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S1MultitempClass.ipynb
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{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"s1multitempclass.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyNvCKm/9f2+EUlvmBoSIw3y"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"markdown","metadata":{"id":"pJrMq0aNrF-u"},"source":["#Land cover classification with Sentinel-1 time series\n","## Mort Canty\n","##ZFL Bonn, March, 2021\n"]},{"cell_type":"markdown","metadata":{"id":"4xFjivyNFe7U"},"source":["## Context\n","A big advantage of SAR satellite imagery over its optical/infrared counterparts is of course weather and solar illumination independence. But for land cover classification, SAR data are relatively insensitive to vegetation/crop differences. This can be at least partly compensated by making use of time series of SAR acquisitions over a complete growth period. In this part of the course we'll examine this possibility with Sentinel-1 images collected on the Google Earthengine. There are many alternative classifiers available, such as Bayes, random forest, support vector machine, etc. We will choose to work with a neural network, essentially because of its flexibility, but also because we will continue in the next part of the course with deep learning (i.e. neural network) methods.\n","\n","### References\n","[Géron (2019) Hands-On Machine Learning ...](https://b-ok.cc/book/5341845/f49201)\n","\n","[Canty (2109) Image Anaylsis, Classification and Change Detection ...](https://www.taylorfrancis.com/books/image-analysis-classification-change-detection-remote-sensing-morton-john-canty/10.1201/9780429464348)\n","\n","[Moreira et al. (2013) A Tutorial on Synthetic Aperture Radar](https://elib.dlr.de/82313/)\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"hAvrVfEq78vr"},"source":["## Statistics of SAR images\n","\n","Before considering the problem of classification of SAR images, we will first have a look at their statistical properties.\n","\n","https://developers.google.com/earth-engine/tutorials/community/detecting-changes-in-sentinel-1-imagery-pt-1\n","\n"]},{"cell_type":"markdown","metadata":{"id":"cClM-tAWSnuS"},"source":["## Preliminaries"]},{"cell_type":"code","metadata":{"id":"ZdyBUBN4F1IA","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611928861943,"user_tz":-60,"elapsed":18190,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"1bce0857-91f8-4574-8865-4842a9a49625"},"source":["#@title\n","import ee\n"," \n","# Trigger the authentication flow.\n","ee.Authenticate()\n"," \n","# Initialize the library.\n","ee.Initialize()"],"execution_count":null,"outputs":[{"output_type":"stream","text":["To authorize access needed by Earth Engine, open the following URL in a web browser and follow the instructions. If the web browser does not start automatically, please manually browse the URL below.\n","\n"," https://accounts.google.com/o/oauth2/auth?client_id=517222506229-vsmmajv00ul0bs7p89v5m89qs8eb9359.apps.googleusercontent.com&scope=https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fearthengine+https%3A%2F%2Fwww.googleapis.com%2Fauth%2Fdevstorage.full_control&redirect_uri=urn%3Aietf%3Awg%3Aoauth%3A2.0%3Aoob&response_type=code&code_challenge=5JBqPuyFPvoQlNWlFMSba3uXuFHuEpt4v11rquLhiBk&code_challenge_method=S256\n","\n","The authorization workflow will generate a code, which you should paste in the box below. \n","Enter verification code: 4/1AY0e-g6VuAUbx7aaxM_EYpxVLXWEtSPKZmFsxrXUBurQbQvZK03m9puNs-c\n","\n","Successfully saved authorization token.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MW6GT3VWFlqt"},"source":["#@title\n","import math\n","import matplotlib.pyplot as plt\n","import numpy as np\n","from scipy.stats import norm, gamma, f, chi2\n","import IPython.display as disp\n","%matplotlib inline"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"l1iCQUIDH6wR","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611928890713,"user_tz":-60,"elapsed":23960,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"9c007c26-ebb1-4bc9-c91d-4b7088cb05f0"},"source":["from google.colab import drive, files\n","drive.mount('/content/drive')"],"execution_count":null,"outputs":[{"output_type":"stream","text":["Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"X7Z-Enl6Id4n","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611928890717,"user_tz":-60,"elapsed":1624,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"6728886b-b749-4e58-e2ec-f5118404799d"},"source":["!ls -l /content/drive/MyDrive"],"execution_count":null,"outputs":[{"output_type":"stream","text":["total 24\n","drwx------ 2 root root 4096 Jan 9 15:58 'Anyfile Notepad Files'\n","drwx------ 2 root root 4096 Mar 23 2017 backups\n","drwx------ 2 root root 4096 Apr 1 2018 'Colab Notebooks'\n","drwx------ 2 root root 4096 Jan 14 15:28 EarthEngineImages\n","drwx------ 2 root root 4096 Jul 7 2020 gee\n","drwx------ 2 root root 4096 Jan 9 14:41 scripts\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"NqcghIcEIWnZ"},"source":["#@title\n","# Import the Folium library.\n","import folium\n","\n","# Define a method for displaying Earth Engine image tiles to folium map.\n","def add_ee_layer(self, ee_image_object, vis_params, name):\n"," map_id_dict = ee.Image(ee_image_object).getMapId(vis_params)\n"," folium.raster_layers.TileLayer(\n"," tiles = map_id_dict['tile_fetcher'].url_format,\n"," attr = 'Map Data © <a href=\"https://earthengine.google.com/\">Google Earth Engine</a>',\n"," name = name,\n"," overlay = True,\n"," control = True\n"," ).add_to(self)\n","\n","# Add EE drawing method to folium.\n","folium.Map.add_ee_layer = add_ee_layer"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"YtBK8zh8DsIO"},"source":["## Feed forward neural networks in a nutshell"]},{"cell_type":"markdown","metadata":{"id":"CsvlJocyhY6d"},"source":["![ffn.png](data:image/png;base64,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)\n","\n","\n","__Biased input vector__:\n","\n","$$\n","g^\\top = (1,g_1,\\dots,g_N)\n","$$\n","\n","__Sigmoid activation__ function (hidden layers, classical):\n","\n","$$\n","n_j(g) = {1\\over 1+ e^{-w^h_j\\cdot g}},\\quad j = 1 \\dots L.\n","$$\n","\n","__Regularized linear unit (relu) activation__ (hidden layers, more suitable for TensorFlow's autodifferentiation and for deep learning generally):\n","\n","$$\n","n_j(g) = \\max(0,w^h_j\\cdot g),\\quad j = 1 \\dots L.\n","$$\n","\n","__Softmax activation__ function (output layer):\n","\n","$$\n","m_k(n) = { e^{w^o_k\\cdot n}\\over e^{w^o_1\\cdot n}+ \\dots e^{w^o_K\\cdot n} }, \\quad k = 1\\dots K.\n","$$\n","\n","To quote from the classic text [Neural Networks for Pattern Recognition, Bishop (1995)](https://www.amazon.com/Networks-Recognition-Advanced-Econometrics-Paperback/dp/0198538642):\n","\n","_[two-layer, feed-forward] networks can approximate arbitrarily well any functional continuous mapping from one\n","finite dimensional space to another, provided the number [$L$] of hidden units is sufficiently large. ...\n","An important corollary of this result is, that in the context of a classification problem, networks\n","with sigmoidal non-linearities and two layers of weights can approximate any decision boundary to\n","arbitrary accuracy. ... More generally, the capability of such networks to approximate general smooth\n","functions allows them to model posterior probabilities of class membership._\n","\n","\n","__One hot label encoding__ for training example $\\nu$ in class 1:\n","$$\n","\\ell_1(\\nu) = (1,0,\\dots, 0)\n","$$\n","In class 2:\n","$$\n","\\ell_2(\\nu) = (0,1,\\dots, 0)\n","$$\n","and so on.\n"," \n","__Categorical cross entropy__ (loss function) for training example $\\nu$:\n","\n","$$\n","E(w^h,w^o) = -\\sum_k\\ell_k(\\nu)\\log(m_k(\\nu))\n","$$\n","\n","The loss function in minimized over batches of training examples with respect to the parameters $w^h, w^o$ using __gradient descent__ and __backpropagation__:\n","\n","$$\n","w^o \\to w^o - {\\partial E\\over \\partial w^o}\\delta,\\quad w^h \\to w^h - {\\partial E\\over \\partial w^h}\\delta\n","$$\n","\n","where $\\delta \\ll 1$ is the __learning rate__.\n","\n","When training is completed, $m^\\top=(m_1,m_2,\\dots,m_K)$ is interpreted as a __class probabilty vector__ for a given input $g$ and its class is predicted as \n","\n","$$\n","k = {\\rm argmax}(m_1,\\dots, m_K).\n","$$"]},{"cell_type":"markdown","metadata":{"id":"d9v9nkqDXhh5"},"source":["#### A Python object class for supervised image classification with NN (TensorFlow)"]},{"cell_type":"code","metadata":{"id":"DF22IwbB6Vvh","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929060150,"user_tz":-60,"elapsed":2004,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"61b559d5-5a30-4db7-e7e4-45e0eb1758b6"},"source":["import numpy as np \n","import pandas as pd\n","import matplotlib.pyplot as plt\n","import tensorflow as tf \n","from tensorflow.keras import layers\n"," \n","class Dnn(object): \n"," '''High-level TensorFlow (keras) Dnn classifier'''\n"," def __init__(self, Ls=[10], n_classes=10, learning_rate=0.01):\n","# setup the network architecture with sequential API \n"," self._dnn = tf.keras.models.Sequential()\n","# hidden layers \n"," for L in Ls:\n"," self._dnn.add(layers.Dense(L, activation='relu'))\n","# output layer\n"," self._dnn \\\n"," .add(layers.Dense(n_classes, activation='softmax')) \n","# initialize \n"," self._history = None \n"," self._dnn.compile(\n"," optimizer=tf.keras.optimizers.SGD(learning_rate=learning_rate),\n"," metrics=['accuracy'],\n"," loss='categorical_crossentropy')\n"," \n"," def train(self, Gs, ls, epochs=10):\n"," n_split = (2*ls.shape[0])//3\n"," self._Gs_train = Gs[:n_split,:]\n"," self._Gs_valid = Gs[n_split:,:]\n"," self._ls_train = ls[:n_split,:]\n"," self._ls_valid = ls[n_split:,:]\n"," try: \n"," self._history = self._dnn.fit(self._Gs_train, self._ls_train,\n"," epochs=epochs,verbose=0,\n"," validation_data=(self._Gs_valid, self._ls_valid))\n"," return True \n"," except Exception as e:\n"," print( 'Error: %s'%e ) \n"," return None \n"," \n"," def history(self,sfn=None):\n"," pd.DataFrame(self._history.history).plot(figsize=(8,5))\n"," plt.grid(True)\n"," plt.gca().set_ylim(0,1)\n"," if sfn is not None:\n"," plt.savefig(sfn, bbox_inches='tight') \n"," plt.show() \n"," \n"," def classify(self,Gs): \n","# predict new data \n"," Ms = self._dnn.predict(Gs)\n"," cls = np.argmax(Ms, 1) + 1 \n"," return (cls, Ms)\n","\n"," def test(self, Gs, ls):\n"," m = np.shape(Gs)[0]\n"," classes, _ = self.classify(Gs)\n"," classes = np.asarray(classes, np.int16)\n"," labels = np.argmax(np.transpose(ls), axis=0) + 1\n"," misscls = np.where(classes-labels)[0]\n"," return len(misscls)/float(m) \n"," \n"," def save(self, path):\n"," self._dnn.save(path)\n"," \n"," def restore(self,path):\n"," self._dnn = tf.keras.models.load_model(path)\n"," \n","if __name__ == '__main__':\n","# test on random data \n"," Gs = 2*np.random.random((1000,3)) -1.0\n"," ls = np.zeros((1000,4))\n"," for l in ls:\n"," l[np.random.randint(0,4)]=1.0 \n"," cl = Dnn([10,10],4) \n"," if cl.train(Gs, ls):\n"," classes, probabilities = cl.classify(Gs)\n"," print( classes[:10] )"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[3 3 3 3 3 3 3 1 1 1]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"01Hat7XBXokt"},"source":["## Refined Lee speckle filter\n","\n","It will turn out that the quality of the classification result is considerably improved if the images in the series are de-speckled first. We'll use the _refined Lee filter_.\n","\n","Recall that the observed signal for an $m$-look SAR intensity image is _gamma_ distributed and can be expressed as \n","$$\n","s = a\\cdot v\n","$$\n","where $a$ is the underlying signal strength (reflectance) and $v$ represents the multiplicative speckle, with mean value $\\langle v\\rangle=1$ and variance ${\\rm var}(v)=1/m$. Therefore\n","$$\n","\\langle s\\rangle = a \\langle v\\rangle = a,\\quad {\\rm var}(s) = a^2{\\rm var}(v) = a^2/m.\n","$$\n","The objective of the speckle filter is to estimate the true signal strength $a$ in a local window which is moved across the whole image. We'll call this estimated or filtered value $\\hat a$.\n","\n","Let the mean signal in the window be $\\bar s$. Assume there is a linear relation between the contribution to $\\hat a$ from the mean $\\bar s$ and the signal $s$ at the pixel location,\n","$$\n","\\hat a = \\alpha\\bar s + \\beta s.\n","$$\n","We would prefer that in very uniform regions of the SAR scene, $\\hat a \\approx \\bar s$ whereas in rapidly varying regions it is best simply to say $\\hat a \\approx s$.\n","\n","The Lee filter is obtained by minimizing the mean square error \n","$$\n","E = \\langle(\\hat a - a)^2\\rangle = \\langle(\\alpha\\bar s + \\beta s -a)^2\\rangle\n","$$\n","with repect to $\\alpha$ and $\\beta$. This is done by solving the equations\n","$$\n","{\\partial E\\over \\partial \\alpha} = 0, \\quad {\\partial E\\over \\partial \\beta} = 0.\n","$$\n","The result is, see [Canty (2019)](https://www.amazon.com/Analysis-Classification-Change-Detection-Sensing/dp/1138613223/ref=dp_ob_title_bk) p. 193 or [this ESA document](https://earth.esa.int/documents/653194/656796/Speckle_Filtering.pdf):\n","$$\n","\\hat a = \\bar s + {\\hat{\\rm var}(a)\\over \\hat{\\rm var}(s)}(s-\\bar s)\n","$$\n","where $\\hat{\\rm var}(s)$ is the local variance of the signal in the window and $\\hat{\\rm var}(a)$ is the local variance of the underlying signal strength. The latter is given by\n","$$\n","\\hat{\\rm var}(a) = {\\hat{\\rm var}(s) -\\bar s^2/m \\over 1+1/m}.\n","$$\n","The $7\\times 7$ window in which mean $\\bar s$ and variance ${\\rm var}(s)$ are evaluated is directionally sensitive and edge-preserving. The masks define the most homogeneous part of the window.\n","\n","![directionalmasks.png](data:image/png;base64,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)"]},{"cell_type":"code","metadata":{"id":"CTjfQvH1BCgE","cellView":"form"},"source":["#@title Refined Lee filter code\n","# Refined Lee Speckle Filter for S1 images only\n","# Created on 03.03.2020\n","# Transcribed from Guido Lemoine's 2017 JavaScript implementation on the GEE\n","def rl(img):\n","# img must be in natural units, and single band\n","# Set up 3x3 kernels \n"," weights3 = ee.List.repeat(ee.List.repeat(1,3),3)\n"," kernel3 = ee.Kernel.fixed(3,3, weights3, 1, 1, False)\n","\n"," mean3 = img.reduceNeighborhood(ee.Reducer.mean(), kernel3)\n"," variance3 = img.reduceNeighborhood(ee.Reducer.variance(), kernel3)\n","\n","# Use a sample of the 3x3 windows inside a 7x7 window to determine gradients and directions\n"," sample_weights = ee.List([[0,0,0,0,0,0,0], [0,1,0,1,0,1,0],[0,0,0,0,0,0,0], [0,1,0,1,0,1,0], [0,0,0,0,0,0,0], [0,1,0,1,0,1,0],[0,0,0,0,0,0,0]])\n","\n"," sample_kernel = ee.Kernel.fixed(7,7, sample_weights, 3,3, False)\n","\n","# Calculate mean and variance for the sampled windows and store as 9 bands\n"," sample_mean = mean3.neighborhoodToBands(sample_kernel) \n"," sample_var = variance3.neighborhoodToBands(sample_kernel)\n","\n","# Determine the 4 gradients for the sampled windows\n"," gradients = sample_mean.select(1).subtract(sample_mean.select(7)).abs()\n"," gradients = gradients.addBands(sample_mean.select(6).subtract(sample_mean.select(2)).abs())\n"," gradients = gradients.addBands(sample_mean.select(3).subtract(sample_mean.select(5)).abs())\n"," gradients = gradients.addBands(sample_mean.select(0).subtract(sample_mean.select(8)).abs())\n","\n","# And find the maximum gradient amongst gradient bands\n"," max_gradient = gradients.reduce(ee.Reducer.max())\n","\n","# Create a mask for band pixels that are the maximum gradient\n"," gradmask = gradients.eq(max_gradient)\n","\n","# duplicate gradmask bands: each gradient represents 2 directions\n"," gradmask = gradmask.addBands(gradmask)\n","\n","# Determine the 8 directions\n"," directions = sample_mean.select(1).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(7))).multiply(1)\n"," directions = directions.addBands(sample_mean.select(6).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(2))).multiply(2))\n"," directions = directions.addBands(sample_mean.select(3).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(5))).multiply(3))\n"," directions = directions.addBands(sample_mean.select(0).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(8))).multiply(4))\n","# The next 4 are the not() of the previous 4\n"," directions = directions.addBands(directions.select(0).Not().multiply(5))\n"," directions = directions.addBands(directions.select(1).Not().multiply(6))\n"," directions = directions.addBands(directions.select(2).Not().multiply(7))\n"," directions = directions.addBands(directions.select(3).Not().multiply(8))\n","\n","# Mask all values that are not 1-8\n"," directions = directions.updateMask(gradmask)\n","\n","# \"collapse\" the stack into a singe band image (due to masking, each pixel has just one value (1-8) in it's directional band, and is otherwise masked)\n"," directions = directions.reduce(ee.Reducer.sum())\n","\n","# var pal = ['ffffff','ff0000','ffff00', '00ff00', '00ffff', '0000ff', 'ff00ff', '000000'];\n","# Map.addLayer(directions.reduce(ee.Reducer.sum()), {min:1, max:8, palette: pal}, 'Directions', false);\n","\n"," sample_stats = sample_var.divide(sample_mean.multiply(sample_mean))\n","\n","# Calculate localNoiseVariance\n"," sigmaV = sample_stats.toArray().arraySort().arraySlice(0,0,5).arrayReduce(ee.Reducer.mean(), [0])\n","\n","# Set up the 7*7 kernels for directional statistics\n"," rect_weights = ee.List.repeat(ee.List.repeat(0,7),3).cat(ee.List.repeat(ee.List.repeat(1,7),4))\n","\n"," diag_weights = ee.List([[1,0,0,0,0,0,0], [1,1,0,0,0,0,0], [1,1,1,0,0,0,0], \n"," [1,1,1,1,0,0,0], [1,1,1,1,1,0,0], [1,1,1,1,1,1,0], [1,1,1,1,1,1,1]]);\n","\n"," rect_kernel = ee.Kernel.fixed(7,7, rect_weights, 3, 3, False)\n"," diag_kernel = ee.Kernel.fixed(7,7, diag_weights, 3, 3, False)\n","\n","# Create stacks for mean and variance using the original kernels. Mask with relevant direction.\n"," dir_mean = img.reduceNeighborhood(ee.Reducer.mean(), rect_kernel).updateMask(directions.eq(1));\n"," dir_var = img.reduceNeighborhood(ee.Reducer.variance(), rect_kernel).updateMask(directions.eq(1))\n","\n"," dir_mean = dir_mean.addBands(img.reduceNeighborhood(ee.Reducer.mean(), diag_kernel).updateMask(directions.eq(2)))\n"," dir_var = dir_var.addBands(img.reduceNeighborhood(ee.Reducer.variance(), diag_kernel).updateMask(directions.eq(2)))\n","\n","# and add the bands for rotated kernels\n"," for i in range(1,4):\n"," dir_mean = dir_mean.addBands(img.reduceNeighborhood(ee.Reducer.mean(), rect_kernel.rotate(i)).updateMask(directions.eq(2*i+1)))\n"," dir_var = dir_var.addBands(img.reduceNeighborhood(ee.Reducer.variance(), rect_kernel.rotate(i)).updateMask(directions.eq(2*i+1)))\n"," dir_mean = dir_mean.addBands(img.reduceNeighborhood(ee.Reducer.mean(), diag_kernel.rotate(i)).updateMask(directions.eq(2*i+2)))\n"," dir_var = dir_var.addBands(img.reduceNeighborhood(ee.Reducer.variance(), diag_kernel.rotate(i)).updateMask(directions.eq(2*i+2)))\n","\n","# \"collapse\" the stack into a single band image (due to masking, each pixel has just one value in it's directional band, and is otherwise masked)\n"," dir_mean = dir_mean.reduce(ee.Reducer.sum())\n"," dir_var = dir_var.reduce(ee.Reducer.sum())\n","\n","# And finally generate the filtered value\n"," varX = dir_var.subtract(dir_mean.multiply(dir_mean).multiply(sigmaV)).divide(sigmaV.add(1.0))\n"," b = varX.divide(dir_var)\n"," result = dir_mean.add(b.multiply(img.subtract(dir_mean))) \n"," return result.arrayFlatten([['sum']])\n","\n","def refinedLee(img):\n"," return ee.Image.cat(rl(img.select(0)),rl(img.select(1)))\n"," \n","if __name__ == '__main__':\n"," pass"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"x3aYgWOGq1pc"},"source":["## SAR time series classification\n","\n","\n"]},{"cell_type":"markdown","metadata":{"id":"0BnDLShSTr7c"},"source":["First of all we grab a time series for an area of interest (aoi) in Saskatchewan, Canada over the 2017 growing season (March to October):"]},{"cell_type":"code","metadata":{"id":"rOpuOdJpTpmM","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929516823,"user_tz":-60,"elapsed":607,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"7b6ba2db-8cc2-4932-c412-7e29fa4150d7"},"source":["geoJSON = {\n"," \"type\": \"FeatureCollection\",\n"," \"features\": [\n"," {\n"," \"type\": \"Feature\",\n"," \"properties\": {},\n"," \"geometry\": {\n"," \"type\": \"Polygon\",\n"," \"coordinates\": [[[-105.10328600000001, 50.24327999999998], \n"," [-104.66649400000001, 50.24327999999998], \n"," [-104.66649400000001, 50.46604134048255], \n"," [-105.10328600000001, 50.46604134048255], \n"," [-105.10328600000001, 50.24327999999998]]]}}]}\n"," \n","coords = geoJSON['features'][0]['geometry']['coordinates']\n","aoi = ee.Geometry.Polygon(coords)\n","\n","collection = ee.ImageCollection('COPERNICUS/S1_GRD_FLOAT') \\\n"," .filterBounds(aoi) \\\n"," .filterDate(ee.Date('2017-03-01'), ee.Date('2017-11-01')) \\\n"," .filter(ee.Filter.eq('transmitterReceiverPolarisation', ['VV','VH'])) \\\n"," .filter(ee.Filter.eq('resolution_meters', 10)) \\\n"," .filter(ee.Filter.eq('instrumentMode', 'IW')) \\\n"," .filter(ee.Filter.eq('relativeOrbitNumber_start',5)) \\\n"," .filter(ee.Filter.eq('orbitProperties_pass', 'ASCENDING')) \n","collection = collection.sort('system:time_start')\n","\n","collection.size().getInfo()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["19"]},"metadata":{"tags":[]},"execution_count":8}]},{"cell_type":"markdown","metadata":{"id":"WUYkfTQnU4Vl"},"source":["Next, we transform the collection into a multiband image, with and without pre-processing with the refined Lee filter:"]},{"cell_type":"code","metadata":{"id":"JGUMenwTUBOl","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929548733,"user_tz":-60,"elapsed":538,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"a3e5e7e0-6e78-452b-c265-a53ec7debf29"},"source":["def get_vvvh(image): \n"," ''' get 'VV' and 'VH' bands from sentinel-1 imageCollection '''\n"," return image.select('VV','VH')\n","timeseries_rl = collection \\\n"," .map(get_vvvh) \\\n"," .map(refinedLee) \\\n"," .toBands() \\\n"," .clip(aoi) \n","timeseries = collection \\\n"," .map(get_vvvh) \\\n"," .toBands() \\\n"," .clip(aoi) \n","\n","timeseries.bandNames().length().getInfo()"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["38"]},"metadata":{"tags":[]},"execution_count":11}]},{"cell_type":"markdown","metadata":{"id":"QglqC-bSVHmM"},"source":["The class lables are conveniently obtained from the GEE archive of the [Canadian AAFC Annual Crop Inventory](https://developers.google.com/earth-engine/datasets/catalog/AAFC_ACI) for the year 2017, and we append them as an additional band (band 39): "]},{"cell_type":"code","metadata":{"id":"IJGTfCPmVBFt"},"source":["crop2017 = ee.ImageCollection('AAFC/ACI') \\\n"," .filter(ee.Filter.date('2017-01-01', '2017-12-01')) \\\n"," .first() \\\n"," .clip(aoi) \\\n"," .float()\n","\n","labeled_timeseries = ee.Image.cat(timeseries, crop2017).float()\n","labeled_timeseries_rl = ee.Image.cat(timeseries_rl, crop2017).float()"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"vC6qHGfF3i-D"},"source":["Here is a projection of the class labels and an rgb composite of three VV bands spaced over the time series using Folium. The fact that the colors are intense is encouraging, as it indicates the time series may be discriminating the crop types fairly well:"]},{"cell_type":"code","metadata":{"id":"aP-7xgsrVkeS","colab":{"base_uri":"https://localhost:8080/","height":952},"executionInfo":{"status":"ok","timestamp":1611929575097,"user_tz":-60,"elapsed":1979,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"0d2fee09-2d6a-4382-ffb9-f11dd58f5fcc"},"source":["location = aoi.centroid().coordinates().getInfo()[::-1]\n","\n","timeseries_db = timeseries.log10().multiply(10)\n","timeseries_rl_db = timeseries_rl.log10().multiply(10)\n","\n","rgb = ee.Image.rgb(timeseries_db.select(10),timeseries_db.select(20),timeseries_db.select(30))\n","rgb_rl = ee.Image.rgb(timeseries_rl_db.select(10),timeseries_rl_db.select(20),timeseries_rl_db.select(30))\n","\n","m = folium.Map(location=location, zoom_start=11, height=800, width=1000)\n","\n","m.add_ee_layer(rgb, {'min': [-20], 'max': [0]}, 'rgb')\n","m.add_ee_layer(rgb_rl, {'min': [-20], 'max': [0]}, 'rgb_rl')\n","m.add_ee_layer(labeled_timeseries.select(38), {'min': 0, 'max': 200}, 'crops')\n","\n","m.add_child(folium.LayerControl())"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write( decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"],"text/plain":["<folium.folium.Map at 0x7faf49942da0>"]},"metadata":{"tags":[]},"execution_count":13}]},{"cell_type":"markdown","metadata":{"id":"arBSr1hZJ93d"},"source":["We can't run TensorFlow on GEE, so to classify the time series with a neural network classifier we will export the filtered and unfiltered labeled time series to GoogleDrive:"]},{"cell_type":"code","metadata":{"id":"bBcrKJbVDqqA"},"source":["drexport = ee.batch.Export.image.toDrive(labeled_timeseries_rl,\n"," description='driveExportTask', \n"," folder = 'gee',\n"," fileNamePrefix='labeled_timeseries_rl',scale=30,maxPixels=1e10)\n","drexport.start()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"sz_X0y3Ec9Wr"},"source":["drexport1 = ee.batch.Export.image.toDrive(labeled_timeseries,\n"," description='driveExportTask', \n"," folder = 'gee',\n"," fileNamePrefix='labeled_timeseries',scale=30,maxPixels=1e10)\n","drexport1.start()"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"roqBl0gGIori","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929612074,"user_tz":-60,"elapsed":546,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"1b8b4dbc-1e70-44a6-c76d-82150f5b76ee"},"source":["!ls -l /content/drive/MyDrive/gee"],"execution_count":null,"outputs":[{"output_type":"stream","text":["total 1365934\n","-rw------- 1 root root 1518 Jan 19 15:11 AAFC.txt\n","-rw------- 1 root root 273928 Dec 28 12:39 cnn_mnist.png\n","-rw------- 1 root root 11222 Jan 28 09:38 directionalmasks.png\n","-rw------- 1 root root 167538768 Jan 25 18:13 eurosat_model.h5\n","-rw------- 1 root root 68516 Jan 20 09:34 ffn.png\n","-rw------- 1 root root 29316 Jan 27 16:15 history.png\n","-rw------- 1 root root 157343544 Jan 29 09:33 labeled_timeseries_rl.tif\n","-rw------- 1 root root 158644797 Jan 29 13:05 labeled_timeseries.tif\n","-rw------- 1 root root 861390 Jan 27 15:26 labels.tif\n","-rw------- 1 root root 256032394 Jan 27 12:18 s2_20180508_optical_cnn.tif\n","-rw------- 1 root root 637250708 Dec 21 10:18 s2_20180508_optical.tif\n","-rw------- 1 root root 861390 Jan 27 16:15 timeseries_class.tif\n","-rw------- 1 root root 861390 Jan 27 16:25 timeseries_probs_plr.tif\n","-rw------- 1 root root 18933336 Jan 27 16:15 timeseries_probs.tif\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"yOgWc7GtPVG3"},"source":["And then import them into a numpy array using _gdal_:"]},{"cell_type":"code","metadata":{"id":"60Ds8T24OTlD","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929635511,"user_tz":-60,"elapsed":11059,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"5d72b043-b717-4d1b-fdb2-cd7f490130d1"},"source":["from osgeo import gdal\n","from osgeo.gdalconst import GA_ReadOnly, GDT_Byte\n","import numpy as np\n","\n","gdal.AllRegister() \n","\n","inDataset = gdal.Open('/content/drive/MyDrive/gee/labeled_timeseries_rl.tif',GA_ReadOnly)\n","cols = inDataset.RasterXSize\n","rows = inDataset.RasterYSize \n","bands = inDataset.RasterCount\n","labeled_timeseries_rl = np.zeros((rows*cols,bands)) \n","for b in range(bands):\n"," band = inDataset.GetRasterBand(b+1)\n"," labeled_timeseries_rl[:,b]=band.ReadAsArray(0,0,cols,rows).ravel() \n","labeled_timeseries_rl = np.nan_to_num(labeled_timeseries_rl) \n","\n","inDataset = gdal.Open('/content/drive/MyDrive/gee/labeled_timeseries.tif',GA_ReadOnly)\n","labeled_timeseries = np.zeros((rows*cols,bands)) \n","for b in range(bands):\n"," band = inDataset.GetRasterBand(b+1)\n"," labeled_timeseries[:,b]=band.ReadAsArray(0,0,cols,rows).ravel() \n","labeled_timeseries = np.nan_to_num(labeled_timeseries) \n","\n","# for later\n","driver = inDataset.GetDriver() \n","inDataset = None\n","m = labeled_timeseries.shape[0]\n","labeled_timeseries.