From 174445af8fb141909bff323f1c27bcbc8bc92430 Mon Sep 17 00:00:00 2001 From: pswietojanski Date: Thu, 1 Oct 2015 13:26:08 +0100 Subject: [PATCH 1/2] changes to dataset --- 00_Introduction.ipynb | 389 ------------------------------------------ mlp/dataset.py | 105 +++++++++++- 2 files changed, 97 insertions(+), 397 deletions(-) delete mode 100644 00_Introduction.ipynb diff --git a/00_Introduction.ipynb b/00_Introduction.ipynb deleted file mode 100644 index 989191f..0000000 --- a/00_Introduction.ipynb +++ /dev/null @@ -1,389 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Introduction\n", - "\n", - "This notebook shows how to set-up a working python envirnoment for the Machine Learning Practical course.\n", - "\n", - "\n", - "# Setting up the software\n", - "\n", - "Within this course we are going to work with python (using some auxiliary libraries like numpy and scipy). Depending on the infrastracture and working environment (e.g. DICE), root permission may not be not available so the packages cannot be installed in default locations. A convenient python configuration, which allows us to install and update third party libraries easily using package manager, are so called virtual environments. They can be also used to work (and test) the code with different versions of software.\n", - "\n", - "## Instructions for Windows\n", - "\n", - "The fastest way to get working setup on Windows is to install Anaconda (http://www.continuum.io) package. It's a python environment with precompiled versions of the most popular scientific python libraries. It also works on MacOS, but numpy is not linked without a fee to a numerical library, hence for MacOS we recommend the following procedure.\n", - "\n", - "## Instructions for MacOS\n", - "\n", - " * Install macports following instructions at https://www.macports.org/install.php\n", - " * Install the relevant python packages in macports\n", - "\n", - " ```\n", - " sudo port install py27-scipy +openblas\n", - " sudo port install py27-ipython +notebook\n", - " sudo port install py27-notebook\n", - " sudo port install py27-matplotlib\n", - " sudo port select --set python python27\n", - " sudo port select --set ipython2 py27-ipython\n", - " sudo port select --set ipython py27-ipython\n", - " ```\n", - "\n", - "Make sure that your `$PATH` has `/opt/local/bin` before `/usr/bin` so you pick up the version of python you just installed.\n", - "\n", - "## Instructions for DICE:\n", - "\n", - "### Directory structure and getting things organised\n", - "\n", - "To get things somehow standarized between people, and make life of everyone easier, we propse to organise your DICE setup in the following directory structure:\n", - "\n", - " * `~/mlpractical/` -- for a general course repository\n", - " * `~/mlpractical/repos-3rd` -- for stuff you download, build and install (numpy, OpenBlas, virtualenv)\n", - " * `~/mlpractical/repo-mlp` -- this is the actual course repository you clone from our website (do not create a dir for it yet!)\n", - " * `~/mlpractical/venv` -- this is where virutal envirnoment will make its dir (do not create a dir for it yet!)\n", - "\n", - "Create now repos-3rd directory (option -p in the below command will automatically create (non-existing) **p**arent directories (mlpractical):\n", - "\n", - " * `mkdir -p ~/mlpractical/repos-3rd`\n", - "\n", - "And now, let us set an MLP_WDIR environmental variable (MLP Working DIRectory) that will keep an absolute path of working dir pointing to `~/mlpractial`, **add the below line** to your `~/.bashrc` file (if it does not exists, create one!):\n", - "\n", - "```\n", - "export MLP_WDIR=~/mlpractical\n", - "```\n", - "\n", - "Now re-source `~/.bashrc` by typing (so the env variables get updated!): `source ~/.bashrc`\n", - "\n", - "Enter the `repos-3rd` directory by typing: `cd ~/mlpractical/repos-3rd` (or ```cd $MLP_WDIR/repos-3rd``` if you want)\n", - "\n", - "### Configuring virtual environment\n", - "\n", - "Make sure you are in `repos-3rd` directory and that MLP_WDIR variable has been exported (you may type export in the terminal and examine the list of availabe variables in the current session), then type:\n", - "\n", - " * `git clone https://github.com/pypa/virtualenv`\n", - " * Enter the cloned repository and type ```./virtualenv.py --python /usr/bin/python2.7 --no-site-packages $MLP_WDIR/venv```\n", - " * Activate the environment by typing `source ~/mlpractical/venv/bin/activate` (to leave the virtual environment one may type `decativate`)\n", - " * Environments need to be activated every time ones start the new session so we will now create a handy alias to it in `~/.bashrc` script, by typing the below command (note, MLP_WDIR export needs to preceed this command):\n", - " \n", - " ```alias activate_mlp=\"source $MLP_WDIR/venv/bin/activate\"```\n", - " \n", - "Then every time you open new session and want to activate the right virtual environment, simply type `activate_mlp` instead `source ~/mlpractical/venv/bin/activate`. Note, you need to re-soure the .bashrc in order alias to be visible in the current session.\n", - "\n", - "### Installing remaining packages\n", - "\n", - "Then, before you follow next, install/upgrade the following packages:\n", - "\n", - "```\n", - "pip install --upgrade pip\n", - "pip install setuptools\n", - "pip install setuptools --upgrade\n", - "pip install ipython\n", - "pip install notebook\n", - "```\n", - "\n", - "### Installing numpy\n", - "\n", - "Note, having virtual environment properly installed one may then run `pip install numpy` to use pip to install numpy, though this will most likely lead to the suboptimal configuration where numpy is linked to ATLAS numerical library, which on DICE is compiled in multi-threaded mode. This means whenever numpy use BLAS accelerated computations (using ATLAS), it will use **all** the available cores at the given machine. This happens because ATLAS can be compiled to either run computations in single *or* multi threaded modes. However, contrary to some other backends, the latter does not allow to use an arbitrary number of threads (specified by the user prior to computation). This is highly suboptimal, as the potential speed-up resulting from paralleism depends on many factors like the communication overhead between threads, the size of the problem, etc. Using all cores for our exercises is not-necessary.\n", - "\n", - "For which reason, we are going to compile our own version of BLAS package, called *OpenBlas*. It allows to specify the number of threads manually by setting an environmental variable OMP_NUM_THREADS=N, where N is a desired number of parallel threads (please use 1 by default). You can set an environment variable in the current shell by running\n", - "\n", - "```\n", - "export OMP_NUM_THREADS=1\n", - "```\n", - "\n", - "(note the lack of spaces around the equals sign and use of `export` to define an environment variable which will be available in sub-shells rather than just a variable local to the current shell).\n", - "\n", - "#### OpenBlas\n", - "\n", - "Enter again repos-3rd directory (`cd ~/mlpractical/repos-3rd) and copy into terminal the following commands (one at the time):\n", - "\n", - "```\n", - "OBDir=$MLP_WDIR/repos-3rd/OpenBLAS\n", - "git clone git://github.com/xianyi/OpenBLAS\n", - "cd OpenBLAS\n", - "make\n", - "make PREFIX=$OBDir/lib install\n", - "```\n", - "\n", - "Once OpenBLAS is finished compiling we need to ensure the compiled shared library files in the `lib` subdirectory are available to the shared library loader. This can be done by appending the absolute path to the `lib` subdirectory to the `LD_LIBRARY_PATH` environment variable. To ensure this changes persist we will change the bash start up file `~/.bashrc` by opening it in a text editor (e.g. by running `gedit ~/.bashrc`) and adding the following line\n", - "\n", - "```\n", - "export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:$MLP_WDIR/repos-3rd/OpenBLAS/lib\n", - "```\n", - "\n", - "Note, we again are using MLP_WDIR here, so the above line needs to be placed after you set MLP_WDIR.\n", - "\n", - "After you have edited `.bashrc` run\n", - "\n", - "```\n", - "source ~/.bashrc\n", - "source ~/mlpractical/venv/bin/activate\n", - "```\n", - "\n", - "to rerun the bash start up script make sure the new environment variable is available in the current shell and then reactivate the virtual environment.\n", - "\n", - "#### Numpy\n", - "\n", - "To install `numpy` linked against the OpenBLAS libraries we just compiled, first run the following commands (one at a time)\n", - "\n", - "```\n", - "cd ~/mlpractical/repos-3rd/\n", - "wget http://downloads.sourceforge.net/project/numpy/NumPy/1.9.2/numpy-1.9.2.zip\n", - "unzip numpy-1.9.2.zip\n", - "cd numpy-1.9.2\n", - "echo \"[openblas]\" >> site.cfg\n", - "echo \"library_dirs = $OBDir/lib\" >> site.cfg\n", - "echo \"include_dirs = $OBDir/include\" >> site.cfg\n", - "python setup.py build --fcompiler=gnu95\n", - "```\n", - "\n", - "Assuming the virtual environment is activated, the below command will install numpy in a desired space (`~/mlpractical/venv/...`):\n", - "\n", - "```\n", - "python setup.py install\n", - "```\n", - "\n", - "Now use pip to install remaining packages: `scipy`, `matplotlib`, `argparse`, `nose`,\n", - "\n", - "### Getting the mlpractical repository\n", - "\n", - "Clone the course repository from the github, by navigating to `~/mlpractical` directory and typing:\n", - "\n", - "```\n", - "git clone https://github.com/CSTR-Edinburgh/mlpractical.git repo-mlp\n", - "```\n", - "\n", - "When download is ready, enter the repo-mlp directory (`cd repo-mlp`) and start the actual interactive notebook session by typing:\n", - "\n", - "```\n", - "ipython notebook\n", - "```\n", - "\n", - "This should start a ipython server which opens a new browser window listing files in `repo-mlp` directory, including `00_Introduction.ipynb.`. Open it and run (from the browser interface) the following examples and exercies." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false, - "scrolled": true - }, - "outputs": [], - "source": [ - "%clear\n", - "import numpy\n", - "# show_config() prints the configuration of numpy numerical backend \n", - "# you should be able to see linkage to OpenBlas or some other library\n", - "# in case those are empty, it means something went wrong and \n", - "# numpy will use a default (slow) pythonic implementation for algebra\n", - "numpy.show_config()\n", - "#numpy.test()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Also, below we check whether and how much speedup one may expect by using different number of cores:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import os\n", - "import multiprocessing\n", - "import timeit\n", - "\n", - "num_cores = multiprocessing.cpu_count()\n", - "N = 1000\n", - "x = numpy.random.random((N,N))\n", - "\n", - "for i in xrange(0, num_cores):\n", - " # first, set the number of threads OpenBLAS\n", - " # should use, the below line is equivalent\n", - " # to typing export OMP_NUM_THREADS=i+1 in bash shell\n", - " print 'Running matrix-matrix product on %i core(s)' % i\n", - " os.environ['OMP_NUM_THREADS'] = str(i+1)\n", - " %%timeit numpy.dot(x,x.T)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Test whether you can plot and display the figures using pyplot" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "x = numpy.linspace(0.0, 2*numpy.pi, 100)\n", - "y1 = numpy.sin(x)\n", - "y2 = numpy.cos(x)\n", - "\n", - "plt.plot(x, y1, lw=2, label=r'$\\sin(x)$')\n", - "plt.plot(x, y2, lw=2, label=r'$\\cos(x)$')\n", - "plt.xlabel('x')\n", - "plt.ylabel('y')\n", - "plt.legend()\n", - "plt.xlim(0.0, 2*numpy.pi)\n", - "plt.grid()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Exercises\n", - "\n", - "Today exercises are meant to get you familiar with ipython notebooks (if you haven't used them so far), data organisation and how to access it. Next week onwars, we will follow with the material covered in lectures.\n", - "\n", - "## Data providers\n", - "\n", - "Open (in the browser) `mlp.dataset` module (go to `Home` tab and navigate to mlp package, then click on the link `dataset.py`). Have a look thourgh the code and comments, then follow to exercises.\n", - "\n", - "General note: you can load the mlp code into your favourite python IDE but it is totally OK if you work (modify & save) the code directly in the browser by opening/modyfing the necessary modules in the tabs.\n", - "\n", - "### Exercise 1 \n", - "\n", - "Using MNISTDataProvider, write a code that iterates over the first 5 minibatches of size 100 data-points. Print MNIST digits in 10x10 images grid plot. Images are returned from the provider as tuples of numpy arrays `(features, targets)`. The `features` matrix has shape BxD while the `targets` vector is of size B, where B is the size of a mini-batch and D is dimensionality of the features. By deafult, each data-point (image) is stored in a 784 dimensional vector of pixel intensities normalised to [0,1] range from an inital integer values [0-255]. However, the original spatial domain is two dimensional, so before plotting you need to convert it into 2D matrix (MNIST images have the same number of pixels for height and width).\n", - "\n", - "Tip: Useful functions for this exercise are: imshow, subplot, gridspec" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "import matplotlib.pyplot as plt\n", - "import matplotlib.gridspec as gridspec\n", - "import matplotlib.cm as cm\n", - "from mlp.dataset import MNISTDataProvider\n", - "\n", - "def show_mnist_image(img):\n", - " fig = plt.figure()\n", - " gs = gridspec.GridSpec(1, 1)\n", - " ax1 = fig.add_subplot(gs[0,0])\n", - " ax1.imshow(img, cmap=cm.Greys_r)\n", - " plt.show()\n", - "\n", - "def show_mnist_images(batch):\n", - " raise NotImplementedError('Write me!')\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "# An example for a single MNIST image\n", - "mnist_dp = MNISTDataProvider(dset='valid', batch_size=1, max_num_examples=2, randomize=False)\n", - "\n", - "for batch in mnist_dp:\n", - " features, targets = batch\n", - " show_mnist_image(features.reshape(28, 28))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#implement here Exercise 1" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Exercise 2\n", - "\n", - "`MNISTDataProvider` as `targets` currently returns a vector of integers, each element in this vector represents an id of the category `features` data-point represent. Later in the course we are going to need 1-of-K representation of targets, for instance, given the minibatch of size 3 and the corresponding targets vector $[2, 2, 0]$ (and assuming there are only 3 different classes to discriminate between), one needs to convert it into matrix $\\left[ \\begin{array}{ccc}\n", - "0 & 0 & 1 \\\\\n", - "0 & 0 & 1 \\\\\n", - "1 & 0 & 0 \\end{array} \\right]$. \n", - "\n", - "Implement `__to_one_of_k` method of `MNISTDataProvider` class. Then modify (uncomment) an appropriate line in its `next` method, so the raw targets get converted to `1 of K` coding. Test the code in the cell below." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "metadata": { - "collapsed": true - }, - "source": [ - "### Exercise 3\n", - "\n", - "Write your own data provider `MetOfficeDataProvider` that wraps the weather data for south Scotland (could be obtained from: http://www.metoffice.gov.uk/hadobs/hadukp/data/daily/HadSSP_daily_qc.txt). The file was also downloaded and stored in `data` directory for your convenience. The provider should return a tuple `(x,t)` of the estimates over an arbitrary time windows (i.e. last N-1 days) for `x` and the N-th day as the one which model should be able to predict, `t`. For now, skip missing data-points (denoted by -99.9) and simply use the next correct value. Make sure the provider works for arbitrary `batch_size` settings, including the case where single mini-batch is equal to all datapoints in the dataset. Test the dataset in the cell below.\n", - "\n", - "Tip: To follow with this exercise, copy MNISTDataProvider in dataset.py, rename it to `MetOfficeDataProvider` and reimplement necesarry parts (including the arguments you pass to the constructor)." - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 2", - "language": "python", - "name": "python2" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 2 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} diff --git a/mlp/dataset.py b/mlp/dataset.py index 2c7ff12..01156f5 100644 --- a/mlp/dataset.py +++ b/mlp/dataset.py @@ -42,11 +42,16 @@ class DataProvider(object): raise NotImplementedError() def __iter__(self): + """ + This method says an object is iterable. + """ return self def next(self): """ - Data-specific iteration mechanism. + Data-specific iteration mechanism. Called each step + (i.e. each iteration in a loop) + unitl StopIteration() exception is raised. :return: """ raise NotImplementedError() @@ -94,7 +99,7 @@ class MNISTDataProvider(DataProvider): def __randomize(self): assert isinstance(self.x, numpy.ndarray) - return numpy.random.permute(numpy.arange(0, self.x.shape[0])) + return numpy.random.permutation(numpy.arange(0, self.x.shape[0])) def next(self): @@ -117,18 +122,100 @@ class MNISTDataProvider(DataProvider): self._curr_idx += self.batch_size - #return rval_x, self.__to_one_of_k(rval_y) + return rval_x, self.__to_one_of_k(rval_y) return rval_x, rval_t def __to_one_of_k(self, y): - raise NotImplementedError('Write me!') + rval = numpy.zeros((y.shape[0], self.num_classes), dtype=numpy.float32) + for i in xrange(y.shape[0]): + rval[i, y[i]] = 1 + return rval +class MetOfficeDataProvider_(DataProvider): + """ + The class iterates over South Scotland Weather, in possibly + random order. + """ + def __init__(self, window_size, + batch_size=10, + max_num_batches=-1, + randomize=True): + + super(MetOfficeDataProvider_, self).\ + __init__(batch_size, randomize) + + dset_path = './data/HadSSP_daily_qc.txt' + assert os.path.isfile(dset_path), ( + "File %s was expected to exist!." % dset_path + ) + + raw = numpy.loadtxt(dset_path, skiprows=3, usecols=range(2, 32)) + + self.window_size = windows_size + #filter out all missing datapoints and + #flatten a matrix to a vector, so we will get + #a time preserving representation of measurments + #with self.x[0] being the first day and self.x[-1] the last + self.x = raw[raw < 0].flatten() + self._max_num_examples = max_num_examples + + self._rand_idx = None + if self.randomize: + self._rand_idx = self.__randomize() + + def reset(self): + super(MetOfficeDataProvider_, self).reset() + if self.randomize: + self._rand_idx = self.__randomize() + + def __randomize(self): + assert isinstance(self.x, numpy.ndarray) + # we generate random indexes starting from window_size, i.e. 10th absolute element + # in the self.x vector, as we later during minibatch preparation slice + # the self.x container backwards, i.e. given we want to get a training + # data-point for 11th day, we look at 10 preeceding days. + # Note, we cannot do this, for example, for the 5th day as + # we do not have enough observations to make an input (10 days) to the model + return numpy.random.permutation(numpy.arange(self.window_size, self.x.shape[0])) + + def next(self): + + has_enough = (self._curr_idx + self.batch_size) <= self.x.shape[0] + presented_max = (self._max_num_examples > 0 and + self._curr_idx + self.batch_size > self._max_num_examples) + + if not has_enough or presented_max: + raise StopIteration() + + if self._rand_idx is not None: + range_idx = \ + self._rand_idx[self._curr_idx:self._curr_idx + self.batch_size] + else: + range_idx = \ + numpy.arange(self._curr_idx, self._curr_idx + self.batch_size) + + #build slicing matrix of size minibatch, which will contain batch_size + #rows, each keeping indexes that selects windows_size+1 [for (x,t)] elements + #from data vector (self.x) that itself stays always sorted w.r.t time + range_slices = numpy.zeros((self.batch_size, self.window_size + 1)) + for i in xrange(0, self.batch_size): + range_slices[i,:] = \ + numpy.arange(range_idx[i], range_idx[i] - self.window_size - 1, -1)[::-1] + + #here we use advanced indexing to select slices from observation vector + #last column of rval_x makes our targets t + rval_x = self.x[range_slices] + + self._curr_idx += self.batch_size + + return rval_x[:,:-1], rval[:,-1] + + class FuncDataProvider(DataProvider): """ - Function gets as an argument a list of functions random samples - drawn from normal distribution which means are defined by those - functions. + Function gets as an argument a list of functions defining the means + of a normal distribution to sample from. """ def __init__(self, fn_list=[lambda x: x ** 2, lambda x: numpy.sin(x)], @@ -138,6 +225,8 @@ class FuncDataProvider(DataProvider): points_per_fn=200, batch_size=10, randomize=True): + """ + """ super(FuncDataProvider, self).__init__(batch_size, randomize) @@ -164,7 +253,7 @@ class FuncDataProvider(DataProvider): def __randomize(self): assert isinstance(self.x, numpy.ndarray) - return numpy.random.permute(numpy.arange(0, self.x.shape[0])) + return numpy.random.permutation(numpy.arange(0, self.x.shape[0])) def __iter__(self): return self From e5ffdfeb60dcc16f4c8b99f1d079e9333bd84aa1 Mon Sep 17 00:00:00 2001 From: pswietojanski Date: Mon, 5 Oct 2015 09:07:04 +0100 Subject: [PATCH 2/2] 2nd lab --- 00_Introduction.ipynb | 111 +++++- 01_Linear_Models.ipynb | 651 +++++++++++++++++++++++++------- mlp/dataset.py | 59 +-- res/singleLayerNetBP-1.png | Bin 0 -> 70872 bytes res/singleLayerNetPredict.png | Bin 0 -> 63208 bytes res/singleLayerNetWts-1.png | Bin 0 -> 62483 bytes res/singleLayerNetWtsBP.pdf | Bin 0 -> 216889 bytes res/singleLayerNetWtsEqns-1.png | Bin 0 -> 75201 bytes res/singleLayerNetWtsEqns.pdf | Bin 0 -> 258668 bytes 9 files changed, 652 insertions(+), 169 deletions(-) create mode 100644 res/singleLayerNetBP-1.png create mode 100644 res/singleLayerNetPredict.png create mode 100644 res/singleLayerNetWts-1.png create mode 100644 res/singleLayerNetWtsBP.pdf create mode 100644 res/singleLayerNetWtsEqns-1.png create mode 100644 res/singleLayerNetWtsEqns.pdf diff --git a/00_Introduction.ipynb b/00_Introduction.ipynb index 7f7f0ee..896e532 100644 --- a/00_Introduction.ipynb +++ b/00_Introduction.ipynb @@ -175,12 +175,61 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 2, "metadata": { "collapsed": false, "scrolled": true }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\u001b[H\u001b[2Jatlas_3_10_blas_info:\n", + " NOT AVAILABLE\n", + "atlas_3_10_blas_threads_info:\n", + " NOT AVAILABLE\n", + "atlas_threads_info:\n", + " libraries = ['lapack', 'ptf77blas', 'ptcblas', 'atlas']\n", + " library_dirs = ['/usr/lib64/atlas']\n", + " define_macros = [('ATLAS_INFO', '\"\\\\\"3.8.4\\\\\"\"')]\n", + " language = f77\n", + " include_dirs = ['/usr/include']\n", + "blas_opt_info:\n", + " libraries = ['ptf77blas', 'ptcblas', 'atlas']\n", + " library_dirs = ['/usr/lib64/atlas']\n", + " define_macros = [('ATLAS_INFO', '\"\\\\\"3.8.4\\\\\"\"')]\n", + " language = c\n", + " include_dirs = ['/usr/include']\n", + "openblas_info:\n", + " NOT AVAILABLE\n", + "atlas_blas_threads_info:\n", + " libraries = ['ptf77blas', 'ptcblas', 'atlas']\n", + " library_dirs = ['/usr/lib64/atlas']\n", + " define_macros = [('ATLAS_INFO', '\"\\\\\"3.8.4\\\\\"\"')]\n", + " language = c\n", + " include_dirs = ['/usr/include']\n", + "lapack_opt_info:\n", + " libraries = ['lapack', 'ptf77blas', 'ptcblas', 'atlas']\n", + " library_dirs = ['/usr/lib64/atlas']\n", + " define_macros = [('ATLAS_INFO', '\"\\\\\"3.8.4\\\\\"\"')]\n", + " language = f77\n", + " include_dirs = ['/usr/include']\n", + "openblas_lapack_info:\n", + " NOT AVAILABLE\n", + "lapack_mkl_info:\n", + " NOT AVAILABLE\n", + "atlas_3_10_threads_info:\n", + " NOT AVAILABLE\n", + "atlas_3_10_info:\n", + " NOT AVAILABLE\n", + "blas_mkl_info:\n", + " NOT AVAILABLE\n", + "mkl_info:\n", + " NOT AVAILABLE\n" + ] + } + ], "source": [ "%clear\n", "import numpy\n", @@ -201,11 +250,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 4, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running matrix-matrix product on 0 core(s)\n", + "1 loops, best of 3: 145 ms per loop\n", + "Running matrix-matrix product on 1 core(s)\n", + "10 loops, best of 3: 140 ms per loop\n", + "Running matrix-matrix product on 2 core(s)\n", + "10 loops, best of 3: 141 ms per loop\n", + "Running matrix-matrix product on 3 core(s)\n", + "10 loops, best of 3: 141 ms per loop\n" + ] + } + ], "source": [ "import os\n", "import multiprocessing\n", @@ -233,11 +297,22 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEPCAYAAABGP2P1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIqIhhSEiIhpSGCIiouFvo0yDC4nhUVMAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Remove the below line if not running this code in an ipython notebook\n", "# It's a special command allowing the notebook to display plots inline\n", @@ -319,17 +394,6 @@ " show_mnist_image(features.reshape(28, 28))" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "#implement here Exercise 1" - ] - }, { "cell_type": "markdown", "metadata": {}, @@ -344,6 +408,17 @@ "Implement `__to_one_of_k` method of `MNISTDataProvider` class. Then modify (uncomment) an appropriate line in its `next` method, so the raw targets get converted to `1 of K` coding. Test the code in the cell below." ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "#implement here Exercise 1" + ] + }, { "cell_type": "code", "execution_count": null, @@ -392,7 +467,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", - "version": "2.7.5" + "version": "2.7.9" } }, "nbformat": 4, diff --git a/01_Linear_Models.ipynb b/01_Linear_Models.ipynb index b34eeb9..7fc5611 100644 --- a/01_Linear_Models.ipynb +++ b/01_Linear_Models.ipynb @@ -8,7 +8,7 @@ "\n", "This tutorial is about linear transforms - a basic building block of many, including deep learning, models.\n", "\n", - "# Short recap and syncing repositories\n", + "# Virtual environments and syncing repositories\n", "\n", "Before you proceed onwards, remember to activate you virtual environments so you can use the software you installed last week as well as run the notebooks in interactive mode, no through github.com website.\n", "\n", @@ -22,134 +22,408 @@ "\n", "## On Synchronising repositories\n", "\n", - "I started writing this, but do not think giving students a choice is a good way to progess, the most painless way to follow would be to ask them to stash their changes (with some meaningful message) and work on the clean updated repository. This way one can always (temporarily) recover the work once needed but everyone starts smoothly the next lab. We do not want to help anyone how to resolve the conflicts...\n", + "Enter your git mlp repository you set up last week (i.e. ~/mlpractical/repo-mlp) and once you synced the repository (in one of the two below ways), start the notebook session by typing:\n", "\n", - "Enter your git mlp repository you set up last week (i.e. ~/mlpractical/repo-mlp) and depending on how you want to proceed you either can:\n", - " 1. Overridde some changes you have made (both in the notebooks and/or in the code if you happen to modify parts that were updated by us) with the code we have provided for this lab\n", - " 2. Try to merge your code with ours (for example, if you want to use `MetOfficeDataProvider` you have written)\n", - " \n", - "Our recommendation is, you should at least keep the progress in the notebooks (so you can peek some details when needed)\n", - " \n", "```\n", - "git pull\n", + "ipython notebook\n", "```\n", "\n", - "## Default Synchronising Strategy\n", + "### Default way\n", "\n", - "Need to think/discuss this." + "To avoid potential conflicts between the changes you have made since last week and our additions, we recommend `stash` your changes and `pull` the new code from the mlpractical repository by typing:\n", + "\n", + "1. `git stash save \"my 1st lab work\"`\n", + "2. `git pull`\n", + "\n", + "Then, once you need you can always (temporaily) restore a desired state of the repository.\n", + "\n", + "### For advanced github users\n", + "\n", + "It is OK if you want to keep your changes and merge the new code with whatever you already have, but you need to know what you are doing and how to resolve conflicts.\n", + " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Linear and Affine Transforms\n", + "# Single Layer Models\n", "\n", - "Depending on the required level of details, one may need to. The basis of all linear models is so called affine transform, that is the transform that implements some (linear) rotation of some input points and shift (translation) them. Denote by $\\vec x$ some input vector, then the affine transform is defined as follows:\n", + "***\n", + "### Note on storing matrices in computer memory\n", + "\n", + "Consider you want to store the following array in memory: $\\left[ \\begin{array}{ccc}\n", + "1 & 2 & 3 \\\\\n", + "4 & 5 & 6 \\\\\n", + "7 & 8 & 9 \\end{array} \\right]$ \n", + "\n", + "In computer memory the above matrix would be organised as a vector in either (assume you allocate the memory at once for the whole matrix):\n", + "\n", + "* Row-wise layout where the order would look like: $\\left [ \\begin{array}{ccccccccc}\n", + "1 & 2 & 3 & 4 & 5 & 6 & 7 & 8 & 9 \\end{array} \\right ]$\n", + "* Column-wise layout where the order would look like: $\\left [ \\begin{array}{ccccccccc}\n", + "1 & 4 & 7 & 2 & 5 & 8 & 3 & 6 & 9 \\end{array} \\right ]$\n", + "\n", + "Although `numpy` can easily handle both formats (possibly with some computational overhead), in our code we will stick with modern (and default) `c`-like approach and use row-wise format (contrary to Fortran that used column-wise approach). \n", + "\n", + "This means, that in this tutorial:\n", + "* vectors are kept row-wise $\\mathbf{x} = (x_1, x_1, \\ldots, x_D) $ (rather than $\\mathbf{x} = (x_1, x_1, \\ldots, x_D)^T$)\n", + "* similarly, in case of matrices we will stick to: $\\left[ \\begin{array}{cccc}\n", + "x_{11} & x_{12} & \\ldots & x_{1D} \\\\\n", + "x_{21} & x_{22} & \\ldots & x_{2D} \\\\\n", + "x_{31} & x_{32} & \\ldots & x_{3D} \\\\ \\end{array} \\right]$ and each row (i.e. $\\left[ \\begin{array}{cccc} x_{11} & x_{12} & \\ldots & x_{1D} \\end{array} \\right]$) represents a single data-point (like one MNIST image or one window of observations)\n", + "\n", + "In lecture slides you will find the equations following the conventional mathematical column-wise approach, but you can easily map them one way or the other using using matrix transpose.\n", + "\n", + "***\n", + "\n", + "## Linear and Affine Transforms\n", + "\n", + "The basis of all linear models is so called affine transform, that is a transform that implements some linear transformation and translation of input features. The transforms we are going to use are parameterised by:\n", + "\n", + " * Weight matrix $\\mathbf{W} \\in \\mathbb{R}^{D\\times K}$: where element $w_{ik}$ is the weight from input $x_i$ to output $y_k$\n", + " * Bias vector $\\mathbf{b}\\in R^{K}$ : where element $b_{k}$ is the bias for output $k$\n", + "\n", + "Note, the bias is simply some additve term, and can be easily incorporated into an additional row in weight matrix and an additinal input in the inputs which is set to $1.0$ (as in the below picture taken from the lecture slides). However, here (and in the code) we will keep them separate.\n", "\n", "![Making Predictions](res/singleLayerNetWts-1.png)\n", "\n", - "$\n", + "For instance, for the above example of 5-dimensional input vector by $\\mathbf{x} = (x_1, x_2, x_3, x_4, x_5)$, weight matrix $\\mathbf{W}=\\left[ \\begin{array}{ccc}\n", + "w_{11} & w_{12} & w_{13} \\\\\n", + "w_{21} & w_{22} & w_{23} \\\\\n", + "w_{31} & w_{32} & w_{33} \\\\\n", + "w_{41} & w_{42} & w_{43} \\\\\n", + "w_{51} & x_{52} & 2_{53} \\\\ \\end{array} \\right]$, bias vector $\\mathbf{b} = (b_1, b_2, b_3)$ and outputs $\\mathbf{y} = (y_1, y_2, y_3)$, one can write the transformation as follows:\n", + "\n", + "(for the $i$-th output)\n", + "\n", + "(1) $\n", "\\begin{equation}\n", - " \\mathbf y=\\mathbf W \\mathbf x + \\mathbf b\n", + " y_i = b_i + \\sum_j x_jw_{ji}\n", "\\end{equation}\n", "$\n", "\n", - "Note: the bias term can be incorporated as an additional column in the weight matrix, though in this tutorials we will use a separate variable to for this purpose.\n", + "or the equivalent vector form (where $\\mathbf w_i$ is the $i$-th column of $\\mathbf W$):\n", "\n", - "An $i$th element of vecotr $\\mathbf y$ is hence computed as:\n", - "\n", - "$\n", + "(2) $\n", "\\begin{equation}\n", - " y_i=\\mathbf w_i \\mathbf x + b_i\n", + " y_i = b_i + \\mathbf x \\mathbf w_i^T\n", "\\end{equation}\n", "$\n", "\n", - "where $\\mathbf w_i$ is the $i$th row of $\\mathbf W$\n", + "The same operation can be also written in matrix form, to compute all the outputs $\\mathbf{y}$ at the same time:\n", "\n", - "$\n", + "(3) $\n", "\\begin{equation}\n", - " y_i=\\sum_j w_{ji}x_j + b_i\n", + " \\mathbf y=\\mathbf x\\mathbf W + \\mathbf b\n", "\\end{equation}\n", "$\n", "\n", - "???\n", - "\n" + "When $\\mathbf{x}$ is a mini-batch (contains $B$ data-points of dimension $D$ each), i.e. $\\left[ \\begin{array}{cccc}\n", + "x_{11} & x_{12} & \\ldots & x_{1D} \\\\\n", + "x_{21} & x_{22} & \\ldots & x_{2D} \\\\\n", + "\\cdots \\\\\n", + "x_{B1} & x_{B2} & \\ldots & x_{BD} \\\\ \\end{array} \\right]$ equation (3) effectively becomes to be\n", + "\n", + "(4) $\n", + "\\begin{equation}\n", + " \\mathbf Y=\\mathbf X\\mathbf W + \\mathbf b\n", + "\\end{equation}\n", + "$\n", + "\n", + "where both $\\mathbf{X}\\in\\mathbb{R}^{B\\times D}$ and $\\mathbf{Y}\\in\\mathbb{R}^{B\\times K}$ are matrices, and $\\mathbf{b}$ needs to be broadcased $B$ times (numpy will do this by default). However, we will not make an explicit distinction between a special case for $B=1$ and $B>1$ and simply use equation (3) instead, although $\\mathbf{x}$ and hence $\\mathbf{y}$ could be matrices. From implementation point of view, it does not matter.\n", + "\n", + "The desired functionality for matrix multiplication in numpy is provided by numpy.dot function. If you haven't use it so far, get familiar with it as we will use it extensively." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Note on random number generators (could move it somewhere else)\n", + "\n", + "It is generally a good practice (for machine learning applications **not** cryptography!) to seed a pseudo-random number generator once at the beginning of the experiment, and use it later through the code where necesarry. This allows to avoid hard to reproduce scenariors where a particular action happens only for a particular sequence of numbers (which you cannot reproduce easily due to unknown random seeds sequence on the way!). As such, within this course we are going use a single random generator object. For instance, the one similar to the below:" ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0.06875593 -0.69616488 0.08823301 0.34533413 -0.22129962]\n" - ] - } - ], + "outputs": [], "source": [ "import numpy\n", - "x=numpy.random.uniform(-1,1,(4,)); \n", - "W=numpy.random.uniform(-1,1,(5,4)); \n", - "y=numpy.dot(W,x);\n", - "print y" + "\n", + "#initialise the random generator to be used later\n", + "seed=[2015, 10, 1]\n", + "random_generator = numpy.random.RandomState(seed)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Exercise 1 \n", + "\n", + "Using numpy.dot, implement **forward** propagation through the linear transform defined by equations (3) and (4) for $B=1$ and $B>1$. As data ($\\mathbf{x}$) use `MNISTDataProvider` from previous laboratories. For case when $B=1$ write a function to compute the 1st output ($y_1$) using equations (1) and (2). Check if the output is the same as the corresponding one obtained with numpy. \n", + "\n", + "Tip: To generate random data you can use `random_generator.uniform(-0.1, 0.1, (D, 10))` from the preceeding cell." ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0.63711 0.11566944 0.74416104]\n", - " [-0.01335825 0.46206922 -0.1109265 ]\n", - " [-0.37523063 -0.06755371 0.04352121]\n", - " [ 0.25885831 -0.53660826 -0.40905639]]\n" - ] - } - ], + "outputs": [], "source": [ - "def my_dot(x, W, b):\n", - " y = numpy.zeros_like((x.shape[0], W.shape[1]))\n", + "from mlp.dataset import MNISTDataProvider\n", + "\n", + "mnist_dp = MNISTDataProvider(dset='valid', batch_size=3, max_num_batches=1, randomize=False)\n", + "\n", + "irange = 0.1\n", + "W = random_generator.uniform(-irange, irange, (784,10)) \n", + "b = numpy.zeros((10,))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "\n", + "mnist_dp.reset()\n", + "\n", + "#implement following functions, then run the cell\n", + "def y1_equation_1(x, W, b):\n", + " raise NotImplementedError()\n", + " \n", + "def y1_equation_2(x, W, b):\n", + " raise NotImplementedError()\n", + "\n", + "def y_equation_3(x, W, b):\n", + " #use numpy.dot\n", + " raise NotImplementedError()\n", + "\n", + "def y_equation_4(x, W, b):\n", + " #use numpy.dot\n", + " raise NotImplementedError()\n", + "\n", + "for x, t in mnist_dp:\n", + " y1e1 = y1_equation_1(x[0], W, b)\n", + " y1e2 = y1_equation_2(x[0], W, b)\n", + " ye3 = y_equation_3(x, W, b)\n", + " ye4 = y_equation_4(x, W, b)\n", + "\n", + "print 'y1e1', y1e1\n", + "print 'y1e1', y1e1\n", + "print 'ye3', ye3\n", + "print 'ye4', ye4\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": { + "collapsed": true + }, + "source": [ + "## Exercise 2\n", + "\n", + "Modify (if necessary) examples from Exercise 1 to perform **backward** propagation, that is, given $\\mathbf{y}$ (obtained in previous step) and weight matrix $\\mathbf{W}$, project $\\mathbf{y}$ onto the input space $\\mathbf{x}$ (ignore or set to zero the biases towards $\\mathbf{x}$ in backward pass). Mathematically, we are interested in the following transformation: $\\mathbf{z}=\\mathbf{y}\\mathbf{W}^T$" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "***\n", + "## Exercise 3 (optional)\n", + "\n", + "In case you do not fully understand how matrix-vector and/or matrix-matrix products work, consider implementing `my_dot_mat_mat` function (you have been given `my_dot_vec_mat` code to look at as an example) which takes as the input the following arguments:\n", + "\n", + "* D-dimensional input vector $\\mathbf{x} = (x_1, x_2, \\ldots, x_D) $.\n", + "* Weight matrix $\\mathbf{W}\\in\\mathbb{R}^{D\\times K}$:\n", + "\n", + "and returns:\n", + "\n", + "* K-dimensional output vector $\\mathbf{y} = (y_1, \\ldots, y_K) $\n", + "\n", + "Your job is to write a variant that works in a mini-batch mode where both $\\mathbf{x}\\in\\mathbb{R}^{B\\times D}$ and $\\mathbf{y}\\in\\mathbb{R}^{B\\times K}$ are matrices in which each rows contain one of $B$ data-points from mini-batch (rather than $\\mathbf{x}\\in\\mathbb{R}^{D}$ and $\\mathbf{y}\\in\\mathbb{R}^{K}$)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "def my_dot_vec_mat(x, W):\n", + " J = x.shape[0]\n", + " K = W.shape[1]\n", + " assert (J == W.shape[0]), (\n", + " \"Number of columns of x expected to \"\n", + " \" to be equal to the number of rows in \"\n", + " \"W, bot got shapes %s, %s\" % (x.shape, W.shape)\n", + " )\n", + " y = numpy.zeros((K,))\n", + " for k in xrange(0, K):\n", + " for j in xrange(0, J):\n", + " y[k] += x[j] * W[j,k]\n", + " \n", + " return y" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "irange = 0.1 #+-range from which we draw the random numbers\n", + "\n", + "x = random_generator.uniform(-irange, irange, (5,)) \n", + "W = random_generator.uniform(-irange, irange, (5,3)) \n", + "\n", + "y_my = my_dot_vec_mat(x, W)\n", + "y_np = numpy.dot(x, W)\n", + "\n", + "same = numpy.allclose(y_my, y_np)\n", + "\n", + "if same:\n", + " print 'Well done!'\n", + "else:\n", + " print 'Matrices are different:'\n", + " print 'y_my is: ', y_my\n", + " print 'y_np is: ', y_np" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "def my_dot_mat_mat(x, W):\n", + " I = x.shape[0]\n", + " J = x.shape[1]\n", + " K = W.shape[1]\n", + " assert (J == W.shape[0]), (\n", + " \"Number of columns in of x expected to \"\n", + " \" to be the same as rows in W, got\"\n", + " )\n", + " #allocate the output container\n", + " y = numpy.zeros((I, K))\n", + " \n", + " #implement here matrix-matrix inner product here\n", " raise NotImplementedError('Write me!')\n", + " \n", " return y" ] }, { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "Test whether you get comparable numbers to what numpy is producing:" + ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0 1 2 3 4 5 6 7 8 9 10]\n" - ] - } - ], + "outputs": [], "source": [ + "irange = 0.1 #+-range from which we draw the random numbers\n", "\n", - "for itr in xrange(0,100):\n", - " my_dot(W,x)\n", - " \n" + "x = random_generator.uniform(-irange, irange, (2,5)) \n", + "W = random_generator.uniform(-irange, irange, (5,3)) \n", + "\n", + "y_my = my_dot_mat_mat(x, W)\n", + "y_np = numpy.dot(x, W)\n", + "\n", + "same = numpy.allclose(y_my, y_np)\n", + "\n", + "if same:\n", + " print 'Well done!'\n", + "else:\n", + " print 'Matrices are different:'\n", + " print 'y_my is: ', y_my\n", + " print 'y_np is: ', y_np" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we benchmark each approach (we do it in separate cells, as timeit currently can measure whole cell execuiton only)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "#generate bit bigger matrices, to better evaluate timings\n", + "x = random_generator.uniform(-irange, irange, (10, 1000))\n", + "W = random_generator.uniform(-irange, irange, (1000, 100))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print 'my_dot timings:'\n", + "%timeit -n10 my_dot_mat_mat(x, W)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "print 'numpy.dot timings:'\n", + "%timeit -n10 numpy.dot(x, W)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Optional section ends here**\n", + "***" ] }, { @@ -158,93 +432,212 @@ "source": [ "# Iterative learning of linear models\n", "\n", - "We will learn the model with (batch for now) gradient descent.\n", + "We will learn the model with stochastic gradient descent using mean square error (MSE) loss function, which is defined as follows:\n", "\n", - "\n", - "## Running example\n", - "\n", - "![Making Predictions](res/singleLayerNetPredict.png)\n", - " \n", - "\n", - " * Input vector $\\mathbf{x} = (x_1, x_1, \\ldots, x_d)^T $\n", - " * Output vector $\\mathbf{y} = (y_1, \\ldots, y_K)^T $\n", - " * Weight matrix $\\mathbf{W}$: $w_{ki}$ is the weight from input $x_i$ to output $y_k$\n", - " * Bias $w_{k0}$ is the bias for output $k$\n", - " * Targets vector $\\mathbf{t} = (t_1, \\ldots, t_K)^T $\n", - "\n", - "\n", - "$\n", - " y_k = \\sum_{i=1}^d w_{ki} x_i + w_{k0}\n", - "$\n", - "\n", - "If we define $x_0=1$ we can simplify the above to\n", - "\n", - "$\n", - " y_k = \\sum_{i=0}^d w_{ki} x_i \\quad ; \\quad \\mathbf{y} = \\mathbf{Wx}\n", - "$\n", - "\n", - "$\n", + "(5) $\n", "E = \\frac{1}{2} \\sum_{n=1}^N ||\\mathbf{y}^n - \\mathbf{t}^n||^2 = \\sum_{n=1}^N E^n \\\\\n", " E^n = \\frac{1}{2} ||\\mathbf{y}^n - \\mathbf{t}^n||^2\n", "$\n", "\n", - " $ E^n = \\frac{1}{2} \\sum_{k=1}^K (y_k^n - t_k^n)^2 $\n", - " set $\\mathbf{W}$ to minimise $E$ given the training set\n", + "(6) $ E^n = \\frac{1}{2} \\sum_{k=1}^K (y_k^n - t_k^n)^2 $\n", " \n", - "$\n", - " E^n = \\frac{1}{2} \\sum_{k=1}^K (y^n_k - t^n_k)^2 \n", - " = \\frac{1}{2} \\sum_{k=1}^K \\left( \\sum_{i=0}^d w_{ki} x^n_i - t^n_k \\right)^2 \\\\\n", - " \\pderiv{E^n}{w_{rs}} = (y^n_r - t^n_r)x_s^n = \\delta^n_r x_s^n \\quad ; \\quad\n", - " \\delta^n_r = y^n_r - t^n_r \\\\\n", - " \\pderiv{E}{w_{rs}} = \\sum_{n=1}^N \\pderiv{E^n}{w_{rs}} = \\sum_{n=1}^N \\delta^n_r x_s^n\n", + "Hence, the gradient w.r.t (with respect to) the $r$ output y of the model is defined as, so called delta function, $\\delta_r$: \n", + "\n", + "(8) $\\frac{\\partial{E^n}}{\\partial{y_{r}}} = (y^n_r - t^n_r) = \\delta^n_r \\quad ; \\quad\n", + " \\delta^n_r = y^n_r - t^n_r \n", "$\n", "\n", + "Similarly, using the above $\\delta^n_r$ one can express the gradient of the weight $w_{sr}$ (from the s-th input to the r-th output) for linear model and MSE cost as follows:\n", "\n", - "\\begin{algorithmic}[1]\n", - " \\Procedure{gradientDescentTraining}{$\\mvec{X}, \\mvec{T},\n", - " \\mvec{W}$}\n", - " \\State initialize $\\mvec{W}$ to small random numbers\n", - "% \\State randomize order of training examples in $\\mvec{X}\n", - " \\While{not converged}\n", - " \\State for all $k,i$: $\\Delta w_{ki} \\gets 0$\n", - " \\For{$n \\gets 1,N$}\n", - " \\For{$k \\gets 1,K$}\n", - " \\State $y_k^n \\gets \\sum_{i=0}^d w_{ki} x_{ki}^n$\n", - " \\State $\\delta_k^n \\gets y_k^n - t_k^n$\n", - " \\For{$i \\gets 1,d$}\n", - " \\State $\\Delta w_{ki} \\gets \\Delta w_{ki} + \\delta_k^n \\cdot x_i^n$\n", - " \\EndFor\n", - " \\EndFor\n", - " \\EndFor\n", - " \\State for all $k,i$: $w_{ki} \\gets w_{ki} - \\eta \\cdot \\Delta w_{ki}$\n", - " \\EndWhile\n", - " \\EndProcedure\n", - "\\end{algorithmic}" + "(9) $\n", + " \\frac{\\partial{E^n}}{\\partial{w_{sr}}} = (y^n_r - t^n_r)x_s^n = \\delta^n_r x_s^n \\quad\\\\\n", + " \\frac{\\partial{E}}{\\partial{w_{sr}}} = \\sum_{n=1}^N \\frac{\\partial{E^n}}{\\partial{w_{rs}}} = \\sum_{n=1}^N \\delta^n_r x_s^n\n", + "$\n", + "\n", + "and the gradient for bias parameter at the $r$-th output is:\n", + "\n", + "(10) $\n", + " \\frac{\\partial{E}}{\\partial{b_{r}}} = \\sum_{n=1}^N \\frac{\\partial{E^n}}{\\partial{b_{r}}} = \\sum_{n=1}^N \\delta^n_r\n", + "$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "# Excercises" + "\n", + "![Making Predictions](res/singleLayerNetPredict.png)\n", + " \n", + " * Input vector $\\mathbf{x} = (x_1, x_2, \\ldots, x_D) $\n", + " * Output scalar $y_1$\n", + " * Weight matrix $\\mathbf{W}$: $w_{ik}$ is the weight from input $x_i$ to output $y_k$. Note, here this is really a vector since a single scalar output, y_1.\n", + " * Scalar bias $b$ for the only output in our model \n", + " * Scalar target $t$ for the only output in out model\n", + " \n", + "First, ensure you can make use of data provider (note, for training data has been normalised to zero mean and unit variance, hence different effective range than one can find in file):" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from mlp.dataset import MetOfficeDataProvider\n", + "\n", + "modp = MetOfficeDataProvider(10, batch_size=10, max_num_batches=2, randomize=False)\n", + "\n", + "%precision 2\n", + "for x, t in modp:\n", + " print 'Observations: ', x\n", + " print 'To predict: ', t" ] }, { "cell_type": "markdown", "metadata": {}, - "source": [] + "source": [ + "## Exercise 4\n", + "\n", + "The below code implements a very simple variant of stochastic gradient descent for the weather regression example. Your task is to implement 5 functions in the next cell and then run two next cells that 1) build sgd functions and 2) run the actual training." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "\n", + "#When implementing those, take into account the mini-batch case, for which one is\n", + "#expected to sum the errors for each example\n", + "\n", + "def fprop(x, W, b):\n", + " #code implementing eq. (3)\n", + " #return: y\n", + " raise NotImplementedError('Write me!')\n", + "\n", + "def cost(y, t):\n", + " #Mean Square Error cost, equation (5)\n", + " raise NotImplementedError('Write me!')\n", + "\n", + "def cost_grad(y, t):\n", + " #Gradient of the cost w.r.t y equation (8)\n", + " raise NotImplementedError('Write me!')\n", + "\n", + "def cost_wrt_W(cost_grad, x):\n", + " #Gradient of the cost w.r.t W, equation (9)\n", + " raise NotImplementedError('Write me!')\n", + " \n", + "def cost_wrt_b(cost_grad):\n", + " #Gradient of the cost w.r.t to b, equation (10)\n", + " raise NotImplementedError('Write me!')\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "\n", + "def sgd_epoch(data_provider, W, b, learning_rate):\n", + " mse_stats = []\n", + " \n", + " #get the minibatch of data\n", + " for x, t in data_provider:\n", + " \n", + " #1. get the estimate of y\n", + " y = fprop(x, W, b)\n", + "\n", + " #2. compute the loss function\n", + " tmp = cost(y, t)\n", + " mse_stats.append(tmp)\n", + " \n", + " #3. compute the grad of the cost w.r.t the output layer activation y\n", + " #i.e. how the cost changes when output y changes\n", + " cost_grad_deltas = cost_grad(y, t)\n", + "\n", + " #4. compute the gradients w.r.t model's parameters\n", + " grad_W = cost_wrt_W(cost_grad_deltas, x)\n", + " grad_b = cost_wrt_b(cost_grad_deltas)\n", + "\n", + " #4. Update the model, we update with the mean gradient\n", + " # over the minibatch, rather than sum of particular gradients\n", + " # in a minibatch, to do so we scale the learning rate by batch_size\n", + " mb_size = x.shape[0]\n", + " effect_learn_rate = learning_rate / mb_size\n", + "\n", + " W = W - effect_learn_rate * grad_W\n", + " b = b - effect_learn_rate * grad_b\n", + " \n", + " return W, b, numpy.mean(mse_stats)\n", + "\n", + "def sgd(data_provider, W, b, learning_rate=0.1, max_epochs=10):\n", + " \n", + " for epoch in xrange(0, max_epochs):\n", + " #reset the data provider\n", + " data_provider.reset()\n", + " \n", + " #train for one epoch\n", + " W, b, mean_cost = \\\n", + " sgd_epoch(data_provider, W, b, learning_rate)\n", + " \n", + " print \"MSE training cost after %d-th epoch is %f\" % (epoch + 1, mean_cost)\n", + " \n", + " return W, b\n", + " \n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "\n", + "#some hyper-parameters\n", + "window_size = 12\n", + "irange = 0.1\n", + "learning_rate = 0.01\n", + "max_epochs=40\n", + "\n", + "# note, while developing you can set max_num_batches to some positive number to limit\n", + "# the number of training data-points (you will get feedback faster)\n", + "mdp = MetOfficeDataProvider(window_size, batch_size=10, max_num_batches=-100, randomize=False)\n", + "\n", + "#initialise the parameters\n", + "W = random_generator.uniform(-irange, irange, (window_size, 1))\n", + "b = random_generator.uniform(-irange, irange, (1, ))\n", + "\n", + "#train the model\n", + "sgd(mdp, W, b, learning_rate=learning_rate, max_epochs=max_epochs)\n" + ] }, { "cell_type": "markdown", - "metadata": {}, + "metadata": { + "collapsed": true + }, "source": [ - "# Fun Stuff\n", + "## Exercise 5\n", "\n", - "So what on can do with linear transform, and what are the properties of those?\n", + "Modify the above regression problem so the model makes binary classification whether the the weather is going to be one of those \\{rainy, sunny} (look at slide 12 of the 2nd lecture)\n", "\n", - "Exercise, show, the LT is invertible, basically, solve the equation:\n", - "\n", - "y=Wx+b, given y (transformed image), find such x that is the same as the original one." + "Tip: You need to introduce the following changes:\n", + "1. Modify `MetOfficeDataProvider` (for example, inherit from MetOfficeDataProvider to create a new class MetOfficeDataProviderBin) and modify `next()` function so it returns as `targets` either 0 (sunny - if the the amount of rain [before mean/variance normalisation] is equal to 0 or 1 (rainy -- otherwise).\n", + "2. Modify the functions from previous exercise so the fprop implements `sigmoid` on top of affine transform.\n", + "3. Modify cost function to binary cross-entropy\n", + "4. Make sure you compute the gradients correctly (as you have changed both the output and the cost)\n" ] }, { diff --git a/mlp/dataset.py b/mlp/dataset.py index 01156f5..5ca346a 100644 --- a/mlp/dataset.py +++ b/mlp/dataset.py @@ -64,7 +64,7 @@ class MNISTDataProvider(DataProvider): """ def __init__(self, dset, batch_size=10, - max_num_examples=-1, + max_num_batches=-1, randomize=True): super(MNISTDataProvider, self).\ @@ -74,6 +74,10 @@ class MNISTDataProvider(DataProvider): "Expected dset to be either 'train', " "'valid' or 'eval' got %s" % dset ) + + assert max_num_batches != 0, ( + "max_num_batches should be != 0" + ) dset_path = './data/mnist_%s.pkl.gz' % dset assert os.path.isfile(dset_path), ( @@ -83,7 +87,7 @@ class MNISTDataProvider(DataProvider): with gzip.open(dset_path) as f: x, t = cPickle.load(f) - self._max_num_examples = max_num_examples + self._max_num_batches = max_num_batches self.x = x self.t = t self.num_classes = 10 @@ -104,8 +108,7 @@ class MNISTDataProvider(DataProvider): def next(self): has_enough = (self._curr_idx + self.batch_size) <= self.x.shape[0] - presented_max = (self._max_num_examples > 0 and - self._curr_idx + self.batch_size > self._max_num_examples) + presented_max = (0 < self._max_num_batches < (self._curr_idx / self.batch_size)) if not has_enough or presented_max: raise StopIteration() @@ -122,8 +125,7 @@ class MNISTDataProvider(DataProvider): self._curr_idx += self.batch_size - return rval_x, self.__to_one_of_k(rval_y) - return rval_x, rval_t + return rval_x, self.__to_one_of_k(rval_t) def __to_one_of_k(self, y): rval = numpy.zeros((y.shape[0], self.num_classes), dtype=numpy.float32) @@ -132,7 +134,7 @@ class MNISTDataProvider(DataProvider): return rval -class MetOfficeDataProvider_(DataProvider): +class MetOfficeDataProvider(DataProvider): """ The class iterates over South Scotland Weather, in possibly random order. @@ -142,7 +144,7 @@ class MetOfficeDataProvider_(DataProvider): max_num_batches=-1, randomize=True): - super(MetOfficeDataProvider_, self).\ + super(MetOfficeDataProvider, self).\ __init__(batch_size, randomize) dset_path = './data/HadSSP_daily_qc.txt' @@ -152,27 +154,35 @@ class MetOfficeDataProvider_(DataProvider): raw = numpy.loadtxt(dset_path, skiprows=3, usecols=range(2, 32)) - self.window_size = windows_size + self.window_size = window_size + self._max_num_batches = max_num_batches #filter out all missing datapoints and #flatten a matrix to a vector, so we will get #a time preserving representation of measurments #with self.x[0] being the first day and self.x[-1] the last - self.x = raw[raw < 0].flatten() - self._max_num_examples = max_num_examples + self.x = raw[raw >= 0].flatten() + + #normalise data to zero mean, unit variance + mean = numpy.mean(self.x) + var = numpy.var(self.x) + assert var >= 0.01, ( + "Variance too small %f " % var + ) + self.x = (self.x-mean)/var self._rand_idx = None if self.randomize: self._rand_idx = self.__randomize() def reset(self): - super(MetOfficeDataProvider_, self).reset() + super(MetOfficeDataProvider, self).reset() if self.randomize: self._rand_idx = self.__randomize() def __randomize(self): assert isinstance(self.x, numpy.ndarray) # we generate random indexes starting from window_size, i.e. 10th absolute element - # in the self.x vector, as we later during minibatch preparation slice + # in the self.x vector, as we later during mini-batch preparation slice # the self.x container backwards, i.e. given we want to get a training # data-point for 11th day, we look at 10 preeceding days. # Note, we cannot do this, for example, for the 5th day as @@ -182,8 +192,7 @@ class MetOfficeDataProvider_(DataProvider): def next(self): has_enough = (self._curr_idx + self.batch_size) <= self.x.shape[0] - presented_max = (self._max_num_examples > 0 and - self._curr_idx + self.batch_size > self._max_num_examples) + presented_max = (0 < self._max_num_batches < (self._curr_idx / self.batch_size)) if not has_enough or presented_max: raise StopIteration() @@ -198,18 +207,24 @@ class MetOfficeDataProvider_(DataProvider): #build slicing matrix of size minibatch, which will contain batch_size #rows, each keeping indexes that selects windows_size+1 [for (x,t)] elements #from data vector (self.x) that itself stays always sorted w.r.t time - range_slices = numpy.zeros((self.batch_size, self.window_size + 1)) + range_slices = numpy.zeros((self.batch_size, self.window_size + 1), dtype=numpy.int32) + for i in xrange(0, self.batch_size): - range_slices[i,:] = \ - numpy.arange(range_idx[i], range_idx[i] - self.window_size - 1, -1)[::-1] + range_slices[i, :] = \ + numpy.arange(range_idx[i], + range_idx[i] - self.window_size - 1, + -1, + dtype=numpy.int32)[::-1] #here we use advanced indexing to select slices from observation vector - #last column of rval_x makes our targets t - rval_x = self.x[range_slices] - + #last column of rval_x makes our targets t (as we splice window_size + 1 + tmp_x = self.x[range_slices] + rval_x = tmp_x[:,:-1] + rval_t = tmp_x[:,-1].reshape(self.batch_size, -1) + self._curr_idx += self.batch_size - return rval_x[:,:-1], rval[:,-1] + return rval_x, rval_t class FuncDataProvider(DataProvider): diff --git a/res/singleLayerNetBP-1.png b/res/singleLayerNetBP-1.png new file mode 100644 index 0000000000000000000000000000000000000000..122ee36763fa6b86e50623458552aee6c7c7d949 GIT binary patch literal 70872 zcmce-Wl&sQv<28`aCdii2@XMmhG2o9jRp-CtZ@PacL?qp+$Fesa1ZY8u5-!vUQJEa z%>0?E`H^(eb>*BbYp=cb>0srLGN?#INFWdhRZdn)6$FB@0shbx|Q_~PMwr+{7$d55&_yT}X;Csi)CD$mLU z#>Zg*NrqhP<(=1gAI|_y zEcfJvsKc_uh>j!%EQSOEr9TE1Kd%M!zkf+E%DsLe!9a`n`hk!~^Y0@oj^_1$l>VwQ z|2~xEvHo2yFZX|Y*Z*D~7xVvm*Z;#y{@rC1xY2iZ;+<2Wd^g?p+=;Jm&;`E`jIo|Z z)0Rduq6=evsI`+B>9pGjg^sxizA#N<^YRU4WIvw zeRs$2L4ePm?d7?9wL1o7Z_k7Bp8$__{hwSQ62& zY${z>TAOCfTB}LGe*cWs%I^Sw(iS-?DtWYEzDUs1!@%&a%}Z8ECgm*;I%PL~>MEUo zl;wv&vj+b-Xg?-2M9a=iB3^NO)?0$oD@!2$Z?^h8&q%+#ctM>py3Nv0-a$ zBd!11_2AAm;VUMO8Tex;aWDa~IvqI>8y)Ls{WnfuuSV9*Vu5F0_J6i8xafe+#bvkR zd3$fwFs$hL(o*yMCyo(vERY<6u}=DL|4y{@Z;bo04J9v+!}AsG?|Hm#p$=xUoUEE( zM5}2K|66IZsz$&`YgeNa15@W#!bUIgcr|^aqqyRT7UusZN>Kc1YwZ6|snOY0XZ=eZ znb%Tk()dU_o$tRjNP%c+EB@vjCYp_Gx>Dx~Dg)WA{T)MsD!Gcw@i2%~2nW1Bg_t8< zc&F#<6N+zGzwzjrDiS(bprY!FO%FJKSA|44XhOA3w7^vH@$5}9-_AVszkHWfueQRs zX(Rpe#Rl9AuTkRDfsx;Z0sDAI?|kIj@pFTs%)fJaSHJr$Ni71xNaOY!*UTCW)bBngB@7;y#GD5I5!A~0hsNJkw*!raa zm^V0Jw;R1Ma{Vir1}_om$liF?iHuSm<36;hUma>P|9~tC0RWLjPd+xVqo=4S*}?2a zgiz5l0x4Sa9Ua(H9VxC%m$3EIM+w=ve_1Vs>$3D?7OaM6Cr$k^qwJnKEV7Te++dz- zsua0`8H17&?G-Aptm6_kS|2Jbe|9Pq7AA^`snW&qSxZEcRm@k|lG`*#?}SGs`l|py z87w%ehkdb4$*HoIclg!g*)^ABhty>?#a1~7-t^D995s!G;ip$K#C{nXD~Rm8_zVta z)v+65jsBKe-t3#iZGT(Av!aL)T;qgEv)ppliHtOwArkr>#{O6rcwVlY`4~vw zqk~&o_Cx0{0KBDG@!2S7;ZpdRn|a(EVW*o|G=0du+EWFf4vnhUVwIG^5zJ-pB%sTh zu@dy)#Q_ZEcR~B|1^CNZ=>DcW?gt|R;Ku@`9A|4?d$`xD^dpFP?be`2(z@oWfy?mO zG8OP0k4sMTF1E9NA=FxJ3^GSY`3$kkxC+QC02wtn$YFx;e9Z@T{0A4ZD3!M43-y72 z@=qt~SJtxvv#(s9ZmAnxZWMCS2$auuDvcYC1y`09`og>1PkxK;*=2qtO%*$_FJIKX z-0fhFz`*D4P(+{{A6DdB>q7sj@3u`yB1%%)R;qG*Xz-KqaKPcRiOIPAfir6uB{&X6o*fxhYTK$Fyx_w01cuTZ9`(OC`z8 zm;dW@u-=WR>zvfKa$D}b7S5MBYdp`T>q1)2F45fn&l_UZrfc~rIO#8Y^v%z1Q!j!& zbuv&#PIp^SyRx9It%hrD7Cm`VxqspM31)w$CqbX7IByo*r6l(Lrrc^Q)99fa(fg+H zdLiT}mfn+ISE6tXX5-mG^4jU47atUavbUF%u^Pb-hx91997hs!6 zMcgvIy}Nr{-PHSp^n$~Q8Ob0&=P|+n;`l^BH}Ks@A}OTp5JwXU8TX5 zyY&(4?rs9?B`;TutCnvtLNZlGYTxF00%ie+iMUfB0E__!{?k1Gwp&AnTmVWbCTGf^ z0}=c}f%Oqmiz!iK`1kFi8}s(4j4DC~zsp>@N zN9_iThimoRko(^WJ-z}C9G-3_ydXgj0++?_7dvNt3jEd2ajJ$rf!6$OBrerKHn(;NM6>+1Y%@-3j%Oq_X_jU zeKfV>=_beBg+*7>0^q#c1<2B0za* zEC)t<$-NB*<3h}w52N0Ogo+&3I+xarm+DNDTzB}HPr#m?X^Rl?7F9^jHLN4CXlACq z@L3bZvqvU}4w9?f9ybATAFBjkH|w%ucwyRnt!?tOe6|5Fp8nxa4W*51@SwRi^2vgY zqk5I%_{+yx{m;!iy~KNguZd41hzZ+#g_rJ4=5(MTY{4Z*JgZ;cJR6LS%Zgsi^jQ_7 zMh{*3VDv^RciV)3vR z`19ueOh(RB&zVqFwP?FPg|9D~y3$oO0KISU=g({nDh=jz2oN4p;?m!h7zGTW@2?~i z*uEd}8pE$|aDFo}d7ATnA@;n_)DznJd~;ZMYy0ivvBw^5jpYw)`qOrp=)AC3Yx~2t zPvq^6WvN~Q!D7FQ0qX8C?8n$@nJI~WE9lhu^D|T1PCHbI=6BBryJuk{p7zrEY@K@f zBluu?%c=Im`MDazH)sv5HI}#lf@9N3)yF+<;d@-5I-gwEebyoz90XV+?kI^+z^r~> zg1*Ku=7Z$!?Ar4az??64vq*gE{{p)vs}51h=v{7^s8e8){gVti6`w})!+60&pp<%l ze(|GJhgpQ%BnX7ybGqtBc4PTh!)>(fIq!78!>=ov)nqsPm zR`{vLZWE#O7~j=ZLO0dKY)3{nwZh&wm)yg~rUy#j(}? zehwb~0J=TorlB`}awA&iV`ThknPtKT?ymY0?R7e$73uv17nrj?no0t+F$rMRxr6;; zk+OycC+6)xKv}+X2U+R`w!N^CN*8Mkwgg(vbOXH2Ob+^XkKQ83^C3jyisICj!2gw^ z2P1s@mP;|H{u%Mhm%)>}W1&5fT1&*dyq{n}2Wj(VT>=4B0lO;m=o;e|x6bb{Jax7t zXj$$qv%gH_L;BRP1xWan_YxyXW7FALag%v4zkL%vW`IZQ=_^vl{XXn|jM*D@cJo)g z8Et6jNBuGu7$SaqF=}u)R$F|jx6v19GKzujhw)m(4JFvF0JlaeOt{L$J?>Jc3iu&n z$HCB}i-mbTfiiPpW9cX7T7yHonq3=!@@i(&0JY*p99#_7xSD#kOQP@bV9jG2@g3%A zL1p@PhioUwyZw^aY|)m-0H`kCN~U`8ZbQ7~)H|T+xz)tPdE9+LAqo0xdsCO= zZZ&YTESV-qAS&!*i@xKu`?MHbV?DGC_u4V2qRv%h8ErP*TW;Ny=+HaGm8c`TEbra# zFS#h_T?)ErEHC}0GzwyNv0aHU%b1>__>-JvyHX@f-Q=<{E|Zu16J1Oyl5E^jKtN$& zqp#8sCZ45mH*DhzyBXu%PDY|2?uuvN?Yn?BJ8&RavvzPpF=04Wpy9;}U|LJ)uZ^#i zSlbhwb&c)GnaKI!b()LD{vG{!#~Yyj0UY-JQe|1sW>&Z9Z89(Np1ExkYKE6KrN*b7 zWUC_0My=A_zxY7#gI*pBwi~safZEa*X?&>pc%a{^_N1G;*&Vz)&%KI`dGD0?^9SF` zYeOxE-Te5Cqxa>2{p$jawfjD-)+hh9uCpO_vOJUBK=FT=?vW};YaLV!@1777@;zR= z_VjjRxm5zJQJ~+Zyc4mp&J=@S90@r0w2OfOD3OmHNkjgU4e8|;X2t7Z_K)8M_{R^(-IptD!WR8NW(^8%?7#In_QoKf+#N3^ z3Vqh<`Wd$xAynZl21@*(SzorE_wuB)U_Mu&irPAy#0`1ze0*3Ld@l<{3QzgH9mz%_ z$h4o9l$Lhz-tP?Oan5|hrx>bG3Oh{rB1A@S)M z$xLM~C$KFPR!}LF&(c2_dpcncTqY^retRaXlmM%%MfleC+S!5EEFza0%Hp?*R;kw& z?)o|ia=3Wu{St`Bdb$}q_=a%I5aYE|4Mw=XNq`sISq%}c`(gsLW4U4{jm)bv0p#9c z<*hM}6Teh=>SVS@daTOj8Vv`q9*=Ct? zz%-Vz(R(OWU}BodYI7<-zBeMP4w4Ut^Vgn6AzIqbUn&wt*%hwUeH$pR zON0eDVo-cs0`g=&qSHPCuNBhMJ)&_h0=gIr4Gn^HPE>||W%g1sFO#^dFjMFu{2d(F0 zakS8x=7MBl(HVr7nV~c7=YQ0VZsvK;H4(}YnEhQ$#Sr)e9`W8YLpK){bOm{^Rv6~H9<^lrMb$l zC2yk?Y>ef<7tVRs7gX8AzSy2Xikrlcbn+k6TEXeXQwKoN^C0RD@; zYMkobIgvnB25}HYryb3*t$2k(!JO{qBytx_ST6bc9Q_@y`hrtJOG-A9(dT)yR*(V8 zbg^XtlW58u2lbdD=c{&`N=o>){r*X$7q~MDzzvC5g!56w7X@`NL9`tKO`X9!Dy0+* z2^x!D$lXO=z}&HBDMwPSwOFX>^Nkn^fe#{fRIHlCBfQ-u!$NIrk$Eu1>WO!PV=g!n z4%tXbhH5TkL(pkzD!M~2Fce>b*(Z`fC2Qa7Szr-9EUJs567B(D7*oAAGUedgGa1nC z940XzQ!_m`Ha;8ZU4|&x1FO)*^k)drBBz%w9++I10zkY!opS`W8qUYz!Uo!P)U1Ma zI+&m-!n|~1_*gz$2$Q4YX4(PW{J_Q%UqR;WPXhl>ue5zU@s5drWfF`Ma@a&zc2^>r z5WQ``dBdjZvy;)c-ortF17>CK^M(7K7uv(2?-l$R4CTXI)_${+W1*HT#p~OO7D*0p zQxJ#2yY~iH7o(i!%9@d45@>#}LS+zooo)Ht@$Bf8y8XTSSF4*Id|CPPGmH6o$U5Rw zS$ILZ>McVPX@L@;jOFHypK7*&s{s8eQH;EPg^cly^BVNW3=MD&tv14zAPY;J_Swxb zt4M4La%i3rRLUs^WuW-0v%BBS>cW7+i8s>SaeO1nTSM{`pjO3RI&vcKdA$-6HV(B? zMGlVA!sMUN-jI0_?2N*+>)77aS@S1x!I?VrxE-hzQTw%`>C|z87vTpJ&dx$~ik(6y6qHa7+Xn5R6>_H`*14wHa`vY^ z`bAHdtJ=FlHCee1+cv273d2MZoj($>7y_r{Vtym|C;oYycD#X{y$5=UFlipEfLQuUOWb_Lu939e$v50)>%GJlG}9G- z?O&cWTZll7E`8@)4Tn_-g3V^>9iR2HelcjzK5K-=U?u+fr2^x!Qu=%!uHy1PPd0eF zvE*{L5edjJyjJV4P08wB!FU#obq<}c4^Th%3P593v@_)iSSVDmm6%W5qp~ux|Ag(R zc0hPa&x_RRrI`%hb2xBJY^msn_|jXeER z?XQiZzgbw6<`2(T5orO~D7rAkUVn#Q-j;Pye6?An9VKAP2-2VFZ6~6@gZ~Xgq)^b_ zz@tRr=7@X2BtgJGIg%`2DZ!D( z$Ev*Nmx?yxOentn8uZ{GKpy}Rp-`Bpa zok#T-&HpLAxkd9;a4sw1)n+-{KDI5mc*uW2m{=DT<*)Liu-V8epz+Dc_#V+97P9@* zd8x>nNFzlT>!=2f`0ZeS$ALoe@cFD>a#~*-FBy4d_U6T38ZBME?S0@b1pcB1gU0&iktB z3*^?2$2x>m$ZjKiBG$MUh|SA`Ks3?{Hz!;YTuPd-DGb=}8WjFf40K}T)uuoLghE0v zb0Xr1P``|nf~r$5QSRb-bx?kGyV0c4rM{d$tw>AczQH1ZJ8Co&<( z$^#`mQIyoUcTC&An`s!($$=4H!ADAFWKg4%nwMla(e4Bs$aENFjQ5|eM~R#Gp}`L7 zG&$4t;txn!*~j{?ImdtD7^RT-XQFrIdHYO6Fzq1ae?}rj>0&S4*h-n=FjJ+WePmr( zl53(qq(Zsj#bxKWWOsQ>O|HEN!Rm7;L4Zyj?)S$2W(l&-NW$*}%u%8!=URyIkk^-V z?*RqbQ~QVQ*D+9n-nJVG6}YH+D*=ssTkd}*53qnd-QgFV91@1II`MdZy!1Nsb2ZCz zNf!>LQ&iT-?@Xw(K1e=+oafeH;_ukA-{r+%{ht$&P`tHBv5IebmuBGf8kK^G1EKO( zB5XQ9i_H;g?F+2AJ2Xu{G(xFv(@Q+ogVdI{BqX3>q9d>%j*BO4~w> zy{DNj3D`A{30?gd>Jxb6LRz+@vx*o|70UYC=FEW4d%<%rEj-8>>wspfMLmGJ*d52|3-i`*;Ibk91Z)|M{{7F`NX z*M({m0SUPF2$U*l^bG*&AYsB{P0;Z6 zRDLu!mxBHc==pJS1AP8@#R-3u;D25bkm221rU&BqnmE;}f&r*DiEmLOMVVR(YH*U0 z_G=hc>i($9UmpaH=RlP+&mS%!gHVarBZMHm|BWEAID;_7K}sUD*1-HG2J3QP{Vct> zy!UK_fmMC&V1LHRGvC!=(OWE@UB;&D+fY_0ex(g5Ncf?olS|k?N;4~9H7^o|(m$$y z^ZOeEt}I1j3)aK)Z;nSH4<~)Oa%(~Xr8@R~qzw?v6uul!_u0?Y)tnFxqPN|)ZEML^ zz#@XxHD8CNDzXJ1+w*X30EGjYeYF#=`PN7?GD}a$#1y(cQ=H%N*Mvd}pYap}&>!Nl zJF|R=2?ilR7E}x`~uo0}y~~ z%)gI{$@E1CfBrA2f`wtBbn3G+L9E*E%F%Bu`9|V?8lD-I=tpK#b@yaxaXTIaq>C`m z0D$+u^Ynsn#g+d(3$PAtOZaaHFB?@M4s#aJwZ`vpdm2qGgGRz%VZR|=JdL#4NAAs{ zYU%csg8&N~8!9(9cdA@pjFy&`l2Y6wAc`rsqT&?jy6*1o9&S!vj_OxHhl{@_jVc@3 z)XHb;EhgdL4aKwS)R;%7rj|_ZK~S;XARy@+l|@-Ox!-F6#M<>XX^Dx6QBm)>v4Cmm z=Ms&Be8m*6+qJ+S$oP1Ll^+8-3?RE%fsM{b3q|V1kh%ow1vPE$M(e+I>ctwK7k~Id zVmO1W05$aFcs!@ix_+s*GIp%1Np?6c4#y25FW2d=))#`y+{};f$+b`;J*f9fU*C=H zZYCtZ=Ya21v%>~^g?4mxdrAojza0g&h}4x8WTQ768K3Ra5%qv5>u-y>E3$S?RJz47 zN;t8?-zMkJEVM1&VqSm!$Y(Qm6Fc$uuI~HD+z+E=$mBkL%%7L5S=24nYjS>myc76l z=I#ao>cSMMr`bsAo?DIp2KwduK|NX7cXpy3Ye1_uS4%8b(%xCFEAyoVEC$%VAj2z} zlMIUruxBV9>-}jLx*kq$mJpd6hTe(zQlqRq(s>s$vi&B4Mrki!sKG#aiK0^@Cbe`J z0jF;cT~?sW%_)1^krNza+r;4yX;7=OO$y3aA zU2>F*FEGsN%$1a|G%bx_OL?g3>ZV3VtL)v&NpCyikfW~fex3IX8yMp)!pR-(@2{Bu zDlDFhRH@0Lez11*Wsq#ygloL3k0~x@8lif=WcGkrx>b6O%oA56BFjCmBhfbo){#1n zlMwEq=#U7HH_zT6PbJnjMk*o@-7M_gc-KMf-WnsVTnS1$ykCcazp*xoyOugy`$(j( z=TCU!@ukxeOtY_Vb+om$H&J5Q&~*^G=ssh`B_$=1aLK8=LN1bnu21P=gU!NKW28`> zo0eRelpQ%S*Y$PDdSsYUd)-=EGc$e6qUMgSfgPrOqz~;c`Hji*p%Gzlcn`OFSukzn z>)Q*In2IH%_f>)HbDsygh*98QqZ13R0i`{^2Xo&@7dG$W$x2(BXa}j78!xoSb%f36 zeQp8*ZQutiGIa7vstE=E7&6hf25>IJc=e)>r(M5)|DMqO>nMDKE~VmR0Vcagj~fIz z2`f_gxWpw_?{@~#5EW`nJw16rm)zjEKzMJ{FZcDvyc~O!S==Q% zUvH~#FSOsudK?!IEI)TzoWO_D(iNgd?I9?%FXCZHN#^$H{1o1gQb;I;Oq9s*6PGgs zE9=oxQ~mB2lqD4pp8XaSpKhtI&+i9?u_w3B&(9%c#*kbRZqu+|)K1|B^H`p1crI92 zz}oYB+VeoeC0f;xGP%{8X$>=U+j$~nGEv6D&aR#9?TIcKMqt4a3F8M>>s90yIUGl% z-E)n^Bfoh+2!*PX&NsQ(+AoZZk*++WbJndVPa}B>?GcUi_a_2F!q0t_;*i_0fkb{v zcoB~T_dM&^fvEx|@^nWa3bwsFo1dQ^Lcw(KbhS?;!SqV$!)l|^Tnn3AZZ|(I?ST}n z`ZDy3E?A7L6)mtHsXqjYErnXxk{R#*5NTH9c|V@@1)vhEs;ODcm}Fy~l>#QI z@FH#OwqZtgyWRbvGB9_>6<_)b?QU?yo-}8i-{n}h*U3m)CV4h9na4BvoM@r|6sCyf z1{ozwuN*M{t|I4_#Ly*BR&CrDaeE6{{;et_O{&+lzMXQ~_Ws|6pV2ccyY;;dH`v1z zRpqhV2*YKJR1_y>m1U$E2L^WMVH`vYl4&ka%PgyIo-R-0Vx%588+7VzjJ!;Er=qKp zg`GlN%Em*w)^;cIhECdEz#>k$vel+P&*=cJJBaKTMAizFhUvGe6cfK4-Y;*~&Vv6| z8q0tQFp(W-b0Q}uCh%Cbad2_f&Db5}B0iZ+C;l;IDsCxXMX6=+4mdZCU%mH0s zE+Qf<;!)Fn7q?67NA7iNX#er_0PffJ0d#ktaS~#{F=#ALA)&KV0!*pWF;%Gco-|2- zl!TP7&9_Dc6qTOd>bR#0CYxUDD#*_dA@l0ta)YpNi)XO7Ldt}QDmj=4zkEpIdarv# z5zrJ0=Y`GgL_N9Z2yDTK^Q%8K{r9}^&afK`bd`6Xr1X)HkYZwD%wsK&*9c1s0t@13 zNc_6wy+kjMpxO;MN_2n6zz46YbSzXDN`eB8HBF)4z$Hzn)-?Rs_);qk_7pYdqHB|I zXMjL*#uL-h6#b-#Qdc9gqw{OLU!K`< z{d&*>cLzDcC?HP|OZ}Sk*+pmecYxEy8MRY|xwjDwJ0|SOwvap@MOs2-F&6GG> zN^Z@alrqnx_AxeDKtAj1>rx90=ZU;lGrQwC9Rot_boZc~K4{&5hDJ9?