFR5R2A/v5+duzYEY/njw5EDx48SHt7O01NTfGE22g+QFStJ63+loQmOvPe09MT/4Ftb2+nvr6evXv38sQTT7B9+3b27dvH3r176ezsjCcHd3Z25r36Ei0OFxkZGaG7uzse7hSJSq9GZXbr6upYvXo1mzdvjoeKDQ4OxnM9okQiOxGqqalhYGAgPiDOZDJ0dHQwODgIBP/83b2gCfRlZWWcc845dHZ20tfXR1NTEzNmzGDhwoV512ZIuyjJzR0apvr1Is9dZWUl5557Lueeey79/f3ceuutrF+/nttuu+2whTP27t3L/fffP2lxlZWVxUlEJDrQzL0fbxsc/oC70DaT1Xai50pBVVUVZpZ3P+Suvl6oCy+8UMmDlJ7sMqLRsJjo7Hs0CToSLfQGwcHsvn37Rn3/0NBQXIEnKrM5e/Zs2traMLNUXWk42ubMmcOsWbMYGBiIr7iMjIzw5JNPMjIywsyZM6mrq+PQoUP09/czc+ZMGhoaWLFiRd7XG69++t69e+PkIUoo5s+fTyaT4eDBg/T39/OHP/yBffv2sW3bNqqqquJJ0dGq1zU1NaP6rampiRUrVjA4OEhfXx/19fX09PSwa9cuqqqqGBoaisuzFqK6uprVq1fHk9RzV82eSsrKyjjuuOPGTJhOcwIsMhXU1dXFcxx27drFzTffzPr167n77ruLfmVvZGRkzDpHMv2MN8T4SOSWYj/apu9Rk0xpbW1tbN26ddQvVWVlJYsXL2bPnj309vbi7vG49+jsczQRNtfQ0NCYM9SlUtO7oqIiLkMLwZyC6GxaZWUls2fPpry8PJ4nMn/+/HGH8YyXaGVvHxgYiF+/pqaG/v7+eHXoioqK+HJrbW0tVVVV8Qrb8+fPj8vKdnZ2smLFingxuL1799LT08PWrVupqqqirq4uTigOHDjAwMBAQQfO5eXlY4ZYTVW1tbXxpHYROfpaW1u56KKLuOiii9i7dy933XUXd9xxB/fddx8bNmwYNYRWJE2iK/STRcmDpNLs2bPp7e1l586dcaWlE088kebmZurq6mhpaYkPLLMPGqOD2Kg0afb2GTNmxFcopqLskqVHIruELQRDYKJ1EiZai6CpqSleaC9SXl4+arhM7hyMaPxwTU1N/DO4O5lMJh5POnv27LgsbH19fZy8bNq0KZ6UGJVYjcanQnAGPprcrbPuIjJZmpqaWLt2LWvXrgWIr+B2d3fT09NDT08PmUyGoaEhhoeHx9xn34aGhuKTKLlj2LO3ZQ/HlWeNN3SrvLx81DyF7PkLuduynwPGzIXIfTw8PExVVVXeOSrR/9So8AgQ92F06+/vH9PHmUymoKsOVVVV8fvlmztRXV0d30dfF1LS/kgoeZBUqq+v54QTTmDnzp1xhaRoou945UGBeIE0CNY6iM4MNTc3T8mx7RAkDbt3747P5kfrVfytE+mig/3t27fH28rKypg9e/aE31tWVsbixYvZtm0b/f391NbW0tHRMerKQ7QaeFTRKpr0t2DBArZu3UpDQwP79u2Lr3Y0NjbS0dExZo2CgYGBuMrU3LlzGRoaorm5mf7+ftra2uLJ79E+EREplmhhzMks8Tw8PEwmk4mTiOc6b+Bw8yEKmTNxJG0n4/Wmo5GRkVEJRO7PXVFRkcoFC5U8SGrV1tb+TSVTGxsb47PjHR0d8YTcqWrPnj2jJu1FcwCyF7V7rubNm0dtbS29vb1UVFTE6z4UorKycsJ+6erqor6+nt7eXtra2uLEIBoStXv3btrb2+no6GDOnDl5E7vsPouGN9XX1zMyMhIPOYtKrUaJpYjIdBFVZ5LpK5oUP9UoeZBpKbp8N9UdOnQob7WFTCZzRMkDBIvQTebVmOzXnzNnTjwErauri/b29gkTuurqahoaGti/f3/8Gt3d3Sxfvpzh4WEqKipYtmyZKgyJiIgUkZIHkRQzs1El3CJHOu+h2MrLy0ct2FaoRYsWsXXrVnp7e2loaODEE0+MhztNh+RQRERkqlHyIJJi0boLueX6ClnbYDooKytj3rx5zJs3L+lQREREBCUPIqnX2NhIeXk5mUyGsrIy6urqpnTVKBEREZm6lDyITAF1dXUlc7VBRERE0stKbRnwNDGzXTU1NS3Lli1LOhQRkSnjwQcfpKamBv3tFBEp3KOPPkomk9nt7q1H8jpKHhJkZpuBmcATwNJw88bEAhJQP6SF+iEd0toPK8L7hxKN4llp3U/TnfZ7crTvk3Gk+/0YYJ+7H3skQSh5SAkzewDA3V+QdCylTP2QDuqHdFA/FEb7KRna78nRvk9GWvb71F05S0REREREikrJg4iIiIiIFETJg4iIiIiIFETJg4iIiIiIFETJg4iIiIiIFETVlkREREREpCC68iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgVR8iAiIiIiIgUpTzqAUmZmC4ATgJZw027gT+6+JbmoSo/6IR3UDzKVmFkFcByjP6+Pu/twclGJTB4zqwWaw4d73H0gyXgkOebuScdQcszsLOALwEmA5TztwAbgo+7+82LHVkrUD+mgfkgPM5sBnEqeJA64190PJhVbWpjZ84BPAWcClTlPDwG/AC5194eLHdt0Fe7zTe4+mLXtpcBngBcS/J34HfBxd/9NMlFOT2Y2B/gwcB7QlfP0k8AtwBfd/elixzadmdlMYL9nHaSb2RLgY4z+zH/e3f9c9PiUPBSXmb0W+AFwJ/A94BGCf85GkNEvB94ErAHOd/cfJxPp9KZ+SAf1Q3qY2TuBTwOtjE3iAHYB/+LuVxU1sBQxs9MIkoMngRvJ/3l9HXAMcKa7351MpNOLmR0CTnH3+8LHpwL/BWwF/g/B/j8H6ABe4u4PJBXrdGJmJxL8bS4DfsrYz/sJwLlh8zXuviGJOKejPJ/5E4F7w6fvIeiDlwAHgZOLnUAoeSgyM3sI+K27v2uCdl8n+OCsKE5kpUX9kA7qh3QIE4crgWuB7/LsQQIEVyBOAN4MXAD8k7t/o/hRJs/MfgM8A7zO3Q+N02YGcBMw191PKWZ805WZjRAcIEUHUncQfC5Pc/e+cNtMgoOqv7j73ycW7DRiZr8EKoC17r5vnDYzgVuBIXd/ZTHjm87yfOZvIbg6/1J37w63dQF3AXe7+5uLGZ8mTBffEoIzVhO5MWwrk0P9kA7qh3T4APBZd/9Hd/+Vu+9w90PhbYe7/9rd3w58DvhgwrEmaQVwxXiJA0D43JXA84sWVek5mWCoTF+0ITy4/RLBsDs5Ok4BPjde4gDxfv888OKiRVWaXkbwN7o72uDuTxIM+X15sYNR8lB824CVBbRbGbaVyaF+SAf1QzocA9xRQLs7GDvuuZTsBY4toN2xYVuZHDOAfIUUngBmFjeUaS0DNBXQrgkYnLCVHIk6YGOe7RuBtiLHompLCbga+JyZNQDXu/tfsp80s4XAG4GPEkwGk8mhfkgH9UM6bCY4e/XrCdr9HfkP2krF9cDlZnYQ+H72BF4AM6sGzgcuA76dQHzT2UVm9urwl/C9BQAADzdJREFU6/3AnDxt5gC9xQtp2ruF4PO+zd3vytcgnAd0GfCTokZWGs4N5zpAMIx0Vp42swh+H4pKcx6KzMyM4CDoYoKxhAcIzlA5wQSkKmAY+DJwiauDJoX6IR3UD+lgZu8ArgKuIzhA3gDsIeiHFoKJwG8E3gq8y92vSSjURJlZFfAtYB1BZaXNjN5PxxJUYLoJuMDdDyQU6rQSjv/O9V13f2tOu6uBZe5+WnEim97MrIlgovSLCSan5/u7MJeg6s857q6rbUfJOJ/5q9z93Tnt/p2gSMDq4kQWvq/+FyfDzGYBZ/FsSUQjyCwfAW5z9x0Jhlcy1A/poH5IXphAfIb8l8AN2ElQbakkJ0tnM7PnA2vJ/3m9VWVak2FmFwOPufvPko5lOjGz8wiqKi0nz+ed4DOvg8mjKFz3KNcBd9+W0+5y4BF3L+qVTiUPIiICxJWCTiH/QcJvtc6DiIgoeUiQVihNB/VDOqgfRERE0k/JQwK0Qmk6qB/SQf2QLuHl8jErTLt7KU+Ufk7M7OME/18/nXQspUT7PRlm9iagzN2/k3QspSapfa/koci0Qmk6qB/SQf2QHmZ2FkHN8JMYu8K0E0yW/Ki7/7zYsU01YTUmc/cZScdSSrTfk2FmwwQHsNrvRZbUvlfyUGRaoTQd1A/poH5IBzN7LfAD4E7ge+RP4t4ErAHOd/cfJxPp1BCu/Gq6WlNc2u/JMLOXEuz3iUo9y1GW1L5X8lBkZjZAUNLszgnanQH8zN1rixNZaVE/pIP6IR3M7CGCCdHvmqDd14FT3H1FcSITEZG00QrTxacVStNB/ZAO6od0WEIwbGwiN4ZtS5qZrTGzN5pZ3tXRzWyumX2i2HFNd9rvxWdm883sA2b2HjNrC7d1mdmVZnZ7eH9c0nFOR2ne90oeii9aofQt4Wqko5hZtZm9mWDFxvVFj650qB/SQf2QDtuAvAdkOVaGbUuSmdWHQ+3uAL4L3G9mt5lZ7mrH84BLix7gNKX9ngwzWwb8EfgS8FXgITNbAtxLsFBiM/Bm4L5wyJgcJWnf90oeiu/jwP8FrgX2mtmjZvYbM7vXzB4lOLt6HXA78LHkwpz21A/poH5Ih6uBz5nZJ8xsUe6TZrbQzP4F+CxQkqtLhy4BlgEXEFSk+ifgfwC/N7MTEoxrutN+T8YngW5gKdAO/J5gUbhtwDHu/kKC8to9wEcSinG6+iQp3vea85AQrVCaDuqHdFA/JMvMjGB16YuBCuAAQeLmBGe4qoBh4MvAJaW6mqyZbQSudPevZm2bC9xCUBHsbHe/38xWA79R9ZmjQ/s9GWb2FPARd78+fLwYeAxY5+43ZbV7J/B+d1+WTKTTT9r3fXkx30yeFR4M6YAoYeqHdFA/JCtMBj5mZl8BziJ/Enebu+9ILspU6AL+O3uDuz9tZi8DfgrcYWZrgUwSwU1j2u/JmEVQRjvyRHj/15x2jwHzixFQCUn1vlfykDAzqyU4swewx90HkoynVKkf0kH9kKwwOfhu0nGk2HaCcfWjuHu/mZ0N/Aj4OXB5sQOb5rTfk7GH4CA2cgh4ANiX024mwYKecvSket9rzkMCzGyOmX3FzDYD+wmyyyeB/Wa2OXxubrJRTn/qh3RQP6SLmVWY2TIze0l4W2ZmFUnHlRJ/AM7L94S7Hwif+xnBXB45erTfk/EnYHX0wN1H3P2F7v5YTrvnAX8pamTTX6r3veY8FJmZnUiwEFMZweXW3MWYTgDODZuvcfcNScQ53akf0kH9kB5m9jzgU8CZQGXO00MEK4FfWsrzT8zsH4B/Bl7t7rvGaWPAlcBZ7l5IGWKZgPZ7MszslUCLux+2jLOZ/YhgnZgvFiey6S/t+17JQ5GZ2S8JJiSudffcy09Rm5kEs+qH3P2VxYyvVKgf0kH9kA5mdhpBcvAkwVoO+VaYfh3B5NQz3f3uZCIVEZGkKXkoMjPrA17r7rdP0O5M4GZ3ry9OZKVF/ZAO6od0CGvoPwO8zt0PjdNmBnATMNfdTylmfCIikh6a81B8GaCpgHZNwOAkx1LK1A/poH5IhxXAFeMlDgDhc1cCzy9aVCIikjpKHorvFoIVdV86XoNwCMFlwE+KFlXpUT+kg/ohHfYChYwTPzZsKyIiJUrDlorMzJoIJoa+GNgKbCAoyeUEddWXA3OB3wHnuLv+UU8C9UM6qB/Swcy+CPwj8H7g++4+mPN8NXA+8BXg2+7+z8WPUkRE0kDJQ0LM7DyCKjLLybOiLsGquuqcSaZ+SAf1Q7LMrAr4FrCOoLLSZkYncccSVGC6CbggLI8pIiIlSMmDSA4z6wRG3H170rGIFJOZPR9YS/4Vpm8t5TKtIiISUPKQAmbWBrwPeCHBmb7fEUxe3J1oYNOYma0Bat3951nb3gt8FOgIN3UDH3d3rbg7Sczs5wTzHm7SkKT0MrN2YLe7H0w6FhERSZYmTBeZme02s5VZj+cD/01w0NpFUEf9E8ADZtaR90XkaLiMYIgMAGb2buA/gIeAiwkWJNoIXGtm/zORCEvDWQQVfJ4xs5vM7FVmpr9LCTCzd5rZvWb2WzM7P9y2zsy2E5Rx7TWzL4aLcYlMOWa23szczN5VQNtfhm1fY2YXhF9n3w6Y2WYzu9bMTgi/p9HM+s0sY2YtE7z+fDM7ZGbbzawya/srzOzHZrbVzIbMbI+ZbTKzH5jZ+/T7J2mgf9LF1wSUZz3+AsFY4he5+3J3PwE4GagHPln88ErGEoJEIfIB4Ovu/ip3/4q7f9ndzwS+SZDYyeS5GFhPkEj8FHg6PEg9KdmwSoeZXQh8neB/wl7ge+G264DbCX4/bgE+CFyUVJwiR+jq8P4dh2tkZscALydImn+W9dTDwL+GtysJflfeCvzBzE52917gB0A18KYJYnkbwe/bde4+FL7vJQS/b68GHgC+CnyH4ETWywhOcM2Y+McUmVwatlRkZjYCnOzu94WPdwKfcvev5rS7GHifuy9IIMxpz8z2A69x9zvCx8PAK9z9VzntXgH81N2rix/l9Jf9+xBW9PkH4C0E/7iN4J/1tcAN7r4jsUCnOTN7ALjP3d8VPn4H8DXgKnd/f1a7K4AXu/vK/K8kkm5m9hhwPPACd39wnDafBj4OfM7dP2ZmFwDfJjjQvyCrnYXb3wr8yt1PN7MXA/cCf3T3543z+mXAX4EFwBJ332RmC4C/AP3Aqe7+xzzf8wrgdhWPkKTpykPymgiGLeV6EOgsciyl5EHg7KzHW4CFedotJKg6I5PM3Qfd/frwis98gis+FQTlQbvNTOs8TJ7jgB9mPf4+wRXRW3La3QIsKlZQIpPgmvA+79WHcCX1CwnmH/7vw71QeBB/ZfjwReG23xAUGDjJzFaP862vJEgcfuXum8JtqwmuKtyZmziErzvi7r9Q4iBpoOQhGavM7AwzOwPYAczM06YJGChuWCXl34D3mdl7w/GmnwY+b2bnmVldeHst8BlGH1RJEbj7M+5+mbufRFBI4BsEa0HI5BgEarMeR1/nXnGrQSt9y9R2HUE54jeYWW