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(860292, 39)"]},"metadata":{"tags":[]},"execution_count":16}]},{"cell_type":"markdown","metadata":{"id":"0aVeZhhoKsPd"},"source":["The AAFC/ACI thematic maps have 71 different classes. This code generates a dictionary of class names:"]},{"cell_type":"code","metadata":{"id":"FWs8svgLNMec","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929653326,"user_tz":-60,"elapsed":794,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"2a26ae76-0806-43b8-b775-138ac86ba3fd"},"source":["classdict = {'0':'Nc'}\n","filepath = '/content/drive/MyDrive/gee/AAFC.txt'\n","with open(filepath) as fp:\n"," line = fp.readline()\n"," key = line[:3].replace('\\t','')\n"," value = line[10:].replace('\\t',' ').replace('\\n','')\n"," classdict.update({key:value})\n"," while line:\n"," line = fp.readline()\n"," key = line[:3].replace('\\t','')\n"," value = line[10:].replace('\\t','').replace('\\n','')\n"," classdict.update({key:value})\n","del classdict['']\n","\n","len(classdict)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["72"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"markdown","metadata":{"id":"aUFxiMI-Pm3l"},"source":["Now we can see which class labels pertain to our region of interest:"]},{"cell_type":"code","metadata":{"id":"YUYiXt56Nl0B","colab":{"base_uri":"https://localhost:8080/","height":86},"executionInfo":{"status":"ok","timestamp":1611929657133,"user_tz":-60,"elapsed":552,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"2ce9a364-eacb-4fbe-a715-1fd0412febaa"},"source":["classnums = np.unique(labeled_timeseries[:,-1])\n","print(classnums)\n","classnames = str([classdict[str(int(cn))] for cn in classnums])\n","classnames"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[ 0. 20. 30. 34. 50. 80. 110. 122. 131. 133. 136. 137. 145. 146.\n"," 153. 154. 158. 162. 174. 193. 196. 220.]\n"],"name":"stdout"},{"output_type":"execute_result","data":{"application/vnd.google.colaboratory.intrinsic+json":{"type":"string"},"text/plain":["\"['Nc', 'Water', 'Exposed Land and Barren', 'Urban and Developed', 'Shrubland', 'Wetland', 'Grassland', 'Pasture and Forages', 'Fallow', 'Barley', 'Oats', 'Rye', 'Winter Wheat', 'Spring Wheat', 'Canola and Rapeseed', 'Flaxseed', 'Soybeans', 'Peas', 'Lentils', 'Herbs', 'Canaryseed', 'Broadleaf']\""]},"metadata":{"tags":[]},"execution_count":18}]},{"cell_type":"markdown","metadata":{"id":"DQfZVMRUPvim"},"source":["In order to train the neural network we have to renumber the labels consecutively from 0:"]},{"cell_type":"code","metadata":{"id":"x4BtyCekP1nR","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929661645,"user_tz":-60,"elapsed":597,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"f281a127-a863-4a9f-ab65-ab134a6ebf1a"},"source":["i=0\n","labels = labeled_timeseries[:,-1]\n","for c in classnums:\n"," labels = np.where(labels==c,i,labels)\n"," i += 1 \n","labels = np.array(labels,dtype=np.uint8) \n","n_classes = len(np.unique(labels))\n","print(np.unique(labels))"],"execution_count":null,"outputs":[{"output_type":"stream","text":["[ 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21]\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"BEhtLLnnUM9-"},"source":["Here we write the class labels image to the Drive"]},{"cell_type":"code","metadata":{"id":"ILno5IcRQS1O"},"source":["outDataset = driver.Create('/content/drive/MyDrive/gee/labels.tif',cols,rows,1,GDT_Byte)\n","outBand = outDataset.GetRasterBand(1)\n","outBand.WriteArray(np.reshape(labels,(rows,cols)))\n","outBand.FlushCache()\n","outDataset = None"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"WkvhJvTX2BcW"},"source":[" and display it using the script dispms.py (get help with the -h option):"]},{"cell_type":"code","metadata":{"id":"rrRXnTx72Ktd","colab":{"base_uri":"https://localhost:8080/","height":476},"executionInfo":{"status":"ok","timestamp":1611929669945,"user_tz":-60,"elapsed":1681,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"3d81df2e-b0a1-4ed3-85e3-bb762d512896"},"source":["%run /content/drive/MyDrive/scripts/dispms -f /content/drive/MyDrive/gee/labels.tif -c "],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAiwAAAHLCAYAAADr3sNOAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydfVhUVf7AP8c7MMhLICAoiuK7oigmG2aaVu5qlpWbaeWa2puV/tZeLGu3rdzdXqxst7IX20or0zTLyrJszZc0k8LEUNQURVEEBAR5HZjx/P44d0ZAXmYQFN3zeR4eZu4959xz79x7z/d8346QUqLRaDQajUbTnGlxrjug0Wg0Go1GUx9aYNFoNBqNRtPs0QKLRqPRaDSaZo8WWDQajUaj0TR7tMCi0Wg0Go2m2aMFFo1Go9FoNM0eLbBoNBqNRqNpEoQQkUKIdUKIFCHETiHEDHP7Teb3k0KIOLfa0nlYNBqNRqPRNAVCiLZAWynlL0KIAGArcAMggZPAfGCmlDKxvrYsTdpTjUaj0Wg0/7NIKY8CR83PhUKIXUA7KeV/AYQQbrelTUIajUaj0WiaHCFEFNAfSGhIfa1h0Wg0Go3mAqerELKkCdo9CjuBskqb3pJSvlW9nBDCH/gEuF9KeaIhx9ICi0aj0Wg0FzglwNQmaPcpKJNS1uk0K4TwQgkrH0opP23osbTAotFoNBrNBY7g3Az4QjmpvAPsklK+dCZtaYFFo9FoNBpNU3EZMBFIFkIkmdv+AliBV4HWwFdCiCQp5Yi6GtICi0aj0Wg0FzgC8DoHx5VSbjIPXxMrPGlLRwlpNBqNRqNp9mgNi0aj0Wg0FzjnyoelMTnf+6/RaDQajaYezpVJqDHRJiGNRqPRaDTNHi2waBBCpAkhhrtZVgohujbwOA2uW62dr4UQkyp9/6cQIkcIkelG3YVCiH+an4cIIfacaX+aAvM3KRVCfHCu+1IfQoi1QogyIcQmN8tPFkI4hBBFQoheTd0/TVWEEFbz2lc4nwXNhY/TJNTYf2cTLbBomjVCiKeEEIsqb5NSXi2lfM/c3wF4CIiWUrbxpG0p5UYpZY/G622jM1pKOdH5RQjxDyFEshDCLoR4ypOGhBDjhBCbhRAlQoj1HtbtI4RYbQqFp62WKqW8ErjHkzaBH6WU/lLKXZWO84AQIlMIcUII8a4QwupBH28VQhwUQhQLIT4TQgS7Wc9bCLHcFBClEGJYtf1CCDFHCJFr/s0x80oghAgVQvxgbs8XQvwohLisUl2rEOJfQogMIcRxIcTrZgItd89pnBBilxCi0Fzp9oZK+yYJIbaa1+qwEOJ5IYSl0v4oIcQq87iZQoh5zv1SSpuU0h/40N2+aDTNAS2waM53OgC5Usrsc90Rd6k8sHjIPuAR4KsG1M0D/g0814C6FcAy4I4G1HULIcQI4FHgKqAj0BmY7Wbd3qgVXycC4aiknq97cPhNwJ+AmjR0d6NWlu0H9AVGcyphaBFwOyqPRCtgDrCy0u/7KBAH9AG6AxcDj7t5Tu2ARcCDwEXAw8BiIUSYWcQXuB8IBeJR121mpSZeB7KBtkAsMBS4z51jay5MnD4sjf13NtECi6YKQohLzJlivhDiqDkz865WbJQQYr85435BCNGiUv3bzVnhcXNW3rGW44wyZ42FQogjQoiZNZQZiUowNN5UYW83t68XQtwplBnrv0CEuX+hh+c6TAhxuNL3NCHETCHEr0KIAiHEUiGET6X91wohksxrs1kI0bfSvkeFEKmVZsNjKu2bbM7E/yWEyAWe8qSfTqSU70kpvwYKG1B3jZRyGZDRgLp7pJTvoNYMaSomAe9IKXdKKY8D/wAmu1l3ArBSSvm9lLII+BvwR6GWsq8TKWW5lPLfZq4IRy39miulPCylPALMdfZLSllmXpuTqPHAgRJcnNqd0cArUso8KeUx4BWUgOMO7YF8KeXXUvEVUAx0MY/9hqkhLDf79SEqQZeTTsAys4+ZwDdAbzePrbkA0SYhzYWIA3gANXO7FDVzqz4zG4OaOV4MXI/5EhZCXI8SMP6ImnVuBJbUcpx3gKlSygDUDHRt9QJSym+AZ4ClpvmgX7X9a4CrgQxz/2QhxGAhRL7HZ32KccBI1Au/L+bgJIToD7yLml2HoGb0X1QyW6QCQ4BAlGZgkRCibaV244H9KA3A06YJ49cz6GezxhT6bvWgSm9ge6Xv24FwIUSIp3WllKlAOUqrcabU1K8qA7/5O5YBXwBvV9P2iWqf2wshAt04biKwSwhxnRDCMM1BNqC2e+ZyqgqU/wZuFkL4mtqaq1FCi0Zz3qIFFk0VpJRbpZRbpJR2KWUaamAeWq3YHHPWeAj1YrzF3H4P8KyUcpeU0o4SNmJr0bJUANFCiIuklMellL80Uv83SSmDzqCJV6SUGVLKPGAlSp0OyjQwX0qZIKV0mD40NmCgedyPzXonpZRLgb3AJZXazZBSvmpe11Ip5WIpZV8uUKSUfaWUiz2o4g8UVPru/FyvlqSGus767tRtSL/8nX4soM4VZba5FWVecvINMEMI0VoI0Qb4s7ndt76DSikdwPvAYtR9thgl4BdXLyuEuB01gXix0ubvUYLVCeAwSgD6rL7jai5ctElIc8EhhOguhPjSdNQ7gRI6QqsVS6/0+SAQYX7uCLxsmkzyUX4TAmhXw6FuBEYBB4UQG4QQlzbqiTScyn4MJagBC9S5PeQ8N/P8IjHPXQhxWyVzUT5Ka1T5ulW+ZprTKUIN+k6cn90xf1Wv66zvsenMzX4VSSmrOB+bppclwKNCCKcm8GlgG5AEbEYJDBVAVn0HNc2dzwPDAG/UpOFtIURstXI3AM8CV0spc8xtLVDC0qeAH+o+dPrYaDTnLVpg0VTnDWA30E1KeRHKxFN9HYjISp87cMovIh01Cwyq9NdSSrm5+kGklD9LKa8HwlAv8mW19Oe0qJRzRDrwdLVz85VSLjE1SP8BpgMhpoZnB1WvW3M5j+bKTpRjq5N+QJaUMtfTukKIzqiF1X5ron7V5cvjhXIYxtSkTZdStpNSdgZyga2mz0t9xALfSykTTa3dz0AC4Eo/YPp4/QcVTZZcqW4w6rmcZ0YE5QILUBMEzf8o2odFcyESgFIjFwkhegL31lDmYSFEKyFEJDADWGpufxN4zIzaQAgRKIS4qXploUJJJwghAqWUFebxanuJZwFRlR17zxH/Ae4RQsQLhZ8Q4hrTsdMPJZAcAxBCTEFpWBoVIYSX6QTcArAIIXyEEIa5L0qosNyoWuoaZl0L0MKs61Vpf5oQYnItdYVZ19v87iM8CDl2k/eBO4QQ0UKIIFQ0zcJKfVgvag/l/hAYLVReHT/g78CnUspCs+7CuhyyhQo/djpXe5vn5xQ23wceFEK0E0JEoELoF5r1Bpo+U95CiJZCiFkoH6UEc387IUSEef0GopyBn6x03Lr69TMwxKlRMX2ohmD6sAghrjTP+0Yp5U+VK5qalgPAvUIIi3k9J1G7/4vmf4BzZRISQkQKIdYJFYywUwgxw9weLIT4rxBir/m/VX1tnetBQNP8mImyxReiBumlNZT5HNiKUnV/hXKgRUq5AqV2/sg0J+1AOfvVxEQgzSx3DyrSAyFEB6EifjqY5T42/+cKIer1czEHraJ6z9JDpJSJwF3APOA4KsR4srkvBRU98iNKwIoBfqinnxOEEJ5G3fwHKEX5DP3V/OzM0xKJMs8dqaXuRLP8G6iBr9RsD6GiwEKALbXU7WiWd/a3FKgz4Z75YppQ7xmZmA7WzwPrgEPmuTxZqUgktVxTKeVO1D30ISqUN4CqjuK11jXZgzqndsBq87PT72o+ypcpGXU/f2VuA6XFeQ2lOTmC0mBcI6V0ahy7oExBxcB7wKNSym/dPKcNqGiy5UKIQuAT4JlK9f+GcvBeZT4vRUKIrys18UeU8/gx1L1agXKm12jONnbgISllNMrnb5oQIhoV9v+dlLIb8J35vU5ENVOsRqNpBgiVgbctsEJKOcmN8o8Dx6SU8+srW0PdwcA0KeUt9Rauuf5/US+in6SUV7lRfiJq0C8HLq2cPK6W8u1RIbqDGtA3b1RkT19Tm9csOJf9MrVjWagJ8vNSSrfy3WjOb7oJIV9qgnavU2bOOHfLCyE+R0385gHDpJRHhYqoXC/rSeSpBRaNRqPRaC5wmoPAYpqsv0eZzA85IzpNE+zx+iI89WrNGo1Go9H8D9BEA36oECKx0ve3pJRvVS8khPBHmTbvl1KeOOUmBlJKKWpY9qM6WmDRaDQajUbTUHLq07CYDv6fAB9KKT81N2cJIdpWMgnVu7yKdrrVaDQajeYC5xxGCQlUYMYuKatYpb5ARa9h/v+8vra0hkWj0Wg0mgscZx6Wc8BlqCjFZCFEkrntL6iFWJcJIe5ARQWOq68hLbBoNBqNRqNpEqRaWLR68lEn9UYVVkYLLBqNRqPRXOA4TULnM9qHRaPRaDQaTbNHa1g0Go1Go7nAOYc+LI3G+d5/jUaj0Wg09aBNQhqNRqPRaDRnAa1h0Wg0Go3mAudCMAlpDYtGo9FoNJpmz/kucGk0Go1Go6mHC8GHRQssGo1Go9Fc4GiTkEaj0Wg0Gs1ZoEkEFiHESCHEHiHEPiHEo01xDI1Go9FoNO5xrhY/bEwaXWARQhjAa8DVQDRwixAiurGPo9FoNBqN5n+HptCwXALsk1Lul1KWAx8B1zfBcTQajUaj0bjBudKwCCHeFUJkCyF2VNrWTwjxoxAiWQixUghxkTvn0BQ+OO2A9ErfDwPxdVUQIlQSFnVqgw8YrSuaoGsNw1FhgKx5sUmLdzn2Yiv+ficoKg+AE4LWoZlut32cYOzlbirW8gWBYcfxxuZGYcEJLsJu/sSOEi8oAiOs5uvqyPPCN7gQP4rd7LlnHDveBu9WZZRXWDG87E1yjKbAccIL74tKCaTArfLHitpAdi07SwAHtIix06nFAQ7RgYqtVrXPgpo+dIGWvsWU433mfc/2Al/AW1bdIaCL1z6slDW47WL8KcKfcNy/193lJC04RAc6cgjByUZv/ygRtOUoLe3uPEc1YANOAH6o6ysBO2y1XAwS/L0L6ZG2lzO4vDUTCFtDL8awuPf8WISdbuzFanfvXbrfEkVnexocgcycU9vbWAFf2Hp8AFCBGvoMOg3YT0tKsOFDS0pIpwMFxa2gBQwo3kr5QfBuB7SEXYHd6en4DSGh1KLu7RacpAUSgcSBwY4jfcEXwlsdpRXH8bOXutXvUouVlB19oDXqOfICjGqFTnL69LwYyASclzMI9ZsGQV9rElmE0wIHEXlZ/BbcFW/KacFJju0Mh/Ia2paA1fxfbv6vlWJgN1LWMrA0EefI6XYhMA94v9K2t4GZUsoNQojbgYeBv9XX0DlzGhZC3A3cDUBABy7JmuvadwkJvJI367Q6dgMSAi+mvy2JBGs8Qwp+xOLw7Lj7gtsTWXwYq5vvKrsBqYEdcWBgx8CBBQM7Fk4d2KCQSFs6+6xdWMwE5gx+yv0OzTvCztjObhVdw3DuK3gLr2vcbPtOkNepjznB/mTQlr55e2ss+kTwY/xj77Mwxc22PWRm6j28uPBvsAt4COR54q6+IPgWRrOS1oOL3Cr/aWJfbre9W+O+gs/awGfw0pKpzHhyO/Gz55FBBIcf6wahEDg9kwes/2Isy4nO231G/bYbcH3gJ8xiDqHk1FAi9IzaTyCe7xnCw7x4Ru3URAm+zOBlXmYGvpQ0evu38y6bCoZ5/O5wIg7B5NjXmcJChib+BGth6ywYMPsXRLwkasTPJE65BGp+1BrOnSB6bcU/1j0hsYt1H9/bhuLr5hzk5uCnWDprMjhgjvk6njUUDm+A9rtAdJ4PPgOgbBMQxcjEZUzjNewYvM403to5g869d7J/T282tRf4zIU3noR7I2Fm4kQGsZlYtlGOlTCyaJVXjsiF4g4t2GgdxNWXrod8aJe4iUFs5qWCWVgcYLNS5X1tM2V8ww4OC+zx60Bsr0SIBW5ACR4+qNGtrvfMFqAI2A1EgZwgYAGceMaLgAIH04IfYj3D+D/msIIbSCCedVxJr+8SYXLV4/h8k0dc4FYiyGDZ7EnwVD3Hth8GIt37Yc5zpJTfCyGiqm3uDnxvfv4vsBo3BJamMAkdoeov0d7cVgUp5VtSyjgpZRwtW1fZZ60ivlZlM4Pwf9zBVWM2E2zJ5rrgZZT4uX8aARS6XbYmVjOC3+hRZZsDgzRr1KkNVg8a9HG/aAYReH3rZmE/IO7UVwM7pfjWWnwCi/my25Xud8YT+kAUaTAUmHj+CCsA3dlDGlGN01hX4CnIIpy2s1PZY+vBaFbCnwAfKMgJ4qntc7iHN7FXnyF6iMUBA0jkN7o3QsdPx4Z3nc9pY7TfFMIKqHsxJbBbwxuwwCquIZ1IMuMC2f1IRwashrKH4LERT3Ari+FQ4/XXxRfg0zMPx5neHHVx2SlhZTjAbGg/CrDDJPkTc0vvY5JMhvXtMUzVRCEBhJCLV5sTPMejyByBzzC484lXiZN94O8QSToZRBBEPj13HCQ4sQyxH7BBujWS5YyFRZK5u+4jgCI+sN3Gk4F/45Xgu2mZeZJHg5/iQHAbngh+jJaHJS13SDICW9My8yQfcJsSEIYBUUDPCiWPV37P+EBgbCZeXU8wPf55usVvh56oZ/JaIAhEQCnxc9bztnEnLY6f5I2nH2TX0ovZRxc+T7iFzHs78ySz4TOU3cCOEna2fEHZZ8FsOjiMZXMmwRqoR71yThCAl6Xx/4BQIURipb+73ejOTk65ityEm9JbUwgsPwPdhBCdhBDewM3AF540MIjNNW63OCCfVvBiCXx2gCJ/K1/2v4kSa+0DcXXC8wpY4Xd9gwYECw41+yWl1jLleEOIB40Gu190D93hYzcL26jy0vQtLiOB+FrPO4Vors1e635nPMSBARaQEU12iCbBgqPxBk5/wL+M2QX/IJ4Edlp78/qUh5C+AoLg8XZ/545+89j01e/5LPBajwTxs006HYisYvlVGDgIIv8c9Mh9Ykjmp7qt1HVSEQm/0pfxBZ8QnldAj7yDyDhI8etFLiGMYQU0UHtTJ3nQNzAZwC2hpRyrR+9GAHxO+SUM+ABEmcR4twjS4RFxHw9OeYOFq+5DRgiesz0GwEquI4IM3g25nUtIIO8yHw7+3JoRrOZ36TvgbQghl0Fs5igRFHdroZ6FDlDWSb0bxrKccV3e5zhBDGIzBe3b8GzA37k/cj70FDzf+km6DDnKP/s/Q/see7kjfh6P8zRsEszd8zi8CcTBW/ETOdyxDam92xJYWROVAyOsq8kMCefVmbP4bUUsHUfsVtPpfCAWOrdL5U7eJoRcfEKPK4nNDv/85BlYDwyDZXdNUgaOWJSgczNADExOgPVeMFj1g/Zn1dJzrslxKh/Mv7fcqHM7cJ8QYisQAO7Nfhr9jSiltAPTUSqeXcAyKeVOT9rYyJAat9sNeHb731EKm/Yw7yIlJXvImOLPG6wOrsu3wIEFb8oho2Ft10cPfoO/uFnYTpV+WG0wgtW1nncyMe4LQ56yA9KJRPo1UftNyB560Dtxf6O0FRiVSWBoPn8MXEYn0riGr0hYCK90BtlDkEpX3t79f3AYxo1eycPWF85I05JPECHkNkrfq9OVfeyjy2nbvbHRsok0I41FAvFcpabBDcLiUBMf57NkNyArOJB7eYMpLOBp/gpPAAMbp78uxkAXUon0S8ewOAizZhFgrV1j7MDw3BfqGeWlArBpImSPCMBxwp+S66AU4CYIuuooFWGQZQ0DYD3DWMEN7KE7+QRxlAiKCCCFaNZGXkrFVzAxYTnJxND72/1kWCM42LM12CDXLxg7BvfwJvkE8UzWX3n2u78rgaAIOFwBdgk5KBNOHIxnKe/n3qY62R5IQgkdRdCWDEKK80ijEwW725w6r/bwRcFoujn2MfHFtxg9ZhkHf+ip/Ix6QuDgTN7jNuwYTD64iOjAFKVFiUJpagaCHCKUoGUH7jGPvQ/w7wTEw0dw/WVLYCzwb1TZZoQQYLE0/l9DkFLullL+QUo5AFgCpLpTr0mmcFLKVVLK7lLKLlLKpz2tbz/NY0pR6u/FB/3GwkfdYKQXDIdJS94gqKAIu0GVl3v1F33l74a96va6BoVynxZKO9AMCCcLwjyoUO1m6pF3sNaiMSTDmIb1q15ME1lTarKbC3/8+GvXIFKwuw3eVjVx8LaW420tx7A4SCKWFYyhHG/iR6mBYOnvYPHcO5jY8y31Eo2DN955EK8kEJs874fdgGzCz7q2oxRfjlKzGs2oQe1Q07amJp8gQh1KkPPkvVHTPrsBFwf+xDV8yWyeZDUj1HO6ATXgNhZ+QIQyv8zmSUKsuYzhM6JJIcBa6LrPKtOSEoJsHv7+fjABGA2kAYdEESX9Ia3Y1LzEwLPWR/FaqDQ4QeSzoXgYE1hMLqGEkksQ+fhTyETeJ4h8BgZuhCTIJYTMPwQC0HH3MTik+phLKAfn9CSAQt4LnwQ9y2j/X6cDkFPfU6IEhbdhrnicitCLWCTuUqag6cAOYAs8w1+53e8dVnADJEH7+L10jt/pcqzN+7Idi1bfxZcJN3H/Zc/S+qpDTB/6PDHWZPrbkrg3+z36dEyiHCutbzwEdnjq+llcOfRL/hLxN6XJcU7JZwKbUJqWPsAa+HzOLcpklE/t5v6gyuf1v4kQIsz83wJ4HHVl66VZehOkE8krwaebwbYRSzbh/GH85xSOD8DAQV+SSQtsjze2Ko6wdoxav1e3v1cvWxmbBzMUAzuFBEAvlG6pkVnDcB7c8QbcWW3HIdTDkWR+d1oDr3K/7RiS+W/EYH5PA0bH+hgHQeQ3WKvV2Ihk80Ni/WUnjVhGZlwgbdyMEuILePamx9hj7U5pP196sIdD1kg6kE4JvpQYvkRxgAAKOUoEx77yZ1Z2EeyFdy+7BQcG7Wfs5fAP3Xj1sjthN8wbegdpRBFGFg8UzHPrOlocyv8mlS5qAD3HBJFPu7l5p5tLDwEdzM9+KIE8D0LHNI1mCGAY61hgTGFs8HLX5Ki2d0Pl77W9U2bzJPOZShdSeYGZTGCxElhqC+axQ8kO8I31oNNWKBsFqXShO3uYxmuU4Msw1jOalWQQwVLreHJtntijqxJDMj9/1YffHVDRp9HF6rj4QLRd9Vv6wT157yEnQpeCg657cYptCVNYcuoUTeGukyOTb4KvZuXU0TgwyDVvgO09u9GjeC/5BFFIAE/NmsUIVpNAPGzy4fD9po+RBUCA3RcVmlUBZOG6kTalAVHwaDhfzxpGJOkcJwgHFub5PMJVrOEe5lPS25cQcsi+Ptw1AW1LBv4UkkpXvnJcg8NiwMcnuWHaCv6R9CzCofxQljKeXf0vZu2Oa0+/aD6oxB1BQBuU4HQDSpCpTVbMh1N6rLOHEOB1DiaNQoglKA+jUCHEYeBJwF8IMc0s8imwwJ22mqXAcpQIFnNrveUcGHzBdXRnD51Ic6vtdCL5nsuZwIdn2MuasWLDbS18JzgY1rr+ciZpRLHzD52JzqvZRCHMF2RDnFqXMp7H58+tv2BD2AAlU32xGzQPoWUtdQ8olRkKbZLcFFYA/KA/2+jPNtemQZV2pxNJGNlYsdGJNFLpwpNhtzE2bDnxJBBPAgAPX/YC01e9Q/yo9fyUejmsEXSbup1pPq9jKa4a6isK1HFr+t3PhQajJsIK8uBbqDdq3gL4QdCY/DonEmdCPkGEkku+muqeRnXndOd3b8oJIIdswuk5/yB7p7anCG96sIe3uAtfSrmZpcq82mlJ7VFC2UpjEV3596rvXswDn79CzL+TseDgRpZjwcEeeuDAYDljKaGlexegFlKIZgoLkIHmhsA6i9f5LFfeF5pXRE5wCN8xnATimcmL/JmXucJvPTEkk00YbzJVOSsDk8a/wXvT761hdApAebTmAeGoF626cP2ePUBb0wbeCnXvrB8fTzZhBFDoCraIqGavH8FqNlOIzbDSem0Rd057la8YxdjY5SzmBm798DN2eV1c+4neDLxdAvm+ytG3D0ogqRwu3UxwmoTONlLKW2rZ9bKnbTU7r74cQjlAJ4/qODyQu77ncpLwZGrjWT+8Ka89D8fpFTyKWhrFKr7gulr3S0vDI3AcGE33gB2q2/fnrLMf98/V4kFZgHqCT7yr+ZYZOLiVDwknCwMHvffup/e4/bzL7WwZ1Y9fC2IgTYAdUrO6kmGNqGKaEMWo+61amL7dgJ+Ipzt7POh80+F1FPeuozmT786eOqPazoT1XMEw1nlcz8BOOVYcGMib1DNj4MDAQREBZBNGFGnKKf9AHQ05zbo3oTJUTXWzA2EQRhZB5NMx6RjtMvK4Iu9HQsglnoTThLtyj8IVT51PU+DAwrfiet7xms4MXibJ0Z8XbTMxsBNGNpkHI4ksPswIVtOfJGUWtVeo+8HlipKH0rKAMqTaUQ9oPNt/GEg5VtfzZcFBKDl1BkiAEm6uYD0pRLP/yjaMZiVr+D0OLARQSIvhdUjYkyH4zSNAoYr02/er8l2Zh/Jt0TQ6zU5g2f9Jb44dbNtk7Xdln5uJ184ChyD4B/ezS+UQwhBX6HrjMojN5E3zIMbaEwLPPJz8nJGNmsy5gwVqcd9wEU6W0sKZ+FJCK1N3HEAhZEDxBy1IJ5JLE5IICCzCqTw8+aUfN/Ex6wMHu+pLP5QJsJoSyOKAWJJIpaubnW9ifuM0oapWLLCL6Ca7Z2JJIon+HtXpvWo/ncedijpJCe6MA4Oeew9W8Q3LIYTVjKg7SNMC0XGo1Flrcd/ZfQuk0Yl26XkAFIe04EBwG6zYCCfrNGE4x6NwRWW2q03rdKYY2CGtgtcrJjOP6fzHuIsvrdfQiTQWMBkWepHi14ttxHL/hvmm/49pynS9Ik9UarGyY3cuvKjSPnTLPuxx33wpIZQcSvGlqylpGNhJJ5KT39QRKbAPuhr74NFwWPQrsBcyD6vnNZ9mZ79owrDms0azE1gCr83k4o4Jbpf31BM+gMImUTODuslLaIlHCiIP0kH8Rg/625LqL9gAMoggOKmxU3OaxKtBolmYgzwlF8rcDT03qJL7xlPyCeLI0GDSrFE4MHgqfhZTeZN+d2yBkRLssH3+QFYwpuS7zkYAACAASURBVIqWRfpQozO2N7bmpdlqJvRgD3uq5VKqDW/K6V6wnxMjvJBv4vLBcLKzW2dSgk8lflzJdRwgqn7hzIry2bHivkbWZpqcDwE/qPwl+bRiG/05QBQx/Mpw6xoMi4OCpDaMZTneZe5nCm5KgSWSdFZ2HEkPfqNb0mH+uOprIkkngXg+T7gFQmEFN2ClnOuHOn1hKoATyk/EB1RYTmVn1ZYoLcsJGKaOsTPMvSSc9aFSWHwCg2vJp2IBtsBPHw7l7mdfZqjMgPY3AmnKIXcRVXMz+qMijv7dKN37n6XZCSw9rHs8Eih8KfEodNNWSW3Y2Diw4Etp3ergM6ALqaRYm2YdyTSi4IcmaRq+VaHq52WUUC/wcdeB2ob7g08tOAeMFKLJIYR/HnmCNFsUg7us4dKpa+kz9Wc+KJ54Wr2aTIFOf5nzDju0pFQ5sDcB++hCqZv+Hg4Myn1akGDEVxFMamMKCwglV/kyNDbdYABbIQR2T+uIgYONDOFhnseBhQksZjxLMQwHgbGZbGYQ5T7uv+LTiFIJHpuAVLrSlVS8sfFA7DMMGvUdFhzKp6RNBdxv5o3Bl89Tb1aVtnSijcyhV/ovypG1pxcqouFi4EZUopRxYOkE10pXIrvGIp8gyDfzqXRFOdSCCle/Hyg7AZPhrZdnsOHpkSoY4sXBSlgZWKH8WPwBexbkp8C+BJh+4NxpXtSKCo3/dxZpZkorzzBwEEChR4m9mvKhbBC7cDtUOY5E1jGMONeT03gEkV+vOUNTC2GoJykbNWtuBLwpZzODIM2Hgo/aUPhQGoPYzBtfPYjXwBP1PrmiGCzBjkZ/iTeYQDzyB+rBniabWCwtGI+vfykYcCdv11nWgUGhNYBoUtzWPoSQSxM8ouCjNDy7e6qlQnpmHGRQxGaG8x2+lBBNCulEEkoOGc3sYfalhHUM494f3mPwy7/wzbKhruvZr+NWtqfFmt5ABm26HCBzYGdOdhOI+cAAEDOlMrPs7qZyskQB631VEjc78E+BY4GlUbXnQeSfCk3PRGlOQEUXbgG4SB37TZQZKMgsxwFzX4j5nIbBwHCVFdeOEn6S3Frrr3ERnOcjfjPUsHiCN+WMZ6lHiap6sKfJ0pUb2NVN7kH2Wk9MQpsZxAhWe9wvdxjCRraPOYN05XVxlWmKO8smoUbR6GyAI3H1/KAhKGEvGA7Guh/1dXozuUTZ0ggin0jSldPpbsAC2/cM5I25D0I+zAype/0eUQDYlYq8tpwoZ0oAhRQRUGvOpNPwRJCzqCUwVjOiQX2riShbGlG2NAwcDA/8jrz72ymB0A1yCXFbWFnOWOW42hQalgKV2iDCoSJddkZ0xpcSxrBCLfGACtV9mRkYFofHTsvO9PlNRSm+kAj7l7Whi5kn7DWmEUAhF7dLJI0obi1YRgfSYQvcFvwWXARsgPsHPMuVV32J/+RjMBKVMHQyqBT4WU0yECdwiUoQB0pwWW9+dgrdFvNvn7ktx7mtE1hMYSUfGCwY+uM3yqzlTOd/hhFd/6uc1wKLA4Nt9PfYG74pcWCotNzuCi0ePGhZhNeYDr0xWMlo+r3W2Ku1mWxTwqVomoWga6TErwV3Bb5+5unth0K7xLy6y+wC+kDxkhbKJNgAvCknwFaI35aTtJufRyg5ShAfWUabGfuVmtnUUBSaKTTtBhQGetUcNZRNkyaNc1tQceKDR+rjSNJxYGBrpGfbb9dJ/L44Sc+FB7mVD7n31Zf4P16ts046kRyvJKh4U07v7P11RtKEkMufeQXcd8Nzn/0QyzZshpUwsomypQFqEuZc4NKCg0jSiTcS6EIqht09H5as4EBK8G0yjVwUaYSRTcVk6LwwE29sJBDPrXzIpoTfk2rrSiEBJAX2YSIfQE9YdHAyH99yLVMf+jfjWUo42djKnFkoMSNxkoESGMsZ9d2G9bR7Ooh8Uyg6Q7bABq+RSqAxo+A4F7mRnBqWxv47i5zXAgsoVaMntu4UounOb03SFwcW8glCfgA/f9Gn0X/MEaxmMRMat9GzQZ6apVacRS2od9lJnuDvrLMOOzu+M1fBRusQMqg/wi2H0NNejuV4q3VfEoFY+JAJ/JJ6GYGh+Szgdh7/x1+U4ALM2/AIGwMvJSOwNTlGCI7q91knIEKloG8qAbcUX/w9cGDP7BPo/kKfduUEvocejTeAmtdIdJPceuQjbuVDV0RIbYSQW0UALSQANkBUcc0ZowsJIJ4EXuO+SpEtjUgvGM53ZBNGNmFVF1xFmch7r91Pz0UHWcQEVo4bR7pf+3qb/TW4G2235rOH7oQ3gc9TRnAwGUSQTxBJgX3YPbkjW4kjggwGsZn18fEULGzDt7Ov55KJySp5XB/w8i9l3HsreevSGdzFf1iy83YqZl4EZfDQZf/k7jtehmF9gRDYUn96i5qeOydKi9YKA4dLYx9KrkeL0wLnvcmludPsBBYDh0oT7wYBFBJNikeZPJ3ZPz3FjsFmBlGCL3aMWm/8PfSgRbJskoGikIAmmzWPYDV7p9X/cmsQEWc/gZnFAQEUMZ3XeCTwmTNq62BcDWaeyVQx523odAnP8ahbobirGFXjy9XXVsKnD13NkPhv2coAfEKPU/B2G7bRn5tZygs8olTMiTCdeQRQSGRBJtZKESnSD8r8IC9SvWlLmiiXiae0SSqoP2mcE4sK/57JC43mk1DWCZgLRy8L4sp2ayjFt97fypeSKiHoAJtuuphUv5qdb1tSQlf2qYGucjBRN5Sj5kCUMFn5cxzur+5+AD7jhlp3GzggDOQoCJ5fBtNwK8y3R/Fevh4wzCWsuCvgV1/WICfYnxXBV2OzKiFlX3B79gW352n+yh66k0I06xjGAqYQSTpdSKXj/GNEcohxU9+DP0lYdIJFo++CHTA8ZI0ywzwKO1r+Tq0vtAh4Tmm7IklXgUNBF0EarOEqUojGhhUbVr5iFIUEuL7fzBJe5c+s4woKCSCBeDYzyKXFS6EXycSwmctYzlhe4c+Yiiv3aaLMEI3Gea5haR7yYBmu7J8JxBNNCoUEUIIvB7f2xCvqBFeErCODCHakxnFpl3UUEkAOoeyjC0Hkk0oXvudyrmAdUaSRTAzpRHIri8klhOWMJYwsIshg2cFbMTqqlZeDyGcVoxjEZoLIJ40oMoiosmJ0Kl141PEceZkhDG63kU0Hh/FBx1vIJ4ge7HENxg4Msgnj0qFreZGZvPji3+A1s5ECTs8caYFjYf5kVUv0ocJR1UPkS4lr0FnFKKbyJhnByt4UZMun0BqAAwNvyvG1lZBvDcKbcoIKisgNDMTAQWieWmspP9Cf0DzlRXY82Aff4jLXYLeZQTy49g31JRDlSJqNGmQiVV/JQEXCOMO2D5llnedV0zkCTFYLpL0aeC+jWEUAhdjwJpWursROycTQixQsOCgkgNWMYCzLAWUKc2C4slQmEkecmVd/H135je6MYhWgNGhRpLmuWwCF/Pu9x5g8aQHhZBNSUIBXhHk+xZzyrYg1z80ZETRUfZYdVObljjOOYR4CrjPLR6CcK+NVBs0NX43kxWseJoBCl69ROpEEUEgQ+aQTyRqGcwXr2MoA1+/qFNDXWIfzLx7g4Hc96XjVbnoE/sb2qIFkE8aHTKAr+7hyxpes/fxaDBwk0Z8egXvYR1dCyVH3ACXkEEIuoZTjzTZiySJMLZxpXudoUlz3bDIxruOnE+mKunNgsIpRjGIVBg7K8a5iktzMIHIJJYtw8gliI0NcfhS5hJBCNEPY6Lpvp8QuoHen/WpwvopT13KMed1XoQb5R2BvWHsSiSOVrqxmBHfyNr6UsIAphJDLdXzBNvqzhqu4nI1EmRmDf2AQ17GSMLJYzARKaMk1rMKbcv7l9wBtt2RwBeuxUs7tvMt9vE5X9rGCMXhj42aWkkEEqxnhOs4KxpBPEKNYRQkt2cjlgFqAbw/d2Uoc3pQzgtWk0oWn5s/h7qkvs2HZJTgwCCGHVLqymUFkEU40KYSSwzquIIQchvMd1+/4lr191PIiHece48hDwZTgS7cNhyEQ9saqiUS3HYf55MhYjHZqRex4Elx+PpGkE0k6+/p0wUo5o6euxIHBakYQa2ZdXs0ISvElhFzCyeIAUbQin1iS2MwgUojmStaS5R/Obcb7gIpMrM2Hx45RRfDLIIJl703i3kkvkUYU++hCX5IxcLAidwwV31zEuAnv4cBgYNYWRoWvYszUFaxhONuIBbuAPhcpp9SR8PXnf4Tp0GvAL+zqebEypUQB0+HZln8/FTZcBCyHWT6vqtWSN6HKfqPawQflELsJ3imarvyL7Oaza0fVGQw8Z5YdiVoP6E/mfx+Uxsy58GEZqo8WlEDTh1MLMEahEt3ZUY65oWZZZ5+GAW9K6HoOfFicUULnMULKWuLMz2YnWsVJ1iSqG2EHdJu6nb3f9QN/tXhVVm44FfsuonX8IR7lOb5iFEUEMJEPKKElERzlCtbRbkkeR24J5nuGEEAh165dy6dXXk0Q+Vz58o8wEKLjtxJGNs/xKAuYQj5BjGU567iCXELoQiqdOMAahrv65xwAoklhEJtZzljCySKGZFKIdq1NkUYUPyUM5dr4jxnEZuJIrCLMVNcyZBHGQqa4bac3sBNJOml0woqNEaxmKeNdWhdvyqvk3UiwxRNvTaAlJTiwmIKNklDKsZo++Url/vmRMTzT7jFi+BULDldbdgyslLsGLef3yufkPK84RyKvGH8mngSSiSGLcBYwhWOfd4BMmDv1Pr5nCKX4YuBwDTSgXoxpqPwjLSlhON+xktGAUs0bOMg2w6miSSEFFd7dlgzX9QBlK88ggnK8Xefwba/rwR+u/vlTVyQFqDVl1nOF6xgODNeLOYIMjhPEdwzHm3LGspxEBpBLKNtXD4R86Dx+Jz3YQzQpJBJHOpH0ZxsD2FplICnEn3xaUY43o1nJRoZQgi/RpLj63ZJSgjhOOVYWcysh5HInb7OAKRjYGc53pBGFNza+YziD2Mw786fjNfYEFZsuosXAYk6m+YEFrh7wKUHkE0EGc5c+7rof+o3fwiA2s4fuLg1PDL+STF/XOZfjTQ6hGNgZy3IyiGAjl2PFxq0sZjG3YsOKFRs2rEzlTcqxMpw1fG+ust6D37g4aRdLYq8H4JYNn/PN0KF4m/dRfPFPbPa7FIArs3+kwgobAy8lgEJ+98UOXrruXgAuIYHBL//C9hndSKUrwx1ruCirgk8jrqYHe+j9zH7wg09nXM0QNtL6mSIy/xJIIgO4duFayIZfHulFLiH8ftEmGApLIq/nM8ZwAyvIJZQ9dOc2PqAEX17nPrwpZxqvkU8Q73MbU1hACLksZbxLwHBg8D4T6UsyA9hKCS35jDGMZylZhPEIL7CEm+mXvhc+gCN/CabdqjyXQJ85KpA2XyiN0y+39OLijF0q2sUKBx9qTceXjylh+iZUnW/V71c2A/r6JTGbJykigB8YxG18QBD5pBDNVgZwiek847xvB7HZzHdyCbMefhVePIzyZA2A5wSvzrqTXELM33kIk1mABQeD2EwicYSTRYi5oCFABm0JJdf8LdW7I51ICgnASjne2Fwm+kjSXY7ZNxV8zGuB04k1FzwLIYciAviVGG7d8xn4l8GffOi4bje+lHAri3l8xVw1gai03tSSv1zPFayn7dP5SgjYgYrMeRxyn2zJSq5j8pClyik3CkiES1esJYo0vLHxmW0MBf6VVnGuDQvcUvouU1jABD7kmFeHqvuvNdt3hi5/hBJMhqEEqEyUMBOHEmBeBOzQpnA/mXd1hrcPA5FIKUX9nWkc4nyETOxQfzlPEXvZKqU8gwxUHhyrWQgs4XHykiy1jk0JvrWGKbeklA1TRsKj8GOPWGJsyaRYo/ndNTtOy/SJH2rmVt0EPkctMjclbwmeIuxAHsgawpC3BffiGr7kCtaz+OM7VBbLyipwP05XiXeDE297kW6cSotpx8CBxTWQ2bBiYMeCg1+J4TrbSqZZ5zGW5fxGD25kOUWm2tOBgS8l2LBSQkuXoOFcY8SX0iqfnQIIwNvcycKP74MVqAcuD+U47IPStNipGr7r/F5c6bwsKAneB/gPbInox0jbNxTsUy+IpN7dmyxpX22kEM24v62EhXBH+jwe4F8e1f+I8Vhw8H+8wnzuIZkYliTczk/xMfxu9w529jyzRFW9M/bDSqAtbLruYuILfiEtsD3leNOSEsJt2WRZwwh15FJoBBDgKOQy4wd2HImB9T7433CMokWt1cvSH26MX8TyjImwFr6YCLPlRn5JGEyLqGK+CR952loqDSWBeK5iDR0HH2uU9s4mszc9wqzi56uY0gASg/twyTvJYIfvpg7iirwfPW77UHBrkonh2sFrG6m3VXl5092MYDURjgxKDF8cGGqdJpQG1SnUtyWDZPryAROJJYk0oph7y+PwUaUkUfM6sXDaeJe28s+8zAs8goEdK+VE2tLxrbZu1Q/BF9PfluTanhUcSC4hBJHvWig2gXj6kuzS+IUU5/G032PEsZXr8pT0VRjoRZYRTjne/IsHSCSOGJJZdHAyD3WcQw/2cNfCRVSPOi9bDUl+/bh0Q5J63/wTZTa6B+QgAa/BsfX+FOLPHB7lrZ0zuLT3WmYxh/UMw4aVN3o9WH/q/Jnw6rN3kk4kz69+UuWBcY4lPVEmvZFAH/igx1he5z66kMqiDXcpYcbpwzTSLPsRZnSQs50EYODZFVhaCpno2ao3biF21S2wCCHeRV2VbCllH3NbLCog3Bk7dZ+U8qf6jtXsfFjqyqmS7IhRN0sZXPp0Ev67HVyyPbnmkMlias758B1uZ7n0hM0M4q88QxZhKtV2deGkJvt9LlyUVXXVTguOKnZza6VVqDuRhsNi0Ip8EognwFxp1FnOee2s2GhFvssG34p8WpF/2ucACit9N9dAOoQSVjD/Z3DqOmbX8L3yedlRQqIBeyOU7bpgXxtahBZzY+9FZ11YAeWztPAf42mdfogbWOFx/VS6EkUaDiwEcZwlCbdDvnmfuudqVScV5r1bMRSS6E+pv5dLY1eKLzarN50XZnLRrAo2M4iHjRfYMft38KIPJELRm63VdU8DiuCTnX/im4ihsLrqerDGeZlmuGl4Iu95Vvv94bTtsQU71LW85wTz3V7gpyqLmcC1e5tGWAG1Yn2EI4OAggp8HUoYKAz0odTfi2RiWGdqDFdxDelE8s786fxfy7eZG/A4fJQL+Jp/ygwdW2mRzqNEkEwMq7gGBwZ7rD3YF1zVr+2yvF/wLT6J3QCbFUIKCoiypRFWkEe4LRsr5Ywt+JxIRzqRxYeJyMtzCYa5hFAY6EWJXwsyjAiXNrgLqbzEg8o8XOTFZgapXDY1ZAtO8uvHpZ+Yaw0VQeevd3Jv6UtKi2FOUFsPLqLzVZk8wd9p33uvy0VgNCuZwgJY44ZH9JvwpGO2cgB+DlqXHsInJw+eQpmKZsK4G9/jkR6z6c82XuJBxrBCmYWczdtRTvQvYuZnqYybybcuDBaiRLfKPA/MllLGAk+Y3+ulefiwuMkoYxWls1rySas/Qf4B+GcnNpYOOOPsou4iLdR6n03LewebFZb7jXW/wQ4ql4K7BFDINqN/vcmuzjnF0C39MO9F3kbwr+M4Mc6LB3mpyVbfrQsLDqJJ4RtGnuZA6Q5d2EcaUWQTpvyK2pfh07OEDCLoMqrmVbM9oTDQh+DYMh4L/AdB5HPAiHJdIwMHwSvKlEngENz07ZeMkyuVXTwKNXP7p/nfGS6Zo3JbDHl7I9etPMndjk7QvoyQkByP8hVdyIgCKAk+3YfA4oA+U39mR8/f8SyPNqjtruyrd5XjM6GIAGyGlQAqCCiowGaFbMIxDIfLTHqAKAbxA8sZa2ZkLUGF0TrT2lcAJbClExunXc4gNlNIAMcJIoswrKZZpzt7sDgcJAb3IYIMAhyFfG8M4XLHRuyGEqpb5ZW5Vg8vR92zpf5eZBgRBPgVEmFTsx+n3xpAljXMJZR7U84Dxf8m3y8Qb2x07r0TG96MLviamlJOtaSEP9z4OWFkk0IvtiYOIS/Oh8X33wqjKhXsr3zf7BgseeB2JdB8iRI4nqvl4g5HjYihcO2Cj/nytZvYsLsd7IYJfMiowFVk/TWc6bZ5FAxsw7KRk+j27HaGs8a1KCXfoPxlysw/H06FM8MpR1W7Vw0daGLOUeI4KeX3Qoio6ptRtklQT4xbqt9mp2Gpi2zCuJO3eez4E1wsj9Cr9BcG7/7Fo9V0jz3h32TJ18CceV+Gey+tbDxaVkBVOQ8kcxtqJdOryuA1uOiqirMeJVSZmqI9PGUNw0kjih/bDeT7wKGEkVVrtIgnJNGfn+P78ELe3wipFpIQRhbkouYfA1GaO6dDXxF4hZ4g6YPuKplWPkrNfRi+TLiJ263v8mkBvGzMYE67h7mZpa5FFpstBVTV2DXRy/XZTvdznW1ljfs+5Y8cHhpCp7zTpsRucQkJfB52uvamsThOECW0dEXoZPm1xoFBEPmMYQVXsI5OpBFuy6Y/SQwu/S8M9IXQTqiQGgAv8O8E1yoB63Xu4y7eIvO9zvTgN34lhn10xWorx7CrvC75BLHaGMFyxnKZ8QNLGc8qrnHlOUoJ7kyhNYBCAsgylJN8gONUFFZ/krDgIN2IVFoLEwM7+X6BPM1fSCaG97iNQWwmKbAPxJx+/v2+2MtsnnTlIoqM+41PGEvB+mp+Kdvg4h27yJzTWa3f8yjKCXYkpxLAVScOvls5iLQFYXyRN47p057nrVcnwmQVFBJCLv3ZxhTrAi7dthbulOzd3o8/HPkvaXRiAouUkcOpZbEDaRWnFpU+r9QDTc79wAtCiHSUDuoxdyqdVwJLoemkNYYVPMdjxJBMXk/P4sharygiuaYnoZFwYChnubpWa3VSDEHF1Z1v6qa+5dIbSgQZKjKmsbBxSqXbCdfs6nzjKBGEkcUw1jGZBa6lIBpLUxTnSOR3X+zAbpyeR8LiUMc40c2LE3O8VEQNqBefD4SHZNGv114yLW3wuvOEUjsXAWmwbPsk8uQkPuMGZm19tdESsDUZuVT1Q+sDn6//gxLUGpn+bCPdWvMD2jVPmTEaSjlWj5YK8ZQIjlJEAOU+LXBYlC+ac9HCyllqM6wRzOBlNi39PVf++CWLj93Aq/JO5spneFy+zgeFY/lk/ChCyCWWJP7D3VAESxlPX5IZW/wJ6dZIllvHso8urnfvzSzlDe6hP0kEcZz3rROxmbdWgK2QcEcW3thINFcBtRsqieNmBhFEPl2K9xPHVlc/f6MHqxnBbXzA33mCIZduZV7qw0TbUmBDDRfgJRhQsJ0YknFg4XBMN+4WH5zyD3HiAPZCleAm/2plbuDU/WUBJkti2UbHa44hZsCre2eptZt8cJmvfiWGbZha7jKhTD7P+XDDY6vJDOgMlJjaTqk+UwrkejSpblKaZi2hUCFEYqW/u93oyb3AA1LKSOAB4B13un9eyXwODD5jDKl0JZL0hg2CyZAxpmnX2ZA+INxZ2T0CtxI7nQ3yCToV0tvYxMFGLvfY4bU5EEQ+hQQ0mSnrol0VkA7Jgb1OywtiNwywVJBjhKhw1FG5vMVE9vXrii8lPPXhHB7Y9Qz/WvIXYm75lV8GD4Y+ZZDkAznwLx7gYV7kk6I/qcUtmzPTUSr9OwEHlM01VyYuQ0WIHGq8Q41M2MC78bfQg5oTwJ0JSxnP4/PnNnq71Sm0BlBiVWYtK+XKP4QAl7BUjjczeZGs8eFM5U1+Ip7rbCtdmW/LfbywGwYBBWWEBWaRTTgdp+0mlm2u8PQIRwZxRqLrmDezlF+JIYRckohlcsEiyn1aYNghOm+/S3DpUHCMmOBkMowIwgKz+MwMDS/BF8OuzEP5BJFj9rkL+/ClhMzZnSET/NvkkGaNonfY/tMNBUNhfeBgxvAZY1nO/OR7eOO1B6sKBH8A/OD5MdPxKcjDOrkch93gPb9JbGQI/z44E3K8SB3Qls7ZmdwQtpjP59zCt10uJ3htmcqx9B3s79ZGabSjlO/QaFaymAlYsXFP7pvKb2wRsP4EpzzGSoFCVOp9p9mxWsbMcyW8NJ1JKKcBUUKTgBnm5485zb26Zs4rgQWU0JJELEnENqyBGBotUqImurMH8TJqUdEt1L3MvPWU5O4uXYr3U+jn3+imoRJ8m84X6FP4f/bOPq6puv//z7nBBgNH405RFAVESRKVS8ybvE3SUtM007S0LLvUK+2yslvNUkurq7QsLUtL00zztjBLE9I0/HqDYSABiqIkCIsJQwab5/fHZxsDBmwIZtfvej0ee7Adzs7OOTs7n/fn/X69X6+4GU1XhmtKeFDqsieLK9B1VqFNKSPCmM4xZfcq/yvED632gt1rXyYZ1qM0CsJj7INJ9DUeYOP4kRzf14eZcUtZVfgEFdkqUEBGxwjOtmoHrSVbO/tNCxOwDtDAxq0jiSSVu3YmQgb8Z88/+fekDxvNBf272H5VdJYaE7EkcWWqG83XVdS/cgMQRC5eFFOIr9Bbosgmd1CAr02p1ZOrDGIvxyx6Nr4U4l52DYUZzmpb4MlVIVWgakY27ZjJ+wSSR1eSKcedXHULhzYTEfxONiEMYQ97NAOJ4RilSg9Lb6MZE3LaGC7TVZeGSQ7lqmYMUu61Kd0qzIKoW6zxJows/CjkKDEMLPxU8D+yCyl5wp+j62IcBywTYQXTuYMD+FBEDEfpMuMXTt7eE3YAo4F+cLBfNwLJZ79mID3jT0IOUAKjt+3mnfEviMxILmCA7coJMHOC0GKxQ/u7L9FeeYn7tq6nFE8K8cWXAhIYQMXR5iJjEwMctZggeiF4MF/abUThZglQSuFeT6Hr8j+AOPv9EAW6gYh8WL342wUs9pBjRml0zdH18igvp5V0GwI/CkWg0hxxdht5nGgM3oQjyDE7r7jpKozYSHZ/4sMmxjGK7S4pFP+3Qnu2DK7ACWV0vcZz7pQjt8zOCCgDhgAAIABJREFUlEaIM4qc+ZiyHQQO6sXAnMO8d3Au52b48zCfk7jjLt5SPQ0lMo4RQzHeTinx3nBogWGQGN6DfolHGL95hxhQfAE1/DvjQ3TrVIITpaKmhIGLSCKWQXpH9YbrRwfS2S8fwEireEojI5oTlNhZkcgxYUbB3XzLpzyCB0UE6S+jMMM87b9Y6LbYRtBesu5f3MEBTBYRxkBjPjuVw5mwbDvMlvAqKcBdLe6nV/HEjAI5ZttvF0TWy+qq3ItDlKO0BfTB5hzcy6oGakVKH67iSQxHKcWTP7UqCvFjCXOJJpk49vBPw4dU+AEXymCmL7xRRgTpjk/AfNiungBTwT1MT8WXzW1dOWVqi9DsZuijPk4fw3Eu9/MSXaTr7LZRXdHCCDhKiukBhdCTefeT5yl91JPEsXeJwCoE0S002PI8DFGOzaRqwAJip1SelaOtC67ljYq/iHQrk8k2IhRq/GQy2QVgPvAYsEwmkykQ36AzZaS/F4elOrwpRv2+c+ZeVvi/WtKoLrDVsYUxIurehvNS5DcBQjhLk52W6Epp/lsoYgtjiCKFTMJsBm43Kw5wh+tGf67A0n6fTFeK8KmSzSnHHdpXclu8Ka7pG4TobhmgO4whoBlSnOA1+FEAflBxUMiWXzgWTqalBf6mgw5IhH65R8TAsQz4GdgJjIBfwrvQkXQ27hvJjm+HXPdNdzi7BKmzkSErg2PEMMC8v9G3DUAMzGcBXhTbAol8AtnLIE6m9+QdnmIkO3lJ8wr7tbez8OI8MOVB5llYL5RurQrCE/mCTcpx4nrLBkJklKz2Zzv3spwn+Ym+hO+8QMecc3hRTDHepBPBr0RxlBg28CD7GCzud4jOpD3yOFLVncjVagUJV6MilUh2MpwXWWibYD7GxzZRxw5LcijJ9qe9lIN00gOpgwzpmIcIrB3JVZxHlK7nQPl8DRIy3p4zHf/D51FZg45kBKVzBXgbSkTBoaGQw7ufPQ/fQaLHXSJD4oM4ZwcRwctKROPuXuw8pEorAxMfRMHju+vYj78xJEkaL0lSS0mS3CRJai1J0ieSJB2UJKm7JEldJEmKlSTpWP1b+psHLO6UCya5KzewKKrMGBobmfpQEhf1EC+aoL0xxyk2r+vIIkwMEE0BQyX/qBRPprIaH30J+QSQrmx8TZzGRAxHb0grdi8O0YH0Gq3Hv3VubysbFuJLtrptrQ7UVjEvP10Jn5of4UjvKOgsiZlfEaTTweWutBuGJMQgY+W7BmArq7Ykl62Moh3ZgnQ+iusKWrolpTU68V6WCGwUXX/NdzZNOYh2kF3YjiD9ZUL15wg25hBszOEAd9A6IoMkehBGJrkEsYvhPNpqNbQIhAstGSLt4AE2sYppfMB0cgni38b/sI1RhL9zksNno+EorDFOIYJ0RrEdzPBdcD+S6UouQRyiF38QxGD2kkOwpXOmgEzC+Df/4UUW4k0x8QxjNVN5jyd5gpUcohc5tKEcdzwN1xjDFkaxjanm1aybO4arITIydZ2F55Ie8BWlWIcBiz2SxTn/d/yHop28etJMA6pcKq+phsAMjz+8DMYgCLrPgTb7IjwH9+zaLBqvCoAtiKDE1jLtWZlFuXRFZGNKrmM/GgtNQ7q9YbgpS0KiLmsmgLwqKWwl5bYbbiG+RJLK5SFe+P9suRICqCTntUFwMoKAM4gjjYVlIx5vkICYFUYlNRQy7XGH5gD9jh6BJYjZ8z4HK1n2xdkfkjvlVZ7by/1Xl+O3ci6sKpPFeOOO0SbN35TBWhXYK/vmCxuC6axAgZkH2MTvmvZNxiNoTDS1dsmlzhpaGPQU4gxLGxsXoT546yvI0wbQJ3QvwaE5JBFLMl2d+v7/Cr0cm44MiN/HLMQ1ZDkt1pbsctz5cNbD/FPxmZgQFFrWs3pDOcpqqhFlJ4sf6X9i/8k4NjXq7l8Z4cYW+RhWMY25o5Yw+u3djbp9ADbDtFkrUVjuG1b9k2Vlc/DVFHAVT97UvQwIr7DFvEinP44TShbTWEk7smlJLknEEsMxQpRnbbyTQPLpt+47HuQLpurWA/DDqD4MTU8QWj/Aw+s+ZKHhZeQm6M9BcjQtkGPiJRaRkXUbA0O/xYycKFLwopgg/mAY8XhSSg7BrGYq98q/YZr+E4o1KjLlYUzM+Bp+BIaLTNr+lQOYxkqC9ZccdwlZg5hq7e+Hvx1Yc900ROHhesovJpjE53zELOgD7V/7jZU8wYoXp5NM10p/I/sueEXle8Xz5jdHl9BfVBJqTNyUuz+GLRgt/iQdT50DNUgakJ3BZlh3JqYF7U9fguZQ8W+RFncG0SSzhzh6c9zl/ZIZYIn2WeYZ6xblk+xpJnVwp01y8KK4Sk26OnwpxFdfWbQP4UKVsoDchMPXVq6Dr0Jne+6onGCFt7qYssmgct2xwDGGIYI1HWAS7Zh/R1jN4poKpXiASU8x3hRxS53relCKj77E6Ws9hmO8z4wqwYfVSNJR660cMx0Xn0P3goocgm9c0BKOmFjYESylKKHt4Qh+FDJsxtdMYQ15BJJNCJGkEk2yU3o72xjFZNY0zr5bsEU+hkd2buSRmI3sCGoiHRbLYC0zCFduK8wKQdC2NhP8qg3nCLGEkkkPkkgjklQibRmqq3gSwlmbPYc3xfgY9OSog6sYsWYTAh0vYO2A+WzhVFa0mInSKAKlVCLpSjKfMoWU0NuI4leuWtzsdzGCh/icWMMRctStWc6TxLGHQ5oexBiPcouuDLM2B8kXZKOEKGcqkfhRwB8EUagpJ7zTBSzWQ5VYiRj8p9gt2wja1RfhGNSgDjU0UDBZzneQJfvsBbSGM1/cyhDVAcFTNCH4Kfb7aFXZKLHbzk05yv49cVOWhDy4SixJorPBAJwHWQqVUbUGIexUKJa5ojruw591Bgh1oaI5PGWuvTVXbhIBRp5Ww37t7fXatCvM9Zen5JhRmKnyUBorH7W9tl/X0fuqP7wpRtXwxFNNbKZS12W05Xj/QvG4hqIIH8EHaSIEGvNBIUTiIi1u1Y5gQk4WYVz1cl4h08egtxlVWnGAvhylajdSMd7sZbAQqsuHY7IyupzOwIT8+vg7M6gzYAegM5xe0xbDvGa2bAoW7Y7aEEkqb/IMkaQygP1MYAMpRLGL4U7tb3/2s4sRTh+GM4gmGTrBpKCPGGzcK8oH4xv1I2AIrDVMqRKsABSrvSjHHV8KMMkhzJjFvWxHSTlhZNGSXI4Rw1lC8DMXEmfeQ5gxixD9BQLIF35Van+UGFnDFJqlSLyhnc3j5z6lisHDW24UKyvvnXeYD+Br0NFOd4k4w/d4cpUA8vmdCDYmPkI6EZSqVZTjTjYhpBNBPMM4oRQdnn66Es5r/dkRMIRijRvRJLOTEbzBc+Le70hmYSqiBd4eGfCG/DlB1G6M4ECP4KSsgMh1x5g8fpMQgytCBCoKhDOOgpplHnvV/5stULFmWBr7cQNxUwYsyUTjSSlF3IIUjkj92vNBckGWRoOi59+JIJSsBu2XwixS7bVBzHR88dXr6as/XG8gZQ1ompTU6Qqus/uiBqwB0C/ivNw0x+kCWpJbb/fO9UCtvwZqyKadzRHXEawO2h4lzvMjzIqaP28j7uxiBHsZzB7iMKLEg1J6cYgcgtn67lCSpDlEdzzMOzzFETtVUpexEeiMINIqqNqFpgC2Ai9Cx7hzqAddqyznakB93nkyvRIjT/MW7pTb5OmNKGu93tqQ0+jSBl11aUi+MI2VjFZu5eW3nke2VhLH2FiIh7nqJciqJfx89CUYUeJNCYUaDaVKT5bzL54xv8nThrdZxizkmEmmK3KTmebnK2xlxSJ8yFaGUII36XkRnJG1gP5neUE2B0KqdfF1hEBd5U1CbjKTp/bnOe0reFyQOEQv5JhYwXTC+51kDFv4gyBMyJnEOpvD/Wqm2u59RfgQRiZJ8lgS6M83fcdyFQ/a6C7bHJqrwEjNsl8MPP72OmQPS8g3lUA019fxOB62dhyKbLhEmqybINraB0MFiGbc/ogAZiKC4+JH1YG8+vik4uYLYv5muCkDFm+KSSWSJHpwXuvPxWgtZeFU/bJNcKWPG/8X7hrbfz8DGMzeRt3f6rBmNOrDMU0Xkoi1pVEdoRivejM1Nz2M3PzCZX8lCmEY39bacuxLIR6UEuyieppZUZOzFEkqu7NGsZPhhJJl0TTqygqmc4A7uG9FPC///BYnE3tyjBhWM5XiBmYk0SFmqmUIftkgxG84CBgC5wL8xQ3fGaPQeuBjLOIhPqcQP1Ywg9Fs5Vgt6Z2djKC//qBL28/VainQVpdKFTih7cQebT++0N5HIPnkEUgCA4QA2asuHkhdiBPCdFI1upPCLMjhIRahmkJ8GcV2npQvp0it4RZzEWbkRJCOevw1zrXzZ5dmKG4GCDLmCl4U5VzLVCPEzgIRvkPVguMEcR5AuC3nKoMowZssQuEo5BJEMd78hzlMYa2tQSCVSDYwgRXMIJ0O7DKPIEvTFpNcZPcO0UuIymGGPjCXJchcuQY6I66zMXCthRrZFImL+7SOSbtK4Il6trdP6LUkZ3SgrXRarN8ZeKBMKOqutaxnAl4Sn8tMhAWA1UrOh8oAxoqZiMxMT6gUlbuB+C/IsNyU8V4oWYSSRRQptM24jKFNM1QOMiqZ8jA2MY4AbZ6IyJ3AQ3zOGqbwBq80+n67imjDSV5UC0bbl4wnl5Y1SgLeOM9ZuB5EkSK6LxqLw2KPdpaU+d8QWYQ1qfcUACrRuuyIf9GSXDwNZZSqPfDkqkvXgtxkrsHib0c2H4ROIZB8wsgkjExK8aQUD1GrHwzvRUzlGf1SPCnlyJ5+5MUFuq7fMg82DhnJ+Lt3iO4JAxCP4KOtBFkutP3xsuAkVIcJDG1cn0sF6XTMzP2EK53ckMtNJBGLD0U1ND2CyOWQpgd36Op1swdAVgit5urE7+MU6J5Voc0oQ/IVJPxua9MgOQ2CYfOce4jmBGt/ns7lGV5wv8uHUSvWP3sfpxL/gTGmJvH/EL0IJRMfgx6zWgSq/2K5IOCXVTBYvZcxum84t9WftUzBhJzRq3ejVlxDnaunxWg9fQb+gLtkxJOrfOM9FkqqKfUdhQJ8CUKHR0kFvpoCivFmAfPp9GAq0ZzgGDHkEkQWoSgxUoAfnpRyat8/eGXQXLpzlAflGwgxnCNH04IcBG/mRRZxOb0NLV4/QyqR5AYH4b2mmIF9Dtd/YtSI7px7La9joPXEQg7viabn4pPiurPCCHxVz/Ysuixd1mWQbezE+m/vYz4LmMAXLDy1GDrDxPkfU447X+15WFzDFxAloxIE36UzkA2qTB2bNWMt7eeDWcB8wldfwOObQsp8at+FJsPffPJ7UwYskaTSLUOkWDGCOuWaw1lXt1NpbOpstnBSnAtY3Cm/cZ0y9UBphMHqfTxleBdVMuT3rjkaKc03RqE0lUhGb2uCzgYABTYlzL8brG7NMRytf+WGwAiG6GYOlYvdKUdpLKdUrbLps5jkeqeDFqPSsYpyBL9XId16WkpCPhTxbsQ0YkminSZbEDBDKpWhrVlA6/e4lilMPriGtvMvi5mr/cBgQgR6w2D6jLf54OwcmAQYQDYT0bVzCsdlXTOoc69BO+eO03qsnoYypCBwL6vgIfU6xrKZbEK4l21cxVOo596fyKoRs/l04njuwHHAIjNZnNmt+BHBp8gQ+6uNLwMtyAJAZa5cTjLkzQkUXjkrwH9u4/axTpzwNas3fOfwXrhePxmAq15utu+pHCUBeh0KMzyWvB42Q9uxl0ntHUkI2UjVuCBWn6z95gE1gxWAskpNIMGJKydf6UkA+TxnXEKR0odbKCKYHKJIwZti0umAN8UMGbQDXwqJ5Qg+elG6UlLO3eZ4wuSZ9OJnPCP2svGxR9j28b1MZbXI0AQcFtymeYjOMUdq3Cugy8FfOEnPSpJrJty+IJny2TLcfkYM1NbfTW3dmUrLOnKgPVz+2Av/xSVMWrEF3oWFYxaLbRfB+tsfE5+VSWWHmwmRQZkMxJTRvlUWWRM6CzJ5EBg3uLOHOMJ3fsK8qa/xQi278T/UjpuyJHSAvoKnkoKNWGuDlU6gB0zwhu4VInVnnN72GiYzic8bb2edRKq2PX9qaxo1KjGiigepk+P3GeU3xrSuSYO4fWL7f0cOS1PjUrAGdco1ivHmT6pOucpxp0jpg7e+jGBzDkGGS42SbQusJhcAIgi5jRQGsxdPStnMWHYwgsIID9u6B7iD36nUzdnLYA7Ri4MLulW2oFr0Uy4N06CdUgZ74IPkOVVLI+cRnRW1cdDkuMynshpFgpgIRBlO8R13kUokObThV6L4nIcEEfgMNrVr+9KDLFcEK6TBCu2j7NQOIV3btpL8abL7m48IuNKqLp+59BOh4NwUjWXnhbuy3MF5S9F0YrvmHoxyoTxrRMmDrKdQoxEl5TbAMDjTuwUelLJ01Xy2aYdW2UYAecgxo1PU0q12ydLVZkGeMoCH+Yw7+YFnlG9ylhCMKNnCGJLowXwWsIc4UonEw9LabJ2ABer0HCWGJ+XLuHyuJV1JZjB7abbQwBOsoivJhJIpsiexsDV4qAhaHJV52sHJxGoumUeBheD+i4TsWQnZSAnZR1eRvSCx9OBMITsRjShTDgJehb77vufphNe4d98GfN7/g4BRxcgkSbR1vwHahRfxOi2yguGHT4p25qcRGZanEcHK04hy0AUVZ9JvpeWGLDYn3ANK+OeEz/iA6TCF63aPbxD+C0pCN2XAUmsKXgHB4b8jy5b4ZsRAnopezDPa11zadgzHaq1tNyVCjNl468tqLL+PLZwb688i7RyHA7qrXkMNhS+For30f6iCInyaVM6+FA8wivJg9c/xoBRfg85G9q5L/8cRPA1lNs2ehkBhIWqmEkkBfkRzgg525ZVsQjhCLH1ePS5I8bPg063jYQa0eFovAhMdonbvlFOIBRpctrSQm6oep9IIEbpzbOQBnjO/QSxJbPztEfr328298zaQSiTztM+DCVZrJyLbiRBOXAFshJlTPmHklO/puO0cLtl2nRG8jKYaj57inSpBq0kuHuW4E0kqPvoSQgzn8OFPRrCLPAI4pOmBpAYpRnSlleCN/7Tz9KeqIm8J3nz12cNQm2VGtNDDsXLqvClhGPHIMVGMt01BPJlo/iAIJUbyCSSMLLJphxk5Z+UhrNOM51dtODN5X1zzBW7EM4xMwrhW5k4x3gTodfSZcFz4RyUJj6Yfo28XH6yttl+BCF6JSbKcFKpmPAYjeCghKugPc93eQ3ZBQnaLhCze8pglcTD9TvYymEDyyVCGk7AtFqmrjMf/WMaB+7pToG+NzhSAPtqdE8ZuPLz5Q7H91kBHcFt9RVzrCQjeVhFcSmrP/Um7mLDmE17e8Dxp/t34eNREAprMuO2/GzdlSahWozYF7GAkdz/8DcPb7YNsCRJkLIx52embeTQnWMsUmoasUTusKqSOkEYk8QwjmJwapQf3am2pqdr2+FBEkO565BtrQomx6uxFSePddIfQcLPKvxhmFDW+g8aENaBQGUChrhyJgs05eJRUoDCLAalQo8HTXGpb5gzKVW41Mmcm5PxOhFCMdQK+FOBLAfkE4kNplbLehWfCWbjwJRLn9aDf6iOQC48M2nj9140OGqsxq7dO6C39s+wzHuy4gebzKxi0YBcP//iVyAqdgcdU6yvLOtXhqvFyTxrchegMlvMky5SzURrFdZGvEaN3LkE8YvyUIE0uHpQygw/wpJRUIvGmmKPazjzDmyROuQsSoMvZX8imHWjPcotOTKQK8BOkUkeEW4BkibOE4KUpJkh/GTkm1jCFhbwEQBS/AiLQbkkuHUgnjCzcKSeEs4SQTYQhg3aqbPbKB3MhK4z80EA0nS9xL9sZzF5ev/AqeW0DidcMYWTA9+zYMISRo7+nVX8dATsOCyfmHOBFRHZrLXAUwhNOkrG2HTWcke0RhuCXnAYmwytX5zL9tQ/YQxwT87+GuYgg2wyYoB9HQAE5w4IJtAQY9p2i/1H+m+QuXTn5c0/wgork5qLtukDsk72Z4sYvHhH7WgSPe6+DEokbni/4n3Bc0yCF22hfRTrQAhN0y03jj7OhsBTQwLh+ayk3u6E0OtfueYwYuuOUbUGt+FnbDTMKp0l7dcGMnGBy+JjHnFrflfKXK8glqFIASQmM4Po8OOyRxN92RuFLgdMqtA1B23zBvTJommFEaUsVNz9RAVcALZjDRaanVO5BsKPfRS2oTro1ISeHYJe6fqwBiqM24H1v9kLd55q4sTcm5GAIcO1mXqT0wdPgOIiX5QNnxMDDAksGV4tjFerrRWfol9PI58MOpXhSpNbga9JTrmqGB6UojeWsUU5Br0q0VNL68+jqDfg/ep6rBg+KEwMYN2wtibJ/AL8CFZxc1pPAWXk289hSdTMSd9wFb1wBriKiRi1VhojnZISRxVU8KVc1I4dgJvG5MFK0y8os4iX+xAczCq4iSorelBBIHunqcIrxJolYKJJxgmg+Uz5MLi0pxZPw3idJIYqZRz/h62Vw36zvoTeEzEkjiFyenvMWoxfvhrct5O3VQDRkpHcRuxoCNsssPxi47htuoYgC/BjHl/hQxIST22E2zH9xKSTCRL4W66upDLYDEGVJM0xhTY1Mt0kuiM6bGcs7vZ9ijX4yZae0osxUBrxlOXXWeVpr0HxzCb1PCxEYd5RZgsP/wRXUG7DIZLJPEYmvfEmSOluWaYFNiMsjG7hfkqQ/ZTKZDGFdNgwoBSZLkuSypOwhejl2OzUhUra/YLuwNu2cDHOpIaZUG1KIYlIV607XocDMEWLpJRc3phvRxdOU2K+9veqCmbBg1LPM1yy1pFqv8wPKhN2CK6Tb6i6x/62wOsxmKkMpxcMWsOhiBNE2SKejWO2FHDPBetc4LGaFOH/Wc1mIH8l0ZVQd1hSunPdQMp3fGVdgtujTuFCKqa30JTOAoV0zcjtWpmxyCK4MVgYhZuqNJcuyGqatfJdV0bOR5oFsHYLrEoy4Z81A3CF9EROEdkAAHJ/ViW6vpnF5nhc++hLcvsQmvHipo4YWM/UwBPYyiEJ8KdIIvlMBvtyitOj3hIwT5YnOQAKseHQGxWpvyvoJr6qvVj4MB31hInwSNwFvczFy0zVMcohXDuP2kT9y+JeB8H5z0ZL7AKIFNwy4IDgceQQSwllSlFGcJYQHarE4SCGKWI6QSieLIYiJFcwgIWcoW4OH8qJ5EUv9XuBu4skngBiOkUQsd3CAKazheEwn7lSmsbXdUArn+OJDEQX4MotlDJ+xG7fTQtG3y9sZTI99G85V8HDFaubxKu1nWoJ6E0IrxYStZHluiL8o2SSU4vPdH3ypfIBe5kOslE9jiqVfuRgvOhamU27WwDx4hjfZalW/tEBhhrt1PwKwgjlEaNOZ7bOqskuoP/AK2NQcFKD3ayF+7P0Rf290wCLjL+kSqiWG2AQ2QpwPUCRJUr1peGcyLGuB96EKU/U5YJ8kSW/IZLLnLK/nAkMRTIhwhFvOh5a/LqHOuruWqinnNIRXkJNeZpNYxzom0dVJjnaxxo0CedUZdgB53Ms2cjQtLBbsYkQ3o6AAX85qW9TYjpJyTJafrtLiB1SKRxV3XoBQwxlUS6lku7dDpCnVQIyQLG9sxBqT8FSW8tuM9ty68QwkQodR6WRMbk342gtiJTUwDH6bJeTS9zKY2emryIpoSfvES7CY2vUz2ohOlBBjtm0QrQ4rB8E2yJrMtudGudJht5R1ea48qMmCm0P04jmWNMm2AXLVLWjve4nbdBmc1/qjwIwR0fFiViswKsE/owTCwS0DcU3Y+6koqPTUsUID6KG5uoKQNuKcm+TCdyqYHIwo8eFPfCiy+U5Zz6/9ebeHUa7EjFw47pqNpMpFGfOfr37m3IGWICYbzuprJCPS/06ixTK9Y56MDtTNrxGee8F2j+i16JC4Q00G2TEJQuGVr+YyP25p5TmFhgXqCuGb9du77YUn0yxzlSDwKDH0WnKIctwJIJ9koi13BTPfzBtIErHEapLInyZayeWYCSGb3PdFq/ClpPaMjd1s2T05+cZAgpS59CeBV87OZRB78eQqSfSgA+m8w1PI1WbGsIVh0+LxnlZMNiF4U0ymPIx8dQA9SKID6SLz5gPfr+vLnTkHCQlO49zBjjYRtHHyTbzDbFYwkxdZyG2k1FBnth7LHRwgkzDCyCKIXEaxnQ1MgDkw+vxueBWkfHd4E357vz2leLKHOL5xG8sne2ciGWSwGtKJYAQ7CSWLYHLwphj37yRhNuhjeUwFtkusjZsO8+Dg+93os+y4KCtGITLFemAxBMVe5oNZkymfpeQ5/etsUY7BJJdzC0WMZiuH8npx7YIaYkDmJ+F/+Twvssh2fEalEGSUm67ZaAgmuTjud2+dxjOFb1KR2VwEenchHJpLEAGKF5Vy/n+Ft9BfVxJaS7UYQpKkcdbnMpnsbZyk2de7+5Ik/SSTyUKqLR6JiBMBPkPErHMtyz+XJEkCfpHJZD4ymaylJEkuGcnEsaeqUmBdNxAzLtXMy3HHg6tOr29l3dcNkS40oqQcx+vbL6tre6pExOxPA9I6kNkriB8D2bvVWi6Bo9rOFOJLnM6RW1j9GKvczCFjL4r2tLRsEMb32SGeK6DiW3BPkISi4+wksRA3IJVQfgLCuUfazK5B9zv+LnpCMDkWHk99CqbXajz3dlRPtyw3ycFDU9pgu4X6cBsppBDV6MqoVlzFk4sdtQTpdLQ9dVkE5DpAD6qgEnE+S8DbUCLIhWeo+dOu3pFi/b8R1JprSIprQAXe8gsc0ohOuamsJlh/iVvMNYngjr6j6t9BS20uvxJF/XMiAZkJ+AmRHa0PJlzvslFQ03emOiw/j/FJO5AdkMRgt1ICtvLKL0uY32up+Nz7EYPdE7g8sFxZ5mZrGrAO5PbBdAxHbeWFfAKqXFd+FNCObADbX3siggFiAAAgAElEQVREkgqXIC2pW5XlelpQEOvHd9xFIHl4UEogebQ6quM/Mf+2GZ+W444ZOaFkkUoki3mBXILYwQi6nMrgy84P0Dkhi4IIX5YFP865rzuKjI04GBLoT1p6N3YoHgCVkR8ZTFSrFGJJsu1Lx53n4Eu4vMGLHIJtx5dAf6ayGsJh+Fdf0ZefyCGY98LncpYQgviDp3mLb9aOFYP8w0ASPP/zuzzd+zWGEU94/gU+DHhYfM8vIf6uhftTPmOnfrj4rpZBn1PHRZBiVUkPgP/7qjP/SDyF21nIiW7D68deBS/4ggmkaKJIN0ZgNsm5dkktOCgTxfYv39KG2RNXkf1eAAVaL3YxnJ0MZ4AygSeNH4lTY4YZuk/Yr72dGN+jmH3l5BHIucyOYp/2IspEfohs1V5uDjPEG4RaYggALFWZ+wEH7pU10VDWT6BdEHIJbI5ZrbB5ogJCTqeVqxt/j39VajCowBDTjCs93UQa9TojxDVMYYoLxmeexqZ1660VBpBNrrYsuGawIhbnsJJpDf6oSXxOiDK76jcHEARjEtbh7iPBvZugxJr+1QLeCLVGBZDBN7KxLNv3eE359Whgq+BgNIVir8JMDb+cxoQXxQ1XenUSRfiI9llLCaSsHRAEunYqpAC4HOOFyiB4HVIUlQZr9UFe9XpRmOEh3Vc8xDqyCKNIcwNVlA049oZxBMs+u9Th5MoAYECI2b2UAVwEAmEMHFzUjY9XTuS3ge3r5G7Wit7QfGMFh+jdgDc7h7YjT/Nu7DQxW7fCC1byBD78SRKxrOMhFvEiS2Nmos0pI5sQ3uEpzhJCET7kEMyzLOX7pJGcSvoHq3kMXWcVvxLFe9OmMka/QwRZZYAJNNGixJKW1E2IoxXI4IIKjV8RjyzbSEtLUOJOOYa4ZjAR/I+W0IF0fCnkV6IIIJ/Rhq3ELdrONz+PZW7ie7z/7bPExiZQiB9ZhOLDnxx+MJrdr/fnZMdwzi3wpywa7mUbhfiSEdCaXhzi4dc/5Ksuw/n+4b68sn8uoWQRo7HwEnPBVvHPQJBfOwv134x+rfk4eiKLE19jd/f+kAllmVo8uEqAMo+SbP/KzPYDCB7KW0CZMJf8N/9hL4P50jCBqcbVNb6bvvrDPMU7jGMTPzKA8EdPiiCltTiPFCCUcFVA0YXGuyhcwc3X1twXyJMkyak+wuv+OEmSJJlMJrn6PplM9jjwOADeVU0jQskCq26RWnTYmOTXqAgGt+o3puY49pyoBXLMbGIcLzpJ/69NfKvJYaKmwFGuA1ErRFdVBL9zVtuCQGN+nR1JjrCKJ4SOQTuEmuc2QAHDvvqa3TIPRL9nCIIFetXyyLf89UB0FFxl9opVzAr6CEbDpVEaWvyoRzdQhXZ0WZOVbEzyptWQMaO4IYJ3vhTaShrFvb3IbeclZsbaIiEqFwD+uSXiK2iHc4O/2fH1kkw0f+JDKJn4X8lwmv91XbC2mTqLPi5+r84GQ8CYgevEDFoVDi3g9jm/M4bp3EIRvTgEgMG3GepR1+BnxCCoQNT/68rmJgG+ggNRGw7Rix4kNfiaGsU23DHy9q3T+YIJHE/qA2Uwi2XMZQkbmEC6OYKiAsFxKQ9WEs0JPmcSa5jClzxAKR4cybqD+2M/YxybKMWTeO5mMS8wiL3Ea4YQSSqaMZfQt26B9+Vi/hW7nO2MIohcJrGOiclfQwacmdWCFG4jklSCjLl4Gq4hWSRRrJyrMfIdXPVy44W97/B965GVg3eJpTMJQSYGcX9uSS4KhCBoidobMwp8KaQUD4LJYYVxJqVKT/IJYAxbOEsIrye9Kia09olQa0k9H+66OxFegPCj68EId+kTaTviNEbcOZDXF7nCXKlUq6CyfNMaCINH+JRRbKMAXzap7xeTGCVMNXxiKw0VajQEkI8RJUnEspxZjFi4k4qXmleKzD2NZcLRmv8i+MlkMvv21o8kSfrIyfeOx4WW3YYGLHnWUo9MJmtJpf7gRbAYSAi0tiyrAcsBfQQgC4ypEvBEkWKLdA3hzVDnX8PN2hxT/YZhRKTAnSToTWOlpa3ZOZhdOEU5BBPiIJXrEqpnOarujEPcoivjDV7hrLYFpUpPPA2uKWwu40k29HsQg7EZ6sWWYKcf7HYbDeymMpNyxe5d1q6AK5b/X4SZWmQ9JRhdAeyFp4eSNjAEtuaxl8EozC/wp1aFt76sUYnKTSlIl0Nwk3tPgciy+PuWgJ4q3CarAq7SbKzkaNQik1EDtQQIvhTiQxHR6b/TL+I7NjMWP13jqrJeF1zsEvKhqOqlWQ+25E5i6XtJ3F1FmrcqzAo5nLJT2B4Ip+e1peOqc9TK2TcByrozftaAqKE4QVf6k2AjUTcLMdAr8BAHk+7kX16rbVkRAFSwPPBJunKCNuTwMq8SSB5GlIwM/ZIUokgngpPpPcXMvwDSSrrxfsiz4s6tACbChXMhzGj7ATEcI4pfSaYridE9COY8HzCDPcTxPjMJKauaNbD+xhVmSJdHQGeJHqE/cSSpn43HkW8IwFtdzOjTuzG0a0YrLrJe+WCVkpgfBWQSRiG+mFFQpPSp0pYfxB90irVoAdkHLPPgx4G3M3D1YZHpnWtZPhYSR/TgSZbjQSl+gYWsYQq7k0dDR/DqeZmF6pdYzVROJf4DSuDkFz2Z9uBKprKaTMKI4leu4skBdR8GGw8CQgyvVHueQPJIIpZe5kNc9G3FYx9+xI4F44V9gC1wd3mOf/1oOtJtgSRJLoubyWQyBTAaqtnH14GGBiw7EVXGNyx/d9gtnymTyb5EkG31rvJXgMqLUQFy0zUMAc1Qn7EMpNWFXw1AHhg7wyb1/cwyLkO/V5Beu9z9C/+nv73K4LiPwfQnwel9kbswLQwkz6HEukuoS9i2lpIQCPErOWZOEM2byrkuiYzdpsvgA60P6tWWc6yAjxdMhFdTEUXXK4iY1A2R0rKWSK5SmXUBSIFfMi2vS+GtBJ54cyVPstz2ne5jMB006dymc0VJrCpk5+G36PZE6s6gMIMnV5uMwxLC2aaV5regHHfQio6Q6scSbM7Bvcx5l2YblI6vl1G63ZjksD0ijmhOkEQP7tAcqNOJ/GZGMd4wSyesAayXlbUpyBH1SAfFQXVfL83zKqpqs3wPHZPP1Z8laidKtE2FxKS7SGwxiOfbvsa59I68FPECOQSTEh1FX+UBivEmMekusXIZXDV4kKcOJIhcDnAH8dyNJ6XsWDUenrgAHVuLbMJa8Za23U8znJ1E8LvFkLMEpdmIt66CAZr9eJRU0M68m1K1IJ7OU71KqDxTkG/rmIQcoC/+oTkc2dFPcIdUQAmUHPVnZ7/hjJbvJkkZSwTpbGcUE9hga5X+lShK8ObxPetoFm1gYeBLxBqTKFQKB/gD9BVZ+eqKDyth4JrDIlNtf1/dBv1+PkL5V+6U4oknpUSRwpgZW0gilhCyGcxeSvFkSz8jx9f3gZWw+MEXKcSPUjwJIpcQ/QWCzAerfGSgUczdIwznAMH9mqJdyw6/8aI8tBBBEv4rcPPpsAwGTkuS5HR9zJm25o0Igq2fTCa7AMxHBCpfyWSyR4FzVFp8xSNamjMRbc3OpzLssIUxdOM1KAPVKSConhJHB/DYIsHkY4gcrrirnCQK970S2YMCCNJfRmEWF/99bHF6X5TGcqetyt0pt6U2GwI55rpT27WUhAAmGdaTrO7CY3kfs8jvJad1aUCUVfYyWLyYBbJeV0GmR+S4wxCclWLEV9oKUQKqzoy0loqsU11BAkjsdBcD0vaTTQjntf48w5v8ZrzV6X2z7t8Gzf2MMm/DW1+B1AY66JtGj+avxMUALUV28vzulBOecwEKocIFXx0baikJgZj1jtB9j0kOJZpsPEpuomDFDOqMa6I916nV5VyK1RAYrhfkXgA9SL5UvrbDjwG3cwcH6t6oAnEJ25dlnZESioecEcH1r9dQFAEqN3za/klWREuKLSonYcosYkniLZ6mS+wvnPy6J6yHkkv+nOzjz0lgt9domj1hQK4wc8+0zYRNy6QXh4gz7yFTHsZYNjOOTTzJcgJ1NZs27ANaa9lZaazgCervFBtGPHO++KCyEqLC1jkzgl0cD++EO0YWMJ9FvMgWxjCNlSgwo6ScXuyhdVwGF86FALBKOY2W5BJGFst50jEpvvqiGET+/xQkrunBnUkHWRo7kz8IoiW5LOdJ0vUdmKJZa1PuPb6jj2hL3y68ll7+7S0wgV+XAnw1hRTiSymeTOAL2uku2c6LUQlyEyzWPEsSsWyfEce9fnsEp2YysFpW7zn7b4GjGEKSpE8QTCGXFFyd6RIaX8u/BjlYV0IoDVwXqtSurU0M7RHtvfawkDoXdHwWOv1ATdJHCgxOIyQkn8fPLuM/xn8zhbWs4yGnOSylSucDkHLca1fpdQJm5OI4f65lhZjaMyxKI0SqUvk48DE8XJwpp2rChaPtWHgh4GWQfY/IpgRiIyWipZKvco76c/BXxON0Aq98sQQ6Q8iX+Tz++jKXOTYKs7jh2cuv3yjtmxyC6X2daXxnYQ1Wbs05Q0Zwa2FQaLnm3Rqi2eBkcrAAP3w1hfjq9ezRDERJOYN1B+t/oytQITgGzrQ1y0Up2BV4G4Wtge33YVEicPR7mcUyXue5Orf3W0B7bl15Rhg2/gW2L7XBP+48b/Acj0zZiG6NiiRiyaYdcewhiVg6kE40yZzs3JP2237DjwLGsYlivOlPAoHkcYJobqGIOF0iBVovzspD6KpLI0Z7lHF8aTuX9cEkh12aoZiR40EpYWSRQzAnLGppgeRTjDeRpDIw9zB0pLLFVwVkwtcjh7GFMfTlJzy5yuRjm9BGX8RdbuQAd9CLQ0SQTiF+GFHCJTdeyHxHcGB6VrC47bP05SfRqaTBcVC5BOFDZALDzGaox14jgnQ2xo4kkHz+IIgg/mAU28jRBBNMDjN4n+dYwqE+vaiY2ZztveMox537X9kFF2DO0x+IafsFIAx2HRhOorI/SqMQ4euqPM48XuOViwvgLRXu7xiFYtk98G6/acx+epU4HzcSf1GGpbYYQpKkya5u6+ZKEFlQpc6rgMvBXijNRpqfrxA3Iqts/DCQbZTgdqAWASMwQfYmPnp5Fsuem02gMq/JSJp5BBKEyxWwqqiropQMsvG1By0eJRWMU21yeTCP1GdwSNULzsNi/Wu8Tjwi4ChFTDMzEKTbAESw4kpAlAcTk4BW0Lk1H42Zxc7uw9nJSGJ0p5zeij3H4idtDwCb0nBTkm4DybcRA28EvCiGXAhXXuCKr5v4hdrzEpoAuxjOHuKYp3iN8YYvmaZeRbHWm1G62t2725GNGQUmuZPBownnDQ0bIBwntGOcC4SnsYokYm08iTwCqyi1WrE0aCbPhr8vXpzGue9gNkTb9Ve7U447xjpLlrkE2VzkHe2HPS7vaEPKyCgMKzfxFs8Qxx6OEUM2IfTlJ/ryE2YUTIj4wlaaUhrLMSvktgxJBOds2/PTleBnqaP1Zz+P8zGfKh8h0lB/BnOXZij3ZX0LZTJxnaoq4JJbjfWuhcvICGotGiks3JVnuyxgadl8PmcSO5LGs5FHaBt7Gk7DqO7b+OSpmfz47j1wFA53j+YQvbic3kZ8B15AiMT4tuvYyyDe5FmWMJfgrTnc0+fHmuestxee8aWoh13DqHTnwM5Y7vo5kYjev5NFKPexhRSiKMCXYHLYQxyj2F6ZdbZMFsboviFtcwjxDKMAP4LvO8/0FWvhfTgyvh+7Nt4DaujOUXpxiAHs555Wu4h/bhg7EsdDCKiidcSSxMCIb6i5p/9DfbgpzQ9zaVlFe8X/5xIhVW696VlmPJ8+Ox6Sv4ZfagtW7LCwlEK1luU86ZJbsyttzcHkkE0IeQSykxEuk0HlmOvWqQiqPVgBMXAcVcZgbKDB88cxEzG0sb8krAwxN7vnFbgWsICYWjSHU6kwES7JSkhxVumvGmS/CF5R/0lJrNGO56y2RZMGLO4Yb4gBpdWvKEgvpPrJgOa/VFRmGBsCdd3XC4hrJoJ0nmQ5qmWQqO7HAfryoH59ne8rwocwMp0Pjl3tEnKRMlQsr5/DJDOBLFE4HsczzLa8CB9MFjdxE3KMKPmWYcSxh2UrH0fWV0L2xVWCD/5ev0HoGcv9y4Iw3YV6zTOL8CGKX23t814Uc2vGGW7deIZI3Rk8KOXWjDP4UESPkYncxxZSlZEM41sS6M8ENjDMGE+YMYvbdBl01aVxmy6DW3Rl3KIrw9NwzSl+kh+FTGKd0/YfcswiWClBlKqqByuWxonV2ok8xseggiGxO7i9948s/WI+ZMOOHeMtrdKwjFl0evA4ceyhyzuWG+FBSCKWHIIZGrHVNi408yolmhP8uO8e7uI7vsp6qGYzRW9ADf59SshTBvDCvpcpR8nQ5xMgCPoZElnBDA7RixiOYUZBLkEcyOvLLoazjVFUlLlDCaxjEiAMNZ/Sfcgi3WtM1X/G2zOm0z7tN7xWX2YRL7KXwWzgQe4mHl+DjgXMZ3PgWCb2+xj6lFF2WssjfMox44034AVuxrZml3DTBSzulJPAADJ627V9mahMJVvTs0p4dMkGnL8L7qJ110K2MIYUbnN6fxrS1vwSC3nhsXdcfh/g2D7dtjP1v/0O3RGXXX0VZpirXMJjSeu5U/kDVQOSK5bX3pa/V3B9ui8IAZ2kMr5OG0YnyUT3hpJY21u6MNbn8eiADcRz93U5EteHcpRNun0rAs15ROrOiNKPNaNyg8SlpurWE6jTIz0BXXVp/GgcyHOaJfypVVGqbuZQq+VPfDhr0x13Aq7c3OSI0mgjo0IJk0d9wNBvExhm6RAyISeFKO5kL4/wKe/wFN2PpZLAABIYwOzPVgnOQYiKCzvC6zdlNEEqkbaXeVoNf9TyJg9KkWNm7Klv0C4rY+Sp7/GhiBK8KQuC38a3J1PbmmK8ORPeghNE04tD9NYdJ0Z3it6648zTLaWrLg1Pw7V6S62p2vbkaqtbHVdiC2MY4wK/L4J0etyaiKqjTlyrPkDrMptOUHjvk8zu/jpeFJNw91C6dT9IXw6I8k00lZ1IZeLv2MLNmJDzK1EsY5ZQih0sMlB9OcB0VogsDBASmM0AEuBduOzfBq8WBaJbzDpZs/qhWX5D7Z++xOvLXhUmrD0hoN05flQPJPHYXczXL2Asm/nw4nQ+OjmLa0VqAshnAPvJbtUGOovJaLHGjVJ1Mwq0XuRpNRRqNDyl+5DvuIvh6l0MI54nWU4pnhyiF8+rF9Nbf5D7vo1n/dePgUnO+NhPCSAf/eSaauhNDmuXUGM/biBujpKQJzbxoWByeG/nXFGPtO86bIO4WdiPc66W2ZM3cVnWn3XSJPpqf8LTIKav5So35CYzctO1Gq/rcuu1zuytA9pZQgghm0DyePrjt1zWWjAjh07gyEYJcM3m3kUM41v+L7Yzh84OQkYOgnBrHTEDLc89AE9c6iEFoD/+0nmOG7qjNEKsNqnBQYAUIAwJOR0IHVNZzr/q9Ma5XiQRyzxebbLtW9H8TIWovzdmkNLAbXkarmFSyunHT7ygXESK8rZaiZhOQ4GgQTmzCV/gBIQGn0GVA1fCK2fuzTMqbK+bn6+gLABUesQleZ7aA4rz4JYDawdOR3G3mYW/LWah1wIwKWC2KGlcLmrD8dZ9IAF2K0azWzFaJAetd8kyiFx0jNTF3am1I7orVco/dRlnKikXg+wZuDhLa3NWziQMk1qOAjPFeJNOBwLJx4eiKsGQq8gjkBBjNie0nQgmp0Yruy+FFOFDoJO1u44Z50g62p+M8a3Z0nsMTxqXo153jStT3MiVB1GKJ93mpgmphrFCIiKGo/hQRNStKeQRSDodaEc2HpTSi0NcxZP9DCCB/ozcLfiYU1iDByLT/TO92Rk7nGByiDSmMn7Xp3hTzBbzGKaxSnz/ZxGTu7l2O3seDr8VTc/RJ5FmymzyEVKJjP/TdKYIH0JaZePdSghFhj9xgeErv6Lt5ssMfXQr7w59nj274yiQ+1FU6EPFpeZQBn26/8AotrFxxyNQBJseHseZk7eKICwT0Rn0JRACmnsKmcAXeHKVQT53NfRr/P8aMsGT/Yt3IipGOpZSWXrpNj+tppOqXYkIBUxK+Ij1sqHUzlBVIEoZ1WX4tZDdn+S2tzoVUPhQRIDesQusWSGY4FaUq5pxp/IHp52XHeHW1WdsLYY18ARIw2r533VikXYOL616G76Cj/dN5HHZPOA4IkhxQ3QHeSM4LM4KgXiIxz130mLXGc7rQ6+bLGuSwweax8kliGK86coJ7mX79beT14IveBAlRpdmnq7AnXLKcceLYtrmXK7ZmqmmUn/H1fKQGqQGZipMcnE9u5dd45imC0eJIYoUYg0ig5epbU06HWwGcPVBVgjMxHkvIRCzZDNVZ3H2r6s/h9pnfNb/m4D3QdZXEufTC1HSsMcblofFU9CaHbq9+EcOLR4kJP6rH4ca6ART330POWaeZHmdhxZqOMM76tk8n/Euv4W3J5cg1jAFXwqYwlqbCabYZbllN8w8wqf8outf57brglEJPdWHObmgJ7vn969i5/Gzthvx3M0i3WtObUu2E6EYbBXVM1N7kLwVngpYLOT560EOwQz9LYFjt0bSVZdWJcOnMFuupUTEBK6n6K7ryS/kzOxQvz2DHS4e1NKqj929vR+QQmXvxiggHn7Y14chjx2ovR1ZAbQow8unmJLT/uK6sS+ZWNVzi6BP3A8c/OedQp4/U4YkSTesXSimhUw6OrHxtyt7m2MN0WFpCG6ODItMqvIDdQj7H8IoWC+bCnxVzxtqEsBACw+4YT7snIKpaFPWORxoqy8zm65hVjY8RybHXLeDZyLIYkSWobFhRi5OmREeu389j/dZBwczEVT2YkSQ4oEIAJtTf5bFGjA2h0yu24vHqISj6m7cQhGzk1YJK603yqBMybDQpiPFuqLD0xCE6C+Qr9HS6qyuZoeDCi7FaGxut9pEFyMWY+1tzfVBYQaFpcQQqztJd/lJijRetgA9jwCSiOXupqQOWm8J1b8CUy3PHb12BLXdeo7Wr95AZBlwprIaomHrC0MZ/cRuCIfv5vTDnXJSiCKeYcgxV2lNrw3Fai+ef/VdFs6bw3B2EkQucexhE+PIIZgwOyds+/uUO+XOE50dQGmEE8bb2T//diHQad0fjRtLeI5xtTYvOID9OazvvM+DP1fWf15AZNlfuXUuWYTSlbQaxyr5gqw9tvKPr0GHu7pclIByca79HKoGK2DzmrKhnsStW9gVXvRdRDoRRJHCCHYyuPsPXPq5feXkogBsnH0VHNx0p8i4FDVch+r/Z9x0HBan0A9qz6zYw5pd8bBblg+ncJr06Ump0zeHYrWX6PJoIMzIqdWGRAkMbJpgBSxqoVb5iHxIOxACPkPpIZ0HbkOcy4uIQMQZIrIbtlboEFGHbghkdtnpcpR4UEp+rDfPr5sHW1So/P4kz2Zl1fhIIaqKqmZjw80IrZJ14kZbLR65EuNGIb7kE0AhfnXzm5oYRRov+pFIvqZ2DkSdUNGkJU1XsCz88UrrVmdjwDJ49PYNyFIk7ouKR6aX8JhayNAFCdyt/4Y9xAHOd6wl0J9x89byjvkpCvEjlUiSicaIO6uZygm6OnxfYwkYDtAdrlES+iZrDOW4O+8vFYTTGlWcrVoquzWnbmKvO+WEkkWp2vEQJUWD1EkE46p8YZh7cYiWS1s1jsUCHUGNkO5vZ3neBkFFqA3W02WxFoj1TWKuYSlf6B5lDFv+H3tnHt5Ulf7xzyVp0zYNKWlpsVAplFIoWxG0yCKroqgoAuICIiMKghvCz33Ucd8VRwdQFBAGBgVRVLTKKpt1ioJg2aFYrLTS0NCmNG3C/f1x7r1N2qS9oY3gzHyfJ0+b3HtPTu5yznve9/t+X3JJ5yme4I4+M2k9eI/g9BxXXio3bQ/CqxddH3s7BFDTmv9Huv0DcS+My3iH2pordaFGWGgiIZmEsrmofkGq+hAofOyibu9LAxFDSXX83w0dBhzBcTyc7LUDhHacRsSN9Ht8bZxSjhHho2Mbgo9N/GjrKFK5V4qV4UD7VrbTnZ104XHn0zjuCme29U6hVxIixClx/VDBaW1Se4VqBlLx0Z2pJJw6StSEHDGOMpZwg6axYaGU84NRdK1A98o31Lg3553a2XjeA29fhAbnAIS35T7EuS9BhBxuBS6HodYsip6w8Ku1JYu4mY88o3mH28WzVA9eYQarPUOwbxK1YS2UUk4U9/B3EijUPM5q5pKKLfQOiQaRxVHFP1ImcNuni1lj7a/voHj0T1hG32KWe5Ja17n7cFZiwE2BKZFSqz9PuRe2i7E3i6Ei02p43btjRlTingf7F7Zi/8JWyEtEhWnaIHiEswHv8LsRpWghopr0DNg051IeNj9Hgc3GpXzD9Ts+41kepR8b+dnViTu7vSbGzmiEKkQeIhR0K0LE7n8IGudGSEgv4oEcWGS7HVh+ho1cweLXr9U9ybmUFYeeQWKIcy1Pmx+vl++gykHXhAFPtbS4PwQT/w8SeSSL1YVZ+R43NB1dJc75G8BVlyIMkKYIY6QYwXGpyxdcCMTCeghbdJKD1tak2Y/Usb8v0p27RRrpoWrlyN5s4byZJbAIWvz7kEgf5LhP7ZHGxHkUnLF3SA/MDq96Ncbqv/sTW4U8HBUMjB6h15NmFDeoB6MQ8vqzwYog9aqF7Z5UXvOBVjLskeh85b/Z9cWFcAxuvE2QOoe8LOpJdWEnKQ7lHnbUHhdO6HRA/ZWnMBo8vND/IT5gHGVYMOAhj2TCqVSK/UWxkX5EUt7whZAOpLObbtd8xwpGMLRWfMQPgjGcHsGn6nl9nqhkVx4lphhinXauNH/GUFsW0xxv+ZxvlwkinMBmsIwoI5JyVjOY1M4L6k6LdwE9YUdiqhZu22trjQcDUa+WYy5Wsq06Uk2uVjP3VKP1gHjlk0Srn6tJkKoAACAASURBVIu17zuS04GHb3ue1abBVGKC9YiQ0B7gE4R6sxHhdTkb+IOzehobfx6DxQQ3ffwef+MJmANnnAIRFxrvil4coB1ZDGUC8/wbTRmI1Z8/Sk/xmXMSdGF7je8tEi/ZJYlqUdFUDwQ3gnSZDHvWi475vR5RTJc3sREJF6bqgV4nDG74qnN/4jsXEUU54Qj1S3XgOCa15b2xdzFmYRBx9yBxiijidZOMg4c9PgLb/gpwCxe3VAQUQ2rBUSqscNDcgPzeALWEzhQl1miKiSXNdYRyIik8V2I8dUG1qYbBN9P7Uk4U167JEgTgDvDe+Ju4rddi+qZ9w2vcz5yUSUzjdaKvLKWEGIx4aO841ChejXKiCMeFEQ9tyKOARIawmtUM4ZTiuSwkgZ7kUEwsOfQgnySfIo3nUcABWyva2XWXX9GNuUykkHjeOTKFZ1o/RinRxHmKCa+oItfcEYA0197q9Gk3+tWL3yZwuNsPopynMc+3s2nSBcRRzFwmstPalam8TQ/HDoweeNb8MNPMr9Prle9opqSDj2I5MyY+TZeJ1fyc8Yc/5Ks2/bl88wbR11fB3iGCRH6j+YoysSj7Do5Mb06eKRkSRemPsApEmAiEVwVEZqrqQJsNyxeNrfa+KTj6UCoLVMGeCISxU6acr2Piu3Q44Rof514toaBxToWEyoliBSNqx7ovg1FrFrLkr38RVnorEPyIYGGEvvAwL+g+wkSl7sHK4Ib27KtznyjKmbX3fr/pjh4M4oEKxD8OoUT4tazg0OgW/u2O/cBLCHnrlcrrRlizuzfC55ns56A+sOcKXln7V4axymd1pRdGDwxwbqCLY7fmmRnj/JAW0w9Vl4FfrZ+PdCb4kQy6B5N6ECSKSIBUqMpQPlBtv3woNp8hXyQEOGGLIIuhQXnIfBBB/RomDYER4c4frHxPZ0RWxxLgcfh9ejTZZLKF3tw2+C1ufP59/j5+IqM8y3C0C+cb52VkOHbxrv1u0u2HON/+O13t+7UCmw2FCxNzmch6BmohHpVom8Zen3BJCgdIIp+u7CSNffzkdX+fIqpeIbozQak1jEVZt3OsWVt4LIzr+JgHeBnrV5VE7pHp0TGXHkm5ROd46GNbI8Qpi9HPFykm6NDtlEmvUomJFA4ygk9YtPx2Lm6+nfBlMvfbnmMfacQeOcn+Nd2I5BQxlLCMkfQgh/EPfsj468WLe+HyDRt4q89t9L5sDe9mjWUnXWn+YBm8CjwKGKF1we90yj6EAQ9hLkQNIZXX1xN4skp4S65F/DUichIGIKpdt6rxWoQwjG+gOjQUB3+gcPZ/HM4pgwWUbJKaBQCdsCx7HPIFEiu4lveuvAliLg2yZSMwEq4VgkehQn2qqIUkCCs7EOpardRRrbmh2E532q6qq2O1MejKrVwjb0QYjwkIfosRuJoP5TuRX5H4apDIoji0oxP5Vl+xpECiZN4wuard7iZFD6crO8XD7/4Jjp3UbQxFU0qK85Cy0q2kveNQveJnvdnCFnrrav9MEEOJ0I0AX4JhBbTcYyeGEpJdQqei6jz/bfwR2EJvxhcu0PqYTi7NKNFP0KxA/+TmDTP+iZ0TEWmnAEY4uSYMpoN8L6J2zFNUcxBSRchzmut1blFUrgeyjqn297A4qrA4qnzus4ZgH2mkk6sJoOWSTjaZZHMR6eTi8hof3BgoJ4p0cunHRmIpJoFCTZdEqKbehMdrWVxCTMP0cALA4qhi8dBraXviZ+gs7vvlO8YKLscQxJqkF9AXtl44iP7m9eIZ1Hv9+0N8ECSmw7YWZJJNPknEcZx5TFBIrCdh4mHeuPBhFjlu5WjrFsh7JNLYSzxFTPl1Njcd+YhHXvyruD8cQE/o3X8NrzONvZ407vh5IbfzTvX94QY+QpTwzRJqttyHyBraDP2cm4TBsitM8E/uApbB0ydmsGZdb955dxyPzXqEFj8eEuHFuXDNj0vYPrQ9lZMl9v09ia939qPviW9EGvhsRDt/NP5Hum1cRFHOULIgo8aGzcB04C1YwxDmMYGrTnyEfgIoEDdSWLygqVzqQTlRugdlj1HhgvhBp5mHiKYUEy769//Kb32acCrrluaP0NePM0EeydrEqRsO+OTRm9gqj4BrBwDJ0GskR+UkRt/0OQ+++ySzmcRQsrio2wbiPNXVnaUKmGp6iwutW9lsu0DX1yXa7ZhcsIQb6Lv/G1jWFcY2pZ/O+P4poogoECm5qfOPEtYLrtq8lk75hxqU3dUQRHnKwQ1hu8Ccc9rXw1UILbPtmHNOk+AqIiwIjiugVWtuKE7YIpjDZMYkLCW8QoQD9pGGGwPFVquQvHfCcVsdrGAj/rOcvD9PxDdLow1iLDi/5kEIL2x29dt5hgn8mmFDcirt7UKMG5vF/8nk8azpUcKp5Fv6AcKrkGtrXEndRArIV5bl+0hjBSOEUBo7KSCRdhzUeBNGPMRwghJiyCWdYayiHxtJIh8jHq5lBenkajWBQo3fSORRnuXVB6dgwMMn3YaKiVpVpY1BqM/eBdfyiTBC9Rp5sdQvXeGF7XTn1qVLuTVrKdOn/YPfLefDkMNAMQxpg7xQIuxRaDnZDjtFFmIB5zG+5TwoCeP5HU/R5cbvoQ/Menw8W5cP4uD+zmQYfoT5sP/hbizofz08gDB+1Yl3LUiz8dHmyTV3FPfTGxA26iTPdZsGx+Cva15h8LYt3PHzQp7Jfo5j2W2F98QNn267USNIx3Kc1QwhmTzoIFeHif5LIEnS+5IkFUmStKvG53dLkrRHkqSfJUl6SU9b55TBAkrF2jqeTw8GwnEpD/EVOlvtKKxaxS23kqt196e+tOa9ttb8Ymte6/Nc0jXXb6eiQ2y6Twxg/8fLjGCFX0+MBwN1ZuiGMK01kQLhRg8WG6BX3x3I3SXI6crWrRlC36AAXhz+JJ9MuIlsLuLH4u5ElolMI7dBFJZbcOGd7IjsRb+Ht3HA1qrOr3GZ0PZpZq9greMylo8cBpPRPaAXkMinqZdx9dtreO3WO9mw+yL4CF5KuovWu373e0wxcbqyPr6lH8eJC7p+VHiFkn0VSMtCIfuZC04HR9tSlGUb6pFzG8QiYQir2Ug/KiOaKN01kEQ+Ld52CK+gAQ6S4vdZAKiyIUKKHZW+jUBMhonwc1ZbGAa/fxjNyZVh1ZNHKsIoUYno3r/lOao9Nm6496Z3aLlSTF78gphwikQbOy5L5XWm8fx7T5GafZSXeYB+bCSyrIoUHUX+gkE0QilVNThm8AopHMBCKUPJIsVLXwUEefkwyRQRz3YyhGy9gmaUMJG5Ppos8RQFPMcNRTaZvMCDHCeOMfxLeC4j8I34dobrxy9ghuMNwV/Re7t/jGbIqaiZAeX9+QFShNbS5YXwxmEoOwyj2hB2PFYQVndT/TycL8YvD0aWO0eJPsdVUOBJZO3jF5NNJvQSFkIzShQNJ7h1zVLogpDJSKL6/voaITOlvC8mVnBXjkHV/KZinF4NDCmEq/Al0KqlBtywkFsotFmZw2Reyn6CRV/cDscl0b+zkfF39jws8xGmbnVXJGkgcA3QTZblTsAreho6Nyg4ssQJYsTNBDAIcYO4EJN0PJoRE00pCRSJhzgPaDcG3MuplhNU0RQiLoWKlTCqK2EDTlK1qykgjAkXJkqxEMMJQDDYLZRixONDjqsPWQxlkvMdQHBYruYz8T8ewRLHxZH45vSd+Dvs2cSRvR247645XJC/iQy2a6sO9Tu5jNpeFtVQUQbocnOTgHVDys1CnVQ1srz3VYsiqrWGvLddyycc62+lhZpXra50Hcppja/+fkyIwUp9nwhsAHmtJLa1gc8XDmIZo/gbT7CYm6kqsVDZqgnFJpENcZB2ojS7G6gQRQZP2IQLyeKo4FR0GOUG5ZwAdzIbC6W8y924DYIAOoB1FPWxUE4kJcRoMXLv6+fGgAcjJlxYKCWGEq6fuoD/K3yZkzFNoQ90Zzs/d26LCxMG3D7XfTWD/YYQ1Uyv9o5DeIww2zyJKdvms7VHBuFU+rRTsz/e91q+uRWpsUerxYPVKgjFVGuXFCAm4QTlXlA9622U/13KNfHaJncUHo8YRxkeI5SYrcQ6HBg94nOTx4XFUaWdyxhHGUaPuCfKTVHEOMQSc5+1LedRwOhxnxOzsITjplgS3MK4yyeJjKlbuZqVPL3hefITk3Bhopm1BIPbQ7kpijh7mfYdSzPGEPVuOcNYRYsih8jA6AidNhyCAmg+uUyoFbRRzsFatPuJImAsKI+XOB9WqvluvwDfAlMRxHA3kAQVbWA9A9lGD+677Xn20JqDpFBMLDHWEoU7UkaJWdzwMU4HHmMTSk0W7b26Lcqj3F+GKABiHQ5KrRFavSmLs4wiEijFghsDlcoYAyL0Z8BDMXHavSBEKSGNffxGItlkYsDDROZqx1koxUW4pjWUTxJRnKLQJvokinOa/PbPe5sqPljpN74mEE8hN7OYDLZTRAJzmCSmGpVU2gFS393BEFYLsUPsgjNkQnggQHhj7Mr1MCLCLivFvVmKxUczaTVDSKSAdHIpxcIcJlFMLN9/0R+eQRkHqxCaTpFisRk7nCuGrCdpxD7yO7YXbY+FFYxgAOv4NaIlL6fNwIiHYazidt5lR3Yvbst8i4+4is301tR57xg8Eylb5pPMoVzz+NdMSn0DAx7acYBSLMxlIh9zHc/yqOhwCbAH/vr2K8JQ+TxB8FNyqPZ+H0dkA2XA1gOD6HPzZg4t7SSyhNqJ/aJ7/U7ZsdAYnfXiLGQJybL8rSRJyTU+vhN4QZZll7KPrnjhuSHN36KnfMGxN7T3O4u78q/YGzhACvkkkUQ+UZyiFAtLGcNBZwoZ5u2UEEM5URz6uZOIr5YBLRBEqL7Q+el/U04UXfiJT3fcyMXd1rI1exCDMj+nN1sow8IJJRMgnVyN3JbGPvJIxkU4JiqZwSvMYwKVhJNIAbEUa0TPHHpSSTiZZFNIAkuy/kLfod9oA4SKGxQFyTuyF0Ie9B3zDVGUa6mh4v9wmlHCMFb5kPBKiNEqyu4jzefcWSilCzsbzLP4kQyGkkVPtgFiVbGOgYxiGR4MHKCdNnGXE6m5twEOkML55BNOJdlksp4B9GYL2WSya/mFYuDaDtaHjhFjKuFIVgesA47hmNxCXK8WcMW9H3OAFPZnd6Nv5jfkkUw6uXz961AoiYDPwXrfMQaY1gEivKPWF9nouQT7gZZcnLZWMxbUuL9qOLgwseHXAbRoWcCVrOK9XycysqVIPz9BDCYqlStm8OEMbHP2wO020NO6ze95E8ZXCknkk+tKJ92UW2+dJAMePMod0oWdzOAVcuhBLum0IQ8PBn4hCQultCHPx1u3jZ5EUU4kpygmVksPVXU8oijXjKLtnu70NmwhSimyV7P2lfpenUxFq1Havj+SQRr7GMg6waUhT0xiiHsynyROEMOxDW0Z1P9zLJQSRzE59GSEEs7IJZ3jxNKTbZQTyUYuIZd0HuQFTeMmnEolC6ySVQzjpTVP0Grwfq3EhdofNwZMVJJMHomuAh4yPU8m35NAIceJ5SDt2EsaJlzaMeVEUYqFIuK1sJ9a/PRtpuLGwG8kal66n+hCG/KwUKoURuyKATe/kailGfdmC+VEYcJVXWVbGRc20o8vfx3GHS3nkEu6z7n2vi/U9x4M5Dh6kGAVtYLUNgMdtyHrcm4c+n6d95c/JFDIeRSwPYAgHUAOPdi/rRuDenxOEvksSL1TpO9GAB3AlvMrAw3ruIhsdtIVEy7OowATlVrGWCK/UYqFUsWFkMY+9tKenXRlw68DaNvyIHEcJ5JTFBFPLMXa7yslmh/G9YUXKriq5WcMZB2zmcT+Ed3gk5OQ05TreyzgwzvHw+yT2NylDDSsoz37mMtEXuAhYinmmq+/ho6wKGkkJlyM/vpzvrmsL4UkMPbwcvgF3u0/lh5sI5nDrGcgO+lCJtlcvnIDS4Zfw/dk8nr2I5AE7yaOpRQLU5yziHgb7A8I68SWU4HcFqbaXmUqbxNNKUUkUEIMQ+ybkOYivIgF1OJvvfvAWO6QFv2x0vytJDnnnsZvV3qQI/j6md6RZfkdn32EwfK5LMudlffbEbmnlyN8UjNkWf53vd91Thgs7XvKd+67iXKFk7JgzZ1cNFjoAIxhKT3YRhHxmnUeRTntlcnTQindivazIz6V7XQXHBhgL2la3ZNycxNcpnCa2St42XYXD4x7i8OLhJpIgmJxFnqq/z/pESX+jMp7uwdsyv9uj7D5I5X3kjuC0XzEZ9FXEzUW+s3+mgXcQhSniPKU4zL4X9EYcGP0eLTtJo+rzn0BbSKtua/3+7q2qe18TyZd2InFU6q7HYuzjFJztNZOlLNCe29xllFujtD6F+VSVnqmKEweFwa3h5b8yvumv5BMHuVE4sHoY0yAuK7qqtOEi0jKNSN1oesW3jf9RRng3ERxinIiqcTEE/yNWI7zKM9x4cxdVN0qVvT+zl1d59LkceE2+Bosi7mJfJI0z5kKta+niORbLsGEiycPvsBnKUOIo9jH8DHh0t579z2fJIqJ464B71WLcKk0n1jEY2ynelsf2DE11Wf1fYooXJg0o8R7m0cJ24TjwuKooNQqrpHFWYbHKDwpAM1zysADP2e2JcmTT2RZFSXWaK7hUyyU8pFntCjOGAGHklpgopIPuAUTLs1T+dzmp0XqaiHCE1SGcKurmUEFCK+H+luKqPbUFQNOKNwMCbshpcMuYWQ82lq4/p2Igf+w0r6rRjuJUPEueIzCY6g+7xZHBfnWFhQThweDZoT8nXuYxBwu7Lur2jOl6lDGK+07vN73BPsjERSRgIVSDpPMRi5hGF+Q5tzv47E8borlTmZrBTPVjJ5SLERSrt3vHgw+xmUUp7T7xDsTqBQL4VRqntjJzOZjrtM8V5UR1V5SlRDt/d7b21ofRtgWawUIV3I1P0zoC58DMXDx/rWsdQ6uVQle1aiqT6uq1BrGQMNabmEh6eSSSAGdth8S94QVquIh3yrurZZf22EVyI+LY6faXmXW3vvZlZbCQ7zA56+OhhnAd/Bl5gAm8D6JFLDt1X5161jVhb6Ia76z9qbvZnej18wdgpjrDSO+hHAX4veMRnicaiaPeLe5qRsXSzv+WIMlSZJzpjV+u9L0+msJ+TFYdgHrgHuAC4GlQFu5HoPk3AgJnfIVFcItVlUxlJBNpiacpOqnuDFo7nYDHqpM0NW+n65ed2sC32v/i9LrIoY5kPV8s7AvTRdtogphjKiw13zgvN4XBtj2PRPY4uhNqRN2z4HM2dm0sVdn21g0hVj/8N7ub99A4Z+a+9bVTs33gw0btMElmHZMrrKA702u2iyyKKfY7jZAsjWPFA5gxFOLfOedplkz9bEZJbz1zwcASLn5gE+4Rm3nff5C6tqjsBAYLQbOmrLjdcH3d/r+5o22fkxiDnF+lJ7Uvt7MPzlOHFekrGAfabRRjOa6YMJFGRYRBnVTO4PGO1tM3dZDEDWbeXFqLMp61rtdFQY8xDgd2iTTzO51jVynteujFkjMJpNcQzrJ1jyyGEoJMWyZPJhDs1tQmlpJOJW03XUMORGSbPn041taD/hdcJ92U512/4tX373/B1+1W7fX73RDQiqM6/AOM7mHTxgh2itCGBQjENV3XX7acUDEYZATxXPi/byD7z1lxEMhCVw4R4lhuKitPVSzvw4wuSpZbRqiCbmpZFjvCTzKeVqbwGqmHge6RjWvpxGPz74120knl510YSBbfeo9ad/vhUBh40CwUMZyRvH9w/1F+KMMsW7uDNN4vZaxcsIWwUHaEUMJOfTgBvunAds2uD1EGU5xb/47ogRcd2AeItRvgzAHtD3/mGa84sWFnumYzmutpjOP8XyeNVp4fSYDe+AK1sMBODUqKjghu5rYFHiTW5WbqL3BP6+spmFTE23gBR4EbtLdvf9AHAU+VgyU7yVJOo2gLPsnEyo450i3ABjhU65h1dyRtGdvLZVHPdySQFjGKC69aVNAM6IlwSm83N9yFuVtYzVTqb5wQLD40ZShP3VUJ0Ih7e0Px23RHLdFs83arWEiY24gJvB192CA3fDlfILPdKoHA1ivydHXhTiO8zL/p3n4QoLf0EIQehBITbTUGqatxtXMnsO2FmSwnVjFxfM2U9i99wKYILxRJcTQfH+ZKMCZJWq3FJEgrk1NwcEzgRVm7ruDRWtu5zGeFSFXldfjRKSZBvoOA7WrXGubat8zmWQr9ch0ogvkm5IYxTLG8QGTmcNOumqhpT8SuaST6cquf8czwC18QCSnRAjoACIraBRQgk+hRBXN7BX0tO8iluMk8ptvP21tmWe7UXufY+opUsqnA1ciDNnDiPtH5WHtR3i6alxno0fw7ibbF3D6Qol9s5K4eNZanhs/DUrgips/pp9p45mlzetA38M/wLgzPDgReAB2bEoV6fadAQc+YoB/GM6ttOZPgIEAkiS1B8LRof97bhosbljIODhfeEQaEyXEBK7XA7RJrA4N6cGmAthsFwnWPfoHTms+U/Sx//CHGRiNjQv5N68zjS8YFlS1ZpWvIfgPcTS53MnTV84IuL8BD/KNcMUXIN8YcLczQhTlnFLCVI2NSE6RS7r+AnJN9RfXqwvHDbFsNPWj1BqmZW5EcQoLpfR2biWfJI5ta8u2tHRwQ+qeoxjw8HtqtMimsEPzXWVcuGtX3V+kB+cjVtxm6MdGrhm8hB1v9xJp/3rLhdVROLwukmkwSLMfIcHu4Er7WjLtO/jAfgeX2L/3u29jL1q8UUl40J4TvVBDnLSgulDfMeCTKpJcguNTbm7CC7b7+MI2SFtINbNX1DoXqxmCi3BKrWF8YRvEKSKFF92NINM2oFhxsuMow1jFI++9DnFCaK+cyJBlUdrbRGBPOkNNiTYwYPiXZEhbkSbKvDb7TvD4NwD/EBhC8KoHkiQtAbYCaZIkHZUk6TbgfaCtEhr6FzC+vnAQnCsGS4RITfUmqebQk8KhMGjX1kb9qnRyRWplAGwqgN1nMN70GATj1r+jaTw0FIGqlP6ZkMZeno98imeWP6dr0ndj4Ee6s42euDDRnr3EcIJFCTdzNSvrPtYAcq/G6nk1apIeGxOniBQeE+/mzQhdCH+Dbx3dUPsYTiWd9h8S/ABEdlDNe6mN/RiDHRuwOKrobheB9gS7g3b2o5SbI3iMZ+AA2jYMIuOkiHhOXhmm1Zv6vXMj5GYWIgyT4XDBfbv55OubuGLqxxxa06nO57QWgijYXYrFL1ehzj4GgcYwKgOhPfv41nYRbgPayxven/t71bXPYm7iLe7ijkkzhScgDzgKF7XegssUjssktJPS2Ms+0lhqHRmwn1Mc7zCCTwCh7+LGwGqGCINlLugpVRQIRg/c43mTK277WGu/hBiRTRYCrGegyGo8E2yG9cOvQP4xjq27M7j/uVl1Lpj/EyHL8o2yLJ8ny3KYLMutZFl+T5blSlmWx8qy3FmW5QtkWV6rp61zg8MSKTOclRwmmTUMAYS4VxM5mj1+JOxrotQa4RufrwPhuERNi1cb0mE/sMLCJ+7g7r+92CjNXWf6mI+5LmSrqT8Cg1nN1+2ugYdg9+oL+G1WYr2aKarhmkeylpXUtZ7ZJZTVmr2zo0KBdhzwjYMPAylJZmtWBr367vDd2YlGrC0nilw60p3t9MrfAR8j3M/7EWJpDujU5hBMhio/+jr+vHZugyhbsXvmBTx574NIOYAZ9qS2JsmVj3nnaX7vGQ3WKihGIcnr5wr5hQuRFrpE/D6KYdVzI/lufTdYobONpgRUiBapveG1PguqTIC1/l3+KBQTyykiybO20ki7Jq8woaqkW6kQe8NxYaJSyyAz4FHykKo9T2q6cz5JvMk9tOMAl836lK/zroED8P3y/rS96jDHOI+HeJFYiunCzjr1iYweNEXeiSziuC2auUxstBnH4qjiI/No/tLjfVY5h1FWYmkYh6UOxFPIhc81wJtoB+6CXlQ/z/OYgIhz/oH4Xy2hRsIpiVIsFCvCWx2H/sBU/kE+SbVWK/7EhiwO/bKBW+hDKGgGuSvgp6fQJTKmB3/lKUpMMY3S1tnCZM8cxu+cJVZqB9AygALBiIc4jtOMEtLYixsD39KvzmrJbgwUkBiysFkae2sJXjUWDAoB1GcQMQOrFVKet5elDzifbYIBNxfu2UUSv3DnrgX0un4H3Iog+s1EaJuoKzgHEK+fs7TQeiNzCyey8N5RPJH9ko8RYN55GrJFKAgzcBhab6+TH6cfa6jmLfQFmioiY3rniDpCQv68HSYq0bEOqkYQ0YCNXOK3TlhjIY9kksinknBKiKEMC8XEaq8yLJRhoZJwPErGUQkx2v7qPoJCLV6niMKDgQnMI4YTzHC9IjzRY+Hh/Y/z2cjBTDDNw+AWobE4exn5JAmvhoK9ttZ+vcIuExTYbCxlDKNYfsY1a/0hynmaabzOl+bLhcJtTYJ3I6Hv5h84+WBYo7Y5imWN2t5/C84Ng6UC/slN5NBDKD86xOq6ZjaJG0Mt91ywhcASKPSR9HYDfb+AzAauouyI/JLGipn3sf9Aol1vEP/chMVRxduuu0RqZIvgrpUbA/fzGlO6z2cZo+rcN4uhmujcnwkWSlnBtfAIqMVd2Qz3Pf88L/OALzE0G8yPn6btgGMwEfF3MoJoGIiMakX3ZHvcFs3rTOPdhNsZm7O8WjrcqtRWUY2HDQgvznA4ltFIrgeVfAki0+ukqEpMhyDaCLBm8fhZUnowhEwavR/fNtqixR8MivhgKFBAIunkEl5xmnRymX7zM2SSTSbfM4V/aPvl2DpTSDwJnupY2RP8jSzTUE2c0htuDAzji5DU5IqlmCISWFh4S8hCQnv6tCbf0LiLllAUsKwX5xbp9oxwbhgsiIFFHVw8biFXra4BSrGQxVBWcaVG5lJR36q9Jq5lBSwU2ompwIAMsPQvIqwBSSzeiK2f6PxfhSjn8ukMhwAAIABJREFUaRYOHQXtxEO6kuGsZgg/0l1IZgeAEY+okvwYbCcj4CBtxMME5gXlZTtbMChycTGUEK646U1U8vNlbatX/Pvh9b6PkNr3KD6JBG5EqMft9b4+GNGtbLmTLiSTJzg1NVKqpZ0IxdLBCG5DKKsuA7gVL4heioyBoFbuh0kW8ut6UFNrQ1d3Qke67UEO26hT8uKMsZohDGEN2dYLmGhfRA9ySGMvyxhJoqtA89Slu3K5cf+nNP2lOtdyJveSQ092mmvHH01UkuAqEqE5vVyjztRbrgMg0VXAMkZx+rjZf82pRsBxYun0XOOWcPgfzgznZESrqiySVbFXctWeteCG1ztPYzsZmnv3E0bgwUh3fhQuzegwLI669U5UVGKCYvHDEzKBAijNjmdTA1jr3khjX+M09B+EIuIhRvBBoijndabhIpzJzPEpT1ATE5gHI/GR8w6EcymTSlUwDVfUcw+QQm+2EOWswKBNrHawwhBW02nAoUZ1lWtwIrwvOrwsqq7IQNb5bnADibAnvjWeeAN0qE6tfp1p/MM4vfH7blbqt+idIyIIOBFGUV6Lw9KGvGrJeB190bxf5wDyaMPNLA5J2wNYxyqGMdE1F4ARTqGrMsZcXfQSFH0Xq2+dqgS7g3tsb2rinypKzdFMZhYvmx4QYp96r6kLrSwHiCSES0wb+IorfDSWopynmW2czJKSv4iyAB8H95v1IIn8wPdAZ4THsaFp/X8EJM6KNH9j4pw0WNgTRl7rZBHbToLtnauNlUhO0Z69rGYwyRz2EV3Sg8XcxKCcrfRIBA7DT0XQ8TrB21MRCSSYIE+5CduZ4YCy6jwFdPF6741kE7zDMIbrXr79d+Buxyymj3qN/+Mljh1sA5dLcBfMu3cC8RRSTBwTmKeVWvAm0XpXr60L5eYmGNxiUI3IAWJBDrEnIJxKKglXqnBXEuUpx20wYPSIvqrFHlM4oh2jqoKCmEznMYHbzYtCkzlgQ1eqp9sgPCzFxNJys/8wpCr9b6GUYmI5QDsmMjc0hpZRyeTRExE1I1Kt1+B3UvHngTXg4YfOHbmgj5IFtR+xOlevQSywT/lrAgrA3QY2Wi9moL1xsxaDRRHxdUoEqEayikglLV/NdqtZosHbmGvHQXbSRSP6F5hb8AkjuJrPaOY56vM9qrEiVYCsGMQJdgdug6OW6m0lJraTITIFB1N9njsq/6s/pydCWXgtMEKU38i2dSOZPA6Qwgs8TJSrvJaCb4EhEZ6BDV9eRP8u/lPNdcFGtZGv9O+7Qd3otWoHG0ZfRP+Zftr2txiwUZ3hZkR4JFV+zXCgDaxjILDDz8EhxH8A6fac7X4xsbw09S5ySfd5ALvwE6NYRqUiR15AIikV+t11GWzno+lXMfq6zwHoWgxYoWvNCSMauqqGvPf2zUBH6OpPXS5axMclPVa+8lA0tm7IuQijB/gugmM3tIUXEPJAM+DIfR2Y0ms+3AB/veplmkSXc7osijUpfTioeCViOU4u6XTnx4DtZzGU2/61WAhdGYEYcHQM1+11A2HwlJhi/PKGIinX6u2AWPkZPR4iy6rwGKmhAFpFubkJBaZEsFYXr1NhUkKcHkWSvX0IM5BqroK94TageSY/s17ByJ9XcVunt/wbIAXQ0m4Hgx1c0MLswJVhEnywUMCprGo7I0Tp6sIwhKEShAaHyLBKp/uDwmCRHMrxbsADshkktfikQUzIRg9n3VgBSOEgBjwkO4/43W5wg8frmptc+PBKvLfX3Pdl8wweojrLsY39GLfa5vmoBntDciI8GoqomssEW8wX088hzpNUAOW2SL6wjyTH1pnrf/6Mux95s/6MTlGmjY30444XF8K/oMlXTh5PeApMonZZb9MWLJQSxSkxP9wnQseX3NgAg6UGXCZoz15mDruDe+e/43+nHD+fdQT5Qf+7F9qsxDgdWi26/yE4nLMGC8ByL7JltFI35TcStYqn6xiAByO9jVvApS/9tx/fMp8JjLIKg0VLWfRH7PfitbjVbIu2fvZT4DIpA+18XV0RA+1/gcFSag1DSyh4SPlrRHAUcpTXfRKnY8wwAK7718cMMK2jN2JQSqCQdQwkk2y/KczhVMKth0Erx3A9e+U0eupMMym0WXmFGcxxTuKI7fxaA2oCRQEJ0P5CUYWmeG3lmk0maezVjG7vJOBiYoXqaoCU3FDiVHQY+YYkYmwl/MX1Pp91GsxV2XVIIXifEgehM1YUuDHU773pjHiG1gL3+t9FaDv5hoSKifUptSCrY4DXaCg3MNFHLR9ynDhiONEgdW5vxFBCCTGYXP4NFqh9T9aU1Pfe7v2/xexrXEN1OQe3ARZbr+cW+4faNtmMjwJsidlKCTGErYUdI1KJsxXT+uvfoQ2E21ywCOY/P4FpzPL5jsO2FsR5in0WGG4DfMEwcd8ZoWdCDi84HuQF68OksZfneJSddBHkbCCs50n21igM21CYXKLkSKEtQTyjbWiwkraa6h0qkbt6cU7P+PXjnCHd+qBzBRlsZwr/oAfb6Eguo1jGROYSTxHZZGKhlGaUBK3BsY80UpQqw8HgUuuXvGy760+ZjXK2cdiQXLtWhxvf2duIqF+yGhxvtWCCYvWptV/uXjOXN7lHK5TojU+4FjTXfzLwQ9Bk7Eyy+c7cq9HJu8XE1poEvJFEfmjCKiAIswGMIYujinT7IbIYyjDTKq7avzaozJmWe+ysYERoBkCzEAOr194sQiw47lUmTz/wR4BNIj9kqeogCq8uYxR7SWPAwe/YyCWN1vY+2tPDEZpQws0sZjE3+91m9CglDfD12LhMIP0ijI4Eu4MR9i+R+0O6Yz8t99uFtyFWjLt9n/+G3myp1XYgUcmhZIk091vhVuax0noNSeTjxkAsxURSzg0s5U3upaoinFlf3M9hW4uGnoZaGMEKvpvarW4umIk/vTHwZ8C5abAcj8BCKcnkaYTMnmwjk2ym8jbDWYkRDxlsZwirfQhh9WEdAxnC6qC79BGjGc5nAd2jjY0TtggKbeeQYlUD0NW+X6yGVdT1YF8O/ad/5ZP2F8MJKINFr97uWyQTodcRySnolQBcAXGZMKRHUP1LsDsYZf+cdPuhRifvZpIdcHUdT5Eo8heqy+ygXiMkhYM8z0NB12Gxd4gQBN1QGFsVStpnfRwkB+AMbKxA48kMBINkDtOTbWykH9enfNCoac7hVPqEcfRAlcevryZZTf5YTaTZhVcn2yyUdk/YIphjvgOc+BR8BWHgyLHV16YfG4mhpJax5TaIkKvK91IXhEYPDOczWg3eD31FKPUWFrCRfhSRwBBW8zIPcBlZJHny6dgyl61XZpDo9O1HY6CQeNHvOqov05/QZ881FP9Law4Rjglp/nySKMVCEvk+jHEVqnJjMA/wLXygqAwGhzh7GWn2I7Xcq6HCHCZz3s8l/GQ7h1IUgsAvtubcbHuPbFs3vrANEuJxUPsmr1nx9I0KTLhEjR0FJiqF9+UYLGUMB2jHAdrxBcO4n9dYNOd2/r51IuPlf7L892Gs+aY3mc7Gi2UHC4tO9ddSLKKmSKhs4HoGlGxbN0qIIdHxe3BCaohVccj0RlxCX6PeNNXzgc4KByUIHCDljLysemGikoOkcDWf8SAv1sm/ChZp7GWL+eKgjjG4PSxjFJURdQ/385jArcxjna3u9i+xf4/RI7wm99jfQdZRQsHiKuXzBaMZa51fS6vlOR6lwNoctwEfja0Yl0j/J0/UFTuW3ZY3tj3MbT8vZuTPqxi8dwuP8SxLDWNIJ5d/chOF5ub1dyZIbKEPYW/Xs9PX1Ctc94Ht+sbq0plBzRL6g2sJNSbOTYMFUWdlGSM5TiwDWV9npd7KCP0qhDVZ9Ocqpjnf4K5OL/l4FNbZLm70ys2hggcDS774CxeP2M7V762Bx5QNbvxM0LJwt7aDjS37kPXRtfTjW1YwQtSUIgGGVBD95O/MuvR+rn0vi1IsDCWLH5w9eHXSFEaxjHcdUxhh/5KB9q1/mGHpD6U6BUROESk8CaFKyXZQZ7qlWoU6zAUnO4bVvVpKwMclHuu0Cz2TUMCkZPcU17OfWuF3SeDQlz+PQRvyOEhK0N0KpObqD4NZTQKFAVP2zxTlZ2AoRjlP865jSr1lPoazks8YrpFms23d6GNbIzhoClwm4RVxmdDGJsmNKOMAZNn6k2urTfTzGA0QDROZ6/Nseowwy3E3iY7fMXqgp13EAd0GGG9awKHsThAHr2Y9JgoxuoESaBLnhBJYtOF27sheyPKlY1nsuVkY340MgxAG0o8Aml49/TJ0//MhSdL7kiQVKYUO1c+elCTpV0mStiuvYXraOjcNlhbiwczkey2jIhBiKNHciXowj1sZxweN0cuQwuSCN+0P0sf+g/bZQPvWc0pvpC60sR+j6EoL61dkUnxbJLyhbAgUQnADR0UtG6mpzGg+4qnixykhhiTyad0yj/3mVC7+Zi1X3PYxN9uX09W+H5MLptlnkWB3/GnOjYpoSkWxzFBGLZrW/shtEB6w7mxnmONrTsaGEV5RFTgOnwhHOjQX6cPK9ogCpfJ5KFzCEYp2T31S68XASwiBve/87xIorTlY7LW1ZjwLyDMl17lfFKcA/wq7jYGDpFQXpQwCep4Nlduj7htDCTN4BYO7+uDt5m6ap+YAKZSbmyAbQVa07AY4RVVDqcai5AvDMJ4eOYN+Tl8y24vmBwL27yc1k8aIRr6lVQV9+3zDzIR7GZ85C9opX3QM7F+1JN/a+ByWG1jKpukX6D8ggPGcbj/L4nNnLyQ0H7jcz+evy7KcobxW+dleC/UaLJIkJUmStE6SpFxJkn6WJOle5XObJEnfSJK0X/nbTPlckiTpTUmSDkiS9JMkSUFcaQVl4mEx4aqXXV+KJaiQkInKkA0mQcNV+8H+T0KcvYxL7N+LTIM45UP11EeAssAXuA/mnxrDxpzL+HLoAF7gYU5GWLnH/g69Hd8zhNUk2B1847qUjc5+rLRd9sf+mCCgTloqCknwSxZuRgllWEJnsBjh18Ta+fdLrSO5jo9ZzRAOWlvTtKCKyogwUdjQ36PhhNb7f/eR0P811SaUiEPBYXEoZOT6Mj+dYl9MCAJuCJHkyuevPFWLQ1UTqnBaY3tWVOQ60/16MBoDQum2mt+X7DzCMOeXPp6ZTPsOopynMbngFtfCWvxBk0tMzHINgupQssihRy3PZz82BjSmtHHajcgojIOwiEoGsI67f32LBXvvhKMRYiwZAi9eebfY3Wt9+4tNhJoKbVa/ZQP04Ee603fPD/XvqOIsZP2dy5Bl+Vv0qSrVCz0eFjcwXZbldKAXMFWSpHREguoaWZZTEbJNasLqFYhkw1TgDqiRw6YHZdU1M7qwk/g6Uig9GPAY9TuKbmIxC71z8f4IGKmdxmZCuA7/ZF6Bmlhnu1hzE3tDKhZu41xbWx6yPQmv1DgwBgb9+3OukD+GA/DA839j/NAP4Qm4wfUvHuMZTRXW6BFuYxDu7VhzMdeel8VDtidxG+AnW6puV32wSKSgzuKLepBNpt+JrpAEhrEqdAOcGZGpocBtgHm2Gxn33jKe5TFGsIIkVz78Ak2/q6J5Tpl/Po0q7uVlnISypo3avm6kBtYzMvixqLIYGnR/opynudK+lkz7Hyz2VQNjzEsbfD8GQi7ppJOrPcsirTfw/lHOavE2qR7D1eSq9EuA1qVto0ogAFW7mvLMmudge4TgtameF7dYvG6jpw9XR81AKicyqHnCG7mkN5qC7pkaTY2Gc4t0e5fi1HhfdXjUh3qvoCzLv8my/IPyfymCK90SuAZYoOy2ALhW+f8a4ANZ4DsgRpKk84L6GRFihXKQdoRTSZqzbt18lylw2mhNbCeDjHrVqBoZGeClxyQwARhRd4bD2cBK22W6eDKl1jBcJpHNsdecynzrWAptVq3+hxwrBrtCErialSLbWL2546Bz/r9Zs/ZqVvUdiTy+CS/2fVJM3AYYZVrGANYH1It4i6nwmLIKB+Io1lRuGxuqumswqJnGPJyVProfKioJF3yEUBmtNSabVdbLuG3pYtre9jO9PVvotP0Q5u9OVxOfgzCcWuQ4RApsKJyVVqVa806d+58Eyc8Q4Tb4N3yGBlGu/YQtgodsT54z5Pe9pJHpya5/xyAg/QLSSpjEHJ7lUV1hlb221hy3CStCclNvCnq5SRgO/7SN9Du+uEyw2ebrjPeXAg0IOYRjyl8jhLU4yQXdNnE++fRmi89YkGY/gtEjQtT1cXj89anc3ESQphtBL8tlghxz8AGHRkPoSLdxkiTleL3u0NGbWUAKYnb8DXhVz08IariRJCkZ6I6od5wgy/JvyqZjVFfzaAnKTCJwVPnsN3RibP93Wbj2DkGo2wCUQacHD3GoTwu/OfuqFLoerGMgz/Co7v0bBSuV11vAbIRzbC7CB1XTkDnL6Me3AbfNtY3FjYHJ9gVCdMxcQppnL5FlVSRZ84lyVmAx+k7u2grqBoRq6R7gMdh54UX+yWkewY1oz75aEt8qhjrWUjTVgsnjwughpFWtS4gJ2mDRS+o+jwJe4f+4rumXjeQwrYEKNGPouC2aN7mb+8Y8zyTm0HSTft6XP8htEQN5qDRkQIxOeiIrBgISHRvcBY+HBEMhW+hNVxqp4FgDUElwCs66UAB0FNk/WbahtVKU/SHJla8ZBrIR3/Cu3684j2TyAhqLpeboWqHUEk1t0guKkrXGa6+AqqNN+eF4X8a16keBuQX55la0cx2tfWyQyDO3Zg6TuJV5fNemG70aKKVfYG7hw0n8D8JxWZaDqsgpy7IWNpEk6V3gcz3H6TZYJEmKBpYD98myfFKSJO8vlyVJkvV3FxQrTFhiLc5ntmsyW0yi/Pg8JsDjNQ54FNp2OCaUFTcgVoMdATPI/fV/76M8S+vNv1e7uc9HxObVEI1K8LJTf169CRE/VeLopi74VzBU3YDeg6qSLaPJgruU/igl0mVjDTerHeQQDcre+Dv3kGHdTi7p3ON602dVcpNrMXtNQk2yFAuRlJOoDJ6aOmwgxeGMKhgVRvOnf6HSFS5qajxI7Ro6qbDsqXEsefyagH00evApgFYTkjpRe7mLvZVLJTeC0Kl+VoS4RomIaxCLlq6XSAGHScZtgMqIJiLbAQivqMJjFDVNVA6V6nIOhiNVszBfo8ID7ITy4U3YQm/WbriKrv130mHmEfGb29TYPwJRB8WF0IbxDg+5EM+cGegJObbOIiU7FFA5LIMRZNr+iGc0HnGNnKDZDmalr34MG6NHeABrGpDFxJJAISdsERg9HsoNURjwYPK4KDVYtOKOJo9odIpzltAb0YkYSki3H+Jb20WksRcX4YKr1AhI4SA/2jrqJt66TGhZlC6DCQNu8mhDIgWUE0klJizDSlnGKO47OJsPbcMpNzep1xsRrLeinesgpSYLzWeWiWsXAfRA3KO7oXliGc0duzU9oDAjTH3jbfplfssahgDivE7jdf7JTRjx8MaGh8EId3Z7jYOkMJ75ZLCdpYzhcdtTjLB/GVQfayLFcYTnjY/whPlJXvz6Sf0H7gbJe/66C7CJUOSdxQtgMyTfmtegvp0RzqFaQpIknefl8BhB/TKRgM7uS5IUhjBW/inLshrNK1S/VAn5qLS3X8FHRrKV8pkPZFl+B3gHIL5nK9k8+DSXKnKoeZuSa3dCdTt612jYAFhBStVf6K7D/iPwFI3DGzAiJjaX+F9KgsSFfhS41InxPq/PzoeqtyDsQcRD61Beyr5SEr5+qjKQBoPcQPpNubkJP5oy6FskLP2atWam8A8AhttrF3CMcp6mu1MMlOFU6uYZFNqsPGZ7gqdPPQ+TqfvW7AkkwY1zPkUeXX/bqiFhnnlaCynRC/H/ZjTDQ4qg2igtQgyMqnHpQAygVuV/L6Pz8nEbaN9hJgOt630mPoNZqchs8k2TDyZlvogErmUFnNR9SHAwwVej+3Nl4RdMSXibF/vfzSquFL9xg/LyRiLCSACRgePPu2GAI0nNKSeqTgXfhvY7nyQsDwjPlipYdiZoZq+gGb4egxTbQY4TJ9R0vS9XzUunvI83F3GPPUAtGT/wYOAXW3M+4Vpm8EqjitdFUV4v8dcbxWZbLU+F+n4uE5nK25QQwxiWcjwllusf/gxGQXGPyPpr/pxB31lF9dhbM7PrfHwywy5fsoHLEzfwAG+JD5RnuJdjBxjhdfMjLOo5kp7kcDvv0p69jOFf9CSHp3icETTMYDF6xCvKXF5N7vb3TKhjigo7vh7TN8Rvu9O9QCzU5sLwW1fyfIN69+eBJElLgAGI0NFR4AlggCRJGYCMUOmapKctPVlCEvAesFuW5de8Nq0Exiv/jwc+9fr8FiVbqBfg8LKkdGEky+p1MWqoIDSVbvXATfUN7AYK0FZnehA2FzF57xbH4kQ8sGoqahvgb8o2O7A5sN5EsPg9PtqvOz/OXlan90JFd/tuzrfr0zyIcTpYhZJmX58dvQRhUPapTeT1h8qIJrximgGZiEk2AhFqO4SIcauGYCHi3OYof91e20DcR4XK3+Lql71DBKNYXssQUd9XEq7UwDU0rr5PRxq+GjLBBN7n9CdmhpLFA6veEpNVIOet2+sVKBTjgThXMf0LvmcbPUOW1ryF3rUKRzYWYigJatIPBlGcooQYnuNRbmUe8Q57UF40FyZySQ9IaM4lPShRRH/jUQKFGHBzCx9gwEMMJRQTSxr7uPj5tTzdYwYAnWzbyLIF4b6uB7mk11Z17kP1WF9zgeJEjBf7EfdjItgzlPQjNzAfxvZdTof5RyggkUvYSJLjGEPsm5jEnEbr9zg+4O7RLwZ+bqYjFkmBsAuxOMhGeFvOFs5SWrMsyzfKsnyeLMthsiy3kmX5PVmWx8my3EWW5a6yLA/XayPooU33QQRiBtUQeXkBuFSSpP3AEOU9CBv6EHAAeBeYoqcj3ighRqeDiOCZyupK+mzjF2BFgG17EDe3kdrFturhDHxru6hOJnqU8zRdPTsZzwKmJOriOflFjq1z/TspMLlEaQVdukk9EYOTv2rYCrJt3bSaIQb3adqzl5f63yVCB0WI7wnKRA6MKGdFyFJU4ykU0vx+tFL2vNu6znOgC074bX8KV0z6mKuXrmHRsJG8xv3iCfUHReq+TjjAPF94s/qxMTQcFicMYB0GPKKsw1lGCTG6szvUtOYpvI2JSvZZg0tB9mAQQokBEEk5pWZ9woTgP0sq2ZWHSfGQlmLRFhP5JDGOD3jU/iq/kcju5Rc0qiLwMFbVLgGRTfVYX3M4ciHGv82Ihcw8sOV7eX1Uz7VTJGlkMZTKiCa4TDDGsdxvH1QFbrXsidvgf2Hk/XkBibQhL3Dl8EepHtvU+egyhKdWzRB1IxYhEzlnwjJ/RujJEtoky7KkWEKayIssy8WyLA+WZTlVluUhsizblf1lWZanyrKcolhQQcv7rWGI/oFQdfPrhRtR10bPwsFI0PUhYv1kgwQNdZW7BuFtUM9FH6/KsgFwif37elVeDW4Pj/MUMx3Tz7iLeSTrLjTmMonUXjojzmddE7FKxcoOLHaV7snVyiuYXHCD/VNRLLEA4VVZAzrV8etFuTnCr4ZKY+AUUbRnr19vRofbjzSciOuBY6lWEbpzw7jsZQzesaXhGQ9BZhSdSftRnAqZFyRYhOPSUuz1wIAHI54z8rhFUc5A1gXUn2rHQbbrdj9T6xyWE8U60wBAZExedOQHRrKM8yggi6EaKTbdfohTl0uaUvAHtusbrLI9l4n8e1NnERZRUbM0hzdswCDE/ZoK9IKqpgjjwKlsOx9oA1fzGQUkMt60gNvN7/CA9Tm/RqaFUp7hUWKcwrV6KjqMbdZutfZ7zvqAZmwuZ5QYA2pyvrx/wwNg3xTBofUt4EPY8Xiq6PdCWJJ1DcfWWGEsYvm/8MxS6xsF/5Pmb3zEUNLw1WUguBGWsp7MZgO13ZR1wQNDnGvPqFu6sL1+vQM9iHKeJtO+o0HKsMlacaD6kWvuKLwUDsRDPJ3AIb9daKsSb4PIbRCeFZcJvjX0Yzif+Rz2GVfz4L1PQlvQqYyvC7YlFUFNEMGghBj6sMX/5L+bhnsvmkInz898/vZozYAb321W4Mw0K/rL3heJsE1IVotmMZk2ivHfCDDi0f2sqIZGqDRqXIQTGWSFehXxFOEinKuPfMULPEg0pVzfejG5pLMPQab3rrNWbLaJityIe7XY2jDXtEpADuq+tiovJeQSdjvCM70bnL2awFQ4NszKegYwkbkscI1nJvfwL8aw01zbC9zMXkEb+zFtUWdxVPnV1rmbN0lxCmXafmwUFeEDLQR7gvSZTKy0nxTpN6R8mTiKWXvrxVQ1FQuqBLuDlzLu4ufUtgxN+oQnU89Ceuj/ih+GBqM3fF5N/qsPLuqvOVITqkKmnrZn1vjMiJhw/cEAS80hLHCVWJske7bQ075LV/ojQBfHbo4TxzcL+4rz+QR1h/xM8O/LOmvZASBqjhygHR5jE0po5lMMU3LCXx5cwouHnxQG0QMI12tfaOhCpmoY9AhRDZBYisVKK4QhypLjCuEyBuRfJBESCuQd0RMSUmFTMnlClNZ8ghhMLv18sFAiGBE7dd9QqWnvI41MR3CpsS5MuDFgcZbRx/4D01u/yII1d/IEf+PDg7cwmo8oxcJA1vnIRiTa7Uy1vwfAtazQwl1nAoP7NJlk03fcD4FDkv5gRaRweIdXALbDs6ZHkdwyz/IILky8zRRWmq6mmb2Cb+lPCgfOuL/N7BWaUZNJNjN4xTc8b6Q6hLUTIdvAZmApbIJ4h71WKZVpjrdo7zjEAsYLsfr/IWickwbLd/27wUdBHBCMpyCChpUBb4M+70wocBYL+jUEPumlidTtBgYwwoXbdzHYSybc5IKb7cuJcp7W6gipkM0I1/CLQCH8Lf4BJvV8g2NjrWwacUGDPC4eIwHd8w1FFOVCIC1UblUXzEy4VwxRoybBAAAgAElEQVSuJZAyehdFJAQmD3rQb4AkVgv3NTqcMJD1FJhCo+gaLEqx6A6HqCThUPGe2rOXbGtw4mOVhHMdKxhvnk+c9ShzXRPhX7D/vW4w///ZO/P4KIr0/7+bmWRCDidOIMGYSBKI4ZQAWQMIBhFBkFuOhYVVVwQRVlBY8RbPFRWFFRQ0LLAgyCVyCIKAIIjGDRI2XDEcgWAkgYQMOciEGer3R/VMrknSE2Ygfn9+Xq95zfR0dXV1d3XVU8/xeRTOPRbFRObyZu4L1ZJq3pZ3XvMCxRls+gZSM1TZJ6822B3ArUjBwO4DcwreWvY6jRPOOMwrNvS04ggAzfPOui3KKZW29LZtrfhuWClbuFpA+CgQMQKIgGNwxBjNAVNLrDpJxllg9HJEHYXkmRl517/d0jaX8IeGxTNIrTWJSN0h/Lg2gSUd6SPhDAl4zHwAOKdN/x3guCmMYhpyf6fdtSe0A7nSP4XmAVKxC0AJMCduHOsYTAAF3LI1n9F8Js16dSQq9dmgsq6WwwUauUXlf5FA7iTJc/4gVujLV8wYP5214/viSzF32b6vXuA2oV3bc6kaYi93QC+FBGcOo3/ANTTNPE+neQc5ebg1q/7xEHkzbsU8TTW16pELOL3MYH1lxk2MObhGptKoDziGHAuWIhcjRUjN+yz1Ow5yTjVFj40gLrD7kfv5G+4XBL7jbm6aqZL16XHuy/I8bDnVHWbHQyGM5jMMWNho7MOg57ZyURfIGVNjt7ft/zfUS4ElnEy5YtaCIqgh1VAVKGY8pyH5Hs+RaUH1K+N6jkDyyciN1OborOLrwQnanfzsIcr7YawlkZTXOkshYxCcTmrBoPjlcoCri+klmipMtzkEVxFi6oJSDDRy2Z7pAmwQQCGptKW/eQsf8zjTdO9Vr0VxJU3EbqR/g4d8WDbTl3Bz3Vf0NwoGStme29Nplui6Io0YR+SQqyahr8MTGDVxIU1bH4Oz4P/s+bKFz14kA4YVtv19IPSDlu1+5mXLa25r+zVhL1KjkgB5G3zgLnjnmUko/oJ/vjqF1S36oVwSeFPKfkscXu9d8sj71Jev2PR8DxngocP53NQVThGBiFZoufRnnudNGlJMDGn0++dqGllyOUFz3jRJtYwMu27h9rbWiD80LJ7B/Yd2a9cm+EENUYDXF9a6pa7XDC3aiXqIRnmFjA1KlCbe8rgNGf5XGQa4P6cyq1kt0AOF4LdBhtyuTHmYZy6/CmtgR1FPee46PJqSlqoTeDk040SNXBlaEUK2DCn1VD6pYfAKr2LBQA/jNgbaNvBs3my3mBav/FnmSPKIEsQqQ0mzjPVjRertwg2zoaNn0HaXjqkNMaQRUm5V5kp2+o7sZwQrmcNk8IfCKdXcU5WYszu7XGax1QKd9ar0j3FFu22TbSJHavOuxMIzSXOZ0Pp9PuIJ/sNfoVDNyWXI58qzN0kiRjcjlCzpT2enXNhNxck6Es6/6s+EAUtggxwfMgmnkS2XVnkn2ZA3nGRDHO8xjQWM5ytTD9ryP6R66zrjdx4lVE9cOJEvTB5ggk/bjOaxnGXajtODK1GnJcHg0xcZ11+fYaCqT8Epaf6oL463WlHs14BcgiQBc1ukLfoQMhzdDxkBUJ710g/IAb3Wwa18H0hBaltWw0zjDIrfbcgahkphr5Cye6qxz/jkgCWyYmEDFh5wyXPQBdhPpWW+MyI1jNZy22bk/QiHXyeaGEsiOQTTZ+UuZoyYjjK5hvq0zrF62G9sxy1VSDXchCJ4ig/cyhBbHkdoRXOOoysXeqyrIQzZlfBkuxDrbr+nrfSmIcW04ghJfndyt0UbeVwxDWnOcU4RIR3RE6spGAvjxs/hHr4Fyij97XmLLAbQWcuoBipv1waHD4vWLrNIbetuIBWivj9H3mwfTJElzMubyijTZ9xMPqV3efMGL/Iib3A6rAVJxDPCtBK9zYZ3iWx7sZ8PvkVyBVzq44XOanPkQSrw80eH1ZGPzp6mIaCoEJu+AQWGAD7gKYayVt6/lmr77IuMIuA26QpwX8JeGACtOMIIVlbI+dSKI/RnA0HkUoqBVO7AcxTX/3dRf6a+HBBmUOycKnq0rd5KkJOfEzWdUoK0g5YgO1gW+BghfWIY0SvOuqXZ1wQ/JCWfsxBue36Ukorlf2/CCsBxQzNWvfQQzV4/gQ0dL9z7Ji/o3mDu2mcQDRQcEcr3IsOdlwJzQBmMnIBtyNVNIWXRRfYoL7tNWV2JkYm8Z6eAM/CvOdOZe/Efkv8gETnA2B2vtcxD8+DIey1rL1cHZBMi+R3mUCYsmJD93tlYdkbdrzoRX7kFvHJwaI5KwsEnC9BDemQY/2EMARSQz80QCK/sfKdmp0e78FNbH7NKs20aMTRFG9uxS/CDPXTjKdsH7q8bqbEoIIBm5tOU+kgls3fJVS77y8nMptehs5bNxDrr1WuiAHAH7iSJjQzgFBHEkOby8ZFk8FH8wyTGj6WAANIPt4M1SMJ0H+ga/w0RZLCV3qwzDSaEbD5Y/TxfD0vgOM2J4BSB5NN198+wDDI/DWMj/fmKvuzY3B92AoPh67sS8KaUI7TCgIURtpWc0kVQioEU2sv3+xC1j+1HYfXMfgzrukkuZIeAaVsJ5ICSDF2TfwYDbH1hEHN6jJMm2vvhDlLLUi6U11yW/62j6oKl0liQ41dG7qXHRi5BXAkG/QCqINtkJIIMlFjBR9EPk0xHdnEPcaZkbjef5BdjFBGWDMaWLGGEcSVb6a06Bzer5Sa4GfUol1BdUX+aHypzAlGkUvOPRnvoV6hMkU4RcuDPpozO2b7iVnFybxOi36kHwoodbUBo9df5neKOvHSML54jhVi2RA7hnYxX5I4mwAIcg1f/V1exadgwNn5xL/2m7JThj/aBLZnqo4u2UpVkTWXJVM6A+L4BT018i6ABubw4YJbcp3XRPB5i+EX7xboAO9Poz5Etq0aVONMuOTN5V/bLKedcfILmrMweQVBILh16762Yy8oZ7KGjGnBrUh7r4lvRQ/+D+81CerhAEA0L3ZyVWIUOGwZkpm99OfNH2Yq47iYRu7+TBYNbI4VuJp84kvmo6AlCLHXLRXI3e7ibPZwiguatT7ChdX+eSZrLwXjZaVK5g5WMINMWTn/dBlgBScPiGUsigZZ88g2B8BgwWs0aTQE7b+7HuYtGmqw2k35XGJmEk0YM39KdF3iLTF04iYwlg0hJHjkEbSzm78CwbWoC35bqMZvhyqfgZWcZiAYM8p6fMkeA3jV+KK3oz0YWMJ7jxmY8ZZ5bRXgNyTMTpDOz494uxJCGL5fJJYg0YvifsS2/EUpHw366lPxEDiGcoDld2IdMo/MHXEH9EVj8kCvgYXKgNR3TyM1vQyaXKp/Tp4ZxIurYObna3nANbXUXgiijl/4/jhGGlTzPm0Q0HyLTw8+FpXcNhQfUApGwafcwWPM/4vlJrsT0oObDrHuE1DxI/zSMabxH2JxcXuw6q6xODSgJxcH26W404gKXaUgp3m4Pg7WiI59AngiZxwu8xXJGuTcaKRyGssZj1PwPsJlMY5NrCqW9EbAzy7r6PLMIxYau2lBxCwaGr9wIX0PaoqbXlBAyhl9IIp7BfAnBZearfAJpznH66zZIYsZYeCXzHRmVMxYy2gRy66o8h1mnJUfoevEbFjCe7EUhJOaOZX7Q43RjD6FkOXhQYviFFNrTiAvS1KO1z9iDI7LUjxW8dlM2FuTI/xbxCCWbTBiHnvOID2E+gdjQsYOexBt/4u68quY4vQ3uyfsBgL+yCouhzBS1z6+z45iIotP099ugckxdZ36M/wMalvrjdGsBHgb0amhw5Uye1cHu+1JEmYalJqyCY3c1rXMz3YosfreOtK7gosmHCDIIKTrPW988xZcHeiPOKIzuurZM+/UaRCccBALYRXepXdHqjFqT71oRnKAZYVvV6IG9uOR06nOqKr25u+ApNlSQk1Aw2eziHprkmHn62Mes+HTgtVZaNuDZXPPtcBUyrPkG22GuI4LJrtEnqBRv+oz4gnaLfrzmCLXN9CWcTErx5nBkWa6jfXRhEF/yZ1biSzHHXm7K4fAojs1uyuE2stzh2CgO95W/byaf+TxOXzaTxJ28GvQKwWQTQAG92eoQhLrxHS/wpvNcQlpgT1JaBNjT7z4PIhHSE8KI5QC9/rIe89tN3BK9VxkrGcERWtGWVM193mApI5+zCzL2/+/IS1edgz3jo1UjboDTraIo/1YUJUdRlCpaCEVRpiqKIhRFaaSl+fVCYLmML8xF0qob4XZ+0Z6t2VWM8exA+weqIocQ4kjGpzc813U2A6dsg3mVCo2BX47FAmEMO7RJTozuIJg9A/d/vxvmQtTkw1Kj48o4sVjmTfIEcmmEPwV1plqvDaUYODTrT8wNfpTdLe5kZOL62g+qjEjKwtGjgf7q72SkM7OHwpq301NzNvD6BF8uA7icf0qv5h+qDgEU8ATzyCaYeFvSNbWxGcfZR5cqAnNfNrOGBx3biYxlH11qHS912HiZ1+nGd+ygJysZUaXMVnrL9+haZFD7LY0DWkKB0YsgLvAyr8us1LGQxu1uXwi0JZWjfToQSH4F4eMPaMZi4P7KfyqKEo6ME9W8bK8XAstVFBk5Eg4kQELOT87DXa8VRhgT+Qmtp5/0QOV1QDh1JjT7PSEm77QjJwlQrSDSvcUWGOtVNglqpVSojQ9gPny4cSwnk1rz9/Ezob3GegGeVgVoDyCICxQS4LFomAICeH3qNCZ9v5CE7j9JB3RXkYPMa4T6bY8ajUUmyvOESahEThIXTG5MCnWd4Emyu0gyaM6JCg7BtcFA1fQGkWQwgA1OBaRQfqNV3kl02AgliyO04mIlgsBifCtoHVcyguWMIpW2hJPJUNbQkGKC1Bc4n5uZvfs51n42WiZArQmhlPlS3YXUuj8PvAy8hZwXWuIYG27Ok7m+IjgFZ2HuV89wgubXLLRcJNCR0iCVthAG6xh0zQkgbyhuEA+LEOI7nKdy/QCZSEWzM0+9sGj5UVRhxb3zmc702OgBSTZOhktybQsU9yEHqSL1gNNtmqkpobasCqF1NwpaX/Jd0/rIKJjHcS0Dd231n4JJsxbiO7WYLuzj8KtRtH5cm9B6xc9zNOv2CcMTGj8rOo7Qio2Lh8v1TQnazazlYTe1VoahKj+N22CRYaD5BNLIXWm3rxPq6sOiFa04QpIhnnuKtI2P9lQBWpDFLYxnPkoitAg+TYteH5MX6kMOIbQ4dhpK4HRsY6zoCCSfpqfOQzKMGvYZNvSOa7ab8gIsBWCAW8ji0YS5MrT6U6TGzowc+wZQFmqth/+uasOfHj8ELeHTyaMZd3gpJEKbD/5LW1L5LPpRLAZJN3DT3CswBO6z7sUWrGPfxC6Ek8lE5rKIv11T6oh9dKE9KYRKRiDaffojnzLOpWgx+7h3oyPM6iMURRkI/CqEOKgoiubj6oWGpTJO0KxsVecuGIC+0GHAUY8lbCNBJsrSjOomAzegPtn/U40tac+B2gv+iCR4s+Kak60910gNuDTFi0dnLqe9+Wd68g158300ieteCyTTqCdQQADelEp1tgdgQ1cWWaVlaWJCu99QpuQz8QgM0tGxrgLRRZMPSpGkNbDcADcB8Jx/Uj6BFUjk3Ak9NhbziNRibAYeA9OQElpMOw0TgReg6YrztMtJp+n352E6cEYeZxe6vSkloug04eZzeJdcJchs5ua8EqzopLbHiuRWOQQlS+Hww2U+NFjhT10POWgqxq1dCm1WwuyVHFLOsOKev/Ev0zjS/KJhGzLf3Hy4FOTFfMZzxNyKu9nDucNRfM4ILhJYZ8bh3mwllCxa5Z3kAo2Yz+O0z6t5Urpo8uF/pmiK/RqQbTIyxLiKIcZVgDRf3XDtjOc0LI0URUku9xlXYzMUxZcyvZlLqJcCy50kuUTjXivaQN4OH+mU7Uwx5S7sRobu1QM0zztbL7QrADGWNNcnN1esARoE0JsmXuGT6WP4q3Ep556KojWHtU3iRZ7zebKi84hgeYoIttKb079GuHbgALTrXLOk86ZHdLQ+8j0KNLuuXbHq4EOelInpVuPIuHu9EFIk/W4uu5GavzwyiKBVXvXawVOmJiSZ2jm2K6eVqAnB5JBNCL/GmmA25H3lA3Pg3HtGyRU0ES4N9+JYcFMO3xXFr6tMpE8N4yKBjvxvpXiT5deELGNjMoxh5BhNHDFFsSRtAltODGbn3s4yqvMmaOF3lAhLRtWGtEFqWGfb/zDBnx/kk2/H0J1vaZeYDn2BWLjyDKTpYjhBc0qOmZiqfES/1qv5jVC6Hd7P3ebdbGCAY3GgFXbt5xlTY4ayhkTGVimz3dS1gkDsW1RCOJmkGtoSXZTOpvXDMGDhXdMk3tVN03zu3yEuCCHiyn0+qaV8M6R33EFFUTKAMOBnRVGa1HaieimwhPKb+8wkL8PB+dGY5pVIQjJ3woT0QemEfLnqMnj7yeSAVh18bhrIdlNXEk2jb7w0rgFa2+hbdNVlJ0Sn8EE6ZleGkdrv/SF4bNQyFrwwhdc/mMbd7NHkfCsmywy5nsDN5HOZhlKj6CYU40v/tB0s5a8Mv3Wlawd/j/N74uzexsHf+Zc2baWr74UZerKdDGOYiwdK9fsIVvLFqj4QLFe2nsQpUxPmmx5ybGf7Sep7TzlSp1liOGCqnsgw3HyO2KKDgPb30w67YJ5PIIdDo/iNUA6HR5FLEIfbRLGs74M8pvvUobXIJ5BSvCkkgNtVMr4LNOIyvuQTSHT6WdKI4SKBvBjzPB2afc9fWEZ43C/wAJx+qQVbDb2rNuQYUsPjAxAB0+7jtxWBrGMwGUQihsDJ8Cb8OLcdm429+Bv/lqa4+UAnmMg8tu0eyEOtP+ZZ40zGM5/YooN10tgVEkAABVUiBa066WflU84fzx4Z1Mp2hMJNjfHpnsfaPqOZ/tyHHPWUNtIV1JNcQkKIVCFEsBAiQggRAZwFOgghauUwqBc+LJXxJYN4bKlGav6aEAw/92opzUB2zYpW9bgWRCE91ncg64/Dkd5cKw7HRjGPiRQYA1j21WNMfeAN0ojhYdxw/deIAqNXjVqa5cbhxJNETN5prDqZ48S+oi0wejmIvzKNTbSZhMqjBCkQ2p9VOPAb0ikvq1wZqEhPb4edph7KJuEz8tgXd8+S9WhYfSupkJ/gmazEBQSQZomhmeEEweSQ45LjTlVspydv8gLbYrrxGJ+y1eJkMqgJ9nfDiLy3NsAPTo5uQtS8cmOJHtDJLNZNDecr3sfyDNVGpKajDVL5q5Fayf7M6+rA2sx8mmachrY47b8xpMkIJzfAQCn3sIutpgRiSWEfXcgnUBM1fzYhRHCKD3iKUgzEkMadJHFzDRPrUMMaMoigfTU2c72tzGciwxhGEvGOd8+KjlIM1fIKrWMQA9joWFwU09DRFgsGMoggiFyKaUgxDQmgAD02biGLAgIcZrBifFnJCNZEF9OeFB5cshn/oecJ9MvnUx4jn5sRwyDB9DUrGcGQ4C1y/OwBjESSST4OD765jHvZzod4ccvufKISDpNCLAaThSeZQ/rIdjSYXcRTIR9gwZu5tIAL0OfEtzANliTfD9sjGXHvSo74tSJAjcizoXcIWxFkOIQR+30pRqXnVwWVRTzCINZx0eRDKQYKCCCfQCLI4FyCZG60oeNb7lHDn/8Ha6BksUmSY56Ftf1H02FjDGNJJI0YEnPHIle61xfiBiyEFUVZgeRUbqQoylngFSHEwjrVJcSNZ9u7KS5arE1uQhLxvDhrFn+fOpMYfiGULIbM20LR2Aa8ZniZmckz4Hs4NrkpycQxes5aiITpA2YwM2kG/Ag7J3cmhVieXvExY0d+SAAF/LPoeXxUUrolocN56NAq2AF5k33IIJIO847KHEYjR/NY0jL4EdInh+GNhaZzpIp30+Qe9Nu5U0Yz3Qtz2zzKpG0Lyevlw2IeoS+baZFzmunBM2hLKqMT10KRrCeTcHrMkU5yBydH025buvTRiYNpd71OMb58vONpSZX9Ygkdbk3mXZ5hOaMYw1IMWNhOTwJVtssCZH6L53kTPTayCCWbYNqrREQf8BQRZDCYdVjRsYDH+Sv/IYACvqMbOYQwlDUU48siHmEsiRiwUEAA2YTQXCV8epz5TOdtIsngFBHsowt/YTkgzQ4f8iSDWEcX9vEeUmvRhX0UEMACxjOFD7iML3/hM/ryFYvnPAHRsKLvQEZuXi/ZiBPgi9g+DFm2BXLh68kJMvHhajg9sTEfMZERrMSGjj10I4IMYkijGF+SiGfSqYXSJn4bHOwRTbtl6Zwf7c8QvmDPul5wBk5ObkIK7RmSvgW2wRcT+zBkwxZODmhCVNI5no9/iVfNr+OVBDt7dSaVtkzO+oRzoUa205MJRR8z128SmYSzh2404wRZ3MIvxNCbrcSSgg0daxhKLCnEkMYeupGt3meQTnwRZBBKFvkEkkQ8IWQz3zyeO4ypjCXRobJOZCzxJNGWVJKIJ4k7mchH2NDxNs8yis9ozgnyCeQ/jGEEKwkhh1d4FR02nuIDimnIHu7mZV7jT3MOwRD4d/hI/pa4Amzw8fiHiGM/f5p3CEywemQ/bieNfG5mEnPpy2ZmbpvB+l69+ICniCOZl22vYdXpGMenxJLCPJ6gJzuIJ4lJyQshBZ4a+xa3k8aEzCXMCR/HAsbzPk9zf85ung9+iUAu8szquRAM0xJepzdbuS9xL6vH9iOJeN7Ne4nvTHfSPSmJfvGrmcZ77KI7KxnBCFZyL9uZxDwKCOBTHqOAAP7BO9xMPqNYzj66kEQ84WTSjT2sZAQ2dHRjD+05wL94ktNpLZgQ8z776Ug2IcSTRDNOsJxR6LDxV/5DJuFspyfNOM5fWcprvIwNHXEkY8FAKm3xpZjpzOThE5/DIEVOTi8Cx8B/9Hlu8cuiFUdk8k0gyC+XfEsgNqsOb59SfHXFnE2KlgzE90ODx4vQ6W0YfCwE++WQUyQF2EC/fKzoKCwKoHBZY8aNn8M+uqhmDgsBFJCLpLGIVYWTFNpjwZvCooqagW5+e0ilLflFgTT0u0wcyewp6gZA4eeNpXZjEJLcsQT8W8jxr/BYY5nZORC8Yi9x5dBN+MfJfVarjpJDJvxj1bLJall/pMO3PzLaJwUYXQLnfBjYcQV7bHeTN/tWPpr6MKncwccnnoK3FfCBgR+uYD9xnL0nGnYBCOikSGG2EPntA1xQ684H3lbLUc6Js4nahrfVMrFIgfqY+qxKkJQasdDkw5OcmxMlx+Hm0ODtIq6O9oNzyGfUSL2GErUNqL+7A50EvKjItjZS69er127XRJxT2+MDcogNR4hM7R6n14i4WEX8d6f7620QxH4hRJz7a3YCIcQN/+DdUXBMiA/Fo6KpOCp4Q4hZYoKYKSYJkoXoITaKXeJOESZ+EfwoxEPiI/GheFTwoxBeF8xil7hTNBEnBD8KMU7MFrPFOGGynhVsl3X2EBsFPwrBl0LMEM+IBucKBYlCGEt+k/sWC8F8Idgry/C2EMwQ8pgW6meaEEyR5aLEIbFYDBd8LgRrhHhOvCTPv0sI3pDn5JA8frT4RDwnXpJ1/SjEBDFL+BfmCNYIwSYhGovT8rybhOgj1srjtsuyz4mXBMlCsEuWixKHZDuWCTFSLBQcE4K58tiuYpv8PVeIduIHeY65sr0txX7BMrXsIVH2O1HdN1/dXibPZa/H64JZ8LW6vV3Ia5wrr5Fp8ry8J88xQcyS22o97cQPjnpN1rOC2Wrd24WYLcYJn/xcuX+7fL58LgRfy+dzp9gl+FGIDmJPhXvQQ2wUnL3seF7RIkVe59fy2AfFUnnvvhTiEzFa9qXtwnEe9srvlmK/bN+XcruPWCuMJb/J9i0WghT1Omao17FYXrPXBbN4RsyQ9XwuBBml8trs92Sxeh71uTYRJ2S5Teo9OKb2r11C/n5RCEYL0VnskPf6Pdn3moqjcn+iEJy9LKJFivydqB73tXr+z4VIEFtknXPVevcKQRshaCQEzWUf50d5HQvFSPn8U4RYLIaLSWKmvLcZpaKwpIHsi1/LOhaKkcInP1f4F+aIXeJO2d9SZNvWij7yXXxb3uflYqBs8yFZbz+xSpBRKtqIn8QkMVO2f7EQhKl96uxlYbKeFXtEBzFDPCM4JN/3PaKDaCN+kn3j7GV5ztnymieIWWKcmC3YJZ/zSLHQ8a70EWvlsz8mRBvxkxgnZos+Yq3wL8wRj4oPxTgxW/bz41fFODFbtBE/CWYLsUr0Ez+JNuJF8ZzoJ1aJHaKz+ESMFh3EHjFJzBQ/iHZiinhL3qPZQvQSX8rrVMeZ58RLIkz8ImaLcaKX+NJxDo5fFQ+Jj+T7/KzsC+PEbDFQLHe05yHxkRguFotxYrYYJ2aLxuK0GCkWOrYHiuVinJgtHhUfiuFisXhQLJXXnywqlH1IfOTYN07MFjPEM6Kz2CESxBYxXCwWncUO4V+YIwaK5aKX+FKQKMdPe/lJYqbj9zNihmhwrlD0EWvFcLFY9vUfhWCS7Kd9xFrH53UxVfQTq0QfsVY0ESdEgtji2PeieE68KJ5zPJflYqAYKJYLMkrFW2KKEOsR20RX8ZF4SPwmjOItMUXMEM+IKeItUVjSQCwWw0UHsUf2g12yH9NciB2is5glJoiHxEdigpgltogEec8/V8fqOCHgggCz/L1LCJ5VP1+q79s0+S6MFAvlu6L2idlinPC6YBbGkt/EODFb9BOrRINzhWK0+ESOR8myr+8RHYRYjxAnEXSV47/Yivz/ACJBbBGTxEzxqPhQPv+esh1viSniUfGheFR8KMgoFeiFgDBxPefZDrGIK2b3f4Dk63UN9ULD4h3XVlx5M5UfesfSacFBvhjfhyHvbKFCQtzKppzy2+V/j4WXRj/H61H/LMvHogd6QOzLP6DDyre2HlXylFz29+KULgKQhFvZBJNBJCsZwd7D90czi7wAACAASURBVLG89SBKMRBPEi2mn4Yk+HiXukrtruq6DfDvrSP5W9cVtZudBoMyqBSxxrss+V91MMDOrZ05QitCyaK/eQt6W/U26l+MUQxjNd9wH8Hmmr2Mc41Gbss9w1NBH/CGeUYtDQGvImgVuh8LBppznG2PDGT2ovE8Ya7Zz2qycRYfrZ4qtaBj1D/bIDVNS+H90Al4U8qkKQtrZqxWkxauXtqP4SM3IuIUiIPzCf40nlTVSXPJ3OE8vHUll7sq+Eyv5eKCQVknYDSIKAVyoGS0zOjaeEGh1K45ac/q5/sxfMJG+BJ2/NaFHpN+cNRXJRJMDzwOSpKAThAVc5gTh9qU7dMhTSzl08UEI80zZqSr2jrgJDKtQw7QA0QnWGQaiQ0dFgzkEsSM9TMR+xTnYfzO3icDfLzjIZ44vBhxQCkLN3VmRh0N58YaadLSDG/B6cGNadr9fPUm19Gg3FfKT007lL0vld9hyra/2dUVC96Ek4keG82KTqJTy1z29yJTF85jfMoPa3vw5YO96V20DZ/NwF0gfKqGlJbf/swkydFGd11b4ZyV2+BoXygMXb6ULEJZwkNEmM9WCFVVlgIDYH1kL3II5jvu5j9547ho8iFo7WUogdJ+ciFd6tMAXzV/kVVX1r4Dppa0NR+t0F69DY6YovgLnzGfx4nPO8izphkMZh3xeQfLHp2u6nV67QfayP6cO74hBksp/zC8y8czn+bs9CBC86qOC9+bOvAlgxnPAkrVcOjjNOcfvMMDbGZsNameP2cEBkrpyfZqnXyL8WUB40mc9/cK//84sR2dI1PwSr5EabFRpkyJhF/7mkgjBl+K6fzrjxDmI7MlD4I7H9jNq7xCLCk8zscUEEA4mSz50wRIPgVYaSpsrGcA4WRisJSSYYjgIoGUYiCQfPbQjWTi+Ld5XJWxtPL2HmNnVjKCBZungBnOjpIKpK67kFF1LwD3wtnpEHYG0sPDiDCfBWCHMUGa+fJKeNY0g3dmvSI9NvoBPa+vhqVje0Uk7XZ/vV7G66dhqRc+LF6UMr/3KDodOwhWGS45ZMOWqgUrm7StTn5/Aa/rVGHFPlH4AdsgZWdnOUlOB1EpfNO75AoGv1Js6NBTTCQZRJJBNsEUt27IyMz1HA5XPT5VO/2EUUscOS4A0JULJ67N/F4EfO1VFsZbE6zQo+sPpOyNpbdlq2Nwqi6+/3bzSXYbE2iUV3uURYClgJ1B99CIXE18AVf8ZDRBAf4MYh0FiwJ41vxPuhu/5Y68dKfHnDI1kWamOciPHapgcj7Un0TGcrRxBzgPk+YslCGLzqByIg4bswnxgAIpsCJhICPnrXd6Hx+as4qHWq6CV6j9PufB6wemSXrvZcAB8LkFnh7wKh8dmFpte4ZN34R4VZGhn2+VO48zGnIrMBtEWwU+hY/fe0j+V1M+O3s9eqSwYncHsh+zGxQjRNyVwb1r99HvwdW8zbOkDYyB88g+5gyV74dF9ukJuiVVszpXLmtWOT6CIH1wGHeYD3LZnhjL2X1eDGKdtxTInL235bcNkEwc3fgOPTbHO2XvnzqrjYa6Ynab7+WXB6O43XySzcZe3DPkW4fPSuW+XHl79LG1Nbeh/G8drM4bQ7UIhrxIHwau3kbwsNMOaoP9xEEyDP/nEjDLNiQZYokv+bmCrwlQJWTWvq9V3kniTUkOEjZvLFUc2MvXY/+d3iNMmkXHd8Q0vAQxH+aUTOWF6W86FVYAfiHGQdlvR3OOs44h1V878GdcdO4uh06rDyK+V+AgZVQWp+DWbXkU9MriAkH4BxZQiI8UoFOg7QOpDCtazUt+r/EkH5JCrKQeSL4EeEHPSPryPqncQTiZeJdcBQN0+34//Bk+zBzL09nv0yrkSLVjafntFGLpzwaKh4NvS7jJACYL7O0u93ftBYTKBOsiFqJTzlJikv58vfPKJIQ4kjFOOsc0w3ssZ5TbmTtqhSL9DH/PqBdRQg0Q/G3eCum8ivS+xkkab03IoYyEzo+KvBJWqiUBtukbOA1fHcBG5jPBIaw0pLhsAjlD3TldVoPIVlzKa9OME2QbanfM1NvQJKyAjOC5K+9nzcnU9Db4yvIA85nAADbyfd69ZPs3oZXZubAC0jFxOz2r7ngY8IPGyYUcyelIr/PrpQPc5qpFq+AUMirggBxoq8VR4AvQxD9WAi++M4tPTjzJ3NGPyv+2UTsBlRnpVDoX7STTyfJ8BQRo5+KpLlu1D7AbyfZZKJ1Kw22ZbLb01VhxOZyhqrDiDJthF/eAHqK7n+XyI0G1vwtmtNEK+MB+OjocPiu/lzprWTblVnkn0dtgQN42z4XxV86IXRn3gulUCV8M68NhWuNLMcV+Dehu3kvuPxuyzPywYwK8K+9nl4nE5udNoXmeXLH/RDxdzFWT71VGqCWLnfTgrryfHeHBehvVCisgAwaS8cxCWYdNOuVW5vnJQQrhlWdvszzmZvLZ7ZfAc+JlOoi9vP7faSz8dSyF/o2YHvChdO5lKJ/0mYykv71C2DfphJNJIy5gsJRS6tOALELleNFIkvqlhzRnN3dravsg1rGSP+PbC/L+64N3LkSX6xN7t8H+MbJrH80D9joPpx+at4mLRbfwQt4sl8LN3QWhgFXXwO2f64l6IbBURgSnPEdZb1etl4PFAP8yPMm33FOluC/FFbzqAyioWwKvylBNA0zUfsjAbdvY7EhvfOPgW3SVWPMhh7kpwHylxkE4NC/Pedr3LCRJVQowH7b2HsRz3We7RqZngadsH+C2cfYkdG72LUFckNuPwyg+c72e4dScidtA2QSvlaytOqQDOyBq9Tm8+l1i1lcvco9uJ+ZdtdIa1B12kkS7EJXjxrqLYBBfyklGhU1fNlQV+PlTiuH6rRZroVgQehBG6G/egg2dJAMsuYreJsNc3cl0GkQuOUZTreV8i646Fi2ipuSg1xEZRGru6/8d1saRyNCAhaGsoS+bGcFK+t26EborUFjMJ8qD/KDcDl/bx2gvgskmn0D6rN/Ffwxj2GfoAsCupfFsOdCdO0kigEJuztPGTmk3d/GazP/l8wr87EQj2jUYWt0FQkNw3ghWoilz4B+ogHopsOziHqoxl147dDjCXLNNRiwGSPOLZjmjNGX6vIxv9ROR0QWiJj+k5/l8bcUBlvQa7og6udGorNKuCcV+DZxzIBxDhrpGIc0WnZCTXyguGSszdeFuzXr9CIu4w+6w4sozLY9VyLDsWgQpm6tWWQMVeWdsyHtmARJhTtCT7HmgIz+/2lVGJXgKIXLyxED1z8oZp4sJ2X4DFZ9z+RB2KwRy0UErr8NWQauiwyoNRfq6D18lriT1TQVFgyZVb5NmMh1Wj9Gxt+KI5xiGPQgbOmlq0qhR/lP6Icd7d5FA9tCNN9q+xTBW8yT/4odvY3lOvI3sOFeAy8BNQBhZhDLz2AwadCpiAY/zNtMpxpdGXCCcTC7j6xIZZAEB5BIEiRB97CwslWcsjzuMwGw4v9efbJOxVg6c3mzFNXbMa4dQFGx6vds/1xP1UmBJpa1MiXStK8/qoK440oih1MeLmKJ0/lt0J4+wqNZDvSmt3rwQpcF8YIfdPOUC824uQTI/x+8MaYYY4pxlPDyD1A7MUn/vVf9vg0sZlS/QyK0r/MdWLONzRsiJdQ6SrtyI61q/TGrmHrlNNXe4wsZ6GzAMyQRtQTrf2q+9SJowe+R+K7cvuNheV7BXMt2e3tEY3kTyZ7RBJqabjORfeRmO7W0qfz8OjIGi1Q1gETALzq0ywnvI4+cjybqnyu81DCWkmofqW1RCQ4qlb0Id4eOKltQotShaYKAUG3qPET8eoZXLXE/1BQ0p1m5CT8ah5dxHF6bsXwCHtnBQuUgvZYVKx/ApTcQ5ylaQNzFQrGAwX8IZeDfkHxw83In3eZoYlfzRio4NDHApx9Iahkq/oXSkTHQvNHRcE3R9BvQ62D8KGv+pkCbvmGvV/knyvRsf8PJ7Q70UWFpxBCVR1CHTgGu4O+8nAsxXMFhAZ9WWfyefQOdsqwAHPJhfBZmy4LjBfayo1wttzUed+7DYYUaOORbAAAdfjnZJWDVgcUnAqRW74fU5/5S/oykzZ7m6mCih5pxIeWqfc2VyS0fySmQh71kIFSaB4zTnypqbWPjKKBZPHeFig12ATQr8oebziJYgRiKjJd4EcS+IBBBtJYmbSADRF8QwaaoQehC3QUieGRElywkfEHHyuJIEHLwi8lQ6Sn3KGGt1VgixXKOE6ooGxAVzY4ClQGaH8vHM0JpNcK2Rf/UR3lhoRG6dGMx7s5WlHYfCoD5IESGJT+ZM5kXe5DNGQ6eboHkQkM36m0dK4WSz5KOa0vqfGCjlH7xLFqHosTGCzzUR+9nxCIvYRxcpVK8GzpS9chE6OD/TH2WI1PEQCeefqV1z0ozj4ILQ5C7YdDq3f64n6qXAcooISVyklRnTTdCiJvSl2JHa/HojkowKA/nvBa6qx9vNSXdJ89RpxUFOjnWzv8ZRwCzDmvubt0ihqrxjoD+1O2PWBrvTrauCkFVtixNNX8K8n5gxfjq92UoyHa+xgTUgoYwZ1GKQnxIT/BpsYrupa4UwYkUV2qw6mSDOqpPlL5j8nSYnNFgghGyyVeZfHTa8S8qU8HqbFHzqanbxpVhaErSiuigrJ7hgCKIhxY7QZXejC/tIMnbwSN2ehA299EnSmrfRWJaPSY+N9hxg6ro3ILY74AVTVrKi8d/4D2NkiHAssCwM8gVpxKAcFJzdHc3njGAYq+nNVrIJcdTnag6vLuyTmsNDwL1l/x+3QePbC7m0VO1SkTKfkq6uwRgehEBRr9y9n+uJeimwBFCIKFRgxfU7p1YHPgvenjNV1YKVjCDe4kI26HqCI6YoBrNOW2E9kmvEhffgvyPbELXYMw4bPqthq7FH1R23QDmf0LrBDy7T8Nqyh5fzyQKgCLII5QCxbMVFan5XkCu1jZnGJpzwi3J88gkkiFxKfRqgmEHJAjJBOSk5fHJpxAljU1L92tA4p5BMvzCZWfmkLKtkgZIjqeANHspiHUQup4Mbaz/AxYwJLvsluQADpR5LrHiAWI+Zm2zoZJZprQ71lqoa70dYxNIDQyFlAGCCCxtYoiTQYGwRjLaXyuBj5WmYBJTAuRORZBNCDGkV0oO4IrBkE0Iat0Nf2J8I/3utzIflCrA3HS5ZoNWbwGoZkv17Dx+ur6iXAkskpyrmJKlHuIzvtU9UdYQ3pdj0vz/P8lvI4gCx2goXAS7SRxfjC7fBlZkuN61WHHu4aZmZbyxl2pB0qoZi1gRnA1iQ6rjqqnliLPKYLKQmyl63HxAtfcB20JN/8J4LFbuIbVJ4r5wUDqTDrF/OVelbY6bMKfiUzCJejC8xtjQ4pfop5FJGlpcLlMisxMGal+OuIZNwmh47X3Oh8s/Lhffdl8tstPT3WNLFFGLp6MwfrAZocRgGaE+Kx0zaOmz4U+BSX3cmVLTnAPvbtaLBuS5AWyCHq/f70XngThitihFhsPDBUUzt/Qazmk3kG3oSeg2hnVKToOfXsSY6joc7+kLXaOj6BXQdCV37Qlgk0kT7I5rGhRd5s87tqSsEClZ0bv9cT9RLOfB2fpGJsK47s45G1OAkWUCAg1/EARtyIM5Crtb0ah0/Ip0nK6/gLiGjTCqdZ1LSQv4dP5JHrqfqyQ24Oa+EDFOk9gNcG49JSP+JTT160JwTtLhXshBjpWb/EY3YQzdi+IVL8yS7auvFJ2s+wAepIbK/WVlIu70fZZN3JvKZ2ycSg8a2+sHpuMZkEEnC/p9k3f3hm7iuBFBAp/SDHItuyjTeY0jOFqlFqCm0+lrQVzJCO/MFuIwvh8OjaBheTCNbLgW6AClso8OCt8xbpQtAF5tPPoHkxuoJJB8dVgLMJdj0kGppy2+GUO1O7C4ivUUY0cPOVl/gNsoiz1zwYTHYLPQ2bEVn8UyYkDelmFaU1KypyARHwGMekAWKSqZMFnJciUSOS9nqdzh0anuQ+fGeWyXa0Eu7iRb3IwMVCOwq7rLw35A/kSJiKSAAG6uYuvUjGosznFd84ewp9tGFMSx1JGisjFK8KzAE14RQssghmHwCyZ8vE6EGIvsug2WZW8gihxAZ1j651MF0Wx0mMo+Puan2k/+BCqiXAss+upCQWDs50o1AMDk1ClL76MI9Y7+t8n+EJQM/89UK0QbKaDgZ2qSCijeTcMLJpPXWk1Ve7J/jWxJbI2/9/6cwQr9TO+VAHIscjJNwTqXvIrqzixbZxwB4P+RpWgd9UrMd3k9tgx1x0DF+D/szu8mIHpALQ3VhoiWU3gELNE0+z21R59k0vgcGSrkvZy9pxPD3tETQC/qxhjk8yTfBXdlKb96Lfkl7/a5Ag//OZXzJ1Dk3X+QTSL6hLAu2PVP1b2q9XdhX7eqtMu1+XbCL7jQf4/6M6Bd1gR71YWlLquzni108sPIiwBlF+zDQx3tG0LKhk87xbormM2BxMApb0fFob5mw88E1m2GGfG8b1RAm502pS/2nsrYnn4oZ3H9T1XBrGEpbUmluq1lguYUsuAECiyfNldVBUZR/Iz2NcoQQbdT/XgcGAleRveJhIUStarB6aRKyoXNNTX4dYUNXo5hXkxNS5dBIZ4ROFgzy5XDidLqL7sRY0jS2tP7gjKmxY3DxBPYGd5ADsA5JQrcTbWytGhBedJa+IZuxFfvLcPvaopEq+zeVwP6kcsIKlPnnGGX0hGbTpxUoAiUV+u3eyX2798JRmLR7IRkxwTzY7DOm8zaLeITXeJkPsp/iYJto90ZQ2XGmHHupm1GML/kEVhvWnG/010SedqPgybBmHdZ6usysHXVyMNcAPTYiyGAfXejw4F5mp46v4K/iCj43DeQ10zMsMo10PMMDxNKdb2mdVYt2FcmK60uxU2fy8tjFPVCOkPR64AY63S4G7q/037tCiDuEELHAJjTGBNdLgaUL+6Sdvh4in0DPsfAic3dEFDmnye/PRg4YNPqC1CPclneeJOI9Vn8pBrniT0SmdziJNir+8qjG8uCTDk/yL9gMiel/r52gzpm5sDpzj48cbN0hnDfdfZ41u8fQdffPvJ78T77L68WYkP9wguZ1T3NRE5LVydNDkIyxFsfv8iRxAUWFWFSVfn1DSNF5SvHmsr9nfFhyCPFcMIIRj/kk6LDJsdOZQjEYKVRHU+fIuyTieW/bS+zP6SbnjzpiH11IZCyv8CoFRrmibE8KKxnB16EJtR6vx6bJjJlKWxyEYP/HIYT4jkpLcCHEpXKbfmgkpalVYFEUxUdRlJ8URTmoKMphRVFeVf+PVBQlSVGU44qirFQUxVv936BuH1f3R2i8LgcyCZf+HZ6AhWpV+lqkRRs6z6xYyyHfz+g0MiH60Fk5Af2BCoi3JHF4cFTNCQRrQzWWmZJolQwwFUlwVxuK0E4El606DLu7PxWBchSW/PoIQ1ZvqT6R5LWgBh+Wa4U3FoLIrWAuK890C3IC9BSb7LUg268x3pRWyQbvLgRQgFb/dc3QA6/B2Ic/rGLqcCcCyXf6bpwbZoTbQNeukPTRYXWu+/1eEzgYHF0hpYOreLdoOge5g/Si2ytQ95dicNS7jy4MY3W1wp2WCCTJ7XR9O3B9C2tWFOVNRVEygb/gRg2LBeghhGiHfFXuVxSlEzAT+EAI0Ry4CKjZ4ngUuKj+/4FarnaUG7QzCcdjrhoGUMPxK0Arzbc3pdVzhLSH4zgndis2VLXlW3XObYqBRWantt45bcYx2KYxPLge4YLJ38E06QmkGtrS+p3a1bV1gc9RtEc4gexfWgUQT6r2o2HSrf+6NiGuJlxHs0TlCaDA79oozWNIk9l9PQRPUvM3pFiOwoZyHyPSmdW+HVppf/lPMHI9W75sPIzvMZsACjwWSm5DJ8d1J87CTZLNkAuXAm8ielvNvh/VoRVHmLr7I0L5TZK81REGiwwSqJy8MNMS7vAf3E5Pjj7VgZF8ThLxWNG53J/6swHwjBbuBqCRoijJ5T7jtBwkhHhBCBEOfIYMRK8VtQ47QghBmYLdS/0IZBzPKPX/JcAM4GOkI80M9f81wFxFURS1nmqxc2xnesz7AVClz054TsviBFrDhW3oJAW5s0iW/vBzWlcq910dNgKKqtoobHptWp3y59ZZ6+GyshbkE+g8+aGbYMHgOW6cdZAT50TCdQduU1edriR71IIQSeC2IPdxPmS6mytXsRm8J1qwonO7lqUUA7kEEcpvgJNszVgpxaA5yqMy0ojxmAAdQAGlGLAYnGfsvVacoDnnh/nTuGW58USP9Iuyn8+P6vuUgbL8U/ayBpkR+itTD1JoT7gtU+bnciN02GRfd2ZFVN3b/BLLadGKpHCmlXPGgIWBCSvIIIK/8p9rb3AltDWkkkIszTjBdGbS8INilnhN4Lsr3YgnqUKuNG8s9ZI4Dlybb1zABSHEtaSf/QzYDLxSW0FNagVFUXSKoqQg1/3fACeAfCGE/bGcBW5Vf9+K6hGg7rcTr9eIHst+cPyOIQ2Nmb/dBq2CgDeWMgbeTsAY9QPwDgyM0W5gri4dQKmPl9MJ+GEWscfQTXP99QXN8856lMQsnDPVmnSuGZNhrMWFTJxWtGt6z6g+Ue4Utt4BTBD2VS6PBNWeG6vOaOm5iAMdNhpyuQLHi03fgAsmfyaaZlGKweHfUt/gW1SiUvN7ZvWcRSgGmwURStknGERQuW0jFfeX/wSp5cuXVV0pGpFLb7Zy08krtN58Umpz3AQdVmnOaul8//mJ/hXfAz9cIsg7RQQv8BZJxDvlBrpWeGMhmxA+4gnSuJ3HWUCvK+sZq2bpDVH9DG4hi6hjnsw6+n8DiqKU9wQdiEyFWys0CSxCCJvqzRsG3Am0cLmFlaAoyji7CunKeXMF1XUyHT1jdy+HYr8GfGXqwf9M8r5VtpFXB8cgPRKU9gLluCB2/A/yZbPiVKUqs81WrUtvc+64aNXpnDK97ifOo5oKT8Gq86yDZtTmc5wbcK08+c5xxaC9b7gMd98SPdADzgf7s/CBUTIyq6+bz2FHtFytecKHxYAFX4opULPZ6rBxwRDETKbz8VdPY8EbPTb2GDvXqX5J++8ZrVm2X2MacpkAs2d8WOJJIknnGQd2HTbm8QSXorzA6t68aDaVEJ9qLLeNFxRek6ZxBz3ZSm8KCGANQ+teUTX4jVD68hWPsAg9NrwpZTwLuLlSFvq1DOXnFtVIZTcYN4o4TlGUFcAPQIyiKGcVRXkUeFtRlEOKovwP6IVMfFArXIoSEkLkA98CnYFARVHsS6ww4Ff196+o6111vxEn2XeEEJ8IIeKEEHFejStONrk0cltYqjP8GN4O/6E2+ivLiZ3zCwdMLTX7sNidbovGNmDPXzrCe1c4qIShfFIK81Xm0kpwNRmab1GJJI+rhFTaEm7xDJGWJ5FqbMkjLhNHaMfuvnfSZJ5nnDW85sBSv9G1F7TDrp7XWtaduA2Cp54m+NfzNKRY2tU3u/kcdhz1XFizBQPF+BKgWqJt6AgpOs8IVrL8gUHkEEKwOY978n6opSbnKMbXkQfJ3bALcPUxgqk2BHGBfAK56asrUCRzl7kLNnQ05LLTcQ2oKrwXqf6CGjGGpWylN8U0pCfb69zO6nB0SQeO0IpwMmnFEQxYnJoVu7BPapLqIaTTrd7tn1rPK8RIIcQtQggvIUSYEGKhEOJBIUQbNbS5vxDi11orQluUUGNFUQLV3w2B+5DUad+CQ5R9CFiv/t6gbqPu31mb/0plxJCmUd6qA0Kg81MpsGklsAumHCGVtjX6sGynJxvU2FAbOvADvyFXucOWClO8gO8hYgv/jhxJrseoRWW0ygWD5+r3FFoVHWW5w93pdwZPOpf6ucjDUhvOyMR+xkb5vMKrnrJXS6R7TmtmQ8dlGlYY+Av8/InLO8RQ83paWY5ck1NrAQEem1SCzXlcpqEjJNbdSCOG2z3kf5NDCAEUkj4gjMMjq0tJXzfIeBKrdq60GphunSGEbNYzgMF8qZKyVY8LNHKpboDOD+2kOSc0lS3F+49cQh6Cltt6C7BEURQdUsBZJYTYpCjKEeBzRVHeAA4AC9XyC4GliqIcR8bT/Lm2E1xFKaOsN0hV5KfDAnls/rKyVtr1NOUdxuy4DeehynabaHlVYxGM+3QOn8yORCYEP8rDB1cyuE3VDmxFx37iCCSfCDLQYZMTTJ6s56IuEAYBszsAl9Fhc3mScObDku9npEmouQrnx7CcTXwR3Ifb2OLSOVyFPffIFYN0DLabs8r/1tvQ7PRosECxX7nw3VCodkwJQj4vZ9wllfV1IUA2JCT/xMmJTYh67VxZdJURB9EaemqmBA9FOizmIqkRDDhMlEueH86YIhcYUfXlriEceZ0+an3RyGdqwdE3M4gkL86HrfTmZvK5/9Bu8trI7QGWjfidusqmFj0oIICROes5GdyEJOJpxRHaJaeX9W29rP/0rxGE3ZpJelI7LPFboTeus6JqgQfDmn0pJohccggmggy8sdA4sxCywMsAXlyV98+ZFdD+vO19LY8qmZl1WD3GN5JrNOJNqdSSuhH2d9KGjgAKUM4gr9+PsjxMqlkaI1JDrVIjCBespfvpSDIdCeU3Arnotuerw4oNPedH+tP4rUL5XAxUdBA2IX1cfIBQaP39SfCD9Ngwx7gabsnEL+sqwghppqaO+l/gDf62ewWmU0e5NMaLYp0vxTR07PflsmNb7ilGSUGOMznIOQRkeMklpOkqVu67NTqP4IRszVo5KzpS/dqQ6teWb7mHwawjgAI20J/2pHAv21V6iuuvibne2ZXdDS1RQv8D2jv5/yTSn6Xy/yXAMFcaUYoBEiQTrMUA6xjMegZQtFkqgGx6HcU6XwIsBXiXXMXrMSpOeP2haEhVZZHF4I0NPb6W4gr19GUzn7AV2AARAxjXbo7T2H09NsaYV+D1AmUvlT0XTAI0PXaeq20Vvw4iGAAAIABJREFUXhAv8ZHlCUYUrSLRzznjncXgrXkQCywyO53Q3w+ewHjLAk111BVKOvAwUAReieDlBwRBXgsf8gnEl8sqqZdU1zbKq52hzWKANG7n0jYvdFYb+YZAAi35TssWG3zRYcVgqaoOLt8Pkg1xhHOGEEsO/zC8S1++QveyzbFyLlVnLLtzZk2r6nwCMVBKQ4qxoacUb4fDYQjZ7PHryn3srfU6ATnAtgkjkHxyCUIXKgd8e+4R72BLhfadoBmbeYDRKWshFN5pM4k49jMyZT2bYnvwS4sYns78GMywrM2DtOV/jExZz+nYxiyJG85Db62SfXI47A6+kwR2sTvtfiiEuaef4oGmm4nYm0GL6afhe22XoAl6POLcaEcABdw/b3dZNJ6ZisKZAee8WyXqfvvIVghUioIeOWw9HQfv4RHDErdH8ljwxhuLS/UqWdTuv2EF9NA7eCumnSWSE8h+D3RUHJ/8kQs4I/A4LuVC6sh+7iCViwTyCzFuy95cioHmHKfxENVXxd5eA2XRTZ3g2NSmtEg6DZNh7zZoCHQMVkOdjchFQDQoG6FF9GkHJ837s59md8KdJLzzEzfddYWAIDNVY/rldiTnUFZQOwHfNvU7GgwJ2s1TNvQ8zfv4Usy27weyTP8YNBJwTpHPxwd10e2cAuMPVI96obgSKA7aeoMFgvwu8BuhFBoqDoi5hiC8DaVEh56tOKFHQYYhovoTVOLFCCdTDoRdB9Dj1CbGs6BaydPrEtIAVnkACpfe9gCvml/nWf+3wepcjanD5nQCturKJq4bDbvN3SsLuAT7s6DjGCAailPAFFyCadE5+ZJH8//YO/PwqKr7/78ud5JJMhknTCDBSCQBIhCIsqRNZREEChUFxeIOLi1uda9W6/K11oqWtlZt3cW64FKUFoWKxbJIQTQ2LBoIYiAJBCIJZMw42SaZy/39ce5MZp97kxmM/fX9PHkyy5kzd+4995zP+SzvN0duT9cdEmiy2EijjWo5D5MsFnB/HZmwiHJaGs2Z1JBHGq20mdPYxxBMKDRjpTnKIhrtvTaNDt53zNrjE6njz9wcarBkIu6eYM/eKDEGvNo43nHlfe4/Po7SjywamH/H33zEAXfypO/9c1iPv3T1fP7mezyII1zBW13f+zhMnvMpG7N/xMBxlYwftoXzWMFehnKZ8jqNpu4RckVEGVRcW5iQsmYPMgt4VbAWx0N7Jpg3yQY38HTE5mvtE0mmgzMcxvXMTCh4qfl1h630CnV6tPG0G7H25mj/7QhPRTXCQ1Gp9elVy+4G+tIUklAaFwRfT/959YCWA/gJlGrGQhuwucHvs5V03RJ1MHE+sARy+EokaY9AH1tuvKkE/CDjYRh7ePEjQS2SMtxB+w67uCZNCI6xeQBS4g4iDLzEcd9l9ApqfimIlXcmayJSuct4Qr0PBstCzbhxjk7mN2138AJXC1GuCGjJ6hN+J+cMFGGLVRVgpNKk1ZISNtb787pnWG3WV/axxz6Ij+xjdX8nQI1tIIfn2mip6sO4/wAbYetHsK0FtlYjSmYrgdXQ/9Zm7A36PEbZDqdvwY4XiinzuWhzqTUmImgAmziDSWwKfcNC+HFnYIFNo1WclzjZrI5ZKUwc9y9yqGPZyis5lXJubHiRxkUDw4vd9QROekSBHg0KJnH/J6py2UJUNtQpzs2Md3ZPfDXD3WScmt/A7yylBNZoT/wNFW+RQvBt1kuqv5Nxi3M+KkqjBshwNuO4JYUSvVyNRcBoWM0sxrADCkI12443OjCz3D0PW/FhBk6opJ+tEXbAiGnbuOLHz6CeK/HAaQniR4oCFb6VKqF4olcYLBk0+WK0IErUEimWB1Ar57KQJTE9HEfNmaFVHyb47PYCNtlOjylyBaFaKL5uIpQ1u7CGZa5x5KToTha04qJfmIqlaEijlUYyqTHncajYTtXwAYxbBxOzYNw9wEJoWd1HhOoSlRTdDeRRQzX5Cem7nqzw2iAHCF+iWU0AiVQ0pNHKEJ2JfHpgf7OdTStnUHrdlK7qoJV0ubbjiWmJLWvex9CInB09Rou4RpHCNial+0rQR82ZpNJqrKzZgME6mu1wtvZkJ6Gbt40E5vj1Io3IZNzRDajZYtP0FTlwg85OLXDPs//H7/bdLxhu58bjSHsO2aTg3DuAg/vzOPheAfxAsPHewNPggD8pN9NrrMnvEHqFweLEFmAVN5ERfWGO4VFZyRxd9MyNZEZ1kdWTHf44PHDaE5XUkUOFpfuzaiRq/uyWI2HLul/mKia5w+z2wyDH4WCYI7yIYjgI40lh5IoqRt5YxUmnOBhcelhMeBvh0CI7lXMHUmPOo8acx678wRzK0jcb7rUPjOvCHIxNTOIM/p2Qvseww5j3xhIqPX/csBHenTMjcQu9P7RQQ6J2WHnU6AuTdAeVkBOjkqQ78Mhip59IWGlOGKtzFvW4SE/INe3ALDZQlVEa7YCC0oOMfLkKnohNXH+qGaiCh1f8hpeHXMxvuYvORETYPYJ1V+95ScbNPHk5/AH4a5IIAzXB3zbOF15hDzhMJ6FT7y+O+HbKmuOJXmGwHAs6jElsYrtfnm8raT4SIwVTxBt2O2PYy1Du+egxrlmwlKP069FxNZGBfWN7aAzcBIyAeS1/o8i5u9v9G6Xm/5qM6Lk6PYBHFgmDPIHYkZuB24HzgRmQ2eIIyc/Ry5PgTUD9LsKKK2HH7sLKUPbGb6M1RyyY+2/pD/drkgWJwmYSdl7cmIWHdaffi/6JtD3FaBJGwFjCp7SRhstmICRkoDq8jdTIFXbhEEn3LAwa6UcabQnxmskoQugz2h6nGrgLobpug7ExclHq3XDwXCg9H65oeIt5/I2tttP0HpB+KGjFBiZGVsbWLOvAzKvOBTAfkZtmQojV/BVGWfchnd2hJULrZ/L9HwR6hcESjFbSAvJKmsjgwtmrKKWEPOfBiKRyY9jOWqaJQupz4B3OYy9Duz1xD2NPeJp1D1AmEoR7wgdhdndVsfjDZUkPe2M/6HiEDZzZ/S+MgUEfHYEDsP/L/sJY8QCbEVnyYRZVvcZWP0dziNfBhTVuC+oQ9rE3QSrW/2YSP2Z5Qvq24hLHHSe7YtusEfzR/XMGPXeEf+VM5FzeFeWaidgE/SCUJLGUkoCNRnch42EVswP5tPOByT3u2ocdcZc8FnNBkXM3JZQa0/wycH1cWCOyxYaFAeNGQQ5LsxAPyHioJyu298+A8VYP1AAl+XBl1tO8w3n6K9dy0H/ezcI4N+NmV4Hgp/k6hhfVamuGDIR3JUX7XwY8BFPVNbz1n9kYs5p6jt6m1twd9EqDZSvjAsrpUmll4KpKWkkj6QuiZr5PZx1MAS5WeVy6gfO+t4Y6Toz/QYbx8rgs6aSHCSHJKGGJ6SKFhNLcrWF/40v2S7iIZd06XF0oQ5RrNxyBl2FrKfANHF5no9o+IKS53sHaaukT4o3Zzmg2ER9dpDpOTIiLH4RRUUN+L6mni46x63fzhvlS2A4/vGMz/+F7/H3GWVR+ODD+YSLNueJjdkXmBueTzFFW9jikYPLuxv3LkSsRVUPxwEoSlqTdYLNTTR5pLQbkHAyEeLJogIkGDihakmsQUmmlg+SEhIQUTF3VmTrxTWzGBAAqquHllT9jBmuY4tRJP1BLjwgbtzA+4nlKxs101vLiuEsZ8Ocq8T1LgAdg4C2VzOUdfstd6Bcdix/+Z7AkCP6DoS9N/JMfcSYbqCoZEHWnNZS9PL30SnhZAqxQJoT3up3RXED4CSVM5ZCLdNJoC3k9kspypJCQ7DkWdiw3keHjlEkEDt1ihwOwNRs2bxQlhSyAAaudDL76cFjZAT3Yax5CDnUBrubxbGEKG+Jy3G0JoFp3Y+ZzipjOOp7j2oQYLD5PYhwJY2ezSjxoFrvC81e8T8GKgzzywq1CrPMHcfqijYHU/CYUNtimMlf+e1z4WYop63ZJbkzkkzCmWxmFRvrpSsb3IVG/0yDMdCRsAfIlaBsIf9pt+ohxC4eL3K0OzDTZ0uMvi+AWGyz/cX02qyOGzjowU8Y4ZrOKy1kqvNTtUHD2ZxRSwRbGs23RRBKXpPXfi15psEzhQ3aEcS17kKnl5Jg6Q2ewiU+vKOJW9bf8VH2Hy3iDN7iMa3jB8LE4clPEYhVcFRNm7c5pOWyofDeSWrNi6hPWWziNtVSY4ydIFoyTqh3wBQEm19Yy4FEoXQIDnnMy8q4qn7ckEvlbME51VFJDXoDB6E3ZigeS6UhIvoYVF7XkMpM1+ucWA4cRby0ex9QUnuJngS82Ao/C3RMfh6nwnz+Mgku093qiF1kfWuEmo1DM1h4bA27MYox1zz6OjSL9lVxGke1winwNiwFqfgO3QTlFovJLLwwUWzaRQWoCc1he4ipDJHZSEZy6CD++2lCkAqSIJOqh7KWOE6mz9Y9ttBiZLmSxpuhVr5ZRKKQCGQ/X8iy3P/YQO6cN4QWu4VqeYx7Lef7eBfTsBjSO/4WEEoRSSiiiPOR1n+KnDqTRykKWcBuPYcXFLFbzCHcbPhYFkzAejEwSQRBqzQZ4WMxpYcuazXSIxNgE4ZuTk0K2NG3A5vXQCVRcB7i7yM8SpmJsEHlUU0NeXPs04yafGsoYx1xlhf4PGqiuNuMW4ytO3hv7F+3cxmM+79/I6ipBze/Fw/C9iTtFaGUuMAfhQewOwlDzp9HK5bza4wXPjFtU+cVXzqYL9cK7lQh8bU9hPB9hdRrYPRuY82vIE9q20WCma0GOf6pOtyDj6fKo6l2nRxF2HvTHuGvh8HYbD3I/p/AlWymOShDpw2REnmCO9uc9XzbtuQ2R/zUCMHm9oR1hl+ztjAl4bsXFs1yP1dlOTsth6snmcl7BjJtJbGJWy/taXtx3m8RNLyRJ+oskSQ2SJO30e+33kiR9IUnS55IkrfDqFcZCr4jMJ9GJ5GefyJM9YcncZDwiSTWLQJ2dcmLGavtxVOtD8emU6EH/jZruRRi2zGBUWEYYKt+NFBKytjSHJSBbzayEUfMLbSAZXu5k4j3gox4ppivuXABcKWLdVpp9ukKx8LU9hSLKOa0uWk1jBFQiFi4v/XgDkA8tmX2wOI+BB1w51rDKqfHABLZwg/wUS39wjXBnn4jIrfD+lFy6zlU+HJ6hf9fkQRbj8BZYn3U6U3d+HBgeaEAYF6MRE6cHWIWPFTcET4Kddl+I6Yv8QQx/LUxpewOCp0UBFiPi67u178ini0XVa+x4jyETkelYLd5vIiMhTLcQ3vMYN6yC1jmpSI0E0v17Kf8tgnxM8mdD1ajxY0Gxm9hKMdd/84q+Y2lHGJg6mVdnswqmIe6J3cAEYIVfP3MRc1U5IuF2FBy1p2NW3LTKwkjbyxB2MAYXVlxY2cQkRrOdQip8Zc3xvqYKJhrIhuugPRdS9IjOnwDMJEyQvQsVz0HhrU5Khpeyhpn8Uvktqc2dMYsh1JNBepguor1KxPlyQvsl8LTleo7SjzRaudfxKMm4yWvZH6CrBsJLnmfaHzIXmhTYYD+dSc6PuZdFnNr4OU2ZGTSSSZqplce4DXhPx0mIH1Sk4070puFl4EngVb/X/gXcraqqR5KkxcDdiBqxqOgVBouVb+DerueXb15KLbkhhF2nPVcpZBZHEJi8ZSChUEFmK+MYQYU+SzybQL0LL8Is1oUtu9lnCdWHEB6WMMdi6mPIpZZKqyFNIqPo62hHLQDejt4u33HYUL8mRSFProELu31oIbDYjwmRMg/M3fxO/DoOQiaNlFPEriuDtvtTe953G2m4MTMz6x1RRRVkdGfQRNHccmrIo5ZcZBT+Mfls7NdFuP5BY0xBjhzK8o7n2/1ey4Jd94RxawwPeqzlkJVTFKHznsGNmYUsIYyTNT5YCFfxcuQKmhSQbIQXVI2B/i3NZAxvEn0n4DZtIIsX8uczPn9L1xgM50UJHp9+08w+hnLTriXC8NUMsc38ENLh7pH3x/+gNdSTxWfDC4QxNDx2e4BTNlcxcQxUVkNBjpAMSUXIBnai7SNvgdw1tVx51jJmvf8eE5RtuvpW/ciOPaOgbkJ/tlLMH7iDj6WRkJ7Naa5PGGbfQzNWFFMfzG7hVfY3iCIZR4VUsMp2lqDpyBxDoaOKVksfjpozmcAWjj8Py7cDVVX/LUlSXtBr/nSWn6CJFcRCrwwJzWQN1eFc/F7F22ARN4Nm14+qN7IEIVIYM5btJHyM2YAWRQfJPGa7UXf7JostlGIbuP6jV1jGRfq/uJfA6uyMSoXeLTjwLdAzWz5IWFnzWqaLHJYEwIorqsx9ExlsYpKvokUwqOpfBT3IxkI+BtqG21DEE+9wXsxwQE8QtXKwnW4ZKyA+l0FTwsjdtjCeEWEECT3IlOlMEMnUvM1A4Ny5VxihifGYecjhK8PVWV/aBnOoyk62Jwl+LV4rfBdKhncRy5V+AJc73oIB0fXCosGkQI7zCEWU8wh3s06dy6euIl7gasazhVTajFV+AVa3ixJKWc6PffkvR82Z7GAMp7CH460lBN60irgTx/WTJKnM7+8ag4f1E+B9PQ17pcHyIPeH1SnZdedgtt0exp1isMpiV/5gruM5ER5qicGs1G68/2B4kCnh05BEMNlzLKzr2+p2hU043DxhLGcE6dpU2AcbI6n6FlBmN1Bb2Q18aJlMXqxM7G6ildS458f4w4WVerJ1tT2VcpJ2xm7nhYLJkPdx25X6G9eRw4lBlV/xghm3OCdxtnF9qIflzKNzNIELdgo9N5JyNP6mBCUMT+HDiJ6tcHl/sRi/B5ZUMqjkC/HEQJ6wUSiYaCTTsFwIQJbTwQmzOqm8WgsPmeCbnUk+YrlOQNoNnNOzZGqTAkMdBznD8SlnOj6m2LGTXGppIqNbyaVpLcfIcTi4quUVcp3CK72YX7KUBQyuPsx/EQ/LUVVVi/3+ntd7TJIk3YtYYV/X075XGiwyHsLxk7gxC9d58FvdSI3wIFNOEfssMTL7TiZ8RrmJAP2jaDBpWeM/ty2m1dJ1yiOFhCKVNX9KCXnumoDXkukwRlJ1nOGR4T4eYlYC47XuoOTPeGI663TJPHQH3lJ7varXR+mHY0KK7oXFjNtQsvjYe3eHZfL0Tk1eJNNBLrU00i9hMXEvhXlCYBIJw0nVBH6HBSpHDeyZdyQF4ekoRRg/XlXvOKE+Qu6dCSVs3l8R5SHXKJsGCkZ+JvprzGY6a/m0pIilM+ch40kQD4tMK2khFWR15MQ02GttA6BIGCYTs6B9MrhlM0maR/AE4MiEdPgwfgzGrZY+uGxJvMoCH2P61/buWXT+BKNzWMmPWc62/BH8/17WLEnSlcA5wGWqquqKj/VKg+XX/IpSvq//A90gxWrGGkBOZxge/aqgMgrWlmZK+JRyc9fuKNjDsoXx/ILfs9pyVth+LmIZpeZAFeuhjoOGXZXHEw02O3/hJ2HL1L8LyOBrzX0bf7SRhoJJ965wH0NE4mKi5rmNgFMsIkNaqrr+nPvJa9nve57nPEiJUpowzSQ3ZuFhPRC7bbeQGYHnxaYxT/fE01Anzt//3Xk31vwGHKNS4mp41ZBPvs5F+WsyWMkcGoMkSjYwhX31QyEFOpusXMobfG/FThrJJJfahBj/ybjJoClELiWDppjeizbSUO/RChhtItG1/+BmSsu872vFEUM173QcsMh8L5fJr/MLx5OMUbYD8A5zOWDv36N+v08pZjo03qjEVXyGQ28qa5Yk6UfAncAcVVV1k2j1SoNlGRcxNEy1jYwnYfwJEXGAHmu9KMgopj7Mda9gdMtnEdvJKLw/6Xx+fPfqsOR4J1U6qCOHavuAAE9Nb0YpJbhJDoybxxlzHB+wh2EJ6ftTSphLYpJ6rbgw49a98Cv4UaenwD+fnQwLIrfPc9cYM+ZnwJHidEqUUsxufH8mhZDnn8tFDGFvwvIdNnCm8G4mAp4IoYMDMKj0CJ25dL/c2+zlBNnHHy0/x14bX+syj2rdxHxWXNzf8huygxJyprOO17Ivo+a0LN4Z8iMRwvLALV88TxN943q8Xpi0cl//se4tB/ZWm0XDAXt/TjBDdSV8kwmlfhHgToAcsN94iL3m0KKH7uBe9yL+6r4YAJcszvelLW+yhfEctadH+2gA9tgHUW/vqhy0OtuZ1fI+WdTzbeSwfBuQJOlN4GNgmCRJByVJ+imiasgK/EuSpB2SJD2rp69eUSUUjK0Uh+RqQNegD0EVhiioDcHLdBucZBvmzNVaBnJiFIp4ryek1dLH99jfQh3NDngWcSnD5JD+seB6JrGJ4Y172JU5kqEtBw39lG8D59e+Dy3Qb3iiWMDgPfvUhJU1yyiUMY4z48TKGw4KJl0LfyptFFRr1/wSOKv0Q9SWyJOeYpLBCFeOQ1OalgFbPVZnJx4ZKmwFZNDEyY4jIcedCJhQxH2RqNlpCZRNKOaHBNG4+5esWiDJhvC2GEnAzRKesMUND4iy4zhjKPs4qjPRxoSCy5JOBk0BhoIZN6dSjpkOCqmgiQxcF1hpJY1GMhNS1uzGTANZARIaRXyOCUGe6MJK3yib0UF1Rzjohnwtr7i+DAo/QWwo7wIs4HjgJGp/k8up3ckRCEI4r7XsgRJK6efQqRkADHME0gqYFPFXb7ECx98z/m2UNauqekmYl1/sTl+9cpt+lMyIVR8KptBkPH05i92DNnmFIEwoOZOjYXco/sRxHlm4G91mjdHWD2bcbB1ZyAfPTArLwwJQ6K7go8wJrGYW2+3xFoiJP77IHcT+4f11Kzt3B4mUOB9HGVuN0HMagAsrTS0ZunNY2kgVse/JgBNeLrkIdkRuXyvnGsvvsoiKtg6SqZNz+NqeQp2tPx2YGfTBEd6zT/UleBe3bAthL44XPMjMY3niQkKXEDkc7IGUMkjaCS+Mns/h4TZjISIHonoqQcceraosHJrIiEiS10imrz/vxqlHYXId8A+Be42iUymPaKxk0MTIh6t8+kmdlcDfoTAX1pecjnSKiloGL+TMh+WEeJ9ctqRu5554keV0oCDjsqXoonTwyPi8MCvs4cP7woA8vmXNIiSUkCqh44ZeabD8ml9FlK6X8YROBgkqIQREnDt4vP8dWi4JPXVpLe1C/l2DjMISFrKXLjelSYHprKXRYie5/VjIQm7GzTjKIEw1yM9anmGteTqjnTsppILFGs+Oy5bE1fY/9zi+mggMc+znZMcR1gRQrsb5O9gTEhuPFxrpx6W8kZC+U2kl3eIKuOlPpE4kUgftcGUUkukQRHM2wAlXfPRWwhZGBZkGshm08gjfW7+TjMlfMXvXOq6Tn8UjQ0dKEi6sLOaXrGV63L9/E5MSd1/biK491QKUwSQ2sYrZdOrkDAGgUXgTElVx8zlF5PCV7vZeAzSTRk5xRpd5rqCQerITFubLosFwWXMqrfAU8CQMPABJwxEcN26YevXH/Oa0O6i2DxAb3Idgfn1gsUmtnEsFPZMzcdlSkFF081+1pSfxB+5gg/10ZJSwVZxmOvj/JSQUT/RKg+XP3CwWbb3wG0duzCxnHvVk6979eWvkw97QCiEu4buyHhAsq0HwhoRGPiiSE+vJ5scsJ5faAOK4IewVfAeKiDOPfKKKdFx8HoOIa41lhnCjKlCilPKEn8DRQ9wX4rL/H3qOTUyiNaqaSffhDXF683vScTGXd0ijldt4jD3urryccZRxM3/iRx9sFCy164ClRE3oHPlyVY+o2RVk/jlnMoem2lE8MhzsIos74a1OZDzMZmWIiGVwVZFRmFBE5UiieFh2CLbXiEZFCvAaDN+5n2v2/4UPbQbkkXPEhsSQoKGBTeoYdhhSn/deiyYy+NIWvSJyKHsNe3CMoJVUwzpTfR3tIkTuBCZAaSlwAOobYPMSuN70KPmZh0nGzfwfv8CxP1jCKsuHg9uMLqHENs1DZY6Ry9hq6YNHhtTmTq7lWUrcpSjI3Cw/wUf2sQHfNXzlfrqYZI4PelPSbXfRu3JYCoDRIiSkYKKCQtJo00StRPlbLrUMNh8WqrNZiInbIRK4sqlnEfeyUToDhqdx7u43WcgS2kgjiwb6cZR6smkigyHsxYWVNNoY+XYVFOELXTSRQRqt7GUoefk1WF4+BgsRNPWfwOI5D8Bd8PmEAgqdwudebhvB2J27KR61lf3396ecIlxYNfJrF23pSVidnQA+TYoy+yhRlXALpNFGCaXUcjJDWqrCEtPtYwjT3WsBkD0KybK4g6zOTrC1+nJjPLIgXMqkkWyHE48MjTYb2Q4xix6w9yeNNvo5mnGbYZ9lMKc4qzApwltTL2cz1CFyJfbYB5HrriWt5Rhf21OoIZ/Clt2Y3VBntyOjkO1whvTTaumD25wsJhxEOZ+P5j8Lcf3WIX7nyYgcJC/34QyEh+kAImk0R2uLdg1M4jpgA6YKJdV+HOVrMqgll2F8iYyHLxkmzgH11JNNHTnkUU1fmqgll6P08+W+7GEYMh6G8SV1nEgTfcmmnpms4XJeoZAKLd7f10ea1o+jvnE5lL0k08EeTvGNWf/v8I6nVlIZxpcav0s+VlzMYzmL+SXfp5Rs6pnCh0zhQ6ab11JGMcm4ebnlKp7ccSfvzJjJuaYPRN5WGWJRLwH+jWAunYjgANkNh660c9IORxdTcwHCwKlGvDZTO48N2rmc0DXW9jIUF1bWMJPXDi2AHaKcegGvkvQEfHH/IFxYyaaBCgpRMPnOQRMZeDVV/M9lBk2+5OhcapHxUEM+Ztycwh6+ZBhuzFhxCYNnFkIKYT1CMqAAEeKqFtcdE2Ih26EduwlRTlyA0Inx/lZvAm2t1n6yqPi4Pv8VHFkpKJjoX9cMJjiSlY61pZkUC7Tnw7mW5WzgTH6Ys5kjBcLN37+6GcxwJCedDGczSV+Ao0T000QGj3Eb4ydsQUbBrLhJbe6kyaZ9tqGZI1ldSZvWlmbqLAOw0kyGs5m29CTcsuBR8Kq/y1pOTyuprGYWJ1LnSxr2eufMuMMKgE4EPG1xAAAgAElEQVTi36TRxh5OoYZ8OkimlTTf512ks4UJzOI9asjnrVeuYNYVq5FRaCCLCgqZwoeA0DFqJJNxbEVBZg0zmc5akumgg2TKKKaEUmQUyikim3qyaMBFOuuYzqctJXRYklnDTEop8X12A1MooRQrzdSQRxnj6Ecj01hLsr2Durk5TN75KTwLKbMKuIvLWPzSA2TPgv9kjSLFXUEbabzTch4sh/m/f51L7W/wElfSRF9+yW8ptxfxIWciozCP5axkNrsp5PuUkkutL+w7iU3UkcM+zSs+kzWsYC7/2HUBrSNTOZMPhfdPg1fqpYkMcqml1ZzquyY55jpWcB5j2MEaZrLDNkZb01oZN6cMDMi4/A8Cks7y58QeRF6xenvNebhJpo00tjOaNtKYyRpcWCmniDxqyKWWerIx4w5IbjWhcBHL2MAUbqx/ioey7yOXWha8vhz7xYd4Tz6bDZzJDkaTQRMyClsZxx73MGaZV4ukM6wk46aYrZRSQhupFFFOIRU86L6fq8wvIaMwmh2sZRpmbWL2MrgKXopMPnj3XC459y/MYrUYpIzmKl7yLQAKMsPYw2pmAeIGqScbF+mY6WAI+6gll/F85BM79N4AQn9CVCHIKMxhJSuYC4iyQX9xyAyaKKeI2aykgkJyqWWflheUQZNv4pJRfIbcEPaSSy0llLKKOQDMYzlrmU4TGeRRQxGfs4aZdGAmi3q8hFBptHIXi9nCeNYwkwyauFdZxC/k37OJSez+bCyLT7uJDswk49YqBvqiIJOMmzTaAha6VlLpwEwarb5FEPDt0FxYkVHI4GuWcTFWXIxmO3N5hz8hvkcopirsYDRukrmf35BLLVfwClZc5FLLdkbTgZkSxG7oVeVyMuQm5rKCGvKoJo997qEsML/KVorJoIlCKtjDMBrIIpda8qihnCJaSaOYMr4mg90UMoR95FBHGcW+8WTFRSklWHFRRDmvcymHSwcLw+G8TgoGVdCPRj4+NB4+SRHS9BOBL4AdYHvtMDeZ/0QxW6mg0Pe7t1JMK2mMYTtfk0EN+WxlHAtY6iO+yqMGBZlackmmg/F8RDmn0kgmVlxk0ORjgL6UN6gllzpyWM0s/s5c/sAvGMpeTmEPw/iSsS3bGGfZSiEVdJDMXoaiIIuSYQQfSS61WHGRRiv1ZDOL1ch42MJ41jGd0ewgl1pWMZub+BMZmjG5mrN5ihtIx8WnlHAideRSy6CyI6wvPp0h7AXE7ncPwxiNKD0tp4h8akjXxok/I28D2biwsoPRLGEhp7CHM9iEjEIdOdSRQwml3NjwIs9kXcGZfMjZvEfV6yOZeNm/GMYebcw1UUwZR8lki2blDWMPexlCDl/xyHsPsvVscW1cWH2LGYiwS3CeyDIuwoWVVlJ9m5lgNJFBOUU+4ziYJM5r1ARDRvGVK4s5roPLeJ3XuYwOksmgiemsZQVz2cMpvvvGO8+MYyurmO37jVk0sIlJyChcxUu+782giQG/c1J550AUZIav2A/FIoctR6njhBs6mffsUhayhNHsYMATTrbdMgIXVia//Sk4YPO1Yylu2UbKE8AIeGju7RRSwXi2+M7RAk1c83UuBeByllLGOBbzS95lDmPZzn5pGCDBAOAwDFQr+YQfcFKpg2tLHqeIcmbxHmm0UU4RbpIpZit15FBBIXlU+6pU05RWXLKVy3idO/g9/WgMMAyzqWf4iv18MyeJE/7eKYz/GcATCDbucYjX3IhNmUN7Pg6kS8ehqmXHLS40uLiv+puyaXHvd770t62qqiYm0S8IvcNgKSpWd5R/AwjjYxH3chuPUezYGeBGEwJ9oc+TfofgkPD6i7xucv/n3scTQL09sisw+DuabOkBLtg20mglLWyZroKJx7iNpbdeE9lVnwLI8MXiQQxv2A+P0uVNmUGXl8GDCEf5bZoqnxzIKmYzjbUROg9ENg0MKHWK/p3w2dzItZq51GI/v73LlR3Jox9NBC7Se/Nh5sJ3WFN6Xtd5CW7r/1yn0JyvrRsxQbRE+KyM2K2v0t6fBZ03BF5rL7HTdPsqKijkgFPssFbbZiDj4WzH+oC2kcZltPfCtR1j/5gadx7OKwfAjTB4wi6ms5bn19ziC1lcM/kJnr/6FjgH1FYpVJoi2rnbTfeupff9Ytj8+FgmTtwW2DYX7ln6f/za+RvfuQs+l/7PpUqENpDXrW4CxkH7CEi5HWGUObveu+3ah3nsjnuEIRfuvva/v0wG3gNYDPtL+jPooyOB73nFHZ8CHhcv/y7nRu5a92fmT3uBpQ9eA1fB5yfDqcXAe9Bi64Ol7BiYoap4AB2YqSWXH569OeD3RD2+e0AtFucrmmifR4ZbbI9yM38KqT4JB2kHfDZVeIFjiQEClNpPYwVz+a3jgdiNAckJ3Iju8Ne2zSMY+9pugouzwsIEXBeo9xMNy+3ncEHtP6jKHcCQM78S3saygzBqIM+XL+BS9xtYPjkGDlCDKCMes1/PQmUJy+SLmMGakNB6nd3ODTzJIu4L+d50XAy69QiUwOFLbLhJpp+7Ecv9xyBTsLOfSB32Fe3smjvY55Gp40RGS6mo6mfHzWDJL7arD5T9MO79Xim9ddwMlt6RwyKpvpxjEKGPYofIOvWWgXlvuHDPfS5fD4GTgf9z7+NyocLq30/M7/DLibbiIpv6sPnSoHkA2v2+L/ivGXDC8Ov2wxKoWjxAuLs9iDCI/zHLgZ9dwkImsUl3/vYehvF2yTkcnmpj/dzT6dAYYcP9pbW0i8XkWTiyLl0YSuGOnyi/LdJ7rwnXatS2ka5XrD8QISU5ymfdCEVbv7ERfK29eJUr2M5Y3+s51PEhZ4a0jTRmor0Xrm0jmYwzl4mJvx9UlY7k+Y23iDE0AG6d/IhIEL0YGAibLxkb/bz7P3YjjBWj18v//TKYuGBbaNuJInE1WAQu0nO1AHGd/I2PUkh5ExGa8l/0PEE08+HuayI8j/WeR/ymr8jp2ih4c1maob0YuB925QyGavgb8yAdPmSKULXeCHlmRKVWJcJY8QAtMHjnYbK00Ffw74l4fDK+cxLLqPCOR72Jq4en2nBh1WWsAL7QTkJg0iqc9NLSeOgWQeLguw7DrfD0f65kgNqBfcchrt7xGpbKYyyY/DztMwLbt1r6sJbp3Cw/wULHayHGikcW4eLg6iMPMhs4k0b68c2jSZApcnSasVJnzoGF0HmtaPsVOeyaK/KHRDJ7lpYX8+07C75r6B0GSxBSaTNWimZAiDAi1f63gQMw+I7D+DTk4lzxkcHX5FHjq7iKpomzxXI65EKy3UmWVMNtax6OX5WGR+OYieR1Ot5wRpZVyHE4fLk+AKOdOxOnSmwWatAAl0z4C/2HaQMgBUgH9orQ15/qb4YMwIOxKot4cZaFk2naDK2k6Upa9EItRuSa2P1edBNWNTmr2+qDOjBKKyu1ATki/0QdASjgsqTDOhh5YxXci0hsT9c2IkuByXDCGmA2oYZUI9ir28V9ZiQ7MDzbfo+R7XAywaFPuRgEKd1odhi6prphFrlm0crwQ2CUTkWG2xY/DOfBzz56mdt4jEPtAyFLeGr+yM8Dih8AktuPMYUNXMyyiN2WUkID2axkjq/iyIRCEeWMrd5NrZzLrhmD2cdQ3JjpIJldBYNjJjkfb/yvrDlBKOJzY/otkbnaQpGln1IfIM3dSkLJdprRvbDcxW8NlQebUHzlm5kcjUgxv50xojT1Krgj8w9gyuTx2XejpTPEBRuYkrgUbzMJE8qrsQ3kJv6UkL4VUx8yOUohFby59Scc2SqoXdNHHeGKac9w49m/4xHuRpHS+XBcCR+WlHDJincTciyGURtIeqgXag4i/GMn8ngwa3waibJZUjQ+kFxwFKRgr2wXlSW50L+umcO32OBt2LwRTpA+Q/2nxEPcx67Jg8EMhyfbODTZHr7valE0QIS3w8LAfdFIps/IjTe+ZBgVFOr2yBiCGwrZbYx52WCVmJoiNrv8AZgoKAkUUx9Ube/bz9Ec8ttMCtzmfJKZjo1h+zQpcDmvoiCTQ11A7uTkHZ/CQhj5tqjyXMnsmBWFI7+oYuT6qoTyUv03o1caLDsYw5nuDxPTuTZ4v7an6KK3P2rO9CUiftv4kmEhNNt64R+28sfXZPA0PxMu78Xw8MTfoP5aQp0iifLZ7wJMCI+EXtj0G62bmBSixRIvpLUco4Z8ntz3C/BAylAHt5c8xHrLVF5y/Iw/Oe6in6MZ1QRnOD5lcsOnIqdDLxKovsvs0JCQXqgWYBqiuincdXAjVH0TRQjpFN4hWsC+sx3qYHD1YQ7lCCsjo8Xpq5hyAK2/gunKWvLcNXSeAgNudHLSTEegZ9eCON58esz7EQ3pWkL6dw4ezUtli93UB4MbHKlFm7+qJdSXJF7iKm4xPxH7a3SM4VxqKabMR3A3srZKDA4tf27QF0e4jceisvUCgoiwHMauSAANsg5818uae6XB0kFy4gT9NG//VDYECBFGgkmrCtCDfQyJGnbpKVYwV4RW4og20vh42VThffGGgFYjcj56znAtkAX3tjySuJBQC/ClgfYGQl3j2ZIwtWYQYTvbwHqfwfVr9698+VthYSR8kMgQXA/1tVQTwisWwRORKGFFAA5oHpw6xHxQADTASXUO+AEcTYfWD2BiDkwsAVcLnFDQiaXgGNucsPkpqP4AwXHjzcuxQeXwgazPP10INzp0HouCoVCwmQ4fL0i8kUcNybgTFhLaxxBjc0p3Q/c7gKVwJhs4SmaPfo9Hxnf/ez3tyXSIcfOmX8NFMHhjIAuuB5m/clHAawoyeGD/3N5H8vldQK80WEZQwUf2sYnp3C3yF6y4dEmRCz6CbLbrUBsewr64yZtHOpZ4W7QZNEEevLLs+oRKHCyx/DRxnTsRE78JfZNcA0g6w3BDnPsNs3PqxVF7OkPZx7Xm5zh35JustJ1LcnsMQz2CZENYuEmc0bLaeA5LMFQTwlgI3kmbNIPCCPmaERRpBlEKYIGqHC3x3Q3cCDXAthbADvs/6U/2ZiG2V1ELJbfAxNGQfwlQB9+cnOQzeHJbDpJBE5s4Q5MW1gGZxIk8GkQjmWTTkJiQENqCb2Q86hzrX9tTKAuWz3DDsvOvpB+NXGF7sdvj1KTAec5/kEqrL/H2Ph7ilVEXwgV+DRdA5eSBpOMik0ZGVlaRRhunUi5IEH2HlQxna0nfxxnfFnGcJEl/kSSpQZKknX6vXSBJ0i5Jko5JkqS7wqhXGizNMYSwuo0CRFmzSSTTZbTEnhEznU5msoYb3U/G/3gM4jJejzsNehqtDCyp5JKL/pI47ZYGkUFvKDnaCLKAXGAqqG8T2+1swRfXjoUKWwE3xymHpdXSh6P2dN/kKYjlMrlXWcQKx6VMd2yO72KRSG/tKMH901OoJyNCQ95rZgLyoZq8hCbH+8IqThj8xWEqswZSlT8AJsPEyTBxPvADjULdBCUlUGDTjvVx4FqgBU74pJN2izjulEqxEWogq7dRcuqCC6tx41zvGHPDML40lsOiM3zU19EutKeCp/MGWHLHTdSTxd223+Du5nhqtNloI83HATWJTVz5i2U4ZqQIb61ZfJcLK2Y6GPCaEx6EbEUQ5/mz+7aRxq7h304y7rfIdPsy8KOg13YC5yMoL3WjVxosteRS6IiuexEAPQN7Gjzy0q3MnPsOINyTLkvsxIe29CSGsYd/moPPdyj8CaJ0YRb8+tk7RYmkDrzOZSE06PHA21zAvSwyNpkYxDC+TNwk7kbsxi5BJE9GppsxjBry45KTUGEfzFPmn1FBIR0p4rYb49hNGm097jsiTCTunI8Ri3k8DCz1ZMQ9MAIYLqqJ2khLXA7O2yIhExtiwXFCQcNB0mjjm+IkWAQtS/rAGhgwWCw+FaXwuRPUGwnktfFAyg5E4rwT8pwHGcfW3lMRZwCptNJKqn5vhBYKM4zYzmoBI4nLEL74YjusdJ/Lo+/dxxWWl7vlafEuyt4cwBzq4J+wlMtFqfvJsGv+YB8TcOX8gVAALtlKG6lhdatEyPP4qzV/G1BV9d8EBUlVVd2tqmr4KpAo6JUGC2BsYOXraLMRZvGej0VynuMfumTCZY8fv0oMKMiYDew6H5pzOw/0XYzjEn0zs+g//tnlVlwiLhuvnJVgjNLOXyLLyT3Aem1HHM3W1dS3I5U1B2OW84MeCTcusc9nhf0slrCQi1jGGY5PfflZrZY+mHH7xljckciQ0Jqeh4T8oVpAHQ2qf1pZoo59HIIZtxkOFduF0VIJAyqdokR1wmAhx7EYuAcYAS7tcModwCKEBEAKXTksmmGY1KAtaJG8id0wIj0yvGq/MOHq7IXOSr5kWOyGXnjQn6tjEbkgz8y/AoYD0+Dvz54lCB2zCR+O1jkfuWxJrGU6b884p+vcmhBEnApYph1DfV9iReNcJto+ZK99oCFvSyqtyCg+htsh7OWn5U+ygrnck/t/cIvIa0mjlQyasOJi1/2DaSIjbIWpB1ljLU+UyzkyPMhx/zue6JWOyxFUUGobq59DoJJQbgfvgPSuBfnCZac3gdaL5PZjyGaFVFrp0DqNRK6USaPYjZ+MmAQjxWBPFsd7EcuY/fVK7Cv0JVTMZA17GcKpGqmWP9GTUPN1+xLy/N/zL6HrIFnTbxVtBTW+eJ6wBWKnKGueavo4cd9hAsogc75DVKAEEcX54AEa9FcJtaUnMasb5VIeWXx2BBVcwwtsZDJmJdCYlT3H8JjDTGgydKT0QfZ07cAUUx+S24+RVEBgoqYZ4VHyRof9x34i0dC183SbhXqzVyurp3CbNUHSxFTvwmDhwXEUp9BEBu5RyeQ6D/s8XwBHrk3HRTptpJFMByXDD4p72pvzPhWOFKfTQBaZ+Y2kKa1YnZ3U2e0sZx5XTH5LeB/KEMnFOdrjk7XHdYj5YSq68l1WMdsnLZJDnWCZ9fco2LQ/73D6xq/fBq3tCMR90qi19d4DZnE/lNtGhMgGxA0ewfNyznPrab0d0m6H823vI5WrcAIU3P4ZX941OjCsozO3J7m9kxxLHRe+u4r3P5zCj67eKNYEN3ADYi7YAR1X2Thv5Ruc8m4tFLfjHHACJ1R1dpEreu+bFnyM5AD2xnaSC9wBnpab+BP3sYh9DKFy9ECylXoKGg/CXcAEaF2YShtp5IfJaXyaG7Ty6ETJkR939JMkyV+t+HlVVZ9PxBfpNlgkSZIRt9whVVXPkSQpH/grolp+K7BAVdUOSZLMwKsIFYVG4CJVVWuMHNSXDKO4RT/hEVcCC/ye19NlsTsRA9EGQ9nHs8p1vmYr7GcxhQ0+gb5waLDZWct0bnz7xS5Pjjdfym+g/zNnMjfzBGm0UXnPQEBIqodDB2afoXDaU5UEyYJExNSNH4uJx7urOUDXTd2ovZ6LuNkaEBNWCj45dl+CX532VyDOCwcQI8FIQmcs2BGVL4nKi/FHHeJ37IaUqxHjYUWU9gbmiZXyHEMkZi5bEhfLfwXgEX5JiXMbbpuZrHwXj1b/jNt4xtfW7AbFYkIxyfi7h9vSk6iTc1CCjRkzJC/swKu/JCiqOmgk05dPku1uoN4sSolyWg6Tcgn6d8FG8IOuHJZWSwqN9MPKwbh0bXZDmyVN3MPhSOvigA2cSQmlgDBegkm+GvzKsTpIZtdC7f1LQvtqJJNGuYt7pZFMtt0/QtPB6tL48p4v78bHu2nIVWqjGnsmBZ7kRurIYRkXMXJnlShv97d/TQTmkyja8xbEOfQgZD+CZQIswGiQSoRnKJU2/WE+MyJ/TE9ytBty+ArMkHYlUAAvzJgPZ8PUzn+Iyqrg36PzPjW74SLeYu+5Q/g3Z5D7Qq0oO0Z47iQPQm7BAe9cdylfPHs3I/JrsC3v4OC4TE4qc4jz5W8g+/+mwfh0zboOT+FZrhNpAC0H2ZAOZz0OzAF5fDMfMSGiV36IJox6vENCXuK4BODo8aLmN3L0tyCUSbx2+2LgMVVV/ypJ0rPAT4FntP9fq6o6VJKki7V2F4XrMBIU5JhS3v4ISaD0n3v8Br0/gykI+u+0lujejQx3ExeZl4kb0+vBC+Oq3J4zhsrS0/h+yUY/D0x0musMmiJ7BW3w2eICTruu68temDyfq89+LfBmCtaVKSM6/NsnKgQEgRPOyULXKGHelXa6dptOxMQcp++axL+5j0VcTGzCNpctiV/KvyUZN/1oJJdaTAo8wc3MzljH7Yue5rbrn4nZT62ciwc5LG+Od2y1kRZQ3up9XGPO6+rHMpAC28HEGCz5gi8JRNJj3zgZK8cFm6Gu5MTY7bqBo/QjmQ5kPCjIYa9R8HO3bMZKdO9UtsNJNk7W2JvozIWkYJ6zYNZd72stdBFThrsnzAjD5m0YMMFJY3FmTE0jH7y5Y3pg0vI2vGXkxXB16Wtcs3Mpv+dOxr69O5BA04MwIHQW05jdsNCyBCsurM52wfXjRanfYwWGOfajfiRxW87DDHyxkRk/fZe7WMzU0o/Dkni22wXz8siXq4TxNxdxXjeC+55kyixjOevQNt7OOYcLX1wFxbCndhhFlDPGsZt6u83HNg5wNqvZzhiePM4BDm/S7XcZunJYJEkaCJyNSDFCkiQJ4cxcrjV5BThPe3yu9hzt/Wlae904kTr22gca+Ui3MNRxMKZhlNZyjP47Y+e63F36OByFT5+YzHLm6fp+s+KO6oEIzldJpa17SW7fBhoQ5i1oRF2piQtA7qZrd+YkOrmal/9DJ3KcR3Tpq3hkWCtPZxbvscJxKS84bvJ57sazBeaB/ZeHAj7jsiVRSklIXydSx1D3PhEW6QEyOZq4MPlqDIdX9cKXFxNPA7eFrnMxUbsmCYDXq2pkJxvJExsXxNr4NQJb4dAtdjhZ5Jn4h8biBi8PSzVdBvTbsHjYTdzIk7AuzGcMjt2THUfo62gPNbb8T+9ukOYAN8Jj6++heb7MB4dmMu3dLYwvWUfn6NB+Uyo143IGYhN2l/a3DgbvOEw2DezKGSwUpO8ARqEpWnuQNsKAnaEuqKGa2vj/D5Ak6U3gY2CYJEkHJUn6qSRJcyVJOgicDrwnSdIaPX3pHZmPA3fS5cPKBJpUVfUOhYPASdrjk9DUcbT3nRgkWVYwJfYmNgDJiT6Xpw1uPPt3kAcPfLQ4QIJcN2bSZZC4YfjKQEXW+aV/EzHZ7xqchIiHxRXZ6C+v9GBIyqHUNpaFwk6PCsUkdmEznetD3uvraOete2dTHZQdntrcSRGfh22f1nIMF9YADgej6OtoT5zBImOsIs4gUmntHg/LdRFetyBKki3wQsn8hGmg9KWJDpINsdHG8vIGw5BBoSes0ggn7XDw96yzWMCrLDEvpMw+Kvbn9PIeAbRoemKjESH7x4FmuHPHk2x5eFr4z8SLqiTKJs/yyTHU1lQOnpvJdudokneqfDF5UGAj71Bx0OW1AmEMPggFrwnv4q/5Fe9/PYUP3p/UJd5pI+x8I6qEjr/44bdR1qyq6iWqqp6oqmqSqqoDVVV9UVXVFdpjs6qq2aqq6qpsiDnyJUk6B2hQVXWrng71QpKkayRJKpMkqQzH0YD3Gsgi33E4wid7KerhVMpJmeLg0Qk/02VwuWRrgCn39ly/LPd2QqjxPyspgIfjdsT/PYimS9ND7GNoVG6KPfZBuM3CJT3BsS2iK32e4x8heQomhahlzaYeEgUetacnLq9vZvep+WPBpGg7WoNaMgBRbctMfAtsA1m0ktYtUsB6svk6AhOvt2oiXDgvEhTTt1ys6QGehfNXv08xW8mkETfJgiIgFgyUnsvhzsmzhPcyd7MkP2z1Xyyjqg5O2uigrTKTxRNuYoxzGy9Mni+MjRRoz9eOfTGhciUWYDKMrKviVEcledSQSSOtpKFgYtfUweyaEcq78iD3I4Tk/gcj0HOnTADmSJJUg0iynQo8AWRIkuQdUgMBr7/7ECL1E+19G2Hy/VVVfV5V1WJVVYuxB2q1yCi6dH6OCwzcNFfXvsZ42xZmskbXhGVVXAFn5oLr/hG1MiKRFPEJRQGi+iBRu33/kJAeGNi5zWI1q5kV8rrbDGvtE6khL0QBVi88cvRwQKGjiiE9cB33r25OHFtspWDtTAiNe08Q7VpsBBxw9YOv4UFGRiFdB11BMNJojUgv0ERfkunocTgvGmKyIfvDiPNmPazgPIayl340xqZQ8PrP9cCCUD2PojrRU0jtBNLle6E3z6ZFeHy+sA2njGKk91RmlrzD3ZaHeXPjT0QYaDKBFak26DwBuAOkB2H4U/sx42YOKwMoLoKNtV/zK4wJoPUcKtJ3vqw5plWgqurdmusmD7gYWK+q6mXABvAla1wBvqzEldpztPfXq6pqyPd1CnvYbg4TTPw2IKPf7dkoWHpjoZo8ljOPetmYu7+RfnFVUD5uOCAI2BJWbmuUb8RANVSGszlkN33Uns6vLA+QQx3jlS3d9jK0pSdhpiMiD4vULqoTuhVeBDrtJI58rayr2iXe8JU1J0qteaYIZ5lxd4tR24orLBkYCG2oDpIN6f34l6/HHUY2CfnC4zfO+Rm57lqynHHM1vZo/DR6JQu6ATWFQLr8aMgiMIxsgm8mJoEbBn10hOcqb+X0e9fzwd3n8rh0B1wJfxx1PZWLBopsTr/PmRRETWwlMBdGrqxi5BddZFAjP6pi+JLA8L6oIDKU2tljeKuE4v13PNETN8ZdwM8lSdqLcLa+qL3+IpCpvf5z4JdGO95NISVOA2XNiYR/sl4suAM5T1pJY08YIqYOzFRQKBSSDeC+9Y9+d5Ju/eFOcNJtPsaMIQPGzTrbZKb7ZQS6zYIT415lEYWOqh5xj1idncJ1bAq/SzmSI3Zgjd2KjUBSIonjciK4+OMAs1sLCSVK28pjLCnWCLyeVSM7z46UpIQci2Hki1JrkyKKDWIa4gfQ78FxC54qQqMjcUVYyY1wxKINBDIWm+Ay+XX+UzLKx9X0Jhez+JGbGKuWggduP/1pfmFIIp0AACAASURBVMWvRR6Od74pA+kCBLHH49r3/xFYDENahNFyaIIddsDI56oYubOKkU9VJSxh/b8dhgwWVVU/VFX1HO1xlaqq31dVdaiqqheoqurWXm/Xng/V3jfAsd+FeMbG19oncsDev3vua3+CpRj4pjhJVGZo2MQk/sAdATtkDzIurCxkCRcpywwdyr+mThRx1O8azKEVT3GFgWsExtpm0BSQMCx7RJgoXiRp0dDP0cwmJnEfD3UvaTmRBssEMGuL23cOS6COxJQ1u7Aioxga78ntxsaSkijDv1pspnTPkydjyIOnIOs3cDwYC2dFgx4un3ZYtfFCvrdxp+/7c5xHuMH9NP/ih1xR+wwXfvwKb574E6TDKo51KaJqaAbC6z0aKgsG4l/rUmcZQCqtnLTeIY5hKSIpvBFy3bXA8TdUvyUtobihVySKmJJDy3ddtvhdzHGU+TgjjEI1kAl/QmWnCNtomMQmcqllKQt8O64m+vIGl4aqi+rAXob0Um7iGMiBbOoTt3h6ifH0wqOfmn+c8zNK+b7vuUkJ5fNJJGaziu2NY/g3kwx/ttNLHJgIrIwvNb8/RG6PkricxAUaiVkvgVEPS8oOuigDYsHIfNEA9X6EeXGFBZELZoT76ZvEHAoQwGQbCUm1YCk7hv2LdprIYNnVV6JeL/HouT8jc/83vH3/OWy8//t8c2ESNGo0AitEv52PC+LGwVcfFptM/yljPVgWHuN4h4T+G9ArDBbPN+YAF2outVTIPRec86Kvo505jg8M7QZft