`~rkqg`E-6 zpGA2-G>G%^Jyi%`W)+$I@a%}oeutN+!G0iSx9#}N zqbwzyo$Gej#L^VePv+$>Xwk(?hY7T)vw=q;+3}Moro3fkV&X!Ry7pM;D&7VMw4y_! z>`NI)t*MS}DN`2IwHVfBuQ`F-VbqB?pKUHrpWPwX@F5HYKf|E&Kc+EV2N)EFE8Sn3 zD$`TF@li0mQZiGMxu@V%kw;cgQZn-{-f!;?#@<_lxjKD%xcTRqXH`v2hUcz0e>n9$I=MIyMB@Nj+iPEUFw6V?crc8WnpHF2!`;+}Y7# z!E?LC5P7Vzm^4R~ms^hx#-@iJqpwEP=jiTJu!7DjC`gEppP*3h?EHb;6Mn`%M$p0W z4Hl%y65re`tWDhu0eIftn&jCj^|SaZt!Xx@)pq#y4b=RI6^==RF2Z1aT30I%_j9<92ue*E~69cU)YWxh!~H7fcLHj^1ggA_Db)hJDH$`9O*h}fUV zvQ$?EqjjrQY4l@`)pi$~NBT5Km70$)L4?jY_-4gh|ME0VaGW5^?UrvD0=PgmreWQV zUy4z{0($6v>bLb$gFSVr3awvWmJo8iWVVADBmLLo#osm3!w^Vi!e))j?wX`gw*yG| z)2DyDOn1J)K8Ik0kl&{l;i^vk@D~;RQS|An_wd4727kUtkh8x)Rrs*f2{$)T(yv9W z%6^FBdbbOZm|*60?;oN`q2#~X8!AB@4%;8{O#@?Vt!6`rQ`^+U<-tfTfW?8h+E_zf zN|G#rwr!)TwHsN23hh#(u4bqw3lt{;Q4|9xtq&9{ zlM`LVTWdWmbj|{Rb#d*EC7rsrJpeEv3FrdOWH9%jj@T6cNPXMleq*CeU6dr|Eh^I7 z7<8uhN`lszXfwP*;+4by+H7!;XvDKpKgbfD-Da%oLON76 z#=HmUD!NhY*3}aF$ksT9|7Pvx&w7F=>NKe?PrIL_t)A|$c;NDAI?%-)L9%k)Qt#ay z69NqBChaQ1R5!JR+1#;@$iOVHG({`s!2>YJOzYL;zQO_czpE> z&;?K9-#HiA=n+YJcJt2<#L`|h^woOLNI;aU~PR^3tT>t#c zxRRMv0SDgI33tuwfBn`$Xa_6 zD|xJ$5EO)bj~O0?{geMk0bG^3mIz*WkX+g2DG?>zbcGIHo{7^={fZY1cNH%%sk88_ zFI}LdW2#K~DcxTQb}fpN!pz<=e4i}cFUK1;4|tG~G{ihGbyTKCLs*KsyHHgkNa*$Z z^YowQaG^<^pob~*@Hy=mDe97h2^_j zVBiq*Lv{)f_G1YC3=^6*kJ1dZ#jJ18Cg2xT6SzMRRiEK6_+Wf-KFa_1Xp|PP5_J@T z&zHp-)-%`(D<0qQ0Y+Lx5P)d`(yIg{(?DlDhL9Z7l>9bG0|g!?Jd^b6hmVYMLECoW zDICffJ%0_e$lL?oQwAS;5a40Wm87c1uyBsUFHGdhVH1g~dFe_LoBIm?m~C{j(x#R- zq^p!p6_6YNp5XI_3<63GoDRDp&J71Bm9`{x_x^3Rag9G+zZxX0Ns8L&{*6ep^yUc& zl=e|ZO<7*Us#}hETf)MBE_l?OX98z|@^c?P-UPuuwF{E*A}tZ-q}VsSF|6d*5vt?C zO!&WO>W|eJ-k*f#WSXz~qL3^h1Q3pHRM)EDUqN$>VWni*IKLUfYkRd%|C0U7SsaU1 zlpwsrMYxLk>gyov59=n_D)^j#B3`c)VEqnUNs({# zJ!tIUip6u9=yy*#LBqu+&9*eW5IQoqT}n3yt7dKT zE41rMpo};WXr!Is!L%Dkib$)OD;8^%c84prO%P@f%sxW0=x_%8E#ll#SCx_*3v2CM9d;_Av1fW%LdC=mL(-A{C!oGPhMTDQF6 zSpjW(1AN9z^cwrbVxZ$j6)r7Ko#(Q>&NN zSAlw%|G8j{U>|_ssmM>b0Ci$;b#>Kibc8aPhb|)`<+1+T6@&gCC%5t^6u6Ax#V?dz zpq5n)q%ebW6kN)Z3|!yXK#nwOMI`qQ&&Ia&Qn(l6utC5o%WUa7T0_2GQ{^+nB0zhS zOqaDwAR?Scb4KO2@VeXH@BQh36?aO;x4<9<1_s&e`ZA>a4@oiU>19^_l0SkX3q*XQ zHh!t0+YOD`>2|XVacmiv+`s=*PCSKN9xgTE#3Kx}Kf;J0fQquc+>LsJHd)>oQifxq zj7GwP0Q0k}srUEr={oZB=eN8838vWqn$XB-Ums;2Yy8U_+5?V_j4@v2orBg#@uI8k ziDkogEUj6A=;K|);nM#QB>H2TVDO(iy5~@UM?QLJoFte~$x7Tb&-lqO9PY$1C9(jJGX0zW6K(wr3DkNv-DadMi!Rl=lg>W zXV~xDTfB1e3t!)gC7dy^cCFV!c91tu)OH9QQ8^3=(hvK11}TnVVdmPr zUu@f+OaUJ1;LyWIfD!=sDkS=0J;#7K#RubJ^~&w(`UoWpD0b!iBoP4nz{ABQY&70N zuL*2p(R=Mf+GA)H(mk)|vw@%RXfNvOCU6M|{I*$YR7~axHiOT&&dtx?-rVFc=6Z)1 zabOGW6BZT*FoQRZ4-rqdmpa4usU8Avu(B-X$I*O8V-j)S-rnZ=wNdWf#>2{xa5dn`2QBeW5H{WHk8VCt zw;%gb6d=~0S7^x#2Dj<``DTmfra!@>+EkqBlpCZusEAJfE0CRyZ5xR%E~Z<5vq5{? zF^ovg9a8`EyvD%J66>n1R1=Xx!Z_J-;yqnR1Qc)-w0in!v)k&le2qaX@OOFfn3(J#$z?YU z4q0g{y%o?RL$!E!1)v@aegojfEXipA;GZ1Ve36I8)>F z#ux0VuqviAZwN&2KzQun#d7^N3}BX!Ux?|_{Ry=KJPj!8WAzC(#x-b-zxWUI(x~H} z-Ek|W0WTddHMtzjl&*N*q}`rmPVRX<9MuC-`$X5n-Wn^O0@vs7IdL@N;hcAFEo3En zr#`}GoaSShfEok^Ijrn+yW9m1bJh#U;PqGi*-JBW(D4OCH#z!e{0-}LIkiZ zf47GrOB*HQ3IcgykJ}1|={j(E!k4YB1pQ?|Ap2dLLQfDgh435vb0bg4X!>oD5oN;! zSF@OY8qc65Edw$#GX2NY-JPYvQJoo1<6hv{9d^m~_14;65}@Fo0zIY{ynV>n0|ASR zi;H;q>hR`!uS0KYIxWGI9qVgG51!#{)!s7OE`YOQBJ$UOtPDi@Qf;_(G<<4tx_IIvtxl>WpA|fpSQmW;Dupb-S$0R4uNK0c)Pi|_gFu}dMi;3VN zKmi2%;(KhIz__}(7{A&Ks=NFsQOlWxUoL#$jPQvn0?g>b!a_h6ZUF>OK|KwP833!& zA?v|_Oa^yvLHzcsUB)k`>(iEpi7w-rH!*>u{r#B{xp6c_z!3(s*a27y7bmA1URT$N zbFC0#I|&KjIUhRZ-f&{G>iNxW@x8r0KxX+fGLoP9DKK`Xn;h@Zb=}Lpd8)p6#&W{4 z$FqfUA4_fh$L$wn6%8WFK02g90Kb*XqeSU9jHjB21%}od2&|~MczM<1{78kIQGVs~ zGcylON?GrWq*Yf{?XJB?XOI61DCP;zHZ)ZjvW`^9q>?TO*Za2|<LvAEDT#`T|+LIwyCv3i~13vhvcIBD*sZf#_x?K?V#y3SN-L>NM>fqquq;tl}>Fo~ZIK|S!#?3ER zy39V59g{5^aEu*D^T)+hX3~Yj6feoLxD#5ST!$^$+;}H90nOgAXs9n24T-a1wHBm< zA(-au%q{uW$Vnr%DgstnS(ze9A%3AM>urkh2jx0qnoa9aQOv^G14X*n8}CO-$$(o& zE?{o(5IA?_96OLZdqA(4{Kq$(Ixmi9EmTn>BYMu8lo1`#OMald^?q z36_4?l)L<$?O`QCH5U^i^_~3;U7LbNY@;-Ts5YsSNgnc^-FM&Ls*ar{C~J1&EQo`Y z*gt%!Rj8?+9?gJobvl^2IyPalA&zUUry@v-7DqoR2&4y2N?3AL$jmGvv2z1cs<1GW zlt0^(^1y^d)X4;xm(>y*7h%$e{Lmtl2>GZbwTxm2&L1M1R#Z%$g^Wd0v0>`&$cVLY zuup0Q$uwnp9AS4jzr~Zvh16Sc5P0OvG6hinF|8hItAxs!bXqREmpf^gOB`0%BJN?LrjgP zXOr*-g@lu4?|AKMpz;tHJK>V0-$erw2vQWOR!Ky69Tq_&GlbCWyEzY03&P;~y3q*~ zObhr#FR~F?KB1C6bIBN%6Zf3a&-RL16wl0+aA=E@*UBa=GES6=EgcJHkvuy317Tz4 zS3cSP6?{*si5~P_M?ubvi8~lvhv#9_>Wiaa$j98Q=glEym@GO)(XVEwSwvI0mP(p5 z9vs3sEKbA#hGTYT{cPYl0}cogVmF=q@#X&X&;v@`%SM!o0I?e2_VR+eV#wy5Ryhz3 zLzY~PZEya68ceS7y4wfG)4?!-`6Ro9*#S? zV#N!^Z!zael0Z}nLA)L5+b|1vmCBjRq8kf*nJh*(yO)|piu&nE%kRpBwgJM^=sz)|32!kxS&OkXrcT;8^M5-L6)xi*odT|R<` zn;+H1#oQx;L$Rys93|F!k&GE>J5F<14h93jMFM0{?!G-E_Y`kPcgI{$4?%eEJF|Eg zJ*&SN%_J#*G*qD1^*ug~KeHLj)s!{uR=gRz?7QO}iqsrh^OeWsuh&cc*+TFovIZgV zivsN{JmYqZ>R35l~h z$_1mAg3K-E^Zl@E((~|eW9YYy_MqL$9j*^hzR350PNV>i zBxOg;U{qihqmrhJ9mwko`Nde9e#=Za82g=~k~;Pvk$~bcc6>7LKcu@`QTw@WwBr?JiE9(uw>{8hVrtsx zVLT_?9O_#FM&<*6Zr^VX&h6#-$+UW2q(^xc!6N6AgJ2z&W*vot+xr)eo$*-{uHO%1 zA@3<#*x3sFZ=S8Q0`YV^W3v`bWDX>j=|f-`n6E#HA2JdULRx})j8t@c=J+wR9Hygx zu7i?z>s6U@J!XI=1Exv7WmD7*QR#lAQn<>jerez@-lK=hzW=#E2D@@)lGVEwugA8Y zpJEP23$@3w^w0h@X@BMJ=XE=6>I3__Qf3+40T~47F92K$#w6X-b)j-2Q9|w{YE;On zvfxCz&N9e2*9~s@;HFOE$W7P9KgRoQV`uk(L>J{#nXAQTaGRH>I#!Dw*DnbaZK@Md~RMz6+^biP6M{S<3|FJ`4XP49@gHv#>jblqq^Wq`F|>0$LAM>hE;4xf0{598{0F^k_-Jydsjsbt0P zhMB#8RLx{7l#|z*8mBn{Tiswm^$eg%n@zE!RIX%py9IDhY;w@=`V`=Wlbb@pa+V0b zAXRJNN6f>(L8vXAHGh9tc3UZ=*CyT>Y+sDUelH^Bv`ortZ#Ax&tVAsl3N~tI*#rum{{c-gP&+d1%Uk}); zG}>5*S&X&a26FMf3_VG0Vfmcnk3crtncI5Ztao~&{ePZUMso7b2R!hY{{DU-+F-X| zf8Ectmw)x7tf>gE@m1w&8u#zJBHyt0=0tv@Gq^!(8X%7D%*N6Tm>+UNs7;~Rp zI4a3F+P6`fcPQ4)drV-s1mE&o+|XOAdVY3Rb*c5~!rUk6|DYHJfkCU^$9K;F_QCA8 zxaAN-BB+1Acz$gAa(|Xjl;0382;epP`Z?Of0_^PU)YOBf-|miP;EQ;K*!6rJ%1@E) zP|LazqX&#RGLeyxfKY^5piuoEa|*fSf!p4A4}<~+6ks|kKpNt!BI~H_BCw88@)=DgMbg=D3ohVM9pIL*}ZA}heM@(*x zN{)%qZxrelFvE!y&IP&HQAy3{<*sO~M4_NFPXUEt&wRva>CQRiSMhxk+oF(=9J zvLAhuF2~HNst@hJiT-V%a8o8V|AS7%LKuc(ZvyS@SGJ%cBas_yH4#!^l+Bg5I1c?p zyf>YzMhxY{jHHZK^9j2FeR+>wsBqaZ85Zn{R{YeT$;!P|G#$4vzwz7_Z^jQ~W7VtX zan~q1?LNw)3cI|(|6JRhV(VtQ+>5LqW!oXq={W)wWkP4OMT*>fpT!FABG6N!Sbqtm zyXK^l6&;2^zXVT#D_~xC%Wdb1i=stP_}4#ALUAw|_`d#V&dIK)U1j}7@uzC#jR#MK zH|QL9c2~eMUp&_9jplf0GbP#h0g<_Rrovkr=S#~AWM!s^5a7Ux9ReyjMb1Mij2BcD zU;Qf(M2~(HmS?yiDpc$h4g}8cxf#3-Q;4TFED5T-bfL#>Q}kQpdef*f?(No8i>h`; z(bGJW$a173Sx%jmgIS zzx?r1DzxP@M?cuWwBUkBAaKg%zfqlH)Ap(2YJ1$69FY-?rPD}enz5pbGd)I@#=$z3 z$ENp5nHa2!NkG+iRQIiuhSRXwz%n*7N2l`Y!H@A%V>r1_y4NlypRQH=6ojPkKDLQY z-OfIpNXJCK`K>x%d@Q#8LA@?zP-Y4wdGMo%ir4xtvGL6ci_g^ZZ)-hX@`K%!w6w7I z;djnw4uV)TzDuFY&H`R{+&NPvr9}POX6@?Z3>q>rfK;Y~%KC|zuf=>Kr{V|j7o+Rl z;rcuVIywSA4+j8vX=rHpf-2cf;yxYaozccYsPNTr%4`;`Bis8;?A86V{_rQ8+MIY8 z`?zA{RBv~Z)!Ok$zH%3%f7y|pPd)zog$nTZ@9qsOjD#8>m{)O5>K$)nyQy~K*M?5V zDJ4pQipEBl`6?{{VEF=!2h5Fu93Y3CPB_7V7q-%$q&_4A;;vM6+l7HNR4RY9$E#Tb zfZ5Eo^$ZRUPW<@VHww>TISuNs{lQ_I@sbR{63TnKUS71EobDqjv_yqV1zBRkeABtB zwraiMQI`BxI44j4K2M+AS&fyB)`8ES)w#l{)hF>L>bMZUdmOGN|c}}{9Sgj)>Jbi@BcU`sYVV(wHk)Am=;jk z{(E!81GaYbZ)h8i%){Y<&qnFq1Cy}1)E5=fsGWj8&l!4v#BgHt$IWuS3|QfeZm#X< zb{b8p(AA)~kSaTxO$|)}j)A66aqC3?SHUBKcE|JU>*UpEflt~|Ppv@(ZORIDd!=dL z*9an|%-_>>aK#wq*P9ewizJey!)(a!8ne8MwA?Vg_s-?K{$2j$Vo3Prx2pThVaLML-30}v&srx zP5)toqr&9Os-Jp$k-|7WI{2%?93<58X4DB8GugWTXM7EcA=w zPT9vYOoYpZk1#j8EFgEM2n2fex=1bgGd{duwq+Rvw*FubwNC@lak1 z<=h<=@+7;stP0!KSL0`0GqFD3yeviFadA9VFl2ABv{O*_a7;T<@D@IE8a;W#-)}j9xC5=V6X2ON?t=IotlIl5phBS8MLqQjr_J16&NXewZ{%NKNYmzj6L45GlmY)r| z=8A4i8zr{Du)!&1VU12Pf+{Okv@8drYQ7mO+_ERi>=$cc z6?s-#?u%kYqg^rHy^dGl{Dlb8bWPP5?65(yp|=3F@}m1~K6bse6%yK?X=!F0nLnBS zvxg8rrw$XEaN!6f(3R?W36^paWK=kWsyC^ ziiY#-2fv@h?CvjP^xlDw_w{@Ql$Wj|5A*`v*=Smxy zS&AZF0_M$gdYMzBoxkVbhI`AY)=U`b4ubWQknb}$>1fnQ?%pPDuoeaou?0(;MD1BY zn3F+lfhA^9j=~CR?B`D<+93)2KWF1D9D$`FMF8?eHMF;^eqFN+A<7Yj^V`diPik}R zJTSY>qVZ5I8nSVOoboeT-axF}DDp|jD*xd1=i0pXapWL+SRAI2dNPx6I^clg{Fya! z&n@UoC>VWy>?578Le@+PneNxY5F}Kqm_r--_~{Z06@Ct%r$jgeG1|74e*W*@zga0U zAisAI3ImO_f|vV=%M}P$gVr$AzgRY}WD|m|9-fTKs&V;$0ASA0P{QxR$20BBMBvn< z^4Cf<{PP>PvtBzFj%&5zjMZ1Onx=d%m>i^5+}absdrc9}QgM@qNTeE<<#a{GLK-TTwQOZG3?Lxpeb>p%C7hJS_kcj4^%hF?(*aZRNmSd zcEtEN>?{JX)odmZ;$_N~R8>_qHnLre@rxM1P1ta>r#DCA#ki@c0S;7IJl{Z`I5Ou& zta)teRE?0rI6YEu2Xa>iHsMexL5`{_oE>Fb1ugW$lIEOvYHlpP+9^EtyZx=CP*CPe%DTtE(sG$17< z1z7dMsYAZCqPBumUKq!0LV&l-9>IB~odUUR(-b5#q!9Jl&jQ6WnPEuSxIZ(B;n9gTDP3sGB4%(+m&P=6*=rg zr=JL!y^f*Px2tvM{Hof+1G&OO!9Hh=Q$No0Z9#Fg+JVG~nwU-yuuok`HHs}323JVZ zv70VXGLdUA*^e-DZWo54>evMP!)25+%J5&+YP8*J5RI*PUFL9Z(<_J*T@73gLee0K zo9oX7?S&4Ox6l)T(>K2MGUv(wD+wi&ZR3=y=pZJ_YP}{ky>dzNSI2S5-)hY>SQU|7 z*fMx;=?Y9_n^{g?9<}twg{z338YuSR+jtzJh>wU`3V$J2LMS$^ zQqtB2LPqG#G0u&cCz4En9ca})RVWG2IK#FGzq9|$$r1QIlJe_qdUtmhV8%vYGjVb@ z8})@PEiEBkv>$dqs{WI$z1{uIV?!hHG7kBv84L#gRiD?W$pG*puBd2o{qYB*>E3<1 zBY^0WLwE;tit(!r;=;_xf}my&_SeNQdRWa}D`dwLE`M0b78Vu z;jgsKu9*}m+zGWsbF0t;&JI+G+9a`I6ZT!J9!_O|5-%ozS8ogRxmxzFEHXX%p zJe}H)=Y_wNDMq!^ZP5~iDUpO>=Ys2ww9#O1T{+tFMMN5L>emewjN4?jW0YMca(XB7 z->ou^UA%z*XC(jmQ)Bp(a;i)Fd@RV9eBUChl{daBr}dTtK$~=T{byM?b<4DAX?efL z;?~^xh3lzpX&yi>E{+;n=l>=53q%?b4n|t0w$icQ#yY6K@=GuH0_2C-sf^Sm#GMN^ z+ir$_iz$2#(fZtL)&R=UEl7>-BUW>wg+sCxC$T42mMEX{ovd`FU&k(=Nf3xzIy#F{`)F>%oOX-Fjp7$J>!t$kn@LW9K znn-p5wrMxpDyW_bsb-<%C0>wg&=_a#MoZ_iVImwkqz`sPaD-d>L1eMkC)Er3iIP0q z(V&`l@$-MBJO`?=bV{oAIqjt{g^;PP;bl~n6^TVJZ~l*87Csst?yi(@4&Esu%fuLB zVKm4x6k)_09@Wbc8I|!`g0Kx*PkY6yz5IjP%5InGJ1J|lwQJMWwa{xVET`5~XP+f{ z6(ZD@Q99>I)HyVCQreV+nhEo@IqTYx4;}_>s2ZHda~8PG&BnPm;&bEClg7Bs_y74E zc;;L@1X4Sw*J+Xnq~7Mcd)BwJvWKf;!ct`mnl^k-p3cyOn#m0b51#nr2(`A|DsAy` zrRPC$ap{n-v9fb}h7}rI+r;~{TYhK82H(n=kT_Ingc)f#Z!Ud>&|jg9?(dx6oIdp) zrM?KFrvN{(bA4RC5j87N`Z}P5Wtaa@0Y@qsCQ)Yg`xH5w2wN;dP~)?YL^kvXX3Y}O zWFcWf24G2B#df#`u{7`{-1OJhh?(C#6^y#7hWV1Cv~BD#Bd;5;&)aEItuOg>)xAgU zFM_novjlI_&)#BcdL|rSRHxy)e$^f|(WoY=8784*swN48{&4Zn&YCY@yMsVw{u!Wh-H{#K6^P~c72%>7pf&uM-ClXv1-(5R^o`nwQ8#T z&XjJVS&m4ZpSyEkUW9gTXfR_d+Le7KDpZbj@FKxALPa0_+qsqKkIu>+QOc@6QYh5= z5vl(de~gyl4D5^t)95oiz)2S?dl->_!Hh%;OsnEemCld&9Xm+q%ZI5K=_NZ$lR10D zIXo|=ocQnS(-{rhD96A>Uulv+iUy7PAIw9jM^9{7T-uc-kP(e0_it$sR{7b+0Muu6 zHKz~92t~}cWZyUiKVz=vrBKb3jzENb{_mKPg+W!B@UAvJDi_1ia;2XYA#`g$*C^8H_4dse;{Rw&l*2_vB6M>W8X(FjF04^GOen>Ek#ig`(q@09_`@ zALELJ>>f1d1QJ&`P4}lcsZQ?RP7scnkkE#VQP6v zpY$02Z#Q4UQpq)YmLyr^n?A}qa9Fxl^Cb}4EEOow(RbnN-Wqta;Et2N@FoDC(yA-M>s#6ON#e0g@eqq<5s^JFpWtlQ&(_0_*>f z_TTNzSZK1DFB~Zln7Arf481wq%2Dg^`MwHc4f!+_&v-H{TDOzdeoanB*H=cY$)rJ^(`0C9DS*BR=DW9I@*1bMRElq0pdm&jzWwlQ+18}kU zbR&UX?S=O#(+*jfGEpkwseB=zG#j?ANvW~9**cv13mIh?B4wdw-ZzJJdvl-J0EMD4 zcnIU`vQ(N=d3yJgCdr6kYRIx1DJ+}o7L|`=EDA7p;11bVoYU&3*c0DJ)#(`_zR3K1 z=mS;dZ7P=XbUAHY>&zeGR$E|rmEvC)1?v*)|Hg*Za*|Nuhh$IZbLwHh`{zYxI944x z&920jCr4B0nK0~(9o10|k6elJFWh#(DKtcEl4};vPkM!+`n?3=uWL$0P@%!58>8`b zHkX7UYD1ueZ#(){VXDKOR~)5WVN7ehG^JyKoR4o^N_XNGBT3G|Z5F1_@pEZnVI9&O zo0{AG|7_K1I<%i`D;EPIIfq~qxjPESa9PEtgH@VYYy_BP1CPL{mw3I9Btp(XObcFJ zT%=II$jQ`$A~QmsqM6Gh zmW`i*8){6GSPyeOkd+8Eb0TDsW$p@ZWD8E?c?pE+!U``vdzmb}-9xYhSdUJGeYxhn zO*%{ENHWKIue7>h!W!fAZb@C8vM0jgO%)sq!AQri1tJs|kI%4|I@2$Z5miUC0>vNX{X*TSqK5%Z~Dr(FsJm8dn3$4U9= ztZ<6vx1~@y1Ab}ir9|6u?cE^{Q2j4Ch1JW2hJdg@4K#NTTINa9a2q7Q zbmVX%8j6L@H-dneykGfpcXzk8w)Tm+qNK!ZAPQ$_h{YR$VJPVNL8yK|kKY~P|8oIM z9b{2nwm!wszMR-~PE=?z0EyP;=Vw@CT+;?EG4kYLQ&Caq-=i-NYK9;;uEiUa ztS?{w8=z97RzhD8h>{FlUD>lwKCeOO%LXI%)HB=ZqSSQZ6VV;N#?;i*7_tCmm-)Lra&nhafR>uVb9-vuWqFYy4Q{mH z^HjXycf{YRYtTSZA+BuCL^f~w+g!&C%0A4Az*w;YWQ1HvttJ%l8dSxPxTAa2U#-<* zZk0Vv4NzCPHBbzZ%20~#TmUGCe$ef-#Q_YL2G0`D*3;N6xA7%!-@WQANAoE8XHGvF`kHTp}17+1Ob9vn_R=e5V}nGM}% zH5W9+6QLism&1Ds2895IT&|WxTdX5UwA6R(x8;{>$+%Xgy|kFvW_`>gP|r6D zga3J1O~Js^VGONeoatzd1f=8a#Ch6$f0-t?Wu9W_$6tA@9)0=ZAJZHj=?rBe64}rg z_=AZVgc*1VM}StsAt&}^oK}LaU2m7;2^wi_Zf>S-KD=XeU$?}BrQj+`I?S4gmq`RJ ziZ=96k-!7&02)vK#2z^ zarDW&fN$?Y=waQ)NRyfZ2bCNs)E&uhX)YZoseWD^9=AVU2kuab)|wFx?@ewyBfP5F z9;dV&jU5?;lkWzDBx`N!F5_>ku4LByH?m)KGx_{Jt}I1QDj=FG1a8Um@R}4;#&c?; z<=nV*ETAhL zQu|W1U2U;wINP6(8HM5r0hRaCjaP}bd+npG@Z!F3z?~zN4nkNrHX{Ec>KA}*hN|VJI7n0=vArF)e!F-sB9WZW`$M8@Y zG=)%AhOHB4N>{mjE9ZypY9C{V*2(7a51-FF1DVk{u)_p zxaOVZIvth?){@Tup)xIKXzH|44u6TC(u&gIo8G92z^}N1pj#T^MVA6$sv}Td1wsVG z4KZX(?8!@bA=Kvfw1PBruQ2XK?ciM10%%Scl=M-d%35_%m#Wl#9^0a+vcb;Cjqwf{ zJ50F6!^y=u_5<_9(3IpJ>z*Tm*WrSnk_O&hhW+(goh}WiWdVbYMm_$g1B~aG2PL+J zz%$leWLL*w!a?i)!7X&q=h%t7cL`GRu(}T_N0;V~WY`;vgxBd&86IxNyihIbCff~* zgU5gI+ktHMWJ_a>143N!XX5Ck~evx{ltR6-z%&E3Tn?Gy|G%#l)sOB0*Jn%uL zCOPRge5|+YEPwR;|#ui?p>9yD7pSj**^6!0c_@RK;*Odr^#tOOI3_6(t-yTTu58TLC67~ zbzD{<3%}R4(&zK|e$eUC^i!89oO*BcFj@)I^1zhgG+JPk%i9d!vg(dZ_oCDsCAjwM;MPd2#*{JEaGp@q}N zd`P9biiL}0mQ&L$l%kW4{_rXtJ5V`4)7$iq&oOeNTiS#E<|2O1t93tI&Rh4eu0t{9 zsw$EMo~5=V{XSlLl!wp+$~qXjNFhmo|E7JNfhUmy`YNcYfe&(-$1A;SBqQ~Qze0ccP=Xgq6)IhRhRbZ;%nWALV&sY`G*V3UD&<$4T|9Ix!^r3oGy>8 z0H38lN&$I3n*=#o#A9PHrLRYR#TJtoYR=b``@vq3>z%!wHGB)6a$i44;v(} z+js_2S1oKVWiSE2bX{FPw}d{dC&%%QmnP*vTeXe(mnkUH(P|;e@-QL%>ZjWClr7~j z1nl3w?ybk_=kIJaDr9*J3Dfn{tJ_!{%(>>fD5fo~O$9Au7+TG3iA7YnOy*0OggGgX zr|mkHa{FF8FSjbdB1p?R&QR@L{QO#Yi?X0sdaq=?AZ_wD0e3Igmnz#S%4J4wWPWc# zK<9ZEgJLA2uz`o-~RDsf@X2j*8FAd(YnP3 z&3E>9OA;pzYTM6wvcx#p**ov%b>IYgh5yKFnrSPKtyB#b^ij+yIC3C6P8M=3(21C5 zc%LOV>GH*B-q_GZlElJD4ce}1k~*$9K=DB%kpb@}p zIk&SkiQnB^8`ERBU`mNBt!D**9Pw^;95wZtVkS#(zsg>W46u!wg~?rSJtd9qIoK0G zztm9_pp$3o>F9W04^!_fd3HLl&~8_r-I-vcjwg%c2hbtON-QyQLa_|mSM5f)mb9Mz z`nlU-Kmf^A*Lu(Rlef8lmmFiyeo~9Z^YNFe0W<#<%+sB{uMCtB!8ftx7NsZnT%Y>e zEp~RRPB&7&7oDTWonm0ldQCu30?nHLEmvCGd%4YOn!D^xa`2O$H%qidGE!jomj>5R zYDA?7l)G%Ybs-?Jt>Ae=o+9BDs^S^r!gh@wCsvCb3N zk7jN`MuDGwC;&LU7?&F^E8kU>?G2L%B{89Y3co+^U~I9)g5_CQD~ij0%EDcc)mX4t zwj?%>k&~I|3rZOI%Q5y)RQqLR3+N&Y<^S~x(k!*))_aR}FteqB`*(!;n7NU{wVFVN z6cvsx`NDa9>wmv3jPE|Nf#X|S2t)RX*F%qZST+12EbfsyU!SD zQr`GK^jc>jo13F1vIKKY^=y*LziDJEY&x>DuMqIbbA&Gw3QIMy>y4nGj~Mq*X(vw{ zIBv_-C3}26y@l(=5t*G%zjuM}4qq=zEaI6LD3_z0$Wc)755C5SVjR*vXi@5SoGyym zV0AJ*^7gwzX3ybt+%}Z72c*}@Y?ncuj|DD=3D*+>54uM;@dDb+ERI&+^ z(t9f43y9Cwh)U#gir~5$t*gx%2jmVn`x(PzqDNRO0cYC}f-K5OmNyP*@-cL2pC&~l zXr1fluSnkVq-CufZ=peM6Ut9LImRQ!inGOC`HLTL#49j#=}BA@jt1^}k$)L=%U)6Z zKVA%n5`LlgUI~6sd~r>2*$gPQZaJ=q+Gy}@zMZR;w(t1*hy%bD@FHw$X`-Z|hLm|u zW%bk(<39bEnWhKtCTzRGlFLJvAR~FZYN|P;NKnns%S@19I8Df}f8GD^<8@%pYNWX0 z8^wRF*m0r)VjUX!X_f$8wcAPj3^>3nbB1P4#YBI!w(r8@6F-@8TG z^&5oj4cKU;5S^^gcA-CIfdI5<=17b@Q3|wu<)L-Gb-yCRc6Gm!>QB7T?{gh_{m}7J z!{%ZkPF@D3`Hmo{yBBiPc>(^oRWS8iElnbZoc2d3HE@JXO^N6RZN;4B9W|4;?f4y_Qsp;Lz5OmdzrY$=6#+bLj`cofAnPbjQXzCS9Jkv*T5N%bEr5C>LnD)s)-$P(zS z#vVgf1$cA2^Yg%`bggvhMO5aH@mm8X7f2)5ye3VV=)~f9hl8{gyY`B748OG7Xla0X zRiqKRByxFaN`pP}cGE0-pm|1>2$K&=*;I%jG2)4_EnJ8f*EU-vl+tjvJ@_`d z}TA1-c_m#v8I|M$#&`%)7LS;Y!9N^co$_>lFWFEzTe~>iTHEMR|Lh zo-UpS8knf1-ezA&ZM@{%u3bn|XM=!1#&jDBXi33yEp?RT%$8wSt3{FRsxIzL>Rq;r zF)f4>inb4cCX&RSAilsgpPR8>J%13UrL{G3c;B$8^6b~e4d{J62!Zi+Ux-Fx8dxgp zn#dr31K5g+ftGiB&VuOpFKFtgQo&bpL2(irGlX`J=k6;4ga`_DtN2gp{^hr0{QUf* z>CE=l)}puH=PJ~IYU0WoGgb%wk7R9uoy^1SV64A_w~G^iydIsezog`#>w;eTnAz6* zf81qGHnz)en9Ni?54fM+T}>fe&LIb9%U=7}+=2F7%Se^jO*TutR@mM7v zoiG26eo{R?I)a4oxnD8|ATWpke((ENpsF1Xq66?yXtHf1XmcF@eufAD%9fXxwIAUj zgaGJCPcK`v`8K^PpoR(PR0MSL=^3UD9%X{2&QiQbfkz8UH-Kw*5B?*-;sgRDOS61A zxV8~Yy7pQRx;s2KuSa_({80g#`fD2~P_Mn)vNW(Tp2>GF1gje`snX3|=4g+%Di9D{ z53AD}O!UxHYQyo+fpicME!OjFMm1fULSKI@UIo-6 zvtg|gr~M7SPnI@ODz{3Afr1O}m<^ACFZV(xLYjSH!bJ29@9>k24IN+KhSUDaeWQt zK?9-_YyW?$*u=Eenq*%DWZ!50_+mnQXHP#_kh$_0_%Q4mtf=Uz1=LjUkZ;RDlIS%@ z9FS#h*muw0jnDeKr>SMDy`KC$7qm=5&6A=3aS5V^{EZjik^qVArHhGtS|lnt76zKw zh>L(d-Y$8UZatxKkYL%!buWi{s&e(UI4c-jt_Qfi|HR@XJBU?n#Bpymlw?s7q4p_= z$|iC#MJ>L>QgPTO#c`Jyk7ga@rpxmTcb9(g?=YZ0GK*MrS)o*|*Hk>M((^cpzXUP< z{W45h3GYPHLJrCVN#DAaAk4eYscBrvkf)AQ1D;pyLmQwlaplttF%R!#pLg9&Jf)l2 zzF1KpdAj2`K+)L;d*TI^TvEKslPNhAIuUWKWfV1Kf$gVFmkNk)Btp)4A!XDygc!U@ zS5&7q*{ZxRh=vzQiGACB*j53%_rbz5la&`)ncMd3d7#OT?7>2x3tAAO$ID^vJ_^Yv z73ng$uX`R~3@E=Ye?echHjtpZ@JDb2CWzP|seTVf?g8qeD4;u$sO`8(9{JM^>L@$| zx^Ow+zJyH7=E~+PqR-;ZJm=5>{vQe9vSqzkhL)T}#Fp0*-o@PF~-1Jc_hU z;7>vVh&FkcjXhC>W=~?>hqyCBV}G5d=&@I}VWi#;J_e*__>~2Wkh^omRpf<5E#FA) z6F0cy#wz}nkBf1ZR(&nC>s)ia(T8U3Gi&fpezr)~`C5-1jq*N==11!4Ce7<6b@9jg z&Da-~6Hl|jY>csa6)Mw?HJL{nZWd95F&!fPMV_<84epUkM_$%=^Y31ZW_w|w$^Gfl zuS=nEh?Z_Ffc4RwQf}?vj@K1xT;~A@E4#b7_1gLYShw-N(hFIrb{RF2&Vz7~BO*E| zM7UsjjT)cLK=@5LSg62ion|KMdPJ;J4paw$V+`&ycyr5c@q8@CyWdd+sioFeAl4m|MP9Y6-3%xrKxL*R!=o&@Njb}41<92t zm#3P?P&G~*KMdGdq8=Ukeb z`)xX$1Qfe|3b=HHHn2qvL|M6&?E>_9d%dKI+Xim$??B>trvvM}&=q`RrIlj#e({78tiL4fbAGwZBr}v#{6>&bSLVRoD#l#w&ot?hE zz7T*?x*G%pDls3z$K=Wi@&<({0t^(uSBHkka$B|pO17aP*x1=oNCb!=0_?PkjWG+3 zR4*km*EhI)pKpOFe6`a2y*~^HDxAc1PKRDDvFRYJxwI>*CJlPmO~&F0uHJl8PF?fA z4e{p!R6UPvvbDUQs<)K*)oo28t_Np1<)=uvC5HB##8@5uj_DPL2d|UkD|b>=G3NeoA#OW7F?|3x3Vx5?irYq$FE7HVYvS=hl*QBz+z%jgBR5aJ z^2i$YMF)K&LQVI;G?HJ><#cqPj2Iuj1YuwSH9y4<+QVh5hnWM2`KlH*a%_~-1@Ay; zO+p}k$X8uHq$T@pAesp&cLkdm6%#T6A>ck)s071wynOWIiak8{hChC?j$YEbo;O3C zVn-pd0}7Z-pIyYdi%tO6FX6hTao3;U4VBN|8<_`d$R$-bar zVU#poBgiT@$dsmPKJ=Q>RUh8}AIm`WXL`#~zyL-n8~yxzLna&)BuAhr#kn9+{jf-W zo-jGtrFRFX)fMOVR~FuJh$kOnYR-|G1P|OtHyKGuJ+#TNK+y-OYpDn)d(r}ss$e7= ziYJNSSlqW}2(cVDBD*>h$ZF#Mvc~b4x|1%M26Rig8i!TB za#CM4jZ-*(F?>~B`{ikt+%gvp2Tz`X@<&>jDWJKtgfORHP>WGkN^Fp^4=e&!ou{+k z!a?OOR~^Zsj-yg(TpUEZ6GMRu9&vAEE>tx1wVxIH8p-X_B_r$u9sj2W>;q0p8QpvR zAMYt4M(nU;B}*ARYHZ72$r_BL;cF?jzE}i_S&omsoSuL8cPsGg$;Fp-R|3C0?H?g6 zw9?QA5czC*lXT38a&y5z!;zm9absg+ZbMpt!npEpYBy3z4x-YwBmg3OQXk-S7;hJy zkAyhr7_}P#(hUC~#E=`6?zi*>+j_J5FQ*83pG4z;Y=b&Z7Sl<_8MKK87f#W!FdNIitk;2aT@*T|X{J_s zTP_cO5<(O71$hE<9V|4~mV{}pp7JzyYT1;W zTXo43Su*yU?tFvrOuD0lYu2q%xk&q`DE=s2_=v9QM#AS2HIJT;0&( zV{LuDdMW>fPNZP#edkkVqZm1*m9e?prqO@{S5>$x#@T1r_gPY!;puF$lznrNy-Ux0 zMJb@TP4kn&2(JQVB5Y=z3XBn|m8h8zM)P{DFeM(-LW%DAipBqZ%amgcU8`loFF&Ll2+QQcm0QO9b* zaU@~blp&kO1^aIQ<_Vxb-~@v+D?m3-9Z#a9$XdFJ{+J!AUNCId& z%S=rj=RP-b7Vyg3ASwqqT#RS5c~>$>I`FTLKs;-X1)G(ViCY4tOugH;Kp`ROd@*h; z8EfpVzG5qOV8HDwu0+V@qmZz$X^@&)%Iz9)lWT#M+n*yT%YU{HwrmlU|D%O?VcP+a zagOvd!~FcPh|MS2<;{1|M7e2D;`K{5mdmNx)g|Z;H=tHOg=iiRLxn)Ood~2Am31d) zF%XvH{u?}i zwW#+2E**h`){Jdhbh?VMt!v&|x?gKh&-~xGIxu%+j6|V}u~a`JuV0s#xyW73RRg@kx`7XHl79W#~Ib8N+!r7vd# z|79K_bmv_%Kc|}Rj^%$VNkJQoYx%(cp1jg*-#pQ)xaHvx(1ThB6oVmRQRNW=;s;b? zBG}%m3)NWC9jzRDDomU+nze~VWL%Ud`Y%OnMPDH+pdkV(A}zDI?KIqax*-?HJLT2> zV>h9;)B};y%8Sca*H7vpjDcYCELQ3vmaO0gaJy8|YslnjBS-S(^XIR|Fj3P=(I!ii zSV>6vs@65O7}r*2xbCqrpd$tCm+xyoWzDwxO91s;c$ecA8KAtX%z#Vl zv(3A1jSZleWcQd#<{C}!dsE{+@*WkI^v>uE1nTXdqFTJYy#vvj zE|(fv9js?;p*XDIv=$xkV>wmuSKs+OGnqk}W177=|BX?sD%- z6|>FTgnd4CINTR{OAv~hJ1rWP^IjQ@yWbrKF%yc-mxJH>QI;(AV_f2=oz5a?tN&c; z3)$9P;h~bGgIuMuT>)`p?wD1;jnp9(u#67F7~e&Pdx>#+0pfAKchM{jS+=}}6@sd( zys){TT?=;mdOu-Y?f=Y;2827qi1M%D(slet5erXSzfp_d$XB{BkqqOp?&rqs}Y} zz@Yr{O0zOL{{%s&=I$Qz7qHnQCGFAld5&~o*2>;wO`R|5(8;oE{%qhPAMcWXR96vk zV|AKYETJM~+4hvcMdfd1h>?{{0!N3z5Ea|OE|1LN4L!w{#0H}x@cpu`QloHS& zi4c;*^JyOhkM4$M+=ayVL!XKXPcatEol12w{koczMu#yi~I{NK~H^Tfv}d_}62!38Y2 z*&}n$Tf+8cv5S^AmBfWI2b@~@m?>lJyQuV)$%)9jr5R=M^w)&;( z@)+jVvvJSK@;XxQMIHLz!kvPWc(m&Bv-6Z{Nus;w_}VZJ<$p(r?d7}d-HUCAFOm!` zN-plBgal3c?77j8wq0TB-<@*wFWs;&nw}e4B3{d@dOMa+s7TY1Z(FJC1`iu=>v>7&#!jr5w+=Fad0&C5&n^gzqf) zY)zBH6G~|_s}^rtK;8a%V|`V-W_RBK-I8sDH}MoxddSXpHhLJ_q}kft_!vObAWzu* z%iA0y9}aha0nPnwWzWW%T}MlN;DB`EN~s!t%=FuMf)tWXQVw^kEAV!ty~#M`IF3=j zga=}7q;v+?F!PI!Q9@!sPjg)AX|DF`9a^mIC{uSOZml393}!CKEqEz~)bMB3Y3HI5 zm5T;8Ly`P+>GM&Vs_F-c(EY@uobDpqbHVG~!Zna`q8!0vELSdz3>5;u4HuD_W_FAL z;?%4+`eS3MS5$YZgxigj&;0)*>n+2g`rhy1p+g!J=^7dV=@=Se2Blk4B&55M?oN?z z3F&U6L{JIol$37idbXeM|M%+gonBt2_MUUrz3z3dwL(wS(QVxF=LhmAQ{@;=%e477IQn+klo7JxH=512j!zkR52Y`<@0Z9{%?`iu- z*EN{>IiJffyEnA{%I4UY*feADa1{OCm*e-{JMT{JvP zu;+H64*~yo#_o9XIBQ^FYEIOPSJAC4sH6>AaFzHh2u z*Q>BBd-|k{6&QE+i?cyHMz%PZ)wB7P>grLW*L#TTi_UsN= z2})#01v6t*eaNn%Um{7MIj#+mTYAzS-~ryDm$9<)EZU7(Z1ZKFD*@41sCYl^YFW66LS%=UJk10wM~RtJzppfnTy?M~vb9IO^%>I)QLkvF zbsT1hAyimvpwXv5l!@bBvM3DeMz*92OQq=l{I3QK?f)*;d_x;J+z|O2d~g0%5oX8K zu&X0p)SRz5a={3i=f!j|%HKT-W=LqADI_emTX@4vf*rxm`sF1oNJi?@Si7L;P<*5s zjoi1wZ>Ro_FUSw&5+D1Qy~ZF@ZYkHR3xu`22vS&bebBPEll*TL>>#ffIzDBq7bHG@ zJ?gcYR&Pkev+qIA88Km=bbXECv~~72OEo2gdH077+b`S7edt6wH`y^dQ7^pqWH&dy zb!^{y?5+|$MZeK0PEe5czYTOj8PTp=oG;19PSx;CaDW)=?y6^9g!n)r^1Uo-MY;;8 zUG214GZ2_s%_rA2u`VK1LS?OgbwUFcx_&RCQI{&RoV8pOB)Zf*nU@01>>Q!@c5Uf$ z8>yUUA99{|+Fbt=gtwX!dCx{0SKoa;My7SozojF|*G^+d$d^D*1oIg?f76ey9XCWZ z!xt&3@uJ z7g(%>GgdV(Sew|ICGV;MecwULXU&cI@$LE>cp*=Q&u*NVGs+_k;wz)gwnm{a?fIhP z+`B@xE@CmW+)G{;#pn-0qKdZZB?qpw`3X?g2GxN8%E4l@-QrItOurAeV`ehUeZ*5p zsIzTbD=x`LXgupN`sc96LQcX)`RYw5L$(N4d5B8C1T$snelnu|ND=6Dr;|x{A>v+`5tqwf5y|jb`LeI82)U@#QGDib>LRFjTjampab7N9j=p-TrqwS-x~k zk=2CP+9z<~yjSS{`GWD`a*0-I6leT}PH(GYlhIRN*&QDUp#Em4;m8M|UM3L+)I~Vf zCJ_+Y(sd95b_d ztZ8>amkOeod=xnt5Pk2T^(Us7E{05Al&BAe81k`l{WplE2KQ*$ZiFJ#{HRmTB-zNw z(F?7msW%c%?&Ck28CzSk+l}oB6JZ@&weeAxm-OcZ&$s*jHF1Bf>I=9N73i-FSZ(kL z&S9mxBtHn}J4+^*&K}vsh1=FE89C9dZT(T!ELs0Zw!|ce+$cpvD&vp;eQS5u+S(cg za(g)-alU#-vxk=FXe`fs-!SY80b*{e-S$h#4==t9%yxGf5}~VGAVGjmn@KS}*r^R9 zpuvmOfWL*6rRDJggF?r|9hwKH#AOJGkptQRP^^rIMOI}Qo=*$9eR-IkoMcQI1hHwk zepjbC5BeNW#4dd7^zoRCk8cXTl!-WimJ1MgcXowVI&FlhoPX?zbmE{yZm7h0S<&V#|)>shdCc4oZ}VC>OLr8B;TVyRag5|3n`viCLM`R(-zdM!DDRQrI`@$ZmWeJF7u8 zt!49*bd4klFBsn9-hxla=3B01Nh5yk7TbNndS`^L&Ej1{U#+ikJon+}7VFA*(AJ9s zst_8I&xA{oVWbAZQAx``R%D}Okm{4thNHyVQWQyG?H;XTQj=J@YdzLGn=NCU{%b=OCw(BdQgaod)kG3C4* zudl_Dk0s)720R-sd0XtKG{h)iC-F{ZHW8S4A-yZVl1moQ2it6j9-VfbHCX+0F9v{X zeXu_(VAUn2CjbrW@LwHGCiZ+7x4;Hyh5V$S{nHkZvl4^9y^TH2ozTfAy*K5@9vrDm1y+d6No{+*r|4?y1b&A(?aJ3|Y?|D@lP2fx8)C;U{YK zl7LjBnJS;JMVR(%^RW@91!j@68U@*br)-eI6T^d}OC?-wBIUga@CY5hyOcMkGp=t# zslbU87#)eQnjX3oVXuo$l$nh+5P!cwx6jmBVWHFT@`zFiTlYG|Eqd?D(aH-_*0O}Z ze&p2IBzLBPPi7(or9Z;;iPeNF2=5NIITi6<+F}Boipt=RVDvN6pJ$-+!8Jn#CPlsx z*L}~@$6HVCpSvT+dVisc2$b#Vco_F(cUS#ut;5R!SM(|LipnBdQCnn%~FQZ1xS+03EpoYQ-# zLrB`ID^JUlzi2bVU>x*l@;!dIjoN^xK}ZkES_Ku{7~ry{iFCZMoBhN8-#MH*ezgb~ zEA3f{{7P_QWA%DkN*|G&jQwEL;8H^HoEs|#-%F^~#MooZ)>-m_%ZWJS$A;58wG>=; zzwFiMp0z%c5at9s<>{}=!A@rpOGh&mkEI6{tkm6bZ}>}0olJtKBDD2$Q-=NxN+uRi zk#NdXYNBjCv2IIIC`*7N=41OP`>Kl$johVlANwaWXiKGU}j@f!%B~i3Im?6 zGWZuZxy|2+4pX8M82Um^!67H9ZS8;g8cz6;DcPn- zz)V|hB0o{$u0ZzcN@K{_SOF3;6gFHYql^7l@wX7~KZA0YsXy3B!p#*|f^Dzn93sxaFtMzf9Vt$(W^7a@v+w|#Q2PE;+WEvtT z-43F%M4_HMUINTa&p&CDOt=&C4mn~*zA4zxyD!TG+YBwsN~Yo}?3ZNW&sre_GbW>W?@{4%2880M zuV#eY62$-Juq)?t+9xH(&m)@GWc{WSYn(%kn*QHoZozs>=uf(2Wb5b=a;Nv>r|>D$ zKbE0#4s@F?RERmb4DK;Whnbjxh|6~jF($?AwB_`mBuukItr(~ zz1@@;AdNTX{x;%svnh%lS_*~LvkbKwJnIYK`t)6t8vNianv1v31N76>>v7e@eM<^8 z!Hw+R7qoPVz<&SQ=2PN$XZPVUxqy6pBSvvGHfY6R=2gi^d4gz4uMCXZod;(573|yk z@9C;0^+iQyAjLP9aOj6`>5TzvozW1L#!chP)IUE}5Q9;*b|gej#n0-M8HF)+teL%d zC3j40?Mk6&M69fX(pk0VFWORh)xog*vY|xsc$Vx-$+?ku8iCRU{dtyG4XO3wzgfcn z#z=5pzTBSwyQ=D7jm*?C5$eTosIcXg1P$ROefcQ$Wz!NDV-tMv8DqZZ3V#PvX`u$4 z3_tUh2^}7#qPC^Qdp1^V{a-Hg=rxVlDW)5%N@23nGr)fc`6=e~ywvb(({G04Z~X3P zhM9ExDYlN_h$kA(R_e^L#CXBX&&UwuVyNkCsC@&;9$b{P$>~`(F89TE<(PkPN4R4P zjWWaj+vaP|(K8LL=i&dhIYeoMGaag?rjT?dTDIU$%Z+%av2Ox;;)!JEvR_-uCqn|O zA312fjuPan<%dOlYBD&c>)|toap$qh?jnkA+ZKbJ{+Ni^)T+rkbGsgp={Eg$3JO|W z)TaHtdi<=$hz8-j#AHNa;re~AiDm;oH;{$R2z4Ceq-XW}mCr!$a73w9o!h&q2(#x zB@*Y8PIKX+Xmedpl6DszG38;g-INvn6eOB-YV+%Zf?|8E30}r4O6u(T9k$n3Pv5qg zXX@O!8I7K^p%T?B0)m1vp0|tZ5pB0->0U32e_h zBrU-_)guIbv%yr17p-VLI-m{L2%5JA#?8^sRR{GsEf^w_p`{WdLwEA0u(umHwpG({ zA`XrvK`pP_W(zxV4$DVUX-#(2!Sh=X+C3TNAgR z_c19(Rk^rcA#_THFX2au+{`;@DdOjuC(3r}oRAy~?@bmiV%1^vqW8^z-*gd-<8-^z z6@t(bXi9mG3{)+#$b`!MVXW5xM@$VUAvGj1SBzXmvP>~D`ZDO}bfUJygA%b!f)l%# zte`6IG6N_=@$6{})F=ipH$IXLhe92NHstoW|AUcKfgXxYEvybwW@k?XaW>(FeNi`Y z=0frh-RN8o?&W?FU&Z_Kry@Bs_MmJw9!O?M_k>XivqsdD3OwgZ>PvtX1o? zrq<=$7XesogQ2nt3I`JHoUvO^D=v*^J?=^l#bAT+iggI9pA9jA373lm;YWq^>ayMf zq^_H_t6k?tjAS^Kds&)XvNfgpYT9rjzk)@^-B5Kw@)!ls|FOgfwru@ry`~|fkw_Mi zEadv2iex1y??BaFB0(PGlu%12B!V&N%QOS!rDm02JaUS;O}+~QfyoIo@U)E0P&{6auy}w?nU%FQnfKjRu~g;@ z4!&6^DJ=1=NF_21=GlYA?2xe%@uHFiVXL&d3)L-6xR^b?!bGf!CYZ<;7(u1@h=Q+p zB~lIkPYWPy$Nm)AC;2TP1-Rh?o+qZ%RfjR0+{~Eb!yn#1Cr6=Z3@Eem<*ci$RJ!la z&d!EIf6dIyOihK#MgeLjo!?r^wV{sGuLSeS2xHF5B@^8zP=)!=|L6|Fpfmanj7x#7 zfRVOmb<z$%F3M8Bg-<;|Z1hTxwaT!P9(cHMR zvjd0Lx*r90US0y&y49_&h%o{)Oe>SEW-Pwb9kiL;t0WA8sTr~74!Lf=Sh@OrAceb zc^CNiXFAmo2mvN4$V$eB0Iz#l*%;D7L-O0xZxEqRp}p2NmX-nCynRe`ai}Og37?pz z0(JliC+_MVUi$&iazO2j0r^L^Awhm^yS#n72DZpY<>}7O&PSZh5WHh&u1*ir+wEGv z`z7Q`daH1iuO`oru5wCz{@kVkiGP{4=Q#F}5musNXtDo3mGqBE3cF?`94Pet$Kaf` z)JNpa)~!FA0OqVFC(=|vdap>8>HqFP!igWnMl)<~)Nv<2?&526>TaUjdV$NIG>aYy z6`L8wD}>V_H$>_wVwDNyT!3@>n2pt?q5DqMb6*9Lvs21@p;MLkW3OowG)-I?0)n{} z6R(1l86QvJ_+Z&JlUlP|k%OU*ZmNjjl2PH9O-tRuT?{AM*uCo`1UrfDfPrvEdb-eR zf?A8ajk9EU1IhNz=noDO?CQtQ=1=3Cv?&O$KS`Ir|HT%k-@GuqtDYRZME%ET3bz1` zEQC14mgp7>m#2A8azg!eQdJ1=JaAN~cHuse+r#BiNyVB#mKbo|Qx?BMh5XB2Jm0pV ziuK=+$q8f_G*~@0O6|PpsO`!g=NJ{? zwwfrZ@;&=ZX)v0$nX-Y~Ldxgj>e_AfL6%-sT|J1X;h(t&Xd%H!!SWkl|K0BBh+P8u zJ`9eKxPB8L+$O&bE3>LTxT>``Sj1l1{&O@toNjVPe9$sDy!*KVh3gZ7ZupM?5TPue zii0i*bMqoTHL&1G;iA2D1s896pnw+a^dObNsd9ELrTU~3IZ0LmM@l*oM9RNF=)`79 z;jN?cu*qkwMufh)REY8p5N=$`FI4aEe%xpF;deZgdgF10o?sd2iSvT5#xJ7(S*U>E zdc#$VH?vrO6Ws9n=U9laNUc8(-yg^M{g~DqTJ-aMx;cJV+|(pU6!9Zli~^lu?YKE| z8vj?=@#Bv^S68*PB2{3FX1rKAETK$=r5*$sONaFKYZ6_B{dTV4eSf(Uw$lFo{%Z4a zR~~TuNP9)JG6?wNw%?^>yyjo5;(;_qY4+GysnDj(_Ni^l5u29Jlr~*3Dc{f>X`Rk8 z?8V2C&1b`sqCH7-Y8eX38TR(MdWV9q7`sP99fW@Dm9T~vW&JBo3MXgZvarg~_(U~e z5tUjXr1?>zxeO|Y)9Kabk{JsG9zeeHdys&q7jEOA|4MK+) zN`(A)xvt$ScF_;BiiQo3#Gz1{?o%y}3I3nb4-i4`X_~u@5Je(g?QDMmW42*&V2t+n zYRG>=?twKqLoLRq>p5G?W)QvAdJGdUg*2;n@`>y?7$No%|BqD&b$9u?qs`er2h=%$ zwP#3ZR~a-3;CQ+$qwwl-r+>}y^@;-tmbq@3RNr(9mT+#^Tl$55w2bw$?p3+OdUGdW z`|?@*6=i)i!j>%{JpZ^bOJchxE*iUOrEEA`rE_k$uAE|+^1r*{4WJZwY_1>Ku<<>n z1)JhrBk|=0P0wza7Z3Tc#fM$m)NbBP`Sh0tH5N&-TnctQ9q{LJ?mWb=`D9iQykK2M zGPUh<5xm(v%nPCHFgwhrQT>^m2dg?$F;mzFtz*|3iF&lHy|j_ewDMYRb)Q7*;m~87 z+4lI8Ag)~&JVOj~qa^(E0K`48uKUx?7nfZBBZv~Y^Ja-+V`VmfdV$G|h%kGijxsHI zP9t!E;+;`w7_*U{#6V=Ksd&!7&9KbHb9pSrs#?3`wZ@SxAQ-VjsZ%-cjPB8Mu}_}V zlTDQ+^2R}V9PX1~Lf%tzaP}56{F89miUf8DAjPeVT_wH0;wR?3F^54|zt@uMLV+kp!d3^a_-Y}i{ z=R|{{3MVV~Z*!*O=>9!u)w&hP$lI?>SG2n>F;GRA4-A$DhqAo1{R{K?G(vOoCrX-E zv&8hG?Za?B4(7%`g-*r`r=X6Pxyp*gZ7);AHLjc~m8a74Jp!;j!tkgRbgc?btB2q^=oeKELhTMMJaI5@@sQtv z)1IRBxsD9Ga=XlHZbRZJ>twM4i{{U!%%$la*|t>{q_cgU1Xg#W!NupANQL1|^$`eh z_Wom+H=RT0pMx=S%nTczM82lqpjk`P;R0d_{KrRf#t0*j$TbuKvIa}Z~_~s^@2C-g(&|N`mu}Xi1s-h zsV)EUKZOw~x-v&?WSJ)gtG2AEK6k;}G>z)#UF7bzy_uIs4b}BP$t&Wo`&}6ieJMQ{ zR!*_eOcuHX$|bH$0H>77eRL!IB6&pb^`CRW%a(l0mr zAK}>=OD;fdI7?M_as?wb&|*aN)N;qFxfTCs$Z7Z0yy>{PKPYMcIn-^8r`7!E%C3Un*rTnv^hNbf_g>@8c>9^g+@if#CpCb1g zGKPuVm7<{$&I#FzRQSqszgm)C1jO8i`;IW+NGI;-5#7lxMbGtjQ#Ki_Fq5ueT7J>} zat3Egdh~?D-)ai<;?rq5&h4sOQ*KT4urtS{?>K?NSgYdoHydR zVLC6I(+3w*YZC;-TQ?zr05+A8vr)Tf$MpSx_2J+3~ev~Dk3 zxLSoH?bX!eWCZ^es2D-)H8L+hXnBkHl@%9n){Tho9vpCrodsdI@69+4GN$I*zXS11 zAS3mr7T>4M@n`@z)*UOJFMbDIcic@s7LvJIvzNfl&R)3<;KQdlAnE5DliurhRVe>& zaQSRsdSvPSB^(JNV80X{r=hMsezej{K~7%&!%rq@0Po*Km>LCkNTcoiCua^|Vqjsx z3`NyzvMcg=q+E`4vA}aVoq%*S-;rB3H?+RJyE|X=7UO!zx~ju%r?hx#YO1HJQm1B> z%kS#@*BFY24WoNBU$X&D?lY0bo~M6Qy%7<`wwqc}p>HQj zR3np&Kt7@HMl!JHjsqoeFMp)C>`HqYzPMu7o#SfSV&p^7{n490LCTLpWYQC?hO9V% z1jk2?{!xfDQxXD7Y!;<83;d#24r|vJ;rLH~zs%At5?3dV3}*bLV(c0t_RbyYp%P|K`R&m`_CZ z!cA**eD)irrz#ERr>3+l2So1vj$iD}^4cvlgXC2lYFc)`hl{RhuAcYAdstHjYWH6Y`g=>gafv?HU~C#=vqnrugH zbA9>2g&al7W!UcVd~wFMMyLI9HR_E=#Jor0Vhut_ZFjn2-do@8XmJ~9(P)R9^$J9L zwtI}_zhHZ5^1mT{RAgWs|E6s@cWh+CiRqJ;vhoO!SG*Zx-Z)zCHvErzAy-HQlY`<{ z>q)>wP~Nq~>4ffKRnNYo==M&AB45zgVyWHpugtRf*!Xyz&y`dCGDc8$7`0dU@W%cj z(kUm4_cFx)h3e7a=MsA$ImrQjS)eYraCLR9(JACsgUA+)flZ~D4V%>*Q&?)Yz21*| z`}y9%U&b*=~ic3&8w{;mmk(nf++$&~Q>%ZQDhJI&O_hd<+iY>J|L>EwohL>Mb7(G43nnzAd03 z#$M@t>;X$rFykTn`FUu=DaA=DK$7-J)G_hhkSWjQ3-ll1b*Vx`BKR%jcNHL`ikUQ?uzvt5gK zxVtIwAY4-~#q-A3;KuoNEAwlgs}L8FXT`-&iYs$riP#y*ISUF54VwnrA;B(sI&&G% zFW~(0*rg30DG=m|b6cK;@2Cp4dnGkQ2G>KRQb7?a@Ct?j#pgL+9=Y{RM$^;07F6&qaBbTvdsErn^m;Y^JhSQ|bQ zsDBcj>tI`Nws?|&9oFk+TC~pa7&|0*$x%mb(C2q*LO<86BK^jL;#9rRlVQp7#Ni*Dt3LRCrNTr^^?wElGN32b zujH^FGt}}Y@;z%9L#VORPywY`^)0$Yu1J!8qJ?=&ZDfHmOT;~-Du-u#+D3J;GQtK(gdmsQxPv|$wATt}c3xVvh)jk&K1 z$m9{&i-%0O|5PoIV@yIYTab3gxTH&oyczvQlL6gvp)$mveI&)8X<*P{F+v?0Msrpv z;1-nl0GP zzd6M=BbyE`KZWOq2NM&efz4$|cz!-MwJO(x8J=Ml2cwnVVPgeEaTt zXJvxeijCTE%sN9qn>cXW;_AFK$zm|0DS_KYQ`fUlGJSWC)a9q8#H$m@owE*>U3(gb zf&8q0og}2XDU2Tt$AdfZ&4;wpgwhbRtT#A5s}rW%19Xrhje?Vhpqmac&> zlGjNGX>=o}J^hlNlHEAoL0~fv^JGrno?7M+fJoCv@IXbPJ8Cp4Ry{;$5?XDDwA6#J z{93{N^-8e?p3Ls#!4~q;6jCJ-7axTu%{NwgAGT!amFJd9CIPa&$^m7}S*Iy`yIlHi zw(^_y7fxH@Bv1KmrtN!N2WSe8>;c=TR|$Pqp8woo9Q$>s-d{ar9mvuwuxSRoDW}{! z3)1jcND$Mg$?7?pwe@Ay>+PnIxdW%gr<9BmYNoF$V1>{8TYY^ zi;KSdqN@Y#kF$nA<-Jo4i=FiVu8vHkx8xu3&1!V?TbvkAVjGIEk{Z6x*ISN*bjNt4 zGQ^?ji@HtlQ8!8F_Ga?2YT0?y2$(Tb%OCS_%|IEA+KVrnNu7)4-z*nAZx2G)Uw8VN z%%%bc*)L1c_qQM87s@2mC<`L2>JKg_xY=UoXOv#WH#=t$eO1}0=89!e{j1An4!&r*ftx3{)Fig`Cic@}0WieGOPl=QvkPMbpN)l@OL(0nUL{`#9hwaMT?Anm z>lM-R=#saV6GntItVvxx^9=o=3fSEYk7uBh!*iKQa9U~Ww^y#@A_{JU?O=@DV&4i_A9*pq>|0?h8K|#>~;ZZ}QQkk`rprOien#lLl5y|7bE^n7Q|w z>)b0U2tnL{edm?=Qf0gngMGfTSRcc_@eao=){&=&`g$9?Ryl;S*NtuV>{?#ipz8%D z@DsY0|J{1E6R{lo!q}O@vpfN9a8ZgLZ8d>_CHFB7I!K!>^=yzWq@#}e?Xeb9i6e(R zM${+N6-Ho!uGZa)FVXICYy$c6ErH>;?~U!SJT`vPsEvePY|+cqoM1EF^#uZ6^4HUQc2rF`WWXT!IQ@>lH>_OP>tln+EcklY8b@ZuEX%Pkra= z+C!s`klU#rSGxIW@9Vr8!HmtPCXl73!jzTs6vt4M8ZT_R%81La_y{XgsW{}D>++aU zHd%_MG^>3a-j|)OfTE6`3ED^=H32n*l&7ilq>&mwe)9Y6MDELxn9%FKC~0~mtt=*e zKFo@f6syzYUcr$~`$$o-A8FXBv5=%%qYp1I>4vTG+l8)HU!sz;-fzwj%-h{p zhr`s6#-8e=OpGvidwBsE3_KHtqM<|)9o`pm^n`f2uYrCw7e)jjh>*?2H?pwU1OQyI z-5U%LlJQ%S_}t}A$F+Hy8X3_nM1WqF&AWI0=#sNG=f7TZf#7XU>Qa*$7M3_v$i(Di zUP7cSeZ5>+QD+3rJA;O>N)=ORDgVw{~v<;hQTD}D1Nm;Q=-@j;PHG( z$=X)3J~^f&<+*MhM*b^I2^n(xn9}{-qWRq?36lgkT>NN5udjSH@-chva~+^?c6S#f z5C8Y*N`rtW0dO|kMKSpIR(e%)cYo1Es#^UE{8?JU!$-%LxUG(ow*nXHP}pd<$aW2{ z&~Hh^Zi zd+X}xR z^%jF20@{ZwxZwXSta;M%vsOjmSTi8BeXfDa*?+T_!Mkty$QSD@;@HI)1_e3OWMBMU z)e0O==YK?vV+ZiE3%A2>c(*24>~L#Zf4Q=T22E{K_~Y*%p2-A=Ww-F-DECaE&)Nt) z#pyxL0L*J0we;zyK9L?eX{^-uvMgYqXb5Zpx=lf*f= zNOft|S{(i!$nF~BfB8UcZ6V7^Q^h0ybK0SL>DRKzRv@;tMi;-!)+krkEfLPg@6D6D z^5R%;^47ClJ&iUldSK1_;@}Ju?9?AwqNKH(F%%&ZJ(}9u62NK( z;tztptR~q~VC|d4sYG~jW5CFd}m~@NfIMX-&CcDL*xMXe(r}0PL zzwBuoX3-sX@%`lEzkzn1Vj2&ct1of5taNUX-`(}u!P5db)M-lBLhALl$p~CnL_}m+ z`s(kva@$%ZsBVq%YQSUhKrq`}J1Xhun~bJ}{IunRT`ru5 zIlnfi-lek)hw<$J;uV*GU$a6gAAXws5!&h$YH}(HH>uGvGRpaBZV*4G)y_o<4P5k+ z?|Y9H)NRn_Ms_Vl-8%PCyt%QVp`{8PWr-9*n==ySVRRz51h@cT0(L;bn*8UFMd3R+ zMs2a%PkI-7R}a^G(X!Iitf2TpGM^3XUT*h1UEq_$#l;<^*!rMn2TJo(sYaK9a;^nt`r6#9L$z8b7sZ#WToPm(6-wICu-1_I^5fvkWiynuq80w8b%ve zBP?OA$PGZ;7G;36#aJp)C83qz_c!M)RqI$CvYF8&4JCz9GKoOA@b`+DPoLEe+_Dw| z)I}G^;FYMTh>P>8v9Ymr{tvlvKqcU0T29buyut`H{!a_wwMF-DQs7C42~iBmUh}^A z0`PT{bT?L0Da93u?2TWK^SgbkjknP-ZKyXlibmRTw{P$FkJo@K7falgvcKF^RZB=p z$d_Tfxqjrn_>dmew9il$H*)uu?Wu^?R@>J8zUzfZ_$k{;Np0=Q+o$SHOEr^7pRV5=w2kzu*L?o`2))&=ZC`-&Hxul% zzM&yP?{;o+5m!D^M*B^qKizs`qd-cfowQ4XsucJRO^B4gZW!vPCIk@$Kh42Ui*4%} zNmM@|72={vApT+hZjVN>eFKec_G-T4{TwzvdfPVHa)SS1B{uJ>-;~;Ylwp5Nffup>Z&wa z_|A@1-rFDV3Uh4(+vKr7&9fmUrpt9vK3kjAe9R4*bLhnjk+yrrD&^l_1weA3If`*! z2)Lq8hn`Pau{BNxH-DpLcca9GmvIKRvpvOWZ7_a>QTUx3dsjS{_hO<{-9RGQq2g8X zI9r@b>S z2%Ugoa(>=>BSjneO_2Zr0F6vFo^4NAC?I;vm?CP1LY4&yfljUgrKU!H-J-Mmzh1rH zeY;W#%>GHuo48umiMXN(%U-^{51f@}>>$_*1ZpUV|IZA;NA4RVuu~id@9rmfPo=-g zgD8wpX*$OuffMxr`SjZ1OkrXOq}TiY>L(5Bd}(2L`_Rs-yG8Mp%B!37c%uRwMcvPCeTs4Z3Z0t^;UFns;Or1HF zSAc`r_o~`(qozZ`gLEUWZAN9P(*6yaYh^S5^jqaaYg<~#An`xV``J=uBLohkC;B3Y zj}3mJ{dXXOLsIsdAh{jDO`Q+JyL*Tl8O%}?4wg;@t5gw$#Mky+ca6n(RzeRBx)KK$ zOWq^a#mE|!M_`l)(`ELs>!H&^erLbww_CsjI#Sk~c4sySN(2>@irBhvSY($2oD9@C zkX@2YO}5$dJ<%`TTeCOrHJneafL#XFZq{?@Vk^RwE;fI8Ws>`2Ok>{1@L^db{n-xV zkNzmHiF}W`F*xJr2)L*qUqp+MUC2qT?}DYkXF(pDkrpV+_pW*Oo0ffUgf z)8mxAO7o6YDk@6!XiCo>$^IMMF%y_IO8$UE$Oqf?5gvf+b^({V0)iHeX%#l9CZ?v4 z$C3qed`_@LMm#XUa2NyyiGi+ky)*7)sW5TTkBD_329JFSC;m%+Kfiy9WO1fbWO1lk z9|TK(c7^SbN^%FsNMx)?0F#?-yWxzu6S$!Sq&xO%_)jMaZ26LDIpZRU!%&p_Z^wQe ziW3S#j6tStHo3x6T0&LXjRphU29zfTRt#a&YDk#icY7+YfXNNB(aTS~se8XfSuG}( zgYDA5`TfX?jPvsiANEJy$H>TNPAvJKKkue?-7?a}~I&?4RGmCr@7D!}KtJFD^ctLh~+04%o7)^Ly~USS-N!9OVDegkk2QKg?Le z$>mD{#e8#U6{bsrVI70x^Y%YB@{+mnz`Z!1wiI{Aia|@B{-HxXz~Y5(4^m@0=|^y_ zsp$90la)4tt3xw!*v1us;dB_JdX99ZinIi@t#i#h(ac(PjFAMKeFw7%CLVukWElrC zJ<0_!%D4Zny~s2)be4BEYa=9VQ`HL#-BOJF$o^|2*Tr;O5 z5{C`01kFlkIB|>MCA~B|siJyyc}!2GPj~G48xEcb_fz2aQm}gU)2tLyk9gQt_B$CS z!WJC}|A-Btj>`CwV3L7dt-#22{i&(d4g%rK5mRcm&K7q5G<}HyD~U+S8VjoOyW2g& zU#j^aTZ~+T47JE|{cv-M!P&6Aw+AiTGW5H1y~LnSM^={wc%fW%sq=lCykYColHrW7 zT={w3Jv>5zaYW>8;dDu1_}*;LEy{=Q&B~ny00)aXE^MZ6*Qy7wyYs&&#qD{?)v-Qw zNpWUqu6D(r=OvmO0=2kP?f!3l{w4d0H0`!#E#NAZrpNds+Vq)UU zmyv&2^$)-3TB9-R!x_%%a_)YJGPr`q1-3HdZmh&tQQ?D9(oE=9iXcCKH>F^qE+=|q ztRy(NhPJkRfhsuu){pnSxPm|#Ds6!>Q6#YCz1%~;1>f$rZCd;EUm1ZcE$34u;MRj zcR2iM6ar-Y>xBfh)VbV*z|AJV`%OPLTgo@IvYU1Yc>t04FhVADWpi!(cjd9O>j8ie z(KwmAD)tUgX!Jew$*ZDK8w3@P>#i1QmjRd!h4>$Wjvr@sN-($v zLlF~pRbAY-)(`tb8*6}MrSo#5$SW=`uBjn}#KWQV3E|dXF&DLA)Y^!zEm-{~H2~dZ z`~;5Zg3nU7I;HbQLErOM)QK8!W<-4&Y(+%YvKRl@xVwk*1DJT|%>&9Mdl&=sK$en~ z?I4msevzKgRfDQRK=pO~3ql`FE?1~#QBkbQWPUOoGRJ85JOZ>LR++46O=i{BQckE@Jodos>=kI7{`vb?2G7gMsg|rT zQJBH?>cs5yQZCVP?JI)HZi1L~SNgWR)=Z&Xckit)Dc*12v!DN8UvC{(RrjrrZVMGb zkPvBU0Rd@{Qo4~Y0cmMOx(&LdK|qw=bVxTycS(nIw{-jl@B2OHe$MaSd)8mD*Is+g z7<0rko-rqNh;Z=N%a@-}Vij3=OmMIOk%BCYMyuS{*ORye1g5eK58Y2zXplVlqk$Q) z0d^&%*ASHsTPhwYXzQjo-arVgkn+^{+j9h@z7d#scr-&Uv0XW3IQug*Z;IL~QtpYr zejV>;?>vAZ$lX(JjM8k`T-?@IM&s}}*wxd=(&7ZT!NV{?6GYm4dJC@#oyvSMSZT64jUGBh-l z__^(~`Pnzkp)8c+QO_ww#Khw2zw5`w#*&bb^!4>wT3X7>%P%SondXKnjNhvLq9}n- zwW6$^IN>bf#vFcnu(M|6ZSg`#P%y=a*=RdP^Fo3(Zt2HywM68%^|<<=m)-YLWBI~a z{KT7DS}M!SB`~u0WNABj6ugNt`orD!%Dlo!W4?;jq%tWOS${`CL6Ovw8hQw0e)(&R zaiMdOxzwum#3)wm`u5&l_{lUH0b6T|PkGb{@PqB`FTmRAI++gV664_9e9Xo+IH=g> zhfO0{ZDGGTVd6e2u`yQs>C-1=LfXd4vH8G3@L(-XfIki8?-XLe2;YE!@a6<&tv`SM zD3IV|V!m-7cs?H(fs|{)!N;e?kWVTR$92z1`L(psRf#e6Y$czYC$gO6Z%s}PduN1b z@;itf{}P%VyFcH$xMn2h?1(x8@jLZ%>7NslWRD-eSsg?!63~{v7cw_DhlVJZ>G$wO z&il+P5+j#bJ{j}a@WE-4hp+}Z?aV)$sY%FTME>jjNn0wz#`3O=wuL8Yl}ooSYWSS@pEXrYQyx^^Nt}AFQo>U` z9PN~HvNe>lBI&R-Wg)1qDJ&|=64IFpP}7444-m7nvu9^#(uQ|Vj*gC?w;D?Jv&+j* z#M%MlEYr8a=g$gK@@wK{p#iuOsmkwppZIx9FXleHCqJH7!Cy&S+?R+}5udM1iDf3q z;?A<#=w@%!wKTgrnZ&_nn_clX2rN_0ZD0=zC_hm2K*hqsB3Di-D=%jb=|lpsp%7dM zq+C2ayuUpkDcB3XkW8p4*^`UWJ%2tnG&H0Z%2JipHI${gAignC9`0n&O?U%I!{Z6q zNQQt|-&-~tdn_U%b8eZ=_oD5Tg>CUp1}|QCex*>Jcat0|&9pyUw>C~^p?;S^JjU{7 z^-@E9X6RKnH4MaLvKR)tarlQ19~9hD;^M~NpT=s~aL}^%s=VjG2l3(@^7r-4|G6%V z9!kJs;5+evCuBDyFfdy&Jvc&4R9HAhM?j~eO@4N64qT3f^N>XFj6Aw=6CgmtM zRd?1fjji5-uC%owV<-$~vN=HEZB6k>kmy|uN0AyeEd?U!TELd1s zebDg9Q{w_7$e`cnXJ;w;AS67Ll)`*e)DHbVO&AH@>50Uw3QW02C^Anq(|&c^Sv@^V z3m@~ZE7dt)liy+ui8wkw77-S1buf2#cQ=hmzk1re<{=KwPqSgh#n7IipC*bX)NBaY z^LTH2`;}0lC#!LHYtOK&o14`{S^atnh%M;7e(}?Lc#KcI#qs-x7CU2E85tQBNZQ2l zTl@On!MOq#7Z(Wot*MR0#WZiRjGdhwkiGCiY)(#26^0x6fPU(xuo1vHZD1KjM${Dj zl-`BZ@)^a%Ws=zEsjp+7C5PaL2x%i=oAz4Qp+iZx-a=YnuNNL+l&MgRxZA0uU~t*yny?^xZnNqgLcja;%X)=klV zCZ?YM=B1k2BhRujt`+YI-^omX66WXUDJQFrPfv@qzL-+rVqxi7StagqXeui{n$I~R zu@=xW9ThmY|Lw8+lEVEx*f@`GbLu71cfZM>%)5?2H%ox)G0R)XPS6F@NZVyVk)Tm~ zwi|Fuwom1W4gb2my}fpgtJ6CUt=7)Y*R}4|4??I!>C$O#w5FF%9a8b6Z09cwPw$9m_Lc*r*m}w{_WiPthCbD=k$QJ0d3eah(2*@ zjqofPW3P4TVt%61p=WqlHJ26+PElvxM=NvwYx?HRci7uHLad^^9OnJ==g-eVp5_DT zW~%I+Q09KvW^I;o)PEnZQ)qRNKJVDJkI;Ve5;~fz%gd$>fS(dy}I5 zB{_L6SF7^lr%$N|f>2n%AfF`s=FJ;Hc_ndM+<7Cvh3UK&QBh&u(lG6B2e{;&3T|tTtiO zf@p>Z<0uu9wte0AEN{swXJAUAw3$%7t)C|_i&XHvn`)bYdheb~ePU@~U?BJn$m93j zq_WhZO;N8T@e03x|BhE1)zsXKa`WbVm9V5hytGUp2@(<(ZHZr?6NH3uYb}AHbYs(H z^YgDw{ELc;A{1+8yf(ok>gwv2Gj>B(S(0X4WaWRr912^I1^M`D&@f%0#(E zkmz4JmQPPB1^_V7hiJ1W^3EdfG>*r(jUi#Vd*>8np${09+BRNx_p+Jv&yOwun$%%u z*m6Ol8@_Qj&6C`mh1pk)<>ptX3E9I=@v}nBE3TE4x;`wg&_-)GWKSWC^jkSCHQF6)YOtvkePT$N;(Zc z=tOuUF+Qx%3M<9_&Ty_)c+~3}*W(7Sd*D-LDIvptrkD(*dGjuiQHat}Q;V7&4W-K^ zf@Bnx4SIxcLuDN3ckxTN?U{O*7k~!fXobuiPNZ^{Xb=Ir*>8i5WK@cU<>iqy8Nz#k zIEoVFVol;q@w;H7-| zDu2}mNi`1@sEC4>!B$SEjzY?l#r!^51El%H??=bMk$ zO@)M;0x`<`d^>Me!f#%^obItbJeU?HEUbiibzii;1pcND(X#OMMN&R^fP3}L&<8u$ zI3I-G)mJ4X*Q1jV7QXc>mqYlMQkbtVs^F$6HW5)L{BMBs&)dW1b2&f>TyB_PPi9#wrj^%sy$i2rLnQF91U2le~rWjb#_XFnnb_=kdcx3J5lPl z>;*sKp}?kl4+kTF%0Peg?8?R8ZGh-OP5tWH7%8BjqDqB47^pY7Z@i(u88v>kj*jBj z`97ey$$a&z_pGd}Rs`V?>@H}o{`w;xI|Ws`*ocThI8Pe38Z$67T+kQ-;X^=4CFmpv z2M0MRsqm;g%~Dy}fH-!uW})~G&`aK%H*bo25y8y<=V#KwP>x~qY*1>^-@aX}(}6MI z#)31aBcf~J=%U@-i}TaHC&n|r1*|u~#3HtDY$Sw+*8k`A?23I=nn0&o zg;G;E+6i|U2&(eVeWg}9^z`&j$Iv+fcGHM2UwUB$-yiR|nzOrF7LRzoIXo3@mgO4^ zlQc3gFrTboH+K0L9~Kq{vz#&vm8;yU>YADzhu54A8K1wK6&4o$1x`|G8XBmUJjL|; za%hpa8C5Z(8MQR3o&TQIga+bPf&hVnqRQu9QOn;ygN-5(F!Wz zvl_QkcnOJs`_q=-Vd;Siqjs?6tS0>_H*Vh_%+pCEdu6;{bGpd`RN5#8&Be}_R4Xeh zpjf5E#Uc1qH0jGov1g;FH-qTiKM3P9W4Ki~o9Fy8!`r6M@SR3S+ury6oTeQS7?!FF&cRuZCzzO14AV#?;tYwbuRo z+6|Qbjd9g(K@jv{Qi1MW)%}TFjwZ}X(5&!Ok)RhUH1!OyVDRYnVUstdJZ<6^kX@8b z<`8>aT z!5oT0lO}hERz;Ez!h>fuoB$%gVI+V?Rs(3!y>J_YGmdXi04OTc=@b3f_*Qund*99R-K9Vr2#9)XLaWEg91Rrs}cqlJc`%wV#l zq@?tRsxzgvZwM?}1i z`7qv4WDfNBsR}##4s|d`OkKf{f98XlQT--ag8f{DR7ohTZ7ZJu^WQ@1aq~-5)Z)@o zbWBX^7vx5jA{*QUeN^;DhS?qg9-TJ^sXGV;07uA^jx2!zISC0`<;;kmrJ5z?ZNo0$ zSE7E0rRHx2-qTfT53#q@vqT)3dHoQ0qL%q8{giq%ROg_zJ4Qb+({RgW!o(RFQA=sw z0U(DAT?bwf|GsxlFL?6PZH)OuZ|D!7OMUj0k>p@wi;!15W>>sZ0C5nUwg$A00u_bx z0(#AobqLr%iYngJe}wvY292L@m%0WN29Q>&uli z^Jr>nmN$ZDa#DmRecZCUGuIOMwLLHPaBG^B#h?|WFvUJMdp`-pHxj9*>>f8t708&J7(VUZYe_Ux}VL*6&$@VY+>v zD2CNIc%o0H1gtErHpnwf2D=~!I{R!Eg#vN zrYj+~0()@)&{tX4lquAP54zcVKL+ptuG`5jKXe z78ZWfqALAc{%+2@Mu0)!lNmVPa*-d2UWj0FrG=%r^z#ja&P^3K0ei7Z$k2*)HL?%% z9cJo2fC2&mScXi#M%I5$h9MSx%u%yI&d*)>>CwM{`l96-; z1qJ@3X5w_^PJ2csgcukY-{_daBp>R{#7KVKl!z|P$jInVmAbJEj+LotX4Auqd)=n` z5hDp)?*zY|><+2wfSsr7c?>oI#Ms`(W~|6qE_VSMHv6?)zvaH0B8%)dUiF0sN+NXS zZm0H$`}glpyY2-=gh3`kF6P+}@N0k#>#@Hq4~zI(AgO?MZnLOUbcrB7MOo0dWp+hs2Mp3@ZxD)YRaeKH09zQ2rdB;aKZl(@{_b`# zm6{BQcF)eu&Q>^VF|xmkd8XR{0U9w8k@MkZ!r_9nC9catJFeTfIdEUb7J)D|hfE5q zV~%7i8o5ixs8h2(I}5sQ4+2-U-S-;+@d(BarE%#;55P_klnLGt2lIYX!mZ?fzX*#{ zvOpsMnL?}0`hLcLZBu-0!11bmHr)%BDKRPQtxYH4X{@L;aE>d@5Jb26~gjKJyP zmYleFhDLE_bhIjX!Fv~V;Cx)&>2JLw^Oa40!U*g;m>U#eZ;-+viA?K1(!A?vE1dSy z0s;aeBy-h^yqhcq3n~HUf+{tj*%Rl~cX}++( z?R}xqUtwqV@T>C~WG8RDfyprEQEfXvJzUt^gcs7Cp_UlA9`=GO+S~gI;e>`t*X2TA z965jfQ2q}zASpfl%6EpKc5PCL*gb$0)CA=}`}p8(W^;Hkva=V1qjUG} zT?F_XG~NoDqeTG0D}T%AQc22T|*4`4jH z+23$#cL9F!aq|o1PVPw8^S{HO-2!-x3n2=+HZwmzn5j%p(ktw>48sc#Yz*g3L+cZX zJ$RUzcfjwXk4Vp5b@;ogY$CbV@O3Ed$wY;nR6E5rIOj(6U0i(W!ifgD{LUIw5|WsK zEP0&ln;@*J|2`zO&U&@b9(gSS))DA`CrUa5*div3m>jxA-ect)jbd$=4R(aWT#7Mh zSI9)&sk=?;`XvuZ?fb+Ee2}%V;x(9EsFTZfv;i)B4S1%e=KG2xfUWNLCL@Z*aMB^l z5GVc#I~xIXoKz-bV31N(K*i}oMJJqBeV_qL-fFsL$4ORsF9|Rg;UGS5uXQ)Q* z#BiL0)2mm#;9i~qp9#VMvDNEO{rvq2K!L%VfTVC`y^__vl9H3z31mb?uQa!{b-t?y zhsVVkq&ERV2bXI&OI6PK`HReUid6eqaHZPyrKB7y_};@g$w+Z<>h9T(GNJ(go!{la z9Bu=O2wLe|kw}7Q^3L8KB;unYBZq)qG4DQ+A`6oYxU~)VaG)vf6LCFeh=<4%JY_ni zj8_%5E3PsPvLcz_9be%sla+^{ANbGr6<7Xv&Vyh9{x2gdyE&9K3=CK0@m6J#PuFl0 z&X=ocWt<|v@|3r2?T%HxvQ^7-UFjDH1&IYHCUa^L>?1 zD=Jbv{-!AjfRU0pETOC{Ge|QR6}`8${rNRc9P2^#(r9NM;kan*<`e2(tU6_(cScLg`0H31^_ z4+w?o`(M5I2TOav7jV_|Z~q`{SAF~U)0M`nraS2ZiuDf~_YcDM@ADt8p5JZ0!p7RK z@T@Cb?qB39l!8?e0dfyZHctJXKT*$zJ0IWHvwUdd%JIyNs=rYUyJcKeha`nXLGM&e zy_$oVomjdP8b91v9$G^d`}wIAdB39o{5Lz2l10ML&)T7-*bFsmv9tb{U-NWhqYtzF zQ`v8W7p3p?J?7djoxJZ->6=KkfLhZbCB@qF=HZ>vb>eE zB2uX^7E#mQ&mA6Bvc#QeaKrbl# zSRJ^HOZVo$JnH7P7a=4^)0a3==_xZCr91O}8VB!p4U}@TId{4mVPfAKvzdM#%F@+W zoIf-fNN?wqwjqXxPYfK6mF$THICxf)Eph^khqDcIdgERm1A|qB`eYt zh$c4)|czHyglG69n?PBB6p)7K;m$qAs&+V{y?0pB7LL;eEaWjpE7!*$*Wz=Tth(@G)h~UYXWMM=yJ?-5@H}6o2zxGJR{(eGktj*0B zP7I&>_&GNn9WfzRak`D6x21ja=67A8$%f;-(3sXjvK*0sS9#xd>sj@^Y288t(E^F? zB3O-+4BGTgk{L8-yEyHrsAD-X?Cr}-rN!$!F0Z`^r;f6D>vqOmb9!GYdUjYR=oJXV z(Sau75%YC?{ASu~BqX4lWwc))=v2LH1=3`P7+m-7>@5|Ui+9vtGaF74zU!r|VST}??R4w>1b3SB{K91rne4_;Oo`OM<>yD$Y;SCE*ff98qO3u{VL4a>TS0K8 z4p;N=^1?&z7o%KWb&a2VktrrTws%|(XT#-YW;{RK===V`5|^HuHvJ*P_M`)9M^O>; zTTCo0=^6Tzbp1tXM9i~#F6;wd_rQ!Ni0%E(Nfg;aCsxGB$P;6%#igTnlNk!cJOt_c z+1bx5i4dJJy7OdkwBXg~Nhn0lFZYenE9Lr2l*FXOHwO){ueM8k z<5@b*(S4tYFLOhwFEyZHECR=T^g2STGRej;fGg=fQE$!LUc^u)e$M`sEA~P=8RLDk z-;ave{(S-8g9o5aG^uEvPB+r&sF%9*n zgyfWy7*9j2!4$7-r;Oar{;&Bq)Q*9Hoo=2ne{5Wh()$Q=i@xHlclIxm`+k$zt)_el zn63$$th`n?tg32KVTwED)MAd2lJVp%+t_f=hM2-&>e3357}KH=<)5y!J-c=-LrLOK z8i#6=fgU+bIE3)MHPsEf0eH;z*^-CHd9{e|K*>CmZF1V94ys3vU~Sf3{tS{?_?^My zFxyY%dh}zIM8rm@tvN`(I5Si#?=`oh<8mWurUa_o^9xBsLw?BL+ zvz0iVCUy6$6=;v{In;65y=gWKu(g44W6N!;svi>!@=*~t&CEu|>9fa5G2pyJ8A8|n z(03ksB8U7G(imvoK?h3n{CGz+jPPgnXh)TKM(~?BpoOChuQ|dygnv%Squ>Npf0=EtJ~xgF*9-4Een?sG^8LbxRu)y(HUuIKhP=ICg<6~_IC_Vx{3 zGW%Oh@d-`d=tg!w%PQ$f8T>DEUo#7?S{0&Yrjo6#l2dATF|!K3mES?v zltM!(A{9SGF^Fh<^*?xjV!IKXz!h4nf7C)+d>Irl;NDO=z3K*h=P?U&3lSBS&0-8v zf0?*n$zo3DeMgQ3PDOX_b*ypp2z&ViP)XTdo}Jr?bu@U%<)EUo%dQafWlkoV41BBI z2_j6==3{>2S>_;Dy50If*N`eZ`&TeAIhDvyb6Qt7yF-$Ihj)#QuR(GXhrhQ0OmJEl zb#u!Sw{lpRa@IG=`!yG1y*)jhI2L2RJ9BnYSXj3B-br&Ub{@;Wb0*A;y9aYDdOe{# z5jcG*el{H3?~?ov_Hs&py8NA~4FNWu{8gXp!iVw!OVt>HSnG`s}Yfc;ls6sb@^uHxVu_5bf6Kt1(W! zM!&ELI}Lrr@-xUQ-005dZ`#zN^5up0V{0AJiA4*){GRBLynKn8L!#rZetLIrX|8h1 zcCYI4qSBJEsleU$2_9t6QuF2xip(u`hE(P3Uf)4wNr`=G)YIHTDiE0|8P0}~TS)V- zrS}g{S6A1a;;q`pLJVdaCgu19*t5hWU7Ycu^iPx0b-&|%b#j(+FY^l!0N zi#hP()v{r{d$&TDeJGp+sp$NioLos2GG1ew{QZ4Na!NQ+Of5+w?TY;!jf6v4x2>!u zZICWpo|2K6m~}#)VC>qS+uY=_e-cQA?D_suZt_J>!s(fRTgH=kP!3ZA3~jBwGGYhK zgs4{V*Lm)8RyVB{!B#B>B8VW?plvwQOSAM#th&NmrQTBt+d)iI) zSZg=i!D8&YG(HKAQ)r@KSvk_|xykXJK2BY8QIrzPrrV@X@?<0hr2}`h3X0iJ_Un6p zSlb$$`Jr{ZP`gQIyZ^*~y^eDl=nJk@Ym*Ml`Y0Eta#t3hZlu7;P4Mz!d0+`iWy5hW zW@c^Qz2=Z=sa00Cd~Sdo3Y{(UL?UDOiC@07e)n=9t+l;jWxzM+7J`Y%^^^gsQFYY$ zoUZHWysix%FLj!Elp=WR^XKo1GzNwX+U$m?RaLze#eD}dHS+T2117D^Ri=>#B6-^F zEziC;)0AM4&Ym3$=HiwVe#~0i6T{(r7OA9}tZ;lMG$i)5xp}@byYqpPw#)425~Hy( z4JR}Yh<;7Rb~UMxL8%PXa?Sa=W0(Ano+1I;3(?M{J%87!Y42*5n(8dM>cxb=P6$7= z+V;5oVI<>~nI{&~n?uOLl5dPLRx-qhbG_1D_sANGgj97zUSaZIaFI@*6!lmyqG80I znGE0m@B#HbospsLIEQ{(SU)AX0?8ZS*Dd*?pJd{G=J}xY#rlh4|EHU%BhlhHp zPp>Q}C|E!JEh;U}S<@m&a$zw9AHSVYO>-`%bid|&=H*7fLxx?47TGIrvaUdXq=s)= zISdP_x7&`p;jz@+G*aNrPd`zmKEB#IMN;iTZ~i6pL#y~Fchz8Gq2XNANosElpGaJC za$Cg#Njn;TelAB$293we50b?in{MURTK4k$_~^G`k+9s_88rsaYnW6=_AUQuXN(J# zLlJ{oPfCtvv7ORF`$}3)$3idJhEMcUWMv|Ag>GZMnd+ZXFJNVr$t3OjgGLnwE_Nd|eq2)w|TVHyJ{r8~P zXy#97ZyszkmQF8fUmQ+DTsU4rTPmBScv~^;&8#ru5$AnA7ye5;a>n~YKC^3iJI71B zrn@rEXT#a}o72OLPRE94$LT-hq5^z*J(ZlDUrsS%%=M>-Ofl(+3rUb!?^50;`So`# zzfiE)bbI^7>46AW%}|O&44Z`AZNJwlmX_Z3pTknq^)KDyxjwiYzRJWg9TFTbc{^3r zORX4b^BU)EZ^57v5ue5pGDY+g_%4gyiSDzvyr15yoXqIhnHwoV$EJCB7TYmXFZWk4 zhV^y`DWR>_RI$|Q^APvEuqr~yZ#+JlrLZG=d9;*VkIO!gaoVkj*u+oCIUdr;@*4XT z741y9I38-*ZgnT8d1k5(v-^OC_Bb~@b4S_L&C9#?nxwx!U%%yju1Q8sam}#Nt-$gU;-8Cn#(Ys|j+&ojy<%|R8)E`;~;@`l)V6zPD z?QOtEliDoP@|0Q#r5G#KRR1C5BS@cnd5$3#T=fb=kQ}>7L&7dJlMOKN;Wo8R zw=wb^clOpcf{FU>AM0A24`P~ew}pJ(z0ex{c{kxXt?faTi|VP~5Z&2XQ3GL?idS-S z$-U$9_wCj8275~s{3NW#SF82@OCxHP9J+>=59w850cJj`b=%TD+rEJq8Pl5+RYsdq z$|aJFcp>UNWm)b74R34f;r1rw9}Iee90@V_YwCJLR&#Xy^l(kXo7d5ksrFZYYRq$7 zLQcJwV7!eEJ*@tI>v?f)!&IgaB6d{xxc)jC(Vg+jORsXr2c)i^zITp}ec#89ArLqM z62dQ)$aslrFETZipJ9-iGC81d%(U6fOMPV*YV!9|eC=`e!&RN4@J{@;7#}dQJY$&W zL!Z{kZoVK#^Oda$aZdQ*! z)yaLvoXyW^=}V{lxwsf1e7Jc=OA*khAyJeW7C}#4dm^dI9Q$Sa%wNLk4w+lBv4DHF znbL4}>{Ji8JJIF2&xaehD(D2C3D~XIqIPGN6xct#en0yC!<4{}zPe$&X^+HV4yJ}l z;*My%KfQvu^bH*ytzsIkyv~0clEo0)E9uTHQ>^|KcJI!ggBf*BYUTT``Lnk& z=v?H*68LP%D|dX`=4u<(2^ z1b*$zp}ueAr>DR7>GoW5NWNpiK|H{{(o{nb(R}uSq<#Z_tX?Z-XUq??Vpik(&4C}P z-L#{P{Ay?%xW{uB`d-=ekyo9UOg%ht62OmMs?1Vh$jdFprmpLf8E(z%9UZ~>yApC5}2hcWRW#tHvB42n}6yF-%ck_^%vl~CXS?~0;FhQ@ZCs;=y}Ss zF24j~6tv#pNBQmt-vk>9)*E`z<{a?w?Vvc%$HlE$ zysE}{UL8G>!*GBIs|g6uz3;oN7M3{VSqdw=y(i9j?N?#9S3%Qea$ug40t5C`yK|bk z@YT9~@Gl-=HeN1n6P;zV2TViP-fju(Pk6qr3H-aZvyy&m^v}9^XF`@6 z@uLi0W5(|m$P!zVAAfHYvkAT#dA9N91B0gCU(?AW9y&6)Fv=b?;p5Ny+N>qGTve<5BdN!)&e(D}p<`sjXi-HHqd!Z; zbQaUNl(cY`%JyLkp3eL?+Wim#TfAyIWt^$gBW9RhJe^0jq1^Up@0ZBgl(wh>TCws~ z6mTyt2z7NcG?b6~tn23qWDUEC0!eZXRZFyZEHKcVq}z?Rstf_AbuW3p_++kGw-pn1 zPWn=PzCyEM)dSQ76xQ~IX7oTJKbbhxoYbmYUpZuWM2Z9Mm6$u3ddfw9@evFRRw0>I zA}t^Pq8Cj}_RPKNKo+S)>m{od9Gsy;%FLW!*sn>;m_8|*m|exSK=k1H3zdhWfpv8s zP&e2#iUpAh;!;AXlFn=Q?xmtFC@D-^pMZb3YdC2qWPi%RVeT1(URbz)AMfw+lC|9s zkBpG4gv9n<WQn zhUUON_wHA3<2r-?lE(9(!dCv`^O57uS{|&BY7f1$ zqa_DoR>JdBv)XlmOJ3zLY-(R>8Hn=Qx1M`wKh8gj3&rp{5yd8^fmdT^~7o$v24oEhh@b!>yXE)4aiu zph?Tt>wrJiVAJ?hghb?4g^;dI1_}8Hj~0$e>2{M$pC0(_E;NNvL0InSjQS#ip6230 zv-G9L*BBNNr5w8M1p3zDS{o6iJVpeVT5<-NEhAPV--8WY=Wdorw%!jn0Fm2ZdaD+b z>0meW;@TZCv1-4M{5o!_y<+@iFRLzVKrPGv_-MbezjA9dEBoo6)y(tHO#xk(p4_(L zYU+1iWNYVWg~dFXa*<w59??i zo7p@jLtD$y3E!DCv16g5p-E(9#Fx~)S8E{AZr(RTLFD*$ATotaPw!`Kji*}Ks|}Y* z`y4^H7_!2mCa4mh(uS!4PSaeoUyYl{Xko*!YCLx`&%J{!rdI9q9iM{@rrPY%&52H! zamnb1k@WXGJpL@v0O;`PHa!NK!D9~(3;g>8O4}Hra>vsiJ!VCu?wF}k0jfH%R`mv- z?Cf>`);wuQ$0!T9H=^&yr=%GlG!ZEMyOvg{Uno@j^DVk!)Y4puQ_bd$?ecpdH}2J zF*Qo66o6&6D`A!4qXL(2F5M|9zndyMI{kR3|H=L_#f^mLe}Xt|bgb!=>XOBlr-;W( z_cDc|ypWXmV$x{5eDdWiCFUcJgoHPHmx1|##TYcW*i?7AW|q9M&mBF)E)ifNBo zuqy5Ao8jEU2X!P91~_<3rfV$2xymtz*~W66vB`vORce#&LoHYbV`XM{GG!Z#ES(uV-%x^Et_nD^Mw}pkM^6tKHYXaxAQ8vh4|I7Cdxp} zNv2B*})5w{&B$4usaZNAGynL$V z?{U$VAcm!W6oM{aaB`^gXZ@*Ykis{&%|AkbFzM-`o&Ws)xFm9LZ7r|ZYi`~AEyc6H zkDk3i%r;^q7R62wN`LKt)fYiKhVFdO=`bgSq?ZeLcx%f{?++WnpA81Y&Ss@xvQwWN zA%`>~$-`sLHTpKj=YW8tJ-LNq$bmi#5QOQt!<1sdn~jp%QmK$*8ACdrV0*h`R3knx%{EVxiBw;_ng?W@`uWIP8wChY0*EnnScV>P=Uq60;6X@q6rr-uciL z4pBJ@hN$pO)1g`BNGn=e7@+lWpX0rqajPeai(dR2tIB5wgxNWe&J)d=+nUte8q5=Z z2uWV#Q9NHjuGY@XwT~Y$aUxtSjHtuH!GG&wAnnm*Wi4i!Z|l8N_os0z_B=Z~-w0i! zM5!Y(z%>H8qTHd%oZ%J6-4Al0Ga7N94>x7sN9_}*ReBPJ>$hogGV6U60O+QK1^ z`wZkw^q!(40%`LZ6(O(A`N5C4d#B}um&Y{j zCwG%YR}w@dR`0w{MtN?hkYO9oPyFW(VtX#+_{nXuXC_$i6^{!)em9%E$--Oj7iSVZ z9A%fNxbdr<{~TCAmgCu8*B~;#v?mLFzbGkbyMrkMQZ&k8i1>IMOHad6D+)SEmnZFe zMU~|{FCKT)8J{Wf@}IQ!)-&C>k+>)Cuz5#Q^Uustge!&j`uqsF> zX`&EbXxLO?cWg$=?OtVV?`}$T5l=0R>F&<^V=pX%^0_Uh#kl{G;{y6uPCS9j_z(TAm`@x*wQEz zM(C|7RTDndpai9_<3`n;fE_{_U^e{AA2&$?+d?3&BYH1dESQ*{fW3dbjhaei5J_Rw zIa81}oGg~4#nV??3qj2kB*S5cV_#R-w83KtU8<+QA}Q5bfDgbDM}zi=9o6OV`in+y zkcNmSKawUji%@DW{B;{&m6%^laoJGjzJB@U@x)|bUSb1EvRJY@YiH~yuX~|aIf%h4 zHW>W(d0pM2&d;&1Ln962OPs0y^ifnD5CoGzVO)dbqPn`{ z?oB^GL~lmuk3@U|e|%PO@A^;>EH?=)!l~vk7le%<1+cMCsGK=7!d!J$=zm~wYG1X3 z(m(KS`PEBrBb@7VE&3}8=Hn=GJyj*HyEmyMaSS>I$hLP{j#g+sanxA9{Bcf7MfF3I zlSts=j3FT*ae!Ip;e%@ci*3U)wCPb!MoE_?W5)#-z8q_9_=e}F8&Lbv=>0?;i>bDg z+0qZRYOHS%;m%?l;#DE#!KQMC5^EB>*)#J;EG#pt{xLBhI}2!2o!>9MS(J|F{sdcG zdeCf5FxxJ#V^Mtx(_{HmjhEj0>gX8%r{Qq!NKwo8?|@8F%QP4#;%?{Dn#z2gSydhx z{b3*x@${~lnSl{GAFQQ^N2_!0|d`c)~T)W<6p0&c9?aBmv==F}}uPlR+r zrhj#Nce6Ko4BK5!%d^YkX4K(4JP9xI2M_QckoIH7=BH5ZZ{~DS+(z%0wbFl0ORH8( z@_uP{eKZ}m_<0sW`46upGc?xk!;NBm&C>(5nu(Z=HY}`sE7B74`o%7BNrjO&%dbQO zeOuA4cp(y4*OSEn@j_&1;)#V2uo3G1Xzdmiyly#B7fJ8yS6}{~%LxmQasF=<6~xM z5{ujwF@sOD`jdlgNc8bN}&Y_yneyNp)e0TXYKU9!73|dp2EWWAG6hO z3RBPT=tGeX?LsKR`@SIwaG6SgYSS74VWEddN@{FBf9)yboG5&JMeBhJ)%S`@1Q(1e zT>sPn{!0&nIwfHF{O`A}$VLA@PyOfCRRJJeSJi+2{e%CnTQ|>kZfm>a+uOe##qzj7 zYLei3kqNyjqHd3PdAz&5E9l5274T2r`!0E$aV{=KDsVZiW>4()*L(yng;gH%pQ7Ek z-OvG4ix+vs;aLme(6z=Cry~cNJcHLtDl{7mRJm20FM&k8z^kULQWxHvaU#| zioA}9W}=|FW!Rp-?d!Wt3%n(RcN~_GE#@$EJ$tm&a{~&0?x1%ih+PM24kA1IO$VVI zIk_{62a)g7;DCD?#r-wGfx`A2h(OX1(I6ZSes?0o>abW_*i&xuD{(Z~@kSr0o+_0) zovl8^DG3Z{jAcdima_%~`TF8)gA9uBSR)XSS8nu1H7m6os#zWl7lB%Fs7QQrI|xNy z{_4xw**F}K<3SJ+&CE6S|2qj0jeiSyVHRQ}q7)BAfB{%L}1sMsZoA|9m4Y?DQJ=mV;U8`SyQJ5fHNyKYtsY zt>N{JPrim%3dlk~M?S^13YxHueQ<}E&+-XA_6%fal}#$MkUc_HGP26vMWtj*nHgngH_Wm}k(m)Hd!+2m z^SSE&{a!q8p8vbQ7u|K^y3X@^9^d2mtncNotSGaWoR*x3h-j~z>_rtKA`(s_qU|Th zi1B~6>+KyTB05eack#TMbI(+tndG6b{X75U-(lxSc*MqWJoVv@sjjPs+@@F#@VrSq zpCoO}-BML070_4Jm1|hZWwh=5d9{ldKir>Zy|nsfsq&lC?{ClhOdSmkeMXneog7D| zV)*!q=Ok{EE1jY~i1#BR^0r9uVfy{@0s~>GSW${`>a->(&2z^Z$Qe{eN!l|Kqi*@tr=jjY!Ya z)6>LcsQ0Z6A208tN008@xkD>pVPb4NI5qXH$iXt4g0K)wl-?YFru&LjQxx?|oOw7n zD5+L7=3!ib9=Pu*O!Ft@_Sy)KIPI|9r=8;zW4s#qjACxkIE|MMw`E8YF{wO zyV=6zDKOx_}n?+%D={LinLl+Iq))s#$L~_04_J8=$ z*1_S@xO(38j*o9{^*%kVD{WxEwYgE|vG$X!^WeLpNg>hgKC2nY$tEka!){B{ROEi& z-X3^dJ=z>!erLQj-fMGZV`<>474_`wtVX8Rc>`X<3g2zpcecN*RAZRck|_1ui1LiQ zOg7$`b<{Yvu1AqtxxK~yuvnRVk(kWar<0~pF zX%vbae>G^$&X23E>f&ASUVq<6AVBgM9o^o&d+qev;|C^aONzGbCzJf_yt%#-%y@y9 zkME_Yg@r}W``e>8K1b2e(vFOb+%Pc_b(v-6<_;be$dAWxOjXU0gz9>sRmFc^18*J0JZuSMI8l3JD1@h`Xnz-PHbO@1`W( z-PgZ=yqBM!-_5Z1=vk}!P!^B1#f~q_@jmH(Qa_Spg3elhb6%R(t6@cLIXO7Q@|&wX z8S=Z@ZEk6~)}d+8kvphPSXG`ttF~8HvNAKr6k1zbMa9I%71Hyg?SF~QaGcUwDABFn zd$V*k>vea=QPj2CTW*6gXIIy}N{SOFlDxJyoTj>RRo=F?w@dGhL;RPrQ$R zk*M(MMz*yw>9Y{ZiOApOTbq5wP62*dx^F#K=hHI(+-vIXU90jxIF&jQB(a&gS(1#e zmoHl)+e_uER)cF-$Gh{*h<&`vE@tVFck~}r`n+4CvoAd`aG$hLt&ITsP-^tuyLY>0 z?)m%IFHC-Y-+Wfkyft~eErpMIy1!I}lQZMSR>kBHw|JCAyZTfaxrO=;eK#dh0d6gA zmH_>_<*fUwJF{|LluX?Q`_Gcu|+oe(H?W)Ui*``F2yE zO8scyzIX4FrdScq$Z%!0JropPi&NSj-Gp3xHQf+<0XO~J(8D`W9Q;J%fo~F^3TY~xOZ>6hk$gL9eyRryU>M%${kwOz z5^iB(VQp<~rhQpY!^25->|kMKef9F?`1m;Ps;H=lW6779i;GKGcy+KgXk}$ZD&Y&h zzI`iknCy%dani8p}a zcg*SPv7{LI>6f{$%#XL>IioUbo*aF9vn7#GT~Pv+9%>x}Pq(#`Msn#H#c$1xd{*Tu z1L*e;_)2dYme9FD?I(bJpL&PAa`icKlJXqhti|J-SvIPwsxCdIt`{Q5bBc?LV`OAJmT#c`K)vPhIez|dJE~K< zZ!#-vW|o%BtO{KhEEX+@eZG&iByFrMMLJw&VJWxnD?*8B{$NQO>(DDqVHoUsqRPVBk9qSqQtPc*FakOzI__{Sx{`0GMh=}S=;ZD ztHP_RtHeH%o(*VHH$-2eWM7G+U7lQO*m3UMIoG_hva$dwbZ6>g$E<8@xFzV&YAnCL zuJ1Nns87d19^G1qXr z-At3g!=t15q!o*ci%;XPNXg#0Q;=yxv1gBoD0y&oPtWS&uimLc=|fc+R68w|QBl<^{TYq-y20=b*GWr5Q?FEFTpO5{mNsjnj+ywORM;IYe`?@X2c5{sLx>)k%kd}^)jXyuO8y8|w$;ik|kCr@tu5D{;tFFgOuGgpTxyn;k zig9j~i%lIFE9?*&?_7C*?}-y9?9Ta-kw|Xy_xGQQYQgt3N4TGF%!P-CS1of}wWo$8 zI(@nleb#h+P+mMr)P;A+V7>bB;kK|?UQ_Z7Lg#q#;<%WY7?&LSJShoD-D&TIb@xn-?!WR90R{7#&hnRDA#by}iATj*hVPH^J#$feaFH zVmq5QH`a#D+CF@cv@qd3L_YdCIz>6KprD|uqa#9e#^UNn4hz)VBgLYgT;tlicZr3} zi;9c+_Dv^Tcwiz{VuTIrmpSUo6e8>I(}HfvZ7Gqlp2OifL+&Rf&2MUH$+_kHYoI(n zq^b3#LU;2E!ADSr zTjn9Mmcq=+Dm_jj;kEfm@eFFYtSS1O&7o3b#Vc1#t#~avPt~W8FKEup%_XILN~Ov# zC@}dtQJ*G=$$v#b!T5KM&M@|M>W6N|0bmx-^%)uM@fdNBC{K}&d^06&%ZBdfglB4T zr)qRgCh!=$Teog4&H|X6c`E9)dCl`Iu*~PpMW7b{gC`s6_Zu5AtjgHg+07?& z-2T~-cvtOOhFLY=IJY-{HO2l}zPnQ^qSwX|f zUjMsXeT3ygu1I9ppXp zBDoE2SlR#ie!l+q2p;#+Mma_^kIu*GHG}yYB2-1*X4B`-pS@OwBge*Wru#TpTTidd zjlL8Qc-mto?J@gzeBpirI=X(*pf;k;-s;ISZQQw+7SBe0`exs^Z(UAT^Ua#e+?Kf1 zO||s(H__Ey=01a72W|L_53mQ77p}G3hl=$Fq^A zv@13j&D&n(s@`^RSeTn@{PZdLb=$jl?=W}skMg>>y0+TLhl|fxXny1{8E<_##sBNq zFA93mCR!Hq5J4XZyFm{>Z@urZZ0o7Yl~c#a72p(!tmNyh-_EvpL*bnp&THh zAXV3%rivjb<>1%w`SX*2fccpj!vSko7nj@QAN%`v7nmPhOAo2?jCgM%sNcsSywNqlm5`D$IyiWc zhDNTCyy?@YZ^cgB#UnQ-+SA^pNRbeKhDs$MYE`1&g2K{{t`I@A2EInDXF{b z{F>SNpL5B>TDabzQ`v`>-X0BXXShZ|K{3Jo;QVpQocNrhw6u9{GwDk79gil+W5i+# zh8)uY**P^|yU+aeOP&qV-@V+(U7jQIO#0F#xxOuYyp5Ym1c6Rm%3Br=wJI#$;aXchu zToaI&$Gg~o*+0eORqXhSL%=kRRIw=+>th&{J~Tb8Zd20H#avxs~XsVc3+15 zVeYkaXPKC!G^!uu=JF)fQx7`F3f;aR(oQK{whefFJ;Ry{?`KF^h z2G2`J{&JT&)>ib}wyKc;j}VsqKpuiG6}?BN$4e#o(Jh{0=} zakLj;zeZ~d+w%30zvd+Q(Y<+tPut=OU(X~ zXR459JS>-ZyoQHP)Y*2}D}%G7NZoZ+PKErqX1G8AbUm!zdR+86!B9CH8){kGo+;=h+mWqe$= zumRKfs?XzUqqMzkwSjb;<+*!{^Q+JrhJRnSx92qulh|5UZ4x`CenH!?-m1Su+tZ9H zt(%{R$1wAQbpns)y7P*`27p-&>tttE#=o^WvDml%=SL;yu@%?OOzms5CwO$GY=s<+ z%s1k)4aya<8DiSe?@V7V;-?I^Cc#)a#4_a#N~UgPOogXCI$LvEa4jVQ51CeDW3ku9 zzD$St0FP@xPILzQjIQ2~j;z+UAdf>JqP6Z zMN>KB-`Fqw!48E-`cQQippf zo5#$f>Yr#LcH;sc>Gw~!B*{dq(>;Fl$SCmd^{)zIrx&EDI# z+v=*boH;4n?qN{oZg^^CA|spQIjbAL{;gZTSg%CM_VeCgW!(}P&sLjCmF{E>sJe3b z^3WcI(73p!)cDD^6bfTOskEtIzX}TrSKP}?b{UhLS*SnZ^wzpBaa4Anhlj^vozykp zYGWfKd3pIGx&$!Lx9&X+FbOW#lH{!*4LRgu{JT|b|In|So0|b?CjnimZr4fJn8b3#$~MXxxto4F+L@Nn>Km9jdHQi^%Djr$g{20<2?gxob2t5B=TM< zT)u2FMNymf;Dyvf$rsbcOWogRgSZ&h-rsI~dV2gsqHTG{(|oWs&PV~%ELKj%VBt^u zqVM0A1{fTdC<}0N!g|TLxVQx9v)Rv2epPx;mMpyc+vm?&UR#^9VW#uRR$pHD`1|i# zTT%Brtf;R~U)mX*n->{*I8rpP_MM3nW7eM%qqhnx*b5mGqj%T-cAyiB;t-DR4Pvi6 z%J}o${&I|%H`NKnv9HUFAmxF6jmw8v1otF^l^P0nCC=Uf88V+oSdi4*s7 zZ@9RufZ{?_0|ROU(g9+<9K|m;;Y-0GOn?jrutN4s!KtaK_^r0cPtoU^o0=3A?`G?l zg7T?2J3FhXsaaTXtZ}PwxVgD4>Xjvycg+4Rq$wMQvsTX%%SWj+3bx76vJt1wbp^e@ zefu_N*mX6vL&f#t9)cD4>gv++^US};Lac5^9c zYttlY1bJS_)NmOZLzn)h>1bz{7D|?!P977R7Z|AMm-`u)C)BU6Cfn*M%*g0t7e*KX zf&T8R^ZvQMJTbH)(V!kL-`cpZEuJ2{5zceqrl~D302XZj;ls6pyWXdS#m0Wts<2+G z5`6cK?^#3yiv)4Pbo&V=rlA7oLyxP2=*6PMJzO(1vbt{5q>bfpc+9lUUGj>4`c!&A zE`2F>=oTui^R*r)XBs#Mga{C{Z0&s3Lh;1VbQ6iD(04mJv53;Hjz4ILY^usaEg|Dv*86D2f&*!VX)$Q>rTELQZ>$|;#B3D&aP5TON z9-u9vfoVS`bh_ID6!YHBy+3F9mZ90@p0tc~m1dvU&8i~IvFwU+ss!aaw$~7u8lOL= zJ9Jk=OL>XseruAae_~={c*YPH8{0BCY*+dF`H^b*J1sXvU0Gv_Z}xU|o!Qx(;D(`= z_U??ZIc_{j-Tid(@ zww2mX?`xgddFi=JsMea>^p0m~PVN$sQMb2dbN$&-ba(h+U)1BZU7xIfR@{`R6n{65 zCUKWQorFHmh=~%uR8&=)v1Opce*b@%i6 z0K}!8AL#7nrrjFpv1Vc4E!3w?!3%`Y0#g z$~Q7L#(+E2LxR#+k4#ERN=RT#3K=VPTMBAA6>x%i|aM(FmC=5F;arzc`-r)o#H z&w5dIyH!koVQ(z7{CY%TjOCTM%h2@4d!zxQXL-G73JZqRUZl(U+%}K@V12X{C{lhg zd8oDLeEPR<*J`Y0t`#NlbsAEzRh9ZuiMiYVn?SiTj|TNi0`?PkohM%Vp0`F-$MFjV zz8VS{2pVz2Km)!YiPhGgJa=yCXZ2%J3VL^fBph45xoU~V654+=U66ot&_9boWYW#IRr^Fw)kfK)K z=Dgg@Beh>LHYF{sp1%EI6uD$e^3TCR3}c$z;CU&Eu^gjjjh&qu6UKJ_^YeFV1QXE8 z=cxtfIhbm~X&*UWFl!&Hn}sxS^qlpVNI^ltFO$R_CxgB{kB-*0ugo2l-b*c5YhN*mO9-&ZK0}O7U0HVGhgJoZ%2-u~!;Z%NA|pSvN(>DR86-TD zxySoUi`N4$`v$kRs&M%mytDP$@8at0Y}*_T*6{Z264XVMW!;z<(;;${P)cj1&dO13 zY0gtpvMMT}vdlV#7F0?59*Wr{CI1ZA)X>#kgK+|-F08FSnuk>jyrfHvgLB2Js;nqu zWj^D~oA3b}dX8Pqk}ve1L8Xu2)ErYdaNxlD`Z{5YiiMPvl!Tm+$=l-nnx!j~?a0B- zE_eB|+F0`q%rAq<5$14(!7RAQW4ZiZFJC@fQn15QobOG`E(@2Q7xz#w;FE`rsmn0Y%VawXn3O=D1(@{`(+;0}NZnJb$ z{g}o}ZhhB|U4uNHDk`n@VJB%yX|YvU9j*rf1M;lOuK%f|n2q+iBqPIDLo(R4>te#z ziNy}R*pztmPruVtG||tVJboilg2`Y4%~6ntC&ZW>_b@#@J;hlE?%O=t z_SIx7g-gFgOR)iNN&vfaTB`I!1IoihEd<-TL0+5fP~K6FBS((7ugqTZyn&5NBk)<2 z{x_h3#WR`0#3EvDHn!_(4}y-K3vA@#nb@(5QDS3W)lV1m=E+s#sOQhwSLT7s0{Ed; z=o>~sV83qlGAXI@Szc7^XLi+BIVqVplKF0aISxv(GG``j$&i+Rjq}dWj@NgG1N*3o zb>CW3Sr7mI-5mHuUO{1);aXtI3|6B{{cETaO^as!jn5qGEN01PZ+touK~GpYVd=;X zs93!B&FO{glQVB&Q#E_ON>&aeV}w+ZJw#xlubbLzW{2u$!%lN@wzae**zlUvQGUCk z&Uo>-vcZ{G0TH5ofsY?&*!F_brQK^C8yhQep1GTAf9={a<3b1^_3}b2ESDzsXybuI z6m7n<8yw5%?&_-Rz9qf)c@+#XcC(D1KaCd8C_`jZZ3e&Spjt-nI>NcWx%T_mQaV;= ze(&kiry&guXEHD_G%pX(30Q=$TS0;epYdw8U0=3y%)RrgCn6WK8wkZDr6%>tm-cq| zxsfL^Hd}ZVntDj31+yphPjhJb<)ni)ZE<_#)75dqtWVXPj9&fLr%z`Ak7)P8Sc%Tv zgcUaAez>@je&P7b(8xWt8O1${MZe`&WwCTx$* z!5|4Rf@EuTmx;~j*o*ZcK{`$weu z&b8rsu=gmdgjF=inKD~=)C9=GT4t}^0r`y&nW zR{PSO$cyMPC!_;jyj^x(n(o7` z(g>K%YgFXreb{^(&0{PrDft2Q_u8NwW|ZA(1B{oj!nr530zIW}P6X~@ySY3_kycvY zEuaoGLD<*m>7q%67yM2aGe3I#cwF_MtPYo$`*Lu<_ZdFEwy$3!#THpgpFFCX=*Z|U z7PIQgsSRRKn6|pe)B@FMsJ$g=!pP21g0mVaNA7MEWp43T6{NqM^|MavqUye2KqLm>-5 zUm>_ph0l*Ud{6HGHZ(k(YdOi1s}YSp@z$pKVL!}m8q2(+lDv82Q&XonWde4N&970A zl9HZ0c~aYflv5)!wc=p*n?sq2U3$IjuCA`&cTG)AdFl260RhA|q|(yT%=F-cClymyb2MguMuR9LxPY2D)@sp#yEJwEcsdrU_ zI})iK2UXdK{~Q|;p{}ePyq6!<-UHnzGP8dA(m9Lv z)F1{4`xrxSUh`IFZKaM5#vqGJ4m+CSSZ>t>&^(%^cRMsrE^w=dA5BK%?)mfQr^scs z;g#ls?@IUaCFzlhMDv+7g)jV)O0fO&{o|vNn*i#0wDD{nKhwNEa+p>4?s_!R`0bl0 zFRzM)MZi7e60WMKjKnq z?6dGKS)bS|X_dca;ejef@%tM)20VE}aZK>Igou2+vxR<6!+tUnjPirEmuH+s(QJio z`5Ynr+TX8#iu&=zM2rS|xq*%jb&EFI)%r7zQ(Ds!Bhalx?T2Iqu5qh7%*?L1FWTOn zQaoj!srxq2`07bk)&}wqM}jEd8}L4Ys4lj_vF?~#@XFHO;xkf3-bSIJq0lZGO;z+s zNgtq7G}u@+zE0|UXP1;I)7#nE2>_UwZoHkC_=v=-`F>)nnVA_7vjAygc%wkei83+- z$Jl)wBq%k=$jInE1p`+`oVu#&ZAd2e6E}f$3AIvYSh=%?H7|XYBRndq2@EaN$vaJtn zJsBr_*veECqG)^SRh6}!vaUZKZc!5@7gsmL>U&XYu8RWEY~8g z!|qhirnwJ>#5*wgU%l_YM)}w~8&#+H?Mzi@Xl%Ry(FWNfV`Eq+8mw?J%8$YCV1Zen2JgFPQSz zt*xzZ-TJ&t@eE=q@bs91y}kX|IZh~BXj9G$6YBVNMa4k4)7ZvPlR*;?MV-#riF8DI z)(6h)f&zYoBk%>dBO;=!s+tdD1OCr%^or={=mT^wai!J+Wg8$*u)87u0AyNPP9lD^ zINl~Ras7(=G~{%YzUS7a2M7(`85$e(%9xm#YuB!!4{~okEg)AaDbmadHNSnE6Y z9lLq!))j-Scki45iJ)LeCFH;WLsuOGJ-T=AUVCLi>wpD>MrBpB!1gP@dJ5e(Rttx+ zva(Ls*1zAjV;>RG3l+#k-bE=nIe)NF^DF^|QAC9QPYBtiUp6sGmSs-lHoQ!?gUuEh zGgv6frnu!J3bq#lhyfl5nY@lW7cvtP5-x5jNcwCCo)>H#1RjV4YZ~&k$dPxk5u0!{HpRnWPSeT z{L(3O4FBZ>|F1ltGR>Gju2^|;W@R0t9PT1kaB6A_E$^j5m6cdZ3Y|S>1@MZYBMnptvlMud~sMyqzp@|)YOOtCA_8^=2f|~90X*zUqBn<)a2q4z=SweR9 zR-e93=Z& zP(C69K$FQlHnHTg&%2^0tg~%0_65sgWb&c3hwvY%v zR^_Pn)%}E3fi<7T0wsaihv*XNe^1{K^tc@^fliKusS|O1eLeb9x0LcGVtQ?DSh$L?rt8^Mo-X%of}S+oon#!jIwMOJvAr7`g+G zXQ2*NvUT5B$(0JC_rX2BYW-hngcl%7gCT@Ify%t90Ex$Q?bkVO?rcO5foTs&@$&ML zG2(Ku#lS$N61I8wR0R0qeF`O|rE4;^^R2(V;{m6{-a)lR@goq_AuEPws%iqGe&cT&vtK%5AayncHr03)gfI#g#$m%m6+(v>b<*Tclw{=Dx+LwwxPKd zSZSC$*e>YhNJ(mIYa^Z$FYdv?!SORR@c#W8jGtRpR<_IkZcp;p-0Fg*rsmhs&;ug| z+(Axji?^JdmL|IQ=4!<}eY%KY26X{DmxPowB{{iH$E7>Zw0vt*B#`c3p{7RcqZ8(b zi??VG-4RuM`}W+#086gcv7<-bW`0(KvDDPm@QUC1_Rh}UKF`Nz8-6o&-`^gS+Tb+c zaSr2saTb~yH#c{PtlCC#)!{?ZFyCK_D!{VH!%n1lvjX zojP^uvaD=QVPQ39hx!LTLa*=G>a)0cOv3Zqr%wSJEdUdN$Al7D*Sb-tUS3}GL2rRU zj|mVd?-$*UmY&KAaPVh--h}(>*RSxopJVbxO^rqgSc2h1#Kc?{Xdos^)%m+b%2)31 zqg#b+kQaIQ@L{DGL0I%^R~Bz~q^q;CvZDH{8UN=hQfUF4gl)fj$H&LNe$6F+0nB$6 z4GIt>PeSLNZNloEZ4$uGfPniL#6Q_>01bhDJ-V2PPzyw?vB^n@5Ra>WVq1YH0&zmC z6pxpHIOe)^0D%PrdJu*J7{|}!hbJc{W}Qp$9{Ay(KY!v+(8F`*-Xdp{TRy)$GY9|$ zs)Tv4bLURLP^J(#MX4`dyg*hOaN$Z6|3`MxzgunM)rSus_Meaj+73Lz^ApTfSXh|t zpf&_cVW;V9T3U6RW7zaCQPQ70FT%5jh5L@=>_OJc!6l#T>T>e((rs_lKw$h$aPgIo zQy!tEeHsx_FLV+S=!bKACHE#!QDg3DC@X(?xc>wkJrGM^Wq7?vKwUkR*VWtm8^mBj z1_KtYw2(&?LJBt*R}*wVB*5?7N%ks0>I*;!nF@r3zf@94J@oUtboJ_0v{aC7=riLC zPz*TO*w_RF3SYdqj+QoM1A+*c2_37q$RT4WH##?W28mCkX*9I79{$-bdCMH41N}=> zkh~iRSB_yNK&9r~gAcBMlO3N2XvB*2%rpSLhgtvW)o1NW1AYgqY+Q!1T z1);ceH@|#nXy6bKAjmm7g4aKILpw)+;~Pl*L>Ld?CE|0yj`TsJzke&8=I7;gMF1JN zDkNlo2baRcISX@hWYp#%SOAj>3U+mO3-R;cS^o2b@SIcyi5%{4?ZiIPmzAxFP$W zys(gFx7{~ax79(&6xAP`Xk%F4II2ZnEkgaT5R5P_;)cKoZeOz2^Z z7w*qb_pQPCKxR2W$-~_py}}7X7Je`x(`5YH`#FSKn)JC2_`gz&ZP@59oxXIODFnPA ze(*jfqh;Hx&*AKQs#vP$y*VSH#!>{(vgv6;}mjtcPHMy zJzKB1Mk_8R2AKhm@m3aXz2g=NB%v@B?J`a(#eEqV85%lr^r+@L^~;w(Aux-jwKP7z ztzGxXlf&qete6OJd3kVm8!fN(imAD-X-(RP2M2$_QHuKB#6%{z94pb-J?NH;fajqs z5CWzYP;|?3%SUk=g{eJ_W|4Rwre|Nf7obNER?w5BUpt_V${ zX$1uA!Q3hmUeHI74{HdH`|0y%P_AA?9#>N^P7$+EiW9~3D9Fuy4v7-ZW)l<3R#0Jq zVw`9{= zz?2X;tE#T{uQr0UyXzq97bjrJffAQFIO|v=ARCO0V}iEFUwtR}P8LZ{^uY^?c}0Ew zIFcBrbqetE&-l$lQ&P;dwV!7$G&VHc-$T=il|?e3qn=n!QE?goOjcGF1Q?lRVCQTY z-KzQg2*u!)ySloL3E5X+;j61zgoNG$m0@gF`X}=rJsOQcuR9@we3}PNP5gQ!$(%jB z=K%}#rYC& zr$u+(Fs5=EmAKcYsPmui$ZFv{#yh+^ZZnMa$^@R-FFHw@7e)Tth$K(JB_JpT$O0~$ z1qoRVSzq{SV0sG@EtLfwI#PnN)>1=NWu-Bu0le%})DQgpu0HQ8b$g3AFP~XpR@SYX zH`xkr7#Ss|q@|;m=26O7ik~Z{IQ?QGMgaD-%O4ts_CTgEP(;og7?TjyO>w z>SAwh&b}}Xe=UvOZsgPRdk2qr6POW^k&omT)Gipa+*8>JUV`>$nSp;@ot#I^a5_TH z);1?DP9I|E!dXtv#|>8S(opBO5chsBagdAzY&PthAiCL)fb;-3Ag(U0r?vBv-wgeX zwkZpldJ_~Blo@l@rk@ZM3uOW43AYkJG(JritQ^7I)G_^XOi#UHM+|Ypuk6Yfw)b{- zqkdA6;10d{2MTzo2Qo(66|WO9kKo9%g$PG@*O+JC4&ZTK|lZ2W_k^iNUt=9}#)aW6Gp@LbmBnk8O(@`GW3j0;ox z;B-2D7hds<^XxuQ#?cczp#+Nyg zVJ31QlHBF%_N(*ei!@pZ5F9XKpHe15?lq}Dut@GME`cCHf7-p*P!`}cyM89i7vSfY z4m_r_m$yAvu;z?iHZCm~e05yz6=Ygb8q;DA(VYS@JtoD}fH&Io;r1U0U# zogle!#9HB~1r9l(oN;!^_NRI(wh5vIp~5F{e#a8$>ns&WDvoGETSL-zeZEZzR~DI1 zC2~i*&_W%#C}4z$u6US1s@x`*%3%QEuaObXAZH7oaLnPtL{*4-;ZdRmk~kkCNsrnw zi)(6XcV>QGnpnW2e`y^W9lZwoO8A)1nFeNlezoJ2%5MzbEv-@e+ zg0KW6;@3Kbk8-cE9qNZj4AaM=cyykg4l!n&Qc;+cczX=t6kuKSC}W$B)T<|u&L8*0 zVJKrrbfum^Q83n6VzUn|^xBkb>*`V*IU}hN07_3txN1jB!0d8ufzaI$Q%W_xlfa<8 zSJ|-U6ZSnhh8I?2cHRMfi;X$qhZiItg>b!J>_{+wc&n;wS0O38$CW7IrTRvO`uM-Ys)h zitQpX0m-Bq0hbXnpZbloJ05$==%0+f&htgYM~$_df|$6lc2L@-2A=u7}S@-+n!`BY-WataCrhXEJKLf8Es z!)9$fB_1RSI&{zme6kzLm`wlG{x$g8Yt;1EwZc<66F;d4?&wDn~_scn8_R`Gy{U#JCTVP*2E=L zDo4qQ?Dh2l?1j+9jfrt=86e`9`kXzaUz?h&!E4(mA&1Zj+51u={xpZS<_o?hXYsB>`b;L7qcTY)-`a)Gg9y$@|zgvjy}j;yG@ zf_?2nDYc^%O&ISLvG9$ToBKC_71ApY6W|_WRY%7HUYwS; z(CW_-*HbePrg1}d<7yWMCXkZC4HHhM&S&f$7J*Fs?{fh_V3zT7fK19Z3}UX#TSZNc zjgze}8zJTHVuX*rd*8mN?sxv`vFIxv7kOR7%K#$>JlCG|mFlxA#87$Mb8@h>uJu+eEtYZ5Rza0KK8BQvDPR(Vw;3`HE& z5p$VMZa=B^XnLol7!!nnD6kS$2|@-d;?yVjCJ1H&sbKUNPqYCpd|gR|K;MBh(Jap4 zzqlieBQ1#sR)FH{?y8T0ivvcrKUst9VPPW;b?P$R5-85?feC^LsDT5xaEfM&&wutz zO-p+o6~$p0i&sA&1@8%X84(#+At0kL$#D7?>6q~N_}^n=vSiu?HxYwLJX_z`sGD=$ z2kyCviHZ8Jost_qo&fY)#*kVtQqY=?VuC`~K+G-z8xzj}d|AKPF$*G0yTyVDmlWiC zGIJ0W(>NbU{7$=e?Sd?m@Tdo?Pf#=gbs!Ut zp@M;PBNH5iu+$qLlW6(jSoJ~CMF%^0^r$YxrxKUj6cjD?zRPcP84$L8vj@0B)+%SY&|qF`OZ@kumN*%=N9%QZuWm305w6!#ti% zbBs{fng)bytPxaT%*ArfatiFSB(2xhs9J)lh(Z2@#!OLS~;j7xE5y-GgvBG}DKbX#)`-*d>r>JrJSGUiq_)3A5 zJ&TS$`sksGhQ?X&Ot=IGq@aVk;?#=p8Pkif77h%G13yBxR4dE()jH*9Z|{opROp*X zF-tnkJo5L?MPCw5k9d??Z%vd+HGh$m=(sO3`L;MQgwd{?U!IHc4Knq_weC^S)hW9nZNeL|^bQkHkii!$G_IWZMe*SOyW)$)P#bBCJ4{_BdQ7*Y!INRw? zN=llpx;F-ib%0jiV5qqyBqX-u-FvQ;cx}Z|wxTTook`()*m;t`Q0MJH?Vt&fQ><9c|fTwz!EKYSJTDUYfm*EiRo*{+4t}f6t zI0MP)$HYWBtB8iaejKte8I5nCRt#jwl zKzyRzEPVZfj?E{)Z$LKDGo8d==SxGDa*X2DX}r zq`>*lCF1~-zZn1dWD%Tbu%$Nx#n$+1Pd!@y#cFAyIArK?(~BBnhhi0|X-=itIG+Tn{A-lY`* zG<>#oM3OJRkncuHz^}?^1|mK%tqd7t43G8YTpUzfa4(c)Zm6%9lb3fzYy%oGbYGCR zR3S=Jb0`-0JdL~X9Y8NuM7_}g3-Dc0(N8292zIA;&nRXqVviWE zuTP6i4GqmB@)}UNn<)MM3J@nzdOyK7#DjcXL2=hylITUz3kI0Qk{yF{E7*As@Fh?8 zi~_&@_^?eUFjOL*adlh9Lvu{K{FkK z^a*xEw9tsY)8+Hv<&NiP;+*%e>Rpo?HYV}$uBr(orKlg~WIiJ+&&F$9v!|ei_}_0h zJeNE!h+G2N67rrbyZcCks~@McP6RVNxmI#;x{aKhJb`QO@?i=B;*D?Q~tkt7{z;kj>SY`>6O+*HrT01Ip*I5odIG7j&<2V4;ze(Js4+WUnj ztLKt$Fo=?o3@y^l&T-807S;R=1`NRoP**oMw5oJz@*n7*K0ZFc3#Yia&~K2R%f?~4 zpxR2g-9#Nkd>#-9_zV#o?ShuDNDhMndG=*6 zJdmM>b2LP1q**yIk7k#qiLtzfmG`gysI51~0;M?&ezPzS*)b<~W5SEp6yy~k4(BDl zKCdi*Pc0>j{+4{7!IwbK4oYzulwA|sF#K;5@88NvH1BUe zjuDk6V+3_Yv9&*OyA>G|a||C{HRLF6-d7~R2y{0{^ItGVU;%&^;|}fRfYjMc7ANa8 zTkDS#{HDAs!IGy=lQEk7sPI#Lb@{5p(jE2PyLKh$^P9I`>=Y*0brIYCvUqRW_nsR? zIGE$=TJ&c|hu6eEa|uMQGRIieLm*z`$@};3SHRybep6@fifXTG(0pX;vcu*~7FDhsq$;cy?o9lDUn7>(}ePzxwKk?vMY=9;%m*OBqc%lDL z5`1bhKPe$g;(xm)YL|rdwG%oE-{Y|bZ#IDQPFGgWhrNuXN)b5xkHCs zBz%kwVKS`qQ6k#{-*z<=X@H3xLA7Cp5%+7ndT&HVM2t^P4qB1^6@|V3B;A;wcxggu z56unoHZZe7zl!09x{wpyoDldhXr=`sWL6IuMg-j@A~HFzbccxOy9EUF1-|tcq>Mvb zGULNtJbkUL_K2snPr`sgMIV&fNkI=lGdJD=)R!u)^(s+ZYi$K}fg# zQQ>;jGv{6~Qf;?s5}jb#AaB`j2{i@K*TPWXw+m=q+F|>}=gp(4-1GDEgxJsDHYkU_ zhA?r)=#K}?WbYmQD5YT5!b5ufXNDwq($CA%1LGufLb_h3%7KZeh! zJvlToqQX7&DS97~vdiBz;4B%*UEBeju7gq)QWGO34DwpV_e=awc$(E!`0YlI?*%R) zKbJu7O(}(Zi$bZal2UVXvy-iDaOOd3YR93v{czOk`|#0D2yQ(`$(hIjMW!7#H#g6F zlNiX$=u0m6Z~sW{?JD>3x_*X&_?V1m2!uvV=!;IY<&-=T``GP(JIP{}v@k?mX_x zw#N*JleO+s>5DFBOilOS=9D6Pj_@FK;h{_yY<&2z2c*E0 z7eAjHpp+_GXK-6$=<9SDaM{$|x!Aq0LrlCWxXk?CGr>ml=z#bpZELqx~}K-yq?$d)smrl4BxiN0ZyDv?-t{qvXn z>Lh>QR@eSq7iLX2P$WfdRFHpdZ7tv@$DJL z*=kkTUw1xOht9Fd?)a(xz5d?b-qG#CQ9;#}+R;5HWn~gwTABS4XqUU#Bi+!-KniK6 zmU*fv0yG*nHlsTcz`m$$*$P={=nM9!gNnUJ{nYYvh>sZLa^W%l`SS-h&U)Z>@xfXn z)Ck5vgERxRHqoKe~aEe#`B{?K6pyb2ZBHp!xzK*SCch5F9ZB zWq*v>dkpADHFhe%)O+=#JN56RhXA@^ehH;Publkyss_Xruv`G|7MKdX-XjdW^HO4$ z|9ukTAV5%@_*KJ~g@okxde5m|KC95ki7u z-}BR+I@R>!k9~2yC**X$h3cuFEC&dB5dE$~j$)@k$uz(md2gV=X5?$5$QC~#)lyN# zW!`R&J-~&eM5t&P6e>AQWpp5@NVKi@AZ%&C-{DE0G&Lm*fP&P?Tn07fIRLUiAI<}F7hcB`AJ0mIrJB!*oR^>2vhcd=O@VYb^3VHe$&%$(1 z#tnPHhrG5nuS-dnx4HsTyHO}ABGg!YZf^PaX8hKR0Y9)3o1PeVnNIVtxX|PNGIsX# zktx0|jmY&pd~g2ug=Z}V6J0Lxpj#SRO($e-_B@m=fFLKtfRcfpNP!o~Th^{BNQA^N z=26UoY=QJB?zYTc-kB>$kBhTjWP~4uF;h`qKlkJr_9*gT-uMCrM=wu1T|-+J#6N<* zo?r$Z?gtVD$*Vi-f^^jr;;iW9dFR07=ZCk8sZZ5+w(_#8Y~lINPoD&-ac^EHH}X*Z;=`~&w>$@3~71{}WjH+VGi^0i?xtq*D!s3?zz zHU0gpXf!uBH`?`pMUcv8DTaJ>6aA!3;PC#mk_T?eQEttTnzJv<&J$1)m!goR-r6_N zN;h%Uk@q(64Tzu+w_b1TjvbRWr67JI?na7ynxH(|hu7%u;cHkw!b2V+iZaGex|t4z zd!VvD^Um}@4T69gzTjVt>xO)%LNrj2IBr984k=0g^>2=8$3ggo)(76tAT+}QWPLD{ z7Of^kwY3HTF8T`Ydol|RJ5H2|VjYST?;j*M`VTm~^^vi7*5%)mvNM0us{S?~DGf;X{w^NS%qfofs*9 z8;#!h?#KW4xswI%wgmE^Pwf-HPe%_db9R0!NVnVIK9@@qht$$>%Hxf1tX5Co>``<}`KaN`g-!u#i@+I)T-|#+}hQ4%69;e?JJXo=wjiMH*Z z6XfM#ZIJxkB31YA6DD+=MMp_}Fm)J&TX8fRrUw7U3Dq0rQ#LA*^bqP)Zu*jAv9Aq_ z;P(j+qmycB{FVC+?1`j5OZBtUtnd!M>j=F>ikJxl!QI9Sbjgp^I=cBIu$%r;v@*Es z8At*#s0=GB`pHeIC?V#>PCpfS`5xg%Z}5XQEN%nEpd`s02!3z}D}no6qk9Wp(4}!y z?Rnfb@uu-{sI$;T#&CHj;VUp0JVnHV@>XwLhGv5hF-jv;rN;>HL`c;JQQXLW6;gam_(BR#AY?y>{d<>7@Jm)FYzP z!hI9wChiw5!3PamitONWo=vm7(B(=J!Q~+qIO;N$kqxW^>*`LIG7=1ipAiDms1dj=IF{;NKFI^C@!qJeood{^8>PTaE>^!q2c; z)*aoS27U)mJv zk`xjbx3i3sM?;VU8^f8nqLDM*i*1hki^LtSg6k6!OF!c|?&F~@hKs=K3FjFq^?T4r z8}jwTD0PvqZvl8Py1VVR8n2d&hhZb5qVjFMKuixRYApNc<871T-JVjFo8q<3&EyFk zS9kv=vHNB)hMQ-6kLw=Y{Tl`begJj_LvH(%) zk5;~V^-}YE#fADc^7l`32bNT_Gs_Jis$ow<=Yzy#6MyM2!82}|L2km&AQ;a3=WJ%?*$U$c&sy-w)w-9Qn(CCZ{DBiy!dn1} z7ax*PS zJ{Ea)3L?qn)-#LM%0HmW=@a%9x~PY0qYak_@=F`<=?Y#VriN!HD>>^UMsAyYWV3J5 z_43L`q1n`(V^V+c)`WTa66_ruBG)KT1MJ8~InB|YHM;0^=`c*!lPbiFg8gSMMbUYK6G~N zLFGKV4>Z_)W@CP_&IM==w;e0_icl*N8%yk-;NX6i@N2 z9RV@89cFQ5iz>WX=Vw^m4qg63L=2hVSOoI<5~1t34%^j)P9kp%!2|*-J#P;EatI*kB=8c~ESkRAExa zr2E9Yh^oGEe70IWx1Z$t!0oiXIcrfC8kL?`!}H1KZ=VUn!HaglrSx=kC0UErBezSI z9_}*n1r?l(Y5^5>AqN_;w&d2mS9`(K4pz($+H?<6RMhHMIP69;pykWx_-PMwV0A*U zvY@b#QWlr&GCPDjfnM9+$8eKFn~p7Ps{X$0^MwT`5t4)cgKd*h!+_W)N25KyOs_%- ztd=4kSMNLKFC(?n*xpd@BUUf^BxW(tBsK7g+GXChs_$EF**!kHn@cH@Zy#=CoH7-_ z!@Mh!MC)M>wSBEM*U4cT#SrHY9zL+jZoEMhP?dz;LdeR^&4*yL78(g zd<2`Jiyg02ZW;#~8SmL|tzXrzWA7fQ-JeyET88HLBM>a7^PReC3Z|nvLh-}h!n_O* z`?OUuypb3#6WV4W2$X8ySO1^4&AjNOVTJGR)@cXDGRYFVb$yROgNJ+7x0}yJ+ZO%h z*XQFv6tu*#flb7vKBT_sHX!nl&&PpxFjfm4*6^?}nEvHoirv z9Y)Dm;U)oSUVb$+>|e7^3#bJBW|h!BAe!7xy4mrt@ikwN`mfZWTqUO6w@q0LqoZ&dhzMJf$i{T3l<1!LFCl~`Sq&!#)Rp2WCk_vGFe*9{~=Y0>$LdcJzX#?$E4=i3UV$Q~NnqLimOVSwjU~BW zuWri4c!DVfEu|`P)uc4EC#grjd!G9+RXt3kF6;ZC*oRhEB(*Qz%XaEi*hB=J)0oYDb(VgTX== z^lx<^$QwtC_rnhva!)5Ab)lng!aod z3v7$uon>|hjPWUBAmHvAows*WGxkbF$xLTJv(fcD?E?`}(frNlwzmZ6>R?Ed?Pu5w zwq?%K4;hbavshm3Ft~LK@+xG_htMrc%4!QDK=4>4KMs5u^=EYFAow0E^{a+c78^xV z)T~>`eNQaN3nqR8zHqBiyCM;{KZ@#Hge!5LFjN)3er2Zh>IN*0pNo$oR?@@kz=FE61!kX@(bnprxX}K5(r1CHwYeF*PtNbk395pWRX^?z zBm^z;Pw()9ct4)n!!$Pi&{%4kbj{Sv1)Z!cvWnDq2gIUU5FiOk78=Ps{133Eb zM~Pj+_n{%BT6dK8UC5>bv2y{Z;1WTT0_P#Ti3*ONlAw%gK~$Ul{Z-ao%=W*{OP?0a zq8}?|M$k;zB%DBQjh^(CRo{AGT4oGz+r@BfFmS!dYh1x8V2pr8@!S)@doaL&omSMw zBG*cgSAsIl@HzPURVyH%K7vIp8*HjQV7~s(Qbu|C&G$GU+gb>j0^16+pOh?s3PbD? zfZQB$5=|k-)4B+Yeyq>DR1XGc?sODQjBuRmmO!hYs`(wN7va%N-(iU2Vub3U#Q5Bk zJGCP^<lX(076YKuQiPg;nwHH*d`el_XA9~)P>nkr>ff5 zOHGR#5JTe4u`Hn$H0CMNferG^k2|d%T+5ib;Q^D7J+^!&k&BMagtHH-hP4OdaEa(W zZ*AFl%kSSg*h?v&Ky*MMO{@-o4n}?M%$i0tpIOU~ zj1puEQIgAw-8&7I8>e5=7*WQVvc*5H7vYRi{IiVGSkNQD(*TsVy0dp8Oip#xh)uV_p7il|C}ed!H` zXQMn%+U7u<7C-e*)tr=7zx69QbA3SexrUclRfz^+`Y!O?>5nseY^#Q0!Xs}ytZNE- zd1tAlq4d6e`^-|tOMpi*@{ijrcxbsRTKal>Cy{F8^a(I4yi~#yqkEz5g{Ud5@H0Xn{`&7c$QnH*&|~GLm%Uk4!QiZ-;N0E ztm0Gg1i3at#Z2=~SQU`K{7~k2SkWv*85kWs%P9TZ)hG#y=C6r$nV#tQ_g3YdU0o6> zYLvE)jt}M0h9U@o#`#K*r|;Xh0)`0tBwA8JXeJMR{;Z)%{$+6kmrdde;A+m7_T3W= zqi7QNI`|gqjwSDB`GiQ2Itq8R&bYW}77{2@UxF*t@H}5dOXA3~zolj9=8blxEqR^? zy?jRUkkphRA|mg21h;(v2VRvAh1XQdn^VFJl6FV1tgNhLt`pr^nJ}g?4_M1L;azIU zz3U~I_|+qY0zcglx+F6C0Eu8U)^7VO`mJe6adGhxzgL#d3|TRT^fx$Q^bgbl%Da#C zlOK2o<8hvXB9&7p%htEvIIPJm&Im5OdSrnr3W08LpxB^UwMM8Ox~#6waGbm%Gt<)6 z_PYGLA1>C`*|tfBQpmNoCjOsY1CKBBWzRIocW$L7oX@AQhn&C4;s|LLj0t6l637v( z0TXHKEUfzweBc|!c zX1i_!8lAQ~!6Ci+oIGxyz{%b|KQ|YQr{Jpqr>tjZtiNs>%;}DXa<+ zTZl9xHmVF(0x%UiyXht#TY35UH;oS3Ur;F1Gc)T%`MA4(6(Hq92YqSQ*F!03iKndl z*5|#g26nIk27O$`;uL#cL3=&nma@EqHYc^FvR-B&I{xg=E`gu`5_B9qi9KNE$AdNx z2{Rx!_>$IXP_BI|RX0-Q92nOZl_j?)XAQ#gt7L;D7Rw4rEH++`#|i?~?q^|MI#NDx zi^uH#+1ca5n)yGOc6eAhTNaghA2MwwF!!MAhUkcM!YSYx3M;nv zQR|6P(tLy@F*N=IR|Hy?04V|m53nsW21fn-hOaeflR07MyZ??>Qf-b>BKt6@hs^}b zyWU>;o>ySZQP#SG%EQyvLq$kmw{vo;99KAmY}L(C5Wi@oC7H>WGSG3hZ1Hdk)yttw zjwfv(#OdKEDQ|eckwyJp~m2R z1qD%GpC<@xKru&ooG=9Df><`+9BZFkvaXVZYQb;wM_6@M+&n7ufq8!WBnv;@~ zxkm@CLo7Ippd+7CQ7yy6!?m@w+PmN&53`d6KNX;%wyvXHaIzE>s5ctA-r*uwKF1em z<%i3^E<;7&{?a1p*TBHjnLZA*S~hTvu5*zWMMNwsY_qEkJj&FXZy6YH&wgM?RLLqW zy)km)kPS67L>>LWKosO3E|308U4aokVh?%;TugSfcU{C&nxpa%>3hR#aK+Y_j)BN- zBb;ZOeDY zSBnTZikhO6vM6dgSVFFC!kr*5$fqF?u}@1)<$FLlRprmuS7~&s`byb4ew-g$Urlz# z>^3lf-aZ7Jbg(EURCs91hv)k+;idwwOG-5GmYSwkczJjPq?^Dn;_InNV{9f2Lh|tP zhC}ZU6j{QmPn1cK3w5v%q^}xw6lwqCEeUlkAO@8*HSv^Bk62zwhG||8)zcw@<$|U< z5q6vnMSLIdkc4^Cuemvgz`(|Bo&GhDna57ogwaSBaDp)&;jv@Y?Il`zZ1Lufo@i&J z8sYRf}D{T9)~%I#48`CCUjaQr=|6K7|FvjITJ(F&j6uY=0alD^qMb}%i5lCN|``K9({IW zc4G$?XW{0Rt}As@Dn>Nss_N>x-*1wHHRT!k+S_vjc82Q zEI)oNH%R56IzE2vBG66h@-Mn=COf+eJ*UyKhl%hi#Xn2Gu*ddfxV$AbHeZ{G8}oVj zbh2(P@@%U8x5}{WPp%vF3nh~3o<=S)_}p(yp$@}zA7+UnCUQ=D2 zxEag@hHRS2XSvGY-E3_E8zO57F-g68ESh@}rbsVkpk(C#|4|j!luoFf&wd8Wo}xT# zL}tvUS&>BL{1hO5C^8wH>+XO+Nh#pb{}<%KV*bmJ$$}gOk#+_!rJVrSu>W8zfO~PLqzmGwaBjk@$1J9 ztxfivMtNenc+!>Lo0o!EF^_NxO+`w`?K~oPfiwfwsEyB~-Cc>i$Fe+>7gT#7F^4wW z2oHVz+Dw9avtB}oua)wDij%@ZZM(x%cqv6~{FrNzFL9}SvsJnN{1*vv@x!