2e588mWFvmP919cwGvF81ByD6ojxKUt4/zPW/PaQewK7xfGCYwIqml5CEZXwN+CfwnQWWfl+Vps5LgbLhMgrDK0nsJkohdwHsIDpR+BOwLbz8A/h+a85Aod3/A3d8HzEk6lmnsIeD9ZlYTDsW4BHgaeG90IGNm5cC7Cc6qikxJ4fDHnxCctHtdnibRFYmr8zw3Svi78u7w4e+znvoOQZL9ejOrz/medoJyyLuAm7Oe+h3B//yTgDvN7G1mtlyJhKRR+cRN5Cg7Pc+23jzbjgVunORYSpq7f8PMbiNYWfclBCsclxH8UX8E+HF2KVeZFL8mSNQmpDKhk+pTBCc09gDD4bbTCQ5uNprZw8AKgr9Lr0okQpGj52qCxOHtBHOqADCz2QSf7x7GDtkDWGFmnwy/bgTWEPxeZICPRY3cfY+Z/ZBg0vTrGT386a0EwzG/k73Yorv3m9lagisjp4U3gIyZ3U+wQOM3tUCjpIEmTIuICGF1q3UEBzbXuvsjZnYc8HngRGAbwfozNx/mZURSL7xi8GeC+TsnuPuj4fZLgM8C/+buH8lqfwHBxOhswwTVmH4NfMHd/5TzHi8Nn7vP3VdnbY8mbMfvmye+VQTJ+wsIqi9GhVMeBk53d83Dk0QpeRAREZGSYmYfIUiM/93dL85KKBYCx7v741ltLyBPtaUC3uNRYCnwPHf/Y1ZCcY+7n3b47x71Oi8iuCKxFPiP7ApoIknQnAcREREpNd8muHrwlrBoxhkEVyLuzE4cjlBuZaeC51NkC0u7vyd8eMZRiEvkiCh5EBERkZLi7j3ArUAb8BqerYD0nA7sJ3AdcAB4k5l1Eqxjs4egGMdztT+81wrTkjglDyIiIlKKoisDFwN/D+wEfny0Xtzdd4Wv10ywdkoN8D13H1Pu2MxeZGYXmFlNnucqgP8VPrzraMUn8rdStSUREREpRbcDmwkXeCMoCDB0lN/jaoKKS6dlPc5nDsFQqivM7B7gTwTlXmcDZxEsGvs4QWU0kUTpyoOIiIiUnHC15m9mbbpmvLZH8B53EkzEBvitu28Yp+kdwBsIhjTNAd4CfBg4jyDB+SiwMhxuJZIoVVsSEREREZGC6MqDiIiIiIgURMmDSAkzMzezMZcfo+1Zt0NmttPM/svM3phErCIiIpI8TZgWkcP51/C+AlhCUNLwdDN7gbt/MLmwREREJAma8yBSwqKrDu5uBW5/OfDL8OFCd3+iCGGKiIhISmjYkogUzN3vADYSLFT0woTDERERkSJT8iAiz1V0NUKXLUVEREqMkgcRKZiZ/R3B3AcH7k84HBERESkyTZgWkXGZ2SfDL7MnTBvwZXffklRcIiIikgxNmBYpYRNNmM7iwF7gYeCb7v694kQoIiIiaaIrDyIyrtykQkREREqb5jyIiIiIiEhBlDyIiIiIiEhBlDyIiIiIiEhBlDyIiIiIiEhBlDyIiIiIiEhBVKpVREREREQKoisPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSECUPIiIiIiJSkP8P4V2sBpqwCgkAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 432x288 with 4 Axes>" ] }, "metadata": { "image/png": { "height": 301, "width": 391 } }, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 4 Axes>" ] }, "metadata": { "image/png": { "height": 301, "width": 391 } }, "output_type": "display_data" } ], "source": [ "i=1\n", "for i in [1,3]:\n", " pd.plotting.scatter_matrix(ww[ww.LFC==i].drop('LFC',1), color='black', diagonal='kde', alpha=0.1, density_kwds={'color':'#000000','lw':2})\n", " plt.suptitle('LFC=%d' % i)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## creation of synthetic datasets\n", "\n", "I can now use all this information to create a brand new synthetic dataset that will replicate the average behaviour of the reservoir complex and at the same time overcome typical problems when using real data like undersampling of a certain class, presence of outliers, spurious occurrence of anomalies.