/+4S28iUhgmh8C6/aB1LI1W7mERexjmE9BLo5VcaimnCLdsLAfgcvdSuN3vheDJyBTlvWiI1k9P2npRDQfIjd1vd40xo6LBHv3U/HW2/gkt342FRjKZnrmWHYxhA2fSaiA3IukrQsOZ8RgjFyCqOxIIGYUERZzAIpKdE5E0aMWFgiwSknX275aFVyPWn9ss8kBemXAhYfLAw2MCYnHOpusei/Q3ATZxRjd+tQ64tbyNohjHkIJIMDBB3GyncP3omXobEZusZs3AbQQ+gJ9PeYavBvXnwndXMeXFUmxLOrhr8QMs5XKOvJUOc8THU1oQJSpeEs1ngVHa42IgBllgvPEtqjXHDb1iv55yQgunre8yveWpHn7w2meBjVoQO67uxLXrgAnQPhoaLfaAPJNImN/wN6EbYqYrs92/pj4XKIWkXO3YHEAOFJWUM3J9YBRsdcGPRQKhtmP4XsFNfJE7iP7rmwOpsvVijt8x+K+l/s+9lNl6FvNo/dgRv88d9J63QmAEupJYa8kVx+Tt54DWhxtxTs+ni0ocumQPvJTj3s8FP7cgJrmV6DuPNuAHsZsdtaeziUnUk8WEBJGM6cEGzuRS3uD6lmd4c+dPuLXkEV28MAD7h/dn0JVHuq5PI4Jl1JtLGXzdo8G/7QT4rKDAl+8Qb5gUjdE3Uflam6G8pIh9DCWHOi5iWcQk2p6gAzN7GMYYtkdt10gmTbYMknEH0PYHJzUryOxlCIVU8NmsAjFn1iFCJ15PWruvsbhPCqB9spj3UmnFXtuOI1c0tje0o5pAahFt/5UzkXksTww1v0eQ9Tnmp2AvaA+8tv5SKrL2W1owrtYcCeHmQCdd5ygWcrTx6J2bPDBgohN1lAS3gnRI5Xcf/QqeheeWXsvuo2Phr3DWtX9nyCV7efLUO7l15CM8/u7d0BfhWFkCXdRl/4Ne9AqDxYoL7u96PmHqlvjv4NaB+U242vICs1nJeLZELD2WUei/oFlM7tMQpXLBC6WZ0EW0GLGY3B/cYyiGs198zkDC6G/Nd/HLCYtJG318NChctiRely9lFXO4gz8wmu0BukuSTk9Fnd2OgglVyx31yLB41O3cN+dRcEPjOsicI3Q/uhPCkED/SJ4Am2fEFtasJZdf8Ht+zy94iatYyGvGDywOmMS/2cJ4klM6IAWm8KHuz7aRRvsF+Nic9V4vPehHIzXk66dx700oFbIC+9cN54ppz9BIZtwMlq/J0JR72zDjjmmsQFdegT+jciR25QayOYNN5Cs1dI6DpFF0GfbQZbS3ABY4lGPXSMoEWdlXfrQzX2UJTpmf2//IX7kYGYV9DEkMNb8Z9jKUQqUCtSDovXAekHjyB/UwguvISRE5ZBYCPZY7gYWg5kjivA8GrkYYWlXAjYAD/nzCXaDAY+33wEKYN3kpf5s9H3Ye37Jm4Lh7ROKNXmGwBGMGa4ReQzQBO6NoAel8WH3Jj9l1bfRUdSsuqj+A/Hw4PNfGgCVOMej9d/D+VrsHwaK5Q3ANjNUdYDaGQiqoNecyrGV/7MY9QLV9AFsp5kHuZ+dV3wMTvJ9xPgN+X8UK+/kUKhWkNneCzoktlVa2Ms43EZoUuMv5qKAhuAoybwD1eFU/fQAT2YYaiRFVwxjHbr6QR6GY4DnLtcfn2MLgVEclp1LJO/a5cFqZoeoCGSWAIyZexgpAjsNBnT0xias+DqZEqTXfApfyBlunjWMR9/kW9HjATEdYV7nn/7F37vFN1ff/fx5O2rQNJSWFFoqFFiiFWqBKZ5WLReFrv8OJwxvDeZkb8zKdl+nU6Xe6uZ9u+tV5mffxnRe8TNGhsHWWgYBctK5IsVgohbZYDbS0oaGkNG1Oz++PT5Kml7TnpDkldb4ejzyaJicnn5zkfM77836/3q8Xsl/BW4+oXDD4SN9q91Kq77438I9XmmmSg3++OFq4ildxe9V5E4066CavNP8QhG13Kx9lzxP6Tb0FaL6su5bg7WV4Lv8Gqtem8Zk0uJdfnw7LUEZEcFi6Ywe5PU39wgEPsIF+RZ2aSCC9DtofhjF2Z/9tzSZCr7frKAct2/Z+SMqcmociw07bNCZ9cYjLrlnL7itFsEICsBsOT5/IWVIp1t+0cYX1ZR613so/bOfypW00DbbhFNnyabZG+QnTLZZhuM1gUnoenHJrBk+/8RPylmzizcUXGvaZen7I3h9utkbxkm0ZdpuNbbbTKbFlY1Kg0PJdFvWQtxx8xNLCdbwgBPg0QkE2rKPEbrMJQ0sDEN3agZvo8HEYusMkOCyLKORu/hDWXcfR4uewBKINMyu5ctB1K/pDPM1+ocsmRhJPs/aMmQntZRsXFFBErWzc/KULieiy87ibh8PjPG8X2bPPpHHwbWuzbkTW2eNFI4m6xL2MQFXSGE4Qx6k7qvoPKiyIyfVMyO3XLjkAHnQFOk/OuZblbm38BU1vL4vA4QCTAbio/p/McW6FrXDrS6LmOvrCL7mD/+V3rvuItZzgyM/HgwneHns1bzdcLT5DAjAX4RS9HvgA+L4Kf5ZEFiUNOAyn/+RTZrOdhaynhFweb7yN9vUjuHNpCgttGxjlODlS1S2WYSyW11BOFoUsYh5bWMpbFNtmoiBTRAE38+JJGZsPN/IsF7n+xmuWKzQbpxmZ/q0mjUnsN4zDYqbNONLtGmjMG8US3mOWnvNVA3wSBt2zKHG0aOYenSyYcfs7vzR9r3qUbiMNesadCGnUhMf13AXj6n2mRDpMzcIAn3DcUEZEjn4sdsHt0NI/bxDqSRaTj6xBRsaJIH1aYCencSo6pGd0XFMaSPSKjA2cw+KRhYnas9zIi5tvEfaVwwEPPHbdzziDYq68cCVZrj3IHrjZ9DQ1TGD9nxaSRzFb7p/H7UuehfdUaHLA378GZkD2VrGTO04gWPDjgFPgjmR2P/wddj/6HV5s+CnExMFC4AdC6+QAkxjFruADDjM8MmyyziWNGs5UPsFRPI4tebPIZB8JThE4RVsrSKBJV2eOHrRYhmHGHVTpNhCT2I/HI7Oa7/NLHjVkPHqQyT6e4DZDOCwe2SvAaNTFMAOvfrC7i3x6ONBMPNG0aSL2DwZkj6J5jplCBY9zm7430EHQXc9Cblae0rd/o+BbLGo5NnVQkToFbOsGHrSY4G9J34XfZMBvhmaJTC8kSfoL4PMkzPY+ZgPeQixna4DLVFU92t++IjJgmcwBQXg1ImDxiNVbf9LZs5y7KLNOE+JIgQTbfvYd9lWtC6FdMB0ecPyev9ou5Ad+F4TQUWsdQxEFXMAaFuavp4kErn1hJd+97m/8iJe6kGtBXJQy3QfJ9Aoaf8e1m/jVzSTSyEtcw99/fSkTf/cFqRxnOSuwM5ZGRpHH80Tj5hf8kc9dOZTcdTpNJGBC4YfK6yTITcgoRNPGNtvppFPjf88Uh5gdfO3lZre432ixEa80E+9sp9kaxQh7e+8iU752Qt+FzwasgCuTXuQO/pdL3au4zfw4CXITjt3j2J43uwsZ1+xu44fm1zjgnjzg490bZE+HLoVek0npcnxOJkY5jnPUFj7uRyAUk8hIGMZhmUZIHkJaMIoGv1tzuIOhUCB7OpDN2kw095EpHJWNgAI57KRBTiSeQTa27Y3I72uU0AKf8vJANY1MwG8Fz3HT/XnM/40x509fOEmk25eBp4FXAx67G9igquofJEm62/v/Xf3tKCIDli3MY+o6g4ilbkh0OWiy9P1jKbVmU04Wp7v2aNf5SKaL0m1YkAx/W/ld5rORRkZRQFH/r9GAdMdhrucV//8eGcZeZ+cc9ybiXP1ncFQLLHeIzpkL5H/y+O9u4jbn00FX24/bapE9dAkIGjiFo7YYf3D0uS2Dp7iZcrLIpQSPTSYFO49zG/E082fLtaxgOVuYR7zczCu2q9nEfNZkL2btTZdBDlyZ/iLPKDcy4vl2dt2YQSHn86vVT0ArXL7s/3jzrB/DZDht5U4qzRkcYBKrWcKYn1RxFSu7jDnO1cFV5pVgBrcHmi3Dw1q2MrvBbTFrypqlOg/zR+svOm3rNaItJgqzO/x6D9W2MYYFT2Y34vyciDGl4TrjfJAiDW0xUZovUm7Mhjlw4xGdZXo8lsIBqXuzhA/ZOnaS4jVvHehv0QOsg3tyHiFqLQgDosGDT4dlsKGq6keSJKV1e/hC8HvTvAJsYqgGLEBo+iRaYBGSyf2hhFk0MVLfKu8HXpM/rdAilmaDizb/E4rh8Tuv5JfKo2y0nUU8zaRg92chBgqTAuc7Pgz5tTe7nqbYejp5zs96THhHbTFBTeYCMzkzHJVkyb9BMYmLVotlGC3mOJqJ5z2W8BQ/ZyEb+F/3LwFBzrzS9BpYYNaSLXz2ylyYAq/F/FTs8KYWYA/38FNgBFx+DHJg7sp/8TPXc5jdEG/exZ8tPyWBpl4VbC9gDQ9wH20xUTQznFEnyRLepMCPnK/RbI3hkA67ab2y71rRTHwX8vqQam9+EmoXG0P+dGP29gMNlYPRiTSqeYPLjfkuTeI3M+gijGZ6n8P1DMMEJeRyqfnvA78mlUBUIehhDXxDkayqqk9u+jAaFdYiMmC5gLVCTbM3q/BBwtlsEXf0nLhPQvxinanmQIVHEKWNwJPiS/zs9DhO4JFlznF8TIVtgmHmc6HA7IY57t61TUyKolnV19f2DCLDEec6zi95ml/ydNDt51m2cO3XfxamZFsRsXop/ObN37KRc6ghjZt5iAoyuYf5jHcc6TLuXHdwz/tU52FqranEO9sHP5XdDSbFONM+vZjhqKTQdj6Z1n0s5S1qSaWZeM52fDrgfXtkIftvGIflJgy9cA5VrQvRdm3QnCILa5E8pdiY/QfDMXrPjDSii8NiT00RnUV63K97gwt4BuM64PqAgW3NoyRJCmSvv6iqquYuBVVVVUmSVC3bRsbs1w3rWcgVa9492cMwDiZET7/P7TQFkaKchui0+aT3ly1nBW+xlOt5hUzHQTwy7LedQgVTQs6ODAbine202GIN2fd+2ymczUfwWgxRy49xY+Iz3JH3KIUs4jyKuM/xyID2X2rNJpcdYRrtwKHnYmhkQNtiGUYmFeSwk7VcABC2ciUIUmxYxcMCkSKUZI2Aj7dilN5FJhWUMZ2FbA37vmtJJZMKfdkVrZU1N5xGKbVyKlmDmV4w03ug4UQ06WhMtMXT3DO7YqF3g1ErQ7d7KjQ0qKqq1xyvTpKksaqqHpIkaSwaC24RGbCcIHbgkWy4MBV4EJHtcdCpO1CN+KHGeB+rBx6Apa63e9+PGRGQxAA7EQHKCERq0oKQp95GnynHtVzA7G4y8S3EstD1IR5ZkBV9QmEmBd3GdEal9I0wyGuxDKPGnEaau4al5r9y2l2lXKK8Q7SrHdkDy5XwKNPWkUQa1UitvVvXSx7A1Sl8JzXiV/QNNzyyvoBFQTaMw7LTnEMOpcyt/YzG1FHUksq4ekdYxOlMijfYMmJ2sgIlcChPe1lND3yBipk2f8CoIPvLZ6JYJPul94XEXOdJH5hBk3uZDOyksJD1howdoJws7SWhwMywTnhkODE8Co8sc4K4LsfNTbS/pBZLi5/3IqP00LcJxISXj/i/X3IRi8F6eg8erKC5sproPe8e6PZ4d9sSL9rHQtRD9K0lZpQRbD+IlAwtoq/2auAP3r+aOkkiZvSBiKZNe2eOwfg6xUZKjAOmCwKX/8JkpzNgGQE44HC2lSIKuJogQYs74DV2yHn+Y0rtZwlfCZ8nSB+oIJM8ijlqiyHO1UqTxUocJ6i1nAKIk8o3SUbj9ipu9v4VB27rQ6rrK7+Mezhht44mhUMDCog+t2Vgpo0010FKLTNpIJETxJFkrucpR79crZBR4PyQ+62/hrtA8mXGLHS6znr9kCRfNsBCz4ntJMIoDssMpYyH5btpHyG6PxY514VNSdcf4IZzUneCagcpF7ARVnXbQDQxkmrSyFQquhx733nlW1j4Ot5kT2dw0D2w7+18SbA1GZY582VvNEOPDosJVrOEPIqZIlfRaLUKva1u6M4Q0/U97TnSGSRs1v6yfmES5azPpk7T1PkVTRsZ9q/63ugYxM4a3FX5ySLdSpL0JoJgO0qSpK+A+xGBytuSJP0EOAhcpmVfERmwpFEj2pqDUwsGDUJIyYFJ6Sofr3aPzlMgweWkxpLW+47c+C3hXRuGYXmgg8t5HWmnijpd0qQhdAnvsJ3ZzGY7sqX3VkXfY8G8SHrb1miMdxzBbhs7IDJfKrWYFCE1P4UK8hz9RHdhQrM1hmTqOlvsK/vcHD2ca73wZx4iAIFlvkBOUDjQFjOM7cwOb1vzmd6OETOQAdN0KAbrQQJHSaYejywT30tmK5Cj1X1xYESGU48OSxMJPTK44RuIKDk9WncH/0r+L1IGWTRtQPCWjsLaqu4BS8SUEYyFqqrLgjy1QO++IlKafx9TjAtWXIJIqRV62/y0XFAsD3TAy3BnwdO0zZUgFzY/f0a/BN9J7KfOS6Y2IthQTBH5cwBEN1G8sx2TQg+NGCNRyPncsleHym09SOGQ8O4FektCINpajUCFbQKZ7DNk39GtHUKBNhRn9mDYgwiArgFMxqXGTSi6/J6MhmiZ14Y6kr0LA40v8Lk1a4EbLud1OkotFLKICjL5XE82RwuMIrLK4nv1lakaGEU5WUE3V5DD+9sNE3wZlnDfBhORe4UyChYhmmYEKiwZzGdj3xudiZg4kwAXRN0EPAj593/aLwHsYe4OK7FxsFBnszLKMBUwY7GQ9fxlarAFQi8wOGepV0HVqJJQEwkk0GSsNH+44UY4qT8CdowxbhzK5nIJHKWOZO2cMz1uzXiDxOxWHt37awpc63T5Yml8A0PQOk383u1e0ssoGphCRR/DkA3NtP4nIyIDlinsEy2qEQKtJ3Cmq5INLAy+gQU4D1Fe6N4BUUe/ZaFEGoTNuUGQPQOX/O8N8e5mQ8dtJBKdTqpJ0/4CG6jjtW9uZyyfy9pWmqKtOTIuiDmuXZSSYwih2m32dmUYlKkiW0gEGIE2r/ia2R050vxay4gpHKJGz29dDyzwFkv5n3EPwAMQ82Tf30ExebqCPxnFMGuemD0QywkqyPSPqS+dnWjagnZ6nmx8m2ExAAeY5Od7hB2t6ErZhnXFZEFwo0PUeruz+mkKWdTlscDJqPvEFLgaH05znxOXkdyIOFdHn+z+SEa91SasIrTCDZKO0nQKhwwrrRj5ncoeDPtOZY/3vDOqrXmBAYrUXsTRQgtxuM3GHJsU7P6VvhYoJu0XFZ/CtC63Zq3fkUuUhMy0sfeNCXx9j61Pnl0OpbrE96JxG9dZqoiOrXl81GVMHmRqSR3SWbWhhogk3SrIhnYI6alfm1A0n8C1llP6dn+tR6wCArUL3Gg+6f+SvozlrCDVLUSvfBkRH/dE9nR04aFEt3bQFjPMf18xiW2bzAnEdlsFyp4Of0v0t+jERs7h6r1Bur56Qyti4tRxsTUrxv3YjWprLrNOYwZlhpWEThAn9DP6IzmHghI4njc0M36iJToysjd6MYpGUqmljuR+gyi95NYTxHVKToQbNnEdiA/wn/IZoj7ObSTSyF38IeLVjQ0Ujhs0RGSGZTjNok/eCMRAM8MN2XUiDf1L83fPruiwNKkmjVR3rVcBtgOzW3QaBP7vux/n6sCk0OW+7/kUh4ORjtYu25rdxumw2G02kg0xhTEei5U1/HHqDdpfEINxmQGdUJAN47Ak0sBREgwpCXlkb3bIKG51kSBOGoEW4gwtCdWRLLrWDEAW5ZSQq/079WoQaYJ3jXh15dukGeJqayBMIpsS6D9VThbRuLmHh7iqi6df5EKQbk1hvw0mIjJgGUUjnEtETPxuovs8gSUnSFUgbQXbC629agt0wQCY7CYUiswFoe/gJCHJ6ej/uEQoYo+3c7Q3LYjx3lt3OMGg60lEYbzjCLVaZUJ1oi1mmCjbGnVdu91Yaf6d5BhWEtJb5otubdf8mjaiDVMABuEl1JoCE/aGtw3ecHi1ZgJLoLmUYELBjJtLXav65i5+i7AhIgOWGtKMSQUDNMLESu1tzWbagmYePDJ+tcfXFl/Mouve5XUu7zs1aaZrVkXH/HMlr0aMDocemJSh2z1RZD2Xe12/7/nEdfSub2HGuOxgCDCqrdnIzq84V4cIcKcZsntD0UIch9+aaNj+p/O5LnE3PW7N+5nMaZQa5tacRB0xDoxTedVBdu8VISQLmkjgeM1osij3l4lC3ddgYKiTbiPysJaQy0+V17qmG31eO6sGuPPpcDBj9AB3IoKVequNhJgmXk29kp8d/DNsisL6g8PighWMWJuBOOql3v91fN8vcQ13ux8e0LhPBlosw4xpUx0EpHCIMks23+kuDHRvkBdYI0eaH7zCYQagllTSqDl5Ds2+oD+UhMBjUJtvTHZoFA3kL/0AgAbbcEY5wufu3WIZxhbO7lWa3yNDo9Xaq+M4iBJYAkcxoeDGTAuxfgf1ZuJpIJFk6qghjXLbRCa5qjC7xWeoJZXpzj2YFFHebSKBKc4qoszAImADgp9nBfIRKrNOYA5iDi8FkqCMGcx0VVKVPYa/spRM9pFGNfE0s49M3JjJpIImEqgjGRkPmezDzliaGIkZN6nUsp/JgCA4J1HnL8Ofml4lujC1ZObdUHnuKbQQyygaSXQ5KLXMJJFGUl1f0RYTxVE5gThO0EIstaRygMlE42YkTf6SooyHt0+9ADsp/JWlpHCILMqJe6mFcc84YDH4hc/nwrHcKEY80Q4maFhxEhwQhzgkVdVkkmjsINJyVfVfO8AJH+aexYID29gx6VROr93DK6mXEY2bZdXv82H6WdSQxgLWM6HkCB/k5mMnhUuUdzgqJ7CC5UzmAFdXvs3PMx4mgSbOp5Az63fx+6RbyaKcC2vXsTT1ZSrIZCHriaeZj5jHSJqYThl2UihhFgWsQ8bDFs5mKX8lnuOcIJZ3uIR5bCGVWgpZ5Gftv11xNbwD5ELbmRJtMcO43/xblvIW3ynZzZ9zr6CBUfxq9xMAPJJ9E5fwDhPth/kgJZ9YTnC241OO2mJ4mWv4ufM5TAp8aRvNWhZzo+P/ONu2jkQayGUHk9hPDelsYR438xR1JFNBJm1EM50y2ojmHS5hNttJo4Zm4tnCPBZRCMBG5pNFOcnU00gi73AJiTSylLeoJ4lq0jiNUmQUSphFKrUkU4+dFOpJIsf7nJ2xtGEmjRpOEEs16fyQ19nJaTQznA0sJIdSVrCcPIpRkFlEIdWk8Sl5/mNZSypNJDCdMlqIZS2Lmc9GkqmnmDxqSGMRhcTTzHoWksBR8viUGtIoJo/FrCGaNirIBITMeBvRrGEx1/ASzcRTwizMtDGPLTSRwHoWYsbNPLZQRxJFFHAJ7xDHCVbzfdows4TVrGA5d/Ew8TTzXyVbqcodwybO4RrHm0hV8FnuNNqI5sySXbRnwC3WxziNncRygjKm00w8uZQgo1BKDhVkcgnv0EAid+36E2/M/D7HiWcNi2kjmkUUIqNQyCJSqWU229nCPKpJYwZlJFHPJubjxsw8PqKeZErJYTpljMXOFs7mBLHMYwuT2N/jWB5gEhewFgWZQhYxhQpy2YGdFHYwi+t4ATspFLKIWFr4AW9hJ4XVLCGBJhaynhJm8XTRnVxd8By57OAdLkFBJoedpFLLWhYTRwtLeYtCFlFHMok0cBqlrPemzxdRSCOJFJOHjMIi/kERBbRhpokELucNGkkknmbur3yENzMuZAe53Kc8QLMcz4PcSxwtZFHOPLbwAtcho3Cv8iDPyDfSSCKxtJBHMZs4BxBq0RVk8qMdb5E9699MYr//QpRODQ3i8gWIjMAJ4mgmHhmFTCrYyDk01iWSlFwnzPxIRUahgCK2MI9m4imvy+Ka5JcoIZfplJHAUUDI9veGRhJxE+33FgokdyrI/PPAEuZOWk8z8ezafCYT8veSSIPfgyedGgASaexRenVj5gSxTGEfcbRQSg7RtHE5r/My1wCCM5jCIfYxhU/fzefCi9+kiZEoyMTRQgJN/s6keJqJo4U6konGTR6f0pvnUXe0YeaRr+9i2bg3qCMJEwrTKWMS+1nJVcyiBDNtpFLLdmaTSi0KMiXkMpvtFFBEM/GsZwFLeA8QPl87yPXPaaXk9F6+DTIeX0mzjWg8yP42a1/3UrTXD+o0dnL7F89y7alPkkgj0/mcHfTu9ZdD1uzExgAAIABJREFUKaVeTY5YWphBmV8gL50aUrCzjdlsYCEfp9+JWl0iaRpwGJCQO0k9u+QPYd/vWumyHSGYH4aEyAhYpueq68pi+Yh5nEYpq1nCclaQ5/qUmMUIIuM9iOxKKXABQtT3McAOx9ZFsVM+jdnOT6m32iiigOmUkePcTZH1XJqJZ7F7LXZzCv/NB9zNH5jFDooooIVYzvZewD5nOsnUk0cxRRTgJpqFbEDGQxEFmGljIevZSQ52UphBGVOooIZ0isljNttIpp71LCSOFuazkXKyKCeLc9hEHC0UITgoC1jPPjKF7wj7aCOaatKI4wS5lPAR8wAYSRNZlLON2WxnNlmUcxUrKaKABJqYx0eUMYMKppBOjfeiPQWTdxL1jbX7fnPZQQ1pNJDISJpYwHpmVld2rojeBu4TAeS5934M42HXdRnMXFUJq4E7EToZryFWVHcCh+Dzx2BGNvAjYC/QCNP/9im73/8Ohy5MIBo3a1lMGjXMdn7KFutZ1JLK1YVvi+/3djiSPZykombOKviQn/Esl7jeJaYaPsmeSTPxzKKEMmaQX/gpuxZlkMIh74UumizK8SCzj0yiaWOxsoajcgIbWMgsSshyVvKG9TL2M4k5bMeNmRJmMYpGZrOd9SykhVjOYRPRuCnkfLYzm00XfVesIG8B1gGF3vsZwErESn+595jEIDJnicDT4jfKvYiswCOIlad3JfrkjddSQBEl5LJYWUN0azuFlu+iIHOB6+/UWCawndnMYwtpzq8otWZTxnQKKCKWFtaymFRqmef8mO3WM6ghjQtYQ7yztctvf6N5PvUkk0cxk1xVrLV8TwQJrn9SYclgB7mkYGeBczM7rDMpJ4sLWEuC8zibrHOpI5nFyhqa5Xj/+XULT3IXD1NOFgUUIeOhnCwOkcIC1nOCOIooYB5bSKSBJkZSzjS//PsWziaBJqbzOQomtjCP2WwnGjcHvKvoSeynDTNFFJBLCWOx00w8ZUz376eeZGpJ9XfobeFscikhlhYUTN5skCDElJPFBhYyFju38Tg1pJNMHePudfDHB2/gDIrJc37GieFRNMiJpDoPE+Xlix+bGEV0azvFljO4k0eIpg0Fme+zmtucT6OYoNFio5l4pq442JlFTUeUfnvTlTEBi+Dr82yUkMuF1evE78UEWMExNYYreJ3CyovBCc/lXs0KlovffGMBbUestIdJA6/RauVqXuERfqlpexMKk1xVXboLg5muKia4yfIn7uFBv9J44Lbd/ZQC/4/6K8IwVrxp15KS7/8Y4HphPKgl6+c2Q41lAsJ6squ2Sm9aKzfyDKu4NGwZs6ds13LrjBLUz3cMWsBizZ2szikZmHt9b/indPF/WMAyY5a6+/NObZT/5Q5erv+ZcN18qJ8X24DHtKfhP7KdwUqu5DYeD3W4Jw038gz38YAhXQLRtJFx+Vd9i3XZEBdmF1APxZXQXw9KFJD3b5AUlbapUq+TidQK3EHney+Cp+/5CTft/T+RWu7eLTIevk63MW68g+paSC+C9jztXU4NtuHUa2Q/b+QcrlJeZUS+jm6bSxE6QhrsJZ7e+hOuUl4l3mlMN49RKLFl8xQ3czfhX7EZjX+wiLUsZkv1eWACR2oMtt2t/Db7Tu7f/Uj/HkYm+HqOjde5nIeVu7lGfolHd/8azNDu/VlF3Y/2Lqe58K8r5pJII6dX7hEBSyIczB7NKHcjli87RMnFA5/kz+TH/IXyvbP4/dRbuYR3yKj/KizGk8W2mTzDjbq+0zR3DXEubYKTN9oe40aeIctRpXn/UhXwV3q6InZHDLC8F4+3IHCb4YBFG9fIg8wv+COruDSstiBR/zUDz45d3wYsOhCRpFsA3kS4GPeHY+gi6J4gVrOOwT9YRPYXB/z+PScbzQzvki4edDjo5BV5+g9WwLvNTfC9vFVBAwo1BsgLeOBMwcKnjqCTfiwtfFULzYCRp8pstvMH+W59L1qFZi+sSFGu1QsZhUJl0aCTqUN9v0CBr4VsoIJMnky/FhrBVtzKk9nXMo8tgo/R/yAYt9nBnZVPc4G8hrdYyqrs7+EaP4woN0T9EX0t2WbRaJDl2tMpdd8qCP815jTBufMGJBVkcgFrSZp6kBTspLjtYXPJnsQB6knSdIxFZjKX6FZj1LH9SEFbZ6UJwxiZzcSLUphr8DzMjMLJamuWJOkWSZJ2S5L0hSRJt4Y6/sgNWFahzafCgy7W+atcxRJWa9r2DX7Iuaf+vU+jq8FEOjXGSWcbiGOlgpwWrD1c8tCZPgd4As78cFfwHXpXwKckwYxcwfMxCjIeTc7XISEJ1nABI+qGVnYFYLpzD5lycD8VI7CfyeQ8uY9XuUp34BK4/XZmk8BRVrBcXORa4ZY3X+TcVR/rswSxw1PKLSyikJt5knPNHzI26QDH7tPZmWWG+Wyi0WLr7DBzw5h6QaAd5W7sQiRdyHq+dk7gcufbmrMbWjDKcbxrp0ufQ3aLRYVGeGRx4U/U0VkmeYBtaHPtltHVwKAHI2miiZE0W4zR7/qmQ5KkbOCnwBnATOB7kiRNDmVfERGwyNED6HOzgA6lavIoZqfGWel1fshT3MI5/RkaDhISaKJJI6ksJOjRvUmCERo3jbdAY19CXR78WgdA/06nbsRqJ0mMY0KxcboO+7wrWkNQD0t4j2PJxrQeGwnFZKz0f2+42v0K3Pouj0j3sYLlfV5cGxiFx8tPOEoC3yv90L8abCKhZ0u21pU8dJGkH7G1nRdKbuUcNlHhzuSEO479ss65uBZS3HYRVPm6nzzAlzDJVUWzOZ4j2cPBKjKPJeRiUsIv9Gi32XRncH1K2v3BpAjCri49pkpEwKKlEyyCBBsjFSfRrXkaUKyqaouqqh4E6/GiUD5DRAQsGQMRXTGDnnMg00uSHYrYSQ45XVIR4YOCrE/a2qQ9AytZ6H8iDJxsXHQNYLojEWIcUL0bkZkxSrMHUUrIc31q3BsMUZRaZoq25kEMWmabtyOu5Ot5+qw7g178PMjcwHOUMYOVXMV2ZkMKPMvPaGAUOeykhTju4uGepZsUeCT/Jj7Jnxn0B/71HFtXzQ8XPMkt5JmLQ/5slrIOJlQe6Wrg54KYUhhT6WT03uPg6lTSNQIN3o4sPVBMBpYEk4Ar6FouDoZGdDlH68FREoijhTi3Mcd9sGBgwDJKkqSSgNu13d56NzBPkqRESZLiEM3wIekKRETAMmwgk54DXUaJekpCkQYTimGcBxkFzeKfJsCF9qnNKi78SrAIp3v92Un/q6XF8DXAVKi84hStIwH0efcsYD3/Y/mdrv1rhlWk1o3SSjESU6jAzthB5bAsZD1kLwVmQINw0O0NCiZu43GyKCeJOlH6WQyzKCGBo6RwCIAfOt5lV24G/87P7vL6dGpEkNMdFvhj/g3cy//rwRsZvfk4f+QXpJprhXmrXj6Fi97dhj3ex+vE/XKyyKJc5861IctZqctYEdBs/eCRoYVYYbuiEWoiqBPpP+MKuqkBeiC0WOJoMWsrl/mHJMM/bOf6/99oOyvcQ4sUNKiqmhtwezHwSVVV9wAPI/orP0AsM0Oa9CIiYBkQLOiSu/e5qQ5FLGCDX8PipCIfWKZtTp6bCjt2e1V6g00o3UtCLvqWZS+Dr7yJpuoPIc35lYaRBLydrP0ie4I4Xe7eutA6dBWARzpaheHcIKKAIt4rK4CtyTA1uCeYGTez2Y4ZNwvZwCW8y+xPNrCWxZhQ2MR85vERL9mWcRGrKWFW54vtcOnmv/OL0ud6XgBjRKkpjhO8brtYlCECcOq2KsrWnMGlL/w9vB88ADIKzRhj3Ki3zCej6DJMNdPWxY9HM7QsSA0k3eo1YvThPev3uui1RIKHkq9MGs6bFqiq+n+qqs5SVfVs4CiEZlGvKWCRJKlGkqQySZJKJUkq8T5mkyTpX5IkVXr/jvQ+LkmS9JQkSfslSfpckqTTQxmYZujksCxnBW+x1LDhGIlNzGe+kXwarSWhKuBLiO1ns1ig6ssxzDo3uGhWrxiB0CoJhoA5rxmI0jmf6DHsWs9C/qfyMX1voBVuL2vfyLS6QdhvO4Wkk2CaNJn97JiTxaG1Cf5MSV8w4+Y0dvJb7uc+HgDEhbaGdB7kXhrdiazkKt7PP4/WXCAZ/pU/l6U5L1OVP6br3OKCa3iJXEoE+b17OckK7fmIEqVBq/3FyhrDFi1llmxSsGsu8ynItMUMwyP3rr0SCJMijrteArvkRFupJ4YeAWRfGAwC7SJ3Ifc5OtuI0x3aLWG+aZAkKcn7dzyCv/JGKPvRk2E5R1XVnIB+67uBDaqqZiCaAX29n99FyGllANcCz+kZkD9i03pNcaKLw1BLqqHGZ0bCTbRhEvcKsvZjXg1s6L8k5AEmFh7GVTjMr/7of04WWgjgbWsOfDpGaFAE5SZNgVOu6D9gCgYtypw+5FHMXzKWhfhO31y0ET2o/JVAmHHTSKLmlW8W5aRg9/Mz5rORWlJZzBpizS2Uu7P4sfIXLrK8y2tTL+YHyl8pchdwPw/wx4wbUH3WPR7R6VJHshCADCxVxIjnm6zDDSV/rpaXsJg1hux7Evup09jWDCIAiW7t4KfWZ/mT9QaO2nREDFphRhjhavHn0hj3S6tEWdinit0fjpJABVN0lZKBsHZwhQMn2a35XUmSyoG1wI2qqoaUth5ISehC4BXv/VeA7wc8/qoq8AmQIEmSZi3GepLFRBh40vfV1uamb4JmNxRR0KsXx1CAr5ZqBGSU3lcywbJXSv86LO1A8fnQaulgNtv9HJYWyzBqrKdwvmUt1bYx4sHAucAFE0qPBP9ePXDs5ShOwauqqxMmRfuFNok60daegiiFfQsAshxVuvkOkYIDTCaHnTxefA/38QAJ5iYUj0wCTUJFVrYTa26hjOm8ylWd3AMPpGDnHS4mkQYRkVsQS7NUOJgzmkYSRVuzgYcmgSakVtH2Kzm9N5cQYPTdB+99HZmekY5W2jD7F0U+vaoEmkikkeE0k+auIYl6EmkklhZMCixmLbc5nmOko1WMqTVgLM7OcRRzBqlKrXC3t4NU7/3b6h3/VpAqO8ffYhkG26Ay/5T+F1M+I9p+sN92Cq4fDaNczuJVruQfLCKRRk4trWKSq4pT66vE/8VVnFor7qdTQzo1uOUQylnfAgBVVeepqpqlqupMVVW1qB31Cq3hkQqskyRJBV7wkmqSVVX15WQP07neGEdX+uZX3sf6z98iJgQPcteLVV/RtQVtpCwvsihHRiEpSJ7RrLjxyLI3ehQhezRuFEzIeDApCm7ZjILcZ723hVjiaUbBRBvRyF7CbDRtXgG4TunGQO+KZoZjpg0Psn/i8L2Pz69kUEnD+UAZPYXQbDDHBlIOYsKuhJZiiJsGahVIKQguigfaj4nskK/eXWQu4OINhfA0TLrkEKU/nMLMpIA0mRPR+Bas+7wRRtzXzoiHgXPhcJKVRKf2qFXPxNPESBJo4s23L2TZ4vc1v+5bRC7KyeJstsAeuCH1FZZbXqHMKqyh06jGtq6Vw+dZGVPqFL9FJ6Ix0wTJDiev264QPBIbuBKH4TZHY1IUkl1HaLYMF7o6wcxPB4gCiqgjSSiAxyDOTRDZSBsi25wIUgZCzj4fvJZB/aLFMozplDH1gYNiXq1HdENtRpzLKYAFLJXeuStVjOGijH+KY+RCLDxa6UkiHg9/+POvGPF2O3RvprIhrkRfev/mgGQCS04HVZeOYcoNtai/kIQVSzBY0JTZSnV9RbNlOK9zOe+tu1wIlNaLMcd4r4ZjTE4xfhnGxIh55Zp/vNT/ziMcvi6hoQytActcVVW/9tah/iVJ0t7AJ1VVVb3BjGZ4W5+uBRg7vp9hhJFMNY8tvMVSznF83MdWnbkDj9xT7yBeg8arRz4eVCchQcNzvb3vFts8/h//w6l7q2ANOO6Mwba5FUd+DCZFoVmOD1mnRUEWgUd3af5V9N5WmAjSPXQJJuMUQIbuWtNRJrqQz/Iohhrg70AN/OmHN7PC/vPeB5YMapJXotunsmuH6ofEPJO3CMb82Um7QWn4fUzhGl5i3COO0JyBv6Eot00csqXV2WynkEXi+1wt7CNO78bsHFMZEAB3c+DOdBwERCkzztXRRQHV7D4uLvAGiaLGu5upNafSQ93ARee5G3hfB8+z3JzFjTwjejl82BZwv/uawPe/Fv24PcKcEYWexyYwsPEE7O8TmJh8GPVsCZ7sZ/8O762fBgyzW3xHf6q/S/StBJ7T3c9vj/cxi2gn11sSikQM9YBFU0lIVdWvvX/rEdZ3ZwB1vlKP968vZfE1XXusT/E+1n2fL/raoEaOHkBlygV6uH+vciVX8qrm7UMVZ+rrdVqe620bjy+r8zywBmyXtcIDYHu5lRGN7cR6nVVDgYzSOxfIpzbZHSn0zHwFOxfG04WgmeR0cO1PniTq8DEYJSwQehDmfEFqIzRbo+jSEBKQ7SkuRFwgDMIZFPM4t8EaOgOmb0GauyZiLCv0IpEGwV84F33aQ1phULcKwGrzEr7zmkbfB9BVmspyl/MqVxk2fgVZfyBXhzi/l8Frz1/cVf8mEHrH7EF7Y61FcJc8suzn3X2Lk4N+IwVJkiySJMX77gPnIS4Za4CrvZtdDfjy5WuAq7zdQmcCzoDS0UmHL8U/FLGQDexgVqcqpxOxAlgJ7IF4ZyuJLsfgKJC2ov2EbxSKsT6YFHhh760kJjZAGoyntmvrogUR8npT0COqumW0LJBeBnm5cIYNHMtigmu8DBBNjByymQQjEefqMM6ywGCUMYM0qrku4wn+vSwEElR/yEDfBVTHRVC3aJwOMbU4V4dxStomkaXQwzfsArNomCDY19WKYVkt6gWVwFbbKuwThihOotJt2KDltEoGVkuS5Nv+DVVVP5Ak6d/A25Ik/QQ4CFzm3b4QoWS3H2hBcwU1RJjRxiD34hLe4V0u4TZ9zUsRgQNMYjqfwxJgMbSmCsVXgMOp1n55NX1BQRYBQl9uzYGoRUw+IZ6/rvRhfMB/8/ifbxMPTKMzNexCGF8+hPhu7XRtE3UjVl3PgXSZPhKtXmxiPvfvDb/D6VBHg204sQYprhqNGtJYzgpmrqgMUb6qH/QmABcMOgPtiyr/ya4rMpj5vMbWSB2k2wrbBFGuNQIer9p1MqEpU6+AX614IvjzBkvzK8iwE5pT4zGMoPQt+kW/p4uqqlUIw6LujzcCC3p5XAVuDGUwMgrRuPW1S8agK2BpJFGXAVckoZZU0qnBNV4kxmrMaT1OUh+5NyToEOBjBNpXhonCCTYQca4OZrgqeYmfiU6GwJWXBXgAjmQPZ3Tl8Z6Tbga03wQmGaR8sMspTPIc1DF47VjAeu6Y+jsetfz625JQAA4wiRQOnbTW5oFgPht5lht5wR2yaWzfcKM9UPDxJDTig4x8/nuzMTXQaNxDNgjlOGIO0WHTohlWRPlzCkM2Ow+ic2aoClX6EBFKtzEdbaS5a5jkPMhE++GgHTy9won2rACwkXOMFV8zEEnUc5QEas2pyJ4Of9shQCwt3pbD0MS8ZJSeRL6+kIz2FY0dTvShmqKaEGl0H9ziNspxvPfVqpe/+7UDWK5xDAHQQ57ze6sYEawkiRS/VnnzSEKOaxc1pA3ZCdDQsmkqxlw4EUq7RlUo0x2HeZdL9C1c/hPgEuepY2oMyY5Qa1qRgJOqwxIWRETAInWIFbdJEcz7YJLb4UAa1UPW/DCPYj71tuy0WGK6ZFIUTFjsHX27IvcHPdceO9rr0a0iO9Rk7f17lTx0DZY8wN9AKut1cwCi3hficeR0Km5qhZ625kOkkKIrx68D9aKu3xYz9Nyaze6h23GwiXMooEj7C/R+TJ3aUHqQRrU2M8AQ4JFhP5P52duPsXfrBGPexCjEgK7Lhg00XwY8vsz14F6cv0VPRETAMiDYEPwHjbiEd3jPr3E3tFDIIhawHgWZQ6R0uWC0EU27LfSLiIIME3W8wIX2+r9JaMz0mdnoXtYLtkKNAWzwRf5Evl5p44uUiX7FTSNQQi63OYYe38lo2G22IZseT6MGO5q1LPVnS/TI8pvQxb2YW/kZb2ZcqHNA2rDPKiaA5/7xC6Y9U8MXWyfqKrefVOg1PzyGdkKyCS8/0CC/hUHCN4F0G3EBS7M1Sl+W4Bi6SFwbWMh8NnV5rM5m5b9t7/ED28v9emKcTLjFZT/o8/usE0P+AQVtaw6GDLQTbtOF7He8s4/Sx/Fu/wf7mClQmSTcmUPtaNAz8RRQxAO2O0N6n28RmZjO52zQ6sdjJngrbTDoKR/q5LD8LeO7LFujQ8BQRzA0yVVFMnVsOH82+Td+QPbmAzBUXCk86OsS8qDte5oGWMRcYyS5/1toQ8QFLG7ZrN2N1NdkrSMzsJPTyGFnl8eKyWPdKxfy9m+vptY6RvvOBhmp1CKjkECTP749dVsVqUqtl7DcRhL1g9PWbIZjc6O0ZbeqxQkfNBj0oH218yVMdnR1Z9b7efVMPDLKkHX3NhIpDodxLbAGo57kHiTwoHAjzD6NhI6Fu5tofQGRDnsfs1tkn84t+JhN538X9RFJdOsFwwJgMV1bN/qomsh4jGs9TkST4rnfqsCEaBwINnaf+3MK4BSid4Eu75Knq+1B4P+++73deoxjkDHUMyyRUZRzd/pHjK46zjm5G8UK3o2oH/ukse2IH6bPwTMFsfoJWOlLHi+JsxdIHsilhFJOY3yAnGOBax3XXv0ktaR2kcyPNJhp4/TX9ohMiN0hJjo7jLC0M2LaQXG8voTR1uMwFQ7fbtV8UZFFobbzF2Gms9vB91jgSWaHEZ+0o04TMtr9TboKJtpihnHCJCN7FGRPB4ppGNGtHUSZEKnnHMR3WomYaL3BULsZolz4yYZSL5NelK9EJdO1VBX4v/e+bFE08xI2MZ8/OH6jbeMhDo8MbTHD/OW1tphhyJ4Ov6VCINpihg1ZDstOcsilRMwbbjovXiB+K1Y6Jflt6C+L6G2vbaUzy2IK+F9GnAe+AMUCy6rf54Nl+fz3Mxo7hXQ0RLrN3uDfgvjMHsQ8YPGOyzu/AGCDP/72Bi7mHSYkHekcown4JNhQRoGrsrMruJXOgCrwPvScdwI7gFoDxuM71g4E782NIA3bvX+3eT9Lkvf1W0Ga633eF2w10jn/bPbud7z3s1cCS6CCTK6+q1X8Pnw2BIDkO1ZempuU7j1GQdZEktn7PiVglQaXwKsinTSSvCRJtyFaJFSEocQ1qqrqDl8jI2CxA9cH/PuPFHiQrl+67wJqpotksiMpBlt1qwh4vN41kpkeJ7pvErgk6R0e5Q4WBwQsZjc8b1SLYxjRTDwU0VNu20XXDIUdqIQxyU4SL3BqElUzuxHBgtd1Fl8Q0n3iPO79WyCe74sYyzQxDsecGOpJEm3YiP3JZtF+LZvFlxz7UgsniMPnt9QjerdCdIroiup+oYyjBe5ATCSBgno+jR7fsUkB6sByUQf8qP9jAmLFudF2FufSl5XDNwMnhkdRK6f6v5PA76c7yskKu6BeM/E8w41cwjtMZn9Y9+3DcJpJp4Y/cBc5y0r95UGfd5hPFkD8+jz4PMRSnYe1q17rFQA+Rs9zOjATEHDflT+M+S5j2poPWCZSxvSuYhW+uaAVcfH2jed2qCaNZfyVn/3oWa748F2xTS0EuHCIuTddvLaOJHEuhsphtyOE44YjFrQr6UpuXqVxP9WIueA6r1N8ILpn6xeIQK6NaPG6/saupWPVW3ofRmS5ORsFSZLGATcDWaqqnpAk6W3gB8DLevcVGQGLL2oFyBEEzR4/JOgcrQmIEeJVK1jOr1xP9FxJBKZNA+K4NVzA93kvTAMfXMTTrK37wAS8ARQKVVktE63km5hkOrMPMl25JCO8NwVNK7evk2zUJqWS49pFtEUYOvp0O3xBh+/v8YAyYDAF1T6VVX06DN2PT2Ag53tOx4p5EvtZyVX/EQGLD127z3pfkU1iv5C3DyNiaeFmniLaINOmWFqYcP0RNjwfTxtmWojtoSPT9Xfp+71F0xYzDJNL4wUmlEVssAxl4OOtUGLOJX/VpyG8Qf+Y4qwi2VrXI0jyGxmehjBTXAEf5p9FJvtIp0YEl40EdXvfmn865KNPsycDuAW4j646bT5Xgp09XqEPvpKPRkTTpo/UG4FQvW3NJwkmIFaSpHYgjhDD1ojjsFDat2ZHIEY5jnO34wlxARqPyAKYoD2bzjRmN9Qy3rg2VYORRk3n6seECCZ8N99KZhEiqHhogG/mK9P0BhlNJ++4zQ7O3LyLmD3CvTpioCMR2YZ56Ipp6YTs0X5BMQ1EoLCPfcbRYpgY3Qni+Oz5aTQTz2+5nyZGanqdjChhakYoSq59wQykwFe3eoN2g9ThTUovfDAnwozQBa1XwD3Lfg1Pwrm1H3PTtv/jFy8/x5nP7ArOQWuEdGpoZBSPcof2wVwPj+TcFLwTcaAxbR1087sMCrPbS/DXwQf6Fp3wehE+isg/HULY9azr+1W9I/IClhDgSI3hi/SJHMuNoj1bdMt8nWvDlTusR9ByM0/xksFuAUahgimdRn9zEGW0ZXSuRq5EpExzERNIqFLVMd593w4fPn/WgMYMwHj67G4adBzTvmkxefxSedS4sUQQFJP2AKSW1CHnsdRCHLfwJFuYRxEFpPKlcD7vByJg0fFGehaxgfyZYFCAXDilCv5r21b+ssiY1p0vbaOZTrcar68cVAUx2+D3mx/gz9lX8HWqTZRI+iMAH4NxLzu4cNU6ruMF7YO5D+4seNowPRufOOV/Ggwi3Y6SJKkk4HZt4HtKkjQSuBCxpE4BLJIkXRHK+CMvYEmhi4KrFsS5Wklz1zCisZ0aq2h5bSEOS31Hj8mjjiRG0RCu0Q4qGhnVqQhbj+BrZABzEcGJGVHfzfXeQg1YWhHdAXbClp5PoyYs+wkLdCh5zmY7D8r3GjaUoUpcbSFuyGWe4mjhaW7kLh6mgkwbolSRAAAgAElEQVQmVh7WvMruD1064BrRJ83fXwDtATYADwBW+PHeN/UPUAPiaaaRRJF98GWJWoEzEeWgevhe/ioWUSgyMVp8I33tw/UBqtFa4OMkGoUkNAvHNVujRHA+lEVujUWDqqq5AbcXuz2/EKhWVfWIqqrtwN+A2aG8UeQFLB79k3hMNVg+6YA9kKwESNPL0OorD3nxMtdwMe+EZ6yDjOmUifjUV6rxndCpARvJiM+bwsA8ulqB52Hu9Z/1/ryezonBKAnpWdXqKAkJ4qVBQUWSEAMcURcZ0vx6SkKZVHRx4B4qMKFgJ4U4WvgiYyJfLNGjlhgc261n4PYlEacTfnagC8iFzdlniBKNARjpaMVOSmeXVCuis8aKuLiPgLXbLmPcCgdjVjl1OUGDzoDFaHjQJHzZYhnGRvkc4RQ9VET0guAkCsd9CZwpSVKcJFyUFxDiUiHyApb6EFadHiAG2nM6ZdfbiOZgymjxfEDtsYAitnB2eMY6yNjHFL6+xcbhf1hpfQJ2LcroPa1pQrTO6SWJBava+PhBgdCpBXFcq7ZOCHATrc//REdJqIwZXM4busekCfVwAWs5lhwZ0vx6SkJDGWVMJ0eHcVYb0ZwY3vd3dLbjU9FpB9pNQX3QcdjzKz/l8BWDcOV0Ah/SNatQi7DQcCOCld64On1kdY9Gkm6Pgqb5sc6cNORKn8GgIqF0yGG/9fu+qloMvAN8hmhpHgZ0z8JoQuQFLKEgBv9JXx9w5YqnmZg9dFlRz1a2U0rOoA4vXDhKAg0kMmadk3TLAXK+2IfjvF6YYB6EFoJeSfEgpLLWW+DgE6NFh0Dge2iFGUPF18y0hd4q2Q+aSBCrKwOt64ci9jNZu/hahCGXEoo5Q/P2wvoheBbsS9toWiyDNJU6oIY0Q3ZdZ7OK77SaTj+kEvo/1xcgykP59LlwGKVHFEYv3kRfVsunzdIP0h2HOc0RprrhfzBUVb1fVdWpqqpmq6p6paqqIXENvhkBSzeZ5UmuKpKox7attUct9Hn5uj5XzG4zrLfNNWyoA4EJhZkrKuFpuJeHmHDqXmz1Qeob0+iqh6AFQWq0MbfDhOuPdBJ+9SIpwjgsdu3quPP4iC3MM7aePgSRTF2XxcFQwljs1OsQS1GQUUy9T5UeGX7MX6g1B9RlY9BXPtDRFLU57wzOfG2X9hecqX3TZIeTA0wSc8e5iCxtDv0HAmUI/RInPfVkfDDBfiYZF/g/rHP7QJ7OfwpU8HjksN8GE9+cgMUCikloLZjdMLryeK8rg/6cmmUPPZnyEYI6knFdOQwKRGmrpnpaUFVJQH9q2ihUnoS25hSEkuWZ3vuB0GES2Uw8SdT1v+E3AHo4LPE0a7fQiDCUk0UW5Zq3ryOZCnPvfB2TAquVi5jkPNj5oB3tAa5O88MEjvb8PfcF7ZWvrvApTWvJ0tYDa/p/r3iOd83ShhOl6Mv66g0qv0VE4JsRsMTA4VwrdssYJu49LNRXu5cIvBPIElbzUh8ypyZFrDQiEWlUY9nTAdmQ4raLzxiEj3F4jhVHUojCAT4Nlt7ElUzd/kYiTMBykMapjH30QNduABO6zOw2sJAlQ1RoENBl5qmHw9JMfGSRKHWgiQRdTtPJ1DFZCa68G+9sx6SIY/2SbRmH86y6S6ZaMXNVJa+de7H2F+ggmDdbo0g0sGxTSg4UGrZ7feilJOSRg58vbUTDLDqDS19btE+mP7AzzEnv378v6+21FZBQB/IJdENVJRSPKey3wUTkXXas6F+51cGYDU4wOcUPp3ukPx5x4logJd/OjAjNoPQHBRPqeJAawWLvECutdDpl6H1/gTH1zqCeSr1BNYG0AKEYqyD2HSjL7Ts5xyOOcRKihRo67RJ87xfoK2IGR3oMWxrP1s+p0Yhm4uFWR+dEkQJYYO55/+JnPCPS1eMRk5QFjiwZ3tfuumA+m3ic23jWcvuQKwsV22byEtdwDw/yHkv4PqsZ7zgSln3XkWzoxc1IzGY7z3IjN/NUWPdrUmAB60lwOcWFTcu6p7tPTn/IgTyKQx5jfzCsI84j1JEjBjIcS4zyGxradrdSn21j3DYHe+dM8GfMfCrhqdTy79uz+U79btQVUObtwPQxm04g9PyiEM2Z8d77gcjIB8eDMdhuaqXxeTDnDK4QjAhYhjaxPvICllT0T4Tr6JtfEZBt2c9kzqMolJGddMTTjN1mI6V7v3JMt78hQtXKRc7o5/luqdY4VyuTE42brBRkvji3Z3vq816Dqi+uC711NYGjwqtoiAUrAEUUUEARtaRy67YX2D9nEk9xV1j2PZn9hpE/jcYJ4sR3qhHRtBF7XFvr+XjHEf5qu5Af3PU+0j0a30APhyXjDPJfM0aaP97ZTpPNoE4ekyjFcSWhc+HCjAY5kRO+ZoBsO+VksXpOJinYmVp9EEdOjF/wspwsZlECC+DTRzoDlUA4gtz3wfQQjL2nFW6HxNWDn2H5JiDySkK7+/GMGSAyqdBFuIskJNCk2X05kmB2R5gGgw40MopMKk72MEJCCnbcRBPHCb47529cxco+t9fDYRnK2Mg5zGeT5u3bvF5CWrHE9T5S34c6ZCRTx9+vONeYnRsJD+SyA94+2QPxol50AIFo0ijlNMrJYjbbuajkn/AY2K5vZcxrTiGmB3yv/kNuO+8h8jbB3BD45uk/EgaTVelj4LfgGuzWQxUUjxz222Ai8gIWnZB0GlRPfewga7jAmMEYjFpSSXPXnOxh6IZH1t6VE2moIU3XxS2ScAFrWcFy6kmicN3F5Dp297m9Xh2WMwwsTRiJ2Wxnu06hTT3HJmY3hnWgTH3zoFC8NgANtuFiYWHkNShS5PBToMI2AYCYx+Dcyz7mlrte5PQP9+CaPoy9Kydw7Jkovr5CGDdF08bvk27lifd/xd78CdpUfrvjFriX/yfuv/xthiUURF7AMg1iOaF5czUGXaS1rbefzg8HKATWYhk2eLoL3wDUW226SI6RhFmU8ALXnexhhIRXuZIsyommjSvPC0mnqU8cYHLY9zkYSOCosZlKO4Y5+6oFsERZrf0Fbq8TuwbEu45TR7JoZa5GdP/U0+nEXOa9fen9v9V72xPw3LaA+4G3Pd625khEDsKLbTPwGFhu7/DTEtxEM5xmMqlgMvs5/cKtwotuUf+7jUVUzzPw8llM8P4Ly5h08Es4U78FzUChqhKedjnst8FE5HFYKrW7NfuhI2pvZNSAlQubzAlE00ac6/iA9qMXWZRTZp5OnkuHDkMEIMXhoNFmEOM2jPB4l5ZGuQUPNpqJJ5N9pGBHxkOzNYp4Z3AuhuxRkGXtLsyNRrGoDUYTI40NoM2ImdWAoOUj2xnkv6mDw9JKV0J8ENhtNhLcTaIcvw4RZPhe40HMsb7PY/E+JyP4N1rIxSZESfJSIoPDUg9T1x2Eajh8nRUZhdF3HYcq4BkYve04PA8jXIfhSshaUk6Bu4hLV/5ddDppuITMuh1afwttMVHkbWjncLYVDgKtUTgejUHJHWwCrESHEnmXfD2IvDRBKCe5jtdcuG0db7E0hDfpRIrDwSjH4AYrIIhf091Ds8NpKKCcrB4daps4h++zOhJD+34xmQOsZwGZjoNcr8EpVzFp9gYBGHLmhz5sZzaz2W7cGxj4W8nf9imbl2lX6cXqzUL3AckD4yoFTTSWFtiNIJk76WzbDZxjfc850G4I6PFqMa3SPnRD4URkid6EMXudjH7suOgeHA+Oqhi+mDMRHkLoxmwTJrCWaR1s/SlsXQ1b+/FzmiaD68FhHLBMpFZO5YvzJtJIIh+fn8OWzFnYxrVijpj62NBB5AUsVn18B6kVXSZ/h+dYSQ+z6qrbLGStv0XvaLEMGxIiYzMoY2S3lXcSdTzKHZEjwtcHupcq57PRn0nIc+zqM7uiF3UksyhiRDX04Rw2sp4FmrfvT5q/B/T+VvR0oDmhmYC2fBtwnvdvqNc/b+knztVBMvXG2FyY4D2WGLBjnUihk3+S7b2VwI47YPQ1x+EusBW2cmplFfwIeBIYC2tZDIVo6osbAXR4hvcqNhhPM3O3fQa2ECoJA4VKp9hMOG+DiMgLWGz6AhY1Bl3Gd8XkhUwWtNtsnY6sAVBMwwalPptIA3XmoSeH3myOp04Zmp1ZWZQzmQNDoq3ZUtKB5W8d/v9XcpUuvpaeLqFEGiLjAhQCYmnxt6tqQV/S/EFeoA86mkW2Ljqd763+sPOBY9B+C8xbsw7eB66na4ZHg0iimgLqNO1jCAkeuI4X+pdEMBgFb7+HdIMqvIdSEORoC8xaguDfXAotlwGLYeuHUFwNjBdeaJ9MnckpGvo1ptvgUe7wZytP3VzFqa9VMdzbKfnFnImwCqIGmcPyTUDkBSzVIbQ16ygJ5VEcMlmwjOmstlxItW1Ml8fjXB3McXwW0j71wOQ19B5qSHY4mSxHkGiUDiiYBp0cFwrKbRP5YE4+/5+9c4+Lqs7///N0BgYYaHBQUJJABS8oicmGoaamG99stSy7aNll17Ldam2/tbXb9u22bfutre2ytWXrbhdN17K1tGxxvSay0g+TxFBCQMMmQZkYcYBBjuf3x2dmmIGBuTBHhv32ejzmwcw5n/M5Z4ZzPp/35315vU5eFxFw5Vww0OF/rku44VuSuY03AjomoAqqOoILbXtjle7ENq1DoXqe2/jTDhFXws76y3gm+W4km8rL23/ScczXgV1CGVnwOIKVNcShrTi7g9rARt9UC02CTY9fCQ/DlynD+TDxMg4WpHJsnpGD/0iFVih8Bj63QeFBkSirA8gWFZrOPnxBuhOW8Bo/WL+fse9VwyIoXASpJYK0cR9ZIIux5axClfrEwyJJ0ihJkkrdXiclSbo3mK8QfgZLgAg0JDR4vVWI2QWBkVTwKI8D+FUlZNfDa6ZbvHplgkEdSaTWHu8LT9z/WRSRx6+U//XcmEzY5bTIDmO2Qh5FYfKFACzibd5hod99BFrW3F+ZbpuIC7isOSAEcn/oHO2NQAodCbutCNbp2UCuY38uTCr5oqtnqx24Gh64/WVWLJnPPbcth8XBXbqCjDRYRbpXxQdtT8A4pB8hPBp6tC2d9gYjTHx2Jzx2FD6qYdycKpIxoyDTQAKR2D2INyOA3AyYOAd4SpTCJ9AAZsg1wpRhkITIVZlsgimjRVXQGBnYDcOvOEbNlVB8HZAAU5ZA6xgxhpeTidSsUn+6/3nLg4GqqhWqqmarqpqNEDhoBgIodetAeAy7A4DngEKgWAyE75iuYQJ7iaeRbcwgjibybZvYbLiURgaQxy6SbcfYaLqc/JcLMCw+I1YFMxHU/KuBBYgY5XOIm3EpPJj7GItZzmbTFJqII99egNx+hgLDZci0k2/dylfG4exlAjPYRry9kY362cTTSJ69iL/rF/Bj3iBJX8fK1lspMl5ELSlksY9MayUFxktpQ88sZTN1chLLuJM4wynm8z4bDZcTiZ1861ZaYiP4WJ7NDLaTYLVSbLyQNvRMtf6bRmMsm5lJPgXEWVsxGwdRTxJtRPKPlMvZSzY3sIaR1mraos5ho342F1FMsvU4pcZxNJDATOsOmoxRFJBPCrXkWj+nwWhkG9O5QtlI9KnTbDFOI5F6sqwHqDUOpojJ5FJMmvUo5cYMaklxXWuBnE8eRSRaLewxjqeZGKZa/w3ATuPFxNFEtnU/9UYTReQx276RyNYzVBlT2cZ04mlEQUcB+cTQwlQ+pZxMqkhnKjuJ5zv2OOSlJ1JCIwMoIo8ZbCOaZnZyCc1EM4stAGxnOiOoIo0aqkinjCxxfdRRxgW0EM1FFNNEHNuZwXS2EUcTn5HLCQYyi81EYmc7M1CQmc52zAxhDznkUkwi9WxmJjoUfiM/yZ+SH4SlcHxyLIPeOyVWiMMc95YFWIIYwZ52bL8N+AdQIu47QMTDo4D7EARaB4WuzRr5eq4yfYBMOwXko6Aji30MpMHj3t9umMYJBjKQE0y37WCj4XKaiWEWm3mJn/Pqh//Nr698hF/wPH83XclOLiGFWk6YYikgn1FUkG3dz3bjFBqJZ7Z9Iyf0CezkEuJoYrZ1E4eM4rfMpdjx7E0X9yU70WNnM7OQUcingGTMfMA8omlmAqUuI2AiJehQKCYXGYVciikjiybiSMZMAg1iJY9YBLShd7HmjqCKw6ShIBNHE1mUufpNpI429EGVJB8inXQ3avj3j1xPVqr3BPZaUrpUEibLZqJN/tEtpE2rITf7c8zGQaTWHkc1iMXLMsMdLLG9jt4OBaZpJNBAjmU/xabxvM3NzOZjkqinjkSKmMxv7L9jnX4e21Omk51dyhquZwnLOES6uO+AI7mDSK08DhawZZ9DI/E8/MZDHCeWQZee4vPkMYJhFtjJVOaxjhMMpJ5ENjOLOawnjlNUMYK9ZPPZrmnwMLAdpKtUVhVeRQMDMZPMI7bfErUftuZeTBF5PGx+DhR4K+U6cilmdPERWsfBKsMCZrORwSVWPsoRJHc/KtnKKm7k+d8lkv+7AhYUf8ju3PF8zGx+qTzLuQdO8+S4+7ATyXzWUksKxeQCcCfL2MwsV9h9FltcOUi5FDOMw/zdUUgxmSL2Oe41d9STxOdfToEngcNAGtzJq66KwETqyfqqjGEOuWk7eh5nNs3EINPO1i9/xOGxaVS8PJKkl+uZzUbH+DXCdXwaNXxGLonUu8aXgTTwJWYKyGcbM2gmWrDrtgL7zrK/QAXapbN7zq6YCVSpqnrEZ0svkFS178lr0nOM6gslOeSwhwLyubV4DX/NXUgJOTQSzyw200QcG5nNTDYzkAY+ZSr1JIlJnSbKySSeRpIxc4IEqkhnBIcYQCP7yEJPG5mUs5HZDMHM4zyKydzKk8niIXnE+ntqjYNZzu3MYjOX7v836ODJ0ffxcO1zUAmrL70SHQrX1nyEHHOKM4UGvromhYz9R9kx7iI2MptnjjzEvanPso0ZpFFDJgcoI4sGEsijCDuRfEYukbQxnW1UkU4dieTyGXrsfMpUBtDITDZTQL5jkP+Ww6RROPWHRH1kYbFxOZmUs4KbAZjKTtc5ImmjcMgPGf7tl9zPH9jJJexkKsmYiaeRbMfE0kYkF1FMAwOpYgRmkhlBFXNZz8fMZi4bmMN6lnM7cTTx69oXeCvlOioYRROx3M+zLHNQ3/+clxi81cofL/0pidRzU8n7HMkZxDLu5BI+ZaZ1B5EHVcbn7nb9L4vIYxQVjOQrdjKVRuIF9TWwhxxhIFLEdqbTTAxNxDGftWxmFgoys9hMBaOoJYX9xT/g17mP8BUjMZNMHkXE0UQB+cTTyDzW0Y7MCm5mJptJop51XEULMVzFOnQorGMeIzjEZIrYxgzMJDOPdTQRx3IWcz1rmME26khiLfOZy3pSqGUXebQQQy7FRNPMHnJI4zDJCKpv5/UoyK4JPI9dZFHGn/g5z+15mC0T85hh+Tcvme5gaeXrYIcd4y6iihH8+OBq1ER4wvQA99ufxVB5hpNjInhe/gWP1j/DW4nX0UYkidRTRhaHSaOCUUxlJ3uYyF4mcAmfkk8BFYxiL9nMYDvxNLKR2STQwAy20Ug8+8hiPmv50cGtIMNDGf/DU+bfwkn44+ifYkfPrytfAB38fti9PFz3JA8l/Y5TxLGXCa7Kmz1MJJF6lvAamZTzU14jl2LiaKKGYZgZQg57qCORKtJJos6lnlxCDgk0YGYIBxxVW5mU8x3xrmMAkqinlhSaiXYZwzE0U8EokqjjBAmuyagdmVw+4zBprolsu206fzT8d5exSEZhBFV8xUiv+wJBPgV8ylRaiEFGYRabXfdvFmU0Ecdh0oimmTyK2MIsQDBaZ1Hm8gRPZxt7yKGJONZwPSOpcCVTn08tdSRhJxI9beRSzKeO4+JocjFM62ljKjtRkCkijwQamGXfzHr9HIrIYx4fkM1elvISl/Ap65jHJ4uuhhy4Y+mL/NH+32zTT6eeJHIpZoStmg2GH3GV9SMirkZU01yN4GR5zfF+MvCM48d4AE5mRfCavIRcPuNP3MNilpNAAz+o3M8/M6Yx1b6TCv0oFGTiaSTNehQQC6JRVJBoFa70cmMGmVbBzHfYOJQGEphoFVQPVcZUUuy1RLZ25HI50WiMpZlokq2B62n92Pg6K+68A4bDFw+IRJwUajFtbRWeMQWRbWtGaKy97Pgt3G+ZN+ChYf/DB1zFgd9dCE/moLaUnDULQhqXo/Kuj/KmYDBW2qOqao5f1yBJfwM+V1X15WBOFRYGS06cpJYMwcUXsOir13nbckev+5VKu+rjSO0I70tvyut0sHL7NexhIs9vfEiUvwEkwqv/uIVL2OlXNzIKabYj6P2I5+4yXcjUF/ewZWkeSdR12+6X/IFPpGlcru5gBId4+acPcMurr/JLnu2x/z9wPzewhv9auAPmIR62mRAi6RmWFL5ALsX8Lw/yDjcFpOXiC58ylQYG8hvLcyHr0x2SGfyOfii4hDb9wYPTHuPpuY8FFNb0CiMwF+HdaQfq4ZtbTcQpTV2qgypMqZhJZobl3x7bpVLgEf9P+WLhHdymvEGtnIKMwuj6I3yZKHSbxu6qhk1geTwKBR3x1lM0GI0upWQ7kZxyGA9OQyCBBpqIpYUYDjm8Zt4QiR09bTQT48qjiXQkRXSXTOs8h4JME3FkUcaNlvf9/7JhArPJxI/5G3+kq7HlDdE0uyjou0OdydhFod6uh82GS/kTP+d61nCbZbXXY6X1wHIfF6EDDFD5sTAuysjijgUrYDosWPI3/mK/nRjbGdplYVT0BWWEL/zS9Ft+rfsfEvLh4MepKMhE08zw1ceoXiByipLs9RiyztBshpgMuo4B04A7QY48xaKkt3l7wjLO7C39TzBYjgAn3La8rqpqF6ZKSZIiESbdWFVVu5/EekBY5LCoLXC6Hk5bgFZCN5mN9rLNBo6oQvBoh5vmvi9WlO4lgLeiGW32lPrPmbb0nz41ecRvF0EtKWxhFk+/eo9PYwUEqdMb3MaSVS+QcPVRWAQfTr4sNEHDRDFR/OSnq6icMZ7n+UWvy5zb3YLgBeQzn7W9vcrQQCagqo+QwYrIOXgKES6oEb+Rt8qfSfbdIWF6HUUFtbJIRhy96wjcB2MPVgNgmRwFw8BU30o9idQaBxOjNJNAA4NrPSdHxZGBU08iMoqrmqI7tKGniTiPpN829D1W/jjPAaLC6c/8LKjv3NeIU5podgr2ucGOnnXMCyopv7OxAkL/6wrLVv5puapbYwUQJdG+YABMgmgwjiYW2ldhWvkNpMHqgh9TpBchP51CWBorAGkcpl2Byo0wuuQII63VDI49Bi+K5NkWYkQF5wsQswBO13jpZBhQDcq3sby562dEyqGjGfALKmIxE+oXnFBVNcft1R2t9uUI70pQxgqEicHigeGEbPLxSpjkZG3sLSxw7f0fwUq3bS/S7arQG2QUZD+rCVSdMEZ8VWbcy/Ncqn7KLDazmhu4wk+ujEjs5FHEIzzB4/KjMBeunL4pZGydMgo83ApRsPqtH3sYHIGimRhXvguIySpSy7KDs1B1EzI47+8tkLr1OHJ7V9f4l/qxTGdb12NlAjJQKxjVoW2VAdSD6sgj/JZkDt6aypHEQYD4H30nxwtDyQYx3chvpNYfJ9V8nCTqNPufdnfu/oAaOc1rhZNMu8t75A4FnbYJ+v6MD47nR0ahHZkY2xmOnRpK2ySJ1/MX9Qttt0biSZosCsD4KUQsFNVEjME1JrcQw5ezh0MJRHhbtDifLSuaSTeEORYg4htBI+wMFrVMrJg1Qz2hu1l2e+/rY2a7Et16guB38P90o6igxgt1kR29a9U1gEZeYimLWR4QxfxXjGLpptc5b4qFu2v+KkIMofqdHKuwoefVCt2Owb1Tb3bm2ziRTakrQS9QtMuw2TQlZJVcYQUZr/whyRYLAyxerLDhBMRpFIkdwwFhEB1PjIVh0GSMcO1XkF1hH+f7NiKhFQZVnmJsfTVDOrGUtRoAi8jjSPJr+R44FGTmsEGTvrXGdmZ49Y7pUJjP2pCGWv2CP8+NYxj6wVP7XXk6OkW8FltW8pIlRHFnDVFKNiQL4ji1GtTdDhI5m2duUyRtwkDz9hz1NbGtdh4Wn5AkyQD8EFGKEDT8MlgkSYqXJGmtJEkHJUk6IEnSxZIkmSRJ+pckSZWOvwMcbSVJkl6SJOmQJEn7JEm6MJALknI0VvZNQLvaqGShkJtEvV96RYESUu0jS5CYdcIveYblwdYxuqH6Mge/w6Jed+UVq7mB537/M1bkz++VXk86hxjoFjJtITroVXNb1DnE09izpyu2h33hjNoAS5Wr8c/F70AMLXyZLXJW6kmEe+HcwtNE08wIW3W3z3GrwxtDpQgZuSOqHtAL0TmttIrKyOq3tOgLWcV65vrdXqYdnZbUTf4QfDtvwavhmnAJ3QaIdmR4Dga0nsPXDYOQFsHQ/we8AGnWo4ytFMRwGU8cZc9BvD9HfR3tUoHTGrz8ObWq2lRVTVBV1V8xB6/wd7Z8EfinqqqjgfGIlMxfAVtUVc1AZIX8ytH2cjpEKu8AXg3oihIhDW8BwBBBS/eoQZTb5lDSKw9CZ7TLPfO+zGA7WZTRjow9SA75kVS4Vj9aIY4m8ilgAntD2m8Fo8hiX1DHxtjOkGPZ3/OgrqH3RdMVcTWBUcpH4f/zMUZ4WNxDewdHp9KaA8NLjhE1F0Zv9V65GOXUpkmAg4mpnjsNcDwjVoQyNHhYI7GzkFWsZX7I+z4b0Cv2gO91TUNCARi4u0ePd3nc+hO+M0XxYcUCClMu5LA+TXyHpQhFax1E1EPdSEidfhzOhww9omKoM/qnVmhYwafBIkmSEbgE+CuAqqptqqo2AlcCbzmavQVc5Xh/JfC2KrAbiJckaYi/F6Ru7D7TP+xRSUDJpJG0eS2/6wxFB7fr/0IV6V4lAOaxjhlsYw03sIwlAV2y6xzoWGxZ6bthGMJb7D6k0HAxPp+12sd0W6YAACAASURBVPWv4HeOlAv+JgwfoAv5moJMrWEo7EFwIu2Fseu8eFqcMgdWuuSpHE+MZS3XCBe8BlDQBc6kHUZ4W76ZHPb43b6FGFpiI3w31BKOf/+kg18IltcwQbvsWwPOaezdO+r3Li/uEMywGE4uAl4R+w8DhTug8DY4YMeDhC5soCL+F6F+nUX442EZBhwH3pAkaa8kScsd8agkVVW/dbQ5hqDNAjgPT/Hto45tHpAk6Q5JkkokSSo54TZnS0bYq9FgdTbgTygoUOjt8DJ3kUJtj/3vYSL2IAfjVSxE6qdC0BPZw5+5q68vIyi8zc3aeXDMEBGoBlIvB6A2Ijm2xMjxl2NFaHE9jH7zCCNs1a42R4YNEho37XQpud3JVFZwM9uYocnCRUHmEOkBU/OHC3IoYRvTve4TfCyev1k0zUSf0rAaZRy+Q+zOZO4XRDJ2uKDMOIYh7zdywtR9zFenwABLK98Rz4XPHACEOCIvwrkJiDxGI+R6q0h1hwH/wmffo0f4Y7DogAuBV1VVnYBYH/3KvYEqyFwCInRRVfV1ZxnUQPer0GunsVBjGoyqpVvu7o6M8VBjgKXVxT/RHZ7hl/yC54Pqfyo7eXFa77lvvEJjPuVRVLDYJxlEL9BPHX4kd1Mp1x3aCagiKp8Cr9sbSBA5LXbEQF0KUes7ctPiaOLk+RGQ4JmkayaZt1nEdLYzw1sVU4jQQIK2if0aIlMp96qFZkfvIbjnDi1zWNQpYCs4B59rzHZofS68clgybQe445oXibH7Dsu2oYdqGLuxWtS5PIQgjFsKJxMi4D2YMlnQ85+GrorXNkR1UF+jj5JuQwV/DJajwFFVVZ0Sx2sRBkydM9Tj+OuMZn4DTqUoAIY6tvkHIy7Wy1AjnkZtheHeo09dnjqUoJNZU6jlquDkHXwjQ9tE6jVcT4IHb1GI4StkY6BvuFd84MHHH/Pp8vZAOwF5WA4zrMf9X6YMp/rlwZx2iOk5J9NG4jn3wGkwQLPcwSkSRxPz+IB5rNNUp0gw6YbPSj8Q2GW915J0mXZ+zktec6K0zGGRWh0aQUvpucJMBxWGDOoJH9V2vR1es9xLjM13WH4xyyEJTl4NR1cinpMssMyOwiwnc2ycEW4VGkQRACZNLz049GGVUKjg02BRVfUYUCtJ0ijHpplAObAeuMWx7RaEuDmO7Tc7qoUmAVa30JFv1DgqDjTAAEtrR/xcC9TBQA0H2gmUUsEo3w2DwFquIfWVwCmr/cIB7TxPICYgTQfCHjwsB6el8vuce0WII8zwc15CRkGqB+nrbl7VIBWK99gIyJtU4YW+vjNaiCHCDseyjR7bWodBdcpgj0qgOJrIoYQYmomnUTMelgROkMZhTfrWGhuZ7TWhX4fiNVyslbd6m+li1pku53hyLM/zC1ZnXCmYXL2dzmEEj19WyaoAxDjDCW+zCMrg3Odg6NdQ/fFgDv4llW9JZvR7Rxg83Aob4aTzgHDMYfkPgL938z3AOw5q3WqEtNs5wLuSJP0EOAJc52i7EaExegihynhbIBd02g7RGhE7tcsQoeWNlCWSKEscejKZlPdofLURSZMxyjsnhheUkcX1rAnV1XognkZsi8/BsNr3aiPccD1/p5hcsvVf+CVzEEqM3nWEX415gdN6x8oqjHDeFIt4wk34T/3vzDfwY+XUU3jSHV8mDndV/Dg9gIcNqSRSRwwtXsuXQ1llByK5N4VaviWZKtLJQQOK8rOAOaznStb3SAiZZj/MYX0a0MH1FOqwUBo1PMsv2cwsVjXcyPaEGQxc2sAPrYWwH8+QiIzrfrq1n+YOxdACNaAugHLTcI9931xr4rz7LBS7O6htdPW6msGHU1JbOD0s/Rh+lTWrqlrqyDe5QFXVq1RV/U5V1QZVVWeqqpqhquosVVUtjraqqqp3qao6QlXVLFVVAxoZIgwwi83BfBefUHTCTa0ZxojKiWTMJGNm0G2+C+91iv8jiRZlnk7kU0CBXqO4vuYhoRvIooxVhgXsMl3Ix6ZLPXIjeg093Zv27SCVQURpD8cbwTapjzgaHbpC/rp2/9+WcYKQwA/cw0suET5fKOMCjyRaBZlG4v2i4u8OdiL9qiaSUbiAMjIpdxHVvRZkNV1fQ6coPo25zXpt6QlAeMkWs5zFLOf0oXM5MmY0N/OW0LPKwaunbveS8b3iX+pz3ATSahhrrvbY3Eg8aimMcXzn00Bz5xwWoJ9GIcMKYcd0yzCCZi31Bb0dxpZW+24YLN51srAeIuPNo7QGpUfZPQbSEBINGG8oZQJXv/hJ4Aea8P0gfh3MFfmPehIpI4tDpDP1yz1cWbeeCjmEoTM7vVuZ2MBQpo3nqrJwqFDH9ZWqcj7C7+kUSPSGdvjBov1Q6d+5X+AXfvNqTGCvK78i2hHyaUNPI/Hd9uHLg6OnjZF85df595HFHnKo9Uiv63/4VJ7KIt7usU06h1zvAyWn9BeZlmomWA6QQi2f5WZx04G/8CnT+CI7gx0PXOTV6I2jiXXMC/m1nA2kc4jK+4Zy7C4j1cmDu+yXGqDOl3dXy3QEf/B/IYflrMOMX7T2N5te52vToKD6D7jq43w/j9FBFmVCU+LW4VQZevbmyCgBEXtF0xx02bIvlJEVXNw1Ct+TpV3bHJY5bOAlfs7vv3gC9sOZRoNmRm9QaEebwSoHRn5cy4hx+4UR0tNckALSZBXptyrSKRXpaVUoM3cmSK7B70GoHTkor188jSTYLCTQQEb9Udf2yE4Gij9eOX+I9xRk2tBjJpk29NiJ5DcuifX+hQYG8gK/8Lt9Z66nClMqr5h+QrlpODWmwb32RA5adoofTN/Pipl3kHHbUcZvrSTP+hlHXhvUZcwce2+1ZgsurSEU4RNoIIEWL+KTrHfoDPUE7dIb/cP3BosGMPo3uWVSHhwd+xgCK7M1wuerxnByU4Tv+ONS/HaRg2MgjfJ/wKglRTN9lTms559LpgV+oBnBe9yHUJCZxzp+O/5+Flz/N1qGSty9+q99e1FnAzZ494o5VD0xDkqhpyKv/3n61zAdOLUGPlgDU9Yg/VtFOqLCpOBOn0l5UEnm9SQRZYNBpaewGTuGoHgaPYyUOJq6bAsFaknhYZ4MaZ9nC/OUdV0Mu86QUfiOeIrI80qSt7TuRcZ9XMVSXuIN+bbeGS0NiEnLjvDMPQIRt0Hq8uNdq+suhSUsC/5cfQx341x26H+78KYfHXzPdNtrhJ/BkgELecdns19ZXghOijzQ1a4NLtx6ALOcjM9ClNe6sn/2F8TQwn/t39HXlxEUCsjnZ7zCbyzP8Zb1J2LjzL69Jn+RRk3wZG0H4NopH8Em303v4s8INvoxHRsf2wOPnYaJwZ1+FluIt/tvoMsoRNJGInW0GuB4dqwrORSE4enMz2gkniTqyKMo5PIF6VQRfbZFAkMEuV0huQvJhycKyGfqlj3cMWYF25jhsW+E9QjHkwbyyRXTUZC59+llDGw84Rfrq9+ox+sEvnvu+H7LMnwFG6klhbG11YzdX83oF48w+jdHGPtcNZmWahr8WbSFA/XB9x6WEKMBVnBzX19FB9qBp2H0b474dunZAg99yO3+z1YTKPUrXBYM1nA99E97hRRqXZwgOkXkKqkak9V1iyT417QpfieualkG747B91opfW8kF6snEDRKFwLRLFBXEOyidwNzMDT4n5sTTTPJdjP1JFFlGO5RQZdIPfE2qyvkqSA78k6CZ2/+T8R6/RyfStNT2ckHM/P504HFXXTZnMytM607+AO/5NsH41mY8A7nGY8w5ItG3jFdE3reFic1/+ov+i1h39eksOCpD9lzPqjToOE+KH4K9t0P0iQ40GkYj+ir8SdM4U1AOZh+ws9gOYimpFFEEXi2tg0xmftKRjSIwcJfyCjI7f4P+HvJ1oxUbxQVcK0mXWuOOawPHyKwdhHvfjH5Dr9ygkrI0VaQs+NEjJ9SSdHVM1ELRlKlXoK6eyyrFv4k6FVSDWl8keynZYYI8US2nnE933b0NBGHHT0x9mYaDCZXfoAztFpHUsgp+utI1Ow50hq5FPvkMtFjJ51DzGCb63e067sKqMbTSJLFys2s4HEeITb9OIsy1rLM+BPs/v7kk/CPmh+gmH7Lf3OATNgPLcAuC3yjiGqgk0Bhp3khAojorJ4XDuSSfajWjHcB5YARdgaL2hp6DgYPtNKVNjlUGAOHSfO7eaA5LFoijyJ2JF6kTecmbcuaV3AzU/lUs/4x4HVQVrshNR5AIyfCNWBdDzwBw6ccg/vQvILLiRMMpIk4zMZBrsTLJuJYz1we5kmK9bkeuRl1JGpGejaQBp8sveGKgUpDQEKfzpy3w4ZUj3JnnQLJFkHOE0MzOexhpKECJsE9w5YTfewMr5h+4vsEJfht8B58IZUsghMs+9o0iFdMP9FWeboHpFDrkUR8wWKY8ixMWdA1U+A0dOU9sqOpiGo4owcB5YARdgaLFAXNRPf1ZQSHEjQtm2wkXjNPwjZmMO2ZzzTpW2vWxybiNK1CwobXQdls8sK/bYN7rK/y28rf93uSplBCpp0YWlCQiaGZaJoZyAnms5ZZbCYSu0eISIhMaPM/lVH67RjTLgf2myjItMRGMMJ6hNlW78lOuZYvyLLt53/5NaQDh/dAusQ9U5ezzeTDc+/vPW6DFHttQAs61ylkOEUc5WRSZUzlkGlowH30FrPZCLd2fN6zHNgPR1YNIqNTdV4EdPXi90G+Rxf0nVpzdwLKASP8Im3JeBX3ckJqDz4/QWpHWL5G+r4mHmdISPzHnSsHJyNl588geCf0Gpnph0nTzmVp1rasOZNySpnAMHzzyHj7XXtq69FOwSN8c94OL/SxrQ4SuU5t+xXcmW71eK4MnZ91wqhwJwJzetFkFFdyZSxN6GkjkXoGWk5hNg0hhnr0tNFCDAmcYA4bPO6PaJpJoZYGElCQGclXfOWQAUih1hEm8sxraSaGZmJcz0dnZt12ZHQoDvnQyC5eXKlVCEVKzu9tB+SObe5jjmTr2Oc8FgVUg2fb7u41dy9BT89757YgKB+yKHOR7bWh95AwSLYep95o8qhoObfhtOv7uP5dMlCLmFhliGqFqRQy9NFKjj5mAvbB7gv4HQ9xqXWOuCf04ru5X1OEHhEWqqbjPkmkQ1nOhBD9iwLDm2dYt2QesyjEX3xniuJ95nOrdSWvKPdRYhpHtnW/17aSs1rJHc7FRnf5xGY6jIs6R7sot32JgA7eMN3GDw2FTHE3TuyQulVUQ3lsz0CQ53VOIdDjUSl05mz7C7Rjuh0oSZI7Qezrqqq+7vbZKaB8j6qqxZIkvYgQUP6fQE8UfgZLtohzSi/jfQKtB8lIcAq6tYgbUCvVzOsED0tiN6XHesWOXe64cJl2TugT0OmVLgNsMzFdqiMiaWMM5ehp8xpiURzFdu6udb1ip0mO61qG1wmz2YjlrihMq7VUh9QGeRQJ75M3j0cnOCcuf+Bse956i4i4WvBf1MzPtinTuuq/aAonCZ63Z0uHyGMaRseEk0wHU67zs4PL6DBppCi12GU9cbaOij25HdqizkHRyUSfOo1O6Zjkxm+thGQ4PQTiYpuIPiWC4IrbSCS3Q6rtOBc+ekBMOKdgWqzD+3cKMaF0HrnmwefXjiFdEaRpJ+QE9LQRp4iJ/Ts5ngFKIyVyDsXkciOrOsYYBSgDKYuOcHElkAjSOOBbkBIRk7wNEQZJBikD8X9uEH+lHHG8NBmOXWvETiQKchcCPDuR6GnzuBebiSESe5d7sx3Zg/cjGTOjqCD16uPe/z82OE9v6fh9FiOIBRWEJG0s4l5OQXDu6HBN5lFWqH1gJF+qw6klhWxKGXyFlYYCSEgCRoO0AA4vHuqq6DpvgeNc7uSK7kaum4FbnTK4W4Xv7hBja2WhbpXLkBvBoe4XG6vxXjHXTo9M1a59ndu5fZ7x8TaO58QycLlnZarUCvylG1V0H5WKZ9SwC3AEixOqqub0sN+bgPKvgjlR+Bkskx1MjX6UaoYdDoiBp6dy6zi3LKVmwzl8q+8+Ht15FdlGJAPtDUS2nun2oe3iFQCiZYtPj0KmqRzTeo2MlXHa5rAsZzE/56WgSKns6JFp79GIOa/UglbSM0m+6aZCCz3dG/sO8jmvg68X2Ikk+tRpojnd5f7S2c4AHQnlrv2JgEF8jrOe7rrfCQVhPDgXF760kA7ABEtHHl8cxzx2xyEm+Knyv8nT/ZtHDY91HWNqOn220n2ivQWhmeOO9Y6/emi8Nt7lNfJGNOZtmz8lv/UkiX7rXRu6ws173DoNymaP4wd374c74clx9/HwlOc8F23u7xfBd7XVDKCab6CDM9csXhfsgpjFzTQSTyPxxCU1if9j55kkquv7P/FzoXocAPR2wN5xH/Wou3YAzRajt5euZGX2NdzI+x7b/X1WwgJ9pCWkquoxSZJqJUkapapqBR0CygEjrEy8iHOBRG01czRFGV6F3EKFFGo5pB/Ro/HhbZ8/4Y9VLMSL2GtosF97tWZ7EC63dmSW8iINDMSOHjt6mr2xWPYGenpmoA0nBDGYtcRGsMF4ud/t1WQROukr6BThwdEUZu0M9FpSyKPId0MjsBSKDBfzgyn7QQdXjVvlk+OqweFhOg1daDnPQ6gVOyFYdP0vE1nIKt4+25QVOjyNqc6f/R027Gib2P+fD6eA8j4gG4Kjmg4vD0sWkEhwDLbhgCT/qMKdiGw9Q6S+zW8ypRMkkMy3wV5dj4inkf4ks3KCgTSQQCJ1rKi5gweHPeahoeIvmohjA3PIp4ByMjlEOotZHrpcIR0ixt8DC23YwOZ4BbBqjD51mnlKEBpUXvCx6VIKyOc3PMVgm1Zx2/6NROopJ5NJfNFjO9s/zsGw4wyXPvpvsaEEPrhuYa8qJIdNA8bBefdbiHy2DTND2G6YxkWGYvT2NmJsPVM0JHBC0wUdi+iam2hEhPKcHrpEOu5zEF7Fzp41L7gn92ke4bchucw+Qx+qNauqWorI7OkVwstgqQdWQlyOhmXNWiEZeBZGUKXZKVqIIcauDUPn9axh9dwrWfDMh6HvPBkSQxz62MlUVrGQiexh57BykcVP12TLnqBD4S/cjoyCHjtDMDOd7cidn+ppBB8SsgFPBHns2YYRV26LM+ek1jiYZNsx4ZrvhAuCLFHtDhMoZc68Lbzc+ADvbpvDtXwU0v7PGuyCmqGnybmZGEocFMMTKCWaZr/uWT12v0KfhvfOsPKma7ip9X3Y4tjoh7ESHUW3BQmFOyB6ung/cfUpBn1YyagxldQZBoG+iRhbzyHl4bXHSEnRLmerevJg7zo/vuAHlZBWhJ1nHX1dqdRLhEVISHLKclcCZQ4Ss/6GduAph4igRoikDUUns9k0JeR9r2U+CzZpYKwAtIqKkjb0IQv3zWMdq7mB+/kD25lOi6NMtYwLAhq0Ymh2eVN0DsOly8TR28V+DxVpc2wfhQ8/g6EjJl9lTKXKmMoqbmSD4UfUmAZTbBrv0TzU4bN4eyPnvGaDo/AKd8Gl+C88Gk6oh8GVvm+a5/kFP3vrTebxj4C4VfzCG3DT7e/DM4EdFuPDy9rieBWa4egPIGolnG853nNuCVBuGk5iyhGfLL3Bos5kpJbzNekb4AbW/OcYLf0YYWGwILm9399Prdl6guLuC0RVOIk6iuQ8TVg6G0gQKzD/iUv9h0X0X0tKcCugbqBzsHVcRLHrd5zA3i4lq+3ImEkOnsNGw1VJieHC8JmQD4DkWIWPshwhWTGTxmGuO/IPRiz7lo+Z7VGJdYgRIT19jO0M+5Iu4P3K2dzM23A+TF/1CU9uuS9wduq+RCIcy+hZlyeGZv7Gj/nglnxyKfabyK6CUYz0Z0FnR3NRUgvAuf61zbRUs40ZvOFOZhJCxNmbGMgJTfoG+JjZZLFPs/7PCr5Xaw4N1P5XSesdiwnImFB0YoL1F4dJ4yKKXQyVoUQ+Bey49SLfitS9wAgOacJinEQ9dT0oU+7kEi67fSeXvbOTfcF4wEL/c7vwbTjNxAoeA1D0qdPi/lwbAfvhyeeeYlhDDbeb/kSNabAml5BpqWae5RN+XLsaSmGb5XJyKYZKaC7Ft56XH6gypjKLzb3vqDtYYXC9bw/LABpJ5xCP86jfk+EIDvXIU9VbqH6IwZuAKeMQPs0A+KyiaQ7pgsUdMbYzLhkCLdDIAM2Yl7+H/wgLg8UDwxw0yP0RmwJnug2kmqCkLodHeTzQq/ILdvRCKE2LcvJhuOL1WmADc5jrqintint2LIflNXATLPzm74G73wNNRtYDcwM8JhyQgYcnQ6dAilLL3fc9w4I//Q2mwysJd3XhBgkEm01T/KdXLwVpLvxwSiHoIOZSsByI8v7b1ruRvvnACOsRNjOr+wa9XTUmwJHEQX43d3oKe0I7MkXkoaALuXq1O6SHfDtZh+qBLZDxLDDb/75XcDMLWdWLq+sZWopkjqJC03D/WcH3HhYNUEvo47lnC19re+3zktYxg+2a9L2d6aS+clyTvqmHdA2TkX3hymmrgTSgGbKjuJb3AiuDDtTDoqAZb4umaKVLPk2c9TT/a/81f+S/2TMxk6v4gDcsPyPTUh1w91+bBjHX+iF/Mv6UJqMfGlr6Tu8VMB1s5f89MK5rGM0YQoXu3uYstUJqZe+epXZkisnlBAMBaGAgd3zzF57iIUbyVS8vsBsYgXyI9vFo7LNDXRIwBWwJ/k8hI6mgwsFY3N+QQ4mmi66zgr4VPwwJws9gMRAUAVh/hKI7JyB+kjqSmM42mowR7DNpkWyiEWxo6q6dyWYKyKemG52Sx3mUn6ivwJQY+BEc3ZIRmJaMH2WPHmhHO4HNUCODjsRWo3eOlBjbGZIsViZYDvRIiugLydbj1MUOZol9mYvhtlvIdGXjtQKLEbwinROVQ5kH1NvKW53vHBZfaCGGXyp/cOkrxdHEvec9z6YtV3poLoUUDgr7c6f5bloJ1EwCQ6n/avO5FLOnl5Wt7XJXuQIn/PFWtyMHlfi/lvnczAqPczuvxdfLrve87p6+w/foGWERlJNkhxx3FJor+2qKpZAdQE5KoDwsCjK/5REWyqvYyVQu6JaGM3DMZy3/uOtyrt74SQcltZGOnAGnYrEBMVk4Kbetjm1GxCTdjhjwrXjQucsuOTuFSOzIKLQ46Mjb0KMgu/7vTiMukjaX3IDzs/O3iqSNSOycIo4yLiCPXTQwkFF85Wrv/KunjSUs46933g2FeNz1ThkD937biHSdO5pmkdezOzS/c9hhDIIdoRUCLbIIlC+pM7ttj1DQNHdIU5hhcImV5pwOo3ig0kCc9TTfmaIwmVuFRlED2M4/R0z6w+B4YixNxDLcfAzs0GAbSvW4wa7ciZ/xZ7bNnME2ZmhT8m1D0Nv7Oax8Awx7BCR3Cvp2RLKvM3qSgihIsMPwa48ROayN3sBsHISCzDDLsS77WoihiDyX5EECDURip4k41yK4kQHosRNNM/E0MoBGakgjjlOuUvQRVKHHTi0pTGUnMUozyCLJvMlY75JQ8LdKzn1si8TuGNN0KKfP8vTrFD/sxwgLg4UIOlY1swlK0TMs8CaUz/W/wknR+UfH7Y4n7Q8TYztDThde8N7hEOki/+YFxwYnI2Rrp8/uAmo49juE0Vx6IlF0xDfNcHJKBE3EMcImwghyu5i87HrxXunmLuy8z/2zk61U0R0HA1zCTlKUWqJPnUbRdW2r6KD0xpGsufEG5rOWTNuBTv14tvVgQw1BomfYwfk/KwDK4MiK7ieC7uAX4+rZQn2HgGFY4AkYHuX2WzoEEk1yK9hBcjxbBsMZYZgZYJD+FIOiTnUY+woMn3YMzoXWO0UJcSkX88ySu7W77tWwJwCPYuEmPPLezgOGZUDhSvH5XEQZ9GmEQOC8XjIonm/pPtQWRxPrmUs9iY6FkTCOFGSv46z7oifSoc8WQzMTKeEzclnMcgbvEvHBJZOXsYobuYtXAh6zndcAncb7M1I3rb9HdwgPg8UdGyDhvn46Q1iFemogkFE0pa33F8XkMpuPUTu7w33RqLvv9zZZJIhVtdk0xGWoOOEkIwtEasDb5zRDDd8RT6a12qONe1udAhfYK7mgG7bKzm090F/CO/7CiBA5zEaQ2s0OTjphMzO532XhhhgyIgHY33yShDAyVsB/75AztOXOvuoOB+lbVCniPrzaQdiXgzZ5UtaulPz+Ig0YWgg8jctLc9K9wTOw7i+BqTUHCifpo4Ls4mbqDm0Ok8X53vl3C7NQkCkgn0OT01GQWc5iHudRza77rOF74rgQo53Q0aKfbUwKPaPr2UIm5XzFqL6+jKAwjw94n/nanWCSdl33CZLhyK2D4GsgC75cMFyzctOg4RQ/9Bd9b/NrixqEcVMgSPW+fGE4XIaoMQ7h/dnwdXDHnQcM3Q7HJhvhKZhyl3Cce2AjmtAaOBFNM1m9ZF92hqBlR8inihFsZDZHvhjNiCCkP0Bw53hN8pf9z//5HgLhZ7BMgmxK+/oqgoMpsLi+3B4++Tp57KKIPE36NptMJHmVlQ0N3uBWbuUNzfrX8NL7BrLI6yEKelP4MIzDHDYODdll9Qr9dI0TDGJo5hDpfPFIBlxBSEOWCQv85oLzQAvA3TB4oxU1GdjvpYAkwBy/QKGgC9miKxkz17OGRawQi9Co4ItBkjF3lfsAMiJCl4PoF74va9YADf24SmhjYPk3bVHnBBQPTaCBOr02FQIruJlFrNCk70SrRVPRsybiNF25aflQTmWnmHTOJhQYfNAK78GxucFXs9SSQortaAgvrBMCuTSb/zws/RojYTHLubJ+k+BuMRDa+3MmQREzWIDC/bDvCjiQIHSHumAamom3gggHJYTIejOTzLPcz5+4hyImc+moj1gbpBc3jiavPDsR9C4BOWD0ocEiSdJhSZLKJEkqlSQp6GBm+Bkslf046TYqMI+J3H7GlRj2nwyd0iFKqAVuZBWruFGz1APbWgAAIABJREFU/rXETqbCx93sfIjApBISHS9fMCOSq82QYA2edKQd2TM5OUDY9dBkjAhNiacpMB6WNiLDMYPPNy6DH5oLIR/GmqtFnk8oc6ySYVgv1kQn6SF952rYGAjTXIBoQ4+ZISHpy5moO5E96LFTxgXMZQN29FT009B5GGCGqqrZqqoGXdsefgaLEaKDTvvqY9xFQHoTejteXYXdoYEEkuzaxCcW8TbPcr8m/ADNhnNECEIjHCaNNA5r1n+fhBseoaOE3Bd0cLAwFWmsijRR5eQOH6RsVnAWmSk6EftPpD5grpxTxNES6wcBXDcoMFzGjfI7NBi7caX0lsCtBxSRp6kMhWZ4Ge5JflqUC9+LSJoO1f1pAExwup+G10KtbSWjUE8iRysyOP7W+SRSh0x7v81T/J44LlQYTMdq51KYyqd9eTU9IwOR7JbtZd8rQi24P2Inl/DRmmupN5p8Nw4QTXptQza7yCOPXZr1j4ZaVydIEFwoTuiARcAmkIaegRt8dKCDrdsvZoxUCE+ugYffx/hYm39igVaIehOGrz7GoPxTmB4UX9RJbGU2mWg2dD9EnGAg38nBh29n2TeTRRmR3mbcQD03ZlHW7HF9pljeMV3DLtOFXZpPZ7vffCPhBlclopP3KFSwAzaI8FUZGAQiAN7VdmzX08YW26yQeXPzKGIie/jRqPcYfsuXbHHIOQzQkASzn2KgJEklbq87vLRRgU2SJO3pZr9fCA+D5RxgHpz+GHLv265txUdvUQlsxbs7uTW48tDviGcfWT6JiEZSQZleGz2LcjL59fWPkGALPVtXksUqJmaN0IaeUiZo1v9Zz4tOAW4FPpBgeA/tkiFx+xFmSm+By2Brh7WI6hF/sBp4BVFSWwvfmaK42/gCPzR+QgH5PR6aRg3J1uAp6GNsZ3jc+lsGWLxYhGYCMxSTupY1VzGCRd+sZGrxnh4Nrx4xDTCBpTAKnqPvw0hPCKFSTbx+Dt6kBg0cCLm/g39MvpwiJgd2SQ6mWH9wNy9zKvYUjQwgNsgF0ki+ckkflJNJAfl8VDWfOJp4bNnT/Bf/ZDmLA5P2CBc4ieNC/YITqqrmuL1e93L2KaqqXghcDtwlSdIlwXyF8DBYzMA6iKgVCWVhryXUjncOhNkEHJrQ00YMLQzjMBd9UYa5h6XxV4wiy95z2d5602V+P+DucAqq6fuhO3gh72hW4SRZEeW//kCPfzkkbhhIg2AGdaIdqIGTYyK4774n4b0eDs6B41IK8Lnn9oPb2f3a+MAuBECGGFsrt/EG26dczo+vXk2MTdvSy245eM7HO69Pd/CyTsi1fEFbbDRHcxOC/x5j4G/rF5AgtSBNUjmyfVDfGi2vCLbUQFSSA4IOIjT4fnW/gauXfRJwQUWjMZYKg3+JXFfxAaQNI48iMinvdgEYSRuXUYAdvUebSNqYwTYXf0sDCYyigtdH3Ew8jfx1yUJuYA129CRR5yKbC5dKT7/QR0m3qqp+4/hbD6wDLgrm8vt6vdCBduBuuP2RlUhJKosK32b4Fcc64tg6t3a6Tsf5u6+7fgLd111bCzQT7coD0Sl4vIeunyNpI4Zm9NgxjfvGleXu7tbUofjt5pyhbAsqEXIOG1jO4sAP9ANNxghNQ0IbmMsveF6TvlUjSOPwL7HxEcREu6iXJ10N564/zcKCVS7iMK8ogFS1giNSEnjE1esoI4tJfCHuTX/ubwNwJ5wXdZQYmiksnEzqm8J74p7X5H5PD6CRBqPRa+Kueztvn30hAoTxZwK/xNsdE7j7OZy5MYlWC+0yVBlTGWE94nZRbsdnIwxHO+K3GIbI83kX5JsUeBJ4uJzreI/iadPBvQomFyh2vB+H4EyxIQzY+4D1jr7OBa4DljvaLnD8XY0I4S0BXkRkrY5DqFI/h/gfLUU40SqFECJ3Acscx89BMIW/ifjN7kJ4zeod32ORox+bo59SxPXnIAgEVziu71I4eXUE5yafZsrX4lzNz0CZDdJlSHgQjj4lKPlzFwB1ULkV0k0gLQVWQnEl5I4GpkHlMogGht7nOEcBlC3J4h3TNeRTQLz1FEXGi9BjZ6L1CxqMRjYziziayLdtYrthGicYSB67sOtFzlMTccxiM3UkUsYFpFBLnvUzdhovJhkzf665lXSq2MhsprONepLYxgyarLHEGU+RSblrcaYgM5ES3vryp0QMPsnChHeEV8WWT3u7TK7xM1d1Y7H1IpKNZpIxk0cR25jh6gOEN8bJlKsgs40ZpHOINA7TTAw7mUo2e0minjKyOEwaDa4b4D8bkiQZgHNUVW1yvL8MkX0VeF+qqob04oJBTqykljhzQpLhH+9eztX3f8KxZ42s4ypy2OOS9s6lmL1MoI1IUqhlBIfYifAuTWcbB8jETLLLWi4ml0biyaIMGYWneIjZbCSfAj5lKi3EkEsxsTSxnRkkcIIc9lBOJrWkcMuOd6meNpjtjhs0k3LiaKKYXKJp5hJ2UkQeTcSRRRk/tP+LPH0RkdjJ5ABmhlBLChc4zl9GFvE0MoIqWohmH1nE0UQ6VVQwikbiSeMwLURjJplE6oinkUbi2VA3F+XLWHDXn9Mh8moq6Zh8ahADVRTCrX4SMVh2ntfGONq2wt/mLmAkFUy2dFqthwDfmaL4MX/jPevCHlltg8Vtpj/zCE8ERCsfCKTXgI1+NHRKFyQh/kexju2tdOsteGvVddwy913vpRXuxkZ3GAdzXnuXjxZcC39vACywPQN1vwQ2ePyBB8ilmGha2MAcEqljPmtZww00kMBVrKOReArIp4p0ZBTaiOQECfyGpygn06VSm8y3Dg6QESjo2G6bTp6hiGiaSXFYFbWkAEKdu4k46kgknkaSqGcnU4mmmRz2eDA8C30VHQ0kuPRbSslmL9nE0EI+Ba5+57OWnUyljiQAZrCNXeTRQgyNxHsY9gMdxr8zHDmKr1xqwVt3/Yg7Jr/oaptAAw0k0EwMeuzsJZsc9qAg00QcCjLvb7mJjJlfcD1rqHecX0YhgROuzynUkkk565hHHE1ksY9azqeBBCKxM4zDrioTJxFZFenE0cQoKthHFm3oSaCBFL525cRlUk4diRxmGCu/WcQL5y2lglEoyKRxGD12KhhFDM1kUk45mTQTQxxNZFNKHE1sZDaZlJNLMe+wkDhOkc4hDpHu0NA5RB5FrOF6BtLAozXPsHvYeMwkk0AD0yo/Y2vGxTQSzxzrJ9QaB7OTS8iijAv3H+DguFTKySSLMjLqj7Iy8Rr02Lm25iN2DxvPZmaxjem8wt2uMTObUnLsJazTzwMEH9Twrcf4y6U3EU8j1774EV8uHU4Redy+biUn50Zwg/x3HuRpUviaNY4krwnsJYEG3mYRVaQzj3XY0bOW+eRSTDqH+I54lrOYm1lBEnXsI4vtzGAOG1CQKSKPXIodnpN2GoknhhZkFL5iJLWksNhlbXoihVq+I55TxCGjMIcNlJPJV4wkmhbm2dexTT+db0nmIooZZatk7DQjVSWNZ42fX0rMUZmvAT3yq9Kenip/JEkaDi5NBh2wSlXV3wVzqvAzWIC/FN7E7VNWghE+/PgyMikn496jIgxzGWKlYUNMytnABseBcxCrhxrEKmk2YiVRj2CD1MO/fjeFH1YWCv2LjQgPzkzESm49YqUyE3GuA4hJPcPRth2xKjEiVr5GxzkKEBPOTJj5+AY+ts2h2RBFOZmkUMv5luPsM2XQhp5s634ajEYOMYIYWsiyHsBsHEQtKcL6t7VSahhPHE1kWqo5ZBpKHYkkUc+z3M+yK+7t8DrpESuyh+h+wpPpiHcb8HQlmxDGTDscKRTXoIXBAjDLtIF/WudoYrC8ZrqFeBq5wfJh6DsHpAfxDNv0BAPi/tHTsYI3IXIhvMioPHPX3Tww9+XeC/05RQz1iDCSVeSEVRlTGWU5gl0PUfuBRDg2zMjgEivYwDbpHGJsZ5CckUZnzkw1EAW27HMwlJwR9/4YsBnPwbD7DBghN3s7xfunQwOcdjy/EQeBdjg5KYJz604LQzoZqjMG00IMm5lFPI3csuxdXLQ/kxBhtxqEZyEZuAzemnadS4gyxw8e+hG2ap8hTbseSg3jWcqL7LZM99hXYhrHRVX7oF3CmHaMY+1DggqRPmF6gMe+eZy22OiQ3+/FpvGsZy6/s3iXmOgtpI3Aa5p0Ddlw8sUI9umCLy05F7igDOFNmoh4rt7DNR+ondKuik3jGUEVg2pPdVEirzMZ/eaHeoPbmMpO5lo2+W7sJ35wKZSUqv/xBkso4TOHRZKkUQ6yF+frpCRJ90qSZJIk6V+SJFU6/g5wtJckSXpJkqRDkiTtkySpa4q+v7DClVdsImPTUapfGCyMk010TLo1iEnAGUtb59iGo817dLCU7gZ2wERKhPtzNR0T/xZHWzvC9b+CjgnqAMKQca50S+hw01sd/Tgnm2FwBRvR22GApZXJls9dYl0XWCrJsexHp4gk1MmWz5lgOYBOEYJeky2fM8DSit4uYu+ZFqGLk245ymTL56RbvBB0zYS0cQfEBOkN7Xgm53WOe1s6vlfqm8f5jNxuOgpvtBATsHJwQOhcdTsNeA3eKrzOe86KTIexkgJMgunJn2gbgD2AuG+X47qvI+6GNVyPVAZRJYAeWhNh8A6r614w7HYzVkAYKtWO961iv7vnzlDSkQuSQEPHuUohYj+0joPjk2M59+vT4lnSAWYYXnOMIZhpJoYGEvhmiamDY0aPCKXpEQbOLsCOw8dS6hc7qr95BE8bHuDieaV8Vjyty74ETsBaCZ6F6frgQqsAe8nmyvPWaWKcZyrllHuUlYUYYa6bdRLgTmAI/HHBT5FqVeYvXcHnD43BsqCrGzPLXkYxF7E15eIu+5p9aA25o4Sc8BL7DAb/F8qaVVWtcJC9ZCNs2maEafArYIuqqhmIKfxXjkMuRwxFGcAdwKsBXdFcmMnmjs9WhPLpdcfgIdhReJFYTerwLcznBWVc4J97PxjsxuWqPivYBIffHMP/Z+/M45uo8///HJI2pQepKbRYKJSjFCqVAtWyUCyXdkFAUJAVAWFlAcVddXVFxfXAVVd/uOoq68UuCC4sAoKcVjnlkLIclWKxlqNQKLS0saEHTUmY3x+fJE3bHDNtAvW7vh6PPNpkJjOTZOYz78/7/Xq/XuMeXapOFdQVKvEb8/2MoQ3RnPfLAA5whERV+jdNxelX2iDdIjP1VyvcB4sAPWDy6I94stPL7Nzza5fEUC1WdeRSNagv2GeyBS6NgR4uJQcg90Bcf3pR0sgbUFeavyokiGIi+b5TZ6qd76uVYJhVzTNr3mYqi2i3xyiu4Z4gtZCRcuVaTocO2GcnpFe5VAmtj0DMigKMZ01vcPlTiSEpGxosizFd4Ks5A9n/caLH8qW3jqOVpomsNE30fjDNEd39uO0B0Gp30+9wu/cAWnhi9T9gIax+aRLLmIjW2vAHC668Sm9bSawpCKOcpU0mp11n+K9L6JpBbZfQUOCELMungbuAT2yvfwKMsf1/F7BEFtgHhEuSpFx+cKdwDm6AQuAxSFu+n90f94GX4MuMhrOk64q8a2wrYAEWwqpZk5vcNXB6dhu/aSR0MF6kkBv9IkoHYjDxa2dZPU5px0cuIs+XkKdKDYNfLbWZlGOw9KsZhFHO+gFDXV7c3chFZaencrwtOB+KoQU5EdeZoCAo0kRxytDWMQvP5mbijtbN/BkOVHNT4Um6VJ4kqBgcMfAZxPveBMOd1fAqIit0Cu57+V+C82Mv8S4F9lCXIOsFYXWIXR4+ohW3gY3WCsOMux2ZUGeUGEIZZlhPK10xoe9Zedrwosd9+Cs4L9eEqXaEV4VQ76s0Gv1ECdIneBUm3fOxOFfPwr+ZSGC162Ao2mgk2Xi00bsyo2M6C/np52oZ838Ias+e3yCKIABRsizbjSEugCO10I66vP6zttfqQJKkGXahmYvOA4hJKGi6RCGwAFKHHoIOguikNrOQVrxfcF38gQ7+dSN1i6OI4CWORmWdQAQVP1cPp2ksZjHTrt0OsxBXwVIaqrFWUzd4zIMXFrzByAXbXBJoc0jw3AmkFP2g2+4s6nhArkG1Ps2fDC+7Fp0rhbjis3QutnXunRGmbvU/v9wZMENQJfzQqSOVibYhJgRR9gHxHvv7KmHZ3Q9Ss1YS5ctjiK4WHe4VcN1AaxWchVWGkR7XK9OHik4bLygy6FliuJcOhh+JnFzONklDReg2eHI184uedPs+NYG5RQPfGG4lw5DGaMNnLkXunFFItH+vU/s5agDuQKgm34fgFjUVb4JV65tZS1ExLP1hBkPe3wC/hnm8QFWIf1KVGixsYgTDfHKhXkf8L5kfSpIUiGi0a6AMIQvmrir2rizLH9mFZto4z+g64eg4cAszMBluevUkfAAnd7cVhEMF2Bl5q/9KQncoOHZ/IoRG8ySkJ/AqFNZYlBhC/aoOuYYxQoPBX1BDJwsCtxPgpiYEXwHN6grRtloPn88fTp7Ui9/HvV77YgbqfE8sMH/Pn13rzlgQwYQT+TiGggby9tIZuGKAi5Fiql6kixSBSmfcq+8WQ8CdiNZbm9oqqeqylXY+wgJmc6ujx9g1rDb1DG/YS3+mtlzBWakIPj0CdAViIfQekqJc82qmGD4i8DmZDEOaosAlRx/HoD2ZDH9oBxvGjucBlnjUUYq35vpXGt6u/jsdVj4/kjs1G5k4+5/wiP922RjkAZk94C1pFHKJVJdG4GNosXKcLsST67d9/AJlUJNhGQ4ckmXZfrUU2Us9tr92eus5sPUgCrS3vaYM0RCJQr+cTcB90PmFC4KU20/hPvxVd1tomzFfL2TRaP+V6vcEYdgfCDZX+VUZsoAYYhSruzUCSjuEQPBU3E30XBxiPD8qD2TehKtHQ+hy39EGgendszYjvyfxbuocpxdFu6cqqJgxRVGEMdrpw9r0XaxaaJNXQWylKOlc6hDApegAEYhoEYGLt8DapM5I1IoGiwaWGGc4iO7uEGEyKbrpjzJt5tvLSTwoZ7FZ/gNb5QfYLM/ho/LJHDAOBASfJcfQmSOGOKYZ/sGnYb+D91YwXFpHP/0ufjJ4nvWfJxpaI86ZWTCTD5pkKNlk2IPz87CKcTzOWyxb/KAgujYVQ6HVTt+xNK8gSLiZs6BztwsYjqrz0FBzfo1lLUt+7hwW+N/JsCASg8udnq8DHrD9/wDwhdPrU2zdQv0Ak1PpyDv2wEGb7oNibBWk3JPz2wo5mg7uV42m8JqYnv1kCCLH4ElXvXmhKKRNo+WsvSG48qoqRr5apJPh8PnwC9Twg6y4v4hPNXwpn1g4qHzbS4eOY6arvlN755sTLk4K9ZptaAoOkIxhT72bRCkEZQFGCCqGzpkXaLXvCq32XRFk3Tvgk8/u9W4dcAbXHkNuoKPG57wRrVV07H1s/D3pxp0MNn5LunEn042fOtbJ1iXSM+4ESdL3fCL1gIoVtiWbOdQm1au3WLpxJ6augeS/FUlxehizzf/w+DmOaBJJUBVBK0ehwcDJlLbiSRIMZBezeY+TU9v6Zgf74IrKoV0JrgC781A3sUBd+b6GQEXk71/gXygKWGzqdLcDnzu9/FfgdkmS8oBhtucg8h4ngePAx8DDqo5Iqy7ydaDQ1knUCZgPjMVlaj5u21n8JjD4CCQiekRr0LGGsX7ake/R8Y2LfrvpK63p2033PKHEEMoWQ2qd14K53HzsHEyo0lQxE4hCviiYYNKg1Tw16D1FM5s28ypYz2jxRA9fpqXhR0unWlgQXJ4ztr/2mZgG6GG7vj3FIjYDSLdcNj8g19CRFi/ItNgsc8bQRvH7Iimy/X6fQ/2sTclqflM/inSBMNMVOhgv0tpY4dVC4GZrtt/amiNNRjovsIkvPguP7Pwn52d1ofMgHwkyVtIkd29fQ03JcSMjmOwQDvqZ4n+hrRlAluVKWZYjZFk2Ob1WKsvyUFmW42RZHibLstH2uizL8mxZlrvIspwoy7K6RspRNL4eWYgg7E0Uf09ubUv9a3vnkFtFh4I/sFIYroHQWplrfNNPO/IDOuGwBfA1svU9iOdHduhTKTG4b0Mo0LelQO95NqezmhvwhASHxYUq2/WAXazPX1CThi0Qg/LFtFCkgzLDpXXM6fmizw4llvxaLRUlyAIWwaSJq72XLlV6MpkJbFIXWoy5gFvf3Qlfwu18rXhbUeZi/3bWXENordSOl2ZgLrWE/v9xJJCjPvPvBlIxSJ48wvyF/8G2Zv9jEw4Z/EbDAtwNneddYN/HvUSZ6FqYaxZBFcFITiUEyYcmZdEUYp8w+xqnx7dRJNDVGCRUHmMHg4gln7BK9+mETsYLXuX1w0xXiDcqb3dVAl/+RoSgPosRSt3z07lcosc930NH3S65emWW6rfhcfNbRH5fDtNXA0dYwQSfCdgVcqNyY0iozT4peY/KY9RgbVJJKLjyKvuMgyheGsb/4ynFmYDA6quk5n1Ng5kRLeHpe/imyUzra4xGdhkqRbmmmWRCEWXEQGoIpZxA2/8RlBJOGYHU0JIqIimmJVUMZgff0CiDYddQ6qb+C+qg+Zgf2mEW9UKf4Cvot+c7ITX9KrAc0jbth5cQJmS+RqKo+zIPJPsNyASS/abSA8GHOIOYmUaAPEL55vfSn8qpLQgxXHVIngMisxRJ3V9TizBly7Pts1IcC8XUzoqzEBdOB9hPinKys0rozHBjSCGxprN+0acYxyrWMpbHFWoUSgcQTCsQwW2l028E4rubBVduhICXUXdTtn/PCjtyi4nCuCyIG4zVjsDpUnQArQpFrrXaIFqEXZZQdFAdAkG2ElRlZAtCim0lBQ2MD/lMeJ88AkLU/Bynh6fCy/hk1lyDznNpxxlWXGciXPklRcOVGBfreoCv+AWtjRWMpqH8+l8Nj/Hs92+x+qYRjDVurt2vFb40/5rQxVaYaidRdIVVfTl7TwTRRvHjHDHEkc3NJJBDb6NvOSgWTW2pRWOxskUn7A9SKvejscA8/TMkkOM36wo1CLP6hyfXDjxyF10h0mTEff229vWD+r5UEUxXm/dTU/F59+GMjdwMjXLTaQLsbc0/YzS/gCUJepDju+1VIspEkfDD5x2Zz5MsXPB7323fGZNgUtZq9+SvrHr/xyG8iFQguPKq4Ok4p8xdkYg7CB2M6M6FtDpwRXAJ6sPpfUPZwqvM5Tb2qzsgBTDrfHdDcYUdDGYCK7yvaEcpdX8LV6iGR/Vv8o+YJ4Stg1LUt0PwgiqC+ZF4wgzlYBDKtAdJJiXGiSzrbdbrvDxGbONu1nCyx01seHI8Hbf/wOk/3w6hcGxOrJC+9wECMYssj5JBUEPDUpkOeB52pt1KPLm0TbXViSrUCa9Z0FBCBGWGcAKpcW1j0URU0RLWQt+bGla4gyuv8tUDA7njy12wBe64+AUbTMlone6FL/M8q2+fxIyv3+EDHvPZcVk0sFY/kntj1kMQdMz7gdMHu7O67wjWh4xkVOUGprHIv2JzzQDngE72iaBCKDnHLBpoyWW2MJSXeKGxh1cH6eYMSgyhVGp/5tGDSkiSpEGY25yTZdmzWJIbNL+SUA/h9OpzFEP30adJIouvZ6f6p1NoHqxMcvM7hECdrji7hb0KtKQK6QzKulYqIZwyxSnYtYxlhJ/amstC9IT7UYelhAjhA6MU0XgvET4G/xj9hAvVIS9Qw2HRNiT+abGSoqCz59/c71oRGuGt1JoSnjr2Eg89+Dfy9/RAvl9CvlOi+87TPptlRXNe3ay2fiAXBxfTQgmjnLYLnUgtPbyX6SxoOEIiC5jNXvrzR/5Gz8dP0K1lAQsNk7weSgExrDEM96h54gwrWnrO/S/RJtct08OMuyleHkb+xUi+qBzT4GY4gk3wG5jj6E1oOs4Y2tBBf4J7x6+Hs0fg+GpOS/EwCO45sZH5CHG7TsYLPi+jqoLdCNQ/CVy/QmuF24z7mcJSljLFJ9sMrrxKuKmCIDUzG1/g+gvHPYrqXq66aH4By0pY7y8pWqMwVLv9nd1CpGohvuWEVIoZs0tMBg4DPeDi7lAezngT4/ONUGZUmhMzQdssE+0OGF1nV+qhimBVbaRqEGU0UeLH9pSunCBfTfRXiPcsiIXGOSi3QjmHxYIjkDtOVwWra1jIdHr+6QSvxczjwdOfuFwvjHL+xW8pJ4zHeUt8liJwy6nW0ig/o3xia4XGvMFKw0C7nwjY+rx5TLjv2pEJrINAalxuqpww7mIdE8ev5f3Jf+ThyYvZ9quR8DbQHk4pOBfyHu/FPec+x6pVNgRO4D/8t/JWj7Py1sYKOhgvunR4nli5nIpJGmJMPuq4QXx3FwZ3hlUrEPcBC/CZaK3u+jn7FzQT/kw08DGc/KwtxzVdSVVD1G4mCMTsfmy3wVOXY/3XhUWEKq3VpuM6dglJktQeuBNx1200ml/A4ucs2QCjkPXnXmA3XHhKD5PhykaabiCYhvvZ8QcIxv0T0Ka4gt4cJuLcT6o6G7RY3QcfIdS56ZwbYBBlI4WE0hQyySZR+cE0I8SSL26ezQGXUC3eZ0bHmI0ZnPLwGSxoWMoU3m7zDMzPg7Pr4GhAXXPDehjNOj5kpuedx8F7Ax6kZfdSvk/rrJoHoBj1S0I94eTUtsQVn21YorIAOvdcNg1Wyq1hUIIwBckC9hXBI3AsL5ZXjC97PZwebx3C1LaV1zZiO2425rkMRJRCZxYza19yuG425rF++1DAlZx/BA/Ofk/9MZ/0vopqGIEFIou7haHwOc3lalUM4Qhf5XGdg/pe1ATV3lL3GPpQFdICqVpwjPYY+lBoEGxbaSWUaVv59ZibGd4GngKUXXBu0PwCljT8Knb1jcEmzW8BFkPbdBMXZurJ1PdR16LZWEwHHoHfvfEpckBLAi7VXVwV0sKtDkQgNfADEA2XUgPqZFvkzrAvpZfjebTRSP/orUISXQGSTEf9ptJbaDD41a15C0MZxHb/bFxLMKJgAAAgAElEQVQt1LTWap1uyn+Fu4rWeQxA3vznc1CyGzgEjKbtnSc9chNCKaeIKKqTYVDaZhLSDtbJ/lQngzRH5vfSQ1SH76andBjpM1nxOZNCJhcHqOjptQfUemAudP7qgvB9V1kqCKaKaZpFMBJ4DmZkv8Mz8gLOvxuuuPRxI4WEma6xiIQfkMJ+GOdq4OqjqLR4TWACPoc/Zr3POFaRlwj51/uYFOCMoY24XwCbGMEoB1PfNVKM37FX158Bhq2cMrQl9dQhbtd9DYXQ6vAVljKFVYxDMgGREF59yeP2/AL/tDW3tvsC2h4znHcpSdJIoFiWZaUSmW7R/AKWM6K+fM1QCW0HmUhdcAjj20GCud3YwMWd03R9FCK6VOaAXI9QWaiLZhn3M9fw5way3hGUCDVTM3TVHHe45gJIx2zfm+2GJBXDt68MoWWrUtDDuTTPfXQL9Q8wjtXej70RiDQZfe7WXBXSQjgHIzJPVjX88RDgdfzT6q5Vt90unOAEXXhx1xyutg0m6fUf+YaBLjZr5dsHk3hI3s9IuQWr5RF8ya89zvq2MoyxrOEGSyk7pRqOSX1qydp6aJkvw6frEBqPl4HN8PQV9sX0crtNZxQQQ5sCpap3TqhGlGRtnXsNYJfv94BpLGL/E4kcTEvgYRYwjUVEmNT7UhQZ9Cw0TGKLIZVcQ0fV71eLQoOBA4aelBhCfXI9tDZW8NnKUdBzArUzmAk8I89nqulTt++zaGCJwUWrpL/EuTsAi4XIox+dkHyKaNNF+ptEE8IY1rKKcW7XlWyVgWwSOUUsaxmLlCPz7eNDiEn+kTnJL5JADpsYIVzR02iOLS+NRYndF9D2+Kje8gHAaEmS8oH/AEMkSXJ/cnpA8wtYTtn8NfyEZPOBht4tFmA5GFKroQNsWDSkcUFLCO5vIK4+kqX2RLcjiyR6c5gJ/AeduW4NP59OPLvxz3zR8w6Kd3ZsUO65lcxankIRfDR3Mk/rX4dKaLfTMyFDR40iQ7jGwB+ZFY3lKsFcBmAyS9X5fFgRZQR/NS552m4cfD57OCdntwWduOknkMMo1tNRzoXjuFXtDaOc2SzgrzxNPLleO68KiSaXeKrXGrAXnGX7IKkHngZs36FAIp3lH+lr+k7RxywkWl3Ltx1mRK+AO9KeBkU3zmCq0GFGK5yEVB9GuT6Am6zfM+N3S7njpV30yMj3u53GJkawi4H8ln9xUK8sMPSGccYNvJr9OBy4B7iXZ+TnecX4ssfrTmuFKcbPGi5QZ8ejDpZGqpgrhY8peFpr7dilweJ5UrQcJJOwCXmF51jENAy/PsfSt8Zxdmscb7z0AuGUscE0huUxd/l08qYY14l0K8vyM7Ist5dlORb4DbBNlmXvzHgXaH4xngG/dpTk6uLpk+2BqDwZRvbYxu5FfUjddEidKu4sGF+8oeHrWoQdQH3hW7szrRN3ZiC70GCltdH1zPX5ypcJOoDwpSmmttPIAh131u1g+N1O5UHsbwuXMz36XQbzreL3KEVVSAtHcOEr6MwQZRYz6mwSqSCMHENnIiglyuhlpl2NmNlroToDgjKB5310YHbNG1etyONB+liG9BwggYrq2lFLh5mN3En5x2GqPE48YRyrWMQ0tj7Qn6Fv72XI4Q1Itnbu1zo9BhvsJYOutJVv4N9MYsiBb9V5J/kDnREk4e7+3Y3GYqW8wsaFqQDyYU36WBIaXKi+w+RKcU0+blamGaQUTxvfpmvf49yb/znPV3rn8LhFY4jmKqCz+rEzZh2qZSKUYhe3MdhWdq4KaUGVLrjOGC3b5ks3ZZ3kp6Rwjp5Ogi8D0My08NnQUZQNDSeGAsbrl/ktk+0V/wd0WJpfhiXVJhHvpyRLOWHeL8pjkJp+CBIRNCGlYd078HHkJEiiTrkGC/CmuDnW+VwhINcj+kYZTW6DFYAg+3Y7gZLqk1J8HZ3KIHb4boNOqNIFo/NjC98B+hJJMV0qTyorC1zC0X6cE9KDDUOGqPeXegLhDl7/3AhBdArVxx0QqDHBc5uBctgCIRkNTSHVBivOnBcLmjrPywgnnlyG7PkWeanE1j2jwCS4K89ufQsHk+AvfTmf1YUhO9UFK/HkUp2k6nC9IwTIQFXXkkXo3NYhPCpBgS6GK++1EgFsCWCBUj+bLenMNIm86wljTBu43DqwadtX4qTdXOFH67YYChxUBatWQ3k9FUQpG6QMoBhSTx3i24630HPmf8mnE+OMGxjDWuLJZRyrWcRUrFqo1vpIIPVnBFmWdzRWgwWaY8CyTii6OlKTenwqFx1MlbJuILvgXAF8vmN4Q+VtV7DY2ppH47K1NegAHlOuVSEtFOtC+Bq5xBPrZCd8xBBHVYhvTo/Wxgp+UmE0ZtaJdL1SBHOZsaxBZ1ZYfrrRviPok3qMka9uU9fZ0w+kv8lILeWG5UV7i7Azl0UHnIJzEe3Ilx9gq/w4pUNbwnnBTakimCVM8Ui4rQ8LGnKJ54/8zfG+E3TlR+Id62SQzlQWiYC5FMfs6vWQp2CYXWgviklzP25UViWXeOHM7EuEILJfKmaCB0mm254CQudbG/C+PCGbRNG51x5oC22WnuFZvxmN+R9aa9ODoUvJAZCMai8npSjRRGAAWtoe9WEAGmOPGAB+tRWI5ZRDeiDMdKWBhYicCHI6yMliEppi/I4jxluZyL8BMQZGG42MNa/hT8xH4+/ymCv8HzA/bJaxdBRFtVmQFETGYjGipJJOky6mW9YcRX4WJCX6KxZgJdxdvZndH/chdcEh0WGkw3Vnw90IxdX63kXTbcc/t976pSBtQnw+YFPPEYwv3FB78zhDnTbTYIMt2DLjWVHVft+zr6cAYZSzggnEG34krLKCaM6LmYReQ2C1OCurQoIIrvRe5LZqW2DV1r4PUEyKNetgS8gQWlNKCsq4FGNZw2GS6J59ujZQLEUEDq4GsQgghlquyVHb3w6I3y2E2vOvFeIqcb6h64DWwF9284Pcke5nTte+vxoYCljgUM8ehFFOGOUcoC8jC7eBtYKOlRfF7zICiojiGV5jv5RGf3mvIvlvCxoWM423456B+ZB912J6c5h4cuusl0Im6xnNI/p/AnClEwQYnUntWlg8iA/MQwVnqxDH+VUdA0EFts+jp9ZuwP5Xi+A8lQLnEXcak3ivI4tYbfveIpyee0Mx4vpJhPABZZgJbHDuBGJ28K2saEkng7cHzGT7gEENeF+e0I1cmAVxQ7/jBsrIzBtUm9mpRpwf9vOn0PYZg6g9FyzUfifV1HpCmUH20w2/scgxdOYFXmKl0TPXq9WZK+IzTAcWoLpF3xvWM5pHt34k2qeDwGZuX4t0YDfiOz4F9ETZBDMSzo02EGky+q0bsTHoYKxbpg+uvEp65U4AAizN6EB/Jmh+AcsImx+PHdvgyqOwdvRI/sjfKOjUTVxEjTzy3WP7kPrIIfcr2Ldrcfq7BlI3HeLSVwG0GnGFLzrdwV2pDf1G6CScgx+inqDXUlwHDkaEjI4twBiv3SAGfHvAYaVOm2zfrQeo1LcgWKuslV0qpoHjvQNayBvQnridQsZ8ENvZxAiKiaQ4xDba2vftfNNXM4uxrZtLPAnkKBpINBYYVrmN8pBQ1hiGM8y6xWv7aQbpzH/yz4LI6fzdges2Y1d8Ijc4F2ngUd7hLzzneO0V5oJUCo+lCuLporrvsd9MH+E9CojhJV4ghUy+j25I6NxROYiK0DZAJpmkKPYrefvPz8DxHTDmEpOTVvHM4ee53zabW8NYygljFOt4iv/H4CSnlm89/HPaI8AKIJXXH/i90LCJpOFEwAuHRIMVvqI24PMVKoFj0K7AyBUFUhVaK/yBj/gD9ZsTPKPXqTzkS1KtlJUZ34yIN4I5Bn4X8hHRFDKBFSSajl3XG2kEpZTQmgxDGunGnW7Xk/VQ9IqeKKMJCeANXI9dOgRfRKVJej6xyEk4JmkuOSe2ZWYd5Id0VNwMEEq5377jLHrT20/msNcMdrfmnzGaX0nIDH/nD7XPLRCwAN7icc7GxBGbcUwdEbYerGg9s8nTcN0hZIZWI67AJrjr1Feu3TbfxDW51NP+7JkSOwHX+bnz/+ZG+PF4us4tOIIVEDMff0nzR1NILt0UMePtae1CbuR31o8p14Sx0TDE43utaMQMt/53V+/7czyKQdYqe0SajBQQgxWN46HDTGjFVZa+NY4oiuossw+uOSTw7b+HcFZqyazSD1yWeyxoqNjXBlgN5PPav+dhVtoTPQ5EPjYAsjJ57ZV5DiXOAmIoIIYfiRdZhPoYA3SfwF3yNtLJULY/FwjELIJu/8h4A7WdGp4ejUEUxbCTWtVj+zXq5fgvzgwV11UncCSqXHzGFSH3OmwX+n6R47OOoMYig3QOVvalpQLyuxWN6JZK9rBSEFyZrvIgTCKoUFr21jQjgmgShzlM7+t9GP/zaH4By1YaRrKbbF4c1XB6a3dOD3EtrKYEURThUeZlK+7dDioR9fWvYPe6Pg35C1Go87TxN+oP5nH4T2fBA8Iop8JNq6473GzMI0/TlWijkWQ86w3dSqbNkdj3OKjvRTd+rPPa47zFvpB+HmdcEZTS+f7voWd7rhxvxWUXst4FxNgCjwCgFW3uP6OInKzFyru9pkPo7bZX6tovTGYJI9hENonc3CDnDrvu6stXxwbyCs81yZSyBl1dcvnPCBqsjeLt/J3fgx6kbBnpvzJvzHRx4ulFy/A647381fgi5+8KJ9Hc8HdoDDQWKzpqVHG8AIaxhf+G3MJtRs/mptJJaPeYkZs+PSlKc+6CBhME3KnqECBEKMY2p0Dkfw7Xoa3Zl2h+AUsHiHRBEHnud29y9mIE+4cm0vFu1wZkShBBKUQ15QCBpZB69yG+fiUVxju9/iyMzNzWxI37Eadwq5sxjlXsciFY5guoIZM63qOBG4ziLhxlNHmcSRcT1bAW7iOUEEE4P6l+XxRFfM5YdmX35WBKgsvun2AuwyAAA8wazgfMUrz9FDJJK/+S9nJX2D2cp15+yaEBdANl9OYwY1jLGhetEzdQRvTPNdJQCG/ZvHB+amg+mozXktDLi18DIzzyxBvwKcx56d2GKxXUfRplNCm2APAGq1aDmUBaVqhjO0YbjcpUgLWICdsHeHc0Vwsb70lpVszazAgLjdH6aVa4/uaHTUbzC1hGwGCrC5n1Y9Au1cgtqUeb5PqZQ4LgOjQVRrj9nd0cerQHlVtbiC6iN+HrlFQfbNxHsLuk2uHhBMsgnQRyfLp7MzpirAUEc5kYClSl73fpf6VYXCmfWJHeVwoVhMh00zb2N7J/XIuVGyhzmzWJooi2a06ir+7KjvdTGpBmPSGYKhYwmy/5NVkDujGFJS7X82cnQjSFgpzZzFAV0oJ/6Gd4LD2U0rpBYKHUBR0LvLtwDvl5kRx8wT92FvZOOXfXgF/5MP66CYUIWQl/iaZZ0TgMCD097N2Yzs9drQc4OiWz6O0yW/kLri2aWQwLLIV1k0Yz6XqJ6yiFrYOoj/kY554ycPzjCHrNyhMkzE6IwfB6B+RKu4S08AIv8RIv+HT3xUSSpUlyyFVbNMoH2sFG5QJ2oZSLzhSlM0IVnQ/l+iBFdX87VjGODNKZzkKPXi4ltKY1JQxmByN0m2jdhFKiu7LOKu5hrFpWpAoUEQUuxFJ9Agui3NQIxengyqv8odIzATefWLgDQRq2XyNKjO/tMguF0HHBRTrilO2NhotjQ1nLGGKcoqFwykgxeu94s2igTB9KMZH8nT8wiO2MDlqPtl52ppgozDo/6bk483l8jURhXVIT1KLBZ3IFtaWjywRzQu/dXsGKBo1OMM4CMVNBGBpdw2sojHLMBKLT1RBBCYfpzThcCIP+XGBva/4Zo/llWCrhsssOfd8grXg/jPLhBjdBu4lGek3L4/sPOrOdQUxc+k/X4mHNBfXD1AiYyysU+Vh8oYpgh3aBDuXtpmoxgL1UPqHiVFYxIK9nNAP5RtG6VQTz4urX+VZqzYM7l7ld7wVeYtA7mRynKyfoorgzyIyOHBL4hoGY0XkttaWwX5m3VSNhRSNE+PwBLX7TArFq4ThdudBJr9ysUgufzL4Xze0VSJEyk2d/VLdjzgBSZ5lIaTMzpCkMl/7iePyqR5ZbQ9P6x1VMJC2pYhDbGWf6wmUpqYgorNrmN3R7hUaUMgOrfVMec4X6BHhXD/t6NQQ6uHWu1isjnMsEU0a4R5NRZzhnZ36B79H8zvr78Fu3CsDOyFthvQ83aEHwQvLgpk9PEs+P/IW5zTF35cC5AYa6g61FSIbv4jaf7kcoO64ikxSfyc27QgbphDzhn0EwnQwhZEhtwOAOOSTAuFPAMTy5S3xj+57Vqv/mkMC9uet5WPo7fQfmMJ6Vjs4gV4jllMgk+Ak5JHjuJGkq/HANnTK0peUHMhff6eB9ZWdo4ENmkhCVQ2jSRaY597Jr4Z37ZkDSbuAconXqXO3jh9Wsx7vwk84MCcaTdDJe4DfGL9xmIxM54jNOzDWF7XRXmmWtCWrhN38ztcgnlk5OwprusEl/B4/o374GR9QI2Nuafe/WfM3Q/AKWvGvs1uxLfADPTH6bzgsucPrzNn6bISpGfQ6LDe12GuvW60tFG+YINvr8EDRYGMoWygi/Pq2depr0O0SYTFQQhhkd/Ur38TR/davau55RiNTaBO65S3jGuMpwXK5sSdtHTxJJMYVEewyCnNGV44IMydewewV5N/Rya5QIUIHvfImccSOFBFIjlJHtgnE/E4xnJTx5BIKg7U6T8mybGfYuH0r2h7dSviaSIYudbAxawWOrP8S16FEr6HePx/JgY2HRCPfnnw32iPKY0gxEYPXVa68G6waRFDmyxfVh0cA8w1P8zvAuyRxgO4N8phLuU/xCuvUDDtgks/2EWE7511TtFLAcOs65yMnP217foEWFyFs5YT43KLRvdylTqCKYpEplyrVqMZQtyPNcLAgB48Yg8Ts0Erv0vyKJLBYxlSvTW9GfvW6DgGd5lR7yafrIu5nMUsC1kee2kCFsZCQ6zERS5ForxQVaUsX6t4bCI/cAd8M+z95DaxjLGB9zWA6QzH5SOEEXsugNk+GH7I7+zbT4CFUhLTiUkQq0hFjUt2TbNWdM1A349dgCSefRWysew4bz9rczWcZERWUhbzigSa6j/HvKKYNm0eAgk3rCaMNntCivubalizhgBARS0+y6f+rDgoYSWlNAjKPs6mls1FrhcetbvMGfiDQZWcIDlOvUyTj8AmVofqeOzr+dDVY0tT4vdmVLDSK1ZS9TWqhVmbXantvfU1nvPRoX27EAe6DznAswCzEwLufau+CqiH6nmRfxW92/SPZJC1UtbqCMz7mbh3jfb/oLVrRI1dT+piB+Dz3M4GMKiWYvQ8VrKo+hkGjCKOfDypm0WXOGKSxxS3LVYWY5vyGbmx1tw/ZWY2c4v6bFSjaJ3Oak7lxFMIGYG+xHi5VO5LP43QnwrhCzqr9OIDXUIEzVRrCJhUx3bNt5WWORxGEuE4wZndA0ehOi3yy8/tlEBQiuvIppWCAZcjpv8bjoLLNSq2ETQu01Wl/x2nlZ/eeRwD4Qegla4GaY1QrGQdbQbmTRm0BquMHaMHitCmmhuLxTZNCznUEUE+kINlJMhxzdUA+ELOaz2x/go68nM9VU69ReE9SCwOqrjlKMDjMPdvwQTA2Dm8b4+CjBhUV6ygkTwot+IvVqsNLFdJqAUwj1ZfvE1Iow1ByKw9eLaHBJSwmFvO7tHZyVXtvyoBWEJpeTSzwWjeAaVYUEUYPOxnapHVTK9UF0I5fgympbN1IgWqsVi0aDzlyDWVd7/Vm0fnSudofr0AgiSVIQ8A21Of9Vsiw3qsOj+QUsI8SM2V/4kXg6j78gZoRHEUZ4UQhvi96IoKMAEWR0QrRQlyJmUYmIgSkEMUidQrQzZ9ueRyBmWvZS5x7b4z64tEnI+l/ToEXF9ZCtS/SbNkcu3ejGjwRcovbzG4SSrGT3nwFxOutAVuHUC7CJEdx16St4B/E7AkTBvpRejGEtkwpXw7OIQeqM+Ku0Y2m0dR0famayL6SfomPRYq0jKBfToHe2LjRYKeMGCol2fP/LmEgMBXzDQObyqiPAKSeMfju/46ZtJ8WMNQ4car6HgR8QLfuvQOXQFkToStnCUG5aedIRRDOAuld9NFzqF0CrjVcgAk4PaMNlgul+9HTd9SqACMjr1N4x2wykhnfensGjOz8Sdgf+o575DGGmK4zRbOAD/UzkRJB6UDuIewpo6y9zei4HwcvlTwJC/TeFJ4imkEKi0VFDLPnEk0ur0ivi/AsC9HA6pg0P8QGP695imHG3x+P+xnArCeQwm3+wg8Gc0Hd0TOzsPI+99IejMOOVpQyau6MOwTRQV+PIxr3Bn9BgpVDfpo6gYRjltOtkbFRg7w1tM03kpCSocsNW674dYy4g4HeIMdvV8btwU3GFOM4CZ+u81nH6RUqnRpCt78EmRnjtvtOEWGv5N/agsF6AdKXePv4PwwwMkWW5QpKkAGC3JEmbZVnep3ZDzS9gWQ9bnxjGb1nul81XEczp6DZ0CLpY14HZuX0yglqvi/ouzc7cOXvlyum9kqtvdDm04kpt0GK/2axUceDR4oalsagg26kwPzxAMkk+V4oSSCCHV5krUumlthcrwNwDgkppMKuVIkFWPq5RRTBfdk8TwUHP2tfDKCeYKr6LjkMbbYtOkkRpJcZ0wfXG6qFlxRVq9P6zgW9JFc98+jYR950lXZPBwyxgAiuYzXsc+n0q97+7jDEm0UqZr2/Plbsg0yRmwvUlduwdiy3vhJZcJWG+iXfT54hAzo76P7EWWumuODKHHeMuisDuMGCP0XQ4/ILiZp0Vv6EZ8sfG8uimj5pklXG9IdsqNw54GhHrL3N6PtdYa05VZNBTSDRZJDGCTaQd3S/Offu1WAkYoHPRKQKDzAzSb2cYngOWcH4i2FyFVasBDZgJrJNds6DhSebzWOyHEESDTFoNgV6DhTLCidYahYeQCizffRfnieaPr77vPmidBzUbA6kiWHFWKbD6qussiBuEnLnqPlhpKpLFd97VelxRZ5k3snARUZznGhOnr1NbsyzLMmLKA2LoCrAdjWo0v4DF4v3Hbgq6cJylTGGuUvc7X8EWtHyScS+ZpDCOVQxZqVxrhEJxA7ZqW4DZ9ye6BkuTywXuoLXpHdQZSKwQZKRuxsm+3AgqJmJM4D9sZASz+LDBMldibDpqFHcqbNLfQX/2Kj8YlaggDD6D0gHtkfbKRNxfwruT5/Cvpb+l14N50A0RPL8OcdvOssMkLlq7s3vqWMSM/TBk/iBeu2x7YMT7FV6fOJeH0COJRgS8u23bNyGykidxcDl+z9+FOd7PEFqsqnSB1CDKaCIKEzGGAuEnFEJtoC52TrUerh4N4W8ps4nmvNdjudmYB4BZd5WwkHIuE1yHv6TFyjC2sPrbES55U0ohNeJmf9+CL8R17EnQsxJ+vXMnq9LG+a+tWY8IcPwRsOyBAT33skozzidEdg1WUVK9lriO5oeSJGmAg0BXYIEsy41ioTc/0m0//DbTB5GlGMcqv23fI5bDA499xj/2PMGQU9/6LVwsMYSyxHCvco0JBN8hg3S/HE8BMSRwrG43STW15ZsmYhN31uGAFBFVh4zYFMRQIATS/IRwyuASnOoML9//JO8WziHnU+gUlMeR3rA7D3avhLzOUDq+4SlTubwF0nkZKVQm5fm6y86+Cl93V6G8HIcIjkJs/0ciAhf772b/vUKAU9CJ/OatN+QBEZRSqtf7bfs5hs4UE0kpEZzrZKj94Wz6MhoLvJ7ye0C4eu/V36pouzVBAZR76P6KJ1f1jdCCprbz7RTqb/jLgXV4VhC3CW2G+dFRmUr8JnpXPQlmfLGUBHJ8cv9oTQktmkkHlA/QWpKkA06PGfVXkGXZKstyEtAeuFWSpJ4NN+MdzS9gicGvPieltKalCyLkNcMBYC5iFrsUvwQtpUSoJs9uYkSTnHs9IZAaiokUMyA/oP4AHkEJ0ZwHYAlTGgQcZgIVd0gkmo5xgi4+O9b6iKQYRgjFjrulN9ndTiQwjpiFJltqdxhgEA2zx+qNby2BkH1XxRBwAJhdlzTZvrt3Dg0gymizETL7QxCmnpWIQMV51mxGzNDSgE6Qbs2AexvxoZXAf7EEAEVEEmX0Tz+2RQMbGUEu8WxnMNsZLPhwQUAk7IvrhdYK97OMUloTSz69re6NNP2NAmIYUrqddYzmUEoP/+XdK8VYoOTas2jgGf3LQjlcKbLwG6k0qBKG3/U5XTjRKG+0ZgH/tTWXyLKc7PRwKzMty3IZsB34dWM+QvMLWFaKm6e/oMN8/cWILIi6fzZs2/ErwZNRMUh4s2ePN54mwagufWFFS6Cf1GijKKLEucYTZHv4CAnk1NFI0GJ1iLK5CtzUlITy9e250a8BdASkQWqSCFQaIBmkN113b8Tp4HRaG5tT9WqkB2VSnOct70D3TxUY3gWB1EdGCpLF77IPEQDlITItIdR2YOUhyLtGWKGZAAuVf1ZVqKZZOUHnGDor0jyxaOByaABjWcvdBZt5pvhtYjnFlRAcQUu/Pd8JV+RiI3NMb7LNdAdhJmXkAo3FSjBVHgUD1cCMjhgK+EPE35lvfZJlTPTJdl3ijMiwXA713ouktcJMPlRX3qrPN/QlVmIjUt+o2nn+fx2SJLWRJCnc9n9L4HZEi4BqNL+ARY8q7xa16G/dywk3AkDXHK/CkHu/hUnAS17W1Qn/GatWQ3aIwmyap5uyFi6mhTqeDuQbv+rfhFHh4Kt8lxJHXkp7n227NSWCK+ACCeQ0qVZ8gL7E82Oj3+8NpUSIsstUNybiJlx63KTeARnVI3mAJdAvB7DAbjBmO0WCk+HQJC+juBauvITIsvzH9ppzMNkD4bmTihCJq0SUge6DXOK9f8DGwgxqJtdqEUUxRQblaRwLGhtkZfAAACAASURBVMKsnrkLZwxteEb/Mhs1I4ipPIscAuRBauYhAoyIbJWdfGvz7NFa1fFohFuzzmfSDy/wEpu4k3GswriwndDt8Vfra5zIbCl1mo41nXUpC6AYkcA8fHYeabC6lTT4WeD6CcfdCGyXJOkI8F/ga1mWG2XK1PwClvtgrNl/hm3bNYMVC3U1CkneV6mDQuAFxN3qFVxnWgYAj8CH1ploLFaSjUebeJCABdocqIAoMKYFUcYNfpXPH+bUqt4rM4+4TN+19H3DbT7Xj7FjtHk9uxjol20D/EQ40lcyUoVM3PyGyw+uh4NvNCT3X8kU5a6dUjyO3EzZWSImXybV1rV2thjvbaQpEDhSBstqEbAkIYKUJERGAEQAU424ydoTd4dtpNvxKj9wM0EpEUSYlJeEzhPtNguy0TCEIoOeYyQwh9cZZ/qCoEKQjlE7oJugMq4FV3wg4m1Fo9rWwR1GsJFYTpFNIu/OnE5vs//4g2hF9tNfHJYrN1K3lGhEBC3+zLz8Aq+QZfmILMu9ZVm+WZblnrLsUuZTEZpfwLIOtuiGXe+jaDwUUAYawIIQmIuGQzt61N4o9LbHUGATzNH8Vd123VW+ghCBUSVQBIY91WSTSCz5jTh4ZcggvTYYq6ZWrMsH0GFWVVdWw2EJrL7qtxKiBQ03UCa4I8/BG088QuoTdddxdPzUQ8DnsOH78UA5omDUEjDCp2B3tmif5oHAroUNu4cgJciw+2t48h4Wn5ogAugk4G4EicYumhiH+M2MCC+ulTZDy+bXZ6gIFjSqbpzpxp3ul5m2EWU0kW7cSWtjhdius6RACJxOakNw5VUC7IlwvVguXWMxSbuKq72Eehu7uJlsbiWTwWwX7cb++k1NwlndW0kboFwfQJZeHS9TaxfttMM+rm5VtZn/u7C3Nfv6cQ3R/AKWQuFY6i8M5Bt+9Gcqu9T7Ki5hAaZBnznH2Ln0VpgNYzYu478be4q05jHqpCMLDQbvN103A7IxJaiBiEcY5VT50SXbvh+CqKt54wOMYxWbuFPx+mo4LNn6HnThRCOPzDNKac3++9KATGgLXTnBWaXd9nPgHzdNBdoB+YiRw0BNmcSRbbZ1HoU2ayoavrcfnNthYFTLrTB1BXA7FX/R8MAtnwm9lQOIdmYTYoaahmhpTkNk+7oDZpt3kn/kkn5WcHkuOQUrF3rq0WJFOokjUL8Sg+geKlQXtGgsVsIo9+gh5Qk16FjPKFYxrk6Qf01KHZXKXdvXaUYTiFmVr9wpQ1v3cgh6YDRc2K3/3864/C+YH0qS9LgkSd9LknRUkqTlkiQFSZLUSZKkTEmSjkuStEKSpEDbujrb8+O25bGqjmgoftW92E8KXTjut+03ubthD6QN3c87981gGFu5ZYGt/BMpOg/sWMNY754cbrIYhp3VDZY9UPCZIkfZxiKcMjGY6GFftG9NEFcxzmuHU2OZ/QXEkOWhzldINGY16lZOKCJSyCm9mML58+Hcfedmznl5Tw+NCFF2H4CHoj6hWI6lrXwL98iXOS/3JKC3SIwAXLoPdo/tU3cDPUG6Xaa9tB2qVwB3kyV3IyTdJtKVgSDdWsW69iwcmYjfLxoRdKotfTYT2IP8KIobkGjrTwA8TQi8rhuECFaS9RQRSRnhnEs2cCk1gEupARTq2wjeVQxggZ8MQSwx3FuHV2PR1N2ukIXXcJwuotvG6Zy2oHE8d/6//vNgqpjACv7A34UWjW2Z2+vDg1ie3S5J8brRohSnsdT9bK7+n2BazS5uI5tEl5+t/gOgc94FkSF0biG3P8bCk0+9zI2dypAek7my0cXxvQnbdv9KkMy19bYDNhF+949TxGJGhwUNVQTzDQMdy34inExSHM8zSanjCfULlEESInQeVpCkdoj5VoIsy5clSfoMoWc4AvhcluX/SJL0AfCdLMvvS5L0MHCzLMuzJEn6DTBWluUJnvbRK1krfzfLCqNheeRdZNGb1+e9yKW5AZRrwmi3R7gLn7tDDDDt9hi5MECPFQ0RlUaC3oELz4rn7RYYYTScizHQrsAIr0Plmy0o04XTLsvI+0kPkM3NpJDJILazlClY0TCRZYCQRQ+khuksZD2jOEUs6WQQzGXWMAaA0aynimC2MJQOFDCK9SxhMpcJ5oWv3oB1cOmdADQWKyGPXoXJcHFAqJjtZsGFl/REmEwEPAIkw7lHDbRbaIRtcOV9CDAD86DlK6U8qZ/Py2+8Bgfg8c9eJZAaHmYBrc2lvKV7HA1WprCEEiJYxThuYxdJZLGCCWiw8FDeJ5yLM7CJEYxiPW1/MPF9987spT+TKz8lyAT/ir6PTYygBzkEc5lcutGbLPpygE3cSRnhjGMVRUSSQTq3sYtu5HKMBPbQn7GsJYxyVjGOKIpIJ4O99OcIieioYSC7mHzuU55oN5+JLCOGAlYwgQhKuC/vC76Iu4NCbiSGAkae2sanne7hBF0YxyoKiGEP/dFiZTJLyCSFHBJI5iDx5LKCCcyvfJJnQ16lipYUEENrShnFetYzihIiGM16tjOIrpwgm0TGsYrD9KaKluioYRTrWMtYLGgYwF5KaE0u3biBMiawgq6mPKbolzLQpvVi57QMYwtrGEswVcSSTwqZrGMUNegYyxqOkMiPxNOSKgazgwzSsaJhEDvQYebePevhL7B1c3+ySGICK2h3wAgPIfhMBtuVlgx0QAQP0XAypi2dsy4IG4g91GY5FiOCjCQEUTcPBj7/Ff/hN7T70Ah94VyygfaflMLUUiCCNPlLdvwwHEzw35SerGIcr2e9SF5Se3JIoIAYUsh0tJdqsJBADln0Zg1j+X/8iQiTiTJ9KDqrmVa7rzjI3OGmCgLy4GKyeN7mqwqMdwTVGajtYoXtjhrBABejxbplhLOGMdSgI5gquth+O1cYwSa3nYX2cp6dpGomEB01/Pn0azzV8VXKCSOCEgCKiSLSiaB9nmhHh1gFYbTksmN7ZYQ71rWipYxwx3YuE+yQ5i8kmmwSSSCHllRRQRhFRDkmTT8STyz5BGLmk9PTCQi9zOMRbxGImRN0JRAzMRRQg45dDKQbuXzy54cY+fJKwilzkFKdZfo1WCklgjDKhQS/7bcLpwwNljrbLaU1pUQ4jmE/KYxiPQ+zwLHPLpwggRwKuZH9pJBEFjEUsJ1BaLEyiB2coAvZJNKfvURSTDaJ5BPLILYDsIPBaLDyHH8hiSxqCGQCKyghAi1WYiggkmJ2MMjRARVFkW1CEGiju2qEAKXtO7efj/ZldkRTyEB2sQJx20kghy0MI5MULn7RAQ5Am5fPMJY1JHOAQGrYS3+2M4i873pBEMyIF/LQf+DvLGA2uXRjf2UK94S412BJ5iDZJGImkDDKmcJSFvCw7ZjOk04Gi5gKwHQWMi75PBcOFKoVFm40JClZ9iyW0+gtH5Rl+ZrYnyoNWPYBvRCTt7XAu8C/gbayLFskSfoV8KIsy+mSJGXY/v9WkiQtcAFoI3vYUXxyiPzPA90pI5wwKhhZuYGhIVuI50cCMXOeaCxoHJoSxUQRQSkaLFwmmDLCHe64e+lPPLlCGIoIMkhnFOsIo4ICYvgjf+OvPA3AdgYzhSVosLKMiWiwMpFl6DBzmCSCuUws+egws4axjLDpTq9nFGGUM4gdFHIj6xnNFJYQSA3P8Bpv8kdSFx8CLeye1IfUHw7BTpDHQ7CmlMP6PkRSRAbp7KU/vckim0QKiWYgu7CiYRcDCaSGeHJ5MfN1eqb8lxIieJ55JHCMDNKZxiLKCGcZE4mkmAn8hx0MJpMUprOQQMwsZhrdyGU061nDWHJIYCDf0J+9LON+ygljOh/zKnPJJIWHWUACx8jkVnZxGxNYQWtKWMQ0oilkDGvZwlCy6E0yBxjEDi7TkkVMYxqLiKSYhUynK8fpy0FqCGQR01h+ejI7Oqayl/4UE8kY1lJOKCv4DaNZRyTFFBPJOkYzgf8QRgWruIcYCuhEPlsYxkeZj/JQyt+YwAoO0pdc4pnIMl7lWcIpYxTrbYNwBMuYyESWEUEpl2nJHvozzFbMXsEERrOOllymhkDWMYqxrEWDlb30J4oiunCCckIdTtPrP7yXH2Z2xIqGmz4UzNN9M3vRb9N3grc0BJbH3cV9276gOgXeCnmMwWynX+F3VOthUcgDPFT8iYMTkhi5n6PDb4FQeGbl8yRzgAhbPXEv/R0DaT6xlBHuGOSXMIXb+AYNVk7ZlvW28VQySSGeXMIpo5ww5lmfZ6Lm3/Qmi28YiI4aUsjkwbHLYO0lmNWKj96fTC7xZJLiOIdziUdnu6EB5JBAAjmAyCgdpwu3sYsPmUlm1iDR6mxEZGgGAPaSlAFR/rNrWo5AZHDsaWQdXJiqJ5MUBlu3Cz8jIZ/D6ZltqCBMfNcWRKnVnX7fMdyn+c/YjiMUsZ0z4pgGTd/MX3maMMopoTWAI8iww/l5Ajm0mVfBxOf/yfLTk/m24y2OzJoGC60pdej9RFNIDsI3J5AaEjlCDgkOddoISskmkTDK6UYuy7if9889DH8NYv+7ieSQgBUN0RRiRufYTgI55JDAI+b3yNPF0Sa9QvDb9Aiehh4R3BYirBXSgWiYPvZd/nnwEQiX2dUlmeTKQ1SFBJHNzcRyimjTRbL1PSgghmd4jZwX+opOMDMiYO6J8Fk7gzCM7Ifg2W1C8OTutP0GBxDHE01tW7w9jtwk3jN90btMZilpH+5HfhakZDj1ldAhSu1OLbcu2vbeQoS+SidEIL7Jdlw9qW2zD0FYpiSDHCf4LwWaGIe0Q46hM7HmfIIrr2LRQI4+jvjKPHRmUVovI5xuppM8p3+RN6Tx8F4CNZOkOqW+PYY+aLHSb5bvHOeTV8OBi/IvAYuaPXkLWAAkSXoUMee7jLCQehTYJ8tyV9vyGGCzLMs9JUk6CvxaluWztmUngBRZlkvqbXMGMAOgQ3v65tvOg58MQXQnlwXMVty6F0kRA4yHFK37iuEJ+rOXwUYVsvgKsd3wK6IppHuqB+2LeYgywCWEOuTr8H2nzh63W0JrFjKdDNIpPtqx8TwZD/g8bTgarAzkGwBuMPqQFQsMM6znS9MotFY4bmiPBgudjN79fMr1Adyu+Zr9UhoAz8nPMs/4Wp11MgxpHKY3Txvf9ukxgxiogrlMnznHRDZDCYbi2r1YC3SCi3eEEjm4HHZshknDMS0OVKzDUWTQKzaQO0AyWxjG09SStXNI4F5pPbACfjOBg8sTGt1x8gpzWTbowca3wXYCnoA/Jz3Dy3e+Jm5OIbZl/eC/83tyS6oPOuLqQwsv7XiKx61vKf7eVxlGMn7BBpbPvovneIUfTD1dclfsbr4nQtxf02Z0nKAL3cjFipZVjCORI0x8Zy3HHo31SPKuIpg72Ujx3I4iePAGA/CByFxZ0XgUy/vJEMRDfMCKoVPdK8bqgacQQcVCPMvx10cH+Ney+/jtvOUceaG2dFkfLYG+cbZjV1M1SQP5Ce+r1UeGIY0jJDLn9N+gLID8XpF0MF50LK8KacGHupn0Z+8vAYvrLV+zgMUrh0WSpBuAuxDDSzRiSGmUSp0zZFn+yK6M18Zp/N1PCq0pURysaLDSVQUpMpd4v3FYagh0pCzdYiFitrcQMMAPnTp63W5rSvgDf+dibgfe7/kARMA7aTPq6Kg0FXef2swaxtjSq76trZYYQpnGYscAH2s6S3TlBUWdOiJYqQJWAJtdauisYhwTHCIivkUn8hlg2o10twyTFbzB5jjtbtnkOz4i8k/lsKMIGK6aC+L1/HJCF443UOkVlgWlwAQmLf+4Se2xYZTXMZtUhVkg/aWGL5Lu4GayubBRXyfIu/R6ALcs9kGwogVegUs7A2pvfhbBkyvUKBfoOExvGAC9yWIBs90GK8v091IT5FkYTYfZUVbTYGEC/yGBHD56dLJbPSEQ2a1ywniJ55UFKyCigkJobazwquxr/f/t3X18VNWZwPHf0xkIJMSJQwTKm2DFCMKKGI0FWhCoCBXRVsRaK+3HVruVLSq2VK3SXbXrS7u+lVqy1Wp9hSK0WdTFgkqXapEgWBVKoYAQEQKMSfNiEjKc/ePcCZOQydw7mclM4vP9fPiQuXPn5ubk5N5zz8vz4GcB97Y9kXIcyBSDPGL49+U/dHkSjiBcwgrWt9FYAftUXLYdzHa8NYYTvGVOrlzLGqYw/+R7qT7d16yxApBdc5SprGoWnFKlh5tJt1OAXcaYg8aYI8BybMdvnjPkAzY4eGS+4Ic4Cyud9wN46BMYwu6mrnG3khVEqb0m1qzlKa5ue6c9wB00DQ24XTKbTS1jCtbxCdncPvIWbti4mN87c2qS4bmhM7mCJeSHqskPtbKypB2y62t5liubGij+MDycM5d/BNpurNVnwVvPTMBe3vyQN40FHL+0O5WhsvtUhqhbGYSbgUtdfMBP7AZLI1xMCW/dP4obzOMcNj25c/7NbPO5X7XW4GGCbxg/E3m92bbzeZ1pZi2PmG9zM/e7PlZrhrCbb/yi2F4RvFoO80++l5klrzC9/iX6vVLZ7Gn6gK9vciLdDoLcwnIe8N14bJvfNnILQi6iADtu5AHMYBtFOtYSZ38YLg2vYLXPXViGQkqdxwP7byxvtBkLqT/7yKaWT7xGuXVZjrk11YzZvrXtRsJaeOLIbOgHZ3t9Wvfb4Xw3axF3A2+1TI4aT/xAxK3yh+FWfsr9odtjZpHOo8L2bOo82bRy02DZA5wnItkiItgO7y3YfACXOfvMAf7gfF3ivMZ5/9W25q+0VBD6gAryXN/Is6hPWZZhrypyAt5imeyBM8rdh9DfHR5KLlVMZRVzz76PUbzr/SRjOEw+vVIUOC675ij1LX5H19f/ks9Vxr9hXP71J6HfbFj3VV7/uIgRlduP22cqq1KWuLEi0ItpX1/OzP97Dn7n4gN+YqcdqIdZi1ZyzqL3eGDRrQQX1VFFblLj3zzP7KYItKuZTD7NRmLJppb7+QHn81q7l7I+xTd4evh3uKtPAv3w5c7KsXrImXzUDpVGdQAMW1jG+7e2PVTqShhezZnEwvH3tSuCq9tGfG7lEabXvJz4N4qjJ7U2UeFgDx9ymbszq54Y+SGi1MCc8UsxCBdNfjXOzlEmgLkDDtHbdfCEAe6Pbq1PLNs0wBdDb7X5/i6G2OvtxTipMFQ6xG2wOGmglwFvA+86nykGFgA3icgO7ILHx5yPPAb0drbfBM4MV5cOBAOewzG3vBmmy0tMZ07pUvcfCOHpKXKIbxfTeYm+lPNwaAHn7XqHDRNGJqXVf3X4tylb1tzogyKaXxCya47GjYWSVQ+P8l02fjSCNePGclZ4U6ufyeYT70+dLr3LKKbzEr//ypXuYo547OxpoDtZ4WPDMlWBbrwYnERVoJvr4HbR/IT56tqX+DIvUk1u00qJVNhbM4iNW0fw48vdBo9p7scTfw4PxXhzJJxWmYR03nvgnIkthpYaYTZL2BJMQoOog4Xx05fy5pnP4/FSj3I4No+oLdvxlhm5EORXUFT5dquJMk4Axo+D8dcfC9M0IOjyXCKSO+3uOJsZzf4LAvZnV2nhKg6LMWahMeZ0J6zuN4wx9caYncaYc40xpxpjZhlj6p1965zXpzrve7rqbGGEswLI3dNfLdnsbgoNm14z+B/+u/Aq9x/oA6HR3rIA+ggzrLQMcWbLP8uVrBs3pt3xX/b5+jcty0y28kCQcFRk0UYflAQvcPXZE0N1nBXayvmhN2NOkFzBJTYHSgp8ofJNGy/F7eTCf+L+ZuK3v89a37HG1sW+EmactIZAYQO/Dsxp48OtO5tSWAYfyC4elMvYVp+6IInX5SxmzHNbEx+6aeNpeMOskXS7M8Hjxvs+fljNFIbU707SNzheqoapG+hue5S9NFhcnMqO4EAbgbaO1OQSegjwEzPx4RGwwz/Doe+vbIby3fF6e1qaACZFQzb5HGYbBSzjMt65dFgnHRrq/KFuMy7S7diaN9nLIE/h0D1l9Eyh3Jpqb+nQA7Q5yS6iER+bOItcqlnMdXajEwDym/yGNxjL1NG/Z/uExBMKrmZKygL29Q+FKOXsZj0GkdVIydCXcg47S1NT4V+8DL3l4L7x6DzpR4azXgxOYu3wC+FQCWx+me/d8gQfB701aIeym4se+R2MngYEuSMr4bQdcR2gr439kgLZ1FIXLyFoOxymd8z5CsmQ9ozw0eJMCdwWPJnTztnLd3KK7YIAL70abjUC62CH79RWp5p8AqzbDOvmAs+BjIOBAbw1DFKwoCyigjzyqOB8XrP3myRmm+846ct+mCwZ12DxJfDzV5GbUPd5sq3OmcSCmvvcf2AXnFIef2nvYfK56pUX6MsBLmOZDcTVAzhgEwkW8Hdu5acs5rqEGy0FbOuwnip/OLnLpq/kGZ7lyqQdL9rrgfHMesVDYtEaPD39LmE2MyjhxeAkZsxYA397AXv5/ifc8zo38V8ezxju4jY2bhrBfPMobzDW8+fdCuPzNizQmhhziM9YsNN9VvIE+AhnxDXDq+402Im5rS2bH4ydC9TyJh8n08nnKj/gkQ3f5noW2brb1hKelr6GnXR9h4t9w+4acuvXAqOg2wwP5wExJ+hWBbpxRfAJDgUTX1XZ6ATkO0Q+b1FEjDiFqhUiMkhEXhORLU7E/HmJHivjGixvBM5lEHs9LWvOpYqGHun/UfKoYG+OhwbD6RDqE7+p/g8+x9gL1rB01hxGhHZy0ubqYw3bOpj551eY8Le3mM0SVnAJH04I2ovXYFw/7X9p7zp+xs08H5yZkgv5+S1WqzT6aNcFJNpTXN0UODDZRrOZX1xwjfsPNOLpJm6HysLcwj2wcgnNn1gO8OQX/vW4EPLx+AmTRT2XsMJbj1+UWrI5RD7rKeJhvt/qPtnUtu9pPAt7w2tNPZzz59Q9Mp/FJsoDCS4rSaMGuts8Qi2HKP3wzrPDMAmkTPCH4frQYxSFnBgjXh4aV2EbSbHmIkUbCgXhbXHn9QYBioCf422pcoyqvt5XxNLPz+FCXk742pZFA1sYziD2MKtkZWIr49IubUNCjcB8Y8wIbNjB60VkRCI/Qfrv8i0MYZenVUJhfNTSM6Xdu24V1rzt7Un/chv+O57uNPDm4klQaCMzUsnxWUkr7bLHsbzBCi7l9qG3UDT0dZaPnubqVP4y6Ey2VZ7GPB52f/4elHJ2s9cNPT7TZo4eLw7Rmzw+TsqxWsqrrLZzWNzKwc4gdKmWbFb7pnAdi4FzOW5tRKG7+RC1ZFNKYbMl3p+QnfDcnhJmMPHG9Vxz0rMUnzOvaeVRtFG8Cx6mbB2nnphDSu8/eIqdm/UL7CXOCxcdM6UU0j/kdZJEBmuEM8dvRy62Xzcbd+lxfE6i6K+b3cS93tBD2Ei0bnoV66HWl03bUWps6irzLVpfsdSHuD1GLY2tfwN+YoeO4+Zfa0FqQOpsTKP+fMQpt+230XY7diSkUzPGfGSMedv5ugobF9nzIjDIwKlDg0MHqQq6y0TqI2yfUD1McDuVHexlECf/5aD9gyilefCuQuwfxHvYBd1gb0LjsJFOI92Og6PeHweUQ49G8E3wMNluKfgmheM2zkaziceuu5IlzKZPZYyLbB0MWBtiQO8Q1SNzGc0m/k5BU/6beEop5MbAgzY2RArmC7aWXTZZc49OpILFfJfbAnc3217ryyY7fPyKsxP2HbF/MrH0wT7BZgGj7SokJmPrgZuLVaz7YCXHerycXphRvEsB25hav4p5+x/i6OihsH8L5I9g+MG3Wcln4wb8qiKXcQf+zNFf5bBmoU0tADbWSGECkS23MIK7ev4U6tYDY+CGbq0GW1xPESwubr7RDzyILQM3wwQxnLFiJzKmAaQbS382g1lfXunuprgUbu9/C3eO/8/4+3ZCkfQRNy1/tM2evJo+nyGn3D7E7RzUr9l7Yfz4oipx5HUWDQyoC9nfYVt13I9tlHu9exy2aSdmBF6mLM7vUiIdz3Uca6AE4Ju/+SVPvPe91uvWSFqd8xXGz8tTJ1JPFlU5vajNsT9csLTOrnWNNgE7iTyyEigEDIfg9DoKr3L+lmIFmg7C8vnT+MrCl901aDr87huZw5J0+SISfaEpNsYUt7ajkwz5LI4l7PDEVWj+VCscLWaDs6R/V7AfV/EMN/JA3CfL/uzjAH3Jpcp1qP0VwWnkUcGk996ENfDXG5oP2Q73wQm9YHclTcvvegLDc2BrjZ1dADa0QeT98ZOAQnj/3lM4Y+/O2N3cLQ0G7o4fmr8RH4fJ5wfcx8Z9X3C3rK43DBr5d8p+Poxh8+OHk97+zJn2SWnuEQL9kh/7v/LH/QjcdWy+Tn1dd+p2BwmcHn8OT9xjl/WFpwWucLf/KQXvM4XVMd+vJZtsaqklm6c3fgcaYWDRdsr+MIxrZ7rp+3av+IV59JgSIqtHA7XV2RxZd4KNgjwXeo0/iK9F67GqIpejFS3GYaqBwl0wcSjcA03zuMuwaUtdlkuz4/0Me21bZmCl0GqQz2Vw7W3Ny2Mf/VnZcxacB9e+lnhZ7aM/K2fMsue+GS66/3f0d7EcqfjD6+jRq5arA20PERY/NI/Ad9tf91oTbvRRvT8fGlMUdf0J4CJIxTzzwJD9zM5a0uY+6yninZ7nJbiMeBf0GuruZt3q88zTwFeg1TAGRzh2hXYjF/Jc/o4qwF54h7WxkwFWA19y+f0LMaa0A0PzjzbHEn0lU29XoflFpBc2RvPdxpiEBtUyosEiIlXAtnSfRxeUDylaq/zppuWaGlquqaHlmhrtLdeTjTEnJetk4hE509hUgMnWL26DRUS6ASuBVcYY7ysJHJkyJLSto5InfZqISKmWa/JpuaaGlmtqaLmmRucr18ik247lRMh/DNjansYKZOCkW6WUUkp1GeOwqWMnichm519CC8MzpYdFKaWUUinV8cubjDHrgKTM1cmUHpZWZxSrdtNyTQ0t19TQck0NLdfU0HLtYBkx6VYp20Xn9AAABh9JREFUpZRSqSMyyqQm4t1prlYJJYMOCSmllFJdXsrisHSYTBkSUkoppZSKKe0NFhG5UES2icgOEflRus+nM4mVVEpEgiLyRxHZ7vx/orNdRORhp6z/KiJj0vsTZC4R8YnIJhFZ6bweKiLrnbJbIiLdne1ZzusdzvtD0nnemUxE8kRkmYj8TUS2isjnta62n4jc6Pz9vyciz4lID62v3onI4yJSLiLvRW3zXD9FZI6z/3YRmZOOn6V1acsllDRpbbCIiA9YBEwDRgBfSzQp0qdUrKRSPwLWGGOGAWuc12DLeZjz71rg0Y4/5U5jHs0D+N8LPGCMORX4GIhkRLwG+NjZ/oCzn2rdQ8D/GmNOB87Elq/W1XYQkQHA94FCY8xIbDagK9D6mogngAtbbPNUP0UkCCzEpm88F1gYaeSo9kt3D8u5wA5jzE5jTAPwPDAzzefUabSRVGom8KSz25PAJc7XM4HfGusvQJ6IfLaDTzvjichA4MvYIPmRwEeTgGXOLi3LNFLWy4DJzv4qiogEgC9iA0hhjGkwxlSgdTUZ/EBPEfFjY9Z/hNZXz4wxf+L4TGBe6+dU4I/GmJAx5mPgjxzfCEqTyByWZP/rOOlusAwA9ka9LiPBLI6fdi2SSvU1xnzkvLUfm/oItLzdehD4IRBJAd4bqDDGRP46o8utqUyd9yuJnR7t02wocBD4jTPU9msRyUHrarsYYz7EZn7ag22oVAIb0fqaLF7rZwbXWx0SUhnASSr1AnCDMSY6lyPGrlvXtesuichFQLkxZmO6z6WL8QNjgEeNMWdh8543m7OmddU7Z7hhJrZB2B+bUzxDnui7Fq2f6ZfuBsuHwKCo1wOdbcolJ6nUC8AzURkwD0S6z53/y53tWt7xjQMuFpHd2CHKSdi5F3lOlzs0L7emMnXeDwDJT3fd+ZUBZcaYSFr5ZdgGjNbV9pkC7DLGHDTGHMEG2hiH1tdk8Vo/M7je6pBQe20Ahjkz2rtjJ4uVpPmcOg1n7Lm1pFIlQGR2+hzgD1Hbr3ZmuJ8HVEZ1dyrAGHOLMWagMWYItj6+aoz5OvAacJmzW8syjZT1Zc7++hTWgjFmP7BXRAqcTZOBLWhdba89wHkiku1cDyLlqvU1ObzWz1XABSJyotP7dYGzTSVBWgPHGWMaRWQu9hfqAx43xryfznPqZCJJpd4Vkc3OtluBe4ClInIN8AFwufPeS8B0YAdQC3yrY0+3U1sAPC8idwGbcCaPOv8/JSI7sBP2rkjT+XUG/wY84zyc7MTWv8+gdTVhxpj1IrIMeBv7uLsJGzL+RbS+eiIizwETgXwRKcOu9vF0LTXGhETkTuzDOMB/GGNaTuRNk7Rla34ciAy1j2zXsbRxrZRSSnVtIgUGFqfgyOe3GZpfRL4IVGNXVbWrwaKh+ZVSSqkuLz2h+Y0xf0pWgEJtsCillFJdXnqGhJJJGyxKKaWUSlS+iJRGvS42xhSn4htpg0UppZT6VEjJkNChtuawJFO6lzUrpZRSSsWlDRallFKqy0tPaH5nufibQIGIlDlLxBOiQ0JKKaVUl5eeSbfGmK8l61jaw6KUUkqpjKc9LEoppVSXl544LMmkPSxKKaWUynjaw6KUUkp1eRo4TimllFIZT4eElFJKKaVSTntYlFJKqS6v8w8JaQ+LUkoppTKe9rAopZRSXZ7OYVFKKaWUSjntYVFKKaW6vM4/h0UbLEoppVSXp0NCSimllFIxiciFIrJNRHaIyI8SPY72sCillFJdXnqGhETEBywCvgSUARtEpMQYs8XrsbSHRSmllFKpci6wwxiz0xjTADwPzEzkQNrDopRSSnV5aZvDMgDYG/W6DChK5EDaYFFKKaW6vI9WwU/yU3DgHiJSGvW62BhTnILvow0WpZRSqqszxlyYpm/9ITAo6vVAZ5tnOodFKaWUUqmyARgmIkNFpDtwBVCSyIG0h0UppZRSKWGMaRSRucAqwAc8box5P5FjiTEmqSenlFJKKZVsOiSklFJKqYynDRallFJKZTxtsCillFIq42mDRSmllFIZTxssSimllMp42mBRSimlVMbTBotSSimlMp42WJRSSimV8f4f8GeH8kJLfbkAAAAASUVORK5CYII=\n","text/plain":["<Figure size 720x720 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"I3fIZmh1VBRm"},"source":["Now we simulate ground truth by taking a (generous) random subset of 50k training pixels, one from the unfiltered and one from the filtered time series:"]},{"cell_type":"code","metadata":{"id":"X7lS_WSyVM0x","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929728221,"user_tz":-60,"elapsed":530,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"51b97d7d-bdc0-4f66-8e4c-4ceb6c8c596e"},"source":["# random subset for training\n","np.random.seed(321)\n","n = 50000\n","idx = np.random.permutation(m)[0:n]\n","# training vectors (x100)\n","Xs = labeled_timeseries[idx,:-1]*100\n","Xs_rl = labeled_timeseries_rl[idx,:-1]*100\n","\n","# one hot encoded class labels\n","Ls = np.array(labels[idx],dtype=np.int)\n","ls = tf.one_hot(Ls,n_classes)\n","print(ls[0:5,:]) "],"execution_count":null,"outputs":[{"output_type":"stream","text":["tf.Tensor(\n","[[0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n"," [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n"," [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0. 0.]\n"," [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0. 0.]\n"," [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1. 0. 0. 0. 0. 0. 0.]], shape=(5, 22), dtype=float32)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"keOciPVBVaVT"},"source":["Now we instantiate the neural network class Dnn() with two hidden layers, each with 40 neurons, and train it first with the unfiltered data:"]},{"cell_type":"code","metadata":{"id":"7BrBUw1LViB7","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611929978389,"user_tz":-60,"elapsed":241267,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"2625d175-eddf-41c7-853a-436b1cac91b8"},"source":["%%time\n","\n","classifier = Dnn([40,40],n_classes,learning_rate=0.002)\n","classifier.train(Xs,ls,epochs=200)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["CPU times: user 5min 7s, sys: 21.6 s, total: 5min 29s\n","Wall time: 4min\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"rqXXdGG4Yd54","colab":{"base_uri":"https://localhost:8080/","height":324},"executionInfo":{"status":"ok","timestamp":1611929999564,"user_tz":-60,"elapsed":937,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"9293f029-174b-4df8-abb1-3e00006566ab"},"source":["classifier.history()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x360 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"QUBy9VCChFsz"},"source":["So the accuracy is around 82%. Now let's try with the filtered image series:"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"BAYIeJJdhXJQ","executionInfo":{"status":"ok","timestamp":1611930360238,"user_tz":-60,"elapsed":241245,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"ed067880-e7e8-4986-8c8b-865bcc1b4e40"},"source":["%%time\n","\n","classifier = Dnn([40,40],n_classes,learning_rate=0.002)\n","classifier.train(Xs_rl,ls,epochs=200)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["CPU times: user 5min 7s, sys: 22.1 s, total: 5min 29s\n","Wall time: 4min\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":324},"id":"2TwNiGnaiX4Z","executionInfo":{"status":"ok","timestamp":1611930384916,"user_tz":-60,"elapsed":930,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"ff037f21-6062-4356-bdb2-5099bd9bae44"},"source":["classifier.history()"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 576x360 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"oERdhzSuYy7e"},"source":["This is a considerable improvement, so we'll use this result to classify (predict) the entire image:"]},{"cell_type":"code","metadata":{"id":"BRs6Axe0ZFPu","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611930748011,"user_tz":-60,"elapsed":16784,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"2f7fd122-eae0-42af-d325-2286730255a1"},"source":["cls,probs = classifier.classify(labeled_timeseries_rl[:,0:-1]*100) \n","# for later display:\n","cls[0]=1\n","cls[1]=n_classes-1\n","\n","probs.shape"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["(860292, 22)"]},"metadata":{"tags":[]},"execution_count":33}]},{"cell_type":"markdown","metadata":{"id":"Ve_oVjSCZr9D"},"source":["# Now write the thematic map and the class probabilities images to Drive:"]},{"cell_type":"code","metadata":{"id":"FiqXj1mbZx0g"},"source":["# write the class image to disk\n","outDataset = driver.Create('/content/drive/MyDrive/gee/timeseries_class.tif',cols,rows,1,GDT_Byte)\n","outBand = outDataset.GetRasterBand(1)\n","outBand.WriteArray(np.reshape(cls,(rows,cols)))\n","outBand.FlushCache()\n","outDataset = None\n","# write the class probabilities to disk\n","bands = probs.shape[1]\n","probs = np.byte(probs*255)\n","outDataset = driver.Create('/content/drive/MyDrive/gee/timeseries_probs.tif',cols,rows,bands,GDT_Byte)\n","for b in range(bands):\n"," outBand = outDataset.GetRasterBand(b+1)\n"," outBand.WriteArray(np.reshape(probs[:,b],(rows,cols)))\n"," outBand.FlushCache()\n","outDataset = None"],"execution_count":null,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"tvrtHbioaIZw"},"source":["Test the classifier with all of the training data (we should really have reserved a test set for this):"]},{"cell_type":"code","metadata":{"id":"e71GQ4BxaNAM","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1611930633415,"user_tz":-60,"elapsed":1472,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"1009ca1c-1567-4c67-df49-1b796b3084a6"},"source":["classifier.test(Xs_rl,ls)"],"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.13266"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"markdown","metadata":{"id":"XApieGNoaXvI"},"source":["Compare the classified image with the AAFC/ACI thematic map:"]},{"cell_type":"code","metadata":{"id":"EWL8GMq5ac5D","colab":{"base_uri":"https://localhost:8080/","height":483},"executionInfo":{"status":"ok","timestamp":1611930761168,"user_tz":-60,"elapsed":1996,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"a62e5c42-f0b9-4c76-f0fd-a5efbfc6b874"},"source":["%run /content/drive/MyDrive/scripts/dispms -f /content/drive/MyDrive/gee/timeseries_class.tif -c -F /content/drive/MyDrive/gee/labels.tif -C "],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x720 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"0Sf6aFPea7n7"},"source":["Looks good, but we can \"pretty it up\" some more with "]},{"cell_type":"markdown","metadata":{"id":"6Kxbxo5zsMCC"},"source":["## Probabilistic Label Relaxation:\n","\n","With a heuristic ansatz [Richards (2012)](https://www.amazon.de/Remote-Sensing-Digital-Image-Analysis-ebook/dp/B00A9YH460/ref=sr_1_3?__mk_de_DE=%C3%85M%C3%85%C5%BD%C3%95%C3%91&dchild=1&keywords=richards+remote+sensing&qid=1611397419&sr=8-3) the output probability $m_k$ for an input pixel vector $g$ can be corrected to\n","$$\n","m_k \\to {m_k Q_k\\over \\sum_j m_jQ_j},\n","$$\n","where $Q$ is a neighbourhood function which can be determined by the contextual information in the classified image, see [Canty (2019)]((https://www.amazon.com/Analysis-Classification-Change-Detection-Sensing/dp/1138613223/ref=dp_ob_title_bk), p. 294."]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":524},"id":"g7rm5yhpojDs","executionInfo":{"status":"ok","timestamp":1611930948558,"user_tz":-60,"elapsed":1811,"user":{"displayName":"Mort Canty","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gic8wrtuzbljC46e5I9nhzEOgqYcVXCDqSxyrEQ1Q=s64","userId":"11792105515663483880"}},"outputId":"3ebf2751-bcc3-407e-84e8-9fa241f1907e"},"source":["%run /content/drive/MyDrive/scripts/dispms -f /content/drive/MyDrive/gee/timeseries_probs.tif -p [12,14,16] -e 3"],"execution_count":null,"outputs":[{"output_type":"display_data","data":{"image/png":"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