{&^d@PO zje~<$vXV9tyvcHVQNd=+$nvwzV1K|mNL?Z#IapI8P9v*T>kd0}{y8y84lS-C;i#R< z13;x|5QzZ$M26*duI9YdcQ5B2YKP0;4KzemMur&X2G1d>&gVVK& zA7_69k?*Tl?C3TNknZ*fs~Qs`N%uP?ap;_9Em!RqVMp+`6^JA*QfRjj9KH(pemx}zkpr|MZ`iIL?3VaA+WA`Dw!Pm$LOas6QgA`Fl{z5go2lC|LQb+IAWo;a~=j?hPW z!07)UWMwySG$uf>3*j8wRVEXbH*WXjmT?>PgNz6aG=Xu=pP07B9n;9=GtRkm-n*C9+%k-Urpeui z;~qj^#+|`&WE&eB`OYD4$DnDF{}O72>UnJ(ozdYI`^b*3xl9(@%QrIb*^^5F7s%-c z7dX2%Q&Z$5Tw_=SJ9OrJ?PIUB8qmR$HnC#T-L-rGrhWPHLY4?e4F#21(_Mq3ZV~lO z4uv`0HEnH{%)b~v!vYqy$=-}^zRzjs^1*2^G_u}iD7`QYs|-E%uo8jJ+FcyqRWY*D z<>bRmN|VxJDr|o~Mkxb3=Rl`P|OK_S%_-63q zOxVm8K0ej$VPG8qK1boLP@Ru1PE{a1gV^BzQ-|C))B2HE9;5iOq2YT3i@V{q^X0^) zR@T<^4-uG|3l2!a)WjE9ky}6g9}d}Wh>7S3NSZu8)j?t^E-Ipu*4X|Ut_L~G;oT>v z1lVAzkeG;fWP-i`2molsl}byQ-J_o}%Nzmg;IrAS)Qm`gvJeH2D|_lY+XFDQR6)`9 z$plfs>%!)aU`fgX^GJXuTJx`lam>VteKaQB@M~XRUhO`$`T2{Rn2)dk1x( z(Pgqv&SI>9Wi`zrH-iPQvi0!-<6EI>g2U~3cGgE&8MXCfVx*(y4=)cI>c9hYMX^A? zlM4e5jN`}JsYCUuz-s6}z`gt?OU^C0y7w_{7GQ=|PzC~eq!gd@I-KR^IllB zaa3AdoU3t;P-a)gQoZy5>;ku)QIr7m?gS{4L=paTy>$-eEzh^EVC$i zOvO^Hl|>F!ABID%d1yjrx&{N5Ip0qQ5ksL7UEZbkxBUaR5L}a+qlVu@!i2+J-;fgY znu5S;hJ?8EV&C7K*=_R*moq;cfyMs1!d)DeEmXWf+uMhQr5$$DCm>ixBR(zrRRbcN00F0>z^l{i?FdB3BqcG9(9nzvA#7$`I|qMyg{Oa zWvQYLm&dZ8LiG$p1O;DwqF`iV5+M!2!{Z{gXMIEaG)qiEVi=Z2L$Ajk2%=++94Vv= zQbS;jz$*QX^s(m@_S}nAeZMX&n4oB&csDH{U-EWyE2ohL^#eruMD0;EPU?0ipHDK+ z+wY+JbOs$Nx3+wY`mer(ML-oUfGmO>G%nbSpFRO?8rN#bQ=GL!L8FU{3k#Lw$Fivi zblCbbqNLhw95A2%!^>yO!V1(P`7a4Izb8N%f{u8IyHhcW6w;{7L%hx@G~Ib~{);xz zb0cwBHC!fuE5TP6YNH`VCg92ptD)R)ZvFNMN6SV)O?9jc5(emJErlzoky#8L0707l zYtUPN3UpGsp!F9_qjc>YSDaGyh|{kgM)F%gHr?WJtu|~XH)R4s$=5fjd*CrhwtD$4 zC#rxyOPX4!O!ZG59@BaaPVjd#!{K%?^0*XY`D7_1e(KE!D3djFsgFhsGhdF^3wCW` zAo}y@AH?M7u?T|R=BSNWwd{FMi6sJWb!zi@c{rh?Yw9HQg^(#t!Xum}f06prEFeGI z)G^CXAefzm*uV8fnSTVd^&%oKS2rH9=ybjPOUhrsa{`Me__DflXX&Bn_e-9H2p1Se6g7GVUH87kH9^+XR`4a)+C#gU~M+`#RJD ztUw=R=FSzizDgh9=qDqu>ZYsQ2|T6En*w`i0SDI(A1h2n|heK3z z%Pr404^=KL-O27bk4Dbd(SYy@xz9&H)y>W>56o?>tggvJ&l`{tjOQ9Kin9Cz+VLDx z^BTwH3mkFJd3s?X%Sc?qGv}SG2oSa~P^iT*Z2 zmIF4zO6BL$BTESH&Hx|!&8f=Hkq-?F6vBX(o&{RqJvq{EL{$dM7CeJpt5drQCxQ=U z62OX>c$#HP_W|ZmwFcw~I@DR&trzd{Q3A$mbb}vmN0)rDgV<3&h(n za#*pz1}tc_N0g)drTi(@`8PpKFDSUf%BnKYQXT)E6!Znw0+->rCrda=2f<7gm6g|a z2d*EgyG+9%9e|4A0)qr%jsI`Rjtf6mZzI4cL;RvKZikfRJHC89xA`{QOhzq7mWN8Q zNVfIcw`bUUO=hx0ustHcljd*n&GZE79M~T3uAd){R?CL*LIq-*`3cO)PVZ?U&) z9UeydLk5?RvH1RG`*5T+4pEMSrwANH&?5}|?nAu6YM6V2#t!JW2jLbNen#2u$f$omF1aHeU1$$Ml{&c&PSV%30jO`1)qj7)Cpie#N za;YH1{ATXgu`$-AGaPW}J7u&qDDt?1pGkv~yp;ymA6f)K-@igy>yjbJ16VHmYN;l` zoG36;mka|rb}@mTyQTucbudCtq1N0k2gRLSiq|(tsZlNTNJ^cM`Hw0n<1Q{&K)#Or zcmfG(I4&Mkv`8Xrc89^f=r+Rs2hD(*pQz{RtG7Kj5 z!+9CAbM3JHMDFDTWzWLugQPSJC#V632fGFJlY{Lyd#%nXPvDBzk4{#8cQ zv)nh+@Qec))*(V)B_)jL;A&1vNwE}Ow)Xbc^WZwo#6%V1{^H&hddH#R;g14RB zo#5%Y{Q(Q9XY7QrcR@?z(T=!z`LuMT&6SJ3KES6Yv1jEhBqwYfO*1;AtVCHphynYA ziyazhEw*?p4?n*U!`AKc!CzBTz&^#+ae3ci!Tq&`j^apJ(BEa7CB&Tze>Jy14^)7)?R0kkBf&7ebS zLBGEA2MgfAZ_j%8A7=AwmG9hnq7x;k^RBR)|6+z$(bXWCl@`v9OxS-wA1 z2W4ua$R2DsEGE8-ksNIG4h-bv=|N#%ZBIBsV9(lm83(VRiQ{pZ;UUBQw_!F7TYDH9 z5S{@z=d|xr`weyp7Z{F$_&$Fq^Fb?29NH$F!2M|^fR~=0lMk=;R^eKFQ7N%oQ1yXt zCKSXjsh2g*gQH&4j}n~l$5fb@KSd2(T}YJMWiXI}pQ+ycw_F2C>`txMs57I3gOGu_ zK7wo?>HAs>(qGH?18@KqxLWoTU@49tImoS8Mvu3PAovaBire^Fbh9pw@HqHDtVFw2-A@oLqcPF- z9%x&Uy? zKf?0x=%c`9@^pp)hl^1yXQ<8Ng1}2yn_3iv)O3Ud_;VEYtOEsyg@bLc*5;;Jg=C}u zmf%lvtu|>N;!>p_a-WBMTSiz+!}JK=X2FVwE@=L!rvM$uuS~ZMO#flomyU6L$8{xO z-ML>(cEn(e`#t`)oRQ+|N&~JZQFtr)0Wc_FO8{b$NR?m+J|MGvewkLovfLQnZpIaG z1+LfIpZK89z&RWWY2P2Ar=<3mqWZs5Xgr`r>Md9lWK~D8 zr>Ut{!b*Q;K6Z8GBN)L{DCb??2U{m+=VEP7k6$0@Pdw#6dfzPPSJbQ5_%6z&dMf=M z&nfb?60<-O(%WJ$%rMD$%9NlWSS#kAlDc;%0|%3uqcq32*4cpXt?oFp2L9PXkWzFyV zg@&paS8boAllGTlSt5Aj2hpEL4{7VL1Aj@S=+Ws!)&z5)3Bas-1OQzDQvj8f@o&$^ zxIAT&&cPCtT!+oBOayb0NW}+AKt)zdx@nvXZFu~>KU5eVet3ak|A z0W?9Ket+H`y9(;VvX=B_c;Q@vSdgm@4A2qaTlnF`T%i$=A{tgR`9W4u_1#w)X>Tj@ z*MI%??PF`K76g9~%Ya#X$5Wu;{|nTI!MF;9g9MuG&{{preIV|F-1pizC{!f6-R!@7 z>>-fS)&##{&)xJX)*wgdVnCa~oKtDEwH0{Z06V(~JUr@8@A8fuZhJ@3Q!%Cj1O5Fi z4R@&`S^B0qp=!4d>1)5CQ(e(G<9$z}!iqp#!Q6eQ+ z{+uij=Uk$&w_GED;6JbYALumCc?g|CM;9={OtU z0XVmgvUUUmEeFbOVMjpBpmp(^0X-0$BLWTXYD1`aq7C5uKA3c?h8|(bP$p16;xu=U z+mN_THLmG6D0Q<^@GeM~X`U-Xm>RW#+@xP=eG@jj%)Hf|e3aAbh@lKrbL7TmP z7)8F3ct0ilzB@6Tk$g!^>^!=rNFn1!lK^Ke7YWb_h5ET93h)Msz;3}oc^Nkv*qZ+# z)wKvbUz~#eC!)liWkz=Q&i3{t+p0($oxpcG=p6t!%@jK@L;F;#u~qg-&`b=jZ32{q zFcW0A&xHo02Z_t;nTK;r-XJ*Rw;#^H!knpTrijR*?wLxkn}+!SKM>DDPzcqRfLV6P zOFBEck6&eH{gD;(lJj6(F9dlc(-`M}) zyh}KI;sG2#mrDamI$(=FN$Ws*gzoRskbN9gk zI14Jm2575p8+R9%KW;E71Qye9^hx^n^vbuBt^x2lzgIc4-0XT$@=2tvx4zI@a)0~* zKl0fJx7?I*a}(+i_&B689-mZ{TpBg@7ZW@6DF0>Yf?yDZD3Q6rMI(2`0k30i{0vOI_7N_g7WmP8AR4+2xR$qkAKxdl}N(8PL&~ocN%_Ln{HMLhFmxU-Szo%Gzp;L|eMQ@#%xC z5G=*i)YT2rhV0_z%G36E6ue$Mqr%$mo3Be3>@KPswb`$?{__1Jn&!RwGqj6s+I?tt z?bgO7jEz9!EUq!6nEPsv$6gyp+T8Eott}-`Ko$qg+e6R)-dffiZiu0B`w{fW!KxjA zRfMvtaN&oFnajwT*giv*l;QHJzBA`%&qO|a5DEi-y{(PbL~Y*jP#QQateW z-qLRLkDMNwk+1?{u zb}bAnRaK|=ZI4)y}`^qI|QN!o1>c3{wKVvqTso z8SIX2V!QF;IQ#0ZeVWu}A(hXsZH4cR0=10`dyTh(0;7j>wsPw>KF|H)cz+qsVdN+< zV8f>BkJk2K?n#4Zu-@LosL|zzEM-4S83_iMW~5(Li8rw$ln>%FvQ2PNtXYKz23`%;)=d$4N#QVBC-e%po# z#m+2Cg6l3tOyWvlPwxS5&+hxmKxi2K5ARG71Io_#QP4qvjrcgJ1^8bOB=7i3A!ZCv zYE8S}!svS`!wr?svbExGDk><59TE>2o>$A%Ov(yZ1XN;1XIN2(F$L5WjzyZyFpr^W zU~OY-i`0>ag$3|&)h?WB$m+BTZy`Uss~cXl?`(;|1TY>H<|dD}h^62fFkRLv;?+ z_d6!TE(U5W)|BN_o$unMT=M?*!$on+VXX2*T@Cbj4|W0%7T*yI293kroB5!lUq@+~ z*58b$@AJ5xRcD)fWl*7N$t>dTx#+S7EDZekpJtT?%d^a~A;gHtrn@{9U zh$)rDV!`1BTHJhRgV3KuI&5Yt6F<=mY_;6mJh%$ZQ#^V{x}sOaq%b2C<;bFthzZZT5+JRT(zoZBPu(xK~3t1-$% zU*AlbT`q}9w!rF~j4_pBOEAfgMy1%D*9EgDL3sfE{lZTffFpr%3RDy=U-%xkraz{0 z)Dx<>Xg^e_8854SQao5PuCB*>*zj<-i9Ksb@K84F5uW$-t8OfbaTAjwv7Z^e%FT+w zwq}!KxFLLKm?$8q*h%C=Dj1RJ>9JzIfuX1VdjiXm2pfNY!xa9(?rx}NKwU~~YHBLe zTMXw>RQp@o0>*(F8j-aD7JpqJapB^{EFE%W+^4}$6_yO_y{qhrD$L^U*p7&A9MJps>XTKF_Mp?M7DRr&wWsOm z#>VkmMVkb)9xRy(=q-4G`(q6vu04I(SC~1<3|-v z>hW<|SG`cnq{htwj;?Dadw0%0{50IgXsKIMWCBjJ9#Ld^Yq~Tyf7@23M#(4X=6%gPeYQ_5z4WAA`9$qme`YtDCc}MtWDB7G;y>BZr-e_0c|88=u^Hc zu-=Qc2a@#G^NpBRmp6Y#xjnzmDsf^~8V(uf?x2yp7Ik@xia)l~-(P2fD|j0)bSStt#JTHbNS)G2Chxpyg5*P+%Ba% z6>uB47v3PPb=w<#%a7L7QS8yYJE8~cJKBPp348~Eb%uTV#>P5}abV|}GiU7!#)y=O ziHSe%lLZ-y-5I}!^oNw{hYOLmZeB7t6}febX5ClpUu$?mGUaX!=oaVPY0Ag+lOBkwWA{OeE5Ox>O-Rp?9oUv zQthLqFYcym%F9F$8Kj1o zq#S*krAneT1TiBxn1Jma9Ka}xW%e?&^gr0!m}m?!mZ1%nk@1^U zO%%MkNbU(c>s~bc&evHs{2TYLh>*ySw8|>*=oo|7Ev+o#6t}i-3S(zBx>i~Ps30W) z?$DjBt?9kDUp$w=lhM8T@fkiowPp8d(Q|_t#^jV(!4oO|4jLRJOr`9|3HA-(I9|+l z8f@WjA7=x5%BMG}Pmb`4HH zxid`}{B#AuKZH{B~O1B{6Q~>!U-F>cm#&%pIY+bnxr8*WAw7*R_&iYJvxyE&5QTF z$AX67Se+wXW8eDP462dIY+&))xfU*&V8Ayd}vayX1B__UzVsIIIm zJ{1Zb&46uuVjncc-8e=-MHZ7&YBSnU|Kqd>lh_6rrJun=$vD15ocnw?791~yeQdr3 zKHW0-W9H%)XE(ln!>f+|B)qnP055<+z>92QJ*z zybs5pv9X^$dlc>p_64a6nkTxM=b6RR&r$TK*bgd%?}hUjsKtMtR3uX(dzg`NhVL?( zB8WlYk5U1gH}?`Q_QbgmeEp}#?Z__j9Fu2dH5&Sf|Llm|C+_L82C(zB)+lGDcU@wj zh$lct4=MQs5ltM}e|uf}oT&^B#4VCQ<=p$h1732tbNOUep4xUI&V)gd8DW)guba}1 z&5XI9^#+q-p;vewKqtPtdMuZ;Pyx*f9%FE}YRJ5QTw-E)K7ZOc*@kvN`q$r0APTLgn`(wQ9KE$&Q{#pixWBb^zPoVgYcg`#c(p`!3aqw*HR5V6w7 zk{i&&l55z8Km!7^ZyP&nv%1-8Oml^$mHl0dy?XhQ_y%^aU(511?*RI_M{ax^Bk(&l!>0{Tb8wiGp zjG|5!^@DJL2ps=CH~0qk76q?;;E0~+Xo@B=yCH{#nVEszfd~#rfz^|xu1$)6 zL8aX*i-B&!JZLH(b6JR;L6+#G2i@0i=U$QE+1Z1WIPcn$Eg0-vX538O`dmN6ylHdd!NPh{F%3D})|-)0@?K(7EP(DL({^ ztIu#=J@O(_=M$kWZHqbUW8@SjA~7&&4L)5g!>V}wI@>)soT4SV*bfdK2aEMBPIL3F zng;6zuOjttBO}uf;E6G`vY9kuQYgkJCqv^{UV=p2&BcZFzVM|TxUzy_Jc?k>=Jqci z^Xtt-Lg=hog!FB$NOEzt%Opi65=(-Mlw8At=FR{eJ$-KjJ(FMG+U1pcw*VxhCC5M( zBb$h}^`I%N!Oy)GNq2?RHrFI+Gvw}FQh%GXXbMaJ3!h6qJlXQPBNJgJaCGVQ>q~N% zz9Yt^T4QaT<~6moa1t1W-^D-3YhIS?7=PuQ{T;?;z?c?IIC`JQ1l$wYU>@NNp=NQF z+mxCt__)it;DYGqeZsHFJ^A%ygu#knx(in2=zFInJU_ZDx5JSvbekRtx0FC!6ON zH=ysq*%#p4`g_UD2~MtQcysSauQ?o`<(Jw9&u8eUJ>2luzp*m07S=cWDSqXQG!&is z5}^f`&W`xu{$4s6>*Eh|Vw5l+qXmkeP|yFTvhM)P`G4C^ijuSu+EaI&b2byp2+^AF*JectxFp}?%ICaqDc6o&j7g>wbQ3N>bJ^X|F-wp%r0u`no&ct znYc%hktxp$%JKZoHH5{opJbU_q)xVu&-$rut$Cf~<9=wDl#JmlE%nUjzyBg5*$|F8 zhPKC!$`l9;ij6~rRl@EXBa}xZZ!Fq8t!!j3+yY&8Dvc*xq&hcm^{h@#Q_kC66*Ye$ zNPmy00Orbbc0I163^S53Ro}y#l*BJa{lNNkeJKW@o7_6S-RPD-#PW_W7BY_@v?$yX z!0V+*rh6`NR$^6ppT+Oe3+d_aRr#G`Vq+7*&83BCurpM4e5A#!CZv2=F=_lj+s>mH z1nZN%fFw3a+!10{`}^*uiK;_83{uqa57){Fz`A6*u2e z)F19zs#u!)_JFl}8Q-M5 zv?J!C;J{>UNDRK^$;*ODUUL)qs@V2nsI=L{ea4}^c2~)g?oL#i@vrMX)AyN{kJE6| zk+-;|L%(8TEu!=cJ8kpr_=@s!;UGDZ@AtA662S2TcGjUw#d=b5{z`lBq4i_p<5dc5%^#T6RGf&yaSpRY zA?a;9nF^W>fP70K~PxOH1Ei1m5bJp91NXi)818FcPWd?uDmMpSrp$KLj~f z^p-%&=8j+Y6e&1xw9ff{%W50^P?3`&vKbY@kr~CL7uF(D+*kGg8HEZc{1QvEd-v+qQw9vjKxgTq#*8Z^22?dMq@P1Ttm(foC@Wt^QU z)F-&}`Gov$`>O$Lfwm9{D;zuq(Usq2mpL#KY37o(^`nRg3^u6@=_XpyUV!#lBQx9!cYvmi`5|q-+q9w3&VZA&&li#!(sFVvP$9A5z_<|j zj%GJym=2SoE1uv~H-_ZG%g2dYpHWmK5weH!2K$<}ON0>wNg?%knjU8a8m=u@B4{bd za69b3<_9k5+5Wu84m}|bbK8fDDuUS22o{EYF9=fUc0&YuM z7O~*Kz;}!{z(}0%${%*va-ajr6;^joPTwOTu}gYF&3rVV)0;sV#}I;CwPs#-6xoZt zSLQ*$eSDR8xABg2UN$s_J@O8mm?AO!{E-rl6=KoH+=HW|L=KG*^Aj@U9rbDjU;QeV zlejXHzOM@HT8`HH;KjMzJa!-oCvA?J>AIgTbY`PoI!h zOu&b6GbE-6OIPH7?oaZ)*?9VNu+vL|wz2USMAk8# zl)Q|TyLQdCrrmcAZAF7LC~%;-ox_`*TtDt8<>qYX<>)q0iwYi0boBR6C-~9&E z{2PK8%-)K)xt+seaiRs=d-B^81~qfc7LFiziK+cU*$euCEnSN2w6fm6zC%+3KWk3Y z97z!nzWQRob!0)0Zj$gVLHveIoJdvow(ItRCuz>#JzgBlBz9#2iipT=pvUkTBE!me zfZSVbi%m*0Gc-I&aW^=aC|!N!O0GpweYI$|gUJ?>W`W-KI|L9VK%EUS415hZtb75g z%aL>xWNjaki{DHqe32J*4%R-*s^U#6YxqnM-k#2xCAL`{Bd0fK+-FpQb~= z2AdJ6oBmZL1G-lFY7rA{88rLk6hCp%+Ir^j|2}7~dPP#gq(kdUT@feSP=G=6@Y&^$qa{$yyIn!g&ox_dt=SJ{j>xyaAJ;lgEXRGZH69|Isxd{-3CLP5io} z_~(EBNyq2!w~3kx#4n<*0`cqLfBjE>kKg|N_MZg)e}DUbe)`{U1Hd4D$bWtN?_d89 zpS~EE)wz+6#Uv_>hq5W`zF&jd@;(vsfZ$;21+$k%-am$F?%cTp=z@uq1c9P?>W8DbrK_T83kzs4;4@!0-0hH1!G4@o?|B`w&73FeAy2T7~(m_A0c?r zNjV8Ela%CSlCyu-PBG5*{C?Hz*O$T9of;ioT3d0!;aVNTwOU(WhbUGD?ih{<+4k*a zB_$ZG^cC$6wD~y2K)}#l>bO7iL2tz$M_<&S|BS!oYuZ*ca@l!~irJZ+Rhw-Q0CkDAAL3fo? zP!UBdJS2vy-n~N_rddU!{1M7UF%BlL9D@b3*>@J`l)QWQ4w|hQX=z`2dT91bH1zkI z%~wLxPr-BE0%KrM--3t|;%`KN*IG%!l(rnz>NQq($D2tf2&`ZL@yR zv!9@X?hllh$JX(nEqfrba)DsSlxIT_ZV05og?;_{HQsQ3dHFRaWFTj>ZiwNaziX5D z8pQ-C#bES_%&}uoFFc42uuq?^!n+;2O7bx|%#(AWI^j0il{?iYmm&3fYa4aMQa@2T zime=)eziYuD-Qy+g!&e!(0tb8oZOj2&}5ae{n(4xfDBzyS&lc+6*eEhu*FVugq}^d-k5(>ov$2Ms&o zdqXN1(^XyT8yXrQ#|G_SKnpGR_(>GE-ELrb%r|?8`{J#qLUgLA?v<3Rp!A=*@v6A^ zGuUSrx-cH2-F4i_$q5qcs1q{qYT~G!GBWxMTmZOd5cU4$sSd%alF!(RpWna#!sKgo zEl!)k3I@>PM1X?=L+riwEBv(|=vur+OUujesku6!$%YsIk>X2F?u&3AQCS}Vxj#}Hr#WlNtyH{*;8iaC*Sb|m{_B`xu1z?$uHqOs`>Zt z+ZT=#9~C1@@wOPl6EW8hm1&$uw85Q_c~SF{xm218F9Jyp(?LfqUIkSuLTg1c@|%Q^RI7W@9#PtN1JVm|pi=DvKq zMY70#tJS1C-sR7}XH;^uMTbw|;zS%w9DN_WfAIu#6VbE7)bC(u*qN!5LPq))k7zX9 z?ge{{&QhXe_(by)oUjyz-%}#e4ZI>EFVm~8plvpfy6Vct5%bR1>u2@#kwz~APic_B z#3btr=sVKQ@2&z`+u4Z_^Ho3?5Ev*^O_*jhLMsD~T^s^Mb6%OO7@6v~xzP|mknG3Y z4rmGryeRc8%+G&)?ITD_;S0%l4ANSkwt1HDTQakut(kQlYE4KS(c_HDwcqdMXE{03 zFit-fPmy-EIKUY1I0^bX0>MQRBwd}8Fx}36e8OO&O_Jn`fRT!qMoXfi5u~r_f(z&pujc8 zuDE|K_f*(ibHT@oRx8iV9l|WoSQ-ItZZb+E_oNL-;~7`_R@AxYY^786^pt8-`~eo% z!Hu`rjuthqu4m`?GRT9MKev^T>2Q_rDhO{Vz=xuRLq_={LY$o=9HqdUaFS}>OWme< z#kIO@aVsH7h9h5hn+>)RuppRYzfp0tZj5z9r)W?3xj;{EF2DyN~p&`98&`V1Ptoi;XBIWU&-RGSX z4>$Ln8uRWwc>qGhyIriT#xOd9YR3*%1z&Fz2%rZ2MB7ID*_}czwgqeKI;s>tjfH)a z(oeLHSvABUw!;Cvu{71OIP99Hb3;@YLDD|ic%XT>u)+Jpv*C2+Ul9>M=so|lWvjWl zId@N+(%GY#cIciPA02J!s<^SF+rx3zzyQ(*KygR#0C+V3xnhO!kytf2KzJPV8xsY& z;TPNew9(%ff7G%LQ8XrE7*_iFq*wOi96|T20>L%3>n@bKs>!h!i+fnp5ycDvD7O2# zOs=*mh>H_YAc7oIx!2D;3_Dv5orVet7PbNNurxKxeSR0g&_+__#P2#J=7OR9tM4%5 z2@d$4-*=!Jizl#@mJY}H;v##Ej^IQ zX+zVpi$z-X`UGq$#t<#Wcky2w12gf)ukTMJ4h+NcL;BX``+$;{mluybQU3<|ta$UC zZ1VB17tkGOH=?M**@6|3fl_W2jY9SN_l9K^;o&WK7NQWC#m6w14le!XlAY>wUC+(B zRLSzu{f=KgNDp!HG~bdxwiXiogv?RaYxx1~QS0fLYFBpu5E z??FS9Rv9t4BqYvnq^|l{i%0?|)Po}r`-iCz9ZDuMO>HN#h|0B_Pz8hM!BCR^O210z zU&{J~?<%~ha_Usu9*A&76B=<>$O?SX$r_|V*ELVMENdkte=WkKA7TjZ}`K!yg9YpBpIDFoYn(L4)3 z4s}QZM5zG_|Azh#tPd62r-vh~*mF%mZstc&zj;B|XLQMvLv;kUv)ZayZd+&M33Vrtr; zzpFMo8TcRMFYBO|YBYydlZe-0qMw)+j@sl$@l5K!icCtvj!mc#f=_N}tKYYRzu_(Wgnl=TQ<>KPv z%$1)I5&VHhIvgyV;)r+#wS4Kz$e|XO@b6^(4Bdd=H|a}xbpC~h`WvX^!rY06&Bqj} zu;VvG*;M>;bj%z1O-xk;4jJnSsz!Gp0PBOl@BEDmlLB?HypL-+nVBDjMSaqOzWfv4 zsyVY@8r*`@lEJRu-dInIt6S3@cOA(-PG~R6M0XRKna>#M@!f>+3p7-1 zoogt-P+l0;*wR=`t1vJyC_Lsg+bfmT<2uoN^EHZwZNE<`=y6I0#Az64ZKC4T{8lRP zT5I9cJ%%U(WA;A6MM@3;mk{-~*dXe{uf9W$-q{)b`wKu{SVN#=A?JJybaa%=K4yJ6 zDj{LzaK+{!t5u2>>CJ&qg^htC*Q|TN!HubEk#;4A8t~&bw(mcF%#_&ryD)V(1OlHM z7X;GI|T4cmGDD(xeZE8lUqS1It7_Mf=4`NdM&FU&eR~ zk)ub=$5bK=Mh0wco*T-o8gx{)BqwfcV=A&eL6(2DUw$7hlZ}?s6cR=F3rP_X3=hh; zJG@88WMpbe+IP((t=`Bag2m=uYt@zZZ)hIFAr^mb*7EekeGpf(Q^gQepO14)HqoVu zK&BWGF*G}y7m<}C*4lI7_Q{X~o{$X3wc#XfsoAN{O;2Ri;+^l@zb|;?h`Wo+IT%`1 z)jN578tWgWqMBsMN#8;!_TK&blSvKvZJ2F`z?WWV7nDcO8OkP`@bV%s5y9}Ix#lOg za!rSDuNTP+XoFZ~S2fhtG5Heuk1q=g#lltF;py z@IS&!J2qXeq^FBHgB3N|}UR1R;6ya_(JRROpY1qZqy8hXEAQsC5;9!yY*5`7)t zRCCHqlws@CYKp?qqt39Qh!Fs;v>~N~F$5!p{(#p-C8xh!fCI9a1#3c*B!ONL&W zgaj6$`)HYL3#S0$*T9{J(P4FNtesoBUkud(2BhS`!P)%rfsLGW%lVVm2zd|~c_F5C zauPW|;)tbeD7}e`4Ky9&Hn2w#gmdZRMD;&Q2Nw*0ZDCI1o|tHWU-PCJL}9K+Bj{%)}-!C^&Sl zi2rL*WP^w~FspAW$pI43%iH2M6Gjue0(- zCY~eMr6syiuJ|qj@lJT}f#-YVZRY$g6f$$1TLdQ%wz~3FZf=w(II1JtWj@oFCr&gZKQlP)z!cb<3Stz5K2QuMZD&%Y4rdRIk~vNQ;&>@nAoO^ zy3K==k=V=pqDz5(=vv`kBWg^cn7-_cAw|E|5l$q>>-NgXQi z5u5YhzXOx`gf?V~z$eqrW3|om9OY?gX-FCaXyNV<@9I&nNcD$q0P05Z>K3gtf`v~1 zXGqv6sHssNL^zx}dY1d*h5fp&4~ufQAHDju+-dkdQO_IoE8Iq4gOgC?)l=$#K}3-L z6{#DXA08UuFwq@dmm3D?(_$+!(%@oXWTa~L(OB|)m+iHfV5Lj*y8vIsUjKsG7k!1c z3_d<6yCB+UP{#jL-ck;OA4bW6TfgJXd(6y!AIjzj{|8lFl@ljg)B<4LHOsUSPCPPv zI|_(^IOY2l{OkiGg28sPwAz>!TD4N2FGPqbT3O zJ7r}lmsDe5%`P}O0EW041)ai=QB!2meL4*%I0RfrFZFuD$7FDkY^{H)Me-uz$lo{z z=y=Z_K0aeZ1B3G@7=x)Wc^vbXW?NFWw?$BvTP5y@{@U(mTx0$Np&ueBG*$HA({mg; zy)Lk=gM#6;xgp14fz|EZM7oLoIr>{!^=H*ceG$5YA;HOa+Ap71Zuaq`@NlJ2C%EGL zq9-YDzs=0#WM?lf$$l4W*fy-lZJ@6&9LXGy96_S&sbDg&A^YV!5Gg)M@nd<}&|@Vd>y+;bzJs!E;zBvVzV~B6?{5;p?ohB(~0|fy@AR^t=*-r9fpfjoYdI)q!|WfkP8yN`c+o>4%8eR9$7!h5v-HuXUT4QnV-+Ot^7uo zqop=d-Q@dIpTB$&d7>J;Z$DTRIFj7fdoK}2a;dgtH_9@ZQQ`%nqHExjWZ)fuK#96s zpIlAZ1pmx+`7>OMs*p@eT)pC|WcJkLbB~|fD{5mkmt-uFevBaj#4%O{2jy@qdevHx zBYAoKMvOlF({tc*47FB_v!;Nj5I7aD%l+~QIeF?7;ELj90=sL#wmk`{O5vxh zR8*<~$5C(qWr~!hDP7B;>)-xV8MjHyLfOA-W2eBugLhw3P*8+*KThpdjzHZF`N1_e zSI!0f^2PL`dV$^d5mqch)e?I)nS~Ol17gAu&y^W^0>7V_0yqwFA}4~ zo_%9g5LML-zu z*+04eI3u_9oT+I%G1+>g2Q5RY-G_+kp8%wa#Si&m%VAABL^H_QLVZ^xyMTKYzHTcN8%tlI#j{S~MsrOW+Ha{^#>wdorq{Nq?aeV3SZi*49YHM>r*#hPl0VmNg zzq*fgD}BpR@TO74v-`@F%@OsG0nxfowX4}BX0=u9 z9O*a3Py-|$Nby_`u&5&Q70T*k+l38B$d3$Va#Ux3^?_4n7*T-)8wL@B&ye;Ig%l8Q zAX)3H^kW;`ZbKtQV8^EDE`&ar9vB-PH7MhGMgwd!a#eG*XbJ@nVFd*T`o*V`lFbBt%M5q{q#mc7VVQcebg$kVj?T$MW;nV^6G{f^txEH}LoR^m|cA336>p%JB26i0z-`taeyo>y1fxSndIAdE){&62>KxT|=)$##ngKwn}v9{evrmjqCL zA|n|%xQ`r}Lvvyof>`|HxY8QRs(?*lkO7fn!0Vm8{icyVzW_ZCaCKB)=@Tvd`h0YbZ0;hI%&VTjl>gN|v z5FNdI>E!Dx-()~|{d-o%go=}K$K#R_B02{oZj8n4X+aGerVwpdA&U&46%{Rrh@eNW zPr1k25sVfPdU`eR_HF6|$Fy(pc_Qy#KjH#=1J)g{uooON19MZ18kwvjZk~|Gox%IpBe> z2yU=C=ZuXX$HoFuJFrKG4tcmkEB>7KG`=%FJNp%sF4%~y70Ghnb(6Qwk3jZhJ*0Gf z;LR2pnKIx!q5CC?=$w#A;pa*}1&8s+!k0)nQi-uKN(QnX*DNi0B5Vi}j=ktFXF`Bq3E0NN8z362{PLcp^kgFwLm74L^V3Q7)*uKOjfBn#$wcz84j<7^>iI+e?)Ln&)Kp+r4c*-!iRDFT^nzD|+zrDZkeKdwD=f`}gOHGbLLchK zECsbWr(m_by}i$z2?1sWOT&HcU6O*I?|2gnsNq0%kHLvo)ipJ4i0%O%0fda)q{zz7UfuXThwX(i z$iNO^C@ji&LAP(i^3UM;Q9lR9O>ChBFprc8G#O<#))P89;Y1+^;+H4NhDaFkg?S{3 z?3ruN0sJA5z{EtU-^MVd_m~863Gr|4<|dZcP~}`b?q#QhpAHSxf|tjvgm$&_#g^-U zUtvy(boc9uN}1b`KT zFUsv`tt&rQP9OuQBi?qB>vi1_d0%T1m!85 zMFd>aK=oDegCqhL_w-0e?!9>N;uvlvCV(J{uaCc!>9lK_Wz|?{r~vs z{~Ss`MxJZ}YY89o(EG!eFP>PjW1=JhVfceX=ZZAv6Oc4+BPSnh$ozl^8P>IW4O1nE z5OaKVEN?e%!LEH`6xQ2HcB3xeycuh zX1qZLCdP1_rWolb3fTx}CzGIQ*N1~vxLJ;nw19rbpPVWzKFod#7Dy-}EbPsVafl(m zwGB@}5)I5OV(!6Sks*l7*F0{~K=>Nr*O{gF0X)=<6LK((?94#paNOFLXFNSUkuzU> zN5fLL-?*d{E(FIkEPm(slUt@#Xb30*{t2j4e!3C4!a&1EIySaS6oqTuU;i4Sir?)M z6%)h1lJV%#SzO#}Chgaszx=9mZf6*XX9o_%gPk9K^{fL~D=Y_+6b>oorsLa7c7NZ( z)uI#yU#Mqbz_Su^_pTbshE7(Dex(e`(2#x5_Vf{uxwf`8x+HsbQ_};}EK7d?bPPT~ zw0m~`H0(dJHoHwVL4JN%Q*!!eZ{=OF8d}ZUNY}>fap0k{c1+ay#grvnE73y7@2((H zicoh_eSK@Nd|!Fj0Tvb%3f}j3p=u07#G$Wr31+!>b4pz#BrYd~#7>)rWyA#M)%A#3 zRe}25?Xvq67mZ*DiNV-HG98<|_r)bT15dt8MC9;O*t1z&Off8%>P~y7Zu(U5tAYd4-P`f0&A^c1@)3P)2R<{d@g7e8yz~Ms#*-vA7Vuu4;YDz({Y_IE*;O>ui){006T(u zG4fDEkf>4EU>*6AyoWG+TafQxg}qtCZGcr!Te^Y=z>N2xpi?+xh1rLG{rWMCG0g~t zhK9_aXd6AhAcu@m0#5qd=kTtqNR)Ws%aIrSoa)G#pLgEBKMoWwR6y;g{rBxHr&8u9YH-}G$afC<(`)>T^bx1XhxN1)I?Q3 z(Zi$Shy6qHtmRnLMC3i^5o$g!EYxSGjfsnsv}^x}T5NrN4$ztIg=QVCJcHk@{^`y_ zzbf}rD)NAoU8N3rPq$&m-OS8i43&xMD}sVG=1vIN@sMb>s5zYmj1=Lz-~7nk_^Vo~ zsy4qXLs;c-p^@hxi};eN#xU!MlxY)9rQpo#d)Xip5w#x&+BmNOTFUj#Q@Xmka9!Ts zh1O{@su0PRUuw4EZ~?~?u#PuJD8Z5a^*(G#ty?mHKh=d zd=PUUE^WoxFh2F_;#+?^zhz)x#z`inu35Ra?0Sk&V6-0nhT(kp+;6ZN;^I*k4D@kx zz*hWFQ*+R{LO&+Z7zs2$cENFdC=Jo<6&`?t7tjho(e=WMi#OY=Pg2;zg&=mbUFJj| zE`ye*hezh}hu$*xP_LWaudXT}bp7WalFmw?^|fumS=|;csA6<}06TfyjD9otCo5D>DF=px<5Nvr+XZ++S<*UJNAGkP11s5n+uSMSvf!Qlh;T4~9Ltg^0d zMDA5UpO+ny;^V#1{D$!_D`n5n%K{s{c6_=mBXr~xBv{Bvm4cfB0W)BhyU`)T^0;Fh z+$bg6ACY{{7ayexHqOLl51fZymerM&m+~7uS1S)1u}R^uudR7!ed6nkM%)sy83!oJ z=mS!h4WM_%+fPuS{UD0)3j2=j6Notjln{iw^dhlC#@$8)yQm@YSW&A6+8wvE)o=Q( z{n(y!h-aEt;PBz5`ufWi3bw7>9bf5yVFQCgfe2xwFAz|`ObgF1RRz9$?E{vLcW;z{ zmIPv+G2U+IBoKSn=G|w9hZj&YSUF)3#h2LK|4ZFk$$Mn4KF%3z8>62c;Gw>9Pd#TE zg69O*aww%R`3un#kQ{-G!rJ#+ z@FT$??>>AW(v_yvsv6`$_%diS{K+h8)h<5+><_g$(;r9H0Sc8wu6*kzXgEk}An`Hk zZxZ0j4ycO^HafIx#}0FzZq!4-89JEnf+<$U)QJLGve~6SqMH1FeH5|T|Iq(&Ha9F0 zGIlrXOZ6iStK*ms)YzamRKS<1DBjOM6wp69*sGF{T|;tlrZW%tidH(~(A?Y+ zdr>Kcbhw$`ua3DoWGIz5->8my^r*lv+6FCt7At{X+TcQl-S~!dBzj2(jYOle!>DQ> zn%9T!)M$@MFl+1dMKJznIlWB!arqn!NuqFyJqu2<(%LPT6# z{i+=UL!_O(pM5}v1$1MLB;DYnP`Wps`$(yZrideMpR!NOW>*l`NI&lKoth!km4J-Y zWqk-=_-0h%%u~RY#zwrLzxai01iH|t^Ckt@#S6!71U1es(MVG3OKZW9LLeRa@S%#= zjgiq&l*w+L%VZI?+WE5wbJi{8$T5Flb0KLnH9fu6w-!eXIaFA8po~MeSXK}*FYJs) zB`?}f0%g4V)sIB@r=T4Ky_vP=@F4}#A7|Ih=6_S#(Bj_4sTRv^fzxAQVL4ZH1?RdC zt@kFvqsv9lfwy2*1Op4pY5Q)NbcEh;c<%*Hs8KKDT|ag6N=lyXq#Tt03`fPinG8O7 z$?wMse)2z6kie{i>i|F?HCPn*BJkuK6wBQ;jL#Pu!~|vmxiuX8=W87Dc2~_afK8B+ zATccF351L6;++AZ=gd@CC>|Ln@WGfA3RA=v5~U7ASm?i%$u6{K4PAC=-OmROe!)mw zl}<|3W)~o)YNI6z%LuXz%DU<-BaIF-`VK=nE5XlQcc*qAIL^;_9c5-hFu*^cw7?+2 zWU;w?(Zr-1qXgf~gnX>_{nvHZ^|V#GRk9mlB`e770d5}<-8xB9(a=1KeFCSfGu13I zYw`{cIO>Q_Xr`<(s1>D4iQiXbACS=O$~ha#Y|n3tP0SSnjv}ym<wB`4+VRm>&;Bd;UN!6C`tZ0j6BnZxfZ@n(Sy7clYPZrF`7n zAMbqt*ib$7&yOF&r&hMti1n$aUw1T>bQ)6W%*%w|n{~}Y9rbRzS?0VLaTaZ-AEFBZ zHwExTEaaAOW}?n`Aix|>F9jB@F~h8js57VMf%GY(XGSmmmu84`i5)*bndJ{&u(TU| zcUyP*8J4HGK){KO498la^54grn4}Y4A+J}jNH>4^3+-6LdwXq*V-m~qum2vb+CHnf50$Sm$6Ax3 zTwu)|iNVM<9~gY9es=9ycDA|O_oxG(l1Dw{26Y)IpLIlbI0*^~1$P8O4N%Z8kIyk} z40I?S$$?${AcH(?KksyEnn;K2zI9{y+v5=;Uv{`@5?}_WRM2;L97q~=o=V-dY2dl< z0xsmV7k(h;;!*(I2jSL$WfYNFY1Cha#9E5&prGJz$XoURZ-_M6l^Ji_xtBddJS*Dc zv;;7d(Zo^!wkMjJu)}qw45u|UjhLtfG-bVef7Mwk349U>+{w&Yq6DC)M07(0lk28q zm#4e5>@+W=1cg|+2t_^GEf!&qUeXy0|aQXumdW?jE! z={)4C3)>5T5UVXR2MSvVf!dzMa=uc7RM0~r)i;1(4UfIA(TKAig*om})m^v_vt&y5 z29^R`7$`X`0QvR?dc6nX5km~@FaE>1y){{BYwc1Z=p4K&{eT6LE;WMvSj>Fbw@=!6L{)xw5HZKF zKOKq)$2smoi4hfD>)}3hVosGf6_?C|XG8C~o8 zK@frvb3}t|d4iU_igJZ*aKmcWO7~S(7SKY&pFUDZ(9=xGo{llF($Y4UxnGqkv!qr; z(JK!W{#Qdu_YK~Fv1&f^0exP8i=68iaKj^I$&guP704OJ-76N zOxa*9awFHUF2ou}qMVGd@b`sJ3T#I$?zD^Sts6{y3b!XXuQY3s(EIYmTHmo=(c1Ov zOoWU33g^C+J1TD9g3o~?X0hMj3Z|laa;zsDPJO|sGrV#$1*a3PKjPMFUF+m zXoF|s*9H_jw*fea*e?bwxZ4MI};N&HFG{`+lS|G zyeqjo0*+BwK^1^>L#>@@gsc6D1eeZ3Nr2}gHgQA_+tcsO>YGVreK_*59!=eywzge) z3I5}e=c)&H1rHpg&dA89e@-WP^yt*rir?TlSv=!3;mVye7Ya2>k$(y@hG9=|l~75x zT{zq8NNT~B8y+6~#S2JOk0t*Repwi**?tfOB}%}9b99gGDvUvK zS@z`dQw1fvwbIDN$4%IiM9hUVd2T9R1N6(&t%zP+Lx)PP&Qpk?k)R#%i$ngLzpbTi z9-h|Fa&L~_DO=k~co}&w5ZAKJ)LY`_!ozq&}7h*iQfCCfJf8vy$s^K>ws6B>@j!jH_2FgD636WpH z8O(MPkixds-w5h>^iQQ&FJi}l05YkHIpn@TFV33zpl4Zd)}LE^9t?xdQePzAdfy8W zXjxQL$yLbq9W%GR>}Sxi4Yy~I*Q7?v1BH<31Q_rf*&pBChr7h6hPXbk2Y`P8>Rc_# zqTm1_nFWI=ZRmsG664zpt+5pQr0gL>rm$!rFJ1o9#HrKvC4a$^Qi2Ff=@VNxeI|(3|%n(R#5NAQq(9~F1*V%AdiQp!ZQwShdS$oPx}&d9iO{*O4qHWT{?+;5NsyEC1^16MOqKk zO5MkbP0E>AH0l*+V0`;b%wUZkjS$D@wUEm@*6-Jn458<`#`xjS3e>L7?PDQ;LLL8O zn>rtBqN6uYK07c4RGcDAe$NgJ3;=f-8L@y6JBWM0iO>wk#+HOxKb_FpGPQsh zGNt}xFf!!!hWbYjM3-65O7uE~udlip-hR~} z)8DRtW=Sjf@Q&wv<=xTi$OSrOP@UDTec_umdKXR?EbaB)5|>=_Ra{IXdq@7n2PIWM zm=w}-c_@n0J+sXJkYi zKyK&4m*{xl0vD|~-~QQ&OU6GhV=T&u4D1~8bUn|%=fEMv3HxdI3uW9jKv6_Om4W6X z1Ivr%=0nrd=jww(ibhQY4iaD7-|oqt-R;q>43`Xk7Y=kjy!Nx9Pbh~|B^o4D%-XAU zNAb8mTlw-#Ich$-`x}`7Q6O5eHlTVby|1O4tMdj`_S8O%`JPMOOMc3c-Pj@OgWn>NRPG^!$1Il3~B-w%<3gll0sp~5_ zv3IMO*LNmKzHuK3JL3)b?P|8TP6{C&csMF}`F=|Qfdd_euOY{q^GQ1e$ zmlb#Ibdk^i~J@9R>7PO9|*ZtZHG3_9CIH>4KuUIWuLn_LuWP};lTuaC!cXo zY*dsR@)<+6QPj>{w%gUKt>gwtN^*ylR`cy~-#d+S?{T^c*FB=V7yB96c52jYbM+BA zgs~)tS9sl3f;fwL1UlciW`SF8G%Drx)gA#7n9!p~NC%I6QLSh+rc@I^(02Z&@4Em> zZ|;9z3Z}8WMC%tE9s@G#n&U+@H0OTVr9a=?a`A7flgXOC^;S1v;oUNs;^LU-YwfU% zT9RSHC>ru|&Xbk^h>T!c0hP(9hvK%f?`^`!Ysos`)kA}Ts2X%32PUVll@9b9oTN?Q0O8J{3j(c*^;&9Dc+`wEp5y6IG z7uD=3)L!1qP@5VWV&t;Cl-CBpX*`K>!8%wMfgNw&&A72=u)Twc!%=BsspDM|*3;EB zVtxuX${AC~3tGn{!})bDfhzoMcJ}Z}6C#FUjeQ!#mSv=+-2KeL7yrq<^e~qV!RkRN z$_F?JC;)PgmociX0C~zi^B%^c_XLyC9{(&8D;ScXjsnwB+ZgflMi>kx+7YUs+mUX| z^OBx2R3^vD!{ZlR%&0fFtgJVhcr-b|+Jl{i>O1ScS>CCixo` zP2)KDb&ZWgcl25MkmVPJ8+?bp)ob^;#P+_|=qKn|#YoPmgoMWKqcSpa1Y=}XX@d27O3NK0PRu4@K3b)m)v)d5l5uG zEP{pV$06bj|M>RpO+pSVN?mCk>P=D7bmLgtj_U=QiL#HEX0V-SXU=|qc%}Gm^c0YG z_|5i&Qz|OgwsRJA?lHu7zW4WvI83}~dxFZoJTmh=SQ3n~Q!XF#WpEpMS2;Q*z(k0QYLT>QzKD$jEjmIg znV7Rr3HQPeJNYSs8sVN7LF^*|iR#N39ty;ShXy&_Pft)~1-Q1=xygsI*nNsLqht0w56<{g!%=mB|hJgBbJVye8PxSq?j()T>U?5$q@ zB_5Mn|CCp+B&SVKvGxGvqSxa&(3M=rXu!Dt#&V)Azpx6il4b;}Mg8P3A_8!rA4x}~ zf|XY2Wq`g=3x3^yffe%V#3e_;`1@@cu45c3cIS`f+~`16s5_w`eIu;fJyKlZB)qb+ zva(U1HyGNZz?&u}_@}dk;f{?fIr#bS5c`tC3knJ{GWhKIQ-KHCE8PV~uh!>q@nUkk zIuYQtonabZ3Minz8x#~YqyWBw?$n4XYM4kxe*F0HL~mYWrkbZx^BVLojknJOEz9U; zOZTW74|$x9g@x-u8*uUQtB=i3ySf&3x4y`|F07}ghe;Wrt0EFI{-NpNQQT_#JTvo7 z&(3!$m9w+6=ts+an-BWNWrvktKQ1rz9z+C|tBgs$lx$TMzf>i1RlMd$)H=z*;JF5} z@iIoUp1?nr+IbE!b>{N>=cjk4MjXI2^N%L(;0eBmYEDN7p*t%WbwuKDDx3=q!-cMi zCn;Y{?}z@y$Gk6{CRJVVaqKzlKADLsRDHjTt?j|-mGzoEX0Y44+eFvmzXJ>Jdk(p)tM(D=0p&-OshYw+oDRn5O0W*Z6;n{@%_K?&L82U^sweR$&}IehpUuUq~uwchtOj%s&gC=xq` z&zCr#2*23}6d!jrXL)Z)LP-gF%@ID7xG2?S52FehE}B1sR;Pc}`%n@1Q8UNbrO(x@Caz)nLMTtI6F7aZ$VR9*{VR%^2li;IXbOS{?-qWT|d z^CK1@o}rlnH;)+@L_GOPRA*3thz<)&9+(?HNDZ*3^V27- zrn%HU4)mEV0&8SSuY$KlDZ#|hynsMhM+=HApGRk%Im)UAJ&o_C5>zR^RCq}~@6XI8 z9+QY$Jj9^Wj`Q;QY0xBR-F?vYpGkgV1P8$m**L&T#;rt3f z@q_=pY>DU?I87#vml0rgKe z{NC9E1sXy@7j+Qu6B@BCz;#j0Z-zs_&!KK>_*P$riIK6l+*1@S8mN@Nc%gl0H(bmc zu<5$GB!z{w!>^Mpr4C}b5cCqKklaF+%+x{4HR%DMuo<&RF(|UO5#9AR=@c|nVRUu?5 z=dvE%>I&M`U#n#x7G=Ms?DS4LiV1!inotzWg#D0InY^tj*}``K;m=f(TWilwy?lO%lth^L=3DWWJIP2$ g-YEXJ-wf1mL?&y^gG#JeQfM*M11UmcVFS-f{<&{gZQ2sti0;R3`XYfr``-| zibLfqekC&fdX$eEA*n`2`>iN71ryv7EyDZANpZL&$nMSHx4}_)XYa%n=Hp)vo3WF& zyuY%&PcGj~s1I(PV}k)eUvc3r#L&S&UtEa){Ru<*?0;{fVgL7LlK6jbEYbh>=Kp_L z)Z~Akz)2TD)e@4E7tw)?QTw1 z`}_M}ym&!CKrl5mHJ-`)2W#A+8ISDba%GVyQbJbILNBs zcDv?%n!Fu3GCI2M|MUu1}4S9tMl>)eA4^+UDG zukWzW5O2L3{2uPWS4h~6-@Y=~IQLldy;=Qp`71R!SHw`ep7%CCJyDO{fARYVW7a}5^cFPUjzK{KpMD+3*b$$Tlcw?Kb$Y$M`JPQ_`93wfOxZ^P~_4T0IM5_gNMiIu-4{#f2{|GGM3H> zej(uh_!m4u=j~=B7BNB>BF631w6-xob<|ne`Pia5 zZ-e70aZqSDvGLNEV|$A|lwnHdxs3^E?w z23wN*`_s;+Y%u7nJ!Ns}R`+8{uRWUUS?0!-8q;CiyIZQK+d;6PPZ@S@2X7@M*W8!w zKCXHGdbnBlAEfwrD`2P<8-eY7veFDD(_yJ@e|tF5?O@hwxxvoI=WmnK*5=k0yWYRp z74Ls$y4!l%(R%q^VBb>e?c1ZpTKe2Z0rHr;--k1eA5T`^G?{4DTN4Ounb)S@3@FwXlWF{tZu6a+ zbxj7M7#JAxp2{^U^|uD17i)($|E(2r7BYIE+`{oS2*>KD`BDvsnL>G89Rs>C(w7kA zRs?vGL{u@-X9~!L=v%n&k@OqD5el_#}>c4+P~~UW33`$t3*pJD4=^CSE1Lc zuC46_9`EyK^4HA5cYFC>zYnyS2+d-wLE=I{Kp6XaIsKk>uF~KMM2JqKeOABmMhwrt zu>=fEagtJsaKt!^+BvwG-wFA|3o3 z5_fcDYdzj*zj_B!0g;~u*hf!)Cj6bBoNv#J@~6^raukte6crT}6gr+B?+N%yHaCs0 zZx=0czAoj1Xa4r>8<>}szaIZafK48roDk`K(p==Q-qE<`#dts3?DA_MhN2ZrdVuh+ zhGlz`*l*Iv3L9+Y(`8zm%u$Nqsd(*{`c!8?-Y6ftaX*;-B$Ul*f!Syz4W{k!^yv{x zh3MbKNhR{-K=zo(79wKNU8uLw06Bf1ijk4gVmyOj@>gG9U)5kpNJuxu7>KPA)Nm&e zB|Q++MRMulR2CK%NK+YX$X+)mzU#g>Q-e7^7cyW+fV)TT{};Q_IKo>xjVI5r1gq?p zd3GlkT0gRmB4JB_P}3BNcIbTIY3f~Q^W^ki$(O=9j+zL^dA|27thZY`d?Rcbn4;58|INNnE5xt=4H_mo&&`#8m2*O{_p#MsUHJUeZlP+UEAZL=)=ZHibXa%C zV4LOm-7(ysK93drk`-^Y+QRMa146{CqYhM<`|D$qRZc<5*g0!xEepjUW7GIA$dKNw zqjvwMgtwN9CE?sXtn4g|1?eO!Elso09%l3GazbQcbTmKK8$4u(ulF(f=v=AB;uc7= zTGgjuygMMFiGU53YT%ddj?(71(NnCPuU@9fZZ%D37Sny~PDDU}BhI4N(x-r(T3q~! z)QpIPgoJ`3Iuh9uo3JZAGxP8g;o%#SNi}%f%a0YLR5UZ&nNbv3ZFDdQ)c4Di3;6r@Z(Cbi zyZ22>N{YF;IpQ6PS9=H8*kE9XlX()SYwb>oa3!xIKvd(=D}Z9;3QAX?B=Lc33#iMJ zZ&tuYD#lbwv_Ge*I71Ak;pg`P$r?J-E6tqh9x&0ceLeDD_ZF&64CxtYjW>EinA|p2 zKd#%YG@Y+ByByAbd;WKT%J0@_dnjI^DDm+l_><`<0*8b|OIcYA?xvzjeT6Ag5V=g9 z(bw^2^&{Bqs(d5(U}|(y6^h7s?N{PxB)GovR_M3i^%EH!EjLc=IAf6WIgX{VA4T2v zZJmD>@^0|F+=Xr44Y){|0eQ1OO@8294NLaD%(eStEkHo&>FFyI?4;4XVOXa>Ds$Yg z5O>+IKh5k5y6#PO2P3`E+SsQz3_;>Xt>aIPD<~)^D=QlrkzHHowO#0{=-u11Y+R=3 z3j@)Z>AeYxvESn#3xC!QpFbBMkXLiXo?YKHH8ovaIG<`9{PwyFVo)jc5D{?Ml{3G( z%r>Stxw}3-JZ00I>Ed1U=)GU8?6`}dSPMcxOL|iRAQ_c_``GgheUn0jd`|Ip5iF<9cBNsMy^ghyT90E7hpPq!diUp6>MbFQe4%wQtOndzn+1 z;3UXigmWls{1lH*Ug?MFtqZ;MlXMy5r#Hu}6wbYa2d?I|i}sBsn9rgmG(2)B+^T!F z4q$Y1*$W^UvlRTU((>}-LqoUM%MRd158H`~&LNKir)_vEVH)b{3ZMDn8!bevXNzM+ z9vAEzbHGBCl^ykc!qaK6m64a<8KA%sKWW;E0odlx--V)VuZWI9r>%jyKIR>;rR!W8 zL~I_jKCa~{&Xw!%^75uW_<}qJs%Q~Az}d|p&pP>!0^HF8&T;V|g zwd%^s#@3N`x3{Y_B;UOgx><2SBVqv?`C9Me>N{kk4b8QAA3s0ge^6Q?6deksL2^c> z@x8k`r;OX%+lzlLRaj6U_-8wDrR@^b&EvIpo$7qAG$BiJmLQzm<`->wLviN`&LkA?PMvF9b5k5DGK6DHUoT07#ZSyIyDIP=?ij~b zk`rPHHte51JjF8oc5R={!3YAzr8=u#;XIkdmz);gnOIp3YR#hqxKGbLQkZoHB1aDZ zJ!x?}^dOa}{Ba4d2@rOXVh&5&50)8aGYbn)!a_A(H@Y3p6Grw6q)K*iaAuCT*=odB z@7FxKB;g#6kd<*YpGtsYx!U5EDe#fyCYH71miFQL_SPfkl>g%i`6Zv-Y70SW*y}TQ zi{DOt4Jr?Bj#|Ke#P>k~iUMlSX4TX8WT0OtP?*6Qm=k5^h+TDqfSp9^~$)a%tV+;%Y3GloqQh8q>U zWu0ftSL}K5!oXg?`or=PAF#MzuKd-OujItUV1Inf!wDI?w^;Vgw|Q$T_M+)-C0Z_AOd>D@%#Hx`e@4c)IaVazXP$SaDA zZvhY7oyc+ENH_ofIXyeu4?xp^2F`$%C7pXlpZQQW{f*I)5pZb>o=o|dGa>*x0(Nk^ z-bqD-49I%Df(gjn_U~|xb<9^NSV!-9Az9LgngEvwc$`t+u$I9r0UY(Wy%d0yEAGm+ zi-@ydRQ#^57#Kcba~So&>#ET7@J~+;y}FOxU=M4zW3ZAaqRZ*6bJYjQErZuV7|e3D z$zaXG6?hO+Q`4@v=||K`S=j_S#;Wz5H0C9ty0FbZcWUd(W2K~nDnd4Wa&4(4O zkC!=5hT`HTFiJXHh#y_v6XkzO`%Nu-<9G-esa}2O#77<mSb?9mnHdjQV6m{Wl)X>?szAu`Q(T_8|+MBX1nqRm1prW#G(|6@B zZu7(SGC;A%6Kw*HKVfX9T>joVjVT_Noo(Pg zlAbUMqU8fYBju(R@Ec;^>vW6kZhVZ7aEH5yqQ`l4b#>sUt`h@s(h39#O-&hRt+dZ& z23{NM$sp4J$OEYJFLyz7oQ!Q*s#x+j)9a(|Co3{kf>)CgX;v2-?yX3mO4==PW%w#P zhtgq`qjWOT1{KIXj4}YwQw89Zl_}=wV(l+bxjnX`c~6>uWrIog=sX9)(AVGNfQkT0 z5~)?PiMn1WPu9{yHkhaqLdQeM*ai?WBf0fu0d{=E zEeMrU?tTu%KTj(ziAzl_`f(T;30P20bqQj{nH+?kj;^4n$i^bXpv~j_XLm5rO?YkQ znNBVIAAbK3VLjuMn{}jzlYrSa0o8$sRiAF7K`$#YvG)U~oq&vw&$ysKb#cR#r5AyV*kCd%<9X^IA>!{jzaCT{}MaK&AmD^>n$Bl?5*y9+5L|%!=;V zfcw%yQYvv=%XC1lhA+$1+#EoA`?a<=v|KjqeQ#D;Kb|6DkgBSxf~C6pE^vDF=eotM z)cxi)BO|*;b^2qbzp%i_jG4w|fCTl2!_|#oL`f zzjCnFmt$E%kE-XePn)Yg@whG+a6q3cFU=AJ>Q}6j_8WcwN+bKL4&VEWmhxxA2$C2) zc_k-CINQNDL&x&NE1q-$0^WO*c{C$Y*uTywKCU={{{d`6EEtj7ZfW+{GSGW0?z(c2 zVMof&u7kP9n>CJ6slJTGd58G_%KBJg(5Zmz31$}5o5+3A6KZu-n9jzW3}&{pPYrJ( z(>@^6m;%Wq@ufWK&J2rglPDFy=Xpy4*l=H|*$QZn4b;r+zKtQjuzY>>X65VqR48EN z7TQr{^9Er2*EW@)T)`lFqoSeN z{5lS^`4ZxX_XWWPna0e_Y;D3zFq=r=*U_aF z!FynTtA1x;rr%Tjz8dnR$?BLmToC_84#c4NukTqXG@$C=1Ko<Flsa}R>zh5aAL-@Nu-~fv z20(Be5Gi{)0Jp0MH7Owi9M%%@U&Zh?l zAohSA&S^S??O$I6^OqO~f>AbM!@T~mbK*8ta=@Qe0ko*eb3piX>ny=Wh(4GvzaM%Y zE0-he3)n4qN#@6Uzh4Gv|1a?eqk8Rq?DQG7z(164GRF(=$ldv~W=FZ4Hs2P_d?JY? z&|j7OnW4Sm399p?Vt7mp3nODMJf_Wohae>~vy#p5&`=ti5gbk5g|JL|#Ch?Tx+E?K znPLgSCfQsd^Decx+4%WA?u@2F@tEmQ+`__wTB*7asA-V6p`js>$J^lFE(C?e#o;M? z>1;+lC2FOP?jDo&#t>`?+Qo?I&QAAAnTh*wq1ZiF{?=7WiredYRhQd~ozYmqiy@%5 z5i)C=a-_$NmC)_)@7GPVySbc|t0yp4{3RM0;8hn|E@(axmEMja>5S$kQ zF>ZBp|C7}Ft2o2pC0`Ef*;jYzlKIMiTYnB>ckMV=i@N+E7+WTLO#b{Wqj#-(D`MOz ztoM9U0t@Ku0PS98^8+dj0N!pD9Alf4APdrCXBmc?Mp(bG^2Grk5J-Wv4)pkOK%hbT znJWbvTBH^EJT=v`*(E!LoBUW|+34DFEn+O;^K*ZM`bd;zx7O869y{%NYc)^L=A5kB z4}_hW2?;?sDG&h2t5v@s*QvJ0@9n*ocr75HBWE1C?Xs}pNcXP|;`{V)^9%`dTPQOn z<+>Y*>L=H5V-K{);TmG_hh!jFaeA_(K^h2~D$XG}TvpSJ07n57Aaps#`KT{3GlD_` zZ~&i*5e64x@mD6zsxJFRJn@cI^sO;o7jrycavBIarJ!aLdhzHEsi4Oh*pNWr{{%#a zd!Oij<7W3`QW`o2hHnO)e#C2&i*;5i=H@SH`dVt#uOiXE$9?(DUnHNYuBlnPP2SrqtHZ?a-(ty!&iUkQT`Bq zg{Rdk%4aOQ^hQ@-e+{IRK}zoui^VhDp`gPV>FP&pn^;TWE~40M2YZ)g-+5-6x(OD{zr-!oracnXo(et23mK( znxKwtfbgb~2;JU=zJP%G?RRvY<0jbA6Bumssx;*!jwEZcTd?(CLh7vNMl89qMf|gGY_+x3 zRO)~L5H2VchDG&#e0&vf>7{xbEy|7Z#Df_woi28kZXgHCSzg-?!r9#!sPc^2YG%=jtA$x*jw->-SAPKpX*SsTL$0Ag65rtK^!~K6UDIq9v!Jh3fF|Z~!1KAN@coPUp116$fkB`S;@e zdC@-LyH*QTMgS)Orl|vZ4P<1?pojwv1SrK&l*hrrK}%~qp21!3PCAqDRQ%$F(QJ;Y zOPbnEWlCS)Tc)9l@-y(^V~*R`X~w^Rxq_v{Cm`T9A0w_^{G6R_4~W&(o>=`&joBy^ zd!z$|j?6h`&Z#Gd7PB>v>nOz;X!rB#>Iz7<9Ty{vQZeMsVEY0EM&#j2a73c~4VYNJl=7?t#y7h~)fBPd%Fn<&fbZn#V`oKI{dSboMxCQ->U%R_3npHm? z{O^~6R12m>1auSuI#X9wH6;B(JQ<8NOZ!>D0%UAUh|E$a8zrogru5QBS_pROT*l|m zN0;0@na4moS_G5{ur$yCSpKF$AKZO*)A`g6kTbC;%KlnA0E|Bd<9kJn+2Fd4U)mYV zoNECNspX2a%ckzprMF?nqvPWvSb<56GD)0E*xlkKFd}VAH}IS-fj(i3^^-mr=F^{T z!1jM1%$ab14}@%QZ`0AyVT;=ee4=^}b87(0F$|G`U~f9|(ITY6jBPlY0%{HVr2VL| z1eBKWv&nGv2#w1^CIjf=;cqY+a||`va_?)$M;|1t_eN`MtXEM{&4JxB=lmIrdw zPfzY>Y$q~3QOw=3bP43Ceo;gCi70V{{NE?eK2o?4h9&IF(sC1nyvAbQ9T0WyL=d;-KR4J2|Ok)&nd>AesNN{OlX6A)ENlsedn2HG#p#&|zFWKnZ%u zQBy*-4*IPTQ%dMXGwE4b^2j8-KtYFfZ4FGJf#Wt0u@Io9z9OK6tp<(JfCD3YS6i6( zaH~vX-@gNlK#XCgS#6BqJ6VKMR`y3JnT1%>|#jukPm}O_v6=#6D5BzsaID6M& z62amF*imd4=USgX&f?(=A#dLTa7oQiI)`SBJk}pZp#M5e0Qq0%K{OmFF>5U-;&ik@ z#DjR^L%i!g!Ba{D5nt4%uwT8P;nGDVeZKO>bq`zJ!^&vmgXRV-fWhLES;W5ND|;U} ze29-YcWwc)+YhD`Vk1rvlb_z)+?<~N5G8r*3_8ALX9*IKKfn$FlZq@RU>8jp5+9e~ zchf5ztbplo(o%ZR4KfWIDYz~^ALxWo!vKW`WA1nkEtuv-8M4q3r>3%z?Ay0$qC=oX z%TBt{(Ss$|XE^kwE0#habP5K_O#)t+T!jwAkrtSCMWBAP6deKyhz%cn^LdogON0*4 zqKZNUm+nHUi>+h{eJf?cMi*LWdbHAvCqcsqKt|OU(;!61!m)cD7v>=Wr4i(U;cT__ zqsc3%;X;@XBpw>mE(v0keXAc0Bf`B(LnDeJ4{xcuA`-~6Vpz9DJ;Yj1-3}w-g+}kBPg+{BR9y`#4*wM+fZY()er6aeqmyya(=y@e!D+dj#KjlY zZh1^k2vqQaIyf)Bl7cApaDIUpa9xI%e$ zT#na{N3^iO^x>nVt1DME`U0zL!`0rNMN&d|49nYSOnaNqGl|A-pZbQGvR-hD2cgM3K1& z2BR@U{ z%QI%)_+t7OoFY45q{*O_haOaR^Z;uD12xZB$F(AvP_s(o#*yJSVH&i!A4iDA5%lFj zpR=TUzmK>J6Vri3uZMUjyxS1iDp-fq6A0eIL&x%Wsbe83{?l_29C2yD4cNeJkGk(X zU_GZn<06IUe?x8*4*}o)L?M7eQ^25o4!z{x)j(`#X1r@bab&9>6%?W3!j_8_c=XT} z;-#)qA&X%%^SI+elpu_lz!jI))g=#w1NpBjEL4fTZs2vEwD9b7W9$f>wk;9W@& z2__7vtK##!W$(dXqQu;Z-456Z_%Eby4M7JG{txkmXryf3aO29PXvk)*v~4ma;b1Ij zw-G8qn8*VJTrcC9q|iH-wa9MxVJH2z)@0Y1QN@xfxM;*^cJMpIcbA4dYG@aklhjIm8_ zQuRgI88m)6uSwi~_XsDZOi!02JV!Rw2mn1H9PxRFE@^4>apyn+f{wRRQWAlquRdOy6-N)${(!bS3otZSqTPFyKOOI%&c z=-u2agzVI??l{CovVC{xcyX$dqULPaiKpXIH3&>O{Qi1Gg>ndjmJTFtC&!SkpnJb; z=}$JF6RqU)6#_oJjm|q(Lckn2V1d!>8_v+*Hs%RRCA z^0B4znOS&bWd6nn@LR~u8a)I%e=7XMn;T|VsUMYf7`2lxD^BEQ7X})r;lPIy+%1ay z$B_Z?x$1%*dEf`s%ZpJ~Jnr{yJuB-`Vxvk`-a(3m-v287I)i43%~aL+z)8hUbDhTx-y zg#1^(U~zG9jCe9pXx@v6>l>ai=}98f@MpzX@#NCIPhkQ}@ApZPr2F!Cz9i#K)fa1A zz~fy*a@g@0ea_l$VAVaSU$_ZUVoAczBL0UVk!j|W=}5TGgGofEUqxVxm#N!0J98ku zCC~<{fUd4Bxgv+U5nE8+eS2TFRFtHNq$DDM3(DHsO90K4ooQ|ax(5KdN(dmi{7bxU zNsX#1HqLFh5>G-xW?C>B8QJ&j#IT8p5=Wj8>>9&vxF|`C=luK`?y3dVj?_&A`b9GU z+hXSb6O7PFDU^L0NW=vaf{s6%p{T2?E6B0H83i&lDGAA^%?1vj zST6&%4Aw%LPN%cmBb=OT`eh1!&I`m~BLMD+u`xDX`K>Gz{a=g2WGQ?EwiK|d8$kby zp25-|_ZBq==mW5@0Byhzw}BCU&w5{l!IU8;A${%sWo93UQUo|S@rj9vadFfa?Ofte zV+14)_!x1-u?unekMK?HsAVMBDQPS2L@1nqHz_SJ<11+71eTz^W;=2hSe`Xx^cf}z zipEs#g+l6w`W_QeXl)bgX$VyQEQQY0LkBc-(Ce|-LX6O_6!E!blT?G-;I&k8cjqw{ z?^Dv2&1j^9U<109k`f9#)!~7uZHO%nwkPm#0OkmyE)-iD)44;e{5dV{W}>1nbeGHU z*bR6fAF^|JqS8Q!(Gg#=A=8|npR1R0hhr5`P>Sv`8FYNc{@|0sz~lb3v%&h{yejKWE@7Jhr=r+s^BO3De40YTRnh}SP6 zpr_3POjwL0II<;YHXo5 zG#h_1;ucj7>??9A>?|t5oB*7?)pcLoMusGM09f5P+rdTxo%D>XEWKl-o}t8N>hF+3 zlUOk%z1B36$7CZhjpTa7-%R9)tlRRSb(R4Q;nzgY%^!Rh`ziv;tWJb&-q+>O+HM-y zFiIWHbMEkY%F!YR7G2c=1jH}UqgiaQ%RIB_`9y;Ulo6m=1k>zbL|#d7*fbSK0-`^W z#vZIeDnRXF^}zKqB{#y*jZts_9y%cpdeQS~)BV`@V)*>{9N!BSbD$m>e+Qu1JOc3n zURb5_2dh>Md|@^@o5V;%qG1376UMXpf*xhPtAjZkFoA)7n0CE`3~KuBr}8)-B!FNH@% z75s7DJa2q4q3!{6#m^xGkCgOSU}XKxIUykX$)gvj04_9NTU9 z^Y~Hn?b|YgPT}y0f)PkcLEZ8(XuJYn%WEd4zLmrXpkDwdAP^)#(B64VTUnJ;Mo&+_ z4#c6LXa~7R4r{z55*UqvXd#!z7P#X@fR7J!RB$&*DJdk?+8FE_@U0wn5!;Z7wHShI z+a=xl9n9h00HqVA6{-j0mSA7vJ0@==1>{e zE_xJ7)~}=OHKohFT%!ii;RJ1goaK!Q83G~=v;~@hwc6N5)zQX5}1^r56_yOSB*49*v#Q?!bpVc6!SR*-%}6}Aw(o=`{t8u z;@9nRVLy5Zgl(R|L#dpoH%I)NuAnWrZkLI+N{SzofNLTnYK8pM zk&lTGjkgY%lBf1uPE&@Xg0|`{W9OH}HjYQmV(P?tLVap^_uentH)Yelm0`{JXZ0CciKdrH`jtd$`2^Pp zG)5B74|=xFP0h@lo_#Kcxbu;(d2$~`%}Do%ZhdQl&8fHeZ|UT_+~$82kaw41_#;$$ zlYJ9Doqt3}$oXmua0xH+nkff@YglQ$tb}O_TB>z$!ZruK#cu%c+dFp6?>)@d)zcooxQc~5pNlxH}66qSU!{7zBl@Mr|?~+aR&qA1W2&o9- zP}J-Yafr0hh+pNi2=W&0-j9+STATrwAO5RAY7T}K9mwI9br0&qXYat4cqo4qwbErF z`q;SknXtktNcSeh@iC{0dw|huVuntaxtpv-l!BD9a>zDIL1QagB;JZxZuHakoQ8oJ zPr8#&6F(Pf%o73ZG=OaLYs%X^&8iry0g!_)xw!$YBs7kJGn}tF92=_ef?MUB{NLS5 z5=0nm{JW`yWBWl1v9TVBc}hABdqDZRH6HWcc&1%KwUBh;uxdF5&Rb+z(BROp3NP~^ z=*Uoy8mrPShu!D0c5xJW(`L&cwP-+ACs&F1TDQOHlh6Dd+WYj3LuDHBbVH`Tkg%sD)Gf6qYOZ5ZWeb*X6Dvrv+1&9uh7 zgz<^aCfK==c3I)Efv|C!@faN&ve981H%~kqSyPY-nu!mF3D7I2NG)wn8OzQf`c^|W`+lM* zX7%!ZP11+mH-)0L3_R+wGAvQXbvhqcY|Dmo(%@C83`2;x#B1@1G zd42VKo2Tj&U?;~zTvo}*LO9=tr|pUW`Qb)liIm1+9g1$fj85+Qw;btU15BCehnaRJ8{cPjxFB&3gR zLXRs%N1VZvz=HS*jE~w7*i>XuBE z!=|`wkLaKJ__Bd&3oid8$DlUhrDL+P+%RWdKF_pu?1*H_gK`w}zG-T-K0(6O5|TBI zUF)PEG09Ok^ z9!lYWrIz_sqY0ETx-sNd)`HbfANj~Zv!h; zZ9GdLbu}j;F|ogGbl(+tW*$L$0^%$HEZf5Mz##xELrtsp;=p1APg4Mzt@4>X(UFlh zD@{(ewziIg>GARGz;btbd|X$@#qI#SjshyAT(@-m{QRt}u_r1uozffypv9aa=;`d_ z#LnINbie*230VJw6*wja`Y%W1`>rj(+z(iLOiX!8Qc4Q2AAutdDgw6PZ#QE{_FWay zIbLvbs*FWaU`o9*8Tvj7dcg}1J^#)cWC7b5I8p=%Br`L!S*4)!wlsLC=F2=_UIQT6 z7W8>b)yuUT?dAOoXZCGpiakxPd)t+QpQOn8#tQEF}Fo z0q|FWLkC8+(g~%{!FYg0{_1Y-@He;?Xq68R{s%4hyAICY)9uinqQ@JB~+c5!z>+?lquGptFGZ<<~tI9aoZ3fZXb2 z>sMmEa;%Uf%uHDMxDlVnRX)+LzOYK~=-#C9S)_p9FylF$k(+>5_3SP`JhdF~jETYl zL(TvjF}m3Henj)TKXqcI?X}YlX2K2*9K+}n(fuqhh6(3lrjgmdE?5YW2WH(*Vx=v{ z;AY6%ViySYSfiZqm$Ua5ZYvRGla;oRpd(sEN=4!m(-Psqo--W7zE2M7(dqh{umjaL zbKm($UdeuC*UTbEL0dvj4dWn2pVK}A+wf72@sBBD<8`E}RlXqE`^q1Tx_sgClvxTy z5ezSHUET1WPS6ti7lYc zOSA;*%Hu^p%Jw5vK@%n3s-)~x<<&5smhpc6jc1At-;+9L?9Ag07u{m7$~!B^2Q064 z;j2JrKJvNUv`|WzUNsI}?Ks_0)~j+YBLZf%U8h$#_S}kk9;t=N*Gs?D-(r)@?F%u! zeR&|w*Vyco?OYaU#QOk6!qjwuG#ktjHr%ov6BX_g0)2LFT4sn7c{FqOEeW6$<9>ki zx!W&-+sQ28NTXw|?7QEdWTo=wYy(ON5Qq{SUvt!Q^Yu0&7Ngw_J0}(Xre_Pfj|<>P zrTcWc`R=Q%8pm=`rh<48Ei~6zY8Xm?W%t17-{#!kE_QicI(D`~{N<&Qn4CS0|C=wv zJ3Mj--)+NProDUK@9A6$FJb?R5|xgs%j~!qe)nfKM87gs_TMwL{XzezNYlry&n&Uq>U8+u&0gX#v5rl`B}iN)|klS9hby`xtXb5_b)^ zjfy_pN;T~l=}hnAJt6vy=hNS>WLD~%aL`p_YZTJbJ6_`z{}zPZN7rvHVmY!!fWVR` zA%Xdo#^wv#dvU`Pgv{{)ZrB~{uOAkD5(M;{ghf-;va?dd8fgBKqW)uDG`*XK-H&R^MFzpzU2ALR)qH zIf9tO_SE+)j(Ll4+Y%SS2Mq6U^j*p3N5ya z2lC^MRRryrJk4<$^V_yl$!_F^>DdH3P-ET`?;o%xsK;P4{TV5Q7S@1W_)t31-W>Ee zI%=`pcZe>B?};_WPns?~FFoVur|rvHfY*8WNpw&uaKNrdSrkZ4mRM;MuNbTz+~DqO z@@yZpnFw<_Gkmki=hIq10ICz!q!j*cWTy%1GDOQ=w7ve0faRpl+08n0pl8QJ@!xV9 zAyzsTt&sK_^i|QVIp!$fjsRi*#l(`Tq`8MZI(Dj07&qV7JW&NUG98psIFC}IKRogw zGmblKri&!;5~trj*vi_wiP4K_+z+R^(|!#2`b&|D=(6lWoJB&=3@$?}VOY0(;O868 zf3W^gHIw00-T?L_%!fJAtH%Z4Y#%0_Du^2UNzf86_(72RYqy)vFbz!8v_?!!=iEGx z(tvrw%4Cw;q~HihU;tijv&xrNbs3Td@G7~6V6juGEu7NJK(fgz2S(aMZ!dgX5-;45PV_*9@{(f`)6Pw#fI95UKLdxc>(?QbT}jIHuh6Zg1y zB(JCm_pKPPvkY70LQ=~)4th2m9SI8Iv|fyqq1dXAZfoFgZDOvT5P2G9$i1ZVha%w~ zT=SU!PUb}R_pIup?j-i(rzAi3f_%(WefdfpHod!ahc(f&`<_r-I+jvs8;`hVX%H^N ziEaY3q@gdJ+^#=)%1W1lz)L#@+%I3%O8exR$u8jkya1*qL@_Jr+Ds@?^8(`ag`H)j zy`~%>YtWfM*+CC6;bpJ7OX{du?V@Fx%BvhEj#}M9?@o>i^bn9YofC%hHk_NmVPMY( zIa3aJv*=5lMd5b|p07G63gkr8=RG(p#teVBx=F2YGm8-#uF_i{o)``>*j8(!?rU}N?B5j2w&%2kxCAYc=ukmzazZ|^uY zdC!5K%SFBB^{a%+Bj;vRR8-Kfs7EQJdE_#R&YRf>cKkW(WH(;D`40`k$5!!p`s{Aq z0yxn4qh~XHV6m4#*Ag*+{XunekozFCC;nO{oARH=gwAZ#L&$_#|Y_Rz9L*Sh-%aE_PdCDQ~v3Ne&zRE4coZ%apD zuLnuY?_oB4WBAC`@R}poW*u@eY51kzLeY3Q`kfii>cfMib^P+Ndt|@(j#&8l&ebn~ zC=bejD#wJT8`%8I?kj`gDJoIshYxyZUK7K587bbduNN`0Fq&4}Qi^XT%xksE=fMe3 zEg2#%3dJ3r(SKo+#ManE?u0fV0**?kgRNW-dI8A{5kX|}++Q`>H9}u=^tzZhN>9!w z_bg9GXuTJ-ybGHc#@?j6`s0p(O9!v;6)v-Tt-sLnjcxxdLb4iAC47`M;ou|!S<4$} zLRT75!g`fIeE6WG1SG|G!B{&=aIV)QN#8M{^*CaQwuUGE%(L>tt;Os85vBL$XXK=? zT7qp}e8zOL;j$9xw9>+PVdV=f-{>e4s9o#fzS{a`EP=q-zs!E7KfV_ul;yq-9X%%umYa&R4ZSY1&3r|^nlG`TFMtJN@hg+;6hAFvYYHf0YR=mYsxCfqRBn z1~cfW@i6RHy?TR`)~LkpG#Wy(>3nqVo#P5lcxPn1ZhRPLlrJr~7bghZi0`BcP17pa zMi@mT+4un6i)RwaxPfve#m+^lYsq(Ve3r`H$yCBY%~@YJLve!vFA4qRjYG-jn^G>!iEa9X^@YYj%z}Tf`)iU=823 zS@&QBUH_A!_|R6YNJSU&SrXzu%4MCt#1vz|EK{j|xQYFK5wV1&Nknij!A$s9c>;I> z%HSS2iSkflVeZh2-inGQIOy~n=H4)?Md{6PhiX@#&zS*0|TRtPoPs;QE`CcS$-LgrwiJcfMB zgil!amCW)nw&kl8cMWS7uGOp^o>3;rf^oF9+w&rgUb3IY- z)%8Z~8#ynh4B3WS-j6V<>nJI8aZ?efkRBD3esNG+LBCf2(G!gQwl^`LP^`YcuxY)* z(LyNuyRx!j)ftZ(sjMZPo_eV?GQZ(Cl*iIUpXJ*$@kjl`hcEV4+NYkS_Ron3 zTs(-cqKe&E_8LnMVc?;24#T7{H%eVn!M=c*u1&IlI)r}Gcsr^#J~EOpm)AXFfA`lE zz*sfXz=1m?_Di*>3apN5)n7-B7H2nN1cQfNfn#JST(@v-q+7bXq#L9}T0pwH8$>`rS~?^|q#Fc8x7q^wU--K7xxP2oY~oa@IP8&(*ymHF=&lR4xkey|bPUM7s*@w&3SqfLs-PDuo%)((Q}h@1(+NcjlED$zZGms-wFEac%5 zMEYaV=UGqtBud%Ef3|D;2Xuvi)3bl5j3kt`yqt^Q$SUO>oD}FTn43$sxn%2H}Zi8joE$Ym+AEyZyHUiWp5%5f~uRKL61y%^&<{MCG`G*XtK02RNC=iVil-%z0wieiDs(AY8 zyXe~I4-`KPY{=pjR{}X+U5)KjHd-`?=()Q@1|5)n}=v*c;Sp zbwfd19H&K3b$Lj>E>{hoIt`~WS~#%VCjM+B_fOC2fB6SGa%QDP%ZF&_szYk7&z4GP z1i4dV1)Uq6GQZl*ixqM@dT}|nf3QTy{@&#HEc1*_V# zU;B4(Y09nZN{yML{xxag&K9VY;%W-#2d|wcIRnk6&d(eX-3Jb_d=Vs+~`RobY@Jem1~!ue2Mgx z_*DNot?m}GrahYZ(}!|Jqg?9L7Z1j?$3g?uod;`&1~bXFUk24IuAPZD22#2oBG%NU zXS>Y{C4mbF{VtNfq)_B`X!)zgQn>yL*Cra zGCwRS)5Cd9>uV;9br=;1MHOSTuK{%dvA(V`(*=u*ZVE(IPPkefg;)IQtVXV8woX%N zeL^pU?OFWA{CA(H(csBB6Ua$}#Qu1)zVOg&tb(_5`t7Jr%es+BfbzL|pQeJ2(E|^UQqN1U=|P8d4l{ zWfhgJuh%XL`4BaO?8}{zJ26+w;rw|9#&|hSG<=9GG*^OWkj-aSs99?#sj;g_!qB;n z>R(m%^|G{lb=uWKc1kcQ5lH8=41s>i%>7+3NP?VDlVyQ_xG_=#y;hAGs9PKs}CP>CDEs_Whr@-Jt} zkVS5|@3yFETQM`o+UTy4P|#J24xYAaxlUz2Kpcl!G2jtg0@XiIfG(&LENbb2h;p1O z0dAjQScy$7k!S&WlS#8~Q$9Sq$MpmrK0HVk?+?LSVWe7fa5tntB-Rh_T(2NdFaI7` z{J_yn{kZJiTpSF?yRDdPK>8OWSEBi|i|b($3v71J^@bQ8}${rj8odjX2h@PsumfA;+Q-4huZ z3HFmdoBAVgLI7C?isay@P*qn?eExhpc=IXPANSuBc>M#h9U&zA#KiL;=>cZhNxG@~ znLmpqm}H@1g~y4hCCA z{GtCpFxN?In^_GI-N4)f_@i?W@3e0C0^w$Z4s0?jD@II&U%q@nuo%GL4MyI3bee!n z0j&@MN^|n^4bA4b4NqIURx}2z&xpQ1}#aT~hn``n(Lv{SZPsG>Y@^ zBsyWenO`l}X08xm$z@4-m7gySE*s7{(EpMC{Q-{>3}4Xn(Ip0lP}V)*r&auCJa#^@ za~}^Agc3Xy>~pD9;5WN`nhw;al&mZj_0O8pKfxQOQk~_{`eA2#dxaj%tAhrHc^a)w zv&Eo+Ra8)5_jmiBHm@*eaJ`3|jO=}uP)t(J^Oy&o9UEW-E)qHhr6#R?}3t(SV$(^hxf2P;-WsO!sEiX>xRQW+4nfAV3lE=Sx6hf6fw; zkmLR?PWp1}PQfJDlprJSeC)hfu?PYx{}Yq$p!VJ{5g;dth+Kko@8g5>HP_nN<%^@$ z`Q0L&+bE27Kn^;30T`*4-sLV>156`DV3mbN5OT~^U@%aP{xALSgnap}?(XaZ`ai%t zlGA$*@0JfxBvW@k9sMB%AHx$Dmjl?sou8TmuiSqK7Vu?C_;3dMg45~fg{1Eh0YB^N zx>(3fTQ35;mOv}{ar#rl^-1B`4b(-dQm1vi~;$!sIO^4b45Cz{akvC zMe-8Yq%^>7{0$RXggQ<{2^^YP6$MYH93~^EUJQ260wEHCMf>;n zs%PIfY2u4XomC%rTvRc|0d)t?KV4nj;BPMTXzv;t=C(X;fFg*{^#LLeixEs0keWg8 zun((^9m5x>L*QLUSm%t(0q)@jSg*UeN|U>0oqnD`PK->3H}eTzS)sM~dMvHMd^CX< z$o)XxJljhrrwnl?C@*2fgOTbA*j^!*i-s8ZG==FGVBBwg^nr|?o__BH;UcxM+1{Uj zv;PdtXac@REBLe$W*xpfe0(SIeBFft(D$RI7W3EyL&}XJdt3?ZWZ}-^C~^z2z#rU< zpTU|ad3QKLvLpdiea(+PEbW|`wR?R5nG)<$aI7&#nso*EjHhw{iH}mqA>sT1Y+ThH z%AnzvTW1OI-oSPV2LLqKv>B{=k9`qRJ~jhN+~|Y^+%U0nV6)^*r6(sNd>jMYq?p+N z&wOo7$M#C)vmz~M+rqHHhc<`_m0o&8vGLna?Ubnc_xR@deC``+jQ6q71m^XhkvxzmBB^{o*cs$ZVJ z6R;hQ+!L_kpN{J}a;c%Wh10v!5&qLunJ%RI@XXT0IZuvFc^;?DekxvluUpY3sNm30 zu{U+fYd}pP6%)PgSfGDJzE7;Rl4aGn`mOW3#?&v~z0f*r4LI3)j$1x7Q3fl#Spw$L ziWO`v!w9apAJjId(Rw={9U!IldCOI81Mn&P7UrFo59o?+uPEs?D<~*rPJM-?HUBT< z_i-y&KJod^d;t#vr_d{DItlMRK>l>@__L{J4|2{Iz|{l-T&z7V1Sb$ab$$fm8cm3o z?EB%VZ9=8YUg;-XUSLjZ;unLL_6JVly&X6KtBvaAepZjbsYWCRu1)d8$7#-=Q?Xv< z=Bn{jgR+10il?-+6mgIz$u_Qb!kT%xn-n0lSN7VXmXC)g?Suir_-hqiuC=5eTqwrJ zt61He)hLkOIQE_JZd#aD!6Y0N*a7cH&dZm5snHwmn##(1a3+DBun8mm)vI~9(%{-J zc=k8zFRP^FZ$Q3gds%|p9RXzWp5L$&gw}MxVuk*NRtAr0S>K^BRC*=*&!;N2cU~pbh67t7NkiGU9Em+{kZM5kLk__l*bE)i(Jugk;S3>s$%`xjT3$E6 z?*X9o;tZ14pd{Q&p1McCo4pY%thFkA2rX`e`SBTFAOxR#-%JQB8R@|nbhOdYYI5fa z4$#u*!rr#9&_YJX)z#IMoSaFP;yyZr$&<<{Ax2P;nVC7lA`O~PsWxK3x^RmKI@=zC z$M;gj1!4#yId2Jb8Adxj=eloRdd|31!sT^!T5>+JkFF3jo4|xe0_aE4`8?WK{kQ2BPf+mha45Gt;E5FtBDnW z%$mV~_GrI4c4XJ^DHczHGA3Y=F!vH6qO$KWXws@$H|q)MdP#qyA9^_gKDhk|Sec)E zmd%lC0n;ZO46M^zWQ;<7r&iA%G&oMveKbUT2TmVp=k+#$hZ-xbj|+U+J^?-`RjS?0 z>9lFqY2iFCA#S>kL0UTBBp0?_=V$tE=XthlU0F$148!Nz?pfeYP{pZ+3x6hFad>!` zPRt{;r6PH{sNQo&>3rA0v2bu`h*mmi#i4QbdwyOXa1(!nd$lkPUDJGKw7j!Z>eo*y zffNv+gA*bzF_HkVIR^_I?qYx8J?`BC)|?S@5^_y%-KrbtAO)7S%LsWs`*t|nAbR{6 zCY7MZpt3B7_p`sHeVZCdM9a30=LYydGM^^QlEZ$;SWF79n-SamovV{rj8uFXq3?t&mXY98zy(jeg&?+w|z5W0Kyc66Rq@iWc(`^0^c3$ z`$cP?U`d#^)>K&%&g?EPy!s6ea&2N+$@&eE2)H<09Pj_T`JS>q4bpdb+^)pFU|^Ve zyel}CfQCb+_4^ujLfVq}@Dryd0Bhd6XP&ZU-;?)Ykx`*k_WMTGT)D4b)FPVwXfk6Y zF;xXN93h~)rV@3dh+hJ*S6z=s8wAe>?4y&D>rKwD-XSwHGKQ&s0=mPu@;Mvbiy&4O zmdTvEnnOF>+}tJAQd16%>5|`m+JOneM7k4$J}6llfe3Zik#T-#v@`PHu~cL-ki-H$ zEP+tvm66wC^#swBf8ClflXZ6#M8DwQ#_7y6sAG*3c3;m_v;&n)4LlHO%THiv`#~zq zh)4zcF$TKBMfe%-MklLErxX>KWhH@XW{&*;=uun0GID`~G0(jMDc4ORO^z*!ea z__%;SyD8lhpqUO1Wvg!a0=Chu-^Rzr{DDur%EX}cGM&|(l#Gn?ap=2^Z}5@x>|zq6 z_pdi2T<)kr;sS?%Lt|qM9yOwtI&N^+(CRw(GXS;kXyg_eu0mQ1jYrNceKG>!MbkI) zQ&~cH64E7od}@`Q+Vp&Ve?VAMUyYusw6@mFWl(h*va@XYY--Z`WwR^Cq##>lm3c?{ zpS-o$$YkJipz3w}0OqtA%H7m(Gq9-&|H%aq!{jbb+sEC1SO5MN^h`s{f{jC|3blnj z3L{(DHIIQ$6JSAkV%Z5Uj`f~K<{KzLqErw~RLpQ&bc)5UHDAPx3=Yna1KE=OiQYPA z<=W$i3J`Bl zmsZleOLK#evL;i8p$o!SWW`A^;9X z6;Hu56y*B~SSC_jlXHc#5y0m2D6p|S4*u@jZU$)Qp8Kx(`jvkBr5WM#6zjuL?d|R3 zG-K7` zko8T<0q*4D1<16LcDl<|KCqdh!WdO<2qX#9Rn{9e7=m6{-^zE)>9IguG<` zL+i<>zdu^v>b?P@X&Wp9Gu^ol*A7EQSd4#uU){}_0zO>&tW(KjyY#Ns;Z4!E$1C+a zpdtZ0y5^IlyN^F|hX|j4|GwI~P;2>YG`WY2jQRg*0T`K;5(Qv4aau*{o=;ppXgUZH}`xWqBAk>CGRd)RLP~C!fY_}`8FC1;%HWTUv5bpqH zdkwJ9-}vEK(g$A<2JXNbMSy+rDFr_RFZGQ-zEq+t=Kgy7cj%iTPA-Uy>l|o>?+*qN zD|f#xcC@Trju{$KIj-=r9*#lJy$8h5Vxo&@vtIXeuQ#dgkD1d-(G9X8s$yQ|eAH02oD%}H>0lw1RUZMlGSi46YG|#ZTXyazz78Z;Pk=ER`y~-P~Krb zSlsD`i3RqcG6j+~vEL5VEiD4}S!?E*MMZr9f()yKe6;3=pHv2)r3UbC)AN9_{t;+6 zUVAf)`NMm_Z9PE{<9|Zcq_VsmxX^n%jDu!&PPk_+wSGdS;QPsX010IpG07f!-MIii zQ=;ule7v86G-kXRt?xG14yDXl1T(VV6J%9=gr}RY_sW-OoK|;)l%nYN%Ym(Ag_>CH z_AR3JgA;5Wv3WL0+c!23)FXmvROsEQS zmde*ZuWNRzKimT@zpMV!d-Q)Xh3*M$m@n$@icdVr)z}4e`7c=d5Ir{)7RqdAK!_X+ zE;a3Z1y9d2NG=+H4Gb_{F`6VGS?tqG0Xh>h;D&|<E?c}zn)ot(+1iRGyP ze^Qa)h!sEa&4KDZE`lDqU*CuwtG>iz<|}QCcnt) ziEKlDo{6qTN_x^xh52f?`CAa~lOV@SODRUg}$uOFc0tc|P!6^9l8rr}=l(D|Z_TZ75&hqsser zq<#ttptkYb(A|4JAfwGBqzymR%8F)S4u{LlR&N^BnjJ-x-f-?l<5{+Ko6(~}QFgkS z-YKo9;dci|a!m7D;Fi+3^U+Y@S=g=S&!ZkMjcLVFo>Llo{NqqHB}ER1oAFuOY%Okj zpASz2zVYZb1%rn|9%_fU7&>37Ymg7vlFl~lCn=F zFSq9soT}!EC&dHEE6Y6gMqeo7^7d^(d>p{6(^nFla@97arJg!yu`^(1Q=T=e5f|RzxFglNwN;-@rT=N z&%|Y^O2wRJ6HHW!cRm5?yy8!7o1SYLr~VCoWc`ucjT(sG{wT3|wsS7%=H}KXGup>L zSWFNhu#Z)jji%_r6ZkvgRV=;}U;0qMDBPBx-wE&YqheuRwYO5mGZKUHw;+Bi`$ptp ztiNVY|4>!+G*l)isM8Q-xl;Y{wG?Pe;QFQEtNMI+bD2?wN3yA%ZsUuw7Gn|f>bA1m zI4YjN>8j%8_~cyae=A4}yZlk9VN{-PQrL2w@8J?yevx#2;Cf~&q$Hqm-FVl$eBkI$ zi1O#y3kh3mGre+PYo@v}pK~eSPZ-H@Utzyag**qDlr12`ruH^rDVIZwn1E!8hNk?ab zekHDcu1Qe2tu2-3{T$qw${jQuHoD0G8^V4iHe0%UX^Zc}_uqoTHC37&R%%|(I3s6(maAYRqC{MkTsp^?EdJ-h?>$ zD?g)Sj3F(a5phq7rm%>U=*kF19}=#5fjAb>&8?F>_)BfxGO-qsLAk5#Or) zoj<=H=@k?SaTH?vn5oX{`bujFuZ(qy72t=^!U!eeltTf9*XN#^hkkks#hP?j}WOuSTVb|@_HsT z48Mp%ip{q514oMTSC!R@6~hlQ)8ScEHkcUkE@9lt8G;X@a8Y(BaB+X#!Zm)LfJ^Lw z+ha_O>496%D_nOPRGO))D%2~nTaS}UiH0T=IW1wOI`V>kgtcb|3%nOQhO#*Gy`^ro z7G2n=5jCU<8H`xp&<~jEw`B(7e%PR=^A7dGmWrT}X})_*9eqhOtV1!3bA5q9p@4_r%0R)~x|Cz%7UYOp1HGo6Zp3PBW8PMpJr(0FY41Xk+#F zJD)GkJrs&OV$%A6dE1HN<0O8@YBl5=h07^GH86~XG?c*py8nsZ8x2}Zot7q~{MS%N zcs_bx3p@XFsCW(Q%<~&WTLRKNND%?$LCJ50G~x+?JrqALeQw~3a_N;55E7oj?2+#u z*P!00r9~i-2$_liN;Ir<@oUIZVAh5&pp=INE>zbe(5`R|~zGwIxb?-THzi?8^gZeSwbz z@-4T+jSBk&AG{SFe1$@l-RL;I1Oq?>1PK3JL4LpY5b)v$mwqtbqSAoJdlG&tzZ2=p z1zmo5*hoWe6mSh8E7{mEmCJK_<_jb-&a!7%E58g9N98=-Hs)&Jis)-%>Kox;GI&Th zMew#mtKSfc$D0S<_)eP~roJ7tW!Mt*l&#sqWw&;s?mv*?Fnx~nR>5y~O6Cd2n4?xx zWiiUk6P93OkB$v!pF({Dy%Q9tq3Eq3cCxsC4)ak48lj#|`mqCG;^9xBg*x`X?=&2V zMZC!&5pco2LtzqVuckYw^fiRdTyFg2ihyXGV85CBq-F0uivLl+Ln8>7x8z^n4Eo)| ztCpnO98}s{ctFk-*okRPCDzw_@}{%t9+3fhYQ?zZqab!@=ahd-3)?GjHo->E=52-( z1{kK$K^owK-cIPp42$~>z&G%g0pnBDNqRKGv?^7Y5g z$Hk(>WC%xv|Kum@KOh;=YL%oo@<9LP8b%G1Cy0tD-`PiB+mq8xc2u28e@CXGvS(pJ z4&|E09zjd-NR>L$anJK@d{5pdg9Hyvb;4>Pl31Q+B=Ss@c*@z$g8tV2Ay7p9p}0%N zZ4}xg23@8Lyn6u`r@!8UNvjYAXrzaiz|u_t^n@49U0??}48z^bfB~hihnkv(ZFQWx z6wr7Qn%ZVxA4ooaXn1J)9aV*3Ch|!bnrpnnCyG>EXVSR;KoZ@w~B9OGhYte~W z3$0_Yp%n+711KBkzK)3r6(M05{x#5gf`h+9Ggdq)5SnLM)uV`wsx>N*L?aG1S&?~E ze}AN&vMg_+xNQomw8#C+R60ZzQLRQ8*?or&$IILX_x6)UQ1!5!Hfw@8F2BTns~Ga} zv89@O_*5^UZXZdQ@sViGb@>+Bw*`(T<)pV+ux0H3&{5LUgODTehLnH<9}5fErrD>= z(49V2`vcK9T4w?bbD4U;rFwz))E)t96+<`q#`)F}y-T-vKy3 zVCfH#&{;>s$h1plt+@>#%e;IHU#ZpbtAT+*i_Oq;0ANb}Sh0m%;vCA+2s$r}PD$DU zIYBe5TEadv4jD^8#+*UxO9P||5Gw(91?o*S!cGJxNr*lXx8|@wr!DBKK&=fqj&N+% z8JKD}pmLB%cW*6Y)f`%ZP*u2Kh1$X<;US`iZ`l(9H0W}0{tZOq!7j-JkYzLR6wLaV z$>_Y8d)WQn4q(iPNg;yvw##|oN9QS0PKHjsPq>S zCH=QLXu);Rdb+*~)7)t83qsBWY3%KL7h1r7rSsbigAsI0($asSjM>zdG0FI1bcbTt z-MK=V~s&i8dJ`gWM7 z5vCeWlxUr)Y1Z)OLA86S^n18lTk5 zfD#t*+y$iei&e(2h!w%a`oh-E(GmE{JN?WZ@HOG&{5Keeg2BM36AR7IftSD@eXCUz zeww+txe3MFywCMY7QWwk{zN~)-QX0F^)_m?(V|tm+w2tW=G*t$gKERnB1uAV*-`ej6q8RDx-=znVj=;rJM5W%l0XHT)pG4la&3>-P+);_5>bd9;Lyj#D-4qeNk|qzi*s?|Jxo9`LNEY!&i?-X znUXF4Lqb@&sEy-?w*V6>e*)UD`P1z<;yb{KMyJQc!g>qUb!BDD&N-O+0pThK&1>lN zh>9*{T+&lfnH7KZ5z7+Q&FVftQvFo`-u7?|9ioSR(uDqRSHe9pUY(zC7W-eM=rf}@@sfS(gFbf z7|ZO=Z46q~Vwf=DiDllg!OKij;z5oD9oomU4**HKj>&*K`R|hbpLmb-#@6aMY-F+ zS<<-!+NZnOQGmbQiP}n*Lw0ZYj=utg{LYSN|3WSx0K!t>hi6?6*A1wbUX1K`OBhz0 zprr=G=G74!23c>|p^!VsPN1q&+x5ewR5eX3snV#P>4nM;O~g(caOgSj+`;Jbfz1im zT%RcvHn_|bVbBWv0h-~gDa256g3)jn7cny)5tETc|2TqDD+s83ma2?lIWlM2hBg*N zrgu>tfBN;$8|E##wN|G5F~#6g-PJMi|53_$ge>dZAwhYUY&w7l%jr6;jP)2sWy~?K z;`%p~{ysW;pyJCCX~bb#izk4LtZ1XVXQTdhio)rg9{hGXpUG8HQ;ZT`W@S;*&;-F? z$d89m;FG0)2E+5B3J}<@fU7VJI<0;INCihSk#;BqJt2TvAq71^QjbW$g;V~6XK-9! z-$HaG0=gigJ7roBi;jv4qrJTXz@z2QT$VJiLF2M_3DnH*KUhd~oS<`=?;86g0r3|u z_hH%vGGjcvo0zBW&=n=U5|w@33kTiVM^1M3l_qE6t@zhJgC3%L;f^vRGVev@J+ko` zOCn*0>>?&Oc(kQAhF_A;Y#Jv@$#O>7R%^y8VaUr6n47sn zkzh-K&Ti8CiV4cY+Et-DVs#UU=|4ftxcK-=wa?(jI1PXmFdGjE^p9UpfT-SoSr+%p?reZPgi-m=rfw|jLqnL(K(ko*X-VM&vBV|Sr{?ym#YF{4$~PT ztx{>(f4y&y4n%jCK&*Z(Gtb@kv@G_$o@OpC70U$( z2mDO<*^mH17vlKS>ae=GK9f`3H0xa?8K1)#DPJ@|+aF(yTMkcm=@%WZrW z2fbL@*@`y<$88<7qko=ETahob|3*7syX5B0kP~XMBF9AM+}bqQ>G^wE3nx}N9nHL+ z;KLv$h%x&Xi_i+LIybxho7r!vF%p%yv5La$4JBX~E&c9Nb$@0m!^lv`eO=7^u2K@s z{$(g4sGRT9?HuxiR3DCn^GKH)WTs=t8g}j5C%#gES_wa92fQ9~1$>ZRN&^B6)I14g zJD?icJM)9g3eMU{i!8WMot^igB>duUyh9Gm6td`&2tZrbmGD1ju{by;m63x$zS#vDY_XG+rc>ZrxNSl&^CdgeT!7jA;h zc7i37%}>mFsYEdYTQd0Z@R~-Ql(;`rVBDrVg8Dq%`|!vY;0ET@uK;|y&Cl~M*g22+ z{kZ2M9z!q5O88ToCrSky3=oAY@iy!dn2c0x2o-ch%myk&)YLo}63cg;4`Vlef1yBH zAHRZaaPKXoZCV@JMn;&TBQWweW>-OFmjd!QK{0qPFjx}sa$&p)VL*hTt`nxnmtm!$GS`lC{IK#F{R4t z^?U{jgv`B6-y`H6mp?nAozbhH_lgLOemB(^CPCFrv$e>kT$y~wrsmh2V`^%3XEeom zNH|SB$G~b8esVtVC1@xy)Bbou5TTk`mIQY^BDUNad6D5|0|7WpVpISQ1~fz9+M8{1 zo`*h8{N9%8Ac&^u{67;~ml*)`00wf5c;-p?oUbishIuCZyOpW}GBr7gc?cagk@j?N zsSMDJfPy4*M1QjyiuoquBk;h%jiB{$DuN&N?d=g6F~G?C?T970&K9FNd&T)+Mv7skeWxoGsx&HU#*}DZZC&B~E zYCeZ9LFUbW+4ydnmfq9OrLzrYO)W>MC?A&$x&YcjdtBbnuZ^G71-b!Hn?!U{srsN1 ziqm5aZ5NQ$wflc}D7<5AW_AMuTfArt-|Cb?RL>RXa096mtcmZxmf(%{2~3qE?@)wz zKs#q9PR?neoUrE4^Skk~Fcb6jX<%WvoY5)63tK;_e9(}0!F7Hemq;tQbeK{RX$$)Z zxvSY`2s`eLxrK%Fr5<)z&E)UFF0u@()`Xny6F_whnq-*wtqk) z1~SpKegP9KjYQsjRGUDhZqv(nsgHj(0r530mK`s3?$hSe34rCKK3=$Ab7D(R% z?FtKv-Ty|Pjl*eA54jBhprdk3G&Jx(mpBPi15bZXq%;Z&qI@8!qUXLM|i!A{dnfO`xWG=F-?`wI7G~k0d3D24bf?Q7^jgdwiAV207e9v{dgOnu}>cTVl^eJ z>C5?jVF2buns3?`X|t;!hM2a@bF$bL3<7L zQA3LwJZTb(CqnyB+?a%A!Q{o3+}Z#>k6|*35lkzkzW}!(>qfYMpiI~!{TnV$`7p7j zhR2|ChHO<{PHs~%jt1rYDg5sa*hsZ`mwHHu=T(iH%Fo=`2O*N_}@eQM|LYoRj zN-C4(wCL!P;ozd1NmhS)*{;*0`3kdfF3EY1!yYH2@L#Z~)HfGpNj-U_iI??#k1{5j zA>4;_><^@_-AT}E=3iJv|MdsHrMxx4OLYRVVW?YDnnJ#KU;5w86JcAZhHPIV>4j+3 z+YI&m`)eBH8?KdRxZ>6VTS;Y$VtDz|=l^K|AlraK+Aympec(|&+-t!wwyM9AgOz3n z&IyQrF9TX)ZBM<%JW$clsx7**b3IWz2CKS~BL|Iml5YLRAa!=|XgSv){Ti3gv2d#% zN8K5H+-y$Ig;+DA^~3S`obsty=#;~&Gu8klw;)1Xj{DVw^D_^|$zpTE(6G>#Ui8`6 z{G!FkXS2nzl39g=`d7EvZJ=7;O8Y0%^9+O@dyQ~$efPoLyFOWKj;}`>7PvuCXq|@G7*fo3`FNZ{+~t=ehf21c-S+7 zf;*s}!j5p0P+oOeBZ$D}!^$ooTlKapdH6PokXfl$=C_N^EO3myWuW$g{3qnI7Ctui zIq7S5PENTNV^HP}5vxJZ=lUNaQ8`QU0x{;R3ypJ79Rieb1dIx|X(du2-$^$86LDL* zcT5FRS&(7ODkV~F_5Y+95pkN4*vp2y0^tk_AnC}YbF00WBSF5sK82vjVj!P{%nURB%Pzv#sf?qF41&Uw4 zhJgE^IrReE$dF$H81u{r8IE2N1MWzuZU00Fnr?73mX*`TfrlXYz^i7z;`wbaB=;_3Qe|c{O{e?1;HoT1o|4_ew;h>=y(IDL**JV8lf@!}`kKQXwJM09l0Fq#pD z62ZT-fg=C{R!kh696@{Rcq{%SS%erpaK?=IxeBvdjwl}OJZLR_M?8eWU7i@z*+Y)moJlA3raoNIl(oMLna{Ka9devF1OOCWMzM zT9Mj=;>_5-WE`U^Wb~}6&~Eg#KFbj;Vw$X+TtDPb&%j&MWV)^DEXtzvHuVm&Dc5E03MBN@pK#Zo^g z{$+!WQ9;sUeT8j#oEIxenIbK_oAa$5iS6iD85&lBa^iVktMUA)UOUXN< z>a8O=tSPOP;M;t%2HM#M?Nf>KbhW-E2WcqRDE7+F%cRPRav$&D2{;)mHF4e7ZG9I< zMv%tKN`3$4R337lEVLo9Xdi6@1B9R$M&0R6r)FlhfyNN35%rSHO?)czqKwaNH~*x7 ze`M9B6CY3-?JKrP2z`9wda;e@ z?$!~=d>qW4Bd8nj7a>sRVEnSojXo8^sd0`xWJ>N4uR4BJdo zIn{T@90PR4spiThlsaA`APoHI9qt>2)Twt5I>jw<33pkFVm;$pqj8nJ@EoGDglkDT zt(B`{g}BN!GHl>f59?!g$JH*Gt)U*_?}FnbB~)^=^vxCKsv<}u6FCUFozN*znaCB( zgsTrGg=S*ptZjW#vZ56@Oy5!2pf;JYdyb4AhP$xU{ZB|ViKR@|>X1v-db>Aesp$g= z4+Zp2-l0Hm^5qCG@;URcE2USh%q!4a93a37YEK|BsAj189~xk!gX z#9bSOG0&u4xt=}vni6!JAv_MRNJaedmbSusENTfm#o09CUfy{TX2Xzv`PHuuDMO_4 zBjSbew{tjuDaG5Ru)>}F_DCO@{o(OUQH0pCT;7D*7;n%l?&s%U(^|LF`pScI+8r?k z%V4ANl(xw|*UJ#k90unfBnXEhIEe9hFb?+*Uf==PMK*| zvHW|{RO+kFu@SlowskD-e8NFE`BIb5U8KWJ3B#}X zRk(+EBU=P5-oaSx)As>O{z+B_;PL6~VzAhB=P(wfTU1b1S64jAE`x`hgOkwhCz_X# zl>RlOj5~xLA-myETUGF>HTG#I)BSPE`67bI7EVKJ>msz(sALDdw>m>#ytd|=bXnV63@-gANvMEW9Zjo=t5UZu{um; zN4XEdyhS;A`Pq1=8-kO8ydfUOD}lq*=$Opj!9fl{^mQ`ZB`3$}AIpRsK^JRD+QnlMN2DV10ryZY0$TGo0W*~$Xo+5_;SrZ8%Afs2h z0-t`ilCOowX5uS-1EOSzgk*e$&X>qZNqNlL>L7psmVf8~^cQT^efvDup^NEX3-JWX zXr{<<5g23E-MgW{03$ihR2EwwTe?!IA(S4V6uA8lVFm*!ECl)mF#E6Bln^G35ETTkdU-r;6WVD7x1Y@GBJYm$DVj0*dA-j0hLT>5@p&qWHjG3{aCCh9J=Z^uSB zPAy+O$3<~kj_sz5CZ2A9T{1p&g)z-XtFo?uiPC4007rQgMtRk0!*81PWN1D7tT<3w zlJTLB}n0miCAp?5@mE)VoAgeSL=c*x?P zve+TcQ3Dwi)JlI<=--4|of>#dc;OZ~khtg``?wq3No7nei!z~I-*WNH4l_uBnppqj z8R^?iG-0)#a~b&rxWxDHUhGnWU35#0nT>5&M@iI=3ykNp^kmDLBYppq!WB|DHMVA} zpmuaGTR6ws8mVV?Lj6)$Da<_f@ehIv{`#!gC)znv(aLCT2mV(h>v6|yWe{qq6FmFn7tCL}Com(H=V2K2sY3kWt$R*PW~pHa(O@{zmf<1hgMhT;2F#Ju zab6IalW0~bkUgk{3a1xjRD+7SM!4y&h(w{0LCU?ChBLnxIbDxR!_d;$<8;w*`i=zln;2 zJvk=RxTvZcstFsZW;U7qZ{=1@ly}Y!#gu-|uMGF~oAYTcWFpdC=&j{(dqQ*Ay6$K~ zaC@>}wt;%}WfiMD_5GmCH1dCUojh^wy}%ae!a?z1uLm+E#rXG7Z|tHw@$GP3tcXfN zxO`4FpxKOVunVKzjgK9eEMLd5x_aKP#JyAg+?OcpNG{)ahkP&p_uLpGwjVh%@Rdn8 zN%usuBOEr-3zjR9{zY-7hLX?pnx+!qU<#soV|*qI`S=Q~P5XH!d)@wtp(+`u!UCJJ zR!a=loH-%$0>dxs!g3Jl^m~Q+o629;>s>L-(=Km1&6;M^JTewn+grszbbc2L+x0HZLH;70Jh=g>5bT<-G0@4i<(kX(p zq$nUrNW8hveQ&%o?zlre9LL&wtu_BSznW6(F#>~~(P!pn_qAVlBO}%Fp7k~pfJ8g*0pK98m#Sxv z@(~Ef>Sm9(CwlhYgFGSd9trFfnL`1a9{4Z^oEJL-P&nKr)YzY55*11dlQj#;=NhYq zyQE>fq_oS!+L^3dORjYBmZTp6>AlIqJvD9)AHkqI{H9m&VjqTbMj)p=b&I(+ELnso zyg~gw7k-iCR1bwY1DsZIZ(*Kurg#OQkY^G694{|^1usZF+Yji$z6Bupwm*QrlXHRq z8Rx7wLVq;#TNt+cwjF*ZhnaiV_#1%8KpqIdy@r99%cvRQgP1kgz#y{ywor68FFz6! z%c`5e&uT-lgi)6bc~Y9RHPe^zMd9i%mMEl2IX+}M64oU~co^^S59EEshd{M9ktgO+ z(>&4sg@jIJcC%3?hb_JTolF{29*Ai1>mjh?#b(#V#l=B`d{^RKd_2;ZJ+P(k>}5=x zGB7bkUV4My18z07_cm?JI^5}sSviDs7OFU8p+kd$*yIh*ps-nY5WK2jl4Pf+muble z|0$7B6v`4GhrdPA>o_b*E^U7MQ?q%!Z#2jK@M2QRseAnsNWDmN(DLjzfKe!P=e>a)Q&`GiUa|%0gxJD4mTMa9IRQ`2Vf7T|Ji9w z^9Om(!T4I!&RAaH#kg(v#>h04O#csvPn<&=SY2hlE2A9Q-Hx)zoi;L?iReB2G4qT3 zpH7)48LNGJlObYneX6yVfhrj?sg`e9OLECAZ-%G;)mMX6VE=*HkY$VHde#cpxQ$q# z816Fzks=6>jhXi(4Cv7K0v2N8y;B6#9cWZ%SY5Ch7QTZII%Zw`Vw--o1%Ut}+V_b2 zW0}GQ-;XTQf9TV{BoZ%2JGo8Z$0Q4Q?G zT}8r=yDhCp&-P`?Y-oi?fii1Nq)-A#_KK|%C5znQLD ztE>^fO$q}i{Z$sy52=RZT8#7g;scB+vbsy}v*uN7}jLXoYCHl+85 zfm{mipejmqZmSkidAM309s?~w5}bPk=D=v!N`*&9pLqNCnn!`00?gEKBc*I&0^X85 z7CT9-LP3OX#jFEEJ}qEnIw#oAiuI(GOyJgoAPZ(2;_Mp^hMAGVTl7j}pX-K-?67Mx z!r?@~i0EC~qRZ56U;=S8Gs|Aei0G5k@126>mB>*lG`MuAQ9>aciIZ**EEcq~f$L*dB=33#}+%a`7q8kzJ1)_I$f&vF3wJ_on!nWtO% zAHHfKV>yr23Aqotmeu2xRV=kn0Nlb*nd6j0vJKH>p>B+>Tx6?a_$PPYx?Dz5#!Ch( zoI;*H@EvY(p6=B%I6^;Uew1<2@dsN8RN=cc@(5q%KapZMKDSe0DNXkr4?u3vQK+k` zPN!LbtRLsi44}bpC|#i)cT)xOYP$L5CT_vFD<)4bbunj)@Q0F@<*%iKW;RzH64YjXj7rB=Vz$|zwa!Tn7T!rdL;Z3uZHD6 ze?iCtkn>X*i2r|OioxLjSEdjV5^fLkXov~+J44w!aaV;?Riqe1rMu}0Itp=s>vY|o z?D8vcEe_oU#g|}>K|F^E{iCS4NHvamb3ERH$9G$3`DG&C;@-zr2)@)U*vZp{#$sFn zPhDQ-@eDO*z3y$wcXrWe(>ecZbf$YDLT91?25k1KJCK!wt*aDo5DD{)vSy-Imc{Y! zW$HIG@B)H>2xJ>6D;_OR7N6ful*4gTn&J4aVuqdX-~kKTDrV8T8wn;wB>T{BJxT5Xa^*T-5P&>su((bng|nGB&@E z^?Y$hXqmBjj?;V%6zAXd@N0aPI?;IF)K`qV&tT>SSJEST2CA0vcdO-ZdZF5wJ{=qy z!l%+OHeQ0+9n7#QH=0?(pWz8w!H2H2U{*w>fUCc=q@kEXM%yFc7x{&+Sf727s&w!p zvC3c6@D*((&YGayYPc3iKR37u%I>1>kgttE!lvQy9+k|^YEGJ1?^90~cebsWc^kQ# zY4&^|U-_jsGPGH}d5w*YQ12-EgF{0xwevuAs15oAa3$v3yabM-`=x%fn;j(9fpFFi zz5mt-TX>TeK;+t1=fyQb!(VsB+?J=mCu`uatIeY!V(N3WVq2#n!Tf6Zujtn;84f3+k?uo zJ!WuhOrc+=Oh;*TOsZbc{Y%^`d0_KUM)$oIvKq|TJVcGIm3*J?I9W&MKSXr(J40So zGG}(+BFq_01joz_j!E8ZDK&C)#Y=aY?Me?-ndhNlPy34hH$S9zt~${WX@W2~H8mCV z~NV#9It!3KP7UfdhME zk7Rpl4m{dV*zXp6l3`qb?kUJvFBFpfvs=a=p0Q_S;|?1|jU;kO0{iXnC13>13v4U$ zV-jbHWvEmn(on*wRx2pZzo+$yuCtzKoFLCfdUpzcDbZZ}e_l*%MD!J4mH@|qpri@f zdH{M_Q6R1z(%&v;pS^^jh%IpXK7#$HUS3U6)LQWt9}Ma--pt(m^SgQ6+b!RZ1z-Pa zS;Suyi|3qHRT-a)FKCvV@N2bfJOUODEt8ienPnpSSQ3i`oTvpBHFV>xx0SfD-rL|) zlH#L~T|ftGzD=%gN@F++F1;ktjB57n1OE(FhlnLnG{gkSze)oA&31XQYTDXfDv(pT z77#&E7-1wGKPI0;c#lQ$o{HD!AX@lBqVy|FFg64e0~Y*tm1Bnd#eH=tZ9~5NK*lJ` zAf~`FN46>8&ZQ0Jim%S!ePC6NGBxfMlB()}@xvc)VD&%X)E}W!7qpuUT5n{^@tK_C z0XjCG_1_(3-aM<5uG4>@6YP2A>_yST>=BUB%@EtTtP!FKxM38&%c$(_kxuQ&6LzP! zcucb|q6iG)lN7c>NPHCtg4VGzlgqfV>n3-f>iECPEMyzt>K-5dHjxP@`DdQ9FTa3x zA{VfSL6e~>_G+y!QaGmEu<2t}{aMpi_PS6d)ZsFReVs;o^bdoWi54USoT3}yGZEPx zvjR6Gj5TYn!0_u0-*{Rx(m>%c^VP^ zZ%Tly6&jyYxJnp6(J?Tz8ZG@96|VOgr^|xh0OmPAu%W_hW}m;s>NK~E@b?L^C@gEsCHwdp%1*q7d5R!po4m1%UV$^{NP*hY@NJvOR!sKioUVpeU-4cyFpv~dq zoScAoArqmH4GatfqPGo{9H6XY*RQ7G<^2eMr-{#Du)$xRRXaY0l;vt>=PoHHxskqUKjADq+urHT;!=P8M@QuL&pW1~3;cg2P1;<`|F_z{+8A7!MX*$JBr;1%F4GL(hOCy{M;hBg);$ zEWpo#C!;Z>(&@G74xDl{vrY;Zs4X`sBBl_|A$;_Z&}scRlNRiTcS@B^v=5`wva+I= zWq<<8ycMK~JkI%0t}kW`K_H~VoVx|tCs>A@;qHS6{QQIbF~Jmp{2r@$QXgj74p5r_ z8jk<@h@myPlX!$?#9I1c9PJfF;w{!g#o{h1HNm5q>#099jyMYq`viMoQ5q0E%NCUuHhd7q3e5km>Jc=x=!NhrCUf+nLukVYJOp%7eD_3f(cpdhi7LtgF z2*2Tv<`W^*yT3#^k*X5X)Met4gSd;O2yY5)d)6jAq2q)*K6nVCo~0(&e#xnXI_wal zhPXH*Ckim~%6(Isq|?oSuUloxyPnHz62CECTc>n5qXG3VVL=f=PQQr^*3yRuLxlw@ zgJh`vPT%BX1Vbx3TOc?WaW`^%@MUz&7#~YVd_C5!s=?%~eN^J~1Q!1+uCrAR%2+d_ zC}*IbV!|INW=6)u7+0GjrSS(^-Z!msQ!Jbe7ik2vYb7{^niqUFl2$*0caPLPAC&i&Ip(X2(#tzFsdPBz~9yt8UoPfdU zv}`VcAtI9p06;YBArH8*e zrpweo5(E1#Cy@{-@_j0l$tb#^UB;&$AWmm(vhK(*HV*Z1n3SqY4k=y(vO3=YkAK*H z?;TmakoO_PUG!c5)P0SM8Xd_4R0Dl#SQJwxbI?{P=zGcG1Hi)sB%uznSEJIn1MTcQ z{bCJ1K7KC?sqiEIpD$4DDZ*7C9pON+ag~7>X9cyVDi6gqJ7^n;a0!c6QGPEYoRF`6NjM^HfdkrSiPAzg*LMl<&`EvUPd)a3)wQY8ye*Ooy`qB0u363*aW&n<5`_7ew98 zXDHOMByLo*PJDwCs1i1fpM4EGllGWwjtTzC+C z#(+qI5dX*C9E7lU_+9{+c@_`+z|Z+wrsg2PE~6=gk1}4iv%oe*DD5jny>ZwX6vQ#R zKi{IpNX6(^utEyMuy_IQK=?cTz7w0IXIKp5SotnDD}U`@WJuS^_FXV~JrtuQ^$!y+ z|JY16%I_q`gYU>ysIqgOxJt1Od)-MvZuPvX?Gqr6fKzb@eFo-tWeZ|f=Kzbp`^ZHU ztP+qewee;Zm{ZwwPiQzT!B=5Cs02ECkN%FJ9uQ(`!eKzA~#52t&(hn%|KJRI!JZluw;ru`tC+j zypFJKUwv!9Lc&~E4+oktj zJqt(Tvbwd^@KMY}wVBL+09HC&HS~WN_gOoi!Bx3QQlR8P8`wQaz}(*m=plFldi~Ia zZu{y2+5r_v0C{8q$`MdcFxG_oIvsBN>ZTyclSZ#Dxl$G_Iy zF_tTBp6b+351{z^d3S}D`DIvMki;G};u48QB;EDygZ}KFZ11xV_J_mo=pUjPvwr6^ zX&pO-2Id#ogYo($4Utn_LDdZK`5|+tUJS5sUm!gdd>O|Oo94A&KL^+xAr;lVoZabC z0xo2@=z%X^RMZjwWP>!$yA4sFZ!ih1L1czx4DqbF(9ymY&4%aFaj~%mS~NtxM%h@e zn|Ba-_E(DxYig7;>IX?k&tfQiesdSZ{0|!jG@A z9?2)rTa_E}#zHj(_r(<&6AraFWL~X6pE&|bGZ4)}w)$&ZTV{0>`6!Y+ynYgJ0&}Um zfUFwOsDf9J@V${_0TZmk00DduRFg0Na-$4cf&j3`Z~Ilg`44{TU>-Wz!=)=Y<@GBG z1CeyYu0z^a`(8BHV4?_zteV$DGU_*_soVTL6L#A^Hxs#gs^76|uA}ow8Qj(aUAZ-C zuyJg+NpVB&f9_PIT=d%)MZe99EzNp=V(P^T7NF9I6h!Crn&)$z@K}RuBA7Y|BO2tx ziW?C6wFTD?EiLi{MECHk?`0ejG=$L z-Y61dH3y{NU}nuSLEvLjo!OIi57L1jG)6;TKU9E4rKe(hraXm+qNiMn*Lh9$_!m5y zg|1j*H$!}Iz_7kpQ{(cTDs z22sm+3y8XroWa>R1t~6W5R9X8vWmEiu;D|4G6omUbD$|~B?F-)Dv~71yN6k)sZzN5 z6IoqGP-UQmgPPcUFKo{}pw**D`_!4|#G#ea^+=c;YDJ1Wg1i!5xfUZu( zJb-op^x)?Hd7EHckYPFlfwWxpiBCg{LR4C+~ZR>36+*-C-xw@gxsTi#xK;8f|ALzdCwn1B@1-P$Xf zzWa?cpY7R|8x-BDgO01@Lhg*{-zB@U3!$w)2?0=r2P5ubsk>wkGt0By7g$xH6A5-C zjOqC{JH>jLqF(sv5?}`88jl4aa|u>WxJg1pN&5pFQeFtDR}ZpqSZu^=Gp@B(+aZSg z77TBFF3zXtb1`s7vOZDQi9Fv8o$?Z3h%?$A>kB5AXXQjVDSnOYdihSE2Ov(6Cw&PFc6S3f(=>tj zX|%7xyOl2lvPTcF0FEO8fcJSBd2<;y6|LTJ7GS07{|e^CX+6*TTEJ!w$4Xo?`&@ww zKLm#tj-+zU{E6fOSDh4nk1oC!^$RN}$MhJF_DI)G>zvIcn*@Z^V9T7e%05@Z8jsi>%c(Ir~^2|S$e7#`pH zhQ&WbJXb3c?c~w5fC;XFLd`0x??-uqiN#4Z+N^bTK>zq?qFWyCX&c^C6&Ddnmn?oS zgDv8QcXD#2{$9K95ef?r;i3I%Lb;|v!R!gb^eXW}tezj;lI()5G&d*V-M>!qQh#V7 z-v$OAe!Gn?1d}3|)PTx5MF^j@MF>1zl0P>&!=^7frOt`vG&T5nBM02^UaO+A=Y;SzZ9jnEj9+F79j zUZg!W_<7OzB+rhHsOD$)jvJ_kKzaujk5#2+X;}pYFjGO&^!{R#_Tat3*viPMo!+** z5Jl#)=PCaL2#h#Egr=yh35U1#$B*KL z$U|kfDuhlCmU8&`_&}x}JZX}r*mOD!@YdKAth2o%(#wmeG=e{de+fbLs;XG+1OKE! zI^DBM6L(@a!tX|ufnThmL|qElF2LdtSqo#i34IdeCe@hB#dDSFR(t~pn(6n3zz>r4 z?QvM%v2|hz9?Jj)>szaR#jtr^5a0FD}nmTDm^};@A;-R(P z5XDm@L1Aix-?2{8icP)idej8rBhm7#f`YGL%{bsl7}(f-u`j{I2?4ESCCQ266a~)4C=31)zki&Q4Kc}< zmJGg<@N5=8&hZ7SyZ|F}une@^=CH>`fnqOjSs*gP9|J(5pVwR}F& zoR`<-*g%fA4ZJsy7G<7gJ3BkT)80|ZhwiFuIr{kc7=jxE1t%OE{Eh~h3@+njVL5vu zcQd#pSINEs?g$og5GvL}+qrG(^Su=qb8u(E3+@d~9Y_`PzVksng5N?odswEVudgqB z^zlP@k!RM(0EI+ceP$+>sx`PGTCx2_*bN(Tl`0-(sWRwRyKTB55ecY_(PyVg!_5HP@`UnLBiL#Y^%^)J;Nb~;|H7mOw+tTFZ$M@Q zQ^VWmx0z-Gf>(uZ>{l({p>@p$%f4#U+1VL+Jk z$HqFGR=dFk2jW6dVdMdBsC54B=g*&@`ve$x2l~<5L=0#UOxy}jrIV8rG_}F%M6vy@ zaIAp`4HzQ`asjijbpPS4PQ!l>Le{5G&a5ONQQ0=GGOlxSl6?<~h|YUglqX77V(Y#J z!{%B=#g!sUe;J(+Vr;am;89@4giL-(Qbw@vyer1GJ(JYK?#uN=Vs@$>^i-`hZi{$p z(7luAGr2a8*Za_BoH-q~@p|svikb$21K7T;GT+U`<8yLt2=;1_jBDsMNkyOrLqIOa zD@X(5hT^=euZd2D_H&gLPK8kCJOj-0<&`lCk5>xF zqAXHzIrW}?8`Goqbt!0`M!xBvN&n((m~(yeH(kC+^o5K&U!tT3QV>QZLT+mR;{HHf zHygDN$<`3?*4QWVPPb}unQR% zn(`|2AJ#SqWU!JiEtlk=v-Nb7&&$R+@cSKXGcdk!UII zxRbC@icG=mC=_ykUJgoI*&WW-sVI@iacU@Xx&!?D6~a>rsN5Pdp$#kcTi=MkJ!!1c zd{kplR%BO1FCcJ#(7DsfzAT=xa410CdeNV|x~ArupB{D{of2+~YQcu3yz4A#tks2G z@!#Fd<<)^f#q|WOv!1f`hpXph)8RbBdITga=T)L$g|9i$9@CGtl$`;)7 zR~=V>3OQ`<9;V}d;S@z4(RJVZ+som*^c@ZuRu-0kBW?G&H=#WNpZE&z@3U^={t>~A;L&Uru%oVuZ9a^8(TVW#4b1F`%Cve zzHqEJyw^SKiT@R?Dlo~dMdQ0`=bLD!ttYL*-Cy{h8lWRrb@#^22S3^@Iws*E=)yIQ zulmxjFvR>E<^3YUNX_`;ulv}Or$~|~2#Gh}tZUbLxvU(r*To& zi6XGi@t`c0lw+lscV}Fye-b$L(q!qCz8~>cc}X#xaUX~)gtR>Id^Q2-#*>VQ2k(mS zr&(0HlV%Ha(MQvbfY0X#Ly$H43z|uJRvw-S)E8!jv6xij8rjLS1qwJbm^eClr-k(u z8$U2vaA-O)=$$DJ37__C3BN2vPb7zQwE#=k_YN0+zI35RogKzKpEixSX1k@NDO*<3 zUTu6Of`cbF^8Mo6wws8TI=yzfM&o)W#R9TTwec8+b?%5YANAoMWxf&;mMQcP=LQMR zuG)X;0-5%8Dh!h1?had2r_cT+8Rcj2W6bA`bL2!Gj6MLe+2p5wNL5N$gYx^ikjpDJUqI=!f10!lWMS5EJ|C zOqFCLbZ6XL>{ZF25HM!t9?bH?K@5vti09SNDM}G9gx}3IYRq&DI-A}o&&_+p#c3G>#4IHYRMk`3PIcsI&T2IP# z+niRB&*}SA4td4y_7)UV^utaI)pY*Bz2U+EhhUYxg$Ayp!vvph;EETS++iF5HG`Ij zmgVOxgoVZNaXy2ba@gY~`?JZQF54#;pbfG7AX`_B8M96!#rWWXH5_i!X|{B_EZJ(K zXz%_?vUCbK*3N?p%eHCq^70blx`*M3o&6__+=x{J=UH4SoUkP=2$O-RA2dy4I*=JM z!TU=f7ZE?hZ|i>#WJZ?OEfXqyLNWi~EQN10^mk!^d|nsReKN9Lj~3xFb7#V6@F`+N znJT`0e}MVxm$TPDX1Slz`9y0sR6b~trkf!z{=s5U#kO>_m|)PrKa)~h8(@7 zbrPLe!Xi=Ky!g--)&u|BGk;A08vu{)I0lf1YA$KfPI}R?vGBqqyA>b8V+p-Sc^#xZ z$LA;ZPllO#U^06#3@NBC$*^>-2*qIfwR#8MRq!3fvi%1=2w;{D{%rduup7KV14+IXc%o*z6^{swuL|hj)-abgOMFtK^c@;K-3`NP7u}+tvA9ZJ}D|p z_j{XRVd#w|fCbXrk*JZug{?;k2`K5m!T3_5RWt-4{1A{_=+gtu0AAM_2*gUsOUJ=w zSPGCK540h3w*+DR)F*ZJg%U_dI+G<%z56ZH}FjYZ4HQ2FXrdx07&QY2NppSTp}d} zYeWEhHT_n9NL|j)!7+kLFQ@5IT)kPzsNSj_>UYFiN7BI`U2i9gB&KVWsv>Cbr? zOpC-3elRN0u8D!sSy_RVp1wzGafxIh_J?wO?6Jih6?I)7#oW>6&(S|7znC3M*`ij- z&=mRe#rg>7uA!WQE%@K*{z9m6L(CF216i8nYea(00P5J6FMKA=5>bhBKgE?5A`bY; zXS&#MxTQR(6E`$oS-zXwH8?l)ConhktlET#>Eyda%m@X54R}dW% z6YYxQ-xk`tPG_ci78V-52ID)YNxK6XFILpVj+++4E=RCk@8{3?)ep&8Zg-eAX%$+m zvE3P#A*cWVWm6~(CAPGDd<1w1cg|E4 z;SfQ=^FmvsNDJKP;VCp6i8P1yJ!wk5AY+1 zWc>83LX>8%AT2S{v`}?c1yeqP4$b(73U+V7Fkxrj8xwGY!Dzm4eWmevl42%u#PiucgY6Rgs?n1Nq?<`N47SgVDYx>4FMMmROWOTG=ahCb2bFC zJG^gd54EZbt1EqW-_BUXMY6cwOFx+u{qZVOu81PoowytO2yiBOVsqu^E3hwO6>(=E z{xjn`{PkAWE1{U$h5h113xqrGS|1kv?a#d}%Z8}yb98`Gz_o^aVF5R{*l!zzRZ$W4 zpkcCXFNa~0a*YH`CdC)hAQ%ya4jj5XqWo(w@pQe961 zciGb$wrSdazHN|ti)6#=27c51c;KvRnsOSUUC8sfC0jlm3Pne!{~YFK?eDG_^1JnO z#(bxW9QxIri{HC6dS1q?!>~C_R)Zv{W^Mgoh8V(5@%go^XKqq~j<6vOB?A#qXm}ur zzZ@HHWQ5VCzK2@or2pT6jSb7`cVi#)JAB3Zogu{&rY!3=dCRdMo16I$&FW&OtIc|b z#k2+@&DKJHffDDzJ#!lWjN8FVEOOr7BD+fV!STFpGSSXh<@6o7y}eRc6s4qkJ7VX< z!>V;ZfkvC_wU};lwPDy#Nlmq#eeTxsy+qe+snzR&qZt*1$Q~hypRJ&HD`1SsOvMt~ z`$xBuSoc8%8${f}x~A9n=se;xGuf9!Gc0K;pI^iyhmy6?Bjg8u4&OXR>GUpE-!pBC zo&RqC7lU{M9UbdipmwJidk-#BAoj0p<0u9TvT2A*!rr1HO_l>6U`iGj>4Wq6?}he! zIP3wb=kz~^&Ed37sv(&4b0xI2wOJVdf~~Q-TTu!(WAcCZOI&5><3Lg|lRRA6Rb#T~_Sv{Yx)w;A_w zlk)j}(MywxsS)P^zt-lc8oWZ2)#~}vey_+xrix%k7{}V&f^^-kz0 zI8s{r^n$$K`LXC>kX%T(agPq25fEFt2b0bervvn{xe^c~tT>lOE$%}SohTRf1~B<; z0aa3?UOX}~GD^x3=S6@#zADxrzU_edMUhH#;f5U%poOE$?sKdK6@24PQY2Pm4;qqz z@XsNig33x~fGU#7SO_v6=@vv%^g~abTEI;hB_FXa^zgrI^ye9)SDX5rMogDriOrK> zU;EaDt^FtI&9i7ummACWfD=hf_9Uag1L)9QDPDp8G{GokW}B|xIad4vj*okxftBqM zwuNz<^>Y62pav9_@Trz?`ND(^FZWTCj*}BK!+?Lj21CdlG&H=|M|v(5Lhr{+n&sy1 z!tyVSD>KTud;QKYzSTJkQGgmWEIL|XL{7@g1pcE6zC_@qWgh&4_RCJ#=Id_`0WC@q zw_9Wm4=k;$ob`XT+#k=E!#wVXm?1gMl)H7(_ei)qMd(jp7gKlrGlqa<=crC1u8n_( z5zsy<$jOaBHWf5GsM(i4G9M9T2HT7+7w!cC7$F=ZV}~`{1)SCJ+&($`9H_3J*)Rjh z6LAe^L7m&jz;GKDbDW^El9B<{&3jU=J$1o@1JKv10^%3GmuG+i!uz}3@nMTNQQwJZ zbMyX`=eJ}GYS)`RErI!>r>qMk4TirL^By?akF3!C(t=y@l+Sa(*${dFp_oUIMDFe| zZciVqtGJ;GZrL6tfWv=)CD`#52cmg1_an#um#!G~*G3)W<+wOXFx4ZUfRjAq+s%Zt%S)bk+z`{efEN;0a6L+)r z@#r*jUL>U5Tw5eLXLa`g9mIN+xIjH)FEmAAt%lAC(BgsD6^^p^#l;3wU%F}Vl34@S zRrjSo<-TeKQKef}wN+r~W=3YRnrqe5+6P8V4&p^Fx3kRT$eR&5z4&;zm_PMjK{2+Q z>4SCAV{hg3Af$+&zx4JOGj41RBz_c>z;LrZAw+WJNXE^56{~JbtdC~%VIAkD^P&{H zPMgD|9t6Wk3?^SXJ59~?d14M>L-umpYvL<0I1%&e<5N@NyZ7`wL(Fv@um&s%hA9a9 z`3>C_=oH{9`ZZlT1z&WI=h|J94p_yESdd2zQQgoK!LK0A3LG)h09lqsrtzYi)rWP2 zCp=+K4RwW`md)y4Kh7*|2F`p`MVe+&g-GETHND%6)rJ)GjEq)@4AI}Pd=U|~_(~EM z<$(+V{?h(E{}xC_fm6KoWcC^CVg>7K$4fY=03wAx8RjkKy@yG=mWAkh4)BPX3J!g0>j8V=#BMqo9 zeCP8%pWygSFp9UTRV~#{1)8u-Kw%f6@}j6pkQ4fOfUSUyGyTpWhk%#E9?o0EDRGDg zhqo6tQzjgV0Rrv28cZxo6+8C|vV&(JNpjBkHMZX&^qDuuQ;%0WK%VX@l2x(?Lm1+z z__|R*O!TTWedmaSO0#hEvEBU8OYMtm7JI&zhbL3^^nEV8Gj9jiN#LbOhbT8#2?+Hr zBQEY1ss*58kg^VtQ~a42L==RXg8%FXFiEi8Q560Z$`HaXdJj_8!x#2HOMC>1>{tQN zW^i$V$phAyWxjjI3mcIj`!%Qham5f6sZS!S{Mnyo$c|GRCqAAV_Th85M_eWrJMe*| zS;{YU@bs}ohSw8+H+GhYfu|mY;}~}J4_l%vN-^?g@1QLL+gpT_D-91&^!G@3vDB zkDus?DSCJaGYle7o)=FPPCQT;SeIW%|Wq{W~Bm-G`o8lZpBQU_1~^cV*#QsonU zz}X~{7Bhg!xgcm5P>KX2vb6@VXw2S4qi=>>D~*R*4uvHB+!Azjbf%GF?z@RxMg|n{ zLVCmF1>W_{`1kM`@SUPaUA|Z9IpQyL&6gVw{ThTLgWkd)CR3II9n2j9W*j>IJn(*B zl?^dGcmM&0e?U+NQKs|%>GLn3rKXjqeG7&GC#Vb%_tXRWhA`uEsP0gVez{T?aX2f| z%45AysyDO8bG>6VmpWOG$OJpSgAvcytjPW$x!??9LY+59=Bss>Nmw7-7Dh5F9KzpH zJ*{|-e*3yGr=Jt zpZofrS`xsXOMq?wJ^~8vIA$7B9V@CIK6vl|U^*>suvdc(_=CO~+PrPz3Na<68od#0 z31R4W24RcpN? zdSDWBzh|vC!cI7#1TQXrp5eV<=f$14nWLd=MJ{5x0VdsxrP%1>kv`8`7aG})W-B3-xiCS;W%%oV{ zfs;oIM3E=-Fef15+B?oS$uIq(cy%w+v3s4ZY!apU@jcMWw28{R0D_s1Z)&k8=(03S zI}Lx_i}=aEG?Kd4JAfxpOI*TcoW`4~Hon-%HN|C5=kTzVfI#}laytC`q=XuDp1s`W z8d1%-YyQpIno<4{Yj}dl=cvwil^UZepSwM|ca9dQDTyn<5O{i*j2@pfV7nIy)jiIF z#Mf`ykqZ+AiGK3C=yHe1cQKjGHy?hTmU@>*%w3g+goM-?Mx3sPs@lW09{rzsWf@V& zyhhvuoCe8o)E!4N%L1S8aQ{FRbUC@&kldsqUg0CZ4EzMHLl`PiXqBp3Y!` zjgQwRR^8&7Lvrp|GYijcPm@0T? z8F_xccUijm_xkS_07M9i7wRigpr8{ z_wU{I3vv|OTIlLp1&QiD&j-YkwYD}fF+`lC1~WfDKX_q_rSrz;=H721BHHxy^sHm< z@KHjvMt^@lFj#!I5y`d?=WF|q>vM2N-@mgvFWolkx@dwNzSV`}zJqRUoh$?TE&^!= z{JR}{+Mpnmea04h3hS(+3friLd%4xw`qs(F%LvaOzaTMjc5^GN{pPtSm7S5H@{d4R zEPP;oK8+Q2yXr2n-KU_ydU-4Mkav4$2cBa9${e9hf%4G~gzlrgFYaz`K;kZWZBcGQ z+>R0i;6h^vmiErf%!e-wJUxZP+F^r&zJ6-b%nkc+Sw)2yWLCno@^yaxNI@3=@b+X1HUa@x?^(gi7(kEU~7Cm0M=<@Z* zI6l4arA*SGB?v0$DY!0nvttvJL+rse?$Wflyez@WiV;i5JX0S_Xe@rY%H#j}L4`-E zb5K<+Z=*Ot!H6Kgj9n{nPls#^q;l{9gOaj9W2b^&0m6 zigR!mX_dm8B99)g$ngEWNhs%6nv^flzK*d2gMVf9F!0m7BXdgI}b0 zEz#yt038gm+EMxFvlx;)>gz-R{nyMADtHH_?G2pfse7r@=^ll-0h z*WuTExVeQ2Z(k0)eP6$R9l!n!kN?)@ri<8I-t!E29;vEyzS>9f@h?J{G~((r?pO!` zY*)0d$-llzpnCHPjOsawYgh7dWZ@AJ`S-QqRvS`d$3#aLjc|yIXZx*dMroPXr0yvL zS)~z(M@@|rh!i`a=1e6q;Mc@~;~VBVv{G^X*C&aEm-pS@tJmJ%F3p|=c9lK9i};>d zz*G=rv2je1QQUNoYdLpxbX2vE@O|4GC~F0Tv8O`MQ3518byS_d@eEn=HnXS7(yjiu z4v*3@JpId?7Nu^sRj%c5t6po-pZdA#mB;h6&R+k1UY_UOP7T8$PgfI{$*~#=`mSE9 zk>qKlg3PlIHETXSW%=K@42w7(E-o${!9p#`S<-p9;j%7GneZ#J=H6II z$ah-$h|NO;4Ii%~ z#=4zh79j|UGEfP7D?TKWVb$pSK!;Z+RLtP7-t$A_M~!se!SQjS-E&0r&XjI|B>2wz znEUc53+`i}W&N90OS~|G6GU5E+pg&bCO09S(h{xGR95X$ouPkk1&xfpgO^C2<=zuk ztyi+xAv&zVUH<*IZt6+Xlop?*TsUPu7vv#HgjY88TNE^^{{FYrH;OZ#`I24{nhRbUPc#l z-~EgUol+oz9Col{k*-glhztciD$|#kYz2hht5U9%d2Y+FCUu+g%hBMDZ#>~lsg>}0 z!c6%0?_d5G*mv*l{P%-Q4k6Ncrdaaus&0DqSln`4h@$TJvmJ7~AZ=t|bkxJu)#Am~ zZN57)>_is3&lU#RIQrrTEkCF|BdyZc(V516ek+}&@0&85Kzy@7qtnZ3#!nxKMctF1 z=+1x%;@77P4V5Bu3yb*=gaRZmv3%EH@x&VcrTfC%=}(j_e|j6a8oJtR_Z(r8{TkBb z--8@&xH?aVb^p`Vnhr~izAF0RpFb9>_n1Z!4Qj2izs>C-?I}Bx zBq_JiG6-Jed|1HK6}57@>9`e~6C+U?tuRvy99X1cmWt#nL@2o8$d;Y==%X`rH_!W1-lgNXf`!PZMOS3;9| z1wLjUNmFy&jxQ(uzeSs!=+0J!=GfAH_n6j&R8~5I@kZO2f|BxuogFDyZ@+E6h2s6~ z+qa9evvCDKxTVlWnQWAT6(4#LLe=Jw2URTtOEPd1C0d3$Tl}4Q0y`D=J>3 zu%QJ`Fv3@)SE94K@f$-hNYP}=W2K9n5=Ads;Ac_jS;J%c8Ia>$U0$a0(bCce1O#O9 z7w2h}!ltsc8qDtEa8ywmF|jwmZ>d?36A{gNiT!}P0m{MRyKHaXP(jGlg8J`Yw%e(9 z6^-(zA^2QV^G{jk0{EnCXGo*>;p`L{YZ|ot2uv`q*qU@6H^f7I$!@RHiiwHIO8oW3 z@*~8hyk#Ns*Me$Yn<=lWJ~&(L>Lro%YRLpI{qHxjm1@gt=Eler$xp;>fs;r-KDlA1o0T zxFP_cCso+>!P*#WktOdu4CHy!dpyx>J2FfhV!>ULN%G?rm#rUE$0nghOP+px|Qd zWLf=2-CSq_pbG%0{LrttZMBM9ESnDpOmxGeJ~&tk9Wi*JI3&&hdIF&eAfynp zbq>E75m$e`>GS3dPw;K!faH)%NQzPGry$`#{)pt*I?e$$>^N+cB%{%Y= z{(jHlzVGLGnwx#~Bs%u5m;R}y<{j?yxsjln!KRPi6ZP;O&8 zj@?xd(#YT=O|+Fz5)o<_ZMVxn)1z$Nuy+A#2T#is5=+OM%O2~9$uU(r!< zCu6?6pO*ddCY1Q)%}%i|Zv-Fu={2bS<;}kb3;iPe`BzvJpI=`eEQD+S{QBx(p|4N& z@4;W6?CXQSKH0zDtXXU-dE2T)G(Ggc}qR5)!kkz44z57cO8BHtt{zhttx~-~}KJjV^-$#*+T0m;qrdBn-CB_ zhNmqEtMTWYoPLb0%2TYqn6V8~X5G~}O8PQuJ1*52V(#^D_1flLWAzj?i&zz3+Xn3&kQbK_8eJj8`U zQg`?6T>yANQ0o;?B%}R#>dL7tC=3BbElq{fO!%Y1-JsZkfot~gn1&+bCbUjy=ASoF z47dVwO)&k06cxHPkwzi-{zk;W3LqG)E#qBMg<6-?(E ztZ=M>%7e-}d-fifFF~~_xD3b{U>PmfpVxU38b{JV&B^2>!=k;o&T~2iI2Zg$ubV4s zF)KS5OeXEXfs@@HtlNjF7IZqjYvN!}PmiIYVSF;Og9pT52IQK5;cLJvUxQhH(eGkz zo)9UsQ|ukrAat4yDD2p=X+VA%DJY@F;`Q>Ow2TB=)M-z3Gv*-IDJv}%2$A@m9lx3T ze$c{G@F`ZP;{+F;L%GDl57V-Ky=TMD^unL1sH&O(gQzPR11Mi`x2?WD@3&l6h)l>0 zU0wE`3GroRYUE***Ag`T!~L1XLi@7ptSlE`JpvUYWR{^s8+ynTZwG~P0~ZqWTmDaaCbi%5by!d0ONQH9!g@RW19$OGm_VjPy~UoTwG-#j>cO%ayz zN?F;4c)G7I2!djhT+FXlCO5RSB&v)Y1wbl#qrstcNg7>Tm(vekbn^N0rR3DqR0O?! zq02pY!l@_OR&e?S-F2XA#IhUUGHIWrQq=S*xzTe<;7PaksOj8KJ|;QuM*Aw$qp{ zRb3t8;P5Lh6YaJ29y06FgSG+=H z-D~!g^>67V;LZuUID2+)KwY#j3{gNC$EnOQ7y2C~;5h4e+4K-3JVE@w`}-*>Doagj z{d%_|0npJ|bz=L~qJAtwd|7?WUxG{7hPfJG%MrZ;th;_)!8lTq?U$dHv{W379@fiaWI&RENQO|UR;fN<~=~y=HRD-Uu zxFTsP=BB03v4sD_H3*;QBh5p$4P~OeogJzSrKP0G(I7{bsLiA~I1ImhiH7h`=7kJB z@`AB3P6h_@K%%0awga=is211=VCNBJLLG8;jnUbO!JK7jFGn^Y>T(#cOxd`Da-TSt znVHF09K<5CwzkHg+~;W*P~iCO!b3C>=FSvmh~=Vf4_Utj>r~&wAZd$B)tN~0eA8fd zFcJMqAw!iV|Bh{kdlM_+*BgK;E|^usBe-&Y-<1LIK5&a5xzD_T5eKrUGjRF@BJaER zy5eQtdH!**MnG9(969m~zf&q&TECJy!Er);R`kh|JM?|rj!u=M!w^Jru3XvIwEDy1 zm=SYv5VU$ucD7c)zAl?z)Zuu;9%0XuP0fEgbB0fx8dMK0P&6xZM97j$x^(3VZqu@* zy1%=gJb4n;zdMkW?PqZ1HveH;14kl|Zsyz7dmgi?K^Y~Ihsx1?Ve@=T!toO);v{k; zMm?t$3N)kVFIlH=j|u2@b#`8W%k|O0_6K7Go`CuI;%*x4!dp(2dE>aTz`K7u+gVxp zT81J1rclvZFs&Yj7p{70bX07qZubi!ktirIJNA$qd@@O7#z^LV}Etgvxf52ntoWb?44FRO0!H+i_8#I5jmjRkv=v z%;Cs^g(C|ZdhZ=O=huIG5T0_^z`#IXpI{DlN5?r8%CD^>@HT9jWPDYyJ=o=l zl8)AByaD%KX$}8Ub^H+)%Y;8RDk*jYuikUo(tzuH!@G4Q^^QPUTv8$x3=yLb%XA%& zICeKnT*m2Aj&s>Osu}0z{HMf1iD}g}$ZFL#Z7M{p$d!layX&H%{j_)o!>{6n=&=jn z7LjMdc3@NJ>+9D-&2o3Q3|89*RAnPn!wzk~ecKxeoqyCJbOLpaaNn{Lf;A5J5$x>d z&7038C8?^amb*zDau~qW&R)h?rs7PjwSFF*ponrKD z3~m^V4;mo!