\n", "\n", "To create the synthetic datasets I use a Monte Carlo simulation relying on [multivariate normal distribution](http://en.wikipedia.org/wiki/Multivariate_normal_distribution) to draw samples that are random but correlated in the elastic domain of choice (Ip and Vp/Vs).\n", "\n", "This is the code:" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": true }, "outputs": [], "source": [ "NN=300\n", "\n", "mc=pd.DataFrame(data=None,\n", " columns=lognames0,\n", " index=np.arange(nlfc*NN), dtype='float')\n", "\n", "for i in range(1,nlfc+1):\n", " mc.loc[NN*i-NN:NN*i-1,'LFC']=i" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First I define how many samples per class I want, then I create an empty Pandas DataFrame with these specs:\n", "\n", "* as many columns as the elastic logs I have chosen: in this case, 3 (`LFC`, `IP` and `VPVS`, stored in `lognames0`, previously used to dimension the `stat` DataFrame);\n", "* the total number of rows will be equal to number of samples (e.g., 100) multiplied by the number of classes (4).\n", "\n", "Finally, I fill in the `LFC` column with the numbers assigned to each class. I use the `nlfc` variable that contains the total number of classes, introduced earlier when creating the `stat` DataFrame; then I loop over the range 1 to `nlfc` , and assign 1 to rows 1-299, 2 to 300-599, and so on.\n", "\n", "The next code snippet is at the core of the entire procedure." ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": true }, "outputs": [], "source": [ "for i in range(1,nlfc+1):\n", " mean = stat.loc[i-1,names_mean[0]:names_mean[-1]].values.astype(np.float32, copy=False)\n", " sigma = np.reshape(stat.loc[i-1,names_cov[0]:names_cov[-1]].values,(nlogs,nlogs)).astype(np.float32, copy=False)\n", "# print('class {}: mean={}, sigma={}'.format(i,mean,sigma))\n", " mc.loc[mc.LFC==i,1:] = np.random.multivariate_normal(mean,sigma,NN,check_valid='ignore')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For each class (another loop over the range 1-`nlfc`) I extract the average value `mean` and the covariance matrix `sigma` from the `stat` DataFrame, then put them into the [Numpy `np.random.multivariate_normal` ](http://docs.scipy.org/doc/numpy/reference/generated/numpy.random.multivariate_normal.html) method to draw randomly selected samples from the continuous and correlated distributions of the properties Ip and Vp/Vs.