_Vz;3-x<2k-(M|48M_aB-a5LUm{QycEp3qZSC1poLGcq!B*vXG)BwF}I@vC>NcIQc^sR9vztd5l~C*W7f*? z^=Q9oxqOe66&{H=QMP?n$%m(^nIaja2g-4;nza=)OJf+Ne5vgiAt1|j5vLov{lG0ubx04K*@u) zWU;&B5ElH5)gMZ9tS2r9s^F_7yC?tr>JaCv$H?o%>ed`V_Z)yS;8P5O#*-W6(WYp8 z<1?(rGXHhU2G#4HH^K)aC?iSB$n?xIA|fbi#})ynKzo>QtUP;RAuNn-S4@&jlRpC? z9I)#gFzqz1uPmJlV}r3 zdB~FcLjn$f&1MU-}uZKM@DV8sF*#zrw~c+dv^Gchp{k5NWmJ{&p{Dhm!5@yO;>nAk}~+L{r@ ztDX%H2LVxnPUbPdl?i!R@(2J*kh_E3-D_!?0hRaRo??%CI^)~1C7`dxoW2ZzGno1Z zYk;h!8lDq}1JT3?;zR#Xg3o7WPL7P^U-|SZEbK!SpQ557*V)zm(+eE2i;Dr+Zs;l+ z5-B^wUSoZfQbHytCJxYO%xov(wPch8Uq-Xz&8Zl~)`Q3p2UJx-DpP^0gH=EWg_9N* z7Eowlt9fE~rZmGP2s$m`T(AMDd+KZ;Fl6N7@(3yZ`-y!~R4*YR_G)bUR;*}H z&Ib>!CJQFCqLd=sgopj6<+qP|XY}>YNvtv6Qqhq^c+ja+i)4lip_POVr`~2>6?>|{p zvoOc3cdePKG3q6e7Z#;qpk;y~>EFNEKP|caI^91A!wjGY*cw>CaB~Cbq>XJ%oy-6% zA0|Zrov68$ld;3crs;H5R>wUW8)lv$}uDpoo0siCg+0?G?;MDGT zx98H3vF4!fyY;KjtNH6&GhgWS{vpHFCHMO);~?EM9P?p zomVJ))-}JUd-@|pj6xgD%81V3B|TR9I5&+W`vTw=$~^sHSKJUrUvjL?kAFCvsM0WF zuF-0U7lQ!r*2#*1t-7UQn+W|j>;MJw5^)d{$_Vm;Syu}?8u%{e)458*cvl}rND12?V=^hXd+USrm9!{y7{bV=p6wtNd+Q`T?2~`(H4YtP z#fsh{SEhB@H*NYBDr$c{Y3g|<9|nuoQT_esh6?=7IyG8OHqNz!XS*d``Wa7G(vLbaGY2|W zrAvW!(xu29yxS!w0^#8@l=UcEFT++#CbSDysWFe9y+_vYA>iO`y!bh0XD55=VJUAb z!}ewZZH3mB<~qq1{EU4QR2mVHOd37$?V_EYHy@)Nsym?otC3P+}D))(hWOSDoiB7?RLfw6fC1BufrnRjl zS6)vh$h0nz&^LjSXBYjmGUs`#$w^Q`dF7IXsQHd@+fGAE?90l|w8fz7bF_nRQwe5w z_K<<0P!CgAfu4Q0{kN#g_FDSOKdTY>;$sr|B2=KZW_z@Z$A!Xu!SoiqF+D<)g@=;#&K@9LM%rC~3-gBE8e*T8*F)YKiVZ%rhduj_NQ>t@k4&%Nuf z*}H0s=KQVq3$Qt_U5odR2Qu*@irph`_ON5hI)NB%kl~8r6^jc~{Y<*~+IfDXdYgO6 ziJQztFdJAU{HrvdQH15iKSy8v*rN}t#2fMSs_ffH5#I)(%uW+(h1vlLda?6L42ysv zVf_rgcm8^8rG(zFKc2gBz>WEnXWoXRZz1pt)33Ly>6m1hjE?U}xABXzc=p87n%oaM zIS^oug!SH7T<*B8(7wCfzUh1 zwSDPgkYbF2WY<2K31LdEN1UcjA?E=rixNvm;Q=YO zg&G1wD;&XUyuuJ{Z;=0d?4FWOA>d z4JuCiCC^qK0=0sfn9wl@>O>Fm`l&h3X<5~THa&hZYCQ+L-B@JU5hG$fXA>PCK|n|k zy=c1mymw7RKVEGz|2qUkbLE*LRR2qy!#)G!khqXT9D8~s>Ao0wsZ08zGuf-(0&N3L- z#5icNF{IKeuy4I(;OGl(a;I)lq>HzvD{QDl5lv2sim(kX?=W{6;B;cw%2mhPV231I zHQ@wY+b$HCgbW?MizopUVu#2DpNoUO7_$ESe3(QVosO9OynCe~=n#X<;3(loE4!Ui zTO_VBfMjj&Dl&*|k9(ULT_R0pDl=M(hf^YbCXaAzl8s3xm+XgO^GvRY zbs8vAi`8jcZI=l-s$L0t=q8#eVnk2*dz}AKK8oa38gk5hS8dSHM*jmwz5+Sk=njc+ zF6Lc8E9g;p`-ab^vpefu{914mb-p#9ru4^;V)vph7-{Clj9P z!yv_#zJrM$Ye{7T48ALw3b{S65f)gMaUz$oVplOcc)bBN3J)cs%2O#Zt^eC)QCsVw zH!gmvsvv}YhXfY^)x+*A3dxsVefuJ+4W;?TfowrLLe0wtS}Nvz)nu|Sl+K??1Cgel zVp@^;kE)4EFmp5HYUZ-9JmRX&LRiqqP1W7Ex@=d4usgh&i z74S3Uyp8+9q;6P4{-+I>P2P1eXU!7y6zBrHP(^DSF)EIMinfyDH_V7H9umiD69NrvL<~!dvQ+0!$0r(#VrT034PPTzohqB}A9&2Q z>Ov0hmt{z_;au*SYkgDN88(v1dElXg%Zz|t{#beU^bM}y1P&ItWP$(|s#9Rt%gBcw z^Shhm!Ceq5u}uNT4bg&TXA8~imu<2cSf-Ft*>RmO-gx2DA_6~eGsSnpm;sw$Iq}m; zNo*p%ukvUd!Q+5^NF! zN83sx5a+$CYzPoVfiWs0sDNbBAs>+D0ZFjoN-)QyTgVT3@q`Q8C%DDU$TJU$&c^NO zv+#%nT45j$nPU z1h`K077$KSM6aqV@KKYVpan{oddhV}p=zXfr2u!}f&gy!C%E`aS8K_kMFp?=cTE8} zN7Oi5g&z$76ERBRwFV}`3r#F?RgGAK-E)QCKr3lak5|HXPW2P?9U%8#;1lwW(QCa( zwa*@_joGFdbmKqsz!Hj)IK zyx3>f(A;G9-*$^zhAAkjF@E>TX=brfj_jN*br>;mUqznuUFEn89Ad(ZRb%`}vm#(V znJ%C8F-u?*Y*DY(e2(4@dizf=FwjnZU9rUU5GOzIL{l}(It@P_9!c+@X9bEgJ6?}w zQ#L1Nj?~J(WY*XtAMqS2tm{I#?Kud`;`2hJR_!X7;fEP zN$--Fg!gLg=)^op$5SEh{HIprrncJJ^~NhQK}6k5W%QUA%$V2dud@-1?!heRu}mE- zG-oV8csL2fz8!of-hH0SSy|c)hVZe|GnX0NZ&EgF9b=_*7-?aeHpP)TSsq%6(Wtw> zEXmt0gCpH#YI@rq_&HO}GB2N_Xm1?X`k6{re+H(;EP2t6_1U1~MIn(#`#4&s`?wWn z8@sq8*{~zM#cJrp*}GKix$p(^MU>#N$$i7=Xwo^aPL{iGyAo?T!qw1-;R?dv&<;rB zlbP17;ef}tp_=lq3~Q}hJ~jo$CKfm=7>T;@%+h$7MK^_xXZy#qIp!1QWu&pG5tG(U z<-mvP*G#;IlDb}-I9yoKi5N6V6-Pp`{8@`;`%bdX7x-gzlNj7rlM*aet)*DU8&kBt z^nuQc-Aqg4^g$N2<8pQ~a1Z92HEgJuu~iV7pSw+%in!czo;HaJIs%t2jnxp`E>Pr* zTa@5pm-$htQ+-`!^-=w}26n}d6jmJBHc?+*g%8|yXj&w3(tutc8g|vmqW9H+^skpiHVg$oi?z+}W=0 z0I_QJ?PCMT$#Btic!~37FRZ!`LcINOyB2S#{SuJQRi`qa{9$;%0}IC$*f zPgPt!K85B`D>T2C!`Ne{!qf$XF8O>pUiEs_2AA8rUL3q!n8YtPyAdms%GU8oDRU)$ z{WMP-{L|vK1BdY9oar(pQBncVsvLwO_LB;@Jwu;Rh+?;5pS@=nVmPb5_AAFS(c^7I z$(n9@hj=jlZr5?|;@&YrMssZ&&|(4X2$dYX-Pc=1ExNZ+o9N8-l!!y$eZOup7-Jiw zzZt2I(r+T`H+%K_lbMZ~>38ezGUMO2-z1l^yPYwBPF~;i&tC^)8z%tMNAm~arD*JE z>+E1?>4BseRPm9HZs>2v~>e$(tjA(8Q1|VY%JO^AEemdetwVp zhfI@qur*XNb^>UAI1?8A@N4Ym1keW13E5iNIw;xc8yW+C!x3_11Tg;N&yfMZ_Qw@3 z?+5Sp;r$OSr|ix|4`5>d3xl%zhg-(KDLQ3$4gka7gO%MG*#S)dsjveW{?mz(8Nl>= z2^3*IqGwb{-+n)1J(KdzAh7 zKF|sL=00sch))2Wu(6A|p|PTv;QyHt%}#MuR$4|2o$6%koJJ-DklbN;Km%sE#8JT% z!X^CVK|+E^U4+3!QIIH9jg-Fwi-i&zilD#-1{f?t-+YoE>`@RF*;jK9D} z?~*APLl_v*@}To833vNztR6}ZsM<%;Qc3snu+%3pJD78#+T}MgNVW^2!1A=xNVZH1 zydaG`l_fHO_8-aT=AN>of#^}vb;l1$^Q^)dMNlv=!f!x;ppyDIIvfxppE=BOfZU2r z_aeZ;B@Bv@7Sqi4kA_WtUN5K^a%-X1^w+WpR9J~7fqot66?{W|zaMd2t3Iw;(%J($~H zEsoX*CdhYw+ZThC3=-2P+Y-ghSr^DVm_xor0&>`v2S|trl-P#P1H}7O^AiKia94*} zReX(OEThN!;ZJ;6tq7ZKX#ql|g9o@+BL|XvYRrPoAgdk_MN& zZOIliUWDde^lj`bAnIV<-b5(=VJOfUQ8g&+Yhl4SHDX{S0?T;9LXa|%j5vfs?AB=U zc>6t2h|oO!Gz_#s%-vA+sBHsP{RIO_`uQ}&G*xNz16GqyO#aUSMF#VA#cE`gd@j(e zNSVN|jz$^n02~q&WR>aDmu%Hg1-hz;NnHBs?<(vpZ zKDqa68Bo;4ED3Z-;E>8DqDX`gqbm|qq&NC2OIQ$Ulk$*u5+sgr8i_ezsPpT{RTJj| zbV(2s_~etwNm1k^aYO`{WjQ2U`Q7>5g^Cp6OKpCrm8Z33Yshs9drNxLi6t_n-lp!3 zR3%o#TPB~TdXmT`EvCAr>eA+t=@R%#z8Al?fGG6v_bB-n)T-u*Za4Pw1WSlyWXAJ@*36cJzv&K0@OwlvB#a;_M!(Bq1+6~4?R9uM5% zA9dbA8|^aWj4DF(((64jDPk5yB}TPJ#ojU>v`+0#t+Ljb>-_4VNPecY zq4Y{7Og2ddPL3^?Rd3Z$WCIZ?SCgGEZ9(JykO0nlqKH%lvEaHT0ym zE!?B!r^S8W3C~F)Rt8oV7ABSoRx0x#3ucB*#z@9~#v$`iqnQTmH!zKTjl*v`^vUTL zlHjzhNTT^rUkMMlb^K{Xf@dcnzfphTm|K%=+x+RYZNZ? zcolN1atph~x;1@AzfS{J^dbc^drI>n^1AhN^b58PiOS)1~{| zn=3=Rb{(x@TPmx ze*<}Q`MG|(cy;)5@kI`d9jp@i2&NEB6igM87nTtk8QdAHuLroNJpi9>R+m`o2O5ar ztB^}DH#7^JHtJ7D3|eaDO42j;78N%iH&-wk0})}N{&w-$;n`ua$Y?YvG*{6Pu>p~J zF&Pn0kyH_>R5fb#hCR_JjVM4d4;nr;swc6FL)qi(x>V@y*$&L^1uc_SO2gTT!?*pi zv8n1f-5zy&N<3_Q+|5tF!aw(x?MqkR>9)G=gDobuhrT2n4pJRPUu!=Zzs7^52Gs}6 z2&eXIhZ{;%OQ1^Zg2)Mc+j6egz46~GONvV>pkOMSDVs14YJ6&(6C}}(sHM_o;vws# z>timU7it?dpTAJ~oXKZql9>^Dcca9z~o<5~vQ_U{SweDrTHJsxXdpaJQGS zXETO7ay#TKHO@*eWq!*XGXP!+sTt+m=J>#E(;wte4q8fy)(7GJ&^6CH~- z#@@7v*!ZFFRiU;^&#d9{U{J7CP+_~1W>OQuYQPHB>U`a#p~_-4l~8Bq-e7DeVn>c- zE#Y)i-TTY)`uIc8d1ui>(TnSr3zX~H`f=N>TDpO{&hm8imUh+t_)Y#zbNiRGE>(R^ zdp$(+SfkiR#?tyu$r=l>`I3{u6MwAOjDyY-&*t;&m7&$e?oDgoIpAo}0Z3jv6r2v< z;YWGPDgo;O{k84NzNypvleTVCUtM3}bMfo=DY0O&qM_bc=XtIli)^KANvyrm34?XJ z_CvOBTlYeqpDT{#nF?B;z}N{mu6Kr>@Go=VxR>1{yvvWt-f|zBrZplo@)p(>!kY?N z%{`?(H;?`1vT-MIY4|dKdEG@lq-QjYno3Q@PoidJa^$-D+z1W^Uq^K`a&3ixQS2i|iB*f1P+AhyuI%_<~-WzW-kY$KEeB&PMZ)R_X zXS?}iFmjYR<$P6d^G}N=Wu13tUl;YJ8p2FtLt2FBekDKG$n}9wl}%BJHj18zRf$bS zJx8s3)ZGnSjYXx-?FM&Kyf-~2&s604xW06n8jSQ`S zkFNQ*3`~`RYCX?su~Cr`I=BcR64<1gN2 zABeg=BG+cZ3FW@qpyGOCKEWxB|FCS5Lg|Klc`|Q?Si8l!nqvh6sQ^j!&O&yZ86xA6 zCE$aOnWj8Nt%B-+;OUPpcbM9yi?wfN_=QND>3nyl z9jNw_Rn%(Of*8I*^`P7p&bRpO4(Cd$R=1{ALf;qsDfZ{A7l<3a!d+Q{x6{UFcJHrvng^zA-dnC>Qm#A;Zc0)u#)+f{#K8q zcX_&QhP~=R(E3<|M*27iQLIsS$;6%?q#s{nRYxiK#4INpQ$E^_)E7&e>N0_q>I`)S z*f+*>E}ht63hVad-X#1ngf^Ev%rP{{!I@)H-zpOiQ>2w8@b(<^mAKsX*)t~y4EH6z z4oePvgoTM@(P#|j%Otr9<#QO5`a4Bgxk(s@gM$0U^ce`{W|6Jd z-8o`+hk~N&(K~7K6^giqYV5j4>eTp@mVsaK4I0kqu}wc0*0L>So=FB$B zTViR+cZR?{3eo;FdERAd>GW!U8@(QBJ;YjTGuYJov{X|^^J=XK!lmaCk&-uh<p>KE0y2QddxP^6WoNMB2kQ%sW2Yx;t5v{$rENA_$YK znAn@ro9d0+o6MW;O*+C!y^ZjVSUb5Zo)(;={jxKcWXZEeSO4>RgtpndWiAVulI*DG z9{PULYsYInH+C&bt1ez*$zJEx8T7*h+#7Buh7(MKh0Hfknrko&W<(N*Y>34{<$<6I zCp7id+{9u<*5SdWJE9U7t*rf&2sh502r}{T%SgHYp&cfW=A4cvohQ=TV$l2d#Lx7c zoLkn^(j>!7JK3D}sv>tVPMOma+CC7Q2>B8fE(@%qs9%Z$Lx1&hovNB?mVWj=|8(DtwGwhA>vh1C z9|?Ki*12<7Aif6?uf$oq`GR{awX^QjJmco~s4_(+%!SW}^{biHqpEUJf($;S>;GeAZFFE7*-|3c*YzScEVEn_N zIDe2f3;;SQb0fzOe&w$er~O}!_ssuuP9c3KeJfkjznCA#zbT)834uQ(!T%k_Z~g^9 zr{rwl^oKF}4ei6{@6`KOi;$GClAs!ukc^DP$LK$Fjj*w!p@X@dldS`Q`45=^LnmVM zadFDr=EJd!zM-P6wZ6^27EyBtM<*dOeTNTH<6{PC{r_6~Vs7MQ_B%WlHii%0=wGOR zX8xa0|BLTGSY-9BKgf&!4$?~B^dor2zu*e~;j(C0nE*75>>uO}JsSsrjh#UohEC#R zvCItxY)q|;0W=@H44r_Z;cupljpYO9Z%@A~G>pG%Li%>%#^$DGP9M*KPRYsGS{1`7iG2zXbZ*@K2!skTic2 zTz^#=0L*_AJ%8010nC3BLVwkn0L*{0TYp_hVG zt9Td3AlDGizW3p6@NP;MQg;B)EJAUFu-bL9tzD?DMas@AD0-U^!Ym~6dFXp0CA5ii2&g1Cn#cn#CzB< zVJVPg0z5mj)DeqZx@N;U`OG>q{P?uU%ug%Zb1n3<$VH^ zhYWBIXx)|z64de+6(`3DxqlafqBSR@MkAphKRQ090J86c0?fqJuX*vyu`fWILG^u~ z#-sP#5*gvw4#Pg1N&pAK;Ws2>KWOfQI`+E{`l`?0(SwQ*OhErcgZSxzp81n6=d`#G zc4=q;fluH!U(hE%UsgycG@xHpYq{-oAU#OktU_Pq3$bAWu0n`#{1NQFV93j98`zB2i?RA-iMc*80N^24)g%h z)oJIIx*QwQe3m1lG=AJzqUBhWT9 z48%?u%`CdV`RU2+`?89{qPqjZ)6~H>yT<4a87Y< z41jlB3yAhOhBzrm6GY#whf5uJYA`xT@F1d`*;hRz;JD#SmtKZ)JG!(^UL08GpE8-7 zE{U)`t-VO}-oy|-_5)k4+ck;0yDzDTbQ-0w?^r!st0Cg;!9R&p^Fn;mZNQ%f4u{Z!!=eTQ zf$`8@0{Ru(BC6H_12B8>#dV5@yaUFHo;pSEzUFxQ_U;V&T~CLeT+aXpIvK{L8rp`Z zR8j9?PZuwNbXl6Gg{+@XSx+Y9TotoUJ&bL1H0uYYO7;;*g$7siDPfh=CKEKd&W}QK&zn`4b<-)64%)i@E74)YYU0-cv#~Ig^}AJ# zS?f?gw<*b!=Z*I+^9=uImOB0bN`y0uYX-lmKG^TrgKnfbzGs#Gc<;Q7%JbJ z!dISPo}%oA$=JI1h7)k(v83Hl{MaHmI37gZuavD3Z5&xl5}*lkF#`pwd+k@Enx=(X z`D@m*b=qqRlFT8cd3~XHnB!OnGdL_SdT?S<_N5q|n`Z?KwyP|#SVfF#n|mGY!HcRB zt+LT`JucX1zeSa8#`YH998Zjh#NTRpYGIWq&=3P$gU}{bj>aYUa)X*E>KhsP%!Id3 zrJOhtW$!E$bMY=>bsHTvFoMg_UAMXQG!!1d z8H6@4Uwf2@P6{yMpX9RzG3fy<)443k_QI_?2byCubt>MmRJA&1S z^hI7Tr|+K2`aHm+F~R*1UH?s(G)|g-XE}8|8dqQJ0DCo^@yjyxiq+EO`D8rnq7Qj} z8rnGSJvUa%TCK55<~jD~ZABr~!Bh9)1+1GcN>REPF7`S#Sg03cOS%v`@#8zGR3`lE18g_xn za6XF*q_ulqJFw{@P6kYtkUjeZ?z;k!?CaP{t|(1Vf}vejKO2)TNLj}#50t%jo?Y4V zq!6UK>SID-w=ywOjDfJsl5h@u7cyh=a4a6&p-4WDd*M>Fxz3H+UOy4n_?a++3;@FY zqVZ1l*)c&bKU++XpgKmlxFwi8!cQvHy`$y%VA9LHvYxpEN++b6Hn$5r&f~!|lj}w| zs1BX_y2O12HVh+*NJ5@eQFz98c}YXaq}`0HE*#Ld2iBpZ$H=}tO9^gyTneWNG-Qs+2yHCo z5Zcqb^GqBa%&8H@u0O)b6zop3if2HF&3A ze$C}wJN3ffhJ6>d7B+-muR`X17Nv{O#2FXj^PZx4@i~vDz6Wz-2KcBum85P-m)W=R zSErAxDs7yNL)j$zqZ0m2d!FgfqX1&SnF&Ot`)5Fl2;NNn=;%#Ee9z01=A26R)*AiU z=w4^X*OXOP(5AJzo?8SlAKXT&zVJ1byq$j0kb=jAj+!}1Q-hPBti-!YP4obbQVve? z+%%(aLE|sOF#}KsDJr~54nmVOfg$XpuQ~a})vLbO_6DEgqYI-utj^1{?u776Y7KqA zMVjG)G_&D1<)qryq!I}!^adBHS%9FnXQHa<4-K(-y1Gz=huEfC3M{Hx0r}xBC$f||R58R8YSrpDK zTW?3WdlReQLncML=<(&ezZ8a+=JK283D4Y@XRR8Q*DHGZpmF5cqn@ zTC4&mM3+w|2M>c5>HLH!?AN4)vfJl5sntE^F*voMnfhL7gQqkvbha<>k}yf9Cy|`X zv+ELq`$kjkkri3*pNFej-t>5q;V7W=B?WdMfp#uO{F%ILSbt?w>-?^@0YomOYF9i> zz}y+06#z`}RayG*Z5^Lqq@a3)eDr-kqWj4J_Xx_Zn?Msz$Z1NCdLdKt+32t4B zt~q4^XiNPyoi-!8DktwE{v-H-YPT!O-!x}qSsP*|@rr9aK?48zM%oIa@qT~j#Pg-* zlv1S<D}i_&YSrKjS38Qou1m{pR0Vp#-VQwnF_9au9;Y4sdiTJ*%v zWcE-_78CQTZ-rT3>BZSQCzL%Lhm|&`r_j;r8F@17hh7?iJ~;R{UyWPY}cd4jG7AKu1UW30vg%(S%4h6G+gpYScBLM#% zYMDlI{j{j+wMmErfo z)0s4??9WvU0=cnZ(+x%{!feed)H&Cmle1ZU);rsq?lv;_pe@$&WRl&VSQ z$&h1UzKGOI#OtH8^S;D0@keub8bQ7C!x;tF!GrZ*5 z<)icwmXF)Wl$B>kbyfNUMApj+45&B}07n+@qiDGAq1KF_YwQ>DxOMM(Y zCfRy-S0(;L450%p;?a@%?OA`wRj-uEHY#{Vk>PSQnc??T(%^MaKKhCS8udv6A9tX! zMK$N5`?1WoP_{WR;8EDI@91xPymo4fgvMA3>34II2Tk{`C0#Y(UW#8;^s6Di4n1#c z4ZtNLCJ!sRcXu0`8>F{vI)xZOI=mN#peW7PRU{2oln=Ea*-dHZ(tIMN=$pi(?PJnf z7QoS=ZI(@*B?cv4=vsoi?!I!oUc^iJbyIbApA5{BPJ4PNo4e4eP05t8y|?31U=MkN zae4}=V{r&#pJ$|u9p&+ocl=n;#r1`@d=^`-xvRT(2w@qnO`l!GImlkTa*XcD=ok&i z8JMWT{R>_~Fnskm5@d&>I%30W)Q(cQ-R8v}98afMb6$Mz3{#3^l#e;b{MFBy%-gA< z5c+f`4Zpr zeC^kdmuvId+)VWYtY1?e+2FwhID=@0hv=EOJoYQ$<_RUu65ktPkc*Az%0rqVm5v80 zI(%|=e)3o>j3`blT+HI_6}t&|5OFP@spftQr`Im>^jKfIIM``I9yvce#5-4zX`eJ@ z24iq2;}Dwzg{drvrpgB)!5Cq!&@rKK&WngkWpSuJcV?0ISSexxdFy@4)}*h0Epzsv ze!3>>!4BxOcbUzTfSxO%9SRuZbu6^(3m=Zk(`wryv-J!^>qd*Hu%8zG8ltgjb;o@2 znuH_6DVWt|5{d8FTNE z991wI+tJeY9kaD>K03B#Op$?A6}rmI_f=QmK4=t5;0#*i@S!|ywxQi3CN@(Eag$z3 z5tnjQy!KM(eYw47IHzZh9Ie^&$6-+MN++uDBm`BW25t)$y}<&FyuoF6jSGaLgf<2t z8F^YVBpnONpj%G`p^Vfz#V$l9WiDBYQfxsNJKB-X&0SLlcJp}FAXIC+H(%ly+LLnW zyj>&NenY$E8ud*WXCu+!eWJm7#{|QP`z&i}^fT>?d(9UtSxUxEfr0H{)oWF=ul8P{ zo5?AcSg|qP#!wUVDr>EZ7@}D&O&it%I>{hUpAfz6PS&jqFpe1IP$GSa$}VH|eBN1W zd6<`)?{nVOs*lHPs#(^~uG%tVhsK7o+thNhdUB8DEkO1gPkOMgQCJn#QtQ;;qbi+| zR6kx)gFv27=$l|B9SuykWnrU5qBz>OQwcKIU{`julff?tNhGQtn)Ra$?J!kvXl#i_$yYaKJK-OZ9^zq@1Kw+I~*2wX0!%np&<;}e}p5+jzmoMKqR$yp5< zu=#qQWGXxX|HMaMMYW+q8||WQQNxN$Tc=6V0v1Qw5{H)jfvor*^|5x`_}C^RbVAeS zCk&b+mKbCkqNOJ*o14aQp0L84&}mk5c(0}!euW%8!i~Ar=%{@GeR6e#no^XD);5&Y z5h6IZX2>GA-F&3wYb3#qOF=5k05Yssn=Z9^jh8}W3mm7z)~D#;qch^92%}6>U)2Zt zK$xTyLV}WpN+nT4SDJjahQ)`W%zn?c5S`41Ys)%eZJoXRK9EFN64zmkr1|s(M^b+8 zplOd^Unbx(f|DZiWHSAO6E6DUc)VpdG?<)C%N1u24mmD`WM8?wn{(JE<6~#0&oN;0 zSLGs?DA`ck&K5L1Z%<=VwZ_=B?76-=h4CFo1=M#XREMP)_l++^WQ}I$hJ?kx6|SDb z(z=>Bxa{mlJH&diP_#_B{-6m@mpFcVLKfqe-b*TK1%*gptAb&ah3z8id_vNFaCeb8 z_okbu07DKKbTWKUfzR#)za$TEvWGwtz*XHWAAI2AU~DpA^ALxU*s1+;6wiGTvay-3w#C| z$~W69`(4%-e*BT$d8qp4c7hp3veG5($&Q7*h;Qw2{m3J8L*|0x@p0@&xrEw{Q72BX z7iLXHZ;DMq=?GPBgq3QW@#N=HId>&Wu{+`vA=Fn0%v=pcYBx=#>k+qQ;cgEb!J8e4 zp*1B2o_c!Ife{h=)=#ZlbYr8$bOum6YSeg_Zd7Eljk+#ORQ0W&ZPCFwv*3C_etVJ>)j5H`PF<%_Ru z?Bg13wXW8dy-yx|=l2LjI`f}_HA7(RQs&yf5nvv8$2%Zbf3tUv>x{%axu|b%-VSrR zoB*eTNymMcjAVb#Yr?rh5W@yRtulN&%5f5t9EqJ>eME6|n+PJ4HRFQHzUsUDH z40gAY$+R@mL$1m0*pLwV+bs2$BhjPvx?TsCjTc-{j)<9g$N2M8Mj0dStU&)k*WAb# zKDfxvL{7%dxr>ZDjjVGGP)(V~F;cRL-NF1Xt<>&XlMIJ0W883zT}x&ryhq|7VNKY3 zD=q3Ok7z{JD?1YM3$S<+Yrdm{eGkIP6lPSx-Gz?j4{-+s2ozX9zOcV_EObSMY3%Fw z+Vh!`y%oq6@(h4OB7VyR-{W^?dc{X0i?&K8hsIlX4#g}%r$>=mMOFMNzmze!98XzU zm!4xyJ~oVq1k6L{QsY)b$IOS1zh-GLN`q~OvZz?l{ESfEiOL?c)`OZ3{)U0$C-sn! z@$JS2sl;r)sVO%K`?IHydx$+E6RoAA2XRP_*5<72RuVH)?3sm3Bq%Ls3fd3L)iF`A zAS4Uz$reIi>err|_W0_;r#Y_>KAiByh=XD2J(JedLAZ1FkXW+#nP}j$iu!niFKF!^ zZ>>rr_dCE-x%V5lDBe_Vo_altBvnDMgZ;F_>=n-)GST_wyxS(17Zp}$ag($+F`q4# z+@cFCEuWFQ^=VVB2&Sfyp2bHNc?mv5-i7%IG+lV$8ORzd_`BQ3A$WQ=^$^pmcpE<0JfT}Ou_8>DhzFol7pObmq~Hf?&1Y1HN);X zbO{$J_4*({LbXozaNvF5QU+GR8zXUx)5BZp|D)_%G;ZeE+Nx`u|3 zJOal1S``ls*Z@&s!D`$u`|e^_gUUKkewuVjAaJ3%Ft#K5rk)=7UBc-2C~=;Nq!@;j za%ZoE2e|s}M&Y zaN6eHV}RMtcfz=a(oCkxT`%Lae(kS><-h#Cc^`P|FWpz?^+xL~3MJ_OE41^He%x0KX$`AvrImRd@(0roMoY`5?6#VmTcX-|JXS=mY7 zXbRJr+?L!NFwemN_SH$}zTtmCc%}+%h|2HMZ$))TXr|>eE1ep_i6=wB6uDqbbxy9F zL!{nQhy#w~IN-hSMm-}{G4&eC@`BhN^pX;Yj=4oRA)`p!;vJO37WwwJ76Ijhq)q6^ z?`k3SifflT+Id;dDf{3vtMsWZ!AX$tfIR6%kQ*oius&ztqZ z2i`{)`les4606g7hXe`!Ec;zmc&JiD`b*Nn*>iX(^j)DchZ;lg{OZH;3d644TZ4>J z@GTAd&(r%^Xu0v&&}2^Yg2w#BclVdCxVrBuW;-jCRNrXl;LqPG9@F_ zWoj?6uEp}@r`3pJE0PJZjgHd7W6>IVq-o z46rd@>{Fa6TqAXZyoDle@jVIrf_+-g`$gdG*VYR#qn?EiZ~=ZrH*kbI`d@VB-wNPw zRgjIImGvK;`Hu|v+xQ_Vvi!&RTMPVcWTj{Mx92}MzduyTe>(oTHUE#$_?HCze-eK+ zM8wo(W&eo3Z2v?1{g6dJZlC|Z)_#Ah$Ny@-zia=|em`RTziGdJX8xZ@|99>8zhV5} zq~8xE_%G>~k^Vzn|Nk!iva+)NBmRB}$^Q|5S?K>&em|t%f0bWGrVmZ|_Zt6Eep&u{ zh2UT1_mAP9F#lG5S^mDs^pEn(^7l&w|0usKf4@EOkMhg%_p1#5N9EVaSuN?jik5OMb@0o}{etF|Kt z1D+20diH-&_Kx9|ZR@&rY}>YN+qP4&ZB}eMsTdX8HY>JMv2C5qxz}8C?zPYPzH|PJ z>*{UvKDyfY)9&|vUIV!!>^uZ#II}OnLtrl+hRU_=wvXUnmqiBSb-WRC&vIX7QJ08DcV8}6Cu>*dHcCi0St5;e)WE804%Ptwl34R zx{al!~z}~&)-?jQXe3`L(ra}esr!fGW zr#=9%3#og5W%M5XxFxo=2Kj{7@j=l7L{LBNrf(|+KDjuFs5)iWo@RaDebatrNJEE_ zV&D!Ak^);>0%^`x8J+RCsfv->xhTv^gSd)0NZ&2+OeUl08ag#IohVJEn0oL}{&mjX zu%|1h=aQh_>uhk0W z!*esbDdMP>#l(ryc?rmMcCuUQ3)m~Vgcru9C}^1nNaaOcNWMfe$?Gv{@D)`wnqwG! z9TYFy+{LpNFG-^MjyF$lx&lgb#->$AI5L77=TQS%=Rr30%Ke0I{T`9q1WB0{C}m%h0H$!1?9x&00p(AZ{l5TU%pm>K33g>Rb;=NWd_u$M{D%ggr>1 z7R@D?J}{u)(#DFxsUg)uGcjKnZkr`U(Oj3CWYa42dFec`7Hl%FS}lLG@H4Hr-p(X{ zXHAy*!H@0|^cLJdobQ`^SMLx^Xg|v8y-XWveq-wE;DEa>(SF3Aqv!jQa3njRJdOqznrd6O#d$UN zTSgVD3wvQn;Fq$er7z; z;B#5HNtCd085Qx9pfpfp#WMEEDqR81w@odl`h*h<#o#W@@v0;nGY=v8I1*|hnBv0H zkw0G)09=DlN<9`BP`>>ba-rOqd275_ULY z{ocSiAxhR7>m=^Nus{N%C@dpy$o)cSD=b|px_bM&lcV&Nu8W!aQaTHS?Zg>W={1nI^$$f zxK-xdN=OWrmNpY!EJ>D;6-u_jQhE%GGm}f4`Bft_wNJ3-9!1B6TQJ^Frm0#8Ztjpe zq~@v)Xd}k1qhgq~4xX%w$`QujLHKfJvTRE0?O)n}iy_1%8>FUG1GV;0b&Y^d6(NSou3;U6=x%qgh z#zjqIzq8y^b%+BmZa1!6TkxJj@pHUZF%s)$`l~Jd2qq&Rv+}>ZaZ(0c!tb9Pd-;*f z796B8%$bNY5S%R9rzS+007Uyy;dQ4nuUiPR4243MgmQpS%gDEbwcw$7MF+A&L&lwX zKe?|jKAaWoz1)a+{JA$BBz&V-%C-7*x=yBM2<<*^b&B8+A+gcVc0Aq~OORX|FgBIy zbo?i{pB%x z>5XGGBH_3or}3kClaYyd{$|u-<*^J^#^wD6RqA@urGEz~WZtMIXx!W6Tu6T1(BktHk>cS6|&aGS>TAm|@sSMyYj5aws(W_@Yt z!wN^dKl_)*_A|88mQR^enhEzSG8=H7^V#rIRE3p;coG}QMBOsmURYe&lz(i_mugPx zZW3S1jyX$)#C@CK(*;7BI>@z$&GjjoSI0hsBuAl@A8R0aukwzY4D1aE?N1bP%%v|x z3@D3Lf*q~l|1o0Ct5Z{a)04e>RM?#14C|%lq-KUEi$>`?3j#g6{u{=uRV#wFd#RDB z^)s-2e$+-b-rB6wpFU1(|v2mhFz-fS}<7p50QY`zQU!~t6EJ55GcEb$eP zjl@n=>7i`Uoo#KY5y40Z4Hh_kdBov2HLcPBj5aKM>qibo%U>s{yOJ!JyHYOlQX&Zw z1XI6zn+J$WSd=%j`d9Y-Ae+K-H%-NT8gwi>?6(sbmzq7NgHYwu>$5(8B+-4ICj-Nm zXiV}B#rgyy2c5cPqd`TtuxQmHAzKy86ZmWCls{jIhA7?Z?7H_af73h|L*rx z#W!JU;`3-}*&=*Qw92x5usEL6Qm!CEFV1Bqr|06wQnZ2V^L!$+@quF#h~Cm|zFTK1 zb>uRM;=1L1<6@E^%Gs&0*%SxiR%+Q@SdIMl7M}ngtpu(CC!#s$N%G!~v}T9gB|LwI z&k_=4I!O`76+Nd}0$+Z#Eziawn1haitAFCV2AvROl+ttV?x}N`&!lyTUIa71!7i2{ z#Yi2yUbq!S*1=8X2~`xUwF1JsnqlZ+m5k+bpmQ!|M2%tXr%(ON=S9$}5^9_vc(Cp$ z5AXzh3ZuriW1($n!c|L{69!7i9$ z9QHUDx&(g+1|S2(bx_S}#D8eHw)SucF)a->EpH{t>Uwb+z(yM0u*7FR_pmVMVd``KQZU^)*a*7(|J+flDbP{f>hWaN$VgUEXnFJkKAXMVxuB6o7S!UGBP`U| zeyL=!T($7TrS)jnHZgUYL#Ac;T6}T6p{Ec(bEVje>F1o0qJ{H${)Jb0nzktjQ zdM_~f@?TXHLkBvaQ+nAH^Ed5(-$tEmkA9boX+*U@p6A(}tAfpuTyRQ*h`9n4JXMenFw*XD{!oqx|_ zp4HLhy-M%K+8PDd3=t&6PZ;F1e=WC*2&mA2W8wLpy8#s8c6?tJN6DCVrj#)Un$>YR!rQ^+P`sUpiRoCqeZ6N=^rC+6HjeLR;7UK-&1b2UXsZ1! zCJuhJUA7WlHZz8&u$BJ^pP&Mx<)qL&ZQhc-H4hJ9anISkn>%o-)F}vlZ{LmNUfAY0 zTak|7+GHsZQWqA2*0KxTs;be2DEAq8s7nJ~hp{;Xw!+V9R}dUJ!EFv}xU<}*A4xBJ zw0+AzsNm=93j;aUwxhNcX+45#dZHwA(oP2@dWMkWT^Lf4P}PuJZPUVq8Ft2>`A)S{ zI&6owPV}^Fx6@=rYP-8vF;;DjwA89zS+XsaY00)&Oqj7}>lH?N!xgpD$11QpK^m}9 zi!NMtV%V1~P~u-}eot!5?sf+uR}f#v0fR4nJZC|rX7C5CDB0Q05|!hL@=UMYAneBR z6#)3nsXHk~DaMzJ#U2`ij%a(T3YM|on^5(9qY)o2QFmK5bU_^6Uo0dmL6m}-w(XL8 z-c9>CG@;1LMvYa@13@}=V{F1)vX`BzmY)@$AHz!})2vrTl`?OjW{p&boy`^@uRMT{Xu;G~X3*qNXF(1ej7=x*E^WCF6Oq!J6uZ%L-m%FseBy$ooP5Jy*_e zqk7y_BCUCLOWq?gr{+1a&`s~#g~=30)S|d1@gVloiT!)<&}6Ai@S@Jans=EK2pub^ zoM0x`J>q!m!|Yr?Wh5MAo&E37gN3Y?@t4BKffsFX{92Ty(G>@^&$#?bhRpnkd`;$Y zlgJ$D*++BEHlW#3^3#tn9aHd%eK3_>-C3w`@%kp8h+>6absT_n&ou`}m@4TD-V_-s zDT^ws?lcnJ#{)&JRc_rEW9QA+JbhY%0QbF?M}SLf(M-4R*pmnD&@T8f5hg!MF*~7J zWyOEUa*iTjbT_FJH#$GKTL&*>=FwYKrEy0j65}n6gBE^Rk=hp=IvRSn!K&h2gC%Dp zs85f1r{bedRAZ(o@VVHH+@7yjD+4V91X47!!gVt4&SmMV;Sd@5>@d|UL@K^!F$a*} z+KA@v@11;`%6U{I0r&XifT6;?m-Jde!9I748`|6a(N? z-QZ4YB|;WBaJb<(Y6sY?1eoFg2O`xcGNyXTa9p~7jyos$jsjdVRVcN7y1H<9e@u;@g4)AWBSvt z@O#OI-NL0#%Rsw-U1jtJr{hAGc@oS$({G>gW#}F=tv!{%b(#{e|MK#MftdQak|#-u znV#s$xV7wDHAT1)PbR{e4!Sp5y=dMm$P;O)`#QL@YUb%;0zMP{TxpUEGz*XPdN(lt ziZpO;2aw`{-F(Iv4bpAGp2l@v+fvUWZmB`XVrhgnmMnqaM*@K%wue*I2p0Ua2|J=u zjKZx{8z*;_j+{P?IB?(yYK24f(05>bD7DigUVeMvI`^nHE>7CWf4t!JBCwnQ7y2W$ zJ~)%fY2pI%*BT+LjYmQq{Ru#FL5}HS9Z@1tTBQg_!?&vU%IM{7ac6yt?>YiIN;f)q zT?_aAKl2F-+zWpxLL|vEU2cTt$i}-J5th6uCQtT!+ye~fvoGB?x2~s`vWA|^i7L6P z(Lo&%jfi@7@107mt>K)+qkZJFx<4u#`Ls9N$F#&)&!TTdr`4jDPxGM#?rvx~SOBR8 z0@xdY&tngW-_9awo|dBq^?Qf_uemgnT0O~OW)e(w$+(yfqD)XGqu>mYtWA-^ag1l~ zOOg@npzGEURAuytavidt&;Ow8tB0Eo%x*NyCRqE4-hS9#qp=dzGDiH2@l? zRtCo2ZFJjd*CwpJPj^nXHwVJXeViS-OMEbtnazvdPTCeB|8uTAXDotu-+j>g-u(A0 zL!!`=ZUz_gK~PP8?*bqo59i>I#bnBP#q?oc^)jZOAg!e#=^bsW{P2MvfiTY zcDf-Mrqx5u2rF*L5J$cZ>@ETiMHSqh6T?k98rS9$S{Y~Nc#lJcg<)hbJ2{35Y=Z!@ zPF+)cuNmFPvhKM)GmjHtFjmg|BbNCn9lVk6BJ2E*JTPwb+j2j95ciEOvcBVJdf57& z9&J<>=YdC{CLU09>c?}c)aM%1NbWLUl_ee2xzWq1kPwR<3W z8D?c?wV0&(5e(7B_32Y)WxdNqwc;rV{Kv|R4dsfCw8T@ zu7?zf&W$n2)L*wPVRLL+nkAcBZp*u6w!b0l0dl^oNi18=E;8>gMd8}0khP4(Dz)3p zaOnxa0@c2ym1oHATYgN!Oal72ZP_|H%^fQDvfrt5-JMSv50)tX;#*6=51S+}56(H4 zkXI~{oHGpOBjUmjpcpDTn^0Mj9~ya?*e-0Bf$~n{tn`haXH2KLuyQ`TlIux$G_P4~ zg*RFM97Or;l9ax8rqRtYRMziXGD9>MlK$Pm`S((l&~4?lqm+S!(67MAwsOXdk+-U& zHQiomNhixCx|iVl#0bPdI@XyPtsi>7d;?~*7Dh!Hg6QBvEFj4TRdS$XyD+-QGChwn zw&KH)gB7`#`DSLh7_C2OU(BRf9U5cEaDZR&-pNvxFMA?3syRk)>-&Ebr>lP7JyiLD zs((W{X+vVqfPvyKK+S3Iwen7zw0TXhAe=nAOpFYiIt-4H%V8CF~@HO)`V$7INmnvk%;u0>(l zU(J3IcZk{c-JUtiGh5T$OzeGDNPYBp_e$Z(xE1*GwL?r=!mO2s#;o3Zq@VNlnRDlg z6Xd>BIwxno1^w{xQ(Tiuzc-=Sc{Y^@7xkgMoHjMp=ew9;U*PcrKDWW&?Rs(`-{I4N z=MljiLGf}a z_>aT>jgbG?_%}gjWcl)i|EUlEdGH^1{?CpN|FUNPi%w+umz+!sCk1|s-T+Au^=1ItsMR>qMV}LhiVyApm*J`%AC#42#O_D?L zWuKh(GH2;1evUkOf;1%qhmobuQ}+dApz5Qp#uYb<4YL#a>qfDlbqeHP1qqO7hd*Hx z9*CJJgA!6Bza5?PTLHfqO5%kW|6_*yN#XwmzyIZ5f6YZ&CQi;T z0h@(`m4JhR`9B2guZi`Se*K48{kMM2$@cZt-~Kfl$G;)`S3Shv5dIH;`wuZ&;tyN; z9}xaeFZ*u@|6iu`KOp>Hl@kA$C|@W1Ggt2~2+#Jf@V~zxJllVR^vncbYWbi0|Nley zFa27(nHE=2z*BJyI?P$(s1se$vswxQP)L#>2n+DIGYkdwm_R~2VpgQ>%b6wUgb-}Y z^(Q(9aq)XSyWD*Beth(h^Ci)AieX*KGK#Ks=YW+BQpJsjW1uAgqJ=>N90fe_%t$dn z000V)^cVQH$HP->-@tuV&A}PV39}C?PPF%dErbginCrj@3xNebFHGc*&36Hyfde2t z`n_mhfIt8SBw;Z51ym$|4*)idejRZd8PJvhk-^Rp&!x}|0P5l_VCcu~lD#8qH{E`U)QJIp?`6Ud}E*c~BW4L@;Y+$}&co&Dt&Byu70DttfyV2eLD4wSI_ zZqpM1jv)nr8<#K>~J&5?*>K_;$FB?Gw0A~k= zqj$s5|9eUm#40{5hyX&&p+HzWJJJ%|06LIcD91KHw^k^CR+$(8i1=*Ib4MOU3;C+{ z0QQA1U%`M)BYq9YBE|Bt*CXOGm z+&(E<_zi&jAW>kp3!&cLr{Ks%#Yy^jx4+bDYP3eCHp6@e;VXE+&$6Q8kUMaOzHdnW zHE9(n5CGB=QUJ5F-vp-lp)rNF{f0o^bv40vftB|)YrF!iOK(GbL{Z5 zQ=kY(UnlPdA>bjz&F3&BnR(V5A;qvCuGc2RJa}+l>vd|41MWxThlvly1U?vP4vx6c zKCw=YXv4=(#m?X4QMf8^J%NqxJ@irOB8|^)g+#K4)xJ1vv0MtWeshw%^@XF&)l7p9 z0W0QZ7;G`(yM#!2K`gkDkUks!1au7duq z!=JN9AHCqK>yKtQ>=%#;;5K9t=tdRj0|{`$KxWi3gB|*{IwrNIro`(dKJ4DG1x*IpOceFy-4xHX8SN?rviU8Nx)MX(B8%;I{> zGb!-2Zzrkk4kq0~x>MI=l+=dvtlHGdFwJ(LMZ?&+$s)>1ZJONfd^ti4GV8@995?aK z0q*i_1?#N%@7~;vCUw{h8IhuaC0*h_yc=@9K@{3;A1hd3h9R|U-j*ZtI6!yeYkVjO zv@OpLFI_6Kn+S~>&%+;D?Ovmr4zJw>U?roK4e~gTaWt~g{*ws1oOE5w8l!# z2lbw6$rG2D9%UvUm)E!@~<6hLvs}H?|d#yfd=mO)vn9&KgMLJkZN*Mw5_#EYkMY*5AVv zd+S3(rICZ7G5a|xg~@xV#S26vQH=S1^U6n8woV>o%D2B@h_Na4x+15IaK+Qm6zVs* zDP9sM#_E$ckJ&mZ+!j01L*{gg!+d*+rKTRvIMiWJ(b_p`of^)7j`jZhBZjr(*Me!% z&P)9a*R4dSiaL1uZ@|E~aD%(9Myvx_TDvB(J)DPqo!o^XglDpdUucb3(9yO=!3qx$9!|iy87ob8sK{$zAw0&kCT8 zMJl@5iP-B3&du0HTizT|NnRfve4d>Wx4zz_-fhO?WSaMCL$8UzV`+SuGBeT|vb%uK zOYK8e;Wrj4I-N@1yz-~EdWvd?I0^}Ft~-95VtKF@FG6II44z|*uTq3E!4@XuRGG0c z!iG@%WQ?a{xV;n~xs3gr%`df3d1Y!?cQ=Nb6WV2Se8aBciaEbRZlDUXj zb0(r7;)Lx_U0xVOdngpX%%#XeWx1e>ffyfLNA|G6+cShiZ(CCFd; zh;omJ{-{!;j)cQyD4z!BvqeND+x$azA&cCOlT{pJ8eLOGC#ukw(${J6*$H>u%*^FC zpUm-CZ=SER@!0SkegmpJN0(P}0J)6FW(+z6S#yBia0msBFMX|*_hF_o>xH1@yH7jE zC9J3#>u~(H%;46@g(9n=k~Ar~+PLHNMb%AMpCpvE%vIyi0iNdkwVerN`Os9liiIqu z1Ex+-PY(l!z{g}M80eN%L&Xk2;l=_tC${~I^T2|&#EsQB%{f<9A@H}47Qi@{QY_O} zikw*ooHa2b*Ij}FOU+}5IJOUaLf0$PVCO!fnZVdlO7sx&G%lIaFR)!u6vslk%s<w_Xsr?b25k{Eisi-vEFQzUw#z4eIQM-?B3 zzAObaOkI-^Gp`hmGI~MiD0P{4T(D(pdl6nSu9u4|=8v=K)~PW@)p%YHqsvBCtSiv$*YhU99ciLt))#qC zcFwi0MX`>h^dBfMtb*uTRjwp(XY@4ww>?Q&v)(As2|j}9J|oV91mfxpfVGJ%SD(=? zW8rX&$C#jfnpH?EgReg}pF51Ge*2HFK1Zx(l-k2`M!yB^JTUD99S1sl>A|s9XUIr4 z#MH$vJb&v`Vn>>jCo6Hhz7>$AIfqIcRc?6DfXj6EgyE1Pp(Z`6p|<^GF-qP*6SH5r zsWn)5&AZPS3ydF0t)=JQ%Ss!gwYcLlWh=eue=?U2m?7!?fZQnenpWy%dOe-?8t=N( zi3JUX;8f2_O@LTgFHPU~SXTqjq-gC&!h5!Lj1TVIPG9s|l`PDlV#Oj11IC(}KiZTT~V!*tXPW#ki z1U*V>dKO2%x!2i^aH>*Omv%qx_FGwWz4TtP@l@2O(ad#c@Q#}Zkbe6W?YFMDaY9;J z(2{!V)zMycg--)l6SaKZ)NW9q8{_blWhJpCLh6Nge|Z=KJK{}cO2+Xs$t?JFi>Fz5 zsIQWR``#Q{w?&xe>tU24dsUy;Z=5^n5i=^FAyfR|grTBuDX3NU(#}#kHS$+WM;pgO z;$s#u1tlwto`_28jx*_ss+h;<|)5`nJA}GhO@W`NHZ;P)s2?)=V!5yeM?reJ3l*_c#U{g z-PElbd+fd;kPdBe4-6rW^U<}@bcmR5Yg0=u3(w^tA>6R=$)MF(9pG{Ge{#INTw!3Kvj%W1k{wP6UYrwKEAg3@nsUl5|2(ONcZWKClByCnFcM4g<)%!GI&As58+Y2r?qiFL8 z_GFP(!&yhdpH2SK2D3$I)OQN$h*1~W-zm;61gz^O9rqaa=YnHlAR#rlk(wwEGT;b> zD($xREvpXY3uD@~6)jD4*dbR;{p-8B+&C{#BX!!?Iu~X)B}H!4&$-@uXgf5bf?2a6 zmrYyS<0lfzlgRp<%X0E|O0tYzBemo-67}SkhbvD$EcJDX<|5@a%;(l@EK)9uYe2$& zSN`(WW`D#I*8fZ1y;w z30F@^XDK)pN2W4S9>TDS7Lb-aYY-I52i37?L}M1dfU86iZEcVnqG4KjXQDZP9D^zL zY`QUR=B{Z=C*;jU*FBF*jGwdy-JnP~e$-CP-Zpy+Z3bz;K zRzD=l5JIohl*deWOHE5`)D|@PaJoarA4@e4v^_Y_(6I}2ci}ZwAl2A;hEo+oeXD0* z&-wb_kA^h)BigXBZ)ierR$#30xcgK%18M@U}@pG1>Fy`=J zxsMO(quIG*A~VxoLzB_PG*W1$Vf6d&d5-gMww3d|ou9WrZGzJ%cq`A1vzy&eSyW#H zH|(tRHnTW<@4sDDu>n3N_s16CTXJ(@TP#uIQ?6=C&O!0WVTlK0{{YHD6Jy3FQs8|x z0iS$=j`6HJtL7u1gKog!13uBOBSYlT3v)_CkEPI8wt66M11TuxPyobk$7n(N3^VRP z@GyUU@AcOLn2$XXBrsxAwd{rftX9uvue6u3%(9ADiS1IWER3ru%J%W+KwSzC(0r zSA7vvoB`6#{Q?kWB=I6rk->@bu_AG8Wvj}>+Y*)`aSWqwcdZKc;+fZd0)GsPZk#w% zy#J1NoUu=Y$~b9|Ns*I+O3}NTnzAy<7#S2P_AA=xk+wmvEUGE%t_% zkXCVcAKcoZz*=Xih@RT5O^JsM9*TPefmq*xoc*Vp+xA>t0_Jq_GpBw#sUq>LFeGzc zoB!iPl}g@&CRJx3)WJq3kt&=wVj{*EyPOo{h&p&%aObm9dVYP*+FYCG5loeOuL^o( ze)!7+SZnFNPIK+v{VaNz7G*19i+>tL!9xi(+RAIrV#liF_k5wzA1Xa2iRzN*DO-qdPu} zrdLKLvTEN7gM35_;b@3w0|#{OYJ3!Nu9MXQRemup#nb`+b>e~xYJ_#c{ao1CMSB7F zz%W+r^6m0wadQFN8RNG;dlQoOnOYeXf>V?#i63Y0_{>KkuL37&2dhthP(3s7a_lZXfEgItx8_yX5n)RT@rl z_q>{Ew`5@Gnmg77p0CO#y*c}lXJ}+}>4jvFR_h1Ah3n8_SO90f;D>ij9l zcreI$n>qeG(S}!MLA_KxDWpSF(`B}giES%5j9p_HJ`cy!xjit#99zj<(VD`i!g4$3 z?QH3Fh|}eav(?*%vXe*fA#n%%xaFVCxfwp$pOBgP+vArOUoRaLc8SyfG)HKK1 z8MyPk-c$)4*05EtQCbZYdw$^vD~Zu%jWn^C*XSZT`F2$}VZkx%XpP|;DZ)(7gx!d; zGV@BHx%-Z<>i@&$lQ|^4n!-|FAVRhFW^j{KORzp={`a1g7 z^NGH+ZzYTAW>e#q%j%a1$NY>xt8tAnB=SZK9ESy*yF;iNqe?IY6? z%>7HF1rh5VP#Yb^)y)Dy`W1n!lF=*(IW@rt+z!hoa8~ixRxMIqJQFvMl@?uu`KYCs zeo|ra20vPm4h=n*z+a6HfCZq#W8(C;`;I-uCxjd8Z#uM$-?xMu9t3OKkB-o-z}<6i zoiE#Z>ya5Gj6908KMc5RD9d|YadFYI`1*IW-`xCU1Gi>HqaFjTK@N8GD=s2qNp7Ou$NSU`1l_2(T|ofY1D= zqsGAWM>?pvL7MuRHj254H<;b@? zN9J`;|4^-9g~C3uSF>pL6F3(iT%1wRdFj_5AHJS=9EWk=AIDSd+2dF70&-$uj`(vv zTFONfnANC?sw-}q(h|yzdZS$WF=Mk4?`5Ik5^5!E-OE!KM9Pn4I~{UjyOcs0-#hm- zUai%c{XVOJhigafTMPU5W%GdpqgtR0Lf9@r=uA3A&jz+u(72%`fmY14RIgib#e4VP zmf*7KEv#ldnX`HcwvulhgW?d$YT@3hY5IWXwwSAW&11zGiivE&&I)-+VV7Z@$jI^K5Z%1F7FBrvB{lTw=5S8OX8>RrYlP1 zAI;KJLe?B$o=@~ABwgy#Xk-eV2XR4)x4xuxVm!=dh#L#xtzVp+08M6tt4UYsxywk* z_-&eb-((l_qt|QZb>j#8!18u;aPLX`32vsYR>pOgk6<8dXIz{Ytc+XTz+1H2GEOvn&$uhdH$cH_Y@fwPpez?|_`-Hp*0TSy5D zR1xvD5JsUp!Z1ZVre~ac?m8ptB^#FoAO6z{vQ|->(8#Cm^(f(0M*X5$@x8KGul1dU z{r8ITOVp{zP*Uqxp05Ol(ezdti+Lu=sNsS2?FdTfX_Sp^HB7kdUqynmVz?W|B>ts( zfb@GlMz)?9y7)QRfs29OZhl^fQ%IgU{+xO&G@TG42C@c~ZrFVVH~$p;fZ@kjfKUFo(;&<cp2S&y<>lf$m?qf49NI)p=vOL#ag%&s@>&y|z2aDtmmq1UO1~&ZB4At=IVH}v>1AAb`~F{op|6idg&dOgfn)}is75% z8j|PZ;mf3(=NRSnbny6rS4cgWF|p!Ly4gK(3q+~>Yd)x^wxAhzXv}*G>(Mg$OPqLN zK@na>Bk)@=VZ2yNc4h+oHo6q0E)02)wn@nVY8ZVL$#M{HtE}K|+;N_^JR*WT|AXxA zUJ8DXGGo+?H{&AvLgYzo{qQ1jvX-bjZ$Eom5<25yqyV}V$%j*)R75G*MmoE%yIRzS_QS=B|@cmwGE2Kn?% ztUaNaau{3znuR{d>oA(6;uVVp|HO8GBJeNF_!lhylimF>_yx;3 z{yq3tiZ?4K`@co%KPldS!t%d%{O=I-i!}Zp1GCjd)TPvvzF@i1|5T>g{-5Hq|Hz&G zH}3wb1o#_wv$Fj`Ex$gY{>i-m{Pn+>_upjyAE^Ex#P+{m=Ks!`X65*oHO=@{aPU8^ z>3{IrKQ8odUi-(^KXC2e&h%IA_TRYnAI|g_&;5rp{ndl*Z)ckAKhv`R9Qf-V|BJ^G ze4XLH zP7j-hT*Vo8i1-@?>73KN45Zkc>t$@W4_#lh$J1|+v z&=`FRVO#qV-=6@T*bArd>oJEw58?ZX00MfEA;oijAi%w6CLw49TCf@BX27F55RUkJ zU;KbX{JXV)1qO5d`rln%U?9Rjd@#U5jTH14oC%Q5p;`#O+~fG-E(|&Va-g2+Nwe<^ z^7t@>xM}z>$B<4$Aa8OwVCH3M01QHrA7zu^F`}M3-UDB2!)B-fQw9*Sivrx`h6)rQ zSckw|<%+oBqCE~6)&x(F8objOek>nTtDxbouAEkZ_0{OhK+$&(qDMc0{fHpQruo^_ zLEz#71PGYw5CC>y34pe3x0&s41?WNS4}!AOA)iCHI~nx+q4PjQAZ9@YpMZ9J416H~ zLhnU`wm-{vx7-LQQ0&F}9Q={{P{YCA1LYWqbw17@6Nia_{WB4O81n%3&fXu#Vg!WD zU{;y0a;~=eK~K|v9&4sUe$su|k*KQ50QjS$rUHr#77+lTP|?ASAfOR`#(aYj{!k^} z!`HxVfCh_uPo&9{{*+q2jAa1$-W@~?@y4A(7}BEwLU0A&YeT4nz_A1T;wS60eKztL zv0+B>2_Eoi#+T8Ro!!k%V!xR2ISMUI$P4^=gZy+7No>CbAgloJ!Y@pVXf_540)sFq zp+E2E>0-|i0H!is1%mgvAW|4h#ssiq9W~Iq@u9FU??gKZau6;;9L2~tQV$MA07c5f z;|qUohc8%Y58o%;AKEj#MF%3t^0{dN%Yw7(T}yw}^6`37 zU%1nyK_eK_ttmTlqyM^@g|D?iW2gKPRk4;dcC_W zwgs$pqtc5W+izCWPF1>LbC-k80^*uP-V%FV?ovHkaFQsC1s52LlOO|*jxAsWjJ|cx zud7;mww=F+!m6$Z#rFW$<**i5c%f5I=NHp_$*Q%>Q_TC>tOb~iTa<`TB#thdq9<{x zh@0$-(rJfi=GAVV#=mqt3PBBzDVG!}6y`wfZ|iR67RK2AnWW7wiGfn*s-F*F$4rga z&5y)#KcTZ;5*!`-D2^f1G?an+`WJX@lyKC`C()FW}7BZ6klHC)P2UNv-?0 z1)nEXLDS>QPO!&u8iVfU_!$%wx4LpmbIl{!TMH_AOJmc@>=?axfJKX}Ig16XUZ`t} zzhWv!kYoHKNS!+!v9wmbpr@gdOvF6yvv|_vC{f#kiK-jtvV>^U%X#1Vt$^S-4b2&T z@KOTaq;?13sFMHUM|YRRllSg%NvqBla@tujoknfmnH)> zr_CN7yE3#FKDs2~zEA8!L(#Iz@ck>>l$FwI?;50O6pM<5P^VO>s&Vsn@1DLA8ZEaD zqpT#hY$!GsWkaP4*Fm}BIa?!xrG-l?&)O^`#g$2x|l&yIK+@YaF) z%OT4~*U98Wyb;ou^WT14X3b_w_q{7&o?3Gd(5624-ibLdf%?YoR ziAI@$mI@h_*$01Q?Mg!rv**Dhpyde41=fq?o*g@$c5~tJ;9!%8`@WO+t-UT7)3SjORI|f$z$vUQDRf! zY5;Df_=l@)s?l=(P!5ms<4Y^@qwR2FD8OX%t5TWjMPQP|N=@wauZM6eezL`zW_VuO z3T6P}P^$Hgqpxgbt&H3qyQ32Gl~~wI(uf3% ze1Nytp0gZ2zkSP&13CDm;~~~^U&8=GZ%yH9uYbGuTPq?j@iWMO%F%pSzCZkwddEacf7a$Fjzv3-C83v&9n_=0FYmzuRW)NVbGc9F;_ab*+a$@l+8OWqENk7a8DfpC}b_hp4d(t|tO%?y#z=j*6)MDD9=tcv9@Eq;fj#Qj|EF+!dy zqE+fEy(wMXfhQAv*X}C+(57A@OR!kqL2@C7kZkj8 z?e#es2jpU;0KR!PgDuPcr^hrm$OVnQd8LGs{oPPpCj)ZncR=|>Y%E5Lr+G(`E-RUz zgNb&TX4^D(3|AV>(%{a*-z^-07$M)>^mp63T@25JWK07$Eg0K}4+6TOhFM>oTr7Uk z`4zS$r0SzTU?g8}9hU)^y5+!21DN;t-UjU2jVI>GfP=|@9>sz3%q?n{P|#Q;Xe+uk zwnJSji%|^nPE)>$(#+c;V8+TUuEuU7WwpTaVT>~>eMnMA(j&b#9WJ|x^T9ZsNsM7O zm8Bh9vOwsoQ8wT&r0T6SCI52nf?N5pJr7(+zGO;&;u!Lhk<57htMvL`~)&Y1Q;Kcf=sfQ@!KpRiP zRGo4gq0Q44u$HP}^vEcV$MvQKzbEkihHbZpQl%Fes}z>PMmE$-z0qXEUC9+4@#t5b zYDof3csshiH>=XbrU+*VvU7aOg-7hQKaPYHHPUJNxbE>DWKp2+S2HW^cG~CTZn}K7 z>0@I$Yi@hVrVDhvAVQhw935S>?Jn!n{5j?U?S{5`iaqS+Y8S-_O*KgxDeIT`0{Tb- zZZo~$w|R>=X|NC)ZO}ridA!#8mCW!I6qO?KwyOm3)KSI(7d@42(Mtlm2=rqD|HAC7 zp>B1Pre{TD&4n>+74_6&gMh|<^puNKfhwXo-|zF;U!N+~wMk2`z(pSE9EDFo?Jid5 z7?W5aaaDrZ&X<%f9*Cc7$|v;B=gi;6C7tyXQ)rd}dA?l>SsMlpazC92T!pO;0#2$X z#3KuKOdC>>kXaftKr{{@rJ9U4UN3(`(sWbhUau{tktIoUYpF(Ee-Wev6!^iEU3s@7UhFWQ~s~eM*PmC9eZ)+ZVkryeBiLt21T&zG+}QF_7qNpu~8CeOoI z*&woaC6ZZN>es68hy)3ZDwEMeMqIu{7B_>ZSX%z}Wt2;le8~fnx%?E(MM&@~J6s0! z<~gKFA?N3t*=)MeITJ`vx6d*>ORi!8b@o?Yo~qTe{6kQlusVedUSVp{M}nJAdzY$7 zfOQLsmWZpA+fXzmFA~^KHX5!{xtNrEBcI5o<8$A*ayBrk0D8pAaF)L>747MsHF%e< zp3bc~w7BJn%;qz6_EwCZno@-4j;e#zqSzx`%Ow4j>_AF+@FgUEDNHK5N%>ZM6~o3> zf$Q#0)ANQ+I-58Y+4VsIw}D@IcsS{p=QacTU>>`AD*`)LF{PXP9Z5=Y=|~quy8O_k z$pZS}#t7Qu2XTjH-(~Ce_msjLvZ(>nuAhV~JusQbh+|EPT4NsQiH1m=Y5t`vd#mUN zk48McaBB#fbfEy}%n!DCV2K=#S_aDo>EdPFSBK~>6|Nyb+2|FJ#<+GG$l|9r!A(d3 zUh(vbxb99(Y;U5K6SsA2aowKKiqXvG#e-qXSCz+%-`CLRBC+mAysv577n7~J%y6(U z1OxGPNDimrADFFdI&kTDQNHZNh`V3#&FNi-5|Ve{euI(brBcAnecr4Vu$6&Ji4
JGmjC6zos8>2Ltq1h-Gy|?`CRB7DnN|eba`i&bHbda8IKFM6mDyn2qmSq?Vd$HDq zuF&80Tv}V)#$3|*`n~%>_}uD3ZCd~hZ3i>wf&D2R+WG*kWSPVLKuY*kXK*!l#+DH3 zLan4B+CW8bL*8oQ6B>Ir&M`bExzc4m2>7L9<`zrrrQ|%WnAbo+Ea(uZk2W;lQ zvk{4w=WPGNNgM-5uo|1L-byn28J-b1HU*B*!+34`3y?eeJu)#fb^c>%T1Fv=eLKhex_=^V*_KfE4 zTkxFc(RtI7Wqu0tV+p8#S)l!1I!*3r&9hRad~~?K zTA<+DdQTqHPz*QKN||2vd=oUNv0DvQ4%*FAeV}`q7G~u*@}FiaL%Mh8-F9&-SVx_o zBo#f9K-+lkKT_Zpm$~Oy4dmJ0cAZ2&qS#4kEn@WB^MoMtD6YS$y4H|h$(yzm9&&jD z&?v_5m0etOdTyiL+@{r+#fITsU60}QVFz;xQtQuBe_v6t zWnkg3)fmN1s_#oa${6kB&37)@f#}c_LRyUAY&oT&>#w@A@>5r6;?VAlC7+&S5AdlH zrjR^8X6&9ba(~4lGAN~-ZCd?Pf;y$amrvh-#Yyci7wT_uX6WS)h$Js2gFPb*mF2;U znJP*Cw&(ga{2qqIIeppbZYTGFQ>{-pi|J`!)lr&l&ZAQ9i{ISEjS7CsbBv!moFMJd zm-QzOUg8kf?i5U;S<`PB1ttytIOiaEtuIaxht*4}s3OTxUCpz!1P)hrMhg>T+%)>c z9Xo0$bzZo6TIR*9b2lSIBC8ti2|Oh7p*G6SuV>@7_RaF~IT@GVuw?YdhB6J5UfnVm zZe)1XWhSR&JkslHzsjZ`Lmx0_PjKQegqzYzX|Z}kjg`1TNl{oEs1iCc&CDC_R9M1k zO=HnKd)+nulss1!6>q-@s0&q*e>>DmXXA8g>w5xR-!xVs7oL@GgRhy4ni!&@In7lK zZw;7%^KalR7SeS1ZrO2dad6-;PYp@e3?>xfW`DDxA=sdLtjOC*RtF*F zsCi!wlswE(Ox<@mC(lBLP2Xg-B@Xipl_@HU8E3w1diic|zpLf5xkv&=w{NjHXuNWV zb`IE3;P8E=?Z`yUB&HY|14}|eH&xt^RDrin70#7R??!C2Q&?US@-=;?wkgIUAYxwr zL%Z6SJu`xJ=Ia!5#UY>B2w&fAT&PE6R-SIO1B3InqeCgF`l`$G^8DCcIq87iWLa;p z?ugFn9fZd+7Puw(M33_BWu@KYtp#0aeb9+k|ARQF?L-;}Y(J!IuXEpk&LDx8cRrHG z#J6du<84wr=;M&^)U9vVC%f@;t(D5PdCKu6O`IHEVTBMcBcrNN;t}-$hBy-Q&okx& z%2*S17U=cXNgFvYfRi0_Wsa|iI++^hpi(XjQ##FbntsT>@ttI$Ktlsx^1``BQf(h} z0dTdE4B2rm;x%%feNsmR?_|nc@2OujP%)zv zI;{%V4;oU$^AnEy2A8tU3^!O7Z_N$=$Hcp zQ#;{n|5w;!Z$>W2`8X*Vt)*b4qFAp$SM}Ghy@B@`#ASQh#4VkmU7?dXmEd?M$PS}` zs;)d%$Z_vMs(Umojg-wyVBfR497z1NuGt9dSU`$QQlRf+e5F4)XiaKhL?IZ{VcTc6XN=fgY1r9y{Y-b?zOUdqB7YBy>y$%*q(ulH3<&uP-kuQ)=sEvd(f{jao4fH*?k#;xl(Z3+$R(X z%IEp8<6t6ZW2?Hs2Iym?^1(d1SJ;E1=vj>J_V#YjMk1CVLIJc zf>5onUdOf)MG6&tEu*Msx>7&W@+*BWYCHZ>NINKEnyTeyZ1@N#X|9p%GfoS`@J-5J zCbkr8irUk2aGU;;{d^{OuijX`nE)#M6&L;?|9x(PycT={I6_uI_`F5$s&Ud3TIK=C ziFx>9_&sd@+nki3x@-b<5EyoeJGU&`0dr#g)`u5+mNaA`?{Q~S;yXmlpcj|EJ0OBY zb|r}5@mFXg=_YHF_K{dKJiv+W4vC1!gbFgmBWb+0s>)Vj7P76{p~~TkQB{jgt+sw= zX}vkJr;ICiNtf)qql7e<C!{BP{yw&{H_DZDbJf_n>LkD|D-AVD z{e1r#q@#1XkQ<)Iaw?WRl3`{QewbNZINd8RNWIy4G?jzMn_rN1%*~aKegZjyKYF7i zZq6sq25Nv01|9g=T#H<>N~(%Xg9oOLN-?<~tGAFLJ*}OR{f!p}WI3p2Hp)_BI8qL^ z-G{!lG}JLfW9$>KKl$#K%8>-9*qzm_ki2<@`}Qt4QV<@UMj=5M}oScp`YmV z99c0k?ZoBnM#75u)>OMPA}P5`P&1dfcSITu1(h^E=56E|>LM~Sw%{v81Dr%_ueH}w zmCMk{mto05kb1NzqH1j1UUp)O<*c;4?K_+JiKjZlmeMx z@lNFZW4=aCwTR{mEV5BeT^o_x8h`6c*Pd_eMTXWU9_cQ};x_uz)3HJ3+p4(v z)EU1BKxLJ9XG^i~LF6@e5lxBa{T>0>xHx3{T9BpZeo(q{pZpn_C|l=&jim{~K{GbB ziWa&{HCS(Ov+l9ItU2|xrRo(jV<<1me!J=y9A!hAsucVXYNYH7ufghg~eSpdEK1amqAMXKt-^5vXK}H$kIn=_3+gNb10h7L8)pIh+5TWZ2o|C zkRVJwj(`STIz1-GZDH-l>O-qEo#MtpLFm1bdstCtvkVyZZ_eud(wQnHA_$vGKJLTJ zEVy}N+UT|oLh2F6r7jN>9CSI3q4@;hwtP}Lk0*&f*NRe-r5cUsm;J&GNsys(-aI{~uV@fBy1cQ~o=B{gie8A;12%s`bD9bw&NTGk@&X zKdkCMpVq&2@bBy7Uo-mudWHO7YgM!Tn*jZ{RsH9}Ut|7tq5P-la)!^A?SEqX&tUfd zgz-O*9Q=p>|G&WWj=!zy-&XZ+tNOQ9{oAVkZB_ras()M6zpd)uR`qYI`nOg6+p7L; zRsXiCe_PeRt?J)a^>3^Cw^jYys{UfcuNZ>#!$)2e3si)^$0!>az1 z-TlG${%KYJ3Gn_{{HIm@C&l}7@$V*T#y=SJUv%(q2>L(4av>FAF>$$nZB?`V>G%F4 zfc#S@HdL_rrf>Z>DgQe}oSFR}R`sVH{;#a+KiK=fIo5xC_16dc=Pdv9t^d5=|31dQ zX1V`)fd5;4>rX}d519WCko(tJhkwLlv;VOnpZ@f}aa{)d&o1nLe9wr_{_iIO{_W>X z`0W3?@!0>xw|0z~5A61>4X}tAAYSpu zFx97UjRKM*M*Msh+(ikfQ3a4krAG{TXgCSM8{%V8Lt;%J~jz>bzPERj~6nGumtGA{s z)a%PfJPu4R`bba(2%);E+U&ys6Y!W`K`e$)b<6ks=1W6w-N=W528aM?LyY5lPxR$d zw1uz=;A+VyAcH_}+mG+Vj`ej1AMRBd3xE>xE%m%|rXx7&a3e_HmK|&lSP-0O>f8r= z8XGX_5JO`7hwU~1%-Qn@;{I6>K_D=+4?&wgtx(X0Zw~M7l&r><%-ytK?b zyy+L!z)fA|UP8-UZ59S{6rk`M;J0CU=zlY==^vdn+a{Cv{xGg#e>#1CQ3g}>#;Zcb zIy#A*oB?`wK_HmqP2vOs9~8hxa21B|xdcVvw}ro?vmepJ1GyZ5cmqY=f$w?I^8jEo zfC{G1!~XFI+Wpc6ga80{5(&}sq1w}N!6!$)8REYKfbP$U1p6G64nef~e)=~JXbNKx>LUc$@&>Vn zj}GYki8uLSnGD{oICk;i9bI&{KU?C5x~ zPHVB8;194*{Te;^$(=42z(){ak+<`M6ayN^j!RE%p(FPt9(@%rltkv(W(yhlY2p2$ z&W8_#U^6S40Os|YW z!@5)*Bb#yNV`!6?XR686{hCwI_667y;f0I0t#4!9fL%C= zg?^_VDD045DCPIV@dJI+*Sz-2G8A>*gc#%&hq;eDTG!%c-`={St{5dLI!NIF;W(YX z)Zp&RdL~|CNftj_>0SyyA-e+Kzk^m!>!ym~IQ9gY6zx@l5Fw-Ll+?#+YuRSLH%*Hv zuKYw>2&cf4_N=$1)^W>S4N`K_zk;ZVo%8augXQg2?ACe%*r}Gk)t)6s%*fZ^QG@CFN4%q z@}m8@B1*x=MH@+0!&V{O<@G3!2+Yfu4zj#ibCTN(HfI@!2nF)>rEBW^srzVnQb0PzO#WfGQ@(~h57x^ad~Y&dL_$^(lRzPE|##hbJj?fIgw;1wSIWTSyYd}uaITlh8{8tTa|mmSlrZ}8(|h~ z(tbVT-8753fld^^$cv0ivaH=|CR{#-#Z|Z*lTL1=BF1V}L%1|Mbe^$M`73hstKPA* z^s}p7M+OQB`?d~1Zb4dPJqy329ABwQU@(x~QENkA9~am_5|$N7x8h=q=vAlACf)?A zdGj!poM!WAFf6_O6!=*k%?r50h$6?<1;x+2h<9Vnv|E;8K16WI7sHV-e%>jqYv#WR znbu@YJRIvjS25XmvC}N;e_1|BCv8!&rm@wRIU~5dnpxP+zyhd^Ivcs6L@f9XrwFWv51L-p+dE< zE-Sj3qWMs)k?Gpvifxt3N1>PBWWMRUxmCucmM9RCwFFa&xqpX6SbTauTz~S{k~be+ zIl2~&t_L{8=-OZaUyJ$DB>i|O`RryQVg6B3*Hko?D#2D~9juL1m6z(e zmpLgzgopIB)DU$zQ__^iuu=LLpO&ntjF23MWI@1gFD2KP4b#SXunxS7cO>)5{D6x7 zknwzv8exBZq19$G_{u}H9y2rv-AvtlM%*;InW0>Yf+eTgJBY>u9HGGyPNb(Mx2)BOb?AeaMToGPMx>(TG#thk1d2zk5tPCt zh6ZbEnZon%UZ5sPX;!4Plf|XQ#5D?cN{4)yR>s64N63;zj~BV7Tf*movp~Y&&IF+Q z-pcYw=H4n`EXd2g>QSqsl`+7q+uGvL%8@vH7jHPh$$eKos;|6ziLQr9nctdTJI&tFTOZ&S$Z=|AAnnUYUgkm*R`N!1CNg)w z#jNgi9*#>Bm`q(L%?TKhfPyr+&NV$5JLbCGV|$30^cm`0Jr7J`cr@QzkB00MTS2!gfm$F_>{*d`xtN$K zy$$9rBs?2FBA`)W(~J9W>$-Se1ZTKy{PVB<$dSA5fc$Xe(?;scbHegGr^`AP(uS|b z?g8J`KQ8N@P9$0lno|%ZRw^BPAHy*D+uqXH5-t|G1?=*QcV?;G1XP{eYvc?KhEYit z)_-Z`SBNnwP>lWVtGZmO8uk!Ec8HfVG-WAf4^>g|-6 zK-3S(qkpet{w=1L>1f4jDsOrda8f%Z8F!>{)|{?1&&+TR+@(J{rBJr{hO;bI<3+`| zY-J9OWPDzf%lusE;lb20hFe<$et#q^U&Cu}h;E*BX5RY41tN1c-h+tUxSF^x`vKQ) zNC)shEsJ$K8-A{?r@TjQQ}{4C!!O-($p9>`1Zt*g(@k2Jubj*A?L5GF%Ib%Wo+E6Y#ba9n3)pDgJ zT?{w5jzL-1Nm~oAR7v+W#p9{LE|pZ}{>fE5xz2ZrJ<@Q`xw_VdF^_!)Dby?z=R&xv z%j2HR_L$E<%vd+YWMc~Fj0$t4<9o4EvyV;~=VXMxj{L*Y9rbQ&`>VjQ+C33b9scV*|Z{6aA;rD;i7=u#;;^{mVR#SkQ@Fy zydehI-%@ag!yw&vntDgw+<|bP73P(z4)mod&&QoJHT1h4^%vq?cfG7SP*+RC} z%|G)bEr;(=9dv4x$XXNW$dgChIp)%48V#$*7`7tacu^?YJ+`4j}hw@NKdCOWju(GuzdEy+S`HcmIFJ{`SQ`^1`loG za5s#KTKs^FBCka1SF#S{(T>~=oir)f1zzQhu1dF#DTd@Uf8p^SASiz=lj^EtDo-Cb9b2;* z#KtjJbzOMlyW%zR6dWUVe;~M}P4a$c_e{qPT<5l!9fExZ7BPPvSZL~B%ERWSt*y|B zWL;Hm_G4$FL7rWHjrMJx%{@Bcey!ZB$i1|MN$zH8Z(zydL+SXqC)u(BV}wm6e;H^h zV2Tg#S9bdTwRGaetzy_3Jkp{t)YF?Rf~(|?Vw_}-sy(JWia$MV$PBc8wR7camHVfL zO}DZxX%|%~lPXNN#v`L{mZxeG7rLe$7^J)D>?ISyU|%tpn&Mtmia7vCCUvyNWP|8r z$Z?Z`Hk`!~do3*-Ha+hXBRLasSFa~tgI5|nagdRT%#Ynts4Bf!JKEv0%E(0=9^S#! z&#b6b1~rZN(O$}`5__3fKBs9QLLZ!wKkPQ_edR}B9&4=OWD&+i-6Dy`yfHB4g>;g` z<+pUw;@w^k;YCM;<^-hCnX>$>vT#{d+h~_Qf|XD&fMS#~O8VL_LM4jx8*f+| zwun`)D2Ee69s#Iqk@-LvZceC7`xk{tOAV{t=SG6H>fXCIzi~S}vw{jAG@}8V;>Dg{oz7XLA(&yCB-W#&6LN zoWSDdq{@_F25d)-eUAP0#O5Hd?G^hOUe#ZWv+&+n^}jhMu=e4Nf9p?jXE*c8ti#uz zy2fPwb&N@0Q4^sZvMepD9Uj_IHsj9kTyz;UX$KrRO(kHLanclj!|LodneArdjME%) z{llXx^i-~dQ}nynAdn#-dgg5K1P_a9nU)j&EAG!e)$a*x_f!GP?HSd^?w2`js;yN_ zWEXEwkpaM{LxI7dSKmZ+a0`x=DeGkJZ#{;_|O27hwDYQ;{5`8~n)ow`u=>#a^ zjJqo@)(sSH9is*>K}qrEEfzP0U*<^Hbs__qZ0cL4sjJG2b`IzrXJ_A?3`Jmf0aGf| z>}5L>rjpigkmjc!H4BSp`sRlH_p>{-ht^$q1wx-{g(zjE=xd7`3=CG!BnpG2__8e# zZMuaFf58dAiY*WK-_3=C9UxA|-Rkkp=)CTcdmKZdyR&cX81HsYAU^imqrWKAJsgSh z_Q!Rl&uBPepmY7~B;gg6FMN5CjNfeeVtBuEumHL!mw3t*W}~1}P*%3@U0y*|n5{7; zX$H)cNr*#NqeF?$xr`S2ol@sWJQq*i+qvM$g8wFE4>nNR=c-L6|Hi~fTcQb`{~LRt84}29FA+0LLqdLoI>x7?T~EqZxn5k$sw^h3^KEEj{!YOZ)0v>$ZXN$Bx>L z21%#C46HgYmbLlS?0I7Ioy?V0$bQ%&*O zcV+22*u)ZtS$ChTMF&ZCy5eo4)Gj9Lm38{kCoz%@&gpSlqK6e78Y4=tKdyeHs6dKn;tIi zvUE`s&4R*o>|E!xp>mg?;4qt*dPw?TLmsgYnDY*fIx*BlNh$QrX*8a~wJ`UM{NEjVrzdo$B(yNY zLo^l`alYpgOua^beol+U$*XCQB>-I9jmkbY{gWdVMS)_dJ^v?*#*haib^=B-n~kZK z&D{OX`?c`9ILEJv3k+r|1*SVJew%J|dM#dapGm3fMod6pa_D9nW-*3bT9fZ`S4+%$ zq+d)@Zz%*Qh{Xm2=rz7K{A!8yGW8&CDmqDN5%OmH zk*KKceU+94a~EH|eo1)oPJl*MJU(Z1LOBuRrb-k$FS7nMrqMN&0VOA?G@$ZsjaWL; zp7vPkr-1^F$4Ge($?ZMvocQunoJAB(BxZnyB1*B~^SC9PB1NRfCHl#p7-A|OpkcUp zeO3ff%@|^JLEea&Uzm8GMo;P(_0?WZS^oHUq=&3pL<72^6t3Ttci zozorf3eUr}*>BU4_BZ=#$u?>#-mORVX9Ym9bJIpB& z5_f*zy)rm;A2$UdU5Fa5f(Dq13)u~;0!d~EpBnZA zD1&YrWdR8Wo*ugOH+$JTtaxVrl+h%S1E-HMn7(zUxTUNUk6MpAWi=&CLL$;{Px545 zE}KHjQHhH0T{-UkGxfu@4I}%z<0fEGbgpL)tn(s@gsb>pIG5;rgQ@lkp~}8C9R0`* zuDO!F{ZOJVwK%1>oow(zDN{-%pZj*%!HQ;*o z(|Vceat3^?F$F3l-2Oy|L^rl8t==|;kvlJ7bpx;OzHO>TCfXQ%6FEXX5*`^1tE@7; z3oYMFEk%2anlMden`REguGw3z5leECmO_WCn3-;*deXcWIWW~DT%dodP|d@Muoh;K z z6$O^GDaOJ2`%mwinu^5|x zAbWS)`vNZBpQ4^rLFFyrG$q+xpd!k2Bw)?J$C8c~BfOcobY_%HIGhjDP2czDmKbUA z!&bh{=uDrfpIGS6Av`+n^2AwMhS9zObT&Wp`sTwx$xMs2sU-aZh!!rCmFI0g-#A)ea!$w{PSRniz?E=z}SbAC_@!iLl|K3-m@mJ6_yfhlDVvZlIX zz=-h3M`+Ue%LY&lxOs42YHwv>)kEI$9Q>sozm(uc-o z_$XzJI8QeTb4m^`Y0t++R`cm=O&g?8god&XsU)QwjhKNIe zsnXY)b$iU|NG(+=!m=rbJXQIt_<(HZ=(U`0DGA@C3d0k((eWaRr))?urcg@VPcPVZ zA`{JRD~6ox`VOYg7XX~Jl#1;oNdVIA;UFIj6h{{8X{Ehn$ zxs|!cX)JG{8pxLs=BZQcFvw1|fA7ZuTRopMP=0$+WAvW&eRF1z9Sy7bVWRh)GP&AjRnR^0IRSMC<9&03G@Gqc9l(iGDM9UF)^$3iY_; z{(it$D5jrZq+gZc}(|9|<+@@c6v zf2IFVsQ%9f_}?e~*Qox#&ib!l{byJ_4ddst!0_42{x8DOY5r)V{;SUVe~L%{Om+XG zv|0uKkIri~F=KO6Ge;;ICdNNotN*Ren(1?c{?12dVE(+}f7DrjHfjH7UjOI9UxWU; zc>P(J{SQ9>$?N}1K05n<$wz1Zw?hE`>wI+Q&wTW=Y1-+~08#}Ka{P4vb@xi3Y;kD; zAGw$)Aqnzn{*Y<+*otXRF~t%ea$%)BiRhf1Tf$3W&j+uE^@Fs!iHl#KZPpW`T1*dd zmgjf=K_~UeRVBz!PzwSCcHQ`hSvY)alXB=FAOODGgnU^TEb#CczBfJ}g0f?VfCGAn zwsyL{93f7Dq+#F6+v!wTu|0$?H7_#=19 zfn)^J7=FrSA2S5URV_MZ+?*Jl*>PRP`#~4P2<$orKq6IMZ2glJXGsgdM(+3HNFIK3_7YvRj zEC#*}%kRRM1=4vjO8`Klj11sEnb&dL(@hV-3`g}t*yXiE{#F%3AeALr=9pYomK`Z5 z|6MsB3@9s>RxQP zPW|(4;J1&t%L^nH2oPI=PFn!-RZ!o&cTNs|Sm$>ltKB2Wtwh2*}7_x_V9kb=~yJlfPnAlKma*j??asLL=aX3+w~Tp+3J|b z=ro0J7FfM|l`W-(6Ho(J&V%-y?#72i%<9c_BCOJY&~2Rg1_HPL9K`B1i8r1vDN>;QbDgI_ zi~;}z81PjtDNH85IM6G|@T2bvxN=UiXE@mJt6n;IgN-|1FWh(y=IuWE38(A+O5gR+9 zw>e*n_^{_T^~>ySr!SmOfhJ?tKlb?OHmdmmd9c2cC^ zY`RUp(t>PMUbx{|3QDZjlGLEfSu6V0QouFf^HY0%dxT6;i^>t9m9S~VgX$ypprb8DOVKwsiC&Dn9%HV*jn58mx8!3p{jV?C%46~i>1 zePO#8W_WTEJUtpWMnn#}eM(-t#uH)T!xw4U`!Jf<*3!%h%bRB2G}%FV@vAa}CrLdb zS<%)82V%RG@)YJ~V`=^ZocD0PgQ{*X>&Vq)&-P$(Ne1j>m<6XQg`+Sl7tJcv^u|XL z8zGVSC*!I931AeG`ImQ>pTD}($7NX7%`1=9jJP~;yt2JW@k<}4uF%A8je)6uvC80H z>@+pv$(^;BnbL3mq=YQ%ZE%He0xBEnESRKom%IG4x43OYa65wSsxY-z9e~Kf5jf*?=&bY_ZAY6{0XV>uxmN??x~I`;E?{l`Rqg$!M*UDF`pO8ZAi1y+p7;3DDyp--;o6XV>!|t6QKu^$ zx9C@`w~Bsic`ol&JPxU;+HbCYH&oD9_KMc`p`e5J9LEu8^X$>QT=_|+BjQ#qb7bR( z>U;hX(-|V0>(0ZGO+P*7ixXEmSZ9B%o+|}3#p#k>0P%BbI^1UP0pW0J?~G(UJZ8SA z1%2zXa`CmM*f=Q*&U=H?F2ZEgQXfqrf^r=?2c6EH@E>4HD?9~^ilqQQ=3#}0Z0&m< z$C`FD%?|A$_)?*uO~)4oFD5BfClt&)5^>3kF*vFc%Ir=biR%4!neFZy<%z>gal+}< z7>^{tghQ~ECDLBo#V5k+FwN@*vy6n3T9DdkyBBI~n7)XB6`yMtb92ihURXIDb;Ftd zY=|wxS+)P}&_F%Ym4q+fg`BcyTmZ|b0(MpwG|IScK?0TaBv_SK$pRFm z(tVYqM0Nx_8^-(Q9$%ipt*5C@e5)n(eF7YL^_=F*ivt&2OU9~GZE}rdcbh&a)xs(P zSkHr+X#`{EXWseihCh83BO&xTuS;qn%NabVb672Btf<$shTM_&hMq?(TXRdQ+aRT? zlX;Qj*5jt;PHT)kM9-}~aO371{&8xt?0jzy&iC0nE0+_rx+gM@vFuu`wyKGKIH_DXLvP?A}#{@Us>4 zo@F!FW;!0`iEp85m#QgY=rlz|US;P$Q*;3%u9ZM|1iV}KZ=rFMRRXk zpjM3*j_m1%z(BT)xJ^2;rss;JezpfAB$`%2%b!>(@A+h=Y2hudwTLk~i*}HNnR2z450dI;^J4;)oqu6A&>pDhw9}y zoz13*_n>8fm9>ZY2Tu$vby&90-T)9Rcf(c^VBw6o!33Ssp$-C2bDOLdm3iQSZW9Q92x1A%K`P?Nu69L|DLG!0kRr)NiLBFU8ln< zV#;xb*4s?;JpA5E!BF|JX0wfay1FRX&vIQN-s=>5&5S;cA|2$BJ0g4jaeh{3F(F@A zWG|E6ueq#AJa6g0Dmu%;nL-Jx3Ake)L3m|fA_tUfhje61Qo^1Fo2>#aZ2PLUCRS!o zvgfx<2a-<7nC+9q&e7L^nFL{hgyTg>){Z*p@yJsiQLr+_nZ)12+J{IJpJj?BSAB;z z>+KD8Iwx6(?n;!Idfpm>%Nr64;uYv-?mBpab($Kl1+_NQSENTWw8CMN>(tKAe)^no zRhX0~J!MBHB{0q3nfn>J2D#75kea(SuS$P2=l(3EyGTyvl5U&FfD5^`N{aoFR%j+} z6fm73G3VX955Pg20&xvE$+hA!YE3Fs0OMAKBO?BbDW7AB?c$&dz1he%`;O&Y9gu7& z!4>GOfzDECjarslxgRu12B|Zw1`>}&^QR5`&Wz5axSO>piDR~j5~KPt zx;n*lCB1<;&&1~79fbISI*U|6s^6a zhH*eE?=E1-M~xMGsa_!*ZVpe+@({tMmP%vef#RqNWft@uCR=7%8g|e^a=+9#W-ya( zNAsgX#hFs-VEw&}rIL57&B*RyH~IaJa$-?E{%erIoM!1o^F^(+5PJxD^&Mr_wdddv*+MHB_*xDY7xOj@#Tn9}ga4#+51mAuN3a?zd8Krl>TcnF7SdRBMtGHWyYL5s7om?IIo-hQGA_)5 zQUz>Oc>oU`NV-o`CC^ugAgnwslzhRG3|~Y45h~>svBiTM7P}Dg zdG-DxcI8#<<<$QP_zEWw+)e$k0_w|zQBx6nzyP~ux;vn~8LpUX83kE5*wCVl)Yfe? zPT4`_8F`Oz0##;?t8-woWz~#>pXOYkY7EJk$^LG_5^gm;oI%muh)MF&lIo%)e#6D> zaszp-_Q*+C1gSbB)|-=|Vw7&Cot#WQD)FoyQ#XDIp*-xkMB(w+ti+#gmL?lvgPLvm zz)u0ia~*!r7pEQ72pL;6fLySMcq*ecJEZD)D!w|pFsD}JdnOug=P8NWt2}=Ggn%mWoMtl@DRr`QImlm#Me*9xbmy;U9Z{u^9r$2o}@)5 z*XcCd`#7n~(b%*+$|szGXkV${mlnRiOZz+a_*BLdxvFT%rCkEwSFaDYZO6D{?TT}N zFBo!u5AKp8%iUx^nzWP>ZlcQlG`Q(M)87@9c$iBNUnRRYPS($d;`Va7Q)pykP^F`p zvNj%d#lMocPmg*!_;`Bku0+hOkKK5o!AU|#wvw8qj&W|aroLyVdgfkoTu{VVVzD*Myz;$ZC*B}+PVA$+l)KwE2qtlFvw`1)FO>X&eA4y zUfRpZkQpBM3^o0I+MCV!WbSZ|!pGM#RyuRKm>+^Ugc z4q`H?yekQ);^;X~lQ{~k5c@r+CVFbQbKE6y^2RAgR%MR+0_G8w;oIO=pX9AgTg$f z19s0KySu>@M!kE+krysxuCP}3v!}6pFs!aF$(mi3hmAA|bs4;qhr&3lpQ%n%U1BRm zxqY>-a-qQ;*-i%-5A!;-;G{(>An~7TaI? zkl4Ip+zbq6J`OEDt>VJedTf1gV7^|eqNvC)*$i@IN1K~kYJ-5huWeS7v}_+uZ<^+f zx8ljUCo0Xm&~x0gB!%ZQKo7O&nAUaf!-+=Y^y1)|_9044FI!Wqk4XnsWrQV@LfZOi z$@jP&u;rSCs{pvfCq}G0csmlNu&7+Lv~T2@OCN{apRVcaXMdwHS{q_Nc|LU8jg!1rw*qna+ES;H>$087(5ov&SaHc*g(ssD5t2zKWC@+LHrL_a8E?jX#^%EkJ074kn<NaTWmAOx6=zJN!W83WC?4uLBxyRLdIb?`8HWketsm&V~+&kRD`@D9N= zD7+~Y+gSODrH2?}wL0s1VPlf_XAJsw5Cgm^$d_i`+rgV6_0lkqOM1>#7V~i5Dl|#^ z=9U3l1+BUBSR%ifB4ZC*>Q&*5$v`*K@r;F&(%!D=wSkt$?>V@5V4hPakWYCvu2AB9 z56U=2PH1M8LaQB*$|k31BiiXk$~-H4j()FZiYRxzrmvD$w-{IWe>+j-;0@T!yTO#W*AihP&>gd z-IHQ^zNb7ytKShc_s*^boiRJ@tNm(AOEbG=&a;}Y?LHkbQ&gW=t@zyqXg=WvKm8&} zfKT3ha3(aEV5qF8bZA_M2#B>0PD0A;{6sP;C_1&+CMFXGN@^yL%wfl2(%TI5iQ znKs*$;6~rQ(1Z4r+0;??aGAmT5O0uGK|JJG(14CTAt75;ySfE3PL)NUOYm~R^EYc{06MbZuIqamWLRf5T z{X7SJe>R^{hTzBjjZb3qKE(`XUpU}p>Vbz1ij~|UTSsx`DkBxt$P)Nt)=>>G%#$pO z){McnW7g(HB2;e?sE0TaQ2vnO-hmF-0Aaq?+EU{xkb@B66}K~Ei5yxUvtpO$M`;qP~-$Ov9o(CCwYOQAs3cPjzK)njZeqM3wak<*r0 zd=wf>Xe^i+_mM*(jXY2ps`KE^a$*Tx@}b^df-&Ek-t4YuRU-%|R%x$hMJ*dmjAgEE zdAek|5yy_iJ_E{g6cxsU`7rhg|3LNPCyjwI)9PjgXg^VB@VNcK`XyR!tX%Z~T4{U3 z{xs2pCQc30Vwb1No(F;Br4K0#aVOuHYkhmN-3zR<=fe0d$UEuo;Ktx~x~yyXo)70UR&7oz$%t|G6~p>^DI!ZiBF6Iv*bzY;Jr? zsYIzFI*0QB?hZX;^$@)RR+9p$eeih6S7@4GDBUJFsgU&&h-HaX!N;0UzeCXpKIv&^ zn>_>&W=s^EwnKt}By0D>dV)QMZ)XXf8?Z?TdMm46Tgf<3@%LRPKVv6mb@*)&?d{Xn zekw|1sK)5eN%(Q=LR7xeKU2>o85i*09~c;@ROa69!u+VC3MmFGy@j?;-IWDtZcujtlj*f*0K!{gw+U0Qmx2|4!x`I@6L7k8$&@tmE@df7pUpI z4un|p9tCY#Z0_1J+w8sE(x48m!(Yzvl!J|;FUGqMaNeA+RCpwIf%SBIrHp)^n|VDb zBn7OUw9emq>{IbbjRV_L=TlzH$H7bejMS*9FPvjll;C=^1@T4OL-T{EvoD}mN`o`{ z<1Ibg znC_O(^V>_s^H%`&d^r3XWLY@tN@tFI9_AinzCl-I>To77e3VHZFoV!T)0mA736_S@oq z$f#m=(5auvC}ezWO<4@c6`$PS&BQIq;$5#MEbI%^>-r0e61S|^JX5wt>>1C#EWZyZ zYy!-@Kc3gx;u9k*$~9WQZq}3J-?bS93Nch4C(%pcD3{t3il1+`eFQkuO;UIobv#5EHGnRf~HEn7phrqv)tjReS``vA<(oil{r#a<-zo|9j z)KUNh%DboukYKo%x^_~sG<3PF@sZV!j;A#i;>T#CHO&2))TPU4gefr+o#tuIr?qOd zS9NzQ)yCa=;)3O`?Wm|az6_9dLjr4}L|YJM8R%+Sgj+${TZ3T@q=R2t6CvOl zc9%p;d4-QEHO4}kMHNU6j5|TPp@9Nv(6V}n+x4cdVdo}Vjh{SoTkpjFfG8ovKjeH+ zSKiw!a9Y}^hwOB+t|a%3tr&4IOb$DNM|#%bp8pzvegE>|!G85FfTM+D1@RYf<)^)z z{{k-FW;yv^fAk-L0=EAu_|xIB{iERj zKd0&O*#67(&Va}E57Ybq=fHL6Z6kGv3kOi6cM{B*(7CI>!K06;F`uh0Zp zkQ1qs4l&ddY(d^qpgbfwcG15Q1(QEo7qyKq+^_1cuI@74MLXFBIfk$fJdf@I_mVmh zy8O6iVT-~9bzgdb@WgWBqN2diKtOy0KzZ?g0e}b7VVyy~jlpiy2IkV)5c1!4{Ysdo zg+Q@Z2-3ab#U=zQdFe)mKmqd`Anb7_;={{cNlmJTng=6EM69pjqGt@^9 z083mnfd%98IA9?AZiyfUY7_=ULUjG$tpU4a8%&@t7al|w+|SXkWk)7}U(;7uloTuI z;Zp>H+LVM6g@}yw_~e8Pz_t$pZzigC-Gf(#b@7J@L|^wb4z2sP&D}vFWP4+IQU0eMtE=bX;A^pl3>4IUj7Z(gK?GR7ur?}avNB2<0B3;*!2Ix!sJtN*V4*VLyMVrJ z{O8v`I;8?WWsqRJ5S?P)i^0BmJEWAt0Km>2C34sJ(476p;I0|3-zib45$ zvXqDyRL@5?TJWMW0aH2@;H55b*%cDw<&(L%tXLxgyIUS8gv zhj>%~XwgjIg7tl!Xhm3ouALp)(GRcPBeQuhEb!;o+eX;={Iwdtbj9V|hZnPm%L^gD>*3 z;@xm~9fe!Z>#(`MD?`Mb$-vkGf1yjFh89yp4?nQXQSs&Bk$ytGe@!@V4h$=!u@a6y71bDx` zp^(dgL!(h}Pg$aI0tN+z7p3F|gV(9UodygA(}c#L1Ob9{(^>}jif$HGZHL4&dGp40 zhy}j~#E6_aL+!d@`)K%d1n$<=rX|(Y$NG^7=~VT@imOCk_i`02~$XQycz^`eTL zZyHW?lJ}oreN)APSJea|YLztUBQ35Gvd3l7;)fcA{P?XuS6WZG4`3J`XDEk#M)gz6cDuK-KZBl4Yoz0|S zLE;!m-rbet@knevkweV2RC<*a%2kWy$&1NY<|QxE+7y&=><3Pa=Jh{DPU#nzKX>E> zln2jThZiw!JIRG8+$O@{KAT_UVMaNB@P7qZi#GX?G2 z#&O=~3uWF!S8zmV0RI}=WA?H7t%8tovieBgYvbOTxj+m?tfMw25OOCKB|+~G#V8JK z$8#w)CJW8v#u<#@^|T)XGrn=~pr#(YUpf?{*Ojnx0rQx=C^5(AO#I&9`X~R!9`&sOv`l z5K;b&c)98D4M|8y2qZp|PCgxSJo_qx0La{9+dcO9%YMj-bq)}~y>iG_l5o!L$+tH< zFHvuWR}~Cs*#c_Q(4uADohJo0KP`t+`5Q1sr3KfQunFwzUh$j{jRaJ4FtUh#*(|cV za*kfk?zggx>DBEGS_x$m*9>nVC$xENfaY;sUk~2vmECZ7{+W8?ZN5Dxcr&RRojEUIRkjyl}uE#ti$MC|JC6otxO$bWmh`M`lNt++m>tm zdhADtcm5l!!u2O!vk=Zq?da%jSZvSRv&NiK*Y-N?`RIN}drs1tGjQX2P0t;yh!=J} zMPKN;QtocQa8UkJTzmDLxUv3eKt}w1g$AmhdI=jlX?BWXL%{gkaMS?AVUiNJf}Ox5 zm46WH=zCUPQPrCFjjcX>Y-B-XyTwJR=Dh&U?>`3K4dEu(Kus*TjakXo)yV_`a=n3t zs%AjQZRyCWdP74j?#@nRp+VNk=6p-a763ljEAcEOgTs2MKsYF^MJ&J~o1lO{on;*g z&P|C0C}Z+`(tIf8fOFq^<08}|$315c&HA{v{q0Li!4!~V(UM`*j~@9znESc$@Jxyn zoe30&At8e)&qFP;$1G|)g^D|_ud~V=Y7bottC-|2%vs8p)p(RyYa^0_O*OZ*h|}x?+jhTzgJI*dJ6?ZW-aVzPZ@SWsOg# zY4&^yDoIcSany5JqA#SS!+NWeniuyibwDyfm3yKoe5Q^tY$`LTrM}(d{uIO(J>sNo z3r)B3;F;neh<})*m7uCfc{jy|_0IKT*WnGI)9`LJ%*?|lq=kl!(h$J8=<8OV0>X*d zh~QxP7~X8@sQqq`GZORK60C*AVb6Fx@Zl;Bv*(yuI&{pQl=ih72k?%2av1z8MpGoD zcqb~|H?UW0EMdT9-1j8q%O2@beA)G?L@#y09}KqT`P< z@0$;RRn&`XsOt?fflnSQ+YoPvD!%CgB~`;A!zbV+oMJCF*MCYQCl71Sqv+m>$%e-a zKjizTB)@r3Q?#(;49-=*#ArkSmDIo);`d+@$%bIq1nv&!YNVUTgB#bjpnMnvATI=zQQK z#a?HGuW{DqiWb;R{58jToEYxQt)vB7{lmfTsry^?8M#sg+R3@6kF{4bJz2U#V$sot z*E9XWt&Cn)^rZ7RdtJiPfJ**yldxw~tu<4b@Z&DnR#+5#v zgp@R;Cecvq8oJXR1Ya2fKic`$<$b7!luCkH@w?RaxoFOHIS%9%ReqlP|G6j?xkQKb zg{9A(r(>d+SpNCUZ#)^TB_*L%PF{`BYvlQij;bjN4;I6W*yneq)%M#$XSuLi5OKdA z-o%0yx^C6Rctd6lr_NWdT$8C+n~c#n%*(U99uM~cVueb4krAX1x--K$#V)am2x!+2w#et2yK)YLiWdz?JGZIE7%T-ZB0FAGB)DR<(vQ5zw@8{4%C>B zc(0K1?Zu_Q<+yB$aGH+0sln_W-WW`v3K=zE*O&bS<{|eIl#SU;mzHHkc2?+?I`@QJh;-I$A+|jGw5h+ zl(3wP^Fs<)`f<6${ezWw@&4l-z3p}|Tdi9vTVao`3p4{iA&mD=PlFIRxEB~{15hq3gJV3s)$z)`5NZq$!` zZX4Ald?O6G)cZN{!^Q{a;?8PN5BVG=y(;jWp_d)a0qA(R#9?{Yt}Y`}{nX|yhai1$ zyU&6kB!z{V@`Sa!#1?8O!>a)z{>{avSgTku=7vommQvm+qeTth|72)DP~lc)Sn z4i)OMSxlLx&aU1e*cIqjJys>h09(CAt`3o=+}P|Hh9vO_FH^RK>(`m|yQy!LsAO&tZb~p+?CXjI(QPC_q0TrQ>N?F zrbduaaX$u086x&@fB}y?BftkU6ow65m>`#H>9zlKDOzMMge$t0MBWSY&Nxw7gR896 zfN6xi(xtjA1Z}oer{4-QnYo-c{;4wgth_b{pnitFQApvlc%XUp`ySX-x#!PPS+B$$ z%&}iThEWHdvW-`TlF2dGWV9iP8b`Rl$_@^w*VS0R2EjDO)w60)-Zq_=&k00WNxfx% z3lT|o))L9-Dh#{fXlan9_6?L#Yk+BF&f{j3V#k-Qf6c$$nEuI5S3AV`nsUno4g7^Q zh+=SrnvTt7yBca5SKK7lT@Q&^WJpsM)C8_@GEm;`m9_iIWwtmXKe2c@i?d(k!skZ7 zv2?DS-4IHvRp{=vv3z;B+lV-Fadd=pAt%)~Y0L;hXIIK5G6xJ(N!D$(kOAnU_ajq-w)VZ$(Tno=hNK76ufx`9HdpM&Tru^K-x#-j zfq7r(a73o$qCdk9JwN?5t=v|vt<`j*8#mJ~aGM(6Kf3{VT&@J;f_DJwuC zA+M|ixR%8A?XChzZZ{Flu-l!v%GNteXgc$#2e-tC{MqRC=GJcXmcE6^=;kqbI%ee` zl_uWrI(!cSqY!-OKZK4R%Ti|R+RUP&(-q*hXeH#a$wx*1TxoxP1Wjb{u(w6uBh#E+poE0!$S)RP?4wVAI|-iEN(6C6Fn>u;x*`D4XQidIWDJCS74fM|BxNOwcN=x5%RjXE-%( zTJmWp0zJdSdD@(ASm>i2)5{=*dlQsiMeBNfGXLRXTyA>E`c$nt8MCTlT0g&TO^+TL z8_H}|&C2M>K9My8I;cPG!Ms6YmRC)#QTvRja70j!+T8_1T!`zNU?d*(Pqk)Zp++D( zKCn>=(BEWLw6~GM%@0Z_p0|dwjVrj#$0w_2{wT*kM{y3Y9^sT-VOEup{I$0#o0L@M zSao`8&6$=yt;&tmJ6(6kG>%O%&lXfh)V{!U8X52i5t&)bzx)jJltydxi4xexQlefI;P=S?JVVAH$ z`IWW9Bym2IJ$12NbKXEkY>(Pl8+L4TqaiB3anmyz)iF~Pq7}jNvxU`d{Ww=hL00fI zGb)TnV>Pc_mM;G0+*)MB0iPbJ8fVo=Pfsq-O!%@p~WZ>~RVM3T;y0N$NBdtGVLK6P3;<^e2VFPEXJk`3T$D#Co z_w^v{^tv1K8bK}X{k%S)cxfW%VfBQC)J1z@UeADOw=b0m=(NCu@LZ{M-@v%berPUF z=}mP8N8>X2*~25YD*@?u4$r16mdV)Yndu8OsJu0q@MUrqGbn23-*!&B2a$Hs9!zA-Q_k~Lp{Zgg zAJ2#)oRa$qg)P8faV(XP^wLnBBpuHPI*+bSQWu^y6XhU?euEAMk4i9^9iUgFeh#)^ z2z=PeTV;cf9BlNB`Ydju5MsN3RE~rCwO*}z@07&~FJR;8?bB!gQS8zBT&=}NG)M51 z)7_roNu)iOAR>36EA^snRn#en5CgEBq;daZ~pVH6C!){);V1#qu87LE2 z`c6fTgIhkvflr)6Qne3T$C!?A^wZ1Qwx*pBhpP!t8pu@aPswPT-JcE4_g+ee6I-^^ z^);EJ&hP6sz1dbpd-j?}t0yDjzoX=)s55he4MECFSJ`^X2EE9Yc{BpECy_C2|Ja-| zx(@B9Qy>$@tzlC$BM)51QMhQ&je?(dfz&1p8O0ryhfvkDrseh(hzU)?I=ot1siFrL zzkJ1>%8j^D8gIkcWWl*+YyF9NzD5=*qwz*oOiyEVDV|J8AwJ@m?1~NwqP@#ddpj0B z-l*xdW7>Sf24)MJS+I}2IHQ*`zqkXY6B1HW_uh*8xnB*g0rhsbz6dbN09dw`9k>MQ| zg(T7FoqYhUjxMsc>Lw_9T>f^R+QykpKiUt;uG5Z_4+c+qT%Mg6BDpAResH zrLer{m?NX6>rrbNfuP)0iP+}&jZ=-&iExSbKo14ENcIipaR zV^h4iFoB{212_X-Z2@zC_cVlSyY}gkq^~=@_Gi%1&Q*tyFM+Ofv6aOQj>^2 zBT-T@a!C2IGPg{6B=Kd^rw-0PDm;2g4jVS!J^&(*!H;+j zIiABcQ(pwwz4#qha_2+eylI^I5Ky2-gnS9ZjWLa70QNbGDMF_vcpwAD)mSpXQ>M8f zE5eVZIwPGwv$hgVi>>%DtITOql)0;DkwVp=YYtV+NkXkQ052>EFTg+jnw~4bmQG-Z zVyC|PsWH-NG!|>j++973VC0YObWzNL7EM((6+USgr00z?4ho#j_L86i&5qVyh5RTNtR=@fj64Uyx=ALZJpH5pj6{I$8Q8^D(M=uyJogcUTsudU=&bveiFz1<{%7Q}` zLXs*8i{~$)!9VT`6xmeidKcCnPgd#nWIpPo6aw$4SYOW`W`D?xM+Yaen=baUBdD)x z%7wusz#SVNl05%fZSx4l3}8@ZPCyzS7a>tFL|&ov5b0bhTX|j!E3zP(5ZP=mDL4UM z+3wUbxCX2qmaM%&ra&iVP4Q?TRM4WfhKAa-3}61}HbNpn9(7fEFc+DiH9L-bk(r!6 z{iHCuh%>~fxEj=vx(q>$g^0mU50qy@F<>W~njc_cygVQ~m%Bme0{RGs+va)Z`+|Dj z$o=}|>C@VaXF@p(~!;qTuV@UO-1j`F`a@82x& zuSI5Brhi}g7ZChw@jv13Khg1j6V?A6{FM+^QRi3whQIRPjq<-p@qge~w!cfy|EK7e z>AO_@FY^1>!N0*TGuwZI-+yB7|K8?*-1+aFNb6Y|;nDo}2LD&smx=WsJ#spx?}^u} zbXt%!Vh(y1rUrag#ui53PwD@tMb6C3{I4E4+rN9{OtjzM|3``Z`+|R$$m!|6JLUf> zk+c0zAN)UTj)6$ z2^tw#8yfv3n74PZGy0yD?gDu65AC~@__5H5orIhlB0Fh^N~wH7AUqx~B1CRb6h0og zr~+S^gAmBcEFW)ySS-F)n7k5indJ15XV#Uc@nQN4mw8-6oc-hG5xcw2+v?M|_PyEA zg1G23!j|7eZ<>{^gjEnwmW4496c1j^7D5n+5KlL%-xdE;l@EvoUKN)Rtnymt{ZthM zTI7#uw@m=805rz*-2+HY9Dt%QAbB}}F90HZ2q)mNGagtufJygz%%o2)Yfdm9fd?

Y<4llAv+mnM*D>bRQ>3oof*Dp@xU9%O&FFEhKB`%XbGVXr#6<^ENc~WuuSq`s#2Nf7F_Xq_s(cBu_UkQ`rb*`FM5cmiXwM&6b2(&wY8OqZ6IaZjZ}8d4drt>jrTFwE zPhO{N3{a6Ap<|oPjgOdIAzqdaBE~a%;r4Iur??@~M`pL)Obx>c#*RST!D_8OHqna|PW8r3uNn$ke-#UL%&x6_d+AV$iRNVlNS~V< z7+;$^2jSf#`z?2Y{CL}x>zMlOC7?<%bEn)i}WYmMeBNtX~O$c*+mo^)OsK?A1b>(%$9 ze^jd-K+y4#<6`=V(~h-6-Xr%~FI2>4bfhy*O#E~yCq*||g;p!z9oK~0dDV)ZsB3@t z-LSlF1V=Du^J+x?B%3ttiFM)RsWv7wr>t5vw9-Z&RbTr$_mt9;Jb&w3Gk@knW-xU% zM9e5vrq_HfY4EuPrM}eTa(X5~IJUBwKdp@Mp7^rW4Tw?Rn6~$gBJ7tty{Qjc=3}_B zt%BSKDB*W8<>dKwGU(B z^cUV@oVm-I>lT)JmIIBkyg6l*02&tbmP{(+BEowFyEY;kVT+Y;_;e^(VX34#egJt< zgdQ5ylumloQh(!1E`EzX%%0W>xR2F(k2=i#;#P8?En$Ja|823$zM>jt`THjU(4t4# zt=9%nbfi{>MNBPxj=tSr4CR9+AJq14F0 zgV?%OC8askB4(t$-pT+IpLV&CUp3#+fB_LPW}l3%pG){<=^ zkssa|;o}_ldaGMGEIXxGq{wsQV}{jj*9R~w3G6s)n}c7Wjr)NH&fAm;tC@VCe>X?O z^IrHYJYLv-i0M5HR;Jh_RrgcbM}Qg=*ZM^UJ8;Q;#OH(wklK}I7-G&yo^P~XsUBXH zM5gRy=ALt1Lkh<(fN-@!j?p*|opH-*wA1x}<5%hS#=AS!l6q0w`l|QvB+Qj!{(>W@ z<9v-a%*j!*>UKzVELSD8)RiBBJ7hHs*Ffx}MV1te$p-v5Smj`_ui|c*vu#K{0tQ&8 zsvkRyj;g&Rr4LnhSS)qa7?TqaI4)AcwV#=(sT9*knF7eUK#x>JyW$$avB%M5i4(aQ z>!Dx`mP3<}y9moPiGGS&A@f*3h~p~1%=u`C1kCx7eYUp7*}X9pq@c8yiJEO?dPAWQ ze6iW3fIfyeQhZ+n!b8E>cWt%@(H+!$1*`FOXz78l`fF&sQivA+&rNORi!1mm84VAi$ju4; z`ExE%{i6aDC2``ghfU%+uo5c!78i>VcYVRgiQK@cI|lArVsVks1f8HuBRjzzlJ9+LiD}}8rD4%=n>SOs z14pbfdm>puV}Xc5=KdI*gapYB+4ac}G&FOp&a4o3?on5~savrN!0d(smMxq>^;64T z(HM%xYjz=KVNN6!rwJZy?Tir$NZ>8DQe;nwQ=y`pz9Pc`WZOml1%vZbLoEkOEvr*= ztFn-H)RIDzIk^OkhrMlu1I?$cKb+qc-3vdLi-%J~DB%~;HE;&t3o4-muljsz#9Qa) zO;Oiy36hf*E+xMUnb3Cd*gATqmts-o@IgPShwsapOt>NSTLCF2Nm3}w94RxyBpTcr zQOC2|ORX{Rdl8%NvKZ9EdekqWp}8p zwDxtEqyEVE$i;qnT;h?E~A3ocMZc_>`o$C=aISY7Uafmw^{+W!+wsJ zK^oZEYQs+;&8QffQs`1~MYBlVYtpeovS^WH?&BA(Qc&YCg=%J27a>bRsdNQEbN#+-^gp zl&K1*a=zyi0f?UpYhSN?NGnyjnc5hC`2MDEs>XU$HSu+oAtO*V4b|G){H0iSp@c?@ z0}8!m$^mEwH)W+pxm1tCx~jO~%NC7u%zL?$`i;HbHYud>LYingcclmL$IJfxi)Vxk zhSA8xvlMCgg2j`)Q)~aGsP0#}F?A>A;S0*E>5H&!CP~(ZZBLPzCel(X0hOoyiO-TG1a>JxfQ`_fT=M zP^*J}TcQL}$1*&6MBXCfiCVyI_NgcZ#>qhb@C2gXiJ|5;Gi^^_!{(sbj~+`Wf@Fj# z(Zq#!m$??)peYrr=-wDBRIA%w!+*a%bxogQwLpIE;Kjg#06)hZYB+y zS;H!)s=7aXK1m>pz3qsDDMBMO+~rI!_(K?uoV*OiyzsZ@M^8cFBJ;-hvjf&e#_44z z^QoDrDDHh-WYo{2NQqh#^b3kN4g79E%3*sYf=oBWU^iGGI+JXTS5DrdNLPu>jN|2F zgH%#8&Jb+N5Zs=3C*b2oRYf$R3?zO|1={?(8(aOQ87Us}gQDJjnXKk7?4kvO{7!{? z`5xi*@v~H3;#nkXg`@XND;wL6UFINK8*~`bdJzM-`ijqu8FN=MJZh5T6Vje(wdLG0 zX@?*7nDWMWFy7O_nsN1(x4_9-FTjcN^WCL_$3}T2eZ5+9X!SX4>d!BSVu%ULLy?m} z`A`<9)Y*>{e2X^DRvr?N&n@jk#j>G4w%lzDqX9FrP1N^A#uhPmBb(q>Pjlp{BW6nc z3X9S*#?&f^IL|QP$WI5}$9P_Nxu&R1%vivzq!-9|0-jCl)5#?sYq&A&Aj+$SZWLt~ zM$YQmFJ$S^?^Al7V(-Z2nVogq?`-$8`E*oBK&KBgmq!nMI-*|wP%5>jeRiFfqMsy| zN26;>M($NidXpmRrKGdC_XdImYO#bKilt89r<_?0@Lm0Qk^s$l4mCb z#;XBJk)NMxa}6&3h{6$XODfG$Xa2P(BEQUPMSacO9t~_nJp8`)xKAspJ-@`RJn)=T zQwa7AD@dm7w$i+zY1qg!BM$6txL`sT>q5{|rTN7F_zbsL@$*@O^rEEJ^0on=R)sS& zIANQ#wo=!VxSE2xP(@%_h5V{wDguF-7cJ9ikhn%3IIeWP;7vN5E!{f)u3U)gR z3%|E$3A5gwS{mInLZ94a>wNoG04BX`>$#u;oBaq6$BM%|hCh5CbB?*kRQ`5xPNXWp zz-DJeDF0e>tuP!GlTWn-CL?T0S)Ur@aT1GIqO5`cO+EKHCcg7AR-K5o%}H4ouk>aW zJb?H7v&eo_9iojcJ_QJ=^XoYg1e10>aK^^`8zJ(f_T>*Cl%($?z%QH1)w&MR>CxRc z%()NWF^w{38`A4?A;=fqH+r-CF5F7LP}adbK8lmj(!?E5$nq813Ee_5@xuo8Alb{? z{LsIitHh-SCIva6RmWsXba`!Vb5C*!?7cT2Ofxr9uXSeJcj`w7+#-Dsg-Bs=jO9Za z@wnXeltuM(ClRjoc7-DpVUJbqSNf)*%la7>6MO~kF)&dZLzu1+lsn*cziOpX zM%}czM%N!omVThDzTT zg&NqWQWXZZ`uUV&A=MJ(keg%y2i01vHF9<&Il5#D%EBnL2u`2I!C3^^5LZV2d3Z_H+4}M+|Qa z!L<*MY`3g%ay( z1pA4RaSFQ#lmrr0FG9ok9{wt>LW@VTr)&i8<>1JqZ%LMZqp$IJ#3{nwF)rKD;7U)- z0nQ}cLn{`x@h6Q%qppXYSdNhwxe2qNXXSAuN)Y?0S-P>kg8NJj;&>yIb3s(MAJptJ zaH#93!zN+mexM#VHc{V{c?)N*xZ&7(#!xsfeF*Cd;MB5hPAD(Zwo|zkVX`R_#uzlO zbYvsy=N-9HYedgas%Cz>%Lb$tXMM2)8!fTqkR>3s=-dUui{sY;37mF78BDfa8T3q` zo!|ya5Acb{!ll-bA(%|#_O@1WN->x2w2RdV&X zyO`$lqg>L4&S}XYW^_h;xa1{fDe){?Ts52d+G0!((z(D?q1YJ;v6DNwqJy;Ca-pGO zPAML5O7#K#M;lhl_RHqjk6hy7UfewkY<)enGS^uCEP*fGzT#V_vZ~*X+u1HP$Ek75 z(*w<^4#^29*}a&v!FWDBOYldfXp!hG5Fgo@C_SbqAqPA z$m9d>kW0%+z1U!?gW5(9prO0G^g%Pi5)=mJ+Q}jn`pP!sQX{^?&imQ<9ybWvdGk%^ z4PCN^Hs_(YE+R3Y#5mS=2f(=Pl(3vag??zmE1xme*@k__@h!8vTCoHCvZ%Fom;n$G z_vkCK%yot_6Dt>(m~)s>j)ud`3Gq?ThANtBH+@Z5X-@1J`0!$4nF__LFldA0)p>U@ z@>*7f31^30Yj+fnH<9kDd{|s2S2Gio6vPWJK?s)Ne2HPG7Wle=dN4X#$0ab*FyLiu z3W1M0(^>qY6g#)51bEncT*l{j3cK#aIYQZqoP$BgYMr&cgqB+&1tOzP&5w4(pD-S` zoXTnw3tj~aut9zAo`={ zBO`}JFR;BMH%=Bz11`kQy3{lvn}rxb=OS^h)%T3bOnr)d*ix?}{I*0>7-;V?`#9uh z4^MiE7%sE}9PD{!~c;?p2xKCRcOIDGrxOZuD~51eK9+`5- zptZ0KL~$jb(X3Cwwt=i*-95~-AM<&hK#Fw-=u6^$8H>xlKU=55dwEYl2#gan2PC4l z%dLnK0{{svfKRy_D`#N1z0?kB4I#K!zD+4dKj`?*X1 zS26b&pZmGX{I}ozb2#!}1}6Vg_x<1VSQ#lLRiU3eR!WTJkNoRjpeQ}lFM0HT4P=@A z3S{3G{{*s(@AUX@6O(@({3ojXpMdOtxZ}SgvhVUTH3RF<{45;<9t$hI79_2hqn@Ri z0iU(Wd(D=b{{1$54hBZnj(9B0?*ZJOkNmlyX85@h(6jv`kc;=})2Bb`xXO6%r~R{= z%S`vLXzu$Y=zm3X8Q%3`+J8lJnf`EV|H@?lipc-TWdCN|zTcYZAI9xJne6+m{z7fv znJn`^#w!1hOxDqbHT9&m6oY_I(B^_7yKX|m5uv3HE}R~%H=KbTJ}V3%3j{vv4ujY| zL^^mM0-pHG5BL?Ffx6b3Ircrxqvw_~E(a~fvn$HG_n((9iB2&0NS1P+=#-EUM!$se|XkTrDRnTAWDf9dTu%lzuw z2nGZI^+A`Oyu3c{J02bp8CeM5BX+QTEKnSNx~&Fp7_O`czTT-I9&ub)6z1|OU_`?% zZWI7%929_rc<9xuG#FB-Py7c_1Kd zZS7|`6BqBelol#f+I0{S4uD5Gm&6p(VU&7vwDCaJu2-gE8DJo2?DbQhV^A`VYSeBR zP+e$nR-{13K0{YLD?Mv~UHf)kDa3KR&-ib^7OxQNAg{?V0J~ssFn21q$Z%K>9Oys+ zS*cohqPVP+IOTqXy1tQxBs`0lBT&3wYgInO`Ex)jz;+`7iSSy|0k%;F0Te>I0{}B- zw=FsZHFju?pFW@3b}NMesn8{o7vWjO%Z`rH5iO?e7m69xV?u`tH#~qpFBBsp>;zmt z9qEFJEG}wEbEOJ3P_PYf$nxym;PY!B=;- zuOC^u(Id|vC;X>gG>gJ##8vgz zk=-7n+c+(>wMi_Y!GdwR7f9l9&ZaEDUl&cJ8N~L!vF{)_rmtn5EEP!Tgo~J&m z%%MsqjU9#GBCQrfOGRjTWKN!_=jdi0gRw5@3%sjLDnl}wIlI$Eub+C_8N?QS(f zT}2ApOTZ)&=pU7zoY*v;a6Z5l@Q66gIcA}92xS)5yPH-yTX-1h1(G29a5qlm zjoAua`vwwP46vOJ%;lp*lP}V$G8w8zg&;IjSX1A^UXR2&F**x^6?lM_9hV1W4k+e4 zp~VS-Q-tq1h>li5a9ix3K*JEP>rz&)u_aL4-7<$<8dxSIscpKOdG>Cr0wAZKTy`(DG@y`CiU3!D};r z@M5d^2hvjn7;0ecw0#ZWGE;P@i8LFOaCdN!Y=4t$QEsA<(5fz83C>u ziyb?cL&96H*ge7O@oS2WkQ01~_mNQL$tmJgK!aKgbB0eu-o70tnA5I0cMH9`BI4E)NwG^rm}P3i>YJqUB!3UGUbwK+DPdc@*m zzEoqncg*at3)+SgN2J-qwN*)fVPwbSQBJEiL5ef>DiO5~LyXNa+H?4Wv}+>CS1AiF za*f>Y{CF#?q(kN=TF>wqOKTQ_EaY5olT^bh0Y#IcNyl2`0Tt?ud`m2Z3Oz&F*{x!v z!T8X)LEwmEZjP}Fs*;x?fcO@g{guZvV40i#P>RM!_V`Qse17DbSCXw5<=f1rb8!o? zEnDYzg32f-nHXcG{T`}YpsLQGg)a3(b%t;C@U;m)K6K$lMc3Q{t(Z+%HxFa0v>oiY z^hMo4>ig9K#}J}fD{S@z$r72RrrU@*K0$kC7$Zc`7#>wQ@LFeM?zC4;3g7shNyd_@r58lFJ%QO({Gp+gQ`_N0oe z#sLs+Eh+&TN;SWdh&kfm*e}Q?IfY?32vNq487k7&VkGcsDQQWR`9VWWv9-O}K2H0# zf$wfc)mTkP3r^3HXk-X`qnN}*OK}5p4@`k;hpl&c+Y$Yn=f_hH&Tt;?sPV%}Y@@R4 zN&zmlQV&^!owQqF()`n|39dN1O;k8f@y@wN;s8k-RR^?&4g#mMNZkA_vbMn1g{cfH zlel6WJ)Rg0jyCQw8NS0P&s0yGi4q8pt(J*fJL;n^bVN_zAP~L6zB=zkJb;=MO0?S? zgd}}ky2D3R^1Fp>`jW!hW>3N@21x-aWF^R-8;}e%?~MM#jC~;3Hl9qYfQ*_))xfKp zrSztDGv#BihNxY|e$q%&cnBASSDOLp?A=5GVAQprxKj8)!U9a{7n1YfyIsIbw4~ZF zi^Zo!`WVSlghE!8#~r1^u{ybAEQBP8+J?CEZ8=EPoiuNBPykk5NO>arJOW> z=h%{kx?xHzqLiU?&ixPe%6!kG&Utqr(t~;#1qe1d0GMuAh*Ob>QbQwhVoDRy)^IJI z;!pbLd*`*h7hm#TdqN&5P-BoEj%kTE_J=Sz5i39{qKTsxZ^c^GL*d$Xa;35LAoQe! z80Ko8hcTHPl`NF>w@PF1;CWm)^f4@Rit-V%A(%(wZNSIb9Z=#Hbe~H1d<1h zPxB`@_PCY0w>0Vf8n#-XHj0EUoYf|=S|6aqxJ{LKY_-*xFq@Vov4`i?d|Zl_lEgfE zzlZY{b^z<-S@2VYDndHN0JM_8GZ(}^9wLoq-Ye7#LBD+Bc=Wr`e@Q~DOU?Z}vI3e4 zT$q~MY-4!sW<#6m+CXG)&FHm{jn>wnd}NfX7$sALP0HMAeoKa62&HRBh7*Ic3Ynrc zfCo0m3BR;T%M*h&S@w*VQ1LJ^HM0d8(8m9wm~Ep_c3Wsq96(0gLM*g#uu-mVKsVZ= zLOW}$_rm0_RTCyt97~xeFJi{9) zbFR!{9bwJQrwdHMl?!XHebL=&grqC97OTf`FRjiHmeFz2hu*f)o7PiMiLQ#U4cO)t z>$-9D5eF!SKm^UBt^wkCBR{rXe#tW+*Lz1By0ll# zwdvGYMXi=ASeJp(dxhh&W#wp>7Y_noGhGc&VwI66EgT>Z?&c2kbhXI4A%u(Sy@EBl8mSy~keXS+cske;v6Yi2OV ztK+1d4(?Uy2dCpM{I^qr);*f3)w|l!Iy(tb0|p479aiw!tdk|r`~tX{fRGIljx{%( zlJThN@=x1sri!lFIqKiOS?)eFOkeiqJu7%$KAYVQO&_ODJme= zWI?f2uQrhDQ3|66o=iEU6(m*P!rRs)A{*vL+?t z)xedSxbw?$KCN$F(Zurfu6OJafY&{W(|{*wpM81dcD^H<7-er82ZcCA@Rp+_Of{vM z@zbmb@WW*Qd>O`V`Mmbk9ngv`7gq9F-*sv*)2kyB(u1YfjFz~$#O)P*E9Klfw~+$a zwjBKPRt1M0c&%mrY_8>M_)_ULQy4GX`-oymDBM}uxG+emlw0xoG#Ic_9wdzq4n?wC zL|d(}EKZOO50<5Kx5>;IO#^d_CbLJbC|eU)XEd{5b?S);iWWSPxeH2SWS=A#NBo_~ zP;Kq?W)yQO-oF`rvFzP8bJui3pmI9uL0YBtphI>6quLDE7hl=x?sD;D@W{~M0_fB) z;o;DWR|+CII5TSua%%q?EmOadUxU|?GptoI=1~p3N!dU~I+gLviEhfAoPD&E&9Yrx z>AUA{#UD0=Mh#f4UMlDHCZuWgc|3S1w1XTVCGNa05~ zA!BNEqVKU_Ga5b-jdG4$k|nfO#g}heM}4c}sF%~NFR+=9Y%9Sb*?J3oK2E$KM>qHn z;dC$P2JuN0hw)B(0;n!oWSjj&vR8a>p=YTKc138;uBSnhuhSzvdmn8VshX%VzGsSaeW1o*3MyXHkcj+9QnHxSPbhk-rfj!Ci~e=x+r9;kYrDE) z(R#bmjaFdkvVIJEvh&O)vqz_8ozuO86;%+G%(&X|Ju6#1QN8(GXHU}~2*m<@ZjKRCsgBM^ zuG$yi=f+*u_gQNX4x_`ykFJ>(6cL-@0gIYu7{W+*vxh9X!&}s2rXjqUa2sgD~)myI8UTs(|W)d7#=1F7?c7{%6swXBZ5a*}+xVGO;R-=t5Z;~IQ0 z>mvWOh>6egp$5Zlm<`{Zbx!|zVuMCUnr<&ism$m?frQ+mO|RiuqUTe#!WVL&+hdYr z3(707AVkzT6QVPhCJcxZ?5h%k&kElkqEf6};?|b?bCuN1=6Dcprd5^LK4bbAbDODh zSQnSXI7<;o)eDH%heq;D0fwa9lbq&TvT+w4E`O?Iaj=3_TTl-RW8T*lE!CQ*N6-6O z@l+2wXNI#FGr~9%JhP0Ve-IsCtQ$6L824DMK=Q(Tu8yILeI}SgAYQD#@Ogwcdp}r| z^hyObnLV2P_J`F>V(wbrieZCCAT@qR7p4cCJR{SW0%jRRnO)Mre7dy42Uzz7Nsvb7%(kZrEmv_P_+w0>Gy_+&N?dO`bd;^yt z4k!ujW#z$~%3(EoB5o}$MXk!RRjYGGOjhCP4iYYqW)w~L&S&q_a7)#wRv6cmbP58^ zzMMt572;vG&wWrUGC3*+=;YBu?p~;sggm&)7Eji^0r+@a!YuMp8W|~8=0NK1v-BJS zlCuRU++MM?tsE~Gv#qD|a8TUIxdO%%lwvItq-H1BZMn)66BRd_Jstj@%O*JWQr0kO zM@yz0q`1|_4|x$yX2@o>x<8aoy#`mf)8{!Zm{_JDkHkFq;*uvaUSv+|37Rh}J85zY zZaME=`MS=k&I{nKsocp*@m3eRoOdTDn{mr37l-Xw%WQ`Ue< zeWodWKxwJXL~r2Em$|k$6C>|&^dFB@b^odmNMWEkhvIHGYLpt6iGKw6GmUit0@QL>e(4H2zDMQuvrsb_*xvw$oTgJ z+iD$o^0>u`+_+V3`N zn9>kzs^jiIu1EH@hkh@OZ?8)F0@I*|64l*XGR{KXFnK9s@i{a)YN|+0ZXlZKlYZ)A zMFL=L@A0|7BdsHz^;c7f9t-W)_?q_pPQESRxD`FJI34!7t(U04ADGZz4L?}K3e?-A3!4ER1P+Z-q@_ZD9tVkbobFYka275FF;W>cj@HQ>AxT~(YJVC!|%z5GeSr7w3l@XR}FW(x1DrDJgx3NmCp7+ZVRF|5U7 zM_@`2d6(Lw5U;m5rZ?-;Emuz?Q^dL0!BXIYI+Zd5 z>+@YrgrY(|VwZ~uVPg|v%q~dH6q6e;Ttr>lA&m96hT3F#Nq8ljd=Kn!7>#60SEq~< zq$6^k9I-QZBHD}KE4HB?zYB+KN%4tDR1B*5t*pU7)F;97IK_|bEW3366lGhHl0x6f zBhu6ACg*mE6bdk((7%5S?h|{l(E`IXrs@3@y-}p(pkkLZ`i6`tpI}+O zQdCQQo(;r24cK+E=?^lgT4jV&wosw+l>E#_b3y5Y*?c0$>nR{ALTd=jpW?I*&MaDE zL|x1!oW!%Ne=xrQF8TxN&^?g02EK8mMMy|)k5IIE0_B|0$>3;FDEd-BThjPyt_Mj1 zxqzD5MB#&7pf(j1;jKOBWqcpVL4At86YP*knzPI%VU))HcAAGdr|xdN7E$y%ulE$> zQ#|-Xnu^65#GQi4vVTa zqb+B2LaJody`fA6Eq6i|j$I`+hu91MHyqMqz>5PsK{jqDkH$i40_9Z~4B8bZ{{5G0 zyP2u&+7Ki$o-G||Z2no#pbyM6EvB)pW5#f2UBiZ`f-9Y5DKvc%?nROuD8gCM7a1Jl z5p%tRKX@}kW?aV1X@$+QFWC)BT>_~{#tL;BF_5OE$V6c4mHWC)>pWN{ z9Gw{4qg@pRUkcXGt0p8a2Ry9Ztdd+ORGB}NY)Or534GHr@Xk?=Ry;88sIawRw6x{8 zyQbxM4o~3bVk2XZ(|~`x@o#K-cEH&wNJGLw$wmM-%m%QgZm9~XjWM&WaVL%_VLmud zH^0}$J=4X4S+=<*RM}3;(WVJwur-!XvpOlR$Z~VU)vF}123#oWnPO$rM zd7_{-0GrSc<{5CG>(H9cB6x;faf;o@eoKb995db#GA~ktJFvVpp!ex@yVPYMFwxb* z+u3flcPY0-RmEQFoX0cx)lcW#=fkVyzE3~acW|_Bm(f?~Q@-G{3w-^x^XDu7 zgs;qh(_P=;EAu~e*MGs+zl}`(319!fy6+!POGhJnNLpb_Jx3!!BLf>lqo04y!O`AG z&kE8N@Z>)gYYXvO-i6qI1ZzRRW`PGo65xGNJP0M5%=PniB$tn)5GtU+6HWO(_QbjN zG&;<3I24p0e-&%7{_tTxnzjRdE&WHa_W5VA zHba+ca^=HcinZH@|Djk5_J;Wd?Kf}!f_*2>{)93;V;Cm-f!Xf}raenpo8Qw)>(Zque0{{oLA;S86ONezY(nRq8 zv3FN7dA9AMt|?O7-KDrg@#608?poa4-QA(M6?b=ccP;MjvS@$(=K9B)VpCg`HZ3~T=K*MMd49YBV?Kk!fxKpa_6p&93wS!ZMu$Uqd7_1a>Hp!T zy{}EUgl)y=@&!PT3dmX=P7=v0OJf{RXUzkRm#qQ-Z3=Uj7wkTr1!_W;5kwm}t-~;UV;M%yIxRe0^J9J*)b?)B|@9(g|AVAckt*|zHtc0?8-hLpC zfYo!k^6pg*;BBz^;fa$1u)4mr+TaCEAp73JyplXS+IH?9J|3bx610cDVTwpVBLZ*q z66$}V12+K!@D~*ZsPYq7XwOONi1M5TdjM5LJqh@<{YogNeV_#n`iu_6eO}%P5BQ2b z48|u-2?+Nrv~de(0+x3E>7_k^)yiSpGw<|k+?#L5+gDsFPs_7)DDVuKD=udp(p<-L zEe{{f7i-`XOkFTUuh(&Dv!2CmK%W3GrChElnYLn@BKV z{c>T_K$xNjfC}{o@dcwIKFhfqP2Mu1VOaQzl*bunK&C*SAOTL;2YdQXe;uWRVs)Mt=Z6q2`C`^slq^BXiW zzb{##xopSjGqubBq@XpOJG@(lrUoR;$cah*LpJ-BmW2wrsDBe{Bg)?t*kajtUpin; zehiIG9keA~5KZr(zKgX&d1t++s>BOIDB%#>P3-7;{}O8_BTrAmX$@dA-o@HrudcZ> zQIw67cd-^b%-_w$5Px&NYi!)2zfYoRc!t^S?_%vIEp^&hF4HqDG?Ir({{fzFZf@S9 ziuh>Bb~kx{#M--miM0!tMKcA%{n-Z0L+--4iAoW8&5NtdXiOKsR`SGW%bijqGlq)K z+9kQ#@eon7`W=J$WUTLo_%h6o(~AIb^2l&buy1EB#ptwEapY8~*t+L8(=D`T1SB`r zx3N1Z*Te>5=DtUH_%T!?NEp4s$D36ZX6UKRQb{_{PoD4ulJ>Jp4?s{*^tNe+L2D_fs#{zbZzq|MZ-; z-U`Yp7DaaT##BlpLdtrr!R)SOSLa=xxeTl z9CymqRil+S;5?orkn^txw3uBF^ZaUTVqubiOxI61B51QJm(f_rCy1vhx>mr1r=|(Ta0_i z==60|m#M*jd`G|v6WL!tXdvn9BZ&+7vD#-MKnoSyKIt&HO4ax}i2^muF@HC;^OYBI z@lb9b^AMeUF%u^<7Huu9ah7mNqI}#Oo6GB1f$ygod>3mGu|W_&!Gef52ITSgUgp4= zudjtMY|D}Rj&7mMPsg2^$UhResmU#)Wv)>D%KnKoJW7@iHMOz;eDBD`+2o2(C#8&V zW!UyC6L(Sw227(%_#UBgJQJ3!m_UdCLexL; zIj_)}VMnD+kf8RPsnNA0ApfjQG~+YjaqGu>>D&(dP~15a+g|?FtIaqje{x=6 zLZjjFQyXQ~7aeWVokU4uUSPP-+6M~Suuuipt=!U$tHt|6HK^l^og9IJE zq;BE z7EJ0tQNt8?pXBl;4^uJeVyP|kHY5U(J&9%x?>pyG%b7Zo>p>p#8PJCuO#K#Xz0Li< zi{LK*5o>1=HYui6SYzr{fwp-$#5*8N%`vHTjX6_^_|k|CFXiwDE3t}H_0e`wp=5Atq&RQ8CYEaf%cAnP_~{#A zV=8p5ojYD@WCL7e^!Tac@%@v+6P=mSuRLWo4NN2h@d^7vnEZ3+V!Ljag!5wbiCO{m zU&?90J@bCH@v5pWkX7eCJDWhS{!Ebz93Lqb-h($64(!|d%5bMU-`hXxBP}R_f@#J%Vn(76aD}6d*gbdwj6t>?)D%bSp}^Zx_FPLuv3>Hhv+hVpR4ZY<^DKitb={`km@-zSm2XGtokU@n}`Fpq)b zkcRS7V>hmNUVKSKK(B3CE>EF`<4JP-@I5zU($_+rc@qNqt&upM%sH;X32K2^;>S!s zrgSKP?bK4UyUOLfua>x3?)13klE?AIxdnF=P{?-Hzl*h-DKE2BCU57Xc}JJ*1WSkT zm*2{3_?^PhxcR?d9?~%j#H6D)G0h&1hWo35C+H2M-l# zEfukLmMEk+qs#ouES|2d-E7{vF+0g9^2lKL!msG2g5lJX6dDBi`|%Zbu&sF-@nh=uQBtu2EAFsOwVi{WpvHXpa;n!_>-Mz-yb zSc}R1TdY0pG0#a!DM7At6k1ZHT8Q?;r|eWUvEwJ`Vd-^D{#m#mU@2hd0Z3wrVs!*u zvW)l+69u*l4_YSc8tO4;K4ax}Ddye(Xlqt}R2ux7Si1%sj9{yE-WXq~l!SjXpE;M~ zEKh`_HUksKe6?P4nbJ$I=%u=v?!w<)0_*u0Vio{sEWWOt;y=QeTP4vVmMMQ-kWTw9 z)+!EzlVJ|-&zOXF;xV|L*i?C!Xm~C}@Q2+*LJ3|l7G=9mZlyv;0KRmA@U6t7x-b&+ z)gQ-EFk1|*wHQIK5_?E~5iiNot^zx`v118J&4HOT(_NDqeBgh*@kY2~MuCp_Zh%-Y zO|=3?T>lp6;U=2R^Nj3d@@xUkJb4N=D^#|)%<3rpopN_ul(JM;3W4~ZH}-T=y_v4U zY8C2Ttc`ah>2>~_Sc}7b=4$m@tUam0c*`Z4!XzDhCi`|$9hD5tf$M0#$@4C|YX!|P zr?RXmxlu!2d*^<>r(}@{Q}mm(CCGM`8lphAM6?nAB@}CA@2U=pkcLZ{Ke3s*g=sL^ zF}kZc7B?YVFcvzp{JlE3mPFInXS`NY2Jd=HVe{t~YBhpEAWdt>>~or!T~owy>YD=h zv%A#B#{f}%?F%_5b5n>*nUif)=*6ZCNDLup&>gP(1kGc~dTj<+XbHS8aG3~pChOP| zPXiHymweIS7K<~Ek~7fxTx5LNqikEopo>u$XtkipAz7@f#vZcZiC2mz=n`}6-_#T+ z4VPb+BeCa?ur!B7&wJS|+ge|skO+sX3nx9L8PYXcTMhZ^l!DKet4+@|7R(BF#3cTat`s4^)=SWLQTD zMz^i9W(-zkjytw>cBc)B*V<@^Wa|a6r%XACFQ#V9I|@d5DE}(49y!tQEZ2}FE1=Cd zD5Gpcz{mzP%Gq7eg3F-~Ar1IUa+7BiYYG7wVsL8q*k>nwPNV!QFI=o%C>A9B#wF8J zI}x#c)gWPA4GSvoJeTx&H(c^-;q$@s@QL<0FTV-W^3}!ptL$5VQ)^;|H-_(b>BbWa zcOf$sUpd{*;=55zwi2bvbY|uG*-miOrh#-)%XoKm&6XbVX{WEB57$mlp=Mef9~{b- zxZ;Z+tvZL0^}w7f&{vFSR-(KSo$k&$B<3nb8+Ytg%> za!;o`ZpS<%seYt(OzT@!8H))`ZwAGB6@40Q5d72JHpXW<3j(d(sahz4J+x8_^t@r9 z->GD0u@j+i?INk0TWP>m>$tRu5658}ETH&3dk+#F9uY*icv38a~Sw)hNEr zJWW$bb}1S~Z0ck)y``+__n#Wuq*%wtvHlnShCcD&CCU|C$YtciZK8?{-$f0?CGGvWd|6DQ_ z<2HYFg!OO(IhGc{)s{F%Ec5~YR%z8i-K5u2*n zGHAR~6DPuQ)tcud2charYU;Z6riOf~z-D|2GzTY{6c9jr909FNu6iIr;~`x#*3N#s zwLR)LT7UIT5v)i0b|oY9IOjgg`%_Vy5x1y`9sxnz1k;5DqNi|_4E#vqt)}!>23tzV zgMuqGRdRCAW|MB>Du5d$NoNx6P_&T=5IQrF=h5kzhZxh|vAK&5j*Bed_A#bv=Sun0 z1#RPD>E00%W`9lmA}@k@-He{(T}7%(zrmWDlOxP!iLuxptb>(a2`_$TllL?Bl66*V z*Nofy<0AJXs$8iNiBHctmeU~{YtGQBVUQU?Z&jH&71OQ0v!dtNktR=4sCD-$GKnYb zVFYAlGV+R7t%|b=GIC|R2giV4(+RL>D%Gh8IhNpqZOK(|#dA{S%?T}L$-b}FH1ND( zYwu4K+r8o_WXhfbi9gUzYqU@(`6BwqcNB#BkP+kLMsN(LUP7q@V{0H8v8Np;YUZDI zkM3nX7Ro(tP`7cF2+lxkmk=E;pOQGN-OFVJ!Q2_3Qnl*;|Np^ zsrY#X>A)4M3C_{%IZIM}{%GFRK~wwENb zs-VR8)EH@fy1FuU?1;OF%im5;HVc(3Yvs%+{W<3q9*f@D)mzT*0Qt9AJFpQuY4R@C z+H4&fhP{imUq^FJl%BxD_x_-KqJj)t57a3=Z7xpLT00yg7}7sDl;V3o)z&`ecYu5 zEdi;iUEgR%d-3LKZHcH&MRocv{Q3~NNTq4?N7K0h)Si?n9z!Ulhqo5)P}nI1bj7bm1ao|+ZswY#*R=z7k4M@6^lz5j+y`9Q3G` z6hGDS)AZ6jW9KDOR;nh<2?_%x#Z?U!}mHCfYYx?L|kIhV!R1?4kQnEkJ8dmmTQP&e zqLlOiKTpuUiDjg+32xdMpP5bHn3M?~!yTZEbC=-X$%zx+KLuf9@maKQ$y21heo$5Z z#A2)gKYnv%?_Bo_<9o6&q;nAkT%xqgWIMW7tTW4jN^bb6*qZoA?-T*XmPK-sQaKVZ zFk|6~ei!;>iMg1)mfFWCgA{Mb$F|OZX}HkLic!9|O~&h*N&t#?)kLExJ$c>mj$Hl3 z^#qxjU4n;+ZTWhO;@fYrwtDDk|G0~``h6buU91Ir7i;Yl3$jN1U?Y{56nplCNExpj zTiFvq=Q*<{G+SUAin)Hd-XN0@=oKrv& z{ln5b>bvo=$yvH(NXDwKU4!%;cH>^0x$p7+h_woMMt$xazsxiApV0n@wKgqwUxMGo z+I@e$9q2=6kwmIbj4;TrvV8N0_OB&AW*&o%;%h41kmgeLJ4CVp;nbdY282g%q&LRQ z(OjtV-wiOO7jG2{Qd%Nrv4V8x`(#5&*J&uC4<3HjYy_^ismp0*^O_-c312;&Bd_n_ z5o2S+LwoxHG+UYdY93Pjr&udU@O393h|Gq2{_kR~QP9Z3AF(!g5>W&Q2WIh!;xt*R ziF|tPXL2-a>Ylg%EYw?5$7#w^*A$ zcH#V6tX*=PensJe=ks@oO&Feowd9lAifZ0sziEYRTyC1C2_i3>YXX^w3zmQxc^7L9 zkkN!93RRRj@bqTMlIskRO)e%Ozk-h5w(veM98`++A>A#ku?6frOu7wO{1$7OYZ>3g zTI(j9JUxluV(sB+9Tbb@yI5;WkFu`Tjx)n7;esnJh;UpDCJHgYBRfxS;8y|Ks+Y2_ zdWm~@V|{EaE3$V5izOSSYNrFo5r_aoapSz^FiZ-*zEKyOgAQM^Wf=E$Pco5W?BsZ8 zSp|8tNAVd-thJ(trE@c|G%?0diWb$ZUjINx+aAJ2oZj(prJz@cxp^in2p6xZT$@$y zyUIpj1OCWYKj)%#PIe8_{T+4qiz5SQ^0XRW4^KLbDd#a)6wk9wxAxqy1#`o*Dj9>h zfs;Ywz-B@Qy`J=PPxXjM|JTB!d1Pj0@p@)S-j)?z0U13UMH{y@<(;Qjk0r{z&2TLu z&aL@(v9@jd3Tp3NtX+l}ie(Fn92LEKdqnG>Z(fA>mADvKUAz4h%z>fF z)b=`SJf$Q##-~xdQc<2}Ik-^VMxzm};Fgt>G$GcNsCR8rfwoF#SfR6u{MwtgmG9}| z->^CWaF>Jez^u!Q&{vYw#9F2{Yb)Og4w@^K&?!Mw?{}*bzwG-fgHvcpODn2;QcN9N z;e@hP&~7I@q2Q+qSfoOc9evAwze4%!fP(xeF(l*QGH0CQ^RE_B_~6IlW_XMaA`v`| zS03$(LlIqDWyB@lhb{fSpqQ}*rBdba@lGU?E)za)`_BiEJKL`XLIxl!MLjCp%?2|j z?1eX>(bk7mCcZR>zo@Sm`GgSnYc+Wk{JJ`3XzG70KU(A`8T(^1rA4im7_!GnH!Pe( z+g`qC==j19X{6j_IG__fO&befn?H zwDkY@%K!c}tqhN(puFOL$=tqY(*Hru{U0&6e;)n&0)Ktke;elgGo~u3V{U*)^S{34 ze@eRlw=lPie;bYc_p1B*^e=6YbH24?h_D>4@efk&X z_D>J|efk&X_D>Z2efn=9nC>65!hdb6|6fzRLP|n{veN%$2xj^-gZkgytNcF-!G9k8 z`vQM`+5a4Z|JT?2zc~am{cTM5-$L-8lYdP#gf_4+vNQf2g8x3e`>zoE zm+i~HL-60XFMot!P#=4r#!V?dUUhFlVN$Gsn^z$)Y7-Jl6e2Rx{euHCfR7Liq{-5W zYUl>-@ezVQLhwfj{s_SzA^0N%e}v$V5d0B>KSJuAcA0hZ71b>9!j}ZJ3f%LL z1g`#1nI-umQr^|mU4>(c1Uj^`VSeevT_oDXka}0 zOE?v0TC^wt-<@;rcA!Z#XKw7nK&#JCJpdXE5T`&}a(u2Jx^QI{%Fk49s(^sBJOBhF zBovoVEI)kw^x$YoA!xmHS2u*8!)Xgiv;zY0Hx@cPec>851A1KsLqngQon_8Z5oMqdIsg6-}2)Y6Ig$v4OC z9Mnx_%nHh@9g}u?5;Ux3qmZlf(G!s0tG)0Oo^Dk8<|~^!j34(4CzOBZgfI;$Ih?l* zh&o(`Rfn*g78Irz@~0o9dsp0r1+W;IFf*_r=YDLPKprG8APfrP0Hhh&?ZsE#I&hlG zxOBLFd(Qq_d$dk5jM8JK#)JqFU5{R4X7WPX8?=-dh@`L0r8uNDTo89gCqCS)&1usc z$45jK-n>pvUG_8HT<}ha`?#qTSdhZLo!Tm_v;cRXH$KraU)Wk*anrC^o%*GvUOWVD zv`lDvLAC)qfpvjIya8^y{qV2?2)*zR+;}bdweE-q25cqRQQ?KSg6s|W;v2!-t?_z% zk=~C7=%uFJLW>V@|NL?{1Vh7X#4z;rJo9{g6q$KeuD(JZ{#E07UAVY-9{_-a93L`B zRM__u7(XvyR4)zhD|Rnh$bE_6IadW6DJlcr9f=CN*qi9W*|;_UpeJ+$-uanwfN_iN zrdJ0SU_FSKug*Q}z+3Hz_tlp-3j55QXI$Xd%m?E~7nfH<;f=JEw?Rk&0(PLc%U?H# zp}l770O6ScGoAseUE?IEaI{|EzPLrd9n5y}UVQ!GW7B(dPlEu@nGyuhP)!F2Y5Vjg zo@-k*4K|4c5QJIq32zLS)Qc4O?fibVrrrG>-`{xy7lYG@DI#u!GBJ7H zFtxu@Y9305U9B^x?}1(QYM;y9srB6FzSh2RY*{%0V0}(OJlp-oE2tU2b4(KR*UjqtmQF_X#V&@(r(k*jd z$yaqSAq!;ec0SeYU0_D8ke-HwmAyMO+)1+5$=uBmbOe@a|6tSVUOtJo_x1G2(HKPD zK0(4g2t$ot#RES_$XWeX=DJOw#oXxvOebSrLlBiL45SgVEpee{$L;2i8N|t;pN%+ZHn)0^cF;Rjl z4sBGOOjrn29Yez>(jLi+995RS?ozv?fz<)e+KcKtHu&DUeud~b1JJw*AzVpUUG2n1 zIcZT>ftQ>FIx?R{vV)wv1~j#WN7mp_(o@%(0-F9jR*RK-=U3ud4L6d>Fz*z4jY281 z(v)i^%A{kl!x)1CiY7AWuMhfhC+@uz1&Te4%njona(UoXTj!Eet#LmLH7`HqXq`N@ z_UrV?GczZOQiqe&I^na&m|?Hh3)Z)@)afhMo5rbuWe+m9E2vq>HI-mAt(c{o7KJmM z(naEul+rwc*>9{qir%F)^((C=lbNd1zw=5oeDSk=BSaHQA*PJYgg?y73Ozg=2F^G7 zOeER$(_Vh@X3Vw-rBGf~NE)US;67cL4xF1$u)NL0Jmh@soSF!2VRL&iTC;@>vv(@y zhenhAtZ4b!>3X^b#IB5DyahXXNVg_=Hr^U?*`>7+sf*r(2n=@&Nd|( zvw0cu$ACbACO*JPz1GCH;fV-+=CQ<-Cpnt$nT2sbCX)d1VUi+$DSga@yj-UVG1}S;s&O1xZ(AG z?mmi_1b3w7&{*9T@l3}QAW-Uaa0k6k;otGu(EG)WA-b3pHGVrQtmQB|`tyQ1xVxcc z#wh+%mT)rD6ejb@4SR6oqpt<==htGVp;8&AaK%syF3ZL%vHsKu;#ssi!Ib!V>k~s* z?AY%oCW~V@xZtQu23Ne_O7FvGSL8@)2jn-p@L0_>6$^5zQlwsdO%~2Ieb6{84Ap5CrJO--7qMuzv9|j2Y;oRd2u%s@oP{QYGG`M-{YgS778S%l& zb@yQwWllXv@16{`VogOY6y_OxyH*CnZA8kcm5hU)xP!rT`# z>&ox*(h|fD$r}|55b`IOl!>eTc4g|@@K)MOgNPn%pZFAXMuJQcz8jE#Q@XS$!6p5w zcRF-rbg7+2Q^L7#BU5~ z66T~w$s6q(ejX1AsS`j);?XsThqor#SJF)bbTWmm{ZL>BfZqy{%7Q_sSxY*ptx52< zDB>bV60YSDNkD?+qDi;fCTQ8JQt>ys?+L?6TsNqATBg%SVP0rJ)gx3hL}1nzl$Qc zfihM_!I+t%+-$j8Gqfg(NYTaAHsQ98cuE{7*WV3iMc#%hYP%Q!*`7F~c1pSnt=% z;}zwmSxvR~?amaT_#GS(0}Qrv@%W-fObb^x;K(pG ziW-LsnP6*GGQ~>`UtCE#5vnBa(?o+*Uji-&a_3i1@f;%Ph3kW@xu_gdu9txX#?HhK zzq5+=!5FD6@YrdtOSLxC5WcW@D66cTVoLg~qKAxQRZlkFMNx_y=7xxuW=n1LJNv{U z7M87_YBd-@;A^Igv?uO102M1L3eI2W+^(|Jt%ro$tzo6kA)VeN>Zgqj-V+#`3JiCv zsM$r)DD5K>-mH=*JRwI;1D0}Ca#CXo!sVeG-lutKucfDPU1_+LiL40I*I7jV;`Vuo zeIO*allz{-j?gf@GMs^;zB}QZY@KSrRCGI|$Gy?Gi;m!@+Cm)XKB6Om=iEWHD+>3h zFePsPycpjWhU?Dxb$(42?2blKNT#3wA7@U|O(C)Ls4>@L#Y*}j*65)3R31|G*FXmv zJJcza2}=QgUdbgqdI81YiMnZ28Kv;oAspP5Dkqw9 zKaW!h1py-yG1te}tvjMJtTUEu0z<=JDn54$n9ZoGV5lX_O^>@00?(QQYdN!41VQ`i zW%bd9vf9fE-^bYp@LX$FSrd9|v^s1nJ4eGh=Us;4f69QTmj1@|Yhi`W=RY_}k1ga(uxEy2r1% z80w4Pk4E|=w7RyJsl3yZ-7F62A_j=Bf2uFA&LM;TsL+lDs{!+w+CN^Pf*lv~gyPCP zXxjbYw4Ad8FnalPuDU*Mmg@^r;p@V2R;vs2v~#Mnh6MYoENT(Z!|G)@U#JpV5ylxm zkNUC(wl_0wdYe|^g+xIit7^kR7*n||>HJ1Gc?4hp+O_%2TvvMA&4{&K&%~F5R93HJm$6^IWG~$BlRf%R$r45757cw)6fuiLHZO4qpxy%- zqm@wYxhbt3Al4=sZRht7@Y+7*@`&;MTrH@Sgn-P@p2fpn6o3l4h%qStB~U7(nq85CGp7Mpt{V8>XOd?9e{mozOW^PeP#UAq_c z43H;ZHEqB8z1>;AVbSHQZ=-<2%o-rp>dk6LrAe2lezp;;1d{x9l8@=o1a zc*>$fTjI3xnU(EbviThV_3n>Y0bXEwHEj=tc{{PuJM!M(hDY}dQ71W1QL8hV0fW_? zZ(67U0+Uk8^uA$_rK8ic#|iLXG`0fI+OR*l{JfnNm?X}fu&5mlVpnHBu($b-^% z#0t$}F7u5mp`6Wk^>pqLRW=)+%p*3rC_9j}JC4ZJM^m6U1P_$61v8U;LCV>lerk#K zydAWONie)T3dDQ3_@3k27Aoh&o~l#`hXd5{x!xRKLVwT7(5XiQ9QgGcq$usyGu zQ@(I~jU|?RP)g4O8AF|?Q4xUs;bXscx^xqd1nd-AUco((6M5tgClJsgsd=D-+q$+= zVYLKubxoLPYF1{BD}UkWPF!Os={CthD!Y=ZG+}+<&Y$WG|5h7-Q(jZx;U%S7$->j1 z9tc=81Rjj_0QQ!Y5*yBvtUhT%c}QL^WW?%c-DkA_Dk?hT=CyHe;6js+vA>VJ9F9`P zQ%~I0l->sQ6$3^m>CxMoeTSz54oL3d4VFj_!@4 zvePMZjA`0=(rzq?TX+WT_n2*mg0&NA%@ zFZV~$4cGP#3DT!RW^>;F0`M1W;%iOD&wmjx)9=bSM^7wJ?Is-eP~<3{0UZr#H4^F%=C)qey#GF+x$kb ze_w_6GRdELO}_(r?8aGTX|r1G*gKyM9AFS)hKhW4tPp>jwH<{da^_hCf~ke0Bh+r* zuc;f(7OjX*uptbk3txtm5ooHOdnoB`hd6#>PF7U({hNYTE?C7@UfrpRt zaWmPH5PZRTMQ#daPJYOxHMYTeb9MUc9$O2Smy3dGK0JeS_kn^ZYuu%g_5}YmU^8tu z#j|Bv^$%~7FLGNcvScD9sWK4u^y3pWVi|OAEKY2qa-9eCQ+rV{`mJ*ibyL(kvBgMC zNmImqkCqhxz89r;f`cHuFznqP4&rV80mUe33!oh_L^3R!2rGOA-kByFw=w<56NUWP zf&-{`*#gUAc2GSQ_DCpvr%3)wey!Mf!9{G3@WgukcULRGN|u_5g=IQSbSEN$z3DOELase9kdPi==j z`WlJ=Hbxw*wlV8Vo89CCv|V+m$0WFuF&6vM!4n=^oK8)9L>JmT@g-1Lg})Ln02pwY6bF_uH2+X;{b_(wVo+$O^>Zp*d$N3<+9U+AvEQ#A@RdfvR>H z@D(hA39E)z+(%6*Hx)@=2W_Z$Ck~s}lwl|T&~a=t z>sUBFp>9>m4UXyXmMw6UwT8*whyjXIg5uNg0$-i*Sy0Gz6K$C@U^|%Y?P9{>_wF+9 zS#5)5LC!5leHkmpK>J%w})Et?-PYc34MD41#s9+qa{! zR?68bTNy{oP#m?(y^%iKd%WmUL7U~BR()LVsmvOS{ox_kM>IOk!gG_yJ9 za`2xIxhr2iEWs(NIF}O=g)!+{9=lUBa?h$~x>pI;*rf+0%-W0V9G4h#?MDo`flE*V zWR=M(TjcZiLbrTiEuIcjLu3t1OYmHZX@tt1+JI?|%^*vzdY=~kR54bSnnb7<$wa;j z7dbn!u!~tlMNy*Kg{FoyXJPodeI5@PRCZkm#l&TepV`xml~A`Hb(vC#zi=3h>zU*~ zTN0yQemNN(tf57%ShhG7!#fu2U1ZE}X`bKoaxAOZG?w= zy0ErG^rJ-HY|3uw@xVlz7tKy9tfb8m-%`!!5QJx^Ruz@2*k&^Lm6f1v@R&E}Tu0$5 z6;?Q@R;=J>vcFo39p4CdHAi`rrbN@v7#SjtIY+4<51jJTtmcHXyoSVck2l4AF!cmA zR3h@|Y~tz~37`5;h$EyO9%KA&)IQo z)x5=)7>aaqdjYi+red26R_BKBk8|d*Y&J^@GqYM8oCOP&aiAMXx6KQLqdVMRLes}J$i8oPMp$v~v_(mbVp}I6`+_mLufmz#gVn|X zZ{nC4WExj-bu(UKO&67E@6M)c_&M@>c+4hEeNuGX{tS5?4Q2^D7pG+MZvGl4caj{hO^B*<&3paMbh#S&ak|^4x#JKiN_0H&eWD;h4jdq za>1DP%4*yL>1}^EJx`%7*%!TFEyYd$I$k##c&W0@Yi@8;@j824g?`QRqa`*4$y7Tn zr**PE;d5QxS2V$}@87cu4m77CqsKRZ$+}0&+tUKRABWtjQGY84w6vYel$3QkV9#?w zCr^$pbiyh@C$SBkenMtremQq{zmH3sDg(*U2T`i`#F78D3K#$;yUtO~?O=a?#KB2E zmmzArmMvIKi%Ph70j(j@__R1q`|wjr`#8+{D=!iz4+5&u!~ZOvj=Q|dKDGB zH}@kzQTG?J%>Jn_FZ9dVQMm*bYf@5&ts>kF4B3%dl?0agFzi`mvhACnlfO#AH+HY5<7j7Ck$w&pRG2RM!#PZS=hNH({SwAI$9tae`I zY3=Fw>4}|$E5+ zh>cw)fsN?%_G17GTNac+?i~GBOkQNjz>Q!gMz9R98KE36wo_p|Whk(OxKHabpS-=Y z@uC>$W@zv*D1hXBo$!vmAG^4*86YBntV*)!)|CBn5Hp;{v?94R(Qx4?socfR=N*1j zQDB97@kn#KgROy|in7Ch<^hzLpasS{dx?Z=v5|CQ7Zl|0nVyzI+X_Jx)Wb%;2lmbY zYeAeqi}2Os*tqSej`98sr*xl51PRpOoi7QtVi^d&^yv(|v&)+w2;sfSTJ=z!lDe{> z2(x1wXP1I9^mNFyce=EH^6B781p>9BB=K0yi3Jtfv0>fC0(|*X zFuIzyhp8mzSYfiP%nAtyl%+%#+S|YT-1ukxKxVf+PZoy^r)Mb^9I0zywc$du9{-3m z7_(zT9mY9xfHB~+xvk$XZv?y|HCoXbhkC zxha881FgIeJpnjbfQH3u%i4)H2@&^6Js0;6IFQ>t0@6CmIUam||ZcOtdGAfBwT38+s z7}&Qb&#OKN*5fVA7SrdxT6ALFyH*Cqcq?N40Ri(yX$+?w8F2eWj?b;b^Yd43#3D%0 z%hypmvnXIN!DqlX&ns-Fx}7({t7_7>=!3V6=zwns4J z{OJ2R!MfZp-(~|UobwVxOo`S1})pD!C@Z5@Z;pAu-2wD;Z7;L5!Jb+X0i^Tp<>9@6Iv1j?IPl#w)x zjQksxHycDi9hY2Yp&ucfPcLuFr=CqjB?N9FLlGM}LTwLbeW`u52kO|=v_jkXg@!?l zd904TQl(Tha!6LgLMl|5(c~y3Z(Ol~gWM+OzTiN;Mo3}Hdso!gFImyYvBw02T;F

3jhu#*2*f~0ULkD051NIni?YR$v^c;7v-arr@Z56TrTYo-P+$f%H- zP%c{T`b50hDrk?Z;>76f^^N3|V^wVRn=6A`+PNe+jgs|FLZ%_I3uRyTFSj!jatQ*s&!8wMpbi5~85YpetFZh|T-n z!c@%7gtB*edu~}f5wJYZgqGE{3jRi2r34Vj-Ea~~rODS4G)`_6FeuI%kYXhvibPIL zV<-2DPNR$aHx1d4FGFBdWeDqr{Rg;$IR;)>i&Bcq1ipGn{;6Lq;@nftpw`$0MOO~hZNM852V1>vx?qs+fPQ3yCJc^ z6iuY*qW$=CS`3B3!h}+SYqn){d}D$b3;Z^HcWpYJ6yj+UU9X0iPs+^7H6()Y$lgKCKpt$Q6eW!cg?vjCN=!S zJ_#9ifb~M?20KP=%{9VnxJZ(c7#iQ19qH}`jh2MBy97q>&MT^$PK_ItLN-mit*SAM zel5*huRh$HLSg1S7Qrp{R}3Xw7xWa68?5UTy*#f3&e%rJ8mG&4422U721e$q@5DMk zNY()?e7!k`EMg`C_HnAc@ulIWeT?1 zy*hfuZC6vQs}0OkTKpSPhC1FR$VnNZ%>Hqzcq_?a{qmMO`uZl;DQA+Om*#EfKnIpW z_jXcIraa=J;M2IywOhca-FvuLi7B|9Tz8(+_aQ!a37~Gw0_H@ck5hvLsWHpjz+>gO zPcRgU^&@73dER+2OLDr+W)*3k23DU=cEeLA3T}@v)So0!BtmPXT(?LYNuO>hpayBa zy_m&573Eu6`ns=yXtwnQ4TU@1bE@fefto(*{^<3lzrLzpq0a%MzY&)ao zCFB@%H;u%~Af#!VHHCIJG%ov*)yDi-1w-6`5<0nng)X}d$>0;YuR3v=;tcEHx#qCC z^jB=hCx0PBl~Md^PKX>jg2p^#DS3^_uc1G9PG#HslcbbR+V5HDf+_gv`7_%0iWIN; zz%6PFJd0w#Bl}d;V>L0C%qSKJ`!{;Q#Tt~r$RC)>8V2IxXr3)DwQ)1q<%px!Rp~OmmRop8fH;;8V2jpu^iM*hE06sGHLr_+_(?(erh>LgTn<0$u#-wk8e~ z4fPWUr7@Vb!ODOaz0Ktuy!uR7SeDabN`@H47)W@!3N-`dXUcC|24CW~o=nufGR78+ z4LzefM0D#2N|h8BIfu3l+=41%XfXT&Q|#qVTqhkowJ(ej?pAVQ`011b;4FmyRQV(j z;yXg895Y~9L^WEcwu8TS5Qq&`M47)HJ(jo~*Kp>W@9;}koqucCnVhhWrUi$3vE22| zo2^3BSa5vm`BZLS>Ehd>A`sr)CnI8z8=1sIFVnGa8YeE5r8lmTu3ICra-j6y1 zKyp-dnltCYj)EjBKbxPf!BDfsIg`tEUDs{`C@$nuQC1?P02V+EImeU{nYJ+l zQT#v5y<>D|&AP80yJM%Lj%{~r+qR8=Y?~b?9ox2T+qSLK&$IX1YwdH^dC&g%jxoPf zjX7%G^=*#(s_Rz^K`;?w38Rm2=GmHFW&C3MlosFU-w1LgC4#>LV(%T&Cya|8A(T8` zmAR*9kxO=tc%H$e9mI>-Ys+s%JUYq%v|m}fNxIgzKa$2*+oBPim1{WGJYW1|xW^v6 zB!HuJR4~NED$!8%9l8k{D18Zy*ZI?ZMo0aGvy`&^#H|8j+76Bq99qGeiVhxv+fl6- z1ppj*>XoKdCr&{1&&$;!Ts6+;BFJ1XPtvJ5?%qFO0+4CpbW;HbQ9tkCWNjG4zXxp@ zC5dBWj5F04&$d-ysxHj|7Wf)GM}&NixD7r&2B3rTCGR(E0eu*B)Ssw(_<&CHnYe;R z%7*U)4Gg<&aT6=QkvQhq5La9stc?Ze_!l2}x;M$yMbpbVIa>N^lb=AD63S}UZVxs* zaj6bneL@&G8O?k4P2*Xzt5*FHZbjd@{g|hgvZ_;|6v+MYDInx$tfDDmTqazJ-0;WG zGA-RBe6q&)8*R|Xu0PHgow>%CR15UI3;Wa*MNXDwPo?vN(1W7|P(}>t^316kROltg zlL<5umu%(KQDCBVXTsoOv=CGPtVP!&Afi_Okp5C-@#7ECAtdcIPF~Q!ed%`;yq;vI zH%G7;%IB&A;|F8V_yeS?(nC(~n!n0RHP2)=BUW%d_OtZlmI>-$Uk}k`nOp+9v>H)+ z>52*}m3}ElAlGhwMZ(e&LxT>ditY9|4^L9G9ZlaCh{b1^AYZT)61r%1mbaOw=QY}K zK1h;2M+BMBhgI1s9VO=C{ca;Zc5lC*->j!75?S2hy<{Xe@G+GFpO1L`buxX?KwLVQ z{;mgjjzt>+b$yI>BsxAUcMIfj=7|ux3sv$!Ljfp&|<^E(wp#bEC8VyAraP zYh3#?l%@=S8zxPzL%JSo5!{Zq6;`B zf2~0~izRs$s@mF=N6bi{ub5kWB<4f_DN15YfmRYUep8oG{8|(C@TQvBooV6sa60pW z@%r<8EpsFJ1?pDRSiNi7qFeo=$SP{Nr+0vOtII*^#ta@;Tabz=783Ss88N^T4?H6) z1=Da%uia??e=>VKlRO#`z_F7)wM=x+0oM5V^vWY(EK5~-_%>N7vlBg3#_?OfkOsDh`mRP9bQ@C2$)!vXALf@`{mJY6K?qj0eQ{|u$bB;)lS)zR(j^aKer2BEij$9CFB~`t?L5F?w=!*tuy~aQ7yS&O5qmbDo05m4{23uG$Y)8YM1~i0AV_)uFV= z5MK4S3i&^1N#jyP=@NZnInfO5nF;B7FUXxXi8Gpo8koPCm2yShQd8+b!vG)ZX3>~7 zNRFnd#z*f;32RcFknl+zYGbqxop<`LtM);!x)EI9W3g1AnZezPgo48|38X zTpS0P8I<+bRkiBa7~lrgRaxH*oEu|N)m(XoP!G2B@xOrHN}k$FpiPAJp5;E7)UX6G zaVTf#JjP}z>emg&rReM_K%BGfq~t zlBGN?1t-td6wY5PWpEdr;qA;zk1yHWmg8Dj@89C>*C0D&)K;x02`u1UOU@m>3Vih= zXm^l3zO*M$V%<;I30TB?>XBV@I_U>t<+02^=Pv}-`3wi@`Wagp#xaIK0vxk8S(ywM zQxn+b*_N)z!dH6nVVutpT#URLo21kG@u!0tkJ{aptYVvZB-kWZPHS1$%z4iq6xPJG zJIRXK+owr4Az+!KY@gbe-?iU*cADU3D1P0hW5D(e&&jB?l^0Vf0$uItUk+_bn+*EV z)*03Gv&FY|LM@uwf~*Mycxhg)<4v&m%nY;%q~K{dKis(9RQCZ*Wiwqf;fjdn{!(GF zqsbanLBC?;q)Cixpq!l4*3y#Ak+1E_8g$UNJ=J_@a5NeX=4e02X zx}Jx!64^JbXb~!DDId%eZXcvKs35k?rkTJ?ZUvX0ze!j%{a~&4r+7B(*m^h`Yo)?>nvf2#;Yny^ z#mLMIlutH)I3F9uGf)U&m?qwLN^}{vw5<|CJ-c82aLsfLnOe5=;`Ao@RX!J?VIbz( zTe458T$hGEW-%!$M@LaU`DKifAhQ$nGClavEr7-5Pk2sjlf`I>{AItQ{_{C6v9$QaBHkRlx{gFSOQRwLV^8L`x@2vI~gK3zBccV)-Hn+{#f8aV$#ZkD~ zimqKgt*DerBFg_5GO$acbJVr23j5L{r4_v5*^@i!5JZPg%Ay!1aTeq9&Bdr;;hJ+R za;;66Gm7}9bFDtSd1t$-v%VvS@O=LOf^egx_H7Zg(+~&+T3_&NM9!!;=y*(p`CXf0_?s7SvjawOsw-wiwg}jjm z6CO4=hxFsae%?}JdI8NDA0I(ytj#(sp?)T{;`p~39b=L#659fdtrVV^pNKj6aD>*f zA`$05dl9trZgRy}*U>TccDt0jDjybIro?O_u+IIM;LKncxmE8*4myOwKXBLiYZv=U z2|O@h$18-{Z1?nAvd$cJm~S-&Qt@{7Mbm7tJ}7C@J5lt^^EAU&QLyfq?9JHTM~^fq(TL>-Urw>14?xLL zdFaecK%RF3)g}!XD;$+c(pD4ERO>q=?vi=DdNnRtN%hUWe~CR5>+vcv-$JlY1-FmU zrbxDb#gi_m79$smisH2^TS~}e-(_z9X$;7wxs8?r>}c*6&Gb_XyEh&`zb74+rVckM zzlczJXZi8XX-?(8Uxf^8O5tW**a(t##P2pMOv!INXIgV2}#bt|c zV&G3uLgB~&F*y0femhHQu(fkIoX8?B;NITp-x&J-{ym0S&7V~vP=b?Z;e2k3>^F(O zJ1klD!g6x_Ov#ok`}y99p69h+ZCkV6Ri{ou^^al~iQ|v=z_83y@Oa3k_3gqFaH#=@ zX#s3F2;B{OZmlr32KstfW1LSyTC3xM1GKA$pwFYe4z4KbmV%FHh1Rsl#w~u93_rtT z8i6?B=@>unKq-U*;fQVsw{RP2$+ejjik72fGWI6=xmlGW$oS>3g>M~Tcv!Gw!;`=2 z*|*#G=KMLiJ%Wxy=@mBaurQL~2R1c**cf8t+%u-`Lx^4^X5f-icbT_(iy0C^tj*vgwjm>G7`5#iwv(!`ObXy&idL&q}!NP;31dpW~d;U@^xwMX7wU z>KZozJ+aNR<i{? zoC9ZXOp#HDh;TnpwTm7B22hAo5-cv!Af+LB_2#on_(JLw#m#QlC^{Jyr|DYQ*O2UP zy}Ru{cPI-t^bLYhgK~%!NU?d@ydn_){{315RB#?5%bl-s-?crgwd|L3Gytbp(belI8 z8V9r@Vs-s?_hXehI)|c*W}$bARO*tjCoAeKWYn6syk>?82E5|#YT?XV5*x!zPQe!z zR{D2#^iK^Qd1DIG91>aYbzI-`Jk2Y-+DB6c^yc1!89x~nDyeikxXc{R8~AnI3GHCJ zK;7qD6W?CiyDEh9L==ay%twEoOLg#DROg$(hHTm>ycXzW(T9tgCg~0;xVBXewdTbD zDds2SHP#7tcl{7e1c_!5XcofA`OzF>gRS&-z86ScVb|A9^hF;ZOlRQ-?0o8gqi?x3 zp3R)&d+mNPQ`k>|vC8+JjdG=YGAIG`8e!Hyw6F9Bes^iGuR$H+WXW=nx$U)kcxlTV zRwI`@L%F9n)Ylm$)%eiH1jDF}e+|J(M(`&~V&T;n$W5a2`m5p@mNN=3okQHez}(~uud)*MjQZZP zW9!0yOGOFoG0K34>}4RdVXum+?stFI)jp=nJFBX8ufNw>CA3PWd>nAjn(&|}H&ne` zYmgq-_E}>vN;FBo2Pl+XedVB-i~3Pj9&HZB{vF=iE?G~Xlk=(A zE401w8bRJB0m|*o-E68%pLUEIdb5hiDT$P(Z_l<$YD9Ni@-X;){#Uc6Q5bmIH*`jY zFKW#+Ir@6579q}yhd`q&BmMo^py5%v_R9N%GVhyvZno%bLyt+qBhtC-`NLEXWx&c@ zI-A;kbg^&m>ea1s4aVZN&~Ay8Y{NB1m${f`Z914lc6)R*+mTk`MFQ1btry3tC;cxj zxK{-HZlCLbPmJp}!7ssAAi-WjwV$hK{?5Sf7{C0nd;T3I{)dFiM$hrjYkB_$g@03G zX2ySB?E5z@{A-q#p8cPc_-|zRzfJAQ*!?hV)p-3a{oz)|68o{UxfHSW1at>g!rG*u5|0VLSj}Ryu?+9WE{GHFOWDv zAa>ess8EnurC3UBBwM^&N!(;(Y-dh!Xe%=dxN#LlWq__G20Ya!fn7VJ)h{;CxoC`E&8f5Xn+9WG&}FKdQ_SiHAr-yUO-P*%mQo_w9wvH$#k82NPhb}5HJQI2$cLe$=r#}*6xfdG-o-yxd`*5k~kd5^)E zdM~Cj>~7VJ5bbaU2uM+VGq`E&W8i@6(Au2=IA9j-;$ToAMUaUdF zy+L$8?7=Q^^r2w*zD$c*cBNW;W088%PGVkVtMK4OrhTzjGrRY?(n9a&L?8&Yq~q9| zhww|^%_|pDyW8W;0x1R&++1>icIA2xZr-LpACZJ$o_=UydxPK0SWZBZ>+jU+AUT z)SD?SJfIMQ>XfbEuL&7+c9181wWY2m9!c!Wm;q#?=k$d@>MxeB3OBGHP{5E;F$UYJ zHtwD6FD_LIQB-oCHL~Vnb~CSj)$HEi*S3B5MB_-`e^OaMw3Yo@+!(!fltvLUhaMYe8{RSlybTjHxJM#Ckw=Q307@f|L_uA&!hf@R3ss4v22_kKLQ&^b_2TxiK0Z1irX zLTxK&Z7-}Gid8jZf)*aIBaaAfB8?ulg;HCO0AmS_(o@Yjp?;Td zDGWW~`lY(HyGwwwb_xh}7>5j^uB);4M%~GMm8ZczJCNrT+BHXRp1ocHLT;5RswXa&L;29Wh`B-a(iU1 zLTt*^>*W^6V4Nt6myyQ!hA4Q7Yu8`e4Kb726643%bym5a%=#xj@jYL#sHDvhA=tPq ziNjhRkz6rB&UbEkp_)rLS{v5vzpE+KAEUq{@8l6QrI+{2~sI(-}2RrO(Haws= z6t&i@W&RpDTs51s84F~%ZOx6LC-a-Af}1jH`(V*lHyF&nOqIVhDRx{|Zw7ypoGUj< z25Xo^UznJH!@knx9ufDAw)e`Is!P3-NHD~i9rMhi9(JxrW<>?YZu{9{_HwP%%$%Xj zCtH0r4|wb>!ShLKMpBgc8g2M<9HVvdcQnhwNmE~f`nU_zYb{<}`qUv=;?H?fO4C=K zSSm*58!~+@5zx~@b%IclH^WWq*LLUK#ddf+F^Q+q7To3&#|K1DNYhT7xY==?C@SX9 zwZzH1v1iufA`|5$o{4Kc94o^#lb|qdg)o&SA)i^(f(2AU{-Jn?>ivd84c47ik;$Pg z9v3HXq_h~+gJGws>lZfw)jG5%1qtC4 z+}3s{qPM&vkAYHtsH!0k*h1NsAG0D0C6i#Y7U;6UIep2U--399w?g;eXU;JvraXMw zv>A=1MiLfrgv`cfJ7x;o{xeIENw#r$haEM6a;TGsoQ7080nE(n$Az31Z~@HnPaAz2 z!GkQ5B)Z-vl8&UCn+*q>QOcY4b>vZkiidA}dPjEwZAS^W!uj;JN0fL%EASBl*SUkp zkV6Y`xT7C6HOWa1w(XbmbG-XDpe-Dp%@sXIM*-2L<4KYJ3OfbxiS^N>KdDs2^8vvZ zkz11fp;=d$fe~Pv#flt+n>=4e#sRz^$~JJR0$4{$*3(ps4UWArQUNE$2L^pSTq=3* zE%j`*gPbG?yLSrNDiA?=Mw%m4I*!cOqz4zUEx$0|%XXo&RdRlI!1w8FDhwq*E?q>O z)?|Hi8nfM7qsC(=Tj82@%;MohrEwZY_jO*@VqLhF%AC%T6Abl7wE}0?f*-TsdH9yk zy_}yn^-@1t(YF6NauM1otyB`p;CgotVN-J?_)9Q+ehK9?L`5GorSIngSZVgsiBsWs zf0$MyR2`mDXu((1zD5do$EV(xO*UYZ@k(5!NE!H*fKX=7PUAGi^L$Nwwj#wX6^FR< z0uvnjN$GQe^@z@T?gP4m`}Wyna%WDZ>Y&G*+EfxJgf_S!B))m;+GkSxCQ*-+QLZ3E&@jm`c|(!#)M(E z(X_FAV`1Fd2ufXa)fs7v7Tas}l_UhWfm8fHaS^E+Z8et2d58SuhUU?nRjDL|=(&7{ z<7}G>h33b?hI--MF$*MZc&OTj23YpRQ6=( zZA|b2p8Id!&jin`BnPy1+2Gaq+rr1zX-TmXmbze>Y>s(6BpJ$01Q~N0G_qH{HQvWY zxsOU!8*CZk2t_rM++SvoJ&>k~1f3)CobueElg+^a=Uom1w=qI`6qW5iDKs4fcfFcGX3{>Bq{K83}p&^q{K$;0B{q}^qb(2+_iA86@X`O(P$$EASsKFIpBX&bF=O~|>g zJCwju^Y_?1z_Wk0cxvdDS`*Z%-?(CfblqiZH z-s@`s|AojYHatnWgj-?Q7g9Q7wtK z6N9Ek{)&8=N`bvw(YaI9@u$qkXfPiF`CV)MHy!(c)FK38mVVQ|FoSxcsB9#p2{#3uNzde1 zOLX3hNRPU)4!V(t5eE?5PQn@;yl?APr#lj`G>)gu-R%QB2}&Nj3v~BVZ>Zn`bi)xw z`1Wha;um+~%_u=WNwsqL9_}@4d!kia_3xULGo3*tn5*~9`vI#rRcQ{kty7kG3sKyoXm_taQvPUGsgIrW-D7}_*LwvxO;JuK3788wvQ2v#H;Px(T&--C1LVi z*#)R+=@IAzNlyA5i@#RPCfYjGCk#3dx*mq@FQWRWIK)3wOr@Kevi$w`)zEb{%`&T! zOa2JFBX~H=_3l;0{%(hoiUWGqvOc$24{twgqiuhRBjKc;|1KPHu8I z*7zPd0FE29LUTEPot_)1C9(q&*BGCe$nk8PBTZ_~(XQ(jJ=Ew^%aki9BpYQDL>1E_ zi(TjLUSwcr5G=fz!dg1^t{Ma>FHi@$R#GQ)B?Og@t=3UJfEZ|tLJf)mvud84mEO)e zCF@=b-GT5hJiaViT3xOl?83w9T}LZ_0++(pG7rJINqXd9WW#f>Hjm-@N_8h8ZQeeP zh{kf4v!jBae!VOWopoKq&7YfwP+B=-v1^QBWg){V`&ix1YR3(^2vt{@`=U$&;<@BE zDZe=;Tt8+G-deD~oJ!OBUMwpy$Jk^JG(Z>z7`h1(axw=`za`r` z)xmj%iJ$ilynm8~`X`mBhoi-ny}*&*M$^;Y&cW*211d$9|A@i`9<3e8hXkq#HNHA6 z&KZsKLPh-qI8ALZ2wmM*?~!nZ`&wmeZwH;xB0nM94OOlx-O6Hdh;FE`$vZ|pS5=MW zVKhNuXuom&()2ej@uu$O!GH6ShP1xOI!&uKPxHBLHg^?6PPX%ix9_Z10?(&;v{rS# zb)LmlGgv^Z1$IsgO{PyE7aIjM1|Uf02z-X#!S63>X3{b^!*z4@|={Jc@l zz6@;!ZE10)d6yQ_vJe%)Vk$KXBcEtZdghkho2^fDX~1IbfJAFBvnUs-d$uOd=QMR} zU(qf>+;Q5yP!(B3o-{krm>zSeX&DoeX2r(1oOU4cy@H^Ls|$yNEqX093UFm0CJ>G% zKO=?B)t{K*$wOQ;SG_#?WRG=$WpT>caCJH~bP1@I4Cgn6p{6@Yx3zfI&Eekx{!(ADUwwn#c9&0+D{(uAH{jS_J-Vw%K>Q zk1SS~Fv~+>RLFj=<@xayE!HBbVNhv`u8Lh;b3;9No*36p`Qzp>b0-ll!NM4H2B&^K zcQt{Rq!|1gPt{SjcWu`1qV#7@YimF>=>-0y^QvUdzg0E z=7f}PjBIl*w;jJ}{qx(wo(SGRGHwBQWx3^%wartW;KSx6`~5FeuowU2m7K(;nA7)I z;Xx2uo|8CyFCE>MU~Bks`ll(l-1a;=XOiJ@@BHC-yiR9#VTXDW48|* zJm#_>Kwb3)^fTXrTu2-m3>m>kcgFItXbJHx4iZyZ2zF{< zBYCJ&sMp}x1OsxU#pMB{{^aNwp8ixiKLvYvI8phOh2dHTy~9320;}hiw>z6 zxgm@1md3k-)eOYhO3>rVzDZRl^a0G49CMnfc6X`%*hJ~Kr?$J+--FA2%IH16u3&KD zMd!3_DA}i#(q!Fy_nl#g(IP--J&f=?H!0VVo<=3D64eajt?1VA- zZos*x{(h`~>W;%EhiytpW8EQlh+25H)uLOQ?g(8_HtFb_5Sn(EG{$p7qpDDGM%CwQ zfy0;QfDO{@(6ZWtjIB?>w2(9rb4`x zswM$zYk~i4Qm#lsYkqULvx^=<&cP&9f!uN@V1Mc{tf|`W!QXI*z_k_?n@+>uXM6UG z>D#QzZ7~RXLh%sX$F6$4o==uv*!F|}Th&ye;!p z$){#jEP=VBbO!Fc3V#bUNf?-d#pFw!$;{!0QFpF6BZ84VB=_FdFBD&(Jz9oa?zV|6 z=67&m5X&8nOZS(Bmf#WBVh!vmt%}&l+{fty4Kv1FdPi&JifhlXcpWSEpH)&NgY1=T z4-rYtB=%TTtSI9iJJpVoT1|89LL8vekjh0Y(5mpX{>C)_A@M@K%NUgC`YhXIlRT~2 zq-(t#OkbuLQJ(@(iP8mI5Qgf-zj{kVY5QOAa1q5g|51vztGVeryri*C zQs^WF43n*xzl>sW$TY2&*YF{8Y|{0~jKf(i`v+oyN>6n1k;2!hDe7v(70(h`s=<_Y zwUNN{9C$KU7?%cG6RP*%ZIfA1o)wv7a-U!ni&vJhnuF%(DzrE6_vr$Erti+%KgYZS z#SV<5m+L@&l)x$LiQxir{5hr`#sM!1)-wiSISaFZqkx?ER!Co# zYUL%K#{OU_TQ#<-V@| z$KPGZ7+)FZ`vkB0*jyYG(#Xf@Hza!kM|5l0Rmvi{LbtZNU*?Jxu!{N6oJ;*+nMh%a zp5n|2o|{HsyRd~uWKgnTwrI2Zyk})3f^VVf(OhE6ZYp4V$tYInT%_?W)beb%{Uv1g zqiuSBFt+ue;mydZwIHFSZ!{wul#eNlLuUn&wcoCvRFwhDxmk5-gKu zAE&co(V2YfqS2|;g~_Fjr0<;y5r7@TaHON*j31v=9HqyIxQ7S!_r9+dv2%rk36$ux zM`6vR@RuJR{?MbyLdg54AE;^ph8AZ3WR6hpsApEgCZo*YQk(UWh45f$E7s9u>)e6( zHGA8wvyv!NP4dqHg(*75X!}?FvwUNAWa|F4azbj#P8oMuJzJ8QXG!sBT@&Zp zJmtMEhL%59cW9v}pzMdrvXgfWb9lGzPsPFtZeqZcwc6OFFqE*GsGiB|$1>FC*Qj_C6J~aw}3(vJ`u!Ch~znV(&mR>>E_YRQBrx`E2zU;nQC; zlT&`tA_Ob?!j(thYL`wWrra1UH!I%12Vro@Om5;D4&7dSFcuaxCDeyT{H zlG&ICAlKZzR!jzj-`iMPezZritoFplFt`gJ;1)hDO$+9v-wJaN8dDzJI$_i7DJcX3 z48JZQ@3-8cC%^Eoiv+)7?tw3(eD&=yQQ^+OU-2u}UJm~aB>o!{{>2XeK;nO@#DBBG zzh)Vj>Hh^1|04mKm7atCzf|JCso`Jm{!6Me)4vkQ|5>WDu)Lg-s?gsm@xO_6X8+rF z{U1|e=6|Kce+K{M5i>FUA;kac5&ymLKiKI%EB*I`_f&wn5>$A4x&|34wI6M#MAqO%hF2fvW*4P{=_jHVNEM-yTs1Lj~PBPUXB1adAo zQtlHriF=q#=rJ@BiGMND2Hr?hXTuWbk=EIJM-{iDHq+G|)zhEn!#~CO+cT<_JS)92 zD)I#6Ax0udVtxI5KQKSPzBfNV;Sa=N#AuQ3Pev5KNPU}2J5+_!E^zXe9s;vSX)OQ2 ze)F7I-&RNvAXrd628!zD#NPx2#N^~*{I9s74hbNMgjsf)d=dC^qJ;XFLIfm<5ivOH zo4`>mhxjo-WQnjqk`m!}pE8iB8TvMM_I`w4V3wcI+u)yR-+&GwzrH=GKB6Ih zf8oLc3ChjTCJ@7CpT(;VAky=VE+yq%#hHNRi)~c(Lk#4CQH1YD0TJc1q6hAx3IQsG zaR&lp%IjKn3~BArp1yp)wCh)n08yn+p(rD;PLi9Pq$gg@JT4VCZpMKN7ioEcdS59= zK|Tn&e>>BI6kT1_mhN5b6YhqB20ZwdP=NXf(39r+te)$e@hQm(XsHQ6`L=-2+ZG3O zqqXP6z``{<_*admz=OPN$fuc zPGvuS1uG~Cxq*6n>iNowDIo#{4D|T29};fs$~zHWce$g!la*u7!h`!V1eaMb7`}=Q zWcl<1+kF<`(QfPZ)XQTo_5w}%#IFm;DItcx0Dt)?;xQATWynX^=<4#eU&gfV9ohb(etG1$nT4wW)sl)&s>4Y#u|% zgs&E;E4M#IzjIk?XPZ(%`~92qvtTN(OCD7T;kH-`?I^DIgH4Z-{w7fu;He3LNVOQ{ z@M9->=Kvq0AD2k^{)$B>sF&X1bqTzfAcuU7Y6Chf92k*}EffLCe8QY99UY zBYnjeh!;6%P!A|23lxYe5ocy0O_&52IMOwfP}L;&3$h*`-uc+CKn;d5)X)~^Xj0S z5vBY$%tT=*%E%)}vB_GPpKLnok994gm9E)io*7g%^xh;LLq?!<^z8=SZY(AXdks!U zhC@-ib#Otlgbk4f`LtMz?t)h;-t$TqkP~J2^xE*#+Ys88(Nq|laXxOQOn@uzIs!rP z+_pe4dJThSOFMrsN!<2ko`HQ!V$?A$P8K=-ddB(T<%rBCaZ=WWY|R2u@93mw%P++`j((iR=}PPsyZc|o5|YZj4@;Y$?7Lx`uaJ-YDPJ=6ZG zANcBQ_MF^~$zOxw&p$TLKhtf6oslZM&xC6)E>Y%!TGan&U_McW$M!!Voewp5Iv6yR zFh=BEJiwP83J4D#peM4!r}%P`z>u!BQNRvdBABn*w4_sQw5fb8c4^J$GsCNQ_LBYM zukF6Fa&2)7ccofiTNJ+Iw~nw;7^8C%pWx_nUN8t?}hJX8YZ zy{EAWmrLiSQT@|TE6Kek(*a`d37>I)JujXOj^$gMHHfGubB6UE{dU<2^mz7tcWOH0 zjLpYlt-uT0Y7kl1DhsPhQWUbsmOOX<8q-bN{U6qUbHJR6B91uZ3Ng z@(vO^j^5utYGa&b<4u&02dE!G>Uu*~`ZQ8B7=JY*H6|B>_7TLyH9UfBn9ta>kK?L# zog4s$VxC|O0vf^Mi7;&xcLze`h|M#yY{i`3;5@TUQoT$Qz3el|I@rurO3O)z>4!1| z;Ljqd`?|K&HB9&=^;~B0Zmk^CF%M$-6G@GCIh59TrySHZq(=`@(zq*^+VLD!n0J() zexze9Vq(!~3({AVN)ozsX+#hVzHEZdNs4pJe%D-zV6i8;`w`a}nM{hH?qG%7BabC_ zQAgh32#mNDlMDx|R#Z#O5_NJO5MrB_&Nv=|B5ThA8*OJf5&X86x+cc*qA9M_*OBW6p_59h0B{GvVbuHep< zxom6G#Bw}+-gs=TE}kh_{?i!G3{Sk73TThLj+sY$nlpcT;5T>P) z-L@xTsj+KMgc!;Jk1%ci>Fiw&r0n7_lrX~9LIMRrX&}okSjFa?BcXOlfp0NW z8zU@N-&Psor7Dq2*;QW;luxG$t+mo{k*urK(hli%&5(GmjySPD-<>i~pA`A}%njb7 zy9BQKZo;PkwZ=$~yvuYZ?UZ*-L;_^*eL_i6$1M(7gGMQuxHO=XWp17j-UI}W}t-=no zZ45lK=5!j_+sZk@Nrx6BpO|{pnZDeta~m4(>eG9}kegI9;!_>CUm}xfn5M)Uybl?03NW8B|VhRNitEL zhgt3cAo$vx4h;3*Hmw!YZ-6ux*>A>=*=N0)SX1!WopfkqT9#@K;;rNY3tnLFSTT2!9 z82lZ{SK0%nTWBdj8LkB591qkXqne(jJEDZO-%JmxXVDOQO(v(r)H?aYc z0alt(&~9sV?`BJv;o3s%V8i5fjEmXTqH<t%y(_Y%WVQiDrWG{nVlMkJj5R!d05j*hh z8#YbTSQC!0jKRoSXMH0i%V;5&wN-zlYj{|EeyrSNHZXiEnYzvf@dzIK5{JA740!wY zyiA7>qELZCY0edTN0$<=xX%&EPKG(pd$;X;%DcH~m2&kTEoT87hXPVpAg<3&w)B~w zT3hoO2};@>ckqCb$!Ep$s&$n(z=y{VUvoW8PZHIMH*Gu+51#fOthAm~%1f~$I^Yaw z5#pOA4bh3#Y%KNYr!nN4`lFI9`3C8HEbxX!p(J|v3h|ALH3&qUwC?BNb1n=M1H- z<-7CLgC3qunHT5tKEkidADu_EbDK|%lTG%LVup;+AP4MFi@6tTo<${y3qfH!qFh^U zx)swg^VO{TU1mzIdHEW@epwy9GtS=*7QQQb-@cnajTAmxtGja@hQQ4!o*GpR@{(_~ z0(4IJ=juP@V<=tLMJXy<*89DJPpRxx50E{KoMY1nxl>QC4Ie60mbZCMnlN2DEilt> z%H+uqogW@9-AXHrWWmk|LzZn`qmHq|^7_qo-(V|XdggXds_<2Mi+&6T>YD`CZ3YOA zQ6Yiw)Vm-6LOaLs^xHHl)yU4lGnD`aaTPqf#UpUt4VxI9-DhfB>DyY`5Xn-L4BV$$ zPnpvIrEAVx@({7=+y+QW?YgF$Au$+##}ylW9~pOnn{hs}y$*QeNx+M#vGt6z?MbrN zFy=?MW+^v`AlQiZAHGGc%;Jv+S$v1zk!<=M@rFb@1-yyptCV^?cu!~yhqyUGb|p@y z2qHDHdyFoCvB1K;(l8B1_{Mu6D2(K_AYsf=G6I{G&Kl& znvnRWR~PvGB&G3-$zYFBBL@zzeB&NdGuOesx8McxyaZ#&cj+;C*O15p>XLcxsy1bl z&ESoO#OvE?e(hggaU=>1u1}m%!1n`6^S~FGe!hJ22fxuwjq~S}DQo zs-gV$YPjs78m)>J3#>LH*DCLsBltMPYZ0Vi@fYP1BVeS{A0?VIzd=^=qH2OVmdWiA z?{&hnIm5KPSXC}PrmMsN>Pv9H!{JsL0IMD=$9_gTBqXL)$(K*Hg43??|Fw5Ev?+mcJKy;MpYzJG5gL}KzcS?G%m;q}x zH8vPZ6A4nYgOxKI=2HJszW4vuyjkgw&6^ys z*fw=ERH!j+99K1c5_a=4LEQv4O$egFA7-4;1lh4U`T3L7|A8s|Zh4m>g`Ru##k`M# zbrpw@4YUE5QoqfsReP)MNSBCy5Rk_OeMv;`lvP-|^U2=dmPtl(O+`J zG6V%<$&~mC(1s0tfqPeB=%@JmB_`b(khrxzT%fFBzQl|CFt4V};fLd6!eg$+Wm8@e z?;`y}x>-=7IXs$o4md3Rne?*Aii4;0be*-9?SFChjzOBV>AH4R7rM}8+qP}nt}ffQ zZQEV8ZQHhO8@t|jX7Uq*zrXExbMiwC$IdMd7QAfgjQQo4-aQL))B4zy-bHz z7*q4s47y~By&5;cun@Aaj;wbQn^>+B{;dgmtyduaV7gXE*TK3H%*PimS6}g+;LSS@ z5hb}(flgzOC3`HkTu3R{D%>z=aSx)x>*=GB^!#ibu}h2a7TEuwF+2OUx^N`k2_8L& zpIkX3B!!tc3GTf6TJsQ(!NkQ*CFx(~v5%sQ1-*8O<=W?!JjwR?TCDp}#isS%kXfYf z9LxbJp|!3&nqNDvW=F{V`?uon+Nw>x}$PJl%6@4_a*fBRxlv)BF9A)!2E8ajnTrOc2`Dl&obW5`z>TZj4 z90HPyCCJ>K@id(rA2*Agm&>q_+-U^@M&uM?9Wx}R7g${d%H%UO51IqtwLa^{*v(Q_ zP?=|ICLAO<^+qp+k!_|(rj0tqN|&Ca8{ApT95;+Ca}Z}@?tBSpGua<9m(BR?x3#_0 z1tpK1&n|p@S9RAVu=kX1q?Ndvt9?#~v$O3uRWjz&)9meXUMi%VswHWk?Pl%H{Wecg) zO+qf`^ZIzlm5yuKa3@Gy46J|fNt_i)c2JThKgjASMiZLZ8M5&YUdXXnQ=Iua?5jxm zj|96K9e4`4t6CIkv(G!`v4OxRvJl12D7x95Khg*qYp$2hS&Syz%CXBM<oG(vsm1>VgzWTmZtIR)UrTRg&s3Ax94^~XGP_@k7%9#6x#YWGSsmYDRQZnmh ztkxt0HV&R&3%t@e;9A9)fDf2!eI_<^ANTU@0Vizek|t=gH|>2y2Nh%diqZEyhCq?s zQpe4`UN~5Hw1PoKufPk|uTk7QsPlLgg{aAza&@bXa{Bpd0K#+fi^I#L(((auJZ?Tt z<{7Rvp7voIk#$hl)~Oshkx;%1?ni|+3 zWs32yW2&?4co%a+$}ClJCV;)qNw?}Z3Fo1L@t`ZO+=V&ZtB#)4MM#Ly?GP-jMThVX z_XB}B9l6}=#Fw^m4?^>Up5L1M3{R~$OBf+kF**k%Ro+lzsuM4>LcC`i$-BMrTADUB z22lqpViF3Km~kYpklKi6LDwAImA^kg9^Y&WAK`I1A{=!MMF|5(dmWD)uE!bUM<{=n z>K?QdEG;5-44EHzx(EqZtG2YHJ5B^tqRNSoM!-#s2Id-K9KJ>V&iMgKd(ZFJ@l}d!=_X?Pa zSUNhU$%MO}g2F)jJGe}BF}fa~5!;p#w)e=|bxTW?{o>nl3Z}6E&9YHDa66O#n=JkI zgDLB$)pjK9AA!=)I2Qqs+u9}92?C%YmMeoDJkJBhc<_6JJ}Yh)_!+C5hR%7=7h4C) znZD`1-2|hmd^R|dd)?QB0vpB~rS(iXU=Z`cC(IvWrGf)P>QPjMd>6i3fkR_P6mQTh zG3519zKcN^mw|_l*2BTZb(;*Z%H}GR9+JLn)Hf8~80{BwydDCgA~XiT{OOL{U`(P7 zhE(NT!l^v#dMC>(V4}s4r*1(s4REa!9YR8KM+BnnGsxEjj{0Y-Lb103T9QV0O9O}! zNF`KM#tJ~TL0XiQ1dn#0w~0d_C(Y@4j?iNwnNBjh1koDD`$w6^p_fH&~PW`V%yeIafp5JCt;JE1KynA3bJuKy0?~E;VW-Cqtk3S@*jWP z+b+!QH-;jL@$6|!WAQI~1OqWqcbLR?P8q>o^^F^#2yXO}rc)0^x|KMA{BvdRvzj%X>wH{3zMJuA7m#9dWmEwM=!HQDp+E*pr&r6G+n5_sUm}{Z4A@sj;zUu(08H zx~JiIk4Wa`Vk2cw(13e=2x#qix5qvx$wb6P&VvUt$OEvV>Zl8Cj5D=qa3hMWU^=w7e*<$#r$W(XGX|0$eeCaZe1kHdGRo%y0`% z8FNt^Y9FI`+EF+(b@vWl0&x>5{FC=l^l>p3l57if zd!g`q1Uh;6r$^v(fqiEdi{KSj%_UYV`y(mBdfaqR=(0!y&dB=Sh%WQzex>tBP>PGW zmy_-0;95b2s*0V|HIGNgr@!{KH_)f#vG*`$4j5`bRHR){GaK9oic59B?tcSd|3+|s z0Z3*xhJT~hzd77L04&|VvFzV4?r+q}M*nXB`!|vMd-p%God0rv{2jigM!kr{p~0HpAy(_DE#kYUApg*-+v=mI=a7^D=oxd?D7Bg z$4twN``7VbSnl7q`2QXHKc@J5DrsFyLtL8wbKL(9=6+A{5132G#`NF7-0!FKKS8@)z&^b1>$tEu+zfTxhzGx3f^o7}VEuUccW7(8 zM`A>HyGiS103-NG%zAZw(%Klh$6&4@LT@0#eR%Y^1{ku(EgeR&cno|K1Q(Yp7g<9 z2Zi8s{n7we2LFjTsuU4CG&dKIaqhPtL~vfP%nB$&Itn-)h>HgX6GC-uZomt9{^P~m zz{nnUuO?{F1OrC^TJ-#`LxEM?oJvwc7WmV5bKxv)!)aQIUWSvJfWJ-;q2-hSKKFBeKYPEO%Kb!@U&I|yQUa^8;ktb9W5bULM;Co@_81xz&*zC&?a04`jG>B z3G2P(4fWm@I5h^j%x@{{!_L75AUk+8O8d* zzKo79=`YU#PEdB?)391hZ@}v*bvrv7n(kx?S+MP01Yp4ScK#nev~D|JSB~{P(_MwY zAHP+RjDG$U{HhNhJi(!Ie}@C>eoYQo_VKPN01;t8`BD8T<-ibwI}G|U@b)F;yuFn4 zg)ru=^x_Tw!NVbM=j`+u34ey;^4Y|?403w@p#qxLa!Fbb!MI~W)&0q^0Cp=e08oax zzVgVUUrI`=4p~d<&Y1n>2N$O3=f-Ez@P`y5n8)D-sH%tN51W84tR*Y_>zOHFv&+oX z@Rj+S@h>W643hghUqSm@XD~nHsV@BrusYwhPkA()*PtFS;AIRP&k+*|*y{tKu^Hsu zhx7pe7?xjA{K-G3`(A*YY=A$jFp%ItT_U_%yfoT9aD9f(v?aBChTfW9yxA0C0+W8A z>b^};dp%h1Me*h&zNGIT2Yu;&d4b}>(u6>L&I7LtbI#Y0*T3Y;CoRUCJBr#xxGs=p zMvgf{+-!bCppqn3><+}c_QzV7Y5zPKuf;$6Gp_O~u~jjMo^kCw!Y*~>g_0E7npYwp(H;eFagu=N=3Mcy^pZRk+l9TR zv`!f>U)o0QHk4u!caXCAn&D33tlZXYP=l13UGs76O^YxaCVJ57=$H0f8Ij%goAuCb z*CUhKb~p#tQ!3TmkwD`NXAa$;!anYHF51yuil$G=NVD0dVq7CFJ9-UP`pzeF6XV(D zRy-(uA7&=}`VWVgH{UBfJN9l5u) z)#eK;=x}zvsbIUSdN#L&=-R-GRD!M66MC&E#rpud--NtQYsaSwGBnm{#Xrr;&PnhS z=!v3`7H&%?v%}}8BkasUERcSpMJcuJm=)WqM(wgkEl}>{Rbsmr%N)#f1*f#^8JV1) zH4liP5|@lh2W)I`B7v~%sZMektSHJCqbM2CTex|W@9iKi1eeytmBrkeVkbUGv@PC{y{{9&z6_S zuu0qT_Dkir>WjyD!&-e4H;nqsU`PlWNjv1{j)klnN)etS(-rUPd>!K1<*W}BcK8TO z8GqW$ZbnjzIDdWxgkTBo#ZD%u)BY;^Oi`?kr^d{b-FD!+$t;Pkw$vVIcPLEOipmZ1 z@8#I-l!~HVALi=-=SzRbV5(u&Y;6-+wm3RZ1Dl(SJ##%XKTknQ?(6VQ?1iq5Jm2^@ z3+`PFGffjmPvYr;ii}e+EtN+4iz3fnk|t9gg}s-#)e@-^`g9*$)w1&GNjc6*Vi&aV9c@+dZ$()GafG{>4_%IVH!Jn za(Q|s0juXRo^pr%!C$(%fMcSivV6zf+N}hTa{t+%A+Wm_qj6y6=)*6m=wUFmpvq{TovExN)E%|pEA~iS|SO368&~4 zI@5*-<5K#0Iz;9zd+jX^dYsu*j!!Ob@%CluQ;keOH^IZ9mwqmhY+(!63L2W!DuOS? zFvW2Rq>g8A(F#n1yn+{+Av1%~EA!}Dm*AQftbMkU$)PbMl)|DYOswSJ%uU7;5ZShM z9eAFJjOSHkbW#e_$PU#2Avm41x0Q^md<{I14Ti$Lb89RJ3OR8~ch@*hcvOt}w_zPD zgh;4GG$rrnFMlqxRpoYXF=wPh<_cd|v>wTF;~|k$^Tu_mdcH_k{D>te=TDqT?`6$M zvJw6>c@a?qX|v&p!{wUjrg7ecUL(ZMQkw;p)4F;*QEfCX5@GM2 zdBLOq)a5Kr?>)|J3qoY4#h#{z&QrZ1wZiqpp*!-__OrY z#_x!9Y})PEDET3H25VJ&-Qo>UdX&*Tvoc0CWK0huo94LTw-|ddC-Ie@usGeh=2onR zuI$18-jz4J!i{qS)KH#vt$03ghw6-Q&XAeN1+XvLw1X3Pk3bmj@Lb^%8`(kV$J1%n zgLCQcJl%C1hG3&^dlHx}Z|jQNxhH?}*ZkesAUZ9&S4=k}7-VF7@RpXs($s}Wy%DtA zHb|8(Qul!S7zS<+q-^Bs%}sKg65$<1fQM}|rlw0reDAhE9j?$e;aEIu-L+n#_Wc5G zbJ62TM#|S;5z^WO+nvi)|0-0v{YA4E_sm9t8vK6l)}@7y6!&nUGYfp z6Wq+mTUHFl-<|5V3@ASsiw6p)KIJgAaY!?$U=1x~4op*MNZD}ic-_w8J=FnOJrmV& ztdlHbliL!Tn?<0%ThiDjIk#d3@7B?F?$_B7rO%a3hb?_k>w~4J79L5pYF*6DCtSmc zsNif&L8?Or+-aVmHEOhrKBX?zUfN{`3w0gV0b8oYfye-2YM8CjHzU#NeXN-wbQwK^ zv-@>*5IRi8+~Qm8S%;ij_1J?!*Jn0M?US3nrYL^w8{#w2Z}J5%c2>+Uy}@-ISWLTP z=OwTfa+TiMJHA#x{EI0`Su><+QsL&@UCJs&hQ6duj1n2NFI0{rSY}!zQq0LHiZp$IRxLS zOPQ^Z9Qb3a5UnH|eMbI~)X=U3D)tsrubb0_i8rO-dZ&5Mtj$d?azq+WmTYw3^;jD# zEC6j&ucEe8>5v(C!N%~6EQ|MAUOl$ebysdi>HvbU_9^dQ0=>Qs&_q9+@$*3vV%_u^ z#@hxNd>IOu2?1ohz8vMd!@U+_;D@47!eqKM z&gw4W6l3=32e~VfN*~r!9$2fi?%jC@sH#)PsTqP2vIc{*1b?;Z&8s?7rQ%)d356O; z@KC0RX1LiT+;5dm$7q|1W9^dWrX%-+6}dQF&2yx!Nqo*JIzx}eEBogvevvUOEVRLa zy_SF0d66@@tM`^S3e_~2f|#DR4SevzLz^E)w;5clPc@zZ>qk0*SGW{TZKAyFhNvfo zQ_9Bmi_kcFDYaH~=iV4}PuabPwN+8Fi~zN_g z*msu`*ZIlgih0Pk^1KHbP7|uhp{`K=dE)R1yf?DWgAkchkg)wO^QS&8B?~Wb_DTE- z^jAA=4>Bo`le76#z39(^_Wq-gw`)ise68i{{nB!nWV`if44owVmEt{kY`pgPil+?g zt6Q?SC+dL&?B+Gko5hfuLftH;+Gc0|^g^Kk^n8T2{Ocg6RX5LG9ERornnZks(tN^n zu`X}8m8x*Jn3zocHuQ;J;9Q)*?EIW{Df2-G(4Uh?P;RJ~a?YNNdD#-Yaqi?=Uz}uR zDXYkCDrSsm64wcuBEZomMe2SrD`TldDUGn+yW3DFRz4Yhar=JqQk$Fv*=l)gN8;Pd z8fd@)4I#^FCm8N3^ZGmCCCgRX<+tFQt*2rPEW97w!r8g+w34>bSE>>jvk>OuS)I>> zl7Z(Kz6+b4^!(~9>boN(v?AzZSckBDM6zZSkXd{ z-JmOIL zO$diKv9GYCgUK^z_YQhF9^3du!|PNQ6PZNY-yXUkzG7rEHZ@w!?86x$VyZ?s99<>v z6mBsLQrD7RB5a@t9lt+i$!wx)Yk%n+v<<*2S0Wzmp{zTIA2E=Bjs;cW&1JCFMRS0|PuI z*s0ODoIFbKvTq*9woqp$I#^d=8=Mvtv|_g;PXK%fHWgy*l1j_5eI=gFw5T9gI*YMp zV2a}n9#Vb;qGh@5=gp~Bb;E+qcbyu9Y}PLd&4JSuJ&zD zvny-OJUn5h1_j76Xk(JJw&^MCrs87trNdjzP|_vIaqm~DMPV^pUuNYEI2&=u?w4N* zMqV=L&YZBc?LlEB;KAqaKX6uET+5nzFO+KGEu7v;+;7`bfy%>0NgJ_tXr3V3xKS{E61X=BrVZInjFE4|49h~O^pI=uyyC)#W zh!lJ$cgA<4?G0Plh2f}f2$YGFPvzc>UOF(Trc)RzcN4{jM^borvx}$vS@zdQeUK~rJQJJL94p@I4SIh>b&L3z`??JWL zm^6-v0lceo+&zNVF$1qE16P^bdTt-4&}?V_qqWypNh;0dy~-mhWdvd@yh(C3muRHh zDR8hMjU=aMkx*#Ls&qo5&FLb}^Gr9^>DaLx6~HHF=S9g1*N&$}-C@ zcD=I!6F!=xV$autfY4rLBVva1ISAd7pU4e5dMeP z!EVJGjX$5dC{#}$S;U`6L8#a4OF2#36n=!qBy3~VXLR%Hr7$F@4OhTY3#QXw?}J;x zoLgJO-P6--S{)be>se9ge)%?Y*eed{wmZn9hr@+UJpJ2CgeL?~=@sf(f%_I?N&T;^_m@pUj2n6&vx~ob0`FK*o7`g$DNT{)Bo1jZye=J%7fjAw zt*6wq*s?q%mom%amo-4WelbSv;k%qltd-DT*sdD4pCld4Yum~bJ9Lu)KPZNz%-f3= zOR9m9j1@0ITeO1Nn_7LsCJ)zJ=96^X{4w(?(QrE50UhFkL$kKV>Y#e^s_jV7)z2=o zNRA})sv7YZEoK)u$H;fT7mc%Yct{}hQ~#`}xtBRQjF|`Q<0a6zS~2BgiVHZMaV$!u znqE8x_uXtG{@J1SFqo*?2s)b1_vBAJC4MPfxX8|;N`wDoN>SxO*VM1*Xo=;cqAYF6xV{ngzd*KXo)Jv?H=7KUF_AqQTbnZ^4=>*005j>FE zW$&;dty*Qtv>CfR5kiTR>8CbRxx~m1mRu6cUsV{r-p1#Z;ScuFl-jdGc; zmdYmY1NiFe_0rJ*8Y53z!d{x!!;q`6@-(Tms7o>KKN#O{s8I&5fzE@`uLRA#If-7O zX& soCT^+^yTG{#kVF7vZI2D)D6b@#(Q2S{pR`hG~_0aZJC12_^UR`TAysl4G!K zDG@#<{9U4|^?uKB79qSe(t!#+(Et6uphQXndZP&i?Oal!JMGA_j_7pv(n?y{6! znw7|p$+X*)f!LQB$Jjb`;Uz%C$=nV)OAjDgG`G|(Bj4g<2YJ6cO<`y?)>;Zc||i@$5q6<-mm+*VJ-Y<9_V*Y_qX zQ#WCfd0Yb6Y3)H-Aa-{1iSRG!073UnR1cIJlR_zTHTf!-Y8E&e`;lqg~Esb1X(gh!8d@g${5+8q9my!EPPK3_!&N|ky#9m zeY+F)2o6)FY4ASHdd*3FIVOmuEu6!*q)p`i0VQ*G(6FlS! zkZrieTnKesa}1HkU}+Af2`N#${fq0F49VCFJya&-E|IR%bd__^Dp_%Th7dOUQ(Y=Z zN%lSK&otO0SZZQ}crE?XC~r%hgz08Y4Z3|Rmz^@gKm<4<5|DjJ2SRK@j8?Sg1Bu z5DXlCg-7%`_jYUEm8=N#C27vn1F_d){Gi^p{pRAmKD+5+^1yVp1sD~G0`2U}t*n~o z&D&!9DK|+DL))!0Ne{HblMH0+j&z03*w;FUEQgPQCZ;jDodU{rxj9lu^_aecF)Jv3 zt)>=ZJIE;?YO^j9R+rI~wk!jc?09)d;WO>&_E$A2RJ*#|_64Bc@IDEwmhriM?0AwX z?;-r7lSs6wIqs~nOX!Q01&edE=U6L*E-z;&(itfrbq==p1T7{yh&N=9#M%EqH zRW5ol7Xp?`#uM!Dbq@qyUqum&6@ThQK8j?m%c>^;EU*3Q8A8n5h2mYJDd)h`kbK*e zlMEppRUz`ww5L>*y4YiXGj76tCNPm;7Y`|1EZK=~w-|M>0T|*>rnl|IHSPO%yd#WT z_)ScM&0G0rmP7IB*)#13`3K8fSuv-g>=cF3T#p6I&=F&wLm8KvrVh3l6taLYA_`iY zcq~uj%Xqu-ZifpIs$20l-O919ty{KJ=z;K)?1nBWl|`fl06-cPGBd6Lbr8oL*pd} z6S0w3Rra`P;6w6dolTDsC5nOYTEobsiE?<`87$l?7i#~W~^#Hlq}Vq z5SU0b#rCGW%F%CRMG0AqWX5nqS0$pF1xw!1fT96sax`X1xix3~)W@GAr*wV4L#NtC zC847;ZywZ$nnIdi`>)#73?gn}D{&!0!eKVVqA|H`P9v!~y^`dd$3Xm9vLusbbY$^f zLZ5RI2;j6|i0T2rYrN!<2=6NTZ{Nyc4HMMCxxb)f=_I4>-P~4yNqrIH6@;<`Jwb$Y ze$}ov(|H)pcFYOSP-ah}A+|Q$;&x`wRSzJC92~iHtZ9{_aoZjg+)ExlLtOq4X5IOsdEJE}`tKwO|MGdWFf;y#B;hZb z{1E4S{BN%O*SY`c3IA8+^#5FvAg(5$EUETaaQJ_tNTC02 zRQ|@||5HT*^S1^;QrF%=z(m&$_pinO_Jp&1cP{^@j^G~`{uf>Uzj?y{k9+*@WCSd9 z|CABXGSdFP%Lx9%5&j)>{@*&nzo+`Qh=7jnd-=Z|;qvA_7Cr`QJ;_A-KPOi2L{B5E2Db zpIGIm1A?Mr8R?+5rl->a$jQs=lJdnUih+xr2&Tm4y$#r+^KO`*wtD z(TeZ}<4g(#`3$1{Eu9V*NdY4wOv_5aNz6*G{NSKrX=ffzO{H=A0u?p?B!T zPpodp_mjUJ;TV@wC)vET{Z)OiKY!+zVF2$y3a|o6)3PE?D=Zv}yydt8g7w}Q;{sp$ z_7?)(_;qi?x?6NtjpO;0`T+v;JRZxqVndUrV66IY0fBz0<#x-US|lsMMv056sF41+ z0DM);r~d`w$V(vC`J;>E4Z!za`1xyvwFfpznulZO_=H#|!l%WZpDDq23r`i{*gBm7 z5h?@%0wPQT0!Y>w;B;>r{~BR)cnJ#P-NDa0tp*ABwGD3rfW!iBnl}Xj@eSzq$;X8c zkZ}|N{rF28>ucS&Tc;cD&0P^0WO2y9a=@p9# zyDfq{qpA$BeES2Cgb?E1K37kN7vS_V)Kjn8X!;9u6*lsK1Nh+is?95ItOp^mH|z=} zzQ**!{7d3Qwisp}kdZFTAttI>8*RqrU418sWy@}B1Mksr?r7cP6QS5St0;dd%P!eC zVB!xnQkGN0dWx3f4tq?t0r!)3RaqTX2fJc{r#D8F}Pi=TiYK`06#bZv7YS-qFEt;%(jFVQ{lz;(O0{kCeXz{6uVy#ns%lrlYyPHt4r5>=zx* z3yq4L^h<)f@@Y4Y>C?8Q5{fq(@2b{$-D{S~lmxtkgx@rt^I&;i3YZ zLb&RYSdsAso7BJ|ONt{8Gb6Q>D|b^ofNHcwJcii$DLdHkBpt>O8B9DO{gh27DemQE z5B@7YrL8=8p84&o*e?6z^mEu5@uB>)xvbE=hHd&jQL_!xzmDZODlFXa{60aEeUHK8 zSL>5_Jei{ZE$CJLl0qnhhiHC;_j2Vf8J7#5w(K+~438*w8~@=i|xpcN8cu z^yVbgAyHRO)kq;G#SPTaiH-y6fiIgpvEzGN^khs{E|h7;-L>^_LrZPSSgR$d*ek@Y z$IXp4s+#2{0uM;0cC`wpSb572*Ws})f|J@;SAp#&x6=|z3L$N`w6OG(pM>v zM{a|Wsln%H6bdd)mRpVsDd$?#6r1#n?2{cAEYWl9k1fuz2Xou_={)W8r-`B(RJc^= z*mY?z#2|Z zkdcs?7%lH~C3g&2wqGrHEvB@--_GVum&02sraT$VGoxIRzY?4mI=F39{~C_KiChM- z0nLPFf@PwPgQkSjl30&JB0Dct%6@o0QA(cnKJ30k8$^}!PLF7cJJ+=O6p`XGO?_M; zNsORcP3lAYAYZsscIKosG2$|4kvukO;nc5rvIN_Edb(6KchGu#zW+F&uvijm>0Wz7 zmEF0Od_9v42N+Fzxh3?3Q?@4=7b_ZGu($x4ThG~}9q65pMzOQqH(OjbKU0wCFW?*8 zSudG~!UrvRu55p~hNt}SK!NXuuSJ=3(kO!d&{Ea3m5?pxsc9RMhmxUBxj8q(IpeBJ ztvY)*Jf>|C#q2tN+Kklf=eDz%I7lw(`~*hBHg{atg8WsFe9=UGX{3eTU`6FE8W9(m ztG>tqi;#DPh+mJ)Zih;c$Xwqf7Um>S=qb??Z(eu zkwpiM=X7N7X4iF0FoE5ws3l_%BONM>QL$BStY_wQU%i}JAH+c;wyGf-_LGK)=N@Tt zq~XAnNP)v<&g+!tRj*<1{m1W7JeB(A>aL477+~L-)~B}oMBzpYk>3;rtM~7nVjX=m zUN1is@Nf>9z@3pTho%g}n_|wsZTASi&(Z^Jw@6zuENZ|A=@a%bUL+RjBtRlqc;}V{ zIG}CC?Oo$uaJ9mE>PJ5GYxZnV$ub66=4@e=8l}LD@(Vihy*G#=y}8obHF?#ABWgZ! ziTSjC${2WN%|{b*{Y~8Wt(+1QSIx4w7#ADTll?@MS$D#b3@96OrE*_HTy{S9Y^XA8 zW4ir`5ID*owV`?OO2&KX=II`hC!&gEmR==i^;~V+{r2x1MNXz?ORIKqhjG9e(CQ33 zSIZAd0e1N*l8DVvNDUy$2DI}UxrnF*l!5Ind6LZzsb59JdX;Mrdq&S-N`8XM-|~hd zRyg?2r@`1zmh`mZg9rP^I8lE-B8h zsqf}j^;OV8&zRbtV&>*6#zye=@rC+dZG28_p|PI_zA7${;9#p0>BmlVVmMI{PGam8 zQn&e=o|tgfLqJbOB%FTen33F#iO#uj2!$%ybHOf9uQO;*@++NQGZHT|xv1j~KkMdW zd9^-8gNyn$sR+eay+P*$5Y^3aB|D7t@VT<)mN6Iv#rd@ghpLj9VD>B%Vo0$KA+}5+ z!yLS9mrgI+Im=GpOOj4&j+kdPGt!`s@+qG zmg1KbR^ZydQGVOuc|1IUGSAD*kV|gZF=sBOxc`gBqUcP1zBIb? z+yiPyPrezt>JRGrk2NU?m)k4%TMH`b>a5E#@vCdlH%BF?TK^cR1N#+jmrTDYu3oDs zr`hkEOeN3Prl6&)3BXB|N*VZ4Pe~7$QW9%uqgwT?N61{y$I%J%s#L;wx>K>!9T#^z z9&x!_8fJ3AiWd12_~&}4NZW)iPeoE+hHG9HH&*F0CacF72d%lL9YUAlQ!*658<+M= zuX72_lNTD0C=?btAf)#Z|3aj%MyF|Svv$e`9iKkIa{yY#UTk*zpqlQHAht3|J4A_foYH7E`7S9qn; zvP4gaQ7jzXeqlKfF42x5um);RRqHZlhVH|{-w@OIy}?ygLqVomDJZ&433{zh$Jcj_ zYZxuKzxd_0E!96nk+(cVbW3n(OSbcY$VsZyCicuFX_PwC&e0N_ZUiu4{NA3PVU`)9 z=HwZT**K20>PULdv*XWlFUiA5D)zgtlfLtJ3X`&THqp@^VC{SGYtFO1Gx?ai%HdYh z)K6TG{0M)}#H+Y2grk3OnH)7!(}Va={pStFuVv7Cd}_ zXstTT=u?PEY7(w!%P=b5-f2+;44~R2%PMq&W}?GW3F9obV|tt8MK7*bPoB}1XmGPK z8#?4`{jh-C)qs5{%ye?iV%k9@++zLNRJrj*8MJP$tKn|d>P4hNc*60_ra=obsk$KHFjr&32G5le-htqyGAE(LMBVrbJjool zSO3OP3E$pTTi`5bV;Dt6UP5MDbYP~6NK9~?ELDrrkHnm*rgTJi$@oyZDNOMYH;GPH zdgzrKAMZ4FMGJhekEzI+5{Gnqwc+@8uk;+`H5qBm%|8PbNgM7dvT5483B97p2 zexWG>Ls<&tY~kU-YwVAyZidqumk`FFdl>9w1||Eq1-Imnngq z%@NpF09#+>JF8zQYNB1=;~S_RdwpQce#hntzB(UDwoE#3Ec}xs^p;c7>L9b-XexaT zJ8Agq9>EDPN8u7sdZ2pPOdW^bbYs)R-1vcv8DH&)`85ovl}zq&xV?XHb9(NkQI;ag zIXI!HHbeeiyOn}7ZbLw4shX|!Cq{wHO}Y&dHD80(NvB&W8PF32OgMWS4yx_qg~3M5 zWSr}{7bIQhK3Z6iIfZZh_$t7R)~hk@6N$d%Wi}-LLDDYhd$)KHr_?Xk*X>1IVv{8# zfj?S$J9-m{nIo4WMK+Zif6SQq3*AhTdun~k(kqLTSSwH17@2+A9L+qC;mfk**{$VR z6sdPpbugd*bXYb#xZ?p9(9sUxk`26{46wsb zy&{*sH&NY!pd$pp0c?5-KDBO*c~nIgG;Pxve@W`|`z43c2`k4dvZYyJV!)dwc5C*- z|6w7Q58WQ~v{}@3CZ<2Ng^${8+IA2@ZFhX}I*r=!;ccdc1(~Z@R#BIGjw}c16M1FC zcjops-I24seS(NcM%7% z)$c$zJR3q%eg>sJ)N*7ga@yXDw-|X4WbLg%p^^`}^}Nu1eO?+LVTUYX%DU7cX8 zAP`dp`BmO-D>cKV$_aLL4vBMOL;BaNv~{T^H?G?&x{gv6t{RShP`1O@sBa&e(8v!@ zYqoBu$pODRU{Wn*HV4J3gj60cKzP)q%O6JZDt-!(u!jMKKOk%S7s>yWqD$AYWLJ?IwslE=5Nh*>||$1kp zZ8V|$n!9#$@*oc`vt`OWuQfXUsUQ=hkmK)85p7au4LkM{@gRD5Qn6PEC9l6Jzy5S= zafy_Y@T&Fb-Z9)rR!Of>taYp+tQ7x*atQ=HUrUr_erM@nCQqmBwD#Uxhd;MKRlbaa zX6+WqvO^pD>zQhGdeU27^4bt)hDp8HlfompaooaFt8yk$p5Z1X&03UoHw3PcwUCW(}@y=hafTiG~QoGD@ zGpWoqY_+sNo1-!dpzED42ss3YxHCoOSZx__BK%zmkXopJ`BOFt%HcbM*tVBdqP3bX z3%PMmea!kSV>xooqf%jxJpq}Dc=+j3)w;Pg-`8$SnH14U9xR=q3;d1}+%#3qY{Q+U zx#K2v9n*1-BJZ~6&wO5hm`I`d6U4QV4$u^Ye>4Ku(}W|LnD#(QDuIU+fEXsipQ>1i*vxyi`K%nc#B25w}9dsl5pP0 zA9mXAz>?65(CphEfwtab`d6TLz*){mM9A`OP!?#%Px<6M&@Vr;V;LX)GQQZ43@7}Nz%iEEyUya_O zz~(B>*t{sJxhzG2p0nGh1a!6}t)<^$8B$X@g_J<*SL=GE5ZQ=_gXPaYt9SO`xl#2(yWR864_bK=ENah< z;A;;Y`@F;9L`0yOP-NCBSU=wXdJHTu%}IQSI!yS(YC4zC_T3lNhyMBaK?W}zHH83S zp0?x~rlQ9^&jcGM6Su`BIy0eWgm72Nn9oAr^|Ew9wn~3toQ&^T)u?xHI|yiG zZdSYeBw}oA^C*eVu|{LoG$OVGbL^t^*XxhWEk?OTOmG)vZEIm<)@N~Wq&2a-nPP=M z_L0k>kME;*?fnKHyr%D}i+_YG`u?nW%0$$fiz-D+S16xMMOy^LU!$JfgcK-*rv2#L z07|G>?G>Hp3Lc<_TAlitWp9KI=DaHLwqEHuOxZqVu}l!yV(o2jAJ&0f@v@)hW8oaN zd7unRFlxYDA2>Pm>WIacNBPwI82(*q0qb%Io<(~50X4Re0jP9>(cX#~n1NWGt6B!} z+utaX>tSc}3TRx)PFOzucCU1ev8*+@f9cmmnlUhifp{~9=Ao1bIR92C>p}_nQZr}T zE{?apL*UvVtanT_8T<~G%cKOR{vVApex{s&w~qIa;B^q~i-# zx4Yfm_weEk0`vvkHHYlO02|J|avxUdy8hFsV=yLH`n?$pJ@kI%@e;VQx!_u3`QOBi zJe3Y3QSAxsd3dOzT#A+hr##X^%~TegCr`FbWA zwtRynEY2%Y3_|B5BKPXocNJ>ufab)xm~XHTYJe*@smo+O{>rSDn;hX0#(A< z0Fq6r$ZNk!M$Y$!&~lE9Pe9?6lIH5@2Pcf=f2s5l7wu!ZK(8E8gfKf|6e2+h5#>eo zrEhH$>(r`hh^*0XvR0vaT4t!#*3i&fk`SismbUkS_PZk_U{={G3=EP`39rhY*5-(7 zOng8XK;*KT$WG-WVKOCHt$_CjfciaO0yXP-DQ9oH8*m-fpsC~EJG%)qJRc7lNkaZF z_TDNe?lp1O#oax)1b4UK?(Xiv-Q9wFaCdiihu{vuEx5bGAz8C#)|xZ_z30@v*>x&a zT)@}WP5hU*>)R2p)*U{w4Ak^DP*z+(+EZE^kff=!Gdc_cR-fo)X+y&W8m*nEnvvwM9sWFaG zn1o4P#ka@}HQmAyWNqV@kwI>&;4BbIm?f%WV&(`a22Bcf6k6jcUgl*_rpaX$1G6Qj z^a|fn_~CNG2t*;&ADkbzsJ!Al1JSyPf`^^asEq+KGc8)+Y2~;~W-YT;3&ekrDn+MV zjgnU-63m`~D-4dTd*OcIijiJou!=j<&PqF0IFTdG z@qbHK{}+94_V|+ zYX8yZ{wJz^e_j6qbKgeW#{FxsB4`duw7izGFe$9rot1=c)7(wP< zhd5033ZSb3;uz2W!|;ba;O;I!kU(%CFcE!78s`{k8yFuOjxNas0NwB}L~lN@uK)o6 z-pt?tNPsVlD>`ePKm^g9=>&8b!^p6Fj|9;)044$8*t%s#_!;Aldk z;9IbKF1%SFU1zfd0Mtsz00EPEork?WbP!B%lzu`k&n0r#Dj58!%rVl3WHK^rNJ06p zO8H720 zk;sUsX^0?w+yOT_=v1b3z4R}%)F`ku;9A% zPJ4h~-saBFkeDGrZ1}ru0LWHAee+&9Irw0mUx|=+qxkNDEPO!x`~W~ofL^_7h-9ZA z1Fz4YuwLE!atb&SzOUobN&qQU&|r%}>4AIgin0 z0^!WRa`P-xN(0BQ3a*p~?K|Cr4~dx7m+3@Ur4FIfG-C+@xBD2x;(fi_i8c=G8?Y{{ zhuB$x;fKD-@xayb4tOP??MXF>RDoFElJHe~dbYgaFVRt?RZG0_d`XbL*ge*J>c`3h zK!5>XzskQP@apsW z6rFVjod_;8Yh|c1q_l9wy%>~Ottp{So3mO}+gk8x&?iJ|ertqOL6gz}p^dP4#DnrJZm+j0pKbZ+ zKv<3S8kHleD9)qA6dmjfn905yd&c0Geb=B0kG;sgDbr#2_kX-)6*Wdtv|p2TcH5JM z&fw>aWfvU|-8m*Qom5TgPFmX9O$YlEr>Rd4leVzIAN_c?vIHjRN{n=&LX{2DxOatY zW0~N|i1Bo(-53x#Xm=@iY@3dRg!Z4LWNyQ$pW8|^E6lH2c+zCP(TQD@=|4#563K|P zHQIl)T`o^yYB7@HE5Lq@;N7e0@v@3qN%rgr7L%aIN`_f*s**nlw{X#@LQQYFC$<(8 zj(;$k8khh^A)bGFbqT5MNgtPHUNfycR5kqMiS3o`MS@>?KXrj7dTj(uRm&ocbGF^w zgeQB_`q_kTBZLC7tgq2s+)K+v7<^;Yy=@8=8Fzwe+UZSrXE1+lzx@cc4^moi zM;KHl%2^;u`zCiOq_4PrL|`kD^`bDfPYr;`%mFy#c<7|`5^Y%{FM>U6d&KD;xce2d-t(+KYOm`B#TsLycj!^+DuQJ$4SrdTFnbEgkaKY~LIT)!9cm zRS=ryOFnt&&j;UAFGwWcvb#pVw&B0tC_$ArnYld^J9pLV$A!3NauWxu@F<#rqEx!C zaFoc5U}eL2U)|!%(Yy6F*NbhoroK*qBd?rN<38Dcf@{rKajHwMk?3jH1EpM8Apq;W zQ#FZX=&H2#e_juut70I8KIL&qEo44{2Xzjw2pgjT=LGWXKJ40pRXD(OY4qd^1y z1zm7cxv(6ncgac=+}eG!2R$tcxb;9~Q2ySW&`5MllC(_zrDBTmhb~s%ihRV$GJ5aQ zXV(^5Zl(##Fx7LFlyG$Fq9U)d(~uM$z{pEQ5N>|&w%zN+^>{IU@-N(9de%g8uUny3 z3>OaUXotW+HVwIqJF}+eiX=lif)Nr;Dxu|$%$0V0GSf8izOS~5GC1YR<27^~@=CRr zUSI9V(3weAtNNs8@9dmc>)4(LrG5spJC(eWa}qVR(Xy$?3;B*?%f7o}+`tEFenRg( zxye4tpP2teFmwXYz-9ZKo2G}Hjm_dVWXd=%2?qvHZ6)zLyUNOzOW=^l?#W&C(wz22 zbL4B#62S86-Ta*=2BsP;Ygk_(2&TJ18!@m@#@BBN+NDFC1fZtYS*n)~E-Pd#2nn^Q}8 z8*)cnz7EALaZq$jPh9pAFq0&XviHtSP1dVWTn2F+3f7!EYExr%s2=uYB8otY8$@y0h^De;Q$xTwqQpf(O`&c*#a|JV zNJ!8qWCwh}f!3mJzNgS8(FrWI6Mc@97Vupd! z8RB!^ExQ05G$|05fRmq=Jw~la1Pfr?im-*nY8mr67Fo~sy3tzvZy&hS73+ z@=q)Np{KoHBHdNk7qkSKnmZwGMpfwTc?QOLbBd$B^Y_o# zK7L6=5R#)z65HgBz-_OMoXAour5Aj#6l_VAG{A;?ZgysHCc)XLOGzBFNfaN|i`CIC zrY-6FlJoe{6x;)rN!zj5xQ}U-^MsLN$HhP#k}miqWqakUm7<_K5skx-swg#M_#rqc z#QW0i*cSU%ej@1hzDj10Fo}H_Gxmrxg(WIbj6yoK^H@t8ni9U-Ij{UvpJI&GqAJE7 zjhs8b0WTG1+__qXP=qNw9rIlzt7wFioW3e@KyN0@BsB`Mf%W)i!lMzP;AX}2}r zDwLfmB=^={%a|*9#@Y>S?|vk|-cU?@SBqy4(x1~PJ!?6ulX93*fU-^PDgH#tY#~aq z-MT%+*SlWYv0g~fm?Eak6@Q`F@BRHLP2h0W^rN={J7aLN2UT$!GS_-XrdNHSkXGxp zolVVD>T?Qs`xW3NfM=++eBElv6?hzQWaLP?m0b=~-$L-|EDsDf4Xou@PYVF-d>CkRSHZ!#ozncvbt9Fh{RVZ8?{)EakM zgh0^bmpi%+imYWVU~#l2Q1a(hH32_iNr;@+(CSiW({HCz-k=Q_Qymx3iXS*}WOLs6NIyY@|i@{81J&hhIIjJ#yf$zTC` zHthsYdQy*E)Ejv_ zPr4>eqnDAVP^i?~uabVAqC4L;wrAC&78k6aQ5Ky?PA+0oYze4bPHQLizAvzERJE$X zJn97o+(`>yIZ&)1veBNeLPFKoU4N1MeOBAO*Jq(jSaP+QUM!Q z?#KTCB;Cl^KjqQvcUIETPjUX-rO7R?Y9H=MO!(mj2IhrnnYdYVb>*g3fGS_%-~ioI zhxQ^PHZT#ci6L_M_$GiA&>-Q=CC68YD6}*sgksK;oKQpm7CPw>so8@Y4ksV#e(Cxo zX7N$%;n4pM_zX7?+)aJA4EpUelcpk0zX4A5WLH326MP}pcQjPtAVZ5*GF!K`SY-#5 zd(`cZW9Tw7Tpj)6%}ZvS{Itgc6(cAn%=TAfmheldVT_9IM$D3@meeOjajPzFr>m&T zHG59NA}EzNe22cnVkW8etWCmBt z)pjnP2dxMm(qCSKvW`-@#7V^-iOFkY(J}AN)QN+rs4Gm?fX($ueRv4F!?k2hJJS_o zzdT_zL(!V;L?>Yh7^T1~x9sRu_%_J-ow(7!58@5kF}Cz9Y|Cr<`nXK2m?vT0$#pWt z_BvMTbT}p@hw2WuKgw6i_|(GJxVW!T`4P$2D|0WP^*oBmFH=iJO_P;!EV$CW-pF(A-{5R|*a6jH>js6V@if zu7qb2*Qt?rJ1=*)UFAsGbup_Cw73Z$P_3kn(V|i9Ky3)Dy0LP3w<1MSz?&BAuA7mCOJaU#cA+yq6 zMusd1z(?q*&x^Nk0<=i%tsh^MUwqqJ)VuYM)nRkDs7Uli=`B;~2YX9nWk#(UC}$wX z6G}T1fXepnb2M2Z!SZpQv#O&ezITke#E)M%MK7`!=DZ#^*X&M}aBDcRShsJCzYvB~ zH)5bRj$B0QE(JVsvc-E2Rt@+9$vIax3})V7kY=?8h1p zbp*M8Py{t4Y+@v|PQeHom1v>ez2m4!A%7N7*tjt^(7q3+US%^a?x8Q96sVcy~J z{9<=Cki?{S%{27Dg~}D$;(l~Dat(&v*(q7Q#d@=vBB3sWe{ho@i;bM@MBOR2SdiUY z6Y~bhCJJK?M`{*dP zxgBuinuIF=xWvbXtlN3pzfNFNyJ%@&$g>pR4!Yl+Gt^BRV=!48;@o-OweP4x?@(aUgqLc@~t9WyW5JY6R|wAO~6A8^;k~k3o3z-PEgaH z%-B!{*KvmTM$q}}W`D^h+e1+FS$wO0gh(MSjmx)^{sn2(I~dC# z{~}*(brBg`4=LJeY1;L~=5tQf2+ZXGCV1l)U)ou32XD&cQ^P4f61h#3Y1=qbj|xxB2D%ZBN35Ty?ClyK>*;v>?t=>ZXFur#@+mLH=1UxJ zLz^VY2~90gYPI20+hi52Mmb%GTp1aEI&S+y?R6nEf7nm1IGLNDFzv!ep_Ezr9;O1v z0k|FR!!99|DmH?HmyrAl)ZDk2y%`N$io?dixUc-hnRzgzCIqj3nZGZ!ZL9yQ`-CY2 zP=L8ESY6&`E3B@3%d_=;79R)4R+>GFzrnod!BDKYWjE()?}M3b{T00yRw(sXpf(}` z-Gf2~zPlVGE8}q5YiHNIj_A#{r9QQVg{iF)=V{HyHlOzB3F=qu7Q(JP44*IqWWNYf z;DaY0+%XMi*vcv>G)rzlRN$ zzs<~6m0xY}@#)?f645}%YW?H-gaZ#Qwt9UPiXu$ww|#R)4iDgY`#{NTr;Gdqy>*c< zh<3m~5>EV<^9~+wPPBLmyYjd*@eJB?x=_<(lGbiV1-oKL;Sj3+`ZD>9(ga_wFMQ&oeo#(f^@ahSChvIIpjpZ7vbPteFELR=4=sS-X6#i1!`{iV zYE2nzIA*M!#6$NKfO?1%1LY1XZtv)T^?%IOT3%>a0&)=gc*gC_)U4$|hdO+AzirzR zGQ>N>u`Uw|9AYT8JL~pTQ`LMfEByW%Dl&oR=Qa4`UQ#Mh_g+dsb9I|oi)bd`T4c4R z7w(0`d^8bEkA2Calt%3@57D`CXFaflDSAGoN95i0<<5iHMre)VS5uTHBqj(0WG(^ z;J6#>#t^50ZMMr%<;a1+_0oqDhPaY%$hN*b*yw@<_rEqUxsAtXJjT1OdbR(flFYa|=*4b~2Lfi&%({wg2B*@(4 zkV=V4MRW%D2HYKH%IYR+5v)21N_*$_lrP`(tD$tO;J8A@Lm;*#N*NzpF0I!*9l!oO zNQ3Zg={cxUMUWmIoF%`D#FI;I%Y+K4w_Au}KOByo!&nD-NXtB@dJX$VjQ+ce4}9Fy z&Ng!pAk>67C}oor6Ghez(t3;|ns0Lffg7+<2xdK_Pg}_(P|^6RgP*Abt1|4efbQ~c z{YNrdLx{#O@;Jh%bv`;@an;0qQQ8TD_X{Q_I<>jCyD&fcutJgnYfrwdQ&)N3wpOyu z4ZeArYgt|LH<*F5S2lKIYHK%t=;cfUL}4`|(qt#Jj3{)P~c5G6V1={Xt( zuN@)QoLfO#R-3EV^j3Q>w-o4|^RS0weB~gcsFTsI9o#49GZh|*Enq#}9w{T=`zBrw zN=X50C#~b>Zu?|>GLyiz zZ)3VuI?Hb_6~|u&*!|)_Fu*!@)S1c>asQ2bgyrIcDs#Itk>Rb}(%7WPLVftsoFlAv zKolBQ$|zd1j?#-MMT2s|vkml;P>Ke{BJzhz#cV`t8>4fIjDv`Z&TT7!B}-&SEQ;NX z+1Ur++P1B&SndU178N176KSN4R9!t0F*CBSgvDzOSNZ51R%6%o@=d5oq5V0;tF=?o zaX^Sp=-av4DaBE@$3JK~MCpSeUe9gUl$LBx`1W$QMu@V8Loe)WQfzjY0&+0LJ3UWf zp;+o^f$Q1)|hccv})R*8R=zv86~7|81S%9P8+dYp+Ph+Gu9C?6i%!f+Ea$4Sff^2rKN0Ni#}mZ zSw|~N*)?z8O1mNo?xnRRSb2P^2Ox9P=}>&LY^(%h?7qd+0X%KZceDO}}Z`;X$sYppK<&h(R&_0;2( z@P2NzZ2f>Z89YW}(J1XV;YRgfw|0RSCk2gbnu);(Po&Fo&V_zgt4p+03zaEOS>R7< zO}I6b0D8N1qfDadVqj(ufsk2)(`jm=EL(Vqd*7G2I4Q^%1?JX z`vzRN!FurjE`T%8{aNZ}Wnp3XR~q5Z1!;OFW~P6h{$k8O(+KYc@PC%Y{{YSZo>BNK z#Qs;U`W=Zo>N~jFygS){9=?Ndem#4mpT*_(J#1wqQALUWVHBK!{#RG|zl|u+zxT!e z)c~h|hwT5VfHVJ6$N!O0VER>XW_iE;Z)t;HzwGA~{XJpvpVJ2a_Pqa7*x>(;p>PKJ zKkD6o$r}7R`SU{m%o@C#>;IA@c+VQp|D*K%udKnZyvU#Fgr8Z1KT-_uQxX;qMs`rN z!WMcCMuJ8L)`mtuRrdA{c1C)ZP%eNc4vwnG7H_n$gap%E?uEq)^VZIr=J&6~vx5(p%h|K>}b_0N=mk$^=m@TQHieKv^e%39V z=r!{j8xUK!CO}qR9^2WOjgKER2q37xE`TM%G~kwB2O^9e7)DRGEX4HQIzF2bcC@Gp zIUpb{Ev;8{7$*<59_>g!^tm4)4geT}Gei%vK6Dc~Mi#K0?=yK)W;BlO4*fYEcfZjJ?06)NA-&ew~VG&Sn zIWa)MdbKq9-am96#nlCO`~u*hRDU0{CaMhpVeGyQVdoT-I|JzImo<)$Ro8nq$_JnX z>Ind`n%g;S4^EU-A?obqTy!NB0>nzUPgB}u5x?=%D?gonULa~j1_UJBgUAi!O>zX{ z@813VigcVsr_q`!{oSnz3Zpm63KzlAs0$ChF7!N;!yN(%pMs2lhKc~hrwI^$O&8o3 z%Y_I}1!7|WqD?NB65`xGuodWdQivBQ%L(BcFFTX-8!`|t;U|1RuQ#)M=MaQHUhzxxG!8W?MmwDQ`N12sfQD|K@ zd{y||nT>+Fxdy<)jsM3^I7lck;MTrCS7+|NZD*`eK2;nz?w@MWp8|2H*<#VjBZw)`*lA}w4YOl_4 zZC|a%-}J$ndDA^#?RaU+!I7i@EZI`Ps@@!!16R(`yNY3}1KpaQ3zcvn`H}emjia=U zxw9ZTv%X~-^RFspuOVn~ks%$Qn;5VoLXb0ROpgk zKW#>?jqs2}bEcGhTQ_L44a_>YJ_DBZ_1$b>Z9_&v1@=LJh=wO{yZ$VOvH>oLJd3vV z;$8~~^i0Qw6amP)fDQ1z7!P4R;1TEVa}se%D~Ey)@PaOfjlXfN@yxSg7A$xL98mSb z8IelWjSB(7akSnVFn*7Bd6ozWbn(Rp(u8DF_ds?qWila-0@RJRBOdYnbKp8;MuLtQ zAPFGDsNtkJ{Tw}~`7-0;LrGTIx#?;xk*Sj(I}61EojZ-A_1uJm9-}2Z$H|skq?J+h zgK}P-7^);=IaLEqz}D23(PTh`uXI_C@K)=b7pQk zO4uaALiwf*&4&OMKhK!d5xNQ5^Oy_~pDy0*p~)3Oi7@Y=)mxO6^{W(%5OcTN%H9zUeAjQ8aMl5)Q3|-5I-R&=P`-A;-Q^^Qb>Z zq|?Iq&9?TMP-0W!Gj%RTv3WxM>ts-TdgEMB_Z6nd=mId)_ih(zTht!+OWNcHD7aa5 zkPj5;ts|lU0}?RsFcZ4G#kt`c3ZoqZ{MC1BlCX+M6)?;UxB6&SF(G4Tb{46twNh@H zk4yz4xHtJ`$8~fZb6!_d@iEl(nw9{pQeU?MXZE(ZofflX#Qis_2s%UqKUtm}6aYbf zDn&<$0E&%uYgz=m8Es6zJGm@i8hP9J_$`=K#r-ZfkEUkKx?S+L{psGpmM`+ha%HEm!p#|JwKJM3 zcPE#+Ji24&^C?urvINnv#y0vZBTWFEjMKVires_xycm0 zK{7f};`~I<@974Iq!7lV4=AFmZ!1zALgclRAL8%v^V0?Aj57@{B1GZ%3ZyGDAKAe$ zbT5<4bO*cqL<5$dT>~FIU}TsBc`kr_kc%*Kt-AodXAm$yKNZXpzNoGGW!m|-(gHB@ zMBP)eouN(1;It~IxA~)u`$a$ViTNoVL(^a>=%C$&i3G*Qdv0A|cV1tt%T3$rYL!R2 zF{EiisAdOLJ&%6~F!2{}0Pma?35>f~KdX@rkPw7H=2^DtY}klh)M>*y(V_6j3MV42 zF|^a3+v#W7ODIp=hO0Q!)R~BMN$;(Y*EF8UI_lh}47l$p;%RakyYveI3 zEY`NNC49v_dY}m7pz(gD#0^E?jCtvvRuh+-p*3OluCK$MO$CgIovVlI%;QU@oLScSeZ^&hlm-R%$5u- zQGKh02zyD}@y0~L5pH|^rL=cps>>o_Yp156Hzm^ zUv*}>o*yP|p~aP>&eMMkjGu`K71R00gbd|1dE zQKW8R)wQQZ?V86R8ACHg)z(UCzlteOs#CS;t)N4jzNtD|e+;3=npjK9&&_a5v*P34 zgP)t>J+oPC`HAk$HRHFO*eZF`~| zs|M+$08P^Ghj@c3Z0~if3raKpNA%qt%Xy%|BUWaYzkY8jB^K?YMI;^dk8rqA)MwHo0lkC;TtcVuV@M6hY5|b? zHvFRls7k@G0lxnogBRc(L({5h@v)!$Y;j8nYnz zTJ2oHvDw^gTF?8OwK<)uS&VbgnW|kJg+dB_8Az>4X7u}J_(%D$)oOX;DLD60P_e;O zmiNu@LX4a{-K_o1$)@+saFrS|y&I8(fgj(IN$oV?_biLKs!iC}8NY`U5&D^pn^EgT zi%4WJ@$%O-HW8{-cJ#-upJ?LpeBU6qx7CTK(1Ptp8l__?7_d5lHQ2D048P4(sIu^r z3)BnkStEgQY7Hv!MH}VmLw19%7}*FnLkkbQv9SHD-}Mc={1BX`RNUAgQKLuzgYyW_ z!nu|1XcQx1TY@=hYuF(|LMTqWdjiS#eOxbY$+U7j`wrC`sxg!x)!u+x!@IQ8W-FnV zsm^uMCtftZQSshCyrb%2I3!Vm@QmhaZ_SrJr(T_wGT%*8J)Nz%TIs4#?zjOU{3&!W zZ_v5NM5X4NuXSd~39fRQDBK4{&xDbslyirxCaKLzS)RH5<=N8O5=|ijaWQK#IS;Q- zWosCIH|I(NOH_H8U$RPXml=<~4j0$Sr5wXg9_=F(^AF_Cv+K|wf1bL{o7*D>>CMMG zGJ>m43$`zS5q-MNYe<#j;l+%EKkOB*DUAQ7$vw4f3|D-B7~W|Q$V18S;8^_T$s>pv zss`n_aU#6JXIwu@{S8CRrX0TTtDZ7$>qrMCpCdLp4=7_Fl{FOiQi`!kVz)C_RjdK3?3MEFwn6?;y!XlQ zYb(agH_i3wl=sPSqeq{1Lz7G5TNS?4Z$YoXh(2n%?jEQM%TZ6C?r%NV{27`28Ru5y zXu<%~LIyrwxLD@yu0jqZ7`)U3d^&?>PExd#W6C|Yw9XyD2%68sy?&`unTk{!D7tN$ zmvLZ*EU?=_@TNLo5h;LIS#NGDVifBRnL%>{I*jB5eV+`cOVptP(|S}{9)qAN9v~2x zfs7S}mHb4DL=^>RdrM)ZhYSDUoOn*$EbY#-(y`J{L*y9~fk)UZ3dQhSgE|b&|@}pw40k^m5jPA>e`UVHw4V@45MrWZb4?o?D{z_@bAkCko_%g4qh4;0l&`&^{BAn9D#4Am5y}P z46*MPrXO`|gGEAVlj5S{Ln`Nu^TunO(wvgUE)alPIMa2K@Z^fp&5k`5NhCKCWXi7L zDlABL9t#ZYgRdx`kYn}89JmdjS{9dlz(&dH_P&(Mu;uMbbkIZlo^Y+DmIONzlEA8J zQyE-CR4a|cMD81>A&ljzKGYSBa9VOFgeO-x3+WlR_P!Y2Cv`#2D6+{I`Ym)MQ4H276sK2Swo4dJ4mju^=bvb21pvd(y~XMe}Qff;#rV0yD7h zlBP7?Z2@G{btL5X2avR(=a|$cSW}gadHX}&*&M`}_}(YbAhXdIbZPKn#1rZ($nZ15 z$N0mNbU=}HURi9o!Y9A-R#V4f4ME#hrHtJe8&a`IU(?O)MikT>{u$$Tq~Ng4t{YN) zb6zV{voe(9X9&hZ*_?o8ZH-Un+|Dy+^^o&NY-k4bcRZTq@K%j$8uI1o_g}44sI$M* znX)3!bG@a+L2p|cafH2wSs$}xzE6g)xFAvA9QLDd)40#Zn)3>DKw2D^<`uIK>?iOs@7p){%bx_!j-(5DUWzgkbGdix~q{L@T_u$AdX~rZo z(J12m&D02R5Y}2Vbp(VQ@N=zZ?$W)Grom>}hr}zO(oZ1d(G*!vo?+($S zs3SE~z>ryL)hT&gSWs0(3wVIX{GsCMnms%OD&gs|=o};%lQhp0D)x%Dm4|QNL#ck+ z<9l4>e1`c+#*)hZs4*+Ld}gnWDVc4kI z<{w=8)a8FphPM+4sOZs);Rv*v#Z1JorRwi5I(YO;S06A)JyYo1nfe0u3@H%H7 z?A=f{!a4!GV>2MYz!zg{F~dxxqSv@@YF9kqN(8KYXKvV$&V{RGe5H3hmQ1}FvbiPM zcjJUS``nD(w&uzHW?F)(hI<2*91==vrq@j51A{sVCmb)chI4I}@!~2DabSY7SKY5i zXXKS~H}gfoqK;MG3e19eE6G{--mqfMuxArcM;l@<@O?7;z~1=RWO$Bwztgt;Gr33P z3W;P}{6p^cMX3g3tl6s706%!4#}P)CqK%wv*h$7^>oRDaIOQ3vv>+F=iqd!%iOyL% zb6Gmeys|_qaU2Ol3{n~4Hm$>Azm%t3Q1No4Oev>x#L3vII=@Q8!j?WPCx*Nk`mJOT zx#2O%d{zs!z;aEXaZ0s%D?b%iO>De{++w)A&h2o1C-_!AaM^Y`gpy#0QYi=BhtDWD z>5N0q@&1M5hT>di%Sez>}+>j@>)Wz zO*b!t9_`MzD=?V~vIo7I$L;LA+m+gs<`$k`p=QXDs1N_%Js{v&{QR02jv~kd zLh5`N-wBkMz?AQH?ux5vgDWLs6_E1MBA}_PLH+ERG66&}yrro)2b)6S0oQ(3x|&Sh zC}nf_Ycbq&Aro;Im64IH;(ak({^w%&&iG?Hm4rQ`< zE0M#UAP&_aKaRGoeN8pG;AOT7YB#5jPVm--F2YVu(jE(u4$-eh+@1|- zhpS@V^ue8>ovya84NH*wadlZ)20DNOpYpNiB(k^bc^VW4&lxkvn$brZRG&g?@o63? zJxoVyVs-0QH+u@#jtx~}TdRXCCn^Ww=s~@R_UN;-A@A)YX}a8C#SQL7&p!E+tt{CT4n2LYSrU|lp9y!)jyPtlfa=v`vb zgvDu~-B4bD@Jigz$?!DP(enbN*vpWNp$(PCz(>M0(n__d06V*Dc3m)6SYTTtv=h`_ zXSb23y^ks7l6`X4MPT?VSY;wlo!7UTBbN8GvdRm1W1o%(w5;(Pd;sG!ciu1)s#C7=!$1~VY5RpfnrPZq8+uce zBqS7QvXh8BKP0OS%Ou%Ex|t_3Y7KW5>$U7)2p~xiwi^B=ZZk6l;46?XCDt zeCDK~6IXnq%W!g^-OcCYX|`1PIwFBMPr$q!W`Z~_(sqpp(=$E2}<4||AB zPri-4fsw@nBU=$D-$t&WHH5*WLz3)lbUW$Z>_*Lk%z;3v|bpzV#;N@sop@ayF!ZcEYb9;8JFmA9Ah*6i>2% zs$*HUpz~C?i*SERy^8V85-zmUBShV5>Z^P+bcpx!=WfEG2_h@{AhZi7Vc38D(UY)#< zd|%64-3sIC&%W0z5&p4Qas1Ko3l*30J<-+`U$mXa(y4>vs!Lhh8IyFua?|AC!OY_&}z4>_K?O9O-px2 z|D^!8pt*=a9>nyVbRv z>MFYQ)WTOWxKRCZj>-Mq;*^U!J{nHQNERl0Y2-$^j3(A*+a;qDGrxUx(&um=Bi@`x zQZs!cYtUqS%p}2#29Z0l?{fW#`yR!5h0>!V$-DYcug`~5QQMSg2wp*y$?!GjzL^Qu z>BJ*&va7Eb&A>4PXe|%_tJGn*-y2ae6*6IOZaL?x{D7~}afP&qfmT15J-og?uJAUX zDrpK-KZ6T#!-@VhYGyP2(nnVIZ?@lDh-^N%1CaMl``;B!ALN>LrXqb_&K5;GlSfIOuj85H*l|-Rq_$agTHqGCGHYgy&M_-zwtu#Dvb?BA~~(EkY+_oNcB0bop_h@>-6t zq_YHSzK=4%f36e4t9C!;#QigFY8??M!z8=H%?K^yUPzc%D$&VpG%28At#c2yLK0n@ zz3;*L9J_FvU3O*`^sI-6)%{mBHs|2;l86u1$l^m}WA3cGDx)M|g{!IX>R4(e2h5gE z%>#<9AkO*&{!)k~7T;c-B9OA9Xs5CCpC|`fi>jTx)IPc-(t4S&1*MupH>XKM7)6Ys ztdnyWwI(?iG^(&7P(#19WR4n&krFLxY->%sYs}ONKSZv~;-iH&$(DSrl-RTayg?`z zM7-l$7LOMbw)}oV%OnX)e3QCRt#;P_s*4F~}D2g@4Sue-K;P7+1l$ z6&$g7IdVj57tc-@z7h7c5Om$pf-M5m*Be_XpR0Llq2= z3`R`7FTD24r5Q(?B{L0Ti<(sn{hV*pf|p4T0y*W!@RILSKeL|wd0fEfd1by3vwY`v zSgDSWr>u&loSELj(~(svHf0mvXr7G%+Bf2&tXCiz3%NOyW6T#BIv(Y!mQN)}$~eR= zmM0QQy|}Sxw*6C=*`~D}KQk)Snk~)fzJ{1atQ&>hOQ#f&Zi~CXAJFIfZ+Jf-yrQ>m zygA>`WWR|#0yur~K@e?%hS(Im=kcb+x&03TgI_rLCu3%1Vg8o{;TKc>c}ma3^e^23 z{hu}e_bkF+0tSDE3I1xB|1-AmcSQfc3K)p0h)Ss{{!fN^`dw*7d z?Ei{F{O2&izdgtQ6ejq;!Z1(&hkoF%QG!1cBY)KvF#JtQ@E#>#_=l9>pHTvazd7jN zqXZ29aM1s6qXe$M4fDSZ^S=%AzYX)h4fDSZ^S=%AzYX)h4fDSZ^S=%AzYX)h4fDSZ z^S=%AzYX)h4fDSZ^S=%AzYX)h4fDSZ^S=%AzYX)h4fDSZ^Z$P{%>M#xKjGrv4D-Jz z+b_8KSHt`-)b{iAZ-)6_yzSTNzYO#5)75{>fB*MzRghm z-W|7AvNHWyE{0-Y_~#(C-9Pref8Ot(>E>Ag;uU2cUO}zXY)SqT3q}--_a< z3fy?NyXtwRqkfHe0}n+q2oh|MdJ`Ls0fH-Xyml90KDjQv#FzxxkB$32nno|&yB4ie!!Y}qpSN$*S6-xk`BT;`C0D)&3;7oAO4 zO%7=<>V*SV$dJc!VmZ0l}=^B-6~!=HSff#F}!{?}{!=O6KZ2e|+Jee#QN zGyO4M&d+b{g0Df%%>1tAXJ@C!r)Oeg#%H5r)PkZFbI`LeHQ=){u`qgnYtr)B8yLMi z16Y4b_kV))pFh0chvoey0X>^PEd2N^Y%G5$_?7XQ-UR@E%K4e!0}1~y^Zz{l*NFOi zy5O%P>I{E$+W&&Mf1Uh!p?|jJ8UEeO&+zYNe#XB+@OQ-hJ_zvNnfV<|RO2)nsd4yt z-Q?!D+A z_;vQ$Yt5Q9Gi%S9Ss}i!3|IL1bL=Ykc8bA}2ngCLx+K-g9kB>0y#F_QHgqH+#8FWy zUt+;Mn71S_vOOQNS05_#!$tj!y@D6ZSb;$gVx7SrdIoDlfeo^CAal+#gF)E??ot1G zJg(=9*^B9GVv-%;V~waHpw9q)?gw*1VUC}GxF^QYK?)KUSp+$?2+15U)_faIb;!u@ z@$sR;!nDPv>D36=W z7i8yrIza@r8R7s{`M*C$f{~Syff*Swd^IG5N+`1Mz7y_NM+0&3Bb@R3^APH-;#BYV zd~gfb%alF~X_Y6D;LSFersh~1)F?P%d*C8<+s3EsT6ebWLd8eqv3L8V7MC^k_Zh+a zJVN)9WJ|EFm>2#n(&LC>BN8O3i z%xIzRVLEbt%uHu##yw8fFLx}iZN~3nZeRBuvpJga9)Mio6gAKwD{VGJAJ&o$6=><;rA-Teie4cP1yGt zj<}CcE<3w#UUfv*rK7(XxUErOmJ)Uy>FB-WE<1PrLR~X08 z&r^DaCWgQ<_qz!Dx^&%-Y}~aXPR*Q~k?`yxMYNIQLP>P`&DVKU!r#n;=LG>hmA9?~(sG#KU5dZ~<7Z3~~>Mf@#ROj)T; zgU?McO#~!2lamWRigfaGljqKy;Ud5F;;S?%BL*dfi2LU@Nq+UJNHavrvR&9zupkV= zsn<9ze8z8&+DQKPPT^JE#7Nipz9Nr_NRRO-=DOwbA+BlH^obu)EMCD+0o3D6=N&Dp zK5wH>lXph}{4RM`M6nt0UL)mM+DTs4BPRs`^;#49xoJE!RNTgN7;H@znjW6;LLxq1 z9s{ws+J}i?=h^*8+n>2j!yC#7cI}-O=btdh$O5|1Wvly)ZN#Kcj4TDB^bx{RIuamj zy2;geQu627T3%XuD})j^ZFsm$Z_t>`@_J+l1@<)so={2U5Z)eL3$hf<(0?=)TpcqY zn3K7le4~YRz+X`n_ao#QbH$MH6intCu>XM-I>ZDWsB zd@u-~==Sn!I9J23G1HjEtMXyqW2r_Jb;QIaSpP4<`X^15L}%FZ5vmu4rN509{|q4z zi?Z)h-G$c+JrA~telM+!#7X8;+crJ8SWqBlQYg;ebgo8!aDCdH%LS{>fm)Oi#JE)~ z_c`d#RXs*`keOoip1dvVivYwII=UA1G}k)sFG`CKM%Cxr;O~r-e~X~QR^gG(ew&eC z{gWi0{Tt(sJhq9vs4pmN2hVB z)_EQMv^PO8S#DVN?dxUO%klb7%itpm741ePF9G>&8(l@UbrOXrSC_^25Q%hjiz^Yj z5RgYN+qDd(T!4iM{fp#?a8UykAv(70UeZ>EyKijmbJfEqhU2M!c+1S(++Rhk*Ty^L zX{T}(xfoPp=<`apvC%n;SwW(oW0M4}4({*ie@-W1djs1PjPtD^a{!%B&)b&&!YKC`Owc(c*7dVs>PM5XQ2zPzQ*8Wml@fIv5?%xO1Pt$asu!=TzrG$zp|^!_NfHd< zYp7_4X8ADsIR3eGB%Lucb6ygZ+w5&k_faKwXv%=78w zDdWHn{_2eB#eQY^z<8GLV=3%w?2R5C?)vur=dm(qs5S8hiVd)$m6@)N+^c)L{+ZL! zvr}I*e!HlOAl}^7zDs^0i_8#RidI%-#33LZ$>r1NW&G$H}=Ju$1 zp-w^SEa_)S;|CmaCCvf3SJT!nxO!VnEd=jE6eT0?(0H=Ra!5U$T?oJK4AluAooisrvAEVX{yeSJxv0PbmEok)YbF)Ygo)29cT3mqs}y1gE;kJ zp@Md*m8DK6eUO~#_Z1n1!&SDB`eE%kwgE$D_Ou2=sxea?}~j8UuW zjnR^@tvjKuutP^`}OvaXJ6Bab_9GN5=1>EJ_>1aCO>i2eMSv2nW45FhwReEAu^zG zA@Psrlyp|o3of$k2;^X|U%yjq;=8}wpY-ech)bJgR@!8j;BU`#UxM{!;hK1dPhmDW zN7wtGuMg}{2Rq1meLy`Vp73c}X*Zcv$0M798lKWZ|~*8?V_S$m4oFRFS8s&2x$5M7G=P#gk4` z@_?w$Y{NL*B0E_p8SN7JgYk{o%}&W)i}1|cNj48`r5T6eL`Btzog2Zy)g80^!noC} z@~F+r4bM$>;(c9ob4NMk$;%|Ixdq}ZI*UPk379m3{uzn-!)4n6Nm;iaHW zwjfnE8rK^gA$sPMJC)ja-^eat#6RV#Zduu4YlubLInUS8iQOm2QpeOFX1<{HQhGx4 zcRCK%5vQOWUWw%z8E^YN_~z<>xaqy!bA)|V`pN0G79Ny8Zr9y3*cGB_Ny^8oq?w%o z3n_O4enhE}D9Z_aRnOlYBtN<0=W8XlQdv!yrXDAub4*b{`QFFiS5l}>@urjU{JQSF zU@}z%bH9rO1W@ zZM8bRuJUC_5NM>-zM`Ei_Q&Yv5)EBc@sB!=B+%oL! zy|OABa99DY{tk#hLq>kfhf~G4mV`km^22t1^k!R1Z=-eJ zOmzL&x_hUmL-jjE{;m1%X={tP{hSiGprs$bytH`Ei6k}QG)0BrWfAO)1UXHtYzltc zQq+G-)QsbF8J;;d=) z+7^{~9HM&|Kc0)%R=nwCVxPQaXIew0m6|4l7fLy4z@9tt zn^@jMKHEaEKx}j38MGOB`sVtEqk`c6tc5>srtYK)umTSglzUB=^G$QD)y6agNt!?P zo#$(;X}Lpo@QE{ZmNDN>BCGN6cf~6P`V@~`?+UixZggr0N|*bgPrrFrOG>`M_lB#% zJ6oHQRPAl13;nU1z;fS4GN@Til{{@+hTu0DI^X76c^D60ct~=>bzm&M#M?NgAvC@A zQ~u42qXp%3FQ?0ScD#;Mh=xSXn2!n3xPx^pRDpHstwB5v68*!GA_@^^f^ z#1`W($r-0Kq<^FEzaf$gApZI!1y6#5oJv99+5~an0yW&DY^PX|f(5mLK=A37UKt%W zziyCY0)7O8p0ec`eH~n84p;$}xSpT}=RU}|0n6R|`nJ_q6J|7GOPIolTNTK~e1&dl zesQpPCAk`t$~EOt=2U)y+Io^|xzE}Dmh}gVkO5Y{9qQ)qTD?k`SUWWWJxc@4R5dMI z!HT&OYkCDEeb$H=C*(c}E(smOVW$2NeY*zn@n!Wtgpwd+Tem&f=iSkJA&MYJ#`Evd z)06W>CSLE*LD9VgWy{k==zEs}ZvEuFL@a&O$&&3S%zbQaVlRwiezGe<7+wh5F-o3? zscwdyS3gl{3A`;-A!$KKL+#v|TwSJ|;J}MGVy0wP>{>;%vd^^A9?xcd=~}16&y9(~ z*NsK3XHUdD`^vI*$#sBK1}k{E&>`t22b!{8jDh(v{N@{1829E^Wg~ zO&>0&zKM8r)#e;I?ZK>jqZuzTGdFgunS+jdwW{>3sfCG2FT0<;5h=-&BpreqD$(Vh zXMYw^r#jDeayAE+lE?XI@XCdbFxqX1l&9iGIaxf8~!{EW)7em)5K9PbmjB9a>s)~TuT zT+FHLwI;msm2p0yHsY@>XHs}0qCLLLtjZ?lJ&ZF@Z?UuC{?VVgF=8izB|V-h9IYL- z0u(IAP*oZaY{BjkLl;Kxcn0#SN;dnON@RID8Sz)buWAk41001Q;>H{l;{!vq!P4)& z^1KM-&Ih(_#^Z5gaK9d(l@m2)c`P@{XB?_jY?H2dRx{7bp|Mmq%)GihC>Zd(YT1CB z*R86iQa$?ogsDmMU9}9vC;0MiB#Ae+%saj`1x4bLKo;NIg_6no{rS4l?;LV?+p4CS z@bDd{MqJhg_I^u$1`#+A!CU-ZLZ-Cv7s<5Qu>mnz4bL%S#zlnj`tpKh{FKCOl}(XZ z(JWSusM74qh?s~EJI}|rFv#-wzq#>JwppwRop4>?^iQY`%h{K_ZMV!mTZ_INwS)+k zSxSmM)z$DPLUA~LCF;!oE2Bs>Imm5$PeTgM=`tq4tarZX#^^i0qN<4`59Ln`Wn#Rt zv5OWk#fx}{DGwPNrqaG!-H|?jt@Oa4h!3MGDYoK@U8czLNS&!xvIpli1pM-2)MJi2 zWZ!HwrO_dzxf3w5JL4gmWIqMZKaGO?YpQ}(`gmRtU7Z=^1%`y>?@51rcNM>Mq)^K~ z*wMpr0ZyyBWeST|l*24~&W zbb|Y?f58%iVA)ts(A{DC_X+}KnvL|bcuCepR-vuaLaOWx()L8s&eU;5K}~G`%aLWL zKi6Aoh%^@y9d-4u_tALqdRIPz({fW2h9wL1a1$I#hcR|nTH~d(xq_xVdzjxow-XZm zY$??<@isvs{5mX~MZR7YLsYnzIP7iLkql)rBx?C{L4o;?C%;b{GKL7&tK)`B(x=Y2 zYpL+Etn{4fm`(XI9M->&1$3#qq~ZUP; zg}VGuU$k(uQO#z<|GM~N*k?{=%|K4hGf_{=I^64pyxGRt7xlN@%&Z2@ZW!Upx5D5gFThMlPUglyR^mHKj z;bRh#wAcIeUPML(8|%&4*Yus%d|F=%(6a04W|_n|<(uD~u<_ER(~s&t7pp((aGq6` z_dMX`W#;tpZKyvw%Hu|~;=+5`3t#dqz~Oy1eX{!EN6?177{qJrJN&Mii!pZSmn25@ z=_er=YU1Qm+!@W=AMxE!%=SWt&L*$Ry>L^$q1LmmnJ`PP)Tvw>qg$tU&8Rt+%QdOz z)SU-!8KLa|vefOWk}4iqqj6L>r1nMBrQO3z`s|8ZdT*VU7~dqzCLFExEo7!`CMAPe z-mG;<%GCdIZ*BxRePlxfDaBCEZ?e_@dvs3sQ=jL4-lO*pZ##zW65-AD6V!LKo|~I^ zA=nO`cMs}xVBqcF*)cE~hwR$L{Rk}YeZj#2vP{|Dm9F{IkbKzE-dQUAU162lvsyg$ z0+Ck`Oz{JH2(ZZ zz4A@sCR??UzzD$=H##{RY()VY4;euY z4D7OES<0Z@9Cs{QE#vyh2@Q$rC};N=ieg6HVIE_JioQK8$3eh zi5TtL&$+Zl_DPTs`4ggN{Ju4h@z35@J8?VyX??XivpwN9$Wj)#Vv^IJ*hEe!gA~cw zFG)`M%8Xu)TRV?=3vGX=s};8n47q5Y2^F1U)5{)_Tq%g~oLL-Oz5U*|k2@F=NNaV? zUyYdElUU1SG0H9-+SM_$@R<>H==tn|8X-pNuWaEF3DQ|(8sB_fSk@J9BO4C_9r83{ zf8b6p*Y}>-gE$^^4L@dJP3$wXH92EECWxqv2JO#upO}8^iax&jX>eC|+o2$<7g1Xl z6g<4P_l8=MlT>$8Ml%fWB+}1u^eU`WK6b4?kG!Xy+J$947jJ#|c<$5EeB>D|eS8+m zdPnqOK&gp!jL;VNmG!gRVaE}iA9cANdhGabTb{@~Nhg{@k8&+m)(Y3&KJ~GWnB1>y z*^B7E86BwZJ5v7>-+1}rSuOe)o!%1`si&OsGhr)nEM+XFX$B2X3n19F%d?H437ZFY zz2%lAwBLE^T`Nr$S=C66SacQ^^A|nhY?EGDquSe)dHtDOsDNG493ij^Gr`uSu7#xJZSt z+&bUE2iSh)%NdPkA?5kxG$Ni7SDe;rks}7ocC(&Nd3iq=+GVo&OWA_3o(Dz>s7=S! zO{GCJGg=7aE5>RnhH?|=nz06~aL|5{aVqGfR;Cp5k8rzH@*Plgr{ra6L?R6SQnz5x z&2LD#_d1g}uYaj+cD;%tYnPVW_=eC+cubJYJ?(epOf? z=PM#M3qR49rbBrK(gRp}T&b3GzWd%3mhTVjTZlJX6SGto^8O#;Nq#iSY zq`lNVu?vZr^}XnUQmW?k)zk%P)TFcSOw?K&Z-^ePm{NeXY-(G5xuos88THMtbl-cs zhc7N$!TO=~r@SRV8r5j{NA`J^YR7 z#(N}81y=&#dUlUj3N|bE@J49A;Qv=N^WQnd+(5MPKSj>}ir+m%`Peww{(C+9UqQSF zlncW1-^}E{B6)wIe+!;JMECw3CH!wV^#3h0Sz1X|O!f6cW-<_ve5i*0x8z`Upm;bC zE&N;P90*w&DcM>Z*!(wgE@AQS=r|8YAzm#u&kF|YN?We~ajH0l)t@qWkc#zXf!;{}a#! zE^YsBK=+~8`@gPQ2MGQf(0!;(|5rDGNWKXWc70U-{4eC+qx^S3mjk-|IR|w4bB=!< z5ct0*9s;`mf6Je{16QrKc{s;rBgp`i(C4*B@7*6cV z3mt56EMZ=3EDNP92G!3>s;_vT0d>&VJ?9fIO??KFW-MvfcNzzs&*s+a26{ECyCEF1 zjOaX}FGcYEJ7tBlDSLh6f&-{vK6J~7Qm|8CW51-CLp-1DE3sw}3Xb}-- zxJ}>RUJ6s5-y;4!I;>(10gS4WQp`;w$a0lGj1A zaFFg<$8u?}zMa1QH%_!w`mk2_ywB24K1emt>wh>9U3h|J(;{8#%ZL_mp;N>u1y^z; zc6H09WjJ&A0YvhIg3#-W9o$qzMGN`vrxw_(Mp)UWMhhr-AMT!6-O#_nxhUj9P0ZfCpPrn;@0?EhndLsI+3}fmws=o;3kekqubl8*>$&>J| z1;5tjh%w?YWU*&=p|g?ZJm=BeHJ3)Mf6TLrh1y;bUpy0L|8Q68PI2JN5BEe7xY-Ly z4+b0V94^gQ3*HF3CHR?#A>AsuM2lgGFJC^K7{Lgs@D(ifjXo?AOvJI|N9?=8<#{s- zhUa#oZHK-u+nxp^-1@&^r=Gd*m!^*pMSvZrpfMDI?d~}~?~W7`;X#|Czeqcn4@9jR z`CY z-FkcZxJsR5aotDbe-gQZyI-Y093z)sYC`^$1#|NL(-g&<7}TI7ikUBWdG{wo3kEdk z=HCRQ`0omXrG#{hvD$v21qXWGrT3<-X{I6dBL+((7~FiJ$48-nr_~{A#@w|fm(H@Y z9m!slTw1op_oGRAzh8kt6mHL_7$4g31g3pazm;MHJKFRJ23962otSEa#~-$YlgOXG z^=Z~o8;mO&hLb}oiULgN!705C3(c`@$c#7)iC>F>5Ahw3r^b@>PT=Cq-P{e0b&U{) zB+inpZuHU3_)YZ|b`S*|2`9JT2fez*)1}VjuQKR!uktT-V}&E#lMxM-KC)^1-;+^0 z7fh6Y&tsgal6a^7@;DblI?Q}(|3S3vXghwi)R}SZ^g11Jpa<{i@#(kWI}Y1xGT=T{ z>`RNwtnZ`vBADKy#S$LM4T59F3{l(L?<0qq(yZxAbXfB~zvVs@G&P>{T1@oAo)w-% z%%A=PQ~>)aO66V@@u?Or|3K-6bLl&=u$-vYwEuUAch{3oJviS=Vu8YQaMu=zeD&>= zX=!hJF1Q>~9j6@+m90vf$iebM+A|wx1g<`ayMhnAi3sw=}t_= zqSh0uU;K?X&&4aM8>dI`aFle^Y^R01otx1c+{dG0Kd`)RkYuh*+T!Jpx$3)hC(c03 zVRL7`v`bjm`H4D?w<0e8asG`_HsqPZzJ&VMlmr{yBNnY!yY;()*rq4y<7=`5p>$kE zk#jwjEV|q6#CqCE9EDm=y+3|}I4$Q3thqNDIA71&R?2aXOC&pM(1t6G;d=W*P>bK2 z`1B5~7VmbFalG*CN-^criJqPt5tz^m_hGE3$#bsDvoU?w;>b_=d_U=Dgi1bvM+t zfNK4l@S3G6_MCrqN$d8vVbo{GYJ^>e*^4A?2vm(-O~23k(LNSr$-Py+iYr2JKWDE( zz*ZlnpGSLbTskRF_`*%%yU3K`Rx7~nwXFFq{w;6#(@+>q!{qriAQSk zm223Sl#DvExz!7%gPfvBVyRxP?6LV@iFnN0ss}wVS+S96eFn#J`kEARk2`!G<38fQI{PqjDDL#m2)9zVYgf1HwRckN;8Hl+ z$37GGyVzK^ch9`uU57xXNtZqMFER*3LM2{bC=SAVprqlOT9bs1$bh|nkRlJ|c|2{~ za3bG?M~;C%`0;(Ji5+Q#V*kqGn0=kid3~tjaR}I-LPYW!l(y zEsI@(5}qBS0a2Ku4JBF z=QY;T9VqgRXJu=4K@T?q-Wi3JeUoi}g&C{4qWPWeXz1}feQmGkA=Aqi+Md?n;Ps2e zCb4v*Dp07oXRBP__FWBGC4$J4EMxlq-8wzBlP6$1KkIz!(Wv5DzhVyhqJRv{+g)KLDSxmXf&DcboJ2cuwmby6EIA43WE z-o|KXvg*bstbFvDt^u5$1~L8XvJun>!4R@C`$^m=XO9d@YVKV;SyyJW(e4`!*PhPl zP0Swkk=@`Yv0VA~u8}<(@s92LDxE~{x*Yk)f|zr$3T{*LnbJuzs4|t3Z#2A8PWWH* z!AsCNa*V0-b*Mue#rP9lm{w4Gw~su&5FEE z`Vy;?NJ*iQ1{+3gyk*t(Ln`7eT)Nz9&2~dBp4ep1lSy{H>uwP_m&87XBnLV?Qxd0c zoSH(rZ_Bht@yeWpS`+PKWH;{)%rsLO`(H$Fv1~j~zd%|`x!Z|db#as>+(>efsCAkm z@@es1g^eH3Z=cGysdMY2v;*)YOedF`uwiE-MUqaPz*+?RV{)H*1KO2-H zJxRV$eN)I=R3OVhR{apin&yuBr#MR5`iD@0p6{v1;;xjBc4B0U#3z2QN&LF9*?9k?FADig^-}{m@+Q%ie}tH?sh!gJ@k4rjk^bOwYt}Qe z{PD6{*=uka>%)&^54zuL zi=r=F`|HLluf4jPtcc3r8u0DR8KSROZPqTQEJm+I#Ej>3Hz+j?#L6*Z?!z{&PSzgw z%g$mP^~zNJdFreFq*i<_Ch*HLZ*7>Z^Pf6zYw06x?~e93o0A3oBD|lO*{AxgJ8ns< z__`uEq~)YvF$k$Y#-v`4`zz!3DUn_iClu{GKa_*pqS!OADB8Q9!Guo@AR_=z)eC6! z`>CiK5#i4i5up^Se=M5koyKZUl%l`;@iCW;18le4PsxGWsEDCFUrT=39{S~Tw#g(Z z$~;W3lf^8GnU7Xj1^;ZxuGSHEQtO+QeuH4{0#ScTlxAx(o^S{_PDUXl&@tZF?bjWvp2b%Mm@xPGc$;iH7brODp%6FG9BzXs*-Hce`m_=ZO;Pv1}pECt-& zsG8MPc8QGdjuoicGR)N&J)H%g#^|O9UzbgiR805T^Y|pObd*F|({r73j8%IU+{{l_ zx;u>ar$me&-X=7prb!^@OLrpUFPI=}6<_pJ(OC!`zW%v3Ct_c!rIcS*Ed`th!9{u9 zB>H~SV}FMWmEq@&+uaY9_}2=Rb-Xz__>Idw)rS%uL2k|~`dlm*Mr0Y6sZil?a}dEgG}cVdu#AbelGqvlutM?&p#xkm+omTbqtu zyfx6uAa7;kr!;mBX&vML*oo-`S_-ujh zw&q^Vcj1DN@#wqEF59CeV$I;W+Cerni~MfHN+Z2WTs_yX!-9G9KQ0(K@2xB|2s6uV z4G{=G>dOwB?AvaF#i}AycVt74Ugk79<`nYWi$BA$9wr+c>IxX`G@t8JLjLtj996ly z#zEV<&#D4@Lc7?sdg5T-ZKL97>M%PaRH6TO&O{jfHwy8yOZ7Njv#r&as7l4g5og6( z&B|)+{HNK)hE?|ZydGVL-ntZBJRcf@qJLX`-XXm^!V6r_uig3+o=S+?<7@W0I>AZ1 zCnE^e`Rr)t1;18-bz=SIC?Ro2B-7c~CzRnH^0I2EVFkFViD%LU=1DKx-wDe3HAQF0 zJ)N2_>gce!^t4s%h6EzZIT@qIjzr_uC2;@T6_)GE&rI0%!L_gJewgysR>%%}LrqUCzPzlQF-D%$a2n6D6f_P|uV@K2gnWur<84_@v=#;p)~Y>^+h7ue%*pp3pJNbqCVLge3xf-?0f@OUTG6@iM35{wxhk zsUhV(wOH%Oy2TdlVc%sx!wW+K*0ICMk_)Z);^}5DcoVO(+UTvkx6y)ux^?aebweF_ zZQrq)8__U@UalO);213_S%Pj?Q&ZKR@T7pP?WQwSN58I)%6c$FPg!lLt0KSSqkgB$ z?0J?Xtn4(9 zb0{O^szUx}o=I(Fgfr-%K1t0l^~sa~KOMngq-LE}X4 zBlA0$z+3Z|(49HQKnM8Fd8G4>)4M<@WiSQu{{6%fhNt34#+Z@0%c;>q`4+DYqX!>{ zH5cV!l+C?HW8~64J_hk+tR9vu>I_(IV50LZT@-!J3UU_n9PZK&zxEqvDWbDaH8KQ{4hMvs>P(Dw z!TRdGV@qIC%GU{yS^lCFY`W1F6jvyapqanHK<2GGk^C0JB>9B6rZEAB;~5RNM;v^g z?o(pH^^z&3q5Vm>ty5F^I@<8BOB{%wKE(Z*_i4+DWPi0C;CP2U@dDxZdx>6&IJ;%A zbxwsuzyv!^4fAZ;hNM+xLZr-c1nMX5bM-eqF3mH{bodH8YE)l1Cr2}6W5IDvW%kz2 znZqV%oXmVALk-bxj7eXr+WK%=5=ui!uDB4=wD%TA&d(Cu54=U-X9O~T`P$QdK~6h& z#BpsZuUCO@T7@hgT=v(2=(idgb1i62X}1c9(&LFdP?FwpJ?X#zZL_s)l3ZU>efEDH z?6y7<+vL>A7WPS*`AVGGQf)lZ2L|wORat~Gwv=9$w1DHn4tK1x)!n4uGJ0iz6Fg3I zrw*cT?2B6Nz8ub?FGl6XBz)Mk8*Y;R{CoNcLgQppx+~6*Y0S?HuDqRTZaTQo1)DO%)gNdn|H1$LLV_d9}Qrr#G_$+zs^NSA5Z ze3;mZ|JPOF_W!=PReTWGp#zNL)|72~VlLQk2wpBVDu2g~_E z6)CNrc9ggMI#0Pb@QX7bfgJtcpQjdE{6K6lM?IByu8yB;wACju5p=NQ8&tO1th2DS z?deFYWv5ovn_o*;w8@-;z)>x&82K;H5Hs2CmKFPY{i^a{vSDk(A%oWqjBkq5T6-jBF$$qoN9U~~R1QG9xIO%sTLSZ$$zec_#7qULU2yXr}cXmHy$sOu) zzNnjMtNo`N*uQNSp+t}WF~nn0braZLjvRGM(4=Om#u#{J=GnqSZ^iygOV{aRlJm2i zA{j<((*PPJDm)3V=LRM6h`9D>84Z>n%Iq=pI7qC@*ExBU*^B#3>Ka_Vs*>=MaIiS= z1z4V1d%JOT{Sf}3q^Vdvpk)cm{~CdmE5@}?dqKo_vr-^pemVFotU$_>loBM0 zhh_4UZ;U_IdTO}(dBNTgg~(wXFGBiiL&j7momIUvcF|?#nIGSWCJ^FRBcHQ?#!W4f zAL3&=PHz+w#6@wOqBJ=^8Z25OfM*7U~b#$*+9M; z(pc5X9=s^OrfoYrJCa|Mf5P!5Pn-wcgh#QCfb3mCn0J!RPqS=&)+6s`y)?W5uU8$O zvA0N(zj}yV7hpQ}In+N;I(r4k;N6U~&#(1Wq5J19>aBK4^r}VogwkQALR58flOvsV z@P}6v@mV}HLsZ%%AHbr;$#24+Uq{9J9MOSQ4rBtbRW_Fjx>>c=OM8{iDpxO$F)^gbbrFeCWPytrTMMMliRjke~D0I^{3`J%#}la z>70c_c7X7FL+!z7yQbmOA7 zwZF+i-A8U%Z2UU5%+-pb=)rZ9?s1A_LfT(b_+2xyRg$?p@i}rGheVGyjpEPiL_(F1 zUrT?~Evt|JK`;9q^%iUVC;S!LVAvD_-Dj~zofp(+sm&q*$|^7R`^80ra=mkqT=xb~ zx?f2BEW3=s%(s`Y2^Hs?qst{16!*G3_7WjES>GmmY9Skq7WlF!Xni|{fw%wmMJj8d ztcZ}H+}oA8<|g&eu}xc9YR{+gEN-IM+m#duxC=Fs8jg zf2yy)3OY}&*{W}}#QW@J@eyv{FlNajbeNeJeJT}|tax}GOh^c$-vl(y6&!IuiW(`hR&7;l#>^UD1uvyDFQhk8?= zrtwdv{(8&%w&Tm}W$eU#V!PIz3gv9%#8S7h^!t};V6NXhayxAjZN;qUE^t)=YcC!5 zyXA#Ug;!fkF{_z+z89D8t=3O*pUhrwD4d6y=VGXFsaN1jH%Ds47#1pbk0qr!+b-8L zpSTBleV~g`nusUd{6$GgkFRl3f$!{YNV7kONH?ken-jf$F*hPrpo#h!?X-Y}&-PEs z>^8&w7hmsKzh>yUrT083|4lODO}=H zYm#c6>$J^B;Ea`wk4Ca5^GAf6OW8KwO=E5}pGKwJ3oXb8-jQ!Uok4_cUu0t-7$80o zf(e3~wfY~C;lE;l4}n1*5chwtzy2!__<*u;f_VNDFa9eU_<(YQxIq6!|3}Sgc8-4s zoEaQ}gl8)gIRkeShc_lp>Q0X0_BM_zW)23XrdB45|83>pMU@$Vm@kFAGR0d8HV_N& zmy1Ht*}%ccgF-<}LKFxXo47gs_o@G+Z!-WmB@-J1E62b6|Gy*D4D!}C7Lxz> zQVMPs4i>h*5j}*RABM#s#>)<3;{rk0xY>Z*Sx#`w}sPRq1JyT z#R@w+ncF&0u>aK~B??vr2U}xjBNG7O_*a&!C~z~h(_bVH%>X2S0YJvL7;u9$3Onb& z%0s`lHGTkqmi`a;Z&t3GgNZ2+(Pro5Kmq;dhk~1n3z#iaioY;+;P;1=_=g_~pcwoA zk#Pb8g2s3tJV4L?Ne2QwB+ma6;{-z5G9~cmthCn~d z!2<$8(*ewXM90m;2_#JavppVQo}k+Uvje9bpy=4Rc)(EOWdm+nf4I&2@BL$A2SY$m z<7MN5aBxDumkX%g4MflX{wxSMF9FR{Hf|o!BRUY64G7o&^I3KXCkP1I|Ghmnpg}Gu zp0crVaC1UE3y3N=7j&OFIYAFO+<$Km1Oah8no9`K7pQSOyn+WB16U7%YL5*Jq<2H{ zg$)7%Jsha``+M1dVfJX$k=b^}An8VFdIAn5i0>>=g< zAMXV)PUy7-U_8(~1(**lL%=&A&~pi5hj2XN3p)g00`z+!JP_!kV_ZkNO8_ zb}neS0x+O5#6RZT!GA52wQZG3Q(mZV1%+eb9A}Yzlxq91nte z7Fhg`FvugmaDxDK0!0Uyk4Iwzut#G9?82k50oWtk!_C9}XdQ9$fFJdbhYR#*J^&0_ zw}Sxek(~kT(IeZ)!}WM=@%&}A|H&)BZm~i00KgvE4*-MK_aFd!)IUJwJknQS4#2EH z@folSAm}*}fPta<@?d|V`SO54^Mwu2_RzKrz&N;|cna8VE-olN z^ngL@oCgeA*FD&MXt@F~fC*4z1H7RJfAb&X1r7&3oauzd9{Cmk9kk8{JR~+~p8>!) zz>nX-{fGy^Y&=|^^3V5z!O%7y@VUU;P;&KvLF+#@b_nQk{~#P7Xr6L#b3B?$z^8e{ zD*$^mmjDJW;{fXcLa1?YaDyMs8z%?g#6i&k7&nyMvjG?wy3c^W_Q>x9ydh}4`%u^E zp_0=-cnWwC4+mbMF`%pvG{(&aJr2Nkgw~UQkpUJG^t0@ML_=c`c4*xRxEt(XXdVDd z272v3_|%W&1#nd!`Qw01c_gRYfQ^S~_DB7DupiL#2Kc~0 z!LNVv6u|x$-J^95&^?kDz=M0#XTYXF`>eohus@m)00T}8|FbUu25m1No`pcm8kn8) z(fRlXlnK7e&f>;ML>cONil+YMms(0d#J<9yT?4!}8s^6!Cd3fIG@ zs)wI{@2ws%puE~64B9^hzHzbr4>~ZkK7F8rw#fkY$d3i~rd-gv=>dDx9)Lmnrw?>M zqQF1<45%Dv+szJaU7&qn;G5CoIRY?fJN-cSXw3i^w4Da%IG}CW1NLZ+xHul!WPtAR zHvjnBIpkYtlBRwiLh;{p)uzpu!?Q zH<;a!&C~?U#cg722-tJLr8M9+1#y~ycuavWJ`h2a|8J82E2!w`1bmJB>r))iS>Q_v M3N5X;yadYs1L

R4JhsM)|L)d&@IA{u2y1zAfPwlBn++4Gu|IB2;=Pv&2ESw{>EJA>kwqKr~ zDHF8RtlocV-=VWaS%EGDShvHSgmnRXH+)j70Bts)d_R9$T$Au3J%@j5-(f#6zqRki zyrTD4eYC7t{(KlG#W=YLpI!j?6oi+|@wTXfz`}#^u>9O_xoSg_i%`wFO{MHvA#!qTi;0n zD88-l;F-F@&F?Ee*`tNP09by3=j=Im9J6!ZaX~(_Urb)y+&+JcUPq*T zjX(+f;sXA<{ds>HPGGVHFOULo?;WI$KS_)V&nU=B;3@ZYvM|sC!H^T?M0EU2gBZ)L zJ`500M~4XR{Prz<-&fCoNg+Xuq#b<5o5CUWK})#4e%`3>@(lPD=njvA!41Oo>GTWY zTly|(p0|T`RCf{=lLV-%N=XSXXhNq)0<)bPK<6L~@~%t^fFfdG1LEQ%`~8Uhdi*9| z$*2H*v}ik*87Pju{VjqBOt6C-Ki|sg2zNSFDfQ01%2Q$%x*ofXv3wzTyZL?^pgk{W zTp~AZo+p>vy@pdgP{2Y_s&OMC_Q~jCdcvKM$_Hrw7M#?7QdDqTMdPM2gS;%0yv^8N zI@MNKFO{J;WrgH+5@p0zHv@=-({|ywwvcM5jZY7g7}qpnd+z6W77hS6#kQ@>;%#iI z#>%v%zU%Z3cH%WM9+`hTt|5v)NTz?CA0oo-zf|jA6Gn=H*k|R!HrgW^3bj>$WUvIE zjy}JHVK9QpxIHEc^Wk5-5u}_T6)Poo0xCtFp;}RsU4X&9wW&s z)HBj1oE@VWirJ{Rqz#gKM|1w6;0S7ccf+9e@Uava^A@}N0FU0 z;zAuwW$VOVwq+1Sf1Dz z?C4JP*4JsMug<;{KgAXDeYE-@;SVF?!l=yyJ*%DLBVwwY)}xuMR;=XRX4|PlAt^f! zmm^>FpHz-zHraOK$gXIdDZBQ!aYn@yMP#-NH--s&T55p`6!McWJ9S%%R{YVN?F$Mt zL_xn;%y9Nm}=+n|}ekIu)v>?!2#PT#$^ z0(}&3+QUUUzK{<|PIM@lqxhYRw^hWBGf$n_k-n2rHjGxLgb8U5s z8?rTfngnzxLno!xbyT6zG}ud^}ip2X_2dT zdA-#+Ft)&rRtR18F2%l6sPq8tHF^A;h218**;C*8Q#J!5OLX$0_riXLF7&ihBHvx$ zrXhBhb`P(ncssdB^p&CaMkB@uPPvEuvgbA8SHK}4pQrB{8`5ZP9fWyHn%GlR6Mkko z`ou)ufv{OwY8fGOm1rlY9Cl!cDhFm_WdZcwmW{K~786538S2WQ^GG`DCJ5q(N{7h9 zSqgcjh!GOnl9z%lH&n*YVl z%<^}Hvl!Ok0U-|!9E8wFeXLHKUiFpO=p3%Y9^dv*Nu*v-(#3ipwm{QmNc9c)$^jyE+c+L`Cm&TuIk@ zA(89{+eiuHm52N>I?uKc{T~L~i>4q}rB9wgT5Ci-VDrA^cWR73D5!NRKRNuOm zHiy+lMubS3J{sNEFF7%s9-@<|u&Jm2+!vR)&V|7y~tTQ?)cAjB7<;lNM%xQpZ>A0DwP;`sv43 z&{09RW^PIaxH0ddNuJdjiaBfK(O<;2-Ym8*fo+azJ5_jRb1=A6`|Tu0cV5Ay1y_|B zi`LSny;Ci0<=k0FCO_-&XZsVDP@%<=Gkr-KacXvkjiqRL5MuwLPYh29y z?AB;R1N2(`0+BGrGmamz8}galBQvkDNt9W9Qdq4pzcn)u0>Lr2{sBc z<0@(uZg-`l(vsB}kv-34tJzt?pgaEfE($QeMJ4$`gQjDE3*!+D{5fJoA#g$s|EYi` zT&NB*KbY6s^tTgbpILQfy!) zrSz+VBSj1gLy}!(Z>CIvd2adI;|&^jDGeJXtx+N2fYqPa&sQ(Np@c5t-CWdz$b4Lp zp6;=211%2BqazCRm@;z7x!OAzF0aJe?aDS(%zU-I(!eehTgF20S8E+sJ>7ztsXW}~ zdoJe$Soy|Q;ue|H3y~z^Dy742%fhs@eB@eZl~sAF>8yZXgq!lFhN}3-ZedUKYI=Gp z&aR5uoFvx7HgBlkJ;M5FKnVM4dOF=p3brNdNSH6tT!Dd=E==XL6inh+$M_;G^lT*6OZO254h^l~u4@dASQBJRJi}{(y{!AG~QT z<4Og!N*QzRr6nhs@ar;yzsG3gnd4$d<}myLO^#O&2!V~$J7cgzO~!CfB6iK?1E2Ey zSuoE*Ujy#ITPSGm%_KprS4dT?*5f)Hw-8&U-u;AAl=sqZ@ava0F7ceA*hQ;DU3rMy z)85Ynh%T)uF|gD|2Vsjfn)xK9x8OdS6F~f%DX!z1H!!U7HqgstH0zveukw~v$A=SD z)d#W$qwhdTHj7&@7Q1Zbki=UVQ{7nxY{3-^^ZZILMXuUxExQnKPul62D~V>$Xht|Q z6Cc%v=fkq1+Zwm=RJgZDL{HO|D6K)W=YTqRN&&flN+VSwTiyGGm~3X=iodQsTf{fV z3TkfPEct>QiQI`f92Y$cnOyU9tj-ldGC ziQf9CtS6G*hZm%-KHo`rnr^*${NCS`4ZWw47MUyhOYAP~F%wgH){+KS`DTI_cZmvrl3qn_wzJc>#ba51juVzT@yI?Cus%G&QM=9DdSx_4xDcfxT_17SUsdChf|C2OM;`mU1D*RNEwmdP<@t zi;cV4=ti0k{jN8?D6VHV>2s;=ZY#;9wtY_&QdKR|ICOKT>LSaTK)b^1>@=MP`N5sc zJz0A$l(g2qWm7m!DAquwl+%VPVvfC^QQFmUQ$ie>Cg9 zeUriOUI0UlQfqUhJCGox7)TL4<3ydXUzYY7ckwrpEtj_PS^ zk#{C6BzFLl_G+_(F`?MBT=mm{h?DCLhgOkmhmfx zy-R3n(Ty_We8a{9Ldnba{e@BRB%FcbFRaEX5 zA5gmNuk0%t!OhcqtbwxY22C&|S7Qj0my>~*<+i0>3+*M|ldP-r;^h(LVyZk9>+Awb zmN_!|;r`3Y9s!zLwobf0H1@^QNl&kmN}M6stBko0<5lA0UeWh7F!Ad4m|G#SfL`@% zKZT8;gGOGlTDb6-rC{G|2EaAX zd_%$Fdwg3|%c$L?^Fbw`Sh(w7Vs}c)HW`e1#{SI@ibXM7z&aj>FMdmecWq(Hb5s*_ zbBhZtt-gu%!(LZzbIn;GxfoOYz0a85WIcvQd1Om{Kx&JTRo(=dyEB@ulFgcUb+!W= zx5OTE9W)ua(E*K%rYy?(g)C?m4eO$s#^I<{4c9jqU)r_R}N8zaTRw7`iHqTMIAUQ%^xEY@@5OX6Cbz z*4>fpB ztvJlrwvzosuPJKpQoL$KenX?DtZU)f&l;vP|Ktt-yuc1NS8UWxp~h5H%~;O-0qC_hM zZeDpYHUi8DY|Ewj&Wc>oKAe4W1Kjv*`xxfs+KSQ<{0IE zFx*%=TE%|GT>!c{o7s9(crL^UXP53BLk<7&3ou*tuwT0K@q5?&;}58$Tjuq4&C~Sq zX#&Ytq_=)&g^Fl$=^HsYWEy2Hn2SC3(H3WOj{GS{7jFP9In6wDM%Rhbye=f+4+2_~ z-ASNg2nEm`mPym;?zvd9KS_%6y{EtH^)tuq$IJ7MDz@OVB4-nA+am7S2#Hjy8~7_6 z!axf~g`kTaL~TDYExL6*&Nk%4dt!j6u5q#Bt#xzFTuB}QuLZ>zwF@A=hE2CcAPYK< z#n35VeW@Al>)dfvaCevB?(Xi+fn=?!wQASir_Rg0`+>(f+TZ^6eLT%c zZ+-LyKc$YayZg}ZG}LiBRI>a9R-ka9mF*GJ&=jcI%Q8J!B}N}qVMJk;w94sCf9%{j zdmbV!Qy2FI3b|aKO-L*n%4qB`1e}vGBP5HW)wGtv8wfdqg7+Ft^q7bB^CacoL)-cLP;G^CTp{hGO<%>@Sn7E%{p{W-`O{ zyVsCWaoL5&k725}YQ8~ATQ>|kadJH_Wv()bR#D2?#mnPkH8cGSoZ!pSyKc`q!4=`p zb+-;D4Gy82F`;DlcXH#2d+WzEoHSx|Cb0HkPrBdgL8YhtzJHA|)yaQv6+w4STq5Yv z!9FzRqm>70gWgVqsy*(B_%>UC5o>Of?F$1IfdGg5!WsSu z^5fp}iF&J4XQCDn+o9RGS&6I??@4Xcc_F~D8kA88`#}2~2SblS4ffi(>p3bKr^E+p zySTnCDD12n70MS3y;J0aFy0Na1LLoTaCjEqQv~OWd5WJ_R9PG}3NLTEb?8z{3t!~U zm%;6XZ{ra|W48<}-Wm8o%dY-jTe;$(`XLgdS*chd=2GEQ%=kxCz;q~+EsZTEwzs9Q zFNcCvz`9hjYu`0NUs0Io{JEDE13xK-+;A+dWxqS)aF@#wI%T1VlcOOK#=OkB# z0Z|u!ToszT7RpO%_LzbRl$+`03&!BbpbcEODXE>bS!$I~P$^|pLFs1Sx+%0>vwMjO z3k&cQEDgV#IJ@KC#EywhiOv?9P^$?fX4n7^rYPrSbvALrF8GnR9Tb*OStZ*T%ebl!7Cx2d+z)kKON zn5@4UjR}#w7>X)PTL8?G%xRcW;&)9A4aoR*6a>6 zaGCLK$dtGciG{I@B~O{rp%yb=PxO2DgwEPtISiWxtF^xk1KOfi3+9PO$OT|R7|Dnk zV$4o_cy@`R7`!gLQxDTp)duIxzQOWn_F2O4wC73UL?*KD4ttE1Nbq!M^}JB<4Oo1N z`Ogy!RP?L^cIA2;YYSncrJ(}ych#BODtrE<-PUmU=1nn7u8rSR8bHP2feZOtk)!M6 zd#=^o>?*{6Lf&{}f=^Q$hESimBj~hq`6eje9rDYA`rt)ut_GHx%4B43LfwbTei^b& zt+=`GJ9m#}&~;4U78j0DC9WpRJUEIP2}5#hezIn#0lUj8kyc(9JSjW86zD8`uY|(< zve3r#rQl26@7i`laDf5^wBr5U(ZG2Dakgdwm&gc7aWT#>!WJzk#}E5pBP|E z!lPtx1}Jl9pdy+v81EHxEO!FSoeY1INgiRG;RZs9DNDZ0dIVnmwfU|hb$%4( zxX{!v0Sc_ZOi1MPnJ+*#AVdzbV}> z^2*Ng4?*`gs{2vW&fA#_ok=&t=9gN&HkSJdDTDQEIr-djN8|>a(_d?*JuAK=Kd+`{++G0jVhCa;yU@TiCibk>kLd3}D!|}P>F(>2l;IZo0qS)k$>krej_jA+D=%Enm4D{&o z_HAq(RdmM57y>v&0D0JneSq3OV%RXKA(0S%d|cyN^(-Rr#L7Xk=S{RSN^wLjq0iW& zlCa1CD_ta;0Q91mbO7EWVn8;2g1s$S2_K_8Cn27|mC(am0nR+5Nq=0F`aM3ufDznG zuRs7kM;Q1KzWm7{o`|hDf52b}-FQ7{4dAeGp0&tbWA;Dut~`H>j4RFEwhRCn&bv)( zltCF|JfY>`Ep2A=xq_wlgZ%hxl!y9YZUe~6Ukg2kewn7JffGXqTwtv16Y)%hxSQn< zF|%@`&E03M+q8V~`4dZ#GO z&qHKo;fK}DH_VF`Zl(+UzUHh}pX@Q_r-3ektYf|FeYI#tYPRIDha-&kx7URN`>;iY?pA8!4m@<-`5U3sC`Z^+2ac}6^;!fZBk)F zd*7_MCP-BA!wF=mZ>P5FM+E*Bjc$R{z`WH3pOpLY;`n(*`KXSITRa;Is$&V)>TKr{ z{`tBr*81p@p)_S33I*?gp4h9OOH&C;=>6*F`Zv-h488cdGckZ;@LzS5GED~9Gi^i> zCT+=SS_WSI+*vdHqc5;fYWgpJF7=>jl_Cw&=Bg6g$2E(C7KQ6c*H}N(@%3`!cAqSp znQ>{d6xko4jgZEhi;by-g?S(u7k=3p_gsVFINS@_&I<5cYSC!ANGVfzGtC8VV?Cn_cj^bSksgS;Bnwur-x4`aWvtYYXSIKNxC+K$9dbU6}Z!>Ss-IE90_LnT=eqlqxW zm7>hZIB8kw`A9;H#?XH2%<{50mRL5z{v&IZnyA;gF@^pLn(;>eO=H)%d`9~(KbJdq zX*^QW?zX=Z<{Oeryv2*3JHiZJSzI8|jE^I&SDiBU)gF4@iJ9~Ji=V5+F?k;R;^%tP z!mV>1C^Pl}1x(N5o|}&w6(h15RayHYbHooFwn}Igg09Z9l_Ls-$h)G_d`UP)o*OP% z`9z?FrKs-0#0Oklb{ULC+Ffl8nwYZIWUYm&j06IT1GPs&V#%ab2BkP@%k}(JSNxc? zGO>kaniYU6+aYBg5j=2^L6Y#(grR<{9iZwxZ{z*XnA?oD^+@&AO5Qu-fQ39(uEjb_ zn{k#%p*#VcxWa%(g@GksxWSG=pqr$Ijzmf?bD}$~+Y*w#M6@d+#|MF$2hoow`Z=%|I-J zC9C7_*@oTQ@F8{N1D)jz(B!~O(^G&?DWw$fG@S;};yO#iG1-3eFd<&2L_%xeJ)1h8 z#hPSgl~EWim80%A+ZK0;#}s|1)oJ}1`yxW(GI@mY>qidLy1Xx?aGT^>QpJ~* zQ4W2+2}NYI;=p{e)0v}4*d~reg-F#%! z$W3*1Ox5bqhb_|*QI=X4W`V6KJn8r@#xRYb%8l=Ff*~8;HX#Q|{PO%=%9Wq{N2$QD zhj}AZLXlFp9hNSgElu*{9x&~&*_`l@(a{f0_^Cm|)gpFbSi%=p)@)bi-P?Vd7L{o0 zGp$2{ExV!%@^?xS!^H02~4^Z{I%oSK^ahi8A!j)GPBv5Gub=XyuAI#Cb7@`eJPZQJ-^a;<5q>8U% zfUu7kQKDG%!)OO*Opv;M#Ov_pijy3FCr>+a!Y#F5p8_JwWBX2Lb|H38pzHPoIYEDG zpL1)WCy%)Ey?b2uG}~Uig+>o5Y3t)6hc&u=<>MiEP_=It_Of^YQV7}Nro~6xjFfO5 zN2jh6H#1-5U5IUk6mQy5#V$J(f=hy6V%;m#MlklZpBgwmDa#`zBAc;?rUK zc$-VN0$>O44NSYBJMjG%wcsY`>PKPsyEQXbd6Y{TzI!2|N5-5;p^=}RflRcMu$dep z44gN+{0Qx{x4XkUPa0lGAsodOm7)3xWvi>?m{gIaQ?sI>o^Tzz{)4Byx3It` zZV8?H;y8#>MBqG2ul1>Z?s*gx*K$g!u0~cT`x;hYW|~YDHM^`>)xZVH@oY;qQ>vRU zB;(MRD1)DpK3VP()u^22q&BT@!R}v#3!HMPFParcUJ}k^gtVF_jSMC`ng^Ag)i)D* zpW`CB@^W!HR>9^<@`Iz|C)#~BzHmWupJ&moJTa}gUCCjs5%0j;gh*m?FZuC7a3l2x zmoi-rogKghO0JO*Benf(A9?SmPglT4^dyG)@+EFp*d$6znqRXW3o^&`N* z-}bVH<5_^5$FnGum+H@hD~GEcXSi{@$?SOQP!noZVvLuSg)JN7d+3i!Aw3TSo!3vc zb?8nwZbYV+rZzWqv1%J}=YG(Gl4cU6hu)DEZ za(YiFt{RLdwDH_03teU(VMVzz+0RacKrQH)TQXG$`0XXUpTzZ%FXw^*!y;k z#7NfL!lShI)Rx&6m0`Z-RPVjtp>O{@5h)tR7*q#D6*8N@@ow&0_FX@-J?;62knpZ# z_23-Q1Lp$>EvpCqM6((fL(4>7k?o%HV=|7LneBC}`@B*+fK?Xr0>_eMiVL z&SXf3r`$A9Mca4Vr3-^wPt&Y~1Gr$avnByUV`JXX+t|l~s%*bDN_8W)j{?d!tbr=U zvsO+RJ-3bOND8G9$DoYu?3~Z(TsUuZw&zM2m0A}pGM6o&FE+VT9-wZ&4H}*`_ZXe# zc3$e(jZL2z81QZd@P{&C{m!_%WW#)M7HJ?6@q&#gK5o95q^B&HU_zD9_*FR}Go5MV zIEpVLv|$NGecCK!R66F2dwACjB&xx<9omECRIY;o}0pu&JsEXgObK4S9l zz!>gb=O!}H-FxO{Y~iK()5{scSO=I@OiSr)s%*l3dj``W4ghRac|XPpj)LJ99L0tY zg(?U2nU)gZQEXmQ8fp!8mUO%$qNV$j=r4M%>!BgL2B8cd=A^Z+216yTQtNfm^fzBNYrfz{BdaL#@$Oy{N097$4L$B6TF< zT;o*dd4$9$xtJmnWENV8EOR@1+fxU%Oi~ciF^f%u5o+3_EBVy>Ad;Te*Q(^cS$*zU zZxWCyY;DeW>()$mlAIH45<Vci?!;D zo-6dK=f-W8d>lo_MAVhf$!_jJlA0JtJ}kL3cS z)|xouq^w}W$V$vMY!oJ<+I~JJX|RYdf5T8DtVNj{KHRaGSVNDnIsV|WhCa&drf#pu z9;TUde8;d(Ay#LVwK-HVyH&964VHANKP6O02rhoobcG)vb(uAlnU&Ij5uM&>q`n>X5_bRQCR}d35HNe4Nk$7enm5=J@;wQYO5U*!F!_ zB%cO2ewsbpCDl}1gbpqvaae|6`V2Ki;Sd!4tZJvhO2sg zrHI3goJ~|hgc#xgJSNP`|-k++2KP>9bef#KcO~_PNlT@>95<6x<}1dsuQWL z^K|8dUbK`Lqez0P3J`vHf+wKp2Q#`qK{TJs4gL1wO%M)2VK zyW*}+&GEg4JnrP@^?qyan)dnXcAWV0LiD2J%S>PU<>MJg^bHUvaq4nj@?+e|8-nw& zo0O*L_7AR#nl*Myfamtz=zGS+=11`wCeLE#9d|qS!fD1H%1ToE{*kLc(VUe_rW{;I zn@@n5>D)t=F%a>K)%!l2&h8OfiozAWUJ4%*e?+tHNb1B0HD&+)r>P(m@Q~Z6Git^>49F zWRh3On3-ZaXrWp{-yfecXCaR3#6^WLIiN~O{-}P86n!<|NU;)}WNti06p1UTx!71& zt$NG^l^BP0X0{O8gyt=+wy6)j>0a-H^S}(1q`qr7erlB>dP`qIKFXZM8*1H+e5!S2 zjo{!`+oJH!dinE$#acTU57l0Iank7L5Hl15RJUV=Duc-wDyO+Q(gdkhxOf$s?I^s@ zp#q#}C0Fmp!waSmS$8*>i$5)7E(2kxRrM!Vx0@k}H+s?28rFxxZ%|ohj_}Pmc@T8< zu4iY&&*~jL*`{ZOu7w3=Eiyn)q**b}<{gzO4wndO4FF+8kbW1G$Sf9@><&y67h}rb z4rejf*ZG2c-VEyK&3&dKRFxLAFN=^QlHUuXaLy$u43zC_=iR1Sa9G`+Ojl2Cj3F7odvG3UCIlOrEW_>&tPS;p%%z^`0JEull1e7j3HTMj7# z|YsmMzeziH5B3-7l@d>P;w5l~%S}>!rR>WWpxX5ef zN{Ovg9R5IKIYa^L9NBEo%q;1&)w@p!IoiF=Ml-`xW!EDzRmpmR04j|rShR9p($+7j zN(c)ICncb8x9kC!+pSbqBS&xV;ECeI{_^D%O69=X!m5)|WDQ@d@zpGFRSQ1xnlKj^ zsBYRp)LklB-vMjq2;0hbsqWhtD2C(wELi37w4eT+;Kx7bu_o23pIvHgf-OU)E^Kj| zTukKZEr9bl>;OA%L$M&F$U?tuP6yIu&HDmxjGJao1#D;y%9yWaytCdM+E%$#B}E9! z^RQu&Jt5vC_G?rI+%rv1Fh}q;kOohp>T?W0ITidIe?VG)ufv5?;1aqGnw?(~dF_wp z1P8;&DdtejT}J6hTVPMmWMQ&$EA;ZK?n8tRx(&;D^@ODCHKk!zQ0NA-t~L*1%21o* zF@^N#AeoYvd97rhA{Md8fxP2VS&~TorkGoq8YFu8(<cY?WBSb_~M2-!3g1 zC(}9%5<%)q3**|)o1qmcmT3&iKK+=Jc@UR2rk(Pr=qkYeSioz%htspb0emc!-%SqkVrhP|>v|NPh@mf`lO z0V%pHgLXUlm}hR3x{m6ZF{D(K3etd4vlau(JbU$$a@J>nZ%S#UM<)#qHEcBxc3ZO& zl_WNb#n2HC!J}Q~9bn07e=O^I^S3*~PXz`dx>(iJ+#KqaXwum{&KGkT2WXdJG3Nol z^xUWn@h-||#WvJ5zx#Li#oEp+xk*sb!H+`mHI0~k^(|t#2c4%z-cS}ZH?ho~Bl!fS zhRopYvsGmiME#K=&<30>6hH4)SZS5xPzpxW!0E@_INb)W-~XZKP7Sk6^xt@&!HVUx zP{LbjBnfrQ84_{bIk_I^5Rb_^EP5*XdZf3f@1*T0~fLcrz^J)4f>9i2YZtx zE=!wN%jW0R@x@{Iy%rr9mH~98#idHi^%rws!!T|Eq9gapT`d`^S_%+V4^Ikkb?G2) z?Rt)Aco6yXU7F&~yQQW1<=4`|*SMH9DpZr|*Gq%NN|gv7j6=GFT)&HgbdTAFTf*n5 zE;vba7s#_&bWo1%$n+vrFW}V0GbddYQ&P9M4a0 zZjPvxp2ZALw;b1BBs2cjbEBpUw;F^_Z`3*+z8k8W4w>$GE3cE?)TDu^+yyv3W9Ma{f(q5LWZ-!xRr4WQ>b)<+|4i+@avHs+N`!LNh!B z8JI*CuGi-_5-1x+_BAE7b*u86>rOXGurGSKNKMstAsO!p4<}=>faeu6Caq}~g_O7MF|Kc@`>n(QDhE^KCcB z$;pBB3aW(5>^xt}Vl97aMajDrXJO0>w#S<=jehdNLwndF;Tg&ry7D@;_v7L_Xvbv% zxmD)qn$~L0HixkLmI92ore@5fKHhr^=0WX>L~Lf%dmF4PPOF9zxM8?~zZbg_X6398#v2(6DR;&Bg@H3j$sPf^QY2Po1- z>OSyZ3`KoX-!80Zv%A7cXu?BAM>M*S##o-s_sLH}sWIf~u@>Xsl~>G41={aQjfc-x1iLiX zO)<0jbIFLxm%gIvUiqWQptS2hNW$De3oi!+P1@Yx8PpV?qBp~%G_{3D23@c>at|{Y zY`y1hFI9RzguYmIfgF0qKMBlu7IyM-ZqHD`0R!!F@p=NU0q9`;uM#i)FNXID_E_oY z=>8$>{sMWgQ+h`Bzf50g-s_Zwj*ju4&%PqP*XdvB?W-C3I{VM*Ew8+ijH1|otMStR za!vnJe*6EV@&0=Ce?9EKU#|SG$NYB;_kWAVOaEKP{R_tZHTmC^lXPD(?jMrw zKQ!K7iDbFIXuR})>|y@DV%)d3?ps^;t*!gk)_rU1zO{AV+PZIT-M6;xTU+<7t^3y2 zeQWE!wRPXxx^HdWx3=zETlcN4`_|TdYwNzXb>G^$Z*ASTw(eV7_pPn_|3h1sp8iiY z_iq~SFBJF+4F9I_{^EhJ)4yrFzo6jj^sgZJuiofC?b!cGrR0yw?!#+kH%*&*Y!Ub`mE8^ff2r((|E}zU4boeY0HHs; zRCb~8*pef;FmNz1$l>^JgY|wKiScEABtY5*Odxzfm;vykvQnba2H_|4h^K->0-)yl z;^8^Cg~6&$022xT0cJ^p<9$Vpb0XY8^aEhkqE&qwfbNPn{TT%N0TKc9DHF^qg#S6< ze*Xd!0qOCc4hF6#-A#K(n`92xir>QiSkqX7 z0PET4FhHQ8K4o-e?-;mRfY|*Ju^y{64Z;WVBJwA$H*hu~LQoM7$j2L?Ac9)(8<+*6 z8F0X4_6#FKz9$_g{4n?xA#y;(06Tt!7mb%k1pug3=Mhoo4~-WJR6WWHXT`@#__xLj zQN!cPw_Vmtu)^U-AVChm?)uzhLl88A>U#zEME2ll+qSiLw}*E34~-Y(MdQ^6q=z(t z0Pq(R0VwwqoO#iBTfe+$ytgkJ?_mJo#uJIS_O2Er_yZ=)$CJ`FM4%_!0SJB>Y9NFM z;gu@{6Nuy!z{i$2b}NSs&zvL1m}lSCXGZ+@o|ebUFp#OT=RD3j4IqemdP&w@l_($JWGR?NI>D|nvSXMySi z6@ceLnTYQ&cs6E%K@ohB@bFrau4*FbvaM*_`8y)hdzNWHbc~-;OeC3b)?HXMkj5AQ zU_$*teIeezJIDs)ilGZA2})mv0&D$;#tXbar!u0-lS2yl13Q{P)d%&Wh4)3{t%U2S ze{!ExjkfZ9(RdwN6eW81UNm0Dh>swIE9rgKFb{K*!^*772g-RiU?J~e$s-`BRe4@3 zySmtqo};qa5KX;diCste-!CfZ-P9*g78Jj&v3HkFHhr(vNHd?a!f@G$(PwF#07%5B zKXG{JFPa*Vv7*K&`1jlFlv(B}W~2YE>_(J6zi7N%TaT@9hw1%8W4p}>r=;VX=r5IB z;hf{HBei!k!f4@88}(e6djG8Kjz%6Gh0__pr@mBngT30Pj>XVc4qqy}xMBWoE{24w z)9pjU7CqgP^#c>EZhusE0kzcWzVetJYhjSxmihPca=N*BizyLee6zdE`BmAy{%2)( z<}80Acc3TJfVJOUBs*R?f}mk`krjjGbbTR5VzSgJDKfRc;J8JKr-c9+J)_4lm|xcV zx}QJw^Fc~J0A3CS-XZSQ#F;p~wi=$i+IxD3eq?Fm7tRrL+rHtHqu-smawFCKnO z6-bgsPl&N*<$0-ks*~@f92iCqc>~FNxMX^vsHl2eb)*W86^Y6;@kohDQoFqi!|~mx zMf0kgXhPr7a#9FqU#DDjw$q-y%Zj~*0`D%;`|4jFE#Gr=LRVu2WAznHZt>DoS|dW* zda2gzx^YYArLx=1{;RUv@>1Eog>@qD+71+-N;yjSp8Yd>oj$^Gvs7IzN|_tM<6aW= z`$ex7tLt8lU!~1gxCCI+Smn3`$UfKaF|H=22M${n zZBKGcg{ob=pKbjw&nr5Fz@f-yAx9vGuA%E#&NV5@i-_wn?ZtqSg$s3vSwA8xe~+gg zllB*DA3ooQf=Rv`;-(wjEJR_{7sFGpf;z)WH-p|&SN`VA$dS@#&RR&ej#zf-rXx1W zZ(pG6kRGX?`cm0NTxYjcG_#k=?mG_!b#XKlD{2c6ah0lxa;QlbYp&b7 z=8FA_m4hoV)56rn;?$Hi9OU>}Zb*ova|!iue?U`kiN@>MnA_AgUq^M>O2WIBa9LhF z*CQw`G(%0~yBCYMWg-GRPpKJDhsjmC($`50xOR%w+|T+LCM2G3DIBuoS)<{$r%ljqE|soE?=RK;m( zbRh*KaG|Trqs~TGu6gU{wB0^FDcL+R%}%dxlY=wu@UgT{VHlE|1@e1VTsZ9gj*9=; z_Qc#^@=o*(YTEsYs-O&;*!OVtwtm^=q!=TD&OMKl;j`SvL{R13D$Fa}cupS22|K3z zE*F-u;>KW0R?m%O<71Iw>$@A7>{h~1{3#RLE`i1K)fg6kN zQ8Zllt3YO&6oYGc3*n1HqL7@hwokcHwK+@85`p@Cv}6;zaXS179qO?l1^Cmul|1Yq zn~vfGO)l!V0T&cLhcY-@2Z86!W??2YtYAz!0)K_FCEX{_Jlqia-CWvO9^iN;R&^ z9$ljb{1Nk4W%p~~%Hyxf?s6ug1%%`R{ zLs60a;A{fBSd=IqI6PP&vW@szB(Qspk?C4@x~u1>kBpGq!KG%!fDg5R_aLVIQZzyb zaDd#{*1_(kv#VsL)0G(Yj$Q1=CAGm_$?&NVj|K4!GHMUCp|9pHfIt{6hc|mpQy%^D zOJx^SV_Jk3S$eS(cAw#c?l_Lg0?AQMgl$mc{?x5m*Phv}ip^|TZV~DrjX2yDw#gfgDn#ZU^_O~;I4W$ z?W-kWmOVbKIp=Y3dSdbM3vkFr#$PMDtBH@3?@gXhe&+0-aS_e!A)axTRth+UV|?T% z#$lbZnCIpz%gtX?7zF2^z6Pt19VZGw%~8S~@rLt=sPFwj>+12SO@ZC4>uszeNsFPG=h6{&$sq8Mnug*5*yi|6v zJ`^|&XTMZ-N0NS3cKxN}4?p4ms_d$e-GuET-@a6Khc{?LyDHA~TD-i=i;~#_CN*76 zoY}DlbXplxJE`@iQigRxJLhUBZ3jxK*-Xj^*R0KGUGzzWQ!e`Ul;|v#a5m?tq(4NJ z_?KARUs$`@Ja=HXQBdVj!10G)bl>~qjC&^rfq#fm3gm&~_eReUu7`6d8CGH-R8&m( zZlFx{QrSHlDdt4S)>A>wd#UW&G8uq?TWGNvzE*a><2PP#TZX~OHUFyYVt;(C>>hP~ z&Pq%yM6Grdo>O~26Xi!p-KJ(@CqUH6*5&xEC~qggQqax=h|ChrY9FL<9{DAv6xbrt zXZcOnP>(h30Vlg%Dd#4=xk2Slx$k#ncL^jI$yV#6E;dg&f$(xVZ7R!IffVJ_1Y8X3 z`Euo1Vi$vwm)c^Ai$F&qyysnrSpbl+#Ikmx{~&XAxn!ewn!-hH3f)U(S7`u}0=sW# z!X&(nfXVI9rrf(w!*eD=AnY;{M(C6|Kht$|EeSRP=&>D?e<2p#h4~$S%|Q$mt404( zqY>=lI}a&hiNXx+a)`rAJGP*tEVxlK-6iS1TY;xbZ=`EhG}s7p1LWNC_X`N`YMui< z+{7|@A5fi49xPy4M~`48g-d4V*&Sufskb)7sEc)_k>1_#eLWggZ=nBSwFvW4*^PB1 z>vH~G*~R;K>}vH|**&bpdd?;t!zS;0px`{L`0@>w8{hHsD(_2;UMpyVHHmFW*^LJJ z!aE!6hMG+_Ov!K5mMGI%x}OTu64^##UHGe&y{kGnQZhdE_mS14HEe^?)}LFNLop+A zxkI6Y^X3)7Rb-mJKEqW~vIG}vimOG$G@pq2fHkchGf!xvw@i_TX)bf!kFS&J?gGU0 zwNK??KAS?F$sTT?!_L;HLSqTTf^YKN#AzN#)o3%p!%7kmBcvhOnJnW<-uFiIo$*IO zTFg#3N=?9i=b_-w{K>Iq3_kk>3!@7BTSx{wyRnBHWc<0(A*SRM7w0EMYQy=b`AFR9 zeH_gJv6C(?%jTv>7!;C$as|B-=M3I@BAzZbGhO3>vy?`LtvXssQr{}>$G+c{UH5fS zC{ug0y#T&C{O!d=)*)mL7( zt>F5nCP$%iSqiJl^kf?(dVOySxn-<7reu zs-En&!uLLWc@$t6M$DP~Qo(w+oFqMr+O*zx3Z2`YKD}CxOu}W9MPGWnh>l^_NqCwt z&>V$V0~YtO$QLV89#Oz&_bLT1_KMeIHVruh!M@ctF+1G|e%RjD$Kc;qTdW&~ubf<; zT}`pAcl+7;oH(iW&)Ekkpa>0SpUrn zao@Or*#_w~brf{E`;Kdx3AB!5!|pbzj{_>mpO*KqEVfu!ht6k_qvL|wspT<;!BL)I zlC0wkjK4xzv&Naj3fwZaq=E=sN8nFuDn_I$W6IsMJB7&6%$l~`I%O1JIc3i}FostN zIt-2?*);4YW!R2qhwtbQ;{}jppU|WJtc>E9IPL4~-$@}=AsS9{(Q^3baZ0B73qTHR`@6CfM^C?-Pr-8QL z7&dStzAfreNT`=NLH#UnfpU|ZYcCNxHpsTZ_tScML7cMwl_q-Ig~;Vm5#8Tm0rf@W)Z9E{; zHAu$luSuBiMKrCO+WBou>HV2sU*+ZDKK8ui(ARYKzA~@4M?bUCn+bcVYOAFS=8c_U z(VIavo}`HQ`-d#c@sO1zXIQl`=+vO+^0cfU<4wMkVkfwfCil|l)iNF(WbBMvVl&bg=SxE|?Nh~HQ%oi(bd7p8$cSZ{A zp70dYZ#B_G6Ven0B?xt(#B zJJsZ>{O~?>l`ZbZf!@lfG_ew&IX>HXuT}i>P3IXo*_I^d5s>R(S>+xb;`Ac|OB7U; zbHbK$;*q{F>+Zr*TzUOowfLlS0YMU#j6m8TA8%(+a(GkUG;MvTVVHiTbsl9J7pRPmYHiGgHO3c%#ri&%TVRCZGdZDFx%3m1WcjS9^P8`{b5H?u+alWk&75# zT{)yrap4(7i)`3?3WlK^^aNnPRs{1MQQ_D1-J)cbybI~`qf>#itEl_xX5d89oOzg7 zBj!lv6UeV4=s?$@6$Bw@ez3-bIx%*aOQw0`PJP5hjPHixBsq2`*gh)gy`l%(?z`QKh)dB8O za{r~W8(txO^HSN}d9CbLCb9mi?3&&=*5I;|CR7G+0DA^YEc(>A>W*8BRsEPiV^dDJ zMVuyTS;a9@U4=Ali%rX9s7pwLjQ$v)f_EL~-}V77wr32=#sW;Nd(Km|rlwC#;m~5J zmN0g8Vf#dvn3;*4z>wZW3}}wpE{$XVMyc8?3+7vGky2Cq9fMN@1V;whVPe@}K<|Ww zC+2l1@f>RbR~3zqQ7Sn>zmILT0n0$1nH94_SF^0w#d|>*zC{y_{FHCYhS!wphpvaH ztXz`3EFAL}YgC-CmEDT|`<;V!x{7Xr*UB!$OJ&ziDK}%#4?a?PPN{Q8n4J0Cv56}l zeELJ?h-M=^8;=OO^N}|xQhVC_`h~idLRAm(BVlT-LM6(6hkAWdt_hKjZRbSLc>l1J z)|w7NTuQbMS+b#u3)dihhpm`L=Z`mpzbdpOyUITPIt?Nk}uOzMeW`eRjvdsH>=BQX7ZUKw~L(Lo}eyo6THL4 zMTGVC18A@^TW{!B`bT9~h=_4BAc(@|NULC{Ge4an1;}I4G!6Qi1hH|rPti!w=gpqG^Z&D&A8ev8-2E^8I@OJ&!( z9xq2v^0l(NcT^3-X8BUtwPiqC{?vju!7Ay3FCm0c&eepgZ_C{ z)SsP74>00QKRVgkRs)OUqYb6$(9LS}cXhPwp z>@yB*AYsz$OeytLkBIbt%G;ktWo4D9VU^-*T+kJi)x%S=aa&T^ynphTquyQ(*CPF} zHvLlBZQeMC*?y_)&O`NoFG`RwGK$Eh8&oM7%v-@51B<#v;Ap51mESr>^9+@18FH zwTry~*I8J%th#(i-GvGD>?NNjZ57%e!Ly~~+9XM9{H|1E=Y7{xKM2ohX?-aj6<5bq zJfvG{7%)427?I` zuDr|8DC@m)6JOfBb((W#eqrRDDotKRzxLJ%+M4zGJB#lL#{Rf0$zPTW4Y^`uYG+Ph zZOe!tUerw|~r)ls9xG zACE&xlezD&Btmj}M=E31++Tdyp~4A7cxt<|)JlJz61RGK_Tqtg@bng3zx{^EMCQ~JNgd4IvZ*C`7fJR;2oT`}fLzQw zx$OL3E13xdIUs_VDCDxmWecGGhn>vIQ&7vOdW^EDMwQ6w$l>iFe4VXlUWwlM)Bs@O zA>M6B1Rp-wf=nSl^+2sPK=#}ajF8_xuPJx5W~eku;)ZkuVy4S_m6VbJM1c@6oFS+> z(_wr8@ZCK5*aAF?;rtPIFVG4MrV~Je3F-)VO`hKsR2QMdLgnH8vl6et_|B8xf%;r$q3!0aZsx zwQ3cS*Mhe@j$pdw5bm;Suy&-vgnzF^@kVo0;)IAqi+OjhsM*vX-W?Pkk=>eMmj=( zn}^5iemGh_Bc^`FleClNpQx;p@-;sc5T7(2mPHB*b^rj#C<&p1#6)}nAq4nhm?gxnMgo$&nNAV+5+xF%EO5`Pw(IUd#q0P=*5AUHWz2{3NdUG-|^0jdEN_tm+9 z?|rTs^gbtkrm|1VdcX&HO1m|_b8&ex6j@15eC~r5B;o>oK3l)s3+*yn1_)0BnD7ix zYab>-kogYJ7rAwvFX~sp+!RckQf9|TR{&5ZF^4~%d?@D44*&-1j;IO zPcVc}?nMsrd~&l`+2Vdf=hu#!Yp0ec>8=e`b!*OItC0Af}bV5 z2N~=N!417#0QiFv9RW=MpWf*SKyxEPD`+@i$~AH%Rm7!m8aD4Uwl*WR=AKO0`7&$D zHpF?C_KE!Ur_P(~r>bY}H7h3o9I!+T{*IDmYft;_LysJ&hL#<nrAdo(!;j8016oU7{^<{CQGCR#YUdsz+97*V#$UcWA_r{jb~4uB zoohy^n39Zwllgzxd#m6$wlvXN7Fd#HF*7qWGfNgTvt%(dGc&Wr%*^w2hP@L_{Ta? z6D_J~Nc3OZ^>N1xCGj@38NNRyH~C3HkW-gHLJ(h4^#o>>u*}ZdY3xZg#&jq9z^bih zD-VuS0z0T?=|Lb=GXug7&TEp{!)vKHr2nd0`=+uS3O5;2l=RKB*$q$Dqoq4k#Kn0R zr8RZhJ=Fr9xlg4}`Z}cL@u8@6>Frn;8ChSq$IiLDl9c4+s=&rv?@Z#!npD!p__Q)# zNj(^@V2>_qE|=B`bLkK-qIHBSF0hd}YSbM>W+??|3L@4}KKF=%CErRCcCwDTqJ4Nw z46m9~8(Ak4`irWLq2V*hPsz(1RhGVi#@diRPRNBy`{_g?Y>#h;AKjpH72dEk^=7m`wKaX$<-uRi5y zoj$kq>-5PpGbf5sg%j5~;c~>7Vy-p_HFU7l>nk>x#HoR04>ETss9DH0m!LJTn5LT) zg)^MdMq(3}Q9ps%Z>&Cv-KRD8E3GDznyAxt`MFW^$IteS5KbtCm@u{w{4g&s^zd*P zxY+13mgLY+d)?;Cm~9nKp}4M;G)%|Ce!esrxG+&ye`Hb>pV(?Rj zJtgiQ-~i^u46DC*o+mgckKPbP#h)Rh*A^RW-+XPiOWVf&FVZ9T+ipt_Z|awhSz2LbJ{?ny1PF$L`{8U zKdIko$6Ul?k$f9S7Nd()9bn_o3(FjH>DmEsAD-*&iB8~n-<)I6u0j#`2^+n!~}RqtYQMcp!LU|A({%vw%{`boD=c@Q#;)9 z`M>lW$4i1cQgLdm?udG(qYL6G^*OkM-lPcZ`fTWJ^Pq_>CPj_k&5CF_jEyAo~1P>@-v+;}otKYQb&UbS>VW8bLIRaxat;-(Y=e z2#pzQc51vhhJ_7|ykv0A$6odjKD#1ETsI)U(T&4us;O9zQ=KC9>T3+$@cp|jSDE#9 z>J|?h)_ikhMUouo6*h=|s#}kNYVqh77qQ0yJbf7VxB?8R%WI_Yxmpb#-iF$hl72>9 zunOG+s70AG50d+5L+zN!rdXe~E-F{BjDTTgDchiAo5Ou=+k=-A_ zG=n=6H@&p0eUJRUbN1xNmQ)i_62V4?xwNr7Y3gKGInXs6XKko{DPP+6?4lF!7|7<8yD7b=I|SS>4p+eMdtl}9Im>c~@#Uw1U^<<+ zm{!7^^e9=AePij#kgz%)WF!u4O7bX@J};1k<+ulWG8XZ*D!q^a6r~4X^UB zMph#e=QTxNoQS$FKx}G+E}Y_T-{+6@bD&#bStPocLf3vMZ~(w=g-B&Vp;E6Uoz~SR zcv}>4lOc<*|Aac6;MSi+u~;EE$qTE4=s2HpZnU{p>-{eF7}jzkQ3zC9u)9yyKoVi3 z=j7|$l%&D%a)I{;%k3E?(L0)RxhTA&BAPHV zuaKqG!g8hFc{6LwSPM7&Mx2oua?clgmCGUfjY4dN-M3<77+x9@-l(A7{;_$d1fnHv zQY0s_ruKD#^0r;e3p0j9A;m;bFbKV-Df2C#^{x4|j?#F2Vl+?fO1)dvMCYC5GWa(^ z9`gA1m^I92n`7ar(92g283J`3y8^Kekm~pkRi|QxE#)RO_4(SyaQj3C*|bGPcCJAB zOCXI^lQU+fD7RRy)()+S!IO70wNJRMBlw_}ftS`mjZ!*|Zqcc%vak#}RHW9t83ESf3|6c@cLdV!FH7R!|)~YBq4m9{_xInaU2~e z9+$`+u{Qr;xy!uK9Tk(W@(va z`raialM=&Y%=XUlQdh@cZ`2)5>?bWFKf1`-@Q|8``? zD%J;Oq_)6or@1cG)>upM%HpA{vT}wl>9dL&GLBI**>oR8@y#$d9t7Hk!h>_EPW!zO1o{88gAvHDj z-jNB$yEhi-ps&%&SQBuJk*2<_c~^JsAUjLv8Vgh00zmL#mObH!QCIkR zoJlAM8X1ebKD}+-6P9C~vt;8L8g8rj+%KTFAg_WUmn=6w?MVo}Xb!C9%v#|E9jKQ# zL>tO#FDsaha}40P)~>Q9^ww&1+E#UqhIPs3nP|wovs{LlmGAO{u?fqrLS7Ccuck5KrwaFW&L0y*uR>Z~Eb@g|F01oXIiRly&sgi?fdF2Jk4 ztbysxjGf-DRd^{;P{^v+~79DK#o#isHFQ$YE&K#}A*6tdjfv_bnv@t3l z7-0496MP5iS50rChOV92Qr1bgWxJPH239`+*OKG?9*;EDPWB~Mea z5YN47)}jzjGWEe>&p>oq&7%wCvonK&3(MkjPk0yoc{uKkiG6{P-?WYB95Vx9r= zWUD3}*MG2F{l-NXdfz5NhnY1%jMdxK&MM<>G5u^KXbA-QnRVb ze2XQLd{j!$0~te}r&bY!{^4W4cD8gIj{xixT2aX}kP~_A4kH-QDyey>gWb0FJ}_tr zHxFK+}H7(x6iM&o$lgEN=N17GB49;eX!$L45%aaMIX zWsWgTJ5Sn;CGm(1YwwQK4u@;x zn_tr5S1dK62E=L*mlSV0mt_;?6wCL_E)tGeeQxOJwyO(za1v&j%d&IF@ipYji>_2? zDYTz{VLFBOD(9~mx)c_0SM^7xIqVg&eQaMrF9oYbU{b&kVS2-HzfpP1ZTW?F@KBBN zIw_EOL$?ch;>J~NX|r16*gKyM9AFS)ii~)Eq7Z+VwG)LPdhS^Sg06+7Biv!$uc;f( z7OjYiw;}RX7q%QBBhW-W_ej#)4u1U9oV2LOj9o!17p!tCu#_TOWu_7p2ZIaizT8%dEU9Qos>~OAy738W@eJBuEKY1Zho7V~Y`(lBS6I zo-8W?d@sxHg$6?{f(RyD0z<-t>YrGvjw!qSc&ewnI)Oa1$MI8=71qi>;b zU}HqVY8$h@G}+BQKs(h(dQ3vQ8Dp`poxI_(#pzTu$F!j>6ZnB5DgvFsV*OM$nuG(U zqS${Cng)mkt@TW3YJb`~g-!BiJL1n)FSV6+ zEp`^RB_BiZuEZ=Nz-bPx^{uY4h_n8PiX@-kdqbE)swk{j~_e~BRTRBx=kdy%ok?j&>~CbD2* zZ8I9CWzjpzEijdx7F7+8nn`fVfZ67c5Y+T#y}Qbm+wq~NR#6ZGrv_rl0B+~lBZcty z;3^NwLegHpNeruceHxe}bCt;SX9TTECq>nZo1)izib z;@Wc5m$70DwC{Bg(kxjurJ2R9d!b?}?#7Uh7~EBQ|LIGEkgpJ2n3fGQ-A6F+HQ5B_ z_G(^u1j<+CGV}c_tSo2>D%KR?#HEoMy3}1Lo1+oC(ldt2VI4j(2->~=z>eBlDQByE zWgI0#anvsNR{l`zdu3Mh{PkB`C|gwY_H$w1B?Ox0ZOKyC#YmjNv{KRKP%mjRjd+&E zj2!8)xNF6|7PrAWnM>9MrJ~@f>TrF)w&ZQ(JB0?)eZutm2l>S~=i#qurgP2};H8hb zEA$?g;N;a@%L$1h=ya`5J*gSF=QT4us|0Ht(t{GF9mVyION_bpBZfS{B}f6X%A{4T z^7;FrTRzYh&qt{tvIZt4I4;H1!WB;Kz%<`YAxf@$pBMd9(N>k3MX44^Ma@KtoE=#> z#4VztD3I+!Q$t#^(0tuKkB1B@yDo&HW3$H3?CZu#s9TS^Oew@)I*i8soD?`;5~o^z zJslmar9rM-wm1{VIT7kzWXx}EnemR^KIgHaZL7BoH-es<%{e;BbmYA;!ofaUSlcE1 zQ6g_TWw-QnXspeLVy6{W((Z_Bsb+Kp!n<3iip*VXGa3BGiq}4P!k2TQqi~%HEs|6x zUQn9suhweEKf+VPSrMfv(OeoML&!PjDD~r!OMaTwoM4vEkZA7dwzv zo4Q8Ar~Xr-2x*6>7{6P!PuTfE@V%lzfNe;;gC0#_L#n+aICEb2U$-^H+kM+K?=U5X zBAwh`K`lin*(QV4dA|6^IdfXJm?njpS}hLFf`!UB(2k_r<_*Gc+u7}%l}6}mlR5`v zsViq=8(nwJh>OY&SuWg)bC)erViemtF)2RU=z$7X_D_sqlzRIBV1v5d7Z*Hn-fo$zFeuTCkpA2w-rJ$9aS~h zhtfO#ZhD@=-LkKG!CH!&{`Gur)UZRe*Cg1Aqu@(9?FOHYk6eLsaw4ByS`$R5u zb>C2g!pzLF3Jx`=BBRGQfJu8sD>~8w%uYh?)u`AD0xfOlG9_i54mt8%P|1>`3!N}Z zP>F3rr=Jnom|rj4-5=u8rpiHb^g)ywJh9~2R{;aSWY;-scpU66jybu=<}$>-uVo9> z&>#~mUP5Y!Ha#zn(>#_+X`h5y(=&2c0W7JCKYV*$40cf}arS@?P_L%s@aA~}DC)r{ z&Fr7Tf2CW_j>^TeSd)@EY7^yYWXO)xs=~9(hvLX0mF?L4oJ=nT+fs5a%laB#kdV!r zA_)EqdB*b@@U=m+_4*g+i_XC>SS;-fE0WKlLVUDXKYo3Ry{uCCS19%mAom-uvNEv# z1F!z+#lE9hmj7D)jpqKimywl`;UBAi@VVcs4F6~`|CwU`E8+bA^J@9!m6etL7>_F< z`W}7$??Y;7>3>_G|0#_9zX~k>-uh2a`S0A?|9;GW1!VuX1eWRlCd&R3ll{H&=cE29 z*wX(+pM7Vt^ncf9|G{K`lkh*O?H^3`?+NCA%Va+S%O8Q|kHGRrVEH4k{1I6G2rPdD zmOlc^AA#kM!1706`6ICW5m^2REPn)+KLX1if#r|D@<(9#Be47tSpEnse*~640?QwP z<&VJf|BJx#ZwmMa8vILO`8NvuWA!hAW%@q_*1rUne?!4P?)@hx_fL-epL1XtRY6&C zssBOArT?vu{-+d}f#si++&?b`!_0{wiEq)Me#Iy@-DcECW!1@fa8w2zX$F#>s$Dz(Mf?J<+6*|1Gc#@a=bC z`N9$gkXhZDMT(VXVSHTbYrqv!kG2K^upj_8!5AV9uM>V{I~egssd^_s0N)Fh($}BR zNlkcdzmgEVHkjUC70RH$R<2o$)!x$bd7uU_=y!*^6|gNr2JzA=ye~AcF-v ztx?PX9vszHCsDW=-o}?ugB@(Ra=Hfl;msn1Tpn?1XT7*#f&Wl)Apk)|cyVA*RlvM1 z0Ab#&lrB&kRlJA+S#0^nNBmxVFEdc2I+LXV@lX!KaNN8v)@ZbVy?UN-d@g^@UY@hV zAberL-DK&6-SiRged8rgf*td`^BdEPe(R(J<4uwVu(^A4H4ul%g8zI9dm;63zULz` z1Iaj};O~k2i#aCbOCNS;Xvi=?_LeLRz!yYhP<^n_4NqZOAKYKXuvgHfOiQRh18<@U zol_lfcdzs)UY%OL_+T&W37-OfCH{dqzNe-U9exG;0GjpkHvl5OQ#MFrQjt>xgWg z`2_|r^G0@PfOSv2uumU-XX!gMYyO#+`w0aJ0s;V5_1l8zCnpk}ujw#v9f)7OdM8jY zK4Ia+A%A7jtNc;pA*Kn`=?zA)H}d6a9Vc}QOf^s^{jL3oLbMSYNgSnRos3BTw&L|1 zRT$?5)@tH`?X#PTq^x%&L^G@IcG9?|b;N|v$P$s|Xm3-H}$|n5+=kClI z)6+P_5nziL{0i~I?0m&Q&QWYQdW28JY3#Sp$ml$JK*;O2+$sv?M;qBY2#j*7U)V0c zG^6fGUOlPTKzWuYjx(y}xaGTdG^D&KU>d|?;|U{&CuWEr%VH+FBZMI zadZ#y2f*)U!|1MD6`-%JqU(+va_`QG!hHs*=oLrUDl_Um#|{IQ+%20@spd(V#KgmP5e5Z1Nvaq}R90klhmkpgUZG=%tDo7N@f1o=+({ za+$zOnM8y)mP(Km7_wAyf)l5t#O8OfZMK-U+z@UWLNV36V!-B(mRa?@z36VW`&I~b zZs6ejxLQKGqPE})-@ft%ekFz7%os5dzl&j|j{&Xrse+F!t*cNRgU@-u6>yOwF*>h| z6=zkNlnCS~!beZ6Kpz&fq1?X`Z>;qgbO0TR+(Bp*iH@@)6yS$Q7+Pm2H# z^6<>IxggSpm5Lw&>P7MZu9u4vb~KM*V$`xmr5R>j*mR1d^fV@$$kZbLw#d-jAiA|S zPIFSGSsl)`Clzxsb|>Plxaa^fi9#jXx|9O#`7E%%3z=G3QH%hl&L;VhvUW@aRDstCe*C%o0zBa9U$;re!#+IJ_n zI58DMmxQTZLCs92sR)H--89{-D3s=iDHI*Qu;;Rw%ED}G?lDLqMKpZVML%U1MwrRz5S}N>w+J_V@c~EXMv{K$y4BFF7j}z*a-iCgz za#LvTa^Rk`VaQx$N}H3LYR01xgo`XLww@$1>)$gbKY2Nym~SRoh5!tX{m2da&dZX0 z`ka~-0Qg0)QgozSwRy|Ej*Qw*$y61+XZyiMGK6fhbp`H==j|<|m*u^!&`a-6H(c~KuX=ffQQO}=F_F6F>o1$>2uIB*FY13wy( zxsb@w%fiwu9jGQvcuv3|SL?kj_@pHd5S8hbOKRq6-fv^-@v8KAK` zF?LCNW!@SEOIQt#wI&D&pRZ&jXr^jV>iIq5TClsX+fkFWZH|8ES2m1d3FK~FkIJ6r z5T`%0ES^5s$Asio)GCKmTk0a~YTo3Xk-L!=Y$vqxWi4g}QPzUTj8SB{FXRyiU6_*V zN<6J(WZ{KjDvJ71OBwEqt(f0}803#@dfduG`P}PF18JCyV@tOSa2+Cr-N#f`%Hfi= zJvoVO_yx}vM->huLZa3=nO4VWvlWQ!^f>V_TqZpEIZ>`Q`?gdQF|vJ1_VcKtxzhA# zt+K#tpy#(@MAbTdRrdfffX710SUTz1&?z`Hnds#d%D1a!BkxSkIFQ(uTCyT>$8}D- z1}WOk@{nIp5X!PdU{n$v3SrAdM(m&{&rXfE)!MG9Cdal3W#I4=+NPhq&z}D&B=I8i zImYbvj9wgYM8M-)as?*=&J*a30l_G1thg=HkwBH1g7U=Sm&+2=kieD<;^Vf)TQ5?v zJJb=j^zKgw80`U2GTXdi3tWt72I16019`heli1%V->jWb6xY`V-MFbqiHnc;~nSJMU<>x9j z6XnQiUy8cAt9>YF5+8%SH>uFYzJA#U=xh$azQE^l% zaoik}>mM*7T*i5jm8Gr_(@&oIiDQu#p@e$X$)A0ny~PYGVk_2F&H^--Dlu;fieU=% z47p0`sR$p-Np^+f$r=He1Db8FzRtm=ISr(!ypMsBb#-P_t{7~o)v<^+hA=|xKn>hg z&d_Upt{2|rv&kw(^V{(9BYtgENW4O@I~=vvlpSsO7gs9r-CB8M;<#a+#8dJI8qO&lngcZ3)i<0mVN6N5Tx z5zB=VS2{4gTnfMM4?;}h0#4I{@(f0mc4w?Z>MEn4TFROPEZxkIf@0ENKb6?^Qs*;RR2J5G#YFZ1y-Xpj1=KX3wnSw2SRwI?ao@a~6mG0nP%NdV+>eeMp7$)1c|?(jug>$>PP~fa<7gP&58Rc; z%9wR~Fqwr582nsc2$J$`raHhG?J3FZYz+1gCQI@aT{F zI*JEd&)N$e{;+a=9WNix^dW>^Mb^RSfG;To6W^^|3-~*S)-4gIFma;OHckcKOR11f zu-FD#hSyRN#;_q@ipL)->I~SyjobdIr^ymXE9|MWBSdOkYLO>%n#=7mu>0X|a~O5E z2s_k0t;(jw9#y=>)i|>>u4dZPFKuafd&$W5h;9Cms}=Xi?bJ5=PQ7r*Rh1~CFm3&- z3vC-N7Fo?@HI8EfKku7HIN9ulvo9j@Tuey~o$oaK??!y>t^(CCb5us2L0XZ~)Fn_Q z;!5Taey&T#3QD6ykhn}-I!QoGKo+~xhlMTOTCWpE*Fx`QoQ&*I<`I$E(R`2K@ z4V-3PD52uQRBEE7);g;$HWh&Y!R|(*uF#4=lSHzbICQ=XmQbW9p3ePIKmZ_iCZu_@ z3Y1>1bUVE{@%ZDH?spZIBTZC4R#3BwrN|yS?tu+I>mAw zc8i+QBA;z4hnPjV70O?1jaJFQ&6kn{GkL4Mp9)_O9$wwTrO*sUCtoCp!xl}SZS30z zwnVg}WX4tP8AmSBPbu8B`0z@!X)DI51-gc2C>}#5!rfdDRD@|j7Z39`l3bZB)H;g& zr?^%ZrRw5~M74M-Ryaj9O!DIk5+fGX`~%gu?45){CLIf>GhVNFd8RI0axo%5*Xqw`wSObe0uQlGP5iAXP$0J|43tk)UB=E2EluZcXh#*g`UYHe1Ir zJ43iyNSNcfP7qKimW-?v+JaER%afacP>D%%{P`iv68+4Iy~*@!WF*&tHX^e37($Z9 zB<-U7Z4;j}pknBLnE=BrA?Pgzh}INq^R>N)2*Py|BmG3>_z;D}tOGdf3OJYB{VCXl zK}`u&2py5HeUT>L-sbi|d1k7s?2w2@e-?|$E1O8s5TAYVet~OPWBeS2yI3~Sdhyu9 z^6KV}U5^Qf#wHD#q)zxCwyyk3bLRZD6t~K^iAhPf^!iFJsq`bDeTMvTZZz7aarL-H zvpe7vjaT3#*@d6w0w)IfW&M2`^C*qEtg0`sN22hFE5i{}fCUhy$doxxle|lo4(6`n zUtZcehfAeH3b$P>^`k#!<`}6S2#+tJ??tr0texe`Qiji#`4*R?XO62>5pbNN!H}K} zk~_Ixx;v$+OwO7@u4WWTxqUjH(WQ||I#F|`+l7}^3E3>kDUO)awpq;9qCFsYJHy(691Yp!dMwS%ydk-0#q)suX%oxpQ@WInop(uorKiAl=wDP#9cva zY5x~ss-W&?st{F?jq|kp(fGLm$J&Ue(_qM-&W^RoBf9s=N5#S(>QDMLB0CGptSbX9IMfB9eqjVkRoqpZG_{Nv zxMjwH-j5VbYGYgqxGA-s`kkC(m&$veH%Tsi(^%QjjZ8;F(*bIr7K?_sNB&~dv7P{ zEem#Ga+1le$)~~L8M{+6Z0d>kU?ef0Hinu-6Uz?y3Z#L1mv+Z@+tS=Z%xDZwP{k~^ zNeC+JQuZG~#JwdbWd%V`UHfP8SNFLLJMVL93!y=o+?(eN`qog7sQvopLi)h4nPTKL zSw^DTQDNW42e``t*-#$$yfbVM5zW!Zb+rg{nim#7PExejRb2d|O+$#~?##^Kw)yMn zeU4T_LJ_Fsij~`<5>(C;EDQ@4<2dffL(B#GK11cN%L@W!emYib1AN)Hx*NHX(3k>> zWl$-h@8peXfv%^q@MVf>xCyFxFER1mPqC^5EFJcW+BoI6YheC77v91Lkqz*c+PGvO z#13y41mFysjlh|k3%~FYr!=n$0g;k_i~_%IDb{M+MrTC-yk*RL{DE$eHP@8UkOxk> zP!N3O<(2HOrYgwp!GhdBO2}}%fO09~{ zkmUH*+ToJy7|{2iho5d@pjz)he_%fV7qCr?2oooP#y(yEVZi73`El5AR=6T^fGZh) zy{{(>t^{+u=Ahau9aY*_zZ5SDxL40eWgKp%PC(|6$K|@6N)dU>@&;9RI7RZ2y!M{2 zX))eDf%-yRb}b15jPw!(&7d0jTt%v?(1G04YKqy+a_@}~q2)VUFkhTa?PV?VnDp)N ze$H6@AW?s}CyOKd=hbl8v@FeUWuH{6QDaH#1Ynj8&)RkA;T$P}J*$-=k!xSh*ca2x zK#sVG7O{{mMB5|gMpL58rXfrXLP}tCsT>QD!vkdlzjWXjuS$-u=$Ba?qdd?Q)xGur z8o}S&Zm)LM8-_~y)qpN9=}s44^_cHt8i6FmrI2xI72O;=Lnr>skDWoo9h9)jfRX#W z519EzA?!R!J<|%0?W|w}j*U+cfl$S8gbU>B{%+;w!)`2G#0J$rK27w|x$-uZyj!{Y z`8}Y^`^Uz-gYD4}u<%|gsDOvF^)UYU<%KS{tiT3!>guN@u$rtV@^li z7+ zb3RduvAkM?j+L3QOXCrncJBe=#PMl?1kBhX4W(GE4!I>#PjUff_%9;C^yrK zIA3I{29eGp;jy)m!c(dOyez2Rsws7&`CS7Okt}~YZh1=+wbukXV!?dU_1P4#Kv)~l zpwRt7D{Ts^vRtT}`F$yTF*D?=RsS9pHmrM|No>IO9yGN3wypQ2?#eCawX@n%?07I) z#VqTyY+`7{{V3eEls+JG$m1K#59hq;AbXKcw8&*mvRV9BN`c>~_ZNWv9w4Oz7(!qAm!Uf6om+;S; z0w`<-Cu1X|RQOAG0dVG#0`U=uHrNLLMo=1RyJb+~P~a6zGJa^SnQT50vfVpmJRHn@ zPQ#0Pxjh%cT)~_qj-fzAmG1gJe6#J~BH=On)+cL1CbXw*`-=LcqBnl@9)h2t5=aP$ zM0p{v!%tt%@A^e!SK^if^D=ZB+Rc(WHtZob^W=clzz3oiA|ggaE-^hKHcuD7`(KKl zzt?@fv z|0F)4XCJAWSI@_?gVpGYGlE>aCn%)L6%S*GreLkuR1)Zq211tK%|Arc{9JoWaBtn6-wh*b<}Q-@v`K9U=U zKpe)f^&BfawfDWxQ!6p$2kSn!a+{YV`J;W?dNJnn+soMZ01F{Y@X~5tgE`Nl9X)A* zh6l(QU&f1k{#1*u&#y@b70iwYeyrVc+{H2cf}k9qb3wxEdz_2u{OuQV@hIAM?5bb( z#CB&JZgrEnHIyEdi)&pNwO`=Eh67!?xxWLX(O45^T)abp-(IfIe|fnZSYRkffxKOn zXYXEam2v6NzwmN@Q@KBYB-1~;w!hKbZyfv2iR9mW?l*Y-%e{Z*kpBtC{we$Z=QvhT zN)%_>G>rckmHQhC{-(qK)Mx&)+5De_U^xL5J`w5v!OLa*?U4Sb82J4})ZcV$?fAdz z*x>we@jrXHzc>DqjQ%?>_pe9%R|xojg_q0tH^26u`0wwPKcDhX{>%6m>-L@hGXCAV z{V)E@_?K|=yO+!O_i*#S<-dRTawWtL1P^V*WnAEjf81#1F&pCogGB-J6@C(sPASBZ z_?wq2P7H`A5rU8>_WvD~>sq#x)^^`Cwl?2%r=oI<)U2&bm9-aQ&HG(%f(5*gKmc}v zhAtKq2gX2LSfDe|9tsPbH^dt=*k%b9OIjoz3I+-a2{`|w zsBY!i5Z)FK4&45yB-|I61pq&CD^)7(ul%?kiR9pLfD{~29-bq6D9q|OUqbfZ8IKNf5Lfj$1T5YNH5Vu%u5VY}_nJhrZXb zH~cP{ieOy+xG|;v4zryv+Mv*#V7Qnpa_Hp+j=l^3V}IGfT@0pvfnO6%`fZ z4S*y~Wk@CM`Sz2 zLxWST^dQ0W#_nf&I;WS;3uzq)OY1u;%yVdic z-Ie>zfzRO<1S`-|&lL3gd!O(pmPn8gyUiS^n;Qi`MK5GStIa;sLRp@FtZ*SBl^ITZ#ppkr% zg9!GOd^o@ef0@^wt=4WQ) zxT>w%A9l~?QT6;Zxyaho2*ETjd2gim+@E#}`aR(SVKb4L97hy0KkPW!Bt6^2_C@ zN1#YQhx7m(JNrDSj718zf^L;279qcW#ynsmI`?CF%%qu%27;8Pooukv&08Zol1BzN zYFV}10<$h=Dn(5EyOtXmS?6C8nb;b&SFYr`r0Z6Ey`<5y&q#W@QTDt?aZ_uY-9}cV z5XZccC9frmR0@8Ul%IQ>n*&?!xLcvF8lA`q)LqsRS4#?%V-O zIB7zqj2a;mUEJ)F*M)GF&DA2z%){DZu+U_dtOlV=y27)hdhLC(3$sJZG~1#qy1|rr zG>wpo*2AYgg2v1ELss{Oj(l>po1_~~xubMDdr5ZN25nE&=H1e*AN9%IPm71V+ifNN zi{KNqXVA7yOf{NCS10@~sP;pAD}lp0{LDOhiA2a0Sm{A=ewm0f@JH;I>CW2O#L}cX zKVw!p%n)~G`zMeDloirl=sA)HO_ygkb4BP-$ceWr9n{JscpLnp$w8zrwZs6yxFKoUu z4gg)&PL*XGu2>{QGPM`KBleJ06-7d_p|AiJSE-w+4xM4LejkZkqsrOO#_N{%iKE1niP44EM1PgLOv{Kn?`R2I1}bIZJGr@LG-hs)*y2(n zOcMLf17os9qh1={vhc^j zRXVIAvEY?7-6Nc`I(r_g=joo7eYk6ZJX%Y`VQir#s8HSu-M*M-VFg&=-M57WaWPhA zQ?}b1Xs0D!3#fBFhIeOYA{voZHd-33^`<>$Zqv``@k{c^U1j41ncBl zboBAgrMI#-e*#XJw(X!m54{0jpco|XXW2@`9XnQ%vbP21s3$95Z`$YWFOg^2&%zD- zeGasFvU?lhv8j#z8TZLhgHu|O#@H$WklIi-3h>`OG>s-6PhjHK2}>@HtnE>z3c%_G z?W1bY$9|Q+TebY~ch1w7&{JV4^s95%>Avl1`Usz+f>bT{Rd!R~)yAz3OY;r9dK6}wk8Bw)* zN#GI3nTtV47T4!cgEaT!|65Vr>QWKR0I%Jfz@Te&X1}F>NRFrv{ zOLk{A>1)WaE`ymleEPQNYaMiz2!%&|r2FX7ZZ)SvyUhr^OHu9DreJb7^JTC0P6m5b zTq$Fm#>6NN^pj6+8E$jTGjr-RS5z;I(8`TR&~mP@f)KRqzS@d;%ILLEPpN)sE`Kci zMrV%6T-g5-#cx_@on9NrG`6{?!QA~8Guv<#y;DspRbQg}R z&UKaW(5e>>D1u4|#p+TF3Ackgb6Gy?X2|O?}}yR<1%}n705QB5|e1 zyrW2oG>!Q(vuY+;LI~?{>e_Wie;wgs-(#~L+bb>GMhSUFs4%ef(~u>|&E@toJqA5A zu2Q@4TqFLP_0*l=1l$^bse)5A?AJ$3wlQVmhqy!d-dkh1@tun6-suqhXC5sTMM;cl zo5;4(Y@hI5oDEbd!vxw>s*Ors!&9~RCLJZUG=_DU%f>oTPKLM~-Zy<`{3LGj2$$XX z0x#u#b)&@B92qwo%c1a%nY=0aKyRTw(-wdASZ~!JP_7w8P;O{GZ{(~%7bu7F@dP?t z1%;%1K_zl`-r1{(aQ1!loJIKWf*pvqj0V7<78&fiy7}}2h9?~t_?CX3WZPTu+QiS$ zd7`O`G|qmS<|HJPVAk6T`QM2C@5bg4Q!iIDB67N6q@%1lD8hZMd5Tf9+h+|epl zu(v+LXKF`Ruj9?mEIDxPqKf#JnOthRD^;C%4ARL#YF1pXp(N8CKX1^BM_14Qp;d5K z2wfJ5lGYWT7nSaJ81FKN8k7UnHM84?1}b5{T*c3P0hvg;e?3I9QHmmCx}-Wc$mX*2 z-}Jz(R*e{B9S9(nH2M0RwMmW~3#oDH(o>(CUFK;>BVIm$uo@bpZfS*Zgh+|9QN}T! z!;00cQy|;qApSPTX?j3(Xv-$!GFn1(J%J?^*w%=;1oKKXw>pzH9=DD~a_wO>y)&dp zYt6RU38`)4`hS?ar|4L_ZEy6+jBVSQv2D%RHfC%)nXzr#wr$(CZJ)gF-fOMB&bLqd z*5#>cb@B98t!j+AsEhG?{=Iu+_7{<24(j+O4O%Z<$6CnDcM|B78kr}! z#L|(%r#eJkjz)C0oEgd9286V8mP~47Qz$7(I^wx4`5E6u?9=s_-Pbj$%49R09i89P z5*o3D|7dRraCe0S@giW@vfO>vfoLA52aUzrt=lG^Sw$F}5)(DzE}=DSml~#zz?1G> zxVSzSv-Pe|<_oHls7w$BY)W-+RuGiP06$V=WiLcBkLq|0$TH8$<~x2F%T){FY9yX@ ze~-N+-q9(TSQyIGI+psHIb(Hvfr(JvdOtFGtykRdTfM1Dy>;9;VuHhZ9QB5zYG2N@ z=rO@TPvHy1=OH%wpy&uxOTtgao((cbgix}j{oXvKYqw48_l&Q5Ye*O0=g3VK5wpO z0ECrzg{(w3<#|GpQhtFEwUzPF*`0KOC8In%X~iIQ3+wFoRt|RJp`>AaRi5I~4fVnq zu1-T7<3HfWsm4N5X?gG%-r-RCE6smKvT?)1rw#`9kjls`p=?whM-9l{Co~axd+C9FaVS=%)>fRpdqxdXk(l12dZ`6&IFD7e|reVW+-L z1R&&Q5VN*w8$4q=)p_~W-8)f{?{CQ>H7^-ky7j*aTuq`S^F?XQ;LS<%R& zyq%7MPnermT5cfbH}-7EG%e7`#oIu#{9Yxz)DDLvS_25yWfkUbh$D`l8O7E~o;c}U z-Qr6wl$fWRmzU7<9yTvtg{!;~g|E7kqbLS)M~a0c=vv4y(6#8RrseAnFN1V_^Ul06 zg88D|U+6Ji@2-JnYWHTiNTIRtgHo<`JXDvH3s_E7=Go9wjZO+U`(<-SGh}`>In(>EpZGKOa3#ffpMuR<({9&p{ z8e6BB+KVi#mvt)!vx&jIR0`}W5mrico;Uld}M zhqvd{H%ES*L5Ku~R4FVv86V4k>~IxIx`GiIJuO2bB~fJx)Rkub$Vy~fgzFMAG^jlFVndPtX&YYH?ZJj3`=uPiV^ zvs%Y|2kY8|uww00iglQWTc>8DVwYh-B8qz%Pdy2t^@lqw+C$7#O()^^QcExyej{G`y(FN?T{m!VVW~ zLNp4v{+v`Zq_?QT&ffoySDhdB3o}Tj;@r&GG!rusCioqnD&)Dlw)H} zqY`-QCb|C0!%8q3$8lz|@0oM~rF7KHXUUAi?v!G|!(WTq2< z#8kKI^p308q2G=6ity@F^9q;ZRe!1TRBV?aJ@ydl77ZZjeeu}q%&llx(L=|)PZTw* zy}@Sv-lVMv-bm?pd~6+V2fhqGEx2qS&O^vQ;so0HU@9ShzhYjWQTr zo{m{_lzR_`amHz}{RmzHCDGAo@=|4%GRF9c_Du*?J4z4yU44y`LUVA-=0iWl`#a`E z{(^LF@Z}hyo$68$G@$gZ3gcLx^#=YlSuruL{gkuebzc@MUlAQrMpN}Vs$0+NCpc(u z*gT-BjqtUX?tjmVkqK-*ModOi^^0<0guAbu%4_h`;OYcikiBZnrb@vs_d=YqU!+M$ zv`}E&L_P@{t$7d-nz()wBL@|B?Jn|ph5iNM<%4yR~?fDmVgofO6tW~zWh4P_0J+YiND5pV~#Eh=X3QhRrLe`Jz;bOU%#DXR0 zQYf8%o3C6DfjaWtBVd^9^5e;A{DAS-_+GsLq7X&GYw3laM3Rni<&Ow2!!$hK{kP zY7#Y-w^Wuk%&m)?<4*y^UOgU&0pvSYd)C(Jg%>KLf-#8{#6x}Ft&VN}n~`!Ug&Lw2 zpewhj@}-SJG3>uBx(=CQZpi_>>$O9WYhG~azC*cCr#!@8^fZgH9w3&{>=m-+E_Dga zIhyem<1N~|H1RY7=OnIYQTO36k#;h@-EU$Wc)S(1j}TppTd?obrZZ7?cZZrtU5Zgg5Qs-eAZu zTwm$JE;ZXC7y3-3z|7gHFI}IcFsbvzsQk=(jK#{V#K+38bo)%mxY3}BP&@E+aMDXw zGaz&b73cQ%x;Z0qD)JfkkBUlKO(aGSDsH%K>fl0qQ{l;()_#X;<{d?Kz5G*v*qb%c zw%*cJq2#5pV_eQx=7c%wRQvlU*SzZ7k!veRR6u&h^phW;7AD&q0pO9^E0GWfr+x1y z6@F^3B1GW)9Wr_HjrNpF8rjBoD%Zz50RxX(OM;L-nZsj8)z!~QdDT!*G($qEdVaXU zP3gM!I#lNtC(e2CT3{_sO1Na6e=m&JBju+X?+DkrH1aqIipC14Vq?cbMPa!CD;OcW zV|Beg#nYJherp%`)XNSl?P7dV@$8yE-JB=83&}M}u&|1XqyjlXH_iI%sul{RnW-;R z3w_1oMNV1@Bv8I0d-mD8!#j+U>O7;6k;Ut1AMX3|bxl11Uefyq$9dk-~feXOfpw_d`3@2U4AAMa@b_sBFqO^s6)iq|{-GW+!{m zjowp0kT$E4eCjsUuqdx&c9YgOl+hxwECr6%=C#L11gfd1OM53Q;e_Irk_x?!){wae zQ7v;w$3$2K=O*E9*SZk0^t6`e&C`eMr?~y69^~IWJa^gof3S%yE9^wTji)&iYbHUy zd~orGB1sp1{rL0&QZYQ#O75S^7U~oC%xv0Vk?v(}wmdKq?k{b{I2vze+!w#)XuCx! z%~fR!&C)YHLQNiOey@IDs7;4BM7&6}*pNJz=8qaNl1|?;hoY0DWg^>s6TQ@FNT+C| zx)xlAKfvm4XEMP{r$TbdlM+Dj0th9~0}Zc1waOtKM42 zjksPkI*B z{;IWlk?&^I{38cqL0K+(NyouJP1*eQQ##wY1BH~l3F^pXsnkR<-lv%NQcD=PvEhWY9Ydz%8gmA1>e zVrFmN2az<>a9ePt;ai*}R?RMlgNadpfBwFR zMl>S*@RzMrPme`Yth?_MmggVTDP2Z$jJBj{ph)q3_=PdV`bS@@hr^x;wUhYH3Wq5zAg-o;I4P?Btb$toh{@sIjf^Kq_G{*jDh>v|kq%Siw= ziDbQ5nDc%E{GO4U`>!nS=6`2#wZF5tW`VhQ|4SD4Z;AVh=UCX882&l;_HT~+tNL#< za{o5DzpBjaO#d?2zhUn0>c0$@;V<9&tM;E8tf-VEzlz{r2K&E_$YuUJF#4Y&EDQbr zK-j-7{)w=xtgQH2f8|9Dt$zQ#zrR2D|6Hk%p}m2fsf~lR-G7bimDaN~#Ham#t?_?T zSXO#`Y6iA%(WLuMIkU3SYeCYAIp|rK8t_{gTNr--DzyCe28LD+_^jXjOZ(T?{B=Ri z@Yj`~o{gxXsj-OzJ_`%W_dH<-LrZ0RmTyB={jV}4Gu`*Q{wj;&Gk)(%O3&r*jp5UO zKmKc--#TjeZKeN}rv0DW{HyYhZT?eX|1D$tm%{#c#`d2I%kppilfM=A`^WsxQn;>$ zn)6yqG{N}LKg9j|@rX%+Xilv1(*Qxyag21)Thr3$0OaK5^~m|76~!RLPDIpAqvP2O zxTZcfr`V6UkM3SFUg+wc)XjC=2OKYG`zCX(hl{p@>w`)O5lndKy0Ve8^X=iNz`-FQ z@1P(deU?`ubWPaqqcHldeh9mEM}wDqA!hsg3QVh}F#tzI%<&TfNXf7Ppn`Vm%j??y zg1h%g%$--#qYjTZ9o+;>p>u8O4lpd0273CVz~ zHx3xGW)68W5HR2|-!zS^%6SAVJezK?!yo>c&aXe)v9|nq8~MP%?HwI21eLh&qVaW9 zthC!Of^7g#*|@UtX!8iqYINC9wgI0s$$0&+=q=q`UTZKh(k9m5o6v=^Nd`jR@!{SH zvGLCZI6wH46UdT%1S^Y~lEp{YU)2W>29{rj1-t_#$Oa@$ z$A&zuuyFY6E!!0ky!XZ!ANbOzzYyrgw|g7j-J-i{oZwHXFCakA4-+*qP{vkg?{sBGDnWO_gwst7TIK6j| z!r_5D1X6|6AAta^W&-)tRx@xt4i@V6{DS>r)&Z1qv?mf|&fGfq!V;H5I01UT3jzP( zA&~0}fIcS2husGLP8QAs{8%K~(`CyHFD=S<>)g1^@W)t{bgPX#2fWqh5m_j@FjHnB`Laq1pBo>RH-xZlC=)6g1-JF1CUss zX;Kd05Uq-V|H(Ly{Ho9ekOVuAaCq{Xr47RbObHC)&zLywy$XIO8}P!1^Ppz}mb7K@ zvZ1|~Md8;6FYB2Pc79a%<67_69Uf1)JPxjI7AzbUiFZr3>cM;65(PL|{+>(-L`W#$ zchl%ys9so%HYAYu9#v`%0Z*?ObolLG_%o`?0L!;O0Lh3U@9lH-b@>2JFGD=_tBt0= zKv&@-4mg1ip0C=xV#j)r0(wKQ(Bf)LKg_=*PGpPW<^h@LLmi?cn{_Z|T;A1p5?QzG zwl)YJ4d;&5JwB0&oimH_mon{=jQuBaU{Nxi8rGAw6?ZtIvwrhD=~R`qqH1ORp1vm9 z9)BF^=s5tLeg=3L`h0f`V7&+zg7y%(r35^>1SHLYyFRtyHK{dja~F?3J(9M`A_B2YgZk?`L8xMW`9MrChn2;sH#fE%Gts z4w&pa zeS&5iwqG6Vb7W|k;rV^MBF7%12XyO`c-&7#zgy6&{3V4DMi0^aaPQ^H-Jjep1Uj2l;9E#xn2oPB zb*sUQVaPB|Au){pQ-rD7j`Z<MnaUl)0NyYRM~#D(6yM-`hGjRH+?o=shIL) z6z`03N&ZSuUdZ6KP5o;a5*KP2zy>Tch6#>|Iv$1+UQ0qf9+~XCR4K>d`9vv2>ie+! z5?vs5_B#WzDgIp3>Qi{K%QVe#g(NAGYBl*Ex(E5fow740rHK)jL5rlZNeicb&66eg z-qX{is=0&K9JT!h-$#Z4<%QXV!hX+bRH$rWy#FNHfm=7&g zOsed$4W-92J@Lumny=zu)Y-j)^94TNSlsen(4($YND&l^g4u zIo($;XVeFB(u%EWh=zjElJMT6OpY`hn35=P+RS;K^1kXf?7jcc8YNJvf3EJjc!LA> znQ47$%TEw#wD_e(S+IKl-YM46H{&*mpzRiA zONLbq7%6SSKH7`SB8?2_7Y@O>WdR;&TXB2WxEDgLh`##KABHu1c9UZd)A=f65tua}O~~~(@!Yp^NlaWd%idyLY)DV` zlT>Eji9|4>ZOoO*eUWh6{kdmHmsuOr>ra5hQ~sz8$%|7m-urIC>k)Axs`%5=tK_Vn zyKTGQ{++YP$@FY#)h_lh7C0SNopI-C`9aCwEU`z;W+FH0tbE1WmbLBFnCa^gOzGJZE zPm!R^l+E-uU6F~Jl$ZdD3e(LKCQwo9OlI;AN@@{@rUj-ZZjIHA-W^TS>Y=meZS7`9n#_z-) z67zZBqvG-i0lqqscI-qih8GFxB*sx8b(_EGiH%@A1oTuy#^sBN9l_I>;GBzqRH%|Q z7vuu-I)m{fztZV7Bk?kmi$3lERyQBRr~N4!RMfXgO)S3Z4LT=?tZs%c*GZOltL*f>B=NLHF7hMlNM^ef{1JhlH)6lj0DGT2qrg8n#&E!3=9p z{_X(}+dSqF+>%qJs}U0f>Z-G+!!vG0+3btQP;to259p}_)e0UK9o(|r^y5DI3~W`{ zBa=}S=!G9N$HlY2x{obPGJL1Fd#xg!W@FNPl{{aY0+%u;04LEZWe`g}B|YFu$*f_G zYSp(Mp>jPRM<>jyQi$W|PsL7mT-*tG#pP~kStx`mTI5R*pX*^FY~#B;70G=VulZQr z*rd;xtsbKtwC9?3h+T?Lf1&~2xU^q-ol9t*ywHL~qLEPZve+U?Sf@{Hn1(03JTn}f z=yM7KgMd!uofPCtHmnjMlAyGS##Ob@++DS4O8Q>tJ zT5-)LVaKgki(W^E4<6KOP#F@g@JXd+ik^_7Sva^s<2Vp6(TyRo1?Wsw>oH}7?8778 zkkb0TAyievK&4nID7sAvd96>!)pw0+7%jNJ_~y1P)jvd1v^<1&OK|E)w)2C?NvhN) z^voq{lsePR(Gi_)_%mZ^ZBNgz$PCeN@s37s97kAnBtGZa31qsLL^*#7D=h@zwe9T>C^C)Q=B&#|Rvo7IDMTkWiBzzW?sgDrOS*bqZ(Y8MFd+>@9GPz20!0N0X$A z#7{vJt{6(ZDpr;A;L1$Gb!=~bY3E4e7-jN(pizFNs+{vxc;1Ya z8jc$8M!R?6jZnwp<=AcX^x34=6Z}$lsu0^a6vQP9S+1?BNBHiwP|vgRhmPT((LYJZ z)aGi9_%mtwhcnt(6ayYnQnTveu|$XS3r*oz%2H@&3l9%oV>zaJ=}v3h!dQduq43W^ zj#;dYD+Y%t@(H;dRijnkO&F!*tcJAnT$W|Ul|3n&uYI0(pJ2qDc z)%nq~WYU0R5T7Jrx117J2U+Y!Qy6ME$irUuh)#ex3zvY>0@Ooi>NxeM8=EHP#t&r7 z_-jYZui-$gWO9$g?EQk8({eYBG8NIzA&5nF81whqtrVQ`8~i&<)ogV>u?l2v(ri#@ z_#3QFI^9Zt0zFZ}g>l5-ael^B_A~UeO z%z_d)NZbW|?-mc_l7e=9-Co2eHCaLt%+c20(Vsxh7`Y5CvZ>t2F=G)ZbTdinsr^%y zR#}|LR(bM$`t_&H(aZxCu`E-b!&;72k!CkV7yCJaL|yd2-JEzJs(-+ZZJw`M>59u{)>G3~KWn?+q`qWe=?_-WjxZ3mImcE=a5 zQ)vtz-ey`@QMrp{74>-LerBV5qOOei%-r6le}YYolI~c}V*fm7GE^p;)4t-zv*(1N zDS0heTX2{kKAI7#4ft)JHukv6GNSG5FGPqu)t4k@l zaot|gbCjxZ)o}EMu^qlffBV>kMSXZ$vvoU7^4IEsOR<#M92Bb(R(ZSt;Z>V1e;6gG zfNsd_gwaoH4kSq1RkVwNLXk=cq08qswpf0@Z*^7SDT!x^BZrZfN9p~QQVM?#kM)2O z$uv+gyR+&p^ryGP)zN*_$^t;|(%XAfnhn5fAgpG*GE)I4(-W6Vr>9oaG0~nbe`~g5 zCo5edTmIAI%_Yqtp29l99kXX@4INpE?{YeTphX7yrEN{^(* zaSKoF%9#Xt#+&3+Yf-k{V1!1tLK@x=w)qm?_jmpa?$3vNKYQBAXjm05yGiZ70n~%Q zOo-+y48{r(_)@u4p)W$vaG3&GR<%l(pN`*O&cvNcA;ipSg>*m&c zAG(-bwc4R_Y&j+>NqY{xyyyxX3f`8|kh(Ycr z&dxlNhuY)Up&sBRy;M5J1iJDMt|_M^1p1WJ#VUkagVQWU)P><08%eB>D)XD%b`qgf zJa(;Goc)hpv=_F;TP)hW1r^^=MDj**IOw_qNFY z4l6fGZSCqvXo(29b9vANHw&K1sKX}Jk>9RGxvxs$l4-P2)Qp@D7I6>Hq&xvxYm7;w zR+mxywyu#F*+_kvKJbYtdwQL}o*6tnui^|*%sT?z(1CQk$RKnr#N3(^`Awh}f=H^3 zfyDd@bIIv#e;GiiR#NKNGwN&=-{t?QNY*G3!y zyg=4jy|V}Jjj9*M?VeA5;L4LwQG0GUe|x~#=N%pwG7{~CB8zsx`tknPV?cpvcEUsC zVSEmo>0Ca$0y{w;=I7(bPehT(DI`eq)FszY6@8w0X82f{*e!0+nF%!`q`Ok4d{&08 zm!*rJs|**$NrawNjmihJwy*4PtdZ(6zDlOpQuFn{TwRq*xQoT-X>N}!fz86!%hao! zaCTe!o8l7E(^csbo`uQLat^AX@c2jOW_8L>!pFuoj}qw}Ycys}!(%$I$1Yl-Uw>q5 zG081rL%1mGSc{;tJ&Qx2tcl&t6f5M|M=XatzK`Cu_y7LjGksTG%n_;R%USc339mI5 zRf>|XP(GQ8vIva3MnAa;E>H+b{n5Dr6koC0D>}~|G(ZEhIt7+#Z-fc%yejdwUg zF)-zC@n$T|L#ba70$U+$3ndgw&0MLwc-{sM0c(Ts-qBG%5qEH0CMB>9ax}^Wn6v%g zI^Khq)7f@#dFofI44-X&HQ&^s9AB`x-R<_ihZS!SVJ_gWIblb|6!A^>pzV= z24{9<*qg!9$Lv=gFF`1q3#v7i*CK7?t#lZPY>#ixBS07BRl8O@#<7B!3o9D>R%Vt^kP_cP6DWW*AO3{ zJTBJ;t-Tbdgo&l)rq$=ZmA~f70#w4-0g_CrC~Ch-M$Y$!FtU$~Pe2ir66fj|1}BW< zp;h`wi}tZyU{{VPgIOH03Q=H$N%A85(zdoqb!$~MeyuTVvQ=StTBfVj*3dFok`X8G zmbUkS_PZm+V^`TK3=EP{i>%6?)@F-qOngB8hRkI%k)6s%!Df!PT7l^I2laiv1Zvjz zQqJ0T|IK|=gP~4%@9ZYn@O(UIBnbtb^swhPhD>LczGFFWIakDF4a)OWYylMkS9})6 zIv3AqnM#}DbfZ-I7{AISM9C8BI@Q*Agd1~EY|~Z5qqd=h6j7{0g#YsmoA*p~%3XZ@ z&fz9k*0YLdnf_wAs(b&=s2@>Wy_HSmjM@j?+Qh?QztD_CH=}ZdI{z@;ap8u1u3K{D z>|HyZugnO?FigU@zH&HnTTQoU3`yJQV{C}WDmWXM5_*-YgoHT)l0lP#9huf>hL3s8 zlWBTQ#lUQpDWlS-3~sc7FakjsWuKFHm&z;7GXS-RD0tKvmD&g(E6bu4j#iG_c-}I5 zqfmUGOes43Zv1C;62bfxn8MK5mKQDtcZ~EZgH_y_c6R!?(v?NNkoPa5r}u1Y57;A{hn=;8{PcnJoPf4FD7QH2o1e~N~=1xoMt9#{CWQg zm7R|MU*!0YNu~6R>}>z6{!MLv2^}*#-M?`4Z*Tj%`Y&8%{73WS{~T8p1XWa&MgG5V zmF4d==6{N-->&(ugzLZIDkB>k{$DRT$iLX||MvVpDE9AV{KF{!uX)&i-_ieXDfYWD z^Iu^4KPdL^%0IUG4~k{^x47#!#j^Z&-1T1+`)@6i|DxFcZkhZa1Y%X=w3bMM>+y5% z32pooOLACGI-Urb`Tm%Q;`_tShT+Q##}F!=fcrWWK$7Eku%3ut;gFu*bxu9CGu}JHj^>+p6B$R<2T%|pnBdaUb^&K+7r-5YJ->jszPy0&m6r$7 zF=4-=LF+RI=C13C`uBSikY{JZGl44jXVY_06aSEP4g%8U2cRMZL`~Q}0t0@28K6(` zLW&`W;6vC2tOKie0dyq(aSE!h#MkPQryD74GH(9)0B*Bv`$N~(R_=0Z4UpZK9MTAk zA3z(; z0sawE)Y$mjVnJUQ@(H0q8U%^tHa)zh9}#|>gj|1^?*IrcbH1ngcYODUNBD7g3ag|5 z{3%NZe{4OD5DM!5^70})00LM{3Gh&Bzx$T3IlTq~`3~vp-IEOa?x__`^9QI9qL_Ca zF!TlRrInv68vyeF_TlNH%E!BsPnS*?u1*lBQT7-5k9%h)XlTdhxx(Gw6o^ zrDFj3^s4PYp2iLNWPAYPGYNYAC`sGaF>Y9(XJx0_IcMT4H2c#P=0w_1` z_r*JRETHSnJo4qN&Fl|^2>+!(Z6x_sy1W;~4iMS3-Uso{n8bpZ_l>bPO~cgB0WTMH ze_?D1P*>x774j$L*q7M;ms)f!C-$ei2zFP{9d7`^Bwh294sf{1_vl_A69Re`zIU<( z;McJ(fFRU)+{4TFEIDQ-U;|)we~WI7LIkg*moRX{q(yjHA;f>=*KQ9Qhcf(-$~(MR&e{_y zHV@0h<69pG?Wu~eYV$4~IT>eM^7M&+7CRy#jk{&5nD=%f^?sCYXxdX(EZB0SMcq`0 z8qWs%n+%=SW66y2hUgUW;dJVKvSRPyE$Nisz%xFp>!5O^!@7v9z0ZKW?c90i)EN67 zya@Fzj>EjLtZi9p!=lz;iUpZOo7mQ|KrFh>KoChT3-%w#I0s5Ke({ zFUR#5;xfj{Jq8*F8#cD{(`ld>cM9ZICkkQw&XbPp`uz8@aqF^dcST5Gz#$+r_avaH zGjCeeyIC#ALb0{i=KK+Tm3j%+;8OoOZJ~?RO(kT0V$XdZ!a~IX?#3QoPgu&7kE~Pc z)bFs61CWLNMRFsY&|0@M69$KtZ6flI(_dgOCxL={MnOTemy*G7?Oi_tgD27#f0(Cw zPElwTwRL(NvO{{yIj<{y80M^O?N>;)jpO{1x#lJzyDKgc3sHPUYYsThG?yZkWxmx| zN5Y*Nn6xF(lke=|ye+EVe$n*$1k-P>Sl)1E31Iwi%6v&uv^4il$78$;@*LUYk8WfWqA*D_yqEsq*5nGg`YRmi$Qg23{A8qYk=^v|7)14;AsHg2>QRGJ= zBPvzkXj)%SIZC+vwiDt4dsS!~BIlWI6Nx*w>&7HAWu_!s_MG!^`mQGz(~dF# zmwz+j6k?q3u~c^zn46;}!*dGOX=OJjCKnUd`FLoe*PJl@co~?}4i;zcNEH&Y^D!5Y zS;%^nxgKB^T7K@jr+$ISn@{*YNIisnr*66lGAhr*UJQ#|Y%CcNA)Yh^AAIm9q%FI_YOeBEdhIa=YvDi&0bX{GbA9ax8(s~W0IEnS2h zlWA;eQ>(Veqz>eM$ru^#~+QSx>iH62nVe>2stb1BG>fA_$17!VP2+QJM9L|dC2WKbX=Y+ zLKVB|$C7N7R+~0G)a*KMub4P1Hr?EI#%%WI%D~FFRKcxq9~xrGHJ>&~9zs9g759iO zqqrY;yAofJ_w=)HNpLC+6x93qkf|+<4Bq+YqMYCACWxwc&R@N^dpVq zWV@mrX`}&bI4`PYs@V~%#)I4hB#io^`9^*jU*2jD-ioj!-ytT9)I_t85+mX|^CI~c8)IcYw2(8mj60!J z386HMedN!eFqn&~h%d|3ZYR@5T@(?Ow$p$OMjnAdGByc+^++Kx0(3CgdXYDf3M}g` z#Z~+>I~z^@197~#g>9=(=&$DR9#3T zZIm{uc*vTxtX&}O+aZ~6A(>QYEPvmlwY|z%ZCCHJ9urTO+P7yjkqTn1J*9y7Ek=hv zW{Wv&eoHNZB5ws5heGjt_+T8jppQhtvx^16cD(|NaX^@SkAx0M$e^Pi66J0IPmpxo z%8D_6SGAsHrPGMg86$fqXr8c^6br*c&(8hvR@#H8<|%ja`=$zAIinV(y>G1T5ydY9 z(jMED7?R)AlYGTLp0Hsx?1>bTFt3*>_~;p^XOFbMQOcNVDjEfJ@z1~RjUzlnbv%(j zexNsaQAK*;{G=RAw_PfN<{;B!T36HHXS8m*7yD^WeusIMV8CGmiRC!ws)EH_^#taI zqvI`TX}M``hV7bGYGAEHTNl18`*hk(M0^Jf{L!1SZO6`!D>==6i}0(XTefAsYfdTRM3v!1d~B67EJ`zSVI_@b#VzK5kQGQ$rM3Po*4I*0)GP zr#b7~TAfB$EF=?cx3H{gM^%!iE*yT*RaYu zO|XpC2yjT^=sB5!*5JyoG-U1LWIWN?6IY?j!w>Z838yEEdhXSHP#3 zUV&T=AgeJ4>ca2}_aIE~fqOO*J#^6}D1)6mW$xad9051qW7Ovt)1#t0?I}#-{`wQw z+t_Ym9n86Ztj1B@6J~BcPuGZB=d?7cxN`8`;=PDwsW?fZD*p)S`17yEIZXoNR*iJt zC)aN(kT#?rx*P0iJu6nF)74Ur2wb^BW!!f3{!At~kRC5hV6ic=&d4)Fip8?(Hhb1? zlNMxZ4F4m+YxsKuJ0Zz!)6{8Nx>4^C^1+%Mug#u__SIyZO5n)>Z@w(tGC#hf)A_~0 zU6v@{G+F53r@L?h(<2b~iZ)`y4Lg(hb52`n8|fp!b$`;7~EifbvT z{Zm8nSS+cA?1{i}(VBTw=c`UzccSu9FVqt&C9MY*IsKm35{Uo|@pbD9g=_Y=iBs-v z!C-Z4Px7Z%XxN^%oXaAGv1_BRgYHrA2y{Qm=|tY-R}ijKfw`WmI|r)AWdiV1>l`8M z9p*eur+VkCZB-XJ<3|gB9^9UAn8HA$p9kt(?9GeUEGTSNHtxe|!gk>BY`)+Ugl|<) z?t6-N3AMv+p+(=Io8fo2J=$08=rZLlAY;Y$5sNUUpFxXfhG#q7V;lE^Az+8m{6tC} zal=yO*@STSq%PP8j*Q29kxLgHPENn<>G!Tx$0eaaMvl>>;#oH?a8*st0CNKi0V9gw_8k zcI$W_&`!X@n>3mS`xW`|gBFteGR?&FZq~IXQwXK$F%=&|#1qw40>Q3vSi$&8URo7J zD*o3}R1kF#>B~&2taft(Fr0-ue$YEMv9KCeMseM{l6ksVoeosF%~RDB|djN{`4q!_C@byL0%UABF)^ZNN@ z;s$Mt$q3L zaG1Wf&Ik{fm*5mj1e3L(!=Hn-&zR8;vlQ=fnGzmsmU2$r_{Iv)LHBW`?OL7aVje)4 zk66kLV2EMIXQu~nhTgI6C>?NeyW1)+gew}q=u3{=F4Xvc%@PSdu3m&|#A3+XRyqXN z2tVO7X(|Awo2-I@KTUT6v{157tl97{&9D%Ij%0ODa-SuA8(;bkp%_*O-W< znFfIK0AAm~DsQ`Rs9V#d)toDt4mbY!TmyJIi$w@+a*|qt4E-d=5Udl`V&K}5oiz#_ z#=s$|%toi@)|lmo>X42~D;2+qDZf!r{7Ogow&;rm5=yviPJvNBzDCGB!z!k=A>E+T52&OuhI+yk+zhB3r2ojRPPjd^+S%_U_xxTNvX04t?B-44v{tPuqT2$%j zIakwNE+6gD_B&vMf2;z}J9uWk|G4+-y}Gn@u)Km|FqGWJB>q891}yG$sKNwifzr1! z(>Q#Q3@?{Ng^0q<8EE%t!JMnsN*P#9dIO{;d=D*FvX+u<1Q?=7GyqdpXL`xn!*i*f zC{0x$L;4v~UK3+jFq05X7Y*eTD3YnCa(;I?Vn9$&sjGw2lyNnP?#`3Vl;{|&>yTf^ zOkt=JbgCUZnbKIjlxvCuectk=_A)I#qDb-4?#!zS>i0q@xyiVx)Dc3Yl-q;Rsqfg$ zNdzLj^VLt(d8^y|O?&5Pzpe~($|Re*CxgN;)3KdTCKNh@`A7pm7`S`MPkCPtNIuJ-~I)qJk`1p%&XVv=Dqs( zmv?H_xtVViczY9=#g=S3cl_5pjwL6n>5_hoEpEN^BvaYC#|YdOdWuR;6g0y-8p8v5 zn4X&r^L|ipkKM4w+VYRMegUWhua~yXPwYeuCWMBMFm-+i0Z$|slf0$nJn<#XP#R_V zyLc)Qep~4=*)N%}2wIZ^4pY{ChyI!IeiHC8i^id|pENF-W3T~{yV6wmMK2f2iM1N) zWGn{CKn)a_L9xBUE-jfj<_}9~3$m3Ob}zoLc0F}QO?sCDKGbtz6>Sk88fQTHM#UPu z$0%^HB>D!V=NQ)ycQ%DSLhSb!Sms;-w(I-pcaG7$>y;cuFV?$V;Lys&1I&mf z0@h6!X2^V!YN*^eZHTf81ccF#$7vLi|ot1+z9t+pkiPeW|0u7{X6yCgKfuxBp zcmu8sdDhgnnGZ(vnh|INaKvs+%B!6RjYU4Z7s@?AgE>+TILj=TL$ymLAC+iTjPl`< z!j;OMuNKS%0!<@HI~(3cKr54ko^xW@hT4l*j$=mK22JuJ(qUwljF%k#K9?eiQw$a= zNQmOXr(f4&Z3#3hb?L<sGo~&Lssr<&c$gfwzygmb% z)LV^&E&OHze${1FFdji0OZ16gR+o$$Th@q8Zl-_EA1IS69Njd0)+G$Q#JNKt6QQ~3 zbRL{c@)*0aNzABD8jG6GyXhX8^AzY zdB##GcxW1F;&Ao$GB!IkH|#9pF~xVQGwlt}3E!TixLoWL(|2q1v29U$z|s^Ri^(!O zgAgSXy}~0lH>R!$c2Pv1#!TJtvU84YRlFNWkiA-)KuJ+7w>}R#`&B^(II8$KNRdjk zu1Ohhg*-r!)MBsf!3Asd&ZSHK2%$v9H?|4Sb2+}JgTT~uT8L}r3z&e zVL2{2K=@58r7_QOrdaewyoQ#OYVX# zpdW6y$(nOl5BI)(!p=5>r{FLfNNFn7sIQ7RN07@dc^D~<;y%jRm6JICgd2))lZsKE zV?yOMu!?7}RnO9SvS$n}>iKBsgeER9S*cvGuiCi^;3Z`ti<%k;)p)3fCvbq{fY%BX zh{@+<1dO%AE%mC<2sSF**u=qfF%O?dTX4#k9!5Z`CsHuuHd7Qxm~~~K{$Tk??Z-G} zZs+IzUDo?P_MV^JKVZ0v7S3Xg8TJ!{a3M_I1h4*S^sqG|*UDD2G1QN`2ScvZP0~K8 zPZP11(+d3DvP}d-1?}&hn$n{`1zWQ(+49wegr;*et6oew?@>&O%UIahTuU*hAP-vwI7ev^^&K$qoI_pj9x7NQk>4Va!AOq zj2q*>7}Anzyq1eM(c4!XWRP2O7^;z_I3|U|o-MQ7OvuMfV>~L3DcuHs4!vik?VmE*-vNa2|;&C<+0wFfyAGX&KLsOwKzl(B>%)QKlE=EClrqLx2GKR}|q z$J=g?$&%$c8t#$QG3A|fG zSgx))_c|h%5C-ySk~Mv=-M&umrXO zfLs0xr_m-g4pg_Z69q7DMo-vh!^Bm?WL7@s4v+&SQDS(ajWx#IcaQfX^*GXGgPm7u zp_B64bWs=ueua3g*95s1teCGe2=_&f&lMlof}7Pc!U|&$Z(}ru&+5W=+hNuy{f&fy zJTHYc-zB`i3~gSP1@}mO$uM~Rp!Q(=-iSomb|*Vlv z$X1@I@ZC1j1Kv+s^NKf^I*vOw{SXUK#k3RJMa8mywX%xg`_vmvDW@mu>Xc(~db&;s z+FWgdrM_=EsncH=?Jd0&mx;uUVIuJ~Vf6l8u{NDkHr&uN?ttoVrADL9?K9BAWzm0a zOeEfEa>Mv>iWM#|2Mcu_U~OF1bFz>Dl)X!0eT$)tQ@%YMd6w1yj$}n3-i{_eGVu6# zX0gYMl<6jZOu}&4n-8_Ld)AgxhO;6ms@F13`y8uY;Zl%m$jXUywYT;sbF3_P{)YA{ zxBr&Nz1WqHjE;K%FU$}2f;3|jS^OWc_#fE$n}Bk%aC80xfd3|*zpKn_98CYH{^f|~ zVBz?O4f+rJ{Jr*{=Kr$%1>67kSX@O@M@K{D|Kfe-_>+$P-%|14`Q5*JpWj2(|A-v3 zzbAN^h~Iz0{!8%q&%gf*1OHF7`(HQoKf&(*U)Z1j?CHP4?!S5+exH=TU^nN#q>A5R z_j_piPpbIuu$%K={Lt^PoAYme=>G-mR(prtlwc|%0GV{%sOe;-4+m`?MN)7iLV@JS zA_&Bvrp2Pv#J^2rC>P0MfhJOlN4e3+sDmEJP44;Sp7~ksWgmO_A}rUefV3KIu%L6FLVJQ757y?=T#2^O&$5ku~q zOhOYOci{HZAxFD?>_KsOSU^P%gacF3*2YO(8vw;X2a68rnG6Jl-wP8$aR}+*17(HB zkL>*LiWd^tiifyI0R{Q=^c3BtBw&JFQC{!`dOg0k8T2bO5yU*w2K?t#IP7kvh_#)l zpnFhP&Y}sTI-LFwdq_Q`AfLL>U?jizK|}dYjYHE50r8k-rl4Y4k@p3=9s|I{0y}iT zh5Eh(^t^n0goloN^}~h?H&rrVawA4PfdvxtqXZ^?ZO3K=p#tli9JdT&QY3;WA;=(t zKY(#1g?LuLhqNlo0AUh|ek~h^iWB$V@a^?Y$hE}yG+_iSKQF{vZmdKNfx8FJQ?5)9 zDcs9l-WF@#{mRyF0gSa9tJFB3SJ8t@wT^cmOFh<)k2oCIn)_Cm~{% zT4az71Y)pthjmt`DZj4CCmtX}ZGQHPhnB)Oc@W5C00 zFUj=zvTrhrXYouRK^-Av(9gVSBw?Le5X9$5UG^j@$XpxXj{)+o>&Js{Q7e|zZ&07! zECsUKb8|a*$(`o2-iF{rN%+CvF467}qsg4sKtz>59tA}iP%MW(K)@r9OBv1vcz<+a z`UI&qSqVY-HYZjTPsswZVHeZeweqU8qv*;o4zU|4Mi#>?Fjxl#OAJfF$LEi9;z%T1 z2M+7sS6u*L`>%=WfwjlhP#<@=SF>X zn5+{#K58>EB4oUSZomPDOAAti}H_ELxqRQ^0@%Tw{P*`|Err=m>H-h@=-;UP{ zw$a%&4PXUs5!;=Yf{RY|>KFs!n$FmDw)npCzcuNArVk;bM2kc?(*-(sT6#nD|L5<^4W6nc#b%9Q5bh2PR8Hp#aY?*` zsP$wdlhvsc_BK|Li<%{PkW3jLBK>h|uI|CTC?($bc+!1xB_upTPk&4l%0(TZ1|#VM zOoc~j!F#A;^S?D9`?`DyBu#4F{(^pc-Xrb7_Kd2?qGR1u?byr0qs>IeZNE*(sS4*q zge6U~;}?HhU%aR`aP!15VXN}1YYE08hE2^{q)q0Vx>?hD*Y>*vnt@l3Sza1XdVuWs zY{ZbefwZcb#P>FfR&GB5%Hzio#RqoRC9N}a3Sj~jBjN4Vk+iP<+}-?9GJfhv+RxWD&(~WDu3yYgVHa1wEc{XyOdaMVj**y%)By4LMzr_q zhkC3+AguG9;>f~J#i15N33PDE*ct3sl%ROEO4>O#Q&ummWSl zznPfiCP3_t>3K;2Z>pIf0Cv>wPI?&g`HMsZe(EH9?(!vZrzDoVgMFu>DY)_RSUjzy zl6?3wk?CAYlU!L&07HtjWt>K4UjQPhcTFJ{?RG$m!NK#)fnn z?kIY(!B$RLPo3>Be)RRyy=s(Z|J9c0{vdDHq8(;h@SUIF>7Y<_1FVH!Kr4Js-IV<< z1%|-|BZNt6J}Z9gpt}B1bxp{opOQiUwnSawgknLFQPS$;g=R2`eQA`99ucXT)rxO50LESJ~z{FsRkaW?W5>Bnp?=NFeq-)Vk` zGX`VpDj7AGo1v6WX0-B;pvviZxGXjg^KKMfb_$V$>CSmpn+!M17dk)Wp*+Mt+PHzS zz`S@HZ?|=Onx2R$Sca|Ju(S{Fg?7UZb3D6y+SCDpOWM-1jj`^qGcPv|D?lv03y|I) zA@l@Yhi*HMrxz(eK`J*@vB3HjmbS~N=q!@7m0p`WW2{spsfGu9R=-HlE!rSq!_E6v zgV#pMVS^jUl44eVm!XYnM0sgBTyd2WhNE591E zd(&Bq8$SKoy@o)N9>)ozEBG$Rk;6lC4_VZnK9P>4Hti;Io1YVCJzdl2fmw=x*HsH~ zPuT4h=XMXRMlTv}IRcHNVzj?D&|<_#%?k_Vpsqo)ER7+y9m^$vLv3PRg0~FKBQ@*H zH~BIIUq+4|^*CqT@NfsFG%SeQ%1*zX@$s-5P|P`fXby1Tcad#A!!imdRY)u_FvQ&K zayTxYV;j(KYHOs~!TV9;sT!xNCCeb^@Ra(MDV~Ji$|&Mx-X=vJGKxX}Ly6ryQETH; zUThY+Mk#gMMVfT>D9eDSk;bOvIf-)|)*(qqN&c6iZf%R^M^!Z4g)ux0?d)$Rp}>Bu ztg~#9YO=YYkMsH54^`Uwlx4V3688W%@#7E9XUlUe8SF3w8WEhQKh@6e$RBIJPZ*uf zS-*_SdKjl?G5i7*u)h>@Fbx~ze>f7kh*=&4ozzTAMHB6qHl?GWvNdOh1`eQRTZ{uQ zf7zqzdTa8p)_-GA(6NH{nf(<^h&!xI=2csZGnkAaTJt!ZqX~3vuN%4DpcZK6+|e*P zbg?d55hBZ(G9Y;>>VVt~!s?6d$qVo5j9w=r;Kkds9EtyPP^y{ZE8YR5-Ppq7Vi3Jm=57&FT2i3g(V4?E|Y8K4ads?TQBcXukefl%!rU12q)!?F4xlAf_<_14DOl-fJD}FUaP0 zBU9U6C+|4e=vlNgAqQEbK2&fIT@wrG^Jchhs zhXU8Rczg4BH5+kwg{oQI{I95Tsy`15A>_aBdp6s^-Cdc%`F{n+R0NsMr`G}+R<9p`>tk{RR zu(2s9iF&1T(29%8$DPs*Gf>Hu+`YU-v%Ufz`756& z@cix5?a(#;se{MV4tylN+b2L+YFM2B5yA<>jeW$N-@$3s>I7`+%HecfQ_7SeKb6u= z%}-IE9o)t(%#kcyu2U1LOz^&y+Nxl<^vqJcGcghUC4GXRtaydB3C*Xk${IxDYfk+c z3*0Hz=i->+V8Jnu95&@mIqg&9({~i)wXm2MkGaH`nqMu3G()zp_La>DNbt={(nU;8 zht_Jn^ude$8r#xss8n;>0}YyeKL41ND;EL~)V07Owe=p|e?~W5*D7ay+6hY2p~q`A z)!1vd&JKj@XANm^JUvz z@-2ajlF=r~xV=aWrikX!Uel|V@6ZT>zo*mGKD)D!cXp*gob{L#?1L!EctE)Nz#~W=<<*^qV>WAPpZnFKDFpu% zf~fV$9eTg!rzVC(WEq{U+ zpE=f&QBIE|0Cud*8&;0S!9pVRS z;0L5wl();(nt?CTs)d2)jgDxO=Ao)!CshNqoSW|Lcd*Q1=5O?U=X1*JRCr9yb{o?0 zkFa@?k~k^WzbwyRU0k;H0@oKQAOX8Ji-YD%H<+iOOMkzW6u^arPj&pZhIFp9k%eFFxAB>n-#sJ;{S)9#0xltgfcQL)(@_LoQ7sdKGW z>h(qHsb$T)JY6v*&`%?yny}JwjiILaGV_l!)&uIe6Ad<4jSd-W1y7)p9di|K&nO0Y zI;S7xJej8qegJfX(SlMtsiMJ#1_+B{`9`vx?hHW)^ifT@@Xu0p3LXQqM?`NFD!gv# zpLEcBoJVU;3fAKY)oF-m6<`wU+tYQ!K%PHnVV~W8NRqk1BQ)Wf9fD*UD zs~hj5AAb8dRV5?C{)uus$KWQltJEJ7GFEcT6`HmEy>*%!;V^)O4`x0^PC@Tygj#8` zf0&o{bIi`b>kP^-7sm7rgYa#!qdAR;RCkyTv(W0UA`Y1GfE*0$2-`MJ5fbFuGo0J2 zlU_WnQk&NrKM+1?uvjd{eoL;KH@VPyEJ50Eamsxr;SL}cp!j?__D2R~HJ*sof~x4b)O$R?u*KRm z*Hze)HYNvmjFla@=cJU&WbpjHT+u=~#7+Jqnl$y(VuW!>iIcHq!w3_sF-qkK)HsgZ z+kTuf|4_c!W|g1YTK9_S4kha?$}+68(ck8XZ5h#6cG93tT1Img?D{tyKCCOIm2Z5~ zSbL$&PW~>uB1taTAF7*FRd_=s**p~o$)_!N;_+G~Myit2n0G+I&S-3}+Sebq2CU3{1@EtR0 z8DbBX+1!co9B0%e1ta&%ZqCCXU2^mTHi>glM6t3W4)*btvKLz{$UsIp0k}lW;s_=kY@n_a_ zEtL3%Uxxko)smj!=_PZa&J!pPq1mpZ^`mAu?zdGCbW0qU$*pAZVx`;_G>xnm+9!I! z<*%h}ho4Fq2PG`C^}NkZ?-6CKbut6T8R41j3V(i=D4{JFl!!;}afb~dNKLMILS^BMbqBFp4gL5Lo5!SpnLJmM0lHzQqeW|698!yVa0-aJ61e|P$G$@`%%&j> zKWm6+c;OFYG&_%}u@`?;2h+gzqslEEy{kE%@G`s}QGGsTXcpb*W{< zz|=uG4*z}41{#c?gL`I(`NDuA58cdKMOG3|*1o>akbO&219KwoE|~MukQYqIP3Ewg8aDGSB01iQ=~KU_MSwhi?f9z~m0AGq<3`+xz5wYXYy+iy$yi=4B<0?x(`e^~ zyU{&|1G#qMGN8uMrldY4&nlVHk(-ay+;cy;3g$_Yv@PZaCSV1bbyDt*E=4n$ zFcx#?!bR4W(hM$H}1IyE6PvcbQttfpto$zE1Py}yaFl2JBrO9Rc48cNjp`PWz= zQZhM=k;eEYR||b>*FGSAju%fEDYkZWp7FO`ES&yDzv`PL6+35(f)mWq zm1}xL(D(>TMFK&q%jt1?j&}=m1nM@!*JuV*EnCKXk#YrzCkFaO)@yTDgX_^paT6-P*e^z@A9T5)8mOwOOCXm(O5o9KA^4{b3 zEY(fHZY8e<*EMcGMOeUB672b+srUvs&8UU3A`l%Zha_>wPqj!Ei~RJt=@zoTridAp z+U$1wdi$Lv&1oK#cvWxxSI~glfzNkP1bOD91)|uP$3m&6eE`xNy^}zKp;PCzQ)L2q z2EUW}uTq^H0!uga#JQrCqxw3Q(9iT`&{|fBybP(??baPMPOC%k9q#0kBfEBLSa|hu zg{`UAL4fvRbAKw#HtBdDC3f%8NI$nG1^Z=b>!}lA36QF4>CTpKL3{C+{G|+Ky0<$d zkmJ%Y?JME7e!Jm0>V3*5RFa&Xdycji$a_EV=r#1PJZm6(BYqejx+q%HPupr? zqVKkA65^|yGE`>~N71A9SA20NdbYc%O!w1YssDB!yH4amS zoTnN|qJb&D_t1`AUa*E`h#r)yp@6Q}e8dwDU4;n8G2#hrG6Wd0x^0T<-`DKheKz<8 z92AAyDZ53G^svf>*S7c2?w8NgD3d^5R}1tRW@9HP8q>#eY7*0qJ1qCSo8SQyxJ4I} zKsgD?8QdSG2T~UbPkt)NccGk%KQ4@$NJQWHfnj|DjX3NP5-{?*gtgysgZlYRa9uI{ zmFNI`84a{&lZhI89{gGm1h3~=;y*y+KhW?GG-hUI{W~81Lk|B78Z-R^5C6f3zpEU~ zO#et&|6z!~tN#RzS^wXmv6h^ih@8edG*;FAPo`?lKS|zy!p8r=(c%uKj%L;lmhawY zYYPi=7jp+wb5~+r;`cx|z~0*7qw60vH8DWVQQg7%ed)W&ne$H!7#1L5?ee#o!oL^) z9W?*`<^S%s{`2DBJNz&3^=~=i|01dH)@VCpH*+!bKX3P*Qg(H7F*mk{^#s*V=yK>G zh7UXA3yojNCq2L+kxVdbs646{tVpQ z@5Gz=eabZ#6UV>V!5Ns}m;dDle?NQw@Pl)|zw)2`;O{B>zxly`$MOH}2WS49He8DM zcljTFa26)cfA)jFOVIxVpk*N*<3)Bov!_>0^B=Jda5zRF((7Gh?ue z{%6Ji$mu;T-#L8~0~i=-n@oU^Hv;kR+Z706iTY=vGAi9s*ax zD554nK~@r0q(8gMy=%FPJ9`z_+LpXLR^K(SJ>m9X>F#r|A}xX!=k8`xl8Q+vWs-ta znq#d&{Qydw0AzwDml*9chaDg`3iuh>JZhY4#RW@qwMMGOZ)^lV{}r;|2>eD#YCR1L z3>gDTjKW;3*i4962p%G-U*rW=%xf6L#>nwK*Nq10ke|TB#+*(&+%ti8di<&D^lE{u z6K(@sthl%sBA^(2_>@VJ3nB*Mx)U2KgV$XW8XGj@3$YV+{}~Z-s|zD`On6L0M0|Wa z(;@*w%%z*gIvRxUIyP1(c37B~ch8s3i8N5ZYTjeTk?vl-z;AH)FH6RsT)OWA`Hey5 z0|P~kq}Vw6;9x?%z!q0P(d_j*JHf-A2`Zj=g^=%A@rBg1t___6Y6HN!5<8N*kfDcH zz+t@dF}eVN}a*)T6S&=Oyi7hO76jkv&$BM|P@d9WvyIKVm=NnQ?+ z5H3P|j3&FSxHc{0Nd=9oO*JG%)Rj+9naCmKpX+4VfmHCHguNakpSkro$%mnE&KHJZ z;zD>{@F8bMM0??3I<`K{Xn^|<7|HhrEPXb{76Kz@prIjw?K}lxGK`2GoIsF!;WO$~ z+yk&ShJOJ;N`YDru?NS5@c3jb7y&+ME|54TORl8* z--7VnYoA#D07W3c2)r9r4ZTwZM+0R~J=T$}=wh6aXsKaVTS=su58H~`$1EJrEu`pl)q^|9RSYz++5^GzxO z>0J>n06U_G-TA~hd{WEi)upQ% z_i=A8Vo@)?-QP{acXTr><$jW0;o(4Z-LTPcLs1_50|_#j;nOw>N0+hv#L)Wr)JgjW^ia z5x}wQ^W^2QuM(yK3MttZAipD2>a;&H_ho!%dV0%E&NkGk?Z!}@ly{tKY_N%MSvTwZk6Hem~`9z@|>*NFTGJ6jH zARnY$r?P33iSs_kF-j8K`;#TCX7CrJUZiL@Z(9o6f>Io-XUCeo_#$|gNy@!d8{sXd za;eXy8bws^L+yZ)&VUVWDF(l6MqJM$o|A}dmx)<-b z11ywj+wU|rjGsOtaj64s^0}ybGKp;aP(HNXyH$V)i!K}ydC!#AUaHdRFZb9*?dbEGallrEz(QTaQ;UMt)n!6#ck#MX^hz z0ELIOy@e-mGM&<(k(8UaF2#mL1z>x>%bZ*39GdMgp+NhF&mu1@anfkmb?I57bGak> zP_6NBolWwkrHTrX@f*$wrOIrTKKtQ=%TLCksVgC|m_db-FC)MD^5ydOFn1+TTfL|b zd{z5wXs?BA+`kF!v}jlJe|%V3`k-*vLE*c~PeCF5o(;c*dJJ zi2LeiuY)6%;$v8q#>@iRGq}xwv3#a*Tm-6^x@&=0%i$8}FD=$=&}xSP=l9`V6S5_{ zTLAI`j*?o=c~Smjj_hkeZ{PCP!U9O8#H&$Bndqvy{ZJ=asP*LD45;!%|8{9{*jy`E zv}|$MEg%;=S```kN6dpLcRQ}LhJIxZ-??ipt^;#_*%gBcdKcSCB9|yl)UVE0*-iQP z*&d{6kV$~&6y=qhCl3z}JBCxHZ=nYbD7{)MT8z9=HpTR{GM~M)&8$oPzxa?eS^(zV z8@_%AD^4X8qL(@2?Gs|HADda(=tI6o7x#9*oD<25?c>trKdE*DlruQv-reJQ{L-QP zB)35SJ%o+aC;3fKpUu*(hZFes^O~0Bzw|f};iuoVjn%Ys=wp z4Ev%QLdqHvKoe%#(a*RDd}Zh_TQSU04afq>`%_VDOtK@T`e^9+*F=pKQ!3dIDJjl2a3<%w|eH^jfNJFS(IBSb2BV z>zv))=y+A}{f8c8s0^>R&W7?gH5b`1KA0xL*jB__goo5(N^T&A*JO5 zGB!!0TT%0+Ri4@V7T-{ArV?i~gswvfinB(tO`C5D0xK%iQ?CpU4w@#%R8t1qw!&DFnWOeoj?%qMla0w+P`6_VtB9=X`x zG4eGS@3frWpM|D?*OMdq7^0=bP`7`Vv&6A5H|*z_bEDHhhagXVaciWMqMoC0le454 zAC|O^e#6#?1*hK{78oUexBjQw7E=R;foz~g9Q-H5{W!y!AAa7wa+NzT`Rn9 zz38MWtoqdC$pP5Co_CAsDAUdsr=} zD2mRT1A|S-L8lv~2Usl_oY*m|O*8Xi=#M+fP+ut-z3Y_y(1F=%dY!-0zpg?^d)}CV z0>mASEES4&LqZ*(ScxJ%DnE?G=`g9;FJI2Dt*uX{z?0IfP^?hV4>sAOGN^r3^v2Ai zLA~)V1Q0V0_)`H51>B>Gtz&yCh>rDFM57#<`uI+^W`u0)J$s*YV00mf-lr`!gWq zb!HV^#w>l~IF<0C5{%pUSe^CJu9zdj357>At#BBaDHo=5w}`$lB%!)Sppn}t%jHs_#ke$k*%es z;C%XhW@8PpVfLWQ&wh1utHa3eS|!sw@eJ1G&FtBxC&pS5*W6KK+IFSJyjGW&2&w6K zc6|qnqZo?Cs=1Z(y9xhso>kgtK?mgSx|tr;J*hEa%@&(AW|Q9l6Wji^FRjw6q%X(q zom_l~@E2o17bTDGqbiQA$mHXbn!gDqs3p=4au-k6-epjwx(RAZnW(V}cb=t`ih#u| z2Y-g;S7^*t)G2C96I>fSPz-aU7+1|-TTY?e8Gc6Oj4|*lW?>{q#z%FhgyBz31s5Tmse_|DC(btSctTCcrA}C z--|!Lj(Mi{TWR1HRSNKO%f0H1xl*}5%Gy1X<)n5)km3nI_|^1tE_tP5VxF2mC5!0r zrh4BrH>?nCclZ?<4ZU{r6Wm&BS;GrUT3iI14(qAgUeTZJ(s4d!ZjZS5TQ)x$6s@y$ zpCnz5`)^DK#RIWl`jgtRLl)7ZG&s%em#hT5+gLBxEs_h61S?oD6Xauz?_i*7Q7wTZ z4=1QvkjY--Br;svL(z8UD}sfsQA-`lZ9S&Rp@+@fO!eyU*}>s+Bd5EK^#u~K z!uL=^TbkUmO0SB|jT-=MBy`7_?{7ZUXZYaMHOgF?tLMjSumF&}yxmx4Bd37|=vGQBDsBTpq*L@6*ZlIi zGwO3oI46X@_w2q@5Noa{KWk~C?+-0Km)dtz*!1USY^fY|-Rzg`ZjxRq?Wpc2E(gXsRk(xt|HQ^;_1lipG`jm?|rSsS~Jb=rhsS zh$~?@KEj~j5BH{gU!p!bmY{z59JL^$OHD(#aejZ*UeN=8(hs!*L&}iZKY*lJQLlwB zu9~fpXM+G){}_UVyQD2|!I}VrD!4sM9gvz|+~{OAUb^orwa@wRCAQxwQdacUT5DoG zP=>8*s9QS!>v(IvY>)nnM7DsH#Cqh#)3Am}Z`2yP}x&&asgs){wS+$c+M9)lT&@=}~mR1+*MKaVCDWG%cO{J;R8*wtk zfreByemQWzP#CpaAPO%TRMhGB>+nt_ow}!I>}3^0DqN>B#Ov$8JS>e`__z>Pk2W(= zbgXR{v2HDJ1dtaL{NeU=@78Vx=(-q;r% zZ(1&VdxV#K9Yc6Fo)~;JQRab%-r^W4h#@_-p1_7y2~J~&yiN$$I>nq72g2+Guc#?M zd=}y_;>d6k`c&ZXvvO3uw&R*Roz0UD-whxLQOAl(FYKjc*3P3cMXV&RJ*}dDb^KYJ zwz3PJAnnDo(WKLH>&3~CHs4yfwXC=KYspm^jxbSZuk3j5KGel>(8oym6=yMznKc`Y z%89knfNFUiE!i)7FaDVesf4PS?TzpW{k#MZpJIUae$Y)kisa)%&m5{blC=i$bKM=ys*dr*%s6iEx` zOTX7SR3G+oNp5LgJ7V6c*(Ipb_3dS8lz_7Gt)n4Ug60T8k>z~x5C_a7w#^o}sG1Ia ziUW!=K03(28IGp$uQ-`qYXm_JoIC{_nyWSwZ}9Qu{ae|DZNZ^(vXUH_*4HH{C*REjECb0TBHS# z=RA`1?LZIA9wucfdm|Ua0X;~)f5?M_Cyb-m9DRHgeTWt@7tE}U263Ak|p)q zB@>rq%R(G*uzU0t?A_d9p6rX|N9-`&&^0>vl&I$Gq=uffMk(fE`Kwik4Q19QoFy^* z1xg>Jn^AVFaA8!zeu(AzwPB10P&~IDf;$xX`g|Zkz0&FwgVGVGh_KwsW49WBV0w7!{p?Qj46;TW4u@CY z!{R>PQBm2c^OUj+U5?||iBu2$V){hf@3P$K&C+KsVin~jv@sGNI7WEZlivs725j+| z>Q=Bf{0tsNUG#?!-spFJpO0zk*4CjXj=X{85qNQ%lX&q7mtw|C`|0NlA9JWnk%oW^ z`l6=;vN>;j>5bn2*?}vN()vLxwLn)sd@e9y!>e8uv8pa9{=4couX(BXG57P898cv~ zfNq8R_VDKFoF=3uf=g?OO=fl`->g`5A7rkN0HFp9KZT`) z`hz~_MHQ-j_>{B6S@W`9t0I0~9)BPvGAZ)BkYjMP)a2|f;VkH62AOy1d4dErT}#)B z`37mzs<^gvG3c=C{ENLklRiHXGq|^rC-`TT33~qyf9!TUfWsqV(In{>IFSFoV{@Eh!r5>s8%xaGcD z2{VnELhIiO=0Sr{53+rON$Bm|SKJ>96s47Z6p%O8>+OH|MU(T$k-v^R zs%ICaVh~R#J|;Wy6Hn$^Y zM2Do|Lt!Z1%>!p{Mk6Ok^0c&|L^j5bymkrpnzP*x0C>gRcsilC2BEj;+ToMQKK@U!Y z0yB${=47Z=CS^>}fzG*?BVBGub(U}P6b5xoWYGK8h4i=np=aOU4I z^6#XYndP6yFth&gnlr(2GP4u2zcYL`Zl-@7%lzl9{`170{;#>r?>z>8=dKK_Ebl!9|Mi#uHkz63ec|uJ`;J84fj-xN z^MU`V{I#opp;xXyT?BuT)_3&E_3u7#u7CG|bNz39;2s~fQci9er;9@(*n+{PSw%fO zWTK_udq6}-;aNq)iF2lNl4Lw0LW%;ZzY)`rb)p_04+pfT9sKlL4`k!ay7Aw_~%`2fK>NkOWCY+53?5Ma>3LMlL|jv%ReHX)2n zm?o%w7|{AeXzZ}hvL7NZg?k8cs)4Sr7trfLmtdVLDyU!`E1)tC@6K^pVUTNLEvgK> zQ!(mZ45OHkZey*y0Jtu)qmaIWq97pv06-FfCjlMlp0bAl;@MTB078Zh8Fm};6Wl)) zeli@`^-8N9@fpr&6Jp?*8Jmot+5njiK2R0dozDaTxwjcq9i9&goB{3E`2hls4u1hv z@dQN-a$n93QjL6{xAA)UiUA#We*zyQlITDU-3=Az1i{s*ZwvzdQJd8>Z!RmK?41F?!~5CZ%vg99X|$^gP=C;eQ;1A_u9s!uO~(R5OU>DSq_ zxm+Gxt;*lh+>M|H^HfElyk&-g5-#)t@PSzg4RjQA`4X}VAo|Gzw+LN%>Ekl?MAe>9WW7p z)!!emNg4F@%_vAy*n_BN{=oL}0ugxrE`nJ);_1Vpi`S5x@@qSww?API0KYyx0sstB z0*KfqF3>yogf_%$6$QT!_<{f%{x@8o>we~AJa&(FeF)zJTDYsvS0wWwHMY$WiX7usR(7uR-4yYDgyU?3x!gTL`)O*!Q$>Qg zi(!93_<&>%dCR5u6@@o}f3SOzEki@|&kI26L2R7y*OMoRKFo6Np+B~>O@7m6Lp#1T zwSGU8_CcILjr3g;HrVW}#7IX!=Xm1o@L9IY4{F)0M1-+n{Yb{gz}Bzn1b>2t>Ww+x z5X}zuB|P(~kyVqz2H?*l;Mr~3+99I%#lsL)^hkcVI0FL+LJ*^(0RvEV0O$hzPV&KQ zMyG}i(Dy#`Ml1p7tK$>igAXwEqANrPaCoEn%1fmGqhB7(zv07Fr873zJ$t%|&^r!L zwTpLmV-XZ)A2uL%asoexA!p()2WPNeVob;X#IRPV^~>NxAn0INg?P=I1u_ez_&_te z1IOf?=}Xt~!i4to$oZgK_{II}0_HC)FClo)rFmAIr86WG8u%(H;uoBn)zln|eo7`; zMUyxh!H1nSrTau7oMf?v`Q^)0nT#4&brnHF43e+;gQoD(XUo% zYth3kzj%5xUZZTH1XT?2gbGef*JfhQxCmsgOLKH^v2jz2jttMfLoVEV{(O&M#Foq> zVeHGLkWesW`Pf~ad}Wx-pwi&wj5rD7ynjQL{4_=1J@ck7c%Q0$yUcf#WLqj^>+|P* z$*i8q-am?GoB|cbn!d-oCj14d0k#(xMQ75UVmF=?u8gOy{qt*&qvw91`(Tof`(eJN zddC-tJ;W)=*w$jL7woCNJHm-s0_@H=8Eee(R7_qkxC>`r!J#-nnZ?y7!OUuM2Ytz5 zm?Ajjrx~}BsrzgXCPG40?yWELg^Rw@SzzK4RB&&e!nB#EPR zy4VgSOFOcM!SfsybtPq?HoekpWZEF)Qy&+CU~;n}nP-~syW@6 z)O_-iYE81m_E7L$-+*Ob=S3ZZ1qn38qYOFY6CYNt4P8l3l8ZXzoa0A92QVNn;3CznVGf%0rCZ$J=lG)k(Kq#e87WsTKVCOJH4f z5QFGCxDdtRY#I8)>?Um9M~AtD+$S5;?lR(5(8i!s__#ijHo{5o;ANg5a&IxTwaYof zntgc^|GgnY=9{rIyqiZGm4I_j;wt_@yzSk?C6Q+&&Ty3}8$D)YAomuDI|g5P3qtxY z=j0kNz6lenp_deGVXyIqdlp0yk5TP%mTz?ZsbD;wx*tFLlpLDm!sp0rU-e8H?3=#5 zB8lvd?+ns_0xi@yi>q&ViY|*0pnTQOWf|!!TUq>Wb}$JxAk*FYy5qnUr&`RD#ySrT zpBK$uYRZl(50bHd-3xcYge610R3SA7=aF9bBRCh>@6{B=((-o2w;bjeRCSnn!{bK0 z`1$SiR7)DJF7HY2#Uyec|BJ^osW1t#Qk}sJP+3u?V`C0S)YHDH(WBSKDt+qS3Ut5u<=OlO?NtE>*S}mULxAo@YIs}i;s~UOY-7f^Ys$Z+hhf&S1AsVdI zR%qBS!PS*sNGK)Yf!imSk`^ohb3hS)MKpWJ3M|`-gS^=d2Gek+gE`LH{3yCy2$n>` z#FAc@ylWPxObakaah74OK39V@FWNsY^t4J{!EHDt;@!ygMSYJ zWk{|^l6`A=)pW`vw-?VGoBGY2+40!I6Ynn{Tf{x5_V41hMPfp}RVB2`id1}u>fe=) z#+P3;x1%FPQZ4DiE6ROAfUb&q067SS^G&6;;G5o8SaEW|Ws>NkD+_+*ESKuttfxNMUg*$5 z4`cQk5S%U*H<*qadn*Wjk~Agmu+kj-4$*7sbZ5j>kYyy|ZwXtKS{qWDeafOsIfDIA zx+&h>&@@l&W-yfX3d1SRMy`xu7%I3U>@$35*0@v!_cbTQ?h{p{>lxmuk*RzB4M>Ac z;)equiL%3DD2`l5DjBbNs<$kf7HLzyrM~k=%9`o4hg)JEew4hayIVbZ(sQnp7~>TSm#E4rEsY3&AQ6Re~CGyT`%~iM!yM^(`h(m*?Yj&tv9PKUUG0llYSj z;m39M4VH^><+a4sA6u{VM;~9K@`SnF&0U#V?)=RyWmwe*_6eHX^-~+rOdUKls`?Qo zJ;2;qzdnqghzc(!!if99G0uS~0GXq1!{XU4`^tus0Jj66OuA&&Vn8F1`{GdsMk}0- zlS$vvJ~dr)Y0S6J+=IQe`DW-XGWp$~97xyN3_!8=L-IV=fgp2~1j1WbKN9bQMfy9K zGji7`)u(C}!v`a@G|IJNi8FiDgAxahUXnMghVxkSH-V zd8c}jJDhcb=07zt8BnoSZm+gIzkTSNLTZDsS2z4d)ihjh+kM}xy&%G* zIbB2duJ}vIyZYHMm(y+TlcX`1=0^OJoq=#2;hU67#Xy6qTHCsBG62&zdNpSM5(m1rFk@#2ZTivh0EP8P5!j z3k<+tLI>kUIOQdALXKE9z9=(ERDlwobdFa=Txeb=0Ukzsq86R2XmF%r{;bzNaZChL z*xcxA-MC~syzcoKAAX^f{?z@_Zn77Vu-h!Ov~_mZT9Zx&bWoao?nhmvV}-%n=834I zUH)c8QMGq~vKeG9{xQTlRw(RI>7dqyd<{-plS;8d)Y?mGmBME~pWxJWqtC$0R&JZX z5SOjcP#xUt@G{=~AxY5bXl5OFLQmE~7F+bg`#cBA9PDFpk*b2K?m?4QE*;?fVlJAY zR79rURQx#gn~iImBrAHja41EMq{zvom8uLvQX}+WvqYg|^xOhz8h!TxAdO$kPFPll zQb!v{F2SOy_SUU;+F}7oE36EOIcth*d1y_C+iAr&@^}mxiTYkWJCsZ(-u*I%@luYA zVb8&pGNAP6H3X78`1&G@kobYz?FaZ(|7;pPBb<)`!I{wM2;!b>-1;+!)-?>k1dE4u zo%72Zk42ZCVYT3e3=q?_xSnR-Plxk+gN$D>W)>LD3vjG`kP9xK#+96;BYS_2{DR$X zDPpwV7YZr9Ea67qCM7TwlmI=Q71VZvEWu&oe9}Zb}GNweTDSMf1)?JO^ zy7~LsU=U4BeQIK57Hyy+#~vlmiEC^4Z6Z}?ZFgdgim@$m+Z`UO&mbx!1!lsEoTO5@ zxh&!`YJ-jlYrNROO|`{{Y7fi7c_a;!)bJd3JD#U12Ii(oW*zZkySS~e`53xkcn!4J zPiSPRmVO-7gvHjb`YXMW zHHCfq0C(B9V?7rq*`Py}{sL1~sT02&P*|OG0g?Bk*HEMrqtW1GId+kjS&L|O5yd8s zQ{i@hOI1Ve_(ad+|B0umw<~3QkucNMj$=2lkYf{q zz%WF4#41t?I+gAMouUz*Yo-aH#JK!N%oZvwh5urz_+5VE^&?yRRf*^Y~y-VDieC`TLT$KDRZ8)>WJ+-P40 z4dU_oytas1`>a=Tg{rSxJsG~ zPX@>x+k-hHGnBJBiC9;A3=^y8FQwE$r_m=QcwiUg0Y1>9jA+Cd_q}yd5T#3s}XBl%(d&5B=;;T5OIKK=CR!v zWe5jN<`d&w@-g_hX3wh77yn{2sEoC)WwO?JFGM(Y_)p203XBL|Hnrnps_dVd~b7 z9#Lsg6lYi+(wUk%uwGsWqvqh*LB)O3=m-aOpUf8GxN_#vNJdj>2|-}K+FC)&29%A8 zCo7GW{)5&R1L;WyLp(aHTpuf_n#8~<97yo7Ui?GefQpcoT;kV(v@5LFp_K!`%8hhJ z#RG>42|*(zQHqMeje@+zOomQxv)j(Cg`7s%?(6!94tqsFMKQw}|B7vu!ub`Z+XW4Y zH8H}iTio{u=yCRh4H9eBd85^dEKt}j!89O`<->YOGSyy9mjKE9HOM3I;B-&NPxkSg zu@N=R%|`GW%<0{S{B*4li?D;&21w{R2d#0{lJarg$~gv=1(&8n#jgF`8n`h(5Pepx z@o&FU@63ftYx>Jhut? ziF6`)O}!`Vd0KD_I+T^MED0uke7F9Dx`k``t=wAhH@u_28q1!B62Uyz2Sv_5ytndIr7Go(DH^R}Dx@L6zc zk?Y0hTmtroMKLG%rZ-Ak$p(>6-wduv25p1oBTkGsl*K~nL*-;GD1Xl!+#;@38@PBW zE*x`?X-Y|2UX`g0_tPqT^0=BYTcS}^zUv`C@EHQw56X^qu7o^J9Ey%5d@+CnvZbz@J8^<-h%9s*fVFLyi(Fc#fgu0ve+ zTy?glj8k1H9h($Xq;d{$wcGpQ#sM$LJADh7mj;?E?{Eo4p-K4SP-Aye|J;YFUW`%{ zy_8Yj@R|R`k-M!;krVQ|1L~DXj1f>OAnO`BF^h^0A%*K;pTMrrsiz2;fUOT-mg{pX z(%llc=)ifTskX&lSBDVx>Q!0Jw8vsndg4+_y+;+4Ctr_ zFH`yy*R60^5KO|DD$_4jB)KwfDITo-^8%0COxNu4$HyF-v}mB>Z~S)dP7}XWf{-p^ z0y)Qs%91;z7AgaQf_fGjsbuC1q{m>bdeuofzC(R+b#Nzj^T~a}_3^AqsL8hPlUEQ8 znAoQ*_WSAz)_kF9fqQN32tvaxX0_h^5kRM1l#_RI@B=buv8V{+0U~Zhrbu-Au=xzH zWq5UFA8pzTC*`}Z@}OzIbj$s9jXdHb2hk^+V^XLP&y#r}DUpgQw{u6VNx4PHqO^Lb zmBrX-klC9hXFSALbK=WOE+s*Du`uCSY_DF4*pZ~s48^RgX`t0%yo8Dxl>&Yk5u?s-)+xJM z=U1wFJ2kT&8o1AWWA?_HKcj05jKXi~Izhn#P+U?)Yb5rbK3d7CpCf)ScOtb^I=9(B zRc`CWV5jQn*YBv4;z_hCbl%wOBQzA8jIseB@mctQ0|tD$hj2o2u7*hYd1x+@vUwm zY0l-9I_#Q`pqqWSZg?;ao#My*52Zl!AYlH=-nmxb9eAKG5s$WZ?)QYVN|Fo**u6<& zw4VO54bUtEr!nzaN_U8d(j9Bly%rn(7DYSJONOI*=QG~tq35F!C0XYJ^Yp!g<=W7; zl7u$*5ecU-ErrQ$;n>N$Jb7HZGxaydgbj@M8CLPa5~NaCoqQm{>wz9m8>lmBJmJkb zJs>3```)m&?yT~7TjIGF2aUbVq-I}QQ%RG%vo=I11C@-_@hut_+EZQnvkFn3f2lqQ z^U0`k%ab-tO(xnuzp<~l6Fi>{$HeSDb=T5>QK+M4nj+kyMl<@}qO3ewxb;m&LxL3I zmC$L#?|qZmfVSQuwcoAY-LB>dfNO1RqF8m`X(R_gkeq|19>q7D8>2;rlvrEGN9ZZF ze7r$9$K)WTbsrV7z(eOE#$M`*42K3u1kXQ^3Y8&gUt>m!i*6t$FQ#$xO5Dg(IlNP% zB!sJ0*QP$vM!kw(Cj-)i3%g|~Z zB!osEm(Yd{XLPj$T&^EVu39N_)-w`Tjm(2}N6B*hGpAmPBZlS&uye|Oe%cK(jBC}Y zAMqdwp}RkeGlFqpAExs|H8)U~BqUtP%)3(|J=55cE*Y)gjqJ#7UWt90q@Rkkt0)!7 zvAZhHGCU9ZA04Z~l|A>yAuX1l+1d@XSD@-ru1{uFC`iExG2u)4%sZ>q&WO*AHDb9^ zRLl1CwOf_WP>SS_r#7(%=SJ3iJIEN>G z3v7;6W^>^>8aPF86x^<3sg<(*7EdmfwQ6b2yDrWGowci!td_KlD^|kCJdRKPL0ru2 zhhgqS$& z;3QvOE=HZdo_j^&v1*u{GVVQCaP)H0pc)rIK$TsTo`n7hgk_p3&9*-Ls_Z!hN(JZMSn@Hs4@MR7#!y~{}cV5e4{ zn|H-5dIG1zyhgDJPLn!o_nO03gkQ0`lM)|(yYi#;=@^_?Q)=}W;fu%FC{DL;0Z?U# zz>5PQ?WROrQK_a>K0K!LF<&%;^)CX(K~g*+pgHm zByLJK@X$>5htw?C-EY3=Tk_3Zx_M1(ZyW0kWt^An(|MNB*P;xTSBqK7LZfGd_eQcN z*wox9KJ_kfDWI3u3O~vQVID{!y7|GMDVkwZ^z)|rNV;a?^|$#<>>Kbs>DNQu>hkP< z^us-W`11a#GnZ4v0ErN8;h&<}{Qw@3l}-5%J%v9*=|7TcR#t|8=*<62rvEto+%*5C zr||bVH46*dKN#+ z-*)yY_@Bu8|E_^B)BR5!5c<#Z%Rf3Gp8$Y=ncx3;@^AOaKSA(6J0R?TgW&(yjr2Lc zXaA>`$mjf?{ckOi|LgqT&Gfeu{4V-x?!**_`(|F>>| zjHrs5to;ATKw$rKcK;W=|0iYLP{Gz(-{v3Pf`7pJ>FGb?;eRj?{&@BeT>mHg;GfC@ zf4=p{t|cpm3r_$$KC&oJYfGf+WemIF zE5~d6&<)d!>P9CNNt;2m}xkii!hL+WkVg1p-1G0s%r?OaNLqdOdzU z%`st}A0(avUjh-OL?Qpvn(5$QS-+_Mvi@@V^1?;R8*3YRH9;@xw(;b-wcln3CFURKvu?~4I!G#FM4!Us=^I$_0yq#6cJBoA@8V4Z27wOvKs}#a zGxb9#)=eXz!&pWI=6Cxl7s&?>f&|AjH-$Xlu?6af5dZcC!M`u(`w<@(J_Hen1jwrd z4$#~uab6%)`niq=8z#JK^IH!a$aT3$OdVYxOIhBj@^odT9SSZuTbTl^Ur_I*S$X47 zR<9F(4!1myPX#stnMX*S$*)#Jp)olKR+pv*%uCi_GoV*%hrk^_B>WOh0|lf{mp#Hc zr~?u^XV)ASFnA_=x2cH%tTzt^6WAdi74Uh8oiDNv01sOzICkh@OYfWKd+SaXB>)D@ zPtmSRKC)FrKcH8f46|U)R~_VoC}CH?3O*r!e?Os8pbzg_0)=VZ2m$vG*bim{L@y^r zZ9ykLUaZS1H3|wd+U%(4WHLE1B_I%xfW89X#!z_gj~@H((k5 zj3A1lj#aK4MKNp@v#ArEu2-a7=5$W6n|*$lU%Mjcjti*~+DViV3+K1=_-v5kBB%X) zTAUnsBr&Tx%I!nD!DG+T#seJ})fCOg$lsVsuv`Q0^H7-@zrVecnQ^J@`~fw0L_BQH}ksKF5cuXIy8lj^lt_oZXE-68eT*nif`WzBhkWK;(HR3=T`)?Zhi0PfD{Ri4MawB;Yq*SBXyrqn+2GV^ zOsh>;!~Dv*o(}(;>r>oJP?fjSDy;z*wt#rrN3m3)t{l4F$gbv{1H{P5zJQ7J`DO4A zjZh8o0*?A*3KVGxa8~fu9CYN?Lq9QU)>a~ghk^sooV`eR{#PQ~x_adx)1C@KDAZmA z>Ew!(TWMNX&uTa{H*ILivM?25*OrO1M-|ucrNg_XTOsPa8mop<;Tzc{?suK0qbWR5xZX;pK9^S6U(ZWnFxgnp%J3|=O;7L4QHKmIbo8PN zv!MB#XglU*wdj;`ovx8vUcWzV^@INqY3HZBiptfDH*HL{&wUgrRTJ&hHY1OL&qqr1 zz9x3CmK=+@TQ(_tC59_g(Tr3)BwxNCfk$Pz@lOdj2Y)*_VWqOM^E4#TE}k55Wrki- zbIoU(G1;YeY$aham}X6+h(Fjg|& zTF=ZN##;SGb1 zRG_yE&hWuEx|d#)51mpWU9Y3I`3J*#y0u|rgde5y++`e+XWULK6+#c}46rA>#|(p# zfHdyJX5TuG`)(|yD=j8w)_cIzh7f4Z5jEr%cMrJ>Du$44Wk^Iqz;LC$*h@v@Up^0|8Ky=ELj zf%OQZZ_Wed#eA8h0S(n;RkBCK&hwgLDwZ5X&V}%K@Me|a@tn^o(K!#PJD=`Fq)8Il zonUG_OQcMK)lR)_lQWe&-&RHs)%kd{jC(05w6zWJS_jqX7ziDSaDC*_H0%Mlcs9uH z_hY!dXPGAq*0MR3BC()mUxYa0GB~9p z3k8!9JY1cNrR5Gj7RNj(^oCj^XaFm6>~wb`@6OOOkM6ZEa zXcFk!6=Tf=kme-?ogj@`;t%1(ah`<7MOYxuHkLZWOpjd8uSI|{2E)!D?+{bL;S!#% z50KZb{-&?D8OqI*8j17?Yr8tQFtju;pj2iM-;7s>d>QPo7ZA1Pe*DOBT}sWAq?`ba z$WW(Yf(E1F+&2Cizx`sa$;cd6G%@n}#W}K9UqrU7w8SmEW9S}S1yh@82STNvFKL5p z_}r;DR;*Xmm8sk{55P^7;HBn8I4od{UM+UWwuE}TL35Ab;3xzKri7|+BW5CLH@@j2 zpwM~8Kuc(Q)Qy6ufwm2oW~s{K!;hm{!c1gx=Jj0hQ1yy)Nd*}H0nn5L^iDqM*wc%42&>fx?Ah-|ty}2w0K2L1*sryNd|vYI*C+Ed+Y56i>>R?{J7a7`OFX z04l%osi|s^Qh|zKM%-d6i7h%xyj`<(=|!id zdPmv8bLlXjjwxuMsK@TFr{8Xk8DGjqWS?b4SaP+uHWr}eU%2P#S|?K%O)KkQZ|<#4 zdH`mOE2~+#-dpp;q1<=%38Cj;Fz?_ z=Y2F;M(4mztp=1H+MYnu4&rlhvs;M{-P>;G)_;;0i7agJo->dc_?Sw8 z&V@fG9!;Iq6O|66z3KrZXmZmhK0(rdxw$=?iZfg7kBp+G=g)!1PZj>80$HkhU{9F+~;5t=BDahtb_+W-TITucH~^fnLK@k!?V((eU;fl!hE@b z?b`aS>luuazt(`A#iBejWo>QpJ;o28kEm-rM5cHb66E-(0<8o{yv9zW*p)`i zp>;K}8`DDUFk18ev7e`(hG`@Dd8!taXuV6CqHFzwA5~Ox53erbEzWx>Yty)#twAcL zUl1{8%7|PnaY55FlTp9j;EC00`1~qYRZo>n4vjm})NaEW4dbT96w98B=Q2Y=J+7M?}MAFm!)qvjZ6nJ#-TX zry!*{TJX-KBS<-r5NNx9?C6IfOzu74iWuX!3-ryS*$%g?a2Q0a%CiOs#r^zXyNWgc zc2D!DEc`9?I^!Xe-AirHp=8KRKu(fhbo)Nu?xFJB%{&uoFi2s#k{;_kxNsxl`CN;> zs@sfX>H0huAKi%iF!icv1UOyLz}mYT+;R~h85%>IxY{v`!b;CPm}|4(*#g6nTSBgW z)w(W#^!9OLkNNEN$N999{VDW`>|GUZ8_%1k8I0)4=emp8@a&VQ+S!3aT{YzBTE*cS zRC_$E76;l7N8;!>8^l0sR;|jO6cG847x4}>%EnF2jI%RgblTokoAVGXt~^xIc+s}E z)F5$=NHmuRtPY_?3jeIXQON&BLlToLN*nJJ&4Ft8jfsG^=Zws8ohZFYsGbSdtduk2 znu<~f5(;o%Hs*nL$}kT~&*YjR8(jU6u7!|Ecj8%9;z$5UPRZUj8TGYsuqp z5~$CQRqPF6>58#2nG;0`DLcEpFW+~zlZJyf6 zb^ba%j2gsg5+N2@0nrMFFqgP*6LHm~tI%(IE;A(`x{#lhSx9xBa^Q?UQ2;%H)oPo? zYJV8(qfu=tSd6r(nzSudSao$io<^H*I`b5eMaoM~b)Z|S8snL%CL+-Ck29}7(odL2 zqK0>quL!j&s|coNph}NkrCD9u4piLp(Ln79!1G3ECYeD7Pk@$|Nak{8M^V2`$<1r?7hf zS%5IH>;3`Cd>oUeP>X)fyI#z_))!NEu&P-R@1pb;gRY9jR?yVh#v;Q;i)CmTH|2jv z`i?p$Q5=fUjW_LRMI%|t(_C=$SWWKq!CVG&))Cgmw0QrN#cesJ_2m^d_S*`0yNueh z^#r~JoNLLc{YQbXemKn*lE;VkIC8Z6@hU#Ec=t~v*PITz0ciOz=I?W70;_z6{dIi| zE%amPgFpcend>Z!h6^ciZ1Sv&pQG%h9y}#tYsm+q}bm}&CF>oj!e-l16;mDciN zN=1N+9sTpcb!n3UKbktDnm*RpmJWyoQ(K@FfdDVf^Htn&W}oT)R)J((4X3*+*Q@GY zfXOVzOGX?K(cDB8W;^Q40Tr|h1`g`@n0ktd32iMc*&O-W&ddROecNNryLtzskzn?= zy_}{+IOWy0xR7N2dRYxtAvZFGAi5Z)mXr4c#HlB0dKovDJL$ZHJ`{>|W@h#!%!84M zj^KclsO9jNTsD#Ww&xVVJ&i%R@jzBE67HC4o9XGi{cltOc87DX6%VEG7bT^;6T;N0 z3?s7oh9Rf1tQd?jHpXqaEQ;3VV0H^sYkNX+urI3p+xjqUZV#m6?a6Zyl0Q@r&um`O z((Q*%WHKm9FKCZyO^hz*Agn}o4J(?3N}9_D@`T$4=nN`|EVHP`ag$m=<>#*AmiG+& zWStYtN07$yTRd8(YF;r`K^xw}kApbHk_?KGM#S_S_!ih`FcWa_2#()ae)^L?8n$oT z9gMb6;yI2>2iWk$wXmRPWCY45nctm`j^G+7gwRhB?K;Lg4_Vq)389?a{(5uGa1ELK zW$DG?O`KRh8?Ip>=Gs%TOQKwtiZ*I7Au2~pUOw?*j2tJk74$SUaMva9h1I_BT!++l ztz;P)R-JuxHr<6l^c|-IYZB9>SoDb2HYH4NB{H0iVj+Pur;M8WsXhdHNWq3kA37fH zYS2quuC>AfztU2hx4tI7*!!l4-olmjXy7<~bi5?J!j(8~6<8MsvtyQ;+R|P{LWH-w zPamF9n3=u9_kGtX&Hu-a|AqLZPhXOErp~nIqTmOEpMO5VTD+yYrjO|aXBd%on7Ecu z)>>n2&Y4MMTgGm^4U|F{+iU-5fC7!zBBI-9y#3T${#bgUgYOgezMbDm?KL{%5Hs&u zr)+d?tFeFoWuS_KaFZ2nn|x|fDWyb&{~>r_r$onyYh4xQxkqvfXvL!^cf>xB4y}|$ zF;x5v`uU5qQT_ZS$HtG9R$-0^A}*&|eK_-uHdQBm2Xx`NzJ7S&21)JfB1p$UAac~+ z;F<885pUqJs0#D_wu@<~5sxL2PEQk&t5^A#F+*{|QaaOw?{4J%2>qM1;T9;9hGN^l z%5iPn%80$KI4>;ZjXW4}F+tg-@9%c=78}wEs89I#@H?VyR-p;>GpH2DU~6=Yi8G09 z3(z-`d7`)wa`IsatYt;QPq}*FwezlW#g|vnF!Z)Nl{+i%7Mv%=Y{I{s`Z2`ZtaSu+J1SXpib*R)-%u3 zM70fiM9AmW9v?JumAspYJD|qS%S`9&h8qc2nr^uAWtMuIv-WNX<<2B$*)rLgw!MuU zZd9Tc%MU)EWJT+TkfZd_nH~o}?Et7v=r>k4D3heA{z_e~Zy&!+>hbK=uxKUKJNx<} zc2}&&tHg8-#x@z;HcFE$+4d1jGOt>UR46Kn+oo(OA(M5JvHAIr0ohcykx~~s>e~e~ z{glG4wflGMgu~L5p$6qA5en~2KfYPb$^6%gkp6WkoXj&DL6Y{^?IwlEPk&wRwD>`F z&Y>}lCT^9(7`bCimiRh4-Z%vWmJ9&BqhB=aNkYA?o&ElJCQ$+R=2qX@AoeSE6qA}i zi$b6T2haTJ>;`EzvA;VsY1aI&q}b__4OzC+og+QZOTXIICcTReow#bkVrPlNx7Wb$ z8ONZp;Ek)Bg-4)L{q|D=m@r_vYjoUN-&yPFenJ~#y%W$_9ro{`Ufcz}AN00!Mo={u zyhSRsr2c5w;Ac+vGd!dgh!LKO^79Uqf-evb?*elRvyqlunNB8eK1d>EYowczY2S^wBZy>65o1U!NqV zVG>fdnKpWg>Ek^P?SOFB5TaYk5y;)Xb<_=J(Iza@;a;AKPvXdaXC-8PKJe6@k#OCj z(jpw2<(Sl9HpetYu6(fS95Vqvvdy#Q&<~bUZQ^7_n}qywa7}@74Ua1apX7OlngHQq zp{`?lKaZAZ=VNZ_$m!#93YfJvNlGpv!hJ{CCVJq~k4%&tXK{`SE)CABHfl)JIe@rL);?&~z#5GX!z0_fphL6OT-#puQf}pzSXFIoINN1lu=)b>;Abp- zXkme(L$YE6EMx4!?3iIhBza1qs$(!Hr53Bl*AljQBMGtGLvewoC$ULJf#d_m+jgW# z4-cDP#|7AAwe7X0o4nDGSilwG%d6MhZ_8AXIpm$x^F5O!Qs)HSnGq);Bi6j-HPehx zpcOY4^C#YtnCND53ck?L(%D&&TpB#`#^k0s#IoM2IKHQOnisgW_onn{O+9Y&#sPFI2TSu_!!O0Fc) zyR(``>2^w()@63JriB10rU#@ImT`A?{SZxfi6#+9W`ZAcBRR$f8)v#O&nu8ZGKUcm=A%`%D0{ka;1DS$N_X3->nI?FZBDfJ2lu= zAoj5`W!XvHcG^6=v}N|IkxCvR+|%lR))^(#_|QZJL#d5@3_?qW^CwAu!TnhvH-X0M zuZn9}V(;Z+aSM~J_;Bo6y_xySY+IapKll}6zRQ_7Fn_J5u1z7@caaeuu_t80rdCXi6~?$}mI4eM@7 z?gzilB{pdqeFsg2MPpF-pwdj0qx)&qEW~kk7ig4eq`x~8G&DlnR(ZQu=6!X`%^I0y z=rKWXKr)*(x1Zvn?6NeQ#;SH3S?t@hd~vN@gT8Pnv|S=4TYrh(X)dN&n+770)fO4a zdZ1N!7Dstg>&3q8Nteh8^9+yI<#QSEj(*uH_#yZVAlO5o#ZR*KVC<9m7XJb$AbW}h6ap$@mX8oXnH3y>3cxq0zngFy zAE65#=zC6zH*gHiwl7d0jt!{UB~Ymt$XJ4}Fz(Ur9#CVAa8A|J;MXp=J%BC)1H#qL zUO;uxWavMr_?QUs)MJQVUs1LJ4heGXFh)*v$$k-A%af6QF%!Vn_kr3c)&sn?-m3IDbr-XY2k!#~%Z7!sBZJuri?kC| z>(&Ce-Sf>1&4OY zO^oHB9YOAga;M9P5c!vS*fRm%nJWDEh2sO10vS8+i@P4kcONE z2y}i5rYH~a&NoHk@3U;BN5%(1L_vr@0^gMmm`pmCc#*2JF$xK$#o4`R;t1NoBO^xI zg{ciPhHe8Z_<``)B(SOvFwzgZe{!>d^Wjbi5CBNYh61YAW3>t4?^ByMPItm_24=(~Uez+tKvpk+RE z_g!)~K7lX1xAoUYpUdN%DJb72wKuP6CtNvJbaY3Z&PLFTS>B1xdiVgho@@}tII&`( zXl-S=n{Po>5#W;})kNnq+cosOlXj6`cuF8;|YIBksGVPts}(h;M`akjisye%XGaS;JU%jB#1th;OJp zS}-K=9#NTR$2sVh(8(ss#au04dhW=@SI&r48MCt#N1r!aD(fV46dO;h*~NH!U4fpx z1Q|CHVIE#U_E(F#=G66g_Bar4Ib8kYO4dM-+zC{u9dIbuaivUFhJ;(|Ou( zK2IY2@NPUiZq&Cv)V}h3M=a~@$DqUq&dLrgr_sd2%f=Nd4%vh^Y$ZWbsnd9i9L7ie zJyEAU{;sxTf;VMeX6LSm{X+&n?UdUWP4<_Oar|ZbkV*r>F1_#fe(U5wRNl#+4q@vn zzPw>MMx~wUddAf;mEepn;XwKee%-}D-fOuC zs@JdJISEp@&>k#;wrA)o?R>=)pVIdjpNTQN-(C>Yw`S8MKZ0s-XyNG}|8|#UU!~?x zdD*k+Ap(cONsY9MXFo^W`g0s`uaF8d|_Nzke>Q@aa#IY{f>C-ED_FiA0;3)DJpTpF3w0s6P`9cP~VP*06csoEn z@KNF8!&*W~O#jz%i7=_S%te|+WwRfn<$c%)HLPQZ|Ws6W|$R43&Wsi*HcW!+@pHJTR^LYI3!yi1I^FFWh zI_LE|uXE3NpM!3!r+v+wp>z zQ?i$s@&!Iu(`Bi)EK|nNh@VJin<}7TGFO-G3ggS(d(ovuIV&P?tTnG|IpU?YQo!ag zs(|kKauGcrtfo2tOQ)CqW|Ft{OP#C!Y2xu$LJslfVEv4f_= zh}5T+qdnhVV?K?@dF)>o5W|hS^)WfCcX(YRCi$M4(eB2JsQGx@icG(rx6e0PX!*1t zgUdmxJw>8-P+WKVcxXbY^lF(eIVEqLPrS2_r*p1v@OiA-(>H8xId{BxzMZlUlHj{s ziN2aR^tREC;)oZK^{mQKd9U7ju|C&P&JG6El9H&p;$Vpc*SsvZ{TQ*-%mhXm)!U-U zxrHB-mxgClwN$R3RG|M_xW$l7+rU@a+j8GAZ{v+8;j`Mk;$tU7f1;)3hJyk)W@MzU z6RW3udOzH^k1Cr#r5AUc?y}pP-jQ2QR87PAc2Vi+$ro;)*nah{byO*EsR&ov z`4E@UkvZp+JF8hal4@f<`aXn4-rdb44*ON=xK5nqTgy9sywd3^_hB!F(=O-H9PmxA zRk7@IE_ss7?|zd#TR>Ur#uqNWj}}(-Z+$gdS<;`yYBHr+CKS3GsI0%S%HTQ4KbqNd zC0QgfB3|HOvQJNP>G)buT+|19Mw+m1ja#|5u1O92kX}mItPJnb7N*O2X97DBnEHa~ z5O#6=;vGf_YZ3NMGj6%{@Pu;?afl#3x;Lr=ODMPVpLEi-lH>E$@5_Cu8ISXMyl5bn z4tL2j3|I2YtuNt_bBrclpi%Y9$s4a#^yYAz%j%%Au&%RCZ=z!7>kzkL(h+DpvoVcxFSt?Ncq%7w z`LgC*Z~nJ=OTh+xsqN<~*3AY{GC{1kY6?sdz9tS$XjkrmQa!)>XK1+Dj3`AVXQJ>NRs`cWL%P{k zOq8$oEN}h{xm(khId1msd};XR!2$j7m4_(Lboa4Cvah3(K9AA89edY#W#LeJkbKzN zVsm?J$s-EEnoPI&dyfPvyB`fWDI`qkh+9e&1xUC`;y*1a7oNxgha{s5srJdf{ zLgph*8=iw@58KC#pL4g>=w$yzi!I?8OA|Sh&!1&7GCffva?rHF$gh;)(G!hg?!lxX z;ysC&oJUqG#OZcDtxR^t)W--8A-o8)x+U#f&vmSa?TPM-VV}TV4ka=-HZ;d5UHT8M zYe_$LhYcAvB^JY7{Z$8Mx)|@QUyxy&;X0D{jS7|F9PH&*SNy5YJ210fEc3`|m4pX8 z4lL;}6;5h)*R$n1`HQ!qez>G8+X|^tgzM}p9-nh8@l&u(){XqgIDUogu28*zgky}S z2uqKT<^rw4sgiOk&jL)#N-L6Y>0?&M_=~Xfkwe}s{#!PCzC_v5FK$}qE9yI-+d4gD z!LI2%&4B&9X1jB`gCWcsV>bs z#jHO%Uz&R9rmHLMX2-J3PRP@kZqyA$g?5+>&w6gK%b}sRYw@h7N4`B6dMnC&qhIUY za=&H&^5|OKVOPXr6IxWl5?fv)Uu}a0-n28YDnEZ<5 z=sDSF=byx&m_4es=iDZmQ{lqTX9GETxAu58jmy^R{Cv>w>T|ndtS|AE98BJH8F@OlIgBY(^)&4vb@KR--YqWSe={r zL=ap|8jn=t=8+(%Y zU`;D1dd-|Q_UguAcX{>sg6(7GCFU#HC2j9(8(|&S61uHtPQ`D&!cft9_rBh{(%fk7 z{#2%x)2;WEghqKox=UeO<3{*k?Q=R~O5x-O+}~-Lm9MC0d+U2WU2!;NHlc2_spj|W z_>6YFeMxmi!bi^!U$TN~%f4@UZ~GsoxXi*pJCG{`z%8wOd8%4dWk=8&YGq%EclSbifhZ1 zp<8vqiM_=?QEsXIw9`)HMqUzPn&o_+q z{A!PKQ5QVSQ6v61n~ii)4QX``)?yB#H}rf}96}ssxAd z;l4wPr|WqHqS7uW+Rz#x0w0V{%MQtpy7h2wk33%Cs=Jw-W7sz{WmR=nc8#tt^sg3z zetIzdQjSc+F&^#Plr;-DftEmT{$VF-|D2k*6v88gP5R=>N+18#;g3(BS!&#Bkbiy& zX;r|7U(dJexQOY0ZoqokZ-CHLQE?x)PQubgDQGqikJ{nCn&hxh9>DesB5 z8A?vrS$$a7Ns8Eq6g;^yVVgmgX@%=w>^sVp69qyiQ*^iv&PAQ3%CfL?+TqBkVb;+N zZ#?wg%QPce^PZcwa=wnS`RCQagm9RS#YcK)?AZssH@j@A6v{)qZW{^3>v9{Y^M2-E zxusNYL+IV=;aoed_?D3qdpR^YB0Af{f!}9HWJB1{y?gtmc9&41#iaK4J;PJ4PPBx8D|x~`^zo{|CTGpo4f(MPi9^`uDyCoW6}<7c_bv1zU& zA=r24qG!z$^T%InU3H%ByY%%cEsqV`g310@j}pGeF;qNeEM7Pn)mj#1jl$O^)EKwe z)RezO`nsciJe*{eN}Bp^`tJCfv+hm&t7X})s9!6yEXGOOXS`zWWn@|ZvoXHG1)5sR z+J1Rs<#hk$Q)9hbZ`Yq^#yJU|pyQZ-?dNY>W*);TasbQS+9Jt6VBN0fIa{!Zp(&HS z@FlAIn6-V**EhCVdd7vktE@itM821fUl-8Ai*04;^q+nZIrp4EtnIri<*&dn8&~kr z(e*GN=OqS;3>B`BL944>W|ppVM1(lL;W)$i7{lXI_Z}0ha!ncE`XXbD%=A!K&(iSA zHrd)(;$R4q1T6m8Wc8Zi90$t6)Ae%XzH9L#3?|IfeN!i27<=2dA-;YM^6APY5C;o~ z7}Jgf2vgsUmLKorZF%+J8)e(&s&j&UnzNYoxRpovk2Tyw8=@x?OE28;nLBKEHMD%$ zJ2r}!S5-0hqd^y6wRm{#A+ew|HA5EIgVuLGfAz)0AIW;T`5{+sCSgfkL@!VyHrm6A z<*MVbxX1;$jud)f?*yI<{yN{S^Ip!8bc}VqFhb0tY+?IMOaDOwRG9SbV<9C=wGQ!< zLVEU1iPK)K^JjBrD^#aVbsxN_k9iya`1&%7>D>y07nxg#kHyi{)4^U>ct3JfiHcRs ze;c`%K+_y+{!(1!$L;%(|Hd96!K`4n&kkaEbBV;m1C+?0E`fQkGt@^0&=GukLG5R9Q)!Sf zTNJHdbK38ntqAiq`eaM(*v0Ox5V#POc#=u`{sZwB46DH^qd!;%PZ}y+iFt4_dBJn_ zG(OTxve38+t~8@robhGE)SKu;#T)S@ZCzZDZnYAxHltg8)_gmFH6x|ExLNpEgBUk1 zqn^?wWW!Ui`9|N_tP64YJwuV%+c9QU>|L(HU6+Bjlbu$AsWG*sP}qH@kRLkq}3Fd{LeP8 z%~^?$Jw;{9=D}9)>b)2AgD1;gF3qMQdIz*=LOy3suj_QXogcbY?siRw{kb=KuLC}O zuEur9=G}CqhHS(8mx5|ZSCRW1B1^Sr8BT%uL0V^35XFAsM= z-YE09o|g(ugS1%k+vY6l%MUahjg?!SvSsT-bnTh^f}`_w2K;x-+SRYB>*Ve%-0O*I zDX7$397QZIe(rEr|BPqbzaV_qNc(C|^EO2$%R))>Lo4R|t*D32B`S1{y*%&6II5=n zT&{QOKT#f{d~~0^tL@`;bnM$Pt!}icLSi`0&?%~!X=*Rjkq#yGi7_V&&g~3Tp4RlB zm6EuOYGL%4176s~tYE6$rBe4v+Je7u`f_~eBxtqr5oG#?g0ultUs11kJW`&+Udn7n2M5C)q3)pQD=?x#_RFDwb1! zIw&`^L}j;VJ+<%9g*h{pe#uq(oH%MLmB@%kHmIU`;%0sK0q4pZhEKG^qk|coxvLa( z#G;L#a)X1F4mz0&{-;>`e#~0mj!#`L3P^jIOlf=MK)@dBlY)JBeSN6c9@yv1E;$6Q zF2^lIKk!0^4|Ngq8W@tKN3Tm5e0EHTfyWOOTYsYY=5oIQ{hl_V*jZ)3;QY##pbSDA z&8(p1oiv&F!*i~D;LBKQOZx5H8NuSIzNE$=W$t*NqB9al;}um8i45I)_(b7B>Kkeg zX?N^jYC-aY@h`GjBcc|Q>*XCzPwe2m)i=&o+KNgxH!Q?@i&X7zQ}fm54Etcq;Sta_ z5UoM;!(Yn7QSJEY(uulQ&Dm`8@xgHcsZ#>Fp`T1Cx_mPaYuDpn9AoC%D5n#%oRH%) z$3}854=24!LK3-GHZ;Q)r-QL=Mc&3557F|TR;9xcvp4B@WOqg`?-@VkUc7>)I_2U# zh&%_A611BVHhx|C<6Y0Y!z|V-49HQvTgpL)yr+&=%gPo>2t#{_&aJ+l?r3!`H z4P4Pj>I-A6a^oIV)rWocTy*_1mlF{1dTotvs>rXmi>f=pOIl{G`mwh~j+6R%kB?SF zSy<2o_nO-E+k?$wIcZas?41pQ+yR-A_<{E-(MziOJ;?@fnP;;tKh|X0^_RlsZ-fTC z;o`T7->cN@mX^`%l{BNPnz_$zTuqGEGQ(P;*Z<@vrx*7G4E-8CQ>pV1d~zt?F^xjm zyYt?qI&os#7RFr~DTS6ht%3LDFU3S~Yq2~EP`q#6Bu&xh9m~&aG`?@RL>Ge#VtQL~ z&4j+W|D8|OO^v?t{7m{Ptclko?@sB>0wqaAl+mghqks?$H}66z(ow!#G2vNlOfC6R zl=`HK<9>k}ov^L1cb>}wX|xe+X$*5GVqhI8z6cviKT`c77nqUJWs)F)Nj*kRlc z1H;qqbc_pfl@k-#oagqg?iAR{e7{W?CaEj$-V=4%iPb7YS$gk4FZ_^gzH_DZn2*wp z*=yHB&Sr2tQ^kJcvyW0~D}A<%=TD~RaUl#m=UTH^t~{qax15_+KACnqXFQCRmotp( z0GHp-+Q1Qsb;%u?_0E)?Gu}6atJz_^PdMJzC6847_53_skbHId_v#{P$q`&j{>O^( z->bvm9`=9MoPVz~lG0)k|6aNNd$Ey3|6E;$|Gj9<>tsnZw=q>R^e}Z)F?H5{u8IhWsPZ-!EbFN(+OPatxdR zR?+b&0tS8+4(9TY57`uxiXC@g58-3$&#{zqOESza^& z+$#^sOF)4&^<4~sLSfOMs(+S&Kw{xIu$uiRgTsNQq3O^F6cSP{0^A}`I(7fgya)sw zPbM<~gCVV$|CtVs$Kgo_t?y>=U;83cGwsMIa&dMG&x96eKSKi$-A~ zdj79+5qLZb1JMBjM<9?+CHPYoI0}hJL-m5eqDk98cBT9M*KUSH+_3Y=6A$xA?E$Qc$K1OQD(AZ^AVef}vI z0k-LoGXw&nD>$exw2ep%1FZ)Fhl2JYkPd@`*asYm#^Isz0X>uH05E8O0eSIgsLV(V z8Ug7;a3t`KqrVj?8ZWM!H{PS60Afb9j<8kCN;|Vxu85k@E>SKY&0nQUr24LUmn;}8 zaCT6J1FjdsK+nKI?Gi9Dn+ARt92T;>48TxOy?SY4r+dg1qwhtJY?E{8~mH{l9On-Pd*zX6?0T}bhY#%Tr zRHuNE^%uav9Ur@OiU(#%Rt6qP=64DI;Wq#yiz5Id^TmMSp?U_RFAmz~1PlS{vq@tz zX&>C5{eZ-v?LlJDK2Bm#-wqhrcnKIN7*YlTjsp?c?s5UcK>8$zRd7(BO^RR0Vjq&* zfV4UAI7lQJ!y`#MLwD5|#7O^D$tN;uL^zYij)pIuOKn75q5V!AjQQ{or19f8Xti86bYRhkQnKJs9pUE#IXoyzXuFl zZ3In6ni)YE4m#G7;z{VZN@CElk;I@eA&EhKF<@Be7zG##0o6TeOo7S=#uTXECB@!k zehn}(zXlkYUjvNHuaU+SXdB_-V44rn73gZ<#;4u-0}Sf#N%IBLte5opI|e2(viTsG z_CUvYkPbsGAD%2eK;Q}gHOCcSVi!`kvvX!AsgxajNg_`)vttKc z@z?Lt?7HltrZ}9Dp%Lh`7=o!GFhL_TaJ?Sd#0+JM#Tl94(c;wqf0Ey?4mdf3Z;gI^ SWdejnWAW5nTr!trss9hwJW9&| literal 0 HcmV?d00001 diff --git a/res/singleLayerNetWtsEqns-1.png b/res/singleLayerNetWtsEqns-1.png new file mode 100644 index 0000000000000000000000000000000000000000..274e4670f78e92ddc3fb63bedafedfea0308b613 GIT binary patch literal 75201 zcmX_o1z42Z_ch(!Eg*_WH`1Y$q;z+8O6L&Lol=5;ba!`3BaNhV3kU+=8Sn4^&Exaj zaqi6fp7)%y_g-u5b^N5HAccuWh6V!zgDE5Z_5%zI0u2ldTr>(C_#~cc7YPQ28b;== zn5xIpQI@BVirU>1wk8p?^gG#JeH@%_Bm$g*cV7|Wf>3JGgZQ2sti0;R3P$1Yr``-| zibLZoekC&fdX$eEF{wsI`>iN7B@^5dE#mvgNpZL&$nMSHx4}_)XYa%n=Hp)vo3WF& zyuY%&PcGj~s1I(P#J3iSfTT|NqOP zCja{+m;HZljKmQ_MV(`)gsf{9{r>EvzE5RY^*Ss+UaCJ_@AUssp|^8evF>+ocXP7Z z-{1e@#S210!l|jL@l4(yhripsez)uwW;(L`cQGzWkIPZk&L}FOyR(hnHO2nHL00{? z+codg+zl#RIQUB7BCF8PW^Ssy=^1l9iKKP6$ z({3<^^4+_4>pqwAhx6t8=qv^ue|Iw-kZv{# zF9iG_|AHszyxoihBTs8DYiiguLpcVyVDvL*g3jma_#t zIVKg0%gTI?st41$idBlfe}3bl4^}MGp<{7fr{n&ll|I{JvvJ)o|Ec}=ypD^r^GV0O z{b#Iy4?xX$X7Wlbl|?ThAz^PzrAVP!w?b6JXtBmj&TzI=v>|K z!3G0E1}}{<`Zp#bqGcyV2hQu1KF7!T`bg`}g(OUq_vlosTW5 zQ%)8W*_3RC0ju^uX8CL`i~n84ns8`PDd@|WFRdpnqZ^Jm;sa5nwdUg)0c*mJKf8{X z8)pW?uqY4K+P!m;*?ex#%F3ATJf0pOz?Qah!x*g0~EjQTt`21~h+S=UOV%Pf@ zyW;)urn{}D9j%w&1@DXDZ8Qa2ZwF&Xpv0tsMTSTpx%g_ob>TlXCmn6}UT| zdGDhoE)HkT1f4a}aB6i~mdA%ve{zh_`Enf*u=*lTe>rKk3p4GtTU@QyJAC2qJ_iK_ z+5D)O8id1qgs_uf9G#zU4NCmcD^kevI_pM$_)Ux*zOu5i(Hkame^i^CoJ`}Fber$o ztZOn5#lXOj_f)P?slPQ4y;wW6`ERXIvQRJrwK{!@F&6jF8%oNJ&>KM?Ck-dbV zv?3x{uC;lBkg=?I^ZpnmCX$%-dyYs>L@}j+JC69>)&6A^+CxC*^i zb!}}g@OYm;Q@mytzT3<9`hB3qL}V6Y4H6e3BI4NB%jx&5bCm{9AVPE+?X&ugH)44H zjU`}Ul8YsE)RN2ZYDy|r=vq_Mfr*jPBsTxcm!SJ=ezyZI>)G%I7**XX)tY%r%#XA zD#ZUTP9~8r2eQXRwh%Fk?n1qd2FU6A&lnjQEygnlCx7+z^;HdqgoJccj)B-3K?`>h zQPKl3T_l$-{>;L{0(mNf4aMu`#CP5IW@<3U=RyYT2ypkv{r_S&8drErr||?HTd>M* znP+!$q4gu{C^C)&2sKTSXot=Ro~GV~Hcw9Pm3%4e|E zFMQkl!4#c#`fv7qS|NG;Z_qH&d2X)!tDF;py^pO9>%!-!b_-P-U4iiXTQfz9&|%#j zgKd`McgJvl`aD+fOIEzqY74iw4+s&njyh0b?yrwcRyhT!V&|-(wJa2qoK54uAVYq$ zj@JE~3c*?~mXve%u(Go-7NnD`v^32|dzj6$%L$Q*(b4=^Z}5;EzTU?eqjRMii(4Sg zYE_?t@$P_xCIU8Cs)1j+J8GNbMo+PFzIvG^yVW$ESxon_J24?4t~iTcOP>NxYH{%^ zGBaXQQc_CF=tvYx9HOrD%*?|}#D}}z`Pg8V*>!WTm5$NYEA#}k8Sxke0|sF7Sa^@v zd2w|yhKGmIiI{Tbd9F{_MO=2r-bE69@;S|u2rHD&9C*ARAa^*k5Pgd zzF7eqsTfNs(f*vK;tVO6hM(UHBx~qQuQYS2d%#4)_Vvhr-CL+OF{EdpHQwk6VRGA8 z{kU$o(saJk>~c8!?fKtKB5+AbwUm{`;BG3a)K{1?1yRb> z8GRjZRzHHxuKFk68l=zZukWRzNZ5`0P#Tx@l$GPNvpYP_jZsheL1xzO^z*G3vu`2c z_?cHSDCI|cE%?l93`~tqszMPtul-6KjRe?qK8>S{wWHh9St@Xm$LlaRmhhWo2a}BeHAjytWHn6}@|VmW|7l zePJLPGrc!KG4^}>W8u%*;q&JL1oCRG82t5JQ&ZE$h4ZP#!Edj-AO@8}4-o;ET{-is z%WPxHle_EV!&5fRnJ(TnkKX&m%8t7T%C#Uw^rSZ>0Fpfua38xr4MxKJ;vgp{hv7ul zq|1^yZq7y4&dTdc!5%}Oa`VaU1p}Xg?01~l(hUC!#)6-G)yH)6$$d%U7@veIjNA1U z$x%uKp0KF|JwWxspx`?@Zd@-+02R9%(IMbc}{$*6!z4ncnaxZfV z6PyIui*OHRji2HPC@TH1ymg_Mev&R@{PgCSmD0I)@W9o)cG14k1PeY|Lc=46(yh8@ z>i|YKm%RXzF-ytsDlIQRJ~VWDz3c#P^st?%=p6DWaN35y5~iW9uJD;JzR^O&dbT)L zto&lTe{Ar zLB!@U>*HFU;#|27FE4NEgD=Qqpo$i;1DxFq@~o5pD8L;(bV`v#%piIT#+2KymuxV} zxYBs+mWC7Q7i&A89tFs&LFGdhg0_u|X5XWwCrP}9 zC%h*8?IR&KbYd2;k+1bWuD(Mt+R$8^_wn-+{s*NcLNTCF8YE{F z8sEFCbE>$#y}kJ7QiTNtf`7IXSK2N?-8^1v*Qw6;ILUsnOpi*TOLNMug$9`!oGKHXFcdgtN3ybhK(R=nsD<)iI$*wkrSn%T&XN3gM7~2wL z;Wdy029$E#kC#vv?!cg%9XEpL3PnMc?Jtg0$l~|CUbL9=`w1YhPe(g|*JD;c?Z&+Y zvq?G4Z+-F=qc;+l?OQ>ewUebvc5L~JuPBH+*$nV0QDlhs>C_M%7-$HX=@QAuN(KRvU_J zF8!hUm5qzGX}zL^6j;a;4@Dm+Gu~h4W+*UvgS}XJTbFs5Orc;66R~NMY6)h#Wlt z^rXe@(1T2(^2a5DCP3Ilia9K8KUijz%`7ZH2@BPD-RO2WPZZfNkSf{5!I?SUW~&ij zy5y$tlvn;#|iE3+4=7+kP9-Xy8H0)eQug*IV0g~X&VEl1 zAGJCU0aA5u^#v0S{s{QoI!+n@((oH3NkD%*K{Ww9Ca}W^Oeug7l!}~Z&K>AzXkdBk z!Q%b>>k~iUMj`d?TX8WT0OtP?*6Qm=k5^h+TDqfSp9^~$)a%tV+;%Y4GloqQh8q>U zWu0ftSL}K5!@yp@`or>)0I;}UuKd-OujItUV1Inf!wng`w^;V>LoSvQS2cT&{17|?XlFmJ&&wMDG{>JFY2)MKbPp16K84-XT0XsNd z?|ep#0?2y3f(gjn_U~|yb<9^NSx4`AAz9LgngEvwc$`t+u$I9r0UY(Wy%d0yEAGm+ zi-@yd&-h(mF))0>;V|k!&{d)7;h&xydUYSW!5-Fb$6zHWB=c*5qTL!O#Fqq|P zlfjyWEASwurlwtS(~oGCva$(ujBRx%!f(`X0pbQZ0U%$?$y_n$4f>7QGsmyUnhz^l zA1`yB48_GwV3c&YkUqM+C(i$r_M2Mv#_FIwVo6D zpg04z?{hiM3ozS0;5eDdexU;>=WUL9j-dLuy%^iAIvl}#F)Q~nQLdYY=KIFT$cRO@ zXQ5WDxq4}`Hw18Dd1>ifhjc!tFLKD(K{^{+js)r+%^J5C7Z)e1t=Qx|M*!MyJwg!- zU}PeDt<%%fY|MG=FvWk!f?I#vc#8aG;?!TIY9O^`BiSCBH1xH008E)tqvFUGdL6P%5d?1EA0DPavF5YKe%Z@+7r+>KdY*V7hl|PGul#J%PQDndK zvR&h!qj;~Kkz|nlCV9W7vBPt!pldRvkk$6MtokAai(yfc-=RGL`hhE+?f>X`T5<=X z!S?G?vkU!8da&Bu>d@6DYOaVxE$YJCsG+lMeP1*qqaSB_wKrv3G{0{1K}BWXrtivM z$nAiDD^&HR>U?MhTbO4z4G55>^j?h$-R6huWq@LjC)xxYf5O;Ix%|C#8dE$jJKMl} zBs*agM9&9;M#@bs;5Q_`*Xb77-2|8);SP6^M33|8>gvExT_*YkOxrbU+#h!xEb5B&tfUwOs|i+pRC9{6TF&~NVB@waBoEhRnl&WE5ldW zIg}2w9JP~?HmE@EVUz)Yo+<#RtW2>^7i)ik%I&cg&3n@PD;rF@N9Q>ZhQ9tD2UG-5 zl1QzRO|jo|@u5KpyDFy%#fh+SIzID}p?$_C3t;K%u6JWF5fIifk-G4B9--e|850-GtX> zp6S%W|Kax!5!N$4xmibgI0=|-6Hpz9S@r2Q8uYRf6MH{!+6l<`_>2n*R9E-;#nCC! zEiMlOh>S{OWo1RGcvMkRQHU&?%78Zv0JLU{54@?8gdG5=n{GcGRk77zX(l%e!CaoBWa~TTfE)* z^D75?eL0pT^r(6c=d`)%6OZeH0SENC^3p6ppnkhQh4XeoyuMwGg539)zK{`wZPUXnBy$q^ zR4v^Skb=AwNZL)Ca=xUnfs(3fpSWB68D=0&`B>F)lBoHRP#CCtdSo&nIYaDMTa2cS zLo^IS*6-x!{yo$6K{2Qq2c?z5kGESt^u5Oo+34u$p<2wFH*WyOe{E9<$`uTXHyS#+ z&9CDyn=c`L_+JoRP-x7|%+@Bn1ha|tJp#!zK^%&5gx2w8eb;7Wdv$)Uw&N-uPg?VR z1JH41tr`f#Ge^Y#@mo>0cD3<4RaJskc%u`Up#qsi%k-r(%=)R|jhW|-9_O3X zvhE{XVNj^&b+re^|NCf>lb5#u`Mi1M?sP7MJe5)6C$0Wb@ovT)V+G}(`a8A=99RKlp{TEtb}fVf4^>`-R*@8kFj7~Q_m$I5V!$nRCwkOq`{YosK3ztz#_&51;Kd{ zlHgT0_diL!zlt*qUh?Izo_%$fE}5_VxAo^BPS=iewW!Mv!m(xY$K=o7GJ4mlw<5-k z!g|jqC9r|c4$$spHb0=k0O0Lb!7;Wu39=wRc9vnPX@vC~D_p+hm2Lu|V zpSe2nUD~Kn*srVyjt}ON}XzZ{NCPciPr)GI&#LL+b#a#n>9-buq{HrJ#XePzh=_VHA(YAFx+Y}wH z`_n+x(PQ}ms)^6_B@o0#LCtlFF*ODvdE9yrleT7ZTHZF=1ewwuJ`dpEW?7GuqA!mE z8IfnrpYc1JhCC5cRBFEh*tyHY@4TPbRtDU+;|4t#u>7GDzip1h$T_K^)LUgGQu~Vav}_Zk$lVwKqbZ7t*!yQ~8{U z-Ms-jN!Xyu_ul<32*|E~PyL^IO(n|+V2lQm7*tSbfUIM|gCr5Yu+T|%iE0a9Th1U3 z;!AL|J^uV^Mo}P3L44>}jz1Oo&y?2DoiEryCo8%tluoXh?ti36FlcCLhn84TX`pon ztO?rK1_*B&iO}s`=nDv_-+o8eSx#*Nu{FPaOjC-Jnwbd;&`dUxFY33TpOl=E^4igD zlC1=^1>~|0T1U{(sXz1Bk^Ln(Gl9V|uS!!+;z+V4zXexfJSPu+v?)Td5;PQ2uFv``%$9u5G+<)a@+#p#?Dc;a9UJO5t1 zKQGz`eAjBB$_U^Dz%+G0uYsI=85D7#fdHi#it;!(IB02&$1}L=-N|MWo{C?*Fq+L# zbxBjZsZ8nXd&@L*QGNzKe9UqCI?ebOFjugY1cZd#=3^wai=VTz?E$g6+7qk4sWBUc zVvlry&`~(Y%sKVs&||jd@f@W%1MPlZU0ngmw&P-iQ7VR_8Ejvmz=%9tsT}Mp$jb6N zZ6fSus{%cNKdhF=&>ZP(LbrZV_HTcr3D%DS!j5f>T_2byOHb?<8n>YT@oRUNMYHOs zga7?9kZQrSh=7hFKxgWzs)l4gNG5}^XK6nxSb&Ue36WXqWTS#r(v)8MNDIL!oy++A z`RJ0HC-WF+M~i?m0hR_j0L$N0=!3h@ZaSaZ0dgi0McrR(2Y~U%V0^ELF&kXh@k={n znR6|`A+=nQciGfEy7V^ecyxSx1S_zpQ71`qiMm_71V*Gy=?0#&CD12~v3}AA!+iR) z4cPwggE5zrhr<5K50K% zEFqO8!fY~JJ!0dskjVgsc=#L4#vDUUwj3PsBX@5Fg_tu&avt08?jxPm* zBwG}@&Tqr1FYnTNxgA0bT3i{_Z*$Xy&>02eNNxc&4t&Ed`#o;YGD?aKgG{`pF>+}S z&RI!Qa{-9raP*QWW8TqYSyJIB8b~NJgj5Pqx%+;s)xV5FkP~1o zFt>Mh7LVO8EV{5!Vs39sE}jG3alrCb)Xe_a*ccszNjtn7C3|S71Wsj^4v{+;DB05~ zN#ADJN$|?fPTOy&B;i4?n>qq;jx?MvvCmX0vxL_mWhHp7ElI}x$_FCno2~^F22_HCi2W{-M@@#4XDxchg?rO@> zsQ>co6G~mF<-qjZ7 zJ=`kO*!S-MBamR4X;vE}`c4*MBT2vw#6E|_f!2~LYccHP16JADbj2B35$eBA6F~Xbc@PZ;O3YddsyH2O z5Xm6E_z>^9PwVQQn&=Q{ z(Xx|mbo5}$^%)L*>58Qk2%Um~a+81;CRd>YabyLiT@h#>Ek%bw0%9Wo-+UgW^b)ZH zw5Xzxz@@v8>tZWeLf=Z6u+fDUnjWn*<4e#m0+3Pl#WV;BvT*EP$AxuBNM!`MU^rWC z{b=$EYPb;Q1Br*mv`c~nb>Heo!-#ON($I*a$iv%bT@eWsSuw2Jq8?(cr*4N4@p0Ku zi50@H3=8fSFfo-cg-WA$(kCsgSgNju9Y^qr5x{PUYCkiKmC?yK=xLd7_29PLPT~=W zYPUS5Cj=_^fYpb229k9!K<&>Z#l5r}2PmacdF)q)>O%wTCKY_>6|?)4AkP8$fW#Hb zv*U5Rc08hm1*Q)lC0$*)s?itNWgD*c_AHVT!h4w6=AAIZc}6^3+ei>%rbr~lHj1jB zazquV&<9f^AR@Y$m!)Q|tD6O_Y<7YRv8}xPFKl=n&I5Xp43yPyy{ivV}6&JQ#tiY#- zt`IMEl?r(bo0-QQ7m@@~!~~wWw5~2iC>+RtU16c3)Z5y^TTwXEC2EXOp+2CJhTu3~ zSwumYCYRMZ##f3&A?RVHQD53@-IRHuvhn%(m;SxrR?C5lSfX)#RBh2 zf=Dn?KwTA|-z|F&!4ehLPV9ETPQZU5eQO9hfCzs`E<__`^M)H&CPhOwYo%?IsfY$+ z$-0fu2*X4kAmDl#@RCCBVE&D+5Y5yf%=e{`>nVbY7FX{q7M?Oqrf8NqCN8su2KsLb&4d4qejH7~{@?goGV$rKBVRM`7RJ z{+Be*M)#)jjdEnZcRYYN#VUpY-3J;7*c{TL^ziFwpF`SVWegG5t9#&~tHJ?*bWnia zw?Df&;y9*X2$-lLb}Vpvrd?`3xvG%=bpv2tA-^A9XeAD&A>|^4C+`~Rf)iH?(GpkJ zGI}@n3Nbr1tUC^=k$m4BI$qqWq^LO?c9QA1R1HE?4!^%1QK1}yprr$e+sQGcE9l-Y zTl$mD=R_;{e1(utZ=>^$6-k2Z`lMWY1Bh^te>o6^9mr1NLz}LU_cHM9sfWM4RR5|* z0epxne&o4OmW-4_`}b!swlP;v7U(YGi0^*yMPtQu6~X#f1aiHoe6N)6U^YJFZMi2l zUp}@}!kdLhM&@sP0KbLYtkFYo@~6U2yt!d^mHN?GhtWFuvf@N;c444_8V-CY!QG-L ze;gT*o~thCQ3QTKySx}>#TQTUgT$i{7S)zW|Cs%z!cN8=0D7Se+JX+X$)naDs(3kUy!)6kRKGK2sv zB;>#P1&fD^Ys8a@O7mVsT;K4FNly}mhCeIDiYJ%ueF_s;dcRMSq}`Xt^CcN?s=ip` z0UqxflEaSA=yTR~1FP;q{lZO<3R@C(7U@3>i9$1jo5`Zeb&^-XqRU!b%j(;>N+5P<#%-Y1e-Sjc}BY zKwbhb&}&ZuPnn&a{rNM{#)yMjP{cM|)d^qt1L-!d2%!M3`a`aJ{O8Y~)6>62(iEYg z5`8!y^FFQ=h*Ky!1TBAPCmt{dN=nS(JT_o{z<()64I!YQXG`v{wc;e@2?C(@9~wrY zV^T$+*}mGJ0kw<{V!P55kK?>Ogxk7$@?ad?4b_eT3pWbE4%+{wX2%ZtY$>i_qlm`w zmV2x}~J;EutreCHINPK444c$3lsGrodGPGAZ8YqleIf#q34MxSBQ zplB@RUMQq~sP8cmh1NE)o`yi>&r%pnJ#;`b2fZGPEu;wjN)ex1Hc2(O4PHwncXu9R z@jfMO*^EXy2o9iIDJh|_Qym^y+J-pdV0!`&2VjmM>Oyg(v79@^%AeEHZYC-ULwC6h zkKKR=${{<4CmIce1Ow?M8w$<&`MG*2cQ|$dC6(wNlR?L4oDV)JOdjyT%9t}MrBPFF zTy_n)>f`{gvEw4G162;BAN}>+Nf}(uPG9&!I`;UggR~9+G4ZuwVdO+yP=F|lG+AH=S zf!E^LU4XXmufeXG@`uSrBgjx$)X~uq;FrMUzy{0!oScadS^T`873k$32ha?T(P9g| zq1pJ85x1yvU|*3_VP{bZ)&$_}t*-mxHZr8q1HkIW*$y@m=%i<4W$7Iw_Y5V%tG`1I zO=88A^jgzM9+Qp4GLq{Ne>0IIvTnpWk7lvKF7wQy=MxP+P)2}e5lpj#8F?kaVbfF`35fng z8hfw?nEaC|RR%z=7j{2hR1^9aNT z1YwoRAFNt62!+`cY!V|4iG~3TOqlTX1wG1oR|j)8U;+dEu=1nC>YcNR4@U9Ce@mIghtYI6^wmbCDBi|0;MU4!QDTdn<2=uf*?cWpVlwh zu58}S7IdwkBZlQKxR2}5HCzxviwrL9IH@- z&ohL96zma*OH4fIEszvSr=BrxzLgyg46OVO^;)l85G7?~P;b7xgrv#6%p6CWk-a|% zsx}`dV~>m?iCo-p1pdEf*|-8R!=JCAB&nE=(>n9h03pdNAAW8@0mSA7iVLvY<~%d5 zUGylFtY1gpYf6`Uxke43!wLEV1iv%@A} zO#^Ztumt7QZE20kneQ1}M~=PXJCQI{0uA^Hv6;i)M3IQsDduyCzNa7{LWoJ%_RS~R z#IM`s!hZA+3fsUVK&hOlH%I)NuAnWrZkLI^N=6WqfM+5jYK8LC zk&lT8owp8{lBf1uPE&@Xg0|`{W9OH}HjYQmV(P?tLVap^_uentH)DO# zyy0YndC9<&(q8KS4XNc!7elE&E~|c-wDWLqW7#Z01B1syr%K!=xeBZI9V;xjH3Yy9 zsJGgBhHX!6OC`=F7`0vFHlrneyG1-|D?S)n$tS6FTj^{hFfsIh3_jH3ezz9^za&1i zt=E1aMV`AJncR0Z)}?)vOSE=Vi2m%hrc))BI>Yelm0`{JXZ0CciKdrH`jy0M`GnVq zG)5B74|=xFP0h@l;6E2b-1#WhJh_jeW~6&Wx4t#O=G0sKw{-GdZu371D7woq{Shm@ z$-fDo&Oc%x=6tmUxP%vF&6EStHLSE=R>Cv|J=MCr5%h?5vA@Yw`>!Biu)kCl6BEld zK~K-CY5`5ejTTl94WZM6Tq=5fH*Wt=y!DPD7Me^%atct~C+YC{h)NxPv#{x0`SCLb zIAj3Vy4yBHkviJnI(X>HZ%vw%lvFitk`s8LM7DA zC*8@XiJuEC=7|t?8bG%BHRWxdW>w790La0Y+}waxQX0p=8O~Q7jty1#!L4#m{_k!j z2_pf9V9ncwxD zf1TKr2O0Obs&|rPy&hKo(f1FUNX+;tE1#FDs=n%Kgah+UXV$PP8T?EACa)qa%l0TU#%bpE3O<9G8QZ3nPaoCuY4Z5923xjM;a&)y=e{ zzBSlSK&&rqZ*-z0D>IhEkqvGoov7!t!2`A=TN**q##VXUabBBcy^7Y_159A5X4S z807{0Tu$13aRIw{dN;9OYs15p1uAPq?K&DJK z>$h2go)gH`Mu5(ah3Svq3c9t@193Wf9)FVxF@vnlBt;c48d$0$N6l-Uetnu(_oz6f zO$s6ScUx<8FGkGK`w}xqYX#2ocXH$TZw!v0_4kuj6!OtWVv%(_R0d*fF)R4BTRxpF zT@JV)2-aO=(}UL-?%`@ceqD`IdnPevWo-^w_TOeSO&q2>OKcCmD_JGJ+0O^n<%hvL zKV0@5DLoY4v2WM;O`OcGwYSxSREeg_o9bO#<{Tcpzh|KCHq7#~x>R)SStv=hW?JK3 z!u&*M6YShbyR7ioK-4(Rc#MGqS?oI;q)+bpX-5&N-`76y3e%npX<7c)@sGQ)5(|%3 z*0<`$J3B3G-DPPDx!-v!w#2v1n(?W{Anie1aSVktaxr zyuNzA%~N#>u#@8<9xLM~+A~gIL*r`gfrqk+XhIUu$_~w+gn50cgWF1OW=D-U7|i|y zEe0PrJ6jS+1}{(f=Q7N6U1+FlWtzTr0Uq^&R7l@tT}e2ih^yyCT)^?g-AaH3DcNJ2 z(Blg65ohouFkXIEZa2~+-3E130$l1)_E`!(`d^gUGUDq7R6ee~vP;r;FLQ6Kc?3VI zhab>}PuIbIlg-#U%Ic&W_|#pxMWMur$aH^$bxWqo zVN*P|M~qK>eAz&?1($!4V^Ev$(lJ?CZkV$!pJ&=Sc0@MiK|P9j-!wH^pCI9C3CWtq zsdZA27-%mSGP-#eE;Ba!nIm%?E+lG^qM_~71S@lE)ixcJWgud_VkDc zcL%gGgKV4Y-hD(KSf?G&R{2bx=*UQ$ zl_n=!TU*D$^!RvoV7WUzKCY|dVs`*uM*$Twu3I{OetuTg*b|kSPHBz;&|=OI^mKM| zV&`ssx?g{i1g!tT3LFyy{g)$(eb*LX?gy+rCZ@b4DJ2EikH8TJ6#-lDe>Y=C_FWay zIbLvbs*FWaVoAL+8Tvj7dcg}1J^#)cWC7b5I8p=%Br`L!S*4)!wlsLC=F2=_UIQT6 z7W8>b)yuUT?dAOoXZCGpiakxPd)t+QpQOgvVj6EF}Fo zA@Em$LkC8+(g~%{!FYg0{_1Y-@He;?Xq68R{s%4hyAICYn|sinqQ@JB~+g5!z>+?lquGptFGZ<<~tI9aoZ3fZXb2 z>sMmGa;%Uf%1l`KxDlVnRX)+LzOYK~=-#C9S)_p9FylF$k(+>5_3SP`0<|3QjETYl zL(Tvj35MAAenj)TKXqcI?X}YlX2K2*9K#qB(fuqhhKc54rcv0xE?5Xr1ZLe&Vy7*} z;AP0$;uHw=Sfifsm$Ua5ZYvRIlb5!TVjx*XN<|Wo&=TXro--W7zE2M7(dqh{umjaL zbKm($UdeuC*UX|oMPEWm4dWoenA1K3+wf72@sBA|<8`E}RlXqk`^q1Tx_sgCR9Ond z5ezSh>d4K@%m}s-)^v<<&5smhpc6jc1CDz>_*>?9Ag07u{m7$~!B^2W+o) z;j2JrK8m^Bv`{LTUNsIp?Ks_0)~j+YBSL1iU8h&L_S}kk9;t=N*Gs?D-{O$Y?F%u! zeR&|w*Vyco?OYaU#QOk6!qjwuG#ktjHr%ov6BX_g0)2LFT4qQSc{FqOEeW6$<9&eh zx!W&-+sQ28NTXw|?7QEdWPRq(*#?vlAP^-uzUHXq=Id=lDn`E>c1|k%P0to|9~Z!p zO84n>^W9fjHIC(?Oa<{GT4=7b)G(C(%I<;Lzs$=0 zE*M{y{);F#(#1b+%Z+f#gX?_s`W#IZbl$%)k;ID)(-giQVdnH`Ey6q52IQt<8t~c= z447K*wrS_p&O5TFDip?y63=`)zK%vFw;`l7(gK2KD_5|3l`ME9ukJ>Z_c7*>H0~O1 z8x3Q)_1Uyvq%*yb_k`#-o=<t-h~>x@AtFnj zgap=C8k;X{@5K#I5HrUIxM6p2zJ6HrNf6L)5*AHaJ9ci?Bqkm%Xa6>R(<`nwq@6MU zOP2A^?;7Ww5zzM|Y3RuQyg@-)Y7%x~LHCBKmyre_oEK#O@#vVXvupdN$6^k<|HT37>i5kl$6dUG)1 z=%~eV-yyjiz9-QbKWVz~y!4EppSCY+0bb|fC(%KvzyZ4+Wlkm``f~0jN$~lT!G*k)0;2%Md+x(f0Z~BDRw{XE*E2fu0=?<$ud* zgjDHRv_jTv&{svb=9r^^Hv)wH7ZXdWlI9-v7&xguVcdLQ^F$Tc$aPRl;XF!-|M19% z%sB3_nJ$vXOPqfDU@L3yCPpu!aX*~uPWv(7>o3J;#Fu3k;w%z^W^fr=3B$VO13%wz z{)6?0s+kP0@&<4wVLr@>UOg@VXZtYOR6*3(Pr{aX!4HDeU%TCWhG}4$rZr+>I_Ktj zlm^TbRwk3&CIv@80t4`Jn^nHFs>_fpfLF;i1e={oZQ+z&29ljt5-{|H1g-X8r*Tvs z*xp9dd}gJQ!3h1x!x{NZi5fxtM28v#U0D1`7Lu?IremyF2TiiWd;JCNgh}&~2F?uC z;TqwhFLFy0z2_4{rYwxPEFLuBz;iW^>D(+8#mM>~zlsANUBX z!yTi-{<%Kqhers*+B#Z=e(`7^uo>7)^+?kKS;92&@D<6uV2WdRN+u<6~UJFJPG-S%R+xR3kOM`GB zPIMDkB@KP)6n6c|Q&zf^gkIV);C}h4R@x`mOm+eP=LIk|A&yx|*JeVMnimkSFYGKM z>ow&7S%c05$_{!+h%S58T~bHQY8NfjR9@vUan$M-dUtYEV1$6Y>6|c}x8d9j4g-5W z$eD5=m_=XWE(*U(@O;%lSs*8(KJUR_>3>jLzb`efm+8~^Zzn2pd+W+oL)$n3>1_!&}kFc4vP_Ck61rdiZg;ZA~czegG z$$Jj;TrTQ0uU{op9yvFop`n3(MLlXE%_Emlbl%K9u;b5JC%f_L&3|YRKDLU-*JpR@ z7QltZA3dAt1B<-`hL(r{?2l(R2e}VId*ZKUvZ?-QOc^#6}f;&19k(|c}a1KE_Gy1sP2)Huy0{ScG<06={`c#PP zE;4o}v+Fe)ynw<~1>_myzNP`+5;G3$tm(Ev5Ko!n{_id>)(t z)si9RqEy_`8T}VFNo8!ju6PAe^(7goN&@{Nuvf!ehm?yIeD#u5muUG=YtI(lc?g9sVHRGZd? z1zl&3LFY+V_fBR790r3FPH0bZ(Ap7qab1=cX`mO~EyvQ&r2UeUpdqgr3p4&YrFX+{ zv(J(X$@Gg>xq5||6-RoXX5CnAL0Z$!qh?5c`#!0%a9DDP)vyM6#(OQTMQ{*wymW%G zu|T7Vt6Z^Ghdq$yqePVTud0L?M96!nCf-9%lvW}4vnGNp*arUZncnYr=Mw828x>^mBS6IZF2mmXgZd3NKfj*F5Wx@?}y(tpw(_D^3@G_rZUjfRw zY%qh48V|#M)vGtiX^l$kPNN~Do6bk)-Z`$|gm*^9>&Az1M)}f$dvU_RjrdNQ&@`=r zZNyO|(v1($y?7>(j29?pQtVu$x|W>x1)#9G^X)9l4ZIHtmgJ|H=DR$~94aB`(P%2S zy2Te?3DRX3?^KD8zNDB~S2K*4s~7pq;$*JLqG1qS7donA2WMNpkji9m*-->l9Ml6e zH-E;XD0K}JHXFqagYqw9KS>|PHi@;wUt6}OEYqhoFyyY6%2qFt+hbU()_lp&lhcQE z*$2@Pl~lF-Jn;OcYbtC}WBk?1SAU51kXE|YnjxpHuhp6$#1Qv7&cH1b#ZtLEphErJgZCCZF1YMOH45a%rceghnqO>7m-R>nnVQm63m2ul_!8F zpbGARlPC`*5#|oP=&h(|f`d-KVeSpHT9n=#cc^v+#+(_D$YsF429efWXj(o2jx=-G zF2vo>mC%VY8c>CO?EglhOQp-OoI8hjgAZrd-t!YlcmKDS8Ufi&jhg-jn_a%~L9O=4 zO0XjX6tFFH`%IRQ+?Cj1#L8A+xS1g}etrUdPr~mRW`$6rt(q#?YqGo7BjgSy%3~WV_Uvjao4bR;aSbv;frOhmB{J+Z?|K3{ZO@Wk?!Zu#%L%iZEOA(G1n9I zUR`g*zLE2C%8+fS<^2ewx{i`k7xyzl6|$p((k~8bD;U@6KYD_3-u5O26pGdN7dEX| zI9dp0e^*vEtUBXSBQy4xAXSsquBMjw-)&&bt-hJ<*c8yxENiOyg~=JEZ#bZ*H>xqs zke+Ll&4Yu|O!{Um6vdey<;L{F*;6l-M&>shhw@mO=(BvACjO{@`0&NvO8eBa)c!d! zp^FE}RaCJX%U)yYAq)a^&S97o=0>SYD%cmW(zQt!(1tKh8gEC{#z#gH=JL8n?C<`X z0vM}C7C3N+%zmjBbv!>5Q#SFTVeQ+WX&}2b2z=c2PAybZj&j2Oklao(M{aCsvBq(e z+VY(Ox*dzx_Ed$sQctpM@@f+zDliaDkv_iHg z?b))k=Qy z^H$ztCtR|-#pxRy1(TS?BDa={7*!&K$Y@#SD!!5trUc!|dFx8bL+Y~1wf;}rZ(GD= zL0QG8?;er?dLbxQ*5{fIOcvMYFkRG1;R|1PKG*l=nr*K@^Zf5v4k^lsIv8$od0^`& zmeuBRJm+a2t!GQrlsBmEh36@``o&ATk3dT=Uu|`mP9rq=Ia?K3Qdr&|xn+0oceDvI zUsUU!5b4N1lViun6S#~|)uXz209lO>Pv9b-%*iOb+-R|4eCmB%cfWkHaO)-peyKI5 z*sb8L^1~qc|NAp%Ix-H5s1{mgH1Y@*%_)hX)Y?IC9g#CZ7%3lNSS7kA@KVd!iG@5| zf=GWX`aJ7tpF}CU_|JB2|A4L#aC-I+m63$9mX~w!8(F2i!xQMtAX&_C4cKBZ!~QQp zUNJ~Mz(=ii#^q@fl*^#BQB_8(?nXZFpfS7e{4%{><4vPUwd{?Ay1tr$7_JgSrDR*O zs7e#pJ=%+h5z6!_HzlaE(PrnQGR%k{?MlkUdaA(S{sopH(p2A))1qykNQ1y|)Nw~8 zwIW&5Bs3wc?fpT&9*K@UU8H?{U01+x9O41@;>Nc?X~*n?gYd1!)M^?J*2<@8cH#ayA`*&2sbyav+V8mPyjp(C#V@=_u!AnI zDwKXNPtK$*>ObA9Wu3Ru;+3aJrN9co+k68GE&q@q)ko)(3I(Duf|A>v-qr&9OchT* zeHUH({DIWoHMhgda+r*!Z#UxL{R# z_G|wRE={?0U8ym1)W0Sz+}Q$^lDsgYbV}Zgc;iHSf5Qx1OtIJE_ddswsaV{MU=qVwHI{( za0{DF8N3K8`tc*)n4REwoOq*|(e6CWtRe&7D$OW)^13y7OS|&|oIn_RFA}#kDi>#z0EE|$)aTuac^P7Mfyv*0yoYzoQ6}yq+liv>BBF2=dGY~N3T)zaAZ_qRyWyqWR zS>}f&WqLTTX?@LPu@0jmp{Qbv_BEg`AlBD4X1ZW;(M^G<$_ZDiqwtDfoz=+I%+_ft ztxxEMusw^vnE&qcG#WfPX978Ckk}tj))yX{jaBe=PQM-1X<0WC2~a*)Z`>TGW;Y1o z5z{YQWpOa(qKff4cH+;wEn_QV8@h%jl+paebg_H*)T210dFRF-e4d#vo1h1sNJENa zuB@W6_4V3CAs?br(BsF#wNf;6FiI%(ZSPpE!U~+2Z-ZPD+WA*OQ8A(3eW|0f<-Mo5K)eE zCBW?y3@fpzB@!(_Z!&4tZOVsd_qd+G!-ogS;{73bD~wcY4(^5&h{XEgo$D0@>gC@9 ziyt_esUMfUn=8a%mXfZ3Md3nDrRZ}yT__`#32Fvtum%i%<7Fl@CKNi=djg6cT2Wp!$#S#As{h~?V(U;%XLACPjQ7GXt4ZXXLx%uuijrqGDP`hHm27r+2$oj&cR@- zh(GlI2j)6yZ8NI@q8pfd0Dp82;+@tFUm)CU(1A^6WyOez@XMDk2o?hvyurwOk4_Vi zDWDZXKxs~1zM;7vasyKKH!l#ZA280ITGY8LRsi+sztVt(-xk`BD-ed?VP)0+-2kFQ z^LO6Xnj3*9T^C8FIy&du@qAwQtD$)aIHyCf1c6WB3JRYhu1jh^U!RvjxgSDkhemN8 zo45of_*NP3jAi5Pt$?gl#-RDqW)P^`X_k9RI0NaT0iV;Z?DjUd3DghFi)e^ zX|@n?vtt8{z(qpGpwxtyb(E_U^#h1P z6<$`6$r7r zM{;`4;ob59ie&2Ur=vfl;A42=;&K36xbstU;FbFi!2-Ta2_Md2UvN4dy^!=hBH(9T zT^9?vY3oH`*Ai$Ye?0s5yP*HUm&b1&gI1Qrde*bA_498CKSlNI94*(luufHfAy%Ne6C36v!6?k zu}EIxnv@2(jlW?ci%`djD1k#Ws~n-Q4dY4$#nP#ol69gi(5x2oMW3w*WK49i$wY3`M&@t}KSCpRiC1RN1uP2LU&0 zg#KC8XYHSz_nbs+M9hA%3ot8<$=kQo)`e(sWu?*PkJ5Ys@rJv#F6*I{fhm)Ld1)VZ z#5tmBzO2V6=B_SOT}p7eAa*xFb&Q+v%&C(Rom_xJzM|mil*42M)r-OISs+9ruxS7O zUiIwzCQW=Xsk7<>kBcg%IH2yp`KPO^8~n{>9_?L2!`zm~4NwFTx;{YUVKIW~0#Y*w z9`<3iv19lGbqKuc22D=V}XUyr3Vn2#p# z0=XZ^n`e9Joh;mW97S#+7Wjjk z@iSNxCGQR=NR}jks;~Lchozk}vv#j9AX9=}3XV0#NVBd0pYc=K@0@3AjJ%Ex9vi5s1efEy-O4s4d3sr2MzgpXrjn-nt} z;F+(j>DXSWd{(3djhoM*0Tq>=nVFQ^3jgcbHgNW!^-q^q06(Osha5DRWu>L?!Ew=d zNXf}HGx-rdLz4zO6@rHbg%pXyV4zx9Sb*P9z^7=^Fuoue9$F4)EAOUOns@lFwae}7 z>^PJ8d3t)v$;pAhG33vs;k(~8%@o>H3=baGB4B&ETc*-QVcFcHTDtH%$4CQLF5_G_ z6G@q#3qBGoiNk>{z_PnoMYvTjY=xa>La)d`&SU=D?=dc~!8nk%Bz&H`Vni~%XVc7A zyZ?Y;_cwe=8_O%;K3Q}JWnG2ClFoh9+v>Xfe%~8CfMQa`YhL}XF?Tx9w7xZhL-ot^ zcLKJLXND$|8jAD&s7IOoZ+DbM4y*-yo*?{zEM1Qi?_ zD)y#Mc@3xuq++7i9SiiY$oGl0RanyBAuAtpO)n&vDC#Cdy!iH%q`= zTCswyWf;K~_k-HzG+J-xqXVSWK5x0IZ2&%H-@?4}@&R4Z?G+`xW(5U>%&D)iwC4YX z{6204%O^hHnJ?f$;1qf#O()^K2gsk!9e+0U>_N`?0=Sw$fQz-qh2R9jr_PT+T%!r` zl6^lswN0p$*(?2o%L~kDP5ff;(*D3nyte}$(8}O3E$cfJhDxtw|M^s<7BBrT z88!Ci1F<}fU%hWC&2V5#Bxxx7mLsvp4N?tAe#jx11Dm0PI{F1bFq|QTFL{wAK+Ed} z_&or$UYtSl8kB^4$y4_Tc(XTxg|$|t523}4Fh4%y3xwcv@0$sMB_loff{r#iT21a; z!2wztUD(?e7Fx*YxVpNUl9MyZQrt&}FnLlrCBz5{GBYzrSfoMoDb+>{SQl;)L1)`T z@c3S;xIhd+B5_R$rBX7e|XY<~_DHb3Hd-wIsV zxBx>qECq0i&*tsGA>r)uG&IeaIa2FRkgu;V=mG2&KgcF5!v>wUs!ya5b?4 zkXbVr&>rnq$Byh8KE>imP{sr-66RhaL{#=222EO3>t;P6T`%cx^g}O4zz4S<0W0&9 z&$2mkEnxbDgMoE=i;Pjo@6_tqg9gWGx{rp4@4)FJ?Y!P5@K9r=^>KkO+b6&WrAoD% zIh{7mIxU>%CB#kFF-S}2o8-c_>-r&FX{wxS4hqr_S#iLDe=RCA>k?#bLd^?(I65t|* zb(V0`ZcU@wln^91aO^uD*sk$rr};K^HVBSWQ%UmW<%ukBMYvNpuFq^nr&bCJ3JFDM zQAsbN#U~Ww#gX1PDoo4AAaK01Ypg3_smna?0fP)EHWyT%6{L-nk)D9i&{jpA5CVA zB&Mpsh9d-Y*Hofz6!A*{_NwdgXoKMSfPHjwa=pp<)jMQnM#eDJPe6D0Rz7E=dlAIS z!ZMk2S955Go143&T58InFMnX0q;%g6J3g+c=$h26e2F!tU#tiguuqseuO~ZTSfdZ9hnb z84;;KKgK|JxClSv-RNXh>6D@Zv#cag&CIbM06l8!S4J*yFy^^eU`51GoNjtczy+-$ z)S0NXGoHp(iXD*NS;)g>;3}H)rQAk^mg=_jHNztp2*R7-pFxHrt>BuVsG(}V2srBk z2_F~mXE&vL0yNXXp={MHU%)oH_1pN^m_P7|SD6^JUZ%6Ulai5fJ`R1i@eMw5o?T3W z^#1i`gv%W@NL=9XZ)j|c!J|ghQpXMM8d_cFeg>fS9gW;V!&OLYq4CJMrB6m6ylDDn zekx1oPC~k*k58?#Q=6Wz?+*xT>Z{RHmDbjpxeTgKLw1%epG{4Azif8pm=t7-tTOLN z|C6^C8<`Az4phC4AHbY8L%Ew8ZU#10;Xk^RiU=9 zM`2_uyXGKhay~ ztXzBiP~qWKrdru)h5m!vl7q#)ZZT=2OY#|{O?Wke5P@cWG`AQr2YZ*fz2vrT*u_H8*F-`Ds7FG+T7$W2~wMZdg>!TEG-kix!zhDR9U6 z5{|T*4Kj`FHXM&zRiK<)98>WpKe{lw$UIS7Tf46~5;6o|_sYnBH@o+b{sO#UFwj<8 zoA5jOsWAG~OflRWtf^tP!B+@;=65uJ;c+i^z@hx}=g*I|?U0v&B7Kz+B3Rx+TLi$t zsNyM@hJt)w0n0>+YjUnoHUiju9tAd*$HCuy+sy#&+;iVGU%%3CzceF!o??ACs=d8^ zoF;8|x~0n6x^15NnbAVrZk9cxNhJ5@XaXkJ5mz=LIcKL{L21%MX7|<)tJgDCp_|e% zCet?AW6Gt%5Cu)9GZQKI;C#7knfS8pd-raZnk>a9xA3u&S5b@1c`HnBSOepc@7V=$ z)}Na1rP9q6HuDd)}Lvr=WZB z2C}|MIl!Gj88JPKXze@BjO$2~lF3Xy3WTirK6G;M=rV5U3w;o4!y2#fL0@2k5xQ^1EypLHsEY?t2EI=m_R_IRa! z2UH}0N7sCkbocQ`?hxVg@84Hj7iuk^jVAYykum>2EdV34QbOUdC#<5C38RNzWo7TY z_r0d?U7gC=LhfP&2Ho7ZXHeOAa=!xJ3xwM6r^=4s9;#aqkL`8^_l2Xa+h#(&0OB3M zY_9?K`5QkxOZwmo!oVF^qX@7sKBeGi;HAFt$CpZ!#oS+S{|%P~VkD#sNb3lx(fc-}9}(xw&)?a@Ds>K)Q}s#~8)E=l32xPM3@ryP1; z3wDP4YtLz`2evjpGEX`@iQQs_t@t-6Pvg#2-;-dzK4*s^v)Io0iXf6)y~9SEcXt(> zW@A0H6_BXpZ4$R$03!9t(*{aV5Uwj&^Foqymhl4E{Q#>cf7X?YJO`_B#PYXj&2Zte zFI+CDA-0f=0ctHmItq^V;DfhsP^EjIQUJF2EB_t{e+qpVyC?yH1CjFnbarid`Ke+2 z@SEXN6*IGS0E3W9RzUtb^ewO1%+_NuT)9Jaqwti$E;^;@Y7 zARzPzrrJ(Jj}Ol9d3KMB>tPCmuznLDc5JKzm0k-tIhV+Al1N&Se%CKC+3vRwc4)mn zbmNTVq-eYDJ+F?y{rutuuoE>seGlB}VLKe0oK!*%xUClRkj)n4T0GvK}*~(r_2+BL` z2a7x1FtNZMRHi_(CidHbx}`4HIl1+Um^7 zdSbB{I>N)T%w$AgvWCWnoAqsKq7sr8qbtZJ6Ub^45Jc7~5Fs;R6Av&w?8O|6lnGTq z&QkgM=XK3)^@n@F<#*M8dXN4urqDg14f93)UGa%0xf;8GF8>8fAEM``!a|wt3?JWb@45G|y_`gWd;Iq0qfd&EA&C`>Qe}IY|_xRYoRg#O#74k-lD@Kz9B#V7|DL`jJ2Heolfc$3&JZ4Y>gjz7k)z@>EZs04y zSpotLC?;G0iRj>&!KTn_rzl0=II@QO5~j!7?jajDWt?-kuU-6yj^)->f4DZg63!Eo z`F~$QOM;rsP2``YXRdF;(NJZS#=)(fSw;EXX z#wCmMY&SDD7uN?_Z^l-C+|1$rfm^+qWfM1eb&6AiXZ0xD@o+$#8HB9#y>dFN&BI^3 zWNVVd=;!-AjFIa;YZ-GYd)d=@-+XBdgX3Ip$+8=d{lYA zj?_;<0n|2r8@hYX2V}IFgtXy@T3OKy%;9jk+3HQBTC<~Q(i_g*XgtfdZZmpRD9TPZ z(>tXVHT>@2NRDY<3*1r~cRm^_JPW(k{CU*lr7^8o%5zF%kAEDhrliOLaWg(^o2|u7 z@AKh_z&9S ze!Om(R8W7^vSHQjop}^z&8-S*8%%mGDm3vKW&)>OCiMS31cJu;@YI8@uYYFd1aZ$-bjpi_R}fo;0CCdI)9;j8|F~GDTt+H9($z9xdvZ8=EblR zZe)sDT{S;{5@YnMJDS}vtm35ed(yIoKd#;mjF&jMi2!2@g%8!{_t&0=C`s1gJpOQ- z?U}eNRjHWMY=VhO@y;heomc#+ZPRm2cmjV%yo$wl;!7V27=_#N^E=^vepD>XtM*o^ct&DS{uab^~VX*gLE0nDsbectfEbOdcf2XDe34; z(67YR&ov1ux3#76yq|*`Q@MkN!$vn5U_;oi#AZvEFKzLC`2Jf^xTZ?8!%EG|SqC;m zbq0)Q+(y|Syn;k&Ta8&v%&0_HtX_}C&6^M> zf8}R%j4`CeGa~Lu(G(VO5?vXg=tII)FA&E9y18|d2Y;!}TPD^bk|@E>7Q3?kBjQ`N zzw_t!BfWwmA&w%fIp;nagdshP(AQ{-gl+&#R?%^6Ja4;eE`+Cp?aw3G`{i*Nwyk%) z-W5j-Yqo^S)BnDC0*05bP8Xivo*v&B*l%Wt#zS$viXJKOP4()d`Vk_P2rFjyR$kA9 zhT#`cNU_H9u$ndyYfp<9+FueE zx1n^hf_H|^UML(E7>%8@r7x$t{X;3+`8{zZ-e@k)h=bo6D$htKk2Dk+=fJt$$chec7+i7Mp%VXsngPgl>Zv) z2+v3FYhmYq4i&Fqoq2wPXiGqv2Pq<;JSh3CkVZTqu!rL3rOyp~Q7*l50z$$wm_73S z;~LZ(wX_H%5+PF&K#7KRE`AMJ3e4K@1(fozz{P6Cl(xNcTPRj$ooEh^Ry-aqp;uE+ z?*qE>dkR!jr`eRvZmWWy_3$q~gyIEM2hHqyov!mN@M@t~v$jNuuUlWxgnfD7tS|79 zK)&U6xKUxB;DfiqgRfAivKt+zmtX*hfB@m2E6DHn9s*wc;L;DqTT~kGcu&G_<#!@| zxuDB04;yL7jRLMAWF;FLrgC{s&wPO-###0ZYvq?g;;5Xb+s0fCToHXuOnoC9Oa>1L zrwHD5X!RRH@p$vV8{cV@!_>EfwhUW>p0YJtxa`(W)cpri9H!5a-YWR*PRTss7<1HW zsw_sCdBPHG?9s6S?Ng|4pm&1eG!(rR#7-9X&tX2wKqJ(%Nk4V~Og#K4v{1+X_nn3# zv4}T0BmyqjcPLB(?bUP#mA;0snahozToDkB6YMv0pS0}VNAW-EcW49w^OpSUn?b)@ zc-4}0n}bSw3lGS-0y{CSsl@tvPu_Gk-6JwUPpuf2d=$hE?VR#&X<>T>&L-IC*}Tng z!T`e*I!FUt(Ax?9m|=0h0r&>qGGKg)I!VvS(99Ob%Eg>au%?M%w4xFBLLDOnMZW&n z`M6lLm<-{l@Spr-{Rbo?TCI{4M;_?ET*Ihg@&r*4F>x?RQ4=P z$e~=**du5u9;s4CI_`PCjql0(WRT#YsZLleL=wyMj6|M^5>Gk1SjTNh4-F6P--)4HJgr<(2-oP1*45Pyza20K@Cr9GN0mVZgH|olZ<%E7 z`|uaZVMJpS{ekI+GIPSk&D(^GK8|JhA2E8e-BdZ-Vz(*EIIOQwi&MOgRs@oEcr7|H zYoT=vHnifva{y)I+}ANNp&}#hF)#Qc{xh~&A`?kRGq@46N3$~2?A392UdJu91-jEV-;A3F{+cf)> z8M@P_YJVUa@9w4y*7WjfSbhpv>Q?A0ft=tebkKwxCXHYQ7xW~+byqo#-vNyW5FlZF z;^gCl_I+EeoG;>58M&qhGWRF=M-HkiUv51b{+j%oA=%dHAXJz$wa9#_!&jJD%eN>> z9DljoMh4~fOO+<+=5m8=XQQ_kn{?%(p`2-Q5)6O?4HzoxWwkCdNB^4nDTY@_=sN)C z2Q2*o5<2UM7@2m-tTnd*WSN(b;VZQoel;*KXt5c34ggH4A1k(yOPoVF8bRlU(J4tg zASY;sRZG}s#vx+~$e1%|eQAJH0b(WKu0XwsM%anKBni6b>F%v%teQhB5UL6ntWaCnBs@ga@GW~nfCgO-&cA_ZJlG|f0J3Z*o`P8) zGZ~#1a}T@U+X0LjF)2jQemqmaRtYDR0_}xuYDNY~8ZJSGVLcEnno|vr6M+414VC^v zqNM*;2Q9b`T2I$^VVWDweL={XAdS6!??MasuXKK!VK9P@Nm}|ZlrfvyGA0>cjP6hj zyE|7XE2}h#d(%m)F9x3Wlj_$zr0Y1f;#f9mON6Mo<~K>Q@e9Wwm3`vc%lW>JMc)qd zG{RKFi4v_dHO(5{Jg9arm3|L*Yg|=x;4XR~HWStc&8(s4q_YgbH(xyzfJRjGQUR0Y zB}h3SFD_V)sO{_w0(2e>M1q52llC9fONwi#U^12t(Tohu069!$*!S(A)PzJq@*`-f zgtaTc*Eqp|v{Y;P0w1dV?A+WWbaerjF5WU89{l+ch^o2BP9h4i104Fec!gmSAqmL>XmKtsyoU)WMhFJL&e`AJ zKU1>he@F-`7qxNx@D^ZV_qjOXJ*snUbQ@?qyH-1DR$An*K#a zMW+Gau5DviU@D6An^j}(ejia^RPJRuqNLm2E zA7h!_xs5@qS_~5=Jh99>Hh7t7N<65Nx$U{!Vr2_)QrK>KtzI|}f(J5gK7a>(ut-|<&~kl)$y>|e+Q1VC5{{P3*n;kp6!(uLGrdsRp^4aO0}egsojVv^KCn6A zn(H%#!UmU_A`DuAKR`2_HH8>TPB0qo;v#0oBVsbL=pRQ=Y6St6&r+2!EJx-n+t9{> z$n-9%<4?c-dBeO#x7Ny(Kc*O5s=GQS{y$1NkC0`3J0vLYl1&E?VL4r=m9ZYfsEj!V zR$Tvv(%(mC4^(_vB8@mqYw-k-kri!p_iWVPPEk0$(}Ukm=QFuVYKl?9%d9L)8k!&& z4Ega83VgEk&tQ07Q~?6}6>t@XL8sL(0IA?eCejXtpeF=SE2N+YNa_&@xNypU@C=UY z>syG9L_ilrbf-)UV$o4iVYIhb0C=?gnah&qHE3M+E`gf){Raz)juUh)^Ic<~Bq096 znN8zFDOt`a+iJ~NC9L^S1(7d;s;H`~&xHq*ukJ<0t7kPF z+;$9@n=kFfqK02}XBe+`M8*;K%qAfUhg=#+>J}MOP~_=`9n~Lz`(orfNSBKE5OXtk zC=zTb(AiCTUok;>Si358N33oFG5sfq85bX4srDJ%7^eZS0%qeOf&TI92{6@TXEe@- z1Q@<~A|k6RTnc`quBheg9hw2xD8$6Q*$x<`h?Q#F37WanFR-0T?SuNd9^~ON)zb{f zv@)HCyHbtwkJEEUIh0TE`spf97kx$(p0OF7FFNN^=bGJH?l~^=E(;^Z{c=?x%wal1 zq*W>{`>*%y(V@sIk7^I=R6ier*M3my52n@a@O|Vx2}^bBFcX#*OsV-z^p)@@iBtrF zZTsIZ7tLeZ((3>&q$rEXuRjotwf=9($pp%jxgxG)0f^PFW#+m2o|eVF*VD|!rDC}N z;eekBKN}Jt=t3NSS{+t5*JpC7n}!{}Ad}hK0GB=LxByhvq6Z%lBF3aB4>D0|ak-7J z;-D8xJ6rK);JB@WcJ$AaX)E$&_TOmdYnR--8FE5RR^*uIoLid)J3W6dYvIHyr=ywI z6MPuN1TkjcVi8)wRp(~6e>3|nHAbQmH&#)2y`co`qNU$ms_xHBWf&O>xvz_P-&IPY z*}n`$1eNoBx}8Iwkm|#ca31M$gUoacS;MY<`@~lYP%Gib?10xpu7D5HOKCuWftn|w zYzI_BduM)-S;1KwX^{mNsw-x)T29EEWgHq%v|aiEBH< zwh6RDT(<2`Pw4c5p-ZJGF@od*16gZj#G^-cR^Rz>>5V<1A*Z9Gqo=P`eM4QXuEY6j zlXG>^`!rWPPlKZ?rWsv9yJ=+*H6j4eq^#v`uS6+sFu0bOc8J#_TGn>{37;CnyHb1qN$kAV<$YZU*1rm3TvPfNaz^ z#xa@*n%l*`MG2v6k^4_7{lgVaKKr}Q2J;mLCgp6JG#Skn6Bo#p%{Dq}syC-F+@2~& z)s~_wAIhMnR=-3e$rN;*T#qPysNyeY8S>NK`xKNVN0*^MDez1z4$g0Q zsek^igYp8Rc7%d;cyJJsZ3qs6;CxnPqUZ&|EE=jR$S)vR zfIJX%YJ?~D^^j=Z_|b}?2lP5jW`-TEER}2TfEu?1kL&0ONwY`F_gI%{0p*FvC8kta zy`IlNfsnbE>3f9SX|@*Glq-|(*wp-*b4*RG?u@25 z4+*EK=NMS6!cWfUy#x&!GLB6Tzj)k z&hya6iQn5&9R$%7o&RS->oNm?9>7435zjmcpYyfl%rMV{f45RqK&B=qF%O}`Ceohn zEtLV95m1n1j_7YzLowe(d;}gixDm8IPDSvezP&vnBL*0Gza6n8*V$q;XHWT9Gh*JS z%3>q@3UaE&Sfxw8-@Mvotmlnd*=x-*ciOT=TwU&lB{uW~tIYTREZ6^jJbSlb=0td4 zS&Z$z zO6M%qMv(VbfHZSwl21PkPiIG?$t^r0IS)Tc_|9Lq5~oFMsFYMzIUmOo&gjZ(#4fHh z$#0}{?B{nN!ilDMNK!XdHXvC*qzyJUHqOo*HXASv>l36d$QXzTLWy@jmV@+U`8rx5 zl=nR(iOp@K&_z*PrGZ00z*SImhr-1MW}S&e5%?ze;sqz|M4I2ZM>n0q`fwA8(Dn~# z#6TvR)-M1BkNB^iP+t4-ZR7BvBfM`U?G3<5`u#bF0u0tGHW-h_@YWX8zn>G>uIGSg zQ-dteyh8!1If=Zs&{{Gz zln}kU7`Je9-EsKDOKsT5R7M=VWE5TTV^Hd2q0|C3B&emo2KhF~(t&Iuhd}~@$pYzn zpj}~MvHRcXvvD}>=^?iP0CZH2iG~LL=MpDjYT)VbiIhe`L6i?9RrK6fq+A9hyyH;q zia`0+^Dm_Ktt@ok-Wt}@(TI9(4??2V+oAF1JJg!!#XPLEv}RzAX{iUUQ%_=J5RVwT zogK_3rXSB-cfW!>HKwT&8i$DaF`(@^qaiwt592g)#de~w3&4mVvmbBcGxo`&U#zBN zHGMh1FATuENb^nGB5ih+>2HCZ?*nwq-gkyZr@Ru@Dj+w;Zu*gf&pCybHY|n2-5XMpm{DLby*b3?AM~Cupys zK5A%DgC|X5@kD4JiW`%#ESS95l3N?V=P^u1F@kBO^cUbZWZeiC5R?gfq<_Q3DIX@* z)bJQo&XBFj%gJpj#?hdhKZXC@0UN0{?^17z0v>(%^iqYsD@+-Mfc&j~CE184gvV6d z6f-43u%6(Yrw3N2UWj3Z9#+N*)8Mkrw*{j_G4w5_i);4R7zS~&wy8$dB)(zvRcKS8 zNJ(X~oE9BjG8|lVGs)^tFWYr`G+$vh&LuhTaoFQz6#feqmHOtQEU71tH1V>&?@`7? zGlct)j{SkuwL1xV&HM|i=)eBJx0JUgc&SbxHVk!3N>j)e?@Rx?c_M5J)sXE=B)t%= zdYhr1e}7Gbe8aWU3|HJ*U@NI?Q4B9%`usmF0Aw3bNE>GLqz^o*hkGp;##Z%ra9PtvX57^Kb)9xdk@q+jFmITmi! zpvARSRjc~2>o$F;)NqZzP%Mgf9_^!Nn;C@UAUV4E>IpgIqks~ zhizSfjX1zT;tX{Rg{dJzPQ7w|P$q)$mVxLTsC?chA8Ea42;oC|K%_s>B?9uDH5A;<&B@!oA@8eNoE&0ry*-*i!w6Gs-WZ4rpqhI$p6y_!jEBQ2oHNk zP;dwIQ`ix163VMCYXlM4d|259WUJnGB@f>w5i%?F%KUcGnFWrqw+z%?kpF~y*22fe zJ|}(6&dDj)VhqaMA!0S?`CR`)Br0b~ULeMNb)j(%szZP>j(}0&HmyV|SG8-(VFzev|>jy6!VnNXU8?+*DXu`Ce&WqCp)1RYAiw|SjZ;BU!(}yE;c8XZ3!{H$#Br%bCo^(T5=tSSQt;~qsX+1T z*AQ?YG^bvG8yWIz0Arr{Aj8osV!#~VN)a@#Jv7z+luQ_swygBA+$6jkRdln z4x1jTue<5{B!$I)+|#A5;GG%65Z-ZZ{N( zCCQIbi6O-8Ad?9GVcZ#WYZLZF`F$^lK!Zd$9Ia>~%z8s+pfYIrg5cDTvOT)Y@;7(G z63R$&*9#p+M%LNEm%MMvBmSv4(N+vO>IqoupLE|zEnDQJO3%xqb;?y}P5SC*E7tt2 z7ml{AfV6ef#1gmJg+pvfpgI>N=TWQoVSIg3 z;+`kLNOJ4aJQE}98Jlvwmp4JB{@n>h=Ik)RibX*}JLP%KRt9Kxa@@kBH7St|f;rWd zyut~Ng+&;mGis!nH=JwhT7!y({)w7Ioq3%HNT1U8qgf*2fOZ5l2~}D}a^Bt- zFa;OpkJkg*ANDq5^#pJ!R$Z+*`$0=P3o){48mG_EiYF*ZEMEMC`zHpMl8BB@8b&k1 zP$KwuHgE($z>0~3lOt%49dE^-B#RKE2hNxgKUZN^%Mrz+od>O@?}&#`xXTmcyGgPc zk*Su{hBoXd*e{#;#k{S^U1o8caosZ}qFSqx;^XIq6se~>uc&9V`iD`NDAxR^(uD9b zMJrN!P@EatmyBang^Zq6721uy)@M1QMNE^Glk12437SE$T4O-?;{!VkfHSWA#~=c;U0%J+&()G4`PsfRRYvaIXE~V-h@BUNJmVo zhnr~3EyR(*>UUF;(Af7E^a3;Y=#ZsJRFqX1Z*LdjCJwqpr5BVP$%#)P{g&C9*t6gA!5AuxetVD%XmlN&lvGQ@hkA*T5R5y-9^6SFvp&R3WFSc4EhPYJ z6HM7{j>Tq$_U6BcoV$-S}BAA;MoMnjR|0p{Vf|eJOco zRK0a1hc%_O5`3Fa)<8SkpnWQFp03uneoXSJ)lZ7@U7VV>LV1N)5!>BvG>D0{3HqaPCHKJaUxrt9@UX<~1!Ht4 zqwefj_-J)LEgjaaHLX4M45;Ne&6SKn;STY^&}&_JUu46`oJce9n3JFP%6Yrvvq_+R=%( z)23ya7)8}mr_$^$FW&=P-SV@)-{~D>1(N!D8PJt+o0F;@K#^FDNGIg@VSY;{r%f|U zBhHpCgNBe@D(fDAn#MOm&z{G{$#O-Qv8slkK>lW)s0t2q5nRDiz5TwO-JmtmV} zDyRC+m}7vhIMrOagi^S2A%?zq||vo+Ks{9SOIq=ZUtmcF^dTvY^VWFiMaw-Y)ADigV4 znQ-;Nq|i)^oVBe_N>;Q2hv_>i8`LHl^PP-$f zU>R&Qp3*kC=Xx39nZw}xg9PDFL`T*~9(VN{R-81|lX5o>)NEz4BTa-lA;LKfm$_EM z*!5m1&4}kZ^mx=xBGaY0k|oI+Bs&{$)(aj<`!Y7Az}@RNOuRVP)Nt#d>$*7*&nYv_ zDwZFwR;Oi#U;uj_Wtr^gtLo*=6vMb8r&6{Y3K; zlG4A1lyQg9BV;%HX{!o8wZ=Z}WV%02IbTE&*}`dPZC!-68kOvz_f}`}GAxoZU*5) z)h=do2QZ1c={i-WHT;2On4eL)ITEyVFoXw!fV?Velo5Vk)#Dj=TPIY|3@w96^GOyo z1{?l5_mH}?dyIQUN`X2~mMmNx9sRrxLf4CtD&t1(K;pUi`D5QeXbk;&3|;7IDOQK6 z>?rpkn71e=FFzX(bwhA6kT=A`cqMR{8Xc3_J2=Pzh`tWS(S2<5w8eR!4tJjy4R{nq z{YoJ#051{D%?SNH4;BPSOg3DevccTFu@qKlAj$sY;pP1*1`~mHH6XwlmfT^A-&f9U3gG=A9>$yk)H>N!d+(g}__U+gR z$EoG3=eQ_N%dy>*(ZtgYuuH~=t}v$gXjRq~Fj4v}65uG0!YHp=ZTL;Io(!#rpA`p6 zt9%BH6;T1Qpc>2FeRgQf^H9j+kbrL(2_*n7!_(r$i$YIUtR&DTY=fcWjP8`oj>=-F zZ04EzdImp(3|c3exi~`3lQ}rrQuSmugKuh_2E}a;8n6NOh4ADy5)WDY zQx-eKIcgw-f?DaX3jLcsv0K*nMr(ae?uCmY!@`bENNoQn*42r^eQ7 z71WOIWeew6TO;+%PN-iBD}|ZIKK?;)!C#*h`$RiuDq0z>?ZE$PWLy~KPB{}Q3MMD2 zu$yR3+(uL3Ej$ON&+2Em54eQzjFOF4D?I*K|4-{Q(-mSo|LE%kQFztuL!%hK4Mk`* z{%OF;|6?~EIP~yHMOisCFnly^nTTy-4wrzY(zvl~&;$pwxR}FEl?$86>Y55FE4b;~ zvUJ|2+&XO_4Ke^tR5}%lS=7osYs3RmWgs4xSo{e6gDRz$EO>_=xE5O+Bc9Mn$7k2R zRmJ*hb^)FP|0UeG1o5YejNHmX9!c+DuFgLFAkMQX@|n<;Bz|`6>AcfEK!99d>~PQT zc!4|Wnza#+%JNaw&UeIp)`uIK+@*M-)~TxOk9Mw;6R5shAHTV2weUp-{gIF{yF9!4 zp*`)@u5lB|6jJzXgZ)E)X&ha2;nO*sEfHc(M>jJw%e|H-)N03fkIfmw+mDy#IGLYh4opQCE@X_pHVgm2 zK9nMQcb*^`!=8Ji?9-6ZI}*5tsESKU>|n`28!aC;Jm@h@4Gh>qZa@kO)4z8vtD*kX zbJ~vsf>drkzShk=g^srUiP6vE10|9b`=IpUPA^sMrpeY`*vHtUeamXn6qY^v^);oR z1u>s=gk35LFL!6i!2+6asMo_RmhKX_>S5u{vNH=@cGO1(|BF3@M-W0cD0~B#01_(b z+=cG6L3aR#*Zh(|3|J-Q)B{1mHDn6@j~@XFnVlW;UK7*_8`ttsU%ZSX=eEEw_BT;+ zuqVf48W&YnLp5O|)yyWd|E=7LiSo|bp_tOo`IX_meseypg-k@c3%#{GZck_qTh|>; z2yRdI%QjH2zN})Er@kMQnMVHau9GLuy%*R5T{tKn?DasVq!|Am>Wy7=C%zr7ixp8x z2$#>v1~i+o4R&F)yYaCDljZ9;R#(samAH4xpZgMJ9m(Yz?~w21|DGFT#P%ac2EH;0 zC+VI@c7($wdckrf(!VIq)KK!7Uei>ySUy$2}wyUR-|IwYi!A8wy>wT5yNE!1<&EiIvodf z#>{tvT8n$N^v0cj0uqIAm-Rmdk>VZoY*em>Qg=2Mh($0Niiz%=$ZE`?N8qD zZ3OSzm!0GOAEMp@s;d3#8dgF{>Fy5ckPxLC0RaI~x)Bi&6cFid6zS&BQUcP_64EIl z(v7r~z_-r*f6sUwcX+*AWbCu|Z?BkZ&biRd&|{sZ7~SKs7%{*2OL{HcSeAV1h3z;@ zttnE7D#EXP$0h_u$}+ie7<|ACS$b~>0z1R+?DejTe=x(tA7wr3s3!u7b`~q(Ah4IJ zeT(Kk5XY(}j@F0UxAK9W;D3i4_KHlRf=mx|nB7jZExxGSu9AR>->IPI-ZYv95E+IC!tku2A?7u#N9rIZ43@D-ZKh{(F|)G6 zv2iThh`cSAl?qsN@1l&zP&B4`vAjeq{NaeWIU+BJ!br|J#{!4(worH07eX*pYZ8BA z7BR*j>4PA4EV7-5Fy3$I_%AbQj=n)!i(mDE94|V(Dkdfd3S>;l53#W~e{6v)ePb(S z_=K5_E&QJc=sn<3(|N2jL@mLSE}4)=QfDEGgBLm!D9BCTa0bOp+XCQK1(75d6O(L1 zO6a!a$J}6!*cie!@(zbS2`U-0TVLzVs=Xq)Ns4zN#JRw_HJ#-Y zn4;{AM>PV7qe%Cj7+fl-s4iMi@qh`Q`ARz+$te;6#0EfWq&VDou&1YDW(R;h=>8|h zu+3ProB|28#+-26L5p$A_PwD=BBlNzkWZX~YdBxa{!&3bu)P&wo;hY{Iv&=szcT)Z z>O!Z;jgr&uTitWy-ugrNuw}PR-0O&_PEnJv?7$T4+EbfXMPa zjASrXEa%sOMe>S1(<@R@GvE-a{0vm2sxTn97}O`rv9~pl{82MaoMw^CkYeH%SNN)j z)+Psq5}#Iw{~^wiJ~yTb?Py4JG+UT$CWdJy(RV+fz=zm;v$uvc7SeKlyfrMS3#1y@ ziMw!V^F;b(w!#SJ+Sgf0p3l9mqAYCkdUeF zqwwnxgD${jqpi%UwYYTB9#N#fdnSLAF*5rZ+6Yd<5A+kw^kDtLJA#b_lafkz%NT+> zRt)45@O#uyBQqPdNQ*-sWf3ql5PgEYM`Q*Q4IAmu$jD<4pANGKpi_XD8Xlyyb(F6k zxyFOzxH43v=~mPdOvuNCElnmxx;Sy3G*SxRU=1*5w`@Xed5@@54aXZoWl|fXizm# z>j58+snZ_^d*s*o{qzf^&_`&p46k^r=?l?3C?HKx~qAV~3Z;lO@_0Tr6;v+du_bPo($ zTU$jOX7@aBfQQEWUBA|Gfk;DwVMX!DGC63t){E!fpBNf<0oHkoM$n=gpM;z5^{Jan z@u6V3sFD1eg<<*6x)$X_rDYtIPXOG)Qk~?HziAWnn1il1vUK)t8S{laiB++zl&rff zPAIhklm7?&ye!?zXOKcar+$%j)bRmX2}EH`dIh8|^Flli(&u_2ETw6iJK;2&xm$M-tg20mzLcG&8kpabCpmh9Eb&0>6+s2Z zfBJ$TR-p4!8$A4f%oKy3|Hn)rB_>|)1+|WqY z4Mw>Y7nK{mq-mY(TltoRj)z8kU%Bq1TcT>GJBn4sLp-t}+mifx1~u96n1qRJ`tK;T zJgU`VFd2}2-3Sx+^O!hB29gi1s;QGy)m2l3H{lC5r_jxpvdt);B~ zpltu)isUlm@*gF687NJCXcyA_DSfP&U)Pz3zr$?m4p-7HaSE)Kp$`ki?>ivcm^|(2 z?IonuG%}il-W|lSs@IRx#J?STfx5t1~W?KEH;iXRXO$9~0Y;&DBiLPxdyB#^_3^{A`DjDn_4P(#zcx z1vRORiSF|dCvLvqW4BR%P3AO8-3J30jFXz^h%YPEy`IavUEnt>^ zQ?57LLylh=;20p3 z)InJfKu;qo*tLWE+rNotufQl`4V1q3VgISSdtC&bR;>AFgKDhzsI zYeE_dLR89gs9??3sq{_gpHF~F?~_DIIoJB0Pl}p-*qj79vV#;_Acy*9y*N)TX>ltN zhEtj5U_pThGn9!PRLCH{!y$D?)%|+_1Kf}Z{SsrWWsx}F8ShP%s9v9kUb-|kK|fYd zu!>U1sBz3ttaJD>83K7@%d>UQ=wzA0_Y(Y3!dgB}BJ7(wVfAa|?3MSJ9! z%h8X3ZQ^AFkwNSy#kC-EFGZq&C7jgwB0k)zkXjD4j{VJ=vOXv#UF~-^7)rG*fz>gW+yuAqY;bZKy1BI?%WjXV!G_ zz;(p?|5)h-x`&3w?`H37c!#B?VC;Ag?#3?w13f%EKxSfVTew#V)kd)ESL?xaqvmTE zjRQ%&5XQpLe(fOz+Q5zgX$msUKj{-SJ3P3_tfUmW`#Yc#dv+bc@(1s0$moXLiKbyL zrE3BT%C7*vMX#4ksV!8;p0T5$8oj+7I5twGjJ{T>kF~(_AJ?3XO^n1x1w4=bLw{Lk z8{Gw&nVBUd8lf75SE&S8Y!C=3K`{rM2p}=)KnExxAt5R%Dk*7vIt8ykT$yfxW)_Ui z;o}@119>48$&mH;_lH4m6EHb|S;wVcPA?$v1%9Tn=YF8UU;YJKLFRfODF55qJBJMSI(jkZROiLWBf}SCUM~=g}QBks1;MROlE@fl57m<{f z7WrEiMnI`I0+djOc<#w}Mhzkd2+7dru7URn&U2nn*PcBgp&p^AKx%)XHw#(PpC|6_ zq16F29J_s=xiP+lte?K$O6Fb+!zFdx4bFX~yjEHiguSI8Zio|wS2`RQ=_dTj2J)ZG zikTArIjP^r-B?{&HMy8t!MR~M2 zA3ISOlcWT7cCkyTbszUppM4zncJ;9xncK=Z#!&NEp$`-FxUPvO=pKP{_67 z^EtnM{qo+-@z&&V&4N#TlNKEJMHaYy_a}Y< ze2kVy|6w+CkgTOMJtn5*BMbe|IihVTCO-bwvEI7Q@EFTls=JwX6<0~Rw@hGF%>@#n zYn24v?=3vqM#lvi)Dm2jx2@1R^YJT_{!r}h?Om*!!89eqV769t6P|E)eqiI}x1pRz zpb=}?XWoVw7aeY!2%x65D|BKLN$PB^vQP(sewP!_y%`Q|vz6?za#bH^>HhaTv@Ui- z+0yrl?2C`Tg+#caq*0iZ!hVsq@J+Xaa6|<*-b=IUT0DJyFVuMIBs>B6LK~&4kpH-l zq@<*THHVL%h@xTsk>I&m_AyCaHWnp-FHf5I8e!AEIP3-$Cp__ z8$?6TSs3sl}OaC`!be`c5NmiEY6 zv7@S_V4PsX7nD-NqoRz;O>QO$`CE{fl({G&MnXlJLa}T#iI)Quw_$k0{OB?2PgYPS z*bIVZ7Acu6z$-Xo>Y`H%42V;*BKD>B4~u*8JXu#I?`BdK4ySn60!xv}#v;r7vV=>y z6hZoTRAm7#!$~)(c88jem6|PR^r^J%agO3?Xq^7qRpI;bT(Ws)rlt!Fk6~?a_vtja zG9K-NAfI0_8nDdO_EX;OlN)Cx4fK)bF}yVX7h|XgyMFTmV$VdKb%=^@_A`+;Dn>{p zOUtu8WViiDjtiDSr<5OJVx-!B<;lCK7ZkQ&;}bZm+J=6ACqXOp4p(^>$d$ZoVNkvI zoKC~s5xHPs9Xf*KTc!ESz^ zke!a(a(Y4eL1e8=trzNEM!B^PRK9Bdo)sKQ2_qTk3)D;7~gM&iszR>ndG&|~0Rd7exQ>tBHCc~RYYcI<}eVrb#ev^0(pFBjHMZFu_ zhWw$s&)LVRc(ko zLAZ9O1COju9)zF*WGi>4U+O!B?bQ7uJ>K~_2bR_cD>v|nebbatA}eCrg+g2l+#_Cm z1O|mD#0r=VA}I})H!AyDYPo@VHRr(0+oq1vbwfKnwYIT+q2*mn;X5-ET&ibJAlErbqEBFnKLNvi-J(QEd$E8E+uoh&qjo*ai#C&j)oPl5tj-t_E z5N;%o1rI?1#a=V#Imegx#lT{a5xr##hU>YumX21ak4*RMVDDjRjLH1r)X#USCWMs4 z_igtPOJ*+=o@QI9Ov(7j*X5)BdM2B$E3kz(%vn-d3!G*~ym=t`iA9;iY~ov8_&vUy zh+Emr2ptQu+DBG#@A3RqL&gZxuV9CAHI+lVECu2dt3RD|77f#ghOGCrT8K2M4Sa|y ziV2qSB`@C*D`&YT9n%yLv5Ss|goX}h*v70{wreO4vglYx0Ts(T;_5aSbwLjfV3!w| z1HnibIs;%g?St^7;g`b#St;m_j;_ssmjbNRGq8Dqp{kLt?&_8rvYc@F2RJ2*=Lz(M zdx59SNGFJg7hLrLNO_0XISeyTV_`n9Jypq89{|{8B(>N<%Byc2uuTy{`+ROk3~mZF zS=8pXA6k@jlzs^(xG?lR%n|4g{h;4@Z2jpO4)YLBw)6G;U%QtnGF5V&=Pd5`9xzb& zgoqV?sizzea(uu~=)j9m-8hR|pk9K#?i4_`dQsN&6_7{3sklYI!{m2<4Qy5?0gK1H z?<@gQ32>KMe!l>dQ@La}C^#)ZS7Fqn3_N=A?=PMrb%vfj73N(-;Q-5mkgBSC5DeR1 zt#^YM#btA>XNw=ipBOd|1tIcM#?)mt^UJAsrYLNq)JWnikS~XfLs7ZVLwjyNXM#uZ z;aW<)Sd{yGokCr32vt=E^UH@IaseM~b8^BVdX-+?V_Tp6+$`5;8iQoE@}cMXs%M+6 zdim;Uc#{9h8ylbBj~XsFmHiLEN`|Y3`VWhQv*j6Fm5UTLY8I4%Z9PQnUA2H7f+nED z8$W@A2 zv+A~yd|~})i+-{%_0R8{^9<~-Lb3uRx9E_UNZK#usz(C+vkSS7XP@o%`#vz;LpS35 z#bew!cmf5?ACLzVbV)r&Nqh~gW`NK4*@N|>U<&sG+*3i9aRjz$?mN|!fXxxp(%#9~ z94jQ^MS+X%{_#Uq9r-IAsBs=m$oPDXO>6}uvzta>&zcDp?K_EdIF}BywG~jJA>%db z@>125z4)`gT9i1W13VEcxl0-Q&6q;dnCazo#pKaupa1j*Dv!>A=xctOl z-lpAG_{d~gY$y;7(G=7dm*{MGbPvJvY98v$eqfpbX%@WI-`Uu(tD`DJkY^Eek%JPL zSKS$C)qqCjyak8vw@j z(1(?l!Srhlt{+NfG!-8*E1NF<=RA{0X-||bfcRnN-PXH(53Mwvyhr-ULc(X(GX{zU z8(Lm{Nmr(cxwZ;P7=|$+H#UshBaVeo^T$WY1-=@zY`ARNo>0jP;=dCrpHK>iV~Z4q z9=g9*BEzZoO~AuWn_vUO$4^zJPrkjO=w6{W?EU$<1SBf$CF|qG38d8R#nJ*!i*iSQ z;AkRV;|yN+3PQ>Ubja;(k5%PM0BYZ$V?z)vdO32gFH^f=TQlSOrVryj&qk%Po6F>Z zi0)_71O*1^Q1Xm5j}ZyfPSd?FkAH2yk_GFfUPF^>0>+yGYb={YLwwJBNrR+BHcKT( z`6SB7{p5oZ;sHv-NmJI>*U$X&^^4edq~Pe&&(jrhU>=*Anyx2;0Bf_IAI3hg6wSBG zQ~d3pfABrXtbKz%U-!1`P>cAz_KUjBK7RUGy*0kr0m#|*1n-09TK>EfZ5?t?UmC1^ z_#NL33%9~8^G{MLOIku^L3^9SXXmsl1~b{jTeSIM(b1FMhVp~e3)Lc^=JA>FT4+Om zFZvxwEkg}J>b~g&%EnP}ad81-9M$6mj+GOkpGC4<%8q6lvBS?5fAA zh=pwwby*SB?gDN)GS8}+on@D=t1myECo(BaeY-`7!_YspfQGZ|Trb=a!;j`BC40N* zRc0LbK|Z+_Cp@|?)rRq^X^q5Xa_(KF0S9#iPlA!$5Ox;WGk1llgDM1JP5&qk!#z7Y3xRWP9yLPr)Plyp;0~{ z)E;BclBmk;!nfD3Y1e;-t2Q8~`^^_!%%i>nN9|rvTIWv}jz&B~Ao4)0hRIjZt1Aes z3&%(U2eSM}DS0$qQbeo311~VB=JZ?ul_Yp8`K#YBPRMKUyLy9HrdJGJMjBDR2_~DB zm-L+^wd3FIxKwJCT*?EE%H)G?_v>R)UfKpRR38TcsKSpGbFa`LR!osm#jM{Wn&k&URJ0=+&YwG zwO&Sm)0iBy(ph#~rXkgiUt!5UegBQJ`WrSCE!=hz=A`ZV3F5^uJvS09m}d4xOJ1>i zUV;ig2u}b~Qt{*L;rN`_Itlu3S_NNL&&(emF=5@`qPROtf$xH0xjsvE$NE67Gqxo* ztB?f^FX7>&I_$BbK=r*XB*gghyz8;6zTT%-3P6`JNKL<@=#JsZrOCPf{#>Zb2@nu! z5O%{_h1>X?X+yH)l zr=2jtN>=3C8)K#II)zmN^Cb|(+PAzRtbyMIoc!QYOVFc$gRJjcRaI3Gx z75YFC>F4jiKYfc(6gou^slh1g1WBLt?u+C6s=(WT*| z8y!tqK}zgJFA^?{I<$+1f47gZ96ahmNIJpQ7DNHufVEwtsvOrO9vslrS?mbXy1WEvo7w%ujn z74mQEL$JJK?bre|mcEKsHx?EaK!*Fb6FEVI87K&s8n2#%zY!E&j$v)GFokv7CxxfJ zH;(9Y+VmKSuiXFP74?3j>tZM4_7q{`RXF^4KrIXL7I*c&4~m1COnmqzLa23v%my{XF#1m*_x`%1kzt1#?}HvTgMTq{ zu$(=PuO8Hr3zXADd^cCMRv{%VAYIjA$?1^0lW4ycM*zXTy3!GD4|dq}F3 zmzNiO^r3xtk;fM)0fj_feQGL>niZ%b8gYHZxt`bJE0^3)Q?G3Yd>aN9h9HcD>@axv z3w)b`X*~)+1p+Le_Creoh?C&k?G8{qAbu^8ZPsnzhyGg~pgDfWm8(=I#kcQWrXT~}@La<*xu^1j{ zMMVW?X&99D-TnR5Q}#d+UHm90Dd|0$_XrMa&=Z=swIHiS#%q`X!5p5*>o0U_@W|k} zPQx%GkPhBH@6{x0AiOHJ;l6G71*K~`NcPq0PESwagM{+#jv!6lEe@vbzXFJF<1}uA z_@7ydWyBbGZ{MMNnEL4x3w0s9P%zm#95{oRNXGO0|9518gn4zF*3G9X*ar0TN>^Dh z`~d~jz~ErB<3by#;DB5REQ~C`4VBM6Y;SJ^?-O9)4X8(Nkusx$F>xcDN=HXWC~5=M zNu#@7Ls|n38cdA9$OXj0GF|&OTAp991}%*ppIS<&8d_gZfB<3O?Jo19yhg8 zqoy!FgSL$<&ymF`f{uIEL+r`0jn{4KM#LBp96cS)@agd`MHTPC5)N z5Dap;-+~($503+ILIox$;<6~|=mt}0#f27Fne(#Je#SW>>?TV~91#%b+b-YB;C~R zB}sQo+g&`6BDyBgFei5zTT7bE6?L5 zaxJ9|S8@&-@logb-R5Z=jSvqXqJto(+btwiA~vds#-}M8Tr+RCHcdAD zq_*tw{R)GkT-#hGVPTRUrxr`QqF5G0udlk*tPfv#Ma7j66YM%VAzqizf(=VqS7~%O z3p1M!ciY&D%l!lLs)-sW+~lhF7tV^t%%tJE9D||MxA4w#M8I(_TvLkO9XA8KfzpPi z0sri6^W`Ce+ZuB}8UF{51WLcI>(<{6Zm+ptkYG4DID8MZT_@iMxBCY37OV^8Sx~Kt zI)K|meLs)UgftKhJDwu^#ff}{n7~}K+0dgDwe4TbTKc1h`FsOI`b;L{s-e1ipJFik%*&G}{*n&}F?+D@#WGqKw#sgyvHnR;H!r^;uVQS@L`;^K zL}{a2q^FmtpGF(wI!qSD>&5Ou=woDp+iRI zxiMOh^06)D`h2TQ7L|x4Epu-|2of=vu?|z{H~i6ZY}(cs8pfeB9hknr&3})i>fhm2{7PJEr7)~Su#TeVJ=2Cl`KIAL2$dFpRM$WF zq)V0lj8!)8B?d~zQ6;_j+{K|F4$?ImMqk>)raV|4^-Wnso_1?|LEBUv*KAcS7--- z&7dW&W$`@?DPeKY$Yz#T3DKCdI~@sVwRv(5+z^Y;a#iKnQA_mFEUc_nkleTNW@KU2Fsv#l8g&7=6z*v7F2YwKtCfv}l5+D+gIJN76LBQy z6mcRGAdu>bsVa=&1g-qHahO6X?A1~+i-`P>@+YYf-`Xmp3LV0ie*IVsXnFETnBUYK~7ynQ&9PyftC*l*`XAaMV$ad4IJ)7U>(s?Eo|bG zrp0!>vlvFAlH!%HNI3{}(5_dv-fexM}5!h8xST9iD_P9w1C8TalT3a;CPf{^AS(=`11tTquGI zq@`hv2w<-!)7ATQ#X{WN{b)?`kKg1vJAeB4(cc5PngdML*1)z!&S?xBe^iK8V0F&P z_LMBPd0f8`2$dKXAArzVMUj(0r~1Hu&R*pmDuqMBL=|Llwoa zJt3;`*1LFo(r@VEmLKapd9I^V1x0T`cg>VNc+Y@!MxrCVi9cVfl5{Xpp4AW0Ao<5S z+jes+s$rD~G|@WA?=N0`1L77aA%?qoM7av5sl(iAaoD?@pyU6Mz*{3D&H2qgSvD3^ z1OprsZS!LN5O%M}QWM<}i0AJ>_|9Ye&7M*KCt`TRMT>cpJJ7b{`}gefdsG~^noa7o z5ax?_Z}-XZiAHT5{<~-NT?axbJm6xTLO*K-v9tk*S)&Ji(bQremP8wVfjd!Iib(`g zBBq`O&&MFE0mTIP^EQMdDSJUojEsw*b6OJ}Sa3|_GPi?P$_4>-s#R1h^1UBYddg;w zwE(=45R>iMx>0J?erP6#=|I_)`GRmDL-O~AOLkl1?CdNU6#$@Y0->S6hCxt}hybb1 z8I2(BCCYh$u(=s-jvv`KijF6lWdChThDI>Jh$yP)C;E-W5-Y6&aB77q_cajSHnirS zV8lqVe0^3TK|h(36c=uSP@7Q2RtRH6H(F7}?a1jPZpnIY3~De~O(AYZOx-nQ{}nJ{ z_@{rtu{;*EEbTaM%$!qBMJ;g&@mu6|0#4{V+bF;3`>n(MG3s6AI*@;;(*)OD!Kcgi zh(7Cuq|f-BJ8yvFmHsCDAA~G`P{jFg(GEZ1JODM>>XJHCDIu+DxpOjd#7!HG+ET&| zQa%R{wXI$o*sTO|5^Fni4l(n!$_3H~aoj&ney2=8x!A2}?pO4lh?fH*b22oVFv00` zdJbZDc;6n~(<(=lmwImcjhn}WbG*Kjd^{qt@-|gImpagutPS@7a3%#ZGnE(furFc( z`DDQUGvzAu-CEjP(WuIqoxE9dq&n|P9~S=YO!^h2gVpsJ20$sGT0=QEhliWzy$-~x zh%h_gFj;&nhGvpxksL%OdFL`f7?A+y)}tB@ZEJ{J)I>z)ez8!RN)wJm8w$RN2cskD z)+hd(T*)=-^iA7-HPU`Jtp!{_Z@Lo;GpmZaj9MrcvOI6d754>0(9!8SgT7h&*J~_= z&FV=b!4oBJ{qmOCU#*($ucDTq+3cgNxGD0;%8GTI49rdmg|w{3uM=S$VNDTC2_&H4 zP=9hC`MUz)VTP;vZyu$N`26i&UbYzfF!))&+3P`<6S#Onmu1zYU@^F|x|)5@v?_Y6 z+_b&#fmV08>0MRo%NgjBjF7Q@Q3OQY`38U!2FH1XDIKA?XL+_S0_$81>E< z^4ZoOob7(Qh(f-B4i41~5W5qMJbGrSk^5KH@st8Z?rJ`ig1tq#k2&@{VNx{C*5+XO3$n)YHYI8Nl#%~EuZOC=U%Ef#LCAhp zPyD5>WTh{f_Daq!ATaTul<5le9l6#-FXN2*&tZPOseYNK|ZI1_+oE%BD-CWs_urQevcGuMb z7;g>H!N{emO)2Y?A(Dv&U5WZL^yIqaDj{^~qE3Dzv0wbKZ_yQkVX1#o4zeq~ug&vx z)8k`v&VlmW*OydXP8t&X0rEkiM(sL`hA`OD-5YVDKIvwP&XfcjVWr6=x`&?Rk#X`N z?*Wrv7gnP%>>!||q@k@ zu7F-yF#qiJ%qcB(0;nRMl7lGazHUx9br;msi8*}45ei{TqWAvuMt_kqaJj0_W61Uo zB(YhNT#M7KxY~!G-am`valW?r=6fuK&GpI9e-A43*VJ!;fBMldVSJsj%PIQdIi!y} z!TzP+!fX&RtJU&8A0P(g6bPyn@OnXq4KMdWosOd;6vKdjz5_wXZFF>kcL#dTC8GI* z#`W@(n6Uf{>(Z2F@=ll2%jqg7QEFg=hD1gR_sdJ08pB^I5sZVmv@GidlwY=D)<1W- zg|%qJU2ag?vszeMI_dvuAQ{S*$3E%;n<4qf37AzfcgXo##F>s^7gJmHGiKj-r-&9( z-sOw^FeslC<>mXqn+l2@wDf-~srN}!1FZ*tBentnj1Y^GwZ)leg_%{~K%~fzyxOthox@@2Hlz+{P@k_GgR-YfJIvc zRYp?7TIQYd=cPKpcmb2StKI9X-P{Bt&bxOHJ^GL)f@EaKRjQlb9+KC8YtXG1e2<#f z#Z8GHevK)$D$fbjmVH-BCu zi_>=`U0o#^b(@aIqI-S4r6oL-`;>Eryyp4tY!<7dUH?48A1!zkPX*n&ot{GtAR2Wa zoXB16hwPXFb(NOYKrP$O25|TaNP->S0+9~TD5!;uVUx2PcwX(F?k_b)OPvC+ZDnm; z$1SYd>W`m%MUcQ^jcq4&oe}uCE>(l(P}k$8N5W$f||%`jW3FT9C(Z)Fsnl{ z#sR12&|V^WjcFPqer?qlE|_*nWoX)1YDqaVX48cT#ut)j_UDiSgGnaz|GZ)2eA11}+|GT_Kg_=j9oU{%E5o zi0AZQQrnUFn)$X7NR=*W<(B@zt0}4Rk6xEOtzDLR8O4qb~{T))}UM=p~71~O!;s%ZwjHJ`iGi!iXxpW`%|t-R4v;qaK4yMg*2a; zOi560Izz^-(@@W8P6v*O@#}m(B7b{3#n_oeu0*DmqWa!(}lZ6T!8&gjnz+e+O zVuz~*73n*mTYw8PBxL-jDSj{HafeqI@yQS?~M6{7*;Xg zxD24eaL=baze4)`Xc%i*saB|+2xGz`VZ}|b%8Q^aK>66k57P?RIMd|>bO?Ak>>%GN zjXnf>aCm!RGv&vF2Y^6(Ed-KD&_++b1@GW-aFU!fdWY-14|V4C(Wu5kGtkpti>DQA zK@)~N6+f4A$VlH7CT|>Y(>_KFXxL8mzS2Iw;;<8ZwSPQn$JFU8Fz(m0L=G=SGFZ96 zN9y+u0UGfWz z$c_{NZ3Yz=h&*78S?Y%m0wfwMF@$AXeXk+HydVfjIiCUYfSqfk#8#*BAmVy> zv0Vx7TL9kILn{E<0ZKS3P>2sVAlWel#!B+*FdKl5LM#e`A~a~{;K&I17UJ^yv7Yz? zgGs;k;YupY2XezB=E4a@98}!0rNo1ZCImk|W&dqrbr9qY#7*XK!zxD@B;AdzR3z})WoWP0b1fJ)8*G=Y?h0u@?Fi<#w zbs27DlCY!!h%Hirdo{p>iMl$4%YhxhBL7Mt?i?fKoOr@^CY?uJ@%?r~u5A-8h1s={ zJqI11Hwye49m5XjOctMp&7=ssg#^3+gLQl9dVSy|hpAJEec}?<%EO@*0DTgWf8Qpq^7M;e|~lnu2(0Ir&Ue5&p!0(%O1aeX}lJr0!buvT0&o>RU^k>{wXFH zrUnA%pvpumA;djRVu=8f5v|bH^{l1Dcp5Nx#s>>=pfEwbc1N@Y5E{wz^&F|@H8`%G zyG(jAcqJqnnA*uE;n!^T1 zIm1k2#+aKYu(QixEp!G1%Zgcfq>S=VA0VVoA;G6?*T)o_ffvLCMeo>{PSg@oSKB#i zgDCh|uWO0u({t|@4f2Acs~kyr{b+cq+|<8A1KK+fpumg>dT%#S$3WZ+e9n=zIR*}u zNF84HK)v&dike!V;Go3oi@z@`-j8`4RFCl&LvdG3kp~QLDQ}5`ZYI`-Du4o@#@L&e zE*|cLnN1u;9y5rXa{~GRrTAz_xmW`djR{P2rh4$T(!8f-k09^jlVoIMGzov;x*5l7 zXh01wqz4=?(5|P(#`>b=0Zzf7*L#;$Eioo335meDSwawlF${4Q#bplFGdp_r6&+nc zHE6-RlE$k2N9bwp1j~noZsdmR3cgj(c=%G+?04G2Z8}dhzwx&)DHZH5Ti4Q?huUryr#?L zc2Z(czk1PZbat)f@LWw{okEtVcMrAsQ_a+_6C?~rStzD z4-5+W-r4!of(Z6p0(1lL5scuDqQ=10v84PSD=RC&bXt5MuLc?LXMI!jDVw-?G8&pk zOop%}gt^NJh+VoNN7=DoW_CW$r#Ru9A-6(8J_0fLu=j0TN@lNrpd*IC|8U<&{ljx$ zC$^t3!6Y&BSK3l7?1Y1n;Q9IXDZxuF0sP_XNqWXclw7uJn4~*V*Fdlz#Unb%pN9N9 zEu-22Js8)QP`?BRSdDuW6-Tld44*_PG-M?906WHRw$eJfF8E79fek=kQpM{u9HWXJ zzZ^s;3z5d>!>C}=xCGjcOv88Z*MUgL!p1fTfjujj7HKgpo(D2q2=xTlv}5lhmTFT| zsb@DJ^JoDn@|X$w1f*Si^VurZKOYEQZNC}0+)w9MNt3(@I@=!b zuP{VAiEzlB?8!wEdDXiOz!T^s|G{RQ+Uw}1`*-G zM>QPS|2}AztCwf1J8Zj^(Pc>dO9;k`CpudN`pn`4G~#NH1V{UJqfbsQ&idb4sk{{& zJ=~w{TT49ayAaMu8r(YkMtts7^z|!1Ik|hs!F{>zPY%s`ybuOTk9c2WE2uNE`0ERA zY;hUW0z(dt>7=8%tLrhmc*DD+NrKikTkVki1q(Z&s7SKC2`TRoK*^2u^;z(`0fN9)Pc^`U8@@p57#c1^LLw_V(K`46+yuP|E1cZ<JvNlY}Ha9n2&H!!!ElU5(3WuhxB9DdnhCxPawLI)iH)s2fA1dbL}Cc2t*_^Nb1??9 z-{Hz9zH8`*Cnx!DA0$SZI@55VJDAHd$zRpHOw9gLU7g!BO?-OG-QJ$7DT947Eo6IV z#})x47h*3KmM7hJMqMU%%_=IgGcyw~Y4L$%39h1dA3ppRwDSWN?t&*M@`G4~e*1O> zwHZ`iU%@rjD$C!$9nzN^9Wp<`lX&3qFT?lgr?@!KksZJ^+2HBZ_X}~fHlOz%G`}b9 zx%7$P;o&(-NT_4g9Lq4Y8c>lR2WL+MU**@Fo$XeYw%+BCuYMfwc(ZDSO&_LgBf{25;B%nWVaj89Skf8zVX@%aoIodjD*~cwkwIX2& z1KZuZ#qbzme~*dPZ&+*l#KWT=-cX3@%RKNK%(gNly(h-UFCojjxV{ko{d~EkFO)Wc zq?%c;uTr91mVmVk7YFD0H%~E!WtjDZiF7cR-2Yl$ZZeI=Sq@YLs99u`)YKvtFZ+jB z6~gxA`@6f>VXt%Sp@K2@A)CBF)+Qu(2ZujER7OET+570HB)qE;CUbSl)ODjUzY5&H zpUUriV%UAa&+P3^Ql_V1VX+L11B0=_(v*~E`ud5B)yDwMBGD^`j>*ZlkW4~|8CmXw zBh{~8ze3xpkJk>*CMG7rT%r{oGszqL{8g2Q2w;qP%E_sckE(cgS@Hhq5?`khUx<>c zH~ct8T)xh=LwHK67*4LPFU3w=*L`r|Ry1G!O<{b`BfgOjO-7qgz7?Z99lH?%csmB& z%3W2WPs)>|+S=P~WkEme#uSRv6S#|ewqL*v?NKA3?kOX~f%z*eN8p`oBCB&Q4Ow;JUd9v^>Vnn$Ab z_%VowjWHNNVUDG3TNV@hfyU-8%ORT-McKt<{%gs2jy^V(`km>rnrv5V>*-&d3fQ;N zFGQ;^e}G5wV1K`>vvWP{Drz*26QonzPrk|5Pt485Mf=b*M5#x3`ZSWgmwXD`2g0JF zSi^o6Dzq}@n$RguWYWq`*uE&dI_nY*JQJOnoaQw0gY~_WWpqu~O>pF3IO*Ozk!7A@ zps&xqrxf@k-D!Fnpb@43pjq9Oq8R{u-}XIm)8b?1zRO(*MDk&AZ5n7CPo$)7yyORv zk9D`Y)z{be$ORh{^Ks)jJF6B@m=9=?2vxEPG}ZL2Qc=S)Q+Pr~{DWFIABK#UN2TcM z-?dBpcX_$dbPe;79@iz@;TJTWwBnVV;Pq}TpiuY6oXMjkC+0fy@87>_;T&}XJF>E} zNlF}h)YjvCLP8b>YCW#s6JukggVA5Rx<2VXBT7>0dFPM;Uuh`6YlpD7Ijz!jyOZ2} zvwgHK=sX#Vn$=2;{OqMwdxT@rPa>Sj`G|`QepB$!h0QuE`zUEi$$AxQS&9ha(3+YP zsJ239qbw5=60A*4V^dO!e;y8nUuk!5oDOHls;H{I5c`!8V=hIKFDG5M(#?0aljyX| zYklGS9gB{2)mfT$6le7n>ZG`tw~X`K{a#Nzk}CtnIi}8|_jZ`EMathrVF!dkF4J4v zTcbHa?2GHAVZ)XeLaFJN(1oAFnG#K7jwKQxZIpFAxgLGj{Yb&S&c z*sw4a0KZ=TkpxQvF}uR!JA&CERGDSfn3f1dkT@H>d=Jod%mbJeX|F-?jb zZ-M8Hml^^{H_Lam0%GEc3VBB+Ci1v{V=#ajR(yE4Ufs7s;|w9V#zq81b}SYqW^3GB zH~&23y}uI)Wz!M!?K!``?F^5!bs#9fD1utVAvGeO0w`2!4atCHGm~qLMu7Ad;u=M> zTV!P9O9(to_D#Si3a_`fWRzdq`gEzpkEsAuJwlwvK|w)Bi^3uzdVhJ1U_ssIl9CO} z; zUP_Dw0tFS-QcO#z67g`NZ? zUU;F+2qPe>GPD--bi%(4EqB6#2iM-cdnbsg0At)A)YoyL#7*c9rlt)3v4kb}&Fh>a%a4U`XAIyn{`UNqwJ1UO7)TNvy@YWi?y_{9dbU#j z{^{@CJsVN3-Yy>WPr#rexUfWQ^^X9`?MNvqgZjlP$uAJ3B%y%oaOJY5eq+`U=d( zVb?t4^|Nqta`K;zH9h9$$c5@kyw7Zjw3*4jP#`&eP%W`)*(Cft(u~f+IKb-F^YZ51 zHnTgV4U(t39QDn)IG#|HLl{}`z17BGfZGN#SL@N=&v0>ZkN5YprqExehGD1GlQ5;x z$6vY9z)tCn-Jh^9+s(~wXdC5Z4WA=00bmbUWpq9>{=730?(fbH4JoNY2CcXYMv22R zi|b-ajn0<9~Bif z8&Uv5actPcV95o>OTcM?&h`B4O!(=sj)Fo^N($BJ z=-BwUFgG`DLP8)h)egdQM&Z%%+m|%5jQu{Lx0t>V(9)uu+zQ|EW)CPRZszg z+BT?&6$Ew>Ay;JkL1CC{pu5`!tTcXm9zK%2 z{8llw4Z3jZ2Oc^{+{lq3tB3%3A>f8Pb4|~-xhZ!CXz06c$Y3bD8#(Szr~FpW6SA-V z9_AiD%9e7EqFnC(xBxSEY|66zzP`bYu?;bb9kMV7KocH6>^pq>^12W13=+76T4rz0 zad^^xyWy);nX&x!+WK)W7`^1=AT9V`T)cwpm;kJIsPmxS3~#c^nX7(@8CwsQP4E&^ zacbG$y8w75MCY|(Gt?-Fg%+8U2~bbNr>B6W6fdy2(cuY}dK!&{4A*Oz>FHX_G8Ke& zxG7_!qg$i-(aYapV`G0`Uqo~?6r)6!XI7=o(1u7__7cwy*w%L#We@m<%0u73v%Nk2 z_2mm|YqmObsIEcxVqh>0O9ud}W%_!*Nw5Z}p)Og{2q^&uNiaXRNkb*VzI{6wMrlbY zDJNT#8o=6f{td)b2rTeBKs%v3>KIP}UI1dP=E+^MSZ60EX_aVd)MTQDh!fUI<`s8o z1BLw`RT}?aXI}zM<=_2#DoH|$kfEqZnPn(bI);=X31yxobLK=SqC`>|lOf3vLXiw^~-nH&p_g?F_-g-OEd7krpzu&z-`?EiLZ%=dA%*@Zuzte(~ zD@KymOiO!qjGLte=h?*XlCuASMc}sMvTf|_bVrFH%>PRrjk%Gq$e%@ap&1=7b?A1j z7q4gI{^HQhbSk6MOLhb2?%ji^whDneA=ywq%}}$p9zpYG$p14JxU3yZ<6>jKkGF52 zO|cYq_n8|}$5++qRHtc+zW_Nqnm7I$R7_2B%&>rKLp~5Mr5G9+!8|!QI4pgiJZo)z zRsUmJi=-`E29bIsg1kK77reKkG#P{6RWI`S(xUH}Uh|FGpDX|Gez~@3Q~(Zqg9TpHKUL zd|5^7$d;${sMPmEy(F?qLF8n7+tAR^iVC>`U0z0GbaMc24K^DOGW^dEilC2dk(QsL zm#(JETUSkIOB-;~2ZakWGc$;OpsNPO1~Y1eIu1DVSFc`;Q=;n&yr*%6Px1Zx_wU}- z0n-lN9Ii(n10CNgOp)>w{(Kz0bhviPs}eoc{PNC(<6k#Jh*3#`39gmzhzhyY&@{*ktH6pL-q4Rs4py)=QNEX zvJ7q)Aig`LrKNe}e}7+L(D{dqT?F5Z>>Or+sTeKI4y!JjLR-(z6slJNnK=X+%#4g` z_YStTwmymL7UJa%2@k*YV@mJ*`8>q_sK!J;tBka?tC7*adqj|dL-KxVbo9}~he77} zmyJO$L1_F&t^@r9`I#DfdV2c$`aXOxHZtPi78=YObSVZr#(R8z&LFDA%MA^-m>Uq1 z;PcxW2JRvTT_U(gNXkZSB4P3KQ`Hqb11V|gXXo0LT^uly75OPJ=XTpX4kD!X|~=end@Urcm$uhNU{A7Z(lk)JP$UMHEAIY8vz zZ=s5Y#;;qV%9+5MzZMp*d9>gzTs=Ma26|n*xVt%`xd$g=Jq3k*-_vuja>%xTEKCy$ zVpsTK;R){tehsNSsG@~8ZK9?|-{`t|Z@@PtDoX*6wE-_08?&%(n48IL;EobP@84p! z9lX}*>=7Ar8kz7$?aYedT#b1T4k_!fb8tW;dvc{tBx%5*zvS+HYlQNJ{hkmF21X$E zJXX$ScJACUs*TjtWUfZjDU67c2BQQohCpWqq|lGqS#mfRbKb@Iv0EUV(9^D?@WY1> z^HyMJs|UYnz7gG43Mkah|G9E?<+kDE)RdY@S9dpa5dW3R*hs)i&@yAGPIV%d%c~l; z9^X1onbsEmY-nPx{3+-wjI@^i^e?2=0o2H7Ie2qOUq`1C^=0&ALa8y} zOk78rT!$t+NK!Ly-(HM-CZ@%N7CEff3-5<;)5*yRX&SE#J5P*dz+#hCP^W}(vJHA^ z=J+RZavh4(Dwk%Y>kFH*2xuN*^;Pnenw8bVM~_A^*~QJxP4h|qPH6*!cSu^mqY?$c zpvH*|;livH0?Xjw4QZ54tYdTipV1NNFz7AE(P=y(W6ZzE&L*<58EmNCxkDcbtcal> z$WY%YnyRK767v8AMQ;1kH!qk;bO2idi&ZVr+R@?W;jscnbt4yM#(+wtJ8t0dMp|86 zebJvVEml%KXl$Eu&uUfD74Jf&DkcFP_W32;p!>t(QA&zA@VJG=m6!H{bwm31FckT; zwl+Qa41X8+QQN{VC_$s*A{e!}*-()K2Oea_FlBM>&RcgVtRG*>OJ)aGDn>G(Bwy>9 z+18uz;K}J$6J-WSl*0NR4P*U|`d5`4-?U_I&{d%5k;xH0#zK2tPfQp!8Rl#!F;D4u(w8`f!LcsTi~ z)gBMd%Dhv$y5V7AvZz7E5EMvYQ)lXExK7ksQWPKj0e(5c*wF73DQ5!0oZ*bv|M#>*4VeQV$Go18>#V$c|_az)yj~fWSDMcKm?U6Qz6{jRt7SidAMF9yju!W^47f-e}qk||{ok}ZIVOq`Z` zJd$4IfzKmGl5HlRUkT&8YARH+{a#u$}pl)sj{-J zNx)`N7NX^7UvF==QRxpzSfBwA=Sqd`#Hlo?@VS6FRfuNVILg}0ei;W@Iy!0$N`rxE z8&=bC0`O0rIiscZ7LOm)mugO5p2dcKT)nunOx*RQNxAp7fb?vLsKk}0QlU*0^gYsa zlgl&D0t40I|L)SKBq!gBi16pFbD4sUWgIADWJCh~62T2*fDR}YgKOjUiw)z5ZsY(Z zjq6lLwQthJr!?l_IH6I#G0GT+_8&fcn5=>%A)MrvAZ1wMBZG^Tr~+@|_gVUpT~Z>I zeRixP<8}u}G{2rXV6(e-9P0?nI!cloF^ z)2DCVxS>cj#Os06i?w@DZzeDAFV88@h=+`c8RwmyKg})Fi3|yPpc}x6`!X5(55t#p z2HrsV*GU`gv75=CV&d1#3--a6k16(}3JqG)t?!Ugd4;M;Y(}j|k01{>GtOL$6Iqm3 zSEn5|F-TEYWfS&D^2&R_EDy^fA}kD8umk!@GUw6JgtW8~;HObc3?6VUD=&wZG@Q3i ze+pH%iNxR^G&Sgy+)UXk^F>WvT|hwKVb0sOwq#cyFa`oBoD7gR*q81udo?`#4GN7_ zoL)E=zenU38xsTF72Mv>iOx{^eB^aUM)UyWz_H+@13{eWw0nE3f{F`5_RNuN6e+4o zUi|uL&DxU&h@+iu^d#?4s50M6PX$*?rpn9DN0T%8fyR?l)sBUt2_j=&A7Q!(nLb#0 zMa965!t~mR$vF*PMp0LaFYk*P0&J@7PBI3NG48z*c}XCV(-^meAm+e<0|o{LY2&a! zGZ@QZv#AbuTm1Yv;(Oqxyv3+0Wa?8!hrl0Z_CCfjaVtOqkAkdh9?Y(Ai?|~~IZpL$ zex9F?Pa&_d`@-JWFJE51e-$w)Z3=FRfrrZOppu4asg4}fEN`N?N+{lNmV{LWO(#Om{f@ATd3|u0lfC=W&D=g zye}ea6b|YZ##U5ZLd#7Uwv#8fyjHz+tLGTzpq8PBbQ}AXajy-cJEW5}pF`AvB;!nP zL2YgA(RoHbDAt>rEJv2FTHoYIY&ndqkgjeQ3UN<&?vp?pHt(g^t*u{i@($PwE?KkdIYTDR*(E=Y^g+R*(gy34A_t9ogD1!G1r!>L8!?H3rEn4 zA_tmjT_3op5WYqnCx943k(l@q`wQ;ocz;?-%HBI?8Y3*~IB>%_#UC#% z35bcg0T!Fvq4pO^-=Dv}SuozY(St@!(>)HhwsFYZxt(Jeo|^Ij-XVwJApky7tD`R~ zqqb{5Q5T8rxrK~GY$0q}No!YEl*G4SYfnI7DHckuz{cUs%*^ACFt7I@FxpC_=2nrV zOm1b}I8y5$hh%LW8oyxPI*K2?WbSv&MTNJYpo$ecxAizpk{QDd;KoGQZd?aJOeC9( z&#xzr;`*&Bh$6ZOSj@tF@O zEiLWXw2iESGG1R{kXm=n>^7E6p-LJ7##5onNKZ#oo?9hVz^5Cz0L5X>cm@3_)r4_Q zF**hbSWfXOULm2IAtCbNT&H3tjxaMbXKbX5Z?>LDkdc)=X-@k76M$lJY>W_0;wWoL zLVo_}c8Gz#zOMMSgPgVgY1Vdj1WKdYNJSN4*f{vjW?e0y5gFz!~@!Q3QiGa54k6MWCIn>nP!V%Ld zbt7Y70kN8oTqP(J_*e8&B($|7T8 z#Vw5sJDHnn-4@W%(ZMX&R1f~E*67*w6fJa6jt`jpuBQiofzSuqjJ=|wS_%pl7;aNh zQGv*Ve5C$4B4KMwOB)Oiht0{zfHDKCBpBT|;EX=`L~9(3#k~_bg^R;wK05arataz6 z8qn#es#wKRV4XM)I{R;DpaFB$bOBl)czhF-7vs^x6Q9x7zckk@34N}7J&6=@0r_2R z?G7j-5Snb{dj0zK6-wGTVKXwK;FAYQVS6Mc3C$O-%fEmB+s;lx)rf5{)^X`S^u-Vj zYx7@v<-f=ifi=pUU|AwAf>S`XE&R?em=bhwN^JQEkq6?miQwx1wTVcajcJlIpfL&C!C^ zl!WMBR#ujQfdPDR_zqb#1i)}zNlY(77lyv=7Jv(5H`e^SQ{|bDl?au7fiQuTP*PH| z#2L-`0pXA?r>CNzpnXV^mq^NHB;opA-zT=I3!^OR)gBgYLN3I?F>diccUJK@KmToi ze>prIR5932k!*;J7|0km(VA@_$;eCsSB8%fqN1Zq>leT@>!(kjR(Iw1PN7ulax8eT zKO9&`E1G|fT_K{;oN~Waxtq1SZFtxJyIURrvP78+WGWFcF*Gl)9HNZ*p9d!ZI~*a$ zB5D~D8L6dnh*Aoa*`E!OertKzXHnjk8w!0-tosFnvN3U*odcMUib?%v(zn}m_%MaOv=cN}sFl-q%Ml)gl@Jami6@BiJr zN;eo>-2YZGcmbX$Qvj4foU-|IV7E4M84CV{9+xoVlK=L=+q^T6316?OItlz#S6`pJ z35zi{K7Ik!_lH-PZwoGb9azUT1mXeI6M}WT)8@@i!DP)4Ej-JJ^VrtV;WfT_vqRd$ z9@MRm&oT}Rg71s!>dk;2kR!iFjZ;(86oIlwldin3t;n)9B zoc}j3`^R0F9l8d}M>Pk+A?AR8%ODC_eMs$KJ=zY-c+m%}^QWxZN*#pVLGr(C5NoF0Gol)N(1S8i38*GD#nA+H`8iG*_ZeDEGdYG_w3A&Y@L=x9q~Xm)3Ndt-fl zTUVFz6e&rrbti05QXX2}I{|w|HoCgHA{G~*r;1yNIK!_CxKFg528)KvYQzX1adQBG z1hKJp1L^zkj3csGAo;<4`}a@aCata0hB9#!7k>Q`TiOD3o`6Zka@&KW^XKp}_vL&M zYtu{r-3y!#2s40#3jQo_81W-c0hEFEKXwnzEg&o-WJcNgm}PE#+nsq0DJZar*nVM? zC{Fm0XA#`NcM((=zNGbGGV*IgFA98JDJdz6D?MxF%aeByU#e{*#bsO_1-7a#ccGGT zc7Af>sX7#&AX|t{i#{6g!B=0bk?&9X^M-G$j(6`6+Ddd@E8Z_ACdSLFq8tuIdH^2W z*}OA=A0e!yj_nf!g&tRj=llBRPN8B$941@`YjNk+ATe=?Xy|$SwnDtd8d3+-zh8!G z7}H1uipw59wnq+zo$e?;87B!)4WdxRy1%>C|M9y*yJ!G{p;>6wp=+>vKbi~#yo;|6c!O#`0O)^Y9bLJS|e$3R#x_ zqiK`${x}2qQ*&Rx#-QqWX!hkxvZtq~T%wR?VqH~LGR_-Jh=@oY>Qhs)5QY;c4R{Fl z>pBlhU<3etLGKi>a5>7JL3gGQjmupS0s z*DWnyu&y{h%9q!)-nc`As>Cj|F-Nins2X^W(cpe;Y({FTn0Yl-@si?Sqy$WbI|#jY zEqN1`V>>HrU&g7ua9yBpGBPeBVTSZYXpI!cG8?5ocrb^}>oM7-e)MQ?(f!E9aGV9~ z2|!+UI--dlC?p&W5Q1V75>boBq*hDKn}8UtG}y#%FkmG!bAPcd1Va$|-dw&UmeKCt zVJqbB?w-MYYFmK3si`Ub_U-4)%`fLN`SWWY*+S}QMm@16b_N>zzy;&srOx|_dL(P| z!uhUUlh`uqQVhcd!JrvspVh?V& zaTqf*O%!<V46G(&ucHc_|BfhQqb~s}Ie^>=|9sb?WadBzG~FAr%}3 z!$5E5Y-qrF?uGxFrc-SOZorqOS04?z6vOr2_W6xYh{DAI_&yyLAmY7$&KRNA2Ke=W zsA!AOAvvYHH z&rhS7%UC<+$HWb>{F_OP-YF5Lq`Iz~Y_K#FUqGlL#AGtCadf;N7q?hbDVwZ`E_$nw zj^z!b)gXeU#|t857k}p9K>En}fr;0uHC;oBbsv4hfvjr1pQX5XAvF7#S=88FOMqnr z%`rqLR#nxkMWci4Fp$1LMX}s4b59Bje}DcmN(>xTQ^Re26<8aw?|Ie6RuZz%dk?jr zf?ZMfcE~^T7>a@8f&>AO9Zn1yaw}`Z1U1fGq*=IqGuXk%#$v-6FuxDqbnR_KZkTWJ zDUXrprIm%VAc5NGwu$#nBF&1U04}ilG!=Zi|5|AJVr4ISB+O9&M%Fv_qA>t?oAd>d z)}JoU&h!Zi%%q_j7@<@RtKZ077264dZQrXOv{Yk1fai=)BFcN=ZEP!;qZ=Uz=|$uC z*O6;HDZ5J=DievX3{amBibM?T1HjF z8~$J(#-pIwgK61#ig0lme*VXA_BDVLK<>saU%FWtI$xr#-YzE14eWG#F*11^8c8Pp zgBO2HF;{w#lZBzL;-pU+W7ULhLgSLn8Cj^im|y&EcW9AcyoCue058a+;h#Hgb8!Jk zm+|-d+2f=qyG}M>q5KVIxYhz(x`^euQB! zLUNOsafWjx^F~Qv@Loa!x|!}N1~zxY-5Cm=-r;(~_G%Q)ED9K5UDk7?op`$Y==XJ6 zM12-a3z)Ak`%B9xZGjg6neex`3*IZo;2ANO0mP)+73czRcu`qnc;ZA$Ljz!(4L)5V zm@a$4Z5JtDgNj5O*layHF>(C96|%x6?>!NuXtlJWbC%zE6Kl)gxa(cing;j;F=1h% zJ>XdT`}c;6?tmGmbxN1Pa=5Vpc>uoLF?)q2LZ^`2j-3=}lX+o*5jFp&bnjYPax(WSeiF+;*GCfSpfgJZ9K620?s$9ZxSwXz6zAC@EX-C?HwI5kXUr^$gixd zfDDZeJ;9~F`($VN0yGRjAmFe=i=|K9F47_=JEI)U*w|P{oxP(BLQJ?FX_uio2vr~t zwO#=0Nz_d+QiIYgIoHl3m$;LWF%`~~YUAe3CPnt!)xQ8m`=25)u3KRvu|{@`Xc4`E z#iY$5DG2&1YOl-=p@RpX$N54dIHqnj|Kq9@6)i1NKw*iAI}3)eHuF_@P+5JU$F70> zi~IJeAU_{8u@0*`_HXQ48*^-ETJTCG=zF90^?_6E={2=@*yzq6phSRspi59?M zui?4sMmGFJ!@T~I?6)9wVSmaGC93Zf}62oKWIl%o?NC+?+Ox9;-G7cw6?`;jFE zooJ$@Gl*cmu@xJ$DrVf8PNHSc$ihV=#zZLQT>vM56(3?BAB z`T|Y^9w602IQ_6b$49TA_MTjmaxe*K0D5YE;&yTNCq$2EGPFJS$f9}CSL`kDhxmd< z^Jo?S1H7R*N~OWAFl6saSH=)NGI{N9iILIKO%#^_nZ=CTWRZRaua1TzxkJuFf%Fpb z>N~+M_1D*5({pri_>H8_TeSJs(PXy~q|^%AejshpNdwu8hci9kt25pqEuS95*pGGF zb9emBEKyUe?Q?wB*;&X_J2Ew8=z9jj_!^IKM9VsC zCt^j{pS@nTI}ir&>V<~UIYMYSNQk2{N?Sv@$RU7P@y${1Oks)W46r*`P~b!^f=j}KR%|nn33wLS2tZJ zrAoOB5t(ZIfb{F}Lk}B0nqv#*95Rm*Ap_;{4-0wbM97LnnS)!efAlWxO@i=oU*?FGH|RGIS&S- zcqqUhJiq|9PJNDJ2&voa&G3BPR}^<24Nny!Do1p`7oJ9{D(2UaAtm*zz$>>IhfS{4jpLbnQe}Vzr^#Vv~%fCzJ0L3C`rk@#;6MiQbTlorgOKdYH2U%$2r_VVG5$}>yp z7}e5N2sj3#WY0l&HA7Gi5F_F6t*9s_E=2LVRt+2F-1~U5{0VTzdy>NJ`}F5AuJ8NH|z|pfjNTqNM;K3zl?067%Mj>FjXZx z#IyDN+)k7Qz4m=KD&o#_Wz`z47u_={0>)g4jcGHBaFX0=DCd%#-wJ5zW;gQP5_RaD zUE7lv`wn0%&0^uvsxF4ama~pV2Ox_AS!=cMWT&k69`6@0IC|T*ZZ$`yp)eV#ALjC` z??C)*%-W|;fty^Na25tVm@LHGC;Fra%_T4c@Fj!~CDRq|le%f|jD4w#?gy^{18E5% z#pRxl?@$Mk)q4p^ny0;XSF|BtwgjatW*ly2V-s`l-uqA8f4>|9Vj4wBB*hRRM?S7# zcBpM)fqCdDZJk)p6pD~UXLK;N$~-+Iqo%rAmsZNUBJUPU9h#b*1dgoshQZS^UsDsdo?w0Id!W2$&)9U z9*ons5zh&Xbi4FCG5hf0gS#{f&!EF=Ihv+DDlTI68^ICUxB(8DN0;gJt9c_wq&hhy z&`ID_x)SaZ+EW9&yYz-(TeN~-pHNr7yIh-T(71-E)JGEt#g8>FUVK6ep!uy;)zyK5 zTQ1sZsx(EAK;`Q=6o7Hhj5Iz8++?P#q);V6mG;F2=4R4EsPY;T0eTZAuW=bvb7d8G z;V4QMoQ6u)=obtuD&a6luWLXh=02ag}$&qbf0 zIygvPVJ(3VM?|ub3*j-y7>H$`P3{jp}nc4zMhpwX)j=iQrCQ{u3o9GzTIRL(X+o#(Qn4R6zau9H(PvsMc zV@{o$^r+W6b~bRE0$=Y1nH|{|&J^0}C~!=pCXf3R(PCv+xByXnZPU7ehDEbeA|*kj znsVDV9YaI4__Pr9XDkGQP1S_Ou#NDk|@ION0*{T0oWyWcky9cDQfQuX}## zXlVgI_vKrK_RJ#Nhzjg+0JHfSQ(3m-*Eps@g>>Z@@s(&kRubnG9_c8`&tLrfn?TS9 zTtBHq_K6MSnC0Z;AZdWKpFIweb<6$ffdLWAx(FmBI~HOfxbg!+9MQON#SZc1oGz>L z!Fy<=oc8Du1GxhAzC4@nFsF!bMQ##-)O*}Whlxzy#O^ll8|VOrPVSj+0(kfBOWti5 z#v*dLIBXX45OJOXN06Tcdk7!k4kiNJMzBSPLYeuZgwLI$L+^e9GYc_}EzNps-g1 zKIe0BFoiF=kH1w?P(X{?>^HT}pf?t^n%EVAV}N*D5UJVJtUvHLyT?ZeiDwk(5fv)F z$B*6z_nDsdY!R4}Zimcs486#U<%4|pg-;5Ig3SF}ffWT8KD!^JA#D#}UuO$$?Ik)D zOv&v`xD$plMC!0i>r}_sRE_jUSy`%QkK+cJI1U)UMTZn_Pm==cu%4&Bv_ZNG$97DE z-J(ApR4b-QWXMa7cz8&-vi$;F>?~uPet}k_WT7jlueWn_T!9@Kc^gX?k0lRQzT5c= z)bqJ>o>M*F04QgFZK?Lw)D~Y;#FAH4inz`s(Sp9w3)~Hymj~h$>nj99WyGWCX^1eN zup%-KPu&@toILG*eieIx;JLIEuF`BVs!?<3g`_cKDGEtlGvJBfDDb8{e9V=j_um2yhmK?CU<7yxN$KAu@Y_!Ss|?cHvl zydS6s$A!`0xzk5Ea!6EE7h3PLe$_-yx&#eQ$#wW$R~Huuy_?ymakK^p2NCz2r{)#5 zPKT%8l_CBCo12k3D3BhUXWIGVjGIk1t36K zVkvTR<|o=$D{YZ_(Twg^sXy&?#x&i({}8oVVG31!&hDNbjdoJ?*j({WaUuLaiG z$OX#DJd0v&z?hE^v_9!0?lEcm00`nS0};+dMApZlzx?899UUmy5WV6sEd1t#e&?YH zB{Eb1nyfS2QtXKx220|#G>3(elL8eqKm9H`<3yJ6kt2Y}n?QYxw}T69A1wA;y`)nb z^1HSimvJ5(>A1)$v5|xk`aXx6?2!>2~@ALHgMAaIzNfVNm z2ardiJoFM48!9#^9Ec+Tu<&%VBkDF0S@QAm#WrK!qeg;MQ2bfyDFT3^b*fF5EV`|i z0JOE%){Y`>MK!* zymMLUmk-g53_X>)VN~#+?sqnpZQH~_k#cY(;5nm)6R}@x?I6Zit{?#iy49w?q%b>s z8rl@3If&=IxC=^dL>q@d0^$i~ZMRF-1#I?)5CSwLta#+dhdAa*&Z*|CgV!?$o;+zP z8&4r-WoU+-#|aHL_#iOM9JnXjfKS^VlaN=vKYF^2f4XB>FNEMhD`1xCbl$r79-hmVfEmaEnDX0 zG*CC%{Ij8{DV5t9z{Gn8seSt(d>zUbo<4b!RR0?4F1ruGMASa7gezx#bU~35$a_3$ zW7PEEWyr`7t;SMc2MO2r(*lYCB#ltx0}dnh;CXYpn0zxVx~I@3`{* zzRS9Ia&iRYn{x(cA{{>ZEsj5;JoE(F3jK@s0HH$BIm{Vo z=!FfyH3X29-f4`(3CoA$oV~gRgM~xr-{x5yjr&MVahb@q7b&nI;-kH7+!v;(u09Rp zV)Fi=kPtX9FC0?v3OLnF?M>IdAyWsw8a|5P*a}%S9uSMnzHUed^4{OE)+n3!%wwg4 zQ&Z|b$)j(G-eHdyX3Ss7?&IT=tm8ZYUDO9{i@Y-c&e0{bi7kl-&!>!)+S%A(NGfNV z0NTg;C{&VwHahKJ)12h=*4sx@Am!&e_rKpM!$j}Rj+Sh9bT|ByondFpq!3SSC0`+esiTsQAr7Ieczrv)h#U`ZvpwQ ze~3jb9zEOgb??Rb3@`%W;dBLouLjia%Pc_Q05e_;9LO+V7ySD5=o|7gSr zXlQ=O7`b_Ip>fd!-yVht{OD=j8R;Tbm)7Qc!S!I`JDC4`GhQb$X&I7VV+hZfoSg zi)A`q>|EW<4gc_im*Ka>+pTGvV}$lZH@Z7JoA%jU6SsXRly6$Kwqy@lXCu_p3O2Em z5p`i9joncln2XeeCl1IjA2}lzln>yfXB=)skCWYjpjpE7 zCMPGQZ9CF=R``kgExf!Sk`!Lz`9%)B4ngLU>wv2!56mCkl(7H}BKnR*Q*i;TWljr} zfPto5zrO8ijn>|gEG}$sKx|YDz`8;F6(Ij&*aemvM8Lxxh_JMfqemYCATqqDqhpnK z2J*JWa`|wKwhkB<+T-3(hp+VZRx@V$DUG^kP#-w(8q%cd3Kke8u#cu`bwH?xAWR2@ z*IWsVz+4A!hJYIL^&2)ExSb>^Ef{S8?PTZI-u#SF=g@9|+^k4$S0FnI z9l?8R`87jWr$DtG6MT)908LQjv8ejtj^&Ur$=0(zV3+@*_T?>P!X-{jTz~s3B`GNh zK`L?sM8mkECE&eZiGC}{gmof;ot0RW>kVjF*tddHskL{NGU(QwJJm8#%huFEFV}Bk zYUSYu@F4nmiwkXIU{Hv6Jt!r0Jv$DfT4Y`^he(488G1w%@sM|NI3)#LMD`2p2A&%g z7f>WIgUV{O2hG9J5H{wA(`-<^7anp=WH10KIMOfRwP7Q=LEFPsXlT4a?QLpBINSn) zm~){7fJeX!%GC}=QhoXSpRef~OQpF1;Y`xu_o(JqJV&a_0QcH@u^fj!vfzryfdMpN z5;F1Gr{4)Mx%ZIfzTj8MyAPhg1Mpj2fnmyBs7t1P3|9#!`!tY9exG_}4f*R+$9^fO zBs3bMKK$BC^sG?L=|?Ib`U5D4YHw_BN5o{Cra){FNy%dD`vOmIMx#do zK<|-$LF&rNbnB8vz%#nxfw-POpKP+($fzG=^T;JOE?9*EKq<@=YH7JSzL}adI|eWd z(hFQtSXP!DdPtxNpi_Uz@Ru*EaPQcd$c|_}J|x|dsL6W|$vDg(qT&LN1+6n8ys#;D zlj@yqzDZ+o~;WTfV4)eO7qmI(2$Ub42sjOM9z2DFwDgi+ z4$T<|BKWQ482&uo2y`4TMi@dDtUz^AOKU3?MIb$nB9bU5_fjj_K+<#tWQ0@$;u7w_ z=cT29yd}MS)R5+&2hMLaSUD*It&i*PMfX4&@X_)X^$iV+a5i|-AiB{u6>rxLDkk80#ZhvfrcCs5Ksm7pLO5u42V5kig82`mmn1mY6@C5*m2$5K{TO) zE_Grvq!G|&4dd!@Qtp}TzdNCT>Fep?bpEGIV?r624PpUgt7ctZK*6Eo;v%Y?z21NE zRjWMSN}G%1FRI{O?wHc6g{~pdZum`nE7l!1YnNaRVHt;TDPpKz?~QQqqyX^0Z@^O+ghzCab{a#sA8NkOTv#?!y|Oml<4v^#XJi zL{0|L5Psk-b}N%KPw+1u*nk^XAH>Q5hr>yrtf>%+uiNFw5)Y%fast}Nu&_MG-pV7& zm9Rw+Q2#BJR*d43*tEkXGo$smAWkz+sNu*^R~{qA|@Z$yd1W;b{DtiG#y-)(%)FSvkeuF6V3Tg{iFMz!2I^;!vbkTY!tQmv@*-A#$M(2DXk)%o4ykc_Eb90;u{d#8~ z0VV0(UFR4XH}O4q7xEAdOtx`_MMdq}!`VZ1IbxUTT{8b=eLlrj(=A8%tKTT=hVt|N zs_Ek$xxQvgab3V6p$)4h-(zB}HW+`8N${OpSk4kJ=vAZG>m9J}MdBxeeI%0L5q5Kx zNXF0_#iYy$^E|YySrQK-4@^%_FMGx|k7)0AKU42jZoCEULwvs9$;{mK)k|h*6G5`)u>u9A$Zg=hA`OupDo#+=1sPk&z ztK#M_Ri>PmO@&n&NSb)6UmtYZ7S@<^9fNE=fkiJ{_wMnB`q?`Kv$`i6hi46JZ#=m4 zK`KFzHH>HLwVyvd)!V~M{5O53s+s&Qm7t+T`H8)RVf6{5tsi&AH(x*8qrr1KD~s<~ z{uP!PRDk~w(X84{qUW6zqw|9oSeO|S5>XO zQ|qp}>k!KdiBQwiFhUde?OpGk6y4-Z^$kEX0q6iW`sUDFTmV{0BWn{!QvmZvmpp)0 z#LUvs$o}KoQqR#y$jHFP&qu1}I%e;8P-&uq5EOC-SjlG1913O}1h ztLPN8O!^)|*G5k4yjJcq+&|0{iN}85^zuFk+sC@`Mdar3m9-Z`&=5C!^%1p^{&eMW z>*nwvb<6ICgE$5I(zVg_lC4R~OmLo9@0&cNpi0C^{TTn{DSq$H3=6ddkkKVFmsGVb zjH}2(l02O&cnZdTlNue%N~PHxj(!bGndv_HxV26Oh@noA z)dsgjAX`v95!g@$TaSLF_(><6)Mih86%B6vzLC9$qA#LuG|<&fCz8_2smL}J``aS% zC{Kl+R2Et~Zd?uRjmXgaTwCDc6!<{tg3D8G1yA!KKfP}Ad5#2)bV`8GLqIQOV#=nS zGW(0~^ObZ)ShIN>)bV|*GH)P)^|HMBvK++4J=7d1_PSlm{5K%B!*M-zXOLQ)byo2u zAWEf_-Hyo(~@}LOJMA;q-nI8`s;5*Bs@Jb85*|^5gaJh(?zDSUG+k8D-6FMw1 zI21*fdUn3_PWgFR=I)h(w|vZfy8@r~@XT{^WbMIgy{Z@s)V}}PoB+XA zwnL`mmLf@+1R+I#XU0|jw)m@{K0$*QZkIQ%xWP!K%*$)owNQ|%XzlFfi`&cblN!|C z)6V1Il@{hkg6`|%Iq!Om%zcQ@%ge*ZXZHC@X6L492QRC_xr|GLo?xYU$?8+CMv>Ec zh=fISAGV+5{(ysn&btcp&4GTC#^=s9qEDqyqaOqLbr?fC7`B0A-W+^$8Zsw&3wt)hWo=Di1tQD<-S~sn3_{KWoRWluJy5-PNUtKoMfM;eyyDx(?J=$7R9 zQ?g1UISw0J;W>(&kgjvbb2MXhN$&$r zkdkZ(m;(9U$+SX*6brx%O2|ovpbKX4>SwLmRq9rE>MM&%OZ-W;NXI;F>*J#ciorq^ z&efejS1h&i!y+g@%`wuH4X6zuHAM2zn>KSLfu={YjbOK?THrl`@S#GK&sqz$u=Epa+n@Trs(?J$@>>Qu3vmBCGo22C+q zd71L8I=6DEeAYgb^Gy$Nz4S^^+)&|e&7BF)QBgiX2-=>b}l^j zuz2iS!?wV#Ty|EbK6!fei{cz#*QMHMLNIB5#g8tz6(< z#HjK#? zib3i!ZzW9OqTg-a&8(-xb+(OifxnRd-tzv|#Cdv8XKqJ@fuSx$OMurdLLIG5PYv_a z^lG-T#mKW}qCC3BQdQ4@Do-Ekfi(6r8g z3<>wb8|3R-^834MKE5*$Q6_&vQS)GbW1C?FJaQdKHq~{TukeI`F_fWdooYQksMNE^ zp(~Dz*Ott8U^an1e$3HOcoEnoy70(2({WWuPFQo*EYFE2fVbXK6jp#g5K@x%&p-=( zev$nm9!Q$%dwM>5XW*A%AWpeL%=X|AojqXK@Nv3)L|pv}<0*c4JvxSF^X6Tg>Z@nC zWK-}eG86mwBB!R!oCDQilP^VEY`fH$>*q{WVMrhyXXTYniR7C~*a`QU)5(Py{5ZQJ zXxEpVDXDs$uzpg0f!?Bnbx-YW7RyyXx?c;gNAn^q#d|9=l*S35jFt%ux-p!`xD$i} z#^V?Q2ZLDPU4am4Srl-uA<pmx*;n>KI-KULHZ;zc3ImK+x|uolc^ppUUJ^d@2wI zW0Fe|%+kmNMIs1dL(kJp%^O!OH0$z*e5H@0iHKgSNCyjD@oX$!vuZ;)otW-R6&^NC z)NFJWe&!)i9^aFh2zbskfGzz6FXc<%3t?nqFraq1Nh-PI2nV2Ke~`7sn1qAA{WQ@i z!c{dYqK;AJP>lwCdND=}4mczM67#XdH6cP+Sahl#ybE77K zjB008T2i581QVY30*%ZfN*4ef&Q8BIy)U-FP&^(N&&9vhLc&m-D)usJDchvg#!beH zh~k*P%`%d!t6SoW&srbOBTD7d6j2fcGCySKFUTk{dgT{opM4lc9x3VLc+W@WmJ)%m zOBd45yys!7`aEp80E?_)Ib&_BJ3$g)86CPtO&WJNo>MxQ#`r|a(aX3u=r2f1W>0KV ztw##)`wd($z#ZwEPx59?{e+^~)MhOSiSA2cYuk-)z!-gzzHvmA>9dO8;nvfrrga!} zU43_j*+xLGwhqfoBUNcLuxP9>MUk3gft5B%d|rTBsG4JIxJL`cTlhWb7C&tr@;;D& z&;*xCak(yI2|ImLY^%B2G^BcYz%!qK95Pxr+?br}E`i=Lf7GLHnOQDN+2u8pGU%@S zGcEx%BKtZO2lAZATkRSWM%t<>Z2>Dq654S#6@?EirGxR>R4E*{_3{H!9LCSQ%Aa6} zTh453DB8Z86Jcfr_KPB9KdHVdg_Qz;gte!g_M^Axq;8<%mYj>w2hP%9kzruRGYVC*ti2x4DGF>tizJTC-zEBM1YVZtHFOe+U>7jy>Yd+CuQ zmzC^%U7Ht7EG8N?I<{c+rz5S`gs%^y03n)&3w(X7KuKeC;gMM?yvv-gW^uw-n)1zB za?74|#d@HqLyLwIN|sejbgT9UUqL#g6{M52@*Qs}{`C$X%L4WoBh znuCuNeQw23)=e5`qVo?f?o-95Nh~+j$fG8H-m&efnG01xj}cZO{y~)tVnIBhuu*Ml zmMoy@{+)6eArSJxCVOk~So1!r3axkpIjeehAo_^q)pjIiTFcbK1mWSv??Cps zuZWZprPR^}diDnAx1a`7b30q>MGMGLd3V@Nm+cOgES$2^E%ru?g?K9{an4h-h)1L_)R zf2|8`THtWM_7&`Q76DFn<2C<6NsCbR$I=V|eGt=FU5kxpc zV4|ox@f)K@!5F?F35VUCMFt3rhYd%~rR2d`E4GwZ;7?Vgn5YZ#M92~pbV)#!5cPWAlg_zS#}b`jeFfBp52EbM~S07kP-;hQnIl!#XKMv3YChSRsNLP_^% zcY4@~KdnJ&2wG+gTa3sy#=Nk)*9z@^ab7%E7t^A%#|fIGTKIDbguI8U*_vPX z_!}%$3-s%uJ3435G$-oPCa0}d(`X{kL<8@NO7Os{FO-;x@9s`7KV~*C)ZjBU8?tuQ zrfctyd^%)M;~&{Qn0KE(-;r$S1xjTN4>1Tk2iBb6>YdJX=3Q>9HTCV{U?!n{3wc>K zC0f78cQtqwMN5%I|Q|-F?I{UDM|6YZ6O*L<$)(lQa93)`x{=KBaSnnL2innLt z8zZ*d&w#D4P{~wbQCQ)VyD}8WvP)S0J}`m8`H{#Y5o1)WbGm!hd{IV1oFNOk_3BHq z$Y@7Hk_mL95l5h;5D%_TDOLn^=avvCFQ0(yZ`!a@ z_5$laIpK}eqh`8d5Qky$>rK5)tffuU|mhi9QPy4$YHY%RuAEOqXMP z<7Zv(XQVl~`T6XuvNE=~puZM%L-3YPr+YVeVwm_%YEww^Y3EM^H;}-knnptdNamOr zt4#f52jU*KH_7RaCYj|ozB72a8W4q|sGE0TL9t44VZ$`IV`C1QQMC{E&6yVO?HDt) z_xIho78kMYWRETW%<@RXk@9dYnFVTdT$GykuzM@Zzvk30IL0;1Zml;v_*%8adZR`l zA^GMmSR%6vZKQvgi20?Rn%>mWWXraV*(U%h&D)E@cKL-7FhufpHb3swYUFQ{_)Tu^ zCS(gb8@<MdO8TcCZ@nCNrscT8uEIivpOrZ)NM;$S*mZ7P#cZed zyYvs`3ooSBmC1;r-uSV!bdt;AH#< zJqV^i;A&FzIQl+F-fZVdBD_jpNz>b@b4#C~mA}!k)YBliXfZlei61=F0Y6HL_tuL1Kv^q+GfY{SJIo0==8Mk*t*W+i z7POJI;a{n&kE`Dqu-|E~-``AZbacN*e_u2FM|Mon&DID&E30Sn$6tFRYexX%pP4dw zBL^ENdjlf}0Lz~pf;QHUAL9;y-`TZ~RGO5Lp_!h5jVnNd?xTa5jupU2&!`3ckxlzc z&hPvF&ceys+ZZSqIRZ33gb9fNXcdiI9RXSZT0t928+!#?Jp&`a?_`~z0|S8VFL4g^ z0M06y;eTRt=NhiQK|SOFg@{MGo7!T8U{d~6ZJzYDMf82%Yy27K7_ z*DZ|n&`kd*^I;a_pJF~9(7#We=|5kuzml&^e{F{}fF3~0|2qR~{gHkJ&WFs2U$039+-KZM!gT2^&(6M!2~+P6S&#jxp!WoX7VN3wphlSCZl`g1Cn+q>49t{t-Rj+!=6>v=i8En|db1e#avLYrF{Y#`@1!B4s~ZQ^`8&7mGV#+u)Wu+p`y;%cxUo_&3ub&yp_sxMbGxPp%U%A@<0h*xeLy38lRGd5Cyv zV|qDA@FG1wd14?oXaHBaLddPet>-Aq@RSX)2gV5U2J8r9fe&rk2$_nE1%AeGZUFau z?`TTtvuJdC&E!QswzV2>o~Y!3(&0!}mkMvqqNJkB5x|*8exsV4#h`E~Ax}0)$k|l76>%5+mnGVBt(#bHT1PNP7Du(W-yM^f%!JjGI^#N%coI5$77nT_zox`#T>os4Q9HN=%-*vz?Vt?Y zU6R9xqUo|MOwPl7pU|yLC(k|`r>ve>Ls?Uk;4VK`##0)c3z-|7BX^SJ&cT&;DSoCG z`RU(^!Pv%0VJA~F&$4dR&iZSja7nD}KH63pu9!6TyI)&6#zXO1STI}3a}J~EiM?x- zv&%|oUjN!jt^r&ce?LoRR6We)+2)tFCp?>Tal;gMFw)WFhap0H`t$B`ParL}rP-ML z)$b#L43&oB3gAifMndc(Y^6z@iVFAo&ajhVhWDXao3~{CT{5Pby*?3S2Tw3PJZq2* zudQ#9$^AAnGvSr&Tm@Ls`N9f*B;`MlZ$2Kxc$f%b|Jw~kpu8kSOMa#>~OBvDdA5qe^lRQOEYPYKYU zWk=G~aiinNG~H+q6DM0Z;gF+eap!N+_k>;U5v$W-1TsIY(Qv%59%1Fiep)n2pmsq# zKbkdxuiju^&a!+0DFaFI%0PCV9wgN@y3n8&nj5scKcxf8tyHfGKA9q~!(5Fy)w zlL>NN0fz5|@?-s?!C_qSkb>E!-e&h#uhMTiX?Du{for36>fgpd2xAPpipF<+A$)o3 zE82^}#%DNK8S~JuB~&b|D@*v7E7R2EU|t!%acaj5kz2JT^(5kr!nZo-VvVAI9hg2M z@u@I&H$hrn1Z&H}SdPtJn>lp^$8=ldZReof2ghE~`YEs9nEylcP)LYS8l75yuH-9c zfov8-Vqb>{3l}lNP+(B+s2)9m%nY*Snj3q}&R}38Fqq-5lNUV9@qf9B34?USxMS?J`b^=p53r*DritWTA2sOBbJi zjmNwNr&UW(-V(}8(KBhBp#UIIOr2O~c#146cu(QEM!?%1C(b%8EF53#ZlcyAtOi-C ztp^%=9v7=>s9&t)K{$2Y!;^DIE}eUzTnTZwHGyY|;ZAHe)uxu^muvFBA3ym`5t4NC z4)Ki5v}{e4zU94@SQqOQWBlCUG!Mk$EF|)x@S=Pr^CI=4eU%J%RBI)8CDQuvT{K|q zZ5JKc#ETwPI(jH;;aaA17TL_C3eqDUyBK?kFYPb2TwkhDTXb*}igr6LPoeI|VPA1N zFdd=m%%vJUsINX@G9eIyXM!&bDE0@IIijnrWG58LvkVO^-Vzo$Yi8^vhr4oQg_DYf zT|~(A4Q?}nG-b6vYCn=x7lPisC7{r8aBNypNfHk+ZfA1XDGT31JEl*KYk7ljz~_mV zInT3MU;UJkyL_S|R8i-5Rm?btrZ7uyAoQ{brHc*Z%B*j{sNns)Vl zP?{ta;>2V9{9eiWnNx@09evv9hF1;9&h>wATfaTcpKgnZ^>3H-8@c_L+xio={o}TN zL$JTS*1xFV;s3<(EFYkhm7U=aXzuiZxjz7#gqfkk2XOxrtZMxy)ca3_|L2;5dX9RQ zHYR_D6b^sI690n3KcMjcuEih7o>sw0-|>%7&KPqpPkUuj10^l(EN`PvER7-V;@}qu95G*&*P2$Bf9%|d*uHvreFXt{}o^SInD@R{wtFC zv%CWO|5{#g=3=6nu+m5~6X+{1j2K(|BQIg9;9;GUfH@E-mk2*BQTEf3)KP~x#u1JX zUkOMasvL({TwdPo1XSz1w#k{tMcu{4O~#8@C;I^BAoiZu!A;Okawk%kKlcoLVYra) zQ#S}eJSRRn8XWV}C%-^2J^(%tLU-0aQ}XyZWm&HKn@}#ksrbxOsJ3qND@A-tw&BYkSt1=uO1NgSFuFa&*z7M z{nV-V= zy$j6I<7@9mgAc-|d!$A{yr*MA^x>Ei6Z}#f;*akg(BK35=DhJFH`@D?Q*1#~i#ZmOfSj!WhA4^Zr5`j_MOF1Xv(p z*36485^(I$g>w&msV!}42M;!k(=Vy?4d(=y?v@@TIxiw{Z@d0Ym#wMj<#im;IU`S|NVFPB%8aybZ?vfRVLjz2oeQ+G(AZ~#_M@^n! zbX~E(HoQ53{?OH?Bh%H#hDw5Vu7tAYE|%B5-_^m5Cs~r@ZYJ&HRn(OVK2yf3Q43`q z8Oiubp_F+DQl`$?bVAXJXE^D-daqV$RCa^Dv}2;6c zqE@>tHLUN*>c?Y&>IBh}(P7Yp1d()s$DEms%*B2rp?F~)Tz}l?q?lxA&R8v$>iudN zYSnncsExj+_dpJ=M_-XyE(=3fK&6%}!;4Rh}Tz zBjtH)5;(I|RciRexK3Do_6WQIq4{Z&)Z$>Ob7A+K&SbKWvC}jx%=C2@_6c?tuUk%1 zp59d@X=;QFsrG)kvA+h$`7|Vq&XsSGa;hd;`TLAV%arFN1gU*;)7pID5c`ofR#0ee)WG2WXbdX%BdMu?@a0N6`1s7RjWADPyOg`iHr#T?k; zC2!2+vvJO%HS6ux&;mAGe!Q2M#m$GPsKY8!+|VkP;umr}-} zaP&m?zpQ*?P+6i{wp^Szn}}ms@FuHGMIXbtuF`}#yLW5NqMvNO+i`3#&K!)!~>;2wnSxoW5C&R z8Y8m=erKbVG=0A_LW_=D8ibVqH5>m#7_a#`(&`H~!OMB*InGNS{Xe>IyNLbeZca)~p#haH!xc}2rQbOS@wv0zV66X zYD`K>DDj$n^yZl3)msq^MD7vS?ztmS3MD7r*-wb@i&M6OlxucJzP;IHfo3D3vY=nf z4p^I(4m0!SG&!jGVKIz4zV^*nabCvFNWVfR|CwavMv~jhj`vzXr8>gPKH*8fYce_s{ zIR7EOy=wNWiT-h5M#62m28O?SF*^rYcB)}R;Mns}bU);NvJ#Jiz2F3OKrq|LOIBWC z<%-Xhojzh*R6$g`!4o2#ba*meDg`0M*?eZXLeqDp z87um+^BieqbT*79KK6LxSLDs9Smnj38zwMu6vMe72*f z@xMaLNXlzVv=R9Vf5PiYfKa}lJ;`3VGJlANtKY|8?W$K!&$De zf`gFp*pZYky=Or8$DDOR^@W_^b<(T!ny!mwu`dU8A*CRbxB>{LTYCsV9I(H3@fAD*%tXlHAIh{Na_HVjI6WR&!BtCoz6%&Cpepp%v&>P~slEWf{T`f@4vR@_AzyWKy)h)&3Z%zlZ|0$>O~vkR&@ zXSY$Q6pdI;N!!rV*{wygO6!~PesBG{-hI0&YBRRfS^QolguGjiXlh9ZTeoa$ zvL>^FTjwWNrper+P0r*O?(J1p55T*FT%!KEcJjUArBMr?xpr&ItjQYb#6yrF$N6WI zWC(5*8op8Gu4q8$YTEGC82O{4bKfmifMd0%b>L0RMxR^xRG*yAFBI{N9EBPaJ56XM>K$MhUBlcz@Ku z1*r1{9w;_mM)K`Vc4ULbm-@Aw=Gs^~EYh{E&T_o*Xaaj0gu_F%o72AF%N_~iEi|yS z?*>azqy|4yNP^ZtdFjgbsnsU%z1@ID7gU|T-;JifhOo|l0v>@G{ekhi%VVp$Kw$J) z?%VC`*Zsyjm!i%pFi-g$CA~_BoWZ9p&3@Pfgrp&Px2`TDGyQMP8;-&H5cY2c!Keyz zHD!qdWu=47NVbz&+0=+6JEG`)Y;Gen?7^PP*ZS6!D5R|~kw@7EQl zcS*p^-)K$_q_gK+v?v(UwsyCj^X(w6F;7k)w9OAd>~akizeKt}=N>)ecXF!Gl+JvS zY3l6i8H8VgZPjB_atgE)D<7qOG(18FasnnSb5p^M4}z;4LxO0RS3{^-kArP56jp2*Ovv1+lX1 zDAx42(_DeUMlG=$|KMM!_DjVrB;}6DsXQ~XaSF2+QiJLc$p}7E5~a?WZV&4k!A3=W zpGixRafSj7cs-baURhv1+tP;%al4gV227P;M&&}fVOdM$J+W+!5tlZ&$x8K`MLH;* ztII;tWm|XpFR_qY$Y~QCD^twKYjXnYXXqP+et-NLWKs3913p>ig;FBxowW636d!5` zW57AvWLY?c;>(JRHZ*bLFwcAG-X6`W8r%B-xW<@zRt@^|y367zp(q=fkF2pUv21c>FKhSC+Wy6DK0ho!K7T%gyIbhW?@q|MaH^c$ z5Jso<-NSut@qB-~5qbFR-~jhbPO5Ffgy|E#eF?khEGTq&eiUUM2r=d`OPRJYxl?X< zYznh|<(U(+to!nJMv&K@*Gvt%+Lsb1Z>q;D((W(*9d^z$x#Cc>MKpu{qdX1;7QJCZ zk-3_!o1``#q3B)c;bnGHLOH?e8;{nXJXo$TYq4+^v*@aG>^*DvnWGVnEJfv z@ZSZFK=PkL2_M{-rq0y0nMcQ@D}6I+UZH@Zc^%f31C-{@87X zB_-;K=Gm=E<+C&eLkEBVR*>?QvT2T;XUIlU^2O(v=q@A3aXO{d7I{pO4ClsmD}L=H zkVixWFWciaOMT2k1{u@{AHtH07+vo-mTGRM#iqNgH`U6cQR_pLBUy8hz53(sFIT86@~SB{YHyL{PDskp+uPvCbMd|7Oe7-#-)xv!X^_Yd_iU8{ z_1D=H9c-oW@`DqLe%ip;#TQ)X6Oh-lyp|E1qPqmz40FjYv8YN&;_ocWCMTCVRURMP zaHXYBsq&!qOx5i(kKs`MWDhPSZl7a5jtabojLNL{6qzzc2%kP));3Ka(SYWO7y-UQP?83%z zf+U~Wfu_j5Ij=t>u3K%i4JR(9(GY{cr0Efp`j9yq*_v?i(bD?5evCV`AS+~w1q05r zv5HSFOP64Mb|oruk6({W4Zf-v^}MAOb!C_k*0l-ZJM2y#($W=@!1{#%C6+(w=NIcv z)j9R&0wZ&5$Agx~sG!4BqQr2+bQ2%t`;V&O#AE{eqPlVg5d#_6aWaIXZH*#UMz=I>|+j>M0n zyiq!E&&kfvsL$#y1}VN>t#TOLr}fLG=SErl`x$%!gF_lEFuDU~uba)+Va;KHa=QB? zBB`|30%X)SY=vHo?UI%|WtW(;PU2^K z%w*qrS0C06-P6~l&el1kU>I5Se#wxHNxfU(Qm-|ZGoS7#PcTm%XNI%9FiB)oygsSJKvZSjD)O`zF4 zrEFmG#PA>!5yRo1iitp?Em0%4?#Nhn}#ukXXsSq z+`Hyy>VL!CCsTX1bBgVVz&bv!ZEM;Jb-Wk{qlNy4^ClT%yN%M|a_g)~Z+`MNjW> z$8y8&R3@8nwpj>n*;>`HkC$k|rL;b1is@-=u0<26sU!!S6J0UE!E`qnYR`uvhif%G z_RQ&lOX}9VbXX>CDQV*jfq~kjS zc`7YbZkiMH2hO8hune7xrp7#nVj!W7Uv`(9)s!C439Xj5#bxJVaK%@BMh1HCg_6ik zDTBHS97^wF_wnJ$KmSx=du^ZZj0{!Z)9bP0H6eY?mnq=x2ZKOpNC(^Hb7FkKLnn>0 zOd^BAU2_V-D#D;cl~_TO&yihB8(4~?D6jdJWkohRgn$IhP3v6cT1Csmi-)&rp+7?X z#TIozKELS+zO)04Eqb*Z?HkxDCbqA{eSBKOwKY0D!DcH|cn4{x_%I|N1=3kP?i z;4ICJ8R^YLCdQakbEybW8jfW2pB5{lBBFsv=2{cY1U^(R-Pdh#l?9Kpp257>VGH5= zLz273Ehz)AXKcYSq;bo=%gl&&7S-3!DOfiMGo zG(&7 zs*H4j%-RY}E%u`QtWxI*F_x~vc}i7-u2~FmX9>01KtOmfATS{Pl7TzWj$Uw(a;v`T zp)tyNBo2Gj!b3faaJbrTsxWp=i?*_gnt&`E+UrUg7adq1L2ll1%s2D)d`F$qDnNFM zWRgE%zNsLlJ?gra4){&n@aQmMj*++!nuKC|w}>0K^7UsrcW?5WWN`b!A~#3e@JNtZ zLUgW!p~<>m$Vp2XVx#Q{?MN%+Eyd*irZyN&Q_m5=bo&QEY+Z3WWBHD!(P^Jn4ngU= zZ-dvqm)_!CWo}QD_JWWC?UvR~x%>z>ycOpvoIEGts%a*ZJi~p!v_zoKrBicJRj2Pn z$WF1vS609tR))>i9iFIp4;RhJuSZK;$!iTETH~9d>wTtKXuzHt$!r6j3j7mgNL^%J zr(O%1eS8xQuW9k*Fm@a%Dwgm$LyA*U`78p}u3Ri|1p7YET^HIZiIR!uV1_67)_|u3 ze^m4h{4ptc>L$;C%opK?*VS-HZzL@O2R;{bi5DE(l#z~$QV!{R?->Qens`SIO3N;| z%G0z;7D1BljhshKji7R0Cx9KPl6bvX?!Do>b)c^MRLehixNH+6!JTHlDGLpj3rngb z&YwPog+SdFD6*^4_sp%_A1%}G$h_7`DFoe6v;8``n}L!UiwQ~MFq`k;KvG}UlnaMT zL^w3uCw;_UZu1QL63D2`l88DqCQ7Pch_*!KDcZSEy7agbUT8@?F1p@cTyO-swAra; za0y&BBw2ffMu|njmg?C+q@YD(0}Hcm6|wmG!w8iWZNyFK&O&sY&ipX`NoHc|_>I!& zEZ*>Q`Ne>a)OjdI9Aqp`dXPLbx&a6I}WQ@JaoE|Av{giYQ@{&$$iwcK}n zFW=T4fGO1sod3s9wlMS^U=RNXp7}Qe_?!M@rDI|Fn`i!m2K?RmK`Ao-)A^eV{N2ey z$NcZizpDU0SjoR9{!uRZ-;C-9Y59L8e-)*L6u&BdkiYV*|3&>W|4~%<|4aRTFqZ!^ zzrP#*62C0${~Pi9$GZQm=KoCm{_hI@PqZ&H+h4RV{l~)pP5XXuw*Nn*FAEFHKeR9V zzqBti-M^gg$Ao`5UxtsO)qgo(=09rz{^flC==j^lziOD6|Egj7hx7fbQuNRE2j}}& zeds@&?_VXN|4+`>%|tOlYk@@S>!I+Gy@VVGl#;Cbg;sbyA~Iy`CxK#MA=yttU~zc> zrB;G)$0Gn>ra&x?MyeE2%*3DP;>PoWlW}A0LM@>@DWmRzXJP4id7%>{0#cKK9z(&Y zo2|Ej&NKs42)i7p_)FR_ux@oC8zvPLGGaB~HrJL5w z4x2zKJ~-UrlRF3^IS@e^P@Do#0I)cnY8KEfCt`pS5L1q~7{(7-?5W^`w( z%SiDL4D9OaVnf{{jP7owfC>Y76U+Fb3;y6|@VZI!L#@RZ2^H*JtCCF&sM=QW*9(2R z0V10Z89F>7Y?c@%_L(5tW`wh!0dUWnZ%ZYx?kSk)I~2H&1H*SQ7FvlMQuB zo*69XQ}|oy1Vpf~`<7>)S8SFE+SiP3M6r3HwqgTWGPchLpd4j#pkYD1wwRVVeHV@H zIrML)FWJl>Vb1&+)0^8T#Cl;O?$13=%)Y!xpHL3*(kZbahJ3qq+1==X9>6z&=~%-U zZ6o+-*=+X%GrmDRg=}`vX#@Gof^dBb^F`_8bHyvh!~UV?wT1uqe*E}=0|^4G8B2$~ z3F{)9$N!##GG^QNQF(i#Y6xVDB8f=y2`IbcU3&>d=+K|v1N;r;t*r&woTX4iIhmj< z;{A)b6dVfBWn6Z~ni z_$j+x7IlX4l9rdhs*}zC9*#Z`itpW|812Q<9++RS8D<9KE?Zj*JCP2w)KtYk`kesj zC_f0+w=ET5N7uwF|0Gzsx8&mO-RG`2N-xuLZSaIvuKHI+rdZNwE{1=M6#l5QraoIn#Qu zr^`4GO)l#fNu~C`BE}!c;33B}zC(s>iPkuELO7y^2~^GY6jisChGmY!>KrhExhM{} zMqg3RU67s65v9)Kg5$9dq~A?0_>26a@jUdZ$y1*nkm@Hk&aFlCJjLnyON3Py(xsLGP)~?3FnF6u8wSI%j6}C-Fxv2jY`2L9grd) ztHl_EtdJ>tb#8rml8c&)qYH4HeC$l518H5Bq(eg9hdGa=K=aw1 zTGJl?eEY>&8PZI->WFqI)4jF!Ec~+KPr0{&1-Z{$V^P@Ls|9X~2wdv%==#W+^SFzh zrJgecHLpV%VaXig%^K`A887HmsoN_FZe=Vgl3p+FFIR|zgYiuhQbT3dw%HxOW+8h(a#+TBn!b`@SZD%`Xv~~RaDrKJW#%kAEaXt; zn7awn^vm_5h2P=&U+ld_cw9-ktu1D@m}Oba%oZ~B`kz zr>gt(fA1Nb!9Vb`2bmE&GBPrD4sw4h-?dJZ83us@=9h7@a+`PPvUwY28s;%M^_&OeAAW1E zEmDzUZF%f}_FlpkGlZ-;Xq+|J4a78DvpFxwGwR!i4{0PF?y07SCIx1kp96eLuOx$~ z?lFWG*IgTr%kx`?3Gur8EVKpQzpHC0)+#HjjLcxITz`CoV^`;eaF=;jeEsB{-7U^Q z)J>q^TnsEYnoD;dgMxIJ&a0jq8H1lQ&+(Mq_10h>Cmqy4)1sobFYcO%Axf;>V{3_Z z6CrV%Ho*|f!*14C6jcegOR6nZep?&;ZO}KVjD$uUm`}EPbZ6e0^}sFW>IP)h8Tp}f z2ei`YOwrXcpta1u-nu-#{MJnN%+VqATwiTOK5gp+`+!X<6DMS6sqmVAxvVm&sF@pM zxNTCu}i4JY;h6Yb#zx z(0ILwLl~y;jg2kqokidNpq5oF>h?m%m|**%=!*Q4lEgTnN3vYABu1(^8fB^)&wXt- z55(DeT0iQ09g(0U2uBerxH`7O~)8RC$@ChG0N&Wh_;G7YBrO#(*5nY!F5>vS5nT`y)}8w^01cc>!tWnKMqM z7>FV?zv08$9a>aG%*naCb1U-#; zm)i_Inb{Nr3H$sz(PPs$8u9tCW8B@fM**-CDnqkg=x#j!Rc*K#+NMd^<36qIO>X5% z`T{Q`w8*#%DOA#{E0CG4FRZ4g2*cNHu0KKt9UY!9u2aWXGB_`we+Wl&MrW(4Bk%QA zoD(TB_h{8LHxX=OHGTaq?=38#&LyGyT%G_?i3nU|?X^8O#I=l!>{d-K)!V}2?AX8p z%tW1|qUMkruNt^QKAmT+W=8Q4^<^6R7I{QHRo(jVbA!rden#u|9_;Z=xWFZ+#;SRF zcmKzlSNR~RZ|;*_cacp8!sn^QypxfBtJL`UW$XI$&D+L$1<}{?S)yx z<3>J9gLpUYE<`G$N5zk?f;$;MIF)JhX&nG=kPD547$_YV2T2Fi)$f4M=)M>g%U8JH zVSQ0r+cm|iR|LJZuhSh*X_^2APCm*TPh3Hkj*&}I8#UzhfR{Xt}YZEkm05A$aWwtV}B9e<>D{uk%%x85d^ zITf?bb5QKtV(+(9vuoZ|B1* z#h~m_w0=EmWUz1|U>GE>G*P?z>sQp_1HrpHlHg|?EgZe1ic{4}EV>T^GmtdD99P^gcvefxq#SB2yA3@UBSNnl8bfz46Qc;N3> zp&>wvA*d0E zB4n|6hj=MD?`eq1k>>hqNO*6WMsU99iOUIuw#^HFig|;pk#!2M$bNtIISIR^?~tMb zEeh8G7fZ$H{g$sKO8`l&K+{Wp5(#}wJ7luz^tG+>?y2$c{u7Ak`;Uk{kKuhz@pEZ2 zFX=!;K{J1h*3X|)Yztdro(Pzy8I5Rhm0O4FXa*m9^lpVJwDIUa*kwN*!HBqFvx2g$ZmiAGch@dnR=#{ZtT#7kdN|%kVj@-zjGa7?M zmhuD)#AXkw12i1>LBn&GUSl%duPdGUu;@|(1Bf>Oe<%|)9ZY*jHZPaw5(R!HT(J|y z!znhG{4NV7m{cb;eOFDuL~9l~jqJ<7F!_=fGq!JCn>VL^X<;2#lVtg1_0?Xby#6~0 z$spQe$>!RgxQrL}uzP;vp1)f1RGPr{O>`UVa3s`FlJXj(A&ki>ERXJ(Ov6cXjX7!rWRBLvyrsbUwtvsGZ`{r`#c51|? z3F?gi-|SJR;c zllPVD)gH=_*=~)ki6%74(VT%=O>SvFCwK}6@UdE(fuLIl_HRO9^bZvBIbKhz>Rn+t z$}H9Hy;W=QeWD+5VEwdQm~B->{knuQedJdYb}M)$KjEPgRF1c{69Y3lNjrwAGL5wT zT%}|E5**RWGRCT|QUo)F^x9TRuZ3}6*4is?p@i=h(YRu^XXCxPg%~+!j z#<)JdW{Y%M#u~bK{M|Xb1mF&z3ey!xts`Z@Sy{o3frXHD+&D}`wd;CH(r^_|{(-(s zSev{se7t)#rGXA%clyP13vH6gUBgk4Elex_{E2>>Osvr+cXzC2aj#_C8!YwKU{0u! z09^c{^$ssU>Na;SCpWzrJtnKgSb=d{=q?(RL>qqaaAuUHrZp|F84QzM>XhB}Quf)> zA|@xQ7&~;>)d=gTEwMO)h!OW9zU$Zx$)_2PpZW-AO*I1tp_|iK9G3p9s!BwzL7NAz zUL4!~!4u-3h9ho&m4PVmTamVa(Wd@jCE|DssX@-q?YQsOr z-Lb5eZz!#kbLpLa2HSQ-9?{FS8lTm+xqFL2Z`vyiGd-&?a|^N5Gis~3gkuk&x9JTB zzGBn64aA@|m|OzIXuSa?$t-nH3!W4Zm-qH)O&>KEaizU)57}}xbS>9+VJBXfqLrQB z=J-0UpD#F}?SMFoQ&#hmp5x3u;9rM5q_@U&eRWgRYH(NsymstEJ2EM^I7`$teHXLn zemZaz&NT5u9_lm>}_**I{}D+h?vWY91-FukuNt@${SpGhspx4hn?n2}ODu zkH$Gt%-ygP*+y`xg~`2;ba)wkr_Zu3N5HZFPZhQyf*7r%qaim?Ima zxSuQ38P3L0I4>;`B}r|Yu&YXXS=&g$3rW(nHT=+Au5@omDB0 zR|skk1EEI{6$nb?l#5ID1*V9LF&6KKGg}zwMt!<&19kG|x>6CU%M3b}MMxDX9)MA} z=9Cl$%JX$_b>dgmbewK{;Z*dxMS*yUJ+ZJ_@Mh*MT z<-nh%br+MLG<|KRH*>*Nt@y+n!dzXU`e;T_4k=`PhizRV>}$KE`X1w;=+BFDVU?#d zNBw)i&qtRrXVvQ8U4PmITZhcu*yFUin#wg<0T;150CqoyVnRrfgeLFK2h!#)`vUJw zo8`;}>}Ze3SZrn!+wP9-tK6y*A%qoq+A+&s5bhHCwI~A~nWZIJAov7oy7Ng-hZ`|{tkdb7OnP#JM9ItIr{tg_CZWiQywh4$sz}qWn0u8P zBwF>`Cd*os4)77@=T%G;Q;DAebJD3XmGnPXd$83%kI0=U5Z(dseImXJs5PZvbM!6m zX)QmW{y8=$O_8Q~Qh5vSp}rLEiU=WnH~aX6GFzw~Wa)>bAjF^U-7Zt_IycQ!@y1%k zr{c>0Sv-l&-#lX7CZ&e;9E9n(OIkKTreho=g2Kj#q43m0RuEEKK3QH(}UlGcKs>yOdUKb|!s#Z+a}?5CY`FHKT5QoJ*SREknS8Zv18M8~wq z+q@-T^cm)xQ`+d)&4fb<+bn|J*Q!PN5+BWM;dK(sZ9pHr-2=zTWTfCS2U9l4-)9;xWuUyB4xiA$fCiqn- zv7rTHu&G_F@TBL`*c-}f;US*s`$RE*r4bW&*J54O%;%xV5NJb=cCyi@4Hg>Z1muzl zHE_BqcMkXAdnzwcVPOG&{JC-FnV|>oD_F5&W->WKv+`!(hUuN>AToMh78g@z^WmzZ z#EaUZo%lHFmw}DoI6(Nom0ZF3+Wk|*!E@!2fi#KR%C^m_#aTtED)o=9c0J`(y zQkB&PtNE~D=#Ky~kw?{T*7SAlC5Wo07bQ4)w2+Su{b$tNi2TK_tqIqC($f6$TUp>+ zoJ^WEs;N!emBC__N(3(^A-zIw1)?B*Q}*H3@I|UC&Jukk@~l?fLRsYil-J&TORapDChJEF5e(ZaQ&8H>(>pgPDs^_Yfe3< zH#jxeafE&mX7Ds~7>kOxI^)id-4=K-={P(HG^~O5K&6}Ubp-1*;q8)>7rt=nhc8Qf zk<65we`_Oz%`)3K*-JMG!>U}h-hC2RD0sZ8wRMEh0ylm(#%C+H`)fN1J6u%K>>v{gY0I31#P0(V(n`H6ZqFHWX zx`@j+hJ_)H5;W*Fs6I0x)IrXO*CSAtbl|VtW$h!~ph!0v$G}H%WKF4qhp?h;9tszs zNiW&mrEE@J$+&wdoBa!AA<URqaim%CR?`K_8|IY)T~C!J<5wGky;|F57`a1*B%iC-Vo~(&{E=ml zy9{0=VIH7`*Mov)?H+Iq8_F-y+Tf8}J3}OcZrED5#_0|BsJOZ+mEKRGZ`NHQ$KLTS z0<+(RoxNPTvQ@CbKzm)i-oP6Gy8l3b|IO;>PcoQ=_Ajp=rauu~ItI4?5@P>Q^8TUN z(lY$1&VJ~W|B!M2rr7?e0skUH|H1eEJFRQyX!ws4e*wEH$`bs7{1n2b78dflRv&=z zuh;ygoxccaNzm#%rBYrmqpQ^ z?f?GB#LVz7bNym&|2kOzWwyWi|MeN;9}YSneNc=agfH!faRkdB?@9lMPtQNb{#pam z2QB;OS{PWFK75Bh0NOv+#_}=p?+o%ETlJ?*`_~2dYcv0`x&L60|NFlGM>(4Lmmd8A z2!CM6wD@fF%>RZV|D{K>eRu->4MP5KA^IDH%<|!!^iK@=qyJ9|nVI&3Vg5^m{xH_~ zON6G!Xa2PXa(_dt|LFMhHgVK4rhv)Ol-TjHZ@j930s7UA& zLb%^42Nrwu%|Snbo5%B;M}%`aB%$BB`C*HjaSOG!ZxsFQS;Sd_bGio{!K#6|J->WQ z#Mi)n_sQ?%%O_f)ezx`>FHttoTx+fZ_?kWP|u|Z(#Ul?1vPx(7K@w z2yRHG@$Am@Lb>~x^BHdz-9F{Nj9R^>XFB%M#|NSqw38QecXpr);@6`)+rVAy#|5I% zPO*weY#-FRVTU*Q+iy~&D;Hfzb9@)G#oLfS-(I;NZ5F`@$u6SA4DOl?%`f01pHMhz)`cf({S_a07e; zbOYdwSFF5*2S;{F2q2uz33IWblXN}>Ux@r4)cC0?C?n0c-d`=qKlDBMe<#eYy=xcs^-xgjaHYD z!4X=1jVX0&_h7-&ZT$|iW)736as8JA7@^pRUFUM8!ugUJ%a~PxaJ`t2w_q}cDmGX-v<-5PI~TdjMuVr2*e{Y2a3v? zxkek2%H|QKgP8LCIvN+JCob|d?h+)~fBKZku)fYUjB@bE4sfXnLJZJ$4f{0J+y5a3_~;0yMvc zePexr`}vj5Un*CrHqsR?{R`VKD3p$(Fc@CW1ei1-^ z?hLJ%fH)#j2vp)T^i|?xi%Vlh+6m?T6j3Mx!xUQMR2rO{nOHT|U`mn>U1}IuhW;&k zxlp+r`3`+R0qszio}Q}CNQupInv^lETU*A>MH=v|d-cl@Xr z`gU2+0Et4=aMxgqPT?^lDC{$Ha8Q{~IF?TSW4Z!kT{HQTfVrwXD-7X~W*UE4+U1C~ z;L=5skmeq_xstJQHeDT92qr1-`WT%?Ba}F3Np+4%7@wHtw*(V_X6Z`&32G>QUDBUJ z-VPn;)_Q&W#PF*je6*Bnki0C#eu6H^MNxB(wZVM8K>^tMs&2^F$1p!Z9 zA}j#%{Rrt=lT8?AKj?XW&Jxi7sEAw0>Xn^53gSz5faX6U50uqjgc~iX?#Qy2yOQxm z`FxJ5+&wT0Ua@pwBB+<@tB^a%8|dt+zoAqXdjkpP8@#9*Vd4*sN$_%U;9SKVT(XHc*MVSBSfb#n$Ln$sP;r)VK9@lL)VZ*WVWbhBJRJ_M=w@W) zC@p!~Bb7}UYs8+6j1KCqI9!j#S+_7vvX1_^nuI=O4vGP}lVXXv^q3LMVdJ+`IC#r)3b`C9{Bt{Lej6l4YF8$c;7>)Ig62RK;bGaSLgj6Nr^c>qVbsIAp%c*yDr$ z1Zc0j#uxyygk!}q{Jew&vE&sED7OZ)>ns%q8|TJ$(8;+B5t#y6^#g%y94%ccr;~ph z$ZTZHF2n;1__7I@X(>b4ryuqT;?u|uY?upl=gn#dB@BEs59@v&?I@{v=|8Ze77-MT6vGJ> z9Xb8b`|W|ZcS(1F{0eV0oq(P;DFbtJ%CQxI$@{Cbbc;WUMH;Y?Zv#1k;>Zd+Sjx}H z9-3I102Pa}9cX<7C;)C+LU{pxLJZ-XsF$&T0}Iv3*fzjL2U^YLP0IH01RKaF9;bA0 zWh{kaRxAqi3rBU6j&e>s40>5I5R(-GSiGNO*VB5!>I|^j%F>SWx>Xo(2_x7UJ{AtcYYhUc=4)uV9+)Pcy)+~ zjXS67>}-fnul~Y!{@)&{n0l#p+Z9?6%}TO-F->)xSa5Ns2$f1~f`q|HG4j=@hy0%p zu~^YEd$W0>tbAa(5U*l6RH;e47+qQKGnF%U zsA7qMjx_xzT~*^Az0DZom|_Fzf&JtFJne(a%dgU;eqsf!88VQy{?7c_B#fFSw>!IA z2#u3|d<*;jHjLfz1p_n}E(BL`6mn!Dnx@H*sE~=tzFg?%lR|KC4ky^GHak-sbxw0- z+O8g3Gfq+wjO+X2n#-11H5_Mfrxf2^cCn0?0~6W!;LF@LePP>IJkReWOEsht4v>YY z?C~aFZN{r|-2B7$6w=2kY36L-s4&xLDHF{RDGnq&6LtgZgq}!q5|ci@xdCfAT?M!( zg1aSiB`MzSO^N()6Ci+!{3}%8PGi;B;#EA%2&|Gt`vpWf-Y2-yIjIvcG0_J^Tbtez zeHMCFNFqV)e2zVH$yA9|oXpRA425`KufmN<0^0Tx9J%l~1Ya+AmETpajkYIonuYVs z(P3F2dS-yAD8+b8i}+RMa~3PJo8narxm*JQYXWM(hIBe!WJ9FbLtx3v;>mWFfGqQw zO{{C2)ZrGuQOL#NOMg&sLaAl{xHsuX!-#RcjMP{msp-|QNP!3$fX@3!_vooNZla|@ z^XC(%J-;c?s}bcz;_9Q;Li!|mrO5hS6|Uf}kN&a(@8#$2sjz45@#%u`IBXj3%f(iy zv_pAC$WRks4A$%e zo%alc)~_6d>r>N9++6h*w!x+D>DLZYz+y zDZUi#pgkoMGh*VjSWH=;q&YrU^PX~bjQnUgx?4NWn3+#k79g2xK>rkkqFz2&p?_Kc zOl;QYCs|;SPAo}md@z;YuaM8K-(^B?JQY^}tCLLmOzVm9-OH526I>qMUdh~O2kwlz zB9Wt)4jW=^A8@#p1VnG&=)1gx!p70bEJ$Y0`2^$na}!D2z%x%XFX5e^4a7(i%VUdY z4X&@6@2Sxa4FxHnW)jP>pF+qUit7X#t*P12W|@X!UEXjD4bs{1qT6Y4H2AVMR6~P$p3;chRA~ZQMewjQ!@>>i z#fYCpk?4d?G39Y0v{8*VoOfwd|CMK>MtEeEkp**UIpOo8^%e3s9pS23S-nN}@@*WE z9{r%U1YP1*(3>7T>ANEJ-Yq4BhMfvhu@y_uT6lW#M%9+z9)LGk=Dd!S(;mR8ovU-b z`la)Gqkd}UipNPW*LnL*7mcyo1xjyQUmxzv7BC5Wrgp}2cmsT^KZ^YUS{=vzISFG2 z2Ach}Qx{r-LtJ189nsDS3%6-5`6<;MPH(Mk)#L$7atALK>a`GeKUT{Opa+`t;v zvFS%D2to-H`im;zGjD5MZRW!rkniLP53H+%mI9s3se;yMIYIOj{iaY(PWvdO!H_ zv9KYnY$&ZDIjw%pB*;d9fj;&A1Q<8?v#evEv3cuEkN`YiRHSz&S3slcMWFEogEd@d zs}NjrNa_&3_^}tH%{oWNRPueYnT3&iHA>ah@@V$`+42>~Fwyq3X)a-zWo30qbKPI| zz5}D=?4Snz@i=4-ro86IFpfCop*Vwh>SvO+=Z;<<6hT$<2lkaYg+_LV`6H&y@$Zh$ zLxD=`#1BitSi5^d+6IX+i1-(J&(w|>K7VU z%KMMrm#Z;AXWo*{fMTi8)Oc&_M=RS5xt;zXn9DLe)QT6wI3WDn$*rifH0u{?k#NIUbE?L zY5#o{#G}ld_TeCTF_QGuclEWVxf6=C*3&A$cB-GKJ)MTqjMvgmjKhbuJ7^_l990y~ z4O-neA(ikZREasK3Bn4qg|SLihI}i#wTGg4Do9!Cr=Vm}SHlmYyR~-h;8!^H^`JBt ztBcg}uhMvt9uL#=df&TJ=GQx#NHVaTH=d=r5xlv@zG(Scc2Vonpw`L_m>4xB0S3&K zHp=EBE;{5UX&S>|lIi=!>Owf(rT{t+@apxPWITA{pIvrF@CmUpZ7u|A8eR#Z;VG|R zulS39?Q^#{tLun(dmFv=h_przYBc1id_NL9i5*D_PEPUYetpSqGJ#x#clXLj%`V`< zrM{u)TrtEE$&QJQDPSaz70R`%Mi|!Jf-6%Sv)(KlgRu&(0YJ0y9}}w>a)v5xylj*P z3B_&Ne8pUW71pqe3D``MEu0hqOTd)y%+1<=5z2Lm+eRj~DI6p}$k7j9ApJrNgt`(e zYr~!$`q@VgPs)Sy*0@+gl$_XFPXK)S1tB5PE^)Z>`sZo~ptJ^LXWKmjIDpR;AP^8V zt$R??3PFRLOy>64rWOHR0Cy&Z){=| zpe9d}cY0TeGV@iL)!7LcJJe7tkfS=NmrG?C01MSD9(dbW)uXqdKhRa1vtElCg>C}) zfBdTKH(+|=U8rAt05z!+GKoLSA3oNR25Gmo~c?jw*`N< zp>L~t*Wt1b-()D@!Uq-Tf}(GjKwBHagxL{~-dPm($!OFo#u;AbT=fu}8WQEx`sN4; z2^DSN{bdj26G0(0T6o#AYwgiX!Q690`Z;;=3i}msNcwB{#hTX9a!=ZJ?J#v`ikgEY z>yi&%c9CI;;Ziz`pFCI}ptcJjgFo4)KIHOAvjX&`9@<*9zJUS-GggKfyL>UW{HRo9 zD3?N1Cm%3V3^m?K`bI>;aJ6Ec%{yRz-5`x(9xr7w6+3D=2<2^BPqc9zj2FNG1qR(c zO{0Kl0x*UVt6uOBHV6R%_j;d_2P7^8cOJ;GD6W7mzK703Kr%5(GGcg9qE(Ez-JjrY zS{NguFLuQKrRY}Z3;A8tCpEg6(ZQ0vOVIjwJr$KfbrK#A&7I~qRpY=4?-n#3Mt4-? z#&=X3(=Rv<6`-T<)?y&vhWUMLFyHcPvjkY{YNF82{LLrW6+qXoS#mHRNNP|m{nf3~ z8Nqz-LCSrFrOx8L%a4c2hgM3L+1Z(yPCkDpeBoB%WpDjeasSuS{U1foUxiR6dba=K zs{W`s|5+XVtN8nW!=)qz)P%&<{xdGc{D(#3|2{7D$Grc2ng6*){jUrBkM-&QAK+3S zPM!Z&sQ$Zo>Ys(`f4buTqe+L){4e;_N45K3@F@m-=6~W-zj3MGxYTc4>NhU+8<+Zx zOZ~>Be&bTVajD<9)NfqsH!k%Xm->xM{l=w!<5ItIso%KNZ(Qm(F7+Fi`i)Ed#-)Da zQonJj-?-FoT$W&k&X6W$f7@H z{-3J0|Gvooq}%>)r5pa;=<);o`jagB#Yg=Q!VN#HJpWC({X4?;Pv!Q5d-^qq=1=AJ zBlz)e?T`4&e})h!x`7>KMY87jK@cc`Ktjd6&qcg>cytj&knoPs5d5QoN_bW_zVT@CW}!ks zb_21-%bG~TtaKsabg`q{0KMfqP3#s_!Vx*6$Je&+z>F0 zM_-ur?jzjLFw#CyM~9~c5HPSSO64UXP=o^=EQlM&B(E5FMz}kwy_3Bi@TG%06&M8C z=N;v2d=<@mV?aBVK!$V(6qeVuD;kc+jTH!NMtK^s$7SQe8zFBM6v3w>=i-oO1>Xjw z2NnJyo*ks9zy!c=BlX7ELxmJ9qE8pJ%BDv!oDWU+!cs|ai7Zz`Lq`M~)kZcS3LDsW zO9ov!n>+A0OrVjl^<8bTJNnxl+USpu$Od}eE={~HMn$i7I_FOt)~UcS;K;zDD~Qnu zz+D>NwD3i_6TN_a87Al#U65_G+vXRyLb($>ZtfVg+CRBq-hnUr_*Qgyu=fZ?=AYX+ z-Wq|tI(ax)k-=;I**c=V+Hq-AIkq!l;Tr4yXVm$IWE#@jdB zg(&lKEwl0sy6%mE-%!LwA$I|9P!SNppddoMy>z0AKrZ0kI`1=W&-gaJD?vVS{2-pf z^hz|3$Qv0QE|7QMa9u~mYr6bF05E5B|eW957=jji%=s`^#7nJ~Kiqi=V6`h|G zA;|N&>}IV|I&tYt`I-gHi?B*Hc1IKPc3dOLuRpe175bIV$(m?73hIwKjIda2+rFD} zPCk1jd-&ueZv?A`AeAaW76fikiz6G7B)6pVM>;-a9KJ?h;{bpKXm5?Y4 zsAlCoyw1jFt57oaIzpbKTq03;UHLvjWxG6(byu%gD7*0E*oC=2)=s6g;q+&1tFB8Z zNAYz;u4Ie{<3s5@A~cF?iV_)Ytnv>e(|aNcC^B>3ns0L&Ax@HD~5{aqGk0 z0~u@ka2PC~>Z3&LEf^9gG7?~{ZdnSE5F7Wvq)Qnasb?!$m&$}L8EEJ#9ThxTegQ98 zFo{EsqS`-n6*jPeY1J_YaqBJYJ-gtVv+H8z@R4h6G45{$bg*`nwFLPL&@kn7unk)| z4ci5ig$tm0E~xSCKA`r{B+%Dc+Y_EGd*#dfBYfkWg2#6%Sv0|kiQ;ULZ2@Q+%XTLY z?XQ~0NOfOk`5<04uhdubh&(`{gtY-vq*touflOhaeCLpGg&WAm&g*xCF2iPN!@oB# zDUoCGkdr>%h|l#^1Ob2AmP$BrWDfmiUT?o_A9ovmE;dr&Z{OeQ?W>I0FuJhVMu$Mn zWb{Fn1X@&PpOxy~ZoBxzLa{ZR_%*1ntlQH(x-K_7Vg8tY z9l{TsI{t#AvwW98Sxz4mDcP(q5qwIRk$86RQ=f&ZfnS(+UbhG0#0ifBz-Sr)BP2=i zsL>PYUOZ_GlzV*lNr`7*(2prA5R%}?u&KT#gmESLT&F6+n@nN$63O*3uZJYH6EyWp zptIid6hk~;xZeJc&(?U{-^R8ZLh2<49?qB+_@D^zU=Zt+KC5aJ5)@>7J;eD6W_=kh zAseol^I$e7L&51KWLTVLz!i#bb{~cH<2_5($)eN9w5;iUimdww_mp(dxu3gfuoX^H zv=Ezbl*$!-rWDWo*`AS+`3gN(65J2-me~UuOOh0A9Ss3GGUDEL=My0}tdiFxCs)3d z@#E8QioHq28Ljy=Zx(3SzP%N<9sG*c`mNy&^wI5v4;RY{1eb;8d+^KZ&Eq?&aQgN1 z+V6c4wyZ3KcgAexPMWNgWYa`wpiRD43D)fV4q$k6Qh50o?XA#vo@hMXBB3LpK^~d8 z%)6H6FM36z8DDO$8(N^wA<`#dD=x;QI=o!!ceZ#gUoJb1y3^9!0Y+!!T5Z?*J!cBC z-TD@MknzKqKFw8wA}kSynrIs8dWuT#yIhq&Hd)(fp<5XaadH>Mzec>*Q&2mvy)87v zx*C27E@W5Os*c`Fa;e^zG)tzmX#F8y-KMzACqqGGyg%DdyjV_fy=J#f$LF%EC>^gU zV?UgwJ7%{|av;re+UCqL6+9#;C#+Rvr%d)%0l=_O*SscK3+KJOidB`Od|(nqBB<>j zD#9=iMtWOITHPTfrSkmkz5*%yhq4L(yiysUmu6#T<#)_nAp>ZaWYZLFcw9HsC+Rhz z=_s4LR2T;SkXQ59nqC;c^H7mVV-~vG;T3tjOEA0)en}>blHi`ka=NCIK*XO29N*uw zlIdH+Wpu?!v8#X3G}%)(_g;a;zO9U2%g5)UoQuPr4q|44H{+cP{+wo{J+eX$y0~U` z5N-;7gi1gWMO`l&Geirlot4)NTvZ>w2q#4PPJU8~1F}@hTwZ|XiR-aD9VHX&T)3_S zVzR7CM$mE(Q$@C)L2KSdeXY8!CE<8(2+wka#@O~IZU%&%e3D#W+wc>sB~1|q#?p4m z(PMr-4Jx&{CVepR2K`QuqEAF1a>{A{s9-!D*@eLpTc{gm$jof;XK1?!JeUHO27@lN zlF)KRn{3qA6FK52zjE7RRU2WztM38Wy*Mbt@YDS|5TD!g>+00bl>#)fG3(|@m{L82 zf2yRYKV3jD+9Tj?Q^v^*DiYN@-QJoU%630T8UQi@*|XnEoF^`NqA-nDp#yPY+vUW{ z<2Y5^R<;_hO&5QfUvqxQqgne>=gMu5ScDb8$~>oYCLEFBV)U(B!qsj3yBjkK{~ z4xhk6fCuHGmtw-9IE9236(ECayvAUd=+U`k2NZ0!4_}Pmlm}r-;@oW6RNtHdhRQ7$^y{wolwquyh&6+z9 z#GC{k2gBWwe4N9cp5-YQ0-Ga5`daTvY%C&@0h&I46Xl^6&h2;v?k2g00qq8+%BN|@ z9!-ZkR*xr5LH0>=m>lc2F_;4vVx=8rv?HY^dlqzJL$?q8q@U>rdeA8vCw)P~>?KMJ z7OH*0o7i`J^Nozk@81HYPK+NciHmpOUml6)9N3+9x3QkUtd7W(E6@+m+5@dy+nI?H z-P23%PkA4%W_R&Ex8S8&r8*jxmWh`M*;+(CTI{cw$%Uq2p@&#})z?U!5{;|(1o^=r zGC8$lVj+3hG(Y|toiWxs;TXS{#WU>lwR7ClCq^WOdpFs6bw71(W7~(0+X?^iI=pa1 z=%wdsqyLIGZ-?Vk$TpXK2E6QYAwR6PpyQ|598CDYD)!R=f@}s$8s6 ztB^#amc_Cfd0D#jMq@p=J&ac{g^FEQA)LwwK*;ZI!>@e!6!1%g!>Y&mg?A+b_0$Zu zbEk1z^%9%{@_5pVtX1z?aVfgUSIE5i2U?bjgUh5Z4wI@I2&HqY=9`F@^?bhKLF*Zb zmIkXhDNtoVA;f1gd#pCMVJcv5+oM(6Cu7#+OrMJ;U_kO35 z**sr-CakN>F?;JH+>rgeA;M8E_R1c;Ye1tNt%Q_L+mH1 ztK^x-V3Wms1<7bz+?lX6eT>XfM27jYbnE0uR+*OjD!1&prj?_`eOe@=%=1tIt6|~R zN~d#X_^4cSY#ajHrlilaW8~}jxI_q>OJr{{uKS9qf|{yGT1X;>igp{;s5h})$;J7J zru})B|3#;`@n*cgn&CE^BzM0zjYNnmSi8RRd7Tl5|HB?IZcCRbX{GieCaaz#8c-1> zC2%HuluNhnYN+yb@Q`7K0$p8YJJ+oX(Lp*?IUGN>j~;YaqxeAqE?I2BrDdD0l~G2^ zx_iJLfZc1BU!2U0eNh5Yk!jCQgo}~YG%92Q>i*GR;f9FV_)_ru>V-pxa&Ix_+GT;D z8PDv`hhe1dk4kSxOIb}84YLgWk;j~4ipf+q^pML{5B#8Iv!nd*xAvV6GIAlXuCKlm zVb8LuQi`EwwSCi;=M|UsJoP^4u-uAx`lqo+&`{i8Z7u`ZePx;4DI!I>1C;itpW78Q z;cHeywv;OzRu8wJxR?qTCnyI_aHN~VTrM}{w@W+b_cNtobV;!q{QQ-|RwZj+<{P%- z6;YM_eHT`Ds* ze3M+B$K(@S8fJ#XC79T~IzzW9Z4jO;Q5g>`kb^y6_%1oJ^&!E;aj!nF1gIQKZYA3* zs1HXqm29)lm%M~$A?N^(x)a4p+TG>&7|fJ2&H#g^3k2DgmbG zO$z6xYx$$T&6aI4wor4y2vqG@z#ur z1E!!v!k!s&5RLIu2Mu|A%-_`co{n-!mT&ht7KSMsm5yht;fB_)w~v91b|RHnzB+40 zM^x2ISad&ZzC)RPQ4)mM^o(&jEeoOGZp}SISdRI2lOh_jB_gU6qkldW*#_$xA+bh$ z`Ov!UDGbxQR*p~4tkQUMwBh(JTZ7vv$I%Xa%MfL@)J2QIyIBV0TwF!k2dsr-sTgzcR; ziQUtpYb2&b@R4M0gda=`4%JL zIn9<;t)6d(o6h!uo(4Q*kP1`g0qCCw%JXfp7 z>9sz~&5Z9>!1T7&S8ncPeC35Nb)V8f+xsl_iAOlb-1<>bc!ByXWF^LvsLc#G#G-u@^GF}>b-fE z+J&vWhW7L02WgT@ZhIP9wxww*XNMhb(TWE(V5EdF-yeUgUAu1Lz{qGzS-l32F4rX~=q zlsS4oFS^GWfU8~uX>Kd9iff=p=p!GI-yo{4$cR2?Ps01^Hv!h3Nadg=sEo#++5i-i zr$IA)d&l8wHa?SCEIPcxG46qOHC;Ju{H!{Sy~v6(T2X~iuw9!}ZYEx}{H?XTGV9F% zQg$r(VhPlc=jDeslHwWpaj+S;N!p@Tv~uffHv*e$)JR*~hPxZF6AN!A>G^_iXxhHJ z@^+^oF_N10Tb?Y-Cl?e9-1p8ns^PAY>8{b8{q;{n+~XC+?Z>&U$s!UHak?W_CB@C{ z8yJF71iU2VdBa=st24G7%5y?#Rf$Pathi3$Mk-w{UMLyuVxRTh;?m-m?I3?7iQ|p+ zlT*1-T~|L93P-klAw5UeozTdx!$ur)6Sqc26~zjf&cSbb+pLtcnp(px@_$UrJ6%%p zFp?x`51EFHMK1=-hx2=G!BMxKH{MOQ_h^tPP6#6upByKmjJhqNGCL)RNNKvOT5!!5 zzT=F(ileDBQ_!|!QGRCK1dvw2+HI>OLO~NA&t40$5=;7fcF{i z#ZcA%!3BnwvqtcwqEKwgpdSUTM(=nTvR*do8X34QsBw1!!QI_8xVyVUaCdiim*DR1uE9N6aCd^co+N+mU3=GG-CaFSpKqwtHN>1ai+-np$?N4mOge|0EGV0JDCu+-zHj5>3kNv<~ zPAYkmH12n^j;u{R%g!1s-1ue&oy*ps&buMKn^UC6Y?F^a=ToJ!3vzWh1feIPl;#|4 z0F|LXm8!p*AiFZC=zkp^D_A~3SFn+3p$i?mHK}R&IiDvv{SxE^xUm5m(?Y-Sjl98xdr4DdgMT6DX^wi zy)Ukqn*$QrFQ`XZSQF+}?|6ypS0K4okTHGxQ;ZG%)@-W;0&qi34z z-t<|n-y;qd4kV6FvDa6eR942FM0gHSld>6gYri8aP|0kkj<9jRPI%bff=AJ@rTa$O zBC~}C$LDmq&Xd<&@_FX5=Jr*3SuDne&WiXUVnZj|+BRw~oaO^r<3PpOLqGZN`@M~mFs?}k`1I=6Aod8^T&GCWsQwcji(KI?= zn<{NeZ)JNm@oSpX9auvkTzB1KV!3unU2LAjCVbF2;6;Om5$2W8X0yQ@W@JYywZ>NP zGimAoEqky2L=YDvX&(zRt!aMtCN<@Lq3j@*gd500Q46V=7Nb0M71<5+0-M#HNZguy zECq2$E&;^m4t_g7bdJv0?2YKBA7=(l^I}{{#$JXZLVB!i!Qm{A2x5ge1nvWihAMaLjustg zViu9@14o9k^0sG@+ITO1*1fBqr%*?oJfW>QV-O`nJ8r<%_jKx*drm@=%kKX6;@t#p z^dfkXv`vBP2nF4r5_6C>m`{q3CO!qd25rlYNiB9>R@dOOnk)LsI>0mxDz0g@N^>^H z$Vfv`ZDteXEF2tgwDP%NcxGGPxR5sm1)V#vzCC=u6MPvwbFu1^aQ3oktZZB0bQJEg zqX`+t=h>)oih?Wvef*Ub0mbKjk2I00-Clzs z*H266MIolCqK&F*SW61ZksKR|Ad^`beve&#-R**DjbTPhuFrWFrM%K1ot=4-Ei-|2 z&mGtez!0pp)^t56jKg#|z!tcH^2gUOe&ORv5e+*Fu!}G~oFl{;8a8)ojJPsmiP}Be z0N>nz>geZC8J|xlmx|FN3pxwQ5m)VAh-D)MQ+u$tUmmDL7aG&~9Vr9F5ufxBt9R5bZUxzGoEKGlNX8xAJUx$B1;6LUN|8oRZ5f>1X zQ2zI^UDn?*)Blu!nSS&2e{%=|Aahrd7f*VX@i&3_-;{rd&~9smB{uyV-y zUkTiQt{nb8_~RM>z~8^ca)0(q{%zIpC;t9p)$mXJ{YP8r|88v84XHHyTDySN6d&Y| zmBZ9xJSotUZzyv45~M%`Qehto#N|q%{$=IRy<#W5P3;)9Rac)TXD`f_ z&%|Jg4YHU>5OIo*As!qL!Bh-F5Q>QCv+q||!dF#3er1Sq+@CXt&$M2!R6s$5OH6uf z`YDJ%XAYm-fn`krD2gBwRRVYc$RPxMA%4#sf-va;imG&rB25iuBYNTC!$!!^p&p+4 z5}saG;p4%41k8qly4>nY1~wxDL4^#?0VG750QMy~g$Q;9-a}(U@`Zk7h1e{^VM~uD zK*K^qBZCxp5Yw+d9U<7_#Y5T$Ou>If_zn<2X`@b~3nPH;zb4~p3@qu7v>>>S2j(`Pgg$f}FTu16-f<&2?wXLNHChJE-T8AcgyE(|y-HKQp-DHvpQx z=P_U?3%FiE#7F7i1Zna2TLUfsoz+pqQEcvshrcfJ(G_=X0LTF8Gh-1yx2?dSth4_g%5G zbM$-w+Wg`;F)?w00J6miAMj+b0$w=7AYmRFr!csFHg1(RMAZMw4t00Q33 zun;%aYa-|c`w0Lxy+N$tV*|TGb*A3TzW^6Wys8{=3q9~aJo8*l-`?H6j>nvnGrz@u z4B~eKf7>NJn!^>D?L-Xv4tVee(;%GgM1yA$U?cRH_c~J+?2qWq3;RQQ_Ckk<;H5s6 z4?+c*2=4Skgu;8M;gcnuH4%oM--SS?Hkl7df{W`jcYT-VSCT+?L|Ry$TpaHzAHWA0B&SJwOfOJ%-s4xUL^tL3>8#!ND9E3n#l<5GH1PyEiU3^rv(Kdp5{G=xp zgaHANs|pkd54?dbq6o#YgB)Mni)OGkUsb7Uj=jQDQf9mMx-_tSA^5xbw)4>L6E!lc ztU4AeWVhiGR1Xv|kkqTa$OwFK2U#A^7-b8>+J_?22TqF%oSNu8Qx}ldlruIsd#h$U z3d2fdSS;BfxE#b8Ff~m8B4N|rm){(OD&o2&`Uv%MTG8BgFwGoi!rP$i0UlmP_`3_e+WCmOYV2LXGBbah-S4PBO8PC61}8Lm zmFx~bUQ3fBz{1#hRabp5`ZB3jv1`kk+k>L2=IL>Ik-eoE!qXR8Q(SyGS^l1-#+d}@ zK7sV!p^wD{2+Kv+84~QN<;uv)BbkHw2bNC%4D!RjRlz>3fu3EorswGn4<= zsCe3=x~@0P?Vu=8N?_f{QPhz~Er&c!Da^mg&qJ(q-mTJ9k4@%6@M@DnDU29;(OA7< zAXsVQ+QTL%ow#vJ#b}j!# zk=3bfhGS74)9{;RES<2L&OP8BQS(LOA-iW&S0Sawb;>oD!cm5Uqco>|ldd;<>u&j0 zcH@`c$Hhaw?T)g+MaU`oQ+WFpmOAZ{%M$@NbjK0?mEci50ajjvWRj0mI2j=c0a+-s z$VZ$P8Lqmyq_X6CU*lG~EKqjl2B%O3Rh2T_7(aa(He;=z-AAms@UY?^7O>3KZ$0BG zAW*2|B^WULIanJ8>t|BSv$d>0rbTEuN_@^A*OokK(I=%{9J~Rk>1stJKGQZ=IdyNH z<%pxx+a$o#SloJR8U((qn7oh=^Wc5LR#BK7thci?35y79HP0h4}|j=2c%EXBGHojTVb2cJg);HNTk7G^g-v(KwM6*|T|1xHJ`a&W0r zCX|-ivDo<`;)_eo2q~O9_sn0cqAknwbgA%!QasFMg*6Fykfv{6#$^S#8=$^ZS$Q#Q z?PeMk(DpVlS42JxuQK2qiHEMF>mT7&G&u6wJk9jA?IT?Y7SLN8jp7O~!G-gk>kq^| zi6|k0?7n{gE+Nj&YR++U4ezqVX9ag=z;yrOF%^r#E*~q4(SF?-H@_KR`~dZ3?6x}N zf|DF!INZ|TX1Y7=hGH;ZV?UFo3Oc`IBD7GJY`3)*)J-bKNqDD5j1IWM!{R&XAVmUC z)2-W{YSFBhht)`3Shh`qCg!dZr3kRKU1ujk*;7x~NYoeN*ppMR#{Md;cO3-&P@@&}8<;)BUoqwF}alU2NaXN`HZ z@%N>F+J=fg&3zJS5*TozFOc8ch>TBb4$Qp!0yq3kC)yNOEeKW@&Q1y0#7ofr<- zVV$__{K(c3?OPEd+C;Mku0{IJ9)Dr2Mcq`9On$n(WVu5xa zH7tmlS*ovWX`kes6T1@VFNZbr=kbemp-%*M8N$$U9MQw@fR>@y)saKD;6b)3tDIMu=DFDExlH+hy>c@5et>gUE7m8N4Dd6zgLA9NgG z?8Uw13_54NsYA6^J`_tbSYopl4?f2Tm>1h-)CaRnZ0>2X_P)l=HC@K;)RN1%Ql=o6 zx9#q;bb)B=TAD<9)`Vzm?Y*i^MQtHPk2YKnAFm6gEI4L$VpUVK`o4Gbt#UF$H|kmqL6(v>}3~L?d|*~@Hosv zp92FiOrxs4|32~yFR*|ntFrzHPA=QboK5N8OHLW*%VMz@eLU-ub*8BQ+Oz&+;$U-d{p-}jgw#UKb4bI&S+ z^T6}_e#{AWgLA5!Ok%)SQc5WlQla$Zo4cHfO!$+HUt5;%H-77FJv4t zI_Wwmv*7HiDe0N8Qy$lwwD{^o&4A zZW?wytoRwk>XmBamR`Avv;7G_Xd9rRKzIm_Y$nyXs;M z?F+;4(*~nNY!w|aMioz$@I{Fjc|-A8N%?-4=`L%yVI@FAE2m?4unO+;W#TLp=v2zx z%OR?rN(=?d1R{ot!+LWp-`i3RD4>8!scdn!=F@?r26|LUOy>K39Av5i<^(AV!#eYke zu}IO#JkceNjszjqA^LPAva{vbNcJ)?w4JkLLL-|(NlDTX*KNVy_$qRTuE*@Uu2EGc zo9TG}s|-4d5j(`4s)w+gJ^mQabQwR)QGEu*05b_ zh&~cmx_9o!`H7gVcYO+PaFs-5q7YzHs(Z77fJ6qwz8WigA+mXN$75iYc~&;>!NX{- zTJWbvqHpfcai>I^ItAl%gPB?fKN}N|Ssfo>BURU*_e~z_6?giUE~-*59as06;4yDU zyrHPtzh_$Xm|&xQ;SIv$CO-If=Ujhc?G%xW8xnajQq*CeYf1MagpFi4k0`P}={x(i zm}f{4YJ8XvI!>Y`y}@kKq;_w4saT(J`Fh>sq*;CcTwPln@6pwMY>!bk=F>8NWXpUD z*kai8tht&2FlN%(2PL{m&qInYR!ETh zxv;I+j{e|T6o3xS+@%#BwRn5CM3QU^wVie{hD4S_NN&So6}1|SmMka4z|3Y!^$Am@ zi=#+!uT$S95)f)Fm|0u34S_M8>ZE-A>Y1>}@3Ul)nwN|%UBXCw>3JI~$7=Ou@>S=u z_FGHHH_@p5yv>e+SJ;b3S}tJbC-!WpG%c{G`O6^E{9Yy8)DDMaS_4Sd?<&mQkoz3u zKmR`=*%Ldxt6O}*g%aav?er98*2Ct(t8j@YvhY!NVg$uNZeOvG7)|Q~EKDuhl4<#h z!@~ew->frFtU$hK_ZwPl*RyMoncB4(4suu=!hn>k9XHkK#2ltmm3cPIWTTS;_D5wEV|3^n{e1EhpuT&3(}HECt<&bn_dd&QDX*A^QQyM%SmQ4Uld0@tuYK45ecQ zUP`EWwanRD^VJ4z)QYKFgCtv5Id2P!Q+pGkr_4@LbgYeXl-!V`mcuSfh)!PwiPwlx#>=-T}6CgxE4 z&Wr|nqWHp9ku}zjFtq1cSWoK~4ZbCX^inCXPl7AHN*>#OEIo*avSmfJfb9pZ@5BZd zyotb>(^d}ERm5(7Ond+-kguKgI=;}<_%SV8_rs0DJ^VQ&kC>?Nsx8)jraAK7B;3368ITI2K2SwXNK`g+SjM!8oGo zRV6QIZV4@W{XX7F`)f}{mAwE`3Mm#k{=%aL^*1Ig)Y!g^jhCi%H~?Vj!O~td1##8n z0oTto+`gAkhbJ>gsHGYcLiFY;yrqfr7+LOKuKi+*M-y}fL`M*n2hq+J@T5gLW%4Wt zZDNyzgfO83Ip!gNV1KC_f&Rp4SoKB|FO?~h}d9qJY0y-bA2@?3!ik`vFXoy87 z!9pW4jBoYIf+97mb<8(0&rJv_mXD-Z2Ww-!xx;gcaxR+En9On^rd)OtoM9S624K?T ztCI%SImFVaOOy%fqrgr@;fU@Lm&S~UzquIr=THNqC}gcx-i8c;d}u+vB9>-uGE*Rl zD5|p3)>*c&!vP-`jRvVdA<+!&Evm4y54hq{=YxC02$re1wmWcZndE-vE&)0HGM7Kt zydefc`^X-~vAV2L39^2XQvc>*B@lz{I6cvKPcny6I%4L#V8&s0L^03*$Lm$P+dFZWVh?ormNVV|AqFV(9&J=;wQzkucgkDab1S=Sc9nRG=L=6#iNhY zm!jcCHyyLS(bRDE25a@(6Sl&*!=l-{q`&U6;klSHy&t z(NsN-=+^W23k(?SHTSD(Bff2?2VC=@XM&iI5|PqWiBQfBbM>`Tc@4Z8oE<_4uvabH zR4Lfy{t&19D%>O}TF5_UBA<-)v3URxhNylGJqHzT`6}vuk^TY;hiv(Yug;DI7PsFZb-YhQG@Nbz(WoKp+3EIIjllI-h)s_{SkxOIEHinkk2y3+sZw z=Z7F$9i5AvmIrxYLv>M<$|=)K?b!!)#D?4x%q6zGx$?m)J+YiNXr}?#q>Qf93QdHR zLe`h5p<=n%q=E&QQfQs8HgCD0{B>ko`yjB{fdhZ=StQo`4#j z(#*hupuNSxFm#MNQj@5uyri?Ik1cfEG#hnfc*y2W%0=p$~TH+q`+ zI1f3De3?xPz*hX7->zI`m~f? zB2w*9@=GOYP(S+;$>O1kbnNO?%LMP%T=%XV`+lpr)xlj{{ybjh$ZWh4Gi>8^cCJrN z{qy^MH*Pb2s3j`9ESBQ~r$+NUtib$sr;g+S0+%2VjzZew)S4mRp;=RJ^rlIaT}-u1 z<&QnA5=aQ9JzT2{8HOv1U09`N>tuqjNfa14oAsqD6BH(Op6HdYdAD(xnU#2$8J2FZ zi5V9fRFP`Co(@iWDQX4;4q@V40bUo!gib}iV*%08$xBH@Xu-t|mrWg?K0c{%=S*oo z!#DGcpt_#=6d?6xjkm3|bX6#MX>1yo^OiYbj5yVPCjT_6I_l^ZD2*EKdH$S#IbKSrWR`C`oX6t}xf{>$rxocBW1uJ+ zi(rb49di|hGB^qht?_#mv4nk0wl%;7j+98FD#e9pJkFad; zHt^ZaT8XiB;=+}5)&}bFHR;8Y52+9;lEgAOGHXq^FdyHU_~FQX&yMwmL?=d3v(gbd zn=&5lEDawyb%>(b$zF7|_XrTQ&1yKGx=l4a+AD?Kr1c49q)04Ffupr~`Suo(YBKuN z-U(AEvACtALa(DWbmm4>%N)uv2~NSeNvPYkE|fGqt>u30=qCFve&?>|!{;9EtL%Iq zEF#MaJ7EapDbA#t3D7rR9NfVuk~tBeS6^Ti!#%B(uant=ed3;(O{*-@y{yfayCy;#4kD8E|E)fRoTL_^i20rQwE!#t8W-;(;@eeek56}N}fpbMGqTEr>~ns z(@D}Yk#0SSp6WEDQ#4YY3#=gQVs^JPnc${VeYmx&4EgS@<_|?$CA*Rl?T0YoBC~x~ zFm@|GD)zP7Eg80~dVK{e+OAnbn3Z4L<>gA>gX-E?t12_UWt#BGTr4CR^Mp)YQk-}p zxxvsE7nfw*PTuMy`Ce4}t=8&6zME0gM-J42vRw3(j)Q@kviXf%I@`Ddg@mjLdf#OD zF5ZQ$+3h}ifriyw?M&dMY%||_Wd+=gsYP$Sd0pN{@kO1w=IUDt;=1l6VzdRuMUmZzQ0a zmvfoYM>3wR>vmu{ClSmfiuGb{#`_8IrAa&Y>J9u^@8As)XJZWl4KGv4bUto z7x&+|>mRd(EbL4Se`@M4iu=WN^o(q5e;)ohOUTZ|^5@|nsm{N;>mO%-2hIOkU9y0p zfViOAzjs%*-yzZe^X~flbN?{Of3`aRdw2c&1^;h#SGNDk&;HY0e;@qujQ?;~w!ejH z>G9b95vu*KA2Z;w{jE-!5%1?N;_p!IySu)->$|(YyX(8VzPszYyS}^YySu)->$|(Y zyX(8VzPszYyS}^YySu)->$|(YyX(8VzPszYyS}^YySu)->$|)DkKFaQ!u^uDzq;#h ziu+f0{q1qT4w?VruD?<4_aPJA9~R5-zh8PRr>HC-De*rlJ!boz(ELy3mHy}N|7Ya& z_p5(qUVkQewebGpl7Fc4---C&+v~qx^55y}|EbdBpGC(C4u+P>zp97-tURV>WcbP3 z|4HjH+ka(P|MH-JNcyh_{R3eC7Hs_qu>T0Q{sFK*3!?whg3O4={*PAV|0TdW8>_}I zH`06y@R1inh$-&Qji1WDTjL~P4gkm@!VgW51v!*D>=65Sh%Lxl0+jnfjzcsyH}`r1 zvUOhD_=o#h-Pzey`m<;!`vB)4)~@INRp53~Ct{Z$*EhJrFhSji9w0oi?6{~XFfzkZ?~ zXJS6QYy=1*U-%p75J3r`M0^|@_v|PDS>#Y3Jpe3m(F9hE(}RHitg8jW80ZmL5DC$h z-KPfZ;teo?z8nM)S#Uo`zm`pz0DethVbPzh$2YGc5HzNwRH(${WCw?bVbRuj(=gto8=zHhx zky$(#r=ax!n~+doTP0A>Ps30$LheMpb5GXyRfy0>#mA<{M^~?lKHmNEih^!{p7()) zKF|EQcz9?;1aR%)-sexoSe_8ilN5a3;Pbp}co&>r`{CBJI_&Px$`CQfGO)J5Z|IUA zLyKr&hHhAAsQGg7$X=nJ-^QIc`jg%;$7yq)MGD{Cg-hWzwY(cbkDa|=;d#Eoo*uoB z0?Dj`tG2^9#JJGoy<(ezwZ+iKNPru`dvDyHX~R;1(1L>o5N3XR)&Zc9E zR@~2%UMsh1rG{l!sEgai3R;ez>%y^l*4vnpHtHtr+|x@#H%ioMx1@&k9aw$2%|AGT zx1@I%G$Dc~p5ZcQWFdWGKa@~BGYhIeYIIag{A|WpEt>MH_SmxVm{A*bRqvT_ziv4` zyWeCq}!B@uP>e*G|(^nt2sD-&CCFB=72AeN)B!N7V!&8kJP(eJ!qG z^4ssCMK?7HdGYJjXI|Wc86L8EZM*gL4SJ5@lr`Ix@s_y)O!t(hF^OQzQdKEo6XQCe z^;siu283oOiBjJOQ=AHW=5!{Lyp0^EVW6ikGqH}bGI?CH6La-0DoInqWk|L6$}JAd zbhrjb(cpt+dy{xd<4ltjUCU%P>(bWFC_NU06Lw9 zfY!P2DN;_+L@9s!=H4>pF$qp;m(;X6UpT~msEr;Nk`p;Fz99Wn`0*3h5(so>iGQJz z2<7IdRn%J#$_~`>diT|sK(F0qW!7oyD_m0?5kg{Li^a+LWkP=gG*EQ{t7I8!r@*r{ zD#C~cQnKlBPp^99q4P%YMR7csb27*X?xpSwD}+K|N5EnZEU}VTX7ZU>Cy|=9b}K0U zMaa&ptXgVvH^5W^E2!)q1%b_=3nQFI?ktwIPeDn<>X4~{2>1TG&K#iErq*}80 zKJjBBmSw?X*P(fg%T5Ym+9*!88XtohZIiM^ zM)fPsN%o6yWjh52%{Z8;L zIu8ALjfd#^@G$RHo(`Da!-(rNkrs;getSxJ2Xn zW}e%RSkSb@nvpfieTTkIQE$FAgRlbPAV*y{ikpbCd!*Afhfk$Oq@;urFG+{54%wc4 z6+r;x?y>D2+x(@Fa$=qRgz%4?vK6GCX13+qo1GVE*263F`?YKVwQ1?lGOkXN0-Nu? zhf@0+Fh!*X*B7%3?C75HoD2>JRB@AbltEH6w2qR{ z=CKNz%XNM}aIIH*!Rc8&`NZ3bc^$G6GKgENMCy4Gp##^*5fkL~nxt`xoWoVygT6Km zc+izhT=QLr$-Dlo!%JG3CdSIHWPk$N2HUj|lI?2&~){8LwFgXS#M|#J~3-d$XK)r`2Y{!u`B z{B^m;M?dvqb`G+vl+O(TV^2d-{SbReO56%|0u$8!L2M(>nYo3P%ib5Z`UtU+`H}4w zKT0&O1#pb24ZIt|O|XHQSaBOOldY?g2?gYO0}E8mfKb}fP*n8>2U*>noybFjtdq_8 z7L+Xje6SbeSxE_2k_b@6 ze%mwa4w zAJ;8)Kr%rU+oCCarjD@eD$^fJe7h<9DM>7P#L3!z#!}_MGsHoVs+pygpexCE*TjbO zPV{0|5DZ{a@h&yY%)`f}g@z1M5y80_>K5+;!im|5;o2W>{D|bjj8U4#gQY55!$1B`dv6pHrVZmkGw?WF{XVNd$deI2e)83C37<%=^L0>%}$H^#+*1Ck~WtNLED^ zpLBtes^C!&67Uj^u;-iWU!_r!hqPx=buYza!()bS^88bhpFC(NTUfIPW~v@zTU&Lh z;RmM^wBjWAcSBtpSic>6`rG&4eW-fI$V)B}Oj^5H2|2c-UMwt&X2MLd!il@Ay`gX8 z<+r0ovzhUSE13hVC&$HRaxtR9O8E@oXo4Of(!#Fp&0Ur)Z9`jOGPO-$+O*T@Wj){+N+s?Jk24oaDUb7o?-V=MlUmZ!g-9NE@7cxCGUHa zuxC@PHFK%(#0|VKOU9~d+N^X;tt&(|tLXf!uCHPsq1<= zJGF?Gsb9Z&y|s$3^<1w=c?AS-vdyPx6F7+%e5sz2oQ(BmaD7%{Qc8TpFblk(5X`vV zvt*Fa>^U?y>xrFC>!Fw^B;r=v2(diZjj?r%E4e)kDQ^0bL`$Rl*`0nj`0O+At(|XO z?u&Xzi6p2Mze{bOi{?z1V}EX8#p{WG^^X#fQ*8m{`!k)GgT%B zqz+$5K=9=2^7Pp433AXm`yWkrKb)qPeHWNlKS%Dg~M%wX|a?P$eNL<({L(*6vh z#mC>k&C{!0tSX)(MTUm{BvdOFtM`$O`ze-@H8tT4^3B!u&-}+mff}v{ zs1ZoW`zC(19&0Z0VQJGeNhf|I0w$X8{0?)`b#8yLfRprgS#ffc2*~_}=6GK^YraK` zf-!aTXOc6|7W@+J_!wN!&*~Tpc1!Ik8#Oj7j1V zUZ(7G=a18ASCfN5bomt`&-~C!uN>m1$89xXBa*@J;sOhzWm%D|X|X3c{DX~JqE~)F zk00z7i(5#_9gNkzBS2|Ufg`mr_>hxP=Avc%P zCOA^2_$IH-38S>}mcBI}j7i8+c7IrMSBDa&|CD47CtSw!15TU8rGY zwo`)HLF(%k*Gxyx30P7b{OO%W!5E+xbm40hk&{+{#6n(~3Ggk6D;r(;lH6`0nqill zGZn2@mN4|@Q8#Xh5qaOD+nZav(OdfFBBPr}<>^_JAuCM0pLO_d0!ASCP9TN$Z%b3Y z)wP*LMW-piuhU7$V^fTXR-b9VF1GayW%kUFp*FeC?gtbub)X1NfKkS)V>e^a>CaQk z>YsI0If2QGX`vC2lBFbq(=vY;aOo){kdjy>-v&#g$RbTrh|cR|Lp{*GylzazY#K`+ zfM{v+5;xFY^e<>semP2u@I)1FVNX$u6>}N=V{wFUck)l{!`)9a(=$O`B5X{?I#Bx5qq& zO*zXRR7%`F$9xnSa0?NcQSTu*0~Ihqwf2&I{asy*-WlJlAxzr{44cy;tz9VV@JM@t z_%riNW+Ak}#5Z**khxl~L`ob!-}pOkdDX#uE3JYqVS}t0& zgEVv}X~#XH&aJDH)DKVE@iGu3zX1n>TP4_x4$w0)KL=YdL_Tcg_0oY`PIiVyeO5P7 z2(hhdm4l$KT94MfSIS}qKj7jS>{Dq0QSH(CT&=~2HHYz()7ogAtAgoJThLTyLS#T5@zW`$WOw;E0$7t6RRP>5U;B?+KBgP~`s%Tu{% zC|nG?EDCnHS@BVaF&KF<|hTHD3`ywS2;UGh4y*Ujq|jCkTZ4Q&F)(5c9|d&$St|BACmruJg% z7}F7seso&f*0dSoa5fG~3-ty2RWjOU3%SAh+DmC~eBE}cz9wVD`FX{rH_NJU+g{Uf z>2NsQC`xXUCL<^KGe}v<5_?bSfER@_k49kD1PZ2YwapQe>)=irB??j8GBynhO83}CNNvKPVcdRM2z5qS9DMi-Br5U(}D28YE7>l^V$KKe(^pWm^ z#4?I}w(R%RfyG#g@|rK1mSm$t@Q8q1v`$qnRkTbzxVS6k`XkhsHXjz`^O_#uN;^>4 zqE>oPzJR`R^UTd3kh=6}k}dEjrw|`RhZnfGioc)wAhRG zGE1E%L|M8D=P6YUx@JC#IZ3G12H=GS;RX1ooilI+*wPCOQf}5)-8Du!jl^P&n!BrK z5)N0}P8G(?Y0*|zQ4^4bL3v&%&!|>#*RyINDn@@x1o~PdTo64Nt zNbLnd1=>xm?Q;1ME;vih6o!B(E6RGihtVgKT47RQ~P~iynSE1 zeP6tNU%Y)^ynSE1eP6tNU%Y)^ynSE1eP6tNU%Y)^ynSE1eP6tNU%Y)^ynSE1eP6tN zU%Y)^ynSE1eP6tNU%Y)^ynSE1eP6u&|7G#^HwFIU!M`rv{`SCMhksqXW&a~B``5+W z-!k~?oqug!{zZ^~h~qyijsIr|tfDUcbFuW_H!rjQ4yyjA1kC)``0uY5|4je>%i`_t z&;9S${PzI-_Y3|z{{6pU@s|C+GQ5Am-@le%{{w&N>He1NrN^VE`$x3*5B{a6`&&6P z!MfKd*`xE@&(IkGp5|7-W9PpWST z6#$q-m~Ri#&qTL9$UO4vAk4|L!?&7w|NiD=+p@unic@R{$+0s8irA1p#+ZeS}IY)o1EAbs!)*J^%tz zQp(FGwrsxu0|YuUC^{eg)eX_-NV;ND-Jl@+jqlyw{s_&RLH%yS;o(nDPvLyA-1;UF zWx3f98`0gZfQ2@=Yy$_pT_W<^+0h73O=u4o-@crF@?LEkV{&^nf z;2v@lHZVS2m~=DK;1TT`#XLQa-avvrUB!TS`Y~ObuNhV@EBQev+!Z(0UVpaUZilKOiGdfWSO~LrB}Xs2->Q+ z^tb{0u7O+obS`nsvJ++|L`YG+k3JLTiXyrjbW|9~WUp-%IArxaP&`CXoR9cO)c5M7WDaMLKUphf+Abk*4D0Pesx0O?pS>}{@iY1wQ}1Jctj9)dU8 zr?h>bJ3(9^dO@S!fHpm{y=(x&F9L%%Udy)Eo$(+*Y=pb3eUMjBe1Ts4qgea2UQaGE z2JwJ=G<4hP@B!|hU+zZWX!(u*ANJlU$ntG{*GyKj(yFv=Ta~u6(zb2ewkmDgwr$(C zy4KoS`~3Ggy(79Kx-aTxM$9ipj2Pp0F(c-D=JURcBMetrSDWL=Ec5b>RSNJQ8gH8- zB_&4y03_siP{Cp%et_Tt{6NwDH2fb}{b-?2r9xLcRqUjwjJS^^DxBh<8^5@^ei({urKf%l zLkZ$@0)O7@-k*f^n{5I_WC6^11*-N;lAyxTdUFuC$9x{ock^E}{PeZ$KYgM>fagvP z2573K1A?-9B}m}eQ%#3WCIJFv5qia)z#;V}1^K*sTL0C0`-B(ZvW0`r?acMz*nR!| z_EN&^r?&Co?Qv{$BH&LnXht}HD>_e-uUoiJboPN@Z%VYd)PekZ*H-`?ZE#(n5r7$w zh*1=g_rh5ie4iNF43wHDGU2zIEE$L3xBc2z@{ekLPkA5ppIkfE&H$KSQqjKmR&3gM zIUJsQ=0mo29?5m~&~C==f9I2311Xq(j1Hufyb@IEqcoHzDld$#>y{i6Rb37#nZ0vqD)9O=b_Dcy)N5afG7#Zy*+305Jz6RIIoQ;!3v6L$#C25B1bp$vc zy4axoKGF3p$+Cu)RR6t0A8*1?3V&Oh(fB2$*-@aE#({KG zY)^_WyxL~YkKsuw5J%N)Jt(9a79jZHMNM)CL@gD^jL-TF36<3_gz3=YWC^bpcYHa| z)}AmCSC@UXwzOG~G)qL50hIxn+tAkMr{c1ek5ge(RDIoEdzXqTGSah~LR$;H3&|H7 zGAUb=^Qr=6^$>)@1N!WRJUVBrm1F$KwlV7XpeB;&aSu@0l~mvvs5nD~yc0^+0&6Mw z>3W*Vj?oD*{2DH8RGlnXNL3v}!&lNisq0)-)`8w~`{beZA+P%D+DCTy{)R!tn0N!Q z{3>A_DK}m1q-J>;F*m{Y+(bGu-(|An+{Y#~wWSxfkTB8o?Nl*EF2&$bcDe3n3 zpN5(@fVo=dukC|60}3oGNn+FyB=ydCoUvwD>y1Kn~!D=`DlG>nUWW>h#_I?lj*M<_E@zrj$cXnOX^d zT2vHydO8kWZ4H=6aq6eP@A7BPw+W|G-d0H&X5izzUYibGSxm8h&c#0GGIY;Og|)G} zzZ-4X!G=3Hmk4}Cll!7%^~L#awhq+3f?~1_D`iBtE@eK!25Qx{gSL39fL?`d_0vZo zvm%8A;+*k7nWq;dkYzd3`h4oZ0tP_*{3tqz@&j zdj!xx)iy*8lKG!^E<`>TE3|`VGr3CF12v7ju`aNbZ5)9V!QH>rxo6zQm%Umm&}qw+ zmzTLnx&{-{I~bjYdTms_FCvuy7hFg7*mNoY?quMR!B6{wJFh-A_I?H36Wb}M4m5Qhsg%3Rdff0(8 zsSxBq4%63nMX?vyc|0@CwPOs{yyOwAwEJ+)FQ{-JCcsN-9UBCRJ{Wg_Y$hPrO28a= zNyH06<9N>>@YZ{pAO+z>&84xvC+d}fA&9R$;OGH%mnyLDyQR0wi!QdD96k9kFQVl* zK3;ZB9n#y>HfNLom@SgRJcGed8Ay{IYKGSlEqs_S?ELNQPxykYbHVy>pioq>ENBL94{F*#T{gA>|4=$UTrcz;UO{(;}p9yTE zv9TR@xs5SRtEVknfd#4(X)f#Eo-RcIobN_AwHtV5;3$iUb#kg5=^Ib8w^Si3Rt^Jt z$Y+@GIq}PvlQw2GN5`wu%+eK}jV+|S2?&OR*uC?%We#*lKnBGT3cvduS$lrTw%TKQ z>oX9{pcfa@N?ec`CvSFWDmxnyR>%Jug-h2Y5z(IPP)#=rke7{Q);@Sv1Ayqmqi2{= zNVv4+T@l{IW@PHJq2z}fSq}-!u14g_CH`T&c&eWZ+X~Mr+07ib@l%l#0DdP_IveI2 z%|`NheO;oDWibyqs`zFf%<&YD{xq898sS-fcs*3-<%~;{?X6nBvDkBX>zQN`a9!d4 zA$22Zq>-MppG$MH2IJcmzOl4tK<_ZA-pPU!-;3n=q1CXELRl~|(*n92$3&=?O4GsG zRnY@A@syE8r5u$Owj0gfhj~-xMuedRNoH2)BY)gY9;ciHrPvyWU**^+qRdxBqrwJ< z=a#)vsMhppk=&%(y7wij`wlH{tXNXTR8u{{V2s-4td9b=kCyX#DwEBr@qD!#^&VAI zog0oy#(?Ip$Gm>M=8cOv7TEYI3<^~vhQQsYZoq6qWI6#OHECGkD|v~{1Aca~JibxE zw(ZeTU29(hBvB@6D44QRf3#Yy*Ntq5AyV`(cTBl&BKdwRhbXIs8K-g{-=SAoXJs96 zs^+le2{wDINbF7*JqqUcwYf}u@h0g`!t!vntE4`4(rgKHQz)Z@srnX2a+6jIazUnr zDsH$h4D0i8bGG)QWnNRw#D$F_46lnTa){AxAz{!mY-pyH-E6d=fzYKI@65)G#?+Zr zIpS&fLb<73QTj4CCU>U z6qv?0%HhmBJ*!;br?hlha&&^l!6kvhxA8*5GF&&Z5a~s!XCeOEQK!eTe`KZ@O_1Z( zNYtAwx^@3a>K=D>BaUcbvS9#lVS<=zrs2>Amx=g1uN!_#w6l1Bj7|t{F5{&^?9R^W zMnVke_1W5T*SdVTl(g}r5%q?yV3t8mO2j(Q4AhpG*?z3w%LT%5?~Gy#3v0%JzYV_N z0IUzH624|O*u186rLb+W2x(mrHmLS()`whx0_!pTYSm195 z^o#IfN;XnBdH97+{8gP>%T$GZlmY~CMpk!VxY=gP@^={)FZ_;#Ih0<8GhyYT$Rq-x z7R*bx_YlZ1wn`c&idotG4RC7~f2*KrlGki+-*51fS=egBzuMk}m zp>ME^+U50qk9#I0x0g51ll_Oanp)4hl4B9mt#OnDCg#gA3~f-8>4 z%7WT2PPuJ=ZRlngN3=Mh#1wbjaQUG3de7dvScAYRJDHZ-nB@bcpOUzdY@%)&T|p_r zFoKPF;?VsVHbdSoEsC&JdyPOAizt2hvz{)N8aCYS8D7sXCYSPhsj)By>C zRh&3b=M=XV!LuI67nR&yKryQq3$=~$^E?DdMITFN+3l`hXI;`f30wSv|PN03WZ-cxU8TP7N2FJ6Vsb z+c!i9WlvdZXZmqufIWCfXbe24n$b)HTQ|4!Lnp(I{ZVoiMEwXtOPAu4yJTO} zktynuy}Mg@vWV1W$Bv}gAD7m4k0}<90MrLR;{^FZ=+(466&LNr#~;c2Lz-SZGR2(b zy~M09Wrqybb2+q70|lq0f6)7dzm$*9&Yva16KL!NU3Oprx|Ti63r-W~O4xjZHMXIStPr2Q6XLLJNY>_?Rv-0g{)U34N9qalDt;R<(huMQ=_@ z>3~P|(y+U#S@?17^btoa^{kwc4?2OmNTVVM`_tE9<6`AL0SUx8tg?!CC^zcV15Plo zO-l1v2d8~wt;%`@^!AQ0$<(aE0!QK6$%DAgP|AIpi&SncO?k@Z*h3)A1^%->5WBLj z(9>I5wVIW$Nj(UtcmyH@^BMdzIW;bVHAQ{egz|*EQrL*i-)6w*=tE3w&fRo1L+J@)m%PtL-u z3)%J_xPFHG`7u?Btwj#AZ_MYg-WA_#N3MkhJX8ZvX^;Cw?4CQ;Fv`H|keC%QMVLQu zJ?>OK@>)OfkDhAK-lqk!?&$Zy&fK|ctZdh7o%$DZKmrXy%}|jq&lD3LviG8qL@&LH zK{2$jb%Z-D1~qjf*khEw;ctmR>%vzcWd@n5=bcFT*dtD!TaXnOn{y~?<$+i21ak_HAzA8=4$#+9uX;{+6T4E`VX6$yQJZG`&@y}V2N`L`u+*S> z98bE0$M^JgIcp_b5r!|ks>(~n$SnxHvB5IfY^}|hKV)y?@pe^IEr4fq={;8TVvD~q z(w-8y18Sx1rFgSSul?ymLLk4BDn}+-nkEbBKtDM}Bc4h3$?D85Cf|KbKXVuztKYr= z*)T)BA6J6JoIFE3@M2X3;CEgAC^QVp55w8(=_t_=5Lkkez6914OC-y>jj;B;&?n1e z>mha!d8$YNOK1r7F-LG!+#b5m(g6wO`vp?Kihny+en>I<3p}yj;N$HYh_V&N!())9hUKl1yaR6pS=w;LLAk1d zYl9R+5w-od@sBVB@Co7&wXJzS+ME_&;Jum?J!YZ(%!#=7F20Dkk_>9vQ@XI$DS{vo z6@ji0u|aBEO`;()(Hwd{dzANe$_jzaBka&}W46P}nKh_gUHNH^<{=V68$DCnx;{JS z@M*prCxZE!mG-jk<*uUklv60awb*4O1kI6+f%Oemakih)QG}Fn;vs(T_Qy7m9T??| z;`Q-Lz%>Vqc#4)Ggf*jU9^PhINws#D3LER{BR2Dyx!{iRt7#-+*zK!mkP4X^v5}P z6q`uyPs1i*p$Zn&wV-2J6-%u97MjV;imFCL&m}r%!tH*K6x8%%d$`Gw-}7alQBf3w zpaEvh1nJ;BAcG3<*;=(J(n2GeB`pRC*m<`raUN860}oLR;Yi)Cq3) zu$;JT-do`_uWhg@#J%IBFKf*d#Hv;T~qbc!k5{mr8A7>u9Fb=I$su=3y;m^d?}GuI{>*fI~H9L^@3Dz8{-$4$hf zU|5faBYPSf<=mZ$wMn#0rE&Ybdxc{$D@e30yHaIt%Tc() z>1Cp;Vcs(28VRgTnYl6(@wZ9`t?t7Qve#@&%EckoH4*wi?J2vc4~mUsheR0-PYTQN zzZ#L#%@$lLAKvkevnnSDHI%r?fAl4zMiCo${CoJ;<}d52v<6HfY2J7L6zS2zb^Z$qOU8r zh*B?;iJFTPyEw6Oid#lUQ=;03rG>U;qx-pknG7BN;kFcpfy0(Ccc>dDsctjwI-{6y z?KmFaH!X0vB2K;fem*{2M~hmuYIz}!dnVMs%v8|UI_DF!d&z4{*WO?iVFbG{pL=qa z<-~Vqgo|^rw6Rb0vsA%s#(w4H*hHHj&0Z_Kw8II{O3mm5lyARY6_uyNb~@yP4Zmaf zj6e5ENAWfdRwTJzys#`KK&{RG`xtL6S7o%OWJ_7BED_g&ll0GLZiQJk3&MGRL*j*( z`;q~eM*KP|QH5{p66zX>fP?46kur`ivHtgJfH(!gi2b6$KOXRDjBdN<#6@cd(n1>4Xz!=!I6ydwQ#tJ3ehzh5H+Wzs)@#*F(eSDLgrxzWViYCJ7k<`uLFw zcTOK>2N%4FQ&zBPeAVs!WT_2Zbe4k$yRPAvDD#NeZJNg9nE0bP@&+1=QcfOjsg#3) z4Q|SNgw}h5*&U)NH&WR0*rs}K&g%80qcX4o}_&)lh!^9w_#x7sRme46@QX=T@G&56##x7?7HK4}-_ZDP!c(yGR{DuCh4CX?&j{*uBV z4c}UNDaZC6QJ9#+mnsPHi8|-?3iPY|w(Xzgx7wN3q+h~>`022JmEXo)SF8L_5BG0C z?hg|AD}|ZuA9n8FsN5gZzt-RW4bA;AWnyDu{MXulAlJWQ*gquC|H(K1PZ(BEUR0P* z?td4=Oh@~tHu~R^SUURuUdH{~*8lUc{~5;qugCmPIQIXoDCYlXHZC3Q-^|*75!t^@ z{&CZPBH4cvZvQ~Ce>ZObg=GINuK5on`}e%&|63&c_dMp`PVR3f_qUV#+sXay=Iqo!s9}?r$gex0CzZ$^Gr*{&sSIJGsA|+}}>_ZzuP+ll$Ar{q5xbc5;6^xxby< z-%jptC-=9L`~QiPOGo<;)%LGa?%$Z;ALQ__RxTawKT@3ks^$KT4*s$BFF=_7A1nX+ zaApNjc>!6G|1A)v`_m--uYoWf+h41B|9JOLIhTcw>EEh(>HggMADHxC67hcq!vE_r z|9=dG>Hg;0{sjpCIr+y;{{e*m4APeSM*{ONAWZjn1NWamnC{;)oPPn~Ur+GQ!ruQD z2+#QcloJ2}gn*=Ehmdr=RBQnU7X^m{7Zu@$5{%x6-}qH1w!sGyPmU`Fk5nv|S47%w z=UY*~sPek;diMItNx~Cr6?r{DC+xEM?7n@_W`Un)9u?TbG)3A5_XCX(SYdu~@r$1~ zZges&I3eWL0khy%%vI+ZfTbNPN)T_Z{s#s>GE~r32s0CSCit9it~dLI2<{JP@Wgn) z%~(Jm?;PA{M!Go~TyzRx1wUupGoP0pUMxn)NMP&I9J-Ak{<(;m&J$Wuyqah@aFkRY z;#Z4~KWiv3!@T)qcs;;3ATGo>;lJ2Ym6bk)ZCe1TJb$|8aSZt^LR0$;NVf>;5(gy`<^5dcQ`CFxrC zQC*O_v7(4@Vj1U@gE97X$#!2+lUreqW`M?!vrQy+{tsn#Qxe&-i z@`8aNz%b5DAr820gZjY5zkh@C?aK~1=H0t%ADHDpRrR`%b%{^0`uBfm^!Ukh4mHX-w(0gTE);N^a>%f=ICClwqjtNKV7F27v z)T$>iCIimm)YO1}#S&=zXF>0-4+3tnnywrIZxaUG1*jbY8%Nh11~6DATep#+?yrJg zG{!GSyp+HfLDt@gzY2O;gTXL^2U~jI-9K7)vnT-2pzDOYu6Rk;;C+DJuriDTIo>o8 z52FN~0n2#>e0_ZcN`O8+Yw+Zzu_O3hKfiu5>B4(B$ZLFe@ZrI@s{BDtZcOttDms}| zMnnM!1jMf|-@7pw*7Gym4#W4UR%~k1r(PDucqel683E&7c>=o=8EEfa{=0jZ*B1s} z#9}D0n~!mOvuF@-p*NsUuUjnVhW$^W+gj4knB&jPm_QDM=TgbG&evP7C%g*qyvHnX ze24XGfp15-A-cTp9CJXP#Co`u+-um|7cZBZ7M%X1U=-@O> z?-n4~2X|@Ao#%!|zTfd>u2zjPcg{lbF7P!;ItLzUaAbe|U2TWSm%#S65z3bU66Mn@ z+DL{~R^b!VhaEDofk!^8$e$3-x1YZaux}et8G#pvR<_{5x>D=xODK5ml(Q~0ZnYuL zPhfN?Rt!co%CAV*oV9=-I5v`30?52o51;Hul(5MhDB@$k`gueC-p{+OX^pnEi-t~& zai)&7R-;@zc0yLiN-A8P+2SOuU|h9@jocybvE)d-K}cc8|5!XQC{;DUb;t~i+}M70 zd@Y$3fF7x8b&Z7w6Ja0>V|=!BJkdN2lBLmrp;s3{7)2GUSTTyE*D7LJD?D8o#7RXwQ6 z?gy)ITQigDu~_@9W3S!R?`vT|1QUkTM&E;)lw%0Y^j4+6hokElVXhcCGm975%!j-q z8koxWDE=Pmi8g|-+4rU`XAG@jQa^$#9{Y?3r_N$pEkhgTS1+_R`QDwM<7NUXJss9) zbU88kMbkcuBnq@-P_;+))b8!TM@|p;4J9wG0>f2yycmB*nm3z}B)+5nGRZ zM5tI=3FRL158bo(BVqa82(4=C6$6ZV%JCtQd*LLL%Tw+oX`J1wU{G8%pu|f9 z<#eN8&$KC`k0n`J0tBG9WD(Fjs)SfI2_(VL0ch(%LJJ!!hf-l1*~A|99Hyhm-H|xo zi>K0c(S8zKlt81iGNY8@nC%#y-J2i}>6vP3M;By4@iozO%uB1&D&#oaAhx`PJZ|@c zg$uRwQCvsmsKpyKrrPE_36=a1?$j_Qi-FBUNc6lRva=8$i@9GhEO;Y=DOFO7ls_U{ zc^H93X1?`J@w)(fKRjijw6u2D!_z359C2oXTK>VeIp6hd;2M+!#kz7e%#zVX2!oRb zV_I%W>2~#l@1BgJVwC<^ZnSZQyy|xS26r%4Jl;av*i61)LO!@sqf}mk?v8s?Tzd4U zLozb#5ZkrzJyxvRhFhffXt5L}@mD+-PNc_oG+Gk=-clI7NAKufIyGKY3b}Ocj+*9h z`i*o8y~YS13dOmrI0W~&-B?Pvp06{&?yzn%^a}iv*b`fQ8{DpYzj}jc(9yF#{H8Vq zK(miw;TsjR)3w?qx@ldOxSRnrQPEO=;;;$7&gWF9*1`HsC~%Cqqwp=9{1c;;yBH4=Pyg>+74?q+UvWSy{AO02^8f zJKRr0nemK|hEM0Y(r$y8_2}baBc|YWcH4i;ID-7rBZ#^+50o48ZIT)^SdB%&79KO# zV~Vjzd=N1Q-0RVkMT*;fKD$`+BB=Iax)+{0Noa3^vGF{SBI&C}>Rp?Rk<7)8B5JVa z=et?lYjJ^@_HCxjs|QEk%?!%p z=Z>6Zzx7K82FOsKBoY);NjsjqoK6h4f~c`!fSwAYuCxU}e2h8x@zFDLnv|3_*iI(R z8>oq|y)=?*!%(IjHWb>uUvW53t+y5@su<&kl)sS+TIzDzk_^9+`>7LGD9y1AUull2 z%P?R$y#@#ys*K~+azp0Q;Wy_aODkwhGlc!*yO8S~OqNzY?|fpV3!xC87s%{9ELOVv z4q;hm;8h%Fj_h02h}ptYI;T`9642}o7iUlkqi}30XBdQot$De;(!tAYpDTgdP@@k8 zU`~eF&P^`}JB)f&t6}NB?zN=>cXdsCKu@Hcx{QmFNBWZ;SG-5$t|A%QP6^noGCltw z8rJy|$*^KvPLz1qENs5B8r2838WtQp)z!2Lh1?YQJMV#GAB*(<;_{~UY^IyDSBZ7Y z;HRAUqh3Pg{Q}r1_~fX=;@#p+KgjbbI{_Ern|~IH7^+73STi1kNpXHBNTa&wV;E7K zJN`)_2FQ!0ndUI#6X(lYAz+N|u;b?k_*7t+n7i{M#7(QO(c4{yV)LYGB3;7zo+dUl z4fQK1r7^gT!P<~Fz3t5cy!u>tc((I$YNj~F1ZYHt3N<6t7fOyD1A_RSR}(b`rnth1 zk+*M-k-a)X(xoNEE@2%*4`52@8jQQ(O8vY^o20`R4n?sdy~@svWzM+(F2Z=P)vtn~ zeq(e$Vu!4Xsm2@B_VEsngRr2BDGN4ZCX)8zn=btd9Cvlq1$IVV$O#*0+OVmYE8RYQ z*sH{hg(hd-F657tuQ`^LfN>uIjfg?-Ws^?4O(!@s&Rwg^@7r?2(&(rG3TC5f=-@bc(*SO&d2TeE6c^_M*r&HG@#ReaQU; zB55mH#9C8!Bjnaz>O}pSxs#w}af6>Qw$d62>!4W8w(9=uBgHj(?;!>lsi}l2B2s~j zsAJoOS5NMZXRyYX<~1_nBbcd>RC#O< zQ1`S{CB#wfa3+Mn@%$*6lI`k=59x(BF3oUI)CyE)csh=Qom_>?>;Qxb;zar{@xD}kSBh(ZspXAN<;a9w2R}^VKN<)-#}iE*ECFv8%ya1HINPfg&J(^q-ih3nl@v$Ua)%Zm#85Kmx zNUiA*=qPnqB`4;>t6?Bvb6+rDiPG4y`^X@oHY$4$2*BR7TQVMZl9TI0sC30MW&W}K zQ3#xV;uXn3`!}`3vJ$mZsg1B@EVsQ(ZJ8z9TBw%;6ln%W|4#J=q#l~W{0fCc#V~}L zjn8l>YC;I$p%jswZik@>vev_?yL^$@bVG!5rUE=iwT`k@leF9hYxa9_;-|0xL)wr^ zD}}@O9PFR1gh#GzcXJzcWQ9Ttn>-ivq`F>45}c_4&q7QBS5Vb$}TNjixDa0Lo){1`r@^fNR?Kb z{{8I+V4?C#wWRcL@%5pyFa%)k0L5qWwa5eRYT_BnL_gm)isFZw@+S6c2f~A>k76L+ zBQNZ2uS-}8@kOazKBT)>@50c-wdF2EAk@%p9E_ZV+Gzdj1>)UR38`jOl{P3$wBzlC2+E7+bvol4(V zVz+U>yBk9bue$V2GU=UH>LPV^U{O^L**jOVI|tO94F8A&?S~<@x1SB5r!lTlW=rym ze9Vpb02*cGqGH0@ozOpP@2bgu3=~xyDsH@N+h1-FyMQO0%LP^eS0{me(b+8Ed#5Ij zNfxGw_ljmm*0W*6qv<&(wcj92ZxX0y{Aygn5phFFp$P#Ac%YR@WmGRdlBygVxg#N{ zMsZBUD?MxLi|7t&E z6?mpwt4WAR=$Gyr25utu&?e-p zMq94a_EKs@HgqXFE47g7IAzBXeJTff{8hbe7Nh-ftdCl`DSt82vU1X@L~hO5@njlh zzUkbZUm77dIn|DK`Imk&Q$>iU?i*)Pf2@-*k3a?MB3mA8URoYVM^Bj^y+*yZzT+>y z@1=^|u3*GxQv2$ldPDVEIX$cChHmy)giO-#TD`al!L^R6Jx{KG6eo|wf0#IS1r zUe(F(LpmiU4|wjH;#aMF7kVkk;q23yp^V(#Aw)jh#GdOXDAP$ynp_R)1-Hh;(5(YMfzp$-E1*=24pGw3a(#IeeU%UaN~ZPUOa(L?wz(>pM>ledv4}69)G)7_@SNVut%_=NkQA}DO%ZQ= zfntoXdTd>K(|GOPZiJpDOT0-#h3Xxel~QUgE25AGxZKsb7~GIF9Ppv8)vxYjiEZfs zUof%)TIKiiP`g;e9%u5J?r-H!##VK>zjnT^>IIn0Vz^?!5)#fyRAREG${bKaxuj>O zijS!$pP0~4SC`I~t?A4hu+_0TQM<3V(;o?BYunFmT7*$tYl{m?=Bt-hWf5>8l?$Ma zVQe}5NPwSurlON_ak`hxP3S`+-(X^5TSh+|ndk`gONm+ud(B}LdT4t|`M$3@C^PQQ z@`acyrpj`9I`_ba($D&6?ydZ>1opDHWN$){N|}B{T1PMFES3e0A;!|6Er(g&!sLtf z0_FO?fXvrd<^CNVXjYd;lJWNBxd`!a<)d@U*R*uop;M_0@{&uM;~GQ#t2uCUp*_9w zW`W}7vVmN|wgFn*aze8#s&VY37Esx_>$sJDT_0)31d|bjvAhII>HrxSs2SpoZiu33Z_2VXg-~L}gmbO>ryCGl$~YJ`fa3uLV~)?}X>Mz&?_)muW!g|fc&kNU|` zdo04cjKF5_Fwrc*$Fn8)3nK^7M4(m zMfe_p`FDzSj5ya;qF=Zrw}6&ExpPGv0BO=lm=;0C&!AqsI_lTYU$Jk7ueJ)ZM-Xy4 z)abyNbhIfu=-8nO&h_=f3O0yq+!R9C4+4=P_Xf^{Wsi6Qk42T69JF0dLyovD3w631 z3SGa+zK-dMelMXlN(gZw>xb*#q6sran$#27St`S}bSWkBH0QW9mDP7+z(xmUll)cD zo4eSMmQQuc%loUM*K!RCPbY&?e(YM~N|WKDIqV62l;(6#>Xftherk}}kw_$);3nd!qj zt2UYUb{W*aA%T^7ZuyS^ns3@|?MsLhZ1_mMB}13nIW+c_dAoAciz&dw+mg2gU{%zteM!Tts{Iy8}3$GX+FJL}8N zk;_V@Aw*n^GNrY?ggemB|F%2(jYPymQPD_}D7f zid`pALb-{91!WTA+u;p4(hV%O3~ZA7IdTHHlc|cP)x$hWqP3Takv)f((-~ma`XmXN zkPz2BMVs)UQ$HeMa-8V}GMFS7kM>+vF>g?ngnUjc1q5$2NJv zx{hujlAt614Eglef_fS%Zo!1u=$vG0`Z+aG)WZ+LeWVmZbh;(zaTsq0eB&}($G1}sZhQI(W4_jHg z*?C`~jLatMq?+%UB$l|q>&}cg4H~iFDXX4lfCMeSy_`Sw6h}ujmXY&@f|C5170Ic} zEo(q#luabhtkxuKkXx>L?Mx84V{tAehssxHLek8?XUHeW9Z#O zeOn287LRBURPlE9gVU>B@ z)m0}*4OXm42!aVOd~PJ$KzB2(jrSQ$OVIgc17*R>3(Z0B9zBoJ@9=AmrF#?m*lwFo z)Fk?&f3)JAdxJ~~uN0ymt!jt`zQ(0a|IbcU)>ZHWj7(`Z5|`aJHxCV|gDQmLCvexa z`np>EglaG9s6facW1oXi;$eJA;@`0A@?|Daczl(y^@?phyiD()f670eI9F|DzA;%9 zWj+iNpv`wV68Yz?_tdt@MSCwYz{2+gO&EsX8qLD(ouh5=hE|#jx<_C(Z(BL?-B6H2 zxQ)fN=flo;095en{fa^__erUiDnnam z-Ymd=e($fJsjss)6EHMF(^he}U+Q^%$HfwvrRO$*cSt;&HFuEWrs%Xho5u3vF0#nG zXXWxnu^M&ZN?@m0Lc0D6wbMjIttJgbEUPUtlI2jn;5?4vw#I{P#ho^h1NsFPr_1Zg z?*sL!_50`d7l7|Qct1E-kbNC~)%Pa)qIdrXZTO#MyDYS9|7_*`8z}rAl=x3t_{Wr) zmi1rS@Sn)=kLh12@n0i@{{>$EPuj4Iw1|w7*nduMrlb2)ZT)Wu1JL<4b zVJ3K$6I0w&!mt359ninkpN#+q%Ddhr0OQS@M~Dk28vXOsS80RjOM;=#G#PhIj-N&!xJKj)+a0z>ek zhVeQ3fy`HD0ZQ}Y@H1AwzLTXoKWo3atpHuntH3A%jJrRl~v^Ps^1!hOXiWd+)my8e7do_SC>+{?r zgH21K+jZHeFBx9TjuIiHeYNp(7M)3k z6$CS?AJp3`Y97n)z8CJJEQU0k;im5E1b3#k9rVa3SavSpTL^9{@8^;_oHOqiAfKV( z?*RU&-d91bzS7;}K%DSh#fYw^#0NMMSADKPBDxU4+DHg|Z$R*EIvwBuQMY^`h<}T5 zCPlIq>b~|y>;Vk`eD{-LB#8EU=o{XZ`RI}ak4csRuzmS(GY}@sW zqb$ES7w|&;WQk2hU%N`$KCMla=eHQ}>Z<a-pA!9EjU3L%gLP&Q1JH<*r?6#udBjHWNR5u zQ&+?{*NsqoNaLMOs))dY>{%t^azZHH+tyV8a5jB?8PL4m2nI*tSD)kB0F*x6J0Vv9 z)ot1UA^kp5hhzkx-Z7;31|bVPUq}H4T6f^QC_mF$C9VY?daWnCv^-Op*T8}ZAg@^} zLtH-0KGp8Q{ds_3&~f^EDmNV6JX$>)B@#xZ-Ls`_M6A1SVyakmFc-IKrKM9S-{`sA z(HnD9*Vad#Of=<<)eL+egRA6j18*!XVr|y>rn0~13~%vc8Jlmtt$r9$l}C|qR{QC%%p!|~)P_!yAY7Fa)7Hs?@buiAlIO$_ z1Q7I<19qAD_O)9aq<$Ysqan(_r>%HRM=k5kxLA6e&~XJX*KW>s5lALPS(D5uMnl~` z<-LAIKz`j1em0UkL&T-QnNZ2LbS_T8(B>GfCS%zl%qD|&M1D;DIkocmDkc5pB5m;S zKtK1p!!wO7Ik}~l=TK`%E6et1DPwnOdw-0aD;grh|RO2KdD0OwUjVIi8&W9`>`u>F~ zqriz{uT}GQ+#)&IeZebHb)F#D{?y=QRBP@Q>QgN32*= zp_}5}wN*J3y;!Wp9dk_uE^}b3{xtg8>Ac`OauQ{kHD54UPnRa`lzePWeFKggF9;PmWQH6@a6q4{M*mf{)W==Zo2iks{=y^ zsDlS}p(x`Bb~=>vFO86+lISc<-}l-RhYwD`b1iF^=t5WCU}?d8A}Ygaj#@kz(^Uut z^DZ#t&+|%bmXh&--SbS67$D!(jBd<~3cmwbcxQ7F5)LZ$?sGyM?k6o%(^E@9>f21{7%_I$>? zc9gG*o9)K{CYr=sYL_J>;*DHEr;>XYD9N8~*eKxDL(-o> zh{yNZ^Q9_J(2gn1+JWG3)(VH6y%Sv0sv?`klr6d*Gu|krS@J@he+jEFr*!OYT5XGg zLn~b6;*`gE5K9WRh{dqW&$E9u?U9_u<$d->@_=Ea;vJso6XJehrvN#H?1C`vi>mQnHvdz6+IpW zaq_Ehoo6LZ$!NaZmo$ON$^!DuMbbxp=lZ-ldaekH?E-St$qDkjn?-dsFpvfwu27Dw zXaf9z@+>M3Bug$zNW5Tlu`?V+e@D`LVL=V0G04)BxoNH~OJKb7jZMYF+lM~?Bm>dF z@5K;uuc4_yh?e;jc{8iMze24D`3Pwm@A(DZdQ20dCe1Uv8rmkZZip#j)jN`JPf(7& zHlL_$lL!IcG1|&@XPr?@ajUDI9_wYqzS1qjW+gob{WMS`t58`wb&0-y09EY+dn5N4 zC`@q*;7hY%ajV`HcT;rBRgG5zewXu*NINDN1W|MQG7(1tmgD014X6sHbX4fX5|*Tn zOc6c@*ToDFrqFL^B+3JLIEwk`8$C~jwU(Csb14Czp{0>4kyVjkT5$irZ_*10bKl) zXuZTUIHr)Z-2?lhRf(~r_BnH+iDsX)D9`z%w$i(Ne;?%+gapSRdg@7L5$5vf51XV8 z+MY_LEUs($RRSj2wJKF0cN2O7@e`>q8d55UgPpWPNH|~EAnqf6wF&PN&=Ju_ZQrE$ z{C0HF>HWg2fXE+9<+ma&>U7bvqmFU=&a)~82sj5^u_2Bt1T*srX)qf#BYQ>83it=( zZ$ljY*MTP?WfQ_Z6r%o+mr0?c#;aFVS9`=b#ISA_%DvPZbdU*t3E%K8=0L32y>41O zmhD7$*D8lH9==`#Y8awC3n{v!l(BYxcjS8>?SU*1WhxDf&Xj#fRxZ1sV+@ThXhy6j zr!(D&Vvav3a>&v|(j~gq6D_@t_C-6RLy2QDkfNSgF^%oBj^E`a8O^gQD8{yO!!Ezy zSp?#ix0BLaM2mmmH3A16qz#%&QY_#Yr|SQih8`tOD7SF!$1V}I#1w?SFnKp6uo}>h z$MKLv*^v-Qm>|(StkQ+4y*|#<_}mBaX7=68JPcHQN9XmBmjhCKO^QX1#L5%ZP_^?T zC)4)Fe5gIYUH*m6t7tckUDBA@1+pe6;R~k4z9~^y?xnz5ChRuM2w zws&H5Fo;_|B#N6WfN8ciHM`p0A}Ef=Q^4F8*Y>f1agqwyUHA9%sXSN%}1EbZQD-nuJ2TxI(1u}|DM0K`*7dp8gs7M##oQ5kKV^#XOrXd5kdx$3QDcv z8eU`jd~SFSvI;d-v$J^sjfv`yb@35V=ny^j&txK*oP^KY*{)p#j4_4+k9`SDL zQ>JuxSIwTsh3xJ8!!SobISf7(^;}X1sW(nN_GKUllov3V_yIPptE)@)R)} z9j*n1h_$GrM_L4@h8h8SChx_fq#Hfbp+C`l529v-BvaLjTt_>-MwLh!C2@XMDJ#`C z1-M;}s#k!lBr<{yYf{3%Nq}yNKWP%vk+&YIpvGg352gZca15O~hdTT2p^(ep=@w;a zu1^)SLs2xSQfyRSQYNj^X_{6Mo-l9V5vdru_6yo?%k`>f1wc;zNSTGJOA7( zlI+35taqf4*j_DR`zggZcV~u~I1u67`w1TY$m!Xu8{Y|-b9c{!xi5glI(BH)a%j8V z5@eg>EM&`JyS8uIg2p3+RJJ}+pPBWTzPJ8^Be6qXF@1<=~{TCOYY z0QfU){AMrhk`g!JlHyEmW8SUdDt}c&h9XH_Yan+h<`#@(tF+6b((bARBFWl-@L0Eg zAGJ(S1Vn2!bk*f>t11=!>KFQF70KE@+29=q(_`eXaFic>axP!GF=H$)WxG&_2^wq_;}&*C4N*oRNVhCp8=eW;c$1{`1m}oWBnZDROK@ur z@(e>`pr|u1<{=h`uRaCo8f9njCq7W(ql9d&5X*UZAAaz zm}S6iOLBu{b{Xm^10s@MD?EK$Rlrnl0y~Wm(9l2!WRxg%Lbb7oPU+ObLa8Fno#xic*Q=T8*Z03sc`R>Eum(66&+gn9rDTrVsZgRx8^7+r4_R8cHB*O zW9l&&chpdaA(PnIueZ*7>|xqn(A40zBs}q4yukx1LzZw8GpLD$p(-+EQ{3Fxr93vA ziBou5)zS8Ge5NgvE~7lImQ1`}N={g28%6F(f8#C#!2oUP)q&vdwm$5gDZNIJ=2p)X z*b|mQJU#o1!V=F=T@YhR{W!1t#!LHhEz2-`JYoyRgZwAnlD)&_-sUbbf!Jma8Xm_1 z$(3uy!4onlKgA~beUGQU;^Vk4#}(1@+jJ;uXhRP=%qh)NdE~73;Zf=AG;H$r#oV8w z^E@91k@9W+=;zxViuN!~vx0D{ZPgtdy+Y%Fsd+6;KUp28I^(T_K6w#`ySFtFw~283_{y@t{Hi%NX;RA0R?A3 z8@Vhku-JBo>-dojO48Tsl5Ksqw#gZ{>Fbojogq>eVWIWI6eRZnP|rS;W0k*A)6_&N z*xDHb_Du{%HhZEf0r7k~TcbSaVcS8iWI@uBN0Rm#Yn2;tB%VhDq^HlxH_Ks9o0H=w zXlBT$*z)=tSkY{q8(I2ML`0H+rs1}$GHE4Zj&rkn*fhl3e1o$3)C+ajBAE@V)TCs1 zLZHdxm>()AM|(_RHuCYWj=<+>HMG9{xk7{CJdv#UCN&cjI4P=xbM2$FBo0Epe)XkG zz+$+4kB33X_5rVtY7i@L2A@g0;cf(;La{})Bq0oC&>C+OP5~-3o5oEa#$`=!<^|)f zoUtWpHbXnuw)NLPMQ4W%N$XBeFe%Km@1P9Vxf$B}o0oY&kgoPq)0onE^J#gdvmv%xS`%6UphvR>Zxxa%B%z_duQpZW+D?wEjUnDH98>WNm>=YSFeY- zG#1|8A-4tr&A%hAe!f51E1pF|lJLyZbJ{9YkLDsW2YBQzIm+^C%F@rsd1co(a!6%f z{5WPco!~%cXq(Q+{bl?FouP0G{ZiHFuNAW*A*B%+-c`Y3FW}j@^L|(;iW|I)Bhof? ztU9f=c{vPxx?s2dh7Tliuj~eA)ur$n0wkM5k&nk+S(DCXBlOaN6j@_cZGDxj zclF^sltJ@lvh1fWAm?iP{_3_{ZTgy8yWrwU%6AXanF#fp*x>Fm0=Yu$;7++eRctZa z`ghXZ>+o!v6wnn8iF^vhb#H5N(TIlcZXJ|#PF3=+_{e6f$<7}&(Poy-9!fF}RmQo~ z2B&4^-qxfrn4{i{dRzzCfs=%FKaK}!iosjt6ip*3QMfckKV6AI4ZFBBWlRT^eii`b zP5v-Z%8g(42rBl5%7Su7D#_4nBsUyZQe(5Lv0>$m2{bJd^~!WJsuhJ-RBc-kdcm#D z3-OKaFIDwet?lTT;CR%@`Ldn9a^N1 zx}!94C;7%wvC&{Tl-!DurN4*h`yxCq_NwovnKchBSo~6cb65;vqFKJzTAH+F_y9m( zZyLk#4O%8m^#DT3p?*NyJE*)d{6+X;EC6u05||W!%zZ}d0|anS!v6ul2!QB(he=snVLNgg_FRxq&LQU4#+g;xX@~cCW4XW zU^{iBwr90_e5=OYe{Z){{QR!DNkypKr{;FA7%mqh*aE()w1JfCa;tlWJ}4H9;>GU5 z64f#ezC3j~`JkJczv(k^USK%+JKRdP_FYn+nePYC@b#2KIAag#*ANH9g)b*J#8QH+ zq`Gdba#g%{jJL{5*5&Y41Hzjk?ty)+kYd22B-Fr}M|_@hdRgy*3uEUtCKo;Yx}#l? zB>B&2q6f2gVIFE>n&*)%yd3gif-qD>T#m5xVgUW#Cmq4Qt-J*|h+>p5n|q)yfO zta#3aQyo4frCsD-`7u7Nw~I7^@))@;sSJ_5o^7|lAfuB^(5d^VT_rt&kfxO zK8Ie!4JFn&%+kMf$>~ZfuI4xdEY7SFe-H%Y3KderCh%Cn(NJwfoM*wC48cz*~qp>%u3~^)GonU8HCfI7|=LWp~MExg+z1{TD`_+ zH23PBEiv5q+`Yx-ruT7scmcS4G2AQ^xz|wt!OI zVbH-iZWM79Zg*X;Jn^0auf3T|%8=jEK-{)xsyRJ6h3=pFI>bj=2NkGqNs0$|2~{a( zMFp(9q_S_qTTG1yUh9;WF1Za}W(~1(SRg&TO`G`8PYeM*LH_fn!sg!cur=(D(>lCd z>L%K7CTInVBioJ+nx|SXL8FaVTzl^%3j1|Hsi6?=T(@?#o@xybu`e@Z-$+%+HII68 z3gQv@{(F%MjF$AO=$+?4|MLa=p?=s-t=m}s@`(qCbtk_Op&>{5q7*KRVw-&3OrDafD1ov+YdCDYSg{A&gMYiLoiQ zH9(<0G2*e3I_?WX=vcfdbH|5Ck$R32zH1senmvYsSLRi2hbXm|S4VHcj^v1Y?b(lz z;9aU7j=?PNusZw$D_U`0%CRs&y@Q6^{6nzC4YJkU|o zz(W!@OHUIfc4yMv#1tKh(GSHm2zb|-1SnY}BOM5=MW&{=ep#0uvqdbK<_)E`zbMSx z-&xig6jFsK>wm4kO(9SZXFfTZQn?3*mDe@-RA6`zSVb}1DJM~FR(+6DAA;#iR=HyxmQ09nC6cy_4X_rGxEXf@wb}0myI$s znN{r7Xagx>khRmUZiE)A zD*u_uVZ}z28TgGfmyR_2toiXU4y8dSpG*v^eO^n#eVEkN6*6GjtdqrvF2Q!)4 zn4t1rqjjwCFf}Y|bIgl=$0<6i@ee*;=?r6@&L+JB3Wxjg_E##O7I+^}lV447K%&avo9B{4Qv-x;U1#K4y2$6qeW!irwDXWDZ)Dz!|PU%-b5&yF8gI7P?ZW zVU)#mevd^HPskPP^r-ZqPVwe__-S*94y|!QUodo6de!MA8Qyynv^=K7MybNiSGO5> zu*e#bZm@KgAt?sb^8TF1WW4-_Br*Z4r8{hUvzALQ(yka^y9)QPT&i2=YE2Ur0<@TC zHhq-kUs8)jL4s0PM!tWpZ^biJW2n{DsWMCfAXwHGwpP~o(O}&dnTCxtu*a^uykx7NYMPoMrli*uOAo zuM{F7zX(u2N4noD_9Ptrdm0tYdM?QTc&o6$c^s}MYpb@!D+jIK_~WQ(4h|}Iy~_45 ziPT%c=sT#(%=R1!UI#$-A;TLh;S_6?VIZPi&4qWN^Si$eEnTiPh~Vu?A!(lUpxoQ% zQrv0&6CF+zw0f=VeWm$9R};AGJUs ztcP%8o1rT|P#T4t9X?k2+M%uecmDH<%>lTtC5>DH_F|zi3$4c^)9vM>NO!syQCfo< zYc1*sXy$C=fYK<}U1iMMQ^>vx?@0{Z{VfKxmin?9BL~U+rK!p>T1#v7l%;OjLF>iU*=?XL=dQGyJcU>hK$r=*_kh;8~+itF8Ev2 z`gG=-$lK2oU!R>D6{f!}@Cz)9h)V0<(dmEK#%zoX?El2I|DekZ%=B#kIr-F9!^> zG5o8;{MW1hL2ds}Z2Etn=D(xU|F@#njDKjpvx$u=KHHxwb#W65GjnH18Yad++W`LK zjyOKk9}q8N@bfQ0`wv-W{_~)yovrg9x!B~-vj0Oy{x5*~uaSQ&^&fzm@n00>KY*I? z?~3w20rkIhum1+9|K7d+pG(YsiX!lFWxop&XNsP;xCmK-0P=|m!jt5IPi0QKB+yQA zg!#*X3Xl~z#p4SK9;P7Lmvqf8J+B+CukW)y#Jf3$xQ4M0y^rsM_fxtNdIEUnU`rx| z^ zafpG+UVo#2qk;wu68E~12;k?zgA@D1Jwk;EO93Sl;M#lU#Q?}7h5H!*U`vW8v0+}F z1P$iiFB8Qh}@J+Rm+d&7^ zi_pU=lqX+=1sQM?LWJ!PYp;ebFQ=jfa2|a4LlFK6jX#VEG+YjB5756u@Z!c#uUyEl z0uq!Tyj#L|Db&AU_Yc1Z_~F)7rf@?D-Th}9o+n9BCKj~+AOLNJa!8?pJT>Aa&C9X9 z4!pQr(6k;E7<=E=ZUM#U`bU%*3-28U`NX+PAV9;SAe15O5A8x~ZY5?@;=5V2g z{;u?5>_9he&Yc)XH=fbCe3(}tjR3n4kf3|zkRR`(ka8lP#C?nJb}zLEP-kW57UyU8 zU#ot;gNn++9)R92!NGnXf(7{a=){Duosqsb?`GKE;2+bJ0={5N{OtI*Tt3HFlpgz7Q-F603zOg3h3O>Y2zCA@N;Iwso zo5IiCe81rM24JqvKFNUOHo??8p`GJ?GT?vVSb}!MF~muMnZo(*JYDO;Py^F}fdmod z%zfx10LG16yY?|u*wdwT@nS={yvby4yCy>Qw)G*XmC1=KLxT$x5^Mo{+}u(r6;Sn@R6dt#&!=^mP4hXE zF6ySi2hnlEdSc$7`FI%e=EJ(?oK2|T&uPiC*R8K^iwxQ&H3k0++}IS~U!jH;%0+ML zNg}jr8M4PZJfjp(E8?Y(bxMVa+rO@Tc!#sS9!hR4z2Lgo8X_$m@CQj~vUFt#m!Vh7xLtmrh9JhuuCO$1R7C}nF# zn?#n71ZV+W&4NSe-TIZPrfH*8eb0He&3H|NkvXQcY%Z0IaGdI51c&8E4^1x1zL%hJ z^Q-|wb(aU0sEASRa&MwOc~NztRyBHV#s&KvwyLtt+TG(>;EEBE_*<_|FRc>=8li(| z656K9(YOX*Z&4FPHIb3ePI~(^B8}WMgRM&9L*I}?MDecu&bEaw`QZXs#)&Oa{>4Hu zAMYwwx7BG2DYy#JeVLC(XaNnmQ4UV<2{f zwVuwXwo1Kby)tz<70P0u|8%tnxgU0^Dl&+-ak0fQyvz#)PAp-?3IHnxf@O6v!~ z@II@bt*IJ9*6G?4WuLugclIJFD5;*txKP-=OpFv`AQZDCv?Je@%(y%>iwAcog3t3o zxD;)!OQVk08{7sz6Go6BzVLu(yt6}gOpxnatJw*7=O`Dq1d~VjS*3<|v^*bVdbwBD zD|bNIq*U|vZlT9zJV<78-Pjh@v2%a7xUayLQA9CGh>N}ld^H*O{JvsmtJ^Z|c4SS_ppFBeE*(93 z_WealaO?9*I8C4tb4*5PV;P6gf&Mk$#qelQEf+JJ__zHMr#tu9)!acl+qgl){*bLm zHfi0+HcC>5*Ct2-&&|!ygF(eDm-nyfcm8&)hp>&XVZ3@3GVhBhJ=kW>xDcPO6s;?y ze4hGVjICL~lb%$Px)nWU-^TAQA6Zq}I9tc^DfVY2yt|Hkv$vA~V*CqJ&?N8!GvG1EL{?&k3Ei z^O9zUXF*ws4^>)d0h(nToaDJ_#!W#J?;|mT;72Jcyh@HjQ#64g>|-A}1tm4>zPApB z@bS?_(Vfffk}Gpp%1vM2&QLffM#?)<)j%_ngx18TS~P-qK3_ zs zhMa#(V#MIWAbtbh2s#7*PRr6Na#B`g#3Ta&jEAvd^*Jb#go6YQR)FcL_=fm90z9@>%6Tw|Nl%q&JT#uxcz#N``;3+H(_UtjQ(XC7A1I|34h235Kj{o-skQM-7A18=cL7!ZPC`C1Zsf5rFfH}niU7rSScs5BVK}zs2+`Wly?%X@jY491j_5-spwOlx5>v1FO+>vIrq%xKnE6o-+ z;jaFXp@U!0kp|syR2SMi15C#wDKD1Wn@tyLY+*~A;J zi3AC}*E?xz^v1`-y))1E+H*>kD)iF}Z$CSqRz`|HQJ|9JO`jLW!#g>HoY*P13C@P3 zUl@Lz1=OAGpT<`P%T*ZXe+BRi%i-I6W2 zwHCeT*Vpv2GQ_>9AKFz<_bymB3SVVCWN~|gLrkbdyoek(NNxCx5tk0ZbypmAYBge! zYpEIA26_ke2sRl5b3Whgl3TqG8!|pYp}Xu$X}W~2lEvx2W~8U%eHq<9RG3wg-!LtM zZz+YdAC7DorL=obtt@-vXES>#r%H%^$*HxztohLuZ$*b4rv@BgVi-{Ue^P*VMM5%}w}T zp;DWrPnUw(Kf=emvJoHe5qy7KOm1 z=0GekY$Idzc7o!?S^BhN*K9V8DjTW#kHZ`bJkwyTBFxsJLY;Gql$_1#v)R>-sf-xr zncn#UtRo=U#LL>c$3VFGG%w@h(y?5pRIT&ifwE#2?M!X$=0s4{aP=2Ln8CP5fHY zLTsR{nLo3)vEq1gJ%=|k|`G+1jP>Z3}=zYmWJkL#)>%5^5; zwhpUrWOFEqCTz@z(@_5F2Op)6uzcKBrmQ?Wiks4JnG2s$;%2+~=7(z!{xRVo&`-_2)n?5PiT@;XvVx!e)GNa$A zq`{j%_~eB1%Xm(^X0AICF4L)qqm0mq=mf1`aK@Y<^{6PjQuq(96{9yLF@ zm3G&Hcq!(o7}S8}4ZrSc4?-uxC66e&_w<-p7^b&wJBJv8Iery|AS*4_RVEEpRt&cy z*iY-^(!i5a^iN^X_A_a(3SjHfw#X*W5&s}w>Ry4q?YVKfUB*rMzN@}?Oa^30r#(NG z&0T8Kp=8R~J=k+CbO5_UKR*Z4wLAuL$TwETit>2RKYcFj=2D}rn8T85>F((phFyhj zH(*zB333px8mD_PK1Bs^0VJw)SHn#RhN+oA0P9rLfNNNf+Ec2q-@ZD4=IIh^$&b&S zWlE8Z^0DApym_0=yq_Kpp)aZy`w)a$`{Ix(9Eerecy6hxgZi_C-;>%6(N!Bt|w8@R~qra)zKnP z?;ot7)dJPZUck#L$4RW%_+EIwwfL2rsd0q)J?)VV5=?+Sglcq*mWjjTuoiBSP}(B# zyAcwx#F(xkqy@adPQu4)>tsr+^0$*YbsGZc{kDPO+!Q=E~L4 zUNhq8NHgJU^|*!&O3s={ch0w5CfQPxUbQwo>-h`3Z1$C^tQ7I}}g zVkV%^zRzqe`udM@7a!`ETe4oPfG!8uxqJzT`BK{9fN@@@BCG!Jk*Iv__8l@i&oI;; z)QC!l8R5JT&28%k=Ch9^Y#C0$tZvg#Ob~1O$Sum~Xh^mZXa=j8M~~#F!nxSa*7n~RZT*YUv905Z46LdU)#kn*dIFC@W8eZ85F*D< z6=`z~9hNb%nM!cm^iqmAlw;z*u64gwJ9{)C61%MD3>kTH0D$viw=4MkIruN5}t<)nxfwN%zIeTlwfcpuxyIZH3h}tvd-)j$vr*O zogy)2na?SKGMbvxlmT9>_erM074T1d_El6LF0$1r?h!SrytZ?mA}wTbqAhi7Ef~y- z@6{OZz=@A-Hbx^fYk5JZIbn%Gv?W@3v9`TyoZty7$_breMT7BbuH{$A(I?!RUyqJD z6fhvyfUPY@oD^Z4Y38f?L>~y5ltM^Q+EAq=YUD;!px&_jG@Lo$xe=n9*>G!BC#<7;P|y#Q zC`;ltqM5XqzT`y8?;SMb@vSxqoe`WAnJ<&+ADnPC0L|kqyQRtGVpgFzcXZ5gEhPKF z<=v9QHWeQ`J9CK+Rj@7>xkAZ?(tfd|<#~S|ld3(=uI<2;=N!g&Bo$EKolp~&V$wgc z6p=NSof{Gs|5>zt4n^x`>gc+680{GA#X`|K?Y2M@o-T3v`GP3MEq#zw-1Y-Bfvp;n zQ5LG3tm_3q@5$X&=F*#PvJx0EV943%Nd+dm3*?$Sz}W#5K>$Z}yJF~xi-WP*kj+CJ zTw?E++DXWO&YNA|y{bg4rPu>;iV(^NC`PWPBK1!# zrQ6Y;tHM1Vwt{zi62lux3_SJpW`m<54sGylJ9Oh?#B_$>d+OA<*FUMqWE=HdnW*a9 zknGSvIOP5)%q6qGvP&tigM|Jl%(xR$K7far9OU`B19zX$9v_p4^q6a^CpIL6{yt0N{Y3O+v#!sPW$PX12S>#0qEr0k zIirj*cUGYPkXvr#J0EmpS0X3l_WV`GgJ#yH<_|5I=W$Z9$^D@MwKi&Z?J0(1*KuxW z#_kn!Q{EGCps;4FgSA!-m1k5Uo3%X&`6Vb^i4EVeq5db~WD0Yt;GQC=8bj*BscpFxRV>DRy$jgd_Ew8W@T`24^ z8@(v$AfM>ieo{{f8BKS#2&LwW&CR({SV*2e?ja6vOte-`9>gIz+S_xoJ4wt;u@{yy zkw0iTQ&1PI*2hJ~f)FfqrdkPosXuz}I^t`JUgo_*_^`v5BaTL-4@}!qhoCRnLt@F| zXQKhjE9>J8)lfS;KHHQ=ANK&Kb04?vk-e#Ydg}KslT-&m4Gqwauvflz%0w4f@a~#k zUsYP8#!b=Q#UNR({ERNNvU)}AF`!MgCYYW#N6|ME&P)Sp@ZHRR&xu1748#8AG}&Th{7g3vXkO~RO!EUg?pta??QUm-i1{5s{= z02de&8M~~21Dog+1YW=tz&eXdpX{w6;IzS3T?3;DW#i|T$mO1GDE7m%^aD?N_tVg- zWrFnxP^eCfav9TuIfHEw_9ccTO0O<-Fbl@rOghM0uC*v9DuAsvD^oDLz8YPJqx2}J z!gWfVwWnl>O5Lbu9!t2x3TuQIofqB9(&x%Q!|HX z^q0d-N!+3iT}>?wA$bI(_pK@}Dxe{p!jkobU-rY*z9yATp!^K!v_RleOHpiR^j$qY z;FpB)=}F=u6G;gqDdpZlDGy-H=Rzh=f6AA1Naykj4`=-7Sg=K6Oumz`*_MCkd0QoX zv;7#|SUdOw<@C{xE(mQ)-zmQN-fzOVhO$his(mk$ivgWH!isOdChsF}gO$gc{Jv=2 zWnm?{U7h_Z#W5aO8?Fr)MJ}QZ^K52C#;3qpsUY7Qm)6qSZojF}{W2>_HvB`3EW6!D zJTc2YZrby=7i)XzJ1t>4)BDo9Bj$NX{6h`W`6fIy*jK91hNyyWgEkb$gce#p^Rnqt z?07O{43R6wRF~wcc{u6=g*d=Sjw9a39+V4G6*I5lEHBXAAulO`=$L!hGct;_9o`{1 zERm+qjRmHbzi;NmpA=2VzuG5z0 z9}1FFfX>v(eBP{2J}^Fd5O)LWRhV6Fdn5=j7ujE`!oyV}(rQUd7q8)=5D!Jl9O?{x zi|bFPYYh8xpA9lf!S^)mZ|9G55ONc-p~;*UOMRROnrqq$5im(`C&ou)F9d5HUg20l zOscF&$RiVCWJ<;;tJGd%-OClLFY6H{)+Cc+Tb*S^r$1JAx^;|h0Bc92>u*u0Fi6?c zyqbuWbZG6Mp|)%yS3ZB6Ad{htxvM-{iA~a5o+P}=P0gHrQJGvO7-Lpl59!HVg`vfR z$KhlKE3%*(aZ*e#46-p_9a3B<+#>V%_3kCjd^j~7ujDO>Se;Z|`XZbJB{=$_ieE-Kc{_tO> zzh|!hkNo%Vg0hU{iO8v=l!6B$CwZ6JpGAwH$Jl0b#C2=M8g0DqB0 zJfTj6q6&Y7^vtn$&b7DMQRXX;RYFsO)6>>5r>EZg+VhwuLaVVgX~|iXgP^&=3_C*^ zyD*?U8*?(qA350pTo{NLUq5ERo$yOt0Ei7<9gi5a`bO{LOdS|n?3cxF`yhHDXv~@W zN8r2!0A*1?%1Qu#07UpOZom^ae9%e&^WPtFQ-1mEd7%PCUi?63=(YURbBi!yt%rJ2 z{P48E{D+4oBEEQF$_n7rh_FIGLg=%wfJ9mmVDEt^=|K9vCaA1osVsCOUpC>06J0v zs4xj}Apmk^L7+GiYQZm@LG+N1O3@L%U+v~-(D>hE8bDItk}KEK`TzmGFfs5q*Xp9^ z0fq>EJA6Pb!Qw(YL2xJEO%whNMBh{{x%nS>z+btq=C2+eU#8+WQ5oN(P(lPeKfdpf z9?l|(%(vl%(f}TOLo^AeNYUV#h1rR`6~0dw2YbPp@*-SGPG0B`<9Rhl0D>AA5W(Eu ziIVvaG_zpR$PlCHhhFffamoGAlWuNaHXD1qg9w5>;c+o}fqA}M3BZN!ucfUDcF~U; zP7~r%0QJ?Wso{mq84So^cJhN5oJD~@ROtaw#fTdD|xJ;^U_#CUR6lnW$i4V=_+lM%Q0H8 zL-M+cGvjDl0z|{<{^Yu`mT9U_%#4tl&^FkacIclZ*Hl@&UT=^@AeIK zbqM z+pM~x50UvmcY{!J0kONkWzu;3T#lWl8yN^Wzt!23SKjDKm}rRZ;yN8JWF9T->d(=1 zrNERPHxjHAF?-=`oCk?&AEC$!?4(K?^@Pya$N-sxOEpz3IGx}sag;?|Y@n-dpB$AX zZRgQPv&e;l)HE#VG}!EATbU*wi~N|V=qJe$*wox0cRFnuH<QHhSEC^_-x?+dke z+iQtdhRNv3;sU6B2pV1S*a1zk=jz$Z=@^<*mFkRQR6+Ey$y$|^^@S@-QCc^xQccUk zD9?%g;n8y_-rv|SE#35;d6&0~_NL*ushxI$ZK)+gwnj&YCsZO085+nltZMRnd|bxP z_Lpj^+|F6|{em%zonjHx=f7+{vJ(J~Z!Jgc(ak@`77||fmGbvy?myarK1;Wp;G$h# zDF>m`6F^n%fPX&BH-R|UR8Dkaq>t%0r!OWtKy7=}(U+f;aBA?bf9GiX=cm&F?lT{$ z@$~}!?zqdI|?Ous7_z@Me9|7>~e89>VzSiJy&MuJLr`*+!JcYp#dnsy5AtL{xvjmpfFfTVjsj%7m`SvJewrtkBdI__j z%F`jm!!^i3N<06K2+um4zJlrWV*xhp=XC?by?0>fbt|Do;KMLXn?mi+w>!NJiu!x z-%Tx%d}kTF(@8LcQSalt?)!`e6mbbD78tt6hc(;Tg<##0C-;`rMV?!XJ+n}DA#7Eb z+eFD-Cp#*rMjRTWDS(>WS_6G_4J^Vs)_MAhWiJmy;b`R0AV3uNN#Rmj;>xwBR>zB9#;l-sB?2IHZ7jl} zJjIr&eTj5B?XI4Y>Ybfmm@~d2##D0UEgM%H2j!rH%_)oz1$oui3cfm8+L%VUNnj5h z67$i)fs2eb#_M$$)Lu)B&Eq-m3+znSn{{TqIzFsHzjKUd=W{a6)AvBRB#fKIu^zCZsKXHgk#SlYtVR%vb zmE>JKUHrhUm`c&am0b7Q+{<_>;vCxn69oTd17aPXyM|XDt}nKLxI?9szM9aY^~rx~ z;gqV&r{=fgy$ZvRw(bO`LZ>L*7P`|#LUXwo7E#Ncjmm9c+Au|S<|-sKM9n3whL<); zh4jjZ125w`lNDE0y6SwFq*gk>%}-jOM;Ftrlx1F(J#pnh+?Wznd*@!>8c`n|6(()* zWb)9s?8n@CiD`a$Yn&HWCzGqYdNKQoY(C5n+VdAW-WJKsbc<6~Ix{RmHGwWkCbD zx$sk)GN(NpYtF=LpoC+iRboR5#|q71y7=DyaA>)HwrCE+Z54|iOkHj~R!5hCdwb{x z^xTo4RDEFAeI}<5GIjp3u{?7-2%XJEw=*AIp@}ekLEB3Fik;@eVmHHOvT&>;Zp5#v zOR?J7{UZC<`~9wmC|f(j<_i_`$8m--DT@5w-mLyLvp*u896t^AgoM@koyn*goDV~F zyeyxU#e2Bc9ZwGc7qUb>^W;zjJ)Nr)UsDOkS4H(kN~7J$(VPqjE`rUYeQ-7;4T3Ha z=*$ki*vcACrWpAXvr1OPD*w&f7C)+`q;Os5fhbr5Y@12*?M~Lg^A1shHQj;{xSfzs zVsOKSzFmTz16O2 z8+J29&VrxYt!`3AzY|aHV*m@=)KVX{=(+}ZFrU!DUZO^of+sZypNr@sMH(OrL-~Cz zOkJt_Eo-YA13Hrj;dgMw3^RDo$IMzp3{Q2E>r9lil3G{bzlxgBc(}8wW#61#sN&d| zQXH%MvgL}b@+;S$Zqa$m={TtAO^S&JZGXjoz4-tRC-so-<)a-&7vhQa{vO{k(&557 zKBmHmtDuygufK=k@ky@VsqR3-D%9975AH#AU@iuGv(sZY&@Y;uF2HMj;BiZWRcvl2 zZIe5@6iXqkQ91f;Q=E}eh*IySwx&oklM_ThyrpPitWJ315%J8ZVPKHv=B}*EO=d@G z|Bj~GLe_YU1m~NdFwHnPF=UJT$|2s?BsnYK?H2!Fa7!r!quX-(#U74$|Nh&FDjp?G z;Bk5WT!Fg+F@nYtY%J5=PSah+2z^|jx(1e~Ab(MeuWOJc5Rm!klRu+vLZzr)C2QWZ zyzDd^enU>!bev9+H6ea<9y1Wo{ABHr_=j0$cN|W*`8eKb)Si`M@N?k+8`cHLThKjN z8x`Gyr8KbJD!H2NMnad%He$QXM}TOW>VC#8VdL`V6~1c>r}&>-3?GSS#>cr3$(0>7 zCbq`d5NxSdtAMoZHr!`x5^!KE)lEX{CZ=t{CPsyvc7t2}b-{}I#7MHb=3vfH>^%tC zR%sjNQjh&SvSd4Rx+mM91DJAgK|uMH*mZ}4O%DRzX(t0~HObsL-6(f<@{`8MLPSn% zNAnK88t*ol_*te3wH-+AJWv;3IUp~REOIr9?L$DA`BwIwp=cJ;XUiRwcsUPEMPC1W+^$mhk`8oecE`2_?@5HMl$(B zWKsIs%e|Dh#rC_G>A{wK_ye7+*nCL|KHj3N*KAz%d0U>thQ0h#pxx==l`@p*{m2YD zBlIn$XliFqr3Kb3gMuqD;}lKi+mwHM?*W;Ke3FG2^(6q7;*Y{7dLagOF04s8%3bF# zQBRLVlIbZ`l*rTO>nEi5N6wDrdPJ{Tx{PaUJ}{7xdg{eA3tjU#+G(k_91h-AlUrE< zjQhUKl7!y5l&|HE`|XsU^_~0Tkm?%IX5m}AHJ3SVM7mX$=VzI0D36{Lo~gR?;pFvB zZCj!lBJoCQuF zwPM?=kB=)P$&TQ=>1SgHR3!vsZp@Z396{*Gio%S{>}7O3x$+&&dFp5FCBE6Pki0=G zx@)b@X2cRR3boIJVy^DDTskH0T_XPSkZutHb~z`^fn&Kbp|oH>(E6kZS9PO;pORl# z2Tr>jpO?|~1IO&#&eyfZFtZS$RK3lgW;BxfT|??>Dg*cFoa4FVw`e~Z8-IqUm)xo{ zFEni~B9y)EJX~rw*-@%I&i28WMY(4Sm6Q598!*!k80!~yqwYQ=+s5R73jk%x6Xagg z32&V}U=LQ@G--n(yPJWNy`B!nt#mB+S?ezIpXOX&l&*}bmeLfc+2s~dv&~a5jtpE? z_X^S7adhMNqjN5uO?ms2RpSoBUT4jBnXQqY^of6DfJ)YO#@&fX1odg=1}JTY95(Yy z)Wb!_Er4YtZ_S3%Dqezun~swCbNRc`n2Q+LQ=HZl)veNrt+H~=>AIe!bV>ge=O zZXETw^IB=o0V%{;5bl4)^`#mxJt?Bt7y{B-kFN12$=#pR^^|SZC2DdU+IuATTIr$7 zDU1zjUAE*G&M!!3tdFF9dpr%x zlHIiCS{}Eka%*jSUugCOz;l`zB_)8&o@DB&GHWls@=QMiu5yU2#hzWrMc(j4c2u}N zSxOByV3<&9e#krjTskU0a~&Uvr@h%-uNCv-?eJFV#X)jZZ+R0jhULxqpuGKPFeHu8 ziV1dOtqD-3q**NW^z|5!R6n0!ASN@vuRWD7;!fNKL=zb|(q*y`$nZ z*=K>)x16Y6RoK+*E$?1@j#S5T9+6{{%ZsrwoRZT214F(>qXZ&DT9ulovziGaU z;cP`%vwkYY)L$Pbn>#$CsPMWbjlmlKTCT=^@CB49W&}zXrXjg!mt8W2rbgx39P@e| z4mb4f+?+lYS?o9rET{!KZdRgG^9U*Nio%I@OFY5cVi`XyS5$4cy|H5Jm<2E?5%bn` zF{~HeS6cJG*n6v(JhXM;8YphX-QAty?(XjH?oNw)vEop?xVyW%ySux?PrLTod#!W! zk?-cuxoE=8oFS7rL*C>~M#eK7Dg!RLwFM%dQ+>yZZz>L4>qmJWKjng-rpG;mELC24t4&WKq&6SbAR8>BX5;Ns(d6ad6y-Y)jjQ$3h8>2Bvi6GCKBh-Z#@jW8U$YSr ztCrR97dwW6v|ro$ccA+{V;ZpiydpDn`!PwdJA|iD8{6n1OC=; zwk`sh)3PsyPWAYihVi<}qa*7C1e8R+j-4V5-=)wKdvi5%6KtRnG@8Vq@6LYNU%4y% z@hL2ihU(isrJO*aEeLE_b!X%p6ghIvnrt6NsR_3lv>5cNP9?p0`TnDu&k4dBRmnh* zu=~yBwB(Ahtkyn5;1ww|T&fsKU3=L_BViX1uzr*2KFjbyo|OFi$RKo5MYc498558u zx~#zd1ws6eaZy^^EupgZ5c&*!&?qk}mZd~G=r|!|rW|{vlPfTL8?rMRY_xbnPFCi0 z)%^~x;R}3OE`$q}gDp873+L`0jAJHQ^~6==NLh(h5p^wg-`siWQH3-KGLXRDHYT@_ zJf9*jsYc|*nfsHM{55llL%V6b?wFe@{581mvv<^UzRs|;73>mO$d1t;+(ATt%PBH_ z30Hei_X}3uy=Tz-Cg0~?;USxB8?BO4vNknYH$S+{0k$S{;Q6K(QWf#m@Zfyj#v+{v`u#- zXcKi9UHG;jnO*vMMi+TW7;v%oY`?;S_u zxb{J!JBVAyvGGY)rRuo$ISQ>+xkNGUM)5-2v^+X+E{w^6#sMAkvyF%!yP|F2mUODe zz#ZN|ak$vhm9H&>05O{USUj!GpcmtdRjJ_t=RikORv;m9_}N2iE$9P}++tjdQtM-Y$SdWyMV1~# z3R2pA=AeR=76t`Eakz0PL)V_l>gOFcI;G^4%9%Bg`Z*7tiXC@szG5OGf&zG}VrisU8w@l^VWKg=q7dOuSv>W+-s)-* zHjcgup-$_9KE8fCvGOJew7(&t&M(1D4`lH=iZ^$fQjKm;}-C7`w0;_rAp!- z^*_4yF|F2YbIczZtxe=yCXUVdoF`9bA^PpJ#o3C6%!So135VQ+CZt)8oTDM5W*@Vu zG-BCVimS1`zk!!QxuB#4&j^C#g1pNPPTIB+!l+)1dI~C3`wnNsK_; zduM^oQ5lC)U3$Ukb#nS8syvX2S_|1@yr6~mzK zlE@_?5~oI3OPY0j8a*D4;L`eP$3_GCm|ZHPvOIiVadIQrT|}*n#7xogqnACI0?55iVvN~(yvPx4dDu-(8`{3*X@>6BTm zGI<={ttV~we;!*6-c5BF3;`0L!isY$jb9B)*T&ek|0@nzyl8mLQ)qRs*C z1l!A5p&s8MG8!r2c&i!JoY@ZnZsp9@ZbicSPBkR9Z++UpT=Ponbr+8UTe+#<51>N6*?r%Z&x1jr5(ETmw{uXq93%b7r-QR-lZ$bCBp!-|U z{VnMJ7Ic3Ly1xb8--7OMLHDI^}i5w-$xU_v&#Q124-UYi=g{+@m~wN zzYhMBjQ-0c{`V00?^pbH2>Abmpv&}!X!{rb`)lXVSN_R=-={kNo&PfZL%;ne|7H5y z2USW`S3=Ap)ho(|IoZ zW#|@kyc@b+?}qNh1;BR%07Z3J3PP~Y0Gn{ZRKE;eO0XXtp3&02t!Ur<_z0W%o(s{& z0H`K=kpD1r0cgN^jf{*0y>Y?f{$c1o(xp=VVdw%#zK??jLOr*E17gv%W0hf}n;#pK zfeySx>C)9g0u}<`AsR)d<8vh}Zv`j)Y3Ks{GIXK4KPEO1w7exs(T}q7{4#WLej2(` ztm}Tx{J#v{f?6Ei{Se+ah}kDZJfLSG7yx9ySD3rG14cZe$2&bVtVlk$&T&A|YN++_ zYhHjr40nB2pHy%F0gg0~PR?d}e@ER`x*V|KXt;9@JGAeameB3sNH0ohELdUJ-ELuS zgj}N(z!@EIqRJv11^TjNz!-Zl>_u`gA@9iqG)sVc7mbw(G#;kcu|@O{XM67Kj)6Wz z%Sd7O2fXSTUmkd1#C_ZpC?GIVK0G*dHE`c^Ah=gsm2>oZHD6L7RtNsEVgF~pi*z)Z z_9R�Rdai@LUYwYMcp~w*!?U>7*4m^Uj+t< z2T9Dy>CJLtgR3XHaq1rw$if%ZrUl+P{>(9TXv*4qVAf-C@YbHN2EfaP=U)wAa={DzW;H zC=zH*YZN4gH)Stp=puN}@V4XkWT4(JkxN4yHn)`VY|nzIPuoHFsMHL=LKj=}!WjbU zmx>*GY8#C6TszaJpB~4c4uP7)5tm8tXXeWKvkzkybd(EHUXh!wm