\n", "\n", "So the `mc` DataFrame is now made of 3 columns (`LFC`, `IP`, `VPVS`) and 1200 rows:" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/html": [ "<div>\n", "<style scoped>\n", " .dataframe tbody tr th:only-of-type {\n", " vertical-align: middle;\n", " }\n", "\n", " .dataframe tbody tr th {\n", " vertical-align: top;\n", " }\n", "\n", " .dataframe thead th {\n", " text-align: right;\n", " }\n", "</style>\n", "<table border=\"1\" class=\"dataframe\">\n", " <thead>\n", " <tr style=\"text-align: right;\">\n", " <th></th>\n", " <th>LFC</th>\n", " <th>IP</th>\n", " <th>VPVS</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>count</th>\n", " <td>1200.0000</td>\n", " <td>1200.000000</td>\n", " <td>1200.000000</td>\n", " </tr>\n", " <tr>\n", " <th>mean</th>\n", " <td>2.5000</td>\n", " <td>6265.112630</td>\n", " <td>2.100294</td>\n", " </tr>\n", " <tr>\n", " <th>std</th>\n", " <td>1.1185</td>\n", " <td>661.104336</td>\n", " <td>0.217301</td>\n", " </tr>\n", " <tr>\n", " <th>min</th>\n", " <td>1.0000</td>\n", " <td>4299.261056</td>\n", " <td>1.548199</td>\n", " </tr>\n", " <tr>\n", " <th>25%</th>\n", " <td>1.7500</td>\n", " <td>5787.597321</td>\n", " <td>1.950863</td>\n", " </tr>\n", " <tr>\n", " <th>50%</th>\n", " <td>2.5000</td>\n", " <td>6288.131324</td>\n", " <td>2.074322</td>\n", " </tr>\n", " <tr>\n", " <th>75%</th>\n", " <td>3.2500</td>\n", " <td>6759.082611</td>\n", " <td>2.230949</td>\n", " </tr>\n", " <tr>\n", " <th>max</th>\n", " <td>4.0000</td>\n", " <td>7992.950163</td>\n", " <td>2.914140</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " LFC IP VPVS\n", "count 1200.0000 1200.000000 1200.000000\n", "mean 2.5000 6265.112630 2.100294\n", "std 1.1185 661.104336 0.217301\n", "min 1.0000 4299.261056 1.548199\n", "25% 1.7500 5787.597321 1.950863\n", "50% 2.5000 6288.131324 2.074322\n", "75% 3.2500 6759.082611 2.230949\n", "max 4.0000 7992.950163 2.914140" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mc.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And these are the results, comparing the original, augmented dataset (i.e. the results of fluid replacement merged with the insitu log, all stored in the DataFrame `ww` defined earlier when calculating the statistics) with the newly created synthetic data:" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x288 with 2 Axes>" ] }, "metadata": { "image/png": { "height": 263, "width": 496 } }, "output_type": "display_data" } ], "source": [ "f, ax = plt.subplots(nrows=1, ncols=2, sharey=True, sharex=True, figsize=(8, 4))\n", "scatt1=ax[0].scatter(ww.IP,ww.VPVS,20,ww.LFC,marker='o',edgecolors='none', alpha=0.2, cmap=cmap_facies,vmin=0,vmax=4)\n", "scatt2=ax[1].scatter(mc.IP,mc.VPVS,20,mc.LFC,marker='o',edgecolors='none', alpha=0.5, cmap=cmap_facies,vmin=0,vmax=4)\n", "ax[0].set_xlim(3000,9000); ax[0].set_ylim(1.5,3.0);\n", "ax[0].set_title('augmented well data');\n", "ax[1].set_title('synthetic data');\n", "for i in ax: i.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## go interactive !\n", "\n", "One very cool feature of these IPython notebooks, is the possibility to go interactive. I have created a [separate notebook](http://nbviewer.ipython.org/github/aadm/geophysical_notes/blob/master/seismic_petrophysics_interactive.ipynb) available for download in the repository <https://github.com/aadm/geophysical_notes>" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## references" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Avseth, P., Mukerji, T. & Mavko, G. Quantitative Seismic Interpretation. (Cambridge University Press, 2005).\n", "* Chambers, R., Yarus, J. & Hird, K. Petroleum geostatistics for nongeostatisticians - Part 1. The Leading Edge (2000).\n", "* Mavko, G., Mukerji, T. & Dvorkin, J. The Rock Physics Handbook. (Cambridge University Press, 2009).\n", "* Mukerji, T., Avseth, P., Mavko, G., Takahashi, I. & González, E. F. Statistical rock physics : Combining rock physics , information theory , and geostatistics to reduce uncertainty in seismic reservoir characterization. The Leading Edge 313–319 (2001).\n", "* Smith, T. M., Sondergeld, C. H. & Rai, C. S. Gassmann fluid substitutions : A tutorial. Geophysics 68, 430–440 (2003).\n", "* Wang, Z. Z. Fundamentals of seismic rock physics. Geophysics 66, 398–412 (2001).\n", "\n", "See also the awesome collection of tutorials curated by Matt Hall for [The Leading Edge](http://library.seg.org/journal/leedff) and available here: <https://github.com/seg/tutorials>" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }