{ "cells": [ { "cell_type": "markdown", "id": "c7567787", "metadata": {}, "source": [ "## Importing Libraries" ] }, { "cell_type": "code", "execution_count": 1, "id": "18076882", "metadata": {}, "outputs": [], "source": [ "import os\n", "import math\n", "import random\n", "import pickle\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from scipy import ndarray\n", "from sklearn.neighbors import NearestNeighbors\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.ensemble import GradientBoostingClassifier\n", "from sklearn.decomposition import PCA\n", "from sklearn.metrics import *\n", "from collections import Counter\n", "from imblearn.datasets import fetch_datasets" ] }, { "cell_type": "code", "execution_count": 2, "id": "b00e3b21", "metadata": {}, "outputs": [], "source": [ "import keras\n", "import tensorflow as tf\n", "from keras.layers import Dense, Dropout, Input\n", "from keras.models import Model,Sequential\n", "from tqdm import tqdm\n", "from keras.layers.advanced_activations import LeakyReLU\n", "from tensorflow.keras.optimizers import Adam\n", "from tensorflow.keras.optimizers import RMSprop\n", "from keras import losses\n", "from keras import backend as K\n", "import warnings\n", "warnings.filterwarnings(\"ignore\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "332cb3ae", "metadata": {}, "outputs": [], "source": [ "from library.exercise import Exercise\n", "from library.dataset import DataSet, TrainTestData\n", "from library.GanExamples import StupidToyListGan\n", "from library.SimpleGan import SimpleGan" ] }, { "cell_type": "code", "execution_count": 4, "id": "ac3985e0", "metadata": {}, "outputs": [], "source": [ "from numpy.random import seed\n", "seed_num=1\n", "seed(seed_num)\n", "tf.random.set_seed(seed_num) " ] }, { "cell_type": "markdown", "id": "98202581", "metadata": {}, "source": [ "## Importing dataset" ] }, { 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..., 0.5255, 0.2875, 0.308 ]]), array([0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 1., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 1., 1., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 1.,\n", " 0., 0., 0., 0., 0., 0., 0., 0., 0.]))], 'db_size': 731, 'db_n_attr': 8, 'imbalanced_ratio': 16.404761904761905}\n" ] } ], "source": [ "datasetName = \"folding_abalone9-18\"\n", "pickle_in = open(f\"{datasetName}.pickle\",\"rb\")\n", "example_dict1 = pickle.load(pickle_in)\n", "\n", "print(example_dict1)" ] }, { "cell_type": "code", "execution_count": 6, "id": "03859fb9", "metadata": {}, "outputs": [], "source": [ "myData = example_dict1[\"folding\"]" ] }, { "cell_type": "code", "execution_count": 7, "id": "460a02d5", "metadata": {}, "outputs": [], "source": [ "k = myData[0]" ] }, { "cell_type": "markdown", "id": "67baf306", "metadata": {}, "source": [ "## Creating Label and Feature Matrices" ] }, { "cell_type": "code", "execution_count": 8, "id": "ae9a29f1", "metadata": {}, "outputs": [], "source": [ "labels_x = np.concatenate((k[1],k[3]),axis = 0)\n", "features_x = np.concatenate((k[0],k[2]),axis = 0)" ] }, { "cell_type": "markdown", "id": "09bdccda", "metadata": {}, "source": [ "## convGAN" ] }, { "cell_type": "code", "execution_count": 9, "id": "b983df40", "metadata": {}, "outputs": [ { "data": { "image/jpeg": 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9zEBvgf1GeoPQjv8AXBHL+A/hBLoPid/FnjDWpNf8ROCFmYERwZGDtzyTjIHQAHAFeoVT+BQfm/69BXfPzI8OtPh18Z9CtF0rQPH+nvpcQ2RNdR5lVfQbonIx2Afiup+G/wAIoPBWp3Wu6xqkuueILwESXkoICA8sFySSTjlieg4A5z6RRRzPfqJ6q3Q81Hw61YftAHxz9osv7MNr5Pk7387d5Wzpt24z/tV6FfwNdabc28ZAeWF0Ut0BII5qxRUtJx5ehSdpc39aafoeefBnwDqnw68H3ela3PZzzzXrXCtaOzKFKIuCWVTnKntXPeIPglqdj4sn8TfC7xD/AGBf3BLS2sqnyWJOT0B+UnnaVYZ6Y4r2Siqk25c3US0Vjw24+EHxD8ayQwfEzxxDPpsThzbabHjzPr8iKD6EhsV6D4u8EDUvhRd+D/DS29mrWyW9qJmYRoFZTyQCeg64JJrsaKl6x5eg02pKXY5v4e+Hbvwn8P8ASdD1GSGW6soikjwMShJYngkA9/SuU+J/wjm8ZazZeI/DmrHR/EFioWOYg7JACSuSOVIJPIB4OMV6fRTk3KXN13Jj7q5VseMR/Dr4ta/EbDxn8QreLTHGJU0uECWVe67hHGRkepP0NX/ht8Jb/wCHXxC1i9sri0l8P3kAigjaVzcoQVI3DYF67uh9K9Yopp2d0D1VmeSfEb4U+Ita8eWfjHwJrlvpmrQxCJxc5C8AjcCFbOQcFSuK6TUPAMnjP4a2ugfEKeK61NE3SX1nxtmGcSJlV7HkbQOSK7eipsuXl6FXfNzHh1p8NvjF4ftF0jw58QLFtJjGyI3UX71F9BmNyMdgH47YrrPhv8IrPwNfXOs6hqM2ta/dgia+mBG0E5IUEk5PdiST7dK9FoqrvfqS9dDzTWvhzq+o/HnR/G0FxZLptjbCGWJ3cTE7ZBwAu3Hzj+Id69LoopdLDeruFeU/Eb4QX3iLxXb+LvButDRvEECqpZwdkhUYDbhkg44PBBGBj19WopdbjTtoeMr8NPif4nhNh8QPH8f9ltxLb6TEqvOvdSwjTAPuGHtWp8KvhdqXw48UeInE9nLouosptFSV2mjCM20OCoH3XIyGPSvUqKpOz0E9VZnmvgv4dat4c+LPijxRfXFlJZaxu8iOF3Mi5cN8wKgDgdia6zxxodz4l8C6xotg8UdzfWrwxtMSEDEdyATj8DW9RUtJwUOiVh399z6t3OP+G3hC58JfDSx8N621rdTQrMs3kkvE4eRmx8wBPDYORXAy/Bnxf4Q1i6uvhJ4si0uzu23PY34LJH9Mo4bHQEqCBxk17dRVSbcubqJaKx896/8As/8Ai3xAsGrax4pt9V8QtcoZXuWeOCKBQcom1DzuwfuqOvFfQajCgegpaKL6WF1uFeKaz8GPE2jeMrzxH8K/E0OkS37l57W6U+WCTk4+VwwycgFePWva6Knrcq+ljwjxD8DfFvi3QLi58VeKotX8RkItmshaK0tRvBcgIvJKjH3B754I9JvfAVnr3wvtPCPiHDCKzhhaWBvuSRqAHQkdiO45HUV11FN6xcejFrdS6o8Nsfhr8YfC9qmleFPH2ntpUXyxC8h+dF9AGikwPYNiuo+Hnwmfwtr914n8S6xJrviO7Uq1y6kJEDjIXPJPGM8YHAAr0qimm9+onroebfEr4QWvjjULbW9K1GXRNftQBHewg4fByu7BBBHZgcj34xzE/wAPfjTrNq2l638QNPj02QbJHtY/3pX8IkJz3+fmvcKKlJJW6FXe/U5b4f8AgHS/h34bGlaSXld28y4uZPvzPjGT6DsB29zknqaKKptt3ZKSWx5T8SvhFcfELx/o+o3Fxbx6PbWrQXSeayz5O4hkAUrwSp5I6Vj3Pw2+L8ludEj+Itu+hlfK854yt15fuQm4nH/TTn1r26ipSSVuhTk27nKfD34faV8O/Dg0zSy00sjeZdXUgAed8dcdgOw7e5yT51d/Bbxd4Y8U3ur/AAo8UW+lxX7FpbS8U7Uyc4HyOrAEnGVBAOMmvcKKbbcubqJaKx4pffBbxX4w02d/iL40bU7tIX+x2lsnlW0UxUhXbCjdgnsgPueldL4Q8B63onwTvPBupT2D3z211bwSwSO0WJQxUsSgIwXOcA8flXo1FD1Tj0Y02mn2OC+GHgG68JfDRvDHiNrS7aV5vOFszNGySdssqnp7Vwtl8HPiJ4HvbqL4aeM7S30y5feYb9MlT24MbqTjA3DbnHSvd6KG23cS0VjwvX/gP4i8V6HdXXinxe2r+IyiizEgMVpbHcpbhQeoBGQo+h612V/4H1rUPgQvgyWaxXVVsIrTzRI5gyhXB3bN33V/u9fzr0Kih6xcejGm1JS6o5v4e+Hbvwn8P9J0PUZIZbqyiKSPAxKElieCQD39K5j4h/DnV/FvxB8Ja7ptxZRWui3Cy3CTu4dwJUf5AFIJwp6kV6XRT5m5qfVO5KSUeVbbHLfEDwDpfxD8NtpWq7onRvMtrmMAvA+Oo9QehHcehwR5xF8OfjNYWg0fTviHZnSVHlrLKhFwqexMbMCO2JOPUV7hRUpW+ZV2cX8Nvhrp3w50eaC2ne+v7tg95fSrhpWHQAZOFGTxk9TzXH+IPglqdj4sn8TfC7xD/YF/cEtLayqfJYk5PQH5SedpVhnpjivZKKbu3cS0Vjw24+EHxD8ayQwfEzxxDPpsThzbabHjzPr8iKD6EhsV62fC2jHwj/wjJskOkfZvsv2bnGzGOvXPfPXPPWteih6rl6Bre54bbfCP4j+DJZrP4b+OLeDSJXLiDUUy0WfQeW659xtz6VFbfATXrXxt4f8AEtx4hi1W/gvRdarPdu6s+GUqsQ2tnADDkjtwBXu9FOMmmpdUJ6pruFMmijuIXhnRZIpFKujDIYHggj0p9FTuM8Rl+DPi/wAIaxdXXwk8WRaXZ3bbnsb8Fkj+mUcNjoCVBA4yaydf/Z/8W+IFg1bWPFNvqviFrlDK9yzxwRQKDlE2oed2D91R14r6EoqotxafYHrfzOH+J/w0tPiT4dgspro2V7aP5lrdBNwUkYKkcZU8dxyAfY8ZY+AvjYsCabdfEOxh05V8vzoovMnC9OpiVs++/PvXtdFStAvol2PE9I+BV94V+KGh+JNB1OO9t7ZWOovqMz+fPI+8O64Qjo44JHTk85rpfi98Mbv4hWOmz6NqKafqulytJbyS7gjbsZyVyVIKqQQD9PT0eim22kuwXs7nmEfw58SeK/hrfeHPihrNtfX0lyJrO+slz5ACjbkbEzzuzxyGPPpzmk/Dn4zaDaxaPpPj3TY9Ih/dxNJFvlROwAaIkYHQb8D1r3KijrcOljwfUP2f9Wt9e0PX9K19dV1m1vVu9RutWldPtBVkKhAqvjG0jknr17V3fxO+Ftp8RLaznjvpNL1jT23Wt9EM7eQdpAIOMjIIIIPPqD3tFD1SXbUL63PEj4E+N9zAdOvPiFp6WDL5bSxR/v8Ab0zkQhs/8Dz716B8Ovh5pvw58OnTdPle5nmfzbq6kGGmfGOnYDsOfqetdbRTuI8b8QfBLU7HxZP4m+F3iH+wL+4JaW1lU+SxJyegPyk87SrDPTHFUbj4QfEPxrJDB8TPHEM+mxOHNtpsePM+vyIoPoSGxXuVFJaJLsU227mNJ4W00+C5PC9tF9m057JrJUjPKIVK8E9TznJ715p8N/hr8QvAGvW9n/wkun3XhSOaR5LQbhI4ZTggGM7TuwcB8da9kopptScu4vs8oVxfxU8Af8LG8GnSY7tbS5imW4t5XXK7wCMMBzghjyOnXnpXaUVLV0NNp3R598OPDPjjSNOvtN+ImsWGtWLwpDapES5VQGDK5MalgQV6kniuSk+C3i3whq11d/CXxcmmWt025rC/UtGn47XDY6AlcgdzXt1FU22+bqJaK3Q8Z0v4J6zrviO2134s+JBr01qcxWNuuIAcg8nCjbxyoUZ7ntXswGBgcCiii+lhdbgelebfCD4dat8P114azcWU/wDaV0s0P2R3bao3fe3KuDyOma9JopLR3G9Vb+v61M7X9B0/xPoN1o+swCezuk2SJ0I7gg9iDgg+orx2z+EnxM8F+ZZfDrx1bJpTuWWDUY+Y8noAY5Fz6kbc+le50UtndDvpY8j8J/Bi+TxfF4t+IuvnxBq8BDQRqpEMLDoecZA6gBVAPPNb3xc+HEnxH8NW9pZXq2V/ZT+fbySA7GOMFWxyOxyM4x0rvqKb1SXYSdnc8x0rwh8QLr4beI/D/jPXNO1K9vrZoLCeNm2xgoVw58pT1wc4Y9a3vhZ4Sv8AwR8PbHQdWlt5rq3eVne2ZmQ7nLDBYA9D6V2FFO7u33/QVtEux5v8VPhOPH8ljqel6k2la5p3/HvcgEqwzuAJHKkNyGHTJ4PbAg8AfGPVYzYeJfiJa2+nMNrtp0IMzD03COMjI77j+Nez0VK0VuhTbZ5B4E+DV58PvinPrGj3VtLoM1l9m2TzMbkEhCWI2bTl0z1HB9sVqj4dasP2gD45+0WX9mG18nyd7+du8rZ027cZ/wBqvSqKq7un2/W/+ZPfzt+Fv8jzXxl8OtW8RfFzwx4psriySx0jb58czuJWw5b5QFIPB7kV6VRRSWkeX1/Eb1lzei+480+Fnw51fwP4i8VX+rXFlNFrNys1uLZ3ZlAeQ/NuUYOHHTPevS6KKOiXbT7g3bfc5X4geANK+Inhw6XqpaKSNvMtrqMZeB8YyPUHoR39jgjzmH4a/GGGzGhp8RLVNFC+UJghNyE9js3Dj/pp+Ne4UUkrfMd2eSfDL4O3nw7+IGp6nHe29xpM9mLeDLsZy2ULM42hRkq3QnqK0R8OtWH7QB8c/aLL+zDa+T5O9/O3eVs6bduM/wC1XpVFVd3T7fr/AMOTbfz/AOB/keafEf4Rnxdrlr4k8O6vJofiGzUKlygJWUDOM4OQRnGRnjgg1zd18OPjH4jtJNK8UeP9PTS5hsm+xw/vHXuDiKMkHuC3Ne30VKVlboVd7mB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"text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='CoSPOV.jpg')" ] }, { "cell_type": "code", "execution_count": 10, "id": "5434e68e", "metadata": {}, "outputs": [], "source": [ "def unison_shuffled_copies(a, b,seed_perm):\n", " 'Shuffling the feature matrix along with the labels with same order'\n", " np.random.seed(seed_perm)##change seed 1,2,3,4,5\n", " assert len(a) == len(b)\n", " p = np.random.permutation(len(a))\n", " return a[p], b[p]" ] }, { "cell_type": "code", "execution_count": 11, "id": "effc53ff", "metadata": {}, "outputs": [], "source": [ "def BMB(data_min,data_maj, neb, gen):\n", " \n", " ## Generate a borderline majority batch\n", " ## data_min -> minority class data\n", " ## data_maj -> majority class data\n", " ## neb -> oversampling neighbourhood\n", " ## gen -> convex combinations generated from each neighbourhood\n", " \n", " from sklearn.neighbors import NearestNeighbors\n", " from sklearn.utils import shuffle\n", " neigh = NearestNeighbors(neb)\n", " n_feat=data_min.shape[1]\n", " neigh.fit(data_maj)\n", " bmbi=[]\n", " for i in range(len(data_min)):\n", " indices=neigh.kneighbors([data_min[i]],neb,return_distance=False)\n", " bmbi.append(indices)\n", " bmbi=np.unique(np.array(bmbi).flatten())\n", " bmbi=shuffle(bmbi)\n", " bmb=data_maj[np.random.randint(len(data_maj),size=gen)]\n", " bmb=tf.convert_to_tensor(bmb)\n", " return bmb" ] }, { "cell_type": "code", "execution_count": 12, "id": "db22cb35", "metadata": {}, "outputs": [], "source": [ "def NMB_guided(data_min, neb, index):\n", " \n", " ## generate a minority neighbourhood batch for a particular minority sample\n", " ## we need this for minority data generation\n", " ## we will generate synthetic samples for each training data neighbourhood\n", " ## index -> index of the minority sample in a training data whose neighbourhood we want to obtain\n", " ## data_min -> minority class data\n", " ## neb -> oversampling neighbourhood\n", " \n", " from sklearn.neighbors import NearestNeighbors\n", " from sklearn.utils import shuffle\n", " neigh = NearestNeighbors(neb)\n", " neigh.fit(data_min)\n", " ind=index\n", " nmbi=neigh.kneighbors([data_min[ind]],neb,return_distance=False)\n", " nmbi=shuffle(nmbi)\n", " nmb=data_min[nmbi]\n", " nmb=tf.convert_to_tensor(nmb[0])\n", " return (nmb)" ] }, { "cell_type": "code", "execution_count": 13, "id": "b7aa08bc", "metadata": {}, "outputs": [], "source": [ "def conv_sample_gen():\n", " \n", " ## the generator network to generate synthetic samples from the convex space of arbitrary minority neighbourhoods\n", " \n", " min_neb_batch = keras.layers.Input(shape=(n_feat,)) ## takes minority batch as input\n", " x=tf.reshape(min_neb_batch, (1,neb,n_feat), name=None) ## reshaping the 2D tensor to 3D for using 1-D convolution, otherwise 1-D convolution won't work.\n", " x= keras.layers.Conv1D(n_feat, 3, activation='relu')(x) ## using 1-D convolution, feature dimension remains the same\n", " x= keras.layers.Flatten()(x) ## flatten after convolution\n", " x= keras.layers.Dense(neb*gen, activation='relu')(x) ## add dense layer to transform the vector to a convenient dimension\n", " x= keras.layers.Reshape((neb,gen))(x)## again, witching to 2-D tensor once we have the convenient shape\n", " s=K.sum(x,axis=1) ## row wise sum\n", " s_non_zero=tf.keras.layers.Lambda(lambda x: x+.000001)(s) ## adding a small constant to always ensure the row sums are non zero. if this is not done then during initialization the sum can be zero\n", " sinv=tf.math.reciprocal(s_non_zero) ## reprocals of the approximated row sum\n", " x=keras.layers.Multiply()([sinv,x]) ## At this step we ensure that row sum is 1 for every row in x. That means, each row is set of convex co-efficient\n", " aff=tf.transpose(x[0]) ## Now we transpose the matrix. So each column is now a set of convex coefficients\n", " synth=tf.matmul(aff,min_neb_batch) ## We now do matrix multiplication of the affine combinations with the original minority batch taken as input. This generates a convex transformation of the input minority batch\n", " model = Model(inputs=min_neb_batch, outputs=synth) ## finally we compile the generator with an arbitrary minortiy neighbourhood batch as input and a covex space transformation of the same number of samples as output\n", " opt = tf.keras.optimizers.Adam(learning_rate=0.001)\n", " model.compile(loss='mean_squared_logarithmic_error', optimizer=opt)\n", " return model" ] }, { "cell_type": "code", "execution_count": 14, "id": "d1e8da83", "metadata": {}, "outputs": [], "source": [ "def maj_min_disc():\n", " \n", " ## the discriminator is trained intwo phase: \n", " ## first phase: while training GAN the discriminator learns to differentiate synthetic minority samples generated from convex minority data space against the borderline majority samples\n", " ## second phase: after the GAN generator learns to create synthetic samples, it can be used to generate synthetic samples to balance the dataset\n", " ## and then rettrain the discriminator with the balanced dataset\n", " \n", " samples=keras.layers.Input(shape=(n_feat,)) ## takes as input synthetic sample generated as input stacked upon a batch of borderline majority samples \n", " y= keras.layers.Dense(250, activation='relu')(samples) ## passed through two dense layers \n", " y= keras.layers.Dense(125, activation='relu')(y)\n", " output= keras.layers.Dense(2, activation='sigmoid')(y) ## two output nodes. outputs have to be one-hot coded (see labels variable before)\n", " model = Model(inputs=samples, outputs=output) ## compile model\n", " opt = tf.keras.optimizers.Adam(learning_rate=0.0001)\n", " model.compile(loss='binary_crossentropy', optimizer=opt)\n", " return model" ] }, { "cell_type": "code", "execution_count": 15, "id": "22e3f7b8", "metadata": {}, "outputs": [], "source": [ "def convGAN(generator,discriminator):\n", " \n", " ## for joining the generator and the discriminator\n", " ## conv_coeff_generator-> generator network instance\n", " ## maj_min_discriminator -> discriminator network instance\n", " \n", " maj_min_disc.trainable=False ## by default the discriminator trainability is switched off. \n", " ## Thus training the GAN means training the generator network as per previously trained discriminator network.\n", " batch_data = keras.layers.Input(shape=(n_feat,)) ## input receives a neighbourhood minority batch and a proximal majority batch concatenated\n", " min_batch = tf.keras.layers.Lambda(lambda x: x[:neb])(batch_data) ## extract minority batch\n", " maj_batch = tf.keras.layers.Lambda(lambda x: x[neb:])(batch_data) ## extract majority batch \n", " conv_samples=generator(min_batch) ## pass minority batch into generator to obtain convex space transformation (synthetic samples) of the minority neighbourhood input batch\n", " new_samples=tf.concat([conv_samples,maj_batch],axis=0) ## concatenate the synthetic samples with the majority samples \n", " output=discriminator(new_samples) ## pass the concatenated vector into the discriminator to know its decisions\n", " ## note that, the discriminator will not be traied but will make decisions based on its previous training while using this function\n", " model = Model(inputs=batch_data, outputs=output)\n", " opt = tf.keras.optimizers.Adam(learning_rate=0.0001)\n", " model.compile(loss='mse', optimizer=opt)\n", " return model" ] }, { "cell_type": "code", "execution_count": 16, "id": "58767e00", "metadata": {}, "outputs": [], "source": [ "## this is the main training process where the GAn learns to generate appropriate samples from the convex space\n", "## this is the first training phase for the discriminator and the only training phase for the generator.\n", "\n", "\n", "def rough_learning(neb_epochs,data_min,data_maj,neb,gen,generator, discriminator,GAN):\n", "\n", " \n", " step=1\n", " loss_history=[] ## this is for stroring the loss for every run\n", " min_idx=0\n", " neb_epoch_count=1\n", " \n", " labels=[]\n", " for i in range(2*gen):\n", " if i required number of data points that can be generated from a neighbourhood\n", " ## data_min -> minority class data\n", " ## neb -> oversampling neighbourhood\n", " ## index -> index of the minority sample in a training data whose neighbourhood we want to obtain\n", " \n", " runs=int(synth_num/neb)+1\n", " synth_set=[]\n", " for run in range(runs):\n", " batch=NMB_guided(data_min, neb, index)\n", " synth_batch=generator.predict(batch)\n", " for i in range(len(synth_batch)):\n", " synth_set.append(synth_batch[i])\n", " synth_set=synth_set[:synth_num]\n", " synth_set=np.array(synth_set)\n", " return(synth_set)" ] }, { "cell_type": "code", "execution_count": 19, "id": "966faf2a", "metadata": {}, "outputs": [], "source": [ "def generate_synthetic_data(data_min,data_maj,neb,generator):\n", " \n", " ## roughly claculate the upper bound of the synthetic samples to be generated from each neighbourhood\n", " synth_num=((len(data_maj)-len(data_min))//len(data_min))+1\n", "\n", " ## generate synth_num synthetic samples from each minority neighbourhood\n", " synth_set=[]\n", " for i in range(len(data_min)):\n", " synth_i=generate_data_for_min_point(data_min,neb,i,synth_num,generator)\n", " for k in range(len(synth_i)):\n", " synth_set.append(synth_i[k])\n", " synth_set=synth_set[:(len(data_maj)-len(data_min))] ## extract the exact number of synthetic samples needed to exactly balance the two classes\n", " synth_set=np.array(synth_set)\n", " ovs_min_class=np.concatenate((data_min,synth_set),axis=0)\n", " ovs_training_dataset=np.concatenate((ovs_min_class,data_maj),axis=0)\n", " ovs_pca_labels=np.concatenate((np.zeros(len(data_min)),np.zeros(len(synth_set))+1,np.zeros(len(data_maj))+2))\n", " ovs_training_labels=np.concatenate((np.zeros(len(ovs_min_class))+1,np.zeros(len(data_maj))+0))\n", " ovs_training_labels_oh=[]\n", " for i in range(len(ovs_training_dataset)):\n", " if i" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[99 38]\n", " [ 1 7]]\n", "Rough learning f1 score 0.26415094339622647\n", "Rough learning precision score 0.15555555555555556\n", "Rough learning recall score 0.875\n", "Rough learning kappa score 0.1880832735104091\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6073\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5989\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5912\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5834\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5754\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5678\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5589\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5514\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5452\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5363\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5270\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5183\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5092\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4997\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4923\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4827\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4714\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4621\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4518\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4416\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4312\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4236\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4138\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4056\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3971\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3865\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3791\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3717\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3654\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3586\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3521\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3446\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3381\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3331\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3263\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3257\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3170\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3122\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3086\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3026\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2985\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2935\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2915\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2879\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2844\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2827\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2786\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2766\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2733\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2708\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[121 16]\n", " [ 0 8]]\n", "Final learning f1 score 0.5\n", "Final learning precision score 0.3333333333333333\n", "Final learning recall score 1.0\n", "Final learning kappa score 0.4548872180451128\n", "\n", "\n", "Executing fold: 2\n", "\n", "\n", "Model: \"model_3\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_4 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_1 (TFOpLambda) (1, 5, 8) 0 input_4[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_1 (Conv1D) (1, 3, 8) 200 tf.reshape_1[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_1 (Flatten) (1, 24) 0 conv1d_1[0][0] \n", "__________________________________________________________________________________________________\n", "dense_4 (Dense) (1, 25) 625 flatten_1[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_1 (Reshape) (1, 5, 5) 0 dense_4[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_1 (TFOpLambd (1, 5) 0 reshape_1[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_3 (Lambda) (1, 5) 0 tf.math.reduce_sum_1[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_1 (TFOpLambd (1, 5) 0 lambda_3[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_1 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_1[0][0] \n", " reshape_1[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_1 (Sli (5, 5) 0 multiply_1[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_1 (TFOpL (5, 5) 0 tf.__operators__.getitem_1[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_1 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_1[0][0] \n", " input_4[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_4\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_5 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_5 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_6 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_7 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_5\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_6 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_4 (Lambda) (None, 8) 0 input_6[0][0] \n", "__________________________________________________________________________________________________\n", "model_3 (Functional) (5, 8) 825 lambda_4[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_5 (Lambda) (None, 8) 0 input_6[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_1 (TFOpLambda) (None, 8) 0 model_3[0][0] \n", " lambda_5[0][0] \n", "__________________________________________________________________________________________________\n", "model_4 (Functional) (None, 2) 33877 tf.concat_1[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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OvhmGWeu8HTLguQgyZVDxS8j2Y4BsnRTH093H24QQNe3/KhDfQkTFmGWvjPn/AfimSVclvHfSc73ieviqS9iUKw1qcBlp+EREY4g/bgONWy+rauGvSnhp0nPN8gBkUAakO99nhRAPJLwOQghLCHE1ZL/zCvw2eUnLOEKInwH4LQAPuv+OM49qlpvcx6cQUeQ4h4guhB/4/qLN7w8Ej/dTEl7XjowcAIAQYtbN+Plr91+PIKJp97kH4acsP69d77lOaHTPIiR/jup7JkkV74dzlmGYLsDBN8MwaxohxH4An3P/fLMyTRNCnIbvrvtXETWScFU85Ur+2dDTt6mXQaa3h5cdhmy3FbVNAr6L+iuJqM48iIjOg2881je4rs3KRf2vomp9dVx3dJ0F97FOIXV5M2Tf37WKSqn/bSI6O/ykGyy9st1v6p5z6jr4UyKqU+qIaAeAP3X//GzoubgJJkAG3koJ9BTBpGVc5VCZd7U7Vfa/3MedAP4k5jVvdx9nkGxA1xTu8VbdCl4ZZTRHRA+DnITIRIPPApAtsxT6sf139/FPiOgRWd93HdPonvVKSBPNOBbdx6mE1/T8nGUYpjtw8M0wzHrgXXB7z0LWHCveBNnH+1wA31U1kq4p2HMg+xTnIN2FAy123LZMP3H//GcierpKa3eNpH6AeFMcAHgn5CB5K4DvqcEwSZ4KOTFQ1/6sT3g9ZAr1BICfENEfEZGXYk9Em4johUT0ZdRPWqiWPC8nole4DuAgom1E9C+QtZWznd+FnvEhSIOmYchz7smucgYiugLSbbydBnk674TMuNgI4AdE9Hj1BBE9AfKcnYJUbMNt5A4R0buI6LF68OeWHvw/SFM9B8F2UT8nog8Q0VVENKots4OIPgh53QHyOmsbQogbIXvcA8AHiejP1eSae579K/yWb28WQpSj1tMG3gVp8LUJwPfdz1dd48+ArIFv5hp/MRH9lIj+VJ/AISKTiJ4J/7O7wZ1kVPwjgH0AigCuJqKXK8d6IsoT0flE9PdE9IYmtmkto+5ZzyaiN6tzmYimiOiNAD6I5HvWne7jc4gossygj85ZhmE6DAffDMOsedx+ul93/3yTCh7cXrcvgVTgngjgdiJagHSu/SZk7e1hAM+Laef1F5CD6+2QQdMyES1DphCe4647bpv2QzqxW5BtY35JRIsAlgFcDekA/pfuyyvN7XlncNsA/SqAg5B1pp8EME9Ec0S0BFmP+CXIjIDw98w/QbZJykFOaJSIaB7S/fu17v/+G2sUIcQ8pNq5DBl8Xgt53ixBppKeBeAV2iJtG2S7E0YvgFTyLgbwU5Itk5YhJ5IuggzOXxDRmm8rgL+B7IW86n7WJchg7kWQk1uvd9shKaYgr5EfAlgionn3vR4C8Ofua/5FCPG9du2jxh9DtnMrQAZHC0Q0B3meKWXxH4UQH4tZvmXcVO/fhbx+Hw7gF+41vgI5SZGHf41ngQA8HrIn+34iKhPRDOR97DuQdcFH4ff1VtuzBOBZAO6GbNX1CbjXLeRE4L0A3obm22WtVT4N4Mfu72+HPJfnIAPud0Ae848mLP+fkNfxuQAeJNmO8aD7ox/rnp+zDMN0Hg6+GYZZL7zDfdwFP7UWQojPQQYiH4dUuIuQAfGtAN4C4JJQQAFt2VsBPAYyZfAk5D11BsCHIQfbdydtkBDii5CB9xcgA9YipCr6fgCPgJ/ueDr1XnYJd+LiYZBB1A8g93sc8hjsA/AZyJrwF4aWOw0ZOLwPMni3IY/3tQB+VwjR9pTrfkMI8RMAlwH4D8iBdQ7yM/53yP7z+7WXn27ze18H6ZL9TwDugfy8yP39HwFcJIT4ccSiz4BUcn8MOSE17P7/fnc/Hi2EeF9omRdDXkNXQ9ZAFyADzkOQKfBPE0I0E3w2RAixAFnb/seQ59YSgDFIw8AvAXiKEOKvOvHeoe34JuRnqu4RBchr/EOQ13hiXX0MX4ecuPsPyPKXBUhzxyXIHtpvBnCxEGJvxPYccN/3zyCPyzzkcTkBObHyZvjO3Qyk0z/k+f82APdBZksR5LH+nwCej4TSCSHEPsi6/69D3uenIVvEnQkty6VfzlmGYToLybIkhmEYpt8gondAtmi6xnWXZtYBRPRySFXygBDinF5vD8MwDMMw7YGVb4ZhmD6EiDbDTzX8TtJrmbUDEQ1Bpt8D/LkzDMMwzJqCg2+GYZgeQUSvJqK/IaJziSjn/q/omr39CNKw7RR8l2JmDUBELyai/0VEl2iGczkiehKAayDT+cuQ5QcMwzAMw6wROuWoyjAMwzTmbACvgayltV2ztwn49+YFAL8thFjL7t/rkW2QTvtvAiBcw7kxyHpgQBpnvUwIcV+Pto9hGIZhmA7AwTfDMEzv+E9Io54nQfZ3nYZ0HX4A0g35/RGu08zg89+QLvFXQZoubYI0cToA6Qz+Pg68GYZhGGbtwYZrDMMwDMMwDMMwDNNhWPnuIJs2bRJ79uzp9WYwDMMwDMMwDMMwHeDmm2+eEUJsTvNaDr47yJ49e3DTTTf1ejMYhmEYhmEYhmGYDkBEh9K+lt3OGYZhGIZhGIZhGKbDcPDNMAzDMAzDMAzDMB2Gg2+GYRiGYRiGYRiG6TAcfDMMwzAMwzAMwzBMh+Hgm2EYhmEYhmEYhmE6DAffDMMwDMMwDMMwDNNhOPhmGIZhGIZhGIZhmA7DwTfDMAzDMAzDMAzDdBgOvhmGYRiGYRiGYRimw3DwzTAMwzAMwzAMwzAdhoNvhmEYhmEYhmEYhukwHHwzDMMwDMMwDMMwTIfh4JthGIZhGIZhGIZhOgwH3wzDMAzDMAzDMAzTYTj4ZhiGYRiGYRiGYZgOw8E3wzAMwzAMwzAMw3SYvg6+iWgXEf07ER0logoRHSSi9xHRhgzreA8RXU1Eh4moRERzRHQLEb2FiKYTlns8EX3Lff0qEd1ORK8lIrM9e8cwDMMwDMMwDMOsF/o2+CaicwDcDOBlAG4E8C8ADgB4DYAbkgLnEK8DMArg+wDeD+D/AbAAvBXA7US0O+K9fx3AjwA8CcBXAHwYQMHdhv9qeqcYhmEYhmEYhmGYdUmu1xuQwEcAbAHwaiHEB9U/ieifIQPqdwB4ZYr1TAghyuF/EtE7ALwRwN8C+DPt/xMA/hWADeAqIcRN7v/fDOAaAL9FRC8WQnAQzjAMwzAMwzAMw6SiL5VvIjobwDMAHIRUnXXeAmAFwEuIaLTRuqICb5fPu4/nhf7/WwA2A/gvFXhr6/k798//2eh9GYZhGIZhGIZhGEbRl8E3gKe6j98TQjj6E0KIJQA/BTAC4LEtvMfz3MfbY977OxHL/AjAKoDHE1GxhfdmGIZhGIZhGIZh1hH9mnZ+gft4X8zz+yCV8fMBXJ1mhUT0BgBjACYBXAHgiZCB97vTvrcQwiKiBwBcDOBsAPekeW+GYRiGYRiGYRhmfdOvwfek+7gQ87z6/1SGdb4BwFbt7+8AeKkQ4lQX3pthGIZhGCbAh67Zh+mxIn73MWf0elMYhmGYLtCvaeeNIPdRpF1ACLFNCEEAtgF4IaRyfQsRPbKd701EryCim4joplOnwnE9wzAMwzCM5L9vP4Yf3H2i15vBMAzDdIl+Db6VujwZ8/xE6HWpEUKcEEJ8BTJtfRrAp9v53kKITwghrhBCXLF58+asm8cwDMMwzDrBcgQsJ7WOwDAMwww4/Rp83+s+nh/zvHIoj6sJb4gQ4hCAuwFcTESb0rw3EeUAnAXZJ/xAs+/NMAzDMAzjOAI2B98MwzDrhn4Nvn/oPj6DiALbSETjAJ4AoATgZy2+zw730db+d437+KyI1z8J0mX9eiFEpcX3ZhiGYRhmHWM5AjXbafxChmEYZk3Ql8G3EGI/gO8B2APgVaGn3wZgFMCnhRArAEBEeSK6kIjO0V/o/m9beP1EZBDROwBsgQyk57WnvwhgBsCLiegKbZkhAP/L/fOjrewfwzAMwzCMzco3wzDMuqJf3c4B4M8AXA/gA0T0NMi2XlcCeApkuvmbtNfudJ8/BBmwK54F4L1E9CMA+wHMQjqePxnScO04gJfrbyqEWCSil0MG4dcS0X8BmAPwfMg2ZF8E8Ll27ijDMAzDMOsPm2u+GYZh1hV9G3wLIfa7yvPbIYPo5wA4BuADAN4mhJhLsZofAPgEZJr65ZDtwVYgg/f/A+ADUesRQnyViJ4MGeD/JoAhAPcD+Et3Gf6mZBiGYRimJSxWvhmGYdYVfRt8A4AQ4jCAl6V43UH4LcD0/9+J+rT1tO/9U8iAn2EYhmEYpu3YjsPKN8MwzDqiL2u+GYZhGIZh1jqy5psN1xiGYdYLHHwzDMMwDMP0ANsRsGxWvhmGYdYLHHwzDMMwDMP0AIsN1xiGYdYVHHwzDMMwDMP0AEew4RrDMMx6goNvhmEYhmGYHiCVb675ZhiGWS9w8M0wDMMwDNNlHEdACLDyzTAMs47g4JthGIZhGKbL2EIG3VzzzTAMs37g4JthGIZhGKbLKMWb3c4ZhmHWDxx8MwzDMAzDdBmleHPNN8MwzPqBg2+GYRiGYZguo5RvrvlmGIZZP3DwzTAMwzAM02W8tHMOvhmGYdYNHHwzDMMwDMN0GZVuLoR0PmeYbvHg7Cpe8smfY7li9XpTGGbdwcE3wzAMwzBMl9FLvWtc9810kVsOz+PH+2bw4OxqrzeFYdYdHHwzDMMwDMN0Gd1ojeu+mW5SqtoAAEfweccw3YaDb4ZhGIZhmC6jB9xc9810k1JNBt886cMw3YeDb4ZhGIZhmC6jB9w29/pmuki5JrMueNKHYboPB98MwzAMwzBdxmHlm+kRSvnmtHOG6T4cfDMMwzAMw3SZgPLNwTfTRcqcds4wPYODb4ZhGIZhmC6jBz41m93Ome7hGa5x8M0wXYeDb4ZhGIZhmC5js/LN9AiVds7lDgzTfTj4ZhiGYRiG6TIW13wzPcJzO+eab4bpOhx8MwzDMAzDdBlWvpleUalx2jnD9AoOvhmGYRiGYbpMsM8313wz3YP7fDNM7+Dgm2EYhmEYpsuw8s30CmW4xucdw3QfDr4ZhmEYhmG6jK5212wOgpjuUarJc49rvhmm+3DwzTAMwzAM02Ucwco30xu4zzfD9A4OvhmGYRiGYbqMZXPNN9MbvD7frHwzTNfh4JthGIZhGKbLcM030yvKltvnm8sdGKbrcPDNMAzDMAzTZfR6W+7zzXQTVr4Zpndw8M0wDMMwDNNlAso3K5BMl3AcgYrlGq5xtQPDdB0OvhmGYRiGYboM13wzvUClnAPsds4wvYCDb4ZhGIZhmC7DaedML1Ap5wBgs/TNMF2Hg2+GYRiGYZguw4ZrTC8o1XTlu4cbwjDrFA6+GYZhGIZhuoyudrPrNNMtyjVf7XZ40odhug4H3wzDMAzDMF3GYeWb6QHlGtd8M0wv4eCbYRiGYRimywSUbw6+mS4RSDvn845hug4H3wzDMAzDMF3G1hzO2e2c6RYBwzUOvhmm63DwzTAMwzAM02W45pvpBax8M0xv4eCbYRiGYRimy3DNN9ML9Jpvh2u+GabrcPDNMAzDMAzTZbjmm+kFevDN5x3DdB8OvhmGYRiGYbpMsM8313wz3UGv+eZWYwzTfTj4ZhiGYRiG6TK2I2AaBIAVSKZ7lNw+3wZxuQPD9AIOvhmGYRiGYbqM7QjkDIJBbLjGdA9luDZayHGfb4bpAblebwDDMAzDMMx6w3KDbyEMVr6ZrlGu2SjmDJgmsfLNMD2Ag2+GYRiGYZguo9LOBbjmm+kepaqN4YKJnMHBN8P0Ag6+GYZhGIZhuowefLPyzXSLcs3GcN6E7QhuNcYwPYBrvhmGYRiGYbqM5QiYhsEKJNNVSm7wbfJ5NzCsVCy861v3BJzqmcGlr4NvItpFRP9OREeJqEJEB4nofUS0IeXy00T0J0T0FSK6n4hKRLRARD8hoj8mosj9J6IiEb2KiG4kohkiWiaie4joA0R0Znv3kmEYhmGY9Ybj1nybBtd8M92jXLMxlDdhEPF5NyDcfGgeH//RAfzsgdlebwrTBvo27ZyIzgFwPYAtAL4GYC+AxwB4DYBnEdEThBCNzsIXAfgogGMAfgjgQQBbAbwQwL8BeDYRvUgIP++GiHIArgbwBPc9PwugAuDRAP4CwB8Q0eOFEHe3a18ZhmEYhllfWHqrMZtrvpnuUKrJmu+VqsV9vgcElaFwYqHc4y1h2kHfBt8APgIZeL9aCPFB9U8i+mcArwPwDgCvbLCO+wA8H8A3hRDeNxsRvRHAjQB+EzIQ/5K2zG9ABt5XA3hGaLm3Afh7AG8A8EdN7xnDMAzDMOsa23FgGgQirvlmukepamOkkINJBO5wNxio4Pv4Igffa4G+TDsnorMBPAPAQQAfDj39FgArAF5CRKNJ6xFCXCOE+IYeQLv/Pw7gY+6fV4UWO9t9/GZ4OUgFHgA2N9oHhmEYhmGYOGwB5Azimm+mq5RqDobyBgyDWPkeENTk3AkOvtcEfRl8A3iq+/i9iMB5CcBPAYwAeGwL71FzH63Q/+9yH58dURP+a+7jD1p4X4ZhGIZh1jlK+TYNrr1lukfFrfk2iWBxi7uBQE3OHeO08zVBv6adX+A+3hfz/D5IZfx8yPTwTLh13X/g/vmd0NPfBPBlyHT0O4joBwCqAB4F4IkAPgjgQ1nfk2EYhmEYRmHZsubbEASb83+ZLhF0O+/11jBpsF1rquMcfK8J+jX4nnQfF2KeV/+fanL97wZwCYBvCSG+qz8hhBBE9FuQtd1vBvAw7emrAXxGCMFe/wzDMAzDNI0j3D7fAqxAMl1DGa6ZBnGf7wHBdu8PXPO9NujXtPNGkPuY+a5BRK8G8HpIJ/OXRDw/BOBzkKZqrwKwHXIy4DkAzgTwIyL69YT1v4KIbiKim06dOpV18xiGYRiGWQdYbquxnMlp50z3KFWl8m2w18DAoDIUTq/WUK6x/jfo9GvwrZTtyZjnJ0KvSwURvQrA+wHcDeApQoi5iJf9DWSLsjcJIT4uhDguhFgUQnwbwG8ByLvriEQI8QkhxBVCiCs2b2ZfNoZhGKZ/WalYqFg8mOsFtiNgsOEa00UcR6BiOW7NN/i8GxBsLTOGTdcGn34Nvu91H8+Pef489zGuJrwOInotZK32nZCB9/GYlypTtR+GnxBC3AZgDsCZRDSd9r0ZhmEYph95ySd/jvd+597GL2Tajq2Ub8OAxTXfTBcouxNtwwUTOcPg4HtA0Gvz2XRt8OnX4FsFvs8IO44T0ThkH+4SgJ+lWRkR/TWAfwFwK2TgfTLh5UX3sU62JqIifNW9mua9GYZhGKZfObFYwYmlSq83Y11iOcJzO+cgiOkG5ZqM4oZyBgzDN/Ji+htWvtcWfRl8CyH2A/gegD2Qddc6bwMwCuDTQogVACCiPBFdSETnhNdFRG+GNFi7GcDThBAzDd7+x+7jG91gW+etkCZ1v3BbnjEMwzDMwFKzHTZd6hG2G3zLmm82XGM6T6nmK98m9/keGHRPCFa+B59+dTsHgD8DcD2ADxDR0wDcA+BKAE+BTDd/k/bane7zhyADdgAAEf0hgLcDsCGD6lcTEUIcFEJ8Svv7HQCeB+BpAPYS0XcgVfYnAHiM+/tr2rGDDMMwDNNLbEfwALxHSOXbgEFgwzWmK5SqMvgeypswiI3+BgWVGWMQtxtbC/Rt8C2E2E9EV0AGz8+CdBs/BuADAN4WY5YW5iz30QTw2pjXXAfgU9r7PkREjwTw1wCeC+BlkBkCx9zXvUcIsTfj7jAMwzBM31GzHU557hGOW/NtELjmm+kKyil7OG8ix63GBgZ1j942McRp52uAvg2+AUAIcRgy+G30uoPw24/p/38rZKp41vc9Bdlq7A1Zl2UYhmGYQcF2BA/Ae4TlCBjEbuftRAWXQ3mzx1vSn4TTzvm8GwxUbf7ODcOcdr4G6Muab4ZhGIZhOk/NETwA7xG24yBnEEyu+W4br/vcrfjrL93e683oW1Ta+bCbdr4Wrv0Dp5Yxv7K2PZBtNzNmx9QwK99rAA6+GYZhGGadYjsCnPHcG2xHwDRZ+W4nxxfLXBObgJ4ZsFaU75d96hf4wDX7er0ZHcVTvqeGcXKpsiY+t/UMB98MwzAMsw4RQrDhWg+xHQGTZKsxNr5qD1xGkUxJC74Ng9ZEq7H5lSqWylavN6Oj2I4AEbB9ahi2IzCzzO0hBxkOvhmGYRhmHaICPlZReoPlGq7lDGLDtTZh2VxGkURZq/nOrZFWYxXLWRP7kYS6V2ybGALAjueDDgffDMMwDLMOUQEfK4W9wXH7fJuGwcp3m+AyimT0mm+TBl/5FkKgYjkDvx+NcFxzxu2TMvhm07XBhoNvhmEYhlmH1FyTLw6+e4PlBt95k2Cz4VpbsJy1r4K2Qqkmz7NhlXY+4DMVFUvuz1qfvFLK91ZX+WbTtcGGg2+GYRhmXbNUruFd374HFcvu9aZ0FTXw5jTd3mB7yjfXfLcLm937E1E138WcsSaUbxV8r/UJF9sRMAzC9GgBeZNwnIPvgYaDb4ZhGGZd87MDc/j4dQdw50MLvd6UrqKU7wEXvwYWW/g13xwwtgeLDdcSqdRsDOUNGG6LO3vAEy4q7mTCWr9+bFf5NgzC5rEiTi6y4dogw8E3wzAMs66puurJanWdKd/ugHWtq0b9im0LmIbBNd9thJXvZEo1G8N5EwBgEg38RIVSvtf6Zy5LVGTIVsybqA36rMk6h4NvhmEYZl1TtWXQvVJZX8G3xWnnPUUOqOG6nfNguh1Yjhj4VOpOUqraGFLB9xo475R7+1r/zB33XgG4nxt7RAw0HHwzDMMw65qaJQdupdra7hUbRqmtg65+DSq2UMo3wRGcgdAOuG99MrrybZA87waZ9aR851zlm1sTDj4cfDMMwzDrmoq9PtPOlerFwXdvUHWceZPk3/w5tIxlr/22U61QrvnKd84cfK8BZZI56PvRCEcIGJryvdb3d63DwTfDMAyzrqmpmu/1lnbucNp5rxBCeA7GqpaTP4fWkcp3r7eif6lYDop5eb4Za8DtvFxbp8r3Gt/ftQ4H3wzDMMy6prpulW+Vdt7jDVmHqGOu3M6Btd+ruBtYbLiWiMq2AADTGPygdd0o346A+7Gx8r0G4OCbYRiGWdd4yve6q/leH6pRP6KOverzDfh915nmsdlwLRHbESByg28a/CCuopTvNf6ZW47jK9+mwYZrAw4H3wzDMMy6xlO+tbTzquXg5GK5V5vUFTjtvHeoY24ahJxb813jAXVLCCFkn28+n2MRQgbdALxyh0E+XuV1onzbjvAm6XKsfA88HHwzDMMw65qotPP/+7NDePo/X7emBzl+2vna3cd+RZ1XOV35XsPnWjdQh2+tq6CtYAeMu/z/DSqVdVLzrQffJtd8DzwcfDMMwzDrmqqbdq63Gjt6uoTFsuU9txbhtPPeoSvfeTca4gF1a3jnM6fvx+IIAcNVvo01MOmznlqNsfK9duDgm2EYhlnXqAB7RUs7X6nKQFwZ+qxFWPnuHZYWfHPNd3tQAckgK7mdRhp3+TXfwGAHruXa+kg7d4SufBvc53vA4eCbYRiGWdfU3LTzkpZ2vlRWwfdaVr7Z7bxXOBE132yi1BrsYdAYRyCQvgwM9mSFp3wP8D6kwbJZ+V5LcPDNMAzDrGuqEW7nyxU3+K6t3YDIstdHymY/YnHNd9uxOZOjIXaoZRUw2IZrKjNpkPchDY7QWsSZxBN1Aw4H3wzDMMy6puYO2nW382VX+S6v5bRzpXyv8YFrP6ICbYP8Pt81TiVtCVa+G+MIrdXYGugvX3YnRwdtHyzbwVduOZL63ss132sLDr4ZhmGYdY1KXdTdzteF8u2sj5TNfsRTvk3yWj7xgLo1bK2MQvA5HYneakzVfg/y5NugKt8/3T+L133uNtz+0EKq17Pb+dqCg2+GYRhmXVPzWo1FpJ2vZeXbZqVQ55YH5/H124525b18t3ODa77bhH78+JSORm81llsLNd8DqnzPr1QBAJVauu8X2xHepAkr34MPB98MwzDMuqaapHyvC8M1HsgBwEev3Y/3fHtvV97LC761tHMeULeGfvz4WEaz1lqNld3786DdwxbLNQDpJz6CyrcxcJMNTBAOvhmGYZh1jVK+LUegajkQQmBlPSjfXCMb4NDsateOhVJp9VZjPKBuDf34DVow1i3WWquxyoC2GlssyeA7bbKLHnz3q/L90OkS/uOnD3DJRwo4+GYYhmHWNVXbHwGVqjYqluOZX5XXcs23rVSjHm9IHyCEwKG5la6l4KpBd84g5Ljmuy2w8t2YyFZjA3yslPI9aBNXC6VWlG/yJoz7iW/fcQxv+8bdOLZQ7vWm9D0cfDMMwzDrmqqWWr5StbyUc2BtK9/6oHvQDIvazcmlCso1p2vHIUr57scB9SBhaW7xg1zH3ElsR4DCrcYG+Fgp5XvQ7l+LJfkdk8XtPNfnyrfapsNzqz3ekv6Hg2+GYRhmXaMr36tV20s5B9a223mNgxWPgzMrALp3HHzDNULeHHwFsh/oxmTSsYUSji2UOrLubiCEb9zlK9+93KLWqAy68p1yu21HeDX6ss93/+2v2qTD84N7fXQLDr4ZhmGYdU3VcjA+lAMg086XyrryPcAj0wZY2qh7vQd+h1y1plvHQb1Pjmu+24budt6pz/Fvv3wH3vjlOzqy7m5g64ZrNPgu+2WlfA/Y5GEzhmtK+c4bRl/er9Vn8CAr3w3J9XoDGIZhGKaX1GwHUyN5LJUtrGjtxoC1nXbOBlU+h2al8t2t9FVd+eaa7/YQqPnu0Pm8VLYG2lDKEb7LuZd2Prixt1cyNGjXjgq+095vbBGs+bYdASEESNUQ9AHqujjCwXdDWPlmGIZh1jVVy8HUcAGAVL6XNeV7TRuudUEpHBQOzrrKd5sCq+WKhWv2noh93tKCb1a+20Mw7bwz72E5YqCvFel2Ln9fE32+Ld80cpAmRVoxXOvX1oRqc1j5bgwH3wzDMMy6pmYLTI3kAbg139X1YbhmdSFYGRQedIPvdh2Hr996FH/0qZswv1KNfF4NuqXy7Qbfg1x82wd0Q/l2HBHwShg01lyf75p/fx6k/VCGa1lqvlWGjGn252Sd4OA7NRx8MwzDMOuaquVgclgG3ytVK1jzvZaVbzZcAyAVs4Oz7TVcU0FBOWbyxrZVzbfByneTfPP2Y3j952/z/g5OJnXmWFqOGOga6UCrsbXQ51vz5BiUe5jjCCyptPMMyreaNOlf5Vtuj+wcsXYnrdsBB98MwzDMukUIgartB9+lqu21GivmjDVtuBZI0x2QgWsnOL1aw1LZwlgx17YBrVqPFaOSqkDRMIC8yTXfzXD9/hl8967j3t/d6PNtO07sZzoIOFqrMVdIHejzrmLZA9evfLlqeSnaaZNdLMdBzlQ134b7v/7aXz3t/8g8q99JcPDNMAzDrFtUCmkg7bxiwSBgw0hhTaed632lB61PbjtRqvdZm0YBtOdY1JzkFkhqsoOV7+apWE7gHLa6kHZuOcL7bAcRR2s1ptKYB3XizXZLAEYKpvf3ILDo1nsD6e81joMBUL793zn1PBkOvhmGYZh1ixq8TwzlQQSsumnno8UchvLrR/kelJTNTnDIrfc+e7MMvttxLFRaeVwdt2645g2mueY7ExXLCQbcTucnkxxHDLTybQutX/SAK99qYnTwgm+/rCntvcZyHO8+4U/W9df9Qp/EOTzHvb6T4OCbYRiGWbeoVjXFnIGRvIlVN+18vJjDUN5c07VrunHUoAxcO8Gh2VUQAWdOu8p3G4JvFRTGmXOpQNE0qG8NlPqdSs2G7Qgv0O6a8j3AwbcjUNfne1CvfeXHMVqQXZMHZT8WNOU7zTYLIQIt4vpZ+c6bhOG8ycp3Azj4ZhiGYdYtSvnO5wwMF3Je2vnYUG4d1HzrSmEPN6THHJpdwbaJIU9Ba8exUAPjuAGyErlzutt5nw2m+52qexBVGnh3ar4H3HBNazU2aLXSYZSZ4UjRVb4HJHtH9fgG0k30qc+nTvnus0kg4Trp7944zMF3Azj4ZhiGYdYtKrgumAZGCiZWqxaWKzLtvJgz17TbeY3TzgEAh+ZWceb0iO/+3E7lOyZQCyjfAx4E9Qp1bVpein93+nz3W9CTBUf4/aKNNp7vvUB9/iP5ta18620JAXjGa/22v6qN3e4NIzjMwXciHHwzDMMw6xalnhVyKvi2PefrYt5Y04Zrej1yvw3kusmh2RXsmR5ta99jFVw3cjs3DUJeuRcPcFDXC9S1qY5b9/p8D+aEnEpfJgoGcYNqtlinfA/IfixmDb6dYPDdv27ngEHA7o0y+BYDOqnTDTj4ZhiGYdYtaiCtlG/Vamx8XaSd+4Oj9TpQqlg2Zpar2Dk1DDcWaUswogbGcSnKjjagNgwCUbAMgGmMujajnOU7dSxln+/BvFbUJa4yPNTjoO5PuOZ7UC6fxbJvuJYm7dwKpZ33c823TDsfwUrVxtxKtdeb1Ldw8M0wDMOsW5ThWt40MFLIYaVqYaViYbSQQ3E9Ga6t2+Bbfv7DBdNP/26H23nKPt/6gHpQg6BeoT47X/nWMzk68562I2A7YiAnq1Sgp2q+VabHoLYaU5+/8moYlFr8xVINBddqPs15qibqVJlAP7udEwFnbBwBAByeZ8fzODj4ZhiGYdYttVDaealqY7m8XgzX2O1cqWfFvOkHI11QvtXxNjQTpfX6GTSLSjtX17DVhfNZfZ6D6HiuJpW8c27A3c7VxOho0VW+B2QSYbFUw4bRPICMyrcZVL77rUxFuG3sdm8cBsC9vpPg4JthGIZZt1QCyreJlaqF5apsNVbMmQMXfO8/tYxTS5VUr9VrV/tMROkaKoAr5oy2Gq6pPt9xQVq98m0MZEDXSzzDtQhn+U4FYuo66TfVMQ3qkIQV1EENvvWsFWBw0ucXyzVsGCkASHfs9RIVAMiZ/VnzrdLOd0zJ4PvEQrnHW9S/cPDNMAzDrFtUwFNwW43NLFUhBHzle8DSzl/+nzfhn79/X6rXdsOgqt/R+7y303AtKiDUqTdRIq75zoifds7Kdxq8bIs10mpMTZyNFgbLcG2hVMPUiFS+02yzZ85I/V7zLUCAl1Lfb5MD/QQH3wzDMExH+cZtR7FcsRq/sAdUtVZjowUTJS2VUbqdD05AJITAQ6dLWEl5rGtdCFb6nYoWfKvBbXv6fKsgLTntXL1n3uSa76z4aefdcTt3HOkWDgQ7BQwKjqif8AEGd+KtrFqNDZrhWsnC5HAeRNn6fIc/t37LvlBO+qSMKwf0vOoGfR18E9EuIvp3IjpKRBUiOkhE7yOiDSmXnyaiPyGirxDR/URUIqIFIvoJEf0xEcXuP0n+kIiuJaI5d9kHiOjzRHR++/aSYRhm7XJsoYS/+Owt+PYdx3q9KZGEa74VY1ra+aCYK61WbVQsJ3UgbTsOCjn5NbheB0p+8G3C7eDT1j7faVqNqcf1OgHSDEIIX/mOaOvWifZZ+nkxiBMlKlZTrcYMap/HQS9Qky+DZri2UKphcjgPk9Jd8+Hgu1+VbyEEDPLPq0H53uwFuV5vQBxEdA6A6wFsAfA1AHsBPAbAawA8i4ieIISYbbCaFwH4KIBjAH4I4EEAWwG8EMC/AXg2Eb1IhM4QIhoC8AUAvwbgXgCfAbAEYAeAXwFwPoB0eX0MwzDrGKVO9KtruO92Thgu+F+J40M5DOVlNFaxHAzlzcjl+4nZZdnaJe2gzLIFiqaBquUM7AC8VbzMh5zhDRrb0+c7Oe3ccQRMg/yey4YxkAFdr6jZwqthrkW6nXcg+NbWOYi9vj3l21Um+zWIS4uq+R8ZNMO1cg0TQ3kYBqWa6IuaqNP/3y8It+bbm9Tpr83rK/o2+AbwEcjA+9VCiA+qfxLRPwN4HYB3AHhlg3XcB+D5AL4phPDulET0RgA3AvhNyED8S6Hl/gky8H4XgL/Tl3WXzzezQwzDMOsNlZ5Z7dMayaqmfI8WdeU7j2JO/j0wwfeKNFpLOyizHIFi3sBSZXBTT1slYLjWxtZL6jOoxahxliO8lHOAle+sVLXgN6rmuxOBmP759JvTdBrCbudGnwZxaSmHar4H4TOp2Q5WqzYmXOU7zaRnuFwg56bo2H22v46nfPt/JyGEQKlme2UD64m+TDsnorMBPAPAQQAfDj39FgArAF5CRKNJ6xFCXCOE+EY4eBZCHAfwMffPq0LvfQ5kUP8LAG8KL+suX0u9MwzDMOsYpUpV+7R2Wlc+h7UAe7RoophTynd/qvZhfOU73bG2bMczx4laxLKdvv3c2oXXaixntrX1UqM+37bjeINpQKqQg6im9grdCDHK3K4Th1IPUgclxVnH7/MdVFAHRTEOo65d5XY+CBOIiyUZPkwO590Jt8bLqHtIrs+Vb7/mO53y/fXbjuLKd17dt1lxnaQvg28AT3UfvxcROC8B+CmAEQCPbeE9VAAddqb5Xcjj8p8AJojo94nob4noFUR0bgvvxzAMs+6wGhhP9ZqA4VpRSzsv5v3gu9af2x5mbkUG32kHZTVboJiPH7i+81t78Qf//vP2bWAfomc+dMLtPN5wzR9MA6x8Z0U3Qozs891h5XsQ3c7VfIEXfHuTTb3aotaoWNKzQinBgzAfsliWIcfEcA5GSsM1X/mW+6n6fffb/UL2+Za/G9S45nv/yWUslS2Uqusv+O5Xrf8C9zGurnofpDJ+PoCrs66ciHIA/sD98zuhpx/tPk4C2A9gWntOENFHIVPh19/ZwjAMk5GanRyE9BrdcG1YN1wbynmB6aAo3zNu2nlaJct2hKZ81y9zeH4Vh+dK7dvAPiSqz3c7lECVfRDfasyBaWrKt8k131kIBt/1yncnPAx0tXsQUpzD+EEc3MfBVr7LNRtDOcPbn0HIRlDK98RQPvWEm1/zDfexX93OhTexYxA1PK/mVt1MrQE9/1qhX5XvSfdxIeZ59f+pJtf/bgCXAPiWEOK7oee2uI9vB3ATgEsBjAN4GmQw/mcA3hy3Ylchv4mIbjp16lSTm8cwDLM28Gq++zR92TdcMzASSjsfcpXv8qAo327aedrAwNLczqMGgRXLWfMpgV7aed5oa99j9RnEBdThmu8cK9+Z0CfE/Jrv7IZrVctJPTGoxzpxtfz9jAqGKJR2PogTCYC8PxXzpqcID8IkwkI47TxVqzF5rnnKd58a5TkCUHc0GXwnv35+VR6L9Wj22a/BdyPU55v5EyOiVwN4PaR7+ksiXqJGX8cA/IYQ4k4hxLIQ4hoAvwXAAfCXRFSIWr8Q4hNCiCuEEFds3rw56+YxDMOsKVTwUe1j5ZtIDmhU2nnBNFDMmZry3Z/bHkalnad2O3eEl1ofNQisWrbX93yt4qWdm37aeXuU7+SMD0eIQM23aXCf7yzopSCqX30zfb5f+7lb8IYv3JbqtQOvfIfSztXpN6jKY6VmBzJW+vQrJsBi2VW+3eA7TeCp9ssMT5r02f1CV77T9DCfX2Hlu99QyvZkzPMTodelgoheBeD9AO4G8BQhxFzEy+bdx+8IIQL5dkKI2wA8AKmEX5Tlvdcyh2ZX8Ph3XY39p5Z7vSkMw/QZKvjo17Tziu0gbxogIi/tfGxIBuGDZrg2k7Hm27KF3+c7Rvku1ew13a/VV77Ntg7iG/b5tkWg5lsq3929RoQQA/vZ6hNinvLdRJ/vB2ZWcfR0utKKoNt5f97PkginnRORrDvusyAuLaoLhZ+x0v+fyWLJrfkeSt/n2/KU75DbeZ99bkLIoBuQEzyNbi1K+e63/egG/Rp83+s+nh/z/HnuY+pe20T0WgAfAnAnZOB9vMF7n455XgXnw2nfe61z99FFHF0o49t3HOv1pjDMukcIgY9dtx+n3XqqXqO+WPs17bxmyV7XADCigu9iOPjuz20PM+fWfKdXvh1vH6MWqdQcCDE4+98Mes23Mgtqq9t5bM238JR2QA6su23i9eEf3o8XfPinXX3PdhFMO/eV70JCJkcUy5Va6jaI+mdZG8CAwWs1Fih3MAZWeaxYdqBF4CDMh+hp50bKUhM1p9D3fb4hAlkVjSZ15jNmaq0l+jX4/qH7+AwiCmwjEY0DeAKAEoCfpVkZEf01gH8BcCtk4H0y4eXKwO2SiPUU4Qf+B9O893pAqS3X3cc17gzTa/afWsG7v70X37jtaK83BYBuuNafX7BV20Y+p4JvGXT7wbebdj4gNd9+q7HsynfUAFwFOGu57rtq+WUH7TRc8xy449zORUj5Nrtf873v5DIOza129T3bRTDt3Hc7LyYYCEaxXLZQSzm55Ay48i0igm/DGNzgp1xz3OBb/t1vBmRRLJZryJuEIddjIs3ER73y7U429Nk56DgIGa7Fv1YIgflVDr77CiHEfgDfA7AHwKtCT78NwCiATwshVgCAiPJEdKHbozsAEb0Z0mDtZgBPE0LMNHj7bwM4AOCZRPSroefeDJkKf12Ccr7umF2WassvHzztzeoxTDexbAf3Hl/q9Wb0Baqm7EjKVMpOowYO/ax8F+KU7/zgpJ0LITCbQUkQQrg133Kf49LOAazpuu+KJQfwRNRW9+dGyrfliFCf7+67nS9lCDz7jWDaeYTynfIaWCpbqf0oAsp3n04mJqF2Uw++06Y+9yMVy3bTzgfLcG1iKC/vNymPvdovr8+32Z/KtyOEl3beqOa7VLO9a3gQPrd206+txgDpKn49gA8Q0dMA3APgSgBPgUw3f5P22p3u84cgA3YAABH9IaRruQ3gxwBeTdpNx+WgEOJT6g8hRNVd7nsAvk1EX3HX+2gATwJwCsAr2rWTawFdbbn+/hk8+9LtPd4iJoq5lSrmV6s4Z/NYrzel7Xzv7hP488/8Ejf87dOwdWKo15vTU5bcPqIPzfdJ8G33t+Fa1XaQz8nvhbxpIG+SV/M9lB8c5Xu5YnkTHGkUIDXoSwpW1PoGxe29GWTwLT/ndvb59oPvGOXbDgff3a/5XirXBjKIBGTGiqKmuZ37mRyN11GxHFiOSO1HEaj5HgCVNUy45htA6tTnfqRiORgr5gbLcK1Uw8RwHoA89mkCT/Udqu4X+T6t+XaEpnwblOgnoeq9gcH43NpN3wbfQoj9RHQFZPD8LADPgXQg/wCAt8WYpYU5y300Abw25jXXAfhU6L1/4r73WyCD/SkAJwB8AsA/CCGOZNmXtc7sSgVnbRrFzHIF1913ioPvPuUDV+/DNXtP4kf/31N6vSltZ2a5AkcAp5YqHHwr5btPgu9+N1yr2o6nfAMy9by+5rv/lV/ldA6kG5RZ4eA7Mu3cVb6rnd9/J1QDnZYPXr0PuzYO4zcesaup961YfsDWzrTzRoZrthCeYge4buddDoSXyhZqjgMhBCKEib5GnxBTx1pXvtOknauJyrTqv640DqLbubovEAUnfQZVeSzXbBRzpqcED4LhWs32fTbSKt/qNX1f8y2E55vRKO18PuP31Vqjb4NvABBCHAbwshSvOwi//Zj+/7cCeGuT7303gN9pZtn1xsxyFVvGi7hw2ziuu+/UQH6RrwdOr1YDN7y1hAoOlitWj7ek93jKd9+knfe34VrVkm7nikt2TuCi7bKhxiAZrs24GUjTo4WUdYRu8J1QI6smHTqddn7jA3P440/9Al/98ydkzsz5/M2HccHW8RaCb9sfDLfRuMlvNRZvuNbrmu+lsgUh3G0xm/vO/szPH8RIwcQLHrGzzVuXTKTbueOXkKS5BtT3RVrDNf3z6dfJxCTUIdH7yw9yizvpdj5YrcYc4U9+yKyDxsvYIhh8q/tGv00AOUKAoBmuJSrf/lh0UCd/WqEva76ZwWJ2uYJNY0U8+fzNOLZQxr6T3HKsHynXnDVbu6n2a7nMwbdSvk8tVfrCKMvqc+VbVyIA4P/9yWPxP6+S9iGe4doABN9K+d48XoSdYlCmPhdV1x4OVoQQ3n538jxyHIG3//ddWKpYTZVKLJctb8KpGVTNN+CnTLYjCLac5BIAq87tvBc13/Je0Urq+WdvfBBfvLn7yYB6NkqtyZpv9X3RXNr54AUMntu5nnZO6XpN9yOVmiwZ8bsU9P99WgjhKYWmkS7wDCvfhkEg6r/9lWnn8ndqoHzrmVqDeC21CgffTMvMrlSxcbSAJ52/GQBw3b3set6PVCw7U33bIKGC76VKdsO/u48urimjQD0QSdu/tpOogXE/K9+FXPRXYd6Ug5x+mMRohGoztmViKNVgRr3Gc4cOLVKzhaeUdTLt/Cu3PIQ7H1p03zP7ObJSsbFSbT74lp+/nGTppuGaE1a+DepqHbEQQlN+m3/fmu305NoOpp37fb6zpZ2ryYe0aef1avsgoc5rI6R8D2rab9myUcwbfdv3Ogoh/MmPrGnn9feL/tpfR8t6NQiJNd+nAzXf/bUf3YCDb6YlLNvB6dUapscK2DE1jPO2jOFH+zj47keUadJaVL/L1eaUbyEEfufjN+BD1+zrxGb1BD347kTquRACP953KnVA5rmd91mKnCKcdq5DRBjKmQOhfKu08y3jxXQ13+7nUcxHu53rymK5QzXvpaqN9373XkyPFgBkD74rlo2q7bSU8aIr36anoLWz5jtO+XbqDde6eI2sVG1vwqWVCdmq7fTETLFiyeNXzBlBt3P3Q0wTmCxVmle+B9GoLqrVWNp2V/1IpeZIt3OVsTIAu+EIETAlS2W45gzOpIm6pcma7/jt05VvTjtnmIzMuXUb02NFAMDjzpnGzYfm16S6OuioAXS5C+ZJ3cZXvrMNwiuWg6WKhbuPLXZis3qC6iMKdMZ07Ys3H8FLPnkjvnF7uj7ifp/v/rwn1Ox45RuQadmVhAmrl3/6Jnz8uv2d2LRMzK1UMVowMVbMZeodW4xJ09XVzE4p3/95w0EcXyzjDc+8QL5nxtHzSqV1r4dKza5LO2+L8m03MFxzRKD2Nmd2V8lSqi/Q2rXZM+XbslEwDeRNw7vH6G7naT5DP+1cpFLKB93tPLLVWJ8GcY2QZTHy2h2ktHO95juz8m3qk3XdL1NpRGBioUHa+enV9W24xsE3k5kv3XwEM25vb9VmbJOrXDzu7GmsVm3cfmShZ9vHRFNZw8p3yd23rLWfi266+b3H145PwVLZwp7pUZgGeTW0S+Ua/uOnD7Rc2/fQ6RLe/o27AaRPabf6PO28kqB8AzI4TVK+bzt8Glffc7ITm5aJ2eUKNo4VYFA6BVV9LnHBir7PnUq7v/OhBZyxcQRPOGcTgPSu0woVPLVS813VJl98w7U2Kt8Jfb71wXS3gyD9mNWs5t+3ZvWmlKliOTLl2PTT9W23d3raY6lP2tQytOcDBlP5diJqvge1z3fNFnCEvD/7aec93qgUyABV/p62zZtX893nkyaO40/sNOrzPaelnQ+q50ArcPDNZGJmuYLXf+E2fObnDwLwg2+lfF959jQA4GcHZnuzgUws5S45F/eCUpNp56rWe2a5smac4JfKNWwYKWDbxBCOzK8CAL5w0xG87Rt34/5TzU8yCCHw11+8HbYQGC2YOLFYSbWcGhgPrPLdIO3cEQL3HF9MrG/rBrMrVUyPFlMrqGG38/BATt/nTt0zHCFrdFWf9azniPJ4qFhO0+eXMm0C2mu41qjPt+OE+3x3V8nSg+9W0sZ7lnZec7zAy+/zLevoTUqXSh0IvtNMWA14qzEV5OjKd9rU535DlcUM5X3DtUHYDyH84282SM1WhA3XgO57RKRB1nzL3w0iJO3a6dWq99pBLXtoBQ6+mUycdAfcB2dWAMge3wCw0VW+N44WcOG2cQ6++xBP+V6DaedKmdNTKdOwqL3+vhNLbd2mXrFUtjA+lMOuDcNezfcN7vWomxRl5au3PoSf3D+DNz33Ipw5PYqTi+VUy6VNO79h/yz+9su3N719zRLu8x2mmDMSlV/LEVgqWz1v7Ta7XMX0aCG1IqIGbnF9vvWa71K1M4M8lXqtMg+yBtAq7Vz+3pz6XXFNmwB47uPt6fOtJp3ile+6lk9dDGLblnZuOZkzFtqBTDk2kTcp4HZuGgTDSKem6ff/NPvQqbTzhVINz37/j3HnQ53NGFSbX+c1MIDKo/Kw0ZXvQZgQcQJu5831+c6ybDfRJxYatRqbW6liw4iMG/ptP7oBB99MJlS6+QOzK+7fbtr5WMF7zWPPnsZNB+f7Ns10vdKtnr29YNV1O85a+7lY8l+/1oLvnRuG8dB8CbYj8HM3+G5Fodp7bAmFnIHfe8wZ2DpRxImldMG3qsNrZFr2o32n8NkbD3fdWbxmieTgO5+cdq4GDnuP9fb8mVupYnqskFoR8QzXcjGGa7XOK9+2225LBd9Za76Xte4GzaaeV23Hc3xvV79gxxFeoBMXUNth5bvrNd+66juAyrdrlJc3jUCf75xhuKnUjdexnPEYdCrt/K6jC7jn2CL2Hu/sPcRrNaa1dDcGNO1cjWeKOdPbn0FQUMOGa2lOo1jlu88mG8LKd3LNd80z2hzE869VOPhmMqGCb0/5Xq4gZxAmhvLeax579jRKNRu3Hzndi01kYlCD6X5sm3R4brWltN2ma74DyvfaqPteKtcwPpTHrg0jOL5Yxu1HTmMxYz/bKGq2DFKJCFsnhlKnnadVvpXy1O22b1Xb8dKeo5Bu5/HXjApa9x7vnWmfEAKzKxVsHC3CNOSgp9H15KWd56LrJbtR8227acKFJpVv/Xpv1nStUnM05dvdrhYH8frycQNLO1Tz3W0Fsl3BdycM14QQ+PQNB71J1SiqWs13zQkr3+nSefVzJs0EQkD5buOEw8GZVXf9nZ3EWEutxtT9qZiX30lGH/a9jkIIeAGqSekyNNT9JKcV65tm/31u+sRCw5rvlSo2ueWq/bYf3YCDbyYTKvieX61hYbWG2WXZ49vQZuQee/ZGEMk0UqZ/8Gq+O5RC2iyH51bxpPf+ENe3cL74aefNGa6dsXFkTSjfQgg/7XxqGI4AvnrLQ97zrQySba010paJIcwsV1IN2r1WYw3eWwWDev/PblCzHBRMM/Z56XaeoHy7A4x7eqh8L1Us1GyBTWMFTb1NHtDYobTz8ECp2o3gW8BVvt2a74znp5523nTwbfk13+rYtWoAlEYhtR0RCoJkzXe3vAP0tPNqk4Zrtqvwt1v53ndyGX//tbvww73xbUvV55Y3fOVbTeakNlwrt1Dz3caA4YGZ5dTb0ApxNd99JqCmQt2T1LWbM4yBMFwL1HxnTDvXjfL60+0coZrv6O0r12yUajam3YzZQajVbzccfDOZUGnmAHBwdgWzKxXPbE0xNVLAhdsmvDpTpvfYjvC+2NOmkFq20xWVfGa5AiGAB+dWm16HZ7iWNe3cHXxdceYG3HdiqeemWa1SrjmwHOEq38MAgK/ddtRLy2tJ4XKEFyRtnShCCH8yLgmVGueI5IBQDeC7rXxXGijfDQ3X3Kfu6aHyPefelzeOFmC6n1GjgZm6H+RNilQpAjXfHVO+HZjkp1NmPT/1tPNmg++q1X6382CQFtfnWwaKCvV7t8bT7VC+1XLtDhrVxE/SeafaTOVMCvT5NjMYri1Vsqad+69pp4HkA57y3eHgO6bmexDdpnXlG5CB6SAEcY4QXhDdqBe2Qp3fAeW7DzMWBBBsNRZzicyvqnJVpXx3Y+v6Cw6+mUzMLFW8gbwMvquBem/F486W/b71AdwDMyu45cH5bm0qo9HMQPpffnAfXvDhn3ZqkzzUl+hcC27jpWYN10o1FHMGLtk5ifnVWmByaRBR+69qvgGpJF+2awpAawNGy3a8L/+t40MAkCr1XB+YJ72/Uj31/p93HFnALw7ONbW9aRBCtkkqNmw1Fn/N2EIO+A/OrPTMzFAZX06PFb0gTg3MbEfgdZ+7tc7Myesd69XIRrudG9Q5k0bbrdElkqnnmWu+9bTzJmq+9V7BQPsM1/RWb4l9vkODaaB7XQGWMwaeUVQ1xbmdgYBaV9J1p2q+c6bhpZ1bjoOc6aadp9iepbLlKXVpsoLUYSJqr7mXr3x3J+1cE75hUv+5ZqdBZSMNacp3v9VAR6GnZqdWviNq9fvR7VxobdSS0s7nV+Q4ZfO4G3wPwKRJu+Hgm8nEzEoV528dB5EMplXaeZjHnr0RFcvBrQ+e9v735q/eiVf8n5sHXl0cRPS02XLKgfQdDy3iAbe2v5OoQX4rrb5U8L1csTKdXwulGiaH8zh/6zgAYN+Ap54rJX98KIftk8PeIOtJ528GkN3QSsey/RrVrRMq+G5suqYPEJIUZDXwPK0p3+/5zl6vr3gnkGm+aNjnuxyTdi6EDDrO3TwGRwD7Tvbm/Fl206/HijkvoFMDmsVSDV+55aG6DhTqeKtgJc7tfGI437lWY46fSildq7Mq362lnVuO3ysYQOqU/cbrdbTfE2q+I5TvbqlZAafvJu8LesDazrpvdcySyj1Ui7i85hIfUL5T9fmueY7L6Wq+fYftNH3B02A7AofnSt7vnSQ67RyxCmU/o8roPOW7QY1xvyBTs3XDtTRp57Lki7TPLdfnNd9Jhmu+8u2mnffZfnQDDr6ZTMwsVbBzahg7JodxcGYFs8sVTI8W61535VnTIAJ+dkCqVuWajRsPzuHUUqXnLXnWI+UmlO8jc6uoWJ1PPa+4659bbS74th0hzXdyBmq2SAzw7j2+hPu1AGmxXMPEcB7nbxuTzw948K2U74mhPAo5w1Oon3TeJgDZa2p1LEd4QerWSXnNp2k3ZqVVvt0v4AWt5ntmuYKVBNOlVlEBQ+M+39HXgBozXLxjAkDvHM9V8JE3CcrDS6mvKkgID9T8VEYZrMS5nU8N5zt2D7A0H4F8zmgq7Xy8mJO/N6F8hz9/L+28VeU7hTGX5Tq9K3LutXX0dAkfvHqfZ2raKZbKVtNGdwp9uXbWfasgqpyofNue4Zo6lz2385RBzXLZwoYRaRab5t6oJgWG8mbbVNajp0veset0DW9U2nnaY9VveNeu6V+7/aYERyH0VmMR990obCf4mQG+R0Q/4Tj6xEK86acKvlXs0G/70Q04+GYyMbNcwaaxIvZsGsHe40tYqfqmCTqTI3k8bPsEbjgwAwCB1mO3Hj7dzU1es/zswCw++ZMHUr02a9sgxxE4Mi8nSRYzpnJnpeylGzf3Piow2DIhb+RJpmtv/tqd+Puv3eX9vViyMDGUw+axIqZG8gPveL6kKd+ANJI7Z/Ool4LeygBZD5SmXVdtlXZeqtr47I0PRg4kAgP0JOVbnQclfxJmdqWaOlOjGdS2JQXfQwmtxlSQdeb0KEYKJu4+1pu6bzV4MQ2C6Q5G1f+8etjQQEg9nzMM1yk4uE51rkyOFGKV/1axBTylPm9mD75XKjY2u9d9M8q3Vzfqpq4abTJcszyF0Z9UCuOIaOX7OR/4Mf7p+/fhK5pRYidYKtewYdQNPJsNvjWjtrYq33YK5dtyUDBlqzFvgsl2le8UaedCCCxXLC9zL436r673oZzZtkDvgDbJ0um06bXUaszyPCtU8D0YhmuO8I9/2okP6Y0RDL77sT+7o6WdJ9WzqyzHTW7aOSvfDJOA4whZ4z1ewJ7pUU8ljKr5BmTd9y8fPI1yzcZP7p+RLWVyBm7j4DuSmw/N4ws3HU79+s/e+CD+4b/vDtRy3n9yOTKzIKB8pwhmTi1XvMH3YocNsDzlu8m0czWZsMVVeZMG4ctlC8c1tVYp30SE87eOD3zauR98y0H1W59/Md7/4kd4A5RWW42pAME0CJvHil7a+ddufQh/++U7cEvEta3Paicq33ZwEsZxBOZWqh3tS68ChsS087wZGwSowUXOJFywbTxTu7EHZlZST541Qh+IRtV8A/UDHBU85M3o1ky68t25tHPhKfUF08jsur1UsTAxlMdowWwy+FaOyWHDtcyrCmBrCmncANmynYCatXNqGAYBz798J0wjewp+VpbKFja6ylOrNd+trCMKdcySlW+31ZgRVr5dt/MGp1LFclCzhRZ8p1e+i3mjbSZzeoZDp5Vb4QXfvWtx1y7UsVKlUKaRPoi79t6TgQy4biIgUpmS6dgOAhN1ALpyj8iK3kaNEtPO5Xe81+d7ADMvWoWDbyY1p0s12I7AprEizto0CnW9RKWdA7Lfd9VycMuDp/HT+2fwyDM24JIdEx1TvvedWML37z7RkXV3g0/fcBB/99U7U99Q1Q3s/VfvAwAcXyjjhR/5KV73X7fWvVZXrtKkkB7WnMc77T7t1Xw3mXauJhM2jynlO357y5aNU0u+Sdhiqeb1qD9vyxjuPzXoyrdvuAYAD9sxgUt2TnrKbivqlGU7gSB160QRJ9xjedsROQF0IOL41VIO0NVgVtV8L5bl/Wa1g8p3NYXyrQzXolLobE1xvnDbBO45lt4x/6u3PIR/+O+725LSrQaiSvUD/AFNLSalVd92Myr4dgOfyeF8xwzXLLdGF2iy5rtcw1gxh7GhXFvSztX4ttXBoBekJaTS29q+A8DTLtqCvf/wbPzTb1+euFy7kMG3vPc16wWRNqslK+r4J9d82yjmTGm4Fqr5NlL0T1YTlSr4ztLneyhntq3P9wMzKxgtmMib1PH0W69l1Rro8+11azB8v4a0x+9vv3xH2yY+s6KnZptGujp/23ECJSpAf06aBGu+42vw51aqGC/mvHr9ftuPbsDBN5Ma1VZo01gRe6ZHvf9vjFG+H33WRhgEfOfOY7jz6AKecO4mXL57Cnc8tNC2Ly6d93znXrz80zfhnd+6ZyDTWE6v1lCxnNT9plXqzvfvPoE7H1rAX33xNiyWLfzi0FxdC6hKLVvN9+H57gffrSrfyjkzaRBeqTlYKltewLNYtjAxLAPV6bEiTq/WBvqLIJx2rvBrO1swXHN8wzVA9vpWNd+3HzkNAJEGfXoqZRrDNVXzPeueDxXL6dj1HK4bjKKYM+CI6GOngoScQTh/6xgWSjVvuxuhlNp2TC5Y2kDUMw3T2i8B9cFITVPL49zOieS51KmabycQfDeXdj5WzGGsmGtL2jmRDNxaNQVVxlxJtcF2KO2ciLxJAHksOnsfkinXrvLdZOCcdmItK+r4Jd0vlNu5HrRajpO6z7c6X5ThWrpWYyqjoX31tg/MrOCszaNun+ru13ynbXfVb6jPS7WJNM30+1G1nKZ727eKnpqdNu083JZQLdtvtdJhw7W4XTu9WsWG0YL3XTWI51+rcPDNpGZmSQu+N/nB96YY5XtyOI+Ld0ziszcehhDAE8+bxsN3T6FcczpibLXv5BLGizl84kcH8JrP3dqRAL+TKMXv9iMLDV4pmV+t4ukXbcXEUA5/9Klf4Mf7ZvA/rjwDQgDX3HMy8NqyNohJo2IdmfNT1xdLnTO8AnyFbalsNTWAU/uzxQ2+lxIG4eq9ZG9xEVC+p4bz7nZ0t890O1kq10AEjBaCwbdSrFtTvoMDgK0TMu28XLNx73F5PUcG34HeuPFfsr7buQxe9cmYpPTTVlDb08hwDYhue6S7B6t7YtoOAWqSaDXCUE4Ikakto6dim+RNkKjjXoup+bY1tTwy7dwNbobzZuf6fIvWgu/lioWxoRzGhvKJ130cSlktap9/O5RAdcyH8vG1wWHlWyfNsbj50Bx+/cM/bWpyVAiBpXLNS/tsh+FaUqCcFb/mO/q8sx0ByxFS+TYMWLacoHNcDwEjRZ/v5bDyncFwrZgz2zbZcHB2BXumR5HrQhqxul8FWo31oYKaBjW+y2nKd9r9kF0OerPPQoR7YTfeDtkbvP+VbwH/3EpUvldr2DCS18p8+ms/ugEH3+sUIUQqp2KdU66aunm8gN0bh73ZuyjDNcXjzplG1XYwVszhsl1TeMTuDQDab7pWrtl4cG4VL3viWXjd08/HN247ih/vm2nre3SaRS/4Pp3q9fMrVZyxcQR//MSzcXKpgiedvxn/8OuXYOfUML539/HAa9UgpmAaqZVvFZB0WvnWU+KbMV0LK99JhmvqvWaWq1it2rAcgUk36FaPzRq/9QOLZQtjxVzdF7VKxWypz7fj9/kGZK/v+dUabj182h0IGzHBtz/TnyrtXCnfWs/1TqU9p6n5HnJT46KCCz11+6zpjMG3GyxG7dsNB2bxGx+5vq43dxzKcCqvp51raqD8O7SMcjs3o1szqbTe4YKJci067b5V9F7X+Vz2Pt9LKu28aGKlhZpvffIlTeDWCNsL0uIVUish+C6kSMG/6+gibjt8Gl+/7Wjm7Wum3jluPYp2Bo5q0B4X0KvrVrmd12zhZ6GY6QzXlipu3elYFuVb1unrDuutULUcHJ5bxdmbRrvSOkod1zq38wEMfvzMnWw9s4HW+9KXazae9b4f4fr92ceYMpCWv6dWvu0o5bv/+prrEwuUkFGhlG+Dg29mvfG+H+zD4959TaSaI4SINA6aWfbbAxRzJnZMDWMob2CkYMa+z2PP3ug95k0DuzcOY+Nooe2mawdOrUAI4PytY3jZE/cAAO7R9uH6+2fwoo9dH9syqB847dY833a48YC7YtlYqdrYOJrHH//KWXjN087DP77oMhgG4RkXb8WP9s0EBqNK+Z4cSdc26Mh8CRe4va87n3bub09U3fe//uhAYhBSCrmdLyco1+q9Ti1VPBf3iVDw3cr+3nt8KXXZQCdYKluekh+m0GIdac0Opp2rXt9X3yN9Fp7+sK14YGal3tjLFhhxlfhEt/NQ2rmufLeSmv2a/7oFn73xwcjn0tV8K+U7IvhWBkYGYdeGYeQMSt0iaikh7fzYaTkxqvsTJOG1DdMM1/xUXDftvE75VinzbmumCLfzYs7AUN6EI9rbSkrfBt9wjTKlPwshsFLV0s5bqPkOK9/tcjsv5k0IUT+4dBzZXz5W+c41TjtXz2cx6VSoe98Gr9652Zpvf7mO9PmO+b7WjfLyhryvhT0M0irffp/vNLW3cINvI9bFPguH51fhCGDPplGYRudLDXy388FvNeYbrvlmiemVb6elfV4o1bD3+BLuaaK1pCMECL7ynarmW9RP1PWj8h10O0es4drxhTI2jxX9Eqk+249uwMH3OuXcLWOwHYH7T9YbJN34wBye9b4f47r7TgX+P7NcQc4gL0g5a9MopkeLnnlEFI/esxEbRvJ49iXbAcjZsMt3TbZd+d7nOleet2UcE0N57Jwa9lJhAeDbdx7HLw7OB/6XFdVPuhM4jsBCqYacQbj3xFLDAFmpg1MjBYwVc3jdr57vuX3/6sO2omo5+PE+//NTyveGkXTOxYfnV3HWJtk+qePBt6Z8h+u+yzUb7/jWPZ6pXBSqFdWmsWTl23aEN7iZWa546fRe2rnb7/V0C/v7lq/fib/7yp1NL98qS+VaXb23Im8aDQOoO44s4Jcx6c6WEzRcU5Md37/7BDaNFfH4c6ZRsRwcC2XU1GwHw+4EXdL7q+B7qWLBsh3Mar4FrdQc//T+GfzyUPQ++cp3/D1MmcJEpcB6A36SA/LdG0dwcDZt2rk8z6KCb3UdpG3zF2g1ZgRNbDwn6NDAXh3vnEkwjPrgvFJzUHDTzgGgXO1M8K3Uj6xp5+WaDLjGhnIYK+Zbq/nO+xPIMgsg86oCeDXfueguA7pXQBRprlWVdnv7kYVMLvuAf4+cGMqh0ES6v6IWUL7bN4D23M5jDNf0Wv2cW/NtaddimqAmbLiWZuLHdmvK8wa1paxNTdTt2TSKvEneedMp1CEJBN8D2mosrHwbGQzXHKe19lbqe6MZMUd3BE870RdVomKa7elr/p/XH8RbvtaeMUt9zXf9vq1WLZxcquDM6ZE6c9D1BAff65SLtktVMyoYvc8NyL/yyyOB/88sVTA95qeK/PlTzsXfPPvCxPcZH8rjpr/7VbzwkTu9/z189wbsO7nc1tra+08uwzQIezaNAJAKuL5vdx6VyuldR5vvw/uub92DF338htY2NIblqgVHAI88YwNsRzTcTqUQq4GDzmP2bMTkcB7fu8t3flfK99RwoWEKr2U7OHq6jN0bhzE5nO98qzFt0HM6pHwfddum/ei+U5G1sYCvfE8M5VHMGbGDcP2LMqh8y2C1Hcr3YsmKbPXWLZbKVmzwLVs5JX9Z/8M378bbvn5X5HP1Nd9ysufg7Cou3zWJszeNAQAeOBUMPi1HeNkxycq3/wW8WLYCxmWt1BxbjogNLtT/iw3czoHoQMBX2+Tfe6ZH8MDMat3rovDSzmv15+ucex0klVDoqEAgb5K3LeG083jlOzpYUTXfQ25g2om6b1szEsoafKu04dFiDuNDuaa+T7y0c21SKar+PStqokNNOsU5zYfLQxQ5o3EWgD7h8oWbjiS+Now6r8aKOeky3wbDtardvvNDHZ9Y5Vur1VfnjTIYjHPvD9OM4ZrlCHeirT1p56pE5exNo9JAq8PKt99qzP+f0YZMj17gGa65k425DIZrluO0NOHgZWYkuPHHIeBPfmQxXOuU8n313pP44b2nGr8wBbqTuxHTauxBt5POmdOj3nEYxPOvVTj4XqfsmR5FIWdgb0TwfcS9OL5394lAoDazXPHURQC48uxpPO/yHQ3fyzQooI5fsWcDhADe+vW725YGvu/EMs6cHvFSRC/YNoH9p5ZRsx1YtoN7jslg9q6j6Wooo7h+/yzuOboYeaOYW6niK7ccabouUqXa/sp5mwA0rvtWyphSa3VypoGnXbQFV+896Q3KlWo3NZKPVRMUxxfLsB2BXRtGMDmc70rauRr8zq0E3+uom35bsRxcF/MFoYKC4YKJ8QTjJX2/pfLtBt+u8j3pHsuFJlueqW054R6/XrBUqXk9vsOkCW6OLZRiU53Dbufb3OAbAC7dNYmzN6ua52A2jWU7Xtp5oz7f6jw4vVoNZEG0UvNt2yI2RTRVn+9EwzX5qAYRezaN4tDsSqr7gG+4FqF8L2cMviOUby/tPOR6Hl4m5zqkR7UakzXfcn0dCb5DhmtZ0p9XKnJ7xos5jBZNrFSz16VXtNphRTtqYPWWVIDvPB9+Pk75TlMioj7Xp1+0BV+95aFMWVnLXleEvJvi3lzwravz7XSP9tPO45RvN+0877qd2yLQ9zmNmquC7yx177YjXFNDw/NZaIUTi2UM5Q1MjRSQN9vnoB5HVKuxXAuu2XcfXcTHr9vflm3LimXLFGc1gZVWwVfGfK1MsKlzpZlSnGBqdro+34476aPTLrfz2eVK28yJhRBan+/oY3zQnZxWJoNAvR/JeoCD73VKzjRw3pYxLyjVOTy/ipxBWK3auHqvr57OrlQDwXezPP6cabz6qefiS788gt/5+M9wIpSm2kwAu+/kEs7dPOb9fcG2MdRsgQdmVnBgZgXlmmyb06zyXbUc7Du5hKrtYGalPjj58i+P4HWfuw33nWiuT7RKI79g2zg2jxcbOp6r10cp34BM918o1bw+zGoQM5Ui7fyw63S+e8MIJoa6EXw7XgpzuOZbKd95k/Ddu47XLQv4gZkMvnOxAYueutypmu/VqgXLEYGU6W6SpHznc5SYGiqEwImFCmZWqpHXoGUHDdemRvJesHz5rilsGS9ipGDiQKjmuWb7ynej4FuZ5p0u1TC3UvUCs9VWle8446aUfb6B5JpvNSlx1qZRrFZtnExRq51U862U7+VKyrRzrdWYP6AJBt1hhcVLO09yO8/7aeedML2zHT9NsZDL5va8rKm3Y8U8bEc0nFgMU4mo+W6H4Zpf8+2mnYdG2P5kSfR5l6bVmOXI77QXP/oMzK5Ucc3ek4mv11FZAuNDucyTHjqBmu+2thpTaedxNd962rkRUDKlez8aBjVLZQuFnO9Zk67mW2hp560HPpYjvIk/GUx1Ke1cbzUWce0LIfDx6/Y3/B77r188iHd/Z2/btzMNNcfx6r2B9JNm6tpuZYLNSztvQvnWU7NNI13KdSeV79nlatPXfxhHIDixELHaQ25Z1hnTI77hGqedM+uJC7dNRKadPzi3isedM40t40V8/VbfSXVmqdKW4JuI8JfPuAAf+/1H4r4TS/jrL93uPbdQquGp/3QdPnpt+tnUquXg4OwqztuqBd9bJwDItHpl1vXEczdh77Glpm5Y951Y8gYaSo3VUSmyNzThfgn47ZWmRgq4fNckbkupfKuUuTAqAFOma5WaDSKp8jYaRKse37s2DGOiG8p3zcbkcB4jBbOu5vuh0yUQAc+9dDuu3nsyUt3xgu+86RovRW+vHjwFa77lsSrmTAznW6txV4HUsYVsnQTaRcO084QB8txKFVXbQdVyIlP3w4ZrRORNmly2axJEhLM2jda5fVuOkzrtfJMbfC+syn7ZSl0vt6J8p0g7T1S+8wmGayElaU9Kx3MhRKLb+fxKNuXbdgMxI8LtXO1jOGPHdnzlKNrtPJh23ol2b+G08ywKjDp+o8UcxtxzfinlZIVCfaaFgOFa62mQYeU7HKj5XgHRy+dNalzz7R67XzlvE4iAuzNkdS15yneupfrlQJ/vNvqh+GnnDZTvnIG8IScVVXaL1+e7Ydp5DePFnNdfPU3mgKq9zWU8V5PWp87/XBfSzv3WiP7/oq79w3MlvOvbe3F1gwmdB+dWIw0Fu4FlC+SbcG33JyObf29f+c5+T9RTs7Oo9XU130brmRJCCMyuVNrWqSBY8x0tpB2aW8WGkbwndrTD4HIQ4eB7HXPR9nGcXKrUzW4enivhzOkR/NplO3DtvaewUKpBCIGZ5So2jce3FcvKsy7Zjpf/ytm47r5TOOymun/x5iN4YGYF7/nO3tQtVA7NrsB2BM7bMu7975wtsoZKBt+LGMob+LXLtqNUs2MHxkII3PnQQuRs792aYn40oqZXDZav3z+bapvDqIBvaiSPy3ZN4cCplcQaRlUbHZV2DsgBKeAPUMtu/eZIQfbsTcouODIvA94dU7LmO20A0CyqtnTDSKFO+T62UMKW8SKed/kOLJUt3HCg/viWarZUI0wjlfJdMA3MLFe9Y66Ub0Cq3620Git1KPj+xcG5hoM91bs3Ke08aYCpb7Pe5kthOY5XX6fYOjGEnVPDmHYn5c7aNIoD4ZpvTflOmmGv2Q42jynlu4rZ5Qp2bRgG0FrKsy1ErIroBV+Jaefxhmvh1j1npez1vVq1oS7BqH2byxh81xzhfTb1rcaCj94ytvAyGYwIt/OK7XgTUkBrEyBxOHWGa+kHYereNj6Uw7i632W8V1U1BVXRDgMqdaxVm7qwoun3ZY9Xvhtd7yoTJWcamdXrRU/5bjHtXLufdEL5jlMW1f8LOcNTP9W2qD7fjQKTpbLlTdqkNZ2TEx4y1b0dbudS0fRrlvul1diq60PRKChS9bud7k8eRc12kA9nrKQ4fl73h17VfOtp50a6mmfLqW811g7le7FsyYmrtgXf4ZrviOB7dgVnupPUgLzfdrrcoh/h4Hsdc+E2Xx1WLJZrWCjVsHvDCJ7/8B2o2g6+e9dxLJYtVLXBcbt48WN2gwB89sYH4TgC/+eGg3j47ik85qyNeMMXbsPNMS7FOvtcg7hzt/jKdzFn4qxNo9h7fAl3Hl3Aw7ZP4NKdUwDq677LNRvv/NY9eMK7r8GvffAneEuE4dRdRxe8AXpU8K0Gyz9/YK6pG6IK+CaH87hs1yQA4M6H4lPk51drGC2YgUGjTngwWqnZGMqbGCrEq3iKI3Or2DYxhELOyFTz/cmfPIA/+PcbU71WRypsJjaOFrxJDMXR02XsmBrGE87dhNGCie/cWZ96XqrZXoAwVswlGK7Jfd65YVimnZdqGCmYAdVzaqR5pb9qOd6XyPGF9pmuPXS6hBd97AZ8K2LfdVTv3ljlu8EgWy//mImYgLJDNd8A8D+ffA7+9jm+6eLZm0ZxZH41UB9d02q+G7Ua2+xO7s2v1DC/WsWuDdJAsdngWwiRSvlOMlxL1efbHXDsmBpGwTQathvT2wAmpZ2nNRHT3XDVowr44gabtuN4n6cZ6XZuS7fzQucM15SBFZDO4VtHpeSrVmOAXweeFl1BVRhtaL2kXKtV1kSc8h1b851iIkLPRMnqWB40XGu+xVVA+W5jAKbO2bhsC71cQB0DNbmqlO9GAc1y2fLOm3yKvuqAcueXPgltUb41E0vTaE/7ssT3i2s1FnpfNYmctDmOI3DELVHrTfAtAmVQOTPddav8F1oJXFWWR9I4Kg4ZoMrfvVZbDbbbiWo1ZrbuuK+EpvZ9fv7EAsXUsx+cWcWe6RHv76hOG+sBDr7XMRdsk0qxbrqmFOgzNo64Dsaj+Nh1+/HQvLzJtiPtXGf75DCeeuEWfP6mI7hm70kcnF3Fy56wBx///Udhx+QQ/vwzv2yYJr3vxDKIgHO0mm9A7t/e44u4++giLtk5ifO2jqFgGgEVGwBu2D+LT/zoAM7ZMobzt45Ftl+76+giLts1iZGCGZl2roLnhVItso6+ESrgmxzO44yN8sYUFeQr5leqXo/WKEaLwbTzsptCmqZ+8/D8Kna7Qc/EsAxm09zkf7j3JG6NaVOVRMWyUcwbmBrJY241bLhWwo7JYQzlTTz5gs247t76NLhyzfYmFcaH4pV6NTjbtWEYyxULJ5YqdT2xJ4bzTbca049puN1WK6gJiWMNXNR1NSuKRoZruvI9E6F81+z62fenP2wrfu0y33TxrM2jcIR/HwHkQHq4Qc23cNXp6VF5fzk8v4qaLbBTKd9Nqq7h1OswWQzXoupPw67VpkE4Y3qkofKtmwKWQi7+lu1495PFtMq37QfS4Zpvde3W13xrA/8I1ajaDbdzIQ2sALfPd6bgW27PaDHn3e8yp50rBdUMKmjt6vOtWo2FlW/1d9hESZHGHFFv/ZfLeOyW3MDTdDOGmlWtg4Zr7QvA1PGPVb69SRPTy/hQ16cZU0YRZqnil+ikddq3XeW7XW7nAcNBo/OtxtQtoFGfb3WtJwWFJ5bK3uff6XT5KCzbCbSITK98R98Ps6D2u5lzPpCaHbpXx2HZnan5VuWSNVs0bRasI2u+/bTzKBPPYwulOuV7EFvdtQoH3+uYzeNFbBorBHqEqkHz7o0jICK87dcvxoFTK3jL12UfwHYH3wDwe1eegZnlCv7my7dj01gRz75kOzaMFvDeF12OYwtl/NuPDyQuv+/kEnZvGPEG+IoLt47jyHwJyxULl+yYRN40cP62sTrTtftOyMmHD/7uI/CEczfh8Nxq4EbkOAL3HFvExTsmsGNqOFr5Xq3iUWduAABc30Td90KphqG8HOhucetck0yb5lersfXeALwZfT/tXCrfwykG0kfmS9i1UQY9qi4nTRBw34mlpmaCVdp5WPkWQuCh0yXsmJLHY8fkcKQqXar6yndSyyE9+AaAA6eWvTZjilZaq61qLaOOtzHtXH1WsyvJLux6794oCqaBWoIjsa58z0aYClp20OAmirPcdmN66rllC4y4n09cXaiepjsxlPOW3zXVWvBtecF39H6rAXfThmsh5RuQdd+Nen3r6dFh5Vuf/Enfaixo3KRvmzoG4QGOzGSQy1Ck23kw7bwThmu6i2/eNDLVDS9rdcsqiMqcdu467BvhNNwWx4LqWCvlO3z+6eZgUeRzjQNiPdshe8p+zfuOyDrpoaPfT9qZdq4r31FBge5S7yvfyQaCYaTyLb/fZElOunphNWHRDrdzPZvINJINMduB71Hh/y/KcVt9VyYFZA/O+hOsvVC+w9030gaj6jWtTLCpz6mpPt/Qar5V2nmDczWyz3cbar71Est2pH6HndzDu3VkvgRHAGdqync7uksMIhx8r3Mu3DYRUr59p2sA+JXzNuPFj96NXxyUimY7a74VTz5/C3ZODWNmuYrfe8xubyD86D0b8ayLt+Gj1+3HyaX4YOb+k8s4b8tY3f/P3+bXgF+8U6bYX7x9EncdXQh8qew7uYzN40VMjRRwxsYRrFTtQKBzaG4VK1UbF++YxPbJIRyNSCmeX6nigm3jOGfzaFN136dXq16gO1bMYaRgJu7z3Gottt5brQPwg+9KzcFQzmyYQnpyqYzji2Wc5c5MesF3g4B0YbWGk0sVVCwn8wxquSZbGoVrvudWqqhYDna4AVgxb0QGQFFp50kDNpXK/MDMSp3yPdVCzbceRLWz5lsFPVGp4ICcuLFsJ2CiFEWjAf2xhTKm3WyKqJrvWkTaeZizIgzHao6DobwJovgBum58NjVSwAG3XdmWiSJyBjWturZD+Q4Hs4H1R9RQnrVpBIdmVxMHd8sB5Tu4b6qEpZAzUqed6264dcF3bKsxR0t5jerzLTNSfMO19g+w9e2WtcfZAkjTIBRzRt39Li3KVE7HoNYN19QxV8cuauIDQOz1JE3Eko93TTOcaibtPKvqG70NjpdC207lWynAQkRPnAXTzl3l28qmfC9rynea1m6Af820yxzNCk2g9Kbmu14FVt9lSdfBg1p2U6fT5aOo2k7gvp02iPMmI1tQelU2UTMTTnrNt5d23mC77ai08zYErXqGWzsmUBxH+DXfEenkyuk8oHynmChbi3Dwvc65YNs47jvhO4Afnl/FxFDO63kMAG987kXYPinVx04o36ZB+P3HnomhvIHfu/LMwHN/8+wLUbUc/Mv374tc1rIdHDi1Eqj3VlzoBt95kzwztot3TmB+tYbjmsq37+Qyzned0lXKt/7FomrEH7ZjAjunhuvSzh1HYH61io0jBTzunGn84oG5zDey06s1TA37ExtbxouJyvfp1WpsmzEgIu08NJCOU7G+8suHIATwnMu2A0jffuu+k/4ETtYvpIrlYCgvle+lsuUdO3WcveA7Z8JyRF0KfKnmaGnnOTgiuo42rHyvVu2A2RqAlvqaq2M6UjDbqnyrfYkKiAHgeR/8Cf7uq3dq7YOiJ2UKJiUOkE8slrFro+ztHmU6aNn1hmthJkfymBjK4YhbpuI4AkLIICMpvVUpaDlTlh8c0cpchl2TwGZQA6zY4Fu16EqYVMiF+mbrqMGpPjDas2kUFctJLD1YSlC+VfB95saRDMq34wViKqD2FW83zTIcfIfSzqOVb7/mu92Ga+Fjp86PtJN3KxUbY65btTLOyhx8W3Zd1kM7+3yrwD58/kX1W9bJN8hSAYKZKGlrlhV1wXeTPbprtjxHckbyvSUr+q5EqYt6qzF13itDxJyZzu18qVxrruabXLdzp/VUXTs0AdaufstxqNOaAmnnMujX90V9lyXNLxye90WITm93FOHvoziDrzDtUL7V91hzrcZQl3beKIlCN+ZTqD7frZyD+pii2XuAjtDq2aOyqfwe36x8c/C9zrlw2zjKNcebkXpwbhW7N44EXjMxlMf7X/wI/O5jzvCUsXbzp086Gz/566dimxvkK/ZsGsVLHncm/usXh/HYd16NK9/5g0Aa+oGZFVRtx6tf19m9YQTDeRMXbBv3BlgP2y4V8LtcMzMhBO4/seQF5yr4PhwIvheRMwjnbR3DjqlhzCxXAvWfi+UaHAFsGC3g8edswkrVbtinO8xCqRaY8NgyPoRTCcH33Epy2nkhZ6BgGl5dpKd85+PrV4UQ+PxNh/GoMzd49fMTaYPvE37w3UyvXal8y/dS6vdDbnr/Ti/4dl1tQ1/05aqNYdcUK2kQ7ivfw97/winaqg96M+lkKog6a9Moji+U21JDBfifVVQqOCCzFT5/02Hc+uBpAAnKd4qa720TRUyPFTATSnF3HAFHxCt1OqPFnHf8VGpm3jRQTBjke/22TcLkcN5LV9s4WsBw3my+5ttOTjuvWjLtmGKCIABeTXLUYC0qfVip/0mma+r8nB4t1PUw94Lv6ZHYLI6o7TC99FUjsG1q38MDIUtLO4/qi6yuS1W33O6aby9rQPX5NoOTBo1Y0gyzmlW+VV27Tjv7fKvJzvA+qb/jDNfyKXqe15xgm7ZswbffFSFNinscSn1MqxzrHDi1jFd95peRQbte+xz1faICbZl2bgReZxqyjCApuFKt/pqq+TbJC/hbdsW3/aAqb3be9TmyZRWp1Gf/f2nSzvUxUk/SzkOtL3Mpj19c94cs+GnnzdZ8y9/V5tf7cTh44Ud+ihvcLErHiXY7B+rPwZ/sm8GXbj6Salv0MUU7ykaCrcbq084fnFvFeDEXEI7S1uqvNTj4Xudc5Aaj9xyTwdPhOd9sS+cxZ23Eu154aeIgtRUMg2JV9df96vl4+a+cjSedvwmFnIEv//Ih7znVw/vSnZOR6/ydR+/Gbz5yl/e/i7ZPwCB4fbSPLpSxUrW9HuFq4kGvZ7rr6CLO2zqOYs70VFhd2VSD5Y2jeTz27GkQAV+71d/Gk0tl/MVnb8F7v7sXP7z3ZGTgu1CqeSozAGyeKMYG3zU3xTgp+AZkIKocgZXynZR2fsvh09h/agUvepR/vNIq3/tO+CZ1WQPXSs2WrcZGfadrwDecU8dcTaCEZ5tLNdtz01YDyijFUA3Y1PoABI65/ncz6veqa5x19uYxVG2nrmd5s6igfmYpen2WLQPjj163H0CC8t3I7XyhjO2Tw9g0VsRM6NxrFCyE30cNSlRqZs4gd5AffW5YWpCufyYbRwstKd9+zXd8untSvTfgD06jBmtR7sFnuu3GDmn3kDCqF/3m8WKd4ZoffI/CdkRkFkcYvdVYWPm24pRvRwTTzrWRkhBCTkzkVCur5lP/4wib1akU0rQDeb1uWamvWWu+K5bj1WUr2tF3VgWPXquxrDXfKUzQbC34SFuzrNCV71ZqvtXkVaM2hlH8/IE5fPP2Y5FZQvq1lqx8G17WSsDtnJLTilVniDEt7TxNIKXSxFXA32qwbIeuwY73+dYCP4XK3NbvD+paT1KSA2nnPTBcq2mTh0B6o8S4TKBM792K4ZqWmh1X0rRUtvDLB0/jdnecajmiLkvGjJms/MyNh/ChH96faltm2512LqDVfNefPwdnV3DG9Ego84KDb2Ydct7WMYwXc/je3cdl64j5Es6Yrg++e8nEUB5vfM5F+N+/dTle8PCduPfEkqeEqR7eZ2+uTzsHgLc+/2K87AlneX+PFnO4dNeUN6OoFFulfA/lTWydKAa+WO4+Ks3WAGCHq8zrpmtKqd0wUsDG0QJ+/8oz8X9/dgi3HzkNxxF4/edvw7fvOIaPXXcAL/uPX+CNX7mjbjtl2rmufBdxMiZtVdUkbxiNr/mW+2p6rXdUO68k86Qv3HQEw3kTz3VTzgHdcC298p01FUsOgA1sdCcT1PE8erqEobzhKeLKdTo8SFqtWr7hmnI9jthetdxoMeetsy7t3N2GZkzX1ODvbDf4alfdtwrqZ1cqdUqEEAKWIzAxlPOCtGTlO/pLbrliYaliYevEEDaNFerM3VQA18hwDZADYnUOeMG3aSQavqn/5920cwAYLZieSWAn3c6TUs6BZFMcJdDpQdRoitZcSqHdPF6MTTtXWThp1Fzbcepqvh0v+FY1jsFlLM0hPaw+6MENIO+LWT6D1aqFf/jvu71zN3qbgxM6XvCdMohcqdhe8KRSz5tKOzcj0s7bpHyre1Zsn+/EVmON3c5VSUTWXt2LZctXvlus+VbKd5Y+44AfuERdV/rxjwqK1f8KpuEdg5Lmdi6V7/j39nrEF5txOyfvntFqwKLXfOcMo+48aTe2EHUCihFxf1P3pKTde3Bu1cuE7IXbec1yvGwZwE/DboTXerENNd9NGa5pqdlRx17/25sEyaB8J7XWDKP7yLQn+A4q3+GP49DsKvZo9d7qda3ebwcRDr7XOcWcid981C58645juOf4IiqWg91aWm6/cfmuKdiO8OqwVQ/vuEFMFI8/Zxq3Hj6NlYqF+13FVjdsO2PjiBd8P3S6hJnlCi5Rwbermh7VAiul1KpUmr961gXYNFbE33zpDnzixwfw430zeNuvX4zb3/IMPHrPBuyPaGW2UAoaqG0ZH8JK1Q70A1ac1oL9JEYLuYDbeaDmOxQYlKo2vnHbUTz70m0B5TR1zfeJZYyk6CEexrJlb+xiztSUb7e11kIZOyaHvcGCl3YeWn+55nj7lZR2roLjoZzpZVmEDdfU/jZjuqYGLGdvll8u7ar7Vttds0Wd67wKpn/vyjOxYSQPImCsEB98x302alu3Tw5herRYV/Nds4OBUhLFnBmRdk7I5yhWzVP/z5nkeR9sHJOPrSnfyQqFUneT8PpmRwwwvZZR2io8VSxhMLNUsVDIGZgYztft29xKNZCal8Z0TfZ8Drqde8q3Z7jm1C2jUl7Dpjfh4Hs4b0Zm7MRx86F5fPInD3hGnVGEzeryMWUlcSxV/LRzwDVbzOp27k786bQjDVItH6d8N5rMyptGw4CmZgsvCMzepq0WSrlutuZbIJ8jFJpQvtU9ImrgbWvbE3XeVSyZLUVEkW7njQzX1Hky6jm+pzsGSoHMJdwTsqAr32nTpltBiPr2duFMGaCx8l2q2ji1VPHK09rpdJ8WffIJyGC41oY+32qiqRnlW8DPlIozXAsH35Y2uaowY7xIsgTfsytVbyKgHcG3gO8nQCHl27IdHJ5bDTidA+3JNBpEOPhm8PuPPRM1W+CfvidNzXZt7C/lW+ey3TK9/NbDUlVWPbyz8PhzpmE5Ar84OId9J5ewaawY6Jm9e+OIV89008E5AMAVezYCgFeTrivfc6FgeGIoj7f/+sW4+9gi3v3tvfjVh23F7z3mDIwWczh701ggcAfk4KJUswPptlvGZXAYZbo2r5TvBsH3+JA/GA27nYcHNNfsPYnlioUXPWp34P9Ft3Y8KfieX6liZrni1dNnmQ3WB/lqf+a0mm89RVwNksPrL9VsDBcMb5+B6LTzcs2BQTIQ3Owe33CrsamW0s6V8i0HJO3q9a0ro+GgWA3iN4zk8eZfexie+bBtgbZJOkkDdNVmbOvEEKbHCphfrQWCRzU4SHIFVxQj086NZMM1r+bbV75Vz+9WlG8Vb8YNapVyl4Q6nFFBghORdh41mA2zXLYwXsxhJGLf5laq2DhW8M7lNG3+LDto3AT4wXZ8qzFf9Q8HK14fZXdSa7iQLfhWmQ9Rk4fe+9vB4LuQUU1ciQq+Myvf9TXfWdx3jy2UvNInnXDNd3ifVKAXl3WRdw29kgalevuhnJFevbZsB+Wao5mNZQ+cFapVWzM1357yHbGPwbTzqJpv/3MLp52bRmPDNeWMrjKmshiu5Uw/7bzVdmNWKGOl0wqyNIwL/s+ICACVuWJczffheTk+UhPNvTBcq4VqvqNMI6PwDNdaONQ1T/luseY7Rr1Wp5W6j0a1GktWvtPt3OxyxRMi2lE6oDu5h2u+jy2UYTmiTvnOGa23dhxEOPhmcO6WMTzh3Glcs/ckAD/dsR/ZMj6EnVPDuO3IAg7NrXo9vLNwxZkbkTcJN+yfxX0n6tuUnbFxBMcWy6hYNm58YA5jxZxXGz+Ul6ppIO3cVWr1AP6ZF2/Dcy/djp1Tw3jPb17mzQZunxrCzHIlMNhRKc6TWjC9ZcINviMCuDnv/Rqlneew4qZ9qrZBIzFp5/eeWAIRvF7lCiLCRIPe1yrlXE2CZPlCUq8dypte0KWO51GtxzcQn3au9/n2jJeiar4t2dKMiDqifKtjesbGEZgG4XhES7pm0JXRcDp4TUvrfuEjd+FjL3lU7HqSBsgqRX7b5BCm3WMzp7V9U4OrNBkmxbw/mK9pinYhoY+zZfvBvfoMVErjcL515Ttuvyspar7JVbrCyjHgp2XqxyVN7fJyxcLYkGwpGE47n1+VZopJE0lh9J63dTXftgpy6pdR202h4LsaoXxn+QzUNZqkRNcp31lrvsvtCb7r3M4zKN8fvOZ+vOozv6z7v6d856Jbjemt9aLI59yJiITgrqa7nSekfX/rjmO47r5T3t/K4E9lKhVSmLvFboMlJ6/yDTopRKFenzSpBUSXMcnPTQXOwVZjOcNoqKap0oaCF8Cnm4CwXddpFfC3RflWdftGd1qNhSdnw2UqgP+dE3daKE8cL/jugXJpOcGJ06yGa60ca6vl4DtUIhSXdl71s0PqlW91nw+VtAjEfs/qWLaD+dUatk3IMVb7ar5V2nlwv9QYY/tU0FS5kTniWoWDbwYA8JLH7vF+3znVv2nnAHD57kncdvg07nAVB9XDOy3DBROPOGMDfnL/DO7X2owpzpwegRDAkfkSbjo4j0eeuSFw49sxNeQ5cQMySCmYhlfrCcjB7Ad/9xG4+vVPDjg77pgchhC+0ggAp93ANljzLW9QUcp36rRzbTBa3+c7eKM9PLeKHZPDkYHI5HAOi6X4Qe19bhr9Zbtk8J1JIVMKW06mxI8WTMyv1lCxbJxcqgSV71y98i2ECPT59gzXItPOHS8N1Fe+22m4JrdrbCiHrePFttV8lxKUb38Q3zgoTqprVOfjtokhbIro9a36uKZ5n4KW3m5pyxUSXJXV//M52ecb8Ms4hlppNaY5fkepODXXMKoRRkw9YVTtrmkQDEoemKvAcbiQq5sIm12uYnq0oJkHNj4XLds3XKvr8+3VfIuEZRBQKSJrvjN4Oah7QJJXhBpwqcFadsM1yyszAdBUzXfVdXTXiXJ+j2OlYkVOMKjPXmXrhPsg65NNURS8YxF/DllOMO08Tn380DX3BzqE+C0R5bHLopqHUYaFzSjfFTve+Eq/1sqRhmu2d26q1OOK53beWPlWxo95bfIiS823136wxeBbbyFlmtTxmm8nyrhL3S/0VmO1+Hp8wDdb62nauVZ2AWQxXOtt2rkjUGe4FpU6DmiTIHZ65dtxRKrPQ02uq2zO9tV8y9/Drd+8UptwyzTq/Hnfj3DwzQAAnn7RFmyfHMLWiaKXKtevXL5rCg/OreLH951CwTQ8s7QsPOGcTbjr6CKWKxbO3RpcXin/dz60gHtPLOHRITV4x+RwnfK9YTQfaWQSPpZq1k9fXgV6wZrv+LTzcJp7HGMFP+28bNkYyhvegCUczByeWw204NJp1Pt634kljBVz2OMajWVSvt0veTVI3TBawPxKFScW5H7rwXeU27mnnBeCyne04ZrtDbTjlO+0rdWiWK3JOl7TIGybHGpbzfdq1fZUqlOhXt+NBvE6qrYzaoBybKGEyeE8hgsmNrnnnm7Gogb24S/OKPSab325JBMpbxLBIO86UDXfI3mz6R7T+qAmKpDRFeMkcjGz846oD74BmYmQpFouuynTIwUTVdsJBE7zq1VsGM2mfOtpiXXBd0yNYzjl1Y5QG/3g28j0GXjKd0IwHHbQV+dwGtduxxFYqVpezS7QXM23HsQpsqSdW46IbZVF5AfR4cDY8ziIySRR/09SsGSpga/cJl1b+gTPajWofKepL49D1p0nl5TE4aed1z+n13zHKd/qO6PO7dykhnX7VSt438xc861KJFoMGvSa73xKw7BWcET9vSpS+XYz5pLSzkcLJra6qmkvDNeqWuYHkN4oUQV6rRiueW7ntpNZtQ2nZgP1pRdq07zgW9QbrsV5kaSt+VaT69vd4DtLt4QohBCumZyfTaXvltqnurIHgxKN/dYqHHwzAORg8Z0vvBR/9cwLe70pDbl89xQA4Bu3Hw308M7C48+d9n4/P5R2rtqNqZZmjz5rY+D5HVPDOKb1cZ5bqTUMhBXbJ2UwqauiKsVZr/meGskjbxJOLtUHcKdXaxjS2obFMTaUw0rF8mqAVMp1lHnSg3OrseUGE1rwPbNcwUIoJfu+E0s4d8uYl2KZxe3cV9j8oPj795zAe76zF0AwC8NXvv31q0GlUr5NgzBezEWmjevK91mbZGr41olgezvTIIwP5ZoKvktakLx9crhtwXepZnvHIU75TtsCDIgeMB5fqHhfwtNRyreX3p4u7bzipZ37AVZSamdNV77d62CTqvlug/IN1Kfnyf+JVBMKcnY+QfkOTbzlG9Rvqh7D6nxRqcBCCMytZFe+a47vXF5nuJbUakxzO9cHgH5GilvznTHtXN1fEtPOlfLtBd/pa75XazaE8N2qAdfjog1p51ncdy3biZxsVG3ccjHpyervuO8uZT6XdCz0VnFJpmmWI7CiBd+qDl99fyQZITZCdQtoznAtPu086HYeoXzX/IwFv893sOY7Me1ceUzkVOZA2rRzx7uXAW1Qvm190qz5SZC02FGtxiJaKepBXxSH51axe+OIdn73SPkOZRzZKY5fO5RvfVIs67Wjp2ZHZR3of5e99P/6cgF17OtqvoVsPdpo/9TkeruUb7ULnpM7BSdv4iaqTaO1iZBBhYNvxuMpF2zBb2k9nvuVS3dOwiAZTF2SMeVccfmuKS9gOy+kfG8eK2Iob+DH+04hbxIu3zUVeH7H1BBWq7YXoM2vVgOp5UmoGuajWj2wSiNXLs+AnDXcPFbEqUV5gxRCeEHv3Eo1VbAva75t74tUBZ7DhaDJU7kmU7x3xwTfSvkWQuB//OvP8cavBlul7TshU/fjDNGSUF8uKrD+h1+/BI89exrfuvMYAATU+Kiab7Vvw1qGwYbRgteuLPxeKhPhGQ/bhh++/ipsmRiqe93USLLSH8dq1fZq6rdNDgUmaFqhVLUxPpTD1Eg+EBADjWtHdZJSWY8vljwVQ9V868p3ZsM11WpMc3VOqkvVFfydG4Zx4bZxPPLMKQDys03T6zpyvbryHTGzrxuVJWGaycp3/cDISByQKuXbKwNx92+1aqNiOdgwWsBowYRB6ZVvzzXZnUyoSzuPSH1Wn2ed8h2u+c44AZJG+Q5PXGRJOw+7VQPB7g5pqcYZrqUcmFu2TPEMX+deP+gYR+JGk2ZeFkBS8F3X5zumpMNyAi3fSuGa7xZajVUDrcaaVL6jgm8tkyNqMrdqO1raeYTbeQMV1Dd49Ccg0qadm6bvdt5qwBJQvjOmnc+tVDN/vwhRn3au7l2BPt9V5XYevR41Wa/O796knYeU75STZm1pNdbAEDAJRwgtQG3gdl71g+965Tv63qLuXY3OzbDy3eq5HDYfDbcaU/sYzhDN4rGxluDgmxk4Ros5L9X84oxma4pCzsCjz9qITWPFusCZiHDGxhE4QpqIhRVmpUKqum+VJpqGkUIOk8N5HDvtq6ILnuFaMAV688SQl3b+5V8+hEe/8wfYe3wRp1fTBd9jRbndysAszjzpiOtcGqd8q+D7rqOLuPfEUsAErmY7mF2pYteGkUhluhG64RoAXLprEv/6B1fgujc8BZ/8wytwpuaMGRXce8G39hltHC14pnTh91LbaBgU289+cjjvTYhkoVS1vfT37ZNDKNVsvP/qffjwD+/33POboVSzMVLIYXq0gNmVsNt5lrTz+FRWXfmeGMohb1LA3E19MacyXMuZ3mBMV8yTDNe8mm+TMFLI4TuvfRIedabMOBkumKhY2dP7gOCgJmqAqJuOJZFZ+Taprs5XZ7nsG64BfiqwOm83jhZk7+piLlXwrbcaU7tTZ7gWEyCq7Y80XMv7Nd9ZvBzUa6O8FxRqoKwHkEC6gbwKssM136tVO9NArhJR8512EA/4tdzhbbZsmVHhKYN1bd6SJ83S1HzLbAc3bToheLQcJzB5tRqq+c6bRiqlLHIblNt5EwF8I7dzv3VllPJta27nQcM16bmQ3OdbvbcytkubNu/3+Y4OfLLSrNv57HIFj33n1QEjvTQ4DuprvlXqc4aa75nlKrZMFLWyiu4HTzUnWPNtpjRcs2PKcLKgnytZe33rqdl+yn/wNeqa8FuN1U+a5CMmTdRrw9sYhad8T8jxbKtu52oz/JT64Pmjfo0qe1iPynd0Q1iG6XMu3z2Je08sZW4zpvOW5z0MMxE11YAMRO87sYxH79lY95xSiB+YWcHFOyYxv1LFxpRp54AMzI4tBGu+iYIplICs+1auoj+89ySqloO3fv0uVC2nodM5AIwV5WvUTVYFuEN5IxB8H54rufsVX/O9VK7hK7fINPzlSn0K41gxF+tGHubw3Co2jRXdoCqofCvOmB6pC47TpJ0DMm06yuysXLO91klJTA0XmlS+LW/AeMnOSZgG4X0/2AdAZje86bkPy7xOuV4bG0YKmB4rYiZG+U6TDh6Xylq1HMwsVzzlm4jqen3rxmmNKOQMVLR0OUA6+RYS0luTghH12ZYt2wsY0qIPTKKCA9sRgXMnjrgesuq41JvhJCvfskd13ntvpUx6wbd7PxkfyiealnnboSn4yp1dDeDilW+/1VjYcTZcDpK1z3cat/Ow4ZpKAU4zCFTB93io5hsAVqpWnZdD7HbW7Pq08ww1iOozDhu32W4ZgDK0C+9TTcv0iCJNFkBQNU2q+Rbe9QgAq+6x02u+1XuZRja/F2W4JkR28ynP7Twqo8QRGC3IiadyTM238ufIhWu+DQOmEZ8yDeiTfXrNd+PttxwBk6ht6dbBjBUZPAoh6tTBMPOrNVRtB6dixi+x7xfhmh2VvqxqvuMmPJXfQNzkUjcIt4k0UxqutcPtPJB2nuG8F546LP9Wmx8+V9WmlWpJynf0sVeBbCPH89mVKnIGYdr1Vmk57RxBZZtCn4dXZhQue4j5bl3rsPLNDCTPumQbHrZ9Ahduy262pjhn8xiuPHs68rkzNkrFNSr4Pm/rGPIm4Y6HFmA7AqdLtdTKNyBrxo+eDtZ8Tw7n61JXt4wXcXJJpi7//IE5bBjJ42cH5nDbkYWUaedyIKXSi4pa2rlunqScS+PSzieG8nAE8KVfHgEALFf8YECpcmNDOV+ZThikVy0Hz37/j/HvP33AfW1wkJ9EYtp5oXHaeVRP3ygaGczFIdPOZQDw2LOncc/bn4V7/9ezsGEk33TNMiAHQiMFE5vHihE13+mDYjVQCU+OqMmZrVoK/vRYIRDoZzNc0/t8+5MDjUyh9G3UCadmZ0EfmESpM2mV71zMAMELICMGtHFBZMWyUbUcjBVNDLuTCSpwUGaKymxufCid8i1bFvnHTndn9wzXwnWFju+0bFB0nW3BM1zL1mvdq/lOYbhW12osxWBWbYtuaOm1WMug4Ojpy4q0g3hAU5lC2xyu+Q63qVPnZXyf78ZpzUpdl6+Pr/mu2Q5Wa7a3T/WGa/K9mkkdVoZr0u082wBanWNRQbLlOBgpJijf2r1cTXCUdbfzBqmsaluVcpt0/HRUOnwuZlIlK7rbubp+0wQi6vzJKhjqKc+KqNRn9X0VtynKuC3nnTvNH4f3/2Af3vr1uzIvp5//QHrDNRWcthLv1QLKd/rrxleHKfAY1asb8Putq3IHndiaby/tPHkHZ5crmB4raFk27an51vdN/zjCaemKRuaIaxUOvpmB5KkXbsW3XvMrHXNmv2TnBEYLJq4IOZ0DMgi8cNsE7nxowa2FBjaOpFNagGjle2q4fvkt40OYX63hvhPLOLVUwV8+4wJctH0CtiNSpp3Lgb1KVR6KMU86PLeKobyBzWPF+pUg2Pt601gRK7ryXdWV78Zp5w/MrGC5YnmtrSqh9NYkooL7OOV7NqIeTq/5TmKyyZrvUs0OTAIUcgaKOVPWQzbRkkRf70jBxPRYoa7Pt5UQtIaJ+5JV2QvjWgrvprFo5TuV4VrOhOUIWLYTaFGWlHaeNIkwlA+mZmehUdq5MlBqhBETfHup06F1JE00qOtHuZ0DWtr5clD5nhjKp3LwroX2Q+9LHme4VnMcL3XRDKm9Ybdzdc9IW2Oqrusks7hwm7YsNd/qs9RVazND8KJep4woddIO4gFN+Q5tswrS1L6FB8LqfpCLU75zjYO7mpa5kDOTs0qE8NOyV0MTlp4RYxP3qKrX5zv7PU5tb6TbuSMwlJOeB1HfJ4FWY3XKN3mTYXGTKGpb9T7ftiManjuqL3e+TYqvrmjGtZ2KQk0wZU3XTd1qzKv5jl6/Or/j3PyzcMOBGdx0aC7zcvr5D8j9ECL+M1e0RfmOKNFJg1OnfNen/Ot/l7XskHBpU1zNtx98N675nh4tpjJ3TEN438Jp53HBNyvffQgR7SKifyeio0RUIaKDRPQ+IqqPiKKXnyaiPyGirxDR/URUIqIFIvoJEf0xEaXafyL6JBEJ9+fc1vaKGQRe8PCduOGNT4tVtC/dNYk7jixgzg1ssyrf86s17wvudKkWcDpXbHGduL95+1EAwOPPmcbbnn8xAL9PdRJ+8B1UvodCwfeDc6vYvWEkNtVNpfeNFEw899JtgWBA/T5WzKFgGiBKVr7vPbEEAFh0g9u4tPMoChHKrW8mF6z5rlpOwOFXLZcq+NYM5rKgtwTTKebMloLv1aqcNJgeLeL0ai3wJem7iac4fjED+ijTunrlOzlNVkedZ3oLrZyhDNeSle+ontvqmGZJe/a2u0Haue42nEQuJiALp04r8mZ8/aZ3zQzpaedy3+ajlO9K44kg2w6mJZpRyndd2rm/71KlSEg7L5hwRHp1VF3XiWnnyv02ZLiW5j28mnQ9+I5RkRqtIyrtvD3KtxHrih1WXsOkUaN0t/pCgsGfem91jqmUYr3mW9+mLMi0c2rJcC3S7dzdt2Iuutwh6HbuGrO56zNN8s+FmHt4ONMm75U8JO+Dp3y3y+1cUzT9gL7xOtV2pp0kUijFWidKfVVZBHHXgS1Uy7XWj8NyxWqq1VS4TWSjz1yhJiXjXvej+07h67cdTVyHPlGVTfkOpmbH3bPqDNciWo3F9vl2l21Y871SxfRYQct8ae1crlP1jaDhmvo9quY763m8Fujb4JuIzgFwM4CXAbgRwL8AOADgNQBuIKLofOEgLwLwrwCuBPBzAO8D8CUAlwD4NwCfpwbFNUT0PAB/BGC5qR1hBhLDoMS6wUt3TmKxbOHWwwsAGvfc1lHGVkr9XlitYjJiedXr+xu3H8OmsSLO3jSKx5y1Ef/3j6/E7z/2zIbvo5yAVdp5QPnWAtPD86XYlHPAV76fefE2bB4vomo73uB6STM+IqJAynEU+9zgW6XSljOlnbuDc2395Yi0c2WgNx9SiXWTniQmh/Oo2SKz0lqq2pHt35oZmOqUNeUbQMBMzh9Epk87Dw8wvewBbds3jRUxu1LxAjLVniyd4Zr/OYUN12JbjSUogSpAbSZ132kQfNtOuj7fehp3eHkgpuY7RhVTwbSufKvPYHalirxJXi3zWMq081oo7Tyq5js8kLa0ZerdzoOTYmrSKqr+NgqlnCcZroXTztOYjCmiAue4+slG66hPO0+/DrWt4fNaV76J6hVSvRwjimb6fDuifiAuhPCO86qbcaEyL9R1lSXjIIzndm5S0zXfUeqqKgfR2xbqBPp8e2nn9cp33ERM+L6ZNvVWTaq00+1cBWBKyUzTLst37M74fhFp52pf1Clq2Y6flRCXdu4ImIa/bCvfb8tlK7OZpuNmKeiTwY0+c4WXNRDzuk/fcBAf+eH9iesIpJ1n+F6qS82OydDQa75tR/bPDpc2JfX5Dm9jFLPLFWwa803zmsl8CW6zmliA96hf23E13+E2l+uFvg2+AXwEwBYArxZCvEAI8TdCiKdCBuEXAHhHinXcB+D5AHYJIf6HEOJvhRB/BOBCAIcB/CaAF8YtTESbIYP3z0FOBDAMABl8A3KWFEDqVmNAfa/vpLRzQKZqX3nWRm+29InnbUr1fp7y7aYPK7Ox4YKvJgghcDihxzcA7Nk0gtGCiRc/ercX0K94Azlf+QZkEJ0UfN97PBh8q0H+UIq0cyKpsDQ0XHOD1HCKdtlyUr2P+iyypp6r9PAwaXvIRik8NVsGsMN5E5vc/ZoJpIOnTzvPhxQifbuBYPbA9GgB5Zrvkuwp3xkU9orlBLYvaRIiKe3cC76bqvluHHybKfYpF6OGqnFPpNt5A+Vb9vmW142nfLttBNW1nqnmO075VmmWYbdzzaQtXHcXdjv3TO9SDjQ95btixWaQOKHgO636CABV261J1w2XMgQv+jaGS17iSgyiUEF0+JoK9OA2jOytxtQEViPlu0HKvn4OqhKhUs3GUN7Q0v1bqPm2/FZjWQNRdcwirys3KB3KmZGtxiqW7X324bRzPd0/Lm06XLZQiJjYjcJ207bb5nZuO3WfQ5pUdnWsm2k1Vp++HHxffZIzNu3cXU87+p0vV+zMymct4nsvTgkOY8fcD/XnG32u+vNZrptwgBrb59upv27TK9/yMaq1po5MOy9o53KLNd/u4uq7K67mO6x3xmWVrXX6MvgmorMBPAPAQQAfDj39FgArAF5CRKNIQAhxjRDiG0IIJ/T/4wA+5v55VcIqPuE+virdljPrhfO3jqOQk73Agaxp526vb7dVWaO0cwC48ux647dGqDY8swmtxk6v1rBcsQL9tMNsnxzGHW99Jq48e9p3FHaDbj3tXL1HUuuNfSdlAolycA6ntzYivP7IPt8jSiEOmpNJ5Ttd2jkgj00WpNt5vRt3eMIgip8dmMVlb/teoI2bXKevSm9ya/L1Xt+6styIOHWnHJl2Huz13Uip0/GM8WqONyiT7XniA9KowZRCtW9bbUL5DrqdRytsqfp8RwRQgG64Fvx/zoxXvpe1Cathr+Zb/m9muRqYWBsfkp0GGg2ya7YTTMHUAkj12YXHiHraZri3tTpf1TmjJq3SToAohVyI+Fr9lmq+26B8h/dRkUWJUftQX/MdbiEVCood4ZbpRJ97abIALK29XFwArR9L9TmE71OtGC4pw7Wmar4T3M5V5kAxb3i16joBwzXVaszr8214AWZcEOW1GjOC62iUdaEyZdR1o47ZQqnWVGlRqzXfWWtl1eSBjhGaqGgUfAvhK7GyrVtrgdtypZa5dl3/XlHEBbJ1y7rHTIjoyQs7IoMkTNVy/FZ4KbOB1HsCel10dACtb5caa8Up3zUnfO9pnHZeqtoo1WxsHCukPvcb0ajmO67VWJbuEmuJvgy+ATzVffxeROC8BOCnAEYAPLaF91Aj60hZgYheCuAFAF4phJht4X2YNUghZ+CibeOYdwO0LK3Gtnlp52WUa7ZUviMM26ZHC94M6WPOaiL4dgNiVbvrtxrz086V03mS8g34N361ThVAqEeliBfzRuDL6OZDc7jjiEzNL9dsHJxdAaAp37Xouss4wsp6lNv59Gh9kAqkV75Vv3Vd+V5YreE/rz8Y+6XsOALlmhPZtiqN4drBmRVULQcHZ4P9wFVgPFLIeQGx3uu7Ub/g8HboyyiijqEyX1Ofb5ZWY77xnh3YvoJpxpoaqVn6qP3war47pnynCb6jB2TxrcYSlG+tVCOcdn5yqRxwnR8fyslWUSkUuaDhmlGvfNelPgcH/uG0c722NWvqvz5BFud47qchhmq+UwQx0cF3NsM13+yxlT7fTmB7FHo9fZTzfc1yEiey0kxE6CZ7caZpuiKpJnhWq3bgPuW7zGdXUatuq7FCTp5vWdJHPeU7sebbiAxu9HIRdQxUkG5QfDqvouZmfajXpZ34UfcLFbSr4/vcD/wY//aTA4nLRhGo+Y4x0IpeLjktPA4nKn3ZCwDl3+WqfwzizPD05XIpe6RHUbMdlGtO5rRjL/gOZL64+5FiAiXqd4XjiIaTCTXb8cY8zSjfBvn3Xf3/UdulBI565Ts60ydN2rmXcZgz/Ym7NqWd627nadLOs3SXWEv0a/B9gft4X8zz+9zH85tZORHlAPyB++d3Ip4/E8D7AfxfIcRXm3kPZu1z6S6Zej6UNyJrfeMo5mQK8bGFEj5/02EIATzunHoLg5xpYHq0iKmRPM7fkr2lWjEnUwu9tHOlfBdMTyU4PJ/cZizMaEzwraed60rF279xN173+VsBAPefXIYQspbdV75t5E1KFQCpfdAHY+WqDaJg3aYyq9LbjVm2A9updzaOYtJLO/eX//49J/CWr9+Fq+85EblMyQuSowzXGg9OlDlcuG+rr3wbfjp9hBFaGvU2vuZb/q0PyMNpmJZX853CcC2Qdu4r80lpxTXbgUHRNeWt1HzrAWek4VpKt3PTMKIHajEOrvkEAyy9R7VUDclT9Y8vlLFVy3gZd30nGvX61lVQub1azbenfNcP0tQyUu31n5OGVv76VPZB2s9Arw2PS5v3nOJDdbdpgo9KVPCd0XAtzuwxW59vV2WKqPlW+6WctAPLhepVwzRqNea4daD6e8jXB99Hv++oUqHViu21oQT8dYTvUeWajZ8fiNcd1OdUMP304yyBSNU7L6PXbRBhKG9GZlLpCq66Zwgh74NEBDWvEV/zHTz+aVPv1f1C729tOwJH5kuYWapvb9mISOU7xTFUn3Mzaed1NbcqY8RJp3yr61YF8dLsr7ngSam6WdOOvbKBULZPmnXp95c4s79GAXzNFt6YJynTL4x663rDtejXAf73Rfi7Ny5TIk3wrWcdEZE7Wdxi2rn7qM4vorDhWvR3pSyRWn/Sd78G35Pu40LM8+r/U02u/92QpmvfEkJ8V3/CdUD/T0iDtVc3uX5mHXDZzikA2VRvxfbJYRyaXcXHrt2PR525AY+L6Td+4bZxPPXCLXWz1WkgIowVc55Bl1K+h/Om50TdqMd3mLGQIrpclj2o1RdBODheKlu4/+Qy9p1Ywn2u2doVezZguSJNVmT6YJaJi2DauVJx9PTN0YJs76XXfKuWHWmU7wkv4PGDBuXO/vmbDkcuE+6dq5Om5nvVPZ6nloJp535New7jrqP8qeXmlO84ZTEqdb8YcpavZQjylZJYsXy3c70tTdQAt+YaN0XRWvDt/16NUPZSK98Unx4LRKgSZrRBG6C7nctrSWWiWLaDmeUKtmnK94T7mkZ13+FWY1E13+HN0VuNGYSQ8h0MvtXvWWq+1TJx7cbqlW834EyjfEe445uhIKLxNkZn3ZhG+hZO6rqIqvlWg+WowWU11CYpTKMsgHCZRtzEmv6+pZqrfNdsr788EJ92/u07j+F3PvGzulIYbxu0e49nspgl+E5wO3dcd+dizqgz+ROhQTyR3/rLDAWycYFY1XICn3vcMbj50Dw+cu393vs6Aq7Lt5ocEd71nDV1Wpnh+X2+u5N2HmUOqa9LZUgAMZ+Ne4j0zI5mW42p+1rW2Eud1/qEozofGqmo+oRs1Ps6QgRaiUVRsx0v+M6iGPvnrvw7PPGhb4PCC75Dt4vYPt/KJDUp+A5NoCS1xkxLuKZb7aPaZyf0noqwK/p6oV+D70aoTy/zR0ZErwbwegB7Abwk4iWvA/BkAC8XQsw3sf5XENFNRHTTqVOnsi7ODBCXuKZrWeq9Fdsnh3D9/lkcXSjjL556bmzt37+/9NF4z29e1vQ2jhVz3pd5nXmS5eDw3Co2jha8L5I06wP8AGKlanlqOABXqdDUFveL/Nt3Hsd9J5aRNwmX7pyCEMBy1UI5pQO5IpzCXarZdaneRISNIwWvZzLgBw1pWo15KddawKMGCT+891TkYNR3DI+u+W70Bb3sHic9sAb8AfNwQU4wbBorRNZ8p0s7V+pO8Lapjo1uPFWnfGdpNRZIO3eXM4xEU6OaLWLbLg2FUrOzoA+0ombXa3a6mu9cjPKd5HaelHZukH8djhRk8D2zXIUjgK2TwbRzIDn49lRQQw9E9Zrv+oG6WkYPEJ1A8B30R1DrTjtILtccz6OgUdq5rvwRZaz5jjBcSxsExbudZzBci0k71xXNfEQJgpUw2QT4119cIBbOeImt+dYmnJTyXapaGNHTztV7hbZRvX4x5tzTS0X81PX0A3g1iRoVLKm0fVlmFLzuo6459f6egWDIwTtMNXT841Lvv3brQ/jA1fsC75sLpJ07XlZK5p7b7svVNueM6M8hilbSzsNjjbBXgj7JGbVL6nVe2rlhNN2mSt0bsk4iRGV8qd+zmKXFTfw02h49+M7Wakw+Nko71/9W2QFm6H4RNsrzllU13wllJN4Eijbx2WrNd52Tu5oMcf+vHusM/2Imttc6/Rp8K2V7Mub5idDrUkFEr4JMJ78bwFOEEHOh58+DdFH/DyHEt7KsWyGE+IQQ4gohxBWbN29uZhXMgHDe1jEUc0Ymp3PFjilpcHbZrkk8+fz486SQM1IFPHHo6YWq1ZgezDw4t5pa9QZQZ7i2VLa8tkhAtDINAN+64xj2nVjCOZvHsHE07y2btve2t/58fc131PIbRwuBllyVmIF20j7qAc9ypSbVQUfgi788UrfMak31zo2u+W70Ba3aAMWlnav1To8VvTICQFcAGgeQBVOuIzxALtfqU/fDgbKd5X0i3M5zWmpqXNp5Puaz6bTbeVR7szBGTM2347buCQ9o5WAm+jNfKlsYK+a8ZUYKOazWbBx3J3W2juvBt7pW4tPOaxGfTU5TW9VjwHwutIxyplUqRVVr5QTED/TiqFi2584f1+s7HESR656cZiBftYI1u3I9cLcxm/IdzrzJ0udbpacq93WFpRmu5SJKEGp2cou7RjXIYa+BWLdz7fPSa771+1TcsioAiMt2qLj7nM9pE2tNKN9xNd+mQRjK1yvfXvAXEXh5ynejPt+WE0hZjtv+lYqNquUEWraZJgVU6maDb7+UJ5R2nsrtPKgmpsWJSjsPKcblRmnnKmPFSztvXvluNu08KuMrbasxPaU8bkK10f7UbOGJDlkM18KmZHGlMvrfahwSDlrj3M7TKN/e97LmGdFKuzgg2nBN/39sqzEj/WTnWqJfg+973ce4mu7z3Me4mvA6iOi1AD4E4E7IwPt4xMsuBlAE8DIiEvoPpBoOAPvc/70g7Xsza5O8aeCFj9yJJ567KfOyO93g+y+eel6s6t0O1BcEka+OqGDm/pPLuPGBOTxi91Tm9akZ65VKUPnW+3wLIXtlTw7nsff4En7+wBzO2zoeCCjC6a2NCAf35Vp0b+3psQLmVptTvnOmgZGCGQh4lisWNo0V8ZizNuILNx2pq7VbjeiVrUiTdq4yBMLBd7iV2sRwLqBEZVG+42quSxGp+yogUV/IuoLdCE/5rvk139JwLd7YSRkgRW63WxfdXNq5FnBGvG/amu+4vt16n16dRjXfeqbJcN5EqWrhhBt8b8uofEelvgeUb2W4FmF+Ew5a1P/D16XXCziDk7hSvuN6fUfVABZSpj+G04b19aROO1cZH1HKd4uGa7ryHVWCkFRmoZaJWq/CCgUfcS2fot3ObYxo51+caq7WFRd8q3tCwaTEaztu+9UhiQyAhOynHaV8q8tQP2/U/qvzOI3hmj7ZF5fmv1q14Ah5DQWUb63GfrGk1NsGOx3ex9A16LUaS6N8N9lqzEloNebVfGuGa3GGZICfBi07OzQXPKl7Q2bDNc1LRJG21Zi+rXHtI9Mp38HvyDR4989wn+/Q56j/qSYowt9TrdR8e9eQNnnX7ASKt86Q8k0U3Dd1rka1Gss6ibQWSJdr2n1+6D4+g4gM3fGciMYBPAFACcDP0qyMiP4ass77VgC/KoSYiXnpQQCfjHnuuQC2AfgCgEX3tcw6510vbC4l/DceuRMTwzk8/aItbd6iIGqQP5TzgysVyP3T9+4FgfCKJ52deX264dpYIPj2+7JWLGlG87zLt+P//uxBLFcsXLB1zAsoFksWKjU7tdO5XL8RSGMtVevTzgGpfKt6dsCfnU4b6I8Vc4H3WSxbGBvK4Xeu2I3Xf+E23PjAHK7U6vRVkDwS53be4IvNU77r0s6DQX3BNAKBmK8ANA4gYw3XIlL3Yw3XMrQak74C2oDVU5fqB/PhNNAwQ1p7vCzoA9mozyC92zkhakxsCxHpxxDlcK1Yds8lxUjBxGrV9oLvLRGGa3HqMaC3mwsGy0lp5+Fl9BrZHOS1G3QSTx8YADJg89LOY7Y9agCdlDGgo1y2dcK1q2nWAUQE3xmUmDjDNcsRGMqrtFyKDIqTJrIatRoLH7tGATQQajWmmyvG3BeiDLgC+2D5EwDqPIq6tqPQtzNOXTUMWcsdzhrylW//f37LPPd8bjARU7WdQMlCIWZiUhlhqu8ywK351szR1CRt1kA4nL2QpdWYqkluJuCPMrzS31dlSBRzRnLauTa51Kxqqu4NmQ3XtHNPkdZwLeB2HlnTnqbmW3glZpUs30tegCof0yjf6hxsVKuvb7/cxsY13+rwJX1fpcWbyPCUb/mLOsRe2nnEJAIr332CEGI/gO8B2IP6HttvAzAK4NNCiBUAIKI8EV1IROeE10VEb4YMvG8G8LSEwBtCiFuFEH8S9QNfjX+j+79bW9xNZh2zaayI33n0GR1VvQHNhVxLIR0uyN9vOjSPFz9mt5cCnwbTIAznTe9LcykUSOh9WdVg77wt43i4q66ft3XcMzTzlO8saedacA9EB46A7PUdqPlWzsYp32t8KBdMO3fT65996TYUTAPX7D0ZeH2i8p2i5ruR8q3SRMPr8vpvp1Ck1UAlPJiNSt33U8fl+2cyXPOUbztkuKbUvAgF2haJkzDDWnu8LOgD+6iZ/fR9vqmuVRcgBxyRyneMUg5EKN9u8H18oYycQdg06gff6nVJbudRyrehG67pgU7of16NrJd6Kl9XV/MdY+4ThRDSSFF1HUjbagxIb/xTCwVPQLR50Uev3Y+Xf/qmyHX4E3IRaecpggE9FbkuQNSV74hzwbKFl4kSRaO0c2/Szd1pX3kOvj7odq61GkuRdu7VAMdcd+r1hZyf1ZJUZ6qj38Oj3c4d13DNrE87jzhv1P2vLpMj1nAt7HYefQyUEWalZnvXTs7wu3PUHOF9T2Q2P6ur208/eaSu32bqzMNfFeG6Y5XpMFbMRa5fHYeg23mTwXeLyrc+6ZzWcK2h8u2kq/ku5qTRYCWT8h3c1nDWgf86/28v7TzC1BOon6xRfyeV70S1eWw17by+5lv+3TDtPIPHxlqiX5VvAPgzANcD+AARPQ3APQCuBPAUyHTzN2mv3ek+fwgyYAcAENEfAng7ABvAjwG8OiLYOSiE+FRH9oBhesyopnwrVKBVyBn4s6vOzbzOsaGcFyyuVMPKt+92rgZ7wwUTv3bZdtx6+DQetn3CG+AslbMbroXbdpWqNiYj3OanRwtYqlheEOGlnad0Vh8bygfSZZfKNYwP5TFSyGFqJI/Tq8FgSKkFcTXfDYNv971mlqtwHF9NXQ2lnedDKex+2nn6oDg8wx2Vul8IpWFmMlzL+0F+zRHIm7KdSVyfcfW/pH0YKTSpfEeovYqw6VgSMviOXn+Uci4dgKMHFEsVy2tnB8h9O7lYwYnFCraMFwNKepT/QN02qEA6lIIZTjsHXKUe/nO+Yug/D9S3GktrZgTIgE8Iue3DebNh8B02zkoTwIWVebmN9YZre48v4tbDp2PXAUS4naccDOrHIkpxVudVlJlR1XYSJ8xMg2BQfPAdPnb5mGtbPwdLVdsrBQrUfHs9wqPVt3LMvUvtsyoL0f/XCP11cY7aput2Xp92HnXeBIOZZtPOk5RvL7XdNDyH9aDhWuIu1+HXkAezT9K1Gmsy7dwRyEWc70B9psNoMRdbEqAvl3SvU1QsGznDqLtX+k7xmXYjctI57T0qaMIZce65hmtCiFhxRJVJxfWhj6OuLjqL4Vqd8u1+bjFeDUnmh/6ErT95l8UsMYr6mm+1b6Hno5RvTjvvH4QQ+4noCsjg+VkAngPgGIAPAHhb2CwthrPcRxPAa2Necx2AT7W0sQzTp3hp57ry7QZyv/eYMwL1pVnWueymSS+XI9LOQ8r3aCGH33jETjzqzA3YvXHEU3cXXeV7QgtEGhEejC1XLOzcUK/cK9Xt9GoNWyd8k7ZiilZjgGzxFK753uIaYY0P5eoCiiS382LOdAOS+C9zdaxsR2B+tYppN2W3Lu08NPmgBgFpMiji+3zHp52r42Y7Doii+3CHKZrBVmM5LwiJN2WqNQhGhppUvu2kACki7TkOGZDFKN8RxyRJwV0u17BLyzaRhmuy5nvLRPB6NA3ZLjAp+K55A6lgzXe41Rggj0ferF8mXC9dtR2vPESuL70qp5sbjoWuI50oxb6Qa77mO8pwzXZE7HlTTejz7QgkXq/69qvtCT+nq7B1fb4T3P0VSWqUXzYQVE3rDNd05btqoWrL9OnRLDXfscq3fL6gu52nDb614xXpdu44ML0+33Fp59pkk3I7V0F4I8M1O2i45t+bgq9Xk6oVy/GukWBGg698Zw2EY2u+06Sdq1KSZmq+Q/ercACoar5HCmZkUBw2XJNu58mf+ws+fD2eefFWvPbpQRunpSbdzsPnv749WWq+40w01XNx3w1q8qaQqz8/kwi348rW57t9Nd/+5J38ux2txtRW+DXf8m+1z3F9vln57kOEEIcBvCzF6w7Cbz+m//+tAN7apm25qh3rYZhu4qWda4rvJTsn8bqnn48/fPyZTa1ztGhi2R1QL1fCrcZ8wzVPDS6ayJsGHnHGBgBBE6nMhmv54EzzatXGaETAO+060M8uV7F1Ysiry0qrfI8P5XBswW8ptly2vO0eG8rXpQGvJtR86z1w43qar1Qtz9n31HLFD76rNgzylehiOO08YYAQJk5Ni0rdD/ftrTkildkaoCvfdsDVOakdUdUWsW7ngJx8aLXmO66mNVXNtxk9QLAjBrOAchuPHlAsaucS4O5bVbqdn7t5rO714wkBLKCnr+oqkOFle+hKmtqH8DLhlE2pfOutxtIHBn7rOhPjCRMHUUqIXvNdsx2cXKp45pQ6VSsi7Twi7dR2BFarVmQgHTchpwbEQvgDyCj086m+5tvx/BFyEQPbWkTNehipRkUfb5XG7huuRQfQ6n2J5D0qbOCo3ie8P0B066modQeU75SBiB6wxDlOmyZ59zs9G8hLew6knQeV70Y938Nu/nFp+0p1rFi2r65rim9Nq/nOGgjXu50bgf8nLuu5nWd6S9gi2vBKX2fJ9WHJmRQ5oRBuUyXTzpM35MjcKvafWqn7f6tu54FWgykNFwMtFxPc3OV3a/3yQgjUbOH1t8/W51s+eqnZoYyjqG2MC76jar5VL3qggeFaKBBuR6sxf2IBgXUrxy6v5jvCcyBr2cFaoC9rvhmGaQ+jEcp33jTwmqefh6mIdO00jBVzWKnYXnClBxJFbSZYV751hvImCjnDVb6zpp0HZ5rDwb9io1s3q9qNZVW+x4q5uj7fqrZ9Yqg+oAgr1DrhFO4oVis29kyPAgjWfcsUUb8tVVgNa+SaHCacti633fHaz8Vts2U7qYLU8LKW42+fp6ZH1V6HlKgwqhd2VnTFPjwYCbdbSSIXoV7K9dfP5AOqvVTUwFVgbqWK6TH/2hvO+4ZrWzWzNUXYfyBMVKuxQM23I7wBkdeGJrRMuO6zYtmRhmtR6n8Y3dxwLCJLROGl3cbUfH/5l0fw1H+8NnLioWrXT9p5fZK1z8ly5GA0Sp3y0s7r+ufKx0YBQcDML6nPd5TbuSMaXrf5hCwA9d4NW425r5sYymO1ate1LkxaVn3WcW7nvukVZW41pmcvxQVAOYO8+3VUmnpSn2+v53vM5oTvm3GdIFSv80rNqZusy7vXuHI7zxo/qG3zlfRgEJyE3+c725sKIRC+zRqhLIFS1cJIwYx1/Y8yXGs0YVCxHSyW6q9jL+08c823un9p9ygzuB/xyzZSvutfF7V8PqYsIom4VmPh/dc/1+WYVmNRyre+mjQ13/q53LLyHQro42q+w1+XuXWads7BN8OsYVTAGKe4NrXOYg5LFcv7UgjXfKs+mWpWO6oOWgWwYYWtEfqXnapf1HuZK1Qv8dkVGchmaTUGSJdpNeh3HIHlqt/PPEqJVAp11ERC2Dk8iuWKhTOnZb91Pfguheqxw7VZlt14EB/elvAAuVy1MRSReqs7DTfqSxxetmAabtq5H4TEqUty/cmTCMPNup27g/h8RF1iJuWbopVsmXZe//q8Sag5Tp1yNL9ahe0Izwkc8N3Ol8oWtkaUgYwP5bFUSWO4Fqx/1BUcdezVIC+8jJey6QXfzdd8q+tzKG/WTWLpRNfu+n2+HzpdRsVycGS+VLdsZKuxCLVTvcdqxMRN1ZITSuE+72nTV/Ue2lElDb4JWH0rppqV7HEAqKA9JvhWAUCDtHOV9TA5nMdKxfKykaIN18LXh3yMu+68mu+cn3aeVgUMpJ1HDLwtR7pyq0yloEFb/aRNndt5gwmUaui+GaX+247w9l13O1fvJbNbHO/abDaA1INY+f/0aedZ31P2+Y4O4tS6VCYUEaVLO9eu2SiEEKhaDhaigu+mlW91/9JKbVIarul9vpOUbztmn2raeZ/Gz0VHbZr6CNIYrnnKd+h+EdVaLdjRIn67wk77act9klBv7av6wQldETFppl6XYk53zcHBN8OsYVQvyrSKb7p15rBSsTxVINDn232fsuX4yneEMj0+lMdiSbmdZzNcq1iO56gcrl9UKOV73lW+lWNuOMiMY6yYw0rVhu0IrFQtCOG3fRov5uvUvLBCrdNIFbJsBxXLiVS+S9X/n70/DbctS6sC4TFXs/dpbxNxo8mIzIiM7OkkExJQ2kxSEFsUtcAGFLFQocQGP5uyVLDK56Oe76sCETuwlLLXsv0UUKRXQGkURZHMJDMjM8mMzIwb7b3n3LP3Xs33Y653znfO9c615lr7nBv7npjjeeI5cffeq19r7/nOMd4xKlciGuj5joWUo3xWyVnpPJ+8jmDqOMiIZsMGudZwrT+oWddtrwjimBs1VneDTal/1vR8R7qdy5mwstt5kemYHn9Q9Ux3P/Lim5/7h69IxfcI8127g3j6f+52ToW03w9oJK89t3P3uQwNEiWcceZ7GWa+pckPPrlERftTL8jFt38/SoZrfnwSR0h1Y87FFsw3n3TSUWN9OfjY81RkYfM533CKinDJ2A3QxTdnvrkaKSQZJ+Z7LGps0clv6bhiwLclLeIz32ecKe8+77QreG7nY5nvvls+tbxwhQQ/7nUlM9+b2vZ8T2Wh/QmwKRNc1u180ia1UifQO2zbDBrslznyLCA79wzXFnn//uage1Jivqnnu22n9cxLBqCx589lvvvv20nLYb8Fkp1P6fnuscMhwzW2ylDOd5YpKOUz36z4HtivxiuEi+z8ZOe0mzbnW/+bznVv8iegsLjsSMV3QsIlBg2yzpP5PuwG1DTj7xuuATqa5WTAAdwy39Nk54sue7RqWjOol3q+r+2XyBSXnU+PGgP0rDNt58j0fEuy80osYIFx2flpN8h74HiJg0XeY759ieimblmW57SiuBT6SENZ6XxWn6J/YrHoFApV0/SksVIW8KYalp3vl3nQ+GkIdU3Md3/SwQ6mx88fL2Y5eC8qR4jFutldW4f5Zuf+IbH4LgeLbzoOzqQW3WRB08mu6b43rI63TN/t3I0am5Lz3TdcmyA7L2x7AKlLPvz8WW9ZKec7ZLgGyHFZIb+J2ImGIcO1qutZBmQ3aN1POtLzPcBG+YZTob5t2q5ffPPvFNXlVvfbMuheGN6HxRzmm20rxD7qnm+B+R7M+ZbbKHrb95QTUq76KZs00t9l7v2ad5MqVFRONY3y2UfTNhExgUHLzpGd+19X/v1+Z62jJzMV7sfXy8Hs99D3Av32SnGJt9lrU06f9RtwW22ACOa74RM/4cmFoYkbQE86cIPZGFjm25307OV8t/bZMsy3OMmrgscTZbjG2tm2Zr67xW3Pt/5LEw5+cU7IOpXWVMPCex2p+E5IuMSggnHvPJnvro8zJDsH9MDWz6jmIFn3qmqipeB6/dZJ+1Rg3glZpnD9YGGYxqnMN88ip+KBCvLjvQKn69oZJPnxPRxjsnN+HA8cL/H0bbfne89jvgEredU91fFFcVmoHgMs5XzTtmifN3VcHjaBGIHKMVzr2Dkp57sZZgIPFrmZpJAQ+vGmKLAyV73tbgx7GMl8D6zfR6gYomv7wLHt+T5gk0dy8T1suGYLMXv+sk4SS4N0w3xTz7e3jG9W5vdUT2G+V6zF48peXyVCMOyL5zrNowiBMPMda7gGyLLz1UY2PfMzz0Pg17af820nq4o8cyTqtP8xsvOxqDE/ScBnuzYO812xVAb3eZcG383AxAVfd5lngzGCEiQZOUfdtJ3buTVv9D/vGK75Pd8RzHfp3Xf+/p+w414JzHeRKyfnezoL7SpvQu7Vof0HrIHXlG1KzCPfnzsb3fOtZefh4tu4vw/cp4D93Xvhzqb3Hc2/G6ZMXvB7zxyHx+CHEGKK/dc2I8V3kWdYllMN19wCNLTP9LnDRR6MGqPXfI8LwlArgJ/VXgrtaFPhO7n7UWPa9LJv+Jd7n3u5IBXfCQmXGJLb+dbrXBRYVw2e67Kuj/b6svNV1RhZ+oHATB/vFXj+zkY0ThqCWf+mZsy3fGzXDxcO8y31d4ZwxJjvW94kA8nP+cDhNMAeA/3YLh+3WW/8A0dLT3buFvVLr5Df1E30MQFyfJGU8623lZvPVhO3syxzrKtGD3IpS3TAcG2Mwd8bMFy7dbbBm7/xe/FD73q6917dMYylUAD5PZxDCLmXB93Oifn2BkA3b+v78f5DWXYeMlx7MSbnm+0H9XyTdNKXnYcG/nWjM243deu5nffNzH7qyWfxe/7WT/WYOof57lQy0sQILeYbrtGgkZQ1IvM9kPMt9UCeCLLzUPrAnEG8/2zzSRnJrK9q+pMHPobYKN8wL5TzTQXElY75tt817ney5HZcmWJspOc7V1sx31LRRV4NdH3OWLHuS3cBbX4FTMz59gq3THnFt8d8+98XZZY5Od9TmTub8+0qg6IM12r3OY5F0/aVOr7HwZ21/j3IAz3fvmRZ+m7lMIkZddu7l2iMwNcbAykmMnbyItQjbV/r/oZ6vitSDWXG2yQWvb7oQJ867cNh1/4GyMW3rzrg64np+eZ+LNsbrum/QcM1wW8AGE8muKxIxXdCwiWG5Ha+Lagw/dgtPSjmzLcxyKlqnHbxWdKPxvFegWe6QmSq4Zpef2P6OCXmGwDuY8X32aaJZr1p/wDNvtGAlTPf9B7BL5I5xnq+zXEsOuZ7RHYOYDYj7Ru2bWrdlx2SnRPjtGniDdcAa4zHs1KHDNfWVTO4/v0u71caTD93ssGtVYUPPnvae4+KoEUn1/ffA+IM17JMiYOxpgn0fNOxeoPSm7dXKDKFqyzbnq7v4SI3Ezscx0s92RWSN0p52cSI0DEuumeMdscv2LnjMd1bY27nP/nkc/jX/+2j+NDzLjPNzQ2P9grHuMrdb70urvrng0B6vj78fJ/5XkUartHkgyw7l1teog3XeNSY0NLg5EH7RXGEgSGfiPBhel69nu9e1Fh3La8d6PuKvg/97ypJ4k6D5pDbOY97st9xcQPoIcM1a8SXse97xnyLOd/K+Ts2gSLdP/7EJFdLrDYN+77IzLaqujUTY1P7Vun+70+AjRdB9L0yVXbetELPrSfRv7PRarQskycvfMM1ycySg6scyBmewBU9U4ov3/MAmGC4xovvAeY72PNtYv7UZOa753Zurrn8Od5SF2K+Q8czKDtvp13DGLRwj832fJPsXJbOh/reLztS8Z2QcIlxbIrv8+35BoCPvNAvvi0z3eBkXYn92ICWdZP76dSoMUAPngzzHSi+73eKb1laHcKxIzvfOK/ROeXF9+m6Ehl+AFjm9pxIMAqBZd6Tnd8Jyc67H8oqIi+Ywx9k08BaLL654Vodn/MNWNn5hvW2DklTfQMkH7R/Z0IBSgNzaRBExXHpTToAskt4CKE4lDogOycmrsd831rh/qOFwz4R8y05nQNMaRFgv4nd5MWcYb5rWXbuM0e0P9rIsHaWofXp47XbpQHw+59xJz185ju077Qufv651NrKzuWeb/97Qyq46PRPkZ3PM1xz168nfWxhLOV8j3k1+BNl7rY95jsL9Hw3VnYO6MkfoF98Syw7z32WYKPGsqg4RWlZoH+ebZFrf7fOBJl65ikm9DJuG0Ws4RrQz1V3me+mN8lV5BlO1pU5lqnEXT8uLl52PjfnuxGixnyjsrPO7TwLyM59wzUpx56DT2hwx/O21b4t9N0+ZfLC+A0IsvMpzPfQ5MJ4z/cc5tuXZnfb9CegqPhmSS4y8+0mIsQy32aC6zx7vgOsPh1a07S9mDFAdm1/OSAV3wkJlxiHRnZ+jsy3X3x7Od+A7ckOmZBxhm+q27lef83c1uVt3Hdoe75D5kohHLEC2+9t54U54XQdPtZY5vtoWeDG0RLPn25MAeQz3/4gdyrzXXoMMA2s/Zxv2m8aWFTNMDMtLrtpUNWNKUSHpKlVMyw7p3MgFlHd+qTzS8y31JfoD36HwHOzOaToHsAy337x/czJ2jFbA+zEwkPHoeK7P9nDYRk0PhDNArJzez35MrbvkxXP7LkkZ13OytH5eP8zJ87+cObb7LvQ9117LBAAZ5KEnq+nXrjTGyRLxZM0+K4HmO9Qy0usDNLprxzI+S6knO+I4pubz4W2bZQLmRKz7OlZ7xffvuy8rwypWTEmwY9cAuKLb9564h8iN0KUmG+6BYdzvocnUKQ2F39ikrcqkHkkYIuKMlN47oQZhk0sHvzJvymmhibne8Y2/e8rX/pMKq4sGDUGZ3/LEadsfk/w4vvOpkbT2ntzyrFsvMknvj9j6xnN+e5eCx0TTdAUeTbZcI1uR9prpXS7Qy/nu6Hiez7zHUpKAPpJE2U+jcGXYCcW9L992XkTaNHyc+ZfLkjFd0LCJcbBIsdrHjjE6x86Ord1muL7RV18c7dmGiydbbSzboj5PhYK9hjwQd4Jk2tLeNV9B3j2ZI1bZ5vJzPcVVvBIhmv0HsEvkkP7LIH3YT5wrAszkuT7veSlKeQ7Ofjknm/l7MfZWv//mNv5dMM1PSjhhmu0vMh8C9FRHHTtQvJhvQ6JxdCTBrovUS4uYo6L3MP76w8w32QuJ8jO/eKbCqGHR5jvUPG9ESYR8gwu823czuVleMG5MlFh7j3h973T+ZvPfGsnfG7AwzODXzzTxk+busXNk5WzrNTzLclO6fjFqLGN3PM9xpradevj3CtduXLbts59UXS9we6ybYThWpiNMpMnPC5L6NvmhmsA8PStNZTqtyGVed+IkQbDZyNu52WuxJ7pIaw24V5f2m6RKfPcc3ZRdDv3im4+meSDfA387xu/ADldubJzepS5xP3Z03XwOMYQdDuPKEJNzvdkt/OBqLHu+HS7mHY7jzFcK/P+/c3Bi1MeN0bfCVf2C2e9MRjq+R4r4sZk5/RaaH+418F0wzX9l0+A5IKqih5jPqaQFFo6xlCeTIhyO2eqi22jxnoxakLUmNzz3V23Lbd/ryEV3wkJlxhKKfzA178Nv+Etrzy3dR6y4vtoWTg/5pz5PllXOAiw0rz4ntKP7qx/RHb+xA2dm/3kzVOxx28IjuGaF2lm2TyP+R4xXAu6na8tg/9AV5hR37c2v7HHZ5lvKx8eM25y9yV3Btkk45b2fckcUDXzPU2hsK4bbJiLuVKqyynv/8iu62H3Z1IVSCwcFYvSYMPp+e6ZYul/5xGMfq5Chmv9wSzAY4PcZW7ekopvfWwPCmZrAJ/skR3PbWwYl4lnuufbl517kkpaxg6UWjOxI8m6ncFdd/6e9Ipvp+d7aZ+j/n73ewAXnUJhVdVYVw3e8NAxAOApz3Qt1nCNioeTwKTNoNt5pOHaYWdAaY/Lkyd7kxZt23aGYjGGa2Hmlm+DPu9/x2xqPcFB35E3b69wUOY9x2GpLWPUcI3lfAPdZF1k8U2f8+8pwA7Cs0w5k7nmfUF27rudS/3/BCMb9nu+PaWBy3w39vuCsYXPndjie6psti9jJ+Z7/BzOz/nuR4350uezTYP9RYTsnMnvhwq3VYD5pu8EmhiaJjvvCmBH7RM5adY0hp2V2rrHcr7p3G8jO+ePfqb6E7vW7Zwz3/315bn7/PBdjun5djPrz1d2bs4xY74l2XnspMllQyq+ExISJoGKgY++cOb0ewPc7XyY+b7CDKcmGa6xnnJetEqg4vu9N29PZr73yxx5pnDrbIPbZ5UzySD14N4ZkJ3T8Un51oDtLeTM99O3VqjqBuu6cQrjpSdh18z3BDm4J78mJlmaAFl20nFAF5GTmO+SZOfucouAvG1Mdk7nYEh2Lg0eSP4rSXinMN/US9p3pW16PZSAHUjzbbZti5u317hxtHA+e/WgRJkrPHH/obhtet5Cjueb2i0K6P+57JwKDROj4y3DB65nhvnuF7cO890NuD/wrCs793O+AZm1187L7ms0CKRn641UfLO4saYzklvk7vMmG65ZKa2PbXO+6RzuL3LnnvZdrIvcNVzj+dhDiIoay91nyy8Y6PmjRIibt1fOZJ5ZVjJcGzh3+jj0hJliDOjUnu/9Mhed4AH9XPL0DLNfguGazasfl51z5pIjZLhGqoChSZUiU5Njv/rM94Se7+4zUx3WJemvUqr7vmic35wsU4PFKX1dl7kadjsfKb4p1nPKoVS1nkTgE59j8XJ8/2nCSCr46KVwz3c3cVm4UWPP3F7hf/q7/xE/9eSzwW37Pd9AYAJKlJ33vy9K7zuZP/8xzLejXmjayW0MHLSslZ1Tz7e9V4dk59ts+15EKr4TEhImgX4QTtZ1r/A1PXobzUyHpNiu7Hxez/ftVaWlX4Hi/bH7DqAU8L6bJ5N7vpVSXb5yhVtnG2d//WKobdvOcG1L5nuR2+L79sowTuNu51Nk5+4g+86Q4ZrDfA8Xxz607LzpyeKlgiIkA+XYH+z5rru/cvGdKYUiEwylmv4gPgTDSgmDJOn8l0Lx/eJZhXXd9JjvK3slvucPfA5+46fK6pQrgseAvw98mwCPGhtjvm3PMKAHo3Qee7Jub5Boe75PnYHTqqpRZDrW73gZ3vdKuHfLrgikYv0ND+vi+0OM+aZ7Uto/Ogb/3Ej3zbpqjByfI9Z9lwrqMea7zJU4KB6b9BmUnQtuz6VnGAboc7XIM9PacPP2Svyeklh2ur6hnla/b305hfmumu4e6bOrnJUz6RkC881VE3Qe/JxvqZDdBO5vP27ppPt9OVwWWG1qsy6bb22Xv3ZQTpaAG6+GnJhC1aUUjJ9D2s+pbGHT9nOWAX2+6gY4Y5MiQdl52y/c2jZcrPLv5RfP+rJzw3xP7Pn2fy9iDdeqprWTkaKaiSYoQ8W3fX4Xed4pjBr8+/c+i3/5X57C//BXfxzf8n3vEhUMPjsMdOe+Z7im/3LloOQU7n8n8+s1mPPdut9Rxgw14t4Lr1P/9YtvIzsPRo0l5jshISFhFJztPvKikRzDtXUdlIRf4YZrM93OT1dhh3FAy14fvbavi++JzDegj/N2FzXmOLoXGcpcmQJhXTdoWjnPHOibpPk4WVVYFhmKPMP9HSv69C1bfHNG3XcM127n8Yy0z04NGq6xz1aTGfasMylye1t5HznBGjeF10/n9s5G6N0dY767nm9/MDLF7TzUB9w06LG3AMvsZZ8ns6sbx4ve51/34HFw8mHMcI2KQF4MZD2389zZH99sjvdLW7dzqeebM7z6/1dVg4+xeLyzjZ3oOt4Ly861WZ37GhWBNEh/1fV97JUZnmJxY0OTA4DX02mk0/J9I7VsDPULc9C5PFi6rRx+JFWeaeOqxjv3o4ZrEbJz/mxJ6g7yXDgwbRtNoPgWer5HmW93wkySrodAbUC5IG3m/ajEfJ9x5puKYJH5zpz3pOLKMt/9nm9+vk/XNQ4WhUluoHUZh3l27q/ul5OLB980T++/3N7SW3Yrt3OBfcz0e+SNMCg79xl7YaKRI8R8UzvXlVnFd3+yNtZwrW7a3mSk//7Q/vD7h+7Pdd3gmc6X4h0f9xC+5fvejW/7wV/oLWv7ou1rmeAnQuf9iMvOhd9ff7KGX4KhZzHotL9F33W/51u/zqPGBovvxHwnJCQkhHHIBm9HHvO958jOq6AU2ym+JxTFLvNd92TvPp64cYj33TzROd8Ts86P90q82BmuceZbs+KlYfNocDrW8x3qDTtZV8yVPsdDV5Z479O3xfX6LPqmbiYx31pean/kzgb2fSvDtVIPWKu6ceRyEpsn9e/5GHQ7H+35zrAoVN/0agrzHZidrwNSOromfJ9udgWqz3yP4UiItuPYMJku39+qsX2q9NzYDFu3AOQsheR2DgjOuuz/n2SO56vKTnQdDhqu9c/dohsEUkTg8V6JR67uO3FjttfYXVaSnQ4x36uqEZMW4t3O9X4cLgrXEKzHfLusUkj27MOXQUvbLrzit5fz3TGEnEELM9+B4ntTi/LmlWeSOKnnuyu+9SSRd2ysMDCTrTxqbCjnu2e4JjHf+jV/4sVX5ZysKhwucqPi8Ytl/r177WAxq/8a8CLTsri8ZTKPnJ7z3Z/wAoj5bh0Dzizry6Gl/Q7F3BGCsvMzt/iecixS+kYsg1rVYdm5Y9YY7Pnu7p/Cjdi7eVubGf7l3/YpePTaPj7w7GlvWZH5FgzXaD8O2PhG+v0tcvk7ecz80Paeu/fyNn3ftBe255smQ7ptNuF7j3/u5YJUfCckJExCkWemWOv1fBeWYdE93+dsuFbaH7shWTvhNTcO8b6nT3BW1ZN6ywGd5317tcGtVdVj+I/3CsPm0cA+tC9+n7aP05XrlP6pj1/HTz75nLheGrCveFE8gZH2B+hDsvMlM2ermmlF/rIr3Dd1a6LGAHmAXgksno/hnm9yfpcHikWmAsVFnPwXYLJsgT2XZvMlJoFi76YW30We4WCRj8rOfQatae1gymd6Ku/Yeb80DZYlwzV+PNR3CQAfYKZrnPleFDouSmK+eRY2gYo5W3wXeMW1PXyY9XyPys4FafzJSr5vJNVNtOFady4Oej3fbj+96eWt3XM/nvMdHzWmPy9NbGmGkHtvSAodadnaFHjys6Xj3jj7HG/atO7agHLBbIpLYvNMocyVI30XDddIZeD1fkuFmJn88GXnnipHG4YS8107EWgAl4vr+3Rqz6pRrHimYTEMoDFcm7jNumll2Xm3Xa62ypTcxy45Zet9GmaKrx+UePGO/R7oGa5NZL7936NYBrUekJ1LLSv9bcueBM/cXuH6wQJFnul2CmF5msTiVyBT/Qko2g9ObsissdvzTc/OXpmP9Hx3y9MEysgYJQaNx+r3mW95ojrJzhMSEhIiQYzW0dItSulH7U4XNRaSYkvZ4DGgmWZyUw/J2glP3DjErVWFp144m8F8s55vbztHy8IwkSYqLLAvo7LztStrf+vj9+FDz9/Be5/WbCKXhFOxsGFF8SS3c99wTZC2m88Wmem1rJppRb5li5qeKVRYdj7OfIeMs4BQfnjTDeD7El7jGB1xXCHmOzSgMDnfbDrfyM4nFt+Ae7/52AiDeNrflVdI+9JnP+e7YT3f/nMp9Xw/fGUPRaY85rtxWjyO9wox57tp2p6Dr198X9kr8Yqr+/gwk50b5tu7Xygz13X/HZGdn4Ph2uFSM980sPYnQ/xeVJ4TPIQhGbe9fi77K0WNlblyJtekZ13qF+fHLzmeb+rGeWZDZooS1nUnOxdYP1+RsixyJ+5syHCN554DcnFq3M5HDNdOVnry2JhHer3mxPgeLQsdRTi557tbnzeBEdPzbWXn07bZtrLS5+pBiQ8/f8eZjB3r+eZu50C4X5h+Qx44XrpRY17xPeVY/IkfIN5wrWrsc99TMrFlQy0fjuyczFSrBs/cXuP+w4XZF2lx2xfNJ0qFnO/un9wcUWS+A2qk/TIfdKD3r+HCtA7ML4D9Y7OGa7Rv8gSCmdh+mVHfqfhOSEiYDJqR9WXnxFS80OWfhpzIS8aeT+r5Lq0M8cTrxZbwxAM631wzLROZ7674vu3Jzu17eiDx0S7v/KFjuajKMoUiU4OGa5zd/vQn7gMA/Mi7ngbg5qiTw/N6G+ab93wbt/MRwzWhx24IyyIzztm+NNafkQ/1YHLQJM6Q27k0a9806JjvcE9rDKNvC6j+OqQeSptpbgczN2+toJRmgKaCKy18+MZNgB3QmMzu0uv59pbhBScNlvtu524/atW02CtzvPL6vpP1fbZxI7xCEweVcO6omHvu1DLfj1zbx8durcx9Y2Xn/XvWL+Zof/37pm3b4HcCN58bgun57p5dutb9fspuIoYSCgzzPSI7L8I937QutwCVTAX185dltgCXFDpFwAiRIEX8bWp34q8MxAhKWFU1FnkGpaQEAb/4zjzmW/91DNfyzFnGFGIS813J3zc++3/aTe7SRGLjFcv07FzZKzv2ciLzHer5jpKdd8z3DKm7JPT5nNc/gH/3CzfxfPfc7S9y0QiM1gFww7Xhwo2+dx84XrqGa6sKCzYOmEK6VnU/+jJj32FD4Mx3z8Mjgvl2ZOesDe6Zk5XxbJH6uAG551s0XOtacvbY96gUaenfLzVjvodY7Nr7/jCtMRNi03z0mO/Mfb0V0i2AeI+Ny4ZUfCckJEwGMddHe/3id1nkePZU/8gOGaJd2ac+52lFHWCjzGJk54SpzPdRV/D4hmsAup5vXVBQBvEj1/aD65KMxgi3Vy6D/6aHj3G0LPAj7+6Kb3YOyZTMiRqb3PNt9+NsyO28Y4ubpu16tycw3925Pl1Xo7JzyTzKx16pB+p31gKDuSHZ+TDzvU3Pd4gNrZtWHBTZgst+/unba9zXyRKnQvsPyLLzTd0/Dst8u4U0Dc78Y5fczsdyvuvu3D52/yHe/+wQ812KkvmmbXsmQn7P99FegUeu7qFt7SRXiPmmfWya/gDaV0zQPShGjUVG35ic7+7ZpXX6MWC+U/4mYrKJ3l/XjdhvvWlaJ+bLfN77jllXdtKMJkJDsvNeO0jT/54IrRsAlnmGdcAZvb9sg0WRi8y3rxzYK3Oxp57P2/D4L4AN/IeYbz/n22P/T1bccK3uFct07Md7RVCiPYS6kSdQJhmuTay+dbxf//vql3/cgzhd1/ihd+rfnP0uC14iI33lgT+55IPuyQeOlr2e76O9oidPjsFGUGIVkcW3jil0PTAIfNGQAoE/vzaHvmO+O1VTHpiMMT3f7BqEDNcy5apUYphvWs+yHG4BoZ8lo+Kg4nubnm/PcE0xNZXeZsjtvNunqTNJ9zhS8Z2QkDAZ1EMoyb6XRYbnusHzUHFMedlTDNeKTEtLV1UjFsU+Hrm2b35op7qdH++VePHOBqfr2uyrfc+yeWQG9eCVsJx4yIzI7/ku8gxveeyaWe/+wpV2AtztvBWLkBBIfk0/lGebxqgVpH0GdFFBg/1Y2P1s+1Fjnry1iihGlNLM3Zyc75DsfErP91DxHTLCAfqy8zmSc8C933zY2DDeO2oHhUBYdk7LuG7nsuy8yLKeLDPPFF59/wHef/OU3VNuL/WVfXnfJdUA7c8zt9fYL3OUeYZXdJNa9Dysa30PiMW3ctn5kOFaaIIBiJed031Lz65JBvB6g0me7MvOR4vvgf2Qzer6hVvVNOa5paI7ZLjmM678n1Gy8wGm3gdFP0pFis+sLovMKf5br/ij/devufezdO6CbueFxHznxu3cL5bpub+yVxq38CkIM9/jBRDt5zzDtf731We+9gb2ygzf9bNPAaCebzlH3FceFOy7XsKqaqAUcL9ffK/0+Y1lrDmquukZdMb2DrvMd/896f85TM93rpzfyJu3V7hxaJlvaT98dpj2WzLyzJTbLhLql3YTKDrmu8gHWWybGKD/XY5cwxjQboSixpo23Leu30/Fd0JCQsIgSIbt90IDXfF9SsV3uDimdUzN3yYZ4Mmqclx8JeSZwuP3H0zeDqDlsvRj5jP8x0srO3/qhTu4cbQclLUP9UOerCvHEAkAPv3V95n/531fstv5hKK4cH9k72xq7BWZaMJjVQbatXyS4VrJJxM48533coNjZOeALhpOhSKABuZ+UQ90veqZMiyi857AGIcQGszXASbJOgAz2fntlRgzFoMrAfYYsEUg3w2f+fZllv4yjuyc2HLB7dwvbMs8w2P3HeDWqsJzndqlx3wvS6fXky/vnzve803fD49c3QMA0/dtosaE+8V3aLbFt1v8h0zlgP6gMQSe883XGez59mTnY+0iZREeEG+E4sN36zaf684TFd1i8S3ElNVNY+4PyWuhb7gWbq3xwd3O/TG3KUq7dS995jvG7dwUYv1tb7yJJ2f/ec+3iRrLxZ5vKjqJ+Z5qGOXL62n/Y5hvOoapZGHTynnRe2WOz37dA3i6S2TYL2VVAiAUbqbFJsx8L/IMV/dLnK5r87lbZxWOlqXjNxGLTd32oinNNR8pIHXOd+4cC8FxOx+R0S8Y8337rMKLZ5WZXJX6uAF7jG7Pd/+at12hujdSfIeY771yeCKMriv9plNc6TbMd+Mx37S7NIETdNpPzHdCQkJCHIzhmiA73ytzIxsN9XwDmlkmVnIKlqUuZE8GcsQ5nuik51OZ7yvs2Po93yVuryq0bYunXjjDI9f2Bte16NgTCVIe+lt58c32m84VGTxpI7QpzLf7I3tnUwfj4Jas0J9uuMbYblYkXN0vHfZD74v+0R0zjttf5IOGa6sB5puM5jiT48uDh0Cf6ed8B3q+c7fgAi6O+ZYkyLkpvl0Wm0eN8WVo0aZtWU+11/OdK8cUp2qI+dbPF5murQTmW5LMS6oBqfh+uCu+P9Ix3xvWc+nDH4wSKxRmvuW+cWC8GKAier/HfLuKisLrid0MTB5w0LmQFDOU3+1/vm9maM8xFd0hwzVpcoq+l7jhGWEtRI1Fu53X48w3MWI+8y1HdLk934M534Hz3+v57qLGSLXkG6TRd+mV/XKW7Nwy33Y/ijyu57syPd9zmG/5vV/+cQ+a/99fdLJzYfX+5IfUYsNBxob0e0oTcbdX2sh0Ts6z1G411Ofv7H8TjhqT/CJ8cNUQfX/Qd5MjOxf2g17il0By/KffLf6sSr8zvtu53/MtKRdo/YCdQDmPqDHajSDz3ciqiyzyul02pOI7ISFhMkju7TO2gB6EPXsyznxf2Ssms9GAHiTdXlVYVw2OBtZPeOIBXRxM3RaXmvsM//FegabV7MhTL9zBw1fGi++hnm+fwX/zq64xuSg3XLM/kiareQrz7Tmvn63r4KQEl9RNN1yTme/rB6VhSAlcxjeEg7LoMZgAk52Lbuc6kqbIM7StHEMVw3xnA8y3tLzUQ/fM7fWFyc5DsTtnnnmaNVxz99sWnN1guTPp8tfpGK51qgtSllDcmNzzLcjOBQksMTDPnKzN83e0LKCUzl0Ghllrzta1bWsGfn5WNfkEyH3j3f51C//1f/c+/Mv/8uHe5wzz3T27JIf3J3VMcdK4svSYqDFgOL+ew5dN07J0jIdD39mCWVvTtuZ7PmS4xo9BKv5DWG3sPRbq+bb9qB67J8nOC4/5HhjQh3q+uWy+aVqcbmobNbape4oGeuaO94roiDDxOJ3ncGLP94SCpW1bzagGvu8+/02s+C6HZOe+AqC7T0Nu552x4dXOaJImX09Wte75jpzs4tC/R+5xDE24uMvaKERpMpUQct/e1FoRonPo9Xo+1KlyuOGadD+06E8cSfdO07ZQyk68KyVft8I3XDPMt2uw6aP/jIUn+uLhHhuf0KW/g1FjiflOSEhIGMbRAPPNZYJDzPeNo2WPUY7BsmQ95RHMN5muTektB9wM857svCsMbp1t8NTzZ4Nma4Ae3ErM96ZusK6a3oB4f5HjEx+9CqXcIiPr+rN1hnYn157S8+1Fld3Z1KLZGuBK3Mm4LBYO880G6NcOFnjxbOMwwrEGVPuLUM932HCt6aTNtgASmO8IOX0waqyR+9h8B+DTdYXTdW0GZ1NxvFfizqYWj1FqPTDMt3E792XnraNI4LL61UaO4Oqzypp9fdV9uvj+4LNd8e0z33uu3JQg9S3TdXrhzsZ8NyilcLgocNJd+1jDNdrXw0WOtnXZ2yHDNZ+J+Tv/4f34Z/9JKL679e+Xej9XlVtc5x4bS4PkdeRk05AJUlU3veKDDBLdz1nmm57zYNSYv2xji2+p53vtTcgN+Vr0l22wLDMdZxVkvkm+6rc76L+O23ko51sY0Nvvm/69RxN4erIGNmqsanqTdXT9jvf05NDknm8hLq7M3R7eEEzP94RaiU6F9H0FAA9e2cMnv/IqAF28hSYUjLzYY75DPcaU6U6RYi+yiM6jZTHL7bpq5DaoGNn+kNt5DPO9Zk7r9P3x1Au6+L5xZKPGpPuBrhe/BpnwWXI7p2c21FqWe/cLrYeWCzHZ/jNmZefzC2D//rLMN30fQ86Yj4yIu2xIxXdCQsJkmOI70PNNkFgWwte8/bX4a1/xaZO3vSxyPENuyCM93wDwxA0dNzbdcI3LzvuGa4A2gbq1qow0NrjPgegPKialPsx3vOlBvOr6Qe8HiximjTB4G4M/wz0kO6cop1VV6x67Gb3l/v5dPyjRtnCk56EeTB8HIdn5Jmy4Znu+9T7wazDH7bxnStX0s6qBfs73zVv6ft2G+QZ0b6GPWmgJ6Od8+7LzxnEa5+zTqqqDrLI/eVFkGfbKHFf3S3ys6xc9qxqnXzy070Oyc74coK+9Yb7JcE048dxwjf7Ss8tVE/6khH+cgC0K13UTkH7rSQ/enkHHBXBXbOXsTxXZZmGLmv6gVGoDGev5JuY7ZLhWN22vf/RwhPnm98mknO9OXTHods7c4htvvwA4sUV+zrd/DTnomej3fGemdeWku1d41JjEyAM2amyO27nPaMYy6HQvTSn4Jabdx//waa/CJzxyBXmmuqJwYD0eazpUrGrZuct83zrTKR90HafJzltx0jlkdMbB3c77jLP9/6DhWmWXp9+5D3eJJ/cfLu1+DPZ829dk5lsXr/TbHJow6ed867/0vSZ9d9B+ZMoWwxcSNeblfLet/FsZq1i4bEjFd0JCwmQcRhbfocIOAB483sMndTPtUxBr6EZ4y2PX8DVvey0+53U3Jm2Hs93+cdJ7v/DR2wCAV4wV34EYHioIpPP4+972OnzvH/rc3uvUWxnjEt5b1nM1vRMhO6eCd0pvOb8H+HL3dW6wXHoe2wN7EGS+9fLSwN/0fBf9wcW5uJ0HpHR+zvfTt3Vh+sDs4puUFv3iW7uOy7LzvuGafp/k+ObznPmuGrH49t3OuXT9oStLEwW22tTYY20HVwzj5bYbSLFHTvG9tBNeh8s+8x0afDdeYUJFPL93rGmbkPPtMTHrqgm3NHDHY89137piU0+s+36s4ZpU+EuGa4UgHZ9iuMb3jY5viPneeOz7pJ5vMlwTer5pwoozaFJfq2tURiqD7u8c2TnzhThd6eO1bud1n/k2svMyGC01BJoY5Ciz8XPYtnaSZErxLRV+Pn7bZzyO7/q6zzGfk9Zv+4U92Xlgv0kJQ8z3C7zne88y36H+ZAn6/pe/d8eKOM58S4yz3Ya8Hp4gQJOaH/Zk53kwpk3/dZjvTPWMAaklh76Hg8y3MCEKWKIhpETx24781pg5sD3f9NzS6x3zHYwaCz+rlxmp+E5ISJiMT37VVbzp4WOR8eX9vkPM91wsWU/5WNQYoH9Y/ugXvQnXD6dJfq8wtvuKJzunf7/zo7cAAK+4OiI7D/R8E5snyefzTImFMWXyxvaOchjmm3q+B2Tny17xPUF2zt3O2Y/8tQN9DZ7vJk+A+GJkf1GIRQAVmGthsKTliYoZyvRlhZNyvgWWbqjnm1jOF+7o4712UPY+GwMqIGXjsr4E2fZ8u/JqGzXmStX55MK6asQWDannm7b70JU9fDTAfNOz4k8ccEk0YTHAfJ96Pd/SZA2XnVrmu198m77xIea7tcX3UAG88IrkXm+wb7gWOWk21PMdihqTDNd874hQzre/rZoX35LbebVFz3dVY1Fo5rufteydP+8zPvMK9N3Oh9i00GRfyXwhiPkmt/NN3WJT69Yb5THfx3vFrKgx6RrGMN/8O2xKve+7UY9BMgLj6zGGa8J3Kwcx30Z2fmeDTd3gbNPgaGl7vqcUX5LhIO3zkOycTEqDsvPInu/SZ75fuINFkZnnJeQUb7Kw2a2XC60XLWOm98os+BtVehOipvguhmXnvvmZVcTNL4Btzrf+t835hvk7WHwn5jshISFhGJ/6+H34V3/wc8WBHA1oldKRF+eNZZGbgXyM2/lc8MF/qOf7Xab4jjBcE34IT4hhGVAI+Ci7/nEa6E4pim3UWHzPNzGOPtM2BJf5dmXngMd8R04iHJT5sOHaYM53v5CpI+XuwHDOt+xCq6CUZRLurF1n7Kkgwz+J+a7q/iC+MMU3Ga65Bjy+bDlWds4HpLx4eOjKHj724hmqzhWaM9/0rPhxYxITwuODeKuHZr71sRvWekR2StdXlJ1XrhGdf5z6+PS/ub+Cs/9NizxXPRPDEENK945psxh5noYciDd1P+VA9wt7LDLrTx3L+eb7RvtL36+SX8Xak/5K33FN04q51evOhEtiCP0IwNwzlfJ7jvn++yaCMvPdnX/v2vNoN5qoOVwU5vfszrr24s306+R2Pifn2+9bLoRr2F+u3+MbA1qt9H0lIctCsnN3PfTMhvLJqcXgCmO+adL5aFkEzSyHsGkaUYnFlS8S6C1TfM9wO19X1uuAvj/ONg1uHC4s6xuUnXf7OWK4xr9bKfZNQp7LqhAadw31fLvMd/f7eA6y8xDzTRMKvWOYETV3GZCK74SEhHMFDbwPF4VosLEt+KBbGkieFw7ZLLZfoFJh/u6P3oZSuvgYQqgfkjMssVh2rryW+Y4/x37v89mmCfd8d+eZipbZhmtsgHn9gGTnjPmOlJ0HDdcGer57snNu9EbyyYjDChXfZOgmQUtI9eepCA5NdIyBCsjbK6H4bvpO9CS/tT3f7mDTd6/npkch2blfBPHi4aErS3zs1srksDvM9z6x9u6+N03YcE0fs30mDhe5magaMkvjslM6Vpo4uyPJziMM19Z1Iz67OsYrM8dK66Sin86N7wZt2kWK4RtvKOe7EtQOpSA756ZoZH45XHy7kyt7nSmaxHyvq9p5Zsm0jcuH//IPvwe/9tt+tL9sTTnfspoEcIvvUeabseQELQXvbdrcP9L5o/etIik399nJqnLWT/9POd9TiTuJ+fbdqyU4zPeEjdJ5i/1JDsnOG4+9NZNEgX1ZdUqYvVLHtr14Z4P3PK1jCR+8soyO9uOoAh4kY4ZrNHFB9+1Qznew57vmsnN7/984ti1F+ci543suZcRzllgX3/JvYzjne8RwrZVl51tFjRkzOfrrthPUzbDsPCZi7zIhFd8JCQnnChqMXlRhzH/wYmTnc1HmGfbLvIs6cn80aLsfefEMN46W4iCeIyQ7p97CKceh11Vv1/PNXH2DPd/dZ6ngm1LkLwLMN8muya0eYDLckWKEer793kAjOw/05fIseZfZ09LrmAkin70062hl5hugzN5ukqPbx6mmf4RjI93uy84lJ3pruOb2fHMncL4MZymi3c7rxlzbh67soW5a0/vIj5PaN3zJvN93CAzIzhnzPSQ75/3BtK9XDPMtyM6Hcr6bFk3TYlO3QcO1MoL5Lk3Ptys7H3PZl9QadtvyxIVf/PIinc6Dbx7Jt8WfobptzXeg3PPtxj0Z4zm2v++7eYIPPXfqLEfnlAzXem7nnuw81NfKJ72IBeWvhaTg4Zxve74d5ru7R07XtfOs0/1543A5K2qMWmI4YqLGOMM8ZZN0X8ROooYcu0PGc0Nu53Sur+6XePFsg+/+2aewyDN87hsemOV27sfcETKhjYGDCkTfA4PAi+Dhnm+aWMvMd+f9rK0tdD/QK8pjvqVJAPp62FvkolEZLVt5E2aAZb7XAcO1PvN9DsW319Zg3M4b+740Ue27or9ccHEj14SEhJclaBB2UZJw3o/q52OfN473CvFHXrP62snzkRHJOTDQ8722DEssqLdyHTmId5b1Bsg651tenq4jTRBMM1zjOd/uZEmRKVd2HnkcB4tc9yTXjbN+HvHkM9HkqC0NLqTiLwQ6BH9gHOr51sdjiwZiDveEYi8Gx4G+aYAYWHcfMlN8e8x3YwvAwilUXNm5pMTwB5T8/D14rJ+B93dZ337UGNCXnUu5ry7zzWTni9zch+tK77s0kOMD2coU3/pYTmJl50wGS89J0ElfMFzz3bqtaoLWpd8fU3pIfdh2233DtQVjyk10EOvL/rWf/AiuHSxElY7IfNeaqdor88icbypeW9BX/+m66hWIdE6N4doo8525budSzrfX8w0gaIJGzKU/6cbVMcR8Hy5zRwHEEwLe8XEP4e9/9S/FY/cfzIoak6P2VFC+TaiEcxG7PSC+53vU7dx4GnSTS4EeaTLXA/Sz+PzpBj/8zqfxuW+4oZ3iM3e9MZDaLoDwNSf4zHfo3tP/Hzoed9vLQk9O3c/MNCUjQaDfFw3I7RENa8nZL3Oj7vLRczufEDXGJ5LMBOI2Pd/dX1ptL+e7cXvdCX6bz8sFiflOSEg4V1BhNFdiO77+u8N8A1qyKmWRZ5ky2x6LGQNier6nMd+bujVM2iRG2htkD/V8c8YHmBZpxmXHXB6olML1w4VnuBZXjOwvZPMn3o+68QZMukDMREfeWihaQyDZX4+hCMzmA+41N0XwTA8EnivvoxZk537PN0262Kgxt+c7zu3cHSTyqLCHruiBJ2V9c+b7KDBxIPXL83v5imO45jLfIaUJn/CgayWZhg3JzmmX6rYddNL3DdcopooG+Ib5DhiubZfzLUeN+Z/fsOt8uCzwRZ/48Mi2vLaCXBffPvPdNK5xFYCeAgDQ3x1+EcInhDLB1KvX863gMd/oXucS8H7Pd6jvNsSa0mt31rUtvheFnYRc114md4Zf+pr79bZmRI1JhoNxhmvzmG/Tbxz5nZcNSKeVQs94bshwjX5Lru6X+PH3PoMPv3CGX/VJrwDQNziMgdR2QesaUg7wibFMSUZnfBth2fmCbZueAXI6p/0YlOz7Od899Ye9v/fLXCxa9XZcpQStZzlSfPu/W1LawVS0Iea7tduUJqrpUUxu5wkJCQlbwDLfF1t8K3VxBT7heK8Ui2/AMnpjTueAHphKpkWnM5hv6h+nQf48t3Pt3ls17ajhGu3jJLfzQNQYoE3XnhPczmNk53p/vOKbFQb+AJAKRD9iDZjIfHcDCZH5DmawZlZ2vqmhlMy0xmBRZFgWWYD57svObdSYHqTSIN8xXGMjOuM43JDbudTznTl9eZx9ogmoDzzbZ77zbqLKl52LzB+fWPOi/qjlgPqFJXDZaZTb+YDhWtOdCzpWH7T/yy6uLJTz7TODsSkF/Fn1oYvqTPy8U3zXzeikll5WmJzq2Lf9RZ/53gjfPWXR3/7pqu4Nqvm5F3O+PWY79xydpcisR67t4dFr+3jdg0fmtVABtK7k4vuJG4cAtIkmmUzynu9Tz3CNY47snAz7OMo8600g+nDM50a2+e/f+wz+13/5cwBk1nUIWaYnFPw2H/87z7qdy/u92tTmeb26X+L50w0WeYZf/vEPAXAn/mJR1X2zOkCWcDvLsWdzKGN+aH+47Byw3yE3DhnzHbgfbF+0KzuXmG/6yP4iD6rCQsz3WNQYnzgFeDrHNrJz/dcU390um57vYNSYPLF92ZFk5wkJCecK2/N9QbLzCzZ04/if3v66YL8VDerHnM4B/QMtR41NZ77LIsPpnY0ZlE9zO7eDbGKzxgzXiHGcIm/nA35//64dLETZ+ajbeaj4rnRkze1Vpc9xNwaiPNwsIDuvhQImBMlwrW1bNG24h1L3fOvPn3XZ19vcr8d7Zc+0jPbJZ4FMz/dGF+a+o3Aoaqxpifnu3xO9gR7rWb1xtIRSTHYuGBSKzPdgz7eVnR8sc8PK8x5SH1x2SrJRWg9nby37Gu75rlsrOw8aruVZT3bedzt3mUGTUz7y3C4G2Kha6Beme5lHnrVt3HMrFc40QN8rMxNZR5DUKtRSwRUGJ+uqN6juyc79vltTIBGbLRdF/N65drDAj/7xz3fWE5Igr+tWnLz5+EeuYJFn+I8feN5MWC3yzNzLJ+sqONE2S3be9gvIPFPGsC+EKW7n3/dzH8V3/tiT+FO/5uPtpMYE2bnehlYf8P12++27ib2RqDEAxvGcJOcAj6SKP3/ruhEna8cM1+y9I6suYnq+N5WrNKLxjsN8ByT70sSR9AxwM8q9Mg9OmBDT37YtFDuePe87yUfVuIUwfZdsIztvvMmdPvMdiBqbMflyGXBhxbdSqgDwSQBqAD/b+tNnCQkJlxKmOL4g5ntxwcw6xxd0s/MSSM76imsRzHcnQaYfScLpuhrM8RTXlWfYbMl8b+oGZ+thEzDDfHcTBFPk7Uop0+fu96ZePyjx3s7tFrA/+GMScGLo+eC+6th7Kr4lSabu+abBxbyebxpgjhUBHJrFouK72Tp278peIRuuCeZbJue7qlFmmcPmAkOy8y6DWeqn9GJt+Pkr8wz3Hy6N7NxnlK/slXLU2GDPN3c77/q2V9Ug881lp3Sp98ocRabcqLFN+J62RkGW+RYN1zrpa7Dn23M7NxMfkUZ/o7Lz3sSFLG8fU5ToZV1lCE1cUdKD3+qxESYQyOOD99bfWYeZb53z3WdW6frR10aeZc46msgiMmS+FVIDLIscn/DoFfynDzyHT3jkKg4WerKM7uU76zo40RkyJxuC9P1T5iroGm73337vjG3zzkbL/pumFWOuhkC71rQtcubP3fjMN907Acaet7FQ1jdJzuk4aDuxqOr+7wowbrjWY779NqKYnu+6wXFpv5voXuI930HDNUH6n2eBdqbuHP+WT38Vnr61EvelMOfObc+wbufyufCTJpTSv5HbGa7ZdQH9qDGdLd5fzvT8v8xKxNmjAaXUG5VSf1op9TuE994G4AMAfgrAfwLwPqXUZ87dVkJCwr2DvQtnvrvi+4LWHwsqDqIM1/IMbdv/Mby9qiYfx7Ir5G3P9wRGmhUKd0bir2hQMYf5pv0E+sz3dY/5JtfosWKE7ideRFFRRBJlPtPPe2/NAJG7OQvsYQh+/BT//0HDNdZbP9fpnCCxx0BfBsn3abVpkOfKFtcmaqzxZOf6r2G+hYkCzXyz8+sVgA9dWeKDz/V7vgEdNyYx31LPK73kuJ0z1cNQz7druGZ7q/dZVBmg+7OXRSbec1zlYIrvqukXid3x591/67rutusz366kcyP0a0sYKr6lvmX/HjfFdwzz7W2LBtJ5Jvd8m7gudh1oMpSf55N11ZMuW7O7fLAACjHfjSnOh89hruTYrnUl9wsDwFtedR3/5RdfwIt3NmYywY0aC7Q7zIkam9nzXTHVwdg26bptmsact1jxDW9Fcfa78c3u6L6Td2bFntdHr+3jcJEbyTmAyW7nNJEgPUNjhms1m7jIB8z+gLGeby471/c9dzsPGa5JUWOy/N3+5nz+mx7Cl37aY+K+5F67SN0rvgOyc0GxVXaT+nPhtzX4igY+oeAcQ+A+u+zYZir+KwD8GQDOXaGUug7gHwN4GPoeU91nvkspJbt9JCQkXBrQj9GFRY2VxHy/1MW3nsWPNVwD+gza6bqe7Nhe5spzO49npPkge0x2TgNUY7g2gfkG7H3gD3TJcI1+rEMGSD5oP0+5fHhD0uLCrIvAe29NT1uAuR1DYQYIjFkX+vecZXI353v74rsMRI2Fme9VVaPIMutmbljhAcO1zUDOt8f8c9n+Q1f2zPH6y2vJvNDzLZy7spNyc0k4Z1UHZedsIMsjkQ4WLnsbOkb6PKAHqFQoAv3B+KZuzPGTDwMA1N5z6RtShXqOfRRGrdEflPrKBb0dt7d8YybnYgp9VxnCJ64kt3MrnefFt1UnEOi7gw+sedSX5HbuT174BZWfURyCVNQAw983b3nsGlZVg5/+wHPm98uJGgtsN9TjOwTpuS2yflZ7b/8ba944xhbTddvUregSPwSb0+y+roso++88U1BKdjtv285Dojvfv/OzXo0f+CNvM5JzgE38RZ4/yW+A70uM23mR67SEIdl5sOe7dmXn9Nt+w2G+ZSafXhkzXGvbNmiyxlF4hSttkwiQoOGaqLoYv/eGYCd3iPl275+mlSfMXq6y822Kb2qw+cfe618F4DqA9wP4AgCfDeBnAVwB8HVbbC8hIeEeAA1qL7zn+y7IzodwvKfjxqToHh/LQA/WyQzmW7udz2O+jYlT3Zo+zhDzTZJLGkzPZb5zQXZeNa3JD9/UfbduCTQY5kUU5WfTRIgvK9fbVxANpQTmNQQaqHAmzTLf8jJlrsxgT8vOt7tfj5Yy870RzIfo36uNZfd5P6QfT8azVldVHdXz7ecUk+M5IDDfgZ5vaTC2yDPH6RzghV09Kjuv2QQDoNmhg0XhTtpUDRaB2DdeDPDn1R+Y8vuHRwlWbLuA7cXmsvMYEzT6jGSCFMr5BqxBGy0X42tgl+2Yb3IU72TnPcO12hbQhCNPdt62rS2+WSHCZedi363nFu8brtVNXN9yJsh5ad9D98+nPH4dgPYuoOOhyd4qMFkEWLZvSnel2Lc/mfkeK767iZiqmRE1pv/625C8Mko20chhJuNKO5Hh/15yj4UYDE0qjRXfvFVINDpjj1qoh31TN47ig37n7ovI+fb7os1nBcO1mHvcqmroO0+/bgzXgj3fjZA0kW3Z863/2p5ven1Mdj697eAyYJvi+9Hu7y94r38x9ATPn2jb9vvbtv0xAL8PmgH/FVtsLyEh4R6AlYVfrNv5Sy07/5Wf+Ap89ee+JqpwpIF+r/heV5MVAjTQ57P40cty5nuk55u2NZv57gat/gDz2oEepDx3opnQdR2WgXJIhmuG+e4Gylz62DjFd3/yY1rOd3+AMDaY1bJz/ZlVFc5Tj8XxXmEmLDikQTx3O6frlnmssOR2vq4aNG3IBdzG2pD0M3eKbzuojmW+pcmPssgcszXAfpecrEaYb9UvvgvTt8zaFQJxavo4bTHA7xf/2eWO4zxWrud23v0lxm5TbS87l3O+3QmmtVAghyD1pdO+7wuyc2O4xs7hAbtGgL73DCPHDsHt+ZYlt7RtQJCdR7KCWlbcf309MNn3yNU9PHi87I7HlZ3rfQkV37b3NhaiYiUfNgwD7KTKosgQaEs2oO/4Td3MiBqTi2LJtbrM5H5hUo4M3YNTmU8zqRRwOx+qH3nPt2h0xo41mFteN0585qLIcHW/dJ6FLOAB4PdFA7JUvm4RZc5Jv5u0r7TN/ZGe77rp3weLiIz5IdCWfOabDi0YNZaY78m4AeD5tm1NZoxSqgTwaQAqAP+CXu8K8ArA67bYXkJCwj0AmuU+uCBZuI0ye2mL789+/Q38iV/5cVGf9U2ZCE/ePMUrrx9M2m7ZSVy5fDMWfD+IzRoqCpdFZpisKYZrfL/8ge51Kr67uLFqouycF1HkWk0slcR8F5k1xXKixiK3CzDmW+g9DbudWxnfnXVt3KDnQsvOhZ5voYeY9mnNjjFnLOOmacRlaGJDjhrjxVlfdcGL71DPN2cGQxnpRaZ68X6833+s59vfx1wpHC5zd9KmqoOZ69wZfsXuJ79lpGKD8GVhowR92bTfE7sRevQlSNnbdtth2TndczTxE1PoUyHj945q2bnkdu6y04B9Bm93Pd+OMSIrZFY95tvdl3HmO44VlGTFALAOGAoCunB4y2PXAFhlFb/XgoZrM/pW/QkwQPfnjxVAZMi2LMaZb9vz3Yqs6xCMbFh04nZfK3J5v/lES3A7E5nPceY7fP6427lkdBYjO/fbFg4WOW4wp3O7H4LsXLgG0n3aRrdWuO1UtM3lmOy87V/DsthOdt7v+bbbAvS5FT02BDPTlwO2Kb5bAIfea28BsADwn9u2PfHeewHAuD4zISHhnsZFM9930+38vGB7vu2A9MWzDT70/B288eHjyetady7fwDRGmgytYnq+AV1Ak9v5ZNl5V4D1Ddc0q0nFd7zsvJ/XTMzK0UDPd55lLOfafX8y8+31ngLhnvtFbpnis3Nkvv1BStX0z58UI6YHhN2+C6xzrpQpmES3864IIidsvm7AlZ1LzHfdtM61C8l4yzzrFd/czCtWds4nR/YXhcluBjrZ+UDfOC0/xHzzApjLzvtRWbp9g4wCY+9304ctSEcr4frZlhLPcG3Ctqx8lRXfiz7zTe/zAsg8nx3zzV3PeT1kY94ysTeWT5rofegXRTHsbch8a1O3gw7wb3nsunM8vAUj9H3hFxoxCHk1NO1w/zMVucsij+/5rppol3jCkOxckixLLu3r2l7r8Hb6361DsIov4TtqxHDNcTsX/Aa4KV1IgVB598/XveP1+N9+/Sc5nwkarglqqZDxW8xPU+G1U5niuxgxXGvaXjtYkakgU962Lf78970b77vpl3UWdnLHZb6pKG9b+d7LDUOeiu9Y/CKAUinFqZ9f3f39Uf5Bpac7rgB4eovtJSQk3AMwPd8XxnzbnO97BTTQX7GB9Ls+cgsA8KaJxfcy18U3/bBOLYrLbnkqtEI934AuKozb+WTDtY759nu+u96450+nyc5pP0+9Igqwhmu+rBzoDNcE5YFUwIRgi3dBdh5kvq0U82zTDE5yxICO0ZeeV3UTNFzj+85Zoaru921mmTWz83O6+XrqpjUSan7+HjweYL47GTmXnocmP5ZlhuOlKzvvMd+BgpJL6/nk1IEkOw/c9zmTS7o93+7gUKsHOtl57jLfSrnX4HivwK3uulWR9/tQ/E/FzN4IvrHbFMM1WhcVNrz43i9zrJmEnH+OD+AXRYZFnuF2d5458+30fNe8+JbdzpWyzxWf9AHC8lUfQ4ZrQ2qht7zqGgA74ePIzgOF65wCwjc9BLiMOLwe029fTHA7rxszARIjZwbCvdhyRKASnbKpLWiI+eYGhzEY8joZ7/m2qgrRcK379yLPBnPL+bY/4ZGr+GWvvb+3H9Ju2L5oe/6yTJa/x/Tm+4ZrVLQbj5mh4ttbPY0LJNxeVfjm73sX/vnPfCi4L/6x+bLz0ISCpCp7OWCb4vuHofu4/w+l1INKqTcD+L3QjPh3e599I4ASwIe32F5CQsI9gMfvP8TrHjzCx79iWlEZi11xO58CyXDt57vieyrzXXaxZcRqTJGdA3og9NEXzkajxvR+50Zyep5RYwBjviPdn4lBvCO4nZPk1WG+WayMn2MMTGO+pdgd7qYtQTsXd8z3ZnvZORWwvuO5Zr7dfeBFMZ1/XoxsaqFPnDHfIbdz2h6dW9dwTRffmeqrAWjigMvmJcddAPiTv5v1BwAAwmNJREFUv+rj8Pve9lrnNWvmNRw1xg2reE/+wUKQnQfWkbGiY4j55uqBpcN898/t4bIwvdAbL+ZtCCEH4o1YuJG8fQbzTX3pxHwzlpQmUhznd+H6A7pgPTHMNyu+2XNj22VysTfWnxTLhUF8lOxcMHOj7Q+dk0965dWu9UE/bxfZ8+0XWDSZMVRA8kSBMbaYnud1zZjvyO88PyqKID23RaBXfV2PF99T3c5NzN0MwzV+34aMzmh/Qz3fMekcmZKvoTmXbNcl9UfTxBnjFd7vGiUBjMW/Sb99ZOQqgQ4llDeuP2NVA4BguBZoM5qqfLgs2Gb0+n8A+HJoE7WnutcUgJ9p2/bfeJ/9ou7vT2yxvYSEhHsA9x0u8H1/+PMubP3Le1l2zgbw7/zILRwvCzx6bX/WuihPdyoj/Rve8ij+5o+/H0+9cAYA2BuSnUf0O4ZACgV/uav7JZQCnjvper4F2XQIuojiPd/kdt4vvsWcb/6+4BIegs8w8P8PMd8lM7A529RBpjUWUgELyPJVvk90jNxgSGLdskzhzkavO+R2TstaR297/u4/XJj+ep9du7LfMd93WL57QHnwjo97qPfaXplBKW3mtRrq+RYN1zLs+1FjVWMKenE9HSu2cphvQXaeMcM1xnz71+NoWeD2GZOdDxQjHCEXad1v7jPfXs/3gDzXh2G+vX5xYr4BXciRAsE3lSMcLgvTpnLKFBq8uDAmXAHmu/aKUm4GpxnFSNl5gPlee27VPg4WBf7GV34aXvfgEQBdhNL1DX0H0u5O6/nuT9IY9ULTYB/y9wVd18WEnu+qbntF0RhCUWO1IB8OTRKtTYtB+Ltvqtu5LaD711ArX8LLOm7nktFZdwiLPAteS902MnwSs8C9Z97nxbewH03bYhHx20STZsZwrXt2eHuZBNE0byBqjFQnHxsovulwab3Km5BqmrGc7+CqLyVmM99t274TwK8D8F7oorsF8G+g3c59fGX39wfnbi8hISEB4FFj9w7zLeV8//xHXsQbHz6OlgH66zqdKQf/k7/64/CWx67hP7zvWQDjsnOCP9gfAykU/OXyTOHKXonnOtn5JlKGC+iBsSQ7P1pS1JgdxHCmhwYj3BRoEvOt+tK4sR7Kgvd8b5qte76PArJziUl1mG8j37XsgrRMFsl8123ruGGb5TOFB4+X4rJXJOY7sogC9EDucFGYnu8hp/Ke4VqmNPMc6XYO2D7MddW/1wj8vnXczoVJncNlwaL1XLfkIZS56klBJad5/dmu+O6OmyLH4mTn7v1tiuucFd8bt1+fL0c4XNjjPB1hvped4ZpUfEsxeHxSJdZwTe75Ho96+5zXP4BXXLWToqHYRAJdiylRY1JcnHnGBipIh/ke2RwpgzZ1MzpZ6INOkdQW0JOdB/LJ+URLCP71HYNptxLu6yIbNlzj922W9VUX9O9lkYlMftNov4uxyWJubimt35edS8ZvMcMCPwKT/6YNFdNNoOUh7I6uXx9kvlm/PNCP32taeeKHXoudfLks2Go00Lbtv2nb9vUAHgJw1Lbtr2jb9oP8M50D+tcBeDuA79lmewkJCQm7EjU2BTTYo4Fn27b4+Y/cmiw5B+wgm2Sdk4viIsdf+e2fihtHS90PPTCQ4IPUycx3LsvOAW26RrLzMRkoR5/B9AzXAj3fej/cHNNKcPwOgdbhGK6x4k4Cj98529SDkxwxOA7IzkXzNEl2zox9QssMuZ0XrDAIyY4fvLInslzHoZ7vCRNPpHoYjBoTZOc2q7ox129VNYNsHGVE88K3x3yzAewiH2a+j1nxXUUargHdANo3emvkotq0Vpj9mCI778tXAV0k0L3AHc+5mSHH4TI3kxx8skOUnZPbuTfm9s+fue/MvRsnnc6V3IO9qdrJrTp0r4S+LubIziX1iZERDxWQLOZtzJiN7t81jxqLfOZCsnPpuS1yJfZIG2f7oagx4bt1CKH7H3DVPRJ4K0qIcQb0uRUnbiKfqZDqQroGovGbMLkmgfbDTJoxP4TFQA+31PIwWKxHyc71317Pd2Nl59IxqY6pT7LzGWjbNmik1rbtBro/PCEhIWFrPHHjEG9/4wP41Mevv9S7Eg1fdv7UC2e4dVZNNlvj6zpdVcY4ZioeurKHv/m7Ph0/88Hno7YFhF29QzDMtzBQuX64MIZrm7oxctYx9Hp3Ked7T4gaY9JZQA9GfDf0qW7nEvM9ZLhW1S2qzpl+KE89BkHZuWCexplXEzWW28HmpmlNxAshU8qwm6LbORvocWaU4xVX93p53oCOGgOAF7t9b1uZvR3C0VI7lm8G3M45m1Uz5QNlUN/Z1DhcFlhV9agJVN20nuFan/mWZOfSxAbv+V7XDY7LuPu9zPsMXEhOXno531N6vg3z3csqz0yRcyYx38Jx0v3JJ8l4AefmfPcZT/+5zNikD60rpn4sMrmA0rLzid9lI8y35AkxhpDj9Nh66PqPuZ2feWaBZU6FZ9z+hWXnkuFawO2cVA4Dqh9ruDaN+Zbu62jmO8tEozNjuFbI7R6xJoaZUmhb/T3HlW1+XzQg96mHJNo+/OeW9+MPRYdJhbD/++h/HtDFt39MhBbu/SXlfIdUftIExGXHdjq4ESilriulrmyx/CuVUn9dKfVhpdRKKfWkUupblFJRo26l1P1Kqd+tlPqnSqlfUErdUUq9oJT6d0qpr1JK9Y5fKfV6pdQfU0r9gFLqg0qptVLqo0qpf66UevvcY0lISDgfHC4L/I2v/HS86r5p+dgvJXzZ+TuN2dr0r0caCJ6s68kFMcfHP3IFv/UzHovaFhDXO+ou2/V8C/t4/WBhc76b8R46woHQuwtoZhGQo8ZogOI7R09xO1dK9Ux0aFWhdWjZeWMGwecRNQbYApZQCb2jfGBlosa8fuh+OwAY8z3W8913uwaAr//CN+CbvuSX9JY1buddz/eYakDCwTLH6Wo457vIFJNOW2k8Fd90fKvNsOycejZjDdcWRW6ebYn51rLzrv+2GZc9EyTZ+SagOvB7vkOfk0Cf2bD7A9D3xP6iLzv3s7gJujVgxHCtbqCU3qYk/dXsXX/Sj6s2Yu4brV7ovx5r8MhhzCMD2/UltjGQvn98GbEEuq6LfFh27uSs11b1Eas2GZKd9zKiA27n6wjm2+R8T5WdCxMhU9zOJaMzXnxLRXwVOaEVyn33+6IBBOXvMcW3Pylct1aVoK9JWEYuqRdCn6f9W9cNXrjTn1zVn9F/qcCm6soaroXvvUyYhLvsmD0aUEo9opT6CqXUFwnvfYJS6qcA3ATwnFLq3yql3jBx/a8F8NPQ/eI/AeCbofvL/wCAH1dK3T+wOOE3A/gOAJ8B4D8A+BYA/xjAJwL4awD+oepPxfyvAL4JWkr/3dDGcj8KHaP2A0qpr5tyHAkJCQl+1Nh//8iLAIA3PjRfdn66ribLJ6diO8M1Yov6y107KI3h2hTZ+cGiwOmmb7h2NBA1RgN5X1Y3hfkGOiaNDZKoAA0NkrTsvDWD4K2Z72Vfdk79v/61cWW7neFaV1BSTnev31QpnEW5nduMeb93+XUPHuPTn7ivt+yyi6EiVpSz0rE4WGhWdcigj/cQO6ZhnbKCuz8P9nx3MsjVkOycKQ4c2bngJK8z2julR9WXG4cgyc5DZmc257t19neI4ScopfTEhcd851lm7ttY5puKbx7t5hqu6XOvOulvrwCqvZ5vdt/RumIKyCHDtTkJEQB6ahGzLY+9rZsWf+67fm5Qpis9gzFRYxW7rkNsIb9em7oxn431GLHMpTA54hdumewOzjPdh7cVL9mvBthnXcgOLMsmZHNBGWFk54LiBOBO65HFdyBHnF922fgtLufbyM5Nz7d9XoZk5PK9Ny47B8LS87Z199lXTgwd01g++2XENiO33wXgbwB4G39RKbUPXbS+BdqITQH4LADfN5EF/0sAHgTwdW3b/vq2bf9427afD12EvxHAn4tYx7ugTeFe2bbtb2vb9k+0bfu7ALwJwAcB/EYAX+It868AfErbtp/Qtu3v6Zb5EgDvALAB8P9RSr1iwnEkJCS8zEGDDxqMvPMjt/DI1T1cPSiHFhNBA8eTVT25IJ68rS0M197y2DV83hseEAd7mvlmhmuR7s/7Adm5jRrry8ItE+BKCTXzFH9M/uw8jTVDBWSRZ6jqxgyCt40a2yszFJkyrtkA73/0zdPYfjDmu2lahHoms0zZnG/hejjMtyfpH4NSCsd7hZGkz2G+Dxe5UUsMMd+8x5C2cdixt9SHvNqE2XOAG67ZwWjPcK1xDddWTHbuF2mHiwJnmwZV3XTLxd13UvwPFV/hnG/XsTw6y57FRfHimrud232Qr9/RMjeMN2e+eSHDe/YlpjLU803PW6xRn2TmBmCwbSEEUoKEmW9XYvvkMyf4jn/7Pvzwu4IdmQHFit6vGOn0ssgGmXauVFjXrSmCpkeNua/XjSA7D8i0Y9zOaZ+i3c4HXPy18iV87ly3c6nlQf8N9nxPkJ0DfeWFzw4DdsKAX8u2jbtOdP/QMddNY37vhnq+xaixgc9zVULI8dxn62n1Y1FjQNgc8TJjm+L7l3d//4H3+u8A8CoAzwL4HwH8dgC/COBRAF8bs2Kl1GsAfCGAJwH8Re/tPwPgBMCXK6UOh9bTtu0PtG37L9q2bbzXPwLgr3T/fJv33ne2bfufhHX9MIAfArAA8Jkxx5GQkJAA2MHHmhXfc8zWAFt43FnXk6XgU7Hcgvn+ok98Bf7v3/Xp4nvXD0rc2dQ429S6HzFyQHhQ9mXnuqdXYL69AsGXnUuGR0Pwe0gteyt/nvogiZ0finSLARWwt5ziW5b/EpMJeDnfTuHsy87tAEiSnXOJY8jteghX9kvLfE+UwALAwbIwEzZDhmtiAenLzqt6xHBN94OuvL5ZQt3oYoYmb3TON8nK+5M6pMw4WdVROcEEKWqMpOF+AeDnfMeydGZ55ljNnbH3htzOveM86Jjvtm2dqDH+3OioOL1OMlzjhYffj0r3iC0w4pnvXoZ4Zzw2V3Ye2i69bCZ+ur+cffYhso8k/x+UnVvme6hecZjvirmdRz5yeYD5lpQH3FySIybnW+9TvOHWkIu/Xk942V7Ot198G8O1XJT+07M1zny76yP4fdFAP8eelovq+c76zHeM23mwb3+k5xsAPnbrLPAZT04fGTUGyM/qZcc2I7dXd39/3nv9S6Bjx/7ntm3/r7Zt/y50Ea6gWegYfH7393uFwvkWtAz8AMAvnbHfBNLuVYOf2n6ZhISElzm44dq6avCep2/P6vcG7A//7VUVXbTOheN2fo7bun64AAA8c7LWmcWTcr5dt/NllxecqbGeb3dwsambScxrv+ebBlIB2XlX7JNL9N5Etk3C8V7pyM5D8l/ADsJs1Jhy+rX9wSsfUA9GjTUt66eOP6bjvcL0fNMAeYpZ4NGiwPMd8x2SsTqGa6yApFjC03VlCrCxqLGm0cw37aJkvkb31pJHjQlF1dFSF5u311Xndh4rO+/3fNeByRPTt+0x37HPFnes5tJ28ipYOW7n3aRP7h9ngarR+ej8OeUFEY95k1zC/V5o64ZN2467byQp62biOSEMtdA4+9i6Ez++WoJjqOe7blp84JlTfNV3/qSJlDTL1Vq+W4wULHySclM3owaRPnzmkiAx30G3czJwHPnuG+vV5hhy8S9Ge77thGwmmHzRJNAil2X0sQkCofg0ifmWeuujTQVNm4JtyaCvhbIIR4c1wgRWWcjXkO83EJad+/usvPtHF+eB40jM9yTcAPBi27Z36IXOwOwzoYvvf8Q++28ANNBy8RjQ594VeP/d3d9JfeQEpVQB4Cu6f/6ryGUeh5aenwL4kTnbTUhIeHmCF99PPnOCTd3ijQ8fbbWu03UVLdeeiwUbdE7NIx/CA0dLAMDn/O8/gA+/cBbN4O8vih7zTQNjv7j2WeEyzwxrAsiu1EMo8qw3QOLr730+y9C2MD2w2/Z8A+gz3wPSYlN8c4lvG44J45dXGiwbieNA1NgQruyVRnYu5YSP4WCZm6ImznDN7uP1Az3Z8+zJ2sYfDWYPw8jOj4bM/DIrO19XDdouA90/Lsqhv31WaZf0Scx3X+6u3+urHRYsTs+6QsfKzjOHXQZ0ETGU8+1P/hl5/6pyc76dnu+aFbNwtqf/v3GKO+41ABAzPn48kpQ1lon1YcwjA+fSn0Sg7Q4y33Xf7Zyb5v34e2/i+3/+Y/jAs6fOZzaNvn8Uc9SWwK/XpmlFs68hGNm5L51u+goArfIJM99jPd9T3K6Hvnsy9vxLoG0UWSbGWxnlT0B2bln3uJ5vf/1+XzTtM+BOcnDX8iFY2bn9znPbrMLMt+QZMSRTJ3zsxVDPt/sbYnu+I2TngvfDZcc2UWM5+sX7J0Ez0j/btu1z9GLbto1S6jkAsVTP1e7vC4H36fVrkevz8U3Qpmvf3bbtvx77sFJqCeDvAFgC+KP82ITPfjWArwaAxx4bdhJOSEh4eSDvZG7rusb7bp4AAF5zY17xvTTFd437Ogb5ojDkWL4N3vbGB/HNX/rJeN/NUzz1/B38xk95NGq5g4V2la66Aka7Vut99HvW/AKpLFw2Q/eWxg/Cc29gNyadpoH67XMsvo+WfvEd7n/0mW/qgTVGdN4yfLAnM9/Uj9o6DFIsruwX+MiLWrJYT2ThAN03TQhGjbGChO/jjSP9nNy8vY4ygcoyy3wfLQu8eFaJLQ3ccK1pbQxb3+28Y75XFTZ1fM60NIC2xUd/HWVuTdM2A/eGuK3MMmVcNSK7ncvX/8AoDGqHsfVzvun6SYWHPynms8rRsnNhQG/dt6d9n1FUVuh+96PGaLurgeKb58SbfWbroRYLn42sujYde17k/PGQ7Dze7VyWnddti4UwaSDKziMmugD7vMVgKGpMcjDnqNh9K/WZ8+JbKuJjJ7SChmuCnDwXWHJfwh0CPdtGscJaNkpmAumjrqfJzvkEz9O3A8x34/d8e7LzASn9FOXDZcE2xfdTAB5XSj3Rtu37utd+Rff3x4TPH0H3gZ8H6ApOvlqdW/nXQ8vlvzzi8zmAvwVtGvcPAPx/hz7ftu23A/h2AHjrW9/68rqbEhISgiBH5Ce74vvVNwYtK4KgQcdqRmTOVCwYq3ze6/0Nb3nl5OVMZNSmxpU8w1lVm4Exz1oG+rJwvy9xKvOtZax2+WakAC294nv/XJjvEh963ojNBmXnUs930zLZubcMHxhJxSE399mY4myC7HxZ9mTn03q+7flb5PK55MULH2gfLQuUucLN2yuWPRy+HjQwX9eNkazziR2ffebKFklOTDFxuvhuJsnO/fgfX/LufJ4ZtPFIqhjkrHDnqhEyCpQM13q97Ut7nCehnG9meCb1FfuTF36cUqzhmjSgn5J9zjHW802707IJAmBYdi5N0tA13dStE8XIQROPXBaeo79fdzay7Dz2kZskO88CsvPKxsoNYYrh2lDrQJFl5h6WUJuYMiX2mRu38yKTe74j75+QU7xUVEuFej3QH83ht5pwxnyRZ72WBbN+qW8/H5Cps5eDzDf8nm9a1srOw8/PsGLhMmKbEdWPd3//jFIqU0o9AOD3QV8Dh01WSj0BzRo/FbluYravBt6/4n0uCkqprwXw5wH8HIC3t207OBnQFd5/Gzqy7B8C+O3tlCDHhISEhA5UHD75zAnuO1zg6v50p3NaD+FuFd8X7aoeC8PCCXnNUpQY4PV8s0KmmtjzrQfz9t9jcVlUmFAu97Y53wBwZa9we749Btbd38zZD+qBDTlV078pBqq/PlvY1jNk41f2LWs/R3Yew3zzQo2zs0op3H+4xM1bK2OAN1SU0rlaV7b4dloavOKTF98y802GazNk556cNxQ1Rp8n2Xk1UKSL28oyM6nCkwKyTJv3Sc9Wz9WdHefpujL3fI/5Zq0Q/vu+27n/mVjmW4qdml98592+BO47L2qMzt+Q7FxqTyiYuuT5E2K+/bYD7RmgBMaU487a9SgYa5PxIfXj63+3PaZ9yO089H3ibmtC1FgTvq/JwC+8rL1vZeZb/10Ucs93rGeA71NAkHq5rTO63RdJni6BzgF/Nsxk80AxXTf9Z7fs2qqk+4l/5wSZ717Pt3v/DEaNTVA+XBZsMxr4893fLwfwPHR01+MA3gfgX3qf/YLu73+MXPc7u7+hnu7Xd39DPeE9KKX+IIBvA/BfoQvvj4x8vgDw9wB8GYC/C+C3tm2bjNYSEhJmYdGZMr3v5gleff/BVushXHjUWE4F3G4U3wcDrtW+wYzPCpdFX5Y+ifnOXOab1h9i4QzzfXaBPd8DRSyND/uGa/IAkhffEraJGtP7rh3uN3Uzy3CNCjtgvPhumOycCpobxwvcvL2ysvOByRAybltXjYl4GzJcM8V33ej87xAjfKZl59FRY5LsfCBqiX9+U0+b4Cg48+1d3yJXvQJZWjcZy52sa5yuaxzv6QlGPrBecdm50FfcY76VUGDEMN+qX5hOyT7nWI5MQvr90XTJzjb9Ak5/rtVMYGACbNM0hvn2CyidI5/1cpR9uDnfrSmCYnu+fSk9IeTSLkmWV1VcpvoUt3NTAAsTIf596oMXkboNx32fJiioEO1vm+6fESbfm4wh+H3RgDwBxeXjQ6DvmQ17NmLczkXHeuY3IH0eAB48XuJjL8pu563A6mdKTyQQZxl6bvVEiPjWpcXs4rtt25+Azvq+DS0pX0BLub9EKFLJ3OwHI1dPn/vCzsTNQCl1DC0BvwPg38esTCn1x6DzwX8GuvD+2MjnF9CGcb8ZwN8E8OVt24anMBMSEhJGsMh1FvCTN09nS84Bt99savb2VBjm+4K3E4v90rpWA33DNannm9iqRa76Pd+TosbcAYKRnQd7vsmVXjNYQ8VeLI73StzuopwAVgQJx0HXzDFca1pTYPmDOxo4LQIRXJKkewqDyFnRecw3l50PTxDwODTaxP2HSzxzso7KHibme1XVWBR5WFXBJJ5AmPmm4vuFTnYfm1Ig9W3a4kO45ixOz2dIx8Cj9HzVSJG5zGboHqLIv5NVhdNVjePuuHkRwtMNaHFfcuv0fHvsnlQ4SJAM12ji5bzdzn2JLd3fpLLwYY2/+tJfQPfkPt/1fPdy0GvdK06HEOpx9mXnU6PGfCm92XdBEl3kstybx8oNYZLb+YCiI5TtbpZ1er77hmixPd9jv4fGy8BbRyv0PZtJDiduD1HPLd0vdE6cnu8ibKAmqb7oO0w6brrHHrq6hxfPKlHR0Uhmcp3vwlgySKb65+qyY6vRQNu2/zeAhwF8BrRD+Se2bftf+Ge6QvbbAXwlgO+KXO97AHwvdJyZnw3+jQAOAfzNtm1Pum2USqk3KaVe669LKfWnoA3WfhrAO9q2vTm07c5c7Z8C+GIA/xeAr/TjzhISEhKmYllkePHOBh958QxP3D+/+F6yftdyZAZ+W4wxPncbB77svGpsz7dXqPSYb092vi3zPWY6Rusm5vs8er6P9grUTWsG1kPmWz3DtW7ywBbOYdm5BBtr4/ZTx4IkyGeb6bFHgDXzAoYN14COWeyKYBrE3jjyZOcjhmuU870ssp6fgM8+07pWVaPlxAE5NrGZsSkFUlzQUKsBnyTYTPSE4DJV01KhLPPtT1zx9wm85/t0XeG4a63xWT2uxvDfr7ziTmK+Y+47yXDN9MFP/N4c6/n2zcmaEebbnxj011M1tufbbzvQkyqW+Q71Sp9taiilv3fmRY0NyM6FXvWNUDzxWLmxbUW7nQ9M/OVZ+HwAfNIsE2XnvOe7bcPKieic715PudDzLag/9HfX4Ca67YRl55JqZmg/6PdgI/gU0GE8fGUPgBw3JhmqURsALT/UopUM1yaiixr7yYH319Ds8VR8DbRx27cqpd4B4L9DF/lvh5ab/0n22Ue7998Pmz8OpdTvAPBnAdQA/i2ArxNmk55s2/Y72b//CoBfBeAmgA8B+NPCMj/Utu0PzTimhISElykWRYZ3f+w2gPlma7QewkUz0hdluDYXVHyfMNk59c4vCp+d1P9Pg82CDUZ0JNQMt3NWCJnBbGBATufu1jnLzmmdB4tikEHuGa517IKVFLvHTqsIMfSu2/l05pqMu1ZVbeSeUwzXYphvn53ngz0tO1+bvOrBnO/ONZnMwXgvNdBnn2ldIea7zDMsi8w4WMeet0We9wbDfoSevx2KQ5KM34YgRY3xCRzf6T9T/ULO7fmucaW7XxuH+bay8VDMEr8HC7/AaCNzvrO+idPsnu+Ser5DzJ1bqFJRdxZgvkOy/dKwj82A27nuFadxaYgaurOusV/mXb9+O/p9FTomSXbun/9Qobeu44rvKT2/a6Ne6B9H3hVxbduKzDFXw4iGa15hXzUN8sx+78RO3oQmRqSeb1Oot+5vS8x1slJxpgoxk819s0ZC3fSd9guzrgbf/iPvwWsfOMI7Pu4hs14AeIiK79srvOo+t3VOYuuV0suOmf1lwkTIZcfWxfdFoW3b9yil3gpdPH8RdEH8FIBvBfCNY2ZpHZ7o/uYA/mDgMz8M4DuFZW4A+NMD6/6hiO0nJCQkANDF2Ds/egsA8MR5yc4vmJEek1vebVjDtU52Pmi4pv8WbDBCMjwac01lvl1XZvu6BG64lmfqXCYwqIf21tkGD13ZM4MuSZngM980MA0ZFtFgLyTH5pLuoe2GQJMPZ5tmsIAM4WCC4RpNEPDi/sbhEuu6wc0TzSgOFt/McG3ZFc6DUWOs53tV9Y20AM0KP9+xmbE9x2WhsApEjUnP/oLJzrmreAyoSAOk4tuVFeuYrP66aXLs+dMNqqY1TLg/aWXuSaHAq5oWB2xiqBfjNWDcxCHFV9FERqwDPMEogELFt7CPAMxEj496xPSwqltzr/QM12p97unyD8nO98scSsHxWYid8ArJzpu2v44is0wxP6Z1VUfdg1N6fnVBLLdTHLLJ2aNlv7ypGztxIRqudcWrP+FDiGe+rQKHQ+6L7n92qtu5kZ1H9nzXQnFPz8STz5zim77n5/Grf8kjtvhu3OJbcjxvA2ZybTs+UZ1nYePAy4pzKb6VUp8C4LcAeCuAB6Edz5+GZsT/Xtu2/2nOetu2/SC0XH3sc08C/ayFtm2/AcA3TNzm26Z8PiEhISEGizwz5jjbMN8UM9O0d9HtfEeKbyrATrns3BTfypOVuwUeZ2eGHHND6OV8j7mdm6ixDfYmGjyFQMw3Oaj7pmL+/ur9oAkUt1/bv6ZjsnNb2DaD2w3Bys5rMwibUnwfTTBcq9sWdeMe441jnfX9oefuDK4DcA3XNPPtGkptvPuHos/+3Hf9HH7+I7fwtjc+2N//vcJIiWPP27K7ZzmTZ9UOsuyc3idjrliULJrIbyvQsnP32ZK+E5aFNqf7WCdLPZaYb1YghHK++WNZsGtq349gvgUpM01kxMr++XEBfYdogl+o0vMRZr7l7x/y8Hj+dG3Ody9qrNFRddK547izqbFX5mjadl7UmFm/+/pwRJrLFHNzvcFtqfieX21oKB/E9QP9jD93shaLb37v0QQbR93o1/14O4I1WhwpvgeYb3/XpdYLqUgXt+PtZ9PAKb5DPd+1IGunFra/9e/fr6XibH+M7PzqEoCc9d00fT8Buq5Gdh4qvkd69S8jtiq+lVKHAL4DwJfSS95HPhfA1yul/j6Ar6Ye7YSEhISXG2gQcuNoKQ4Mpq7rbBMfWTR7O11RsWuyc+52TozqosiNoRUg93xXHrM3vefblcfS6xJ4zvf+YnvJOQBjYGUiuwbMh/rMty5GQn3isW7n83u+ifmumYw3enE35zuW+Wbn5caRHjh+uMtJjzFcI/Y4lCFP54Rk0j/55HP4mre9Fl//hW/srfNwURgTrficbz1hVzWtNVeibUs538zXYFO3kzwheIHtT674Oc6+pJ+glMLhsjA9oUdL6vm2n6m9AgiQ3M77zPe55HzPZr5zZ399+BJtIzsf7fn2JsC6a8qLGz/yiopPFSjwCKtNg/1FjlVVO7LzqVFj/TiuMGu6qRunvWZSz3dk8TWUFnD9sCu+T9c9WTSgFQfcA0PK+c4yJjv36PjNgOqEI+QUL8nJxZzvNq7nWynVtYRYw7UFiz8MMt/CBBYd8/f87FNmX/l+A8ADR3tQCnhacDxvEe75pvMwJDsPTSJdVsweAXYu5P8cugdbQUvCfwDAL3YfeWX33iPQcV0PKqW+MOVkJyQkvBxBg5AnbsyPGSOUuS6+Y12T54KKil0xXOvlfLPB3SJXTn+sP8DlTMAm0Pc8hCKT45aCbufdum+fVYOF3hSQ7Pz2mctQDvZ802Cz63GkgZo/gLRu5wEzM95PXcvrGIJhvitrSDbl/Ds536Geb1YEVd4Ak4rvD5niO5L5zrOehNN3PX71/Yf4lMeu4as/9zX4ok98hbjOo70C739G8w/RUWOFLWr8gkDM+S4y3OkmoDZ1MykNgTuaG3fibnHeD07vhyauDhe5KR6J+fbdzHM2ISS9z9dN/9+w4jvK7Vzo6Y3NafZB34PRPd8kO5/a8939++atdW+f7b+bTnauPxsaUWvmOzPeBbRv8T3f6I6pX0D6p8+YMXr7umaGmEPwW3qGoJ+FEPOtvx+pX95Hj/kOTCxYRtmX/MdN3kiTSoAcNSbJzmN7vgHXi6Ri/fihnG87aeweg+1z1/JxaaK5zBXuP1zKzLfA1lPPdzsy8ZOY72n4CgCfD2AD4OsB/CXfFbwr0H8vdMzX50Nngs8xX0tISEi4p0ED6Vdv4XROWBYZbuEuyM679V90pFksDkqP+d40hkX1CySfneXS4TnMt8/ONF6B4oMGpLfOKlzrBoXbwhqudWZMA5nPfdl5x3yHWDfDfI/0fNdtkLkbAq33rOtFBaYZru2VGZTSA9gY5tt3Zb7/SLNiH44ovm3UGDdc6/d8UxHwwPES/+RrPmtw/4+WhSkKYp9b+ty6atApagf7TnnPty7S4s9vyXK+45hv+RgOl4Vhxozs3OtnpetOl9+d1HJjkHqscoB19yE5X6/rcad7CaM9316haorvmW7nDvMtFN8HiyJYHBPIcK2q9WSZP6EyBqkopH3vy867SSKv2lxVjbkHxrYVW3zrNIER5vtkLb5fM68CSjTgoImdsZ7vUdm5MKmk1983JZMk7k0T70qvW01Idm5bNiir3L9etl3KXQ/91r/i6h6u7pdOu4GZuMkUHjheij3fkplclim0EVFjU6LmLgu2GVH9duje7v9X27bfJsVxtW3btG37lwD8EWh2/Cv8zyQkJCS8HEB5p9v0e5t15XeHkaZB6q4YrhV5hkWe4XSjs65XVT1guNZnvjeGIZhu+FXk7gBhrOebiqNbq+pcnM4B1+0cGGZBJdm5HojL7J8xXAu6nbussl73vJ7vqYUA0EmaO/Z7vC+97fWG3newgFKc+R6QnWfanK9uWlF2PjTpEcLRsjDriH1uuZGb3XZYdq7Za+r5DstzJRRsEG+eHSdqjBXItdzzDXTFt898e4oRq3wgxtjtL+XPFH3W5nzHFSZaVuy+RpL8qUaV5ntwxGXfRI0Z2fk05puep5us+K592Xl3/kJu5ATq+abvPWIfpzCq+ljc1yVWdjHEfJ9zzvemboOKL9PzfSoX3w7znQmsfsccc+M7f9vA+KRtSHbeRvZ8S73hIRTepBn/vdP77N4/9rtXlp1/6ae9CmWeibLzTAEPHsvMd8hMrmnd4l3CFOXDZcE2xfcnQ0d4fUfEZ/8agArAm7fYXkJCQsI9CyqYt3E6J5Ss4LxIGMO1HZGdA1p6fmddo+qMXIzsPNiXa98nyfRc5tuPWwKGZOf69XXVnFvxfbgooBRnvsOFWI/57tglGqj1mW/9N9zzbWWJQ73mIdAgfLWZZ9gGAIdd3/do1FjHtmROEZfhvoOFmbgYksNmmTKF07LIe1FKsYNwd9/HZfM+6HNSfr0YNVbYCaZ1Pc0Tosz6yhDqQS6yzC2+B9jnw2Vu9oHaJJwYJaHn22e++Xn1zat8Q7YQJFnxOlI27GOs55vYzL7sfFrPNz1PPEe5LztvUWSZubdDNQspTEjxM/Z91T8mdMfkbkC69vQc+4VerOO+jpqK2i098RO4flf3SygVlp1zo0DRcI3czvP+fam3rf8dLTsXDdfU6GfryNYKoEsp4H4ILOcbCBff/vo/6ZVX8aVvfRW+4pe9ujN07U80Z0rh2kHpeKu4x+a+RuvhxbsEKRbwsmObkdsxgFtdzvcgus/cAnC0xfYSEhIS7lmcp+zcMN8XzEgb2fmOGK4BwENXlvjw82dmYEsDYz+LmWe6AjBS57OqYVnXE5hvb3beDChGmG++7W2RZQpHi8K4nfu9x+7+uvcIsUt0XkI93yGmirudj/W7SzCGa1UdlD6O4XBRoMhU8JxzNrBu+33JJD0HhgfQubKspWG+BVXFlMkHLr+dynzzAsz024tu58oU6lXdGkYyBppBs72jgOsbUHnHHzoG3ptPxpKNX7h310l0O6/dSROfRZRypiWIhmtzc75HZOd+tJRxOw8w36HJP1rPzUHDtc7tfEx2vqmxv8hR5HpScnrPd1h27q/Dup27n11tIqPGVLzbuTZcC1+Hq/tlUHbuO+33j00ft51o9AvXxiw7BHo0+4Zr/fPvM99t23a94bHFd2ai61zmW74mIcXW1f0S//tv+iW473DRSfLtclw1oWMH+9dK7vkm5nv490LyZ7js2GZEdRPAVaVUP1PDQ/eZawCe2WJ7CQkJCfcsaAD36nMwXKMBzdTInKkYG3S+FHjtA0d4z9O3sSJmsmSGa06BYDNdAWBvYXuO5xRP3NhGr3+Y/eQD/L0I06FYHO8VuL3yo8aGmG822GxbJrn3ZOem5zvEfLPCttEsR2xfImDPwWrT2H75CcU7oB3PhwbzfB8lho5M13hUk4Q8U7jDim8/xm5o0iMEXpTO6fkm2Izx/v4vi8xMSm0mRo1xUzU/l5cX5kAnfQ6cP57kcGU/xHxbNYZ+zS7vT5r4/bdTDNdoewQ6j9N7vsmdP1Q8wOwb/8tVIhyhthcrFW7N8+IXT5Sx7pu8PXeyxjd9z8+be5OY70XXTmCixiIPPSg7F54rmsjyi9V1Hed2Pk123gw+P9cPFkHZOTfzk5QR+tjcZAdneWFCT0IemLgI9UXTe/pvt47I79YiV6bXnph7wI4NfOZ7LKUDsPncBFpFplQvdtGst217eVeZ0oX72MSPlLl+2bHNiODHoU/1N0R89hu7z/7oFttLSEhIuGfx9jc9iN/xyx43WdXbgAYfF+52zljlXcHrHjzCB549tfLhQM83d34FLPtMknVgmtu235cW6p0j8OJoeU7MN6ClvEZ2PlCI2Z5vW+hQL7R+XZY/BvupWdTVpm4nSZoBN2psTs84oHPehwonJ2qsDhffY32omVLGUX+ZZ1gU+aDhWgyO9njxPZX57svOpWfyxtESz56ssKkbbJp20uSclp13RaN3j2jZOZvY6qTPEngknGS4VjXWLTvkdu4w38othOIN1/rrns18j6Q++P3XvGiTpOehyT9+WA8e7zmfJWgXe9Uzq/vR99zEX/nh9+C/ffhFAPp7bo/JzsfYx/4x6b8+s84LPIIxXKvcz8bnfMcXX9wzQML1g3Kw55vuLangJ7l3qOd7qN2CI2S4JvVF29YL/e8xibYPnsLBJ0akiTs6Br6P4v775qJG5dX3f7DHFooaa83zH4waU33zu8uObUZUfxG6oP49Sqm/pZR6nf8BpdTrlFJ/G8DvgTZn+4tbbC8hISHhnsXnveEBfOMXf+K5rMv2Yt+dnu9dMVwDdPFdNy3e+dFbAGwh5eeaNh47Jxl+TWH0/b7XscEslwXvnVPUGKALmlu9qLH+fSAarjHZuT+Ajc35pgztqWqIMs+QZ0rLzhs7mJuCw0U+LBfn+9j2Hbmp+B4rCCTme3vDNXsPxDPf+nhWDvMdNgt85No+mhb46Itn2FTTogiLPLPGTV5LRc9wbbDn204yUC69Y1TImG/JmMpn1ek+5VFjsbJzf93rGZMmgFbbfM3bXovPef0D4vs+C80nGyTpuW2J6ct0ad+oRcJnzqtaF590fCQJpuO82fWLn20aY7i2rhqHvYyB7WP32eH+OozsXHA7jy2+Y1OIxxQd1w8WeO4k0PPt53wLzLdS4Z5vaUJPwpDhWp/5hvPZsUldH/q57ZZlqpBQz3eM6kgpd+LAl51LzLeeWPCOzZedB9s24tsOLgtmj9zatv0hAN8CXYD/VgDvVEo9qZT6UaXUv1NKvR/AOwH8lm6Rb27b9oe33N+EhISElz0423uR2EXDtdc+oK1D/tuHXgDgM992lt0vEAzzvalnuZ37fXBjDAI/Z/uL87tOR07xHTY+K1jhRPvZNGGncut2PtzzTQX8nAmZvULn048NxkI42ivjmW9BGk0FzZgUNmMs8KLIsPR6vucYrh0tbdzcnJxvs+2BiaNHr+0DAD78/BmqZlie60PLV6kAaDzpd+a1XIRjzI46ZU+RKXMvOUaFTLorsas+s51LzHdEASk5qVNGdGw/LV/XH/2iN+G+w4X4Pj1KftQYoD0mfAwZDtJ+Xz9YaNbaK0ooaiuULf707RWqusG6bjrDtcxhvmMnvEKmYbWQ821k57VbsF2E23k10PMN6Lix5wfdzl0lEAfFEwZ7vgXWX0LYcC3MfNNnaZHYSZIiY0aJNc/5ltsWqKge+u7KM3cyxJedyz3ffeabcr7HosaKLHvZyc630j+2bfuHlVLvhZae3wfgse4/jmcAfEPbton1TkhISDgHGNn5BRfFeaYZll3J+QaA1zygDetIXml6vqlQaRoss7xXfHHZ+X7X/z2N+Q7kfIcGFOzanC/zXeL9z5wCiI0as+qFmrmd982e9N8xt3OSrs+Z+Nkrc092Pu3+/arPfgJPPf9w8H0j/+3yzH326AEjO49zKwZ0YRGKsZvmds6Z70jZudjz7XoZcDzSFd8fev60aw2I378ys8y3P7lSZMopRIYmXw46tvtgkfcKYMr8NdJfwe3cL679dUTLztm6v/4f/mf83FMv4iMv3JnsdB4Dv4DitYnIfA8YPpZZhjM0uHZQBkzjdNQWLepL3W/eWpmCf3+hVRtVMz1qzPbMu69Lkx/0HEiJADE931PczvX3+hDzXeLZYM934zHfxEbT9wa64rub8PEL1wGvAw47Cei+LvV8+woNY4gWW3yzCEzOfFvDtb5yAhhm1rOA7DzPNNMu93z3TeKod9z0fAe2KZnfXXZs3XzYtu23KaX+GoAvAPBWAGTA9jEAPwXg37Rte7btdhISEhISNO6W2zlta5eY74NFgUev7ePnnuqKb9OXToONFsvCZTkAa7h2Z1ObXtgpsmF/QELjj2DON9/2ufZ8FyxqLCx/9plv7Sgb7jcdk53TYW7DfC+J+Y6QPkp486uu4c2vuhZ8n8tF/bYDALhxrJnLGNk5QcvO3Rg7Y7g24f453ptuuCYx30PFJ2e+N3UzqdDMu2Kk6c6dn7XtGK7VQ4Zr+l4/XBZCP2u3PlYAAUJPOLs3/f5biT2UQOv+Tx94Hv/4P/4iPvXx6/jM197AJ7/q6uiyU+FHjfHjWW3ie74B661w/WCBUpD4UtRW5hX8tM2bt1fGr8Aw30x2PjVqzDfLA/pFVCFInFdV17YRcQ9OcjtvGizLcOly7WCBs03jTLISnJxvds3oMjSNNpKUWhb85YcQymAXs7C9/nBjjBf51VhkGVOs2PXRb9zal51HFPc0MeEvo5RCmdnJHF5sSxnmmYqMGlN9c7vLju2dfwB0xfW/6P5LSEhISLhA3C23cwB45fV9w6jtCl734BF++F1PA2A538b0pwGW1J9nl9lnhl/Ul7oN812PDCgc5vuc3c5f7PV893fC9Ouanm+9z1YyLcvOQ4WpUqo7B82snm+gY74r3nN/vvcvH/RWTTPbcI2PS5dd1JhsejaF+eZRY/PdzjcDqoP9RY77Dxf4xefu6N7YKcw369v1i4wyd/0OhiYA6Dj3F3lPju23e0iO2v6kicR8x9x6dOj/z0//IpZFhr/xlZ+GK3vl8EIzYeTzHnsJ6Gg9H0NtL3Ts1w/K3qQHoNsOilyZe502Rdu8eXtt2Pa9MkdZ6AjGqUWd31POt+EXbpLsnO7ZZcR331TZ+dB3D7UGPHe6xv7C/d1y3M5ZrzUvtnnOt18QSk7voeMBQjnf3mc9Z/QYN3IOHgPYsJYA5/eQIZQx7+6Tu++8YKfvrqpx5f/SpFiv5zsUNTbh+l8W7I6WMCEhISEhCtbt/OK/wv/F7/9s/J7Pfc2Fb2cKXvfgkfl/w3x7M/26t9SeH97zTYXUFPY290ynaCAW6h91o8bOj/m+sldiXTVYVfWg7Nwy3yQ7zzrJuNwnPpbzDehBUtXJzueoIZZljtVmvuHaGAo26JXksffPkZ0XmfEToELESvfjD8CNGos7dwuBvaoG+q0BLT3/8PN3JrcGFKyA8ouMPHNzvqsmbHpFx3m4KHqycn/gz9sEAF3oVY0sO69YYTulAPrX/+0j+IKPf+jCCm++LbHnW5CdD7Ut0Hm9drBA7rnMA13Od5ZZoy5vm0/fXrnFd2bdzjMVnx/t95TzbfSZ777Eme7ZGOabXLFjsOmY/xCuH+jrLDme80I7Z2005v2ubznU812NSN4JvLDnkPqifZbdSLQnyM65HwLtX6jnO8Zvw78edBoyZkbnTwpJEwt+z3fo3ssnXP/LgijmWyn1189pe23btl91TutKSEhIeFnibhqhnWfheF5wiu/SHWwQ4+KzcyRBvLNuZvXs+gME3l8nwXVaP79zSDnKt86qQedrGlzyXFuAZ1TLg8ChwrTIFOq6jR6E+tgrtey8jhgAzgGXKNdNi73SK74P58nOl6wIXhb5LMM1R3Yeee6knu/NQMwXoKXnv/D0baxH8pB98Gxj33G89Cae6iY8+cKZ714/q/fcmaLVKzx4u4i/jjbS7Zw+s64afMmnPDr6+W3gy4x50SVFjQ2ZNfqGa7zIaRqdmcyZb7/gv3lrZZz6fcO1KW0efk8531Y/n5xUE33mO8btfBLz3YwYrh3oZ/z5077jed205vci9yYvADuhGooa034F4/voXxuz/kBfNP/sVLfzMs9wsqrM/tP6gj3fEcy3ZqL5flvVBH13bZoG+8jZZ9CTVZCLvTWRk7c35fpfFsTKzn8ndFTY3F9KWrYFkIrvhISEhC1wt9zOdxXkeA4IsnNmGuUUwEU/Z3oS8+2xf83IQEyz4loWet493wBw+6wyxygxCn23c/36qmpExt66nQ+7iVdNG2165WOvyDVjP+P8x4APZKV93CtzHO8VUW7nhGUXNQZYPwGSPscOkAFXdh7bLmJ7vnnhOyz5f+TaPn7k3U+jaYeLFB+lYb6bvuN41o8aC+0DGcsdLnIopQz7pffd7fUPMeO8sJc+E+V23n3mxtEiGBF2XqD7wEjAnZ7vIea7fx/QNTOyc7YuivIqWc+3HzX2NO/5XmjZuZ6MmuaxYI/JnXQB+vJhfu8QaNIhxu18Us73WNRYN8H27Emf+a6aFgcUcyeZ/RHzHYoai2a+5eXbtl9E+eZs1hhvdDNmeVcVol83k9G1LDsfuhcy5V53PulSBphvuedb+4yMR40l5juEvwldOCckJCQkvMSgH8CLdjvfVUiyc79Qqb2e370u7uvOpkYd6Hsegj8778tjfWhzGh1Rdb4931pWeYuK78A94Lud02B6VcnFm3U7Dw+Wqe99U8/t+c5w83Zl+xonGq6Ngfdqhq7Pw1f2nEJYgut2nrsM9FIXQVPM1gA9GF4WWfD8h5bR27UF3Jjk/9Hr+zjtiq8p+8jPnV/g+tm+gz3fnez8gPkqhIpr39RLKgx4IdO2mvmdwnz/2k9+5MInKU3Pt2eaBei8bR8xzPc1wXCNt5mEosZunVV4/o5mfU3ONzHfE06DJDs38uOe7LxvuDaF+c4yhdjaa2jiBwCudbJzKW7M7fl2VRcAzL3FVSD+8tsZrvWvgc/AT3Y7ZzGAPOFBMmsE7DUc7PnOfLdz/TfjPd/eeiUzudioscR8B9C27e+84P1ISEhISIiEkZ3vUATY3cR9hwvcd7jAsyfrngqABn1V7Q6UFnmGTM1nvovMZWd4ZFJwmVxhXdt+8/MAMd+3zjad+ZB8D9ji2/27qupBg7YhVlj3oLaDsuMhUNRYjOnPHPBBb2ig/C1f9mYcL4f7f3tu595AturinqbiaFlgVa1nuJ1z9nO4l/vRa3vm/6cUnUZOSsw3u75l3p94CvZ8U9RYd89zVtO/7n4BZNz72blVSsdq1Z3kGogrTK7ul1AK+I2f8srRz24Lw84LPd8rwXCtFo6TQNfs+mHZqW3Yeafiu/su49viheIvPncHQCc7Z/L7bWXntjD097nbRs2Pe4LsXLnbeddHb+GBo6VhsTnGJp9Idv7sSV927ridZ+41AzrZubJtD/2e7ybq3jMu/qLhmqw48lsvYq+Vbglp2P7TxLxcfMfkfCvV/63T+yS3GNhjc9djDde6fwe2mSnVm+i47Hh5jtwSEhIS7mEsctdk7OWI13XSc9vzTQNAuedbKYX9Mseddd1j4GLgO7I2EcZPNMC5CNn5i2fVoPmWFDUG6OgjiRGlQdvQYJnczv0Yt1j4bucX1fNNbIt0bj7hkat47P6DwfXwgS8ZrgF8Ymc68w0AR3uFE2U0Bv+eBvqKDh+PXrPHNmWCgBsp9U3PMqcIHGIAyZOAivA8U6y4dlk9vwAKsXJFlqFmDFrMqX/Hmx7E9/3hz8MnPnp1/MNbwo8aq8eY74Gcb97zXXgu81Z2rnoFHmdwP/jsKQArOwf0JMAUpYlUQIae22X3e8S9CWjSITrnm+3/7/rOn8Qf+Ac/I362GlGdlHmG42URMFxjOd9e0avf79zOgz3fcc+uH7FHkHq+e4ZrE3u++QQNNyM0RXLlH0Mzuv5cuUoEI4XPmBmdEGHWa2XK0KlVhqX0/Dvi5YKX78gtISEh4R5FWXQ/sOdcvNxLeG0nPSdJsN/zrd3O3fOzv8hxZ1MPRv2E0Isai+g9paLtXGXnS5KdbwYlmL7snP69CkjGreFaeKJAywP1AHjOvXfRhmt80Fw30wymOPjY3jdcA7q4pxn7frgoJrHRYcO18LYf4cz3hMk5GyHU9BzFy1yZwk/vQ1g6v1dmOFjkhoHMlTVvCrmd02MVei6zjJjv+MKkyDPHG+IiYWTnTb8QHnQ7FyaHijzDXpl1knHlsK8Va5cJRY0BwC8+p4vvvdJOHK02TXTMmD4md/0AgudfkjhPMlzzzCxvnVX4kXc9jf/6oRd6n91EqE6uHy7E4nuM+R7v+R6e+CL4TvSEEDvMPztWqPqgGEAyNjORkcGeb/13MOfbUyK4svOuqO+5nff3mVzTx9qM8iy+5/+y4FxyvhMSEhIS7h7oh3UO+3ZZ8Js+9ZU4WubmHPgDwJDh1p0Nz5mOH41qUxgyWlNxzHc+XtBOxX1HC+SZwo/+wk0siiwo/+0brnHmu7/fxFoMup3nHfNdzzNcWxau7HxucRwCZ+ukyZep6wHIcM1z0p8ZtXa0N634VkobHDlRYyMu5vcdLswkx5Tjp4JmU7f6+DzH8Zbd+0PMt1IK/8/v/WV45XXNwGedWgIYl52HmNWii8kLGX691PCjxqqm1SqbTT3Z7bzIlJm4KDzZuUkqyFVPFs6LpQ8+a2Xni+4+JaPFWJj1RxmudQqNSii+I+73np9Gd5x/5Yffg2/7rZ/ifDZGdXL9oMRzAbdzP/3BKTKbFosi68XbmW1H9nz72d0EqS869hkIgXK+/eWCsnPDrIfXSb9vvWUUM9fzJPm6n91dqepk53QPhaLGyJjt5YRUfCckJCTcY6AC6W5Eje0qPvXx6/jUx6+bf0s9335hut/1HM9yO2cMRYbhAoRA2z/vqLGvffvr8K3f/248fGUvuA9UQJaeu+864BZMxxfrdj70uRCWZYbVZl7UWwycuKx6njQesOdCKb1OX1WxGci5HsLRsphskrjIM2xYUTNksqf3WeGRa/t479MnUawjged8116clxnINw2WWT66D5/wiJV6c1bLf+56TuaBflRi4i5KMbEtlHccTfd8bOpmJOdbeA4zhWum+PYM17rlJNl53bQmXeGDhvm2k5Orqp7Y8x2WnUuGa5nyiu+a3M7jZOd8O5uuCP7un30K73/mBI/ff2jeGzNcA7RZnch8s+8Ec/5Y0dfL+Rak1THfWSG3c4n57rVedIvE5rEXucJGeDZ8nwq+D8CwX4wuht0WK8AzoxOZ7/5z27CosdBz6/upvBzw8qVNEhISEu5RlJ7UOqE/0x9kvlnP9xQWMvekiDHRPVRoUcb4eeH3f/7r8OZXXcNHXjwLFnOG4cmV8+/VphYLpylu57Nzvosc67oZzCffBryPU1//eeuh/VrkmWafJcO1Ocz3spjukl5kHvM9XgA8em0fwDRDRiMnbRqHIdTr8e/9+OufMdm5P/D35bk0oJeKu7qx8tXzVkxsC7pfuAQ8V6ozGJzGfH/hxz+EX/vJrwBASpM+IyzKzpsWyyLD8V6B03UNpVzVxqpqJkXjDcnOJeUB5YkTJrmdezLnqm7wG978KIosw7f/yHudz45N/AAwZpw+XLfz7jUnUqsrMJnzv7PtelrGvG+4pqPG/ALVZb6HzrEEUoX4fgllQB5u773wOvOOseb7TfsaYtR1z7e7nqzrHR+T0vs9/y8HpJFbQkJCwj2GRWK+e1gUxOwSy9aXWZIUdCvm2xQg4zJOKrT2ztkYr8wzfMuXvhkHizxYzD16fR83jhZm2zxqTJS7duuJcTuvRrKmQyAFABUHsexOLDjjpPuW55130zfpZciThHjM9CmEz3zt/XjbG6ZlTi9yn/0cZ91feV0X35Nyvg3b1zqRRYA9rzSQr+p4CXOeMTfz2h34+4VHSBFBbsgXZdS3LUzPt2Gh9fOmo+WmuZ3/7s95Db7mba/T7+eZ4ypN578MyM5zpfDA8RKA/q6jtgVAt5tMOW0Sezt0/hddjB5hes+33UbT6rz6L37zI/hHP/2LxvCrJSPFkfv/2kGJ5wXZedVYF38pDozczv3JJoI/KTV0PNLyUoHaM1yb2PNd5EonFHhFOz3Pa6/tIWYCK/OYaL7uoZ7vnuGacqPGQt/3IZn+ZUaSnSckJCTcY3jDQ8d47L4DvOLK/ku9KzsDcoAniW7d9geJe4scL97ZoK7Dg98QfHmgtH4f1nDtfJlvAHj1jUP81S//VLxwpz/IBIBf/+ZH8Wt+ySOmSKQBzqpqzMCM49d+8iM43isGM7AN8z2z55uM507WctzZtuC9mrED5aH10EQETezQgHPM9CyEL/v0x/Bln/7YpGXK3C1qNnWLvXJ4249cpeJ7OvNd1Q0a79yZPk+mKok9/pzFFhlWzzMB7GUc93q+tQyW3p/C4N4N9EyzukJ40fXe+4id/Cu7fl7CRmC+eZ95lincOFrivU+fmHhDmjg6m+p27k0o8P+Xzv+y8JjvOr7nO8uszJn3tT9+/wFWlU5XKHPlTD4M4b6DBW6vKqyrxin+udu536ev39ffa6Geb9+IMATJzA3QDLK/vG1nsvsAxN/j5AtQe6oRkoiHer6HjiNT1uEcsOdIt+HIknwIknrVGa6Nyc7pFqmaFosde7YvCqn4TkhISLjH8ImPXsWP/NG3v9S7sVMoDfNNBUKfnd0vM3zsxfk53wDMIKdp+oON3j51g8SLKL4B4HNeH2ZROesF2GNdV7W4P49e28dv+4zHB7eXsZ7vuTnfAHC6ri5EOswH1FPY2dB6rJO+G6U09/jnQBc1TJIboTp49Pr04pvn9/qqEZ+d4wziGHhhRc9dKO4pVBiQ14CR1u6Y7FxyHs8zhWWZ4Uxivmv3PITQy/lubGHqO8VTP/IDR5r5pmfN9HxvmklKEz8+DRh2yi7zTDZci2S+fV+AMldoWpr0ajpXbzr+Eea7ywd//nSNB69Y93/H7Vxivr2eb4n5jnI7DzC5Tdt3aqd5UPosl3jHgFoypAx2vxUACE9wcfgGeK7s3H5PcIR7vl3DNgkhmf5lRpKdJyQkJCTc8/B70SR21pedT+mJ7bF0UYZr2qxrF2SyNMCZ6oLNwXO+Z/V8E/O9qi7knHDDtSZCmRCCLzsvC1sE0N85xz8HuqixBdxq04xO5lDP9xTZOWe0msYtsPwB9yTmm0lY/YxhO1mCbttyUaqTBhjz/dI/Tg4kCXiWaf+E1TbMNys4Aau8WOSZKdpa7/uIZOf0rBnZeVUPOlxL8POXh3LWF543wWpK8c2KPd7Xbr/TW+fv2L13X2dY5zue8/uW7sFefGTHfCvVZ3ejZedm3e7rVNyLn2XXUb8+uhkA+lyQTwNfHwBHLcCPwf+cD+3TILcbFLnMfIdi1Nyc72HZ+cup7zsV3wkJCQkJ9zx6cVACO7m/cA3XJvV8e2xITE9xkWezXMEvAsZwrZrXrwxYJm52z3dn5nayqi+k+OaM09x9BOzA1xTfgpP+HMO1OVh4zPdZQLnA8amPX8cf/5Vvwme//kb0dngvp+5pt8dnmMBa5wlrBjHuHuKFFY3XQ3FPvizdX4fpV92x6tuXMFP/9V4Z6vluuwJvZPIuV4702UxO5FlP6k7rvHGkC08yeeR+BVMVA9SzSxgqokKGa1KLS287mXU7N9LyImOmYW5U3dhzff2gBICe6Rq/b02fsZ/z3a27yFRfdh7NfNv1cch90fIzEO12nmVoW6uK4M+GPyHCtzOc863kfHdlz31cz3cXzzlWfAdk+pcZSXaekJCQkHDPY1m4LEnd9FkGyvkOMWxD4H1pQNfXOTKuLHN1YZLzqTBRY9X8wrfIFNZVg3p2z7eVnV9E8c0Zp9iBsgQ6V+T8TgUMDWRjTM/OC2WuHDnvnfU4813kGX7v57124nZsfq//7PhO6ED8s5MrW1iZAkER+6g/w/uWgT7rR8X3ruZ8KzbpA1jZ+V6Xa+8jNi+6yDI353tAdk4F/40ja7gG2Mips01tXptyXK7sPDxpufBl53XjRKINIWdMKxXaZabQds7gdA4MKz4mOz+wsnMO1+1ckJ2z+96XXgPx100pbYjXz/kOR43Ndjv3MtZ9r4aNb7gW4ZuQKc8Fnhmm0YSkmPPtrVJ1kzd0GsI937JM/zJjN6bkExISEhIStkCP+RYyWfe6nO+6aaDUNAaNGBNngD3GXGWZkX++1KABzqpqZrO21Hu7adpZ7DmpAG6vqgsxXLPy32ar4tv0fBvDNffe2tR3r+e7J+fd1BdyT/H8Xv/ZKTwndCBeNcKLGBqv07nzCyCSpfeY7644s8z4bhXfAEnj9f833b2nme++7Fzyo5Cg2Vc3Zg7QbDIt7sjOcy47z806gOlRY4A7cQJg0PBO36f2s+uqiY7CzLpz17atw+5blrV77lg/+BCuH2rmm8vOySmd7h2pz7hpbc900SU7cDRTFR++4RoAf8+t4RoV3/r16J5vdn395cSe74jJM2rzIPAWnnDOd3+ym5jvsZ7vUC76ZcZujAoSEhISEhK2QJ5ptsHt+XZ/4vbLHJu6xVk1XZLM+4kB6uscXseiyCazTRcFGgev62Z2BBe5nc91Eicm+XRdX4jhmlLKmnNt0fPdN1zrZ8hfxOSBBN/I6s4MBjMGVGBv6qbnl2Bzj6cz3zznuzLFtTLvAVw6Tfvirtte092UnQOuRJuUA8ttme/cM1yr+8y30wYjMd8853viafPZW/p/adJx4XkTbOomqt+btgPoIo/Y/TK3LKv9Trf94EPwn1egX3Talgc4nzGy81z1+pqrCc99ppRouNYrUD3W17qdR23GMdQDxnu+K1MIh49DKQVObPN+7nDOt2y45vR8B86dFPt22ZFk5wkJCQkJlwJ8pl8qkGhAenuG4Zdv0EMyzyH8ns99jZg3+1KACu62Rc9xd8o6dNTYPCdxbrg2FGm2DXKlRAnmFPQN19wB56ae3zc/Fcsiw7Nsu1XTXkgrgy2w9WDZKb4Z22XMCiOPXzPfbs8uPTe+K7QvS+fr0HnBcJbfJSgvUo2YbylqLHbyxmcuOfPbM6vrCscblPNNPd+F9aqYOuFFzCXfbyCc8326rsy//ZivIfD+a9sSZJftGa6NMN+FUCAaxQblfGfuMdH2aV9CPd+x51CSrTeN3MvNWfKx/mgf3FCP1mXf6/d8NwPX0O5Pvxee9pt/TzjrbdserZ95UWOp59siFd8JCQkJCZcCCzbYkOKQ9roB6e2zanLPbiEU32MM3Ftffd+kbVwkeMGyTc933bQmd3cqqGg8Wde4sl/O2ocx5Jky98BchrQnO/cN12Ye/xxw5ptY1AthvlnOt8/MGodj1ncdzQBmqpdhbOKevALSrNs7t8R8T3WCvpvImUkVnT9qc/ERa1jnF4Cc+aXHmYokyma/v4vZInNDHjc3ufjOArJz0XDNZVmnFN98YtP0fLN7oG+4NrzeUigQ/Ykf0XCN3fdS8Tw3354gOYKbz3Y1sonTm9DWAciy80UxM2rM2/e2BZuUCOV89+8LYtBHZeeJ+U5ISEhISLg3sSgy5nbed/elouVkVU3u2aWBBbFzOld3B6uAAPiuTsl/5shz3YM6xe2ag4rvbfqxx5Bn58F867/W7Vy/sGbGT3fr2vMB9J2ukKNJpPMEuVJTkSsz301POj6GXPUltVZ2Duf1oZzvphmPLHopkSlvYk4pLItAz3cdGVkVdDtXPdUAbXOvzPHotX08dEUz4Hw7k9U+yi1OhwpD/t0LAKs6vuebu8Xb4psz343zd+y7W+oh9r0KRMM1x+283/M9N9+e0AoFqv4sm0SZGKdHz22I+e7JwyOYb9VNJLUd462N6Gid+n/6budS1BgZrg0/t1Z6H9ylS4dUfCckJCQkXAr4snMp5xsAbs0w/Cq8AULdtFgWu1cEhHCezPfcnuc9xoRdlHSYF99ze9uN23lXACilHDfnTWTxdB7gzDf1de5FMopTYJnvgeJ7BvPtRI217rLGFdrPOBZk57zffBcN1zhL3HSGdcPMd4TsPMschtH2Q9vrz1UDdA3/6dd+Jo6XWlnC2efpPd8y8y3nfOe9qLFFETdJxJlP29agoGDvO/53THVSZn3ZuX/fGrbdZ76Z23k/5zs+rk0yXNPFvfBZ1X9Gog3XPLdz13BNYVPJPd9Dx8EVKbnyIthYKoJ7bFLPty7ix3q+C+FaXHbcO9P2CQkJCQkJAygLK30Ue74Xndv22fSe79wUIOSmvptFQAiSgdacdWy64mzOOniv8kUy36tu0DxXGe7LzgGS1YYz5C8K3EWamO/9i2C+qU+2K3Idt3MmOyf2Nfb6ZUzCKhXPvDgPOannJF/dacM15bLQmcKyzLGqGuNITqi9HPUQirzLSabzwyISfdk5T1948HjP3COO7HyGzwWvP03OekB2zln+ObLzpmHsdpbZiDtq94g0XMsyPanjmNWRYiP3cr49aTqdIj9jnd6fdN97TG7Deqf9/aVnoJ1YfPuy87Geb2voFl5/5t1bnLEP53y38HeZGH06jaGC3/dTeTkgFd8JCQkJCZcC5VjPd2EN16bKhrk0ErBxQvcKJCZzKorMDrBnMd93ofjOmOFaPlde3+3bkhffTFZbNXfPcI27SBOLuhfJKE6Bb6oWlp3HmV4RSDJO66bXCI5R2WDPdzPotv1Sw40a0/tIBoO+9LyKMGsE3AkRgMuuM1MM8agxqaDiLPF0wzU4EwdDyoOlF4m3rhqjHBkD7WLNDNfKXLHjn2a4BvRl4ybmbkB23rZgsvMte74z9CZdWvSjxmhfrPrDvhYD42a/6X8vLyTZeUTPt18Mx7idS5J6pcgoMfV8+0jFd0JCQkLCpcAizwxLIg2UqFf21tlmcvHn55vOcQ9+KSEZaM1Zh+0tnL6OPFOmGLioc1ecS893n/nmA9lN3c52jJ8K3fPdMd/ri2O+c1Zg+xNL3OE4lMU9tN6asbN8WwCx2h7zLcjO63a4+Hup4cjnO7dzitZbbfoFUMwx+AUil133osYChaFruDbpkIKyc5n5dgu9dd2gjGzL4cVexaT1pc98C7L7EPyosFDMnX98VnYe6PmOLb5Vv3gP9Xzzz9L+xH49GuZbMJkUDdcCcX4c/rnxjeiUpyqgz/Z7vm3vuL9v7jHQvqXiOyEhISEh4Z7ComNf2rYV2SUeNTa1MPN7BPWA5Bx2+i7B6QWcWbzkmTKFxFy3b2JtL0q27fR8zyzwZdk5Y77vYtRYmVv39rNu+8SonieU0hMjm67vlitDrMMx68md0PMdMlyj/zdOzwFWjuLKpvbD3k0oVqhS7Bddp7PK7fv2c9RD8CW+XHZt3br1Z0OTgVu5nStZdi4arnl59Osq3nCNs/jryrLbpddfHGpLkOA7xfdyvk3BD+cz9Hoh9HzHTpoA5PI/XqDSZ7miiu/fGEzUWKeK4d95ekKk3/IADN8L/r3VtG5EWpllRo1BEDPMuwkpy3wHZOfCRMhlxz00dEhISEhISAiD2BfTY+axc1R8byIHvxy9qLEJA7FdgFvwzPvpLzIrLZ177MuuILmoAspl57dkvnPLMHNZ7Wam4dwcLPLcmNwR830ROd9AJ9XtmG9+fSzz3Th9xzHgsUVS8c0ZYynjmT5fN9NjmO4mqC8d6FpSlJ1o8pnvWM8AU3wyxYV+XUF1p4izk9I6867/GZgTNebJzgckyz7LOinnm01sSsy3TRnojj8mpi3PHFOwvts5vW4/47idCz3f1STZed/tXCpQAZ/51q9FG64Zt3Nivu17pTchAsTJ2mnTZp8ad9JAqwr8Y+uz9ZQTb49J3p7UAnDZkYrvhISEhIRLAXJ3DeUFc7nu5NgdkuU6A5LdKwJCcI14tmOEgfmSbpLiXqTh2pTe0NA6gD7z/VIYrpF0d1M3F5rzDejztenYbX58JWO+Q89WCNy0S8ppdvtdSZ7qrkMXJ5z5nnhgdwGZ8lUxmZlo6jHfTWTOt5dXXTVNJ/tVfWlwoLADbBE/PWrMk50PGq5plpUKznU90+2cTe74kw+G+Y/q+XYLRP/eo/Pfy/lmxmJODFnTOj3hMcfk1adoGoiGa5Rjz/cnvvjumG9B7bMoVF92HvEM0X1CEy9N66rIJFVA2/aPTSkvaiywUcl5/rIjFd8JCQkJCZcCiyLHug5HEnHGcGrxZKPGLgPzPW+/JQfsqSAp7sUZrsmxO1NAh+b0fHeGa21LUWt3z3AN0MWMMVy7oOK77NhCX8Kcc+bbPFuxZlrDPd1yFJnHfOf6M8ZtewefOz9qLM8s8+3HjcUad/GIN0BPfhjZtCA7D62Titipj4NfQA6ZddGzQuqQSbJz891qjbzKPLMu+91OkPFazOShL7n2zf5swa/fbztXbtoXXhAD/Zi8mGPq53zLsvMi7/d8x97idI6m5HzTBE5w3z0/AV92vigycy0I0rH1osYC2/R/W18OSMV3QkJCQsKlwNX9Es+crIyUsBc15rhtz3M7pwHZlNiZXYDDXGzpAu7//xRQ4XhRjtVFlpmB6HkarpUdK0xxX7GS2m1hipqqsVFjFyY712xh3bqFXMnu/Tk53/Q8mn5Wz4Gb90rTMs46lM2Xp3/vGvyosTxT5l7vu503kX3LLvO7qhqzzl7U2MD3ERWrU59ZYi4JQ2ZdVGhTsaeZ71jZebf+1noKuLLzaVFjep3K9DfrfXfvW1oFXTM6TDq0Issc5ttO6MZPOvUM1yBPgJR5ZiYHJjPfpue7b7gm9XzHOO2byRDT8+3mk1N7CsdQz7dpAwtsN7mdJyQkJCQk3KN49f0H+NBzd0yR4g8GtEuw/v+phVnuzc43EYOYXcJ5RY1tuw5TfF8U881k53O3YaLGcl58a+b7PR87AQC85sbhlnsaB17UnG3IcO3imG/KcZcmWqq6NYPuKcZTNKaWzNoyVqTUgXUXnXlVTEzSSwUeNUYScGO4Npf5Jrfv7n5eVbUpaI3snBX8Y7LzOYZrvOd7SHnAJ4no7zI255sVXxsmLS+9yYdJhmudeSDB5ny7ExE9J36Snffc0mnbUYc0YLjW3/cis6aKU6PG6D5a1/0JZynn2y+kJVhVRUB2Huj57hffbtRY6PZLOd8JCQkJCQn3KB6//xBNC3zgmVMAfWm5UsqwhrOjxu5R2TkfMM/vhWYO2DsqO88z1v84t/juRolL5ipOTvrv/OgtAMAbHj7eck/jQIUTZ75ji5qpKHLZrK5gEwCT3c4Vj8PqtwNwt3Maz/vXLcsU6rqdzAreTXCWmCYvlkZ2LuR8R5w/3+17tbEFrZkM5LLzwHM9t/jmLQFAv0DloOKbJgrmGK41bWtN5bKsN/lgM8DH11t67GzP7VyIagPcnG/JLT0+Yq8vo/bl22Zfc7uvU6PGjOHapv9sLXLd8+1ntY8pB+jWtMW3l5aR92XnTdv29ll1hmvtyKSZPxHyckAqvhMSEhISLgVeff8BAOC9T2t2UvqxJ9O1qaZjUq7uLvaehuAb5swBH9zPZr4v3HAt297tnAzX2CCfopTe+ZEXsSgyvPr+u8R8F5z5rrEssgu774pMmUJRMuhzpN8TmG/7zNjt2Pd50Sq3ixDzPZUVvJvg8nky7qKJplU1j/nmigO9Hlt8+wXSsOGacpaJBRVPfL+BviGe3obHfNfTo8a04RpjvmnSx0SNxRuu+RMHPmuesYKf/+V51pLsfI7LPyHU810yZ/XZUWOBnu+2Re84xlbtM9GN91sXMlyTZOcte27HosYS870jUEq9Uin115VSH1ZKrZRSTyqlvkUpdT1y+fuVUr9bKfVPlVK/oJS6o5R6QSn175RSX6WUCh6/UuozlVLfrZR6Vil1qpT6L0qpP6iUuhi9V0JCQkLCVnisK77fc/M2AHmgZGXP037+iC3gxfe9KzvfgZ7viyq+lS0Atj1O33BtUzd450dv4/UPHt21ArA0hkq6+OaO/RexLWkQz/0OLPM9wXDNK675QJ6/H5IVUwFvo66mHdfdQC9qjPV895jvOs7tvMzteQeo+Kaeb4H5DvZ8z3U7d6PGmgjme13XZpImhqHW27GFsNvz3RXfXfb3ZkLUGHk0EHpu5wHm27qdZw7zXQn37uAxZf2eb0maDWhlCX1n0SKxKgW6ppLap/TUCECcV4ltaaD99qPG+r3kUoa5jRobNpHjyoeXC3bwK0xDKfVaAD8N4CsB/ASAbwbwXgB/AMCPK6Xuj1jNbwbwHQA+A8B/APAtAP4xgE8E8NcA/EMlaECUUl8M4EcAfC6AfwrgLwJYdPvw97c5roSEhISEi8EDR0scLHLTlysNcEl2PpW5pVU5xfcOMnAhuDLimcy3wIZOBUm5L9Jwjfoc5xqSP37/AV77wCFe/6CVllP/5Ds/8iLeeJck54CVmG9qnfN9UWZrQCc73wi9o5ll3+sJ7CPQdzP3nztepIRYP4p9Mj3HOzjppZTbP6xl51v2fPcM12qnFYJnSQ8pcc5Ndj7Ayi7IHK1qTSE5WXbuuJ0rk1FOhe+kqLGRnO8+uwvn9dxjdxtBtTF4TF5MGyAXqIDLfNsosFjm28v59uThAJy+75h2KZoz4aoAd73KObf0Gb+cyrpWjLaTpIcc1gtzLQZ361KheKl3YAB/CcCDAL6ubdu/QC8qpf5PAH8IwJ8D8HtH1vEuAL8OwHe1bWsuq1Lqf4Yu6H8jgC+BLsjpvSvQBXsN4G1t2/5U9/qfAvADAH6TUurL2rZNRXhCQkLCDkEphcfvP8R7nw4z38QcTu/57pjvQB/crsOVnZ8H8z1vHRed851l1rl47nE+eLyH7//6tzmvLYoMz9xe4/aqwhsfunvFN5fznjG364tAEZDsZ5nSxaXDfMcX35zZlpzMe8y3YNzEndZ3cdIrz6w5Wd3oc7YccjuPKiD1ZzaC7BywxY3eZliJQwzo1K+rsOx8iPluZhTf3fpbbbjGo7AKZho2xXBNF8984sBlhn221fazo9uuEpnvOe0WhKbpF6iAfsZvn1UArNIg9han/VkLz+3C3D98EiGe+a75/dzL+fYl9f37S3UJAEMtEc72kuz8pYVS6jUAvhDAk9CsM8efAXAC4MuVUoNNV23b/kDbtv+CF97d6x8B8Fe6f77NW+w3AXgAwN+nwrtb5gzA/9L98/dFH0xCQkJCwl3Dq+8/wPuf1YZr0iBxbybzLUWNzWWQXwq4UTHz9vs8HNMv3nBte2m8hDLPcHulB8h3k/nmPd931vUFF99yzzeg2W9yQpfeD8Fhvmuh+HZ6wjVD5j+3RWYH8cBuTnpx13Zyh97a7dxrdeGyc8AtjgcN17yCMxa8uAdGZOe53q9N3WBVT4vjc3u+3XOzYDFckwzXvOLZSNbJ7dzL+TbS6Ixk5wHWP1YOztoQCC3kCRCt1vHk75HXykSNkexcYL43nvHcaNRY9z5NBLR+1Jjgoi73fFPO9/B5M4Zrqfh+yfH53d/vFQrnWwB+FMABgF+6xTY23d8qsO1/JSzzIwBOAXymUmq5xbYTEhISEi4Aj99/OGiOM7fn2I8aG5vN3zVwFni+2/l5FN8Xb7hm///8tsEZx7tZfJus46rBqqpNQXcRKHKFs4BZXZHr3GQqgGJVBU6UmCB5VYq5nQeKUp0V3k42o7qb0IWq/n9qSVnkGZQCVl7xHet2bphv43ZeOwWtz3yfd9SYL50eMrzj9ykx38vInm/f7ZwX10Xn2A1o9lmpyKgxz+3cytm7c+FLq72Whtzr+Ta/KVPaLXqGa/I1KFmsGW0yJNHuLeu7nbNT7vfMA3FGoZk3MeH/1vH9Jcg9313Od9N3QufgyoeXC3a1+H5j9/ddgfff3f19w5yVK6UKAF/R/dMvsoPbbtu2AvA+aLn+a+ZsOyEhISHh4kCO50DA7bwrXrZlvrV8b+5e3n34zMUcODnfMwt4cju/qIkLvltzJwgkUHFxZa/Aw1f2zm29Y+By3ovu+S7zzAzifaYqz7SBlZ+XPAYn/1qSnWeedDpQfDctN1zbweI7U71CWCnd933myc5jmW+bc63X62dn50o5k4FBw7ViXvGdeeztUNQbz/kmljlads6Z76Zx/CRKZu61qdsoszWgHxXms+Y9wzXv3vIdvbdx+SeEer51f/qw70EI9BzanG97fkr23UGY1/Pty87diQn6bI/5zqzh2tA2/cz6lwN2dehwtfv7QuB9ev3azPV/E7Tp2ne3bfuv7/K2ExISEhIuCI+zCCix53um27mVxumBTN3eY27n5xA15rLK2+V8n2dhzHFRzDcN2t/08JVoVuo8sGA933c2Fy87D8W0lZ2B1Zyeby4r95fLGTNeBSSxtI5dNlzzo8ZocmqvzAPM9/jzQ+ug7xxfdk5u0rTNEKNJvb9THweeXU7bAELM9/yeb8WKr03dOpODZcaY77qJnvQrcrcv2RanrgQ/6Hbe6/meJjv3JfuAXKACemLPup1P6/k2zHf33PLbSur5nuJ2TufEj0jzneT1fvfZerp//J5xH0l2fu+AruLkK6WU+joAXw/g5wF8+XlvWyn11Uqpn1JK/dTTTz89Y/UJCQkJCXPx+BjzvZjX880dWZum1RLCHWTgQjgPyXhxDuug4vGizh0n9c+z+KZC4g0PH53bOqdsl3K+L9btPDM9336RQz2wkxlA5RbfUoxYHPM9zXDrboP3+HKZ7l6R96LG4nu+qXhiPd+s7YAXx0PrNPFaM9Q+UvEtrWbJmG9TfE+Wnev7vGQbKAsrH68izxsguJ17bLxSyjl/vtt5sOc7dtJJyVFjouFaZvd1qq+B6fkWFCtSz3cTMWlse771v/2WhjJ3Jf0hkzjb8z2cLW6K7yQ7f8lB7PLVwPtXvM9FQSn1tQD+PICfA/D2tm2fPe9tt2377W3bvrVt27c+8MADU3YvISEhIWFLPHxlzwywpIGS6TmeKJvmzLd1xt29IiAEGmwC59TzPVd2bgzXZi0+ios0XAOANz58ZeST5wsu5z3buMXXeaNkPd/+4L8g2bnp+Y5lvu2gWmK2eV/xpm5EMy1ahoqIHay9nagx3pKyLDNzTglV5+g9BmKAK8N8167s3Je6j8jOpyo2OLNutqHk9fBJovVEwzXe86vZbdbznVmWtWqa6JYZX3a+8ZhvwC2Q/Qz5UM/3NrJzn0E2+8pYeqo/o4vvboVizrdQfFeC6aEPvxhuWvfe4jJ5/b68z6bnux3uM+d+KrdXFT724tng/l0G7Grx/c7ub6in+/Xd31BPeA9KqT8I4NsA/FfowvsjU7fd9Yo/AW3S9t7YbSckJCQk3B1kmcLj92n2W+75nul2zkxohiJ3dhl0zHMjuM6T+Z67D2Pgct7zlLZT0XM3Y8YAdwB94cx3lgVj2oo8c5jv2CKIFzhN0/YmvXiRcraRo9RyI5/d3efOiRpj7OJekRtWkhDL4IrMd092zlQDQcM1klpPOSKYeDnCUL8wj8SjQjDGlRxwe343nmu77vkm2fkE5jvLHNm5Kb7ZPmXMFM2y+pb5rrxeaWAa892XnYcM16x7+NQiXymdh25l5/3ie13xQnncKJTetu797oQXbwWgdQJWFkyg+3Nsm3TfVk2Lr/k7/xFf9h3/fnD/LgN2tfj+we7vFyqlnH1USh0D+CwAdwBEXSGl1B8D8M0Afga68P7YwMd/oPv7RcJ7nwvtsv5jbduuYradkJCQkHB3QX3fUoG3P7P4s1nHjRlsXFTf8kWBDyznwJWub5fzfTcM185zG4/ff4j7Dhf4uFfc3eKb2MNV1/N9sbJzrhrw3usG3FN7vjPGagWZ724c7zO7/DP6fdkMbhdA8nq/JWVPZL7bqMkLKp7qpkXbtj3DNSdqbMBwjeTfk93O2YQCoK9haB3b5XzTxKZmvrlcnRffvhP6EHTUGHc772TnbHluWGel0913ZN6ZhXk94bHfe9zrgNC2sut3yZjvqT3fep+U+GwsClcxAsRFZNL1aB0lh6t64hMbhq33dpruz9CkA4GW+8knn8WPvOtpvPfpExPreFmxk8V327bvAfC9AF4N4Gu9t78RwCGAv9m27QkAKKVKpdSblFKv9dellPpT0AZrPw3gHW3b3hzZ/D8CcBPAlyml3srWswfgf+v++ZcnH1RCQkJCwl0BOZ4Pyc7nyKZzpaWMU9mJXYFx8p3rdu4UZ7spO8+8QeJ54Qs+/iH81J/85TjeK89tnTEwhmsd832RhmvlgKEeDbjJ/GsKAwjo4lBiTjMmS9eyeoH5ztwiYhefO90/jF5LyrLMeznfG8/ROwSTsFBbNnnhyM51YTTmQVEYw7XtZecxzLeJGpua8912Od8O823l41p2Htvu4BaIlWG+3e8wHqdFrwHM44NaJozqImrzxumbI9TzzfvTKZZrSotAkSlTAI/JzuuRQhjoG675zLXfT2+Yb2+1tCt1PdLz3S34//vPHzav/cLHbg/u472O4qXegQF8DYAfA/CtSql3APjvAD4DwNuh5eZ/kn320e7990MX7AAApdTvAPBnAdQA/i2ArxNu6Cfbtv1O+kfbti8qpf5H6CL8h5RSfx/AswB+HXQM2T8C8A/O6yATEhISEs4Xj98g5lsovhfzc6Ypu9WY8+wgAzcEGuTMLV4cSffMwpaY77lu6WNwejrPuUh7KeTONIA+WVVoWmsYeBHg19R/diheaKrrM0nG66ZFXbc95pAbsoVyzE3xXTVmmV0DscR+S8oiz3CHFd91VyjHMKglk9uvhIKWZL31iBJnbs53JsnOA+tYcua7nsd8N02Ldd0456bIM1PMT5Gdc8YcADaCYoN6koG+7Jy+n+qmRZmDqZ1i2y3ccxcyJbP7qtUNYyyxBD2Z2k8pEIvvZtxvwLQBdLvvTxqUmet2HupTp3+P5drTs9K2wG/59Ffh7/3EB/Guj97Cm191bXA/72XsbPHdtu17Oub5z0JLwH8VgKcAfCuAbwyYpfl4ovubA/iDgc/8MIDv9Lb9z5RSnwdd4P9GAHsAfgHAHwbwrS3X4SQkJCQk7BR+6RP34Ykbh3j0+n7vvbk937RMXe923vAQaJATw7pJcHu+t4sauyuGaztYpE1FnumezhfvaBlmLJs4B6XXD8tRdDLeqmOxYicicjOQ14W7vxyXNq82jXh8tvd5d5nvTHUTc14hXOQK1RmXP8tu8hK44Rr19HJlADHTYx4UVnY+6ZCcnnKgk52PFPibqp3sdu4z3/z7iU9eVE0T/b3ju5VrMz/lFJFcGk4Tqj7zvam1D8FUp33fcC1kSgbAuLtXTTsrwtI3kTPrNaoZ1zhu3O2c9tky3/x2LTy385BUnv5dNU1U1Nh9hwv8z7/q4/BP/uOH8O6P3hrcx3sdO1t8A0Dbth8E8JURn3sS/V5/tG37DQC+Yea2fxS64E9ISEhIuIfw+oeO8YN/5G3iezbne/oAngx6SHK3i8ZPQ/AzbqfiPOLKjNv8RfV8n8MEwa5hkWd48WwD4IKZ74HrS8WMNguLP6+8n7cR+pJzZU2vzqoa9x0ueuug54wY1V187LKud91vSSmyzGEJqYiLmQArWFFGpm1uz7cuiP2Mah9UhE197ikqijBkuEaTROu6ntHzrf/qODmf+VbYnDHmO1Z2nivDdutl+076pGSiY+P70s8Bn95u4UxcDDDfZpKl1s/I1K9Gfk74b9LCTIiwQrkZPwYb/RaSnbvn1h6bu17FmO+hr4y9IsNDV5b42re/Dsd7JV77wBHe9dEkO09ISEhISLgU2F/oUcBs5ruxsvN7jVm1zPe8otRhlWdHjV2s7Jxfk7n7uGsoc4UX7+jie6+42JxvQj9qTMt4Y2SrHNbJWpafZqzv9mxTi8dHz+q6CkddvdQgCbPfkuIbf5ne44j73xTfdWsmHqSosTElDj3vk6PGWD8+oJMehhjMRSefnio7d9zO69Z8R9O+0+SFdkKPNFzLXHZ2I0jWM2a45svOaXKkMu/rZeIj9nzmm/qiBeY7t5NLvrlZDEI57qVkuNa2WIzce7SPNTt2V3buM9/ucgQjO6+Hme8iz/Djf/wd5vfpDQ8d4SfeFyNuvndxOaaFExISEhISIrBN8UcDKp8luVdAhel5uJ2XOyo758zPvTY5EsKiyPHimZadXyTzzdlYn2Ekw7XYmCwCzwyWCnfuOL2q5BxzGrivI/OxXwr4/dfc3NCNvIpnvh3DNcN8C7Lzerj4pms59ZmTZOdD6yhz5RiuzXI7bxojw6Z12qgx970h+G7lm7rp7Q8vkH23c97zrf9OY76zzD13Q/ndpWG+m5k9390+e8uJOd8DrQME63ZO++5edzq3/XPnrscYrsVI3dnCr3/oGB9+4Qy3OrXPZcQ9NnRISEhISEiYj216vmmwRgO6i2JvLwpcCjsH52FmtncPG669VFgw5vuic74J/rnTDsdtVFQRR8YKK8ktm0t/g8w3GY9VwwzaSwnNQqPXklJmChvOfDf9vOkQlFK6+Gxa1vPtys7rdtxwbW7UmCg7H2K+ixyrihmuzej53lT9nO+qni4755J9QBegotmfZ7jm93xbp/VpPd883x6whax0+grGstfNsDO4BNpX/ytV6vluGrd/O7TvQNjt3C/qDfPtrYcbrk259d7wkI5zfPcldjy/t0YOCQkJCQkJW2Bvi57vftTYue7ahYMGZ3Odys+j5/tor8BrHzjEax84nLX8GLJz2Mddw6KwPd8SM3xecGKYerLzznCtaSdNnPCBvMSAUd8ycG8z33QcfkuKn4lM/x97bxZZhrphbudeTrXksO6DWPZt3c6HDNcALYnf8JzvyC9I7na+aRpnYoL3zG+mGK4xszpALtzzjMnOe8y3VR0A/eI85pgk2bm0OI9pa9txZjq0vP9sLQTmu454fmk1fGLC6fn2JiYM8531n20AnUlj/DG94aEjALjUpmup5zshISEh4WWD/W1yvnM9WPMHavcKaOA6tyil5TM132yuzDN8/9e/bdayMXCihHa0UJuKMs/w0RdXAC6W+eZS6B7znXU53xPinvR69N+6KxL3yhHmWzg+uu82dbOzrQR+/7V1O/cir7r/j/VdKDItuzbFN5uc8E3eglFjxUzm25NODxmuAa7svMhUvCM+a02o6taRli8KKzuforroMd9N25sMyDObId5zO+/1fE+bNPEz0kOmZIDbXz7H7Zz22T/fJVOM8P0Yu/Ws7JyKa29Sk8nk9Tr168Ge74k+Ea+6foC9MrvUpmv32Lx9QkJCQkLCfFw/WGBRZKKr8hgo67iZyILsCmh3Y02LfGwrW78b2LavfRexKGzcklScnheGZefK5HzPM1wLyM67vuK2bXG2abAn9AnT7bqqmp2dUDFRY0LOt+R2Hl1Edsz5qrv+vOdbKV1M+WZhPkpjyDXliATZ+Ujv7oIx37H93rQdQN8jvis5Gf0BZJoWP2kBWKXBpmpk5jvgdl54Pd/VyDn2kWeeaiBQoPJtUc/3VGM8+j7vJQlkCkr1e75jc75pMS07t+8vWP48MN7zXdXtpGPKMoXXPXiEdyXmOyEhISEh4d7H1YMSP/RH3oaHruxNXjbzeix3lYULgQZdcycNto0quxvI7oF9nApejNwt5rsfNaZ7b6umX8QMwTXT6hdvWabZW+PmLRwfFQObutnJmDFAihrTr2vFgJDzPUE+rXO+B9zORyYDyfV6stu5LzsfkUSXeaaZb8HcbGw7gN6W72heMsO6qsvqjoHPzlaNEDWmeM53SHbuvh9771MsJSFUoAKMoa7bUVM7CWXgO097BmS9nu+xCQQb/WYnJvhz60v6QxnmdK9UM47pDQ8e48fe88y0he4h7O70dUJCQkJCwgXgkWv7s4qzIstQ160ZkO0qCxeCH6MzFb4kcxdxL0wQTAUvZC6S+c4vgPl23c5l5rtuNOsNuMUl3zage2J39bpmxEJ78uIiz7y86Xi3c0AXVlXNer4lt/PIqLGpsnPODANxzPeamO8J1ZbNldaTE6VjuKbMxEw1IWrMl52v6/6yPOYubLjWOOuZlPMtMN9DbuebuumZm0Vti2TnwnILr+2hbsfbRmiSxuR8e1Fjvqog1M9uc76nGyW+/qFjfOTFM7xw53I6nqfiOyEhISEhIQJZ1yPY3KPMt40cmsl857sv6b6MzPfiLjHfxYX0fA/LzokhtG7eY8z3bl5XEzXmFWll7jLfU9zOAe0zUTWtMTFze74Rx3yTIdfEEb/y+pbrZnjCcUHM91TZeWaLvcqTlpedyz7QFeaxRnWG+bas+aInO2cFZm/SxJVWm3McLTt3me8hwzXOJI9lqUuw11cq7FXPcG00aswrvltPdt53O5czzLnsfOoxkenaL3zsckrPU/GdkJCQkJAQgcKXee4wAyyBBlVzM7qtbH13hw6XteebsLe4uHM/aLjWFUGz3c47VrhXfCtdmFOOtdTzTcXYTjPfmZt9bO/DzMub7pjvyOMou55nMznBzo/qVAOjhmtbuJ03XgE5VMAT872aKDvnjvg+813kNt5RmrwJwUi5G+oX7zulO7Jzr/heeLJ1e47j49Pa1jUtAyBmjdG9sKnbzu08ahP2OAaY79JnvmMyt72eb/+59c3oQhnmPGps6mP7iqv7AICPdUaTlw27+wuakJCQkJCwQyB33HuV+c46A565cnkaeM6Vrd8NbNvXvoug861UfHzTHAwZrpWZ6pi5ZtLEhp/zLZlC1W2LswFDOdqtzQwG7W6BJhF68mWvCDRRY7Hy6a74JNn5wuv5blnBHzRcmys7VxNl5zkzXJshO69bPbnDe7MNy9o02nBtYnxZzSY9/HYZ7uZOhaZRLBSZWY6vJ3bC1d/+YM93YZnkOW7n5YCiSffhe9dwzHDN6/n2TeB4+gD/nL9W3ss/9fuYDFGfO02y84SEhISEhJctKBfWH6jdK8iVms16A/dGYXsv7ONULLo+3/0yn2yaNQVDzHeeaeOrakLcE8AkrE0nP+0x325xKfZ8E/O9wznf1B9tJuaY7BxgrttGdh4pn+5yrkkZwIvaqbLzqadO9fqWIw3Xqka8jiEYprVue3Fi3IxMm6bFnze9nGW+e1FjjPn23c59abXp+Z4gO+frHer55j3UTTt9kqQwbvb95ciBntCMxMXxfaRr3zS+7Ny9pw3z7V1y3vM99Xvr2kEJAHjudD1puXsFqfhOSEhISEiIQG7Yv3sz5zvL1FbFi29GtIsw+co7LI2fChrsXqTZGuCeM//8lbm99+f0fNddYSox322LQeY7N8z37hbfNIlgvhu8+9AUcUZ2Hs98a7fzGkWmHOZXKTdbfLzne6rs3O/5jjBcq5pOOj6d+aYJGIn5ruqm1w8+BL9ArALMd8jtnJZfe+xu7DnM2KQTX15kvrnhWkRPto98kPnu93yPHUN/4sCXnftu5/LvoZGd19Nl53tljsNFjmdPUvGdkJCQkJDwskXexQlNHYjtCvTgff4+m8L2AqXP24IGrpeo9jYs4kWarQGe4ZrqF8nEfE/K+WbyW2nZPHPdzuXiuytOqt2OGmtb9FpSOHML2B7ieObbup37bDJ9H40z39S2MLGoy9CTnQ8arhWapZ+e863/Ul97IRR667rp9YMP77vbl7wJRI1Z2bl7Dhc+803tApE3IG2KF7CAfA1s8d32MrVjYKLGInq+q4ioMTNx0F16n43nPer8c0HDtRmycwC4drDAc6n4TkhISEhIePmCWCgbO/MS79BE5JmaxEhJywO7zXxzo6vLArpm3On6IrcD9HtbjeGaYFw1BG6m1Uhu58pzOxeKNlrHLsvOM0VxavrfVnbusoQUOzYlr5qYb98JPsumup3PYb49w7WBwq3MM6xm5Hwrpb0oiPnmk3sLxmBPKeI4Yw5AZONp4gdALyLOl53X3fWLZaUzdt8DYVMygBuYaWXJZNk5tRWEer69nO9x2bn9LP3lu+Q7yYf62S3zPS+l4L7DRZKdJyQkJCQkvJyRKYXn72zwD37yAwAuXgZ83sjUlrJztfv91Jey5zu/S8w3ZxwFwzVAF0jTmG/9l5jvnuN0pgf3w8y3Zdp2tdWDzLuoyOY534AbeQXETw7pqLJW7KPuxZuNGq5NOSLq+bb/HpMsL4t5hmuA3nfb187vQ2ZGtkXOd1W3vQkPHXOn/98UkL7hWmWL87kRe8CI7Nwc49yeb/rO67+3yDNsqmk53zZ3ncnOueGaUXOQ7Fy/7u83/TOGbZdw/XCBZy+p4VrxUu9AQkJCQkLCvYAiU3jv0yf44LOn+Nq3vxYf/4orL/UuTUKeqeiIIwlZppCpHWe+BySY9yqoELjwnm/HzMuTh3cD7rNNPa0IYZnBEqsXxXyz7e3qpAr1R1OxSgVK6RUq1u08Vr6cYdPUouxcnzsWgxVYJy03VQ3Sk523w8xvmatZOd+AXq+RnfOe7249dzpPgPicb092Xje9wj1Xtjg2ioVAz/dU6bTfN02nUfpaKgt7j8QYovmgYxVl54Wd1AD0/TnG3iuPtW+8614G3M7DzPd0KT0A3HdQ4smbJ9MXvAeQiu+EhISEhIQIvOPjHsLeIsfXf8Eb8JoHjl7q3ZmMTKmts8mLLNvpnu/EfM+Hk6/cY771Pkxlvnnkku9kDdhe6TuDhmv3QvHdRY158mUqeHnvMYDo9o8yU6jqBqtNg2Xhyc6VZmzHDCBfeX0f/+8v+SR8wSc8NPGYPNl502Lo68PkfM8ovnOlrOzcKfT0/99Z9wvzIZjzbmTnbd/tXJKddx/xe77reqLXge8YHjAl8/d1Ts83LR+Snd8+q8y/q6YZnZik46RLX7fupJk/sRHqZ+fS+9Tz7SIV3wkJCQkJCRH4rZ/xGH7rZzz2Uu/GbBTZdlFjgB6Y7WoBBPTzlS8DFneL+Wb3hj+Qp/N6tmmmRY0xBlAahOdecbUn9LXzZXZVdm6ixkI53zONu2zOd90raHuy88A6lVL4LZ8+/XtLdWx+27ZQnZv70LO/yHOzr1OixgC970Nu53R/xPfK21YF/befT88nF8x1C/V8T2SkQ1FjsuGa3dcxUzsJRnYeMFxbs95sn8WWQG9b1t6PGnPPjWH1A+uZEzUG6J7vW6tqsnv+vYBUfCckJCQkJLwM8AmPXBGLmykoMrXbsvNukLerRdocEAu37bUbAxUB0vWl91abeprhGut9lVg3ev90TbLz/gQD359dnfihQtXvv+7lfNd9U7EhFJ1btSg7zxTqBqNRY3NBx9C2Wi7dtMO9uySfvr2qJvd8Z4q5nXMFRvf/pIyInrTo7lG6HjpqbID59iYwuAM5vT+v3UL/O2RK5m6rQTun53vAcG3B3M5pX8aOw7qdM9k5dzsP5Xz3er4VWz76cAyuHy4A6KzvB4/3pq9gh5GK74SEhISEhJcBfv87Xr/1OvJc3ROy812eIJgKGuxefNRY2BWb3ltVfQZxCFx62rT9ddP7tvju31u8qNjVy8pZPsDKl3s531PdzjOFqtFRY/7kiy87P+/i27hety0yxDDfev/ONvN6vsl0j7OctE4qvvPoSQuSRjdo2xabpnGM3GibfhSYMVyjnu9qXs93xiad9Pq71wfdztvRLHUJY5Nm1rE97j7xJfM+Gx/M+fYuDd/MnHvzvoOu+D7ZXLrie3d/QRMSEhISEhJ2CjvPfF/Gnu+ODb542Xn43NFrU+O+uFO5tG6qpU7XFRZFJrJ3hVN87+Z1tXFoIdn5PLfzIsu6nO9a6Pl2Zefn/VyajHbKwm7Hc74JU2XCuue7Ly0vfNl55DFyB/G6adG2fbWBzkl3i2+6jkopp3CNiehy1s1c/vn6h93Odc/31Ft86DuvZG7nY94A/vqo5cDf737O93DPt/ReDK4flACAZy9h33cqvhMSEhISEhKisOs939klLL4N8724aMO1MPNdClLgGNiivRbXTQP0k1W4T5gP4nf1utJ9t/FMwxYeS0gFSyzzXeZK53xvQlFj8UXVVGRMdg6Q4do48w1gntv5pj8xUfqy88iinowl66ZhagNBdk4TC50huCuvzhzFwpR2C6P4aIcLVEAfe56p2W7nNkpOeG4L2/NN+zIuO9d/ySTRX7eNzxuOGuOna076BMnOn7+EWd+p+E5ISEhISEiIQpFl0YXDS4Eh9vZehTFcm1jQTIWJLBKZ74z9/3TZ+Vpwsubv39lUQWb/Xuj5NrFKYznfjVYOxDKBBeV813LPd9PcHdk5MG46xgvuOW7na9MP7xbAwHTDNc7O0np7Od8sx1ySTuvi2xqyTfGq9HO+Q6ZkhCLT13lOzvcQ8817vk0hPXKfKKVMjz8V1nzdvtt5qJ+d3+Nzbs37uuL72VR8JyQkJCQkJLxckWVuIbZrIIZll6XxU2EM1y6a+c4oD1pg0Pjge4bhGhXfIbfzQeb7HpCd0y768vrCFIHW7XzKvVlkneFaIGosxu18Lni/PtBlRA8Zrgm92rHIGfMtuZ2TJ0C0XJ+xs1UdYr7RN1zzmO/1TOY795jvkCkZ39a2buci8+1J5/W+xe2/Lr6JsWfrZJJ+YID55sX3jHvzWic7v4xxY8lwLSEhISEhISEKv/Mzn8Dj9x281LsRxOXs+b47Od/5APPN5b6Tel+7AfgqUHzToPzOur6nme/cK7Kp8CiN7JzczttJ/dDWcC0UNXZxbufGNIzynpsWQ7vO929q1FiWASeG3bbLEst6tpHbFkKgz1VNyxzm+xM/VnbeP4eLXDn90nMM13o934HTUnRFsh/rFQPbLiK/55v9xRxHprSTvpRPbpjv2jVc82t/vpk5k2bLIsfhIsezJ5vJy+46UvGdkJCQkJCQEIWv+uwnXupdGMRlLL5pcH3XDNckR2aH+Z5ShOi/QcM1cjvfVMEotXsh55sktlToBHO+m2k56UWe6aJJihrrsrcvWnbexsrOt+j5zhXv+eYFsOt2PqVXHnCLb3/SI/MM15RypdJl4Uq2p/Qtm6gxT9Yeajco8wxV0+hzfI6yc2LUW8ZixyiXsszmgvPjAZiao2cmF2a+5/R8A7rv+7kkO09ISEhISEhI2E0Q4zRFIrrruFvMt2HQhAJHyl6OwbjsXP89XfXdvP118M/vGkKyc5Lo2pzvafLlMleoKOd7LGrsggzXrOx8OOd7m57vLONu533mm3q+o/PRzXlvgiZ3PvPtnz/e8z01aow+aw3X9OtB2XmmsKlbNM10Z/DSKFb654auA0na9efG10kTOxKrrZTqetS7mYVAPztfZu7X8X2p+E5ISEhISEhI2F2Y/sdLyXxf7JBNG4HJRZxbAM/o+a6pZ1dmx07XdZj5vgfczkOy8x7zXTeTDAvzzDqay1FjYFFj53t/9GTnUwzX8mkTRXQsgGy4drqZFjVG91nVtMF4NyowAX2M/ncG7/mum2kRe3TL0vpDpmRmfzt5uHY7j96MXrY7Lum2Ktn9N8UVP++uRxNQVRS8l5wmFgLPNjAvagwArh8sLmXPdyq+ExISEhISEi4FTNGzo0XaHLz+oSN8zutv4JNfde3Ct1VmWVC+SphybqlwJgbRH/gbw7V1FWS+s25SQFp+V+DLzukcmeK7sQzqFOUAP++S23nNmO/zFnv0ZOcjzHe5pezcLMsN17qDOpvIfGeZQqa04mATNFxTTk+2f1svWIFZtxO9DszERVd8034FZefkdj58jiXQ/SRNONIx8+I75jh8t3N/n8qMOcEHJhbORXZ+UF5Kt/PU852QkJCQkJBwKTAUl3Wv4speib/1VZ9xV7ZV5EpkUOeanvmyc7/wjGG+AT14r2ZkIN8tUHFB8nIqhEomfwZ0EVROqJL5ee/3fHey84syXPOzqkek107RPDGOkBeODvNd2PsDmHaMRZ5h0zSs51uQnTO3c1l2bpnvOZNOXLIPhKPGaFvz3M6J+Q4X3+u6mXSfaMVFGyysiy5/Hgj3s7uGaxEHIuD64QLPXULDtcR8JyQkJCQkJFwK0AD0vPtfXy4oMiUO/nlBPs1wjWTn1PPdZ28BXaTsBZhvvdxuX9dgz3fh5XzX05hvzvQuy2HZ+XkX38Y0LFp2ztjrqcw3+7h7r80zXNPLKtR1a4pE0XCNs/qC7HxT2es2pSg2kn0mawfC8mvrdj5d3TE04bgwzHcblJCL+08934Fs8DLPzD0dilFzcr5n3pv3HSxwe1WZybvLglR8JyQkJCQkJFwK0CBPMg1LGEeZZ2JxzQvGOVFjxnDNl52zf/uGYs7ndryXn/bLuJ177Q+bhrmdz2S+/ezsTHk53+c8MUGrMwXkSM437/OeGjXm5mv3/5+ixqaeu6ppse4KaH/So/Bk5/59XRa257tpp+Wz+4ZrYz3fZedqr93OozcDYNjngpQDm4ox3xH3SWaY7+7fA2Z0Ydk5//+ZsvPDBQDg+UsmPU/Fd0JCQkJCQsKlgOm13dEibddR5DLzzQuiOUXImNs5gGDPN19ud5lvt/imGtHkfDO380nsLftsz+08u+ioMbdvuR4xA9vKcM2Rndv1kLP2HOabpNzEfPcmLzozO3KM9+8t3vM91e285xQfMCUz+5pZw7XpzPe47HxTN72WiCHkSqFp7OTBsOwc3WfklhJg/r15/UAX35et7zsV3wkJCQkJCQmXAjTg21Vjrl1HkcnMN5eL5xPsmP2i1B+E8+s0lGNume/oTd9V0GGtPeabHOSrmjHfE84f7w+X3M7blozQ5jtKh2BNw/S/x7KueWG8jeGaX2CXeTY5agywPd3GBM9blu5zitQSZec853sLw7UQO2z2hQzXmunqDjqOIaPEdVfY888PIVO68Dayc++666gx99j8W8N1O485kj6uH5YAgGcvmeP5jn6NJSQkJCQkJCRMAw1AE/M9D2WuxEE8P5+xcU+AYLjWY74ZsztQsOU7PqlCx1HVfRa6zDLjdq5zvmcy34LhWtMZrl2EEZ2Rnbfh3l+OrXK+lXu+OIpc2eJ7wnGSNDqU832w0JMZp5u6k9TLywO6+J5nuKb/HTIlc7dFzHf0ZgAMF9+857uOuIYEkp2H+rn5xAR9Rnl2ck7O98zn9j4jO79cpmup+E5ISEhISEi4FDAD0dTzPQtFnons5tyeb/roKiA754VADPO9q27nPGrMZ6GLXGFT8Zzv6TnpQCBqrJOdX8R5MbLzpo3qF94maozq7Uz1i8NFnhnZ+TSzOi2Ntm7n7j4d7+nAp9tnVddr3S8wadJo6jmm4zE53/T6QNQYFcizZecDzPeGMd9RPd9KudfdW7c+t14/e9ZfB2Fuu8h9JDu/ZMx3ihpLSEhISEhIuBQwhms7ypDuOopMiQWO40A9oQBSSuctryNk54PMN8nOd/S68jzzXqGS2UJlq5xvwe2cZOcXcb9z2XkMa8p7qv3+6thtSbJyXuhNMVzLu/NOagSfuT5aaknz7VWFRnA7XxTze757Od/EfAc+X2QZqqZB086XnUvPBrH9m6qZNIGVd/3wIUl5kVnmO9jzzS7V3Lmha13x/dwlK74T852QkJCQkJBwKZAM17bD/iIXi+DSYb6nF1ZBw7WJPd+7ynzTbmnmOyzR1bLz88v5Jrfzi2G+9V+e9zy0nSxT5j6ZKzuXWhr4BMQkw7UsQ1WHme+jjvm+Rcz3QM+3zjifUPj3cr7160Hmu9AS91mycxM1Jq8XmJ7zrbqeb+vS7p+bfs933+3cvjA3pWBRZDhaFpfOcC0x3wkJCQkJCQmXAob53lVnrh3HN/66TxBdx/mAferERp6psOEau0x7EVFju1p8c9m5KNE1Od/NZMdugl/Q5kqhvsDiW7ECMjbOTBes9WzmuxQnfrjqYsLERXfebc+3V3wvO9n5qhLVA7znu5rY821yvj3DtdDpK7tnpBHk72Og45KW4z3fdGqjmG+lOhd4eRli6oFwPztfZBvFyvXD8tL1fKfiOyEhISEhIeFSwLpMv8Q7co/il7zymvg6L1ymFnq5imO+Y6LGdlZ2zgzXxCKusfLlqY7dBJ/5Vp3svJrIykZvuzuOtmXM7ci1XxQZTtf1bLdzSRUwN+aO5P5UJPqTHrznO+R2vmZu51PuvR7zHZBmm33tJgrqpp3sWm+TAIZ7vumaxBxHppRxgdf/7u/vnQ1J6u0yHPw4tpkc+jW/5BE8fGVv9vK7iFR8JyQkJCQkJFwKLIsMr7y+j1ffOHypd+VSYRvmO8uUKWKG3M4Hme8dn1ThUWO+2V+ZZyznu5nkFu+6nfd7vgHNpl/EeaE6mBzVAWCMtC/zDHkmO+YPb6tjvsf8BiadO83OGqf9IPO9QdP0mWPK+aYc8Dn59vWIKRmBJO5tO71QJXd4OefbKjLqRp4Ak6DN/MKstiPJj5CdbzNn9se+6E3zF95RpOI7ISEhISEh4VKgyDP8uz/2+S/1blw68MJjMvOdWbfvvinTNOZ7V4306Diqpunto2Zgye18G8O1fs+33ubFGK7RtSJpOzB+7Rd5Nllyrrel/0rnhkvRp9x7RaYdxMmszd8vv+fbP4VlnhlDu6ppJyUo9GXn3esXETVGPd/SuaOc76oxEvKYSYQ80xMGpHgQ7+l6+Nj4Znb1uX2psKNziAkJCQkJCQkJCbsApZQZtE+JygI62Tkx37k/QI9kvgektbsAOo5N1ZcvF07vcDOtb3kkagyQ2fbzQGZk5/EZ0csimyw5B1jPtyQ7Z6z4FEl2kWvp9KaS773DhS2+G6Fvnop+HQHWn1QZgp/z3UJmh82+dhL5WnBdH0MxMDG1cI5BNk+TkHV+Ak2AseetFMTqS+uQ/j8hFd8JCQkJCQkJCQkjmGt6lnG3c28QHut2PlRg7AJM1JhQpJW5ctzOJ8nOWdXjM7e24J9WGMYiYwVkTM43oIuyOcW3cTsXJibotSku8fT5qm6wMTFl/ZaHw0WuDdcEt/OCTW7Mzvn2mO9Q2FjBZOcXnvMdIztXOmqsDsrOLfNter699fJFdvSxfcmQiu+EhISEhISEhIRB2CJoouycMd9DbudDOd/ZzjPf+q/odp65budTHbsBfW5CbtLSNs8DvOe7iWS+F8U82bnN+RZ6vvPwe0PQkx6tcZiXWPOjvQK3zyrRUM2yxs30nu9uXY3f8x1YxaLb13qG2/nxXoE3v+oaPv4VV3rv8Z7vyrQOjK8zU3rf28CkS5HriQ0grud7V1MKXiqknu+EhISEhISEhIRBzGW+80xhRdJfj710DdcimO8dHcSbqLGqRVlIsnOW8z2p59sW3z6Mw/qF5XzbvuX4qDE1OIkSgnE7FyrDxdxJn6yTnddNkDU/Wha4vdJu51LON2AL1ynn2DdcswVqmPmmz0+9lGWe4Z997WcF3wM0e9+Y4nv8+uSZ6vLdIe53mSujKAj3fCfZeQg7zXwrpV6plPrrSqkPK6VWSqknlVLfopS6PmEdv0kp9ReUUv9WKfWiUqpVSv3tkWWWSqmvVUr9hFLqplLqtlLqvyulvlUp9fj2R5aQkJCQkJCQcO+ACsGp8t8s49JU9z0namyg55sG7zsrO2eGa/75KXNlWMdN04h9zSHQuhaCGR0V/OuquZCoMVN8M9n52MTBYmbPt3E7FypPy3xPlJ13fcmbug1mqx/tlbg1kPMN6AkVqTgfQs9wjaLaBqLG/GXPA/wYYidQAH1v8Xx3//YiST8QzjB3cr53dNLspcLOMt9KqdcC+DEADwL45wB+HsCnA/gDAL5IKfVZbds+E7Gq/wXAJwO4DeAXAQx61iulCgDfD+Czum3+PQArAJ8G4PcD+Aql1Ge2bftzc44rISEhISEhIeFeAxWCc3K+/XUQYt3OqTjZ0drbRo1VTY+5LPPMSJvbdpp8ms61xCa7svNZuz2ybf3XkZ2PXIDDRWFUDpO2ZZjvcN/ylF55+nxVa+Y7ZBJ4vCxw+2yDIs8EUzHb813NlJ37zHfo9HGp/nmyxBT7tqkbM4ESM0+T93K+fTUH7/mWP6Mc5nv2IVxK7GzxDeAvQRfeX9e27V+gF5VS/yeAPwTgzwH4vRHr+UPQRfcvAPg8AD848vnfAF14fz+AL2zb1nyLKKW+EcCfBvBHAPyu6CNJSEhISEhISLiHMdSXG7Oc//+Ab7gWwXzv6CjeRo1Jxl3a7Zyk51Pc4umzkiqAtrOpLyZqTHHZeaRZ1x/7lW8y5npTYHO+BwzXprrsZ5mOCavb4Dk/Whb42K0zXNkrUXgTHFQQr6paG6HNkZ23w6ZkhG2i/MZAhn+xcXGALtDXdWv3W8r5boj5lj+TosbC2EnZuVLqNQC+EMCTAP6i9/afAXAC4MuVUodj62rb9gfbtn13G/LC7+M13d/v4oV3h3/e/X0gcl0JCQkJCQkJCfc8iAmc0/Mt/T9gB+xK9d28OXa959s4j9eN2B9bNdbwagqDag3XwrLzCzNcE3q+x1jZNzx0jE989OqMbem/cvE9b9KHis5N3QSXNYZrAz3fZxvyK5ggO/cN18aixthxn3edWuaZcWwH4t3Ouezcvyxuzve44Vrq+Xaxk8U3gM/v/n6vXwC3bXsLwI8COADwSy9g2/+t+/srlVL++fk13d/vu4DtJiQkJCQkJCTsJAoj/53Y8z3gekyrkty8OUzO944O4q0EXGC+8wxV57pN/44Fnetx2fn5nxfr2G17li9q8sOoKsSe73n3XdH12m+aNjixc7QscGulc757kyYFFd91t4/x27eGa/rfxA6rQNQY37/zZokXneFfE3Aul5AphZblfPvPZpFnqDo39DZwbE7xvaOTZi8VdlV2/sbu77sC778bmhl/A7Q8/DzxXQD+CYAvAfCzSqnvA7AG8KkAPhvAXwDwbee8zYSEhISEhISEnYVhn89Tdt79e8jpnH9u15lvoL+PZaaj1jYdUxgy/5KQD7idW7b9YtzO6ZBc2fm5bwbAcM43FaZTj9HkfFdh5vt4T7udS+0CdJ1s8R2/bVqVzfkeY74vjiUu88w1XIs4j3mmULfhnm/qv69YX7hPV/J/7+hj+5JhV4tv0qy8EHifXr923htu27ZVSv0m6N7uPwXg49nb3w/g77ZtW4eWV0p9NYCvBoDHHnvsvHcvISEhISEhIeGuw7hObyE795clFm4snsoU3zvLfIeLbzKnqho5bm0IdL6WwuQEnYtqh2TnczGY8236wacW35r5rpqw4drRskDbArdXFV7h53x3y9yZwXwrpUxWNsCY75GoMeD8WeJlmeEH3/kxPPnMSfT6M6VcxYPAfANANdAXnmTnYeyq7HwMdBVj+7jjV6zUHoB/AG2q9rUAXgE9GfCrADwO4EeUUl8cWr5t229v2/atbdu+9YEHUmt4QkJCQkJCwr2PfKbb+bDsPJb5zpzP7xocdl+U6DamR3ZKEUlFoySbps2s675k+jxAx9S0lrm9aNm52PNdzDNcI7m/zlYPFN97moN84c6mx2zTvtxZ6+J7Vs64MVwbZr4XDvM9aTOj+FO/+uPx6vsP8R/e9yyKTA16K/B9aBzZufs+d4IP93yz/9/R5/alwq4y38Rsh1wbrnifO0/8cQC/GcAfaNv2r7LXv6djxH8GwJ+HNV9LSEhISEhISLjUIKnpNsy3X5jSv/cGYsb052hdkzZ91/D/b+/eoyU7yzqP/55ddc7p5JzupNN0CCRMOgm5jFFAbBNIBslFYgaMRsXbWmJEERCGm4SFi4tJUNbgjCISQWVGDMqMoswoo8MlM5AgJgslXnDQACHS4RYkF5J0d/pyzqln/tj7rdpVXXvX5ez31N51vp+1au0+ddn7rXprnz7Pft/3ecoCjYXEps523kpMZsOzneeTvE3aJ+MIu8yPfMeaedCbdn7s/qf93qUj32nCtaIyZStLaRj0yKHV4oRrWfb2SQPIdPQ41PkunzmQnw1R9QWO7/6Wx+q7v+WxuueBg7r/wJGRF7pCGzol085DX6ytd0qynce7oNB0dQ2+P5dtzyl4/OxsW7QmfCNCUrVjSpK5+6fN7EFJp5vZrjHrjAMAADRae9ps57mM5oMBTPh5WHDZt48w8l3T6atJyQWGdAQ2l+18iunTw6bl90qNxZl2HqZIr3dydb6jjXyn22FT8rt1vice+TZ1PK29XljnOxv57vixU8IX29ma742MfA9MOy8MvnPfibLEgxtx+q5lnb5rZJEoSb1s56Hdw5IISgNrvgeanf+5rstFZqWm1xC7ge8VgxnHzWy70jrchyR9MsKxl7LtMXPGzWxJvVH3oxGODQAAUDshMJpkzbLUy2g+7A/w8Df9yJHvsI+aDqGVJlxrJVrt9Ea+J/382klSUGos3UbLdp7t011j1/meVvj8hq75njLh2kJuzXZhqbGlhe6/B7+fC8es+Z78olN32nl23zE1lDIxs51PI0lM7sWJ4kJ7V9c7uSn1xSPfsS4oNFUtg293v1vSzZL2KF13nXeDpGVJv+/uByXJzBbM7DwzO6uCw38i274uC7bzrlc6W+BTWckzAACAuTf1yHdJpvLWhCPfdQhMhimddt6ydOR7ijXfkrTz+AXtWl4ccsww8h0n2/mwaeexZh6UZTsPn9ekn1v4TA6trpeWGht8fu+4A6XGJnzvSdKbdh4C1KI99CVcq8FXPLH0gst6wYyH8Ltgbd3HmnZe14tms1LXaeeS9BJJt0t6u5ldLulOSRdKulTpdPPX5557avb4PUoD9i4zu1rS1dmPp2Tbp5vZTdm/73f3a3MvebOkqyRdLumzZvZhpaPsF0u6IPv3Kzb65gAAAJoiTLuddPptd1RzyOvCY8NGdvNCbFLXxE19gcZAE9tJkk5/nqLOtyS970VP184hwXd/Cbfqx9KS/LTzTUu4NmTNd2u6GRfh+3b4aPHId5h2Lg0ppzUw8j3pcoF8wrWitdPdtuYTrtXgO97Kpp0XZTLvTTvv5Op89+u7IDX7t1QrtQ2+3f1uM9sr6U2SrlSabfxeSW+XdIO7Pzjmrp4i6ZqB+87MblIasHeDb3f/qpk9VdJrJT1H0vOVzhC4V9JNkn7F3T87xVsCAABopHaSKBmybnv069LnD3tdr853eWDVrvvId0kgHAKrkDW7KPlXkSecdPzwY/atqZ1ol2MJ78ldWi8oOVWVbqmxkjXfkwa/+eC5rNRYrw39jy0OjnxPcdEpfG6j1nwvJPmR79l/x83Kp52H7/Dqetma73zCtdm/pzqpbfAtSe7+ZaXB76jn7VPBbA53v17pdPFJjnuf0oD82lHPBQAAmHftlk08+ijlA6shwfeYI9/hj/e6Tl9t9U2x7X8sjOb2RlCrGaXuC242a9p5pMWqZdnO291p55MdPD/tvOi1y2XTzkPCtdU0gp70wkMrydf5Hh6gDh4rvG7WWkk646FouUF/nW+X2fB13WnJsnqM5tdJDboYAAAAddZObKrgtyxwTsYd+c4CsLoOoPWNQg+uj036R1AnHcEtkg8G45Qay6adu3fbftwYZaqm0c12PiTyXOxOO5905LsXPBetF19sJ91M8oXTzo9On3Ct063zraHHCNo1G/kOpca67S5Y873aSUuNFbU53E/s3Y/gGwAAAKXarWSqIK8s4Vq4v+kj3/ng5NggbnDaeTV/eud3EyfhWrrPjkv7D69Kkla2xZkwW5YXIAR6k5do631AZbMNwrrvolrW0675TvJrvjvDp28H+YsDdQi+LbtwsF447bw38t1xL3xf3fO2Bu+pTgi+AQAAUKqdmFpTjNqGwLRoyvqpJx6n03cNX9ecP7ZU3z/iyzI7tzeYuKuIlRyzCmGX7q79R9YkSTu2LZS8YiPHSg+2OKSe+dQJ13Kfc9k6+7Due/AzNDMttpLuqP+kQXFiuWznuX0Os9Cq2ci3pTXSu4n2BtoUqhMcWVsfWiM9CHdTaqxfrdd8AwAAYPaeePKKzrl/+8SvC3+4F8VOH3v1M0cGHCGAr+va0f7kZ+UjqJOWzCo+Zi74jhDc5LOd7z+8pnZi3SnaVStPuLbxke+y9eIrBSPf4djd5QITBv9ptvP030WJy7ptbeUvpEx0mCgSC1nu058Hg+dwweLA4TX5OCPfNT1vZ4XgGwAAAKVe8Iwz9YJnnDn6iQPKAitpvARkrZr/Ed+f7by/jWE09/DR6YK4IvmAO0rCtaQ37fzA4TVt39aONoLZnR1RUmps0oRr+X2Vfcd6I9/HPrbQTroXTSbttsTyCdfS+wpHvnM7r8MocZKt+S6aLh8+s/1H1rJp50Vrvvu3SNXg+goAAADmURWjXyGQqsOU3GFKp51ngdWjR6uddp4/TJyEa+nW3bX/8Kq2R5pyLvUuJAzNdp5Ml3At//zFks98ZSl9X8MuYCy0km6286lGvsO085LRYSkN8ruvq8F3PEyZL6rvHtbJpyPfBeWmlEu4RvTdh+AbAAAAUYQRxY0EFXWfvlo2Ct0eKDU26QhukfilxvqnnedrYletm+18SIC72C5OxlYmP9o9TsK1Yd/PxVZv5HuqOt/eKzVWduEo/95ilXObRJrtvHjEPpRoO3BkrTTbebi7rhfNZqUGXQwAAIB5NCrb+TjqnnAt36zBNh5T57uiQDn/ecYY+W7lpp3vP7LWDVJj6NX5PjYs6Y58T3jRIp9krXTN99KINd/TlhpLrG/aeVkAWreEa2ZpibnQ/mNqoLcSHbfQ0v7Dq+pkdb6H6eZqmP1bqhWCbwAAAERRRfDdS7hWSZMqN860816d74pKjZUE/FUIu+x4OvIdM/gOn9mwaefdbOcTTtdv9QXfJdPOQ8K1omnna9NdNGnlSo25l9eobyWWWx89+0i1NTDtfNhbX9nW1oEjWcK1gs+mV+d79u+pTmr6awwAAABNV0WytHYFAXxM+XYdUy96sM53lFJj1f85363z3XEdOBJ5zXc34VpxtvNJ66P3TTsfp9TY0JHvRKvrw0d/R0msf833qPgztLcO3/Ekq/Mdpp0PC563L7W1/3D5tPM6XVCoE4JvAAAARNGr873xke+6TjvvS342EFwvDNb5rirbeV+G9Up22b//EHy7oo98hwsJw+pxTzvynb/IsVBSIq275rsg23kw1bTzMdd8S733XoeveJL01/ke1vaVbSH4Lk4mZxVceJtHBN8AAACIolfne+Mj33XNmmxmhcmlenW+06zZ1dX5zv07wucS3sa6b0LCtRB8DwmSQ9A9zbTvoGzUvLvme8j+F/vqb094/NzI96g131LvvdfhAlNow9p68bTz7dm0844Xl0ej1NhwBN8AAACIolXByHd36noNApMivYzs/feHkdvDR9fVSqyyOs75YC5GwrVwQeHRI2ta73jkaefpdtj72LW8pHMeu6JzT9kx0T7zScwW2tNPOw8m/YyTROqk11tKk5L19p9kr5v9dzw0YS17A0NHvpfaWamx4pFvSo0NF+8yFgAAALa07pTxDfwBvucxyzppeVEnrSxW1azKtcy0Lh+S7Tyr8726VmmQnD9MrDW1LTM9fGhVUi8xWQw7j1/s2+Ydt9jSza965sT7zH/WZVP9V7rTzsuD70k/41ZiWl1Pg1cfZ+S7RrXswzkb1rsPC55XlhayhGuSFVT6JuHacATfAAAAiKKKhGsXnHGS/u6Nz6qqSVF0p50X1fk+2qmsxrcUv9SYlAZNjxxOg+8dEYPvC844Sbdce4n2PGa5sn3mA+6yz337UjqiP2xGQt/I94TLBZK+aefFo8ODx6rDIHHSnXbeKWzP9m1tPZKVGite851u6zxjZRaYdg4AAIAoqki41gRJwdT4hVypsUkDuHGOJ8VLaGWm3sh3xDXfZqYzKgy8pf5guWydfTfh2pCnLLan/4zzCdfGGfkO7a1DcrJwzWGtU5woLqz5XncvWfNdnyRydULwDQAAgChaW2Tqabee+UAU1x35Xl2vLNO5FD/hmpS+p4ceTYPvmGu+Y+gPvos/95NWFrVtIdHu7duOeSz/uklHb1sDI9+jXh4u0tThPAltWF3vFH63VpbacpcOHllT0de6m3CtBhcU6oRp5wAAAIiim0yrwlHfOiqaYhve93rHK8t0LsVPuBaOsf/wmiRFLTUWQ/5CR9l3b8e2Bd322suGrjfvT7g22YWTJOnPdj4q0V67Tmu+c9nOi75aYa38I4fWSup81z9R4iw060wCAABAY7SyoKVV4ahvHbUKEsstjBkETiof8MQK2DZr2nkM4458S9KulaWh9/eNfE/Ydy3LTzufYM13DU6T0NbVTqcwcA7fh4cPrRZ+/3rl9ypvYqPVoIsBAAAwj0L8MucD34WZnfuCwEqnnedGviN9uK3EdOBIOvK9o2HTzhfGTLhWpq/O9xTZzvsTro2X7bwOo8ThAlI68l285luSHjm8WjilnlJjwxF8AwAAIIpe/ev5/pOz9z6HlxqTKh75zn2csUa+8/tdXmpFOUYsVWSD7xv5nrjOtymLvdUZJ+Fa1qFV1YHfiBAsr3eK16qHHACPlIx8U2psuPn+TQgAAICZ6U3HnnFDIitKLrWRdcPlxxuvjvXGjpFuj19sqd2wDsyvr19sT9f2hXa+7yaddq7JEq61w/KM2Qeq+YRrRe0J0873H1mj1NiEmnUmAQAAoDF6wfd8/8kZApbBIK2VWDcIiZVwLVZcHI7RtGRrUjqCHL57VYx8Tzp1Op9wTWOMfC8kYZR4sjbGEILlslJjIfh2l0wjSo3N96k/MT4OAAAARFEUlM6b7kWGIcFKWH9c5ehxX6mxyNPOm5ZsLQh9stE139N8d/MJ18YZ+a5TtvPQhNX1TuE0+PwFmcI139nHXof3VCcE3wAAAIiiKAv4vOlmdh7yPtsbCOKK5I8TK+FaOETTanwHCxsMvsPrpvnu9idcG2Pku5vtfPbnST7hWtFHl78gQ6mxyRB8AwAAIIrwh/e8B99la9vbGwwCh9mMUmMhEGzitHOpN9Ng2un+Gwm+04RrE6z5DseqQaDarfPd6RR+t9qtRMctpEn4ilaUhFHzGrylWiH4BgAAQBTJFhn5LsvsHAKraut89/4dL+Faw4PvsOZ72pHvDSRBa1lv5NvHynZenzXf4ZxdLSk1Jkkr2feieOQ73c77uT8pgm8AAABE0a3zPed/gFtJoNGbdl7hyHfuOLFy2XWnnS81c9p5+NynHfne0JrvY+p8lz8/BPq1KDWWNWGt0yn9bm3Ppp4XtZlSY8MRfAMAACCKLZNwrWR9awi6o2U7jzztfKWxI9/hc9/8Nd+J5et8l48gS7316XW4SNXNdj5i5Ht7d+R7+OPd8nuzf0u1QvANAACAKEIANO+jX0nJ2vYQdMfKdh4v4VrDp51vMNHdxhKuqW/a+agR7fDdqEOgGtq6ut4pvbAzatq5WVpmrw6j+XVC8A0AAIAoQrw57yPfZWvbQxC3UOFnsCkJ17LdNrXUWDsxLbRs6uCvu1Z/inn9SWJa916281EtqGW28055orjwvSh6SmL1SCBXNwTfAAAAiKK77rMGQUVM3Sm2Q9d8x0i4lis1Fjnh2o6mlhprJRv6bBbb4bs7+WtbZup0R7595D4WalTnO1wwGzXtfCXLBVBWaqwO76duCL4BAAAQRRhFm/eR726psaHZzuNOO4+XcK3Z085b2cj3tDYy8t3qG/keveY7HKMOI8VhpsBap1M65T58L4qanGTTztGP4BsAAABRbJVSY1ay5rtb5zvStPNoI9/ZbhubcK2VbKi2+kYTrrmno96dMdZ8P+7Ebdp5/EKlSfmmlU+4Vtbu7SPXfM//eT+NZp5NAAAAqL1WSVA6T3qZncumnccpNVbhbvu0uiPfDZ12nlg1wfcUw7fh+77e8bFKjf3QU0/Ts7/tcZV+R6YVvsOr653Sdoc130XXfph2PtzsexgAAABzactMOw8l1YaMXPamnVf7GZQF/FUIo55NTbjWSmxDn/niBka+w3FX113uo/uolVhtPucQTK+ue+l7H5XtPLF6ZG+vG4JvAAAARNErwTXff3J2E8uV1fmu+DPo1VCPlXAt3e5o6LTzhY1OO29Pf9FkeTH9zA4eXZNr9Mh3nYTv1Xpn1LTzdEZE0XMSs7lPtDiN+f5NCAAAgJnpJiKb8784Q/xbXue74pHvZPps3OMI76Wp087brWoSrk0zs2A5G8U+eGRNnY5kI4uN1Ufo99VO+bTz7WHaecFzzKwWCeTqppmXsgAAAFB7rW5QOt/Rd3eEf2i286RvW90x022skW8zUysxbVtoZt/tXlnS2rpP/fowU2GaJRMrSy1J0sEj6+p4eb3suglv1718vXuYdl5W53vaGuvzjOAbAAAAUYSge+5Hvq14FLqbcK3iKbhlx6xm/2lG66YGUDd8//la72wg+O7W+d7AyPfRtTSIbdD06/xIf3md71Frvq1R0+03C8E3AAAAomhtlTXfJSXVQomxqjNZt0pG2yvZf42SgE3j+MWNtX1hAxdNQvB94MiaOu6VlpmLrS/4LvnK9up8FwTfSbMuOmyW+f5NCAAAgJkJf7zPe7bz3hTwYaXGsjrfFa/5tu4xYyVcs8au967CRup8dxOuZcF3k0pu5d9vWbu3Ly1kzxn+uFFqbKjmXs4CAABArT3+hON0+q7jddbulVk3Jaow+lxa57vqbOeRE65d/ZRT9ejRtTg7b4CNlBpb7q75XlPHm7X2edxp5+E9lk47Z5j3GATfAAAAiGLn8qI+/ppLZ92M6MzGmXZebQDWrS0eKcL5oe84Lcp+m6KbpX6qhGth2vm6XM2qd53/OpWtd2+3Eh230CoMsE86fkE7j1+suHXNR/ANAAAAbEBYzl028l39tPO4I99bXSsxmU078p2GWI8eWZO7N6jQWH8OgVFvvSwh32uuPE+HV9erbNpcIPgGAAAANiApGflut+KMUMcuNbbVmZkWWslUwfdCK9FiO9GBo81b821jTjuXpNN3Ha/dK0tDH1tZajc6YV8stT5bzew0M3u3mX3NzI6Y2T4ze5uZ7ZxgH881sxvN7BNm9oiZuZm9d4zXmZldY2a3mtmDZnbIzL5oZn9sZuds7J0BAABgXpQF36FedNUj391SY82J6xpnsZVMnal/ebGVrvnuNGvN97gJ1yTpPT99gV737H8bu0lzpbaXI8zsLEm3SzpZ0gckfVbSBZJeIelKM7vY3R8YY1dvkPRkSQckfUXSeWMce5ukP5H0vZI+J+m/S9ov6fGSniHpHEmfn/AtAQAAYA6VlhqLlHCtlaR1lJsU2DXNQsumztS/vNTWwSPr2ch3xQ2LKN/WUe3eaDm3rajOn9g7lQbeL3f3G8OdZvZWSa+S9GZJLx5jP69SGnR/QdIzJd0yxmt+TWng/R8lvcHdO/kHzWzr1l0AAABAnxCkDKu53Z12HqHUGFPO41poJVNPGV9ZauvAkTW5jx5BrpNxs51jOrU8Y83sTElXSNon6R0DD18n6aCk55nZ8qh9ufst7n6Xu/uYxz5LaVD/KUmvHwy8s32ujrMvAAAAzL9uqbGhI9+hznfVa74p5RTbT128R8950ilTvTYd+c7WfDeon/Lf4WnWu6NcXUe+L8u2Nw8Gv+6+38xuUxqcP03SRys+9o8rvSjxHkk7zOwqSU+Q9ICkj7n7Fyo+HgAAABqsrNRYGJ2edvpykVZijHxH9pJLnjj1a5eX2nr40KpczVoakJ+90aBmN0Zdg+9zs23Ruuq7lAbf56j64Ps7s+0Jku6WtCv3mJvZbymdCk/ufAAAAHRLjQ2bdt6tF13xyLcZydbqbHmxpa89dEidhpUay1/PYeS7enW9XHZCtn244PFw/4kRjn1ytn2TpDskfZuk7ZIuVxqMv0TSGyMcFwAAAA2UlNTcjlXnOzEjOKqxMO2cNd/Iq2vwPUr4Joy1jntCrWx7r6QfcPfPuPsBd/+YpOdK6kj6eTNbHNowsxea2R1mdsd9990XoXkAAACokzCteNg08DDdvPJs52ZTl8FCfCHhWtOynTPtPK66nrFhZPuEgsd3DDyvSt/Mth9290P5B9z905K+qHQkfGhRO3d/l7vvdfe9u3fvjtA8AAAA1EmYUT4syFpaSMd1FtvVTzuveCY7KrS8lNb5Xu94o0aQ820dtowCG1PXU/Zz2facgsfPzrYxam2HYz9U8HgIzo+LcGwAAAA0TGLFNbcvO+9k3fB95+us3SOL9Ex8TBKu1dfyUlsdlw6vrjcq4Vr+K9WkiwZNUdczNtTivsLM+tpoZtslXSzpkKRPRjh2SOD2rYMPmNmSeoH/vgjHBgAAQMOUrb9eWWrrmov2VB6AJcnwNeaoh+XFNK/1/sNrjZp23rfmm+9X5Wr5kbr73ZJulrRH0ksHHr5B0rKk33f3g5JkZgtmdl5Wo3ujPiTpXyR9j5k9a+CxNyqdCv9xd/96BccCAABAw6Uj35sbYbUY+a615aU0+D6y1mnUCHL+IlKT2t0UdS01JqVZxW+X9HYzu1zSnZIulHSp0unmr88999Ts8XuUBuxdZna1pKuzH0/Jtk83s5uyf9/v7teG57v7UTO7Rmnw/yEz+9Nsv98p6bsk3SfphVW8QQAAADTfKScs6XEnbNvUY1o21R31tLLU6v67STFsvq0E39WrbfDt7neb2V6lJb+ulPRspRnI3y7pBnd/cMxdPUXSNQP3nZndpDSwvjb/oLv/VXbs65QG+ydK+ldJ75L0S+7+lUnfDwAAAObTT198hp73tD2beszEqMNcZ2HkWxqeC6CuWn2lxmbYkDlV2+Bbktz9y5KeP8bz9knD69e7+/WSrp/i2P8s6UcnfR0AAAC2lnYrUbs1+nlVaiWUGquzfPDdpCC2f813gxreEJyxAAAAQMOYGaXGaiwkXJOaNX07Yc13VJyyAAAAQMOk0875U76ulnNrvps2gByWM7CsoXqcsQAAAEDDLLQSLRAc1dZKQ9d8S72LBQ1rdiPUes03AAAAgGO97LKztbbemXUzUKB/zXezoti0vd64djcBwTcAAADQMBeccdKsm4ASC61Ei+1ER9c6jRtBDkF3q2kNbwCmnQMAAABAxZYX03XfTVsdENZ6N63dTUDwDQAAAAAVC1PPmzZ927prvpvV7iYg+AYAAACAioWka00LYsl2Hg/BNwAAAABUrDfyPeOGTCiM1Det3U1A8A0AAAAAFWvqtPNu8E30XTmCbwAAAACoWHMTrqXbpl00aAKCbwAAAACoWLfWd8OCWKadx0PwDQAAAAAVW2n8mu+GNbwBCL4BAAAAoGLLS2HaebOC2IRp59EQfAMAAABAxZqa7bzFtPNoCL4BAAAAoGLLi82s8x1GvKnzXT2CbwAAAACoWGNLjWVBd9MuGjQBwTcAAAAAVGwlW/PdtBg2DHg37aJBExB8AwAAAEDFmrrmuzftfMYNmUN8pAAAAABQscZOOzemncdC8A0AAAAAFWtqwrWQaK3VsHY3AcE3AAAAAFSsV+d7xg2ZUEi4lhApVo6PFAAAAAAq9piVJZ164nHas2t51k2ZCAnX4mnPugEAAAAAMG+2LbR02y9cNutmTCxMNyf4rh4j3wAAAAAASb2gm+C7egTfAAAAAABJvbXeTVur3gQE3wAAAAAASbmRb6LvyhF8AwAAAAAk9UqNMe28egTfAAAAAABJvbrkDHxXj+AbAAAAACBJaoVSY0TflSP4BgAAAABIYtp5TATfAAAAAABJvWnnLYLvyhF8AwAAAAAk9YJuZp1Xj+AbAAAAACCpV+fbGPmuHME3AAAAAEBSb613i6HvyhF8AwAAAAAk9YJvYu/qEXwDAAAAACT1RryZdl49gm8AAAAAgCQpxNxMO68ewTcAAAAAQBLZzmMi+AYAAAAASMqv+Sb6rhrBNwAAAABAkpQkBN+xEHwDAAAAACRJrSxCTIgUK8dHCgAAAACQlKvzzch35Qi+AQAAAACSesE3pcaqR/ANAAAAAJCUT7g244bMIYJvAAAAAICk3ppv6nxXj+AbAAAAACCJUmMx1Tr4NrPTzOzdZvY1MztiZvvM7G1mtnOCfTzXzG40s0+Y2SNm5mb23gnb8bvZ69zMnjj5OwEAAACA+gulxoi9q9eedQOKmNlZkm6XdLKkD0j6rKQLJL1C0pVmdrG7PzDGrt4g6cmSDkj6iqTzJmzHVZJ+Onv9yiSvBQAAAIAmCbPNmXZevTqPfL9TaeD9cne/2t1/wd0vk/Trks6V9OYx9/MqSedI2iHp5yZpgJntlvRfJL1P0t9O8loAAAAAaJoW086jqWXwbWZnSrpC0j5J7xh4+DpJByU9z8yWR+3L3W9x97vc3adoyruy7UuneC0AAAAANArTzuOpZfAt6bJse7O7d/IPuPt+SbdJOl7S02I1wMx+StLVkl485vR2AAAAAGi0MOLdIvquXF2D73Oz7ecLHr8r254T4+Bmdrqk35D0Xnf/sxjHAAAAAIC6CWu9mXZevboG3ydk24cLHg/3n1j1gc0skfQepQnWXj7F619oZneY2R333Xdf1c0DAAAAgGhCzJ2QcK1ydQ2+RwnfhGnWcY/yKknPlPSz7v7NSV/s7u9y973uvnf37t3Vtw4AAAAAIuklXJtxQ+ZQXYPvMLJ9QsHjOwaeVwkzO1tpFvXfc/cPVrlvAAAAAKi7C844SVc9+fFaXqxtVerGqmvw/blsW7Sm++xsW7QmfFrnS1qS9Hwz8/xN6Wi4JN2V3Xd1xccGAAAAgJn69n+zUzf++Lcz7TyCul7OuCXbXmFmST7juZltl3SxpEOSPlnxcfdJ+t2Cx54j6RRJfyLpkey5AAAAAACMVMvg293vNrObldb6fqmkG3MP3yBpWdLvuPtBSTKzBUlnSVp197s3cNx/kPSCYY+Z2a1Kg+/XufsXpj0GAAAAAGDrqWXwnXmJpNslvd3MLpd0p6QLJV2qdLr563PPPTV7/B5Je/I7yaaHX539eEq2fbqZ3ZT9+353v7by1gMAAAAAkKlt8J2Nfu+V9CZJV0p6tqR7Jb1d0g3u/uCYu3qKpGsG7jszu0lpwE7wDQAAAACIxtxjVOuCJO3du9fvuOOOWTcDAAAAABCBmf2tu+8d57l1zXYOAAAAAMDcIPgGAAAAACAygm8AAAAAACIj+AYAAAAAIDKCbwAAAAAAIiP4BgAAAAAgMoJvAAAAAAAiI/gGAAAAACAygm8AAAAAACIj+AYAAAAAIDKCbwAAAAAAIiP4BgAAAAAgMoJvAAAAAAAiI/gGAAAAACAygm8AAAAAACIj+AYAAAAAIDKCbwAAAAAAIiP4BgAAAAAgMnP3WbdhbpnZfZLumXU7hniMpPtn3QhEQ//ON/p3vtG/843+nW/073yjf+fbRvr3dHffPc4TCb63IDO7w933zrodiIP+nW/073yjf+cb/Tvf6N/5Rv/Ot83qX6adAwAAAAAQGcE3AAAAAACREXxvTe+adQMQFf073+jf+Ub/zjf6d77Rv/ON/p1vm9K/rPkGAAAAACAyRr4BAAAAAIiM4BsAAAAAgMgIvrcIMzvNzN5tZl8zsyNmts/M3mZmO2fdNown6zMvuH294DUXmdkHzexBM3vUzP7RzF5pZq3Nbj8kM3uumd1oZp8ws0eyvnvviNdM3Idmdo2Z/Y2ZHTCzh83sVjP73urfEfIm6V8z21NyPruZ/VHJcejfGTCzXWb2AjP7UzP7gpkdyj7/vzKznzGzoX9TcQ43w6T9yzncPGb2K2b2UTP7cta/D5rZ35vZdWa2q+A1nL8NMUn/zvL8Zc33FmBmZ0m6XdLJkj4g6bOSLpB0qaTPSbrY3R+YXQsxDjPbJ+lESW8b8vABd//Vged/v6T/IemwpPdJelDSVZLOlfR+d//hiM3FEGb2D5KeLOmApK9IOk/Sf3P3nyh4/sR9aGa/KunV2f7fL2lR0o9JOknSy9z9N6t9Vwgm6V8z2yPpi5I+LenPhuzuM+7+/iGvo39nxMxeLOm3JN0r6RZJX5L0WEk/KOkEpefqD3vuDyvO4eaYtH85h5vHzI5K+jtJ/yzpG5KWJT1N0l5JX5P0NHf/cu75nL8NMkn/zvT8dXduc36T9BFJnn0p8ve/Nbv/t2fdRm5j9eM+SfvGfO6O7BfPEUl7c/dvU3ohxiX92Kzf01a7Kb3gdbYkk3RJ1g/vraoPJV2U3f8FSTtz9++R9IDSPyD2zPpzmNfbhP27J3v8pgn2T//Otn8vU/qHdzJw/ylKAzWX9EO5+zmHG3Sbon85hxt2k7St4P43Z/3yztx9nL8Nu03YvzM7f5l2PufM7ExJVygN3N4x8PB1kg5Kep6ZLW9y0xDXcyXtlvRH7n5HuNPdD0t6Q/bjz82iYVuZu9/i7nd59tt6hGn68MXZ9s3u/s3ca/YpPf+XJD1/yuZjhAn7dxr07wy5+8fc/c/dvTNw/9cl/Xb24yW5hziHG2SK/p0G/TtD2bk3zB9n27Nz93H+NsyE/TuNSvqX4Hv+XZZtbx7yH8p+SbdJOl7ptAzU35KZ/YSZvc7MXmFmlxasOwr9/uEhj/2lpEclXWRmS9Faio2apg/LXvOhgeegHh5vZi/KzukXmdmTSp5L/9bXarZdy93HOTw/hvVvwDncfFdl23/M3cf5Oz+G9W+w6edve9QT0HjnZtvPFzx+l9KR8XMkfXRTWoSNOEXSHwzc90Uze767fzx3X2G/u/uamX1R0vmSzpR0Z5SWYqMm6sNs9sqpStf/3ztkf3dl23NiNBZTe1Z26zKzWyVd4+5fyt1H/9aUmbUl/WT2Y/6PMs7hOVDSvwHncMOY2bWSVpSu5d8r6d8pDczeknsa529Djdm/waafv4x8z78Tsu3DBY+H+0+M3xRs0O9JulxpAL4s6dsk/Y7StSYfMrMn555LvzffpH1InzfLo5J+SdJ3SNqZ3Z6pNNHTJZI+OrAciP6tr7dI+lZJH3T3j+Tu5xyeD0X9yzncXNcqXXr5SqWB2YclXeHu9+Wew/nbXOP078zOX4JvWLYl7X3NufsN2Zq0f3X3R939M+7+YqWJ846TdP0Eu6Pfm2/aPqTPa8Ddv+Huv+juf+fuD2W3v1Q6E+mvJT1R0gum2XWlDUUpM3u50sy3n5X0vElfnm05h2uqrH85h5vL3U9xd1M6mPGDSkev/97MnjrBbjh/a2qc/p3l+UvwPf/ClZgTCh7fMfA8NE9IBPNdufvo9+abtA9HPX/UVVvUgLuvSfqv2Y+TnNP07yYzs5dK+g2lZW0udfcHB57COdxgY/TvUJzDzZENZvyp0oBrl6Tfzz3M+dtwI/q36DXRz1+C7/n3uWxbtAYhZP4rWhOO+vtGts1Pjyns92z92hlKE8f8S9ymYQMm6kN3Pyjpq5JWzOxxQ/bHud4cYWpc95ymf+vFzF4p6TclfUZpYPb1IU/jHG6oMfu3DOdwg7j7PUovspxvZo/J7ub8nRMF/Vsm6vlL8D3/bsm2V5hZX3+b2XZJF0s6JOmTm90wVObp2TYfSH8s21455PnfpTTD/e3ufiRmw7Ah0/Rh2Wv+/cBzUF+h+sTgxTH6twbM7LWSfl3SPygNzL5R8FTO4QaaoH/LcA43z+Oz7Xq25fydL4P9Wybu+TuqEDi35t8kfUTpGoSXDdz/1uz+3551G7mN7MPzJZ005P7TlWZYdEmvy92/Q+mVuyOS9ubu3ybp9uz5Pzbr97WVb0oTerik9xY8PnEfSroou/8Lknbm7t8j6QFJhyXtmfV73wq3Mfr3QkmLQ+6/LOsnl3QR/Vuvm6Q3Zn1wx7DfyQPP5Rxu2G3C/uUcbtBN0nmSThlyfyLpzVm/3Ja7n/O3Qbcp+ndm569lL8IcM7OzlP6iOFnSB5SWlrpQ0qVKp0dc5O4PzK6FGMXMrpf0C0pnMnxR0n5JZ0l6jtL/CD4o6Qfc/WjuNVdLer/SXwZ/JOlBSd+ntHzG+yX9iPMLYFNlfXJ19uMpkr5H6ZXVT2T33e/u1w48f6I+NLNfk/Tzkr6SPWdR0o8qXe/0Mnf/zerfGaTJ+jcrZXK+pFuV9pUkPUm9GqFvdPdfHnIM+ndGzOwaSTcpHTm5UcPX9u1z95tyr7lanMONMGn/cg43S7aU4D8rrdF9t9Jg6bFKM1yfKenrki5393/OveZqcf42wqT9O9Pzd9ZXKrhtzk3SE5SWqrpX0lFJ9yhNJFJ6ZZdbPW7ZL48/VJpx9SFJq0qvyP4fpfVHreB1FysNzL+pdHnB/5P0KkmtWb+nrXhTmpHeS277quhDSddI+pSkg0ov1Hxc0vfO+v3P+22S/pX0M5L+QtI+SQeUjq58SdL7JD1jxHHo33r2r0u6dcjrOIcbcJu0fzmHm3VTWi7uHUqXE9yvdL32w1k/XK+Cv4c5f5txm7R/Z3n+MvINAAAAAEBkJFwDAAAAACAygm8AAAAAACIj+AYAAAAAIDKCbwAAAAAAIiP4BgAAAAAgMoJvAAAAAAAiI/gGAAAAACAygm8AAAAAACIj+AYAAAAAIDKCbwAAAAAAIiP4BgAAAAAgMoJvAAAAAAAiI/gGAGALMLNbzczN7HozWzCzV5vZHWb2UHb/Jdljbma3luznkuw5PuSxvteb2eVm9r/N7D4zO2xmd5rZdWa2rWT/32Nm/9PMvmJmR83sETP7FzO72cyuNbOTqvg8AADYbO1ZNwAAAGyqbZJulXSRpDVJ+2McxMxeI+lXsh8flrQo6TxJ10t6ppk9y93XB17zi5JuyN31qCSTdEZ2e5akO7L2AwDQKIx8AwCwtbxU0pMkPV/SDnc/SdJjJP1jhcd4sqS3ZLeT3X2npBMlvSl7/FJJ1+RfYGanS7ou+/Gtkk5192V335699hmS3qlIFwsAAIiNkW8AALaWFUnf5+5/Hu5w9wckycyqOsaJkm5w9+tzx3hE0nVm9q2SflDSj0t6d+41FyodFPi8u786vzN3f1jSX2U3AAAaiZFvAAC2ln/KB96RHJH0qwWPfSDbPmng/oey7XYzW47RKAAAZongGwCAreW2TTjGP7n7gYLHvpZtBxOn/Y2k+yU9TtJfm9l/MLPzrMLheAAAZongGwCAreUbm3CMsnXZa9m2b+mbuz+kdCr6fZLOl3SjpDslfdPM/peZ/YSZLURoKwAAm4LgGwCArWV99FNmw93/r9Ks5j8p6T2S7pJ0gqSrJP2BpL83s1Nn10IAAKZH8A0AAIIwKl1Yh1tpMByNux909z9w959y93MknSbptZIOqzciDgBA4xB8AwCA4JvZ9gklz7lwMxoSuPtX3f0/Sfq17K5nbebxAQCoCsE3AAAIPp1tH29mTxt80MxOlvSzMQ5sZksjnnIo29Z22jwAAGUIvgEAQHC7pHuyf99kZnstlZjZJZJuVby/HV5rZh8ys+eZ2WnhTjNbMrMfkfSa7K4PRjo+AABRtUc/BQAAbAXu3jGzF0n6c0nnSvqUpEeVBtzblCZAe6mkP4xw+ETSldlNZnZI6Wj3Tkmh3Nidkn4+wrEBAIiOkW8AANDl7h+R9AxJf6F0DXhL0pclvUXSd0j6eqRDv0vSC5UG9p9RGvTvyNrwCUmvlPRUd491fAAAojJ3n3UbAAAAAACYa4x8AwAAAAAQGcE3AAAAAACREXwDAAAAABAZwTcAAAAAAJERfAMAAAAAEBnBNwAAAAAAkRF8AwAAAAAQGcE3AAAAAACREXwDAAAAABAZwTcAAAAAAJERfAMAAAAAENn/B1Gy3l1F7Ta1AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[89 48]\n", " [ 2 6]]\n", "Rough learning f1 score 0.19354838709677416\n", "Rough learning precision score 0.1111111111111111\n", "Rough learning recall score 0.75\n", "Rough learning kappa score 0.10780211666256456\n", "\n", "\n" ] }, { "data": { "image/png": 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8NJosOoLn/27gd779+fsBuE7nscFNygCNn2vgeX5X++PtHh+U3UPXIOpxLP6JbEwpVQ7/EoDV8E/0Wy0i/ysiE4Lj8sVvjIj8DMBO+DdiCvZ6nY3Wt6//HcUl34C/2EqCfyOpzkgA8L6IzAzJdzL8yyImwb8mfCxL/f0N/jX0EwC8LSKLgsViYMz6uwCGwj/J89cajw8WwpdGu4JMD2Toqpfg32gKAF4QkUsCwxcgIkMD7ccG2n+m8figYA//RAB/CPz7PaWU5sRrpdRG+Df5Avwv6v4tIlNCnntOEZksIr+B/7k3JdYvDP7hITtE5NciMjVQfCFw/knwT+oF/HsNrAx53DuBjz8QkWsCL3QhIvki8gD83wet5TmNVgVgsYj8OfiiWEQyROSXaH1R8Nf2E5o7cAv8X1smgE9E5EoJWV5WRPJE5DwReRnAv9o99iW0vjP1koicHxjmAhEZC+BtdG3C+t/gf4cpCcA7InJSyPNlFvwTbTVrm0AHRPDdpj+JyIKQ37MJAN6Cf7WiOp3HV6J1ovEVoc+l7roGkSFi2RSAN954s94NUezwG8U5xsK/JKAKubnhLwDc7Y6/g8CGRIF/KwDrYrjWS4HHfBHDY4pCrn8RWnvXatC6C2pwedMZHTy+SKN9AvwFRfA+DfAXVcHPGwFcoJPtspD7NQfOUwLgkxh/Bl3JEHwOfNSF58AA+F/IBK/XhLY7pXoB/DiK87R/Hn2vg/s74Z8gGfqYBvhXRmn/3JvT7rHLAseXRfncUfD3gh9B64Zwwa/1gnaPywawpd3XfxStu+Y+Gun6aN3ka0mEbMFzz4sie1G7tpafOYB7QjIeCXyNwce9D42NpDp6zsC/CEBxyHl88I+5r2n3/Xxf47HD0LqxX/C5WxnyvT6ro6+9g+fMjHbPzbqQXNVou9FY++/bdPg31wrNFvz/xA3/u1a6Pzv4X3yHPnZP4P7Pddc1eOOtp2/s+SciKKW2KKWmAzgDwP8B2Ar/H69M+P9orYW/QJuulDpNKXVERAYBOCVwihdiuFzwvlNEpDPr1a+G/4//k/AXxy74e+P+Dv8usdGObW6h/MNYxsNfEG2Ev3hKgr+3+VEA45VSL+o89mn4/5h/Av9urgXwT2qOaVJjVzJ0B+XvGZ4B/zKYn8NfgKfC/07KU/D/7B+K4lSh4/ur0TqERO+6XqXUzfDvXbAUwDb4i9gs+Au8VfB/T6YopVbpnSeCffAXmw/A/3WVwb+sqAfAZgB/hX9X5TbfW+Xv5T0O/ncmSgKZPPAX2xcrpfSGlhhOKfVz+Mfnr4K/17sZ/ufQTwCcppRq7MQ5vwAwDsCP4O9NL4d/mJMDwA74h3J9D61zJkIfuwv+d2n+BP8LCIG/AH4R/t3EX481T7vzr4N/b4x/wP/zdcH/f8ET8D+P9PZWgFJqPfwLFLwQ+Joc8L9weCGQrf1GdO39L/zf13XwF/ID4f99b5n83Q3XIOpRopQyOwMRUUQiUgR/EQEAQ5VSJealITKfiNwO4DYAK5T+EqhERGHY809EREREZBMs/omIiIiIbILFPxERERGRTbD4JyIiIiKyCU74NVBeXp4qKioyOwYRERERxbH169eXK6X6arWFbVBBPaeoqAjr1sW8CiERERERUdREZLdeG4f9EBERERHZBIt/IiIiIiKbYPFPRERERGQTLP6JiIiIiGyCxT8RERERkU2w+CciIiIisgkW/0RERERENsHin4iIiIjIJrjJFxH1Ck1NTaioqEBNTQ28Xq/ZcYiohzidTmRkZCA3NxdJSUlmxyGKOyz+icjympqasGfPHuTk5KCoqAgJCQkQEbNjEVE3U0rB7Xajuroae/bsweDBg/kCgKibcdgPEVleRUUFcnJykJeXh8TERBb+RHFKRJCYmIi8vDzk5OSgoqLC7EhEcYfFPxFZXk1NDTIzM82OQUQGyszMRE1NjdkxiOIOi38isjyv14uEhASzYxCRgRISEji/h6gHsPgnol6BQ32I7IW/80Q9g8U/EREREZFNsPgnIiIiIrIJFv9ERERERDbB4p+IyIZuv/12iAg++ugjs6OEWbJkCUQEJSUlZkchIoo7LP6JiMjySkpKICJYsmSJ2VGIiHo1Fv9ERDb0ox/9CFu2bMGsWbPMjhLmD3/4A7Zs2YIBAwaYHYWIKO64zA5ARETGy8vLQ15entkxNBUUFKCgoMDsGEREcYk9/0REAXUvv4IDs47BvoGDcWDWMah7+RWzI7UROvRl586duOCCC9CnTx9kZGRg4cKF2LRpEwDg8OHDuOaaa1BQUIDk5GTMnDkTy5cvb3MuvTH/IoJ58+ahvLy85RxJSUkYP348Hn/8cc1cPp8Pjz76KGbOnIn09HSkpaVh5syZ+Nvf/gafzxd2/+A1Dhw4gKuvvhoDBgyA0+nEsmXLAISP+b/99tsxdOhQAMATTzwBEWm5LVu2DO+88w5EBFdeeaVmvqamppYXO01NTdF+u4mI4hJ7/omI4C/8q372c6iGBgCAd98+VP3s5wCAtPPONTNamJKSEsyePRtjx47FkiVLUFJSgldeeQXz5s3DZ599htNOOw2ZmZm46KKLUFFRgeeeew6LFi3C9u3bMXjw4A7PX1lZiTlz5iAxMREXXHABGhsb8eKLL+LKK6+Ew+HA4sWL29z/+9//Pp599lkMGjQIV199NUQEr7zyCm644QZ88skneOaZZ8KuUVFRgWOOOQbp6ek477zz4HA40L9/f8088+bNQ2VlJf785z9j8uTJOOecc1rapkyZgsmTJ2P48OF4/vnn8cADDyArK6vN41966SUcOXIEt9xyC5KSkqL4DhMRxTGlFG8G3aZPn66IKHabN2/u8WuUzZytSgsHht3KZs7u8WtHq7i4WAFQANTvf//7Nm2/+93vFACVk5Ojrr32WuX1elvannzySQVA3XTTTS3HbrvtNgVALV++vM15gue/6qqrlMfjaTn+zTffKKfTqcaOHdvm/s8++6wCoKZOnapqampajtfW1qrp06crAOqZZ57RvMb3v/995Xa7w77OxYsXKwCquLg47GtfvHix5vfmvvvuUwDUX/7yl7C2uXPnKgBq27Ztmo8l6zLid58oHgFYp3TqUQ77iWNerxe7d+/Gzp070RDozSQibd79+2M6bqaioiLceuutbY4Fe+Obmppw3333weFo/e/9kksugcvlwsaNG6M6f2pqKv70pz/B6XS2HBs3bhzmzJmDLVu2oKampuX4P//5TwDA3XffjfT09JbjaWlpuOeeewAA//jHP8KukZiYiPvvvx8uV/e8AX3FFVcgOTkZjz32WJvj27Ztw4oVKzB//nyMGjWqW65FRNSbcdhPnDp48CDefvtt+F/8+cfkzpw5E5MmTTI5GZE1OQsL4d23T/O41UyZMqVNYQ4AhYGco0aNQkZGRps2p9OJ/v37o7S0NKrzjxw5EpmZmWHHBw0aBMA/LCh4jQ0bNsDhcGDevHlh9587dy6cTie++OKLsLaioiL069cvqjzR6NOnDy688EI8+eST+PTTT3HccccBAJYuXQoAuO6667rtWkREvRl7/uOQ1+vF22+/jebmZrjdbrjdbni9XqxduxaHDx82Ox6RJWXc+nNISkqbY5KSgoxbf25SIn3tx7QDaOlB12oLtrvd7qjOn52drXsOwP9/TFBVVRVyc3ORmJioef+8vDxUVVWFteXn50eVJRY33HADALT0/jc1NeGJJ55Av3792swTICKyMxb/cWjfvn0tPf6hfD4ftm7dakIiIutLO+9cZN17D5wDBgAicA4YgKx777HcZF+rycrKQkVFheYLC4/Hg/Lycs13EUSk27PMnj0b06ZNwwsvvICjR4+2TPS94oorNF+cEBHZEYv/OKTXu6eUQnNzs8FpiHqPtPPORf6azzGgdA/y13zOwj8KU6dOhc/nw8qVK8PaVq5cCa/Xi2nTpnX5OsFhTqHvOmi5/vrr0djYiCeffBJLly6FiOAHP/hBl69PRBQvWPzHoQEDBmiure1yuTBs2DATEhFRvAqurf+LX/wC9fX1Lcfr6+tbJiVfddVVXb5OTk4ORAR79uyJeL9LLrkEWVlZuPfee7FixQqccsopGD58eJevT0QULzjhNw4lJydj1qxZWLNmDXw+H5RScLlcKCgowJAhQ8yOR0Rx5JJLLsFrr72GF154AePHj8c555wDEcGrr76K4uJiXHjhhbj00ku7fJ309HTMnj0bH3/8MS699FKMGjUKTqcTZ511VpuFDFJTU7F48WI89NBDAIBrr722y9cmIoonLP7j1MSJE5Gfn49t27ahubkZw4YNw+DBg9ss/0dE1B3+9a9/Ye7cufjnP//ZMtl27NixuOWWW3D99dd323Weeuop3HzzzXjnnXfwr3/9C0opDBw4MGwVsyuvvBIPPfQQCgoKcNZZZ3Xb9YmI4oFoTQylnjFjxgy1bt06s2MQ9TpbtmzB2LFjzY5BvcSyZctwxRVX4Ne//jXuvPNOs+NQF/B3n6hzRGS9UmqGVhu7gYmIKG54PB786U9/gsvl4pAfIiINHPZDRES93ieffIIVK1bgo48+wtdff40f/ehHGDhwoNmxiIgsh8U/ERH1eh988AHuuOMO5Obm4gc/+AHuvfdesyMREVkSi38iIur1br/9dtx+++1mxyAisry4HfMvIheIyF9E5GMRqRYRJSJPd+I8JYHHat0O9ER2IiIiIqKeEM89/78GMBlALYBSAGO6cK4qAA9qHK/twjmJiIiIiAwVz8X/zfAX/d8CmAtgeRfOVamUur07QhERERERmSVui3+lVEuxLyJmRiEiIiIisoS4Lf67WZKIXAZgMIA6AF8BWKmU8pobi4iIiIgoeiz+o5MP4Kl2x4pF5Aql1AozAhERERERxSpuV/vpRo8DOAn+FwBpACYCeAxAEYC3RWRypAeLyDUisk5E1h0+fLinsxIRERFRD6utrcW2bduwa9cueDwes+PEhD3/HVBK3dHu0CYA14lILYBbANwO4NwIj18KYCkAzJgxQ/VQTCIiIiIywPr167Fx40aISMu80kWLFiE/P9/kZNFhz3/nPRr4eKKpKYiIiIjIEAcOHMCXX34Jr9cLj8cDt9sNt9uNd955B15v75gKyuK/8w4FPqaZmoKIyGI++ugjiIipO+5aIUO05s2bZ9lV6YqKilBUVGR2DCLL2Lp1q+YwH6UU9u/fb0Ki2LH477xjAx93mZqCiMhgJSUlEBEsWbLE1hnsatmyZRARLFu2zOwoRIaLNL6/t4z955h/ACKSAGA4ALdSamfI8fEAypRSFe3uPwTAw4FPnzYsKBERRWXWrFnYsmUL8vLyzI7SoSeffBL19fVmx9D03//+1+wIRJYyfPhw7NmzJ6zQ9/l8GDBggEmpYhO3xb+InAPgnMCnwRkYx4rIssC/y5VS/y/w7wEAtgDYDf8qPkHfBXCriCwHUAygBv4XCacDSAbwFoD7e+QLICKiTktNTcWYMWPMjhGVwYMHmx1B1/Dhw82OQGQpQ4YMQWFhIfbv3w+PxwMRgcPhwJw5c5CYmGh2vKjE87CfKQAWB26nBo4NCzl2QRTnWA7gFQBDAVwC4H8AzAXwSeAcZyilmrs1NRGZ56tngAeKgNsd/o9fPWN2ojZef/11nHTSSSgoKEBSUhIKCwsxd+5cPPLIIy33OeaYY+B0OlFSUqJ5jvvvvx8igj/+8Y8tx4Ljuuvr6/HTn/4UgwcPRlJSEkaMGIF77rkHSrUuVHb77bdj6NChAIAnnniiZbULvWEgGzduxOmnn47s7GykpqZi7ty5+PTTTzWzeTwePPLIIzjmmGOQmZmJ1NRUTJ06FQ8//DB8Pl9MGSKN+a+oqMCvfvUrTJgwAampqcjKysLkyZNx6623oq6uTjNbqNBhL++//z5OOOEEpKeno2/fvrjiiitQWVkJAPjiiy9wxhlnICcnB+np6TjrrLM0fy5aY/5D88fyPayqqsIvfvELjB49GsnJycjJycGpp56KDz74IOy+oddYs2YNTj/9dOTm5kJEWnK2H/M/b948XHHFFQCAK664os33vqSkBLfeeitEBE8++aRmvvXr10NEcOaZZ3bwXSayJofDgVNPPRUnn3wyxowZg4kTJ+K8887rNZ0NQBz3/Culbod/Gc5o7lsCIGy2VWADL27iRWQHXz0DvHEN4A4Mv6ja7f8cACZdal6ugKVLl+Laa69Ffn4+zjzzTOTl5eHQoUP46quv8Pjjj+OGG24AANxwww1YvHgx/v73v+Ouu+4KO88//vEPJCUlYfHixW2Ou91uLFy4EPv378eiRYvgcrnw6quv4tZbb0VjYyNuu+02AP7ir7KyEn/+858xefJknHPOOS3nmDJlSptzrlu3Dvfeey+OPfZYXH311dizZw9eeuklnHTSSdi4cSNGjx7d5vpnnnkm3n33XYwePRqXXHIJkpOTsXz5ctx4441YvXo1nnrqqZgztFdcXIz58+dj9+7dmD59Oq6//nr4fD5s374dDzzwAK677jqkpUW3jsPrr7+O//znPzjjjDNw3XXX4dNPP8WyZctQXFyMu+++GyeddBJOOOEEXHXVVfj666/xxhtvYOfOnfj666/hcETX9xbL97CyshJz5szB5s2bMXPmTNx0000oLy/HCy+8gIULF+Jvf/sbrr322rBrfPbZZ/jDH/6A448/HldeeSXKy8t1ezCXLFmC7OxsvPbaazj77LPbfL+zs7Nx3XXX4b777sNjjz2Gyy+/POzxjz32GABo5iDqLUQEgwcPtvS7dhEppXgz6DZ9+nRFRLHbvHlzz1/kT0OUug3htz8N6flrR2HatGkqMTFRHTx4MKzt8OHDLf9ubGxUffr0Ufn5+aq5ubnN/ZYvX64AqEsuuaTN8SFDhigAatGiRaq+vr7l+MGDB1VWVpbKyspqc67i4mIFQC1evFgza/A6ANTjjz/epu3RRx9VANT111/f5vhtt92mAKgf/ehHyuPxtBz3eDzqyiuvVADUq6++GnOG2267rc3x4447TgFQ//u//xv2mMOHD6uGhgbN84V6/PHHFQDldDrVRx991HLc6/Wqk08+WQFQOTk56umnn27zOK2vQyml5s6dq/x/jsPzx/I9vOaaaxQAdc011yifz9dyfPv27SozM1MlJiaq4uJizWs8+uijml/rkCFD1JAhQzS//va5gk4//XQFQH311VdtjtfU1Kj09HQ1aNCgNj/jSAz53SeKQwDWKZ16NJ6H/RARRa9qT2zHTeByuZCQkBB2PHRSa1JSEq644gocOHAAr7/+epv7ddTr+tBDDyElJaXl8379+uHss89GVVUVtm3bFnPeOXPmhK3Gc+WVV8LlcmHNmjUtx3w+Hx5++GHk5+fjgQcegNPpbGlzOp344x//CBHBM890bRjW+vXr8emnn2LKlCn4+c9/Htael5eH5OTkqM938cUXY+7cuS2fOxwOfP/73wcATJgwAZde2vYdo2BP+MaNG6O+RrTfQ7fbjaeffhrp6en4wx/+0GYY0ciRI/HjH/8Yzc3NmsNxpkyZ0q098ddffz0A/7tVoZ555hnU1tbi6quvbvMzJiJjxe2wHyKimGQN9g/10TpuAZdeeiluueUWjB8/HhdddBHmzp2LOXPmoG/fvmH3vf766/HHP/4Rjz32GM4//3wAQHl5OV555RWMHTsWJ54YvjdhVlYWRowYEXZ80KBBAICjR4/GnHnGjBlhxxISEtC/f/8259u+fTuOHDmCkSNH4ve//73muVJSUrBly5aYM4T6/PPPAQCnnnpq1MNuItH6+goLCwEA06dPD2sLrgRSWlrapWtofQ+3bt2K+vp6zJkzB7m5uWGPWbBgAX7/+9/jiy++CGubNWtW1HmisWjRIgwdOhRPPfUU7rnnHqSmpgLwvxhwOp24+uqru/V6RBQbFv9ERABw0l1tx/wDQEKq/7gF/M///A/y8vLwyCOP4KGHHsKDDz4IEcHcuXNx3333tSkShw0bhlNPPRXvvvsudu7cieHDh2PZsmVoamrS7eHNzs7WPO5y+f9MdGbnykjnDD3fkSNHAAA7duzAHXfcoXu+2tramDOECk7E7a7l+LKyssKOBb9fkdrcbnfU14j2e1hVVQUAKCgo0Lx/8HjwexAqPz8/7FhXOBwOXHvttbj11lvx/PPP44orrsD69euxYcMGnHPOOS0vkIjIHBz2Q0QE+Cf1nrkUyBoCQPwfz1xqicm+QZdffjk+//xzHDlyBG+++SauuuoqrFy5EqeeeioOHTrU5r7XX389lFL4+9//DsA/0Tc5OVlzEqbZgoXyueeeG3HeVHFxcZeuEyyk9+3b19XIlhP8Hh44cECzvaysrM39QvXE7sJXXnklkpKSWoaacaIvkXWw+CciCpp0KXBzCXC7z//RQoV/qOzsbHznO9/B3//+dyxZsgQVFRX4+OOP29znjDPOwODBg/H444/jvffew7Zt23DhhRciJyeny9cPjtfuzLsBWsaMGYPs7Gx8/vnnUfeKdybDMcccAwB499132ywdGg9Gjx6N1NRUbNy4UXOI1vLlywEA06ZN6/K1ovne9+3bFxdccAFWr16NVatW4V//+heKioqwcOHCLl+fiLqGxT8RUS/wzjvvaG4dH+zxD46rDnI4HLjmmmtw6NAhXHnllQCA6667rluy5OTkQESwZ0/3TIZ2uVy48cYbUVZWhh//+MdoaGgIu09ZWRk2b97cpQzTp0/Hcccdh40bN+Kee+4Jaz9y5AgaGxs790WYLDExEZdeeilqa2vx29/+tk3bzp078dBDDyEhIaFlQnJX9OnTBwA6/N4HJ/5edNFFqK2txTXXXNMtcy2IqGs45p+IqBf43ve+h+TkZBx//PEoKiqCUgoff/wx1q5di+nTp+Pkk08Oe8zVV1+N3/3ud9i3bx8mTpyIY489tluypKenY/bs2fj4449x6aWXYtSoUXA6nTjrrLMwadKkTp3zN7/5Db788ks8+uijeOONN7BgwQIMGDAAhw4dwo4dO7Bq1SrcddddGDduXJcyPP3005g3bx5++ctf4qWXXsK8efOglMKOHTvw3nvvYevWrW02tepN7r77bnz88cd4+OGHsXbtWsyfP79lnf+amho8/PDDLZujdcWxxx6L1NRUPPjgg6ioqED//v0BADfeeGObYUVz5szB5MmT8eWXXyIhIaHlRSgRmYvFPxFRL3D33Xfj3XffxYYNG/DWW28hOTkZQ4YMwT333IPrr79ecwnQ/v374zvf+Q5effXVbh9r/dRTT+Hmm2/GO++8g3/9619QSmHgwIGdLv4TEhLw6quv4umnn8ayZcvwn//8B7W1tejbty+GDh2KO++8M2zpzM5kGDp0KDZs2IB7770Xr776Kh5++GEkJyejqKgIt9xyC/r169ep/FaQm5vbsmHXyy+/jD/96U9ISUnBrFmz8NOf/rTbhtzk5OTgpZdewh133IHHH3+8ZVfkyy67LGxOwRVXXIGbbroJZ599dsuLBCIyl6iQbdupZ82YMUOtW7fO7BhEvc6WLVswduxYs2P0Oj6fDyNGjMDBgwdRVlaGzMxMsyORzSxZsgRPPPEEPvjgA5x00kkxP56/+0SdIyLrlVLhawWDY/6JiOLWiy++iOLiYlx++eUs/Mlwe/fuxXPPPYexY8diwYIFZschogAO+yEiijN33303KioqsHTpUqSlpeHWW281OxLZyLPPPovt27fjueeeQ1NTE+68884eWU6UiDqHxT8RUZz5xS9+gYSEBIwbNw733XcfhgwZYnYkspGlS5di5cqVGDRoEB544IGWXaaJyBpY/BMRxRnO5SIzffTRR2ZHIKIIOOafiIiIiMgmWPwTEREREdkEi38iIiIiIptg8U9EREREZBMs/omIiIiIbILFPxERERGRTbD4JyIiIiKyCRb/REREREQ2weKfiIiIiMgmWPwTEVGHSkpKICJYsmRJj19LRDBv3rwevw4RkR2x+CciIsu7/fbbISL46KOPzI5CRNSrucwOQERE1jdgwABs2bIFWVlZPX6tLVu2IDU1tcevQ0RkRyz+iYioQwkJCRgzZowh1zLqOkREdsRhP0REATt27MCzzz6LpUuX4tlnn8WOHTvMjtRG6Lj7nTt34oILLkCfPn2QkZGBhQsXYtOmTQCAw4cP45prrkFBQQGSk5Mxc+ZMLF++vM259u/fj9/97neYM2cO8vPzkZiYiMLCQlxyySXYsmVLxGu3V1ZWhh/+8IcoKipCYmIi+vbti/POOw/r168Pu++yZcsgIli2bBneeecdzJs3D1lZWRCRlvu0H/NfVFSEO+64AwAwf/58iEjLDQC+973vQUSwcuVKze/biy++CBHBjTfeGPkbTERkA+z5JyKCv/D/+OOP4fF4AAC1tbX4+OOPAQAjR440M1qYkpISzJ49G2PHjsWSJUtQUlKCV155BfPmzcNnn32G0047DZmZmbjoootQUVGB5557DosWLcL27dsxePBgAMDKlStx9913Y/78+Tj//PORnp6OHTt24MUXX8Trr7+OVatWYfLkyR1mKS4uxvHHH4/9+/djwYIFuPjii7F37178+9//xptvvomXXnoJZ5xxRtjjXnzxRbzzzjtYtGgRrrvuOpSUlOhe46abbsKrr76KFStWYPHixSgqKmrTfsMNN+D555/HY489hhNPPDHs8UuXLgUAXHPNNR1+PURE8Y7FPxERgLVr17YU/kEejwdr1661XPG/YsUK/P73v8evfvWrlmN33nknfvvb32L27Nm48MIL8cgjj8Dh8L+5e8opp+Dyyy/HAw88gAceeAAAsGDBAhw8eBAZGRltzv3ll19izpw5uPXWW/H22293mOW6667D/v37w/LccMMNOPHEE7F48WLs3r0b6enpbR731ltv4a233sJpp53W4TVuuukmVFZWYsWKFViyZEnYSkAnnngixo8fj5deegl//vOfkZeX19JWXFyMDz74AMcddxwmTpzY4bWIiOIdh/0QEcHf0x/LcTMVFRXh1ltvbXNs8eLFAICmpibcd999LYU/AFxyySVwuVzYuHFjy7F+/fqFFf4AMHnyZCxYsADLly+H2+2OmKO0tBTvvfceBg8ejJ/97Gdt2o477jhcfPHFqKiowMsvvxz22LPPPjuqwj9a119/PZqamvDEE0+0Ob506VIopXDttdd227WIiHozFv9EREBYz3RHx800ZcoUOJ3ONscKCwsBAKNGjQor6p1OJ/r374/S0tI2x998802ceeaZKCgoQEJCQss4+jfeeANNTU0oLy+PmOOLL74AAJxwwglISEgIa1+wYEGb+4WaNWtWB19lbC6//HKkp6e3DPEBALfbjWXLliEnJwcXXnhht16PiKi34rAfIiIAM2fObDPmHwBcLhdmzpxpYiptWsttulwu3bZge2hP/kMPPYSf/OQnyMnJwSmnnILBgwcjNTUVIoJXX30VX375JZqamiLmqKqqAgAUFBRotgePV1ZWhrXl5+dHPHesMjIycNlll+HRRx/F8uXLMX/+fLz22ms4cOAAbrrpJiQnJ3fr9YiIeisW/0REaJ3Uu3btWtTW1iI9PR0zZ8603Hj/7uDxeHDbbbchPz8fGzZsCCveP/vss6jOE3yhceDAAc32srKyNvcLFbq6T3e5/vrr8eijj+Kxxx7D/PnzOdGXiEgDi38iooCRI0fGZbHfXnl5OSorK3HeeeeFFf61tbXYsGFDVOeZOnUqAOCTTz6Bx+NpefchKLi86LRp07qcOTjMyev16t5n0qRJmDNnDl555RWsXr0aH3zwAU488USMHTu2y9cnIooXHPNPRGQz/fr1Q2pqKtavX99mQrPb7cZPfvKTDsf6Bw0cOBCnnHIKSkpK8OCDD7ZpW716NZ599lnk5OTg3HPP7XLmPn36AAD27NkT8X7XX389mpubcf7550Mpheuuu67L1yYiiifs+ScishmHw4Ef//jHuPvuuzFx4kScffbZaG5uxvLly1FRUYH58+eHbQqm59FHH8WcOXPw05/+FO+99x5mzJjRss6/w+HA448/rrmqUKzmz58Ph8OBX/ziF9i0aRNycnIAAL/+9a/b3O+73/0ubr75Zuzbtw95eXk477zzunxtIqJ4wp5/IiIbuvPOO/HHP/4RKSkpeOyxx/Dyyy9jxowZWLNmTctGYNEYNmwY1q1bh+uuuw7btm3D/fffj7fffhunnXYaVq1ahbPPPrtb8o4dOxZPPPEE8vPz8cgjj+A3v/kNfvOb34TdLzExEZdeeikAYMmSJUhKSuqW6xMRxQtRSpmdwTZmzJih1q1bZ3YMol5ny5YtHLdtsq1bt2Ls2LG45ppr8Nhjj5kdJ6J58+Zh5cqV2LZtmy3mcMQz/u6TVe3btw9r1qxBZWUlMjMzMXPmzJg6TnqaiKxXSs3QamPPPxERdWj79u0A/OP8rWzNmjVYsWIFTj31VBb+RNQj9u7di3feeQeHDx+G2+3GkSNH8MEHH2DXrl1mR4sKx/wTEZGur776Cs888wyeeeYZOByObpm82xP+9re/Yd++fXj88cfhcDhwxx13mB2JiOLU559/HrbymMfjwerVqzFs2DCTUkWPxT8REenasGED/vKXv2DMmDF49NFHMWHCBLMjabrnnntQWlqKYcOG4amnnur2HYSJiIK0Ni4EgJqaGiilemQfk+7E4p+IiHQtWbIES5YsMTtGh0pKSsyOQEQ2kZqairq6urDjycnJli/8AY75JyIiIiKK2vTp08M2NXS5XJgyZYo5gWLEnn8iIiIioiiNHj0abrcb69evb9ndfMqUKZg4caLZ0aLC4p+IeoXeMI6SiLoPlyInqxIRTJw4EePHj0dzczMSExPhcPSewTS9JykR2ZbT6YTb7TY7BhEZyO12w+l0mh2DSJfD4UBycnKvKvwBFv9E1AtkZGSgurra7BhEZKDq6mpkZGSYHYMo7rD4JyLLy83NxdGjR1FeXo7m5mYOByCKU0opNDc3o7y8HEePHkVubq7ZkYjiDsf8E5HlJSUlYfDgwaioqEBJSUnY5ipEFD+cTicyMjIwePBgJCUlmR2HKO6w+CeiXiEpKQkFBQUoKCgwOwoREVGvxWE/REREREQ2weKfiIiIiMgmWPwTEREREdkEi38iIiIiIptg8U9EREREZBMs/omIiIiIbILFPxERERGRTbD4JyIiIiKyCRb/REREREQ2weKfiIiIiMgmWPwTEREREdkEi38iIiIiIptg8U9EREREZBMs/omIiIiIbILFPxERERGRTbD4JyIiIiKyCRb/REREREQ2weKfiIiIiMgmWPwTEREREdkEi38iIiIiIptg8U9EREREZBMs/omIiIiIbILFPxERERGRTbD4JyIiIiKyCRb/REREREQ2weKfiIiIiMgmWPwTEREREdkEi38iIiIiIptg8U9EREREZBMs/m3Cu78MTas+hXd/mdlRiIiIiMgkLrMDUM9Szc04etPNaHjnXUhiIlRzM1JOXYicPz8ISUw0Ox4RERERGYg9/3Gu+v4/ouHd94CmJqiaGqCpCQ3vvY/q++43OxoRERERGYzFf5yre/IpoLGx7cHGRtQ99bQ5gYiIiIjINCz+45yqq4vpOBERERHFLxb/cS5x6lTN4wlTphgbhIiIiIhMx+I/zmXddSckLRVwBeZ2u1yQ1FRk33WnucGIiIiIyHBc7SfOJU6ciH7vvYvax5aiedMmJE6YgPRrr4GrqMjsaERERERkMBb/NuAqKkL2H/7X7BhEREREZDIO+yEiIiIisgkW/0RERERENsHin4iIiIjIJlj8ExERERHZBIt/IiIiIiKbYPFPRERERGQTLP6JiIiIiGyCxT8RERERkU2w+CciIiIisom4Lf5F5AIR+YuIfCwi1SKiROTpTp5roIj8U0T2i0iTiJSIyIMiktPduYmIiIiIeorL7AA96NcAJgOoBVAKYExnTiIiwwF8CqAfgNcAbAUwC8BPAJwmInOUUke6JTERERERUQ+K255/ADcDGAUgE8D1XTjPI/AX/j9WSp2jlLpVKbUAwAMARgO4q8tJiYiIiIgMELfFv1JquVJqh1JKdfYcIjIMwEIAJQD+2q75NgB1AL4vImmdDkpEREREZJC4Lf67yYLAx/eUUr7QBqVUDYBVAFIBHGN0MCIiIiKiWLH4j2x04ON2nfYdgY+j9E4gIteIyDoRWXf48OFuDUdEREREFAsW/5FlBT5W6bQHj2frnUAptVQpNUMpNaNv377dmY2IiIiIKCbxvNqPESTwsdPzCoxw6NAh7Ny5E0opDB8+HP379zc7EhERERGZgMV/ZMGe/Syd9sx297OcNWvWYNOmTfB4PACArVu3Yty4cTjmGE5TICIiIrIbDvuJbFvgo96Y/pGBj3pzAkx19OhRfP311y2FPwB4PB588803qKioMDEZEREREZmBxX9kywMfF4pIm++ViGQAmAOgAcDnRgeLxp49e6C10qnP58Pu3btNSEREREREZmLxD0BEEkRkTGA33xZKqZ0A3gNQBOCH7R52B4A0AE8qpeoMCRojp9MJEQk7LiJwOp0mJCIiIiIiM8XtmH8ROQfAOYFP8wMfjxWRZYF/lyul/l/g3wMAbAGwG/5CP9QNAD4F8JCInBS432wA8+Ef7vOr7k/fPYYOHYrVq1eHHRcRDBs2zIRERERERGSmuC3+AUwBsLjdsWGBG+Av9P8fOqCU2ikiMwD8DsBpAL4DoAzAQwDuUEpZdvB8Wloa5s6dixUrVrS8A6CUwvHHH4/09HST0xERERH1Xl6vF5s3b8aOHTsgIhg7dixGjRoFh8PaA2tEa0w49YwZM2aodevWGX7dxsZG7NmzBwAwePBgJCcnG56BiIiIKF4opfDGG2+gvLy8ZWEVl8uFgQMHYuHChSanA0RkvVJqhlZbPPf8U0BycjJGjdLdhJiIiIiIYrB37942hT/gX1GxtLQUhw8fhpU3drX2+xJERERERBZTVlbWpvAP8vl8KCsrMyFR9Fj8ExERERHFIDU1VXPlRKfTidTUVBMSRY/FPxERERFRDEaMGKG7nHpRUZHxgWLA4p+IiIiIKAYpKSlYtGgRUlJSkJCQAJfLhfT0dJxxxhlwuaw9pdba6YiIiIiILKigoACXXXYZKioqICLIycnRfDfAalj8ExERERF1goigT58+ZseICYf92IRSCk1NTfB6vWZHISIiIiKTsOffBvbs2YNPPvkE9fX1EBGMGjUKxx13nOYsdSIiIiKKTlVVFYqLiwEAw4YNQ2ZmpsmJOsbiP84dOnQI77//fpse/+3bt8PtdmPBggUmJiMiIiLqvTZu3Ij169dDKQUAWL9+PWbNmoWJEyeanCwyDvuJc1988UXYUB+v14vi4mI0NjaalIqIiIio96qsrMT69evh9Xrh8/ng8/ng9XqxZs0aVFdXmx0vIhb/ca6qqkrzuMPhQG1trcFpiIiIiHq/kpKSlh7/UEoplJSUGB8oBiz+41y/fv00l53y+Xy9YlwaEREREXUfFv9xbsqUKXA42v6YRQTjx49HYmKiSamIiIiIeq+hQ4fq7vA7dOhQExJFj8V/nHM6nZpPTr3hQEREREQUWVZWFmbOnAmn0wmHwwGHwwGn04nZs2cjIyPD7HgRcbWfOPf111/D5/O1OaaUQmlpKaqrqzn0h4iIiKgTJk2ahEEpqdj52aeQhESMOPkkZPXta3asDrH4j3Pl5eVhxT/gf0egqqqKxT8RERFRJ1Q/+GfUP/QXFDqdgMOButtvR/ITy5B0zDFmR4uIw37iXN++fcPG/AP+5T6zs7OND0RERETUyzWtXYfah/8KNDVB1ddD1dZC1dbhyJIroZqazI4XEYv/ODdx4sSwnXydTicGDx5s+TFpRERERFZU/9zzUFr7JSmFpo8/MT5QDFj8x7n09HScffbZKCgogIggMTER48eP5+6+RERERJ2kGhsAjXX+AVi+559j/m0gNzcXZ555ptkxiIiIiOJCyplnoPG991GXmIh9E8bDm5CA/tu3I+fIESTNOc7seBGx+CciIiIiikHywoU4cM452FA0GEoEyuFAyTGzMTQ1DYVZWWbHi4jDfoiIiIiIYtDU3IwvxoyCLyEByuUCHA54ExNRAoWysjKz40XE4p+IiIiIKAalpaWaqyl6PB58++23JiSKHot/IiIiIqIYiIhum9aLAiuxdjoiIiIiIosZNGgQlMZqPy6XCyNHjjQhUfRY/BMRERERxSAxMRELFiyA0+mEy+WC0+mE0+nExIkT0b9/f7PjRcTVfuzi3xcBm18ClBdIyQPOfxYYcYrZqYiIiIh6paKiIlx66aUoKSmBx+PBoEGDkGXxlX4AFv/28NAYoGJb6+cN5cDTC4HFy4Gh88xKRURERNSrJScnY8yYMWbHiAmH/cS7IzvbFv6hXrzY2CxEREREZCoW//Hui3/ot9UdNC4HEREREZmOxX+86z9Fv82ZaFgMIiIiIjIfi/94N/EiQJzabTOuMzYLEREREZmKxb8dXL0akHZzuwefACx60JQ4RERERGQOrvZjBwOmA7e5gW/fBw59DUxZAqTmmp2KiIiIiAzG4t9ORpzCtf2JiIiIbIzFPxERERFRJ9TW1mLr1q2oqalBYWEhhg8fDpfL2uW1tdMREREREVlQWVkZ3n77bfh8Pvh8PhQXF2Pjxo0499xzkZho3RUVOeGXiIiIiCgGSil8+OGH8Hg88Pl8AACPx4Oamhps3LjR3HAdYPFPRERERBSDmpoaNDU1hR33+XzYtWuXCYmix+KfiIiIiCgGTqcTSindNitj8U9EREREFIO0tDTk5uZCRNocd7lcGDdunEmposPin4iIiIgoRieffDJSU1PhcrngdDrhcDgwZMgQjB071uxoEbH4JyIiIiKKkcfjaTP8x+VyYeTIkXA4rF1eWzsdEREREZHF+Hw+/Oc//0F1dTW8Xi+8Xi+am5vxwQcfoKamxux4EbH4JyIiIiKKQWlpKTweT9hxn8+HrVu3mpAoeiz+iYiIiIhi0NDQoLnaj8/nQ11dnQmJosfin4iIiIgoBvn5+ZrFv8vlwsCBA01IFD0W/0REREREMcjKysLIkSPhcrlajjmdTmRnZ2PYsGEmJuuYq+O7EBERERFRqBNOOAGFhYXYvHkzPB4Phg8fjvHjx1t+tR8W/0REREREMRIRjBgxAiNGjDA7Skys/dKEiIiIiMiq9qwCHigC7kgA7s4F1v+f2Yk6xOKfiIiIiChWm18B/nk8ULUbUB6g8SjwxtXAmz8yO1lELP5twltejsrb78CBE+bi0NnnouHtt82ORERERNR7vXyZ9vG1fwW8XmOzxIBj/m3AW1GBQ6cshO9oJeB2w7trF47e+A3cP9yGzJtvMjseERERUe/jqddv27MKGHqicVliwJ5/G6j7v3/CV1UNuN0tx1RDA2r+8jB8VVUmJiMiIiKKQ55GsxPoYvFvA40rVwJNTWHHJTER7s2bTUhEREREFMcaKsxOoIvFvw04CwsBkfAGtxuOfv2ND0RERETU6/lrq4MJw/BZxvlYk3E2KlyF/qax55gXqwMc828DGddcg6b/fgjV0NB60OWCa9w4JAy39i50RERERJY0/w58sn4ztqceB48kQKDwddrJmIl1mJSQbHY6Xez5t4HE6dOQde89kMxMSFoakJSExFkz0eeJx82ORkRERNQrHRxzDbZnzIPHkQSIA0qc8DoSsTbhBNTW1podTxd7/m0i7bxzkXrmGfDs3AlHdjac+flmRyIiIiLqtXbu3AmPCh9WrZTCnj17MG7cOBNSdYzFv42Iw4GEvglAerrZUYiIiIh6tSNHjmge9/l8cDisO7iGxb9dvLIE+PKJ1s9T+gA3bgdSc02LRERERNRb1dXV6bbl5OQYmCQ21n1ZQt1n+R3wfPk0dqTMxn+zr8RnmRfgqNsFPDDE7GREREREvVJCQoLmcRFBcrJ1J/yy598G3Cvvwxt5P0elqz88jmSI8mBL6omYW/k4hu/5HBh8jNkRiYiIiHqVMWPG4PPPP4fX621zPCMjA5mZmSal6hh7/m1gS+psHHXlw+PwvwpV4oLHkYSV2YvR9OEfTE5HRERE1PuMGjVKc2x/Tk4ORGt/JYtg8W8Du5JnwOtI0mwrP1RucBoiIiKi3q+4uBhKqbDjpaWlqKqqMiFRdFj824BLNWkeV3DAlaD9ooCIiIiI9O3btw8ejyfsuIjg4MGDJiSKDot/G0jy1QHtX5kqBUCh74QTTclERERE1Julp6drFtLi8yElJcXwPNFi8W8DZUmjgPZjz0TgFRew7WVzQhERERH1YiPz8iDN7rYHfT44q6pQwKU+yUxe0RvaI/DVHTI0CxEREVE8cL77Hma+/QKSPdVw+Rrh9DUjp7kMx778HJrfe9/seLq41KcNDGjajN3Jk6HE2eZ4rnsfXOn9TEpFRERE1Hv5Du7FxBkrMeHgx6hMKIBLNSPDUw4sAOrKrbugCnv+beCY6heR6GuA09cMAHAoN1y+RpxY9TSgswoQEREREelLy10OAHCIQq5nPzK95f5R1g4gOXOtueEiYPFvA5neI5hbuSww8dcHp/Jgau1byHPvBgbOMDseERERUa/jbPw2bEplkKvic2PDxIDDfmzgUOY0fJi6BJ5AL79bUvBF+umAEkydd5vJ6YiIiIh6H0nLR21DEz7P/C72JE+CwIcRDWswq/plJOUMMzueLhb/NrC26KfwHK5sc8zjSMLGrDMwKbUvnNoPIyIiIiIdnjP+gVff/BANjsyWeZXbUo/D4YQinHvW/8Cqe/xy2I8NVNS5AQn/UStXCurr601IRERERNS7fVufgWZXVpsFVXySgMqkQSir0t5g1QpY/NtAVlaWbpuVN6EgIiIisqojR47AozQ6V70eVJTtNiFRdFj828CMGTPgbDcjxSmC8ePHw+XiyC8iIiKiWOVUrIfL1xh23AEfsjf+2YRE0WHxbwO53+7E1H+/hNSjFYDywdXcgOErP8akujqzoxERERH1SiPKXoRLuQHlazkmyoM071EMOPiOickiY7evDVTdfgfGDVuJqfXvwlvvhANeyFCg8i/rkbLgG7PjEREREfU6iX2HYe6Wx/F+nxvgU/4RFgqCYQ1rIal9TE6njz3/NpCcthZJA9wQAVzihUMACJA9aTOUx2N2PCIiIqJex7for1iZsxg+OACRwM2Jr9JPRdnxD5odTxeLfxtIn1Qbdiw4BUA++YPBaYiIiIh6v4NHq+FJzApbUdHjSMSW6jSTUnWMxb8NOBKgvQOdADiy3eg4RERERL2e2+32F1lhBE1NXOqTzJQ3BkqvbfaNRiYhIiIiigv5+fnw+Xxhx10uF4YPH25Couiw+LcB+d4rECDsBYBkFQEDZ5mQiIiIiKh3S0xMxLHHHguHo7WcFhHk5OSw+CeTpQ4EgPBtpqv2GB6FiIiIKF40NDRA2o2trqur8w8JsigW/3Zwr96kEx+w6d+GRiEiIiKKB01NTdi4cSO8Xm/LMaUUmpqa8M031l1KncW/3b14idkJiIiIiHqdI0eOhPX6A4DX68XevXtNSBQdbvJlE42ONKzNOBvFyVPhgBej61Zhau3bcIHr/BMRERHFKjk5GR6PG2EDq5WCu+awKZmiweLfBjxIwMt5v0CtMxcQJwDgi4xFKEsahTOP/DF8LgARERERRdRUX+NfTaV9ISWC2to6MyJFhcN+bGBnygzUOXNaCn8AgDhxIHEEyhJGmBeMiIiIqJeq+ep13TYVWnNZDIt/GygdeBGUaL3JI9iSPs/oOERERES9Xn5hkXaDUshxlxqaJRYs/u3A6QSUxjZfIqh3ZBmfh4iIiKiX8xWdgPBdlPz6enYbGyYGLP5tYLhL59WnUujXvMvYMERERERx4MCendDYRQkQwe6kyYbniRaLfxsYMvcKpHmPhvX+O1UzxiXuMykVERERUe/laK7RbWt26O2xZD4W/zYgfUfjLLyBfu5dcCg3nL4mpHkqcFrFw8i4+Cmz4xERERH1OkMmHqvbluU5aGCS2MR18S8iA0XknyKyX0SaRKRERB4UkZwYzlEiIkrndqAn83cn76GFmPT1uxjQ8A1y3PsxrvxDJDYtBPJGmR2NiIiIqNdJSkrC8NRKQPnaHHcqN2ZOGG5OqCjE7Tr/IjIcwKcA+gF4DcBWALMA/ATAaSIyRyl1JMrTVQF4UON4bTdE7XHurVvx9ZYt2DrvOiiHACIo7zcEm6prcP7Xm5A6cYLZEYmIiIh6nXknnYqk5+7BtrQ5UBAk+hpxTPW/MWjKC2ZH0yVKaxWYOCAi7wJYCODHSqm/hBz/E4CbATymlLouivOUAIBSqqirmWbMmKHWrVvX1dPErOKvj+BFpwNwtHujRymM93ox54YbDM9ERERE1NupO5IAXzO84kKzIxUpvhr/HEtxQG73mpZLRNYrpWZotcXlsB8RGQZ/4V8C4K/tmm8DUAfg+yJi3dkY3WhPYiIg2rPRi11x++YPERERUc/xNAOqGSKACx6k+qohUP6SS/mgGqvNTqgpLot/AAsCH99Tqu1ALKVUDYBVAFIBHBPl+ZJE5DIR+aWI/ERE5otYeOu2dtTYMfptSUkGJiEiIiKKE95mvWX+AQCe/zvNuCwxiNfif3Tg43ad9h2Bj9HOds0H8BSAu+Af+/8hgB0iMrezAY1UNHo0NJ+dSmHwoIGG5yEiIiLq9ZLSI7c7rdnBGq/Ff3Db2iqd9uDx7CjO9TiAk+B/AZAGYCKAxwAUAXhbRCLu4iAi14jIOhFZd/jw4Sgu1/2yP/k5XKpZc5ffoh0Pm5CIiIiIKA4IsCdpPF7O+wWeyP8jXu9zCw4k+lf6cY0/2+Rw2uK1+O9IcAB8h7OdlVJ3KKU+VEodVErVK6U2BSYK/wlACoDbO3j8UqXUDKXUjL59+3Y5eGcc+fZzAKIx7l9he2M/MyIRERER9Xo7k6fjg5xrUZ5YhCZHOg4kjcKbuTehLGkkJNGa8yrjtfgP9uxn6bRntrtfZzwa+HhiF85hiEa3Az7N7acdqHNkhh8nIiIiooiUUlidfRE8jrbDe7yORKzOPB+Ycb1JySKL1+J/W+Cj3pj+kYGPenMConEo8NHyKwal+qrhk4TwBqWQbeEd6IiIiIisyuv1ol60x/0fdRUCyrylPiOJ1+J/eeDjQhFp8zWKSAaAOQAaAHzehWsE93Te1YVzGOJQ2hg44NFsU3H7FCAiIiLqOU6nE07VrNmW4qsC9nxicKLoxGXlp5TaCeA9+Cfl/rBd8x3w99Y/qZSqAwARSRCRMYFdgVuIyHgRyW1/fhEZAiA4U/bpbo7f7RILJsOptIp/hSRVb3geIiIiot5ORJDorQtfUEUp9Gv6Ftj5oTnBOmDNmQjd4wYAnwJ4SEROArAFwGwA8+Ef7vOrkPsOCLTvhv8FQ9B3AdwqIssBFAOoATAcwOkAkgG8BeD+Hv0qusGg/a8CqTeGHXcqD0bVf2Z8ICIiIqJerqmpCfWuPuELqoigOGUmsPdFc4J1IC57/oGW3v8ZAJbBX/TfAn/h/hCAY5VSR6I4zXIArwAYCuASAP8DYC6ATwAsBnCGUjrv91hIgmrAwopHkOBrRIKvAQm+RjhVM2bWvIo8T6nZ8YiIiIh6nUOHDum2+cQFryPZwDTRi+eefyil9gK4Ior7lQDhy+EopVYAWNH9yQw27w4MeONqXHbwp9ibNAEeScDAps1I9dVA48smIiIioq6a+AOzE2iK255/CjH9KgBAgmrGsMYNGNWwOlD4A8ifYl4uIiIiol6qsLBQu0EpJPga4Bx1nLGBosTi3w7qK1r+2SSpqHT2gxdO/4EDX5gUioiIiKj3cjqdSPFUhE/4BTC55k3gpctNSNWxuB72QwEf/BYeJGBF9vdRkjINDuUFoDCr+mWMr19pdjoiIiKiXqempgaNrizNCb+b00/CtKp/mBOsAyz+7WD3cqzM/j5KkqfCKwnwBjb8Wp15AdK9lRhicjwiIiKi3qahoUF3v6R6Zw68Y5YEx1lYCof92EDzoPnYlTINXkdim+MeRxK+yFhkUioiIiKi3is3NxeRFk7xHPM/xoWJAYt/G2ic+ePAUJ9wdY5sY8MQERERxQGXywWBdn0FAE1fPmdgmuix+LeBdIcbDvjCjovyIr95hwmJiIiIiHq/DG+5TosXiV8/bWiWaLH4twFHUirG1X7Ydja6UlBwYHT9KvOCEREREfVi+U3fhq/2oxQSVDOSpd6cUB1g8W8HPjeKU2a0nY0e+PeX6aeaFIqIiIiod6tIGKS52o9PElA75DvmhOoAi38b8LgyUeXqH94ggn1JY4wPRERERBQH3I4kzeOivGisrDY4TXRY/NtBel6ERgdQe9iwKERERETxom9TseYmX4AgZ/PDhueJBot/G3AqBYHWExNwKjfgaTA4EREREVHvV+vMDR/2A8AHB7z6q4CaisW/DUhCAkbWfwaodiv+KIXxdcuB7MHmBCMiIiLqxaoSNIZVAxD40ODIMDhNdFj820Sq9yi0NqKodWYbnoWIiIgoLiilOezHK4lIs+L2vmDxbxtfZZyqORt9V8pMeA5uMScUERERUS/W4MzUHPYDAEczxxqcJjos/m3A4/HAB5dOq6Bp3ZOG5iEiIiKKD/ql9LeJ0wzMET0W/zbgcDh0J/wCCgnOTEPzEBEREcU7d0qk1RbNw+LfBhwOB4Y1rNXcgW5Yw3o4Gg6aE4yIiIioFxPVrLPUJzB6zzJjw0SJxb9NnHD0KaT4qlsnpiiFBNWIY6ueg2x7wex4RERhfD4fKioqUFtba3YUIiJN2Z4DOmP+fWh0pBmeJxp6A8EpzmxKX4BGSWvzBHUjESuyl2BR5d9NTEZEFG7Xrl34+OOP4fP54PP5kJeXh1NOOQWpqalmRyMiapGt6nFU+QBp25/uVM1wJuSYlCoy9vzbxFfpp0I52r3WEydKk8ehMWOMOaGIiDSUl5dj+fLlaGpqgtvthtfrxaFDh/DWW29B6by9TkRkhrHzvhe+jxIAl/Ig/6KHTEjUMcOKfxEZICLcTcokzY4UnRYH6rMvMTQLEVEkmzZtgs/X9o+pUgrV1dWoqKgwKRURUbj6+ipA2i3orxSaHclw9B1uTqgOxFz8i8gCEXlPRI6KSLWIrBKRxVE8dB2AXbFHpO6hv8d0xrSFBuYgIoqstrZWs4ff4XCgvr7ehERERNrWbNiouY+SggvbH7/SlEwdian4F5FrALwH4CQAWQDSARwL4J8i8pGIFHZ0ik6lpC5LTk7WPC4+HxImTzY4DRGRvoEDB8LpDN8a0+v1Ii/PmkvnEZE9NUSY1FvqzjYuSAyiLv5FZCSAhwKPOQjgEQB/ArAB/qL+BACfB+5HFqO7yr/TwZU0iMhSxo4di+TkZDgcrX+iXC4XJk6ciJQUvSGMRETGS/bV6bZlOJoMTBK9WFb7+RGARABfAzhRKVUVbBCRiwD8DcBAAB+JyAKl1LZuTUpd0tzUAM3Xegqoq6xARkaG4ZmIiLQkJSXh/PPPx5dffomSkhIkJSVh0qRJGDp0qNnRiIjaGN/8FdYln6C53OfI1PB3MK0gluJ/AfwdyDeFFv4AoJR6XkS+APAmgOEAlgdeAGztvqjUFUpBd9BVxld/AwbdbWgeIqJIkpOTMXv2bMyePdvsKEREuho84Sv9BFUf3oFcA7NEK5Yx/0MAeAF8rNWolNoO/9CfLQDyAXwoIlxD0jL0l8c70JBoYA4iIiKi+FCaPF5nky9gZ9oMg9NEJ5biPwlArVLKo3cHpdQBAPMAbEbrC4DRXUpI3cIJ3R8bXOPOMS4IERERUZxI6TMwMLwiXNq4UwxOE51Yiv/DALJEJD3SnZRShwHMR9t3APgCwGT9G7brPDkVBhU/aXgeIqKOVFVVYcOGDVi/fj2OHDlidhwiojBF46ZqD6sWYOCoiYbniUYsY/43ASgAcDyAdyLdUSl1WETmAfgIwFgAH8K/LCiZ5FDyCJ0WQV1lJTjdl4isZNOmTVi9enXLZl8bN27ExIkTMWvWLJOTERG18ndMaFf/ZWVlGDhwoNGROhRLz/9K+L+670Vz58A7AAvgfwegAID+QqjU4zySrDsm7csq7T0AiIjMUFtbi9WrV8Pr9UIpBaUUvF4vvv76a5SXl5sdj4ioxYEDB3Tbdu/ebWCS6MVS/L8R+HihiORH8wCl1EG0zgEgi8qq58bLRGQde/bs0Tzu9XpRXFxscBoiIn26u44rharKo8aGiVLUw36UUl+LyGUAEgBkANB/qdP2ccEhQNcjxh2FqfvkuUtQnlDUtvc/MAdggtpkTigiIg2i8y6liOi2ERGZweUQeD1Ke3SFx5qbfMVUjCulnlVKPaGU2hHj48qVUncqpe6ILR51l7Man4FDNfkL/uANwNyjj0MSOSKLiKxjyJAhmscdDgeGDx9ucBoiIn0DHAe1G0SQ5Ks1NkyUDO2JF5EpRl6PWlWlDAtMR2l9dSrKgyzvYcCtvzU1EZHRUlNTcfzxx8PpdLa5zZgxAzk5OWbHIyJqkZGu04GqFBLQaGyYKMWy2k+niEgWgEsBXAVgshHXpHCfZF4Ib72z9W0pEShJwNu5N+KKAZySQUTWMnr0aAwaNAjFxcVQSmHIkCHIyOC6ZERkLemjFwDlqzTb+mSkGpwmOj1WiIvIAvgL/nPh3yBMEGmbWepRBxtcmitRuR0pqDn+bi71SUSWk5qaivHjx5sdg4hI15CiInz26afwtTsu8GHiwsWmZOpItw77EZFBIvIbEdkF4H34lwVNBtAI4GUAF3fn9SgW+q+7vnprqYE5iIiIiOJDeno6ZsyaFViMQCFYb40YNQb9+vUzNZueLvf8i0gCgHPg7+U/Cf4XFMHvwGsAngfwhlJKZy0kMoSC9h4UAA5XVxsahYiIiCheuN1uOBwOeL3+wl9EUFpaiqamJiQnW28vpU73/IvIRBF5EMB+AM8BWAjACWB1yN0uU0o9z8LfAkS/5z9VNRgYhIiIiCg+NDY24quvvoLX6205ppRCc3MzNm2y5lLqMRX/IpIpIteJyBoAGwHcCKAPgFIA/wtgtFLquG5PSV2W56hpWd6zveEJUW3ZQEREREQhjhw5AqcjfGiF1+vFvn37TEjUsaiLfxF5EkAZgL8CmAGgHsBTAE5SSg1RSv061vX/yTgnHXoIYeP+lYJTNWHogZdNyURERETUm6WlpcHXrDHARfmQ0bTf+EBRiKXn/zL4J+9+CGAJgHyl1BKl1PKeCEbdywGP5nEF0ZsKQEREREQRZB9YiRz3PkC1Xe/HCS8mlvzFpFSRdWbMfz6A/gAyuzkL9aB1A36EsBm/IvBJIjYPuMKUTERERES92q7/wuFzo32N5YUT0tz7d/i9H8BBAOMB3A1gj4i8LSIXi4j1pjJTG6VNGa0bfLWzwzvA4DREREREvV/t0LNwMGmkRo0lWJnTy9f5V0r9DMAg+DftehP+AeSnAngawEER+YeInNgjKanL3O13nwjR6OXAHyIiIqJY7UWhdoMIjiYOMjZMlGIa9qOU8iqlXlNKnQVgMIBfAvgWQAaAKwEsF5Hi0Id0W1LqkgSnQ3e1nwyXV/M4EREREenLysrSHVmRmJxicJrodHqdf6XUAaXU3Uqp0QDmwr/yTwOAISF3Wyki/09EiroWk7oqIU3/yTnAWWFwGiIiIqLer6CgAA6Hdjk9atQog9NEp9PFfyil1MdKqcUACgBcB2AN/DMfpgO4B8BOEVkjIrd0x/Uodq66Q7ptyeVfGJiEiIiIKD643W74fNpjq6urqw1OE51uKf6DlFI1SqmlSqljAEwE8GcAR+B/ITAD/hcCZIL05iO6w368imP+iYiIiGJVUaE/eqKsrMzAJNHr1uI/lFLqG6XUzQAGALgQwHs9dS3qmCepSLdtT/Js44IQERERxYndu3frtrndbgOTRK/Hiv8gpZRbKfWiUuo0AEU9fT3S5srXn43u7j/N2DBEREREcUDpjKoAAJfLZWCS6MVU/ItIrohMEpGJUd5fRGRi4DE5SqnSzsWkrioaMUJ3wm9G//4GpyEi6lhjYyO2bt2KzZs3o7bWmpvlEJG9jRkzRqdFQXTqLrPF+pLk3wDmAVgK4PqO7qyUUiJyHfyTgN8BcHqsAal7HDlyRLettJSvyYjIWnbt2oXly5e3/PH87LPPMGPGDEyePNnkZERErfyTehXa7/ALCBobG0xI1LGoe/5FZBaA+fDv8ntzDNe4JfCY00RkSkzpqNtEmnTS2NhoYBIiosgaGxuxfPlyeL1eeDweeDweeL1erFu3LuLkOiIio1VXV+vvamXR3a5iGfZzMfxfxkNKqairxcB9H4T/JdGlMaWjbpOYmKi72g8UN/kiIuvYvXu35tvlPp8PO3bsMCEREZG2AX1z9BuV9hKgZoul+D8u8PHVTlzntcDHEzrxWOoG2e4D+o3eJuOCEBF1QG8CnVJKdz1tIiIzpGbn6TeKNbv+Yyn+hwPwKqW2xnoRpdQ2AJ7AOcgEdUcP6raJOA1MQkQU2eDBgzVfALhcLgwbNsyERERE2poP7YnQas36KpbiPxNAVReuVR04B5nAkamz1CcAp7LmOrREZE+pqamYPXs2nE5ny/Afl8uFUaNGoT9XJyMiCyn9eqXZEWIWy2o/NQCyunCtzMA5yARDp5yA3cuXhzcohb6ZycYHIiKKYMKECRg4cCC+/fZbeL1eDB06FP369TM7FhFRGwmDpgF715gdIyaxFP9lALJFZIJSalMsFxGR8YFrRRh4Tj1pyJAh2uv8C+DqM9T4QEREHcjOzsaMGTPMjkFEpMuVEWHCrwBerxdOp7WG/8Qy7GdV4ONFnbjOJe3OQQbTX8tfsH//fkOzEBEREcWDiIW9Ajwej3FhohRL8f8K/Mt1/kRE9LYzCyMi4wD8GP5lQl+JLR51l/r6et02r5dLfRIRERHFKvJwRIVERyyltjGiTqSUegfAegDpAN4XkTkdPUZEjgfwLoBUABuUUm93Nih1jd7SeUAHr1qJiIiIqBMEPm+z2SHCxDLmH/Bv0vU5gEIAK0Xkv/D35n8BoAL+3v0+AKYCOBfASfC/W1AF4LJuykydEGkXXyu+JUVERERkdR12oCZYb1GVmIp/pdR2ETkVwMsABsBf3J8U4SECYD+A8wNr/ZNJCgsLsXHjRt12pZTmjppEREREpM3lcvmrXS0COHrzsJ8gpdRaAJMB3Af/2v2ic6sO3GeyUmp1dwWmziksLAT0hv6w8CciIiKKmVLKP+5FsxGWrK9iHfYDAFBKVQD4uYj8EsAMAOPhH+4jAMoBfANgnVKKM0ktomxPpB3orLn9NBEREZGVdVTc1+34BGkjjzcoTXQ6VfyLiAPAGPg37qpQSv2zW1NRtyvbHmkDCuu9KiUiIiLq7SoOlyFtpNkp2opp2I+IJIjIPfBP7v0a/nX7t4jIYRH5lVjxvQ0CAHh9fBOGiIiIqPvpj6DInXCqgTmiE+uY/1cB/D/4e/xDx/f3AfA7AI93ZzjqPhmDJ5sdgYiIiCju+AfEaDUASampxoaJQtTFv4h8F8Ai+Iv9bwH8AcAP4Z/Uuz9w/PsiMrcHclIXiUiE2eh8w4aIiIioMxISE3VapNdP+A2u0/8egLOVUk3BBhG5C8CH8K/vfymAFd2WkLpFVlYWOLafiIiIqHslJSWhuTl8M6+kpCRLbqQay7CfafAParo5tPAHAKVUNYCfw19dTu2+eNRdCgoKdNus+MQkIiIi6g1qamo0jzc1NfmXArWYWIr/PACNSqktOu3rQu5HFhPpyef1cjIwERERUaw6Ku7dbrdBSaIXS/GfBKBKr1EpVRVyP7KYyspKsyMQERERxZWIxb9S2Lt3r3FhomS9PYepR3T0ypO9/0RERESxcTgcQIQXADWlmwxMEx0W/zaRlxdpNJZCQ0ODYVmIiIiI4odPtyWp7HMDc0Qn1h1++4tIpC5i1cF9lFKqU7sKU9c4nU7A1wQ4NEZlKYXk5GTjQxERERH1chnew6hx9tdcOr1g4FATEkUWa8+/dMONzCL669A6K0uMTEJEREQUF1Lg0Sz8RXlQnW29RTBj6YW/o8dSUI/TW4YqyJOQgQSDshARERHFi/Sm/TjkHBD2AsABBdeKe4EJ/zYpmbaoi3+lFIv/Xkxr84lQvoQ0g5IQERERxY8cT5nmca+4kKvTZiZO+LWJnJyciO0JZWsMSkJEREQUP/YljdUc9gMA5YMXGpymYyz+bcLhcMDla9Rp9aIh3XoTUoiIiIisrsrVT6dFUL1nraFZosHi30YEeuvQOuAs/dTQLERERETxwOvQnzV5VGUamCQ6LP5txO3QW85T4IDH0CxERERE8SDNW6m70VdGZq6xYaLANfdtwr/9tP5Kq95xFxoXhogoCkopHDx4EKWlpUhMTMTw4cORlsbFCYjIWgYPLsLR/doLq/Q95f8ZnKZjLP5tQimlOxkFEtiemojIIpRSWL58OUpKSuDxeOBwOLB27VosWLAAQ4dyjhIRWUdj5jCgbFt4gwAV1bUoMD5SRKz4bMLn0996GgBE74UBEZEJdu/e3VL4A/7/w7xeL5YvX95yjIjICmqrq7SH/SjA26y32Ip5WPzbhMvl0h2PBgW46yJvAkZEZKQdO3ZoFvkigv3795uQiIhIm/vQFt3RFUmbnjI4TcdY/NuK3mo/QOKXSw3MQUQUWaR3I/lOJRFZSXOzW7eDtbb6iMFpOsbi31b0/2DWqSQDcxARRTZq1Cj/O5YaCgqsNoKWiOzM69OfV1nltt70Whb/dhKhs6xpzMXG5SAi6sCgQYMwcuRIOJ1O/yaFLhdcLhdOOeUU3RcFRERmECjdnn8P9PcAMAv/B7UV/dV+SvfvR3/2phGRRYgITjjhBIwfPx6lpaVISEjA0KFDkZyst18JEZE5RPl0e/4jbQBmFhb/BEAC+wAQEVlLbm4ucnOtt0kOEVFQtjqCKlWg+QIgt7nUhESRcdgPAUqhqKjI7BREREREvc7gpm9024Y3rjcwSXTiuvgXkYEi8k8R2S8iTSJSIiIPikiOGecxXYTe/ZriYgODEBEREcWHo85C7WE/yoODiSOMD9SBuB32IyLDAXwKoB+A1wBsBTALwE8AnCYic5RSHa6/1F3nsboqrptNREREFDNHSrq/g7X9CwBxIQHN5oSKIJ57/h+Bv2D/sVLqHKXUrUqpBQAeADAawF0Gn8d0uW6Pzg50CrnDhxsfiIiIiKiXq3boz0uqScg3MEl04rL4F5FhABYCKAHw13bNtwGoA/B9EUkz4jxWcfzJJ4UfVAoupTBo/HjjAxERERH1coeThumu9nMoa7rBaToWl8U/gAWBj+8ppXyhDUqpGgCrAKQCOMag81hCSWWlxltSAq/LhaamJlMyERFF4vV6cfDgQRw5coSrkhGRJbl9Tt02n7LejuTxOuZ/dODjdp32HfD36I8C8F8DzmMJpaXay00ppVBeXo6BAwcanIiISN+uXbuwYsUKAP7/p1JSUrBo0SJkZ2ebG4yIKITLXYtmJGm2ZVd/ZXCajsVrz39W4GOVTnvweHZPn0dErhGRdSKy7vDhwx1crmd5vV7dtpqaGgOTEBFFVllZieXLl8PtdsPtdsPj8aCmpgZvvPEGfD5fxycgIjJIurNJd0XFZI/16qt4Lf47EnwPpqvvIXd4HqXUUqXUDKXUjL59+3bxcl3jcOj/uBsaGgxMQkQU2ZYtWzQ7LJqbm7Fv3z4TEhERaUvqN0J3zP+e7BMMTtOxeC3+gz3yWTrtme3u19PnsYSEBP0tpp1O/fFqRERG03un1Ov1oq6uzuA0RET6fI4EaPYDi6DS1c/wPB2J1+J/W+DjKJ32kYGPemP5u/s8lhCp+E9NTTUwCRFRZJGGKRIRWYl/6LR2z7/Xa71hivFa/C8PfFwoIm2+RhHJADAHQAOAzw06j+VFGhJERGS0jIwMzeMigrS0XrG6MhHZhNvt1m1TFpyjFJcVn1JqJ4D3ABQB+GG75jsApAF4UilVBwAikiAiYwK7+Xb6PFaXlKQ9Ex3Q/0NLRGSGMWPGaA5HdDqdKCwsNCEREZE2J3Q2UQUAn8fYMFGI16U+AeAGAJ8CeEhETgKwBcBsAPPhH6bzq5D7Dgi074a/0O/seSytsa5We/tppVBfXQn0s964NCKypwEDBiA1NTVsJTKHwwGPx8N5SkRkGVlN+1GLPJ1W9vwbJtBrPwPAMviL9VsADAfwEIBjlVJHjDyPFZQf3Ks7G33ryn8bnIaISF9VVRXq6+vDjnu9Xmzbtk3jEURE5pjs2qHdoBRSfLXGholCPPf8Qym1F8AVUdyvBHozNWI4j9Up5dP9Khua9MerEREZrby8HA6HI2zib3DHXyIiq2gsWghs01jPXwRNDuvNUYrbnn8KlyT6q2dkJVpvTBoR2VdmZiaUxhhap9PJHX6JyFL2OwbqtilHooFJosPi305S++pOSEkbdZLBYYiI9PXt2xdZWVlhK5GJCMaOHWtSKiKicJEWTUlzNhuYJDos/m3E7fXpjvlvrOsV+5QRkU2ICE4//XQMGjQIIgIRQU5ODs444wykp6ebHY+IqMWgDB+gNCb2KoVph/9lfKAOsPi3kYSmSt2ef9n2H2PDEBF1wOv1wuv1QgKdFi6XK+JmhUREZsg5sk63c/Vg0lCD03SMxb+NNHv1x/UfcfQxMAkRUWQ+nw+vv/469u3bB5/PB6UUDh8+jNdeew1NTU1mxyMiarG/IQ2aK6qIYGfyTMPzdITFv414JVH7lakImiXZ+EBERDpKS0vR2NgYNunX5/Nhxw6dZfWIiEzg3rtOt80r1ltYk8W/jSSn6oyTVQp5rP2JyEJqamrClvkEAI/Hg8rKSuMDERHpKJxzmXaDUlD6K8mbhsW/jTi9bt0x/42NdQanISLSl5ubC59Pe2fMhoYGg9MQEekrE52h0yJQ7PknMzU21esO+znsLDA+EBGRjkgF/v79+w1MQkQUWWVlpe6EX93jJmLxbyO+CD9uN8f8E5GFRCr+tYYDERGZpbCw0OwIMWHxbyMOh/6rT+3BQERE5sjKytJtS0pKMjAJEVFkkTb5Evb8k5ky+xTojvmHw2lsGCKiCCIt55mSkmJgEiKiyJKSkuB0atdRkToyzMLi307EobkMrR+fCkRkHfX19bptiYmJBiYhIorM6XRi1MiRYR2sonyYPmm8San0seKzEZfLhQjVPxGRZej1ogFAdna2cUGIiKJwdMuHYccUfGh491cmpImMxb+NTJs2TbfN/8KAiMgaBg4cCIcj/E+U0+nEsGHDTEhERKStsbERB9E/fGUfcWFjwrGAp9mcYDpY/NtIenq69ph/pZCXwdV+iMg6MjMzMWnSpDYdEy6XC0VFRSgo4NLERGQdHo8HSqekbnBmAnWHDU4UGbt7baR811faDSJwH9pibBgiog7MmjULgwYNwvbt2+H1ejFixAgMGjTIkqtnEJF9RVqEwIo7/LL4t5HSLz8AMCC8QSk0g0vnEZH1NDU1oaKiomUCcHZ2NjIzM01ORUTUyj9HyQcgfK6SQ3mBlFzDM0XC4t9Gml1ZgNawMxE44TE8DxFRJF9//TXWrl0Lj8f//9O3336LPXv24LzzzuMLACKyDKUU9EbS+8QJJFpreWKO+beRIVNP1W5QCoMaNxsbhogoAo/H06bwD3K73fjiiy9MSkVEFK65uTl8sm+AaCxcYDbrJaIek3hwtX6jchsXhIioA9XV1Zpj+5VSKCsrMyEREZG2+vp6OODVbEv01BqcpmMs/m3k0IGD2g0i2Jk629gwREQRpKamwufzabalp6cbnIaISF9GRgYcPo3h08qHAU1bgG/fNz5UBCz+bSTRV6Pb1ujgH1Miso7k5GQMHjw4bLMvl8uFKVOmmBOKiEiDy+XClNq34fI1tR5UPrhUM6bX/gdY8Xvzwmlg8W8jg3IjLEUlfCoQkbWceOKJYRt9KaWQm2utlTOIiKbWvo05Vc8iy30Aib56DGr6BmeX34sczwGu9kPmacifDZSWaLYpjeWpiIjMtGLFCrjdbecjeb1evPLKK7j00ktNSkVEFE4AjG74HKMbPg9vnP1Dw/NEwuLfRnbu2A4g0ewYRERRKSkp0TxeV1eHuro6pKWlGRuIiCgCHwSlSeNxMHEY0ryVGN6wFkmqAbDY6AoW/zaSwM59Iuol9Cb7BjU1NbH4JyLL8GQMwX+SvocKVyE8kgSXasbqzHNx5pEHkDdsgdnx2rDWSxHqUSPSGyO0KsNyEBF1JLijr56MjAyDkhARdezrY/4PR1wD4XEkAyLwOJLgdqTigwG/CGwCZh0s/m3EkVkYodVaT0wisrfk5OSI7e1XASIiMtP20nJ4HeFDq+u8Caip0V9t0Qws/m3koC87QiufCkRkHU6nE9DrLbNYLxoRUUNDg+Zxr9eruWGhmVjx2Ygrb1jEdqu9LUVE9uU7cMDsCEREUWtubtZuUKrDOUxGY/FvI/n9+0dst9or017pxUuBO5zA7QL8LtFyG3sQ9RqJiXB4vbrN/P+KiCwlQgdq1X/uNzBIx1j820hHY2ipi5bNBzY9C6jAK3yfG1j+G2D5HebmIuqFnH36oPDAgfA/qEqhj1Is/omo10g/sNzsCG2w+LcR4QS5nuNpBko+0m5byd5/os7IPP748IMiqE9N5TBFIrIY/f+TnNlFxsWIAot/G0lKSgJ0esscDvaidcn+DfptymNcDqI4UlpRofl/VrPbjaqqKhMSERHp0S/+lUdnPoBJWPzbiNvt1h2T5vOxF61L8kZFaOQLK6LO0Jsk5/V64XJxj0oi6h2k7xizI7TB4t9GampqdHv+AfiHrlDnpOYCaToTqkcsMjYLUZzQWzoPCHRmEBFZheiX1HtHXWhgkI6x+LebCONklafJwCBx6MffAql92x7Lnwpc9qY5eYh6OW+E1X5qa2sNTEJE1BGdzlURy81R4vumNpKenh6xvcHnRKpBWeJSUjrws0NA1T7gwBfA4BOAlCyzUxHFpczMTLMjEBFFJS0tzewIbbD4t5HExET94ecCJCQkGJonbmUN8N+IqEvS09M1e/hFhMU/EfUalZWVZkdog8N+bMbh0FvuUyy3Ax0R2dvJJ5+seXzs2LFc55+Ieg2nxZZaZ/FvM3pvPTkcDvb8E5GlVFdXw4nwpXK3b98Oj4dL6BIRdQaLf5tJk0bNHTOzUAWHg08HIrKOHStfgFdjdKq4a3HgwAETEhERadPt3VcKR44cMTZMB1jt2czhqrrw5T5FUOVNhnJztR8isg5HzV7N40oBDi//vyIi60jw6S9NrGqs1VnB4t9mfDpzvH1wAVtfMzgNEZG+ZF+t5vLEXklAvuOoCYmIiLT1a9yuu5z6kENvG5wmMhb/NhNppVmVO9KwHEREHSlNGq+5MaGCA/UZw0xIRESkzaUxP6lForUWUmfxbyNKqYg70DVkjzIwDRFRZE0u/X0yDlVUGheEiKgDh5LH6LZVDznTwCQdY/FvIxGXxhOx3Dq0RGRvSWk6a/mLwOXiNjVEZB3NXqX5TiUANBZ/anCayFj8Uwuu809EVhJpBTIW/0RkJS7VpDvm3+GuMjhNZCz+qQU3zSEiK6mpqdFtW7t2rYFJiIgiS0/w6fb8pxSMMzhNZCz+qUVFRYXZEYh6p4PfAA+NBu7KBB6bDtSWm50o7nGTLyKykswhU3R7/jMnfMfYMB1g8W8zkXr309PTDUxChtr0b+CPA4G70oB/nghYbM3hXu2zB4G/TQAqtgPuGqBsA3B/X2Dnh2Yn6/V0N80BuCM5EVlKdV2jds+/CA4ePGh8oAhY/NtMpOK/X79+BiYhw7x6FfDihUDNPsBdD+z5GPhjAXBoi9nJ4sO7N2sff2aRsTniUKTin3OUiMhKqqurddvKysoMTNIxFv82I9D5g6kUe9LikacZ2PhP7TYWp1135Fv9Nl+zcTniVN++fXXb+vfvb2ASIqLOi7R4gRmslYZ6ntet2+Q4sMHAIGSI9Uv126p2G5cjXjm44kxPOvbYY3Xbxo8fb2ASIqLIkpKSdNsyMjIMTNIxFv8244X+2+iHP3/OwCRkiLRIvaNc3anLcor025zJhsWIV7m5ucjOzg47npeXh8xMnT0AiIhMEKnA1/p/zEws/m3Goby6bRk5HPMfdyZ8F7pF/uDjDY0St878h/bxK1YamyMOlZaWam4+WF5ejiNHjhgfiIhIR2JiIgCN1X6UQnKytTqDWPzbTCKa9Bv7TzAuCBnn/H+FH0vMAC7/wPgs8Wj6VcAtZUDhDCC1LzD0ZOBXDcDAmWYn6/XWr1+v27ZhA4cpEpF1qMZqaHe2KTi3vW50nIg4YNVmkn21aHSEL+npVG6oPZ8Ck882IRX1qIkXAaPPAt7+MXB0JzB5CTD1crNTxZeMfOAabjrV3aqq9HfFLC/nXgpEZB05+95BCSZDSdvFU5yqGZnbnwVwqznBNLDn32ZG1n8G8YVvjpPkq0PGDo0eYooPiSnA2X8HlnzIwp96jUgT6Ky2egYR2dvYxrVwtN/kSyn4JAHZzaXmhNLB/z1tpn/TTigJn/Tb7EiB4gRFIrKQSONkI+1ZQkRktJQ5P4QD7VZUFAGg8GXBYlMy6WHxbzNfZWqv7e6RJOwdfpXBaYiI9EXq3WfxT0RWUj3iArgl/N1KJS4Up1prDhiLf5s5mjZSe/tpAGVJowxOQ0Skz+vVX52MO/ySrX35LHB/IXBPH+CdW8xOQwAaGhoA0Z5Kq7EGkKlY/NtMem4+0H5MWkDmgNEGpyEi6hyl8/8YUdz721TglUuB2jKgoQL4/E/AnSmAJ3w+HxmnpKREt81q71Sy+LeZSVNnavf8i2Do0KHGByIi0pGQkKDbxp5/sqXdnwAHN4Yf9zYCL37P8DjUqrq6WrfN7XbrtpmBxb/N9OnTR/O4iFjulSkR2VtWVpZuG1f7IVt660f6bdvfMC4HhYlUQ1mts4L/e9rMzp07NY8rpbBjxw6D0xAR6cvJydFti/SuABGR0SJ1VkRattgMLP5tpqKiQrftwIEDBiYhIoosUodETU2NgUlsavtbwP9mAreL//aXMUBTrdmp7O30v+m3jT7LuBwUZvRo/XmT/fv3NzBJx1j820ykV59OZ/j6/0REZmlsbDQ7gn2VbQSePR1oDnmRdWQbcL+1ihjbGXws0H9q+HFXMnA+N+o0U2Vlpe7QH475J1NFKv4LCwsNTEJEFFnfvn112/Ly8gxMYkMvXqR93F0PfPWssVmores3AOf9C0gvBFL6AMf+P+DXDYBLe5lJMobD4dBdhcxqwxT5TLGZSEN7Io1XIyIyWmFhoe48pczMTIPT2ExliX7bNy8Aky4xLAppmPQ9/40sI1Lvfnp6uoFJOsaef5upr6/Xbdu/f7+BSYiIIktNTdVtO3z4sIFJbChZf7I1CmcYl4Ool6it1Z8PU1lZaVyQKLD4t5lIS1Ht27fPwCRERJEdPXpUt81qf0zjzqK/6DQIcPwvDI1C1BskJyfrtkX6v8wMLP5tJiUlRbeNO2YSkZUUFxfrtnm9XgOT2NCE7wLH3tL2mDMRuPpzgItDEIXR20cJsN6+JBzzbzMZGRm6bZHW1CYiMprVVsiwnVPvB06+B9i3FkjrC/QZbnYiIsvKzc3VbSsoKDAwSces9VKEelxaWppuW6QnLhGR0YYNG6bbxh3JDeJ0AoOPYeFP1IFIQxGtNkeJxb/NRFrOc/DgwQYmIepB9RXAk6cAd6UB9/YD1v/d7ETUCVOnaqxnHjBmzBgDkxARRVZWVqbbFmmDVTOw+LeZQ4cO6bYdPHjQwCREPaTmAHBfX2DXB/41yesPA29cAzx9htnJKEZOpxNz5swJO+5yuXDccceZkIiISFuk0RNWG/NvrTTU4yK99bRnzx4DkxD1kKcXAcoXfvzbN4Faa731SpEppbB69eqw4x6PB1u3bjUhERGRtkibElptky8W/zbj82kURQGNjY0GJiHqIYe+0m/75A/G5aAuKy0thcfj0WzTelFARGSWxsZG3R7+SLWXGVj820ykV58ubg1O8UAiLEOYpt8zQ9bz7bff6rbpvSggIjJDamqqbh2Vl5dncJrIWPzbTKQxaf379zcwCVEPGXO2fttxPzMuB3VZpH1JiIisxOFwYPr06WEvAFwuF2bOnGlSKm0s/m2mqKgI0NrMSykMtNjbUkSdcv5zQFp++PFFf+HmRL1Mv379dNu41CcRWc3EiRMxaNCgls8dDgemTZsWcT6AGTjOw2YOrF2r27b5vfdw4rRpBqYh6gHNtcC5TwJ1B4GNy4DMgcB3HgaS0s1ORjGqra3VbeOO5ERkNStXrmyzM7nP58OaNWuQkZGB4cOts1cGi3+b2X3ggHaDCA5wzD/1Zl4v8Ohk4PA3rccyBgKXvgW4Es3LRZ2WmZmp2+bkuzhEZCGRViFbtWqVpYp/DvuxmXS9LaaVQkqEP7RElrdsXtvCHwBqSoGHx5oSh7qub9++gE97mGJhYpLxgYiIdFRVVem2WW01RRb/NjNp9mzdthmnnGJgEqJutvcT7eOVu/zvClCvk1BcDPi8mvOUmvfuNSEREZG2tLQ03TZu8kWmSktLg0truU8RJGRkGB/IDg58Bfxjjr8H+qM7zU5jT7U6w93I0qorKvyTtNtP7hXBwT76K5cRERktOTkZOTk5mm1jx1rrHWgW/zZz6NAh3fWx10aYDEyd9PZN/nHopZ8C5VuBj34L3JUGeJrNThZ/JMJ/Z+kaq/+Q5dXqDVMEwl8QEBGZ7JxzzkF2dnabY0OGDMFxxx1nTiAdnOFpM3sjvFW+f/9+A5PYQFMtsPrP4cfd9cBz5wKXvWl8png280fAmofCj486i0t89lL9Bw5kkU9EvUZCQgIuvPBC1NXVoaqqCn369EFSkvXmJ7Hn32aOHj2q2+bluOju9dHv9Nt2vW9cDrv4zp+BY3/ausOvOIDJVwCXvGZuLuo0t9ut28YdyYkCPvwt8H9zgM8eNDsJBaSlpaGwsNCShT/Ann/byc/Pb7MGbSj+Me1mSnt4lb+Na5T3iFPv9d8oLiQm6i/RmpycbGASIgsq+wp4bHLr53s/Bd67BbjlIJCeZ14usjz2/NvM+PHjddumTp1qYBIbmHubflvRXONyEPVSycnJujv5NjQ0GJyGyGL+Pj38mPIBfxlhfBbqVVj824zD4cCiRYvCjvfv3x9TpkwxPlA8S8kCpl4dftyZCFz8hvF5iHoZpZTuTr4cpki21lAJ+HTeXW7SX2+eCGDxb1uhu2OKCCorK1FXV2diojh19t+BxSuAfpOAzMHA7J8Av6wHElPMTkZkeXorkwXpvTAginuNlWYnoF6Mg7xtRimFlStXtuk1U0qhubkZa9euxfz5801MF6eGngjc8KXZKYh6nY6Ke70hQURxL6coQiP7dc1UX1+PLVu2oLy8HH379sXYsWORkmKtDj8+Q2ymvr5ec5tppRRKS0tNSERksqZa/yoZm18xOwm14+QSrdb08R+ApbOAFy/x//6QOaZepX38pLuNzUEtjh49ihdeeAEbN27E7t278cUXX+D5559HZWWl2dHaYM+/zSQkJOj2pll1SSqiHvPsOcD2kKVAxQFc8hYw8lTTIlEr9uxbTEMVcH8/wBvYpHD/WmDTv4ALXgAmfNfcbHZ09j+A/KnA+z8FPA1AYiZwzuPAuPPMTmZbq1atQnNz6yaeXq8XXq8Xq1atwumnn25isrbitudfRI4TkbdEpEJE6kXkKxG5SUSi7koSkSIRURFuz/Xk19ATEhMTkZmZqdk2fPhwg9MQmejTP7Ut/AH/ShnPLAI4mdQSHI64/RPVO/3fsa2Ff6iXvmd8FvKb/UPg1/XA7Qr4ZRULfxMppVBWVqbZZrVNVOOy519EzgbwEoBGAM8DqABwJoAHAMwBEGsXxZcAXtU4vqnzKc3h9Xp1337as2cPpk/XWDqMKB6t0NuETQErfw/Mj7BUKxnC5/N12M4XCAYq36J9XPmAXR8CwxYYm4fIQkQETqdTc6ECqw1hjLviX0QyAfwdgBfAPKXUusDx3wD4EMAFIvI9pVQsvfYblVK3d3tYE0Qa119eXm5gEiKTuSOsblW+2bgcpEtrfhJZVCOXlyTKycnB4cOHw45bbRPVeOwyuQBAXwDPBQt/AFBKNQL4deDT680IZgVNTU26bVw2j2ylzxj9thm2/S/CUjpay58vDgyWXqDfNvos43IQWZTeyIrGxsaI9ZfR4rH4D77v+I5G20oA9QCOE5FYZrcWisi1IvLLwMdJXU5pkuzsbN225ORk44IQme2il7SPp+UDQ+cZmYR0pKenR2zvaFgQdbPvv6d9/IRfAhYb1kBkBrfbrdtWU1NjYJLI4rH4Hx34uL19g1LKA6AY/uFOw2I45ykAHgVwV+DjlyKyXEQGdzGr4fLy8nTffpo2bZrBaYhMlDcK+ME6IGOA/3NxACNOA/6HS95aRUer/fDdSoP1nwD87Agw7GQgKQfoM9q/ieFJd5mdjMjyIr0wMJq1BiF1j6zAR70BiMHj2VGcqx7AnfBP9t0VODYJwO0A5gP4r4hMUUrpDh4WkWsAXAMAgweb/1rB4XDoTkgpLS3FhAkTTEhFZJIB04FbWOz3Viz+TZCaC1z+vtkpiHqdjnYsN5Ile/5FpKSDJTbb356O5fSBjx3+1VBKHVJK/VYptUEpVRm4rQSwEMBqACMAXN3BOZYqpWYopWb07ds3hpg9o6GhQXfc2Z49ewxOQ0TUeR3NCSAiMlJGRoZumxVqwCCr9vzvhH+ZzmiFLqAa7NnP0rojgMx294uZUsojIv8AMBvAiQD+3NlzGc1KE06IiLrCasvnkU1V7gEqvgUGHw+4Es1OQyaaOHEiPv3007DjycnJlppXacniXyl1Uhcevg3ADACjAKwPbRARF4ChADxoHcbTWcG1nNK6eB5DpaSkmB2BiKhbcNgPmapqH/DXsUBzyETOUWcDl7xqWiQy1969ezWPNzc3o66uDmlp1igZLTnsp4s+DHw8TaPtRACpAD5VSnW1C/yYwMeuvogwlNPp1J1El5jIHgsi6j0aGhrMjkB29peRbQt/wL9r+Ls/MycPma62tlbzuNPptNT/V/FY/L8IoBzA90RkRvCgiCQD+H3g07+FPkBEskRkjIgUtDs+W0TCKmIRWQDg5sCnscw3MJ3L5cKgQYPCXgA4HA6MGzfOpFRERNoirfjT3NxsYBKiEMUrAY9OMbe614wEpm7Wv39/zeM+nw9ZWXqj0Y0Xd8W/UqoawA8AOAF8JCL/EJF7AWwEcCz8Lw6eb/ewcwFsAfCHdsfvAbBPRP4tIg8Ebv8F8F8ASQB+o5QKH9xlcXPnzkVWVhYSEhLgcrngcrmQn5/PpT6JyHIi/cHMyckxMInB6iuAFy8FnjkD2PO52WmovdJV+m0+vii1K70RFMFayyqsk6QbKaVeFZG5AH4F4HwAyQC+BfA/AB5S0Q8UfQr+FwYzASwCkADgIIAXADyslPq4u7MbISUlBWeddRbWrFmDQ4cOoU+fPpgxY4alnphERADgdusVUip+x/z/9zfAx79v/XzHm0DfCcAPvzYvE7U17kLgv7/UbkvM1D5OcW/37t2axz0eD2pqapCZaY3nRtxWe0qpVQC+E+V9lwFYpnH8/wD8X7cGs4Da2lq8/PLLcLvd8Hq9qKysRHFxMU4//XTdt6yIiMzQWFcFf79LOwpQFlo3u9vUV7Qt/IMObwKW3wbMv8P4TBSuz3AgqwioKglvO/2vRqchi4g0TNHhsM5gG+skIcOsWbMGTU1NLWtk+3w+eDwerFixwuRkRERteZX+cp71X/zbwCQGefsn+m2fcyy5pfz4W2Dwia2fO5OA0x8FJl9mXiYy1ejRozWXIM7IyEB6eroJibTFbc8/6du7d6/m2+XV1dVoampCUlKSCamIiGJTUduAgo7v1rs0Veq3eTmW3FKcTuBKdppRq7Fjx2L9+vVhx620xj/Ann9bijS2n5vmEJGVJKAZ0BnbXzD7IoPTGODE3+i3DT/FuBxEFDO9df7Ly8tx+PBhzTYzsPi3oXHjxoUV+Q6HA4MHD+akXyKylPSsPEBrHK0AzpRU4wP1tIGzgH4Tw487XMD5zxmfh4iitn//fng05iL5fD4cOnTIhETaWPzb0OTJk5GXl9fmWHJyMk488USdRxARmcORoD0M0eFwoqmpq3s1WtQNXwHzfgck5QAJqcDos4Bbq4FE7tBOZGV6G3n5fD5LDf1hN68NHThwAEeOHGlzrLm5GRs3bsQxxxyj8ygiIuP169cv7P8rwP/HNDc314REBpn3G/+NiHqNSLv46u0BYAb2/NvQunXrwt6W8ng82Lx5s+bbVUREZqmpqdFts9Lb6EREKSna7865XC5LLabC4t+GqqqqNI8rpSK+aiUiMlpFRYVuW2lpqYFJiIgiGzdunObcyaSkJPTt29eERNpY/NuQ3itTr9eL1NQ4nEBHRL1WpP+TrLJbJhERAAwcOBCTJ0+Gw+GA0+mE0+lEcnIyFi1aFHEDMKOx+Lch9u4TUW8xZcoU3bahQ4caF4SIKAppaWn+Qt/nA5Sy1M6+QdZLRD0uUvF/8OBBA5MQEUVWWFio2WM2cOBAS42hJSIqLy/Hqo8/htfrhVcpeH0+1NfV4c3XXoPP5zM7XgsW/9TG7t27zY5ARNRiy5YtmjuS79u3j+9iEpGlbF63Dr72C6eIwF1bh/179pgTSgOLf2qDPWlEZCU7duzQPK6UwoEDBwxOQ0Skr3bXLqh2m6j6KdRu2GB4Hj0s/m0oIyNDt23MmDEGJiEiiizSRl7s+SciKymsqICjqTnsuM/pRF5dvQmJtLH4t6GFCxdqHh8wYABX+yEiS4k0Wc5Kq2cQEQ2fPAVOrwcIDlVUClAK2fv2IetY62yiyuLfhnw+n+YfVK21aYmIzJScnKzblpCQYGASIqLIqqdMhi8xEQh2TIgAIqgcNAgN/fqZGy4Ei38b2rhxo+as871796Kurs6ERERE2hxAay9aKKUA7khORBayp7QUXo2OVElIsNSmhCz+bejQoUOax30+H2praw1OQ0Skr6aiorUXrZ1dq1cbnIaISF9CQoLmyAoRsdQ7lSz+bcjr9eq2cegPEVmJJ8L/V3ynkoisZOTIkZrHfT4fhgwZYnAafSz+bUjv1afD4bDkTnREZF8ul0t72A+A1PR0g9MQEelzOp2aw6p9Ph9qampMSKSNlZ4NjRw5UrPIT0pKQnZ2tvGBiIh0OFNSdNuSBw0yMAkRUWSbNm3SbVttoWGKLP5taNKkSUhPT2+zTJ7D4cC8efO4dB4RWYrP59Me8y+C2nrrrJtNRBRpKGJ1dbWBSSJj8W9DTqcTTo0d6L799lsT0hAR6Ys0R8lKf0yJiHJycnTbrLSPEot/G9q1axeOHj0KFTKO1ufzYceOHaisrDQvGBFRDCK9MCAiMlpFRYVuW6Tdyo3G4t+Gtm7dqttWXFxsYBIiosgiDUXkAgVEZCWRhv00NjYamCQy/s9pQ1VVVbptR48eNTAJEVFkkYp/zlEiIiuJtJa/lf6/YvFvQ1rj/YOSkpIMTEJEFJnSWeYTAJqbmw1MQkQUWd++fXXb8vLyDEwSGYt/GyooKNBtGzZsmIFJiIgi83g8nWojIjJaVlaWblufPn0MTBIZi38byszM1G1jzz8RWUmkcf2R3hUgIjJapHcjuckXmaqsrEy3bfv27QYmISKKLFKHhMvlMjAJEVFkycnJum2R5lsajcW/DUXqLYs0U52IyGiRdh1PibD7LxGR0SItl87in0w1ZMgQ3bb+/fsbmISIKLJIc5QyMjIMTEJEFFmk5TzdbreBSSJj8W9DAwYM0G0bNGiQgUmIiCIrKCjQXSKvsLDQ4DRERPoiDUW00r4k1klChikpKdH8Y+p0OiPOByAiMlr//v01V8lISEjAmDFjTEhERKQt0siK3NxcA5NExuLfhtxut+64fy6dR0RWIiL4/+3de5Qc5Xnn8d/TPTPSaHQbRpJHgzQSCFmAhEVACkggEHBiLmsMxjYmGGIcO3F8dr14N+cktpNscC6bjde7OInjOL7E2MHxNQsJNpjEiEtsLkYSAmQhCYSQEJLQ6DrSjDRDd7/7R9VIPdNVPd093V3VU9/POX16ut66PPXO29VPV7/11qWXXlpwRm3x4sVFL64DgHrr7OwMvRZpxYoVdY4mHMl/As2fPz/0p6nu7u46RwMA4Zxz+ulPf1pwYmLjxo3au3dvRFEBQCEz04033qgpU6bIzGRmSqVSuvTSS9XZ2Rl1eCeR/CfQrFmzNH/+/GFdf8xMS5YsKXoPAACot56eHg0MDBRMz2Qy+uUvfxlBRAAQLpfLKZvNKp1On+zn39/fH3FUw5H8J5BzTrt27RrW9cc5p9dffz3CqACg0MDAgLLZbGBZ3D5QASSbc04PPfSQ+vv7lclklM1mlcvl9MILL2jnzp1Rh3cSyX8Cvfjii4HDUR08eDBWjRMApk6dqlwuF1jGTb4AxMmBAwcCT0pkMhlt2rQpgoiCkfwn0MsvvxxaFqfGCQBHjx4NHSIvTuNmA0CxY1JQ98WokPwnULGxZvkZHUCcTJo0KXR0Mm7yBSBOZs6cGTpqYnt7e52jCUfyn0DFbvIV9iELAFFobW0NPS7R7QdAnPT394eeYO3t7a1zNOFI/hNowoQJoWVx+lkKAIqN6MMgBQDiZGBgIPSO5MeOHatzNOFI/hOoWNeesFE1AAAAEK69vT00j4pTfkXyn0BHjx4NLQsbVQMAorB48eLQsra2tjpGAgCVO378eNQhnETyDwCIrSNHjoSWHThwoI6RAEBx6XQ69FqkSZMm1TmacCT/CTRt2rTQspaWljpGAgDF9fX1hZbxSyWAODEznXvuuQVfAJqamrR06dKIoipE8p9AM2bMCC1rbW2tYyQAUFx3d3doWbFjGQBE4cILLyzokjh79myde+65EUVUiOQ/gTi7D6BRNDc3h35oXnHFFXWOBgCKe/LJJwtG9tmzZ4927twZUUSFSP4TqLm5ObRPGmf+AcRNKpUqGDs7lUppcHAwoogAoNDg4KBefvnlgpF9MpmMnnvuuYiiKkTyn0Bve9vbQm+as3DhwjpHAwDhBgcHtWnTpoL+/blcTuvWrYsoKgAodOLEidBrkQ4fPlzfYIog+U+gvr6+wOTfzGI1FBUAHDt2LPRkxb59++ocDQCEmzhxYmhZJpOpYyTFkfwn0L59+5ROpwumO+e0e/fuCCICgGDNzc2hyX+cPkwBoNjZ/TiNTkbyn0CTJk0KvdMcff4BxMnIC+fyxenDFACK3Xgw6KRrVEj+E2j69OmhH5rNzc11jgYAwplZaFnYwAUAEIW2tjZNnTo1sKzY3crrjeQ/gfbv3x+a5Pf09NQ5GgAId9ppp4WWzZo1q46RAMDobrjhBk2ePHnYtHnz5umiiy6KKKJCnDZJoNbW1tA+tMV+sgKAehsa5jPo10oGKAAQN62trbr11lt1+PBhHTt2TDNmzCh6IXAUSP4TqKOjQ1OmTNHhw4eHfQloamrSkiVLIowMAIYbGBgI7frT19dX52gAoDTTp0/X9OnTow4jEN1+EsjMdO2116qjo0PpdFrNzc1qbm7WqlWrNHPmzKjDA4CTWltbQy+UmzFjRp2jAYDGx5n/hJo8ebJuuukmHTlyRAMDAye/CABAnKRSKS1fvlzPPPPMsKE9m5qatHz58ggjA4DGxJn/hJs2bZpmzZpF4g8gts455xx1dXWdfG1mWrRoEWf+AaACJP8AgFhbu3btsBsQOue0ZcsWbd26NcKoAKAx0e0nobLZrNavX69NmzYpk8moq6tLK1asiO3FKQCSKZfLaePGjQV3881kMnruuee0aNGiiCIDgMbEmf+EWrNmjV544QUNDAwom83q9ddf1/3336/+/v6oQwOAkzKZTOgdyTleAUD5SP4TqLe3Vzt37iz4QM1kMtq4cWNEUQFAoebmZk2aNCmwrKOjo87RAEDjI/lPoEOHDimVKvzX53I57vALIFbMTCtWrCgYlKCpqUkXX3xxRFEBQOOiz38CTZs2raD/7BBG/QEQN2eeeaZaWlq0bt069fb2qqOjQ8uXL+e+JABQAZL/BJoyZcqwO/vmO3jwYJ2jAYDRzZkzR3PmzIk6DABoeHT7SaATJ06ElnEBHYC4ymaz6u3t1eDgYNShAEDD4sx/AplZaFkul6tjJABQmo0bN+rZZ5+Vc07OOZ111lm69NJL6aoIAGUi+U+glpaW0LIJEybUMRIAGN2rr76qX/ziF8OuVXrllVeUSqW0atWqCCMDgHC5XE5mVvSkaxRI/hOoqalJ6XQ6cOzssGsBACAq69evLxikIJvNauvWrVqxYoWamvgoAxAf27dv19NPP62jR4+qpaVFS5cu1fnnnx+bLwEcMRPIORd60xz60gKImyNHjgROz+VyGhgYIPkHEBu7du3SmjVrTuZZg4ODeu6555TJZLR8+fKIo/NwwW8CmVloP9nm5uY6RwMAxYWdrHDOaeLEiXWOBgDCrV27NvAmqi+++GLosazeSP4TKJfLhTbAt956q87RAEDlgm5YCABR6e3tDZzunCs62mI9cdRMoLAbfA2h3z+AuCg2AlkcL6QDkGzt7e2B01OplFpbW+scTTCS/wQarX8sH6YA4qLYyQjO+gOIm/POOy9w+umnnx6bY1Y8okBdMZY/gEaRTqc1c+bMgulmprlz50YQEQCEe+ONNwJPor7xxhv0+Ud00ul06IW9kydPrnM0AFDcZZddVjBIQTqd1sUXXxxRRAAQbNeuXaG/WIaNXFZvJP8JZGZatWpVwTdTM9Pq1aujCQoAQhw/frzgw9Q5py1btkQUEQAEmzRpUuD0XC4Xm9HJSP4T6qyzztLVV1+tGTNmqKWlRZ2dnbr++uvV1dUVdWgAMMzatWsLuitms9lYDZ0HAJK0dOnSgmsrU6mUZs+eHfrFoN64M0qCdXd3q7u7O+owAKCo0YbOa2trq3NEABCsu7tby5cv17PPPiszUy6XU2dnp6666qqoQzuJ5D/BMpmMXnnlFe3evVtTp07VOeecw4cogNhpb2/Xnj17CqbHaeg8ABhy3nnn6ZxzztGhQ4fU2toau+spSf4T6sSJE7rvvvt0/PhxZTIZpVIpvfDCC7ruuuvU2dkZdXgAcNLy5cv14x//eFgXn6amJl1wwQWxGToPAPI1NTUFjlQWBxw1E2r9+vXq6+s7ecOvXC6nTCajRx99lJt8AYiVzs5OXXvttZoxY4bS6bQmT56slStX6h3veEfUoQFAw+HMf0Jt3749cLz//v5+9fX1xe4nKgDJ1tXVpZtuuinqMACg4XHmH8PkcrlR7wAMAACAxkSWl1DF+smG3QAMAKKyb98+/fznP9f+/fvV0tKixYsX0+cfACrAUTOhBgcHA6ebmU6cOFHnaAAg3KFDh/SjH/1IPT09cs5pYGBAzz//vH72s59FHRoANByS/4Rqb28PnJ5KpWJzBzoAkKQNGzYU3Mwrm83q5Zdf5mQFAJSJ5D+h5s6dGzh9ypQpSqfTdY4GAMIdOHAgcBSyVCoVegMwAEAwkv+E2rFjR+D03t5eDQwM1DkaAAgX9ktlNpvVlClT6hwNAIwul8upp6dHhw4dijqUAlzwm1B9fX2hZSdOnNCECRPqGA0AhOvo6NC2bdsKpjvnOFYBiJ2NGzfqqaeeOvmLZUtLi66//np1dHREHJmHM/8JFXa2LJvNMsY/gFjZvn174HTnnPbu3VvnaAAg3N69e/Xkk08O66o4ODio++67LzY3USX5T6iw0X4k0YcWQKwUOybt37+/jpEAQHFPPfVU4PRcLqfNmzfXOZpgJP8JdfTo0dAyRs8A0CiKncgAgHor1q06Lv3/Sf5RgKE+AcRJsa6I06dPr18gADCKWbNmhZaFjbRYb+Mu+TezZjO708y+YWYbzGzQzJyZfXQM61xpZg+a2UEz6zezF8zsk2bWsGNitra2hpYxegaAOFmyZEngdDNTd3d3naMBgHArV64MnN7W1kbyX0Ntkr4g6Q5JnZLGdDWYmd0g6QlJl0m6T9LfSmqRdLek745l3VEq1u0nLj9LAYAkLVy4UJ2dnUqlTn1kpdNpXXLJJWppaYkwMgAYbvLkybrppps0bdo0Sd5Jirlz5+rmm2+OOLJTxuNQn/2SrpO0wTm3x8zukvTHlazIzKZK+qqkrKTVzrm1/vQ/krRG0vvM7BbnXMN9CSh2xflLL72kmTNn1jEaAAiXSqW0cuVKPfLIIzpy5Igkqbu7WwsXLow4MgAoNGPGDH3gAx+IOoxQ4+7Mv3Nu0Dn3kHNuTxVW9z5JMyV9dyjx97dxQtIf+i8/XoXtxArjZgOIk76+Pj3wwAMnE39J2rlzpx5++OEIowKAxjTukv8qu9J//klA2RPyfmVYaWYNly0X+6n87LPPrmMkAFDcpk2blM1mh03LZrN68803dfDgwYiiAoDGRPJf3CL/eevIAudcRtJ2eV2nzqxnUNWwatWqwOltbW0n+6kBQBzs379fuVyuYLqZDfs1AAAwOpL/4oay4LBPl6Hp08NWYGa/bWZrzWxtT09PNWMbkwULFuiCCy6QmZ18TJ06VTfeeGPUoQHAMGFDfWYyGU5WAECZYnnBr5m9JmleGYt82zl3W43CKcb859CrZ51zX5H0FUlatmxZPO7r7Fu2bJmWLFminp4etba2qqOjQ2Y2+oIAUEdhAxSYmfr6+nTaaafVOSIAaFyxTP4lbZNUzm1md9cojqEz+2GnlqaOmK/hTJw4MTbjzgJAkLfeeitwejqd1sDAQJ2jAYDGFsvk3zl3VdQx+LZIWibp7ZLW5ReYWZOkMyRlJL1a/9AAIBnmzZunHTt2KJPJDJvunNPs2bMjigoAGhN9/otb4z9fE1B2maRJkp50znHqCQBq5MwzzwwcoWzBggVqa2uLICIAaFwk/5LMbJqZnW1mI08h/VDSfkm3mNmyvPknSvoz/+Xf1SnMmjh27Jg2b96sbdu2hf60DgBR2rNnjwYHBwum79y5M3AUIABAuFh2+xkrM/uUpKHB6s/3nz9sZpf6f//MOfe1vEXeI+kbkr4p6Y6hic65XjP7LXlfAh4zs+9KOijp3fKGAf2hpO/VaDdqbt26ddqwYcPJ0X4k6ZprruFndACx8tJLLxV0+ZG8sf737t2rrq6uCKICgMY0LpN/ed10Lh8xbaX/GPI1lcA5d7+ZXS7pDyS9V9JESa9I+u+S/tqFDUMRc3v37tXzzz9fcOOchx9+WLfffrvS6XREkQHAcEGJfyllAIBC4zL5d86tLnP+eyTdU6T855KuG1NQMbN58+bAD03nnN544w11d3dHEBUAFFqwYIF2797NBb8AUAX0+U+okWf8Sy0DgHpbsGCBZs2apaYm73yVmSmdTmvVqlVqbm6OODoAaCzj8sw/RrdgwYLAofNyuRz9ZwHESiqV0nXXXaedO3dqx44dmjBhghYtWqT29vaoQwOAhkPyn1Cnn3564N18u7q6NGHChAgiAoBwqVRK8+bN08SJE5VKpUj8AaBCJP8J9eqrrwYOkbd792719/dr0qRJEUQFAMG2bNmiJ554QkNjLKTTaV199dWaM2dOxJEBQGOhz39C7dixI7Rv/969e+scDQCEO3TokB5//HHlD66WzWb14IMPcn8SACgTyX9ChQ3lmc1muYAOQKw8++yzoWXr1q2rYyQA0PhI/hOq2Dj+QXfSBICo9Pb2VlQGAChE8p9QqVTwvz6dTnPTHACxUqxfP/ckAYDykPwn1Pz580+OmT3S6aefXudoACDcsmXLAn+tHBryEwBQOpL/hJo7d666urqGfQFoamrS+eefr8mTJ0cYGQAM19TUpFtuuUWdnZ0yM6VSKc2dO1e33npr4JDFAIBwlj96Ampr2bJlbu3atVGHcVIul9OOHTu0bds2NTU16eyzz1ZnZ2fUYQEAAGAMzGydc25ZUBnj/CdYKpXSGWecoTPOOCPqUAAAAFAHdPsBAAAAEoLkHwAAAEgIkn8AAAAgIUj+AQAAgIQg+QcAAAASguQfAAAASAiSfwAAACAhSP4BAACAhCD5BwAAABKC5B8AAABICJJ/AAAAICFI/gEAAICEIPkHAAAAEoLkHwAAAEgIkn8AAAAgIUj+AQAAgIQg+QcAAAASguQfAAAASAiSfwAAACAhSP4BAACAhCD5BwAAABKC5B8AAABICJJ/AAAAICFI/gEAAICEIPkHAAAAEsKcc1HHkBhm1iNpRwmzzpC0v8bhjBfUVemoq9JRV6WjrkpHXZWOuioddVW6JNXVPOfczKACkv8YMrO1zrllUcfRCKir0lFXpaOuSkddlY66Kh11VTrqqnTUlYduPwAAAEBCkPwDAAAACUHyH09fiTqABkJdlY66Kh11VTrqqnTUVemoq9JRV6WjrkSffwAAACAxOPMPAAAAJATJPwAAAJAQJP8AAABAQpD815CZNZvZnWb2DTPbYGaDZubM7KNjWOdKM3vQzA6aWb+ZvWBmnzSzdJFlPmRmvzCzY2Z2xMweM7N3VRpDrVWyjwHruMev62KPR0Ysc8co8/9O9fd2bKpUV/NH2e/vFlm2YdpWlepqoZn9vpmtMbPX/ff0m2b2L2Z2RcgysWtXZjbHzP7BzHab2YCZvWZmXzCz9lqvpxr/h3oaa12ZWYeZfdTM7jOzV8zsuP9e+ZmZfcTMCj6Hx/KejFI12pW/TNh+7y2yXNLa1WjHFWdm2RHLNFy7MrP3mdnfmNl/mFmvH+e9Fa5r3B+vStUUdQDjXJukL/h/vylpr6S5la7MzG6Q9M+STkj6nqSDkq6XdLekSyS9P2CZz0v6XUm7JH1VUoukWyQ9YGafcM59sdJ4aqGSfQxxv6TXQspul3SmpIdCyv9F0oaA6WtL3HZdVLGuhjwvr95G2hiy/YZpW1Wsqz+V9AFJmyQ96K9nkaR3S3q3md3pnPvrkGVj0a7MbIGkJyXN8mPaLOlXJd0p6Rozu8Q5d6AW66lBm62pKtXV+yX9naQ9kh6VtFPS2yTdJOlrkq41s/e74NE3ynpPRqla7cp3RKc+O/MdC9l2EtvVBkmfDSlbJelKhX/GNUy7kvSHkpbK+9/vknR2JStJwvGqLM45HjV6yEuGrpU02399lyQn6aMVrGuqpH2SBiQty5s+UV6DdpJuGbHMSn/6K5La86bPl3RAXoOeH3U9jWUfK9jGdEn9/jZmjCi7w9/GHVHXRT3rym8PTtI9ZWy/YdpWlevqDkm/EjD9ckmD/jZmx7ldSXrYj+cTI6b/X3/6l2uxnnq8v+NYV/KSsOslpUZM75T3RcBJeu+IsrLfk1E/qtiuXpP0WhnbTWS7GmX9T/nrefc4aFdXSFooySSt9uO/t9Z13ojtqqz6iDqAJD00tuT/N/1lvxlQdqVf9viI6d/yp384YJk/8cs+G3W9jGUfK9jGJ/z1fCeg7A7FKEmrV11V8oHQSG2rHu3KX9e/KTiRi027kveLl5O0XYXJ6BR5Z9f6JLVVez31+j/Era5G2cZn/G38zYjpZb8nx0tdqfzkn3Y1fB1L/PXvkpRu5HYVsG+rVUHyn4TjVbkP+vw3jiv9558ElD0h72z2SjObUOIyD42YJw4q2cdy/Zb/XOxGH+f7ffo+ZWa3m9mcMWyvVmpRV11m9jEz+4z//I4Ktx+3tlWPdiVJb/nPmZDyOLSrobr4N+dcLr/AOXdU0s8lTZJ0cQ3WU6//Q7VUq66KGa3NlPOejFK162qCmd3m7/edZnZFkT7WtKvhPuY/f905lw2Zp1HaVbUk4XhVFpL/xrHIf946ssA5l5H3jbZJ3jdcmVmbpNMlHXPO7QlY38v+89urH2rFytrHcpnZCknnSdrqnHu0yKx3yuvT9xfyznC/ZmZfNrOJlWy3RmpRV78m6cuS/tx/ft7MHjWz7vyZGrBt1bRdSZKZzZN0lbwPhCdCZotDuwqtC1+p/7tK1lPz/0OVVauuAplZk6Tf8F8GJRhSie/JGKh2XXVK+kd5+/0FSWskvWxml5ez7aS1KzNrlXSbpJy860nCNEq7qpYkHK/KQvLfOKb5z0dCyoemT69w/jiodcy/7T9/NaR8u7xuQYvkXazdJelmeT9Df0zSP1S43VqoZl31y7uQ9UJJ7f7jcnkXJ66W9Iif8Ndi2/VQ03j9Mz/fljRB0l3OuUMjZolTu6pWXVSyHtrNcP9LXheNB51zD48oK/c9GbVq1tU35H2R7pT3fjlP0t/L67LykJktreG266GW8d7sL/eQc+71gPJGa1fVkoTjVVlI/kdhxYcdC3pUNARVNUL1n12Zy5U7f/Egaltfle6jzGyavAPjoKR7guZxzj3unPuic26rc67fObfHOfcDeRccHZL06wEfPBWLS1055/Y55/6Hc269c+6w/3hC0jslPSPpLEmVDE9btbYVl7oKiCst7wzlJfJGg/j8yHnq3a7GqOK6qMJ6qrXtehlLu/mv8kbK2ixv9LFhaviejEo5x6PPOufWOOfe9N8vG51zvyPvwsxWedfO1WTbMTGWeIdOcP19UOE4bFfVkoTj1TAM9Tm6bfJGLinV7hrFMfQtc1pI+dQR8402/2jfais1lvoqdx/LcZu8Pn3fdc7tL2dB59zrZvagpA9KukzeMGnVENe6kuT9tGlmX5N0kbz9/qsSt12LthW7uvIT/3vlDff2fUm3Of9qsFLUsF0VU626qGQ9NW+zVVardvOf5b2XNkm6yjl3sNRli7wno1aP/+2X5X1huiyCbVdTrdrVufJGYdslbxjiksW4XVVLEo5XZSH5H4Vz7qqoY/BtkbRMXp+0dfkFft/RM+RdNPaqJDnn+szsDUmnm9nsgL7ZC/3nsD5wFRljfZW1j2UautA38IxICXr856r9JBrjuspXsN9RtK241ZW/3D/JS/z/SdJvFLm4rpiqt6tRbPGfw/oTl/q/q2Q99Wqz1VKtujrJzD4p77qPjfIS/30VxFXvNlOKqtdVgKG6GrnfiW9XvlIu9C0mju2qWpJwvCoL3X4axxr/+ZqAssvkndV+0jk3UOIy146YJw4q2cdRmdlF8m4SstU591iFsV3kP8fljV6TugowNPrByP1upLZV1boysxZJP5SX+H9L0u0VfthK9W9XQxe6v9NG3FnWzKbI6750XNLTNVhPvdpstVSrroaW+X15if8GSVdUmPhL4e/JKFW1rkKs8J/LORaN+3blLzdRXvexnKSvVxhXHNtVtSTheFWeqMcaTdJDJYzzL+8nprNVeKOgqfK+mY/3m3yVu4+B9TVinq/7y/7uKNtfFTDNJH3aX75H0tSo66nadSUvAW0J2MaVfhtxklY2atuqcl1NkPRjf5mvacSY0Y3QrlTGzW4kNfv1sGAs66n0/xD1o4p19Uf+/GslnVbCdst+T0b9qEZdSVocVD+S5skbkcVJ+gztqmB9t/vLPTDe2tWIOFeryDj/ST9elVWXUQcw3h+SPiXvAtN75J3xcfLGlB2a9tER89+hkJtwSLpR3s9Mx+QlHp+Td8GYk/QDSRawzP/xy1+Xd9bpbyXt96f9l6jrZ6z7WKy+/PKp/roK7ugbMK+T91PfvZL+Ul4f0xf96X2S3hl1/dSiriQ95h/kfuC3kbslPeLP6yT9Ycj2G6ZtVbGuvqFTCftn5X2hH/lYHed2JWmBpDf97d8vb+jRNXlxduTNO9+f/tpY1lPp/yHqRzXqStKH/OkZ/30S1GbuGLHMY6rgPTkO6uoueUnoQ5K+5L9ffijvrKyT98U7KHlNXLsasb7/8Oe5fpTtNmK7ulGn8qWf+HFuy5v2+VLqqpw6b9R2VVa9Rh3AeH/4bzZX5HHPiPnvCJqeV36JvIt5DvkHxBcl/TeNuJPfiGU+JOlZeYnGUUmPS3pX1HVTJN6S97GE+vq4X15wR9+Aef+3Xze75X0A9ftv9C9KOjPqeqlVXUn6iKQfyRt6cuiL0k55o9cUnLVu1LZVpboa7f3s5A33Get2JWmuvC8ye+SNgLVD3kV+p42Yb76KJB6lrqfS/0McHmOtK536xbfY47ERy1T8nmzwurpc0nf898dheTdB65H07/LuiRCabCWtXeWVn6NTJ2GK7msjtqsS3j+v5c2b+ONVqQ/zdw4AAADAOMcFvwAAAEBCkPwDAAAACUHyDwAAACQEyT8AAACQECT/AAAAQEKQ/AMAAAAJQfIPAAAAJATJPwAAAJAQJP8AgFGZ2V1m5gIeJ8xsl5n9q5ndbGY2ynquNbOvmNkvzeygmb1lZgfM7Bdm9gUzu6jEeD6XF8O9JS4z38xuM7O7zexxM+vNW8f8UtYBAI2OO/wCAEZlZndJ+mP/5Zt5RdMkTcx7/ZCk9zjnBkYs/3ZJ35a0LG9yVtIRfx3pvOmPSrrZObc/JJYmSa9L6vQnnZA02zl3eJR9uEfSh0KKz3DOvVZseQAYDzjzDwAoi3Ouc+ghqU3SEkn/7hdfK+nP8uc3s+WSnpGX+PdJ+gtJSyU1O+c6JLVIWizpD+R9sbhC0pwiIfwneYn/Jklr5H35uLWE0HOStkn6gaRPSfp0CcsAwLjCmX8AwKjyz/w75wq69pjZREkvSjpL0lFJpznnMmbWIWmDvGR+t6R3Oud+WWQ7kyTdLelLzrnnQ+b5V0nXy0vg90q6R9I659yyoPnzlks757J5r1fL+5VB4sw/gITgzD8AYMyccyfknVGXpCmSzvb//j2dOov/68USf389/c65j8n7IlHAzGbL+3UhJ+leSf8s79eEC81s6SjrzhYrB4AkIPkHAFTLrry/p/p98z/mv37EOfdEqStyzuVCij4kqclf3xvOuWPyvgBI0kfKDRgAkobkHwBQLfPz/j4or4//NP/1fVXaxm/6z9/Km/ZN//mDZjahStsBgHGJ5B8AMGZmNlXSB/2XByVtlXcR75DnqrCNyyQtlHRM0v/LK3pU3ug/p0m6cazbAYDxjOQfAFAxM5tuZlfJG3Wny5/8V363nY68WQ9WYXND3Xp+6JzrH5rovJEr/nHEPACAACT/AICy5N/kS9IhST+VdKFffK+kPx+aNW+xMQ0t5/+y8D7/5bcCZhnq+nOVmc0by7YAYDwj+QcAlOvNvMdOSeslfV3Slc652/NG1cm/SVeHxuYWSZP87T02stA5t1XS0/I+1+4Y47YAYNxqijoAAEBj8W/uVYr8YT1/RdKTY9jsUHeebkk5s4JbDeT7sJn9ieNGNgBQgDP/AIBaWSvpiP/3eypdiZktkfSrZSwyT9JVlW4PAMYzkn8AQE045zKSvuK/vMofrackZpb/+TR01n+9vBuIFXvcP2IZAEAekn8AQC19TtJu/+/vmNniYjObWauZfUnSef7rFkm3+cXfd84dK/aQ9D1/3veYWXsN9gcAGhrJPwCgZpxz+yW9V1KvvKFAnzGz/2lmS8zvuG+es83s9yRtk/RxnRop6AZJM/y/f1DCJh+QdFzSBJ2674D87TSb2Yyhh07dgEyS2vPLzKy5sj0GgHgj+QcA1JRz7mlJF8vrttMm6dOSXpQ0aGYHJA1KeknSX0qaLelheTftkk5131nnnHu1hG31SXpoxLJDLpHUk/e4P69s/YiyS0reQQBoICT/AICac8695Jy7UNK75A0LulnenXqnyvtV4FlJd0u60Dl3jXPugJnNlfRr/iq+X8bmhuY938wuqMoOAMA4YYyEBgAAACQDZ/4BAACAhCD5BwAAABKC5B8AAABICJJ/AAAAICFI/gEAAICEIPkHAAAAEoLkHwAAAEgIkn8AAAAgIUj+AQAAgIQg+QcAAAAS4v8DUiijSZ/2P8wAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5873\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5747\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5641\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5540\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5428\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5332\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5226\n", "Epoch 8/50\n", "56/56 [==============================] - ETA: 0s - loss: 0.517 - 0s 2ms/step - loss: 0.5131\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5059\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4965\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4855\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4769\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4674\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4572\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4492\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4395\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4283\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4217\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4113\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4020\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3921\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3851\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3770\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3686\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3605\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3526\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3454\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3389\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3323\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3257\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3195\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3129\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3084\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3004\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2942\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2934\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2844\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2798\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2755\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2708\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2699\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2631\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2593\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2569\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2522\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2525\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2477\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2451\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2417\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2401\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[125 12]\n", " [ 2 6]]\n", "Final learning f1 score 0.46153846153846156\n", "Final learning precision score 0.3333333333333333\n", "Final learning recall score 0.75\n", "Final learning kappa score 0.4170017231476164\n", "\n", "\n", "Executing fold: 3\n", "\n", "\n", "Model: \"model_6\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_7 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_2 (TFOpLambda) (1, 5, 8) 0 input_7[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_2 (Conv1D) (1, 3, 8) 200 tf.reshape_2[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_2 (Flatten) (1, 24) 0 conv1d_2[0][0] \n", "__________________________________________________________________________________________________\n", "dense_8 (Dense) (1, 25) 625 flatten_2[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_2 (Reshape) (1, 5, 5) 0 dense_8[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_2 (TFOpLambd (1, 5) 0 reshape_2[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_6 (Lambda) (1, 5) 0 tf.math.reduce_sum_2[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_2 (TFOpLambd (1, 5) 0 lambda_6[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_2 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_2[0][0] \n", " reshape_2[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_2 (Sli (5, 5) 0 multiply_2[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_2 (TFOpL (5, 5) 0 tf.__operators__.getitem_2[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_2 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_2[0][0] \n", " input_7[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_7\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_8 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_9 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_10 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_11 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_8\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_9 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_7 (Lambda) (None, 8) 0 input_9[0][0] \n", "__________________________________________________________________________________________________\n", "model_6 (Functional) (5, 8) 825 lambda_7[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_8 (Lambda) (None, 8) 0 input_9[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_2 (TFOpLambda) (None, 8) 0 model_6[0][0] \n", " lambda_8[0][0] \n", "__________________________________________________________________________________________________\n", "model_7 (Functional) (None, 2) 33877 tf.concat_2[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[84 53]\n", " [ 4 4]]\n", "Rough learning f1 score 0.12307692307692307\n", "Rough learning precision score 0.07017543859649122\n", "Rough learning recall score 0.5\n", "Rough learning kappa score 0.029131915893339633\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6080\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5994\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5916\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5827\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5745\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5661\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5571\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5488\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5423\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5336\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5236\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5144\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5059\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4967\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4905\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4814\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4720\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4644\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4557\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4467\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4379\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4300\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4219\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4128\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4033\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3951\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3863\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3777\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3695\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3615\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3533\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3453\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3357\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3285\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3208\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3181\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3082\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3012\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2967\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2888\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2833\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2768\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2722\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2689\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2624\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2602\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2544\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2515\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2480\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2436\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[121 16]\n", " [ 4 4]]\n", "Final learning f1 score 0.28571428571428575\n", "Final learning precision score 0.2\n", "Final learning recall score 0.5\n", "Final learning kappa score 0.22459893048128354\n", "\n", "\n", "Executing fold: 4\n", "\n", "\n", "Model: \"model_9\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_10 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_3 (TFOpLambda) (1, 5, 8) 0 input_10[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_3 (Conv1D) (1, 3, 8) 200 tf.reshape_3[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_3 (Flatten) (1, 24) 0 conv1d_3[0][0] \n", "__________________________________________________________________________________________________\n", "dense_12 (Dense) (1, 25) 625 flatten_3[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_3 (Reshape) (1, 5, 5) 0 dense_12[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_3 (TFOpLambd (1, 5) 0 reshape_3[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_9 (Lambda) (1, 5) 0 tf.math.reduce_sum_3[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_3 (TFOpLambd (1, 5) 0 lambda_9[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_3 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_3[0][0] \n", " reshape_3[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_3 (Sli (5, 5) 0 multiply_3[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_3 (TFOpL (5, 5) 0 tf.__operators__.getitem_3[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_3 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_3[0][0] \n", " input_10[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_10\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_11 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_13 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_14 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_15 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_11\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_12 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_10 (Lambda) (None, 8) 0 input_12[0][0] \n", "__________________________________________________________________________________________________\n", "model_9 (Functional) (5, 8) 825 lambda_10[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_11 (Lambda) (None, 8) 0 input_12[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_3 (TFOpLambda) (None, 8) 0 model_9[0][0] \n", " lambda_11[0][0] \n", "__________________________________________________________________________________________________\n", "model_10 (Functional) (None, 2) 33877 tf.concat_3[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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lbg/UBzbD3rOqcM4KgrAFSPAtCMJ253ehA57HQ0sGmS9Dtx8DdOukNL45eLxFKdW1/s+B+AEiaqa89pkp/38AoWnS8zLeO+u5SXE9wqxL3JQrDzy4TDR8IqIFpO+3qSaol+Va+OdlLJr1XFkehA7KgHzn+xml1IMZy0Ep1VNKfQK633kbYZu8rNf4SqkvAPh+AA8H/04zjyrLjcHj84kocZxDRFcjDHxvGPH7A9H9/fyM5UahyAEAKKXOBIqfXw/+9VQi2hs89zBCyfJ3juo9zxMG3bMI2ceRv2eysuJVOGcFQdgCJPgWBGFbo5S6H8B7gz9fzaZpSqklhO66v5ZQI4kgi8eu5P8Qe/oWXgxa3h5/7Sx0u62kbVIIXdRfSUR95kFE9BiExmOVIXBtZhf1X0uq9bUJ3NFtloPHvgxpwKuh+/5uV1hS/1IiujL+ZBAsvXLUbxqcc3wd/AwR9WXqiOhiAD8T/PkPsefSJpgAHXhzJtBkBLNeE2QO2bxr1FLZfwweLwHwkynL/G7weBrZBnSlCPY3dyt4ZZLRHBE9AXoSohADjgWgW2Yx9r796+DxJ4noqUXf9zxm0D3rldAmmmmsBI+7MpaZ+DkrCMLWIMG3IAjnA29A0HsWuuaY+W3oPt6PBvARrpEMTMG+DbpPcQ3aXTjSYidoy/TZ4M8/IqJvZll7YCT1caSb4gDA/4EeJF8A4KM8GCbNC6AnBvran1WEX4GWUC8C+CwR/TgRGYk9Ee0jou8lon9F/6QFt+T5KSL66cABHER0IRG9Gbq28sz4P8LE+BNog6ZZ6HPum4LMGYjoGmi38VEa5Nn8H2jFxR4AHyei5/ATRPRc6HN2F3TGNt5G7iEiegMRPcsO/oLSg7+DNtXzEW0X9UUieisRPY+I5q3XXExEb4O+7gB9nY0MpdSXoHvcA8DbiOh/8ORacJ79JcKWb69WSrWS1jMC3gBt8LUPwMeC48vX+Iuga+DLXOMvI6LPEdHP2BM4ROQS0YsRHrvPB5OMzB8CuBdAE8AniOin2LGeiOpE9Fgi+h0i+tUS27Sd4XvWtxLRq/lcJqJdRPRbAN6G7HvW7cHjtxFRYplBhc5ZQRDGjATfgiBse4J+uv8R/PnbHDwEvW5/BDoD9/UAbiWiZWjn2g9A194eBvCdKe28fh56cH0RdNC0RkRr0BLCq4J1p23T/dBO7D3otjFfJqIVAGsAPgHtAP4/g8Xb5T75eAjaAH0LgEPQdaZ/BeAcEZ0lolXoesT3QSsC4t8zb4Juk1SDntDYJKJz0O7fvxT877+wTVFKnYPOdq5BB5/XQZ83q9BS0kcB+GnrJSMbZAcTRt8Dncn7GgCfI90yaQ16Iunx0MH59yS05rsAwG9A90LeCI71JnQw9wPQk1u/ErRDYnZBXyOfBLBKROeC9zoK4H8Ey7xZKfXRUX1Gi5+AbufWgA6OlonoLPR5xpnFP1RKvT3l9UMTSL1/CPr6fQqAG4JrfB16kqKO8BovAgF4DnRP9vuJqEVEp6HvYx+Grgs+hrCvN2/PKoCXALgTulXXOxBct9ATgV8F8DqUb5e1XfkbAJ8Jfv9d6HP5LHTA/Xroff7nGa9/D/R1/GgAD5Nux3go+LH39cTPWUEQxo8E34IgnC+8Png8iFBaC6XUe6EDkb+AznA3oQPimwG8BsDXxgIKWK+9GcDXQUsGT0LfU08D+FPowfadWRuklPoX6MD7n6ED1iZ0VvQtAJ6KUO64lPtTbhHBxMUToIOoj0N/7h3Q++BeAH8PXRP+vbHXLUEHDn8MHbx70Pv7OgA/pJQaueS6aiilPgvgSQDeBT2wrkEf47+G7j9/v7X40ojf+1PQLtlvAnAX9PGi4Pc/BPB4pdRnEl76IuhM7megJ6Rmg//fF3yOZyil/jj2mpdBX0OfgK6BbkAHnA9BS+BfqJQqE3wORCm1DF3b/hPQ59YqgAVow8D3AXi+UurXxvHese34APQx5XtEA/oa/xPoazyzrj6F/4CeuHsXdPnLMrS54yp0D+1XA/gapdTdCdvzQPC+Pwe9X85B75cT0BMrr0bo3C1AO/1Dn/+vA3APtFqKoPf1zwL4LmSUTiil7oWu+/8P6Pv8XugWcZfDUrlU5ZwVBGG8kC5LEgRBEKoGEb0eukXTtYG7tHAeQEQ/BZ2VfEApddWkt0cQBEEQhNEgmW9BEIQKQkT7EUoNP5y1rLB9IKIZaPk9IMddEARBELYVEnwLgiBMCCL6BSL6DSJ6NBHVgv81A7O3T0Mbtp1C6FIsbAOI6GVE9HtE9LWW4VyNiL4RwLXQcv4WdPmBIAiCIAjbhHE5qgqCIAiDuRLAL0LX0nqB2dsiwnvzMoCXKqW2s/v3+ciF0E77vw1ABYZzC9D1wIA2znqFUuqeCW2fIAiCIAhjQIJvQRCEyfEeaKOeb4Tu77oX2nX4QWg35LckuE4L089/QbvEPw/adGkftInTA9DO4H8sgbcgCIIgbD/EcE0QBEEQBEEQBEEQxoxkvsfIvn371BVXXDHpzRAEQRAEQRAEQRDGwE033XRaKbU/z7ISfI+RK664AjfeeOOkN0MQBEEQBEEQBEEYA0T0UN5lxe1cEARBEARBEARBEMaMBN+CIAiCIAiCIAiCMGYk+BYEQRAEQRAEQRCEMSPBtyAIgiAIgiAIgiCMGQm+BUEQBEEQBEEQBGHMSPAtCIIgCIIgCIIgCGNGgm9BEARBEARBEARBGDMSfAuCIAiCIAiCIAjCmJHgWxAEQRAEQRAEQRDGjATfgiAIgiAIgiAIgjBmJPgWBEEQBEEQBEEQhDEjwbcgCIIgCIIgCIIgjBkJvgVBEARBEARBEARhzEjwLQiCIAiCIAiCIAhjRoJvQRAEQRAEQRAEQRgzEnwLgiAIgiAIgiAIwpiR4FsQBEEQBEEQBEEQxowE34IgCIIgCIIgCIIwZiT4FgRBEARBEARBEIQxI8G3IAiCIAiCIAiCIIwZCb4FQRAEQRAEQRAEYcxI8C0IgiAIgiAIgiAIY0aCb0EQBEEQBEEYAa2uh5949w148PT6pDdFEIQKIsG3IAiCIAiCIIyAo0ub+MTdJ3Hz4XOT3hRBECqIBN+CIAiCIAiCMAJ8XwEAPH/CGyIIQiWR4FsQBEEQBEEQRkAQe8NXarIbIghCJZHgWxAEQRAEQRBGAAfdnAEXBEGwkeBbEARBEARBEEaAFwTdEnsLgpCEBN+CIAiCIAiCMAKUyM4FQchAgm9BEARBEARBGAFGdi7BtyAICUjwLQiCIAiCIAgjwJOab0EQMpDgWxAEQRAEQRBGgAqCb09ib0EQEpDgWxAEQRAEQRBGAPf3ViI7FwQhAQm+BUEQBEEQBGEEcK23J7JzQRASkOBbEARBEARBEEZAaLg24Q0RBKGSSPAtCIIgCIIgCCPAD2Tn4nYuCEISEnwLgiAIgiAIwgjwxe1cmBBn1zs4urQ56c0QBiDBtyAIgiAIgiCMAM+4nUvwLWwtv/+hu/Fz/++mSW+GMAAJvgVBEARBEARhBCip+RYmxEqri5VWb9KbIQxAgm9BEARBEARBGAGm5luib2GL8ZUSr4EpQIJvQRAEQRAEQRgBnsl8SxAkbC2+khZ304AE34IgCIIgCIIwAkR2LkwKpZQoLqYACb4FQRAEQRAEYQR40mpMmBC+EqO/aUCCb0EQBEEQBEEYAdJqTJgUuuZ70lshDEKCb0EQBEEQBEEYAb60GhMmhK9k0mcakOBbEARBEARBEEYAB98SewtbjVJKJn2mAAm+BUEQBEEQBGEEcKsxcZ0WthrPF8O1aUCCb0EQBEEQBEEYAb60GhMmhNR8TwcSfAuCIAiCIAjCCJDgW5gU0ud7OpDgWxAEQRAEQRBGAMc+LD8XhK1Car6nAwm+BUEQBEEQBGEEcOZRgiBhq/GVDsCFalPp4JuIDhLRXxPRMSJqE9EhIvpjItpdYB2/T0SfIKLDRLRJRGeJ6CtE9Boi2pvxuucQ0QeD5TeI6FYi+iUickfz6QRBEARBEITthBLZuTAhfKVEdj4FVDb4JqKrANwE4BUAvgTgzQAeAPCLAD6fFTjH+GUA8wA+BuAtAP4OQA/AawHcSkSXJrz3dwP4NIBvBPBvAP4UQCPYhn8s/aEEQRAEQRCEbQvHPhJ7C1uNryT7PQ3UJr0BGfwZgAMAfkEp9Tb+JxH9EXRA/XoAr8yxnkWlVCv+TyJ6PYDfAvCbAH7O+v8igL8E4AF4nlLqxuD/rwZwLYDvJ6KXKaUkCBcEQRAEQRAMRnYuGUhhi1FWj3miCW+MkEolM99EdCWAFwE4BJ11tnkNgHUAP0JE84PWlRR4B/xT8PiY2P+/H8B+AP/Igbe1nv8V/Pmzg95XEARBEARBOL8Qt3NhUvA5J34D1aaSwTeAFwSPH1VKRfwilVKrAD4HYA7As4Z4j+8MHm9Nee8PJ7zm0wA2ADyHiJpDvLcgCIIgCIKwzZDgW5gU7LAvqotqU1XZ+eOCx3tSnr8XOjP+WACfyLNCIvpVAAsAdgK4BsDXQwfeb8z73kqpHhE9COBrAFwJ4K487y0IgiAIgiBsf6TVmDApfEt2LlSXqgbfO4PH5ZTn+f+7CqzzVwFcYP39YQAvV0qdGuV7E9FPA/hpALjssssKbJ4gCIIgCIIwzYj0V5gUcu5NB1WVnQ+CbQRyn11KqQuVUgTgQgDfC525/goRPW2U762UeodS6hql1DX79+8vuGpBEARBEARhWvF9zj5KACRsLay6ENl5talq8M3Z5Z0pzy/GlsuNUuqEUurfoGXrewH8zVa9tyAIgiAIgrB9kQBImBTGb0DOvUpT1eD7q8HjY1OeZ4fytJrwgSilHgJwJ4CvIaJ9ed6biGoAHgXdJ/yBsu8tCIIgCIIgbD846Jb4R9hqWGwhZn/VpqrB9yeDxxcRUWQbiWgHgOcC2ATwhSHf5+Lg0bP+d23w+JKE5b8R2mX9eqVUe8j3FgRBEARBELYRStzOhQkhNd/TQSWDb6XU/QA+CuAKAK+KPf06APMA/kYptQ4ARFQnoquJ6Cp7weB/F8bXT0QOEb0ewAHoQPqc9fS/ADgN4GVEdI31mhkAvxf8+efDfD5BEARBEARh++FL9lGYEKHsfMIbImRSVbdzAPg5ANcDeCsRvRC6rdczATwfWm7+29aylwTPPwQdsDMvAfAHRPRpAPcDOAPteP5N0IZrjwD4KftNlVIrRPRT0EH4dUT0jwDOAvgu6DZk/wLgvaP8oIIgCIIgCML0w1lHqfkWthoOumXip9pUNvhWSt0fZJ5/FzqI/jYAxwG8FcDrlFJnc6zm4wDeAS1TfzJ0e7B16OD9bwG8NWk9Sql/J6Jvgg7wvw/ADID7APzP4DVyVguCIAiCIAgRTPZRRorCFqNk4mcqqGzwDQBKqcMAXpFjuUMIW4DZ/78d/bL1vO/9OeiAXxAEQRAEQRAGwukZydMIW42UPEwHlaz5FgRBEARBEIRpg7OOkn0UthopeZgOJPgWBEEQBEEQhBEgsnNhUig596YCCb4FQRAEQRAEYQT4vrQaEyaDyM6nAwm+BUEQBEEQBGEESAAkTApfZOdTgQTfgiAIgiAIgjACwgBowhsinHeI6mI6kOBbEARBEARBmApuO7KMc+udSW9GKhz4iNu5MCp6no9/vvGwCa7T4FPOl4mfSiPBtyAIgiAIgjAV/P/e+QW8+/pDk96MVDjwEemvMCq+dOgsfu1fbsXNR5YylzOqC5n4qTQSfAuCIAiCIAhTwWbHw2bXm/RmpOIpkf4Ko6Xr6XOp28tOaYvfwHQgwbcgCIIgCIIwFfhKDZTfThJpNSaMmrCWe8ByfO7JyVdpJPgWBEEQBEEQpgJfVVtWqyT7KIwY4yOAfDXfUvJQbST4FgRBEARBECqPmoLMnieO08KI4dN90CklNd/TgQTfgiAIgiAIW8jZCrt1V5mwpnWy25FFKP2d8IYI24a8Ezqecdof+yYJQyDBtyAIgiAIwhbx0Jl1PP33PoZbDi9NelOmDg5CqpzZ88VwbSh6nl9pZcMkUDl8BJRSIjufEiT4FgRBEARB2CJOr7WhFHBqtT3pTZk6psFQSlqNDcf3/vn1+NNP3jfpzagUoew8/Zyyn6ry5JQgwbcgCIIgCMKW4XFwJgPkwkyDmZm4nQ/HkXObOLq0OenNqBR+Djm5fU1kBenC5JHgWxAEQRAEYYsw9ZsSnRXGGEpVuJ5aZOfD4flK9l2MPOeUfTup8vUhSPAtCIIgCIKwZYgjcXmmIbD1pyA7X2V8X4lqIEbRzLeUPFQbCb4FQRAEQRC2CGMaJgPkwkxDYBtm56u7jVXGU0pUITHYRyDrvLefqvL1IUjwLQiCIAiCsGVIH+jyqCkIbHnb5PCWQ2Tn/Xg5fATsfSb7r9pI8C0IgiAIgrBFcHDW82SAXJTQ9Xmy25GFtHsaDl8pyKURRRnZeVbNt8jOpwUJvgVBEARBELYIbwrqlqvKNEi6RdkwHJL57sdMOuVYRv8u+6/KSPAtCIIgCIKwRfim5nvCGzKFmH1X4eBiGkzhqopS2mxNWmVFyeV2bkXfvtxbKo0E34IgCIIgCFsEB45VDiCrSig7r+6+C3uRT3Y7phHeZ1VWNkwC36gpMpaxZecVvj4ECb4FQRAEQRC2DOnzXZ6pkJ1L5rs0Xo4g83wkz6RTRHYuO7DSSPAtCIIgCIKwRUxDAFlVwh7pE96QDOyezFXO0FeR0Cle9ptNnj7fSjLfU4ME34IgCIIgCFsEu5xLZrQ4KkcGcNJEam+ru5mVxJOJqUTy9LePGq6NeYOEoZDgWxAEQRAEYYuQzHd5pmHf2ZtW5e2sIiI7T6ZozbfIzquNBN+CIAiCIAhbBLucizS0ONNgyBUJguQYFyIMMmW/2eRyO5c+31ODBN+CIAiCIAhbhDHkkgFyYfLUvk4az5fguyxiVpeMOaUya77t5WX/VRkJvgVBEARBELYIDrp7EnwXRhnDteruu2gQNLntmEZM5lv6VEcomvmW4LvaSPAtCIIgCIKwRUirsfKwZL/KwYUn8t/SSOY7mXw13+HvnkxeVBoJvgVBEARBELYIfwqyt1XFnwLJvh04VtmVvYp4UvOdSB63cyl3mB4k+BYEQRAEQdgiWG4u2aniTMPEhYpkIKu7nVXEN8qGyW5H1TBeBxnL2BM9VZ6cEiT4FgRBEARB2DIku1ce3mVVrgmOZiAnuCFTiMjOkwmNBvP1+a7y5JQgwbcgCIIgCMKW4ZvMtwyQi5LHeGrSiOy8POKHkEyecgvp8z09SPAtCIIgCIKwRXBWSoLv4kxDn28lGcjSeDmMxc5HwprvrGVEcTEtSPAtCIIgCIKwRfgiOy/NNGS+PV+BSP8uQVAxPFGFJJKv5jv8XSZ9qo0E34IgCIIgCFuEZL7Lo1T1M6O+Uqg7engt8t9iTMPkyiTg8yi75ltk59OCBN+CIAiCIAhbBLucS/BdnGmQnftKwXXI/C7kxzNB5oQ3pGLkaTVmXxJy3lUbCb4FQRAEQRC2CC+w6q5yAFlVpsEp3ldAzdXBtxzjYhhVSIWP7yTwcyg+7GtC2hhWGwm+BUEQBEEQtgiT+ZYAozB5XJ8nja8U6m4gO6/uZlYS8UNIxs+hCIj0+Zb9V2kk+BYEQRAEQdgipiGArCqmz3eFd53nK9REdl4KkZ0nU1R2LoqLaiPBtyAIgiAIwhZhHJ1lfFwYfwpkyUrBynxXdzuriJgRJmPczjPOJ3ufyXlXbST4FgRBEARB2CI8yXyXxmQAK7zvPD80XJMgshiBHYIEjzH4NMraLb7IzqcGCb4FQRAEQRC2CA4cJTArzjS0ovKVMoZrFd7M0lz31ZM4dHp9LOv2TIZ3LKufWsJa+PRlIn2+5d5SaST4FgRBEARB2CJC2bkMkIuipkCWrBRMn+8qb2dZfvWfb8Vff+7BsaxbJqaSyTPpFM18j32ThCGQ4FsQBEEQBGGLENl5eUJZ8mS3IwvPynxXOUNflq7no9MbTy+rnridJxLKznP2+a7yBSJI8C0IgiAIgrBVSOa7PNMjO9++rcZ8X5kgedR4OeTV5yMcdGftlkif7wpfH4IE34IgCIIgCFuGJ9La0vgVl50rpQLZ+fbNfHtKjW3/T8PkyiTwcuwXJbLzqUGCb0EQBEEQhC2i6gFklcnT73iS8PYZ2fk2PMa+2orM9/bbb8MQnvcZy/j277L/qowE34IgCIIgCFuEZL7LE2ZGJ7whKfD2cZ/v7Sj/9X3A88dT8+2LH0IiRQ3X5N5SbST4FgRBEARB2CI86WVcGo4pqhpc8HZxn+/teIg9pdDzpOZ7KzGTEZl9vsPft+Okz3ZCgm9BEARBEIQtQmTn5YnUtVZw//Hm1bZxqzF/jDXfIjtPpkjmu+ZQpiu6MHkk+BYEQRAEQdgiQrfzCW/IFBLtZVy9HRjKzren4Robyo2r5lsmppLJVfPNwbdLsv8qjgTfgiAIgiAIW4TJ7skAuTB2qXEVpbWeCYC41Vj1tnEYxu1XwCUZ22y3DY3KlfnWjzXHkYm9iiPBtyAIgiAIwhYhhmvlsYOPKgZoKggeTaux8fiSTQw+ZXtj+mB5Wmqdj/C9Imu3KCvzLbLzaiPBtyAIgiAIwhYhAUZ57F1WxckLPrZsuFbF7PwwjFsW7puSjO2134bF+K3lqvl2KnltCCESfAuCIAiCIGwRHGCMq252O2MHZVUM0PyY7Hy7ZSC9MZ+7PSvDu9323TDkabHHYoS61HxXHgm+BUEQBEEQtgiT+ZYBcmEisvMKSrr7DdcmuTWjZ6sy30A1ywomBe+LPG7nrkOiqqk4EnwLgiAIgiBsESKtLU/Vexlz9nG7thrjzze2Pt8VVzZMClPznbEM766662y7SZ/thgTfgiAIgiAIW4Q35uzhdsaWIldx/233VmPjPnft9W63fTcMvC/y1XyL7LzqSPAtCIIgCIKwRXDWsMqy83bPw00PnZv0ZvQRlSVXb/9x0FPbpsE3f55xuZ2L7DwZIzvP2O2m1ZjrbLvzbrtR6eCbiA4S0V8T0TEiahPRISL6YyLanfP1e4noJ4no34joPiLaJKJlIvosEf0EESV+fiJqEtGriOhLRHSaiNaI6C4ieisRXT7aTykIgiAIwvmCqZut8AD5Q7c9gu9/+/U4tdqe9KZEqLrsnDeJZefbrtXYuPt8V1zZMCnydEjwLNWFBN/VprLBNxFdBeAmAK8A8CUAbwbwAIBfBPB5ItqbYzU/AOAvATwTwBcB/DGA9wH4WgDvBPBPRESx960B+ASAPwGwA8A/AHg7gJMAfh7ALUT0hCE/niAIgiAI5yFhn+8Jb0gGq60ulALW271Jb0oEv+LBWVx2XsUJgmHwTOZ7/IZrEkCGGNl5xjIqIjvfgo0SSlOb9AZk8GcADgD4BaXU2/ifRPRHAH4ZwOsBvHLAOu4B8F0APqBU6ItJRL8FHdB/H4DvhQ7Imf8G4LnQAfiLYq97HYDfAfCrAH689CcTBEEQBOG8hOOLKgcX3UAa363YKN7eZVXcfRycbtdWY3zubkXmu4JzKxMjzz3D98Nzz297W7FZQkkqmfkmoisBvAjAIQB/Gnv6NQDWAfwIEc1nrUcpda1S6j/tADr4/yPQ2WwAeF7sZVcGjx+Ivw7A+4PH/YM+gyAIgiAIQhxvzNLdUcBBd6diwXfVM9929hGotrqhDOPuUW/vryp7Imw1fF5lzeWYmm9pNVZ5Khl8A3hB8PjRhMB5FcDnAMwBeNYQ79ENHuOaqjuCx29NqAn/juDx40O8ryAIgiAI5ykcNFY5uODgqjumllJliWZGq7VtQBg8cvBdxW0chnFPHPkVP76Twtwz8ridu862K3fYblRVdv644PGelOfvhc6MPxZaHl6IoK77R4M/Pxx7+gMA/hVajn4bEX0cQAfA0wF8PYC3QdeDC4IgCIIgFMIfc93sKODMd5Vl51UMzvyY7LyK2zgM5twtcV60uh7OrHdwya7Z1GWircaKb992hfdF1ulk+nw7VOmJPaG6me+dweNyyvP8/10l1/9GaNO1DyqlPmI/obS24/sBvBZ6EuAXoGu8nw/g0wD+XiklxRSCIAiCIBTGZA8rHJgZ2XmvWsG3HVRUbF4AQEKf720WBBmn/hKf6/994SF821s+k7mM9PlOhmXneTLfrkOVvrcI1Q2+B8EO5YXPLiL6BQC/AuBuAD+S8PwMgPdCB9yvAnAR9GTAtwG4HMCniei7M9b/00R0IxHdeOrUqaKbJwiCIAjCNmYqZOeB3Lx6Nd/279Xbf9xazA1ajVVMtT80fDp0S5y7Z9c7WN7sZgbuEnwnw/slT8133XW2XYu77UZVg2/ObO9MeX4xtlwuiOhVAN4C4E4Az1dKnU1Y7DegW5T9tlLqL5RSjyilVpRSH4LOiNeDdSSilHqHUuoapdQ1+/eLL5sgCIIgCCGclapydsq4nVct811xw7V45nv7uZ2Xz3zz+Z5VyiB9vpPxC2S+pc939alq8P3V4PGxKc8/JnhMqwnvg4h+CbpW+3bowPuRlEXZVO2T8SeUUrcAOAvg8px9xgVBEARBEAx2FquqwVnP55rvam2fvb+qGGCYmm9ne9Z824ZrRc9d3x8cfNtqkG2264aC90V2zbdluCYTF5WmqsE3B74vijuOE9EO6D7cmwC+kGdlRPTrAN4M4GbowPtkxuLN4LEvbU1ETYRZ906e9xYEQRAEQWCidcvVHCRX1XAtKjsvt47ljS6+4f9ei9uPFhJP5iI0XNumrcaGyEwbyXrGhI7IzpPJl/nWj7rV2FZslVCWSgbfSqn7AXwUwBXQddc2rwMwD+BvlFLrAEBEdSK6moiuiq+LiF4NbbB2E4AXKqVOD3h7doP4rSDYtnkttEP8DUHLM0EQBEEQhNxEpLUVDTA4QKqc4doIZMknVls4fHYT959aG9VmGcK62+3Zasze5UXd+vM4pYvsPBnPBN8Zy/jhxM92O++2G1VtNQYAPwfgegBvJaIXArgLwDOhXcfvAfDb1rKXBM8/BB2wAwCI6McA/C4ADzqo/gUiQoxDSql3W3+/HsB3AnghgLuJ6MPQWfbnAvi64PdfHMUHFARBEATh/ML3ASItIa2qMRIHSNvRcM03tcejD1BMAMSy820WQHpDqDa4lCHrnPIjme+CG7eNCe8T6TtFKQUiwCWSiYuKU9ngWyl1PxFdAx08vwTabfw4gLcCeF2KWVqcRwWPLoBfSlnmUwDebb3vUSJ6GoBfB/DtAF4BrRA4Hiz3+0qpuwt+HEEQBEEQBHhKoe466PT8yme+qyc7t4KzkgEGBzLeGGY+4rLz7RYD2fu/aOabT6VeluzceqqqfgiTQOXIfPsKcIhAJH2+q05lg28AUEodhg5+By13CGH7Mfv/r4WWihd931PQrcZ+tehrBUEQBEEQklBKwfMV5uquDr4rOkiubM23nXkdMvNdNHjMA29SzbQaq+bxLcswfgVFDde2274bBt4tg9zOHdJ9vkV2Xm0qWfMtCIIgCIKw3eBBdKMWBGcVDb57JlCq1vb5kcxouXXw67IysGXh4+mQ/tlu2VsvkvkuNjHj5ZD7RwzXqjXvM1Hy1Hz7CiAiuA7JxEXFkeBbEARBEARhC+Dgou5WO/jm7GR7GxqujTPzzet2nCAIqujxLYsdEJfNfGcF7XbQKNnbEJ7EyZrMUUHm2yGSiYuKI8G3IAiCIAjCFsABRb1WbTfsqsrO7eBjaNn5GD6bCb659raah7c0kZrvgsqBMPOdEXxLq7FEeLdk7RItOyc4VL191+p6eMMH78JGpzfpTakEEnwLgiAIgiBsAdOS+ebAqlu5zHf4e1lJN69jLJnvYHc5get01YKgYRmmFZiXo5QhGnwX3LhtDO+XQX2+nYrKzm8+vIS/+PQD+PJDS5PelEogwbcgCIIgCMIWwIPiRsWD76pmvqOy83Lr4KB9HPveznw7tP1ajdmfp2yf70zDNZGdJ8L7YpDhGgWyc6Wq5Tfg5Sg5OJ+Q4FsQBEEQBGEL8GOZ76oGGJyd7FTYcK1s8MyvGrfs3NmWsvPw97KZ78xWYxHDtW2284aAbxNZtwultNO5Q9Vrc5cnc38+IcG3IAiCIAjCFtAzwbceIFc1880Zqk7FZOd2Nq+07Nxk4caR+daPrkNwtmHLJy+S+S7odh4s3sld811s27YzfB5lnU6erwLZefh3VWDFzzg6DEwjEnwLgiAIgiBsARz4cauxqgZnnPmumuzcDijKG67px3EE3/FWY1U9vmUZxm3ezxGAiew8mXw134HbuVM9M0e+71VpQmCSSPAtCIIgCIKwBXDAGBquTXJr0qluzXf4e2nZ+RizcBzwmH7L2yzYiLidl5WdZ7Ua85XxQxDZeQjv9kGGa0Sh7LxK5x6fK1UzgpsUEnwLgiAIgiBsATwg5gCjqgZEvYpmvqOy83LrCDPfo/9svE2usz1bjUWUByWD76xSBk8BNbd6NcuTxsjOM5bhPt8uSea76kjwLQiCIAiCsAVwvGdk59WKbQ0cdFfPcK188Bdfx7hl5y7RtsveDtXnO0etve+rUBVSoeBx0oRu59nLOESh7LxC9xY+lhJ8ayT4FgRBEARB2AL6ZOcVDTBM8N3zJrwlUXwVmtWVzezx67wxys5Nq7GKHt+y2AFd4cx3jlZjnq+GPr7bDaWUCbqzTAZNn2+9+yp1b8kz8XI+IcG3IAiCIAjCFsCD0HrF+3zzILlbwcy3O6ShFL+sO0bZuRO4nVcpABoF9ucpKtv3c5xTvgoz31XqUz1J7N2Qq893BQ3XPJGdR5DgWxAEQRAEYQswNd+16g2QbapquKbU8GZ1/hglsJ7JfOssZEUPb2n8YWq+c2S+e7bsvFqn3sSw7xGD+nw7luFalUoeJPiOIsG3IAiCIAjCFjANmW+llMlOVq3Pt50ZLS8714/jdDt3t63befh7UQmx6a+eEVX7vrIM17bXviuLrTYYXPMNowypkupinBNe04gE34IgCIIgCFsAD0Kr3E7JHiBXLfM9Ctl5aLg2+s/Gx5OIQNuw5tsO6MpmvrNM/DylUHdEdm5j74aBNd+O9hoAqhXo9iTzHUGCb0EQBEEQtpxW18PyZnfSm7GlmMx3rbqGa3ZNbqdiwbfnA3VnuD7G4+3zrR+N23kFj+8w2JNFxft8B68bZLhWo8jy5zt+JPOd7RRvy86rdOpJq7EoEnwLgiAIgrDlvPFDd+Pl7/rSpDdjS+lzO6/gYNQ2Iuv2qrV9Sim4Q/aBDvt8j1F27uggqErtnkZBtNVbOcO1Qa3Gas5wZQXbDT+S+c5aLiY7r9C9RdzOo0jwLQiCIAjClnNqtY2TK+3Cr1va6OAn3n0DTq8Vf+2k4QCkUeG6VjsjXEXZOcuSy0r2x2q4tt1l53bmu2ifb5adZ/gIeEpajcWx9/kgt3Mn8BoAqqWq4aBbjqlGgm9BEARBELacnu+Xqru98/gKPnH3Sdx5bGUMWzVe4oZr45A+DwsH3M2aUznZua9gDLnKBhccy4xjYoE3yXV0ELTdgo1o5ruk4VrGNe/5GNpQb7th13lnZ7550odl59XZf/4YSz2mEQm+BUEQBEHYcjxflco+ck1ylTI7eeFtbtSqG2BwUDrfrFUy8+0OKUtW48x8x1qNbTeV7TBu56Z3fEYpg68UasaMsPj2bUfs3Zx1ziuWnVP1auZ5W6bxnj0OJPgWBEEQBGHL6fkqYu6Vl24gW62iU/gg+luNTXJrkuHs1GzdrVyrMd3ne7g+xhzAdMdY8+0Qwalgq7FPfvUkPn7nidKvj8rOi50b/NpuZuZbGUO9vJMrnq+m8l6Ql0if78zlEMjO9d9VOvfCUo9q3U8mhQTfgiAI5zHr7R5e9OZP4ebDS5PeFOE8w/NV4QE8EDpwV2lwmRfe5saQbuedno87ji2PbLtsONs913Dhq2rtZ18p1JwhDdc4CzeGQIAPp3adrp6y4Y0fvBt/dt19pV8/jNu5mfTImHDz/eJ93L/3z6/H264t/5mqjr3PB9d8w8jOq3Tu8YSeGK5pJPgWBEE4jzmx0sI9J9amsn5WmG56niqVfeTgsEqDy7yMqs/3B247hu/6k89haaMzsm1jODiaa9aCv6uTrdLB93BO8fyqcdSf8jZVsdXYeruHe0+uDjWZYr+0cJ9vrvnOajWmlGnDl3f1x5Y28dCZ9ULbMk1EZOcZlyLXfLsVDL55knE7KxSKIMG3IAjCeQwPtDc6vQlviXC+UTbz3Q6k0NOYReGPO2yrsdVWD56vsNYe/XXLhljzDRdAtXp9+742MxvGSdyYP51nrcZuP7oMX5VXDABRpUb5zHf6Tun5odt53mtDKYVWzyu0LdNE3vPc1HxXsNVYnjZz5xMSfAuCIJzH8ECo1d2+gxehmnR9XwcDBQdk3W0gO68P6dgdZhFHvw9s2TkQ1thXAV8pOM5wWeVxGq7xuUxEcJxqGUzdekSXKQyV+bZeWzbzPVB2Higb8rp1+wpodatzjo6asH1dvlZjTsGa+a2Ag+5pvGePAwm+BUEQzmM4q7UpwbewxeQxYEqCTcCqNLjMC2+zkdaWHIyGgczogw4jO2/UIn9XARNgEJU2qxtnqzFteqV/d4gq1e7pliNLAIa7bnyrD3fRLKaZMMoyXFPKtJLLu3pfqW09ecyHqzagdZ3vA45D5vyrUpzrj3HCaxqR4FsQBOE8hrNaG53tO3gRqokx4SkY3IWZ75Fv0tgxhmvucIZrPJgdhyS8Z4LvQHZeqcx3mFUeVnY+lsy3Ukb261bM7Zwz38ME314w+VFzqLBhnZn0SGk1ppQK3OyLlWQotb2VW3YpQ9Yu8fpajVXn3PMk8x1Bgm9BEITzGM5ejHPwcuOhs2hv45o8oRxlpdOdbdVqrGzmWz+OU3Y+W8Gab65r1fXUZYNv/TiOjL6nlHGbpgr1+T673sHDZzcADC871+2sqHTmO03pEi/JyDtJoDPf1TlHR41RyzgOsnaJisvOq3LyQYLvOBJ8C4IgnMcY2fmYMt8nV1v4/rd/Hh++/ZGxrF+YXlh+miVDTaITBE1VqqfNS1+rsWF7VY9Fds6Ga1V0Ow96GROVPv5hzfd4Wo1x5tGh/HXL4+bWQHK+f0dzqAkBX+kMbM0heAUnL7wB5yw/X3O55jvfepXCeWG45jjZZQx8bTg0XCu+cSDBdxQJvgVBEM5jxi07X2/r9S5vdseyfmF6CWtAy8nOp9E5lwOMxpCZb85qjSN7y/t1rhkYrlUq+A4y384Qme8xOi/rzLD+fZgJglFz65FlEAFPPrhrqADI80NH7cJu5wOULjwXUi9YkuErhfa2znzrx4E130qBCAh2X2XOPSDclmm8Z48DCb4FQRDOY3jwPi7DNR64V6luVKgGPRNAljRcm8KBnG8y38M5Eg/KIg6DcTuvVzH4Dmq+qXxmj183lj7fgfQXCGTnFdl1txxewlX7F7A4WxvacM1xCDXXKe52PsCnwDPy6jKy8+2f+R5U892X+a7Q/ZG3pUoTApNEgm9BEITzmHG3GuP1tyX4FmIMb7g2fQM5E2CYzHe59YTZ2/G7nVfp2rV7GQ9rVjeO80cpmJpbdwhTuFGilMItR5bx5IO7dIu2YWq+lYJboubb95WRkadd73w8isrO/e1uuGYpArJk51Xu821ajVWoc8IkkeBbEAThPIazEOOSnfNAvr2NB0dCOXolA8ipbjUWM1wbNvPdSXGOHoYeZ76N7Lw6+9nztZv4MG28+GVFW9zlwbNk584QvchHyam1Nk6vtfHESxZ1i7Zh3M6DdlZF3c7t90xTUoTXRsHgUQGtCk0QjZqw5jt7QsJuw2e/rgpI5juKBN+CIAjnMd0x9/nuSeZbSIEH70WDu840Z75H7XY+jsx3sE3GcK1C164fuInrPt/DZb6VGr00lwMgQAepVThHNwLfjZ1zdV0rP4zhWsmab3s/pF3vxg+hVmxiylcKnq8qVR4xSng/1BxnYJ9vqmjw7Y1RbTKNSPAtCIJwHsMD69aYMt8dCb6FFEzmu2SrsWk07+mVze7FGKvbeS/aaqxKQY0K6lp1D+1y67B3+aiz374lO9fZ+ZGuvhR8zrmOo6XwI5Cd1wpOLNiBYNqEkWe2s5hbN697u0rPo4ZrWcvFZedbsHE5KWuuuV2R4FsQBOE8hrMQG2Or+Q5k59u4FYxQjkF9f9PgYLBKhkJ5MVks1wHRELJz3nfjkJ370VZjVerzHbqdl2/jZe/zUWfiom7n1ZDZmlrqQK4/lOw8MFwbKvOdMhFrgm821Mu5fl5su/b6ticlFLJqvhGUZOi/K5X5Dj7DNN6zx4EE34IgCOcx4+7zbWTn23RgJJTHmPAUHJBx5rsKgU1ROI51uVf1sJnvMRqucea7Sp0KbEfnYft8A6PPxHFmGKhOzbcdvA0j1wd4coFQc5xC5ll8mjZqjilrSNtODu7z7Dv7WG7XzDd/xkFu5+y07zgVlJ2P0SByGpHgWxAE4TzGdiMfx6y0uJ0LaZjsbcHMKgeH05hFsc2T3CFqgk2f7zFcV6bVWKN6hmuml/FQExfh76NuN+YFNekA9yIf6epLYWe+XWc4KbwfZFcLZ76DN52pOemGaxxkEuk2bTlWby+zXdVVtuw8S+1hXxtAteqr+dhW4XqoAhJ8C4IgnMfYg89xmK6J7FxIQgUmSUCJmm9vmjPfYYAxTPDNn30cNZQ9TzuKz1SwzzfXfBPlb0UVJ0/9cVl0qzH9uzNEWcEo4c/IkuRhgjIvkP3X3IJu58F7NusulEreBjtD7+ZUDUQz39U5T0eJXaqSdej42nAqGHyX7WyxXZHgWxAE4TzGHliPJ/iWzLfQjx00lm01VqGYMDfxAKPsBAJ/9nHUY3d9HzWHjClclYJv21SqiplvW3aeVzo9biKy8yH6owOh7Lxwn+/gPZuBk3nSORWqQvLXfNuLTJPs/JHlFn7g7dfj7Hpn4LK+dfwGZb7ZDwEoPzk1DvgcrNKEwCSR4FsQBOE8xh68j6PuW4JvIYk8rYfS6JpWY9nn1Ln1Dg6f3Si+cWOEpaEU1GaWlc77JVUDeej2FOquY9qhVc9wbUjjsDEarnl+2GqMqLwj+yjpxSZ8yhrVAcHkglPc7ZyXzVJT2H4IeY+vP6WZ77uOr+CGQ+dw/6m1gcsWczun0O28QtE3H6cqbdMkkeBbEAThPGb8mW+WnU/PwEgYP5HMd8lWY4MCmzd97Kv4yffcWHjbxknPj2ZGS2e+x9hqrOf7qLsUBt8VunY9nzOj5YPISOZ7xMG3lp2z4Vp5R/ZREtZ8O0MpBvS6UCrzHQbf+pxKuubDDL3eh3l2nb3MNGW+wwnE/BMMHFSnnVPc57uKNd9lS4y2KxJ8C4IgnMfYrYrGmvmeooGRMH5sp+SisnPTamzA6PzcRhfnNgbLOrcS31eRPtCle1Ubs7pxmCQq1FzHGGtVSXauRiI7tyd+RvvZvEirseEk3qPClp2zkdkwbdocRwfyZfp8z9TSM99Gds6txopmvqfIV6RIpwc+h2oD+p/ztcGGf1WY+GFMq7EKbdMkkeBbEAThPGbcmW+e6a5S9kyYPHbAXTSADDPf2a/r9vxKSaYBvc08iHad8o7t48x8dz0f9WAbG65TObdzbqdUNrE3zsw3bx+gg6AqOPJH3M4pO4AbBNe0F81887LNIPOd1G6sTEu0aZWdF8l8h63GnMjfcbgNn5GdV+DcY8JWY9XZpkkiwbcgCMJ5zLhrvjtS8y0kYA8Mi7gmA0DHy1c/2PH8yvWX92xDriEyo7z7xiI793zUA2OsukuVmjgL+3yXz6JF+nyP3HANJvge1Jd5q4jUfAej/rL7zguUG7rmO/95wZMQJvOdcE55lrw67+SKvcg0yc57Oe9hQNiea1Dmm1UJRnZegXOP4W2p0oTAJJHgWxAE4Tym6/kIvqvH7HY+PQMjYfzYGZDimW99Lg3KKna96mW+I7LzERiujUV2bmXnGxl9mSfBaPp8ly95yLPuqrUa86xWYzRkPbBt6lVk4oKDTM58J+33aOY7n2xaWauZquA7+Pxejn1oar5divzdv5xWW5BxO5/8ucfwOSjBt0aCb0EQhCnmwdPrWGl1S7++6yksztQBjCfzzQO0qmUgAeDdn3sQb/roVye9Gecl9sC9aN0tB5yDJIydng/PVyOv6x0GL3CLBlBYuhtZjwm+xyA77/nGbK3uOpXKfJtexkO08Rq37Jwzj86Q5majgj9jzQklyaX3na8nPnSf7xKGa0Hmu9Prf60Jvqmc7Hya1FXdIpnvWM132ktMSUAlDdf4sTrbNEkk+BYEQZhifvAvPo+/+NT9pV/f9XwsztYAABvnWZ/v6+45hY/ecWLSm3FeYme+igZAxnBtUPDNfgNVCr79qCx5WLfzcUws9Hxlgu8qZr4dCrLKZc3qxiw75+yydmQf6epLEe8tb/+v8LpY2lzUcC04VlmZb76e2c0+z+qjNd9TlPnOeQ8Dwski43aO5NfwtVHJVmPS5zuCBN+CIJzXnFhpTdWXdpyljS6WNspnvjs932S+W2NxOw8DoCrJ4IBqypLj3HDoLA6dXp/0Zoycsn2+fV+FTsGDar577LRfnWPs+8rU3bpDGHKN1+3cRy2QuNYrarg2zMSF/bJRBwN+Bd3OeYKh5jim5KG04VrQx7zmELoFZj+M7DzD7Txa851PNm1/jmn6Hs97DwP6M9+pNd++AgWqAf67KvDnlOBbI8G3IAjnNd/+1s/grz774KQ3oxRKKXQ8fyhZaM+3ZOdjzHwD1ct+d3uq8i3QfuWfbsGfXXffpDdj5ET7fOc/L+zJkkEDOa4Nr9IES1+f78q6nVuy8wrtP84s68zo8DXfRQLIvOvmzGNlar6tmmGeGCg96RN8PtehXPXKZhvibucZfb4dlp3nqfmeWrfz/MFomPl2gr+TX2NKMij6uiogbudRJPgWBOG8pdX1cHqtg9Nr7UlvSik4mB1mAN71fMw2XDRcBxtj7PMNVC/47nh+5bYpznq7V/ltLEMk811gQGYHgoMCm24F/QZ8pYxx0jAB5DhrvnueQr3Grcaq1eeblQPOMKoBa58XCSDz4AXZR0DLp5WavPFVpNXYkJJkLwjwagX9CvxY5jtJ7u9bmW83p+zcXmSqMt8FWo351vEDoiZzkeXisvMKBbqmz3eFtmmSSPAtCMJ5y/KmlmtPa3DDgcgwmalOz0fNIczUnbEMXuwMR9Ucz7tDqga2glbX25bZgrKZb7tF0eDMN18f1TnvvBFlvn2T+R6D7NxXqDnVNFwbhew8arg22s+ms4/6dyP/nfDl24tllIFhDNfCAK+U4ZrJfCe5netHlwiUUzUQqfmu0Hk6CJ5wLGIqN7jmW0/4UIH9t1VI5juKBN+CIJy3cPBdpcFlETijl+Qcm5du0NN3rlEbi9t5JPNdoQwkoLdt2ImX248u45Hl1oi2qJ92z6+UW/eo8EoarhWRnVfR7E8bVllu2KVrb/Xj+NzOq9pqjGXn5Q3XIn2+x+F2brnZ8/8miRccv5pj1wOXWxd/vrrrFMt8s+w8q+bbGK4FPdILSLKBbZz5DhbJ0+ebrImfSZ93Nvw5q+CBUAUk+BYE4bxFMt86c9ZwHcw23LG4nduZpart566na+aHkcL93N99Gf/7A3eOcKtCep6Pnq8qJR8cFd1Iq7H8n69rTTTlzXxX6bzz7cw3lZdhjrPmu+f70cx3RQzXOGjWbudD1Hxbu2zUbudekJkHYAKhSV+/HCS7Lhmzv9Kyc99SHhTJfKt45jtbdp73+NrXz1QF30UM16zjBwyu+QYCs7/q3PbEcC2GBN+CIJy3sEt4p2Jy6LywWVh3iOCi6+ks10zdHUvm287KV012HsqSy++/9XYPNx46O5a6Tg4at6NUzx6EFZH+2hLyQXGTmZyqUPDt+dHMaGnZ+RhlnLrmOwy+h7m/jBL+qBz8jcJwbfSZ7zAA4sdJJ/vsmu9hnbBZ9q9rvvOfF7yfuc930mvtPt+Ut+bbWqZqyqos8rZLBIr1+TYlD87kFRc2dquxSXsgVAEJvgVBOG+Zdtn5aDLfPuqug7mGO6aa7ypnvofPjHY8HydW2jg2Buk5H49RZ+eqgB30FKlbtidzsgau3AkAqNZ551uZ0byOzknw68Zx7+p4PuoOy86rY7jmxzLf5evl7az0iN3OY63GgMlLbe0WXsNK4X0VrqdYn+9Adh5kvpPO24jhmpMvMLXrn1sVm9zNokgNdNztPC14te8t7hDXxziwr4EKbdbEkOBbEITzlmmXnfNM/zCD405PB9+zdRcbnd6oNs1gZziqNskRBt/lB20cGH/5oXMj2SabMPNdrf02CiI130UM13LWfOsMi/69Suddb0oy33af76q0GuPgjIjgOPkyo0kopUttgNEb1tkBEAf4k85Aenafb54QGOK8c5zibudeX+a7/7V8Ly0kO5/Smu9ircaime/0mu+o6mLS552N3VVgO36fFUWCb2Gq+Oy9p3HnsZVJb4awTdg2me+hZOcKjZqjZedjkO11e3r9QPUmOXiwN9z+06/98sOjD755MFmlDMao6EUGYyUN1zIGl52I4qI6g3LPDw3Xqtrnu+frCTkAaFRIds6H2yHS9fJDyM45+B71tcWO04BluFaRmm+Hwm0r3eLOtLNyoFT+z2ZajWW5nRtlg5ad55kXsdUQ09Tnmyccizi6Z6kWfD/cd4A+zpM+72wime/pOUxjQ4JvYap49ftvx9uuvXfSmyFsE1a2SeZ7eNk5jU927vtYaNYAhDXqVWFYWbJSygxsv/zw0qg2yxD2ca/OIGpURPp8l2g1VnezA1fbmK1Kk2u+UiaDNUzdMu+ycZQksBoGAOq16hiujUp2rgBT05517nU9HyutbrFttGTnVWk1xj4DRGSk8GW3yVfaMJCVEXknzng3z9TZ7Tw9gNR9vvP1R+dl5hq1qcp8837LJTuP9/lOWsa6NgAM1YpvHNheF5L5luBbmDLW2z2TrRSEYZn+zLcebJTdfg4exyk773pW8F2x/Wxk5yUzJjyArLuEO48tj3zwx/trW2a+rWxckQCyHRyzmZqbuV/aljFblc67SJ/vYeqWg9eNQxLe88MJgoZbnVZjnhWcDZPZ8xVyZb7/8jMP4Dvf9tmC6w6DDM4yT/r6tUsdODgrf97pz+UW/GwcCDaDSY+kUhO7Nr2o7Hx2TJPH46KY4Zp+zFJSGDNC6zhX6WvD88enNplGJPgWporNrofV1ugDBOH8xATfFRlcFmXYmu8weNStxsbS57unKhl8e74yg5Oyx59n8J98cBe6nsJtR5dHtXkALMO1bThYMTWgdbdQJoQz3zMNN3NwbmfWqjS5poMX/bszTM33OGXnEbfzKhmu6UfT53uI7G29Njhze3KljRMrxYwUPaVAFA10J+3u7Pm+mUwZdkLACzL7tYJZTN+63oHk89aWTudVNvgm8+2iVaHrfBA9U/M9eNk8buehH4L+26Hqyc65/EyCbwm+hSmj1fUKy8CE7Y/nKzx8ZqPw65Y2OgCqJ4fOy7A13zwA4j7f46iZi8jOK1R7G3FhL3n8Wdr8zCv3ABi96ZoxXKtI8DNKeP/r4Lt4zfdsPTvzbV8TVQq+PSsz6g5hisRZwlHLztklPnQ7dyqz/+w+38PIam3Dtaz95ytVeP/Gey0DFXA79xE554Dh6uXdMpnvYLkso7uosiHf5Ap/jNm6i07Pr1TAmQVPWuRx2zc138G+Szp2th8CMJyfxKhRSptfSvAdUungm4gOEtFfE9ExImoT0SEi+mMi2p3z9XuJ6CeJ6N+I6D4i2iSiZSL6LBH9BBGlfn7S/BgRXUdEZ4PXPkhE/0REjx3dpxTy0vN8dD1l6nQFgfnYnSfw/Dddh5MFsxRTn/nujSb4rrmkBy+eP/JAr+v5WJjhmu/q7OeoIVfJ/RcMnC5cnMHle+dGbrq2nQ3XQvdjp1CAEwbtTnbNd5UN10YwQB6X7Nz0hOaab9dBz1eVCGrsPt/DZPZ8Xzt/E2UHP35QllMkc61rosPttLd7UtiZ79C0q9y67D7fQIGab0tSXnOS1RR8G3CD45tnv3MgOtvQGfUqqauyMG7nBaT1RWq+nZx90ovyxQfO4P03Hy30mvjEy6Qno6pAZYNvIroKwE0AXgHgSwDeDOABAL8I4PNEtDfHan4AwF8CeCaALwL4YwDvA/C1AN4J4J+I9UHR954B8B8A3g3gQgB/H7z20wCuASDB9wRgSdFqqzdxGZdQLU6vteH5CidW2oVet7ypSxgGBYVKKSxvVG/SZ1hDLh64c803oEs7RknPU5ivoOy8O4LMaDh54eBpl+3Glx9eGum9KWw1tv3ud/yZZupuIVkzH6vZerbsvLKZbz9aE1z20IaZ79F+Nj4udSv4BsKJpkkSN1wbJntLgXS6m9muTj8WballO04D1XA75x7RYX/zYWTnZNaXdz22mVrNTW5TZmTnTn5DPT4F5oLge1rqvsPM9+Blc7mdW07xAALlwOjPu3d+9kG8+WP3FHoNH+uw3n/7fZ8VpbLBN4A/A3AAwC8opb5HKfUbSqkXQAfhjwPw+hzruAfAdwE4qJT670qp31RK/TiAqwEcBvB9AL434XVvAvAdAN4A4AlKqf8RvPbHlFJXAvjI0J9OKAzXo/Z8NfIAQZhuOEg5F8jI86BUqKJoD/gG/My9p/GM138cJ1eLZdbHDQcVHc8vFfRx0M6yc2D0wbc2XOOsRHWuW3vCouykQM+qmX/MBQs4tdoe6f4zNd9TqszIggfWzcKy83yvG4WyYRxEDdeGM74CdFZslMqIcEIuNFwDquG4b/f5Hko1EEjDa062esL0Ui/w2ZWKml7Z2z0p9ISP/j0rgMuDr8LsNVA8811zSPeOT7gmI4ZrOSemTOa7rid4WxX6jsmCr6dcpnJxt/PE4Fs/klXyMA7F1KnVduHJYP6MIjsPqWTwTURXAngRgEMA/jT29GsArAP4ESKaz1qPUupapdR/KqX82P8fAfD24M/nxd77KgCvBHADgN+OvzZ4ffVSYOcB9ozmyqaYrgkhHNQtFShJaHV9dDzf1DRmBa9HlzbR8XwcX6pW8G0Hs2UGx6ZtU43CzPeITde6nq6vrLtUqQzkKGTJdqCyY6YOAFgboSHk+ZH5dgpNLnTtzHfOmu8qBd9xN+xhMpDMKA3RONDkgT4H4VXo9W3XtWpZctn1KDgOUuXPDAcNRQwBfaUi7Z70/8pt56jQ7vV6uG9qvocod3DIqvnO+b0TZrUpKGVICL4jhmv5jOr4Y4SZ78mfp3nge16eiZ0+t/OEl9h+CEBwbxnDpM+p1Xbhc4ePa11k54ZKBt8AXhA8fjQhcF4F8DkAcwCeNcR78Cg9PlL6Iej98h4Ai0T0w0T0m0T000T06CHeTxgSO6MkpmuCDcvGlwtkvrne+8COJoDs2kme+CkS3G8FEWltiQF415adjzHzXXcdNGtupYIge3+VnRSwM9+LQV37yiiD721d8x22DCsycdSxa74z3c6rGXzbsvPaMMG3GlfwzRNyenjYqOn7QhV8MaKy8/KDeFO3PKBXfBlTO1t2zlnISV+/9jlntmkIoz+HYPX5znde8GSbS6Qd9HvpsvOao/uR56uH1stMn+y8QObbqAb0NZnsdq4fjew8Z818EZRSOLVWPPNtVE6S+TbUJr0BKTwueEwrLLgXOjP+WACfKLpyIqoB+NHgzw/Hnn5G8LgTwP0A7NpyRUR/Di2Fn44rfBthZ+RWJfgWLELZef7zgoPv/TuaOHJuE52ej2Yw0IzDs+lV6zFvBxXdng80i73ervlmSdjoM98+6jUHzZpTMdn5CAzXuObbIcwEsse19ugz31Vp9TRK7Mz3mfWyme/05Spb862UkSUP49jtRzLfoxvMcg103QlbjQHV2Id2gDGs7JyCuuWsQIL3cZF6dz9Bdj5pjxq7b3vYK7rcuoZ1O3ccLfdP2qcmQHcIRJRrG3nXcguzaQm+jeFarnZq+pFLB5ICdnv/AuORna+0euj0/MLrNYZrEnwbqpr53hk8pjVN5f/vKrn+N0Kbrn1QKRWv3z4QPP4ugBsBPBHADgAvhA7Gfw7Aq9NWHGTIbySiG0+dOlVy84QkNkV2LqRgZOcDgu8vPnAGNx46Gyyrs+T7F5rBOgZnvotk1reC4TPfVs33GGTnSil0PYW6Qzr4rpAk0M68DGu4Vq85WGhq2fkoJwa3s9s5ZxNn6m6hzGLH8+GQHshNo9u5b9V8D+XYrcKAapSeADy5wZlNHjBXYQLIli47TnnZOUvD6y5l7js+NEXOz4jsvCKtxnwr880BXPlJHw6gi9V826ZhjZQOB2yEF/ZxH7xu1Zf5nvx5mgcjO88TfPv6nGLVQnKrsQTZ+Yh3xalVbWhb9Nzh5Y3sfBt+nxWlqsH3INihvPARJKJfAPArAO4G8CMJi3Dq6ziA/6aUul0ptaaUuhbA9wPwAfxPImokrV8p9Q6l1DVKqWv2799fdPOEDER2nszRpU087n99CHceW5n0pkwMDpyXBgTHv/eBu/C/P3AXAEt2vhjIzjMCMF5/9TLf4TVRJoC0ZedzY5Cd287JzXq1ZOd25qVscMaTF3XHwY5Adr56ntR8f/zOE/jmP/pU6aDMdsAtklnsBGUMrpPsmMzwvmukmDtNikif7yEy356vjIxzlJJwlhH3uZ1XyHBtWNm5UnoQOegcKiM7Z0k7YAVLEz79er4f+gwM2eebZedF3c75FHUpo9WYbUbo5HOz76v5rtBEWxZGdp4r862MzwGQV3Y+esWFCb4L3gv4/OeJvCp+n201VQ2+ObO9M+X5xdhyuSCiVwF4C4A7ATxfKXU2YbFzweOHlVKb9hNKqVsAPAidCX98kfcWhqfVsTPf1QqCJsnhsxto93w8cHpt0psyMTijOqgm+5GVFh48taZbh7HsfGFGryNH5ntQZn2rGV3NN42l1Zgxb3IrKDsfgSFXz9p/HHyP0nDNuJ1XcLBy9yMruO/kWunPy72Ha65TaDDX6flouM7AVlMcLC7M1CpRr8x4norUZQ4jnW4G1+woW/eYCSWXDdcqlPm2ZedD7buwV3XWvuPgpZDhmh/t487vN0ki7e2GNVxTygTQQPHMt+PocyppMscuycjbpzrs8x20s5wa2XnQaiznBIPjkFXGkLRMNPM9zMReGqfWymW++foR2XlIVYPvrwaPaf20HxM85m42R0S/BOBPANwOHXg/MuC9l1Ke5+B8Nu97C6MhmvkW2TnD+2V9hLWm00YoO0/PfPc8H6fX2lhp9XB2vVMw8x3IznNO+hw+u4Ff/MevjL3+LFLzPYTsvF5zTM3cxghl57YbuA6+Jz+AZ+zBX9nMKH++mutgRyA7H6UqhyeVPF9NvG40Du+zspmmXhAQ1N3sXstxukGHgkE1v7x9C81apcoddOZb/+465WXnduZ7lIFx6GPAhmv6sQrXbthqLMwql7kuQsO17NIFfq7I5Be3MQOq02osqea7TACklDKt1ML15Dsv+P2M4VrCOWuXZFBO2Xm/4drkz9M89ArUfCvFsnP9d1afbxrBxF4anPku3GosOCRNkZ0bqhp8fzJ4fBERRbaRiHYAeC6ATQBfyLMyIvp16P7gN0MH3iczFmcDt69NWE8TYeB/KM97C6NDZOfJcI3uWns6ZnzHQSg7Tz8vTq91zIzxg6fXsbLZBRGwZ15XkGQFYK2cmXXmhkNn8f6bj+H+U+NVIwxrKtW1pLnjcIvlAVajpg3dqhQEjcJwrWfVzC/MjMNwLTwWVct+t4P9V3aw63k6IKg5xVqNdXqh7DwrcOXju9CsWObbDyW7Q8nOlTITZiM1XDNqlVirsQrsw7Cutbjhl402XBvcaoyfKvLZfWtyxRliG0dJYua7xCbZrcBCv4G8svOw5ruW2moMkZKMPBNTfPlMn9t5OLE6CHbQz6751o9OQdl+ETj4LtxqTPp891HJ4FspdT+AjwK4AsCrYk+/DsA8gL9RSq0DABHViejqoEd3BCJ6NbTB2k0AXqiUOj3g7T8E4AEALyaib4k992poKfynMjLnwpjgILNRc8RwzYIzled35ntwcHxiJezR/cDpdSxvdrE4Uzdy6yxJtMl855Sd84Bk3DL19rDBt8ncUthqbISZ77BnsG41VqUgqBMJvsvWfIf7z3UI8w13pDXfdmBbtQELT6SU3Xec+a652dLfOF1P6cz3gFZEJvM9U6tUuUMkOMvp6Jy4njFlvnkipBFsZKOqsnMObEsEGCpnqzEjOy/ZamyYQHeU9Lywz7eT4Zg9CLvfdNHJD9tMLbXVmGVWl1d2PvVu53ll51bNd9J+icvOHRq914Cd+S6iOPFEdt5HVVuNAdpV/HoAbyWiFwK4C8AzATwfWm7+29aylwTPPwQdsAMAiOjHoF3LPQCfAfALPHNkcUgp9W7+QynVCV73UQAfIqJ/C9b7DADfCOAUgJ8e1YcU8sM31QsWm9JqzEJk52Gd19JGR9fcOX3XOU4GXxyAznwvb3axc7ZuvhDyZL7zys7ZQOrcmN3Rh635tluNzdRGLzvvxmTnS5vVcYsfSasxy1AO0IHeKO9NVc58d4bNfPsKNdfR9Z+FDdcGt5ri7dvRrA00YtxKoqZSw/VbNjXfIxxldy2fBqBqNd9hgMFDuTK7T9fQYmCrMWO4VuDaUyqU/roZmcqtJGLyN0Tvcd9SHoR9vvNnvvm9666DtV7/eCXajzxvG66Y7LwC5RF54EmuPH4XPCkRDmuSJi70Y8RPYkw13/x+bv8wKxG+dfBE3ijvV9NKZYNvpdT9RHQNdPD8EgDfBu1A/lYAr0sxS4vzqODRBfBLKct8CsC7Y+/92eC9XwMd7O8CcALAOwD8b6XUkSKfRRgNm10PNYewZ74pNd8Wmx29L0Ypd502OHjyFbDa7mHnbL1vGc5875ip4dDpdWx2PeycrZvsUS7DtZzBIw8aivQdL0O755la6nKZ71A27TiEmbozFtm5djuvpuzcdah88N0LJxcAYMdMfaTXoR3YjrKd1CgwNd8lzxd2YB5kepX0vo2aG7TSGZz5nm/WKlGvzNiTg2wappRCQmIgFa69nTEThyOUnfuhmgMIg+9RvkdZeMxOgeEaUL522RiuZQQCYauxkrJzrtGtgOy82eDMd/kJgVB2XsLt3DJTq7vJrcbikwR5sqv9Nd/TkfnmSYt8mW+97wiDM998G3EdGnmXh1NWAsOeKBkEnyP14H416cmoKlDZ4BsAlFKHAbwix3KHELYfs///WgCvLfnedwL4wTKvFcbDZsfHbN3F4kxN3M4tNjv6Bjso8/1PNx7GFx44gz966VO2YKu2FntwvbzRTQy+T6604BDw9Mt348HT65htuJHMd64+33kz3yw7Xx9/5nvHTA3ttU6puk87OAaA2bo7Urfz0DlZy86rFASx7HG+4ZaeFIi3ZdoxUxtxq7HqZr7bwwbfXPPtOkbGmCcA7Xo+Gi4Nlp0HGfJmrYKtxkzmmwej+bNIvDwQup2PVnYeTsgBoVS0CiUjduZ7GCdxP8hOD5r44aC5yLXnWa3GwkC38CaOlJ7twD5ENt7u1c0133nPPd8yfUurtbed4ovKzl3HQcN1psdwrVSrMaS+xvZD4Mcix1gphU/fexrf+Jh9qffh02vR4DsvvCwnOkbZnWFaqWTNtyAksdn1MNNwsThTF8M1i42uHuyvD5ALf+GBM/j4nSe2YpO2nHbPM7XbaVLvEytt7Fto4jEHFvDg6XUsBUF6nl65YaDh5wo2OFMy/sy3j4WmnkMdrs+3/rKdrbtjlZ1XqfbWyJJn6qUDi07MnGqhWcutyllr93DL4aXMZapc890JjuVwsnNCvWDLIjZccxyCUulu192gJVmzXi2XfTtjxBnSose2bzA7Utl5NPNtar4rsA/t4G+YHtrsHl1zB/T5Dp7LG2AaN/C+mu9JZ759E/g6RjFQfD28r8sY3nl+GPjXa056n2/ezpwlGfaETHPEyq1xoZQq5KTPNd+h4Vr/MqaPuhNO/BSJcW966Bx+7K+/hJtTvpM8X+HMWtuMs4pI2uOGa5O+HqqABN/C1NDqepipO1icHW12adpp5TRca/d8rLV7lWtZNAraXR8X7tT9utNM106stnDB4gwetW8B7Z6Ph86sY3G2jmZQ65zVH9T+Qs+juuAv1HHXmnZ6vnHZLpP94oCd5WCzjVFnvi3ZeeVajdmtqMpmb6PmVIszdazlnBh8z/WH8AN/8fnM42ZPVhQ9vpsdD3cdXyn0miLwuTOM4VrNceC6xQbx3GqsNmDw3/F81GsOGq5brcy3JTsvKwHm5ZvjkJ3HWo3Va9VxO4/2+da/l6lr5WCmNqDmm/dz3kxdvO6WJ1cmHWz0vGhQC5STwntWoFu0z7fn+6Hs3KHkPt8xV/Y8YxVehECYqbuVmuBNw/7sec4Nniwyfb4Ta76jhmsuFTvGrOpLm3w/u96Br2DGWXlq1Rm+R4c139tvDFoUCb6FqWGz4wWy87rIzi3yup23ux58NT19MIvQ7vk4sEP3604LeE+utHFgRxOP2jcPQA+UIoZrGYPLVtc3A9087cZ4sDZuw7XhM9/RL8XZhmsmc0ZBRHZeLy/vHgccTMw3y8vhwyxhYLjWzD8xeHRpE52enxnUtLq+GUwVzY7+3Rcfwnf/yeew0RnPRCXvs7LHlAfadaeYoZfdagxID760PF1nvisVfNuy85J1y7z8zBgM1+Ky8yoartHQsnNlAsisem4TfBdw9AbCAIiGqEsfJawyAYbfb7yOwplvq5675ia3F7SXySs7t88J7Vky+fN0EPb1WqbVWNKhi/f5LtpqjCfd0851rve+cHEmWK6YDwIgbuc2EnwLhi88cAb/deuxSW9GKpvdIPieraPd86dihnMr4JvmIKMn/lJabW+/iYt2zwsz3ylS75OrLRxYnMGV++fN/yKGaxlf2u2ehwsWs9dv0zNu51shO9f17WWk00k136OUnfcsCWvD1bLzqigveGJgYaZeOjgLJxfYcK2W23Dt5IoezCS13GHaPR/zDT25UjRbcGyphY7nR0xyRokxXCud+faDmu9i/YI7QasxZ4DsuB0E6Q3XQcfzJ256BYSyZLuXMVA8e+vFMt+jDIz7ZOdmcrIa+w+ISXBL9/ke3GrMGK7lDDRM8B2TeE/6lqeD2sBwjcqdc0C4rx2HzHdG/sx3+N5110k8n2xHdCe32zmC5QkzNXcqZOd25jvvZ7Qz33n6fBNln9txeHzopZzr7HR+EWe+C5w/8Qk9Cb4l+BYs3v6p+/F/P/zVSW9GKptdDzN1FzsCma1IzzWbJvOd/aXDkxWDlptG2l07890f8HY9H6fXOrhgsYkDO5rGGXXXXP7M9wWLev15TNeM4drYZeceFmfKZ757nh8xL1po1kY6OdOJyc59VR3JWSg7Ly9VNJMXDhuu1bHR8XK5I/NgJqvNVrvrYT5QNhQ1qWHVhW2SM0rCVmPl9h1nvlk1kLfdWKfnoeE6RtKbFhh1Pd0Hu1mvjmEYDzrdWHBWNID0Y5nvMmaLaXD7vL6a7wrsv9H2+cZA2bmpy80rO7dqooHh2nqNEs8yOyt7zgG27NzOfOc3XONrtu4mu8yzqzegA/y8kmy9vL4epiH4tr8f8rZTc5x8me9Qdl4y851yrvMk7gUcfBc4f+KZ76qMASaJBN+C4dRqO7eb8yRodT3MBoZrQL7a2/OBvH2+eWZzbZtNWvi+QsfzMdeoYUezlij1Nl8cizMgIiM93zlbN4PLQZnvAybzPTig9rYy8z1MzbenTAYDAPbvaOL06ugmDGxZuwmCKiIB7no68zozhAs711LygJGPRZ7s96mg9V12zbeP+WY5afHZwGn/1AiPpw1fL2Vlnt3A7dwYruUMcLo5M9+dnmcy30D5Xu6jxFPR4LuodNesxwTfow+M4z4GYauxye8/k3mNZAFLrCdwj3Zzys5zO3qb46v/poxM5VbS8yy385LnHBDua5eoeM23ivb5TjLwi2a+KZdiIJL5nhrZuZX5zlnXHnE7T3hNv99Ascw3+56knatx2XkZt3NjuCbBtwTfQsip1TZWWt2Jz9KmYWq+Z/UAV3p9a0zNdyfbTI1nhLeb7JwzWs26g13z9cQJJO7xzdlrO/iuBfWjHS95xtzzFbqeMl86RTLf47yelNKTDsO6nTes4HvfQhOn19oj+3K0ZefG2K4Cg3hAH6P6kDXBHMAzaaocpRTuObEa+Zsz32lBp+dHj2/R84iD73FnvsuqBnQdqmMy3/mDb91CbHDNtw7SQ1OyyZ938cyoUzJ7G8rOg4mZUWa+Yz4G3FaqChlFvgSIaKgMrjFcG+B2Xr7me/j66lFiZ77DVmPF12PLzosG8XZ/+5pLRmER3c7wmsgbPJpaZwSZ7ykoR7Qnc/Kcv7rmGzlrvmEei5x2rKDMqvleaNZKfR+J4Vo/EnwLAPTFcXqtDaWA1RG08dK1baO9wFq90HANkMw30zIzlsh0quagZ7vJzjkD16y52DXbSMxMnwjqaw/s0AH0lVbwDegvhbTBOe/f/TuaIMoXfHOWUqnxnaddT9ePzjVcEJWv+a5ZDYb372ii56tcpnIA8PoP3Inf/NdbU5+Py86BwcGaUgrv/MwDODOmoNFsW4/7QA9juKYikxeLKcH3TQ+dw4ve/GncfnQZgC6N4AmatOPG5+Ncg5UNFQu+e8Nlvnu+rw3XgvMvv+xc13IPdDu3ji9QfpJglHixzKg7IHufBn+1jqfmO5CdW5NKO2eTJzW3mrDme9gMrgIZw7Us2bl+zB18B8uTlb3V71d4E0dKz1emqwAN4cDO+5ol+0D+iR/bTK2RYrjmKxVRDeSSnYOX19f6VGS+rX2Wr9WYGpj5jvf5dh0qNKnHY8e06+nUWhv7dzRDj44hMt9VTfBtJRJ8CwDCNgJAvuBiEP/2laN4xus/PtLZ8s2Oj5mGix1B8C013xrbICsrsG4ZY7bJD6JGCQ+qmzUHu+bqiVLvU6s6830gyHw/9bLdaNYcYx6S1QuY99ts3c09CLW/XMbleG4y/jU3MLApF3zHZecAcpt03XZ0GbcFAWUSPMiou2Rk54PcsY8tt/B7H7gLH7ljvD3p+bM3hug/Hp+8YPO7uOycfQjuO7kGIKz3BtIHr7xN8yUz3+Ou+W6bPt9DZL4dKjyI7wStxga16eLlGhXKfHN7nngrqqIlBfE+36OsZw+v2fC+sHu+MfbODXkw0lrHynyXqvnmzHd2zTcHNHk8HOxt4VtC2T7uo8bu8z1MHXrE7bxgi0BbUl5ztP9H/LVlZOf2hMxM3SndNnIrKep2rlT0nE/OfOtH22+gjOFaes13C/sXmqUUJ6bPtxiuGST4FgBEB9t53JwH8bE7T+D0WgdHzm0MvS6m1Y3LzqsTRPY8f6SftQgbHc/U/mXVfXNwuTaBzPcXHjiD57zhE7mdoIvAn0sH340U2XkbrkPYO6+Dy+dffQBf+Z1vwd4F/XdW5pvXP1N3sHO2nuv6sLOU46r75kFGo+agmbH9WXR6sZrvYH/kDdi6nsp832if73yy82H7R+eFg+9mTe+7Mkqdnh+dvAhl592+5QDg8Fl9j2Cnc96OJHgwtFCi5rvV9cyk3LjczttDZ75VpGVRkVZjDdcZGERwhjxUXFQg+O6r+eYayILribcaG7Hs3M4sA8DuuTrOrU/++9Y2/CrbI51fw63GsgzDihqume1zQsfpstuYRKfnl5pM42sNsKXwxd/fltUXrfm2zdTSesfby7iUL3Nrb9O0GK7x+CBvdp9l50xizbelSgD0OVhIdj4o870aZL4LHnd72yTzHSLBtwBAt2Fi8kpO01BK4YZD5wAAh89uDrUue52m1VgFZef/fvMxvOBNnxpqQuBz953GX332wcKva3U97AuCpqzg1mS+J6AYuP3oMo4tt3BypTV44YKYzHfdxa7ZemKG5sSKnrW1B5Qs5wUQZD+zM99a1l7P2ec7XNe4HM/DzLeDes0pJT3tBtlBpmjmu9PzcwXf3GoMGBxU874bd7DU9RTqNb1dZV3Y45MXaTXfvO4j5/T98NRaeB2kHbd45rtIgMWScwA4vTam82/IVmOc+a4XzKB1Y5nvtNd1PR/NqmW+2UncBELB/wsGZzz4rrsOiEYsO/d9U+/N7J6rSubbkp0PU7usFMgYrmXIztlwrWirsZjb+agq8P7yMw/ghW/6FDY6xb7DfavmexgTOD7Nyrid23Xn3B0ift7GW43l2UbbR2Gm7qBVget8EHzONWvZygsmlJ2nn/O2HwKQv1Ub087R53v/jmapco9eLPiWmm8JvoWAaOZ7uC/Zh85smNnZh8+OJhvc9RQ8X2G24WKu4cJ1qFKZ72NLm+j0/KGCy/fddARv+OBdhb5YlVLY6PRM8J2W+VZKWTXfWx98c7Y4rYf0DYfOljb5anXDIHT3nJaFx9d1YrVtzNaS4Oxn1vpn6g4Wc8rOe74yQcX4Mt+BK3HNyczcZ8HmVcy+kQffodzMyM4HZb6DAdm4g6UOZ75zblcS8f3HbuersWuMB1tHlpIy38nnfZj5Li475+B7tu6ORXZu308GlRGkoZ3iLcO1HIP4nufDVzrozJ/5ro7RX1of6LJu527Qb3mUrcZ6MR8DoDrBt13XyvOopeTTvg5C6wNl5/ox78RXvNdy2eObxuk13ZHmk3efKvS6nh/NKJfdJtvNnddTps+3qRuO7VfP2k4KZOeDFEm20VhzWvp8+2HJWJ5xDxsEBnMWifvELgngx3I13/33yXbPw0qrh30LjVLBd7zV2KQNCKuABN8CgGgN4rAZ5RsOnTW/Hx5R8M03hpm6CyLCjplarprv02vtkRjIDYL32TBZps2uh56v8OWHlnK/phMMRjljuZ4SuNsDz3FIvwfBA7ek4Pv+U2v4gbd/Hh+7q1yNry073znXCEwDo5/x5EoL+wOztSQaGaZbLTuzPtfAco5BaM9TRsI9/sy3i0at3AA8XvO9o1lDs+ZE7geDXp9Vb5ooOx8QrPHnGLvsPJAv83aV6pMek50vGj+KuOxcfyZWAp1ctWu+c2a+Cwx2+Hp79IEFnB6D7Nw+14ZyO7dajeU5f81kTs0xA/h0t/MK1nxz0DykG7YdxNcd6ssgdj0ff/TRr5b67ov7GABBzfd6d+QmqmmcXG3h8a/+ML7y8LnI/+0s5yDlQxbKbjWWR3ZeoK5Zb1+wnUOYmyXB5/AHbjtW6HURt/Mh9lv4+SioQS7gdm4ZrvE9MynzHd/OQavnXUtBzXer623ZeVoWO/Odr9WYguOEkxdJr4j3+XaICiU0Whmycz7vZuruwC4TSfS5nY9wsnBakeBbAKAzMVw3PGzN942HzmHnbB1X7Z8fWebbNr0C9CA3zyTBy9/1Jbzm/XeMZBuy4Cy8LfcsCk8wfPHBM/lf0wmduIH0em474MkbfL/j0/fjpW//fO5tyYKl2kmTA3y+PXRmvdS6efA/E8jOgX6TsxMrrYGZ77QggvfdTCA7z+t2vnOugZpD4zNc64WZ77pL5Wq+Y32+iQj7dzRzZ77bPT8zo8iDVt1qLJ/snAdkZTOqebEN1/JsVxKdnopIdJvBseiTnQef6djSJjxfRfZv2uQFZ77nGlzXm39/8H3oMRcsYL3jmfvEqLC3uWymScubqVCrMT7H664z0PiHM98m+E5pJbiVmOBlyCwk736XCPVav3P0rUeW8dZr78PH7iw+oan7r8cz33V0PB/rIz6P0jh6bhObXQ+HYt8JdpZzGEm3ziQCdSe71VhY811Qdh5TNowq+OZ747V3n8ytYFNKBTXf+pgSUdCGqnzm22SwnXyyaSCafQ87HMQy31aAnuXsbaMQblPDdeGrybvLD4LPp5m6a0wYs/CCySKeEsvq82077Rc57zYzZOe2mdswsnMeaxQts9mOSPAtANCZ74t2zmK+4Q5d833jQ2dxzeW7cfneeRw+N5qabx48zjb0Kbs4WxvY59v3Fe45sZbpxjwqVjb1tpwZJvgOPuMXHzg7YEnrNcENc5Ds3A4s8tZ83/3IKr788LmR9HxeZtl5wuQA1xodWyon2bcz37vndfBtn8PtnodzG11csJiV+c6QnZvg3jFu576vcO+JVbz/5qOJr2HZeZr7epzjy5t43X/eUah203Z5b9Tccm7nPb9PYrp/R7OA4Vq27NwES04o7x40SdANnh+lg3MSfIzMpECJYL/n+2hYWUIiwkKz1neN8eCj5yucWGnh5GrLvO8gt/OFEplvDr4fd8EOAKN3PLcdhcsarhm38wKtxvicaOTo892J9fke92ROHkI37GCAXDILGcrOdQDUiZ1DPDFdxnOl50XPaUBnvgHg3BDfb0VghVT83LKDAJ4fKDOQ903m24FS6fvfuJ3nze5amXlgOHOzJDo9H0R6v3zi7pP5til4b7t1nJPTzCxtXRFpc+59o4wLvMl8x74LfF+ZfUc5J6bsc8LcS8b83TEsPOmQN/PtK540yar5jma+ixwbANgMrrWk19hmbnzsi2SvfXO/ooEmh+cLEnwLAEIzhV1zjaEy32fW2rj/1DquuWIPLtszh8NnN0YiAdpMyHwPktSdWmuj0/Nx6Mx6oaxRGUzmewjZOWeQbj68lDubtBHLfKcF3/YgJk2aHqfd9dHzFc6OIHMbys7735uP7fHlchM1dp/vnbONyPsBYf3y4Mx3ivzXNlybq8NXuqb3jR+6G7/2L7cmnt89TwcW+noavP/ec/1DeNfnDuGBU/mz/20r890omfnu+b5xnmX2L+TPfHcC2XnaNd71dC9nx6H8budblPmO1wSX75Me/RrdkXBvsu8/h89u4NRqG5fsmjXrSIKv2TKtxs6td0CkM99AVOY+CkaR+eaa73qBVmO8rxo1Z2A9bafnoRHJfE9+wNezBqGAbRpWUnZOhIbbLzvn76PDJTpwJJ3Te+b676vjhL/H4ueWqfm2JLjlapd1MBP2LE4+N4zhWtHMd3BLZXOzUdV8dzwfj9o3jwM7mvjArfmk5/zZbLNR3Yaq+PvHlRuD+qTHX8vbkObzYGe++XHQpWHv83qJHtRl+fDtj5ikQlH4+6BZd3IdB6X0xAUfwqTv23ifb535zr9NWYZrtqKDVTFF7ll2lwdngNrkfEGCbwFAGHzn7WOcxk0P6RqtZ1yxGwd3z2Kt3csM5j96xyO45fDSwPXaNd+AdhXmbHMa3Pqr66mRyN9PrrZw74nVxOdC2Xn5Qe5m18N8Q2cwv/LwUr7XBMH3viAzkdbn23YkztsfnQc+tjlUWbIM1zjIOL5cNvPNNdnacA1A5EvxkWC9WZnvIoZrgJZFfube0+j0/D5zLSAcwO6aHdyiRymFD952PHiv/IGMnfFvlHQ7j8vOAW26ljf47vZ8KJU+2LGN5/LKznkwN+5gKV4TXCbY73oqYrgG6HtTvLTD3j9Hzm3i5GobF3PwnbLvwppv12xvXs5udLBrto4Dgc/BqDPf9rVS1sgsnvnOM0Fqy84HyR+7Vcx8x2XnJTPfkZZPbr/snDPfZb73ur5KqPnmcp6tMTnNlfk2svMyA/mw1RiQvv/530XqmgFY0ulhtrGfTk9hpubi2554ET751VO5avo5vo1kvp1hZef6b9fNn8Vk6TQAo6yI+zzYpmx5Zee23LpmJvLGe63fe2IVr/x/N+G/CtbeM11T8+3m2n+er2LnfP8y/aqLYgFyVquxqOxc/16m1Ri3qBuFmnLakeBbABAE3wscfJef3b7xoXNo1Bw88eBOXLZnDkD6AEAphV/7l1vxBx/56sD1tjr9me9BbudHLMn7fSfXcm1/Fm/80N34kb/6UuJzI5Gddz08+6q9INJ9sfO+BtAuyzN1J91wjZ2xXSd3rRiv225DV5bljJrvlpGdl8x8x/p8A1GTs6PBeg/unk1dR6PmZNTe9teU/+uXj5jlk9QOHFjsyuESfMexFXONbBYIvqM13yXdznt+X/C9f6GJsxudXMHeIGfyjrX+vP2WTc332Pt8q1gf6OLvFzesA7RMPF4SYw9U7ju1htVWDxfv0oFxXHrJmMx3o0zmu4vd8w1TjjJy2XmwzTuatfKZb1/BdcN+wWmTEDZ25tu06UrLfHt+JPPdrkDm22SARiY7163a4kEMn39lDE97nm/UCMzuua2VnfP3RPzcirQaG8I4jN2jwx7zKcG3rzKf71+vXo7lwcM4iyfR8XzUaw6+/UkXodPz8bn7Tg98TVLm26FikmTGyIdNzXf+LKZvZ75TWo3pZcJtBAaXFSjrnKhtUeb788H4rOyEHu/7Zs3JdRy4TCKrTZzthwAUP8atjMy3nVVn74AiAbTxfnEILknmG5DgW4CWAq+1eziw2MSuufpQsvMbD53Fky7ZiWbNxaVB8J0mfTt8dhPLm13cdnR54CyskZ0H5kOLs4MN1+yBx/055bzX3n0CN6dk4h84tY5HgnrNOCMxXOv42L9jBk+4aDG36Rpnvucarq41TZOdB4HF3oVGbsM1k/keUrLa6fnmPZOMn3jbTq91SgVAYfDtYjFo9WRnaDj4vmhnevDdrLnphmuW0+fOIPh+35ePmOfPJKgddPZIZ+IHXU8fuv24+b1c5tvNnDzIIt4qC9AlDEoNPpeVUmZQmhZ8227geTPMWyU758/OwXcp2X6CckDLzqPXGA+C9sw38OVAHcSZ7zTJ6zBu52fW29g738DeBR00nV4dbdDE+2pxtl46+PZ8P8h8O+bvQbQjme90+aPn69aUUZf96hiuhUHIkJlv02osOfP9yEqr8PHpeqqvFGV3Qdn5R+94pPRkKhB6g8R7yNsZ/7zBWRI6mLEMoFL2P6/bzqS+5v2347X/kWziamqiY63GRhVrdHs+mq6Di3bqibtBvjdA/znH21dmv3nWecfrzHvu2pLyeo2Db5W6jMnyDrgtcBAYzXyPN7jj5EjZSZWeaTXm5Do3fBUttUiu+daPjjWxVyjzHYzNkoLqcN3FW8wB0XIF15XMNyDBt4CwJnb/QhB8DyE7P7q0iav26zrDSwdkvm89ugRAZ0UHyeOSar7XO16mvOjIuU3sW2jigsVmrsy37yv88ntvwZs/dk/q+gDgruNR6blSygy2hwm+W10Ps3UXz3zUXnzl4aVcgSjL82bqLuabtYya7zLBt963eSXIadhlDEmyeFta+EgJ6bmpya7rnsH7FpqR+vFjS5vYNVc3QUwSWX2yW6bmO8ysn9vo4prLdwNIbi+ns0ekW/RkDFi15PwRHAhq9osMlDu27HyoPt/9hmvA4ONuB/tpgX+3Z8vOueZ7kNv51sjOuc93I2dGPomu50fknADLzrt9ywHAFXvncOsRbQDJwXfcLIuJ9/kuIqU8t97F7rkG6q6DXXP10pnv1VY38bVtO/guKTvvBZmw2oDso00k822yitnLNStU883zC/EAo2ggFHE7Twq+g8lgpcLJx7zoczp6T1icrcOhfJlvz1f42b/7Mv7uiw8Vel8bznzHJ+Ciwbf+Xym3c1+BrMx32rXFQYIdaNx2dBl3HltJXH7srcY87dHBxydP8GdnHRmnpPQ3Lm0u4nZum6mF7QXTDdfyu53zNmFLDNd8X+ELgSlu2Qwu3+tm6m5mqztG5ch8234IANf1F8l86+3IrPmOuJ3n38d2OUYRtcR2RoJvwQyyDyzOYOdsA8ub5ft5rmz2sDirB4sLzRr2zDdSHVdvOxK6kN9i/Z7EphVkAmGAkDWwOHJuEwd3z+Kq/Qu479Tg4PvO4ytY3uwmtrza7HhmEHrX8egX70bHMze5srJzpRQ2ux5mGw6eeeUetHt+ZP+kwcHaXKOGuUZ68M2DmL3zTay3e7mOb1jzPZzs3C5jSDJcswPOMo7ntuwc0AHOQ2fCyZxjSy1cnJH1BvQgPbXPt6n5DjPfAPDDz7ocQPKEixfUTe6aq6Pd81NbPd39yCoePL2O73nqJQCKyc5tt/N66cx3f+bWBN8DArZIr+eULLU9kK+7evCQW3a+Ra3G8k4KpK6jFs981xIz3w4Bl+2ZM8eYDdfG0ef77EYHewIfiP0L+d3r4/yfD96Fn3zPjanbtjhTQ6fnlxrIs2qAz78ircYarhO6XSe8N18LdZeMm38Var5D4yEEj0Emq+CmhZkk/Rnj54Y94Vm07ruX4GPgOoSds/k6NyxtdOD5KndXjSTCmu9Y5tsK/oaRnatAdj7IoIv/3Y1NNKYFTHHZ+ahbjXWC7hRF5NVh5ju8T7lOMTMuxk84f8tkvtPaCyYZrg2amIrWfI9W5p/EvSfXzHd+WdduY7hWc3Jd+/Ga76RG332Zb+rPkJ9b7+Dau/vbD3q+MvfMpM/E+5OsCY4iww17AqhsycN2Q4JvIZL53jlbR6fnl2of0/V8bHY97JgJA5RLA8fzJG49sozHX7SIRs3BbUeWMtfdisnOn3b5LgDADYfOpb7m8LkNXLpnDo8+sID7T64NDDhZSnT43GbfzOkRSzofn/XmLMPe+QbOrXdKTVx0PS2TnK27uPpC3R7owdODpfIbVi38QtPNJTv3Vb4gb1Syc3vAlmy4ZgffxaWKbWtADgCXxYLvo+c2cUlGvTcwwHCt56EetDbaFRi67Vto4MVfcyEA7fAfh4POQXLND912HA4B3/2UiwHo0oO82DXfzYTsV651JGW+F3Jmvnv2gDT5fOr6ymSWiSjTVd68hoPvcRuuBVl5boFWLvOtTBaH2TGjW43Z9wHuncxqICDMfKcdt7ZxO9f3vLwDFqUUzq13THuofQXc6+McX24lTi7ZsnOgXFaZ3Y8HOU7b8IRP3XUy62ltVYgT1EVXIfMdZkZDUySgeObbbllWS1C9rGz2zOTOkYLBd5IaBtDtxvJ0vgg7W5SX+ae5ndt1rSx9LhPYsuzcHSBT5nXb51i3p5A2T8Sb0hdAjujU42NjgswcK07MfFM5ub6noudvkSymbaZWT8lQe74y1zXlnLiI1nwnu6iPks/fH9bZl858m5pvt0CrMWRmvuPHxlwf1ja+78tH8BPvubEvGWBfZ8k13zDr5vUX2cdxwzUJviX4FhAGV7rVGPdJLp7B5WwP190CwKW7ZxNrvn1f4fZjy3jaZbvwhIsWjRQzjbjs/LEHdmDnbB03HjqbuLznKxxb0pnvRx9YwFq7NzCI/Pz9YR3P0Vh/cpac71to9GW+2Wztin3z6PlqoAt7EmEvaRcXBvVcebLAnEmebbDsPKVuORjIc2CVJyvBctJhg2+ueXYoPfPNA4My7cbaPQ/NmmO+rC/fMx+pdTy2tGkGomlk9flud33MBNnRmbpuN/ZtT7wIsw0XO5q1ZNl5kPlm9/W0uu8bDp3DEw/uwsFdOigrlvkegeFaQk/ffTmDb3vglBa4akO3cP3Nmju4z3cwsh13jS4PZE1mtFTNd5LhWh09X0UmMD3fR80lY/rnEHBh4L6fJrdu9Tw0ak5Yx5hzwLLS6qHnK+zl4LtA3/Y46+1eYmbeBN/BRGuZuu9eUPNdN+ZLOTLfwSSPNlxLz4x1TeY78BsoeX2Mmnj9rcmMDmG41nD7pb8rrS6uOrCAZs1JzHy/8zMP4J6Uzh3sVxFn91wjl+z8bNDdoci9LE6a27kJAhwaKqusa2jDTGlqq7EEw7WOl670iMvOs4KlMnR6fuTcz3NP8GPnnN6+srLz+ORRfrdz31dmf5s+30my8z6n+AHrtYLOUM4+vuDuCw+cxSW7Zgv30baJthpTAxM2KlAEZNV825MQgGX2Z627HXQn6caOmX3/TnY7D5U2tRKTXqZMJmg1JsG3BN8C9CDbdQh75hvGzTmr3djyZjfxxs1tL+zM92V75nD03GbfxfbQ2Q2stnp44iU78eSDO3H70eXMC5Izgiw7dxzCNZfvxpdSgu8TKy10PYVLd8/h0UENelbdd8/z8aUHz+IxB/Syh2LSc55A+JYnXID7T61Fblac+b5i7zyAZAOuQRg394aLZs3F/h1NHF0anLFoWZMSmTXfVuYbQK66b54dHdbtnJ3HD+yYSa353jGjSxSOlar59o3kHACu2BcY/Z3dwEqri9V26CydRrPmoheYNPVtX89DMzjvAOD9r3oufuNbrwYA7FloJGYGe0GmM8l93Waz62FxpoaZht7+MjXf7OhcZsCR5HbOkwqFMt8Zhmt2/ajOfA+q+fYz1zkqOOs/TOa74/UHKjuCyUe7DVDX04OnS3frc3PvQtOcs1mZ75lamOXKayLEARKrLvYtNBIniPKw3vYSXcjDmm/9WYsqpXxfwVeIZr5ztRrjzDclZnbC5cKJKQBo1tMNFbcSEzRbwYv9/7xE+u4m9fne7GLXbB2X7pnrC767no/f+8Bd+OcbD6dso9+n5gCC4DuH7Jzvh2mlNnkwme9UwzVk1vwPwlcqJqHNznzbwXmn5w9c3hiSjbrVWNAesVTNtzUJ6hY042KMoZyV2c/d59s2XHOTJ9x6VoA+qJtBfJuI0uXso8L3Fb7w4Bk8+6q9+rOXDr7163g8O2g1flAmkcftvC/zbS3L7xu/Z24OyHwn1XwX2ceerU5wypn9bTck+BZwalU747oOYeeATN2ZtTae84ZP4N9vPtr3HGd8F2ejsvOer/oymrcGMvMnHtyJJx7chfWOhwdPpwfHm10vMuMLAM941B48cGo9MavDmeqDu2dx1YHBwfcdx1aw2u7hZV93GQBEZMuADuSaNQff8Jj98BUiWQN2ln1UEPSVqfuOZ/Yv2TWbM/Ots8aNmoOFRobbuVXzDfQH30qpyH5USpmBz8mV9lCDBz6XLt41g42E4LLV9TBTd3HRzhkcLyk7t4NjbnF36MyGkbFfnCPzDSQHfK2uFwnuL987j7mg/dPe+UbiZAtn9XZbBm1JdHq+MUxzqKjbuRcEL8NkvlVfzTKgVTCDsqURw7W0VmOx9TfrzsDaW269VbZ/dF64zzfXfJdyO/f7lQMm+LauMXbePhgE3/sXmtr5NWPw2g4mfXSWL399IUuD91iy87V2r1R2er0znsw3D74ifb5zDGT5nGtakxJZsvOqZb7jwVlZw7VIti9Jdt7qYedsHZftmcPDMc8VDmzTvqd6nop8zzK75+o5M9/Dy875tfEA3q5rHcbMjGu+B5n98fv14pnvlPfsr7sdreyca76LZL75vmHqhcFtqIq/f7xsouYWqPm2stpppSa+CpfJKzuP9LwfoGQYlq+eWMXSRhfPunJvYUMzm67ldg4MnmBgzxCjBkhYJm6GF6pq7PVwXXd0DRGVVsK1YJ/XZSYMPd+H65AxORTDNQm+z2s4oDq52jImS2wolRZ8f+qeU0Gg3F+PHGa+Q9l5Wq/v244so1Fz8NgLduBJB3cCAG45rKXnidnHroeZWJDwjCv2AECi9JxrtA/unsWBHU3saNYyg2/u2/idT74Icw23P/N9VkvYn3DRIoBo3bfJfO8LMt8lskzJwffgQHQzcEgHtDFT2oCnHc98x2TnH7jtOJ77xmuN4oHlSbsDw7A8LU3SWNrswHUIFyzOYCNhcqDV84PgexbHy2S+e/3BMQA8dGbd7MNBsvOsXs/tro+ZevKtcu9CM/F497yo7Dyt5psDQCLCTN0tlC3iwB3I7lOehlIqseYb0FLlYjXfKZlvL5pF0y3dctZ8jz34VpFWY6UM13p+RuY7PNd7weDjol0zcAg4sKjvtzWnP2vJ2IqOmuPk6oMNWJlvy3ANKNe1YL3tJU4O8PHm74t4hnIQtglUWs/fJLpWUJ0VuPL2hZnvwV4DWwF/7jC7V1Z2rh/dwDTMHswqpbCy2cXibA2XBZ4r9uQpT7ymdebo+f0mjICezDm3MdjThO91w8jOTZ/vXn9wBgQ13yUl+7wenYUb0GrMyM6jE43pBm1R6e8wdelJdE3mO3/2MdntvHytPL8e0Ndv/ppvBZ6nbKRkvu2a77yyc37eVjKMK7j70oN6rPmsK/foeveSGXZ+Hd/f80wwEBH4CCZdg/E+30l+Erxf4vfMiOw8y0ndDr4Lys5ttU9SgH++IcH3ecq1d5/Ay97xBay0uji11jatjlgmu5xS833t3ScBJAcTHIQu2oZru0MJsM1tR5fxhIsWUXcdXLV/AXMNF7cdXcb195/GU3/3o3h/LLO+2fGM2RrzxEt2ollzEk3X2GH9kt2zICJcdWAB92c4nn/+/jN49IEFHNgxg8v3zvdlvo8safO2y/bMYb7hRuq+Tc13EPSVaTdm3NyDz3jJ7lkcXdoc3P/c2i8LTRfrnWQn80GZ73seWUW755tt5+zkZcFnOjWE9HxpQ0sg5xrJkwOcWb5410zhtjhAkPm2gu/dc3XsmKnh4bMbpnY/T803kJz9bPc8Iw+Ls2+hkZhB4gFsqCRJPifs4He27hau+ebtbriETs8vpFDggWU8cwvogG2w2/ngzHfcvKnhDpadc+utccqEfT/sAz2MG3Y3IVDhshtbdt4LjNnqroPHXbhoylsabnq5QMs674rUF/I1zDXfPLFapu57vd3rqw8Ewnp8VjkV3Xd2QKAzIvkyKZFWY3lk5xXLfCf1Sbb/n3s9fhgExVuNbXQ89HyFxRktO19r9xJNL9MmidkIL87u+Ybu3DDgHjUK2Tn3+Y77PgwbBDB+0LrJZeOvhHPcvpfa52aWu7+pr45kmUdb8113tYkg5VTDcKDX1+e75KQFvx5AIfOspMx3ouFaQdm5fU4UmcgrA3/XX7JrFq6bv949Ti82OThoskApvc+zJpxsPwQg2Wmf92V8szcH1nwH66ZypTJa0aB/dx1HZOeQ4Pu8pdPzcdND5/Aj7/wiji2Fme+smu+e5+PT95wCkCyj5eyonfm+eNcMZuoO7n4klGn7vsLtR5dNxtt1CF978U588LbjePm7bsBKq9dnBmNneJlGzcFTLt2FG4LMd7vnmQmAI+c2cMFi00hKH31gITXz3fV83HDoLJ595V4AulVVWubbcQhXX7SIOyPBdzTzfbZEzXc8833xzhm0e/5ACftm18NcI8x8K5Us92sH5k18bOLBN2ecNzrRWjtWLpxcKW+6trTRxc65OuabbqrhGme+V1u93H3IGZ0hDM8NIsLle+dw6MwGji61UHfJmIilkdXrudX1U4PvPfO65jv+ZdjzdKazWXMx13BTlSQsIwR0/VeR2tl45hsoNuNvO0fH2V80811Edp4z8z3OYIkH2zyQLeuGrScXkmXntrrE85UZ6L/vZ5+NX3ux9gxIqtdlIplvN3+W5Wws853XQC+O5+v2h1mtvNhcs6jsnAefPAivO/k8C8IWYtnSW15X1TLf8eAslCWXk527wYSOfW6YSfDZOi4NDP7syW++vyZ1aQDCkpk4oYonu+6blRcb3fJqKZP5jp1Xds18lvnUIHwFEGDM/pL2f8Th3P7d81ODB89kH4evr06Ca76B/E7jRm1h3aecktsUTvpYNd95DdeUsoJ2rs2OKxsSZNM5W43ZrePGZejF39fc1mwYt/O6S7mvfy8IXrPO+T7VRUKgnifznfSZwlZj5dq5sQcOoCdVxHBNgu/zlpd87UV4+w8/HXcdX8XZ9Q4O7NCGVHMNF3WXEoOFmx46h5VWD0TJmTwOQu2a75rr4ImX7MQth5fM/x44vY71joevvWSn+d8TD+7EydU2Hn/RInbN1fuyx5vd5Ozj1z1qD+44toIvPXgWL3rzp/GSN38aq62ubjO2O2zrc9X+BZxcbUeyUcxdx1ew0fHwrCD4vnzvPA6f3TA3iJVWF8ubXbO+J1y0iLuOr5qb2kqri5m6g4VmDQvNWqma71Y8+A4ytYOk5xudcL9wP+Ak0zU2b0pb5pEVDr6jtXaX7dHbMYzj+dJmB7vnGroPeUrme7buGlO0onXfujY2eiu7fM88Hg5k5xftnDWDhTSamcF3VNZus3e+Cc9XfZNV2jFYv+d8s2YGk3E6VvZ6tuEWNlxrxILvIgGrHcjE2b+jidVWdp1wOdn54JpvHpC1C2byi2CCs+CzN2tu4eytdqnt338LzX7ZeddXZqA/16iZ41V3ndTBq535rhUY5J7d6KDhOpgPJuX27dBBeFHTNZ4o63r9brzxVmNxefAg4lJYPbmQx3AtzBhlDc6rWvMddzsv25fYDkLjE0fGe2Wmjsv29pd92TXfSddXes134F8x4PuNPQeGynynuJ1Har7ZfKrgvlNWgJxlHhWR6wb71/dVqjGnXrd+tPcflayvTtpuXSrDQUy+rHPPnHPhfcqhsoZrYZYZQCHptZ3V5vtuJ0l2Hmwm5ZxciZjwlTADK0LXmvwY1u285oTlA4POYSM7D/ZN0tJxv4GkDDX/Hpd929dqUjbf3sdOiXsWl3no7XIk+MYYg28iqhHRU4noSWRPAwqV4ZufcAH+4kefjpm6g8dcoGWQRISds3UsJWS+r/3qSdQcwjOu2INz6/3P82CTB5/Mkw/uwu3HVkyGh2u0n3bZLrPMjz77cvzs867C3//kM3HBjpk+SVyr2y87B3Tdt+crvPQvPo+NjofjKy380cfuwZFzm6atDwBcFLTvSgoiTwRZ3UuDQPOKvXPoesoEvkcCCTv36H38RYtYa/eMqdvKZs9I7TkTWhR2c5+1ZOcA+lqexWlFMt/6MSlzzNnlJDMowM58B4OeIPN9+R6dzR/G8TyUnes2U/FBdiuoqTYTDgXrvuOycwC4fO8cjpzbxMNnNwZKzoEw+E40XMuQnXMNfXzCxbOCrfmGm9oCzs5klJGdc8afB2S8/f95y7FElYFN2I4pWXYOZGdL7QF/aquxmOy8WXMH1gfbA7JxtYwJa4cp2C4ntVd56jpi2VuGzfjs/c+GM3G0WVbyZ7Qz30VqK3WP77oZvLIMPq0TQhr2ORsfLLV7PojCe31hw7VYQJA3i2Rqua3Md9JArhuTdTZyuOxvBfHgZRRu5zrzbQXfJvNdMxPGScF3u+cnTobqNonJfb6BdP8K5twWuJ2TM8y+048OZfeYt2NTDub4/Bvodm5d6g6Nxu3cNhsEdPY4V6sxy9yQKS07t7wGAM5851uPbaaW1uHAs5ZxC2a+KTAfBMYnO7cnvPPu/yS6gSdMXuM8lp0Xqfk2QXKC7Lwv822V6SRNXNiTSmUmDO2JF+nzrSkdfBPR44jod4joxxKeex6AhwHcCOArAB4koueUfS9hfDz/cQdw8++8CN/9lEvM/3bO1rGckPn+5N0n8Ywr9uDS3XPJme9WFzuatb5B5pMv3YVOz8dXA+n59fefwf4dTVwVtAADdLb5119yNeabNWPsYtNKkJ0DwNMu343dc3V842P348O/+A3478+8DO+5/lDQ4zvMfHNNe5J8Ot6aJzTs0gMWbjPGA5mrL9oBIHQ8X213TQaodPAdDF65nzQHjEk10F99ZNUMTjasmu/5Bme1k2TnPpp1B82gVrIv883BNw96gozDvh0NzNSdkcjOeZIg7nhuu50DJTLfXS8iOwd08N3zFe44tjzQ6RyAeX3SAL2VZbgW1NCfiTnF21822ggvI/NtZOdOoQFr23otDwi6no8HT6/j5//hK/joHScyXx/vhWyTp044V6sxT0WC07mGO9AFOdo/fDwBk/nsdnBWMPPdtQJBm3qC6U83oSUZL5s3853XpObsehd75sMyizDLVOzz2WqN+OCQSx74uigsO49lvuN1y2l0TauxbLfzdt/kyuD+8ltBmIUMpLUlDbns2ttaTLLPCrSds3XMN2vYt9CIyc7DY5UkPfd8lSI719+Pg77fOPO90fVKBZ09zzfHL35embpWKt/n2w6QaxnBj31e8TU6KPi25bnMMK7YNnG1Tu7Mtxed8AFYdl58G0LPAv130ZpvDqiz+nyHJRnB/3I4rvFHG7fhmq65t4zDyma+/bB2H8hnuGa7nSctr2ITe7z/IpNIHHzHtptb3c433ew+39Z1V2Qf223mXMqv4trODJP5/lEArwFwmf1PItoN4H0ALoQuq6FgmQ8Q0YVDvJ8wJuJZvV1zjT4Z7ZFzG7jnxBpecPUB3XIkIThfbfUi9d7MUy7dBQC4+fASlFK4/v4zeM5Ve5EmiNiTYGKVVPMN6MzL53/zhXjPK56BvQtN/NqLr8ae+QZ8FWaygTCYSDKR4kCfZ/a5TzTXffPAhTPpXAfNQbnOfFutp4ZwO+d+zzuDTHG83djx5U18+1s/g3dff0i/ruNhtl4z+wLIyHzXXBARFpq1SD3qaqtrXhOXnc/UXRzYMTOc7HxDy85Z8r4RmxzgIOOCxRkQDZbax0nKfF8WZOy7nsIlA3p8AzkM12r5M99hLXUQfKe0gGO3cX7vmfrgrHB8u1huz4MZbZqnj1Wa1N1spxXIxMlTJ2wP+NMy3x3PjwSns43Bju7dHBn1YYlL7nX/8aLBd39GyV6nvX/SAppaRtAZr/lOMoVK4ux6G3vmw9IfPg+Lfj57gi6+jTzxE05aFZTsx0yg8ta0dzzdXs91KHPg2o1lCRs5j++ffvI+vOJdX8r3IUoQZvz132V7VRu3c4dQr8Vk5zHj04t3zUbURPZxTSqR6nrJKg1T8z0g+GZVnFLlrt8NqwSr1Y2WniTJX0sH3w5ZtcfpAQcQBhr8/ZD2nkmycy3xLrSJiXRiE0p5S1ESa76ppEu8Hw3wCrudm8k2NlyLyc6tII3MtTE4823L4IExBt8lau6T0DXQ+bPIutVYGPgmnX7xNnBuwv5jSXn8/OXx58JMLbPPN1G5UhnPs430qM/w7XxkmOD7BcHj+2L//wkAuwE8BOBbAHw9gNsALAL4hSHeT9gids3WsRRzO//w7Y8AAJ5/9QHsnm9gs+v1zUrr9iZ1xDm4exZ75hu45fAS7ju5htNrbTznqr2p779nrj97vNnxjBN4nJm6a27UO2frePV3PAEA8JgLdphluKb95Eq/pDleI3nBjhk0aw4eCoLvI+c2sdCsYVcw+Ng738Bs3TWO6iut4TPfPPPIEwxEhEt2zeLoUtR1/Z9uOIKer/DAKb1tm5YcP6vmu9UNA7WFZi2S/Thh7ZO44ZoOvpulZeedQNrIsnP7PcJt05nluuvggh0z5WTnsYkZnkABBvf4BgYbrsXXzyQF3zwg4kznXDM529sLaoY5OJ0t0WqsYQWPgB44s1/DoExuJ5b9tcmarApfH25rXrfz+Ua6CsB+zaD1Dkt8gqRMZrSXsv/CNkDh+rqe3ydP1++fz+28SIbp3EbXdK0A9L2kTM2zPWEUD060075rti/uSj2I8BoJDZjyTC5wezggO3CN13w3a/k+/13HV3DLkeXBH6Akcdk5ZxAL9/n2w8Fw3YnKzlm1xt9JO2frJhsORI9r0kRx2kTRztk6iLIN19o9D2vtHvYF98Uy0nOenOU+9fY92ZaMh7LkYutPak2VWOdq/YvP/27OzHdEdj4iw7WwlKJYBwS+1iJu5w6VdIkPXw/o+2dex287SA4Ny8LXKqVM/3X7PQZtpl1PnGbkNirs71y9/8u9D9fu5zVcU0rvM85XJRuu6UejHEgIklMz38H9e75RSzxXI9ddmeDbMtsrYtK3nRkm+Gad8n2x/383tB/AbyqlPqGUuh7Az0JnwF88xPsJW8TO2XrEcG2l1cWfXXc/nnXlHly1f94EoXFTtrTMNxHhKZfuwi1HlnD9/bqf9nOu2pf6/nvmG1ja6EZuoK2un5j5TuK7n3IJPvcbL8DTLttt/rc4q02OEjPfsRpJxwndsgGd9T8YtCzjz3Nw96zpJb6y2Q1rvhd08F1Ubmcy39ZnvHjXbCTz7fkK773hYbNNgB7czMUN1xKCm3bPN9lbHXyHx87urc1BYtvKPhxYbJbOfPMkzq75hlUL2y875wzaBTtnIpMBeWgnGKJdsGPGBNSX7C5W873R6eFn/vZGPBwc/yzDtT1BkGPLN+OS2vlmLXFCJF6Xmma4tt7u4bv/9HO441g0KLAnHeqWtNgE3zldxZNajfGkQmbm26pVHqXs3K6BHlfmOy65L1MTbCYvnOi5wYMTexIhLaCp53Q7L1JbudnxzEQi08gZfNrYCpV4YNwvOy9uVgeUyHxbg18TuCYM5JJrvgdvY6vrRVRBo4YPtXH+LdmrmgMndjv3VbhP411HFmfqEaPRSOY74fswrea75jpYnKkbpVjS+cT3Hi6bipcY5YG/v/geZE8iRvt86/+Vrpe3nJuTJsDs4DTegWFwzXcsyzyKmu+kzHeOaybeW563r4xk2ot9viL3Jc+PfhfoTg9RdRCvU7+H/n+emm8em4W15OPJfPOkI29n6T7fvh+p+R6c3ddGdJSxT2w/BCC8t9iLeinBt8l8N2uZKhCHCBSYHRYyXPNVxCFf2nwPF3zvA7CklDJTp0RUB/AMAD0A/8n/DwLwHoBHD/F+whaxcy5a8/2nn7wP5zY6+F/f/gQQUeh6GqvLXml1Iz2+bZ58cBfuPbmGj915Agd3zxrzsiT4S9c2fUuTnacRN9kiIt27OKnme6NrPhOje32z7DxaPw5o87XDbLjW6mFxVg909s030fH8wu2yNrse6i5FsoQ6+A4l2J++9xSOLbewe65uasE3Oj2rz3d6zTfXVQO6rsdeJin4ticDDuyYSdxveeDzyM58xwNR20xvPkdwFidJdu44ZMoDimS+O56PO4+t4CN3nMBn7zut15/RaqzmOtg1V49kkHoxOXKa4Vo8OzdTSzZcO7q0iVsOL+GLD5zte73dxxjQATFfN4OCyaya77rrYM98IzP4btsZ6hSzsk4s8z3bcNHu+Zlf3Pas+Lgy30mZ0aKBPh/nei0aVHOm2W5PZLdasYm3ibJp98LzLm6qlUVcbQAEwXdBQ7lIzXdsGzuevuZ40qx8zbct4Rz8+WzZZ5Ks0l4OsI+vmzP49tHx/LF5DRjZLg+QR+B2Hu+ZvLLZDbqW6DfZMVMzATmg7788aZIkO0+bKAIQ+LF08dl7T+OJr/0IbnroXOR5vg/yhOfmAJVLEvHMt12KY9e1lpWdh3XjoTopq84V6JedpwffvO5olnkUwTefv0b27OZzjY77DOjtG5xRTiKUneu/C9V8B73VmbjPQ5ofQp4+37w9fM6PS3Zuu53X3GHczvU1lrdXPfelD2Xn/cur2LmXpKrh/RI/H1td/bnqKedU/3Ev1qu7Z91TakMoBrYTwwTfCsB87H9PBdAAcItSaj323DKAwcWXwsTZNdvAaruHnufj8NkNvOuzh/B9TztoWoPtMv0+o1/caZlvAHjypTuhFPDZ+05nSs6B8EvXlm9vdpLdzouwf0dyBvfceqcv+H7UvnkcOrOBN3zwLhw6sx6pHweAS3fP4sjZDSilopnvhG3Pw2an31H74O5ZnFnvGOneP3zxYeydb+Cl11yK48st9Dw/JjtPDm6BaIC6MFOPuJ2z2VrdpVB2HmQbZuqObjvV7pWSELJEcVeK4Zrn6/YpnJXPkxlN/mz958YVQZudi3cWM1zjyYgTKy34vq7LTjNcA3QZgn28wx7Ggdt5SquxTmwwlVYPzYHNiZj0v93zEO/z3fE8LAfXZd7Md1LwDWjH8yzDtW5vcJDcs2TCAMw5kOXqvpWGa0a2Xy+eGTZu5wlBdbx1Fmc6+pZz0vuL24qLIuY+tiMvU0Z2bk8Y9cnOu14wWNNZkCJeBfb6bMO1PFmkrjXhxPs96WXxa0vLzgdvI5+Xad0JhsXOWAOjqVs2E28cfLe62GmVfy3ORjPfa20Pe+ebmG+4fbLzuFlknF1zddx/cg2//E83o93z+1RKPCYwme8S3xl8rzTBt3WvSJSdjyDznVjnGvyvYU18GcO1lOMVHpfwf6NqNRa/Z+WtOfZjE11AebMwP3b+uk6+65a3w/6qiQff8XXn7ePuKwX2AQ/dw8cpOy9e7x6HJ0jzTr55PoKMc7oUP63Pd6Tm20uXnc/WXf29ldhqLFinEwb2RWXnjnXPG5cyYZoYJvg+AqBORI+3/vftwePn7AWDVmOLAE4N8X7CFrEzyOKeWG3j1e+/Ha5D+NUXPc48z4FqXHZu1z7HefLBXeb3Zw8Kvo2UV3+RK6VS+3wX4cCOZmIm7+xGx3zRM8+4Yg+UUnj39Ycw36zhuTGZ/MHdc1ht9/DISgs9X4U13ymtpwbR7vVn9rnv9bHlTZxcaeETd5/E9z/9IK7YNw/PVzi6tImup8zr2O08q9UYACw03UiAfny5hb3zDSzO1PsM12aDmm+gXLsxdsVPM1xrmQw7B6C1wtmSpD7fgHbCf+wFC7kmbWzDtePLWlVwcrVlAtisc29vLEjtk503atjo9Dv/xjMZ2nAtueYcAE7EauE5+wjYrcaUmfAYFGx1MgzXAO10n6fVWFZgF8/CznLpQYYypLslsvPoZ2+45Q3XkvZfzYlKKnspAU2jlpzRVkpFJsyKmPvETe74fYoH33af8pjsPDj3iAgz9eI90k0dKkto3Xyfb73TM94fHEskBV+dWKBSRHYOYGzScztjbT8WHcTH+3wD4YSG3foSAHY0a2h1w2z+eruH+aaLvQtNnFmPXt+8HUntBwH93Xzn8RVzX4hvN09CstqoVM03y85N8B0t3wAQcX4uOo7nTY72+e4/NzjAbtScvsx3Wmxnu9AzLtFoWo3Fvi+K9/kO/+dQuZpvs/9LtI3q+SqyX+Ky+fi1Ebp1D8p8h8tyCdC4WlTGDdfKu53r74Ms9Y6NYtl58HdWzXe8Zt6e2ONjnhR8z9Sd1HKEuJN6rcCkCxB1sa+NSAky7SSnKfPxKQCPAfAmIno5gIsBvBI6I/7B2LKPA1AHcGyI9xO2CDbr+W9/+jmcXG3jtd/5BFy4MxQtJMnOlVKZme/d8w1cvncOD53ZwLOvTK/3BsIAlr/IedBURHaexP4dTdxw6Gzf/5c2utg9H500+JYnXIB7fu9bUx3ZORN+x9EVAKGzLA8Y0hzP3/mZB3DJrll86xMvivw/KbN/yS6duT22tImP33kCnq/wg8+41EjO7zu5BiDMJjoOYa7hphiu+VHDNWtweWKlhQt3zmCl1e3r8z1Td3FgMeyRzm3Y8rJktb1h7CxwK1brPlcvlvnmzHlSTfbPftNV+NlvuirXeniQ3u75Vua7HW5fSs03oI/5vcGxAKysnmW45vkqIiMG+h2ZZ+va9CueeTKZ75j0v931IzWtQFDznVN2zgFQo5Z8ju9faOKmh88lPgeEme+FmVpi9lYp1Vc/yv4EWceYlQatrp8YMP7LTUfw2AsW8CRrQq8oxizNMlwrmmXP6pPeqMUklSmy83iQzvA9j2v6azkzw3EHfXt7hmk1Fh+Q2dn1oi799vpCKWK+VmNHl1omq5ol2Yw7+TeDz6+USr2nA2Hmu2jZUF7iwcuwsnPHIXN92ZlvLoMCQuO11VYPzQUX650e5ps1zDf7FVrx/utxuCPIT3z9o/BXn32wTz7al/kuU/MdTM7uDTou2JlvFbSVIqLMyZcslJUhzGpNxf9q1hysBt+XRnaeEjwktRorWh+bRtzHIK9xVdIxdZ10r4ks+vrU55w082PnPaCvTfuexB8l3ue7kNt5Sv/wUdHp+aazzXCtxvT3Yl5pPcvOc9V8xzLfkeA7o+Z7tu6mTvKGgb1+LFpKYY9pnCFc4rcTw2S+3wSgDW2idhzATQD2Q0vOPxZb9iXB4/h6eAgjg7PADhH+7iefiZc/91GR55MM1zY6HjxfpdZ8A8BzH70PTzq4MxLIZ70/t0wKs7DDnK7a8fzcRjcyoPd8ZVphxckapHEN+B3HguA7GOzEt93m7kdW8PoP3oV/vOFw33NJNe2c+X7fTUfwns8/hFc89wpcuX/BDGw44LOD9rlGssTZlmbHDcCOL7dw0c4ZzNVrfbLzZs3BlfvmQQR8/M7svtFJcOZ711zdZL7tbEjLZJazpdcA8Nl7T+MtH7838j8+lkmycwrMQfLAExOdno/jS6HsnIOKNLdzQHsU2INYzhJyULaQ4kIfr0tN65kcBt/pme+w5ts3+3xQNnKg7DxQiqRlHjqeDyI9aZCUVQz70obHgEsjsoLvrudjoanvI0kB8Wv/4w787ecfSn19HuJO72Vk5z0/ff/FMwM9308xXEsOOk3wXWKgrVT/Nml1QrEBz8BWYxx815zChmvx+s56TsO1o4H5JZAsq2TslmSA/vxKDc6I8TUz7uDbjWenCgeQMK83136wjuXNqPcKfzdxALnW7mG+UcPe+SZOxyaJw1KK5Pvm9z/9IH75mx+Llz/nCgD95QijzHynyc6zMnt5sDOEWe7YRnZeC534u5ZsN7vuNvxf2Z7aceI+FXlNCuNKLL19ZWXn+tHOYuap3/USFAHxaz5cRv9NJngctE1hn+9Qdj6mzHdvRJlvz0fdCcseBp3D3GqMHc+Tz73oxEjS/dG4ncdbjQVlj2kTCmFgH157RaT9dvBdc6hUm7vtRuloRin1VQDfBeABaDWEAvAxaLfzOK8IHj9Z9v2EreM5V+3F//3+J+HDv/QNeO6j+7PUM3UXs3U30u+Te4vuyAi+X/ddX4N/+plnD3x/DoTPBv1CORsxippvABGJ8MpmF75CYvCdBRvG3Xl8GUD4ufctNOE6hA/e9khfEPWmj94DpdDXQx0ANhNMvS5YnIFDwL/ffAxX7J3D//fiqwGEA5t7TwTBt/W6haYbaSPGtANZEaBliGudnrlZP7K8iQt3zmDWqrdmGRIR4dI9c/i+px3Eu64/ZHqe52Vpo4uao3uLG8O1rMx3w8VGt1+iDQD/cctRvPMzD0Q/FwfHGZnpPEQy3yth5rvdjU4OJLF3volzGx0zgAuzekHmu5FshGdkhG448QD010NvpgTfaZnv5c18bueDZOf7dzTR6qabB7K8Oa2NU1Jwz7LzzW6G7NzzsRAE6fH1bnR6WGv3TCAB6EHHP3zpYTPpEOfkSqtv4iOcGMgnO1/e7PYNGLL2X7wvt850FAi+Y9dF2kDv5EoLh06H9iqdWHaMKZP5Xsuo+e5Yk3nNerJLfxbxa6TmOAMHc62uh9Nrnf7Md8J+6XoqIr03k2sD9kGY+U5vpzUMdq02YGX3CgaQdjBjDNd6dubblp3r37ndmJGdzzf63M7jjtNxnnXlXvziNz/GatEV3e5z6x3snK0bBVypmm/OfBvDtWhdcF9Na9l6+YGZb/2/Zk1P3Hi+ipgWJkt/+/ef7vM9fLDR7st856s59hJajTklHadDxQXMOvNtQ3LmO94Rwt7O/LLzsJ7YGK6NSXauDdcst/OSteXcBcTJOVmgW43p3x0iJC2dKju3NtH0+Y5tditQ5aWZyHnWNcPrLvJ1YvdvL+KQv50ZasSqlPqYUuoxAC4AsKCUerFSKpLWCxzQfwHA8wF8aJj3E7aGmuvgpddcGukVG2f3XD3S75MHw7bcLU7ddXLVbdddB4sztTDzndCGqwxcu2zXsbJMLl7zPQgeYNx5nGXnNbONr/72x+PT957CD7/zi2aC4ssPn8PH7jyBmkNmosKm1enPfNddBxcuzoAI+MMfeLIJzmbqLvbvaOK+k6sAQtk5oAP2Lz90rq+Xsi15nm/WoJQeGLW6Hs5tdHHh4gzmm/HgO1zvr7zosXAI+IOPfLXQflra7GLXnG7j1qw5cCi55tvOynuByVmc5c1uxGGbPxeAxJrvInDw3u75eCSo+T6z3jaB50xCZp3Zt9CAUqG5HA8o+MtmPmHSAeiv4eP9HQ9keAJgveNFAmGd+WY3bDLrDFuN5XU7T5Gdm8mq5KCW3dbT6onj8nsAVq/39G3recqoJOIBMV+79n44ttzCb/7rbfivW48nru9lf/kFvPlj90T+F58YaNbTg++1dg/PfsMn8NE7H4lup5++/xqx/t3sbhunniLbjGe+ayn9wN/wobvx8//wlfBzpUwINHIajtnY95D4IDPeY75s5rtm1XwPykofCbpLsOoo0+2850eOC2/rIHWDqfkel+FaLAtpDNdKys6JwmMdup33+gzXgHCCfL3tYb5ZM4odO7gZVPPNpGUYz250sWe+kTqRmIdBmW+KZfbKGq5xr2kgOfjhfcz3557v96nm0l4zDrfzbmyyNm/mNSnz7VLx/QbYrtfFar6TJiXi97S+iancTuDRgJNofIZr7YjhY/nMd9cPDNdynsO+1SebkC07DwPk6P+B8Ds5vk95/Ok6yW7n8ay6S8UcyzlzH75Wgu/hRqwBSqlTSqlENyalVFcp9angp1jaTKgsu+YakUwTz6pnZb6LoM1g9Ppt869h2G+Mw/qDb5bSF+HS3XM4fFYPCO1Mw8uf+yj8yQ89DbceXca3vPlT+N3/vBOv/8Bd2DvfwHc86SKzr2xs13KbH3zGZfitb308rrliT+T/B3fPGtm5HST/z295LI4ubUbk2RzMhm7noTEbO51fuHMWs/VaJPi29/dFO2fxU99wJf7jlmO4+fBS7n20tNExkzhEZMzHmFZM1cDvmSRXXN7UJQP2YNFkpjOC4zxwe6iNdg8nV9vYv6MJpcJ+6lkTP3vm9XnFkkvTgioYwBqjuQHB92xK8G3X0/Lx6nm6Njyx5ntEbuf7Fvonq+Kvb9Sc1KxqaHoVDrj4M2a5SXc830j149J53hbbvZk/72qKSdbp1bbxSbC3HYjWfKcFZksbHWx0PBxdin7FZe2/uNu556f3Tu4mvG9cEZI20Du30YkoadpBZi6e+U5TJ2QRlZ1H37vd8yKTRkXr5XngZrefGTRg5mvRyM6DgXbSQLRjZaiAsGwkazuVUuM3XEsIQnTf24IBpJUl5HO46yn4vsJqq2smg4Fk2flCs4a9C030fIWVzf7a/rSab8Y4zSdkvnfP1Y3ap0yrsfWOh5pD5js1XvMdZr71Y9FxvN2SKUs9weeVCb49hU5CsJi4buv4Us6a7/fffLTvO8ImrmrJm3m1zxWmbDY+LjvPn33vl503Ys7a8WUKyc6tv+tDuJAPQt9Xin32JHgytpZx/tn4ynIap+QyBv4fxfaffW/h94kH+62eVjqm1nwHh6ls9tpuXzhMi7btxEiC7zSIaDcRLY7zPYTJsHu+HjFcM5nvFMO1ouyx2jeNLPO92B9MsLS9aOYbQKT9WLzW/dufdBHe+9PPwtMu242//cIh3PTQObzq+Y/GRbtmsbzZ7ZNSpfUx/8Vvfgx+6huv7Pv/JbtmTRDLAx0AeOaVe/GyZ1yKd372QdxxTEvi273o/uPAZq3dM+ZiF+3kzHcv2J5+GfzPfNNV2DvfwNuvu3/QrjEsbXSxy5qYmLPeA7BamtVYop2eGV0OBol2oGdk50NmvgE9qDl8bgNKAU+5dBcA4KEzesCfJWvnvvQs4Qyzevo1XOccz6bFa77DiYfogMoefJ4MpOf82njNd6vrmZ6+o6j5BtKDb51dHCw7T8p8D5adB8G3lxZ8h68Pg4pkqXDbUgPY2w5Ybuc1JzUw42Xjn7FrMvv9WUJtIKasZTNqvnNkvtMGO5sdL7JdSXX2/D6FDdfanpE6JsvOQ6+Com7nvJ2mDjCHoVw88w2kZ1HslkBAvsx3x/PNAHZssvOkzGiJVlS27NzOfK93evBVdDKYJ8RXgu8dLTuvGVn3acufZFDNt9nmtMz3uu4cwveyMrLzzY6HuYabqARi4yl7G4oO5O0MYd0JA+v+5fQjq4t6nhqc+Y5lH/XvNLCn9sNnNvCL/3gzPnLHI6nLJLUaK93nu2TW1otlp7VjeZ4JgPB9mVqK7DwMMoPXDpKdI+rP4+bcpjJ0RpX59vxChmueVdeeNuHo+1Gj1qSsuqn5jhuuBYa/g2u+g3UXrNv2fBWZPJDge4jgm4guJqIfJaKXJDz3NUR0I4DTAM4R0WeI6LHDbKhQLXTmOxyg5Kn5LsLuuTD45ozHIKO2Qeyd72+ZxbLwojXfgM58M0ku70+9bDfe8aPX4Mbf/ha8+xXPwI895wrsnK2j66n+ut5OcrusNC7ZHQb+8aD9N7/18dg9V8dv/ettumVRNzqQN8F3q2fqiC/cORPpsW33GGYWmjU868q9uPuRlVzbuLzZxW1HliMO6doQLqnVWJD5zgi+WTFgD4DCIGW4iRm9DscE2yb4DmrcswzXeOLmjMl8RwewYYu15Mx3MyY7j58btqT3EQ6+Y1lzfrQl4oOykR2ToU8Jvk3mO7nFXNdTJvOdlGXvJayfJ4qyDdeUUWe0Y/viVDDBsZIUfCdkK9n9+9xG3FgqmtVq1hyTOYzDQWt/8B0dDNvUa/0Dy+Sa72TX4fh1UXeTB5Stnh8JquPnBVOqz3cnbFmV1GpsNG7neh1p8nubo0ubqLtkyocArl3tf13Xizq+8701Sw1iX2fjazWmH6OBUAnTMCtQMXWuvm+ui4jh2kyY+e54Pnq+CjLf0a4ievvSJ5RswoxddH+eC8xLXYfQqDmlZOc8OcATsvZxsSXGWeZTWdi1sayeSMogG9m5MbTzox0MMoKU/smV7G3k6yer3MFMGA6YkEv7HPHArFTm21eRiYWaq7OweYJH/b7h/+qxUpN4m7a8ZoS2GoK3aWytxizDtbxO70n0fIW6S7ml9cqadHKIkFT07cf2Q9LkFO/jPsO1roeZmguXBvT5tsoNinx2WzZfK6H02Y4Mky76cQDvAvA8+59ENAvdauyp0OUJBOC5AD4uWfDtg675tg3XBtd8F2Gvlfm++/gqGq523R6GRs3BnvnGSGq+gVD+2Kxl17LvnKvjeY87ANchU4sXN12Ly7wHv3cY+Mfl6jvn6vi55z0atxxZxpFzm5G2YUAYDK62wsz3hYszmGvUTIDYSpHBX7V/HofPbeaSmf6/LzyE1XYPP/71V5j/zTXciBTRZL6N4Vq/IzqTZCQ2KsM1QJ8f8eCbDeayDNdmjaRVb1dSn28AkUkHoF9GONvIdjsHwnZj8UkHXocdKA+UnffSg0cAZhB9ai0r802pgV2Y2Q9HBHPN/rKCU6vtyN/dnpX5jq335ArXfFsTf8F5sZpgDNf1VKLJYTzDx/sxUT7PmW8velySatqZekwSqjPfCculZHz7M9/JtXitvsx3spqhTJ/vtXbPlOPEt9E2+5upFTdci2fjtDv8INn5Ji7eNRvJnrmUnIFhVQaTJ/Ntf4bx1Xzr948MkktkgmwDIw6UOz2F5WBC3P4enm/U4JCeIOdyj/mGayajbdO1pCxpEkmZb6WUyXwDfK8vU/Odnfm2G1hk9atu9zx87r7Tff/n84XXkyZTjsvOPT+a+U467+JBCr/PoECXr9ssmX7HqFrK1nyH14Nb0oHdV9HsatxvII2kCYDBhms5Zed+dH/X3cHmjWWxJx2HqV3uBd8HedUbvrLl+Gk13/0KgPi6+T7eJzvv+phpuHBTJOF9Nd8FfQxst3PXceCNaXJkmhhmxPrNweN7Y///MQCXAjgL4KcA/DCAIwAuAfCqId5PqBC75xoRB2AeAGe1GivCnoUGzm1oM5i7HlnFYy5YSBzkFmX/QjNS8312o4OG60RMy/LCjue2xG8QvH/iwUCa7DyNg7uszHfCtl+xT2/b6bW2FeDq/XfZnjnUHMIffvSruOfEKhZnapgP3MjZabwVzITGuXL/Ajxf4eEz2fYNmx0Pf/XZB/H8x+3H11y80/xf9yFPynzHZefRQUjPC123I5nvWFZ/GJpWpuZrL94J1yETjGdNrvCXMU8ExGXnxuU9JfPNg6mszPdCs4YdzZpRKsQznDwI4uB0rpHc/svGBGopfb4dh7BvoYHTq8mGa7rdlJtuuJbQiiupz/cPvP16vO3a0KOg4/lmgii+Xp44a3XDLNRqK3Rx7t9G/T5x2Xn42aPKgST5dJrsPGlygYlnX+yat/hySQF/Us13UoDQ6kWD7/g5xZQJvjfanpksjAfGbc92Oy9uuNZX823tr1/6x6/gz667r+81R6w2Y0xa9i+e+Y5fo0lEg+/xyM69IDsV6QNdQr7q+eFgvBHJfPd/DzuO7jaxstk118h8s4Z9QebbVsuYCaWBNd/BwN46xzc6Hto93/QCn6u75dzOgz7kYfAdDXjjGdy0uO+jd5zAf3/nF3Es5vfAMUOkbVJiqzH9yOdO14sZrqVIfwH0ZSAHBSq83+MlRzbxa9t1BpdqAMmBL1E5wzXPysDa2zIoCxoaroXnlZasR++R9nby2+TrgR3+PUz/7Sw8X2mfFde+J5cL8ruB23n+XuZRl/+kxfsUAAkTZPw+8ePF4720CZ0kt/MijvLR4Ht8reCmiWFGrFcEj3fH/v+90KKI31JK/ZVS6u+hg3CCbk0mbAN2zTXgq1BuvtrqmbZDo2DvfANdT2Gl1cPdx1dw9YWjEU0cWGxGM9/rHeyer+fuB21jgu8Cde4m820FA0qpVMO1NOxB6FxCYMhmWafXOlZ2WC938a5Z/Ol/fxruOLaMf/vKUSPnn224UEoPdlpdPzHbe9X+BQDA/afWMrfvH294GGfXO3jV8x8d+f9coxat+Y5l5Y3sPBaA2jW+ibLzIf0AgHCQtdCsYedcHfsXmsaoKyv45nOetytNdh53O48HgFmGazN1BxfsnDHBdzzjXwvkkzyxdMHiTAG38/Rrdt9CMzXz3fV0XW2j5iYGkEnO2zXX0cZ2waBcKYWjS5uRCbGer9tEJbX/sreFz4kVy0gqDr9+s+tF9mtoBhfKzvXyCW36UoLvJFk9E8/q9HwFN8UVPWngH2+vmFZb2ep66HihCWG8f7l5nxKtxtbboWu2XZeulIrIL2dqxQ3XerGa77rVauwTd5/ErYeX+15z9NwmDu6ai/zPSQki2rHMN9/7smrTNyPB9/hk5/GscplgQbdX0r/XrOyjmQSPTQgvztax2uqZz7XQrJkg2Zad8zEok/nm9ewJSrhmy2a+2zrzzWZydkmDLTsHtGQ/TXbOEw3xYxl3ha6lyIc54OB7gzZcG5T57g9004IlG75XbGR4YcQnXHNnvs2ESjQrWkb6q2Xndt22/j3JNNImDKzD//VlvmP7jh8HlRXEM751Zzyy8/hktetQ6Qxuz/dRz5n5VkoFrcYGZb7jxyaclLPfl5e10UpHJ3UyM27mVjjzrWKZb5GdDxV87wOwopQy04pE5AB4DnTw/S/Wsh8D4AN43BDvJ1SI3YEckdsrrbS62DFTKxXEJq9ff4Hff2oNJ1fbePxFO0ay3v07YsH3RrdUvTcA02+2SOY7SXbe7vlQqpihXKTmOyFoD4Pv/sw3ALz4ay7EX/zI09FwHSNhn2+ErtxpkwGP2q+l//ef0r2FPV/hW9/yGfzTDWGHwU7Pxzs+/QC+7lF7+lza7XZmQCg/5iy7MeSKDdri+yv8fbSycyD0FrhgsWm+FLPWH2bV9HbFjbiaNf2lljvz3Ylnvj00ay4uWGyamu92bCBGgfESn9sHdjQjgcah0+v4kb/6YmQg2k0YlMWJXy/x7W/UnIGy83j9qO4nz+UNPrpe6DLN2YV6Sgsze1u4Lpcz30l1uva5Yp9D8YmB+DGMf86k57ImL+Jy8p6vjLmTTc1xEmsmWzEX/7QAgc+VeF16M575HtDHPI5SCuudnulUYNf2xs3+ZkplvqP7X7vDK6y0ulht9RIzMydX25H7nn5d8kAunvnev0N/Di6zSSJS8z0m2Xl8gAyUq4H0/LCGsm7JznkiamfsO2nHTD2QnYeZ77rrYOdsPSI7D49L9vc4BU7h9nnLJVwc1M823HI1352e+S6KlzTEs5xZ5k3d2DVhr4NfC6QHsWGf78BwLd5qLEX6C/QrGwbLzvXzrUwvjKjSxnXzZV493wcR+so1ShmuxSaPjOx8wHYktWBLk51HapsxWHauYqUItZQJzWFpx76v0+7JeeA+36auPeP84Lew5fhJi8cnpkzmO0FdYB/7buADMVtPz3yr2IRVcbdzW7Je3CRxOzLMiNUF0Iz974kA5gDcoZQ6x/9USvkAzgEYrmhXqAwcsJ6z2vwUCUIHsSeQxH3+/jMAgMddONrgm28mujVKueCbHWOLSO13mp6rdt1z8VZqc40a9sw3QJQcGLKZzunVtjGtisvIX3D1Bfj3Vz0Xr/nOJ+j3t8zO0mTnC80aLlycMZnvux9ZwV3HV/C+Lx8xy3z2vlM4vtzCT3/DlX2vt9uZAeEX2kxQ7zxXTzbksgOnZMO1UcjO9ee9KAi+DyyGBn+ZsvNYPWk8sCCiPrm9ve3xVmPxAWs7UCFcsDhjZOVJn7vpOjgdDKQv3DkTCba+cvgcPnPvadx9PDTL63jauTVrwmz/Qnrw3fV8EyQnG64lS6BtYz9WznDgY2cXmgkO5KdW29Y1FEz8BS74STXftmGbLT3v+T4cCgc0zYzgOy3z3U2ZXAD0wIefV0pFZHc2nEWJ10yaDg+N0FwpseY7tm1xNQVTtNVYq6udv3cGtcN2JinJKHDYmm8eiB8NHM3jQQVLh+OycydFdmy7EgPAo/YtYKbu4I5j6WaRPJFRcwhrrTHJzhPKD5yUuvXM9VhBfMRwLaX8a3GmhpXNMPPNapy9Cw2cjmS++zO3acQH4CbzPa/fe65ey2ydlcZGx8NcsH3NuttnuBapa82o+eZzNq74CANk/hxOYqaUj0koO49mvhMd0hNk5w4NDjb4fM+S6Xd6+p7FGc16zsy3p/rPOcrhwJ5EfPLDbnMXp+v5+Ogdj5j7HxAP3GOGa8Gujdd8DzQjA/qy8eOQNcfve8PI2/m7M61rgE1cqZFmMhj3Q+DvJXvdSW7ndolTWvu0uKKj6Gf3/LDbB/uXFDVK3G4MM2I9DqBJRI+y/vfi4PH6hOUXoOvAhW0AG/Fwj92VzW6i43dZuA0KG6aMTHa+YwYdzzfB3NmNTimzNeb7nn4QL7j6QO7lkzLfPLgoIjsHdOZ9tu4mBk/NmovFmZrOfBtpdv/l/oSLF40b+bzlRN3q+qlS7qsOzOOBIPN900PnzCMP7D5x10nMNVx8w2P39b12vq/VmG5nxAPlWZP5jg7aIsG3ZXxlar5HITsPtuEiK/PNzGQE97XgS9TIzhOkmwvN/oFoPIPInz2eRWx1PczUXVywqGXnvmX8Y2f36rXwi3P/QjMSuPKgLtJmb60zsL/9/h1NnF5rp7qAN2rcaqx/0NhNkWXbclTOWvO22g7izVhQ7/sKp9fauDJQX7DsfLWdnvm2B8tLlkFkx0uRJSd8Dl5HvO1Z2NYrW3beM5MxCcG3k2xY1I5NyOnWZbEgwjoP4o+JNd+WPH0QfC3vmtX3xl5C8G2c4utuoN7JP5iKl2ZwIGeC79hgPqnNmH5dsvyXnfjD5QhXX7iIO4/3y9kZljfvXWiMVHbu+wovffvn8c83Ho603LG3rXC7LGs9tukVT0gtxL6LF2frEcM1NjTcO9+IGq7lrPnWy1BEEcET8buGlJ2vt3tYCIwZdRu75D7fgM7mpp12aZnvuHnU/5+9Pw+7bEnrAtFfrGHv/Y0555mHOqeqzimoogZqBIQasBr0gohCt0iphYi22CCt3V6xW3C82n2v2iqitgOoiNKPbeNAI1wZlEkoZBJqhlPTmfLkyeGb9rDWiv4j1hvxRqyINexv78ydmfF7nvN8J79v7TWvteON3/DmqX0cBLok9H4uK2nJq0PSX6CZLN71aGjPd8sklqvm6Ntnuqiaaotl2cdK2vevvvc8E3s/8dGX8A3/+OfxkRcOvf3tXYbaLKP+TYt2y86bXuchfuS+cANSs9P0+a4n4fQEQ8t66G+CKQL8nu8A8+3xfPN7l7fyDapA6svUpRZpOwYTrtlP0XC34zTF90/XP79NCJEIIS4B+G+hJqL+HV+wLtDHUAV7xF0AzXwfked7sbKwNb7+D3ziGi7ujnTP4dOC1kMe0+vHC5zbWX6/v/W3vAa/9/Me7728kubbxeTJEsw3oFigtqC4i7tjvHQ01zObXe24eNhZW/r6Exd38fErh5BS4gPPXEMi1Av+pz72EqSU+JEPvYjf9KqL3u35Wo1NMjOBEOrzbcnOWXG6Stk5TU7cf0axa/ftqSI8S0Rn2B9naXXRyQawPubblT7TMTQC14q6+N4bo6gkXj6ee5lvKrj2J5kOXKOBCw2Cubf6hYMp7ttvb993qd7m9ZMmE0iJ0iE/MUkRXWZ4h/n+qXc73aO8YHdl59eO5ygqiVdcpOLbZr69gWsL/nlbds4L1K2A3YGOk/8kuAUkB2+dZVgfX5HelAby/eCBaw1pOpsooPMfTDtPE0jZP+iGro8OXKv4M2cX+G2qgRA0w1ofP8nOKWPBnWj4TID5DjGflMTP8dkP7uPXnr0ZHMxTkXdxd9x4Vk+Dlw5n+NlnXsaf/v5fxTNXjxqscltidwhW2nli2McbJwvsjbPGNvYmGQ6mBZOdq/vqws7Y6/nuajUGNJlvCgujSdytJQPXVNp5LTt32ti5sv02Vpn2rSk7p8+yiR9PsaZbjfHANY9M2vqMp9VYn77GJu08fL7cHIO+BVBZNpnvZT3f3O4A2KoLF8dsgtXX3z5PEytLIiw77yq+3aKzO+38X/3Ss/iVT4cn4nxwJx1Pw3wr2blhvtuOUTr3a9Lq+Tb/znQPe+75pu8ks9x0TrbEVIc/uu9It893Ioa2GjO2B8P2r94acCfhNCPW/63++T4A1wF8CsBjAH4DwL9xlv3N9c//fIrtRWwQXNn5zWmxWua7lk3Pi2plrDcA3SP2ysEMZSVx/Xh52fkySBKBvTp5luAOtPvia9/+GP7wO18Z/PvF3bGSnRfm5dqGbVd2Hmiv9eSlHRxMC1w5nOEDz7yML37NfdgepfgPH72CDz53gOduTPGep+8LbmNeVPoLwQ12o4K/tfgum4XASjzf9UDiQc18q599rgsvFEvPAHZ3nDUC1+ZliTQxvi8hBLY8El46R+RFf/7GlEngzL7RoODs9gjjXIXnaS/hgopv43l94ebMYvd94NkBLoj5Dnm+Q63Mtjyy8xNdfJvicewEeVHYGoX+ETup087nZWMwZHu+TZGxKCtLms17IbugffDJzoXwS3Qz5vl2vZrucnwZwsmiRJaYHs6+nrJcIeH60ht9vjP/dkKgc6sD13yy89zOKmgLM3Nh+nzX7GOSYFFVush2j/XT146RJaIxWRRKClf3pv3cftaD+7g5LTSL7uKEFd8HK5Sd0zGdLEr82IevWMULUIcXDZWdMw+lSepX63/y8m5j+f1JjpsnCytwDQDO7eR4+cgcq3td2uAWf6Wj+NlewvNNWQM7I8N8h/p807ZCRWRo0syV8arWVGEWWweuVU6rMc92TZK6+V2SdBcatP0u5pt/z/XtM114LC/KN7wM8w2H+TZ5A83t1hMKi9LLfCvZefN8uoFrXa8sV27tytl9+HP/5tfwj3/mmfYVOzCqrBWknVdqctDny3Zhzov6txDC1+a7MTHlk7TTe4Y/MzS5RZ5voDmx1MhJSIe9s9Skjb1f93jtvXzxLaX8Wahe34dQkvIRVPL5V0op3RHM76l//uiy24vYLOxNVO9Q8lGumvneHmW6KHt6RX5vgDPfU9w8WaCSuKXFN6D6cHuZ74Gy889/5UV83Re8Ivj3i3ujOnCtHztMbMPNkwWKSgaLzifq4ucnPvoSnr0xxTuevIDPe/ICfvwjV/DvP/gCAOCdT18KbMNOMydJNSFJBCZ50hiEhJnvZhG6LNzAtct1YdqnsOeBVr4gM9VD3enz7fhSATXY9AWuTbJUe9BfPJjqYphPXNBA6Ox23kjvpmKXPOOA6gl+aa+b+VbLNovvRe0ZH2UqNMwNuXGD5wh8UE6TUA3PdyoazDftw5OO7JznJ7gTHLx4555v5bkz+7Xv+Mg5QoP4RaVC1Hy2j5y1EPP5HQl0/Reewpo/F75exPwZce89976iIr6v75vulzPbzVZjc2cQSvfgdEDieaPPd6qkuZ96+bixPUDJzh84O2mcwxD752e+zwAAfvVZP+NF9+DF3TEOZ8XKPIkU8vb7aoWUV3Y+cFOq5Zb6f7q2/+cvfAa/8dIR/tAXPdlYfn8rx+G80M8MvevHWdpI5ad96oIrezaqFfXZZWTn04UKHyXPty9wjT9uoqWIpMLInXDythrzys7t4ttlvr0FO50/tpMPnNkKTvgQdNp5h+fbZb77BIuVlWwot/qw8T6otHPz7zbm27RPKxusttr/xBsGxvtZA93MtwpccyZkOo5tuigHS9Pp3akD75ZkvhWzrI6f3gXtgWv2uRPwS/HLykl9p2vjBH8CtlXHkD8sfb3BfMPah6HMt5Kd1xPJIjLfwOmYb0gpvxvA/QDeBpVk/lop5S/zZYQQIwB/F8D7Afzb02wvYnOQJAJnt0eG+T5ZLfMNKEkcADz9wOqYb2JOPnH1WO/7aTzfy2B/kjue7+Vk5124uDuuW431Y76p+H+5Pi+h/SFm5fs+oBLO3/L4eXzhqy/hUy+f4Ht/9pP4nIfP4HKgqKOgHypEp0XV2C+3HRkASynAB0Cz2jPelc7bByZwrZadD2C+x7kpFLUcmQ14dsZpw0fK2zUR/My3mqC4v96fT718gr/z4x/Hq+/bxSsuGpaLmL4zW3lDCkyFGrHHi7LCS4fzTuabT1b9vf/46/jmf/YL9v6z9oKu9NzX5xsgCb5dOPtk567nm4pvOuaDqZn4o+vv+r5DsnPX800ThzcC8nrf8S08BR4hZ35GMwnhSTsPtOo5cSalaKDHB11W6zTX8x1gvvsW3y7zzQdadE55qzF3f7pgGNY6PKo+N5+4qopvl7n6tKfNGFAz3z7ZucMSAmoSNxHArwVC12gQenFPtdHsk+D+V3/4I/id3+mLuDGgsLhv+eJX491PX9Z5JvoYxPCey6U08l+6h37hk9fx9P17eO9nNVVH+5MMUiqrCU2YAc0CbrDnu6VPMw9W7AuaPDPMt/0+dH2tband4cA1m/kOeYRd2XlR2sx3X9n5Ky/v4rkb01Y1ReEolHwgpRGhb+K0j/leunCUftm5T1HDmW83TA1QYZO+1m1UkNI57JoEU/eE+XeWNvMxXMyKqjHh2QVXVZQNTPwm8KBO0+c7vDydO8vz7VleSjMhB3DlQPOe5fvNx5/dzLf693Keb3u/7vHaG6eulupWYz/X8vc5gH902u1EbB7Obue4frzAoqxwsihXmnYOKEncZ66frJT53h1nePNj5/CvfvFZfMErL9bbucXM95bDfM/XV3zfOFnoL31f4BoH+QCv1R7AkOz8gf0JtvIUP/PrL2N7lOLp+/e0jPHZG1N89VseCW6DmG8aZJ3My0Zx6/MKckbSTTsfZ+2J3X1BX6oPnLVl513nDbCZb/pi44zvTiBwzS2SJh6ppgq/S3Qh/Hd+/ON49sYU3/X+t1iDmZFmvkcsQIzk/TbzTcx5aJKEQNv8y//3h3Wbs7/y1W9AmihpX54JJnutwEUkofCvrTxrBK41me8EY0dySsX3Q+e2MMoSnW5+86TA/Wcm+NTLJ40JjrDs3PZ8728Z1YcLI+m2r0vhYZQInNVpk/KGmKOZY/vggyK6r6Ze5tsvcW9rpebDUUN2zplvW0lDz++QdmNFJS3JPh3fJ64e1X93PN/XTvAFr2oGOKaBpPCFM7lC+/nkpd1g4jkx95dqq8XBbNGpRvqNl47wTD1hEMKz16fYGaXY38rwd973uY3ne6nANRZ8xe/j/+7dr2ow64CZXHru+ol+zwN1oeKRjvf1fPMWUwtnsm0rV+8yl5lsA03KGs93gpeP7OLBCjNLwj206Z5173nXQ5ulofZK6ied39KVnXtud80Qsn18VT1Z/fErR3jDI2e9+9on7dy9p/sWQFUVSNhfQtjhBq5lrbJz9bvZomqEqQG1mqdHn+8+snPbSy5a30UUVOkL2WtD0/OtcjR4+GEf8ADOENNs7S+dF+237tfn25dEr/t8c+ablJF5Gkxfd+9rSizvCyujQqew39vV9+mNkhH3LM7VzDdJ2VbNfJ/fGSNNBF7p8bCdBl/9lkfw6y8d4Yd/TUmkz3UkPq8ajeJ7YWQ/qwT55ol58bUO46A2X1d18e1fPkmEDr1646NnkaUJHr+4g8cuKGYq5PcGzKCKiq9Z0fSWb3vkijdYmj4vglTxvZpJi/M7OS7sjLBHfsjtHHkqOs8bgNqfbBffduBa1ugdPHdCvwA/8z2rA9fyNMHF3RGevTHFb3rVRXzRq21pv/Z8b+V6woBCpI6dwLUX6iK8i/neG2cYZwmevznFZ9UKFJo4Ucx3aljVBvMdlp0fa9l5Ye0nl/a5XvIrBzNs5akqZOoAqemixLystFqhoS6oC8VRltiy86KZdj7JE0vCbtbhl5277DkHl51rpiMQzKbW3ZSU88m4TBfpyzHfIXVCCFQEkb2IM4MuA0TrHsZ8V9b5oOOjMEa+vUVZ4YWDKR46a4etAeHC1WfpAFToGhXfH3nhAH/5Bz+kmbXpXKlo6L3pS893MV2UnSzbs9dP8MDZLQihPPyuPStL/IGFbVDyX3vi4pWXd/Glr73fuzxNLj13Y6rVR4CasPPJznt5vp2ilVhwGmRv1e/6IZMymvmuJwjGnsA1W3YeVg109vnWTFziZUEN853q9S08xaK1bkeWDUCPXz76woF3P9W6a4l2G/Pt3NOnSTsPFXBdqJx1jQKTh4Cd4B7q813JZu9pLa/uKTuvpC23zpL2Pt/mvTxQdu50J/G18uoD2rc0YTLvlv019yudl5Dnu5mHANgstj7XHgWVxXw758btEDA0LZ9PmvVJeL8XsJLRvhDiTUKI/1UI8aNCiF8VQvyX+v//FyHEG1exjYjNw7ntEX79yhE+/Lz6Ulml5xsAXvvgPt72ivODg8i68Ftf9wB2Rim+5z99EsBt8Hxv5XbgGmv1sEpQWNanr50g6SHN1rLzjuIbMNLzNz92Xv/ut77uATxxcQef/WDYJkByQmLWfP3EfXLFGycLzcLazHe5krA1APhDX/Qk/s8//Hn6i1wIgct7k37MN0s7N1+ujPkepf2Y79zPfNM5um9/AiFUyr7LJlEhaHu+a+lffT5fPlJBgy/ULHZX2rkQAn/+K16L7/66t+Jr3/4YAFOYzctKMd+On/jloznmRWWx2BzbY0+fb6fVWJ41A9dePJjh0t4YQgjsTXIcTAv9eQrJC8nOL++NG55vd1KAQqlchPp8F2VYds57zZaBSQggzHyfLEqLdfW1jbEC16jQaEk79x1DCDyYS7GjttoEaDLfQ9PO3fAlQiNFe1FCSv/kbsi76gbqET77wTN4/uYUz14/wTd+z3/Gd/7Yx7WiYlqraHbH6nusT7uxWVF1ntPnbpzgQc/EAeHxi9v46IvhwsyHUtoM4de87VH82S//7CADt0fM942pVikBatJDsgKocAroNrjXaeEU7rx7Rl/Qspr5zlLLOtKQnbcErrmBhwST3KzWkwe807ReK3CtI+3cZR8B4NHz2xilCT525dC7n2pf7fe0D3OnfV7vtPOq+a5bXnbebBcGhGTnpvimc87tDNpy42RjZE6R1i0797Qaazk2up+GHr8JEFX3ta+47bUelo2gZectq6DVCzYpEWK+7eA5yhNpTq6Vnu+RrVEL860nRtS/syQZlJbPU/J1gX+P9/k+FVUphNgB8L8D+K/pV84iXwjgjwkh/hmAb5BSHp1mexGbhd/99kfxjd/zn/G+v/+fAKye+f4fv+Tpla6PsDPO8GWvfxD/7OeUZ/lWe75d5lvPPA4MXOsCFd+fuXaCcebvB84xyhLkqehXfNehV29+/Jz+3R9/71P4lt/86lYJ1hZLVAfUi//ibtZYxsd8X9od49evHFmDXZJkrwJ7k1wPUgmPXdjuZQcYs3AwX19nJTsvLYnavCi9zHez+DbqgK9+8yM4nBV4jScHwUo7d2TntM5KAlcPZ5oBv9yjhd9XvVnZCL7/Fz8DADqMal5UGDP/KG3rK77jJ/HU/Xt42yvUxEzu+Ee386yW/Uld7C5KqfrossAw7qMHFPNN+7s7znA4XWjVDRU3Idn5ffsTnfEA+Flr6oXsIhi4VsoW5jvRHm3T993n+fYPXt1JKT0oKitrmdA++vp8+44hBF4E5Y4n1mXXdeDaAOa7KKU1EOcD+ofObgV8yM33iq/4qur7yMd8f1Y9Mfjffe8v4KMvqmLo5rTA5X1V+GzlqS5O+xTffZjvz1yfep9Xwuc8fBY/8CvP4+Wjee/vIs6wCiHwF3/761qX55kGXEnGC6A0Sdm7axnPd4U0Efp7hneuuNDrqKBbvO2wPt/8fei2U0pb5NMhxYobHkVt7lxQ0cc7BSwKfry+AqgZqJelCZ64tIOPvdBSfLNCNSTTd78veA5E23e7N+08Ecsx39INXGuRneuOJoz5ZrfViL37JnnayAxIezKkLuMbup6EmTPR2xd6YjOzi0j1fu8/duN5F9RqsS3zwfVbJ4G+8b6JKcCw2FUd9OZujysv6TvKPed0OrXvfODkDR/3JPq77N4uvpcetQohEgDfD1V4CwDPA/geAH+5/u97oPp6CwD/DYD/S6zCmBmxMXjXU5fxg9/8hXjTo6oAa5vd3zSQL3mUJq29steB/a0cs6LSg9V1eb7Ju/iZ6ye9Je1beYqrh+2BawDwxa+5D1/46ksW850konPQpgPXdPHd9HyrXuD2wPfGyUKnfc8azPf6rt9f+eo34C9+ZfvAFoDV67oopTUIBcxg8tgpmLzMN5t4KMrKSp7/vZ/3OL7xXf72cpr55oFrzj0GKAb5xZtTJAK4sNtdfOtjqNmoo1lhDdLHrLCTUvVq/uFfewH/6peeVctkTdk5oAo83tpLJdAa5pb76AEVFkfqB+pbTMX7A1R8u8x3PdC6b39sTXhRUjvH/iTTMnh7HTarzNcR8saaICLJbAhh2bkrgTxZVJiw91LukTieeIrvRank3G4BELIGhHA4K3UwV5ba/r55gPkeGrhmMd9sVP7YhW1LBszVEC58DB4xPe6zBUCrcn7+E9ca/eLpXUSTyH1k57NCPZ+hwfOsKPHS4az1u/FzHj4DAPjlT1/v3B7BPX9d4BPjtuzcnvxx24W1wZU9F463mCZaQ/eFlLIx2dVgvvNm2jkvMNpl5+r3bvEtnWJmlKXe54J+xQPXZkytFGa+m/vyysu7erKnbV9Lh13ncL8vQuFYzePw9Ple1vM9RHbOmW8qrJ0iGTBFmO6iUB+j6fPdsU8O4+sqdVwQ07ts2jkd87LBYb7AtTam3ni+SRHQt893/d3ikZp3ys6d9bvPzNA2a1ZAJJ23e5z5Pg1l9HsAvBtAAeCbADwipXyflPJP1v+9D8CjAP5Ivcy7oXqCR9xFePTCNr73G96OH/6WL8RrHzpzu3enN974yFm86vIuzu3kKwnrGgIKMaLCYW2y8z3Fohx7Qs1C2BlnjPkOvx5e+9AZ/KOve+tgtp4Keiqup4UncM3HfB8vcH47R5oIW3a+aKYarxL3n5l0SrMBVYiQnG1RM0AcJuXdDOgVc2ovtzWyB5tTnVTfT/oO1LJz8nwz5ptSll88mOLFmzNc3B0PGsDTMRzNCov95IUd9doWAvjlT98A0ExO5uoHPvgm/zagBibjvJl27hbfmvmuZecHLvO9MMy3LTuXjUkBV5FCcHtom3X4fcXqmA2j2CblDaUFzxYlJlaycXPAb8vOjWfeV3QOlZ0fzQo9YeT243Xb+5lWY0Nk567n2wwsHz63bTHfuvj2KAdSD4MXarcGKFXIw+e28MCZCf70l30WANOyjnz2OwOZbyA8qfF83Wasrfh+3UNnrOelD0qPvLkNPAx1lweuOSzUEM93ngortEqpGcznth2Vk4sf+/AVvOXP//9xnSlSNPNdF9+UgUGDf9ff2yafpnuomXaufuo+6c79TXBl5xS4Rt9hvuJBTX4177tXXt7Fp64dByciLEXL3H8vud8XaU/PsWK+7X1KxHKeW3fSp1V2Tgnu89Lbws6VRbvFrah3ubvVmNNiq4OVpQnZocfvKn5s5rs/uDIu6XGM7v0aYr5dBYAQon4+mjJ7P/OdNthys24qvs0+DDnsopL6fg1J2+81nGbU+rUAJID/QUr5N6WUjUshpayklH8LwB+HYsB/zym2F7GhSBOBV923ukTyWwEhBP7iV74O3/pbXnPLt03F9w1WfI+yZFAh1Afbo0wPFPoWqFujtJfsfFm4RajqZ+zKkm3Pd1VJHMwK7G/lNRvqBq7d/tzIMWNPilI2WE7NGs87mO/MlllOB0zMjC3Pd1N2/mgdiHflYIYXDqa9JhU4uBx3YTHUqT4euqff/3mv0ANFd4KBD8q5x3paVFbhNEpTK2mcrAdqX3IcMNk59WY/8sjO00Tg4u4YJ4tSn89iiOw8IF8tStnJfBec+fYUg75erEDY880HuSHm27edobLzo3mh2Ue3H687CB0v2WrMN4i/f3+CSW5vT8vOPefa12qKvJkhP/7f+t1vwj/5+rfhwTqk72Bq3kVjJjt37yUfQm3oCM9er4vvM+FnbW+S44mLO4OY7+o0zPfI9nwDpgA6jefb7SftWoxcfPraMWbsnaGWrZlvJjuvpJlQcf29KrU7xHyHim+1PNUpeaA1ldTFdx24VqkcC/pO9RVvR7PC8tQTXnV5D1ICHw/4vrnS43jhv++WZb69aeeatR1WALkFXki5A9itxnQLNk/OA31WT+rV44FUM99dsnPHiuC8r1zozhADi+aZw8yHJNpd0K1Ik0RP1LStg66RPu0tzLc7H8fb6FnPqsV8GyVTKImcPsq7UwyZdKiY53tZr/zdhtOMWl8PoITyfHfh70Gx3284xfYiIlaKtzx+Hr/tDQ/d8u3uO8X3dF6uXHJOIPa7N/M9yvRgZR3Fty686oH61MPKbzvhZAezAlKqSYtRZvuA1y077wseuOYOQgHWYo0N6JWE0cP6+4rvHsdIRdeZrRELXDOy80fPq+L7xZszvHBz1svvzaGl8/PSz3wXlS6m3/L4OfyJL3kar3/4TENZwmXnN6eFDuHj/llqNUb7T6FYFvM9M4Fr57ZH2Mo9vdTrfs/uhNfc49cOBa7NC0rmr6zwn660c0AN8HwBfAQaFLsFwrSRdt4csMw8xbcvxA9YrtUYFRFuSyk6H8RQuSqLPiic80+TVQ+d20LmbC8U3AcoD6k7BmyTqQPKY/3kpV2dAE6y81lRYitPdKHqqih80Mx34Nip00SXJev1D5/FL336Rme4FIG37umDPE30/eSXnTvMd1/Pt2MPsGTn9fZOAsUkDfr5GJwmJ3eY7BwwgYxu8ddefPtl5y6Lp4rv5jpCfb5pUsFffJdWKzfCq+5TPvuPBaTnnPkOha4tnO8LKtz6MN+uDcUEfQ0tvqXl227v810z34vKLzun/XcmN+me7Cs7d73OrlLHxWmZ73E92ewLwewDHrhGl6WP7LyL+ZYeNQwPn+Nstts1Y5InmikHwn2+afVpKjpbwHFYrcZi8Q3gdMX3HoCDus93K+plDgAM6hklhHhYCPEPhBDPCiFmQohnhBB/TQhxrufnLwghvl4I8S+FEB8TQpwIIW4IIX5CCPH7a996n/X8fSGErP/zGy4jInrCx3yvrfiumcJxz/Vztm3Vrc+AenY1Edpb65edZ1YBSgXRfu1l5oXKKgPXTgMeuOYOQgF42TRfOyS31ZielR4qOyfme2HYh7NbOc5s5XjxYIYrB1Ptoe8LznzPfMV3Wep7en8rx9f/pifw/X/kCxrr4e3mbrIUe7v4FhhnalBcVVIX35fr1mj7kwyHs8La3m4tReeY1aoS6mhA0nOv53srw81p0SiAeFG5cBhZnxQasOWYoZZrgD2w5zhxJqV8Uj1fn29f+zpgiVZj81Kzj7kTYOQyVDrtfAXM90Nnt5ClNnPFB6suUg8DE0p8d0HhijSBQ+d8XKuQerUaC4TxEaj4vr+F+QaU7/vKwQzP110IuuAWoX1Akw122jnJzm3Pdx/ZuZ/55rJzes7954be8XwQfjwrIIT57qHvLbrXmyxnWGIcajVGjzetJndaGhJotfTsLEqVbD9pYb4PZgV2PV1fHr+wgzQR+GggdI2fx5BSYFbY3RV8E3I++DzfmvkeWHzz1GqAFd+e86cT3FngmiU7z+zCnYpiuub0au0OXHO8zml72jl9pw5tNWYm9U7H4Bb6GVMFb9KSWwA0WedEANLTbKysPMV3atqu8fekJTtn5E9oQoFuE91qTNiWkzZQ0FtsNWbjNKPWlwCcEUJc7lqwXuYsgKt9Vy6EeBLAzwN4P4CfBfBXAfw6gG8G8NNCiD4Bml8Fxcy/DcB/AvDXAPwLAK+FYuO/rysETgjxZQC+DkA4LSMiYgDc4nu6qFaedE7QxXdPafaOVXyvfp+EEHjo3BY+de1Yp1v7Wo0tSqm/7Og8EfPNW8+cLMpbHpjng2K+jXSz0duaiu8593xXGDm+YxUwZJiCIbJzw3x7PN/zEpNRist7Yzx7/QQvHc47e3y74J5vujajOhgNsGXnZ7bCbQfpet04WWBWVLi8N6mP1bRtylPbS66Z71217O4kg5TKU5sIdd/ujTNv2vk4S3B2W+0P+UsXnjZh+5McZSUbg18+MOfF66JuteaDJTvXad3NZ9AnJ6dzwa+5YYmaXj2+XyHmO2fXqA8OGfOdpYk1cHMZKpqAGDKYdcO56Hl56NyWSlevpJ4E4YNVF4kQjTY9bZ5vjp1RikQw2XmhBqFCCOyOs16yc5pwCDFtz96Y4uLuqPP5fd3DZwEAv/Spfr5vXz/pLlDi+c7YIzt3eh/3YdWzJHGYbzvBvqvVGC+oCUfzEtu56cxBuQe8PRRncVX4lH//ii7mu17PKBPeSSl6B/OANSU7r//tKVwPpwvseWTnoyzBYxe2g8z3wppQDjPf/HvcTMg19/0v/+CH8OMfuaL/3kg7J1Z5mPK6Zr6b0nFfsVuw7zCXvQWM2sVVKLjMd5capJISgjVa6urzbZjvYQfv7t+yfb7peOnzXW27XNY55LdWeQj27yzm25ooM8vw0NtQYez2YB/Sqo6OTQeu9Zw04vi3v/wcfupjL/Ve/k7AaYrvn4aaPPz2Hsv+mXrZnxyw/r8F4DKAb5JSfoWU8v8tpXw3VBH+FIC/0GMdHwHw5QAellL+7joI7usAPA3gUwB+B4CvDH1YCHEJqnj/51ATARERp4YvcG0dhS5giu++699mfsB1sfGPXdjBJ64escLSL9GmIogXdOMs0d4rgGZtV9vibhm4rcbcQsH0N3c83y7zPbK92kOK79c9vI93PHHBSiCfFYp1mBUVtvMMl/bG+LXnbgKALnr7QoflzQormZYX+jd7FN90jMTyXaonAWYLE8wzqvt8q99XuHLoys7V+p+9foK9iQpN3Knbj3Go4jvV+3ONmO/C7/kG0Ahds4pvzoJ7rjPB+BkrUzy29Pnmg29KPObPhc+LN10Y/6lWXRT+3uODW43NSi39zRJhFdbzskIiTOHmsqd94BYEVMA/dHZbr5fuBZ4O7CJLRIM1apOpc1CRrQPXmNpgd5z1k533YL4fONPdBeSzH9xHlgj8ymeudy4LDE87B4zvmweujRzfrdtruQ1N5tu+pvScu60TCT7me1aUlkrLTdJ3JcZtLbPmekLB71+lXQ15vr19vhnz7WMrQ7JzAHjV5d1gP3e+/RDz7dpc2uS73/1Tz+Df/erz+u+NtHNilZeRnXuYb9/khQ5cW5S62PMGrmnmu4IQ5t3ZP+3cLjr79vleJu2cv/dMoTqsiC+c91OS9PN88/Puu+elx4rC267xc8I/P2X3dGhCwW13Nqj4pv1PqHDvZ5fg+Cs//GF8z89+svfydwJOU3x/B1RB/QeFEP/YJ8cWQrxSCPFPAPxBqHC27+izYiHEEwDeC+AZz2e+DcARgPfVfcaDkFL+iJTyX7thcFLK5wH87fqf72xZxd+tf35jn/2OiOiD/XoQdIOk14tSz6avGhd3ldx2SOAaYV0TAo9f2MYnXjoOFpZ60OYpvkdZag10VTDV7ZedW8x31WxBZVqsObJzT+AaYAamJJGb9Lh+v/2ND+N7v+HtAGAFrpk+8gku743xXJ3APJT5ThKBnVGKw1mp+93mAeZ73yO9JNAEDyVBk/d8WhjZeZYI41MuS818X6jvZyoknr1xwoqKzJrcUMdfYpwlOFcnvd84Ucz3vJQNT7CeFHMKeD6wtIpvTwFPyBgb3FbQ8JZkBN76xayvOdCe1qqPjHUACHq+W7yZPhzOCiY7t5kkmtBw920xYDBF7fgIu/U1fPzCdoMZaWOyfYNAo57oLiD3JiZkj1tYVB/59uK7KCu97ZDf/bkbJ3jwbPck1yRP8er79nonng9NOwfM5JLFfDuKCl8qdQhZYktPF47sXHu+A8Xk1FN8lxUsRt8U3+QP9/X59t93NFEVDlyrme808cqmaTne53vGA9d8zPeswO7Y/+575eVdPHP12DtRE1K0cLiTtalHDUOYFZUONfX2+e4ZZuYiJDv37QNvNabZT/YIZ87EDx2f7iUtzDZb4UzIuLYVF8sGrrnv1mU9325HAV9oJEdTdu5vE+ezomSsHaD9nJn/L5hNLhQiR/+kaxOa4CjKCi8e2NYZ3SqNHa9vG204rhUxdxOWHrVKKX8MSsYtAHwNgA/XnuyfrD3VnwDwYQC/q/7IX5VS/njP1b+7/vlDnsL5AIpB3wbw9mX3HwCNsLzfsEKI3wfgKwD8ISllb7l8REQXsjTB7jgznu95uXbZef/ANbXcKF19+jrhsQs7OJgVOgk4zHyrR7MhO+fF9xrD6oZglKYoK1VouS13ABMgdDizpcJuoeT2xjWF87BjHDG55gkr5rjPeyjzDaiBu2K+S70dw7Ir5lsIO13ZBV3fF25S8e2RnfP1LpTs/PzOSA/2SBL9mWsnutDfnTTZylldUJ3dItl5i+ebPMBOr+8Q811UfpYZsJnvRYvsPPcy2s1JKXoWF84gfZKnVgjhKtPOjezcHmi5k0ZCiDpVt/9g1vUHv/7hM/jeP/B2vOPJC0zGbjNUvhAwX+BWV+Aaxx7LCeAhd7uTzLKI+MBbqwVl59envZhvAHj9I2fwyz1D14amnQMh2blaBxWoZd0Crk/7zTSxswBK571H5zLE5PKCmuCGRpk2dkaizvctaSlcaIIw3OdbrSfP/IFrVWWe20So+3BRVpi0BK6p4tv/rn7i4i7KSuIz15sxSdZz3RK4lvco/hb1pBCF13nTzrXsfCjzDStwLU0EhAi1GjOWJx97q3uEM+Z77LxXhOgnO7dD4NqTuPWkzxLMtz35QYqfobJzUvIQ891VfNusszpWz/3q6TGfsXNhFd/snPLJmZCawmXVfS0eAeBf/sJn8EX/y4/h2pFpH9iYbFjCK388L6331t2AU1FGUsr/HqrH9zWoIvxRAO8A8HkAHql/9zKA/05K+ccHrPqp+udHAn//aP3z1UP3GQCEEBlM27Mf9Pz9MQD/G4B/IqX8v5bZRkREG3hP4VsRuNaHOQVU2BnQL+BrWbziokrd/uDzSv7cYL5zYon9snNKW5ZSrvXcDQGdr3lR1UWZM6FASeG8z7eHOaVzoZnvYrke8GkikKcCs6LUg7mtUaZbdQHDmW+gZpfnBeaa+RZWYXdzWmBvnDXSdTmM7NyWkqvANcNy8qL+xQM7nZ1k59eOF7rQV57vJms9zlJsj1LkqcD1E1N8NzzfdSCVm3hOcki1PjMwXngS0wmaEaoY8+2TTXu82Cce5pvWZ6edK2n6iIUQzjxWBgCWf74PjmelVijkiS3LnXkUG10hRy5ca4YQAu948oIq5FN7ULtoke37mO++nm9AFaQHmvm2ZeddzLcvbZ7j5nSBw1mBhzqSzgmveWAfN04W2mLRhqFp5wAshQjBLYBcRUIbstQ+96p3uznnSSIwyZOw7HzuY77t7buyc8XumXX40u4JdN+4qgRansvO52XVKPK4PD1LkrrfOIKtxqSUqvgOTDzS+fdlCRSVKTx956uq81F8xZ8re6bjpclrH/O9bFhY5Qn1ovPngtY9XRiFiL9HuFGPuMGwIZbX2idnwkYVhuGJBcN8Dzt29d5r70DRB/Reo+8ft2sAge5H+htNOgmEmW930oxbQyzZufPM0bGEcgR8QYe+9/1Lh3OcLEr8/CeuNbbF/eL8uPrgeF6sjaC6XTj1CFtK+TcBPAzgtwH4cwD+Tv3fn6t/94iUspfcnOFM/TOkwaLfnx24XsJfggpd+wEp5b/jf6gT0L8bKmDtm4auWAjxDUKIDwghPnDlypUldy/ibse+U3z3TSMfCi0771lME/O9Lsk5oJhvAPjw8wfebW07XsEbJwukicD2SCUR05cn/ZxswEuZBkWzovQOYClAjPf5nvmYb0eqaWTnw49xnKWYFS7zrQrYRAAXdocX34b5rupt2MFoN04WWt4aAsnHXnBk5yduqzFW1F85mOkiHTDWDcDIaXcnzYJptjBSxjNbIytwzWVS9ycB2XlR6YJlysL+QiwzwCWVzPPtKWpGrEgn6Gs+ajLffFBEvcBHqc18t8nOu9qBncxL/PTHr2JeVprBc4sskvJbx9vRW9eFz4eq1+X0niZJsK+Y9rFGfT3fgGG+3Yk8n4rCBWe+fcVH3zZjBLr/XOuED74iqHP99XPCAypdf31RhSeUXKRO4FpRNYMmt/I0HLjG2GyCK6ef6B7y6vy6zHiIgQN4iFwgcE3Lzv0MMi8Ys1To9pih4puKzJDsXHcFKJrXtyilnlD0KQXoWegje6aJCrqPfPkANDk61PPtm/QZBWTeVNxOLdk5l6yTXYW+z8vGM54K0bmPbtGZO+8PF8u2GlNqKX7vDfcuq+XtAMk0aR7jybzEm/7cD+MH/8vzjaRxFTLoL9bdV2rOwueCsvNK6mMJMd/uOU4T1e7MneCgbf3cJ15ubEvLzgfee/NCqcd2NmCct0qshMeXUk4B/Ov6v1sBuguG3fUAhBDfBOCPAfgQgPd5FvkWAF8E4LdKKa95/t4KKeXfRe0Vf/Ob3zx4/yLuDexPMs2wrbfPNzHfw1qNrZNNfvjcFhLRXXzTIOTmyQJntlSoFi80qEDdBC8QZ76V97E5gN0ZpZr1kFKF94wDzLcrO1+m7du47j1+rJnvBJNcDfAu7o6XshXsjFMczUpdEPk8321ha4Aa8I+yRAeu0YTAdFFhUYd5pYlgvnXl+X7ioon44OwSMUo7ddq5ZNLUWVFqv/e57RzXjxeQUnpZ630nCJEwKyrs1cFcjbTzgOw8Y9Lp1rRzGoCyQs70dvcMtB1v+CRLMc7NMzEvKoy2m9txnx0f/uFP/gb+wr/9oB5MvvLyXr2PiVUQ+LIKsg6ppwtfAjMhd461rVWbb3BuWo318Xxn+OiLhWppJ81ztjvqTjvnzLdPdvtcbat5oIfnG7C7CXRhVcx3U3Y+gPl22C+f3WZ7lIVbjc0Nm01w5fRadm4x347sPOT5DqSd09K0Gt4JgL8TuDc8SwRTEKXW3wnUaSEkO9eqJs/5WJQV9rcyvHQ486adu0nbQFj27GO+3XcPneKBtbffVxzoq02M/MnCyM69gWvs3eWSBCJQaHJIKcH3iL8rfUpl02psoOe78Hu+hxfxNvOt0svtdbx4MMW14wV+/aVDPFC3KaRLL4Ke7+aEHFcG8fezXYhXDUl4I3CtamYtAPVkGTv7NOHygWdM6eQW3+a89Tv/XLl3N2FTj4aY7TOBv+87y/WCEOIboeTkvwbgPVLKl52/vwoqRf0fSil/YMi6IyKG4MxWjk9cPQawZtn5zkDPd/1ttY4e34RxluLBs1v4EBXfAd/zCfN8U0HHCw3NRGzAjChnFsuq0gUEx87Y+Ei1NDbo+a7qn3bv0yEY123Z9JdXnXYOAPcN7PFN2BlleO7G1Eo7z1LliZzXnu+2sDXC9ijV/mvj+S6tRF8uO79yaDPfe2wb2vM9zrAoVbK7YZmMnPNsXXwbWbIjO3eCEAnzosT5nQlwwwlca5GdUwu5opStaee+sLITz31NkznNwLUMo9R0AGhj47k33MW/+qVn8Wf+9a/hXU9dwte+/TG88dFzOF9PWqjWX7bv3WWossTvmw2hrKSXoQeaRYUJ4fNMXviYbzYx1IW9Wnbu2jt8KgoXXAXhO68UbPhAR49vgumI0F18V9XwPt+X9yZIBPRkFMBl5+Zc90k6B5qSf1d2Dqh7+GQRYr59XlQ4xXezzzc/bF/hQtB9vp0iq+H5DoQR8qCoPE30daF9cgsUXXwHZOfuRAJHUUls5So80acU8H1fhGTPfZjvZUKvAH+LO5UW72G+69+dsC4WPKzNTdb2WWYSITonCFwrQqiAJCzLfLvFd1urtzaY7wPDNrv7Ql05TuYl3IDARPh98L53Qp6aThUhzze/PzQr7VzPhrSf3Xt8aELM9y9/+rq28biqh6Fe+eP6/XFPMt9CiH+wou1JKeXv77Hch+ufIU/3q+qfIU94A0KIPwrVpuy/QBXeL3oW+2wAYwDvF0K8P7Cqj9YPwW+PfvCIZdHwfK/pxbK/leG3fs4DeNsT53stv30LZOcA8PiFHfxE3bexyXw3Pd/ESo5SIzunonLd+9oHY1bsLQK+yZ1RhuN6QDQPSGO17LweQGlp/TLMd546aeepLmC5f3oIaALBlfaS7/jGyQJPXtrtXM92nuI6lJ2AwtBmCyXZ5+sEgJcOZ5gXlVV874zSOozHFM3cU2kX3+r/z2yN8Olrx3rw4577LE2wM0q9aedU7NvFdzPVXq+LM99O4AyHEKIeILUHrvkkpieLCud3UoyyVLfP8bHSBHWNmgP/n/74Vfzx7/slvPUV5/GdX/u5jefJDdbyeTPzdFjg2qKUwS4Frmy0zcOdJL5WY/6JLR/2tzLcnBaYOu8SlW1QtjLBXD489wwk6T46uzVq/M2H7bH93muDL1ypC1/++gfx6vt2dQ4I0GwTN5z5ttm0RtbFKA0HrrFAMIJb3I114FrF/t709/rg9o/W23BkvKE8BN0eq84h0AqiQKsxmqzpkp1PPbJzssFs5amXGZ97JpRCsmd6fxjmuzmhomXnAwtQ3/2RJyHmW61bSrNPdo9we9Jj7nmv9GlpJeFvfxZ6Hy3daiyQdr4s802f91lnrtX2qKNZs0e6CExIuBNTgMt8+2Xn/LkNScJdxUPo2I3VQ+KXP30Db33FecN8O57vvkn7NIm0CSTLKtGX+f59UGqd4TpFBfqsBNCn+P7R+ud7hRAJTzwXQuwB+HwAJwB+ps/GhRB/Asrn/YsAfrOUMtSt/RkAfz/wt98K4H4A/weAm/WyERFL4cyWanHz8SuHmC6qtRWQQgh8x9e8qffyNLBYd0H72IVt/MTH4N2WV3a+TS3TTKsxX0um2wXb811Z/dIJ2+PUMN8kI3RbjbmBa4sSQvQLj3LRkJ3nKfYnGbbyFPf1ZONc7NTtvGhSgPaLJM19ZOeA+SLdn6hwtnGWYFpUlpSbiuZPX1PeWV588x7N2vM9pkT5QvvZZwvjTz63neNXn11YbdJc7G/lluyc7AFU2LvFd+i68DY6bWndtB98oHgyb97Xhi1gwWeLshG41srGe2TnZSXx33/fL+LRC9v439/3Zu9z7/ZB9tklXF94F9o9347svKXPt092PszznaOsJF6uB7tbrPgGVOp7SMnRxXwfTgskov/EmWa+O1LWgeX6fI+yBJ/z8FnrdzRJRPfPMM+3fc0XpcQkt/dpkoeLb93nO8DC0ecBI/GvHGY8EeHihxcCHG56tGnD519OCHWeqJil6+lul5jvUJ9v17/OUZQSeSKCSoG55/siVADRu5nyRUrPZDAVQsNl557AtczfJ53/js6N1aYssc/7rCgb75U+svOqsv3IoV7VhKVbjYXSzpcOXAt7vimb5HhemFZjnZ7vZovAjL27+X3CP19U5rnNgq3GmooT+iyH+v5RbPvPPfMy3vqK8ybgsEPaHgJ9H+7co7Lzf4Ql/NXLQkr5cSHED0H1+v5GAH+D/fnPANgB8HeklEcAIITIATwJYCGl/DhflxDifwbwZwH8PID3ulJzZ7u/CODrfX8TQvwYVPH9rVLKjy13ZBERCme2chzPS3zJX/sP2JtkePfTl2/3LgHgsvP1M9+EUKsx3uf70Xp5Xmj45Lm3CzwczG2jRNgdGx8pl21zaGni3BTfkyzt1frHt088cG17pNbzt772TXjyYjc77cPuWPnWF87+j+pwt5vThU4NbwNNTlDhPMnTOu28ajDfn76m7BmXHLZeJVUXDS/rAZMLz0vjIzy7nePKwQxf990/B8Dfimqf9X0G1AChkmbdnB0rSv91BniQmmG+Q8VSlghr4D/1qB1yz4CSZH3j1HQA8CWR633yyM5/7pmX8dyNKf7673ojzmz7i8xGqzHW69gcQzKsz3dL8ah7TxPz3eL5VqyR/buhnm8Auo88l50DSkURLL458+0rvmeqXVvfZ1cz3z0C10opWzsK9IUrOz+N5zvEfL/M2g5xePt8BwLXjD/cZsZ9reYIIc83bY6uS15bRNxe39yn7GO+XeKUCsy9EPM9apOdKxXN1ij1thrz3dMh2TOtf15Uqhe9Jx+A3AFDA9e8xXcgcI3/js6dxXzTeWfMt9tOyic7/5/+r1/BybzC/++rX8/2ie1PRxAanR8KDOv7HHFLFMAK1YEMumtD8rH7ZMk6ttq0qb+JwD1fStmwu2WJ0Pd/KHCNT4SGCmO3sKflG4FrlVKJXdgZ4QPPvGwfrytt7/l9QZOR2xswzlslehXfUsrft+b98OEPA/gpAH9dCPEeAB8E8DYA74KSm/8ptuxD9d8/AeBx+qUQ4vdCFd4lgP8I4Js8X4TPSCm/ay1HEBERwKMXVLutL3v9g/iTX/qaRmFxu0CFbN/WZMvicRae5Q7kfbLzM3VBN8oSzYLowLUNeClzf/KibAbcAGo/X6zba/kCdICm7Hxat5Nabp9Sq883FRbvemr5iZ6dcYaTRanZG9r/cZbgcFZguqh6Md/bmvmm4lu18ikrwwiMdfGtmG9XKk+FE/d8A2YQDFDaudrWO568gB/50ItIhcBXvOFBvOupS4392t/KrD7fdJ1oWzPW5q6NJTRtdCrN3IZ7gtvMkSuBBozElA9YKCtilBlWzk3ktbcjGtLaf/PLz2IrT/HFrwnfE26S+awotVXALDO0z3d3j3TtQ25JO0+TZnCPnhjqyXwD0M+lDlyje2laBJNnZk7yvQsqvvtid9S8f0OoKmmxiMvCsIQmM6C/5zuxCo9F2QzR2x6l+PS1duabFxJu4FqeCiSCJ6PbLGeo+JZSWu333L+pz9I2/J7vUi8nai+2E7jmFA9HXcy341/nUKqBtE6HDweujQcw34DKRfGmnS/p+fatK0ua7xV33Zr5tgo4Wx4+Kyqcc8Ii3cL02esn+N6f/RSeum9P/046kmifSoiDn59FVWGc9Bs/cAWUtZ1Tys5TT6/6a7r4LhqTRYnwKxZ8EyNZajqs2AW3WUZ1ZzH+c/X3Zv6B9xy7xXcduvjmx8/j3/zys6gqaZQmjcC1Ycz39oB36Z2AjT2amv1+M1Tx/CUAfguA5wD8dQB/po3BZnhF/TMF8EcDy/w4gO861c5GRAzEl33Og3jHkxd02NSmgKQ962aTH68nH4BmmFiaqN7Rx4tCS5nPa9m5Yb6PN8jzzXtd+zx2gB24NvPICAEeuMaY7yWPb5yrkCAKrlvFNaVigmRxuWa+E7xUs4dDim8azCjm2z4nxFh/hmTnu/azovt7U/E9YQVTjRlL0H330/fh3U/f17pfZ7ZyHZQFmEGvZr51S6+wdB1gQWql7GS+3eLb1+fbrI97w02f7+snfTzfqcUCFmWF//tXnse7X3PZa5Mw+ycasvNm2vmwwDXe3sZFxlQD/KdPtp857a6AoYFrNfNd99Z2Zedt7cZmHcz3UUvPZx+2tN1mPWnnPpi0c8N8h9Qcvs82me+m7NzH5AJm8oIXAu5xCSGsd4PbTinkCea/mzsea9dDS/dJox+49oarZW6czPUxAc3C46ArcC0LF9/0naFk535POOAGrvkZXp7Cfzwr67RzR3Y+0HdLkBINpniUJd5Cl8u6jzyyc1fu70s7dyXW/+RnPoGSFXR0DLzm5JYfH/hzO2TyYc7CO/l2hvf5tt9nfubb5/lWf1N9vpvbdH3ZAIW5GUuJWbaD+XbOXVm5z51fnk62p7c8fg7f+7OfxEdePICAmWRQxzFs0uJ4g0iWVWJji28AkFJ+CsD7eyz3DDx+dCnltwP49hXtyztXsZ6ICEB9gW1a4Q2wwLUl+koPwSPnt3Vglo/Z3a7ldx+/cohKAq+sZ7pHmRrkV5XcKM83+ZNV8e0fwO6MMv1FEmLntMySiu9i+TyAcZbg5aNKB/is4jxRkUaBMJz5pgKmq883X49mvjMlO1fJwsJa96evnWCUJQ05OxVI9Hvu0wUUMzUvq0ZP6jbsT3Kdwg8YuacbuLboYLNpkFxwz3ew2LQDzbyBa85Aj/eldvt8t6Wd8wLjp3/9Kq4ezfFln/Ogd3lr/6xipll85y2txp6/McVWnlqy9jbPd57Yg2eXKeJIPG139MRIn8C1ulAi5psmAumeokGwD5z59jF/h7OiIaNtwyhTbfuO+gSuVcPTzr3bdMKp2iZFXDTTzpufVYFrzcmEspJWezP+e/e4yJICNBm4JPGHTy0sRt7xr5IHVdjvmUbaeV1wCCGQJiaFXAeuua3Gpu2yc83iBzzfJnCtTXbuYb4DrcYA9S4sy+Z1oWMfWnyXnqA/1zajl63PXyVN8c13wxTJhvn2pZ3T7TFdlPjen/2kXjfBvSdyZ/LOhcV8D5gwdAPXlk87d5jvpFlMa+Z7YYpv2l6S+PfbT4DupgAArz5JREFU1+c7Y2GZpROOaPan0unlIUm4qzihy+TaFopa0fSWx88DUC3H3vjoWWvddN1DXQpc3K2y8/VqSyMiIu4omLTz9b4aJnmKB/YnwTCx7Vp+R73ASWami9yy2ijP94jJznliN8fuJMPBdKFDvPjnCBQ+dsI830OKR45x7cM+WZQYZclKmDKSVNLgQBfKWaJ9s32Kbx24tmVa200dyf6YSfAv7Y4b3lkqiF3mmzzfNGAdD5hIcgPXXOabBm6dBTVjqsuqghBh5nuUJlbx5toEgKbMj/ZjXMvO50WFqlIse4j5HjuBa//6l57F7jjDOz3ye/tYkibj7pxTX7scwh/4Rx/AX/rBD1m/KwIdAQDG6DmtxnzPlJKd29sd5vlW947LfL/qvj0IAfzqZ24GP9vX8z0E2+MUx336fFcSPYj9Trjnum1SpPHZxJ5wKTwtFkdp6j03nP11WUz3vphkiS5YXXYvEX7fMt0DW3namBjhQWqAeQf7AtdoW7zXPb273PvuaNYesGdYfD+znadCTToP7fPt7MfUx3w7z8KpZOcez7dv8mlRSjMhWucYtLUam7POFHw/qUj7V7/4LK4dL3D//sS65hKwmO+uVlb8/Axlvke+yY8VBK6511AHrs18svMQ8+2TnZt103ZHWdKY8KJj8XXVAHyKE7/fnSaRHjq7BSGAF29O9WSXbjU2kPk29sKN5ooHIxbfERERGvSCm9yCgvaxCzvBMDEKnvnQ8wfIU4EnLpnANUAVH/qlnN/+l7JpV6PSzn2Fxf4kx6JUjGUocA1QBSC1oTuV7LxOOz+ZFytTB3DZ+ShN9LUbpYne52U832MeuEayc3ZufJkIe06LMWKcyF9IzOQw5jvDwazQAz6SKOq0c6d3cIhd5Z7vRUdB02S+1SCv1R+5oFA2U3yH2tcRRiyVeF5U+MH/8jze+1n3dd5fubt/RdkoMNwCnePq4QzXnNCtPmnnJFstSjXw8z1TiScpWBfrPRhcE7imrAZ0XPuTHK+8tItf+NT14Ge7mO+jJYrvnVGGwx6Ba74idRnQNTBp+f53lw/U5qtig3v3szwgk+MkUHz7irtJnjLPty0x9vll1b6obe6MU5SVtJahzZF8us3zrZdhx0UTT760866APX4s1v5WatIxJNP3vW/6eL6P5oW/z7cOzAruqhdDZOdlZVo0Entp+fkpab8g5rtsTkbXsnMpJf7hTz2Dp+/fw9ueOG+xpq7n2xdOycHPz5Ccinlhq4qWTjt3JmMTr+eb0s79gWu+Lbqp7wDlddgKk3GaeBQrNvPtFvduYa/vPWe5eZ0ZkSQC+5Mc108WrM83rG3c64FrsfiOiIjQmOQJHjgzsdLI14Wn7t/D+R1/D9ztUYbjeYEPP38TT17abSRgz4rSMISBfsG3EjpwbVHVQVzNARgVpTdOFsHANQC4b3+MF25O9fqWDlzLEx24tqovLpLRvny0sI6RD5pC6dAchvlWy27lKWZ18U2BYVki9EDbV3zvOsX3JE+QCCP/nNU9rV0fYRv2t3JICRw63nzX8617hbew2Wo5WRea4X1oBK4tPMWtM6DkvnAqcAzTHy6+aZlf+OQ13JwW+JLX3h/cL7Nte7DmmxByJxA45mXVKGyKKlzkafaFmO+qCrZpS4Wvz7cZAHZBB67Vqg2uonnjo2fxC5+8pgO6XBCD5kuRB9R9OER2DqhisY/nWxWhpy++cw/z3UcxADQH4D6GlWxC7jnkBaYlIa5sFhNQE3PkY3YLrS7ZOU0m8+vjemjpeBsMOZsIyJx3netFBlB3Xmh/920x/zoHqaWWY77t9VnM97xAKX2e7/oYh8rOq/6y84Ix34e1KkA41y5l6gnXU03LlFLihZszfPC5m/iqNz/SaC/opp27E5UurKDEAYXzotHn2+977l6PtCYGM5/s/IgHrtH9qg5SAA2rDdA8D7RuzXxXjPkOeL7NuWvKzt3nTn3Wea8z29OZmkQoK3v/h563k3mJRAybRL8TcPspo4iIiI2BEAI/8Sfe3XiJrwP//Xtfjfd//uPev22NlOz8Uy8f4y2vOK9/z1t60Ut5mR7Yq4ZhvivNYriwiu8W5vS+vYkO/ZoWZXCCogtGdt5sDbUsaDB17WhuDUT4//dhvinYjxfO00WFUWa+vIWo+38vKm/x/dvf+BDObY+0VJF6f7vM95D7gyYObp4ssD/J9aB3kqcqLZy81S29wgHG3ta9y9uZb7tN13RRNqwULstlfOHKJzwrqs6gMe4Nv1oz0Y+y4MMQ8kRoFlpKiemiaoQk8lRdFzPGyhN8IVB6Xc7geVHI4DX0STbbep272BmlSARwhdLOM158n8P3feDTeObqMV5xsTkZOSsqJEIxMqtIOwdUsdjH8+1jiJdBmigfcsFCmfoz32YQnafqernvvTF7L3JJMQ+9cmXnzQ4QRnbuFn+J8A/i6XrQpOO8rLAF8mqrZSgISjPfnsA1U6Db7zrffXc0K4JJ54RxngQD1fJUve98aefewLVAocSL+8NZ6fXRUxE8tNWYL+jPnTwkFJXEuR3TPs93X1FPaMDfJpFajZGq6v79CT743E2LsXcnorr7fLOJnyGe78Lv+V4mcI1P5iRJc+JSB67NS9PnWzPl8E4IuhNTgD0pSs/ZKEusCUue1UDeb1+fb8uvr4/dOTY2AXd22y6+6X7Vbe76Mt+zEtuj/i0b7xTc/lFrRETERiFNxC150e1PcjwWYNi3RylePJjh2RtTPHW/aStiFd914NQmvJQ58x2Sburi+7id+b68P9FMHPX5XnafSHa+qkR4YvKuHc/tASn7/359vt1WY0qOOXcKJ1rvpd1m8f30/fv4Q1/0pPW7vUluim/mi+4LYuKp3Rj35lORCxhJdCgZWnu+ifluYRNHqbAG/iceZtmVOJJ0dZKnqgMAK3D79PkmX3sflUKWJpBSDZb0OXUD15Jwq7F50WS+y9ob6EOemnMHmB7IPhj5rBnIKXlov3eCEAJ7k1wnVbvMN6BUAj6QAoBPahCklEsV3zuDPN+ree9lzLPrK6CDn3PuSV/hTs+ve34oBBJoTzsH1DWxAtfY31OP7QAwxaqrWKF1AKaw5hOnHGVltsX3STHfTcVFn+s9yVIrjZxARcvWKOvPfAcKJV5cHkzVc95gvkXzuekDGejz7S2+S9OaS/nhPcV3bVcp67yKpudbXa+b9XHsb2WNCRdXLRGalCBMFxV7P/eXnc8azPeSxbcz8Zg6Hu55UeFoXur3NZ1bOsZWz7fz6KZJ4vd8B5lv/8RF5UzgmMRy+/wtykqz+g3mu943zXz3nPg5WRR3neQciMV3RETEBmJ7lOI3XjoCADzNim8afFCQ2CaErQH2AC4k3fTJzn1Sqst7Y1w9mmFRVqfq803p1sfzFcrO6/W4LAX9/yRPegWcubJzSjtfOL46Kpwv7zeLbx92x5mRndeD0EGe73rigJgWXtDy4rWrl7SoewMXpQqRa0uQzpLEGsSczMuGUiF3BpQk27Vk513MNy++9WC2u/imwmNRVpbX3DqG1O+9lVIV7K4stZX5TolRpXMdlu2nHgbPlYd2gffu5ffKqy7vYXec4Rc+ed37uVndicAnO58uKlQSg2Xn26OsX59vD8u1LEZpYsnO+7Ya08xfaQb37nuPt2Dk4L7nyiqkmsXdVm6k2A3ZuRBeFpCKB+oNzAtrWp4mbUOeb15o8vsvT4W3PVSfdPsJY/E5FoWa9NjKVUBds4WTj/n2F0p8/RQ+mTrXZVnW1seic/aao6iY7Hxe+JnvOoeiLYC0rKSeRNib5N4Jl8TDfIcK61lR6evU9/gpJHXsmfwY3ue76R3n+0Gs94NnVDcceh9o2bnwWy18VhTehUJ7vl3mm5EF5r7wqUA8nm/n2FXgmvrb/laOG8cLk9ZOgXFLMd+bMc5bJWLxHRERsXHYYiFqT92/r/+f/LvzosJ0vkHFN00KLEqd+OnC6/n2yc73J5ASeOlwdurANSnVAGxV54kPLkdps/juIzkHOPNty86pVQmBiiEf8+3D7iRrMt8DW40Bpjjl0nVeZOm08xZ5c54mtee7nYnNs0T3WQZUezmXrU9q/zsNimiAPa5l51IaH3gr810S8608mDs97gseYGQY936Ba7yHL0cbc8t7pKufJgfAReIZBLa1W/NhT6svEtjtdARe/8gZ/MKnwsz3uFZEuKzpYUfP5xB2x5lXduxiVWnnAElTjey8d9q5vi/M4N6dZAqxypbnm7NwvrRzVny7vlZfWBVg7je6v23mmz6rfmqlRWGvh++L9U5K04bvGFDXfK/jegfTziuTdg6gwX77JtZChdKsKLFXv6dJ4eJeU7rNB9aN3uc2T/2Ba0Ul9fmQEl6bBLXCCk1Gk+ycJhH2JllDdeDeE+5EpYtZUepJgVBIpIsFY435vgPN898FXqACnuK7vmYPndsCYDJM6LwLEfJ8Nyfk0kSYybEenu9QEnkj6DCgulhURrl2tma+dWs1neXSfn1cKPLg7nNIx+I7IiJi40CDkL1JpmeAAdW6BmDM9wb0+AbUbPQoSzArKxUQ1SY7557vQOAaALxw87TFN7UFm69Mdr49ShstetS2hhXfD5/bRpoIPHhWDTBoUOr6dWkbPs+3DzvjTLMkJu28/7Gf2TKeb8BmvsdZ2kw7bymqs9oj3uWjdSXb03mJLY/aIUuElmJPncA1wAzSQoUql83fnC6wv5X3smxwD7Zmvt1WY2nTAwvYKdocReAZAZohYMojGfZ8A7ZveIjnG+C5A8375I2PnMMHnzvwJlBPW5hvXXx3eIBdhPpiu+BJ3KdFlpjJnyFydpc9dSfOgLDsPNTuqayaBcRWnmI69/f59nmv1b7UzPeoWWS5AVZh2TkLiXI93x6lx+G0h+w8lHZeT9hSlxH3Hph5JmvbmO+9SYYsEXoS0Z0U0bLzgZ5vv6/Ynjw0x6R8/rSfvvtVSdalVimF0s5vsuLbZb599wQQLooV8+1PrA/B1+5w2bRzNT5wmG92PNQZ4sEzdfGtmW/onz61hy9wLU8TrQCg8zFKE8vqUVRSF9Nmktdev3vdteKowXybdwDJzk1au7COo6/s/HgeZecRERERtwT0sn3qvj2rQODM97FHnns7MU5VuriU/v7Pe5MMQqjCzicjJNy3ryYbXrg5rVnQ5V7T9Lkbx4uVfXkJIXRYmiU7rwclfTzEAPCWx8/j5/7UF+OR89v1vqpwuNmitGXndZHXt/g+s5XrgZpO/x6Sdq6Zb4/n28N8txV5ivkO933ny1lp54V/wiVLTOq4CVxjxXc9SOvr+e57rTQzWErLa+7um4/JoO3xwqaqJCrZLAj0uhxGddEihfYxNfOyv+cbYOoLzyTNGx89i7KS+JXP3Gj8bUbMd9Zk/Y908d3vHBN2xpnuidwGnsR9WowY871Y0vNtrmk/2Xmo1VjlYfS3Rpz5thOzJ3lqpVcTjOe7jfmui+9W2bl9rEAtO/cw7kc9ZOdbnlZiUiq/c54IbNfP1XRu74tmXr3Mt+v5VpNC26NUM8bNtPMlZeeeAm+UimDgWp4K/a4IB65VQZUSKRt4RoWrdnDvCf6+clFVimXf0cx3v+P3KdV0ATogtA1o2jPU8Zi/Xzt2mO/6XdKnz7f7TuCsOr0j8zSxJibcto+Zx1LhrjskO+fvjzNbOYpKsgkgI5tX+9VPMXA8L7V95G5CLL4jIiI2DiST5mFrAGNSytIbTHU7Mc4TPej2FQvU+7JLdk7+5udvTDEvqlMFrgHAwWx1fb4BaNbAx1D3Zb4BWCnuJGM+mBUYZebc0Xov9pSdn93KtWeOgo2GpJ3zCRIAlhzSClzr6Kmt/qYklV1sotumy+f5BoxEE7AD19ziuzXtvKwgayapTzCe2r+aia4qK2XdPVbfAJwYLf43V4bogmSjC8Z8h3p2E5vGZahubkAXSHbus2a88dFzAPyha2QPyD2ycyp6utKvXVCrqa6iaFV9vgF1femaDPN8kzdfWgN7DtMaMsx882vnDVyzPN928bc9UmoUV/as087rQTvfvvZ817sa7PPNnlvN3gp1vpJENCYNDueFlnuHMPZ4vs3zkOh78HhhM9++7wutSGkw3yqsa2ec6feYyzrr52aJVmPu9clCsvM664K+o30ZBVk9Qelj9ukzVS07H6UJxnXSvN3n25ZE8/eVi7melMnqfWwuM12U+nvc/Zwv7XyZPt9cSZE5x6M937UqjN4lCSu+vZ7vqtnnO2fKEHqnjDIziUsTP6nLxHfIzn12H8CW1NNY4OWayXfVCX1brB/PCz0pdTchFt8REREbB2Jqn3aLb5Yq7mvJdDsxShMczf1MA4GkWHqw4SkSLuyMkSYCn3z5GIBfDtsHXG69ykkKYg1GHoa6T4CXDzTBcDgrHOY7wZmtvPf+U3uTqjLJ3EMC65JEtSvTnm83cM2RUbcVKkrO291qzPUMTwt/8Z2y8BxKi97KU33uacAYmmwY1RkARc0k9WW+ed/t6cDANbc1G2AGbEHPNzHf+lxL5Flg2YDne5nANV82wPmdER45v9XOfHvSzg3zPTDtvFaVtEnPpZQNtu80yFJh0s4HyM458033ZZD5Lt3imzFv7LbxBa5N6t7YxK7zv2/rYtVmk2nixpd2ToULrYfeN41cAh64Vi9Dx+My38eLElJ2B+xN8tRKIwd4foTQ32cuO04dNPj5DbHXZFXaHqVaweO+f+i4lpKdezzf/sA1pUDZGtXnzPNI5mmCeSFZOKabdaHu94Ppop4YFR7ZOawJGTczgoNUEvSc+d5Z3/b9v4o/+I9/3vqdL23eMLjDzuF0Yfcz573OAcN8P3zWZr418yz8182dmFLrNp0qqAgfZ4lWf9BPm/lOGhMKrh0kZHlQ2QW153tbfb+QjN7yuYuhzPfmjPNWhVh8R0REbBy26i9HHrYG2H1jT1aY4r0KjPNUS0ZDHlUqvttajaWJwKXdMT5xVRXfPv9vr/1hX/CrPE80cOE9ypdhvjmomJMSjeK7r+Sctl9JxaAbKeOwYyd1AsCY71QxzMSm03VuK644891apDeY72bgGmAPiqw+36RwqAfavt7xgC0BvjkdIjs3zCBt1y1UQ4Frbjo8gNa8A6DJKLVJoTUDswLPd2gi7+LuWN8PHJbn2xno0yTc8FZjVHyHpec03l2d7Nwwl0XZP3CNe2s1e+sW36FWY0OYb9ZhwfW1aqZ45ha0NfNd/93v+Vb/Jgmwew1VoWkvQ/eVy9wd9QzYU10dHJa+LkLyOu0caBbfPisFnxTjULJzm/l2z6nx7LbubgNB2XlVWT5kmijJ2DH57ldK4w4FrlGw3c2pCbNTgWtmGbf9Gb1rfUUxKYaomFt4lnnm6hE+c/3E+l2ImQ9lDrTBHbcoFYX5+/XjOUZZggu12uuwngjmrcb8aef+Pt+AmgjxMd++STPfhIJ02pilnvcuYL8/aCL+al18u7L1vudtld1aNgl3n5A+IiLijsdbHj+Hdz51Ca976Iz1ey5j3DTZ+ShNNGMV8pxS8U1saCg06fL+GJ+4qlqtLc18s6J9HbJzX9r50sw321deqH7t2x/TQWJ9cHZbSdlvHC+WajUGqGOgPt88CGicJZqF0K26WgpY8nwvqnCrLFrO8nwHggQzllxryc5Tx/PdIjsH6uL7ZIjs3Axmudfc3TffYIoGrZz5NBNPAdm5IwP2tbAimH7F5ndDPd867TwwSbM79rf/mi1KjPfGkLJZXNJEyDJ9vgE0ZK8cRjkwaNVBZKxVlOo3Pdzzrdnbnp5vK3DNSV52izRdkNZyfM74h5QCdO/Q39s830IIr22C7wsVG/QucT2rfa+36uoQZr41k+8W30XVeK6TRNQ9r52080Wp34Mv3JyqdTdk5+YYh8B3fbLUsKum2DPHpGXnwcC1sOdbaNn5Qj+naQIP820zt4BfUk7M965uNdZc5ua0aE5+BCbLswHeZcLxorQmqV2P9bXjOc5u5fpe0IFrzPrgu2q+Pt98gkYX36kpvkvPpFnmMPF63b5QO2fiZ8E6vTRk57zAT0Wwx/xPfuwlPHP1CL/7bY8BoMC1u69Ujcx3RETExuHp+/fxXe9/a4ONIhZzVlRBb+ztgvJ818x3oNjizHebNPby3gSfurY62fkq5fk0cLG82TpwbbkvSX6MfIDzX332/fgdn/tw7/Wcrb/wr5/Ml0o7B9QxUHFtBa6ldmAZgNYCNqsllWVLsjfgL759Uvk0EZolo/TncT0pALC08y7muxzGfGfMgz0NSPmz1B+45nrk+f+H9jOtE3dpfW2tw+jXbp/vIcz3fovnG7B7x3NQsNU4SzB3pMR9mVAX26M+zHfN3K4w7ZyuSde9ypGygT0N1t3CPRRmxplvKzyraqa48+JbOqFuW4FilSYTSEkw9zDfvIYcpQkWRbjgoPvJYr7Z7d7XZjDJUxSVtDMQSnPu+LFyzANWCp9EWDPfo0xPIrrMNx2XLzU7BBm478xkmVmXvh+S9sC1LFETP6EMlDQRtezcTBa6kn/Xj9wWuEaTqW2BazdPFo3zH3pnLcd82x5mN0Du2vEC57ZHeh+N59ss7w9ca1pRjP/dzmWgzxd6Is98Lkl8nm802jACHua7Mm0haQKIim/+XklF+Lz9s5/7FP7qD39Urb9SVqe7kfmOxXdERMQdA86kbFKrMaCf53t/K8eNkyI4mCLctz9m/trTy85XWXz7PN+nl52bdQ0pnFyQz+z68WKptHOAmG9TfGe113Kcs+J7ukCaiNb7jySVi7Jddp4z5nFRKgmvb70581VP6wE2tbgDjNS5zfMNqELleF72VinkTLo4W/i9mXlqJgY4jOxcNn7Xdv/nrKhYtLCxVERwBkb1BR8uOw89Z7vjzMtE22nn9kDycKb6qA99P+04bJcPmvleqezcDMZ7e74ZyzmU+Z4tKn2sDdm56/lmPmhXdh7qi20C15pp57qI5AnZnsT6irVzo+Oi40mEvd+HPYtvuh84+03S5zwJe759zDfglwir/vMptseZPi/uZHCoeCJIKfGdP/ZxXD2c6d/Rdlxpsy522fPPi7qtluKbOgWELEKK2a8933XnALomdB0bbbACXnjATAaawLVA8e2R/dP+cviSwbvgyqjTxN7X68dznN02zDe91+m5EOjv+TbMd6Un1ng+R+l5bkNp53zdoXNctDHfzjUK5Q1MFyVePpqhqqS+f2PxHREREXEbQQXlrFBp5xsVuJYx5rtFdn6zZr7bikxqNwbA6//tA4v5XkPg2mnTzjm45HclxffJQjPfQwoxQB3DAWs1RsfGg9FunhTYrwOAQsjroqbskJ1T4i/A+nd77mvOsnDVR1/PNz07NKDuq1KggZbNfDdbjUmJhpRwrhlVI3vUA9k0fE9mrP2VSjv3n2ctiefMd7G6Pt9A3TveUwzTBEhe93PnOKzbTg0NRTOe75biWzbZqtMgY5LrYZ5vdY5L5idtMN+BwLUT1j7Ilp03mVVesLry15BMm4oqLTu3mG/10yq+Pb2qy4q1GkvNO0Adu12gaNl5l+e7nuDhvu8+zPeirLzPtc/uQcw3Z1fdx0FPWgUKx0++fIy//IMfwr//4Iv6d6H7TjPfBT8mw7LSMfsmi6iDg/Z8OxNgomZ5b54Yz7fbY7qSEnzNen88k4H0fqWJH1deXVYSB7OikaAfkp2nHuVBF07m9rglTRLrGbheM9/jLEEijKKJ3iXC8bwT3GcDsC1DRa0q4cy5niRxWti5xyRl07PNP0+Yl5Xe5s4oRZoIXKvT211fuW/iA6BsB/UdTu/BKDuPiIiIuI2gL7+DaQEpV8vonhbjLMEJMd8tgWsk+20rCu/bNyFjS7caW5Pn28jO7WA0YHnPN59gGOLXdXFmizzfc8yKEnka9tWHsD9hzDdTKFh9sqeLzmPNEqEHce3Mt2JOpTQz/cHAtdIU6VQs0n3UmXZe//4lKr57M9/GQznTnm9Xdt5kvwCbcaQCrw/zzYuKNhm5r4gIFSohaM934BnZmyjm25XozhYlJhkFrjnF97QY7PcGuOdbneef+vhL+O6fesZapgowkMsiSxPNvpbLeL5LI6MOBa65rcZOFob94xM2qoWavR1ekLry1628nqwItIaibdiebzp/9n42mW+WiJ7Y8nO36OorOx/7mG9dqIqg7SDIfLNJKoJhvu0Cz/qcZo/9+0n3H3+e3ZR4gn4/sPPBg7zamG/j+fa3hUw9nm83ZJErFIBwEB1g7sOdAPN9MDXBitPCU3z7mO96HbOixHf/1DOdTHgX833teIFzOzmEUPeD9nxr2bl/vaWnU4BOfq8kynpijRfXIc+3n/lm0nSdteEy36YtpBACZ7dyzXx3hboR6Nm4ejjTQYqR+Y6IiIi4jUgSFY5D6cMbJTvPEhzNSeYXZr4B4KWDeWsQ2GXGfG+a7Jy+CHlBdN/+BIkAHqrbowwFP8YhbaJc0Pm9fqzauQ31ewPKx30wK1BWErOFGfTy4vtgWnR6pvM6Rbqo2tnEnLEIU9ZCzEXWkJ3bzHdn4Fq93JVDNRga3GqMBa655zWcvGyKCCqIaADcNsnCffBFi2yfBnRcwjg0cI0UAKFJrp1xhko22UjV5zvBKE0bfuGjedHZdsqHbSdA7J/+p0/ib/zIx6xldNr5ipjvEVcZLOH55qoGd5/GAdk5hQoq+an5vY+9o1ZVJ/OyIa2lyYom823Li32Ba8JivpvqhYpJ8NPUlp2niX3P9ZWd0zPLnwvjjzb5DT7m2+/5DjPfO4wtbLYaUz9DBRDdf/x5NrJzZx8oLd7LfBspvW+yiJ7zEPOdJOrYj+al8XzTM19vTkrbv2+yCDyBa4XdpcI9fvLIA7b6pE/a+U9//Cq+7V/9Kn7+E9ca2yWQlJq/37mHXUpZy87VJPL2KNWTM3RcIc+3ex4AYzcoS6ktJdxjHko7b7Yac3qpe3rM64R79u6l7iPuNrJEBC0PNMH70uFcP9eR+Y6IiIi4zRilCW4cb17xzQuSruL7yuGs3fO9x4vvzZKd08CFF/dve8V5/MyffA8eOb+91Dr5MbZJtLswyhLsjFIlOy/KwUnngClKD6YLm/lOUz0Iu3my6EwLz1Kh/bCtaeeZCaUyKebtA+2Teekpvkvr3y7o9y8dDGO+iQlVrcYqJKJZOOtgH6f4tphvJ3ytlflm7dd471gXrgSV1j/M802Ba/7PUBHNfdjKQykxyVLkmdD94AmHs3I55ntE21LX8sWbM680FggzYENBgWs0eO5b1OfM883ZW46Q5/tkUWKcp7qVFMHH3k0c5pv/XQeuBfp8a893yRncpjfWDT0EnMC1xEzAAc3QL7o3Ovt8Zz7ZOUn2lUpnK0+1goowC9iUXAZRShlgvt3iu93zTZPI/JyEZOe+UD0zGZPo7yFv4Fr9jpwFZN2JEFqFpNPOnX13Pd9CiHD3hQVlAdSBa86zdZMz33PGfJf+/VMTorZl6OWjGUKg9/sWKybTJNEM8uGsQFFJnKvtU/x+MrJzv+e78uQlcEVSJQ3zTdvzM99JI8W84atPm8y3bpnHzhH/juH71iU7B4CrRzMmO9+ccd6qEIvviIiIOwrjPMX1E8XebZLsnBcToWJBF98Hsw7PN5OdL118rzdwje+/EMJi64disiLZOaBSVq8fK8/3UsV3fY1unhSYF2YdDdl5D+Z7XlQoqkoPVnzQ0sBS6qAf32QJH7DMCpOIblqNLert+rdF18vIzvsVh7rIKqWWu7teZl/oEuDKzqX1u7ZrkyWJXpfycPuPSUtQreJ7mOebzkOIXdmr7/cj1kt6ypi6cX2duSz9cLpYqvimgolk1C8cTL0p3MAK087riQ6ehtwHxvMtrWKLI+T5ni0qbOWJKiQc9qzR57vh+TZ/o2vmFqt079BkxsJivpsFPgV/cZTSnGMqYuhZS5zAqMNZgTwVne+bicfTTdule3xrlDbTzgPdMdy080WpJlC6mG/DHgeY7/r+4+uW9enpIzvnx6SZ75DsvODMtxu4ZlRuus+388y79wRginoXU818p9Y6CLQtwLlGPZhvKhpfPlogBMPk2rJzWsf1mlQ4W9un+PcAHSO1X3NRyeY5ztgzqpjvpE7qdzzf7HOJZ+LCbWNGhbRlNfCEt/EMmMQt8Dtl54b53hlvzjhvVYjFd0RExB2FUZroL8lN6vPNB14h9oi+jA5nRSvzd257pL/Elpads8+tcuZ4x+P5Pi0mbF2nXa9q5zbHvKyWCquja3RzqqTro5q5GdfeXlkHAHUX30K3eGmT8o448x3oow00g9kmbL8AVRwmIpw3oJlvHbg2rNVYUSlm3rtvbJDHMbOKb8fz3Rm4ZqSRoWPyMd9dYYYutkcZ/ubXvBFfFWhpp5lv1m6MXyc6r7YHeDnmO08TbV+RUuKFm1PtxyasI+18wULTeqedMzuCaTXmZ0V9zDfJzvm1K6Wn+GaharLh+Q60GivUOtVEUTNwzT11vsC1yhe4Vl9r1xdLHv+ugD06Fu75dic9tvLU0zqtX9r5rDD3pV3g+ZnvkD2ZmG/32qjP2sv6ZOf8XtKeb8+pUV0SZNDznQhTkO7rwDX1t4oV3wLOhEDSnEwBDPMdajV2M1B890k7p3VTwJgPenKVXZuEFcP02bOa+bZbkqmffq++23IN4GGZlfZ8JyywzTDf5rh8vcuDfb6lp/hm15COg9bLPx8KqiNVyNVDw3xTtsPdhFh8R0RE3FEY54n+Qt4kORL/Ym5LO9fLtxQISSJweU+x38sGrvH1r3KSgliD06SSu7CZ79Ot9+x2rpnvoUnngBnk3TxZNALXANYnu0t2XgekdcnOdXFbmsA1f4FrBno86V/LzqdF67kzgWu153tgq7FFqXquTrwMnBnkcfABOQ1gQwNZd31U0C1KGUw7J0UBHwTOywp5Nqww/X99zoNB5cauR3Y+Y+x97ikwKe18GeyMUhzPC9ycFpguqiYjS7LzFTLfi4IV0IM935UeSLufzVKV2OzzfE88svOqajKrVLwd6eApexA/zhJvsZoI9fdRmjQC19wiOdTnmyY4dKsxYr6dPsVHPa83vcu57NyE1dXF9yi1inOgrc+3vR+03nGWWPvTKL7rVYVk51T0+KXk/gkWl4GnY9Jp5y2Ba/OigvDYWfh5pslCt/BTVgR7vTwfg0MHro0ocM2+5pz55p7vPmnnNIFw7ail+Pa0zkqFkYFfq8c153Zq5nvUvIZC+Puzu9JwwJxPw3wLFfBGzHfZvKZuD3sADbuHvgbs/JHaZMSuIR/vWJ7vtFngE0id8NJRZL4jIiIiNgac+d4kz/cQ2bm7vA9UDCxbOGdpogeNK201NloD873q4ps830uoBvY5870oMa73R4chUZ/sHrLzRSk7Q6xMcVvpwXNIdk6D2umiMrJzNinQdk3GjPlOhGm30wViMsram+ln5Y00nYMzjkPSzqlNG32uy/NNg1cp5WDPdxd8xbeP+eaFyuGs0JNUQ0EJxy/enAJQg2peSJDceVXMNykqfAPx1s9x5psVWy58afDEfCfMfwoQ821/fuKw2+7fd8ZZozUbzwkYZYmlwJCeYi3PhHeSw+3zTfkMqbPfB7N+6fam1Rhjvh2//PbIw3wHrBepw1JSATjuYL7d58YFWSz48ywDdoeMvb/0MbGJHHqX+QLX1ASleq+M0qQxKcK35aadV5XU++R+Lk2SBqsNNAPXXPbV8nxz5rst7dyRnVMB7YNPds4nUK7XzLf2fLPl6BBDgWs++T1vE1lWlSq+WV5BOO3cfhbcnISUPfsEPYnEHlBLdu56vgP33owx30cepcDdglh8R0RE3FEYZYnuq7pZsvPwYIewN8n0l2hX8Uq+72V8y2af1GdXmRaqZeen9GZzEEMFnN7zfWZrxNLOly++bwSYb5Jt73X09M3r/smqfVNb8e2TnTf3O0+NT84KXOP91tuYbxa4tr+V9+5BzVntaR2U1VhGs1+Ot9cKXLM9323XmXs2Vdp5oPh2/J9lJSHlalUZ1Lv5iDPfjGF0mW8pJY5mRWfP5xB2ximOZyVeuGmCm/owkMtipCeJmrLRNvBzH5Kd0/qbzLeyhHD/Ka3LnVQYZ8obfjS3+x0TvDJt1uvdbSNWeULdlOzcLThMkc7XRcfO9/twWnS+DwDzfTX1eL7pvE88x6PeQ+05EGq9fubbnRRxnxsXmvlmz7ORnfs931afb30vCX3MXua7nvQIvav5Rxp9vqVsaX/WbMEGmPND2QruZCFPOz/xBK657xWf57tNdu6TUfPJBGLNTdo5W07LzkOeb/99DRjmWwWuJXp7Ou08dQpjt+e9s276Tqh8svOA57uRdu45CCmlZr6vHs51lkNMO4+IiIi4zVhXkNhpwfcrD8iMk0ToAKcudu7+/QkmeXIqeSkVSqcp4F2YtPPVnntiqVfBfN84mevU36EwsnMncK3erysH/WTbVEAuyo5WY7r4NrJz331tD/RM8U3SXqB9Qof+dtSDtfftH7Ua891LuS7QXc930zfZT3auCiYpZc1i+s+fm9psUrdXd7+T5PGAM9+MYaTjoMH3rFAy7GVl59ujDEfzAi/UzDfgepZXLDtPzCQR/bvf54xdIiQ7B5rMM2Bajam2R+p3un+5sw4hFHtKPX/dAmN7lGovLaFg9wwPSgSaElrAhCNycP95xtZF+8BZ476t5egdx3tIL5yiZewJfwv1+Xbl1dzzbbWz8pxTwJ+aDRjmm6deh7IG9PvLG76VtBffSaKLb9/kAr9OvsA1X892IBy4NitKZInAOFNZAC7DO1R2njEFBLXI6uP5dmXngLrfbtakAhWtvuVCsvNK+hQApEhSzzfJzml7XubbI9mvKnvdbcw3f/fazLe9X760c5Wpov7/6tFc34ebpHBcFWLxHRERcUeBD9o36aXMi5I2pvNMLSnrYr6/7gtegb/61W849T6dtoB38diFbfxPv/U1+M2fdd/K1gkYVujUxfdWjkUpcf14sdSkw+44QyKUBJGnDJs+2f0CyyjJVzHfLYWmJTuvB8+egWiWGDZHea/NMrRvfTzfgD0o6gIfwM2Y3N0+BsOwcNhp57bsfNwSuJbXgWtdTLbb89cwVKu73/fG6lyFmG+6x+j4SJ6+t2TxvTvOcDwv8cKBKb75QJVO8Upl5yVjwfp6vrmftE127mnjdbJQaf1pYgqJskVOv5Wnmvl2d88r0y5t2bk7eeFuwpt2zhhyOi5S+7h9iilwrQua+Wb7S+ed9pdbLgiK+fbJzpNenm/3+0g/Nx2ebyvtnFhm5wJo24zFfBslRKvsPFUsbmhSzyc7N5J58yz4Ur5DrcZoO1kiGmGGN1mXgqkTuJbXreA4UpZNQe0G2zzf3rRz9hwd1UGsdC/wdnF0+gREI3BNBiYheDtAKr755IUv7dy9p4CmpN2Xls/VDgT6nkkTYRXvOQsP5aBJOiGUwsy8J1b3Pt8UxOI7IiLijgJnMzc2cK3ly4K+kLqY78cu7OBLX/fAqfZpnCUrl2wJIfD1v+kJHQqzKkw08326L1pKWH3xYLaU51sIgf2tPBi41rdPdl6nSHd5vnmf3DbmO+Oy80Vp9aUepfY+erfD/ta3zZg6DsNqh9POm75PwAlcK4Yx3wUP8grcE/QImXC27nUPxSRXygIr7ZwxjFp2TsX3tF/P5xC2RymOZgVe7JCdr2o8OkqFuk89stE2cM932SY7d5hnYtm3KHDN8Z/6Jgonrcy3x/Nd2rLzueX59rQaS5seYb6cDlwj5tth7vp6vrc8snPe55u25XuOfBNQuSPfnbEsgp0enm+PMhtAoM934L4zyhhWfDMfO73LfPcVffZoVgRk56I+noSd+3p/pAxOHvCJSo5ZYTpg+Npd3TxZ4HJt9zpxPN9dygOTdh72fPvSznnHhkPnPqJ8FSEM85yI5qSJnoTweN8BdW3I/sS350s7T0VzErXR59vTaswNDgSMfN6dUHNT+gn0XNy3N8HBtMC1o7nVMu9uQiy+IyIi7ijwgfVmeb458x1+terie4UFQnif0o1SB7SBmNzTMt9n6h6ph7Ni6eCt/UmOm9PCGnTRpE/fPtlZPUBXnuV2fzNAsm7DXHnXV0ldvNjMd/e5s4rvAbJz7ufmLc5Cx8DRxny3Ft+pCpfTUsaAjUP7F7Xs3O/NPA2EENgdZ3baeX2dJlnaaKdFyy2ddj5uys69RdCqZOdpAikN6zTc8101pNMcbvHNJ5gESzvXQXKedWyNUub5tv8WZr7Vgq6k3JeOTfkMHG2y89QJvTqeFb0mOfNUsXjToun5pns89wTUFS2txgorcK2+L/MU2zzt3Dlp9M8g8019vrnsPHB96DzPfRJ1Jjv39/lWvzua+1tv0mtzb9IM7iJVDP8dIfNMpgDUopEx35608/v2VNApv6dCfdbttPNKr8NX+Kt1kue7OTFS1lkRPNmbyAV+fKrHvL3e0MSIniAr7T7ftL0hzLfbC1w4RbobHAjYzLe7XyFlAgA8dG4LAPDpaycbZS1cJWLxHRERcUeBvgSFWK2X+bQYynyvskAIYZwnXpnwJkIHiJ3ymvLeosv60ve3Mtw8oT7fDvM9QHZOfb7TQPFIywFKtjmtZXa+MLS0ZnN87cjGzj76wAfvg4pv5ueehmTniS29JoT6fCeiXd5MskTfgI7DZfAo1G3Vz9buOLNl59rzbRi5VcnOt0cUuMaLby47D8uzlwEVlsQ6Lcd8h8PaXNk3bYcC10i62ta/nIeqNVqR+TzfLKTP3b6EP5jKvXdV2zPzd/7TZe7mZdVbZTPJEqvVmKvuGHlk54tS6qR1Dtefq89tlrR6vn2yYY4jr+y8f+CaYUGFaTXmua702cNZQHZef4aH2XHJvERYbu1rZWUx32nTd3xzWuDcTo5xljSYb987hbPEPN+Ce8c5jnWrMc/xVBKHs9Jiemk5fu6EgD5uAr0T3O+NzJGdU59v2l7JUun1ZxLRuC98Vg03NM21TwDh4ruL+X7orCq+P3XtODLfEREREZsA+pLeytPeic23AiPmYW0b/N9a5nv1svN1YbLCwDXCMrJzQBWnN04cz/fAPtm8YAz1qebLLepAs5BSIa9DhH7l0zcAAI9f3NF/M6Fw4e0IYRLlh8nOTbDWLCA7195C16taVHrgRcxYV0s0wATy+NrXcGgJamXWzfdnVdgJMd9Mdk4TDUenZL53NfM9a/jJgfWknQOGke7t+WbeUV5s+dbPmedpnSK9pdPO1e+pVvIxpFt5yvp823/zMd9z1/PtMN/u90aeNkPhqhbZecrYR9XeTvZ+b03y1JGd25J9l5GVUlrHw+G21OLMd5oYv3XD8+0EFbqg88lZddqlUPFtL2smFGgffPcVPddKdt58rwhdfLPUbMZ8h+XW4cA17flOmwzvjZMF9ie56rU+tz3fQea7tJlvIBy6djIvIYTdzYKHlx05snNivvnhCTSZb7qMTYaZro3KdFCBa+b8eft8p7aaAvCHFCbCmYAqmhYh+i5uMvIBT359Dh+si+9nr0fmOyIiImIjYNpnbdZLmc/ctw1g929h8f3U/Xt4zQN7a9/OKmAC105XVJzdMl70ZZURSna+qNPObUb+as8+2bxgTFuOiTNHvIWYC2IL/v0HX8QoS/D5r7yg/+ay8+FtCX18fZHWEkMlO/e3BAoGrpWVPk/EjIX8k+5+LspKByIFmW8nOEp7vlfNfE/s4lunnWeG+XZl58u2GtseZZguKrx4MMXDtfzSapW1hrRzwBTffZ8/PrDnxZYLt/g1fnnlpdfMt2b0m9uaMNm5e9w+z3fBZOdjl/n29EMOBa41ZOeM+aYChYqIvq0XVfHdTDvnsnNeUNP6fRN4LvvImW/AJPU3087Vz3Cfb4/sXE/6OPvgkZ3Tc5sliS6efPcrnTMKGnNB29pnz5Iv7dydg6cUdRdTJ3DNlYffPFngzFbeaF8XKr6tPt/smr58FGC+52WDNOBMtJua75Wdi2baeTD1nYVlUhs/ff6k/7n1tQHz9RDvw3xP6m4QPubb3wquZr7r914lYcnw7ybcGZRIRERERA0aAG2S3xuwC5+2ASwx37dCMv/nv+J1a9/GqjBeked7FbLzM1t5o883Xa+XDue9+mRzFjDkWVbLGebopIX5pvZb//5DL+DznrxgKRr6pJ3TckfzspO1d5HXDJuSxQ8LXNur/fNadh7oWWyvL6mZmWaIDwdnwfj21yE7t4pvJv037LTaB118L+35TvX6Hjq3jY9fObKKMTrFq0w7B0xYV5tFgsNivlvY+FGWWjJcHTpFzHdle779zHfS2mqs6fk2THTD8135+0K7HmGb+bYnt1SrMdrWsHtunCc28+2E1eUO862tF97i1GZ4OfMNkGx53nh+hBB1cJd/H489gWtVQHY+YpOHBC5npowI31ci7ddhR+Davof5rqSEDLDxWSoareOAmvlmagB34mJWVNjfUsx3n8A1zhLPilJPNAWZ70XZIA0yVgwfzgo8cm5b/40Kcf5I+Pp8h64Nl50XlcQkF6ZHd8UsD5bnu6ka8PUQT5zlQoGNZ7byRjp7yPNNk1IP18w3YPdEv5sQme+IiIg7CvTluWlBYkMD11Ytjb3TsSrZOS+Ilma+tzK8XLeMcf3UVw5mlgcxBD4Z06aEoBZCL9yc4T985AqeuLTrXS5LBG5OC3zi6jHe8xq7zZtOO+9RfAPDZOcABaBVlmfS/TvQDFybFSUrJg3z3XVdGoFrgeU5C8a3EVp+WTQ83ywYT6edr0h2zidVfMy3CVxbavUN0D1DA9/Bnu9SomyZJHFl5zyzIOGBa5W/gADcVmPN4ruoZCPcT0vFHT+3j8UbpamV/qyWM/dXk/lm99zAnIEtR3bu9qZ3/efzluJesY8eP72jDvO9f5Tkv535ts9HqMBrys51AB9LO/cGrmVGdu5jlo3svOmRbmO+w7JzznwnVquxm1M1QbRfM99Tp/gOhWAaz3eF+/dVWFuo3djJvGzIqBP2HLmBa75z52W+A6n1emK3NK3GuOWAB+P5jomvv+End5YLTUKd2cq9agmf55t88+d3Rg31xt2GWHxHRETcUaAB0KZ5gVbdauxew6pk54Bhv5eV9u9Pcj2AdAvbeVn1km3zQqTtmGi5v/mjH8PxvMSf+JKnvMtx6fq7n75s/U0z3x3Hq4vvAbJztY9CS3uHBK7Ni0oXodrzXVSd1zivW40ZSa5/+cwpvue6EFqD59tpNZYmAnnqCVybFhAC2F5ycpAPNil4yPUAA/4idRlQYTnU820Sj9tbwo2zBHMWRsVVA2kimn2+fcz3yEi13T9v1ZMVPHRt4bQI7PR8Z03lhurzXf/dF7gml8sZmOSplXbuMoZ5ZgeuGSuFv4BuZ77Dxbdi75sFkJTSMN/s76GsAd6K0F02SxJdRHkD17RtxD9RSl+Rex7ZecVajfl86N4+0gtjI3InLm6eqOd7f5I1ZefBtHNz/mdFhfvP1MV3oN3Y8bzAtsPkcib/aFZak3YUNmYdn4f5PvEEuQHmeSyp1VjCZOel7M18SykbBbQ7eRN6B5zdyj2txvye7ynL0ri4O66PabPGeatCHP1FRETcUaAv6U2WnfcqvpeURN+tWBXzDRjf9/LMtylOteycFZ29iu+UD2jC+5EzRv33ft7jeNV9fo8+3VOveWBfF2WNfexivnXg2kDZeZrgsJb9+lqNhQLXZkWl5dec+e6aFKEkYtMDOcB8O8FRa/N8ewLXXEWE8XyrxOJlPdk7XuabFTYtReoyoHNLxeuQiQuSj/oG8YRQ2rkrO29LO+fveh/zDQDHC3N9irrQ0Nt3+3w7t4eWTjsMOe3LA2cm+KwH9vFZD+6rfWSJ0ENl55PcTTuv9DoBVZDOy0pPSrSFDvo833lqQrWokPNdl8Rpl0aYl2YypSjtSQugyWDnnok3HiInhEo8bwtcA/wTpW2y87KCzvz2+ZHp3fH/+YEP4hv/6X8GoCbNdPp6YlsNLObblZ0HAu9sz3eJM1s5JnkSlJ0fe5hvK3Bt7g9cs2Xn6idnv017Q7+kfcGZ7/owFPNt33v0/820c3+oXemZJHLVL2e28kbmiY9dB/jEXIILu6P6HNydsvO786giIiLuWowcSd2mgPuL2wbGtzLt/E7Cqvp8A8CZmvn2SaT7gMuyTZJ44v17CHz5tj7fxP5c3B3hm7/4VcHlaFDzHof15tvq9nyr8zGU+U4TgcN6cOr1fLcErunimwLXeqSdk/S2i1V0Wyat2/MtpYQQoh7E20qNWWlk58v6vQFg28N8Fw4jC6yO+SZGldjYvp5vtayw5Np9ZOeG3UrqPt/q911p5wRfn2+g2ZfZ8nw3ZOdNphRwWrpVUu/L3iTHD3zzbzLHLQw7OLj4zlJcZ8yo8qcLzcab9HD1+zZZO0/bBihQrNknOig798iVyVsP2JNpoVCvJBF1IeuRnbPz19YlAfDnc/hajfEOB6EWW9TmEQB+4ZPX8avP3kBVSYv5ztPEeq4ol4AC164czPTfVHZF85nmDC5J089tj1pl5+64ha7N4bSAlPAGrlk9tjVTbnz0ur3hxGW+zXtZTUglVp9036SZL4m8rN971rqTxGa+HaUY4U2PnWu874OBa4VRxVzYoeJ7s8Z5q0IsviMiIu4o0It8Uz3fWSJaw7gePb+NS3tjPHFpJ7jMvYgHzm7h4u5oJYze2VOG2p3xMN98ADGU+W5VQmznePV9u/im97yqdb20jve8xlN890w7X9bzrZjvsOycJhAWjtRztqiwNUohhClSFmV32rlmVDsKG+3/lGsuvicZKqmKm61RajHf49ROcz90fJtDQcz3+Z2RZn18wVcrY77raoZaK/X1fNNni65WY056NzGKW6MUqfCknXsu3VYr863OkVU0ViZwbeyRnYeK7+Zy3sNGYjHf4UA0Hya5zaoWZWVNWmgPdSmRp+aZ8k1AuQzijDG7gLmXfGoCFbjWZB+P5lxB4Glx5+3XLfyy8/pYvvN3vwkPOGod9bl+zLev1ZiUUgd5eVuN1ffkteM5juYlPnP9pM6sqL+nU1tefbMuvnWrsYVjY+hivuvOGOe2R63MNw8EpX0FDPNuyc7r/7fT0aGPH1D/0DkTruycvZcN821k7j4rga8Ht69DQJLYk60Lpnbg+MZ3vRIuQsw3z9K4UMvON81euCrE4jsiIuKOAs1cb2zx3SHbPLs9ws/9qS++Fbt0R+H3vOMxfOUbH1rJumiAs2zaOS+CvcV3D9m2b0DtwzhL8UPf8kWd6/vCV1/CczeneP3DZxt/65t2TrL0wZ7vVGjZue+caumk2+e7rHQoGTHDs16yc8XotcmZAVgsjtpezb5kq/d8A8DBbKEG5kWlmTwtOy9N8X0a5psK98t7Y30cc6uwUT9Xl3Zue7673l8cnPlORCBUq8F8G/uCT3buY/Qt2blz6xjm2xSNC9ZqzJW9V1I2W1Np3zIrNqUMTnCkLCiuzZPtwzhPrLZUxHC7+zIvK2whbbVSpE4B2WC+x2nwuiSBAogrCPi629Lo3dZei8qejHnz4+cbnwHs95U/7Vz99AauyXDgWsYmA6gQ/tDzB3afbyZNB0zx7W011ub51u+1EuM8wbmdPOj5PvF0i6D7nZj3XTZxN84SCGFPAgnGfBMOpv6QR52JUao+3xkPXKuYrccJXOvT55s6UhB0e7kez0GaCitPgOBjvt0JhbsFd+dRRURE3LWgL8HJhs2I6gJoVTHE9xjyNMG5nVH3gj1wdnuFnm9Pknif4pUXgEPYxBBe/8hZvP6Rs96/uf7j8D4p7+VQKV+WCBzOSHbuYYA8nlkAuk/6KE20fDYk4XS3t6iY7DxwXG7gGrHPq5edq/N1NCuBPeXvHOsJj7pYYsz3sj2+ATOAvm9/YiTIG5h2TstSMF6oHZzruebMt5V23sLo83e9WwRsac+3LZfO2HNre76JL7T3EYBdpFdNqS0hZWnNQ9UWzbTzyssA0zWn5ybs+Tb7TAUg4ezWKDhJnQY838Siumy2tgX4mG+nT3pZtk+a6f3vkp3Xn+fvY7vPN+2Tsz91YKOUUhfCH37+JmYLM2nmFo83p0a67Xq+QxOGbp9vkp3/2rM3vcd7PC+CrcYo8I0Xm0IIlR/Bzrnu0c6u3VFAdk7P0qKSKEtlo+DnTzPfVj5Jvz7fibCZb61S6vFiyp1zT5hazLf6Do/Md0RERMQGgAa9m8d81/6s2ELstuO0vnof8y2EUAP5suol23bZhHXCTBC0b2eUJdifZJ09yl3kaaJbr7V5Nxue73rQmqfGE9q31ZiUpqANDeiCrcZWXnyr+4EGuVPWci1LEyRMVn84LXBxd9u/oh4gGfV9+2PvpMbKZecUuDawzzftgxrEV0HGi5hn7Zefm3ZYaWL6MbfJmm3Ptys7V3/jaec8IGuUJahkLe9OE6/nuytwrXHcoll8t6lbOCZO8a0mCmzPrVovqTnCsnM3mdplvn/f5z+OL3rqknc/ksRffBPje2Yrtyd9WmwBeWqzyG193zlGnkkHax99rcZYOjhJ/917giZHbk4LfZ0++PyBVuIA6h3DU+dvniwwzhJM8rQxQXI4K7wMLFcezMp+snM3QMyVnbuqme16kso9J/zSkVXAZb6FEHqChkII+fnr3efbMxGVJXaivAnH7MF81+8NeicQqFe6EAIXdpTs/G5lviNFExERcUdhUwPXRlrOFl+rtxtGdr4s880D12wZILCE53vNEzJ9Pd/jLBmcdA6Q7Ly71Zivz/eobseli++egWuAkSiHzh/3LwLrK75JCk7yztmixCSzCwcqIq8ezXH+FAqOnVGKPBV46Ow2kyA3/bRrk50PZb5LiUUZlmiPHVZZSfbVAJu3KzKMfnvx7f6ZWjcdu63G6uNyw9RaA9cK+zwHZedsv4e2t5vkCaa8J3lle75dCXzRIjvPU5tBdD3fF3fHeEtA8s0nEDhogml/kvfq8w2o539uqTOqzuwTwGW+w7JzK+1cT7jx5ZzrWSeZX2dF8K98+ka9Hd5qzBzfjZOFnrTdylMsSpVlUJQVbpwsvM90xopIHbi2M8L1k4X33Lb1+SbZu1tAb49SS+WiPd8w66f3ks/uktbPaFXbKFI2URpKO5cSVuK5lM2JFDewz2QTdL97XcUSYbao9HvVpJ1v1jhvVbg7pxQiIiLuWmjZ+YYx3xRmsuoewxHDoVuNLXmPbOWpll2OnCILs6a8zwc+CBnCJi6Dvp7vP/CFT+AlluLbF1liQrN88lDT0sZuN0T9e3ni9LzoF7gG8PZXgcA1YQ/E54HE3dNiz8N881C+PE0wK0jmerriO0sT/NM/8Ha8+vKeLngKD/M9VL0Qgpadz5fwfKfG8x26RrR+siCczEtdTCesZ7Fm9H3M94g9Sy7zPW56vi3ZOWsFtzVK6z7f9vpzZ4IAqOXpgVORCFWgSClbPdk+TLIUZR1Sp1L9Xc+3zcK3Bbo1+nwvKm8rQP8x2L5hAk1i7G/luHpk3hVUjPmKbzdUz2XzQ+gKXKOCz0o7Z57lUAJ7VieZk+T86fv38KHnDwCYIj9N7H2+OV3oiUkqkE8WpbaynNtuTlpS2jn1Vx/nCbbyFFKqYprbqBZ1C7ft3C87vxEsvjMrBE+g6fk+mhXIEuGdwKDkd5f55mnn/JnShbGUSMD+3znHqWN5cPvVt4EmAIpKgt+uU+aJ/9zHzuGr3/ww3vTouc713YmIFE1ERMQdhU2VnQNGShlxe/GbXn0Rf/CLnsBnPbC/1OeFEJptGbvFN/oFrvGBZb7me2KU2uFfIbzp0XN472ffP3j9vDjwTXoliUAi7MA1KmRGWaI836Vhp/sErgGGjQ1NaNGcRoP5XnngmjpmYv9d5ntcM/s3T5TM9dz26bIL3vL4eZzZznXBtV7ZuVqPaTU2hPmmgX0V/JzbB50PsHlPYV/yMmHSQ3Z+3CI7B4BZqf4uvcy37dsH6sC1QPXNmbtiAOPHj4XubZLDm32xmfq2JHlf2vnYo0zxgSe2c1Chp2TnHsVFYD/4BBG1teoCt5P4CsdJPQnKGV2udjGeb0cSXcvBqeXXO568YK0TIKm82eebJ4Vhvut7ajovtYTcl0fiThKOs1RPvL3sSM/p/mww34Jk5372enuUWvehz/OtOiz47UQUCleWEmmSMOWAPyiRJopd1YO3zze7fYqyghD93h8h5nu6MPfv3iTH//I7X6/bht5tiMV3RETEHQVdfG+gHGlUs3wRtxf7kxx/8ktfc6pe6vse37guvvvIzh0p3zrRl/leFlnHIBlQBTNvNUaFDD0Tus93UXXuJxVDx5qNbWe+qUhYW+Bazbzp4pt5vml786LSTCFJJk8LI0FeX9o5nasT3WpsuOe7KGVwgskNMztZcObbDMDb0rTbZOfE9Fop3SztfJzaxX8lm2F1Ps93yfp8u9BZA1Iy2Xnf4tu2VKiwOs582yoS4/n2M8Mke1br7M98c+k8B7VsO7OV24Fr9f/6bjvF4Nuqlz7MN1/G967+XW99FP/497/Nev7pf+0+3856a0UAFc5vf8IU38bznTRk5/v1c0732/G8xMtHipH2qVnovU4TFhS4BqDR65uer6DnWzPf9vXbHmfW8fk8320dFvJ6IkKxzMIoB6T0TpLQvWgn3Xt89Q7zPS8l8iTppcihAt/tjjEr+t+/dzriKDEiIuKOArF8m8p8rztcK+LWgAZiVigQterqEbjGB8t9w5iWRV/P97LIOphvQLH7ZclZOFZ8Z3bgWifzndgFSoj5DvX5XvUzSANbKr6nPs93WelQuvN1WNBpkSfNolDLf1d0qWkbJ5R2PkB2TmnnRSWDQZMjp/idLszERcISt9smFbZa0s6TRGArT3FSF0CUgk3PH6kg2jzfI4/CQHraKxE4e6hl5z3VFvT8ULuxorIno1zZORUoobRttY66+B7CfIc833OTnG3JiqsW77krO69kr2fQbjXWfK+c3xlZhTPtN6CuowxYMCjJnJ7Hz33snN4f3ee77qhAsGTnTJ2gmW+PmoXWecxCBHXx7bQbI1uE62Gme0nLzp3i/MLOyJKia8+3k3YeKr7J893o8135cw30vc2up6/PN62X0HfCBeD3rd0dY+ppxXa3Inq+IyIi7ig8fG4Lj5zfwlP3793uXWmAWjlF3PmggRgfzA6TnTd9dOuCLr7Xxnzz4jvMfHO2hIqtcZZanu9ZL9m54/kOVJpCKLk7FaTzUmKU9mNfhmArV/2Sjyzm256UWfDi+5Syc0JSD5bd/tPA6mXnsyUC1zTzXcngNfLJzrfyxPo8wJnv5jos5tvz9+2R6cts0sfVcdBkLWe+3fvDLXgB6vPtPSTLN2smfIbJzqdadm77o0Oycz/zbSTCeTrc8+0hvnFce/JHWWInmLfsR+7co0VL6znrcx2Baz7wiY9gq7F6vVcOZkiEeh6fvLSLD79woM9P5kwWWoFrzPNNDLZPdp66xXee4tyOWofLfIdk5zztXIWr2QfzJ7/0aUvV4evz3dbekFtDskQY5YCU9XVqSvYBuzD29/l2rnnPCRe+jabsvAp+v9xtiMV3RETEHYVzOyP8x//x3bd7N7ygQiPizgdJy912OEIAuz3an9jM93qLb5LWro/5NusNMt+pPRibubLzut3UvKj0/oZAg+eTjrRzwJbPLpjceJUQQmBnnOlUYcV8N2XnuvhekewcMInihFWnnbvJ8sM830rSWvbwfNP9cMLYrYRdu7ZAr7ZWY4AKXXOL75HzTFDx7WPx6BzMLZl1kyEnUIFUVTxnYGjxTYFqlTVxoYsfR3Ye8nwDyzHfvn7OgJpg2hmr7zGfjcR3nA3ZeUtSvPs5Qt/imweuSWn/jkCTElcOZji3PUKSCDx1/x4+/MKBYb5ToVuiSSlx82Sh3/ma+Z6X2rvtm1DTzPfMIzt3PN/0Lmsw3+T5PikaYWsAcHl/4hy/+ml7vksrANLax/q9TAW0Vg7Qc+u8L/n5JVSyacFIE4GThT0503fs45O2AyqzwJXl362Io8SIiIiIFWGUJmsvtCJuDXye73GWYG+cBb2gHL7evesCDSjXNfFDBa1K8w/4r50iUXu+UxW4Ni8qzeb1lZ13pZ0DtXSZ9VzuWwQNxe44CzPfWYJ5KXF1xcw3AN1bntDmjV4GjYmOJTzfba3GXM/30cwUGSm7dm2M/qRFdg6odmMk63VTl832KXCtuQ7t+WYFepvsnCdCU8E+pNUYwALXKj/zTefLyNr9nm/ASIRni6q3bDcRAc933YvaDXNrO86m7LzfJFiX59sHO3DNn3aume/DmW47SUo502rMeL6P5iUqiSbzPS9x/Vj1//ZlzKT1tTqq31OjLMH2SKkGgoFreYD5PlkEpeMcNPlkeb6nC+yO/dc9S4R+F2dMdk6KlQbz7RTG5lmw18vDEoH+Cffqs81QN+DeYr7vjaOMiIiIuAUYZUlQfhlxZ4F83XbgWtq7T/atZL5dlm/VoIJs0rL+LLGZsllhfJDUtq1vH26dIrzoLr45gzeEfRmK3bFq+XMwVT18OUOj+nwriepWnq40DDJ35L+r7/NtisG+acX6s0mi/aSh8z52CtuDaaFbR3n7fHcw377d2/LIzmkSxiSZc8+3/XnyhVPB25bsDbDAtUq29uH2oSk7t9POaT10zQtd9Ho830wiLKXEtChbn1HrGISwfMOEo1mB7VFay4qNr3pRhI/TJzvvxXxbQY79Jw0AlREQartH748rBzMdlEYtqy7tqTwGbuc4rBUtNCm0zWTnLx+FWwfSM3jMAteEEDi3neP6ke35pkyCkOx8XlaNsLW247c932WwcM+SxHQySFnxLWW751vbQezt6uWE3ebO7VffhhDzrZQb0fMdERERETEAb3jkbLA3bMSdhbe/4gI+/PyBNdi8uDvCdLHV6/OWlPSWpZ2vZzs0yG9j1fLUYcq05zup+wBXVgJ6+/aMFLqrIOSDwHkh1+Z7J9n5f/jISwBUOzDCKE1wPC9aB+rLwvVWhgbDy4LumeliuGTfMN89Wo2VVHwvsFcXCkq1oJZra6GWp4mWuHuZ71GqVRIkJabnb+xsv5Ky0/Md8hLr4/Z4vnunnWd28b1wkuLpWVs4zLfv2tjBb4qh7Fu8hGTnx/MSO+NMP4Nlzcy3MfB5ak8QuSFyIVCmQVnJ3hOH9FotpZGdu2eG9v3KwQyPnN8GoNqN/advfQ/uq2XcqtWYWoErCeft4K4dzYOtA+m9fjQzrcYA6Pcdx3Ew7dz8vxu25oNpNWZ+x9UkjX1MhQ738zPfSWN5+rvajl9d4N4/Rdn/Gpp9sM/RbFH1th/c6YjFd0RERMSK8O1f/tm3exciVoR3PX0Z73r6svW7b//yz260RwnBkp2vOQfg4XPbyBKBB8/0mxgYCreQ8SFzBuC8zzcFrs1bBvD2ukyQUdcgPk1NYva6PN+ASn8+mhX4oV97Hud3Rvjcx87pv42yBDdOlOx8VW3GCDysDlhf2jkwPMQtSwWmRYmsEsHzrmXUhWJnD2cF9mpvbZqgV9o5oNjvg1kRLL6v1+nSut1czWb7AteCnu/CFOhAWNrPQ6sWLcy09zhG9cRSYdLO22Tnba3GOIM4ZUqTPlB+++bvj+YqOduw6hJZ2h64xotzoD/zTcdQVrJ/4BrzLJvC0M98v3w8tywg9zH/NG81RhM3VHRzz/e14xbmWweuGeZbbT9psLqm+Pb3+QaaPb59cD3fUkoczgs9oeUiS4RhvpPEmjjyM9+18sIpvv2txmzPd+/AtYQmmJqe75h2HhEREREREaHRp783wZKdr5n5fur+Pfzqn/2veks3h6IP8+0ytMS2jLJEp4HPW6SrHFQQThdlsH80IRW3Rna+M8rwmWsn+OiLL+JLX3u/NWglT/vLayi+3dTpVaedJ0mdGC/DqfIh8D7fncx3UWlvLcnOebursmNSYTKi4rv5t+0R83xXdvq4N3DN2QgVTbwdGe2f/7jV8lUlTRBZz0mfcebKzqU1OUfrMb3rw8U9987S+voy37xLAMfxrMR9exN9L2hVieOl53BzCVTB3u9eGqUJZj3aDxK8aefOR2nbUgJndwJBZIlpNUbMN0nCrbTz4wUePOuf1KT3IjHfE57i70j6pwt/2jlnnkPsNYf2fNf/Pp6XkDL82SxN9ORClggTFijbPd/0PIZD7dziu/8156oKjiF96u903Bv8fkRERERExC3ErWw1BvT3TC4DGvi3Deyz1PYAusz3opBWAnobdKuxRdk5oEsSl/lek+d7kuHXXzrCwbTAez/rfutvOevzvcqwNaA5qdHmjV4WdM5Cvbrb9q0oZavMmMvOD6aKnSbmm1+7Ntk5YNhIHxvNW43NnWI1d2TcvrZJruy8y1evme9adp4lond7O9Pnm2TylTXB1OjzXVVIAtYLznzTZFdfz3fKeqxzHM0LbI9Tvb2Cyd9Dbfx8svOhbaeGMPZAe59v/u4NPY9ZkkBKNQFx4rDSVACezDs83w3mW30uFXYbM7VMvQ3nHconDnoV3/VPmjihEMjQZ1OL+RYO8920i+jrXtkqEPfxzpwJhr4he/RZ9ZnmBEUMXIuIiIiIiIhYCkIYf926087XDRostQ2MssT2OVp9vjNVQNLfuwbauSU77898z0u51rRzQBWBX/Cqi9bfOPO9as+328aJBt2rYr5pG8DwSSLe5zvIfNfrnhWVDrbSgWse5rtNdg6EA9eogKKiYUSyc4f5Vp7v5nEkghXo9ekOyc6peC/q4nvIhE8j7bzBfNfFt76nw+s3/tzKBBz2Zb7bPN+jjE1amMC10LPok533vZfo2Hoz36x4DOUf8Pdt0K9Nx1dVhvlmEzyTPMHhrMDN6aLb8+3IztNEeGXnqhuKfZz8uQkllnOYwDX174OZ/Uy5yNs83x7FCj+//Kd7jpPE7m4x5Jr7PN9FWaGo5FonkTcJd/aIICIiIiIiYkNBg5E7vf0cDRjbJIGhwDXL812EfaPW9rjsvMvznQjtF1706CG+LKj4/qJXX2rI70dZgpsnC5wsypX2+Aaof7pHdr5C5pvuz8Ge7yRBUVX1wDuQds6K35tu8c0KwC6fNbUb8/b5HqU4XpSQ0gSgubLzWQvzDZhe7da+hALXGPu6KOWgnIFmn2/787rorfdl0RIiaHm+V8R8H84U803PPE1mtLXx8/X57jshoVU1PYsuntatme/AMgBwLjAZps9dKXXxzZ/rrTzF8zemkBI4t+2XrpPsn1ht3cYsbZ7bk3nhb1fG9rUP802PGa1fM9+BsLY0SbTiKHFk5xSmZy3fCFxTv/clyvNjXDip/W3g555A+xiZ74iIiIiIiIilQYPmVbKUtwN9mW97MFX3vk2Z53tg4NrJvOycuFAFHC8Q1nOuaWD83s++r/G3USo0A7Vq2XmI+V5Vn2/aBjBcoZGlxHyHZcaceTayc5Z2Xt8y3cx3oj/jYnuUoawk5qXpJa+LOidwTXqYb8D2LXf56t208yEt/vI0UVLghWHqcx/zzeTeoWdAh2OVUj9vvft8J3ZiNm1rXlTYqft807qBWlUSKK7cCaI2JYTvs/xn535bgWv279x1Am2FM5u4mDf92NujDJ+5fqLW0VHAH1PaObtHfcy3G7YG2Pd7v8A12/NNapLdEPOdCH1vZJbsnK6Tk3be8HyH0875MaoJl6HMt/n81DMBcjcjFt8RERERERFrQKYHlnf2V63xZbZ7vu0+347nu5T9A9dY7+muELCUpTav0/P91P27eODMBO92EvABezJhHbJzN3Bt1ZM55DkeqtCgAXjhYdAItuebmG+Tdt6QnXd5vj1/pqLmeFY2WnPRZIzxfPvbleWsPRRNcIR83HaLr+H33HZuPOquaoCnjKufLbJzj+e7t3daNGXnPJHb3Q/yfPvQYL4HdB3I0kT3x+4Dc+7DCgXOwIYKZzqnRdmUnQNqovHZuvju8nyT7HykJ7EE3DZax4tyJcw3gY79sJ70CxXuaWJk52kirFZtpSdwjU9KqO2o33cFrhXlgD7fWvLPiu9i2P17pyOmnUdERERERKwBNAi8w4lvPVBtZ76Ft9XYuC6+SxZs1MUUGllvH4m60BLdNnbutHj30/fhp/9kk/UG7ONZddp5lgpdHAD+Vlmn38ZyCg1qE9Xm96SCRDHftuzcF7gWYvSpcAm1GgNUgVM4zDffPqD83L5NjOpQQLUv6nfhwDVXdj7snjuznePGSd0azSlUabKJ9ndehNfPvbPTgcx3mjSl0RQctjPOdCHFA9fa2skVlaxVBcLbwiqEPE0GKQdotVaf70CrMaDb811W0lt8b41S/PpLR+3r0IFrys9N966vh/rJvLTWTxgsO9ee71p2Pm8PXOOtCrMk0de1LCsUnsC1jCXoAy0THEli24wGPAcmpZ93x4jMd0RERERERMQpMUoT5Gn/JORNhZGdtzHf/sC1ERtca4aoK3DNwwSGcG5nhJeP5wDa2bl1gg86QwP1ZTFKm7LzVSadA4YlHh64poqusqW1VJYmSIS6Hw5nTto58x139fmme8/3563a73oyL0yhQcfEtg9Q4JqP+TahYUZ27j/uhLGD8xZZeAgXdka4ejTX6+CfTxKhJrKYlSL0vHBpOHm+xz09sz7mm1pmbY/SZuBaC8PvW7av/zdPxaCQLSFUOJ5knu9mYSjqZYEzW+FWY4BiX0+0Z9vs83ae6eI+xJ5r5ntWWJ/1Fd/H88IvO18ycI1Wr2XnLcw3/38tO5foyXz7J8Xc+2eQ2sHj+daZBdHzHREREREREbEsslSsXCJ8O6AD11qKbzdwbVanIyeJ0IMyGtx3Fci8GOkaxF/aHeOlwxmAdnZunbCY753xStfdkJ0PYBWHbANYwvNdFxnUbiuEUS3pPpgWEALYGbGWTI1Bvn8dxBr6jp3aNx3Pjeyc32OjzLB/MqAc4Axhp+yc+Y4XxfAJn3M7I1w7mqOiiQvXd8s81G3nlsvfiUnfn/iLTRfcb0/QzPcoazCg86Kt+LZ96r6iLoQsEYOlxlTcmj7fDntb78+ZrTz4rBgGWDHfW3lqrWfCCuVguzLWlYFPevjSzk/mpZ4k4uATaaHQNHt59ZMmBg7rd2qo+LbepUx2XgW6FLhJ5Dr531UXOO/7Ib3dueqAMB2Y1n+nIxbfERERERERa0CWiE7P8p0AKmjbWLWsZkEJc1aUaOZ71o/55gPGUUcxfXF3hCsHdfHdUiCsE9zrub+1Wjef28aplHKlSee0Df6zL9JEoCgrb2oyxyhVicsH0wK740wXtUp2rlhMI2/t8nx7iu+xKb5posJt38WZb986uMJA9zYO7AsPpVrG831+e4SXj+Y6I8GdMOL72yZr577s68eq+O6rvEgTM8lA0Mz3ONWp17SPbW38dDK6njAIp9+7yGvP9xAkQvWYpuvkXiU6n23nwmo1Nm/6sSngb5wlXq82wNPOC2sCJktE49yeLMpGj29altCrz3e9uPF8L5AmIsgY8/WnbDI45Pl2WemQ7Nxlvhel3a++Db4+30MzC+503BtHGRERERERcYuRp4kexN7JoIF0W6sxt0icF5VmMah4OOxZfFuy845B/MXdMQ6mBaaLcq19vttAx3NuZ7Ryi8EoTawgu6qSK006B8z1Wdrz7WFvOUZZinlZ4eZ0YTGzKZPQdqadj9oC11TRcsxk57k1gZN0B66xglf3Nu6QnZdSDkp5JpzfGeHa8dw7UUD70qfFV8rY6evH89ZCsflZoeX1BM5854lTULe08aMJMjr3ben3LoZ6vmnfVdq5X6FA93Eo6Rww75WCMd8c9O+2AEXd53tWWoxtqM93t+y8T/Ft8gZo2zujtCUc0J4UoHvf9PlOnOXt9YfOMbdGANSvvt81Tx1VBYDBmQV3Oja6+BZCPCyE+AdCiGeFEDMhxDNCiL8mhDjX8/MXhBBfL4T4l0KIjwkhToQQN4QQPyGE+P1CiMbxCyFeJYT4E0KIHxFCfEoIMRdCvCCE+H4hxLtWf5QREREREXcj8jQZ7KPdRNCgqtXz7QauMeabijvNfA+SnXcw33tK5n31aH7bPN+0zVW3GQPqSY1i3WnnifWzL9K0Tjsvm8FNHOMs0YFre6wlEl2qspZfAy19vrXnu/l3KlpunhSNwDXAyN4BJdf11Sm8XVYo4dnstylg2uTYIZzbGeF4XurJKPcdkbNrru7pdga+qCSuHc8H5Q0IT5/vo9r7vDNmaec8cC3Qxk8nh1dMdt6zEHvk/BYeOb/de78BsisY6bV7y9D+tJ0P421Waecuc0wS8T7rOFmUnZ5vH7sOqOtAt9mwwDX178NZ0Vq084mhVBjm21geAsy3bjVmb1fvB1OtqOWX6PNtMd918T3A/38nY2PTzoUQTwL4KQCXAXw/gA8BeCuAbwbwJUKIz5dSXu1YzVcB+E4AzwH4UQCfBHAfgK8E8PcAfKkQ4quktN5Afw7Afw3g1wD8AICXATwF4MsBfLkQ4pullH99NUcZEREREXG3IkvFYB/tJkLLzlsYqoyxdYDq802MlvZ89w1c44VTD883ALx0MLttnm/a31W3GaN1W7LzKlwULgsqlJZlvvk6fMhToQLXnOI7YSyblnp3thpr/v2hs1sAgE+9fIz9OmDL7Z3dKTtnvvCufeHs4aKsBrWIAsx98uLNWWNf6d8LxnyH3iHcn3vteIGzLUxv47OiKY0+ricDtkcZ8lTJ2HmrsVAvaSq6zIRBf8/3n/+K10E6kwBdoJR8Cb9VgbYdCkoDzDupKFWf76bsPK3X0caem+3yd6ObBA6EmW9az6KUPft8q5+6+J4WwesCtAWuSZV27jy3bg/ucNq5WY4yCvrKzvXEB3uvDQ0MvNOxscU3gL8FVXh/k5Tyb9AvhRB/BcC3APgLAP5Qxzo+AlU0/1sppb7KQohvBfCzAH4HVCH+L9hnfhDAX5ZS/gJfkRDiiwD8MID/VQjxf0gpn1v2wCIiIiIi7n7kaXJ3BK6R7LwtcM2RWs7LSg9IR1p2rtiNPu3D9P/3ZL5fOpwt5b9dBWgy4fyK24wBzeK7qmQwhfs02wCW8XzXLabQnpQ+IuZ7tsDlvYn5PCtiu9LO22TnW6MUD5yZ4Jmrx3jNA3uNY+GstgysI08TzUR3+c/dVmND1S3Epr54MG3sK+3Lgvmnt0YdaeeVxI2hxbdHdq6Z71GmpcEF93x3pJ3PeeBa77ZTAk3Xdo99r2Q4DCwh5rulcNZsfUB2PurPngOwEtsTh/muaBuBQLVECCRC9kr6dj3fR/OidfKHX7OsDsCkffIz37bdoK3PN6CK+Aztafgu3B7ygJqsBaLs/LZCCPEEgPcCeAbAdzh//jYARwDeJ4TYaVuPlPJHpJT/mhfe9e+fB/C363++0/nbd7mFd/37HwfwYwBGAD6v77FERERERNybyFNxW5jYVcO0Gutgvl3ZuWa+62CinrLz1Cq+uzzfanB85WC2VM/lVUAX32uQnfPCEQgzt6fdBrAc8w1QunWb51uxyhS4RuBFbFfa+VseP4d3PnUJ9+1PvH9/7MI2nrl6pM+VnXaeWqx2V+CalsB3Bq4NKzoI1Av+xToo0JX7K9k5azUWeIdwlnK47NwkWRPo+dwapaYVF0tdDz23ruy8K/3+tGgErrmsLAWu9fBrF2WFY08SOeUItHu+zfngjG3mTESSnznEfKeJwA4LImyD6/nukp3bzLfJdihCaedOEnnIDuIy5Mrz3Vd27vF8U6uxGLh2W/Hu+ucPeQrnAwA/CWAbwNtPsY1F/bNY82ciIiIiIu5BZMldwnz3aDXmBq7NePGdmcC1nLEvIQgh9OC4q1C/WMvOn7uhWMSh4U2rgPZ83wrZ+RqKbxoMD7VIWJMkbcx36vd860Ki6g5ce+XlPXzX+98avAcfv7CDT1w90lJWvj8jdm9Wld83nqeJlk1TUdpHdj5vCUQLQTPftezcZb5V5wDmtQ6lnTOWcinZucN8Xz9ZYJKrADRdUFt9vts933T+hni+lwEltVPt5l7Os9s5zmzleM39+8F18Imj6aLU6eYEus/OtjHf7Bi57NxNAu8qLFMheknOad2A3ee71fPteUZJ9eDt8y1cz3e77FzbEqr+lh+3lzgATBeR+d4EPFX//Ejg7x+tf756mZULITIAv6f+5w/2/MxjAN4D4BjAf1hmuxERERER9w7GWYLRXRAgYwLXWphvh+2Z8VZjFLjmtOTps80uBm2Sp9gbZ3juxgmAZtumWwEq+C+sSXZeVFIPgqt19PnOqPhejvkG2hUKJDtXnm+edq5+UiEADGffCY9d2MFLh3NcO15ACHs93PMtpfTLzj2e79CucNZvmZA/7fnWsnOH+c4SzHnbrs5WYxWuH89bC0XfMbi+5N946QivuLir/07rBtrb+NEzt6gqSEmM6vrKC+oPLwP2gO1Rhl/6tvfinU9dCq7DtBrrSDtvTUz3y86zxO2BXU8IBc5fmoreuQFmk5R23i4759eBrin5/X3XqdHnOxS4xnrdq2vRf/Iuc7YBqO8L4N5pNbapnu8z9c8bgb/T788uuf6/BOC1AH5ASvnvuhYWQowBfA+AMYD/UUp5bcntRkRERETcI/gj734lbp7c+UIpKi5aW43VIUNSSgihArYo/GpUpyQfTovezHSeJJiiX4Luxb0xnr2uCpnbKTsfIvvtC13YlBKjTKCUyxeowW3QoHyJPt+Eds93iisHM8zLykk7N0VsJSWE8LPSffD4BZWY/dEXD5CnibUennZeSb+cnELhAGgvdEihoVPapWrXNHTC58xWDiGAFyhwzdnOKBWawVdp6u3y95snBYpKtnqcXVBoGcfHrxzitQ+p4TcPJAPa+3wb5rvSRWff8K1lkCQkO6//Hbhn2u4loxrw9/kmiXibdN32fLMiN7UnInUoYeh+Ev2LbwGb+T7okJ1bnSM4810h4Pm25eTBwDXm26Znq3+rMT/znSWit3T9TsedepR0hYdFJAIQQnwTgD8GlZ7+vh7LpwD+MYDPB/DPAfx/O5b/BiHEB4QQH7hy5crQ3YuIiIiIuEvwOQ+fxRe86uLt3o1T43MfO4dv+eJX43MfPxdcJk/tAZWv1djhrBwcyhPyu3Jc3B3hWc183/phzZOXdvHGR8/ijY+eXfm6XT9tVfmZ29OAzvXQgqlvMN4oTXD1UBWa+4G087KSQcl5Hzx2QUUAfezFw8Zx5Klhkispvb5y7vkOMaoEYguruvAYes+licC57RGuBJjvLDH7UlRhZp2KmJfqczuE+U6EKeAAVfx86uVjPHlp19onLn/v8nwvSqmf/3UWUdTn26SdL7cOwASuuXJn+ndr4Bq7P7jn25X00wRG0MaQCOyO+ymkaBVVPdF51FV8O2nntI5K+lsEps57vKuXOjHoQH/VkfHb29L8e0VyDmxu8U3M9pnA3/ed5XpBCPGNAP43qDZi75JSvtyxfArgn0C1LPs+AF8rO3oiSCn/rpTyzVLKN1+6FJa8RERERERE3AmY5Cm++YtfZUkrXejBumbKTNo57/Pdl/mm9fUZxF/aG+O5mvm+HX2+z++M8C//8Ofj4XPD+hX3gdvGqVyH7DylIKaBRSRPUm7Zp3GW4OWjOQBYbZGstHMpO7MA2vD4RXXun7sxbTC0dqsxPyPK2fGu5HW+38v0+QZUEjcFrjXSzh3ZeZfn+woV31vDPN9cGv2Jq8eoJPDkJTWJQRMYix6e74zJzosOlncVSIVSgBjP9/BtcU/71CM7f80De3jqvj08Xafne/fD8nybz6eJsNpomQmJsIJhJ5CE7oKOVUIVrJVEa6sx/v7UsvNaFt+H+Q71+ebecJOzMCThHo1QuntFcg5sbvH94fpnyNP9qvpnyBPegBDijwL4mwD+C1Th/XzH8hmA7wXw3wD4pwC+Rkp55+sHIyIiIiIiVgydjlwzZXafb/XzZFEOkJ3Xnu9ezPcYJ3VgT57des/3OkHMv27jtJa08/V7vmmgvTc2BWLCBvrVKZnv7VGGy3XbObcIGGc2qx1qNUaFpkl49m+Lfl/WrcaWyRk4vzPClVDaOSveFkUVfAao+KP1tEmkXSSJ3ef741cOAUAz326addskw0hPEFWmEFtj9oJKapfBMLA+oOObLkrVzs0pvh+7sIN/9y1faLXGcxHu821PbJC3OTS5dWYrD6b4u9DMt5Q4mKkM6DbJuo/5psC1opLBPt/0vJosBniXo9BBAL2DBylQ0/J832PM96Z6vn+0/vleIUTi9Ojeg5KAnwD4mT4rE0L8CSif9y8C+M1Sypc6lh9BMd2/DcA/AvB+N3U9IiIiIiIiQsGVEs6LZp9v9/9b10eS9R5sCiWeA7dHdr5O+GTnq2a+tRf0FJ7vtn3i13zPw3wr2fnpveyPX9jBiwezhlUh52nngckLJU3vKzs3hceyveXP74yCjChPuJ+3yL3pul09VKqCQZ5vYff5/viLqvh+oma+teKirLS0OBy4RveovDXMd13chiTRfUATJoesvdoy+0GwPN+JfW61LDtwTr7r/W/Fdk/ZuWa+JXA0UxOObZJ12/Ot9jGpA9fa+ny7nu+Q7LyspH7nD7GtULszwrQoLen+3Y6NPFIp5ccB/BCAxwF8o/PnPwNgB8A/klIeAYAQIhdCPC2EeNJdlxDif4YqvH8ewHt6FN5jAP8SqvD++4iFd0RERERERCuM7NwERZlWY/5Bavv6ah9yn8C1u7j4dmXna+nzTdfpFMx3G/vL1Q5W2rn2fNNxDdp8A4/VoWuN9HBXdu7bxzpwTUqpC6fQZIAluW0pStvA29K5n8+zRBc0bet3Pd9ntoalnXNf8sevHOKhs1u6vzXPcCA1S0i1omXnZaX3e52eb93nu6J/D18H7d/BVLHHyxTfXGExcotvnnbe4fm+/8wE+5N+Eyec+T6cqomD3XG/RHbOfJs+3/Z1osWN55t+H2bIl7nmWSJQMs/3bFG2BnrebdhU5hsA/jCAnwLw14UQ7wHwQQBvA/AuKLn5n2LLPlT//RNQBTsAQAjxewH8WQAlgP8I4Js8M2TPSCm/i/37bwP4LQBeAvAZAH/a85kfk1L+2NJHFhERERERcRehT+Ca+/+t66Pe0z0D1wi3w/O9TuQN2Xk4hXvpbehB+fDgMPP/7bJzgt3nW/0kFvPUzPfF2q/s8VBz5jvU5xtQ968pOPzbof2c1VaHZXrL8yCvxv4mAvOy0r7cYPFdHwf56Yf0+Vbsp/n3r790pFlvwE4DJzl+6Nmi38+LSis0Vq3O4KDAtapDodAGKkoP6gLWlZ33AT9Et9WYN+18BVJ8znwTa7/Txnyz55KnneuEcuc6CSH0+VXbCfX5rkMHpZmcGWK/cJnvWVHdU8z3xhbfUsqPCyHeDFU8fwlUQfwcgL8O4M90haXVeEX9MwXwRwPL/DiA7/J85iKAP92y7h/rsf2IiIiIiIi7HmawrgZUM858p36GqA00eO8zoLu4d/cy317Z+YrrGhNuN5T5ZpMqra3GArJzJ+38tIw+Md/uPTCy+nwHWo1ltswa6JadU2/iZT3fBNejTrLzhfbS+tefJAKJUBMGe+Ns0L2fJqalmpQSH3/xEF/15kfYPjHmu+M4iTU+npdGgrxGzzfJuql0W+a20W3aTlF8k3e5qKRVOCaJgJR1ZwJWZK6i9zlnvo/q4nuvjflm14FsJWli2ur5Jkl4YRxmvtXPopQ6lK1v4Jrar8RSB0wj8705kFJ+CsD7eyz3DDxKIinltwP49oHbfOeQ5SMiIiIiIu518MRj8ogSG8Sl5r0D1wbIzi9ZsvP1DfpvB3JHdr7OtPOhPt1lPN+8LRJPDa9OmXYOKM834Cm+MxOmFpK3j9h5NiFT4aIXAE7mivkeUnQQbNm547tNBYrS9E9uyz3IEuVVP7vTn/UGaua7rppeuDnD0bzEk5d3zd+psOf7EXh2z9Qp69ePF4z5XrPs3ApcW4b5VvtH7PFkCdk5YApVN3ANqMMRYSToq/DBr4T5Fqb49u0TD0Mznm97mZQx31U5nNlX581IL6aLChd3N7okXSnuriniiIiIiIiIiFsOznyTRNrLfA8MXOvbaozQN3H3TkHOJjWAdaWdq/WdLu28m/neHqXW9eRp56ft8w1wz3czcG3OA9c8x0n3zbysOuXMtJ9TnbC/hOycM98+jzrzT7dNKNEEwdkBfm9AHZuUNetNSecXd6xlsjTBoqpMmnVL4NreOMO143lnuNgqQH5102ps+DroHtGe7yWTtukZsFuN2aFlq5TiW57vGXm+w0Wrb4IsSczz0Ml800RUiPleos83QIn+XHZetrayvNtwd31LRURERERERNxyZNrzXWk5LhVdac2i8d91ro9k5z0GrJM81QPQu8/zbdo4AWtOOx/c55sV322e7/oY9px+xKtOO9+b5Li4O/LIzlNd4Ks+3759NKFhncU3takqSuuzQ3B+m8vO7c+P6sC1LsaZf3aI3xuw06p18c2Yb8AUSF2ebwA4u5Pj+vG8M1xsFaAe5afxfNP+ncbzzddjp52rn1R8r5L5ThjzfaSZ73DxzQtiet5SIfQ7Osx8O7LzxC2+aYKB2SOG2B5S4cjOK0zuIc/3vXOkEREREREREWuBDlwrJWZFM4iKBmZ9i2Navu+AjkLX7lbPt+5BvYJgssY2smU938L7/y7oPthzEp15AagY6UGb9+K1D52xlBCA8Uwvyqru8x0OXJsXFUpK0Q7sjwlcG150ENrSzrM6EKuLcQbMBAgPcOsDulxl7ffeHZs+6XrddRHWp7g6tz3CteMFY0HXKDtPgKrCqZhv2j9ivreXlJ2TaoF7vqkwLTTzvboJCTpW8nwL0b7vQeabPN+e62R7vv2Ba8YyAhbeNiTtPLFbjS3K2Oc7IiIiIiIiIqIvtOy8qvTAzvJ6p4kVwta5PpJC9ywIL+6O8czV47vQ823LzqvKn9Z9qm1QsvwpPN9t9gC65q48ltg0Clw7rewcAP7m17ypUSjoNO6yQiX9KeY08J8WpS44QvujZefFaopvX5/vopL6OWq7p+maDenxDZhzLyXw8StHePLSTuO+ouC3PvtxZouY71uTdl7UEynA8sy3ENDtupYt/AzzbaedA0x2Tp7oFcwuCdAzAxzOSuyMstb3Ad2b6nhJ4YJWz3fK2oCF+nzrLgyFUYoMTTtvBK7dQ8X33TVFHBEREREREXHLYXr9Sm/xTexqf9n5UOZ7PGj5OwUN2bnEGtLOaVA+lPnmbF934FpYdl572VdQsO2OM92rWm8/M+cwxHyT7Phkborv0P64gWvL3HPbo9RkIjTSzuv1L7rXT9fgzEDmm4fdffzKIZ64tNtYphH81vLsntse4fqJYb5X0VYrBOrzTSnby2YgZIkwsvNlmW+P7Dxxiu9ylZ7vejOyZr7bwtb4Ni0GXLR7vrMkYUn49Xadc3y2vt+Uz78u5Af2+eaBa7Oiss7h3Y5750gjIiIiIiIi1gIeuKY931Z/b9H4XRuGpJ0DJnRtmZ7LmwzefxpQwUSrPsZVpJ23sV60v/uO7FxLnytZt1BbT8HGpfvK893cDrFuJ4uyl5c4TQSzVwzfbyGE9n37mG9Ate7i/w7tBzCc+abPvXQ4w3M3pnjNA3uNZbJEBa718Xyf285x7Wi+UpY3hGaf7+XWkyUJDuer8ny3MN9LBJKFoD3fAA7nRavfm2+TP9sJu3eDzHeH7PxCbfN5+Wiu748h74+UBa5JKes+35H5joiIiIiIiIjoBR64NncC1wDm+e4tOx/mQ75bme+MBYEBSibreqdPCz1AH3ju+GC7lfnWnu+A7JzSztckVaZ7ggoO32aI+ZwuSu35bpsMSBOh086XLTRJet5VfLcVvdmSnm+agPilT98AoLzyvnX39Xyf3R7h5rQwRd06+3zXzLf2fDc7DfdCVvfjBpaXnWvm2/J8m3chYIrwlXi+65+VlDieFdgZtRff5D+3LCIdfb4pc0BtR/3OnYg6tz2CEMDVwxlL5R/AfKcJm1BsKqXudkTPd0RERERERMSpkHtajXE2aDS0+NZp5/2W/6KnLuFDz9/UPYfvFmi/cj1APZgVra2FlkG2As9328A7VHzrwDVZB66tifmm7dMgv112Xun2Sm27kwqB6SkC1wBTfIdk58d1mnVbIUvn8MxQ5rte5S996jqAQPFds5N9PN+Utn71aK6WXWef70SgrKA932LJTdF5HWXJ0oWxN+2c7BT1JM5KPd/MqnE0Kztl5/RMW8y31efbH7jmJrW7z0yaCJzbHuHq0dwErg2YcOGJ6vdi8X3vHGlERERERETEWsCZbwox2mYDQ1/P79b1UfHdc0D3hkfO4ju/9nPXGvR0O8Bl5+TzdIvYU28ja7JjfcAH222fHacUuObKzo08d53MN7UCo3RyL/PtkZ237U+aCO3JXkZ2Dqhe34loesuHyM5N4NpAz3f9uV/61HW84uJOwxJA2+2buk7bv3Iws9a/DqTClZ0vWzir41lWcg6Y4tWSnbN3IcCY75XIztVPWff57pqIM3kONjPfynyniZaS61A7z6U/vzOqZef1/TFgciFlnm9SS0TZeURERERERERET+hU7lJq9uvizpj9nQapQ2Xn9/YwhcvOVWHY3td3GVAv9dO0GmsbeHcx35WUKGU44Oy0cGXnXs/3SC1zsih12FRbAZkIs75lme8LOyOvEoTu+eMegWtUVA31fNM5+JXP3MDrPKy32g/VcmpRdjOTxHy/dDir93mNxXfiBq4ttx7ax2XbjNG+ALaih7fQA4zne9V9vo/nRSNc0EWmZef2Ps91ezC/7JxC4kKyc0Ddv1cP58bTPmASijPfOqDzHnrXR9l5RERERERExKmQslZjV+sBOIXyACxwrWfxbQLX7i4meyh4/2lSFKxcdq4D14YNfi02rUfgWijtnCTE67rUdA6ni27Z+XReYlIXY22EapYmp5adv+8dj+ENj5z17K8tO2/1fNfF09klme9ZUQWL77Tuxdy3zzcAvHQ4t9a/DiQ6cK3+97Jp5/V5PhXznYZl5zSJs8q0c97n+3BWdk7EGdk5S2MXQjPbvueWJl1oO+ozzXVf2B3hw88f6PZyQ94fSjniyM7zWHxHRERERERERPQCDfKKmvkeZ4nFKOnAtd6y82Ey9bsVIyY7P6iLsZXLzj2JyH1gM9/hz17emyBPBV5xccf6PY3V1y47157vcOAaTzun5dsC1xJhAteWvUefvLSLJz0tvkaO7LzL850IYG/ghAw/Np/fG1DXtCgrLApiNnsU3wfEfK8x7VyYnACgfZKkDfSOOU1/aa/nm70LgfUw38rzXWC3y/PtaSPohq+5yJNE73uozzcAXNgZ4+rRVV3ID5ko9THffb8b7gbE4jsiIiIiIiLiVODe5KuHc1zcHVsDNipoIvM9DFp2vkbmm4K/zu0sx566/+/i/jMT/OKffm+DpaPPSKmKb98AfxUwsvMw852nCfJU+bjp/LZ7vo2HfNX3KCkR+vX5Fji7PRos2efLv/ah/cB+CCtAse04KfDtyuH6Pd9JXbjpwLVTpJ0Dy/f4BtQkRpoIyx5Dz6wbWrZK5ruslA2lr+zcDVzT+x9oNUZ+7LZe6ud3Rrh+vMBUJ9wPYb6Nr9zXHeNuRyy+IyIiIiIiIk4FHTJUVrh6NNMFHYEKiN6Ba5qNvXcGZD7QoHlRqYAlYPXF92MXdvCjf/ydePzC9lL7BnQPvH3y2ITJcysp13atR1p2Tp5v/3KTPMXJvGxl+wipEL2CyJYBFblHPWTnaSK033oI6NI9cXEn2LouSxIcF4WWnbftx/4kQ5oIHbi27lZjtux8yfVQ8X1K5tv1wieO7HyxwrRzWvfhTN3L/QPXeMHN/u7ZpywVmBbOxIHnWbhY24pevFlf8wEXIk+Nr9yknd87gWux+I6IiIiIiIg4FShwa1FKvHw0t/zewHDPt5ad30NsiA9CCOSp6rt7QMz3imXnABqS8D6w2L4lKiA37Xy8ZGp4F9xWY6GieitPMe2Zds6Z49UX3zXzTWnnLefl7Ha+FGNIxxaSnAPNwLW24xRC4OxWrsMW1zlpRoFrp007p+M5jew8S5vFNx27Yb5X7/k+mC4AdIcv0nNpS82bEnn3M03ZeXPd5+tAzRduTgEMew4Uux6Z74iIiIiIiIiIpUDBPSpwbY5XXra9rNrzPVR2fpe1DlsGeZpgUVSaCV01870s+srOuz6//rTzOlxsEfZ8A0p+TInybcsB9mTDqr2qbquxtkL2L/721+n9HQIqWD/n4Zbiu5YGG09v+3Ge3WbF9xqZb9PnW/17WbcC3X+nSztPGoztrfB800RcZ59v3TWCyc47PN9Zmuh91rJzz3I0wfrCzSmEGPYOsPt8163GYvEdEREREREREdEPWh5dSrx0OMPF3bH1dypQ+raToSTte73VGKCKnmKNsvNlkZ2S/eVp51V1C9LOWzzfgGK+T+alLgraGFWL+V4xY6/TzqmPeMu5veA8Z0O30cZ856kKXCNmssvbrkLXjgCsptAMIRFqwkZKCSHa7QFtoOM5XZ9v0Ujp5pNKgGLAff3clwEdKuU/7HR6von55mnszX11P0MJ5q1p5ztUfM8GP/8pC3W7F5nve+dIIyIiIiIiItYCGnzdnC4wK6qG53to4NqDZyfYm2SnYqXuFuSp8hfr4nsNsvNlwAfuy9QVVA9Ua047J0ZtpluN+ZfTzHePgCzugV2X7Jxaja26uAeAL3z1JfzF3/46vPXx88Fl0pqdXJQV8lR0Frnce75W2blQ+1VJLBm1pkD7eJrAtTwVmISYb9bne1Xnw3i+ifnuWXyzE2Ux395WY4megGpr50bv+BcPpoMVSjbz3d1H/m7DZrzBIyIiIiIiIu5YpImAECZ858IpA9e+7HMexLufvnwqP+bdApKdH0wLjNKmzPV2gQb2fQozH6hIIf/ust7dLpi0cwpc6/J8q3+37U9Xu6bTgPb3aH66VmZt2B5l+Jq3Pdq5H4uqqovv7n3gvcbXynzrPt+nu2eo8DzNO+aPvOtVuFn7r/V66b6uvd6rnFiitdzUnu/2faftWj5v0X7vZonAorKZb99pPrs9QiKU2ml7NJD5Tk2i+r3IfMfiOyIiIiIiIuLUyJMEz99Q4TvNwLVhzHeSiGAK870GIztfbAzrDZiB/bKFReoErq2L+c6dwLU22fnN6UKnVLftTnrKiYc2UFF4Mlfs5joL2db9qIO3FqXsVXyfq5nvVUmsQ0gFBa4tH7YGsFZjpyi+X+fxzOtJJXW7oSjlyq5h0/Pd/j4QQiBLRDCfIfWlnScCpRO45ks7TxOBc9sjXD2aD263l7PAtVl57xXf986RRkRERERERKwNaSLwwkFdfO/YXlSSzt5LA6xVISPZ+bTYGL83oAb2aSJ00v1QUIEmpUQp5doKNrfVWGgzk5HyfPfxEpvie/X384gFrq2juO+LLFWBa7NiGPO97pwGksPTdVp+PSQ7X+3+pg3mu9KBlKeFKzvv8z5QfciHBK4JLEh23pF/QJOsQ2X1aZLoAp+CEDdF0XMrsDlv8YiIiIiIiIg7FlkqtOy84fkm5jsGqA3GKE1QlBVmi26m61YjTcTShQVvNaYC19acdt6D+Z4uKsXCd+wLrWMdxTdvNbaO9feF8uUq2XkfPy55vtfN1CeJUIFrOB3zvYrANR/o+G3P94pk5/VlOOzJfAPqfrLYbsGZb5/svJ/nGzDv+aHp9tTGDgDm5b3n+b53jjQiIiIiIiJibcjTRDMyIdn5vTTAWhWyVGBRKtn53oYV31kilg6T0rJzqXzf65KdU6/0ue7z7V9uK1eBa31Y+HUy31TIHM2L21t8pyQ7r3rJis8R873m4lsHrtUp4kuvh2TnHYnhQ5EkZlKJfq7a8019vrd7TBykibCuSVdeQZoI3dtde74DtyGl7Q9PO2eBa3UQ4r00MXvvHGlERERERETE2sA9lNvOgHZo4FqEQZ4mWNRp55vk+QaaA/sh4GnnVXU6FrMLeZow2XmA+day8+70dipgRmvoj0bPSCVv7/MyPHCtZr7XvM+K+VYTNqeR5NMxrYv5LteYdn40L7E9SntZNfK0zfPd/HyemsJYdjDfFKw51POdJSxwrZ7cWWdOwKYhfgtGREREREREnBo0mHVZbwB4wyNn8fmvvIC9DSse7wTo4nvDPN9AzXwvWYC6aefrrNlGWWJk54HtTGrmuyi7Zef093wNSg5eyAwtalYJClybF30D124d8w2o4vY08zV6snBNnm8tOy+rlTHfvAjua0FJHXWKzXw3j5334G7r8w2YbI/hnm81gVJVErNFdU/5vYHo+Y6IiIiIiIhYAagIc9uMAcA7nryAdzx54Vbv0l2BPBWYLjaV+U6WZ75vUdo5oCYwqNVYm+cbAE4WZScLb1o4rY/5dv//ViOrE6nnZdVrkuGWFd/1rhTV7W815gPdGxVnvlc0icIPd6dnf/IsSSxWmZ8zX15DztqAmeT/gOd7dznmm+5rdX+V91wQ5711tBERERERERFrAQ06yQcYsRrkdeDawbTYTM/3kgUiL1LW2ecbUH7S6YI836Hiu+6vPSs6JbD097V4vtm2byvzzVLi+8jrb6XsHADK8nSeb2JrVy07d5nvcpWBa7z47vkueMMjZ/GaB/bY/pm/hTzfxEp3yc4v7iyXcG8S4SXmRXVP+b2ByHxHRERERERErADUcspNOo84HfI0wfG8xKyoNjLtfNnCwgSuKeZ7rcU3l52HAtdqJvFoVnSy8FSLroOxo4C4vv211wXTb7zsZReZ5Ckm+fJKiL6g+2ZRVae6Z0zg2qo93+qacc+3r5/2MlhGdv4dv/tN1r+70s45K21ajfnXrdPOB15zkwhfYVZUGOf3VvF9bx1tRERERERExFqgZecez3fE8shTgWvHKt144zzf6fKeb2IwK7naRGgf8lR0ys5Jfnw0L3oErq03QHATAgppMu14QOr6ue3RyiTWIWhmuTxt4Np6Wo1xTzr9XNWEhFV8LzlpwFUdvmyDlBXGXa3GTpN2Dty7zPe9dbQRERERERERawFJD32e74jlkacJrh/PAWADPd/iVKxeIkh2vv60c2ppFGS+qfie9fF803rXs8+ZlrXfPtk5FUjTRb+0cwA4uz1aGcsbAl2boqpOFbhG+7lq5pt81Dbzvari2/z/sioYKrgTAa+9gu69RSlNq7Fg4NqSfb6ZND8y3xERERERERERSyAnz/dO9HyvElmSaP/oRnq+T1FYpInQsvP1p50r5jvo+Way876Ba+tipknOfntbjaljPJ4XGGX9rvGFndHaw7NSVhyepqZdF/PNC0sAKKtqhZ5vs55lVTBUcIcSynmrNClVonzomTmzlSNNxBLMt5Hm34vM92a9xSMiIiIiIiLuSNCg+HyUna8UvPDZPOb7dB7fRAhUlUQp5Vr7/HLmO7SVLSY772qdRMX5umXntzMFmpQsx/Oy93H+8f/qKczqfurrQsKKw9OoJfYmGUZZsvLim/aJWOOiXK2lQgjVf3t7tCTzXe9LaJ/ouhdlhVK2t91LEoFz26Ol+nwDwKKsMCvK2GosIiIiIiIiImIoaIB+MTLfKwUvfDbO832KPt9AzXzXwU5dvbVPg1HKA9c6PN+zEud22ovNdcvC6ZyuO7ysdR/qbc+K/rLzNzxydo17pKAD18rTBa79rrc+is978uLK09k1810az/cqZdWJUGqR3fFyBWuWtN9bdE8XPe0gX/b6B/Dkpd1h+8Ck+fOiwvb2Zr3X1o1762gjIiIiIiIi1gIaUEXme7XgLOymFd+PnN/Cma186c+ndSFRyvUGro2yBPOyLr4DdZCWnc+LztDAdbYa4+vdhLRz4PYy8C50n+9SnsrzvTfJ8dqHzqxmpxiSREAIJTcHVBG7vUIffCKAEst7vqmY9vX4BowkvKg9313n+Nu+7LMH7wNvxzYrqo26v24FNustHhEREREREXFHgorEGLi2WuQbLDv/jq95U/dCLUhq5luuPXDNrDvc51sV31L6U6A56O/r8qpS0nh+O2XnrGDcJE/uqgLX1gmaVALUfq5SwSAgAEhsLxu41pv5rtb2XGaO53sci++IiIiIiIiIiGHIU4GdUarluxGrQb7BzPdpWj0BqhBY1PLc9bYaM+cwVExw72+X/3zdgWs04XI7i14+YXE7U9dd2IFrm7NfHGkidODaOjzfAJaWnScdnm/OSlfV6ULtQuDt4u5F5vveOtqIiIiIiIiItWBnnOH+M5PbvRt3HXiBt7NkyNKmIhECi1oOvm7ZudmmfxnecqprV7TsvGcK+FDQNb+9nm9zzm6n/N0F70O9qcV3lgiUzPO9yskLOuZl3wWk2ginnXPZ+bqYb+P5nhVVDFyLiIiIiIiIiBiKP/beV+NgWtzu3bjrQAXe7jhbayL47UAiVKqy+v/1Bq6Zbfq3M866lyGY0Kq7V3aeWsz35hTfWnZ+Ss/3OpEkRnau2uit7vzRMS/d5zuhn4G0cza50cfzvdQ+1PfWoqowL8ooO4+IiIiIiIiIGIoHzmzhgdXnF93zoEJs0yTnq4AtO1/fdnjxGComhBDYylOcLMrO4pv+vi657EbIzrnne4OKI+P53lzZeVZnGQBqP1epYNDM9ykD10L7lFlp5+sJQsyZ53t2D3q+762jjYiIiIiIiIi4g0CS1Z0lPZ6bDC47X2/gWj9Wm6TnXQWH8XyvqdUYMd+30WudbaznW/0symotfuRVIE0S7flWzPfmeL47+3w7aefreC6Nb7/CvIye74iIiIiIiIiIiA0BSY93J8u39NpUKOb7Vnu+W4rvOnTttgeukef7drYaS3jxvTnlAl2/RSnr5O/NQ5oAVbWetHM6/u1lPd9dxTdLO6/k6UMV27YxK1Si+ial6d8K3FtHGxERERERERFxB4Ekmnt3uex8vZ5vs+62OmiSJ53LAOsvvkfZetffB7zw36TimweubajqHNktYL6X93zXsvOAmkF7vksJKdebdn48KwEA43xz7q9bgXvraCMiIiIiIiIi7iDwwLW7DYkA5iQ7v0WtxtqYPC07v819vkn6O7qdsnN2PTaJmUxYcbipnu8kwfo936MlZeeCmO9A2nlq/NhVtd608+O5CujcpPvrVuDeOtqIiIiIiIiIiDsIVIjtTu6+4tuSna+T+e7RagxgsvOuwLUO9vC0oMmC28k4822vq6XaMkh54NqGVjFZkujiuyxXm3aeCKXQWNaSoO/djrTzRVmhXDfzPSfm++7Ls2jDht62ERERERERERERVATdncw393yvbzt9A9cm2vPdvj4qANfn+b79svN0Qz3fWnZebm6f79RNO1/hJI0QYuke3wBnvts932Wddr4ORQpNKB5F5jsiIiIiIiIiImKTMLqrZecCxS3wfOcDA9e6087Vz3UVDYb5vn3FZb7hfb4XlVxLGNgqkAqBolKTSkVVrdbzjeX93gDzfHcx35WElGuSnafR8x0REREREREREbGBuNtl5/NbkHY+7tHnGzCe766Cg2TE65Jjb4LsnMuaN6kVFGe+N7P0JuZb/X9RSeQr9nyfpvgmJrur1VhZVXWrsaU3FUTmyM4j8x0REREREREREbERuKtl57eo1Rgvknu1Gussvuv13sWyc14wblJxRLtSye5U+tuFLBWqeK3Z41V7vpcNWwOM7DzEfJse3LI+x+vr832yqGXnGzS5cytwbx1tRERERERERMQdBJKd792NzLcAFsUtkJ33ZL6157tjV5K1e76JWY+ebxf8PtlUz3ciBIpK6nZjK/d8n4r5Vj9DEwI5TzuXci3t3LTnm2TnWQxci4iIiIiIiIiI2ACc2x4BAO7fn9zmPVk90lvEfI96Bq7pVmOdnu81txoj5vs2Urt2n+/NKXL5tdnU4jtLBCopdejaqvt8n0YFQ4VvF/NdlIq5XyfzrWXn9xjzffdNo0ZERERERERE3CV44tIufvx/eCcePb99u3dl5UiE8XzfusC18HJ9ZedUuNzdrcY2n/ne0NobaaKCBCl0bZV9vr/qcx/Bk5d3lv48Xco0cO/SdS9q5nsdk2Jun+9xLL4jIiIiIiIiIiI2BY9dWH6wvcm4Hcx3W0L20D7f6ypKRxsgO8+YLHmTmEl+n2xy8T0vqrUw39/8xa861eeTnp7vovZ8ryNRniatjqjP9wbdX7cC99bRRkREREREREREbARU8U0Fyvq2Y/f5Di836Ss7X7PnW8vOb6PcO9tQz/edIDtPE4FSMs/3BiXD0fkL3eN0rRdVBbm2tHO1jeMZMd/R8x0RERERERERERGxVgghNDu4zkJqNLDPd9JRcdDf19/n+/YN05NE6MJrkzzfd0LgWpao+9ow35tTbvVlvstbkHZ+r3q+762jjYiIiIiIiIiI2Ajwmm6trcbSfgXbVs+0c818r63P9+1vNQaY0LXNajV2Z8jOled7k5lv/zWlfV3Unu919vk+WcTiOyIiIiIiIiIiIuKWgBdS6TqZ756txrZGSa99oVZP6+q9bpjv21u0Udr67Z4E4EjvAOY7rdPOi1uQZzAUtC+hCQEhRM3cK8/6OjzfSSIgBHA0uzcD1+6to42IiIiIiIiIiNgI2MnVt0h23lIIUZ/vrn15z2su4/v+4Dvw8Ln1JNDvT3Lr5+0CFWq3M/jNBSdsN6imtZAlydr6fJ8W9My1TQgQcy/l+iYOskRgVqjJich8R0RERERERERERKwZFvO9Vtn5sFZjXURvniZ46yvOr2LXvHjX05fxL/7bd+CR29xeblMYeA5bdr45+8WROJ7vbIM831kH8w2o616sUXYOmOuYiM2S5d8KbM7dEBERERERERERcc8gsYrv9W3HLr5bPN89087XjTQR+NzH1lfc9wUxthvl+bZk57dxR1pAgWtFufpWY6eF9ny3TKgo5rtCJdcjOweAvJ6QGGXJxk6irAub8zRFRERERERERETcM7hV/l0ua231fPeUnd8ryJIEeSo26nwkdwDznTaY783Zz6QX8y1q5nt9ExzpBk7s3Crce0ccERERERERERFx23GrZOejvsw3yc43tKi71chSsVFha8CdwXynQqCoKhRVHbi2SbJ97fkOX1fj+ZZrmxSj4n+c31s9voFYfEdERERERERERNwG8HH9Opnvvq3GJqN+rcbuFWTJ5hXfd0Kf7zQVKCtsKPOtfrbtEwXGldX6im+abIvMd0RERERERERERMQtAGcx18l8Z2miC+o+gWttiej3EvI02bzi20o738zrRK26KO18ozzfPdLOs1Qx95VcXy91CqEb55t1f90KbPQRCyEeFkL8AyHEs0KImRDiGSHEXxNCnOv5+QtCiK8XQvxLIcTHhBAnQogbQoifEEL8fiFE8PiFEJ8nhPgBIcTLQohjIcQvCyH+qBDi3tNHRERERERERESsGLdKdg6Y0LU2n3CeJsgSEWXnNdJEYLRBkmnAuU82a9c0EiE0cwxsVtp5V59v+ltRKdn5up7Le5n5zm73DoQghHgSwE8BuAzg+wF8CMBbAXwzgC8RQny+lPJqx2q+CsB3AngOwI8C+CSA+wB8JYC/B+BLhRBfJaWUzrZ/G4B/AWAK4J8DeBnAlwH4qwA+v15vRERERERERETEkuAM87pZzFGaYFZUnZLy3/m5D+MdT15Y677cKcjSZKN6fAN3huw8SwQq1ud7k5jvrVGK/UmG+89MgstkSVKnna/vHFOS/r3o+d7Y4hvA34IqvL9JSvk36JdCiL8C4FsA/AUAf6hjHR8B8OUA/q2UsmLr+FYAPwvgd0AV4v+C/W0fwP8OoATwTinlB+rf/88AfgTA7xRC/DdSyn926iOMiIiIiIiIiLhHcatk50CdeD7rLib+0u/4nLXux52EfAM936k1YXMbd6QFaUrMtyo9NsnzPc5S/My3vgeTLFz0ZqlKa19nn28duLZh99etwEYesRDiCQDvBfAMgO9w/vxtAI4AvE8IsdO2Hinlj0gp/zUvvOvfPw/gb9f/fKfzsd8J4BKAf0aFd/2ZKYD/qf7nf9v7YCIiIiIiIiIiIhqwZOdrZjGN7Hytm7mrsPlp55t5MVOhitdF3ec72zDp/vYoa801yBKBRSlrz/e6ZOemz/e9hk094nfXP3/IUzgfAPhJANsA3n6KbSzqn0Vg2z/o+cx/AHAM4POEEONTbDsiIiIiIiIi4p6GJSFe84g0z0RjmxHtyNNk44oju8/3bdyRFmSJQCk30/PdB1maKOa7ugXM94bdX7cCm3rET9U/PxL4+0frn69eZuVCiAzA76n/6RbZwW1LKQsAvwEl139imW1HREREREREREQAnFS9dYFra93MXYU/8q5X4o/95qWG2msF3StiQxPX0iSBlMCirPt8b5DsvA/SRGBRVrXsfM2Ba/dg8b2pnu8z9c8bgb/T788uuf6/BOC1AH5ASvnvVrltIcQ3APgGAHj00UeX3L2IiIiIiIiIiLsbfGC/btk5pSpH5rs/3vbEZgbPpUKgxPpY2dOCJpVmi83zfPdBngrMFnXxvaZ9j8z3nQe6E2TrUr4PCvFNAP4YVHr6+1a9bSnl35X/T3t3H2RZXR54/Pv07Z6Z8DK8CAioy9sKJGQl0VEMRGWgJCQRJQYTU6WyVF40YVGiZLE0CrihSrPGF0BjrC3DqrvqFpuENb7AiqAEyiiJL0FBER18g+VNQd4GZubZP8453Xfavt19mz73nt/t76fq1Jk+99x7fref++u5z/m9ZW7KzE377rvvCl5ekiRp8u002/koJlzD5HsSNL24uxrLZjzz1mJbvqd4bEeSI5jtfC22fHf1HTety3sMeHzjvPOWJSLOBN4NfAPYnJn3jurakiRJmjPKybNmZlu+W72MRqD53HR1KHXTqrv1se3Vzx2bcG0pM1PB9h07Wp7tvAre+kVmXZ9UHf3Y8s16P2igyVPr/aAx4T8jIs4GLgFupEq87xj22vVY8UOoJmn7znKvLUmSpJ1NjXC283WzY77LSoT0s5rPTVdj2ZRv67ZSW76DbfVs5475Xn1dfcdX1/uTImKnMkbE7sBxwMPAF5bzYhFxLvBO4CtUifedi5z+2Xp/8gKPPZdqlvXrM3Prcq4tSZKkn9Ub6WznU7Z6T4gmcetqPJuW70e3NWO+u5puLWymN8W2ep3vtu5vTJt8d0tm3gpcCRwMnDnv4QuAXYEPZuaDABExExFHRsRh818rIt5ENcHavwAnZubdS1z+MuBu4KURsanvdTYAf1H/+NdDvylJkiTNGuVs5+t60dkxwhpOc9Omu7OdT0LL9456qbF2W77X4oRrXZ3tHOBPgOuBiyLiROAm4BhgM1V38zf2nfuk+vHbqBJ2ACLidOAtwHbgWuDVC3RR2ZKZlzY/ZOb9EfGHVEn4NRHxUeBe4IVUy5BdBnxstd6kJEnSWrTThGttdzufnjL5nhBTHW/5nku+6zHfXS3oANO9qFu+2xsOspYnXOts8p2Zt9Ytz2+h6gL+G8DtwEXABQMmS5vvkHrfA84ecM7ngEvnXfsfIuJ5VAn+bwMbgG8DrwUuysyhZ1mXJEnSnP4v9qNY59vcezLMtnx3NKC9+d3Oi5twbaoe852tDQfpreEJ1zqbfANk5veBM5Zx3hb42b4nmXk+cP4Kr30dVcIvSZKkVTbKdb5nerZ8T4q5Md/djGfT0v3IY2WO+e71gm07dgDR2g2OGcd8S5IkSaMz6nW+C+v9qwHm1vkebzkGmd/tvKvlHGRmqup2ni0uNbaWx3yvvXcsSZKksWt6445iQqp1tnxPjLl1vrsZz/5u59NT7bUet6XX3+285THfazH57nS3c0mSJE2mJklpu8s5wO8+8yn8wgEbW7+O2je7zveYyzHIdN9s56XNdA4wU3c7n4r2bljNrvPdM/mWJEmSWjc7a/UIvn///AEb+XmT74nQ9QnXmoR167btxc10Ds1SY8nMVHvj6ptx8Otn1l7yvfbesSRJksauSaJG0fKtydHr+FJjTZfqRwtt+Z7uTbFtR7J9BGO+1/XW3mznJt+SJEkaubmW7/ISFI1P0+Ld1TH8zTJaW7ftYLrAbtVNa/227dla3Zwd823LtyRJktS+2ZZvk28Nodf12c6j7DHfsy3323fQ1v2N6TU85nvtvWNJkiSN3dySUeUlKBqf2WEKHf3czJ/tvDT9ZW5vwjXHfEuSJEkjM9Xx7sPqpqlCxnxv3ba9zJbvvhkQ2yq+Ld+SJEnSCM0uNea3UQ2h1/GbNlN93c5nCvxwNzcPoM2W7zr5XoPrfK+9dyxJkqSxc7ZzrUTnW76bdb4fK3TM904t320tNVZPuDbtbOeSJElS65ztXCvR9XW+m4S71HW+RzHme5/d1rPLuh67rZ9u5fW7bO29Y0mSJI2ds51rJebW+e7m56Yp344s87O9c7fzdq7xol86kOccvg8/t86Wb0mSJKl1s2O+O5pEqZuanhJd/dj0txyX2PLdf8OgvXW+p9hv9w2tvHbXmXxLkiRp5Ox2rpVoGma7+rHp/zyX2PLdP0lcV29wlMzkW5IkSSPX5CW2fGsYXe92vnPLd3mpVm8EY77XsvI+EZIkSSre7JJRBbYOanymCplwbf6/SzHTN+bbG2Orz+RbkiRJI9ck3QUuhawxmmv5HnNBBuhPuPsnLytFb8pu523yz50kSZJGzgnXtBJTHe92XnzLt93OW2XyLUmSpJGbstu5VmBune8xF2SA/nHe5Y/5HmNBJlR5nwhJkiQVz5ZvrURvquNjvvvKVeJSY9N940C8Mbb6TL4lSZI0ck64ppWY7THR0Y9Nr3/CsgLHfPdPuNbVGxwlM/mWJEnSyDU9cruaRKmberOfm25+cHZeaqybZVzMTmPWO/o7LpnJtyRJkkauSZ5KnJRK49P12c77bwqU+Nme6e92Xl7xO8/kW5IkSSPX6/is1eqmrq/zPUkt39bN1WfyLUmSpJGz5VsrMTvh2pjLMcjUVMzOxN4rcLbzGdf5blV5nwhJkiQVz9nOtRJzE65193PTfKaLbPnu2fLdJpNvSZIkjZyznWsl5taHH3NBFjF7Y6nAz/ZMf7fzDv+OS+WvVJIkSSPXfLG35VvD6Pps5zDX4l1ky7djvltl8i1JkqSRK7l1UOPT9JTo6oRrMFfG6V55qdb0TrOdd/d3XKryPhGSJEkqnt3OtRLN56bLn5qSW76nbflulcm3JEmSRq5puez5/V5DKGGJumaW8xJ7dUzvNOHaGAsyoUy+JUmSNHKzSZTf8DWEudnOx1yQRTQ9t8ts+e5faqy88nedybckSZJGrjfb8u0XfC1fr4Ax300C2yuwW0evb53yAu8ddJ7JtyRJkkZudrZzv+FrCHPdzsdckEX0Ch7zDXPl7nLX/lKZfEuSJGnk7HaulZjrdt7dz83cTP5lplrTBY9Z77oyPxGSJEkqWgljd9U9zXjqDufeE9Py3eXfcalMviVJkjRys62DfsPXEEpo+Z6ebfnubhkX08x43uXfcalMviVJkjRyrvOtlegV0CrbJK2ltnw33eVNvlefybckSZJGrvleb8u3hlHCOt9Ny/F0r8xUa6bnkJC2lPmJkCRJUtEigqkot2uuxqOEbuelj/kuYTm3Upl8S5IkaSz23X09++6+ftzFUEGKWGosyh7zPdNztvO2TI+7AJIkSVqbrjj7ueyyzq+jWr7ZYQodzgtLb/meLuAGR6n8aydJkqSx2HOXdeMuggozVdCY71Jbju123h67nUuSJEkqQjOHWZeT79nZznvdLeNimm7nhd476DSTb0mSJElFmJtwbcwFWcTcOt9lplolzChfqjI/EZIkSZLWnBK6RDdJd6ljvueWGiuz/F1m8i1JkiSpCM2Ea13OC5uu8aWP+S604b7T/JVKkiRJKkIRE64V3/LdjPkus/xdZvItSZIkqQi7rOsBsGGmu2lMb2oyZjs3+V593f3USpIkSVKfYw/bh78945kc8cTdx12UgZrktWlBLk3Tcl/ovYNOc51vSZIkSUXoTQWbj9hv3MVYVOkt39MFTGpXqjJvx0iSJElSBzXJa6ljvqd73V/OrVQm35IkSZK0SqYmpOW71PJ3mcm3JEmSJK2SuZbvMlOtaWc7b02ZnwhJkiRJ6qDZMd+9MpPXuTHfYy7IBDL5liRJkqRV0otJGfNdZvm7zORbkiRJklZJ0+Jd6pjpuaXGyix/l5l8S5IkSdIqKX628ylnO2+LybckSZIkrZKm23mpLd9Ny73rfK8+k29JkiRJWiW9utv2TK/MVGumLn+pNw+6rMxPhCRJkiR10BM3rmfPXWaK7Xbes9t5azqdfEfEkyPiAxHxo4jYGhFbIuJdEbHXEK9xWkRcHBHXRsT9EZER8eElnrM+Is6MiC9GxN0R8UBE3BQRF0XEQY//nUmSJEmaRC/Z9BQ+/583z66XXZoZu523ZnrcBRgkIg4Drgf2Ay4HbgaeBbwGODkijsvMe5bxUn8OHA08APwAOHKJ604DVwHH1df8CLAVeCZwFvCKiDg2M7+xkvclSZIkaXL1poKNG2bGXYwVa24a2PK9+rp8O+a9VIn3qzPz1Mx8fWaeALwTOAK4cJmv86fA4cBG4I+Xcf5vUSXeVwFHZeZZmXlOZj4PeAuwB3DOcG9FkiRJkrrvmEP25pSjD2TXdZ1tpy1WJ5PviDgUOAnYArxn3sPnAQ8CL4+IXZd6rcy8OjNvycxc5uUPrfefyMwd8x67vN7vu8zXkiRJkqRi/PK/24uLf++XmbLpe9V1MvkGTqj3V85PgDPzp8B1wC7As1u49tfr/a9HxPzfzwvq/WdauK4kSZIkaUJ1tS/BEfX+WwMev4WqZfxwqu7hq+kTwN8BLwb+LSI+AzwKPAP4VeBi4JJVvqYkSZIkaYJ1Nfneo97fN+Dx5vieq33hzMyIOA14M/Am4Bf6Hr4K+J+ZuX21rytJkiRJmlxd7Xa+lGYAwnLHcS//hSM2AB+jmlTtTOAAqpsBvwEcBHw+Il60yPP/KCJuiIgb7rrrrtUuniRJkiSpQF1NvpuW7T0GPL5x3nmr6fXAS4A3ZubfZOYdmXl/Zn4KOA2YAd496MmZ+f7M3JSZm/bd13nZJEmSJEndTb6/We8PH/D4U+v9oDHhj0czqdrV8x/IzK8C9wIHRcQTWri2JEmSJGkCdTX5bhLfk+bPOB4Ru1Otw/0w8IUWrr2+3v9Ms3VErGeu1f3RFq4tSZIkSZpAnUy+M/NW4ErgYKpx1/0uAHYFPpiZDwJExExEHBkRh63C5a+t92+ok+1+51NNUveleskzSZIkSZKW1NXZzgH+BLgeuCgiTgRuAo4BNlN1N39j37lPqh+/jSphnxURpwKn1j/uX+9/JSIurf99d2ae0/eUC4FTgBOBmyPi01St7McBz6r//ZrH++YkSZIkSWtHZ5PvzLw1IjYBbwFOpppt/HbgIuCCzLx3mS/1S8Dp844dWm9QJeyzyXdm/jAing6cC/wmcAZVD4HbgUuBt2XmzSt4S5IkSZKkNSoyV321LtU2bdqUN9xww7iLIUmSJElqQUT8S2ZuWs65nRzzLUmSJEnSJDH5liRJkiSpZSbfkiRJkiS1zORbkiRJkqSWmXxLkiRJktQyk29JkiRJklpm8i1JkiRJUstMviVJkiRJapnJtyRJkiRJLTP5liRJkiSpZSbfkiRJkiS1zORbkiRJkqSWRWaOuwwTKyLuAm4bdzkWsA9w97gLodYY38lmfCeb8Z1sxneyGd/JZnwn2+OJ70GZue9yTjT5XoMi4obM3DTucqgdxneyGd/JZnwnm/GdbMZ3shnfyTaq+NrtXJIkSZKklpl8S5IkSZLUMpPvten94y6AWmV8J5vxnWzGd7IZ38lmfCeb8Z1sI4mvY74lSZIkSWqZLd+SJEmSJLXM5FuSJEmSpJaZfK8REfHkiPhARPwoIrZGxJaIeFdE7DXusml56pjlgO2OAc85NiI+GRH3RsRDEfG1iDg7InqjLr8gIk6LiIsj4tqIuL+O3YeXeM7QMYyI0yPiixHxQETcFxHXRMQLVv8dqd8w8Y2IgxepzxkRH13kOsZ3DCLiCRHxBxHx9xHx7Yh4uP79/1NE/H5ELPidyjpchmHjax0uT0S8LSKuiojv1/G9NyK+HBHnRcQTBjzH+luIYeI7zvrrmO81ICIOA64H9gMuB24GngVsBr4JHJeZ94yvhFqOiNgC7Am8a4GHH8jMt887/0XA/wYeAT4G3AucAhwBXJaZL2mxuFpARHwFOBp4APgBcCTwPzLzZQPOHzqGEfF24HX1618GrANeCuwNnJWZl6zuu1JjmPhGxMHAd4GvAv+wwMvdmJmXLfA84zsmEfEq4K+B24Grge8BTwReDOxBVVdfkn1frKzD5Rg2vtbh8kTEo8C/At8A7gR2BZ4NbAJ+BDw7M7/fd771tyDDxHes9Tcz3SZ8A64Asv5Q9B9/R338feMuo9uy4rgF2LLMczfWf3i2Apv6jm+guhGTwEvH/Z7W2kZ1w+upQADH13H48GrFEDi2Pv5tYK++4wcD91B9gTh43L+HSd2GjO/B9eOXDvH6xne88T2B6ov31Lzj+1Mlagn8dt9x63BB2wriax0ubAM2DDh+YR2X9/Yds/4Wtg0Z37HVX7udT7iIOBQ4iSpxe8+8h88DHgReHhG7jrhoatdpwL7ARzPzhuZgZj4C/Hn94x+Po2BrWWZenZm3ZP3XegkrieGr6v2Fmfnjvudsoar/64EzVlh8LWHI+K6E8R2jzPxsZn48M3fMO34H8L76x+P7HrIOF2QF8V0J4ztGdd1byP+q90/tO2b9LcyQ8V2JVYmvyffkO6HeX7nAfyg/Ba4DdqHqlqHuWx8RL4uIN0TEayJi84BxR03cP73AY58HHgKOjYj1rZVUj9dKYrjYcz417xx1w4ER8cq6Tr8yIp62yLnGt7seq/fb+o5ZhyfHQvFtWIfLd0q9/1rfMevv5Fgovo2R19/ppU5Q8Y6o998a8PgtVC3jhwNXjaREejz2Bz4079h3I+KMzPxc37GBcc/MbRHxXeAo4FDgplZKqsdrqBjWvVeeRDX+//YFXu+Wen94G4XVij2/3mZFxDXA6Zn5vb5jxrejImIaeEX9Y/+XMuvwBFgkvg3rcGEi4hxgN6qx/JuAX6VKzN7ad5r1t1DLjG9j5PXXlu/Jt0e9v2/A483xPdsvih6nvwVOpErAdwX+A/A3VGNNPhURR/eda9zLN2wMjXlZHgL+C/AMYK96ex7VRE/HA1fNGw5kfLvrrcAvAp/MzCv6jluHJ8Og+FqHy3UO1dDLs6kSs08DJ2XmXX3nWH/LtZz4jq3+mnwr6r3T3ndcZl5Qj0n7f5n5UGbemJmvopo47+eA84d4OeNevpXG0Jh3QGbemZlvzsx/zcyf1NvnqXoi/TPw74E/WMlLr2pBtaiIeDXVzLc3Ay8f9un13jrcUYvF1zpcrszcPzODqjHjxVSt11+OiKcP8TLW345aTnzHWX9NvidfcydmjwGPb5x3nsrTTATz3L5jxr18w8ZwqfOXumurDsjMbcB/q38cpk4b3xGLiDOBd1Mta7M5M++dd4p1uGDLiO+CrMPlqBsz/p4q4XoC8MG+h62/hVsivoOe03r9NfmefN+s94PGIDQz/w0aE67uu7Pe93ePGRj3evzaIVQTx3yn3aLpcRgqhpn5IPBDYLeIOGCB17Oul6PpGjdbp41vt0TE2cAlwI1UidkdC5xmHS7UMuO7GOtwQTLzNqqbLEdFxD71YevvhBgQ38W0Wn9Nviff1fX+pIjYKd4RsTtwHPAw8IVRF0yr5lfqfX8i/dl6f/IC5z+Xaob76zNza5sF0+Oykhgu9pxfn3eOuqtZfWL+zTHj2wERcS7wTuArVInZnQNOtQ4XaIj4LsY6XJ4D6/32em/9nSzz47uYduvvUguBu5W/AVdQjUE4a97xd9TH3zfuMrotGcOjgL0XOH4Q1QyLCbyh7/hGqjt3W4FNfcc3ANfX57903O9rLW9UE3ok8OEBjw8dQ+DY+vi3gb36jh8M3AM8Ahw87ve+FrZlxPcYYN0Cx0+o45TAsca3WxvwpjoGNyz0N3neudbhwrYh42sdLmgDjgT2X+D4FHBhHZfr+o5bfwvaVhDfsdXfqJ+kCRYRh1H9odgPuJxqaaljgM1U3SOOzcx7xldCLSUizgdeT9WT4bvAT4HDgN+k+o/gk8BvZeajfc85FbiM6o/BR4F7gRdSLZ9xGfA76R+Akapjcmr94/7Ar1HdWb22PnZ3Zp4z7/yhYhgRfwW8FvhBfc464HepxjudlZmXrP47EwwX33opk6OAa6hiBfA05tYIfVNm/sUC1zC+YxIRpwOXUrWcXMzCY/u2ZOalfc85FetwEYaNr3W4LPVQgv9KtUb3rVTJ0hOpZrg+FLgDODEzv9H3nFOx/hZh2PiOtf6O+06F22g24ClUS1XdDjwK3EY1kciid3bdurHVfzw+QjXj6k+Ax6juyP5fqvVHY8DzjqNKzH9MNbzg34A/BXrjfk9rcaOakT4X2basRgyB04EvAQ9S3aj5HPCCcb//Sd+GiS/w+8A/AluAB6haV74HfAx4zhLXMb7djG8C1yzwPOtwAduw8bUOl7VRLRf3HqrhBHdTjde+r47D+Qz4Pmz9LWMbNr7jrL+2fEuSJEmS1DInXJMkSZIkqWUm35IkSZIktczkW5IkSZKklpl8S5IkSZLUMpNvSZIkSZJaZvItSZIkSVLLTL4lSZIkSWqZybckSZIkSS0z+ZYkSZIkqWUm35IkSZIktczkW5IkSZKklpl8S5IkSZLUMpNvSZLWgIi4JiIyIs6PiJmIeF1E3BARP6mPH18/lhFxzSKvc3x9Ti7w2E7Pj4gTI+ITEXFXRDwSETdFxHkRsWGR1/+1iPi7iPhBRDwaEfdHxHci4sqIOCci9l6N34ckSaM2Pe4CSJKkkdoAXAMcC2wDftrGRSLiz4C31T/eB6wDjgTOB54XEc/PzO3znvNm4IK+Qw8BARxSb88HbqjLL0lSUWz5liRpbTkTeBpwBrAxM/cG9gG+torXOBp4a73tl5l7AXsCb6kf3wyc3v+EiDgIOK/+8R3AkzJz18zcvX7uc4D30tLNAkmS2mbLtyRJa8tuwAsz8+PNgcy8ByAiVusaewIXZOb5fde4HzgvIn4ReDHwe8AH+p5zDFWjwLcy83X9L5aZ9wH/VG+SJBXJlm9JktaWr/cn3i3ZCrx9wGOX1/unzTv+k3q/e0Ts2kahJEkaJ5NvSZLWlutGcI2vZ+YDAx77Ub2fP3HaF4G7gQOAf46I/xQRR8YqNsdLkjROJt+SJK0td47gGouNy95W73ca+paZP6Hqin4XcBRwMXAT8OOI+D8R8bKImGmhrJIkjYTJtyRJa8v2pU8Zj8z8DNWs5q8A/jtwC7AHcArwIeDLEfGk8ZVQkqSVM/mWJEmNplV64DrcVMlwazLzwcz8UGb+x8w8HHgycC7wCHMt4pIkFcfkW5IkNX5c75+yyDnHjKIgjcz8YWb+JfBX9aHnj/L6kiStFpNvSZLU+Gq9PzAinj3/wYjYD/jDNi4cEeuXOOXhet/ZbvOSJC3G5FuSJDWuB26r/31pRGyKylREHA9cQ3vfHc6NiE9FxMsj4snNwYhYHxG/A/xZfeiTLV1fkqRWTS99iiRJWgsyc0dEvBL4OHAE8CXgIaqEewPVBGhnAh9p4fJTwMn1RkQ8TNXavRfQLDd2E/DaFq4tSVLrbPmWJEmzMvMK4DnAP1KNAe8B3wfeCjwDuKOlS78f+COqxP5GqqR/Y12Ga4GzgadnZlvXlySpVZGZ4y6DJEmSJEkTzZZvSZIkSZJaZvItSZIkSVLLTL4lSZIkSWqZybckSZIkSS0z+ZYkSZIkqWUm35IkSZIktczkW5IkSZKklpl8S5IkSZLUMpNvSZIkSZJaZvItSZIkSVLLTL4lSZIkSWrZ/wfgL3oER7GWCwAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[100 37]\n", " [ 2 6]]\n", "Rough learning f1 score 0.2352941176470588\n", "Rough learning precision score 0.13953488372093023\n", "Rough learning recall score 0.75\n", "Rough learning kappa score 0.15685105114059938\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6182\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.6101\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6024\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5946\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5873\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5796\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5718\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5645\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5579\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5520\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5421\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5357\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5277\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5201\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5133\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5053\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4973\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4889\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4798\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4724\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4630\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4567\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4471\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4408\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4318\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4240\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4161\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4097\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4026\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3953\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3875\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3805\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3722\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3684\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3608\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3556\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3505\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3448\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3420\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3345\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3306\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3259\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3210\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3192\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3141\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3115\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3065\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3032\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2995\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2971\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[131 6]\n", " [ 1 7]]\n", "Final learning f1 score 0.6666666666666667\n", "Final learning precision score 0.5384615384615384\n", "Final learning recall score 0.875\n", "Final learning kappa score 0.6422277053225238\n", "\n", "\n", "Executing fold: 5\n", "\n", "\n", "Model: \"model_12\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_13 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_4 (TFOpLambda) (1, 5, 8) 0 input_13[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_4 (Conv1D) (1, 3, 8) 200 tf.reshape_4[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_4 (Flatten) (1, 24) 0 conv1d_4[0][0] \n", "__________________________________________________________________________________________________\n", "dense_16 (Dense) (1, 25) 625 flatten_4[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_4 (Reshape) (1, 5, 5) 0 dense_16[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_4 (TFOpLambd (1, 5) 0 reshape_4[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_12 (Lambda) (1, 5) 0 tf.math.reduce_sum_4[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_4 (TFOpLambd (1, 5) 0 lambda_12[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_4 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_4[0][0] \n", " reshape_4[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_4 (Sli (5, 5) 0 multiply_4[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_4 (TFOpL (5, 5) 0 tf.__operators__.getitem_4[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_4 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_4[0][0] \n", " input_13[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_13\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_14 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_17 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_18 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_19 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_14\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_15 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_13 (Lambda) (None, 8) 0 input_15[0][0] \n", "__________________________________________________________________________________________________\n", "model_12 (Functional) (5, 8) 825 lambda_13[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_14 (Lambda) (None, 8) 0 input_15[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_4 (TFOpLambda) (None, 8) 0 model_12[0][0] \n", " lambda_14[0][0] \n", "__________________________________________________________________________________________________\n", "model_13 (Functional) (None, 2) 33877 tf.concat_4[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "130 neighbourhood batches trained; running neighbourhood epoch 5\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "160 neighbourhood batches trained; running neighbourhood epoch 6\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "190 neighbourhood batches trained; running neighbourhood epoch 7\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "220 neighbourhood batches trained; running neighbourhood epoch 8\n", "230 neighbourhood batches trained; running neighbourhood epoch 8\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "250 neighbourhood batches trained; running neighbourhood epoch 9\n", "260 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "280 neighbourhood batches trained; running neighbourhood epoch 10\n", "290 neighbourhood batches trained; running neighbourhood epoch 10\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[93 48]\n", " [ 4 6]]\n", "Rough learning f1 score 0.18750000000000003\n", "Rough learning precision score 0.1111111111111111\n", "Rough learning recall score 0.6\n", "Rough learning kappa score 0.08527493010251641\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5826\n", "Epoch 2/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5729\n", "Epoch 3/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5626\n", "Epoch 4/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5544\n", "Epoch 5/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5464\n", "Epoch 6/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5379\n", "Epoch 7/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5323\n", "Epoch 8/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5265\n", "Epoch 9/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5199\n", "Epoch 10/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5132\n", "Epoch 11/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5072\n", "Epoch 12/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5021\n", "Epoch 13/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4961\n", "Epoch 14/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4912\n", "Epoch 15/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4845\n", "Epoch 16/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4792\n", "Epoch 17/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4737\n", "Epoch 18/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4686\n", "Epoch 19/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4616\n", "Epoch 20/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4569\n", "Epoch 21/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4513\n", "Epoch 22/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4447\n", "Epoch 23/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4402\n", "Epoch 24/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4328\n", "Epoch 25/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4262\n", "Epoch 26/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4200\n", "Epoch 27/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4148\n", "Epoch 28/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4088\n", "Epoch 29/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4018\n", "Epoch 30/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3953\n", "Epoch 31/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3897\n", "Epoch 32/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3853\n", "Epoch 33/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3792\n", "Epoch 34/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3731\n", "Epoch 35/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3668\n", "Epoch 36/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3613\n", "Epoch 37/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3534\n", "Epoch 38/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3490\n", "Epoch 39/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3453\n", "Epoch 40/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3384\n", "Epoch 41/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3328\n", "Epoch 42/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3286\n", "Epoch 43/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3239\n", "Epoch 44/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3192\n", "Epoch 45/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3156\n", "Epoch 46/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3113\n", "Epoch 47/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3062\n", "Epoch 48/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3038\n", "Epoch 49/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3004\n", "Epoch 50/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2944\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[130 11]\n", " [ 3 7]]\n", "Final learning f1 score 0.5\n", "Final learning precision score 0.3888888888888889\n", "Final learning recall score 0.7\n", "Final learning kappa score 0.4534643226473629\n", "Extracting all features and labels for seed:1\n", "\n", "Dividing data into training and testing datasets for 10-fold CV for seed:1\n", "\n", "\n", "\n", "Executing fold: 1\n", "\n", "\n", "Model: \"model_15\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_16 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_5 (TFOpLambda) (1, 5, 8) 0 input_16[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_5 (Conv1D) (1, 3, 8) 200 tf.reshape_5[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_5 (Flatten) (1, 24) 0 conv1d_5[0][0] \n", "__________________________________________________________________________________________________\n", "dense_20 (Dense) (1, 25) 625 flatten_5[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_5 (Reshape) (1, 5, 5) 0 dense_20[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_5 (TFOpLambd (1, 5) 0 reshape_5[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_15 (Lambda) (1, 5) 0 tf.math.reduce_sum_5[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_5 (TFOpLambd (1, 5) 0 lambda_15[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_5 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_5[0][0] \n", " reshape_5[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_5 (Sli (5, 5) 0 multiply_5[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_5 (TFOpL (5, 5) 0 tf.__operators__.getitem_5[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_5 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_5[0][0] \n", " input_16[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_16\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_17 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_21 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_22 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_23 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_17\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_18 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_16 (Lambda) (None, 8) 0 input_18[0][0] \n", "__________________________________________________________________________________________________\n", "model_15 (Functional) (5, 8) 825 lambda_16[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_17 (Lambda) (None, 8) 0 input_18[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_5 (TFOpLambda) (None, 8) 0 model_15[0][0] \n", " lambda_17[0][0] \n", "__________________________________________________________________________________________________\n", "model_16 (Functional) (None, 2) 33877 tf.concat_5[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[90 47]\n", " [ 1 7]]\n", "Rough learning f1 score 0.22580645161290322\n", "Rough learning precision score 0.12962962962962962\n", "Rough learning recall score 0.875\n", "Rough learning kappa score 0.14349003199606192\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6313\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6226\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6150\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6067\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5988\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5914\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5810\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5726\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5660\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5557\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5465\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5372\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5275\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5165\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5076\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4981\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4879\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4773\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4665\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4567\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4456\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4368\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4259\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4173\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4064\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3962\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3873\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3796\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3716\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3617\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3551\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3471\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3390\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3359\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3268\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3237\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3176\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3112\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3100\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3047\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2989\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2946\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2914\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2882\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2867\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2821\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2797\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2794\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2746\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2726\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[123 14]\n", " [ 2 6]]\n", "Final learning f1 score 0.4285714285714285\n", "Final learning precision score 0.3\n", "Final learning recall score 0.75\n", "Final learning kappa score 0.3796791443850268\n", "\n", "\n", "Executing fold: 2\n", "\n", "\n", "Model: \"model_18\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_19 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_6 (TFOpLambda) (1, 5, 8) 0 input_19[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_6 (Conv1D) (1, 3, 8) 200 tf.reshape_6[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_6 (Flatten) (1, 24) 0 conv1d_6[0][0] \n", "__________________________________________________________________________________________________\n", "dense_24 (Dense) (1, 25) 625 flatten_6[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_6 (Reshape) (1, 5, 5) 0 dense_24[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_6 (TFOpLambd (1, 5) 0 reshape_6[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_18 (Lambda) (1, 5) 0 tf.math.reduce_sum_6[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_6 (TFOpLambd (1, 5) 0 lambda_18[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_6 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_6[0][0] \n", " reshape_6[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_6 (Sli (5, 5) 0 multiply_6[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_6 (TFOpL (5, 5) 0 tf.__operators__.getitem_6[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_6 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_6[0][0] \n", " input_19[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_19\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_20 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_25 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_26 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_27 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_20\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_21 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_19 (Lambda) (None, 8) 0 input_21[0][0] \n", "__________________________________________________________________________________________________\n", "model_18 (Functional) (5, 8) 825 lambda_19[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_20 (Lambda) (None, 8) 0 input_21[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_6 (TFOpLambda) (None, 8) 0 model_18[0][0] \n", " lambda_20[0][0] \n", "__________________________________________________________________________________________________\n", "model_19 (Functional) (None, 2) 33877 tf.concat_6[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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geSJkyqDmW5DtxwDZOimJ71avdwshWsb7OhDfTUTVhHmfk/D+AQSmSdemrDvts63iGwhUl6gpVxb0w2Ws4RMRTSL5uI00ql5W18JfmzJp2mfdchAyKAOyXe+nhRAHU6aDEMIRQnwZst95A0GbvLR5PCHErQB+DMBh9XaSeVS33KFeX0JEsc85RPQEBIHv7QWvHwgf75ekTFdERg4AQAhxWmX8/KZ66xlEtEN9dhhByvKrilrnWUKnexYh/Tzq/zNpqvgwXLMMwwwADr4ZhjmjEUI8CuDj6s93aNM0IcQSAnfd34ipkYRS8bQr+cciH9+tJ4NMb4/OOwbZbitumwQCF/U3E1GbeRARXY7AeGxoUK7N2kX9N+JqfU2UO7rJsnptU0gV74Ds+3umolPqX0NEl0Q/VMHSm4teqbrm9PfgF4moTakjonMB/KL682ORz5IGmAAZeGsl0FcE0+ZRyqE27yo6Vfaf1Ot5AN6YMM271es80g3oukIdb92t4M1xRnNE9CTIQYhcdDgXgGyZpTGP7d+o1zcS0TPyrvcsptM9682QJppJrKjX2ZRptvyaZRhmMHDwzTDM2cAfQPWehaw51rwdso/3ZQC+oGsklSnY90H2KS5BuguHWuyotkw3qz//HxF9t05rV0ZSX0KyKQ4A/B/Ih+Q9AK7XD8MkeSnkwEBb+7Mh4dcgU6inAdxMRK8nIj/Fnoh2EtGPENG/on3QQrfk+QUiepNyAAcR7SWiP4WsrTzd/13YMj4IadA0BnnNvVgpZyCiayDdxos0yDP5P5AZF9sBfImInq8/IKIXQF6zs5CKbbSN3GNE9AdE9Fwz+FOlB/8AaarnIdwu6ptE9H4iupaIJox5ziWiD0B+7wD5PSsMIcRtkD3uAeADRPRLenBNXWd/iaDl2zuEEJtxyymAP4A0+NoJ4Ivq/Orv+Msha+C7+Y7/BBF9nYh+0RzAISKbiF6B4NzdogYZNX8MYD+AKoAvE9EvaMd6IioT0RVE9DtE9OtdbNOZjL5nfS8RvUNfy0Q0S0S/DeADSL9n3atev4+IYssMhuiaZRimz3DwzTDMGY/qp/tp9efbdfCget2+FlKBeyGA7xDRMqRz7X9A1t4eAfCqhHZevwz5cH0OZNC0RkRrkCmEl6plJ23To5BO7A5k25hvEdEKgDUAX4Z0AP/vavJGd3veH1QboO8BcAiyzvSvASwS0QIRrULWI/4LZEZA9P/Mn0C2SSpBDmjUiWgR0v37V9V7n8UZihBiEVLtXIMMPm+EvG5WIVNJLwbwJmOWwh6y1YDRqyGVvCcD+DrJlklrkANJT4QMzl8d05pvD4DfguyFvKHOdR0ymPtxyMGtX1PtkDSzkN+RrwBYJaJFta6jAH5JTfOnQojri9pHgzdAtnOrQAZHy0S0AHmdaWXxj4UQH06Yv2dUqvdPQn5/nw7gdvUdX4ccpCgj+I7ngQA8H7In+6NEtElE85D3sc9D1gUfQ9DXW2/PKoBXArgfslXXR6C+t5ADgQ8BeBe6b5d1pvJ3AL6mfn835LW8ABlw/z7kMf9QyvwfhfweXwbgMMl2jIfUj3mst/yaZRim/3DwzTDM2cLvq9d9CFJrIYT4OGQg8heQCncVMiD+NoDfBXBVJKCAMe+3ATwbMmXwFOQ9dR7An0E+bN+ftkFCiE9CBt6fgAxYq5Cq6PsAPANBuuNS5r0cEGrg4kmQQdSXIPd7CvIY7Afwj5A14T8SmW8JMnB4L2Tw7kIe7xsB/KQQovCU62FDCHEzgKcC+FvIB+sS5Dn+G8j+848aky8VvO6vQrpk/wmAByDPF6nf/xjAE4UQX4uZ9eWQSu7XIAekxtT7j6j9eJYQ4r2ReX4C8jv0Zcga6ApkwPkYZAr8y4QQ3QSfHRFCLEPWtr8B8tpaBTAJaRj4LwBeIoT4jX6sO7Id/wF5TvU9ogL5Hf8g5Hc8ta4+gU9DDtz9LWT5yzKkueMqZA/tdwB4shDiwZjtOaDW+xbI47IIeVxOQg6svAOBczcD6fQPef2/C8DDkNlSBHms/yuAH0RK6YQQYj9k3f+nIe/zOyBbxF0II8tlWK5ZhmH6C8myJIZhGGbYIKLfh2zRdINyl2bOAojoFyBVyQNCiEu3ensYhmEYhikGVr4ZhmGGECLahSDV8PNp0zJnDkRUg0y/B/i8MwzDMMwZBQffDMMwWwQRvY2IfouILiOiknqvqszeboI0bJtD4FLMnAEQ0U8Q0e8R0VWG4VyJiL4LwA2Q6fybkOUHDMMwDMOcIfTLUZVhGIbpzCUAfgWyltZVZm/TCO7NywBeI4Q4k92/z0b2Qjrtvx2AUIZzk5D1wIA0zvp5IcTDW7R9DMMwDMP0AQ6+GYZhto6PQhr1fBdkf9cdkK7DByHdkN8X4zrNjD6fhXSJvxbSdGknpInTAUhn8Pdy4M0wDMMwZx5suMYwDMMwDMMwDMMwfYaV7z6yc+dOcdFFF231ZjAMwzAMwzAMwzB94M4775wXQuzKMi0H333koosuwh133LHVm8EwDMMwDMMwDMP0ASJ6LOu07HbOMAzDMAzDMAzDMH2Gg2+GYRiGYRiGYRiG6TMcfDMMwzAMwzAMwzBMn+Hgm2EYhmEYhmEYhmH6DAffDMMwDMMwDMMwDNNnOPhmGIZhGIZhGIZhmD7DwTfDMAzDMAzDMAzD9BkOvhmGYRiGYRiGYRimz3DwzTAMwzAMwzAMwzB9hoNvhmEYhmEYhmEYhukzHHwzDMMwDMMwDMMwTJ/h4JthGIZhGIZhGIZh+gwH3wzDMAzDMAzDMAzTZzj4ZhiGYRiGYRiGYZg+w8E3wzAMwzAMwzAMw/QZDr4ZhmEYhmEYhmEYps9w8M0wDMMwDMMwDMMwfYaDb4ZhGIZhGIZhGIbpMxx8MwzDMAzDMAzDMEyf4eCbYRiGYRiGYRiGYfrMUAffRLSPiP6GiI4RUYOIDhHRe4loW8b5dxDRG4noU0T0CBHViWiZiG4mojcQUez+E1GViN5KRLcR0TwRrRHRA0T0fiK6sNi9ZBiGYRiGYRiGYc50Slu9AUkQ0aUAvgFgN4B/B/AggGcD+BUArySiFwghTndYzI8D+BCA4wC+AuAwgD0AfgTAXwH4XiL6cSGEMNZbAvBlAC9Q6/wYgAaAZwH4ZQA/S0TPF0LcX9S+MgzDMAzDMAzDMGc2w6x8/zlk4P02IcSrhRC/JYR4KYA/BXAlgN/PsIyHAfwggH1CiJ8WQvxPIcTrATwBwBEAPwoZiJv8MGTg/WUATxZC/LIQ4teFEC8G8G4AMwB+vYD9YxiGYRjmDOS+Y8v4r//fnXBcb6s3hWEYhhkihjL4JqJLALwcwCEAfxb5+HcBrAN4LRFNpC1HCHGDEOIzQggv8v4JAB9Wf14bme0S9fof0fkgFXgA2NVpHxiGYRiGOTu549AiPnfvCSxsNLd6UxiGYZghYiiDbwAvVa/XxwTOqwC+DmAcwHN7WEdLvTqR9+9Tr98bUxP+A+r1Sz2sl2EYhmGYMxhdzeZ6osOUDMMwzNnEsNZ8X6leH074fD+kMn4FZHp4LlRd98+qPz8f+fg/APwrZDr6PUT0JQBNAM8E8EIAHwDwwbzrZBiGYRjm7EDH3I7LwTfDMAwTMKzB94x6XU74XL8/2+Xy/xDAVQD+UwjxBfMDIYQgoh8D8DsA3gHgScbHXwbwj0IIN2nBRPQmAG8CgAsuuKDLzWMYhmEYZlTxWPlmGIZhYhjWtPNOkHrN/V+NiN4G4NcgncxfG/N5DcDHIU3V3grgHMjBgO8DcCGAm4joh5KWL4T4iBDiGiHENbt2cWk4wzAMw5xt6B4qruDgm2EYhgkY1uBbK9szCZ9PR6bLBBG9FcD7ANwP4CVCiIWYyX4LskXZ24UQfyGEOCGEWBFCfA7AjwEoq2UwDMMwDMO0IcDKN8MwDNPOsAbfD6nXKxI+v1y9JtWEt0FEvwpZq30vZOB9ImFSbar2legHQoi7ASwAuJCIdmRdN8MwDMMwZw9c880wDMPEMazBtw58Xx51HCeiKcg+3HUAt2ZZGBH9JmR/8G9DBt6nUiavqte2nHEiqiJQ3bl/CMMwDMMwbXDNN8MwDBPHUAbfQohHAVwP4CLIumuTdwGYAPB3Qoh1ACCiMhE9gYgujS6LiN4BabB2J4CXCSHmO6z+a+r1t1WwbfJOSJO621XLM4ZhGIZhmBC61NvxvPQJGYZhmLOKYXU7B4C3APgGgPcT0csAPADgOQBeAplu/nZj2vPU549BBuwAACL6OQDvBuBCBtVvIyJEOCSEuM74+/cBvArAywA8SESfh1TZXwDg2er3XyliBxmGYRiGOfPgPt8MwzBMHEMbfAshHiWiayCD51dCuo0fB/B+AO9KMEuLcrF6tQH8asI0XwVwnbHeo0R0NYDfBPD9AH4eMkPguJruj4QQD+bcHYZhGIZhzhL8mm8OvhmGYRiDoQ2+AUAIcQQy+O003SEE7cfM998JmSqed71zkK3Gfj3vvAzDMAzDnN1wzTfDMAwTx1DWfDMMwzAMw4wqgpVvhmEYJgYOvhmGYRiGYQpE13x7HHwzDMMwBhx8MwzDMAzDFAjXfDMMwzBxcPDNMAzDMAxTIAK65ptbjTEMwzABHHwzDMMwDMMUCCvfDMMwTBwcfDMMwzAMwxQIu50zDMMwcXDwzTAMwzAMUyC+27nLwTfDMAwTwME3wzAMwzBMgQhWvhmGYZgYOPhmGIZhGIYpEK75ZhiGYeLg4JthGIZhGKZA/JpvwcE3wzAME8DBN8MwDMMwTIHomNt1udUYwzAME8DBN8MwDMMwTIHomm9OO2cYhmFMOPhmGIZhGIYpEB1zs+EawzAMY8LBN8MwDMMwTIF4rHwzDMMwMXDwzTAMwzAMUyA65Gblm2EYhjHh4JthGIZhGKZAuOabYRiGiYODb4ZhGIZhmALxlMm567HbOcMwDBPAwTfDMAzDMEyBCLDyzTAMw7TDwTfDMAzDMEyB6Jjb4+CbYRiGMeDgm2EYhmEYpkDY7ZxhGIaJg4NvhmEYhmGYAhHc55thGIaJgYNvhmEYhmGYAmG3c4ZhGCYODr4ZhmEYhmEKRMfcrsvBN8MwDBPAwTfDMAzDMEyBcM03wzAMEwcH3wzDMAzDMAUS1Hxzn2+GYRgmgINvhmEYhmGYAuE+3wzDMEwcHHwzDMMwDMMUiBa8dfo5wzAMwwAcfDMMwzAMwxSKX/PNhmsMwzCMAQffDMMwDMMwBaJDbu7zzTAMw5hw8M0wDMMwDFMg3OebGRYc18Nvf+oeHFnY2OpNYRgGHHwzDMMwDMMUit/nm4NvZos5ulTHP37zMG45cHqrN4VhGHDwzTAMwzAMUyhBn29uNcZsLS3lO+DxQBDDDAUcfDMMwzAMwxSIYOWbGRL0Neiy8z7DDAUcfDMMwzAMwxSIxzXfzJDQcmX2BSvfDDMccPDNMAzDMAxTIKx8M8OCHgDia5FhhgMOvhmGYRiGYQpEgAMeZjhwle8AX4oMMxxw8M0wDDPE1JsufuIjt+Dhk6tbvSkMw2RE+6xx8M1sNb7hGtd8M8xQwME3wzDMEHNsuY5bDyzg24eXtnpTGIbJyKjXfNebLr768NxWbwZTAC6nnTPMUMHBN8MwzBCjH5gajrvFW8IwTFZGveb7c/cex8/9zW04tbq51ZvC9Ig2XGO3c4YZDjj4ZhiGGWL0w/tmi/sFM8yooGu+R7XP90ZTDvY1+L4z8jjc55thhgoOvhmGYYaYIPhm5ZthRgUd57juaAY8o542zwToc8inkmGGAw6+GYZhhhj94LTJaecMMzKMevDKdcLFsrrZwl/ffBBiC1K/dfYFn0uGGQ44+GYYhhliOO2cYUaPUa/55uC7WG58aA7/+7P348D8+sDX7frKN59LhhkGOPhmGGZL+IdvPoY3XHf7Vm/G0MOGawwzeogRV751oNYp+K43XS6JycBWDmboVmM8kMIwwwEH3wzDbAl3HlrEbYcWtnozhh6dMsjKN8OMDjrOGVWTKzdjn/Jf/ti38Nv/es8Atmi0yTqY0Q8cdjtnmKGitNUbwDDM2cnKpoOGwwFlJ7RZMqtLDDM6jHrNtx8sdgjYTq02+D6eAW8LyxD0NcixN8MMB6x8MwyzJaxuttB0vC0xoBklWPlmmNHjzKn5Tr/veEKM7D4OEj2YsRX/7nzlm88TwwwFHHwzDLMlrG46AICmy0FlGlzzzTCjR6B8j+b9Td93nA6t0lyPjbyyIDJmEvQDh83zGGao4OCbYZgtYbXRAgA0OWUxFT/4ZuWbYUYGHWN5YjTrvrOmnQshMKLjCwNlGNLOBz1IsrzRGuj6GGZUGOrgm4j2EdHfENExImoQ0SEiei8Rbcs4/w4ieiMRfYqIHiGiOhEtE9HNRPQGIkrcf5L8HBHdSEQLat6DRPTPRHRFcXvJMGcnK3WlfHPwnYrfaoyVb4YZGQSCQGcUja6yunO7nhjJ/Rs0Qdr5FhquDTDwv/OxRVz9e1/EsaX6wNbJMKPC0BquEdGlAL4BYDeAfwfwIIBnA/gVAK8kohcIIU53WMyPA/gQgOMAvgLgMIA9AH4EwF8B+F4i+nERuRsSUQ3AJwD8AICHAPwjgFUA5wJ4EYArADxcwG4yzFmJEAJrDRl8s1lPOlq1YMM1hhkdzDjH9QTK9tZtSze4Gd25PSE47TwDw6F8D26dp1Y24XoCC+tNnDs7NrgVM8wIMLTBN4A/hwy83yaE+IB+k4j+H4D/BuD3Aby5wzIeBvCDAP5DCOE/4RPRbwO4DcCPQgbi/xKZ708gA+8/APC/zHnV/OVudohhGMlG0/UfQlj5Tkc/2LLhGsOMDmZAOoqO515G5VuMaFr9oNnSmm9Vtz/I88QO6wyTzFCmnRPRJQBeDuAQgD+LfPy7ANYBvJaIJtKWI4S4QQjxmWjwLIQ4AeDD6s9rI+u+FDKovx3A26Pzqvm5kIVhekCbrQFsuNYJ/eDEhmvM2cSxpTqu+/rBrd6MrhER5XvUyNrn2xVioIrqqOJtYTDqG64NcOXuFtWZM8woMJTBN4CXqtfrYwLnVQBfBzAO4Lk9rEMH0E7k/Z+EPC4fBTBNRD9DRP+TiN5ERJf1sD6GYRSrm8H4FRuJpePXfPNxYs4iPnXXUbzzM/djuT6aY91mNdsoBt9ejrTzUdy/QaOP0JaknauRlK1Qvjn4Zph2hjXt/Er1mlRXvR9SGb8CwJfzLpyISgB+Vv35+cjHz1KvMwAeBbDD+EwQ0YcgU+FZhmKYLlkxgu+my1+lNFw/7ZyPE3P2MLfaAAC0RjQzxoxzRrHdmJtRLfW41Vgm/JrvrWw1NlDlWwX8fGkwTBvDqnzPqNflhM/1+7NdLv8PAVwF4D+FEF+IfLZbvb4bwB0AngJgCsDLIIPxtwB4R5frZRgGwIqRds7Kdzr6wanheFvilMswW8Hcmgy+O/WZHla8EVe+2XCtWMRWup1vQSDccrdufxlm2BnW4LsTpF5zf6uJ6G0Afg3SPf21MZNoT9LjAH5YCHGvEGJNCHEDgB8D4AH470RUSVj+m4joDiK6Y25uLu/mMcxZgVnz3RhRZWtQuMbxYWf4dJY3WjitgjZmtJkfceXbjDlGcQBBpyh32nZOO89GkMY/+HVvheFaUPM9sFUyzMgwrMG3VrZnEj6fjkyXCSJ6K4D3AbgfwEuEEAsxky2q188LIUINCoUQdwM4CKmEPzFuHUKIjwghrhFCXLNr1648m8cwZw1mzTe7nadjPvtylkA6v/Ppe/G2f7prqzeDKQCtfI9u8C1QsqROMIrBada0c9djR+ssDEOrsUGum2u+GSaZYQ2+H1KvVyR8frl6zdxrm4h+FcAHAdwLGXif6LDupYTPdXDOjQsZpktCyjcH36m4Rr3oJjuep7Kw3sTi+mgadDFhAuV7NB/ePQGUbfmINYqtxrKmnQshtqSOedTwtjLtXA1gbU3NN18bDBNlWIPvr6jXlxNRaBuJaArACwDUAdyaZWFE9JsA/hTAtyED71Mpk2sDt6tillNFEPgfyrJuhmHaYeU7O+aDO5uupeN6XH96JtBwXN8XYlSVb08IlO3RVb6z9vl2Oe08E/q2tBUDFS2tQnOfb4YZCoYy+BZCPArgegAXAXhr5ON3AZgA8HdCiHUAIKIyET1B9egOQUTvgDRYuxPAy4QQ8x1W/zkABwC8goi+J/LZOyBT4b+aopwzDNOBlbrR5/ssDr4bjtuxf7cXCr7P3mOVBYeD7zOC02tN//dRVI0BaUgTKN+j973VCQcdDdc8wQFWBrIOZvQDV9d8D1L53oJ1MsyoMKytxgDpKv4NAO8nopcBeADAcwC8BDLd/O3GtOepzx+DDNgBAET0c5Cu5S6ArwF4GxEhwiEhxHX6DyFEU813PYDPEdGn1HKfBeC7AMwBeFNRO8kwZyOrmy1M1UpY3XQ6Bp9nMr/+ie/AEwJ/9lNXJ05jBh9n87HKguuxCncmMG+Y5o2q8i2E8IPvEYy9MweLQoymsj9o9CHailhUD/4MsoIjqPke3DoZZlQY2uBbCPEoEV0DGTy/EsD3QTqQvx/AuxLM0qJcrF5tAL+aMM1XAVwXWffNat2/CxnszwI4CeAjAP63EOLxPPvCMEyY1U0HOyerWN10zmrl+/hSvaOy57LynRmHVbgzAt3jGxjd4NsTQLkkB/tHUvnOkXbO6mZnvIw19P3A2YK088DtnK8NhokytME3AAghjgD4+QzTHULQfsx8/50A3tnluu8H8F+6mZdhmHRk8F3Bwfn1s9pwzfFEx/0PB9+sfKfheh6bP50BmMr3KLbpAlTNtyWV71FUhvX3qNPgIPf5zoY2WtuK+5P+Dm2F2zn3+WaYdoay5pthmDOblc0WZsYqsOjsrvl2PK9jKjkH39lxXE47PxOYN2q+R1X5FiPudu5lVC49bzQHFwZNkHa+BYZrW+l2PppfX4bpKxx8MwwzcFY3HUyPlVAt2WiO6MN1ETiu6Ni7O1zzffYeqyy4nhhoaiXTH8Jp56N5Pj0hUBpht3Nf+e5w/KXyPYgtGm2CtPPBr9vdgrRz7vPNMMlw8M0wzMBZ2WxhulZGpWShcRaruS6nnReKbDW21VvB9Mr8WgPaG3UU66WB0Ve+/ZrvTsq34AGvLOhDtKWtxgaqfLPhGsMkwcE3wzADxfME1hoOpmolVEvW2a18eyJf2jkr36k4nuCa7zOAudUGdk5WAYxy2rnZ53v09iFQapO3XSjVm9XNzuh0861IO3fcrXM755pvhmmHg2+GYQbKetOBEMBUrSSV77M4oJQ1353Tzqsleas+m7MEssBp52cG82sNnDNTAzDKaeeG8j2C+xC4nSdPI7ZQzR019BHakj7fW+F27rLyzTBJcPDNMMxAWd10ACBIOz+bg29XoOl4qeqA5wlMVmVjirP5WGXB8TxW4c4A5teafvA9ioEroNzOdZ/vEbwmteCdpnzroHsEhf2Bk7Vvej/wDde45pthhgIOvhmGGSg6+J6qlaXhWp8Cyn++/Qh+4e/u6Muyi0I/oKQF1Y4nUCvbIOKa7064HrudjzoNx8VyvYVzZsYAjHLaOfy085Gs+c7QakwHVhxgdSZwOx/8urei57bvds7XBsO0wcE3wzADZWWzBaD/aedffOAkvvrQXF+WXRRuhuDb9TzYFqFWsjn47oDDhmsjz2nVZixIOx/R4BuB8j2KA0JZUpV9dZwDrI74NfRb0mps8MF3UPM9sFUyzMjAwTfDMANl1Qi+q7aFZgfDsW45OL+OpusNdcCqA4s00zVXACWLUCtb2OzQluxsx+U+3yPP/JpsM7ZXp52P6Pkc9ZpvL4fyLUT/jbX2n1zF6/72tqG+n6chfAO7LTBc8wafdr4VajvDjAocfDNMRo4t1XHv0eWt3oyRJ5R2Xrb6knbuuB4eO70eWt8w4ivfKUG163mwLEKtzMp3J6TyzQ97o4wOvs+dVWnnI+pzYNZ8j+KAUJbgyfys37t452OLuPGhORxdqvd3RX1CH5+tMITcirZfzhask2FGBQ6+GSYjf3L9w3jrP35rqzdj5FnRhmtjJVTs/qSdP75Y91PttNI+jGSq+XaFUr5tNlzrgMvB98gzvyrTzvdOq7TzEX16H/mab7XNaaq9abTW7wEGfe/rl0dIvwnq4we/bv2/kJVvhhkOOPhmmIycXNnEcn14A7mt4t6jy34ddxZ0MDzdR+X7wPyasb7hVb6dDGnnnhCwLUK1ZLHy3QHH80ZSZWQC5pTyvWuqirJN/ndklNApxqUzoc93ZuW738G3q15H71gCQdC9FTXfQdu4raj55vsxw0Th4JthMnJ6vYmNBgc/Jp4n8GMf/gY++vVDmedZ3XRQtmUwWbEtNPvwcH1gbj20vmHEM8zBOrmd2xahWraxOaIPnoNAH0+OvUebudUGJqsl1Mo2SpY1koZr+hr0a75H8KLMErC5XQTfH7xhP/765oO5t0eX5jRGdABSB6FbkXauv0ODDIQDt/OBrZJhRgYOvpk2Tq818Lv/fi/WGsMZtGwVC+sNNF2v7w+Dnifw8dsPj0R63abjYrPlYWGjmXmelXoLU7UyiEi6nffBROzAfBB8rzWGM1vBfCBPr/kWyu2cle80QoEAP/GNLPNrDeyaqgKQynFrhM3KRrnmW29yFsM1c/pOfO7eE/jKg6dyb48eoBxd5Xvr0rD1ORyk6u5sgcM6w4wKHHwzbXzghkfw0Vsew20HT2/1pgwNQggsrMsAc6PZ3wDozsOL+M1/uQdffuBkX9dTBPpY1HMck9VNB1O1EgDIPt99Ub7XsFs9wK8MqfJtPpCnup17XPOdBfN4cuuj0WV+rYGdkxUAQMW2fKfmbvh/X3wYP/mRW4vatMwIX/nWaeejdz1maTVmfs2y7mO95XZ1TjntvDuEEEYWw+DWy4ZrDJMMB99MiBPLm/jH2w4DkKZVjGS14fgKzEazv8HcqRVZ8/jYwkZf11MEOujOMyCxutnCdK0MAEr5Ln4w48DcOp52/qxa33AG3+YDaKe0c4tkmv6oplwOglDwzU98I8v8WhM7Jw3l2+n+XB6aX8eh0+udJyyYqPI9ymnnadtufs+yZptsNt2uvp+6zeIoZITF4W1R2rl5/ramz/foXfsM0284+GZCfOjGR+B5AmWbQsG343qYW21s4ZYVgxACf/aVR3Bgbq3zxAYLa0Fadb+V79Pr8jgfHoHge6Or4DtQviul4mu+1xoOTq028NTzZtT6hjTt3DWV7/S085LNrcY6YT5k8vPe6CKVbxV8WxZaPSjfjudtSdp6oHyPctp552CxG8O1equ74DtQvkfzHqgPz6Avha0alPRrvkfw2meYfsPBN+NzYnkTH7vtCH7smftw/rZxHDWC73+87TBe+Ec34IgREDquN3L/CA/Or+M9X3gIn777WK75Tq8bwXefTdfm1SDH4dOjEHw7odcshNPOLbRcUeg/6IPKbO3yPZMYr9hDrHybNd/paee2ZaFWtnz1h2mH085Hn6bjYWmj5QffFXV/6JaWK7bEaVxAuZ1bZ0CrsbTg22w11vfg+8yo+R70QIzpUTNQ5duv+R7YKhlmZODgm/H5y68dgCcE3vqSy3DetjE8vhgEf/c8voyG4+GDNzwCQCrIb/r7O/Gav+hcT3dgbg37T64OhYHbHY8tAkDulmELRvC93ue083m1rjNV+V7ZlIZrgHy4BlCo+q3bjF2yaxJTtdLQKN/3PL6M674euPxmTTt3PQGbIJXvERvsGiTm8RxFpZEJsn58wzWrt1Zjjuul9qnuF/rys4hgWzTSrcbSAjbzsyxxnRACmy2vq8GIUXc793zle8Bp524wEDRIFZr7fDNMMqWt3gBmeLjxoVN40eU7cf72cezbNo7rj53wP9Pu0Z/81uN4y0suxTcPLuAG5VhqpglGWd5o4RXvvclXL17+pD34yM9e0+c9SebOQ90G30HKfb9rvrXyfXSpDsf1ULKHZ4xsaaMJyyK/ZrtbwzU9f7VkA5DBZ61sF7KNj86tgwi4cMc4pmrloVG+//Wux/FPtx3B615wMYDsaeeOr3zbfXGGP1NwQ2nn/MA3isyvyoFHbbhWsntTvh1P9JS23i064CACbItGW/lOOf5mYJVlwEvf53pLOx/Ne+BWuZ3ra69SsgaaEaTPMd+KGaad4XmqZ7aU02sNPDq3jmdfvAMAsG/bGE6vN/2g6uD8Ol72hN0oWYR3feZ+/O/P3o/zZscAALcdXEhc7r3HltFyBX75pZfh2Rdvx+2H4qe9ef88fuavvon1Pqvjdx5WwfdGvuA7lHbe55rv+TUZfLuewPHlzb6uKy+/9I934R3/dq//t5923sp23hbWm1hrONg9HaSVAsXW8R2cX8e+bWOolmylfA9H8O24IlGdTdt/T7mdV0sWNh2XA8sEzCCBle/RRN/7dirlu2JTT60dW1ukfAu1yUSEkkVwR7BdWpY+33mDb/08cTamnUO7nQ948/X/nErJwiDHoRxWvhkmEQ6+z1JOrW7is98J6p7vVOnYz7poGwAZfAPA0aUNLG00sbDexHMv2YGfee6FuOHBU2i5Hj76+mdhvGLj1gPJLcnuPboMAHj9Cy7GCy7dicWNVqxb6d/dcgg3PzKPv7jpQGH7GGVpo4lHTsmU5LzK9+m1wdV8n15v+m2yHhuyuu+51QaOLwUDAr7becZjogdfnnmhvM6qStUv0sH2wNwaLtk5CQBK+R6OtPOWK82fdPAcSjtPUbQdz5N9vss2hCg2Rf9Mgmu+Rx9t6rnLdzvvrdWYHPASAx+w0jXf1ggr31laY5m7leUQ11u9B9/sdp4PPfhU3SLlewQvfYbpOxx8n6X8w62H8csfuwvHl6Wp2h2PLaJSsvCUfdIhWgffRxbrfsr5xTsn8OYXX4p928bw9u9/Ei7bPYVrLtqeGnzfd2wF582OYdtExVc7tbqhqTdd3LR/DmWb8JGbHvW3qWj0AMPOyQqWuqj5nqjItOi+13yvNnD1BTI4Hba676brYdXITshb833HoQVUShaeqq6zarnY4Pvrj8xj/8k1XLZbB9/Do3zr9Fn9IB4yXOtU862UbwBsuqa449AC3vnp+/y/Qy11+BCNJHNa+Z4Mar57MlzLoN72A7Pmu2TRSGZi5G01liWw08F3N4MRutPDqJm8aoYh7XywrcaU2zkPhDJMGxx8n6X88DPOgxDAv90l1e/bDi7gaftm/Brc82bHAQBHF+s4oNyjL9k1gV1TVXztf7wEr33uhQCA516yHQ+fXMNp9dD0xftP+mo3ANx3bBlPOncaAHw191SkZdnX9s9hs+Xh9159FTwBvOcLD+Xaly/dfzJkiJbEnY8tomQRXnjZzkTl+5FTq7HB/+n1Js7fLo9JP9PO600X600XV503jYptDV/w7Xih0gD9MFVvuZlG9G87tIin75v1r7OKrdPOe4+W/um2w/i5v7kNF+0cxxtfJOuqp6olrAxJ8K0fRrQSEa75TnE7FzLtXNfEj+rDZ9Hc8OApXPeNQ/51F+o5zA98I8n8WgOT1RLG1ECndDvv/t6gjc4GrTzr608q34NVHIvCzaDU5m01djannWfJJDBpOC7+857jPa9XGxZWSzJzalBZIEHN9+hd+wzTbzj4Pku5aOcErr5gFp+663HUmy7uPbqMZ1203f9891TV7/V9cH4NJYv84JOI/Omee4msEb/t4AIePrmKN/9/d/pq1HrDwYH5dVx1rlQ5tYPtqZVwHfMX7juJ6VoJP3L1PrzhhRfjX791FPc8vowsHFnYwBv/7g780+2HO057x2OLePK509gzU8PyRqvtn4LrCfzUX34Tv/Pv97XNu7DewN6ZGkoW9dVwTWcF7J6qYd+2sVBrt2GgEQm+zWPRyYl7o+ngvqPLeNbF2/z3fLfzHh+ovv7IPH7rX+/B8y/biU/+1+fjnBmZuTFVK2Gt0Z+084dOrOKTdz6eeXodbLdiAoJU5dsVsAzlm03XJPqYBceT3c5Hnfm1pm+2Bmi38x4M1/R3bsClGv6/lhGu+fYyKN/mv9Asg6+bvvKd/3z4hmsjev8TOdPOv/LgKbzlH76FgyrzsFt85XvAPeeDmu+BrI5hRgoOvs9ifvjqfXj45Br+4ZuPwfFEKPi2LMJ5s7Ld2IG5dVywfRzlGNftp5w3g/GKjVsOnMbv/vt9cD2BOw8vYn6tgQdPrEAI4Mm+8l0DEKQWAnJU9ssPnsTLnrgHZdvCW669FJPVEv7+1kOZ9uGm/XNymRE1PUrT8XD3kSU888LtmBkro+l6bem7tx1cwKnVBh44vtI2/8JaE9snKhir2FjvY823Dr53TFZw/vZxPLbQ2z/eomk6bqhlnHksOmUE3HV4CY4ncI1xnWkFvNc6Zl0a8cc/9lTfSR2QNd+bLa8vD98fu+1wyHyuE3ofdUDgZq75DivfmyPaaqdo9MN4cDxZ+R515lfDnTOk23lvhmtAumN3PxAh5Xs0a76zKN/h71znZQY13/m3x281NqKZP0GrsWzTB0p/b/urr3090D2oLAzX7/M9etc+w/QbDr7PYn7gKeegbBPe+6X9IIJfZ6w5b9sYji7JtPNLdk3ELqNsW3jmhdvwz3ccwS0HTuOnnnMBhAC+/MBJ3HtUBrFXnSeV752TFRABp1aCQPm2QwtY2mjhFU/eA0AGS9/zpD34/L0nMqmhN++fBxA2RIvjvmOyT/kzL9yG2TGprERTz3WK1+OL9VCAKYTA6fUmdkxUMFEp9VX51vuxc7KKC3eM4/CQGa41XQ8Nx/NT2cwWY51M124/tACiwGwNMNzOe1Qz6uqcjFfD3ROnavLvftR9NxwP9VZ293HHDwSUYmsEBGmDD54QvuEawDXfGn1/cNx2hW4EYx0GcmDWDL4rPQbfcf4KgyBU822PXp9vIYSvaqep1N27nXejfI962rkaJMz4/8KfvsdrV58/nTk1qEuRlW+GSYaD77OYbRMVvOTK3VhrOLhyzxRmxsuhz/fNjuPIwgYOnl7HxTvjg29App5vtjw86ZxpvPsHn4x928Zw/X0ncd+xZeyYqGDPdOBcu2OiEqr5vv6+k6iWLHzXFbv8937gqedgZdPB1x+ZT91+1xP+NGk134vrTbznCw+BCLjmom2YGZP7uVQP5nE9gc/dewKz6hjsP7nqf7bRdNFwPGyfqGK8ave15ttstXPB9nGsbDq526Ll4Uv3n0w1zIuiAx6teG8YKmyndmO3H1rAE/dOh5RpP+3c7e2Y6u0Zi/QKn1Lr6tXx/PZDC3j6u68PnYtmzodB/TCiA+1Qq7EUNdvxdPBdfFu2UUYfd/1wGTJ/4ie+kWR+rYGdU0baud2bahwMzAw2YPP7fAOwafSU76zfpdw13z0Yrun73ui6navXjPuuL9lehWPTcE1uB9d8M8xWw8H3Wc6PXH0eAIRSzjX7to1hfq2JpuPhkl2Ticv4niftwc7JCn7vh69Cybbw8iftxdcemccdhxbx5PNmQjXiu6ZqmFsNar5vengOL7hsJ8YrgWL5ost3YbpWwmeMVmhxfOfxJaxsOqjYVpuDuuaB4yv4wT+7GXccWsQf/ehTsWe65gfYZiB1+6EFzK818AsvugQA8LARfOvAPlC+B5B2PlHxa+z7abr2x9c/hD+/8dFM0zqu5z9ArCmlud5sdz6Po+V6+NZjS3j2xeHrrKg65nrLRa1swbYo9H5Ryvejp9awtNHCKePa1UF01m2PpsCail6nmm9WvtvRx91XN918gQAzXLRcD0sbLeyarPnvlSyrp5TxLUs7V68WEewRdDs31dmsrcayfOc2u2w1JoQYeeXbr/kesPLdMgzXgMGlnbPbOcMkw8H3Wc5LnrAb3//Uc/Cjz9zX9tm+7WP+75ekKN9X7JnCHf/re/y09e950h40HQ8H5tf9em/NrqmqX5/ddDwcOt0+TaVk4RVP3osv3ncytb71a/vnQQS8+Mpdicr3r/7Tt9Foefj4Lz4Xr7nmfAAwlO8g+P6P7xxHrWzhZ593IWplCw+dWPM/O62WHdR899NwrYmpagm1so0LVPDdz7rvjaabeX/M1Gg9z0bThR5bqacE3/cdW0G95eKai8KlDYHy3dsD1UbTCQ3gaHTwvdKj8h334Nd0Aqf3LERVOP1QVStbmdzOg1ZjrHwDgRLWiskk4Ae+0cMvuTGU70qJero36IGZQRuuaXWTRrTm20wUSDOL83Jmm3Trdt50PV8BHtXMnyCYzjd9r/cyfayDtPP+X4ueJ3LXuDPM2QQH32c51ZKNP/upq/H082fbPtPtxgDg4oSa7zieddE2X13WTuea3VNVP+388MIGPIHYlPYfeNq5WG04uOnhucT13Lx/HledO4PLd09iYb3Zlt602XKx/9QqfuLZF+AZRj27Dr51zbdOOX/JlbsxVSvjij1TEeVbbu/2yQomKuG088X1Zqg+vFfm1xrYodx+LxiA8r3RdLIH30bguWYE39vGK/7vSTx0Qtb/P/W82dD7vvLdo5qx0XTbUs4B+CnuvSrfQY9ZM/j2Qp91ohWp9dYP5JPVUur+O550O/eV7xF9+CyaRlvNN7udjzLzkR7fgFa+ezdcG/T1oP8VBTXfo3U9ZlW+3VDaeefl1lvdnQ/z/jiqyre+PWVXvvNNn0Sb4doArkU3ZzkCw5xtcPDNJLJvm2rXVC1hl/FA1ImSbeFlT5AGalFVe7dSvj1P4MCcVJfjUtqff+kObBsv47Pfie9zudZw8K3Di3jh5TuxfaICxxNYqYcDrANz6/AEcPnu8PJ1bfuKCr7vPbqM+bUGXnnVXgBSyX/ICL59RWaiivFq2HDtjX93B97+qXs6HJHsnF5r+g+fE9USdk5W+tpubKPpZh48MINvHbDXm67fGijNiE4rHpO1sDpdKSr4brgYr7QH30WlnevtM4+BVuSyBsOtSH9v/TpeKaWmrrva7bzEaecmaTXfI+ZvxSDoWBF2Oy+q1dig085N5dsaveA7o6IdajWWs+Y7Ty2weX8c1VZjeZXsvEp5Ek5E+R5E2rl5zXDszTDtcPDNJLJnWva1vnjXRKhuOwtvfvEl+KWXXIYLd4yH3t89VYXjCSxuNP3+lRfvaFe+y7aFVz3tXHzu3uOxwec3HpmH4wm86LKd/sPa/Hq47nv/KRlAX74nHHxPVkqwCFhSNd+PqeU/8Rw5UHDlninMrTb8VHb9un2ygvFyWPk+vLCBOx9bzHJIMjEfcfu9ZNckHji+mjJH93ieyBV8N2KC7/Wmgx0TcnvTlO9NNa82DdNUbdVqrNfgu+W2OZ0DUlUGejdc0+q2mQIbKN9ZDde80DL03+MVOzGVUggB1xOwLeuMMlx7fHEDr7/u9p7Oiz7+0UwCYHB1jUxx6BaUuyJu572lnbf3gB8EIbfzEaz5zppOntfk0DSWzHNIzHteryVKW4W+JWW9FvQ56F35lsdLD3QP4tYY6jwxYtc+wwwCDr6ZRGyLcPmeKb9VWB4u3zOFX3/FlW1B+y6j1/fB+XXsmKi0uaxr3nLtZbAtwnu+8FDo/abj4f998WHsnqrimRdtw/YJqbxG674fObUG26K2tHbLIsyMlf2082NLdQDAOTNy267YOwUgMF1bWG+iUrIwUbExUS35gacQAovrTTy+WG9rW9YtZto5INty3XdsObWeulu0YttNzbdWkutN19/etOBbqxXa9EVTVQFlr8F3velgPCbtfKqgtPNY5dtpb7eWRqB4h5XatLRz/dxiE/nH7kxQvu84tIgbHjyFh0+udZ44Ae7zfWYRdHooxu1cCOEPzAxa+fbdzv2a79H6zurBq0716t26nQP5BkT0/bFaslI7Qwwz+ZVv9dqr4VpU+R5E2nnI/LLvq2OYkYODbyaVj/3Cc/CO739SYcvbrdqOnVpp4MB8eguzvTM1vPGFl+DTdx/Ddx5f8t//8FcfxYMnVvF7r74K1ZLtB3+nI47nD59cxYU7xtsCPkDWfWvDteNLdUzVSn6gduWecPCte3wTEcaNmu+1huM/mDxwfCX3sYjiuB4WN1oh5fuaC7eh5Qrcbex/Uej2XC1XZFJT49LON5quv731lLTzTcdF2aY2N/KKXYyau9GMTzuvlCxUS1bPdflBzXewnfqBMGvaeaB4R9LOU4Jv/YBasskfqDgTDNe0Ad5KD4NW+pi1vPBxBVhtGUXmV5uYqNgh48SSStnu5nxuZes5nVI96sp3xU5PmQ+lnWeIpc2ByjzjEXrwdnqsPLo13zr4zm241tt6dU/1QdZ8mwMrPBDKMO1w8M2kMjsuHb6LYveUCr5XGzgwlx58A8AvvvgSbJ+o4P/85wNY3WzhoROr+MAN+/Gqp52Llz9Z1mjrtOfTEeV7/6m1tnpvzcx4xVerjy5t4rzZwNl9z3QV07USHjoRKN9aXZ+oluB4Ak3Hw+J6EDjcf6z34Fsr9zunguD7mRdKo7giUtv/+fYj+PVP3O3/bdZo60A8jVDw3XTheQL1lovpsTJKFqWnnbdcv2bZxLLkw2nPaedNN/E6naqVe047T6v5zqrERFuM6WBxomInLkM/w9jK7Zwo+/qGGR109+JC77ca85VvNlwbZebWGqF7HxAEDK0ulGNzMKYX07Zu0PHGqLqda+W7UkoPvvNmm3SvfMv5pmrp5pTDjD46WUti9KHttYRGZ31oEWIQwXC45nu0rn2GGQQcfDMDZbdKOz8wt4b5tUZq/3BABk6/8rLLceuBBTzlndfjFe+9CVO1Mt75qkCN14GxNkYD5D/rx05v4AqlYkeZGStjeUNOf2ypjnON4JuIcOXeqZDyrdehHbU3mg4WNoL13V+A8j3vG7sFaZez4xVctnsSdxxaACCVg1f86U34bIce6HF88YGTuP6+E/7fZrCcJfXcTDtfazi+4jtesTEWcYGP0nA8VGPSwgGVSthz8O1gIqbVGABM10pY6WPaed6a76g790QG5dsmAhEVcqy65dYDp/Huz9xfyLL0+eilXCNIO2/v5TxisQ4DYH417HcBACWVKdON6ZoZ8LYGfEGYNd8j2edbbW+5g/JtBnJZgkQzayfPMdH32OlaeWQ9L/Kmkfs13z1eO/o4D1b55nsxw6TBwTczUMYqNqaqJdx2UAaTnZRvAHjtcy/Eh3/marz9+56IX3rJZfjozz8bO0xTnpKFqVopVPN9cH4dridwWYLyPWvUfB9frvv13por9kzhoROraDoeTq81sMNXvmUAud50saiC75mxciFp50HNY/gB9FkXbcOdjy3C8wQ+c/cxPHRyFfccXc69/GNLdaw1HH8k2lS+zbTs3/+P+/Gtw+1KezTtXAfbMlXUTnU732y5fs1ZlErJ6rPyXSqs1Zg5AKGD4Kx9vltR5ds1lG/Hi1UI9IOSTtevle0tSzv//L0ncN03DhayLF/5LiTtnGu+zwSk2WQl9F5JlaV0FXwb39VBK9+en3YuBxB6cWzfCrQoXS1ZqUF1qOY7S5/vkPKdw+1cBdzTY2W03O7KELYakbvmu2DDNfVdGrTyzfdihmknXipimD6ya6rq1zBfkqF/uGURXnnVOanT7Jys+sErAOxXRk6pyne9hY2mg8WNVkj5BoDnXLID//DNw3jJH9+IudUGtqvUdl2PuNFwsKiC/eddsgM3PHgKTcfzR5e7Ia7PLQA888Lt+NhtR7D/1Br+7tZDALozEDu2VIcnpIoQVaq18r3ZcvGXXzsIiwhXG73RgfY+37p+b6xSwkSl1NFwLep0rqmW7AIM1+JrvoFi087NNjd5+3zrh6BosDihHNmbrtfmT6CnKdky+K6WrC0zXFvaaMITUO7r+bofRNHp5r0o3/r4O5E0foDTzkeR+bUGnnPJ9tB7FXXdd+NwbZqsbZXhGjCiyrfQyjdBCBlYWzHfeXO3MvX5DtV85wm+5fmfGZO+LE3XQ80qrhxuEPitwzLutp923qvhmk47L+vgu6fFZVxn8H0drSufYQYDK9/MwNk1VUXLFSACLtg+3nmGDGyfqISU7/2n1mBRsrKug2/tdH7ubFj5ftVTz8F1P/8s7J2poel6OH+7DM51gLfRdP31veCyHWi6Hh6d6965GQjS5ndE1J9rVN3339x8EPcelQp73uBbDzIAwGpDvpp13lr51sFQXFAUbTW2rpRunXZuPljd8ujp0ENDw3Fjje8AqXz3kkrYdDw4nkgJvvujfOdNO29F3M5bRto5EN/rXB9Diwzle4vSLrVBYasAFXGl7oRe8+K4nh9st2LczrnVWP/44y88hE/d9Xihy2zFmE0ChvLdVc331nkA6MtPKt/W6LmdR1OVE75PobTzTMq3kY3QRfA9XVP3yhHs+KAvgcxp54UZrgXmeebf/YRrvhkmHQ6+mYGze1oGuvu2jaGWUAeclx0TlVDN9/6Tq7hwx0Ti8mfHy/AE/FZH586ElW8iwrVX7sYn3/w8fPG/fRd+8tkXAAiU7/Wmg6WNFmyL8JxLdgDo3XRtfq0hU+gj/aov3DGOnZMVfPyOI5io2Lhk10RuJffY0qb/+9qmdipvN1xbSQm+deA5XSthveH6SveYSjvXwfiDJ1bwk395K27aP+fPu5mifFdKvfXy3fAHAeITeWTwXZDyHWO4ljntPFLzrdux6EGDuAdK/YCqa19rpcGknT86t4bX/MUtIUM0PXhTRJ/dXpVvcxucGLdzfuDrH5+66yi+eP/JQpep793R4LvcU9q5Ybg24OA3CL6l8j1iwrcf+JU7BGx5g6xua761yeS0Ur5Hse47d6uxgvp86/872nNl4DXfozdOwjB9h4NvZuBox/OLd6abreVhx2Q15Hae5nQOBP/EdcAcTTvXEMle5zqI1zXfGw0XCxtNbBsv49Jdk6iVrZ5N1x4+uYpzZ2ptvdGJCNdcKNMxf/jq83DOTC23knt8ue7/rgPtuLTzNOVbK73bJyqhtPPxso2xSsn/W2cTLG8Ey9hsuYkDIdUea771fiQp35PVcu99viOtxlxP+A8xWdzHXU/4D+T6YUinn2ujuLgHyvaa78EYrt308BxuO7iA/cp0EIBvUNgqYP1pgzxZMAcq4t3Oe9g4JpWW6xVe+pBUclPuKe3cM37fmrRzy1I13yMWgWQ16TLjwizZJvWm6y+zG+V7qpacJTTs6MOTNfj1Ddp6rvkOK99c880wWw8H38zA2aWC70symK1lZcdEBYsbTXiqDdih+XVcvic5+J5VwfeDJ1ZAJHuKZ8FPO2+5WFxvYna8AtsiXLlnqifl+9TqJm7aP4/vfUp8bftzL9kOIuBnnnshJqv5lVwdEANB2rmpfK+q4DtNkdQPs9smKiHDtfFKCRNGDfn8qgzSTEW44Xiphmu9PEyZCnwcUzVZj96L6VLU7dwcLMiiRLfc+GDRtoL+3Wlp5zr4rpbC6f394uD8OoBwBwGddl6M8h2+3vJiHiu/bzrXfA+EpusVnn2hr4PpsXD2SsnqQfneylZj6pV0zfeIGa5FU5WTAuW8vdTrLReTKrPLzdVqLHA7l3+f+cq3Hszo9V7m+AMpVMjy8qwTYLdzhomDg29m4ATKd4HB92QFriewXG/h0Ol1OJ7A5bvjzdaAwLjlgeOr2D1V9dPrOhEyXNtoYvu4rM9+0rnTeODEStfprp/61lG4nsCPP3Nf7Oc/9ZwL8blfeRGesHdaGYjlU3KPGmnnWvk2a75zKd/jOviW84xFWo3NKRXLDBLTlO+KnS343mg6eHxxo+39ujEIEIdWS9YaDv77x7+NP/jcAx3XFcWv+Y4Nvjtve1iFC9KkSxb5tfBpaec6+J4ZL/dkUpYVHXxrXwP93QKAltPb05QQIvU6y4J5/HVgZQY4nHbeP5pO8cG32drKRCvf3fgMhAa8Bt5qTK6PSJoljlqfb739nZRvM5DM8pULB9/Zt2czknaeds+9ef88vvHofPaFD4i8Ndx53dGTcFwPJYt835BBXIrmwArfixmmHQ6+mYFzvjJZS3Ii7wa/1/d6A3ccWgQAXHXeTOL0sypoPrpUxzkz8SnncUz4Nd8uFtdb2DYhHwau3DOFpY2WH3jmQQiBT9z5OJ554bbEvueVkoUn7J0G0J2B2LGlOnQ2+5pSvustF2NlG5WS5Qff2gArLfjeNlHBqpF2PlGVNd9a6dYppKbyvemkpJ2X7UzB92988jt4zYdvaXvfNH6LQ6sl/3HPcfzrXUfxrccWO64rSlT5brjBvmWp+XZinJcdVwXfvvLdvhz94KUVwKirf784MKeCb5VqvrrZ8h+ue1W+N5qu/zDfbasx81i14pRvfuDrG/1IO9ffj1LEUVsH490E36Ga70Er336rsRF1O89o0pXHcE1npengO08qfjTtPO0e9L4vP4wP3vBI5mUPCn2ochuu9Xjpup5AySZ/AHcQaeDmd4/TzhmmHQ6+mYFzzYXb8Mk3Pw/PjbSV6QVdK3h6rYmv7Z/DuTM1XJrSxkwr3wBwXkK9dxw6tXmj4aiabxnE71UB/KmV/IHRt48s4ZFTa4mqd5SpWhlrDSfXA92xpTrO3yYHPbTh2nrDwbjqux51O1/dbF++fuDZrtLO1/2a7xLGKyU/gJ9XqcqmOtZopaSd251rvh85tYr/vOc4Tq422kbS6x1qvvUD2x997kEASG2JlsSmX/PdZdq5F6PUqpZd+rjEDUDohxgtCO6alK7+/XyY32y5OKrKFBbUuVwy6vd7dTvXKca7pqpYbThd9extxCnfnHbedzxPoOWKwh339TUVVb51i71ulGMzuBu88i1fiQCbRlf57mS4Fm41lr6P+pqZrGnlO0/Nt4tqyUItJUtI43iikI4MRRO0GstX893rQGLLFShZFmwaXNp5uOa776tjmJGDg29m4BARrrloe5uxWC9o5fvUagNff2QeL7p8V+ryzeA72mYsjUrJQtkmrDddLG00sU2td890Va1/M232WD5x5+OolS18/1PTe5lrpo006qwcW6rjClUDv6bSzetNF+NVGxPVkqF8B0FWtK7c7LXqCfh9zrXbecPx4HoC86v50s6l4Vr6w/yf3/gohJD/1KNK80bHtHN5rlc2HWyfqGR2JzdJrfnOoNqHlG+/RZaHsm0FaeepNd9K+Z6qwhMItdUrmkOn1/3f9XoWN4L19Rx8q+yK87eNQYjAbyAPpvKtj224zpCf+PqBHoArutVT1NtA4yvfXXhCbGWf77DbuTVyg0H6K56n1Vin75z+fxAo3zmCbzV4WyklZwkF2wE0h7DGPq+Bmh6U7DVt2/E8lGzy+7R3M9iZf518L2aYNDj4Zs4IdG/srzx0CiubDl54+c7U6Wvl4B95nrRzQAZ5p1Y30XKFX/O9R7VPO5lT+XY9gc/cfQzfd9U5fpDYCa3kZjVd8zyBY8ubuGTXJCwK0s7Xmw7GyyVMVEt+QG6mm0dTz5uOh4pt+eufW22gZBEqJctXnestNzbtvOF4fnp1lGoHw7UjCxv4928fw051jqO9oTc6pJ3r7X3WRdvwkit3YzOn8u24nv/wrIMPM+0xi/IdlwLbpnzHLMf1087lg5PO8Ohn6rlOOa+WLL+DwFK9eOVbl590k3puBn86q8CsMxwxc+mRQZ/7bgawUpfr13xHg28KfZ4H8zuXx9yrCNprvkfrgozW4CcZxpmBXKfbgr5mdPCdJwiU/z/s1CwhjRCikI4MRZM3jdxXynvcFektYvk134MoyQm3oOv76hhm5ODgmzkj0OnfX7j3BIiAF1yWHnwTka9+J7UZS2KiYuPxRZmWOzsul6GDopMr+ZTvkyubWN10cM1F2VPwdZCete779HoTTcfDebNjmKyWQq3Gxqs2Jqt2oHxvdgi+S5Zf9z631vDT8Me0EV3TaQu+hRDK7TzBcK1Dq7G/uOlRWAS8+cWXqv0Ob1cnt/NLd0/ixVfswrt+8KpQbXpWTGVbKy55086bCYZrZdvy+5/HK9/yPWuAwbc2W3vavllf8TbbxjV7NFzTwbYug+jGdC2cds4134NCX/dFG67pASntbaAJ3M67qPn2zO/c1hiu+X2+hy8WTKXNcC1R+W6fJwl9zei083ytxlTaecq90tyOYUw777bVWK/3Mm24pis6BpGEwco3w6Qz1ME3Ee0jor8homNE1CCiQ0T0XiLalnH+HUT0RiL6FBE9QkR1IlomopuJ6A1ElGn/ieiviUion8t62yumH5RtC7PjZaw3XTzlvBk/DT2NWT/4zp52Dsgg76gKvvV6KiULOyYqicp3UuqYrq3Nsw1TOdPOj/nrGAs5pW80XUxUpPKtTcuW6y0/9bMt+HZlj9aJaqB8a7V5XKWUr9QdLKpATacZ6gelWorynWSgI4TAv9x5FD/09PNwmerbvrIZVb6V8VtC2vlktYSPvv7ZeNK50xg3XNmzYirS0bTzyWopm/IdEwg4rmo1lpJ2HjWi0up/v5XvvdM17Ns25rcaKzTt3Fe+5aBXV8p3h5rvQaRWno3oa3ez5RbqYhx19dcUZrg26OhX13xjxPt827pOWG7/8eU67jQMK/P0c643lWlatZuab5l2ru+VaYO1rjf4Gv8s5G41VljauTRc893OB1LzbWQhcfDNMG0MbfBNRJcCuBPAzwO4DcCfAjgA4FcA3EJEOzIs5scB/CWA5wD4JoD3AvgXAFcB+CsA/0wdCo+J6FUAXg9grasdYQbGDhUIv7CD6q3pWvmulnBCKdzbjCB/93QNp2KU7yMLG3jqu67HNw+cbvtMB8b7tmXfhkD5zha0HDMC/ImqHaSdNxyMVWyVdh64neuBgKS088lQ8C1/n6jKhyKzFZhWmHWKcJrynVRDutpwUG+5uHLPlFG7Hd6uetMBUXJwb1JTzup5HkBM5TsafE/XSpmcn+MCgaDVWHIdo1Y9dFCyU7Xp073U+8HB+TVcvHMC2ycqfs13oYZrqmxgX0/Kd7rb+RA+e58R6OveE8Wqyfr7kdxqrEfDtYEr3/LVspTyLUZrQMiNKN/6u/UXXz2At/zDnf50oZrvDvsXTTvPV/PtolqyU++VGiFERwPPrcB3O88YjAo/7bxX5Vso5Xvwfb4rtsX3YoaJYWiDbwB/DmA3gLcJIV4thPgtIcRLIYPwKwH8foZlPAzgBwHsE0L8tBDifwohXg/gCQCOAPhRAD+SNDMR7YIM3j8OORDADDE7JmRg8qLLd2Wafna87CvWeRiv2P4/MJ3uDkjTtVOr7YrkwydXsbrp4E+/9HDbZzp9Pc8AQFDznU351up6XNr5RMXGpOFUvlxvJaYD67RznTY4v9bAWDmcdn5kwQi+lcKsXW6TguNKivK9tC63YdtEBTNj8fu90ZQt07IY+OnU9DxuzY1I7br5Oj1WzpTGHuo5bLYas9P7fEeNqKaqJVRKVn+V7/l1XLxrAtsnpTldvemGroVeH2y10q0HnKKDKVmIVb5dETxgstrSkW4UtabRYq9Ix3MdKJciNd8l2wp9nodWaMBrq9LOg6yVUbomdSAd7fO93nBCg43mLnUa39D3yQlf+c7XaqxatlLvlf62D2nauZczmA4M2npbrzRc25qa77JN3OebYWIYyuCbiC4B8HIAhwD8WeTj3wWwDuC1RJTcSwqAEOIGIcRnhBBe5P0TAD6s/rw2ZREfUa9vzbblzFayY7KC8YqNqy+czTT95Xum8LR9M7ld18305u1G8L17qhpb8z2nAvJbDyzgzscWQp8dXapj23g50ak7Dh18R9Ovkzi2tInxio2ZsTImqiXfXXqj6WJMp52rgHxls4ULticE364KvpXK7XjCV7x1+vlhFXxPGenY+rWWoHxXS3IwI66uU/eZ3j5RTlT8N1puotlaFD1dntRz/bBZtino820E35lajcX1+fYEbMsy+nzHpJ1Hgm8iwq7Jalf95LOwuN7E0kYLl+yc8AelFjaaobTzXvt8r2y2MF6x/ZKNXmu+zeOp+xKPksq4FTxyahVX/q/P49D8eueJDcx6/yLrvpP7fCvluwufASemvd+gCNRN8jsVjJLjeZvhmmE4GTJZy6N8N8M133lOSbvbeVrwPaxp5+HXztNrg7ZilO9Bpp37mSwlVr7Pdr5w3wn8xVcf3erNGDqGMvgG8FL1en1M4LwK4OsAxgE8t4d16Ce+2AiGiF4H4NUA3iyEaM8XZoaOX3zxpXjPjz0tMb05yv94xZX4+Juel3s9Wj21LfIDYUA6ns+vNdoe9HTwPTtexgdveCT02bGlOs7LkXIOANM5086PL9dx7uwYiOT2rvvBtyOV76qNtYYDx/Wwuulg93QNZZsS0861cgEEirdWwHXwvW/7eJB2rh6UktzO9QNVXFCn25nNjleCQYeo23nDyTx4odud1XME3zrFcbpWDlqOuV7wXqa083bDNdfzULbJDxjjUin1g5IZlOycrPi91IvmgArGLtk14Wd1LKzJgHybMhfsNd14ud7CdK2MyWoJFrWfzyzobASzntb1vDalbpA0HDdUdjHMHFmoo+l6fklKVszvaJHtxgLlO5p2rmq+e1S+u3FL7wW9NlP5HsaAMIk2wzWjPWIo4M7RakwP1kx1pXzLVpWZWo15w+l2LnIG03n7gieha771AO4gLkNz8IZrvs9uPvud4/j7Wx/b6s0YOoY1+L5Svbbn6Ur2q9crulk4EZUA/Kz68/Mxn18I4H0A/j8hxL91sw5m8Dz9/NnMvbIBqSJaVj7VGwiU79mxcmj+3dM1eAJ+eybN/FoDM2NlvPGFF+MrD83hvmPL/mdHF+s4N2ers6rqNZ417fzYUt1Pa5+slrC26cBT/bLHqyU/mD6pBglmxsqYGSu3BUUN7XZuBN/aaE2/99hpGXycv23MD747Kd86+IxLZ9Y1x9vHKxgr2yhZFOt2nlX51oMEeVQ7rXxPj5WDVmO+8l1C02hFloT58G/WfNuWvAYrdny7Nf3AbpEZfFf9XupFc2BOWltcvHPSb993er2BpXoLu6ekF0ARNd/TYyUQEabHyj0p3xPVUsjtXAdrW/HA9/e3PIZX/OlNQ1lvGiU6iJQVc9+KbDfmxAwymX93U7Ot5yEavPItRPC91f8jktp1DSN+n++o8u14YW+FHB0G6j25nUvl27YIZZs6up33mp3TD/IG03psotd7mW41pse1BpF2zjXfjMb1vIF7bowCwxp8z6jX5YTP9fuzXS7/DyFN1/5TCPEF8wPlgP5RSIO1t3W5fOYMZlylWm+L1IrvmYpvNza31sDOyQpe+7yLMFUt4W9uPgRAPqB1o3xLBbucWfk+urSJ85SJmjZX23RcCCHTsHXgfFypYDNjZUyPldtcqH3l21CZfbdz9XpkYQNjZRs7Jqu+u60OXrXqHCUt7VqnO2+bqPjKfXTQod5yE9uMRekm7TxQvku+4hoYrkk1uFMwH1a+jZpv9WBeTTCd0w+9Zi3szslq32q+D86vo2QR9m0bw3blobCw3sTSRhO71PVdhNu5Pm4zY+Wuar718Z+o2P7xdD3hGzJtRfD9+GId600Xp9f7V49fFDo4yZvFYJ77gaSdl3pwO1fRS61kD95wTW2uRWQo38MXECYRNVwL0s5FKOA2A6tOXzmdbTTRtdu5vHdXS3bqANfwp53nU757Tzv3Bp52rrMauOababnD6cGw1Qxr8N0J/R8697eaiN4G4NcAPAjgtTGT/DcALwbwC0KIxS6W/yYiuoOI7pibm8s7OzMC6ADOrPcGZNo5AJyKtBubW21g11QVM2NlPP+yHfjWYXlZLddbWG+6OC+n2zqA2CA0js2Wi/m1Bs5R6vqUaium3c0nKrafzq2N2aZrJczEKJK65tu2yDBaC7+uN13snJIq9aafdi5fE9POU5TvxY0mbIswrbZxqtYerHWjfOdR7fTgwVTNVL7l/Noxv1Mgov/5lG0KtcbSfYyrZSve7Twu7XyqgtPrzb48RB2cX8cFO8ZRti2/JntB1YHr4Ltnw7XNFqbHguC7W+W7Ylsol6xQJkEQLPS0iV2h92OuT1kJRaLPYd6HonB/+wLTztV2tLUas3Twnf9a1/OMVeyBB2N+xTdhoC7TRaHvLdGa75aTnHbeaf+ibue5gu+W6w+sVUvx90pzm1xPDN3xDoLpbNPr49yz4ZobTjsfpNs5p50zrsfBdxzDGnxrZXsm4fPpyHSZIKK3QqaT3w/gJUKIhcjnl0O6qP+tEOI/8yxbI4T4iBDiGiHENbt2ZXPdZkYLXV88q2pgNbunlfK9Gla+59ea2KVSdp9y3gwOzq9jZbMVciHPS9bgW7up657Kk7UShAhaVY1XSr6SfXxZbrdOO09yOwcC9SLa5xuQrvNjFQt11QvYV76TDNfKus91+wPVwrqsNdameNNj7fu93nAwVs5Y813JH3z7yvdYKWg1pv6Z+MF3h4BUBwK1chAItDzPV7SrJTtW+dcPStG0c9cTWOoiaO3E0aW63wJsulZCySLMrzWxstnCbl/57u1haqXu+IMp07X2DIssNBz5MF6yyFc1XU/4Bl1b8cC3pLI0+ulEXxRdB9/9Ur5V272o+aX+fnSTNq7nGSvbA1ed9fVHI+p2HvT5Drcaa7oehAiC81DaeYegrtFyQRQMgOYZENlUbudAcpaQRh/mYXvg19uV9Trwp+9V+fY8lLfM7dzKPNjAnJm0XG8oM1G2mmENvh9Sr0k13Zer16Sa8DaI6FcBfBDAvZCB94mYyZ4MoArg54lImD+QajgA7FfvvTrrupkziwmtfEfSzndOVkEEnIxRvneq+tmrzpPjSfcdXcFRFRjnTTsHgKlqtrTzI4u6BlsGVDpoPqUGCMy0c22+NJ0WfKuHMe14rg3XSnbgRLtzsorxSkmNeIqg5ruD8h0XfC5tNEPt3OL2u95yfdf1Tox1ZbgWpJh7Qj7UBzXfGdPOvSAQaIWUbyPtPKXmWyvkgDy+QH+CvBPLm9irBpGICNsmKjg0vw4hUGzaeQHKd7VsoWzHK99b4Xa+uDE6yrceUMqbxRBWvgsOviNtxoAgcO0u7VwPeFmF9iTPglnzbfdQt75VtKWdi8BwzfzbE4Gy3ym9uN6SLSGjanoWdJ9vvU1pNd96ucP2wO8r33nTzguo+dbeIkB3LQa7WSeg3c6H6zwwg4WV73iy9zcaLF9Rry8nIst0PCeiKQAvAFAHcGuWhRHRb0LWeX8bwPcIIeYTJj0E4K8TPvt+AHsBfALAipqWOQvRyne05rtsW9gxUcUpo+a73nSx1nD8wEUH3/ceXfZVujw9vjVTtZLvLJ7G42qa81X7MJ3yp1Pjx6sl/71jSx2Ub7dd+Z4w0r3HK7IWb9dUJXAVb7mB23liq7F0wzXzOMftd560cz1druC7pZVvGTA2nCD41seu0/LMFFj9e8sVfhuiSskK9RPX6CDSjtR8A8D8agNX7JnKvB+dcFwP82sN7FXlEwCwY6KCR5UJ2/aJCizqLfgWQmClHtR8T4+VMrfMM5Gth2yUbFP5DgaHtkJlHM2083zHKRR8F2gs13I9P8XchEgabHXjVq6v01rZ3oJWY/KVKFDvhy0NOo22tHM3MFwDdJaJ/J7ZRICVzXBtrGwHgxFdGK4BOksoPe0ckCnyqGZeRd/R2yWEvA92anGqr5eeg29XGa5p5XsAX4Ugc4I6egEwZzaOK0WYLNf82cRQBt9CiEeJ6HrIXt9vBfAB4+N3AZgA8BdCiHUAIKIygEsBtIQQoYZyRPQOAO8GcCeAl0dTzSPr/TaAN8Z9RkQ3Qgbfvy2EeCRuGubswDdci6SdA8Ce6SpOGQ/fWp3cpQKmnZNVnDNTw73HlrF7qopa2fL7KedBGq51DlqOLNZRKVn++idjlW+5P1Hle2WzBc8T/oh5Wto5IFPPl9DCzslqyFW8k/JdLSUr34sbTVy8c8L/O84Irt50M6edd1PzrbdLt8hpOh4aaiBC17qnPQwCgeo1ZgQCrucFync5Pu3c7/Nt/NPaNSWvl6J7fc+tNeAJYM9MEHxvn6jgjkPSo2DbeAVl2+qp5nu96cITMugG0LXbedP1VNq55QdmsrZxK5VvnXbenzZwRdJt2nm/DNdcT4QGmExKltVV8Ox6AkRyYGvgNd9qdVL5DqdujwI6kK5GlO+mkbUDyMCQCLBBHWuT600PNSP4zvoddVTaqh7QrZbT70F6scOmtpm76yZkepgEaee9rddR/2f02NZA3M7dYPBmFLo/MP3DzEwrd7jmzyaGMvhWvAXANwC8n4heBuABAM8B8BLIdPO3G9Oepz5/DMBF+k0i+jnIwNsF8DUAb4sZeTkkhLiuL3vAnJHoGult4+1B857pWsjtXAfiO6eCIfirzpvBPUeX8cS9037/7bxM1UqZXKKPLGxg37YxP4AOgm+lfFds/73jy3XYFmGiYmNmrAwhgNWG49c1m8G3nmfMcD7XgejOSVnzDcjAWD+kJynflRTle3GjhWdGlG9z0EEIgfWmk1n51jXf+VqNhZXvpko7r9oWamrbO5lP6QfB8YrtT2um2iaZCGnXWNOISivfRSusulzCVL63T1SC+vbxMiq21VMbHz1woq+p6VoZTcfDZstNdMOPo9FyUVEt90wDO20IaD7ovvGjd+B5l+7AG154cdfb3QnPE6OlfLvdBd/9qvluuSJUWmFStqlrw7WyFfYFGBSen3Zu1HyPUPCdaLgWSTsXQg4weBAdg+lN1ZUir/Ktr7mw4VpazXd4oGBYMNO9s+x6oJQXoHzb5A/gDmJg0vE8WMpskNPOz25cY3A8x7/4M56hDb6V+n0NZPD8SgDfB+A4gPcDeFeagm2gn7ZsAL+aMM1XAVzX08YyZxW6T6nug2yye6qK7zwe+ABGlW8AuOrcGXzpgZOwiLoyWwOkGdZawwkp03EcWdzw673Nbddp5xOVoM/34kYL21VLLx1ortRb4eDbTla+9Xs7J6t+T9FQ2nlSzXdC8C2EwOJ6pOa7VsZaM9jvhiMNgMZz1nznazXmgSjYv6ZKOzeV785p56rmu2L7TvPRVmP6fZM4t/OZsTLKNhWusJ5Qhnt7IsG3ZnasjErJ6klR0gNGZqsxQF5nuYJvJ1C+zT7fY5Z8yDTVnW8fWcTKZquvwffKZstXqorOSOgHUePAvPMBRbca8xJVkbLd3TXnuNLQsGRZW2i4FrR4GqlWYzptONpqTJ1/HcC5qp6YRDa387GybQxGZDse2lzNTDtPy1zS3/1hq7HX9fGuJzIFpH5f8J4N1wTKtjVwt/OSJU3eRmjMiekDeuC06XoYA0ffmmE1XAMACCGOCCF+XghxjhCiIoS4UAjxK9HAWwhxSAhBQoiLIu+/U72f9nNtxm25Vk3PKednOc84fxbv/qEn44WXtbvZ756u4fR6w39Y1CrYLkP5fsq+aQgBPHJqrevge6omlen1Znrq+ZGFuu90DgSK9Ukj7Xy8YkOL79qFWgdFZkpwww3q7gLDteBmqgPbnZORmm9f+Y6/3dQSUsFXGw4cT4SC72nl1r6qAlUdRI9nDNzKtlRL87Uac1Er2f6DaMNx/eBbb/tmp7Rzz0w7Nx9cjTrGGPVcz2cOsBARdkwU3+tbZ2wkBd867bzldP80tVKX5800XAOQO/Vcup3Lmu+WFzaws6ywuuN4Ag8cW+mr0dCSMlsjkrX4g+I7jy/hqw/nb2mpB8Tynsuw8l1cMKmDuDjMuv48aAf1UpfKeREQRlP51oerHKlXbxkDXUCQdp4lyJLlQfmV72Dw1jRcS6n5jqj0vfBPtx3GT3zklp6XA8hjlScA1pvfa5q443pygEQr3wNyO7ctgkWDMXhj0tlsuVtWhhEo36Mz+DgIhjr4ZphhpGRb+NnnXeQHYyZ7pquylZcKjOZWGyAKBzHadA3ozmwNgN+bO1r3/XufvR9/9hU5PrSy2cJyvRVWvmMM14jIT6WfSQiKhBDhmm81vRn0ahV855RR8910ZZuYkpWYXm/Wh5ssrktl1zRc04qpdjzfUIMP45XsSTy1sp3b7bxatkKu7Np8TrdP6xSI6H88tbIdSvnVD7d5+nwDstd30cH3iZVNlG0KeRCYv0+PlVEuUU//xPX1FBiuKeU7QwmFScjt3AgIbF9tCR74XFdgteHgyEK96+3uhK73vmD7+ECV7/d/eT9+77P3556v67RzFQhZVHDauVLn4uhW+ZbfL3mNFB34fv7e475vRhxB2jn5teyjVPOtA1h9v/fbI0aUb88IsjoFdfWWi5qRdu5mHBDZjAzeZm01VkTa+X3HVnDX4aWelyOEgBBA2coeAAs/7by3detaWzvHuntFZ3WNovJ979Fl3PLo6a3ejEJ57V9/E+/5wkOdJ0yg5Xp4zv/5Ev7znuP55/W6M/c80+Hgm2EKZI/q562D2/m1BrYrxVCze6rm90zuRfkG2oPv/7znOD5222EAst4bCJzOgSB1WivyOvDVpmtJiqS+cbannQdBr/5d1nyHle+0lOJaUvCt1MTtE4GxXXTQQQfRYxlrvuV25gu+tfKt0+abjodGS6bgaxO5ToFIM2S4Fk7ZBII6RiEEfvWf7sLn75WdELXqEVUFd072R/nePVULqezbJ+R1Ol0rwbZIGugUUPOtDde6Vr5bckDHtoLBAG1gZxOFTIp04HDfseW4RRWC7rl++e5JrG46hQamacytNbs6H70YrtkWYbxSKlj59toGmDRl2+rK7dyvdbV6GzCK0nI9/Nd/+Bb++fYjidPojGqLaESV77Dhmg62GzGtxnQ7tU5B3WbLxVjZcN3OGARGu2V0qvn2Ckw732y5qrd5b8vSsweGkJ3nKTLt3LZowG7nHmybQBkGZYaND9ywH+/uYkBzmDm+vOmXlXXDZsvFyZUGHjvducNOlKhfBCPh4JthCmS36pGsU3hlj+/2fidPUep3Nz2+ATMIDYIW1xM4udrA44t1HF+u+0qfqXxXlUlV0/VQKwd1YDqYTgq+9QN+1HDNrLUer9io2Bama6WQq/hmy0t0OgcQCtRNfOV7PKy+AkEQt66C6Kx9vgEZAOd1O6+WLVTjlO+MBm469U86L5vun2b7HA8H59fxb98+hlseld0QtToUG3yvFlvzfXJlE3umw9fqNjXwobMPKl2qkJpozbcuc9Dp6FmRbue2NFwz+vratuxnG1K+1ef3H1/pers7saSU78t2y9ZvgzJdW1hv+GpkHnqp+daDTp1KLfIg2+4luZ1TV/vY8jyULCt0jRSB6wlV8tO53RURBlprWxR6W/X9yfFkqyD93deBrScELJV2nrXm21JKedbjoTOCzJrvNAftaE/yXtCeIr1eP3pufyAmQ0Cqxw56DV5brvweaD/DgSjfquSDRlD5dlyBeodyvlHD80RP5QteD9eiEylVYSQcfDNMgeh62ZPq4XturRGq99bo1PPule/2tPO51Yb/QHPHoUU8vqiV72AdROQHzhOGaq3baEWNsPzg2wkH3+fM1lC2CduNwPiFl+/Eq59xLogoqONuun59bhJ+oN4MPywtxATf0f3WaedZW40BKu28h5pv03AtSDvvXPNdUsqxXzepAnJAp1K6+Np+GXRrZSeu1Rggg+/T641C6+lOLG9ir9FmDAB2KOV7Vl0P5vZ3gw6yp1K8BbIgrykr1IbKr/mOqC16sOO+Y/0MvgPlG0DhWQlJLKw1/ayKPHSrfDcdWSpRLdl9MFxLTjvvxqxMuutS163KktDXVtr+6zNCBN/FfZSC72jauSuEP+gABMdABt/tA15x1JuuP9AqTfDyKd9mq7H0Pt/ytYi0c32Oe22XpY+N7m6RJ+2812BZ3xcD5ZtrvtPwhEjNrBhFXNG5G0EaoocsDMfr7n/Nmc7Qup0zzCiyc7KKiYqNB5TKNr/WwEUXTrRN99PPuQDTY2Xs61r5bq+VPb4c1LTefmgBBBlU6wBHM1EtYXGjFUrV1sq3nna8Il1pk4Lv773qHDz9/NlQPfYPPf08/NDTzwMQqNmbGZRvrQi3Kd8b7TXffrp9Q26XTh/P2mpMT9tNzbceQPCDb2XeJutfO7caq9i67ZHRaszv8y1TKW9S5ln6n7+vLLUp3xW0XNneajam5V03nFxp4EWXh00EtVfBjFqHbPuU75+o5wl86KuP4hVP3oOVzRYmKraffhnNZMhKo6X8B1zPGMxQ6ZVWoMJ5nvAfxvuZdq5LJC5VwfcglO/Nlov1pusfyzz4Nd+5DdcEKiUbY5WCg++UvsfdthpzPA8l2yrccE1fT2nfef2wqlOy5faMThCiVTK/1ZjrhYLZ4Psl91FAdEylrhvlR5aVQ/nWbuflfK3G8qadf/vIEn7rX76DT7z5ef7/mUaXg1RR/ODbCqfxZ5mn57RzV6BkW77r/uDdzkfnugdkxsEZF3x7vQ3i6Eumm2uH087jYeWbYQrEtgjPv2wnbnp4DkIIlXYe05JsuoY3vPDirnp8A0G6rql865qeXVNV3H5oEUcW69i3fbxtHXHKd5B2Ll+JCDNj5fbgWz2M2RZhn5HOHiWUdu507uE8Vm5/mF/caMK2yN9XIE75zh98j1Vypp23vLDy7XpoqLRzIord9ii6/rRkKt+hPt8y7fyWA9LoRS9P1+tF0dkURbUbW2s4WGs4bcr3tvFy6LVsxz/43nV4ES/9kxtjg86jS3W85wsP4Yc++HXcvH/eD7j18sYrdhfKt6z5LhttpALlO3jg00HE7HgZJ1cafVOklzeamK6V/LT9otvAxXFaZYZ081DTi/JdLam08w7B5zcenc+seplt96KUujZcU27nVueU6DzoayuL+hqu+R6dh0+/z7dW7UV4oMb8ful64k5prY2W5/9fKFnZTfCiaeeVjjXf8jXvNfOZu4/hwROrOLYU1MYWpXwHNd850s59R/meVg3Hk9kqegB3EEp0oHyPXtq5EGJgnh394NTKJg7MrYXeE0L0VOvv9ZCFoZ932HAtDAffDFMwL75iFx5frOM7jy9js+XFpp33Spzh2jEVfH//U87BgydW8MDxFZwfo6zH1WtPRpRv/fuKX/Mt/xnFObzHoYPtjabrm2OlMRbjQL6w3sK28XJo8GDKrxEOu53nMVyLW1cam44r3c4jrca0Ep4ljb3lShWurFpjCZXGGbQas9T+uGodQUAZF3xrtXu5XkyQpz0K9k6Hg++SbeGC7eO4UJn2JfX5/shNB3Bgbh13HV5s+0y3w7MtwkMnV/3SBs10rdyF27mLatkOtaHSbuem8q1ftcfC/X1KPV/caGHbRMVP09eDEO/+zP14yz/c2fVyW66HB46vxPaAX1jrPvjWAU3e1Fzt0F/rkHZ+15El/NRffhN3HVnKtFxH1WfHUe621ZhKZS91mbaehG8+lsFx26z5Hra+02n4QbUdDBw03OB8R1uNUQeF01HKuQ6+7RwDIu2GazZcTySWEnSrtN0aGfg0192rEhoo3zrtPMs86rWH6FVn/uhr0LY6D5IUQVDzPXqGa6Oedv5Hn38Ib/unu0LvuUL0NOiiZ+1F+eZWY2E4+GaYgnnxFTJ195N3Pg4AfQm+tVmaabh2YrmOasnCy5+0B0JIh0vT6VwzWdNO5WbauXI7NwKjaUP5Dh6Ast0yzFTyTMp3jBq9tNEM1XvL9duolqw25XsiR6uxsUopt/Jdbav5dv1jUSvbGdLOBcqWrD8VIgh6dOsZvaySRXjC3ik/OHJV+l4UPUiia40B4IYHT+I3PnF35v0yObnc3uNb8+lfegHe+tLLAMQbrp1c2cT1958EAOw/tdY2vz5H//fHnoafe96FeMVVe0OfT9ZKscFlEkI9HEnzwGB7tGO2qbbof/xP3SeD737VfS/VW5gdK6NSsjA7Xsb8mqzH/+x3juGOQ+0DEp2YW23gp/7yVjzlnV/A977va/jjmDYxp9dlgN9y8z9Y9aJ86/72acH3ujqfa5vZzmt62rnlt6vJg15m2epX2vmZbLgmfSZKRsq8eQz1vghhuJ2n7N+mut6Cmm/KPCAS12oMiA+Ize9BnnO+vNHyDRnN8+or3z2nncvXsp097byImm/9vdHrjXaC6Beu5/nK94jF3vA8eX2Papr06mYL643wvcnt0XDNr/nuSvnuztzzTIeDb4YpmPO3j+PSXRP49N3HACDW7bxXiAhTtVJI+T6+vIlzZmp4+gWz/kNTqvIdk3aeqHxHar6zMFa2ZZ/vDMp3rWz7QZpmYb0ZqvfWTNXKWIkE3/mUb6sr5btqBt9u0PO8msH5WdeflkvyvOhg3fb7fMvtv/qCbdgxWfFVNdeTNd9RZmOMym548BT+9a6jmffL5IRWvmfag+/Z8YqvOpVtq61O+OO3H4HrCUxVS9h/crVtfn2st42X8a4fugr//XuuCH0evY474SjjJ2m4FnE7twiWFTzc6s+2T1Rx3uxY3xzPlzaafjbCrskq5lYbOHR6A6dWZap73lH/e48u4xuPnsb3XXUOtk9UfP8DE21ICORP6QtqWfPWfOvgOz3t3MmpPqamnXfZKkwvs2T3yXAt5Ttv1nybAeyo4AkBy4JfJ+x5IuQ4r+NmnZkjW40lL0/fA2q9KN/lcPAdlwpuLjLPNXPboQU/SNw0lut3BShI+c4zEOMPIPZw2ej16PVa1uD6fGft/z5sBGUloxksOp5ou76E6G3wr5csjED5Hq3roN9w8M0wfeDFV+z2A6N+KN+ADlpM5XsT58yMYbxSwpNVmm2s8l1tV74nK+FWYwASar7zt/TSKcLp01qxNd/bY8zEpsdKfppyvenCouyKvLldWYnWfDcMwzW9vM0Owbx2XtY1lHpfSxHl+7uu2OnXfwNB0B4lTvle3Gh1PWKvg+9oq7Eo5UjaueN6+Nhth/Giy3fi6gu34eGT7cq3VkH1AE8UczAlC2YaqkwpDlLM/T7fEbOikkV40rnTfTNdW9poYVbVxe+aqmJurYHbDso0Vk8E9dlZ0fv4hhddjO0TldgHl3DwnVPB1oZrXaWdW6iW7dTg08sZfOuyjDjKttVd2rlKZTcHaIpA71va4INZ8z2ayrdoU75N5Uqr1kHaeboqpu93Ztp51nPa8JVv7XYuX+OCIy+kfGe/tm959HTbtprr6LnmW83u9/nOU/Pdw3WjB9f0eczSEq4IXJV1MoqGa3pzGyNa9x0XfJudCrohMP/LN58QIvdA7NkCB98M0wdefGXgGt0P5RsApqrlWOUbAJ514TYAnYLvzsr3UkKf7yzIVHLPD147TxtT8z1Rbpt2qhbs93rTwXillMu4Lnfaua75tiPBt5l23kH5bvr1p3I7tRKkU8q1kn3tlbtRLQUDEa7X3uMbCAZJTOVb95ruZsT+1EoDU7VS6JqIQ/eI13zloTkcX97ETz/nQlyxZxKPzq21/ePXxzopOyE6iNQJ/VBUUT3rTfd42w6nnesgwbYIT9w7hYPz6z0/SMexaJRI7JysYn6tgW8eWPA/P7WSz+hNP6hodT/uwcU0desmfdx8zUpD9/ku2ak1z8EDV7YnPj1wEke5F8M1m6QvQKGGa/I1tdWYTjvHaLYacz0h+3FbgfJtXiumAZNNcsArLUjU94CQ8p0xGoiWPFUN740oZqCXpwXfrQdO+wOPcWnnRbmd6zKjQbUai/ZrtwcUDGv/DSLq6IKfhabj4fXX3d7XjhWaILNlNINFx/XaypB0q8Bu6dZwzVwnG66F4eCbYfrAcy7e7tdlR+uWi8JM13U9gZMrQZ/m1zzrfPzI1efh4p3tbc4mfLfzIBh61kXb8YLLdvjBOyAdolfqrdCDV96083rTxWbL9VMGO02rEULE1nwD0ul91VC+8zid63U1HS9Xq5tayfaD72Zb8J2eggvIf4ja7RwIHkZ1MP7SJ+zGZ3/5hbjqvBnUyrZhuOa19fgG5MPrVK0UCb7l7904tZ5Y3mwzW4sjWvP9b3cdxe6pKr77ibtx+e4pNBwPRxY2QvN0cqSfqpYy1wYD4YfxkmXBEzI48N3OjfpTU/k+Z3YMQgBzBTueO66H1U3HH7jaNSXTzr95cMFvJagN7bKiv29l21J9ruOU72A/8tbT9VrzPVZpbw1oktf0StZnJxuuddtqrGxbvrN2US7PWfp8h5Rve/SUb08ERo86cyDcakxNp1qNdVI4/XZhhrdFfsO1wO3cfD+03cZbWUsNljaaeODECq69YndoW811FJ92nmUeqGm7v270MQjSztMHSYoi6DxRjLv6qdVN3PDgKXw7o4FjL+hBoZFWviPH3Ou55lu+5r0Wzf9bRZpenglw8M0wfaBWtvHcS3Zg91Q1VrksginDJfr0WgOOJ/zg+Yo9U/h/r3m6P+Idnq897fwp+2bwD298bsgYbWasDE8Aqw2nrdVYFnQv4IbTWfmOGjitNhw4nvD7TJtM18qG23kXwXclHAB3Qtd8WxahYltouuGa707Oz0DQ91QrH0HauXoYtS1cpUoFZB/b9FZjQLgsAOgx+DYGbtIoG63SABnIXrJrAiXbwuV7ZI/rhyN1337wXU5KO89X823WgOrBi5bn+e7xtpFaqVNbbYv8wQXdkq8o9DnQ7dh2Tlax0XRxdKmOVz3tXADAydWcwbeRaVJK6K3eS813kHaebz7dr77TNZ+75tvz/O9GlG5rtnXNd1lfIwUpL0HwnZZ2rpRvCyNZ863TzgEZsLkiXPMdTTu3rHQjr2i3DDtHKUDDcf3afSBIP4/LvOgm7fy2g7Le+1qVrWZmMelrvFG04dqAWo21fOV70G7ngeFaEZe9/u4O4isUZLaMZrDouF7bd9Hr0e082roz87Z4+b+PZwscfDNMn3j3D16FD/zkM/q2/Omxkh+EHlcBxTkz7QZrUYJWY+kpxn47q41Wd2nnqrZ6s+Wi1kH5Ho+knS+qwGI2Rvk2g7WNpouxHE7nAPzps5iuucrlVw8eVFRKeMsV/kBELUPfcB206Icv/Y89LtW2avSx9VJcoGfHw8H3Yg9p5ydXNmOdzqNIw7Vg+Zst16/jvHzPFIB2x/N6h3ZwU7Uy6i038z/npq+E2f5DpXk8zfpTX/m2CbtVWumpnCp0J3Rphm+4Zng8fP9TzoFFwMku084rtuxlHndszDryVs5zXpTbedIDnVbXsqb+aoOmOGR7vvwPjro+3S447VsLOGl9vv1WYzDVztF5+JSGa4Hy7bpht3O9K1oht610hbMRyZyy1TKzEG1V6Ruuuelp51kHW249sIBqycJzLtkBIAi4Hdfzg4fe+3xHle/O29ZLb2WN6w8+ymNmDcztXGchFWO4pu9Tg+hRrteR9v0eZhxPhI65ELLdXC/3P1/5zjmAaU7PaedhOPhmmD5xwY5xXHPR9r4t/8o9Uzi2vIkTy5t+8J1FvZyIMVyLY8aoK25GUv+yUCvbWNuUCna1U813xARtUam422NrvoPgu95yuko7B7IF3/ofsE6br5QsP0XaVL7T6l8BpcKp+lMgeMCLCziq5WB5jqFARZkZKxt13q6vMOdVvl1P4NRqo6PZGiD32VSB6k3XD6onqyWcO1NrczzfaErlKmngRg8GZU0998+JSjsHghRB7bysH6D0w7NtWb7ynTcFvBP6HMz6yrcMwmfGynjSOdPYMVnNHfD7aedK+U4yXNODN13XfHdpuFYry3T/pAcq34E+s+FaWtp5dzXffqsxIzuiCLIo3wJymlF1OzeVb61Sm8Gu6weGQdp5mioWLVuyLSuzirYZMez0a75jle/g98zK96HTuPqCbZiu6UFZOZ85iNl72rl8Dfp8Z6n51vN2f90Erca04VpvBm5Z0RlbVJDy3TQGo/vNyLudu+H6bt+pvIdD173yHRxDVr7DcPDNMCPKiy6XaXJf2z+H48t1AAjVbCcR9PnupHwrR+16s2vDtaW6DEw6Kd+1SrjmWyvf8TXfZV9RPzi3nrum3g++MwSp+gGvZpj96MC/Gqr57qx8l0LKd7jm26Rakq3LhDJJSVIEZ8cqvvK9bLie531oOL3egOuJjDXfMgVaB7f1VriH++V7ptoczzeMAD0OXQaRtdd3o4PybbYx0g8NJeW9ULYJJ3Kq0J3Q6f5R5ftZF22HZRH2TFdzB/wNo8yjZFuxyu/CWhO71bryBNGe170Dral8A8nttrTKm3X5ruf55zJKyerS7dwVvtu5/rsIctd8b4Hb+cJ6E6987004OL/e1fym0aNsIybQNFoM6vPrG7N1cNGOli3lqvmOKt9pbuc501w3mg4eOL6KZ164DSVbXiv6mjaXX5Thmr7fZ9n1wGG6B+Xb97wIMg4GYbhWdM23vr8NJO1cnepuyreGAcfzQuc4+r+wG/wAvpeab1a+Q3DwzTAjyhP2TmHnZBVf2z+PE8ubqJSs2BrpKJMxhmtxzBrtrLqq+S5bvoLdSTEfUyZj+ua+kBJ862Dt47cfwbHlTbzmmn2ZtwkIFP9MwbdfXxyknesgUQ9EjJU713y3XIGyFahg9UjNt0mtbEMoVTEt+J42ar4XjeA770ODDh7jeqpHKdtWqGeomXYOINbxfKOZnp0wVZPX2UpGx3M9ICLrodVghhMo31KFk9Pqf/gWSSO23VO1kAr9yKk13Hu0Nwddfex1zfe5M2MoWYQXXibTWPdM1XpMO6c2BbnhuFhtOH6mS56UPjNQj/ZszzJvpWT534ekay2v23nHtPOu3M5lQK+vkaJ6fXtGVkXSMv2abwqC2EEq34dOr+PBE6t4oMu+9rrPNxAYrpnnwDdcEwIWQQVZycvT11w1oeb7PV94EHc+thA7b8MJB99B14ne087veXwZrifwjAtmAYS9R8xruyjDNX0tZgmog+yCHpTvqOFahwyFopDfZ6uwVmO+8j2AbR955dsToSC5iEEc0bXyzTXfSXDwzTAjimURXnT5Ttz8yDyOLtVxzkwtU8utJ54zje9/6jl4pmpHlsSMr3y3unY71/OZ6mjStEAQlGo3c7PvuEYHax/8yiO4ZNcEvvuJezJvk7ktG83OSqt+APOddm0Lqzr41jXfKmU+bYRf9usmX/mOup2bmK10UpVvVfMthPDrvYH4dMw0tJKvj2saZbVt+sG23gwH35fvaXc832i6mEjJstDpnllN18Jp51EDu7DaYrqdA7KP+Qkj+H7XZ+7Db3/qnkzrTcJPOx+TgxfbJir43K+8CD/z3AsBALunazi1mi/4bjqe79wel3auB6eC4Dv7OTevj66Ub9vyM0GSrjW/5jvjA2xLOZPHUVTaeVHBr7mYpHZEfs035avzLQp9XjYylNbEETJcU23EzHNpqmk2hbNN4jDd+wGtfAfL+9CNj+L6+07G74vjhsqWdAlQfJ/v4Pcs18xdyj37GRfI/4Vm54pQ2nmPgYO+HrpKO+9h1fq+YRquDdbtvCjDNV3z3fuyOqHXMbLKtxt2Ng+8A7pfZrfO++bgJNd8h+Hgm2FGmO+6YicW1pv42v75TGnDgFS+/+ynrsbuDtP7Nd8bza6C75qhdnYMviNqtFaXJ2NM4XRAPrfawJtedIlvDJQVva4s/1wbkcEDWfPd8n+Xn6XXvwLyH6LZ57uT4Zpet+Ml9z+eGSuj5QpsNF0/AJTz5Xto0AMdccc6in54bqrU83ornFJ++e52x/N6h7RzXQaRvea73e1cH0/btkKBgN/n29bBdy2UAv7oqTWsZ0x3T2JpowWLgowMQA5CaJVrz3QVp9cbuQJIs5WdTDsPz3ta9fjWJnl5DNcabjBQkbtFmatbjaVnjziR49+JtD7fJZv8dnJ5aLkeSlZguFZ02jmQfA/Rgz8WEcqWvCazDPYVhT6vWTs6RHEjhmvtyrd6oPeytRqL/v+wrGBAyXG91Ptnw/FCZUtpNd8ipHx3vva+9dgiLtox7meMVUu27x9RpPIdBN/K7TyH4VovSnXgeWG6nXe9uBzr9WDb0vyySMM1Vr4747heaMAm+K72knbeXRYGK9/JcPDNMCPMCy7bCUCaomWp985DtWRjvGLLtHPXA1F8sJjEWIxJThK1iAnaasNBtWTFBvs6yNk1VcWrn3Fe5u2Jbpc21omytNHEj37oG3j45Gqb8m3WfAfBd3r9KyAfhssxNd+xhmuloKbR7LcbZdYwxFsKpZ3n+yenBzqma52D74rftkm2W/ME2mq+gbDjead2cFpxX21kSzs33c71w2xY+Q6C73blu4ZTKgV8s+Xi2PJmz6rWUr2JmbFy4iDQnukahADmc/QXbxmt7Cp2e82zr3yr4DvPPujjN1krdaV8l23y3f+Tgs+gz3cWhU86aSfdW/R3Jq9hmhzw6oPhmrGYpP03a74ti7Brspq79KAX/ACyS+Xbi7Qa87xIn2/jYZwInYPviGdIyag91tdI0rUoa77N/yXq/hgzvRmodiqpEELgriNLvuoNKOU7pua710BM76u+FrME1Po71E3N9F/edAC3H1rwlUf9HaIBGa6ZyncR8XKQdt77sjrhjnrw7UWUb7UbvQzidJu6bv7fKqrs50yBg2+GGWF2T9XwxHOmAQDnzHZuM5aXWVVXrNNNs6S1a8zgO2vauX6YXdt0QkqiyQ6lUrzu+Rd1XG4c0ZrvD96wH986vOh//vVHTuPOxxZx08Nz8cp3TNo5kP6gG+05rPczLtVWp1VuttzUWljTjX4xZLiWV/lWWQYZgm8/EHI9bKrBC/M8T1ZL2DlZDaedt9LbwU31kHYePZ5Bb9mgLle/D8hAeLXhYL3h4NBpaUbVq6q1tNFKNf3TLvJ5gi89WAMo5THy4NKedp6j5lvt70SllGs+15Mtayq2HVzzCQM9eVo0Be3gktLOu+vTrfu+l/qqfHeo+VZ/75mpFe6yn4YOdntKO48o3+a51AFc0Goso+FaTM13p7Z30u3cNFwLdzgwyZN2fnSpjrnVBq5W9d6AzIry086N5RduuJZhcX57py4izvffsB9/f8tj/jHWA1t2QTXYndBu51ZByrduWTiIbderiLu+RgHHi7qd937sgmsx77YYaecj1O1hEHDwzTAjznddLtXvopVvQKZ4L9VbaBhpsFkxU42rGfp8A2bNt5OYBn3Z7klc9/PPwpu+65Jc26MJVHYHmy0Xf3z9w/jIVw/4n9+hjH8OnV5vr/ku2f4DrTad6hSIALrmOwgEtMKfqny3vNSab78mf6MVSjvPrXznqfnWwbcj/HMVTSmfHiuFAul608F4yiCJPs/Zg+/AvMlXvp2w23m0Rk1PFwTCmzg4V1zwrc9FHLun8rc4a6jBLkAGpdF+2brHt592nkf5VtNOVktwIw9qqfMZAVStHM44iBIo3523yw8QUtzOgfzKScvThmvdtWNLIlvauXzVY5V7p6s4sTy44FunZHebdi6N1ALl2/XCfb4dP/iWqrdML07ZnhS3c309JmVvrDfCho1mWU7bdptprh2u67sOLwFAWPkuGYZrfWk1ptLOMwRCQdp5/vW5nsCjc2tt361OgyRFoQebCzdc41ZjHdH3yahJWi/Hrtu2d+a1lqc06myAg2+GGXGuvXI3AOCC7eOFL3t2vIxllXaep8c3EFa7s/T5BoKgdK3hJCqxRIRrr9ydaNDUCbNe9fFFqdDecuC0/4/izsekCn5wfr1d+TbWGSjfYcftOFquQMUIBOq+8h3X59swXBMi1hEdiCrfTT+I7abmmwipAbJGD8A0XS8IviPzTdXKIefyTmnntbItjeyyBt8ht/MY5TtU8x1WvoNe3w0cLEr5rjf9EoA4dquAP0+v75Yr/O9b2aa22unTaw3YFvk9xfPWkwPARNXONW/TT2ElY8ApPfjOojZH1bko3SjfricgBEKtxooKOszFJH3XhErH1plCe6drIaO/fqPPVbemUVHl201QvnWrsU4trEz3fkAp3244+E46v+sNFxPGQGzgdh5X822ss8P3+luHF1ErW7hy75T/nul23ii05jt8jfc77dz1BA7Or/vHQP8PKSoY7oSjsk6K6vMd1Hz3vqxO+MH3CCvfQHut91aknccN2DESDr4ZZsR53qU78Mk3Pw/fpfp+F8nsWEX2+TaUuKyE08479/kGDMO1FOW7V8ya78MqPXq53sJ9x5ax3nBw3zHZnufQ/EZ7zbexH37Nd4f6V0CORof7fCsjsJjAOmq4llRLHATfTSxttHxVt5PyLYQIPdCtNuSxzmJc5xuuOZ4/UBJN/Z+uhZXvTn2+AZl6vpq11Zifdm7726MflEqWFUp19CKB3e7pQIX2le9ea743Wn6P7zh2TFRhW5Qv7dxxjbTz+JrvbeMVf1ArT3AQBN/y+5U5+DYyDoIBp/S08yzLdt1wdkIUs9QhK3raktlqrKCab/MBNDntHL5yDMi089VNZ2Cma/r70O36XAH/fmBbVrvhmggCQ4s6pzNrr4BgmUbNt047T7iW1ptOqFsCEaFiW7EDH6Ga7w7Xy12Hl/DUfbOhQdxa2UJdndOQ8t1z2rl81ddiNsM1+drNoJEnpBHn0aU6gIjh2kBqvr1C+3wP1HBNneqke9uwo/9XBL4M8v1ebn/dpq6b11qv36EzDQ6+GeYM4JqLtud2/c7C7HjZ7/OdO+28h5rv1YaTKQ26G2yLUClZ2Gg5OLJQ99//+iOncfeRJb/v67Hlut9HW29/1XhQ00Gyr6Sn1Fe2XBFqNWYahEUxDdf0Q0wcOuDThms7JqsoWdRR7fre930NH7kpSLNf3XQwlXGgo1IKUngT085r5VAg3anPN6CD7+xp50RSEQ1ajenBDAoFAm3K90wQfOua75YrekrJW2+kDxTZynDr1Gp25dP8vsX1uT693sTOyYoRmOav+Z70g++MaeeGeVO1o+FaeiqxiTZCS0w79/t0Z99Hfd7LNqFsdVcznoQZTCSmnUPA3BudcTGo1PPA7by7B15puCZ/ty350B3rdu6nnVNqPWh08LakAnogCKySguWNiPIttym+ZVaoz3fKd7rhuLj/2Irf31tTLQdu50Uq315E+c5yuxGR4CkP+vw8pLpO6PuENTC3c/n/rqhWY/r4FxHId0KMvPKtU/Tl30X0i9fnMK9vhlkqxIZrYTj4ZhgmkZnxst/nu6ea7w7zxvX5zhoQdsNY2cZm08XhhQ2MlW1ctnsS33h0Hnc8tggi4Eeu3gchgP3q4SWo+Y5RvjuogICqP7Vi+lLHBBxmPa3rxdeFA8BExYZtEZY2ZNr5tvEyqiUrtVbN8wQePrnqP5QB2twu20BHyHBN7UMtcm7NQNrzBDZbHsZTDNcAafaWVfluOrIEgihQNbUKpntj6//zOgjUx3CyWsJExZZp5/PrwTJ7eDDIouzvmc7ndt1STt2AvEaiKXsL601sn6gYKdnZt1+7RKcp34+cWmtTFrUyKWu+04Nvv9VYlrTzjsp3frdy/aBXsqyugvc0zFORVfn2g+8BpZ7rYCVtQDANM+1cK9/mfcXsJmARyQA9zXDNDf//MBVYvdy472DTkV0VJiLfr5IVH+yHWo2l3AePLNTRdD08ce906P24mu9qySpA+Q7XXmdRn6PZO1kRQvjX6EMnVkPrLUqJ7kTgdl6U4dog087la17vlGHA84JzH6317s1wrbvU9XCrMU47N+Hgm2GYRGbHKmg6HlY2W7mD71oe5bsSpIID6TXfRTBesVFvuTiysIHzt4/hhZftxO2HFvCNR+dx5Z4pPG3fDADgQfXwos3VzEEEreR0VgFl/anZaqyeQ/m2Exzmich3o1+qS8dts2YxjrWmA08Ay4Y7+mqjlflYm32+9YN9NPCcqpX8mm+9nx2V72rZd5HvRMMJWg8FbucqyLaV8h2p+TaP857pGh6ZW8P8WtOvme724dpTQUm07j3K7ul8btehPt+Wpa6h4OHFD75L+VOyo8p3VNXbaDr4vvd/DZ+88/HwfEa7KH3OE1tt5TJcS1e+u0s7D5RvHUT2J+08qdWYgPm13TOT33SvF3RAW291m3YeGK7Zqj2V7JseDh49lXaepc93NPjW50Of17jBEZ02H1W+5QBbjOGaWfOdcr3oaz76f0m2GpOfaeVzqlYurM+3vpazBEL+AEcPqb4P6+DbcDsvMu18veHg0bm1tvfNmm8heg/4ddu4wfb5Hj3l2wx2o3XavYwfBanr3V+L3Oc7DAffDMMkouuKT602eqr5ztrne6PpQAjR15pvvW0bSvk+f9s4nn/pDmy2PNx6YAHPvHAbLto5AcAIvlOU72mlGi+uNxFHuP40bLiWWvPdcuVDTEJQAsjzs1SXbuezKvhOU7510L1ouKOntXWLYqY5pxmubbY8tFzPd4YvNu3c9Y9RbJ9vK3hg1f/87UjwfcehBQDwzZa6fbhOSr2Psme6ilOr2ZXvhuuhEhlgMJWD02sN7Jio+N/Jbvp8JxmubTRdNB2vLUVaz1e2LT/boWOrsYTt+sdvHsbxZVnyESjfSW7nFJouC0FAH7SjK0r5DqWdJxquIRR8B2nng+n13avy7YUM1yw4noemMchk1oD6Joc5g29d65/WakwPyOlrVaPbn7Vtd8a0c319RA0vQ4Zrarumx0qFpZ3bftp552uxa4fpiJ8HEJRumGaURXDdNw7hBz9wc9syzT7fQNgIrxuarjwnAzVcG8Gab3OAMap495Z23t1AkPmd5uA7DAffDMMkMqtaKJ1a2cytfJsBV56ab2001q+ab7099aaLxxfrOH/7OJ5zyQ7oZ/9rLtqG6VoZOycrfs13WvC9b9sYpmol3HN0OXZd+p+OrD8NBy2xyrfvdu7BUw8xScyMl3F8qY6WKzCr0s7TlG+9P0t1Q/nOMdChg72WE9R8xxmu6eUG6nj68qdq5Vxu52Y9NBAEQW19vmNSmvdMV/1BgSv2FBN8dxpc2D1Vw8J6M7Oa0nI8VPy087BhmMxEcbB9ohpq/ZaVdsO18Lz6el2uh8sATOVbts1L9hdIazW21nDw25+6B5/+9rHQfiX3+c4/wGAG9H6rsoKU7yxp58JQjgF5rKeqpS1QvrvbZ1cEwbdlyfrRluv5xpjRVmO2UjgTt8eN1nwHwbq+/uKuFf09ja35jllh1tZGep3Ra25MBd9CCDRaLohkhkhhhms5nPe7TTuPu8z71ed7ud7CetPFgjHwLITwyxb0v65e16nP1yBS5oO089FTvs17uVtg8O0PBHWpfJeM7gaMhINvhmES0S2UVjYdX4nLilYDbYvQqS2YTg+tt1w/ZbnfaefHljex1nBw/vZxzIyV8ZR9swCAay7cDgC4aIdUv3V9MQBU7OAY6ADQsghP2zeLbx9Zil2XGQBGW2PFpdqaaeeOJxLTzgGpfB86LR3bt42XUS3bqbVqOqAKp53nqPk2DNc2E1RfvazVzRY2VNprNuU7ueb7sdPreM2Hb8HcakOlnQc9sAFzMMMKmTH5yrdxnHUKMFEBwXeC43sU7UQ/l1H9Nmtko6Zq+jjNjJX8B9xcNd9thmvheXUgvxINvnUNrN9iL/laS6v51svR8/rmaImtxvLXbAcDXlZs5kAvZOnzHa35BuR1NyjDNT/47tLt3POCwQOtfLdc4Q+Smg/2RLKWOC2glMp38B0xa761qhntZQ8YynelPfiOux70qanYVup3QnsCRK+5WtmCJ+S1sqnuMxXb6oPhWoa08y4N1/Qg07Tx/9MPvgtWvvUxNu9rZsBl+fvb23r8Pt8DTTsfPaXWPLdB9lf7Z3nptuZbZ5+Mle3UTJSzEQ6+GYZJZGY8CMrypp3XYuqkkyAijJdt1Jse1pQC2lfDtYrt16rp/ug/evV5ePZF27Fv2xgA+KnnoX7lZqsx43g87fwZPHhiNfZhvGWkOLa7nbcfm7Dhmkg0XAPk4IhWHWbHK8pwLZvyrf+hrm62MqedV+JqvtvSzuWyVuoO1hvZ0rKnaiWsNZxEZeOeo8u47dAC/uM7x0I131EDO61864eE2JrvKRl8nzsz5m9rt8pWHuUbQObUc9MdOkib1um5cp+CtPT0QKN92UpNrMTvezNB+fYDWsNoMCntOq3mW7+ngy4dRCVd56XI/mfBP+9GzXdRQYf5AJrkiByt+QYG2+tb3wPqXap3pvKtA7aG4/n3Jj+l1TPSzjsF38YAmJk23nRSlO9GsvIdFwjowKlasmLT0jVJyrdvJOi4aLRc1MqynWFRfb5tv9VY53m6bTWml60HFoFgP4mKTd3W312zk4NjDHhSQcr3QA3X1EpGUfk275FeJOjupaNHcC3mm0/7MtQqdmomytkIB98MwyRi9i/OEkSb6KCskyqoqSkTNK129LPmu1a2/Qeq87fLYPtnn3cR/vnNz/NV7ot3Bsq3xgy4Q8H3vlm4nsB9x9pTzx3f/ClQ4dIM1/RypeGaSDSiAoKafADKcM1CI4Py7XoCqw1HKdhe5oGOuJrv6Pk1lW8doI93uAamaiV4AlhPqFHVD+HX339S1nyXw6qwmcZvEbW1WYnWfAPy/PqDCV0+GGStad+hjN0W1uJ9AaK0XC/U51u+Fw5S9LVUsfO5MetpdWZJ9KEoMe1cu50bRoOd3M7j1Ey9fH2dmip1HHo/8+yj77NgWV0ZtqURrvlOSjsHot/aPdODU757dzsPlHsd6LZcz/+uR9POLaLUlOBozbdl1nyntBrT/wui368kBVe/VS2nB8xJ7e2qkfKnaslCpZRvcCsOvV1aac+iIIou04X1si83g++Y/upF0FH5LqjmuzVA5VuvYhSV7zjDNa/LDAqTbksg9P+ssbJdWNnPmQIH3wzDJDJrBHd5a751Knm0FVUSut7OV777nHauOX/beOw0F8co32atsdlX/ennzwIA7jq81LacwHBNpq/bFvkPxXFmakTkK9i6lU8SM8bgiGw1ZmdSvgGZeq6PddYUf73/TVXzXSlZbYrl9JhSvjedRLfiKJPVIGCPY10t55sHF3BqpWGknct1N4yab92XGABcdezN1P29MzIF/KKd4/7+dPuglTXtfJs6Twsb2YLvkNt5pJ2YWXsNSCW6G7fzqYSab/35SqQG3zRcA5Ty3UXNdysSdPkP6x3cznMZrpk131o5L0g2M58hE/t8CxG6PwDyuptbaxSa9ptEUPPdi+Ga/F2neLdc3eIv7KSsa75TDdcircZCNd/acC3mO6jvH9GB2KTgW7/XOe1clzpElG/f7FKW1dTKNiod2jdmQR+akq98Z0g777JFlJ7v0l0TvvKsvwNFu523fOU7CL595duyCqv59pXvAXx3Rjnt3Emp+c6bMm7S7TL0NoyV7diB2LMZDr4ZhklkvGKHFLY8EBHGyravJnRiTJmgaYfWftZ8a1V+x0QlMTA0a741vvFa5Fjsnq7h3Jka7n68Xfk22x4B8sFT/2OPPvyZ62m0ZM13quGaMTgyM15WAVFn5RsAljZavrLUVZ/vphvbYmvaVL4zuoHrgZa1BNM1rTC7nsBDJ1eDVmNRt3M14KP/6ZspkJpzZmSmw6W7JkODCd1Q92va06/V7RMy+E5yxI9iBt/lSPAYVaDLNnVluKbPSVvNdwbDNT1/55rv5LTzQPnukHbehWGamXbuz1+Q8m0+gOap+d47XYPrCcyv9d/xPHAQF12ptqG0c2XSpa9JM4ATutWYRanKmllGAQS9w4Hguop7OF/XyneM23lcEKnV4mrZzlTzHR3w0YNo9YjyXVif7xw10N2n+qqAp2L7JVT6O1C023lm5bug9QzG7Vy+jmLaect0O490/Ohl4KJbwzX9Ha+VrcLuv2cKHHwzDJMIEfkBXl7lG5APM1nT1XXa+apf891ft3MA2Lc9XvUGpDJqTgsExyDuWDz9gll8+8hi2/u+m7MVTpUGkgOOqmoZ5ql+qUmYwffsmG41lk35XtxoBuZ2mdPOAxW23ooPvv2a700nV6sxPU8c6w0HJYt84zJ9/G3fwC5IOyeitnpJcwDj3Nkx/NXPXoPXXHO+f212XfOt+tJ36vM9XpHfg4WswbfhDh0NHqNp2nlrvhtKhawk7Lv+O9FwTdd8p6SdBzXf7Q9rejlR5btz2nke5Ts4Rn6rsoKe3ENp5wmDD54QbWnne9WgzyBSz817QDdBhGm4ZtuyPluXQpiDW0HaefqDeTTt3Aye/T7fMYMrugwlen+yKKnVmHytlqzUTIlWwjVXM9LOtfJdLdJwzc6Wdm5eY3kdvl0j0L9k5ySI0DaQUhT6nM2FlG+VbaTuxUAByvcA087dEVa+Q4ZrQ9BqTN+Hax0Gw85GOPhmGCaVXoLvsYqVueZ7rGzJmu8BuZ0Dgdla/DQl7J2uxSrf1Rjn96ftm8WRhTpOR5QtJ6p8R4yH4pC126rPd8ph12UBk9USKiVLtRpLV771KpfqQdr5dM4+303XQ73lxSra+kF5dbMVBN/lzq3G9DxxbDRdjFdsfM+T9gAIzkO74ZoVesAMUiDDx/m7n7QHE9WS717ffc13Njd3IsL2iUqm4FsIEXE7D7t1R43Pctd8Ox6qthW0jWtTvoOHTzNwa0aCfrMnchS/LVqa8q0CRL/+tqPbeRfKt5l2XpjbuXwlSkk7B/zAQ+P3+h6A6Zp5PXdT992mfCvDtUok+HZVen2SAZq/PW7Y7VwrsEIp6kB82vl6wwFR++BWyabYYN8zlO+070QwONPudg7IQRWtfBdjuKa228qWdm5+bB7Xe48u469vPpg+r5rZIsIT9k5h0sjKsaxi1eNWjOFaWPmW74ke4y498DYI5VsPdoyk8m0arkVqvT3Rfas2PVverAkzC4NbjYXh4JthmFS06VpXwXcO5VunnQ/CcE0/zJ2v0vKSePbF23HJrgn/7zTl+2mq7vs7kdTzOKUSgJ+uGYes3faU23mK8q3c6HU/9lrZTnSgBqSaeZ7a5+WNpp9lkHWgw+wrXW+6sQMrJdvCRMVWfb7l8rOmnSf1+t5oOpiolvCKJ+8FEAx++IZrTmBgFwoO/AfB+GPYa9r5ZoLpXBzbxitYzFDz7XgCQqBd+fb7fIcHc/K7ncvAPsmIzAyCTPVbv6+PWVqJQ6aab7W8uF7sJt0Ez6bPgr+fhfX5DuoYkw3XBKJf7T3Ka2AQvb5N1a6bum/XC1ocamfyluuhrNPORSTtnOKDYU007dzsdx0YrsWlnbuYqJTaBjLsJOVbvVfNWPOd6HaulO9qyS7IcC2adp5+LccpmADw6buP4Q/+84FM89oW4S3XXoaPvem5/medzlNe4tLOze4FVkHKt7739NLnu9508aEbH+04iKcPz6gr33Fu+d0evmgKe1ZMw7VeSzfONDj4ZhgmFa2u5q35BmSLpV1T1UzTjum084bj19r1i7EMyjcAvO8nno7/+2NP8//WQV/ctj3lvBlYBNwV6fcdtLVRwZIV9M9NwjdcE+k13/rc6OBb14onsVxv4cLtcjBhaaOF1YYMrrLWfNsquNV9vsfK8fswVStjdbOF9aaLkkUdz6Vf891ISDtXyvdzLt6BbeNlbFP7K1Mbg/Rf/bd+wHR8FSh+vUHqdXcqR9a0ekA6np/OoHxHle1SgvKtB7XKJcrVw9oPvkvBQErc+gH4ZQlAe813NWWgJ63Pd6B867Tz+PpbjZltkRUz28RPOy9IedEPoOOVUkrafXvN986JKkoWDSTtvOl4/jXfTfDteYFhnB7MarlCKt92eHBLB1mpNd8RwzW//ZuhfDddry24Wm84sd+tJNdu0+3cE8nBgt/+MXJjGDOCb91arVIqIu1cvvpp5x2V7/iAyXEFHE+kBpBmts/MeBlXnTfjf9YpQyEvTozhmmmgWLjhWg/LueXAPP7o8w/ivmMrqdPpdTSd9utx2GnFGa6ZAzld7k9cIJ8FfW8fK7PyHaV/0hLDMGcEWl3tJhh+/08+I+Q0nUZNG65tOn11OgeC4Pv8DsF3VHGpGKm+USaqJVyxZwp3HV4Mve+b+1g6mAoHVXHo9HHXa3dNNtElAdpNWyvfQoi2bQdk8H3xzglMVktY3Gj5QXueLAPtJFxvuYmK9lSthNVNB+OVUkfVW07fIe28IZXvSsnCp3/phaH+82UrcN0uWRRKO3c9z68Dj92Xng3X8infRxY2Ok4XNVSrRNKuo67juZVvVyvf8S28zL9Nj4CocWCtZCcO9OiHtLiAuRkJvqPLjdJd2nnwnbP94LsY5UU/v45X7MQ+3wLtfb4ti7B7qjqQtPOG42FmrIzFjaD0Iw+uCJRvHXwLodLOqb3m2+wwEEdTpXBrTOXbvHYdT4Sug/WmE3tv0g7sUcw+34Ac6LGt9u9msvKtM2m8kPJdlOGavpY7BZHmx2EV3PO3bzJhMFwvO85PpHi3c7k9G00X6+oebbqdBzXfxaynl+Xo+0ya94MQKutIDbjIAZhsZXPDgHmPM7+j5nvd7E63be/0sa5yq7E2WPlmGCaV2TEZ2OXt8w1Il2czUEpjvBK0GutnyjkAnDc7hkrJwuW7J3PN5wdECcfi2Rdvx52PLYYeKANzn3DNd5LZGiAVdl1PnKZ8T/vKd3COhIhP4QSk2j0zVsbMWBlL9aZvcJZnsKNsk6z5TnA719u1stnCRjNeuYoyXrZBlJZ2Hqzr/O3jvqM6II9nw1C+TXXH9ZJT+wH03Oe73nRRjWm3FkfWmu9mJL1bBwj6QSaujCHP9usU4E413wCwUg/ORyMyKFBTHg1xmGnnUfVIp5Dq5QUGTR3SznM8eZsBPRH5qdNFoB9Ax1Pc3uPczgFgz0xtIGnnTcfz7wmb3QTfxvcmUL49lEuknM2Dh3FSaedpQV3UcM0fEPFE6NqNXovrDafN6dzcpihB8B3v5B9dT1uf71Kkz3fZUoONoke36HBA3GlR+v5lUTjg0ddwWj2yn3Yec/1ZVn/SzoFA/Y7v892j8l2A4Zre77TrVC9e/69JyyIbRsJp52p/E7Io8tCt8u24siylWkD2yJkGB98Mw6TSi+FaHsbKMu18reH01WwNAF58xS7c/vbvxm5lgpSVtJpvAHj+pTuw0XRxt5F67kSDpRjX8yi1suUrVmmBXa1sY7Jawo6JQPkGEJsO7HkCK5sy+J4dL8s+3w0HZZtyDazoGkjtBhyHVr43mrJmsxOWRZisllKD76SWcCWLfGWqpNQWPciule+0fQG6r+/baCar/1G2jVewsul0VKn99O5IhkTQkil8PXXqady2/E413wnKd9Px/GAWUDXPiYZruia4/YEtueY7/jyNqV7LedK1feXbOIZFBd+miVBS2r0OSqPsna4NzO1c37e7SjsX4T7fOj28HFW+VW24GZDHYbr362UCgOuK0GBPtARiPeH+UbKs2BTaqPKdlOrqD85E+3z7QZeLzZbnK996H7pF34/KOdPOS7YVOq5ujuA7btDRot76PUdxPOGf11NqUMl0Ow/Szntbjz72vWx6MCCbvBBzYA1AaueQYaTltV8rxaSddz52cTieUL4bxd1/zxQ4+GYYJhWdmpwWLBaBDr5XN1t9bTMGhFuo5SFwO48/Fs+5eAeIgG88etp/L6qylEvZlO91pXx3UlU/9DNX4xe+65LQdsU9nK02HAgBP/he3GjKY10rJ6Zlx6GV1s2EVmOArvl2pDqeMTidVvPEsZ6ioIdat9nhFFjHEx2Oc4+txlouxjPm8W2fVL2+O5iuRZXvshUOJHTg4Nd82/lqvhttwXc0OE5KOw8HUNrtPE7VMh/Sog9dUbdzsyd3HGXbwjPOn8U3Dy503jl/HeGAvmz1bpql0bs7kVLzLQRig+/tE5W2/un9oKnSzgF0l3buRdLO3cCB3zayCDwhgzyp0CYvy/VEW6sxQAYD5sBX1BRPpzJHsRIyGfTs1XL8wJImuc+36XbuyprvhEGqPASGa9nczrU7eDmi8AfBd/K2pCnfdod+7HlpOh7OmZUD2HNrycp3z4ZrBdR8R00449AfBbX/o6XWuqE+3/q99usnL1Hn9Kw4rqc6ThR3/z1T4OCbYZhUdPDdjeFaHmoVG0IAp9eafVe+uyWt5hsAtk1U8KRzpvGNR+f994IU2LB7dZoiWy1b2Gi4HacDgBddvgvnzY6p+ZLT5bRz9fRYGbPjFb/VWN4U/7JKw+xc893yW4RlQc8Tx0YjWUGPtm4z3ZhdL92wroi081rG/duu0oAX19ODr6ixWeD2XVDNt0o792u+I/tu/r0SUb7NAKqmTK3iAn/zIS+ppjxQvsOeCHE895IduO/YcubA1Yl+5+z4GuFu8N3OU9LOpQt4+3U3US1hvdF/Na3heP59u2fDNfV90oMvtpG67Kr9TKsljg4mAUGJQbTmO3odJ2W8lBLSp6Np50mDai0jQDTRyne95aIRVb57SJvVm5o17TysfAfvZ1K+dYp7zGBW0W7njidwrupff2ql4b8HBOaXQJF9vrtfhtkeLwnzuw2MoPJt3OPi+nv3mv7flfJtEcqWHCAeNQO7fsLBN8MwqQwy7RyQbUum+lzz3S2d0s4BmXr+rceW/AckJ9LHOK7fd5RqKUg7j3uIT8JPm4x5aNCBy8xYGbNjMu28G3M7v+Y7RfmerpWxUnew0XIxliHtHECHtHMnMdA3gzbbkimwQsgHDal8J58ry5L1wL0YrmUdXNg2Ib9Hp9cbqdO1nHDg6Pf5bqv51pkU+QyhGq6HatkGESnVPD44ti2KSTsPjqVfHxtzrZkPadH+zVG3c/2wnmS4Bsjg2xPAHYeyqd9OxEHdtqwCa77lq/aoSJom7ns7rjo6FGl6FcX15HWvOyF00684ZLhmExqOB08g6POtNt9vNWYl1/ZGB4uA4F7YVvMdSTtfaziYiPl+WUmtxtRbndLOtSIXzfgpq/3baLpouoHbOdBb2rnwg+lA8U/D9ZVyFax7QSYPkB4U6mmTlO9i3c497JyqomxTjPJtGTXfva1HB5VFKN9pgw/RtPNRU77N6z0wXCtO+c577TieF2r3yKnnARx8MwyTys5J2SpsIsb4pkh0ILc6gJrvbklrNaZ5/qU70XQ93PnYIoA05Tut5tv2Fau0IL19+4K0ySih4Hu8jKW6DL67Ub4bLU/WRKbUfDddD0sbzcxp2VO1UmyrMSGEUsCS0s6D42NTkOroegKum658A4GzbTdsNB2Ml7Mdvx0T8nvUWfl2/e0CjD7ffj9kFcwYWRjdKN9AvGquA6DtE5VQq7FWpF1UJSXAMR+y2tLOnajyHShlSTzjgllUShZuPXA6cZrQOqJp5zYV5nbu+g/oJTQS2hEl1Xzr7I1u1Ois6OPac9q53xIxULXLKu1cp7fqQQbzOxelEbmegSBYlzXfwXmJBrgbCWnnJWMbTISvfHdIO/dEYhlVrWT51321ZPecHQMEgwLSGb6z+pzkjp4r7Ty25rtot3NZ871rsuor3y1j8E7/ixuGPt9mKVLyNPI1bRB7mDEdxQODueDzbk+9XmzerAl9H/FNQ7ndmA8H3wzDpPLkc6fxoZ++Gi+6fFdf12Mqm/1uNdYt1Q5p5wDwrIu3w7bITz2PS4EFOqSdxzgDZyGr8r1tvALXEzi+Us/c41tTKVlYU/3Bk5Vvef5OrmzmSDsvx6adN10Pjicwnph2Lo+VVuDM1M5ONd96f7qv+fYyp51r5XuhQ8131FU8SDuX11HUkK1sU5timEbTcY16cSu25tsiYNt4OaR8NyI13+WUoMQMjKKf6/VFa77TDQhtPOP8Wdx6IJvy7fbRcE1E1LE4sz4BIO6q087dGwn97ItAH2/dCaHeRfDtiXDauSZquKZbIZp9u5O2pxqrfHuJbueeJ5ThWozbuR0fROr1d1KrW66XOKhZK9v+dV8tWQWlncvtImQzPdMfR5VyHVxlMlyLczsvOO285UoTxl1T1Xbl2zZrvntbT0Odx14GDvSlkMVwzXc7HzGH7pDyHaNWdzsI0rXy7QqULUpsa3k2w8E3wzCpEBG+9ynn9N1wzXTOnuyz4Vq3dGo1Bsj06aftm/FN19oM19QyOhmuabL2SZfzdVa+Z8fLvip2bGmzi7Rzy29BNVaOPw46oN9seZkN17RDehRd+x73EA4ED/JaITZNflwv+SFbU0lo1XVgbg3Xff1g6rz1ppNZ2de92BfW0oNvHZxWSuHrRZtRtaeld9fnW88bfSDSCvfMWDj4bjnxynfcukNp5yk130IIo+Y7/Tw979Lsdd/9NFzTwYsffMd81xJrvtUA0noXAXFW9KBGrWyjVra6SzsPGa6Fz7llEVwvGISwKDCXi3s2j6/5Dr6j5vVnniOdHRCnfCfVmAdp57rVWFLaeYryXbaxvNHyf/cHmQowXCOVJdApCDJNywAY3Rvka6ryHUlxN5FmlLk2PRWdQbBrqma4nZs1370brgkRZEf0VPOdoVe1NroL0s5HS/kOtxqTr2a2QLeDF0IEr3myDxxPwLYpSDvn4NuHg2+GYYYCUyEd1rRzXSPcqf79+ZfuxHceX8bqZitIE7YCpRLoXPOt6YfyrXsAu57InXZesYO0zKTAenosWGZW5XtSBd/Rf+7a9T1J+Y4OZujD5XoCrug8eJGUdv7pu4/hnZ+5H8eX64nzppnOxW3ndK2U3e3clsv1VUJf+Xb9fuZ6ud2mnVdsaqvJbrqytntmrBzq820G7XK9cv1x6pDriaBWPcFNXWcmtIyH9TTy1H1Hs02S+kJ3g94dfT3Gt/VLrvkGpIt3v9Dno1qyMFa2c6edCyF8F3MAMGPUik1+yrfpqm2npJ1HDQSBlJpv4zrWx2g8Ke08JgjQ9w7tWp70sN9yk1sQ1spWSPmuFqB86021CLnSznXmRpB23qPyXXDNd8uRg5u7pqqY18q3MfBl+YMyvdVqi5hAMi/RuvnYadoM10YrWGzFpp0Xp3xHl9cJxxMoW1zzHQcH3wzDDAVmCvOwGq4BwKuedi6ed8mO1GmuOm8Grifw2OmNtlZKfipsSs131VCUi6z5LtuEsbKNbeNBZkFu5btk+S7YyX2+g+UnBc1Rto1X0HS9tmBBp82OJ9R8R9P4TVXN9bxMaeeNmId0HQh8+/BS4rx5WqkBso56YT1nq7GIwtxyg8BWT5en1ZjpWl4uxdR8q/Ty6Vo51XAtrQWT4wn/2oh+bqZGNh3P78Xeqd3d08/PXvfteB6IgmuhFJNe3y3RtPO4QCix5lvd17qpw85Kw7h+xgzviKz4ztxpyrcw6phDpR7JaedmyYJlDCiZgXDTKJ/Q2QGTMd97S7U/a992XfPdwe28g/K9VG/6vxeRdi4QBMSy7rrD9DrtPJLOr/+XJPWXB4JjEHffs4tOO/fkPWH3VBWn15twVImQXn8RaefmOexlOX57vExp52pgbcSU7zjDtVDw3eUlbB6yPAG043qq5ju+s8bZDAffDMMMBeG08+ENvv/0vzwdL3/y3tRpdk9Lc61Tq5u++uKnCVvhYDEO81gU6XY+MyZ7es8awXfeLIOKTVht6LTzZMM1TVble/uESsuOBKf6ITyp1ZjOKNCtdfwHPk8+jHQMvhPSzvVDxl1HlhLnrTeTHd/j2JYh+G5zM7fCqkE0CI5zLE8jFHzH1Xw7MjCZHiu3G67Z4UDM3F4TNyX4Nv9uOB4cV2QaYKqVbVx9QbZ+3y1X+McNUIZr3T55RoiqY3EDXQKIHUzwle9m/2u+qyUbY5X8wXdg2IXQK6BrvmUAE6RSB/sad4jj0s79oNKTaef6uJjnyFe+Y773Scq3vrSCazMh7TylHMVMOw/VfPeSdq5mlcF3ZwXSN7hTB1+nQ2cxXPMNDAfgdq4HAndNVSEEML/WjLidy+l6STs3/Sx6WU4W5duNDKyNmvJt7pveF/OQdXvu9eARkO8cOJ5Aybb8/xusfAcMdfBNRPuI6G+I6BgRNYjoEBG9l4i2ZZx/BxG9kYg+RUSPEFGdiJaJ6GYiegMRte0/EV1ORL9JRDcQ0REiahLRSSL6dyJ6SfF7yTAMMBqGa1nZPaWC75UGmn4KbET5zph2nqaQR9HplknKtzZhmhmr+O/nNVwr25b/Dz25z7epfGcLTneo4Pt0JDjd8B/C8ynfrhCyz3eHwK6akHauH2KTlG8hBDZytBoD5D7mVb719uv08Jbrha6Psi3baGVVtLLUfJdLhOmxMlY3Hf9hOtrnO91wTfjXYjQAMtfXdDy0XJH5Gt+3bRynO9TMA6qVVKT/e3F9vuVrmvKtW3BF8ZXvPvb61se3WrJk8J1TZdcP10HaeficlywLjucFCisR9KFOM1yLq/l2hUDLCUpf4tLO4wZik8oIAuU7Pe3cSemCUCtbWFHeE7VyUW7nwUCFbXWu+Q7SzhOU75QBlTTl2yLKXbebhND3V8vy/9/NrTb8AZRQzXcPMax2ywcKqvlOWUj0/1pj5JTvmLTzQgzXgt/zpJ3L6yNQvovy3TgTGNrgm4guBf5/9v48TJrkrg6FT+RSVV29vPvsizQjzWhFCwIJCYQkFslgFgvh6wUhY2wWgwXY2NhmE1z7M9/1Z4PBYAyYizGXC5jFmNVsQgjEIgkhCbRLM9LsM+/+9laVS3x/RP4iIiMjMiOzqnq6+43zPPP0vF1VWVlZWdV54pzfOXgngK8A8GcAvhfAxwB8A4A/Zoy1+z4FvhTAjwJ4MYA/BfB9AH4BwHMA/BiAn2PN5en/E8D3ALgRwK8D+PcA/gjA5wP4PcbYGxd6YQEBAVboCuJhnfn2xTki39dm0npFXzWShLfZzvXAtR4z3/Q420XDld1MBq3RT6C/xV9XXbvSzgF493yfqSrtLmzXe7BJ+XbZ12ODdOsz310934B75psuMt7z0GXrRYOomXJb7204NR11znyTBV6mnVcvKHMq3/VAtjaUJZf1QOI57D3fNPMNQCbQzw2rbpsiWJRcnhttyre0nXuOVoySyEuNyss6uSLC2AUiFG2g28mJYbedd8x8r1D5ps8+zXz3Jd/6LLf4qW4TtnNBpvT6LCLqtot7eT5bFhSl8l19B9Vt5+5Ftziyp9fLqjG58OOe+XZXjannG6dR6yKTL+TMd8S86r7oZnJvmFVjbaSQXrKLfOvbXwSZtqis/t7ta6o9q4VfLvo8wOKz40C7+mumne8fYeWb/rduOx+ofOsEvschych2HrV/Hq9HHFryDeCHANwA4I2c8y/mnP8LzvmrIEj4vQD+jcc2PgTgCwHcxjn/u5zzf8k5//sAngHgAQBfAuC1xmN+E8ALOefP5px/dfWY1wL4LAAZgH/HGLt5Ka8wICBAoj7zfTjTzn0xTmKcnKbCdm4hAkBX2vnQwLVK+bZcNJDtHBAXwqQoDUk7V89nJ57ro0TOvC6sfNNFuLPnuz5DT0RAKTMegWstM9/7WYkPPnqtcbucRe85831hZ956EZkZSiFjrFJulfJtn73uvrAyw6+sPd+VvZzOFQpd0yvK6LHi93bLvpN8awRrlhfISn/lW4wIdJNJ8xglcbfyzTnHN/7sX+Bv/8ifdN4P0Gznltff1fO90qox7T1eGyX9beeGchob5xpZl2Wwlz7ba7m4zywz37TtvBCBa9RkUFe+aea7j/ItfqqZb5ft3O2I0b/TJkm8HNu5lgwfRayT/HJD+TbDs9pIoXr/mrfR75YRPqjGYyLcsDUBADx2dWbMfIv7LiK064GQq7ad001yfKvF3n8YYasaq4WlDVW+LXZ2H1DwJjV3LCt34zjgUJJvxthdAD4XwP0AftC4+TsB7AB4PWNsvW07nPPf45z/Cue8NH7/KIAfrv75CuO2n+Ccv8uyrbcA+H0AIwAv9X0tAQEBflg7AmnnfXDD5hiPX501ZmVVRVQL+dYD1wYo3zY1TiffgFK/e6edJ2p/XLbzKGJyu76BZK6Z792OmW/Tbi6TlzlH7hO45pj51on7uz5xqXE7kZo+M9+n10eY581QOR3WdGitp9oMXEsNW3ob9CRs8dio0RFOyjq5Fyh0bV51+hLaSH9Rcowl+TZmyhsz3+7kaRO+4XLmHHkSR9I54MJP/ekn8Mt/8TA++sR26/38bOeOme8xKd8rDFzLtJnvNOpvOzfSsvX3ZpREiJg4F/WqMRW41tyeboMnSNt5KQLXyNXim3buqhqj33XZzkXIm/3yV//uHafLSTvXXQI+oWfmAkhhKN/taeelfC4TbQ6FviCil1SBa4wBj17ZM2a+F3++WuDaAlzYx3ZOtyWx6KZuC7Y7jMgtaef6611G4FqvtPMqc4U+a6FqTOFQkm8Ar6p+/paFOF+DsIFPAbxkgeegJJk+S9BDHhMQEOAB/eLsMAeu+eKGzUllO68TASIwbaRwMtB2HkfiosFmzTXJN4WuDZn5JrQRz61qu7492NNRjHESNQPXZr7Kdz1wrSh7KN+W45UVHDduTXB2Y2wNXSMC3Sft/JRjgUEH7UvNWq71VIuZbfWcZhp6G2xJ6s2Zb0HupfJd2c6znPfq+XYFrs1N8u0xl09IY+alQGZlnVylmnPAhvc9fBX/56++DxHrtoTTxWdX2rnttBvFEZKISTfHKlBTvgeknRdlnfjpwV1ptf9lqSnfTCmcfWe+87LEvCjlLHyNfFPauWXRLY7t5FvazhP7uUfItdELE6tUvhkTixVd6iGRJNpHeqk+M9+0m7bFhbZKuL6gMZdR1eN8w+YYD1/ZN3q+Ue3/AuR7ycp322vn2iLJJImPnvKtK9TSZq9uX0bVWL/ANbGQK11SgXxLHFbyfW/180OO2z9c/bxnyMYZYwmAL6/++Zuej7kTwnq+C+APhjxvQECAG4yJGiw9YfYo44bNMZ64JpTvxLDAAv5VY33INyAuPM2Ls7LkuLpfJ9+nqq7vvrbzkSf5pu2uey6kMMZwdkP1xRKI5LpIfGIsZijbubgA6a4aix1zy2IW+fm3n7SGru0PUb6n3eQ7K0RNVm1UQbNNCydFnRABfhc2pgrZOvNdLc7oyret59vlGlhzzN2aM99t4VcmRnEsF1XakBvugLglcC0vSrzxZ96Fk2spvuwld2I/K2vb/9e/+j78+B/eJ//NK0t5mzWVO2a+GWOYjmJpqV4FqOlgvKDtXAWu1RcOyfIt1dwO27ltMSnRFNgsL7E+btrE2xbdXMq3tJ2n9Jlw2c7dOQP653mcRksJXFMuAVbZzrtmvl22czUK43ysHAdo3mYq6YuAPsf0t+3mE2t49Mo+Cvq9Hri2wNPp32uL7HbuQb718YBxGllbQw4z9AVGm9I/lHzXEtN7Bq6RICD2L9jOCYf1CvdE9fOK43b6/cmB2/8eiNC1X+ec/++uOzPGxgD+HwBjAG/inDc9iOq+X8UYewdj7B1PPPHEwN0LCLg+MR3FRz7pnHBuS5DveVHKejFAke72tPNhyjcg5r5N5fvaLAfn9aC1E1L57t/zTWhTfUn5XrQHe2eeY5REtQUMHeYMvT7X6EW+HbbzrHrsC+44iY+d38Elhx3et8ccAE5vVOS7JXRtnosxBd22nMQqMMzdt+0x820q366Z7ySS758k3+bztiiCeVlqM9+m7bw+811UdTQ+aFPbzeevk0Z34NofffQCPvL4Nr79rz8Ld5yeAqir37/9/sfwx1q3OIWpTWQok8V2Dg7XWbc+TlarfJs9371t5+Kn6vlWr2Rc2c5LXredt9mLbWMUtZlvXfnWPof0ubcFoyWOwDUz7dw1ijEv3OfcRLedJ5H8vlua7Tzqtp1L8m0Ernkp3y1p5/SdwpcgQErbefU8t5yc4OEre0r5jvWZ7+Gki95DxhZTvqV13yNwLWKsWsQ+Wkqt/pngltc71PFQDtxGVi2s0md4WXWPxwGHlXx3gb5Vep9JVVr5PwXwAQCv97h/DOC/A3gZgJ8F8P9ruz/n/Ec45y/inL/o3LlzfXcvIOC6xiSNj4XlHBC283lR4uLOvEZYfWzn9aqxxZXvqxWBqtnOq//3VaYJ+sXwuMWhQKS+byCZSb735oUMZLLvT+UkMHq+xcy3n+3cZtMvqq7oF9xxEgDwFw9ert1OBKrX4kKlfJtEXsfcyAgAhG0605Rva9p5RXI+fmHHqaxLYhbH8rG2mex64Jpd+XYpgpwLVbSt53ukEZqsx8w3vdddiee5kcyuz8yb+J/veghbkwSf86wb5UKKXgW2M8sb6lGkKd9W23lpV74B8XlY6cy3Tr5HEfayohf5MQO7zEUMOpbyfhWhBOwX5u22c5G+v+7o+XZ97qnBwCSxaua7uT0dubEgqkMf+dGrxhZJai6NhYqudTJ6WbJqzJjfbQtck+TX1vPdMh7QF+aiys0n1vDIZWU7T3RHxAJPR99P4yRaaL99bOd6zd7RVL51kix+DrWM69Af1WcbVEWXSJdUUL4Jh5V8k7J9wnH7lnE/LzDGvg7AfwTwPgCv5Jxf7Lh/DOCnICrLfg7Al/FlFCQGBARYsTaKe88gH1ZQ9+lDl/Zq5EIGrnlWjUV9yXcaNaywVyzk+3m3ncTzbjvhrNxxgSzPa2lsDZUiUKf4NPUn92fWR40e551Z0aouK9t5lXauWWB9lG/R8928yCL19N4bNwEA95/fqd0+xHbuO/Ntjl2kSSQthfOCt9q/v/K/vQP/129+wLltoK58m+Q5ywVxnY5ixBHDlb0MnHOpyKvntZMSurh1znznpay36zvz7Rt+ZW4ziSKr5XFnluM3//JRfP4n3YxJGkv7s658b8/yunrEORhjmFT7YlPHXGnnQKV8rzLtXAvVm46SKtTM/7LFDFwzyXdUBYbZq8aa25OLARbbOX2G1My32sDurHAuDNKmzAUVepuUQ8I1auCXdj6Ko9bxCl/QbrJqPt7bdj5A+ab3z/a917ZI0hdK+SbyPcFeVsjvtqXNfFc935M0Xqznu6SfbeRb/IyY+BvsU2t4mJCXpTzmdtv5sO0OVr7LEnHM5Gc/KN8Kh1Vi+mD10zXT/fTqp2smvAHG2DdC1JT9JYDP4pw/3nH/BMBPQxDvnwbw5Zzzo7UMFhBwxLCmXQAfdRD5fvjyHm6v7KyAmpGLWwjHZGDaOSCUG1qxf/zqPj7y+DbuuyCIo06+/+an3I6/+Sm399o2oEhXl+JLyncfZfjMxggXdsyZ77z1nJA2fmNGteTU99y+uOCqGsurmhRK3jcTyncHVI1tTRIkEetNvpOIybTuzOz5NqzYT1yb4aHLe/ZtVxeytP1R0pz5zooSaSJs7yfWUlzdz+RF/8hiOzcfnxvku0HuK5vxhZ25mPn2eI+6ntOEmWadWmbbAeC33/cY9rICf+MFtwFAQ/nOixL7WVm7aOVcqIpJFT7mSjt3vaSDVL7pPdibF945Go3ANSPtnKrG1GyxshdbbectVWM0j06fIf1c2Z7lzoaD2CClBNN27iLMWVl22s5FpzmT/z9bQPk2k+E7befV7UT86e5+Pd9u8r3MtHM180228zUAwAMXd8Xvl5V2nqv3dBHty+xKb7uPGCuJWhc5DiMoSHCWl5rSr24fuuiyyMx3GjH5WQs93wqHlXy/ufr5uYyxSE88Z4xtQljA9wC0F3Kqx3wLxJz3XwD4HM75+Y77jyCU7i8C8JMAvsJMXQ8ICFg+vuYz764Rz6MM6j7dmRfWtPM2Ur3IzPc4jaQa980//x78wYdU9sSZjXGvbdkgyXeH4nv7qSnObox7heedXh9jPyuxO88lEdqZF1hrUb5NG7+Zdj505ptqUiihesdQK2XVWA/yzRjDKYu1XodpKweoEkxPO9cIkTbzzTnH9ixvuAcIpgppm/nWK8VOrKW4spdbrcOunm+6OKPzw1Qns4LL0RKqGmur3dPR1i2uwxa4Zrto/KV3PYRbT67hRXeeAoCG8k0kuV7Xo5LMJ6l9LpSDI2L28359lOCxa/ut+78I9PeY3oO9rMAJ+DmKzJlh07VD4XW6lTrumPlOY1Zz8NDCCM2jj5NYLDBp5+LuvHAuurmUb/qnqDdiLbZz7rSdU0WePlIzdnxH+EIndZEjLK5+f/HTtJ0r5bslcM0IzNOx1LTzov5dctMJ8ffugUuCfOtZAAv1fFfPI5TvBWa+fWzn1WEVyrd9HOkwIy+5HKNSaef1764hGNrzLf6GRvI7JPR8KxxK8s05/yhj7Lcgur6/DsAPaDd/F4B1AP+Fc74DAIyxFMDdADLO+Uf1bTHGvh3AdwN4J4DP9bCajwH8IoDPA/BfAXxVIN4BAQeDz/+km5/sXVgaSPkG6snmSqldTdq5rnx/7IltfMbTz+LvvvgOxFGEu8+t99qWDaS0di2S/L2XPQWv++Tbem37TGXLvrA9x/S0+PO0N3fPfgLKSaCqxsTvy6rn22fmu+RC5dTVsLxSx1RCtUG+B1SNAcKe+fAVN/kyZ6sBs+fbPfNNSd2dM9+1wDX7zDcglPore5m9/ozsuMbjlfJtD73KilKGuc3zQi5y+MC39ik3q8YsiwyPX9vHWz/8BL72FXdLokJKK73X9LMwLj6JVEzSyBq4RqFsNkzHCXbPrzbtfJSo8xZAr8Rz03auk7hxEomeal63nbMWUmeOKwDK9UOfIaoj0t+j7VnuDIMk5bsoTPKt9j2JWYvtvE35jms/AXcdoS9qFn3GOu2/Ltu57PlumUVum/lehhJtPo9Uvk+Q8r0nk87bHBG+0McoltHz7RO4xqrAtcstwZiHEXnJMU5iXEMuX4vuFhhuO1f/36vnuxQLb76OpesJh5J8V/hHAN4G4PsZY58F4P0AXgzglRB282/V7ntrdfvHATyFfskYewME8S4AvBXAGy0zivdzzn9C+/cPQxDv8wAeAvAdlsf8Puf89we/soCAgGOP9XGC6SjG7ryozzsaAWE22OYjfTFOI2xv58iLEo9c2ccXP/9WvOY5y1vUkDPfHaQzjSM54+yL09pMNFn1d2YFbjnp3g4pWKZNtuQchQex0wldjXxrs9Ub46RhFZbku8fMNwDcdmoNH3j0mvN2G1lJtJ7vhu1ckuAS12Zitv/izryqxKq/dv1CVjzW1fNdke+1FFf3MqVyaYsCjDGra4AuzlwXXCLduqrpykvkZYl1z1wA39qnrOCYpLrS2gxc+933P46SA1/0/Fvl75TyLd5bSb61C1hhKRfbtoUbAh0z36O4s0t8EczzUr6/RCD7pKv7KN963VsUqcA1GzmyjVEQMdzN1BhEapDl3XmOmyr3kAnaJ5NIqYUDe54BISu5021Bs/zjpH3xpg/0nu+4R9WYtJ0b88rtPd8etvMlcCA6HvRdcW5zjKTKiKBjt4yqMV35XmQBhBZq2tTfWs+3pTXksCMv1GffZrMfGlhXC23rcUjIeUaf11A1pnBoyXelfr8Igjy/BoIQPwLg+wF8V5eCXeGp1c8YwDc67vMWAD9hecxZAN/Rsu3f93j+gICA6xg3bI5x/4Xd3rbzKGJSbYk952EJk4oQPHJlH0XJcfvptWE77wBdSPclnT44U1Vx6XPfnTPfpvKthQoV3M92DgiSMNU4fl5yTKvbppZ6qN2sQBoz9A2su+3UFL/7/set5BgQSnJqkJVU6/luBq4phZn6owURz6XCrLZdJ9HU863vi07uz22O8d6HruDqfl57nL5frsC1JBYdyaYynhUlNqTyTTPfnrbzHsp3Pe28Gbj2aOU+uOuscoOomW/xerern7a0c6Cq9XP0fLvCCKejpJamvmzMNPJNC2R9ZlcLQ/kmokzzykS+61Vj4rGume8G+aaZb6l8s0b2ws6ssHZ8A+ozbtrKdYV51FIvl1tGOwh0zJapfNNhYdWx6rSdU90bKfym8u3R820PXENte4uAFkr0sZ8btyZ46PKe1YU0FHROTJLY+lnzBb1mV+sBYPR8H8HAtazg8rMvA+aWYDvX1fM+546sGgvKdwOHlnwDAOf8AQBf4XG/+4FmrSbn/E0A3tTzOV/R5/4BAQEBLtywOanId5MsdRGOMZHvlkRxG2jF/sFLInTrtlPTjkf0A+3/ZBXke11Y9fWZ5Z150Rpq5kw7554z345wJt2yvj5OsD1rKt9DjsFtp9Ywy0s8sT3DDZtNZW+eFxhblG/V8104gs84tvfVAsHF7XmTfFtmvjmvKmGoxqsokVYz5a/75Nvwi3/+EH727Z+oPU5/bif5jli1aNBMU19LIzBGM9/ce4Fp7Kl850Wd0Nvmfy/vzkUAnvaa1rWcAQByMcPsylW2c7vyzTWCbmJ9LJRv1+LLohDKtzgvpe187n/Rq4hf3UlC5xkFrulVY3LByzHzbQsQBNSiwLjq8zZ7vl21k/R4k1vrCrPYnst27g75m1hmvl2hjL5QCxXiWPkq3+QyUmnnYh+8er5bbOfLSTuvAte043jzCUG+zfyNRYLSpFsnjVDuDt+OT9UYHbsoYhgnqwlcu7KbYZYXMhNmmShK9VlTtnN1+zKqxvoGriVxJJtdwsy3wvFINgoICAg4hDi3JchkWiMCdBHb/vVLF9Btqeiux+1nhQy+ue3UcpXvVZLv0xvNKq7dWd5aNZaaaeea1dG35xtodkfrBG59FDfqofY6FgVcoPeDFkdMWNPOY73nu26Z1We+yXYOoJEaD9STsAE9KV3NB+oz35921xk899YT+Kk/+UTtcfpz2xYtAJUI3kxDF69vXBEamgv0QZ+0c7Pnu+R15efSbtYYiyCltV35VsrrJI37z3yPEpS8Xb1cBDPt/FlbwHZutgfQ8aTAMCK+jDH5mbORrNaZ76w+862rkjstn3t6PnNBhRY9mJz5th9jPVTQBPV8m5Vjy5r5ppn59vsr9wjQJI6zvHQSWn0cwIQ+krMoTNs5ANxcJZ4n2rki9n+R5xH7Ok4WDFzzSDvXF0km6WqU73/9a+/D1/zUO5e+XUAFrgH2gLmhiy5Du8JF6wSTnzVzIfZ6RiDfAQEBASsCha7ZZnS7uo1JeeldNaYp3xEDbj6xZNu5Z9r5EKyPYoySSJJvzjl2s6IjcK0iCTHZzsXvi5JmvrsWOexWZr0rejqyzHxnxaBjQE4EF/k2yTWAiphUM9+NwDU1860r37bEc1vgGj0WQGUnVu8xYwxf9fK7aiTJ3C/zuOkzp6nFdj6vbO2jOMIsK6rOZb9LEe+085Ibox4VaddYwKXdOU5O6+Q7jSOMkgjbcyNwrTbzXbedO3u+Hftm6xJfJuZ50Zj57hO4ZpI3Imz691FR1tPOlaLa3J5YDKh/TuTM97w+803n0jwvq1R8V9q5ndTpYXijOJL1fCbauuUpKNBUvhchYuax6k47r1vH6e76YqJrf4qWBcdlBq6ZtnMAuKVKPKf9XkrPt6Z8L7LbtvRvE2qRBCtTvi/szHGhpe1iEVDVGGCf+T7owDVyVNH5EGznCoF8BwQEBKwIZCvWL/TMGWUXKPHcpaC5HyeU7wcv7eKmrUmvqi8f+FaNDQFjDGfWRzhfEcf9rATnYubaBTqODeW75K0X2QRXiJe4iKXAtWba+W5HBZoLt54k5XvXerur5zsvuHxN+u2qaqyUSi0Aa+K5Sb7J1irD3OiCWtv+X3vOTVKtN/eLRiN0qJlvhpHNdl5dII7TuFK+/We+fZVv01ZsC/y5vJvh1LRZvyVcDpXtfE5p5+r2Uk87dwSudc18A1jZ3LeufE8HzHxL4sfoc1VfqIkN8h1HrLbgZSKz2M7pYnzfUL7Jdk6fNZfyTZ9p28w3vTemjZ3Aq3GUXrZzT+X77fdfxH/47Q81fk+HhTFxrDrTzqunImIrnAZiYWy9+i50vacF51bVG1iy7byknm91nKhuTM18LydwLWLCPbYIiafHts0960n/q1K+s6JcaHa9DZR1wZh6LUNVax31wDW/bXAu/lbFUSTDOV2LYdcjAvkOCAgIWBGsyjeRxQ61j+yPvZXvSqV58OLe0ue9AXVB2LdiyxdnNka4WFmmify0z3wrUgCgNn+6yMw3WeYAe+DafjbMdr4+TnB6feS2nRdNpTCtZqtJubVWjeV18m1TV0hZHBvKN5HZucVKmsQRvvLTnwqg+T7YUqBryrdlJpyUe6F8i57vvuS766I4M7ZJ54Bua760O8epaTNFX7gc6rbzWuBQqUjFOLWrY3oomwlycaxO+dYC16TtfIjyjdpPaTuPmlVjbbO9wnZePxj03uzVlG91rtCxcc18u0iknjLvsp3bFFsdtOhpBq75qHa/8d5H8f2/+2Fc3c9qv9fdEnHEOgmMrWqMFNsNSb7t+1OW3JkT0pZK3xc0T68fR3JZqe9i8ftFZr5p8canoq0NZle6DWqRRHxHFiVfulV6lpeyCnTZoMXmmDF5vpS1766hgWvq/30D1+i51PUOsy6GXa841IFrAQEBAUcZN1Qz37Xwp57Kd++Z7+qi8WPnt/Hye871eqwP0qR5cbpMnF4fS9WW1MG2mW9T+dbVFt+eb6BpO9dDyDbGSY3YAmKOtm2/2nDbqbXWme+G7TwSM99mYBpQn9vOqLopjqy285nxeEXcaZ6cbq8//5e95E6cXh/hhXecqv1ekJL6xZjeM5xE9foo3Y0wTiPMihKZhztBPp+n7bwo7bZz/UL68m6Gkzble6wp35aeb865JBVC+bannbf1fAP95rD7YJaX0jq9tkDPt6l8y8A1JmrbbFVjrsA12h+CTDvXzle9aoyC7lxp566qMc7rM+q2kDSbYqvDFbh2ea+bONC2P/ToNbzoKafl73W3RKQRIxfodJNVY1wdbxpbcCnfecuC41LTzi0LgbecXL7yPctJzV1M+aZTob1qTCnf9Pd3Py+x0bPRog3zvFwoP6ANlFMSRUylnRuunSHQj5kvgZd/B7R2l7aFj+sNQfkOCAgIWBGU7bw5o9ulyI61i90+oMed356vRPle5cw3AJxZH0nVdjcTBKVt5lvZYesKeFGWKHn3cXYRukybF5+OBMnSLzz2snKw+i/It8N2rnW1EkRVVmlV7cyZ7yRiuPHE2Bq4RuFXZIk2q7tsIUr07y96/q2NY5nGzGk7VzPf6nb9gp2U7zYLsAk92b0NtsA1QF0QziuXgE35Xh8r5duWdq4TqbHDmsrR3vOtb3vZ0APOxomwoO73Ub6NeWM6jLrtnPPmHDNgJ1m2wDXGGCKmV41FtXOFFibWHYtbsmrMOA/0JPqRpV4OUOeOa1FukcA1Or/e/+i12u91O7yPgmsGrhXVohWgFiJtQX9ApXwfhO1cfhdpgWum8r2Eme+s+j6MmL/l2Yai+u7xm/lm8v2fLXnuOyvKlVWYZUWJJK6OlcVmP9x2rv9/P/JNn7NFGwOOGwL5DggICFgRyHY+sqhwXQnPMu28d+CaumhcdtI5oPV8j1bz5+P0+kiqtkoBa1G+jd50OlzzvK7gueCynRdaCjeRAF2t3Jvngxcgbjs1xUOX9rzTodOYISu5Isd6z7escRGEcmOS4IzmHmhsuzbLasx8580L6ja0Ba4lVXezrjYT8dFnvsUFo985rgLX2i+IzTly/RgBwOU9cWzsM9+JVLxtaeeFRqREuGH/tHNglcp3Ib87GGNYS+OBtnMi34bybYQnRRWRBuzkyJZhAAhFXSrfSVSzdtP+usY6ZNWY8fnxsZ3njgUmQhozGbhF8O35pm1/4JGrzv3qZzsnOz9QFH6284K3Kd/u8YC+oGOrf3bPrI8wiiO5mMaY/X3qAwpoXNh2Xj3Wv+dbKd/LxDwXORerSP6msL2YqXOsXpM4bLtcKxuzLWhZ90UuckXyZ0g7VwjkOyAgIGBFODlNMUkjTLSLSLOX2oWhaef6RePtK5n5XrHyvTHCXlZgb15IgtI6820o3kR66OKwy7bfVjVG26SQI12t3Bs48w3Uu75NmKotoC5cbLbzKCJ7t1C+N8YJzm6M7GnnRVEjQs6Zb8+QPhspkXbDiOZ41cUazfylMcNYTzvvOfPdpaCYCeqxoZRe3hUzuWbaOSDONSJ/lB7fVL7F/4+T2BqepJMtEzLtfJXKt/b+raVxP9u5EbgWSyW57tih9zVimu3cRr4tGQa0HZWiL1wSubSdV8q3a+bbMsMP1O3+tjwC/TGuBR/GGJ558xaeduOm/J2tUs8G2vYHDOVb36+IdSvPynauK9/i+bts53omgYllKt/ShRPVv4tuOjGx9Hwv8jwV+Y4WI/EygKzltdd7vlejfM+N79plQoz0RMJ2rs18L5o6P6QrPCvrizNpwjodS9cTwsx3QEBAwIrAGMOPv+FT8NRz6/J3pKK2WakBpWAfNuX71DTFOIlWYmkHhHoCiJ5qqXy32s7ryjcdL7pY7pytb6kao4tfWz3U7rwYPPeud33TaALB1fOdF1zuo61vOys4rs0E+T69PsJ7H7rSeF5TVTfJt2vm24VRW+BaNfNds51r5H6cRtie5dV8tifZl/vbYTs3usNN2/mlHVK+O2znc1K+1e1ct51XVsqyrCdMe6Wdr3DmW1+Am/Qk3/R2Sdt5rMis/ntaSKnbzv2cHID4XO4ZVWN9lW9b4Jo+8207T1yjFTp+7Y2fUfu3sMx2EwdaPPjgo9dq50RZqgWbyKfnWxvdAKrwSE4z3x1p52UJ10uT5HupPd/18/zWk2vyfFuO7Vy0O7ADCFyr93z7hTv2BX1uZlkJy9fPQqCME91dUZYcaaS+p4agHKCeSwcUtSVEfqGF1wsC+Q4ICAhYIV76tLO1f99+eor//pWfihc/9Uzr42jOzXUR3/Y4QFy43Xxi0nHv/jg5HeHt3/bZ2Gyxgi+C0+vCqn9xZ945+wloaedxXW0h0tflMBjF4gK/qeCW8uKXCJNeNzY07Ryod33rIWa2KjGgIhJl2TKTLWavt/dzbE4SnNkQtnPOee38MYm9snGLCyUfYqLDlgJNCl0cCdu5HlSnp6nTzHdWljIRtwt0od92QUxd5focuQxcq/btklS+2wPXti2Ba6WRdk6vaxKpc0FPt7ZtH0CjN35ZMN/j6SiWJNcH0nYuA9fUzCaglHD9fW4j3zOH7TyOGWYz5eRItBEGWvRwKd8upb3QSG7qsJ13pZ3bICr1uo8h7c/2LMdDl/dw+2nxOdfHEGKPyiy6nc5bqkcDPGznJZwZCstMO88L9f7r+Jef9wz5+Vxm4FrEFrPLSyW4tWpM/IwYsLUmvhve+9AVPPPmrcHPa4LO8VXMfZOLSE87L7hYfJwXwxddauR74My37mwJCLbzgICAgAPHZzz9XGf/9jiNvIOodJAae/OJibei2Bdbk7T3ooAvTpPyvT1XCpgj9RjQqkyMgChf5VvZzusX13nJ5bZNq3BWhZ8Ntd67ur5tVV+A6vl2zWQTCd6ZC+X7zPoIWcFxdb+urn7i4i42J4n2uLpFf573I982Oy5dwCaGlVg8jz7zHWE/L6qEar/no77YNguwbRbV7Pm+vFsp3+sW5XukB641beeFZuOkcC5ThWyb+Z4kMRgDdmerrBpT5+UktXeRu6D3dwN1GzegLN+kBDPNdm4PXCsaAYJAPYthlEQ1FwUtFrgCDWOHfbrUHAdO2zmdHz2+W33DorKilOfG+7W5b936GzHWw3ZOr1Odu7QQ6KqrKrU0fhPLTTvnSGPW+DvwSbedxKdUSe+L2p0Bs2pscdt5e+CaWnh68VPP4AV3nMT3/MYHrPkZQ0HfXauoG8uqcRvGVNp5qTm4hi6C1ALXfNPOjcUZVwbD9YpAvgMCAgIOIdZHSSdBt4EudFdhOT8InN0QhOjhK3vazLeH8l1dcTZmvgf0fJN6Sts0A9d2O8hBF1xd32YPNyGJI+Qlx7xQNl0dRDS293O5bQC1i8a/eOAy/vwTl/HaF95WexzQnPn2Pe9s1l5dEaVZdEJmKN+kMPsGrtG+tV3EkeKiW51p+/Q4Ur5tgWvTUYL9qn+cFlt0xY1r1uaxw5raNvMdRQzTNF6Z8m0qzWL+0//xKq1e/NtUvunfddt5/bE65oVD+dYD8ahqLKeZ72rRzbG4lcR28q07Dty28/7Kt2/aeVFyPPWMGDHS575FPV21mFGlxbfBtJ3XqsZGXTPf7p5vqUQvY+Y7b2ZTuJ5vEcWaeuIXD1yryLdnz3ccMfzb1z4XV/cy/Otfe9/wJzYwNxY6l4lC2s61GXfOVWXd4J5v3XbeU/nWxlayUDUmEch3QEBAwCHEG176FPzQ331h78eR8r2qmexV4/ZTUzzlzBQ/9/YHsF1dhLcpzGbaOV2wznoq3/rFUG6ExZD9lWzIdOE7lHwDQv1ukG+H8kwK/N7cPmepz3yT7RwALmp1Yz/61o9hc5Lg//iU22uPA/SZb7uy7sIoiRrEU5/5Tg3FUL0+YUknhbkPEbLVm+nQn4NAKift2+XdOUZJZD2vyOWwmxV227mmaqtQpvr+cA4wuF/TdJysZOabc96oqotZv4tuXf0DlNI9MpTvmu3ckT4OtM98A4LoJFUtnZr5zjFOIqdzxxUcptfAjRJH2jl9tnsq3yVHZ1pzVnJsrqW488wUH3hUV7412znrVp5N23nJVdXYeqftvJ4/oKNtPKAvzEaB9ucb/jwycG3hnu9u8s2Nc/8ZN23haz7zbvzinz+EP/zw+cHPrUMp3yuyncdV2rm22EDn+vCeb/X/3rZzI+1cLK4F5ZsQyHdAQEDAIcQtJ9fw8nvO9X4cke9VJJ0fBKKI4Ss/4y68+8EreMsHH8daGreq12lX2vmAnm914VC3nZPi3RUI5QNb13fmUJ4pfZzIqq2KjHq+yXYOiK53AHjg4i5+472P4O+8+A45MyoeRzPL1cy3JU29DSOLlTDXVDszkK0WuJaoVHFf2znQXftkq2NTyncVuLY7x6mpfXRCn+/fsZBvfa5YhTLVVci2mW9AqJerSDunC3r9/ImjbpuzDjr3pV1UzmwSeazbzkXVmJ3U5UWJktudFHqQG2P1Tvidee6c9xb7RDP85sy3Pqtud0jInu9eCz5+QX9FlV/wjJs28YFHNOUbXC7F9LGd68FyzZlvt/LtIsVtqfR9kTkcDTqW1fM9Smjme/BmvMi33vNN+PpXPQ2npin+5188NPzJtX2g51iF7ZwWRMy0c5dTxBd61Zi37dxYwE6iSP4uIJDvgICAgGOFU+spkojh3ps2u+98SPG6F96G0+sjvPvBK5L4utDo+Y76kW8iFbpCqyxz4k+kGbgmZ1IXqFsT5HuvdjFjqxID1GvblUpx03a+Py+wlxXYGKc4s1G3nf/XP7wPEWP4ipc+tfY4mR6e19PO08SPmNgs4GWpyE1apbQT9JnvURLJi8FeFuAO27nNPTA2ZrMv7WbWpHNALbRc2snkeVCbedQsxGq7pu3cPfMNiPNpFcq3bWwh0sKXTPzgmz+C1/3nt9V+VxjqH31+3LZzps1g2/fHSr7JPVC9T7We71l7mKGLRHJt3tllO+/q+bbB5o6xIavqCZ9x0xbuu7Ajvyf0WXQv2zmvf/+UXL3WTuVbU/9NLFP5zoqy0z3AlqB8y8A1j6C6NviR7/rIBSAWs89sjJfyedXPH1tF4aLIyxJJHNXTzrn6nh+sfHMtf8BzGyrtvFpk82wMuF4QyHdAQEDAMcINmxP8wT9/JV797Buf7F0ZjLVRjNe/5E75/22QihzZzkmZy/3IN2OsoaaqUKZK+R7VA9f2srzat+GJ7zduTTDPS1zT08DzpmoLKKKwO7fPfI+SCJeqELGNSaKF1s1wbT/Dz73jAXzh82/BTUb6fWoGrvUkJrbANT3lNnEp33FUI4h9LMBpHGHWQr5VXZra5u2nRf7Bxy/sAACu7GY4sdac9wbUfP/j1/bldvQLdr2zmV6DqWK1zXwDguCvRPnOmuRbvxA38af3XcRHn9iu/c6cN9aru4Dm4lYUQRJe8+LetZhU226ibKm0ULM7L1obDlzkW7edp07beZ0U+ECGMhbt71lRhVs98+ZNcA586DGhfutOiNhL+a4vSpWa8j1KIiQRw74rcK3kzu88ddxan94LZHFuA+3GIjPfpHwztmDPt0z/7ibfpiNmLe3XGOBCjXwv2YLNOUdWiJBQseAmfk/nJLBI4JpmXffciHKYUNUY6xzbuJ4QyHdAQEDAMcMtJ9dWlkZ+UPjyT7sT4yRqvQgHFHGTynf1slXaefefuXFcn10uNPVW/BRkkdQPmr1exHZO5O9KFf4FaEqhqXzHNPMtLgBtyvflajub4wTjJMbmOMGFnTl+7T2PYHdeyMUM83FAc+bb13aeVkFw+gWZXlVlBlUpcs9qCwi9iFBn2rkiKYRzG2NsThJ87Lwg38J2ble+KVn/8WtiXn5rLaldsJdct51XM9/G/nC0VwSuXvlW52UcuZXv+8/vNOp/Cm6Qb5qhlsGG4n659j67grxci0mA+lzSdvVzaWeety666f3XOnTHgatXWKXh+1/+kjrfpXznRYkkZrj73AYA4P5qsUevp4sij5lvoyNZzHyrBcG2BPu8lXyLn8tIO58X9ll+HcsIeMsKjpGc+R68mV7Kt+kcWBupEZlFoLurlm07p5cVR8KirweuLWw75+6QQxcayrejfeB6RSDfAQEBAQGHDmc2xvhnr74XX/C8W1rvRxcFcaMKyU/5BppVQplFHdsYJzKA68peRXQnw5VvIn+kWAPq4t5MO6e5dql8W2a+L1bbIVvq6Y0RLu7M8T/e+SCedsMGnn/7ycY+NGa+B/R8i8dbLPtRlWCtkbtcC3TTCWKf+dtxh+3c9hoYE4SIVN5LuxlOrXco31eF8r01SRuLC6bybRKhzpnv8WrSzmdZ0xkRMbvyPc9LPHhpF5kxh1mWdQISRQybk0TWskWGsyTSqsZMUicXA1qV77qynpWlUL5bxk2UgttMmdfTznW7NiHvucAE+NvOaeaWFmXo3Nf3K2KsUwluVI1paedxxDBJI6ftvORu8k0LQoso0QQ/5Xtx2/k8L5HGrEYoh4Ae2kq+q0NqHr61nnV9LtTJ93KJqF6xqHfJFyVX4wsDj59QvulcdN/v8u4cv/v+xwDYq8ZCz7dCIN8BAQEBAYcS/+Az7sLXvfJprfc5OR1hfRTj1pPCUq1s5/72UtN2XhhJrYBQRIn8PlFZks9VqeJDcLKqubq8pynfjrRzusiV6eDGTHYaR3JBYKNaEDi9PsKff+IS3vnxS3jdJ99mVWJHDeXbnqbugvl4QLMtU8+3RpBqVWO1QLR+tvPWtHPHa7jr3Do++vgOOOe4vDvHyY6Zb1K+N9fSGqms2c6dVWMeM98r6Pm2zXy7lO8HL+1WCd6G8m3YzgHgV//xp+MNn/YUAOozIW3nTO9zNvbHEgBHoHNaKd8qFG9nlrfXCzrs06btXN9Pgq0Hvgu+gWt5Iey55uKAPvPtE4Bndq2XvG6XHyexXGgx0VY15upHH4K89Jj5dowj9MGyer4XUb6ny1K+V2g715VmPdSv5ByjeLFFkJKr72hzwUvHL73rIXzlf3sHruypvIxU+5ybC33XMwL5DggICAg4stgYJ/jz7/gcvPLeGwBYlG+Pi2yTfGdl8wJ9faSU7ye2Z4gj5rQu+4DI32VN+bZZpsV+iH+7bOejOJIhTpSGfGZ9jAcu7iFiwN94wa3WfZCEp3rtbTZhG2g/a+p2Y+abS6VNJ/fjobbzrrRzx5zx3ec28OjVfTx+bYa85NaOb0A5Bx6/WtnOJwk4V2phqYV6TahqzJJ23jrzPVqV8t0ku+JCvHlfskTnJa/3+JJ9VXsBd55ZlzZwOqx6oGHssp23BK5JkqzZzgHx/u1lhcxZsMGpfJd127m+n4TMIAU+8Fe+S8Qxk+czfRb0IDi/tHPlEAHEcdVn8Sdp5Jz5bqsaW2ba+bzgnd8Tqud7geepAtfYAdjOaT/Nz+5aGmNvCcp3tkLlO9dmrHXluyzdYxq+KDmXdZdtznF6Tdf2M62KsBoLixmyPCjfhEC+AwICAgKONMZJrNKE5cy3uFjyUr4NNVWpCOpP5LrWzXz+2hxnN0bOi1wfSOW7NvNtD1SjCx9X4JpOxskKT3VjL7/nHG7cqgetEeKIgbHFZr4BGMdO2ZFHmpqp36+hfPck3+2284q4JE3yDQDv/PglAHAq31MjcG2rms2XtlVNXSXlu3fa+Yp6vm1kN47sdtP7z6uaO72yS9rOHaeAqvJTKqFSaO0z320937QIo+cP7MwKTFuqxmKD3Mp91xY9UuPcI6gwxQG2847AtbwUJMUkuboiL2zn7c8nq8a0OVvVwEAz34608xblu62PvS/yopTfSy4so2psrlWNAcMt85J8ewSu2Wa+lx64tgQyr4MWjIVFn9Vebxyxqqpt4PugKd9t7yXdtj3LG3Wdpgvqekcg3wEBAQEBxwZ04UsX3YNmvi3z4lOtm/mJ7RnObQ63nAMqcM02822qcqby7QpkAzTlu6obe90n3+bcB9Wv3CTHPlAExzbzzeR26KJLV/ZryndPC3CbauSaW7/73DoA4B33C/LtDFwbGYFrE/E+KSKlp51XynfWM+18FCMruFNJ/ak/+Tjur8Lh+kClnXcHrpHyDdSt52bgmonEeM8ZU5ZqU1Vss52bKep0Ts+LErvzHNOWGj9J9hvku5mibiYsK4Wwx4JPbB8vMJEXHHEUadb85jkTewSumYt/pTbzHbF64NovvetB/Nw7HlCP5e5ZbFcl3BDkBe/8nljGzHdWBbstui065n17voHlKd+rnPnWx0VEz7f6PS2QDXU8+Ia20edxZ5Y3Qku7xoWuN6yMfDPGEsbYCxhjn8SOeuxuQEBAQMCRgFLmKgLt8eenMfNtsaZujBPZ8/3EtdlC895i2xE2x4mhfIvnNQPXGjPfFtu53M9K+X7JXWfwkrtO47Of2V45N9JSaLOiFDZiTyVaVjBZjh3NfAOQdsNlVI2ZCyUmXDPfd5yZIo4Y3vkJIt922zmp8op8i+NJqo4epja2vH5xn+6ZbwBW9TsvSnzb//xL/Pw7H3Q+3gWbc8IVuHb/BaV867OYOsmzofH5ijyU77aZb1K+ExXktjvvUL6ZW/k2befmuaIUwlUErolwsFgSFZr5VosxPrZzUihl1RjntSBDEbgm3usf/YP78NN/+gn52LJs6/mG3N6imFfJ7m1gCz5fXpRVx3S08L7TZ6Dt2MuOe+PUWBsJ8r1oUN0qZ77ld2sUIdZUbl59Jhhztx50QdjOaea7e/Hi2n7eCC1NItb4vF7PGEy+GWP3Msa+gzH2BsttrwDwCQDvAPAuAPcxxl469LkCAgICAgJ8QBeedHHjo3CZtnObai7qoShwbXHlGwBOTFMZlAboNt266kfkendWIGJNVVInEpTW/fJ7zuFnvurTZPKyCyKRXJHvXrOwlsA1PfiHtjXXtk/POTTtXF8sAIDf/+DjeO+DV+S/XVbncRLjjtNT/NVD4r4u2zkglGnaDtn4bRZiN/nmaHtFFOpmm/umc297QCCbq+fbqnyftyvfZs+3CdNZIqrGqscaT0N97H1mvq/ui9fdOvPtUOH0VHE1ElA/xqYd1gdSle8gTEVV89Wc+a6nx/vbziP576JUix2TRNjOOef4xMXdmp2XbMY2LNV2XpbeyvdQ0qo7ZRbdd/oMtCV+037abOecL06Y6+R7ubZzXfnWVW46H2KPcQcXSi7Ona6udXrO7Vkuz1daWE07xoWuNyyifH85gO8EcIf+S8bYKQC/AOAmAKz67w4Av8YYu2mB5wsICAgICGgFXXjShU7soaqOkkgSBUBXvvWZ7xjbsxxlyXF+CbZzQFifrbZzI82cLuZ3s9xKZOj+01HsrVrLx2pkdl50X1DrUIFrTdt5xDTlW9s+PedoqPJtLJR896++Dz/8lo/Kf7fVpd19bl3un0v5BlTomrDHCxKobKuKxCRxhCRiDYJHF6suSOXbQrDpGF3dzxq3dcE6821RWqlmjHIBdGu2tJ27ErMl+Vaz/URWnLbzlplv2lc6B2gxykf5bpJvZYGnRZPtWf29GdLzbQsWtCGrrNhy5ttSNRZ7KJBEcFSqu2XmOy9wcWdem68FxOKCS/leZtp5lvPOhbpFreL6GMyi4W30mtvUV7Nmj7BWLWAuOvetf08u24KdaeMUtZnvEnLBdnjPtzh/bd8l5v0AYTs3F7DTiNXCN693LEK+X1X9/AXj918J4BSAjwP4HACfDuC9ALYAvHGB5wsICAgICGgFXeTKi2wPMjpO4trFkNlRCqjAtctVjcrZBW3ngAhd023ntM/Nme5K+Z4XVlJJv9toISwuiFk8ZQvv039sD1yzzHxTj3iuFjVGA2e+zRGBnVleI7+SfFsWKe6qQtcANXNvA7kHNsaJUtz05Gptd8dJcwa9c+a7Rfmmc297fznKdxQ1bedUM/a0G8TxyLTbVeBaO4HTq8boc2JeWLt66wG1KEbn26haQKL0f5+0c5NI6e/Nxli8v+ZxNCuQfKAcHO3ky6V81wPXusmv6T4oy3rP9ziNMMtKfPyiGB2oVf1pncwmomiJ5LssOxcwFrWK64tJy7KdtweGiZ/m4aMciN0F575XaTvPy/pCRX1MRqjWw2e+q0U2h4uGQLdd288bC9gq/yOQb2Ax8k3dJR8xfv9FADiAf8k5/13O+dsAfC2EAv7qBZ4vICAgICCgFay60FDKtw/5jmQ6OmC/QKeQrIcv7wHAUpTvk9NRrWrMNSNL+7E3L6zkmH5H8959sDaK5eyxULMGkG+LayCOmCTVuu2cbJE6IUt7KN9pVV9G2J0VteenuXkbuaLQta1J0kocphU5Xh/HoM3YbOcAMEljS9UYwFqM523KN51714aQb5fybVwwU9ja028U5NtUvts+M5L41mzn9iCv1plvQ/mmc0kq3x493+aiApFfQC1wmPb9IWnnvj3fWTUHzYyAK12RjxwLFToE2VELHcJ2rhwJFLj2iWpuXyc0+jEw4ZrNH4K84J1p52xBtVotRrKFVXQ6Rj4932ZM1WRJynctcM2RVj8UuaY012zn1fkQR2yw6lxqynebbZ9u2p7l8njTOZcYC7HXOxYh32cBXOacyysHxlgK4FMA5AB+hX5fEfAcwNMWeL6AgICAgIBOxIzJCx2vqjEjxMvsKAUUGbivmpVdNHANAE6upbisz3w7LNNEFHZmeavyvTlA+d6aJJLwZEXZsLy3wRZERRd7jLHGTLg+Uz4y5pL7PCc9H+ccu1lRU5FcPd+Aqhs7td7ez07K9/oo0QiLen06+R4nUaP2iYM31DMdUkmzXMzTaxs2811U+6RU4yhq9nxTzdjTquOhk8qibA8plGMdpHxHaubbJPltPd8q7bw++01OkOkA5Vs4DirbOSnfxnFsW5xxwXRwuFCUSnWOtYApXZH3sX6XVA9FSrUWuKZmvgt8nMh3USffLteCazZ/CDLPEZVFKq502zljiy0c0OPalFfadFP5Ft8HC5Nv7btp2TPf+oJxFKlO9IKL88Fn3MEFWjyKLd8ltfvRzPd+Lhe51Oe7csyEujEAi5FvDmDd+N0LAIwAvJtzbvZkXAFgLxsNCAgICAhYEqKISRLmVTVmzBHbQpnI0v3xSjVcjvItAtfoosU1IyuV76ywkuN0AeX7xFoq54t7z3xbFMG8VD3Dtplv+p1OEHuFvFULJZxzzPISRcmNsDw34SPbeVvYGqCIX812Lm2cdUv2OI0ttvP2tHNS0vYtF+BK+R4+810PXGsSlvsv7GBznMj+dz2wq+Tc2fEttte0nZPbxGU7ty2EmFVjJvkm5doGVoW8ma+LFGNAfRa2jeOYFyWSanHIF+TgaOsp5hVBpoWyJGJa2nk9cA1orxsrtEUEIq96ddMkjbCfl/j4RfFdlJnOBcdLc83mD0FWcK+5eWGBHvocTds5H8jdpAvBQ/l2znwvajuvXs/GJFlB1ZhaMI61zwal3zPWTpzbQItHts+cDrptZ57XHFCA9rcg1I0BWIx8PwggZYw9U/vd51c//0i/Y1U1tgXgiQWeLyAgICAgoBNC+a7/8W+DOUeshxsRyIpMFU3Lsp1zDoP8soZylWgk10ZkiJCvt1h1XTixltaU7z4z37bAtaIsG13LRM717ddnvvsQfiJ/XCrHNvJtW0Q4vT7CqWnaGrYGqIWW9XHSUCr18Cygmvm29Hy3nXaTxG1jpf1fJO1cfw9tIUn3X9jFU86uW62ghbZ4YoOqGqt/vlzBboB9/t60ndM++9jO6XntM98dtvPS3YPtgi3bwISedWDun658+wSHcW0RgSzENeU7jVGUHB99Yke+JkJZukMmXf3oQ5CXpfwstkGfP+4L3QkULaB8c87lAkBr4Fp1k/k3Y006Vfp/JnUQ8dxcAfmmz2MaNUceYiYW4YY6ECitvyu0jf4MXNtXgWsy7TzMfNewCPl+C8Qc979njN3AGHs+gK+BUMR/3bjvvQBSAA8v8HwBAQEBAQGdiBjkDPdC5Fu7iF3XlO9JGg0KNzNxsgr9IrVvntuVZ12Bt92+yMz3ibUUV3aJfPed+a4syDXbudpfmgmVtnNtprze8z3A6l6U8mLYNvPt2ubXfObd+JIX3tb6HLTQoivf+sVszXaexti39Hy3Ja5NRlUNluUCnI7V1QEz37bFG1vg2v3nd3DnmakkoWZVXFtSu/kYXdE1r6ul7bxF+abbaAGJyHfXQpKNCOjzzuMkxiiJcM0g31lR9soYANR53kYc1IKdrnyrc4bOBzoUrbZzbQGE+plL7TtpUtWoffixa/I1EcQxsG9XLiQtYeY7y7sD1wBU9VTDnkPPDHCNNvhAf34f5db86JLybbYa9IVUvsdJY8FuUUi3VmXR12e+xWjI8LRzCpC0LXiZ9wOMqrGY1X4uO+X9qGIR8v3vAcwgQtQeAfBOAOcgLOe/bdz3NdXPP1vg+QICAgICAjoRRfrMt1/V2NxQb8Vj1VUYkYH7L+zi3Oa4l23VhVPrgnxT3VhWlPYqMe0it+32ITPfJ9ZSXKsq1Oa5/fldsAeulbKHOTWUcQqkMl9H355vQFz8u5TvkTYjauKrP/NufMHzbml9DjnzPY610CvtYtaY+dYvpFVXsHv7ZDu3XYCTYjTPy95zobOsrNn5AXvg2kOX93D76akkoTXltCtwzVC+6VDYLKmzFtu5eR6owDXxWZi22M4B8bluqxoDxOehkXZe9Fe+6Tskb/HtqgU7ItmRkXYu7hd5EOBCU/Cpn9lUvgGRGcBY3bmQtwSumcn9iyDzdBBEbHjQl+z5XnDmm86TrsRvV9VYW0ZDH8w15Xs+1APuQK71wMea26DkYiFnEfs/ZSlEnYFrle18pivf9ZnvoHwLDCbfnPMPAvhCAB+DUMA5gN+GSDs38RXVzzcPfb6AgICAgAAfxBFr2GLbMKoStOnCQu9MJdAF2BPXZksJWwOAE2ti9phC1+a53fat70dr1dgA5XtrLQXnwipIyqkvxpbAta6Z75FV+e5B+GvKt4V85/1egw3TkbKdR4ZS2VU1puqKWpTvxK2k6QSvb93YvCgaiyemQky1VeMkcirfrbZzw80QayTRJDaZRYmX2zHOEVoI8AlcE49vEinzvdmYJBbbuZ9iqyPVRh1ckCnqpPRFTPZ8k21X7HdlO2/hXpyrRQ16/wqNXE20BZbbT02bM/sdgXnLClzzGVHpmhNuQ1357rbru0DPP4ojlNxtv3Z9dsl2vvjMt3gCoXyvJu08jVntPabFQvG7ocq31hXu4RygqjEK3hT71RxRup6xkG+uUrifzhg7B+Aa53zfvE+VgP7G6p9vX+T5AgICAgICuqBb7HzTzgFB6CZRrD1WXVzqNvNlzHsDkLPHVDfmsp3XlG/r7azax/ZZZhuo7/rKXoasKHvZ6W0XVLr11yQtekKy/jp62c61+Vuq6tJVJJHYvoipT80Lb4yTxqypaTufpDHOb6u6OGldbdl+GovAMNvFvE7wtmc5zvRY6Nmbl5gYrz0yLrp1hVaqUdpzlrzddt7s+Vak0ry4dy0m0fMDmvJNPd97GRhDjWBaHx/blW/9vdmwKN+ZR0WWCcZEd3cbcTCVvjhiMtlZV77ps9FFYuh+rCKv+vs2TtUxvfvcOj5xcRe8Uif1xHUbIra47bwoOTj3WzRbRuCamPkWvxtCIOnYjaqFssKh2qvAtfrvJflegvI9iiOMk2Y94aLQnRH6qEnJVSPBUNs55xxRFHUq3/TxoKoxfeGbzpVAvgUW+wtVgXP+hI14V7dlnPO3VP/tLuP5AgICAgICXNAvwGMPFXSskW+gqWIBdRvsssg3pW7Lme+irCnCBF3JtRFLIjBDZ74BRb4XD1zjmtWwfntecEmyGGPy8b1s5x3K97zn3LoN63rgmpz5FrcVBjlt2s7FzzYCy2RXs3vmG+jf9b07z+W+E0xFWhKMiCk7demvfDd6viNt5tsSuOYaY4iNICa953uaxq3HDxCfcVvVmEm+zZnvvOivfAPiHG2zzKo0cnVO6yF9enq5fn8b9NcRV8e10Jw8ZDsHVH2enubdduy6CJQPMsv3owu0eDAEKnBtsZ5vOjb03eZafCBF3BxZWVtWz3f1eTDdMssAfYbTWKSdF1yde3HUXITrA1rUSuIO5btUM995UdYWuUZJt3vkesJSyLcLjLFTjLGtVT5HQEBAQECADv3aupfyXV0QmfObgKF8byynNfOEEbh2dT+XKosOXWGyJQxL23nHnGzbPlzZy2qBaD6wpUAXJVcz3y1VYwAwluFUfdLO1XPuVIFruorUprb6gizPtrTzpu08Nmzn9tAmE2tpbLedl8PJ9868wNQg3xSERsRCd4QkFjt1UbaPaug93/rdbHbmWV7UiKIO18z3PC8br8H6eAvZFxZb9e/NSYIdM3BtQNo5IGzx7cp3vdpQD6ci2y6gFiva5qCLEhpZZ/Web6bI96lpitMbYgGPbs89Fk8WrRqTFWA+tvOIyQWpt99/EW/6X3/l/Tz0vTJOIvl5GrJwQI+hc831+vX3SUcaR0hjtrDtnDI9xukKyLfmvIiieuBazOpz4H3BKXCtI7RNn/l2Kd9tuQnXEwb/hWKM3cIY+3LG2Gsstz2bMfYOAOcBXGKMvZUxds8iOxoQEBAQEOCDmvLtOfMNaORbS44lTJJYXgCe3WzvifZFHDFsTRJpO//go1dxz42bjfulvjPfQ2zn07ry3ceyLdPOnT3fFbnLsNw69QAAr0FJREFUm7ZzANI+O0j51gLX6vP6i898U+DaxlgpsG7beVQj/1L57mDfLuV7nqtj2bfre2eWNxZgYkMxJJIWMabqfxq2c/dz6D3f+mfLZmee5XYnBz0/oBaTdCK33jHvTfvRrBqrH/f1cXPmO8v7p50DwnHSRr6JlNC5l0aRNvNdD1AD2q3fZjVZyZV1PYqYHC2448y6fC20b4VHYN6itvPckonhgj6O8PsffBw/8bb7vQPYdNt5LBct+u8vvV46393k2z0vP0njpQSupTETC3bLTjvXRqV0d0NZqrC04Wnn4n3sUs/pOGcFx84sr/39tIVzXs9YZHn47wP4vwG8Qv8lY2wNomrsBRBjTwzAywD8TlDBAwICAgJWjRr59kgl91G+o4hhWilOywpcA4T1/PJehgvbMzx2dYZn3dz8M8mqwBx9X237P6T+TFe++wauMcYwiqOm8m3USNHsq9lTPpLKd3/ynWm2c0Bd1JkEfwhoxGB9lDjSztV9x0mdRHN0z3wDYuFh3zL3uZDyPcsb/dhmtRVdlMcRk8d9iO08y8uaPddmZ7alrxMaM9/aebfm0VcvFNz6hby5cGCb+c5LNfrQB0nEaosUJlTadCT3r658KyUb6LadKwVdvGe6kkjK952nVV0c7VvZknYO1JXoocg0i3MX9MA12kffxGupsCeL9Xz7Kt/mSIkOl1OlD6TybbRrLAP6qFSszdnTuWSrAvSFr/KtvzWX97La9zqdp4u6Lo4LFvkL9dnVz581fv8GALcDuAjgHwL4MgAPArgVwNct8HwBAQEBAQGd0C8+fXu+AcvMt/FYmqdd1sw3IKyjl3YzvP8R0dn7TAv51vfFdsH74qeexj979b140VNO9X7+RWa+xf7Ug6jyspQWQ1I+slwnxvocYFRLxPV7vmbgGrBc8v2cW0/gNc++CS+885Q2861mKGsz34by7ZN2Dggnxb5FScuNwDUXOOe4tDOv/W53XjRUY1O5J3VKBK7RQoZmO/cNXDMWIWyBa/t5UQsHq23HOJ/FeSBu81G+k4jB5ML6bDUgMhBsPd99xhwIadWI4AIRSppzFTPfKnBNVrJ5KLhF2QyyK2zk+8xUfcZKP+V7keAtQqYla3eBaUSQHte2iKGDFvXSWLOdD6ka81S+ucN2DohRlEWV71n13UQz30Mr2GzQF4wjLZWczoeIDa+Y05XvtjUD/bheMci3zIoI5BvAYuT7KdXPDxi/fy1E7di/4pz/V875T0OQcAZRTRYQEBAQELAy6HOXPsSuYTvX1EEdqyDfJ6YjXNmd4/2PXAUAPPPmpu0caAZT6ZikMb7ulU8bRDrX0hhpzCry3T+sbGTYcfWZYTPt3ExzHydxL9Wbng8QF7K7WX3WG6gC1xZMO9+apPjh138yzm6MG+TVtDZPkhhZwWvkHOie+Z44lG9dEWuznf/Kex7Bp33P7+LKnrrPzsweuAagNgMKVIFrUjXVZtZ7VI3p94stF+ZC+e5IO6/OB6bZ4H1mviOr8l13umyOk0Zfel7wQWMJacxqDgETeVH/znAp36YTwQauk3UmjmtecLlocGo9RRwxPOOmLUn282r0wjw/TXTVRflALU76Kd9EMun4tR1HHfNCkealBK6R8u2qGivbbecLV41VeRSjJALnyw0fU8p3JN0SAFCW4rtokfedRh7iqH3xQ7/t8u68Zjunz/syOuaPAxb5C3UWwFXO+R79gjEWAXgpBPn+ee2+vw2gBHDvAs8XEBAQEBDQCb0j1weS0OXq4jCxEHeqoDq7RNv5qWmKy3sZ3v/IVdy4NXZWS8mAqgXnmU0wxnBiLa0C1/qrxmnDdl42VE1lO6/PlI+SqD/Z19T0mvJN6npeyiC3ZUClU4ufem0UoObWieBRf3PXos/ayD7zrauCpmqr4z0PXMZ+VuLC9kz+bseWdk7KvRG4FjOVdp5pF8S6wmoDXUSbJC+KmiFis7xw2s5lKJ92PhCR9Fa+rWnn6t80hrEz08h3OUz5TuL2mW+pfGujFLaQPmk796waiyrCo3+ubtic4Pf+6Wfi8557kyQ4ecHlNtuV7+WlnfssconnE/8vQ+F6Kt/jWs/3ENu5+DnuUL7NPAcd01G8cNp5VrVZ0GdimXVjUvmubOe1tPNq5nvo217yavTJM3ANECGiQfl2Y5G/UDEA8yrhuQCmAP6Kc36Jfsk5LwFcArC+wPMFBAQEBAR0gtQvX1XVvBgyk1oJ01GCrUniTHAegpNrKS7tzPG+R65a570JiVHNtExsraW4Ws18u6qhXEjj+vyifuwk+ZaBa/WZ73ESeS+QEGxVY4BGvoty0EyvCzbl2KwaA4TKC6iZ766XNUnsM6SqP7t95vu+8zsA1H2KkmM/K2VSO0EqhobyHUd6z3c9rb1LOZXbrgWuNZW1tsA1Oq76QgmROXNu3QZbgFSjamwiRir0ue+sGJZ2Lnq+W2znrWnnHObMdxuJrCnlZDvn9f7uO8+sV24BGgMoa++tC8tJO69b7NugjyPQMeo7813v+e67t1oNV9I+d6yPB5hYGy1H+U7jSFuwW97ct247Z9pnYxm2c1o8ijrOHd3QcHkvs6adh5lvgUX+ij8CYMwYe6r2u1dXP99muf8GxBx4QEBAQEDAyqBfAPvAvBjKHfbrzXGCG7aWUzNGODkd4ep+jo88vo1n3eIm33SR3Zcc+4CU73lR9lbWx0kzcC3Rjn/E1EW0bea7rwVYHxFYVeCaji7buVq4ofne6nFeaedu8n1yOmqEhekg8k1z4btV7ZoZumfOrOsETVdNCV3Kd03t1u4WW5S1WV46F6rkAo2ufFf7s+5RmWfr3S7LuuOAjsW1mbLm5+Ww8yONo9aaJF15BATZUCF3ar/M3ngbCmNGvCi5831RFU5cnqOdyveC/MfWBuGC6PmuP87Xdr47LzCK67kQQ8gbHRd6311Pz1sWntbSZKk938CSybc2ChBXoXqcqzEEUQU4lHxX2+hQvgvOa+Gl+vlB/xuUb4FF/kL9cfXzOxljEWPsHICvhbCc/2/9jhVBH0MQ9oCAgICAgJWB9Va+6zPfrgvdb/zse/DdX/TsJe2lwMmq6isvuTNsDWif+V4UJ9ZSXNiZg/P+209jc+a7fuz02xtVY0nU2wJMZC0rVM83YMx8L/EYWQPXtFNjYtjO6QK369Qbp5Hddl49z6lp6pz5zooSn7i4C0Ap32StNlVjWjzQA5joddHnI9PTzjlaA9dqDQAaUWEWZU3Yzv1mvvX/t3Xdm7ApuMKurf69ORHHQl/EELPTw2a+25XvOsFrKt/ifmqMoX3mW1fKORfbt5JvmatQ1rrAXSAb+yKYS0W6+ziy2sx3P9v5lb25/H5Uynf/faevJzq/XORfOA7s21iG8q3SzqsFu5bt/dFHzrcGLprQle9YW7ABqrC0harGuApc66jI25qousu67ZwWPgL5BhYj3/+x+vl6AJcBPADgTgD3AfhV476fU/388wWeLyAgICAgoBN0AR57EjtTvXR1RT/3thN46d1nl7OTFejiEkC77XzFyvf5ana4b1iZCFxzK6cjLSXaDFwbDbGdO5Rv/b3rm9jeBrPiqDDUMTp3iEjLa9OumW+X8l29jtPrI+fF94OX9uTFNt2HFiJM1VhWpVV8o247byrfInDNvd81q7kx02le3M+y0p12bllMos/cuk/VmI/tvFK+9eM41BnRPfNdt52LajJ1f9N23hpcVar3jV6na0FQjg6Uquu+K61+UetvrtnBu1CzncvANb/nv7ybaeRbZQ30hexgr77bXMden7U3MU0Xn/me5SrtHHB3Xl/amePL/uuf4pf+/EHvbeeFsobTCAgd5jiytxH4guz4cUdeQFFynFhTn119vEPVGgbyDSxAvjnnfwbR9b0NYSkfQSSfv5Zzbv7F+PLq55uHPl9AQEBAQIAP5IWr5184NbcrLq66rLfLxMnpCIAgY3eecceipHLme/n7dWItxcWqtqq/8s1qtnNzXj7RqsgyI2n6zMYYp9bV4oMP9HC83XkuZ5znHQsnQ0GvpeS8ZuMkKAtpFbjmqXw7befVxenJ6cg5833f+W35/9uVOr7rUL5lurYlcI3qvfIW54INMgxMu5vt4l7MfDts56y5mCTTzgcr32hUjQEm+R42851abO46pPKt9XzX6+nUftPvXNBt54yJf+elXbFXtnM1892m7Heplz4ww+XaoNvcVdWYn9368m6Gk2vi+5GO36Ce7+oxY6l8t818O2zno1iOdgwFZWqMjJwIE09sz8B5e+CiiaxUNm9KO5cunIhs58P2m1PgWse5U3LRCEKnny1wzWwouF7RvbzYAs75f2OM/RyA50Co3x+twtUkGGMjAD8C4EcB/NoizxcQEBAQENCFSKpPvsp3fQYv02p9Vo2TVc/2M27ebE+Zlmnnq1G+ZR1PT2JiBq4VBklos51/y6uf0dvKKdPOC47deYFT0xF253tyH0x1fVGowDWlutWqxtKhM98R9quuX/2CnxYPNieJk3x/7Ikd+f9ELOmnqXy3Ba4BgizW0s47AtfosYVRSWbt+c7ctnNaIBlbZ749lO+ovugD1FPFAbvynQ9UvtM4ap3BN+sJ9Zn0kgMMdeXb13Yu5ndbZr61Or9CI1sudKmXPqDPms8ihpj5rpNu34qty3sZbju1Vm2ne9HChcJYLHAGrpXttnPbmEgfkCvHdFqZoIVQ8/xuQ6GNU5DyrS+0dYWltUFVjbWfO+QcWB+L7y79b2hIO69jIfINAFXV2Ntbbp8D+MlFnycgICAgIMAH+oWrD+hiSM18l4PUsSE4VSnfbZZzQIUbLdphbcOJNaU+D+n51kmiIAl1QjUvSpSlUO/07Z+YpjiBYcr3PC+xOytwen2Ehy7vGWnnywxcEz8LXUnSTg2yVZOKLXu+O7Y7SWIUJRcJ8Fo6e16IKqzNceKc+b7v/A5OTlPszQt57EmVMy3bbYFrQEUSjZ7vrtEGIt36ooGprHHOW9POP/dZN2H/iwpJrgBFyH2Vb/NC3iSoknzraeflsJ7vJIpk77QNMlHbFrhmBKiJ37mfq+T10EiyndsWBOXogJ523tXzvbDtvK7yt4Fm1sU+1s/BLlzZneM5VQjlQj3f1Q7Qee0SX9uS/tfSGPOiFJ/PgYt71PNt1hOauDSAfOvOCDrmcjGGVWnng23nKrStqyIvYqz67sprf0PN76HrHQeztB8QEBAQEHBA6F01ZqSdZwdoO79ha4wTayle9rT2WXKq9VlV1Zh8ngG9283ANXX7OIkwy0oZ6rXozHpcWSjnRYHdeS5t6zJwLV/dzLdNWWxWjdUf5wIp5vvGBThZ8zcnKbZnubWS6r7zO3jq2XWhjsuZb7Gdxsy3I3BNuUPqQWJUTdQGvYOaELH6hTWpo2NH2vmJaYrXf9pTagRe2c67daHEkt6sV3SJ7cRgrKl8D3G1pMYihYnGokbEJCHXRxViDwW3KJWCzyrbdl5yq6ItZ2kLTelseXm0vUWger67vyN10kekPfO0Hl/eyxqBa0N6vqWrJ/EJXHPMfFcLQouEromFtqjxnWHi4q4g333S0PUU/1g7J4DKdr6EmW8R2ua+H7lhyLlSrxoL5FvHUv5CMcZeyBj7d4yxNzPG/oox9pfV//9fjLEXLLDd2xhjP84Ye5gxNmOM3c8Y+z7G2CnPx59hjP0DxtgvMcY+whjbY4xdYYz9IWPsKxljztfPGHspY+zXGWMXGWO7jLH3MMa+kTG2vILXgICAgIClw5yv7AKRNVIiioJ7qTrLwHSU4F3f/jn4vOfe3Hq/VdvOCcMC1/SZ7zq5uenEBA9f2VPdwEtwFNCc+e68kDOh80K8d+Zc+aLQFRsv23l1cdnBvTEZUVCbSb7FRfTGJEHJUQuVIxD53hgnUtXdkbZzI+3csJ3Tz0RbzNHJSFl2287pY1WznRtkmI6HS/m2QdrOfZXvwiTf9Z5mxhg2xnX7fj605zuOWi2zmSXtvCi0mW9SvqufrX3J2ihCXJHXoiyti4mpHMMopaLbFjQZLyHtnD7vPosYtsA1HwI2ywvx+a6cQfEiyrdhO3e9ft7S802f80VC12TPd4ftfJDyraXhK/JdhQAyVN3fw/Zb1ZW1p5WLzAWVtWCznQfyLbCQ7Zwxtg4xy/1/0K+Mu7wcwD9ljP0MgK/inO/AE4yxuyH6wm8A8MsQYW6fCuAbALyGMfYyzvmFjs18KYD/DFFx9mYAnwBwI4DXAvgxAH+NMfal3FhKY4x9EYBfALAP4Gch+sm/AMD3AnhZtd2AgICAgEOIvrbzKGJIY6Z6vsvywJRvev4u0IXjqtLOCYNmvnNT+VbbuOP0FL/z/sdkivcylPtRHGFnXiAvuVTG6oFrq1G+rbbzpG47txF0GyYO9YvI4aYWFqYT6t15jkeu7OOus+v40GPXVNp59bMZuFZXvs06KmE7V5dAPosXZLutd34b5DtrV75toIWfqefMt0mizDA8ANgcJ/XAtcE9380Zcx2FmXYem1Vj5BboVr65ZjvXK6LaZr7zkms1cu7XsZy0c8qH6D6OutJOx6MtNZ5wZU+MXJArZ5GZbyKM9N3mevo22/kylO9mz7d9WxcGkO9Mq1ik10DuExG4Nsw1AKgshU7beTWyspEQ+daV7/awu+sNg8l3pRr/MoBXQpDuRwD8HgDKxr+tuu0WAH8LwA2Msc81iW4LfgiCeL+Rc/4D2vP+BwDfBODfAPiajm18CMAXAvg1PQiOMfavAPwZgC+BIOK/oN22BbGgUAB4Bef8HdXvv716fa9jjP0tzvnPeL6OgICAgIADhH4B7ItxEkvCkA+cC10ldKVy2aiR757kPo2jhm1Zv+i6/fQU57fn8mJ6KeQ7iXFlV2yPZubnuZorX+YCha7Y2EiQqWJxeCrfaYfyXRHQa/sZbtyayNvvPy/6vZ96dgOb41Qq36SQm6qxGfBl1lElUf39o0TmNphEEmiSOiIWfZRvIkfeyre1aqx+v41Jspye7yhy2pUBpXzTd04t7bxU5FGmnbfwqppSTosMpX2MhkhNVpRyAaBt4cd0KAxB1iNwLWJaz3dR/9kG+nxTICW99EGBa8bM96Ce73Qx8s05l58tGnNykWtSvl3k3IZCWzCm10DnpJzXHhy4prrCuwLXosptAtTPDz07I2Ax2/mXA3gVgBzAGwHczjl/Pef8X1b/vR7AHQC+vrrPqyA6wTvBGLsLwOcCuB/ADxo3fyeAHQCvr5R3Jzjnv8c5/xUzgZ1z/iiAH67++QrjYa8DcA7AzxDxrh6zD+Dbqn9+rc/rCAgICAg4eCjl2/9P3DiJpHVZt/AdFsjAtRVVjRGGBK7p9smiqM+m3nF6CkBYpYHl2OZHMcPlPXGBSsr3LFdz5atIOy+5srzqc8qmiuWfdm6/mM+qULqtiXhdZuI5Hcennl3HRm3mO8c4iRphUCbZIyKiFnNYjYz4zMzTzbWqsahuCV7Edu6nfEcNIlBY5qI3NOWbU2XXoJ7vps3dfG5AkeEkUjZ1PYVd2s47Zr6V7ZyhLN0VcLLnu+BS0W377lqG8k3p+H7kW68ac9vOH7i4i7/5X/4Yl6t558vVYp2c+a5e00I932Q7dyx8FNw+Vw+ItHPAPgbig0y6BZg25uSa+Rav3dUDbt1+yWsLP4BmO4+YsJ0v2vPdoXwXXLxPknxblO9AvgUW+Qv1ZRDZIv+Mc/6fTIILAJzzknP+QwC+GUId/3LzPg68qvr5WxbifA3AHwGYAnjJ0J0HQDGiZncEPfdvWh7zBwB2AbyUMTZe4LkDAgICAlYENZPq/xgKBgOqueUVKMyLgC7YVj7z3TtwjRkz33Vlkcj3R58Q3dQ+IU2dz5lEuLRDF+c0811qF7jLTzsvS27t8G5Wjfkp32tS+a5fOmW5qhoDbORbHMennJ3WEtF3DHs6wez5zk3lO45qpJKssW2gC+mG7VxXvsl27uj5tkGSbw+resyaFlab7XxjksoFCjmXPUT5NoIFTZhqcL3nW3MLaPbp7VmO+883pzG5psBGEc1822fV6XtKTztv7fleIHiLQKTO53NWC1xrsZ2/58Er+LP7LuKvHr4KQHR8A1A93wso36Wn8q1XvJmQn9eB5JuItFC+6TtjeWnnek4JvQY632MmAteGvu1illtso20BihaZaOZbX/ym9y/YzgUW+Qv1PAhr9o963PfHIEju8z23fW/180OO2z9c/bzHc3s1MMYSqIUAk2Q7n5tzngO4D8Kuf9eQ5w4ICAgIWC1U4nAPy6um4A61pq4SdOG9iqqx6SgebGs3A9dsM9+ARr6XYjuPpI2dbKnzvNTmypf33ukz0zZVe9SY+Sby3aV81x9HoMC6DQf5/tj5Hdx8YoLpKBGW6opY7s4Ka0WXy3auNwLo75+X7Vwq35rt3FDFKMWdLLY+UMq3j+08aqhoNtv55jjBdrVAQaRryMJaGtdT4U2YxFdPOy85b4RAliXHf3nLR/El//ltjW1RXzKgOptzRxAeLSTMCz2ToM123m5594FaaOg3803HyEbAqCrvsav7ACAVcFK+meZA6Qs6vWXVmIOFdvV8i/0cqHxrmRedaec7w9LOzcA1ep+kaj2Q+BKp7hpZoLRzUr7172HGGJKIydGI6x2L/BXcBHCt6vluRXWfawA2PLd9ovp5xXE7/f6k5/ZMfA+A5wD4dc75/17mczPGvoox9g7G2DueeOKJgbsXEBAQEDAUfQPXgGrmuyIMQ62pqwQtJKxC+WaMSfW77/YbgWvGzPfJaYqNcYKPPr4j778o0jiSF+cbkwRJJMKwVAXS8m3n+sx3bdbZCOtTgWvt23XPfKuqMQDYntW7vu8/v4OnnBETd5R2zjnHzjyXF721/TcCvmTgWi3t3FC+43byS8dEX9syK6yU8t2HfIsLdJ9zMLGQCVtg1sY4wc5MJeHT8/RFErfPfOeSfKu081ymnSvyqC+GfPzCrrRX6yj0gLbquBalfUFQKt9F2XhvbeiyDvtAzrd7fL/qM9/0+bSRb/ocPHZ1BkAFrp2QVWNq0aIvCmMc5ckIXNOV7yQSvdtO2/kA8q0HJUYG+Ra28+GWbzouXSMLdJ5vWKrGaL+C8i2wyF+o8wBOMMZu6LpjdZ+TALrSyX1B72jvd5Ex9kYA/xQiPd1rBr3Pc3POf4Rz/iLO+YvOnTs3YPMBAQEBAYtgUOBaqkhk7qj1eTJBF1arCFwDlPW8ry2cyBtdFJsz34wx3H56KpXvpcx8J5HstZ6OYowS8d7RBe4yj5GesmyznQPARAvr85/5FvvYmPluBK7Vle+r+zlOrwsr7sYkQV5yzPISOw7lO3Yp39pnpKZ8e9jOpcKmK9+sToxU4Jq/7Xx9nODEWtrpGgCaF/K8ciaYx31dm/nOFzg/KFjQlRmcG4Q0qfaPV+eNmvlWCu7j1/ZRaJ8dgk7W44jJIEFbhkVSm/luLg6ZsDkG+iLrcRxrVWMycK1JKvck+SblO0McMWxWn4OFAteqp6OFIJf6qh93E4tWjdHfllEcgTFWW+zVsTcv5LHoZTsvdbeE+J20nUdkOx+ofKMKXOtQvsuSI46U7dw8P5JI1e9d71jkL9QfQxDRN3nc97uq+/6R57ZJXT7huH3LuJ8XGGNfB+A/AngfgFdyzi8e1HMHBAQEBBwMhinfR8N2PlrCzLQNVOkzxHYOKGXHnPkGgDtOr8n6nGUp34TpKBHkuyhrF7jLgp527iLW4zSSNmtbHZkNMiXdUTXmIt9780ISgU3tPjtz+8y3rLaixRFuIYmFCgbzsZ3TMdGJiln9RZ+lSQ/b+Ve//C782Bte5HXfxHg+V8UbWfOJwAL9FuUIZO92KXd5WUprLqDmXUVQH298J5Wc44lrQuXNDDLIOZd5FVQ15ur5pnM9K0t5PNq+u+IFFFBCXqjqqS5EVWAcoI6d7RjuzcWdJPnem9cWYvRFi76gc75L+dYXSUxQhd8ylG+gvtir41Ll6AH6Kt8qp4QWxWiRhJLKBweulRS41t1PH7Uo38twXRwXLPIX6gchCPVXM8b+O2PsaeYdGGNPY4z9FICvhlg8MZPLXfhg9dM10/306qdrJrwBxtg3AvhPAP4Sgng/2ve5q1nxp0LMr3/M97kDAgICAg4OkUYsfCGUCI1AHrqqMUo7X63y3Ze4yot/LcnYVOho7hsYRnxM6Fbm6SjGqLK+K1vximzn1KNskm9N+VbXlu2vk2ZI9w31a14p33HEsD6KG+R7d55LhVtZ03PnzLfZ822qo4lWoUUEocsqrizR6nesUTXWP3Dthq0JXnDHKa/7Clu3IieuRQ9aoNiZ50qx7ZEFQVD2bhf55rWMCdW/XdYUeRmAV3I8TuTb2GZR8toxpsC12Ba4JpOttSq8FufAUpTvHl3pjOkjD2px04RN+T6pBUHSS1qk51uSb9fMt0fg2tCZb3NhcBRHVnJNlnPxndanaqxpO8+16rkoYs5Fhy5QkGHSce5QWrytagywj4pcrxj8F4pz/vsAvg/iL8zfAfBBxtj9jLE/Yoz9IWPs4xBE9m9XD/lezvlbPDf/5urn51Z94hKMsU0ALwOwB+BPfDbGGPsWAN8L4C8giPfjLXf/vernayy3vRwiZf1tnPOZz3MHBAQEBBws6G9+H+VbBK6Ji53CuJA+DEil8r1i2/lA5ZsIhDnzDdTJ91IC17RtrJPyrc98L3HhRKadc2UPNq/Px2mkVY35Kd+ume9cIzabk7Qx872XFZK4613gTuXbsJ2bBC3RgsR8nQNmpRFtr6Z8Z/17vvvADJCSrgSzaqyywG7PcmUNH6J8V48xVWpCXpS17dJnoKis53TOkJK7Ny/kwkpmkLCG7ZzIt4UY6rVSfrbzxZXvLOfen+NIS9mWtnPLMdyTgWtq5pvmvWk7AAZZp+n1jjxs565j5xoT8UVmUb7byPcNW+PeVWO06EnnyTwn27n4b6jtvOQcDPXaOBuIpNuqxsR+RGHmu8JC34qc838C0fF9CYKE3wHg0wC8FMDt1e8uAvjHnPNv7rHdjwL4LQBPAfB1xs3fBWAdwE9yzncAgDGWMsaewRi729wWY+zbIQLW3gngszjn5zue/uch5tn/FmNM+p8YYxMA/7r653/2fS0BAQEBAQcLulDrQ6DHibIBZsXhm/lWPd8rVr57kiXan3leglckwbyAvV0j38uwhOvHYK2a+Z4V2sz3MgPXpE3YbW0eJ7GsDHPdx8REpqQ3bedE9DYmSU35LkuO/ayUKpwklvu5qBobdQeuSfJdC1yrlO+8ThBcoIt73Xbu7PnuYTvvg8SwsLqSvokIbO/nC6adtyvfWVFP+ZekuOS1CjQ6do9WCq94rMV2riXKl9w+zgGI9yCNGTItELBt0TGJooWtv6KK0e/7karS6HFAu/L9+LV9cM4byvdybOe0IGK/ny0tn8AYw1oay0WCvphraecAnDPfZDu/+cTEmYZuQ16UcjQitinfC/V8i0WJroUbsUAEuQhoOqDiCGHmu0Lzm7onOOf/iTH2YwA+B8CLAFAA2+MA3gHgtznn+67Ht+AfAXgbgO9njH0WgPcDeDGAV0LYzb9Vu++t1e0fhyDsAADG2BsAfDdEJdpbAbzREqZwP+f8J7TXc5Ux9g8hSPjvM8Z+BmIB4Qshash+HsDPDng9AQEBAQEHACJ/bQqQCX3m29Wp+2Qi1cjSKqCU736vWyqChbtnWCffy+r5puceJZGyna9g5ltXjiXBMzY/TizKd8cuJLFIPTaVtLk2u7mpVYkByqI+NZXvWY6deWGt6CKyR4THJGj6zLc5l+qCnGtu6/keYDvvg6ihfNsdB7KybZbLRYshPd+Jdp7bIGy/mu2clO+qAoyeko77I1fUZbGpcOr256gKXDMr/Gr7FkVC+ebd5Ns8bkMgkrX9le9G4JpN+c5o4ZPj4s4cl/fmeNoNG9p2xM9FbOfdgWtu2zkgPneDZ76Nha1xElnJNSnfN51Yw4cf3/bevn5+0EvQ087Nz2cflJVzg3UQeDp+mxS4ZpyHSVC+JRYm3wBQketfqf5bCjjnH62U5++GsIB/HoBHAHw/gO9yhKWZeGr1MwbwjY77vAXATxjP/T8ZY58JQfC/BMAEwEcA/BMA38+HejcCAgICAlYOvcPYF/rcrlCxDpvtfHVVYwDw3NtO4Gk3bEiC4gu6mJzl7qqjW0+ugTGhCi+r5xtQIUjjZIUz31pgWeFQVyeahZQuDljHzLd4XNy0nRdcXrRujBNc1ZRvmjddkzPf4vVf3p1jnpfYsCjfum0eQIOgiRRvQ/nuOH62qjEzcG1/xbZzc37UFYa3qSnfMmRuiPId1bMNTOg9ywAQk1JeBfUxVidGj2nKt6kE6zPfMYPs+XYtCNLogNnhbr1vxKzktw8yTWXtAlXQca4C72x96XqK+GNXZ7i8m8kFQUALDhxw9U3PSxV6TuW7pecbEJ9XCobri0bgWmK3nV/amSNiwLmNca+0c2pJALSe71x9X4nP56Bdl84Nhvaqt7Ksz3ybGQXmd8T1jKWQ71WBc/4AgK/wuN/9sKSbcM7fBL80dts2/wiC8AcEBAQEHCGoxOGhM9/lUueGl4HPeuaN2J7nvdKj++DVz74Jr372Tb0fpweulQ7lbZLGuGlrgkeu7C/Vdk4KsDnzvcy5eBm4Vqsaa9rOqa+ZjoFHW1ZFvusX2PpF9NYkxcOX9+RtRFCk7by6yKU52WlLzzcRDlvVGJETb9u5rDSqK9+6KqaU79Wcr2THpgt+13HXZ77XHUFQPiDHhjNwTVs0Aeoz36QcAurYPXqlzXauXgcpx2WL8k2jA7493wty72q+3Vf5rhNvwG5d3s8KWc/28OU9XNvPcXJJM990btB72Ba41lZzJ5TvxWznow7b+YWdOU5OR1gb2cm5C7pbS6adk+08Er3ii/V8Nz/jzfuJ9/vEWoqX3n0Gz7vtZO12en8DPMk3Y+zHl/R8nHP+lUvaVkBAQEBAQAN07dlP+a5XjfUh7geBZ92yhWfdstV9xwOGClxTF/+243776SkeubK/FFV6nDTJ936m93wv772TKcttVWNJJAPGXATdhkmqHkfICi6Jzca4PvNNlldS/IlYkoq63tbzLedujcC1KJKEcrYg+dZJ3SwvME4ir87uIZDklnNEUJbatpnvM+sLpJ13Kt/1NHJ97rZr5ttmO5fHuCLLuSNwTeybGB0wF1ZsiNkylG/u/RmjRRKd+Nl6vnfnOW4/PcV953ek3bo+8y1+Duv5JuW7sp073kPO28dF1kbx4J5vUvvpszVKIuzuNon8pd05Tk1TjOK4qpjz+1ukZw7ItPNCfda7OrrbwKHmxrm24GWiqM7bJI7w0//wJY3bxcjDgis/xwS+yvffgzj+Q79F6bEcQCDfAQEBAQErA12E9Or51npX89J/pvF6hx64RmE6tuN+x+kp/uy+i0shxqbtfBRHuLqnqqSWac1nrFKNuB5oVb/POFU1dcQxvJXv3CTfJUbVMVofJ7VqI2U7V+rZKIkU+fbp+TYSsdOYKdu5p3NAkW/teVidGM2ycmWqN6AsrWLWWh1389zbHKs6toV6vuXMt0P5LnmN1JvKN+0WLUbQbK9tmwV3VI05mKEYHeBeM99xPLxySu2vf9UY7b++aGHt+c5K3FGR7w89dg0AcHI60rZD53H//aVzXlWN2e9Xco6EuV/XWhoPrxorito+uGznF3fmOLM+lp/BeV7KMZM25GUpz79mz3d99r4vyBEQGwteJniHc0DPl7je4Uu+fxJqlCkgICAgIODQQqWd95v5zkuOvCgb85sBbkjy3aF831mFri3DEk5EyGU7X/bCiai10i3lhq2+pnyL3/kq36aSplt618cxdua5vKjdrZKW11J16bY5TqSKut4SuEYEhF6Dmn9u2s7HXTPflsUts/prlpcY98wP6APX6zJPPTom27N8ofODlG+XapwXZeN4AIJY60Fetu8VUwkuS9Rs6kXJWxPGxXuoVY219XyzxdXHPouTNPOtky4b+d7PCpxYS3F6fYQPPirIt141tlDPN6+rzkMD19ZGMS5piyZ90Ahc0xbsdFzayfCUs1O5cDXLCy/yrffA0xoNLaZFEave9/7HjnOR1s+gj7CIBS/rPrR2zIeZb4IX+eac/70V70dAQEBAQMBSoC50+1WNAYpEDklEvh6hKzQq6bt57P7uS+7EXec2sDlJG7f1fs4qOEmR7xjzopQBQ8usGgOUauSsGksj7Evl23/me802863Nbq6PE3Au7ObTUSJDzPSL8Y1Joma+W6rGGrZzmXZuCVwbVDVWD3Qi2/mqYL4u18JIEkfYHCc4vz2TBHCI+yKV4xVu5VufgyayXhiBazo5WR/F2JkXDds554rE0LnXnnYuFEWfqjFzkWQIsqJH1Zhl5ttm3d+bF1hLY9y4NcFHnrDZzmnmu//+0tNJ27mzaqy9IWM6ivHQpaHKd936ro+q6Li4O8cL10/Wvld9kGmZA3Sscs2JZH4+faF/56m6N9fMfHtgXZj5Vgi+uoCAgICAYwW6Bu5jL6WLnb15Ac77EffrGSpwjbcq36fXR/j8T7p5Oc9JtvOxsp3P89XMfAMUUqWqxhq28ySWF9Kuvmkb3LbzSvkeKdUWULbzqU6+K2JJ/2/CtJ2bc8FprFWNeZJvWeXXZjvPV2w716q8gHbHwdNv3MAHH72mer4HfLZTqWS7lW/9vDOryaTtXHvqW06uVfepE5JSmxHv6vkGVGK9q+pPx7LIt+/cPC0e6I4B2/PvZULhvXFLpXzbbOdDuqpN5dtNHt0930CVdr5o1ViL7Zxzjks7c5yajmotEj4otMWfODLPPaZm5nu+97qjhL73XOePaxacsIxz77ggXF0EBAQEBBwrRIYC4APqIyaCc9h6vg8r9MA1NfO92ksLIjnrmu18lpfeVVl9EVcpv3Th2LCda1VjNKDnc/aMk7ryXZRCXSdySDPcuzNxTu4aaeeAINzEJaZDAteqpGzAf+abyF3NZm3YWsXM9+ps53rgGqD3lzfv+4ybt/CBR69pVXT9P9tEbJxp54YynVgIEFBXvm89VZFvg2AVnEvrcBwx5EVZLQi22c55q/NE369F1ce84DI5vAty8UA7bq6qsUka48bNifzdsgLXciPszPUedtrO0+GBa82e76bt/Oq+yCU4vT7SbOe+ynepPpdy5lsjzgMXL2TIZKQp307nQPvxi8PMt0Qg3wEBAQEBxwrDZr7Fn0NSGfs89noGEZl5XmrK4mqPnUo713u+i5XNfEdS+a7+bakao7wA/WK1C5M0qvV8y/1PaKZd1WQBsNrOqesbcAWuiZ+m8i0D1yLREc059168oMfqixDMCHSa5QXGK6rF0/fBnPm2BT4986ZNXNnL8MClXQADe75JyXbOfNcD1/SZb0CRR51AK+W7qYDSOcaY2oY77ZyUb7Tej55/0blbQfR8Z74tgWvG680L4VoRtvOx/P3Wmj7zTZbn/vtLhNNcsDHR1fMtqsaGpp3XybdebUmgeXKdfPvazvUe+MhY+CHbOdB/8UIfo+k6fpR27kJQvhUOdc93QEBAQEBAX9DFZ9+0cwAy1GrIBfr1CD1wzUd5WwZU2rkWuFasOHCt1vNdv11XqVzBXzaInm8L+Y5U1RigFG+X7ZzQqnxT2jmv25cTOQfLe8986ySPrPmEVaed02sgFbfNdv6Mm0VF33sfvFJ7bB/QOWWq1ARzJtusJmMamSbcSuTbICS67TxmTDoSYodiT6MDhex1dr+OeAnKd9+qMc7rVmWTgFFewnQUY20krOZbk6R2POl/B/V8l8JOTondLut1V8/3WmU770r1tmGel5V1WzxunIiEet2qfXFXkO9T6yP5Os08ABu4kYavZr5123m7at2FSE87dx6/9qyLJIqwVwxbvDhuCFcXAQEBAQHHCnQx0+cim9S+ncriG5RvP+gKTdvM9zJBREiSbznzPdxW3IaIiZAmaW1u2M7Ffujk28d4vmaQb7JkkoI1rZK6dyrlmyyvk6QeuEZoD1yrnsOYy6TnykuOWU/buf42x5bAtckq084rolEayrft1Lv3pk0AwHsq8j0o7Vw7TjZkRho5Hfd5m+38pMN2XvKaUt41y51EUS3tvE2VjiPV1TwUw6rGNNu58dzyvB7FuGlL2M71eW+xHSKP/fdbV2RFz7l9G7wjMGwyisG5vxVcx7woa58rWuzVyfXF7Ur5no7kyIYtlM0EvR7KJaC3Zq4FrtHvhirfEUOnel56pJ2HwDWBQL4DAgICAo4VpDLXg4RRLZJSvgP59oFUBIuylq67SjR6vpMIJRe27DRmvVWpLkSsbjs3t08LEPtZITtZ/ZTvqDbzbSr3pGrvVOfkXlZgkkY18kzp8WtpbD3utsA1/QI51RRaVTXWTpptmQqM1e2oqw9cEz/pYr4t6XtrkuK2U2t46PIegKE933Ul20RRmo6Cyvqb1wPX9P2TM99m1ZimrLKau8B+PJOYVT3f1f06qsaAYcFlBDPZvQ32wLX665XjFFXaOQCcWKu3Iqik7f77K5RvsmR3Ba65j50kxEPId15fsFDkWiPfu8p2LtPOPZRvuegS15XvzKJ8D535ZmANF03zvu3HL4kWr7k7LgjkOyAgICDgWIGub4fNfAfluw9o/nh3XnilLS8DdBFLHc4jbV5/2ZZzwMN2nirbubqPz8y3SDunx5AiaPaY78i087yhbhNBt3V8A02yVZSwksS86G871xcBYmbYzvPVBq7FWpUXAOfCCOEZN23J//dN6tahFikcyndRJ6TNme8mmXbPfOtd6ur3bWnneVlq8/zu10ELkovM3mZGsnsbGGMoSxhVY/Xn1oMEaeb75NQg3wOVW6A+EpBEUXvgWst3l9693Rfzor4YZdvWhW2NfNM4jwfRp/PHDELM5cz3cOeAPvNt5izo4Jx3VrVFIXBNIpDvgICAgIBjhUhehPTv+ZbKd6ga88IkjTFJI1zenUuCd1Az32sjVTUGCJLaRRyHgJRven2muqoUsULOVPqSb93GSippQ/muFoT25mUt6RxQgWu2sDV9X+XMd1katvOKVJalP/mmYCftJZLCSZhlK+75NlQ418II4Zk3b8r/903q1qEWKVzKd1lf1JAz6TTzre17xLA1SbBRnb9zg5DotnP9PHJ9rqjn2+xwt6FNvfzDD5/HP//5dzsfS+hXNVb1fGuv0TyGFGI2HcU4szFGHDGn8j2o51uznZMN3gZ91t4GSZiz/uptlpe1IENbmvnHntjG2Y0R1sdJbUGvC6brQyrfpVr4odv6rrlw7fsslu4DG/mm+7m3lSwh7O+4IFxdBAQEBAQcK6j5Pv/HEIGSaefBdu6N09MRLu5kB6Z8j40ebCKLOytWvl3q6iRVF+Vy4tvjEJgX8zItXs60E/km23leSzoHFEG3zXsDTcXLTCROpUrGMS+Kaj60fedtgYZRNfNNJHiWlytNO48NcutKoic882alfA9ZWJM2cgd7yR3K9zxX1l95G2O4YWsiFwFMMqrbd/XHdfV8l47FIR3quDVfx1s/8gR+7h0Pdoaaidfq9xlXVWNa2rlr5rsanXjWzVu498bNxnaAYcp3qSvfcdRhm3ZvZ5wuYDsvSqS1mW+1YEf40OPbuKd63X2Ub5m1ERvkO9fSzqvX1dfxUO/5di/cyIXJMPPthZB2HhAQEBBwrCDnK3sQMSJwu9J2HtamfXFqfYRLu/MDm/m+/fQUp6Yp7jq3AaBuO192xzegwsRcoV60cLOfFTWbZheISO/nBU4glXbcUXURPUoijOIIO1rauZloLm3nlqRz2negbjuvpXJr/dVzQ51zgR7PDEIJCAWMMXEsDqLnm5wGRWl/bwjPuElTvgcsrI3kcXJUjZkz31F9ZlffL8aAGzbHzjlyznX3jj7z7VC+q55vVyBg7b5GBkDtNVTnX1ZwjFrcAX1GCmjGOtPeH9N6bFbo/a+vf1ljgYv+OYS75VrOQdQSuNY9872A7dz4bNH/E5HnnOMjj13Dl77odnF7j6qx0lC+1ciDNvPdEZbm3LbmZmqznft2zIeqMYFAvgMCAgICjhUW6fmmcKtVE8jjhNPrI1zcmXulLS8Dt5+e4l3f8bny3/K9mxVLTzoHKqtqyZ3z3LqFtNfMt0baAX12Ux2/6TiupZ2bCeIbHbZzOo2l8l2W9cA1rb96npdetn1bcrdU1jhHBHYAgWum8t1+3O88s45JKuqdhgTyJR2Ba3lRt51LAkTKt3HbDZtjeX/Tdq4rsPrXUGvaecFbQ+fM/bIRUHptWdF+HuxXwX8+YJXyTUFba2lcC18DlO2cRips789Cyrc2yx1H7rnnsmxfNLNZxX1hHtOJrLYUr/2hy3vYmRd4+o0b1XM1lXEXcmPRxQwjjKJ2y3gblJOHtYb1+YzbhJlvhbC0HxAQEBBwrGAqAD6QPd+V8r0KEndccWpaKd+lCvg5SOgz3yuznZccxLvM86peNSZ+58Pv6HF7knzX7aMAsD5KamnnpvK9ORazsa7ANcaE5dSpfEea8t1BuuRjbDPfmiqWF6J2brVVY3Uy0dbzTfe/98bNwSMR9DhX4JpIALcsalT315/1jtNTPOfWE2CMIY1Zg9AXuu3cQ/mmbRQlB2Pu0DmxjaqizUKgaF/b1Na+7y3NfNO2J2ncIP564FrbdoBhPd+FpnwnUeRM/Oa+aecDZr5nRtr50yt7+V89dAUA8KHHrgGAtNuPehB958w3Ba7paecL2c7rz1fbBzny4N5WUL4VAvkOCAgICDhWUMm2fZTvauY7KN+9Qcq3mjk92EuLVaedR4xmvu2W8lrVWAcJ1EHqF9WN0cWybk9dN5RvV+Caa+YboMUD8f9FWRq2c3WhPvO0nduSu/VALLJaH4jyXVDaeXfS97NuOdFYvPBFqtnzbRC2c8vMd0GBa+pY/eY3vhxf+elPldvVreyc86pv2jbz7a4ay6tAwK7vPFMVrb2Gaj/a6q2IDPq+t7JqTCffxjHcM2znru0AQMuuOaEvOEWRIo/vf+Qqvu93PiTvJwLX3NtRIWgDbefaMbv15BpuOTHB2z9+CQDwoce2AShSTse3T9VY03auiLOqHOy33/R9xqAIvG0bXc4TsV/uhY/rDYF8BwQEBAQcKzBWvwjxgUw7r4jOKkjcccWp6QjX9nNJIg+6pq1GvleYdu62nevKd/vssQ4i0mQ7z6XyrZPvRCqDu/OiGbhWke8Nh+0coJl1Clyrfy5Ioc1LMfPtQ6po9+rzyKi2z6UyeBDkWyr6cmHEfeC/6bOfjh/98hcNfr6ItdvObY4Cfe5WB+2nCEtThMRcvNGt/a6vJBm4VrYrt2IblfLdYjvXle9feteD+Ok//YT8N52r/sp3FbhWMbZxGjWI//68m3yrme+htnPx/zFT6utvvPcRfN/vfFi+bv+Z74G2c+MNfNFTTuPt910E5xwfeuwabtway5R3ORPuobKbKfeNnm8tcG3wzDdrfuZq9yu7yXdQvhXC1UVAQEBAwLGCbjH0BV3sENEJyrc/Tq+LC8YL2zMAB3/s9PdutIJxAUo7d9vOlSJWepBAwji1z3ynhu18e+a2nau0czdx0QmHnvwM6LZz/5lvInA127k2UyrV0RXazmmBx6waawsbu2Frghc95fTw54wjZA7pMC957X1rhl7Zt5nGUU3dLIzFm3pFmf29Eeo5r/VZO19D28x39Tt9f/7HOx7ET//Zx+W/96v31n/mGzXley2NnVVjk5ZzjzEGxobbzuk8jzUCSOep3hXf3vO9WNq5+dn6lKeexuPXZnjg4h4+9Ng1mXQOiP1IY+alfNN3Dr3GSJ576jPRRpzbt13tj74Na+Aa3c+9rThizsDC6w2BfAcEBAQEHCvYlLkuRBGrkqVJ+Q7k2xen1kcAgCeuPUnkW7uoXYntvLpg7047VxeWPkfAZTtPDdv5ruz5btrOx0mEr33F3Xj1s2/q3H9AKJA6QU202WTfmW+ZHK0dCL3SjGy5q1S+I4NEdlWNLQNpS2BUXvIaOTZnxF37lcZMhrIBzdTo+kKJfRtJxJCXZS3V2wU1m98kQbQfuvI9z8vaeT3L6L31V765pnzbZr73sgKjOKo5PlzbGiKcFlqAnU6+peNEnkMdVWOyGrC/7TzLeUP5/pSnnAIA/Ml9F/ARrWaMMIojv6ox2TIh/h1blW8aC+lJvks1amPmLOjwDfsLyrdASDsPCAgICDhWGGI7B8TFFRGdg55bPso4Pa3I9/YcwPEj33Gl3rlU7bFF+fab+TZs50ZfL6CU77Lk2MsKrBmz3YwxfMtrntG+/7rtvKyTZjnLTGnnXlVj4metu1pTxdRc8EFUjfHaz1WeemkSuavGirKufFf/T+TJdTqQZZzQsJ17VY0J63rJuXxeF5RjwPIaqmOo78+8KOX5CaiFIl/lO6o+O5mufJtp53O/9HTaVl8UhXIE6HPHUvkudPLdonzLz/niPd8AcM8Nm9iaJPilP38I+1mJe6qkc/V8sdd8uZm1QX+6cs11MXRmXj8fZdq5hUBzD8dPUjmIAoLyHRAQEBBwzKBs5z3Jd6qU74OeWz7KMJXvgz5241WT74ihLNWFqKku6vOZPpU7BJN825XvBLvzHPt5dyK0c/912zk3+6grBZl6vgfbzlFtX72elSrfzK58D6kR80USRY1aMEAQ/5LbVWrXzDchjZm0ewPNvnL99bg+VymFu+Vlt/Itj5tF+bbMfAvlWyPf5GroMfPNuXpdkzRqBq7Ni9bAQAJbSPkm8o2G7ZxGCbpm5heynVsWtqKI4UVPOY0//tgFABiufEvVWfxbKd9KjW5LKm8DhwoyjIwFLx0q7Two3z4I5DsgICAg4FhhSNUYIC52SPlOgu3cG6eJfD9pM9+KCIyS5T83pZ0rYlR/jihiGCVRLXDNhwOagWt0sZw2er4L7FVZBEPSuiNN+c5LblW+s6L0t50bF/n0HEB95nuVVWP0+Sy1RQWxbyu0ncf2mVUiP/qiSWPmuy0szWY7t3WptyjfgDiP2maWAd0x0LzNTb5123m/MD1WpZ3Ttsdp3KhrE46O7nOFasv6Qs850Bei6HOncgN8e74HpJ07PlufomUQPN0k34kf+VaWbzXXDtQXfob2pFtnvm2Bax4z32I8IpBvIJDvgICAgIBjBrqA6q98x5ryHf48+uLkVASunT8EM98+tum+EMq3u2oMEBfm+1kBurT06/muSBMpcKR8awsIG6ME86LE1X1xXvqQlMb+m4Fr2r4lRtr50KqxWLu4lwTN05o8BHFD+T4A23ncTOoG7POuKu28a+a7bjuXJEYmV6v7OpXv6j2ceSjfsqLNwr5JkdZDvmYO5btfz7d6n9bSuDFvvpcVXtuLGRtmO+e8tiBbGrbz+sx3m/Ltn0BuQny2mtumue9bT641GgvG1YJeF+j8o/ODsTr5jqNFyLeyk7d1hfuknUeRcEHYlPPrDeHqIiAgICDgWGGo8j1OInnxG2zn/hgnMTbGyZOnfB+A7byo+pcBuwI5TmLM8tJZR2bDJDGrxqiqTVe+xQX5+erYDrKdR3rPd72PWq/E8rWdJ5bPFy0KbO/nBxK4ZiYvH4jt3JE+TbZl/TuD/lfNfLfYzmtVY/VFBP1cc858Rxr57vjstSVWy7TzvE6+81Ip17OeIwXU891lO1/zmvkeaDsvddu5Cs2j85Q+d10934wph0tfuD5bz73tBEZJ1Jj3BvyVb1pIMXMC9IWftve9DXKWG+3njk/WRVvS/vWGELgWEBAQEHCsIGe+e1rH9QvKYDvvh1PrKR64uAfg4F0DNfK9AsLHqp5vOddoucCcpFEVuCb+7UO+KWF/z7Sda+fexliQWnIVDLOdq4vjouQ1C7Ts+S6EXdzPdt5UZW8+sQYAeOTK/gEFron9LA5S+Y7sgWuyn117csbqVVGu/WpUjRkKYi2Z3vG5Itv5LC+8q8as5Fs6MNRt84qg7mcF0jjqPVKgAtfUOWFLO/eb+R7e853Ic1aFfpGdvqZ8dxw/oUYPSDsvSuvC4DiJ8Z1f8Cw89ey69bm8qsaqu9DfrEbaOdPHQvrtd8123qJ8+6WdVx3zIXQtKN8BAQEBAccLqqan3584nSwE23k/UOI58OT1fJv/vyzETFhX2wjeOIkwy0qpjvsKsOM0kjZWV+AaoCnfC9rOdQsuoIhbXoqZbx9Fkz5fupp784kJAODRK/sHVDUmfup2emC1VWNJbK8aI+XRrMrSe41d+zUyEtTN2Vn9a8j1uaIFlP2sW/mOWsg3vY55ocglkT8iquTS8CXfFJKWF6LGa5REjrRzj5nvyrbcF4WWc5DEes93fea7y3YOKIdLH5QlR15y58LW333xnXjp3Wcbvx8lkZfF3VS+Zdp5KY65sIxX+zLQdi4IvHsbpcf3XlC+FcLVRUBAQEDAscK5zTEiBpxZH3XfWcMoKN+DcWr9ySPfulK8in52sm23WZvFRXmBPoFrgLCRd1WNAarGbYjtPNIqfgqjj5qSsrOCY1b1LXfBZju/YWsMoFK+D2DmWyrfvG47X23gWlRLJifYlG/aR2X9bdmmzXauKbVye45zm47FLC86lX+pfFsIlJz5NgLXAEW693sGrtH+Z2WJJI6QRsJmrwen7XsHrvnNfHPO8TN/9glcqBasCq3/PKoFrlXKd6HOoa7jN/YkxDpoAcPHVaJjlMSY+SjfvH7+6Qp1bPyu77w1rZOwmnXdvQ9daeeAqna7nhHId0BAQEDAscIL7ziFt3/rZ+P209Nej6vZzsPMdy/oyvdBHzuaxQRWM/MdVbZz3nKBKWzn/Wa+xeMU+Saio6edm8q3jz3XRFztP0BERN0mle8eaedSYdO2M05inN0Y4dGrewdiO9fVPQC9Fz2GII1ZLZmcIAOvLMo3ES/XzHcSsVrgWmGcP/p55DqniJTPsrLTsRO1qI+0r1SnlhelXNSgc3Q2IHANEOd2EjHNeqzus5f5znz7Kbd/et9F/ItffC9+4y8fBVAnoUktcI0WvWjm20P5Tvvbzunz0NeVM/ad+S7q30v6a6Dzjn727dnWle+4ZRs+M99tYX/XGwL5DggICAg4djizMe79GF2pMy+kA9rxZCrfADCOV0e+KSHZ7GCuPX8iSLRUxz23PUnVzHdeCtuwPndKM97UoT48cM2ufDfSznvNfNdf5U0nJnjkyv6B9HxL5bsijH0XPYY+Z1s/dlP5Zt0938Zcr2k7t3WHN7YhZ77LHlVj3cq3vl/Kdl7NfPsq39XzEfmm801fcNidF17nNWPMqrqa+MU/f7Da18pWzvVRJC1wTZv55lWgYldgX1/beVlyfPevvA8AcPcNzVC1Now858tN1bkW0meEsA3lvXpom7Xn22PsY2jo23FEuLoICAgICAiAOfMdlO8+OK2T71XKjw4Qaexr7fQB2bZbbecDle/1cYLdOaUu84ZtfmMJM9+6XVeQb3VbGiniVvJ6Z7oLTvK9tVbNfPezJg+B6hwW/yZStkrynSZRo6NaPHdzXID2MesIXBvF9fRvc3Zdfz1daef7WYGutSfank35Nnu+ddV1T1O+44h5L07S7s9zETiWxs3nFz3f3Y4OUVvWTtz2swK/8d5Hq32tFG3N7aF/FvSeb24serjgW/8FiH39rl/5K/zCnz+If/I59+CV997g9Tj5XLFv2nlz7MFs/KC3a/DMd9ROnn2OX9vIw/WGQL4DAgICAgJQtwUG8t0PpyrbOWP2Kq5VQ9nOVzDzbdjO2wLX+qSdA4JcU4f3vChrlnMAmFLa+fbwtPOa8t0IXBP/vzMT+zA07RwQoWuPVIFrSQ+CNgSKCCjLsPj9yp6ymle2Kd9EfupPnkQMWd5uhxdVY2qb3Dh/9GPsmvnWle+uhS/ahjXtvKgH/+nET5/59lW9AW3muyiRxMp2TnO/ReW48FG+fWa+f/t9j+FadS7r5FrazmuBa+r1+timAfqc+9nOf/kvHsZ/++OP4x9+xlPxj1/1NK/H1J4r9SPfUnW2KN70cobbzqvHQ+v5tmzDL+28WngJM9+BfAcEBAQEBAB12/mTYZ0+yjg1TQE8eYsW4xXOfFPPd9sF5iQ1Atc8d2NrkuLafgZAXJSaBEsq39fm8nn6Qij34v9L03ZevRZS373It2FlJdx0YoIrexku7WYrVb0BvTJL/FvNfK/Qdu5IOy8syiMAxBqxds58x5F95rs6fLFFzbTtF7B41RgpqET4Zlby7ZdMTpAz34WYR6fFMepGp+2ujZbT8/1L73oIN21Nagp1qS04UeAa51zeXpS8Yfd3QXzO/ZTv9z1yFeMkwr/6vGcOOi9HsZ/Kbjv/zPNncOCalqWg284fv7aPL/3ht+Hxa/u1+wXbuR8C+Q4ICAgICIAicEnEVnoRfxxBM99P1qLFKgPXGBOzkm2q9jiJ5Dws4D/zvTlJsF0p37Yu4LU0BmPCmjtOokHHN2bqojs3AtcYY0gi1kv5tlWNAapu7BMXdjEesEjQB1KFK2nmu/77VUCknVuUb1k1Zs58R1rPt32/Roa12CQxNdu5M7RNU767qsZaupql4l00ybeynfvV0REYtJnvmDX62Wm7fjPf7bbp89szvOVDT+CLX3Ar1kaxVKhrqd/VQpr+2vJSqxHsOH59bOfnt2c4uzEe/Ldk5Bu4Zpm3NnviJXHuyXv1MRo16sHxlw9dwdvvv4QPP7Zdbbf7+KnAtUC+A/kOCAgICAiAmvkOqnd/0Mz3k9WPLme+V9LzzSp1zG0hNqvG+tjOr0nyzRvkmzEm68aGzHsDzcA18wI5iZlUvscDq8YAoXwDwP0Xdg5c+W4Lw1sWUmM+m6CUx2baedfMt7CdW6rGZGezNiLg+GyRmsx593lnkl/9eTMzcE0jfjOt57uP8i1nvgsuRhEiZUMHRMc3AM+Z7/ae79/4y0dRlByvfeGtNZJclCrFnALXdAJdFNzfdl45XHxwcWeOMxv96i5rz5XEtdA7F2hhTV/8iY3zh15WX9VZX3CkY1OWHFf3xHeWahug+7m3lcik+0C+A/kOCAgICAjAaq3Lxx008/1krVsQ6V5F4BqpZbJqzHKBTlVjfWe+Nycp9rICWVFWynfzcTTnPR2oJkeMaX3YvGGPTqMIO/P+yndz5nsNAPDw5b2Vk+8oYmCsOfO92rRz18y3S/lmWs+3e15bT1A3g+P0cy129Xxr31edyndEz1MnQPq/54YCDgD7uZr57vMZo9cxzwskUaTS9Yv+yndX1dhjV/YRRwz33LhZSyXXcw7iam5cn9vOy9Lbdt6n5/vC9rwWRNkXoyRCUXLkHQScCLB+rpifUaV89yTf2qKWbhu/Wo3K6BWG5j6YCDPfCuEKIyAgICAgAIp4BOW7P07SzPeTtHCx0p7vSASutSVqq6qx9oAtE5sTofht7+fIy9J6/GjuexHlu2Y7tynfs/4z36ad9qYtoXyXfLUd3/p+EPGQtvMVfnbFfLb/zHcSM6keuwPXxDa5tjgCKNJUC1zrSDsHur+7pPJtkDD9dVnTzucq7XzQzHdOgWt167FSvv0WfdqEW33xaqzVdIlue/F7Clxz2s59Atc8becXtmc4s96/8pJAn8Uu9dusGtP/XyrgbBj5pnszxuS28pLj6l4m/1/fbpvFvi1v4HpDIN8BAQEBAQHQle9AvvsijSNsTZInceY7rvZj+c9Palm77TxCydGZbm1Cku9ZjqxoqtKASjxfyHZO5E6z4BKSWFO++9jOje2sjWK5CDNJV395WXtdLUn0y8IoZtaeb1LyzIWT2GPmWwaQFcbrsHU2O15cOkD5Nudu9Vl2e9p5NQeelb3eW9nzXYiFJdpXOo6kfPsQ+q6081muMhPGqVKoS23UggLX9jXluyg5ePVS/Xq+u23nnHNc2Jnj7EK284p8d5D93JK2b44ttM36t0H/XNHmS85lQ4N0nlS76JV2PrRs/BghkO+AgICAgABAhkQF5XsYTq+PnrS0cyKN6aps51VCcsTsF+hEHohM+NvOBfm+up8hK+yWXpr5nqbdc7E2REwp34XVds56pZ0rYti8jdTvA1G+IyYrq/ra/YcgiSNkFiJk61mmf2ed5FscRLpfabgrvALXLLO+ztcgq77qryO3Kd+FIpnSdp4Xvd5b+qxkeX3me6jtvK3nOytUGNw4ieU+F5zXgsfMwLWsNvPdvg/j1E/53pkXmOXlwrZzAJ3Pp6rG1O9Muzn97DtuTfdneuBaCafy3Xb8Qtq5QiDfAQEBAQEB0NPOw5/GITi1Plop+WnDeIWBa1RxVPCmaiyfv1ID9yoFuc/MNwBc289F1Zjl6nV9CbZzUoiLwha4Fg3s+W7uKyWejw9Y+S562v2HIIkZMltFl2PmO46YlsJu32aDfBskhk5nxtyWer0bvst2rxKr67/XZ9ll1VhmsZ33Vb7Jdl6UVfe73XY+9QxcaxNN9bYAfTa7KNW8PC2k6ep1Ufbr+Z7nZesiAABc3BbVgGc2FrCdx37KN537+t8t8zNK78NCyrdmXb9Ske+irH/+2s6/YDtXCFcYAQEBAQEBUGqdeREd4IfT09GTduxWOfMdR6oL2Em+q+cnJc/3KJDyfW0/x9xSNQZo5HuRwDVKBbco33ra+aLk+6YqdG3VgWu0H3Qh3xaGtyyM4sgaftWmfBNcdmZyajht5zSr3EZqtM9cl/NEqY/111Ej35bAtZmmfPeb+a5s55UlnAgiHUc58+1VNdZuO59rtnO9j7vUlW9pOzdnvqv97awaE/vZpUaf35kBAM4soHyTE2uY8l0n3dJ23jdwzap8q8A18/MXer79MMzDFBAQEBAQcMwwksp3IN9D8IXPvwX3n999Up5b2s5XQP4pLbzk3Kms0kU5XdT7z3wL5Xt7liEvSqsCuE5p54OV73oqsUkwamnnHosXZoiTDql8H4DtPIlU4JpKZV6h7TwSc/16bzSgZlhtVWMEp/JtVG+Z9nm9IssFfcGmizyaFW0Em+2cSF/E1Hm9X/XN+6KmfMcW5Ztmvn0C11h7YFhWcPkdrgeu5UVZs183le8etnOygmdl6yLEBal8L2A7j8l23j5jbqu6M+3mynY+XPmmz31hqRqj88kr7TyQ70C+AwICAgICgGA7XxRf9Pxbn7TnPoi0c87dJIisuHtZAeaYC7eBksyv7efIS25dPCDle7IM27mW/ExIYmWP9iFW6oK+edtNknwfjPJNpPtgZr4VUY4j9V4QcW2kyNfIt+fMd8N2Tsq3+3imPWa+VfCWh/Jdke+ttVRLO28nnSaYpnyLmW9SvsXr3O81892edj43bee5WtDQFzFM5Tvr1fOtE+LUeb+LpHwvYDv3DlyzdNw3bef2RZcu6Io21fuJwLV61ZhPy0NQvhXCFUZAQEBAQAA08h1s50cORL5X0vNdKd+FJSmcoJTvohcBrNnOc3vV2PoSer7bAtf05/Q5fk85u45X3nsOz73tZOO2A5351qrG5MX/Cp82je3KHf3bXPiJLenTjW0mBvk2+pKZQcJt6NPz7VK+9aoxM+38xFqq9XwPt53rPd+Urt7Hdt6lfM/zEiNZNRZrM99cLhSpwDVz5ls9Rxu8beekfC9iO/ck30UplH19wY/+V6WeV/ftWzVmLGqRbb8RuFbaF6B0yLA/C/n+0GPXagn0xx2BfAcEBAQEBEDN2AXb+dHDqpVvXtmN3bZzClwrvOe9ATGbOoojL+V7uO28ss1X6n3Tdq7+7UO+N8YJ/u+v+FTcenKtcdtB2s7jmDWUt1XOfMuaLDMp3EE86jPf9m2OGlVjdH+7bdiGPj3fkSTfduV7FEda2rlGvrMCnAvFeCHbOT1/9Xp3swKjOLIuOplgHcq33hYgUslV2nmkHUfOgb25MfNddvdUA5rtvMMKfmF7jvVR3GuhwoR/2nnzfY+N84fIc3/bufgpyXz1XaKqxvydJy7b+Swv8AU/8If4uXc80GvfjjIC+Q4ICAgICICasfO5EAw4XFjlzDddyOZl6SQ3Y61qrK/1eXOS4FpVNWZbPJguajuv1KrCQVB1p8eiafEycO3AlW/xu1VXjQH1IDJAkXHz3Iu1fw+2nfec+fZZfNBn5eVrqMj4+jhW5Jts55MUe1kpX/cQ5bsoed12rinfvunpPlVjuu18X+v51gPXAGC3yjgAhAXeVHhdIPKt29ZtuLgzW8hyDijy7aV8G/stSXdUf91D086Zdj5e289VyrmRdt729UHfM+Y+7GclZnkp1fTrAeEKIyAgICAgAIowhJ7vowdpO19R2jkgLtI7087nRe+6q41JolWNNfd/Y7yg7byajaaL3tggiWlP23kbNsYJ/s6L78BnPv3cQtvxgZ527jNzuijIIZAbPV2Fh/LtGtlOXOQ7Its5zXy3K4q6MtkFPQOAQMr7dJTI/5/nJSImCPksKyTh7KN86+9HEkdygSLTZr59K/SiHmnn4yTGLBdqfcF5g4xSuj9Aaee+Pd9+tvMLO/OFOr4B5R4xF3tMFGXz/GiknQ+ctzZTzOOI4fLuXHvuetp5m3Mg0hYxddC533ce/SgjBK4FBAQEBARAXVSuQj0NWC1oZnQVdme6cM0K7rw4NwPX+oCU73lRYpQ0H0wJ6IN7vrWZdfq3Dv3CfRkz8/+fv/HchbfhgySKFPk+gLRzZTu3E1fTtZD4zHzHNBNtV/B9bOeASKyfF2Wr8kiIIyZt3+o1COYzHcW4tCsUyFleYJREmKQx9rMCs2omdzxA+QbEazVDt/aywrtCr6vne66lnU9SkUyfFfWgRDrXKd2fsf4934Cf7fyWk5PuF9WCkedzFWXZWHSJDcWbbu7pOrek7wMXdxT5zg0FvM154er5luS7784dYQTlOyAgICAgAIq4xSHt/MjhC59/C/79lz4PJ6buBOKh0G3nLmVnaOAaAGyOU2zPcuRF6VC+iXwP00uiSPR8K2toS+DaERq5iKKm7XyVrhUzLIxA89OtM9+ObY5M5dtIrqafXTkUtG8+TQ025ZsWFNbHCeYV2RMBZhEmSYy9rJBq76TXzHd9Ht202e/NC+/zmpK2XciKUh5P+jxSoJtp39+bF0giJrrbe/V8+81hX9iZLax8e9vOLSGKpuItFz2q4/djb/0YHrzUXQtpS9+/tKPs4XTu95n5bpDvnAj89SN9H+pvWcbYbYyxH2eMPcwYmzHG7meMfR9j7FSPbbyOMfYDjLG3MsauMsY4Y+ynOh4zZox9HWPszxhj5xlj24yx9zPGvp8xdufirywgICAg4LCBbOfpCi/gA1aDsxtjfMkn37aSbUu7ZNGs6SLQubM7HzrzXdnOLa4Luog/PR12MR9H4iLalUhM6usojrwr0g4DkkjZkH1tw4vAJI40603Kt0mAdHu/67hKNb00Z77rQVm+KeY+555u1yfoyre0nRclxmmMtVGM/ayUadT9lG99H6PG3K9Qvv2oCIWluSBmvlm1j2KbpHBHxvHZmYm+8jSOkBd9er4r23nLzDfnHBd35gvPfPunnfPGooE5602vu+Qcl3fn+Ne/9n786nse6dwHWwDgpZrtvLofLRoNmPmeX4e280NLvhljdwN4J4CvAPBnAL4XwMcAfAOAP2aMnfHc1LcB+HoAzwfwkMfzJgB+F8B/ArAJ4P8F8MMAHgfwjwG8mzH2rD6vJSAgICDg8INUkzDzHaCDLmTnRem8ONcriIbOfM815U7HM2/ews999afhpXf7XvbUQYFr7lTu1dW0rRI25XuViwdEcPOC448/egHPedP/xhPXZlWVFWs8d73n27FNh+3ctJt32s7ld5ff62iSbzXzTWRoVinf4zTCvjbz3Uf5Zg7beVY9/+68kGMVXfCZ+ZZp54laDAM023lMM985JmksFyKG9XzbcXU/R1bwhWrGAP+0c5EVYSz8GBVjknyXHDvVMdmd5egCNxYlIsZwedemfHcfP+UgctjOg/J9KPBDAG4A8EbO+Rdzzv8F5/xVECT8XgD/xnM73wTgHgBbAL7W4/5/A8DLIAj4sznn/5hz/s2c888E8N0ATgD45n4vJSAgICDgsGO8wrqqgKMLEjDzwm071xOb+9K/rUmKq/sZ8tKufAPApz71tFeYlg0UuOZSvuk5jxr5TiKtaqx0z+MvC3on9/sfuYr9rMR953eQlaXVFh7XyLd95xq2cyM4Tinf7e8NvYc+50jEmuSblPeNcSyS8UuOeS5qxSZJjFleYq9Svvulnev7GCGltPPq9e7O/QPXfGznaYftXCrfc6F8i+T3Us6Sdyvf3YT4wvYMAHBmY9HANc+qMS1QjmAq/cryDexVboCdeXevdqPnO2K1ADg58+0YadHhtJ0H5ftwgDF2F4DPBXA/gB80bv5OADsAXs8YW+/aFuf8zZzzD3P/cru7qp+/xjk3T4Vfrn6uPsYzICAgIOBAwRjDKImC8h1Qg95P6zo3dMW6L0nenCTYnon6nlUs/MjANUfVGBGiozTvDYj3RbdrrzJsDVDHKSs4zlcE67Gr+1blETCV73bbeXPmu65cds58V3fsuh/dp6k+in/T/HVWlFJJJnJMVVD9er7V/iQRa9rO57l3f33U0fNdTzu3287p+OxpyrduO+/u+e5OO79QBZKdWV+waoyq7Txs59093+L3JefSDaDXrbngWgwChJOh4HXHRtvho3PUTb6vH/Z9WL9pX1X9/C2TAHPOrwH4IwBTAC9ZwXP/VfXzrzHGzOPz16ufv7OC5w0ICAgIeJIxTiKn+hhwfUKlnbtt54wxecHflwRujBOpMK2EfFfWWgrVMhcHjqryHTO9aqz/okdf0HHKixJPXBPk+/HKdp5Y3jddrXadErqaDjRt574z3zTr7NPzHcfKMUCg518fKXIp0vcjaTOnWd9eyrd2WJIokgSMyP7OvOhBvtt7vudFKT+DZA9Xyjftj5r5HtHMd9mj55ts55lbNb6wXZHvBZVvxkQgXKfybSHfdNzpfGCMSecAke+dWbfybQap0WdgfRRjFEcyNV+6atps566Z77yunl8POKxVY/dWPz/kuP3DEMr4PRD28GXi1wD8IoDXAngvY+x3AMwBfDKATwfwAxDz4AEBAQEBxwxkRQwIIMhZxZaeb0CcO7O87G0735yohPZVnHtRFUxGKpb5HET4jxr5TmKGWa56hlduOyeVulTK9+PX9pEVdtt5vefbpXzTwo49OI7Ove6086j1eXTErKl8kw18vUrWn+elSjuvyPaVSvnuQ751JTmJWW0BA6jSzlP/me82gpYVyjkyqRRqOfNNM/FMzXyfmI6wOy+Mme/2ffCyne9UtvMFlW96Pi/l2/heijTSTaDFqr0FlG96nq21FDuzXMtc6Lady8wEp/IdyPeTjRPVzyuO2+n3J5f9xJxzzhh7HYDvAPDtAPRwtd8F8NOc8+7looCAgICAI4evfvndeObNW0/2bgQcIkjl25IqrGOSxri6n/cO/dqcqEuxVdnO89bAtUr5PmK286imfB+A7VwjjucrdfOJqzOMHG6Z+sy3Y5uRqXzX7c9ydtcz7dxL+bZUjWWyaiyW+zOrZr7Jdn5lGbZzjYBxzrHbw3bOWnq+aU5d2s5l+4AgmLGh3O7MC9y4FUkLviTfHceZPiNt5PtidW4sWjUGiAWxedHV822xncugPvU7su33Ub65EaRGx2drkmKWl/LzRz/bvvtoG6a9nEZHrifyfbS+aRXo3V36O8UYmwD4WYhQta8DcDPEYsDnAbgTwB8wxr6o5fFfxRh7B2PsHU888cSydy8gICAgYIX4hy+/C5/+9LNP9m4EHCIo5dttOwfUBX9fBbZOvlejfHOuLm5NkpocVeVbI5FF2d/u3//5FFFWyvcMWcGt/dpeM98N27lZNdbclnU7pOx6nD9xxKRdmKCqxurK9ziJ5JwzpVwvErjGGJOz+rO8RMnhHbgWMXfgGu2/Sjs3lG8j9Xt3lmOcxkhihrwovdPOabykLe38ws4cm5NkKZ+nURK11poBqMYe2me+AWFFL6sFD8BX+a4eS9uTyndScyLQ2zJE+Sbbufn744zD+k1LyvYJx+1bxv2WiX8B4EsBfCvn/L9wzh/lnF/lnP8GgNcBSAH8R9eDOec/wjl/Eef8RefOhVy2gICAgICAowziVWLmu812Li74h/R8E1alfAMquKlpOz+aM99RFZYFkPK92ucbJdVxLLic633s6j6KsrQq3/ocuHPm27SdVzzLJE+dPd99Zr6jqGk7L+vK91wLXKMk/8vSdj5M+abXSmoz2Z/7BK65XOeUwC17vo2qMXN2fjcrMEkieSwUyezej3EHIT6/PcPZBTu+9eead8SA5zbbuaX3XdrOq3n1fmnn9e1uTVKx+FXU57Xbjl8UVXPnDtu5+fvjjMP6TfvB6uc9jtufXv10zYQvAgpVe7N5A+f83QAuArizR894QEBAQEBAwBFFJJVv3mqrJFLSV4CtzXyvJHBN/KSL3EbgWlRPiD4q0PuqOW8fCVjO84njc3F7JjvfH782Q1YukHZu2M4LY8ZWBl11Kd8R9Xz7kO+mgkwLMzR/PZeBazHWUlK+xYIDLTL5QH/ZeiJ7XnDsZj3Jt2W/CVluV76pVstcxOAcQvmmnm+HK8SGcRq328535gt3fBNGHjPfpa1qzDh/6P9raecePd/mGAR9l5xYSysHg5lV0D0e4Zr5Dsr3kw8ivp9rJo4zxjYherj3APzJCp6blqsasjVjbAylus9X8NwBAQEBAQEBhwh0YZuVJdq48XKU79XYzgGlrpoqmUw7P2Iz3/rscskPwHZeHadHru4DAO46t4Erexl2Z7nVdu7T8x1FwoZNBIQbs8e9e74HK98l4ojJ0QmpfFsC1xaZ+Rb7GiEvSkmMqd6sC6wijzYo5bs+870jbedNZ8C4qpXMitKrKkt/nMt2fmlnjgcu7S5l3huobOcd5Dsv2ma+ddu5SLmXM99eyrc7cC2O1Pvhu3hh65g3Ry6uBxzKb1rO+UcB/BaAp0DMXev4LgDrAH6Sc74DAIyxlDH2DMbY3Ut4+rdWP/9VRbZ1vAkipO7tVeVZQEBAQEBAwDFGn7RzYDHl+yBs5+Zc8FG1ncea8l0cYNr5o1cE+X5WFcz4yJV9h+1cJ99t22Va2rn4nWk7900796lJTKJm1Rh1lY+1bumZtJ2rme9REvVyGNTId7VvaSzUTyKBU88Z8jbbeVbNDdMCktN2rh2fSRqJruoq/M3cXxfGFkKcFyXe9L/+Cp/2Pb+LBy7u4eX3LGfsdJzE3WnnVuXbYjuPROAaLXrseZBvc+Zb2c6TmopNzvjO8QiL8j2vzv28uH7I92FNOweAfwTgbQC+nzH2WQDeD+DFAF4JYTf/Vu2+t1a3fxyCsEswxr4YwBdX/7yp+vlpjLGfqP7/POf8m7WH/BsAXwDgswB8gDH2mxAq+8sAfGr1/9+w6IsLCAgICAgIOPzQe77bbeeCRPQl39M0BmPCCruKqrFY23/AonxHRzNwTSff/EDSzsXxeeRyRb5v2cL/evfDePjyHp56dt26f4S28yaNlbXYrLySlWOdtvMeyjdjMmGaMC+Eyj3SAuDmeSHSzjXbed/RBDNwDRCvJS808r2EwDWpfFf7R59FIpq2NPhxEkvrtEky2zBO4sbM9x98+An8xNvuxxc87xZ8/Sufhntv2vR6TV0YxX5VY6kxh6964tXvIiaIOh13fa7fBVf1HSnflFzuW9Wmf2YJWX79Kd+Hlnxzzj/KGHsRgO8G8BqItPFHAHw/gO/inF/03NTzAbzB+N1d1X+AIOySfHPOH2KMvRDAtwD4fABfAeEQeATATwD4/3LOPzDgJQUEBAQEBAQcMUjlu+RoExaJmPQlgVHEsDFOcG0/l+RhmaD9IYLiDFw7arZzvWrsINLOpe18DwDw7FuE8n11P7fO6tdnvt3bHcVRI3SKyDpjIqTKO3DNa+a7SYDyQiRmp4byPdYC167u5zi32S9IrNbzLVX8CFlZSuXVN+08rqqybCCCOjLOZal8W2zYkzRCEkXYywpv8ggIS7tpOz9/TUyi/vNX34vbT0+9Xo8PRkkkZ+1dEFVjBvm2pZ0z4XjQyfzevOgg3+KnWX2nyLea+WasfZEJEAswLtv59TTzfWjJNwBwzh+AIL9d97sfqn7MvO1NEHbxPs/7BAQh/+au+wYEBAQEBAQcX9AFrK/tfAgJ3Jqkgnx3zPYOAe0/XXQ3AteOatVYXA98WrntPFK28zhiuPdGpW7aSK9OiNrOiTSOtNR2ur+6PWLM23bu2/Ntkse8LJFoyrcKXIsw1mzhCynfcuZbkDalfC8+821WjUURwyiOVNWYhYyOk6pqbF+rGvM4iWy28ws7giCf2VjOrHfbc5koLIF/tn54M3ANAHbmOU5MU7jAXcr3pEm+/fIG3IFroec7ICAgICAgICBAXsDOPavGhgiwFLq22sC1ynbeSDs/ujPfpTbz3aW6LQq9Fuz0+ghnN8byWNreN50Qte1aErNG6JT+HsVVN3brvnlWktF9TKIzzzlGcSSV7915Ac6Fgrymke8+Hd+AWTVmpJ1XlvA+tnPnzLcRuAYI4rrrSDun22kG2TetWzyumXZ+cWeGSRp5LyT4YjqKa2TZhrxsEl+TLAP0vkNWjQHdXd/mcaHjt7XWnPn2WvhhyqpOoJnvQL4DAgICAgICAgLkhWxelK0kSlaNDXiOjbG4aF9J1RhrJ9/pEVW+Y6anhKs+9pU9n3bczm6MEUUMZyul05ZG7pN2DlRzvYb6py8kRFF3kFqqzVN3QU+JJ+RVVzkp2zsVKRslIpSMNtun4xtoBn7RvuZlKUmgr+08alG+ydVRI99p1LCd6/szSWO5EEF80Mt2nkSYZXVCfHEnw+npclVvQNi7r+1nrfcpLcq3dea7qmrTg9Z2Zu3EXvV8G+TbUL55ZTvvQlC+BY7WN21AQEBAQEBAwAGCyGvJ28kN2XOH2M5XqXwTH5Fp546qsfERm/kep7EkrSXnXsrbImCMyfeHSPeNWxMASnnW4at8p9rMN3fYzjv7k2Nlt+4CBZ7poLRzWoC5tq/IN2NMKt59Or4Bo+dbm0sfFLgWuQna3LCd076atvPEVL6rY99L+U6bCeQXd2Y4vWTLOSBI7tX9XNq/baCaOB1mOjn9ruQcu1kuj/lOp/ItfsqqsWp7J4yZbzF33n3skriZtE+Ba4F8BwQEBAQEBAQENC5gXVhk5pvqxlZRNaYC15qWZkClnY97WoqfbEzSGPtZibJKq1514BqgjtW5DRE8dkMVQGaf+fY7b9JErxqz2867Zr5pUcBnASKJmgryvCiRarbz7Zki3wCk9XwR5VvazuMImTbzPfEk9KwlcI2O36hhOyflW/yuHrgWIyHlu3fPt0G+dzOcWonynaAoeWsnt21R0NZrTgGFu/MCZ6vzd7dD+abzhDZD7ycFrqnMBd+O+Rbl+zpKOw/kOyAgICAgICDAgdhTwRxaNQasWvmuB641befVzPcRU75JvZvlgoAfAPdWyndFus9tVsq35djpv2sjJkmkpZ1bKq/+zovvwCufcUPrftGigI/6GFkIUF6RbyLbO0S+43p1ly9RVs+l72NlO68qqvbmOdbS2Ls3XMx8tweu1W3nsVY11jw+4ySSZLB/z7dpO5/hzPryyfeJNbEod3XPbT1vU75rC0CR6EnfmxfSudGlfJvHJY7E99vmOEESRUbgWvfrSSJL3gAtPF1HyvehTjsPCAgICAgICHgyYZtbtYGU7yHBXxuSfK8u7dwZuHZEZ75JjaWqqINQvun9IfLir3y7t1mrGjOURgD4l5/3TI/98g9cS6Km9TcvOdKYSbJNtnNyQ4zTqPbTF/p7ohPgrLKd+1rOaVtdM99123mE3Wo2O7Yo3+M0aijfQ3u+L+1kOL3er4bNB1uVI+bqfoZbsGa9T1k233d6HbXsAIam8t0R5mYelzgStYhRxBCZaec+Cz/MrXxfT1VjR+ubNiAgICAgICDgAOFrH1a28/7PQRfZqwhco32mi1zzNdC88lEn3z7Ec1Ekcua7sp1vjWu/r9235pjwtJ1XBKTv/Lqap+6+b2whQPNcVI0RiZcz37FhO++rfFtmvtOq63lvXniHrYlttfR8S+W7rmybgWG1wLUkrma+uWb3794P0fOtyPcsL7A9y3F63V3ZNRRblfJ9Zbdd+W4GrtV/AuK1F1XgGjk3yOHggtl/nkSR+q4yZ759Rh7ipvJ9PQauBeU7ICAgICAgIMCB2FCPXFgkcO3cxhgRA6YrmLs2befmhbpUvo+Y7XxSEbe9eY6SD3Mc9AUp3+cq8nJjZTu3zWTbEqdd2ySy20eB1UGqsu/crUl08pJjkopwtVEcSVJGC0oycK3n+am/J0SMqVu7r/LNGJzKt+z5NmznBHovEqvyXWqOAz/b+bwoZcjYpR1BjFerfLtJclE2VWf6d/27S7QDzItSLh7teSrfdFz+wWc8FV/wvFvEto2Zb59jF2tWdUIg3wEBAQEBAQEBARKRoR65oGzn/Z/jC59/C5524wZOrWBuVAWuuWznR1z5nouZ7wMQvjXbual8N48dHdcuQpxW6iugQqf6nkOS2Hr0rdnId1aUMndglESNwDUKWhv3PEfqIxuq5zsrOHazAms9erEjxpw93y7bubkf9ZnvWBLIvj3f9JxroxgXdmYAsBLl22fmu7BVjVls53HE5KLK1iTBKIlag9wAAMYs9yfddlL+vz6+UJbcyzVgnfnO6+f+9YCj9U0bEBAQEBAQEHCAiAz1yAW6KB+iwE7SGC+841T/nfNA18z3ekWAqGv8qODJmPkmkiPJd6vy7adGp7HeVy6C4/qeQ6pqrPu+dvLNJXFPY9aSdr6A7TxSCwTCdp73cnpEHsp3LXBNI9/ShVBLO4+kBb5vzzcAGbp2cWcOYEXK95r4TF5pDVxrnvsy7dwIXCOHxdooxvooxq5H1Zjr/BXBfSqrwMt1wdRj1P5ff8p3IN8BAQEBAQEBAQ7UL2Dd96MwqoNQYPug0fNt7OA9N27gR7/8RfiMp5896F1bCGsj8cIE+fbruF4USRwhYsDpyqFwdmMExuyKM5HNLk6SGoFrQ/rK6bl8q8ZMlVGknSsHxLaRdj5eYtVYHDNkZX/beWSpSCOQc0An35Mu2zkp30VP5Tsl8i3eM0W+l+9aoQWxq/tu8l1alG9mUfojpirkpqMY01GCHY+qMdchqc18+5Jvh+sCuL7I99Fa5gwICAgICAgIOEDoF5VtiiSFUR2EAtsHKnDNTjAYY/icZ9144Pu1KNZScQm7Ny+8q44WxShmOL0+UmQujvA1n3m3deFCzXx72M5zIiDDzh9JbD2rxoqiSYBoG6Mkwvlrc/n/gDq3xz0D1/SXQvuWVoR3jy8vcI2IsBm4Zj63fmxp5jsvS2ln9+v5rirustWT7ySOsDFOcHXPrVDnZTNskBZharZ/pmzna2mC9bGf8u36ztNnvjn3c10kMcMsN849sp0H8h0QEBAQEBAQEKBf2LYpi6SIHS7qrQWuFfbAtaMKIm77WSEu/g/Cdh5H0nJO+JbXPMN+3x6Ba9R1zFuUxvb9aiqdzvtalO+s4LU08r2qoosILLkMFlO+1YJFUXLM87Jn1Vh7z/cojmpEUV8ooM+tTfkuuaq58u35BpTt/NLOHBFT89nLxom1tFX5Lmzku3qb9F9HEWsq3x0z37xlUStmaubbN+3cpnzPg/IdEBAQEBAQEBBA8E47T/xmfA8atP9kOz8Ie/ZBQJ/5Lg4ocO25t57wvq+/8l2fnR1SmZZG/ZRvs2osL0u5DT0xfFHlu9bzHeuBayX2swLTnoFrLn6W5WVN9QbqneRtM9+Au4bPBkW+xWMu7Mxxcjoa9L75YHOStM58F7xpO5dp54btnNwvgnzH2PWoGnMdkyTW0879bOeJ5dwLtvOAgICAgICAgAAJ37RzmjE9ZNxbXoi7AteOKoh8784PLnDtTV/4bO/7ErHzmvnOiXwPW7zxTVYH7InTWcGRJuKxul17ZFSN9Ve+689L+1qUHHtZP9s5Y+6Z73lRNtL6a2nnFjI6iqNGGKGPdZrm36XyvTtfieWcsLWW1tLOaaGJVcozt+QdWG3n2n3WKuX70u5e63O3nY+6il3yZt2ZDRFrmfkOaecBAQEBAQEBAQFmYrALi1SNrRImwTgutvNJZYU+SNt5H9jUVhtqVWPlUNu5v/IdVwRIt3BnRamlnWuJ4bEgmkSS+6ad6zZwPe18LyuQFbx32jnnduu5PrMu973Fdj5OhEWd/k0qdi/lu5r5vrC9YvI9SWs933/7R/4E/+5/fxCAIqwN5dsauKb+fzrym/nm3P19FjM1vlCWfkGTulpOkOd+Ech3QEBAQEBAQMB1D3/b+eEOXJv3IBhHAaMqeVwGrh2yK1o1891+vEcxw7wowbkgxEOcCZ985yn8tefchKecWe+8L1Wg6RwoL3gt7VzuW1Lv9+7f860/ryLAu9Wscd/ANXO/CfOcW8i3rnzXt0GLCImpfA+wnV/aneP0dJXKdyKVb8453vPQZXzi4i4AZdU2F3giee5pv6uRb/+0c7fyHUnC7J92Hsk5cQJ9LwXlOyAgICAgICAgoHZh2247P6Qz3zJwjdf+fdTBGMN0lIiZ7wOynfcBHeeuvSLSmJd8sO381pNr+M9f9sleZJYs6rr910w7JzRt58NmvtOYSRU80Uhyv5lv8dNmPZ8XZWNhoFY1ZijBdN+42he1MNW9HzLtXOv5Pr2xOvJ9QrOdX9nLsJ+VjTlpU/mm8Xf9u0v/3E9Sv57vtgBAXcXmS5j5Nn9/nBHId0BAQEBAQECAA75VY3RRfsg4YDNw7ZDt3yKYpLHs+W57b54MkI27a7+IjOYFrxYRVrtfdD4XGnHKSy73Q68tI8K2tmDPt078dKLYJ+2cSeXbYjvPbbZz9W96L+ipXcq3zzk00Xq+y5Lj0m62WuV7kuLaLEdRcjxyZb/aX3EMiLDGhu2DjrfLtTMdxZiOE5GX0EJ6fWe+bYnrNrTNfLftx3FDIN8BAQEBAQEBAQ7oF7Bxy1WTUPcOHwmk6/KsKBFH7NDt3yJYG0XYnxfCrn3IXlYsQ9Da70d2b7Ker/r9IcJJNl8icCPDdq6T1+nQme9qE6lGDhPtjRpiO7e5k7OilIFxBD3tnJ6eMbGgIJVvSb6paqx7P2TgWlbi6n6GouQrD1wDgO39HI9eJfJdV77Nc1/azi2unTRmSOMI61TVl7ut52VH1Zic+eaeM9+RSvYnmAsJ1wMC+Q4ICAgICAgIcMA37ZwxcVF/2JRlPXDtuFjOCWtS+T58tnPvme9E1V2VZXuX/DJAhIzmdWUQX7WyNLbYz19x7w140xc8C8+8aavfc0mruXpNadwk9X7bEj9dtvNRW+CaYb8mYk4LH30C1ygk7vzODBd25gCw4sA1Yc2/spfh0Ur5lnPSRL6N106vw5Z2Ti6G6Vhst23uu81RQso359w77TyOGYo695Y938D1o34H8h0QEBAQEBAQ4IArMdiGSRofOhKo285XTewOGmtpjN15gaI8fI4D1fPdfj+9a/ogbOe0KEAKJCmP9Hs5+60RurVRjL/3sqf27oinu+u2aP3z1I98twWutdvOaySUMdlbTvvVp4bv1PoIz7l1C7/+3kdw6QDI94lK+b66n2m2c1P5Nme+ye6vfkfHgObsSfk2575/5d0P4x33XwRAs9z2/ZIOipL36vkuNOWbc46sKOWozvWifgfyHRAQEBAQEBDggH5R2XWBOU6izoCtg0Z0jJVvmvluIwlPFogAdc58ExkuBIlZ9SKCVL55Xfkmpdv8udBzaVZngj7zvZb6B67RYbHOfHf0fLuU7+bMt9++fMkLb8NfPnQVf/KxCwBWrHwT+d7L8FhFvomkOqvGLK4L+h0teBAJN5Xv7/mND+C//fHHAaC1wk8/j4qSey3sxUbgWlH1lJMa7+pxP24I5DsgICAgICAgwIG68t1+33ESHz4FVle+DxtDXRBroxj7le38sL22KGKIGDor0Ig0ipnv1afR64olIEi/+H09cG0Z5Fs+5xJs53RceNm8LSssVWOWtHPaDinfdCz61vB9wfNuQRIxSVJX3fMNCNv5I1cN2znNqptp50a1mvh/8ZPm7NfHduV7e5Yjq7bfpmjXlW+/hQvqmCeQ64KyBILyHRAQEBAQEBBwnSO2qEcuTEdxQ4V6sqGqxo4f+Z6O4qrn+/BVvAGC0Hbtl247bwu4WhZig3yrme964Jo5Qz0EUvlequ3cMvOdN2e+J7XANYfyHQ8j32c3xnjFvefwxLUZgFUr30Khvrqf4dErewA027lL+bakzMfSdm4o33OlfHPOsTPLVQJ5CxembeclR+mZdh7HdeWb5r1J+TaT0I8r/P0eAQEBAQEBAQHXGXx7vgHgO/76s6RN9LBA2c4PXyjZoiDb+SiODl3FGyDInTf5zoV9d9XvEZEwk3yPDMXb7M0eAjXzrSvfmu18SYFrIu3cHrhmksKIMe025TrQn8MHr33hbfid9z+O6SjunQLfB3Lmey+XgWukGNP8tO016j8B9T2wRjPfpHzPlPI9y0vkJUem93c7TgMi/GXPme+ypnyL/afFkOslcC2Q74CAgICAgICAFkTMr07npU87ezA71AM62TpsqvyiWEuF7TyJuknukwFR7dZ+n3rVWLe7YlGQ2ksKJP2Uynf1U08LHwqVdt7s3AaU+uoD1fPdvG1elDVSD6BRJ0Z45s2buPemzWpfzJlv/2P/qmfcgK1JsvLFtvVRgogBj1zZx9V9QZRpf1XPt2k7byrf9L+U1r5uUb53KiKeF922c135LjzP2ziKkFcJ6YwxOfKwdp3ZzgP5DggICAgICAhoQRwxlEdUOTbDpo4T1lJhO5+OkkP52nwWBUj5zg/Idi7t26btPFp+4Bq99FrgmmZv7/OeddnOTaVekm/j+P/3r3yx2hdt5rvvcZ+kMb7+VU/Dhe15vwf2RBQxbE5SfPjxawBESnkj7dypfKvf0X3Idr5mSTvfntXJfds4B7kGqG7M7Bq3PkZbQImZep7JdRa4Fsh3QEBAQEBAQEALxAXo4UvU9kFN/TpmST9roxi7WYGTJT+UtvM46u59VzPfB2M7TzTFkp4XAEYJKd/LJN9C+dfPQSL5fea9AQ/buSNwrY3g00LA0JGMr3r53b0fMwRbawk++Kgg37efnuLhy2L221k1RmnnlpEZGbhmSTtX5FtsV6Tv2/dJP498z1vluigRR3Fj5vt6Ub6P2ddwQEBAQEBAQMByYbuYPSrQL8yTY8a+J2kMzoFZXhxKV4Kf8q2szyI1erWvQ1ZEybTzuvKdLjFwDRCkzxa4Nu05J93W821NO69eR9tHVu/5Psyf7RNrKR6vwt3uOD3VZr4r8h2b5Lv6aalJpEWPSSpyEnTlm4g4dcBzuJVvOl5llXbuZzu35w1MrrOZ7+P1LRwQEBAQEBAQsGTE0sZ5eC/QXdD59iHmF4NAitn2LD+Ur03MfPvZzsXMN8eSOK8TZtUYETk1873cqrGImVVjdQXWF7Ln20LQ5nmz5zupqt5ale8FbOcHCaobA4Ty3bCdG+cYnXO2kRMKXGOMYX2UGMp3BkDVz/GWMQhd+S5LP1dQ49zLQ9VYQEBAQEBAQECAAVJ1DvMFugs2y+9xAal4+1l5KBdGRNp5+32aVWOrfR1SfeTtaefLIt+MsXrgWky2836Tr3RcTNc557wKXKvvL2MMkzT2sp3P8sN5/hCIfJ+cpticJJLwEok1gxSJjOsvif5ft/tPRzH2Mn3mWxBxsoOXJcDQHrhWlOK89aoaM8j33Jj5vl6qxo7Xt3BAQEBAQEBAwJJxlG3ntrqh4wJdPT2Mry32sJ2Tev/uBy6jOADbuUmAyGJMpHglyndtAWiY8k3rRubMN6mlI0vi1zhp71nX084PNfmuur5v2pqoxZqydAauUe/4qanqHzd7vgFgfVxXvlXaeffMtzqPxEKOz3mrJ6QDauEn9HwHBAQEBAQEBARI2Hpzjwrq1tMncUdWAL1f+RBybyQeVWO3n17Da19wK370rfdhOorxjKoGa1WQBKio285TLYUcWE7PNyA+Mzby3T9wzZ52Ps8r5d6yv+Mk9p75Pswfber6vunERC6OZAV3Vo0959YTeMs/ewXuPLMufydt52ld+a7PfJtVY21p5yo8jfOm9b3tMa6Z70C+AwICAgICAgIC5AX8YSR4XdAviuNjZjtfq5Hvw/fmxFHUqQgyxvDvvvR5yEqOX3n3w6u3nRsklghQuiLbecRYzRKubOd9Z77tgWvm/usYp1ErodNnvpNDvDJFtvObT0xUQF9eytEBm+VbJ96AOn663d+c+b5W9YjP9Zlvx2HR57eLoTPfQfkOCAgICAgICAgwIW3nh5DgdUG3Y/t08R4l1Gznh/C9odCvLsQRw/f+zedhYxzj7MZ4tfsk654o7bw+N0wkdrwkMtqsGiMFtu/Mt/jJTeW7jXwnEWaVMm6DXjXWcwT9QLFVKd83bk1kGn1WlCgKN/k2QYenNvM9jnFpR/WUS+W7JOXbnUGgW8hLzj3TzusK97wKXKNauCL0fAcEBAQEBAQEBBxl2zkgLpSL0i8U6SjhsCvfInDNb7+SOMK/fe0nrXiPFAEqjdCrVSrfeto5/X9f5Tt2KN9dtnNaXLBuk5TvosRWdHgpEc1833xiIhXsedGufJug46ePaqyPEjxwcVf+e2duzny7MwjoOUuZdu6/AOCe+XYvlBwnHF6PRUBAQEBAQEDAIYBSvp/kHRkIuvA+buT7KMx8H7b9onPBVL7TFQau6T3flLg/3HZeJ9M0s27rJR8nUasiq+/XqoPuFsEJXfnW1HpX4JoNynaujvvWWoore5n8t5l2Lnq+7durK9++M9+kfJfVazDTztV9P/jotYbL4bggkO+AgICAgICAgBYc5bRzQCVFHzfyPT3kaefTUVJbIDgMcKed1wPXbGR2CKajBOtjpSonA3u+6e1tkm+37XySxq2kMNYU+UN4+kh82l1n8Q2f9XS85K4ztWo6V9WYDfS+65+Z0+spLu1mkuRu71PPd0W+W2zniWYhL1pmw+uPcaSdj6Lq9+Lf73v4Kl79fX+Adz94pXujRxCH12MREBAQEBAQEHAIoALXDvEVegviI26bd0G3nR/Gl/ZdX/hsHDbtrtG1nBu2c6l8L2fR4Mfe8KLaHHs6UPl29Xy32c43xgmuzfLG7wk6aT3Mn421UYxv+px7AKj3aZ7rVWPdzFemnWvH/dR0hKLkuLqf48RaKsPXSi7Oj5JzR8u3spAXJW8l6bZ9UD3f4uekOtfIdX55V8yhX9qd4zgikO+AgICAgICAgBYc5cA1QKnCPgrZUYJOJHxsrweNp5xd777TAUOviBI/61VjN52Y4OX3nMML7zy5lOd75s1btX8r5btn4JpG9nSomfXm+/8v/tozsJcVjd8T4iNCvnWMNOVbVo157DvdRU87P1n1gF/enePEWoptbaEiK0qUZVvVmKZ8e858N9LO87rtnM5Jek/b5vWPMgL5DggICAgICAhogQpce5J3ZCCIZBw327neRX1UyNOTDRmUxWnmu7KdV2Rqksb4yb//qSt7/ptPTPDPX3MvXv3sG3s9zjnzTcq3xXbetfhRn/nutTtPGlKt55tC82KPGoN7btjEPTduYHOiqN/pdTFLfmk3w51nVOAaoFLMXcdFt5D7hjlGDts5kW91TtbPzeOGMPMdEBAQEBAQENACSb6PKHk9roFrjDFpPT9mL21lkKSpqFt/bcrxKsAYwz96xdNww+ak1+MiSb6BWV7gZ9/+CZQlV4FrAwLioohJcnlUFm9U4Fo/5fuzn3UjfuubPrM2G0/KN9WNbe9r5Lsowbn7uNDvhe3cb/HC1fM9SauZ76KeQ5Ad097vQL4DAgICAgICAlpwXGznx418A8p6fpjTqg8TbMp3ErFDf/z0nu8//PB5fMsvvBfveuAy5oWwldsC13yQyM/2UnZz5aCe775VYzacJvJdzVZvz3KsV5+neVFW/d32x9L4AAWu+aWd22e+x0ld+c6C8h0QEBAQEBAQcP0iOmIX6CaOa+AaAE35Pn6vbRWIDetvXvJaD/dhha5878wF4X7s6j7meb0qrS/Ibn9UXC1y5jsvUVTkdCj5PlWR74s7c2RFiVleSjU8L3hVNdbe852XRNJ9Zr7VnLh4jhJpzDQiD7lN2ofjiEC+AwICAgICAgJaQNzkqBI8ulA+boFrgFK+l9SMdewhlW8t7XwocT1I0Eev5Bz7VYja41f3pXV5aC95csRcLfrMt7SdD/xcb04SRAy4vJthpwpbOzkVc+B5QTPfrqoxpWK3BbPpoNNMn/lO46gRAkjKd1YG5TsgICAgICAg4LrDcen5Pqr73wZSvg+7bfqwgFwQSvk+GuQ70gLXZhX5fmJ7pqrGBr4GCis7Kh8NfeabbNpDF9WiiOHUdIRLu3OZdE5quLCdw1k1ps98l5x7HT+VkK5IdhpH8pxUtvOgfAcEBAQEBAQEXLc48mnnFLh2DAlqsJ33Q6zN6gJAlvMDC1tbBHrP934myNnjV2eSqKXJsNdwdJXvcmHlGxBK96Xduez4lsp3WVb93fbHNWa+vWznZtifoXzLWe86CT9uCOQ7ICAgICAgIKAFxyVw7SjM9vbFZBTSzvsgZgb5Lks5i3uYQe9vyTlmeWU7v6bI91Dlm177UXFOkL2+VjW2wMl/en2ESzuZVL5N23n3zDelnfsHrkmFOy8xilnz90W9g/644VB/2hhjtzHGfpwx9jBjbMYYu58x9n2MsVM9tvE6xtgPMMbeyhi7yhjjjLGf8ngcY4y9gTH2+4yxi4yxPcbYfYyxn2OM3bPYKwsICAgICAg4Kjjq5Pt4B66JS9njmOS+CjQC14ojonxLgqYp39dmmOWkfA+0nR+xMEWr8r3A5/qkYTs/uabZzks3qabnJKLssw+Jce5lRYk0iRq/z7VAtuOIpPsuTw4YY3cDeBuAGwD8MoAPAPhUAN8A4DWMsZdxzi94bOrbADwPwDaABwE8w+O5JwD+B4C/DuCDAH4awDUAtwD4DAD3APhQz5cUEBAQEBAQcATBjrrt/DhXjYWZ714golMaoVeHHfrMNwWuPXFtX/V8D1W+46O1MFWb+S45GFssy+HUNMV7Hpw7A9ectvNILQIAft+NtJ+q51vMfEfGOUmke35MZ74PLfkG8EMQxPuNnPMfoF8yxv4DgG8C8G8AfI3Hdr4JgnR/BMBnAnizx2P+PQTx/rcAvo1zXlt6YYylPi8gICAgICAg4OjjqKed034fS/I9Epeyx/ClrQSm8p0VHMmRIN/iJ+cc+5Xt/MLOHHvZknq+j8gJRK9zXinfizYYnDJs56dk1RiRaofyLRcBxHnkVzVmn/k2le956Pk+eDDG7gLwuQDuB/CDxs3fCWAHwOsZY+td2+Kcv5lz/mHOudfySaW4fw2AtwP4VpN4V9vMfLYVEBAQEBAQcPSh0s6f5B0ZCKl8H9HFgzaEwLV+YIwhYmq+VqSdH/5jp9K1gVllO+ccePTKHuKIDV5Ykj3fh/8QANBs5/n/v717j5LmLgs8/n2qey55r0lIXgIJS0wgiSaCK68CQYUkh4AoEF3wcg4QWRVRVi4aD94wCS7n4IqIIKjsghHwgrKLrC6XuEAQiahBwEUCBOQNCQTJ/fq+eefy2z+qqrumM9PTPVM109Xz/ZzTp/JWd1fVzG9qMk8/v+f5JZaW167JHtVxu2Y5urTMzXffD/Qz3wtlF/M1fueVv0vKbvOjLTVWjGGltnu2Ew/IiC9a870tzi+2Vw4Gvymlu4GPAbuAxzVw7h8l/778EbAvIp4TEb8UES+IiEc0cD5JkjTBspbXTJd/3HZaEGSN65jZInhqS/Q0ATpZPGCt5Um3Yp3vxX5ocOPthzf14UHb+jmUHzQsLC2zVEfmuwi2b7jtPiCvAYe8GVq+1NjwhmtHy5rvEX6Eur2lxlb+7HUHg+/K89NoUqedn1ls16qrvo48M34G8MGaz/0dxXY/8CXgQZXnUkT8HvlU+KWazytJkiZQ2/5AH1TGJtOd+d7mC2mRThYr6m43G8Bthf5SY/2ab4Cv3nF4Ux8edFu2zjfkdd9lw7XNfuhUTjO/8fbDzHaz3v20uJyvI77Wr4zyZ2ZhA5nvxRXL3GX9WQ2u872t9hfbO9d4vtx/bAPnPlBsXwlcA3wrsBe4gDwY/xngFQ2cV5IkTaCs7cH3FDdcm3fa+dg6ESum+LYh891vuAZHFpY4sHcOgJvuOMLcBjudQz+IbFPDvplOlncjT/XUfAPccPt97JnrMtvt13KntPZ9lWVBRLXh2hjTznsN1VZ2O18aWOd7cXk6M9+Tf7etrhzhJj4S6RTbm4AfSCl9JqV0T0rpQ8CzgGXg5yJidtULy6enXxMR19x8880NXJ4kSdpKvaW6WvpX03Q3XDPzPa7BzHc7ar7zbb7O9zKnHHcM0G/atVFtq/mGvLN7mfne7D1dZr6/dsdh9sx1V3QxH9btHPLfi2VztFEu44HN/lau872UVgbdC2a+t1SZ2d6/xvP7Bl5Xp9uL7ftTSoerT6SUPg18mTwT/s2rvTml9OaU0sGU0sETTzyxgcuTJElbqfXTzndAw7U2ZS63W7eTrai7bUO386hkvu9fWGLv/EyvOdhmgu823tsznYyFxcRyLcF30WBtKbF7rtubht9famzt43ey6DVcG+U6esvcpZU132UTwPJn8uii3c63w+eL7RlrPP/IYtvEWtvlue9Y4/kyOD+mgXNLkqQJU/792aY/0Kv63drbef3D7Coy39P4wUJTsug3XFtcblfmO6/5XmZ+JutNPZ/dzLTzlq3zDTDT7dd8dzc5HWf/Mf3Vk/fMdXrrpS8sL5PS8A+1ukXjNxjtw6/VlrkrPzipzsboZb7tdr6lyrW4L4yIFdcYEXuBJwCHgY83cO6ygds5g09ExBz9wP9QA+eWJEkTptObtr3NF7JBZWDRhsZa4+rVfLd0bLZDNwuWelN721bzna/zPT/T4cQi+N7ctPP2fTBV1nwvLa+9FNioup2sF4Dnme9yKbPlouZ77fdmleB7lMx3Z6C2++ji8urBt+t8b72U0peAK4FTgRcNPH05sBt4W0rpXoCImImIs4o1ujfrfcC/AU+JiCcPPPcK8qnwH0kpfb2Gc0mSpAlX/tHY1qnN09xwzXW+x5cHOvl/Ly5tPnu6FXrB93LecG2+2+HA3nkAZje11Fh7a76Xash8Q3/q+Z7qtPNine9ht1U18z1SzXesUvPd7ZfELA0sMTat3c4ndakxyLuKXw28PiIuAK4FHgucRz7d/Fcqrz25eP568oC9JyIuAi4q/nlSsX18RFxR/PctKaVLytenlI5GxMXkwf/7IuLdxXG/A/ge4GbgBXV8gZIkafK1vdt529cpH6ZsuNbWD0a2Q6eS+T5aCYAmWRljlg3X5mayXs33pqadt/DenulkxRJxwxuijeq43bMcurXodl5mvkeq+c64f4ylxrJsZW13ddZFde35XnA+pdPOJzb4Til9KSIOki/59VTgaeQdyF8PXJ5Sum3EQ30bcPHAvtOKB+SB9SXVJ1NKf1ec+1LyYP9Y4N+BNwO/nlK6cdyvR5IktVOv23l7/j5foZyV221Bbe+4Tto3z2wn4yH757f7UlqjkwVlUnFxablVme9ULDVW27TzFq/zPdvJasp85x3Pd891++t3Ly2zPEbN96gfXnSzrN/VfKDme/kB63xP57TziQ2+AVJKNwDPH+F1h+gvPzb43GXAZRs492eBHx73fZIkabq0sSNyVduvf5gD++b51KVPZtfsRP9JO1HKzHdKiXvuX2TP/OR/78qf3aWy4Vo3q7Xmu00zJ2Y6GUcXl5nrplpq1Y+tTDvvNUVbyn8+hi41lkVvObBRS1qqtd1H18h8T/u088n/qEuSJGkbtX3a9jQ3XAMMvMfULQKgwwtLLCwl9s3PrP+mbVb+6B5ZWAJgbqZS872JaedtrPmeKWq+l1Oq5Z4+vsh875nrEhF5Zn05sZyG/87rrOh2Ptq5Oln0gup82nm/H8XyQMO1heXpzHwbfEuSJA1RJtZaMDt3VdO81JjGlxXNre46vAisXG5qUpWZ6fuOFsF3N+PAvmKpsU1kvmfauNRYJ884L9awzjfkNd+QTzvPj5+xsLhc1Hyv/b7umOt8l69bWs6bxS2n/qyFFQ3XBoLwadPS/41IkiRtjfIP87auJd1p+fWrXt1OPsX3zsMLAOw7ZvJnDpSx3eEi+J6f6fTW+d7MOuVt/GBqptftfLmW4Ls37bwoP+gWU8DXW+d7xVJjI9d8B0sp9d7XC7471aXG+svgTSODb0mSpCGyFtaFVpXXP40N1zS+Xub7SB58tyHznQ1kvudnOuyZ6zI/k+28bufd/jrfdQTf/Wnn+coB1Wnt6y01drQ37Xy8mu+jveC7stRYWpnxXrTbuSRJ0s7T+m7nLa9ZV73Kmu877ysy362o+c5/dg8v5FPl52cyIoKLzz2V//iw4zZ83G6nfTXfda/zffqBPXSy4D8cvwvoB99plJrvxfEbri0uJRaK6erlByerN1ybzsy3wbckSdIQrV/nO+s3NZKyrH2Z7yhizMO9mu88S/tL3/vNmzpuKzPfnTzoXVpOzM9s/rrPePBePnPZUzhmNv+edjt5gLxezXe14dqov1rKzHfZJX3FUmPLKxutLVjzLUmStPP0aqZbGryW/ajaev2qVy/z3av5nvzg+4HTzusJYTq9kpJaDrclZiqZ77o+NCgD797xl8vge3jmu5w+PmrNfFlP/oCa7yzrZb77086nM/Nt8C1JkjREGby26Q/0KhuuqapTNL0qu53va8U63/n28EK/5rsO7cx8F8F3TUuNPfD4UXQ7H17LXe12Pur375jZLncfWXhgzXdGP/O9ZLdzSZKkHctp55omnUrme/dsp1f3PMkekPnu1hR8t7Hmu5vlS40t1dNwbVA3y1hcXiaNMe181A/2znzwHq696e7e+2ZXy3wv2+1ckiRpx2r9tPOWX7/q1S2aXt11ZKEV9d7Qn3XSW+e75mnnbfpgLV/nu75u56sfP43UcK1sSD7qZZxz8n6+ftcRbrrzSHGucp1vWC66nZfN2Ka127nBtyRJ0hBtrAut6pj5VkUWwXLKM99tqPeG/gdIRxZqzny3dJ3vxeXEYmPB92hLjXUqndZH/f59y0P3AfCpr9yRn6vodt7Nst4084Vlp51LkiTtWNHypbqcdq6qbidvenVXi4Lv/rTz/lJjdWjjtPMyW3xkYamZaee9bufr13yXRv3dePZD9wPwyRvuAPo131lGZZ3vYtq5DdckSZJ2npP2zbNnrsvu2clvTLUap52rKot8Wac7Dy+0Yo1vWG3a+c5tuDbbcPA908n6XcyHHL76PRu1bcD+Y2b4D8fv4tNF8F1+Ld0sY2k5sbycB/1ZQEqwNIVTzw2+JUmShvjec07i73/p/BXL8bRJ2xvGqV7lck93H1lsUc13EFFd53tn13xD3vm9iW7no3Yxr557WIZ80NkP3ddb5q7M4pdrz5fZ7l3FB53T2HTN4FuSJGmILAv2tiRDuJoy893EH+pqn06RZcxrvtszmyOL/EODiPqC724L+zmUddJHFpYby3zfv5h/yDG023mnkvke4xt4zsn7V5wL+mvPl3Xe5VJy09h0zeBbkiRpipVTQp12Lsh/Hu5fXOae+9uT+YZ+IDjXzcbKtA7Tr/luz70xU5nj3VzDtTzoHfZ9rgbc43z/yqZrALPd/syDpeXUy3QfM5t/jYtmviVJktQmTjtXVSfLuPPwUYDW1HxDPxCcr6neG6o137UdsnGz1eC7gXu62xl/2nk2RkR5zkPXznyXQf8xxRgvTGHHc4NvSZKkKdabdt5pUYShxnSyflDT1sx3XXo13y2KvldmvusP5Uaedr6BbucAJ+6d48Deud65ymMtpcTicpn5zsshFqew47nBtyRJ0hRrY1MpNadbCdjastQY9H9+68x895a6atG9MVOttW4gkpupZL6HfVu6K65jvO9fWfe9Iviu1HwfM1NOOzfzLUmSpBbJXGpMFdVAs12Z7yL47tYXfJeZ4zbdGjPdZjPf3ay61Nja35hsRc33eOc4p6j7nu2uDL57Nd+9aefTl/luT4tDSZIkja0Muu12LliZsWxTt/My1pufqS/gbPM639DMPT1qw7XuBqedAzzv3FM55fhdvQ9/epnvort5uayj3c4lSZLUKlkL61rVnOoMiDZmvudqzXyXS421596o1nw3cU9Xp7UPr/muXMeY378T9szxQwcf1j9W0e28nO4+P8WZb4NvSZKkKXbysfPsnu2wb749WU41p9ohu03dznsN1+rMfPdqvms7ZOOqwXETme9uZ7SMdrXefLMlLVmv4Vqe6d5VZr6nsObb38KSJElT7LwzD/CJVzy51kZVaq9qGUIZ5LRBed31LjXmOt/Djj9q5nuz375ur+Hayppvu51LkiSpVSLCwFs9ZcC275iZVk23bmKd7/5KALUdsnGz3a0Lvket+d7sdfQbrrnOtyRJkqQpUQZKbar3hmbW+e4tNdai6HtF5ruBD0+qQfWww2ebaLg2qN9wraj5nuJp5wbfkiRJ0g7Ry3y3rAdAf53v+sKXfua7TcF3fRnn1XQ7ozVS20y380FrLjXmtHNJkiRJbdWtTDtvkybW+e62cZ3v6lJjnfovfHbkbucbX+d7tWOtNu3czLckSZKk1uq0NPjur/PdRM13e6LvmREz0xvV3Y6a7yi6nS8NrPPtUmOSJEmS2qq9Nd/lOt/113y3qfFc40uNjTidvLOiNrzemu/+tHMz35IkSZJaql/z3bbgO9/u9G7nKzLfDVx4tZv6qNPO6+h2DnD/QhF8m/mWJEmS1HZlh+y2Zr7rbLjW9nW+m8l8b6Th2ubOWQbfRxaXAGu+JUmSJE2Bfs13u7qdl3HgXI2Z773zXXbNdjiwd662Yzatk0VvDJvpdr49S40BHFnIg+/5Ke523q67TpIkSdKGWfPdt3uuy9//4gXsbdmyazOdvEa6ieB7dgMN1zYbfHfXnHZu5luSJElSS7W35rucdl5f5htg/66ZRmqnm1ROPW9k2vnIS41llf/e3HWUY1tOO99VBN8L1nxLkiRJaquyprdtme8mlhprqzI73chSY9tQ810G/L3Md1nzbbdzSZIkSW31uNOO5+LHP5yzHrJ3uy9lLGV2db7Gaedt1ct8dxqYdt4dLaguZwtEbH6pscHM9/zM9HY7b1eBgyRJkqQNe9CeOS5/5jnbfRlj69V8m/lmplsukdZs5nuUmu86rqHba7i2TES/rn/Bmm9JkiRJ2lr9db4NX/o13/V/L1bWfK8dWPc6rtcQfGeVbuczWUZE3tF9cQq7nfvTK0mSJGmilVnY+a6Z717NdwORXHUd8WFhdRl013ENvW7ni8vMFMF/Nwu7nUuSJEnSVutnvg2+m8x8V4PvYYfvdOqbdt6pBN/d4vwzncxp55IkSZK01ZpY57utyuxwE+t8V7uYj1LzXce080512nmZ+e447VySJEmStlxT63y3UZmdbiL4XpH5HlbzHf1u55tVHuv+haVeNr+bmfmWJEmSpC1XBnlmvmG2WwaoTQTfoy011mu4VsM1dCrdzsuGbzOdmMqlxvzplSRJkjTRsghmu1mvM/ZOVmanG1lqbMTMd7eRmu+lFWuYLy6b+ZYkSZKkLZVlZr1L1bropo4Nw6eUd7Ky43q9me/y/DNZxoKZb0mSJEnaWlmE9d6Frar5jiGLjfWWGquj5ruS+e7VfHfC4FuSJEmStlpEMD9j6AL9db7r6DQ+qFpHPlLNdx3TzuOBme9ulrnOtyRJkiRttU7AfNfMNzSb+Y6IXgA+bEp5OeV92HJko+pNO19cqqzzHSxMYc13d7svQJIkSZKGOXHvHFOYCN2QmW5z63xDHtwvLi8NzXyXjdbq7HaeUj/z3u1kdjvfahFxSkS8NSK+FhH3R8ShiHhdRBw3xjGeFRFviIiPRsRdEZEi4h1jXsdbiveliHjE+F+JJEmSpI165TPP4Q+e85jtvoyJ0OsI3lDwPUpWu5cdr7HmG1YuozaN084nNvMdEacDVwMHgPcAnwO+E3gJ8NSIeEJK6dYRDvWrwKOBe4AbgbPGvI6nA/+5eP+ecd4rSZIkafNsttZX1nw3tezaKEuZdUaYmj6qavBdBvUznYx7jy5u+tiTZpIz328iD7xfnFK6KKX0iyml84HfBs4EXjXicV4GnAHsA356nAuIiBOB/w68E/jEOO+VJEmSpLo1nfme6ayf1e4F3zXWfEN/nfFuZzoz3xMZfEfEacCFwCHgjQNPXwrcCzw3Inavd6yU0odTStellDYyem8uti/awHslSZIkqVZNNlwDest9DVtqrFtnt/PK19Fb57vjOt9b6fxie2VKacV3PaV0N/AxYBfwuKYuICJ+DLgIeOGI09slSZIkqVFzM2Xmu5lQbqZX8732a8qAuY7Vzrorpp33u50v2u18y5xZbL+wxvPXkWfGzwA+WPfJI+LhwO8A70gp/WXdx5ckSZKkjbjo207mhD1zHDPbTB18d4Sa7zJIriP7Xj1Pd8U632a+t8r+YnvnGs+X+4+t+8QRkQF/RN5g7cUbeP8LIuKaiLjm5ptvrvvyJEmSJO1gJ+2f51mPOaWx4/carg2JFMvn6qj5rmbwZys13wvWfE+McpSbGJGXAU8EfjKldPu4b04pvTmldDCldPDEE0+s/+okSZIkqSH9hmvrZ77r6HZeDfLLzPdMlrG4bOZ7q5SZ7f1rPL9v4HW1iIhHkndR/8OU0nvrPLYkSZIkTbpR1vDu1LjOdzXzXf633c631ueL7RlrPP/IYrtWTfhGnQ3MAc+PiFR9kGfDAa4r9l1U87klSZIkaVuV085jhHW+6+h2Xs18T3u380ltuPbhYnthRGTVjucRsRd4AnAY+HjN5z0EvGWN574POAn4C+Cu4rWSJEmSNDVmRmi4Vma866757lbWMLfb+RZJKX0pIq4k72j+IuANlacvB3YDf5BSuhcgImaA04GFlNKXNnHeTwE/sdpzEXEVefD9yymlL270HJIkSZI0qcq662FhdUTQzWJoU7ZRVbPnM0VU3+1kUzntfCKD78LPAFcDr4+IC4BrgccC55FPN/+VymtPLp6/Hji1epBievhFxT9PKraPj4griv++JaV0Se1XL0mSJEktM0rmG/Jma3VkvjudSvDd6a/zvTCFDdcmNvgust8HgVcCTwWeBtwEvB64PKV024iH+jbg4oF9pxUPyAN2g29JkiRJO15Zd71eXN3NopZ1vjsr1vkup51npARLy6mWc0yKiQ2+AVJKNwDPH+F1h1hjZkRK6TLgshqu5UmbPYYkSZIkTbJRlxHrZDG0KduoqsF1GfiXU98XlpbpZJ1Nn2NSTGq3c0mSJEnSFutPOx/+um4WdGpISleD73KZszIIn7amawbfkiRJkiSgH/iuV8/dqanmuxrkV6edAyxO2XJjBt+SJEmSJKDS7XyduLqTxbpT00cR0a8d76/zXU47N/MtSZIkSZpCZdY5hi42lr+url5o/eC7yHwX28Up63hu8C1JkiRJAmC2O1rNd5ZRWyfysuN5f9p5UfNt5luSJEmSNI3KwHe9eu6ZTkYnqyec7GW+BzLgC1NW8z3RS41JkiRJkrZOt9ftfHjw/Yrv+xZO2DNXyznL4LuX+Z7SbucG35IkSZIkAGbLhmvrJLXPO+tAbefsB9/FNpvOzLfTziVJkiRJQHWd75q6qY2gP+08K65hOmu+zXxLkiRJkgB42rc+hAjYM7d1oWLZcK0Muu12LkmSJEmaag87fhcv+J7Tt/ScgzXfZeM11/mWJEmSJKkm/XW+BzLfBt+SJEmSJNWjXN6sbLRWNl5bcNq5JEmSJEn1yAYy32XjNTPfkiRJkiTVpNsLvgfW+XapMUmSJEmS6lEua1YG3TO9aedmviVJkiRJqkU/6C4y371p52a+JUmSJEmqRS/zna3MgFvzLUmSJElSTbqD63wXW7udS5IkSZJUk8Fu52UwbuZbkiRJkqSaPLDbeZH5tuZbkiRJkqR6dLKVGe8yA75ot3NJkiRJkurRyYJuFkSv8ZrdziVJkiRJqlUnotfhHCrrfFvzLUmSJElSPTpZMJP1Q9OIoJMFi3Y7lyRJkiSpHp1sZeYb8vpvu51LkiRJklSTTha9TuelmU7mtHNJkiRJkuqyWvDd7UzftPPudl+AJEmSJGnn+q5HnMCDds+t2NfNpi/zbfAtSZIkSdo2zz74sAfsm+mES41JkiRJktSkfNr5dGW+Db4lSZIkSRNlJstYMPMtSZIkSVJzvumE3Zy4d279F7aINd+SJEmSpInylh/7ju2+hNqZ+ZYkSZIkqWEG35IkSZIkNczgW5IkSZKkhhl8S5IkSZLUMINvSZIkSZIaZvAtSZIkSVLDDL4lSZIkSWqYwbckSZIkSQ0z+JYkSZIkqWEG35IkSZIkNczgW5IkSZKkhhl8S5IkSZLUMINvSZIkSZIaZvAtSZIkSVLDDL4lSZIkSWrYRAffEXFKRLw1Ir4WEfdHxKGIeF1EHDfGMZ4VEW+IiI9GxF0RkSLiHUNe/8iIeHlEfCgiboiIoxHx7xHxnog4r56vTJIkSZK0k3S3+wLWEhGnA1cDB4D3AJ8DvhN4CfDUiHhCSunWEQ71q8CjgXuAG4Gz1nn9rwM/DHwWeC9wG3Am8AzgGRHxkpTS68f/iiRJkiRJO9XEBt/Am8gD7xenlN5Q7oyI1wIvA14FvHCE47yMPOj+IvBE4MPrvP79wG+klD5Z3RkRTwT+BvjNiPiLlNJNo34hkiRJkqSdbSKnnUfEacCFwCHgjQNPXwrcCzw3Inavd6yU0odTStellNIo504pXTEYeBf7PwJcBcwC545yLEmSJEmSYEKDb+D8YntlSmm5+kRK6W7gY8Au4HFbfF0LxXZxi88rSZIkSWqxSQ2+zyy2X1jj+euK7RlbcC0ARMTDgQuA+4C/3arzSpIkSZLab1KD7/3F9s41ni/3H9v8pUBEzAF/DMwBl6WUbh/y2hdExDURcc3NN9+8FZcnSZIkSZpwkxp8ryeK7Uh13Js6UUQHeDvwBOCdwGuGvT6l9OaU0sGU0sETTzyx6cuTJEmSJLXApHY7LzPb+9d4ft/A6xpRBN7vAJ4N/DnwnFEbtwF84hOfuCUirm/q+jbhBOCW7b4INcbxnW6O73RzfKeb4zvdHN/p5vhOt82M78NHfeGkBt+fL7Zr1XQ/stiuVRO+aRHRBf6EPPD+E+B5KaWlcY6RUprI1HdEXJNSOrjd16FmOL7TzfGdbo7vdHN8p5vjO90c3+m2VeM7qdPOy7W4L4yIFdcYEXvJp4AfBj7exMkjYhZ4F3ng/TbgueMG3pIkSZIklSYy+E4pfQm4EjgVeNHA05cDu4G3pZTuBYiImYg4KyJO3+y5i+Zq7waeCbwFeP7gcmeSJEmSJI1jUqedA/wMcDXw+oi4ALgWeCxwHvl081+pvPbk4vnryQP2noi4CLio+OdJxfbxEXFF8d+3pJQuqbzl94Gnkc/5/yrwaxHBgKtSSldt6KuaDG/e7gtQoxzf6eb4TjfHd7o5vtPN8Z1uju9025LxjTH6h225iHgY8ErgqcCDgJuAvwQuTyndVnndqcCXgetTSqcOHOMy4NIhp1nxnoi4CnjiOpd2eUrpspG+CEmSJEnSjjfRwbckSZIkSdNgImu+JUmSJEmaJgbfO0REnBIRb42Ir0XE/RFxKCJeFxHHbfe1aTTFmKU1Hl9f4z3nRsR7I+K2iLgvIv4lIl5arGGvLRYRz4qIN0TERyPirmLs3rHOe8Yew4i4OCL+MSLuiYg7I+KqiPj++r8iVY0zvhFx6pD7OUXEnw05j+O7DSLiQRHxExHx7oj4YkQcLr7/fxcRPz64Okvlfd7DLTDu+HoPt09E/EZEfDAibijG97aI+GREXBoRD1rjPd6/LTHO+G7n/eu08x0g8i7wVwMHgPcAnwO+k7x53eeBJ6SUbt2+K9QoIuIQcCzwulWeviel9JqB1z8T+J/AEeCdwG3A04EzgXellJ7d4OVqFRHxKeDRwD3AjcBZwB+nlJ6zxuvHHsOIeA3w88Xx3wXMAj8CHA/8bErpd+v9qlQaZ3yj36vk0+S9TAZ9JqX0rlXe5/huk4h4IfB75P1nPgx8BXgw8IPAfvJ79dmp8oeV93B7jDu+3sPtExFHgX8GPgt8g3z1pMcBB4GvAY9LKd1Qeb33b4uMM77bev+mlHxM+QP4AJCKH4rq/tcW+39/u6/Rx0jjeAg4NOJr9xW/eO4HDlb2z5N/EJOAH9nur2mnPcg/8HokEMCTinF4R11jCJxb7P8icFxl/6nAreR/QJy63d+HaX2MOb6nFs9fMcbxHd/tHd/zyf/wzgb2n0QeqCXgP1X2ew+36LGB8fUebtkDmF9j/6uKcXlTZZ/3b8seY47vtt2/TjufchFxGnAheeD2xoGnLwXuBZ4bEbu3+NLUrGcBJwJ/llK6ptyZUjoC/Grxz5/ejgvbyVJKH04pXZeK39br2MgYvrDYviqldHvlPYfI7/854PkbvHytY8zx3QjHdxullD6UUvqrlNLywP6vky9TCvmHLiXv4RbZwPhuhOO7jYp7bzV/XmwfWdnn/dsyY47vRtQyvgbf0+/8YnvlKv9DuRv4GLCLfFqGJt9cRDwnIn45Il4SEeetUXdUjvv7V3nub4H7gHMjYq6xK9VmbWQMh73nfQOv0WR4aET8VHFP/1REPGrIax3fybVQbBcr+7yHp8dq41vyHm6/pxfbf6ns8/6dHquNb2nL79/uei9Q651ZbL+wxvPXkWfGzwA+uCVXpM04CXj7wL4vR8TzU0ofqexbc9xTSosR8WXgbOA04NpGrlSbNdYYFrNXTiav/79pleNdV2zPaOJitWFPLh49EXEVcHFK6SuVfY7vhIqILvC84p/VP8q8h6fAkPEteQ+3TERcAuwhr+U/CHwXeWD26srLvH9basTxLW35/Wvme/rtL7Z3rvF8uf/Y5i9Fm/SHwAXkAfhu4FuBPyCvNXlfRDy68lrHvf3GHUPHvF3uA34deAxwXPF4InmjpycBHxwoB3J8J9ergXOA96aUPlDZ7z08HdYaX+/h9rqEvPTypeSB2fuBC1NKN1de4/3bXqOM77bdvwbfimJr2/sJl1K6vKhJ+/eU0n0ppc+klF5I3jjvGOCyMQ7nuLffRsfQMZ8AKaVvpJR+LaX0zymlO4rH35LPRPoH4BHAT2zk0LVeqIaKiBeTd779HPDccd9ebL2HJ9Sw8fUebq+U0kkppSBPZvwgefb6kxHx7WMcxvt3Qo0yvtt5/xp8T7/yk5j9azy/b+B1ap+yEcz3VPY57u037hiu9/r1PrXVBEgpLQL/o/jnOPe047vFIuJFwO+QL2tzXkrptoGXeA+32Ajjuyrv4fYokhnvJg+4HgS8rfK092/LrTO+a72n8fvX4Hv6fb7YrlWDUHb+W6smXJPvG8W2Oj1mzXEv6te+ibxxzL81e2nahLHGMKV0L/BVYE9EPGSV43mvt0c5Na53Tzu+kyUiXgr8LvAZ8sDs66u8zHu4pUYc32G8h1skpXQ9+YcsZ0fECcVu798pscb4DtPo/WvwPf0+XGwvjIgV4x0Re4EnAIeBj2/1hak2jy+21UD6Q8X2qau8/nvIO9xfnVK6v8kL06ZsZAyHved7B16jyVWuPjH44ZjjOwEi4uXAbwOfIg/MvrHGS72HW2iM8R3Ge7h9Hlpsl4qt9+90GRzfYZq9f9dbCNxH+x/AB8hrEH52YP9ri/2/v93X6GPdMTwbOH6V/Q8n77CYgF+u7N9H/snd/cDByv554Ori9T+y3V/XTn6QN/RIwDvWeH7sMQTOLfZ/ETiusv9U4FbgCHDqdn/tO+Exwvg+FphdZf/5xTgl4FzHd7IewCuKMbhmtd/JA6/1Hm7ZY8zx9R5u0QM4Czhplf0Z8KpiXD5W2e/926LHBsZ32+7fKN6kKRYRp5P/ojgAvId8aanHAueRT484N6V06/ZdodYTEZcBv0g+k+HLwN3A6cD3kf+P4L3AD6SUjlbecxHwLvJfBn8G3AY8g3z5jHcBP5T8BbClijG5qPjnScBTyD9Z/Wix75aU0iUDrx9rDCPit4CfA24sXjML/DB5vdPPppR+t/6vTDDe+BZLmZwNXEU+VgCPor9G6CtSSv91lXM4vtskIi4GriDPnLyB1Wv7DqWUrqi85yK8h1th3PH1Hm6XopTgN8nX6P4SebD0YPIO16cBXwcuSCl9tvKei/D+bYVxx3db79/t/qTCx9Y8gIeRL1V1E3AUuJ68kcjQT3Z9TMaj+OXxp+QdV+8AFsg/kf0b8vVHY433PYE8ML+dvLzg/wEvAzrb/TXtxAd5R/o05HGojjEELgb+CbiX/IOajwDfv91f/7Q/xhlf4MeBvwYOAfeQZ1e+ArwT+O51zuP4Tub4JuCqVd7nPdyCx7jj6z3crgf5cnFvJC8nuIW8XvvOYhwuY42/h71/2/EYd3y38/418y1JkiRJUsNsuCZJkiRJUsMMviVJkiRJapjBtyRJkiRJDTP4liRJkiSpYQbfkiRJkiQ1zOBbkiRJkqSGGXxLkiRJktQwg29JkiRJkhpm8C1JkiRJUsMMviVJkiRJapjBtyRJkiRJDTP4liRJkiSpYQbfkiTtABFxVUSkiLgsImYi4ucj4pqIuKPY/6TiuRQRVw05zpOK16RVnlvx/oi4ICL+T0TcHBFHIuLaiLg0IuaHHP8pEfG/IuLGiDgaEXdFxL9FxJURcUlEHF/H90OSpK3W3e4LkCRJW2oeuAo4F1gE7m7iJBHxC8BvFP+8E5gFzgIuA54YEU9OKS0NvOfXgMsru+4DAvim4vFk4Jri+iVJahUz35Ik7SwvAh4FPB/Yl1I6HjgB+Jcaz/Fo4NXF40BK6TjgWOCVxfPnARdX3xARDwcuLf75WuDklNLulNLe4r3fDbyJhj4skCSpaWa+JUnaWfYAz0gp/VW5I6V0K0BE1HWOY4HLU0qXVc5xF3BpRJwD/CDwo8BbK+95LHlS4AsppZ+vHiyldCfwd8VDkqRWMvMtSdLO8q/VwLsh9wOvWeO59xTbRw3sv6PY7o2I3U1clCRJ28ngW5KkneVjW3COf00p3bPGc18rtoON0/4RuAV4CPAPEfFfIuKsqDEdL0nSdjL4liRpZ/nGFpxjWF32YrFdUfqWUrqDfCr6zcDZwBuAa4HbI+J/R8RzImKmgWuVJGlLGHxLkrSzLK3/ku2RUvq/5F3Nnwf8EXAdsB94OvB24JMRcfL2XaEkSRtn8C1JkkplVnrNdbjJg+HGpJTuTSm9PaX0YymlM4BTgJcDR+hnxCVJah2Db0mSVLq92D5syGseuxUXUkopfTWl9N+A3yp2PXkrzy9JUl0MviVJUunTxfahEfG4wScj4gDwk02cOCLm1nnJ4WI7sdPmJUkaxuBbkiSVrgauL/77iog4GLksIp4EXEVzfzu8PCLeFxHPjYhTyp0RMRcRPwT8QrHrvQ2dX5KkRnXXf4kkSdoJUkrLEfFTwF8BZwL/BNxHHnDPkzdAexHwpw2cPgOeWjyIiMPk2e7jgHK5sWuBn2vg3JIkNc7MtyRJ6kkpfQD4buCvyWvAO8ANwKuBxwBfb+jUbwZeQB7Yf4Y86N9XXMNHgZcC355Saur8kiQ1KlJK230NkiRJkiRNNTPfkiRJkiQ1zOBbkiRJkqSGGXxLkiRJktQwg29JkiRJkhpm8C1JkiRJUsMMviVJkiRJapjBtyRJkiRJDTP4liRJkiSpYQbfkiRJkiQ1zOBbkiRJkqSGGXxLkiRJktSw/w9g+OV2zawS4AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[111 26]\n", " [ 5 3]]\n", "Rough learning f1 score 0.16216216216216217\n", "Rough learning precision score 0.10344827586206896\n", "Rough learning recall score 0.375\n", "Rough learning kappa score 0.0828402366863904\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5984\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5853\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5749\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5639\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5530\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5420\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5295\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5185\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5084\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4945\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4826\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4713\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4604\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4475\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4366\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4264\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4160\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4049\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3955\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3870\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3781\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3717\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3629\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3553\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3483\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3394\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3341\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3266\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3222\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3133\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3101\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3038\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2978\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2932\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2872\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2843\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2798\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2777\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2710\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2675\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2639\n", "Epoch 42/50\n", "56/56 [==============================] - ETA: 0s - loss: 0.260 - 0s 2ms/step - loss: 0.2593\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2558\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2539\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2490\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2473\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2451\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2430\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2404\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2360\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[129 8]\n", " [ 4 4]]\n", "Final learning f1 score 0.4\n", "Final learning precision score 0.3333333333333333\n", "Final learning recall score 0.5\n", "Final learning kappa score 0.35745937961595275\n", "\n", "\n", "Executing fold: 3\n", "\n", "\n", "Model: \"model_21\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_22 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_7 (TFOpLambda) (1, 5, 8) 0 input_22[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_7 (Conv1D) (1, 3, 8) 200 tf.reshape_7[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_7 (Flatten) (1, 24) 0 conv1d_7[0][0] \n", "__________________________________________________________________________________________________\n", "dense_28 (Dense) (1, 25) 625 flatten_7[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_7 (Reshape) (1, 5, 5) 0 dense_28[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_7 (TFOpLambd (1, 5) 0 reshape_7[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_21 (Lambda) (1, 5) 0 tf.math.reduce_sum_7[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_7 (TFOpLambd (1, 5) 0 lambda_21[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_7 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_7[0][0] \n", " reshape_7[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_7 (Sli (5, 5) 0 multiply_7[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_7 (TFOpL (5, 5) 0 tf.__operators__.getitem_7[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_7 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_7[0][0] \n", " input_22[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_22\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_23 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_29 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_30 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_31 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_23\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_24 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_22 (Lambda) (None, 8) 0 input_24[0][0] \n", "__________________________________________________________________________________________________\n", "model_21 (Functional) (5, 8) 825 lambda_22[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_23 (Lambda) (None, 8) 0 input_24[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_7 (TFOpLambda) (None, 8) 0 model_21[0][0] \n", " lambda_23[0][0] \n", "__________________________________________________________________________________________________\n", "model_22 (Functional) (None, 2) 33877 tf.concat_7[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[87 50]\n", " [ 3 5]]\n", "Rough learning f1 score 0.15873015873015875\n", "Rough learning precision score 0.09090909090909091\n", "Rough learning recall score 0.625\n", "Rough learning kappa score 0.06904906117504539\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6020\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5945\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5879\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5809\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5742\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5678\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5602\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5533\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5478\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5407\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5322\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5254\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5181\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5096\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5017\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4940\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4866\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4769\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4673\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4577\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4486\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4404\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4301\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4225\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4145\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4050\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3963\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3880\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3800\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3714\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3646\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3561\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3480\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3432\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3337\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3289\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3228\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3178\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3136\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3065\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3008\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2962\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2917\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2868\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2848\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2805\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2772\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2753\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2706\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2662\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[130 7]\n", " [ 1 7]]\n", "Final learning f1 score 0.6363636363636364\n", "Final learning precision score 0.5\n", "Final learning recall score 0.875\n", "Final learning kappa score 0.6089008766014835\n", "\n", "\n", "Executing fold: 4\n", "\n", "\n", "Model: \"model_24\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_25 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_8 (TFOpLambda) (1, 5, 8) 0 input_25[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_8 (Conv1D) (1, 3, 8) 200 tf.reshape_8[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_8 (Flatten) (1, 24) 0 conv1d_8[0][0] \n", "__________________________________________________________________________________________________\n", "dense_32 (Dense) (1, 25) 625 flatten_8[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_8 (Reshape) (1, 5, 5) 0 dense_32[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_8 (TFOpLambd (1, 5) 0 reshape_8[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_24 (Lambda) (1, 5) 0 tf.math.reduce_sum_8[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_8 (TFOpLambd (1, 5) 0 lambda_24[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_8 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_8[0][0] \n", " reshape_8[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_8 (Sli (5, 5) 0 multiply_8[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_8 (TFOpL (5, 5) 0 tf.__operators__.getitem_8[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_8 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_8[0][0] \n", " input_25[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_25\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_26 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_33 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_34 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_35 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_26\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_27 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_25 (Lambda) (None, 8) 0 input_27[0][0] \n", "__________________________________________________________________________________________________\n", "model_24 (Functional) (5, 8) 825 lambda_25[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_26 (Lambda) (None, 8) 0 input_27[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_8 (TFOpLambda) (None, 8) 0 model_24[0][0] \n", " lambda_26[0][0] \n", "__________________________________________________________________________________________________\n", "model_25 (Functional) (None, 2) 33877 tf.concat_8[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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wqIyal0IZ6p0F1RqM2Gf8fm6v77lBoXvWl6WUL5NS3hRmH5j0e8+ahHOWYZgRwME3wzDrnTdCBTwPhkoZJK6Faj8GqNZJWfxE+HiDlLJj/J8C8VOFEPWM1z4u4/93ITJNujTnvfOeGxffQaS62KZcRaDBZarhkxBiHtn7baoJ62WpFv7SnEXznuuVu6GCMqDY+X5ESnl3znKQUnpSysug+p23ELXJy3tNIKX8HoDnAbg3/HeWeVSvXB0+PlUIkTrOEUI8CFHge9WA3x+I7++n5iw3iIwcAICU8kiY8fNn4b8eJYTYFj53L6KU5ecO6j03CN3uWQL5x5G+Z/JU8Uk4ZxmGGQEcfDMMs66RUu4C8JHwz9eSaZqU8jgid90/SamRRKjikSv5/1hP30CLQaW326+dgWq3lbZNEpGL+kuFEAnzICHEAxEZj00MoWszuaj/SVqtr0nojm5yInxMKKQhr4Xq+7teoZT6FwghzrefDIOllw76TcNzjq6D3xFCJJQ6IcQZAH4n/PN/rOeyJpgAFXiTEqgVwbzXhMohmXcNOlX2w+HjmQB+O2OZN4aPh5FvQNcT4f6mbgUvTTOaE0I8BGoSohRdjgWgWmYR5r59X/j420KIR5V93w1Mt3vWS6FMNLM4GT5uzllm7OcswzCjgYNvhmE2Am9G2HsWquaYeA1UH+8LAXyZaiRDU7BnQ/UprkC5C8da7IRtma4M/3yrEOInKK09NJL6GrJNcQDgb6AGyacB+AoNhoXiaVATA4n2ZxPCH0OlUC8CuFII8ZtCCJ1iL4TYLoT4BSHEJ5GctKCWPC8WQrwkdACHEGKHEOIfoWorjwz/I4yNd0EZNM1AnXNPCZUzCCEugXIbH6RBnsnfQGVcbAXwNSHEE+gJIcQToc7ZzVCKrd1GbrcQ4s1CiMebwV9YevDfUKZ6AeLtor4vhHiHEOJSIcSc8ZozhBDvhLruAHWdDQwp5Q+getwDwDuFEL9Pk2vhefaviFq+vVZK2UxbzwB4M5TB13YAXw2PL13jz4Sqge/lGv9lIcS3hRC/Y07gCCFcIcRPIjp23w0nGYm/B7ATQB3AZUKIF5NjvRCiKoS4SAjxV0KIV/WwTesZumf9lBDitXQuCyE2CyH+AsA7kX/Puil8fLYQIrXMYILOWYZhhgwH3wzDrHvCfrqfDf98DQUPYa/bX4NS4J4E4EYhxAko59rPQ9Xe3gfguRntvP4AanB9OlTQtCyEWIZKIbwgXHfWNu2CcmL3oNrGXCuEOAlgGcBlUA7grwwXb/X2yYdD2AboGQDugaoz/XcAx4QQR4UQS1D1iJ+Aygiwv2f+AapNUgVqQmNNCHEMyv37FeH/Pod1ipTyGJTauQwVfF4Bdd4sQaWSngfgJcZLBjbIDieMfg5KyXsogG8L1TJpGWoi6cFQwfnPpbTmOw3Aq6F6Ia+Gx3oNKph7PtTk1h+H7ZCIzVDXyNcBLAkhjoXvtQfA74fL/KOU8iuD+owGvwXVzq0GFRydEEIchTrPSFn8eynlezJe3zdhqvevQF2/jwRwVXiNr0BNUlQRXeNlEACeANWTfZcQoimEOAx1H/sSVF3wXkR9vWl7lgA8C8AtUK263ovwuoWaCLwdwBvQe7us9coHAXwr/P2NUOfyUaiA+01Q+/zdOa//D6jr+EIA9wrVjvGe8Mfc12M/ZxmGGT4cfDMMs1F4U/j4AESptZBSfgQqEPkXKIW7DhUQXw/gdQAeZgUUMF57PYDHQqUMHoS6px4G8E9Qg+1b8jZISvlxqMD7Y1ABax1KFX07gEchSnc8XvhTjohw4uIhUEHU16A+9wLUPtgJ4ENQNeG/YL3uOFTg8Dao4N2H2t9XAPgVKeXAU64nDSnllQAeAeD9UAPrCtQxfh9U//ldxuLHB/ze34Byyf4HALdCHS8R/v73AB4spfxWykufCaXkfgtqQmom/P+d4ed4jJTybdZrfhnqGroMqga6BhVw7oZKgX+6lLKX4LMrUsoTULXtvwV1bi0BmIcyDPwEgKdKKf9kGO9tbcfnoY4p3SNqUNf4u6Cu8dy6+gw+CzVx936o8pcTUOaOS1A9tF8L4KFSyttStueu8H1/D2q/HIPaLwegJlZei8i5m4Fy+oc6/98A4A6obCkBta9/F8DPIKd0Qkq5E6ru/7NQ9/ltUC3izoGR5TIp5yzDMMNFqLIkhmEYZtIQQrwJqkXT5aG7NLMBEEK8GEqVvEtKecG4t4dhGIZhmMHAyjfDMMwEIoQ4BVGq4ZfylmXWD0KIBlT6PcDHnWEYhmHWFRx8MwzDjAkhxMuFEK8WQlwohKiE/6uHZm/fhDJsO4TIpZhZBwghflkI8X+FEA8zDOcqQogfB3A5VDp/E6r8gGEYhmGYdcKwHFUZhmGY7pwP4A+hamn90OxtEdG9+QSAF0gp17P790ZkB5TT/msAyNBwbh6qHhhQxlkvklLeMabtYxiGYRhmCHDwzTAMMz7+A8qo58eh+rtug3IdvhvKDfntKa7TzPTzOSiX+EuhTJe2Q5k43QXlDP42DrwZhmEYZv0x0YZrYQuGN0K1xtgGYB+ATwN4Q9iupcg6/hbKTfgiqAHOGpTT6qcBvCtLUQr7n/4lgMcDaEA5ur4PwDullJmulgzDMAzDMAzDMAxjM7HBtxDiAgDfgap5/AxUX9jHQrVruB3AE4ukYgoh2gCuhWr5cxDAHFRAfQlUi5fHSynvs17zs1BtHZpQ7VCOAngugIsBfFxK+fwin2H79u3y3HPPLbIowzAMwzAMwzAMM2Vcc801h6WUpxRZdpKD7y9D9VV8uZTyncb/3wrgjwD8S5F+sEKIhpSymfJ/auHzbinl7xn/X4RSuTdBBfhX03qgjHB+DKoX7Ye7vfcll1wir7766m6LMQzDMAzDMAzDMFOIEOIaKeUlRZadSLdzIcT5UIH3PQD+yXr6dQBWAPyaEGKu27rSAu+Qj4aPD7T+/zyoWrwPU+BtrOcvwz9/t9v7MgzDMAzDMAzDMAwxkcE3gKeFj1+RUgbmE1LKJQDfBjALlT7eK88NH2/MeO+0/qrfBLAK4AlCiHof780wDMMwDMMwDMNsICbV7fzi8DHL7XUnlDJ+EYDLiqxQCPEqqFYum6DqvZ8EFXi/peh7Syk9IcTdAB4K1SLo1iLvzTAMwzAMwzAMw2xsJjX43hQ+nsh4nv6/ucQ6XwXgNOPvLwF4oZTy0Ajem2EYhmEYhmEYhtnATGraeTdE+FjYLU5KuUNKKQDsAPALUMr1dUKIHx3kewshXiKEuFoIcfWhQ3ZczzAMwzAMwzAMw2xEJjX4JnV5U8bzi9ZyhZFSHpBSfgoqbX0bgA8O8r2llO+VUl4ipbzklFMKOc4zDMMwDMMwDMMw65xJDb5vDx8vynieHMqzasK7IqXcDdX7+6FCiO1F3lsIUQFwHgAPwF29vjfDMAzDMAzDMAyzsZjU4Pvr4eMzhRCxbRRCLAB4IoA1AN/r833OCB9943+Xh4/PSln+x6Fc1r8jpWz1+d4MwzAMwzAMwzDMBmEig28p5S4AXwFwLoCXWU+/AcAcgA9KKVcAQAhRFUI8SAhxgblg+L8d9vqFEI4Q4k0AToUKpI8ZT38cwGEAvyyEuMR4TQPA/w3/fHc/n49hGIZhGIZhGIbZWEyq2zkA/B6A7wB4hxDi6VBtvR4H4KlQ6eavMZY9M3x+N1TATjwLwN8JIb4JYBeAI1CO50+BMlzbD+DF5ptKKU8KIV4MFYRfIYT4MICjAH4Gqg3ZxwF8ZJAflGEYhmEYhmEYhlnfTGzwLaXcFSrPb4QKop8NYB+AdwB4g5TyaIHVfA3Ae6HS1H8Eqj3YClTw/p8A3pG2Hinlp4UQT4EK8H8RQAPAnQBeGb6msMs6wzAMwzAMwzAMwwiOI4fHJZdcIq+++upxbwbDMAzDMAzDMAwzBIQQ10gpL+m+5ITWfDMMwzAMwzAMwzDMeoKDb4ZhGIZhGIZhGIYZMhx8MwzDMAzDMAzDMMyQ4eCbYRiGYRiGYRiGYYYMB98MwzAMwzAMwzAMM2Q4+GYYhmEYhmEYhmGYIcPBN8MwDMMwDMMwDMMMGQ6+GYZhGIZhGIZhGGbIcPDNMAzDMAzDMAzDMEOGg2+GYRiGYRiGYRiGGTIcfDMMwzAMw0wAUkq88qPX43t3HRn3pjAMwzBDgINvhmEYhmGYCcAPJD557R4OvhmGYdYpHHwzDMMwDMNMAIEMH+kXhmEYZl3BwTfDMAzDMMwEEEgZPo55QxiGYZihwME3wzAMwzDMBBDG3vAlR98MwzDrEQ6+GYZhGIZhJoBI+ebgm2EYZj3CwTfDMAzDMMwEQEE3x94MwzDrEw6+GYZhGIZhJgCq9fa56JthGGZdwsE3wzAMwzDMJEBu5yx9MwzDrEs4+GYYhmEYhpkAdM03K98MwzDrEg6+GYZhGIZhJgBuNcYwDLO+4eCbYRiGYRhmAgi41RjDMMy6hoNvhmEYhmGYCUBqt3MOvhmGYdYjHHwzDMMwDMNMAKR8B8F4t4NhGIYZDhx8MwzDMAzDTABU881p5wzDMOsTDr4ZhmEYhmEmgMhwjYNvhmGY9QgH3wzDMAzDMBOA1GnnHHwzDMOsRzj4ZhiGYRiGmQC41RjDMMz6hoNvhmEYhmGYCYBbjTEMw6xvOPhmGIZhGIaZAAJuNcYwDLOu4eCbYRiGYRhmAqCg2+e8c4ZhmHUJB98MwzAMwzATgO7zzbE3wzDMuoSDb4ZhGIZhmAmA084ZhmHWNxx8MwzDMAzDTABBoB457ZxhGGZ9wsE3wzAMwzDMBMCtxhiGmUYOnmzio1ffN+7NmAo4+GYYhmEYhpkApK755uibYZjp4bM37MWffvxGLLe8cW/KxMPBN8MwDMMwzAQQKd8cfDMMMz1QqQyXzHSHg2+GYRiGYZgJIOBWYwzDTCF0y2KzyO5w8M0wDMMwDDMBcKsxhmGmEQn2qygKB98MwzAMwzATAKlGAY9gGYaZItivojgcfDMMwzAMw0wAAQ9gGYaZQmjCkG9d3eHgm2EYhmGYBEEgufZ4xHCrMYZhphGu+S4OB98MwzAMwyR48xdvxW+87wfj3owNBbudMwwzjXDNd3E4+GYYhmEYJsGe42vYc3xt3JuxoeC6SYZhphEumSkOB98MwzAMwyTwOe185EStxsa8IQzDMCWQnLVTGA6+GYZhGIZJEEgeSI0arptkGGYaoe8KvnV1h4NvhmEYhmESBIHkllcjJlK+eb8zDDM9cMlMcTj4ZhiGYRgmQSAlm+eMGE7dZBhmGomydsa7HdMAB98MwzAMwyTwJeDzSGqkBGGtN096MAwzTfDEYXE4+GYYhmEYJoGUnHY+arjVGMMw0wjdsfgrozscfDMMwzAMk8APJAeBIyYawPJ+ZxhmeqCJWjaL7A4H3wzDMAzDJAgktxobNTp1k1uNMQwzRUR9vse7HdMAB98MwzAMwyQIAjbPGTUBOwYzDDOFcMlMcTj4ZhiGYRgmQSAlG66NGG41xjDMNMNfGd3h4JthGIZhmAQ+p52PHE7dZBhmGmHluzgcfDMMwzAMkyCQrGKMGm7XwzDMNEL3LL51dYeDb4ZhGIZhEgQBp52PGlaPGIaZRtivojgcfDMMwzAMkyCQ3Gps1JDLOaf7MwwzTUgOvgvDwTfDMAzDMAn8QEJK7ts6Sjh1k2GYaSQqmRnzhkwBHHwzDMMwDJOAAkBWYUcHq0cMw0wj0cQh37u6wcE3wzAMwzAJfFYyRg63GmMYZhqhWxbfubrDwTfDMAzDMAnY/Gv06AEs73KGYaYInbXDE4dd4eCbYRiGYZgENIji4Ht0aOWb9znDMFME13wXh4NvhmEYhmES+JwCPXK4zzfDMNMI13wXh4NvhmEYhmESUNsremSGj5l2zoNYhmGmhajP93i3Yxrg4JthGIZhmARc8z16zH3Ng1iGYaYFul3x90V3OPhmGIZhGCYB1x+PHjPg5kEswzDTgk47H/N2TAMcfDMMwzAMk8CntHMOAkeGmWrOtfbTxQe+fTee8dZvjHszGGYssF9FcTj4ZhiGYRgmgR5Mcc33yDAHrjyGnS7uPbqG3UdXx70ZDDMWpPar4BtXNzj4ZhiGYRgmgc9p5yPHFLt5v08XgZTo+DxTxWxMAp6sLQwH3wzDMAzDJNB9vjn9eWTEDdd4v08TgZSQkssFmI1J5HbO5383Jjr4FkI8QAjxPiHEXiFESwhxjxDibUKILQVfv00I8dtCiE8JIe4UQqwJIU4IIa4UQvyWECL18wsh6kKIlwkhfiCEOCyEWBZC3CqEeIcQ4pzBfkqGYRiGmTx4MDV6zF3Nkx7TBV0nrH4zG5Go5nvMGzIFVMa9AVkIIS4A8B0ApwL4DIDbADwWwB8CeJYQ4olSyiNdVvN8AO8GsA/A1wHcC+A0AL8A4N8A/JQQ4vnSKFAQQlQAXAbgieF7/g+AFoDHAPgDAL8uhHiClPKWQX1WhmEYhpk0Ah5MjRwz4Ob9Pl1QzN3xAzSq7ng3hmFGDNd8F2dig28A/wwVeL9cSvlO+qcQ4q0A/gjAmwC8tMs67gDwMwA+L6XUU5FCiL8A8AMAvwgViH/CeM3PQwXelwF4pvW6NwD4KwCvAvCbPX8yhmEYhplwKH2W02hHR6zmm/f7VEFBh+fzcWM2HtxqrDgTmXYuhDgfwDMB3APgn6ynXwdgBcCvCSHm8tYjpbxcSvm/ZgAd/n8/gPeEf15qvez88PHz9uugFHgAOKXbZ2AYhmGYaUZy2vnIibud836fJmiyhNPOmY0IlykVZyKDbwBPCx+/khI4LwH4NoBZAI/v4z064aNn/f/m8PGnUmrCnxM+fq2P92UYhmGYicfnvq0jR0pOO59W6Hh1+MAxGxAuUyrOpKadXxw+3pHx/E4oZfwiqPTwUoR13b8e/vkl6+nPA/gkVDr6D4UQXwPQBvBoAE8C8E4A7yr7ngzDMAwzTdBgitOfRwe3GpteAp12zso3s3HhjJ3uTGrwvSl8PJHxPP1/c4/rfwuAhwH4gpTyy+YTUkophHgeVG33awE8xHj6MgAfklL6WSsWQrwEwEsA4Oyzz+5x8xiGYRhmfMiwbZL6fbzbspGItRrjSY+pgt3OmY1MwJlShZnUtPNuiPCx9BEWQrwcwB9DOZn/WsrzDQAfgTJVexmA06EmA54N4BwA3xRC/GzW+qWU75VSXiKlvOSUU7g0nGEYhpk+2PhrPJi7mgex00VU883Hjdl4BEH8kclmUoNvUrY3ZTy/aC1XCCHEywC8HcAtAJ4qpTyastiroVqUvUZK+S9Syv1SypNSyi8CeB6AargOhmEYhlmXmAE3pz+PDq75nl7o0LHyzWxEWPkuzqQG37eHjxdlPP/A8DGrJjyBEOIVULXaN0EF3vszFiVTta/bT0gpbwBwFMA5QohtRd+bYRiGYaYJdt0eD+Z+54yD6YKVb2YjI61HJptJDb4p8H2m7TguhFiA6sO9BuB7RVYmhPgzAP8I4HqowPtgzuL18DGRMy6EqCNS3dtF3pthGIZhpo14EDjGDdlgmPE2T3pMF2y4xmxk6H7F963uTGTwLaXcBeArAM6Fqrs2eQOAOQAflFKuAIAQoiqEeJAQ4gJ7XUKI10IZrF0D4OlSysNd3v5b4eNfhMG2yeuhTOquClueMQzDMMy6w1RdOY1wdJi7mtP9pwvdaoyVb2YDEvX5Hu92TAOT6nYOAL8H4DsA3iGEeDqAWwE8DsBTodLNX2Mse2b4/G6ogB0AIIT4DQBvBOBDBdUvF0LA4h4p5QeMv98E4LkAng7gNiHEl6BU9icCeGz4+x8O4gMyDMMwzCQSM/7i0dTIiLudj3FDmNJot3M+cMwGhGu+izOxwbeUcpcQ4hKo4PlZUG7j+wC8A8AbMszSbM4LH10Ar8hY5hsAPmC87x4hxI8C+DMAPw3gRVAZAvvC5f5WSnlbyY/DMAzDMFNDwIZrYyFuuMb7fZqI0s75uDEbD8nKd2EmNvgGACnlfVDBb7fl7kHUfsz8/+uhUsXLvu8hqFZjryr7WoZhGIaZdgJ23R4L3GpseokM11j5ZjYeXPNdnIms+WYYhmEYZnz4sfRnHkyNCp70mF641RizkaH7Fcfe3eHgm2EYhmGYGJIV2LFgBtzcamy64FZjzEZGgmu+i8LBN8MwDMMwMczAj4PA0SG5v/rUwq3GmI0M+Qzy10V3OPhmGIZhGCZGwMZfYyHeX533+zQRuZ3zcWM2HgHXfBeGg2+GYRgmxl2HlvGL7/4OTjY7494UZkyY3ZI4lhgdccO18W0HUx7d59tj5ZvZeERu53zj6gYH3wzDMEyMW/adxDW7j+G+o6vj3hRmTLACOx4442B6oevE4z7fzAYkqvke84ZMARx8MwzDMDFoENlmBWfD4nMQOBbY6G56oXRbNlxjNiIBK9+F4eCbYRiGicHBNyM5+B4L3GpsevF18M33TWbjEdV8j3lDpgAOvhmGYZgYOvjmQeSGxTz0fBqMjljNN0ffUwVlm3usfDMbEAq62XCtOxx8MwzDMDECVnA2PFx7PB54v08vfN9kNjIUdPOcYXc4+GYYhmFi0NiR0843LqbJGiuwo0Oy0d3UEnDNN7OB4Zrv4nDwzTAMw8Tww/zJFgffG5a48df4tmOjwS3ephd2O2c2MgEr34Xh4JthGIaJwYZrjOl27rOSMTICKeGI6HdmeqDDxWnnzEaEa76Lw8E3wzAME8PXg0j+Et2oxGqPWcoYGYEEKo4T/s77fZrwOe2c2cBENd98/neDg2+GYRgmBqWdtz1/zFvCjAsz4ObB1OiQUqLiKumba76nC7pOPFa+mQ1IoJXv8W7HNMDBN8MwDBNDG67xIHLDYgZ+HASOjkBKuEIF3zyInS6o1JuVb2YjwjXfxeHgm2EYholBX6Jc8z0a9h5fmzi1zBxAcRA4OgIJuKHyzRkH0wW3GmM2MnS34prv7nDwzTAMw8TQhmus4Ayd5ZaHp/79FfjcjfvGvSkxAjZcGwuBlLrmmzMOpgsOvpmNDNd8F4eDb4ZhGCaGx27nI2Ol5aHlBTi60h73psSIBd8cBI4MKYGKw2nn0wjF3B5fL8w644s/3Nf1Oyrq8z2CDZpyOPhmGIZhYgQcfI8MGqhPmlpgBtycRjg6AtNwjff7VCFZ+WbWIattD7/739fiE9fcn7tcwMp3YTj4ZhiGYWLQoL/ts9v5sKFa70lTy8zxE8cSo0OlnXPN9zTCrcaY9Qh9Ny23vNzloj7fw96i6YeDb4ZhGCYGqZ4dj79Fhw0N1CcttdvnVmNjIZBAxQ37fE/YOcHkQ8dr0swTJ4U7DizhfVfePe7NYEoiw9O52cmfjKfvCc6U6g4H3wzDMEyMyHCNB5HDxgv7E01aoGUG3Bx8jw4ZU77HvDFMKeh4sfKdzqev24M3fu6WcW8GUxK6/6+284Nv+prg+1Z3OPhmGIZhYvhc8z0yPFK+JyzAZcO18RBIwOW086mE3c7zWQuV00mbaGTyofN6raDyzfet7nDwzTAMw8SgL88WB99DRxuuTdiA1NycCdu0dY0yXONWY9MIHa9J82+YFJqdMMuHg7Opgk7nbsE3K9/F4eCbYRiGiUGDR1Zwhs+kGq5xzfd4CLjV2NRCx4szhtJphcHbpGX5MPlQDfdal7RzrvkuDgffDMMwTAxuNTY6OlOQdj5pqvwksv9EcyDrMWu+J+2cWE98/baDA7+/0fEiHwcmTtNTwRuf1tOFVr4L13zzAe4GB98MwzBMDDZcGx3+xKadGzXfPJjKZdehZTz+zZfhitsP9r0us883D2KHw+4jK3jRB67C5bf1f7xM6Hh5bLiWCqWdcznFdFG25ptvW93h4JthGIaJwYZro6MT0IB0zBtiYYp3kzYxMGkcWW4DAP73hn19rysIgIrDrcaGCbk2r7bz+xaXQUoZpZ1P2sU8IbQ8TjufRoKCaed0VPm21R0OvhmGYZgYNDjimu/ho93OJyxV1Rwg82AqH6rbv+y2A333eJYAtxobMtoYbYAKtXmsWPlOh5RvOVm3OqYL9FVQXPnm878bHHwzDMMwMVj5Hh0UrE2aGiQ57bwwZJZ3fLWDH9x9tK91SSl1qzFOzx0OuiXYACe8zGPFNd/pNNlwbSopknZuZn5wuUx3OPhmGIZhYnCrsdFBgdukJRmY28NKRj5msPXlm/f3ta4gDL6F4P0+LIajfKt11VwHHV/ysUtBB988qTRV0OFq5qSdm6c7H97ucPDNMAzDxKBBKdcuDh8K3CatvpeCiYojeLDcBXKsf8CWGXzllgN9BV6BBBwh4AhRehD72Rv24q8+c1PP771R8IfQSlEH3xU1rJ601oGTgE4754mJqYLO7dWOn3nsZMryTDYcfDMMwzAxAq75HhmT3mqs4oqJU+UnDZqs+ulHnI59J5q48f4TPa8rkBJCAK4Qpc+Jb+88jM/f2L/p23pHK98ZAfKXb96Pe4+sllonraoeBt9870zChmvTCQXcfiD195WNGXDz0e0OB98MwzBMDK75Hh2R4dpkDVloe6qOw0pVFyh74ScfugOuI/pKPZeh8i1EeQXJl5KzVQqg+3Fn7KtXfuR6/Nf3d5dbZ3i9RME3XzM2pHxP2K2O6YJ5vLLqvmPBN39fdIWDb4ZhGCYGjRs5+B4+vm41NlkDFtqciltegd1oUKC1fa6Oh5y+iB/u6U/5dgTgOqJ0KUIQSHbaLgCV6Lcz9lXLC0rf+yjgqFddANmB/XrgTz52Az5z/Z7Sr6Oa70krsWHyMQPrrHZjsZrv9XvqDwwOvhmGYZgYFBB6geSB0pCZ2LTzgNLOHVaqukDXS8UVOGWhjqMr7Z7XpYLv3mq+fSk53bkAecq3lBJeUH4/JtPO1+9F89VbD+D7JV39PT8wzCXX775Zj5jBdJbyHTdc4+PbDQ6+GYZhmBjm4IjTWIfLpBuuVXtQYDcaFGhVXIGtc7X+gu8AEELAEeWDFC9QgSOnfeZjTi4mn+stQEymna/f+6bvl5+UbRqZBBycTRdFlG9zGf666A4H3wzDMEwMc6abg+/hQoHbpLkj+zJSvlmpyocU1KrjYNt8DUeW2z0HwDJMO3ccUXodFBCtZ9V1ENAtLS1A9nrchzrtvOLG1rMe8QJZ+p7QNBRTDr6nC/NwrXW81GW45rscHHwzDMMwMcy+xVz3PVxoEDtp6jKNn6qu4MFyFzydoi+wba6Gth9guZU+SO2G2WqsbClC5OLN12weeX2+KSAvuw99XfO9AZTvQJY+N83gex3vmnVJXPlOP3jcaqwcHHwzDMMwMcwxKQffw4VU00mr+dZu567Dg6kukEpadR1snasDAI4s95Z6HkgJx0FPNd+6RaDHxysP2k9pAXa3NmTZ61SPNXf9B99eEPSgfHPa+bQSC76zar6N052Pbnc4+GYYhmFimCrseh5ETgKdCTUhMvt8T9imTRw0gVJxBLbN1wAAR3qs+w5kVPNdNn2TzqEOK9+5+Dmp5boMpKzhWmAr3+vzogkCiUCWv1/Fle/1uW/WK+bhWm13Tzvnw9sdDr4ZhmGYGDHDNVa+h4pOO58wNYiCCdfhmu9udPS+UmnnAHBkudXTuqjm23VEedOvcHGeMMsnSjtPq/kO085LBs+BXfO9To8BZeiUvV+1PK75nlbMScAm9/keCBx8MwzDMDH8QAUAgOp5ywwPXWM6YUpZIFUA6AgeLHfDDwJUHAEhBLbNq7TzXh3P+2k1FuTUMjMRUYZAcj95PRogJt3O1+cx6NUNPp52PtBNYoaMebwy+3zHlucD3A0OvhmGYZgYvpSYqSoFh93OhwsN9idtwOKTAivYcK0bni9RcdVslVa++0g7d4SA45Q34SPVlq/ZfPL6fFPQXdZwLdnne30eg6hXd7nXcdr59GLe/1cLKN9c9dIdDr4ZhmGYGEEgMVNTwXeHle+hQoP8SRuQagW2h/TnjUbHl6g6ajjVqLqYq7l9Ga4JQYZrZVuNqUdWvvPJyxCggLyscq3TzqvUamx93jf9HicLTeWb05KnC/NYN7OUb+OQ8mRtdzj4ZhiGYWJ4gUSDle+RQAHApMVLQUDpz5wm2g0vCLTyDQBb52s4utJrzbcKvF0hSp8TpOhOi+o6ru3U+ykt7bzHtOqo5nt9p53rmng2XOvKt3Yewgvf/4OJayNZlnif7yI138PeoumHg2+GYRgmhh8YaeesfA8VGsRO2gCNar5dR0zctk0aHV+i4kbDqW1z9T7SzlW6v+ih1j5y8Z78a/abdxzCj7zhKzix1hn5e+carvXodp6s+Z78Y9ALfo/3K9M7ZNLaKg6L6+49jituPzSSCez7j60O7ZyLpZ0XUL4lNxvrCgffDMMwTIxARmnnHHwPF224NmEBrh9E6c8bZbDcK56vDNeIbXO1/vp8k+Faj+rrNKiut+47idW2j+Orve2nfvBz0s6pTVvZfUiXSC0Mvtdr6n+vmQGm8r1Rbid6YnXIH3i17eEn3voNfOb6vUNZf8xwrUjN9wY5vv3AwTfDMAwTI6Z8r1MFZ1LQhmsTNmKRUoZu59znuxt+IGNp59vmazjSY9o59fl2nfI133mK7qRxOGzFNo4UZHrPtHtbr27ekfK9vu+bev+Urfn2Nl7aud9jin5Z1to+mp1gaBNZsZrvjOCba77LwcE3wzAME8M3a75Z+c7F84O+Amevx8HssPFDBZbTzrvTCSLDNQDYOlfH0ZV2T8ZSMjRcEz1MeuS10Jo0KDNgHIEYBQdppmiUidIp7XYeTztf78p32XuCabg2afe6YTGqkiK6hoa1W+k+JkSxtPMpuP2MHQ6+GYZhmBjcaqw4z/+X7+Jtl+3s+fUUAExagKtbXnGf7654ftxwbft8DR1f4mTTK70utd8Bt4dWYzr4noIJs0OkfI/h3NLtxFLdzrOfyyNyOw+D7/Xqdt7jZGErlna+Me4n5Aw/7Akmmmwb1n2aTuXZqpvZ5ztuuLYxjm8/cPDNMAzDxPADrvkuyn1H17Dn2FrPr9eD/UkLvgNl/OUIbjXWjY4vUYkp36rX99EeTNdiNd9l085zFN1JY6zKd44xXa9p51Gf7+m9b37xh/vwwvf/IHeZXg3X4m7n5bdtGhlVVhMF+cN6F7oPzdUrmWnn8Zpv/r7oBgffDMMwTAwz+F6vrr2Dwg+CvoId2r+TFuD6gVnzPVnbNml4QYCq2WosDL6PLJer+5ZSQoY1304PrcYoIGpPQcrzeGu+1WPahJdOO+/T7XzSJtOKcN19x/GtnYdzl+m91Vi0PzfK/aTXiZyy6OypYSnf4Wrn6pXMtHPzI26Qw9sXHHwzDMMwMfxAojHFCs4o8XzZ10DbH3LKYK9Q2rky/hr31kw2ntVqbPt8HQBKtxujU0BlHJRP39TK94RPmAWB1PtmLMG33k8paeeUkt5zn283XPdkH4M0Wh2/632o14DSNFybtBKbYdGrM3xZRlXzPVtzM93OTd19gxzevuDgm2EYhokRSKlrFzn4zscLpE7764XOiAZoZQmkhOOE/aYnbNsmjY4fwHXSlO9ywTcFPjTpUTr1OYi2Z5I5sdYZmSqYRl7aeVQPXm4fUuBDGRDTkH1g0/ICSJk/6dNr+6xmx4cIL5GNYrjmaz+P4b4PtcUbVq21qXxnp51Hv3PNd3c4+GYYhmFi+IFExRGoVRy0JnwgP278oD/lmwb5k6d8G27nE7Ztk4YfyNS086Ml243RaeRot/Ny+93rsUf1qDlspOOPI/jOU7fpeix7TdPncB2BiiOmU/kOJ1rzTruele9OgLlaBcDGUUaj82y450KUPTWc9eua75qbk3bONd9l4OCbYRiG0Ugpdcpx3XXQ8fiLNI9OSs33F364DyfWOoVen2W4tuvQ8mA2sEf8QMIVAq4QG0ap6pVOEDdca1RdzNcrONyj8i3IZb7kmN2fEuXb3C/jbDWWqnz36XbuOAJV15n4Y5BGK0wNz7veab+UPWzNjo/Z0Edko2TSjKqkaPg132Haeb2CtY6fqmzTvYrLlIrBwTfDMAyjMRWcasVB28+q8crno1ffh2e89RuD3LSJIwiUQZYZQBxbaeP3/vtafPq6PYXWQQMncx3X3XsMT/+Hb+COA0uD3eASSKkCCSHE0NMmTa64/SBu2nNidG84ADw/brgGANvma6XdzqOa794yDnT/6mlSvscwsUPXWn7Nd299vh0hUHHFxGcfpNHqdA/ieq/5DnTwPWklNsMiqvkezfsMr+ZbPc7XKpAyypCILRPWfLts0FkIDr4ZhmEYDQ2GXUeg5jo913zfdWgFOw8ur+v6rw45/xoDbRqYFHW61jWUZgC/qoK246vF1PNh4IetxlxntGmEf/25W/Dub+wa2fsNAs9qNQao1PMjpdPOKYBDb63GtNv5ZKuu404793MC7EhFLKfQauVPqPvmNLR7symSdp42WVho3R0fszrtfP1+J5iMqs+3N/Sab1K+1eRJWq9vemvXEex2XgAOvhmGYRiNqXzXKr0H336PLWmmiTQViNJNj5dMOzcVQG/Ig7aW5+NfvrErNzXW7Dc9ygCp5QVTZ/LXCQJUbOV7rt6X4Vo/rcYmXfk+MjFp5zIRsJiKdadEAE3XrxBQyvcUlutQ2vlQlO+Oj7kweBt38L3r0HLprJReGLXb+fBqvtUj1eynOZ7TMa04Yl1PuA8KDr4ZhmEYjQ6+hQq+e02f7PRYOzlN0Gc0B+m0/44VVK3T+nwPu1bw6nuO4c1fvA3X7j6WuYwOvkdcw9fxg6kzq1LKtx1818q3GgsfRZ+txia93njcyreXcq1Ffyev5SJII2Oo4jilAvdJgZTvvI+tA8rSbucBZsLgbdyn52994Cq847KdQ38fOpeGXVpB55rEcN5HG67V84Jv9Tjq74tphYNvhmEYRkNjRjIOSqvvKgINXIc1CP3cjXvxc//07aGsuyhpKhClZR5fLRZ4pa9juIoJpSXnHdtAqkBi1DV8/fZNHweeH8T6fAOq5vvYSrtU6rKka6/HVmPDvuYGxeHltm7NNs5WY0DSGT6mfJeYOPSNY1erOFM56Vim5rusaVrT8zFXmwzl+8RaB8stb+jvMzLlu0cTvKJIHXznpZ1Hyve4j+80wME3wzAMo/GNL9Faxem5fpQGHp2Cwfvh5Ra+s+tw4fXftm8J1993fKwqqW5L5CcD56L12h0/UptoAOP3qC4VhQbOeendVPPtiNEGSB0/mHjl1sazWo0BqubbCyRONovX7Zs136rVWLnt0MH3hKc8H15uYfu8asc2TsM1IDlREbuWS5yHgVa+1b1z2s5hIEo7lzmb3rvy7WNmQoLvtheMZBtG1cu+197rRaHNn81NO1ePXPNdDA6+GYZhGA0pt46jWo21vd7czsvWfP/X93bjhe+7qnCqLa13nOZSac7INHg/vlZM+Tb3D/2aZsI2SIrsu0BKOA6lnY8y+JZTpxp6QdJwbaGhBqorGX1x0zDbValWY72lnU+62dfh5RZ2LDYAjMlwLcVfQT/XY9q52Sau4vZerjNOorTzPOW7vOGalBLNTjAxrcY6vhzJNoy65ntIWeexPt9AvvLdS5eGjQgH3wzDMIwm5trbR803DWqLKkBrHR9tPyic5k6DQEqVHAeRa3KK8r1SznDNXF8vA9wy0MCzqOHaKAfLXhCgM2Vp5x0/abjWqNJAtXh6K31s0UOrMSmlVpwmXXU9stzGqWMMvs3z2Va3zXOvzHmolW8hUHOnVfnuHnzrPt8l9g1N8pFh1zjnJaSUaPvBSLZh/fT5Vo+Far651VghOPhmGIZhNGbaedUVPTtPa1W44CiHlkubVU+DxrbjVL7TzNJoML/U8goNwL0g6hFtB/PDGsTQ+nNrvgMVSLgjNNCRUobK93QFLp4vUbVqvnWKZrv4ZyH1KEo7L1Nz3Fut8qhZaXlY6/g4bbEOYPyGa3aAbZ57Zc5Ds+a7Mq2txsKgKi+lPG3CsRvNcIJ0ZgKU744/moAYGJ3y7U1SzbfLhmtF4OCbYRiG0dDAyOm71Vi5FFga6K6mzKqnr18tP862VH7KBIM5KD3Rpd1YEEgEEqhX1KBGpw3rVmMD3VyN7gedV/MtZei6LUZWl1t2wmZS8IJAG4gRM6HyvdqD8u0IMrorvg3mMZpk1ZWczk9bGKPyHUs7t2q+U7JYyqzTcYCqKyZ6AiSLZqE+3+WDVwrq5yagzzdN1o5iAmDYGUzR+6j1D2u30r7imu/BwcE3wzAMo6HBlesAtYrbh+Gael3RQSi9b2HlW3ZXb4eNbqeWUvMNdHc8J7OnekV9Fduq0rCC3iLBt5QSbo+1x71CQeOku3WbkFpftYNvqo8sOJkExA3XHFEuSDF32SRPXhwOe3yfRmnn4zZcs/ZV3HCtzP6nY6e6REzyBEganh8USpPuxUSMlO/ZenyScRyQAegoJn2iSdThvldnyGnndBnMU9p5Xs234D7fReDgm2EYhtH4xiCy5g5A+S6Zdt4srHx3DyCHTV6rMaC74zl9Zgq+A72+4aozet/lBAjK7bx87XE/TGNveDpEdqsxUr6Lns9qXWplIuyvXmbQbp534yzF6AYp36eOMe3c3D12Zo75d5kA2lT+Ko6YqnMYiE9i5h2SSPku3oe+GZp2ToLhmla+R1jzPezJhkj5Hs770HpncyYU6Z3ZcK0YEx18CyEeIIR4nxBirxCiJYS4RwjxNiHEloKv3yaE+G0hxKeEEHcKIdaEECeEEFcKIX5LCJH5+YXiN4QQVwghjoavvVsI8VEhxEWD+5QMw0wjbS/AiYLtpKYJ+uKsOA5qFdHzQJ4CqaIqpla+CwYrNLgda813iqO7Oeg+1i34Dl9XDwO1yD19uIpJkTZwgVSlB9TyahRqBgU701TzTdtsG67RQHW1hNs57WIyuiuzy+PK9+TuvyO28j2W4Ds9U8X+u8y2+XriBFOpfMeC75zPbe67oruHJqBmddp5Dxs4INoFTOUGxchajYXn7LDehfZVverCEenKtx43cM13ISY2+BZCXADgGgAvAvADAP8I4C4Afwjgu0KIbQVW83wA/wrgcQC+D+BtAD4B4GEA/g3AR4UQwn6REKIB4LMAPgBgB4APha/9JoBLAHDwzTAbnPd+cxee865vjXszBg59kbsORqt8h4O6osEKDXYnQvnOqPnulnZOQZJWvmV8fUNLO6d919XtXKURAsOrJzTRDvlTNHqj4121Wo31m3buinLKd7zme3L3n1a+F8aofBtvaQfJ8Zrv8mZ57pSmnbeMlpJFar6B4sdOp52H18Q4jjnRTjHJHBajbjU2bLdzVwjM1ir5Nd/sdl6Iyrg3IId/BnAqgJdLKd9J/xRCvBXAHwF4E4CXdlnHHQB+BsDnpZT6TiiE+AuogP4XAfwCVEBu8g8AngPgzQD+0nxt+PpqLx+IYZj1w/6TTew93oSUEilzeFNLFAD0Z7hGA9eiKlzpmu8JSDtPq1EulXZOyndGzffQ0s797mZ1fiBDt/PwbynhYLjn+TQq316G8h21GisTfKtHRwg4TrnBdLyOeXL33+HlFhYbFT05MfZWY9b7m/uuzCSGWa5TdUUps7ZJwGzZmFvzbeyToucnKd8zVReipJfBoOn4o1e+h/1e9P0zNMM1I6ujUXVTJ8gjw0E2XCvCRCrfQojzATwTwD0A/sl6+nUAVgD8mhBiLm89UsrLpZT/awfPUsr9AN4T/nmp9d4XQAX1VwF4jf3a8PXrL9eUYZhStDrKoGachl/DgAYMrkN9vvtTvouqmBTElK759osHN4MmLa3Q/P34WhflWwff8UBk2LWCNH7ObTVmpJ2b2zRMouB7ekZvFKDZNd+6PrJU8B0Ncsu2Ggtiyvfk3pOOLLexfaEOh86rsRuuBZnPlTnn9cSJo1qN5ZV0TCLxmu/sz92LGzzd0xtVd+x9oEeZdu6Nyu186K3G1KMjBGZqTvp3dLhMxWHDtSJMZPAN4Gnh41dSAuclAN8GMAvg8X28BwXQdh+QX4HaL/8BYFEI8atCiD8XQrxECHFhH+/HMMw6ggYrZWo6pwEaDLuOSp/0AtmTAhuZZxVtNRYq31NkuGbXaANxtaxrzTelnVfjaedDV761E31en+8w7dwZXdp5WZ+ASYAG2BXL7bzqOqg4onDrPMDs891Dq7EeW2TZ3HN4BXuOr/X8+m4cXm5h+1xd7y9/DBMtvpSohZMl9kSPef2WmcQwe7RXXTFVpRNAPO08LzA1nyucdh7eoxtVJyyn6HEjB0BnhGnnvfRE7wVa/7CC3sjJX2Uv5NV8K8O1oWzGumJSg++Lw8c7Mp7fGT72VHsthKgA+PXwzy9ZTz8mfNwEYBeA/wTwNwD+BcAdQoh/EkK4vbwvwzDrBwr6VlrF+/hOA7byDfRmaqaV75Jp54VrvsPlx5l5oI1uZNKpfLbmdjXk61hu5561jmEbruVNXARGqzFgNArlNCrftK128A2ouu+e085Lpuea50o/E1J/+vEb8YbP3tzz67vR7PiYrbt6Umdcynd0zSXdzqmKqMx5aN43q64zVaUTQHm3c6D45CAppfWKC8cZjXljFi2tfA//vYY9iRq9z7DTztWjUr4rWO34+M6dh/GEN1+G3UdWYstUHIdrvgswqcH3pvDxRMbz9P/NPa7/LVCma1+QUn7Zeu7U8PGNAK4G8HAACwCeDhWM/x6A1/b4vgzDrBNIKVh3yjcNIsNWY0BvAa521C5puDZdrcaM+lDL+Xz7fB3Huhmu6T7f8RY8UZ/vwW4vQe+T22os9DKg9OBRDKh08B3IqUld1IZrbnI4laUSZRHr812y1diglO+TzQ6Orw2vsq7jS1TCcgYhxuV2LnW2SduTiecalXj3gSKYAUrFcSba9C6NwjXfZlp+wWu0ZaWdj9NwjY7LKNqdDds4k4javw1J+TbKYWaqDu47uorf/5/rsPdEE/cfW4stwzXfxZjU4LsbNMVc+hALIV4O4I8B3Abg11IWIVV7H4Cfl1LeJKVcllJeDuB5AAIArxRC1DLW/xIhxNVCiKsPHTpUdvMYJsZdh5axd4gpgEzvUEC60l5fyndgKDikDvVSQ+rrYLRk2nnBYMUrEEAOG3OAbbu7b5+vle7zTYM0b8gDxCLKt5QIDdfEULclbbvs3yeZLMM1QGU/lHI7Dw8HTXqUGcSara76qfnu+EGp3uRl8QOpz6lKyQmGQRFIqSe87PtTxw/QqKar4t3WCVCrMTHRdfdpxNLOczbdzAYornxbaecTUPM9im0Ymdv50Gu+pfahmKm6uPvwCo6uqInlqMe4WtYds6HetDCpwTcp25synl+0liuEEOJlAN4O4BYAT5VSHk1Z7Fj4+CUpZSzqkVLeAOBuKCX8wWnvIaV8r5TyEinlJaecckqZzWOYBH/00Rvwps/fOu7NYFLQNd+t9aV8e0bwTWpeL+qybhtVWPkOg++CA3/6gp+EVmNAsv57+3y9e6sxMlyrprudD2uAGBQIvv2w5tsZpeGasT3TknquDdec5HCqUS0ZfJutxkoGpnRM6xWnr33X8WUptb4sXhDofTUuFTSWdp7S53smdKovsx/1pKWIvDKmiaKGa2a2T9H7k2m4JsRo/COyiNzOh/9eI+vzTQHwkDp9BzL6HpitqyZZv/OU88PnKPimcQOnnRdhUoPv28PHrJruB4aPWTXhCYQQrwDwLgA3QQXe+7u89/GM5yk4nyn63gzTKyfXOjiy0hr3ZjAptNep8u0b6WO65ruPtPPCfb79cgZ2tN5x1nyb6hapD/Q5ti/Uu6bv0rKU3k/j2pHVfHfr8+0IOKR8j2A8ZZpUTYvpGqmj1Szlu0Qga7oKl23JRNdto+r2lQ3i+QGa3vpWvlXauQqw0/p8U5u4MgG0vm8KgYqrPtcoskUGxVD7fHu+nswtO6k0aLTb+UgyeUZj7jb8mm+pvT9++0nn4e2//Ej81MNO18+pR/V8hQ3XCjGpwffXw8dnCiFi2yiEWADwRABrAL5XZGVCiD8D8I8ArocKvA/mLH5Z+PiwlPXUEQX+9xR5b4bph1bHx/I6M/RaL0Q13+vr+JgKziAM1wqnnYfLF675njDlO63me7Xtxwa1NtpwrRpPgR2+23n3fafcziPDtZHUfE+x8u1mGa71onw7KN2SiY6pUr57vybavsRae3jXlBdInaLvOONJQfYDaaSWW8p3EETXY4n9qGu+jYyhaZlAAnqs+TZMNf/4ozfgqnvSkklV2jllGrhjOuaETjsfcoQopdTnxLDvncPuJx5I6JaTjzp7C372kWfC1RlRtEz8Pjgtnh3jYiKDbynlLgBfAXAugJdZT78BwByAD0opVwBACFEVQjwo7NEdQwjxWiiDtWsAPF1KebjL238RwF0AflII8QzruddCpcJ/I0c5Z5iB0fICrKyztOb1gq75XmfHx3btBXpVvqmdVVHlO0w7L+l2Ps7gu5MyEKXPccq8sgXJq/um1zQq8VZjQ+/zXUj5Dmu+R2i4Zk7UTItbNG1nuuFapZQhY1Q3XL7VGO26RtXty+xrFDXf5Aw/LhXUl2bauaV8+xIzVQqey6Wd0/wLZUFMk+laL32+6djtP9HEJ669H7/+7z/Ad3Ylh9jNjq+zCYQYbx/otk47H01ADIyg1ZjRdWMYSEP5JqjKRqedh/8fZWvKaaYy7g3I4fcAfAfAO4QQTwdwK4DHAXgqVLr5a4xlzwyf3w0VsAMAhBC/AeVa7gP4FoCX0+yNwT1Syg/QH1LKdvi6rwD4ohDiU+F6HwPgxwEcAvCSQX1Ihsmj5QVYaq4vZXW9QErBelO+B9VqzLPSsLsuH0YPRZXCSTBc8/2kUuuHrYq2ztUBqOD7tMVG6utJGaP9TKsbtlFPEcM1X0qlwDqjq/lumz2WpyR3kfZlVquxMoGs6ZjtlHQCp+unUXH7NlxreUFospT8TP3iBRJuOHIfm+FaEBmu2QGymXbul1K+zXT69MB+kon3+c5ezjxeicnCQOI3P3AV3vcbj8ETLtyul2t2Aj3B6I7Z7VynnY/IgRwYRauxYSvfUtd8E7YRJ02oVJxostbB4O8f64WJDb6llLuEEJdABc/PAvBsKAfydwB4Q4ZZms154aML4BUZy3wDwAes974yfO/XQQX7mwEcAPBeAH8tpby/zGdhmF5pef5Yv6iYbCjoW3fKt5E+Vu9L+Zaxx6LLF1W+i5iGDZs0FagTKnubZ6sAkNtuLHI7d2Pr0C1qxph2LiWlndMgayibEsPzp1D5puA7Vfl2Sk3O0QCWWo3R/4oEwTTwblSdvoJvz5fwA4mOL1GrDH7wbCrfYzNckzl9vv2g55pvOk5V3SVier67i6adx+958f/9+bMfhPd9+2689at3xINvL1K+3THXBNO1MXQH8pT9NCy04drQar6RCL61Eaeu+Y6nnfOwNZ+JDb4BQEp5H4AXFVjuHiA5xSKlfD2A1/f43rcA+KVeXsswg4AGQB3fh+cHqYM7Zri89Su3o+I6ePnTH5h4jnqXrlfl2xH9Ga6Z9YBF0GnnKUrh7fuX8Kv//n184eVPxikLSlGmAcc4DdfirbGiQV3FcXTwnZd2TgHmqN3Oab15x8YPa75dK71wmJjbMy2BS5R2nma4VinZ51s9Cpj91VX7nm7QrqtXXAQyTINOUePzkFLqScW1jq+v/0Hi+cHYDdeCADoYtM+zjuF2XuYcpNZ8AFB1KO18OiaQACvtPOeYxNzOrQyd0xYbuOjUBew/2YyvuxPV0QsxGrOzLOi7bNi3s9gkxdBT3MPPNDS3c9VqzMTugkGnhWso30w2PJpnmAnFDHhWhtj6hcnm8tsP4pt3HEp9Lurzvb6ODX2ZVkzjoF7Szsk8rHCrsey0812HlnFoqYV9J6Luj5OgfKfV9XX8ABVHYMss1XznKN+65jtUvnUa53AdeUlZzzVck2ogZSscw8QMdsr0WB4nw2w1BhRX6LThWrV3sy8zYGgNqe47pnyPyXzLC4LMVmPKCZ0mw4rvQ2rNB0RZENNiGggUTzuP9fmWNFmo9pMbdkewz9mW52uDu3Ebrmnle4Q132XOo16ge9Cw3kamKN92bTd9Wsf6P5MOB98MM6GYX4bseF6e1bYXC9Z6YbnppQ6e/UDqgerqOjs2qTXf/fT5Lup2nmO4Ru+fpjSPs+a7k1rzrdyctfKd027Ms2q+KdiOar4Hv82A4RSfZ7gWKLWDBl15Jkkfu/o+HLTUrl5I25+TTrdWYyp7qdiBNA3XaKxbVEGi5bJqmYtgbmeZSYNS7xFIuO64W42pAFmIlLTzIOhpH1JrPsAwXJuSCSQgrnznXetpbufmhK2b4tLf7Ph6grGskeCgaY0o7dyLZQgM9a1G4HaeYrgm0t+bJtaGpcKvFzj4ZpgJxfwyXFlnAd4o+Kev34nnvfu7fa1juZUefJfJSvjLT/8QX78tr7vhZBG1O+rdcE3KaHKi45Ws+c7Z33GzH3pufJkH6cq3MpSaqbqoVZzcmm/daqxipZ37wx1M0fvkpewHUiq3c63Api93cKmJP/n4jfjM9Xv73i4z4J6WlF3a5tRWY2GqbdFANurzjdIu89o5v9q72ZcZbA4r+E4o3+NIO5cSrgNUHSc17bzmqvO+TPYFteYD0FfG0LiI13xnL+el3PM8Y8I2zcG+2Qn0eTnutHP6Phq2MptmTDcsdM33kNafZrhmZ0RFfhVc810EDr4ZZkIxvwzZ8bw8e46t4dBSq691LDU9NFOCazMrIa/mW0qJ//nBffhGRur6JELjxYojUAsHkWXrqs0v3rQBbBBIXLM77plJwUKa8k1qhZeSljzWVmPG9vi65jtA1RUQQmDzTBUncmu+46nCUdp5/HHQmCnyWfihkmcrHDZ7jqnskkFkIJjrGHZ7nn5oeb4OIDq65jvFcK2mgu+0e0ga5sRX2UFs1OdbvWcvxyOmfA+hnEZKZeZGbufjcr4mX4aKKxKTFCpzxUHFEaWyL6hMA4jOhWnJ3gDstPNiyrftdl5xnFRDNbPV2LjayxFtX33OoSvf5nfVkM8DXfM9gj7fhN3Pm97adDtnsuHgm2EmFPPLsFflW0qJ3//QtbhyZ7f29uuPE2sdtP2gZ9fktqda7qQpQPGshOxB6mpbudWP0xSsLPRFbhqulVVwzIA7LXXzW3cexi+++7vYdWg5Ws5Qvu1BRJryreuWx9lqLNaXOlKtaWCyZbaWq3zT6223c23eNqzBVIF6eXK4dboosHuOq+B7ECrfNCjffiDxxLdcjo9fe7/+GwAqKWnnZZVvOr0dAZ12XrbmO1K+Jy/t3ExPBsYXiJFKXXFEYpKHPBvSnsvDl2bNt/plnPemshTv8500XKPzhpRve8LVdDt3UtLSRwkp36Os+R7259U130N6m7Q+33ZGFL03lZTI6Tn1xwIH3wwzoTQ7ZoDXW/Dd7AT43I378N27Nl7wTbW2vQ4iaZ+nBt/GsclTviljYZzqbFliNd89thqLpWOnDEBPhMfGzOhQipj64rYnK6Kab2PgJ7sHkMMmrnxHKZikfG2area6nWelnUcOssNSvqnXbXZ6chCo1NyuwXeofA9C3ZmGmu+1jo/Dy23cd3QVQDRplGa4Nhsq36sllW9hpPsXVbPoeohcvHv3aQDi97hB4VkTFeMKvr3w3K66TiJA9kLPhorrlJq4lUZqbtWZRuXbrPnOXs68TwfW/ariqsk6O9nJTDsfd/BNx3tYKjGR1oZyWND6h6Z8B0nDNT05aLUaY+W7GBx8M8yEYirfSz0G30utMABtT0/wNyhO9Bl8k8ldsxMkgiBKXatVnFzl+2RTbUNrjHXJZaHxottHq7G4a3XyS7gTrq9jDIT8QGKhobpf2sGKDr5Tgt1JcTvv6OA7aqW0aaaqz8M0PEv5jtyDh5t2bq43S53zJbUay09/3kvK9wDMpcx1TKrbObmAU1p2XquxRq1szXdUN2m38ukG3aMoyOnFcK09YuW7MibnayqpsNPO6T5UcRxUXaGv6ULrjNV8q8dp6VUPqO+omjUJCAD/fMWd+Lsv36b/9gKpJ2V9636llO/kOev5gZ6cGn/a+WgM12JZWiMK9If1kdIM18iTIko7l7H/c/CdDwffDDOhDMJwjZTFYZnnDJr7jq727VBOnKTgu8faRVOVtZVYykrYOlvronxT8D09gzBKhXbd3oPvWFCaMgClARA9R4MHCr7t85UmO9LUhPH2+TZTMKMJAgouZqoumjnXXseu+baC7qH1+TaD75T9J6XU7WUcJz8IpLTzgSjfnnneTObgjc7dpkfBN6l+Kco3pZ0XVb7DQ+GIqGVP4ZrvhNv55NV8R0FaqIKOMe1cpZY7lo9ENDngOkKXthRap4xScelcmKq0806gyyTMwOm7u47gm3dEmXN+IBNBOu0ntd+cxH3LVMsdMV4zrrQSpmEQ+24Y8r2MJnmG53aeXfOtVffw/2XvWxsVDr4ZZsi0vQDvvGxn6cFMrNVYj4Zr9Lq1nABxkvjTj9+I13zqpr7XI6UcmPKdtg4K+LbM1XLdzk8OOO187/E1HewMCxovumFNJNBfzXdaUNbRwbeMLbNQV+257GuFlktzFx/nADfNVIfSVgGlQjZz0ncjkyxHv9Z8HF7aeb7yHdUeR4ZrWQO7+3Xa+QBqvrucN5MApWNTNhGp9RVbGkJkuFb03q8HsMZ+L5x2Poiab2PyY2TK9zgM10In/1rFianb5kRKxXFKZXNQaz7AVL4n8xxOo+WZwXf0fz+QiXKQRHeGmOFaMrCNBd/OmGu+dbbVcN9nlMr3sK8hKSXsqhphZeYE1rXNrcby4eCbYYbMNbuP4R++ege+tbOc47VZc7fcY/C8nFO3PIkcX+tg95GVvtez1vF1wFa03tJmuRWlCyeDb/X3ltkq2l62qRup54NKO//d/7oGr/7EjQNZVxaR47L6gq1VHO02XpR4kJyifFPauVXLTcq3rRan1nyT8j2E2tSipPW89Qw350bVzT32nh9AiMgd2a6hHNbY3Rz8pk0M0fOuY6QRZgzwKO28Peia70lNO/cylO+U4FvXfBc2XFPrEkarsaID94G4nRv7PC9jo1fomEYqaHbwfd29x4Yy+RQEYVYHmaqlnHNVV6DqlnU7l0m38wk9h9Noeb6eLDInfAIpY+dSqvJt1HynOdj7xr5J6wM+SrTyPcKa72G3VovSzoelfCdbjUXlSPGUd/ru46zzfDj4ZpghQ27HecZLaZjptL0q35T2vDaCAGXv8TVcfc/RvtbR8nwcONlfezAAsTrbom1+bMy0cztzoG0o30D24Jr2/yCU7/0nmrjh/hM6nX5YmG1jAKDuOqW3P+5anfwWbvvxYFor3w2lfNsTJq2UVEFd890lyHjZf1+L//re7lLbXxRTNdM1336AqkPKt5urfHfC9FedwqdrKMM0wmEp38YxSTu2tG+FEJHCkTKaWmp2dHbHIJTvTpfzZhKgyZSmVfOd1uebzM+K3oPSar4Lp50nlO8egm/jXBhK2rk1UZFV/7v7yAp+/p+/M5QWjXQeu0KZqnVSsley+lXnEUgkar4HMSE1KrKU7yBITopR8B1Y9yvXUWUq9n0rnnY+3prvzhhqvofdNjFSn4ezfvPcJlzr/mRO2Jp/M+lw8M0wQ+boShh8r2W3HEqDBnlVV/Rd891rAFqGN3/xNvzuf1/b1zraXoDllqeD1l4xg+9ele948B3/VtNp57NhsJhhuhYp3/1/K15+28GBrSsPGihQLNGo5dct561D/Z6tfNPgtGMp34mab618pwTfXfbH9+8+ghvuO15m8wvjB0FkPhRE20gDzXrFQdNLtk4jyIjIsdRlPyXNfrDbnZ92TpvrGhMDaQM7swRiEANMzw8m3qyKrj86R5W7vUjURAJRq7E8XwiTWLq/k59xkHwtBd9U891D2rnxmuYQTCLNTgr0mD6po/ZX2e/MMtvgOKG6bbZFpBIC10HVdUqV25itxkj986dJ+e4EWvkObOXbuMf6puFaEP0PgG7RllrzLSjtfHhBYhHosww7NoyZgw691Vj4mYaU6h3IqKSCyGqFSOc+13znw8E3wwyZY2HwfaxH5XvrXC1Wf1yGUaWdSylx1d1H+1Zl6TMfONnsaz0nVrNTxotSpOZ766xSvlcyBteDNFy77NYDA1tXHqoHblTTNV+vxCYiimAOOtOCAF3zbSnaOvi23c5T1IqircY8q2ZxkHSM+kfPCJgp7bRRdSFltjpP9eG2eQ2p6EMzXOuSdu5rBTZfydhrBN+D2McdX+qAtYzT9CihMoemEXyntRkDgNkaTSYV2zeBsd+71drb0O7Xhms9RDhxw7X+j+c1u4/i/d++W/9dtNVYUPDa7gWzJZJKO09O6FXJCb3EOWi2GotKNQa11cOn5fmphmu+lPGWitKo+U5xO3es/uhSypgZnTvmmm+a8B1pn+9RKd9Dehsy3zSx281p5ZvuWxN6/54UOPhmmCFDQffx1ZLKdzhg2zZX7z34HpHb+Z7ja9h/somWF/Sl1tFga/+J/lLPjxuTAL2mT5qp/ongO/xbp513Ub77HUSutX1ceefhgayrG2Z9HqCC77KZF+bgKy0o00ZribTzrJrvuNs51W0C3dPOfV/2ncJ8YrWTOpjwA4l6OGDVNd9+EFO+AWSmnnu+CtRpebvF2LAGMGYaaNrxiYLA/LRz6vG9ebY6sD7fpL75E6t8h63GOmQaGOhg0oaOf1HDSzrcoodWY9rtnFqN9XCfiAXfA/jO+NR1e/C2r+3Uf+tOCuFkRZbhmjZTHMK9zlTfK5a6HU87d0oF3+Y1JVImTqSUpccAo6TlBTprwrzUAxk/l3w/qvkO9D2PJjQcVdOdkqEUSzsfa823H9uuYZHmTzK891LrH1qf75xWY1Haefh/l2u+i8DBN8MUxHb9LArVfB9bKat8qy+JbfO9K9/UH3wY9Xsm1+w+pn8vmmKZBg22+m03ZqadD0T5zlBit851U74HY7j2nV2H0fICnLNtdug9w4MgHnzP1d3S51+aC7iJnXYetRpLr/nWJjlWa7Ka68APZO7gxgtkX47oJ5sdPP7Nl+HLN+9PPNfxg6ivsmG4VtVu52owm3XMqCe4bV5DKdfDGqR6vtRtsNIyKWjw7AiR6Odqcv/xNdRcBzsWGwMxl+r4gVaLh10n2St0LtIEHE2gpOE4AjNVt4c+3+Vb9ug+36Hy3cv+i6WdDyD49gNpGZpFyjKQXf9Ln2UYWT6+cW5XLXWbvt+rroOqZcbWjUBG2UJ07MxL5ru7juAxb/oaDi71l9U1LFpeRtq5df/0AqmzKyLDtajm2y4l0DX2xjEfpypqfpZhBatAuj/JsKDzdFgfJ81wTbeg1IZrpHxzn+8icPDNMAX5uy/fjue/57ulX3dUp52XrfkO4Ahg00wVKxnKajd0zfeQle+rDKO1XmusgShI6Tft/OSAa77t/UdZCZvDtPOsCYdBGa5ddttBzNVcPPmB24fu7u0Z9XkAMF+vYrnk+Wf2y83t80213H6Xmm8r6KYvdhos5u3fXifNiMNLLax1fOw7kTwn/UDqAFtPDPjR5IUOvjOOWceXqDpRgGvXUA5r0BZIiUbOvouca00FNrmevcebOH1zA/WKMxCDNM/Yn5NruGbXfAexySqbmVrx4NvMOCifdm4p3330+a65zkAmbD1fprbyitV85ynfQ8h+iCnfjhMLsE3X7kpZt/MgUgfTjt3BpRY6vixtvDoKPF9lrM1U4y7mgPoMHWsf2W7ndn90KaPAlubkJqXPt9lOb5hBsZ5ocoev9A/f7TzZ5xsIj6VW3dX/olZjTB4cfDNMQW7bfxK37jtZerb0eB9u5/WKi4VGpe+a734C4iJcfY+pfPf2Xp4f6C/l/f3WfK919ACod+W7g00z1dR1JGq+M4LTkwMwXJNS4vJbD+LHLzoF8/Vq6bZfZfEDqWe1AWC+7sbarhVbh9rGRtVNVeDs1mEdnXau9rc92UEDJrsPNtUo5gXfXhD0FXzTNZS2DrPnbbRtASqhEhqlnaefH34gUXEd3UM1cg8e7mDKC2TuvovUQehtSxuo7jm2ijM3zyTSd3ul7QW6PdfkGq6FbufhMaUJlCxmqm7heyIFKmbGQdngm5TvXiYvKNhdnKkMJO3cs5RvM7gFsg3XaEDfz6TlfUdX8epP3Jg4L7WfQWi4luawX6HAvEyfbxl39Fb/iz8PdA/4jq209YT9qKDvp5mMtPNARtejZxquWZ/Jdc2JxOh+CESKaFkX+UETa5s2AuWbsrOGyfBrvpNp50D8+pVWhgMr3/lw8M0wBTmy3EbLC3RAVZSjqz0q3x0f9aqD+XplAK3G0h2XT6x1enZSN9dx+4ElPPSMRQDoeX1mgNpvzfeJtQ4WZ6oq5bOPHumnLNQBJNPOaQC+mdzOu6Sd9zeIVPX0T3rgdtQrqu3XMNPlzEEkAMw3KqUzL0gxalTd1CBKG65Zrt4zVReuI5L72zJco0cK1Fp++vaR2Y+pdpQl7xh6QVQnaapAFUv5zqr5pnphMuzyrP0xNOU7kHrfpQVp0ghQ6FxIO+f2HF/DGZtnEsZVvaKU73ga/6SRUL79aLIljZkS3QLMPt+ipGkXDYIbfSjfZsu/QWRLeYG6/gLj2gCimu+uyncf980v3bQfH77qPuw+shr7P+3PtACbfq84TmnDNd9QB9NqvmlV3a7pV3/yRrzyo9cXft9BQOd0IyPtHIjfq7OU76rj6InbyJ9DrccxJibGGZiZ9evD3AxdGlXpHnzvP9HEyT46vNB1O6yPE8ik4RoQP5ZmthQw3JT+9QAH3wxTkMPLKiA8VLJm6/gKGa51St2QlPLtYK6uVIheBuJm0J6mvr7sv6/Faz9zU+n1mlx37zFICfz4RacA6F1pNgda+08ma74/ee39+P0PXVtoXSfWlGpdJuXTZrnp4ZT5MPhOaX1VdQUWQ6U2KzilyQ9bASoD1ZNvna3pQc8wHc/N4BEA5urlMy9o4NGopqcj65rv8DFq8SNSlUKtlNvBepe086K9wPOgY5gWzPhGsKiVbz9yv6bnsto2qWWjFGNfSkgpEwPXQWOmd7dTJi4it3Mj7dy6d7W9AAeXWjhz8wxqFacnd22bjh+g6jphMD+hyrd2Ow/0scoyXAPUBFFR5Zt2sTnpUVr5rvaeOUDn+EKjUjj4PrjUxJHl9MlSs/2euY3d+nwX7WSQx65DywCSWSfxPt9x5dt0Y6845UoppJTa6dlJyVoornx3sD+lxGWY0GTybFWV/aQp9lHpT6A9DuzPlOpfoSc0JiP4bvlBdL8d4gQfnftFgu8Xvv8H+H9fuq3n96J9PErDNSBev2+2p1SvGcqmrBs4+GaYAkgpcWRZKdcHTxZXZdtegKWWh/l6BW0/KBUIUtr5fF19IfaSep5nGgYAe0+sYd/x/r7or9l9DK4j8MQLtgPoX/l2HZGqfH//rqP46i0HCq1LB98lUj5tlloets7X4IiUmm9P9Xem4K+b8g30HgDSezeqrk5jHmbwrWoXDeW7VkHbC0oNhD0jEEhL3ewYAznAbPHjoJFiUBU51MaX75Z2TtvRT0q0Ns3LcG0n8yGaGPCCIKF8Z9V8U5sqEdb4BqFSSAyt1ZihfOfWfBvBtz2Y2n+iCSmBM7cMTvnuhOZlZVXHUWKa57W8QBmuZbQaA9Q5ULR+up9WYzQIpntEu4fjQdfJYqNa+Lvqjz5yfeYErnlNmI+65jvDcI363PczaXbnwYzg2zfTztPdzmkCqEyfbj9IazUWfTapg9H849IJgtKtHfuF7k8ztXhQDUT3oI6RfZRQvo10fTvt3EzzB8abdi7D+vVGSku1QUP7pFZxur7P0ZV2z+Mw8ztj1DXf6ljG35vTzovBwTfDFOBk09MDgUMZs/xpUL33edvnAJTr9d3s+KhXHB189xLULuW0ywJUi6zVPtMLr7rnKB5y+iK2L6j6516NeigIOHPzDI6stBJBwUrbQ8sLCikypvLda/rkUtPDYqMSpq4n087rVRe1ioOa62Al5TNLKbHc8jBXwBQsD0pZrlcd3dZqmO3GzJY5gEo7B8qdfzRonam6qUEZTR6QskQDu4orMFNzkq3GLMO1hPKdMUj3Bxh8p6Wu+2H9oxDxiQFSQqn+NuscVCpSvP51FC1q/C4139rt3FDlbYfi+4+rdN5B1nwr5Vug6gxmfcPAnPhqdvywxj9f+S5uuKYeYxkHBc+BKO28H+VbraNMzffhpTYOL6eXVEXXXzJIA9T1PnzlO73m23WQmDSifeY6PRiuSRlLrVb/M97XClKy8AOps21GRbLm25w0UI8d4x5ct4JvPwgghJWxQZ/XSPMH1DJpu6Dl+fjo1felqreeH+AVH74Odx5c6uNTqm2XMrpGhtmHvUzNtxfIWIeWUu+TcqwGTVbNtzLPk3oZYU4aTubte2Lg4JthCmCm1ZVRvinY1sF3CSOVlhegXlVp50BvyvdSs6PbYaUG322v55poQN1wb7jvBB59zhbMhS2C0gLRIpCidM62WUiJREsWUrCLqAJU810m5dNmuakyFmZqbmKCotUJ9ABktu5iNeXYrLZVqcD2sG68V7Wa9ku9YirfwzPQs/t893L+0aB1pupm9PmOp52bg/LZaiWRSaBbjVkmPnnqrVouPvjvBfrcaenZnSCA6wo1iDfeiwaa9SJp52EKJ6Xw2U7Dw8ALIrfz1FZjhgJL54I9gNwbKjVnbp5JtGzqebso7bxk4DNKzP211vFjxzuNtMm7LMya715bjZEq2Y/b+UK9irV2sdc3PV+3XbOJSjHi12+s7dQQDNeOrrT1d6/9vRdrNVaxa75J+Q5V8TKGa0EUeAjLQNH8vVsg1vHVpO0oa2bp+yRShKPn9ASKJxGEwSt9D5kGkWYpgfqfle1AbdhEekbPlTsP408/fiNu2Xcy8dzBpRY+ff1efGfXkb4+J53fjUrcMG4YRDXfbvdj7gU9B9/mfXJYCQVprcYAdazNmm+BSCGX7HeeCwffDGNwze6jOl3NxJzZL9Onk1xLzz9FBd9lHM9bno9GxdXKY9ngm5RXXbecMgBc6/h9OaE3OyqV/tTFulYh04J5KbvP5tOg9qytswCS7cZIeS1iTHJiVSnfZVI+TbywRGC+HqrnCeU7Cr7napXUCQeaJNgWTn6kDSTX2n7X7SPlplF1RpJ2bivfC70E35QCW3VSg7KOlY4auSA7aNRcrFlqVeSOHn7Rh09TT+iuNd997C9d852hfFe1cVM0uKaAOlK+sw3XaF9TAG9OFAyz1Rj1+U6bmDCDpLT6VQA4tKQmIU9drCdaNvVKJ6yXr7jlnKZHSTumfAcxd/s0ZkrVfEeBYdm0cy+8bikI6mXCqeMrBXOuXskMqG1anSDz/LYNuaKWVJHhWtr9gf5XtLNDs+PjDz98He47qrIxzO9wO+uE9mfFUb284zXfkeGa6widol6ENLdz89DJgsG3H6iuH4Nwmy+KVr7TDNd0zbcfMxED4sfVNZRtwOj/bBmuZZUaNA0vBRtavt82m3TtjiLtXLf+qzhdg/xO0Efwbdwnh1bzHWQbrtHnlJCxjB3OOs+Hg2+GCWl2fLzo/VfhLV9MGl/ElO+lftLOSyjfnUC7nQMo7Xi+1vERSDU4pr9N2l6Aji/76udKAdlCvZKrfF9+20E85k1f0/sjDRoAnBMG33bdN23/yS5fUlJKnXZeJuXThAzU5intPGXf0QBEqevJY0NB2/Z5Ur6T2/Gqj93Q1dnWVCV0Peewg2/Rp/Jt1nznGK5RQKvTzh2BmaqTmOywXdFpwFHUcG0QrcbSUttVT28nlr7a8c2a7+6txijt3AlrIc2B6bCCb88Pcvcdva0QwlBg49uy1vYghFJ2beOqXun4AWoVkQiKJgnzOl5rF1O+i7udq8dYq7ESaeeuIyAEtdAqf863w8yDmZpT+L7Z9PzszA7dSpAm2aLyEiC7/lcHfAXvc3cfXsFnrt+LT167B0CUcg5kK9+uoyb7zEkjOudcakNW4vrzDXUwbeKEVtU1BTnchlHWfeuab6tzA2BmIUT3Jmo1pl3sDZPJ6LxVr/f1ZEd+2nnUASM7E6dfB366h0dp56NQvh10uxQ7vuzZ7dw8VsMKeIMwpdzGcYRRb97bpOFGhYNvhgn56i0HcLLp4f5jq4nnyOn8nG2zpdLOqc3YBafMA0Bu8GljG66VrfmmL++sdln0dz/KNwUm840KGlVV+5qWgn3v0VU0OwEO5Ow7Gmids00F3/tOxB3PI+U7fz+sttUM/Wbdaqz851sK+1ov1NOD75bna6Ot2Xp6Ky7azm3z2Wnne0+sYc/xpLN77L2o5rvi6PccquGatPp895B5Yfb57gTJ1mj2QMvs/5s12WEuT1/sNFjM2h+DCL7pOKYG32HNtutG5kxmzTfV6GcNGjuBjKmAgVXzXXQAc7LZwV986oeZxn82VKvuOiI1nV6b58T6TceXWW37mKm6EEKgNsCab618T2rNt6G+NT0/nEDJUb5TzucszHR/kbHfM19rTJqZmRhl8Hx1XsxU3TALo/sxaHb83MklWi9gKt/5KigtX/Q+R9v5nV2HAQC7DOXbVvDNtPOKFWBr40fXKZ3NQcEHrRuIpzUXTTunfTTS4DucPMnq8w2ofUz3pshwDeFjPIMHMHuAq4Wievj0fZAXfNM+yZrkKUqkfA8/7Zw+d73i5Br3UalRsxP0VE7W8ZPn2KCRMl35dg23cwrQsww6mTgcfDNMyCeuvR8AsDclGDq83IYQwMWnLZRKO6ca73N7MFxTAV6kfC/1G3xbg5DVjqf/3+sMMAXEc7UKhBCYzXAXp//lze7SF88pCw3UK04i7Vyvo4vyTelbZLhWdHLh9v1L+MQ16hyITyqkGa6Zaef5yvcp8zX9Gpu2F3RPOzeUb91qbIgpiZ6l5PUy+RPVfDuQMjnYilqMydhjxRGYrcVrvqWUOvC101hnc+qW1XJxY7deWM7r8+1Hqb6dIGoT5lqtxjK3zzcM10Tvyvc1u4/hQ9+/Fzfef6LQ8qSSVl2R+rmiACVS8extWev4erA+KHdyz3A7n/Q+3wDQbPthn+/uhmvmBNSBk0087m++ljCQMjMOyrcai+pts45rN6jvPCmD3SYNpFRBQ1bauZ1ubtd8u10N14rd5+izXnfvcay1few6tKwncbOVb2XsF1e+I2U+KyU+C9UlQv1OcUpaENtd+Vbb0IvHS6/k9fk23c7NyQnzObPmW6ed62wltR6aGCJjSZu8zhQ0Puk37Zy+B9Jq2weNVr67GK6ZvgK9pJ7HlO/Sry6GmpBP/t+s35cyPO9Z+S4EB98MAzUY+uYdh7BppoqTTS9Rn3x4uYUtszWcvqlRKu382GoHczWlXs/XK+XSzo0+30B55Zu+vKnm21YnTLW21xllCvBJHZ3JqH/WqnXOlwsNoOoVBzs2NbDfUsmL1nzHgu8SKZ//9b3d+LNP3AjPD3TARYZraa3GyExrtpaufNO+0YZrKQOHlte9/dzIW41Z5ipzPZQ9JHoO28E3qRzacC2qtWxU3dhg3lSczV7a5vq7uZ0Pq883DTorjgPfjwJnGoiSE3qmIZUf1Upq5bsHAx27b3o3qK6/5joZaedh8O3kpZ37OnW9MiB38rbhdj6xyrcXv292jJTbNBo1F1LGr9n7j63iwMkWdh6I+4tIQ/ku3WrMcCSu9lgzT33W6bja5R829Jm6Kt9kvqWNFaMU5dTgu6RXA13fbT/A1buP4s5Dy3joGYvhtsXXEbmdK+U7kPH0abV9amKqrNu52UINiKc1B9ZERBaR8j06x3Pd57uWDErpnGz7QcyQjlojAvFsH0oCiZTv+ISLECLT0RxQ6e02tK7BKd+DSzu/ZvcxXH5bsgUqTT7Uq07ufdycGO4mLKTRS6ZUWbIM1xzH7PNt13xz8J0HB9/MVLDzQH8tJrrx6ev2IJDAbz7xPADAvhNx1fXIchvb52s4dbGBpaZXOKA7ttLG5lmlfG6erZYzXOuotPO5uvqiSAu+87486Mv71MUGgOy0c6D31HOtEIcB2lzdTTVcK6J80wCqXnFw2mIDB4xjIKU0lO/8INAOvoumfC41O/ACiX0nmjrLILfmOxxlzNWzlG8yXKvHPp+9nm7nUlra+UhbjfVQ892xgm87MLPTyHU6athqzNzf5melgRwNMoq7nSdT34uia74zFOJKmL7tBTL2OQA10KxXHDRzlHky63LDuvFelG/bPb4bZJBUq7ip/aC1SVJO7fFq29f7v2ygkrdd0+B2TtfEWjuItYtLg4ztzHssDbjticoo7Tya9Cjcasy4bquuk2oQ2I22F6WdA92Vb7o3tbz060unm1ueDa4bpSinqaBlJ83MAOby2w7i/mNruOi0BVRdkfgMgREMkoLbSTF+LGv65wdSlwqkpd5GrtDFgu+yHi/9YNd8p9Wqt73ACKRVWn5c+Y66NgBmGzIr2yFjwsVuO2lCy2dlWBSF1p1W294r775iV6pPUFHl25xk7Fv5HtItM5DZfb5Nt/N4zfdwtmW9wME3M1D+4zv34Ou3HxzoOr9++0E84x+/iWt2Hx3oegkpJT5+zf149Dlb8KQHbgOARB3u4eUWts3VdQp30brvo6tt3epLBd9llG9f9XauuKi5TiLt/K1fuR3Pevs3Mwfc9OWt3c7ttHMjYOzVdG3FCr5nqm6q8k0BTF4dGw0AahUHp29qYN/J6BiYs+5Fle9Fw3CtSOBF23jPkRW97xYzgu9YzXem2zkZroVp5ykD2ZZXwO3c8/VAsTYKt3OJWM039SkvVfNttXSxAyld35dQnJxEnb55fttprHm9qoFoYJKW+l4U3ec7o2VaJVTQ/CA6R820/UZO9oUXKLd0IHSOlbLwoM1EK98FghVqF+Q6amIgT/l2HbN+Nb5MPO28f3dyqn2suEL1DZ/Q0VurE2DTTBVA2Ofbj09W2eguEMY5QMfVnqikj9yLa7DpOK3S9ssfD5pImNFeBfnrMJXItHuS7blgXx9kvmVP7JRVvimDZr5ewSev3QMplc9K2rVH2+CKyBlemyWG+6zqxNsHFkHKSPEWOgBJBrFF087Llpn1Q16fb7NXu3n8HCceYEc13/E2ZGZfdfUoUgMz25zPRLud9/m9R6+nrLVBKMVrHS/z3FetGvPv4+0+g2+atHDE8NTm7D7fQn8v2DXfLHznw8H3BqfZ8fGG/70Zt+yNeivee2QVL/+f67oaQdlcf99xvO6zN+MvP3XTQFMGycHUTtEbFLcfWMLOg8v4hR89E2dsngGQrPs+stLG9oU6TqXgu2Dd97HVDraEwfeW2VrJmu+orni+UUko39+68zDuOLCMj159n/7fTXtO4J7DKwCiL+/Mmm8jwFnpsdf3UkL5rqQGkxTo56ada+XbxY7FBg6cbOkvE3OdZWq+01I+syBjrd1HVg1FX63D7nkbTztP7/O91PTgCOjjn6V8r3aZHGh2Ah3EjqTPdxDEgsdKqISVqvkm5TsMPOxAIHI7J8UpqrWcqVViPgTmfqPl6LnIsTs/7RXove47r+abgkU3rPk20+eJRiUn+Db6fLtOvM93reIUHhzSgLXIeWG6D9cqTup5Scsot3P1P/scNdPOyZ28n8GfDnxc1QJqYtPO/QCLYfC91vHRCYJ8w7UaqeTR9UPHK0v5Fjm19lkERgCkDPDKHwtV8+0Urvk2z+u0czzq9Sxjf9vp2bb63Wva+RMu2Kbv/xeemh58073DcYS+9myF3g1LScpM2pl1sUIICCsYmgbDtUZK2jltd8cPdCq164iYgh3v861eFwXmdMzVE0KkZ+wVU777+97Tfb4H2Gqs2QnS/UDCbIBKhqO/Xi6Wdl7+mJt1+MOaryRV28YsPZCS+nzTazj6zoOD7w3O6z5zM97/7Xvwio9ch3aYOvaaT/8Qn71hL/78kz8sPJiSUuKN/3szaq6DPcfX8OWbkzUweXxr5yG88P0/SAweV1oevnrLfgDA/cfKTQYUZU+43oeesQmnLjTgOiIRfB9eamHbXA2nLqgU7qJ138dW2tgyqwZqm2drPbmdAyq12UxD8wOJ2/apVPx3Xr4TzY6PW/aexPPe8x28/n9vBmDUHM/XIERS3V4dQNr5ipGeDahANC2Qp5roPKdyUoZrYdp52wt0n3RzkNrN7fxEOMGxabaamvKZxbIOvle0ak1p54ma745luJZiWrfU7GC+XokC5oya726TAy3P14MFCvhH2WoMUJMq5dzOw+A7PH+Tynd8oNXRyrdIOJjHlG/LNVn3+e5S8523TB5BILHcJrfz+GcwzdWqYc23nXYOKNO1rONrtiVTRkRRgKJa1JRUvgucF74RfChjruS1Qfd911Bg7W1Z7Xh6/+sgpo/RH50DVVdMdtp5x8emGfW5Sfnu1moMQGwCj/alPWlHX7em8l3YcE0abudub5MXbU+l/evgu1tWjun8ntOfWSvfxnUOROnn9rlVWvkO13/pxacCUAHAedvnwnt3ds03lQt0rEmCSlj6YK67G2arMUAdw7Ta6aLB98SknRvH0DMmSR0jqDTdzpNp52o92nBNpJca6NKZtDKYQbUao5rvCqWd97U6AOoaSVe+1T5xMkoriE6fyrf+vnCLT9aWxfSTMDHTzmXYJaXsfWujwsH3Bubj19yPj1x9H578wO2448Ay/u3Ku/DFm/bjWzsP45JztuCbdxzCZ67fW2hd/3vjPlx773G84WcfinO2zeLfr7yr8HYEgcRff+4WXHH7IXz1lnjQ/tVbDqDZUTextBZg3XjflXfja7fkTwRQgLd1tgbXEdix2MDe45Gy3ez4WGp5OGWhrntmHzxZVPluY8ssKd/Vwsq3FzqLauW7XsWyYep19+FlrHV8PP/RD8CBky288/KdeMl/Xo1mJ8DdofIdMw1LceweRNr5cqju0pf2bC29tVc55dvBtjBVm/aXOUgtonw7ApivVVJTPjM/S8tQvpuqh/Fs1cVMVdV0mxNRbd/o812vQMqkGcxS08NCo5rbHowGA3mDiqYR6I+k1ViAhLPpfN2NnX/dMPt8A/Hg23Qv7wTxAalS2dWb0zHr+MmgRSvfVtr5P371Drz20zcltsNeT1FW2p4OiOwgVSsOTuSMbBtKAflp53GjIpW6bvbSLTqAoQFrmeCblO80hZR2lWO4btsDyLV2lHZeddPLC8pAwWLVdVTNcp9p7MOi7QXYPKPuT82OamtYyVG+qS5+NaZ8h8G3rXzTxEisZU9x5ZvKRao9tn7r+AFqrogM1/pWvuOKclr9r/l/QrudF/wMdN4/7vytqFccPGDLDBpVF42qk/g+MreBrtNI+aZzMEpJLzoBZrdjMp2ggV7czkdpuBbEauDjyrd6jNd8i1jg1bGMI4Gcmm/jdSb2MUh7rt/vvUj5HlzaedPzc5RvAdfJP+bm/ben4JsmLSvOyGu+HSP7Iar55rTzInDwvUG5bf9J/OWnf4jHn78V73/hY/CTDz0N77hsJ17/2ZvxkNMX8aEXPx6PPGsz3vi5W3RwmsVq28PffvE2POT0RbzgkrPwoieci2vvPY7r7j0GQN1Q8hT0L960H3ccWEbVFfjIVffFnvv09Xtw5uYZPPqcLanKd9sL8Ovv+wG+fefhxHM/vP8E3vi5W/BvXSYCyARt85xSqM/cPBNLuT8Sfv5tczVsna2h4ohCynfHD7DU9HTwvXm2hpPNTqEvc7s2SQU/0Y355rBM4DefdB6edOF2/NPXd+HgUgtPuegU7Dm2phy7Wx3MVF1UXEfXPptkKd837z1RWOVcbnmYq1f0jVnVP+cp3zmtxoya78VGNbZ8XPnuHnxvmqnCcURqymfeZwFU8L3U8jBfq4TrcBHI+ECw1Ylqvqkm2nY8P9n0sNCIlO+04I0Gp3mTA81OpHzXSqadv+WLt+GvP3dLoWUJLwgS7s1pZQ+566BWY7W4oREQH2xQ2jk9X3FEYsLEHHDpGnEd3MczAb676wiu2X1ML+/H3rf8wM1M/bSDVF076po139HnIOoVJ7N2lvpaA5EREb1PL8p3kcGp3m7HKeB2nl3DF0s7txTE1Pf1g9xJS7q+Kq5K1ZxY5dsLMFevwBFqYsxsF5dGWgo3nSfJtHP1aE56FE0moPZxgNqHvaSdkwFgUcO1WPCdck+yA7DILTsqtaBtT3td8T7favn5egU//fDT8eMPPAWAmpyzt8vsYW+r254ZmJecULKNKpXyLWPPA/m9pYNA6uM96rRz+p4yU4mB+ESIWfNtpp3bk4jm69LcztNuE528mu9wXf222LTdzgdhuNZs+6nfx34g4boi02CO6F/5jjKGxlHzbRoJOoLTzovCwfcG5cqdh7HYqOIdv/IoVFwHr3vuQ+EIFVT+9c89DLWKg7f84sNxcq2DJ7zlMjzt76/A7/zn1bhpz4nYek42O3jh+67C3hNr+KvnPgSuI/D8S87CQqOCN33+Vvzqv30fj3zjV/AH/3Nd6g0qCCTeeflOXHDKHF76lAtw5Z2HtcJ9ZLmFb+08jJ955Bk4e+tsavB97b3H8M07DuGyW+Mmb1JK/M0XbgUA3NGlVvzYahsVR2AhrFs+Y3MjlnZ+ZFkF2tvn63Acge3z9ULBN7UV2xoG9Vtmq5Cy2A1WB99hgDdfj7ezumXvSdRcBxeeOo8/+cmLsdio4M0//3A8++E74AUSe483Q+VVfaZGimlYPPhWX/R+IPGL7/4O/vWbxTIXlluervcGiijf2QOKth/AEeqLfTFM66QBCCnf2+frhZRvMkRKS/nM/CyUdn50BUtNT6fS0xd101iHWY9Pqbe24/lSs4PFRjXTJM0MesxjcWK1E3tO1ZeHaec5Kexp/ODuI7jaCEaLYBuuAaqPe7lWYwGEAGpuUvk2Bxtp6aj2hEnc7ZxqxKMBXa3ioBWu59hqOzbQib1vD+7PNCEzV3MTQaoe9IR1fZ5Rr22mnde7Ga65kfmUH0SfrUzwHdV8dz8vtNuzUO+RGnxrBTZyr02mnUdu57ZxVRqfvHYPLv37K3Lr34HQ7KpH5XYUqDIQRxsxel1ajdE+Mu+LOu08Ybim/m/WfBfv8x2lnddc0VurMU/GDNe6m0Hmp53bvZt9u+abAjXrvCld8x2OLWqug7f+0iPxpp9/OAB17dmfwazrrtrBtx9d00UmlEzIcIpwhIhNWBVJOzczdUZtuBYF3/FJA9rujuV27hgKNpXfqOfi3RGShmvpExDa9C6n+0K/buc0wZeWXt8rTS9Ax5eJsrNI+XZyu9L0G3xHmUzDrPlObzXmOnHlG2C386Jw8L1B+e0nn4+v/tFTdA3zGZtn8K7/8yj8zc8/HI8+ZwsA4EE7FvH+Fz0Gv/q4c/Dg0xfxg7uP4rnvuhKv/Mj1+OwNe/GtnYfwf/71e7j23mN4xy8/Co8/XzmFz9Ur+D+POxtX7z6Guw+v4Gd/5Ax87sZ9+K0PXJ1QVL9yy37ctn8Jf/C0B+IFl5wFQKXDA8Bnb9gLP5D42UeegQdsmcGBpWYigL9yp1K87zmyEvv/128/iO/edQQXnTaPoyttHF7ODpaPrap2YKTenrF5BvtPNPVNhV5LqdCnLhYLvklR32K4ndP7dYM+p64rtmpub957EhftmEfVdfAjZ23Gta99Bn7x0Q/A2VvnAIQBZCsKINPqltdS0s6Xmx6anQB3HixmbrdiBd9z9fSe16Tw5CrfnkrlFkJggZTvtbjyvWNTvXvNtxF8p6V8pr+3j7Yf4PRNDTQ7Ae46tBxzcAciFYgUa7MeH0gq30sJ5Ts+cDDPZXOA+NPv/Bbe+81d+u9mJ1IlKo76ciuajrna9rW6XJQgkLCFvIVGuZpv3f86pW4yz73cdURiwiSt5tsccJiO3cdWO7HBcr8131T7v3W+lggGKT2S0lc9P1KtTQWsUXWzW4355qBVDXLiNXzFtrNMzXek2DuoVVw9cWFC70vppep/8Y0x084jlTD7/e8/torVdra7P+1flXZezml6lFALSCon6ARBbLLFJk1Fzko7lzr4Lt9qLJBR2nnF6bHVWNjnmzJKuvVV7pZ2biveptO42s505ZuWaxdsEdgxUm9NZlKuPbOdm04719unJoAdIyW9lOGdlXYe6/Md/pq3PvO5fmq+P3nt/bht/8nuC4bQOQ0ka9VNt3OzZMU0EjNNOmkf0D6NWrtFGT7paefZ9zCtfA+sz3cyvb5X6H5mf7/4YSp+1mQD0XfaueERIjGceyallNs4Med6Ur655rsIle6LMOuVTWEwSDztQacllnnyA0/Bk8MUrpPNDv7567vwvm/fjU9epxzIG1UH//obl+CpodEJ8cpnXISffvjpeNgZm+A4Ak+8cDte/ckf4vc/dC0+8KLH6uXe8427cP72OTz3R86A6wg88YLt+NjV92OhUcWbv3ArfuSszXjQjkXctOckpAT2Hm/ivO1z+vXf2nkIALTDN6Bu4m/+wm04d9ss/vynHowXfeAq3HFgCdvDlls2x1Y6Wp0GVPDtBRKHllrYsamBw8sqWKbXn7pQ1yr8nuNrmKm6up0YoHqSn71tVqfrm2nnAAqZrtEML6mu80bwLaXELftO4hkPjo4XDX7P2TYLIKpbJjV/JkWRXklJO6fg2J7MyGLZCPABaDXIrD8EIuU6t+bbMJijtHOtfIfB847Fma6u9yfWOtqNuKhrLw10HnrGIvadaOLWfUt40OkL6jPV4jXI9AVe66Z8tzq4qDGPiuvAEfnKNw1cpZTYc3wNewzPgVYn0IMFIUKlt2BAvdL29D4tip0+CZQ3XCOnV1KPsmqvaR94ofGYECIRrNCgxlSCaX2OAx18SylxfLWtJ0OA+KCnn7TzrXN1HF+Jn3emuRopAKbzLNGoODiYqXxHKcuUnjhs5ds3AqCaK3IHu44Q0WDKTEUNJFpekJJ2nr29NGmWpSRq0z2XJjMmVflWnQ4aMeU7O/ieTW01pj5bUvmOFO/SrcaM7ahWHDS7lOekoWq+He163d1wrUvNtzZUjDJWKLgFokdbGTQdlM3skCzaeuImvlyj6qB5wi73UY+xPt+G8SMF3bQvi9437ADFDmKLuJ2b18ZSD8ePeP1nb8bPP+pMvOFnH1ZoeWprCqh7atylXT2aaeduaKxl1vRXMo6pPeEiwowAKWWsjpjuHelu5+SNMhjluz6gtHMppZ6ganmBHm8A0Xeg4+RPJJqft1tWXxo0IV1zHSwPUflOib3VBBOlnQfxmu8hzQOsG1j5Zgqz2Kji1T/1IFz72mfgq3/04/jQbz8OX3nFUxKBN6DSpR/xgM36Rvz8S87C7z7lAnzjjkPajfrIcgvX33ccv/CjZ+rB/gsecxb2HF/DX3/uFlx68an4YBioP2CLagFmmq4dW2njxj0n0Kg6uPfoqv6i//7dR7Hz4DJe+cyL8ZAzFgHktyk7GirfxJnhe1Hd92Ej7RwATllo4NBSC0dX2njuO6/EG0J3cUB9iT3nnVfizz/xQx1kR4ZrFHxHN9hmx8ez3/4tfPgH98a2yVa+5+tR2u/+k00cXWnjoWcuJj7LjsUGahW1P8zAOCvtfJPRMgeIgo3dR1YLKQ5LTVv5Tg40g0AayneO27nn64CW0uVpMoAmB07f1EDLC3KNgE6mKN/dBpEUWD70jE16+0l9t1Mwk1kJ6Y7qZLimlnUTM+NmoET7S/Ukjw/Km4bbOa2raO3baivdDCaPtOBblT2Uq/muxAyN4mn0gBrAmYNyUg+zJjtma26kpuh2WVHd8krbj5meAf0brtH1sG2ullQ2DPW9Eqb5dgw1nGhU3dSgmOo7K0a6pukDUK84uYqJSZozfBZ2q7G0/RKpg4i2zdgWOjZR2nl35Zuu5axaZNqOWug03WtruGFCZoG1UB0uYriWFsjSZ7OzZcz0zqx0/yzM11aNa6sMqvWd2ec7/z7T6uJ2bhuuUUBC2Cqp/Tqg2DlNy1St9P9GSs13mtt5lFETZTFUrOe64cv4hLMQcfWvkPJtvFeZyU4bL5CpruFZZKWdS2vy0lS+qTUiUKzmmw5NlpeBPVFjQv/qV/mmLLBBpZ1Tt5K0bSO3c1eI3LRzOr+2zFb7Szsfas13uvJt1rNHfb6h/2ay4eCbKc18vYIHnraAJ1y4HWeHSmsRLr34FEgJfPculSr+nV1HAABPvHC7XuaZDzkNT734FLzm2Q/Gv/76o7U6f9ZW9T5m3fe3dx2GlMDPPfJMeIHUwfLNe1Vd+pMv3I5TF+pYbFRwx4GlzO06vtrGVjP43hwPvo8stzFXc7XKc+pCHUdW2nj9Z2/G0ZU29p+IVMoTqx20vACfvG4PvnSTapG2dS5yOwcQczz/6i0HcMu+k3jT52+N9Q6nQQ3NRs/VVe9jP5C6J/tDTk8G344jcNaWGd0ua6EeBZBr1uBore1h00wVriN0sEez7cstTyv+edhp51Sva5qu0UC96gqczDHfa3lqUAuoQb3rCL09FPjt2NQItzN7YJJa891lEEnru3jHgh4cRFkDldg6bDM8Ur7N4FRKGau5r1edRMBsBmQUuNNg3AzkzbZmQKj0FhxYr7S90oNw07iJmK9XStUg+kGgjciAeEoebY8ZTHd8qQfOM9X0mu/ZqptQvl0Hulf1sTDTxKx1NQez/SnftUQKLK2PUjDNmm9TgVOGa8nzT5vMxdzOpd7mWiW/VtCE9m/b7z44NXv1ZhquGQoXQKmi0fMUSEZp591VQtqXWQG6rvt3Veu2XmqWh4157c/Uog4A1RzlO61+ms4Te1LQVE9LtxozJs2qrtOTYV0nTDuvhqZ3XQ3XjIAjLTCy+3vbE3u2MzZhfuYiwXcnNL2zvSrSunyY53bUIs9UviPTOvMzdMM2pXKceDCka77zUpCNc76ftHM/kKUyR8y2pqZibx4Xs9UYlaPQKZZW820GZUA0QZc1qRS1n0zun6jP92CUb93nu0/l25x8SvME0en5BVqNbSvgZ5OGaWI4PLfzDMM1o+5fwm6ROJxtWS9w8M2MjB85azPmai6uvJOC78NYaFTw8DM36WUaVRfvf9Fj8eIfPz+WknTaQh0VJ95u7Mqd6vU/+8gzAUC32Lp13xJ2LDawZU7VcV902kK+8r3SwRYj7fz0MMDbayjf24yUdWo39tkb9sJ1RGy28rjx+6fDNm2bjT7fQDzt/GPX3I/t8zW0vABv+cJt+v+24RoFcUeWW7h570kIATwoJfgGgHO2zem0c7Pm23b8Xmkrw6TZqquDPTOo3V0g9Zzczom5FJWHAvHTFhvwApk5oKN0TgBh3XfFSDsPa74X1bHJqx0/2YzSzqOa72LB9+bZqs6ysGu+KYDSEyPhsTllQZ0PpkM+TZSQ8l1zk6niaWnnFMDnKd+1ilPIcM0PJJqdoLTyHQRJc5W5egVtLygcwNLAI60FFQ2u5moVrUR4YbAOIOF2rk1yjGA9Mm5y9P6gjJKY4VpMQSs/GqAOA9vmapAyvm5TcXDDmm/P2C4iq9WY3fPYCfvf9qJ8d3pQvsmsLt3tHHqbgFDFMz67Dr7DiaeaTt/N3t6lLsq3mTo8qX2+zftyo+JiOfxMecp3Wvoy/W53hpBGeqdO3y0afMvoNRVX9ORxQKo+QN8Z+esoW/Nt9rUHsoNv89gX+Rw0aWCTdu2ZadBVfWyiSQI6ltpEsOAkkB8k+3yb16/t/J61DkB9b/Xjdq66JpQJviNfEVOxNzfVbDVWcUWspt0PZKLmO22iFMg+r6M+39mZOE3P70vdpeNMZVxF769ZmGMZ+/udJprUJEx2oK+D77laj63GorKs4fb5Tle+6fKwU9NZ+c6Hg29mZFRdB48/fxu+fadSvK+88zAef/623IELUXEdnL65oZVvKSW+tfMwnnjBdlxwqqoBv0cH3yfx4LBeFwAeeNoCbj+wlHrTpjpRM+18oVHFYqOig+8jy21sn4+eJ5O687fP4acffnrshkm//9rjzwGgvkQpcFpsVOA6Qhuu7TuxpkzrHns2Xvzj5+GT1+3BD+4+CiCZ2vzoc7ag4gi86ANX4Tu7DuPcbXMxxdnk7K2zuPfoaiwlfCal1dhaGHyb9eBLRjuze45076ue5nYOxNMpV1tRyjiQrVq3DeUbUBMOkeGah3rF0VkEWTPE7dB5lLaJUj67pU9Sit9CvYpztqnzyZy4AExjldBZNzw22+fr2DZXi03wkKu7qXwXMVyjwbg5WdDs+GhUzLTzYjXfqylu4UXwMtLOARROPScH6LQBrFay665Wesx0VHvCJEo7rxhu52pdlDrd9gMcX1PXlRnc2cpNWZbCfu90f4gr+IaCRinjhmM3odKTs1Ny6f5HaZxmzTfVRnaDtqtYzXekXtUysih0qqiIVHlzMJVIOy/Qlkkr3xnBTKLPd8Hjdc3uo4UNIvvFvC8r5Vt9pryaZCFUenMnZeIm0efbGOS6JRUk0yixV+Xb86UOYhu1ZMq2TV7auZTRuWwaJbpuSvBtnePllW+ZE3zHX6+d/J3keWsGkUUc/OPbHC83SdZ8Q79HFlEKcg3Lba9nZdaXMtd/wabViSa+TZd28zh0/GhikFrhmQF2Vp/vNMM1e92A4Xae0TMbUOnP/ZSj2KJGv8k15pgqTfmmtHMgO9Cnz7N9vo6Vtl/6e8psNTYstTkIMvp8G2ZylJoeeVVw8J0HB9/MSHnChdtx9+EVfHfXEdx3dA1PMlLOu/GAzbO476gKCO86vII9x9fw5Iu245T5OuZqLu45soqW5+POg8t4sKEKX3TaPE6sdXAoxaF8ueXBC2Qs7RxQpmtZyveDT1/AmZtn8JZffAROW6zHarjp9+df8gD8xINPxdlbo7R8IQQ2z1R12vknr90DKYHnPfosvOypF+LMzTN48xdVezRbXX3U2Vvwr79xCXYdWsb37jqqa9nTOGfbLFbbPpZaHhbNmm9LxVhtK9V6ttab8i2lTKSdz+oU7Wg9FFDu2KQU5bzAuW4ovIuNqtFqTE0UUAuyrNpxCjgpKKDAuZvyTQrnfKOCc8JjFk1cxGuQm/rYRLfPB542jzsORqUNpPJR8N1N+V7TyndY+92Oz6jTwEi9r1uo9o3WVVYBy6r5Bor3nqWBRzVFEaXtmatVIsXJUMR08G1tf5ry7Rip08dSle+k2liGpabq907H2nSQNs3V3LDm2zQkIlTNd1Kx8Qyll17jBXG3c/vzZKFVo1J9vtXxSXsNbSsJ+I4QMHcfXWeJtPOc0ayu+c7IQNCO1W7Uuq0bUkr8zn9eg7d97Y6uyw6ClnHt1yuROmlfLza2gRx9tnzDNfVYtOY7nnbeW813x49qnhtVB82urcayle+0iS8vkKnKd7JNU7TtRSaUWl6W8q0ml2IZK0bmh33emkF8tWTaeRDYrcZs47Luyje916YZ1ZbUzowouh1S5vsv2MTTzpMp44C6D/s6W8eB60SZOeb92y6XsA3XHEsZJ6LU/+wyGKC7A38eZChIp0q/6mwzJ/imOniabMo67vR5SeApm3pufg+No893ouZb79uhbMq6gYNvZqRQsP3/vqxSrJ9YJvjeMqOV78vDvt5PvvAUCCFw7vY53H14BTsPLMMLZCz4vvg0pYKn9fs+tqJudJst5/czN89ox+nDy+2YU/oDtszi269+Gh573lZsmqlirePrYMg0Wfun/+9H8ZHf+bHYerfO1XDlzsO4+p6j+NjV9+Fx523F2dtmMVur4JkPPU2rp3ZdMQA89eJT8cHffBy2ztVw6UWnZO6nc4w6fFJvZ2vJ9LvVsFXQTK2SCL53LDa6Kt9rHR+BRMztPFX5bseV76yU8Zbno24r34bh2mytol3Qs76gyNiNtoPaFhV1O19oVPT+W7D6fCdqvo3gm0ob6MuPJgcWDcM1exCZWvMdDrbMQVezYxmuVYsp37SOou16iEDGW+YA0TEuOhgk46I00yIapMzVVQ13EMjQtIqC7/h70fIzVddQqNS6tPLtBfraMwdvceWmt+B7oVHRLYxaRk21aa5W1YFzlJZJNKoughTFRi9r1EoGMq58A8VSI8u0GrN7pKcq39IeMMf3ZZR2Hl5nTnHlO9Pt3KiBrxRUbnceXMbh5XZXQ8VBEd2XVcYQ3Te6ZW/ZBnL02ZqdeGBoGhtRem7Ra9cMvlWf9PKjX2o1BkSdK/JodgKjLCep/Nm/+34xwzXzlCxa823ej4k04zjz/LfPW88PEgpu0SDWvm86RkouULDPd/heVAbXi+kaXbtljr+Zdm4arsUmULz45KLrxNPOo3OPgk31OjPTQD3ShEt8G4rUfAPds9jyaBvtTIFRpJ07mUo/YdZ8A/mmtHmvH27Nd4bhmuFrkFS+h7Mt6wUOvpmRctFp89g+X8d19x7HaYt1XHDKXPcXhZy1dRYHl1podnx8+Kp78aizN2vDt3O3z+GeIyu4dZ8yIzOD7wfq4DtpukYp4GarMEAp3/cfXcV7vrELR1dasbRzk02hYk7p5vS4OFNFveJq4y/iNT/9YLQ8H897z3dxz5FVPD/sbQ6otKPlloemEczbA4rHnrcVV7/mJ/C8Rz8gcz9Rr28AmI8ZrsXVt1Wq+a65Wqk+2eyg5jq4aMdCV+WbBp5zKcq3qTRrszSq117LTjs3Jxtiynfbw1zd1bXcWQH8mla+rfZn3Wq+w22cr1eitHO7z3fC7TwKiB942gKWWx72huZ7CeW74iTU6ryab3ovKVXddsM4D9JU9DRIOaZ2PUXJajUGFDcBIuU76qObVKDnwmPUCYJYqxrXEWhUnUTaOQXrahtD5VsI3as6teY7priXHw0stzqYb1T0pFBaSnvVrPnWJmxxgzwgqdiYhm1A5ByrW8eEryuSGkmfrUyrsYojUHejNm1py9AgtXvaeX6gQgaEapmMQSi18AsnzPJUdOK7oWln0dZ7/WLelxsVB8vh/SbPcA0I08CNz2P+bqrfZt1kWeMi0yixViJt36TjB/q8KxZ8+5iru6i6IukqHrsOI+W7iOGab5apFK75Th6DRkrwHRgTS/Z5a04CRiaCBSc/LLdze8JKp53nRCV0n6Yyl15M16K+3MWPf9Mw9RRGurx5WGJu565Kpzb7t9vKt3Y7twzX6DAl0s6D7Jpv8/wo4neSBZ0nOiDuU57tqnyHxnRA9newmXYOlO/1rSdr3SHXfKdEi6avAbudl4ODb2akCCHwpAu3AVCqd1odSRZkhPXJa/dg16EV/H+PO0c/d962Odx/bA0/DFuPmb3At8/XsGW2ip0Hk8H30TD43mylnT9gywyWWh7e8sXb8PAzN+FZD9uRuk0UXFP7tBNrHTgicsq2ufTiU/H1V12Klz/tQjzpwu149sOj9dIEwNGVdqI2ycRxRO5+O2vrjB7AUfA3U3NDExYr+E5JO19oVHDutlncfXgFUkrcf2wVT/37K/CnH78Bt+0/qV8f1UknlW9zQFlc+bZrvqtGzbetfKcPSkhxN3s9p/U4t1lueqi6AvWKgweFjufUci5hAGb1+QbM7Ap1jtEXaNRqLK3m20g7b8eDbztlvB5TvtNbV9mYKnWZgVhe2nlRJcYPlHt5NWUAG9V8V/RzptERvR+9V6R8V2KuyUCofOu0c3I7l6kqU1otYTeoXVy1ImLbot6HlG8nqvlOSTuvpwQAsc/gRkqnuY6aG/aiLaR8x8/NPKIe6UKfw3aAQW/pGgNqc1/SNU0TU3ScswIlMiAEctzOjf1RcZyEwV0a37uLgu8RK99hzTftp27Kt+vEDeTMgbh5b5JGAGcbV3XDNPyqOKKnPumq5pvSzrvfN1XQpsznsozNgOj8Mlt5AXnBd/R7cbfzbOXbnESg42C2GuvoczPqulAtUfYBJNVBM4gFkq230jDbTgHlVVBz/WVq/pXyrfaVa/T5NoPTtuV2bjpdk8pLz6n/RRMaQFL5tu9rkfKdnYlD29orpHxntTsrSzOmfNvnf6D7oQPZgT7t023zcSGnKGbN97DC3UBm1Hwb5UikfIsuSj+jSI8QGGaIPPHC7fj09XvxxAuKp5wDKt0bAN5+2R1YbFTwnEecrp87d/sc/EDiq7ccwMU7FmODXyEEHnjaQmra+fEM5fsFl5yFzbNVPOGC7brNWRqbKfg2lO/FmWqi5YnJbK2CVz7z4sT/aRuOLLd1W6q0VLpu1CsuTl9sYO+JZqzPN6AGITTgXm17mK26mKm6uh5+qelhcUaZji01PRxb7eBjV9+Pe46sYN+JNXz06vvxJz95MV721At1cBRTvsOgd8UYtNFyp28uUvNtKN8zhtt5SynfjaoK6LIC+BVdixpX41cLtBqbr1cghMBZW2fxnVc/DaeGLuZkdhYp32lp5/MAgJ0HlvDUi0/FtbuPoVF1dAp7veomPrfZFipR893xEQQytb48LZBPw5wAaXsBZtOTNxJktRoDigffHT9e820GApHyrfZrx4sr30B4zCj49gMIodLtbQddxxHh/vBj3gtUb9dvn+/lloctszUdCJvrMM3V3PC99P+MQICyFmzFhgab2nBNUNp5fHKnWM13qHwX+Iw0CKwYwXfbUDzN99T1x05Gq7FEn+/0bTW9ArICdDN90mxd5jrJCUj6HFHwPRrl25x4M0tB8gzXAOq7nVSCgfi90gzgRMm61MC4bquV8mnnuvyDWv7VXN2+LwvVicFBy0sam6V5L2Qq34nMC7Pmu3uwRUGVDX2fmNume9ibmTla+U6mnRfJwACoS0T0t+PEj12htPPwvbaQ8t1D2rnpLF+UlrH/zLTzuPGdjE16mj2evSDKPIgmjdTrtOGa3ULPrvnO7fNtpp33fq1TWQXFkUUnVrJo5rQa8wMZu5dlvRe9bnuPwbdZ8z2sgDer5js2USMlBMBp5wVh5ZsZOT/9iNPxip94IH7q4elqchakfB842cLzHn1WbPBz3nYV5Ow70cRDDKdz4qLT5nHH/qTj+dGw5nuLVfO9Za6GX3rM2bmBNxDVitPA//hqRwfkZaGb75GVVmrNdxkoHX8hI3VaStXyi9LOI+W7o5VvQLVv+/T1e/CEC7bhu69+Oh525iK+essBANHAINVwzVS+7bTzjNn8NOV7qeXBD6RWvoUQWDQUcRv6fKbyXUTBWW55sdr10xYbegaXArymVfPdMI7N5tkaTlmo4/b9qu7767cfwhMu2K7P0bRUcQrGXEcYwXe8PzpNwiRajZUwXAPKOZ7bLXOAaH8WdTu3a75N510KvmbNtHMj3VM95+qghFzwqa6athGIu50fM1r42csBfdZ8k7Jr7Md47SgZrkXHlEhLfVXbGAabNNh343XjUdp5EeVbrcvuJZ+GbbgGJLMCdIBi1nybaq1OO1fHMDKnSt/H5vWamXauJzOijIm8cok7Di7h2KrKNOonFbUMsVZjxjVZScvJNKgk0s6jz2VeU2Y/3Z76fIevqToqbb+M10PHmvSZSXEKt2mFfhSNqpM499I+r+kmDuQo38afRe5d7Qy387ya74ppuGakndO5V8THwCSwJi1dES/VoN1RxHCtn7Rzuk7LuJ13EsF3uK2WZ4Z576BMHSCeLUUGY0HiXh1Xxu3Ny6v5DoamfPcXIdrGqCY00WSn4dvQPu017VxPWlac4bmdZ7QaMzOitPJtvIbJhoNvZuTM1ip4xU9cFKvLLcJpiw39xfh/Hnd27Llzt0Vp5g9O6X/9iDM3Y6nl4Yb7T8T+f3y1DUdExlhlobRz6u99fK2j68DLsnVO3Xy7pZ0X4ZytVrusFMduKVXqr2m4dnKtE5qOqdd/6rr7sfvIKn7+UQ/AlrkaHrRjEfvDumbTpIygwY4Z+FEQtWWuinrFyVe+jc9LTu3LLU+p9KHKtjhTzQzgI8O1eCq86b6ehlK+s88Bs1VblJUQPzYXn7aAnQeXcPfhFdx7dBVPvTgyxVOtxqya7/BLc9NM1Wg1FjeqiwJ9q9VYgWAjpnyXCDyDlLTzhToZABUb+Gi3cyepfJs13EDUwsYMYObqFb39LT1gcrTbbqxXtUuGa0aAZynkQG8135R2birEBA1uqc+375vKdzL4TgzOjPRXgHqmRuoSZTuUMlwroXy7QqR+LiCuDtKy5nZkpZ1nqa3m9dq11VglqUimQfXeP3r2ltGlnRsZSebkW6WL8m33LTd/X4vVIxt19mVrvoMoZZ3Ml8ooex3r3G0UNFxTwXeyLVma94JnpCcDBWu+i6SdWxO3RNrEl29MLNndGDxfRn2+tWLZ/f2llInU3GSrsQLKd7gdNIG/lJHhlYe+95W453d8qe8FZp9v89YTq/kOjcRMR/NEn2/r80adExB73ly/+Rj7TMb10o/yrd3OB5QabZ7z3Wq+M93OPUo7Dw3X+qj5HlbeuV1SQThOWs33YFL61zscfDNTg+sInLttDj92/jZceOp87LmtczUdBKYF3z/18B2Yq7n4r+/tjv3/WNjjOy9NPI/NM0nDNdtkrShU83NkuY2W54dGTr1tFynfWaZhK0ZLrtmaq5XqpaaHhXoVZ22dgSOAj1x1HxpVR9e8n76pgUPLLXh+kJp27joiYdSz2vZ0ba4KnLPdzs3UQZoQWWp2tNu5+n8l8wuKVHYK1Omzd1e+O7FJBBtzHRSo2GmODzxtHjsPLOPrtx8CoOr7iXqO8r05dMwH4irYatvTg8Z42rlbKMjqVfm22wEBUaBcVImhgUea2zkNdLXy7QWxVjXq/So60KcBk5lG7huBq+12bj5vqrW9Kd/qvKCBfVz5Vr9XnGjbTDWc0IZrGTWxFAC44UDGs4LvIsp3L63GKq5I/VxANHByjeyPuNu56n9OAWili/JtBhFZAXpkQJfuFWDzvbuO4KytMzj/lLkRGq5FWS8zMeW7W9p53ADN3E/mNW+md5ZNjTWV7+h4FB8Bm33WgaLBt68nIhJu5ylp9gnlOyMF2Q9kdG4WuG7bfqB9GUxsvw4gfu+IenlHgZ927Xa6n4OEtK4XIB7EAkUN18K0837czkumnUspYy732X2+48p3xTWUbz+aVKEgW9+rZfyemJl2nrPd5nYM1O28zwgxrnxb9/dwn3QNvo0yrDxxIot4n+/hRLymEaSJGztXqOY7eg2TDQffzFTxb79xCd75fx6V+L8QQpusPWhHMu18oVHFz//omfjfG/bG6tiOrXQSKedlWGhUIARwIhz4n1ht95x2vlBX6a1HVtpodYKeVW8A+LlHnYk/eJrqHQ4k22WtGcrVbM3FauiETmm29YqLMzbPoONL/ORDd+gg/rTFBvxA4vByWw8a5y1zudmaGxtQroQ9ulXKeCXf7dwIMikYPrnmqZrvmPKdEXxT2rnpdm6k1Wex3PIyTfKAuPNvK6UOG1DtxtY6Pv77+7txwSlzsZIFpXzHBxVa+Z6tJiZF6LPQgDapfHcfgPSsfFuuvYAazDeqTuFWY17YUkgrSzElK14a4JHbuaEeztXcqObbSBX07QGdELoGnlKQzfeL1XyXDNDaXoCWF2ChXjGMycza9WhQSdtG7xur+c5qxUTBphsNSoPAUDJKKN8UFJZxO3cM5TutTY5aBsa2xdXamaqrB7HdAhWz5jsrKKDXqomW/GA+CCS+f/dRPP68balt/IZFZtp5gVZjsdZblvElYaZ30qC9cKsxKXXKbzcDvDTa+nw00s4L9PluVNMN12IlH0ZglVbznWw1JnXgXOTY0gSdDfl1mNeeee+wJyl8I+282zloEpVpRP9TQWz0uXTNd04wb/b5BuLXTVGi3tvFzpvoujNKTFJU+rYXwDc6NJgpxx3DSM+eULEnJLPKKfQEiJfc7pjbeR/XOvVxH1TaubktafdQqo0HsrtWdMJzTgiBxZlqecM1w2dkeDXf2a3GorRz6vMdLsexdy4cfDNTxTnb5mI9t00eesYmPGjHgnaYtvnVx5+Dlhfg49fcr/93bLWtzU16wXFUDbKZdm73DC+KEALb5uo4sqxqvnsxWyPO3DyDP37mxXpwTCqjbmnVjlRrcu1teUGo9Kntp1T+n3vUmXq95Fi+78RarD2XyWw9rjSrNmGhap2rfMdNcxYNM7vVjq/dsfNqvingnLGU726z5cvNeM23TcNYR1ZJwEWh4/ldh1Ziqjctm9Xne7FRTbQao89Cs+lmimu9UqzVmJkinjagycJU0Ezm65XCg0GPar4pKDPe31a+254MDXuizzhrlEKQGVglrKumbaQv+lrFQdMLcLLZ0aUbdksy9b7lBm3a06BR0duWVvNdDevRO0GQqnw3qunKtzZcC6Ui+nyeEYSa75NHN+XbVGXM1FG6x9ivo0BBp51bhmurbT+m/EbGet2D7+ya72gyIlIk05e94+ASjq928PjztxWejBoEZqux2OfvonxXXFv5jpSk1QzDNV0rWvC0Dcya7y7HIw07CJupOQXTzp3Y/ZGITzZkKN+ZhmtS799CNd9ehtu5VW4FmH2no8wPXW9slL90Owdj22tdL0Cyz7fdeisNM5Aqc7+NbYv+LMVOnI6V8WDX8RJt3+jmEGblmanlUcZA/L6l74nWpJJ9X8tzOzfPpb6VbzPtvM85u/ya70DvJ/o7jY5x7m7qIfj2A2VIWnGG6XaebrgmRHQcJajPd/QaJhsOvpl1w1895yH48Esen/n8g3Ys4rHnbsV/fX+3/gI+utJOtBkry+ZZdcMMAomTfaSdAyp9/uhKW6fzDQo77VzXbNZczIbPLTU9rLR9rTg/7MxNeMCWGTz5wsiVfkcYfB842cRKy9M9mU1mq5WYQroS9hMHwsA5ZUBBLZZqKcr3waUmpIShfFdya76rroitZ7ag8m1PIpjEar7DAXha2jnxVCv4ptRoE0qzN7dvte3HBuWR27mlfKf0ZraJK9/FBixUu5hWhjFXr5QwXJNaEQbiAw9S2OZ1zXeQcEGer7v6HNIDpjAAjFyZ1fK1inJBlxI4JXSoNw2UADUwKVvzHXkaVDOUb/W7+pyqxpaOcdWoa9XKd0ZNbLzVmDGYcsv0+c4Ovg8ttXDJ//0a/veGvQAyDNesAa+pjgPhICuWdu7HJrhs4yobc8ItKygw0/Cztos4cFJ1Zzh3+yzq1WKTUYOgZVyP8Zrv/Ht11Ym3avMCqTNtsvt8R/9L46Y9J/DC9/9AH3OzS0G3/ZcGZYZUDeXbC2TuOpodH41wX+S6nRs136mtxqxr0wuk/s4o3Gosze28kl7zTfeORJ9vo/xFP1dg8osOUbzVWHraeV4ZiVnKototlq/5puu06IQrHV+z5ps22zasNM3qzDZTsT7flkt/QvnOMFzL6/Nt7rN+rvV2eJ7oko5+a747fuYkEU00RZ83/b3MfddL8E2vF2EKeBmTxaJkGa6Zdf8UoHPNdzE4+GbWDTM1t2sg/f89/mzsPrKKb915GIByJ98613uwDKgb5vHVDpZaHgKJvoLvbfM1HA4N18zezv1iKwAUhM9WXa1AHlxSRmoU9L7qmRfhy6/48djAkhzL951oYrmpUsHt/o+z9Xiwq9qEVfS6l1K+XNopajLVfB842QzX2135XjNqw4kitYsnuyjfsZpvL4gZqZjbe/qmBmZrLh5z3pbYc/XQodz8YqQ0ezOlfbnlYWt4Dq+0fD1ojCnf1cioLA+z5rvogMUcXNmYvbe7YQ4Iqm68zRIdawpKddq5EbDOGoE+pZ1rJSqQMVM4cxKEOgaYqosj1P4vq3xTwDhfj5TvVqryHdW20/OuEWBQ6mui1ZgeaJMipAYwtO/osisyQKTAKc147JPX3o+lpoe9x9di20318kCa4Zp61GpVStq56avQLdgza76zlEQ9cWHsz6zAJyp5qaJeccM2b8MPwGk/1auOlXbeTfm2DdcCndljXqdmeqcI6yezBtPX3nsMV9x+CIeX1UREEESv7TYZkoZnlUxkufSbNDvqe6qeYrhmTrh1jOuxkma4Zn3GQEr9/kVrvuupynea23kUAOrMHHP7KO28gOlftE66pqL/mS276DMB+cF81H5QYKFR/H4b3xaaeCx27Gn/mt4TdqsxIZI1366jguIgnPi0W7R51j1Ydw/JmFTycpRv8/wYiPJNAXG/Nd/hfTCtmwlNKNM5lnUamW0ee1O+1fvQMGwYgnMg0/t8x8+V8J6lX8PRdx4cfDMbip962OmYr1fw5Zv3Q0rZd9o5EN0wKSDsR0nfNlfD0ZUWWt5gle+GpXyvtOJp5wBwMFSTKOituE7MTA1QynzNdbD/RBPLLT81xd9WmqnmG8hOOzf75xI0CbD/hNouUugXZ6poeUHql/CKURtOzNTyDddano92WNubhVk3nlcS8OyHn44XXHJWIiW95qo2IObAi9bTqEUpm6stX6u3ax1PD2hjrcZ0IJg/CDEVtaI9f21zHJO5MsG3b6ZvOnG3cz+IZSdQ2nnMcK3mouNLtL0gSjs30rA9I8XWrPU8JSxJMd3OK44T9j3uLe18sVHRxzveqznaV7TtdBzNz6J7DacY8gDGoDdM90y0qCkwQKQBdCDjwYKUEh+5+j61jKGQ0nZnG65RGi30suZgKpl2nh8sLzW9qG9yxnGgc0CIyO08a1nKSpiru1Hq/AiCb5pAqblWn+8urcaqrhNT/L1AYr6u/ELWLOXbrhvOmnyhc1Ef10Dq4M9Opy5C24smk4Dkd0YaqtWYg0bFTUwumedtFBBm9PkOkoFYKeXbS281lup2HgT63qHONREzXKP7TJF2d4Tdmo8+m/lSXfOdE5SYk5/zjR7TzsPdVfTY6+9eI+3cDr7rFQcdz3I7twwitfJt3bfMjAzA7AMe3762PgbJ7TaD5H7dzuuxVmM9r0pvS6Pqat8RE618d7mPq2yLKPjOKsvLouNLVB0n6q9d9kMUIKvPtzCyH6jmm4L0YSjw6wkOvpkNRa3i4HHnbcV37jys+ih7AbbM9Zt2XsOJtY5uddRf2nkdR5fbfdd82+i0c1K+O0baeTjIIYU5z/VbCIEdmxrYf7KJ5VYn1k+bmK3F05NX2lFKt1KtvcSNueUnXb0XLOWb3otakKUNTFatdFhABe156ZOkPOWmncdqvv3MrITXPucheP3PPDTxfwrAzC9oaq02a6jqyy1PB98rLT/V3I3W1U3NXmn7ekBU1O2c4oO0FLOFEmnnVO8GJM2mqC1QzVBLk32+o5Rc6v8eKd9BrMbQ3Dfbw31HgW0QSDhOGPyUDM7o/Mqq+TbTpN2c4DvN9EltY1TjDISO4oHUExdFTYGklOj4UmdHmEHotfcew12HVgBEgSwFQjHlu0ufb3OQBaSknXdRCZeanp7kzHY7j84BHfhkLEsTIwv1auZnGAbUhcJxRGzyoVtXChXgxZXvqutgturG2guaNd8ApXWmr5P2NR1vM8ix06mLYNf+0v02r2RHG65VndyabzrmvjXJVskIvgOpSpAcUSbtPHkMGuG5sdY2M1bix8u8P8VaZpWo+U67b5rGZeYyeYZrpuN/rzXfpHgXvd/pFnOV6FrXKfLhY6Pqxmq+HQG4jhNrjVgxlHMgCpjt1pVZadha+U453l4QBX999fkOJ34HmXbeqDqqrMxPnv/F3M6l3veLjQpOrJav+Xbd4dZa2/clgrK1gChrJ9qOgW/GuoKDb2bD8YQLt+OeI6u4ee9JAOjL7RwANs1UcHy1jeNryvG8V8M1QKWdr7R9nFjr9OV2bmO3XKEBlWo1pgIdqqPMMqwjdmxqYN+JJlZafmrAOluzW40ZbcJmKmj7QWbbLVP5roUtbPadWAvXG5m2AUidIV4xzN3sz541iDRre7Ow3c7LToxEanX0uclgbsZwm19te1q9XWv7qcp3lkmWzWrL01kYRQMTz0qFNimjfJvGSnbgS3V3ppuw58eVKzqvlluecjKuxAcxZvBtnjOR8h0pbRXHCXuBlxsNUL1lVs23GcTSZ9Vp52nKd0ZwomtMHWpXphyhsxQim6iGXp2/5rH+yFX3YbbmouIItHTwDf1+2W7niH0O14krGWuddOU72+08Ku/JCgg7Rrujbk7TUZtDV98nR1H33fKiLhSNlM+fRZrhmusIzBr97IFkSx8hslNj6fyJK9/xmu8y2QB22jndb7M6HPhBOOkTOr/nuZ1HNdVWIJblfB1+FhXUFEg7zzBcq7iqbZ2ZdWJnF5ht4MyMnbRODVmkuZ0LkdHnu4jy7Soj117Szmlzi7udk/KtzmfHKHWg7VHKrq8nT4QQcAVC5dsqn7H6fJtZSmr9FJzHtyOv5tuXqv96rZL0FiiD7pyR0e6sLCr4dkPTx3Tlu1v5kNnmbdNMFUstr1QLNLPECxhW8J2ufOfVfLPynQ8H38yG44kXbgMAfP7GfQDQd9r55hmlfB8LZyx7bTUGqLRzANh3vKkH7YOA1Dc77Xy2VomU76Xuyjeg6r73n2hiqZUMdGmdZh3jSsszVOswcLbqmnQtpRXULjSqelKg2zoACvSTaedAdq3YUhhk5dZ81+J9vm2ztW6QUh5Xvn2dvkpu8ystX6u3K20vajVmTMRkBUw2K21fTwQVVUG0gpNW890oo3yb7rdx1Y/aAul2SJ6q1zUH5bOG6tZOKN9SqwqAVfO9oK4fz48Gj8pYTPSufIctANW2GnWsfhQ8u24UYJsDIUCd00Ig4cgdDVrDdE8jjdM06ukafIfbRNctnRcrLQ+fu3EfnvOI09GoutqAKaZ8Z9Rqm7WeQDL9ebXtxbwVhFAeCFnB8sk1Q/nOVICiQSi5h2cF8ystD42qmsChe4Y9+B0GZjlQrM93N8O1lFZjVVeolnrGpKC0jI3sdH8TOse18h2YbufFVVuCJqdINacJMPNebmL6UTSqyhndHHDHlP6Ummr6fGnbSWqpmjQrVvOddU9uVONlR2obTLO86P6kui7E68HzlGq9zpRyHTOIBdLbd9mYE3JK+S5vuKaV76I134bXgtpuU/lWvzSqqgzIvK874X09zVDNnDTyg3jrStr15nlN2TtARp/v8NyuV5IZFmWge8ygWo3RJGTaJBF9p7mW+7uN5we6bGWmVokZdxaBJoyGVfMtparpT6v5ViahUfAtIMCGa8Xg4JvZcFx06gK2zdXwhR+GwXefaeebZqoIJLDn2Jr+u1e2httyYKk50LRzx4l/ca3FlG+q+S4WfJ8epp2rtmQZyrfVr7qbap3VO3uxUYkM1wz1XK0jLe3cSxiu0SC5q/Kdk3aulJ1Ab2vZY6MDBEOBUaZ6Ucuik80O2n6ga4zX2n7U2ijWasxNrCuN1banszqKfplHPXCTz6WlQX72hr34yFX3Jpb1wjo0IFnv2g7rM+20c1M9pD7tKy3P6PMdDWICQ1k3FRtS+qM0UqXU9JN2vtCopBqTmemWFCw2O/FJBEANWtLaw5nmSkBkaqad4gsq37QeCpboWH/55v1Ybfv4pcecFUuLNE2TMtPOaRmj7ZW5HXbaOZCcZDE52exgcaaKipM9CUIBqdonjv5fGkstTyv9URnG8NuNmdd+zO28a9p53PeAjvGMNVFpmqYBtN/T16mVwvDYBUaQ05PbuVZASflWxzdL+abzmfp8B9LyRAi3zxFmyUM0aQZkG66RWlor2MM9q883bV+s1Z41wVFxnShTxlDmtUdBiZpvYR27NLfz3OBbl6I4mG9U9HdTGcw04DJ+EeQWb6bL022bDCt9X8YUbjKIBOLXgCuiyabAcJdX608ec9O8MkjZbioVUMey90k2yjYTBe+t3SDlu5anfHd5LzPtvJJxPeRhe4QMPvhWj2lp545hxKkCdECkTK4wSTj4ZjYcjiPwYxdsw8Elpaj2bbgWBjj3HlW1lYt9uZ0r1VPKZB/pfjHTwVc7qnax6jp6EF0m7bztBdh7fC017XzOSKOWUqpUcN1qTC1/Yi0+qIiU7/hnXmhU9Zc4DQZpcuP4ajvx3qutpPJNf2cZB5n9nLOYqbpo+wE8PwjVr3LHJk2tJkWXtu/Icjvc3grm6hWr1ZgZfBdT+lZavg5GWwUH4Z6hitos1CtoeUEsUPuv7+3GP351Z8p6pK75rlpOz+3Q9CaWdm7VBc7pNkx+rM83rdtc3nSKtXtjR8p3b8F31VWBM00kxJRvI93SrPlOS3+tV1L6INuGa4bybaoz3QZitE10LdI5tvvIKgDgkWdtUcq/F9Vg0vt1czunAZfriNigzk47p8+RlSK81PSw0KiEKmP6Mm3DeEi7dWelnTc93apu5Gnn4edupLi9Z1GxHP87YV97pXxnp53bdcMmtlLoy0j5jgzrig+AkzXf0QRYGnHlO9lOj+7bjaob1fNaNd9Z9bB03aYZWdn4gWqPmHUMZmzl24+M6QCVZWHuS1qPbcaWB52mdkq9efraJmZpmBNjC40KVtp+6QDRzjLqBtVY14zPbaqZQHgMrfuuG6qekfFktFMpi4c+U2qpgZkJEv5O95Rk68MAjlDnmp1BVAaapBmc8k2Ga25S+Q6/A2m3ZAff0X0vq/VeHn4QoOIOz2U8raSCMHu9RzXfw5kEWG9w8M1sSJ5wQdS7ut+ab0oz331kNTYQ6YVthgo/SOUbiA9CVluRQhzVfBdPOweUypeWdk6pU81OgGYngJRGm7BM5Tu9d7Y5kUHbuW1OTVBQsGqy2va1akpo195O+iDSTC/Oglq1Nb2gJzM8ChDMgaRWvsNBPLUMmq9XMFNVfa5bYb93U1HJCphsVlqePjfTTGzSiAaRyc+3oI3uomO31PSw/2RTnzuEaaxkKku0LVUj7bwTpp3HWo2F+2SZlG8zGPUlApkMvrfM1qIAPVbDKVCtOKX7fKvMjiqEUCngduo6DZAqTrzVWNrERXof5PhEBwW4nTBdURsTdVW+1XrmdPAdmSrOVF0dZKf1Ps9yO6cBFW2DI+KDx7TyDnuSxWSp2cFioxpOgmSnUdM5UdUGbtlp5zRZlpZVMizaxrVvloJ0azVWdeLXAAWXs+EkG2EbGzm5aedx5Tvug0Bp+2WU7/hkkJ4A65p2HvU8j7mK+0bKMk2GWTXf3YLvIjXfUdp0lvIdv/bMSQogvD8ZynzMEM4VhYLf9Jrv+MQZrSavFCAycRQx34sy2L25u0HHvWYo37TZOvg2+qXTpCmdm2k+IRVHxAzX7FIKtW5zG9Q66DvePuZU812vJFvalSFR891ngNjqqAygWthK1ITOJfpey55Ei7I2ojZtJa7bIO6qPuiYV0/Epnyv2SUKjgNuNVYQDr6ZDQnVfQvRX5o4EL1+95FVbJ7pT0XfNm8E3wOs+QaUUmMartHgedYI/uwWOmns2NTQv6elalNt9krb0ymLkfJdtuY7Wj+td9NMFa4jcHQlGXyvtL2k23n4hW463posFVS+1Tp8/QVehlpKgEBBJe1vCr5n626Yuq/c+O3jUc/oG23iBxJrHV+XMRQ1XopqF5PPUUaEmXpOx/GG+47HlrVrvjuW8l2tGIFfWtq5Vr6jtHNTDY0p32RWM1tN9If2pUrFrbmi8AQEsdzyYhMyVav+lAIKs66vGWaU2DRS+iDrYIdUDxHVlRdJVyRI8aVrhbbR9Fqouo5huBYF1mlGckCytYyZQusHEi0vSKadW5MsZjr0cksp31Vrmfj+MA3X4pMoNkstT0+yla35fvMXb8V/fW93oWVtWp6v91nVjTIeurUas/t8d8I6zdlqXPmW4QCWcEVO8G0ZrgVSGv2re087p/N3zpgASyPKynF1NoB5DGj76hUn1mrMvD6yznFyblc13/nBFt3bsu7JplkmEE/PB+JZCR0jYwdQ+7FI9gBtv7CCTLPmu0yrMVK+gR6C74y6+yzsjIfUVmPhWGS17UeThaFCbtd8R8+F22BNaGin8SC5nTQWse/VfliOoZTv3jJczAyJtG3ohbWOj0bFSWRoSBn5kmjDtcya78gHoWi2k4lv1Xyn3S/+5Ru78JWb9xdep4nt/2HiGLX9XPNdDg6+mQ3J2VtncebmGSw2ql3NcrpBqb17T6z15XQOKNWTgolBp53HlO9OVLNJhlCB7K56A8Dpm2b076nKtxGomsZuQHa9dprbORAF60JEs++OI7BltoYjK63Yssot3E+0P4tqvtMHMVHNd47bebj9x1d7awMXqXPx4KRecfX2HV5Skwlz9Qpm6yrlsNlJ9nsvovTRYLOs2zl9kaa2Gktp8UYq+A33H48ta7qX2ynfNNMf1fUGYa1l9Dlp4L/S8rWTsamSme1r4sp33CWb1Ide087N68FUj9W6I+dfXfOdpXynpZ2TYmS0GgPUsVLKd/g+XQZitE12zbfZdq/mOnpAa/YSpmOUdDtPporSIIw+RyLt3JhkufPgEh7yV1/CrftOYqXt6XtLXl24ajUWBbZAdr3tSis6NjrwK3iOf/mm/fjWzkOFlrUxr30hhG5l5XZTvm23c1+dO7N1N17zbdUj247ZJrY7tBnkRCaTvQTfVPMdTYCl0TT8KNL7aSfTzu3zqpDy3eW4RrXq6cegbjmx+1YNctztPIhNpKg2ZN33IV2itqu3+bGKGK7pY+A4OHVBTXLfc3il6/ubxFu8dd/2tjXpYmZb0KpoLLLW8fVn1Gnn2vsinrFBEy72ZEekOie3k85bu7e66gAR3kd7VL51P3Ozz/cAgu9I+Y72Na22SJ/v2KRjxvWQB01E6/7aKYf8g9/djc+FBsNlyav5jqWdI6z5zpkEYCI4+GY2JEIIPPvhO3DxjoW+10UBt5T91XvTdpH6PWjl21QAVg3lSAiB2XDwVCT4PmWhrr+80tRiXSvY9vTAsqjbeTL4DlPjq27sC3z7fC2Rdt72Vf9n23Bttku/2uVWBxVHxAyUbB533la4jsDHrrm/p5rvtOCbVDSdeRBOJszVKmHvb08busTWZfUM/+jV9+HWfSdjy6y2IrMwIboPwj53416str3UgRRhlwyQogkAN95/IrasOci2Vb+WnXbuy5jLMBBXvltUI26kIntBoAdxtG83z1YT7sk0MOkl+F62gm+7pjnNnKnV8WPp84Sd+rrS8nBL2OrQVj3afrzVWLexv675TnE7p2vcTN/1jAkWM+1816FlvOcbuwCoAMVW8WhAaLYpNDHTd+87ugYvkLjqnqN6sobSzrOyMNSkTFy5zVK+l41OC2XTzpudoGfFy2w1BkTBQnfDtbjbObl+z9UqcVVW2qZdOa3GyO3cC7QjMQ2Qu5mlpaEDv3B/1irKFHG5W9p5xdWTEM2Y8h1lM3ViEwRJwzV7oE7O7UXSzu1JA5sZO/hOUb69cEIvkPF7X8VxEoFgGlGZRvQ/NaEdP+bmY+p6AlXz7zgCjzt/K2oVB5fderDr+5uY50sRszgdlGrlO2kOZ5YVmPe8QJqTefHj6htKf1qdfyz4DuLKd6IMJlDrr6eU7xSlbZwng0o7N1uNmdtseqd06/PdNiaqHev7qwhU8027WKYknq91/J6D4byab0eoUikppS6ZSQvSmSQcfDMblr949oPxkZc8vu/1mGnr/bQZIyhVeODKt5V2bqaNkrLbzWwNUF8o1E85q883oFRLUk1ooNyoutg0U8W9oRkUoV29E4ZrYfBtvc/WuRqOWGnnVJtoBwULXWrnlpuqfjStlQZx1tZZPOcRp+O/v7cbR1fapSdG0lylqX60kVC+XcyFiphKO4+/l9kzXEqJv/zUTfifH9wbW2YlDJAokyJPPdp5YAm//6Hr8IUf7o9SknOV7074Hl74havSzmNthoyab1NZAqD7dkeqq49AxtMWSVVdbvl6eVMVMIP7uql822nnYUqeCvrKDT5ONjvaURtAolc4GaMBiNV8p01c1CuR4/KHf3Avnvi3l+PT1+/FUy8+Jar3E/F10Hp6Vb7XOlFpiTn5EOjBclTL3vYD/Pknf4i3fPE2nGx2IKWl4jmRivf/s/ff4bJkZ3ko/q6q6u6dTw4TzyRpNMphNEoGaSQhkSQEmIwEmIyuBTbGGLAvweHav59tggHbBJsLNgYuGLg2MiBAIkggIUCWQFmakUajSSfu2N0V1v1j1bdSraquTnvv3ud7n+c8fXZ3dXWlrl7fet/vfUk9s+xNciWx0INous984JEtyzW+09gXnhWFZr6N7Dy8rDJc84vvdoPyvTRvVVCFYEeNqc82x7cJamLCLjbUBNRKN3YMzfw83aaoMVIZ0KQjLQ+YtIDdMSTLpufbngSLa5lvUivVGa45zLdVeIaY7yrT2T5qzGY0Q6j0fBfVnm9KXACqvcutDNdk9b5ZZb7dZUNIrZSIlW6Cl9x5Cm/5wKNjZSa7kXZter7d46cKKld2vmSp2ezJwqwoLMM1f7LObI892RFyGs80850420SgfuKlJJ7Y28G+TrTsfAp2VkqJfmm45rvy2+qiUVLyLK/G241TKOtoyoYJhb3hLIrv6u+a/ZnUqkSnelpVwVEHF9+M6xZCiMaCqy1o5hPA1LJzwC6+Z9zzbcnO7YE5YArWNsw3YPq+w8U39Vjnugi02egX3H4S7/j4Rec9dQMoYlv9gvrUWg+Xtl3Zuekvd7dplGvvltfbW4dv/sw7sTPMcXF7WBtrU4eQIzPFnviGa6vdBMslI6Zk5z7zbaLGNvsZhnlRyeI1cv+qJM7Hx57YBgBc20v1D21IOq1VC2UxRUXVs245js1+hgfLCRVikBzm2/ohpl53KlhoYGwXMFEksNKNsbmnCsFuHGlpb1YUTl4wXTPHlzuW7NxlvrvJ+Dnf24NMKy/oc/yoMcMCGWYoxIISY1MUEj/0P9+PCydX8Gvf+mL856+7T9+DNHueFYijKOgKHIKf803buGOZKtpFTOYVat04wts+9ATe9cBlAOp7mxd+z7cZhO3Vys4N8033mQ88sqkna5TbeUPPd2YZrlFUVp3buW24Fug3bkI/Hd9BmjBIC2fibbkbQ4jw98VGJxbOvpDx2EpXJQjQ9tjsNdA+aszPmV7RvhvtCxVb8kxY6SYNPd+24VpVdm7cziNLiTKe2/k4svNGt3OP+bbPV6+MiTJtIJ7s3JsAevP7HsFvvudh57lQu04kEOz5bmI1lbzarOOVTz2Hhy7v4SOPb9e+x4fDfI9RfLs937Qu9UhjkT2L+SY39zwwaUGxibQ99mRHkPmmnm/tdh5WQtiRn+PCbk8QQjSqStrARO1Ve77te+wo5tuWnddNRjXBz/n2i2wpJfrZ5Pc8eltorGz3sxelWmqWPd/TZLofdnDxzWDMAMR+T2veBgCnS1Z5Hm7ndDOzJanA+MX3DWXxHer5pnVc2hlo5sXuw37xnafw0OU9PHTZsN/0Q1ZnuOZLyU+FmG8q9L2e75VygNzIfLcovp964wZedvcZtZ1jMt/GFMo1XHN6vqn47iVYLRkxNbNe1/Nd6Pf4Tu50LFZL5rtpEPbxsqdwZ5AZFiPwQ7vhGa6R/Pwz7lLJAWS6RoWA43buMd/Uwx0Js61+AbPaS3CljJPzme+sML2xdA2eWe9ZyxT6MYkn7/m22yrsvmnaD8Puq8d+rexcffc+cXkXu8McX/mCW/G8CyecZVzp+uhBG2HoMd/EDNmmirbbOxXWNJjqJpHTtrAzyBzzLsA1/iImtCo7Nz3fVOx86NEtXNuziu9IVAbWBGKDAXPthAqVNFeJA2u+4VoLRkxKZRY3jqzThi87X+pEI83WACWZtXOX00JNNKzqlhh1TH3mO4pQy3rSAD3NC10k0XeiG6vvSx1rHYIvOwfUNVXrdp6F3M6r7N9SJ/Zyvt3ryl7Wfi8V36MUDaRGqXc7d2XndlICANx4bAkPX90LMt/KINDdtp/9kwfwvf/9fU5iBy3i+yTY+9WW+baVM694yjkAwFve/1jte3y4Pd8tZOeey70tlw8y33rCEWU0Yimxto30bNl5zTm359VoHdpwrRI1pu5HvYCreFv4E/x+Dvu40AqgTtXt3E7CaJPzXTFcG6NypeOre769tyqFHGon8UZBaua7+ppO5NBtL7Pr+f74E9t42vf/Dj706NZU6zms4OKbwZgBiPE+PmVmOGAx31NEloWwtpTg0s5QOWFXZOduT/YoNDHfd51dw0o3xl9+4opmXuxC/yVlsfaOjxn2u5b5Lrdn1We+V7vY6mfOD95u4LMAVWSsdRPHKMyGb6zVhG996Z1qO+PJer5t5pSYbz/ne62XqBaBYY5BVu35tiXsF8user+ffWfoMt9N7NEDT6jie7ssuoAwk0eFKPXr0/F8zoUTWO7EeE9ZfFNho82zvIIrzaXlGB3pQs1njFe7Ma7spnqfbVagsPoIT6/18Atffx9e95ybjCM6FZolk9jxCudRkNI4dBM6iagw3/6gqZ+GZedLHSVLpCL3nhs2KstowzWKGqNB24hBDJ3b1YDhGj3nGK5Jt++WBt2vvOesfp8fDyQsBlYz35WoMTPBQcXOXprjb8re9nUdNVbf821k/PVu3aTqoOuxa01GjQItM3nPtys7X+7EI2PGACu33CtC6RjS95fYI0IkRKNcFfCZb/WaEKKUtI/DfFdl5yu9uLZvvB+SnYeY7yR2lCitmG/Znvk2fiHh87A0gvm+cGoVn762pycZ/O3zlRr9VCm6fuXPH3LWCcCbOAkbrjWxmn7U2fljS3jmzcfwex9oX3zbRU+bSaZqz7fZbrquXObbtMnYbuf2dkeR2+NuH++Q5Ju2k74Plaix8rj0ZsB82/3V08jO7cmnnjdJpJnvFpnidtRY06RjHVK/59v7HPpOTi47V49BwzXLPI/8KswkwHTF98NX95AXEp++ujfVeg4ruPhmMGYAihibBfOtDddmzHy/5M7T2OpneOcDl7BbKztvWXxv1BffnTjC8y6cwJ99/HKQJbvr7BpOr/Xwjo9d0s/VM9+l7Nzv+S6P0ZUdwz4Qy+4XBYAaqNfJzv1IqSbcd/tJ/P3PejJe++wbWy1P0AVCOXCQUmJY9jLTwPXSzgCRUIPZ1W6CnaFivuvdzgvN/vvF9+7AYr5HmBY9UDLfW/0sGBtDiCOB1W6si26SE59Y6eLpN23gvaXjuZ/76jsGk3s5oK4VGhz4zNVKN8FVh/lWr+eFRJa7zOxnPOkMljqxs4x6LLSr9zg933ulNNnv+XZ7100RS8VVPwvLzpcStZ8feGQTcSTw5HNVo8dK1BgN2rzBupQS/+73P6KVI3Ru1yvFd6a/d11r4kCxSGZ9y90Yt59exVe/8EL5vmoPfhyZ7bAZHxt2P/eedT2SnH1jKWnu+c5N4dHRLQbVZen6qxqujR6U03aNk6Nrw875BtTAe5TkHKjuT1rm2tNEId2byEOBEDe5nVuGa8S02QPk1V4yGfNtXRxrvfr7pmu4FnA7p/jIjlK+5IVix+xUA5L/1jHfflHTtN11E6JLnbgSgWYfpwunViCluQ86svOAUoP28T+//UE9ARLu+XYLEFuGXQfb94DwynvO4T0PXcUTW4Oad3nr8GIdR6Ha8222kbZfM9+pzXy7E8r29yCJInMPluE+f/vYmJzvmqixMgWgl0QTS5EH3iRDXJqFTQqf+bYniYI93zXnPXMmcdW2jVMo08SEKBO2/XfSxNPksvMG5tti9e14StWmNNHHadB3dlKlw2HH3IpvIUQihHiOEOKZYhaNtQzGIcbGDGXnp+bU833/U85guRPjt977CHYHuSPlXu6Q4Vq7IvQV95zD6559I246sRx8/QW3n8SHHtvCp66oWUtbni6EwIvvPIV3fOyS/gH2fxgJFE1WZb6VNP+i1fcdYtkJa7363kXFcLY7b0IIvOkVT8KzbzneankCSVVpoGJPNlDUW5pLrHaV8dtyN0YhVR+2r4DQhmtpbmTnPvNt9XyPklw/YMnOjWtv+Ja9sdzRRffmHrlYJ3jWzcfxN5/eRBowf/LNpmjSAVBFCRUIVdl5rLPc7agx+oxQkWvczsv+5pyMm8br+dbxc57buWuqY1huKsKlRGXwDBjm+/2f3sQdp1craga1Dqv4tqPVvIHYxe0h/s1bPozf/muV26oN1ypu52HDNXXszDb+0y94On7yq56r72E7w0wPdgm28Vet23lk+rn30lyb7/zlJ68AUNdO0nAtqvz3SK8LCBtGERO7brH69n43gdiqadzOu17xPcpsDajuD12/PvMty6xcgu+YbYPM7Ya5rLR6AOr8jNvzrSLu3HXUpUQY5tuSnQfYv+XScM2P1iPYEmUC9fj22ridZ8Rohu9Zy53YMaXzZecXTq0CMN4X9no6cVS5VvppgdNrXTx8dU/LwesN16qy8ya21Z6AIrzynnOQEviDD7Zjv11GuUXx7R0/J+fb7/m2c77Ly56+d/Y9JRKol53rYtTaBp3znTh/630q10H30UkQmmSYJufbVn70yt8G3ddvuZ3TNVGneEgzu+cbjcuGQDGddIj9+8XecFrmW70vVMZp2Xlhcr6B6SX9gLlXT3q+DzsmHt0LIe4WQvyfQoivCbz2MgCfBPBuAH8F4AEhxIsn/SwG47DDyM5nYbhGPd+zlZ2vdBO8/J6zePP7HsEwL6YyXLvr7Bp+5MufUzvwfMEdpwAAb/3g44hEdSLhJXedwhNbA3y0NJIZloNa/wavmW+voD5dMt9237dm2XvV47baUHz7vb3zgM9804CyV+4zsYi07XQ+ruwONatEEGUEzyC3Zefuvtnmc02Owdd2U30MtwcW810zX7q+lOheR2Ok1cHTbzqGQVbggYs7ld7JTuSaTSnDNWI4I+yl4cHzai/B1VJ23vPdzr0BNMFnGEkaPm7P92ag+PZzvtOiGjXm/5/Qs5jvkOQcMAOZQcl81+XD0rmmc6yjxnqm+C4KWZoqVg3X/MHwZz75DO65YcNyyM4dFgMoZee+4dqInu/VboLbTq9id5ijE6tCquOZ79nIcql75zte+4CNbY/5FqJ9LygNmOu24T0PXa2Yadmo9nzHI2PGgOr+ZGWmuT7meoDsxlXFkWiIGrNk5wHFymovGdvtPPQdHGW41ksiy/SuPuc7JE+mbfb3MS8k4ril23mgV92GHZOl123d3247tQLAFN82Mx9H1Um7QZbjlfecw60nV/Czf/IAgPqe76DsvEGBY7OghHtuWMep1S7+4hNXat9nw3ERb1HEpXnhmAbacnn6ztNkId2baDnA/Kb598DCugfHniLAXjdgruWmnm+KAx2W97dxUZHXR2Kq4pvug0udWF//ut0pwHzXbfPQkp3HWrnV/rcqL/0j6ozOpmW+6TSFZecoP7Ps+Y7MslMS32asxMV3BW8A8P0AbrWfFEKcAPBrAM4DEOW/WwH8lhDi/BSfx2AcWszScO1CORg4s96bel0+XvPMG3Qfbaj4btvzPQrPvPkYekmEjzy+rdlcGy++k/q+lfR8kOXoBQp5Y7jmDvSpL/7yjmG+6xg5Wk9oEJnmBTb30pntdx3iSCCJBIZ5OZubujJ72mYqKOxBecjcjRx6L5aFs898O4ZrDdLNBy7t6P/bxXddQbG+1LEM10yBeqI8H1v9tNrz7ccsOcx3hL42XHP3c9VyWu7Gbs+3X0ASwjnfETrJeMU3fe66Z7jmSAutWKDEYcsCsvOOYhA/fa1fW3zT5T/MCscl12cQ6NzSI8np7agxGnCRoZe9/5nnqExY0SxsFjRJos2ol50b5ruf5ljqxrjnvNrX9aUOhBBIonY930KIYL8toNIJADgTZvR9GIX+iIHoz//pg/iHv/reoLSVpNP2ROJTzq/j7vPVFgIf9F2g/SHXb+NKbhuu1bOnzvZo5tvECPms9bjMtz+ZutpN6pnvLEc3iRCVRREQ7vnudSKkhYny8q+9WFQnZJyc77ZRY3Vu510jmQYUS2dvw8nVLtZ6iZ4I7njfZb9Y7qcFVroJvvqFt+Ldn7iCT13ZtdhBs5yvWmhjuObnoKv1CFw4tYKHLrfrfXWSJVrc8wbleaffaFsub2Tn7oQEYLXJ5G6bkVqHcCZA/UkJe91AIOc7GDUmgqkhbUGFMf32xJGYqi+ZJpqWO7GlvqG2FnOt60njhu+xUVBVVQGjkNL9vDzE1Z7v6XwuGmXn1r7ZfhVNip22IOa7zTW8iJim+H55+fhr3vNfD+AEgE8A+CwAfwvA+wBsAHjTFJ/HYBxaUL439X5PgyefW8cf/8P7K27Is8DL7j6rf+Ac2fmYzPco9JJYb3+Iib7l5ApuPrGsTdeGWREsMte6qk/U365TpSM8mZQBttS6ug+r3UQzZjb++uFrGOYFnnHTsba7NjHsAmHoSeCIWaCi22YVfeZbrUvJ7zTz7RULO4MMnVgNXpvczh+4qAact51awXY/M5E5tcV34ridU886tQXsDHJHcgdQjq41IHR6vgV2S6d2v2i1J1HsXHAy+QlNEHR0kWMx3xEx37L1YItYfbvn22fP7SLWNWkKyc7Nc0+9sYb5tgazrkuuu5wpvl3mu5eoQeAwLyzDvRDzHWbnVywJtOo9dtkqGryZSS4v5ztye75XujGeUham9P3teNeCjbRkg0Prs0Hf83WrlaXXUo5KBVitBDRXbuh/GWAZdauIdS7feP9d+IWvf8HIz7WNlCiKL4mFPuZ7FvNtT1TaRnc+iC1MM8Mq2wyjKpzH6/n2C9gm5nuQFlgq71/dWMleg27nSQwpzXUaYr5DhmtJJEb6VajtdosqH34/uq+aoeL246XxpF382r3LhH6aY6kT4daTapJ8y7pv+kWmfbsxkuQm2XkRvK9dOLWKT1rpIE2wGdY2xl1pJp2Jb3vChw69rfbwTSb1efXczosRxfc4Od8maqx9soEPmvi2I9WmMVxzmW9jgkrbC6jrx0izq59VlL9l1aix8ZhvWynl79I8DdfsOEwpdf1fufYnQZ+Z71rcVD5+1Hv+C6B6/r9HSvn7Usp3APhWqPPy6nE+QAhxsxDiPwkhPi2EGAghHhRC/EjJrrd5/ykhxDcIIX5dCPFRIcSeEOKaEOJPhBBfL4Rotf9CiJ8VQsjy313j7APj+sBTb9zAuY3ezNjqW8of9lljqRPjlfeo+JJpDNfa4AW3K+l5KI4MAF50xyn8+YNqkDvIqgM/QBWBP/2Ge/E1L77NeZ7Mm2zZ+V4D811nuEZmUPfdfrLFHk0Hm4EeaMmm2lZiEYmptKPZ/Kgx9T4ls6Webz8OSMVMGTfouh+wB57YQSTU9Uu9vkB9bvHGkun53uqbHGw7S91nzzuW4VpRqJgw23CNzpvP+NjXje92nnumSQTTT2iZiwmhZe5te+lCPd/+ccwKI9N13MMDx87u8b7nhjBTahvzqN5b9bw/aKPjRefcRESV7QhpoV8zhmuRZbgWHuDrczhUxYR9OmyJphl0uuerY33GXppjuRPjKTcQ803Ft6jtQ1XFn806mgmTf/XbH9SRM77sHMAYsvNm5pu27e1WEgNhYE1yjAudW54bBrgTVw3XfLl/HI2OGrP7mR3muyEmLIQ0q0qeV7sxhlkRnLxTRag6FkJnMLvMtxCmKKbXYu8+7xffNJCPIoFuHDuO2sHtHpHzvdR1i++skJXJxQunVvBw6arsGId5+exZef6Uw7VhYUMFit9TbPqom5nv0L33lpMreOTaXqtCxL7Hter5trwW1HaLCkvvMt+meAXsSRV34kz3fNcYrtnHxvR8h2XndM6Mq/74BZlWm3Ws4nuKuo62YbkbV3wndGSnNYka+u2ha8svvsdhqdv2fPvr/Kk/+hg+dWX0hA5dr6FONKPOUkVfZDPfU0j6ATPBwj3fVZwGcFVKqUe/QogOgOcDyAD8D3q+LMAzAK0LVyHEnQD+AsDXAXgXgB8G8HEA3w7gT4UQp1qs5ksA/DSAFwB4J4AfgWLqnw7gZwD8yigzOCHEawD8HQDbbbedcf3hFfecwzu/95VBp+3Dhs975g0A3MKCCrVZMd8A8II7VEEbMkADgDvOrOHyzhDbg0z3fIfwsrvP4lzprk4QQuDkaheXPMO1bhwFB2FrvUTLVW2884HLuOPM6lwk/j56SawHKj7zTdeNZr475piFzLl6ZSFIkw/DvHAGWirHvVp4+fj4xR3cfGIFJ1a62O5ntdJQgur5LplvS66vi4hhXllHEpmYKxps0H4ncaQHMSHDNQLlFgOqeLRjvmzQMnbvHTHf6vkC/TTHF/z4n+DdD14O7iNgHLVtF3yftSUzN3/bgz3f5Tk8vdbF2fWlyuv2ttP/6wzXdmp6vrtxVJ7rPMh8p5YUPzRxQcZ/e8O8In9WsnNitTMsd+JKK0nHZr7TAkudWE80rJcKgiSQm0zIctfpmVzyL24P8e/f9jH8z/d+GoBpCajIzttEjeme77oJALVtb//opcprNBicxAgzsSZ/bGWIrTYAwrLzOnaOtnWYFSYi0GG+62PCwuurys4pZSJUxNvFN1DmadtZxzppQG3ToJb5jpx9tM3j7FjFOuie7xrDtSVd/JsJQH9RMl3z1+OrL8hQbqkTGZf9MhkB8IrvyG0ZoGVGMd+h369bT66gkNATBE2wi562buf2Podyvm3Tz8S75w2z3PkbcCfrCp/5jqoMLX0n6HcwzdxjVJT38Z43kTMOjM9KXG7vdHFYehIyaWK+jYFhqKD24/0mKr4Ldf7o0vN3Sfd8W89v9lP8izd/EL/13kdGrr+559uVndNp9v0OJgEz3/WQAFa9554DoAvgf0spd7zXrgEIjzrC+EkAZwG8SUr5OinlP5JSvhyqCL8bwD9vsY4PA3gtgJullF8lpfweKeXfAfAUAA8B+GIAX1T3ZiHEGaji/ZehJgIYjIXHZ91zDv/uK56Dz3jSGf0cMa+zLL6ffctxJ8faBzmlP3xlr8zPHW/i4tRqT7thA2W0UkDiDpjIHOkNhv78wct4wT6w3oCacacBvJEKl8W3Zr6JSTb7ERrsE4t+cWugf/Bs6fnuMNcDZ5XxHP4lfODiDm4/vYq1JTU5oeWTtYZrivmWUjr56HTcd4eZHqza0nLtzOz1Z3ZjoQcHVdm5nbFtMd95PfNNvcJmoFsgjq3iO5N49Fof//tT1/DOBxqK7wE5uVtRY5UsV1Ms2hMBoUkBOod1/d6AO7iJo8iSndcw30PDfJNhEk3K7Omef+N2TgxiUTNxIYRQEXeDHLmEZ5JkisDdYR78TitX+7Lne6iY75uOL2O9lzjMd91gShl+uZLfNJc6YunRa30Apvi2J/V6STxez3dd3FlZBLz3U1dxbS91XtPf2YASZRSIFbSZ7yQS+ho3budeVnRj1FiposmsddoZ3d0xme9CVtRHa15Puo1BVjiMqIrTc5UhqufVY74rxbd7PmwWv1XxTfeUmkkRv+c75BdxwVKauRNA7mRRPyA1tl2u/XPnys7V4yTMN0nc20jPXeZ7dAVktwEB7nZr5tv6bfYnHEM935QBrvdppOFayXx3anK+pXE7ByZjQ+n+YNzOpzNc09dCN9Ixd5r5pgm22PR8h2TfmT525e/IBMW3VkqJ8OfQde+MfXL397gJxk+i+hqdVtVKI13me0rduT9WOmqYpvj+FICOEOIe67nPKx/fbi9YsssbAJ5os2IhxB0AXgXgQQA/4b38/QB2ALxeCOEX/w6klH8gpfwfUsrCe/5RAP+h/PNlDav4qfLxjW22m8FYBESRwGuedaMzWHnqjRu4/fQqzh8bZ36sGUudGJ//jBvwrJpYrpvL4vtTV3Ybme86nFrr4uK2XXzntSz72lKCQpofIgD4wCOb2OpnWh4/b1A/LmBFq/nMt+d2DtQw350Y13ZT7Axz3HhcHUfbdG1naJjvTg3zLaXUxfd6L8EwK2pZaMLGcqL7Yjf7qW5TMPLZUM+3kRr7/Zm27Nz/TJt17saRLizyUrpeZwoXR0YqqplvGsTnhWa1H9/sB98PmJ5vl313nY/tvnM/49YHncOnNhTf7joMY1JnuEZS5WHZsqFd8LNCG23ZrQeAKf7qJldUtFRWmueY520H5L00Dyp87EkWWkYIgX/0uU/BV5UZ4h0rjsxHWrgMHEnUH99S5+nR8nztDFR+uX287ImtJozq+c5yVYAWEnjnx132ezrZuZk40oaEkephFcL07/s931GDfJMG6Glu3J/dnG/FfLdl99IswHx7sngb/dSdMPVl53muzMPoe0v3lgrz7bH7NmuoUyLy+nNrcr7r3M5d2bkfNQa4zLevQLEVRXa2uS07D7XrRF4BovuoR0SNhRj8cYpv+zPb9A7b0Y+03Tqjm3q+O/akmM98V38zbOY792T+oUlF+n2i682Xy9Nk6zTMt69cmbbn25mI8SaJQm7noXuO79Q/KpYsBPotFLr4Dm+nfbxpv9soI0IxegSbqS8K6Kbv0LLjwvfHOWqYpvj+Q6hD/W+EEGeFEM8G8C1QjPibvWXvBtAB8OmW6yYzt98NFM5bUMX9CoAXTrbpAACa1g7qsoQQXwvgdQC+RUpZ1aAxGEcIL7zjFN76D14WNCubBv/2y56N7/3ce4KvmeJ7r4zwGbP4Xu3ikuN2ntXK/olRts2D9rPfGygLBE9KVen57pK7uy07D/R8xxE+fU1JEGlgZrsS2znudXE9j28NsDvMceeZVX18KEas7seTiu3Nfqp6vssc9qWO6jkL9XwnkSpmikLq7ehYjLFhvv2Bv8v+V93Ow9dLJxJ6Zp+YJOolTvNCF9aPbQ6C7weU7HylGzssmN/znVqy805UHZzaWGrDfNsD1FjUMt9UqNH5tv0S6FzvWjnvABzpb6j4IJBDdkUqahWBeyWr7SOJDPNNPd8A8FUvuICXPlmpbJKAezTto5TuNZCUsWSPl8z3Y5uG+fZ9JNrKzkc5/2ZFgafeuIGlTqSTGAiaOWuR6+3DdjvXbFc5YUJqAyDU813vdk4TTMOa4m+lqyYc27KEaV5UFBFrPdNO4qOfusx3rxM3Mt+DOuY7dqPGMmsigYzAmtivUT3fdB3ava/+Ntx22mK+nZ5vn/k26gfb4Z0WEZ5aJOR23lRY1aU4nF3voZtEeKgN8+0kS4wu4nyjPSfnu4n5Fl47gSfXt9eReIU54DKxtM1adh7I+U6cnu9Jim9XbabczsdejQZtw3InNpNEAbdz25TMh56MJu+QOHzPb0JeGlWaI+y+N1R807a0Y77VY6hD10/koH31J54mge75nuBcLwKmKb7/DYABlInaI1Cy7DNQkvO3eMt+dvn4rpbrvrt8/HDN6x8pH5/ccn0OhBAJVFQaAPx24PULAH4UwH+RUv7GJJ/BYDCacWath14S4eGrexMx3ydXe7jsuJ3nmu31Qc7ItuP5Ox+4hFtOLmvmeN7oxpbhWvnDoplvT3buFp4h5jvSMlxTfJt9UwVKc883ufvefnpND7JJahuSJQPQBmubexm2+qnu5dVFxLDaN64zjgtj3GQz3wS/aPUN12gQT5FPdTWQiqgyrIvf800TDI9t1TPf25aknuC7nTsutSNk5/fcsIGn37SBF91Zr7LwGbe6XkEqIkgKbEe30QQBFUurIeY7byq+E+yVzLcrg28jO3fdzkOKjbq89TSvDuA7ZSzZE7r4Vo9b/cxxOlf7187tvN+C+V7pxrjv9lP4k4+6pmuaOZtAdk4mfGkuHdk5oAqOvTQcNSaaosZIOmobrnnMNxBmrUMYhnq+u/Xr6Gd+z7erPqA4Nc18Z2FjRT9qrLCOzziy81rDNSqSLVbSn1w8t77k+FAQOpEbd+eynZbhWsArQ9TkfDfJzpX6I2w8esuJZXzy0uji22Zz28Qr+u0ewpadl9saYr51zneA+XZbf1zmO+h2XhDzXSM714ZrrrHZOPDVZjbDPwn20hxx+dtSz3zbXiXVdcxCdp6W37PanO9h6XXgKCLU/9scx1BLBcGw7aGe7+mK7z4z32FIKT8E1U/9cSgGXAJ4C5TbuY+vKx/f2nL1x8rHazWv0/PHW67Px7+EMl17s5Tyd+wXSgf0/xvKYO1N465YCPFNQoh3CyHe/cQTrVT2DMZ1CSEEbjqxjE9d2Z2M+V7rYmeY6wHR7jCrZe7XPOZbSol3PXAZ9922P5JzwDNc83qffdm5EzVW43ZOP6DkjG/Lzu1j0a3ps33gYll8n1nVx2dzbxTzrZbb6qfY3DPMN6D6vncHeaXnW7N+pVxdvSac/VfLuZ/pR405zLdsYL6tvGliktzim2TnDcz3IHVk77QNWdkzTetqGzV2y8kV/M+/+xkV40AbthQ8iaIKq0Cg3n7q57V7NokB3iPDNZqAsfa/jl0DSqnyIEde+M7Nhp2sl51Hmo3tpzmWu9Xj0IlFkI0LSYepmKfi+9pein6aY2eQOWZrer9bMCRUANY6rheKRXrJnafw0ce3NdsOTCc7t78DWnZePrfajTXzXciqY3adcpiOo5Kdq+d85htAbU63D5Lc27BTDHz008KVnSee7Fx/99Q2URFQ7fl25b/25J0uvhsG4EN9vwlf05otJeY7oPyIIqH7vhOviLSZZJpcsKXGg8zKWbdbNbyWAdrFSZhvQE2y2rLza7tpsKUgty6Y9j3f9j7bhmvqOXuShe5vdKmE3M6VpFv9v/DaXOJAkTjK7byQah29ZHrmm67xKJpWdl7oSXPDfFPPt8V8U0Ed+CyTVOHKzifr+VZ/1/V8O7JzYr5byc7hbJsNOw6z2vPdeheCoHPMbucBSCnfIqV8EoBzANaklK+WUj5kL1M6oL8JwP0A/tc0n2evljZh7DcK8SYA3wnggwBeH1jk7wF4KYBvlFJeGXf9UsqfklLeK6W898yZM6PfwGBcx7jp+DI+dWUy5vvUqspUJ8fvOkYOqMrOP/L4Nq7sptqRfT/QteKQ/Mxgn/m23b17AQbRPlZUfO84Pd+5WVdN1NgnL++iEwvcsLGkixlivpuixgDg6m6KvTR3oukM8+31fFPRnMtKkeVKFX2zJ6/n22IFRjHfdr+hXXwPM2l6vrf6tSyUMpNzY/f0OnJT2PsutWq5yfrdbHYoiRtyvgeu7LwN8232v9AZyiEsl9nQUnpRYxaLVyc7twtrW3ZuI4nDPd/0Ppf9V8tS8Q0o07XtQVbxdujVXOM+qABrclzvRALPvXACAPD+T2/q12bhdp4Whd5/w3wnVs+322vfJDvPgrJz8zqpgNo6nodk53b8nI9BmXdNWOp4hmu5us58wzX/+xFbbSKAKR7iKNL3iVGyc/I8CEEX35klOw8se+FUWXw7KhY34YD2bymJDPOdhpUH/rkLyX6r+yKDnhFq+1bx0OVdSCnxiUs7eP4//z287UNVgse+X6QT9XxXZeed2BR3mvn2ZOdV5tsUoq7sHM66ATMZ1inv86GosbgF891Pc3z8iXAwkTJ1NdeJneAwCfas698vvnPvO24fDxva7dxq0QIm6PmOo1q3c+N1YJ6jY9/GpDI0sUSIrXOp/CrU32LKYwuYY8mGaw2QUj4hpQxq+KSUqZTyD8t/ozUzCsRsH6t5fcNbrhWEEG+EkpO/H8D9UsrL3utPgnJR/89SSr9vncFgzBg3n1gpe74ncDtfU/FgFDdmO3z7IMaWZOfv/ZS6dTz31hMTbfcksPtS/Vl4P2pMCKGfCw327WN1ywkyXDMD5F0vaiwkP7y2l+LYchdRJPQg+yoV3yN6vj9VRt7Y0uzVXoLdYW5J7kh2XrKuRVFxJrbljn7Bb6sYuokxbsoKqWKpagapavBmJI9JFKGbkOzX9HynucSV3WFwHVsB2XnPY+Eyq+/c7vmum7gYBX/wGhqkAqbo3isjjoZO8R1jkKuebyFQGRwS8+3nHBNWu7E6h9Jjqyw2rE5hkkSRdlOvK7475bnxB2aZxwABpph/fKuvj82jm31sD/IA891Sdu7JQn1QhN2xZXWd20WnnxM8Djq6ZcKSnZfXs5Jrq3XLCvNdz87ZjsW5nvAy27aiWet2LGEoasxI11tGjfnMd1yNGquwzqKO+UYr2XnqMbc+/J5v38+AQKZr9jHoxA2yc6sQDLGDvlO9U4jXndNSQhzCLSdXsDXIcHU3xf/660cxzAttQuivQ3/fa1IubPjn3ZbL2728fosN3X+N7N8vvst1tJKdm++EH+lI61BpDs3M9799y4fx2T/6x7gauK/7E/xTu51brTWmBYGUNW4bQlyTKe77FdCxbZuRTV4ZruFauE1pcuZbLRua3BLWuZTS/N2k2GkLOsdcfE8AIcQJIUS9w0w9PlQ+1vV0P6l8rOsJD23LdwD4cQB/DVV4PxpY7GkAegC+Tggh7X9QbDgAfKR87nVtP5vBYIRx84llXN4Z4upeOpHbOQBcKvu+7WxrHz6DQw7KNx6fnbv7KPQ6RnbuM99LHvMNmEK8LucbUMXviRV1HHatweVuaiYiOrErlyZs9VPdw73uyc7jmsEsFaSfLotvO4prpRtje1Dt+dZFs8V802Cj6wx0wwN/eo0Ge3mhZtnritykjNWiZX3Z+ZbV919nurY9CPd8A9CZ5VlRaMYiikzOal3v6SjYA/ckajBcswaee2mOYWZ6Nkl+vTPMsWJlcdPrg6zQjGQIK10zgeKbR9F2XPPaDQg0+FYO28BSTRxZaJ+0669tXFey5I9vDfDkcyov/LHNPrYDLQG9TlvDNcN8h5iZtMwa1/nbVtHp5wSPA/MdKBy3c7U+Y8Ro900CzVFj2nAtL/TA3s/5BlwviCYMvd5ftY4G2bkfNeblfNPEl898+5NmiWe4Zvqno9Y5352G3w5j0lVOvNQYDt52qio7VyaCAea7E+t7ly07d3u+fbdz81m1hn95OAYQcB3Pf+dv1PA11GqRFap9IBLt3M6rhmumz9eOntRqJc3mquXpe+FMHlptKr7SxrTTuNsAqO9/KI6QzlnP69939jsv8N//8mEMswK//4HHK6+r1jbz3Y2icEHcFv3MTDDW9nxbyqiQgkUrfvSEhplgbgNbZablwD7znVWLb9qWYYuEiDY534WUjlnkLHq+faLiqGFia2MhxI0AXgngcSnlb3uvPQ2qb/o55d/vAPD1Usq2xfJby8dXCSEi2/FcCLEO4CUA9gD8Wctt/W6oPu/3APgsKeXFmkUfBPCzNa99HoDzAP4fAJvlsgwGYwqQ4/nV3XQit3PAyM73huFeVMDq+S4Lr4tbQ6x045m7uzfBNlzTbuex73Zutp8KgKWQ4Vp5rM6s9UyhUBbf/SyHlHCYb0ANkpYisy6b3V1b8orvGuZ7o2QEH74SZr4f3+pbxYXLbqd5oQdqbZjvVU92TpuUFVLld9cV35ZskUyfbMk4Md+AmoR5Kqrzw1v9cM+32o+SVfeMy4hxn5T59geodoyLDae3f5B5zLcy1/NVID1r2+uKD4DczlXx7EcHFVJN4FzZHeLUaq+6/eUxpsmNsDTdbId9WWufgKR6PJ/YGuDzn3kSH3hkUxXf/axafCftosZsxqyQgF/nkERWF50h5nsC2bkxHZSW7NxMvF0p72G+4ZrfN+xsq8N8lwyltWkr3fGY7ywvtEKEsNyJIYRpabm6O8SlnSHuPLOmmG8nasyVndPEl2+4Vun59gzXQsz3oKFK8otHHyrtIHJ6X0PKj89/5o24upviNit2bLmr3ielmoyyHa4ph7yfFjU9337Od1iCbqMpQpGK73d/4gr+6pNXAYSZy0If9yqDHEKauZMu9oRPbhVenSQCBub80XU6DBjp2X38/vHW2dCe2zn1R4eUWkXpQaFzvgOTDn/y0Yu4uD1AJIDf+ZtH8cXPu9l5fZC6vjJxhOlk5w7zXVVFAa7sPNR/77dhGVVAu4LTVpnRe/1d0ooP5/pTj2PlfAdl52Yixb53RUKM3xPsgZnvevwdAP8ZXk62EGIZKmrsOVC92QKqWP69tiy4lPJjAH4XwG2oZmz/IIBVAD8vpdwpP7MjhHiKEOJOf11CiH8CVXj/BYBXNBTekFK+R0r5DaF/MGz895bPvafNvjAYjHrcfMJEvIzPfBvZuZSyzLZulp1vlQzOxe0BTq9VC4h5wmbnfOfklW6V+SazrJDMlY7VqbWunnDQLtjlYHvF6h8HqgO1LTun23M7r1F0Y7UbIxKG+V73mO/dQW763WJiXc1sfihqjOBLR02/siiZZYGk7J0riibmu77nO80lNveMQqLOdG27qefbMtWxnZH1ZMMMZOckI/TZM8BlMneGOdKs0FE1PYoaG7oqEKfnu8HUiUzz/L7YuByQX9tLkRdSq05s0ECzufimItS9FrXbuXXhdeIIm3spdoc57jizhpVujEevDVSqQaX4bic733OisELsmWJr6btnm5X1vYSCcWA79fuy815iitaicOWddYyZlEa+PsxN8ecw373xmO800MoRRQIrnVgz3z/8lg/jC3787djqpxXZec8zXNNu55r5du8LdfuY6+I73PNdFBJf8h/egV//q0+Vr1UZex/L3Vi35dT1fJ9Y7eLvvuJJTqG40k2QF8Yosq8N1yylSWZabSoZ7YGcb3Vs6iZUCueeYuOWk2qi+ufe8YB+LtSzSwV8tyZZwIevHIiEOQfa6Toy3106dnQPoWPjTDz4vhsBwzV7AkJde0alU+35Vq8vWQ7zPn7jrx7GseUOvuz5t+CPPvKEM0mp3pM7v6XT53wHDNe8KENqA/GvBYJvuDau27lhzqPaNqV5Gq7ZiRyFNGZcod+tcaGLb3Y7r+CV5eMve89/DYBbAFwG8I0AvhrApwDchGoh3YRvA/A4gB8TQvyGEOL/EkL8AZQh2ocBfJ+17E0APgDg9+0VCCG+BsAPAcgB/DGANwkhfsD797VjbBODwZghqF8ZGH9Qu9pV+ZqXd4a6726lF2a+KSd6xym+qwXEPKGYb3c2lwaXx0vp+MlVs00rnSbZuXru9Fqv4mpM+1hhvjO/+DbMNxW6OmqspvoWQmCtl+Bhkp1b8mM/aszO+QbUwJIGC70A8+0POpc6iu3ueuy4Zr5r2Pk4Mk7wVGhqt++swNYgxR1n1gDAcbMm5IXEzjCvZb5twzU/How+fxK4Zk1lD2CgL9EeVO6EmO+swM4gx7I1EaWLXu12Ht7G1W6CYalQsA8vDcgv7ajJilOBiauOZr7VNRRSodjmeza08ZAX2UbX2dn1Hs5tLOGhK7sY5kWwH3+YFSOZLL8n2YfqfxXa4M+WW9OkVt0EXxPs1gtfGaImDsI536KmL9Uu3mzmO+R2HsroDsGPnCIoLwd1HD5+cQfbgwy//OcPoZCoyM4HDcx3bc63xwrqfRHCchQ36/34xW38+YOG/bUNB+uwWubX29vVBqu+qkj3/Zte30FWaLbRUYvU5HwDDWqGBuZ7pZvg9FoPD13ew4VTK4hEuAgtpGKaVVqAej3NC3zPf39fMCd8mLnKATvezjaS8/uSqfAaZoXTcwygnCR178GEUIqDfe2Fer7zQn1eJ1YTkn7P984gw+/8zWP4vGfegM9/5o3opwX+6COuGZ2/n9P2fO+lppin3+M65ttuhbLht6DE1kR1G9jMNwnP/aLXGK6FZOfj9HxXX6PTSrJzYTPfU1LfbLhWj9vKxw96z38RlAv590opf1ZK+YtQRbiAiiZrhZL9vhfAzwF4AZRD+Z0AfgzAi6SUl1qs5vbyMQbwHQC+P/Dva9tuE4PBmC1Or/X0D+K4vZRCCJxe7eLi9lAPjlYChSotu9ZLjOz8AJjv4ysdbA8yDLMCg9IkiAYwr7znLH7tW1+sncsBM5GwFDRcU8+dXuvpSJ7dMiuYTNOOryjmts4xeLOf6p7tOBJY6cY6hquusAUU201GP3bP92ovKWOq3EKACqphXlSYb3vQ7A86KTvcXybLR/R8R2rQWVi94R3HcC3DqbUuTqx0glnf5IjvF3jELtM+2FFjgGVENKHbuc98A+E4nJ1hrrdtd5iHo8ZSl/m2Jw78SQMbpMDY7mcV2TkAPLGl5NGnVwPMd7nflKNe53YOVKO+fC8AdQwizaKfWe/h3EYPHyudjEM938Do/kCXma2ODslwTQihDQQJO4PMcVweB7bpYOYpQ2y5diG9SZiaQaxhWssJFc1QBpjvMXK+fdm5Wk+iJx5oMuQ/v/3Bcttd2bmdOU6FJH3/Tc93tfjOg8x3OOf73Q9eAWBaZPyiKoSVnu0o394U0ZjWZc4+OMy343Zu3iuEcEynisKkI9QxrllR3/MNALeW7Pern3ZeRVcGWEHbZT4tt+uhy7v4b+/6ZCW7HqDJC3fSQOd8W5MKXY+dpd+IYVZtAbILW7/41sZgTqtB4Sil/P0qpEq3EEKx3/73/Lf/+lHspTm+6Dk34b7bT+LYckf3xRMGWeEkh8TRdAVi3zKVrDLfbh98Hcs+9O57dT4fdXB6vstD7L+zkfkeK+e7el3a22ubRc6G+ebiuw6nAWxKKffoiTIj+8VQ5/9XrWXfAqAAcPc4HyClfEhK+XVSyhuklF0p5QUp5bf7LuVSygellEJKeZv3/A+Uzzf9e1nLbXlZufxHx9kHBoNRjyhSWd/AZL2Up9Z6+NSVXT04qnM7B9SAfbscRF7cHgbZu3nihmNLkFL1GfsDxiSO8Lwy3oige74bosZI/kuSbwDa6fXYctdZ1pfy+Y7ea70k2DvqY2O5owctbvGt+oVTj9kzzLdtuEaseLXgtLHai53iO46EZgnrCsgkFjoLnJZze76VpPzcxlLQcI2Y20rx7R1HO2rM3p667RoFu36wXXJ9lmxvmONMee3uDjOn59Vmvu3vgi07zwoZHEgBhi3dHmQV52bAGBWeDKhG6DM290rZeYD5rmuBMAWpLTs3n392fQnnN5bwiUuKuQvJzoHRxbfDzNb0YNL1qvK3TeG6XRo61kVaNcFm/KuGa4b5LvyIt6hZrrraTZBa67QnzZYSt197FLKA2zlA2e8qfu7hK3u44diSLsJ7TvHtOj5r5tuTnQdzvgOFQV3x/edUfJcTM2leOF4BIZCLv71dbbDqqYoGae6ocVQrkZ3zbTO8VbaRjm+94Vp9igNg+r5f/bRzKroy0Pucl7233Vhoc0g69iGXcN/t3M35NpM8tM8m59vIzqsTKua9IY8J1Wpgb4OJWOvEkd5uQpYbpVOvE6Gf5ri4PcB3/+p78e2/9Ff40d//CG45uYznXTiBThzhFU85i9//wOPObx5FjRFsef0ksNsu1HUuMMzdKEPbnC50v9FeF7F7TMdlvlUUnHqvr/4Jup1T1FiLwpYOYZPsXEWN+YZrrXahFiaWdfxM90XANMV3DOUMbuMZAFYA/I2dkV0apl2B6tVmMBgMjZunKL7vf8pZvPOBy3jfw9cANEtCVfGdIssLXNkd4sw+y87PbShn9cc2VfEdyu+2sVzKzsNRY4b5BtR+0wDxmsd8+73KgBrM7A7dnG47vqlpcOoU7Nb/V7oJpAS2y+I18ZjgbETUWGjQudpNKtJ0KqDq4rKIHQ/1jqa5LHvdE5zdWMLjAdm5Yb6bc76VSVB1++t6NkfBWZflklvJ+R5mOL1OxXfJfFcM1zJHBdKzJg6KBuab2NKtfuocX7oeKHM7ZLhGxfJWI/Mdlp0Ts2q/xz6OZ9Z7OHdsSZ/TkOEaMHqgtjeC+bZlvyu9xDFc2x5Ujd7aIonN8TdOyOo5O2qskG7fsKhhzOj40QRdPyDp9vu1R6EuY3qlbCe5uK3ae772xbfpe4utyqH/U6FH/fO+4Vqlr9yT/9qTZka1Y87bX3xCcS+a+a6ZNLCxbE1O5g2TT5V9p6i18jroZ0U5qWFPnFiGayNk5yOL74bvJgB8xpPO4N4LJ/DsW0440ZU2SL2RxKb9ho79XqD4tpUz/nbbbufapyMy9yZ6f7CVoKB1hE32nHi53MTFhXq+lVqh/L6U3gI/9/YH8St/8RDe89BVRAJ448vu0uflVU87j2t7Kd71gOHphlnhFd+z6/kGUE6G+D3fZhI19Fl1k9Fto8ZMpJkxJPXfSt9H++Np/dMartH3qCjo3qWenwXzPWDmuxaPAOgJIW63nnt1+fiOwPJrUH3gDAaDoUHF9yRGRl/zogvoJRF+7Pc/AsAMRkNYW0qwPchweXcIKaELmP3CDcfUfj5yrY9Blo+USq72YiUfDCxHhTsV38vdGHskO99Vg1KKINOSOOtHLCSttguLpuJ7Q/eJx85yVLgRI1XJ+c6lcTsPyc4DcsuVAPNN66hlvsu8aZt9sB3XN0vG/9x6r4b5Vttf6fkORY152bZN2zUKNmtJBUrIqGfXYr6p57tntW7khcRWP3P8D1zmu94p3mW+zfM0yHpiewAhgBMrncp7aZvp/IcUG1p27pmdkYHfDcdM9F9HXz8Cx5c7OLduXqstvgMGVDZG9XyrqCeb+XZl536+eFvYpoOpd/2SUZn04nqAetk5GdbR/W6vpp/alluPwrCGQV4rZefEdt9xZg1feu8tatsDzHffkrlSbrP9vP89TyLfcM1Mrvk+C09sDfBgqX6g9ga/eAyB/CgAYmIbF3feB5jIOeVwbd6szPJyI8/2Jk6cPu82zHcha2MeAeCLn3czfvVbX6xjt0KFCRmcJbFJfaBj3w+oINJcOvdYe7tzi9HvWBOC9uMwYBIXWYqdkD+HEL7sXDqy82rPtzlnS50IO4Mcv/zuh/Dyu8/iD7/rfrztu+7Hl993q17+3tuUiuwjj23p5waZ73YupnM7T6vXgu0HAph7YhxXFUxAIOd7TObb/o2rczvX38eA4V8b5rsp55vOSS4lJDy38ymObVGYsQIbrlXxp+Xj9wshIiHEGQDfCiU5/x17wbJA70EV7AwGg6FBjueTys6/9N5b8MFH1Y9sU/G9WsrOL1Lf6j7Lzs+XhcWj10rZ+Yj9vfe2k3jZ3WeDr1EheGbdkp3rOCA1KKUiOSQ7pwKztvhuYIZIak6xYwTftM0vRrNcVphvR3YeGHSudhM3CzwSusBqcjtPi0LL/GKr73S7r3ruN5Y6OLvRwxPbg8qgaDtwbADjSDvw+sn97Z80aswmBG12yZfkDrJCmwX6Pd90XK/s98DWZAAAoKJJREFUDh0ViH0NNPW80venkO41QIs/sTnAiZVucELIMN/1snMqqP3B9cNX9xAJ8x0BzPE8vdZDFAnnNb8IDk0wAcBffOIKfvM9D+u/3Rzq6qAutSZUVOa5JzuflPke4XZeSDUgDkWNNRk1kalenZmZP4HQhKwmsovi5yhe8Kbjy3jDiy7gzjOruLvMXweqffc0yUPXsnY7D7GkjuEa9HLayKpcJ7HeTzq7pu8zaV6M/O1Ysfr3mwwHQ/sOWMx3xeE9cplvZ8JKPVIRIqX5jjTJzjstt82OrrShEx6iqFJ8+8y3lLKiHIiElfNdbqYQqDDfdJ0O0rxyTpOyj1/KsD+H73BvS99DzHcuTVxZL4nxtg89jie2BviqF96KELQixDo+lZzvKQ3X+mmOpe4I5ttyiA8V1KknOxdCjCWHt5NFQhFuQLjnWzPfLQpbk/NdfU0z3+V5NoZr1UmAcTDwzttRxDTF94+Wj68HcBXAQwAuAHgAwP/0lv2s8vEvp/g8BoNxBHHT8cmZbwD4hs+4Xf8wNA2O13sJtvspLm4rtnO/i++NpQQr3bhkvkcPGF/7rBvxM19zb/C1u8+v48KpFdxxWrl2L3dM8X1ld4j1pUQXSCHDNRq4rnuGaYQ2snO/ONXMt+eYriW3RVGZ6R8lO7/r7BpuP226lWLLjKduG6lgpZl+Zbim1k2Z8BtLCc5tLJUO3kPn/Zt1Pd8W800DqVBOuR+Z1hYhR2DfjIoGUnTt7lDPd+Ke635aNDLfowzXgGrkFaCY71MBszXAnL8m2bmtQLDx8NU9nNtYCrrfny0VKtS2AQBrXqqB6fl2i4ufeOtH8S/e/AH9d9/K+vUHuEVpGqR7vntu4TqV7NyadPD7QW3G2Ddci6Jw1Bht+6rHfPtyan8CoQ4UFRTs+e4m2BlkePiqYpxvOrGMm0+s4Pe/82W4+7xVfHvngIz9TM93vdu5G8NF0VVm0ozuXX/+4BX0kggvvvOU9haoc2l390HJ720ZdRvQPXHXlp17bP8gK/R6fdk5AIdFTiwFhI/QhF4TbK8AG7r4TsykBk18+MU3bUc3drebNo+UGEIYFUKQ+fa2maLGQi78AKU4mL9Ta9IhlPNtm0QudSLsDHPcdHwZL31yeHKaIslspcsgy50xhjKzDL59JIpyEtTOubcN8PzveMg4E6jKztV7otZy+NTyjwi5nUsp9Tl31CUTuJ2H2ry0c31Bbufqeb/lYlzQeaMUi6OIiYtvKeW7oLK+t6Ek5V0o5/MvklL6d/s3lI9vnfTzGAzG0QTJzpfGdDsnXDi1is95xg0AwmwbgQbTpvje355vIRR715b5bsLTbzqGP/yu+3Fi1TDfe1bP93FLFuxLNwHDTtpRYevlQFOIsMRML0fMt9cTveLHlfk535bhmu75TmjGPzzo/Odf+Az8+69+nv47iUxcW73beaSMrSwnWCpKL5dRWetLHZxdNz34Nup6vu3jmBXVCYCONiKatOe7yqLb8k3AOFcfX+0iEkoOa19Ldo4tRdW52y6R57K2X96dgDHP0/XwxNbAicOzkfjMd0PPd4X5vrKnJ+EIxJKf0cW3mSxb67nnps7t/KOPb+siDVCyWyqg/QIo9VzI/cJ1Z5BNFDMGqIFrJFRhSU7vOmrM2vbCGsAC1fOvt7VcB5nq7Q3DE1L+BEIdtBQ+pD7pJdgd5Hj4yh7WewmOLVdbDoCq9D8rGWbT8+3uN8HuDwagHcLJdb6bRBiU2/fuT1zBs24+jtNrPeyl6tqneLgmrJSeGJkuBhsXN/teiRpzTbt6pekZbb6vWgBc8zKaJAgVJmZCr2Xx3Wlmvm23cy0799oy/PQJ2m47aoz2qesx3zSBMciKilSejCLtCVAbfk+waveg34tQ1Ji0DNfUOfny599S+xtALQv2ZIPf8x2LqjlZW9BxX/aZ78xlmZuMMwH7e2dPCozDfJueb30orLdSDF6dqWG74rvcrgbm27idV983Cej4ri91yn2Yrn/8MGIa5htSyv8bwHmoKLC7ATxdSvleexkhRBfATwH4OgC/Nc3nMRiMo4fn3HoC//jz7sFnPvnMxOv4rlfdja9+4a24YEV1+VjrqagvXXzvc883oHpaH7m214r5Hgd2oXB1d4jjy6ZA6gbYRmInNwKGa6N6lqlgr2W++77s3Ehuh3oAXg60xuyTjtvIziOBrLCMraye78sly72+lOhi7nEvbiwkyQfc4+gzG/b2TMx8B5hmf9BkR+pRH6vN/Nmy4VWLHba3PZf1pk52wexGXqnHx7fqI/ra5HzTMn7U2MNX93TqAYEGpGfKSZKz6/Wy81DPdz/N8dCVXV2kAUp2ThMM/gDXdyFX7v12z3c+cc837U9mexFQ1Jjl1G7H9QD1Rk20DjLV0z3fEzLfvheDDUox+NSV6jmy4TvOa+Z7ZM53VImdAsxx6MWK/dob5vibh6/hebed0C0vW/20nHxqnrilfTBpDu2+ozS5QT3fFdl5J3Zz1r2ebzoOqp/fHN9QcWUXUm1QJzvPiPm2cr7rmG9/MpS2W0poyXik72vUv1z6UZRvUTnf4QkVmkgZKTsvjNdCx+pVB1BRFfSSCHEk8GXPv6X+4EDdy+wed/83dxrZOX2nHMO12LC0fvqAfx8n0CSDk3xSTh63gdPzTSy09VaadFntxiik3U7QXnbe1PPtys5n1/NN201jDX8y5ihg8l+SEmXU2J83vD4E8PPTfg6DwTiaiCOBb/iMO6Zax22nV/HPXveMxmXWllSx8sTWAN040kzvfuL8xjL+9GMXcfOJlamYbx/Lds+3x3yH3M5DBSYVJaOcgIkR9plhev+1Pd9wrWQ7C4lhLtGNI/1DbvoI2x0LFecywnCtjBrLrJ7vuGQeL+niu2O5z7uma5Rx7TO3xNIPM9NPHupZn7TnO5jz7RVfdI5XezFWygiooS07t66pFYulteW7TVFLNvMdcju/vDPU8XY+dNRYeW2FJpd0/7/Hwjx6rV9hvul4EvPdTSKcXuvi4vbQcXJXn1X2BluDyY8/saP7Djf7KY4vd5Dm0jDf3oBOF9/acC1xMrK3+unEsnNATTS5UWMu861k557hWlw3aHcN17Sk25v4We3FePjqaObbjzxy15GgkMBHn9jGk86u1a7DMPgmbimOhVaE1OZ8C/d6oME+LUfxeX/10BVkhcTzbzuh1TWb/azsWR7NfEtperfbys7pHkDvG6RFxWTL7vkW1uGj74wqZNVzTYZrpLxoz3zH+jjYKCQV30a+TUW3b7jm50wDrlzevh7p/mciFY0SqK641goh73j7ha/qdTe/Cfb3OPMmNl7zzBtx320ncdZqQwlhuRM7kw2D1E0YiWoK4ja46iWKAK4SIS8KRMLcQ+uK7yygOPEnJprg9HyXz9nvpUmXtV6CzX5WenkYXwVqDWj6zWrM+Y7sa8Xq+Y5mw3yTysb+jTsqOFp7w2AwGDVY68WQEvjk5V2cXutOlNc7Lc4f6+HxrQH20twxf5kWtuHatd0Ux1cs5jtgRmWyrC3muywsRhWPVLDbknXAGK5teoZrNtvpy+31gK7lgNNmvusmCfyoMVvOaDPfVNT5snMqsvzrw2RUSz1Qjq1Bq8/0jwu32DX9lTYrSI72y90Eq91ES6qpZ9MueG3mO4mVLJFY+1GGa4B7fO1jEYoZU59BsvMUy51wHnYn0ALx+FYfWSFxY0V27vZ8A6rve62XVJhLw3ybwfZHn9jW/7+2l2rZM7HXFebbK35Wegl201z3M+4Mc+eYjoskjpDlhTNgdre9qBiudQMSXMCKGiu3h1pOgsx3i6gx34vBBkmvP3l5tzJBYsNXH1SY74y+M14hFvmFmCvZpeL759/xCaz1Etx720mt2NncS52c+zrQeSMzxbYTZHEksNSJjOw8qxqu0aQJEDYpJFYQMOc8yHx7+z0Kdf2wKuJNpWSkuuc7bLgWYl7pv4WUKCy5d9XtXC2nfBKqxXduMd/+99X3MrBl513PcE0f2/L1L33+Lfi7r3hS+KBYWO7Gjsx+6F0ndUkCbXCl/B05seIqzIzZoBvb53t3EPzkA/p/yAwyhNS6Zuh+a38KnW9f7WNff6Ok5/ocBmXncNYn9POz6fmm8clR7PueCfUjhHgugK8AcC+As1Dn/wkoRvy/SSn/ahafw2AwGJOC+kQ/cWn3QCTnAHD+2DKyQuLTV/cc9+ZpsdJN9AD86p5i+Qgm49n8GDa5nY8uvsPMNxVum3upMoApBwMkP358a1DpzxxXdp5EQucW1xXsSexGjVEh240jXN42xXcnVkyqz3xv9cPGWrZxHQ02OpG9Ly4zNC7cqDGLMbHGMFp23lXM95VdtT+659ua0Kkw96Ussonp6CVR2fNppOa0HYRa5lsbrmW13gsd3YJgdkq7aFdk5y7zDajim9pGbCwFer4/+rhbfBOLYnq+3QGdkXAS860m6/pZrpk6v9d8HHRigbSQjkkSYHpY+1leyflOIleC628rqRu04ZpXg652Xel8HXQ7SE3PN6CKrHFk5+R2Xoka8649P2pMF1tW8f2Xn7yCjz2xg7/3yidjY6mjZeeb/bSV4Rp9F7bGLL4BYzhH++CbbCnmW/3t9nzbklz1nJ6IbGC+Q0kCIdg9xjbycgKnYxVxg9TI5m3onm8rYk5Y251bk0E9j/l22iP84ro0baPPr6odBOyvX1oUWCs9KjpxhDSr9ie3VSsQelbPt5r0kq7sPMLEOd+koLL9L3qdWE88+/fYWtl54SrB1Ha1Z+TtSDN7sodAYwJqn7D9BwiDLG/0yikamG+aVPFbRcQUExuAJTsvxydcfHsQQqwC+GkAX0ZPeYt8JoDvFEL8EoBvklLuTPN5DAaDMSmI8Xrw0g5efOfpA9mGG0qp3KWd4Yx7vpXTapoXqud7hOx8s2Qn7UFr2+KbfhB9wzUapG8NMmffzm0s4Tm3HscvvvOTuO/2ky7zTbLzlgPOOBJ6cN/IfBdFhY3qJIb5psH72fUlPO4z34Os0u8NuHFdPjtn/78tix/aN///kXDzcKn4Xu7EWOkmOlbOjxoDqs7/3TKH1jYv8iGEwGo3wdYgC5pHAah3O7cM1+pMubTbs1VQUn70zT7z7bmdA8AXPfcmPOvm45X1+oUfAHzMKr4391LT/1jT8+2zUDRg3R5k2knYd1kfB6qX0/Ii0NnshjH2c74VW14vV63Izn3mu2XOt+79DUaNmevopuP1nhp6P8h0ihjYcofqssh9wzUzaWaY0I88vo1Tq118/WfcDgAW8521Mq+kc+77UbTBSi+2DNc82XlHFcCml9y8zxSxpoChiccmB/u2k3c9K9rKX89SJ3KKWFJ97HnLm/NeVbyQXL7S821NDBJCzLdaf7jHPhJe7rQ1gdJJ3AmnOtO2UVDMtzpvdF+wDSnrzAzb4Eqg+K4y39b9vKa/PM2KYO592+Lb9o/QzHcgHYPuWxMx3+WioZ8Mut/QPYp2WU3gTl5903Gk3+nQJNOiY+LiWwgRAfhNAPdDFd2PAPgDAJ8qF7m5fO1GAF8O4KwQ4lXyKNrWMRiMQw/6Aeqnxb47nRNstnuWPUw0CH9ss49Cwil+tNO19QO21a8WmDRAHcUwGOa7anpFrKk/GPvGz7gD3/Zf/xI7A5cV9fsIR0G5nYddkwmUG+wXyDTwFQJYKwuKsxs9PFYxXEuDxbfdNx2KGqNB1KSy89Bg1mdM9izme7Ub4xOX1Hx2uOfbLRS7NvPdMEGw0otV8W1tj12In6o1XFPLbA8yx5k8tExq7dOn6pjv8vPt3s7Pf+aNwfX6hR+gmO8Lp1bwiUu7SnZu9T8CVfbR9Hyrz9VO15Zb+KQ537TezGpZ8KPGBlk1aqxbZtarGB/zPG37qsd8h3K+01yOLFBD1zPBVoE0Mt+e+iAtlNs5bRM97+dY+60VvlM0bff/8fK79LZQy8tmP63kVIdA3wVqtxnla2GjwnzbUWOJOr6m+KhOWElbdh7V93z7hn+jYEdb2SCH8qS8dmi77UeCcTsPy+XVulAu4/pzNDHfpviu6fmOqjnfxiPE7fnOA8e2DZY71eLblddPLo2+vFuVnfc6kf6N9e+xdWx2Grh2/cmoJmQB2bq9S8ZwrZxwDDLfzcV3m57vTE8+GVXEbJjvoys7n2b09wYALweQAXgTgFuklK+XUn5P+e/1AG4F8H+Uy7wcKhOcwWAw9h22ZHS/M74JN1jF9yx7vqmgfeSaKiRDPd++7NwvMOnvUU7AF06t4CtfcCte6rnTCyFMAe+t49VPO49bTi7j0s7QZb7HZIuTWOgf4jompFO6SvtMEg1y1rqmZ/jseg9PbHmGa4OsIqlXn231TQeyxqdmvm25cWwGuDZDRMZPK90EK70EVzzmuzeC+U5L5rVpgE9Mp71IG9m5PelQKzu3stIJD1/dw4mVjsOwAsCL7jyF1z37RpwfYawEWMy31W/8wMUdPO/WEwCUMVe/hgUiZJ7sl7ZnZ5jp+Llpiu9OrKKffLM+Omd93fNt3pPEEaSsZ+mXPebb/+7SPoxiv0l9YLO6eh0W29/c803nwM35FkKx31KqiS9/G2PhFhu+zHh9KcFNx5fxlS+4VS9Dg/Jruue7+TtnmO/xZee2n0bV7Vwdr5DbvB3D5MvOg8W351ExChRz5oOOe8dSTdCk3Z7XgqB7/T0XcMAw9r53R5D5DhSQAKyJ0mpxbk+42EWo3/NN979x76u24dpQM98uwz+p7PzKzhDLndi5z/Uc5ruoMN+hQj8tZMVgr06iHoKtEvFz5QFY97xSdl6+aKtpRjmeh1oqCPSUP1kgMCvmO3H+PkqYpvj+aqje7u+SUv64lLJydKSUhZTyJwH8A6jz8YYpPo/BYDAmhm2WdFDF98nVrp59n7XsHAA+XQ6i7Z5vzdhaP7Kb/bRSYNIP9CjmpRNH+Bdf+AzcEoh1oxn20GDs77xESUZt9oEGfT4bVgclO2/O+VbMt5XFbRn5AC5jf3Z9CRe3h85gp67nGzB906FM3mTKnu+Qu3jFcE338CnmWw8qA8x3qOc7zVUvfJO6ga4l+/jaA6/TNYZrnYbPJtB1Yfdbf/rqXsVsDQCeefNx/MiXP6dVoeSzrg9d3sUwL/CcC2XxHZCdV5hvr4+f7he7w9xkv0/DfJfXZWoNmAFbMp+XBarZ37oeYW241nWjxvxrj/ahqe87LyT+f7/9Idx4bAkvuvNU5XX6LvRKt/k6GPUBxS0VlQmp0HcjGsF8/4svfAZ+8Rtf4ExWrnRjJJHA5Z0hpAwz9jYM8z1Bz3cv0ZNe/axwpMtm4kQdXyejPXKLWADoJqYg9+Hnv48COa37oH5jO7KLZOf9LMx82/dk2gfqVafrseudw0bZuTAqISAkO3e9LLKiPudbR42NyXwvdWJ9v6TfDD9qrKWvWQWXdoaO5Bwg5ttM/kXOZGq97Hwa5lt7j1jrKAKyc5pAo9Xakw6jZeeupNzfVgDIc7cVbOaGay0i0RYN04z+ngUgh+r5HoWfgWK/nz3F5zEYDMbEWLeZ7wMyXBNC4NwxE500KyyXZjWfvkrMtyU7j0Nu5/Wy83EHOTboRz40yP7Se2/BRml0RvDZlFFQBlTN8kyKGqtjvu1JhzPrPeSF1MZlgGI17ONng/qmjaTdkp3rQmPy82pifCzZeSBqbKXs+dbbFcz5ds9vJxamN7hhgL/arV4HkbVdvsu9Xr91Ppa7zcuknuFaE6PaBuYaV/tHZmtPvWEDvSQqi29Xdp77hmt+1Fi53M4g07Lj6WTnqqjIS1aMihpim6lQiJziuzpxBgQM1wLvtV9vcjz/b+/6JD7wyCa+7/OeWlEfqHWo7/RNx5cbEyL84ttWWHSi+u95EtUw3+Wyd5xZw4VTq857hBDYWO5o872RPd/lfpHsfBzzrpVujN2Bcr0fZkXFcA1QyoJIuBMntuycqKlWzPcYPd/DvKjkKVPxHXQ7rzDfNCkQYL4L5Xbuy85pMjOk+tHriNzr1t8nvydYObRH+nNy6/7tewC0xVLHuJ1r2bm1n3E0OTt7JVB8Oz3fuasuqssUtycdCEnUvhc9xHzbu0TnW8vOy+Xt9bctvkPffd3zXbgFuhCziRojf5mQt8GiY5rR3zqArTLnuxHlMlsA6kMiGQwGY45Ys4rN0zWmUfuBGzZUoTEP5vuRayXzbcnOhRAVKd9mP60YplExPmlONWAx34F1rPYS/Ksvfia+8TPv0M+NW7DaRWOdPJ4G8/6gjRx9XeZbTYQ8Xjqe7w4zbPYznQHuo6uZ70A+awO71xZ2LixQHbTtDnN04whJHDk93Vp23nHZQWfbk9jqDa7fBpJShvpXT67WR/TZ53A5IF+2lyGWT0qJh6/uNfYSt0FUMn00aKOYsbvOruHYcqfs+XYlmL6RmW+4tqol2/mMZOfKCDDLXSdkKuC0Y7ktO6eeSj+TvPAN18KtGKOY7ys7Q/zr3/0QXnTHKXzuM84Hl6HjNeocJXHkKFMo51u9Rt+N6nUReRNMWmY84nu0sZTgUpleMJL57lESw4Ru58NMX1t+1BigrhF/4sOXbwPNPd++Ed8odBPVkuBH0eWU8x0Zt3O799mXewN+zjec7aYCiwpXPTEYSGfw/6b1V1oNgrJz91qh9/qTMW2x3I3MfqekEPJk5xNWiJd3U5yoMN+xw3zbPd91UWMhv4JIjGa+//rha3j46p7T801fLXsyxlf70HXoMN8jWGVaNHT46bcg9fryVc/39Mz3xvLRZb6ncTu/COC8EOKslPLxpgWFEGcBHAfw6BSfx2AwGBPDkZ0fEPMNGNO1Udm048DIzqvMN6AG/kOP+a7kdLd0O28CHeM6Q6/PecYNzt/+gG4U/DzUEOLIZU5sRgUwP+iAMlwDVNb0U7GBR8ue+RtqYuDsvml/G8btXw9uu3DX4ZsC7Q2NYZ1dCGrDNUtJ4E/udGNh8qCbmO9eVXZO21VntmZvM1AvO9eGa+Vg7epuit1hPjXzDZSxT+Ug+6OPb+PMeg/Hljs4ttzBZj+tzbwl+D239J3aGWR68Bcy4msLyp/PCjcay+8btms4kvL7cWNUjNO5CvUcq31oZr5/4q0fxVY/ww+89mm1kyq0jptbTJDYDtw28500KFx8ps84h48ovpc7uLSjJs06YzLfo9Ztg9zOqSDw3c4BxTCGHL0BE9kFmOs/GDVWwxLXwW5XsBndvDS6S+JIeyvYRmv9LNfndKiL76rKhbabrgtfpeS2yXgFJBXf5M8RmJhwst2t7wTdw9K8wFInDmaot8GSNdk4zAOy82gKw7WdAW4/5bZdKebbTDxVcr4D9WMWyKivk6jb+Lb/+pc4sdrFV913q14/JTLYb627503CfDcZrpGKiBaJIkBOYVBumG82XAvhT6H6uH+gxbI/WC779ik+j8FgMCZGL4n1D91B9XwDprDr1bCDk4AGU8R8+1FP3STyiu9qz/dKJ4YQs2K+2+2biRpr95k+mxBcJ0ketTGb+1l2AXVmTZ0LMl17tIwdqzP5op5vI323B1jT9XyrdXiy8wDzTUVhiPmmQbg6l+52dBPDBLUxXLPfTutq6vntjGO4Vg7WdMzYlMw3QD2wRnZ+1xkltNuoY75rTMx0znfPMN+zk50rsz77eicZM02MOD3fUbj4pr/pXNUZrq1q07jqSHhnkOGX//whfP4zb8Dd59drt7ubRPhbd53GZzzpTO0yBOpDlrL0FqCJL++6tlFnuDaa+e7g4pZivnstc75JwTBOIUdu59Qv7TLfZvLD31w7L9tEjUX6OR+5N/kzCvT74RcmWVEgFsbgDzDKCMCVnoci5ux8cilt5RDd36oTKXU934OAMSV9hv31S63vhJ6gKO+xkzPfqviWUlrMt3W/9rZhHFzZSXHS877oJpHKNqc4R2/y0m9zAdQkpH++afK4DlJKPLbZx/9+6Cr+9OOXAKhzrdscYE/WUqtNfdTYqBivJsM1X3YuLOZ7KsO1NIcQ5reai28XPwFVUH+zEOIXhBB3+QsIIe4SQvwXAN8MZc72E1N8HoPBYEyF1V6MOBKOIdl+Y77M9x7WeklFykaMLaAGOv20qJhHRZHAWjcZm2FwtqOlaRvB73FuuzzQYLhWDmb8/uaQ4doZkp1T8V0y3+cbmW8ZHCibPu3JzyvtEq0jiuCYAu0Oc8N8d6vMNw0uVwJ51J04MtLmxuK7ZL4DUUJ1Gd+AeyyW6gzXPBk1Fd9N+dFtYRd+H3t8G3edVcW3lp2XA7g65tuYF3nM9zDD9sD02k+KTulFkHpu851YQIianu+kTnZeNVwLfR9WtGlclfn+jfc8jK1Bhje86LaR2/5fvuEF+FxPtRJCL4l1ZBpQbSsJbSNd64VXGIxmvhOL+W5eNooEljvxRIZrK90Eg6zAzqDKfNP/d4d5kN0FTF420NzznebjFZkhLw9A3S/iKFLXWx5ivs3yw0AvtL3ddtRYV6tx1N/O/aFSQLrrD0WR+T3fJufbnXBqez34WOrEkFKx+6Ge70iEz8MoDDLVhnJy1R1D2J4HFbfzqH3U2Kic77001/vz//7vT+v127nyhH5WtilF7qSPfTtp3/NdfU2Um+7nfPvbMS76WYFeEulrnJQLRwkTjxKklG8D8CNQBfhXAviQEOJBIcTbhRB/IoT4BIAPAfiK8i0/LKX8wym3l8FgMCbG2lKCU6vdsX/IZwnDfM8uaowG4Vd20wrrDRjGFjCOvyEJ7WovmerYrAacspvQ9diUUWgy+SEQW+jH3FBRZTP+y90Y672kynzXFN+d0lQnlKs8i55vKlLqDdcyXXTbBbZvuLYaMM7qJlGtK7YNHTXmHGv16LM9zrZby9fJznUubDmwfrjM+L7x+Og4sVHodWIMsgKPbvaxNch08b2xlGBzL9OxTKNyvo0Lueph3hlk2C4d8Kf5biRRpFix3JWkCiEciazb810jOy+3nY6zlGE2VzPfA3fwKqXEz7/jE3j6TRt47q3HJ94nH71OpIsPoKrkCDLfNID3iu82zDcVrKN6vgE18aoN18bp+S6/Z5d3FMseMlzrp6Geb/WoosbK7WxwOw85VzfBd/gnUOGXRIqJzQuJfpbr4xlivsM932q7I33/pAkUMzFIqBqqCWf9/i5FwmX//ZxvwEji23oA+KDvRn9oim+n5ztqb2xm42oZ7+j3fNNv2TCrMt9K4l5dV5oX1dx7YXr1QyCfgwunVpzvCl1+dq/13jDHUiey5OFV2XnrnO8a1QpgMd/l89P2fA/SXCkVaUKDDddcSCn/PlTG9xWo434rgBcBeDGAW8rnLgP4u1LKfzDdpjIYDMZ0WOt1DlRyDgDnjymJ7SyZb1vmG3Lq7iaRlgDSADSUZb22lExVPBKr2FY6Oa7s3M9ODYEGGn2vQA7JzgHgzIbJ+n70Wh8bS0nQ9RkwCoJf+LNP4NhyRxd4wGx6vmnQ2mS41sR8k/FYLfM9bM5IV+utGq4Rq1KX8U3L0ARHXfFN5n9Di/le6kQV5+BJ0EsiDLMcH3p0CwC0lJqYbyo66tzO/UJECIGVboydgZKdrwaO6ThQ0U8SaVFUjn+vY6kSAm7nvqlWZm1rJ3avGRt1zPc7H7iMDz22hTe88LZGB/NxQT3ffgGtDdcC9zy7xxiwnZNHMd92nOLoe+lKN7Fyvkcu7rwPUH2+QL3hmr+5sbVf9BWmQivIghajv5s2qJD0mcu8KO8DiSmA+2mhTThtFnwYmLzwjeLob9+fw+9ptkHn2zDf1Z5wOgbUopB4E4ipJzufJGoMIKa47Pm2VAt12dujQMXvyRXPcE334Bdlz7eriqpTO/iqDWVGV//5NAn0xvvv0sqLJI6Cbuf9VP1e+N+x8aLG1GPosvR7viP9uzUl850WWOpE+vvFhmsBSCl/XAjxMwA+C8C9AM6WLz0O4N0A3iKl7E/7OQwGgzEtnnJ+faZF76Tb8IXPuQn33X5yZuu0i8UTK9VCpmuZ75Dj70aAIZ+mpxWwme92x7gp/ze8fP2Az19nhflOqPh29/vseg+Pb6mfqEev9WtZb0BJL//qk1ew2c/wjz/vHscx3vR8T3590e7ZzLef20qFqtvzbY5FN46w0gkw33FUmZAIwbidW9vVoudbbXeENM9re76BMgquHEw9ttnH+Y2lmRSAJDun4vspZfG9sdzBVmm4FkdCD1jrcr7tyZO1XoLdYYadYT71dyOJImSFKkw73gRNz+rHdwzXLPMpZ1tzs60qyaBGdt4h0ziX+f75P30Qx1c6eO2zb5xqn3yQ7NxPGkga/BB0K4LHyrVxOye0iW1c6cY6mmycQo4mXS6VRU8vYLi2O6wef1sGXHjXVpD5pkK45f3Dj9fT6ymZb1pPVkj0hznOH1vCxe2BnuQBjCFaMOe7kErCXj5x19k13HBsSSu37N31t7nCfAck+f5kC01e+tc8FaKTuJ0Drkzb6W2Pwg7ko0CxlJWosSbmuy5qLC+QePeVJBaNfdiXy8+/88wavvz5t+IX3/lJdGLhKBYIe2mO5U6sjz/dRuxtGVXYNhmumfM8257vfpZjqRM7x/SoYeriGwDK4vp/lP8YDAbjUOKHv+zZB70JWOrEM9+OOBLaVO1YDfM9rDDf1dv/TceXHHOecUE9352WA6VubGbu26BNz3cSuYNSWo4+a8NnvteX8L5PXQWgZOekTAhubxJhs5/h5hPLeP2LLrifOwPZuXE7j/TfPvN984l6t3NAya9DzLctO29kvgOu9zTIOtUgO1fbLYC0vucbcHOdtwdZcBJoEpDb+Yce28K5jZ5m+o4td1BIxVgtJVUJJsHkLJtjudKNsTPMtex8GqhJB1mJGgPU8doN9HzraDafpS8M891NIuwMq4Zf9P5eEjnMt5QSb3n/Y/jK+25tPE+TgCZAco9RbWLnI+Gej7a5zvZ102ZCdbWX4OMXdwCMN0Gmme+S8QwZrvXTvJIuQJsvA4ZroaLPl+qPQp3s3OR8l4VRVqCf5XpS1mW+R/R8S6mL8aec38Cffs8r9HJCCM1wVnu+febbe10YdtdMJLnXCr1XxzpOKju3im974iQSzQxzHYh59otvw9LmTm45oCZVQ8X3MJcV1caoCDS6Dk+tdvGPPucp+JJ7b0YvibXbuZ/zvdSJ9aTuZG7n6jE0X0WnhM4R/S2EwBS1NwZp2fOdhK/xo4CDpYAYDAaDMRMQExoyk6N8agBaehkqvv/lFz9zqomBcXu+tey85fJNDrv+8wMv+5gGdX6+uWK+jez8/EZ9gUnb+12vvtvpH7Q/Z6qoMa9IseWZgBpMLZests0u24PnbhwFe747VoRNk6keXUc2G/3kc2t49i3H8cybjzVuPx2fOtk5LUOs1iyKWoLqN1ay87vPb+jn6Xw/ttXHcjfWg+KKiVkgdmm1l2B3kGFnMP12Kvdp1Q/tD7h7SWQZrtnvqZOdG3bYj4DysdpTOdWEYa7c+s/MIW7R9Hx7zPeIqDHAFARK6oyRaohjY8vOTQ7zOOIUuqddCvZ8E/OdBaLGbPm2eo4mCYIsqGf4Nwr1svMy59syZEtzqSdlnZ7vLBQ1Vq5HSkhZnSiy4ff06+fJ7bym+I4iMwFhJpJchZJmvht6jptgy86HgZ7vOAq7zo8CFd91Pd/9NOB2XsOyZ3mBric7tycnmz7/5FoXS50YT7tR3ZO1YsFjvpc6seNgD7iqHzo2n7i0g+f907fgw49tOZ8nG5hvfyKTJgD8nv5xoZlv6v8/gsV3q18TIcR/mtHnSSnl189oXQwGg8EosdKJcRVpbc936jHffhFa99xY29Adr+c7Lo1iZsp8x+GBX23P93oPu8Mc13ZTPLE9aGS+n3xuHf00x2ueWZXrmjilKWTnwh3M+n2JO8NMF8dOz7d1/F5y12k84yZTfOplrAK96fzQObQL9LMbS/iNN75k5PbTdjfJzp3ie5Dh1tXpnc4BVQg9sZXj4xd38OI7T+nniSF9bHOAXhLrCY4K8x1wm9bM9yDDLVNup875rmG+Q3FhtbJzq7il81r3fVjpxti1ZOehQmRW6CUxru2l1Z7vhokpbcJnGa61mbyz71VtClb7+zJOogOpebThmi07T8hFutoT6xuX2dsZliC3Y/wJhhX0ZOeSim+1nu1BaRBGxXfqGq758ZJ2oab2q3571GvV80V/Gwf36vtosivzVBLVnu9ynRP2fPeHVs+3x/BPIju/vDOEENVJbrq+Lu0MkRUFelbrT1xj7qaM5jzDtZr+cP35u0N0YhFMKwFc5nuQFkp27huuBXq+P/bENi7tDPH/vufT+Aevvlu/Ttsdug6EUL/fvtt5NCPmmzxCjiLz3XYq92uhosImndKn90oAXHwzGAzGjEGDxOPLgZ7vJNJZxU1u59PCSJbbF6CdOGotU48bTH78502mNckZ63u+AeBvPn0NUtZnfAPA937uPZBSBlm5cc3jQqABVGw9VnK+S0m543ZuDSr/zZc+K7humx1sZ7g27ta3Y75Jfg2oa3FtRtdhL4nx8Ys7GGaFw3wTQ/r4Zh/HVzqVHmOCLeUmrHYTPLbVx85wFrJzFVNnm0uZbY+0i7KT802y8wBLrxyOTfFdVyStdhOdbw2E46VmBTJc8yXUvlO2DR01JscsvpfH7Pnu2axn+4ubvg+m+Dbrsf/vF4d2zjexh0kr5rvdedHRVmmY+ab7HimdiKn1Ddc6ceRcc0Z2Lp2osRBqme+K7LxaYGoWtqyuTc63O+GkJc1jXq5adp7l+hj5eeYqBi58P6/Dld0hji13Kt/h5144jpVujP/1vkeCOd8hNjsNyM5HFt/bQ5xY6Va2mf5ycr7THGfWe6a1w/qOJeU5oMKWfCF+7wOPucV3g+Gael5UTBLFDJhvut/2kuj6Zb4B/DyAKeYxGAwGgzFPECMa6vnuWLPHmyXzPSu5rw0yJ2pbTANqQNR2MNyG+bbllvZyNED3Jx3Orqti+70PXwNgouDqUDdQ+8Ln3oQbji+3HjyH4DPfdkRNXkgMs0KbqdmZ020+0y5QGmXnvWrUWFvQALqpl1jJr9VO7QyzCoMzKexBGpmtAaZIu7QzxPljSxWHXoIt5Sas9BLsXpxNz7fK+S5l596x7SUx9lJl+me/RNvimyKpAr68rke0bix1YzfbOdDnOyvonm/PYKzJDyEUNdaG5bSZ7zY937ZB4TjX9rIvOw+4nQPV+wLtQ1GYAqaZ+R7X7TzsBE3Hj+Tb21R8655vN+e7F+g5Biy38ybZuU5n8Nahme96wzWaT6Lt7+hJUveap6/puIoiOm97wwLDvEA3jrz4RLOf48yXXt4ZVpzOAaUY+uynnceb3/cIzm0s4cy6NaHRwHz7qo02zHcoHcI+bwQyXDOsuHE7jyKBRAh9nGly/oOPbuFTV3Zx84mVcn2umZqPWAh9nmmRaQ3XBmmBU6vq/Cm/mqOX893q10RK+bVz3g4Gg8FgTAGa6Q+6nTuy8wyr3bi11HscaMnyGIPbJBatt6VNzjc9T1LDas53VXYOAO/7lCq+zzUw3024+cQK/vbzppMm24w3oAaFNBAj0ywqIshMa2hl5Dah25L5XglEjbWFZr4bZedKciqlxHY/m9pFnGAYYDgRcHZvsO38W+92bjPfMXaGGXYGM3I7r5Wd2z3fo5lvOx/YjpkLoRerCDaCZr7n8P2vup27EwNNhmtUnGStme/xer5t2fk45l2rlagxu30j0sVSqK8ZUMWLn+EdNlxzJyxGIZSBXBRKKh5HQk/wkOqhTnbeSfzi22y3HTUWQlwzqULfMSrs/Lo5Etb5zt391sx35uZ8j3u5LttRY2lRmWyiTW6rtCBc3hlW+r0JX/Ccm/Df/+phbPa3cceZVf18UtPzrYpvd7vqlrU/P1x8q0en55sM1zy384ImaGKh7wc7lhfAH3zwcbzhRbcBMDL2WubbMpMTFvM9jey8n+XaHK97RJlvNlxjMBiMIwBtuBZgvnux63YeyvieBYj5Hkd6/Xdecjs+5+nnWy3bzu2ciu+SdSm35ZYTKzi/sVQxIyPZ+XsfvgpgNPM9T8SRKPvgDfNNAxsqzuzCdrWXVGSjdRi3+J6kNqNjv9IUNRYp+TUZc81Odq42+LZTqw47aRdpSyULFIlQz3fVfGqlm+DqbophXmBtJjnfap+rhmuxlfPtvgeoup1neZX5rjunZIJGmKvsvBPpqCWgmgkdjBrz2OBihMkXwWG+W0WNmetsnIklkqtfDhiuAea68zfZlp1X3M4bmO+2DK/JlTZFkylUzYQmeXzQJJRjuBZgXoXN2BfNKhnDfLvLaMVGFt4nR3ZObuba7dzt+W7qOW4CFW+U811xo4/M+RkHdcUvALzkzlM6jtHe5ygKy87t7zEhLifpxv78cjV+zvdSJzImelpdQn4RsSU7V5M0t55cwVve/5heR1PUGOBK6u2e72mZb/qecfHNYDAYjEMLGlyG3M47ltv5Vj+bS783YFiicXq+3/SKJ+Ezn3ym1bJ2pE3dIJUGcdrtvBw0fNnzb8Eff/f9FYbw+EoHnVjgoct76CZRcPJiv0DFt/7bGsRQFJVd2K5044pstA42w9VU3Kz31P5PIp9v53auilDtPTAzt3P1mXdbknMAWOsmelBIrKXK3A4z3/axWeuZwenUzHesBqkhZrfXMTFwoZ5vf/Bp941rw7WawbGddACYSal5ys598zAjP69+ZuQpEdTxGb1tS53IOGS3ihqbrOe7G0dIIoE0lxXpMmAV3z7zbcmAqQ5pLL7HZL5DUWO5dQ3TsaHv2XI3cfLkAcVMV6OuUG63dKLGQoj05IrP+rvMd8hwjbaVimyT8+1K1kMRgG1A96BBGTXmF9+xmKz4vrIblp0D6vp+zbOUGWflPh6MGisqCpS6WDJCPfPtSsuBas437SslCtitOjvDDL0kwqufdg7v/PhlrZgwPd/hC8E2z6NlIjFdn/Igy/W9mu4pRw1cfDMYDMYRwHJDz7eSnRuTq7kV32WBMk3WdRM6tuFazWCAPrvv5XwLIYKDdCEEzqwp9vuGY0tjme/MGpEQFXafBp+h4nu1m1Rko3Ww971pIHtspYN/9xXPwWufVXV0H4U2Pd9JHCErCj24mzXz/eRzbvEdRUIrPahAD/VVpl7vKWD634HpPRKSKEJeSKRZlW3sJbEl7wzIzgMsvWmnaJad+8zRfHu+41LR4GYzN0UKJp7hWlHIVqoLIYRmv9v1fLvu020hhNDfOTsnmkAMtF+c0EfYOd+0/43Fd8tto30OFd92BJ0uvjsxlruxIzsfZiE5NhVxGB01Rh4VAdMwwEjHq8fGuGH7bud6wqm8TmmfxjVc01FjQxU11vPuSX6+fBtIKRtl5wDwumffBKCq0qprNagarkW1svM0L3BtL23V8y2lRD/Nsdytup2T1J7algBgt2yteeU95zDMC/zxh58o19d8/G1Wf1Y93/200N8rZr4ZDAaDcWihDddCOd+JnfM9P9m57keeU/HtsAk1DJGf891mW86Ufd6T9nvPCj7zbRv1mJ5vU0Ss9OLWvbv2IHvUQPY1z7oRp9bGz4GmwnVUz3eaS20EtdabzbVIxfdTPOYbMN8JYsMo9stGlis2yC5iV639mIXhGqAmhSrMtxOBZJ5PPBZQb6ttuDaC+faZIx01NpeebzXB4JsdNvV8a8O13DDfbVlOainoJKO/4zbzPa6EmSYVQ4oOKshDpmKAm/NN3+9QwZePyfBqt3O7+LZl55HLfC91IixbkXaAuq78+4ed863czhuK7zrm2+v5DsZpeTnf/vXs53yPM2ECqCI+iYSWnVf30y1W22B7kCHNJU41FN/PvPkYnnfhBO60fCfiSE022Ox3Uajj6ysdkgbDNUpECH0+rYWY72FeoJCm1Qaw3M7LSRU1LlDXw85AxVg+78IJbCwl+KOPPOGsr1Z2bt1L9cS1MEZ5k8BmvrtWy9xRwnzoDwaDwWDsK+46u4Y7Tq8G83t92fmFU6uVZWaBXhKV/YbzKb7t9dYy31aRA7QbtBHz3RQzth+II5edj60s2jrZeVsGs9tCsj8tNPPdsE2dWMXebQ1m67pP170vOweM4zkN6OLSedxGKALMnuiYXnau1t0f5pXPsZUCDvMduf2vhJDhWt117jNHc5Wdl8eX+kd1r3cD8+1HjRWFbM1ybpSqiXGZ73EnB+k7F1J0UG+qfzuiv/NCWo7R7nfaRpq3nyxU6xKVc5tbcn865pTzvdSJsdSJsWcZtIWirtxe9WZneDpPo3q+/fMpRNVwzWe+7ckYYPycbwDlZEOhZOeeaoFuhyE5eB2u7JSZ6Q3FtxACv/otL3IUVNrwTEpEZZkcijYEqJgNF5vkOxD6fJ/57g/VOhzZeWF9x7zrh+IUkzjCmfUeNvfays4tdYLFfMsJme+8kEhz6TDfR1F2zsU3g8FgHAG84UW34fUvvBB8rVvKy6SUuLaXzk12LoTA+lIyFydloK3buen5ts3LmnB2w8jODxKxEJV9NG7nVcO1tV5S6WWsgxM1Nq+2gDhSPbIN55/6Z7dnnDf/6qedx84ww22BiSVivqlQSgIGSFlejQCz2dJp5fGmHaLqTu9GVpnnidGtMN/jGK6VDuSE+eZ8q+NF16rJ+W7BfFs93+Mw30K0u55tFcO41z9NvCyFZOed8PGngkdK6ZiG2e7QNihTe5wYtF4c1Rqu0XWhme+kLL5HGK452y2bc77N5Iq3jnEM17xJB7/nm47dJPespVJmP0irPd8+G9yEn3zbR3Hh5CpuOrEMADi52qzW8X9z9GcVEjR/o3vdA8eubj7gUum4H5Kdi3L36LhSe8FSpyo7J9+JrhVBujPI9SRTJ44qyoO6wx8JoScS7J7vcRQFNvp6u2lyMcbmXjrZyg4xuPhmMBiMI4K6QpMGHn/+4BVc3hni6Tcem9s2/PCXPhu3nZ4Ps24XLXUMkXE7r8p760CO54dBdm7vV2QZ9eylVdn5G++/S0sRR8Fh1OdWfItggWIjKQd2O0OSnc9mGHLrqRV8xyufHHxNF992z7cvOw8YodnHenrZeem+PMwrxUgd803L+UyYXaBSkdW653vOhmuAxXzrKKp65tvvvc1HFHw2NpY7rd3+7f79cTPsm5hv43YeLrhs2bnydIiCxXeat5900J/tOdnbhmuJZ7imZOeu4dqgoedb53w3HFs6jJWYtRFRYzb7r6XpI3q+J7lnkcx+mBeV+5LZz9FV4s+9/UFc3hni6z/jdgDhOM8mJFH1s6gfPhQ15qtyCMS8n1qttgT5R4eK7+VuVNnXJuYbMOaQ6j3l+htk5yHme9Keb7qe6bt2VA3XuPhmMBiMIw6aXf+5dzyAlW6M1z57fDOttrj/KWfntm7bBbluAE2DzkFWtJYqUtb3QTPfUeQz32iUnT/z5uOt122rEebVk59EUWO/N21HVhjme1Y5300gY65l7UlQdTsPZe7azPcs3M4B1Q7RxHy7hmvEAvoTBUWg5zv8uaR6IQzzvPzM6aLTQiAW2Ge+E818V4tL33AtH6MI3VjqtFbZ2N+bcSXMlOLgx4wBluFapQBVj3bUWBS5Ml0buXVO26KXxK7s3JJoa7fzciJkqasM1/yeb39SSW93IVEUzf3xdT3fPvPtH28hhO4JzjwG2OR8m8kYtV0TMN+dCHtD1fPte6HQNrbpTaZYxP/4hx8HEC5+m0CfZd9zUi9ijWDHS/qgrPkTAebdL7DpPC87zLdaNpdKOdNNIm18uTvIcW5d/f6pOEi1sBwxGabczml71YJC1LP3o0DbTfdEuy/9KIGLbwaDwTjioAHq7/zNY/jSe2+eGdu430hqBnvuMsaIqG2ReeGkYurn1QvfFrFw900Zrqn/h3K+x0GnpsCbJVa68UgzvyRWPY1UFMyrBcIGDbx7Vn907o26Q+ZHqzN0O6cebSmrMl27H9W+ZEXpfh+UnUdusVIvO1dJB6qXWuyL7JxUDf73Nch8e4ZruZStmekvufdmPMkytmqCXXyPa3lArHnY7ZyYb/f5UM53JFQvdh3zPS676/fDulFjZc93mfO9lMRY7sSOUiZkuCYqzHf959N9xJ9UoVXWG66ZItE445vrOLaueW1EN4GPyHInRj+rkZ2Xq2sjOx9mBV55zzm864FL2OxnweK3Cbowtovv8nrvevsVaokhXKKe7wDz7vd8u7Jz9Zw2XCskYiGcGMLtQaYz7TuxKahHqh8icw4N8w1MGjZWYb7ZcI3BYDAYi4huOSjOC4mvuO/WA96ayUGD06bBue6tTfNaR3QfL7nrFH7rTX8LT71xY/qNnAJxFFXyYWnAtDMome+GGK8mOMz3nAzxvv2VTxopg1esimK+k0i07lmfBhue7Dw0wA3Jfldtw7UJJz0I9jH3GXabUfXlnZ04zNL7Od91A2R6fZgXWIoMUzoPXwY6l7sDn/k2Rnc+Ksx3IVtPmj331hN47q0nWi276hiujbfvq02y8xFu5yqyyzwX1Riu5YHYqVHoJREGFpPtys5Nz3ckVEHV67hRY2lW/Uw69NTz3Rg1Vst8u47lFdl5VM357ib296NafE9iuEY97sO8QV7fgqId5gXuPr+Gb/rMO/D7H3hs7Ik4v+caMK0kIcM1ckb3f+eu7AxxrGy18CH0eVOP/aFRuAhvX4tygqvXMfeDXVt2HkW6oC7kCPWDMPdS0/M9a+abi28Gg8FgLBhI0ve0GzfwjJvm1+89b7RhvmmgM8gK7YY8CkIIPG2OffBtsbGc6EIR8AzX0gzdpNnMrAn7Ybh24dQqLpxqXoYG1tuDDGtLyb7kqvvFdyjuKQvIfk2v7+THnWC/vxI1VsN8q/eJyuAzK6RlSBQ2vdLrLgv7QVpgqRPP1e2c1mmY77KPl1j6FoZreaDomAVWepPLzqn3P9zz3Zzz7TLfZStJXq1MsqIY+3vZ81oKMpv5jkzP91JHFWDLnVgXZUDJfNcYkRWSTOBG32vrzOZIOu6/bsuSfeYbKNM5fMOvSXq+uzGu7AyDzLeWnY9gvvMyEqyXxLjv9pO47/aTY2+HLr7tnu88LDsPOaMTLu0Mg2ZrgCm+jaLAyPm123mA+XYN10zP915qCvWmr4stk9dJY6JdL30IPvPNbucMBoPBWEjQAOsr7rt1X4qdeUEzaA37oA17svEHsweN7/vce5yBhs3O7A1zRzo7LvwIs4MCMbnb/Wzf2h9oEmbZKr6rbudVxpVk57PYTrvw9Atlm/n2ix11vJoM10TwfQT67g/yHEBHFzXzUBxot/M65jvAOPsM5DjM9zjolrnP2RhRZgTq/Q9F6NEkiL9O20jOFCel4VqgMMlyGZycaEI3iTBIm2Xne2muCzYlw3Zj5+qY70JKyFFRY4JaH7yJB092HirOqTgj5tv+TthyaJI/T8R8JxQ1llc8DnyjvzrMok0jxHzXyc5JHWI7oxOu7NYX30Zp4fXKWz4i2tSwUM+TH8QwKzDMC6xp2bm558gRzHckBAakcLCZ7wmpb818l9+r3hFlvuev92IwGAzGgeKFd5zCV7/wVnzhc2466E2ZCjQob5KT2wO9eeVZzwun1nq48fiy/ttmTHaH+cSSc8CVGR/kpERSMt9bg/0rvo3buWGJ/UF3yHCtl0SIxGyKb5vhqhiu2cy3d8na/ZeELDd+BqNyvnvWZJT9OE/Zud/zTcVZiJ3Xju6Fy8rNGkIIPXk17vU/GfNtGGSqteNIRY2FCpOskK3bZOzPdqLGqD/acjsHzKTTcrcaNWbLvQHT9pBLOdJ5Xt+PA1FiQL3hmq088XO+6f9+1NW4xwYo9zfNVc53A8PfhFl8X+JAoZ/W9MMnXqH8W+99BD/x1o8CAC5tNzDf5SNdazqiTQhrXw2bHUemsN0dukkaSWT1fBfN10AsTIuAzXxPSHxbsnPDfHPxzWAwGIyFw7mNJfyz1z1jX5yl54m6HkMbNguzYLV3BTZjsTfMJzZbA9yeyoMsvmlgvd3P9sVsDQCefG4dNx1fxl2lOVfI7TxkuCaEwGo3mcn3xl63P+DuNfR8J1HVcCiY810XM9gxBoSAKiaSSMxF2u27nZuosbA8GTDf0dwuvud0fdJ5HD/n27Qf+KiPGlOP0pOdh649QBXfnTFvWL7s3DDfkVPM0nlZKnu+pWadQ8y3YVAL2TwREtXcj3XxXcN827JkU4RazLdVcE3d853mGAYi1Xwpdh0GZTrANMy3Ln6trzHtd6cih3cno37zPQ/jX//uh/CxJ7ZxeWeIkzUxZ77hmh1vZ4p/lI+l7DxROfE75fd11WK+zeTHCOY7sqPGLOZ7atk5KXtiZIWcmEk/rFjskRiDwWAwrhvQAK1NH6JafrGrbzs+ZneYObnT46IbmwJvXlFjbUCsys4ww6kaFmfWuPH4Mt7+j17ubIPvdp4W4YirlV48k+LbLqz847/k9Hy7r3WTqMJ8p4VtuBaOutLvDzDf8+j3Biy384Hb8x2X2xC67iqGa1KiO6fvrWa+Z9rzTbLzeubbLoQiEXbYzvLx22QqsnNiiSOXSaa2hiVrImapEyPNZYXR1UVpof41tSnRsnU938OsQCSq64gtWXKo99nOdjb7NAHz3YmxM8iQlT3bNrTbuVfU7Q1zZEWhUxvo+E7znaHr3m4fSb2INULsbdcwLyAl8B//8GNKdr7WrudbF8SRNcFlMd9RZNzOdwdu7KOb8z2i51uYiQJaLhKTep0b5tvu+QaMYeRRwWKPTBgMBoNx3aAN820XUIvW8+1DR8QUEjvT9nwfIuY7KyS2+hnWRsSSzQtx1CzltrHaS2YkO7cmhSrydrvn23tfFI4a0yZmlKE9yu2ciu+AydasoN3OvZxv2tbQdecbrmVzZL6piB6b+W50OyfZuft8yHBNiFJyHTRck2Ob+vUSP2qMmGaVmkCXBBXdJD8n6fkwKyrMq/C2u2mTRuV8pzUTClFkHN9tYzCCw3znkxffS51IX4t+TJwvxSb8k9/8a3zzL/yF/nsWHgmhz9LMtz/5Uf6de5MTv/aXDyPNZS3zTRMc9AmFNWlhJlQ8w7UkQiGBzTKObrVruZ2Xx12OiP5T99JAz/eUzLftdg7AmWQ6CmDmm8FgMBgLASpgGqPGHHnvYhffkcVC7Q1znK5hPdqgc0h6vmmQfXV3qA1+9htJLCqDOVvKbeNbPvNOnF6fnqHvNFyXTcx3EkeaJSPkVqE2sueb3M7LQe0grWY7zwp1Pd9JA/NNMlsdgzTX4juGCDCxo0DtHqECTGfHe+t0cr4tWW5ca7gWnvxpQi+JnX5YmqOhbemULQs0aUDFdz9T0vNhg+zc5HyPlp3754ueH2bVBAH6DO12HihCg8z3BLLzZWuypInht/HAxR1c3R3qv2fb822eo/uPf035Pd9pJnHryRU8fHUPAGp7voGScfaY71hUDdeyMlGA7h2Xd8riu5xktKPeRsrOragxvZgY3Utfh4HHfNPxIcPIowJmvhkMBoOxEKCBejPzfTgY3lnANVybUna+D1FjbUCF2NW9dN8M13zEgb7brKgWIgDwpc+/BS9/yrmpP9NWZPgFidvz7b6vG1eZ79Qq1Hojiu99Zb47ntt57LHzATk5FSb7wXyv9pKJijgqSppk535Bb7eMOP23DYZrdXFxdaCeXbMOt8eajrttuAaQtDrstm33qucjZefq0d9uI7MO94zbx0C7ndf0fOuJi0lk55ZSqMp8q0d/IuTyztBRE8zL7bxfnrdl75oy34dysiwvcNvpVXz+M28AgFrZOUARbkYuDqjjVjFcKxMF6Nq9Uk42kLLKNqQsRpju2ckRNvMtJ2S++2mY+T5qpmvMfDMYDAZjIdBk3EQQ5Uz/vCKL9hMzNVxz3LYPbt6dzomUwFrvYJiMJArlfM/3emmWnTcz38GoMV3YjmK+qc/XSI3nETNmf1aF+W6YNKNL0WG+5xSFt9KNJyrsV1rIzv15G6d3OjK92KGJHyAcdTcKvuycLhM34i3X202Pe2muJ3QqOd+OS/so2XnkPPrrAMJFcyRs2bmaSLKL/G4S49qeYmNzOflkTM86X3VRY748+tL2wHmfkZ1Pfu8NFd8k/fevKX/ZNCvQjQX+7sufhE9c2sXTbtio/RzFfMN5f+wYrhlfhdhivq/sqOJb93xHruFa0wRMJMx6hfXcxMx3Fma+ufhmMBgMBuMAELcovun1vGjuVVsEOIZr6exyvg/Sh84e7K/tk9u5j1DOd5qP33M7DjrO5IcvO2/K+RYV2blivl1maFTONw1eB1mhTdpmjSRShmJkuGaKQPfRfY/r7pwVxUSxUm2w2k0mKuRuO7WK+247iWffcqzyWp3bud87rZ4TiEXYYTuvMfxrQq/jxjDVMd+22zmgTK3ofU053/kI2Tm9ta7nO/Sa+gwBWRb3oXaPXhJp+fE0SghHdl5xFXf7oAH1vdrsZ1i3lpsN860ebZa9r1293e8iHQvbcK2bRLjr7Bp+440vafwcYcn57cx3W0EFUHyY0BOyV3ZJdk5u5+b+KEcw36GJlml6vvtp4eTUa8PInItvBoPBYDD2HU3yVWe5SGCIxe/5tlmQ3SmZbxqETTLInyXsz14/INl5yO18kp7bcT8z9H/AZ77d93XiCNtlMUvIcqm/CzpqrOaU2m7B9Dgv2bkQAr1ExTsB5lzrnO8G5ts4MU/W39sG544t4USNYVUTVnsJfuVbXhR8rVfjNk9/SyvnOxLCMbOykRYFep3xvg8Uw5Tlyv3eNtkCzPGv9Hynhb4e/OLb71VvkyzhF8/2+Qub7Bl2fZgXlYi1rhWhNo0SYtlhvsPsvM1Gk/x61rLz0Gf1NfPdvF2hOLg6CJieb0d27huu1THfZLgWm2t0VN+/fX7pv6KcXJkEgyx3zhUbrjEYDAaDcYAwMsdRy7VjyA877MieYVbowdGk6MYR9oq8kcmYN+yB+mFividxmx4HDvNd6bMtY3/yIpDzXXVmtw3XyK16pOw8paixHL057mevE+nimzYpqZEn268VFvM9r0mQb3npHfjK+26d6TqJVa7kfAeY70ioyYaQ4dok+eb02cOy+M68/mlKOKCoMdvtnNQUvpGY36s+ymzL/jz9fOm0Lmvebx+bOubb5HxPfh9f7rombqFtt28Dl8sidJgVkFJCCKFl0NMYrtE17sjO07Ds3O6Xp21pW3xHQmi3c9t8jw6fyflWy9Ixubw7hBDm+uhEAmnR3nCNQPcu+jw6huOgnxbOMaHJraPGfLPhGoPBYDAWAqbnu/mny7grL/ZPHLFnxHxOIzsHFAMZe/2V+w3b9fugDNfCPd+FjsSaB0blzxvjLvf5ThxVDdesbaWiYJTsfEDM9xxzvgGzH3Yfr+n9DrCgnuFaUUxmrtUGK90E548tzXSdxu3cfd4u7nTmsuVH4SPNJ5Cdey0F9ucAJlueilB63EtzpDWMrtOr3jJqrMlIL6x2MOxuZmXW2/ul3c6L8fPPCUtJC9m5NRFyedu4nA+sNo3Q+8eBVnfYzHeaI7Hk1f522cx328+OhMtu02eHZOdxZPbp6u4QK51Yn5ckjiDL63Zkzrd1bkzPd3Vioy3qmO+j1vO92CMTBoPBYFw3aJPzbb++8Mx3+QtNxfc0snNAGRkd9DGxB5sHx3xXpb91UWOzwqgIvDoG1S++80JCSlPw2MVuCDpqrGTa5ik7tz/PmWxoMIWj/u79YL7nAS07b+j51rLzqIwaC1Ql+QT7rSdWvFguv8eeilDbcK1edm62Ox8lO29RYIcmUnSBLyXSXFZY5W5sMd9TGK4tdZsM19SjfS4u7VSLb9qOaUwK7f0l7KV5xekcCPR8Z+2jAe2eb/o+xUJNgiklgic7j9XnX94ZYsWaCKVtSPOiVr1g9s38n5ajpybp+/7rhzdx4/Fl/TcX3wwGg8FgHCB0UT2CuW1i2hYJNJjZ7s+G+e7GYm79tG1hs3uHifmeu+GaEzUWYr6piPPeF7sSeSrEfbfzOra45/d8jzGYnwShyYAmwzWf+c7nyHzPA9pwzZdeO/JtIzuvM1ybZPLHTKy4zLcxXHN7vulx4BiuVSXjgOlVbzoXdTnfwIjC3GJGVb+6JzvvxFruTRLpSdDY8x1gvq/s2sW3mawCpmO+/YIaUPLqXqD4jrzvwziTZUIAEl7PtzC/mTo+rJxUoQm/q7tu7GPHMkEcFTXmGK6R7DxwbNvgw49t4f2PbOI1ZawaYJQ9Ay6+GQwGg8HYf7Tt5U5GFCSLAtpPzXyPacjko5NEBz4hcRhk53Ec6vmes+HahMx3EkdaIgyYQbk2XNOy5xrZeewyR3OXnXeqLHcnqme+ddQYsXILxnxTQetvspFv+znfYcO1SaLuzMQKFaqG7QTMfZBMvZYDUWOdSi+0ejRu5/Wf39hO0MB827LzNLDfNvNNEulJYBffvrFZiI2+ZMvO09kx30HDtTR3etIJ2gNBmhx0f4Kk6XP8qDFbgZBXmG9yOx86E7t0r8ryYnTPty07F+7juMT3b/zVw4gjgc9/1o36Obqf2Hn2RwFcfDMYDAZjIZA0DOLd5Y4G800DxK0Z9Xx34+jAJySSQyA7D7udz9cFvslwDTAsZrDn2xq059pUS61PF9815zWKBDqxcGS0+yE7t8/z8RWV5x5yGtdRYzkV381S58OGXs3xt9ldEzWmWknCzHe193kU6Dz2y0Ix85nv8rHn53wPC2245pvv+dvdpJRpZL4bVEq6wC+d2n3pey+JNCueTZHOYBt3kcTabAMVxOa5yw2y8+mixsLF91Ig8o+WzXIl+88LWdn2OghLVeE738dCmH7w0kGe9qmQJuMbMN/dNB/d822fX/pvXYa6j489sY3/680fQD/NURQSv/meT+Nv3XUap9d6ehl/8vCogN3OGQwGg7EQoP7QNjnfbZY77KDB7VbfzWGdFJ34cDHf07q3T4qw23nRmmGaBPZxD12XS7U938Lp+SYXYp/5bppUsZnEwT4Zrtn7eMvJFfz+d74Ud5xerSyve2+lKQwO+hodB8TM+SaGwmL0pSUBDl17wHTM98BiiYGq7JwYYIqX2rNl5961IKzzIWV1v2wYaXnAcK1FYV7ndm73shdSYtI5MUd27kd6eYoLwC++S9k5Fd9TtGroQt/v+Q5MptqFulEnTMJ8l+sT5jwYt3M3agwAVq1toUmbrCjKnO+Ga8A6v1p2rtUTzdv7u3/zGP7jH30cD1/dw+tfeAEPX93DP3j1k51l/LaZowIuvhkMBoOxEGhrpGbczhdnEB8CDZyo53ta2Xk3iQ58QoIKgtXuwZm/Bd3O52y45siwgz3fNbJzT6ZM/yfDNZ3z3TBAtntoD6LnGwDuPLMWXF6UBamfQbwo0AZzlagx9Te5RtNzcRTpfbWhou7GLb7LGKbMZb618ocM16widLkTo2/LzmuY77x8vU3hFQe2OxL192q7GL22l2K913Fet022iKWdBEttosYcw7WB/r/tdh6JsE9DW9B5KMZgvnMpjdN666ixKvNNkwz2a7r4ttZrG67Z7HsxoufefskU33TtN1ffm+Wk8v987yN41wOXsdyJ8aqnnneWYcM1BoPBYDAOEK2Lb73cYv/E+T3fs5CdH3RhQ+fmoCTnQOl2bg2EpZTICjnX60UIodnq0KRQXe9wJ/GYb89wrRtH6MZRoxO+w3znRYUFnCVCbuejoGTxpm/5oK/RcWAmTdzn7d5putRiIRCLcM53lhdjy6sNQ5zrzwKMCqLj9XzT//tpjt1hXi4TnjQwEvb6z6/L+bbf11R8S6nY5pNrbjuCNpKj4nvC66EbR7o4rIsas8/FlZ0UG+V9Sfd8zyAdwDcVBIC9tHDc2Al0LPOi0N/19p9v53y7/f92xJ1SEwhnQmLNUiF1tOy8GC07D/R8E0Yx35t7KU6udvEV992Cx7cGeNXTzjnyd+DoFt/MfDMYDAZjIdA6aqyhyFkk6JzvWbmdHyLm+6DM1oAq861NzOZ8bJIoQprnI3K+Pdl55EaN+YZrUSTwi9/4Atx1NswsA+q8DzMlIR1mRaXPd5agwn6c795ar4PtwYIX3216vqNwzB0wG9l5lrvMd6eG+d4Z5viZP/k4Tq52ceGU2wpAm0A94Y2y8/IyCm13kz8HvS8vJC7vDnFq1S2+K8z3hNeDEALLnRi7w7zCHoeyqC/tDHHj8WVsPro1U6VIyP17kOZYWu9VlrVZ5zp1Qu3nCCtOzGtBiG3DNa/nGwBWegHDtdIssE3cHH2+emzLfGc4ttzBD33B03HziRW85pk3VpY5qm7nXHwzGAwGYyFAEtVRpmE0GDxoc7Fp4RuuTZvz3YnFgU9I6OJ7qTNiyfmBWCApJYQVwTPPqDG1fgGkzYZrFeY7VuZTVISQUZxdwN9728nGz+0lEQaZMdna757vUVhfSrA9yCBLlniRim9RFjF+gWKbTklp5Li1hmuFDMq3m0CMtnYG95hv7Xae2K7fMX7v/Y9hL83xb77kWZVJMONErtbZdC7iFi72YcM19VyaF7i6q9hPG7aLez6i53gUljsxhlnVzM42faPHK7tDPP2mDXzw0S1Hdt4NyMPHAR2D3GG+R/d8j9tvHgkB8pEkxpomTyLfcM3r+bavA7q3qJzv5p57e3LGfBZtQ/P2bvWV0qATR3jj/XcFl0lKtRYz3wwGg8FgHBDiaHQB2ZYhP+ygQY9hvqeMGjsUbuel7HxK87iptsEa4CaWodk8DdfU+utZ4TrDNTpeaV4gjmJdQI+zrcR8zyKzeBS02/kYEuq1XoKdQVaRyi4Kvv0VT8IL7zjlPGcXd0Vk5XzXGK7lhXSy4NuAXLAHNT3fpOSwI62WuzH20hwvvOMkvui5N1XWaQpjs811WOvFWO3GQXaczmEwaqx87WIZ7eUX37aLezGlEmKpo/a3sn2eA/lmP0VeSNx4fBmA63Y+TcyY/Vn2ea/r+db3Jilr4+DqYOd8+73yruxcnQOn59uRnVs93yMN18z/x8353txLsd5iErYbR2y4xmAwGAzGQSGJxMjBORU5i8SghWCY7xS9GUjGP/vp5/GpK3uz2LSJQQXGQcrOY0tWmcRVue68YIywQrJzYr492XnsDtx9w7U2IOZ7Fs7NbT4LCLP7dVjrJdjuZ6bPeM6TILNGiLVzZefmOdtcjiClnEhe7Wcg28ZugLkP9hJXdt6JBf7Z654RLJq1+7y3rhDe8OLbcP9TzgZfixomQGk/L24rg7O64nuoo8amKb6jYPHsx2FdKp3Obzy2BEDJwmkbZlV82+d9bzia+R7fcE3oay0v+7rt1xzZeWRY5byQTpIG3Z+yQuV8N7ceWMw3PbaMGtvsZzhfHu8m0OThUQIX3wwGg8FYGMSRaB01tujMtzZc62dT93sDwBc99+ap1zEtKDZnrXdwsvPEY70oviues+y8DfMdyvkGgDQrgJ7Z1nGKW81868zi+akOJun5Xu0lePjqnskmXjDmOwTaBWW4ZrmdW0UQwe/jb4ueZ0aVe8y3lp1bPd/f8tI78dUvvFDrEaCZ72K02/nGUgdPu/FY8LUmc0wqCp/YChffupc9LbQ52KRY7sboDarXu8/OXimL7xuO+cx3Pr3hWsDcrZ8Vznnxl1U939Qm0m7/nZzvQjqqhSiCkyhA+9+NI+wVuRP7SIqJVDPf9Z9pXx9+1Biaa29s7qXYaMN8J5GeYDoq4OKbwWAwGAuDJBIjCw9t9rNgDJoPbbg2yKaWnB8W0LlZP2C3c6DKJs/dcI2MAJt6vr1toAKKiiGzre0Lgm4S49peahXfh8vtXPV8p5bD9mJ/bwHF/gmhWO1Cs8jq2ss9w7VJ1AyAm4cNoHL8jOGaWe9nPvnMiO1Wj3k+3blojhpTj3XMt53tPE3UGKCY/pC7v+nDVn9f0sV3yXw7Pd+zZb6pn3sptF1WoW6UKu0my4SALnjzwp3Eii1WvLCOKeW+B5nvXGW9N03A2K/Rf0NmdiFs9lNsLI8uvkm5c5Sw2DksDAaDwbiu8NxbT+CeGzYal0mOCvNNsvN+NrXZ2mFBR/d8H6zbOWCYwn0zXGtgA+siq7pW/yWgpKDAeMx3L4kwSHMMc8Ue7Yfh2rg939v9TBcnR6H4BowM2JWdV6PG6JyOy3xrJ+gyFovYTpL90jkIMaxN26y2aXTPdxO0y3ZDP3it7Dw2+eXZDHq+Q7JtujyJKb5Mxbfu+Z6d2zmpV0xBr9a9HDgvdM7yQo7tRaGuNzdOTL9mu51Lc0zpXmBHfGmfiaIYyXzH3mcARn7eJDsfZDn6aaGj3ZrAsnMGg8FgMA4QP/u1zx+5DA0eFl2+SgObQVbMRHZ+GLDUiZFEAie8Afd+whggqQHdfhuuhVhrk/PtMd+W8zBgMd/jys7zYuwe0kkwidv5Wul27huGLToiURY6FDUmVIHiG65lE7LMSRwhiYSeVFH90ba5WoRuErWOqlLbTJLjUnY+4bmgfQm9nyYHSHZ+YsVjvq1e9qKQU00WPeOmYzgTiPTye74v+8w35XzPgPleLe/dO2Wc3l6ZsR6aFKHTlxVybINEu+e7kO6kRVy6nReFYrN18V1eG47hWmSY76JMhGj6TILwnmsqvrdKE9E2zPdnP+18q97wRQIX3wwGg8E4UjAM42KLu+zBU4glWUQsdWL88je/EHefb1YvzBM+822Kvn2IGkO4HYKYJ79QIqfj1GO+xzVcG2am+J7WQKrxs8rrdFzDtTSXuig5aEf+WYGYSGnFPiUBw7VsCuVFN4kM8+3FQn31Cy/g+SNi6KrbrB7bGK41ocl3g157YmuAY8udyjVPBeEwKxyWdhL8w89+Snj7vPivyztDrHZjxZRbMudhXmBtyhaZJI6w3ImxPUgBqH5voJn5LqyosbaTJ5bqvNbtPPd8FXqa+Q7kfOdF6Yxe/5lOX3m5TvrYJr+1zT11LNr0fNedw0UGF98MBoPBOFKgwmScAuAwwh50rh6gTHvWeN6F8QqCWcM2NQIMyzdvuTMNrEPM92uedQNOrXUrElxjfkQs/fjscMXt/BDmfAPA1V01ID86zLeAlHCyqmMRYL51dvv4+233w2a5y3zfcGxZG4i1BfWqt4kaa0JT1BjVkhe3h5XrHTDM9zArSin97K8HY7im/r68M8TJNbUtPcvgaxayc8CoOwDDfAd70a1YsnRM5tsxXAu4nRelqz5g9l/LzkNRY4Usc77rP9+RnVd6vtsw30fnd20cLDYtwGAwGAyGBxo8LHrvqD3oPCo934cBNCmjme8JpNyToNNguLa+1MGrn3a+8rxtfmQ/jiMl7sa+2/l+5HyPx3wDwLWSDZtHsXUQiESZ8y1NMRpbzCagCrEHntgBMGnxHevzOqo/t/12C+Qt3M4b19HQ800y5ovbg2Dx3bV6pKeNGqvdvnKVdB4u7QxxcoWK79jN+Z6B6mi9l+iCs5/W93ybqLHxowHVZE9zzrdOFIh85tvq+daGlMR8N8jO7agxPeGi/m4yXNvst2e+jyKuzykHBoPBYBxZHLWoMQBYOSKy88OAitv5vhmujR/D1bHMj4AJDdc6MQZZrgfzc5WdT9Lz7RXfi65YIRjDNamluHSJ5VLiV971EP7Rf3+fXv5Yi/5XH3YMU1YUM7mGIwGk08rORf09mF7bHebh4tuKUMuL6aLGarfPi/+6vDPAmTXVG96zpPyDOTDfVHyHer6TAPPdGYP5JrI5L6pmaLk0E4622zkQlp2nuue7/jPtU+O7ncsG5ntzTx2LdS6+GQwGg8FYfBAruOjMt81cHBXDtcOASs83DXL3IWosjkSjgZEPJ+cbE0aNEfM9pox1Epic7zHczkl2vqdMr44K800yYCmFFb1l3Kzf9/A1rPUS/LPXPR0XTq3g2bccH/szbNl5Xszm2Akhpo4aazJcs9d5ciUgOy/VE4MsV8Zh85Cd+4Zr20PcfU75UPQ6ZkJjFlFjgHH0B4A9Yr4D93Q7lmwS5tuVnVvrJRVGaRpuy86TSDif0bHUNqOYb/vc+Mu1Yr5Zdn74IIS4WQjxn4QQnxZCDIQQDwohfkQIcaLl+08JIb5BCPHrQoiPCiH2hBDXhBB/IoT4eiFEZf+FEE8SQny3EOIPhBAPCSGGQojHhBC/KYS4f/Z7yWAwGIxZ4qgw3/bgafmI5HwfBvhu5/vFfHfiaOxiRg+ENUs/PvPdTSIUUjGNwLzdzifI+e4p9ksz3wtulEiIIqFzvulwaOa7kNjqZzi91sXrnnMTnnPribEmZQi9jolhyotiJve8SJjrbNK6t+kebK+T+qxtkNqDmO95TKLq4psM13aHOLUWkp3nM1GKrPVs5luteykJFN9W1NuwnABp+30Vltv5aMM16HWvdGPn2kus+6Mc0crg9pXTYxvmm2XnhxJCiDsBvAPAWQC/CeCDAO4D8O0APlsI8RIp5aURq/kSAP8ewCMA3grgkwDOAfgiAD8D4HOEEF8i3SvknwL4MgDvB/BmAJcB3A3gtQBeK4T4dinlj81mLxkMBoMxayQNrMsiwZGdM/M9M/jM9/4Zromx2XUqsodTGq4BwHbJNu1PzvcYsvMlV3Y+5zmQfUMkRBk1ZgoSO0d7s59OLbvtxpbh2owK1cgyhZsL820VeqcCsnMhhGL08/kV36a3GtgdZuinhY4863lu5zNhvpdMz7dhvkP548rwLreZ77ayc1iy84DhWm4Zrtk532uemSdNQpLsvC3zLeBe46OY7zgS1+3v2qEtvgH8JFTh/SYp5b+jJ4UQ/xbA3wPwzwF8y4h1fBiqaP4tKaVOaBdCfC+AdwH4YqhC/Nes9/w2gH8lpfwre0VCiJcCeAuA/78Q4v+RUj4y6Y4xGAwGY36ggmXRmW+Wnc8HNPCkQpYGpPuR8z02821l7qpHYr7HkJ2Xg3ca/O+H7HySnu9NXXwfjerb7vmOPCa4KJnv9SljrHpJrHuIi1kW39rtfELDNcvd3YcjOw8U34CJUJs2aqx++9RjIaWe9Dm+oiZCVM/3bN3O13vVnu9egPkG1DWS2z3fLe9LUWTYZt8lPhICaV5oWTpdj08+t67vf4SOHTVWoDnn2zZci+iz1GOT2/nmXoaNpWQitcdRwKG8wwkh7gDwKgAPAvgJ7+XvB7AD4PVCiNWm9Ugp/0BK+T/swrt8/lEA/6H882Xeaz/nF97l838I4G0AugBe3HZfGAwGg7G/oMH7og/iI4f5Psxz5YsFknIb5nv/cr7HcSkHgE5iBsKALZEfh/lWg3wa/Pfi+U3kaLfzMbbPjxo7Osy3KoZsF3Lb6GtzL51adrvSjTWTOitncBU1Np3bOZ3DUOFsF1wnaorvXhJhWBZ/8/AAoEi1QkrslN8LcvxWBoWFzrmeFfO9PcggpTRu5zUTqrFVfAvRfiLL7vkOys5t5rt87TtfdTd+5mue76wnsQwpRzno+wU+YM5vY/HdT7ExgcHgUcFhvcW9vHz83UDhvAXg7QBWALxwis9Iy8dszu9hMBgMxj6i47FMiwpmvueDas/3eAzTpEii8ZlvGggPveJ7LMM1Yr4H+8B8T+B23kvUcbl2FJnvAo501zZcmwXzvdJLdC+/n+08Kaj4AybP+U6i+uvAfi4kOwfKvuu0UA7uc7qPx0Lt585AHb/V8h7bSyL001x/52bT891BXkj006LR7Zy2Kytl5904as0OCwBU7hbS68eOBIqimvMdgk5YyAvIUYZr1qExPd/qsaH2nsnE0yLjsN7h7i4fP1zz+kfKxydPsnIhRALgDeWfv93yPRcAvALALoA/muRzGQwGgzF/xEcl59vafs75nh2qbufT9be2xcvuPoPXPuvGsd7TtZyH1eNkhmvA/sjOu7rnu/1nCCGw1ksM831EpKhRyawW0rCBruHa9OzfWi/WioYsnw3zHQkxddSYzvkObI/9VJPsfJgXysF9Tt/LKFJtARXmOynTAcbsuW4C+RpsDVLsDclwLbxemvwY5uNJ3m3DtUJKpzCOhSrI6Z7XdJ0IoVIZMur5btgE+/rwe76lBP7kIxfx3971ycr7tvrZdet0Dhzenu9j5eO1mtfp+eMTrv9fAng6gDdLKX9n1MJCiB6A/wqgB+AfSimvNCz7TQC+CQBuvfXWCTePwWAwGJMiOSrMNxuuzQWG+XYN18aVhI+L1zzrRrxmzOI7sVgo9Ti54dpWaXI0z0mGSZhvQPV9G+Z7sb+3BCqGbMdoKkyGWYGdYT49891NsFsWj6PMsdoiEso5HZjCcM2T2bvrH93zrQrgvFJEzhI0ObIzJOabim8lO59l8b1eFvbb/Qz9LEcnFrW+DUkcIS8l3+N8NrU5AC3czkec1yQSSIuizPlu6Pm2i2/hPhZS4r/82Sfwvoev4Svuc+uhzX6KO9fXWu/bUcNhZb5Hgc52g6ih5o1CvAnAd0K5p7++xfIxgF8A8BIAvwzgXzctL6X8KSnlvVLKe8+cOTPu5jEYDAZjShDrtvBu5yw7nwvo+sg9w7Vx2OT9gi6+raixcbPCbeZ7njFjgNXzPeZ3b33p6BXfZIBl9y3T+bxa7uu0buer3Ri7aY6ikKrnewbXsLAM1yat5TXz3WC4ttSJar0suqXjuF9EzhKxUFLs3SEx36XsvMz5HoyZs90EMhXcHmTYG+a1knPAuM2neTHWhKAQQku9/RYE6gcvWioaOnGELJctZOfVnm87Q/3q3lAfXxube9O3XCwyDmvxTcz2sZrXN7zlWkEI8UYAPwoVI3a/lPLyiOVjAP8FKrLsVwB8tWwKrmMwGAzGgeOouJ3bcj82XJsdKsy3lmIeviERDfxTK05q3OvaRI1lc5WcA6pftBOLsftk7Rzko1J8xxTvZDl2U2FyZXcIANiYsgBZ7SWQUsVX5cXsmO9po8aa4h5pG0+t9mrf340jK+d7PtdsVJqQbQdk54O0MMX3DGXn2/0MgyzHckPxnZT92cNsvJgzYvKB6ZlvJTsvRhuuBXK+DfMNXNvLtCeBjc3+9d3zfVh/zT9UPtb1dD+pfKzrCa9ACPEdAH4YwF8DeIWU8vERyycAfhGq8P5FAG+QUlavIAaDwWAcKjSZ/SwSmPmeD2hyxvR874/h2iQgaao2h8vl2PJ4XXwPspmYRzVBCIGffsO9uOeGjdELW1izitBF/94S7Kgx+irTvena7myY75WyYNwZZshn5HauosamdTuvnwCly7dOcg4o9rmfUvE90SaMRETMNxmu9cKy89kYrlHP92jmO46I+ZZj3ZOE53buG67ZbuejmW/V91+MYL7t0ys85ltKiWu7Q6Ng0BGPBXaHObudH0K8tXx8lRDC2UYhxDqUBHwPwJ+1WZkQ4ruhCu/3QDHeowrvLoBfhSq8fx7A67nwZjAYjMWA6fk+rD9x7WAXIWy4NjtU3M73yXBtEhjnYTNRMK60uFtGi23207kz3wDwsrvP4tzG0ljvoeIEWHzFCoGirGzpLhWSmvme0nSKHLp3B3ml4JoUJHum/0+6DqC557suZgywmO8ZObiHEJeGa8R8ExtNMWf9TA37Z9LzbTHf/bRoZL4VS10ow7WaLPAQBODIzh3mu5xoKG95LXq+I818N10C9mf4vgaK+VaTTLb0nIwfp1V9LDIO5chESvkxAL8L4DYAb/Re/kEAqwB+Xkq5AwBCiI4Q4ilCiDv9dQkh/gmUwdpfQDHeF5s+uzRX+3UAXwDgZwF8nR93xmAwGIzDi+SIuJ1TFi3AsvNZwnc7T4v9MVybBBQppg3XJpGddwzzvR/F9ySw+z/nket8EIiEqOR8G9m5Kkqmld6uWr3Es2K+hTATUpOuju69TcV3XcwYoNhnkp3PazImKtsCdocZljux3lb9fSmLxN4YBXAdnJ7vNMdSp/57mER21Fj7fY+snm+baQasnG8tO29eVxKLVj3f9sSIYb7V32leaDO7PUt6vlkW5Ncz832Yf82/DcA7APyYEOIVAD4A4AUA7oeSm3+ftexN5eufgCrYAQBCiK8B8EMAcgB/DOBNAZOSB6WUP2f9/R8AfC6AiwAeBvB/Bt7zNinl2ybeMwaDwWDMDVryeAhlxOMiFgKZlI1MCWM8+D3f+QQO4vuFKDKxP0DJfI+p6KC+cSlnYx41DzjM9xH43gJWzncUMFwrme9pTafIoXt3mCMrJJZnxnyrYmlit/MWhmtNsnNluJbP1XAtEkBRSGwPcj2JAZhie5bRfLrne5Chn46WnRdyfMO1KDIKmdzP+S6vxfay86iUnY/o+fYKbgDaEpvUHQCcvu/N/mwmnhYZh7b4llJ+TAhxL1Tx/NlQBfEjAH4MwA+OMksrcXv5GAP4jppl/hDAzwXecxrA/9mw7re1+HwGg8Fg7DO02/kRYNCiSKA353io6w3a7dwzXDusxziJhGa+J3G07lks27x7vifFWs8MxI/C9xYwsnPbeXr2zLcq4naGWRnLNf2xiyOhi7hxXPWddVBRFmK+WxffRe06ZgEqcgdpro8j4EbzAbOZsOolMbpxhK2+Kr6Pr9TvO022jWu4JiB0BFRRuEVzHEHHl9FnNCFxDNfql6VDI4Rb6APmGgfc4lvLzpn5PpyQUj4E4OtaLPcgTPyY/fwPAPiBMT/zZeMsz2AwGIzDhaPidg6oQSz3e88WPvOd5QU68XjxXfuJThxZPd/jG67ZxcNhlZ3bhmtH4XsLuPFOtEs08UPM99oM3M4BYGeQIctnJzvPp5yQajJcW+sm6MYRLpxaqX1/L4l0wTY/5lsgL9SxW+3azLc6R8TQzuo7s7aUYHuQtuz5Vsy3zciPAk32AFW3c5LY6/M64pgm5T2nkM0TMCHmWxffO4b53ktNz7eRnR/qEnSuuH73nMFgMBhHEs++5The9dRzuPPs2kFvytSII8GS8xlD93xbbPJhZb0BZbqmzeGKYuwCyy4eDmvxvd47em7nZOhls4fUMXB1N8VKN57aZ2DFMlwbxVK2hZKdk9v5hOtoiBo7ttLB277rZTjfYMrXTSLdJxzPqQ0hitS52Rl4zHdn9rJzQLVW7AzyVj3fuZQYjMt8l+76QCDnOyLDtXaTKnTPkS1l5y7zrR5Zdl4PLr4ZDAaDcaRwbmMJP/WGew96M2aCSHDM2KxBg3nDfEttbHYYoVio0nAtlzp+rC1sw6jD2vO9egSLb8pdLqRRVRDzfWV3OHW/N2B65XeG2UQtCSFEjuHadLLzOob1xuPLje/vlo7jTeuYFnGpTNgZZo4E3sjOy+J7Rt+Z1V6iZedNaiab+R7nsyPL7jzkdp5L2Tq/PSml76Oixkx+vXlOBJhvp/jeU8d1Ftf/ouJw3oUZDAaDwWAgjgQX3zOG73aeFePHd+0nuo7sfHzm284KPqzM91HM+SYm0mYPY4v5njbjGzApCDuDrJS3z4r5nrL4bpCdt4E9YTSv6yEqi9xRsvNZ+SSs95TsfC/NGx3Uqec7zeVY39fIYr5DbudFYdzOR/XRJ3GErChaG64Jq/PXMN+m53vPY74jAeeYX284nHdhBoPBYDAYSnbOxfdM4fd8T8Im7yeSeDrDNSGELiDGyQ3eT6wdUeZbRY3ZvbHqcXuQzSTnuJtE6MQCO6Xb+Wx6vm258mTr0IzoxMW3+eC5Fd/EfPuy8zm4nQPU851hkBajmW+pDNc6Y3zXBUzPdxFyO5cwsvORbucl813Ixp7vEPNN1/jVOtn5npp4mpeR3iLg8P7aMBgMBoNxnSMSgjO+Zwzf7TzLC3QO8UCQJKDA5BJ5KiAOq+zclqDOS2a836DiLi9M/60dEzcL5htQcubdMud7FgWN45J9YMz3/IvvuIzf2hlmzj2W0gG2NPM9mwmrtV6Ca3sphnmBpYZ1JlFkZOdj9nw7Od8Bt/O2RnpJpKLGRuZ8C3o0y9B/r+ym+vXdoWW41s+ua7M1gItvBoPBYDAOLVh2PnvQgFD3fBdybqZOs0DH6vmeVCJPxUyvwejpIOEw34f4XIwDnfNtSXfteZNZRS2tdhNsD1Qm9iyYb7eQmmx9xmBusvfbRee8oueikmHeGWQ1UWOzZ76f2BoAAJa79euMIiX7V8z3eD3fttu5b7iWSxM1Njrn244aa/hMerHG7fzMeg+AJzvfS69rszWAi28Gg8FgMA4t7rv9JJ534cRBb8aRghBCOQoXRsp9mA3XOlMargGGvTuszPfaUWS+IyCXLnvoMt+zYf9WezF2hxnyGeV820XbpOujSYBJz6V9nc5Pdq4Y2UK6hn9Lpdv5Zj9FHImZff56L0E/LZzPCIHuTcMxDdeE0H5rQcO1opAobyOtmG9tuNawbOy1U9B2AMDWIMPptR46scBu6uZ8X+/F9/XN+zMYDAaDcYjxo1/+nIPehCOJOBJOzvdhNlxTsT+WOdwExQCxd7Myj5o1bPOlo9PzrYqoImC4Bsyu+F7pJtgZ5hWTrUnh9u9OuA4qvieVnXf2QXYeCWyX7HbIcG2rn810smotUODXbVeWS1V8j2m4JmHlfHuTKLk0hmujdiuJBdLy2m2aP2nK+QaAY8sdLHdi7A5s2XnamPF+PeBw3oUZDAaDwWAw5oQkEshzy3DtEDPfSRxhmCnK6upuimMTyJWpiDisbudxJLBatlccpeKbcr5FgCGcFfu32ouxM8iQ5cVMVAP2Nk4eNVY+Tio7jy2383nJzoXQ0nKb+bYN12b5fbHVHaOY72FeQEqMKTtvyPku+8Fznd8+SnaumO+RPd+RWb/9WYTjKx2sdJOK4dr1znwfzrswg8FgMBgMxpzgMN8LEDWWFRJSSlzcHuD0Wnf0mzwQk3hYZeeAKU6OiuxcCMr5NsygPckzC7dzQLG2OwMln45nMInksJgTFs+xZr4n24b9cTs3cWKrlq8GfVfyYryor1Gwme/lhuI7igT6ZbE61ueX7vpA2fPtGK6pPyiysF3O9+ieb/quCof5Nv8/ttzBSjd2ZOfKcI2LbwaDwWAwGIzrBkkcaeffWRlVzQsUNbYzzNFPC5xe6429jsPOfAOqOBFi8oLvsMGOdzLRW+b1Wbqd7wyzmU0iCa9XeBLQJMCkkwHd/XA7jwQ2g8y3+exZTlatO8x3/XqTSGCvLFbHZb5dt/Nq7z4paEYW37FyO1fF9+ioMRHo+QaAY8tdLHdjbbiW5QW2B9nMWi4WFdf33jMYDAaDwbjuYDPfaV4c7pzvKEKaS1wsnZInKb41832Yi++lzqGeBBkXoZxvh/meUdzSSjfG7iBHUczGGXwWPd/0dZrYcG2fcr6pGLXdzu2Ce5bpAGs9M9nSxHzHVvE9Xs93fc43nQYybhx1TI3bebPjvWmnqD4HWMx3GTW2XfZ+s+ycwWAwGAwG4zqC43aeS3QOs+w8UQPhi9tl8b1+NJnv9V4yt1ipg4AyXJNOATMP5nvNZr4PXdTYZNvQ24+oMWu9ds63EEJ//kwN11r2fMdCaFf07hj3JQGUdmtht3PAKr5HHFOa8AOaJ2C0omNEzzcx35t7ZfHNsnMGg8FgMBiM6wcO810ccsO1SEWNUUbwmUlk53MoJmaN1V58tJjvSMnOpe12PgfDtZWuirAaFQvVFlFArjwu6H2Tfq/2S3ZOsPuxAVP8zzIdoK3bud06MK7buZ3z7budA6bne9R10omNKqBRdk493852mP8b5rssvsse+1n5HSwqDu9dmMFgMBgMBmMOUMy3FTV2iIs+lfMtLeZ7AsM1yvk+xMz3Wq9zZPq9gdGy81nmfBNmwnw7LtmTrWN6w7XZ7lMI9n6udN1iuNeZ/ffFPt/L3WbZOWGcnm8hBEoxT9DtHLB6vkcx37FyXFfvbfpM89n+ZwHA8eUOlu3ie68svpn5ZjAYDAaDwbh+YDPfeSEPtdt5pzRce2J7CCGAkyvjF9+HPecbAO44s4obji0d9GbMDMRE2qZVrux8VsX3bDPSZ+t2Ptn15sjO5+h2TlitYb7n5Xa+1LBeuzAer/g2/68zXCPZ+ahjak8SNbUehIwE7cU3SuabetjJ4O567/m+vnl/BoPBYDAY1x2SKLJyvg+54VqsJgoubg9wcqU70bYaGW0943bQ+JaX3omv/1u3H/RmzAzkdm7HPlFREwkVETYL2KztbIrvMIs5Dqjwm4nh2px6vvU2RqIyKTWPnu+VbgwhAClHMd+W2/oEhmtabWEz3+X/acKxjeGaWW+L4ntkzrcqurXsfEZmg4uKw/trw2AwGAwGgzEHuDnfEp1DLHdWsvMCF7cGEzmdA1bP9yFmvuNINPbCLhqELoaqBmRrvWRmjK7NqM6iUHXyoSdc35n1HiIBnFidjOHcl5zvcr2r3bjC7s6jTUMIoc/VUsMkmNPzPWbUGOXKAwgarrWVndsTAE2Hn16zF3GjxjpY7sTKk6CQLDsvcX1PPTAYDAaDwbjukMSu2/lhZr518b09mKjfG1iM4vuogXKXVf+teo6KnlkWH7ZT9ywK1brM5nFw720n8a7ve+XUk0XAPKPG1KMvOQdMxNislSLrvQSDrGiceLGZ43G+r8Sq55rdNq/R/43svHldbZlvPakUYL7jSE02kDJjL82x2c8gBLA2I9XHooLvwgwGg8FgMK4rVHK+DzXzLZDlEk9sDyZyOgcsJu8QTzIcNUQCZdSY1AUtFZKzihkDXMO1Wfd8T7O+SQtvwL1O53XJ0r4Fi+85TVatLSWN/d6AazA3tuGaNFnfIcO19lFj7SZg6Bjay9D/jy13IITQxffOMMPmXjpT1ceigu/CDAaDwWAwrivYbueH3XAtiSJkhcQTU8jO51VMMOqhosZc2bkQApGYndkaMA/Dtel7vqdFEkfBfuJZgta7Gui/nlc6wFovaez3BtxzOJ7sXLnr030tFBlHUWOjrhNbCdSG+Q65nR8v1R3LJcu9N8yx2U+ve7M1gItvBoPBYDAY1xmooAWI+T68wyGSgPbTAqfXufheFJDsPJcS9txOEkUzLUBs47aZRI05hdTUq5sYVHjO67tJ+7kSkEDPw3ANANaWOiN9Dexz2E3anwABAQl1vQEIup0PswKRaHYwB3zZef1ykZ4gsZ7zWiuI+d4d5tjcy677fm+Ae74ZDAaDwWBcZ0higeGw7PkupDPYPGywpadTG66x7HzfQO7Tds43oPptN2bIfK9YsvNZyHlNdvPoIm2e6HUi7KX5yP7kSdEoOy8L5FlH891zw/pI2XnkMN/te8719VbUy86HedFKHWFPeDRdU1TghyZsjq8Q820V3/10ptf+ooKPAIPBYDAYjOsKjtv5ITdcS5ziezLDtWfcdAzPufU4zkzInDPGh3afLoRTxC53YpxYnew8hjBr5nvecu+2oImi+RmuUfEdkp3PRynyPZ9zz8hlnJ7vcZhvIVAUttu5ec3O+W5zXu02nKYJGKrRHZO+0vv8GDHf5UTG3jDHVj/DzSeWR+/MEQcX3wwGg8FgMK4rqJ5vYr4Pt+Fa1xoIT8p8P+fWE/j1b3vJrDaJ0QJkgCWldGS5P/2Ge3HryZWZfY6KaIvQT9uxmqOg3aoPuvhOSHZ+AG7nB6gUsc/heIZrULLzQJY3/TdtyXx3nJ7v+uV0z7e9HeVbqeebju9uabi2ccPGyM8/6uDim8FgMBgMxnWFOFIO4sQUHeaeb5v5ZuZ6cUAGWIUUDtt4720nZ/5Za70E/XQ4o6gx9/GgQAXwvBh4LTvfR8O1NnAM18b4fDvaDqhxO89kq0mVJPDe4LZ6+fX28seWXdm5ihpLsbHMpefh/bVhMBgMBoPBmAOSKEJeSOylOYDDbURGLJQQwMkZypUZ80VcOuqrnO/5VrJkGjYLttrOaT5IdMsCeG6y88aeb8r53v/7gmO4NqbbeWG5nQcN1/LmjHFCa+Y70KKw3InxojtO4fm3q0kmMlzbHmTYHmTsdg5mvhkMBoPBYFxnoMLogYs7AIALp2YnA541yAzuxEp3LBkq42ARWbnL865jqcCZZc73Qfd8z5v51rLzJrfzpL3h2awQWzTyuDnfUhrZucN8Wz3frQzXWvZ8m5xvt9D/b9/0Qv33Skcd38c3B5BytjF7iwq+izMYDAaDwbiukEQCaVHgY09sAwDuOrt2wFtUD5LET2q2xjgYiBq383lgrWRvZ9nzfdA2CLrne05JBMQMh3u+D1J2To9irPNprrcA813+P8tlO8M12+28Mee7/OyGdZHs/LHNPgBw1Bi4+GYwGAwGg3GdIY4E8lzio49vIxKLwXxParbGOBjYPbhzZ75nWHwL3cd7OJjveRm/Gdn5/rmdtwEx3+OavUUe821fC7HDfI9eV+uc7xYTNd0kQhIJPErFN8vOWXbOYDAYDAbj+kISq6ixjz6+jQunVjXTdRhB0lMuvhcLJnd5/nnZq3OQnR+027mWnc85amwlJDvvHJzbOfV8d8Zk/AUACcN826fPyfluFTXWjvluG0u33I3x6DVivrn0ZOabwWAwGAzGdQXq+f7o49u488zhlZwDXHwvKijnW+6D7Hx1hsx3qI/3IDDvqLG4kfmOy8eDczsft9+cPAbywl2P/f80LxC3KOrtY950GRjmu3mdK93YyM6Z+ebim8FgMBgMxvWFJIowyAo8eGnnUPd7A6bn9fQ693wvEoQQKArFfs+bQCXmexaReYel55sK4Hkz382GawdYfI/JfDe7navHYdaO+e60ZL71qRmxypVugiu7KQATQXY9g7l/BoPBYDAY1xXiSGB7kAE43GZrgJGfnmHme6EQR2UxtA/Mt+n5nn5dtKkHHjUWz7nnm9zOg4ZrBxc1Rse9M+5nt8n5ztvF3iVx9b3hjxSIxOiJmuWOYfGZ+Wbmm8FgMBgMxnUGW1Z52Ivv88eW0Y0jPOX8xkFvCmMMkOy8kPOXcBu381ky34dDdj6vSYAm2fkzbz6Ol9x1Ck86uz6Xz25CopnvcQ3X1OOonO9WzLfjdj7qc0Ur2TlhjaPGmPlmMBgMBoNxfcEe0N95ZvUAt2Q0bjq+jPf/0KsdEyTG4Ycoe3DlfuZ8z6Bg1jnfB3y59eZcfGvZeYD5Pn9sCf/1G15YeX4/QMz0OBnfgNmfLOB2bpjv2eZ80/a2MVwDgPVecuCKisMAvpMzGAwGg8G4rkDs0rmNHtYXQAbJhffiwWYiF8lw7dAx33PajlNrXWwsJVjpHK6kA818jyk7p6OUlY5rIdl5W/O/pGXUGKDOz6hVUl/9OrPeAJj5ZjAYDAaDcZ2B5LmHXXLOWFxQkVPI+Wdm33BsCZEAjq9MP5FETOdBR409/7aTeOU923M7dl/+/FvxOU+/4dBNbMWTys4jj/kOyM79/9fBlZ03Lx9HYiQ7TsqMDTZbA8DFN4PBYDAYjOsMxOzcdchjxhiLC7vGmbfS9m/ddRp/+F3348bjy1Ovi7b1gGtv3P+Us7j/KWfntv5uEuHM+uEzMaSieWzmuzxfVHzbbQN2HT+24dqIzRBtDNeo+F4AldF+4HBN9zAYDAaDwWDMGcT+MPPNmBdsNnDeEm4hBG45uTKTddF3g3tzDwZU+HbGjBoTpfCcZOdxzfXXZrV2v/koVjuOxKikMYv5Zs4X4OKbwWAwGAzGdQbqq7yTi2/GnOAaXh3ghowJcUh6vq9XUEvMuMw3XWNpXjVcG1d2HjJrq122hdv5ctnzzcy3AhffDAaDwWAwriusLynX3Sef2/8oIcb1AbvGmXfU2Cyh3c4XaJuPEmhicFK3c4oaq1NetHI7H2PiSAju+R4XzP8zGAwGg8G4rvAFz74Jz7jpOE6vHb6eT8bRQLSPsvNZQrudMz13IKDjP67hmun5LmXnUzDfQggkkUDWwqk/jkYX6Lr4ZrdzAMx8MxgMBoPBuM6w1Inx1Bs3DnozGEcYwmEbD3BDxgQz3wcL6vke33CNsryb3c7bnlfajlGLt4kaW+4w821jgW4HDAaDwWAwGAzG4Yfrdr44hSz3fB8s4oll5+oxLyjn235tPOYbMHFjo66DKBrd873CPd8OuPhmMBgMBoPBYDBmCLsgWayebyq+D3hDrlNMHDVWPo40XBuT+R5ZfLcwXCPZ+TrLzgFw8c1gMBgMBoPBYMwU0YK6ndO2ctTYwWBi5jtyDdcc2bntP9DyvCYxMd/Ny8WRwKisMcpTv2EGOfRHATwFwWAwGAwGg8FgzBCLKjunbV0ktv4oYeKe7/IxK4tvZ/LHWlVb5rsTtbsO3nj/Xbjh2FLjMk+/6Rh+7++/FHdxtCMALr4ZDAaDwWAwGIyZIpqAbTwMoG1tW6QxZgstO4/HO/5UJGd54awHmKznuy3z/befd3Or9XHhbcCycwaDwWAwGAwGY4Zwme+D245xod3OuUI4EFBxPC7zTQU2Md91Pd/tZedsvDcv8FeLwWAwGAwGg8GYIUQN83jYEbHb+YFitZfg+EoHt5xYGet9Ouc7D8jOnf7vdutr63bOGB8sO2cwGAwGg8FgMGYIR3a+QPUL53wfLJY6Md79fa8c2/COFs+KquzcZcHb8a5tc74Z44OLbwaDwWAwGAwGY4awa6dFMi+jbWW384NDMqbTOWD1fJPhWk3bQ9tVm55vvg5mDZadMxgMBoPBYDAYM0RcI/s97OCc78WEdjsvDdds2bkQYuwIOXI7597/2YMPKYPBYDAYDAaDMUMIR/Z7gBsyJqg2WyS2nmEmTdK8mvMNmKK77UQQG67NDwt0O2AwGAwGg8FgMA4/Fj3nm6PGFgvEUOeBnG/AOq9tme+WUWOM8cHFN4PBYDAYDAaDMUPYBfciscgRy40XEgLU810arkVTMt8RGa4tzrW7KOCvFoPBYDAYDAaDMUMsfM43F10LBT9qrCI7H5P5ZsO1+YGLbwaDwWAwGAwGY4bgnG/GfoLOl5Gde69H48rO2XhvXuDim8FgMBgMBoPBmCHiBS2+aVM5amyxQOctLWZkuBYx8z0vcPHNYDAYDAaDwWDMEDbzuEh1LBVbXHMtFui8UdSYP3liosbarY/czvk6mD24+GYwGAwGg8FgMGaIRZeds9v5YoGK66yQEKJqlDbuee0w8z03cPHNYDAYDAaDwWDMEHbRskjO4Wy4tqgwzHeowI51z3e7i5FzvueHBbodMBgMBoPBYDAYhx+26neR4ppoW/2caMbhhs18hwpmk/Pdbn2c8z0/cPHNYDAYDAaDwWDMENHCys7dR8ZiwPR8y6DSQhuutTyxMed8zw1cfDMYDAaDwWAwGDOEXbMsUv/0uK7YjMMBnfNdjJCdt3U756ixuYGLbwaDwWAwGAwGY4Zwo8YOcEPGhJEnL9BGM/R5S3MZZLeN2zkbrh00uPhmMBgMBoPBYDBmCLsAWiTpLm3qAm0yA+Z85YUMFthj53yz4drcwMU3g8FgMBgMBoMxQ9j1zyKRyBw1tpigCZ6skMFzN66igQzXBFeKMwcfUgaDwWAwGAwGY4Zwcr4XqPqO2O18IaHdzvMieO7GNVxb6yVIIqHl54zZ4VAfUSHEzUKI/ySE+LQQYiCEeFAI8SNCiBMt339KCPENQohfF0J8VAixJ4S4JoT4EyHE1wtRP58jhHixEOLNQojLQohdIcR7hRDfIYSIZ7eHDAaDwWAwGIyjhsV3O1+cbWaY85XXMN/jGq797efdjF/+5hdhuctlz6yRHPQG1EEIcSeAdwA4C+A3AXwQwH0Avh3AZwshXiKlvDRiNV8C4N8DeATAWwF8EsA5AF8E4GcAfI4Q4kuklNL77C8A8GsA+gB+GcBlAK8B8MMAXlKul8FgMBgMBoPBqGBRZec653uBtpkB0OlKiyIoLR8353u1l+B5F1pxnYwxcWiLbwA/CVV4v0lK+e/oSSHEvwXw9wD8cwDfMmIdHwbwWgC/JaUsrHV8L4B3AfhiqEL816zXNgD8NIAcwMuklO8un/8nAP4AwN8WQny5lPKXpt5DBoPBYDAYDMaRw6Iz3+x2vljQPd+51GZpNsx5PdSi5+sCh/IMCCHuAPAqAA8C+Anv5e8HsAPg9UKI1ab1SCn/QEr5P+zCu3z+UQD/ofzzZd7b/jaAMwB+iQrv8j19AP+4/PNbW+8Mg8FgMBgMBuO6wqIW31R0L5JDO8Pq+R4lOz+Uld/1hcN6Cl5ePv5uoHDeAvB2ACsAXjjFZ6TlY1bz2b8deM8fAdgF8GIhRG+Kz2YwGAwGg8FgHFHYBOMi1bEsO19MGOa7CE72aCO9RboYjygOa/F9d/n44ZrXP1I+PnmSlQshEgBvKP/0i+zaz5ZSZgAegJLr3zHJZzMYDAaDwWAwjjYWlfnW8uQF2maG7XYuG93OuZ3g4HFYi+9j5eO1mtfp+eMTrv9fAng6gDdLKX9nnz+bwWAwGAwGg3GEYdc4i1TwcNTYYmJUzve4bueM+eGwFt+jQFeObFwq9EYh3gTgO6Hc018/688WQnyTEOLdQoh3P/HEExOsnsFgMBgMBoOxyHByvheo3mF58mKCTldWhHO+eVLl8OCwFt/ELh+reX3DW64VhBBvBPCjAN4P4H4p5eVZf7aU8qeklPdKKe89c+bMOJvHYDAYDAaDwTgCsIvXRTIvo03lGm2xQNdbmsugqRoz34cHh7X4/lD5WNfT/aTysa4nvAIhxHcA+HEAfw1VeD867meXveK3Q5m0fbztZzMYDAaDwWAwrh/EC858L5JUnuG1OTQYrvF5PXgc1uL7reXjq4QQzjYKIdYBvATAHoA/a7MyIcR3A/hhAO+BKrwfb1j8D8rHzw689plQLuvvkFIO2nw2g8FgMBgMBuP6gl3/LJKEm1zaF4mtZwAC1mRP0HCt/jXG/uJQFt9Syo8B+F0AtwF4o/fyDwJYBfDzUsodABBCdIQQTxFC3OmvSwjxT6AM1v4CwCuklBdHfPyvArgI4MuFEPda61kC8M/KP//92DvFYDAYDAaDwbguYBc5i8Q2EmsaL84mM+BO9rDh2uFGctAb0IBvA/AOAD8mhHgFgA8AeAGA+6Hk5t9nLXtT+fonoAp2AIAQ4msA/BCAHMAfA3hTYCbvQSnlz9EfUspNIcQ3QhXhbxNC/BKAywBeCxVD9qsAfnlWO8lgMBgMBoPBOFqw6+1FqncEG3MtJJxouwbDtUWaCDqqOLTFt5TyYyXz/ENQEvDPBfAIgB8D8IM1Zmk+bi8fYwDfUbPMHwL4Oe+zf0MI8VKoAv+LASwB+CiAvw/gx6SUY7usMxgMBoPBYDCuDyx6zvcibTNjDOabi+8Dx6EtvgFASvkQgK9rsdyDACpXk5TyBwD8wISf/Xaogp/BYDAYDAaDwWiNhe355qixhYR9vkIFtmG+922TGDXgU8BgMBgMBoPBYMwQ0YK7nS/SNjNGtznwpMrhARffDAaDwWAwGAzGDGFLfxfJOXypq0qD5W58wFvCGAeO7LzB7Zxl5wePQy07ZzAYDAaDwWAwFg2jZMCHFWfXl/BL3/RCPOfW4we9KYwxYE/wNPV8M/N98ODim8FgMBgMBoPBmCGEpS1doNobAPDCO04d9CYwxgS7nS8OWHbOYDAYDAaDwWDMENGCys4Ziwn7CmO388MNLr4ZDAaDwWAwGIwZwq5xuN5hzBtt3c5Zdn7w4OKbwWAwGAwGg8GYIRY155uxmHCi7YKGa8x8HxZw8c1gMBgMBoPBYMwQi2q4xlhMOG7ngcuNrsGEr8UDBxffDAaDwWAwGAzGDDEqd5nBmCXaGq6FXmPsL7j4ZjAYDAaDwWAwZgiWnTP2Ey7z3ZDzzdfigYOLbwaDwWAwGAwGY4ZwenC54GHMGaMme2LNfO/bJjFqwKeAwWAwGAwGg8GYIYQQugBnpS9j3hhluEZxd8x8Hzy4+GYwGAwGg8FgMGYMYiA555sxbwjYBn/V19nt/PAgOegNYDAYDAaDwWAwjhoiAaa9GfuCaGTPNxuuHRZw8c1gMBgMBoPBYMwYivmWB70ZjOsAo9zOuyUd3uGm7wMHF98MBoPBYDAYDMaMEQnBpTdjXzDK7fwLn3sTbjy+jOVuvI9bxQiBi28Gg8FgMBgMBmPGiATz3oz9ge0rEOrrPr3Ww+c984b93CRGDbj4ZjAYDAaDwWAwZgxmvhn7hWiE2znj8ICLbwaDwWAwGAwGY8YQAojBhRBj/nCYb3bXP9TgrnsGg8FgMBgMBmPGiCIBroMY+wFmvhcHzHwzGAwGg8FgMBgzRiQE01yMfUHEzPfCgItvBoPBYDAYDAZjxoi4CGIcAJj4Ptzg4pvBYDAYDAaDwZgxuAhi7BdG5XwzDg+4+GYwGAwGg8FgMGYMdjtn7BfsejsUNcY4PODim8FgMBgMBoPBmDFUDcSFEGP+YLfzxQHbQDAYDAaDwWAwGDOGEIKl54z/r707D7KmKu84/v0NKERkU0FUFIQIlBhJyRtRcGGJiBEVDRpTpRJL4xKCK5aWUQETqjBxR41aKUPURE0RDXE3IihKuRBXFBSXFzcIAoLsiDz5o/vyXiaz3Xlvz7195/upOtXvnO6+fe48c+ad554+p9eEq533h8m3JEmSNGZzc7cfkZS6cvuR7wk2RMsy+ZYkSZLGbIuEOf/S1hoZ5N/O+Z5u/kqQJEmSxmwu8XFjWjODnzVvO59uJt+SJEnSmCUufqW1M8i5/ZmbbibfkiRJ0pjNJZgHaa0ER777wEeNSZIkSWPmLedaS3HkuxdMviVJkqQxS2DO53xrjWya8z3hhmhJhkeSJEkaM28711oa/Kx5x8V0c+RbkiRJGrMt5gK3TroVWi8GSbePGptuJt+SJEnSmM2FTUtQSx1zznc/eNu5JEmSNGZJzL21ZgY/aq52Pt1MviVJkqQxm0uTgEtrYZB0O/I93bztXJIkSRqzZg5uTboZWiec890PJt+SJEnSmLnqtNaSt533g8m3JEmSNGZzc8CtJkJaG4MpDt52Pt1MviVJkqQxe/bD9vCmc62ZwYD3nCt6TTWTb0mSJGnM/vj+d590E7SO+KixfvCzEUmSJEnqscEaA875nm4m35IkSZLUY7cl3458TzWTb0mSJEmaAT5qbLqZfEuSJElSjw0WWnPO93Qz+ZYkSZKkHts053vCDdGSDI8kSZIk9dhgvNvbzqebybckSZIk9dhg5NvbzqebybckSZIk9dgg5/ZRY9PN5FuSJEmSeiyOfPeCybckSZIk9dhgwNs539PN5FuSJEmSemzTaucm39PM5FuSJEmSZoC593Qz+ZYkSZKkHnO1834w+ZYkSZKkHnO1834w+ZYkSZKkHnPkux9MviVJkiSpx+Yc+e4Fk29JkiRJ6rPByLfJ91Qz+ZYkSZKkHrvtOd/edj7VTL4lSZIkqcc2Ped7wg3RkgyPJEmSJPXYYLzbke/pZvItSZIkST0255zvXjD5liRJkqQeSwbF5HuamXxLkiRJUo8lm0a/Nb1MviVJkiSpx+YS53v3gMm3JEmSJPXYXOJK5z1giCRJkiSpxxJXOu8Dk29JkiRJ6rEkzLnS+dQz+ZYkSZKkHpuLjxnrg6lOvpPsmuQ9SX6Z5KYkG5O8OcmOI7zG0UlOTXJOkt8kqSTvX+acrZIcm+SrSS5Pcm2SC5K8Nclum//OJEmSJGk8gred98GWk27AYpLsCZwL7AycAVwIPBh4IXBEkoOq6ooVvNSrgP2Aa4GfA/ssc90tgTOBg9prfgC4Cfgj4DjgGUkOrKrvreZ9SZIkSdI4zXnbeS9M88j3O2gS7xdU1VFV9YqqOhR4E7A3cPIKX+fFwF7AdsDzV3D8E2kS7zOBfavquKo6vqoeCbwW2B44frS3IkmSJEndiI8a64WpTL6T7AEcDmwE3j5v9wnAdcDTk2yz3GtV1VlVdVFV1Qovv0e7/XhV3Tpv3xntdqcVvpYkSZIkdSrO+e6FqUy+gUPb7WfmJ8BVdQ3wJeBOwEM6uPZ32+1jksz//hzZbj/bwXUlSZIkaWRzaRJwTbdpnfO9d7v9wSL7L6IZGd+L5vbwcfo48GHgScB3knwWuBnYH3gYcCrwtjFfU5IkSZJWZS5x5LsHpjX53r7dXr3I/kH9DuO+cFVVkqOB1wCvBu4/tPtM4N+q6neLnZ/kOcBzAO5zn/uMu3mSJEmSdDuJq533wbTedr6cwU/WSudxr/yFk62BD9EsqnYscA+aDwP+BNgN+EKSJyx2flW9u6o2VNWGnXZyargkSZKkbh26z905cr97TroZWsa0jnwPRra3X2T/dvOOG6dXAE8GXlhV7xqq/2Q7Iv5N4C1sWnxNkiRJkibm6P13nXQTtALTOvL9/Xa71yL779duF5sTvjkGi6qdNX9HVX0LuBLYLcldO7i2JEmSJGkGTWvyPUh8D5+/4niSbWmew30D8OUOrr1Vu/1/94wn2YpNo+43d3BtSZIkSdIMmsrku6p+BHwG2J1m3vWwk4BtgPdW1XUASe6QZJ8ke47h8ue021e2yfawE2lu1f9a+8gzSZIkSZKWNa1zvgH+CjgXeGuSw4ALgAOAQ2huN/+boWPv1e6/mCZhv02So4Cj2i93abcPTXJa++/Lq+r4oVNOBh4HHAZcmORTNKPsBwEPbv/9ws19c5IkSZKk9WNqk++q+lGSDcBrgSNoVhu/BHgrcFJVXbnCl/pD4Jh5dXu0BZqE/bbku6p+keRBwMuBxwLPpLlD4BLgNOB1VXXhKt6SJEmSJGmdStXYn9al1oYNG+q8886bdDMkSZIkSR1I8j9VtWElx07lnG9JkiRJkmaJybckSZIkSR0z+ZYkSZIkqWMm35IkSZIkdczkW5IkSZKkjpl8S5IkSZLUMZNvSZIkSZI6ZvItSZIkSVLHTL4lSZIkSeqYybckSZIkSR0z+ZYkSZIkqWMm35IkSZIkdczkW5IkSZKkjpl8S5IkSZLUMZNvSZIkSZI6ZvItSZIkSVLHTL4lSZIkSepYqmrSbZhZSX4FXDzpdizgbsDlk26EOmN8Z5vxnW3Gd7YZ39lmfGeb8Z1tmxPf3apqp5UcaPK9DiU5r6o2TLod6obxnW3Gd7YZ39lmfGeb8Z1txne2rVV8ve1ckiRJkqSOmXxLkiRJktQxk+/16d2TboA6ZXxnm/GdbcZ3thnf2WZ8Z5vxnW1rEl/nfEuSJEmS1DFHviVJkiRJ6pjJtyRJkiRJHTP5XieS7JrkPUl+meSmJBuTvDnJjpNum1amjVktUi5d5JwDk3wiyZVJrk/y7SQvSrLFWrdfkOToJKcmOSfJb9rYvX+Zc0aOYZJjknw1ybVJrk5ydpIjx/+ONGyU+CbZfYn+XEk+uMR1jO8EJLlrkmcn+UiSHya5of3+fzHJs5Is+DeVfbgfRo2vfbh/krwuyZlJftbG98ok30hyQpK7LnKO/bcnRonvJPuvc77XgSR7AucCOwNnABcCDwYOAb4PHFRVV0yuhVqJJBuBHYA3L7D72qp6/bzjnwD8B3Aj8CHgSuBxwN7A6VX15A6bqwUk+SawH3At8HNgH+Bfq+ppixw/cgyTvB54afv6pwN3BJ4K3AU4rqreNt53pYFR4ptkd+AnwLeA/1zg5c6vqtMXOM/4TkiS5wH/CFwCnAX8FLg78CRge5q++uQa+sPKPtwfo8bXPtw/SW4Gvg58D7gM2AZ4CLAB+CXwkKr62dDx9t8eGSW+E+2/VWWZ8QJ8Gqj2h2K4/o1t/Tsn3UbLiuK4Edi4wmO3a3/x3ARsGKrfmuaDmAKeOun3tN4KzQde9wMCHNzG4f3jiiFwYFv/Q2DHofrdgSto/oDYfdLfh1ktI8Z393b/aSO8vvGdbHwPpfnDe25e/S40iVoBfzpUbx/uUVlFfO3DPSvA1ovUn9zG5R1DdfbfnpUR4zux/utt5zMuyR7A4TSJ29vn7T4BuA54epJt1rhp6tbRwE7AB6vqvEFlVd0IvKr98vmTaNh6VlVnVdVF1f62XsZqYvi8dntyVf166JyNNP1/K+CZq2y+ljFifFfD+E5QVX2uqj5aVbfOq78UeGf75cFDu+zDPbKK+K6G8Z2gtu8t5N/b7f2G6uy/PTNifFdjLPE1+Z59h7bbzyzwH8o1wJeAO9HclqHpt1WSpyV5ZZIXJjlkkXlHg7h/aoF9XwCuBw5MslVnLdXmWk0Mlzrnk/OO0XS4Z5Lntn36uUkeuMSxxnd6/bbd3jJUZx+eHQvFd8A+3H+Pa7ffHqqz/86OheI7sOb9d8vlDlDv7d1uf7DI/otoRsb3As5ckxZpc+wCvG9e3U+SPLOqPj9Ut2jcq+qWJD8B9gX2AC7opKXaXCPFsL175V408/8vWeD1Lmq3e3XRWK3ao9pymyRnA8dU1U+H6ozvlEqyJfCM9svhP8rswzNgifgO2Id7JsnxwJ1p5vJvAB5Gk5idMnSY/benVhjfgTXvv458z77t2+3Vi+wf1O/QfVO0mf4ZOIwmAd8G+APgXTRzTT6ZZL+hY417/40aQ2PeL9cDfwvsD+zYlkfSLPR0MHDmvOlAxnd6nQI8APhEVX16qN4+PBsWi699uL+Op5l6+SKaxOxTwOFV9auhY+y//bWS+E6s/5p8K+3WZe+nXFWd1M5J+9+qur6qzq+q59EsnPd7wIkjvJxx77/VxtCYT4GquqyqXlNVX6+qq9ryBZo7kb4C/D7w7NW89FgbqiUleQHNyrcXAk8f9fR2ax+eUkvF1z7cX1W1S1WFZjDjSTSj199I8qARXsb+O6VWEt9J9l+T79k3+CRm+0X2bzfvOPXPYCGYRwzVGff+GzWGyx2/3Ke2mgJVdQvwT+2Xo/Rp47vGkhwLvIXmsTaHVNWV8w6xD/fYCuK7IPtwf7SDGR+hSbjuCrx3aLf9t+eWie9i53Tef02+Z9/32+1icxAGK/8tNidc0++ydjt8e8yicW/nr92XZuGYH3fbNG2GkWJYVdcBvwDunOQeC7yefb0/BrfG3danje90SfIi4G3A+TSJ2aULHGYf7qkVxncp9uEeqaqLaT5k2TfJ3dpq+++MWCS+S+m0/5p8z76z2u3hSW4X7yTbAgcBNwBfXuuGaWwe2m6HE+nPtdsjFjj+ETQr3J9bVTd12TBtltXEcKlzHjPvGE2vwdMn5n84ZnynQJKXA28CvkmTmF22yKH24R4aIb5LsQ/3zz3b7e/arf13tsyP71K67b/LPQjc0v8CfJpmDsJx8+rf2Na/c9JttCwbw32BuyxQvxvNCosFvHKofjuaT+5uAjYM1W8NnNse/9RJv6/1XGgW9Cjg/YvsHzmGwIFt/Q+BHYfqdweuAG4Edp/0e18PZQXxPQC44wL1h7ZxKuBA4ztdBXh1G4PzFvqdPO9Y+3DPyojxtQ/3qAD7ALssUD8HnNzG5UtD9fbfHpVVxHdi/TftSZphSfak+UWxM3AGzaOlDgAOobk94sCqumJyLdRykpwIvILmToafANcAewKPpfmP4BPAE6vq5qFzjgJOp/ll8EHgSuDxNI/POB14SvkLYE21MTmq/XIX4NE0n6ye09ZdXlXHzzt+pBgmeQPwEuDn7TF3BP6MZr7TcVX1tvG/M8Fo8W0fZbIvcDZNrAAeyKZnhL66qv5ugWsY3wlJcgxwGs3IyaksPLdvY1WdNnTOUdiHe2HU+NqH+6WdSvAPNM/o/hFNsnR3mhWu9wAuBQ6rqu8NnXMU9t9eGDW+E+2/k/6kwrI2Bbg3zaOqLgFuBi6mWUhkyU92LdNR2l8eH6BZcfUq4Lc0n8j+N83zR7PIeQfRJOa/pple8B3gxcAWk35P67HQrEhfS5SN44ghcAzwNeA6mg9qPg8cOen3P+tllPgCzwI+BmwErqUZXfkp8CHg4ctcx/hOZ3wLOHuB8+zDPSijxtc+3K9C87i4t9NMJ7icZr721W0cTmSRv4ftv/0oo8Z3kv3XkW9JkiRJkjrmgmuSJEmSJHXM5FuSJEmSpI6ZfEuSJEmS1DGTb0mSJEmSOmbyLUmSJElSx0y+JUmSJEnqmMm3JEmSJEkdM/mWJEmSJKljJt+SJEmSJHXM5FuSJEmSpI6ZfEuSJEmS1DGTb0mSJEmSOmbyLUnSOpDk7CSV5MQkd0jy0iTnJbmqrT+43VdJzl7idQ5uj6kF9t3u/CSHJfl4kl8luTHJBUlOSLL1Eq//6CQfTvLzJDcn+U2SHyf5TJLjk9xlHN8PSZLW2paTboAkSVpTWwNnAwcCtwDXdHGRJC8DXtd+eTVwR2Af4ETgkUkeVVW/m3fOa4CThqquBwLcty2PAs5r2y9JUq848i1J0vpyLPBA4JnAdlV1F+BuwLfHeI39gFPasnNV7QjsALy23X8IcMzwCUl2A05ov3wjcK+q2qaqtm3PfTjwDjr6sECSpK458i1J0vpyZ+DxVfXRQUVVXQGQZFzX2AE4qapOHLrGb4ATkjwAeBLw58B7hs45gGZQ4AdV9dLhF6uqq4EvtkWSpF5y5FuSpPXlu8OJd0duAl6/yL4z2u0D59Vf1W63TbJNF42SJGmSTL4lSVpfvrQG1/huVV27yL5fttv5C6d9FbgcuAfwlSR/nWSfjHE4XpKkSTL5liRpfblsDa6x1LzsW9rt7aa+VdVVNLei/wrYFzgVuAD4dZL/SvK0JHfooK2SJK0Jk29JktaX3y1/yGRU1WdpVjV/BvAvwEXA9sDjgPcB30hyr8m1UJKk1TP5liRJA4NR6UWfw02TDHemqq6rqvdV1V9U1V7ArsDLgRvZNCIuSVLvmHxLkqSBX7fbey9xzAFr0ZCBqvpFVf098Ia26lFreX1JksbF5FuSJA18q93eM8lD5u9MsjPwl11cOMlWyxxyQ7ud2tvmJUlaism3JEkaOBe4uP33aUk2pDGX5GDgbLr72+HlST6Z5OlJdh1UJtkqyVOAl7VVn+jo+pIkdWrL5Q+RJEnrQVXdmuS5wEeBvYGvAdfTJNxb0yyAdizwgQ4uPwcc0RaS3EAz2r0jMHjc2AXASzq4tiRJnXPkW5Ik3aaqPg08HPgYzRzwLYCfAacA+wOXdnTpdwPPoUnsz6dJ+rdr23AO8CLgQVXV1fUlSepUqmrSbZAkSZIkaaY58i1JkiRJUsdMviVJkiRJ6pjJtyRJkiRJHTP5liRJkiSpYybfkiRJkiR1zORbkiRJkqSOmXxLkiRJktQxk29JkiRJkjpm8i1JkiRJUsdMviVJkiRJ6pjJtyRJkiRJHfs/RC2O32hOyRgAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[74 63]\n", " [ 3 5]]\n", "Rough learning f1 score 0.13157894736842107\n", "Rough learning precision score 0.07352941176470588\n", "Rough learning recall score 0.625\n", "Rough learning kappa score 0.03644784534836887\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5959\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5837\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5708\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5600\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5495\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5399\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5291\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5193\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5116\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5021\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4928\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4852\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4760\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4650\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4579\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4471\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4427\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4294\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4203\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4113\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4017\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3954\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3856\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3771\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3675\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3599\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3514\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3429\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3372\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3275\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3220\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3138\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3091\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3026\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2943\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2900\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2844\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2780\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2770\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2694\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2650\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2594\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2556\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2520\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2486\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2460\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2415\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2388\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2349\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2344\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[115 22]\n", " [ 4 4]]\n", "Final learning f1 score 0.23529411764705882\n", "Final learning precision score 0.15384615384615385\n", "Final learning recall score 0.5\n", "Final learning kappa score 0.1648205582631812\n", "\n", "\n", "Executing fold: 5\n", "\n", "\n", "Model: \"model_27\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_28 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_9 (TFOpLambda) (1, 5, 8) 0 input_28[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_9 (Conv1D) (1, 3, 8) 200 tf.reshape_9[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_9 (Flatten) (1, 24) 0 conv1d_9[0][0] \n", "__________________________________________________________________________________________________\n", "dense_36 (Dense) (1, 25) 625 flatten_9[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_9 (Reshape) (1, 5, 5) 0 dense_36[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_9 (TFOpLambd (1, 5) 0 reshape_9[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_27 (Lambda) (1, 5) 0 tf.math.reduce_sum_9[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_9 (TFOpLambd (1, 5) 0 lambda_27[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_9 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_9[0][0] \n", " reshape_9[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_9 (Sli (5, 5) 0 multiply_9[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_9 (TFOpL (5, 5) 0 tf.__operators__.getitem_9[0][0] \n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_9 (TFOpLambda) (5, 8) 0 tf.compat.v1.transpose_9[0][0] \n", " input_28[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_28\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_29 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_37 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_38 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_39 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_29\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_30 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_28 (Lambda) (None, 8) 0 input_30[0][0] \n", "__________________________________________________________________________________________________\n", "model_27 (Functional) (5, 8) 825 lambda_28[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_29 (Lambda) (None, 8) 0 input_30[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_9 (TFOpLambda) (None, 8) 0 model_27[0][0] \n", " lambda_29[0][0] \n", "__________________________________________________________________________________________________\n", "model_28 (Functional) (None, 2) 33877 tf.concat_9[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "130 neighbourhood batches trained; running neighbourhood epoch 5\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "160 neighbourhood batches trained; running neighbourhood epoch 6\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "190 neighbourhood batches trained; running neighbourhood epoch 7\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "220 neighbourhood batches trained; running neighbourhood epoch 8\n", "230 neighbourhood batches trained; running neighbourhood epoch 8\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "250 neighbourhood batches trained; running neighbourhood epoch 9\n", "260 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "280 neighbourhood batches trained; running neighbourhood epoch 10\n", "290 neighbourhood batches trained; running neighbourhood epoch 10\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[97 44]\n", " [ 3 7]]\n", "Rough learning f1 score 0.2295081967213115\n", "Rough learning precision score 0.13725490196078433\n", "Rough learning recall score 0.7\n", "Rough learning kappa score 0.13356122573556328\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.6165\n", "Epoch 2/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.6081\n", "Epoch 3/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5995\n", "Epoch 4/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5917\n", "Epoch 5/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5840\n", "Epoch 6/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5761\n", "Epoch 7/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5712\n", "Epoch 8/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5634\n", "Epoch 9/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5569\n", "Epoch 10/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5504\n", "Epoch 11/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5432\n", "Epoch 12/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5386\n", "Epoch 13/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5304\n", "Epoch 14/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5246\n", "Epoch 15/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5188\n", "Epoch 16/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5117\n", "Epoch 17/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5064\n", "Epoch 18/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5007\n", "Epoch 19/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4936\n", "Epoch 20/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4868\n", "Epoch 21/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4811\n", "Epoch 22/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4747\n", "Epoch 23/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4696\n", "Epoch 24/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4629\n", "Epoch 25/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4562\n", "Epoch 26/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4501\n", "Epoch 27/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4440\n", "Epoch 28/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4385\n", "Epoch 29/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4314\n", "Epoch 30/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4260\n", "Epoch 31/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4187\n", "Epoch 32/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4123\n", "Epoch 33/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4069\n", "Epoch 34/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4007\n", "Epoch 35/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3928\n", "Epoch 36/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3913\n", "Epoch 37/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3804\n", "Epoch 38/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3739\n", "Epoch 39/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3683\n", "Epoch 40/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3615\n", "Epoch 41/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3569\n", "Epoch 42/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3533\n", "Epoch 43/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3487\n", "Epoch 44/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3422\n", "Epoch 45/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3392\n", "Epoch 46/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3333\n", "Epoch 47/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3275\n", "Epoch 48/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3231\n", "Epoch 49/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3189\n", "Epoch 50/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3140\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[128 13]\n", " [ 1 9]]\n", "Final learning f1 score 0.5625000000000001\n", "Final learning precision score 0.4090909090909091\n", "Final learning recall score 0.9\n", "Final learning kappa score 0.5186703096539163\n", "Extracting all features and labels for seed:2\n", "\n", "Dividing data into training and testing datasets for 10-fold CV for seed:2\n", "\n", "\n", "\n", "Executing fold: 1\n", "\n", "\n", "Model: \"model_30\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_31 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_10 (TFOpLambda) (1, 5, 8) 0 input_31[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_10 (Conv1D) (1, 3, 8) 200 tf.reshape_10[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_10 (Flatten) (1, 24) 0 conv1d_10[0][0] \n", "__________________________________________________________________________________________________\n", "dense_40 (Dense) (1, 25) 625 flatten_10[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_10 (Reshape) (1, 5, 5) 0 dense_40[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_10 (TFOpLamb (1, 5) 0 reshape_10[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_30 (Lambda) (1, 5) 0 tf.math.reduce_sum_10[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_10 (TFOpLamb (1, 5) 0 lambda_30[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_10 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_10[0][0] \n", " reshape_10[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_10 (Sl (5, 5) 0 multiply_10[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_10 (TFOp (5, 5) 0 tf.__operators__.getitem_10[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_10 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_10[0][0] \n", " input_31[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_31\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_32 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_41 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_42 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_43 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_32\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_33 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_31 (Lambda) (None, 8) 0 input_33[0][0] \n", "__________________________________________________________________________________________________\n", "model_30 (Functional) (5, 8) 825 lambda_31[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_32 (Lambda) (None, 8) 0 input_33[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_10 (TFOpLambda) (None, 8) 0 model_30[0][0] \n", " lambda_32[0][0] \n", "__________________________________________________________________________________________________\n", "model_31 (Functional) (None, 2) 33877 tf.concat_10[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[91 46]\n", " [ 4 4]]\n", "Rough learning f1 score 0.13793103448275865\n", "Rough learning precision score 0.08\n", "Rough learning recall score 0.5\n", "Rough learning kappa score 0.047306176084099816\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5689\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5576\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5496\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5422\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5352\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5279\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5206\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5122\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5085\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5023\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4946\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4871\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4813\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4736\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4684\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4615\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4540\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4484\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4402\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4338\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4272\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4188\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4120\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4056\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3965\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3901\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3824\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3755\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3691\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3622\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3554\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3491\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3440\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3383\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3318\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3292\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3212\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3150\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3157\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3058\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3026\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2972\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2924\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2887\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2846\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2847\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2810\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2754\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2724\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2692\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[127 10]\n", " [ 3 5]]\n", "Final learning f1 score 0.43478260869565216\n", "Final learning precision score 0.3333333333333333\n", "Final learning recall score 0.625\n", "Final learning kappa score 0.39095315024232635\n", "\n", "\n", "Executing fold: 2\n", "\n", "\n", "Model: \"model_33\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_34 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_11 (TFOpLambda) (1, 5, 8) 0 input_34[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_11 (Conv1D) (1, 3, 8) 200 tf.reshape_11[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_11 (Flatten) (1, 24) 0 conv1d_11[0][0] \n", "__________________________________________________________________________________________________\n", "dense_44 (Dense) (1, 25) 625 flatten_11[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_11 (Reshape) (1, 5, 5) 0 dense_44[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_11 (TFOpLamb (1, 5) 0 reshape_11[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_33 (Lambda) (1, 5) 0 tf.math.reduce_sum_11[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_11 (TFOpLamb (1, 5) 0 lambda_33[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_11 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_11[0][0] \n", " reshape_11[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_11 (Sl (5, 5) 0 multiply_11[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_11 (TFOp (5, 5) 0 tf.__operators__.getitem_11[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_11 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_11[0][0] \n", " input_34[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_34\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_35 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_45 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_46 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_47 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_35\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_36 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_34 (Lambda) (None, 8) 0 input_36[0][0] \n", "__________________________________________________________________________________________________\n", "model_33 (Functional) (5, 8) 825 lambda_34[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_35 (Lambda) (None, 8) 0 input_36[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_11 (TFOpLambda) (None, 8) 0 model_33[0][0] \n", " lambda_35[0][0] \n", "__________________________________________________________________________________________________\n", "model_34 (Functional) (None, 2) 33877 tf.concat_11[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[100 37]\n", " [ 3 5]]\n", "Rough learning f1 score 0.19999999999999998\n", "Rough learning precision score 0.11904761904761904\n", "Rough learning recall score 0.625\n", "Rough learning kappa score 0.11827303131650957\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5980\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5870\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5792\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5709\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5629\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5552\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5456\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5376\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5335\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5256\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5159\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5082\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5006\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4929\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4857\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4773\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4683\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4615\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4522\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4436\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4367\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4275\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4204\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4126\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4030\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3981\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3875\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3802\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3735\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3650\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3580\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3521\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3472\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3389\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3327\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3306\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3208\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3155\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3136\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3056\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3008\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2954\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2917\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2871\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2841\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2833\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2773\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2729\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2692\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2664\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[129 8]\n", " [ 1 7]]\n", "Final learning f1 score 0.608695652173913\n", "Final learning precision score 0.4666666666666667\n", "Final learning recall score 0.875\n", "Final learning kappa score 0.5783521809369951\n", "\n", "\n", "Executing fold: 3\n", "\n", "\n", "Model: \"model_36\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_37 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_12 (TFOpLambda) (1, 5, 8) 0 input_37[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_12 (Conv1D) (1, 3, 8) 200 tf.reshape_12[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_12 (Flatten) (1, 24) 0 conv1d_12[0][0] \n", "__________________________________________________________________________________________________\n", "dense_48 (Dense) (1, 25) 625 flatten_12[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_12 (Reshape) (1, 5, 5) 0 dense_48[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_12 (TFOpLamb (1, 5) 0 reshape_12[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_36 (Lambda) (1, 5) 0 tf.math.reduce_sum_12[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_12 (TFOpLamb (1, 5) 0 lambda_36[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_12 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_12[0][0] \n", " reshape_12[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_12 (Sl (5, 5) 0 multiply_12[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_12 (TFOp (5, 5) 0 tf.__operators__.getitem_12[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_12 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_12[0][0] \n", " input_37[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_37\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_38 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_49 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_50 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_51 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_38\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_39 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_37 (Lambda) (None, 8) 0 input_39[0][0] \n", "__________________________________________________________________________________________________\n", "model_36 (Functional) (5, 8) 825 lambda_37[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_38 (Lambda) (None, 8) 0 input_39[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_12 (TFOpLambda) (None, 8) 0 model_36[0][0] \n", " lambda_38[0][0] \n", "__________________________________________________________________________________________________\n", "model_37 (Functional) (None, 2) 33877 tf.concat_12[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[95 42]\n", " [ 1 7]]\n", "Rough learning f1 score 0.2456140350877193\n", "Rough learning precision score 0.14285714285714285\n", "Rough learning recall score 0.875\n", "Rough learning kappa score 0.16655527335917675\n", "\n", "\n" ] }, { "data": { "image/png": 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w3MAiZYDOz9X/Ov9D6+2tnh+Q3UPHIOpxLP6JEphSqgTaFIBV0Ab6fSUifxSRcYF++aIZLSI/B7Ad2kJMgate56Dl7esX23HIN6AVW0nQFpLqDCeA90VkclC+k6BNi5gEbU74jkz19wi0OfSdAN4WkbmBYtHfZ/1dAEOgDfL8jc7zA4Xwpe2dQaYHMnTVy9AWmgKAF0Rkvr/7AkRkiL/9WH/7z3WeHxC4wn8kgD/5P35PKaU78FoptRbaIl+AdlL3oogcHfTas4vIeBH5LbTX3tEd/cKgdQ/ZKiK/EZFj/MUX/Ps/CtqgXkBba+CToOe947//kYhc4z/RhYjki8j90L4PetNzmq0SwBUi8tfASbGIZIjIr9ByUvD31gOa23AztK8tE8BnInKlBE0vKyJ5InKeiLwC4D+tnvsyWt6ZellEzvd3c4GIjAHwNro2YP0RaO8wJQF4R0RODHq9TIE20Fa3tvFfgAi823SfiMwJ+j0bB+AtaLMV1Ro8vwItA40XBr+WuusYRKboyKIAvPHGW/Td0I4VftuxjzHQpgRUQTc3tALA3Wr7O/AvSOT/WAFY1YFjvex/zjcdeE5h0PEvQsvVtWq0rIIamN50UhvPL9RpHwetoAg8ph5aURX4vAHABQbZfhj0uCb/fooBfNbBn0FXMgReAx934TXQH9qJTOB4jQhdKdUL4Cft2E/r19HFbTzeDm2AZPBz6qHNjNL6tTej1XOX+rcvbedrR0G7Cl6KlgXhAl/rBa2elw2gqNXXX46WVXMfjXR8tCzytSBCtsC+Z7Uje2GrtuafOYC7gzKW+r/GwPPeh85CUm29ZqBNArAjaD8+aH3uq1t9P9/Xee5QtCzsF3jtVgR9r89u62tv4zUzqdVrszYoVxVCFxpr/X2bCG1xreBsgb8nbmjvWhn+7KCdfAc/d5f/8c911zF4462nb7zyT0RQShUppSYCOBPAvwBsgvbPKxPaP62voRVoE5VSpymlSkVkIICT/bt4oQOHCzz2aBHpzHz1X0H75/8ktOLYAe1q3D+grRLb3r7NzZTWjWUstIJoLbTiKQna1eZHAYxVSr1k8Nynof0z/wzaaq4F0AY1d2hQY1cydAelXRmeBG0azBXQCvBUaO+kPAXtZ/9gO3YV3L+/Ci1dSIyO61VK3QRt7YIlADZDK2KzoBV4n0P7nhytlPrcaD8R7IVWbN4P7evaD21aUQ+AjQD+Dm1V5ZDvrdKu8k6H9s5EsT+TB1qxfYlSyqhriemUUr+A1j//c2hXvZugvYZ+CuA0pVRDJ/b5DYAjAFwP7Wp6CbRuTjYAW6F15boYLWMmgp/7PbR3ae6DdgIh0Argl6CtJv7fjuZptf9V0NbG+Ce0n68D2t+CJ6C9jozWVoBSajW0CQpe8H9NNmgnDi/4s7VeiK61P0L7vq6CVsgPgPb73jz4uxuOQdSjRClldQYioohEpBBaEQEAQ5RSxdalIbKeiNwG4FYAy5XxFKhERGF45Z+IiIiIKEGw+CciIiIiShAs/omIiIiIEgSLfyIiIiKiBMEBvybKy8tThYWFVscgIiIioji2evXqEqVUb722sAUqqOcUFhZi1aoOz0JIRERERNRuIrLTqI3dfoiIiIiIEgSLfyIiIiKiBMHin4iIiIgoQbD4JyIiIiJKECz+iYiIiIgSBIt/IiIiIqIEweKfiIiIiChBsPgnIiIiIkoQXOSLiGJCY2MjysrKUF1dDa/Xa3UcIuohdrsdGRkZyM3NRVJSktVxiOIOi38iinqNjY3YtWsXcnJyUFhYCKfTCRGxOhYRdTOlFNxuN6qqqrBr1y4MGjSIJwBE3Yzdfogo6pWVlSEnJwd5eXlwuVws/InilIjA5XIhLy8POTk5KCsrszoSUdxh8U9EUa+6uhqZmZlWxyAiE2VmZqK6utrqGERxh8U/EUU9r9cLp9NpdQwiMpHT6eT4HqIewOKfiGICu/oQJRb+zhP1DBb/REREREQJgsU/EREREVGCYPFPRERERJQgWPwTESWg2267DSKCjz/+2OooYRYsWAARQXFxsdVRiIjiDot/IiKKesXFxRARLFiwwOooREQxjcU/EVECuv7661FUVIQpU6ZYHSXMn/70JxQVFaF///5WRyEiijsOqwMQEZH58vLykJeXZ3UMXQUFBSgoKLA6BhFRXOKVfyIiv9pXXsWBKdOwd8AgHJgyDbWvvGp1pBDBXV+2b9+OCy64AL169UJGRgZOOeUUbNiwAQBw+PBhXHPNNSgoKEBycjImT56MZcuWhezLqM+/iGDWrFkoKSlp3kdSUhLGjh2Lxx9/XDeXz+fDo48+ismTJyM9PR1paWmYPHkyHnnkEfh8vrDHB45x4MABXH311ejfvz/sdjuWLl0KILzP/2233YYhQ4YAAJ544gmISPNt6dKleOeddyAiuPLKK3XzNTY2Np/sNDY2tvfbTUQUl3jln4gIWuFf+fNfQNXXAwC8e/ei8ue/AACknXeuldHCFBcXY+rUqRgzZgwWLFiA4uJivPrqq5g1axa+/PJLnHbaacjMzMRFF12EsrIyPPfcc5g7dy62bNmCQYMGtbn/iooKzJgxAy6XCxdccAEaGhrw0ksv4corr4TNZsMVV1wR8vjLLrsMzz77LAYOHIirr74aIoJXX30V1113HT777DM888wzYccoKyvDtGnTkJ6ejvPOOw82mw19+/bVzTNr1ixUVFTgr3/9K8aPH4958+Y1tx199NEYP348hg0bhueffx73338/srKyQp7/8ssvo7S0FDfffDOSkpLa8R0mIopjSineTLpNnDhREVHHbdy4scePsX/yVLWn34Cw2/7JU3v82O21Y8cOBUABUHfeeWdI2+9//3sFQOXk5Khrr71Web3e5rYnn3xSAVA33nhj87Zbb71VAVDLli0L2U9g/1dddZXyeDzN27/77jtlt9vVmDFjQh7/7LPPKgDqmGOOUdXV1c3ba2pq1MSJExUA9cwzz+ge47LLLlNutzvs67ziiisUALVjx46wr/2KK67Q/d7ce++9CoD629/+FtY2c+ZMBUBt3rxZ97kUvcz43SeKRwBWKYN6lN1+iIgAePft69B2KxUWFuKWW24J2Ra4Gt/Y2Ih7770XNlvLn/f58+fD4XBg7dq17dp/amoq7rvvPtjt9uZtRxxxBGbMmIGioiJUV1c3b//3v/8NALjrrruQnp7evD0tLQ133303AOCf//xn2DFcLhf+/Oc/w+HonjegFy5ciOTkZDz22GMh2zdv3ozly5dj9uzZGDlyZLcci4ioLfX19di+fTt27twJr9drdZwQ7PZDRATA3q8fvHv36m6PNkcffXRIYQ4A/fw5R44ciYyMjJA2u92Ovn37Ys+ePe3a/4gRI5CZmRm2feDAgQC0bkGBY6xZswY2mw2zZs0Ke/zMmTNht9vxzTffhLUVFhaiT58+7crTHr169cKFF16IJ598El988QWmT58OAFiyZAkAYNGiRd12LCKiSNatW4evv/66+SKMiGDu3LmGXRvNxiv/REQAMm75BSQlJWSbpKQg45ZfWJTIWOs+7QCar6DrtQXa3W53u/afnZ1tuA8AIVexKisrkZubC5fLpfv4vLw8VFZWhrXl5+e3K0tHXHfddQDQfPW/sbERTzzxBPr06RMyToCIqKccPnwYX3/9NbxeL9xuN9xuN5qamvD2229HzTsALP6JiKAN6s26527Y+/cHRGDv3x9Z99wddYN9o01WVhbKysp0Tyw8Hg9KSkp030UQkW7PMnXqVEyYMAEvvPACysvLmwf6Lly4UPfkhIiou23atEm3yFdKYa/Ou8tWYPFPROSXdt65yF+5Av337EL+yhUs/NvhmGOOgc/nwyeffBLW9sknn8Dr9WLChAldPk6gm1NbV84WL16MhoYGPPnkk1iyZAlEBD/60Y+6fHwiovZoamoybGvvu689jcU/ERF1WmBu/V/+8peoq6tr3l5XV9c8KPmqq67q8nFycnIgIti1a1fEx82fPx9ZWVm45557sHz5cpx88skYNmxYl49PRNQeQ4cO1Z3IwOfzRc2q5RzwS0REnTZ//ny8/vrreOGFFzB27FjMmzcPIoLXXnsNO3bswIUXXohLL720y8dJT0/H1KlT8emnn+LSSy/FyJEjYbfbcfbZZ+Ooo45qflxqaiquuOIKPPjggwCAa6+9tsvHJiJqr8GDB6OgoAD79++Hx+OBiMBms2HKlClITk62Oh4AFv9ERNRF//nPfzBz5kz8+9//bh5sO2bMGNx8881YvHhxtx3nqaeewk033YR33nkH//nPf6CUwoABA0KKf0B7N+LBBx9EQUEBzj777G47PhFRW2w2G0499VTs2rUL33//PVwuF0aNGoXevXtbHa2ZaOsAkBkmTZqkVq1aZXUMophTVFSEMWPGWB2DYsTSpUuxcOFC/OY3v8Edd9xhdRzqAv7uE3WOiKxWSk3Sa2OffyIiihsejwf33XcfHA4Hu/wQEelgtx8iIop5n332GZYvX46PP/4Y69evx/XXX48BAwZYHYuIKOqw+Cciopj3wQcf4Pbbb0dubi5+9KMf4Z577rE6EhFRVGLxT+1SUlKCiooK5ObmIjc31+o4REQhbrvtNtx2221WxyAiinos/imiwJLUpaWlEBEopdC3b1+ceuqpuvPYEhEREVH04oBfiuiLL77A4cOH4fF44Ha74fF4cODAAaxcudLqaERERETUQSz+yZBSCtu2bYPP5wvZ7vV6sWXLFotSEREREVFnsfgnQ0qpsMI/wOPxmJyGiIiIiLqKxT8ZstlsyM/P123jFHpEREREsYfFP0V03HHHweVywW63AwDsdjuSkpIwffp0i5MRERERUUdxuhaKKDc3FxdeeCGKiopQWlqKPn36YPTo0UhOTrY6GhERERF1UNwW/yJyAYCZAI4GMB5ABoBnlFI/7OB+igEMNmg+qJTS7xcTR1JTUzFx4kSrYxARERFRF8Vt8Q/gN9CK/hoAewCM7sK+KgE8oLO9pgv7JCIiIiIyVTz3+b8JwEgAmQAWd3FfFUqp23Ruf+56TCKi+PLxxx9DRCxdcTcaMrTXrFmzICJWx9BVWFiIwsJCq2MQUTeK2+JfKbVMKbVVKaWszkJEFE+Ki4shIliwYEFCZ0hUS5cuhYhg6dKlVkchok6I524/3SlJRH4IYBCAWgDrAHyilPJaG4uIiPRMmTIFRUVFyMvLszpKm5588knU1dVZHUPXhx9+aHUEIupmLP7bJx/AU6227RCRhUqp5ZGeKCLXALgGAAYNGtRD8YiIKFhqaipGj+7KUC/zRPP/hmHDhlkdgYi6Wdx2++lGjwM4EdoJQBqAIwE8BqAQwNsiMj7Sk5VSS5RSk5RSk3r37t3TWYmoK9Y9A9xfCNxm0+7XPWN1ohD//e9/ceKJJ6KgoABJSUno168fZs6ciYcffrj5MdOmTYPdbkdxcbHuPv785z9DRPCXv/yleVugX3ddXR1+9rOfYdCgQUhKSsLw4cNx9913I7j35G233YYhQ4YAAJ544gmISPNNrxvI2rVrccYZZyA7OxupqamYOXMmvvjiC91sHo8HDz/8MKZNm4bMzEykpqbimGOOwUMPPRSy2nh7MkTq819WVoZf//rXGDduHFJTU5GVlYXx48fjlltuQW1trW62YMHdXt5//30cf/zxSE9PR+/evbFw4UJUVFQAAL755huceeaZyMnJQXp6Os4++2zdn4ten//g/B35HlZWVuKXv/wlRo0aheTkZOTk5ODUU0/FBx98EPbY4GOsXLkSZ5xxBnJzcyEizTlb9/mfNWsWFi5cCABYuHBhyPe+uLgYt9xyC0QETz75pG6+1atXQ0Rw1llntfFdJqKewiv/bVBK3d5q0wYAi0SkBsDNAG4DcK7ZuYiom617BnjjGsDt735RuVP7HACOutS6XH5LlizBtddei/z8fJx11lnIy8vDoUOHsG7dOjz++OO47rrrAADXXXcdrrjiCvzjH//AH/7wh7D9/POf/0RSUhKuuOKKkO1utxunnHIK9u3bh7lz58LhcOC1117DLbfcgoaGBtx6660AtOKvoqICf/3rXzF+/HjMmzeveR9HH310yD5XrVqFe+65B8ceeyyuvvpq7Nq1Cy+//DJOPPFErF27FqNGjQo5/llnnYV3330Xo0aNwvz585GcnIxly5bhhhtuwFdffYWnnnqqwxla27FjB2bPno2dO3di4sSJWLx4MXw+H7Zs2YL7778fixYtQlpaWls/DgDaydj//vc/nHnmmVi0aBG++OILLF26FDt27MBdd92FE088EccffzyuuuoqrF+/Hm+88Qa2b9+O9evXw2Zr37W3jnwPKyoqMGPGDGzcuBGTJ0/GjTfeiJKSErzwwgs45ZRT8Mgjj+Daa68NO8aXX36JP/3pTzjuuONw5ZVXoqSkBC6XSzfPggULkJ2djddffx3nnHNOyPc7OzsbixYtwr333ovHHnsMl19+edjzH3vsMQDQzUFEJlFKxf0NwCwACsDT3bjP4f59lrb3ORMnTlRE1HEbN27s+YPcN1ipWxF+u29wzx+7HSZMmKBcLpc6ePBgWNvhw4ebP25oaFC9evVS+fn5qqmpKeRxy5YtUwDU/PnzQ7YPHjxYAVBz585VdXV1zdsPHjyosrKyVFZWVsi+duzYoQCoK664Qjdr4DgA1OOPPx7S9uijjyoAavHixSHbb731VgVAXX/99crj8TRv93g86sorr1QA1GuvvdbhDLfeemvI9unTpysA6o9//GPYcw4fPqzq6+t19xfs8ccfVwCU3W5XH3/8cfN2r9erTjrpJAVA5eTkqKeffjrkeXpfh1JKzZw5U2n/jsPzd+R7eM011ygA6pprrlE+n695+5YtW1RmZqZyuVxqx44dusd49NFHdb/WwYMHq8GDB+t+/a1zBZxxxhkKgFq3bl3I9urqapWenq4GDhwY8jOOxJTffaI4BGCVMqhH2e2n8w7579t3iYiIolvlro5tt4DD4YDT6QzbHjyoNSkpCQsXLsSBAwfw3//+N+RxbV11ffDBB5GSktL8eZ8+fXDOOeegsrISmzdv7nDeGTNmhM3Gc+WVV8LhcGDlypXN23w+Hx566CHk5+fj/vvvh91ub26z2+34y1/+AhHBM890rRvW6tWr8cUXX+Doo4/GL37xi7D2vLy8Dq1efskll2DmzJnNn9tsNlx22WUAgHHjxuHSS0PfMQpcCV+7dm27j9He76Hb7cbTTz+N9PR0/OlPfwrpRjRixAj85Cc/QVNTk253nKOPPrpbr8QvXqzNrr1kyZKQ7c888wxqampw9dVXh/yMichc7PbTecf677+3NAURdY+sQVpXH73tUeDSSy/FzTffjLFjx+Kiiy7CzJkzMWPGDOiNJVq8eDH+8pe/4LHHHsP5558PACgpKcGrr76KMWPG4IQTTgh7TlZWFoYPHx62feDAgQCA8vLyDmeeNGlS2Dan04m+ffuG7G/Lli0oLS3FiBEjcOedd+ruKyUlBUVFRR3OEGzFihUAgFNPPbXd3W4i0fv6+vXrBwC6q6L3798fALBnz54uHUPve7hp0ybU1dVhxowZyM3NDXvOnDlzcOedd+Kbb74Ja5syZUq787TH3LlzMWTIEDz11FO4++67kZqaCkA7GbDb7bj66qu79XhE1DEs/gGIiBPAMABupdT2oO1jAexXSpW1evxgAA/5P33atKBE1HNO/ENon38AcKZq26PA//3f/yEvLw8PP/wwHnzwQTzwwAMQEcycORP33ntvSJE4dOhQnHrqqXj33Xexfft2DBs2DEuXLkVjY6PhFd7s7Gzd7Q6H9m/C6+34zMaR9hm8v9LSUgDA1q1bcfvtrYdZtaip6dqi6oGBuIEivKuysrLCtgW+X5Ha3G53u4/R3u9hZWUlAKCgoED38YHtge9BsPz8/HbnaQ+bzYZrr70Wt9xyC55//nksXLgQq1evxpo1azBv3rzmEyQiskbcdvsRkXkislRElgK4xb/52MA2EQlenbc/gCIArSc0/gGAfSLytog8LCJ3i8hLADZB6/P/FgCu8ksUD466FDhrCZA1GIBo92ctiYrBvgGXX345VqxYgdLSUrz55pu46qqr8Mknn+DUU0/FoUOHQh67ePFiKKXwj3/8A4A20Dc5OVl3EKbVAoXyueeeG3Hc1I4dO7p0nEAhvXfv3q5GjjqB7+GBAwd02/fv3x/yuGA9sbrwlVdeiaSkpOauZhzoSxQ94vnK/9EArmi1baj/BgA7Afy/NvaxDMAoAMdA6+aTBqACwGfQ5v1/yj+ogojiwVGXRlWxbyQ7Oxunn346Tj/9dPh8Pvz73//Gp59+2tzFBwDOPPNMDBo0CI8//jjmzJmDzZs34/LLL0dOTk6Xjx/or92ZdwP0jB49GtnZ2VixYgXcbrfuuIbuyDBt2jQAwLvvvos//vGP3dL1J1qMGjUKqampWLt2LcrLy8N+zsuWLQMATJgwocvHas/3vnfv3rjgggvwzDPP4PPPP8d//vMfFBYW4pRTTuny8Ymoa+LnL18rSqnblFIS4VYY9Nji1tv825crpS5RSo1WSmUrpZxKqd5KqZOVUk+y8Ccis7zzzjvweDxh2wNX/AP9qgNsNhuuueYaHDp0CFdeeSUAYNGiRd2SJScnByKCXbu6ZzC0w+HADTfcgP379+MnP/kJ6uvrwx6zf/9+bNy4sUsZJk6ciOnTp2Pt2rW4++67w9pLS0vR0NDQuS/CYi6XC5deeilqamrwu9/9LqRt+/btePDBB+F0OpsHJHdFr169AKDN731g4O9FF12EmpoaXHPNNXF1wkUUq+L5yj8RUdy4+OKLkZycjOOOOw6FhYVQSuHTTz/F119/jYkTJ+Kkk04Ke87VV1+N3//+99i7dy+OPPJIHHvssTp77rj09HRMnToVn376KS699FKMHDkSdrsdZ599No466qhO7fO3v/0tvv32Wzz66KN44403MGfOHPTv3x+HDh3C1q1b8fnnn+MPf/gDjjjiiC5lePrppzFr1iz86le/wssvv4xZs2ZBKYWtW7fivffew6ZNm0IWtYold911Fz799FM89NBD+PrrrzF79uzmef6rq6vx0EMPNS+O1hXHHnssUlNT8cADD6CsrAx9+/YFANxwww0h3YpmzJiB8ePH49tvv4XT6Ww+CSUia7H4JyKKAXfddRfeffddrFmzBm+99RaSk5MxePBg3H333Vi8eLFuV5m+ffvi9NNPx2uvvdbtfa2feuop3HTTTXjnnXfwn//8B0opDBgwoNPFv9PpxGuvvYann34aS5cuxf/+9z/U1NSgd+/eGDJkCO64446wqTM7k2HIkCFYs2YN7rnnHrz22mt46KGHkJycjMLCQtx8883o06dPp/JHg9zc3OYFu1555RXcd999SElJwZQpU/Czn/2s27rc5OTk4OWXX8btt9+Oxx9/vHlV5B/+8IdhYwoWLlyIG2+8Eeecc07zSQIRWUvYc8U8kyZNUqtWrbI6BlHMKSoqwpgxY6yOEXN8Ph+GDx+OgwcPYv/+/cjMzLQ6EiWYBQsW4IknnsAHH3yAE088scPP5+8+UeeIyGqlVPhcwYjjPv9ERInupZdewo4dO3D55Zez8CfT7d69G8899xzGjBmDOXPmWB2HiPzY7YeIKM7cddddKCsrw5IlS5CWloZbbrml7ScRdZNnn30WW7ZswXPPPYfGxkbccccdPTKdKBF1Dot/IqI488tf/hJOpxNHHHEE7r33XgwePNjqSJRAlixZgk8++QQDBw7E/fffHzIFLRFZj8U/EVGc4VgustLHH39sdQQiioB9/omIiIiIEgSLfyIiIiKiBMHin4iIiIgoQbD4JyIiIiJKECz+KSKlFJTHY3UMIiIiIuoGLP5Jl/J4UPmnu7B/1BjsKxyKg7PnoPHzL6yORURERERdwOKfdFX86teo/de/oWprAaXg2bIVpVcsQNP69VZHIyIiIqJOYvFPYXwVFah76WWo+vqQ7aqhAdV/fdCiVERERETUVSz+KYxnz16I0xneoBTcm7eYH4iIiIiIugWLfwrjGDQQyu0Ob7DZ4DpynPmBiMhyxcXFEBEsWLCgx48lIpg1a1aPH4eIKBGx+KcwtsxMpF1+GSQlJWS7JCUh46c/sSgVESWy2267DSKCjz/+2OooREQxzWF1AIpOWb/7Lex9+qBmyT/gq6iA66ijkHX7rXCOGmV1NCKyQP/+/VFUVISsrKweP1ZRURFSU1N7/DhERImIxT/pEpsNGdctRsZ1i62OQkRRwOl0YvTo0aYcy6zjEBElInb7oYgaGhqwfv16rFixAsXFxfD5fFZHIuoxW7duxbPPPoslS5bg2WefxdatW62OFCK43/327dtxwQUXoFevXsjIyMApp5yCDRs2AAAOHz6Ma665BgUFBUhOTsbkyZOxbNmykH3t27cPv//97zFjxgzk5+fD5XKhX79+mD9/PoqKiiIeu7X9+/fjxz/+MQoLC+FyudC7d2+cd955WL16ddhjly5dChHB0qVL8c4772DWrFnIysqCiDQ/pnWf/8LCQtx+++0AgNmzZ0NEmm8AcPHFF0NE8Mknn+h+31566SWICG644YbI32AiogTAK/9k6ODBg3jrrbfg8/ng9XpRVFSE7OxsnHXWWXA4+NKh+LJ161Z8+umn8PhXtK6pqcGnn34KABgxYoSV0cIUFxdj6tSpGDNmDBYsWIDi4mK8+uqrmDVrFr788kucdtppyMzMxEUXXYSysjI899xzmDt3LrZs2YJBgwYBAD755BPcddddmD17Ns4//3ykp6dj69ateOmll/Df//4Xn3/+OcaPH99mlh07duC4447Dvn37MGfOHFxyySXYvXs3XnzxRbz55pt4+eWXceaZZ4Y976WXXsI777yDuXPnYtGiRSguLjY8xo033ojXXnsNy5cvxxVXXIHCwsKQ9uuuuw7PP/88HnvsMZxwwglhz1+yZAkA4Jprrmnz6yEiines4EiXUgoffvgh3EGz/rjdbpSVlWH9+vU45phjLExH1P2+/vrr5sI/wOPx4Ouvv4664n/58uW488478etf/7p52x133IHf/e53mDp1Ki688EI8/PDDsNm0N3dPPvlkXH755bj//vtx//33AwDmzJmDgwcPIiMjI2Tf3377LWbMmIFbbrkFb7/9dptZFi1ahH379oXlue6663DCCSfgiiuuwM6dO5Genh7yvLfeegtvvfUWTjvttDaPceONN6KiogLLly/HggULwmYCOuGEEzB27Fi8/PLL+Otf/4q8vLzmth07duCDDz7A9OnTceSRR7Z5LCKieMduP6SrsrISDQ0NYdu9Xm/UdYUg6g41NTUd2m6lwsJC3HLLLSHbrrjiCgBAY2Mj7r333ubCHwDmz58Ph8OBtWvXNm/r06dPWOEPAOPHj8ecOXOwbNmykJN/PXv27MF7772HQYMG4ec//3lI2/Tp03HJJZegrKwMr7zySthzzznnnHYV/u21ePFiNDY24oknngjZvmTJEiilcO2113bbsYiIYhmLf9Jls9mglDJsI4o3ra9Mt7XdSkcffTTsdnvItn79+gEARo4cGVbU2+129O3bF3v27AnZ/uabb+Kss85CQUEBnE5ncz/6N954A42NjSgpKYmY45tvvgEAHH/88XDqLAw4Z86ckMcFmzJlShtfZcdcfvnlSE9Pb+7iA2jvVi5duhQ5OTm48MILu/V4RESxit1+SFdGRgYyMjJQUVERst3hcHAmDopLkydPDunzD2iv98mTJ1uYSp/edJuBcThGU3E6HI6QK/kPPvggfvrTnyInJwcnn3wyBg0ahNTUVIgIXnvtNXz77bdobGyMmKOyshIAUFBQoNse2N767wgA5OfnR9x3R2VkZOCHP/whHn30USxbtgyzZ8/G66+/jgMHDuDGG29EcnJytx6PiChWsfgnXSKCk08+GW+88Qa8Xi+8Xi9sNhv69euHI444wup4RN0u0K//66+/Rk1NDdLT0zF58uSo6+/fHTweD2699Vbk5+djzZo1YcX7l19+2a79BE40Dhw4oNu+f//+kMcFC57dp7ssXrwYjz76KB577DHMnj2bA32JiHSw+CdDOTk5mD9/Pnbu3Im6ujr07dsXffr0sToWUY8ZMWJEXBb7rZWUlKCiogLnnXdeWOFfU1ODNWvWtGs/gYH/n332GTweT9gsYIHpRSdMmNDlzIFuTl6v1/AxRx11FGbMmIFXX30VX331FT744AOccMIJGDNmTJePT0QUL9h5myJyOBwYNmwYjjzySBb+RHGiT58+SE1NxerVq0MGNLvdbvz0pz9ts69/wIABA3DyySejuLgYDzzwQEjbV199hWeffRY5OTk499xzu5y5V69eAIBdu3ZFfNzixYvR1NSE888/H0opLFq0qMvHJiKKJ7zyT0SUYGw2G37yk5/grrvuwpFHHolzzjkHTU1NWLZsGcrKyjB79uywRcGMPProo5gxYwZ+9rOf4b333sOkSZOa5/m32Wx4/PHHdWcV6qjZs2fDZrPhl7/8JTZs2ICcnBwAwG9+85uQx/3gBz/ATTfdhL179yIvLw/nnXdel49NRBRPeOWfiCgB3XHHHfjLX/6ClJQUPPbYY3jllVcwadIkrFy5snkhsPYYOnQoVq1ahUWLFmHz5s3485//jLfffhunnXYaPv/8c5xzzjndknfMmDF44oknkJ+fj4cffhi//e1v8dvf/jbscS6XC5deeikAYMGCBUhKSuqW4xMRxQsxms6Rut+kSZPUqlWrrI5BFHOKiorYb9timzZtwpgxY3DNNdfgscceszpORLNmzcInn3yCzZs3J8QYjnjG332izhGR1UqpSXptvPJPRERt2rJlCwCtn380W7lyJZYvX45TTz2VhT8RkQ72+SciIkPr1q3DM888g2eeeQY2m61bBu/2hEceeQR79+7F448/DpvNhttvv93qSEREUYnFPxERGVqzZg3+9re/YfTo0Xj00Ucxbtw4qyPpuvvuu7Fnzx4MHToUTz31VLevIExEFC9Y/BMRkaEFCxZgwYIFVsdoU3FxsdURiIhiAvv8ExERERElCBb/REREREQJgsU/EcUETktMlFj4O0/UM1j8E1HUs9vtcLvdVscgIhO53W7Y7XarYxDFHRb/RBT1MjIyUFVVZXUMIjJRVVUVMjIyrI5BFHdY/BNR1MvNzUV5eTlKSkrQ1NTE7gBEcUophaamJpSUlKC8vBy5ublWRyKKO5zqk4iiXlJSEgYNGoSysjIUFxfD6/VaHYmIeojdbkdGRgYGDRqEpKQkq+MQxR0W/0QUE5KSklBQUICCggKroxAREcUsdvshIiIiIkoQLP6JiIiIiBIEi38iIiIiogTB4p8iUo2N8OzdB9XYaHUUIiIiIuoiFv+kS/l8qLznXuwfdxQOzZyF/eOOQtVfH+QUi0REREQxjLP9kK6aRx5B7ZJ/QNXXt2z720OwZWYifeEC64IRERERUafxyj/pqn740ZDCHwBUfT2q//aQRYmIiIiIqKtY/FMY5fNBVVTotvlKS80NQ0RERETdhsU/hRGbDfYhQ3TbHCNHmpyGiIiIiLoLi3/SlX37bZCUlJBtkpKC7Ft/Z1EiIiIiIuoqFv+kK/nEOej11BNwTZsKW14eXDOmo9d/nkXScTOsjkZEREREncTZfshQ0rHHovfLL1kdg4iIiIi6Ca/8ExERERElCBb/REREREQJgsU/EREREVGCYPFPRERERJQgWPwTERERESUIFv9ERERERAmCxT/pW/0P4O7ewJ0pwJKpQMUuqxMRERERURex+KdwL14MvHENUF8CeBqAfSuBBwYDh4qsTkZEREQUddxbt6Lspzfi4Iknoez6G+DetMnqSIZY/FOoxhrgu+f125493dwsRERERFGu6ZtvcHjuGah/9TV4Nm1G/ev/xeEzz0bj16usjqaLxT+F+vph47aKneblICIiIooBFb+9Faq+HvB6tQ0+H1R9PSp/8xtrgxlg8U+hMvoZt4mYl4OIiIgoBrjXrdPf/t1GKKVMTtM2Fv8UavwPARgU+UNPMjUKERERUbSTzEz97enpkCi8cMrin8JdoNPnP6UXMP8t87MQERERRbH0q66EpKSEbkxORtqCK6wJ1AaH1QEoCo37ATC6EXjvZ0DZNmDC1cAR51qdioiIiCjqZPzkBngPHEDdiy9BXC6opiaknnM2Mv/fzVZH0yXR2BcpXk2aNEmtWhWdI7+JiIiIqPO8ZeXw7iyGfdAg2Hv1sjSLiKxWSk3Sa+OVfyIiIiKiLrLn5sCem2N1jDaxzz8RERERUYJg8U9ERERElCBY/BMRERERJQgW/0RERERECYLFPxERERFRgmDxT0RERESUIFj8ExERERElCBb/REREREQJgsU/EREREVGCYPFPRERERJQgWPwTERERESUIFv9ERERERAmCxT8RERERUYJg8U9ERERElCAcVgeg6FTz5T/x3cplKJU89LZXYuxpi5A6bJrVsYiIiIioC1j8U5iSV2/GGwcHwZs8HT5xYp/Pje/eX4F5NSXIHn+m1fGIiIiIqJPY7YdCeb34bK8TbkmCT5wAAJ/NiSZJxpeffmRxOCIiIiLqirgt/kXkAhH5m4h8KiJVIqJE5OlO7muAiPxbRPaJSKOIFIvIAyKS0925rebb/j4OOQsBafXSEBv2OYdZkomIiIgoWimlUFxcjA8//BDLli3Dvn37rI4UUTx3+/kNgPEAagDsATC6MzsRkWEAvgDQB8DrADYBmALgpwBOE5EZSqnSbkkcBSSzP+zYBi9cYW121WRBIiIiIqLopJTCBx98gN27d8Pj8QAAduzYgXHjxmHKlCkWp9MXt1f+AdwEYCSATACLu7Cfh6EV/j9RSs1TSt2ilJoD4H4AowD8octJo4jkH4kR9V/D7gst9O2+JoyRLRalIiIiIoo++/btCyn8AcDj8WD9+vWoqqqyMJmxuC3+lVLLlFJblVKqs/sQkaEATgFQDODvrZpvBVAL4DIRSet00Ch07LxF6OveDruvCU5fPeyqCQM8WzBpwX1WRyMiIiKKGjt37gwp/IPt2bPH5DTtE8/dfrrDHP/9e0opX3CDUqpaRD6HdnIwDcCHZofrKc7CY3HmDcei/IN7UXlwB3KOOAlZx1xvdSwiIiKiqOJyuWCz2eDzhZSJsNlscDqdFqWKjMV/ZKP890b9XbZCK/5HIo6K/4Cck36GuBvRTERERNRNRowYgW+//TZsu1IKgwcPtiBR2+K22083yfLfVxq0B7ZnG+1ARK4RkVUisurw4cPdmY2IiIiILJSVlYUTTjgBdrsdTqez+XbaaafB5QqfPCUa8Mp/14j/3nBcgVJqCYAlADBp0qROjz8w2/79+7F+/XrU1dVh0KBBGDt2LJKSkqyORURERBRVRowYgcGDB2Pfvn2w2Wzo168fHI7oLbGjN1l0CFzZzzJoz2z1uLiwceNGrFixonkAS2lpKYqKinDBBRfwBICIiIioFZfLhcLCQqtjtAu7/US22X8/0qB9hP8+bubA9Hg8IYU/AHi9XtTX12P9+vUWJiMiIiKirmLxH9ky//0pIqFL3opIBoAZAOoBrDA7WE8pLS2FiIRt9/l82LVrlwWJiIiIiKi7sPgHICJOERntX823mVJqO4D3ABQC+HGrp90OIA3Ak0qpWlOCmiA5OTlsuqqAlJQUk9MQERERRT+Px4Pi4mJs27YNdXV1VseJKG77/IvIPADz/J/m+++PFZGl/o9LlFL/z/9xfwBFAHZCK/SDXQfgCwAPisiJ/sdNBTAbWnefX3d/eutkZWUhJycHpaWlCF4fzeFw4Mgjj7QwGREREVH0OXjwIN5+++3musnn82HSpEkYP368xcn0xfOV/6MBXOG/nerfNjRo2wXt2Yn/6v8kAEuhFf03AxgG4EEAxyqlSrszdDQ47bTT0KtXLzgcDrhcLtjtdkyaNAkDBgywOhoRERFR1PB6vXj77bfR1NQEt9sNt9sNr9eL1atX49ChQ1bH0xW3V/6VUrcBuK2djy1Gy7Sdeu27ASzsjlyxIDU1Feeddx7Ky8vR0NCAXr16Re1ctURERERW2bt3b0hPiQCPx4NNmzahT58+FqSKLG6Lf+q6nByu70tERERkJHh2xNbcbreJSdovnrv9EBERERH1mH79+sHr9YZtFxEMGTLEgkRtY/FPRERERNQJSUlJcDqdum16U6dHAxb/pKupqQm7d+/GoUOHdPuyERERESW60tJS3Sv/Sils2rTJgkRtY59/CrNhwwZ89dVXsNm0c8Pk5GTMnTsX2dnZ1gYjIiIiiiIej8fwCn9TU5PJadqHV/4pxIEDB7By5Up4vd7mKauqq6vx1ltv8R0AIiIioiB5eXm62x0OB4YNG6bbZjUW/xRi48aNuiPXGxsbo3a+WiIiIiIrOBwOnHDCCbDb7c3vADgcDmRlZWH06NEWp9PHbj8Uor6+3rCtsbHRxCRERERE0W/YsGHIzc1FUVER6urqMGjQIAwbNgx2u93qaLpY/FOIIUOG4ODBg2FX/30+H/r27WtRKiIiIqLolZOTg+nTp1sdo13Y7YdCjBw5EpmZmXA4Ws4LHQ4HpkyZgqSkJAuTEREREVFX8co/hXA4HJg3bx42b96M4uJiJCcnY+zYscjPz7c6GhERERF1EYt/CuNwODB27FiMHTvW6ihERERE1I3Y7YeIiIiIKEHwyj+F8fl8+P7777Fz504kJydj9OjR6NWrl9WxiIiIiKiLWPxTCK/Xi//9738oLS1tXrVu8+bNmDFjBkaNGmV1PCIiIiLqAnb7oRDbtm1rLvwBQCkFj8eDzz//HG632+J0RERERNQVLP4pxPbt23VX+BURHDhwwIJERERERFFs9b+AewuAe3oDH/3O6jRtYrcfCuFyuQzbnE6niUmIiIiIotyDI4GyrS2ff3IHsOIB4FdVlkVqC6/8U4gxY8bAZgt/WTgcDq7wS0RERBSw8fXQwj+gqRr433Xm52knFv8UwufzQSkVtj05ORkiYkEiIiIioij0/v8zbvv2SfNydBCLfwqxbt063eK/qqoKVVXR+xYWERERkbnC66WWpghtFmPxTyEaGhp0t9tsNsM2IiIiooRz8l+M246+wrwcHcTin0IMHjxYt8+/Ugq5ubkWJCIiIiKKQkecA+SOCN/uygDOfNj8PO3E4p9CjBs3DikpKbDb7c3bHA4Hpk+fDoeDk0MRERERNfvJFuCsfwJp+UBqHnDCb6N6ph8AEL3+3dQzJk2apFatWmV1jDY1Njbiu+++w65du5CWloYjjzwS+fn5VsciIiIionYQkdVKqUl6bbyUS2GSkpIwYcIETJgwweooRERERNSN2O2HiIiIiChB8Mo/hSguLsZXX32FqqoqpKWlYeLEiRg1apTVsYiIiIioG7D4p2Y7d+7Ehx9+CK/XCwCoqanB559/Dp/PhzFjxlicjoiIiIi6it1+qNnKlSubC/8Aj8eDVatW6S78RURERESxhcU/NTNawbehoSHspICIiIiINEopeDweq2O0C7v9ULOMjAxUVFSEbXe5XCHz/hMRERER4PP58NVXX6GoqAherxcZGRmYMWMGBg4caHU0Q7zyT82mTJkSVuQ7HA5MmjQJImJRKiIiIqLo9Omnn2Ljxo3weDxQSqGqqgrvv/8+Dh06ZHU0Qyz+qVlhYSFmzZqF9PR0AEBKSgqmTZuGI444wuJkRERERNGlsbER27Zt0x0vuWbNGotStY3dfijEsGHDMGzYMCileLWfiIiIyEBNTQ1sNpvuuEi9btTRglf+SRcLfyIiIiJjGRkZ8Pl8YdtFBL1797YgUfuw+CciIiIi6iCXy4Vx48bB4QjtSGO32zFhwgSLUrWN3X4o3BuLgeKPgH6TgXOWAg6+TIiIiIhamzJlCtLS0vDtt9+isbERvXv3xrRp05CTk2N1NEOs6qjF4c3A30cDABokFZ6Kw0hb74Qs/BQYfJzF4YiIiIiii6+8HEO+XYfCxiYkz5kDR2Gh1ZHaxOKfWjx6NOpt6ViWfSX2JY2EKIVkXw1mPnstBvzyO6vTEREREUWNurffQfn1N0BsNiivF5V3/gEZP74OmTf/n9XRImKff2qmvA14K/en2Jc0Cj5xwmtzodaRi/dyFqGiJHrnqyUiIiIyk6+qChXX3wA0NEDV1QGNjUBjI6ofeRRN335rdbyIWPxTs1LHQFQ6+sInoW8IecWB777bYFEqIiIioujS8OGHQKuFUQEAjY2oe/kV8wN1AIt/albj6AVB+Fy1SuyorG2wIBERERFRFPKGT/EJAFAK8HjMzdJB7PNPzfKOvxbeDeHFv1186NevnwWJiIiIiKJP0pzZUB4PUkbWIHNCJcQBNOxMQeXqfKScc7bV8SJi8U/NkqdeDdfWJ9DQ6AGCFvlyuFIwZswYC5MRERERRQ97bi76XuOEvb6ieVvqqDqkjNoJmXi0Zbnag91+qNmGDRvg9iKk8AcAh8MBl8tlTSgiIiKiaHNwAxwNmyCCkJtNvJCX5ludLiIW/9Rs69at8HrDu/00NjaiqqrKgkREREREUWjZrcZtW/5nXo5OYLcfaqGUwWYFafVuABEREVHCciQDAPYkjcGKzPNR6chHmrccE6tex4iGVRaHi4xX/qnZqJ3/gN3XGLpR+ZDeuBcZGRnWhCIiIiKKNifdjd1JY/BuznUocw6EV5yocvTBp9mXoyhlhtXpImLxT83G1nyEgqZtcPgaYFMeOHwNSFJ1OKn0MV75JyIiIvLz7duKlRnnwWsLHRPpsSXh68x5UAa9KaIBu/1QMxt8mFv2IA66huGgcxhSfRUY0vAN7D43VEMVJDnT6ohERERElvN9/EdUOvSn9Gy0pcHj8cDpdJqcqn1Y/FMIAZDftB35TdubtymAhT8RERFRQOYgpFWWotIWvg6SXTXB4YjeEpvdfkhTU6JV/nrY44eIiIiomf3ix9C/YVP4ZClKwWaL3sIfYPFPAcnZrP2JiIiI2kEcDpTknRC2NhJE4HOkoLy83Jpg7cDinzQOB+BI1W9L7W1uFiIiIqIopzILdLeLCHw+n8lp2o/FP7W4cSdgc8AHQZ0tEx44tXlsb9pldTIiIiKiqDJixAjdvv12ux25ubkWJGqf6O6UROZKz8PmizZgxefL4fF4AZsDI0eNxnSbE3arsxERERFFkTFjxmD79u0oKSmB1+uFzWaDzWbDiSeeCJsteq+vs/inZru/W4nPP1sJj7gA2AGfwpaiDVBK4YQTTrA6HhEREVHUCHTtUUpBRKCUQkZGBvLy8ixOFln0npaQ6dYse8Vf+Lfwwo6tm4vQ1NRkUSoiIiKi6LNy5UqUHD4En88HpRSUUqisrMRnn31mdbSIWPyTZt2zqLbn6DaJrwkNDQ0mByIiIiKKXlu/WwuvL3SqT5/Phx07dkT1Cr8s/kmz8xP0adoBqPDR6aJ8SEtLsyAUERERURTa9XlY4R+gfF4W/xQDckZjUvUbcKimkBMAh68Rk6rfhN3OIb9EREREAIB3b8bAxg2A8oZuVz709eyK6gG/0ZuMzLXiHuR69mFu6YPI8eyH3deIdPdhzKxYiiNrP7Q6HREREVH0KNmM6VUvIMVXC4evEYB2wdSl6nFC1X8sDhcZZ/shTVM1DjkL8U6vG+CDDV5xodGege/S5qCwYR2n+iQiIiIKUD6ke6tw0aHfoij1OBx0DUfvph0YU/cpklPTrU4XEYt/AgCowpPwQcUUuG0pzdvckozDzsHYkHM2xluYjYiIiCiqZA6Ar6QIqzLOQlHaCRDlw56kI+C1OTExHxCr80XAbj8EAKg85THU2TPDtnttLmzuPc/8QERERETRatZtWJNxBjalHg+vuOCxJcNjS8K6tFPw3ZAbrE4XEYt/AgAouxM+ceq21bvDZwAiIiIiSlRq5UNYn3YSPLakkO0eWxK+3bDRolTtw+KfAACNjY2GbYEV7IiIiIgIUFV74JYk3bYG5dLdHi1Y/BMAoLS01LCN03wSERERtbANmIpM72Hdtl7OepPTdAyLfwIQ+ep+amqqiUmIiIiIotzZ/8L0yhe0aT4D6yMpHxy+Rkw79SJrs7WBxT8BQMSV6Orq6kxMQkRERBTlXCkYdM1rOL3+afRv3IQ0TxkGebbi7JNPQH7/AVani4hTfRIAoKamxrAt0ngAIiIiokTkyxmCfTMfQfnGjfB4PHANmoLkvsOsjtUmXvknAEB+fr5hWzQvUU1ERERkhTfffBOrVq1CXV0dmpqasG3bNrzyyitRf9GUVR0BAIYMGWLYFunEgIiIiCjR7N27F/v37w/b3tDQgKKiIgsStR+LfwIAuN1uQHl02xoaGkxOQ0RERBS9vvvuO8O2Xbt2mZik41j8EwCg5m9T4VBe3TYW/0REREQtInXtcbk4zz/FgKyqdbAh/Mq/KC/ycdCCRERERETRqbCwEID+TInjx483NUtHsfgnAIANPkyrfFGbr9ZPlBcO1YQJpc9bmIyIiIgouow6+BJSPRUtc/wDgPKhf8NGFBQUWJarPVj8U7PR9V/ilPJHUNC4GRmewxhe/xXOO3Qnso+O7sUqiIiIiMzk+uwOTK96DgIvoBSgfLApD46qeRdY+6TV8SJi8U8aAWpt2dicMh0lzsFokhSk+KqR6q2EjDrF6nREREREUaNeUvBR9lVQ4gREALHBZ3PhndzrUf/VP62OFxEX+SIAQJMk45Xev0KDLR1K7ACA79Jmo8Q5CGfuWwX0HWdxQiIiIqLosDV1GnziDNuuxIH1TUMwxYJM7cUr/wR4vdiaMg1uSW4u/AHAKy4ccg5FSd7xFoYjIiIiii4HncYr+e6X6F4ficU/AQAOuQrhsSXptCiUVtWbnoeIiIgoWmV5Dhm2parorptY/BNgtyPXvR/iC5/qU0GQ5d5nQSgiIiKi6DSkfqVh2yjFFX4pBmS794Z0+Qnwigu9Rh5rQSIiIiKi6LQh/WTDtur0ESYm6TgW/wQAWJ1xpmHb9l17TUxCREREFN0OJB+hzfKj49Dg801O0zEs/gkAUO7sZ/giLtu30+Q0RERERNHLWdugze+vI8ce3pMimrD4JwDa1FRGBgwZaWISIiIioujWV4z79Wf7ak1M0nEs/gn4/iPYVZNh84DBg00MQ0RERBTdfDanbo8Ju3KjrnKDBYnaL66LfxEZICL/FpF9ItIoIsUi8oCI5HRgH8UiogxuB3oyv2n2f4NBDRvC375SCgWNm2GzxfXLhIiIiKhDerl3weFrDNsu8CF3wGgLErVf3K7wKyLDAHwBoA+A1wFsAjAFwE8BnCYiM5RSpe3cXSWAB3S213RDVOsdcQHK1j6u21RtzzU5DBEREVF0G9nLhpVun3bhNPAOgPIi23MAfSfdYG24NsRt8Q/gYWiF/0+UUn8LbBSR+wDcBOAPABa1c18VSqnbuj1hlGjatwEVjvzwt69EUOPojfr6eqSkpFgTjoiIiCjK7Dvxcah33wypnQRA/qgpEIMJVKJFXPbnEJGhAE4BUAzg762abwVQC+AyEUkzOVpUkq//Bu0lq6+srMy8MERERERRbvXq1fCKM2SbEjs27S6D1+u1KFX7xGXxD2CO//49pZQvuEEpVQ3gcwCpAKa1c39JIvJDEfmViPxURGaL6KyIFaOc8ALQn64KAJxOp2EbERERUaKpqdHv+a2UQmNj+FiAaBKvxf8o//0Wg/at/vv2zmGZD+ApaF2FHgDwEYCtIjKzswGjytyH4fLVGc5Xm5vLfv9EREREAdme/brbbZ46JCcnm5ymY+K1+M/y31catAe2Z7djX48DOBHaCUAagCMBPAagEMDbIjI+0pNF5BoRWSUiqw4fPtyOw1lgy8vwid1gkS9f1L99RURERGQmd32t7iyJHmWDzcMr/9EoUOUa93UJPECp25VSHymlDiql6pRSG5RSiwDcByAFwG1tPH+JUmqSUmpS7969uxy8R/i8SDZYkMIOLxyOeB4XTkRERNQx5c5+uhOlKHGgctc6a0K1U7wW/4Er+1kG7ZmtHtcZj/rvT+jCPqLDjF8g1Vuuewab5S2FPcqXqSYiIiIyk4owUYove4iJSTouXov/zf57oz79I/z3RmMC2uOQ/z7mZwxSdjsOuwp1z2Crk/tbkomIiIgoWvVuKtYdK2lXbmRnGV17jg7xWvwv89+fIiIhX6OIZACYAaAewIouHONY//33XdhHVFBfPQxlsOSDx91kchoiIiKi6HZs1fPaB4ETAKUApTCn/J+c598KSqntAN6DNij3x62ab4d2tf5JpVQtAIiIU0RG+1cFbiYiY0UkbKobERkM4CH/p093c3zTNX29RL9BKdgUB/sSERERBfsi+zIAQav7isCmmlDlygccLkuztSWeR3JeB+ALAA+KyIkAigBMBTAbWnefXwc9tr+/fSe0E4aAHwC4RUSWAdgBoBrAMABnAEgG8BaAP/foV2GCnUnj9Yc+i8CL6H4BExEREZmptrYW5UkDAV9o8eSzJWFT3wsRcRrIKBC3xb9SaruITALwewCnATgdwH4ADwK4XSnVnmVrl0FbM+AYaN180gBUAPgM2rz/TyllMDl+DCntdRxQYvBlRPc7V0RERESm8vl8gNgAhPeO8NlTzA/UQXFb/AOAUmo3gIXteFwxdMpcpdRyAMu7P1l0ydn6FJDzQ/3G2D+3ISIiIuo26enphv36+/TpY3KajovLPv/UMcMaV+o3KIX8hq5MiEREREQUX3w+Hzwej27bvn37TE7TcSz+CXZHJiZXvtI8Uh0AoBQcvkac1PiWteGIiIiIokh5eblhW319vYlJOieuu/1Q+9hm/hLJn73QssF/AtCrqRgpc35uUSoiIk15eTk2btyI2tpaDBo0CMOHD+fK40RkmdTUVMO2aJ/mE2DxTwAa1jyBT3OuC1vk62DyKKz56hNMnHSlRcmIKNF9//33WLZsGXw+H5RS2LNnD9avX4958+bB6XRaHY+IEpB28UFBb1YUWwwU/+z2Q/jObjAplQi+dUwyNwwRkZ/X68Xy5cvh9XoRmFjN4/GgqqoKGzdutDgdESUqpRRgsA6Sw23cJShasPgnlOVMNmzzCK+sEZE1SktLdbd7vV5s377d5DRERBrn+79GnnsPoHwh223KjeH1qyxK1X4s/gkZ5ev0G5SCQzWZG4aIyM/hcMBoKRWXiwsQEpE1fHu+wuzyfyNJ1cHhawAAOH0NyPSUYGLVGxanaxv7/BNSa3cAWfrdewbUG5wYEBH1sJycHKS6S1CFTP+COhqHw4GxY8damIyIEpl93Dxkv///cMnBX2FbymRU2Xujj7sYg+u/hQ2+tndgMRb/hEZbhmFbH/duE5MQEbXw/OtUnHZwLd7MuwlNNm12DZ84MKb8XRQWtrl+IxFRj5BVf4dbHPg64xxsSjseXjiQ69mLVG8l+rq/tzpem1j8E9w5RwP6a1VAco4yNQsRUYBj9/vIAjD/0K+x3zUcDbYM9G36HqneCqhtyyEjZlkdkYgSkc2J93Kvw96kMc3vSpY5B+LNvJtwfvlfkG1tujaxzz/BddTphm3uoy4wMQkRUSgRQKDQr2krhjasQZqvAgDg/ewv1gYjooRVOf332Jt0REh3RADwwok1A6+3KFX7sfgn7N27V79BBJu3bjU3DBFRO9iPusTqCESUoLZ+85l+gwj2NRl3pY4W7PZDKD20F0YvhdraWnPDEBH5eTNGoqH2IL7KOh+7ko+CXXkwqu4zTKh6E86J862OR0QJ6mCDAzCacMxdY2qWzmDxT/AqW9jqvkREVvP9ZD1e/deDaLClQYkdbgAb0k/E4SHzcabV4YgoYdXas/XrJqWQGgOVNbv9UNgiFaGif8oqIopPW7duhTspF0rszdu84sKhimqUlJRYmIyIElmapxwwWIMkNz36F0dl8U/I8h7WfxErhX69cswPREQE4NChQ/B49KciY/FPRFZJdx80bGs6uNHEJJ3D4p9QmN/LsK3fkBEmJiEiapGTkwO73a7blpWVZXIaIiLN3mSDRQZFUOoYYG6YTmDxT+g3ZR4ctvAr/w6nE3379rUgERERMHr06LDi32azISMjA/n5+RalIqJE12BLN+zzb4+BIZQs/gkDCgqQ5ikN7fuvvMjNyUa/fv2sC0ZECS05ORlnn302evfuDRGBzWbDoEGDcNZZZ0E4SQERWSQl3fidx2HHzDExSefEwJhk6mmlj52IGvsFIYtVCBTS938CkfMsTEZEiS43NxfnnnsuPB4PRMSwGxARkVmOOGoCvvpqBYBWFyFEMH7SZEsydQSv/BPWukfCK6Gj05U4sNM+HPX19RalIiJq4XA4WPgTUVTQ1kAKf/cxNTUVDkf0X1dn8U8od/YLW6IaAOzKg+qKMgsSEREREUWnHTt26G5vbGxEXV2dyWk6jsU/obe7GKK8Ydu94kBWbp4FiYiIiIiik9GYI5/PB5st+kvr6E9IPW6sZy0UbKFz/SuFfO9uJCUlWReMiIiIKIp4vV7Dq/s2mw3JyckmJ+o4Fv+JzuvFGud07ePgM1kR7LMPhs/HFX6JiIiIAK3Lj1Ft5PV6Y2KsJIv/RFe9F3uSx+rOV6tgx4EDBywIRURERBR99u/fH7G9qqrKpCSdx+I/0WX0h9IZsU5EREREoTIzMyO2Z2dnmxOkC1j8Jzq7Hb1xKLS/f4AoFBQUmJ+JiIiIKAqNHDkSgE7NpBTSvWUxMVaSxT/Bm3eUzlaFwsKhXEWTiIiIyC8lJQX9GzbqXjT1KACVe80P1UEs/hNcQ0MDSsvKdPr8Cw4dOmRJJiIiIqJotS9pdHjdJIIGew7qit60JlQHsPhPcD6fD0qvyw+0EwMiIiIiaqEilM9VmWNNTNI5phX/ItJfRAaZdTxqH4/HY9jGaT6JiIiI2i/VZbc6Qps6XPyLyBwReU9EykWkSkQ+F5Er2vHUVQC+73hE6km8uk9ERETUPk1NTRFaFTILJ5iWpbM6VPyLyDUA3gNwIoAsAOkAjgXwbxH5WET6tbWLTqWkHlNeXm7YxsG+RERERC1qq6sjP8DhMidIF7S7+BeREQAe9D/nIICHAdwHYA20ov54ACv8j6MYcfDgQcM2o7EARERERInIsfzPEVolJmqnjlz5vx6AC8B6AGOUUtcrpf6fUmoSgEsAVAIYAOBjERnV/VGpJ/Tu3Ru689USERERUYikqshTebrdbpOSdF5Hiv850KrEG5VSlcENSqnnAUwDsB1AAYBlIjK621JSjxns/T5C7c+TAiIiIqIAx5l/iNzucJiUpPM6UvwPBuAF8Kleo1JqC7SuP0UA8gF8xBOA6LfzzT8aN8bAW1dEUae+EvjvNcDLlwFlO6xOQ0RE3ciblW/cKAKbLfpn0e/I6UkSgBqllOHckEqpAyIyC8AyAEdAOwGYrZTa3KWU1GO2J42P0MoBv0Qd8u7PgS/vbfl8/dPA0FOAy9+1LhMREXWbiooKnYVRY0tHTk8OA8gSkfRID1JKHQYwG6HvAHAMQJQqcQ2zOgJRfCjbEVr4B3z/HvDNk+bnISKibnf48GGrI3RZR4r/Df7749p6oP8EYBa0E4ACAB9BmxaUoojP50OTI8P4DDa2T2yJzPXWdcZty35jXg4ijwd48RLgj1nAvfnAt89anYgobsTD+kgdKf4/gVYOXtyeB/tPAOag5QQgrcPpqEdFXsFXweFwmpaFKObVVxi3NdWaFoMSnLsB+EMy8N1zQFMVUHsQePVS4N/HW52MKC40NjYatsXK+kgdKf7f8N9fKCIRRju0UEodhPYOwMYO5iITOByOCC9UiYkR60RRY+oNxm2jzjIvByW2pTMB5Q3fvuszoHSb+XmI4kxqaqphWywM9gU6UPwrpdYD+CGAxQAyOvC8QBegWwH8voP5qIe5XMYr0cXCXLVEUeOo+UCaznURmxM4a4n5eSgx7V1l3Pa/xeblIIpTBQUFhm1JSUkmJum8Dl3aVUp1quOgUqoEwB2deS71rL59+2LXrl1WxyCKDz/bD7z+I2D9M4DyAUNmAxe+EhPLvVOcEBgv0WKzm5mEKC5FGvAbuTt19DC1X4eIHK2UWmvmMSmySG9f2e38R0HUYef8Q7sRWWHQccDOT/TbzvqnuVmI4tDu3bsN27xenS53UajHOyeJSJaIXCciqwFEeD+SrHDw4EHDxbxipe8aERH5XfYhYNN5p2n46UD2APPzECWQWBkr2WMpRWQOgKsAnAttgbBIb0aSRVTlLkD0h3BEGg9ARERRyOEAftcIvHMzsO5pwJUOzHscKDzB6mREcSEeekx0a/EvIgMBLACwEMDgwGYA9QDeBvBCdx6Puq5P9beoSJ0RPte/UhiRUmpNKCIi6prT/qLdiKhbud1urceEzmyJyqAnRbTpcvEvIk4A86Bd5T8RWleiwFX+1wE8D+ANpVRdV49F3a/RZrz8wiD7IROTEBEREUW35Oo9+g1KIctbaW6YTup08S8iR0Ir+C8FkIuW9WBXAJjm//iHLPqjW72rj+EKv/XDzzM5DREREVH0Ktu9EXANDW8QgafS4MQgynSo+BeRTADzAVwJYGJgM4DdAJ4C8IRSaquIxMZcR4T6jGFAbX34CYAA1d7YGLhCREREZIYyR77hRdMqey+T03ROu6s7EXkSwPkAkqEV/LUAXoZW8C/rmXjUk3w+H6rrGgxexIKamhrTMxERERFFqyYxmAxFKXgcKeaG6aSOXNr9IbR+/B9Bu8r/slKqtkdSkSk8Hk/E9pSU2HgRExEREZlDGQ74tSE2Or50ZiL3fAB9AWR2cxYyWVtTebZ1ckBERESUSJTYDbv9pHgqzA3TSR0p/v8M4CCAsQDuArBLRN4WkUtEJLlH0pGlYmW+WiIiIiJzGE/nmeqIsxV+lVI/BzAQ2qJdb0L76k8F8DSAgyLyTxHhKiIxJlKBP3z4cBOTEBEREUW3dKnXuv3oOOq4M0xO0zkd6vajlPIqpV5XSp0NYBCAXwHYBiAD2gxAy0RkR/BTui0p9QgxeOsKiJ3FKoiIiIjMUIcMw24/jqwCk9N0Tmf6/AMAlFIHlFJ3KaVGAZgJbRBwPVpW9gWAT0Tk/4lIYddiUk+J1K+/oqLCvCBEREREUc4X4cLo1q1bTUzSeZ0u/oMppT5VSl0BoADAIgAroU0HOhHA3QC2i8hKEbm5O45H5igqKrI6AhEREVFMcFfutzpCu3RL8R+glKpWSi1RSk0DcCSAvwIohXYiMAnaiQDFCJutW18eRERERDHO+Mr/iGFDTMzReT1W3SmlvlNK3QSgP4ALAbzXU8eizvF6I49KHz9+vElJiIiIiKJfpLn87Vn9TUzSeT1+aVcp5VZKvaSUOg1AYU8fj9rP5/MZjlgHFPLy8kzNQ0RERBStlFLwicH6uCIxM1FKR1b4hYjkAhgAQCml1rfj8QJgHLRuP7uVUns6lZJ6hLNmLwQ+KOhM96kUfD4fu/4QERERwX/RNAK3221Skq7paGX3IoBvAFzXngcr7RRokf85T3fwWNTTXroYNqU/24/Ai6amJpMDEREREUWnthY/zczMNClJ17S7+BeRKQBmQ1vl96YOHONm/3NOE5GjO5SOelaGcd80AeByuczLQkTUis/nQ3FxMb755ht8//33bY5TIiLqSW116+nVq5dJSbqmI91+LoE2xPlBpVRDe5+klGoQkQcA3AXgUgBrOxKQek79GUvhffYZ3TalhF1+iMgyDQ0NeP3111FXVwe32w2n0wmXy4V58+YhLS3N6nhElIBEBA5fPTy2lLA2h68+ZuqmjqSc7r9/rRPHed1/f3wnnks9xeGAdo0/nLJ1aDgIEVG3WrFiBaqrq5v70LrdbtTV1eHTTz+1OBkRJSrPto/gkWTdNtXzc+h0m44kHQbAq5Ta1NGDKKU2A/D490FRwrH8rgitsTFinYji044dO8IG1ymlsHv37jYH3RER9YSGuhrDNq/ETlfpjhT/mQAqu3CsKv8+KEpUr3zEuJG1PxFZKFamzCOixOEYdqLVEbpFR4r/agBZXThWJgDjUyYyXXHKMYZtAg6sIyLrDB06NKz/rIhgwIABMdOvlojiS31Tk1FvaUCMGqJPR/6C7gdgF5FxHT2IiIyFNrj4QEefSz0nBQbz0SqFFG+VuWGIiIJMmzYN6enpcDqdAACn04mUlBQcfzyHjhGRNWpra2Fc/cfOO5YdGdX5OYAxAC4CsKGDx5kftA+KEv0uexZ4/XXdtkFjppqchoioRXJyMi688EIUFxejvLwcWVlZGDJkSJvzbBMR9ZSsrCxo/aJbnwAoiNggMXL1vyPF/6sAfgTgpyLyTHsH/orIEQB+Au279WrHI1JPKauvh91mg7f1maqI9tYWEZGFbDYbhg4danUMIiIAQGPpXv3aHxIzV/2BDnT7UUq9A2A1gHQA74vIjLaeIyLHAXgXQCqANUqptzsblLpfUlJSeOHvF0svYiIiIqKeduC9Pxg3xlDd1NHJ3C8FsAJAPwCfiMiH0K7mfwOgDNr5UC8AxwA4F8CJ0M6PKgH8sJsyUzdJSkoybAvMrU1EREREQEODFzAunWJGh4p/pdQWETkVwCsA+kMr7iPNeyQA9gE43z/XP0WRiooKw7aaGk7MRERERBSQkT8UKDdqjZ31Rzo8X5pS6msA4wHcC23ufjG4VfkfM14p9VV3BabuU15u+AqG18upPonIerW1tf4ZNoiIrKUajdtExU7x39FuPwAApVQZgF+IyK8ATAIwFlp3HwFQAuA7AKuUUqwgo1h9fb3VEYiIdJWWluLDDz9EdXU1AG2WjZNOOgnZ2dnWBiOihLW3vNqw24+S2Fl/pFPFv4jYAIyGtnBXmVLq392aikyRkpJi2Mbp9IjIKk1NTXjjjTfQFDTrWFlZGf773/9i/vz5cDg69a+LiKhLvHaDvz1KxdSV/w6dpoiIU0Tuhja4dz20efuLROSwiPxaYmWCUwIA9OrVy7AtLy/PxCRERC22b98Ony/8H6nX60VxcbH5gYiIAPjXHAwngmQVO2MlO3r55DUApyF8htNeAH4PYASABV1ORabYvXu3YZvH4zExCRFRi5qaGt2/QR6Ph5MREJFlcpLtgF6PaaWQhjrT83RWu6/8i8gPAMyFVvhvA/AnAD+GNqh3n3/7ZSIyswdyUg/Yvn27YduBAwdMTEJE1KJv375w6lxis9vt6NOnjwWJiIgA7+hz9RtEYMuNnQUJO3LlPzBP/3sAzlGqZcyziPwBwEfQ5ve/FMDybktIPcbtbgSUADq9tTjbDxFZZcCAAciSWpQrwCsuAIBduZHXqy8KCgosTkdEiaq+yatbMwEKtpQc0/N0Vkf6/E+AtojXTcGFPwAopaoA/ALa1f9jui8e9SifT/9FrBSSfXxrnYisYfv67zhz580YWrcKTl89nL56jKj7EmdsXgQOLaMwG18G7kgBbhPt9ud+QDXfvabuZzweUjBgwABTs3RFR4r/PAANSqkig/ZVQY+jGGCH8dX93KadJiYhIgry/i+wMuN87EiZCLckwS1J2JYyFV87ZgAHN1idjqLJ3tXACxcA3oaWbTX7gfsHWZeJ4lZ+fr5h24gRI0xM0jUdKf6TAFQaNSqlKoMeRzHA5a02bEt3xM6UVUQUX0okD1tSj4XHlgSIDRAbPLYkfJc6C+Xr37Y6HkWTVy7V3+5zA18+YGoUin87duyAzRZeOtvtdpSWllqQqHNiZ0UC6nYpqhZQSrfNNXC6yWmIiDS7Uo6BV8KHpCmxYVfyOAsSUdSqjPAu9TaeKFL3qqmp0Z2G2Ofzoa4uDmf7ofiT5TlkMHAFSPEkm5yGiEjjGHICBOH/YG3KB0cOu3NQkHTjbhgYwItY1L2MFkBVSiE1NdXkNJ3X0eK/r4h4jW7QBgRHegwnj48iCjbDK/8ZJe+anIaISDP05GshEv5PVjlTMHRo7EynRyY4+1/628UGnPAbc7NQ3Dt48KBh26FDh0xM0jUdLf6lG26mEZEBIvJvEdknIo0iUiwiD4hIh+Zj6q79RJWSLdrb5wZX/kvrjccDEBH1pPT0dMyccxLsdjucTgecTiccDgfmzJmDlJQUq+NRNBk6Bzj5z1qxH+BMBRZ9CxhcpSXqrNraWsO2qqoqE5N0TUfm+b+9x1L0ABEZBuALAH0AvA5gE4ApAH4K4DQRmaGUanN0RnftJ9q4X74WPrnYsL0xZbCJaYiIQg0fPhypqanYsmULkpKScPTRR7PwJ30zbtZuNYcBVzrg4uuEeobeYN8AZdCTIhq1u/hXSsVU8Q/gYWgF+0+UUn8LbBSR+wDcBOAPABaZuJ+oYj+8Duh9EYzejCmcc5W5gYiI/Hw+H95//33s3bsXSinYbDZs3boVZ599NrKzs62OR9EqvbfVCSjORSr+Y0l8fBWtiMhQAKcAKAbw91bNtwKoBXCZiKSZsZ9o5O0zA5F6Yfn4dikRWaSoqAh79+6Fx+OB1+uF2+1GQ0MD3nvvPaujEVECa2xsNGzLyMgwMUnXxGXxD2CO//49pVTIlBFKqWoAnwNIBTDNpP1EnboLlho3CpCTE7vDGYgothUVFcHjCZ8foqqqKqb61RJRfNH7uxSQm5trYpKuidfif5T/fotB+1b//cie3o+IXCMiq0Rk1eHDh9s4nIkqdwI6U+kBgChfTJ3BElF8Mbq65vP5dOfYJiIyQ6R+/S6Xy8QkXROvxX+W/95oReLA9uye3o9SaolSapJSalLv3tHTHzFj/b9h2O1HcUZWIrKO0VzaAOBwdGSeCiKi7uN0Og3bYmlCgngt/tsSqHq7OjS7u/ZjOjV4OoyKfyUuXl0jIssYvbUuImhoaDA5DRGRxi4wXB8pliYjiNfiP3BFPsugPbPV43p6P1HHNmJuxPZYmrKKiOKL0cUHpRS7JBKRZerq6w3WR1IoLy83PU9nxWvxv9l/b9QXf4T/3qgvf3fvJ+r42lhvLdLb7kREPSnSoDqv12tiEiIiTdO7D8O4u7T2zmSsiNfif5n//hQRCfkaRSQDwAwA9QBWmLSfqFNV57Y6AhGRLqN/oiKC5ORkk9MQEQGe9a9EbM/LyzMpSdfFZfGvlNoO4D0AhQB+3Kr5dgBpAJ5UStUCgIg4RWS0fzXfTu8nlpSteMrqCEREYZRScLv1L04EFvwiIjKbO29yxPba2tgpBeN52oTrAHwB4EERORFAEYCpAGZD66bz66DH9ve374RW6Hd2PzEjraIIwESrYxARhRAROJ1O3ROAWJpKj7rgxUuA755r+fyIC4ELn7cuDxGA9PHjgJU1hu11dXXIzMw0bI8mcXsJxX/VfhKApdCK9ZsBDAPwIIBjlVKlZu4n2vQaOQW6kxQphRRv7AxaIaL4MzbXDbsvdK5/hyiMHTvWokRkmqfPCC38AWDjC8CTp1qTh8hPhs6O2N6rVy+TknRdPF/5h1JqN4CF7XhcMQxHcbR/P7HEOeVqONY8CI+E959NA6fSIyKL1BzGpG8WozznGuxMPgoC7TLFwPq1mNhvitXpqKdte0t/+/fvmZuDqBVbVj840Qi3Sgqd8UcpOO0ScQ2AaBO3V/4psurqanhsSeENIihz9jc/EBERALy+EIedg7E36Qit8Bc7BAp7ko5Axf9+ZnU6slKEWaCIepq3vh5eOMKn+hSBM8YmSGTxn6B2794Nw0W+zI1CRNSiYic+y5oPjy0JSrT/qEoccEsSvvRynFJC4+rOZCHvUyfBZ1A2NzU26m6PViz+E1RTUxOMynzOpkFEVvENOxWlzgHhDWLDAUeh6XnIZGn5+ttTe5ubg6gVX+lWGF00tanYmj6dVV6CGpSbbHiJP0tVmxuGiMhPTroLdugv5OVMSjU5DZnupt1AUlboNlcG8H/7rMlD5Let1+mGbW7R6UYdxfgeWoLKfeVMZDkvQ6UjP6T/mk25cUzJ0wButCwbESUucTjgSklHfX1DWN/avN68+hv3HA7glxVAxR5g6/+A4acBOYVWpyLCNs8gwGHQXVpiq9M/r/wnqsqdmFL9KgAFqJZb/4YiDG1YbXU6IkpQ9fX1qG9oDB9UB6CystKCRGSJ7AHA5EUs/ClqKE+kfv2xNVqSxX+Ccqf1x7LshYDYtH+y/tve5NGotPexOh4RJajqauNuh9pYJSIi8/VJdmsXSnUYzhUfpVj8J6hd434On06vLx+c2Jh9hgWJiIiAiooKqyMQEYXpM3uxcSO7/VAsqNu1Gj7RH/Kx36Yz0wYRkQnKy41XGHe7Y2tGDSKKH54txgvNiS22rv2z+E9QjbVV+g0iqLVlmhuGiMgvPT3dsE10xgEQEZlhz44iwzafT3+GsmjF4j9B7XKM0m9QKuamrCKi+DFkyBDDtr59+5qYhIioRZ3XadyoYuvCBIv/BOWxGb+IY22xCiKKH3s3bwY8nvAGpdC/f3/zAxFRz1j9L+CePsCdKcA/ZwCVe61OFJFXIhT/nO2HYoHd12DYNrjhWxOTEBG1KP/sM/2ZM0RQv2uX2XGIqCe8eDHwxtVA3WHA0wDs+QK4fwBQssXqZMYMxklqMwCx2w/FgGpHru482gCQ3xjFv3xEFNcydu2CsoX/axKvF73q6i1IRETdqrEG+O55/ban55qbpQPsPoO/PyJwis/cMF3E4j9BuSXNsG1P6iQTkxARtageMUL3woSy2ZA32mCsEhHFjpV/N26r2GFejg5y21MM2xzJWSYm6ToW/wlK2QzevgJQ1nu6iUmIotQbi4Hb7cBtAvw+CVjxN6sTJYT1Npvhu5LfRVgAjIhiRHqEgftRPKOXB8n6+ZSC0xtb70qy+KdQInAlcbYfSnBPnASsfhRQ/rdyfU3AOz8BPvqdtbniXGlpKbw+g7fPRbB//35zAxFR9ztmAQzXxB16splJOkTg1V/hVwQub435gbqAxT+1oiLOs00U9zweYMeH+m2f3Nm1fXtja1CY2erq6iK2u1wuk5IQUY86/z/h21J6AfPfND9LOyUZ9flXCmnZeeaG6SLjvh8U12y+JvhsOv9IFaD0ptkjShR7vojQ2Inp3Lxe4B+TgQPftGwbfR5w8csd31ecy8uL/A+0rXYiihFHXgSMORd49/+Asm3AxGuBI861OlVEkabyd9li68IOi/8EZVeN8Cmnbv81T8kWAKebH4ooGvQa2b37e+QooGRj6LZNrwCvXAGc90T3HivGpaSkwG63w2vwDklycrLJiRLIpv9qRdgxVwEpsTV4kWKUwwWc8ZDVKdrH3YAqey/DMQlNzmxz83QRu/0kKIfyGA+scRiPaCeKexn5gNEieBkDO7avpvrwwj9g3VMd21eCGDBggGHb8OHDTUySIL7/SBvY/tw5wHs3A3dnA0+fYXUqoujiEzTZjGdJ9ElsdUlk8Z+gXKrRsK1g0DATkxBFoR9vBKTVn0dHKvDT7zu2n7KtERpja0VIsxx33HEQnQsTffv2RU5OjgWJ4tyTJ7UMbA/Y9hawvIvjW4jiihtiNEgZgD3GxiOx+E9Qfdw79EetQ6Ew2+w0RFGm13DgVi/wgxeBoxcCCz8FflMLODrYUzJvdITG6J3SzkppaWm4+OKLUVBQALvdDpfLhfHjx+Pss8+2Olr8+eI+GJ6Efna3qVGIolpSOpJ9VQZ1E5CVFVtd5djnP0GNrP0cW1OmhW5UCjme/cgtOMmaUETRZuwF2q2zHC6g95HA4fXhbeMv7/x+41x6ejrGjRuHPXv2ICcnB0cccYTuuwHURQc3GLd5YmvecqKelu/eie8dvXTbMjMzTU7TNbzyn6C2p04BED6ozuFrBLIKTc9DFLcWfQP0mxK6bexFwLlLLYkT7ZqamvDUU0/h/fffR1FREb744gv861//QmlpqdXR4s/kRcZt2UPNy0EUA4afcwugwusmsdnQv39/CxJ1Hq/8J6jtacci7McvgsOuQnjCW4ios+x24JqvrE4RM9599100NDSEbFNK4fXXX8eVV15pUao4NWAKkDkQqNod3nbRS+bnIYpitbW1gNjDtqelpfHKP8UGj9HI9NaDHImITGS0iq/H40FlZaXJaRLAT3cAo85u+dufXgBc+SWQf5S1uYiizDfffKO7vaamBm632+Q0XcMLvAlKGQxaAQC7PfzMlojIamVlZTE3sC7q2e3AJa9bnYIo6kVagby8vBx9+vQxMU3X8DJvgjIq8G02GwfWEVFUSk1NtToCEVEYj8djdYQOYfGfoIxW0PT5fLrbiYislpSUZHUEIqIwLP4p6kXq8tOediIiK7D4JyKrROoVEWsLELL4T0BNTU0R29nth4iiUXV1tdURiChBOXyNhm2x1iWRxX8COnjwoNURiIg6LC0tzeoIRJSAfPu+hRtO3TaBL+Zm+2Hxn4AivXXuchlMAUpEZAKjGTOSkpJY/BORJSr+90sABmMilS/muiSy+E9ANpvxj539/YnIStOnT9fdPm/ePHODEBH52au+h1HJnOYpi7nu0iz+E9ChQ4cM2zjbDxFZ6Z133tHdvnLlSpOTEBFpahx9AOhcHFUKuZ69pufpKhb/CSjSIjmxNmKdiOJHTU0NGhoadNuKi4vNDUNE5FcjaQB0ru6LoNoeO4t7BbD4T0D9+vVDcnKybttxxx1nchoiIo1R4Q+wSyIRWcfryDRsq3bkmZike7D4T0A2mw39+/cP256UlITs7GzzAxERIfamyyOixGAfMtOwzWfTnwUomrH4T0C1tbXYsWNH2Ha3241NmzZZkIiIyD/mSO8Kv1KciYyILJM98Xz9BqWQlBJ7s5Cx+E9Ahw4d0h3Y6/P5sHPnTgsSEREBtV8/o98gAqeKvDghEVFP8Xg8gN6MPiIxOQUxi/8EVF9VZnh1ra3Vf4mIekr9d6/pNygFe2OZqVmIiALy8oz79ffr18/EJN2DxX8Ccq15GLpTVokg2Vtpeh4iIgCoFYOZyERg0/ubRURkgsbGRsO26upqE5N0Dxb/CajPwQ9ghzdsu001YUjVlxYkIiICbKPOMGxzZcXedHpEFB8idYnev3+/iUm6B4v/BJRpb8LwuhVw+FrOZG0+N9K8FRiRzW4/RGSN3CNPAUTvCr9C/pCxpuchIgIQccIBmy32SunYS0xdd9KfML7mfaR7/X3/lUKm9xDOKHkAzrP+bnU6IkpQTqcT+v+WxN9GRGS+IUOGGLaNGDHCxCTdw2F1ADJf4xGX4PWva9CoHM2j1ysdffF+4Z04z5Wmt4YdEVGPO3TokGFbLL61TkTxobS01LBNb/bEaMcr/wlo06ZNaIQLkJYfvxIHypscOHDggIXJiCiR1dTUGLbV1dWZmISIqMWaNWsM2/TWTYp2LP4T0K5du3S3+3y+iFfeiIh6UqSra5Fm2yAi6kklJSWGbQ0NDSYm6R4s/hOQO8Jc/h6Px8QkREQt3G63YZvdbjcxCRFRi0h/f5KSkkxM0j1Y/CegXiWfGizy5UNebq75gYiIANTW1hq2paammpiEiKjF0IIc/boJCqNGjTI9T1ex+E9AqdXbDVoE/Q+8aWoWIqKASH3+Y/GtdSKKD6NW/Z/2QfAJgFKAAiYcdZQ1obqAxX8C2pc0pnmWn2AO1YiSLV9bkIiIKPKsGeySSERW+SLldO2D4NrJ//Gujx6xIFHXsPhPQDZl/E/U1m+KiUmIiFokJycbthUUFJiYhIioRYlrsO5FUwD4rpx9/ikGjK7/DA5f+FvoSb469D7pOgsSEREBuRHGHB1zzDEmJiEiauFSboM+/4Arb5jJabqOxX8CGjr3lxhSvxo2nxvi88Dha4DLV4uT0rZCDM5siYh6Wn19vWFbdXW1iUmIiFqMnzxdv0GAkSNHmhumG7D4T0DukXNR2m8uIIASgVec6JWbh7wfLrE6GhElsEj9+iMNBiYi6klHTDgWTpcLQOjV/+zsHAwcONCaUF3A4j8BLV++HGWVVfCJExA7lNixv6Ien3/+udXRiCiBRSrwOeCXiKxSVFTkX4ckvHeEzRZ7pXTsJaYu8Xq92Llzp27bpk2bTE5DRNSCs/0QUTRavXq17vaKioqY7JLI4j/BKIMBKwGcS5uIolF2drbVEYgoQTU2Nhq2sfinqOdwOCK219XVmZSEiKj9OBkBEVkl0oXTrKwsE5N0Dxb/CSjSP9H09HQTkxARtU9TU5PVEYiIwiQlcZ5/inIej8fwDNZut8PlcpmciIiobZHWACAi6klJRnWTzQa73W5ymq5j8Z9gPB6P4cj0WHwBE1EcMXxrXcHpdJoahYgIAHzV1fA26PT5Vwri8cZkl0QW/wkmKSkJaWlpYdtFBP3797cgERER4P3iceNGBaSmppoXhojIr2n9eniSdbr2iMAjbU+kEo1Y/CcYEcHxxx8Ph8PRfLZqs9ngdDoxdepUi9MRUaLyFq+M2M4r/0RkBVteXsR2Fv8UEwYMGIB58+ZhxIgR6NOnD8aNG4cf/OAHyMzMtDoaESUo+6wbIrT6YnIhHSKKfc4RI4wbRWLyb1PkeR8pbuXm5mLWrFlWxyAiAgA0ZhcC+AR6K2jabRyPRETWUEoBMdivP5LYO10hIqL4JPr/kryx9646EcWJWOzW0xYW/0REZDlOM0xE0aiqqsrqCN2O3X4SkFIK33//PYqKiuDz+TB8+HCMGjWKU30SkWVKS0utjkBEFMbtdlsdodux+E9An3zyCbZv3w6PxwMAKCkpwfbt23HGGWfE5MAVIop9DQ0NVkcgIgqTkZFhdYRux0ovwZSXl2Pbtm3NhT+gLfx16NAh7N6928JkRJTI+M4jEUWjeOz2w+I/wezfvx8+ny9su9frxa5duyxIRESkLUBIRBRttmzZYtgWq2OVWPwnGIfDYThyvbKy0uQ0RESaSMU/uyMSkVV27Nhh2BarK4/zL2qCKS8v71QbEVFPWr16tWFbPE61R0SxIR7//rD4TzAHDx40bAseB0BEZKaamhrDtnj850tEsWHYsGGGbf369TMxSfdh8Z9gIv0TdTqdJiYhImohcbaCJhHFh2nTphm2DR8+3MQk3YfFf4Lp3bu3YVt+fr6JSYiIWnDMERFFowMHDhi2bdy40cQk3YfFf4I58sgjDdvGjRtnYhIiohZer9fqCEREYYqLiw3b9u/fb16QbsTiP8HU1dXpzpxhs9nQq1cvCxIREQHp6emGbQ4H16MkImtkZWUZtqWlpZmYpPuw+E8wmzdv1p3n3263Y9++fRYkIiKKvIpmrM6lTUSxb8yYMYZtU6ZMMTFJ92Hxn2AizejDt92JyCqRru5zMDARWUVEdHtMiAj69OljQaKuY/GfYAoLC3W3e73emJ2yiohiX6TiP9Lb7kREPWnt2rW6PSaUUli7dq35gboBi/8EU1tbq3sVzW63R1xhk4ioJ0WahpgXJojIKpEG9UaaCSiasfhPMFu3bjX8J1taWmpyGiIiTX5+vu7Vf7vdjkGDBlmQiIgo8juPsfquJIv/BKPXbw0AfD6fYRsRUU8bOnSo7t+g/Px85OXlWZCIiAiYPHmyYdukSZNMTNJ9WO0lGKOFvLxeb8Sp9oiIetLOnTvR1NQUtr2iosL8MEREfsnJyTj11FNDLk7Y7XacfvrpSElJsTBZ57H4TzD19fW62x0OB6f6JCLLfPrpp7rba2trUV5ebnIaIiKN1+vF6tWrQ8ZLiggOHz5sYaquidviX0Smi8hbIlImInUisk5EbhQRewf2USgiKsLtuZ78GnqCUX9/EYk44I6IqCfpXfUP2Lp1q4lJiIhabNu2DaWlpSHToXs8HqxevRoNDQ0WJuu8uFw2UUTOAfAygAYAzwMoA3AWgPsBzADwgw7u8lsAr+ls39D5lNYwmi/b6/ViwIABJqchItJEugCRm5trchoiIs3mzZt1/zb5fD7s27cPQ4cOtSBV18Rd8S8imQD+AcALYJZSapV/+28BfATgAhG5WCnVkav2a5VSt3V7WAsUFxfrbrfZbHA6neaGISLyS01NRW1trW4bp/okIqvU1dUZtkV6xzKaxWO3nwsA9AbwXKDwBwClVAOA3/g/XWxFMKsppeB2u3XbuLovEVkp0iq+sfrWOhHFPpfLZdiWmppqYpLuE3dX/gHM8d+/o9P2CYA6ANNFJEkp1djOffYTkWsB9AJQCuBLpdS6rkc1l4ggJydHd/Acp9IjIitFKv4zMzNNTEJE1GLo0KEoLS0N6/pjs9nQp08fi1J1TTxe+R/lv9/SukEp5QGwA9pJT0c6aZ0M4FEAf/Dffysiy0Qk5laemTFjBuz20DHPDocDxx57rEWJiIhg2OUHMJ6ljIiopw0cOFC3z//IkSORnJxsQaKui8fiP7DcWqVBe2B7djv2VQfgDgATAeT4bzMBLAMwC8CHIpIWaQcico2IrBKRVdEwLVROTg7SUlMhAKAAAdCnT5+YPXslovjg8/kM29jth4is8tVXX+lu379/v8lJuk9UFv8iUtzGFJutb093ZPf++zbntVRKHVJK/U4ptUYpVeG/fQLgFABfARgO4Oo29rFEKTVJKTWpd+/eHYjZM5a9+SaqKyq0L160b8KB3bvx7Zo1FicjokTl8Xgitufk5JiUhIgo1N69e3W3V1ZWtvm3K1pFa5//7dCm6Wyv4NWpAlf2s/QeCCCz1eM6TCnlEZF/ApgK4AQAf+3svszkdrux9/BhqFbdfnx2O75bvQbHxOgy1UQU3xyOaP1XRUTxLtIaSE1NTTH59ykqEyulTuzC0zcDmARgJIDVwQ0i4gAwBIAHwPddOAYABPrwROz2E02a9uwxbPM08m11IrJG63FIRETRwuFwGF7hjzQTUDSLym4/XfSR//40nbYTAKQC+KIDM/0Ymea/7+pJhGmSbDak6sz0A68X+RFODIiIepLRFMRERFYzKvxTU1Nj8qo/EJ/F/0sASgBcLCLN/VhEJBnAnf5PHwl+gohkichoESlotX2qiISd1onIHAA3+T/tyHgDS9kHDUJGTQ0Q/BaWUhAA4/v1tywXESW2AwcOWB2BiChMaWmpYVukxb+iXWyeskSglKoSkR9BOwn4WESeA1AG4Gxo04C+BOD5Vk87F8DjAJ4AsCBo+90AxorIxwACl8aPQstaAr9VSn3RA19Gj6iursbBwsLQjSJQNhsqTpyDAt1nERH1rFidLo+I4tueOO0VEY9X/qGUeg3alJyfADgfwA0A3AD+D8DFKtLojVBPQZvVZzKAHwG4DsAIAC8AOEEpdWeE50adnTt36k9xJIKirVvNjkNEBABISUmxOgIRUcKIuyv/AUqpzwGc3s7HLgWwVGf7vwD8q1uDWaix0XiYQyy/fUVEsS3S9ZhIK/8SEfWkfv36GbbF6mBfIE6v/JO+/v2N+/XbbHwpEJE1yvUmIvBr/xu1RETdKy8vD0lJSbptM2fONDlN92HFl0Ai9auNtLomEVFP4oBfIopWet0SRQS5ubkWpOkeLP4TSKR+tZmZmYZtREQ9iX9/iCgalZSUoLq6Omy7UgrfffedBYm6B4v/BFJWVmbY1rdvXxOTEBG1aGpqMmxjl0Qiskp1dTW8Xq9u26FDh0xO0334VzWBrFu3zrAtXqezIqLoF2nCAfb5J6JoZHRSEAtY/CeQqqoqwzbO9kNEVok0awZn+yEiqzgcDsN3H2N5fRIW/wnE6XQatsXyi5iIYpvDYTzrdKS/W0REPSk/P1/3AoTdbsfw4cMtSNQ9WPwnkEgj0wcNGmRiEiKiFpH6zkY6MSAi6kkulwu9evUK2y4iGDp0qAWJugeLfwIApKamWh2BiBJUpC6JsdyvlohiW0VFBUpLS8O2K6Wwd+9eCxJ1Dxb/CSTSP9iSkhITkxARtdCbSi+AxT8RWWXfvn266yB5vd6YniiFxX8CiTTPP/vVEpFVWOATUTTyer2GM47Fct3E4j+BZGVlGbYNHDjQxCRERC3sdrthG7skEpFVIvWKYPFPMaG8vNywjdPpEZFVIhX/kd6xJCLqSXr9/QMidVeMdiz+E4hRgW+321n8E5FlIl1Bi+Wra0QU2/T6+wdE6k0R7Vj8J5C8vDzd7T6fDwUFBSanISLSRFrky+jvFhFRT2toaDBsa2pqMjFJ92Lxn0CM5tIWEdTU1JichohIk5SUZNimN8c2EZEZjFb3bast2sVucuqw2tpa3e12uz3i2S0RUU8aPHiw7nYRQb9+/UxOQ0SkGTZsmGHb6NGjTUzSvVj8JxCjgXMej4dX14jIMkZX0HJycpCcnGxyGiIiTXp6uu72nJwcw7ZYwOI/gVRUVOhuV0oZzmNLRNTTNmzYoLu9oqICHo/H5DRERJr169frbq+uro44GDjasfhPIG63W3e7zWYzbCMi6ml1dXW6230+X0wPqiOi2GbUJdrr9bL4p9gQaVAdF9IhIqtEmuc/lv/BElFs6927t+729PR0OBwOk9N0Hxb/CcRowK/P54PX6zU5DRGRxmguf4fDgfr6epPTEBFpjj322LCLEzabDccdd5xFiboHi/8EEqnAZ/FPRFbJz8/X3a6UQnZ2trlhiIj8Dh8+HFYf+Xy+mB+LxOI/gUSakzbWX8hEFLv27dunuz0pKYkr/BKRZT7//HPd7cuWLTM5Sfdi8Z9AjPquORwOw2lAiYh6ktfrNVxk0GggMBFRT6urqzMcc+TxeGL6oimL/wQyderUsKv/drsdEydOjOmV6ogodsXyP1Aiil9t/W2K5VkSWfElkL59++KMM85A7969YbfbkZ6ejhkzZuCoo46yOhoRJai2uvVwPBIRWaGtRbxieQHC2J2niDqloKAA5557rtUxiIgAAI2NjRHb3W53xKlAiYjMJiIQEatjdBqL/wSilML333+PdevWoaGhAYMHD8YxxxzD/v5EZJm25sqOtD4JEVFPMZoeHdDqqVjGbj8JZMWKFfjoo49w+PBhVFdXY8OGDXjxxRcNV7AjIuppTqcTeXl5um0DBgyI6atrRBS7KioqrI7QY1j8J4j6+nqsX78+7Gy1oaEB3377rUWpiIiA2bNnh006kJaWhrlz51qUiIgSXWZmptURegyL/wSxbds2w7bt27ebmISIKNQHH3wQNqVeXV0ddu/ebVEiIkp0kQb8ulwuE5N0Pxb/CYLT6RFRNKqsrER5eXnYdqUUVq1aZUEiIiKNUbdDo1XJYwWL/wQxaNAgw7ahQ4eamISIqEVpaalhW2VlpYlJiIhalJaWGq6BFGkwcCxg8Z8gevXqhYKCgrDtTqcTEyZMsCAREVFkXHyQiKzidDoNV/hta5ayaMe/rAnklFNOQf/+/Zvnp+3bty8uuOCCmO+7RkSxK9I8/6mpqSYmISJqYbPZDKf0jPUp0ln8Jwifz4e3334bBw8ehFIKSimUlpaiqKjI6mhElMAiXXzIzs42LwgRUZCKigrDK/xut9vkNN2LxX+C+P7771FWVhYy8Nfj8WD9+vWoqamxMBkRJTKn02nYxjn+icgq6enphpOlZGVlmZyme7H4TxC7du3SfRHbbDbs37/fgkRERNoVNLvdrttm1N+WiKinVVVVAXp/g5SCw+BvVqxg8Z8gUlJSDK+iJSUlmZyGiEhjNGWew+GIOEsZEVFPqt7wHcTrDW8QQePOXeYH6kYs/hPE6NGjdWfOsNvtGDBggAWJiIi0lXzHjh0b0rfWbrcjIyMDw4cPtzAZESWy7F27oHfJ1N7YiLyDB0zP051Y/CeInJwczJw5Ew6HA06nE06nE2lpaTjzzDM5nR4RWSolJQXeoCtsPp8PkydPjvnp9IgoduXl56Pv99/D3tTUvM3mdiOtogKD8npbmKzrxGgaI+p+kyZNUlavWOnxeHDo0CE4HA707t2bA+qIyFIlJSV49dVXw6bUs9vtuPzyyyMOCCYi6im++nocmDINxUMKsWvChP/f3r0HyVWedx7/Pd09F81Io+sI3dAViEBCNySshTLYUsXIsIBlLsVunDK7ca3j3Uo5m82m7HV2g7POpjZ/LMSbTRyHjbHBtdhcDNkqSMQaGSMUtDtgARqBJMRFkmF0mTYjdJkZ9fSzf5wzUmumezSa6ekz3e/3U3Wq1ec9c/pp9anTvz7nPe9RPpPWnDd2acnuNzX3H19SauLEpEsckpm94u5ri7VxWCUwmUxGc+bMSboMAJAkvfrqq0XH0u7r69PBgwe5AzmARKQmTFDrk48r/dv/Wgt+8LAkKTN/vqb96NFxH/wvhPAPAEjM0aNHS7YdP368gpUAwPnqLr9cl/z0OfV9+KHkUnrO7KRLKgvCPwAgMUP16+cmXwDGg/Ts2gj9/Qj/AIDELFmyRL/4xS8Gdf1JpVKaO3duQlUBgHTw4EHt2LFDXV1dmjhxotatW1cTXREZ5gUAkJirr75aTU1N5406lk6ntX79ei72BZCYgwcPasuWLcpms+rr61NXV5e2bt2qvXv3Jl3aqBH+AQCJaWho0B133KGlS5dq4sSJam1t1U033aTly5cnXRqAgL388svnDUEsRQMRbN++veggBdWEbj8B6erq0uuvv65sNqvW1latWLFCE6v8inUA1c3dtWPHDr399tsyM/X09OiFF17QrbfeqpaWlqTLAxCojz76qOj83t5e9fb2qqGhobIFlRFH/gNx+PBhPfHEE3rrrbd0+PBh7d69W4899ph+9atfJV0agIDt27dP+/fvV19fn3K5nM6cOaOTJ09qy5YtSZcGIGBDHd0fapSyakD4D8S2bduUy+XObsz5fF5nzpzR9u3bE64MQMja29uVy+UGze/q6mKoTwDjUrXvmwj/Aejr61NnZ2fRto6OjgpXAwDnnDp1qmRbsR8FAFAJZlayrdqHISb8ByCVSp03kkYhRtMAkKRSAT+fz1f9FyyA6jVUn/6ZM2dWsJLyI/wHwMw0Y8aMom3z58+vcDUAcE5PT0/R+e4+5JE3ABhLA0f6KVTtZyUJ/wHI5/MlL+wtdTU7AIy1oQJ+JpMh/ANITKm7j6dSKdXX11e4mvIi/Aegp6dH+Xy+aFtXV1eFqwGAyIkTJ0q2leqqCACV0N3dXXS+u1f9/qm6q8ewNDQ0lNxQGUcbQJJKDadX7afVAVSvwtERB6r2G3xJhP8gpFIprVy5ctAprHQ6rXXr1iVUFYDQVfupcwC16UJdDqv9BwB3+A3E6tWrlU6ntXPnTvX09GjSpElav3695s2bl3RpAAJVV1cnMyv6Rdrc3JxARQBQustPv2q/HonwHwgz08qVK7Vy5Url8/mq768GoPqdPn26ZFtjY2MFKwGAc9LpdMkDE7VwxpIEGCCCP4Dx4OTJkyVH1KDPP4CkNDY2avbs2YPmm5lWr16dQEXlRQoEACRiypQpRUciM7OiX7wAUCkbNmzQlClTlMlklMlklE6ntXjxYl199dVJlzZqdPsBACSivr5eq1at0muvvXb2SL+Zqa6uTqtWrUq2OABBa2pq0l133aV3331XXV1dWrBggaZNm5Z0WWVB+AcAJGbNmjWaPHmydu7cqdOnT2vOnDlat26dJk6cmHRpAAJ26tQpbdmyRZ2dnUqlUtq5c6euv/56XXHFFUmXNmqEfwBAYsxMl112mS677LKkSwGAs5599llls1m5u/r6+iRJ27Zt05QpUzRz5syEqxsd+vwDABLV0dGhl156Sdu2bVNHR0fS5QAIXDabVVdX16DRfnK5nN54442EqiofjvwDABLz8ssva/fu3Wf7/O/du1dXXXWV1q9fn3BlAEI11DDEJ06cqGAlY4Mj/wCARGSzWbW3t583rGcul1N7e7uy2WyClQEIWUtLS8nhhltbWytcTflx5D8QuVxOe/bs0cGDB9Xc3Kxly5bVzFXrAKrTgQMHit5EJ5/P6/3332cfBSARHR0dJW/yVQsI/wHo7e3VT37yE508eVK5XE5mpn379unGG2/UkiVLki4PQKDS6XTRL1czK3nzLwAYa7lcTul0umZvNki3nwC0t7frxIkTZzdid1cul9OLL7549gp2AKi0qVOnljzyv2jRogQqAgDp0ksvLbpvymQyWrhwYeULKjPCfwDefffdoiHf3dXZ2ZlARQAg7dq1q2Qb+yYASZk4caLWrFmjTCYjM5N0LvjXwt3HOa8agPr6+qLz3b1kGwCMtaNHj5ZsO3jwoBYsWFDBagDgnNWrV2vevHnau3ev+vr6tHjxYs2dO/fsj4FqRvgPwLJly3TkyJHz+q6ZmSZNmqQpU6YkVxgAlFCrF9oBqB7Nzc2aO3eumpqa1NraWhPBXyL8B2HhwoVavny53njjDaVSUU+vxsZGbdq0KeHKAIRs+vTpOnToUNG2Sy65pMLVAEDE3bVjxw61t7crlUrJ3dXc3KxbbrlFEydOTLq8USP8B8DMdO2112r58uU6fPiwJkyYoEsuuaRmfsECqE4rVqzQL3/5y0FH+c2sJi6qA1Cd3nnnHe3evVt9fX1nr5k8fvy4nnvuOW3evDnh6kaPC34D0tTUpEWLFmnWrFkEfwCJmzt3rpYuXXr2jKQkpVIpbdiwgeuRACRm165dg4b5dHdls1l9/PHHCVVVPoR/AEAizEytra1nR9RIpVK68sorGeYTQKJKBfy+vj719vZWuJryI/wDABLx3nvvafv27ert7ZW7K5/Pa8+ePWpra0u6NAABO336dMm2CRMmVLCSsUH4BwAkoq2tbdCp9Vwup127dimfzydUFYDQDTXa2JtvvlnBSsYG4R8AkIhSp9bz+XxNnFoHUHsymeofK4fwDwBIRDqdLtnGBb8AxqMlS5YkXcKoEf4BABXn7urp6SnZVjgCEABU0po1a4rOb2pqqolx/tm7AgDGFYYiBpCkNWvWaN68eefNa2ho0G233ZZQReVV/R2XAABVx8zU0NCg7u7uQW3Tpk1LoCIAiKRSKd188806duyYjhw5oubmZl166aU1c0aS8A8AqLienp6iwV+Szpw5U+FqAGCwGTNmaMaMGUmXUXa18RMGAFBVhgr4pa4FAACMHuEfAFBxpY76S9FFdQCAsVFz4d/M6szsq2b2PTPbaWa9ZuZm9qVRrPM6M3vGzLJmdsrMXjez3zWz0uPUAQBKOn78eMnxsmvhDpoAqtuhQ4f0zDPP6Mknn1RbW9uQByyqTS32+W+W9ED878OSOiRdOtKVmdntkp6Q1C3pR5Kykm6VdL+k6yXdNYpaASBI06dPL3oXzXQ6rTlz5iRQEQBEXnvtNb3yyitn70CezWa1Z88e3XnnnWpoaEi4utGruSP/kk5JulnSHHefJelvR7oiM2uR9DeS+iR9yt1/y93/vaRVkv5R0p1mds/oSwaAsEyePFnz588fdKOvuro6XXnllQlVBSB0vb29amtrOxv8peiu493d3Wpvb0+wsvKpufDv7r3u/qy7f1iG1d0pqVXSo+7eVvAa3ZL+MH76lTK8DgAEZ+PGjVq1apWamppUX1+vxYsXa/PmzWpsbEy6NACBOnbsWNG7j/f19enAgQMJVFR+tdjtp5w2xI9/X6Tt54rOMlxnZg3uzvAUAHARzEwtLS1qbm5WKpXSokWLauLumQCq14QJE5TP54u21cpgBIT/of1a/Lh3YIO758zsXUnLJC2W9GYlCwOAavf000/ryJEjZ58fPnxYe/bs0c0335xgVQBCNnXqVLW0tCibzZ43P51Oa8WKFQlVVV411+2nzCbHj10l2vvnTym1AjP7V2bWZmZtR48eLWdtAFC19u/ff17w73fo0CF1dHQkUBEARP37+/r6Bs2vr6/XzJkzE6io/MZl+Dez9+LhOYc7PZJUqfHj4CEr+hvcv+vua919bWtra4XKAoDxbdeuXSXbdu/eXcFKAOCcAwcO6NSpU4Pm53I5HTp0KIGKym+8dvvZr2hozeH6YIzq6D+yP7lEe8uA5QAAw1CqT60UXQsAAEno7OwsegfyM2fOqLOzU/Pnz0+gqvIal+Hf3TcmXUNsj6S1kq6Q9Ephg5llJC2SlJP0TuVLA4DqddVVV+mFF14o2lYr/WoBVJ+WlhZlMpnzhvqUomGIJ02alFBV5TUuu/2MI8/Hj5uKtN0gqUnSdkb6AYCLc/nll2vq1KmD5i9ZskTTp09PoCIAkBYtWqS6urrzzkCamerq6rRo0aIEKysfwr8kM5tsZkvNbPaApsclHZN0j5mtLVi+UdK34qd/VaEyAaBmpFIpff7zn9cnP/lJzZgxQ7NmzdJNN92kjRvHy4lfACHKZDK6/fbbNWvWLJmZzEyzZ8/W7bffXnT8/2pkxW6vXu3M7GuSlsZPV0laKWm7pH3xvG3u/mDB8vdK+p6k77v7vQPW9TlFPwK6JT0qKSvpNkXDgD4u6W4f5n/i2rVrva2t7cILAgAAIFH9XX8ymXHZS35IZvaKu68t1lZ972Z4Nkm6ccC86+Kp34MaBnd/ysxulPQNSXdIapT0tqTfk/Tt4QZ/AAAAVI9qDP3DUZPvyt0/dZHLPyTpoSHaX5LEXWcAAABQ1ejzDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAAQik3QBGEM/vFva91j8pFG673Si5QAAACBZHPmvVfdZQfCXpO5oHgAAAIJF+K9FP7y7dBs/AAAAAIJF+K9F5x3xBwAAACKEfwAAACAQhP+aRNceAAAADEb4r0X35Uu3bfh25eoAAADAuEL4r1X3+eB5n/i6dMPvVL4WAAAAjAuM81/Liv0AAAAAQLA48g8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEgvAPAAAABILwDwAAAASC8A8AAAAEwtw96RqCYWZHJb0/hi8xQ9KxMVw/wsL2hHJhW0I5sT2hXGp5W1rg7q3FGgj/NcTM2tx9bdJ1oDawPaFc2JZQTmxPKJdQtyW6/QAAAACBIPwDAAAAgSD815bvJl0AagrbE8qFbQnlxPaEcglyW6LPPwAAABAIjvwDAAAAgSD8AwAAAIEg/AMAAACBIPxXGTOrM7Ovmtn3zGynmfWamZvZl0axzuvM7Bkzy5rZKTN73cx+18zS5awd41M5Pn8zWxhvh6WmR8fyPaCyzGyemf2tmX1gZj1m9p6ZPWBmU5NYD6pXObaB+G9K7Xs6xrJ+jA9mdqeZ/Xcze9HMjsef/SMjXFfN75cySReAi9Ys6YH434cldUi6dKQrM7PbJT0hqVvSjyRlJd0q6X5J10u6axS1Ypwbg8//NUlPFZm/a+RVYjwxsyWStkuaKelpSW9JulbSVyVtMrPr3b2zUutB9SrzNtClc9+NhU6UoVSMf38oaaWiz/uQpKUjWUkw+yV3Z6qiSVK9pM9Kmh0/v0+SS/rSCNbVIumIpB5JawvmNyra+F3SPUm/Z6axmcr5+UtaGC//UNLvi2nMt5t/iD/r3xkw/7/F879TyfUwVe9Uxm3pPUnvJf1+mJKbJH1a0uWSTNKn4u3nkRGsJ4j9Et1+qoy797r7s+7+YRlWd6ekVkmPuntbwWt0K/oVLUlfKcPrYHzi88dFMbPFkj6jKGz9jwHNfyTppKTfNLPmSqwH1YttAOXk7lvdfZ/HSX0kQtomCf9h2xA//n2Rtp9LOiXpOjNrqFxJqKCx+PznmNmXzew/xI8rRl0lxpP+bWaLu+cLG9z9Y0kvSWqStL5C60H1Kvc20GBmX4j3PV81s09z3RouUjD7JcJ/2H4tftw7sMHdc5LeVXRdyOJKFoWKGYvP/9clfUfSn8SPr5nZVjObP8paMT6U3GZi++LHKyq0HlSvcm8DsyQ9rGjf84Ck5yXtM7MbR1ogghPMfonwH7bJ8WNXifb++VPGvhQkoJyf/ylJ/1nSNZKmxtONkrYq6n/501o4VYqybTPse1DObeB7kjYq+gHQLOlqSX+t6FqkZ81s5YirREiC2S8R/hNwgWHJik0jGq6qHKXGjyPuQ4exNcbb0rA/f3c/4u7/yd1fdfeP4unnivpP7pB0maQRD0eLqlGufQb7HlzM/ueb7v68ux9291Puvsvdf1vRRZoTFA2MAYxWzeyXGOozGfsVDa04XB+MUR39v2Inl2hvGbAcxp/RbEtj/vm7e87MHpT0CUk3SPrzka4L40K5thn2PajENvAdSf9O0b4HuJBg9kuE/wS4+8aka4jtkbRWUf+1VwobzCwjaZGknKR3Kl8ahmOU21KlPv+j8SPdfqrfnvixVJ/Xy+PHUn1my70eVK9KbANH4kf2PRiOYPZLdPsJ2/Px46YibTcouqp9u7v3VK4kVFClPv/+kRH4EVn9tsaPnzGz874/zGySohvDnZb0coXWg+pViW3gn8SP7HswHMHslwj/ATCzyWa21MxmD2h6XNIxSfeY2dqC5RslfSt++lcVKhOVd9Gff6ltycw+YWb1A1/AzDZI+rfx06SuXUGZuPt+SVsUXUj5bwY0f1PREdYfuPtJSTKzunh7WTKa9aD2lGtbMrNlZjZt4PrNbIGkv4ifsu/BWeyXJBvF/RCQEDP7ms7dunqVoltab9e5Yai2ufuDBcvfq2g0hO+7+70D1vU5RSGwW9KjkrKSblM05NXjku4ezU0zML5d7Odfalsys59JWibpZ4purS5JK3Ru3OT/6O79PyhQxeIvzO2SZkp6WtKbiq7p+LSi0+HXuXtnvOxCRUPGvu/uC0e6HtSmcmxLZnafpK8pOmr7rqSPJS2RdIuiu5U/I2mzu/dW4j0hGfF32efip7Mk3aTojM+L8bxj7v778bILFfh+iT7/1WmTomEUC10XT/0e1DC4+1PxOMjfkHSHop3l25J+T9K3Cf61rYyf/8OSNktaJ+mzkuokHZb0Y0l/4e4vDvG3qCLuvj8+U/THivZFN0v6UNK3JX3T3bOVXA+qV5m2ga2KDlasVtTNp1nSR5K2KdovPcz3WBBWSfrigHmLde4+Ne9L+v0LrSSU/RJH/gEAAIBA0OcfAAAACAThHwAAAAgE4R8AAAAIBOEfAAAACAThHwAAAAgE4R8AAAAIBOEfAAAACAThHwAAAAgE4R8AcEFmdp+ZeZGp28wOmdnfmdndZmYXWM9nzey7ZtZuZlkzO2NmnWb2f83sATP7xDDr+bOCGh4Z5t8sNLMvmNn9ZvaCmR0vWMfC4awDAKodd/gFAFyQmd0n6Y/ip4cLmiZLaix4/qykze7eM+Dvr5D0Q0lrC2b3SeqK15EumL9V0t3ufqxELRlJByXNimd1S5rt7h9d4D08JOmLJZoXuft7Q/09ANQCjvwDAC6Ku8/qnyQ1S1ou6bm4+bOSvlW4vJmtk7RDUfA/KelPJa2UVOfu0yXVS1om6RuKflh8WtK8IUq4RVHw3y3peUU/Pv75MErPS9ov6TFJX5P09WH8DQDUFI78AwAuqPDIv7sP6tpjZo2S3pB0maSPJU1z95yZTZe0U1GY/0DSZ9y9fYjXaZJ0v6S/dPfXSizzd5JuVRTgOyQ9JOkVd19bbPmCv0u7e1/B808pOssgceQfQCA48g8AGDV371Z0RF2SJklaGv/7D3TuKP4/Gyr4x+s55e5fVvRDYhAzm63o7EJe0iOSnlB0NuEaM1t5gXX3DdUOACEg/AMAyuVQwb9b4r75X46f/9Tdfz7cFbl7vkTTFyVl4vX90t1PKPoBIEm/dbEFA0BoCP8AgHJZWPDvrKI+/pPj5z8p02v8y/jxBwXzvh8//oaZNZTpdQCgJhH+AQCjZmYtkn4jfpqVtFfRRbz9flGG17hB0uWSTkh6sqBpq6LRf6ZJ+txoXwcAahnhHwAwYmY2xcw2Khp1Z048+8/jbjvTCxbNluHl+rv1PO7up/pnejRyxcMDlgEAFEH4BwBclMKbfEn6laT/I+mauPkRSX/Sv2jBn41qaLn4zMKd8dMfFFmkv+vPRjNbMJrXAoBaRvgHAFyswwXTAUmvSvqfkja4+28WjKpTeJOu6RqdeyQ1xa/3s4GN7r5X0suKvtfuHeVrAUDNyiRdAACgusQ39xqOwmE9V0vaPoqX7e/OM19S3mzQrQYK/Qsz+2PnRjYAMAhH/gEAY6VNUlf8780jXYmZLZd07UX8yQJJG0f6egBQywj/AIAx4e45Sd+Nn26MR+sZFjMr/H7qP+r/qqIbiA01PTXgbwAABQj/AICx9GeSPoj//b/MbNlQC5vZBDP7S0lXx8/rJX0hbv6xu58YapL0o3jZzWY2dQzeDwBUNcI/AGDMuPsxSXdIOq5oKNAdZvZfzGy5xR33LbLUzP5A0n5JX9G5kYJulzQj/vdjw3jJ/y3ptKQGnbvvgOLXqTOzGf2Tzt2ATJKmFraZWd3I3jEAjG+EfwDAmHL3lyWtV9Rtp1nS1yW9IanXzDol9Up6U9J/lTRb0j8oummXdK77zivu/s4wXuukpGcH/G2/6yUdLZieKmh7dUDb9cN+gwBQRQj/AIAx5+5vuvs1kv6pomFB31J0p94WRWcF/p+k+yVd4+6b3L3TzC6V9OvxKn58ES/Xv+wqM1tTljcAADXCGAkNAAAACANH/gEAAIBAEP4BAACAQBD+AQAAgEAQ/gEAAIBAEP4BAACAQBD+AQAAgEAQ/gEAAIBAEP4BAACAQBD+AQAAgEAQ/gEAAIBA/H/GdGhiiTkG8QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 1s 3ms/step - loss: 0.6078\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5988\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5905\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5814\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5721\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5642\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5531\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5434\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5355\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5263\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5141\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5027\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4923\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4794\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4700\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4579\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4456\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4350\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4219\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4105\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4001\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3902\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3793\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3708\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3605\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3491\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3388\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3314\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3234\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3146\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3077\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2994\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2934\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2880\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2798\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2772\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2694\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2637\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2634\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2549\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2517\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2490\n", "Epoch 43/50\n", "56/56 [==============================] - ETA: 0s - loss: 0.247 - 0s 3ms/step - loss: 0.2436\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2397\n", "Epoch 45/50\n", "56/56 [==============================] - ETA: 0s - loss: 0.240 - 0s 3ms/step - loss: 0.2373\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2357\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2322\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2289\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2258\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2228\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[129 8]\n", " [ 2 6]]\n", "Final learning f1 score 0.5454545454545454\n", "Final learning precision score 0.42857142857142855\n", "Final learning recall score 0.75\n", "Final learning kappa score 0.5111260957518544\n", "\n", "\n", "Executing fold: 4\n", "\n", "\n", "Model: \"model_39\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_40 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_13 (TFOpLambda) (1, 5, 8) 0 input_40[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_13 (Conv1D) (1, 3, 8) 200 tf.reshape_13[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_13 (Flatten) (1, 24) 0 conv1d_13[0][0] \n", "__________________________________________________________________________________________________\n", "dense_52 (Dense) (1, 25) 625 flatten_13[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_13 (Reshape) (1, 5, 5) 0 dense_52[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_13 (TFOpLamb (1, 5) 0 reshape_13[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_39 (Lambda) (1, 5) 0 tf.math.reduce_sum_13[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_13 (TFOpLamb (1, 5) 0 lambda_39[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_13 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_13[0][0] \n", " reshape_13[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_13 (Sl (5, 5) 0 multiply_13[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_13 (TFOp (5, 5) 0 tf.__operators__.getitem_13[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_13 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_13[0][0] \n", " input_40[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_40\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_41 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_53 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_54 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_55 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_41\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_42 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_40 (Lambda) (None, 8) 0 input_42[0][0] \n", "__________________________________________________________________________________________________\n", "model_39 (Functional) (5, 8) 825 lambda_40[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_41 (Lambda) (None, 8) 0 input_42[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_13 (TFOpLambda) (None, 8) 0 model_39[0][0] \n", " lambda_41[0][0] \n", "__________________________________________________________________________________________________\n", "model_40 (Functional) (None, 2) 33877 tf.concat_13[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[81 56]\n", " [ 5 3]]\n", "Rough learning f1 score 0.08955223880597016\n", "Rough learning precision score 0.05084745762711865\n", "Rough learning recall score 0.375\n", "Rough learning kappa score -0.008436894310797083\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5579\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5451\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5336\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5238\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5159\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5061\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4969\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4876\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4837\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4746\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4653\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4559\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4466\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4374\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4324\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4241\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4158\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4079\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3991\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3934\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3846\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3779\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3699\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3641\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3553\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3511\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3425\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3368\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3297\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3257\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3179\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3118\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3052\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3017\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2976\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2925\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2866\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2825A: 0s - loss: 0.29\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2807\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2734\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2706\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2665\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2622\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2601\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2580\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2602\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2539\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2510\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2474\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2453\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[124 13]\n", " [ 3 5]]\n", "Final learning f1 score 0.3846153846153846\n", "Final learning precision score 0.2777777777777778\n", "Final learning recall score 0.625\n", "Final learning kappa score 0.33371625502584734\n", "\n", "\n", "Executing fold: 5\n", "\n", "\n", "Model: \"model_42\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_43 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_14 (TFOpLambda) (1, 5, 8) 0 input_43[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_14 (Conv1D) (1, 3, 8) 200 tf.reshape_14[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_14 (Flatten) (1, 24) 0 conv1d_14[0][0] \n", "__________________________________________________________________________________________________\n", "dense_56 (Dense) (1, 25) 625 flatten_14[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_14 (Reshape) (1, 5, 5) 0 dense_56[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_14 (TFOpLamb (1, 5) 0 reshape_14[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_42 (Lambda) (1, 5) 0 tf.math.reduce_sum_14[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_14 (TFOpLamb (1, 5) 0 lambda_42[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_14 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_14[0][0] \n", " reshape_14[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_14 (Sl (5, 5) 0 multiply_14[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_14 (TFOp (5, 5) 0 tf.__operators__.getitem_14[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_14 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_14[0][0] \n", " input_43[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_43\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_44 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_57 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_58 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_59 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_44\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_45 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_43 (Lambda) (None, 8) 0 input_45[0][0] \n", "__________________________________________________________________________________________________\n", "model_42 (Functional) (5, 8) 825 lambda_43[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_44 (Lambda) (None, 8) 0 input_45[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_14 (TFOpLambda) (None, 8) 0 model_42[0][0] \n", " lambda_44[0][0] \n", "__________________________________________________________________________________________________\n", "model_43 (Functional) (None, 2) 33877 tf.concat_14[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "130 neighbourhood batches trained; running neighbourhood epoch 5\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "160 neighbourhood batches trained; running neighbourhood epoch 6\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "190 neighbourhood batches trained; running neighbourhood epoch 7\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "220 neighbourhood batches trained; running neighbourhood epoch 8\n", "230 neighbourhood batches trained; running neighbourhood epoch 8\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "250 neighbourhood batches trained; running neighbourhood epoch 9\n", "260 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "280 neighbourhood batches trained; running neighbourhood epoch 10\n", "290 neighbourhood batches trained; running neighbourhood epoch 10\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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lyrwSyuzuUqh2XMTjxu9X9LrNTQrdsz4spXyVlPLeIKvApN971nq4ZhmGKRkOtBmG2ei8Hiq4eQJU2h/xJaiWX4BqV5TGS4LHu6SUbeN5Crp3CyGaKe99dsrzhxAaGt2cse2s14bFZxCqKXHDrCLQQNJqxiSEmEL6eRtpgvpWql2/OWPRrNd65VGoAAwodr2fk1I+mrEcpJQdKeXHofqJryFsTZf1Hl9K+TkA3w3Vox5IN3bqlTuDxxcKIazjHCHE9QiD3C+UvH0ger5fmLFcGZk2AAAp5bkgk+fXg6eeKoTYEbx2FGHa8beUtc1NQt49SyD7c6T/M1lq93q4ZhmGKRkOtBmG2dBIKQ8C+Nfgz9eQoZmUchahy+2vWmoaEahz5A7+z7GX76LFoFLU4+8dh2pxZdsnidDN/JVCiISxjxDiWoSmYOuGwD2Z3Mx/1VabaxK4lJvMBY8J5TPgNVB9dTcqlBb/vUKIq+IvBoHRK8veaHDN0ffgp4UQCQVOCHERgJ8O/vzn2Gtpk0mACrJJ4dNKX9Z7AkWQjLXKTnf9l+DxYgA/mbLM64PHs8g2h+uJ4HxT14BX2kzghBA3QE04dEXOZwGoNlWEeW7/Jnj8SSHEU7vd7iYm7571SiiDyzTmg8etGcsM/ZplGKZ8ONBmGGYz8AcIertC1QgTvwXVJ/saAB+mmsbAsOsbofoA16BcfiNtbYJWSLcHf75BCPESSk0PTJ4+hnTDGgD4fagB8R4AH6GBr1C8CGoSINFybJ3wy1Bp0DMAbhdC/IQQQqfJCyF2CiG+Uwjx70hOUFAbnJ8SQrwicOKGEGKvEOLPoGohzw3+EIbGW6HMk8ahrrmvCRQxCCGeAeX6XaZ5ncnvQ2VSbAfwMSHEV9ELQojnQV2zW6GU2HjrtiNCiD8QQjzHDPSC8oF/hDK88xFt0XSHEOLNQoibhRCTxnsuEkK8Bep7B6jvWWlIKT8P1UMeAN4ihPhfNJEWXGf/D2GbtddIKVdt6ymBP4Ay39oJ4KPB50vf8a+Dqlnv5Tv+/UKITwshftqcrBFCuEKIr0f42X02mFAk/gTAAQBNAB8XQvwUOccLIepCiP1CiN8WQvxKD/u0kaF71jcIIV5D17IQYqsQ4jcBvAXZ96x7g8dvFEJYSwXW0TXLMEyJcKDNMMyGJ+hX+1/Bn79FgULQS/ZHoJS15wO4WwgxB+Ug+wGoWtnHAHxLSgutn4MaSO+DCpAWhRCLUGmAVwfrTtung1CO6B2oVi1fEkLMA1gE8HEoJ+5fChZf6+3IB0PQeudrARyGqgv9awAXhBDnhRALUPWD74VS+uP/Z/4UqjVRDWryYkUIcQHKhfvVwXPvxwZFSnkBSsVchAo0b4W6bhag0kGvBPAK4y2lDaiDyaFvh1LobgTwaaHaFC1CTRo9ASoQ/3ZLO7w9AH4DqtfwcvBZr0AFbt8DNZH1y0ELImIr1HfkFgALQogLwbaOA/hfwTJ/JqX8SFnHaPByqBZqDahAaE4IcR7qOiPF8E+klG9PeX/fBOnaPwD1/X0KgC8E3/ElqAmJOsLveDcIAF8F1fP8oBBiVQhxFuo+9iGoOt4TCPtm0/4sAHgpgPuh2mP9JYLvLdSk30MAXofeW1RtVP4OwG3B76+HupbPQwXXvwd1zv8i4/3vgvoeXwPgqFAtEA8HP+a5Hvo1yzBMuXCgzTDMZuH3gsdLEKbHQkr5r1BBxzuglOsmVPD7FQC/A+CJseABxnu/AuBZUGl/p6HuqWcBvA1qYH1/1g5JKd8DFWS/Gyo4bUKpnW8C8FSEKYuzhY+yIoJJihugAqaPQR33NNQ5OADgn6BquL8z9r5ZqCDhjVCBugd1vm8F8ANSytLTptcbUsrbATwJwN9CDaJrUJ/x30D1dz9oLD5b8rY/CeVW/acAHoD6vETw+58AeIKU8jbLW78OSqG9DWryaTx4/pHgOJ4ppXxj7D3fD/Ud+jhUzXIDKrg8ApXG/mIpZS+BZi5SyjmoWvSXQ11bCwCmoMz83gvghVLKXx3EtmP78QGoz5TuEQ2o7/hbob7jmXXwKfwX1CTd30KVsMxBGS8uQPWofg2AG6WUD1r251Cw3Z+FOi8XoM7LKahJlNcgdNBmoBz3oa7/1wF4GCoLSkCd658B8K3IKH+QUh6AqtP/L6j7/A6otmyXw8heWS/XLMMw5SFUGRHDMAyz3hBC/B5UW6RPBC7PzCZACPFTUGrjISnl1cPeH4ZhGIZhuocVbYZhmHWIEGIXwnTBD2Uty2wchBBjUCn0AH/uDMMwDDOycKDNMAwzJIQQPy+E+A0hxDVCiFrwXDMwYvsUlJnaGYRuwcwGQAjx/UKI/yOEeKJhBlcTQnw1gE9ApeSvQpUQMAzDMAwzggzK2ZRhGIbJ5yoAvwBV++oFRmwzCO/NcwC+V0q5kV24NyN7oRzvfwuADMzgpqDqdwFlavXjUsqHh7R/DMMwDMP0CQfaDMMww+NdUCY6Xw3VP3UHlPvvo1CuxG+yuD8zo8/7odzab4YyRNoJZbB0CMqh+40cZDMMwzDMaMNmaAzDMAzDMAzDMAxTIqxoD5CdO3fKK664Yti7wTAMwzAMwzAMwwyAL37xi2ellLviz3OgPUCuuOIK3HnnncPeDYZhGIZhGIZhGGYACCGO2J5n13GGYRiGYRiGYRiGKREOtBmGYRiGYRiGYRimRDjQZhiGYRiGYRiGYZgS4UCbYRiGYRiGYRiGYUqEA22GYRiGYRiGYRiGKREOtBmGYRiGYRiGYRimRDjQZhiGYRiGYRiGYZgS4UCbYRiGYRiGYRiGYUqEA22GYRiGYRiGYRiGKREOtBmGYRiGYRiGYRimRDjQZhiGYRiGYRiGYZgSWdeBthDiEiHE3wghTggh1oQQh4UQbxRCbCv4/h1CiJ8UQvyHEOIRIcSKEGJOCHG7EOLlQgjr8QshmkKIVwkhPi+EOCuEWBRCPCCEeLMQ4vJyj5JhGIZhGIZhGIbZSNSGvQNpCCGuBvAZALsB/CeABwE8C8AvAHipEOJ5UspzOav5HgB/AeBxALcAOApgD4DvBPBXAL5BCPE9UkppbLcG4OMAnhds858BrAF4JoCfA/CjQoivklLeX9axMgzDMAzDMAzDMBuHdRtoA/hzqCD756WUb6EnhRBvAPCLAH4PwCtz1vEwgG8F8AEppW+s4zcBfB7Ad0EF3e813vMdUEH2xwF8Xex9rwPw2wB+BcBP9HxkDMMwDMMwDMMwzIZlXaaOCyGuAvB1AA4DeFvs5d8BsATgR4QQk1nrkVJ+Qkr532awHDx/EsDbgz9vjr3tquDxA/H3QSnrALAr7xgYhmEYhmEYhmGYzcm6DLQBvCh4/IglSF4A8GkAEwCe08c22sFjJ/b8fcHjN1hquL85ePxYH9tlGIZhGIZhGIZhNjDrNXX8uuDx4ZTXD0Ap3vuhUry7IqjD/tHgzw/FXv4AgH+HSim/RwjxMQAtAE8H8HwAbwHw1m63yTAMwzAMwzAMw2wO1mugvSV4nEt5nZ7f2uP6/xDAEwH8j5Tyw+YLUkophPhuqFrs1wC4wXj54wD+SUrp9bhdhmEYhmEYhmEYZoOzXlPH8xDBo8xcyvZGIX4ewC9DOYr/iOX1MQD/CmV49ioA+6AC/28EcDmATwkhvi1j/a8QQtwphLjzzJkz3e4ewzAMwzAMwzAMM+Ks10CbFOstKa/PxJYrhBDiVQDeBOB+AC+UUp63LPYbUG3BfktK+Q4p5Ukp5byU8oMAvhtAPViHFSnlX0opnyGlfMauXeyZxjAMwzAMwzAMs9lYr4H2Q8Hj/pTXrw0e02q4EwghXg1VW30vVJB9MmVRMjy7Jf6ClPIuAOcBXC6E2FF02wzDMAzDMAzDMMzmYb0G2hTkfl3c+VsIMQ3V53oFwOeKrEwI8esA/gzAV6CC7NMZizeDx4QcLYRoIlTTW0W2zTAMwzAMwzAMw2wu1mWgLaU8COAjAK6AqpM2eR2ASQB/J6VcAgAhRF0Icb0Q4ur4uoQQr4EyP/sigBdLKc/mbP624PE3g8Da5LVQBnJfCNqMMQzDMAzDMAzTJ7c8eBr/3/vuGfZuMExprFfXcQD4WQCfAfBmIcSLATwA4NkAXgiVMv5bxrIXB68fgQrOAQBCiB8D8HoAHlQA/fNCCMQ4LKV8p/H37wH4FgAvBvCgEOJDUOr58wA8K/j9F8o4QIZhGIZhGIZhgNsOnMW/f+k4/s+33zTsXRkIDzw+jzd97ADe8oNPRd1dl1onUzLrNtCWUh4UQjwDKlB+KZTr9+MA3gzgdSlGZnGuDB5dAK9OWeaTAN5pbPe4EOJpAH4dwDcB+HEo5f/xYLk/klI+2OXhMAzDMAzDMAyTgoSE7Lqf0Ohw5+Hz+NB9J3F+qYU9M2PD3h2mAtZtoA0AUsrHoALdvOUOI2z5ZT7/Wqh07263ewaqvdevdPtehmEYhmEYhmG6Q0rA38CRth8c2gY+RCYG5y0wDMMwDMMwDDNUpNzYirYXRNobeTKBicKBNsMwDMMwDMMwQ0VCpY9vVCjA3rhHyMThQJthGIZhGIZhmKGiUseHvReDQyvaG/kgmQgcaDMMwzAMwzAMM1R8KSE3cFo1x9ebDw60GYZhGIZhGIYZKhIbOxil1HGu0d48cKDNMAzDMAzDMMxQkdqVe2MGopQ6vkEPj7HAgTbDMAzDMAzDMEOFAuyNGoiy6/jmgwNthmEYhmEYhmGGCsWfGzUQlew6vungQJthGIZhGIZhmKFCrb02ap22pxX7DXqATAIOtBmGYRiGYRiGGSoUYKf10n7jxx7Gxx84VeEelYvnq0eOszcPHGgzDMMwDMMwDDNUQjM0++v/eMdRfPDek9XtUMn4nDq+6eBAm2EYhmEYhmGYoRKmjttDUSmBVsevcpdKhc3QNh8caDMMwzAMwzAMM1TyFG0p5UgH2v4Gd1VnknCgzTAMwzAMwzDMUCGTsDTF15cSbW+EA21WtDcdHGgzDMMwDMMwDDNUKPxMcx33JdAa4UDbY0V708GBNsMwDMMwDMMwQ0UH2KmBtsTaCKeOs+v45oMDbYZhGIZhGIZhhkpe6viom6FJ7TrOkfZmgQNthmEYhmEYhmGGSo6gDX/EzdBC1/Eh7whTGRxoMwzDMAzDMAwzVIqYoW2MGm2OtDcLHGgzDMMwDMMwDDNUKP5MD7RHO3XcZ0V708GBNsMwDMMwDMMwQ0Xm5Y6PeqCtj4sj7c0CB9oMwzAMwzAMwwwVX2YrvhsldZwV7c0DB9oMwzAMwzAMwwyVsI92eo12e5QVbZ/7aG82ONBmGIZhGIZhGGaoUACa7joOrI2you1nm70xGw8OtBmGYRiGYRiGGSraddySW02vtTr+yLp2+5IV7c0GB9oMwzAMwzAMwwwV7YVmCUTN2LvtjWakSscwqhMFTPdwoM0wDMMwDMMwzFChAFRaksfNdOtRNUSj1HEOszcPHGgzDMMwDMMwDDNUSPG1uXJHAu0RNUQLXdU51N4scKDNMAzDMAzDMMxQCVPHbTXa4e+jGmh77Dq+6eBAm2EYhmEYhmGYoSIz+kxvhECbFe3NBwfaDMMwDMMwDMMMFZlhFhat0faq2qVS8YP5AQ6zNw8caDMMwzAMMxTe8NGH8eH7Tg57NxiGWQeQCZotEDUD7bURVbQ93d6LQ+3NAgfaDMMwDMMMhX/5/FF85L5Tw94NhmHWAVKbodkU7fD3UW3vxTXamw8OtBmGYRiGGQq+lGiPaKsehmHKRdcwW24JcgO4jmfVoDMbEw60GYZhGIYZCp4v0bGNqhmG2XToGm1rH+3w91ENtDl1fPPBgTbDMAzDMEOh40u0OjzoZBjGbO+VfG0jmKFR8g4r2psHDrQZhmEYhhkKvs+p4wzDKGRG+yt/A6SO+zrC5kh7s8CBNsMwDMMwQ6HDgTbDMAFhe6/014DRdx1nRXvzwIE2wzAMwzBDgc3QGIYhKP60KdpyA9Ro+5JdxzcbHGgzDMMwDDMUPF+ObKsehmHKRQeiGa8BQGtEJ+coddw2kcBsTDjQZhiGYRimcqSU8CVY0WYYBoCZOj7YGu3bDpzB7HKrr3X0gpcxkcBsTDjQZhiGYRimcrxA3eFAm2EYILvPtBl793PPaHV8vOxvv4B333ms53X0CnUy5PZemwcOtBmGYRiGqRxSdzh1nGEYoIv2Xn0o2h3fh+dLrHWqbxHGNdqbDw60GYZhGGYEWVht49+/VL0qUxasaDMMY0IBqL29V/h7P4E2rWcYtx2Pa7Q3HRxoMwzDMMwI8qF7T+KX/u0uPD63Muxd6QkOtBmGMfEL9tFe6+OeMcxglxXtzQcH2gzDMAwzgpDzbrszmqM2qlfk1HGGYQAjALXWaJeTOi51sFv9fYcV7c0HB9oMwzAMM4LQoK3jj6YiTPvdHtGeuAzDlEvYRzv5Wlmp42Gw2/Mqeoa2yWH25oEDbYZhGIYZQTreaKsjZIY2qj1xGYYpF5mROi5LCrQp2B1K6rg/PDWdGQ4caDMMwzDMCEIDxVGNU0NFngedDMMYfbQtr0Vcx/u46en75jBSx7uo0b7rsVkOyDcAHGgzDMMwzAjSGfHUcQq0PV/q3xmG2bxIFDND60/RHp4hGd3n8jZ96Mwivu1tn8ZnDp4b/E4xA4UDbYZhGIYZQXSt4WjG2ZH9ZudxhmF0DXNO6ng/94vwvjk81/G8tPWlNdXje2G1M/B9YgYLB9oMwzAMM4JoRXhE0wtNJZ4DbYZhZIbaHGnv1ZfrOK2v51X0TDiRkLcc13JvFDjQZhiGYZgRpKNTr0czSDUHztzii2GYal3Hh9feKy+AzjoPzGjBgTbDMAzDjCC+DrSHvCM9Yu53Z1QPgmGY0pAZqeNlm6FVHWibqep5Wx6mYRtTLhxoMwzDMMwIMupmaOZ+c4svhmHC9l7przVcpxQztKoDbTNozqsPz5pwYEYLDrQZhmEYZgShlPERjbNjZmg8oGSYzQ7dBeyKtnps1vsNtKOPVWEG9nmbzuonzowWHGgzDMMwzAhCIvCophd6kRrtEZ0tYBimNLQJmOU1ul00a25fGTBF66TLxpxYzAvydY023xZHHg60GYZhGGYEIUV7VM3QPHYdZxjGIHQET6/RHutb0SZvi+GljucF+f4QDduYcuFAm2EYhmFGkM4GMkPj1HGGYbJab4WBtttfoO2nb2OQmIF9XvwcptAPbn+YauBAm2EYhmFGkGEpM2XBfbQZhjEJ+2gn72n0VFmKdtVqsYzUaOco2uw6vmHgQJthGIZhRpCON9qBdsQMrY+BM8MwG4MsJZeCz75rtHUw3/MqetuucZ/OvWVnpNAzowUH2gzDMAwzgtDAbVRVD3O/ub0XwzDZNdrqcazuoOX5PZuZDcvRO1qjnb3ssJzRmfLhQJthGIZhRhBPp46PZpBq7neHa7QZZtPjZ6jNuka75kLK0KOiW3S3hoqj2KjreE4fbQzHGZ0pHw60GYZhGGYE2VhmaCN6EAzDlIZua2Wt0Q7N0AD0XKcdtvfq6e09003mkVa0WdIeeTjQZhiGYZgRRLeAGdHBmKkoceo4wzAUi9ruaKQIN+sqdOk10B5W6rh5n867Z4f7ONBdYiqAA22GYRiGGUFI0e41hXLYmIE2t/diGCbTdTx41Ip2j5Nz3rAC7YjreDZZterMaMGBNsMwDMOMIBvJDK3DijbDbHrC1PHka6HreH+KNq276ltO1HW8WI02B9qjDwfaDMMwDDOCeCOeOu5HFG0OtBlmsyMzzNDiNdprvQbafrpqPkgiinae67hP7xngDjGVwIE2wzBDxfcl/vCDD+LU/Oqwd4VhRgpvxFPHO5Ea7dE8BoZhysPPSJmm1/pXtIeVOh7+nhfkZ5nCMaMFB9oMwwyVYxdW8PZPHsQnHjw97F1hmJGiE8gerGgzDLMRyKrR9mOKdq/3DJ0JVLXruLHB/Brt4TijM+XDgTbDMEOlHQQLvc5OM8xmhdIL+1W0P3LfSfzku+4sYY+6w6zRbvP3n2E2PTL2aEK3uTFStHsMtLNU80HSTY12WEde3j7+0YcexJs/fqC09THFqA17BxiG2dx0gpRRDrQZpju0ot3ngPErj83iEw+eKmOXusKcIGiPqCrPMEx5aLdty/2grD7aw0sdL16jjQGYoX324DlMNl0A15a2TiYfVrQZhhkqlP7FfXQZpju063ifQaonJXw5BHMgTh1nmJFjrePhzMLaQNad1T86njred6A9VNfx7GVD1b287UsptbDBVAcH2gzDDBUaYK+1vSHvCcOMFpR63W/quBzAoK4IEUWbM1oYZiR412cO4xvffNtA1p2VOk73qbG6Cl16dR0Pa7SHaIaWU6VNu1bm5Kcvy01FZ4rBgTbDMEOFBttrrGgxTFeQOtGvGZo/rIFnsN2aI1jRZpgR4dxiCxeWWgNZt59phqYem6Ro93jPCIPYnt7eM1219xpAersvZcQXg6kGDrQZhhkqOnWcFS2G6QqdOt7n4GkQxjtF8IxUUK7RZpjRoOPLgU3KZQXBOnW81l/qeFn3zV63C3TT3qu87UtWtIcCm6ExDDNUSJXrNQ2MYTYrNFDsd/AUqkh971JX0H6P1R1OHWeYEcHz5cDKTLL6R1Nw2qyPaB/tLmq0da16iSfalxIdrtCrHFa0GYYZKh1u78UwPVGWGRoNOIel8DRrLqeOM8yIQN/bQZgnZpuhqccmtffqMWr0M7YxSCI12rmBNr2nvJ1kRXs4sKLNMMxQaXN7L4bpibID7WH1lW3WHX0fYBhmfdPRgTYgRLnr1qnjFrOwhOt4n320q+6yYE5k5vfRLn8ywJd5FmzMIOBAm2GYoRKmjnNOE8N0Q2ntvYLxaplpisW2K+E6Ag3X4fZ+DDMi0H1iEHcL7TqeoWhToN3r5NzQXMe7uL8OQtH25eBS/pl0OHWcYZihwqnjDNMbpCz1m/Kdla45SDwp4QqBuuugU3Ggvdr28IaPPswTfAzTJZ0BBqp+Rm2yrtGu9dfei9ZT9dxetI92MUW7zFMsZTjeYqqDA22GYYZKm83QGKYnaDDq9Zl2rWu0K460/UDRrrui8tTxLx65gDd//AC+dGS20u0yzKgzyFKTMHXcst3g/uSKIAumT9fxqlPHu2nvlWUK18/2+/1fwXQPB9oMwwyVDrf3YpieKEvRJmWn6oFnRwfa1aeO02CbFW2G6Q6zRrtMZE4NMz3jCIFGrfdAm+YTK08d76JGWw5g8tOX1RteMhxoMwwzZKh/LtdoMv1w8Mwi7jh0bti7USm61rDPwZge1A3BDM0RQKPmVO46TgNdnuBjmO7wgvTj8gPt8Pcs13HhqHtGyxst13HzFpe36bBGu7zt+1Ky6/gQ4ECbYZihQv1z19o84GV65223PILf+Pd7hr0blUKDpk6fg6fhDTwlaq6Dult9oE0DWS5ZYZjuGJSZWGRtGX20nT5Tx7PqwAeJF0kdz6vRLrZcN6gabQ60q4YDbYZhhoo2Q2NFm+mDtY6PtfbmSgP2Skod16mUQxh4OkKg5gjdfaAqaLDNgTbDdIeucS55vdHU8eTr9J0VQF+p47rLwhBdx/NrtMufzOAa7eHAgTbDMEOF+2gzZdDxfF2GsFmgSap+B0+eLH9QVwRlhgbUa9XXaNOlwjXaDNMdg1K0zdu3vY+2enSEMlDsvY/2cDJ4uqnRDuvIy9u+5BrtocCBNsMwQ4X7aDNl4Pmy8hZRw0QaPVHLau9Vdf1ex5eoOQ4aQ0gd14o2l6wwTFcMzAwNZiCafF0r2gJo1NzeU8eH1Efb60LRxgDS230pOXV8CHCgzTDMUCFVjlM4mX5oe5trEBHpydpvjbZOpexrNT1sV8JxoNp7dardOA10uWSFYbpjUO2xomZothpt9ahdx3vM5Anrn3t6e8/4Oanx0WWT7+l/+9VPpjIcaDMMM2Q4dZwpA6Vob55BhKli9zvBMKzUcU9KuEK196IJt6qQFSnan3nkLG47cGag22CYKglTx8tdb+T2Y1O0fTJDA5qug1aPWXDekDJ4aE6v7gpraryJHEB6uwxcx6tu47jZqQ17BxiG2dxQuu9ax4eUEkKIIe8RM4q0PX9TzdZHFO2SUserDrQjfbQrnmirqkb7rbc8glbHxwuu3TXQ7TBMVQxM0Ub2Pc2s0W7UHCy3Or1tZ1ieFMH2XEfkOskNRtEOg3eXh1mVwYo2wzBDxVTj2ptIkWTKxfMl2hWrosPE/N70O8Gga70rnqjwdaAtKv/uV+U63vFk5fXnDDNIvAGorUB+H20KxFWNdu8GioNS5POge07NcXIDaHq1zLkAOt6qs4c2OxxoMwwzVMxBKBuiMb3S8SWkrL5F1bAwj7Pv1HEaeFY8/vJ8CdcZTh/tMNAe7D3Hk5InEJkNxaAUbTP4tK3alyrIFn330aZtDMcMzXVEbmu0Qaju/pBS5jc7HGgzDDNUzLpartNmeoVm6TeLqm0G13mTC23Px598+CHMLbetr/tDSqX0qL2X6wQTJdVtX5uhDfie4/msaDMbi7L6aL/tlkfw6n/5sv7bXJ/dDE3CCUrL+umjrQPOIQXadVfkqum0a2UGxbTOzWQauh7gQJthmKFiBkbsAFyMTz58Bq/9r/uGvRvrCpqw2Syz9V4Xivb9J+bx1lsewe2PnLW+rgd1QzNDU4PnKpXfqlLHPX9zueEzG5+y+mjfd2IOdx+b03+bq7NNuvlSgkqL+wq0dQbPcDoduI7InVSkNPkyd1FPqPL9qFI40GYYZqiYg2vuaVuMWx86jb/77OFNE1QWgYKZzZKm240Z2uyKUrLTavMGlQqah2eYoQGoVPnVZmgDvud4vuRMHWZDUVYf7Y4nY+nixu+W5X2JqKLda422LGf/e91uzXFytz2I9HY61zzxVy3rOtAWQlwihPgbIcQJIcSaEOKwEOKNQohtBd+/Qwjxk0KI/xBCPCKEWBFCzAkhbhdCvFwIkXr8QvFjQohbhRDng/c+KoT4NyHE/vKOkmE2Nx2PFe1u8XwJXwKzy61h78q6gYLFzTL5YB5n3jHTdZK2XFi7V9LOFWSYgbZu7zXgGm1fSjYfYjYUfkmKti+jTa7y+mj7UoKakjRcp+dsFFr1MEplAKrRzlG0B7CPg0hHZ/JZt+29hBBXA/gMgN0A/hPAgwCeBeAXALxUCPE8KeW5nNV8D4C/APA4gFsAHAWwB8B3AvgrAN8ghPgeGZsyEkKMAXg3gG8G8BCAfwKwAOAiAC8AsB/AwyUcJsNsetpco901dM7OLbWwY6o55L1ZH1CQ1tkkkzXduI7PBrXZacsNc+DpCIF6TQXaVU600aFWkjq+SbIs1gOnF1YxXncxPVYf9q5sWMpStNWEsV3FtrqOxxTtXifmhuY6Hmyw5opc40mzFVdZcI32cFi3gTaAP4cKsn9eSvkWelII8QYAvwjg9wC8MmcdDwP4VgAfkFLqy1oI8ZsAPg/gu6CC7vfG3venUEH2HwD4/8z3Bu/nOzjDlISp9rDreDG84JydXVzD/j3TXb3X9yXef8/j+Kab9ql+nhsEGjxtlkFEd4p2dqA9rNo9z5do1h00ghrtKgNSOuaBm6FJyZk6FfLyd96JJ1+6Bf/n228a9q5sWLyyAm0Z7XSQ6zruSziGoj1yZmg6dTxf0SYG0kd7k/yPXC+sy9RxIcRVAL4OwGEAb4u9/DsAlgD8iBBiMms9UspPSCn/Ox4oSylPAnh78OfNsW1fDRXAfwHAb8XfG7zfbt3KMEzXmIPrQatLGwUKJs8tdp86/uXHZvHz//xlfP7R82Xv1lChc7JZ1EMzDTE30F5R10naJMSg+uLm4QUuwjVniDXaA77n+KxoV8r5pRYuLPEQbZCUZYbmxWTdfDO0qKLty94ymGi/q/akoHuOI/Jdx8tKz49uf3NNRq8X1mWgDeBFweNHLEHyAoBPA5gA8Jw+tkF34k7s+R+AOi/vAjAjhPhhIcT/FkK8QghxTR/bYxjGQtvz0QhqNDl1vBg00Dm/1H2gvbSmbnnLrfitb7ShAddmqYel46y7IleZmctVtNVj1QqPTzXatWEE2tXUaHtco10p3E5t8HRKC7TjqePZiraEUaPdR7kJfR2HkTruCBVo5506ernMW4e+z/P9qFLWa+r4dcFjWh30ASjFez+Aj3e7ciFEDcCPBn9+KPbyM4PHLQAOAthhvCaFEH8Blc7OOa4MUwIdX2Ky6aK17LOiXRBSyM4trnX9XjrHG21SQyvam2S2nsZKzZpbQNHOq9EuXz0pQseXqDlCp463OtVtPzRDG7SirTwVpJQQYuOUaqxXOhxoDxytCPe7Hj89XdzeRxtwgtxxc3J+otHddr0h3e88qSYWhchX0/2S99Hc3mb5H7leWK+K9pbgcS7ldXp+a4/r/0MATwTwP1LKD8de2x08vh7AnQBuAjAN4MVQgffPAnhNj9tlGCZGx/Mx0VBzfhst+BsUpJCd7UHRpnO80epGafJhs6Tp0jXQqDm5gfaFHNdxnQo6hBptR2z89l4AD26rQrm887keJJQ91G/qtSdlLF08/N32Ecb7aAO9jRnC1PFq08f94H7nCJE7SUG7VdbumeeTXcerZb0G2nnQd63rq0UI8fMAfhnKxfxHLIu4wePjAL5DSnmvlHJRSvkJAN8NwAfwS0II6xxakGJ+pxDizjNnznS7ewyz6Wh7StEGuEa7KPSPsjdF2wseqz/XJ2ZXcPex2YGsOwxoNsc1RIPFhpsfaFPqeFoAQk9XnkopJWpuGGhX+dlpM7QBB/ebzTtg2HQ8nxXtAVPW/aITtKkkIqnjluG9H3g6AGGg3cv/MXNCscp7nm8o2nlKddlZRuZ6ONCulvUaaJNivSXl9ZnYcoUQQrwKwJsA3A/ghVJKmxvQheDxQ1LKFfMFKeVdAB6FUrifYNuGlPIvpZTPkFI+Y9euXd3sHsNsSjq+j8kmK9rd0I8ZWmuIqeN/fusjeNU/fWkg6277VKO9OQYRFLgpU6CiqeP2z5wGdVUPwDqBwlMbSuq4elxrD76PNrDxMkjWK9xObfDQhFi/MaDvy4iiHAm6rYo2dPlFs58a7ZwU9UHh+ao+W3RRo12Wb4bPqeNDY70G2g8Fj/tTXr82eCzcy1oI8WoAbwVwL1SQfTJn27Mpr1MgPl502wzDpNPxJCZ16jhbHxSBBpK9mKENs0Z7ec3D8lr5n7EasKnfN8sgm4LihutkDpx8X2JWp45nr6tyF97ADK0xlNTxamq0daYFB9qV0PEl2hxIDJTyXMejunU06LbVaIftvUjZ7qXcxcvZzqDwg/0XBbZbdh9tc3OsaFfLeg20bwkev04IEdlHIcQ0gOcBWAHwuSIrE0L8OoA/A/AVqCD7dMbiZK72RMt6mgiD/MNFts0wTDZt3+fU8S7pGH20u2WYNdqDMipqG0rtZkkdp8Fis56dOr6w1sl1mx1WX9kOuY4PIdDWEzO+HGgQTIEAq0jV4A3482TK66Pty5jreJ6i7YcBthtE3L18rWTKNgeNF9zvnAKeiGGNdllmaNH9YKpjXQbaUsqDAD4C4AoAr4q9/DoAkwD+Tkq5BABCiLoQ4vqgB3YEIcRroMzPvgjgxVLKszmb/yCAQwC+XgjxtbHXXgOVzv7JDEWcYZguaHckp453Cf2jnF/tdH3OqEZ7GOdatd4p/5+8OXDYLIp2x1C0swZOVJ9tvicODcKG0e7GHZoZWniw/Uw6PXZ+Ga//7/tTlTWavOB72+CRgRHaZrkHDAMppVGj3d957vgy8r3Jcx33I4p27/tg3i+rDDrDGm1RQNEO31PWtgkOtKtlvbb3ApS792cAvFkI8WIADwB4NoAXQqWM/5ax7MXB60eggnMAgBDix6Dcwz0AtwH4eUt7jcNSynfSH1LKVvC+jwD4oBDiP4L1PhPAVwM4A+AVZR0kw2x2Or6PsboLR3AdY1HMgOn8Ugt7t4wVfu8wa7Q7vj8Qxdk8H5tG0Q6CiXpOoD27EpYXpPfRDtIUq3YdDwaejZr6vzyISZg0zEPNahHU9nx8+9s+jV/9+utw83W7E69/6sAZ/M2nH8VPvuBKXLQ1WVHGruPVQae4vUnuAcPASwmMe8GPp47n9NE2a7TpsZegcVg12n7Q4s8R+eeOzkVZlzLXaA+PdRtoSykPCiGeARUovxTAN0I5gb8ZwOtSjMziXBk8ugBenbLMJwG8M7bt24Nt/w5UYL8VwCkAfwngd6WUx7o5FoZh0ml7EnVHoFFzOHW8IKZic3ZxratAe22YqeOeHEhPYfN8bGQ1yzxvZup41mBx1lC0U9t7DauvbJBKWXOGq2hn3XcWVzu478Q8Hjy5YA20aXIibxKDnbAHD02yredzLaXEK/7+i/jR516OF1w7eoa5ZpBmcwbvhqz2XrZ1S0gEtwq4wX2wl1tWN67jrY4PIaCzbvrBCzJ4BPIV7TDLqCxF29yP9fv92Iis20AbAKSUjwH48QLLHUbY8st8/rUAXtvjtu8H8H29vJdhmOJ0PB8110HDdTi9siAdX2L7ZAPnl1o416Uh2jDN0DqGuld3Swy0IzXaGzPQ/ofPHcHf3P4oPvZLXwPHEYXN0KiHNpDR3is4fVWnFFKgXa8No0bbCLQzemnTPuX2IE8ZENPr6zn42yiExnPr9x7Q9iQ+ev8pPPGiLSMZaJvXeb+3C8+XsfUZv1u+LlKGNdoUcPfiK2G+J68G+uXv+gKu3DmJ139bwrap++360O29chXtkic/zePkW1G1rOtAm2GYjU/bV710m3WXFe2CeL6P3dNNnF9q4fxSd4ZodI6Hca7NgXDdLW+9EUV7Awbaq20Pb/zYwzi72ELb99F03LBGu+ZASqRmCcyt5CvaZQ/qiuIF7b1o0qU1pNTxtYxuB/Q9SQveQqM5iwJn1LOu5+Bvo9DRkxrr91wPy3iwLDq+PTDuBc+PKdowf7fXaNMdTruO97AP0dTx7GVPzK6gWSvnn5UvlSIvRH5KeFm9yuPrA1jRrpp1aYbGMMzmoeP5qDtK0c4a8DIhHU9iz4xKF++2l/awa7SB8msoo2ZoG28Q8e47H8PZ4HOmIMI3Am0gPYim1PGtE/XUSYgwdby8fS6C50vUjPZeVX52MhJoF1G0sx3bbQN+8zNhRXvwkG/BKPg0jGqw4xmTGP3OFcQV7bSe2uZzWtHWqeM9BNpdmKF5vizts/KlSh13hMhNuy8/dXxjT0avZzjQZhhmaPi+UnxqrkCzxqnjRen4Etsm6mi4jg7AiqJdx4dUo20+loUZxGy0QUTb8/H2Tx4K/yaFNTjOZhBopx337HIbU80axmpuqtlZlio7SMgMrTZk1/GsCT76nqROUmSYnZmq5XpWWTcKujRlHZ9rrWiP6L+6btKu8/CzarRTXMeFdh0nM7Tetpu1HZOOL0v7n0IZPELkT2rSPpaV+MCu48ODA22GYYYGKZt112EztC7wfIma62D7ZAPnuuylHSra1WcPhKmdg1S0N9Yg4r/vOoHjsyt48fXKiIvOnVa0gyA1TfmYXWlhy3gdriMy2nvJyGNV+D7gOGHqeJXBaKRGO0vR7qQH0kD2JIUphI2CyjrqjEI9fNltm6om4jpewroiTuPGa7bTI6VM1Gj3294rL+bseLJUVdlxAkW74DrLq9EOf+dAu1o40GYYZmhQUFRzWNHuho7vo+YI7Jhq9GyGNswa7bIHwmaANqopmTaklPiLWw/i+r3T+Pob9wJQngYAIjXa5t9xZpfb2DqhAu20c0OfS9UDMLqO68Goucrvf7RGO327LU9NSKXXaFMqf/K1qKK9ca7L9QpNZqznrJZQ0V6/+5hFJEjt8xg6vox8D9OM0cLtJVPHewlE8/p1x/exrMlbch1X281etuzrhFPHhwcH2gzDDI2O0Qu4WXM50C5Ix1Mptzummn0o2kN0HS9ZuYzWwm6cQcRyy8OB04v4lidfhDr1mu5Ea4ap7UzaoHd2uYVtEw3UMhTtso13ikBGYY4QcByBmiOGlzqe4Tre6tCAN2eSIrdGe+Ncl+sVc8Ko6p7wRZFDcvgvi27U4Dz8RI228Zq1RjuZOt7LvKrXRRp1x/dLDHYRKto5y9Iulpc6Hv4+qtfeqMKBNsMwQyNMHac+2myGVgTVHsvBzsleFO2gRnsYgbaudy132+b6NtIgQvfKrjk6oI63myJH3FQztJU2tmhFO0eVrTCdlfal5qgBcz2nTVnZFHUdz6vRDpWn5DVtBnsbraRhPWJ+RmUbLpbFqCva1fXRTmKaobl9pI6nBffWffTKq9H2fQlHIGjvlb3Osu/JkhXtocGBNsMwQ4OChlpQoz0Mg65RhPoP75hqdO86HpzjYZxrGlySSlgWozDA7gUK1FxH6EA7HvjluY7PLbexdTwn0PaHEGgH23KCQLvmikonf4rXaGf30aZzZ/s6cep4tYyCV8Oot/eK1Gj3rWjTepL3H3sgKnVtNrUy7OU8mhNgRVLHy5oUIfNHgQJ9tAvuX1Ei2QIcaFcKB9oMwwwNrtHujbBGu4mVtoflVqfweylNdqip42Ur2maN9jodYPeCZwTaYQusqCKmA23LgExKidkVs0Y7O3V8ELHg3HIbDzw+n9xmsC03CLQbrjO01PGs70I7z3U8Q6E0B7QcaA8e8z6wXgNt2qtRvU95XQSpedD/gbQ08eRzhqLdT3uvSIp6danj5DruCJG73bC9Vymb5hrtIcKBNsMwQ4MGn5vFdXy17eGLRy70vR6q0d4+2QDQXS9trWgP1QytbEU7PJb2AAYRdxw6hw/c/Xjp681Dq75CJFPHZb6ivbDWgedLbB3Pq9EenKL9lk8cwA/91R2J5+kzM1PHqwxGi/bR1hkEKfuW5SLt8eC2UiI18es0s4UVbXpvaIQWdj0wX0++x5cSQYl2fzXa3biOl6hoS6kmFlXqeN6yMvLYL9Ea7fX53diocKDNMMzQoMFnzVWK3UZXtN/35eP4nrd/Bhe6rKs2kVLVjNVcBzunVKB9tgtDNFK0hzGpQYFU2QGVGcQMYhDx17c/ij/5yEOlrzcPU/WtBS2wKPAjRazppgfac8ttAMhVtLV6MoBg8KFTC1hYbSeep2OjAXO9JipVIX0ZtkbLrNHuZCvadM5sr5vHw4r24DEn3Natoj3A71oVlKVoR1Xl5PrSFG1KGSdTtJ5Sx3O2o1/zVQ15WRlYnq7RLq5os+v46MOBNsMwQ0PXaDsOmvWNH2ifX27Bl+qxV+h/ZM0R2DHZBNCjoj3EGu2yB8GDThldaXtYXCuenl8WNMBzI4p2NLAjN3LbgGxWB9qNzEDb04p2iTsf8OjZJbQ9mVBmaJuuoWhXeU36UqIZZANkuo7HzOfi0PO2wMkc3LLr+OCJuryvz/8lo65om0FnP0dgC9jN9aX30Va/032jt9TxYoE2ZUWUWaPtCKFV+Sz8ku/J5nka1UmeUYUDbYZhhkbY3kug4bobPnV8eU0pZwurvQdtOvgKzNAA4HwXCvlae4iu45Q6XrLqbKrYg5itX2l5WBpCoK1VX6NGm8y5/GDQWXPSFe0LwYROfo32YAb/q20Px2dX1H7HAk3zOgaAulN16rjU57WIGVovNdqjEPjlsdr28Af/8wBWWuu/I4T5Ga1X1Y52a73uXx75hmXFsH1fZGTd9m3H+2j38rXyZViykvWvKKt1Xy/4gYlpoRptes8AUsdH9dobVTjQZhhmaOg6TXdzKNpLgWmZLZW2KKaB3M4ppWif6SJ1fD3UaJeuaEfchss/LmU451WuBISqb6hc03emEwzaKFC1DQZnVwJFe7yOmuNYUyCl0WKnrHpA4si5Zb3ueKAZN0Or10Slqq8yVkKuCWOeoq1TPK2proO9Lqvgy0dn8Y5PHcKXjl4Y9q7k4g34PlAGfkYGxChg3rv7mS/1LKpynkmZ78MItNOXy4MC3rz30/2oLOM67TpeoEZbq/wlXSbmcY5qa7lRhQNthmGGBv0jqwfKUsvzR3YAUoRyFO0g0HYdjNVdNGoO5gsG7r4v9TkfRur4wGq0zdTxQSjaQRbAcrtaVY8GRI4QWrlueeFAPRJoW2u0laKd1Uc7apJT7rl79Oyi/j3+metJBDEcMzRSx5p1J7NGO56qHycrddw8nFFNHdeTYyNwXzb3cb23ihzVYMcMkMtLHU+u0bZuX0pdm+0UCJTT8KXUpThZ7y/72qca8yKKNp2A0hRt4+swCt/ljQQH2gzDAAD+9CMP4Y8//GCl29TqbOA6Dqz/AVI/lKFo0z9/Sn2bbtawWDBwp3M70XDhleimWpTQdXxwZmiDqNFeDdJmq04f97WinUwd7/gSrhA6UM2s0R4ParRzVNeyL4dDZ5f07/HvNalEZo12tYG2GvQ2a9klK/RamkJK59Q2eN0IqeMdXae6/vffGwEzNF2mMaLBTllmaFH38qh6K4R93VIikTreyz6Qsqzen75cp+Qabd+XcAUAkT9JUXYniMh9fkSvvVGFA22GYQAAnz14Dp9+5Fyl26Ra3bortDHRRg60l1vl1mgDwNRYrbBRF5k+TTVrAKpNHye3dGAQZmjhORlEWx9StAcZaM8ut/Ck134Ydx4+r5/TfbSF0KnjbSOV2XUEXDcj0F5pY7Khsh5cx+7qXdQYqBcePRMG2vFtx83QVB/t6gaAZKyU11Ywr4+2zBgQl+n0+4aPPowP3Vt9izk6hvUauJpEM1uy7wN//OEH8UN/9blB71ICugxG1wwtGSD3gk3Rpkel+CbfIyERJPboCcZebve+r8Ycapvpx9DJyWbpFrpnO0Lkt/cKHgcxv8WKdrVwoM0wDAAV4FZteBOaoTmFHIBHneVA0Z5fKadGG1BBc1FFe81Tn+/0WPWBdtSMZTCK9ljNGYhSFAbag/t+nFlYw/xqB0fOLevndOq4Y+mjHbR4czOUnQvLLWydUIZ5tbTUcd/8vdxzZyraidTx2IRRzRWV99F2hJrgW8soCaDvSJ7r+CDN0FbbHv78lkfwP/ec7HkdvUL3m0H0WC+bblzeD59bxkMnFwa9SwlGXdH2I4F2H+uxmKrRo5tSxOwbirbop0ZbSl2KkzVZkFUW0gtUriJytquWDd9T1raJUb32RhUOtBmmAlodH3N9BFdV0Or4WG5Xmxqr23u5YlOkjpOiPd+Hoq1Tx4PAa6pZw0K3ivZYXf3tVTexYgYarQEp2s26W7ry5vsSq8F567fF19xKO1UV18Y7FoU5rb2XI8Iabdtxzy23sWVcfdbpNdrGAKxsRfvsEqaD7IlkoA29X0DQ3qvSiR8ZmqFl3HPyFG16q+3cdkoKtO8+NoeOL7FasUcAMLo12nn3Ad+XmF/plG4AmEdWBsQoYJ7jfi4JzxKw0zOOY1+3ec76rdGuuUVSx8u99n1JinZ+6njZ18kgJ7qZbDjQZpgKeMsnDuCb33Jb5f/Uu2EYinakj3bNVfuxgZ3HKcgqxQyNarTHuq/RnhmCoj1IR2BT0S57EGGmFVNGQq+86h+/hN/+z/usr9F+m+qJTh13hE51DBVtH7Uc1/GlVkeXCRSq0S4xmJpdbuH8Ugv7904DAFqdWOq4YfQGqNTxKoO5SI12Vh/tTni+bcgMhTLqOt77sX3xyAUAwOowOgWMkAIbySDIuQ90fImW51feUlK39xqBVHwbEUW7Dzs0W623ObFoL8UI7xdhJk8v2w7/f2Zd1x0vO5ul++0GinaR9l6xdPp+iSra5ayTKQYH2gxTAccurOCx8yu6p+x6pO35WnGtikgfbUodz3AAHnXCGu1+zNBiNdrN0ajRHqRhmQ60B6BorxgqYr+K9tnFNZxbsrdiy1K07anjyHUdX+v4aNbV+9JrtO2/98ujQdr4/j3Tkf0m4qZ+9cpTx5WDcZ7rOE1OpV1XOhC1DJyjqeMlBNpD6GU9qJZ8gyBSo52zv3RcVWeahQHU+j+fNgahaOtfg0fHsdcwk68CELb36iUIllLqjLDMGm2taJdzX/KlOrYi7b3MSYwyBBoZCbQ50q4SDrQZpgJogH7Psbkh70k6rY6PlbZXqepu9tEmV2VWtLNpG5MTQHdmaBQ06BrtCgObbtSmXtfdrLulq6JmoN1vjXYnw+md1JOooq0eXSF0QEpp957va2Md9Xdyva2Or79X6TXag0kdp0D7uj1TADLae+kabUc7qlcB1Us23GwztKI12rZsAD8SaPd2bFJK3cN6dQiTkFk16OuNbmriadl+/DJ6YeRrtC211b0QbRMmg0eF66Qp2jJ0HQ/uG73sgyelvp9mvT30Jygn2PUC13GBfDM0819kGddKNHV8NK+9UYUDbYapAErtvWsdB9ptT0JK6HrUqrYJqD7apLxVncpXFVLKUNFe67+9l+tQjXa9uBlaEDRONYMa7Qo/azNdvN0p9x89DYjG6uWnjpvlFP2mjnc8P1Vps9UDhmZoKs254Tr6PHZ8NVisZdQqRhVte2p2WQPnOIfOLMF1BK7erQLtRHsvw+gNCGq0K1RNVRoqKdr9uI6rR6sZWsR1vLfr8vC5ZZxfUv3Qh1GjTcc9Ci7Z3dTE60C7j+yiXhj1QNu8f/Vlhmap0TZTx23r9n11HwTM9l69bbtIH23zO1tOsCvhUI12Xuq4oWiXcanYSpKYauBAm2EqgPon33N8drg7kgEpN0t9BhPdQEHDZlC0W56vB4Jl12irWsP8QfgwFe1I6njpruM+hAjqfEsO1lZLTB3PUrTblnpAGgSSQ67pzE3GOllmaKai7TppLajC38scgD16dgmXbhvHRKNm3b946nij4tRxUseaNTfzntPSfctT+mhnGCaZ5zNeo14UShu/Yd9MpZOgxCiZoXXTR5s+z/mVag1A9cTMCExc2Cirj3bHsh5aneMIa/03GRgC/aWO+xKZJTdExFekjEBb12jnB8/Rkp5yFW0OtKuFA22GqQAaoN99bG7dGqJR0FWlIZoOGl2BZn1jm6EtG2nH/bX3StZoAyikapOCPYz2XmXVq9ro+BJ1x0HNFQNOHe9vUO75MnWAbWujFGYvqL/rRq/pjhcNtO2KtqdNBmuOYzWhi/bR7vaI0jl0dglX7pzUgX5ajTYpU3XXvn+DQkK1CGrWsmu0de18To12fh/t3o7ti0cuYHqshidePDNU13FvBByUupnMG1aNdqhoV7rZ0vBKul9kuY67aX20JRKp4726jlPpVdbbzf9TZQSnnpRwRdBHO8dIztyvMoaM0vJ/hakGDrSZTcl/3XUCb//kwcq2t7jaQbPmYGG1g8NGn9z1gpRSB11VGqKFqeOhor1RzdCWg0HyzqkGFlZ7bytjTk4AYdBcRG1NKNpDMkMrW7nseKpeuZaSHt0P5sTTUp/fjbYnU/ePAgPz1NCg1gxGW4byHTVDS66z1fG1yWCR9l6l9Yv1JQ6fXcKVO6f0dRr/zHWaKKWO15zSJ2CykFrRLlajnfa50TmznX96rlHrPdPiS0cu4GmXbcNEo8btvXLoZjJveKnjtP3RjLQ7kQC592siOsEXnaxyHWFdt4REkNyj74m97ILnh320swL1shVtzw/N0PJWJy3npx+4Rnt4cKDNbEr+8XNH8I93HKlse0trHTz98m0AgLuPzVa23aKYN95+61C72q6lj/Yo1mh/6N7H8YaPPJS5zHIQCO/dMhb0xO3tOMOU27CPNlAsHZ0mMXSNdpWBthGJDKK9V81V9cplr7tcRdtPHWC3DZMzgoI410yvJnMu3ZM1SB23rHet46NZC83Q7DXa5u/lDMAOn1vCStvD1bsndS1kvP66Ezu2uiPQ8vzKMn58Xw3WGzUnu71XToufeJBgok36cnp1pzG30sbDpxfw9Mu3oVl3hpI6rmu0R2BwHu1ssD7N0LLawY0CttrqXrAp2qHruH3dvlRGYoCROt7DTkiJgn20k/fiflDlPqrOPN91PPq+Mratfx/Ra29U4UCbsfK5Q+dw7/HqjbuWWx382nvuwqn51YFu59GzS5FU3kHi+xJLLQ9PvWwrmjVnXTqPm8pmlanjbaNOkwKCUUwd/9C9J/H2Tx7KVGpJDd07Mwag9xZf8QBlqhtFu7M+arTbJf+j73iBMZhrV237gVTEsbrTd6Dd8WV6myiLMppIr645kcDHzTFDMxVtJ83J1zTJKenUffT+UwCAr752V5g6HvtexycRKCCvSm3xqb1Xzc1u75WjaNM5s32u9PmptnPdf9e+8tgspASefvk2jNVctDy/8gBNK/brtOTJpBsFkl6f78Mvoxdot0Y11oko2iX10Q5Tx4N7QmofbfWdBUwztO73wXQdzzRD84pfT0UgXwiB/GyAaGDc96YjnxQr2tXCgTZj5dfeczd+7wMPVL7dzzxyDv925zF8JBioDYKltQ5OL6z1bWxUFEoZ3jJex40XzeDudRhomwFilanjHc9H3RUQIgy0y1BZHzq5UGnmQMvz0fJ8HDqzlLoMKdp7gkC71wGezgIgM7RAnS5Uox0PtIdUoz0IRdt1HNQcp/S0dJp42jnV7N8MzZOpAztthmZJGdQtsALVF6D0x3QzNM9XaephjXaaol1uiiIAfPi+k7jxohlcun0C9Zo9dVxPGBmTCLblBoUvoe87vky/JrXreMrrWYEoPdes9VbScODUAgDgxotmMN5Qn2PVpTV6YmfE+mgXTh1nRbsrIhk3JSnaOiskWLUyQ0sSqdGmQLsnMzSjj3bG+20dIPrBC8zQVI12NubtpExFO62EiBkcHGgzCZZbHTx2YRkPnVqo3Ljr7kBFf/jkwsC2Qf1d1zp+JeY7FABNNet40iVbce+JuXV3ozMDruUK6wA7Rq1UoyRFW0qJn/nHL+LX33tP3/tXFHIUfuDx+dRlyla0a24/inY98ncVRGu0y1a01YTNIBRtSh3fMdXsexKKgl8b9Ly1j7ah+rYNhdUR6WZo9NmaNdpSJgeWkdTxEs7d6flVfPmxWXz9jXv1PgPpZmhxRbuqOm0ZOBjntRWkiY3UGm2Z/Nz0a4ai3ct3bXa5DdcR2DJex1jwOVadPk6B1SioYGYQWLS9V/VmaNHtjxrmae0nALRNKNIzWYo2pYyH973utiulamNa7zJ1vIxOGX6QhaRqtLtQtEsYh9NYvu6K0rt+MNlwoM0kOHh6CVIC55daOLvYqnTbpEI+dGrwgTbQv7lRESgAmmy6uOniLVhueTh0ZnHg2+0GM4V4pcIa7VbH1wEjKW/9pjN/9tA5HDqzhBOzK33vX1Fon7MCbap936MD7d7Oc2qNdoFAO6loV5u9QJStWprGYGUHahRo75pqlNDeKz31t2NRtONmaI2aE2kDVnPTzdBI+TRrtNU+xAPtcgd0H33gFKREItCO12jH1fpGimnaoDDbewHpgbauiU9LHc9StHWg3ZuiPbvSwpbxOoQQGAu6MlRtiEYfxygEhtRbHuiiRpv7aHeFOZnRXx/t8HdajTTuCbZYkL6zQFij3e09i057t2ZopbmOB74a3ex2GZcKnc+665SSis4UhwNtJsGB02GQ+9AAleU4Ukpdv/zQycGp6ZFAu4L0cdrGVLOGJ12yBQBw1zpLH48o2pW29/L1QFybofWp2PzjHUcBKKWiKmM3Gozfn6VoB54Ae7ZQ6ng5NdradbyL1PHJ5pD7aA+ivZfroO445ddoB9+H7ZONvu4Xvi+DFOW01PHkAJwGtRFF21jOdRw98IybrCUVbfvA0qag98OH7zuFK3ZMYP+eKbV9qr1OSx2ntPgU5XtQ+FIN1sOSFft9z1S0bf+TshTtMHW8txrt2eU2to6r7JPhBdqjpGirQKbuilwfCPpsqu6jrQPtEah5t2Fexv2M0TqRgD34DgWro3taHN9X5R5A+NhtFk44Ud1djXYZ/1d8Wby2PNreq7zU8brrsKJdMRxoMwkOnF7Us4WDVJbjHJ9dwbmlFq7ZPYW5lTZOL6wNZDtmoF1FILZoBNpX7pwEABy/UJ3aWgRTBay2RjtUIMjYqeX1vv3TC6v48L0nsS8IZk/ODdZUjwgV7fTvC11re/tUtOM12s2ag5ojsLiWH7irvsphK7Wh1WiX/I++4wftvQaQFrfS9jBedzHZrPVloJjn3hy297Kkjuv2XiKiaLsivA7i66VJlaYOtKP7QfglDujmV9v47MGz+Lob9+qBcGp7r7TU8U5FqeNQg/W8CT7zO2L76Og5a/27oWj3kmkxt9LGlgkKtNV+rlQcaOuShhEIDEnRTusZH1nWG46iTadxIyja/RxCNJOGfjMUbVt7LyN1PFyut+2GruMZgbZxrKUE2r7af0cI5BVp289PH9vWSj7XaFcNB9pMggOnFnHN7insnGrgoZPpCl3ZkJr9PU+/BMDg1PRDZ5f0zXqxAufxMHW8hprrYLzuYqnC9OwiDM113JN6gA0gt9VOHu++8xg6vsSrXngNAODkgN3rCQoizi6u4UzKBNHygGq0hRCYGqsVUrTJhZrq04ZVox1PI+573eQ6nmL41Q8rbQ/jDRdTzRqWWr33P89KMQbsijYFatQ7VinaocLoOg6clJTwtRRFO25qZQ7o+lXZbnnwNNqexNffuEc/RxMB8c9c12gbkwhquWquSV2jnVOyYj5vm8QJ3eKzFe1elHpT0W5qRbviGu3gGMrOQhkE2onfzS8hGVaN9qgH2mX10Y4q49HH1A4JMqp2O6L7e1ZYskJmaOnLRrKwSkwdL1Kjbb5cRvaDjCjao3ntjSocaDMJDpxewLW7p7F/zzQeOlVdLfHdx+dQdwW+/akXAxhMoC2lxKNn1EQCEDpBDxIzdRxQAXevauagMAeTVU4CdPywRhtQQUGvA23Pl/inO47iq67ega+6egeAChXtjo+ZIIU7rU57qdVBs+ZgeqwGR5RXow2oa6tojXaz5molb22AQc3x2RUcNrJHSGFquPlqU7foPtquU3pAsNLytaLty94VxbZFsTah/bYFvrbUcd+Puo7HB25hjXboOg4kg8Wo+2+3RxXl9gNnsX2ygadeuk0/J4RAw026wetA2w0zM4DqJn/CGu1sRbvtSSP9PSN1PKN1Wq+u47MrLWybaAAAxoNAe63q1HFLf/f1ivp/4hRKjw1Tx9uVmr5mlRqMAl5JSqvVdTx4yhX2+m8JCePfHpwU07QsaBv1Aop2mTXaZMKmXMdzBe3S+17TKhq18surmGw40GYirLY9HD2/jGv3TOG6vdM4cGqhsn8Idx+bxfV7Z7BnZgy7ppsDSVs/v9TC/GoHT7xoC4BiTs39YiragKqpraI2vBuGpWibqeOAGpD2OtD+ymMXcHx2Bd/3zEuxN0gdf7zC1PEnX7oVQHqd9vKah8lmDY4jVGDca+p4LOUWUIF2UUWbAoum2/u5LsLv/Od9+LX33q3/pv0eq5cfDIftvcpPHV9texirO5gM2ist9ZgFQwFL2iRDx1ILa1N9Q0Xbj/TRjq+2lUgdD5aLDSwjbWT6vNcvrnWwY7KhVXai7opEH209iRAcm1ZsKzLo83016A1dx5Pb9XwJz5e6tVZWezSrom24jsePvwizS2bqeLXnh6BjHgUVzKzRzrvH0Gfjy2pMUYmRr9E2zmtfruOWQFtGUseT71HPmYp2d6Zi5nZpojrr/WZWRL/Xv55EcFQ701xF2/y9lNRxOm5OHa8aDrSZCAfPLEJK4Nrd07huzzSWWx6OVVBPLKXE3cfmcFNgFnb93mk8PIBAm+qzb7xYbaeKemQKtMm0arLpVtbDuyjD6qPd9vxk6niPwR+lbF+zewoTjRq2jNdxqsLU8V1TTezbMpapaJMqNT1W790MLVajrdZXK3RNrRmBdqOPSY0inFtaiwT/9M99vOGWnh7c8XzUqUZ7AK7j4w1XT5T1OkmWV6NtKtUEDY6ciKJt1GgHDrbq7+g5TdZo22u5y3Qdb3thf1qTei1d0SaFaqxWrdmXLyVgpI7b7ju0zxNBoG0PppH6Gn3mzZqjMxqK0vZ8LKx1sHVcKdpUo1116vgouWSHJST5NfEdz9fntMpe2vQVG4WJCxuelEjxKut6PUQidVwI2DTfeI22I7q/Ls02V0Ceol1ejba+3wlApCj2tv3M28eimGZoo/Bd3khwoM1EeOS0ShUnRRsAHqygTvvwuWUsrHbwpCAA3r9HBdpl3xAo0L7p4uoU7aW1DlwnTFGcahYLikwGnQI9PNdxGU0d70NlJffYmaBH9N6ZseoU7aD2+Qn7ZlIDbaVoU6Bd69ntVs/IuzFFu1AfbU/X7A460F5c7USCq46h7pVvhkbtvZxUd+heWWmFZmhA7/cMbXaWsm8dI4Amkoq24Touw7p0tWx0fckabWp7FN1+pJ1Yn/db1UUgOQqvu05qjTYpS1pZriiQVGmcRrcDi1JME0I0QWa7bv2MCRQa3DZr3ZuhUfC3lRTtiiciiLwJovVExHU8ZzLPl8D2IC2/yjrtblLHf+09d+ENH3lo0LvUFZ4vUS/QGisP8/hpNWbLvzRFO1KjnVLLnYW+p6Zk+JiY39l+r39z0lQgX4mPZBqV+P+s3mMZC9M7HGgzER4+tYCaI3DFjklcu2daPzdoqH/2ky7ZCgC4bs80Vts+Hju/XOp2Hj27hJojcF1wbFWkcC+udjDZcLUL71SzXijNl/jS0Qt4zh98HAcG+DnQoGSqWcNKuzq1ve35kVrjZs3tWdGmwRKlWu7dMlahoq1M3Z6wbxoHzyxZB8NLrQ4mGipYmxmr92+GZtZojxW7phKK9gBrtBfXYoG2EbSUrTp7PrX3squ2/bDS9jBWd7XHQq8TUR2L2VnkdYtZWqj6WlzHPQnHEfq1+IAxTB2P1mjHt1+mchIvBSFsdfnxSYQxrSxXp2jn1WjTORzPUrQzUoHpkMfqLrwuJ4Bm44F2EOxX7Tru5Vy36wntOl6gRrvj+9g+pQLtKhVtOo1FUsfvPjaHe45X3wp0ca2Dl/3t53HsQnL85RmT4/3cLmyp40Sa67ifULS7Tx0Pa7SdyN95+9jv5LB5v1M12tk7XmamkbmOhru+U8e/+S234W9uf3TYu1EqHGgzEQ6cWsQVOyfRqDmYatZw6fZxPFhBL+17js2hWXNwbdB7ldT0suu0Hz27hMu2T+g07ipqsxbXPEwHKisATHWZOv5IYEg3SAdtCri2jNcrb+/VSKSO97b9+dU2hACmgmB235ZqFW0VaM/A86XODDFZbkUV7X7N0OI12vNduI4D/WUPFGFhtWOtcWvWe3NgzqLjqXplMtYqc8Z+NWjvNaFrtPv73NL2jc6JLXXctaWOy2hrvGTquPoexRXt+ADf3J1+T1vb862p4zWLwphIHa84NToeaNsmndpxRTvLDC1L0Q7e342qPbscTByOR9t7Dc11fB0PzgntOu4Ucx0no7ki986yoMkWKfNV7Y4ve2oL1y+Hzizi1ofO4CuPzSZeo0lNoDwzNPrNTB23xZa+L7VgoZbrfgIoTKGmyYL099v8MnrFNLZUruPZy5svl/HVo38PNWd9p44fOrOEI+eW8hccITjQZiI8cnoR1waO3IBSlstWtH/3/ffjn+44GnnunuNzuOGiGX0Dv3bPFIQo33n80bNLuHLnJBxHYLLhVqJoL611dIAFAFNdmqFRgD3IAJgCri3j9WrN0GKu4/2Yoc2ttDEzVtcK356ZMZxdXCs9qLPR8lQAe8O+GQDAnYfPJ5ZZbnla0Z4eq2GhQN9rG3Q8yRrtIn20fa1w9lMPn4fvSyyudSLBi67R7rGncBYdX6LuCp3SWDQoOD67grnl7PNmtvcC+k8dTxtgUxAXHdypRzN1nL4fni/1ta4C7ej6Us3QYtsOU7j7Vzroc4hjprzr7WpzHrV/2uyrIsVWQtVKNrWbd76indUr2/YanU/6DLq5F82ttAAAWyeoRns4qeNZ7cvWGx1fZUjVC3Q2iATaQ1C0gXxV2/NlZe3uTOj/gu16Nb/jfZmhWRTbaOp4ct3k2k2kLZdFsr1XRqBt+f/VKzJYlRAimEjIU7TN38tTtNd76njHl2iv4/3rBQ60Gc1ax8Phc0vRQHvvNA6dWSpN+Toxu4K/+fSjePcXH9PPSSnx4MkFPCEIUgBgolHDZdsnSlW0fV/qQBsAJpo1LFfQympxraPrO4GgvVdPgfbg9pUGwYNWtOdW2njF392pjctaMfOkftKZ51famBkPz/O+LWOQEjid0te6LKSUSil2Ba7cOYmnXrYVb/7EI7iw1Iost9zqaOfqmfF6X4q2IxBxdp5q1rDa9nMH8hFFe4A12tQizhyoRGq0S1e0qUab6pCLrf9H//oOvOGj2TWQ8RrtXr+HkQDaMnAisyxbyiCpvg1jkERpsoAKxFPN0AIlVLf3SumjXXPzB395dGKlIISq0c5WtCkYrc4MDdHUcUsmTdIMzdJHO6O9VzzQ7qZkghRt3Ue75kCI6tt7hdfb+m/vZfbRzgomfF+qGu3J6mu0ze9YXvDW8fPv6YOAvoO2/w+qrWD/oUNE0TZUfiBD0Y6ljhdx707bLk0WZH0ly2zvFXZZUL7puauLtPfqa9OR1anU8fX7XfZ8GXG23whwoM1oDp1Zgi+ha7MBZUrW8SUOnS2nn/Z/3XUCUiqlmmYST82vYW6ljev3TkeW3b9nulRF+/H5Vax1fFy5SwXaykCqGtfxKSPQnm7W0Or41n9iUkqcW4wGhmSENlhFW61760R+oH347BI+cPfjPW3noZML+Mj9p/DloxcAhG7RRLPm9GyGNL/a0WmWAHSLr5Nzg3XNpwFdo+ZACIHf/46bML/Sxh988IHIcktrHiaMFm8Lq52eApuOZaAzVdARe63jhTXaA0wdJ9U3kjpupOGWPWMd9s/tLnX8+OxKbtoo1WhPNkjR7q9GG0hxqLbUwsbrmFVKbNR1HMhWtKk0gxScZI22eqw7Tt8th8irIE4jI3U8rmgPKssiDjkYh2Zoye3Sc5SJYle01WOaGZoQhqLdxQBXB9pBjbYIJgVWKzo/RGj2Vulme4LMNc0SCxt0ndO57bUDRC90o1T6fneTM2VB/4Nt/x9MA9N+2gGax65dx4O/Xcee0u3L6ASzK0TXQSitlu6dRVPH+1WBzZIvSn/P2vagFO31nDoupWqn2G2HhvUOB9qMhlLEqU4aAK7fq1RmM+CVUuJD9z7ek/Lwvi8fhxAqaDwaGJ09ELiaX7cnGmg/Yd8MDp1ZLE3huCcwXNsfbGei4WK5xNTxtH86S7FAOyso+vgDp/HcP/wETi+EtcUUaA8ypdtUtFdyFLu/++wR/OK/fqWnIJH+cVMg1vFkLHW899ZPlDpOlNlL++TcKn7kr+9IqNRAqHpRgPGEfTP4yRdchX+78xg+d+icXs5UtKfH6vB82ZOxEdUjm0wFngN5Knlc0V4b0OiZjNlsqeO9KtpSylRzRFJ3KZgsMjhdbXtYbfu5A6hV3d6rvxrtvEGbZwlo4vX4lIJNAxIKwG0plKTQUmq0NkNL1GiHina/45ss1/HUGu1g8TA1ejg12vb2XuE1C2TXaNsuafqMKGunG3VydkV5Tpj+HmN1dwiu4zSxs/4Hv0X7aNO1R140vXaA6AXze5p37xmaoh3cO+KdAgB1/yijRtv8fGg9OoNH2F3HJaKtxRzRfRAadu3Id04vM3U84joeHEPWrptmaWWYjtPu19axGdoolal0AwfajObzj57HVLOGa3aFgfaVOydRc0Qk0L73+Dxe+Q9fwp/f8khX63/g8Xk8eHIB3/W0S/TfQBjEU1BP3LBvBr5EaWZstx04i8mGi6dcuhWASuEuq73X/Sfm8YTf/pBVgV+ypI4D9lrPYxeW0er42gANqKhGm8zQJupYbnuZQfSF5RZant+T8kSDBgoI276fSB3v2QwtFmjvmxkHUE5rtK88NovbDpzF3RYHWK0c1sLj+IUXX4tLt4/jNe+7F4CahFlueRg3arTVPnd//Zkpw8R0wfph03W8n3r4PBa0ou3ra8lMHe+lRvvOIxfwgv97Cw6fTRqlUOp4TSva+cd1YVlNmmSpMm3PR9uTGK+7qLkOmjWnDzM0Y9BmOf5QqQ6XI0WUFJCGrvWVqqWZGwba8WOOK9randy3B7yu46QOOv/4ww/i3790LPcYO2l9tF0H7U4ywHeMY6MAabUq13Ff1WjT+bHdz1pa0c7qo02DQ3tauWO0YOtGnZxbbmFmrB6ZVBuruZV6aAD5Jn7rCc83+mhn7K/pSzAzVqtY0TZTgrPP6dBqtDMUbc/oLJDnnJ2F1VXbUJvtruOAQPh9EEJ0nYWja5UdqjNPX7ZMRducRKA686w1+n6xFmTdbr/hrt8abV2mwqnjzEblc4fO4ZlXbEsEPlfvmooYolG7iXd99khXg873feU4XEfgF792PxwBPBAEpQ+dXMDemTHdlom48SIVeN9/opw+3rcdOIvnXr1Tz8ZONWulBa8fuu8k1jo+7gpUc5OFeOr4WHpQRC7oRwLlbq3j4Xygoi4NsEbbNEOTMltVmg0ClF4mKWgwS62tOp6MpI73k848t9KOpI7PjNcwXndLCbTpOj9tcX5vxRRtQJkn/dCzL8eB04uYW2lr5dpUtAH01OLLbK9CTGVcU5F9NRTtZs3VJQNlQxMpUiZnqcfqUXXzf+55HN/9F5/JzZCgz/H8cjKroOP7qDtOVwHNhaW2fm8apB6S6/Rks9bz99DcJ9s2w/Ze4XOmag3ASI33g1rJ9NTxtY4PIcL3pJ0bnTruptc7/udXTuA/vnw87xDR9qOlIHq/Ld4LthKIZq06xVZNYgidkp1Vox320bYP/gF7rafnqc+v0YMZ2uxKW6c2E2P16lPHR0ll6hiKdjvjPNHn6AiBmfF6pTXaJvk12nKoinaaGVqtbNdxHWeHGTy2VVO5B+E6vbT36kbRLj4pkodZBkSHkLVtibBkqIzUcfr/WnfXb+r4KPlBdAMH2gwA4MzCGg6eWcJzrtqReG3/3umIqnzfiTnUXYG5lTb++fNHE8vb8H2J//rKCXzN/l24eOs4rtw5qRXtB08u6HZeJpdsG8fMWA33nei+j+Tcchtvu+URPXg6cm4JR88v46v379TLTJToOv6ph88AAI6ei6a2SikTqeNZijY9dyRYz+n5sF57kEpGy1Mpn1SHmmX4RP1du+kFTsQV7U6sHVCz7vR8nPOrUTM0IQT2bhnD4yW0RaPgymasZlO0AeDSbRMAgOMXVvT7zRpttc+9KdpuSo123mcSdx0flFpi7gep12bQYgYsdx2bxZ1HLuSm0dN1YRvweIG6S9dSkRl7mjDKOgW0T2MNCrRdLPVao51nhmZp7+VJGVE0KTBtdVTKu04dFyJxXpRBnxNRjIHk4N5MHU8bgHm+1KU+mcfoJSeBAKUexQdPvi8R91Qaqw/OCT+OcjBWv6d5QyRcxy0XS1Z7L2rBRp9bt+29to7HA+1hpI6PmqLtoOZk99Gmz0op2vWKXceN73cBRTueCVIFWYq2H1zTQqCvnGbzHkhBIJ2ONFduX0Zdx3tLHVePNPGY6TpepqIdbNdxhM4uykwdN+79/ZpUArHU8TJy0QcAZXqxos1sSO54VNWSPtsSaF+/dxrHLqzoIPDeE/N4+uXb8JyrtuOvbnu0kAL5+cPn8fjcKr79qRerde6bwYMn59H2fBw8vYjr9yUDbSEEbrhoBvc/3r2i/Y+fP4I//vBD+LcvKHfzTx04CwB4wbW79DJTJaWOzy63cHegZB+JDUZX2z58iUjqeFabIKoZp1pUs754kKnj7WBQTgPKrG2RSU8v504H2pRa7EfbAV25cxLzqx083qWB2VpH1dtuiQ1M986M4VQJijYd6xlLoE2D50YsZfaSbSp1/diFZR0katdxXVPd/QBPOTvHUsdpfV0o2oM1QwuPq6VTolUadKOmZtRpgEODutmcNls0+WMb8HR8lRmhVdsCM+I0YZRVe7raiiqak43e7xl5PVltZmi+Hw2067F6YppwUanj0XWaZQJAeo22duF1nNSBX9uTOH5hJbe2Pq2Pti11PK7WA9Ur2o5OyXftqeMJ1/Gs1HFLYOAHqePBPa5bRXtL0H6KGEagTcfVr6JXBaRo13JqtOm74roOZsbrlfbRNm83Rdp7DUPdo++CbSK2E1zTaXXURfEsNdqmUVkR13FHdF9vbE4smtu27qPv6//r/XoUhH20k/tiQ0pjMqCEr56paKe1mBw2dK2PwqReN3CgzQBQaeOTDRdPvGgm8RqZhz18agEdz8eDj8/jxou24GduvgYn51fxvq/kpxR+8cgFAMALr1OB7g37ZvDY+RXcfWwOLc9POI4TN+zbggcfX0iqML7Ed/z5p/HuOx+zvo9csd/xqUPoeD5uP3AGF28dxxU7JvQyE41yUsc//cg5+FI5mB49F60fpV7JU0YfbZ06bvnnTo7GR86r9VB9tuuIgbb3ank+6jVHDyiz1MV+UsdbOnXcULQNWesZl28HANx5+EJX66Va55lYoL1vy1gpZmhLGYE2HVPcbZkC7eOzK1oFDftoU+p4r4p2LHW8qdaXpWj7Qb1f0zBDG1iNtrEfFJxRbTmdJ3IWpcAhL31zpR0G7HFUjXaXqeOkaGcsuhJLHZ/qoyWgOVCz7Z82nYooXogEo41gcEjnrGbUaCfN0Hw0auF9x9GTEHFFG3pdaQN/z1cK+onZ7O9SO1YKQtRrSTM023U8Vu+960C3SITqWFrqeLxG2546Tin/dkXbdYQerHczgJxbbmGbJXW8qvNDrLca7S8fvYA//OCD1tc839f3mCznYjONd2a8tm4V7Y4vB3aPziK/vZcIWlSVpGgHieI6ddzStktKCSlDTwdA3dO63YV4t4OsY2j7MmzNN4Aa7bzl3RLc3cP1qcdGScczCMJ7DaeOMxuQOw6dxzOv3G5VI8gN/OGTCzh0dglrHR83XjSDr752J27YN4O/uf3R3PUfOrOEPTNNHWBQYP1fQZB+3Z5kgA+oOu2VtodHYwZID5ycx5ePzuLD951MvOfIuSXcd2Iez7tmB45dWMF/fPk4PvPIOXz1/p2Rm/RU08VSq7cWSyafevgMpsdqeOmNexOKNgVYVEMLZKeOLxmp41JK3Zrqsu0Tg1W0PTVzO5GjaPu+1AFRf6njYY22mWp6/b5pjNddPTFTFDKziSvae7aM4dT8at//qOhzNN3gCTqmeOr49skGxusujl1Y0cEZOVfP9BFoe7EsAMCs0U4fMLZi+znIQNu8ttuGUltzjBZcwfM0qMtTtFcyFW1V+hCaoRVJHc9XtHWg3VDnbKKPloBm2rBtgN22KdqBmRZBkxS0X46RFp5UtD27op2o0Q4HnmmDTlo3TQCmES8FCfdbJNQxX9oC7aprtNXvzbr9u0DfbXIdT1Ot017zfPUZ9apoW1PHKzKLI9ZbjfZH7j+Ft3/yoPU1bYro5Cna6nPQqeMVmqGZX7G8eMLzZU/Gkf2SrWj7cINgsZ898yP3ueij4yRVXLPHNuGI7q9LWk8RtdjzJJp1e1vEbqHjdUToOl68RruvTUe2pfuHr5PvswmboTEbisW1Dj7x4CkAwNnFNRw4vYhnX5lMGweUMjfRcPHgyQVdL33jRVsghMBLn7gXD51aiKg8vi8Tg6VDZxdx1c7QzfwJ+1Rg/f67H4frCFy9e9K67RsChT1ep/3ZgyrV/a5jc4lA+QP3KDX7D7/zSbhuzzR+9/33Y2GtE0kbB9SgWcps9TYPKSVuO3AGz7t6J67cOYnZ5XZEmaPAmWqfgez2XlTLu7DawexyGyfn1jDRcLF7ujnQQHut46PuOhivZ9doL6x29E2/PzO00HXcTLmuuw6ecunWrgNtOuem6zigFO2OL3HO0parG7QZmkXRXtOKdjRoEELgkm3jOHZhWZvcTcRcx3tKHbcogRN1F0JkT37QflZfo+3rR7NeNQy01et5ijZd/7bAOBxgF0/zo1ZtWQMOSvkf04p2774Okf7YlgFW2EYpGpC7lkCbzhkNFh2RVD1asdRxN0XRpn3Jau9F+5RXp9327TXajZT2XvHrWCnLVdZok6KdkjpeoI82nb+0INx1YNRoFzs2L5jQTKSOD8F1fL3VaFOGTJpXQ80VQQZF+v7Sde46ygxtYbVTWeARbe+Vfj3onsLDMEMLxkQ2Qzn63ooe6qMj67G6jlN6dbI2OVSEw3U4FuW76HYdx37fNOn4Uv+/7Pf68Ixjo2PI2nVzIrIcMzT1qP9HrsM67fWWPVMWHGhvUt76iUfw8nfdiX/+/FHcceg8AOA5V223Lus4AtfumcbDpxZw3/F5NGsOrt6lAuP9e6YhJfCw0Y7q7z57GM//o1v0IEVKiUNnlnDVrjCY3rdlDDNjNZxbauGqnZP6Zhbnmt1TaLhOok6bAu0zC2s6vZr4wN2P4ymXbsWl2yfwMzdfjfnVDhwBfNXV0YmELGXZ92UhpfvgmUWcmFvFV+/fhcuDtHTTEI0CyogZWiO95/HSWkfPdh49v4xT86vYu2UMk83awPtoN83U8ZRtza6EAWtvNdrqnC7q1PHkwPzpl2/D/Y/PJ4L9VsfH973js/j7zx5OrJdS/0wzNEDVaAP9t/jSZmjza4nrIk3RBoCLt40rRXstqmhPNFy4juhJSYmn2wPqOzrVqGXWaFNqrFmj3fZk12r/a//rPnz0/lOZy5jXhlmj7bpCT0jQ8ys6dTx7MmQ5WC7pmi21E26oHBZJHSdFO33ZhOt4o6Y/y24pWqMd77NrKjj1WOo4qd01J+kku2bU49My8fWrv+n19EEr7Vvc7DG5nHJ/j0P9v01sgXbVinbEDC1D0R7XirYtlTZcXxxPkut48esSUBNwUsKiaDuVK9phn/D1kc5J5zCtF73rOFbzPRN6zXWEzoLqJUOrF8y9zgqg6PA6BcciZZKlaNNkhhD99XeOfH4y8qCVXJlcJJLh00udeDyFO9N13PdLU7Tp/Y4QukVZZgAtUWqgrdt7Bf8TbC0mh816m9QrCw60Nymvfsm1+Jr9u/C///0e/OlHH1L12RdvSV3++j3TeOjkAu47MY/r907r9EBKAX/oZBgI3/7IOZxdXMMjp1XwfX6phbmVNq7cGQbaQgitatscx4m662D/3qlIi6+O5+OOR8/r99/1WKh2U9r4N920DwDwzU/ah8u2T+Cpl23D1pg6QHXTy7FUUM+XeO4ffhz//Hl7/bfJpx4mk7WduGy7Oj4zvZLULzN13HEEJlMcz5fWPFyxg9azjMfnVrB3ZgzjDXfA7b081Aukjl8w0nv7MkNbbYcBUmxg/vTLt8HzJb7y2Gzk+b//3BHc8eh5fCaYZDEhNTRhhrZFBdonujRXi0PpwittL3HcOtC2pMxeEgTaWtEOMgaEEJhq1npOHbephlNjtczBYksr2mHqOGAfTKWx3OrgXZ89jI8/kB1oL1gUbarRDp3Bu6zR1op2MmADEFHLiwyKQtfxDEVbp46H7b3o8/9/nzqEb3zTbYUHYKaRmC01rm1MSBCkiBLx1HGtaFtSx5OKdrDt2HI6dTyj7Qt9VkcyAm3fl/Al7K7jrpNQx2xmaFWmRlN7L0B9F9YsAT4FHPT52wLlMBC1K9pOJIuj2HeNyhqS7b3czNaLg8Bm0jdMtDu/NSskvMdktfcKe8cLbUxZVfp4tEY7fTlzoqDq9PG1jBptL5j8S3MGL0o0dVxGnhMiGWDS7+YtQ6WYd7cPZgp3XqDuGYp2Wa7jlA0A5PTRjijafW06so5uDEOrxtNZXetv3/qBA+1NyljdxTt+5On42hv24NCZJTzjiu0JMyeT/XuncW6phS8dvYAbLgoD8su2T2C87kbaf91zfBZAmO59KKivvnpXmDoOhOnjaUZoxA37ZnD/iXl9U7/n+BwW1zp4+fOvRM0RentAmDb+DTftBaAGj//8iufgrT/41MR6KR0wHjg9PreCU/Nr+MLh85n71fF8fOCex3HVzklcun0Cl5GibaRXLuna3KjSOpnieL641tHn4+i5JZyaX8PemTFM1AebMtj2JBq10HU8VdE2ehj3ogCYZmg0eIinXD/tsm0AgC8Z6ePnl1p408ceBgCruRm5xsZTx6/eNYWaI/Dlo7Nd76uJOSkSN0RLa+8FAJdsm8DcShungqyLiZgpXi/nkAaTcfJc9NdigXazh0D7kdOLkDLfAd9U1slt2vOoRjuWOt7pz3W8Ywyau6mFLWSG1or30Xax1PIgpcR7v3QM9z8+j08dOJO7rfh+WxVtSy0sKaIEnTsaCLta0baZoXmRTCE3Ja3erN2zDegogAaSXRVMyHzK9n+k7oqEOZXnR+vPgUCxrSiQ9P1w0J6uaKsDz3Qdzwi0TRdsc315kCO+PdDe3DXa5sRdHM843+2M/dXlEkHqOJA/0VcW5m5lBTvm+a46fZy+C7btUsu6vl3HjVXTerSiTanjxvJ0ewu7UNtN0/KgbbmOgONkt85qG+ahfddoG6nvNJEgMz5WCbOOvDxFm+7P6+X7bMI12syGo1lz8ec/9DS8+iXX4lUvvCZzWQr+yAiNcByB/Xum8FAQaJ+eX8WpoPfzfYEKfeiMUrbN1HEAeELQ0uv6vXYjNOLGi7bg3FJLr/ezh5SiefN1u7B/zzTuPhYq2u+/S6WNX7ItdBe/eOs49m0ZT6yX0rnjQcNj51ci+23D9yV+49/vwRePXMDLX3ClXt/OqUZu6jig1Edbmu9yq4OdU03smm7i0bPR1PFB1mi3OspMaiKnj7Y5GOlH0V5sdXSAFzdP2jJRx7W7p3CnEWi/4aMPYanl4amXbbWmgYep49GB6WSzhqddtg23P1IsGErD7IUer9OmY7IFGOQ8fuCU+n6Ytfq91qPaUm6BQNHO+ExSFe0u9oG+53m+BouGOkQBVtv34Tph6jidt7U+Xcfpn3PdDdt7FVO0uzBDq4eKtudLHDm3rCcX0zofxMmt0U5p75VlhuYainb8mFuJ1HG7I3vYV9Zuhmbu62Pnl1MHprRe2ySQNXVcJieMVK10NYGkNNt7ufa+y7qPdt2uapETMpAehLsidB0vGjDRhOaW8WR7r8pdx+X6SufU35MU5/6aI1B3nMzsAVqHE5ihAajMeTxSd5zxUQ430PaCR7sfhhO4jvcT/5n3GjonZnuv+DK2Gm3RQ3svWl6I/BpvpWhHJ4Z7JawNN2q0MzRtU9Euo3RAGhOq5v6sJzoZZSGjDAfam5y66+DVL9mPZ11pr88mqMUXgEigDajUbxqA33NcBb0TDTeiaDdcJxL8AsDX3rAXP/jsy/Dcq+0mbAQZotG6P3vwHK7fO42dU008+dItuDswRLv72Czuf3we3xH06s6DVIp4CvdjF1SgfPDMUuQG9993ncA7PnkQtz50Gq9///14zxeP4RdefC1+6NmX62Uu2z4RSa/UZmixQHu6WUtNHZ9s1nD59gl8+bEL6PgSe7eo1PEyFe3bD5zFg0a6f8tTg3KdOp4SSJGB1Fjd6csMTcowsLINzJ9xxTZ86cgF+EEK+T/dcRQ/8pzL8fxrduL0wmpiEDW/0kaj5mjTKpPnX7sT952Yx7nFpJFZURbXOrr0IR5or2Uo2hdvVYH2w6cWIYQ6b0SvQUXbUqMNIDcVPb6fNPjvJtA+EJSD5F2Li2sdncZPKZyU8h4aQwWKNrmO56aO2xVtGnCr9l7RdWehFe2Mw6d9G2uENdpAmDnzgmt34qP3n8L5AmZ75jVrC+516riZWirjZmhUox3WmAKAa3HfjffRTqv3iyradpUQAPbMNLG41kk9Vh1op/TR9nyZMHobqqItw0G7m+JS3fbU5JCua0xkA4S/2wau1Ac9Xi6Rx1yqoq0MDKtUo9abot2yfE8IU9H2ZbrRlVluQvepylLHcybc9GvGcoMyrUyDvoO2AN8PJsj6NUMzvwt0qGb9NBBzaA9+Nz0r0vptZ0FjOnJOz07fl+F3v8/AlD53V4SafNZXSsrwnl3Gx0/bimeUrSdCRZtTx5lNyK7pJnZMNuCIpAJ93d4ZnFtq4czCGu45PgchgG+8aR/uPzEP31dGaJfvmEiocNsnG/j977gpEYTGufGiGWyfbOC3//NePHxqAV84fB7PuUoF50+6ZCvmVto4cm4Z//C5Ixivu/iOpxULtKdSzNCOBemRi2sdnSbc8Xz86nvuwh988EG87G+/gHd+5jB+/HlX4NUvuTby3su2T0RTxwNzs4lYADjZTKYNtzo+Wp6PyYaLy3ZM4NAZlXJPqeMtzy9tZvs3/+MevO2WsEVKK3Adb9YcCJGsWycoGLpo63hf7b2AMGi3KcFPu2wb5lc7eN1/34fvfftnsWu6iVe/5Frs3TIGXwJnF6OD/fnVdqI+m3j+tTshJfBpS213UZbMQDtmvkdBnb1GW00uPXJmEZONWqS9XKMPRdtWBztdWNEOXcfN54tAE2p5vaQXVzu6B7BpXmRTtGlQl6copbmOd3TKcpiimxcUmG3qMhXtROq4ume8/+7HcfHWcfzWNz0BbU/ifV8+nrk9tZ/hPtn7aEu9b0S8jjl0HY/WaNvM0OKKdprruB54WlRxIPycqGtEWvp42/gc4tRr0c+cjs2maFeVGi0RKto1137sLc+PZEokJnli2QdxdODndJk6TjXalvZeACpNH6fv13pRmULVy6K2BtcUfU/SemmbDtBkoDmM1PGs+5R5viuv0e6k12jTfVz0WaNtDmXi66F/pdFAO1SiCaeHYN9UlvMmCzpeUPPviL7rhk1fAJ06ntXeS4blPpslddxbZ/easuBAmynMDRfNYP+eaV3HS4SGaAu459gcrt41hWddsR1LLQ9Hzi/j0JnFiBFat0w0aviHlz8bax0f3/62T2O17WsH8SddsgUAcNsjZ/Ffd53Atz3lokSdbup6m/Y06WMXQuOsR4L08YNnlrDa9vH6b7sR//KK5+BvX/ZMvOabbogETgBw2Y5JnJhb0f+oFtY6mGzUEsqNrZ7WVL8v3x6eL1K01b6WM8CaW2lHFHWqRRJCYKLupm5ndrmN6bEato7X+0odB0JF0RY0PuMKlWHxrs8ewYuu343/+fkXYOtEA/sCc7PHY+ZmcyttbWoT50kXb8H0WA2359TS/vBf3YG3fuKA9bWlNQ/7to6h4TqpNdq2CYOdUw00g37VE7HvTa+p47b2XkBwTWUq2jHX8eCxm314+BQF2vk12tsmVdqrVmo9ibpZox38MyXzq/w+2l7kfUSkRrug0YvZpi7PDM0cuJOB4gOPz+NrrtuF6/fO4MmXbMG/3flY7qAzrubGsSnaeX20w9Tx4op20kxOPdZcJzVYBIArg9KfNOfxMHU8+T2wpU6TqZJJlanRvgxrJV3LRAUQTFa4Tuq5izvEJ7ehjpG+a8VTx+3mjmO16ERLFWhX9R4Hv0trnVJTn22mgYTnySCzxV4moZfzw2t1XE9eVHXdZd8HbK9lGbsNAjoXaa7j1KKqn3DIvJ7oN506bjFDo3pm857RS+q4qYwrRTx7sqPmOlazyW6ht6uUdfV71hqllMaEQxmBtnqk8dZ6DGb1JNo6VNv7gQNtpjB/+F1Pwtt/+OmJ58k1/MGT87jn+BxuungLbrxYqd53PTaLo+eXcVXMCK1bbrhoBv/yiudgolGDI6B7fu/fM41mzcEbP/owVtt+JI07jylthhar0b6wjMu2KyWSVOV7g7T1r7p6B55z1Q688PrdieAZAC7fPgEpw2B9aa2jWzpFtm0LtFthPfdlO8KacqrRBvJTdosgpcTiWicywUCKNgCMN2pYadsDttnlFrZO1DE11lugbc6QUwqqrR3QFTsm8NNfcxXe9P1PwV/88NOwY6oJANg7o85LvE57fqWTqM8maq6Dr7p6B24/cDbzH9adR87jTz7yMG6LBeSUaTDVqGHXdDMRaGe196Je2kCyfKBZt/fuzcOmBALAVDP7M0nUaHeZOj630tZGdFk12r6vrq/tgcs/DdY6QY123LCsqOv4corruK7R7iJ1/IJh6pcXaI8b2SgTRo39C6/bDQD43mdeigdPLujSljTMfUozcgKitadxRZvaRCVSxx2RSG0sWqOtlQ7Hbm5E+3pl0A0hrZd26FVgr9FWy0QnEWx9tFue33NQ1w3SaO9VSxlIU0lN2nUVqSEtoGgXHUDOrrQw3awl0vC1ol1h4NWvov2tb70d7/jkwfwFC0ImZ+nmc/npsWGNNrqeBCmTooF21Q7RNClLRpYmYaDdvRFZZD2W+mvfUJvNvyOvGbcMV3SfOh66jue3B/OCmv+aI/puh0X77wqhZfms8ydhKtp9bTpYoYQQ6W0e1wPcR5vZ9Fy8dRxXWJTpnVNN7Jxq4LYDZ3F6YQ03XbwF1+6eRt0V+PB9J9H2ZMIIrRf275nG+171VfiHlz8bW4K01Lrr4MaLVOr6ky/ZgpsChbsIE7q9V6xG+/wKnnHFNkw0XBwMFO17js9houHiyp3ZEwbxXtpLa17CCA2wG1ctBQH/RNPVrcJqjsDOyabRdqv/Fl+rbVXjZwbtbS8clE82MxTtlTa2TTQwneNwnYY5UKXUcZuiLYTA//6GJ+DbnnJxJGsgVLSjgfbcSnrqOAC84NpdODG3qh3wbdDg6xf/9a5IML1sOMfvmm4marRDRTt5HECYPj4eKx9ouE5XadtEO1Bt4tA1lRakJGq0tet4scmbR04rNXv3dDNT0V5ue5BSlYao/Q0H6tEabR9SSh005gfaYe91E6rnMoP4vDQ/CrS3TtQza+9W256uzwbCyZJGMHkDAN/y5IvgOiK3t7i5T5lmaLH2PzZFey2WOm5TZJOu4/bBXaS9V0aN9mSzhr0zY6ktvkJTOnuNNhANZmzu+RRI9jIB1S2qRtuYqLBlGZCinXJd5RnceVJ9fvUug7m55bb+H2dCmU1VKtr91mifml/DCYuBZa+Yng9xdB9tmsxLuQ/Qd8DsglDFNWduO/57nEiNtiXgHSS5iragtOvetxEpuwh+pWd0H21j+XgQrn7vob2XUTaQl3re8dSkgm0is1vM1HF9CBmrpFp4c5/7ge53bpeTflUS9tHmGm2GSXDd3mmtBD7pki1o1Bzs3zONTzx4GgBwdQmBNqCClq+6ZmfkuSddshUAulKzATX4a9QcLBrB61rHw6mFVVy2fQJX7ZrUivZ9J+Zww74Za8quCbX4OnJOvW/BcKs2mQrM0EyFddFMHQ/Ws2dmDI4jdJBWRur4wlo7sa6Iop2TOr5lvI7JpttTjfZaMHAFwp7cNvOkNLZO1NGsOTgZq5OeX21nlgy84Fp1zdx+4Kz1derp/dIb92JhtY1f+rev6M+GPpepZg27p5s4vRDdditD0QaAi7WiHUsdrzs9maF5vm8N6imtOa3felqNdtEB5kMn1aTTUy7dmplZQdcFBdqmm7Yylgr/0evg33Uwv9rOVDJXc1zHa27xWlhKzd0x2chUKlZaUUWbvsvPvmq7Drpnxuq4bPuEnpRLI9Ley2a8pXuIhs/5MtpHuxZLHdeBYooZWpEabU8HyPY0SgoOa47AZTsmcPS8fbKKJjzsfbTVc+bEUpoZGlBNIOkHCg9AirbFddzzUa85qTXa5ltsMbTvS7gizNrppr1X3AgNCL+7wwi0ex38+lL2NKGYRpbCTq7jNcvETnS5MOjp1hG+X8zdzlLuojXaw1G00/po11yq0e59G+b9Ku46TvcFs/0VLW1OvDui+wCYtusIdQyZgbYvUXedoEa7z0DbrA0HBdDpy5tmaGUIvH6QwdNNZ46qsWV1bQQ40GZK4bo9M9rFlVzCn3jRFj2QvipHCe6Hb3nyPtx83S5885P3df3eqWYtYvx1/MIKpAQu3TaBq3ZO4eCZRfi+xH0n5vHEi/PV8l1TSn0mwyCVOp4MtCebNbSNQAMIFbupZg07JhuYaLjYM6NSpsO2WyUE2kEgZKb/trzQXXMiw+FcpY43ctOU02h7vg7ASFVspCjBNoQQ2LdlLKFoz+co2pfvmMSl28dxW0qgTYOaGy+awS+85FrcduCskf6vzsVks4bdM0lFW6fMWlRmIGzxZaYdA0CzR0U7rUabBuFp64zXaDe7NEN7+NQCJhsurtk9heVWJzUNfzGYyKEabZ06ro1lQgdmChh2zzQhJVJd0zueb6SgxxXtUJ2iAXbeIIKuvZ1TzcyBWjx1fNtkHUIAL7p+d2S5q3dN4uDp9GwJcz9tx+D5YZuoeA1n1AxN/U7fTwpqbYp2q2CNtq7dS6lT1vWsrsDlsa4KJm3jc4gTr8un4zSPDTBToysItI0a8SwjuIYbBtrxAWD0s0qvZ9V1kV2099oaa+0FmBMRVaaO96doe365gXYr+Azik3LU771Iqj59VqqXslq+zH3MIq/cgDCvp2H10c6t0e4zdTxsX6WeM9VmINr+SpuhGevopZe3WaPtiOwWa52g64DrOH2nM9O5ou0Cee29jFr1EoJi8qRwdY32+lON6RynZaKMKhxoM6VAhmjX7J7SAQXVaW+dqOtB9yB4+uXb8c4ff1YikCnCRMONmII9FgRXl26fwNW7pnB8dgUPnJzHcstLtDWzIYRQzuPnsgPt6bGk47k2QwvcqZ9y6VY9aaHT3EtIHSfFcSWiaHt6Zn+iUUvdjkodr2NqrIalVnqachptz8eOKXUtUI22bWCexd4tYzhpmKFJKTG/2tHusWk864oduOvYrPU1szXRdUErO9q/MNPAxa6pMcwutyNKNPUgt9XsA2HquF3RLq9GO0wFt68zWaOdHZjHeejkAq7dM43JZg2+TFfCKVgOXcfDGm0VDJO6GaaN751RJQGzK/bWUWa7uTTXcUrxM7eZBmVT7Jxq5tRo+5HU8d3TY/iPn30efuQ50eyZq3ZN4dFzS4VdhOPLRVKqjd/jZmj0HaUa3TBQTAboHV9GUsf1BEdKsEgtkdL223XUve30wpp1Iq5YjbZ5nPYabQCVGKJJiZiinTz4VkcpWqnZADmO7WT4pjMtCt4vZ1fsqePDcB33+wy0fSlLDRQ7KRNu9FlEXMdTthv2jlefi+rzXs3g3oxNs2u0w9+rb++V4zoulCrbj6Lt++mp0aEZWvicVrsjinb3QWiYgq62k69oC7hO/yorfYSUdq/2JesdYXeRMlLHyZPCZjS3XvB0Vtf627d+4ECbKQUyRDNVXwpMr+rDcXzQTDVrkVTbxwIl+tLt47hq1ySkBP77LtUzt4iiDQDX7pnGl45ewHKrg8W1DqZtinYwKWAG+YtaOVWDqXf9xLPwum99IoCw53cZZmgUOC5HarRDRXu8YU8dp5ZIW8frmG7WIGV6v+00Wh0fW8brcES263gWe2eiivZSy4Pny0xFGwC2T9axkNIr1WxNRJNC54P9WzJTx4MMA7O9WNvzrXWpRJqi3WuNdielRjvP3Cxeo92sZwfmcQ6cXsB1e6a1wpt2LdL1tS0wQ6OaSqrRDtXNUNHeE9Tep9Vpm9vKSn2u61ravNTxFhwR1Ghnpau3PIzXo+f6KZduTZQ7XL1rEq2Oj+MXom740f1Mr9GOKr3me/Lae6m/3Vig2Ip91kBoIhTftm8EKEBy4Go6NFNpzGMXkqo2TXjY+2gnU8dtZmiVKtrSVLQd60CazNBEUNuYyAYwrj3bZUSqnRDq2uymRnvbOgm0dds52ZuyVraineY6rmtgjTZ/aSqkqWgD6ntSmaKdU9dPmIpjlfW0UoaZdtY+2kEdfC+ttUxMjwZajVZ9i5qhOd0bspmmZCLXDI3MDPtXtHXKuoNC7b2oppp+7xdfSgh0b8xYJWGN9vrbt37gQJsphev2TmPfljHcfF2YUvmEfTMQAn07jg+SyWZNpwYDagBZdwX2TI/h6mC///uuE2jWHFy7u9hx/OhzL8eF5Tb++fOPYTFF0Z4KFG0zVdY03QIQUVIm6kFgXkrquApmVtqe/qdP/WKBIHXcMpCbX21DSmDLREPvY7d12mS6NtWs4fyS2o+sINXG3i3jODW/qvedgrO8tm6TzZo2gosTph8LHSDOxgLtyaBGG4j20jbr221csjWo0Y6396q7PdVod1JqtPP6Yq8lFO3iqeNnF9dwdrGFa/dMhcZ8KYP9eI12O1ajbToCU0C1ZzpQtFNafJkTP0k1OFQV05THOBeWW9gyXkfdtadLE/HU8TToHnfwbHqdtlmfm1DlDTU43gbMVLQpgFiNtfdynWhrLrquzNRxIez9YHXquGt3o+0Y5/ei4FqOl26Yx1e3ZFvYzMBsJRBVpkZLhIP2mmtXtMkMDVDHH09ppEAp7TryjGOsOU6h1HEppVK0LROHw0gdzzN8y0JKlc5dpiJrej5EnvfDe7hpuGhdh5GlAajPr1VR4GFupXB7rwoV7Zbn62yP9D7ayA1S8/B9mbjn0Pro35t5uZkp30Qv+0DnVQiRa6bW9lQWVi8BfRwzLV57oWWsUg7EDC29hGg9QN9tKdfn/vUKB9pMKYzVXXz2f78Y3/rki/RzE40afvfbnoiXfdUVw9uxHCYabiR9+9j5FVy8dRyOI3Tv7+OzK7h+30xh065nXrEdz7pyO/7yUwexuJqSOt60KdqhchpnXCva/aeOm8H9WkcFnp4vdSrxRIqiTUEQpY6rfc52io5DZmjTY/XQdTzHYC7Ovi1jaHsS54L3z6/Ye87G0VkElnMYGjk5ui0VTQREzdBUQGjWaZv17TaUK39Tm6IR1EfbnNU+cm5JZ1Wk4VkCFCDf3Mw0HjOXLxJoU//s6/ZOW6/FtY6n16NTx1NrtMP0bp06vkVNYPSnaDu6Tj5vtv7CsnLPT0v51dtte/p4s6CsHTJPtBFp1xPbPwpSx2puou1NRNF2ooq2DrQFchVtANZ+sGZ7L8CmtoeTAJTif8oSaJvlF3FCwynj2GyBdoVmX1FFO90Mjc6hrcUPncpGimO7qdorRTt/8LgcZOjYJg7Hh6Boe1Lqz6/XnsXl1minpI7rCaHQdTyvjzZ9Ns1adanjRftoD8sMjf5PTDVr6PgymeEilaItRHaNcR6elPpzChVt9RjWbkfvF0BY7gH0ljpubiOvRRmVaaWVlnSDvuaE0PedrPiZ/AbUcmUE2kEZy3ruo23+j9xAddocaDMD5Yefc3nhlOthMNWM1iM/dmEZlwY9tMcbLi4OFJwnFqjPNvm5F12DU/Nr6PhS12ObaEU4VqPtiKgKFS5fnuu4uc3lViesrQzcoMfrNWtasNkSaVrvf3f70w5cfKfHajo1uxvXcUDVaANhL22taOcF2pbJDb1fRgro9FgNriP0RICpaO8iRdsMtA3Vy4bjCHz8l74GP/68KyPPN1wHUkb/ufzmf9yDX33PXZnH0fZ6r9GmNNgiy5scOKWU2v17pq3GfC9/5514zfvuBaCc9gHoCYt4jbbZU5musz26Rjsl0Db6uieULKO9l+Oo+re8f9LUDz6vbctKy9Ppullsn2xg60Q903k8q0ab9rdZjyrT8UkVMm5asSja5jrj2QuELVikw6fvYfx0mOoflU7EXf+BsPzC7jqeVBg9ixkalTNU1d6LvgtpA+m2keljW4Y+q5qbXqNNx1i0Dnh+Nf1+VmVqPaCOT8rwXtHt4JyCmDIVbTqHicwLuv6caHmKjbAcIpwEqc4Mzfw9I3XYnDirMM2XJnFooif+2XmBou2U4DpOmQcUsNNjmDoeLm+r0e5FaQ5dx6lGO33Zji/hulQ20t/1oc3cIjXa6RuXMqzRLuPrQ1kKdP76bVeWxtxyG//rn76kMwK7wRtSucSg4UCb2dRMNKKp48curGjzKgC6//dNXU4WPP+anXhy0NM7njIMwFCEzUDbw2SzFmlfQZDSU0bq+GIkXd0L21NpMzTX6ipNQdDWPlLHWx4p2rXc/tNphL20VT3sfOHU8eAc2gLtDg3SHDiOwNbxup5YoHM+2XSxc6oBIRDps232IE9jy0Q9kV5uCyrmVto6qE2DesXGaeoey+mu401jH7pRtI+cW8ZEw8XuabOne3gtPnp2CV84ch5AeE1Mj9VUcBL8w6RBi1abfF8HDJQpMJ8SaJvbSvTRNiZJAKX65gUEs8ttbC2gaK8WTB0XQuCqnZM4lBVoe37oXp2Snt2sudGAXCJhsld3HZ0JEPbRjg7a4vX4RLyWG4i6ipt/J153HDRrLrZPNqyBdkenjmfUaOeaoVWn2JI5EKDOi5RJdYwmp4Cgz3hGNkWqGRqljrui0OBxwfj+xAkV/2qCQrpW6Bx0q2jT8qW296L7iWf/LEyX97QMgo4OtoZhhpae2WISUbQrmgQAwv8fdP2Z31kppf7/I/qs0aY2YUAYUMfTw22u4+btJa89l42w1lvkHgPVkbtOse9uke2Skg5kttGGlGaNdkmKtlFWMagWWveemMP7734cXz46m7vs0XPLkfK5qKLNgTbDbAimmq5OJV5a6+D8UguXbg9TfKlOu1tVXgiBV73wGgAqME1u165o29LGAehe2qWkjhvbXGl7iTTT8YZrdZWeC1LHt47Xjf3vLnW83ZE6dZzoxXUcCFW1+WBgmpc6PqUV7eQgvhNT47ZNNnSgvbjWQc1R/VZrroMdkw2cWYjXaHc3WQDYa6RX2z7OLbX0ubaRW6OdoWg3DWMv2n4R9fD47DIu2joOIYSROh6ex8W1Dg6fXcJq28PiWhvjdRc114kMYHUanqForwUB1ZbxOsbqTuosuBlopylZrmkMljNoVoF2Ha4okDpeINAGVJ32wZzU8bSAhc4RvU4BH/VhNqm7Qp/7UNGOBtBhjXZ032sWBShMHc+v0QaUGaE9dTxf0TYHq5lmaJWkjkddx4Hk4K5lGB3aJinoXNF3KdFySvagaGdMHDYr7DMOhMfX7DHQpveXGcS2jPuJiVmjnec6bmYiABWboZmp4zlpy0S1qePq2qJA2wzytZ9DECz2q2jT56TPiZSB6hrdnrlMRNHuqb1XqJqrY7CvgCYVqEa77z7aVtfxDEUb5aaOU+Be1MekV+iYqGtLGmsdD1//xk/hvV88rp+Llldx6jjDbAgmmjWtcJKT7qWGov2i63fjWVdsx/6g5VM3fO0Ne/BXP/oMfP2NexOvTVkU4aWWvZ5b72tK7XS3LMQU7bAtT6ho02smYep4w2hP1kvquIioNd0GqTsnm6g5Qhsyhanj2e29JixO7+F+hcoUoOrQ6R/FcmBoR5kGu6bHcHq+O0XbRjMIKswZXRpAH8ow1cqr0c4yQzNT3LsxQzsxu6rLKOLXh5QSi2sd+FLVKC+udXTGRs0VkRptZYaWrNEeqzvYOt4oWKMdNxKLpoGmGVuZXFhu6RptX9oHMlLKwjXagJqUO7OwplN/46h2W/YactpfHdAE+2PLXqi7jr5mzEA7kmqakjpuDxbVo07XjF0O8UmovVvGUlLHo5kF8X0GYqnjvkyo9WT2VUV7L7NGO63/ekTRthrJRe8b8cDJ/K7WXadQe6+s1PFmTSmJVQXacUW727rJQSratnMNFOujbTdDG0LqeNEa7QrVvVWtaCdTx81Wiv0q2r5Muo77UvXJpv+15vmh38yMv16cz2mVVCudFkBHzfWyS4wKbZeyKCKu41n7Gd47yvj4/SCDJy1zqSxovRdyUsdbHR8rbS+ynPl9ZTM0htkgTDVraHuq/chj58Me2sRX79+Ff3vlc3sKpIQQeMkNe6wD9YmGCyGS7b1saeb6PU231PZegApgtKKdCLSjASmZoW0xFe2UoAIAzi2u4fX/fX9kcK3qmd1IoN1tjbbjCOyZGdM12qQATeekjtuyCIhOItBu6ONdXPMimQY7JhvaiA2Iql7dkKZoAyoV24aUMr9GO2VQqxTt8PpygqC3yADz+OyKNnMjB3y6Plbanv6n+PCpBSyshi3tGjFFu+44Rj/nsL3XWN3FlvF6T67jekDkhoPmrDS/tY6H5ZaHbUGNtm2dajnlvlukRhsIy0zSDNE6vq/XlaZoN2Ovq8FWdD3W1HERHQim1Wi7NkMvn/qrQm8zut/RiYw9M2M4ZU0dD8sv4piTK4StHzwp8L248XeDlDKoWQzrr4FkINn2oq7jyXRl9Uj+Fon2XzKcwKgVyLQAwonQGUvquBACzZpTeqD9po8dwC0Pnk487+mShh4V7eBwB9PeK1k7DCDSQjC9j3YQaBt+FVUp2ubXKyt4M4PMSlPHO9HU8XbHyEIhVTZwzu4nFFLtHskXQq1JQqoaZsvytIz5WlagnIZZo60mC7KXq7nlKNqRlPXguSylWkqj5WJJruPCMGLrZ+LglgdPp/qR0L7mBdp0LcX/JxBVTi4NGg60mU0NBbZLa52wh3bMHXoQCCEw1ahF0riXU1qBERP1mtUxu1sWVts6dWmlbZqhUeq42od4UD+30sZMYBRmM3OL88mHz+BvPv2odqwGgqC0JjDVNFPHu0+73rdlTNdoz620Md2sWVVekyxDubiR0/bJhla0l9Y6+r1A0P7MWEeeGVoathptSqVOC9b0bHxWH23PPghf63iJ/SzSy3ul5eH8Uksr2jp1PNhXM0OCAm1StOuuowdqHd+P1Gi3PRkNtCfqWtH+zMGz+Po/+5Q+z7StqWYtVQ0O65WzFW0K5qlG21yHCe1b0dRxKjNJq9PueIaiHZ8sSAlobNkL9VpohkZBnBMLoNNcx239YEnZpXUllEKdMaDWtXdmDGcXW4nrJnQdT1e0zffYzNCqal8VGiupx7QJl7iinerYnqKId3xfT2B0mzqeNnE4VndLPz9//7nD+NC9JxPP07VAEyDd1qmGZmjlDJqllGGv3ZT7gOs4BfpoR6/pRsHPpgzM4GoQruP/8vmjehK6F+h/UFijncwmIjW4n5Rm3w9dx+lQVXqzvTY5Xr8NqPtet7tg9upW3gxFFO3sydsi0HepaI22L8NspqIx520HzuClb/yUdaKSPCm0T0gf5m6//t678Te3P2p9jS5V6tqSBp0P87xG/EnYDI1hNgYTVLfb6uDuY7OYbtZ0/99BMzVWi6SOp/XcJsZzUsd9X+I177sX9xyby9zu4moHOyaVe/Byy0u0fZrMSB2nevNGzUGj5kQmCuJQQEODQillxAyN6CVbYO8WQ9Febec6jgMFFe3gH9vWCVWjLaVMpPRPNmtYNlywe04dJ/XOGDSTOViaoh1P4zUppmjHAu0CSs7xWTWhkZY6Hg+0Fw2vgXpNGK7jSsGkfs7KDC1MHd8yHgbaH7znJB46taC3Td4EU82axZAqqqTWc5RDmmnfZgTaNsWAgtmiqeOXbZ+A64jUmX7Pl/ozT6szt6WOO7Fg1DTeqhlqqV3Rju67zaWXVNc04514mi21Yju9EB3M02SVLbuDrs1oe6+k0VtVNdq0F05C0Y5nGoR1pHlmaEByksI8xqLtveYzzNAANfFT9vnxfGkN5ui61N4B3To8U6BdUoZCO1bjH9lWLDBSy+co2kaNdpHPpgyKtvcyA6GigfbSWge/8e/34L/uOp6/cAqhol2P/K32KbwXCJEsM+kGz0iNpmBXpY4LbXhmfsShIhw+10vqeKhoU3sv+3LRbhb9pzL7xnaL12hH35vHw6cW8eDJBavHC02o6snlPq73lufnfrcu5NRoa/8G37y+jGue23sxzMaAAoIDpxfx/rsfx3c9/RKr6/cgmGxGFeqlVic7dbyRnTr+2IVl/P3njuBX33NX5j+FxbUOdk+HgTYNMBrU3isl0J5dbmPbRBjQThv17TbIpZxmyD0/aBXjOpG0yN4V7VVIKTG/0ikUaE9ktPeKGzltn6yj7UkstbxI4AgEEx5GbXrPqeO1qAKtBrvqs8gK1gD7Oeu2RpveUzTQvogU7Xo80A4UuGYND59axOKqEWgbdame4TJdC4IOup7Hai62GoH2l45eABAGxcstDzVHGbHZgiHAqFdOabVEXFgK+8GnBVhAmNFRVNFu1Bxctn0iNRuh7Us90ZHWR1sH4nTOLIZhpqs3BYrx/thpinaaoVdERcqp0aZWbPH08XitfGSfLam8qt1bchLBdcTA21fFB+2kHOUr2vYa7TQzNDM9vu46hWqc51faaNac1JKFsbqrJ6jKwvOlNVWTzgcdX9ftvahGuyS12Dx/iawQo344r4+2njwS4STIMNp7FVW0i2YE0Hv6OZbVmKJtTkCY6fmOEP310fbD+4JWtCEBoYJt9Xx0Yg6I12h3n9IdrdFO/wzMbhY1x+m7RtucpKD7TtYqpQzbnxWdTKAJixXLRBzVv2eVSxXF82Vqy7HiqeM5ijanjjPMxoDUuTd+7AAA4Ke++qrKtj3VrEXUQGrvlcZEo5apaB8NUt8fPLmAf/nC0dTlFlY7uh/uimGG1nDVuZgMUsfPLa1F3je70sYWw0E9rsjHoRRIGjRrw7Gao1OLge5rtAFg75ZxrHV8/N8PP4QDpxes9YxxJuoZ7b2Mf6qAUjsBNSu7tNbR54TWY34O5KTeLaRekqJN6V41R+DwuSXrLHY8qIysz6X61i4V7ZxB8AlStIOSCscRGKuHdaKUIfDUy7fh6PllnF5Y1WpIw3V0fWHHD9XBuqNSNVc7Hho11VKNarSXWx08eFKVG9Cs+HJLmZLZauXiqmLdyTadmjVM/cLgMl3RLlqjDQBX75rMmCRREzJCpNeXUup0JHU8rmjXwr8p+K3FzNBC13FLjXY8WPRJ6Qj+zlAKAbOPffT+0NaTVUVrtJOKNu3zoM3QzJ62gF3Rpgwc03XcVoMNhMeXaJ0mY5NLnfzB4/xqJ9NvollzSvHqMPF8aa0DpuNt1u0TEbnr1a7j5QyazfOX3oYuv4+22WoJqLa9l2lyla1oGwFIwX2je0A/5zuuaLcsirZSZbt3/DbxjO4Zoet4WDutng+XtyraTu+u48LJbg8WBsZObjlSse2qR7X/+bXX0fZeRbeRFWhLnU0G9Fej7fsyNfW8qBkaHVNk8tUMujl1nGE2BqS83fXYLL7tKRfr9Niqtr1UsL0XEPa3TuPIORVo798zhT/9yMOpDs4Lq22taJvtveif3vX7prF3Zgzv/PThSP3S7HIromhPNmqZNdoU0FDqeLgdB9NGjXYvrbGecfk27J5u4h2fPIgj55a1EVUWjiMw2XCtvcjjRk4UaJ9faiUmQCYaLlbaXkStqfeQOk5K2VqwbTpPV++awmrbx+MWw6lCinbKoOzUwmqiZVDDcLBO4/iFFbiOwJ7gmgFo0kd99jRZ9PTLtgEALiy3tRqilGsKtP1wYFtTNW9rbR9jNUrXr2Ol7eHOwxcS/6xXWh4mGq5VVTRT/OgxbRAgpcRXjs0CALZN1jMdWGkypWjqOKBafB0+u2xdH7mu22p9tRlaoGjTIMj3k87cZvaEPuaYGVp6jXbS0MuX1HLGfi5CpTqs0QaQcB7XDtXWQDt5bXq+n5hEAEixHbQZmnqkgawOfIxzE2YZpNdoxyd5Eu29jNR/ld1RQNFebWd2UBiru6WbxXnSnjqeULS7HPyaE0ZlKFTRNNO4oh0Gz7l9tGPZF42aU6jNYRmYJldlt/eiQKtbd3gTmkCd0Yp21FcBUPsv0F/bKVtHBV9KlTqu7wvmxJd6jNRo95A6ridZBNVo25fTE4fkOt5nKnO0rZh6Ls91vBafiMiBPirbRJyUyvG8FEXb8EqIE7b3Klaj3U5RtPu5htcbHGgzm5oJQ6n8mZurU7MBFWhToNrxfKx1/L7aex09v4xGzcEbvvcpuLDcwps/fiCxDLVi2mWkjtPglwblzZqLV73oGtx55AJuO3BWv3d2uY2tRor21FhUkY9DqeP0j9vcTsR1vMs+2gDw5Eu34vO/9RI88nvfiK/89tfi9779pkLvm0xJd6ebvdlHG1CBnkodN8zQgs+IgoGezdBiijadpyfsU63kHrWkIIdpvOl1sLa0waPnlvHY+RU856odsfe4uWmGJ2ZXsHdmLLLNcUPVp6yGp1++Tb9upo7r9l5GGq2u0W57WjGmPui3PBS6H9M/65W2h4lGzaoqmil+gDo3tgH2oTOL+MH/dwfe8clDeP41O7F7eix0YLUMGiglPq8/u8memTG0PN+a6aEU/aClTLwOmoK6uKJtMQyLBNpG6riUYaCX5Tpu66MtRLiuNEWb6lm3jNfRrDmW1PF0/wBbH+20NnVjNWfgZmihoq3+Ds2zknWxdF3ZXMe1GVqstp4wFe08N3xifqVt7aFNmNkkZeH79gk63XYuxS2/yHqJMlKzo6UHaYq2o8sr0utI1fM0iVW1GVraxIxJ1AytYKBlMZjqlrjruPm50XqdoG65n2xqXyo/DfW7WpHqBJCjaBu3NDdDkU6DPmYnSB3PU7RrrjKK7NsMzShXKNLeS6L7Ptp5irYjQv+Cfo7H99PvBfT8bOBxk74OulbtNdqD6vM9DDjQZjY1FBB83Q17cM3u7ntl97VtI/V6Kaj5nchQz8ZzarSPnlvGpdvG8cSLt+A7nnIx/v5zRxI3upW2B18CM2N1jNddrLQ6EaWZ+L5nXIqLt47jTz/6MKRUasT8ajR1fLqZ7YI+txI1Q9OBtisiqZG9KNqE4wiVAlywznuyaVfh473ESbk/T6njMUUbCD+zlufr+vZuaMYU6DDQngEAPGrppZ2laJNaahvQ3vbIGQDA86/dGXm+iJJzbHYlkelh+gVQ398bL5rRxxRxHfd8+EF9fqRvbUdGAm2qs7/1oTO4atckmjVHZ0Ust9RyNlWxE0unt7VROr2wim9726dx74k5/P533IS/+4lnwXVCYxibsjS/kt5mKQ19bVi+F51Awak5yRZbCTM0rQQm06vNSR0aNMUVsq5rtJ3QgCg+vom7ugshImaERMvLvjYdEQ18fGkvgRgbgNlXnGgap13libc9VI7t9pR/WsaWzmwarhVyHV/N9pwYhOt4x7ebG/nx4+tRPQTKqdM2g4N4kGreB2oFarTN67RICU1Z+BK5ruhA9PiK7lvYMqmfQJtqtJNmaPR51hwyEutP0Q4VW/WcRGhSZm7P/N2s0RZCFDYKi6+H+lmnHYNZplWzTPB2S9R1XD2XVeNuZj4U3TSN92ylN74Mzm1wn+9X0c4LtDu+zDTLDbMvUhRtTh1nmI3BxdvG8WPPvRy/8Q3XV75tU9FeMlyV05hs1LDc9lJnCY+cX8blO1QK9VW7JtHq+Il/uKRAT43VtIt5mLYa3g4aNQc/96JrcNdjs3jnZw7jd99/P6RENHW8mV2jPbccVbTbxuCfZsuVe2k15nOAavFlNUPTztVkhqYmFE7Nr6Hjy0igTeZYFGiavXa7IXQdV+uhwfNl2ycw0XBx0KZoZ9RoA+nmZrc9fBYXbx3HVTujKfbNAu29jl8Ie2gTZnYFXcMz43Vcs1u1uKLruBGoy6HqHNRRu6Ro+7oumRztHz27hKddti3SYm2l3cFESo12GAiSO3QymHzDRx7GatvDf/zs8/CDz75MB69ZDqw0UVTEaM88L4C9hZwXmH/Zgt2kGZp63tZH21SMSWV2YoFiWKOddB1P1hlL3a7HXAdhmkwRe2bGkqnjnq9d5W2Y2Q20Xtt1XEUar9nTFrDXaMfbHqadOyCcLEy87kcV7SKB9sJqO9VxHCjfdVxKCV/agzNdDqAngLr7XGzlDP3QKqJom3200+pIYyaDdcNLYtD4MgzyiyjaNUcU3rdyUsejirYti4D6aPdXo2320VbPqdRxGH2mw+Xp12jqeA812kaduSPSndPNshDXSWYhdYvdddy+rIzdn4oGxbSYTdGWQeYS/Z/s53iySkHMiYss53F6f1ofbU4dZ5gNgusIvO7bnoirgh64VUKBtpRSB3957b08X1oHoVJKHD23hMu2TwAwgrhYLZ8OtJu1QNH2rIo2AHzX0y/BZdsn8Lr/vh//eMcRfONNe/ENT9wX7v9YTo12wgzNqNGmGt6CSnRZTDZq1hptbdQWnIOZsTocARy7sBy8z+yjrfadWny1O725juvU8eD803kaa7i4cuektcVXPGCNY1NmOp6Pzxw8i+dfszMRBOUpOZ4vcXJ+FRdtHYs8b2ZXLKwqt3zXEdi/R2WFTGtFW6nL8WCtFqTRrnaSqeMA8LTLtmFb0GINUIGrqtFOpt/GU5bjdcj3nZjDv975GH70uVfoiQAiLV0aCM38stJ44+hrw6Zoe2qAbWsTRedHm6FJUrSLpY67sQFZ3HeBSKvRFkbbl/hEXrz1HaDqtBOp44ZCZaNh9FQH1AB3WIq2DC55+j7YXMfjbQ9tEzg0FqylKdqR1PGC7b1WOjmp4+XWsNMu2wy3tBka9X/vto92D6psFvHSg8hrxj2mljGBBkQ7IABVt/cKv29FarTH6slOC3nv6VfRrjkCE/Vk6ni0vZfow3NcrcuWOg4Rfi/N+zLdl8w7huv0UqMdvFdkq/Lx66nv9l5GFk2YOp4WrNKyKijvOnU8rUbbuM/3ejw65Ts10A5/P58RaIf3nY2vaBfPiWMYplR2TTfhS+D0wpoOWPPM0AB1E407IZ9famGp5elAO61eV6uPY3Vt6qVdx2NppnXXwVt+4Km4+/gcvummfYn+4tPN9BptKWUidXzNCOjNGt4qmWrWEkocYAQTwf5QSvpjF5TjdiR1vBlVLfs1Q6PPiIKLsZqLq3ZN4SuPXUi8x7Ooi5F1WhTqu4/PYX61gxfs35lcvubgxGw7tV721PwqPF/i4q0TkefH6y7OLCrX6YXVtk4Vp0A7WqMtEU8/rjkCLS+o0Q4mhcz6/6ddvhUfuOcELgRZESstD7ummuh4yZn05LrDQFZKid99//3YOl7Hz7/o2sTxZaVwzq+2MV53u+qRnqVoUyBqq9GOK9r0OdvM0MzsCdMADggD9LWOj2bNSUys2Ab3yrDLUE9yarQB5Tz+4ftWA5WEjKf8SDAep16LKrq2+nNATTYM2nWcUjbp1GYp2mZ7L1sgDRjtvSznTqvmrlPIPTrfDK3cGnYKKGwtpOKBdq+u4wBKUYzT1C/zb8oaAdLdujt+UtFueX7keh4UUqrvmytEaosk2kdABdpFJymkDl76U7SbNUd3N7Cdc5W50qcZmjQV7XA9pDSr58PlzeDTXLbX3u5C2D0rCNMwz7VM8HZLZJIieC5P0RaiO9U+S9GmNo55k1B5mJPA1teN52ct/bzN/QGiyrWXMZE2yrCizTBDgoKSh08tFKrR1oN4y030SNDa6/IdpGhH1VKCDJ6mxmo6/TdN0QaU6diPPOfyRJANqGBqrWOv7Vtc6yTSWM2Ba811MF53MxWwQZBmhhbvFQyoNHlStM0JkAkjdVxK1fu6r9Tx4PxTcDFWd3Dlzkkcu7CSyEiIB5VxbKnjtz18FkIAz7s6GWi/6PrdOHR2Cb/2nrut/9jirb0Is9Xc4lrYjujGi1R9+c4pZbZH6bJeLOW9HgQdK20fY42ooj3VrOHa3dNK0Y6196q5SddxmiTQrZpcoVNGP/7AaXzu0Hn84tfux5aJpEqY1d5L9Wfvbi46DLST1xi57FprtGMO1/SVspuhhX/X4oG2FwbatgmCtPTnSF1k7Otsu+b2zIxhreNHOht0vGxFu2440JPvQ6qiPfA+2uox4TpuHHzoKUGp48nBdjJ1PLqdaB9tkdl2DlCTba2On6loN2suVlteZPl+COt6M8zQSNHuNtAuWdHOCrQjac1CZJ5vM30bCI+vClWbvm9Z3RGA8J403iie1q7N0PoIUtY6Hpp1V1/3Lcs5p/tFX2ZovtTfm0jqeETxjS6vth0+p2q0u9suTXSInBZl+r7nOnCd/gM/89hsruqRfQwe1QRo9320bRlB+j5vudd1Q1iDbX+/ua/ZinYy+8I20bkR4ECbYYbE/j0qjfWhkwu6RjuvjzYArFgG8UfPxQLtuj3QXjRTx4P0X1IyulHuzH21Ba7mTOZarL0X/QOfHqv15DjeD5NNF4trGanjxv5sn2zgmE3RboTHHXds74ZURbvu4qqdk5Ay/FyJIjXaa7F/ULc/cgY3XbxFO6mb/PBzLserX3It3vulY/iN996dCDiPU6CdkzpOExEvuHYn3vszz8WTLtkCIAyuzEELPd/xJdbanm7vRbXQT7l0K1xHqBptau/V9lJrtNuxWl9Tebz9kbOYbLj4wWddZj1fNiWTmF/Ndn+2EaaO264xH/WUGm1thmbro+3EA+3wWqNBU9wMTSnayUk713EsZmhRg574oC7ePg2wt/jq+L7VDZ+oOWGZgk7ftFzHVfbRTijaZnuvTjTLxaZo0/fF1reZap8dHWjn12hThlCWAR9NREgp8UN/dQd++d13Za4zj7DNTnrquK7R7jZN11hlOa7j9kE5EHUdB8LJPBtJRVv9XoUhmm+k8BZStGtu4aDDVvfaLatBy8W6JSsu4sTdRQBoQxnSUSaIek5KlRpuuxfRMmbGQS+p42aWSdYxRDMkkvfNbjHLgPJqtE3jt+4UbbWgLXWcShaA4F7W42dH28irbQeye2nbAnbPT59IG2U40GaYIbFjqomdU41A0S6eOr5kCRSph/Yl23JqtIPtTI+pGu3ldicRABeF0oVt6eOm0qXN0GIB/fRYDY2qFW2j/7OJrTXR1omGPjcRMzRK4W974TH1oGhT7Rd9RrpGu+7i0qAEgAJ9vZ95Ndqx1PGF1Ta+dHQWz78mqWYTr37Jfvzci67Bu794DB994FTkNdr+RRbX8WUj0KaabCEEnn75dv0PnUyG4mZztSDoMF3HXUfg+dfsxLc8WfkAbJ1oYG5FpbWvtDyM12v2XsZeWOun1hPWW84ut7B9qpEaAMZNxEzmVtpdGaHReQGAZct3lILmmptUsmh/KY1eD2ZkMnW8ZgR+8eMI23t5idZe9J74tn1f6jRKc9uETdHeu0VlLJjO4+3Y5xCnUQsVYTONMk6Zivb/ef/9+Oj9pxLPxx2Mra7jnqf3G1Cp83FzrWQfbXMb6tHVg9v89FNy8M92HVfX92cOnsMXj1xI1Mp3C2VB2FTTRKDdbY126a7j4TrSrlOz+0CaQh2v0dbmaRUYotFu5wWq9D0db7iFlXaZMWlSlLWOn6poh+fYgUB/ruO+n+wTLRHNrjHXLmOTY+r37gNGc/Irs0bbmGCsZaSYd7VdEW4XSG/vRc+HqePFtk0fle3+KQOjOcDefaIoeYp20UDb5pBvZqDkZf+MEhxoM8wQ2b9nGg+dWtSB9kQzu70XYFfLjp5fxt6ZMR206H+SKYr2dLOu03/TarTzmA6CT5shmj3QjqaoT43VMxWwQTDZVMecaA1jzNQT241WZuYEyKRRo51mOlUUM9XbTB2nbcRTwPJqtJux1PE7D1+A58vMQBsAfvS5VwAATscG7SdmV7B9shHpNw/EFe105bdeC2q0E6njahBsuo4DwD/85LPxfc9U6vP2iTqkVMHycivbdTyuTtF5ml1pY9tEUsknahmB9vxqu6se2kB26jjVaLvC1qIs+h2MKNpxAzs3GhwCYTBH620FNdpxbCpaPHXcVvsa7w6wJ1C0zSCv42Ur2mbqeGagXSvPDO3f7nwMH38gGWibA1nAXqvfKqJoB3/aFN/wGBGsJ7+9VxEDPup68JZPHFD73GcAqxVty3cgrNFW2+w6dXyQruNe/DqNTuZlZRB4UkayqXR2UQWKtpQSjhPU7Gek7/ZSo11KH+22mqSzjSGivaD766PtGen7tBqlukI7ntkUbXPikdLXu6kVp1plen/aRxBOagdZSH1eG37wuQMwarTt+63vTyBn9O4mWlZayX1VEwzqd1v5UlHofOW5jk80XJxfKlCjbZYmGGV4vaa2r0c40GaYIbJ/zzQOnFrQSnO2oh2kjrctqePnl3DZjtCwKi11nNTnyaaL8Yaq9Wt1fGXOkqFG2SBFOyt13BE2MzS1nZmxWuU12nR+432O9SSAMfjaOmm2MjNcx+thenA4SZE+QZJF02hlZJqhxeu3CdOgxUa8RvtcUCNFmQ5p0PHFHdmPz64kHMcBdQ5ano+O52NxrZN63TaCwWS8/7dS9/yI63gcSnU/Ob8KX6rgvmZJ4ev4Udd3NShSy1xYzg6WtaJtdR3vdNVDGwgzH2w+Cqr9lWM14LHVwsZTjwk61kigHZswSK3RFhZFWwap41rRju23JX1993SQOj63pp9r+3k12mHgo3vKppihlWX21fFlqjEQYNZoJ82+4mUhNkU6q71X2K+3+9TxrPZe9H353KHz+hj7ISvdOK2/e1EiruMlBNpR13H7vTHsbJB02A/fGwY9QPidKmMf8zAntrIuB8o0adaKmeip96jHftTA1UDRdgIlN811vN8abfUZqECSAkT1YCja0vJ9iina4fuK4RuTl1lZBaHruFNOH+1I6niOom2YNfaUOp5Row2oe1LPinaODwBdqjumGtntvSzr6fhSj103kus4B9oMM0Su2zuN5ZaHh08uwBGhWmEjy9H4yLll7TgOmD2aY4r2WjswIXNU+m/gOt5LjTEFFQsZivbOqWaivRcN2vbvmcaVOyYT7x0klDEQT79ve2qywQxq0hRtnTre6vStaDdrrpE6HtbphmZ2djO0zD7axqCM/uGONbI/3/G6CyGSkyYnZldwcSxtHIga85mp43HqrghSxyljIKyfVIp2RqAdnP8Ts6t6H62KtiUNlLY3t9zS/bltZPWzVe7P3SnayunbnjpOAas5EUDo70Y9TB2Ppx4TZl9nIh5opyrathZVgUlPVo12fGKnUXOwc6oRrdHOcx0PHOiBMAU5PokAqHMQv+57pe35qfWKQLJG2ww227GSGqvreDx13KZoGyZ9vsxWp4qmjgPqWnvaZVv7NvDSgbYlyKTj6bVG2ys50I671tu2FaaOO6l9tM36YMA0Q6uyRju/j7YrhL5XFlt3UiXsFtM3oxHvFGCcY9FnjTYFniKSGk0dEIK/jNXHyz2AcLlurkvPDDgzJguiruO9B6Z6u35YBiT08aWpwtDLdXOe6X12M7RojXavn52ZbWXfB/X8jsmm9lixEZY5RCfPaDzQ7/leT3B7L4YZIuQ8/uXHZjHZqGW2Fkmr/1xpeTi9sIbLI4G2PVBTDtHqaz8e1Nmu9dgHWqeOW2q0Z1fUDXbvljF904+7m7/mm2/oepv9kqZoK8fk6DkwzcPM1OlGTc1wL7W8vszQ6H229l7Nmvo9oWjHAtbE+lwH8yvhsa0ZBmtZCCEw2Yj2RZdS4viFFTzPknZOkw2Lqx0stzyd3RCHBonxGm1KoyXjHRvkdE/O56qPdtJ1XA2ao0EnDTQvLLexzeI2rpeNpVybxz6/0r0ZGp1H22QYOVCrGu3kZIEQUWU0nnpMUB20NdDWZmie1QzNnv4cuCCnOLDHzy+xJ9ZLO891vOGG7sm0n7b1jtWUot1vqyXqCGBVd/zooN1eox39bqdNUgCGGZo5aCTV3lC0AWXe13Ts30f67ub10QaA7376JTi32MLBM4upyxbBswx4CTqesKShuwAu0t6rhCDWVi8c/9u8x6SpYn6i3KS61HGa2HJz6oupZKNIyYH5HqA/NXC14+ssoHrM88O8pp1++2hLqU0Yteu4HwSXSGbX0K+R9l4pvhJZSCNLyHHSg3TT+C2rDVjx7UYDfCDNc9ysR1eZRuX00Q5T5vsxd6Nt5LX32jnVxNHzS6nroUu6E/tO00TiRgq0WdFmmCFCzuNHzi1n1mcDpqNxNEh8LGhBZaaOp/XRnl/t6KBool5Dq+OnGiflkZU6PrfcRqPmYMt4XaeB9loLXiaTDfs+24ycSFFtuE5inyeCGmV9TD3WmkdTx300XAeOI7SyGc9IiNchxomnjtM/3KxMCWKy6UYmcVbaHpZanq7HNaFJnzMLKnV4OiUwqAX9aZNpnY7+DMZSWtrRRAc5n49TjXaiNjM6SUKO5p4vMb/ajvTnjhM3ESMW1zrwJbqu0ab9tBvuqf201Wi3faUGm8FuPPU4PL6kGZobO45WN+29fGhlCbArhbaJnS3jdd0uUB2DfTm937VkjXaaog0kJ5m6hc6xbdBJOIbCY74HMD0lwmWSafdBIGpRtMN2RGHgp9abr2hnpY5fs3sKF28dx0+94Kqg3V1/A1J9zQR9pE0SNdrdmqEZp6scMzRjIsNyHwCi95i0GuiO70cyRejzI6f5QSJJ0bZMuEX3UU1wUY/vIuiWSX3Ut8YV7ZYlXb9fRVtKCSnDVmx0GiSkrksGouvXvaWN9aS1JASA93zxGN7+yYOJ55XruPo9qqZHofT7WpBC37eiLcPJHWE5PhNzU24XqeO0OpsZmpk63k+Ndp6iTc/vmm5k1miHpmrRLKDwXsM12gzDlMD0WF2n5ma19gLS+2iT4/hlVkU7aYZGSvR4kE48t9LuSdGeyjFD2zpeVw7CKWZow2AyZZ9trYm2BzXak5YJkInAvTyrB3kR4oo21SfRwC+ekdCOBazJ9UWNc1Y7nh6s5THZrGHRCBAXM+pF6VokRXM6tUZbRI7DVJuo5GAspb6dUvePa0W7Zg0s2rHUZqrjnl9pQ0oUSh2Pr3Oe2ix12UcbACYNR3aTju/rNMRkerbUygmgBmXx1GPCmjoeU+bX0lLHhV3RNl3H42M/W402oO4xZi11J2hflkbNcRKBtr1G2z7J1C0UlGXXaKu/rYp2JzoxaEv5p69avZZ8f9IFm1Tv9ONaWG3DdYT+ftm48aIt+PRvvAhX7JwsVPedR7xG0oQmXeImfUUxr/N+J06A7NTxUNEOJ6JSXcfjirY2Qxts/3aAgkn7d9GE9rHRxWccpo7b17uw2sb7vnw8cx3kOg4ku1iY6dSijxrtiKkaojXajoCOpiOp48FumIo2/VuzBawfvOdx67H6RsDrZhxDOKntwHUcSFnclMy+PtN1XD2Xev6C551gArRoany2oh293/XvOp42SaD+n2ybaGB2uZWqxtsc8k1Fm9t7MQxTGtcGqnaWERqQrP/8/KPn8dDJBRwKUgcvN+qdQ1XIljquAsjxQN2dW2n3VqMdvH/eljq+3MbWCRVo0wBrrc+gtAy0Y3iiRlsm9osUbdsECLW36lelNxXtNcMYrO4qxSA+ODXT2WzEB0YrLT83bZyYbNSwbExAZBn00bVzWiva6anjtB9qv4MabcfRkx1p+zfecNGsOTh+IUwdtymySnFNpo7PBj4BWzNSx9PM0Iq4P6cxbmkhpxRqahWTNNWitHLHCPzjqceENkMT0WOm9QDpirZtoiI0Zwr3JbpvyRptAJFJNCA/dTxSo52ROp5W9tItNOFkD7TVY6g2J9MVW7FsFZuqFe+jbV5HfizQpmAuU9EODPiKpszXLMF/t0QmB1JUYtOkr6t1l5w6bpp82a5TQKX4A9ROLsV1PHbP0H20K1C0fT9MCS6SOp5l6pZYd7BY2rl+/92P49X/+pXMlnBJRTtcl2/ck0wTs26h68iJpaBTHXGWGZr51dCKtmU/2kb5jYlvlKRkmqEZk9q2rgTdosoV6K/slHfzWLs5z/Q+e422jJTKDLJG2xUC2ycb6PjS6uED2B3yTUW7X++J9QTXaDPMkLluzzRufehMpooBROs/b3nwNH78nV/Qr001a5Fa1CxFe9eU6oE7EQQ4vSrajiOwdaKOWYvhxexKC1vG60G9ZbSPdi9p6mUxmVqj7ScMzSjQtgeaKnW838mDqKIdtroSQkSCcL2fMdXGtj7zPVmu3nEmm27EJK6Iok3twLJqtIEw2An7aIdKgtneK872yYZWtMfqrrWuse1J7RqttqkCIurhWai9V+yfug60e0gdtyna8VYx8UFK21M+CaY5Wzz1mNDtvdxkoE2Dp1RF21qjHXcdT6rtaf2uzWut7fuYqqcPKRq1sHbeNwbatvUC6Nt5nLa1ajVDiw7aw4kKixkauY67jjUbADAC7awabYvhWpxuDfjyWkQVId7rehzh/aITu2d3Ozgv23W8re+39jZ/gNnZIF3R7vgy8r1qakW7uhrtvPRdlUnidJW1kKc2kklp1mehFO3/n70/D7clS+sC4d+KiL33OefO92ZmZVVmzRQ1UcVQUIwyVAGWokCjSPMJKGjjgBZq2604Afr5OLWKOHwq2CItfmprq43SDEoBCiKDzFADFFVUZWVRlZl3PMPeOyJW/7HiXetd71orIvaOOOfskxm/58nn3NxDzBF7ves3vE5ZxUPyuEpDIexQ0BeyYKfrxKVthx5tOTkGuIyF2C1QsW4X3rprsNTxtKqAt/xMtT7cBH4Im3nNTjDUGv/13U/bPBR6ndLp+97idJmkJhdpvUOk8C4tPDWJZZ7r9Lt7+3AVnbCm1fPllLXG5YYMmdp7TZgwYTRQIFoXow00Bd66xDf9x3fisev7+KYv+Rj8/s94Of7M573aY0FSHu37J2vn0W6KpTtH6609xrcuzfH0g7DQvntc4tr+3GO9hsqsx0BK7k49jjmu7s+QqTijfWle4HBV2oHc9ow2Sx1fV56MelHkNsyM0OXRNn203XdOVlVrIctB+0QgD/WleWSiYUbS8XaPNrF49MMvg6GA9qC2Gwdz6wM3jHYW8Wb6kyQU9HK3aTF3rY3RTviSaUC6rUdbtklz/tGsYZXD1kRyQBfr7W7+37WbsvshJPBJRjuLF4uZSrNDZR2qPQCSjrv9pMmCFHjBIIsiDrpeYz7DTWA92pFBp/V7tni0V8LqEgviq2yhHV5HYep4d9uatgT/GKgf/RDw7ZEFnZSOb8qej506Tsd/r8hDRjuSA5Hso137AX82qO5M2nu5Aqqd0a6dR7vndlHBmmLyafK0rXA/WbsgxVmhvMmHoL3XlnFovN0j92hDm4Aym8rNlm8Dwtgjhh6NUUa70tFistK+RzuZOs4mte2E7IBANO6Rdu29zPJ+5Feexu/81v+Gd/76fW9/iNHuO8Fl+2gnnnmunWGYN9F7PyyjnXifMdoA8EyixRfPEyFUdT0x2hMmTBgfr3zUFNpdHm3AFBtve/uH8cF7J/hLX/Q6fOHHPhb9XIrRvi9SxwFTVNxqWO5NcevyAk89WAav3z1a4bUvuOr1xF1XtW1vdF6wjHYQhha2JsozhWv7s+h52Z/nuHO0cj7OEcLQlqUv844x2t0e7bC9V58gNMAcm8OYdLyN0b7fMNodHm1iFblHm9A2EXCD9TI/mOdR6bP0EJu04bofox3pfwwwj/YW0vGDeR5IM3nquhlg+99Z167HNtC090ow2lQU8EtAtilLpY6npPeKpY7LAZT0sxKi0vGWe5u3KWoLQ6PJppj8cRPQvRnzyzt2zPyNebTlJJqRW5pjLEP0bHsv9n3rKRXXfBtrumnSPfWjHwI+iA8KbSEdH+LRHkU6Tgz7LE+mjtN1PMtVUhUhr+n5GTLaWpse3kqrVs9vVZtrzrTY6isdNn9Tn6cJ5rbzaH6HGKMdK7SpLdeWh4v7rZVyBXWtZRga+06E0W5LHS+rBKOt3f2bZ23ScffMts+HAcUfT7qXHm2a4KZnFb2uGotB39vOebTDE2Nk+ebfsbyJvqDJhlShTvcWWbZuJ1p82TwBYV2h4/1s8mhPhfaECeeMj3jkMlSCOZXYn+V479NHeOz6Pn7bxz2e/JwN02KDVa218WhTGFpTgN0/KbHYslB86PIc7/jg/eD1O8drXNufYVHkOCmrptVOKM8+a5BcXvbRTvlLH7uxj0euhJMQB/McH7gz3KMtw9B40bmYhYX2ph7ttj7VEpcWPhNrpeOLcOB/IDzaVxMsHLGuVjpO7CBntBNhaIBfJO8nPNplpb1JEiqIaCa9LXU8V4lC20rHtwlDK6LXF2DOWyy9uqy0lZUDXR5tYmHZPoswtLbUccnKUkhOKgm3THi05fXZh9GmQsZKRyNeZJKtjpU6vixrrzjm63cpvCFjS+vnUmSgYcRE+6GYR9udP/8zbVLveydrvOyhy733cZYrz7e8DbzJhVKeeyq0t+tty+vWMfto782yoEi1ygwWPldWCX9orb37wzLaAwrtO0crfO0//2k8efcYd47M799nv+Z5eMtrH8VHv/C62E4FqHaGtKrrzdt7dch671tGO11clswnO8v9e3ysPtq0fZYZbxajQc+itEebP4pSnRJoW+PScV7wpr3K/LfWebS3vz4q7Z7lsn2ZY4nNX56wbo7PZhMtUgln3vMZ7aEe7dSzgFLdidG+nUgej7WiI2VhnqlByfm7hkk6PmHCOWNvluOPffZH4re+/gWdn6Vi/A9+1stbi7uYx/dwVUFrMOm4KyIoNXdT3Lq0wNNCGrQqaxytqiZ13KR1rqp6637dYyLLTKKvZLTLhlGU+Jav+Hj86d/86uB16kG+Yp7BbWCk47zQFtLxMu71bfNo19rNxm/EaM99RvtBC6O9bxntZfIzgJOOH0lGm42WUu29APdjDTSp45FCsWwGpHadzTX29OEKSrX7rGNMJsDbLG0nHZfSPS6VjrEJlHrPpeOpZG6aROP7LBnWzTza2lOaBH20Ex5tunY1Yyba+2i7gkG2e+NwHu1hjDYvTqQM3TFq5m8eUTasKzNZ4QKEwmKcPm8L7Tp8L2gh1hGGtol0vMjVYEbba2km25fVPqu/qdzUSx0fhdGm4jPsA2zaYflZDW0ebY/Rpj7aAyYDfv6Je/jBd34Yty4t8KZXPYLnXd3DP/yhd+ML/u4P4z/+4q/bz2mYAqqLtaP2XtRFoU+x1ZU6/mBpnmup9dJvkWW0RbtIXnwOEaZRYZyJgl1rM3ahRXup48LuAbhnY+zQpKXj8CTcqVPAf2vH8GjXNZeso9nupsC2+9/8hftc1jEh462jRTpea98qs3Uf7eZyaAtDyzJl23N2Mdr8mWPY8GxQ+7FdxE4z2kqpxwH8eQBvAXALwJMA/i2Ab9Ra3+7x/VsA/gcAnwfgdQAeA7AC8HMA/jGAf6y17nyyKqX+EYCvav73FVrrX954ZyZMaMEffvMren3u5qU5Hru+jy9+wws7PyuDsYihvLyg1HFX4GxbAN+6PMedo7XHZt1lac9cFr2u4oP/s8alRRGEoa0aRlHi+df248ug9l4jMNq8j/bNS4zRLrKwjzaTs6WWB5jjXeRGtt934H6wMEF7xP5RoR1vb2Zee+rBEnmmksU8ScelR7svo81bc+3P8qh817QE4R5t8++n7i9xdW/WalVIFtrHRvmxjc1BSvD58smjHYah0aCaS8fNe1JeXUQKbc62kr877tFOS8djAUQAFdDhsvYY87w3yxvZX/o+KFiwEg9DCpZrpePDCjNeaB+vKm9ikaSqrR7tsvYsIe4zNdAEhsk+2vzYyn2c9ZAn3980DC3LgvthU7TJux2jTfs3YNkjJHq3SUulHNwUqPENrrVvcxhDOk6/e1//+a/Bqx69CgB416/fx+f8zR/C04fOXkUFT+/2Xiytft4xIc57osdAz/QUW0iTW8RoL4oMz4j2S4ApcNvY4C7Q6slKQ4sx0vH2NHF+BOgUxo6jmayMSahdwZupdMsumsDK2XN5UOq459E2r2n7nvzrJumyLfpol7UOFEaa7fcQabZTTaQZ7VwpXFmYifGkR5tUDNpd62VtWkSO0bd8l3D+o94ElFIvB/CTAL4SwI8B+JsA3g3gawH816aI7sIXA/gWAJ8I4L8B+CYA/xrARwH4VgD/UnX00VBK/VaYIvvBVjsyYcKI+P9+4UfhX/7+T+5V2HG2FHCz2VdEGBqwvceYvN232cP07rH599X9mW0zdrI27O95M9qA8RM/CKS9YR/tNgTtvQZ5tJswtLKyx8u9Fx/45i3ScQCeHL0vo01pn9Sn/cGyxDzPol7fWZ5h1iSHX16k2xHR+T5ZS482D0NrSR1vfF7zIvMGPDJ0qogUnU89WLa29gJYoR0JQ9smcRwwEwLLsg7YUcAl2Ibyd3NvuMI/lB4TaEIoxmiXtbbnPuXRpsKMQNJxWo88FvL4Emj5S5bB0Kbs4B5tl14cfs6GoQ1mtN1+SIaHdpFLKQGROl758vuYn9+mjsf6aBNrT57hCCPOUVY1DlfVRh5tOt5DZJZt0nE6Ho6x32w9XhjaCD2qV5WZ/IgVqTIjoK0tVhl0KhgehhYLUCRFDK97qeDJOoodKj7sOY745//G977D++2NyXE5aLK9L6Mtg9j45JFSLX2gO2CfbU1bQctog1jckKmWdg+g3aO9TqaO8/Tv9GSBVCEBA1PHhWQdcAw2PY85sw+YSYVNJPr8c/KZJ6XjWxfatb/NsW0wSgWF6wdz3D5ql44D7tquKmppN7ybwi7h/Ee9afw9AI8AeKvW+gu11n9Sa/0mmIL7lQD+Yo9lvBPA5wN4XGv9O7XWX6e1/ioArwLwPgC/DcAXpb6slHoYplD/FzBF/4QJ54rnXd3DY9fjLKsEL+IA58+SqeOAY1s2xcOXDeP41ANeaBOjPbf9OJfrOhi4nhcO5rnXLxroDnKS2J+bYopYt20nEBZMmrdc12HqeFI63s5oE6OxiUebGD86Ng9OyqQkHHAe/zbGPCi0qY+2F4bW4tFu5Gd0rdLgWIZW8UGzK7RXHiMeQ5t0fBMJLwcpAPhAh6fsFlmYNkyyay4Bl9JjQkw6zsPQbEBfTDoe8TSSdDzmizTbVseZZ5EO3ks6XhupOWf4JWwBP9SjLRhtDun3lB53wExWxSZw+GdoFTYMLeYptSoOko63+2c3yQXok2TeBa8FV1DMmb80ybW5R9s/nkNBWRp5ZFuquvYmIOd5lpyAMEWP+/8xGW1eaNPlI6+LTKmouiTcRpX0j//qUw/wzd//y/ihd32YLdv8TXq0l+2p45LRNkFsjNFmlg81gNEmWbC5N/zUcdUEpJn9YceNBagRYgW5XUed7qNNzzOaeIyhrNyESCo0cxNEGW3tthUIC25itDf1aANhW0PTv938O3b/9AUPMYttFzHaAHDz0sybCIoth5ZFf12OycRonyqUUi8D8LkA3gPg74q3vx7AIYAvV0pdaluO1vr7tdbfKeXhWusPAvj7zf9+Zssi/mHz92v6bfmECbsDGVZ034ZbmYGc5wceyGhzadydZgbTeLQdo72u4m2CzhqXFkXQ3mtdb8a2H7DEdmBIe6/M+lw3CkNr8WgDblC7iUdbtj57sCxbW85RYd7mY6ZjKj3avIBpK7TJo00hdvFix2dSqfh46sGyNQgNaA9D25rRFhMWfHuNFzoLCiNKvecFX0peTZNiHqPN9oMmZ6Ie7QQrm3mp4/0Y7b0Io90mHZ/lmZUJtoWhjcVoy/R9DtpFy2xlhlmTEzj8vo5N8kjpuH9d+pNidC+kijn7fN4odZyK9+0HpZ5HOyi0nXx2GxaMjk9bT+tNYPvN55FAQalsyVVSrl7p0M9tlr/9Nt49XmOW+zaaGONqCp7meLYUULQ/qeuGzlvselxX8SLo/piMNkZgtDMq/lyBSSyu+X/3Hd7yitAmHS9THu3aWUba2GLu+bf5DCMz2rQ4Oh5cTm02sJkM6Dn/wyfNAhUPuFUmbPPYF/71Fnvf/TbdOJjjmQ6PNuAmH+kYjfW82BWc/6g3jjc1f783UiTfB/DDAA4AfNKAdZCeIRpLqZT63QC+EMDv11o/PWA9EyacC2QCNRVQNJBbFJn9odrao90UQryXti20D3ihvRthaIApKKVHu0x4tFOgYupu8yOyNaPdHJ9VVUfC0EKPtk2vTjDasq3bybpulWZz0OQBFcUPlmVrEj59/krLZ2YJjzZXULS292oY6X3LaDfFIE8qraQ300nHb/SVjgeMdrlVay8AuCSOI+AYplmeRWfrOVMHOK81EBajvK9zbD+WLYx2EdnfqmGRUh7tdSoMTTLaHffQjHlNS8tohZ9bjBSGxovPFKPNDZ8UOkWQHsfYJE9bey8e+GQ+014UUwBfKsE/Bst2DkpDThfa3JO7DaNNH9+b5SOljpvJ2liLvMCj3SI/Ddp75f5zcxvcbTptqAjjWotimOTR7e29Go927u4bDrqOYoW2fJ1A0vHUNbgUthPZLlIGhG1bCnFFS8bahBkbiwKLQ7PfsXaPyHMv2t6rrqOva+3UDG3noKpry2SnJiE3gQlhM/92exdnsrm1RXX0W+fg+yszLqRHe/swNM5EJzzwzfG9uj+zkzsS/FHDLUVFlqHIt58I2EWc/6g3jlc2f9+ZeP9dzd+P3GbhSqkCwFc0//vdkfdfDOBvAfinWut/u806Jkw4byxmeTQMjaStSinLSm7LyBKjzXtpcwkdl5fuinTchFX5A+/1hh5tKqbuNPu6beo491SflH5RHJeO12aQlpKOC4/28bpqTfXmCBjtk7K1iKbit5d0PEgd7xeGRtJxWleszUpZ+0qJgg1Mt5aON4PmbUATEHwyh0sus8ggZ12Hyd+pXtN0DFNhaG6wHGG0I8yM1hq5ckWvHHhWdVyJIvtdU3J6CpyZc0xne8jaEPBrJPRoO2kmQTK20nNuW6/xvsLk0Y4pBcRESZc82bWU24DR7ije+8AbOIvl1LW2z5ttGG36/J74LdoWdE6iLfJqwVK3sGLSDqHUZm20YoipYJxVw72m0Y/RrmzREbccVKI4468BIftaVrW9D1JFlpOOm+MoJ+vdMwmet3pTcEWLlzoOut7oc+F3+ONQJSYHgRZGW3OPdvy7gD/BOIZHW2sXWCi32/11xwGg9l6hnSeFTTzabZM8bfBsR5HbhUvHpX0xta30rPYZ7cmjfdq41vy9m3ifXr++5fL/Mkwg2ndprb+Hv6GUygD8E5jws7duufwJE84dhhFlfZGpXRMrnqiA2ZaRvbpXYJYrr8XXneM1lDLM+Z4IQ5tvWZCOicuLWHuvzRhtLh2f5xk6MhWTIFbwaFWhqrXwaMfD0Nq85HwwT37dvtLxg+a6OOTS8ZYimo5B22fougr7aLvioy0t+eYBScfNOmIDnrKqo0UngP5haFHp+HYebZq84iyq9GgHvaopDI0xJyl59TwmHWf7sWortCNSSysdT7BDshUSge5tsj6sK+21bZOYW3luzRit2OcyKBXvBbsJVkw2LNlxJx13rxWZH54lrS5ukicspum65gUV7zkMuEwDya4TXEu5DRjtLO7f3QSeLz3CaPOJnW2l43uzbJSBc1m70EA5KRBltBPrrCIqjTlLxd8GdyOTc6q5fHihpBtGO7YP3jbWhhlMebSddNy91pYgzyeXU8fFTtLN4ow2ty4N8Wi7iUd4zLi0dPjedv89wD0b44y2htbhxGGtmWWko4+2VA8NDkMLPNrNObTScfpr3s8y2sZ+6+CfC1U8fvjjtoy2P5mTYrSp0E4rWWITfKbNqop25rjI2NVCuwuhrqTvF5V6K4D/GcDbAXx55CN/FMBnAPif+rQQiyz/q5VSP6GU+okPf/jD3V+YMOGUIAs1KnZ4Wy8qlrZlmpVSppc2Z7SPVratEm/VsyuM9sE8bL9UdvhLJUg6fudoPWifiIEmNsuTjic82m3byT3aJOntG4ZGqeOHTDre5tHe6xGGRu1oUu299jqO3f48x6LIHKMdke/GvJmETo82Y4IJVa1xf7m9dNwx2qF0vLBFQmgJKDJlmRwe5BN4tCPScT4QdB7tSOq49RLzwbMvHQ9Tx+vo5M6CeakrUXDGULCCoS0MTSmFRZHh5BQZbRrkeYN24fuVKpci4tGuGjlmrAe5lY4rUWgnJhDuURjaJh7tSPG/Kfg2Bx5tLzgq7F3dBTpW+yNJx1eltvdQbEIo8GinZME6nLCciaJyU8QK7ZjkmAqevKNQNUVH5pQgQSK8X6QBPsMoi/j7S5f+vAmjzVUBpb1vMCh1nId9eYy2Juk47P/L78Q82tFCm3y/4j3ezzrLVHIf+ARjHlFSbQozcdIU2s1rtG4rHbcSemK01UbKAT6hE04uanvsYoqQvuiyJ9RaeyqelJKFf5WeO2QDy7Ns8mifAYixvpZ4/6r4XC8opb4GRhL+iwA+S2v9jHj/FTBp5v9Ya/1dmyyboLX+h1rrj9daf/zDDz+8zSImTBgFPNEaAI5Wpef5AtzgbwjTfOvy3PNo8wEHDzaSnsfzgumjXYkBZntisgQVU/eaAJxtQcXKXVtoC+m4+LHsSken4mrFEtF7M9rzkNHu49GmvuwxWEZbSMfpeuszCXDz0rw1dVymXfPjQ9LzFGKM9gOb/rxtoU2Mdigdt6njgXRctPfSjtGWjD9db7H03b4ebT7GIs9iso92wqPNw9Csd7OjvRdgWkil/Od22bN8hPZe/NkXBgMB/qBdepDL2lfgOOm4XzTlmYqmltMxpu+RhSO1X9tJxyl1/HQ82lXlBs3bDM65dHxIEUugc5JMHWfX6SxrYbTrsO+4aT83bqEdu6eo4OlSCLg+2k4JwkFFHy+uvHMpztUDL5yxndGm5/Ks8cryVGxKHOf9rzdFxZ4XfsFujo2TVvtKAMB/7qnIRIbbRx19j6eOtxWxZvLdXfup9fSF37/b/IMk4tIGQKuhY7EJo03P/VhLQzpeMftSX/DLMB42546vVFV6nxOp41prFgC4/UTALuL8R71xvKP5m/Jgv6L5m/JwB1BK/REAfwfAz8MU2R+MfOy1ABYAvlIppfl/MCw3ALyree0L+657woTzgPT4Hq0qHMxyT+a8P5DRBoxP+ykhHSfJLpeO704Ymt8vGmgkiRsw2gfMoz1kn+Z5U7A3stHuPtp1soc2wKXjlf2h7RuGdklKx0/KVrbapY73b+9lGe3mWPcptL/msz4Cv+MTXth8L8JoCzUC/3eXzzrGONG5GOzRXobScfJhh0WCCEOrtWutlApDixSBvNCOe7RDZoak45Ydkt7OOu7RXoj8BQCt9xBNEKyqmgWFxT+7V4xRaLv9SLf38o+h7CntX1cRdrJujp31lIZFDx26bul4aO3pgpPjD5O0EmRKt8fqbTE4H1s6TiqDIuIxDUIR87BnvP1sxIIzz9PsWx9EC+3IdWEZ7a5CW7e397KMNlsGL7olo/3gJJz4kwgYbdHFgl8PCv29wxJc7cHbV9Wa+mjT/rjv2Mkxthzalthm8JZR3rpr7QrOlqAxeiYD8fZ/m4Im5QCWql7Te36BTXurmutkE4825cfEnnl0XGP3T194ip5ooe2eqzFVHoHv07qq7b7nWTZI2r6L2M6Edvp4W/P3c5VSGU8eV0pdAfCpAI4B/GifhSml/gSML/unAXyO1vqpxEffA+AfJd77PACPAvg/AdxrPjthws5CFmon68qTjQOuKBhSLD50aY53f/iB/f87R27A4QbjuyMdp4LyiEmjN2e0m9Tx4zWef21v622hAQ0x2rw4WhQ5ylqbQpK1D2r1aLMwNPqh7Ssdv8QKRArOaRv0bxKGRkW/LBL7TAJ82Se92P7bFZS+b9BL4Gbn8UbPMDT+o07nYpP0Zw6b3s4KRZKwzppiOvRom6LOeg5rHobmL5+OYax3eKU1PnTvBADw8JVFsG2xiYWqbvdoS+8rgdtCLGPf2kfbyda72tQtZlmQmrspeGEii3ae6kuQqeOrqsbVuSucYvJRe+yix7X21jHLM8xylZSOL5v2frFjnQIdv6GSVoJkQWutvVyFTQfn9PG9WZ5MH94E61Lbeyg1WUXgieyLLA8+G3i0i+3lqnWtce+khdEWxTDZDVrbe1UUDJVIHY8U2h7bGEjHw3aDEpLR5pkf+8iNasDzNyc3vxV84pEvRzeTfkowvkDc7pGSjmvWtUEWg9oreA0rb3zz/vWwrnl7r/A8bgp6VvB9oKW5QlvbbaT9y1R/Jr2qNQ7mBW4fra11jCDD0Ib20ab1xd6nx7ohe+ro8fVzVjSzV6kgL+OiYycLba31ryilvheml/bXAPjb7O1vBHAJwD/QWh8CgFJqBuDlANZa61/hy1JK/VkAfx7ATwL4XCkXF+v9aQC/N/aeUuoHYArtP6W1/uXt9mzChLODnE08WlW2CCDsz4aljgOhdPze8RqP39gHwAKT1hVWVe3J1s8Ll+YuXfuR5rVNZe10HKtaD9onmoi4d2wGQdKjDZhBjg1bqvp5tJdlbYuLvoV2kWdYFBmOVqVlY1v7aPfwaBOLSdJdGhjRse67bXYbI4XxutZecc1Z1a4wNNUwuXwAtY2El+OATeQQXD/iLNomidKUY9LxkNEmlsW9lrGB4BP3j6EU8Pxr+8G2xTy9WsOTawatxxIebZcOzhjtHqnjnnS8hdFOpdX2hdfeK+JXBPwwNOmdl9LxaHsv7VQKQLzo4QXd3ixPFtrrjns7hmJ0RjsM3LKDc7X54Hxsj/a6rnF5VkTZYMO2stRxdmzkY4wHUxFMwvZ219z9ZQmtQxWMSx3n14y2TG7b/AhNIKak49TiMKaiACLS8ZMehTYx2jPyaDcqlJJSod19wL3Vm4IX2ortg4ZL2gZ8iwttcsoywxHrZ2//X7vQRjo/9Az0t9FZEUbJQtDh5A7td5VgthXURqFzWruxScBo124fY/alvuhmtP3UccCMYWRmiAxV8wNDn13tvXay0G7wBwH8CIBvVkq9GcAvAfhEAJ8FIxn/0+yzjzXvvxfAS+hFpdTvgimyKwD/GcBbI+nA79Faf9up7MGECecI2ZrjaFUFhc0ojPblBY7XFQ6XJYpc4X23j/C5r30UgN8CaF0OK0rHgpNI8xTWdqZYgisDxghDuxsLQ2OyPSJm18KHKMG/Q4V2X482YArrB8sSD1bdMtZNPNon6wpF5piKbQvtmE+2qrVXXPthaO2MNmBYQT5Adf2Mtyu06Xh7fbSZRzvPMpuGm7HizfgVjWexTxgaLyq4tPGJ28d45Moiel3GmBkaAKZkmCmP9oIHHTLGPoUZG3RZtj7p0R6P0VYKOF5Jphb2PYKcAJHS8bhHWzfBUCpgnmLnb7/Fey49xn1A18IgjzbfZ5nkXQ1MHW8+P5ZHmyZEY9silS2W7Y+stxSTcwAwK9LtwLqQmpyzEmG2WCrq8qydqSTWfZPU8VbpOJ/460gd3yt8RpvWXdW116Jq21KIt75TCn7qOAtm5Mu3YWjssWYnGCPPLPvviEqDt/eyr8G/Hkrv2g+zQTaFx2hbbbxbP98PYvKJ0e672lprO9EbqnjGZ7Rjy/BTx93Evyy0+e/MmrViyzOTOi4Z+YuMnS20G1b742EK5bcA+M0AngTwzQC+sY2ZZnhp8zcH8EcSn/lBAN82aGMnTNhBmD7a7mF1HGW0x/FoA8DTD1a4fbTCutL46MevATAD70y51PFZsdlA8jRAfcRlOMwmfbQPWIE4ZJKCPNk2dVxIxwG/n7CUR0pwqR8VKpsUsweLHEeryrIfba279jfwaBtWKSyGN2a0Rb9ikgjG2ntlql+rpEwMeEldcK2DDU8hzxT2ZpnHXPKwMLpcylpjnjm2igoDYhucjzlVaLN1suPyxJ1jPHY9ZLNp2Xx7AOcZpdVIOWvKrsBTx6mYaWNkHcPYLR0v8uGMBhVNlxcFjte+bNklGLv9CjzadW0nB8z2R1LH2WSJlAJbRQIvtOd5EMxG2LTFIBA/n5uCb7Mshv3U8S0YbT0uo03FTx5hvGRv7FkL219Hrun5gDA0migN2ntFFDO1Ju9te4p7X492SsorP9+X0VbKHTuXeO4SvPnzdahHm6TjtByS1RP8MDQ06+WMdvg5QGRQiFNKuQpAulA3y3C/tdveZ3eP13jv04d4/ePXvfZatAeO0dZ22/g2G796/2CwWpvf2TwLLSoa7ngN6qPtPf/C7fIY7ZkLZw0+JyaFKjYZPYRx30XsbKENAFrr9wH4yh6few+A4BdKa/0NAL5hpG35zDGWM2HCWYE82uSPOVqV1ltMsGFoA4rFW5cNa/jU4RK/8MRdAMDrX3gdALXqyW0f7d0IQ2ukvQ1rSz2AN0leL/LM9Bgth/nO+zDaS8bsbeTR3oLRvjRvGO2mFUw/RrtbOg74aeDEQHe195LIrSdVe3+99TTH4Nr+rLVHt9suf9DuGO3tfx5lCzlbaDdFAhB61HiaeKW1x/pwmMFpnNGmQvv1j1+PbldMamnCgeK9a+n92CQUZyuomOmVOt4jDM0UdQPbezWFxtW9WSCjjCUYy0JyXdVeX/BUkJznWY0x2jx8cpYnw9BSyoE2FIkibBO0tvdik1jb9LalZS9mw1pnEVaVmfyI2S+qWvY9j/vXKd04FjK4bRhaqtAGwl7NzqPdLr2m68EWu4FHm1hmv4gnyHN5/6RHe6+yxl7hAlP5xC2tyzHa/ZlWCdsmLGvae7FNVXAFsI5MXHl2j4gHHuhitCOhZJHzwK0I7rm52fXx7T/yHnzz978LP/3nPrdJbIe3PFqrnDTRIgxt2TPeoNbmmJjnTJrJl3kUm0B2/Ii9bxnt3P1GhNvqP3cso51nU3uvCRMmXAwsCiNRpQfW0SodhjakWHzokmO0f/p9d/HQ5TlewALC9hqv+GpHwtAOmEcb4K1GNts2J7vfnqUP23uFknSuSujr0V55Hu3++3VpUeBoVdrgojZG++ErC2QqHrpFUErZ48OPLykbtvVo0zmjAVUsGKwrCI0gJb/3jtfIlPPyb4ODuV9QSY82INubOEUFsQ0p6ThgioIiWgRqfKCN0Y56tE3REQtustsW2Qbqd71cV3Yw28uj7fXRjt87Y4ThUKFhGO3Qrwj4g/aZYNFN8FYkcE7I7mlQKVmYWHu2No+2mUTb7BlE99aQYyUnF8JtcvLZTQtt6jMubUxbb2tl/LWG5QuVFzFlizw29DXZw92EoZ1CoR1ROlCAXpd0nFodAaF/Phb2VbcUQfeXpf0tSFkNluvK/iYB/sQt3yYAHhO9KWg7C2K04QpNUgEAso827HoJrg2Yv/xWj3YdttmKFdpV7SbanJLKvHe0Kj1FXAq3j9ZYVxo//8RdTx0iC3yeum7+v9k/UHuvfsdZN0FksecMKSmA7WwgbjnpY0vvO0abyILwmScn+LhHe2rvNWHChAsBORt9vA6l42N4tInRfvrBEj/7/jt4/ePXPUkm9cTdlTC0y8Kj3acHcAwHVna/WbHIQceDWFS/j3Y4GyzlkcHyWKF9vGEYGmAK7QfLqlcY2m987aP47j/y6Xje1fbUdZs0HvFPbjIJAISsok0q5ctuzmNf6bccdNw9XuPKXj82PIWDeY5D1kd7zWRxNjircoOsdeUH9JSs0I75mPfnuTdpRct88u4x1pXGYzfihXaMTSdJowv08r+TSh0HzLW1LGvPg56Cbe9Vtk8i0OtD27usGyn2/jzHsfB705LbGG0z+RGfzCB4g3bx/RSjnfJoy/X1wdip40FRyqXxKj6wbgOxh7MBRSwHebRj0lLp0e6SXMtjPWQyoK3QzpUKCsZMxeXvHMSozhLMPF1ryTC0iHScMiuSjPa69iw+MzGG4JMZY6SOU8I4LzAzZULAzL657zi7h3utj3RcHmMvfTtRqAPmmc1tE3y5X/d//Rz+0D/77537Saq5n3viridZp32gza60fy65TF5aD9pA19b+POxfzWX5QxRD/LJKhqFFPNptyylrba9X2wJzYrS7oZQqlFIfq5R6vYokkE2YMOF0YT2+zQM3mjo+H546fvOS+fF+7zNH+OUPP8DrG382YW9mig6th0nUxwJ5tEna26cHcAwUOrKJ5FyiPXWcPNq+17dtMF40UrxVVdvzvlGhPc9x1FM6nmcKH/m8K53LLMRgBXBF11iMdhGRqPdltKVX8t5JuXUPbcLBvPC8uHxwLwdtUlGREaMd8fgS/s6Xfhy+8lNf4vah+Yn9tWeOAQCPd3i0Pel4w4LEBq00CZAqoBdFZoIOe6SO8/ZeqUR1gmSXt8G6NL73g3mOk0QfbRmGxlkUaXVx4Vr+JEXOWKIY2yM92m2M9uZhaA3bOWBQSttcZCqQd3M1g5GbbjY4p+LC+J/11r5QgmnDmCHPw4mYWB9tsw9hQQ6EE1izU/Bom/WEKog+YWgmpBBJ6XiU0e4IQ7uyV7QWMcvSD0wl6e+aMdr8GG/NaLNnm4IrLLU2RXbqWQSEk2Pyc0AYlinXLQveOKOtg0liWtYH7hzjg3dPOvfzsHnu/Oz77zbqjma98KXxNnVcTJ6QpafvbUOKgL0izmjzMLRt5+Z8JVaM0QYLQwtzZvi2EkJGe3tp+y5i61GvUuqVSqk/1yR7y/c+E8CvAfgJAD8F4FeVUp+y7bomTJiwOeRs4vGqsu28COTfHSJ/3pvluLIo8IPv+DC0Bj5a+EMXRWalyLMdkI7TQIKYpT49gGMYQw1AP0SW0S7aPdqStZFQzaDW82jPN2O0D5f9pON9QZM4Puu8Xep4Jgtt9uNsl90URNd7Fst5Frb3uro/bL8PROgVT1SVraCkoqJopKZtLbA+7RUP4fEbB/b/yev4vmeOACDJaNNAixdMvHetbNlDhyVlqyC1Sh9VCGcYneQ/zWgPZUApXGx/luNIhKElPdqVP4iMqQb8oCXO+HZLx/fnaY92VemNJ/tSPuRNQOduEWGdeWG1jdyUvi/VVdtiXZmWa3lETiuLQLre3vPUofe5mAoGgM3c2AZ3j9coMhVMZAPNxBnf1kbCKyXlEmUTkDgXxa7bDyrK3Gu+dFww2ssSl6nQTpxHkw6dZrT5Mc4EU78J+PMwy7h0Wjd6afM5vngupyb0kY7LfSWVBe0DEGeMy6oOPkfLOlpVvfz81OLxZ99/x2vvlYn9C1PHYdebqfhEQAx1o7CJTejRBA9AHRa2u9ZjORRyPfQz4MYwEem4mBSSv5FDOinsGoaMer8CwNcDeBF/USl1A8C/huk5TbfMiwD8B6XUowPWN2HChA1g/TFNIJoJQ4tLxxcDC+Bbl+f4xSfvAUCU0aZU7V0IQyPpIbWPoH6jm3q0x0hsp+NOjMiiSzreo9fuvAnBs6njG2zfpXnehKGVzf8PL7QtK8A92iMx2jF/PQ1mrvdktGUwzL2TNa60tCzrA8lol0w1IT3aUlGRZQpVzcN/+k0A5Urh/bebQrvDox2TjtO6/PYtTs4XA+Uv0D60po5Tq6BS4+0fvIdFkSUngcZInV01MuO9SHEb83vKsC+TBB+qMKQagBeisdY3oXQ8PoDssoXEQNs3iNFutnN/nmNdpovXIsIid6Fq/JpzNskyBGVlsgxiA3HDvrvr7w0vvoHHru/jD37Hf8e3/NC7g0TnWNu8bY/j3eM1ru3PEBNvypA8agmXq/bkZ9veK9lHu7bLc8t278t9uX9S4vKiwKyliDlZ+4x2zKNN17OclNsEXO3Bnzka1NLKZ3z5vkUZ7UC10CIdr13B6ZjzcBt5PgE9N2k9x6sqaQHhoN+A9zx9hDtHa8ak+8uTYWg1m1Xg0vou0LN8LxK6yKXr5lnVX5LO0WY1ofetdHwWjmHctvq/M7TcWZ5htsWzZpcxZNT7pubvvxav/x4AN2B6Wn8OgE8D8HMArgJ464D1TZgwYQPMc9daYVnWqHXIbpKP9VKLRLgPqMXXY9f37b8JezPHaO9CGBpATJx5+NOAZLbhIHcMRpsGMnR8+ISHk11xZrR7ML4oTMLv8brCLFcbTSCYMDTT3utgnm888I8h5tGeDfZo+0VqjMm63tOjnYn032VZb7xdEobRZn1raWDJpePNdScVFTQAp7Fw34CsLDN9gG8czJL3s2TT6d/Wu6dU1IOXlo43jDbdQ62Mtnnv/XeO8W9/6gP44o9/POitShijvVfZFNqx4jYmHecWAuubj0zghB5tN3j1ZOUkUWanb78rDG1DVY3ro739saLzvSjyaBiaN5Gw4Tkhxp9nRwwBnZMiC4sPyWg/dHmB73rrb8CbX/0I/uJ3/RL+8ne/HUB68mhebJ+MToV2DGHbN1MMxZLTvf3R2spogbY+2nGGsVU6HmMia41f+fChZ7kJ+2j7rOy2Vx23jiiw5WiSjocF9CYe7XWHdFx6r1PScftMFvf+Ue9C2wXQ3T8pWeq43V1v/a7NGX1ONR7/nox2M4kTy4LQ2h0726Vii4kSf2Inftzo/PExaPg592/TR1t4tKdCGwDwWPP3l8XrXwBz/Xyd1vo/aa1/BMAfgGG2f+OA9U2YMGEDOEbU/ShIRvvTX/Ew/slXvRGv7OG1bcOtxqf90S+8Fry3N8txjwrtARL1MbE3y5h0fDtG23q0B0weZJlLlV0UmceIxGaD+wzGSTou2Yk+uLQoUNYazxyuWv3Zm2AmBiu0npc9dGnj664QYV5uFpwvO8eiyPCimwfhAhLL9JOX9WDlxaVFXDpeZCpglddCykqDjFih1r4f5vsp2Tj/TOgZdSwVH9StOyTe5j6qnRy3LXW82ZHv+NH3Yl3X+L2f9rLW7dx0oPWheydeMVJW5l6JFbeOHfPXKeX8fnu6MEiOwpvMsvyCKtYrfF9MwHBQj+hN4HzIQ8LQzHcXswzrgBlkqeNqO0Y7U2Ew5zbQWpve5jkNxNMJ6YRrBzP8/S97A97w4hv4yffeNttUx6/pea62nggwdpN4oW2kv+7/ScJrezgnjim1SUqpFjo92lI6Tox2Hvfaf//bP4Rfe+YIv/0Nj9vX6Dm45KnjrA3h9oy2+ZtnfhgaHRs6M3zpmt5jv5GxdoXy/wOPvufRThfa68opJOS9f7Qqk8oUjsNVhTe8+EawvTLsTTLb9AxWMM//vpOOtTb7FH/msUnBiDqnL7rae/H1tDHa/HemFB7tIssm6XiDhwDc0Vqv6AWl1AzAJwAoAXwnvd4U2yWAjxiwvgkTJmwA/pCjQb8stPNM4TM+8uGo5G0TPNS0eIr1790rcutB3gXpOEBMnGC0t00dH7hPxOrJongbjzbgvIZbFdrN9fHr909G8WcD7pzzge28yPD9f/wz8eZXP2+jZUlmwc2Cu3NwZW+GH/xfPgu/9aNf0GuZmQpbjQy9TvdnhfXnAWwyJ8sCv59jtN1xqnV7GFoMxFKkZONA6DUETLGY8uFyOV8MiyLHsqy8VPUUSDr+9OEKb3nto3jJQ5fS+7KhR+9kXeFNf/0H8c9//H32NepyIFutAWwgm0gdj4W7pRjtFONLdRGXjpOSJuoJFdLnPqDJiyFMsWVOsyzaQooz9lunjluf8Wbf/5n33cH//TMfsNuitTknsW1JpeMrpXB9f2YnVum+inm0h4ShpRhtKR3X2jGVfHskaOKAWiSmGO0UwygLc8Noz5Ln8R//yK/i0at7eMtHOYfnwjLabgLKXs9iAmET0OROlhkPsmVyQb5kvxClf0sbTexzZnvbpOO+VQZA1Gsu723AHfOTdY2Tsupkmo+WJZ5/bR8vuXVg9xcAVHOb2zC0Fo/2pu29cmU6LYQqHjcpGJtw7Qv/+RdjqmOp4yH7Lwt27tHeZqJ1lzFkNKEByF/KjwUwB/AzWutD8d5dAO19YCZMmDAaXOq4K7Q3Lbz64qGG0Zb+bLNOFzKzO9LxzHq0XTjOhoz2CD3I+felXDkqHa900P81trxVWTfhd5udb2Lpf/3eEldGY7Qz7+8QuAGCazcDhLL/R6/t9S5QC9FmxxTawyaeDuY5jtZuIOYx2s35o8GTbI1FA+FYe6g2EEvx2PU0kx/zaMu+snx808ejfbKumXS8hdFmx/SrPz3NZtNnNxloPXn3BA+WJT58f+m2vWG0qadsTIbqebQzlzq+juyP68vMBvFaFKK8MEhIx4FUu5vNpeOpZO1NUNWNsqYIizm+Tdt4tG3quGW0u+W2HN/+X9+Lv/DvfxEAVxnE23u1qX0WTZYA4O432b5vNrC9V2uhLYrhTLWzinUzqUD3XSwRXbKg5t/ufX6d1rU2YWiLAkVjMeF4xwfv44d/+Wl8xae82LvmbeJ56fzgXkDY1oW2+UsTCS51vGGtRSFK65aPoSzyObP8cLIwthz6GzsH/HrK2e9OWdVYVTW07s5GOFxVuDTP8bqGgLD+dtB20/rdtgHu3FLqeF/hQK2pj3bWzmjbtoCbn0AvcC+y/7Xulzpeae11TeAKoFhXgYuMISOf9wOYKaVezV77vObvD/MPNu29rgL48ID1TZgwYQPwwc2xZbTHKZ4kXv38q7h5aR5ntFmxtyuM9t4st0mYffylMVBrtKFF2cIW2oLRjkrH636MdmXC0Db1Gl+2hfbJYN8+ISYd3xYpf/OQZcv+x+UI0vGDRQ6tYVmFqnZyUbkPJB2ndWbKDEJiqdVtsIz2FtJxx/CIvrxsgiCGxcww2k463sJoN4O7N77kJj72RTeSnwM2Z0+fuG3amvFJKZJ+Ui4Fv4+cB9JfZ8hoM8Y7UhhpUWj7jHZ4be4392PMp8379vaFLbQHyCyrukauDOsctvdyE3tdfZ/jy25Sx/PwWdYHq6rGg8Z2tGLnJMvCMKc6wWgDRlVlGe3ENU0thbYJiOr0aLPdNsHajNGOrE+y7rGgthij7dk+2HIPG7vClb0imn/wj3/4V7E3y/Cln+BlGzNvvfut5B7traXjbKKLL4c2Sxai9J5U3lnp+JYebceIRwptZuVwz03giN27JxGmluN4VeFgUeCjGwJCrlfDL6x5KBxAhfYGqePNMdqbhS0NNdzxo8faVtLxyO+D937dL3Vca9byUXSimG3xrNllDBlJ/SCAVwD460qp3w3gBQB+P8z5/C7x2VcCmAH4wID1TZgwYQNw6TH5AmPtR8bAb3rd8/GWj3o0KkH3Ukx3htHm0vHuHsAxXBohDA1gjHaRkI4Lj3beUdiTR7uq9eaMdrNPlFA7BmJhaNtCMrLLEZQSReYzTqsm2XgIyFZwtCpNmjNr3ZROTmfMaLU5o00FeZt0PE/5jGkAKI5F10SG6aNds0DB9HHLMoU/9Ztfhd/wioc796XINpPxfuBOU2gzueS61pgVmb0HjteVLbpp90NGWxbajN2LsECevFT5vuFYv2Zaf6zQ7mMLkaBtGpI6XtVO3h2wpqxVzzZJ8MT4z21y9mbfXzdtCqtae6oJntyfwbH6KVUSZ7RTlgzuI9/L+j8361rjXkuhLXMPiHXM2T5I2GuHFdpyEiTm0fbD0NznbbtGy2i7924frvBvfuoJfNHHPY4bl/xODXMhHecp+woDPNosxJJLozWkdFxOavnLSUnHfVmyPG6u4KTjG9sNw2j7tqeqrj0bysm6wtW9+HlflYb5PpjleN1jptC2qvvmL22mnGiwwW9QgcqoDTRpGvNo8+OX5+HvQF/EJhM5KFsAaPdoV7Vpn3i4qrBmCq6iyWAwVhE92Na4CxgykvrrAL4cJuDsyeY1BeCntdbfJz77lubvjw1Y34QJEzYAL9SOtuipvClSD0Tesmqon3kseGFootDpi/2RpOOLhHTcskDsB7OqdWc6OknHlTKM4ybgxfVYHm06PqMy2s05G8OSIBlt6tU7BCTBP1pVuIWGNQz8fv5EDxUJFKolB9tdoOLj8RZGm4p2vr9cSil7QXfdG3sz8mh3M9oA8NWf/vKOvTDYtKh7oim0eTGyLmvMMuUV2oRk6niQBB96tP32XiwMTTCXNCD1GO1GBRPrpc0H9n1BHtchYWjE8M3zUG7KrSqZ2sKjbRntdPpwG+i6erAsvWssY+eCHnEpjzbQZAkIRjsMQ3MJ25tYrB6sStQaG6WOKxVP1iZwqwnQWCmSqePuNc/2wSY1qF3j5b0iaGP30++7g2VZ4ws/Jsy0IEUH76M9b45Ntr1y3MsvUGCFLgXFWcaX75tG6NGmrwlGm/e6F+9prYP07yijzdRj/LnJQy6XLYFoVkW4KPDax65BKa5a8gt859FuXmCKm01C52wf7VmOstZe3kit3XqHeLS7GO1aOx9/m5KFnjtFZq7tNbMpzZglZqhicBew9ehEa/0OAJ8P4N2ATej/PpjUcYmvbP6+bdv1TZgwYTMsZs7je5wIQzsLcKZ2Z6TjRe76aPfoARwDyfDHCkOTRbFSCosiC/pod3u0cywrE4a2OaPtiuvd9Gj7M/EkFU61ieqDXIW+s8HS8Tkx2m4ypxCFtk24FtaFIjcSZNsCp2ehTYOoVkbbKgLiPmOS5Nr3OvIL9oocy3Xt+oSPdH9v6tF7IsJol3XT3otYZDZApoF5itHmMmX+PuAXMFo79ibPhOyezh9ntJv7MdYaqKy6bSExFHkW9Ur2BbUMjBVznGU3AUWbFcp1MxGxbXuvVaTQ9hhtwVymLQ4ZToRHOxaGBmzOut89MkGf7R5t9//ELLb56yurJHHPzjB1vLbLI9Ra24nbVYLRzjN/WfT7ciXCzMo+2iVjK9HDO3znaIW/+B9+MTjvdhIqV54HudammHCMr6+8kWc3NvkF+PeovDe8512bfJ/L5JsJrarWXteAWMgXgeT6l+Y5Li8K/M3f8TH4kk94ofcZ6cnmxwGgCZn+/a6pmI4pZ7wJVTHZuwn8HIA4o03Lp573sfueul1Q9kPF7kvrIR/wXNslDBpJNcz1K5RSDwO4r7U+kZ9pksjf2vzvjw9Z34QJE/qD/0ja1PHZ6Xi027Cr0nEaeG/r0R4/DC0sFoNCu49Hu5GO17Xe2qMNDO+tTjgVj7ZgtBeDpON+u5sxpOOX5sRom8EWBXOZ9YlCW7TGyi2jDfv/fZBnCpfmeWv/cO41BMwgnVKQgTCBXTJrEosmVHDb5P627dyk0P5AhNFeVRp7M8Zor/ig0/z1GG1W3NMzgU+iZZmCUmKSonbsjfQwxxQJMXadf36b626WheFWm6BqUpiLPMMqUpRYJUa+pXQ8U0E/5r6g+/twWbIJOzYQT8j4JfaKHKuyhtZ8Ass/1jL4i1DXGoerMlqIAsafDaC9vVegIGlntEOPtor65/lnAXMM6Dcjxmhf2Sswy5V3DcfyCAiUeE7rrtnEC2eTU2q2H/mVp/Et//lX8fkf/Rhex4JS+SRUlrnJDQ3dJG3Tst2yOCNLSEvH21LHeXsvt2wJw6b6ipay1kI6nr6erV2v+R39wo99zL4n94NOlW3vBae42VQ6rpQbS5C0nZ7ztMNt+QB91mG3O8po+888cz2Gz7u6Ntsxa2xCPHXcMdo1gLMnh8bGKKNerfWHY0V2895aa/2DzX9HMjJSvgAA0wNJREFUY6xvwoQJ3eD+mOPmoX+a0vEUeLG3KzKgRZOWDDBGe9M+2iN5tKlIjBWLFDZFqHp4tOmH7XgbRnvhPj92e69RPNrMKwe4wmqYdNz86ANNr94RpOP7EUbbhUr5gxznb3bsSVXzMLR+6ywyhcdu7Ld62nJx/FwomBuAbeLR3iuM/5wmg4ZOULjtzKxHrw+cR5sn9Jv2Xil2B2hLHY/vT5EpL2TKa3+lQr+svOb352Z5RxHp+LrHJFoMRaIvcl9Q8TSPeLQ9dmrDyQ9adq7cwHnTMDTanvsnpaeaoNtTTgq1TQjR+t2A3v9MajLg3//ck/iUv/T9URUCYHpoA12Mti8dz5QLRYz5XOl8co92rPUa/2uW7YpDfk08sIz2zAv9459L/Y7RxK35bMgGt10S9Nsl0+bdJJTxITPleNNHm6TV/r7JR5uKXAeACEMTx5cX7HQOYs+Zktl96LO1kI6nrgkAjNwIf4PldsswtNo+l5vfp57PQZo0tcqZlXzOm7+x7hN90aePNp8clmSBXQ5Jx3OFkmWSUPs+4NnDaJ8qvaSUuqGUunqa65gwYUIcnkf7HKXjXNY7hHkcE3usgO3TAziGsaTjnYy2J4ft79Hepo82Z7THlo6fBqNNx2YsRpv36h0Cx2iTL7QOpOPJPtpqu/Ze8yLD4zfSrb0AJn8WbJhTg/p+0i6PNhUwhw1jNsZkCuAmHfoMBOta4wN3zDy/tFlQey9AFtrmr+/RdgVITDpOnwmD5OLvEZvLsRdh1+3nt0gdp20cwmiXTTEd79XsX7fbpo7H5Mx9QPv1YFna75r2Pz6j7dphJcLQWKvLynpBJaMdnwz49bsnuL8sce9kHV323Y5CWx43KhjbigmZjB7r8Z3qo53ZSRPOaJttvLxXYJb5VgPqbT5LPEP5ujmjTVdqWxFIz2fpZebPNqVkgamYd9p9R0fuJzqGchu62ns5j3Z6skBO3JjfCVlop6/nwyV5tMPfYOlBlwW2K/wpLC65Gg9U5MpnnpxYTEnu+0A+42Lv8+fYorEXBdtam/uAJgp5K8lC3N8XHVuPpJRSLwDw2QA+pLX+bvHeawH8E5i+2lBK/QiA36O1fueAbZ0wYcIG4EEUq+a1TRnOMeAz2jtSaBcudbxrRj8FYspSA5S+sGFoMUZbzAZXfTzaDQNxvEWhvSgyOzAcj9F2rMxQWEa78guioWFoNO50heWwbXWMdigdDxht0Ror6KPds/j6+t/62uRgn5CJdcsWYnnm+y67PdrmdZKmjunRBiggrP2zTx0u7XXAZb8UBBSTjnd5tFN9wWWRUmmXJp+JSQpiczlaPdr1dsE/RZYNau9FKdgx1rSu2bXBwtC01vjnP/4+PHR5gTe+9GbyuiOZNIWhyeV3gQq8w2Vp1zEvVMR+0T4hRL9BJ2WV9mizMDS5D0A6+MoW2gnLRlAoab+9V6q1FODu/Vjva3oGekV8I8cthN/e92j7hX9qUokw8xhtx/K2JXYT6LdrmUhMzzM/VZv867HU8U2k4/wcBh7t2m9nKNcDuIkb/tyj43a8dh7tdkabPNrh76icpOD3lflL+9eEzvUNQ2vuZVLOuELbLQ8IJ1w3gScdjzx3qIAmmMT/iHS8YbTJ+sInl9z2bf9c2yUMGUl9FYBvBPDXANhCWym1D9Pe63G46+lTAfxHpdRHaa3vDVjnhAkTekIp441blhWgzWCjb4LxmNjNPtosdbxqH6Sl8Oi1PeSZwvOv7Q3alnlTScQZbV86vq7rzu2kPtrLdb2xVUAphYN5jvsnZXSAsA1Ok9G2qeMDrisuGe4adPbFpUU6DE0GutmijknL11Vtma++7U0++eW3Oj8jB1hSOk6BP4RUUUKga/bBsvRYuqHYZCBIbLZSCO6VWZ5ZFQ8fFMv9BvzU8VTLv1z4W/mgvciVV4xR2yyOtvZexCxvCgoT2hZG4p5hVmSeLN5sE2O02Xre+/QRvu7/+jkA5pr5/I9+Ab7pf/zY6LKzDJg17b02ZbRtGBqTjhdZ5jymolBpSx0HGkY7MskCpAPb6POpoqqb0Y6wzqqdVaTP+320u1PHKwpaE/Jwmzq+MKnjJ6LfPJBuzUe/J7Sttr1XokjlsNJxOYHTbKciPzZbhnnmmX/7Hu2wvRd9TjKrbayrUaHQPsTPgZz8BFwYoJc63jJxdNh87lKE0Zb7FxTc1qOtbGZHH9Ta9dEG3OSi67JAz/lhjDapaKJBfr2l4y4bohQe7Uk67vDZzd9/IV7/XQBeCOAZAP8TgC8D8H4AjwH4mgHrmzBhwoYg6fHRqvISpc8SnNHepTC0stamrUTHQCOFx67v4yf+9GfjE15yc9C2pNp7AX7/V6A98IcwLzIcryrTD3aLNG6Sj++iR1sp5TEyNnV8gFLDtC0y/ybGbeh1SqGDJKn2+i0H0vE0o91XNt4XcnDvej2b92Uf7c4ChknHN71/2mAnI3oMtJ64bfzZL7i2790r69JMbki/PMCllHydLlU7FRAlCxjecihTsff8bY2x6wSTOr5FGFqkCNsEZrKAQtXaPdp0PRBD+rVvfgU+/iU38bZ3fDi67FobhlWmV/cFfZ5Lx7mHk64PGyiYnBByjLbsW0+YpRjtmgrtNKNNQYQxRD3arJiIFTuluO9i0nGa8PGWXRt5tbwmHpyUOJjntp1SbDItKR1njHaluXS8B6NN0vEynCSwzDhjtGutoRq5tFm2f9zkpGMe+RyAIEeBo2L3pWyzJb/Drydq3yf7aKdAuTixcZfcP6cwgrc9NBnRN3WcFAFSOSMnFod4tGut7f0cTWsXY5R5otCm52ORS0Y789p7PRsw5JfxJc3ft4vXvwjGevCntNb/SGv9z2AKbgXTDmzChAlnBMOImkL7PGTjwI6297IDLzeTSqzLJrhxaT54Wxan4NGmHzaSkG0CYgCvLNplyH0xZh9tWs5pMdr2WhhJOk6DMt7PNJSO0zrdwLOqddTjOxSSTZfePVkUrBNFCYHu7QfLcmNFSOt2eqmz7aAgtJc+dMkr5Mq6xqzIOjzanNE2A/661ixFXTDaEb8tn0CRkxSbMtpbhaFlymN+fvK9t/E9v/DB3t+n7UwFbrn9cwF1JIt940tv4qMfv5YsoK1neMvUcd5Hm3eHsIXCFoy2LGIJ84SPnP73JNHK6e7xGtf2Z0nliew/Lj3aKZ8r38ZYey/HaIfXIwVMER4sSzuBWohldal4KPMDMBMbmS2Qzfu6pZs2/Q7Fktxzthy6b3jmQab8Pto6MnGVYma5pFkWazysi25vycqvq/Aaod8Jz6Pd1t6LPNrJCRi3f3Q6qPC2zyf47c+6QAqbfaHioXNEuxNL7e+Lqtb2Xoldu7X43Vo0if/B5+i5E0kdz+3v1LNDOj5kNPEQgHta62N6QSmVAfgUmOvnX7HPfh+AGsArB6xvwoQJG2JRkF+3PJfEccBnG3cpDA0wP0RckngeaA9Dy62/jYK6+ni0CZt6tAHHaMckb9vA9Yce5/h6Uu9yuNSbF0+0vKHs+7wws/KHNgwtxmg3xb24/vLMSAVjHt+hoN1yQUrN6xEfrtnueHAUga6v+yflaEFoZn39GY0n7hzj8qLAQ5fnHnOyKmvMMhX1RTuPtltOwQqflHS8ED2IqTUWEDl2Oiy053mGTKU92l0dBWKQqePf+p/fjb/63ZL/SMNsZyMdjxRznNEGzDXDwzW5tDhYdk2p4y4vZBPwMDR+TlyB5U+QdTHay7JyPZzFvZVq70XFRJtHuy0bQeYeUDJ0m3xXWjZiQXVyssxsayPHzTIrfwaA+8vSKpT48xPoJx2nz3iMtpWOJ3c9mp1A2+6Ovzs+Go4pV2LST2v3HiFj1ySHpyyp+TJ0k2zuS8dTYWr8eqIJ3r5haEctjLbcP8ls0/+b9l79U8dr7aeOhx5t/17eTjruxiwxxZFUYqXae9GkgOuj7X57Zxs8/y8Chox8cgAL8drrABwA+AWt9W16UWtdA7gN4NKA9U2YMGFD0EPOSMfPidHe0TA0wAx4x+4BvCmIbYm29yoy27KojPjGosubDSu0aWAwlnScCsixCjHOaC+rGosi6+1jTi2Pfs9pQDmGxeFgXrgwtJp7tP3BncwIyBuJYszjOxROem/2UxacJgHYfb7Lo03XLO9zPAZmGzAuT9w5xmPX971OAvTdWZ41fZeV6KNNA1k2kGZyStfeS0hVRZFS10yGKtjuqnKycoJqBsHR1PFabyW/l6nj/JnWB2YSqAm9qmpPhstblPEJIldoF5jnOarGhhNbNqVgA5tLx9dMOr5m90mQnm/ZsPbU8ZMWRnthWXf/2NHxaPNop3poA2HugfRox0g72eu7yMPJjBSjnSlzTXiM9klpu0gYTyxTrVQm4CylnpnlvkfbMdpx2TYH/XbJQourdXghWZtqmr3uH5OQ0UZ0G/z2Zfz4mL+52AdZyLrfWnc9keT+ZF3Za6VNOn64qjDLVfK3JFNO0i2l405xQ3ae5Go8yD7aMnVc2WPbXzEUW4drIRfeK2SNIKQ82jQpQDYHe1/mk0eb40kAC6XUS9lrv7H5+yORz1+G8W1PmDDhjEAy4nOVjjfr5YOL8wYVo2bgFf6oniVaGe2Zk131TaEeymhfagZkuyod5x7D5boeXBSbwn1c6ThglAHUv7asa9e+SwwibPAOMdqNJ6+q62BgOQaokAe4R5vJnyP+xnR7r9ORjksPbhs+cOcYL7i+50lcAUp6N5MwB7M8Kh3nx5cX91RsSUuCDB7j0nHpfY0x2oCRjx+JAbrWulf+QgzcWw40vaI3kGgTAzWP+CJ5YcUtD4eWrcuTkmvAyXSNbzhkZbvAw9DsJBj3aDfbugmj3eXRjrGvQFomfO+kxNWWSUmZRk+sbVuysuz1PRfFMd+uwKNNAVOc0T5Z48qeeZ7LnIGyak+7n+eZbQHGJ14cG5z8alI6zq91Txqt3bNICcl0rUOPdkoVwK9/GV5ovgfvb8CIRyYYM8tol7jeJMy3KTSOlmVrLo6CK6DDc+mey9LO0wat4bf3aibEdLOZ0qO9jTKbrgE5gWS23/z1Ge1Eey9N3Q7MpBC/h1OF/EXFkNHEf23+fr1SKlNKPQzgD8BcId/DP9gU4wuY4nzChAlnhMXMeLSPz5XRNuvdlSA0wJeOb9tHeyy0ebTnuZsN7hpMyuUB27Vzu7QwoTmxcLZtYKXjozHamdfveKgdwRSX5t9jSccB4PrBzCYSl1UoHZep4x6jrXWyUBsKLh2V0nE5qOu65ujYPzgpR7Ve0LFY9xgJPnHnGI/d2PeYE601VlVti8e9eZ4IQ/OloYAp7sukdDzdKzvLIu29Isdtb5bjRDDaboJn8/Mt/bvLsg7Sw9tg2+zQ4NaTxodKjLLWdgDvFdqxZOFaW88tbxPVF7y9F58QDUL9Ip5aDs5ox2TBAJI+cpc6Ht/2w2WJKx2Fth/q1bSwEsoWb53CshHvcd4UZzX/nraBZ34fbebRzvzWXyuWHxHDrMisfYlbCejotTLaLYU2l6CTh1iz5SqxbK3dtURwfbT919OMdnPfM6sMgCBsLDapXTSTkEerCpfmhac2i6FLRcj3W0rIPUZ7I+m4eR5Ju4xktOnYbxOiSM+8gv0O2/fEBBHQ0d5L0XJq75i7yejJo/23mr9fDuAOgPcBeDGAXwXw78VnP6f5+98HrG/ChAkbYpFnWJUVjlbts6unCeq1uyuyccAVtcuySvoxzwpUrESl4+xHqkvGS+ATGtsUy1f3Zri6VwySY3PY1PExPdrUR7usBwWhAWawFaRNjzApdG1/hjtNoZ0qWLx1Uj/mjFLHT0cBkrN0bCkd5z3FzTb282g/WJWjWi9kaFsKh8sSd47WeMH1fT+0ybKWZjn7szza3otf4jyALS0d9weXxCACTolASDLagl0HeN/k7VLH+YCUP9P6gCaB6FhxZtoUViLEr3KM9qVF0VpokzwUQKuXO4aq1rbguL8sLas649JSy2i322ro2coZbSnrp+s3FtwFpGXCh8v2Vog8A4J7hG2LssghCT3a6dRxb3KHyXH5NfHghHm0hSpj3VFoe6njzH/rZNvJr9rfLsn8yrR+J5nWnrw5bIvmn7NUizE+WVTHCu3Ao+1vd0zZRPf+8arC/jw3E2ZDC23BaFe24IbdTn58ukDHz9plRKFN+51K2O+1juYakOGP3np6SMdJLUOp47zNZRFR11xkbD2a0Fr/GEwv7QcwsvA5TAL5F2mtS/Hxr2j+vm3b9U2YMGFzUHso+nE4D9BgfFeC0ABX/J+sa5SVnwJ71uibOm6Lno7Ccj6Q0f7qT38Z/vaXftzG30thzPZegGN8ATOAG9LaC3BtWwAkJcPbgDPa61oH0vFA9sqY/6rWXhE3JkwvaH9gx/tocxapu4+22Setx7VexDx6Woc+4CfvmizWx67vY1Hwln3+MZW+aC32m6+zqjVWidRxyWjXGqDajl+XtJxYmN3+PFJod7SnaoMsnJbNM60vqqaAIfafBt8yNIyHxR2vKihlnk+uiE1Ix5vvzTdktPlnH5yUVt3ApeO0jV22GqdgqplKwz+388hEg1k2mu/Gi6oHy9LabWLguQe8gJKhiN46I4WRPHZ0jgOPduZaJhHue4y2P1nUKR0vHJte1S6wr42RJ9BvV3hM/X7cXuq49yxy3+GTNoQUI23yGcJiTUqbkx7viiYYfUa7ahjtg3mORZG1hqEdrtqvC650cBMN9LdhoLFdGBplQdD2SauMK7Q3L2S5akI+Z2y2ADtP0tJDoHM9y4nRrq0nne7NyaMNQGv9TwA8CuATYRLFP0pr/bP8M0qpOYB/COArAfyHIeubMGHCZrB9tNfnLx3fRUb7ZF1hXdej9gDeFCRrjPbRbtqzAc5vtdcxYTHP3XnexqP9wpsH+LRXPLTx99LbM7JHO+cp4dXgothr71VtX/BIXNuf4c4RMdo1Y7R9tlZ6Rnl7r9OTjvsDPNvuJkgd97dNYsFa941pvYj5V7/xO38RX/ltP+597v23eaHtCiVelAFhcesGnv5A2qyTS8clo+1LeKWHmddMss0NYS8ShtZ1nNsgk9CXZb0RU1XXGkWuApZLTgDRvlCxcWluVC/8uEvwyQYeqtUH/LOHq9IGo3HpuGO02yeEOKNtJxDEsU5Jx2s2qSehtcYhK2Jj4Mwf79/eFoYmr4d5JBE+6tFu5LjUMolwwn7/8w2l44six+GytOuk80lHbxuPdskmEZXRUAMwUmorHRdMLme7CS7MzH+9bPZJKUSfZ5Y1Z5NHcvsA//63qePrCvvzIghflDhadjDacBMJUjpOW6Oaolnrdok+gbdA22PKGZdiTvdiepKnC6QsyDI/GBKIT3jxMYz8rJGOO4+2/Y0csH27iMGjS631sdb6x7XW72rSxeX7K631t2ut/4nW+s7Q9U2YMKE/zEPOpI6fF6Nt/H9qpwpt12eybkKTzofNBrrae5nBaV1rPPVgCQB46Ips9hBfXmqZZw3O1I4BLn1eleOEodnCfVTp+Bz3jtcNE8vCf5pF2z7aQjqeZ2Ywc2qMNi+05cAz4dFOM4Wn01Egj7BR73vmCD/1a3e8AecH7pwAgJWOA+aaWAuvvZRr84LHrpNNgKTbe4U9kbl0vBTBSzFG+2AeSk6H5ESYMCFfOr6J5JKKHltos+ArwJ17PhFxtHLtItsSxflExCLBbKWwFtJnXvykJqu6LA7LkqUbB9Lx+H7YQjvCaC/LGrUGDlpaIfJ7yk7wZMr6WGO9iOV9V2Rpj7YsJBVrmQSY47iutFU3yTC0daVbJys/7kXX8eTdE/z8E3dFey/zt72Pdjx1nCZ3AJE6XsNW8JzpBny2m0D/GyuUi4Z15ceHnh28hzeQDkPj1xN1HDhelTiY5dib9WC0WywFXBLunsf+dhqPtrL734WK/WYYxj3e3it1rfeBx2iLA0fbz21nyfZeVuZuJoW4ysE+ayZGe8KECbuOeSNvWpU1Dmbn49EGTDutnQpDY+29yqoelY3beFuaAVBM5k3p6KuqxofvrwAAD1/epNA+/2M+tkebt1haluOEobmi1/wdQzp+bX+GVVXjeF15UsaCpVsDZjDBw5GIOan06UwA8YkK6d3LMp9h6+oxzxntMT3as4hHe1XVeLAs8fThyr72gTvHyDOF513ds9vCiymaMNmf56K9l/nLB4S8kEwVvtHUcXvsnAXBbDuijHbMoy095ZvAJEz7jHZV614MGMDC0IjRFd5fq3agc1IRo+2HXMY92u74pCSkKVBheW1/hgfL0k2C5ZkrUjdktE/WFQsa68dou9TxcNsfNExvG6NtFCrm37wotWxsZFKkini0S3FO5SQD4Afb0b1L1xpNjMjrZV3Wrc+Zz//oxzAvMvz/f+zXTKp1cx3QrdPu0a69v3bbNZdv+8y1ZbrFsmLtvZRSgd0FMEwo9VuPMdrcH07Llt8Hwj7aXDq+N8uTSfQAuu16yl0PbR5tutb7yMdr7Z5pRe4yI+TEorvWt5COa5oo8o8t335+OS2KHOtKB5/VmrIhzDPVTI746rfnvEebQyn1cUqpv6aUeptS6heUUj/f/PuvKqU+dox1TJgwYXMsigx3jszAdH9+jvLoWb5TjDYVoCdlhXWtz3US4DM+8mH8ud/yGrzm+VeD92zxsK4do91VaLPjfF4t3ThOw6NNM92jMdqait72UKVNQC1g7h6vm9l66dFuAthY6y+gGXjWOsmIDgX3aFvpeMYHvf0Z7Vmu7ODttD3a9O/3Pn1oX/vVpw/x+I195JmTMC+biUXAFeyyuNURGSo/LyYgSgWBgEWWiYE7nyCJyHgjhyRWaFNxt41VYCbYTvLF9h1EU1DfrFm39eOKJG8u5z9cGvksgNb2XjJ1fBNJOzHrNw5mNmeElpMHjHb78aNe3jQJwfeHQP+fYrRjHm2SVLczl0wSzAooOeHGIT3ascJITpYBZpIsU35vdUq43+OMthd41y4dv3Yww2/6qEfx7376AwBconQfptV6tCMBc3TfKPjp23RWskwFjLYKyu/wmQWwgL9MToy5Zfv7IArGiJWD2HEqoDljHEMfRptWKyXk3KNNz6CY8oFDBlvmWXpCdUjquAlDC9U9QEI6PotPxBH7XmSmdR1ntF17r0k6DqXUJaXUPwPw4wD+GIDPAPBqAK9p/v0/A/gJpdR3KKUuDd3YCRMmbIZFkeFwRTPa58hoz7KdYrQXPBynqkdtTbQp9uc5vurTXhplv7i3kArtW5fnrcvbNen4vHBM7RjwPNrVKUnHR2K0AeDO0dr00RYFC41xykrbIofer7ROenyHgheLsu1LLNALSLPVSimWwTDetsY8evTv9zx1ZF/7lQ89wEc8fBkAL/gqxmib5UhfdCzB2Ge048VHHgzcXTEti/AyMVGyN2/xaG9xvovcTTxpra1Ms+8gmga8UjpeiuLVtVLSOF6XjtFukaFyue+mqeP02RuXzPPuztHahlbK5P6yCgf4ElQY0XfkvaWUarYxXjzEiipitNtCrzyrBiuGpIUktk66D+je8vMBau+zgAu2o5ZJAGO0qdDODYNc22ee7nzefcnHv9DuK01yONl1ugBMpY6Xde283koxyXTaxhLzaNPn5GVlFERZwLpKZtf14fa/v45cT9ajzRntFun40bJqtRQoNgEjmWyZOs5fS8FOmrJi2qXdu3UCTukjnxFP3j3uVMJUDfPMJ2zdNoT3Fh/DyO3NGlvhuqq930gZGHrRsfVoQimVAfh3AL4EZuLlgwC+A8Bfaf77Dpi+2QrA/wjg36qx+sVMmDChF3gi88E5Fl17s9ym2u4CLKO9rs7do90Gnuj71IMlrh/MOgdFix0rtJ10fCxG20kfl+sRpOPqdKTj1/cdo11WztuYZaoJ6XEBbB6jnVF7r1NitL0BmM90yACiLkYbcNfbqH20I9LBlWC0y6rGuz98iI945LK3HTR5xrdJ+qJr7fuzAZ9FX7PzJberEj5sLkP1BvV1fKJEJqDz/dxeOu4CzGgT+vobiUmaCWbaykDF4LesdcNod0vHeaDftqnjt5pC+/bRyj5LXIHkS29br9NZ3spop7bRpY6H2364NOexSzoeeLRZ6nisUJVS+Fg7plIUUebfTI7bnP9AOi7urXVZd06SfdLLbuGFN/cBOEab2OW2QpuOZeyYcp+0CwFjIWli32o2acORZfHUcOrHHJOOuyKflp1gtNkzjUK7jpswtFTIF9CE5G3g0Zbp+XwCtM+EBn/fKWyy4Bqxk16R1PFnDlf49L/6Nnznzz7Zuh7TR9u3INn3xPEF4Fl65PbmytlxeI4JKZEmj7Zp2fUmACWAtwJ4odb6y7XWX9f89+UAXgTgDzWfeRNMz+0JEyacEXjBcF6p44AZBO+SdHzeJJIu10Y6vkvbxrGwIT4Vnrq/6vRnA27gOy+y0VjkIXDS8XGOMZ+pN4z2sOvapAL77aPGuB6ueoy2P5nDBynr2m+vQ/2YUx7foeChXTRud4FevmfUtfdKH49TYbSZH9htS8NoP20Y7ffdPsaqql2h3WzHqqoDZUKYOq5DWXjuird1QinBbQu0HHvssjCYKlbMkXTca6M2oL2XkY43E09sMLvuKbukYliyprIg5RMRx03qOOCeN23JwoBh0SRb3AbajusHjtEm5Qc/V0C3RxtwjLacQOAgdo3DpY63SMfbwtAyv080YAqo2GQSwUnh/XyLVeVP8gAIFCikTqDzf7wKPdr8+119tGkfvvgNL/S2aROPdkyOz9t7afu6W66c9NPa2RC8bYtJx5vnbdD3Xkws0jbEPN6APzmcZ8qeb8NoZ9GAPNrvWqPVo80l85WdiKEJh+YzKp2sLiHVSX53CSrCzXuxiZu7x2usK43//t7b7etpJuaiHu2IWiQ1Ecel44bRds/LPKJousgYMpr4Mpjr4X/RWv+dROJ4rbX+ewD+OMx19RUD1jdhwoQNwdm+80odB4Df8voX4HNf87xzW7+EUgp7RY6Tsj73MLQ2cJbuqQfLTn824CZXutqAnRVcCNhYjLYrFFdlPZh95jI1GniM6dG+Zz3a/qDNFgnCukASxZTHdyhiUlZaD29FBLgBf9upc97PU/Boc+m4YLR/+UMPAMAW2nQd8D7SdO3tyeI2ymg7z6xRIIT7E4Sh1TxNXsjuI/J0wDyHa+0XTV39yttQsOArPvDflNGei8E3fZ8GzQW7Tw5XpZ24bWvvxVn9TRlt2o6bnNEuRM4BSW97MdqNR7tFZh4LbHMe7XQYWnu/ZFZAsYmt1jC05nM2SI4Kj0hmgS8dpz7EEUZ7JhltyojoN9H829/wOPZnOR5uul708mjbMLTQKsF90ryPNsWgmbfjk1oceUw6XrnU8dq7X81f6dGWpyB2P+aZwr0TXmiH3QMIR83kxqW2QjuSOu6k49p+JsW6S0jWOot4tEmFkGcmW4MX2vTvt3/wXut6YvYEQqyPdh/pOHm0aRJoZq/RZwejPcS0+dEAKgDf0uOz3wrgrwP4mAHrmzBhwoZYsNTpg3P0aP+Bz3z5ua07BdOeo8JaSHd3CVI6/rrHr3d+h2aQz3NihYMGcaN5tDPHOi3LyrvGtwEftK9sgTaiR/t4Za4xIUN0hbYOmJNan550nHvcazago7/SZxwLBeOw0vExU8cj7b3onL/3GcNov+tD9wEAL7eMthvQ2ckdYrRnObQ299HeLG/1aNOEC/m7/c+IMDSWhExKBEJdx0MWaWLiZFVbWaXsWb0JilxhTVaKMhw4A0YW+uTdY7z2BdeC79N1ZgOIKv/aCBjt2jDa5D+d542SICEdp+Nj2nulw6MkVpbRNvfR7cOVSyW20nEnmTfb2qK8KHIzCRORtxJigW1tHu2jVQ+PNruniMEkrzlfvr/OhtG2Hu2QgZQt+gDXR7nIXd9ty2jLQrt530jHu593L7i+jx/9ujfjyl5h9wHo59GWkzDmmkOzHM5cu+tFKb8DgmG7w3OmVLgNlGAdy1QAuEc7vg+x66nIMtw/WQMwx3JRZNEkesApHQ5argvj0Tb/lmFormjm/dbbi065b9zmQl/lh0/2taf79x0fvN+ERcafRT6j7b8X76PtyAK5HLpWy1ow2uIavegYMpq4AuC+1vq464PNZ+4DuDxgfRMmTNgQvP3OeUrHdxEUkLSu9Kiy1zHh/E0VnnqwwkMdQWhAe1/u88D4Hm03eFqeEqM9hkf78qJAnimbOi7ZEV867jPaVX16YWheGm0gHVceQyWZ+BgWVjo+PqPNixCSwt45WuPO0Qq//KEHePTqHq7umUKMh3KtBaO93xThVHTE/J6cRV8l5LQFU1PY5TDGlw/quT+Zg57DXMoupcKbYJYxRpsN/Pm2fMt/fje+7Fv/W/T7NHCm+5MG32EvZ7NttSZGW6SOR6Xj7vs8CZuDWGEJ+uzNA2K015bZlQPx/ox2ZdtExe6tWGCbZbSj7b0aj3bLJLZi9xT3aFuf+UCPtpSOm0kTd51Kj3ZuE521XWbf379rB7MwsTvxWfM8Ne/GZMMFk6Dz49MWhhY7vTKd3Oxb3UjHRaaCsA3YRO86/D4QSsfp/jqYFz0Z7X5p9DJrwBbGUEnWXUK2LuM2F5nFATSTSqVbKF33t4/W+ND9ZXo92lxjZsI2fq94YWizFo92pqz1hXz1gJsgfbYw2kN+GZ8CcE0p9UjXB5vPXAfw9ID1TZgwYUPMd0Q6voswfTD9tMtdA7F0d4/WeLAs+0nHC8fi7QIeu7GPVz7vCl756JVRlud5tMfoo80GW2O291JK4dr+zHq0czFo86Xj7j0KyTm1MDSVlo5nmT9w571NU3BhaONtK61zLaSyNxp2871PH5nE8Ufc3P2eZbRrW5BQgUJF4dGaCu0wwZgz2iYJPu7R5r7xmp0jGlza3rV1Qjo+CwttK3XfSjruUqS5PJMXZfdP1rh9tI6yp2VCOl6L4pUOx6qscbKu7YSBK7TDokMz5UBMlv2LH7iH13/D9+A9Tx0G312Xfur48bqyA3AZJBZrxyTBGe1UQR4PQ2sm9drae7V4tLl3n7OO0mceW6dsd7RihVElchbM8kk6njnpuGC0nSy3kY738GjH0MVo8+MY9tF2fmtecGqtrbw5U8or4nmCPUce8WjTxKbp4MCX4RecdBnIXYhN3PB/788z49FOMdorYrTbPNpuAsZ5tJvtgbtOUqy7hGOt3cSfLNz9QtvPI1izfXn7B+8n11NWZgI4i4Sh0f/2kY5bCXrunttBK8Et2o/tIoaMUP4rjJniG3p89hubz/7wgPVNmDBhQ/AiZGK0fVA4zrrSOy8df+KOEQ71CkNr9mWxI4X21b0ZvuePfjpe9ejVUZaXN4NI08pohEKbFViriDdvCK7vz5rU8dor3HhIj7z+aHvWVX36jLaQjgd9tBnLkIL1aI94D7kixJdCU2H9nqcP8cui0ObptlREUAFBMnAaTGqNoCMvl0YnpeN5yFpzNQC9Rn9jx46OF8mOaZ18GzaBZTvr2vYtBoT/sinQHpyE7DEpJyRrKllVmvy4z3yqQEcfbZ46HmGLn7x7jFoDv37vJPgufZY82mZfxUCcJqs6+mgDZtLypKxaVRrzIiYdN39TfbQXRdZ67fup4+5+yxNsKn/NBslF2nvF+2hr1ke79rabrjupBlj3aO8VAz0zUvUfL6xifbRd6jjzaMPPTujDaMvQNADWqhMw2lLBIyZs3PfD3wGv0J4V2CtyTwXFQZMbbZ1eMiZ5p0ktLQpuKHecuz3avnQ83kfbfX6W+x5rPqn59ifTPu2aGO2sJQyNrYfb3/ztbfrJN9f2ybqy/y4i1qGLjCG/jH8X5rfq9yml/g+l1EfIDyilPkIp9U8B/D6Ye+jvDljfhAkTNoQnHZ+dn0d7F0HSr3ID6dxZg87f+2+bQvuhKz2k49aXupuTB0NBP/C2FdeIhfa6qptE+nGuh6sNo11rf6DG/XMn68qysXx7VtXpebTrYADGBr0Rj3YbKHRv3NTxcKC1rjRe9pAprH/03U/jcFV5hTaXMBPz5zx/vhQxJsunQrKsNNYJJl+2RtNMOp6x68j8jTNwpCzihdug9l6scPKk4xU/dub1e43HlIPYP9tbt5RybJ9FJp+qlY639NHm7c+MVNX/jEw4j71HbfJoGXxbpOS2bYKMGO0qcW5p+XIygAqYGHv5YFm2tvYCfGkzD6zKEkUe3x/p0S69otHfd8BNbBSs0CblBE2MzAZIx739smxwvBii45Wp8Nooa9HGq3m9rp032LTtct8xk2MRRjsL/csmWEtFuwTQd8y2xWXZx80kGFcB8mvrYJ5btVlqAgZo9+4rxtjL1HGw5/LGfbQZKxyb4CHM8sxTSKwqtx9tjDZNVEn/O70HxFPHl2s5gUXScXccbcr+1N7LQGv9AwC+CeY++f8AeIdS6j1KqR9WSv0XpdR7AbwDwJc2X/mbWusfHLi9EyZM2AC7kjq+izDtOeqmmNjNolQy2n2k45TkuSse7bGRN/5DGhCPWWibntbjFYzXD2Z4+nAFIGRHaDx//2SNK3sz7z3AsK+n0Z6Ns+lS6pdnKvR89vRon0bquBfMVtW4slfg+df28B9/6UMAIBhtJ1GkgmQuZO184JnyaFd1jXXC+0+taMwymu8xqSbf5qquo6nxVjq+4kVx7S1jE1g/Y6VF8c6Cjprl348w2lT0WNa09otf2ofCFto+o03fixWinLmcFxmWooglBck6UmhTcbY3y4MiUV4fvfq9M0Y79bFZrjzfKuCKoFRB1VZMASRtNv/2pOOCWeZIebR5YeRyFvxCUjWJ0GQnoOtMMtrVUOm47aMdf58Kqyt7s6g/l/ZNsck9vigjrZb7Fq4n1t5rXblisBbPM1qn+dssW+wEpYtfjTyXAZc6DsTT6Mmj3aUilIx2Za8T81fB3X99+2gr+yzPmEfbfIZf91K9QdfWI1cWrYW2tSfkKjhu8dRx13aRo6rN+ZxZRttZqGg7pQf8omLQL6PW+o/B9NC+DXNNvAjAJwP4FAAvbF57BsAf1lr/8WGbOmHChE1BA03eJ3WCgfFoN9LxEYuEMUGz5k/c7l9oA4Zl2hWP9tggRps8k4sR+mgDZkC9rYwyhWv7Mzz9wATLSHk4DSLun5Q2yRdwg5RTk46rMLGYViOTfvt4tE+H0Q492iSxf/GtA3y4CeuJScdXpWvvlUqxrXXY3ovLFVPScc5oS5lkrOVUrPCLerQHScddgeynjoeMdix4jIphYpaIdXbbJBltKrQpfVpF/deASB1v/M+8eKLvxAbULtAus6wxnaM0o90ndTzdZWJe5MFkgEsdD7fxcFV1FlMZv982ZbTtJEUoHZe+b8BlBvBr4nhdYV5kXiidWVYzSbHlM88y2ok4NJKOX9kror53Lh23u6B9/zSv41Ie7SzS3qtqJs9lQCGtx+YqJGTZ909KzPPMm6zmk2D78xx7LKhU4rBHGn2Wwc4sWG8286oD1N4rnHSMIZ46HiopCIFHu/n36x+/hl/+0P2oJJ62I1f+hC1/D4injsuMA21D1RpGu6y8kLoZ66Zw0TF4RKG1/jsAHgfwBQD+AoB/0Pz3F5rXXqi1niTjEyacA+ghdzDLR5PDPluwV1wc6Tgx2rd6pI4DZoLlWctoN4OnsRntstLJtOltcX1/hmcijDYfAN47KXGVFdo0AF9VNU7jsuQDpEqyIIM82iMW2jGPdm3u05fcugQAuHEwwy3m350zLyBdGzbxXhRmWoetgjwLQWKCgXu0ZcKu7Its7ALhMvbnTQK6lzruispNwWWWfNBfikkKwMm+OSotpOMiyVtOVtyz0nH3fFnk8WAoYr/4vsVatsVYXRdop2yh7c6nvyxSBAz2aOcqkLe71PEqkEkf9pWOCw8uFDb0aPv+ea21m2TwWF+aVPdVDnzSla5JGyiZmFTqgvUOJ0hHuh6u7s2wqvwJFm4pUIpJxxlrHU0dj9weRmIuGW3z3MqEj7iy96z5f+fR9pd572TtTX6a73BGu2DS8QijvfST3mNQcPsnJ03chEy/fuX8fes/Z8nztdhvwFfnAO7aet1j17GuNH41ElBI25plypuwJcRTx+Mebcq3sIz2qoqovp4dhfYopk2t9QmA72z+mzBhwo6AZJ2TbDyE6aNdN562HWW0m8Hv3eM1ru4Vvdnb17zg6mgp37sGmqknlmRwey/Gaow96XJtfxZlK/kg4sFSSMebj61OSTpeeAN/81qWGNzy3qYpuNTx8aXjdkKgNn7oWZ7hRbcOABg2mxfLeWYCepZl5VK8hdSYBp7Ub5iDS3lTvYX9JF//vMZY1tiltN8wwSerMCF8m/NdWIayJQytRTpOA2e67mmSQrYLctJxU2jzpO1Y0Bngp7JzD30qeI3DFtpFhst7vh+cLjXJNu+15FIsisx6tFPZB/EwNHevrKraewYfLktcP2if/PTCvlgxJBUQHPKZIY8XP1y80CU5LrcTHK1Kr9Dm1wv9jSXsd6ErdZwKKypYqYc9bSdth2Gum+MDFlKofCl5zO5hvh9r72WyJWRgl8ykSO2DVBkBoUfbScdj/dX7haHRWitRcNPrpr1XfBslpMIm9qzyPNpF5qle6Pf09Y9fAwD80pP38JHPC8cQFIYWZ7TN35h0PLQPuIR8wLTP48+/GZO+X3RM6UgTJjyLYRntqdAOQGFo8yLbqq3OWYB77B+60k82DgDf8Xs/6TQ2ZydAP/D0w70YGPrG2+yMLh0/CBOTAVdoryvTKukKY8VyNqiODSyHIsZ0uBZOvgyTD4hToAHnqYSh2WTkxsPMGG0uGyeQhJl/HgiL4NignYqTqtYo6/iEC117nFEMpOOs0I5J/2PSccdoby8d5/cEkCq042FouWLScVFoy2N477gJimLhmosW6Tj3aANmQH+peZStynShvWQTaVI6XghWViZrx7A3y+0kTGpCIxaGxgvZk7VfaD9Ylnj8xkFynYCfe8DlvfZ6iRQTxt/vZMNuEqRh8JuNUkoy2jHpeB0N9apqcw3XejslRdezyUnHZ822s0Kb3X9yIoIrRHyPdqhCoc/JQ2hUC1kQ2OWsMr4KRTLiMjcDcEoApcz1nmpbBZiOAl1p9Dwtnatg+PaoLB3YJhF6tLn6Bt7+Ao16I/KMeNXzr6DIFN6R8GmTIoRP2PL3AJ85Tx0nY1mBlzrOr0P+O3XR0avQVkr97yOtT2utf89Iy5owYUIHbE/l+TSnJkGFtmEAdrPQ5v7Hvv7sZzvGZrRp8FHVJB0fl9EmcBkxFdrEMMY82qfJaEvPqGvv5Q86y2bA2oaF9WifHqNt2c3MeLQB4OUPh4X2osiifbTl8oxHWxTa7DOpCRfa11VV2wJMtgriRVWMOW3ro70Vo80KZE867km0zb/vCUZba23lxlkzeHYss8+y2/ZeywSjHbTv0Z6vVrKyfLti/XL5ObwkpOMuLMl8f1nWXsBYDIvCBIQty3Tg4TySjM6ZRHN83T19uKxae2gDTe4BFVSc0Rbt4Diq2r8WnBTcnwSZC8k+TSBxO8HxypeO8/wDpxrYQjrO1hmDlY7vm3PHrw8ekgflmP5aa7vcTPly6ZgKhT4XhqHVmGVGNbBe8+Nj/nJ/OBBKoNsYbbLhtYWhHa66Q/IUe9a6iQZf+aDQrRwgSOm479HWdnmEWS7C0Jp78WBe4OUPX04GolHHhlghHA9DS6SOW+k4Tx133ysijPlFRd/R9++GUHVsCPquBjAV2hMmnBEmRjsN49kzMsZdlY4Dji3q00P7uQDTssUFPw31aBesQCpPwaMt10P/LmttGcbLXrqt+bs6tTA0xnREWFk+8C+rulM6fhp9tJXt0+p7eGe5wqsfvYo/8ZZX4X/42MeC7y2awKs1+zzgigvZ1oyDpzGvEtLxBWNlA+m4GLSnvMC0jKNVpL3XFhJe3mO5i9GWYWgyvKjIFQuM8wfN1GqKJoc4SxortMNAr9Cr2SUdp+ToK7bQJsmv8uwXpkVeew4JXaeHqzIpHZ9FJPD8fpDFQu/U8UDC65hbeu9//Vc/g0/9iIfwBR/zmGG0RSsmIDxe82ZiqW7UE1XtEqHp8yfryme0PQXP9pOVdKmm6j86VpTczc97xSaheBiaBmyVwT3MQHxyzH0/ZFZNe68MZR0qR5wP3C2b4/7JGg89dMl7ja5jIi3oeooy2svukDwFc+xosotvBwXMcYtBqo0aQYahxbpLZOKaOmTPID5x/arnX8FPvOd2dD2kgGnro82fe0qpYEIIoJ7vinWEiPxGJgLZLhr6FtrfDiSiBSdMmLCzIJnbVGiH2Cty03O3qHdWOg6Ygfl9AA/1DEJ7tsOmjpfjpI7TgLesTkM6zgrtiHQ8xmjTYGh9Sn20OZMRSMdV2Ee7Owxt/NRx2qZQOp4hyxT+wGe+PPod8gqXHYy2kaj63+WMdko6vogUi1x2DzipcaxXN33O5EPwAsCXum8CLwyNFYJlxH8ppeOVOP9cOi1ZdroW6Zq9xFRSMY92JQb+XA1AaO+j7Xq4S0abtovO57KsPZtNDPT+4bJsCUMLJwz4/cDPmdbaMJcdajFfGu1Ll3ko4nf+zJPQGviCj3ksyEaw7b0oqK75S78NldbImnZYeebbCY6DMDQnK6cJqW3aytkwtCSjbY4Vyf75ca0qnjrO+0f7/mnPi55gtGOhWaa9VxbIm7WYPEolvxtGW0rHG0a7GUvttYShHa7KHmn0Chra28dQacRZ99bFRftoS482P34zEfxnJ12KDA9dXuDucWgzoW3MM+VN2Nr3ImFoQNxaQhMn8p4m8ODJi45ehbbW+nef8nZMmDDhFED+1Wdrq6chsAzHstxxRtts5yQdN8ibH+DVSIw2D0Nbjywdv74f78NaZBmqWtsEZ15oc8bpNKTjnH2UTEfGfIO0DV3Hg67PsVvkzXLHyFCbl+5tybAsK/v5gg06gXaPtpc6nphw4awsTc45T6T5jNfeKzFRsj/LceyFoW1f8Li2ZFI63h2GRh+xrDObhEl7tNd2HwixAtVKWdmy+bYAYEV9WEVwVQGFofFrrMhcAUuMdhsW9nlfpQvtDkabF1Un6xq1bm/hBDSp49pJ6QHGqDYKklVp2nAdNYV8VWurIADYsROednrd3KdOjusmX2ocryrc4FkR5G/3pONbhKE1f1O1UJt0nHv3FZSfOt7822v7BbqewvOmxDMLMBNXs1whE8WgLARTid73T0qvhzYQFtr03EuFoR10TMAoZe6/KjIRwGXgjnXvx2h7Hm0xoeqFoeVh6jhlB5gJoHhlTwVybIJDTmQQFrMs9Ghr36MNxBjtZ0ehvbujywkTJgwG/RBPjHYImpHeNgzmrEBMzMMbhKE9m0EDbBq4dTFZXcgZ+5OSDG+La5503C03y8wA60FT+PBBHS8ATyMMjbMLMSmlTB3vKvZpMm/snAM+kJMMddu2UBhakSlv0Al0ebRdy6h1Fffx8l7dlkGy66CixxVDqWO3P8ujYWjbTPg5WbEfhrZig1TX3ktIx8XAeJZnWJc6+p5LHTcp1py1apWOC482/xytKyUdp98vYkXnzEucKzcQ54nWKTjJfprRNooO/7WqdpMKJ6xYIBn+5Q6PNq1K63Bii2TlpDQ4apZZCUZbJoVbj3ZBv2Fucoe3TFpTe695yGiXdZhlsAnc/ZNitCl1nKTj/Hrnxa5IHSfpuPLl0ilGO1MIQrko8I7bT8wy/G23Xn+2nqrWeLBMe7T3ezDaR6tu775jtH15PO0roUs5QHBqCbe9YR9t93k+kQnAa23Z1lqrYiFmoXTc7RvHosjD9l6N3aHwskvYRFqePWvae+3u6HLChAmDQYOLKQwtBB+Y7WofbcANpiZG20Cmjo/GaNe6aQsz3s/i1f24dNwEvdTxMDQ2GjqN+R/ydQKMgSB5sBhgmQF/lyR3/NRxAF4wF5eOt4G8gNJrz/3XgNlvOYfhM9p11LfKE3Sd7Lr5vpB4kgcxhr25X2g7j/Y20vGmcGr6aNMiyohE+4EstCuf4ZsVKijm7LXB2n/Jidt5kWOZYIJjqeOEVVXZbZdYV7X9jk0d54Py3BVRJ+uqc8LNebSr5HEuREYBYM4j7S9nLw+boriPRxswxyP00RpfNYXUkWe2EteO7EFObCMdH15QeYx2XeNoVWGfdWbgsnKZZbAJutKwl2tKHY+EoTGPtuIe7UQaOd83iTxLtffKmmuEFbIikyKLFLE0gSIL7UA63sJoHy7LTkbbrBei0Pb3wzDacdY9tiz6DuCUX3y5fHJsJlQoq9I987ilQaKiMLQWj7b8yVgUoUebzueshdGWrfYuKqZCe8KEZzFMOmbWOev+XEQsiXUXQZLHTdp7PZuRNwMzGuAMZbT9tOlxpeN7s9wyH4VXQJNHm6TjvI+2/7mxsShylLVr7QNwX6Qv1yyr7uRzt3/j3kN8IGcLgi52nYWhxSSJpShIOLw+2l3S8XVtB+2BdLx2jHCK5T+Y514fbSqKt+uj3TDatemjTUVp6THaZvn3Eh5t2vdZnlnZfWnl7OH1eyB+T9q8zXScY4V2G6PtScdjHm3liuKTsrbPyRQso93i0c6aa04yqbS/nL180LPQ5j7gmLy3qmsrxz9amWWGHu1mkqNMMdqwr3M57rpKe7RLLh3fYkbPpmEnCjIrHaf2Xuy88+cKLYdCwWivlYr00Y5sZkw6Xjbt0XIV76MtU8f5M4/OhZSOW0Z7JsPQ4ox2L4+2RjCxCYA9W3hgW3ul3dZHO8Zoz4uwvRddT3mWGQVG5NzWjSUm5tGWx9etK7MTL3Z7m8kWPnnK7RJtrPpFw0RzTZjwLMc3fcnH4jXPv3rem7Fz2GOz/Lva3gtwA8QpDM2AzhUxgkMZbZ7+O7Z0HACu78/xwfWJ8GhT6jjJT1kYmijIxwYveGRgVZ75Mko54I/hNPpom+U5aaNLHe9gtIsMd47XASMd76PtfzfLFJQyA85U/3ArHa9Y6rjyB+30el2npf9SOj6E0bYMZSMdv7wocO+kxNrzaCek45aBagrtzLW3cn5WePsHAAczf+ho7AhiIC0G/i7QK5I6Hm3vFQtDiw/Elz0YbTp3R+u0R9vlNQC0qkpru79c/ny4DO/dGOx1UYctmCjlnyZAjlZxj7ZqmL8gdTwP0/SzzAVMlZXxfnNFG2fHxyi0U6UQFaDkr/fbkIXFrq2p2KQfr7NqrRN9tMMitKw1ZtZrHBayUjrOC8qYygiIebRJOh7vo93Ho6219qwKXvp6s52ZeHalEE7imOenjkzwABGPdukmFwumepiLe4X89XkWSrulXYQQY7SNaiNkse2/2aTfRcfu0jgTJkwYBW/5qEfxoqb37ASHxQWRji8m6bgHGvAcLptCe2Bh7KdNjysdB5xPmy+XmLP7yxKLIvMmCzzm+5Q82oApGmQKspRrpgpODio0xran8EJqZaXjXYy2YU6kx7qw/mleaIfLKjJlB87R9l4zx2jHWmMBrgiqmrCfGPaCQtswcG3tqVLgRdWyrGxRGmO0g9Rx6aOOSMd7MdotIWJ0fBZR6Xi6vRf3jFLRw88JD0s66eHRpolVrdMTWFKVADTS8QijfbjqyWgzRlJKxzPVSMePzbKOlq7QlgoRXhjR9tHx4L3becukZWla1cUY7Yqljm/zDFUIZdccq9IwpLGkfh70qNhrAD82vkc7KR2PPLPMOc6MrNxjtGnZiSIfiKqMAOcfpkI7y0zbqpNYe69VhUu9Usf9ic2anUfAHJsuiT5BTuLwtlnyPfN+Zs8/0NxvhZsAAsLingL9MqWaVHCZJB5K1AHyaPuJ/fS5ZOq48NdfZEyF9oQJE56T2CsuiHS8yHFlUXQOJJ8roAHEcTPQ7ZKMdsEyBqeQOg64Fl/hIMJIx+WAjg9STqOPNme060ihrbUbCJU9PNqvfcFV/IMvfwM+9eW3Rt1O7tHrH4ZmWvaVQvqdiyI4NWjNM2UHzrHrgAqSZVl5PZEB3oZH2799U8f7KAdSsMFXTW7BwTyHUgmP9rL0ihfpM/fae0mPNi+0pUe7T+r4xu29nJSVilk+eUKJ3YBhtPd6MtpA+nlPxVQtjhG18OLs5YOmKO4qqHL2fJGp41RMEKNNxTuxfRzmfvAVHlY6Lq45kuO6nuehemvNpOPbKLpo+1KK5mVpVAaxtm6Ujg6ELbaogFdi2ekwND/ArmSt8mSLKFcImv+n88CL3RSjLcPQgCZNW4Sh1bU20vGOCRjVMPGedFykjnPp+OZ9tOmZVwfvAf6kGuBPbBXsuxx8ctFMYiD+fiR1fCUmWsz2KO/aS02kXXTs7uhywoQJE04Re5GAmF3Ew1fmkyKBgQYQJLMci9Gua431KUjHidGOebTvnZS4KiWK3KN9qox2bQdKKYanj0dbKYXf+NpHR2+Rx1NtabDcKR1vwtD4oBHgQWU0kE0x2hmOV+minhjtVVnb0DNZiNZaO39y4tjtizC0qtq+0OatnJbrGosixyzLbOq41sZzvj/LUWt33wCuQKMC0+uxLgpt1bT0AZxPlbBJ6rjvCzWfWUeYq3XV7tHmHtRlD482f96nzgst3ivOaldc8UL7qKdHm1QKuo63YDKMtpOOa236uMvJAK4aoP2me9kx2qaYmttCO2zFxtUdZBPYKnW8OYbpQttcizTBsRQp+4W9rtxr/P+luqZOMNqZtLuwVnlZyqPN5Oky3fz+Mmy5CITSccAoU6R0nO7rLo825WFI1t78dddJX0bbsvWksGGsNL2nWHs03soPMK3j6LpJMdpcpRJrASZVPgQpHafF5pmy7ebk955zfbQnTJgw4dkGzhDvch/tP/mbXh30oHwugwYQlNA7dJKEBjJlrbGu9ejXAvXSLuRsfW3ae6UGdPLfY2HBQnwq7Q9uuXQ2b7Zx2wJwKMhjCGwgHZ9R6rjf/zva3itymnMmHY9dB7ZoKEOPNi/mZWuscDk+E9anjVoKhefRNtLxInc9dKmYvXlpjifuHOP+Senk5XZgbJY1zzNbKEhGm/5d1TpoXdRWaAeMdhlhtGOp46W2A38nHfe3hbbxpA+j7RWb8WMtVQmAKc6ItebFQt8wNO71DqTLmVk+MdpVrbFqMgLk9TDLM3tOY6njfHKHrgliZ/3fOmK0a9affhvpuEFKOm4mfbKokoFaO5nlOMYf8GX1ktGOnTVTTPv3EmDuX5ki74p5fzKT74NjtFN9tN353puF3uM7zaQJb+0Yg2r2KSYd13DHwYbO9Wa0/Ym/staB+gYw57zW7lnPFSQyPNKug03MZo2Hvmbnsl067qfO03LSfbQzlPWzY9yzu6PLCRMmTDhF7PUYeO0Cru3P8MiVvfPejJ0BsW/HK+Nv3sbXykE/9HVNbZ1Glo5HGe0sKR3nA+xTkY4z+bNs7yUHTH082qcFIx0k6XhTEHS2GjOhXJIRtOwOsbU9PNqx62DO/O1y0M5ZIFlkxpbDC4+y3l5JYZnium5YxMwLkqNi9sYlc51xn7YMh+IFOhUvscyAsL1XWHDIiQi67mRLISDu0V5WNWbN8b55aY5PfOlNvP7x625bmP/WMNrtx48X4qlJDa5uIVS1xt7MyPH99l6bScdrrSF7HVMqNnm0AePTThXaNGliU8dtGJp/vGe20G4Y7Xn4W+cz2pvf45apT7xP0nF53q1SIhFIZp/nyi8utUYiDM1nren6LbImsKvylwGIZ6wIXesKQ+PjhkURMtrPPFgBMNdsG2gTYow7D35zAX3thXasjzZgJrFkFgcQKkz8Ptp+pgWBW03s8r2JDHjbTDCMtq9ooG1t82jHQhIvIiZGe8KECc9J+NLxac7xooB+4I9W1eDEccANCspTko5fj3i08wxNoV3ieVf9SZQ8UtiMCS5/TocDOcl2fk75BVw6WPZktKngW0lGO6dBofn/1KA9z5RldKPS8Yi/XUrHeaGdKujmeS7aHQ1gtIl9alLHF0XuJVTT35uXTJjiPZY8TvtQMOn4yhZzCPaB1iUTledNYc/ZLdlT1xZcIoAJCL2gAElZld2uf/H7Ptl7nyseDKPd0d6LB4Il7iupfABckveeYOUOVyX2ZlmnAoaus7oOGW1nIXGTH4erMqpwmOUq8M/PmXS8YmwinU861wfzUDo+NHXcFsgpRpvC0ChAUKTZ0ypjKgJavp/InfBoZ36h7BhthTzzz6UMXAOcV5pw72SNeZEFmSju2ufS8SwstI9MoX2ro9BWDZPO95H+rTVj9u3kT+viIn203Xl2snL3edsyrjJBglxBkmK0+cScfabWGnSoZKcCgvSy82dnso92/uxp7zWNLidMmPCcBB+YTYX2xQENQI97tPTZZHl142UdWzruUsd9Rpvae0nmhLMOp8FoL3I38JUDT+ll5l7Kswb34K56FgQkUZQTJo7F44x2fJ3t0nHmb7fsmPnLQ/Vkf+pgOTOf4RmSdl8wZopYxCLLrAqAWFAa+JPkGXBKAS4dXwtG25v4ydOMNuDLg6WUtVU6HhlQc492dL8Fo92ZOs4Z7cSEjVR00LblSmEhiqoHy7KztRfAny/co+3eq2qNu8eu0D5aVdH7bpaz1muy0K61J+ulCSkq4GPqrbLSve+rGCyj3VJoL2Z5wGi7SaisWY75fCWuF5PKzSc8Eh5t5W8Db5WXZ1lUmu09Y5UK2nvJ3AyzvZFCu8i9JHoAeOZwCQC40YPR1trt9zzPGKPtJPVdExoE6XH3PdppRpueASumILGThsLSwXMb+PIJMeac9s2Tjjf/VEr00fZUSL6H/CJjGl1OmDDhOYmYb23C7oPO1eGy9JKEt0XOBp7renzp+GtecBW3Ls3x8GXHXFPa8P2TNS4v0tLx02a0eZsVgPsBzd91jzC000KeudRZ10e7fVuoED5aV949LZnKZKugXLGQvTbpeO2xOwCTeHK/bOL8zRsZsJcWveVxtn20a218sbMMRa5swJhjtM3An0vH5QA81quZX4MpRjvWwokHHgGJQrv0JwM4ugrtrPFoU9/zrkm3Is9cK7bEsZYTTfTvvGG0fel42enPBphEmKeO2yKq6aPNCu3DZYrRzoJzM8/N84/3SuZyXJs6zn7rskwhU0ZFYNPLBzDayTC0ZiK0yDNkKlZom885xp/+3/3l8y9GWRCuJ1dKhKGRdDzzJutoGYA/gZkLRvzecWjnAdzvDj+We7M8yE955tCcy05GG8pr+Vbkziuuodlx6CcdT3u0uXLJfT6QjjMFiWtVmG7ZlzNlhH0/8swAjJqEHydnc2jroz0x2hMmTJhwocEHZrucOj7BB08dH0M6TgOTVVVD6/HVDW948U385J/9HNvmC0ATPqNxuKpCLyAP6jmFX2ganC8j0nHLvrEC8LzuDeMz9qXFXWoDuqcPl2U8dbxyHsg4o+1Yy1gLqDlTA7SFD3VKxwUDvK7qUVLHT9ZVIx13ft6w0HaMtu2VzSTaa+alVSosSoCQ0Y71yJaD7rwp8PzU8TZGu53lpyKKzlef9oe0nV3Scb84M+fYyISZdHxZBhMOMWRsAibw0eau+8BDl835OV5VqBPScdujXYahMRUFZxtjHm2AgqaGtfdyfbTj71NeAOD3UQ6Za3iv05bEUsdjdg8VtPdy13TWXCOaMcWAf/6ldDymMuLbK8PQYox2nilcjRTr/nabSQrOEtP2GWuLv96OOjvolc0njXiKOcFKx0v3DHIe7fA+AOBNINqQv5g0X1y7iyYskbaDX6spjzb9Rj4bMBXaEyZMeE4iyxRL2ZwehRcFto/2uhrc2gtwg0wasM9GKN67kGfKSnjbUsdPRTrutajyB/675NEmWS3gGM++jHZQaAtG2yQYRxjtTNmBc+w6UErZYB/Z/opPUlQR5iy2nUvG8m2rqrF9tK1HO/OChNoY7bL2i55Zkdkk6ljifFsYGhAmSwP+MZAhcCuxjRwrloIcA10fdAy7wtAAV4ynJkDihbaZlJGtnA6XFS4vuot7fk85r6wrhkwY2hqPXjOKl8NVlWS0bXic6KNd1Ro6IseNMdqAC70b4tHuSsOmvADaziAMjVQ0zeelCoTaXxGSHm1RKLv2XpkLt2vejnm0Zbq5CagMC+2XPnQJz7u6wEsfvmRfWxQ5TgJGe4UbB7POZzcV2vSsmOWZPQa8/WBf6bjslU3PE1Nou30l0LXDsxy6Use5JcZ5wOPea45FYRLO+fPXHAPTMlCJbaZ1TIz2hAkTJlxwkG9vko5fHFDhd7iseg2uO5enqNAOU5ZPC3wdkvk4bek4Tx2XUkruMwbO36Mtk7O7UsdpoPhgWXpFOQ3oKjvQ81vd8HW6MLQ0G71c1wEzl7NjR2PPtvZeAGeTtp/QoH0zHm2XOk6TE6tGnn19fwalfEZbDoxnmfJYZil9dx7tsI823x9v2Xxwn2e9PdpcyhoDFamW0e5hI1l0PO9zcf3TtuWZwmKW40SEofWRjvPiXRZDJsjLhKE9enUfAHC0KqP33bzIguNFx6euGUuo3LWbKrSpNdp6kHS8nWldle75zCdYuIeajgHfJxY67nmvU50C8sxnvp36RbEJtrrZ1nDyJ1P+9Xf/pMSVRchGv/jWJfy3P/XZeOz6vn1NhnwBptDuShw36zUedFr3jEnHjUfbfY5ea0MwidNy3Zn1UaHtJjM7U8fZ5FnMo51OHffb49nno33uhIRHwRRNFx1ToT1hwoTnLIjhmMLQLg4so70qR2G0ebgagFHk6H3XCcQY7fjnxoLv0TavSfZEazMoHeIdHoqYR7uzj3YzoDtcloHMPM+cl1O3DNpPWlLHaR2rqmbhU/TXDTxlsrKEZICrenvpOGDuCfKWL2Z5IzP22eJ5keHyoohKx+2AVwRuyW2igfCB7KPd2BFi0nE+fyAZbRrkx9p7dYahNfs4JqPNZd4ESh03vc/9MLQ+hTbPPeBMHmAKkuNVhZN1jecTo72sokoSPnkSTR33gqqI0Y5Lx01PbpY6XmwhHbfPijZGm6TjriDl/b7NcsLJDYCYavf/6TA0kTpuGW0FqVCQuQru+93S8RikygHoX2iTB52eI0WWedJx2Qmii92VVhbOSkuLEH+froElC5Ds6qOdq/DYetsQSR0HYO8f2TOdnuvSrx17LlxETKPLCRMmPGdBA69d7qM9wYf1aK9Hau/VLI88hGcx6VJ4hbbPnshB4Njg7IIc8HBfn2Sezhqc0aBgr+7UcfN+rQ076y1PMNoxArlg6bjpQtsUDan2XqZlTzig95fRnINm4FkOkI7Tth42VgQKoCqFR3uWZ7iSKrS5dJwVc7IgtR7tWUI6HmG0szZG20qhI+29WApyDCZIzFk++gQjdnm0YwUGpY7vSUZ7WeJyD4+230fbbTu9d7tpB0XS8aNV2Xi0w20LGW0mHWdFvGS0pX/dMdouOGxTWEY78b6Uji9p24XSoVU6jrCIk1DKnxhxHu0sOJ8xj7ZsD3b/ZI2r++3+aoJs+QYAT2/CaLMwNJ/RdpQ2nZrUhAYh6NHOWOnYsZtFpOP2/rBFdDoMLc5ohyoWwM+2AMJzXYhnqHktC1LPLyqmQnvChAnPWVAv7YnRvjigH2Wt/UC7bWEL7TOUjmdeoe0P1vmg9zTYZJecXQXFEPeTVmzAeh7ghTGlU3fdp3ziRX6WM+QpRjuVgMtBHm3pw+Ztk2xid2IZktEuq2ES/SJXOFyxQpsVZbyF05W9mefRjjHaJhQwrmagbZRMrtsfniwMb9n0OV5oSzkxQWvdMwzNMdp7PRjthWW045+VMmbd+KpNH22f0T5cVj1Tx9kETFAMKdw5MufjeVep0K5Q1nVQ/M6KSOp4U8jWIgyN7ASmbZwKjuMsMx7tVc/sg/h+wa47hiVrv8gnWOgetHYVwWi7EDDROzrBaAfS8co9x2W4o1UUsMORKVekVnU8oDIF2fINAG73LLSbXXK+Z+bRNtsln8nty+Lt3QB/0igmmafil4cmzvLwWcZBhXeWcVl+pNCWHm3RSz2wrBCTzj3arHPCRcc0upwwYcJzFpbRnjzaFwZy4D7W8o5XZycd50XVZdlHmw8CT0M6ztjHQDpuB6ahl/KswVNny7qGUt0TD5zVjErHbR/teIJxn2uLikXJyvAezJ2p45HewkMCGYssw4OlY3a9VlA2OEvhyp5gtMWAlzy/ZSN/lwUp7auUIkvGivYJ8Nktvl1aa2+igcN5h9PnmyZOtmG0kx5tEQboJLe+TFhr3Xi0+4eh8VAqCuLLM4U7TWuvm5dmWBQZDhuPtrx2qCWcWZZIHffkweYv3bexNPa8STsvm+Iqdi90gUviYzB9tBvp+CwPiizr0W6WYz3advkydTwVhuYz0hV7bsVCEAHBaLP1PDihgMr+jHbZHEda953jNW5eWnR+l7a7ZttL+1Fr7U048G1PQU5UcFZaXhtAvL1XV+o492CnpONKhc9Wp6Kqms+5YwC4+9FntKcwtAkTJky48KAAnSl1/OKAD5LnI/bRPjlD6TgvYNpSx08jDK3ITMrr0isW4f2ttRs8npdHe5ZlXup4n/PCfbqySOOev1SCMZ9USErHm6IhaF9lC6p0+q7cTio+1nU9UDqunHS86aMdBMnlmSm0l4zRrvztpMmJstKoIiw7beOlPmFowotLn+OTC1Q7yAE195WnQEwmKVH6MNpUdKYk/RT2VkUKM97K6WhVQeuQ2Y+Bdl9r7tF2+0Druro3w6VFgaPGoy2PfazHOR2fWO92mvyQQWiA+b1bN9LxbX/7qJiKSZq1bhLwm21Y5BlW1N5LTELZgp0YWXpdLJOUBRKZ8gsySs3nYWjOo+2+43/f/Pteo/bo79E2+0eWgttHK2gN3DzoLtSVAqB5GFrm+mhrf8IB6C60nXQ8ZKVjNg7b3qsyvwNG/eBPRAWp4/bcueUHPecj95YMf5QdCQobhuYX2utKd0rmLwKm0eWECROes7CpqJN0/MKAF6mjSMdt6jj1Tz79wrI1dZwNVE7jsqQWVauyPTmb96M9D+SiWJSe6xj4fRxntB1TmZKh2u+niuS8ae9FrEzm//WCqRIFXYzRHjKhUfBCW6SOr4V0/EGE0bbtvWi7qrrVoy0Z7Wgf7chkAw9D4z1ypUR01eGTp+WWtbYs2UaMduJY84wC/teEoblWTiTT3zx13Lwmex0DwNX9GfZnOY6aPtqyqORqgMCjHVFR0H0rzxXtf1XXzQTWdtcdfStWB9E5Jqm+195LXHMyDI2WG/bR1tFOAVz6DTi2n7f3khMnvmrIfZ8K7asbhKEB7rfj9qHx29+8vAGj3Wx6wTzaGjq4Rrrbe7nlAvHrjh8/y2iXtb3/5tajHU8d5+cu9plKh9ctEEkdFxaKmWW0w+f3s4HUnkaXEyZMeM5iko5fPBRi4D4UltFu6Z88NmgwMstVMFngt545nety3oR+uWLRH/RqNnA/L7WHYaBdWFYfrzhntGWRVjCG3PTRjq+TkLq2FrNGOh4wSM3As6oDxkZCMsDGo739cZ5lme3LbqTjro+28+FmuCyk47WYTCEVwLoy+5fyaG/UR1sM7mmfY58l9OnvXGQKda3tfdvLoy3CniQkA8qVCXusldNhI9PftI+2FoUevz6u7c9waZHjaFUmGO3Q58zD/4LrsYXRJtl9V6/yvvslYZPgeep46bPxTjruH3N6BpkC2C2TJ3HL7eCJ5Wum0pDFYCykkBf09zeUjtP+0b493RTat/qkjsMU1DYMjaWOG2uL2z6z7e3Lc9eq+X/OSku2G3D3VqzNW7KPNpvMiX2mruNKIZc6Ljza4lrl1zzdi+uqY8cvAKZCe8KECc9ZTIX2xYPHkI1A+SqlkCnW3usMU8ev7M0CP1tssDE2SP4sJdRc/nzeHm2eOruu+0nH+bmTTF3YRzvGaDNGJcVoN0WDZBDtsdPhQDJchu9ZLIe29xKMdpFlTg1g2eHQo21D2wSjvW4YbblNeaYwz7PgXEiGHkDg/6dtc4y2+6z0aNNn2u7FTDDaMS+yRN/2XryPPACWOl4Zf3ZzrKWEPrWdAIWh+euRypaDeYHDVRVVOBjpuL9dnnRcBF6RAiTGaM/yzHqLt7XKtPXRpoLKhqEJywDfTtpLKatX6OnRzuIe7Vme2aKzNXWcebxdoT2M0b5x0Ke9lzL9z9lklycdt4w/mm3vx2jb1nE8dTwywTBjk2or9oww36XfgXjqeJYpFhzIOw3En3luQsK3DyhxH8QURc8Gn/ZUaE+YMOE5i73mB2A2ebQvDPjgtE/v3D7IM2UThc+isMxtoR0O6LIzKLTnjfy5qrVgd8zfWuvAv3vW8HzGZd1L4rpgxVbIaG/o0W4JQ1tGGG16hNR1jzA0wYQNbe9VZJllWcmjvRYF7SzPcHVvhlVV28IgKM6snFSjquuAkc8zFfTQ5vsT66MtJ8boM16hLQb0VFC29XemsKQTUdS1oYvRpnNAm8N9w3uzHFqbSQBSD1zewKPts85uuYApcPZmmWG0l2lG2yo8RKEdDUPrYrQbJnPb666tAJRyfm4Z4L2YAWa5oOILrsDki64TnQKkdJyuqxijLQPD6N+VZbTJo90zDI082s39ZBnty/36aGu2TUWeQWuzL5opbuga6bIqJz3atWuSJtUlgLlnXSZCHnyXgwr2XDFGm02SVRHLg1mu/7yjfQlSx3mhzfIiLjqm0eWECROes5gY7YsHPkhejMQ+55k6U+m4Y7TDgbpkW04DTv4spOqMRSDf3rl5tLl0vGchyost+fnMY7Tjg/acfSfFpi6KXEjH3fYCZuAsC9jUdvrS8e2P8yxXzhdb5JhlWbTQpuuNCkWe0AwA15sQpyfuHDdJ6LLQzoIe2kBCOp6Qq9rtKt0AWg7o+0jH88YKQEXOJox26ljTtpY2nd6dYzpnJ+vaMdp9PNo8ddy+6qsgrjbKlv1Z0eHR1o2twz8+sVwA69GOHBeyFqwGMNp0WmNlkJWOU+p44WT31AKOnrNOGi0mIZTylp1WofhhaKW1SoS9nmmCTYlnrLaFtjmvfT3aC8tom317ZgNGmyYIaL9JgVBrXybPJz/bkHwesdRxvt90z64r3cJop6Xj/HnHtyE2ieW6EshAPPM+XavcHuSK/Uk6PmHChAkXFlMf7YsH7mUdqxVXrpQNOjoL6TgNomOMmJc6fqqMdigd53LQLlb2tDHLRBhaH+k476MtVCrc8621H4jEPxP7N4fto03MXMRrWgnWLrYMwBUkRiq8/XXHB6h7lDreFBwr5r+k640KirL2i+FPfNktzPMM3//2X0/20T6IXLOWsVqHqeOpPtorxjwG0vGyWzqeZ+a4ST9wG/p6tKlo4YFuVKQv1xWefmAKquu90qXdMnWiGLq6b5bT5tHmhZFltCkwKiodN+/tRaTjxGiXVb318849K8ICcCXOCWe0nzk0rLH0MUu2WSkwKTWx3fHtiEnH80wFEydSwQOYe5RquY0ZbWEBeeZwhSuLotfvkoJqkujN/1s1RTNRZ5Pp7fXTvrxefbQjjPa6mXAB3DVGv7FBH202ebZJ6vhMsNPOJuBfq550PJF8fhHRb9pmwoQJE56F2O9gOCbsHng9MlqhnSnLjJ3FpAv3aMe2JfbvMbGYGVZWDjxp1yut7aDovMLQ8sxIKetaN6nj/QspoMujrVv7aCvVLvuOh6G5gScN7FObHISh1f2k8Sl4doqgjzYpNZS93qigkMXw5UWBT3zZTfynX/oQXnTrIDgGb3rVI3jqwTLcH5ZWTogx2rzQpu07mOXpMLSW+5t86CfrCkWmeoXldXm03Tk0/8+9rZzRfteH7mNeZHj8xkHnOm3xXiO4Zmyh3TCovkfb3x/uqa1rU4hRMVJpHRZarYx2hsNlOZJ0PHzPTX400vE8t+f96eb6IXl1EIYGN3HFPcv8s3I7arYRa8b2F+zY07ZKpQAv6O+flFgUWe/fFRny9czhCjd7yMYB82yoeeikTdk2yodUKnsK6T7aOihszfrc9SQVJLLNHaFmk4uyRzlte0zFI4tmmWFBFpFYe0VuR7momArtCRMmPGfxRR/3OJ53ba/XIG3CboAXfn1a+vQBl46fhVS6zaPttfc6Lel44VpU8XVw9k3Kis8afHBW9iwI2tp7FazQTiUY077OsixaiAMuDE0Wqd7AtoPRllLrshrW3otPDpn2Xuk+2oBjtK0/lK37s1/9PHz9//0LWFU1Hr7ityn6sk96cXx/rDQ05tH2t5P2mQbQe/M8kIf2Y7RN6viyrHvJxoHu9l6u6GsY0BijXVZ414ce4OUPX+51zmgX6kgxbKXjxGjPyaMdhuPRc48H1XkqiiB1ut2jXdEE1qmEoZFHu5GOzzLL+pKP+eYlv9AOw9DcsqUs2tsX0QbMkzfbZ4izAshlcEb83knZm80GHKNNQZrPHK7sfnVBwUjjXeq4O558f2h7u/pJhx5txyJL/z7g7q11pa2NozN1nF1j9nknPNqxZ57bFlIW0Pb428rvp2vNPXH3eI0Xtu757mMaXU6YMOE5i5c8dAm/8xPjg8cJuwkpRR1nmZlltM8mddysQ/bQBs4mDG3BWFk+LrIyRebRzs/Row2YQXLf1HGllL0m5HkkuSyQTjAmFrGNXV4UJrFdMrZKKcuOuYCjRKFNhenaedCHKCn4ehZFjiLPAul4kSlWaBtGO9aG7M2vfgQA8P7bx70nWbJMGZ94n9RxyWjP80CiasPQevTRPllXvWTjgGO0U955N1mC5q9j3vaYH/ddv/4AH/m8y73WyRlJWUzSdtBz4GBR4GhdRZnXGZOOk6yfS91DOa75K1uxAeb5Q97crT3azd/W9l4zdy+uK+NHfurBElcWhZ0kpWNBx1yx+8kV2uZv7LzJ1HF77WRZ0Be9jhSCxCwD5r7o688GgMdv7kMp4J2/fh9AU2j38GcDjkmXjHZVa4BZW6SHPYVa3G+clZZKCiAuHZ8Ja4VMHecKjxijXdXx3yynxvAZbdrHmfVou++Sz/320ap1vy8CpkJ7woQJEyZcGHi9jkcLQ3ODw7OQjrcx2vz9VEEwFMTKaiH146zsuTPabCDXN3UcYKxlV3uvlnW2SZbnhQnhorZZXOGbK1P80QA1FWZX5BnyTNlgqLKqB02qeCqPWYZZprCuzfldNz5cpZQt6CyjLQK0AODxGwd41aNXWrc/Bp4o7i1berRtf2/zd3+Wt4ShpddP5/NkPR6jza0TgJPKKuXyPJ4+XOKJO8f4yOdd6bVOOrYmTdq8RvccbcfVfZKO5/YzgUebSX0No80LST8RGnDXf+zYkLqjrPXWz1DF9ksikI4zBcfTD1ZeKjftppOOu9epIJMTFP52+LLqioU4Sh9xFQlB5BJ1w2j3L7Sv7s3wmudfxY/96jMANmS0m9hxy2gz6XittSehN6+3L08Wr75Hm9bpPm887PH2Xv36aLvt5dsQs8sE/enltZqF9+WNJv/g9tG6fccvAKZCe8KECRMmXBhwhnWs9l68UDlv6TjgBiCnJR2nFlVy4Ml9l+ft0baD5Eo3Utqevklq2dfJaIfHNs/8gV/b8o8bNtqT+jdy5nf++gMAwGM39pPL4YVpLPxqE/CCdJ5ntlUQTQjQNS3D0OzAWVzzxGpvci8sZrmdOAASHm2vvZd5f3+eW0kpYVV1T3rlSqHSpo/2pox2KniOXq9rv8Dj0vFf+MA9AMBHPNKP0c5YMUy543REnEfbScch3iNwBpIYbdtSTjt5sGyZFOujXeRmImZd1Vs/76ykOfIeycSpwObhf08fLnHrsrMkcLsK4ApFpZwqos2jnbPUcMBdV14yNreMiOPq99FebyQdB4A3vvQm/vuv3caqrDfzaCtfiUD3cENo2+Or2DluQ8BoM1Y61kfbrNNMfNn2XuTRjgSdAf49HWe028PQ1lbC32wrPW9t2rm7L683jPadidGeMGHChAkTzg6nwWjzcfd5h6EBnNE+nfW7FlX+4Ctng14naTwfRjtng7NNQpuIRZNsaNG0gwLMgDvmwabzMm+VjlOhbYqJTBTaVa3xI7/yNF7xyGU8cmUvvZxZ5qWOD+qjnTuJbpYpz9/OfbiBRzvCaAPAm1/9vGZ/+l+AktGOpY7P8gw1mwAAGul4gtFuK6A5o73YkNFO3eJ0HGh7uEebvvuz778DAL0Zbd4nWhZD9Jc82gdzN/EW66MNEKNtPNwuaM3dr3Qq6fsxjzYx2oOk4y2S5qXobc7b2T39YOUljtNetoWhtXm0U6njs0Y1ArDzWcc82o6Vv78how0Ab3zJTZysa/zou5/Gqqr7S8fR9NEW3Qvq5jpRYrK1q9Bu66MtrzvCPM+wLjXroy1Sx4MwNM5ou0KeEFMMeNtS+fcVfTbWR5sS/W8fToz2hAkTJkyYcGY4DY+21zLsDKXjsfZe/P1TY7RzE04UtPdink/r0T4n6fjMDuSc/LkPFmKwSOjl0Y70c5WYUwDSyhSrnvReKSzLGj/xnmfwyS+/1bqdVJhqbSS8Q9p70bFaCH+68V86/3eRm6A0amXHC0mOj3n8Oh66PG+dcAj2pxDS8UTqOGAKrjWTjidTx1vOAw3Kj1allXV3gRQwqWNtGWIhcc2YR/vnn7iHeZHhRTe7E8fpu0DTMzlo72X+ki/40qKN0Tb/vyqZRzvi/85F8RIttBsP/yb3Vbhf5m+c0U5Lx596sPIY7WQYmnJ9tGMeY/v9TPbRJtsGY2ab76/KOvjNyJT7vmG0Nyu0P+GlNwEA/8/PfxAAekvHaSKBrjHbqq1pA2d9/H2l47W8ttzzMzVRUeSm5eFK2Ka6GG0vdZzlK8T6v/Pl0bmR20r3spyUu7IonhUe7Sl1fMKECRMmXBicRuo4HxucBYPrGO34T7AcLI2NxSyLtvfyUoxZiNZ5gA/k+qaOA25QL33WRSPrBnqkjm/AaPNzlGUKP/W+2zhaVfjkl3UU2oU7B4ArlrcBDZCpkOQMkimm3LIXRW4ZxxjrTPvxt7/045ITQTFw/zVfdqwd36p0AUx7jUdbs5ZrduDfMpFGA/rDVYX9noU2pUSnrml6tlBB4aWON9994s4xXv38q73vTV7sUd1i2UoKRWwY7X3GaLdJx8vKWA04qxz00W4+H+ujTT3ly1pt/bxTLQUgSccdo02TUxWeOVziIe7RZow/X65iTLM8bhy24G+uHxMsaI6NPZ/Ns+ykrALPOmfO7x6vbdp1Xzx0eYGXP3wJ3/eLptC+1VM6DmWeQzI4sdaN4oY+1vyji9GuxDHirDR9Ux4/agMorRqSgbbriISh8WK81nHpuDkX/kQnwKw6EUYbAK4dzCbp+IQJEyZMmHCW4L/FY/bRJpxFYfm6x6/hS9/4QrzhxTdat+e0wtAMo22k416haAetTjZ4Xoy2J3+u694t+KxHW2x3wGhHQ3vi/m5v+U1Rd7xyzJnd5kzh558wHt5P6ii0KZDOHudB0nFitJtCksnuy6r2Cta9WWYZbbvuyOD4k19+C697/FrvbQik4+QZ9jzaTSFd1dZLS6nYfMC+sqnj6WNiGe1l2T8MrTl3qZA3uia41Jg+z1nzvonj5rvmrymgUox26NFOScfLuvFo536xw7cVcNfEQZTRVmYSZpB03PxtDUOj1PHm+vvQ/RPUGkI67hdstNfGw+yvI3bWZB/ustbs+Qn7GmAk7dKOYFLHzSTAybrGzUt+S7s+eONLb+GpB6YgvNFTOp41qeoudNJsl9YaGm4CtK2NGkd4bbnjIpVLhFmeYVVqey/Sscky00EhSB1nBbKVjntBdOnfrIK1HJTX6iyhJLpxMJ/C0CZMmDBhwoSzBM2OA+0ezk1ABRalM582ruzN8Je+6PUtHu1GwndK20KMdtDeKzJwPwvPegyWjWpCm/pLxxuPtrg2jKfXhfG0ebTb9pm243jdSMe5IqD5/quffxU3OiSk86ZNWGkH2iMw2jYIjjPafuuwGKM9xoQOBewRUqnjALwAJpI2cz8o+be7+mgDwNGqfxjaC28c4MbBDC95KC775u3tzF/zeqbg+cBf0TMIzXyXsc6iwJB9tA88RtvfJzqHq1KHqePaFWIy0C8ahpZlKGvt2Qo2RXsfbf/80d8n75wAgAhDM3+D1mcs5MyFoYXrci3OzP+XlcbMplg7OTaQZrS11njmiPp7b8ZoA8AnNvJxALjVs1BXoCR6f1Kp0qbfujsO5m93e6+ER7vSyfDHeWEY7ZhVgzPQBOsnb2O0E5fTLMvseqRnPNZHGzA+7TvHF7/QnqTjEyZMmDDhQoHYyfEKbfP3vIK/JGh7Tq+Pdt4EZcWl47U2Sd+nuQ1d4GE+JJXtAxfok2a0UwyPS2xukY7PnAyWfwdwhdOndPizaTtXVc0k+ttfyzbETfjTSRbqFdqM0a70sLRzDunRllJmvn2r0vlCSS7tFdp9Useb5T7YgNF+5OoefurPfW7nMl0bODdZwJ81r+gZhAb495QWr1ExfW0/5tH2lzMvzHeiqeMeo21eo2s41d6rrGoo1R781wb6VkzSvKoqFJlyIX3NsfvAnWMAEO296Jj7/6/gCrLYtWS3QxTqZV1bdYgMQ4sy2k2Y2jMbMtIcb2SFdv/UcWWDAQHH5prU8ZDR7vRoi+LVstKNZSFWaM9yFW3vBfjtEO06mB0k5tFOpY6b/VP2s1I6LtuKEW4czPFrzxy17/gFwMRoT5gwYcKECwVZWAxFH8nwWSIXg6yxQcftZF0J6TgrtHfIo21SxzeUjovPF5nyCigVEaLSvratqyt1HECnP5uWs1xXNnRujNRxmgSgZa0rSh13y+aMdpkIL9oGC+HRjiWac58xFdMkHectvmQKcgw8DG28CTd3/QMs0K0ptGlXNmG0/VCq5sWEdHzfa+8lr1/m0Rap45XWQfgcXQOxMLS8kfGa1m/DGO2oR1sUtPTvD9w1jPZDEUabtl/Z13nquHst2BcRpkZsP+C3uALijLaRSDtGu7fHmuEF1/fx+I19zIvMk/+3QSlTUFOdStdzza8TuMmFKiYdYJDt0WiZVW2USzHdfZEJRpudM1I9cMTC0CSjnXqe5Gx5MpytEBMjhBsHM9w+nDzaEyZMmDBhwpkiH7vQtizQbvwk0mDl9BhtV2jzsavryxuX/p4lnCc1DPRqA/lCwz7aGWNU4jLUQkhdY6BrjhjtTBy/TAFvfNnN2Ff97SRGW3g0t8HMerT97S8b2T0/FnuzzIZV1S0M1KaQHu1UH23AD0OzhXbEo902yZPbwlP3ZrS7IBnQmk0WKGWK7XmR4cW3LvVepvMyhz7am5cWuDTPrXT8Us/2XpbRZv7ksL1Tm3RcWUXLYI92JHd8Wfot1+ieefJuw2hfChltOtYudRw20lweNw5Z8JdV7SbMBOt6sq6DAE2SjlNBtw2jDQC/4RUP40U3D3pbj1TDaNN+03nQOgxrzFTcC88R6zWeNeFwOvG8mxUZ1pW29yJ/7sUYbT55FmsB1sZoz3JlJ9Os+oJ+x/N4SOH1gznunZTeJNxFxCQdnzBhwoQJFwqWwRspdbywHu1dkY5ToX06y+fFYqyPdlVrO4A6r8kHzkaVVX/mjQaLkiEuMr8vb5tHu41d5ox2pnyWrcgyvO6xa5ah7NrO1Ugebbp+bWszKrQrjXWpBaOdWUa7qsdTLATS8ZbU8WVZY102AUyzSBhaWXfmJfDLYaxCWwZrycmmvVmO51/b32jyyU8d94vhL/74x/GmVz1it5+zz5IZdNJx8mjLPtr++mYtjDb1lK+gt5eOswkEiWXp++a5dDxTpoCSy5Gp434fbdjXUtthGW3WoUAqFJZlZSfiCHnWSMcPyaO9XaH9Z3/Lq+3kWx+YVPUwdbwS7b0A/1ikIP3/QMNoV+HrhHkgHZce7XgYWsavPe0X2n3C0OR98EUf9xgevbaIhKGZ5+jd47Xn679omArtCRMmTJhwoTA2o03FwLYyyrFhU3NPKwyN2u2sK4+BcC17NI6aPtFjyXI3hdeiqu7f3sv27pWMds492vFj64qUNuk4O3ZiUPkHPuPleORqvwHhYtakjlfDvfBh6jgVZYY5vjJzQ729WW7Zu6quR5OOB+29KJwrwmiTXDXPFBbsNYKUu8fApdVjXaNcvguErPy1/Rle/Wh/fzb/bs3ae7m05QyPXttzn80UDuY5jlZVL0bbyaa577XZF+qjnWC05XI3hWSiOZallI6bbXjyzgluXpp71zpZOGwYml1+xKMduSRycc5oEgLwcx4AI2nfCxhts/zbRytkCr0myWI4mBdemF0XFPze6jMW3KYRMtP9PdruNcqlyJSKPu+ovRfdi17eRKaS7b1yFkjq9dHWOqnM8cLQWKgaALzw5gG+5OaLgu9QoOTto6nQnjBhwoQJE84M1qM9UmFcWI/2jjDaNizpdLZnzlhZKRcEzIDp/bePcXlRbNxXdixwGe8mqeM2EEycy1w5KWQqDK3PdbVgagDJuP6OT3hhr22kdXiM9oBrz0rHSTbPZNVl7R+7RZHhhBhtrUe7xgLpeFvqeFnbYtoyeSIMra2Htlmu+/dpScdl2vU/+PI3bMx4eqnjIlk7Biq0u/toZ55/1y27KeKzFkabM5dDU8cj7y2FRJvumfvLEi+47k9U0G6GfbSVlaXLfYtth5WOs1aA9vjUJB2vvDZttMyq1nj6cIUbB/NTa6kY224NN0FA9wEV33xXlerTRzs8RkVulAvI4tfcLM9wuKqwrnTwzIunjjtG2x1b/55fFPHjx6XoLvugdZes8uGi99KeCu0JEyZMmHChkDeJqmMVxjRo2BWP9ukz2o2EVzA8NMasa+DXnjnCCzfwHI4NGiyvyhpa9/cwp8LQ8sx5BGsdTzC2rZH6SMdX1SB/s2mHVbHQue2vvVA6TmxT3UjHfXaRPNpVPd5kjmzvRcUCv3681PHGO07rX1ei0O64F0+D0VZKeUWNnCx41aNXN16mvad03EcrYVjRVZLRXlXaMtq0bTx1nK7Jz3jlI7h7vI4+I31Ge0vpePM3VgAuy8pTG/F/y7AxGfZFm6YYo02riG2pLNR5h4JCFNqGaQ8Zba2B24errWXj24CuMxJy0POuqs328Psmz1SvPtryVnaMdip1PMO66QAgr4M8j6SOi7RwWYxXOj2JVOSZvcdlnkAKJB2/6L20p0J7woQJEyZcKBSZGrXndZ/+yWcJ1/7n9BntG6xvrPWoao1fe+YIH/Fw/3TlsUHn5KRJ9+4tHResLl+elzoeY7TzzaTjm0hFY8sxjPbw1PGZkI7T/68bNQBnh/dmjNGu6/HC0IqQ0ZYDaZk6Ps8z+5rv0Q4ZNgleLC5GYrQBX/nAU8e3Xh4r9nRPRju2TntOm2tm0dgBMuVaOJn/N597w4tv4A0vvhFdB7/WtrXftHu046njAAIJsC3YRRhaZmK5zXsthRkdJzq2ZR16tNsY7bzJbnjmcGWlymcBE8LmrjFSINTEaIvPyqJXItYr26aOZ3k8DC03PuxVVQfXQTR1XEi+ZWBaXacVMrQubzkd99X1fZKOX2xGezdGFRMmTJgwYUJP5JkazZ8NcM/kbkjHU+1OxkKKleVSy/c9c4QX3To4lfX3Ae07tdHqLR1vEmxnQsKY58oOatMe7W4LAV13dQt702s7m8LUpY5vvzAXDuiz+aXto82K0lNktGXquCziLaNdEYuWMbm279Huur/5+dsb8VmQZ+46qQVLvA0yr4BqXmtZ3qWFKaBTjHZZ1x6jnSnDaMfC51Lgy95WSUGTnLE0bJM6nmC0RTFLy6HiizzbCq7AtkqAyKaG0nFt72NuBSgrY9MI23sp69G+uWXi+LaotTlvmfKvE8D3WveRjteRZxox2rwvN8esYZnXZaggyZsiXW4vvQf4k5f0frKPNvN8Vz0mnADgejMJfPeCM9pToT1hwoQJEy4UiiwbLXHcLG83Ge3Tlo4fr32fMQ2SPnj3BMuyxgtvnl+hTefieENG+40vvYnPec3zgtCjsI92iD7XAS8ahhSpi0ZqTXLKQWFozXepuCmYR3td1R67zxntekSP9iI3YWiaT2aIw0iTJbTf8yKLhir1CUM7NUabJTWP0eLOD0NLh3oRiNFOe7S1F/hFrGIb6yvBfdlDJhd5YBmHSR1n7b3ydKFtpd+i+PJTx9P7Zjsl2NTx2rLDnNEmW4O0GRCz/Mzh+swZbWjHRFvPuw6l47SNbTA9rP3XCnttxP3tsyZXITaxxQtjgrwfqJDn7ydTx7PMTqbRM6JrAuvKokCRqQvPaE/S8QkTJkyYcKGQZ2rUNOw+adNniVwMFMfGIuLL5v9+79OHAIAXnWOhTftORWHf0KZPfvktfPLLb0WWl3ntZbZNHc8zhVmusK6G9aCeF5kNeutaZxdmltH2peOmj7b22H1itLXWDfs3HqMNGLZ6UeTRnrr0mTVj2m0rMtHeq9OjzQrEURltxRjtnsxb1/LMslxR2mZ5oUJbMs10TkkFYZ8RzfZWuv+kQCygbhtkLLCMYyWk40WjXKhqHUrHRXq5a+/lgtbajptt78VTx3NiXJ0tgSwoktHOlPnO7aMVbl46u+BH69HWpjjlXvNa+K2zHox2TKVjGe1E+OO8UOxejDHa/jrpHqVlBdLxNkY7V1bxYkPVOm4spRSuH8wuvEd7N0YVEyZMmDBhQk8U+cjScVtg7YZ03HrgTpnRBvxBNx2HX336CMD5FtrSoz20x3nesEJ1w/DEBp59+mibbTHHb0hGAF2/1EZtnPZeFIbGvNCiaN2bZai1YUZJtjoGqMjng+mgFzQLuKPtcoy2k6nGBv4S/N4YldHOlS3abIuyAQdJsQIqVfBwXGp8/3L3laIJnrphtF2yticd73FN8ufckAkeHlgGmD7Z3/yf3oX3PXMcFLR07oMwNMlos4Ubdlez8KxwG7hiADDXkT02zefLDkb7ztEKVa1x4wyl4zSRUDcTUnw/tHYSetrGPn20Q492hqrSqOt06rjpo62D6yCWOk7PC3ru5cLHzSeAJIo8w1rcV32yD64fzC986vhOF9pKqceVUv+7UuoDSqmlUuo9SqlvUkrd6Pn9W0qp36uU+jdKqV9WSh0rpe4qpf6LUur3KKWC/VdKvUIp9SeUUt+vlHqfUmqllPp1pdS/U0p91vh7OWHChAkTNsHYjPbOSccz/+/Y4JMUUqIIAO956hBKAY9d3z+dDegBKh6PV410fODBsL2lG/lirEi2/dk7rgMq7IZcLlSYHi7N/g2Z5KFjQ8UNXc/rSpugI5E6Dhh5b9vAeFPwRHEgLkuX7b24dFy299okDO20GG2Z5L3V8lhYV0pJwXGwoGsr3Kei6UUsU8f9MLQ+28TY5kGTCK4A/IF3fAif9le+H3/j+96Jj33RdfyuT3mJ91k69w8FhbbPaDvbjHlfMyVAmwqFPlMxRlspZVPZ04y2wr0TM9klJwFOE3TsKCchY/tRm0rbbWOmUNWJBTWIZUYQo5267sz1pOPScWoNxiDbARaZ8vqop7o50GfJ822zD3pcezcOZpN0/LSglHo5gB8B8AiAfwfg7QDeCOBrAbxFKfWpWuunOxbzxQD+fwCeBPA2AL8G4HkAvgjAtwL4TUqpL9Z+msNfAPAlAH4RwHcBeAbAKwF8PoDPV0p9rdb6m8fZywkTJkyYsCmKUwtD241CmwqnocVlCinpOBUUd4/XeOz6/qjHeFPQvm+aOp6CDUaq0sxf3+NOkzxDpeOAm0iIFVZ9MROMtgtDM/JwyWgDRpLPg6OGgkvHgT6p42a7bCsyr9DW0f7PHHyQPlYfbYCKGuENHsGj7do2tX+eGO1YAUyWhbKu7fuG7dzMTz5jn+nqV96GTMHqu9/94UPUGvh/vvY34NXPD9ug0bV569IieA/gfbRp2c0EBeIBYQQrHW8+s2btvQBXbJIFRaaO82WeJaOtFE0iUPst87rWRowvpeOx0DmOaOp43qSOJ8IfZ4103ExsxWTnIgxN3NMxj3bqMc09332yCgjXD+Z43zNH3R/cYexsoQ3g78EU2W/VWv9telEp9TcA/FEAfxHA7+9YxjthCuT/oLW2V4xS6k8B+DEAvw2m6P7X7DvfDeCvaK1/ii9IKfUZAL4PwF9TSv2fWusnt92xCRMmTJiwPRZFPmpQmGO0d0M6TgP7s2C0fem4+8x5ysYB5tEuN0sdT0GGbsUGedajXbRfB3T8hkjHF83+HDbS8TFTxwvr5zWsteyjDRhG27DOW6/WA5eFA/GBP/cZk0ebCn2ZOn51r314yq/bxWy8G8Vr7zVG6jiTRqdCqTj2E2FogLnu1lWNquKMNtkhfI9zGzyP9hDpOByjTcfq8RtxFQzdM6F0vJmIENJx+stD5GL7JhnxisnqATqftU3aD/tou2WeaR9tKFdoZ4pNyBipPBfc9pKOt/TR1ol2hnMrHY+Hoa0FjS4VMFTI8/dTk1IkUwd4z/R+jPbPvv9iM9q7MX0voJR6GYDPBfAeAH9XvP31AA4BfLlS6lLbcrTW36+1/k5eZDevfxDA32/+9zPFe98mi+zm9R8E8AMA5gA+pe++TJgwYcKEcfEnf9Or8Gc+7zWjLc95tHfjJ5Hq/bPwaPPBDv/3eRfaMysd3ywMLQUaIBLjGhsQUoHaKR0nRntAcUzF4dFqOGNPDCVJ2uk6PmrUAF4YGmO0Y4Fl2yKQjtdxn/G8yLBsWDTfo71hGJonHR85dbwZMY6ROq6UatjLTT3aMUY7cx5tagGo/NTxXow2O7ZDJngy5VpvEbOZOm/zIsO8yHB54U+gUE0chKFZKbW264htqZSOr+vaC8ormvNJjLaclOGTi2fv0db2HnTMfJjYT6qFNqT7aKel47Pc5DWclFU0DC3ooy3CznLlf6YrDM2GUW6QJ3DjYI7bR+tORn+XsRujihBvav5+b6RIvg/ghwEcAPikAeugGLvylL8zYcKECRNGxEc9dg2ve/zaaMtzIVi78ZN42qnjKY82X9959tAGeOr4ONJx51smj3Z6nV3FB7FiQ84PFfNHp8Boz4S//Sw92hQ6FeujTdtiPdoJ6fiqqjslzZy1HJXR5l7SEVLHAb8Y7u/RThXa2u+j3Xi0aXKgz8QJX/YQ6bhiBSAds9T1tChyPHRpHrDSFPqV6q1MrC8QL8xodZxZ59L4vGFdSRkT82gTzpTRVs6PnWXKnjfy8vMwNEoob0NMLeE82nEFj52QW1ZRRlt6tGvBWMvU8ZhdxNsWKx13r3Xh+sEcq7K2bR4vInZjVBHilc3fdybef1fz9yO3WbhSqgDwFc3/fnfP77wYwJsBHAH4oW3WO2HChAkTdg8uBGs3pON5ZhiOIdLkNhSZayfDd5mv7jx7aAOhR3s2UEefyUI7wo9ZC0FH8UGD0iE1Ki2DwtCG+PEfubKAUsDzr+15y3LLZuyvZLTHDkOrXOBRTDVA8meSqxZWOr5ZGBo/XKMz2s2mjJE6DjhGMuWV5Xj5w5exP8uDftNA0yJJpo4rJaTj3dvDJ60GScdZAUjnL1Xoz4ssaO0FMGl9M1Gg7OtUeDrWPHaLcMk1YJQRuZCOl7XGkhjtSOo4vU6t1c4Cpje2Y7TpXqkajzY/jH36aOuIDaTIsg5G27x2uCqD6yDPsrCPtghDi7X3SkrHWR9t196rfZ8AIx0HcKFbfO2qR5uoiruJ9+n161su/y8D+CgA36W1/p6uDyulFgC+A8ACwP+qtb695XonTJgwYcKOYRf7aJ+WbBxwEt6Tde2H2+yQdJzOCTEZQ/3zktFu9Wj3DEMbkhNAzPIY7b1e8tAl/OSf+RzLyFlGe22WzScOPEa7B8PaFwvh0ZaDcoJjtHWyvde61J3nm09MjBmGRinVwDgebcAUiOQ17lrUJ73sFn7hG39jfJIiz7CWfbSbiYFNkpz5sRvyzOPXTlk1oV6J9X/Ky295TDNB9tG2+RTNRzX6ebSpEF033n9Cnhl/8zLJaJu/NyNs+2lCAU2IXZM6zqTjkp2O9bSWqOuWPtpIt/cCDKMt77cYo12JdRiPtmzvFd++IneMNnnG+xzv602hfedoda5dMIZgVwvtLtDZ2Vi0r5R6K4D/GSbF/Mt7fD4H8H8A+FQA/wLA/9bx+a8G8NUA8KIXvWjTzZswYcKECWcMF4K1G4V2xhiO08KiyHGyrqPtvYDzL7QLUWgP92hT4nV36nhXGNoYHm3XR3scaTyXvVJbI1p2LHV82TDaMoV5W0iPdkpGOiuUCUNrfNg2DV4y2h33Ir8cxmz1x8PQxkgdBxzrLLo2pT/fEihV1jJ13PWGp3V1gV9rQ647yWi3qTL+xFtelVwGEAlDE4UnkJCOZ/73g8CuRrKcYrTp+XeW/my+Xll01g2Fzy+BftLxlEe7brIBYoy2C2QMPNp5PHWcf0z20a51elJKhqH1nby63pyXOxeY0d6NUUUIYqxTJryr4nO9oJT6GgB/C6Z112dprZ/p+HwO4J/CtAn7lwC+THc48rXW/1Br/fFa649/+OGHN9m8CRMmTJhwDnBM5u5Ix0+T0QY4K+teowH+5UVhJXvnhaxheSjEaCxGm1iV2OF99OoeHru+j494+ErrsuYjMNpBoT1yxHyRqV4e7bEY7Vgf7djtNM95715lB/icGVtVfcLQMru8MSelMhYCNRajTb25dYu0tg9Me68Io11rluTcvRxuJRgiHedp2FVdb1W0y9Rw2d6rbo6bea3l+7a9l3/tULu2Lo/2WfqzAbefZXMufY+2PyHTRzqe7KNd6SjbDbhnaq3Ry6MdhqH5923KLkLb4iaw+j87aQLkIvfS3lVG+x3N35QH+xXN35SHO4BS6o8A+JsAfh7Am7XWH+r4fAHgn8EU2f8MwFdorS+uG3/ChAkTJkRBg4edkY43jORpYp5gZTNl2OyzlFGmUGSZ82iPnToe2b9rBzP88J98U/C6BBWrQ2rjhfVoDw9Di2GeZ0x2HzLaJ+u6ae81cqFtPdqpFlU5lqVLHXf9zf32Xl0FIB2vMdlsoGmXJVpWDZ2MMKnjmxUYMcwa2b1hj4nRNkW86XG8eXuvYdJxP3V8m2vJerSFPNwxvh2MNitQgQSjXWv7HJGFNu3+jTMutLm3PFe8vZeRy/vdILZktHMXwhe7LHhx3Sd1XBbSBfNdA+1MdZErrFnqeN9n57PBo70bo4oQb2v+fq7izeQAKKWuwMi4jwH8aJ+FKaX+BEyR/dMwTHZXkT0H8K9giuxvB/DlU5E9YcKECc9O2PZeOyId556900LKZ5xn6txl44Qid6zsUEabBt9tHu2+sNLxMRntkYP4ipxLx92yqQXYsqxQVnq0Al/20U75v+dNoBd5tGex1PEe7b3onl2M6M8GDFNOBXZbCNdmy+Sp49svZ15kWJY1tHaMfp4pm1Tdt4jnx3bYfcVTx7e7lmzqODHa9nUD2jegvVMAzdOsWeszer/S3WFosfC50wRt4bqqkWW8vZdhoGUY2nZ9tCkMLT4Bw6+D3oy2CEPj6vK2cMVZltnJtE3aClrp+OHFZbR3Y1QhoLX+FQDfC+AlAL5GvP2NAC4B+Hat9SEAKKVmSqlXKaVeLpellPqzMOFnPwnDZD/Vtu4m+OzfAPgCAP8IwFfKFmMTJkyYMOHZA9vea5ek46fOaJsCRY53rh/M8cpH26XTZ4U8U1byOVRaHRTaI/irBy0jaO81snQ8zyxbzieQ9gqf0R5bOk6hU3Vi0D0vTKDXKmC0HSNZ626m9dQYbSaHJZZ1nNTxdMHTF0WmgnZ3XDre93r0GN+BjDZFJa1F2ndf8ALT/D8x9fR6e3sv+X1Z8BdZhqoy0vE8U8F1dV4ebZsy3hSddE60TR3njHbYR/u9Tx/i3//sB+z/x9QSxOan+rd7hXYsdTwIQ/ML5EL4uNtSx4u8Sd637cb6XavzIsOleX6hGe1dlY4DwB8E8CMAvlkp9WYAvwTgEwF8Foxk/E+zzz7WvP9emOIcAKCU+l0A/jyACsB/BvDWyEPuPVrrb2P///cB/GYATwF4AsCfi3znB7TWP7D1nk2YMGHChJ2Bbe+1I4z2zUvzU/cMpgK9vvMPfZpNej1vFDzQa+C5Cftob1/wWOn4kGXMfEZ77ImVWaasdNzzaM9Ot492Z+p4k3Zv5OGu8KFBPZ2frkA6WvZYYW58ubbQHkk6njXJ1zrRz7gvZnlm+5RntiA1qeObLJun6g9u79XUWRULaNsEvOAE3D5kvPBs6r3Y0qWXuxKhbOS5P1nXdpLJ/775e/PS+TzzytrIut1+NAFp7DNZ5jzshP/te9+J7/vFD+K3vP4FzfdCebivpAiPHmf+5QREtI+27u6jnZSOs9DDtoI8husHc9yZPNrjQ2v9K0qpj4cplN8CU/w+CeCbAXxjV5BZg5c2f3MAfyTxmR8E8G2R7zwE4M+1LPsHeqx/woQJEybsOHatvdcfftMr8FWf9tLuDw5AKtDr0aYX8y6gyDMsS8NkDA2qsx7t0peobgMqkodIxxe5KXhPy6Nd5BkLWnPL5oz2mIU27c+SpY6n5KrPHK6hmwAmJ/013yOPd1cBSMd+zNZegPM8A5u1zGpfpilIpfd2U8yKzFop6JxSO7JN5Li5V2Btvz1c0lwKyXZf0DdcH23lvV57fbTD5dO5qWs3WeMz2q69V8xmQN8/V482swpVNU3ISEbbFbRlVeOH3vlh20EBoD7aIaNdWQY53AZ+j8mJLROk5ot55TVGPcpp/bVOq3wKO6FWR2Xubfi4F9/Yqd+lTbGzhTYAaK3fB+Are3zuPYj8bmqtvwHAN2y4zs/c5PMTJkyYMOFigwYPuyId35/n2J+PW0BIEKO9A5lnSXgD5oGTIMRykdRxUGJ4TtLx7beHe7QzNbyFlESRKxwfhmqAopFrUx/t0QrtmQhD0xqxumvOJe2sjzYVDeumUO9s75WfjnS8yJX181rp+Eip4wrDJnh4wB2dt6yRulctic8SfNJqyPnPlLI9drf1aMvUcDrUvP2Vk47Hvg/7fbIf8GcFhXqlGG1az80zb+9l/q6rGnmmvPZekp1WQjr+0++7g7vHZgLStAdTrX20a52e9CLIia1kH+0Eo00f7WK015XeeILvb3/px/b+7C5iN6bvJ0yYMGHChHPCrknHzwJjBHqdNvx05HEY7VHC0GbjtfcyTOD41908z6z/Ww6i9xr59iYsaBcWjCkH2lLH/UKben7TgJ0K7r4e7dNgtImlky2ntl5mNo5He5Yr1leeS8fJh9uT0abnXXP8h4Az2oNSx2tZaJu/GqF/m4Neq7S2k2gzGYZW1zhZV9FrxUrHL581o23+Uos959E2+9yWOv62d7g8Z97zXR4f10c7/rzjx0n+9pk+2qF0nN+WlGrOtyN1CViLSFUnC/9nK547o4oJEyZMmDAhgl2Tjp8FxvAZnzYKr9AeKwxtuO+Wjt0QNjDP1KmG8FH4EBAeu8Usx7KskoFl20Aphb2Za8eWTB0vMjwQIW15prAm6XhJxVJH6rg6HUY7z5xMlyS3Q4uCTBl5t+mjvf1yiqa9F22n3d4mDK3vuaSJnaGTV1nmZN1VpbcL9GOMtPlfN4FAr1vpeOQ88P7TxGjLZOyq1liWdXQi1fbRPmtGu9nPsmnLxgvvWvuNtGUf7be9/cP232XtX6scFGiW8mj76fN9GG0hHWcJ/VZ1kLgGnUXEpKrv8gTv2HjujComTJgwYcKECPJTLHh2Fba91w6PAjjTO/TcSEZ7yDgv5W/fdjmnkTDPix5ZUBGjvS0LmcLeLLeFdjJ1nAV6zZvtmmUKVVMkkfS8qwg8LUabFxhjSetN8R7vdbwJ5pH7gdpXpXy4MdB3hwYMmgKQGO16S0bbFWCAuy+dJBwd0vGmIOcebXGcqqaPduxauXV5jqt7hW0jdVZQrLA2Hm0moRce7Vy5a/KDd0/wi0/ew0MNA88L3VA6Hvd8E9oKbSrSNavwZYgZpZrz7Ui292ru5/WGk0LPBuzwT+yECRMmTJhw+shHGnheJMytR3t3BzxUECg1vBi1HsFyuEfb9SAftEl2OaehpJi1JAobRrveOP23C/uz3IZ1tTHacrtyNmAnxraLqc5PqdDOWFFT1+O0P1MKrBgeJh0nUCstYss32VaSnQ9tKafgvLnbhqHJQpv+nxhfCtni73nfb3aBS8f5pBxdW8uyjl5Tv+PjX4i3/fHPPHPbED1311WNTLk+2rqZWFDeZ91kww80svE3v+p5ADijHe+j7Tza4Ta0ScfpGHJSWzLa/F7pyjOwGRlWOh792LMSz51RxYQJEyZMmBAB9yw+V3CRPNqzbLiXNJCODzjVqdZom+KsGG05iF4UGZbrausAqxT2ZzlOSvJox4v4eYRFK/LMFknkQY4lRHMoZZKaT0M6zn2nozDaDfM7tMCYtTDam2wrXRvzodLxEcLQ6BthGJr5q3X4ntwG8zkWhiYK7brWWCYY7Vme4dblxcbbPRRcKp5nzqNdN320+aHk0vG3veNDeP61PbzmBVft9833wklTYvO1jh87PwxNsuEkbXfJ4zJwzzDa5n3dfKytjzZgnr9jWlYuAp47o4oJEyZMmDAhAio2n0se7flIrOxporCF2PCNtAO9EVLHFyNLx0/Lo23/LZa/aAriciTGli+XM9qx0zaLMNpcrr1sCu39Hkx1kWXjM9qZa+9l9mH48SHmT2NY6jh/PrnUcZM4vQlbblKuR1DwMKa13NKjHUjHxeu66SvNX4t/n0vHQ3nzyboevef6ENAWkn3D7oemwpgxx5k5zquyxn9511P4rFc9YveRWnDF2nvRpNEm6hICPTO4T7sW90OeK9uWzTHa8f2la8O1G9vhH56RsTtX3YQJEyZMmHAOsFLKEQq6iwIK9LoI0vExJkCcdFx3fLIbY4Sh8eWcxnXn98gNU8eX63HD0ABgn4WhJVPH2XYt2EQDKQ1OSvP9PgX0w1cWo/fXLRoGFECSCdwUWWYKkk2SwWOYRSZP8sy1hNqkzi1YGN+24B7tbdl/ZaXfzf+TdLxZFKW189c46HIy7b1IOu4OBE1yLMvK3m+7gIwxxopJx8mTzveV+mj/zPvv4HBV4dNf8ZA9d23ScfuZRp4u0e7R9pcPhOeYUs3pPf49Ccdo103hH/3YsxI73Ud7woQJEyZMOG3QIOS5JB0/TdnyWHBp8OOwigBv77UDjLZldMe/7njxLq/rxSzH3eM1Kj2udNwLQ9uARStyl15M7cH6sI/f9dbfMHq/+Vz5AU9j3B+ZarzGtRpYaIeMNrGWmwatFVk2eALL7Jf597qusZhtXlJY6XgQhsak1C0ebd5/2jLavBjMKQxtNxntqjLKD56ebkLH3T5QH+0f/ZWnoRTwiS+9hf/0duPVdnkC4aQp9ZpfVdt7tCmkEDCTIVwa7rXC60gdp3WV9SQdnzBhwoQJE55TeN7VPRSZwq0z7qV6nhgr0Os0MRsptIkvY4xC28ruR/Jon450PM1W7TGP9uhhaNTeqyV13G0XnV9lzwsV6ns92MdrB7PRQ6wyxmiPmTpeje3RFn20N+2JXmRq8LFTcK3Qtp2USEnHY320Y4vPeaFNHm1vQsJM4pyUcY/2eYGKYikdt23g2L7mjUT/R3/1abzq0au4cWm+EaO93obRpr7XXDpe+3YQL6GfGO2eYWiTdHzChAkTJkx4juCNL72Jn/gzn43nX9s/7005M4zVouo0QcnKs2KEYoeF8QDDJhisdHzgZo0VqhbDzHp4w+VT6vimxVkXOKPdyxfK9p8G6lSoj81U90XBPNrjpY5Te6+BqeOFX0ACLHV8wwT5IleDGW2Thm3+PdSj7Yppko47hteFoaU92qa9VyR1XJlicbmOp46fF2hXKCfBebTN5IKUjp+sK/zke2/jk152EwDvS00e7fDaytnkYuzS8MPQuj3acjIlz8NCOxmGxiYGqnq3f3fGxiQdnzBhwoQJz3mcdR/V8wYVi2MymmPDerRHYbR96fgQb/piNnIY2il4tInVixVTpo92hVqPW+SbQrsjdbwIB/cmdVxIx8/JT0t+amDM1PGGqcw281FLzKMe7YYtrzebPMqzbCSPtvn31qnjyn2f/z8tqtbokI7T53Q0DG1XGW3al7Iy/cfJq04TC3xflVL45Q89QK2BT3rZLQAIGO1Ka8xVvFhel3FG2zDp5hhLdUMsdVxuF2e05USJBD2Pyqph7HdnzuPU8Rza1QkTJkyYMGECcEFSx5uNG6MQlQPHIftNBeLQSQoXBnZ6fbRjuQOLWYajJh181DC0OQtD03HGPyZXLTJlg6xObHuv8xme5ooFPI0kcaUwK5M6vv3y+HUiU8c33dZZPoJ0XLlE8LKurWpk02UALrWajo/ro90hHWdtsQ6XJQDggKkhisywwVqP3wpuCKxHu2G0uQRehvBRMWz82T6jTXL5mC2BPmM82invNE3I+e/3YrSbPt26sS6Y1+L7y7s+jJXmf1GwO1fdhAkTJkyYMOFMMFag12miGNWj3Qw6y3bmpQ+oCBw6WLSp46chHacBdKS42CtyHK1MUTIqo134Hu0uRtt6tHMXqrRcV1Dq/IoiLmPXeli/dULmBZZtvxx+LnnqeGV9vf0XnmfDpeNj9NHm3mQgxmi71PG29l61Bu4erwH46qQ8VzhsrvWdZLSb+4S3KTP7q4LPvvrRq3bf6NnI+2jL41OwycXUqZknlC+p1HF+T+fs2Hcx2rPMMdpVnS78n42YCu0JEyZMmDDhOYaLUGg7j/bwoQoNEG0Y2oBFOtn9sG06Vel4lg5aW8wy61Ufl9HOG/ZQBz13CfMko+082ntFfm4D8TxTtrAby8NO6dy1HmZZmHuSaF86vqnMfZZng9P8jUfbHKx1tWV7r+avZbQVLdsxvLV4j4NWWdUatw9XAIDr+zP7fq6UtSMsdqjQph0vm4AxLoEHRBha8z8kGwdYuJidFIr30QbS0nHAPXvC1HHX95oguxTYXt51be0WqWuAe8r1yJaVXcdUaE+YMGHChAnPMVyEMDTn0R6+jYFHe4CEd6xjd5rtvaiIinu0XcExdhharYFVVadTx1mw3TwShnbebZjyTFl7QbVhwFjbMisdpklvCi91nIWhaa1N66UNlv2yhy7hpQ9d3n5j4ELeAFOQbZOlwMPMaJnmr/l/rZ08PRqGlpHEXONOw2hf44U2Oyi7JB3naeuc0dYNg893lf5NQWhAKO2Opo6zAMjUqaFrSlpMpDSd1sWfF1a2X3enjs/YtowdwrjrmMLQJkyYMGHChOcYLCu7w+Od0/BouzC07Zc1Vlq4laCfSnuvOFPF1wuMG4ZH0tyTVd14RmOMds7+7WSrh6WR956szze0ijzPALUzGoPRVpaZPa0+2nrDSYF/9Ls/YevtIBimnjzaephHm1KrrXScCk8w6XhsG5x8+c7RGlf2Cq+9F2dgd0k6znclV4p5zRHYADKlbP9s+x1bCFP4YKSPdlNdr6o6ObGYspjEPNoy4JBL07v6aNswtLqO+smfzZgK7QkTJkyYMOE5hrF6QZ8mihZWduNl2VY3wz3aRZPWOxajPVTCGwPtb2zZvOAY0x9OTPRJWTWMdviZVHsvmzpe1udaEPH2XmOljtsWXAPbGiX7aNfnwxIqgKWO11umjjcFnQhDo0Vp6NbU8Zwxw7ePVrghukfw87e3S4w22xTT3sv823j5/UL8Y154HUqZvvEEJ9vu7qMNpCcW6X6Uz4mcycIJMsQsZ8U4FdrpPtqO0a61HuWZflEwFdoTJkyYMGHCcwwXw6M9XqFNY06XOr79fiulsCjywUXYfCRmPIY26TiX0I450bLfFMjHq6Z1WOQY8wH9jIXdkUT13BltxhCnWPlNQb5vDVFBbYhZwqNNYVRnfS8TUw80jPaW11KmwjA051lGq0ebOlrVWuPO0RrXWTEKCOn4TjHajLHOlNc3XIvr7qs+7aXB93PhoY6df77vyZAyek5k3Yx2VfvPCx6Y5lLHU4w2L8p3+3dnbEyF9oQJEyZMmPAcw+JCtPdKB3ptCtXIM9elL1HdFn/hCz8Kr3/82qBl2NTxU2B3Zok0YcBntMdkQanQPimrXn20Z+z80gSIKbTP0aPtJSmn2xVtgkzxAmP75cwikmi77HqchPRNwPtol9V2qeO0nLYwNJKnt6WOaw3cOVp5ieOAkI7vEKPNd4VOq52Q0d3WFtlHuy11HEhfdxSKJ+/VWOp4rX2VSozRTkrHbep4nexI8GzFVGhPmDBhwoQJzzE4j/buDnhsGNpIA+Q8U1hZj/aw/f7tb3h88PbY1PFT8WjHQ44An9EeVzruGO1Ur9wF22cabPP2XidN6vh5gQ7XmHJs20dba2QDquGYRztrpO611ijUGReSyrHNRma/3fqVcsypk47HPNot0vEmDO0lD13y3ucF3U55tLkEW7lJE+q33vVc5ineQHsfbbQsr8iz6GRcNHVc3A+c9bap4z3C0ExHguSuPeuwO9M7EyZMmDBhwoQzwUXwaOdW1jjONhaZcu29dmC3z0Q6XkSKXVZwnEoY2jrNWsWY9mKnUsfNum142VgebT1cMssT26kQyhv/dxVp73TaoLZlgLFkbJs1oJp9MP9uXmveIwk/rS/8rvlba9Pei7f2AvyJpMU5XlcSfF9c0rqbNOk6kpLR1lFG2+1vamJxnsf7qUcZbdlHmxXjNswucYhlGNouT/COjd256iZMmDBhwoQJZ4KDRY5MObnvLsJKi0eSVue80N6BSpvY3W3aInXBye7bGe0xVes2DG1dJQfTsfClXHi09+fnz2iXIzLa3Ec9ZHHJ1HGtTRF05mFoChpm3fWA3siZcmFomWV3fQk/kGjv1by2LjXunZSBdJyz7OeplJDgHm2rTlDUzqz7+cRl2wDJuts82vHlzPIs2pnAsdXpMDS6h5clSx3vCEMrG/Z7F56/Z4VJOj5hwoQJEyY8x3B1b4Z/8fs+Ga99wdXz3pQkxgxDA4jRJonq+cMy2qeROt7WR5t7tEcs8qlAPlm3pI6TpJ17tXPn0T4+Z+k4729cjVS8KgVbjA5Ku496tI1PuhrYo3sbZBlQV65I3taGoKCYdLxZdvMPCgfjr3HQM+L20QoAImFo7t+7ymjbSRNKp+/FaJPn2RXa8tLibRHTYWhZ1F6S7KPNNvzS3JSQR6uyOwyNLW9oP/mLhqnQnjBhwoQJE56D+ISX3DzvTWiF9WiPVIjmWcb6aJ//SM8x2qcnHZ/HpOOc0R7xOFCBfLxuSR0vQu94ninGaNfnmg5N11xd64ZZHL5MYp2HFhieCiB3jDZgCpizl44raM0Tp7c7WJkCVjJZ3ErCnXw5tn/00jOHptAO23vtKKPNdoWz+FXj0e56PuUsxRtAtHWcx2gnTg2FoUkUYvkAAivFpYUpIR8sy0CREGyvvU7r0drmXRRMhfaECRMmTJgwYedADF5M/rwN8gw75dFeWI/2OaaOj7hqYrSPVhWAuDzU9g73GO3MFlPL804dJ8msNr7nMWT9Lgxt2ATPPMJo0/auq/pcJo9q7e6pQanj1qPtS8e11rh3vEaeqajNRSkFpVyhfe0g7dHepTA0eNLx5hUrHe+2GNDknPNod/XRji/wkasL3DteB69LDzgQhqFd2WsK7ZPSszLEoJQyiqImT2AXJjrPClOhPWHChAkTJkzYObjU8XEGZUWW4WTdFIE7MNCzqeOnIR3P0oW279Eer6glxvBwWZplxzzakQkAw2g37b3K6lxzA2hyYEzpeKYU6pp6HW+/nGjquHIF0ZjqhD6QjPbW1zH7WhCGBuDeyRrX9mfJ4ixTCk8nGG0+2bPYofZe/DqwjHbmJmS6rhMXVmbum6qjj3ZqcX/m815t7TT+d/3UcU1hfhFG+3BVWhl52zVY5NSjflwlza5jKrQnTJgwYcKECTsH69EejdF27b12otDOmz7ap5k6foaM9t7cLOywhdHOMsNsydTxstYoqxrrSp8r82jbRTVe2TEkrtS2qR7IaPvHjNQQ5v/XZX0+qeNwrOcQRptgPdok4dcad49LXN1LlyuZAp45XAIAbiQY7Xme7VQAF78OaP9zm06vvbC0GEKPdnhtcSVQ6nl3MI8f11ifbtpGwuWFY7T3/9/27j1alrOs8/jvqeq99zk5J+eSGwnXkAhkVrgJ0WAQSGCB4AgyCIouEBkVcRgRAReOIxJU1sJR8QIq47iUUWcJs+Iog4IwClEkywveGBQFlAAKDIRcSM5Jztl79zt/VL1d1b2ru6u63uqqrvp+1urV+/Slurqqq08/9bzP824lfy/6qt5KS3eGNnS8O6d3AAAAUj5DFirjm5/eqwNx9qQ5U7PzaC+u0Q55wmE7jhRZltGet+ztUTS1Xj7Tdc9esm86MXQ8cNfxJJMXrkbbL8dv47P79Tqar8LSwDBEjXb2t03d5pz0pbuTjPb855tuO5UMfz5xeLZGO1lQlxqhScXN0MxM+2Ol82gvfv5sjXbRZ6tM1/G5y5/pOp7t4+wxk0D7zP6k6/iiAHoUJ70Y6nbf3zRktAEAQOcsGv68ijjXdbwbGe2w05fl+RrO4qHjWcY4VP27lAQKh7ZinT6bDh2fs+jtUTQzDDqp0fbD+lvNaOcyqfvjMLWkSUCquVOeVVnOKBeUSfmh4+1ktMfj+hnt/DbO/sxntHd1bEmgfffeviLL6oY9f6Jkp0ON0KTpE33T03slQ6uXRaJFGeeFQ8crfu4OLt/Pk52veY8UR6a7zuxmgfiC10mO87HGLZQ5tKlbp3gAAADURNfxrOlSA/3HKptM79VgRrsoiN+KLcuIBt4Oh7dinTqzuA4+6XSca4aWrozPhHch0N7ztaRBuo5nQ8frnuDZiqOpz8ukGdreuIWTR5YMHU9HidSZRztbYnFGe1Gg7V/3+OGtA8PD/WiYNkdJFCkaOp5vCle2RttnnIvKHPInPqp+Nmbn6S4KpM1MR3dGuuuevcJAfNbWJKPdjROd69KtTx4AAICyH3vhuo7na0Hb/6Hnh3A3WaNdNHTczCYZvtCZpemM9pyh43E01XXcD4O9857uBNrjtDtymBpt3+TK1Z7AfSu26QDKB9qBGrdV4TOwk4z2iifEijLak67jcpNmaPOfn1zPNkKTckPHO9QITZr+GPjd6aeBS+5fvC3jyUgGP73XweHYdYaOz9aA788ZGn50Z6S7zuyXymiP4qQXw/7MNGF9161PHgAAgLIf7luBfiSPavzwbELWdXy903tJWYYvdDb90Faku84sDrR3RlHhVFX+eYdaDIomzdCc0zhg13Hfbbnu8rZHMxntdHm7++Ogje3KSLqOZ9nOVU+I5bfIpOt4er0/lu4oUaMtSSfOOfgY/9nq1tRe05+DrEZbpTPaUZSMSslqtA9+topOyJR1cJ7u4pKbJNDeza33gox22gxtPHZr/6y2iRptAADQOZMa7UDBYJ2axSb4jr9NZNuWnaRIMtq7DQTa2dDxedv4yvsc16Xnn5Ota7qfuzB03Acke/thM9rO1Z/eS0pOnPigRsqGtocI4qsyS96Tz3quPnT84EgTf9vps3va3Xc6dmj50PETBRltv5yuBdr5XZUfOu4z1GV25SiKpmqoFzVDq/rRmK3RzpqhTS/oyE5yvGdDx+cvM5nGz9XuVbBpCLQBAEDnTIaOB0p/TE93E2SRtZx3ZFtvft6j9FWXXxB82csayTWV0T68FevW08mcxvOGkb7xm7986t/+pIDPaB/ebn96L98MLURAEEd+urD6wfAoNsX7xV3j1z0c1w+JzzLa9Wu0/d/+bd1xd9JNfHFGO7kuzGjH3Rw6XpTRjiPT/r4PtJdvy3zPiaJ5tMtM77Vo2VKu6/icGuyjh7Z0x927Ssv0l3QdT04MhDquNkW3PnkAAADKzwUdPqPdlR96T33oJQuDiFUtqtGWsi7MobfD4e14kpkue37EBwTZ0PEWA+3ckNmQQ8cn8yMHyGjnA9o6dbh1mfl5tNNmaEFqtNNh1Glm20/btbhGO81oHy6q0U4+W53LaOf+9sGrWRbQlsto28J5tOOC6eDKOlgDPn27d+7OSKfO7GU13IuGjsemvfG4ldEXbSLQBgAAneODiFDTe43i7gXaTTmyM5KZdO6cIbc+ox1qjnJvZxTr9JKu47MmNdqTZmjt12j7LuEhPnpR5JuhBajRntN1XArf2G4ZS4fE15/eK/d3eu2TsbffnYyOOHZ4/gBc/75PFmS0/X3d7jrur61UrbOXzD+fRMBF82jn90fV5o+zNeBZM7Tpxx3ZiZOu4+PijPfs+mQlGZVWZ6MxdBwAAHSOz3SG6so9VQva7zhbFxzd0Q0vvkYPvc+xwvub6jp+eDvWqSVdx2f5x93VgRrtyfReAWu043Qebedc7V73W3E094TR+oeOT9dor9oMrei49IHhHafrDR3Puo53LKOd21X+GIwsO2lRZk/GUaTdkvNor/LRmKoBn9sMbUt3ndkr13U8bYa2Px5W13ECbQAA0DmThl7BarTbC0ra8OgHnJx7306a4Qu9HQ6NIvleXWWD1Nka7S4E2mG7joer0d6KbW5Ge+3N0KTpruMrDx3P/50FnZJ0W1rvvzDQXtAMravzaBedIEky2uMD988zytV0jwumzJqd87qqqRrwOc3Qju4kJ9b2y2S0Y9PZPYaOAwAAtO6S44c0ikz3OXk4yPKm59EeNp/hCz2Hd76RWdkf9we7jrc4dHwyj7bCdR3PBe91p4QfzdRo51cvdGO7ZXzt+aRGu2bX8aKA+/a0GdqiruP++UXzaPv7NiOjndVclzl04ijpUu4mZQnT9/vh337ZVeVrwOfOo31oJOekO5dM6Scln91dPz/9gAJtMtoAAKBzHnD+EX3kR59KjXYDfDAbejvks9Flf0x3KaPtt8feeBysO/Jkmfvj2tPKJTXaxd2k1/2R9jXadbuOW0EwOOk6ng4dP/fQ/HBlYddxP3S8cxnt3N9Rdp2fum0ZX6OdxsCFn9VRFOns/niloeNxrgZ83tDxIzvJfvlSekJkYTO0yLS3Pw4yzd0mIdAGAACdFCrIljQToARb7Eaa1Gg3MI+2V77reLIOd96zpziyoPu8qklGO1Dzsvwy98b1A4yTR7Zn5tFusxlaUne+W3MebZu5lrLtfvvduzq6M1o4xV82dHx+jXabneyLHTzpF5ll02iVnN5rb+yyOawLnhJHJu2vViIyirJ5vedmtH2gfU8SaC+bR3t3Px06PqAvYAJtAADQe/kS0rqZxU036TrewDzaXumu43E2vdfhlqdh8ttjf5xkF0PE/H4zhMiQv/YZV2rPT1qs6YBl/UPHkyZcPvBf9QRJ0dBx/1ZuP31WlxxfXDrin19Uox1vQEbbr2O+63jZ6b3206HYyXOKMtoHt21Z+RptP4R89vPrRxqUymjH0eSkzJBGFBFoAwCA3iOjnZnMox08o51t49LN0NLHnTqz13rTKh8A+AAmxPaZzEm8X7/r+HlHpoPJug2v6ojM5BSyRjvfQ8GPLJCOLZlnPjbTVmw6sn3wJM2ooxnt/HvNdx0/u1clox2lNdqa+xw/l/ZqNdq5ruNzMtpHtpMw8o400F70Or4ZWtFy+qxbp3gAAAAaMN1Eajg/9Ir4gDb49F4rZLQn03vds9d606pJ1/Fx0nU8xPbJ132HDobbHjo+DlijbQW3SdKxBfXZ/rHHD28XbtvJ0PGWR0rMmq7RrpfRXjR0fBTZ3PuWKe46Pv2Yo5OMdtJfYfE82pHO7O2n6zOc718CbQAA0HsxzdAmJjXaK07JNE8+oCmbDd5K1+HODmS089N7he46HmJ6rwPLzk8T1UozNDfJeq5co100dDy3rEVTe0nJNjhZUJ/tn7sVmy4+vrPSujXFimq0I1s4DHxWVqOd/bvoMfnXqCJfo51ltKePT1+jfcfdu0v3/ygyndn105dVXp2NxdBxAADQe/mMmw08zXDhuTs6vBVrO3DjsVW6jse56b0On39O0PWpKstoJ02bQmSgp7KXgQOMqXm01xy9mGbm0V5x7rKiKajy72RZoB1HpqM7B+uzJen8ozu66QeepAuOFt/flqnpvXzXccu2ZZk9mWS0x5MguLhGe/XjO46yruO+LcDsMZ1vhrbseB/FpjP7wxs6TqANAAB6j3m0M89+9H31uAddEHxIbT4jXfY3/iiX8W27ltYHC5NO2gG7jkvhg+H8eZJ1j9KYzKOdBk+jFUdHFA0dz7+XZTXa11x+/sLHXHhut7LZ0mzjtyzr7Ovdy3Yd3913cmO/nOLHlF1e0XMn82j76b3mDB0/fXZ/6WiUrTia1GgPqRklgTYAAOi9eGqY7XB+6BXZHkW633nhs8eHa8yjLbVfS+sDid1J5q3+MqeafAX+2E011VrzKI3IJCdNhhevWqOdDzS9/HZaltH+T1/7b1Z63TZFU/stV6O9X75GeyuOdPfufq5GuyijvXqN9lYcTQLsydDxmdfYGcXaipOAf2lGe6qfQPX12VQDHzwFAACGgBrt5h3ezs+jXTLQjvKBdrs/S/1Q29008xay67gU/nPX5skjM9N47HKNsurVaOdT2lUC7U00NXS8oEa7zKYsPY+2Vvsc++VLWriP/fDxZa+R//4d0tBxAm0AANB7UzXaw/mdt1b5jHTZ4aH5OtKuZLTP+ox24Brt0B+7qWHpLXQddy6f0V4tpLCZa2l26Hj/Bt9OZ++zrHNWo718X/oa7UUN1PznY5Wh2r6ruaTsBEBBgHwkDbSXBc9buc/HkIaOE2gDAIDem55Hezg/9NZpauh4yaxVPJXR7laNdojPSdRgMFw0BHldknm0F2c7yy0nvZ7TQ6GXGe3c3/mh43sVpvfyNdSL5tEexVkQX1WS0U5OOI3H83sW+Ix2mWZo+WUPBYE2AADovel5tFtckR7byQ39LpsN3orzGe1uTO91NuDQ8San4Ipb/EybktpdX89et0Z7Xka7l4F2QW19ZMrVaJfIaMfL59H2JxdXmt4rLppH++Byzj1Ubuh4/jgf0vcvgTYAAOi9NofZDsXhqXm0yz1nKqPddtfxyGe0/dDxEMvM/g49ZHaq6/i6M9pR0nV8f+wU2eqvPynRnlNvfuxQHwPt7O98M7hqNdpRGminyyl4Up1maHEUHZhHu+h70w8dX/YaQ/3+JdAGAAC9NzW913B+563VoRWGjk83Q+tYoB08o93g0PF112grq9GuM19zvkZ5auGpPma053UdrzJ0fOSboY3nB8HBarT9PNoLmqFV6TpOoA0AANAj083QhvNDb5224miynVeZ3ivftbwNPgCY1Ghv1NDxdTdDMzmXDCuuc0Iie2rxdlo2j/YmKhomH0W5+apLzqO9P87XaB98zCgXxFc1NY+2n96rIGos23U8P3ScGm0AAIAeiWsMo0R5Piu9StfxnVHb03ulNdoBu443OZJiKohfezM0yclpb9+tXJ8tZR22i4ZTb4+i1kc5NKFolINZlkEuY5Q2K1s0rHuS0V5hHfMZ7UVZ86Mlu47nT6it+7PaJgJtAADQe3WyOyjPB0alh47nfoC3HVQdaIYWenqv4DXaLTZDM2nspP3xeGqO5KqiXDOw/LKlfg4bl2bm0S4YAVI2o723nzVDK3pKNo929XXMdx1f1AztyEpDx6uvz6Yi0AYAAL1XpwMvyju8nWznstng/OPaDrTNTGZZjXb4oeMN1mi3ML3X2Dnt1qzRzrqOH9xOwwi0k+uiEw2LTGq0F2S065xcLJxHu2A5ZbuO5z8j6+4n0CYCbQAA0Hv+R+eAfuO1wncOLxt7RZFNgozDHRgmHFtWm1pUk1pVkzXa+W3cWo12zaHj2fIO/n0sDeL6pqjDetUTMqN4put44GZoU13HF2S0V5lHe0g9Mgi0AQBA70UMHV8L39CsSoZ1lEa0bc+jLSXr7Wu0Q3xWmmxYVnW4cUj+1XbH45rN0A4elz673deMdn5zZc3Q8u9/uYM12kWPiebeV2b5sxntRUPHaYZWrP1vNAAAgIbVmVMW5U0y2hUCP79v2h46LqWB9l646b2KMrWh5NcvRPa9inyH9lGdGu2Cp/rb+hpo54fJFzVpLJPx9V3H0zLqwkA3rnFyMY7tQEa7sBnaId8Mbfn6Zn9XXp2NNaC3CgAAhqrOj06Ud2i7TqDd/s/S2Cyr0Q7edTxwjXaLU9b5l9vbr5fR9uttBYFmH6f2kmYy2gXfS+FrtKuv4/Q82vWHjm8xdBwAAKCfJnWkw/mN14pD6RRdqw0d70BGOw4baDc6j3a+Gdqagxf/Xs7ujbVVqxmav57eTtujSBcc3amzit2Vb4aWm97LK9d1PJrMY548p+gxdWq0TXvpcZC2LCj8jJWdR3uozdD62WUAAAAgh4z2ekxqtDd16LiZzu7Pz+BV1WTX8enhuOtvhiYlc443kdF+64seo8svOFprHbuq6ORLfjh1qRrt2A/dn39SyD+mbtfxydDxgvMpk0C70vRew/kOJtAGAAC9V1QLifB85/AqSc4uBdpRZNqd1GgHWJ4V/x1C1eHGIWVDx+vVaNvMtfeo+59ceZldl3+vRUPHyxw7s3O+L5xHe4Xdk+86vhek63j2pmoMgNg4A3qrAABgqMhor4cPlqtkOeM0UPPDztu0STXabWa0s2Zo4buO993U/OcLuq4v4k9OLeqQn3Udr5fRvvOeXY0iK5x+L+s6vmR5uZMxg9rXba8AAABA0/yPziE14mmDD7Sr/Jj2Nb5+2Hmb4igLtMN0HW8uwCiaJmpd/GvvjuvNoz0J0AZ0WOZ3lc9oV+1O7z+bu/vzm6FNPr8rZbSTZmvOOd12+qxOHtku/O7cHkXaHkVLj5V8HT/TewEAAPQIQ8fX48h2LLOKGW0/dHzUjUDbD8cNn9GuvbgpZjZZ5vrn0U4Dvb2aNdrpcoZ0WOYDVr/t8kOvy5wMHM0MHS+eR7tejbYkjZ1066mzOu+c7bmPPXdntPQ1mpxPvsuo0QYAAL1XpzEQynvOVffTpRcc0VaFAudRHGk7jpZ2Ll6HODKdPjs/S1hVkzXaUhKg7TnXQjO05Hp3f1xpX89bzpCOSyv4TExN1VZiGXGaIZ6UOSycR7v6Ovpyjr3xWLed2tXJI/OnWjuyM1qe0Z4aOl59fTYVGW0AANB7ZLTX4+Ljh/T0R9y70nNGkWmnA3NoS+GHjkcVM5WVl9/S59q/l1A12gOKsws70U8H3yUy2nGZGu36Ge39sdOtp8/qvCPzM9r3Oraj40vmPM83QxvS0HEy2gAAoPeK5qtFN8RzGi21IbZs/uAwXcebHTI7aaa19mZoyfXufr0abb9JyjQA64v8Oy0eOr58GX6bZ437Dj4mnvSlqL6O/rl7Y6fbTp3ViQVDx9/0LY9aOqqB6b0AAAB6yv+gHdBvvI2xFVsnpvaSkoB1UZawquna1NqLm7v89TdDyzKqZLSrWdp1vEoztMn0XgUZ7ZrzaEtJDfhtpxfXaN/r2KHly6PrOAAAQD9Ro91dcWQ61Jmh44s7Oa+yPK+Jz56PcZfNYxxaNo/2eNLRv85yhjTSpKjreP5cRbnpvZJtfnZhRnv17zz/3NtOndXYSScXDB0vY0TXcQAAgH4atVTLiuW24qg7Q8cDBwRWMVNZ1SSYWvMv+qxG201lKysvZ4Bdx72p4HqqxGD5c8tM71XnO88/9wt3npEknbegGVoZQ22GxtBxAADQez6AIqPdPS9+wuU6s7ff9mpIkvIxY5CMdsPN0NobOp5c1x86nl4PKPXn91V+u01PA1cmo50N7c4vMy8rl1k9o/2Fu5JA++SCoeNl5JuhdWF2gXUh0AYAAL03mvzobHlFcMBjv+yCtldhYl7ws6qoYqZy1eWvfXovP4/2/rhWM7RJjfaActpFU5pVnQbOT7/lm6EVfa/VymjHsxntukPHqdEGAADopailzB82y3SgXX95UeM12u2URPjXc256uH1VWY12gJXaEEUnR6qWGMx2HS860ZJ1HV8lo508N1hGO39cDWhnE2gDAIDeqzOnLIYjDpx5azqj3dbQ8fzL1Zvea/XhzZvKv9PYij9rZbZFXGLoeNga7XqB9tRxNaDoc0BvFQAADBXTe6GM0PNeV629rcoHLesPtMMMsfdPHdJhWZTFz4+eKLMtsq7jvhnawceE6Dr+hTvPaHsU6Zztes0KzWzSEG1IJzsJtAEAQO9lNdrD+ZGH6kLXaE9N5dREM7SWarTz72WrTtfxAQ4dt4J9VvUETzwzdHzRPNqrbNt8Rvu8c7aDfG/6dWZ6LwAAgB6JawyjxHBMNW0K8GGZ6jpee2kHTXoPrL0ZWqZOjXZWYz6sAzOyMDXa2dDxg48JkdG+5a4ztefQ9rYmNeNBFrcRCLQBAEDvjZjeCyXkPx8hmjZNZSob+NUdWzsnkPLvJUzX8WExs5nPWnZfme+o0UzX8aLnPPhe5+qyC47okuOHKq+f/7784qmztefQniwzXechNUNjei8AANB7WS1ru+uBbgvdtClquEZ7Mhx37fNoNzfEfggimz0JU20D+EB4WaD93ldeu9L6+X3qXP2O456fS3tIJzvJaAMAgN4b1ZjqBsMxVaMdJKOd/7uBZmgd6NodJKM9sOPSZHOHjlep0fbN0EJvvlEuxV634/hkmS2VObSJQBsAAPSe/203oN94WEHo6b2ml1d7cXOX32YztFGNCceH2HVcSgLj6TnWp+9bZjKP9t78ebTryC/vRLCMNs3QAAAAesfMNIpsUMMWUV1cYzhvkdDThR1YfktDx8PNo31weUNgNr3P5s2pPc9s1/HQn638Pj3vnDA12luTPhlBFrcRCLQBAMAgxJEN7gc9qskH1yEyb/kAqJGu4z5QXfMv+lA12sPtOm5Tn7Wpz0mZjPaBZmhh1y+/T0N1HR8xjzYAAEA/JYH2cH7kobp8Ji90jXYjzdD8nMxrb4aW/T2qNY+2r9Guu0abxTQ/uC4TNPtA+Mze/Hm06xjlxrWHqtGOBzjzA4E2AAAYhDiyQQ1bRHVTWcYAv5KbrtGezKO99uAlTEZ7MnR8YFXakdmC4eIlpvdKP5xn15HRDlSjvUWNNgAAQD9Ro41lqtbKLjPVTbqBAGMyj/bah45nf2/VePHJ0PehHZY2v0yhSkZ7LTXaobuOD2hfE2gDAIBBiKOIQBsLhZ7eK7/MRruOb+g82kOd3isyU75Ze/7tl9kWWddxN1leSE1ktEdxJLNh7WsCbQAAMAgjmqFhianMYqDIOG4wmGxr6PhU1/E6Ndoz10Mx23V8ujv98ucfyGgHjuj8Pj28FevwdhxmmZGt/YRQ2wi0AQDAIMQMHccSTcxLndUhh+dj3CaGpS8SKqPtTz4MaTixlGw/mxNol6lX34pna7SbyWiHGjYuJRntoX3/EmgDAIBBoBkalvGBQMjMW9xg1rm1z3Q+o83Q8cpMM2UKc4aRz+Of2lyNdrJCJ4+EmUNbkrYiW3svgbYN7O0CAIChGjG9F5aYNGwK+Au5ybmik1rf9X+mpzPaq2+sJrP9XWYzXcdt6u9yzx9Fpt19V/o5VfjPVKj6bCkZjk5GGwAAoIfIaGOZJmqem+ysHVk7wUuoebSzbTOsA9Ns+mRONCfoXiSOTPvjZpqhjZoYOh5F1Gh3iZnd18x+xcw+Y2ZnzOxmM/sZMztZ8vnnm9l3mNlvm9nHzexuM7vDzP7EzL7dzOa+fzO7xszeaWa3mtlpM/uQmb3MzMJ0BAAAAGt19NBI52yP2l4NdFjcwNDxJhuWtdV3IF9HXGfouE2GjtdepY0S2fyh42U3Z367NzWPdvCM9sDOdHb2fxszu1zSTZIukvR2Sf8g6Sslfa+kp5rZY51zX1yymOdI+kVJn5X0PkmfknQvSc+S9MuSnmZmz3HOuZnX/npJvyXpHklvk3SrpKdL+mlJj02XCwAANshPf+MjdWiL8+WYzwc8IQOCJue6jqK2ho5nf9drhpZe11yfTWOyuVnsMs3QpNm5t8Nuwa040pHtWPc9eTjYMkdRNLgRRZ0NtCX9gpIg+6XOuTf6G83sDZK+T9LrJL14yTI+KukZkn7POTfOLeMHJf25pG9QEnT/Vu6+Y5L+m6R9Sdc65z6Y3v5qSe+V9Gwze65z7q213yEAAFibSy840vYqoON8vXHYruMNZrStnWxwPjAc1TiD0GT9epdFNjulV/Xs9CiXBm+iRvtd3/t4XXRsJ9gyt+J2Tgq1qZNDx83sMklPkXSzpJ+fufs1kk5Jer6ZLfwf0zn3XufcO/JBdnr75yS9Of3ntTNPe7akCyW91QfZ6XPukfRD6T+/u/SbAQAAwEaYZLSDdh1PrpsIMdrKaFugjHaT9etdZjNN7KY2YcltkXWzb6bG/f7nnxN0BNDXXHmxvuXqBwRb3iboZKAt6Ynp9XsKguQ7JX1A0jmSHlPjNXbT6705r/37Bc/5Y0mnJV1jZuFO8QAAAKB1WYY1/DKbCIbime7V65I/EbFVoxmaHyY9vEB7pnP7nOz2IqMGa/+bcN0VF+nlT35w26uxVl0NtB+SXn90zv0fS69X2ltmNpL0rek/ZwPqua/tnNuT9AklQ+4vW+W1AQAA0E0+eAmZJW4iePdGcTtT1oXKaE9qtDckWAwlCbTz/87XaJfT5PzsCKOrNdrH0+s75tzvbz+x4vJfL+mhkt7pnHv3ml8bAAAAHdRE8BI1MBzd+6avuL8edf9Sk/EENTW9V4Aa7aGFirPzn+e3Z9WMNnF2d3U10F7Gf6TcwkcVPdHspZJeoaSL+fNDv7aZvUjSiyTp/ve//wqLBwAAQBuiBjLak67jDUREj7zfCT3yfieCL3eZfAaWjHZ1punO9vm/y24K3wyNjHZ3dXXouM8aH59z/7GZx5ViZi+R9LOS/l7Sdc65W0O/tnPul5xzVznnrrrwwgurrB4AAABaNJlHu4Gh432Kh/Jvpc482k0Oq++yr7j0PD3yvicm/5431dcio2iY226TdDWj/Y/p9bwa7Ael1/NquA8ws5cpmQf7w5Ke5Jz7/ILXvip97b+cWcZI0gOVNFD757KvDQAAgO6LGwheoh4O8c0HhqMazdAmXcfrrtCG+YnnPGLq39P12uWWQY1293U1o/2+9PopZja1jmZ2rqTHSrpb0p+WWZiZvUpJkP03SjLZ84JsKZkrW5KeWnDf45V0O7/JOXemzGsDAABgMzRSo23+uj8B0VSgXaNGW5Nsf3+2zSrmzam9CDXa3dfJQNs590+S3iPpUkkvmbn7tZKOSPo159wpSTKzLTO7wswun12Wmb1aSfOzv1SSyb5lycvfIOkWSc81s6tyyzkk6cfSf/5i5TcFAACATosb7Tren4iIebTDym/Dql3H25hHHeV0dei4JP0HSTdJ+jkze5Kkj0i6WtJ1SoaM/+fcY++T3v9JJcG5JMnMXiDpRyTtS3q/pJcWnDG72Tn3Fv8P59yXzOw7lQTcN5rZWyXdKukZSqb+ukHS20K9SQAAAHRDExntJoajty2/eULUaNvgBo9Py2/P8hltmqF1XWcDbefcP6UZ5R9RMoz7ayV9VtLPSXrtnEZmsx6YXseSXjbnMX8k6S0zr/07ZvYEJcH8N0g6JOnjkl4u6eecc5W7nQMAAKDbmm2G1p+AKB8YxzVqtP0ze7RpVjLdDK3cc+Kof5+rvulsoC1JzrlPS3phicfdrIKRFs656yVdv+Jrf0BJcA8AAIAB8I3LopCBdg8z2vmybLqO17dKoO2b0A1923VZJ2u0AQAAgHWLGwj8sjrk/kREoZqhTebRHvjQ8Ti3CctuC7qOdx+BNgAAAKBsGHQcska7h1nbUPNo22RYfc0V2nD5kzBlNyfzaHcfgTYAAACgXFBMjfZC+QC5zrbqY7Z/FdNDx6tltIe+7bqMQBsAAABQbsqkkPNop7+2+5R59O+lTjY7WQ4ZbWn6s1E6o52ON68zjTmaxa4BAAAAxDzaZfksat3tlNVoD9sqGe1RAyeFEBaBNgAAAKBcg6mAgXYfm1b5zbNVM51qPTwJsYooqp7Z7+Pnqm8ItAEAAAA1M91UHxt++c7YdebQlvI12nXXaLNFK2T2RysE51gvAm0AAABAzdRoxz0MJv17qVuj7QP2Hm2alaxSXhCnownIaHcXgTYAAACg3JRJ1GgvFAWqZafreGKVpnAjho53HoE2AAAAoCxoCdt1vH8BkX8no0A12j3aNCtZ5YRDzNDxziPQBgAAANRU1/Hp6z7wJw1GNWu0s67jPdo4K5hktCs8h4x29xFoAwAAAGq263ifhkf7zVN/6Hj45nObaKWu47H/rDaxRgiBXQMAAAAoP2VSuGWaWf8CyUDN0Og6nshGPZTfEMyj3X0E2gAAAICyoCVs13HrVTZbytWy167R9tf92j5VrTJ03G/7oW+7LiPQBgAAAJQNww3bdbx/Q6OzZmh1a7Rp6CWt1pl+1MDoC4RFoA0AAAAo66Iduut437KOWUY7TI324Juh+YisyvRecfXgHOtFoA0AAAComYx23MMabR/cbdXtOu6ve7Z9qqqX0R74xuswAm0AAABAWSY7ZGAcmfUvGKLreFDRCkPosxrtJtYIIRBoAwAAAMoNHQ9Zox31L9D2m2dUsxnapOv40IeO1+g63rfPVp8QaAMAAADKDR0PWaNt1bpJb4JQNdp+www9VjQzWcXPSTbnezPrhPrYNQAAAICy4CVkRjuOrHeBpE0y2oGaofVtA60gqjgNHBnt7hu1vQIAAABAFwTL1OZ81WXna3d/HGx5XeC306hmM7RV5o/uq8iq1mgTaHcdgTYAAACgZrKET3vYJXrawy4JtrwuqVujbQwdn4gqdqfPpvdqaIVQG0PHAQAAAOWzhC2vSMeFm0d7enlDFplVagrnu46z7bqLQBsAAABQUit8wdFtXXjuTtur0mlRoBptY+j4RGTVTvD4bU99e3cxdBwAAABI/cHLn6AjO/xEXsQCZbT9syOGEFRuhsboi+7jWwQAAABInThnu+1V6LxJRjuuO482UaIXVexOvzWp0WYbdhVDxwEAAACU5jOv4ab3qr1KG6961/EovWbjdRWBNgAAAIBKzAIMHacZ2kTSdbz6PNpsuu4i0AYAAABQSWQWoBlaeh1gfTadWZWe48yjvQkItAEAAABUEpkUxwwdDyWOqgXNI5qhdR7N0AAAAABU8t1PuFxPeMhFtZbB0PFMZFYptU9Gu/sItAEAAABU8vKnPKT2MggSM9VrtJOBycyj3V0MHQcAAACwdn7YM8GiFEXVatWZR7v7CLQBAAAAtIBg0auc0WYe7c4j0AYAAACwdhFdxycis4rzaKeBNmcpOotAGwAAAMDaZV3HCRbNqm0Huo53H4E2AAAAgLXLuo63ux5dEFecR3sUJ2EcQ8e7i0AbAAAAwNpNgkSCxaRGu0JkRka7+wi0AQAAAKydUaM9kUyjXX5L+Bptht13F4E2AAAAgLXzQSLDn6s3Q8sy2my7riLQBgAAALB222md8faIkCSOrFJ2mnm0u2/U9goAAAAAGJ4Lz93Rr37bV+jqy85re1VaF1m1IfSjtKCb6b26i0AbAAAAQCuuu+KitlehE8ysUnY6Zuh45zFOAwAAAABaFDGPdu+Q0QYAAACAFsUVI+YoMo3SC7qJQBsAAAAAWmRmkqv2nDd+85fr4fc70cj6oD4CbQAAAABo0VOvvFhjVy3SftrDLmlobRACgTYAAAAAtOjff/UD214FBEYzNAAAAAAAAiLQBgAAAAAgIAJtAAAAAAACItAGAAAAACAgAm0AAAAAAAIi0AYAAAAAICACbQAAAAAAAiLQBgAAAAAgIAJtAAAAAAACItAGAAAAACAgAm0AAAAAAAIi0AYAAAAAICACbQAAAAAAAiLQBgAAAAAgIAJtAAAAAAACItAGAAAAACAgAm0AAAAAAAIi0AYAAAAAICACbQAAAAAAAiLQBgAAAAAgIAJtAAAAAAACItAGAAAAACAgAm0AAAAAAAIy51zb69BbZvYFSZ9sez0KXCDplrZXAq1g3w8b+3/Y2P/Dxb4fNvb/cLHv1+MBzrkLZ28k0B4gM/ugc+6qttcD68e+Hzb2/7Cx/4eLfT9s7P/hYt+3i6HjAAAAAAAERKANAAAAAEBABNrD9EttrwBaw74fNvb/sLH/h4t9P2zs/+Fi37eIGm0AAAAAAAIiow0AAAAAQEAE2gAAAAAABESgPRBmdl8z+xUz+4yZnTGzm83sZ8zsZNvrhvrS/enmXD435znXmNk7zexWMzttZh8ys5eZWbzu9cdyZvZsM3ujmb3fzL6U7tvfWPKcyvvYzF5gZn9uZneZ2R1mdqOZfV34d4Qqqux/M7t0wfeBM7O3Lngd9n/HmNn5ZvYdZvbbZvZxM7s73Td/YmbfbmaFv+U4/jdf1X3Psd8/ZvbjZvaHZvbpdP/famZ/bWavMbPz5zyHY78jqNEeADO7XNJNki6S9HZJ/yDpKyVdJ+kfJT3WOffF9tYQdZnZzZJOSPqZgrvvcs795Mzjv17Sb0m6R9LbJN0q6emSHiLpBufccxpcXazAzP5G0iMk3SXpXyRdIel/OOeeN+fxlfexmf2kpFeky79B0rak50o6T9L3OOfeFPZdoawq+9/MLpX0CUl/K+l3Chb3YefcDQXPY/93kJm9WNIvSvqspPdJ+pSke0l6lqTjSo7z57jcDzqO/36ouu859vvHzM5K+itJfy/p85KOSHqMpKskfUbSY5xzn849nmO/S5xzXHp+kfRuSU7JwZK//Q3p7W9uex251N7HN0u6ueRjjyn5sj4j6arc7YeUnJBxkp7b9nvicmC/XSfpQZJM0rXpfvqNUPtY0jXp7R+XdDJ3+6WSvqjkP+1L294OQ71U3P+Xpve/pcLy2f8dvUh6opIfytHM7RcrCbycpG/I3c7x35PLCvueY79nF0mH5tz+unS//ULuNo79jl0YOt5zZnaZpKcoCcR+fubu10g6Jen5ZnZkzauG9jxb0oWS3uqc+6C/0Tl3j6QfSv/53W2sGOZzzr3POfcxl/4PuMQq+/jF6fXrnHO35Z5zs5Lvjh1JL1xx9VFTxf2/CvZ/Rznn3uuce4dzbjxz++ckvTn957W5uzj+e2KFfb8K9n2Hpcdtkf+ZXj8odxvHfscQaPffE9Pr9xR8Ud8p6QOSzlEyDAWbbcfMnmdmP2hm32tm182px/Gfid8vuO+PJZ2WdI2Z7TS2pmjaKvt40XPeNfMYbIZ7m9l3pd8J32VmD1/wWPb/ZtpNr/dyt3H8D0PRvvc49vvv6en1h3K3cex3zKjtFUDjHpJef3TO/R9TkvF+sKQ/XMsaoSkXS/r1mds+YWYvdM79Ue62uZ8J59yemX1C0pWSLpP0kUbWFE2rtI/TES33UVLP/9mC5X0svX5wEyuLxjw5vUyY2Y2SXuCc+1TuNvb/BjKzkaRvTf+Z/5HM8d9zC/a9x7HfM2b2SklHldTmXyXpq5UE2a/PPYxjv2PIaPff8fT6jjn3+9tPNL8qaNCvSnqSkmD7iKSHSfqvSmps3mVmj8g9ls9E/1Xdx3wm+uW0pB+V9GhJJ9PLE5Q0U7pW0h/OlAux/zfT6yU9VNI7nXPvzt3O8d9/8/Y9x35/vVJJyefLlATZvy/pKc65L+Qew7HfMQTasPSa9vMbzDn32rSW6/8550475z7snHuxkoZ3hyVdX2FxfCb6b9V9zGdiAzjnPu+c+2Hn3F85525PL3+sZPTSn0n6Mknfscqig64oVmZmL1XSJfgfJD2/6tPTa47/DbRo33Ps95dz7mLnnClJqDxLSVb6r83sURUWw7G/ZgTa/efPRh2fc/+xmcehX3yzlMfnbuMz0X9V9/Gyxy87640N4Jzbk/TL6T+rfCew/zvEzF4i6WeVTPdznXPu1pmHcPz3VIl9X4hjvz/ShMpvKzl5cr6kX8vdzbHfMQTa/feP6fW8+grfrXBeDTc22+fT6/xQsbmfibTu64FKmqv8c7OrhgZV2sfOuVOS/lXSUTO7pGB5fE/0hx9mOPlOYP9vDjN7maQ3SfqwkkDrcwUP4/jvoZL7fhGO/R5xzn1SyQmXK83sgvRmjv2OIdDuv/el108xs6n9bWbnSnqspLsl/em6Vwxr8VXpdT5ofm96/dSCxz9eSRf6m5xzZ5pcMTRqlX286DlPm3kMNpefYWL2RBr7v+PM7FWSflrS3ygJtD4/56Ec/z1TYd8vwrHfP/dOr/fTa479rml7Im8uzV8kvVtJfcX3zNz+hvT2N7e9jlxq7d8rJZ1XcPsDlHSMdJJ+MHf7MSVnts9Iuip3+yFJN6WPf27b74vLwn1+bbqffmPO/ZX3saRr0ts/Lulk7vZLJX1R0j2SLm37vXMptf+vlrRdcPsT0/3oJF3D/t+ci6RXp/vng0Xf9zOP5fjv0aXivufY79FF0hWSLi64PZL0unS/fSB3O8d+xy6Wbkz0mJldruQAu0jS25VM2XS1pOuUDAe5xjn3xfbWEHWY2fWSfkDJ6IVPSLpT0uWS/q2SL9d3Svp3zrmzuec8U9INSr5A3yrpVknPUDI1xA2SvtHx5dAp6T57ZvrPiyV9jZLMxPvT225xzr1y5vGV9rGZ/ZSkl0v6l/Qx25K+SUkd2Pc4594U/p2hjCr7P53G50pJNyrZl5L0cGVzob7aOfdjBa/B/u8gM3uBpLcoyVq9UcX1kjc7596Se84zxfG/8arue479fknLBX5CyRzY/6Qk8L2Xkk7yl0n6nKQnOef+PvecZ4pjvzvajvS5rOci6X5KpoD6rKSzkj6ppKHGwrOjXLp/UfKF+5tKOpDeLmlXyRnN/6Nknk2b87zHKgnCb1NSPvB/JX2fpLjt98SlcH9dr+Ss87zLzSH2saQXSPoLSaeUnLT5I0lf1/b7H/qlyv6X9O2SflfSzZLuUpLd+JSkt0l63JLXYf937FJi3ztJNxY8j+N/wy9V9z3Hfr8uSqZw+3klJQO3KKmvviPdT9drzm94jv3uXMhoAwAAAAAQEM3QAAAAAAAIiEAbAAAAAICACLQBAAAAAAiIQBsAAAAAgIAItAEAAAAACIhAGwAAAACAgAi0AQAAAAAIiEAbAAAAAICACLQBAAAAAAiIQBsAAAAAgIAItAEAAAAACIhAGwAAAACAgAi0AQAYADO70cycmV1vZltm9goz+6CZ3Z7efm16nzOzGxcs59r0Ma7gvqnnm9mTzOz3zOwLZnaPmX3EzF5jZocWLP9rzOx/mdm/mNlZM/uSmf2zmb3HzF5pZueF2B4AADRp1PYKAACAtTok6UZJ10jak3RnEy9iZt8v6cfTf94haVvSFZKul/QEM3uyc25/5jk/LOm1uZtOSzJJD0wvT5b0wXT9AQDoLDLaAAAMy0skPVzSCyUdc86dJ+kCSR8K+BqPkPT69HKRc+6kpBOSfiS9/zpJL8g/wcweIOk16T/fIOk+zrkjzrlz0+c+TtIvqKETAwAAhERGGwCAYTkq6RnOuXf4G5xzX5QkMwv1GickvdY5d33uNb4k6TVm9lBJz5L0zZJ+Jfecq5UkAD7qnHtFfmHOuTsk/Ul6AQCg88hoAwAwLH+XD7IbckbST8657+3p9cNnbr89vT7XzI40sVIAAKwLgTYAAMPygTW8xt855+6ac99n0uvZpmZ/LukWSZdI+jMz+49mdoUFTLMDALAuBNoAAAzL59fwGovqqPfS66nyNefc7UqGk39B0pWS3ijpI5JuM7P/bWbPM7OtBtYVAIDgCLQBABiW/eUPaYdz7g+UdBf/Vkn/XdLHJB2X9HRJvy7pr83sPu2tIQAA5RBoAwAAz2eb585zrSTwbYxz7pRz7tedc9/mnHuwpPtKepWke5RlugEA6DQCbQAA4N2WXt9vwWOuXseKeM65f3XO/RdJP5Xe9OR1vj4AAKsg0AYAAN7fptf3NrPHzN5pZhdJ+s4mXtjMdpY85O70urND3wEA8Ai0AQCAd5OkT6Z/v8XMrrJEZGbXSrpRzf12eJWZvcvMnm9m9/U3mtmOmX2jpO9Pb3pnQ68PAEAwo+UPAQAAQ+CcG5vZd0l6h6SHSPoLSaeVBNeHlDQne4mk32zg5SNJT00vMrO7lWSxT0ryU3x9RNLLG3htAACCIqMNAAAmnHPvlvQ4Sb+rpGY7lvRpSa+X9GhJn2vopX9J0ouUBPEfVhLgH0vX4f2SXibpUc65pl4fAIBgzDnX9joAAAAAANAbZLQBAAAAAAiIQBsAAAAAgIAItAEAAAAACIhAGwAAAACAgAi0AQAAAAAIiEAbAAAAAICACLQBAAAAAAiIQBsAAAAAgIAItAEAAAAACIhAGwAAAACAgAi0AQAAAAAI6P8DmPkIJnFVmRQAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[98 43]\n", " [ 2 8]]\n", "Rough learning f1 score 0.2622950819672131\n", "Rough learning precision score 0.1568627450980392\n", "Rough learning recall score 0.8\n", "Rough learning kappa score 0.17043096081064568\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.6040\n", "Epoch 2/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5936\n", "Epoch 3/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5834\n", "Epoch 4/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5748\n", "Epoch 5/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5662\n", "Epoch 6/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5562\n", "Epoch 7/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5503\n", "Epoch 8/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5397\n", "Epoch 9/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5309\n", "Epoch 10/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5208\n", "Epoch 11/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5119\n", "Epoch 12/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5040\n", "Epoch 13/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4949\n", "Epoch 14/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4859\n", "Epoch 15/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4777\n", "Epoch 16/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4683\n", "Epoch 17/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4598\n", "Epoch 18/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4518\n", "Epoch 19/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4429\n", "Epoch 20/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4352\n", "Epoch 21/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4276\n", "Epoch 22/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4210\n", "Epoch 23/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4139\n", "Epoch 24/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4050\n", "Epoch 25/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3976\n", "Epoch 26/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3893\n", "Epoch 27/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3824\n", "Epoch 28/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3765\n", "Epoch 29/50\n", "55/55 [==============================] - ETA: 0s - loss: 0.367 - 0s 3ms/step - loss: 0.3710\n", "Epoch 30/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3657\n", "Epoch 31/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3587\n", "Epoch 32/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3519\n", "Epoch 33/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3497\n", "Epoch 34/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3419\n", "Epoch 35/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3364\n", "Epoch 36/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3330\n", "Epoch 37/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3267\n", "Epoch 38/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3204\n", "Epoch 39/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3180\n", "Epoch 40/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3128\n", "Epoch 41/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3113\n", "Epoch 42/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3061\n", "Epoch 43/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3059\n", "Epoch 44/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2993\n", "Epoch 45/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2980\n", "Epoch 46/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2927\n", "Epoch 47/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2889\n", "Epoch 48/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2869\n", "Epoch 49/50\n", "55/55 [==============================] - 0s 4ms/step - loss: 0.2860\n", "Epoch 50/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2796\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[128 13]\n", " [ 1 9]]\n", "Final learning f1 score 0.5625000000000001\n", "Final learning precision score 0.4090909090909091\n", "Final learning recall score 0.9\n", "Final learning kappa score 0.5186703096539163\n", "Extracting all features and labels for seed:3\n", "\n", "Dividing data into training and testing datasets for 10-fold CV for seed:3\n", "\n", "\n", "\n", "Executing fold: 1\n", "\n", "\n", "Model: \"model_45\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_46 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_15 (TFOpLambda) (1, 5, 8) 0 input_46[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_15 (Conv1D) (1, 3, 8) 200 tf.reshape_15[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_15 (Flatten) (1, 24) 0 conv1d_15[0][0] \n", "__________________________________________________________________________________________________\n", "dense_60 (Dense) (1, 25) 625 flatten_15[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_15 (Reshape) (1, 5, 5) 0 dense_60[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_15 (TFOpLamb (1, 5) 0 reshape_15[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_45 (Lambda) (1, 5) 0 tf.math.reduce_sum_15[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_15 (TFOpLamb (1, 5) 0 lambda_45[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_15 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_15[0][0] \n", " reshape_15[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_15 (Sl (5, 5) 0 multiply_15[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_15 (TFOp (5, 5) 0 tf.__operators__.getitem_15[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_15 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_15[0][0] \n", " input_46[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_46\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_47 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_61 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_62 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_63 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_47\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_48 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_46 (Lambda) (None, 8) 0 input_48[0][0] \n", "__________________________________________________________________________________________________\n", "model_45 (Functional) (5, 8) 825 lambda_46[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_47 (Lambda) (None, 8) 0 input_48[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_15 (TFOpLambda) (None, 8) 0 model_45[0][0] \n", " lambda_47[0][0] \n", "__________________________________________________________________________________________________\n", "model_46 (Functional) (None, 2) 33877 tf.concat_15[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[93 44]\n", " [ 2 6]]\n", "Rough learning f1 score 0.20689655172413793\n", "Rough learning precision score 0.12\n", "Rough learning recall score 0.75\n", "Rough learning kappa score 0.12352168199737179\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5816\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5697\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5599\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5497\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5428\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5347\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5261\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5187\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5142\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5087\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4995\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4936\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4866\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4796\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4743\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4670\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4604\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4535\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 6ms/step - loss: 0.4468\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4412\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 6ms/step - loss: 0.4333\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4266\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4194\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4125\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4056A: 0s - loss: 0.406\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3995\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.3903\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.3845\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 6ms/step - loss: 0.3795\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3702\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3666\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3577\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3522\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3441\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.3393\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3346\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3281\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3224\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.3172\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.3107\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3075\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3026\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2983\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2931\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2901\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2873\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2838\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2785\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2754\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2721\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[127 10]\n", " [ 3 5]]\n", "Final learning f1 score 0.43478260869565216\n", "Final learning precision score 0.3333333333333333\n", "Final learning recall score 0.625\n", "Final learning kappa score 0.39095315024232635\n", "\n", "\n", "Executing fold: 2\n", "\n", "\n", "Model: \"model_48\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_49 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_16 (TFOpLambda) (1, 5, 8) 0 input_49[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_16 (Conv1D) (1, 3, 8) 200 tf.reshape_16[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_16 (Flatten) (1, 24) 0 conv1d_16[0][0] \n", "__________________________________________________________________________________________________\n", "dense_64 (Dense) (1, 25) 625 flatten_16[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_16 (Reshape) (1, 5, 5) 0 dense_64[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_16 (TFOpLamb (1, 5) 0 reshape_16[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_48 (Lambda) (1, 5) 0 tf.math.reduce_sum_16[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_16 (TFOpLamb (1, 5) 0 lambda_48[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_16 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_16[0][0] \n", " reshape_16[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_16 (Sl (5, 5) 0 multiply_16[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_16 (TFOp (5, 5) 0 tf.__operators__.getitem_16[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_16 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_16[0][0] \n", " input_49[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_49\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_50 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_65 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_66 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_67 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_50\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_51 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_49 (Lambda) (None, 8) 0 input_51[0][0] \n", "__________________________________________________________________________________________________\n", "model_48 (Functional) (5, 8) 825 lambda_49[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_50 (Lambda) (None, 8) 0 input_51[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_16 (TFOpLambda) (None, 8) 0 model_48[0][0] \n", " lambda_50[0][0] \n", "__________________________________________________________________________________________________\n", "model_49 (Functional) (None, 2) 33877 tf.concat_16[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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cB3M7WRwadANSyq6U8h+llD8kpXwqlKLmdVCGek+Cag1GnDT+f+Wg29ym0DPrQ1LKH5FS3hOqD0yGfWZNwjXLMEwFcPDNMMxW59egAp4boCSDxJeg2o8BqnVSHi8Lf94ppewZf6dAfL8Qopnz3ufm/P1RRKZJLy7YdtFrG8VnEGVdkqZcNtDgMtPwSQgxi/zjtqkJ62WpFv7FBYsWvTYoj0EFZYDd9X5eSvlYwXKQUnpSyluh+p13ELXJK3pPIKX8dwD/GcDR8M955lGDcnv48yVCiMxxjhDiekSB7xdGvH0gfrxfUrDcKBQ5AAAp5flQ8fNz4Z+eKYTYE752FJFk+ZtGtc1tQr9nlkDxeaTvmaKs+CRcswzDVAAH3wzDbGmklIcB/G346+vJNE1KuYDIXfdnM2okEWbxyJX8XYmX76TFoOTtyfdOQbXbytonichF/XVCiJR5kBDiWkTGYxND6NpMLuo/m1XraxK6o5sshj9TGdKQ10P1/d2qkKT+O4QQT06+GAZLrxv1RsNrju6DHxJCpDJ1QohLAfxQ+Ou7Eq/lTTABKvCmTKDOCBa9J8wcknnXqKWy7w5/HgLwAznL/Fr48xyKDegGIjze1K3gdVlGc0KIG6EmIUrR51wAqmUWYR7bvwh//oAQ4pllt7uN6ffMeh2UiWYeS+HPnQXLbPg1yzBMNXDwzTDMduC3EPaehao5Jn4Rqo/3NQA+RDWSoSnYK6H6FNeg3IVjLXbCtkyfCn/930KIl5GsPTSSugX5pjgA8JtQg+QDAD5Mg2Gh+FqoiYFU+7MJ4aehJNTzAD4lhPg+IYSW2Ash9gohvk0I8Y9IT1pQS54fFEK8NnQAhxDioBDiD6FqK8+P/yNsGG+BMmiagrrmvibMnEEI8Swot/FRGuSZ/CaU4mI3gFuEEM+nF4QQL4C6ZndCZWyTbeQeF0L8lhDiq8zgLyw9+H9QpnoB4u2iPieEeLMQ4sVCiBnjPZcKIf4I6r4D1H02MqSUn4fqcQ8AfySE+FGaXAuvs/+DqOXb66WU7az1jIDfgjL42gvgI+H5pXv85VA18IPc468SQnxaCPFD5gSOEMIVQnw9onP32XCSkfh9AA8DaAK4VQjxg+RYL4SoCyGuE0L8shDiZwbYp60MPbO+QQjxerqWhRA7hRC/AOCPUPzMuif8+UohRGaZwQRdswzDjBkOvhmG2fKE/XT/Ofz1Fyl4CHvdvhoqA/dCAHcJIRahnGs/AFV7+wSAb8pp5/VjUIPrS6CCphUhxAqUhPDqcN15+3QYyondg2ob8yUhxBKAFQC3QjmA/1S4eGewTz4ewjZAXwfgCFSd6Z8DuCiEuCCEWIaqR/wHKEVA8nvmD6DaJNWgJjTWhRAXody/fzL8279giyKlvAiV7VyBCj5vg7pulqGkpFcBeK3xlpENssMJo/8Ilcm7CcCnhWqZtAI1kXQDVHD+HzNa8x0A8PNQvZDXwnO9DhXMfTvU5NZPh+2QiJ1Q98jHACwLIS6G2zoO4EfDZf5QSvnhUX1Gg++HaufWgAqOFoUQF6CuM8os/r6U8m057x+aUOr9XVD37zMAfCG8x1ehJinqiO7xMggAz4fqyX5YCNEWQpyDeo59EKou+ASivt60P8sAXgHgPqhWXW9HeN9CTQQ+COBXMXi7rK3KOwF8Mvz/r0FdyxegAu7fgDrmf1Lw/r+Cuo+vAXBUqHaMR8J/5rHe8GuWYZjxw8E3wzDbhd8If16GSFoLKeXfQgUifwqV4W5CBcR3APgVADcnAgoY770DwHOgJINnoJ6p5wD8MdRg+76iHZJS/j1U4P13UAFrEyor+iYAz0Qkd1yw/pQVEU5c3AgVRN0C9bnnoI7BwwD+Bqom/NsS71uAChzeCBW8+1DH+zYA3yWlHLnketKQUn4KwNMA/CXUwLoGdY7/Aqr//GFj8YURb/vjUC7ZfwDgfqjzJcL//z6AG6SUn8x468uhMrmfhJqQmgr//kj4OZ4tpXxj4j2vgrqHboWqgW5ABZyPQ0ngXyqlHCT47IuUchGqtv37oa6tZQCzUIaB/wDgJVLKnx3HthP78QGoc0rPiAbUPf4WqHu8sK4+h3+Gmrj7S6jyl0Uoc8dlqB7arwdwk5TygYz9eTTc7g9DHZeLUMflNNTEyusROXczUE7/UNf/rwJ4CEotJaCO9f8H4JtRUDohpXwYqu7/n6Ge83ugWsRdAUPlMinXLMMw40WosiSGYRhm0hBC/AZUi6aPhu7SzDZACPGDUFnJR6WUV2/0/jAMwzAMMxo4880wDDOBCCH2IZIafrBoWWbrIIRoQcnvAT7vDMMwDLOl4OCbYRhmgxBC/LgQ4ueFENcIIWrh35qh2dsnoAzbziJyKWa2AEKIVwkh/pcQ4mbDcK4mhHgRgI9CyfnbUOUHDMMwDMNsEcblqMowDMP058kAfgKqltYPzd7mET2bFwF8h5RyK7t/b0cOQjnt/yIAGRrOzULVAwPKOOt7pZQPbdD+MQzDMAwzBjj4ZhiG2Tj+Csqo50VQ/V33QLkOPwblhvymDNdpZvPzL1Au8S+GMl3aC2Xi9CiUM/gbOfBmGIZhmK0HG64xDMMwDMMwDMMwzJjhzPcY2bt3r7zyyis3ejcYhmEYhmEYhmGYMfDFL37xnJRyn82yHHyPkSuvvBK33377Ru8GwzAMwzAMwzAMMwaEEI/bLstu5wzDMAzDMAzDMAwzZjj4ZhiGYRiGYRiGYZgxw8E3wzAMwzAMwzAMw4wZDr4ZhmEYhmEYhmEYZsxw8M0wDMMwDMMwDMMwY4aDb4ZhGIZhGIZhGIYZMxx8MwzDMAzDMAzDMMyY4eCbYRiGYRiGYRiGYcYMB98MwzAMwzAMwzAMM2Y4+GYYhmEYhmEYhmGYMcPBN8MwDMMwDMMwDMOMGQ6+GYZhGIZhGIZhGGbMcPDNMAzDMAzDMAzDMGOGg2+GYRiGYRiGYRiGGTMcfDMMwzAMwzAMwzDMmOHgm2EYhmEYhmEYhmHGDAffDMMwDMMwDMMwDDNmOPhmGIZhGIZhGIZhmDHDwTfDMAzDMAzDMAzDjBkOvhmGYRiGYRiGYRhmzHDwzTAMwzAMwzAMwzBjhoNvhmEYhmEYhmEYhhkzHHwzDMMwDMMwDMNsQ86vdPA9f/F5XFjtbvSubAs4+GYYhmEYhmEYhtmGPHBqGR9/6CwePLW80buyLeDgm2EYhmEYhmEYZhviBxIAICE3eE+2Bxx8MwzDMAzDMAzDbEMCGQbfHHtXAgffDMMwDMMwDMMw2xAOvquFg2+GYRiGYRiGYZhtSBCEPzn6rgQOvhmGYRiGYRiGYbYhOvO9wfuxXeDgm2EYhmEYhmEYZhtCwTdnvquBg2+GYRiGYRiGYZhtSEAxN8felcDBN8MwDMMwDMMwzDaEWo1x5rsaOPhmGIZhGIZhGIbZhkSy8w3ekW0CB98MwzAMwzAMwzDbkKjVGEffVcDBN8MwDMMwDMMwzDYkajW2sfuxXeDgm2EYhmEYhmEYZhviS3ZcqxIOvhmGYRiGYRiGYbYhkmu+K4WDb4ZhGIZhGIZhmG0IBd1c8l0NHHwzDMMwDMMwDMNsQ7jVWLVw8M0wDMMwDMMwDLMNIdk5h97VwME3wzAMwzAMwzDMNoQy39xqrBomOvgWQlwmhPgLIcQJIURHCHFECPFGIcQuy/fvEUL8gBDivUKIR4QQ60KIRSHEp4QQ3y+EyPz8QoimEOJHhBCfF0KcE0KsCCHuF0K8WQhxxWg/JcMwDMMwDMMwTPVwzXe11DZ6B/IQQlwN4DMA9gN4H4AHADwHwE8AeIUQ4gVSyvN9VvPtAP4EwEkAHwNwFMABAN8G4M8AfIMQ4tulMdUjhKgBuBXAC8JtvgtAB8CzAfwYgO8WQjxfSnnfqD4rwzAMwzAMwzBM1QSSa76rZGKDbwBvhQq8f1xK+Uf0RyHE/wbw3wH8BoDX9VnHQwC+GcAHpJSBsY5fAPB5AP8JKhD/B+M93woVeN8K4OWJ9/0qgF8G8DMAvm/gT8YwDMMwDMMwDLPBBNxqrFImUnYuhHgygJcDOALgjxMv/wqAVQCvFkLMFK1HSvlRKeX7zQA6/PspAG8Lf31x4m1PDn9+IPk+qAw8AOzr9xkYhmEYhmEYhmEmGT+MdrjmuxomMvgG8LXhzw9nBM7LAD4NYBrAVw2xjV7400v8/d7w5zdk1IR/Y/jzliG2yzAMwzAMwzAMs+FQ5ptj72qYVNn5U8KfD+W8/jBUZvw6KHl4KcK67u8Of/1g4uUPAPhHKDn63UKIWwB0AXwlgBcC+CMAbym7TYZhGIZhGIZhmEkiajXG0XcVTGrwvSP8uZjzOv1954Dr/20ANwP4Vynlh8wXpJRSCPGfoWq7Xw/gRuPlWwH8jZTSz1uxEOK1AF4LAJdffvmAu8cwDMMwDMMwDDNeSHbONd/VMKmy836I8Gfpy0QI8eMAfhrKyfzVGa+3APwtlKnajwC4BGoy4JUArgDwCSHEt+StX0r5dinls6SUz9q3j0vDGYZhGIZhGIaZTFh2Xi2TGnxTZntHzuvzieWsEEL8CIA3AbgPwEuklBcyFvt5qBZlvyil/FMp5Skp5ZKU8t8A/GcA9XAdDMMwDMMwDMMwmxZuNVYtkxp8Pxj+vC7n9WvDn3k14SmEED8JVat9D1TgfSpnUTJV+1jyBSnlnQAuALhCCLHHdtsMwzAMwzAMwzCThs58b/B+bBcmNfimwPflScdxIcQcVB/udQD/brMyIcTPAfhDAHdABd5nChZvhj9TmnEhRBNR1r1rs22GYRiGYRiGYZhJhFuNVctEBt9SysMAPgzgSqi6a5NfBTAD4J1SylUAEELUhRDXCyGuTq5LCPF6KIO1LwJ4qZTyXJ/NfzL8+QthsG3yBiiTui+ELc8YhmEYhmEYhmE2JZJrvitlUt3OAeCHAXwGwJuFEC8FcD+A5wJ4CZTc/BeNZQ+Frz8OFbADAIQQ3wPg1wD4UEH1jwshkOCIlPIdxu+/AeCbALwUwANCiA9CZdlfAOA54f9/YhQfkGEYhmEYhmEYZqPwA675rpKJDb6llIeFEM+CCp5fAeU2fhLAmwH8ao5ZWpKrwp8ugJ/MWebjAN5hbPe4EOIrAPwcgP8A4HuhFAInw+V+R0r5QMmPwzAMwzAMwzAMM1FQizFuNVYNExt8A4CU8gmo4LffckcQtR8z//4GKKl42e2ehWo19jNl38swDMMwDMMwDLMZiFqNcfRdBRNZ880wDMMwDMMwDMOMF+7zXS0cfDMMwzAMwzAMw2xDolZjHH1XAQffDMMwDMMwDMMw2xBqNcY139XAwTfDMAzDMAzDMMw2hFuNVQsH3wzDMAzDMAzDMNsQbjVWLRx8MwzDMAzDMAzDbENYbl4tHHwzDMMwDMMwDMNsQyjjHXAUXgkcfDMMwzAMwzAMw2xDIrdzpgo4+GYYhmEYhmEYhtmGUMKba76rgYNvhmEYhmEYhmGYbUigDdc2eEe2CRx8MwzDMAzDMAzDbEN0xpsz35XAwTfDMAzDMAzDMMw2xOfMd6Vw8M0wDMMwDMMwDLMNoaBbsuVaJXDwzTAMwzAMwzAMsw3RrcY49q4EDr4ZhmEYhmEYhmG2IbrVGAfflcDBN8MwDMMwDMMwzDaEar4lR9+VwME3wzAMwzAMwzDMNkSbnW/sbmwbOPhmGIZhGIZhGGbkvOmWh/GJh85u9G4wBeiaby76rgQOvhmGYRiGYRiGGTl/+onD+OC9pzZ6NzYNQSDxc39/F+4/uVTZNrnVWLVw8M0wDMMwDMMwzEjpeD7Wuj7XEpdgYb2Hv739CXz6kXOVbVNyq7FK4eCbYRiGYRiGYZiRsrjWAwAEwQbvyCaCJOBdv7qD5rPbeaVw8M0wDMMwDMMwzEi5GAbfPkd11lDddc+r7phFrcb4PFUBB98MwzAMwzAMw4yUi2tdAFFwx/SHJip6FWa+A675rhQOvhmGYRiGYRiGGSkLYeabY297yPys0uCba74rhYNvhmEYhmEYhmFGygJnvktD9fGV1nxz5rtSOPhmGIZhGIZhGGakUM03B3X2bIjsnA3XKoWDb4ZhGIZhGIbZArz2nbfj7794bKN3AwCwsB5mvjn6tsbfAMM13WpsTNF3zw/w9k8cRtdj23uAg2+GYRiGYRiG2RJ86pFzuPvYwkbvBgBgYZUy3xx82xJsQOZ73K3Gvnx0Ab/5rw/g9iMXxrOBTQYH3wzDMAzDMAyzBeh4wcTIvNntvDyU+a6y5pvOz7jOkxcWsnuTcmFuMBx8MwzDMAzDMMwmxw8k/EBOTLC7wDXfpdkQt/MxG67R5Tgp1+VGw8E3wzAMwzAMw2xyqKZ2UkIcrvkuTyQ7r+6YjbvVGE0ocOyt4OCbYRiGYRiGYTY5Hc8HMD7jrLJEbueTsT+bgY3IfI87OKbz7/MkDAAOvhmGYRiGYRhm00OZ72ACTKWllEaf7w3emU0EHasqncGlNlwbz4kad035ZoODb4ZhGIZhGIbZ5HQo+J6AIGe162vp9CTsz2ZhI93OxzVJQpNBPAmj4OCbYRiGYRiGYTY5UfC9wTsC6Kw3wMF3GSLZ+UbUfI8Hf8yZ9c0GB98MwzAMwzAMs8mZpJpvcjoHJkMGv1kINqDmW45ZFk7r9yfgupwEOPhmGIZhGIZhmE3OJLmdU49v1xGc+S4BBahV9vn2x5z69ll2HoODb4ZhGIZhGIbZ5HQnqOabnM53TTe4xVQJNqTP95j7cAcsO4/BwTfDMAzDMAzDbHImqeZ7Mcx8751tsNy4BNpwzauw5ruiVmOTMCk0CXDwzTAMwzAMwzCbnEnNfE/C/mwWKOFdbeZ7vMFx1Od7LKvfdHDwzTAMwzBM5RxfWMe9JxY3ejcYZstAme9JkPdeXOtirllDo+ZMRCZ+s0Cy80prvitrNcYXAsDBN8MwDMMwG8AbP/IQfuLdd1gvf8/xRdx6/+nx7RDDbHK6vnI7nwR38YW1HnZM1+GIyZgM2CxsRJ/vKOgez3niVmNxahu9AwzDMAzDbD/Wez5W2p718n/6iUdx17EFvPSGA2PcK4bZvHR65Ha+8UHOwloXu6YbcISI3LSZvmxIn+9gvJlvybLzGJz5ZhiGYRimcqQsJ61caffgVTggZZjNBt1PkxDrXlzrYed0HUKIidifzUJUHy0rm7QYtxu5z7LzGBx8MwzDMAxTOX4gtUGUDasdnzNoDFNAd4Jqvinz7TqTsT+bBfMZV4X0XEpptBobzza41VgcDr4ZhmEYhqmcQEp0PN96+ZWOxy2LGKaASWo1trCuMt+OEJzxLIF57qoJvo3/j2kbwZgN3TYbHHwzDMMwDFM5gVR1jYHliGy161kvyzDbkc6EtBrzA4nF9R52hjXffNvaE8Qy3+M/cOa1Mq7MNH0mVi4pOPhmGIZhGKZyaKBnW/e9yplvhimElCQbHeMsrfcgJbBrug4hwJNmJTCfcVVkvv1Y8D2ebUSydr4OAA6+GYZhGIbZAGjQ17Gs++aab4YpZlJqvi+udQEgrPlm2XkZzGdcGU+MQTFPzbjOU1TzPZbVbzo4+GYYhmEYpnJojGlT9+0HEus9nzNoDFNAFHxv7H4srPcAIOzzzbLzMgRVZ76DKjLfoex8oy/MCYGDb4ZhGIZhKkfLzi2yO6td1Q+cB28Mk8+k1Hwvrqnge9d0Q8nO+b61xt/Amu9xnSduNRaHg2+GYRiGYSonKBN8d1TwHYw/EcQwm5buhATfNAnQrDkq882pb2uqbjVmPlPHnfnm2FvBwTfDMAzDMJVDg0ybmm8KvjnzzTD5TIrhGqlaHCHgsuy8FObEia0Z5ai2J8fUbIwmX3gSRsHBN8MwDMMwlUPjMLvMtwoq2HCNYfKZFMM1uk0dATjOxmfiNxNmvN2rwHDNj8nOx7MNWi9Pnio4+GYYhmEYpnJkCbdzynwDnD1hmDyimu+N3Q8KtoUQEJz5LkXccG1r9PmmoJuvAwUH3wzDMAzDVE6ZzPeKEXxz9oRhspmczDfJztU/znzbE2s15vfvBDEs8VZj49qGjP3c7nDwzTAMwzBM5UQ13/0HmOR2br6PYZg4VCO80bdIkKr55nvWlnif7/Eft1irsTFtI9CZb74OAA6+GYZhGIbZAMq0GlvpRAE6D+AYJptOb0Iy3+Et7Tqh7HyjZwM2ETImO6/YcG3MrcYq+DibAg6+GYZhGIapHC07txiRmTXfnPlmmGz6Zb6X2j3dg3ucRDXfKvvN82X2+FUH3xW0GmPZeRwOvhmGYRiGqRwaoFO2roi1mOHa2HaJYTY1nR61GssOcn7hH+/Gf3/PHWPfD9q8IwQcUY1Pw93HFvG7H3xg7NsZNzG384oz3+NSFdGEKauWFBx8MwzDMAxTOZSd61gMME3ZORuuMUw2/TLfF9e6OL/SGft+xGq+nWpqvj9y3ym89bbDm17iHu/zXUHNd0x2Pp5t6FZjPHEKgINvhmEYhmE2ABokU7auCJadM0x/On3czoMA8Cq4f8w+31W1GuuFG9nsTwfz+VZFn29ZQeabDdficPDNMAzDMEzl0EDMpuZ7xXA75wEcw2QTBd/ZrwdSVjJ5Zfb5dkQ1tb6ezvpv7ueDH0jUHAGgGtm5X0HNd8A13zE4+GYYhmEYpnJ08G2R3eHMN8MUI6XU91JeACpRTUAntexcSc+ruGcpo7/Z47tASrTqLoANcDsfk24gqvkey+o3HRx8MwzDMAxTOTTm61gE32tmzTeP4LY1//Mf78YnHjq70bsxcZgKktzgu6LMN22DDNequGU9f2tIm/1AollT4VkVNd90vGrO+MoDdM33Jj83o4KDb4ZhGIZhKscvkfle6bDsnFH8/RefwKcfObfRuzFxmPdR3i0iZdU13wJOKKEet+TY2yJtEAIp4TgCdVdU2mrMdcTYzlGgVQn87AY4+GYYhmEYZgPQrcY8C8O1LsvOGUUggV4FGcHNhqkgyZugqrzm21EBuPrbeLe5lTLfrhCou04lhmtm5nvcNd9bZH5kaDj4ZhiGYRimcmggZlvzPdeqqfdt8sE1Mxx+IOHzKD5FLPOds0xVExd0i7qh7BwY/6SZt0Xqiv1AZaHrrlON4Vp4slxHjM0pnmXncTj4ZhiGYZiK+PQj53D47MpG78ZEIHXm2052Pt+qA+BesdsZumaqkE5vNij4FqLYcK2KiQuzz7fQme/xnjMKVDe7tFnJzoG661RS803Hq+Y63GqsIjj4ZhiGYZiK+Nm/uxNv//ijG70bE4FtzbfnB2j3Ap35Ztn59oVOvcey8xQ0idWqubnyXillpTXfQqiMqtr2eLe5VRy1A6lk542Kar79WM33eLYRtRobz/o3Gxx8MwzDMExFLHc8q77W2wEaJPcLvtd6qiZ8fqoevo9HcNsVCrA4852G7qOphpub/ZWymskrM/NNsvPxZ77D9W/yS8MPQsO1WjWy87jb+bhbjW3ykzMiahu9AwzDMAyzXWj3fM7chtjKzqnHdyQ75+O3XaHBO9d8pyHjwlbNyc3+BlJWohpI9vmmbY8Tcjvf7AEeZb6dytzOjZrvMR06Wi8/uxWc+WYYhmGYCuj5AXp+NW7DZZFS6kFYVdhmvnXwPcWGa9sdOvW9CbyHNhq6j1p1t8DtvJqWXGarMV3zPebNbim389BwretVVyJQG2OrMfrO2+SnZmRw8M0wDMMwFbAeyqcnMfh+/10n8ZzfvLWSTAth22pspRPKzlssO9/ukE+AzzXfKUhB0qy7ucprKSUCibFPtOlWYwJwK5Kd06TCZr8y/EBNWlRV803nxXXE2Orl2XAtDgffDMMwDFMB690w+J7AAcgTF9ZwbqWjs8xVQJMQ9rJzMlwb734xkwsN3rnmOw3dR1N1p7DmGxj/MygIJIQAhBBwnIpk51sk8x1IuSGtxmqOAzmmqQsOvuNw8M0wzLZhrevpAIhhqmYtvPZGlXV66PQybj9yYSTron2i7HwV0DjMXnbONd/bHRleKlVIpzcbZOSoZOfZy1BwNe6670BGtd5Rq7GxbjIqRdjkjwdtuFZR8C0ryXyrnzxxquDgm2GYbcNPvvsO/I9/uGujd4PZptDEz6iydm+69WH80j/dM5J10T61exshO+8TfHfjhmucPZlsfuT/fQm33n96LOvWsnOegEnRCSfO+tV8A+OfvAik1C7nVbmd+9pwbaybGTvKcA2o16rp800Bcc2totXYJj85I4KDb4Zhtg2nlzs4vdTe6N1gtinrPRVEjmoQut71+wauttA+tSvMfNM2+7Veo5pv7vM9+Ugp8YG7T+KLj18cy/q17JxrvlNEmW8nV10TVDR5YWa+3arczsNrYlzS6arwAxnVfI/o+V6EWfM9bsM1njhVcKsxhmG2DX4QoMLYgmFirHfVQGpUA9+eH4wsg+VvgOycdr3TZ5sp2TkP4CYWuo7GdY6imm/WrybphKqVVs3Nz2DqzPd47yEppQ6+napk5/7WyHxXLTuniZqaI8Y2bRF5DYxpA5sMDr4Zhtk2qJlxHrQxG8NaKJ8e1cC36wUjywD6WnY+eZnv1Y4HIYCZZthqbLOPrrcwdG2P6xwFuuabr4EkOvPdKJKdV1XzHcnOBcnOx3zO/DFfe1URSIma41QXfIeHS9V8j7vV2OY+N6OCZecMw2wb/ECiV0HfTIbJgrLKoxocdv1gZEHIRgbfHS8oHJStdDzMNGqohaN5lp1PLjr4HnPtKF8DaXSf71pBq7Hw5/hrvpGR+R7vOettkbSq2ee7is8UczvnVmOVwME3wzDbBi+QlfYxZhiTUbca6/nByIKQjTFcU2ZMUhZnMtc6PmaabmWDeGZwPH+0pRVJaL1bJdAaJR3PR80RqLv5Gczqar6lzni7TjWyc08brm3uayOQgOMINGqirypoFMTdzsfcaoyHXwA4+GYYZhvhBUElX2YMk8WoW431PKmDnWGhwVFVrfjoGEzVXQDFjucrXQ8zzZoexPMtPLlQUDwueamuHeVRfIquF6BRcyBEfsuoqmT7MgwgAUN2XpXh2uaOvbXbeaMy2XlU8z2uom/damyzn5wRwcE3wzDbBt/nzDezcZDsfGQ13+OQnXsVBd/hIGyqoYLvol7fq6Hs3A1HLDyAm1wo+zh+wzW+BpJ0dPDdf/Jj3JlvcuwGItn5uOt9o5KHzX1txGTnFbid05CIa76rgw3XGIbZNniB5EEbs2Fo2fkoDddGXvNdzeQU7XazZhl8m7JzvocnFso+jusUUVDPrcbSdL0AzZoDR+Qffwquxj0JHe/zXY1ixdtKbudCoF6rpuZbZ77dfMXEsFDQvdnPzajgzDfDMNsGZbjGmW9mY9Cy8wms+R6l4Vq75+N/f+ShwnUlM9+dgoz7SsfHbEx2ziO4SWXcbueyoprlzQhlvh2Rn8GMZPvjrvkGBPX5duhvYzZc059pc18bgYwy312/2IxyJNsLqObbGVuP9KCi626zwME3wzDbhp7PNd/MxjFq2TkF36MYnI0y+P7S0Yt4860P48tHF3KXoV2mmu+izPdaWPOtM2gsXZxYxm24Rqvl8qE0KvPtQgiRW/dclWxfSglXUM13NUaJutXYJn88UJ/vhquO27jPFa2+5owv882y8zgcfDMMs23w2e2c2UDWwz7fI2s1FgasoxicUUA7CsM1kkoWBWC0PRvDNSU7jzLfLDufXHrjlp0HnPnOo+MFaLiOlntnBTpVZSCzZOfjjLuklEaAN77tVEEgAVeozDcw/okmeha7YzVc2xoTI6OCg2+GYbYNXiARSB64MRsDZb5H12psdIHIKA3XfAvTLRqMNetqGFLodt7xMNNwI9n5Zh9db2Gi7CMbrlVNx/PRrDtGS76spaqq+Y4y3hSEj+I51e75WO14qb+btdFbyXANUF0txglN0tSqaDW2yc/NqODgm2GYbUPUI5az30z1RK3Ghl+XlFKXUIwk8x1Q5nv4ndPZz4L9kuFmWn1k554foN0LYrJzznxPLr0x91qm1Y6qxd5WopvIfGedg0oz32GE4YxQdv76f7oHP/z/vpT6u/l5NnuA5weqR3q9pg7guEvl6Ni5jhhbtTzXfMfh4JthmG2BlJHTOQffzEZAkm5vBNG3mekZRSAy2sx3/4x8kJKdZ293LVQLqFZjbLg26XgjVGNkQevlzHeajtHnG8gOQmVFygEpo6Cb+n2PYpNnljs4s9xJ/b1nPFM3eewd9vmOar6rUCkAY858b5GSgFEx0cG3EOIyIcRfCCFOCCE6QogjQog3CiF2Wb5/jxDiB4QQ7xVCPCKEWBdCLAohPiWE+H4hRO7nF4rvEULcJoS4EL73MSHEe4QQ143uUzIMUwXmYLCK9h3M5PPo2RXce2Kxsu1p2fkIxlLmgGyUme/OCAzXaN+K5OHJmu+8zDdNWEw3XW3gxLfv5EITQeMaZFNwwBMwaSLDNfV71jnQGcgx30Sq5jsuOx+F2VYgZabyxWw9t9kDvJTsfMzBN50X13HGft9udlXCqJjYPt9CiKsBfAbAfgDvA/AAgOcA+AkArxBCvEBKeb7Par4dwJ8AOAngYwCOAjgA4NsA/BmAbxBCfLtMPBGEEC0AfwfgGwE8COBvACwDuBTAVwO4DsBDI/iYDMNUhBcLvjnzzQC/+8EHcXKpjff9yAsq2d76CFuNmdfwSGq+yXBtBMG3rvu1yXw3ig3XqL5zuuFqGSvLzicXz0L1MAy0Wi90+acsL6Pkyc2aU2hwFtXMj1/KLBKGa6O4JPxAZk7qmeqfcbXLqgol2a/QcC08MTWXrpvR31c+B98xJjb4BvBWqMD7x6WUf0R/FEL8bwD/HcBvAHhdn3U8BOCbAXxASqmvXiHELwD4PID/BBWI/0PifX8AFXj/FoBfMt8bvr8+yAdiGGbjMAeDRW2NNhuvfNMn8Z++8jJ8/wuv2uhd2XS0PV87kFeBbjU2gsGUeQ2PYnAWtRobfl06ACsYaNFLZLiWd09Snfy0KTvnAdzE4lmY7Q2DOXj3A6kDBiY0XKsV13zDmLwYJ6bsXIzQcM0LcjLfsZrvoTezoSTdzrtjNlyj40XPVymjczaybQTxbW13JlJ2LoR4MoCXAzgC4I8TL/8KgFUArxZCzBStR0r5USnl+5PBs5TyFIC3hb++OLHtq6GC+i8A+MXke8P396w/DMMwE8FWzXwfPruCx86tjH07qx0PR86tjn07VeIHMiZXHDfacG0Em+yOOvOtDdeGz3zb1P2ma777Bd9u1OebR3ATC5X0jKufrxl4cd13nG5Y811kcFaVbN9sNeaKKKM69HpzM9+m7HxzXxckO2/Uqqr5jtzOzd9HieTMd4yJDL4BfG3488MZgfMygE8DmAbwVUNsgwLoZNrju6COy18BmBdC/DchxP8UQrxWCHHNENtjGGYDMbONW6nmu+cHlWTy3/GZI/imt3xq0w9sTAIpY0Y944YC21EMfGOGaxPaaqxooEXbi2q+cwzXuiQ75z7fm4FxG66Zq+XgO07HU7JzUSDzpj+Ne9IxVvM9QsM13+jnbWI+xzf7ZREE6thVJTun56k7wvOUhGXncSZVdv6U8GdeXfXDUJnx6wDcWnblQogagO8Of/1g4uVnhz93ADgMYI/xmhRC/AmUFH74EQrDMJXhb8HMt+cHCGRxj+RRsbjew3Lbw1Lbw46prVF5U2Xm2/MDna0ehSTXnHAZaZ/vEWS+o1Zj+cvQIdCtxnLuyXUj8x0ZrvEAzpb33XEcs80aXnrDgUq25+mJl/GsPyY730KTqKOAMt+kGM6aKK2q5jswZOeFMviy6w1kZi27+Qzc7BPEvpRwHUSy83HXfCcy3+OomafTU+Fc90QzqZnvHeHPPBta+vvOAdf/2wBuBvCvUsoPJV7bH/78NQC3A3gqgDkAL4UKxn8YwOvzVhxmyG8XQtx+9uzZAXePYZhBWe/6mcGImSUZ95dZVdDnqCLzTcf0wmp37NuqiiCoTgVB9d6NmjOizPeIa74lZb5HVz9eFCSnZOc5tearpuycM9+lefsnHsU7P/t4ZdujyayxtSwy1jvuAHKz0dGyc/V71m1iGtaNE2n0+RYjnDTLzXzHDNc2N36QNFyrpubbMWq+R76NYLzPhc3GpAbf/dATe6XfKMSPA/hpKPf0V2cs4oY/TwL4VinlPVLKFSnlRwH8ZwABgJ8SQjSy1i+lfLuU8llSymft27ev7O4xDDMkL/vfH8c7PnMk9fdY5nuLGK5R0M3B92D4UlY2gKfge65ZG0nwPa6a7/YI3M5pYF/sdq5+1msCQhRlviPZOaCkkZz5tscPZKUGk55FycEwsOw8Gz9QQWmz5hpBVL7ufPw131Hme5Q1357fv+Z7s0/ORX2+w+B7zPevkrmj0CV/6G2w7DzGpAbflNnekfP6fGI5K4QQPwLgTQDuA/ASKeWFjMUuhj8/KKVcN1+QUt4J4DGoTPgNZbbNMMz48QOJ4wvrOLmwnnqttwVrvnXwXUEmfzME33cfW8TnHu3XgTKiStk5yadnWyqIHHaAaAZUo6z5Xu/5Qw+SPZs+3+H2HCHQrDlWhmuAGshvEeFKJQRSojOCOn5beuOu+WbDtUzoedDoU/OtZecV1HwLLTsnxcpo1tvP7XyzXxW6z3eFhmuOEDqrOY4AWbef3OwnZ0RMavD9YPjzupzXrw1/WvfaFkL8JIC3ALgHKvA+1WfbCzmvU3A+ZbtthmGqgcyZsoLRrVjzTZ8zT7I7SjwdfHfGvq1BeeMtD+HXP3Cf9fKBlJVdCxREzjZV8F02cJBSxoLikff5Dtch5fCTOTaZb/osrqMyPHnZWZKdkzzdcTh7UgY/kJWW2UQ93sezfq75zoYmWMxWY1mTaNpwrZKab/V/McKab5s+35v5+SClRCCVVL+qmu9AKsm5znyPYRt0Sja7KmFUTGrw/bHw58uFELF9FELMAXgBgHUA/26zMiHEzwH4QwB3QAXeZwoWJwO3mzPW00QU+B+x2TbDMNVB0t6sgGpL1nyHAUungs9DX5rnJzjz3fUDrLTt+3b7gawse0bX5kwYfJcdIP7THcfx3N+8VQ8yR17zbRyHdnfY4DtIrTOJrjMUAs26m5udXe96mKpHUlqV+eYBnC2BrKYshaBrsQrZeZWdCiYdM/Pt2GS+q6j5Tma+R2G4JrOfK7HM9yZ+POie26bsvBJn+tFOkiRht/M4Exl8SykPA/gwgCsB/Eji5V8FMAPgnVLKVQAQQtSFENeHPbpjCCFeD2Ww9kUAL5VSnuuz+X8D8CiArxdCfF3itddDSeE/XpA5ZxhmgyBpb9dLP+DNL+wqezuPkyoN12hwc3GCg++eH+hMqQ00kKvCHZeuzbkw+C4bQD52bg1nljs6iB+527lxDIZtN0bXStFtRoMwRwANN192vtr1teQcUBkaDr7tqb7mm879eM6Ree75Ooig+6fhOoXyYfrTuFUDfmD0+R5hCysvCDKzpzHDtU18WdA1bbqdV9FqzBVClwmMt+Z79OvejExqqzFAuYp/BsCbhRAvBXA/gOcCeAmU3PwXjWUPha8/DhWwAwCEEN8D5VruA/gkgB+ni8vgiJTyHfSLlLIbvu/DAP5NCPHecL3PBvAiAGcBvHZUH5JhmNFB0t5+me8tIzvXhmvjr+mk3s2TnPn2A6mDXBtoENfzJRq11HfDSNHBd1jzXTY46YRBd7sXYK4FdMfU5xtAqWOYhXa8Lsx8q9dEWPOdFyCud31MN6Pg23UEZ09K4AcSvQqPl6cz3+NZvzlRtlUmUYfhbz53FCudHr72etVKrll3dbvA5H0SO3ZjN1wza76jvw293iD72Wk+vzbz80FPSjoCdbeamm8/VCkUlSsMS9RqbPOem1EyscG3lPKwEOJZUMHzKwC8EsqB/M0AfjXHLC3JVeFPF8BP5izzcQDvSGz7U+G2fwUq2N8J4DSAtwP4dSnlsTKfhWGYaigMvo2/bRXZOX3OKvp80zh3kg3XvEBitetBGgO/ImgQ1/NVi55xspaQnZfNPJELOcmzTQfcUQQhfiAxVXex3vOHznxbtRoLd98RAo1CwzUP0/VoqMKy83IEcmMy3+MaZMfdzrfGc3wY3n/nCXzx8Yu4/qDyIW64DjpC3b/J26/KYxev+R5d5tsPZKafgCnN3sxPB535FgL18Dtp3PevlEpyLozfRw23GoszscE3AEgpnwDwvRbLHUF03Zh/fwOANwy47fsAfOcg72UYZmNoW9Z8b5XMd6fSVmNqG5MsO/d8CSnVcWnV3b7L04CgigwatcyaHTTzHZ7jdi9d8+2PYCAdBBIzzZoKvoc08LOr+Y7klUWZ77Wuj6mE7JwHcPZULjsfc59vv8Ls7WbAl8pQj9prNusOVjvZ8uGgwmOn+nyr4FFnvkdUHpNpuGY8Azfz88HXz8Xqar7JXd1xRlebn4Rl53EmsuabYRhmECjznZVF29J9vitsNTbJsnMaUK527EzXdOa7ggxasua77EA0mfk2z/koBtJeIDEbyrurl53nG66tdX3MmLJzznyXIpCyEkNGomcx8TIMpiR2K14HH3vgDG6577T18nQMPvqA8hFuug7CmDdDdm68b+wmXlGttzvCoC4I+5knMf9WhYfHuJCGIqiymu9Uq7HRrp8c3GlbDAffDMNsIajVWP/M99b4AuhWmvlWx2ySZeeUAV6zDB79CjPfJDsftNUYZaPp56gN1wIptSR+dIZrRcG3+kmy88LMtyk7d7jPdxko811VQDLuzLe53q2iYDL5008cxts+fth6eT+QmDGUIc26k+suXmXmO7PP90gM17In9mKy80389W5mvl1H1WFXEnw7huHaiIX75vng4FvBwTfDMFuGdV3znSFL24I1390Ka75p0LPW9XUWdtKggb9t8B0Zro3/+LW7PoQAphuDuZ1TZljXfPujnUzyAiP4HjrzHZpuWWS+HaHaI+Xdk2tdL5b5FoIHcGWg66yqZ57u8z2mU2R+jK2Y+fb8bFl1Hn4g8eyrduPKPdMAgIYb3StFh2ez9vkOcib24n2+h97MhkHXNEnA627+s3FUBAFircZG/Xg1z9VmPjejhINvhmG2DLZ9vrdKxoQ+h58jxRsl5vonNfutZefdcrLzKmpHVQbXRc0dTIJJGe9OZuZ7NH2+KYNWSebbMBZq1hz9uZKsJVqNudxqrBR0qKqq++5ZTLwMQ5XZ243AC2SpY+cHEjXHwWuefyUAYMdUXWeak2oH89gNcw/99HvuxD99+XjhMpl9vkfYEjG5//E+35v3utBeGOExa7j5qqBRbtMVwrhuRr9+AKiV8OtY6Xj4qffcgcW13mh3ZkLg4Hub8p7bn8A3vOmTbPvPbCnWdJ/vPjXfWyT4Nj/nuL+gN0PwTftoW7NMl4FXwfWw1lPBN9U/lh38tlOZ79HWfPtG5nu9O9zx0G7nBauhXRYkO89ZeD0pOxdibD2ktyI6811R8D1u2flWbzXmBUHpzHfNEfju512J9/7w83H5nulcmXfM7XyIY3frA6fxhSPFDYdUHbH6/yhl55GyYvjM9/0nl/CHH3lo+J0aIWafbwCo15xKWo2JWM33aO8rmht2HQEp7SZH7j2+iH/80nHcdXxhpPsyKXDwvU0RUA+eR8+tWi3/xIU1vPOzR8a6TwwzLBR0ZQ3kt3LNd/L/48APpO47OqmmazRIsTVco0FAFddDO3TtpoFoadl5ouY7FnyPqNUY1aMPW1bQswjA6Ng7ArmZbylV6zhTdu44gieNS0DnoIrSFMAwXBuX23lMdj7YZ1pc6+FFv/sx3HN8cUR7NTo8X5byNPBl5FT9zMt3AYjk3sna3VGZ1fmB7Bug+UHUYizPAG7QbZs/ifgEpN12PnTvKbzp1ocr7QbQDy07FyQ7F+h5433eSYmwvpxqvkcLnXcykLO59GiZrapy4uB7m/L0J+0EANx1bMFq+X++8wR++X33Yqm9NSUgzNagSHZuDtQm6ct2GMwBdZ5b9KjwA4m9s00Ak9tujL6orQ3XtOy8gsx3N5H5Lis7D89v5Ho+2sz3KA3X6F4rCpLp8ztOfua74wWQErFWY+x2Xg4a+Fb1zNOZyTFtbhSy85NL6zh6YQ2Hz66MardGhj+A7JyeKYTuq504B+Zqe8MG333Or8zIfI9CDk7PjeT2zQlU249WpeeHLZEXRlTzPfbMdxCeqxG2hDPRsvMSJVd0rWxVkRMH39uUq/fNYqru4q5jdjO/5CK9tM7BNzO5UNCVNVMcN6ianC/bYTA/07gzW14gsX9OBd+Tmvn2ygbfevA1/m/49Z6qXR5Udk6ZYTrPPT/AVNjLfBQ1314gMd1wIcQIDNdKup03ay46Gdl2UjDMNCLZOff5LkfVhmubQXZO75vEy8gLyhuuJYNv3Vc7uR7j12GeGTaZb2pfpfZnsGdeEimlPmfJY+QP0Odbt5qcoPFAJDs3ar4rajVG52nk6w93v+ZQ5rv/+cmr7d8qcPC9TXEdgZsPzVtnvqkGcJGDb2aCWS9oNbbla76Nz3TLfadH7kgeSImd0w24jsCF1c5I1z0qqO5vzdJwjWb4q6j5Xg9l525OVqofnUTmu+cHOiM8bOY7CNSg1hECrZqL9pATOWX6fBe5ndMkSizz7WzdAdmoMfvrVm24Nq5zZK530Os+T7o8CXhBMLLMdzLGCUYwcUHr6TdBEEgYwXf0t2Ewz1fy3A3SaoweOZPU/UQ/F53qMt/Uaix30mYE6weU4Rpg991Hp3erTrRy8L2NedplO3HviSWrgSfJeZfW7Qa1DLMRrFnUfE/V3a1T8+1HATYNrp+4sIYfeOft+OA9p0a6Lc9XNd+7phu4sDqZk3ClM98Vup2vJwzXykrd24nMd9eLMt/D1nz7xuCoVXesDety12eR+Y5qvgUaroOen5bb0vfOdFJ2vjVu37FjHs5xl6UQug/zmM6Rud5Bs7d0703iwH6QVmOusMt8j8rt3A9k3wCXAjogCiSHPd7xllXJmu/yme9AZ74n5zqgoQud03pNjH3/qmo1VkZ2TstM4j06Cjj43sY87bId6HgBHj7Tv+6Jsi1c881MMjRYz3Q7D7/VphruRM10D0M3VvOt/r/cDktERnyvBqGxz+6Z+sRmvmlAadtqjMZrVSgh1roephs1HXyXbzWWzHxLtOrqKzxr8uC+E0v4tfffZ1VnafaWnaq7wxuukelWkdt5+JojBJrh50jel7my8wnMWBJrXW/kqpNBMQOsqgzXouB7POfIXO+gQcm4pfHD4JVsG+kFEq6bDL6znzHmb4PWfJOaot8+KiVNfH+GPdzmNtPBd/mVV90JwIaU23kVNd8J2fm4Mt+R4Zp9zfcEP+qHgoPvbcxTD+0AYGe6RjJOlp0zkwxl7Ir6fE/V3UpkxlWQ5XZOZlkrlo7ftnhhP9ndM42JbDUmpYwy352Sme8qar67PlqxVmP27/X8QH82nfn2AzRqLmqOyMwAfvSB0/iLTz+mJ6SKMGWBrbpr9Z4iItOt/ONKx14IVdcIpAPE9SzZ+YQbrr32nV/Er77/vo3eDQDxQW51rcbGm1UeRfbWH3N2fhjKGq5Rj2YTncHMWDbazmDXQ16rr6z9SsvOh8x8F8jOvZjhmmXN9yYxXBv3vWv2ZFf7MNr1m63GbNdPp2SSn/XDwMH3NubKPTOYa9WsTNfWQ8kjG64xkwzJjbNm5nXw3dhKsvP04JrMsmwD0CweOLWEF/3ux2Ku5n6gZIR7ZpoTGXyb57us4VoVbudkuEaDnDLbNIPStqHuaLgCriMyJw/oGrcZvHg626KC73ZG268y6G1byM5dR6AZyueT0mg6j8nM9yT3+T611MbZ5fZG7waA+Lmvus/3uAbNMcfuAYMmbQg4gQP7nl+uz7fnBxmGaznu4savg0440r7ZyM5FIvM97H1rPjKTj89Yn2/Ly6LqTgA2BMZzEUBYkjPumu94q7FRNxtL13yz7JyD722M4wg89dAO3G3R65IG9EttrvlmJhdT7pn8wqKBlqr5npwv22GIG66pz05ZS1vpdRYPnV7B0QtrOLkYBRF+IFFzBHbN1Ccy+PZiwXf/z24OAKqYjFnrxt3Oy8T7nYzygp4foO46qDkiU3JJ17iVuY3RW7ZVd4aWTdu0Gou5nYeZ7+QgmK7hZOZ7kmXnnh9MTFBnBjtV9/ke15h5FJlvT+/jZJwnEz8o1+ebAieTSD6cXtbcziAElhlJVUccdzsfWnZunvsC2bntZiYx822WAAFhn+8xfz9RqzGhFQqjXz8wqOx88u7RUcDB9zbnqZftwP0nl/qasUSGa5z5ZiYXM+OZrB+lmf6pujtRM93DYH5GakVFWcthMt+URUjK/BwhsHumiYX13sQEGEQ8+O7/2c3B27gz30Eg0fGCuOy8xKDCDIZNt/NGzUHNdTLPhU27r+SyNZcy30O2GrPIfJtu51TznSc7jxmuTXjmu+fLiTGEMycpqu7zPbbM9wjczsednR8Gz6KNV3z5QGcUCS3zTny+WL38oJJ9y6AoiPX5zt6f0tsesex8Eg3XdOa7Qtl55HY+mkmSJLS+yHDNZp/Cn1tjqJaCg+9tztMv24meL/HgqeXC5bjPN7MZWOt6OrhJfmH5QQARDvQnaaZ7GLqej3r4hUaB+Cgy3zSQMYNSynzvmWlASuDi2mRlv31jAGWV+R6BcZMtpmu3W0J6R5jBsOl2HmW+09dzmZZPZuZ7qu5q34BBsZH10msidDsHsjLf2bLzSc58l63ZHScx2XlFzzybkoNhMA/twNLpCa75LqucCIIoS6rJyWCavw5c8+3bHbusPt/DHu8iw7Ve+P0OwDr1PZmGa+qnlp3XKmo1JgRdNiPPNpvdNGzXb9MxYzPDwfc2h0zX7jm+VLgcZdPY7ZyZZNZ7PuZbaqCe/MLqBRJ1xwndQ7fGA73nS8w21eeloIwCPdu65yyygidy1d090wCAWD34JNAzBpOrFll/c+w5bsM1s1+1q2u+7beZWfPtS9Rdp6Dm2974Kt5qzB1Zq7GibdNLriPQqGUH3+uZsvPJHpB5QVCJh4AN5nGq2nBtXJLuUZiGjduRfVCCQDmJl5m8yc58Z9d8x1QDQ9Z89898R/3GKSge9r6Nyc4Tx8gPpJ7EszdcUz8naTLeNyZCARV8j7tkJGo1Np7Md1TzbX9+aJlJLA0ZBRx8b3P2zzcB9M9icZ9vZtLp+QF6vsSOqbr63Ut/ObuOCGuoJufLdhi6XoDZcLIhabi2OoTbOQUPXiLT4Ioo+D4/YcG3ORizceuuUnZOAfNUzO18uMx3zw/QrOXXfEfqBQvZuR/VGY7GcK1/1j0mO6+R4Vp8u2tdpeyg4BwIZecTfPt6gZwYqaS5H1X3+R637LzuZl/3Nkxqn+8ypSJA1PbLdKoGjOC74L3DO8UXv18asnMhBBwxfCBlTh5kyc6j4NtyfWS4NkEPFPO5CKhn47iDb2o1FtV8j/a+oPNeRnZOuzBBp2akcPC9zWnWXDRcR/cGzmNdG65x5puZTCjgmg+D76ya75ojUHOdifqyHYauF2C2qT4vfUG3R5D5JmWAmR0hV10KvifNdM0LokGLzcSDOXgbtxIilvkeoM83BcPNmoOOUfNdd0VuzXdXG67ZZxlU5nsUhmsUgBVtU/00+3xnuZ1P1d3Y35yJN1yTE5OZ35DMtw5sx7N+FWyqLNrwNd+j3LPhKVsvT8vl1nwnM98jMKuLXKj7LRefFHCEGGmrsZTs3A9QDyfppKXufJIN1+h7ollz0B3zxBm1GktO4owKOrzacI3dzjn4ZoDZVg0rnfygOgikDmy4zzczqdAEkc58p9zOA7iuqKR1R1V0/ABzzXjmW9d8l8h8P3JmOS4x9ynzHa/5dh2BndPq+FbxLPjMI+dwy32nrZalfZ5r1a1k00HG5x0X8ZrvcJulZOfRtZ1d852f+R6s1dhwgz0byTsdfyHUABNAKuO+1vUwbdR70z5OSnCbRW+C3M43wnAtZnw1huPgS/UcquWUW1itY0Jl52Uz8nQfJGu+RU6Ntfl7b9Cabzp2/dzOw/NEqOB7oE1qzOdcVivRsplvOn6TNB5IntNmBbJz+m4fVT/2JMn2aWVqvll2zmxZZps1rBRkvs0bnw3XNp77TixZGUptN9YSwXdysNkLDcPqrkhJ0jcrWbLzsoZrZ5baePkffgIfMYLcLOmoL9XxmwmD/WFk7bb88W2P4M0ffdhqWdrn+akaVrte3y/tuOx83JnvsHa5XovMh0rJztW53TFVT7mdq5rvAsM1m/q6hOHaes8fatBjk8EzB2Stgj7f081E5nszGK5NyIDRPP6dig3XgPEEt6p/tIDriuFrvifsOirrwl428033dMN1YgaVn3joLI6eXyu1zb4130HU5xtQk2zDHm9zm8nte4FEvRZu0NbtfAIN12ifXKPmu+sHYw1CVX1+Fa3GBpGdT9Y9Oio4+GZU8F0wkKbB/J6ZBla7/tizREw+PT/At77103jbbYc3elcmjr6Zb1+ipg3X8q9hP5D4vQ89MHGGYln0/EDXEVOfby07t2w1dnalg0ACC4bvQ09nvuOZBtcRmA4DJRtTs2FZWvess1v0JT3fqiOQ/fsax/t8j/eZRsdquuFq05kygwoz802BOGW+3dw+3/YBhmcM4lt1B4EcTopvY2hlys5bYc13OvPtx9qMAWpQOqmZbyklvECO3cDPllif7yHr+G2JqWXGcJ6kITsftF2WV2Jiqkqi+8Yu45eUKBMiz3At/DVZL/8T7/4y/uLTj1nto600XiZk564zWtl58pHt+UH5zDcF3xNyvwLZsnM55PO4HzJUKeRdN8OvX/0cxHBti8beHHwzSnZeVPNNwff++RYA9K0PZ8bHasdDxwvwxaMXN3pXJo71nrouc2u+teFacc33I2dW8McfO4zbHjozvp0dEV1PZT8brpPq822T/QWgVS9mAJqVgaHgu+Y6aNWdStQXy+2e9YCN9n++pc5/v5r3WOZ7zIMvkujvmKojHH+UGvh3jMw3BeLdMPNdz6n5LpP51g67RhZ6mHZjdsF3JDtv1Ul2nsx8e5iuZ8jOJ3RENg4X7WEGwuZ7q/K58GOy8zGsP1DGjzVHxLZVBjPInSTiNc32yyeD76ivdvIdYQayFn9mrHV9a9NJep70uyzNPt9qn4aXnffr8001xbb3jO7zPUmZb224FmW+Afv7t93zC5NpWWjDNb0Ppd5utX4gUmjYnB/ah0lREY0aDr4ZzPXLfIeD2IOhMzoNJE8vtfHo2ZXx7yCjoYmPu55YnDjJ3EaTlJ0nZ4r9IEAtdE4uynTSa8MYllWFyn4KLU0DovvVJvsLRPJ083j1Em7n1AKHBnkzjeJnxqhYanvWknCd+Z6yk8XHDdfGO/haMoLvgdzOKfM9HWW+e75E3RVwnWz3fu1YbxGgxA3XwuB7wOtfSmmVHZPGILNJ20wF3xmy8wk2XCtrmNWPN9/6ML7tTz4zxP5E/7eV1j50ehlHzq0OvE2zlnhcsnNHiFzFhw22dctVY97HNtdQfvCd7XYeZb6j70ApJTpeYO8Qbis7T2S+hRj+eiiWnQc6UC2b+Z6omu9En2/qBGF7//76v9yH7/vLL5Tapmo1Zhqujfa+0N8vLn339X+PbUu7zQoH3wxmW7XCgaoOvneozDc5nv/6v9yH15S8yZnhoEBpuePh0SEGSIPyxIU1nF5qV75dG1Ky88SXVZT5FoUSrmQQO8lQ9lM5osZrvgG7uuyVUBJtZj6izHc8e0p1aDPN4mfGKJBSqsy35UhK13yHme9+7cbM7/Rxu53ThOX8oMF3zzRc8+EHMuxr66oMYFbm27MfvGineDP4HlCmHGtPV7AKs59tS7udW8jOncmTCxNl1AY2HL2whseGeM6b14Xt4P3H3/Vl/K8P3D/wNj1f6iBoXLJzIUg6vbX6fBe5eRctn5adZ6+Dfm8YapkyXREA+3ZoflibT4xi0qyf4Vq9bJ/vcLFJCr4jLwz1O91Ltq0CHz+/hjPL5cZopFIYV803nfdaifNDk7MTdGpGCgffDGYsa773z4XBd9jr+8j5VRy9sDZxLYe2MqYx3p1PLFS+/R/9my/hV953b+XbtWG9V1zz7fkSdSeS6eYNBCho3wyZ754XoOG6KvOdEXzbfAYKonuJtmLm3/QgL5y5nm64WB3z8el4qm+77QCeJgyo7IA+17GLa5ktEmPu7mNuzLy43sNcswbXEXoCo8zA35SdBzIycKvXBGo5/Y4pA2kT5JsmP9Tay6ZXehZJk77cbYYvuUJ1IBAinfle7/rZbucTOiDzStTZ2+AHcqhJQPMaswm+PT/Ao2dXB55Yo5r3Jsl/xyU7d4bLfOvJxT734HtufwIv+f3b8DefO1qJ102yu0Q/kpOihJNTu6trb41nBk14WQeslpJ9s8+32qfhg7qg4NlCSqBB1jdRhmsJ2Tl1grDdx4X1bun7gtQk0XVT6u0W61c/6yXczm0VFpsVDr4ZzDXtar4PzMcz38curgMA7jm+OOY9ZAhzkuSuYwuVbltKiYdOr+Di2mROtqTczgtqvoEoOPnYA2dwYmFdL0cBp61b+EbSCTPfDaMdScfMfFt8hqyabzIySspoaZA3W0Hmm6TathliGrgma75f9fZ/x5tvSTumm4O3cWe+l9Z7elKAslRl6szbng/XEZgNnebped1wHdSc4prvMplvMlwD0oGwLbbSWV3z7SiDqKyWOqtdL5X5HkW/4HFBx3FU7vleEEqCh5RXA3aZs2MX19H1g4Hrw2l71Ld9HJlvChRqjjNwzTcpevrt3r3HF/HYuVX8wnvvxte/8RM4M2bVl2c5caWX94tl58nLhu4b0yeiq4Nvu32kdfSr203KzkdtuJa8J/wgQCOUaJedSJhkw7Uo820ZfK/1Spe90IRWVPM9Htm5S4ZrFh9F13xPWGnIqODgm8Fss4aOF+TOrEWy86jme6XjYWFNDY7vOcHBd1VQ8L1npoE7jlV73M8ud7De84fuATwoi2s9PHx6Off1fq3GdM03Bd++hJQSr/u/X8Rf//vjerneJpGdSynjhmtG5numYe9ITteUl5H5TkoMaUAw3ayNPfO9FAaYtl++yZrvta66Vo9dXMfFtXTmu8o+34vrPX1dOiVm/4l2L0ArLC8AjOC7oNVYVDrQf/261Zgz2sx30Wekl2iAntVffK3rYyolO5/k4LuchLcfFCQO2ufXDOBsAurDoYfLoJlAel40Ssp/yxBINVlTG4HsvF+Q0gsk9s428KZXPQOHz67i1gfGa8JZtkd6sn8ykSc7p1/rrgMvkLreO2vZPGx9DZKGa2IUhmvGPmYZrjXccpnbiezzbZTjAOVrvhfXeqUn/6iUQ4wr8x3QpE+JzDe7nTNbHeoTnJfJIhdpnfle7+H4xShTyJnv6qBz9Pxr9uL+E0vWdUCj4EjYB3TQQfmw/Nw/3IX/+mefy329nZKdJ76cjZpvQEm2O+E/M9CmQWqeZPuVb/pkLFjfKOjzNVxlWKVr1Xs+9syqiTKb7LSWnWfVfFMNqx9lRgFgtumOP/MdKmxKy8515tvDyUWVqcoaXFXZ59sMvmsD1Hx3PB/NuquNyZbDY1N3HdRy5LddPYHSf9BmutHmmZ/ZUlSXmbVNGqC3avHg2/PVhPBMQnbuiAl2O7eUM5dd36DnwgzgbAbvFHwPGozQ+7Tx1RjOUxBIuA5yr3sbbHtV97wANcfBN9x8CQDgzFJnoO3ZYnvvJJfPdTtPrII+bsONnkGklLK9ZG2CIillGNCZNd8j6PNtXJbJc9cLAqPm23Z9kxd8JydUytR8e36A5Y5XejLZ163G1O+jbjVG56M2QPA9qf4ew8LBN6OljHl13+tddSPvmWnCdQSW2j0cX1CB2KU7Wrjn+FI1O8rojNcLrt6Drh/ggZP5meBRQw64GxF8H7u4hg/fdwoXVru5XwxrXU/1oQ4zZVk13zVHoF5z9OtRvbMhuS7IfEspcf+pJTx0qrrjnkfXGOg2XQddj/p8B9gz2wAAq3ZgWZlvkp0nZbQ6892oYW3MwTdd6/ayc8p8R7Lzk2E5QVbgUaXbeSzzHY5wygwq8jLfdddBzc0ORqP64/7rjxuukex8wKyibxdAJGsbW3Unts21XtQb3cR1JtftPMqojnZ9w6oQGq5jF3yfUc/4gTPf4bmnbN04ZefDtJzrWdbme4HUHTJ2zzRwuqSRVVn8kjXfQU7wnd/nO5KdA1FZg/laP2x8DWhV5n6NolzEiznpp/crcju3zOJPZOZb/dStxlx72TmpxYau+S717v5Eyjn7yRFaZtQTAZMCB98M5lrxOsIk9MU/1XAx36phad3T9d4vv+kgjl5Yw2KGrJOJOHx2ZSQPEZIRP//qvQCqrfs+cj4MvrvVf1H9338/ikDGBwtJ1ro+puuu/gJOfqH6gUQtNFwDVPBKxzMr+M6ql+76AaScjHpwMoZruPGa73bXx54ZFXyXkZ3Ha3XjZl3Jmq3ZPiaNo6Bszbeva74jJc/xMPjOGlyZQWkVfb53JGq+y9Srtns+WnVXO5EvdyLZec3Jbp1H2Q+bACjLcG3wzLddq6l+snOa/Mo0XJvQARkd81HJrWkQPei5oOPUqqfr6bN49JzKfA8qc9ey85Itn8pAtcQ1t7hlZBH0rOi3fz0/0MHP/rnm+DPf5sRVSa8GkzzjLPq1Zma+PXtjRnO/iq7xaGItvk9DG64Vyc6DyO3cen0J07lJQCuCwo/SzOkEkcVC6MdTdlIqajUW/l7y+fWHH3kI7/3ysfz106RPGcM17XY+mc/6YeHgm8FsUw0K8wbT9MU/VXexY6qOxVB23qg5ePFT9gEA7uW671y+cOQCXvoHH8cXjlwcel0rnR6m6i6etHsKe2ebuOOJ6o7746HsvOqa73bPx7u/cFQPMHLLI8L60HrOTLGXUfNN17yZ6aEWTVmyc8rMrVkEteMmynyn3c73zCjZuU3mO8vtnP6fznyr16cbLta6/lhnpctmvmmf5wzDNZKdZ9W7xmXnFWS+p8Pge4DMd8eLWsoBkey84eZnALuW2T0grmxoDRt822a+g/gAvVlz0DbuQ7ouMw3XJmesHMO2ltgWChIHVSHQcZpu1Cxl52Hme8Cglu6j5jhl51LCCWXngx5n23ZZPT/Qger++RbOjjnzXVZ2nqwPJvKCqFTm2x9Adh5krzu+HfUzJjt3hs9impdlqs+3b8jOS04kjNtwswzmRCgQZb5t7t+FcMJ6sMz34K3G3nfHcdxyX74fQqrVWAlVxxaNvTn4ZtI131JKfObwOf2gJDlv3RWYn6pjqd3DsYvruGznFJ522U4AbLpWxIfuOQVA9cgelpWOj5lmDUIIPONJOyrNfFO/2bWuV6kU6J/vOIGFtR6+5RmHAORnc9d78eA7K/Mdczv3A53BNr98i/p800BlEjLf9GVcd4Xu893zA3iB1LJzG1O0SHZu1nyH9cKJAI4y3zPNWqEKYRRQzbftly8NRFt1ZUC31vW1i31mzXdMdj6+67nd89HxgpjhmihZ/5jKfCdk51mDLW+QVmMjMFyL9fku2HRU8x0aC9XdmFM/TX6lDdcmtw4wMrkbUebbH1J2Hh6nqYbb9169sNrFhdUuHDG87Lys/LcMpux82Jrvft9jqlTJyHwvV1fzbTPB5Ougxs7tnD4uTY54QVDecM2i5jtZUkL/H6XbeaHhmuX66Bj3JinznSglaJXIfJMCtXTmW9d8Z5cr9H9/8QQ27U5kuGa3Ttq3rQgH30zUviYchH/20fP4L//nc/hy2Ed6vRtguu5CCIH5Vh1L6z0cW1jHoV1T2D3TwKGdU7ib675z+diDakbw/OrwX9wrHU+XCVy+e0Zn9saNlBKPh7LzQA6eGRmEd/77ETzlwBxedsN+APmB71rXx1Td1T1gUzXfQVjzHX4BdL1AB57mFxu9LytrrDPfE+CETvtMrca6fqCzlbumGxACVnXZK+FkhjnwizJ4cddzUh+Qm/o4jwNld8vWfNccB9NNF2tdDye04Vp6HbKizDfJ56kWHVBZjTKBQ8cL0KpnZL5rTm4GkAaUNoFq3HCtXGub1LoM6XFxzbf66ehBphvLfFPAmTRccyfYcK1Mb3UbaD2dIQ3XWoYhYx6PhmZrT943OzLDtXGcJ5Kd111n4HKRnuUkSS+Q2iNk/1wTZ5c7Y/UbMCdAy9y3ycw3kXY7j56RQFx2bu923n/5PNn5sHOchcF3UL7mO9CZ78kJvvWxI8M1197tfNEo1SoTQPuBUinQ6Sob7/qBLPS5SE4olHI7n9Bn/bBw8M3oYI76/Z5cUANW6mm53vPRCgfbO6bqWGp7OH5xDYd2TgEAbrp0Hvey43kmR8+vaSnf+dXh+2OvdjzMNNW52D1Tx0rHq8Tx/NxKF6tdH5fvngYAtCuq+w4CiXuOL+HrbjyAmWYfV/6uryWqDddJu537Yebb0nAtU3YeHutxO33bQPvZpFZjvSDmzzBdd60y3/RZuhnHICmjpQFBv3MxCpbWi2Xnxy6u4X13HNe/08C15gpM191Y5ru/4dr4vuBpQES16IA6jqVk5z0fzVp25tt10tc6kO7VXoR5fsvIHLPQ16VbHHzLRCuiVs2J96gPr61k5lu3apvAQZluwzTimu9hDdem6k7fAJ6czm+4ZH7gc28avAFjqvkO1HUzXObbrubb8wNdp7p/rgkvkLiwNvz3eO72BpSdUzBN0D2SNlxTP+s68y31+MFeYUTrsphYS7qdD5v5Nt6fkp0P4HYe9fmenOBbB6paEWTvdr5gXJtl7g16FkeGa+Uz537BBLae9CnRgpB2f1JVTsPCwTejB9IrHTVIpAwt9cZt93wtRZyfquHMUhvnVrq4bJcKvp96aAcePbeqszFMxEcfOA1ABUjnV4b/0l5pe1qpsCs01bq4Ov7jTlnv6w/OAajO8ZyC3dlWzbhO840ByZyp7orUAFLVfDuoO0bNdzsr+FYP++yabz/3tTKMQrbfNTLfzXqY+Q4nRabqLmaatZJu56bsPB64RYO8RPA9Rvn9cp9WY+/+/BP4yb+9QwdhZnZ+ulnDasfTbudFrcbqbnaf7FFBwfcOI/NdK+nY3e4lM9+G7NwRmQMf+sxlBvFuaGTlOmLgST1aV7Pu9M2OmYPzPMM1mmwkBqmZrwo65qPr863WM2jNNx2j6Uatb4Bx+OwqmjUHV+2dgRfIgT4DPTupXd04Zed5170N9Kzo9xnNmm9qtTpO0zXzXrU5dtGkWfzv+a3GomceQDXfQew1220WHXrad5HIfA/7vRfEJieiv0sp0Qu7mQgB69Qt3R+DTjaNg8gZfPCab6Cc6iTZaqzsbeUHsjDY15M+TgnZuS4NKbcvmwUOvplQUh5lvs+FQeJCGHyvd43gu1XX7QwOUfB92Q4AwGcPn0+tu93z8WPv+jK+fPRi4T5IKcdq5CWlzB1gL7d7+Pl/uAvnVkb/pfrRB8/iyXtncN2BOZwfwfpXOlHwvXtaBd8XRpBR7wfVe19/yTyA6oJvGoCrYFJdg3k132tdX2cGSYZt4idk5z0/yDRcIxleVs13JDsfPOg8v9LBzb/yIXz+sQsDrwMwDNdcFw3XRdeLZ75nmrVSbufFrcbUtihYqiLz3c9wbbXrQcq01Nd1BGYaLk4utnXmPyvwoAFGs+aWzqBJKfHAKbtSG6pd35GQnZeJ9zteds13I6fmW8kO1f9tBvHJVnK2ramy1xW58Bf2+Q6QCL4TrcbI7bye6PM9QJ/0qhh5n+8hM98x2Xmf83n4zAqu2juja0wHyQaa5x4Yl+xcBQq1IWTn1n2+/chBe/+8MrE8M0bTtXjHiSEy3zlu57RKOj9mzbftuYr6fBeoWoL4ftD/h63uicnOY1lw9bPmOhCwz3xPYp/vZBeIcm7nUfBd5jtNqUkGbzWmMt8Fz/qBMt/2yq3NCAffDBxHYLZR0zXfFISShGUtNLIC4nWLh3YqCfILrtmLS3e08GeffCy17j//1GN4/50n8IG7Thbuw99/8Rie8xu3DBXUFPHPd57As37jlsxg4fYjF/HuLzyBv/3CEwOvf3Gthw/eE/+Ma10P//7oebzk+v3YM9sYiezcDL515nsEMjgpZeGxf/z8GlxH4LoDswCyA9MsfvG9d+N3PvjAwPtlmi5R7WdetnW962nZed11UiYqXhCXnfdrNdb1g9SXMk0Q2QS1eRw5v4rVrq9lnoNiGq6R2zntX6vuYLrh9g2Ou16g19MzvuS8RNaUBk2U+Z7tMxEyCpYMJU1WhoquQcq29bTs3MFUw8XhM+r4turZLYloQNCsZcu2i/jCkYt4xRs/iUfO9O/3npX5dkpm7dq9AM2aYwTf8ZrvZBBSdhCf7BfctGxNlYVpulW0aSllLDPWrLla6QJEE1xpwzX7usGqiYy8RpP9jtzOhzdcCyQKFR6Hz67g6v2zpfoKJ+lVYLhG9am1IWTnuua7n+zckDLvn6s2811KsZIYyUeu1fF1RJlvs+a7nOzcxtE/q+ZbiOEnpWIBd6xsKCo5coSwlk1Pott5sj66TOZ7ycx8l/hM5KMQ/V7uePTLfEdeA/YlQ7TIJD7nRwEH3wwAJeulzDfJoymoa5uZb2MASbLzuuvg+7/6yfj8kQv44uNRhvvMchtv/dgjAIAHThUPUr909CKW2p7OsJbh/Eqn7xfVZw+fx8JaL3P9p8La9n++40TpbRN//6VjeN3//RJOL0Wz4p9+5Dy6XoCvvX4/ds80RiI7VzXfKgilXs6jyHx/+L7TeNb/ukUHCkmOnF/FZbumdBsn20zM5x67gM9kKCJsoe1MN1w96ZAXUK4ZNd/1jB6wXihL063GvMjtvGtmfb109o2gQfB6zx94RpaUJXS/DUo3w3CNPk+rriYr+snCzWNpfm4vEdBSRssNVQMk768i8w1kD9ro3PQSmZuaIzBjTCZesXtGt48zoQFAs+aUlp3TPXfBouSDHGiTsvOigWi75+NPbjusj387zHynZecCrpPOMJfOoCUGR8Nlvum4un1l564Tz3x3MjLfubLzCcyIxI77CAaNQ/f5Nmq+gfyAuuP5OHphDVfvndGB8yDZQN+4p4Dy8lUbqD41r8WeDTamYYBqO0n3xL658We+zUm0MrJzNzfznQi+w58kpTc7VliblGnVQMEyCek0/X/4VmPZkxN0n9Qdp1Q/ce12PkGZ76h9nPqdyoDKys57JW4+ajWWp5johzJcK1I5UebbXnZO1woH38yWZrZZ0/LTKPMdys7NzHdoGlRzhK6BAoBXPftJ2Dldx9s+flj/7Q8+9BC6foDnXLW7b/B9+IwKio+ci9pxPX5+NSVX/9C9p/Al42/L7R5e9Lsfw3tuL85a3x9u/2hGu69ToSPyg6eXraWkSegLmQyeAOCTD5/FTMPFs6/cjb2zTZxf7Qz95bPc8XRrONvM9zs/e0Q72ebx0KllrHV9bbKX5PHza7hiz4yehLEdDC6t93BuiPYslN2cDmXUQIHhWi8uO08ZrgVS1Xxn9vmOPo/5RZzM8Ge5MZeF7q+82nVboj7fUS0wmZRN1d3Q8bt4H819MB2/k1JuPZgSlPkmFcIYM9996td08J0wh3MdEcuWXrFnurDVWLNeXnZO67MZtC2G52Q+lfnOf89nD5/H73zwAXwhLE3o9IJ48B36c1DNd9KtvTfgIN4ZReabTLcs3M5TNd9e1Dt+teNBCOhnDhEZrg20e2OlbObSdn2DBt906mmyLG8A/8SFNQRSOZ0PY7hHk1jNMWa+adKm7qY7WthiXfMdBFop1aq7mG/VSrcb+4tPPYY/++SjpfYLKO/VYJLXaozOh5adx2q+rXbRqk0bbVckZedDXg55NfF03bmOAET5zzJJhmtRz+3o2DVcp7ThWqma7yBe8112nCplPyWE+knlEWW+kybxOT8KOPhmAISZ70488x0LvhOZ70t2tmKzmjPNGr77eVfiI/edxkfuO42//PRjeM8Xn8D3PO9KvPzGAzi30imseSYJ7pHzUWb6f33gfrz2r7+oHwRSSvz8P9yF3zVkzHcfW8Rq14+9L4kfSDwYBtWPn08H36eX2pht1uA6YuDsNx0zM/P92LlVJeOrOdgz00C7Fwxl1EUS4dlwILUzPBdFGfV2z8cvv+9e/N0XjxWu+2x4brIy31JKHDm3iiv3TEc9gC0/x1K7h7PLg0860PFq1V00ag7qrtCtsZKsJzLf6ZrvIFbz7QWm23m0f2YWPCnFNwfBNm28sqDzNWzWmAbHTTP4DuXIOvPdZxtmZtw8BpSB0TXffjwzSse5ssx3luy8F3dpp32su44uUai7ApfunMp2O4/Jzst9w+vSBMv2LzNG/3mAar7z30vX/bnVrvLD8Hw0aw5qYbBNx0b9TQ1qzUAiZp43wCB+mMw3fa5mzSkMboKE7LxVdyFldD5Xuz5mGrXYIFTtY7idCcyI9HKCg0EZus+3nmAqruOmZ+qOqbrOfA9y/unz61Zj45CdSxWYDJf5lrGfeXi+1CZRgDJdKys7/+A9p/DBe05Z7ld0zAfxaiDot7TsXP2sx2q+/cxlc/eRanGLar617Hy0bufm+zMz366AI0qYx02i4VogU+ezWbd7HpuZ73Ju5+qeGrTm2+9T803fAzR+sDk/tLpJfM6PAg6+GQBR5ltKabidqyBh3TCymg9lx9RmzOQ1z78SrbqDH3zn7fjV99+HJ++dwY997bW4/qAy6XowzD4HgcSt95/WN+TF1a6uhzZl4Q+cWsLZ5Y6WhR+7uI6Laz3cdWxR3+h3hS3OLhQEoEfOr2ojn8czgvRTS21cuXcaL7hmL95/14mBAkWaWDD7bp9cbOPSHeo47R6BRJwCHcp811wHO6bqhZlvCqYv9tnu2eX84PvCahfLHU9lvhvqkbFmMRjseD7avQBdP9AZ2bJQgEWZm5lmdkDZ9QJ4gTRajWW5nVPGJBpcFrUaA9Ky81grpAEnUuhaGdYpPKr5dvRgl7LFU3UX040o8318YR0/8e4vpzJo9Pnrbjx7mqz5zm01NiaPBj+QWO54up94oexcO7OTKVxUJ3xwR0s7wSeJy84Hy3zbZEwW13sxyTlAktn899Ckz7nlDrp+ACmhn8GtuptyOwfigy1zv2zq63TwHUa2zZo7sNu5WfdbNHAikx+CJpDoWb3aiTwcTGhgOomy81if5hHsn6drvqP1PnZuNaawKkLXfNeLewXT9Ww+SwYyXNMmkGodo+jqkIRk5zXHGbjmW2e++7xduZ1Hw+T9883SsvNekPYOyd+eGVz2Xz5L3g30z3zHa74HlJ1bZDrjNd+DT5YQeYZrenLYdSAgSn+WiZKdS5macFSZb4vvmrWeNkwsV/Mt4TqmS36589Tf7ZzODz277fZpkH3ZLHDwzQBQvb5X2h6W1j39BXDRyHxPG32+gchszWT3TAN/8T3Pxpte9Qx84mdfglt+6muwY7qOp4TtqUj6/cF7T+H7/+p2fOzBMwCAR8+prLfrCBwJg+/VjocnLqgBxt3HVIB97wn1c63r46HTal13HVsI9zU/uHzgpFp2rlnLzHyfWmzj4HwL3/z0S/HEhXV8+YmF4oOVAU0e0ESBlBInF9ZxyU4lzd87q+rFhnFUJ2UCBT6AOuZFAT2pF/pJ088VZL6PXVTn4Um7pnQA0LYIPM3M5dmVwerk1gzZOYDcOmbtiq4zngU137Us2Xl28J3MOJmD4EGzvrrme0izMlN2ToNdOn+R27nax48+cAbvu+MEHj0bn3yic7RzuhGri066nSdrgps1VYc2rsw3nZedoaN/seFaJDtXrWaErhO+ZMdU2PM9I/gOV9moOSnZdj9IHWGb+Z7PCL6LBhV03Z1f7ehBFwWnTUPOXa85ut4zlgmKDeIHyHzXBped617PFrLzeM23Omc0wbXa9XV5g4mWnU/goKysbLgftA7zOfRT77kDv/b++6zeT/cNBd95Eyo9PZE3XJ93Xe9PAcAYYppAStUSzxm8RSC9r4zbOaBM106XzHx7voypqYooW7aQm/kOdzlV802Z71o0YUfn2fYRSNssOnT0fWFOrqmab7tt5K7XVJYY/6fnu+tQ5ttyfRNouBYEMlVGYJP5llJicb2nx5plar59qSZCI6O+kvssi/t8+4lJH5tnt675nsBJ1lHAwTcDIMp8nwuz3pfuaGFxXUke17um27kaDJHZWpLnX7MX3/KMQ7h8z7Sevds318SemYaWft9yv+p9fXtozkb13s++cpeWjz98JqpRvifMbt8d/gSALx9dAADcFQbmRU7i959cgusIvOi6fZmZ79NLbeyfb+HrbzqARs3B++8sLz2numaqH19a97Da9XXme8+sCiKGMV2jgGQuEXzbZb6LjaGKMt8kZdo104hk5xaZb7Nmt2ydHGG2GgPUdZoV8OkWW/V8wzUl5zJrviO3825O5ju5rZjsfMDMN010DBu49owsEw126fy1jMy3lBJPhF4HycE3ff6dU/XYl3WU8Y7XU1PgI4Rq5zUut/Mlfc3VY/tjQuecBiWqpj9uCHdo5xTqrnLdTq4jkp27pQdfFKzYOtBmZ74Lgu/w2jq/0tXXXNPIfBMN14mVUej9ixl/9d3F1CC+OUTwTdtu1mz6fEe/JzPfax0P082MzPcEG66VnfTou76Mmu/zK13r7GvU55uC7+xzSs+/es2JdYMovb9+dE8B4zlHfqiYcDNa7JVZB9A/CFBu59FFun+uWbqMygukdWbV/DxW7Zhygu884yxyAa87Rs13Sdm5bgHVR9UCJPt8Dz9hFp+cSP+97qrJV9vLgt6X7IyykfhB+nzaZL5Xuz68QGojXtt7T0qpZedCXzejznyrn7USE6d0fU3gY34kcPDNAFDZ1JW2p4PDq/fP6sygaWS1b7aJ177oyfimp19Sav3XXzKHB08tIwgkPv7gWQDQzuiHz66g4Tr46mv34dxKF8vtHh4Ks+TzrZoOuu8+voTrD85h13QddzxxEedXOjorWySrvv/kEq7eN4NrD8zi5FI7FoC0ez4urvVwcL6FuVYdNxycwyNnyrWAklLiHGW+w+D7xKLar0t3xmXnJOkfhKzM967pRqHjMhlwXEgYcfz1Z4/EBnSUjc0Kvs1WSTQJYxV8m5nvQYNvo281oJyPswI+kulq2XnNSWUbaCBl9vnOkp13vSgoSBuumbLzAWu+VynzPUK3c1d97ij4djDTrKnMhh/gaKj4SAaL9Pl3TTfifb61oVh89rlmDArySgBGAWXkd4WZ7yLZuVnzTYYudB1csqMVm2wxGcbtvKuPz2Cyc0cUD450zfdKRxsitYzMN6HczsPgO3b+sjNEeSQH8dS6bhCizLfbN/NtyitbiezsSsfTkygmE93n25zAGkFmnqSj5rN6pePldqVIYvb5Bopk5+E5cx00h8p8R88kwH4Q/67PH7Vq2wfQdRN2DBhSdt7v/T0viPXQ3j/fQtcPrI8/oLLs1sF3ybIFL+O5DOTLh+nyNCfsysrObSYu6CUz862C4iGDb7Pm25Sdhx+s5jgQAtatxuj+mETDNZNGze0bfNNYb0+Y+bYtpaLLzBVCewWUOU1SyszJ7eQygOl2bvGdFC7CNd/MlmauWcNK19NB0jX7VT9nMhCjjKIQAr/wyhtwzf65Uut/yoF5PHR6BXccW8D51S4u2dHCnU8soOcHOHx2BVftncHV+2YAKMfzB08vo1V38LIbDuDu40uQUuKe44t46qEdeMaTduLLRxd0UH79wbnCzPcDp5Zx/cF5XLFnGlJCy9mBqGfnwdC5fc9ss3Rd9krH0wMVOl4nw+CbZOd7ZtQDcZhe3yuJmm8A2D1Tx4WCgJ6y1qYL5h1PXMTr33evViCsd3297qzabDP4btXsDdfMzPegwXdKdm648mctN5XT5zsIpJa56ppvP9DtqJKyc5IJp1uNGfXgA2Z9R5X57pjBdy3KfDtCDaJntCmar13+k1/gy1reXY+bdPnxwWmWvHGmWRvKQLAIMo6joDVL0aZl57rVWKD3jwzXLt05pY9N8rObZlS9koN4nfkeMPiuZbQHM6FJp3MrXR2MUgDV1OoOofsdA/GsWdmWV7QMZZWbFoO9PLTbeag4yAvAVM139LsuaaHMd47s3BX2A7iqibWKGsF4Psp8Rytb6Xixic0idKuxxgA138P0+aaaYstz9Pp/ugd//8XjVsvK0O2car4HqSs3+7EX0QuklmgDKvMNlFNyeYG0zqzGyhZKZL6dnMx38hFDvzYMZQJN7pXNFhdd37rPtxFhOGL4e8KcSIzLzqPMtyPs5e3acM0PxuJPMAiZhmu1/m7nVGJYNvNt9mSPDNfsj4UOkgu2F7UBtW9BaBotb0U4+GYAqIBOyqgVFwXfJxZUMJllfFOG6w/OYb3n468+cwSOAH7kJdeg4wW478QSDp9dxdX7Z3DlXhV8P3Z+FQ+dXsa1++fw9CftxLmVDr50dAEXVrt46mU78MzLd+GRsyv4zOHzEAJ40XX7sNz2MmeXF9d6OL6wjhsumccVe9T6Tek51Wgf2KGC5EH6cdPye2YaOLnYhpRSHzeSnU81XMw03OFk5+GAyxyQ7ppp4OJqL/cBtahrvnv6y4omHEg1YNahZ83oLxnBt+MINGuOVesbCqCA/sH30fNrmZ9Bu53XoprvpAM5EGWGosy3yAxAakbw3fOkDoDNmdueH2gn+aSxXLs3XOa75wf6S3JUbud1Jx58T9VdCCEwbbRmeyIn+F41gm9TKeAl5OZ+VvDdcIfO3ueRzHwna7KllPo6oIFXL5A6o0PBxqGdU2gYSgcTU3ZeNvNd1u08lfnu0+d73ch8U+DVTGS+KcDJrPnOKCEowg+U87hjyM67AxquUQBK12Te5ql2lyCjIFKXbErDtVFnvqnmm1QeYccL28wr3dJRzXe/4FsMFXz7icy3zSmSUqak2VJK/M3njmZO8pLsvDbEdUDb6u92HmiJNhAF36dzWnLmbcu25tu8fmwUK3mZb72OZOY7kYFUfb7VMbZ2CLfIfEcBXbzme3jZebSuWBZcfz+pzLe94Zr6KftkbqvEl+ng20aJROM0nfm2nOkwzVR1zXeJW1+XIdjIzstkvoP4/m01OPhmAACzTTU4pMD0yXtV8E0Z3GSv1bJcf4nKlL//zhN45uW78NIb9gMAPvvoeRy9sIar983iit2U+V7Fg6eW8ZSDc7j50A4AwLs/fxQAcNOlKvMtJfCe25/Ak/fO4Em7lflblvT8/rDO/PpL5nBFuJxpukbBd5T5VgZmZWbbSEp+46Xz6IQDoxML66g5AvvCL2sA2D3bKGy31g/tdm7WfE830PWDXOdtGqT5gdQBDQXbxy6q42DO4ufJzps1R2emphquZc232l7DdQqD7zufWMCLfu9juOX+M6nX2j0frboTc9nOlp2na767GZlc11FGYa4j0PF8rHV9HcyYvZt3hEFfsp1YuxfobQzSaoyuUdcRI+nzXXeFnhAB1Lmi80TZ3+ML65kZfkBdU3Ru6ctaSplyEPczBnkq8z2e4JsGEjunszPfHS/QX+h6IO1Hg5brD87hsl1TuPHSeSvZeSDLGbtow7U+QXvXC7De8zNqvu1k52bNd+R2rj4P1ebWMmu+0wPTIvyEyc8wNd9mq7Gi7efJztvacM3bdIZrZeX+/dBu58aEBKCuK5sJUG241ifzndU5YRApbs+P7ilz+0VE7Qyj7T10egW/8N678fGH0t8JJDt3jQCyLDYBpB+qpWpmzXc4TijTbszzB6v5trpvM4Jc8/e04VpcmaBqvktmvi1cqGld6T7fwwbfJC8XmYZrtQEy3/SdNimma8kuEIDd85hUjntnacLa7vOYJQKDtBpLquOyiMrWqBzFYr1c881sB0jKfOT8KnZN1/UNTBnc1pCZ72v3z4UzksDXXr8fl+yYwqGdU/jHLx2DH0hcvW8WUw0Xl+xo4Y4nFnBmuYOnHJjDjZfMwxHA++86AUcAN14yj6c/aScAJbN5+mU7tczmQobx2AMnVfB94yXz2D3TCB3Po8z36cVE8D2jgtkygRHVS9NEwcnFNk4utnFgPt4Lfc9McySy86TbOZBf876wHv2djNkoED6eyHzPNWsxqTixuBbP3E3XXTvZeZj5vnLvtO4jnsV7v6zkhp89fD712lo3Xvc528zOtvaTndMgljKjdVfoLys6hh0tJZaYD++HlOzc8/Xyg7Qao+NwaOfU0MF3zwv0IMpsNUZBDJlV0T0ApA3XljsqwKm7TkpqDqTl5+agYLpRG9qxPY/lNgXf2TXf5vWn66+DqD7z2gNz+NTPfS0OzLdiSgcTs883vd8WPVHjFY8MaDIr5Xbep+0OBVbroScFYMjOa9E1DkQTIlk1+0CJ4Nt4Vg1T850KwHJGWlLKmCyV1C2R4ZqfWfMdGa4NtHtjJav38KBQqQwQXe/mM8Mm+51qNZZz0Mz2cPVhar6NDgyAZa9qQ7lC0HMqKyAi2bk2DRvgOHsWwbcpxScGk53b13yb7aGsTKn8KBg1oV9Thmvh7/E+33YqAL1f+tjlZ8vp7+aEXhkjtDwoK5zMous+344DgXL1660+90bVBBmZ76bF81jLzin4tnXYp3NlPIvLTJLYZb7jigurkgp2O2e2A+Sg/fj5NeydbepB76gy31MNF1eGsu+XPEVlvb/iil146LQyN7t6n8q0X7lnBp96+BwA4LqDc5hquLh2/xzavQDX7le/75iq6/rwp162Q0tTs3p9339yGbtnGtg/14QQApfvmcbjF+KZ71bd0S7uuja7hDyclr350h16nScW1nFpWO9N7J0tL2k3WcnKfPfpH04PZCCanDgb7gPJzikYf/L+2dzMtxl8t6wz3z24jsAVe2ZyM99+IPGvd58EAHzp6MXU62tdP3btkclX8ks/2Q88abiWlE3XXUfXwdO1HgVUAZo1F626k/qcnTCL6TpioKwvnf8r9kyj3QsGbpUDqMFCIyFBXlzvReZ04bF44FRkZJQlO59t1VBzI5l+VvYlWbMFqImQcWW+dQu0qWy3c7McwJSQmlkqIs+9OWlGVSbzEfX5Lr4PTL8Ek34STPO4Hg8VKhTMUuY7kp2nM4Be2UF8IvgeLvMdBXLm76nlZKLPN8nOe8qhf7Xr6ZZxJjRInEQ54ij7fJsDVDoXpYPvQWq+3cEz357luY9tO4ieu9H+5AfHdN3o8oMBMpa+EUDmoQM645ky06xhtlkr1eu7N3Dmu//y9NFta77p97rut1ze7dzcr7y30HbM3RqN27kK6NXkZfR3s9WYEMIqcxs9/7OVURuFH6SVDMqDo0/N9zqVPzbD9VhOphjqCX0dlThNOvNdcPx0qzHHflKOFplEhdMo4OCbARBlvk8utrFntqHlnicX44Zrw/C0y3bgsl1TuCGUoH/l5Tv1a08Og+kr987oL/2nHFDLUUb5pkPzevlnXr4rXOdOPdOXlfm+76RySCf50xV7plOy84PzLf36bmoJViJDTVLymy5V+3dqsY0Ti+va6ZzYPdMYzu287WGq7sYGybv6BN+L6z39RUvZcQqEj11cV07t4f5fvXfGKvieqrvWNd/zrZpuz5LF5x+7gDPLHVy1dwb3nlhMrbdt9JgHoB28k4HBejfQ+wYg1ds5WRvXcB3dfm132M6KBqY9P0CjJjCdUV/e7gVo1R1MD9hmi87/5WEJxCDZc6LrBTqDEUnnpR5M0HG73wy+E8d3teNhplFD3XFisnsiVfNtDESnc9zOzyy3rZQRRSy1Ve06BWTJL+B147yYkwbJjAGA3L7F2nCtRhLM8pnvvnV47fzg20Z2DkSTZMnMNwU4dA2Y6+uWDAKTdYZDZb6TsvM8wzUZH2RS5rvjBWj3VFnBTJbsfJIN10xDqBG2VaL7abVk8G3d59uo+abzNlSf7/Bc2mVv07LVoj7cQaACOZpoK6NYIXoZKp/UMh5llePD5P1zzZKy8wA9384YrqxngCnDNon6NcfXoVuN1SLVABmulTUpy1p/8u+jlp0HoVrGSUxemq3GVJ9vu2ce0L8TQNVkZb5VMqF4/xbXemjUHP3MtK35luFijuF2XirzbVGbTauLar4t1ksZ9cl7zI8EDr4ZAPFs6p7ZJuqug7lmDScWwsz3kLJzAPjVb74J7/mh5+kH8ldesRuA6ilOD4yr9qqgZL5Vw4F5NYP3tMtU8P3UMAgHgFfcdBDXH5zDTZfOR5nvRAC6uNbDvScW8awrdum/XbFnBscurukHxelQHk7s1Zlv+y/X86tdzLdqOLRrCkIAJxfWcWqxjUt2xINvclIf1L1xtevFnM4BVfMNFAffuiY+zIJTsE2S1rPLHeyeaWD3TMM6+LZxuV5a9zA/Vce+uSYurHUzZ5bff9cJTNVd/OTLrkXPl7qnO7Fm9JgHoB28k9unIDmSnccN18yab0B9CVzMy3z7KqidqrspR/N22HYvz/itH+eW1TZJBTKM6VrXizLfNNgFooE23VMPnVrWgXjyC3y5rWTnNVfoumcza5o0XjNlhLM59fff/rbP4i0fe3jgz0X7Ndeq5fZ0pskWIJJ+J82RiEYtz3BN/WwOkPnuhtvs95482bkjinsUt3u+Lqc5vkDBdzzzTZNqUeY7fb0Dg8nObTItuetKGq7l1nwn3c6jzDeZGc5sOsO1csfddl1tLy07zyoRSqJl5/1qvkfkdk5Bc1Ry0P89OvOdOemXXj6QZLhmn11P4hv+Fv32iwJVYs9suUl0XdNueR8SNnJb04DMRPVsTn8+nfmO9fnOn+jI3mb/CQLTQZtwhBja7Zy8KZKTl/S8q7mh4ZqNaiClfJqM4DvX7bzXJ/he72HnVD1qI1dSdh53Oy+xvzpIzn9X0jPG7tpWy7DbObOlMYPvfaFb4o7p+kgz3zunG7Fs8PWXzGGq7uLq0FkdiIKS6w/O6yD9BdfswVyrhhdcs1cv97IbD+CDP/kitOoudoVZ+mQA+qlHziGQyg2duGL3NHq+1JMKp5baOLgjCr4p812m3di5lQ72hhMWe2ebuPfEEnq+TMnO98w00POldZuYJBQomVDm+2JG1h9QsvOrwmNqZr7nwiD+2MU1nF3uYO9sAzum6ljv+alBVyr4tpSdL7d7mG+p4FvK9DHt+QE+eM8pvOzGA/rcJqXnWbJzIB20ridaktXdeObOS2QIlOxcDV7p+jF7W9ddBzPN9CRD21PB93TTHShrfW61g0bN0e76tsH3xYxJm5js3BggRoZrUU926l6Q/AKnCR1dFx0EsUySrvnWdWFmzbe6DpKD31OLbZwukRnKYqndw3zorg9kyM6NiQ8KHLIGLQByDddS5kMD1Hz3k2Yv5cjOa64oHICsdX1cFk6aUfBNEyxjq/k2JlYaoQndIGURZquxou3LlOw8MlxbzfC3IPQ1MYGDsrLHvQizfnrQmu/IVLCP27lHmcPRGK6VkZ3TdWtev92izLeMu50PU/NddA3R/tQTz5R+bQLztmUT3JU3Sozk1klU7XP8b/TMi2TnwXhk50Y2lRiN7Fw94x0RdzvXhmvhazatsmhfkoarG40vJRKqc6vM98JaDzun63pSyva+iNrCiVzFROH+JtRxRduoueVl55M4yToKOPhmAEAHY0DUJ3DXdCNlZDVK6q6DX3jl9fi+F16l/3ZV2G7suoNRQH7N/jnc/Yavx3UHsnuL11wHO6bqqeDuEw+dxVyrhmeEBm0AjHZjqrXVmaWONlsDos9eRnZ+bqWjpe8H51s6gLw0lfkO1z2g4/lqJx18z7dqqDmioOa7i8t2TaHmqEwvycyfftlOAMp07dxKB/vmmtgRBqHJQd3iek+/Bqjgzs5wzcP8VE1P5iSl5585fB4XVrv4pqddgr2zTVyxZxpffDwefK9347Jz+vxJs7K1no+6G7URq7uqB2yQ+GIg2VPDdXSNFKkHIsO1MPPdqGW0GlOy85lGbSC38/MrXeydaWA2rGW1MV07dnENz/3NW/Hxh87G/t7NMFwD0plvQN1Xjsiq+fYx06zFZsuzsqZk7GMO8uhcmIGwH5YE2JQlFEGZ77x2QuZ5oUkWL6/mO6eG1ezzDdhnCgBkSvSzyKv5Tg4ek6x1fVy2Sz0/jl/MznzTOc+q+S7d5zuj5hvoP7mQhRf2W3fd4uxnkKhtpM/V8QKtqCgyXJtEIx7zOh1V5nu2WVPu/oEsLTuncoJmn4C65wfayCqvTMNunwM4Irombf0G6L16PVTznXEMA6n6R+vrfoCgyaZXdeSgHR8mO469A7OUMmph2ceckfaLbkO7+1b9dJPRGrJl3tpwzZSde+Vk51ly77xl4n2+R+F2ToZr8WvD/H7PmnTIWxdgys4n43kSJCZCAUvDtfUudkzVI1Mz2+A7oMy3GXzb7y9N6BS6nYcvRc8Fi/2ycNXfzHDwzQCID9SpT+DO6bjUeBy8+nlXagM2QAXHNx+aj/3Nhj0zjVgAKqXEJx4+ixdcvTf25XnFHpVNeuzcCi6sdtH1g5jsXEmKy/XjPr/S1SYXB3e0tLz7klTmO5S0D+h4vtJJGxAJIVSv74zMtx9ILHc87Jxu6GWWOx46XqAnJI5dXMfZMHNPAYI5qPNC5/eBar7Xo8w3kA6+P/7gWbTqjlYmfMXlu/ClowuxDO96LyE7L8h8t4xrlAKTXlI2bWS+yVU5kp1HGYqGK0JX92TNt49WzVU134Nkvlc62DPb1K39bOrGP//YBXT9QPfqJrp+EPV8zsh8m/fsFbun0ay5ObJzV8+W9/wgO/hOfHkCUWBkfgYKxIcNvunayctympM/uubbl5n9bqPMd3wdKbfzMdR8L64NVvPd7vnYOVXHXKumnxdRq7F45jur5rtsy6sst3Ng8Lpf1xFRkJwzeEpmeBqhZDQmO880XJtc2Xksczmimm+a5Op4Qay7gJ3hmgrMKKDOk672/EDfO26YARskE6gmwJxSdfmm4kivR2e+08vrzPcQrcZ0cF/odh7PEhNOn04FWesA7JQEPUPNZHffBhAibbhG+5lcA31eU5VC14Tt9RqTxpep+S4xaZG7bRk9W2LPOy1rdpThmk1wF56OyTNcy6757ttqbK2HHVONzDKkIugwmq3GrGdiEF03UhaUGGnFAq3eXpkwbKnCpMLBNwNADeBoEEptxigoAcaT+c6iUXPwLz/21XjpDQdKvW9XIvh+5MwKTi628TVP2Rdb7uB8C1fsmca7v/CEltSbsnOAarPL1XybmW8iP/M9aPDt66DNZPd0tov6crsHKdXAf9e0UgacCwPgq/fPYK5Zw7GLazi33MW+2aauSzUHdSSRTwbfVm7n7eLge7ndw67phg4mvuLynTi73NEGU4AKsqbq0cQQDcaTgW8yQ95IBFxJt+56LfpyI8d40+287ipTtZTsvBegWXcH7nF9fqWLvbMN/TlsMt93PLEAAKlyhSzDNSAKuh1H6GPypN3T6gs8w3Bt1sh893ypJywcYdZepo19onMR7RcFxe0+9Wn9SNZ8J7/U17KCb6PVmEmegVRSkltmEN81JmqKWFxXxnGNRN1ov1Zja+H1vDecCAWia1pPuCTdzmM1syUz3zJd8w0MmPkOJ0H6uZLLxDaFUBnavrJzkT0hMwmY52DYzDxdj3QM2j0fK+EzYKru2snODYOquityA8CuH6loRBisD1bzLVE3J14sVhHVRBs+DgWycOqDPEzNN22rKPiO2lMmMt9CWNehxj6TRXDnBzIKjG3v24ysN4CwtWtO5tv4fiwvOzeD7+xlzICOGInhWnjuHSeuHKL7ru4KOE45w7V+bfiqhiaXTJo1F34gC1UeS+skOy83OWm2GosM1+z316a9Ivl76Gd3CT8DznwzWx6SnlPme1cFme9RsTsRfJNE16z3BtQg5Edecg3uPbGEd33+KADEMt+0LtvstOcHuLjW1ceMAvmpuhtTDgBm5nsw2flKpxcrDyB2zdQzM99U07xzuo5d0w1trgYAe2ebOLRrCg+eXsZ6z1ey8zDANo18smSzUw1L2fm6kp1TAJFsz9LxgljQ+BWhMZ5Z9636fPfPfK/14j2BdTBpOJgD8cw3QecpcjuXqNccTDdrqeC70/O123nSjM2G8zrznS2fz4KC7+WM4JuCuppRr2VOlNExuXz3dKp9lB9IrPdIdh7VPVNWaKruGvVc6j1msDTTSJ8LOl42kzNFLLV7mGvVc7Oc67Ga72iCpUzNN/06SOa7Gw5Y+2a+E34JRFHmOwjPy1SjpstgGjVHZ7dosso890B84EP71aw5di2LRpj59gOpay/p9ywCmW6p06q76HiBvo5msmTnjn1gVzWjlJ2TcR21AV0PFQGtupNrjpm1PxScFQXUPT+IGYvZZNqy8PxAm14BdgFkNOlpZDK1FDpHdm5I28tmLM3+6cVu5zRhG79GXae4ZCS2jhwfhjy8QGrvA5vJm7wODwBNEsT/luy33O75+ljY3k82pnB03pKGa8PGUVpV48Q9M0xlm4Bdq7Go7Cg0XJsQt/O8zDdQPEGwEBqukdLTtoyKjqMwMt9lTM7M66ZY5SQMRUz/9dI+TOIk6yjg4JvRUECQzHy74az5JLN7Oh58f+Lhc7h63wwOJdp9AcC3PvMQLt89jb8Jg+9U5nvGvh/3xTWVXd6byHxfsrMVk1wBUYZ10My3qs9NT4IkJx6IhfUo+N4908DF1S7OhdveN9fEZbumcPcx5S5uys6pPRKQHXy36m7fzGbXC7De8zHfqqNVdzHfqqUy3x3Pj7l0P+XAHKYbLr5k1H2vJ1uNNbKD1qTsPNnbOem2SQGZIyIn6q4fQEqpa76n6+k+1mS4NtOoxTK+Nqh6e6WSyJtESNLu+bj/5BIApRQwMSWKlK0CohpmIMpOX75nGs16fEBN+6/czsMA1JM6W9Oqu0YP7XTNd/QZTNl5GHwP3WpMTdzkZTmzMt89P6/mO8/tPJRg1soNVmhbQP9syUJB8J03UKFzNFWPMt8tIzCiyYKk23lWBqJVd2PuxHkkDdeimu/y59ELVADWr+436XYOqHZj7Z6v7+/pTLfzcJ8ncFDWM4PvIfeP7kO6h9s9X5tuzk/VsbTe//ljZtGK2sf1PBn7jm9aGDxlridQ64kmSOxKHtR708qNrOBYZfMF6iVrW/X2jPNSdIry3M4dSzdtIK6EsAq+DQWCzecKCoPv9PGnz0vbML/fbAMuu1ZjtA+jNVyL5Msi1oJKm+O5jvV2aBlqcTgpmW9fpssI+rX/63g+1rp+LPNd1nDNHbDmO6ZAyJ2MUesnYVqZ8zOB1UUjgYNvRkNtrPYmMt9TdTcVSE4au2cb2lCs3fPxuUfPp7LeRN118KMvuQZSKmnW/rlm7PUyrURoOcpqXxIG8knJOaAGP/Ot2sCGayttL1t2PtPQdeYmZuC8c1odn7Nh9nnvbBOX7ZrW8u19c03Mt9Ky86zge7qhaoeLJFAUKFJgu2+uibMryeA70PVWgDK2uf7gHB46vQJAfdEqg7O04Vqq5rvnZcrOTTMutQ0Re32mWYsk6l5gODULTCVk534gVR/tWig7L5n5Xu546PoB9pXIfJNzPpCWnXcMwzUgCiJNlcp0Q32+A3MtVfNtfHmThDUmOzcy3y0j853VakzLzmOZ77Dme8A2VYAKMrpegPmizHeYWW/VHZ2xoIxrkrqbPXAJQnOjmpH1t8W25vvMUls725s4Tn6rMTqG0w1Xl6o0jXPazKn5jhmueTSBMlzmezjZeXFw5Acy9b3SqisvBjIzTBpMAkaf7wkclcVl58OtS9d8h8/l9VCOP9OsYcdUzarVWBBIPZBX2ez8Pt+mGmhQ2bnvR5lJwLLVWIbbec/PH3iT9DjLaNAGz7IuP3I7T8vOB5Fo2xh6qcw3yc77r78o8y2ESLudhzlhJ6y/Nb/fbA+jed/ly84p8x2XnQ+tBpFR7XA88x2VRWV97sx16QnKbE+QjUIZrsX/1u95HHV7qRnP3ZI1305Uo1/mSMTUPjnHkIwEy2TWI0XGZJyXUcPBN6OZbda0pBaI5LitCZecAyrz3fOVwdjtRy6i4wV40bXZwTcAfOtXHMKTdk9hz0wzVdO1e8a+HzdlsWmQTAPtZJsxYu9sU2efAfVQevWffw5/+JGHCh8yHc9H1w+0S3Zsf6cbWFjrpr7YFkIp+o6pBnbP1JXsfKUD1xHYNd2IqQJihmtrfWTn1BKoYHBGgeL8lBo875trpjPfvSCW+QbUsaeMPQVYZlA9nRHwAVGNLNFISIlTNd/ht9tssxZzAqblqeZ7vevr66BtBHwzTRerXa+UPMu8Vpo1lRnsl/kmyfmB+WYq891NSEXpWMZaszVcXLZ7Ck7oYmwOvs262prR95UGMs26owe2QSBTxj46891Ny87bQ2S+KaiYa9Xyg++uj2bNiWXn1UA0/ZUWXQvxddBAjloJFQ2+zOsAiILuftmSk4ttHJxvpv5ec/JbjdF1P1V3dTmLOUmVNNnLqvmmDKxqGWaXfRyd23lcdp63fSmRznyHZo40KTi9yQzXvIyAYNh1zeqa70B7NOyYqpdyOweQmnwzMWu+AZXtHcSAqhf6LpSRnXtauRKk/pbrdi4Qe2aVIeaHUCQ7127nadm5bfBtKiHK1nwPYpRoklXzHWWk1fGj53WZrLR5jfczXIvJzp3hZed5fb7p2U3XnlXNt6EOUuuYkMx3luy8TwcC+iyuU74FnzlREvmt2Z+oQPZ/5pFaJSpFsl8v13wzW57ZZh17Zpp69otk51nSv0mDJN0XV7v4/GPn4QjgWVfuyl2+7jp443c+E7/2LTelXts7GwXy/Ti3QjXUavuX7GjBdQSetGs6c/kn75vBg6eX9e+Hz67gkw+fw5tufRg/9q4vY73r4+JqF0fOrcYegCTtzcoE7ZppIJDZLcKAqObbDyQePbuK3TPKEZNaGQEqOG7UnJSRT6bsPLweigzHKICibPq+uVa27LwefwTtnK7rSYO1bjr4btZc1F2RabhmBp1Jh+u8mm+z3rnnB7F+tzPNGrxA6gArCr5dTDdqCGS54ISuFbrHZhquVfB9cL6Fa/bPZtZ8N910UGbWfH/LMy7Ff3nO5er1hOycsu6qz3ckzaZj1qrFM99JY5+ZTLfzMPgeon7uC0cuAgBuuGQ+V7pMky1119E1354fZJbHRAOX+DWjjZv61Mitdjw8+zduwYfvO63/ZtNqrOcHOLvSwcEMFYxb0GqMshhTDRf7wudKy5ik0jXfyT7fiYF+3U27AucxUrfzsO6330ArkOlBZrPuou2pILPuitTkHLCJDNdG5HZOPh/tno9lnfm2DL4DxGXnBa3GRpH59nyprzugXBDkZQRTeX2+Xcd0Oy+3n+b9UCg7NyZiTcpkcMvLzqV+jtu2CMxS+9B+JqFVknKAvgOm6q719RpYBN96O8a+lQnwO56fqawzgzjz+GhD0LDVmJXbOcnO64M/68ZBpuFanQwwsye16Vg4Foqj1PaCKPiOMtPl9lfvR56/R/hdS5dDGdn5JE6yjoL0SJ7Ztrz6eVfg9GJkirUrDL4n3WwNMOqpV7v4/JELuPHSecy10hJtk6+8Ijs4N2uz5/usg7KZJNWfbtTwrh/8KjzlYHZP8psP7cCtD5zBSpjBuCusuX71V12B//u5x/Ghe0/pQcg7v+85Wjpf5P5L+/vYuRW85/aLuOnSeXz1tfu04ZpyO1fLPHxmRffdPhQG346I1pEc1OkgOivz3S3KfMfftz8r8+0F2D0TH9jsmq7r/TaDXZOZZi1Ddh5vSZY02Ur2+aaM8Uyzpv/f86JA28woqyyrqwPKVj3K7Kx2PGtlyPmVyOwOUBMpK32k63c+saDbwp1dXom9ZtZ8A1HAZAZqr37elfr/zZoTazW0Ykh7V6Sn1xnJzp2o9jIjUMqSna/31P+Hqfm+9f7T2DVdx1dcvgv3nVD17slxmAq+1b3QNWTnmYZrOZnv5CC+lzOIX1jvYaXjxVz4dc13wYDtzHIHUkalKCaOI3Ileuakk+uoa6WZkfmma5wmD2I132EwlXQFziPf7XyQmm87t/NApmXn5HZunt8kZeqJq8YLM5ddP7DK7vRbFxBNcpEL/MH5FuZbdsG3qpFV/y82XJOxDhBF9eHF+5yceOl/jig7HFduRM+dJHTdlHV1jvaxf7Cg9ocmYuPXaJkMbtlWY14QqcFsJ82ygmwgO9jVLcCgJu1oAn2q4VrLzn2LYMvXAZ25P/aKgW/948/gpTfsx0+//Cmxv5slLUHGZE3NFWGLNftJn0l0O09O+OhWgTn3JH11uULkttbM35766QhhuJ3b31N2bufUwlBYKxPoM03gHOtI4Mw3o/ma6/bhO579JP071Xy3NlHm+8xSG18+uoBnX7l74HWR1JPajR0+u5Lbt/j8agc1R8SC9OdctTvTZAkAnnbZDkgJ3HtcBd13H1vATMPFG775JvzV9z4Hr3n+lXj9N96IqbqLjz5wRr+Psp6ZbudhYP0df/rv+O1/ewB/8OGHAKis9UyYHYwC9FXsDWvcLwuz87tnmnpAmwy+F9a6aNWdWIBJX1ZFjtZkBhRlvptY7fqxQE25ncevrZ3TDaz3fD0AB5AahM80aqla6aTsnAZM9GWla76p/jH8gpptutEXmyE7b7hRmy6dzU1kvs3XbDirJ2rUuciaRDA5v9LB0QtreMblOzE/VUsZLJlu5+ZnyrtfGzUXHWOAoSd0GrVYz9yeYbim3c4zemjrPt8ZsvP1nl9KukZ4foCPPngGL3nKflXblxPArfc8TDWUCsKUnWfXfKu/JQdX1AO53ke+Su3ZzEA0qzdxklM5rQwBdR3mZr4N2XlkuJbOfNcTme9eLMumjkWRvN0kOYjvZ/BThOdHpkhAgTQ1yJadq37WHmZyrmOd2ZnAUZnnS31P9gueji+sF75O2TzyYlkPjego870eeiMUrsNoRVXkYJ7KfA9ouEbBEWU8bQI6L+Neonsx6xST7DwqtygZfBvLF/f5pjritOGa7bUXbzXW/z1eEF0/tvdtUeY73WosDL7DPumkWlLBt91nslEOZPX5FkJYT0gdu7imJ16T66WsfbzVWDhR4qiJHxsxBH2MzSA7p8nXvPvXbBdWtuY7kqwbNdkl9tfcTNFEK32kpGohd73sds5sV3ZOUeZ78i8TCi4//tA5dLwAzxkm+A7XdW6liwurXXzDGz+Jd372SOay51e62D3TSLlT5nHzoR0AgLsp+D6+iJsO7YDrCLzoun34pW+8Ed//wqvw3CfvxicePqvft1KQ+b72wCx2zzTwDTcfxNffdAAPnFqCH0gsrPV06cCu8DP5gdSZ713T9XCAH/VzTwbfWa2SphrqeigMvnXmW+3v7nA/TFd25Xaelp3Tdk3jKZPZrMx3oh94qubbqAkDooBsphE3XDOlhlM5wXez5urAoIzjOWW+6VzMtood0+88tgAAeMaTdmKuVU/XfCcM1+gLOk+p0kz0+aas+1wrqvmOZ75d9HwJKSU8w7iJcB2BqXpcOm9mvAepF/7S0QUsrPXw0hsO6G0A6S91U3aug+9Q7pyk7sSvBUJl0CI1RJ6BIAUhpmrAxnCNgu/czHfOW03ZOXlJmJNfeTXf8RpINTHjiHxjN5PkIN70QSiLF8iY2znt17/efRJf+esf0ccsS17ZCq/Rta6X+awDyvWKrRqVuQyDp4JB4yNnVvCC3/5orK1iEgrWZrXbeRAZrk2nzTGzMA3Xkq0GTbpeWnY+cL2/a8hLbTLfidIgILoXs84x1f1mGQ3a7SNNsBb7IUS+CYnnXokMbsxEzuJ4DiI7zxt7ZBuu0WuA6zj6O7ZVc62VJOZn7ys7N+5v17GvJe76AU4ttVN/p8A0Kf33g0B7kmTVuhd9jjKtxj79yDn80F/fPtDEsi2+TJcMUHlZbs23H0nHabKtbM03ZaXNv9ntr4Xs3HjWK0WG/X5xzTez7Zhr1eCIdOZxEqHg+yP3nQIAPGuozHcUKH728Hl0/QAPnlrJXPZc2LfZlv1zLRycb+Hu44vw/AD3nljCU8OA3OSF1+zFo2dXceziGoAoS5lV833Jjil86fVfh7f8l6/A1914EO1egMfOrWBxvasDZ7Nn+9459fmEELhiz3QsMzdvEXxTIFAkLU7WfFM21swetntBquabsvgX17qxIMRkuhl3IZdSYq3r6UkBIMoCm1lRIF3zPdusabllL2W4RtltT++v+vyqBzgQr3fux/mVLnZN12PbLnI7v/OJRTgCeOqhHZhr1bDa9ePuucnevJT5zpksayakpCthMD/TrOkBpudLPfCl9QRSfQFmZViU8Zxp4mae3/KS5VvvP426K/Ci6/YCiNzVs1qNteqJ4DsnC+SEGeB0n28Za6PYyxkR0DEzgxEbw7WTiyqzecl8ds133qDCVHzsDbsomJNUUc232u+smm+VgXRS8sw8koN47a7bp6Vg9rqCWPaTzt3j59dwfjW6r7NqvrXhWsfX91iSfi3MNhIviIKnosHviTDrfaGg7aR2O29GbucrHQ9zrVpmW8jMdRjHuLDVmJ/unDCQ4Zof6OuOtt+PrJpv8nHIq/kWQpTO8CW3V3eLXbG9nMy3sMysAkk1ip3hGn0/WN23Oc9ltZ/pYNes76058cy37e0Uc4svCLbUdqK/2crOpZToeIGevDShNlxJ07teIPUkqxDl+ny3csqSsvjco+fxoXtPj1WiTl04TGwz3zVXaCd765pvyprHDNfs99dKdm54T9heB7SqSSwvGgUcfDO5OI7AzunGpqj5nm64aNQcnFvp4sl7Z7Bvzj4gThLVfHfwqUfOAQAeP7+auey5lW4sc2zDUy/bgbuPLeLhMyvoeAGedlk6+KZa7089rLa/XBB8m9x06TwA1aJKZb7D4Hsm2sd9xmTB73/70/FL/+FG/fuOqXqshU1m5ptqvvtkvl0nkm7TF5zZH7zT89Oy83BbF1d7MfmtSTJo7foBAhmfJErWfHuGIYv5utlqrOsFuh1M3XV0dpuCoY4hO5+xMJ1LkpyomWnUdLuvLI5eWMMlO6Yw06xp/wJaPghU27N+rcZMmjU30edbfZ6ZphvLfPf0oEStxwuC3JY2Sen8Ws+s/y4ffN9y/2k896o9+vPm1fe2w/7v9VpkuFbk/JsVeFBgErkm52cFzZ+AXc33qcU2WnVHqz9MXEfkbs+87uenlBleVua7qOa75weouWl5Zh7pzPfgdZCU/aSJEzp3XuJeDCRyW40pV+8c2XkJx9yq8XypM2lFg0YKmgtbXVHNt+Gt0O4FmGnUtJdGv8y32b89Oflm0vPjfb6HNVzrV3IQe0+QNi8scjuXMgoead9L7aPOaDtWNd9pt/PBnMFt7qVeEMAtcd9mKZIIR6Tb3UnjNdcRWnnVKmO4Fst85y1D2zEN1+xagCm1lfLvSXpOUBuupJGkFz7vAISGa/aTPq0SNd80Fhin6ibb7Tzcxz5u53S8a45TvubblJ0P6Hae6wGQkJ2XMcTborE3B99MMS+6di+eefnOjd6NvgghtLR5mHpvQA0855o1nF/t4jOHVfB7JCf4PrXYxv657LZieTzt0A48em4Vnzl8HgAyM9/X7p/FgfkmPhkG32dCCVaeFJO4Zv8sGq6D+04uxQLnuWZND1bMiYmbD+3ANftn9e9p2bmXITu3q/meb9X04LqVEbB3vHTmm2Tyi+vdTLdzQAWtWVLnLLdzCqbNVhxAFKjOhu2shFCDP/oCbtRE9Dm1g3e65rts5nuPMQnSr+b7xMK6bllHtf40aKe67EzDtZzgO1nzuWI4SmvTMSPzTUGEH8jQuCkj+G7UYsfAVEO0LbOm3/0Xn8e3vfXTeOdnj+Dw2VW89Ib9+rV+svOmG/X5TtatmqgMeToL5AjDNTlnsBJlvtM130UBysmlNi7ZMZUKMOlz5Q0q1g0TJCEELtkxFTM81JnvhOw8lmULjb9snZmThmtR5nsAw7WcPt/aWCuIsppZNd9tT7Uay1NcUSJyEjMiPT+SnRcdd/JvKPoMuuY7fOZT2cpM043aQvaTncsB+3wPaLhmyoKBcrJz8/6LrpG8bWRPOtlA2+nXhk9/Fwzldi4z/58HTYK5lvXRQcmab9ptAfXcW+tE3522tbXxmu/izLf56BPC7nowr9EzS3GTVi9sZec48YkFc3LYccq6nRcHtiY05hln8J3tdl4sO9fZ6/AY1FxRuuY7brhWYn9jme/8/aPnkG1WnhaZxPKiUTD5emJmQ3njq5650btgze6ZBk4ttfHsq4YLvgFg92wDdx1bxOPn13DpjhZOLLax3O7FHNTbPR+nltq4Yk92W7E8bg4z3e/+/FHMNmu4cs9MahkhBL762n245f7TOLPUxltvO4ybD83j4HxxoF93HVx3cBb3nVjCwnqU+RZCqRjOrXRime8kO6bqWO36ejC2tN7DDZfEndunbGTn7V5mwEABGUnL0oZrYeZ7raczNknZuQpa0+2t4n2+4yZbpiELEO/zLcL6QdNwLS47p5rvSI5NxyCZ+X7g1BIERKbb/bnVDm64ZF7/Ptt0C2XnJxbX8cwn7QIQyfcp+KYvYVOOnNVqzKSZGHyvdTz9GaP6ybjbufqbDCXd6cB2phmv+TbLAWwdz+98YgFL7R6+dHQBAPCysN4byG8rRTX+9VpPS6OLMt91N20gFcnOw6x/zsCBTOpo4iIIjwdQLCU9vdjOvV+TfWpNktfzn3/Ps3SNL6AmPISAlmVnuT73PJUJqjmWEr8gx3BtoMx3OEBOnLso820G34lBZuh2vrpJDdf8QOrzVrR/5N9QJE03vRdqjsC5UKI+16pFz4NSmW8393ymSlhyDNeCQPlI591nvSDAbL1mlAYU7l64j3FFBGB4deTIzs3M98A13zWnUHmkZefJ4Ltg4ixvW4B9qzEdXNpmvnPdztPya2245qjnBp1j1Wqs7+YAKOl39P/sN8lEMAjY18qbE8Snltp40u5ofBUEKrh2E2VESnGhzpOtrFl3QAlLj2zOTxXBd1Gf79xWY5RcCK8F17Hz+gCiczVoqzGrmm/jOnVKfCeZ+7fV4Mw3s2UgufgwZmvEnpkGvvj4RQDAdz77cgCqZtHkiQvq98t3lwu+KdP98JkV3HxoPlc29tXX7sXCWg+v/vPPY6Xj4Q+/4xlWxm43XjKPe08sYXGthx1TUaZ194wasO0tkOSTRJbc1RfXe9p4j7DLfPdiDvBJqTp96ScN16jme2Etkp0nM2DJoFXLdM3g242bqOgvJ10nG8rOw/eoDKrUy6vgOx5ga7fzmpH5TgSYv/K+e/GL770785icW+5gbzLz3c12BQ8CiVOLbVwSZr7nW/HzQsF3PPMdSvzzZOeJPt+mQ7wOvv242zmgzFxUTXB6nckSgFjm27JNVdcL8L3Pvwpv/q5n4g3fdGNssJUnO1/remnDtYIsUMMVKUMdPzmIz3U7jwff5rXrhaqALE4utjPN1oDi7Nm6Ud4AANcemIupa3ZM1/GO730O/uMzLgWAmFM94QVGqzGLQVjy2A1T861l5/rcRX8HInMgsw6QILdzMhbLIpKdT96gzNatmibRigahplqnVXdxTme+a9aZbz+Iei0XScm9ZAlLzrJvve0RfPNbPpW7Pe12LuKfoYjIcE3qZyHd01nHR0rEar7zyjfyiGq+neKabwrOkq3GLA291L4ZE2KWrcaizLddgJLcPyLLeIx+FYjXsk83XOsgx8yo5iVXM2XnlpMW5nV3MlH3TQqdZIBNxw0IZef9NxPVpYcTsDbnh8YAZSd8yuDLdClBv8y3zl5T5tvyuQ9E54oUgOpvJWTnxi7lewBE3+VlZeeTOMk6Cjj4ZrYMh3ZO4bJdU3jS7rTBUVl2h0ZH++aaeNmNSgabDL7p98tLZr73zjZxaKfax6ddtjN3uRdeo0ynHjy9jP/x9U/BtQeye4cnuenSHbiw2kXXD2KScQps+2W+ATWo83zV8iev5rs48+3Fal0pi7qu2zZlB9+tuoNGzcHCWiQ7T9YwTzdrsYxzpuzcMFEDoqymbjVm9PlWyzsx2Xk8+E5mvl1dh7mWyFwvrPVw9EL8OgHUl+ZS24vXfDdr8AOZaaJybrWDni/1dUKKCx18G/tJ0OA5t+Y7HFDTIGvN6I1Ox6VruJ3TerxAhnLI9NfF/FTchd08L23LzHfPDzDVcPDNT78Ur3nBVbHX9AA7R3auMtqRnDlvIErn14Sk9JTZyht8RW7nfmw5unbyMoSnl9qZbcaAPq3GuqoLQF52EVBtIemaqGW0Suv6oeO4rew8UTtKAdQgmW/K3NClGSQCqqjmO1t2LmXYJjHP7XyCDdeU7Dy6b/Ig2XlhzbEOElXwfXY5I/he6y87132++xiuxWq+cwzXjpxfS30PJtdTc51S/XzN4Jk+s6cnaNLv9yXJzgfNfKvlm7ViqbV+xiaee2Xczs1j2LWVnVPNt+WkmVuU+U6sIjJCE7HnS6tMn29jwdw2ghmGa7Yu5Ob34elk8B1ErcZicmejFWaWy3v251A/yTnfpkaaxgLjLHkJMs5p3z7fhmkaoJzsbe8LOp9CRB4cZT6dVd/3sLMIUF52PoFzrCOBZefMluF/vvJ6rHS8zBrLslBt7guu3qNl4cm6bwqyriiZ+QaAmw/N4/jCum49lrkPs00858rdaNQcfF8iKCnixksjafPO6XjwXXNEbg9yIB580/93JAyjtNt5n8z3/rmoljxZ800ZtWYiUBRCYNd0HQtrPTRrDoRIu3fPNmvo+TJsVeYiqx940nAtWfNtys7p964X6C/gRqbsnDKSDlo1F0KkM98rHQ9nljto9/xYBpparO01gm/a9krHS2WrTyxQmyoKvinzHdZ8e9F+En0N1wxjmWbNxXpO5pu+tCPZeRAOetLrnG/VsWRIN1e7PqbqLtZ7vpXhGkm482q1s4ybaMJiquGGGTqlHlBBX/Z6Glk13+FsfL3PID7pdk7rmWm6uLCqjmfy/J1b7cALZG7wXZSRXjcmRWyIsoxxw6pGOIjveJaDfuMECyEK+0IX0SPpbEJ2rnvGazlhRksdwyk86fVATHLm2w+kVasxbbhW8BmiZ5aDVt2JZOfNGho1VfrS1+08iPf5Lg6+o3unntNqrN3zC402zevItp9v0qW/7kb+AFmHJ5KdD1/zXTQ5oEuVEhN6okzNt1kKYmO4Zvgl2LbLypuky8rQS/2aiE1UTpUxXDM+Rt57ooAuabhmE3xH11cq8x2QsiLR5zuQehLVdtInyhbnX+9JaKJ/3JnvdJ9vO8M1c3xjqwgxZeeA/fEj4jXf2e+TMnoOlXG9T65/K8GZb2bLsHO6gct2lQ+Es6B2Y8+/Zi9mmjXsm2viyLl08D3TcLXcvQyU8X56htO5yf/7wefiHd/7bOs+4gBidcU7jUD7mv2zuPbAXOG6zOCbJI1mvSmgvqjqrujb59uUnZNsqp0wr0pmvtU+N3AxzHxP1d3UZIrusR3Wfa9pg6r44BGIsg3pmu945psyPbrmuybQqqvgnwywTMM1xxGYrrupzDcFx8lBA0lG9xjO+BR8Z5munQxbEaUM18Jz0vV9vd8EHcusY2r+nQYZSrod1g3rADQwWo2FGTy/KPNdw9J6T39Rrnd9fT/YGK5lGceZZNUzm27gqlZPxur3ssgaXJEDq63bOV2zOvMdHrus/rCnF9X5zq35LjCkWuv6mC7RYUKE0vnkQF/VjgpYJHSypY41d0DTrSBmuEafsWcoFKJtxt9rTmLkdXZwMq6JSaHnS/2sKzZc6y8794xreqru4sJqlPkG0uaYWZhGR2X6fOc5o7d7qvNB3r1iBkG2pmGx65bqv3P6fEsp9aRNltGgDVGf7+IgmvYhGQi5jp1sNrlvNn2kaQLROvPt5wffWRlg0wjNfFZOhYoTq6DVwu2cFom7ndtlMc1Sl9NL6eDbdUQ4eRn9nbo70DbLyJpdIVRZUgnZ+VgN1zLKcfrVfJsSeqBczTedz7KycP1+Yzu5me9Uzbf9eidR4TQKOPhmmAwO7ZqC6wgt/b5qz0yG7HwVl++ZGSjT/t3PuwJvf/VX4ooMszWTuuukDF/6oUzc1CSEGTj/5MuuxXt/+PmF7zWD74W1buxvJq26m5KdL6738OhZ1Q99aT0pOw/7fPeRnQMqW7+wrmq+s7K4M4mgta2DsWh7yT7fyZrvZPBNhlym4ZoQatCblJ3TPk+HNduElFLXP1N/doKCb7Mt3YyR+U5yIgzeL92RLTun42cGrfvmmtg318ydXNEmWuF7szLfPTPzXYvczvNa2sy36vACqQPita6ng2+bzLepNMgiK9BaNwzJqFYvrz6TyJOdO8Lo853rdh6/Zun4FcnOdY/vHdklMPRxswZI691ymW+A3G3N4FuiXnPgCrvMQZZrcpE7dhGer6SzTiJDrQ3XjB7O6VZj0efOczuf5D7ffhDJzguD7zbJzovXBUQ137Q6mpSYn6qVajXWKPAo6Pky1Tmh6wepYIyuh3ZRBl3LfweQnev6b/W3VJ9qI6ij+7ZsIETLK7fz/OW6Ydu05DVqK5sFBqv5plZtVqZhBZnvwppvY9LRNJ0sExQl/2+SJTu3let3jUkPeo6a63WEqolPys5pYt22Jt/MFtv2ta/OcC3+N3UdFmW+1U+61wep+aZzJVDu2ZpUIORtw3Q7t3ku6JrvCZxkHQUcfDNMBv/pKy7DB378hbg0rLm9Ys90pux8EMk5oIKpl990cOj9zOOmS1VG3Qyca66Ta8ZFZGa+M4Lvqbqbkh++6ZaH8Yo3fRL//uh5rPf8WOabAjl6D/1Mup0DYfC91s0NQpJBa7bbeTzQNLNIQBTs0UCWDIa0kVn4+nQjCrBVX3JHD8ZmGm689rzn6y+y4xfjg4bzK/my86x2ZScW1tGqO7psoFFT0lPq957cTwD4/hdehQ/82AtT60oeEwoiV2PBd5RFokFI03A7D2S2mVmy33A8820RfBsGd1lkBVq6xr9R00F18vwmycpsUBYlyhz3q/km2bn6SceulyHrPhVmbPJk5ySPzxrklJWdA+m+rhQEuU5xL2Miq3a0KFPab12xzDe5nVMQHlBghcxtEjObtc+3hex8uUSfb8p8E7MlMt9mLb9+JmYcuFTNt+tAyvRgOvn8Tu2zH/ku2GZvzeuWAnH6W/L4mEFdnh9EP6Ja+mJjPC+ndaGtWzMQDxxsar4pk2177Io6PDhCpIp3TYkxva9Zc3TgZRu00rWS32rM2IcQEWZU+wVe9Jw9tHMKpxOtxiI/ibTsnD6PgF3mlt5fxnBtrQLZeVYpgRACjQJpvCmhB8plvun615npDJf8IszzmXcvSRnv821zbdNqJ3COdSRw8M0wGbTqLq4/GMm3r9w7gzPLHR1sBYHEExfXS7cZqwqq+yaTNVsomDqz1C4OvhtuKrN5frWDrhfgB//q9ti6ABXcuY7Q2WOd+a6nH0G7phtYWOvF3LhNKPimc5EVfLuhYZQ2eUpICG+8dB43XjKPQ7vU5EokO48PzKYbbiQ7T9RxTyd6XJsZ7OML8eA7kp2bhmskn8+QnS+u49Kd8R7Rc63I3CzL7bxVd7G/oBUdTXSQ+oDadQFx6TUNAOkYUOY7a5AXtTwKz0XP134JNsF3lnGcSVagtdZT25rWNd+BdtDOq/nOGlyZra5qoXw9cx9TsnO13KzOfKc/58nFNuquiPV1j32ucDezBiFrXQ/T9XJ2LGqwHs8g1l0HrmNpbpOhbBi05tvzAy2dBaJzl1Sh5BmuETP9+nxP4KisFwT6niway2vDtYKFPH1Ni9hzMi47z2+VBVBdvfp/nmlTlu8CfYbkPUPP79zgO4h8F1xr4ytj0igxQZMnm3YckWk0aIOXUNvkXUd53RNss9JAvH1hv+BOSqm36VhK9ot8LrIywHQ8BSKVULPmlDIx9I1rJe/8ZvX5jvw7itdPz9kr9kzj9FI7FtBReYyTNFwLoskjW2M3ej8ZrnUtvDHouh/nsyerBSNQ/DxOGq7VHMe65ts04QMAWB4/wtxMXsAfk51bPhfY7ZxhGB1kk/T81FIbXS+ItUWaJL7rOZfjN7/1qTpzb0ur7uKrnrwbf/npI7jn+CIAxNqVEVMZsvPVjocD800t7TZl50IItGpO5HZOzuGZme8w+O75mMoYgM+GQetKJwoiAeXYamL2dk5mRm8+tAP/+hNfbRiuqcxhJDtXy0034rJzMwM104xnvs2esceSme/VLpo1J9a7mLa9nCU7X2hryTkx16ppuaqWa+fUSmeRXfOdzHyrVmNm5lIZrgXZwXd4jsn4aa0TZb5t+nx3vfjxTuLoIDX6htcu+A03nDSJ2qPlrUfJaONf4mbWqO7kZz46OviOZ74pCMoaEJ1ebOPAfCu3BCCvfzkwmOy87mbUfLvpDFEeWYHGoDXfXpgZ00ZwlPlO1nwH6UGmaa443TfzPXmDMtNwzc/rwwTDcK3gI0TPLEc/dxo1R9/z81P1/n2+jSwamTYlSwmieyfDM8NLBt/xEpz0PpcPgnoJo0Ager4lM2m0KGVuhSg+zln4CZ+JvPujm5P5tu0gAJSTnWvfCtexNlxTZQXZr2VNEpi12HS/N2tuqf7Opgoq7zgkTbzU/6P3F0HP0yv2TMMLJM6tRtlvMlxzRULu7CcN1/p/DlN2Xs/pa59EG66VnPApQ9ZzEVDnqV/mm+71ZBlSv+2Z73Usj59+f8wMNW9ywJCdO+W8BSZxknUUcPDNMBaQ4/njofRcO51PaOZ790wD/+W5lw/03j/4jmdACODPPvUYgIKa70T2Y6Xj4YrdM3jbf/tK7Jtr4tr9c6n3aLdzMlzLyHzvnK6j6wc4v9LBVMbrs021PxTs6n7gCUl9I+zdDcQlxllEbudkuBZlvnXw7fnx4KARr/mOZb4vpjPfe2ebse0na9dNTiysp3pEz7XqacO1En4AyV6ha11fBzim9Jratpj9r/PkjVHmW7Wm6/oB5qfqSuVgUS9MxzvfcC2dRdQ139pwLUgNIJLUM/oW+8aAoOaK3AEVvU//1IZroew8430nF9u5Zmvqc4WD14z35nkdFJGUqfaCAA1XOY5b1XxnGK4NmvnWpkgJUznKZppu50U133mGa26fgf9GIaVUhmu65jt7uZ4fWLUs0jXfYasxIH5MrGXnIspwAumAOst3IVm2Q9A9XSg7N2qJbQbOWQFqXp/vZC1x0mjQBlqePmPeLubKzoV9+yP6HK16f1mzZzzDysnOs5+d/QzX6H3N+iCyczp29rJz2+y6znzvVmOuU4Z5KXkYJKXLnjE5rGTTds88Wr7hir6GeFLKCmu+s4Lv/G4FpoQeKHdfaDWEIQsftdu5qXKyVY5QHF9ybm3TwME3w1hAvbwfO6eC7qPnqc1YsWHaZuTQzin81rc9FVKqDHdWYDTdSNd8r3Z8zDRdfNWT9+Dzv/DSVBs1FXwnZOcZ694V1jmfXGxnmi7R6xdDQ7i1ro9GhjGdabKVJ5smGjUXXaPPNw1E9842teNqUnY+04y7ndNkwKGdUxmy827MbE29Pzv47noBzq50UqqF+VYt6vOdITvvR8OlzFeg23WZ8maSXnthr146ntTnO6ufLJUWLLWVUgFQ14ZSRvT/1uxruJbIngKItZaru8pESmfQC1uNpeW2lDWquU5uzXcq8500XMsYEJ0q6PENGAFkxiAkr9yiiFTNtyeHz3yHbdzKQm2rkkEy7Z8ZWCVPu6mEyTNcox7Sk5YR8RNBXd5xXzYUMmVrvs06+B1Tdax0vEJ5qVk/mlS+EL0M9UnSH4Lo6Od39nVh1o7b1naa+68d8anmO/HRtLx2AFdnQp8no6wme79kpoGjDiKN9/3Pf7wLt9x3Or2OcJnpRq2vrJn2g1QjNvdtljkXIZAOjqUOvs3Mt2MtCadt6pKk3OCbgsHob7bZdXqe0pjL7BxC5TEp2bkvE4oLm8+hftoarnX9QK93nFLoQKbdzgHy4Mi+73TZlYjuC9sJApm4pwTK9da2NeAzW43ZCAd0q7EJe86PCg6+GcaC+VYde2YaOvP9+IVVuI7AJTvzB9ibmW982qX47uddgZuMnuEmUxmZ79WOpwOSrAxzs+7ozEkUfKeDDJK5X1jtZspvd4Z17BfD3tnrXS/VCxyITNQANcDLM+NSy6oMKmXKaXBxaNcUTiysQ0qJdi+I9SWfbtR0IAhE8vGnHJzDycX12Jf5+ZVOrN4biDKnSbfz00ttSBm1GSPmjZpvqhnNq4vNgjLfHS/qwW0GeSS97oWyYVNa6AfZA9F53QLNM4zQXDXRUiLznVfzLYQaiJoDLbO1HL2PJoLyM9/5hmvqsxfUfPvxgCPq812LfQZCSomTi2nlgknWAJ5Y7/qpEop+pGq+gygAts2gpXpu10eT+c7r851V22jex3mZb6Cc9LcqkpnLvKy2KRUv7PNt1HzTcSHVDxCpTsxgPrUOY9KsmTC9JJJqH7VstjlbP9m5eU/ZGpMl+3yb+5RyOw83S98vdccpLQFOluzk7WOe7DwKVKP3vffLx/Hxh86mlqWJham62z/zbfhWFF0/Jr7MbgEJqMA3uQqJaELTdaPrgm5Dq2eFlKjXioP1zMx3Sdk5qQ3NdmN+GMS5iT7fvSA6DraZ26jFVrYnSBKzjKpsqUMZ8iZUGhaZby07L3Ff6Ky5abhWJviW6fs3tUys5tuyJr+CiY6NhINvhrHkyr0z2vH88fNrOLRzKjdo2Ar82rfcjL973fMyX2sZcmxipeMVBoOtmhu1GtNu5/mZbwCZ8ttGzcFcs4YLYeZ7vednZsnqNWGd+SZZcs8P9OAZUFns1a6PxfWeynybbswNNxY4U+b7+oNzCGRcLnc+I/Ot3OedVOb7hO7xna75poH2o+dW0XCdVIBehCk7pYy9OblB0msv7BEdr/nOkZ1PRbJzuh5mGjW06g7aNjXfGQP/JMnsrW4t16jp7BVtO7fVmOukZIVxw7V8g5qukflW0uK47Dw5IFpqe2j3AhwokJ1TQJTZaqxXrs+32v9kzXdouGYrO884v+bkVb/3vuGf78X9J5fUtoMo606vq32K+y/4QXqSzpyMy6v5BhD2L5+sQVnkop0ODkzMYLno3JiZb5qMmTWOCd27RZNcptt5NPkWP6dZpofJVo0EtRjLkp1rwzDXaPlkEaPEZOdB4hrpIzt33fwuBXnomm/tdp6/X1keElmqlUBmlw9RoD/VsAi+wx2JDNcsJ80KfCXSrdqi9n5ZmW+roDUwDdeyl8+u+bYrFyF1xSU7W6i7Ipb59gMJ1033+fZjXgOWhl5BtI/KH6b4TWayYZydFshULklR9wltHhdThNgarqmfepMlVUVJQ7y8bdAcUdnJESntrsvNxtaNHBhmxFx3YBZ3PrGII+dW8cSFtYmt9x4leTXSU3U3FVyZme/M9xgO6UVu5zsNh/Y8+e2umYbOfOfJdE3DNXPAkEXkdh5vuXMoDICPXVxH2wtisvP5KZWJpi+fFSPzTe8B1BfH+dV05htQmayVRKsxGmwke0QrwzWVNTt8dgVX7Jku1QPelJJmOcTXQ+k1yS3NzHdWKyp6z3TDVbLzbhTQZykjsuhnuAYgVbe8lqj5Nv+WlwXKMlwzJbk1V2in5bx9lFINpjtJ2XliJNbRqoKCzG1O3TLVFZaXnYtU7Sx1GLCR5WbKzi0z36eX23jHZ47g1vuV7FabIiWCFNNoDYi3nyFingoFExC2kwpVQpM3NceBU+AyT/cwUJzVMX0qSI5vPl/15FhB0GDKPbXsPJG1zir9yDJcC4zyjqzMt558oACgYAIitv2ES7/aJypNSH8ewMzwDV/znbePXhBkPk+y5NNBIDONM6kWOavsJUlkuCZy6+VPLq7jE0aG3c+4b4nsmm+zXj6q+Y7aAhbuolomiHpq592DuvWVsWuO5TZIYfT/s/fn4bIkaXkY/kZmZVWd7e739t4z3bP0wMwwjBiY0SBphmE12jCyZVkGBAKBJWxAiy1LeiRA/snGP1vWYknWT5aQBBYSsiVZPyyMwGKxPCAwgmGbGYZZuqen9+7b9557z1KVS/iPyC/ii8iIyMyqOvecezve57lPnVuVlRm5Vnzf+37vN5/kuLY3xwuemu88swNE6tAB+OX2sTHS+ekrseHM99iEzxg0gd/aUcx3vl6rsVHjZZsJys4b2+18WKsxO7l1ryEF3wkJA/GffuBNmE4yfNs/+kU8+cohHj2jTud3Am5w1TQSB8vaYmZczIvMU/PdXd5iviPB9/VD01vatxyf8AxhvstadqSG1IrsmRtHWJS24dqF7SkaaSbTFHxTizqq+94/qlDW0urxTdid5V3m+yYx313DteNSJQg++dJtPH51nN+AbjVW1cHge1nJVnbOme+w4Rqg5K83GfO9TbLzIX2+nRp7H9wAkrudE2PeLzvvTq5ct/MQ883r7BZVrce8G6j57us5zsfpTrAVu9517u9DnmUd+e4kzwZLf72GawOZb1J47B9XkJKuFVZH2o6rcphvXz9bKuuYF10PB448G9aK6U6i4sFTZII5VHbOn1lbmvk2wTclnmKTbH6Nz0Nu5z7m22O4xhMxvnubAmfNfA+89izjLN0asr1GnH2jIMOwt5nXtHDI9vrY22WA+dY+FA7j52O+KalVeJJ/Lkr23AiVi3z/zzyFb/n+f2vtSyhY8sl7pVR9sGk7AFpjRvX5oPMlTQlSn+xcWMw3jSG+jWXVQAh1fd9/ft5lvrPu/VW2PiW0nSFXBJdbF5FWkwSb+T65aLD2PBeBtvtE4KFnkh3m3A4do9tqbKyfhttvPbQNnRwZWJPPl7kX675T8J2QMBAPXtjC93z12/HLn7mJm0flazv4dvp8098x5ns+8bide+TG51nwHep3fGm7sJhvnzydAmpAydKiNd+tpKusGysQJOb72RtHHcM1Y/ymJtO3jitM8wyvv6KuC3I8f6nt8e3KzgF1vHyy8wvbRYc5pfrqVw+X+PT1Qzx+dTe4Pz5w5utI98q2DdcU8920buctMxRxOwdUu7H9o8oKvocy330130DXPOZoWSMTan/oXNG2QueYWpJx1JJN4ge4nQPQ1wgQrvnm/Zlj+wR0J3Gc1R+DCav5lrJNInkmqSGEWo2FDH44qCbz1nFpsZ8hwzUap2Lh/DXffV4GQ+sG7yR08JnFa+0t5jsaOJtnFpW78ODbdAKIGa4ZxjFkuOZTn/iCbx5w+6TuXDYNdBUrIfD7joKLkNs5/VfLzjNhMedD0Kn5Dowx5HbuJs6klJDSLzuv2vKPaS56+y7X7PoJmVIdlcqvgwLYGPPtq92VUur6brvm258M9I5zlOzcHo/6Tnz9i6rBbJJBCBV885pvemZ0+3xLrbgQg920GfM9wHDNrvk+mWcPXUvhPt/+53HXiHBEzbcjWR9b823JzgPHsGG/tXk2THbOz+FZ8/fYBFLwnZAwAv/O2x/Af/gFjwA4u23G7gTIuZwevDTxiAbfjA0lBtwXfM8muWZkt6b+R9TFnSmuH5iaby/zPeGGaz1u5y1LXla2PP3SzhTzIsMzrx7huGwsN+aLZPzW1p7fXpTYnU8wm+S4tjfDZ15VjvivtMH35Z0u870zm3QM1567cdyRnAOK+QaAjzx3C2Ut8fiVscy3MVHyMd8kXaa6TavmO5CNBxTzvX9c4ohk58UE82mOo4ApE8fSMbjzwZVgqjKDCYQQegLdX/PdNVxz3c6DsvM6FHz7a751EBKR0oeD725SZAi4zJAze0MM10ITvpjMkUMz30eVmci17C8AHUTQcdE9nFkgoLeZZxAiXu8NjHPzvVPgwWeszRaZJQL9bucu871jBd/qsxhjx/tAG+WLKzvv+i7oEhV27fOA2ys718y3mWQPOUX8vvT1gufQQQZLmo29DihZQc/D0NdDbuc6UG1ofWoF7nNcraPBJBeDDL1K9twIGa4ZWb45TqGabwFP8gI2OwpQq7GulD6EupGsXj7MdAL2M8WnGPBBBd/qWn3gnI/57pY0qN93xnwP2Q8WsA4yXLsDzHesZWa01Rg5t6/AfNOxolPlu26GjBkY02ps3HrPWJ51Ixj3C5+QkIA/9zveiifu28P7n7h22kM5NWwVZiK3xYzHYg7FM0t2Xuvstg8Xt6c4XB5hKxCEXNqe4gYZri1r3HeuG9gWudCBk4/Z6yzbBlbk5AqoidaDbeswt8/3hZb5pnHcPq70/j900bQbe6VNElzZ6zLfs4nHcO3mMR70OGXvtcz3hz59AwBGM99Txnxz6TaBJiBVWy/MZa0xhuXcVoEXbx0bw7VZjvkkw4tjZOcxwzWHvT0qKz3uosN8+9dDLckaNll13c77DNcAVc9N8tFQzbeu3QyMhfYJ6AZflJwaKzvnNd+lDoKyQQFQaMIXM/jheH5fJZf2j0sTyLV1zwCXndsBFa8DJFB9cx/zPbSF2p0EDz5jyYFbxyUyoa75eJ9vc8/5+nyTzDbOnssO8911O2+ZYJ/hmsV8x2XnJnhU3xVimFMxJRmUt0RjbdfdNZ+89qRqvpd1gz2P8oricQpQ6PsHC98xUS7cRZ7hoMeAkt+HIcUKjX1ZN+r6kXHmu9MnvTEJL13zPckGB8a0zFDZua/Pdx/rSXMDQP22HJW1flZTSQuVtxCqTRiu9Tzr7JrvEwq+pf9ZDBh1ng96X9pbWHmYDFOEuNsUQgyS7ettD2Co7VZjw64zfpmctWf9JpCY74SEkdia5vj6L3zMkiC/1rBV2EEPTTyGMt+LsvGy3oTzrYt2SH57cWeKg2WN47LGYVlFZOfGcC1WQ0qyM197mYcubAVk59TyzNR80+T44YvbOvh+OcJ8c2k84fmbR94WdsR8f+jpVwEAb1ir5rvLsOrgu3EMsxqJqg4zLOfmtux8a5p3yhJC0P3KI+fGrR3lZQa61dgyXvNNE20+IbHdzkfIzslwbRqv+Y4pLXgCgGNV2TkP9mgfi54gsG+8Q5lvkoXuH1d2AOHIc10nayUh7a5vVmTR5wgwXNJ8J1Gx4DNmKrR/XGFvXqDIsmjdetUYNs8bfGvmOyY7Z4ZrAbdzX+mHr9UYD7gXkZpvbrg2SHbeSH0/617wujTBYW4dlm4S8WoIgeTdRQ97S+36XOh7l7kxAyHZOSUyu90WusuapF2W+QMO2tdSK7qa4HNGeBhgXuoxYbJzX/u0EBppjl1fn2+eWxsjO6fntVv+oBRY3d8EkvcD4w3XKBEWqqcmuB43q+LHPvwCfuBnP+39zJRVjGS+PUaE69R8j3EXd70P/MsYxcgoH5IRXgR3G1LwnZCQMBrb7SSQJhy3tew8HDRs8eC7sntmu7i4owLNkOHapR0V+N44LFvDte5k3TZci9d8EzO6qJpOIPjwxS3ldu70+abg+8aRqfnebdlpCtibRuLl20sIYRvJme125dAHy9obfBDz/UufuYnLO1PLFX4IilxAiLbVmE923kqXybyGmJGqllGG5dxWYbmdb08n1rmOwUheIxJtYQfG3N3edTsPuabTOeWTF4v5zrMgU7CoDKviq/kOM9/xfeLL8n0Dwi7/IZBTPWAm5kVPEEhw6wUJs0muVQ8xkOz81lHJWHdPn29ivlk9ry+hM5/kvcH32ZSdm/Merfk+KnFua9I7CSXvBYAF33PbowHoZ77pvOrkm3NfmlZj5lz43M7tmu/uveKrHR3U57s2XSToGq5YaQJHt7Z1/HVA5SV9dctV7X/muYEqbf9gWXWCFpKuTyfd53xne27ZQg/zrcYQTvJ5a74hQUub6yJjrHR0iHqcdK2EgjRfEDk0kKKab6B7HWq3c+e5xpPmQ2uW6SdFyc4HGK5tiPn+X//t0/i7H/yUf0z6Hup+FmO+9fd0XfXwmm9XpZCJYS0C9bY58x3YppSmd/nQ86PmHPEE2d2MFHwnJCSMBjHTN9vA82CA7HxeZHrSxqVlPlzYUoFl0O28DTyvHyxxFGg1Np1kKNua4r6ab/rhPlxWHbbjwfNbWjrOZed78wkywWTniwp7mvneQllLPHX9EK/cXuDS9tTLvLtyN+oj7WOC6ZhfP1iOdjoHVOZ5mqsf8COf7Dwj2bly+c3Z5D7mFn9uXmD/qNTqh61CuZ0f9cgsgRGGa+zX+pjV+LuGazG3c7U9O0tPk063VRfHsm606mDJgm+65ugac/cpDyQC+Gdu4HC0ouycO8JXLLjIAwwaR8id3We65YNhvktLct/p8+2ML2QstD3No10TgLZdzRljQwxzKaKy+P3jEufmRW8vXqvmuwi3GosFDTzBMQ8x31X3HvQbrvXIzp172e3FHEJVS+3tUdZS9wsHuveHKzsvRrRUMuto2nOk/h/6uk8Fxbeta76lUXK4ah8uO+8Pvu3Ele/6oXVoL5MmzHxnmV85YFQDvOYb7T4MYCSb/sSF23caMMznkD7flCgy3gM1k1a3hmtsNbxF6FC3br6+Is9Q9yQaN1XzXTcRhthTK0+YTfLgs1iz1yOY73/+oWfwyu0Fk99Db1uOEJ7zXQndi9yVf6jsvGnQW95wN+PEar6FEBMAbwdQA/gVeS92SU9IeI3iwhbVO7fB93KA4dokR90yqzy77V3/dlx2Tsz39YMlDgN9kXmf776abxrLwaLusKfUboz2gZBlAue3Cm24drAwzPf73nwVs0mG/+b/+CgkJC57nM6Btp0Tm5TVjTK/8k369hjr9fiVcfXeBKrj9cmbi4nAomxQNhLbWaaPF9VKhyZ557cKNFLJ62cTFXSRIV8flo4E1AeXBbKY7/a8kdlbrOYbsCW6UnLjpvDkeFE22J1NcP1giUVlar5pX5d1t4WZGks/8+1OEo9WZL558oAmaH0trwhun1eCccf2GxoCKln0PJOdW+ydnmyrZUkyS+OpZbfPNwD8ud/52d62fBwhZvA0wYPP2Pj2jyrszSd4YT8enPLa2gcvzFHkAo9dNkk3uqZjATwxhYBJVHVl52qc3Hdh6pOdW4ZrPrdzEzwCir0bMu0rm0YnF6paWsmELvOtXrVjdyRpFgIlNbKeYJCSkC5M0N4G3ez7txeVVcpDgb6vvMiFm7jyXT+0jGa+mzjz3Q2+ecKRar7zwZJwQN23WnYeuPQMm2reo+uw75JYVLUukZixpCkFphOW1CEPj5LJzrOBNctaqs2MO8u6QZ75n3WbCr6llGGjusCzGIi7nXeY7zye2Lt1XOLb/9GH8J9/xRP63uN90sfsniU7j9R803U32I2eMd9nTeW0CazMfAshnhBC/DkhxB/wfPZ+AJ8G8PMAfhHAp4QQ7111WwkJCWcLF7Tk2rC+QB/zrR7yx2VtZbf962+D75DhWitLf+7mkeqLHKj5tuRqKzLf1G6M7wPh4vZUtxrjNd+PXNrGd3zJm/Ejv/Y8PvjxV7z13rRdHvT5JsIEfmxXYb4B1UeZ+nxPJ3Yv5UnGDNdYzW7VqDrw3DMhAFSrMUAxoNqlvlA9Sft+NIf2+ebzVlXzPbG+N8TtHIjJzg2D9s3f9/P4+z/9pF5OMd9qe4vStKMTgf6wFZtEx/ZJjcF+X9fNr1HzrQ2l8kzXDPcZe/ExEYYw37cWqtb//FZhlTNM2hIHwExyXSdrXnPP8f4nruFtD52P7C21GosucsfRMcwKjM8w3/HzwhOGD1/cxq9+95fj7Q+b42Luz/i55UZKM88EfnCfby479yTWaD2TzARBQ9QJtVXz3VhBgxs/UDCfswAyFmR4t9fKyY3Ddyj4brxqJZfB5c+428d23XdZK68Rbv4ZglbM6OvHx3zbCbaqaYLPZaB7jzQSWnZuar4zfa/2BUVkdGYYyTiDa/X5dpIWIfDSL34datUDUy3UbSDL258NZb75/Tr1JGddHC83xHxLGamN9j+LASqj8wfu/NgArYFoZIx0/bxw81h/l86VGNlqzHTXCG+zkSahkI+QndM5vRe523Vk518H4DsBPMrfFEJcBPBPANwPdZ+Ldpl/IYS4f8wGhBAPCyG+VwjxrBBiIYR4Ugjxl9ttDPn+ZSHENwkh/pkQ4uNCiCMhxE0hxP8thPhGIcSg/RdC/B0hhGz/vXHMPiQk3Iug4NiVnccN14xEmGe3fSBZeajVGAX/z95QrJtfdm7q7KrGP5Ei0EP+YFF3At8HreDb/uzCdqFl57zmGwC+6bc+hrfcv4fbiwpX9gLB98QO3paeiTBhkmd6P98w0umcQMz30bLqHDMKJKlOsWA13+Qy68O5OSVCjnWyhI5TX903SV5jbueqBs0cIz72rtt5oOZ70p1ccSkcGTdVdYN/9dEX8aGnb+jllhULvlvDNQrmpx6XXM1gDWg15gYOtB8hpjmECa/5piAotyepIcTczoEuU8rxQlvv/eb71PVI7f/yTEAIYZ27ktXzxvrZDkEWkXWfFqx69wjzfeu4wrmtIhhgEVSQyE3QnPuV3Z8hNM4xnk0yLJzA2VfzrT0SLMM1c6/67mtX8TG0pVBZS+2lUdZNpzTE2oYjy12l1Rgx3zoBFnQ7DzDfDoPLv+86nluGa319vlkQE5Ls0z2+rBrFoMq+mm9XOWCeeVbNt5bS96hk2o+nPUGR9Khahpq6LZkfDK/55uwuN6zkLdqANogcEtwxltnnceDikAffazx76kYGa6r19e05pzRf8iVxfH2+Q/XXNAYAeGF/werz1etYwzVqGTnJMt3Gz7cM3Uq+cgj/d9B7j97NWCf4/kD7+k+c978RwEUATwH4UgC/BcCvADgH4NuGrlwI8QYA/xbANwD4OQB/CcAnAXw7gJ8RQlwesJp/H8D/BODdAH4WwF9ux/s2AH8bwD8WoV5HZhy/E8AfBHB76NgTEu51nHdk57cX/S7N9IO6KPtl52+8tovtaY6ru13Xb8DI3p+5oXpp98nOY62yABOcHXiY7/vPz/UPk5f5PiixrNQ+7bHkQ5Fn+K+/+u0QArgWCr4dF1zj/u0fKwWBqzLfZNpysKw754pYpLJNVPC6ZM52uDjXnguL+Z4alUMMy7pBJuLO4K6pEnc7n7ZGbcc9Nd++YIK7qU7axMNzLRNA5nGAOieUYFhUdduOjpiZPOge3bdPQJfZO1q1zzdjOjiTGXJV5wi1t5kOCL5Jcv6m+/YAmOCb7iFe+2xajTVRV98hGOqkfSdBgVGRZ8okMDAR3T9SzHcsQFfri6t1jHoifH4aJwgi5QuHT33iMyike+xC2/7JBU8+AN2kWQhVzWTnjbTcyzvBY/sR7VOe9RtldbbXupi7tduh5VxkTkKLD9Ht9U3qhTFu58R8x/t8N1GWFGj7XTvvSfhqvofLzk2CoE927m8jSJ/FwOcGFvMt7eND63Jb5WVDmW+2Pp8niAt+za9juCZlrFZevfrUDKGyEcCcBzqnkwgLDRj/jRduHXee/0Nl+2bbShXHywFc8OthiCKmca6zM/ao3wjWCb4fal8/7rz/u6Hu8T8lpfxXUsqfBvCHoRjwLx+x/r8B4BqAb5NSfpWU8r+QUn4AKgh/AsBfGLCOjwH4XQAellL+R1LKPyWl/IMA3gLgaQC/B8BXh74shLgKFbz/IFQiICEhASoInU0yi/nemebBdlSAkdIelzUWVRNt1fa+N1/FL/zZL8V5j0M4oJi+81uFbuflW9eF7SluHpWoWjYlLjtXnx16ar6LPMP95+btdlzmW/UbDxnOvfPRi/gH3/RufMtve9y7Xbfmu8+A7Ny8wCQTeOTSdnBfYphNcizKpnWId4Lvtt1WVUsUmbBqvjlL7BsTALx8e6mDb6qN72s3FjI14siEPZGgHrcALxeorf+70JMrZo5m9/lWiYenrx9a66Pt7engW7Wj07JIj1v9kJpv1wmccLRU61pFdu72+S5yEXRV5+CTfg7emi6EF9oe32++1mW+AdMSjJtoVY1kDObQPbRxlt3O8yzMXNaNxK1FhXNbEzVZjSoSmqh6gp5TsYDBLbfxMd8+w7Wsvf+9wfd20VkHYGr6rcTLgHNUN1I/NyqX+Xa+77ZFGtNSia9T1Xzb63RROcoDQsjtHOi2G6POEUNqvm2jRP+1wZnvWE9oGqev5luwYweQdwWsfQqBPu+TnbuKCzUe81kM3IyVew9wppq3wTTXb8t8D9gGwJlvfi+FEyRHZY2d9jqte1QMMcSM3cw57X6myQvP85gScFzVEH/mq+Vf3F94W42Nae1FxqV5LsLMd2PL2vvOT+c6O2PP+k1gneD7CoAbUsolvSGEKAB8PoAKwA/R+20AXgEYJNkWQjwO4MsAPAngrzsffyeAAwBfK4SI0j9Syh+XUv6QlLJx3n8ewN9s//v+yCr+Vvv6rUPGnZDwWsKF7QI3D1nw3dMeyNR8N1iUcbdzIURvH/VLO1M886oKvn1M4bW9GaQEXjlY9jPfjBn1BXBkujafuMx3gVcPS1PzPu8mC977hiu4ds7P4FN/cUJf8L03n+DRy9u9AWsIs7af6eGy6hwzSgRQrSNn1moZazVm1kMB/Xwg811WMlrvDbTmWmwyQLJ4oCs7D7qdewykuAkMJR6eflUF32R8RhMlU/NdY1mZWjRfL+xxNd/2dw/LCtNJFk0Uefcvy0zNt2P8BcRle1qyGDBci0kxyen8jdcU800lGHSt0CSQJ0/qRnbcecdiaBurOwnT51qZFfrGRzXBxHxHJ8iDme/4ueXHeF74lBrtuJ3nsXtt0/cubE0t8zU+XsCc+6HGSmVjErFlLa3nYbdm2Qm+2xaRY0AtxNw+9C6WzEGbw5VoW8H30mG+W+n6tK35jsl56VlAyZsY870cwHwLITw180w1kBvDtaGsNG1zqhnJUPAt4eZqQyaTLhYl6/PNFBiuGzyggjqSndP1O9Stu2mPhWCGa7G6/OPStAAdKbZwtivDx62xr2+OWR5+HtOweZ/vUOtMwNzzL9461vJ0zkyPebQ2jPkO13ybVmP5AFk7rWbSc4/ezVgn+JYA3OD3nQCmAH5JSnngfHYTgH8G2gVJ2n/UEzjfAvBBANsA3jNqxDbK9rXyfSiE+HoAXwXgP5ZSvrLGdhIS7kmc3yosw7WY2RrA6oCrupWWjWP3XFzcLvDszXDNN0m9X9xfKPlfJMiznH49y1Hdt9ub/OLOFEdljZdvKwaw7xi4KPIMjTSTGi0BDSQmfv+7X4dv/q1+Fn0IFPNVW47hBApAy0ZarGnZ1nyHAqVzLOFAAf0WS7TEwCXcIbjsVskSJDr4XsZrvn3MBneCpprMp6+rZA4F8zTROcdrvh3mPch8R1jLiQ6c7PdDbfP6wN1taQI5yYbVcrou1YQhNd/P3zzG+a0C186pe+36Qdmuq2U/W4khr0tW7aTU3yvLzs8g812z2tNQYL1/rI6PrvmOlQP0JAx9Dv6+dfCkis9wzVfzDbTBt6fm+9xWMcztfGDwzYNhMnckhNzOKa+lXP7HsZBVI5HnQ9zO/YlYE7R3x+jKzsvWK8M400ekwLxVnfAnzEguzGugQ9eIT37dSAmBLvNtzOeCwwNgxtTHSPr8HAQLmGNY1rzVmNDveZlvJjsnDwRf0iG0L7SeIYZrR8tae7rESj360MgI8x1JqMwCrQIBdJREkyxT8vae7ZS11G1Udc03xgW7lMSIPZPtVmP9zwXNfCe3cy8+A6AQQnwWe++3t68f5Au2ddXnALw0cN1PtK8fC3z+G+3rmweuz0LbBu3r2v/+iOfz1wH4KwD+Zynl/7bKNhIS7nVc2JqaVmOLCts9vXltt/M48z0El3amOjjyGVQR2/zirWPd8iUEPsnyMt9t8O0zXAOAp1sGnrcDGwJ3Ar2spPW+i3/v8x7G7/uCR72fDQHVfB952rORaVdVNypwa6WZxsXYf/z4Pmvmm5nrxVAG2CWOzGW+G2OE5Pb5DiVY6FrrBN+MKaiaLvNNgQqXnfMx+5jvITXfoYn/EatnHwPOOlCgO50IPUmOsqMBtmWI2/nz+8e4/9xcXwOvOsw3MXi8/rluGsZgDtxBB8pwrX+5H/nV5/DXfvw3+hfcANzgyTfBpDKdvfmkXxq6JvNNhlw8aUaGi/a42+DbUWpMncTScaVKcnZm/jaCFUv60PiGzJnJEZza5fFg2hc8AsPltT5UjUSRGT8E39ebRh07XwKNDqfP7dyVnVPniMLz/HFhknZZMHlDx4Yz36EElo/BpEAJYIZrI/p817X9+xQ69E3jM1wbtg0+N5jm6lnoyuwtwzWSnU+MbHoIGhYQDjVcI0+XdWq+h8nOuzvh82Eg0PHWJQXtdRsaJ78OSb1kuiIM8qszY24T87nocTtnipi+fFm3vGHEgO4SrDP7/SmoJMlfFEJcE0J8LoD/GOq8/bCz7BMACgDPDlz3+fb1ZuBzev/C0ME6+B4o07UfllL+S/5B64D+96EM1gYbxCUkvNZwfrtgNd81dnpMonQd8LJlviNu50NAjuiAv0ZWM9+3Fqh6a75Z8D3pLvfwxW3vdi5sqTFQrXCf9L67XZPZBzjzvWJU0oNZaxCmmG97rEVmu50DaiJNE+3Q8Zvkma6F22GtxoBhhmsxp3MAFkOoW920E3w6V1SjHZSdeyYuvC5xkmdKdu7UfNPy82mOSSaM4Rpj3l2p4qA+3wE53WEZ7qkdQ54JPTE2vbYNoxWtLQ5M+EzNd1x2ft/5uVY/EItiyc4d5rtqAxtgHcO1YXWA3/czT+H7/81TK21jLPRxb+X+PhfyW1x23sMA8evcB7pHy8iEF4DDfOede7KsVWLSVbZMnUD9uKwxn+SYe9ah1mNPmIUYxljVjXEEX9aNdT+5k3Q3UVSsIDuvm6a35ltLmX2Ga458mm/+tuN2TkaVPs8JF1y2HzJc4wqpPoWNr3ZXSnhqvvNeFYDevnSD7/5gizDU7ZzPDXytxnJhn7vKOVc+xt+7Lyy5NSQ5clwa5nudGuRGhhUGUdl5EQ6+OYsP9Cfm+D1D6kG71dgY5rvtHpCHDSS58WOejZCd91xndzPGzRRt/EUAXwtlovZc+54A8CEp5Y85y35F+/pza2yPg66y0WdECPFtAP44gI9Cjd/FHwXwPgC/XUr56grr/2YA3wwAjz66OkOVkHDWcX6rwK9S8L2stClZCEZ23mxEdn5pxwTfPqnulV1Hdh6r+WYBoG/C9Tve8QAWVY3HrtiVNhdb5vszLWM6VnauW2BVtmR41ZruPsyKDMuq9hqukYRaSrP9SS40+xtLXpzfKpSDum41ZhItMSyrAYZrjAXiZmKAYQOOe2XnIeYb7XpUjRwpGMjtnIKP2STTLLdqQdRf8z2EtXQDh0Ub4IwFD0K4emJIXXDIcG0Q833zGG+5fw/b0xx5JvAqBd/a8VqxHGVjH3fTW3b4PnIMYTyllPjIc/vR8W8SFWO+Q46+RnY+gPmuG+SR5wkx1SHzJyNhNe/NigwHB91e1L570G2jd1yqFlDzwt9qzA2C8mzYJJ6Mzbjho1qPr1WWeuXM92jZeZuI1TXInnPgPmc4usF3mPkmw7Wpk2T1j8skOUOGa0YhNYz59huuqb8psJlNMrSClX4jrMY+LrGab3dcrlzfBymlmhs4fb7LujFO4JlAI81zzVWLCQwrd6glLztqz08kOXJU1rj/vJrjrMN8NzLc51snzDy/HTqB7Gs11tjH25ilNgC6vydcNv/8zSNre5noLw2w10U13+FEWMOO9RjZeZFqvruQUv46lJP4J6GCYQngx6Dczl18Q/v6EwNXT8z2+cDn55zlBkEI8a1QcvIPA/giKeV15/M3Qbmo/10ppcveD4KU8m9JKd8lpXzX1atXV1lFQsJdgQtbhSU7H264VluOpqviIgu+fWzhdJLh0s5UtdNown2qAX+bHY5z8wLf8IWP6ewwgfqNf2Zt2XkbXHqchzeJWa7YrMOQ7LxWTAJnLmkCHkteULsxIzsf5nZeMufwEDjzzdlFGp8QijFW7/cw34yNtA3XVI3cS7cWyDNhar5rE3yTZLesuNt5uOY7dg5NqzEn+K76lQCh9dGxMUHQMLfzPsO1kNt5VTd4+fYC95+bQwiBvfmEuZ3T+VH76DLfFFSt3Od7QLual24t8OphiYNlfUdqBnnNcx4wzNpvk5XacC0yrL6EYd4jLfWZ2s3bbgccy8rvqt4xXCtrzIsM8yLHsdf0yU7iDDlHANrWhqJNIDX6+p1N8rDbOa/5XkF2PsmFfpZ7XcUdCT2Hm9CKys4b1TnC1HxHgm92/YT7fFOCzciwQ9eITz4sYe45+q06v1XofepLlnSZb/9ybos7Gg99FoJ+3upWktxwzTakA1rZueNZkGX9tetAG7CyundgiNv5+sx3VHYeSajEkkVuVwMdfAceMNx5/8VbC+tcCQwzrCPQ72hfzbdgwXdv4tQxkEs13w6klD8mpXwTgPsA7Eopv1xK+TRfpnVA/zYAXwTg/xi46l9vX0M13W9qX0M14R0IIb4DwF8D8KtQgffznsXeCmAG4BuEEJL/g2LDAeA32ve+aui2ExLuRVzYVv1eF1WN24t6cPB9tKxR1nJ95rtHdg4o6blivuO1xVxqPibwvbjT1nxfX4357tR89xiurYtZkWnZeZf5Vuwv1WACaKXWakyxQIlkx9Q7nNbta0nEEWLdOCa5mcTzulpASeSK3Dh9h2S62lDHkp2bbDwPPh67sqNdl03f9Uy3aVMmcS3zPunKzgcx34GgeLli8N3X5zvGZOjxegy3aEw+vHR7gUYC97Vs0Ll50an59hmu1Ux2PtbVnRAKbjk+8vwt/bfrQn0S4AFbiLncJ9n5lmoZGNsHkiyHQMx3KPjkMl2Cuv+7snNfAqxjuFbVqsVkkWNZNZ2xu8ZXpHroAxnLUdkLrWc2ybo1305wMskFbi8q/Kl/+iv43X/9g/j4i7d7t1e1cv48cm/EmG8TRJrxE251ar6lbjUG9MjO+fUTYAeN27m5p0JGmP6ab8N8/7Y3XcU//SPvxeuv7Azu863VHbrP93Dme4j545IpjQBz/Bd1YyWT7D7fbsJ6mNcAl2oPMS88Wta6/Gg95juuGAD8XhixZBFn8QHjZB8aJ38e81IEtZ1xNda8z3couSSlU1Pes343yXMPEt9ryc41pJRBIzUpZQlVHz4GxJB/mRAi447nQog9AF8I4AjAvxmyMiHEn4Sq8/4QgC+VUr4cWPRJAH8n8NlvB3A/gP8FwH67bELCaxbn2+D35lGJg0WF3V7DtUwvD2D9mm9Ldu5/lF07N8dLmvmOyM57DNeCY2iPwTM3jiCEX/4eQ7fmW3bGs0nMJjmOljWWVdOp0SeHVMDIvfLMsF+xQIDajW05Nd8bMVxj9Y9uL2HAlseGTvHUw2y4fb4JT9y3h4+/eBtHZW2C70mmA5eybnTtnyvN5WOM9vnOzBg4FlUzWj0BkMRXTWx57a12VY/MXhpPkAb0u50/39YKUrnJua0JPt0mobTsvA0wuey8rNc3XAsFtxwffW5f/337uLJc+U8Cpk9znPkWAtibTVqDojgTOqRdXUh27avlDxmuhWTnluFa2bTMt7kueAKPgnq61zLRz6TK1q16kmet8qaxOj64h9CVnZ/fKnC4rPFPf+EzWFQNfu3Zm3hj23M+BDLfjNZ8R8p/XL+GPtl5kQtvq0MXrnLCF9hy2blxhA4F3363eC7Z/02PXgQwjJXmn5OMPnR+GyegU+PpD/AXTvA944ZrxIYKgcZivu1ATX3UH63Vje0dAPQH39tFvnanhWYA8+2bqxh1gn+dPAkzYcfHB/e5w5/9o1uNSVYqMajme4Tb+QDD0LsVGwm+QxBCXARQSyn3exdmkFJ+Qgjxo1C9vr8VwP/APv5uqBZn/z9qZ9ay628AUEopP+GM4c8C+PMA/i2AL3Ol5s52PwTgmwL78pNQwfefllJ+fMz+JCTcizjfSo2vHyyVJGsg801S9fnabudq+7G+yNf2ZviNF26pCV5kpt9nuBbCXNdAqqDJnXD0wW1x0tfne13MJpluh+MmCvh+EwtKJmNAnKXUzLeu+R7mdj6k5psHWr62WBS8F0xK6sJtNUZO0K47LAC8+b49/ItfeU4bAwJt8N0GLrzmu5hkloQPiE+gCLqFijMJWVbNSuUYvJWRj/nua2nlG28f800uufe1wffezAS3tuO1h/nWNd+ry877mO+PcuZ7cSeYb3McifF3sX9cYnc6UZ0EsrgioS9haOo6AxNej4TVb7gmvc88V3ZOhmvcTJEH3/tHxOqrZ8CQIIWbE05ygZKVKHiZb51QUP//w+9/I77irQ/g3NYE7/tvf7JXaQOYmm99b0QYZl/3hGifb4/sPM+EDlYHuZ23ngExwzXe9zp0jfTVfHv3qU927pTUhE6v9MjOKY8U24YJvm3ZOTeYyzOglj7m28iah8RqTWM8P2h/QolGKSWO2ut97eC7/e1R58I+SLplmOec0lu+bYcM10LJPbq+z28p01xLdj4gaWbtT6OuqTyiCOi2GutZp04sJcO1DoQQDwL4EgAvSil/xPnsrVCO4e9s///TAL5RSjlYJg7gjwD4aQB/VQjxxQA+AuDdUPL1jwH4M2zZh9rPnwLwejaOPwAVeNcA/jWAb/P82D8ppfx7I8aVkJAAVfMNAM/dUJPwPsk1GUAZ5nvdPt+KdY6xzdf2Znjp1qIN0CM13z19vvvG8dzNY92GZAxcOaI7kdg0+H52ZOfs+BQseKIJicuMclDN906rfiDTsD6387JuepM2XL7qa4vEDZ5CKBwWV8uemds5oJIGj1xSbeUOl3VXdk59vlnNd8hwLZZUCDHfQ9zffeCTrYoxQfmASXUo+DZu5/5zqJnv84b5Jtiyczvo2Ijb+QDm+yPP7euEiSsHPglwh+ws87udc2+MPBPRYIx7L/hArQBDdZ2+8zqG+S7yzAomj0tlqKi9O5zrYv+4RJELHZy7LQJ94Mm0IstQVob5nk3yTrkAnXOax+3OJnj7w+fx4i11LS4G6NyrRmJe8N7WHoa5CT+H3Q4CdC1P86zjdl62bRuHMKs8mFYBZpj5Llnf6+BzT3STO1Iat2LfPvUZbRlGskd23nTv7SEB/qK01RM8AWgSLxnydqB1001YDw0euVTbJMH931vWDRqpku2xIHMI6Lwqubf9WUiFBJiA3Hf8aud499V8U1D+0IUtFXyzaygTYlyrMXI7jyQlpOStxvqZbNrFSWSf73asQ6/8QQB/F8D7+ZtCiC2oVmPvhLrPBZRM/P8UQpzDQLQM9rsA/D2ooPuPQ7HbfxXAb5ZSvjJgNY+1rzmA7wDwnZ5/Xz90TAkJCQbU4/ozN5TZ2JA2W/NJZoLvDfT5BsL13oAKvqtG4nBZRwPaVWXngDFd211BLuzKEWlifJLMN6FruCY6fxc5C76jzHcrO2cT7+kk62e+hxiuZWCycx/z3bLQAwz1aHLlOkGTzP6Ri9uavT9cVljWavyzIm8DlxpcKj+diGCrsSE13+6kYln1Hw8fOAuq+7LnQu+fOwm7dVziz/yzX8HBogq2GjMOwP4Z+a+/cAsXtgtcbu9DLut2Zed8sqVqvu3jPxZ99cTLqsEnXrqNdzxyAYCSnZ80aof59suZDcvcZzxU97RHBFqTxBDb5GHRyPPBHlO45ttuNWbLzt1e3zePSpybF5axUm8NMSWqyO28kfq9WZF15K8hoz4uT+6DrvnWvgvdZYbIzmlsdJ7PbU06zHfdSBS50MFqNPhmNfPBPt/EfNeM+Y64nbtBqES3Flsta+9LCDT8iT4G/TJjPh71nfD6ucElAN0Szmb6zXPDNlwzXgNDmW+6N3xlSRzUtWOrUDXf68rOgUDtduS3I3b8OIsPmORIsOa7ff/BC1vWugF/i7oYeM13rH+5lp0PaGXmttG7B1XnawXfX9K+/qDz/h8A8AiA6wD+EICvAfAZKHb6W8dsQEr5tJTyG6SUD0gpp1LK10kpv92Vjkspn5RSCinl6533v6t9P/bv/QPH8v52+SQ5T0iAkZ0/8+qI4LvIcfNImTKta7imeuX6nc4J11j7syHMKDA+8KV2Y2PN1tS2bDkir3c8CfBjvlU4Nd9sv7mb+CDZ+ZYtO1fr7zoruyirfsM1n5M3HysdK9cwjMNlnlwnaFrfI5e2dVLiyGW+iwyLsrFM0XzMN20jphQgOZ0bFK9juAaogI37BoTYpl/49A38g5/9NH7x0zeC8lUhhJcpJfzyZ27i7Q+d18HW3rwrO89aloPLHysWfK8qO+cJmX/4c5/GT3z0RevzT758G2Ut8fmvvwgAutTiJEH9tieZ6nkbCp4KR5IfArlyxzDJwq22dGsmdoznrYM4/06w1ZjHcG3W9vkGuqqW/aNS/yao7fZP4iuWKKJWh/oZyIwUCbVnn2iswLDgm2q+Y3XOvG2cC1f+S6/n5kVXdq4N1yiRFTvfDYQwhmJRwzXe9zpS8+2uoWn87f1irKo7RrXucDs0tR5fzbd6jQWu9HvB/WDoOuRO4Py55tZ8D9kPwJZq0/WzCCSLKYmsZedrMLG0+yH5OOBXBPXKzj3Md7Dmuz1mD11Q8yN+DYnRNd/G7Xx4q7H+dQLmnN6LNd/rzPBe375+1Hn/q6Hu+T8tpfw7UsofgArCBVRrsoSEhHsAF7YU4/Vsy3z3Ga4BFHxvhvnOMoGL29Ne2TkhXvMtvH8PASkAdlcwdCLGiSaNJQv2TgJ8UuMetyk/BhSUMsO1ITXfPBGyVeS9fb6Vc3hf8G2Ml4yjshkLHatoW6Z2ckATe9cJms75Ixe39D4cdmq+jexcs+2BVmOZCLsQA+H6x0VVryY7p+RCY4KXSbvPfH/1dtrJ5O1FFZU6uuwn4bis8evP38LbHzqv3+Oyc7fdFJdzVqxn7yZk53/jJz+OH/i5T1uff/Q5Ve/9rtddAnBngm8T1FHw1F2mqk1bL95Cz7++Acx3rM7Soy6YMbM0Qsj0cOZc24uywaxtNQZ0g++bR6VOwgHDWgrx7gVF2+dbu50X4Zpv97IZE3zrPt8UcHrGGGO+3UCVvr+3VXSus7JpUGSi4+3hHZeTmPEnb1rDtXpI8N0N4H0u5LQs0O8qTfctGdZFa76dQzckwHdrvgGT4DRqGfu55qv5HqKbJsYWML+Fh6Hgu/0d26bgO9YjcMB2Af9x4L3MXcRk+00jreRzX803HbOHLhLzbT4TgW2EwPt8+65ZKaXlqJ4FSirs76jXJDv34wqAfSnlEb0hhMgAvBfq0v9f2bI/BqAB8MQa20tISDhDUAZjyukbQMc924d5kWnDtXXdzgHleL5dhLd7bY8z3/2yZGA860yy87Vqvh23876AdFXw/dxxkiXcWdlmvvuD79dd3kaeCV3/C6hzPUR23pfsyFmNmM8IiWS8MWdoQE3OiMlzpdb03UcubVtO7bz1DcnOuUmca0oFEGPZz+YD/lZjqyhCONNR1Y02wNHb6QT5asy3F1V0Ek8JBxcfff4Wqkbicx42wTdnvumckus3NyPjzHdPbBkEN6S6eVh2GMePPL+PaZ7h7e347oTsvGIy8bBbtXEw7zNu6nM7B0h2HmK+uyyaqeM33wmZHnoN14pcP7dd2fn+cWUH31m/KZ6Rl2aYZG2fb1bz7TMMA7rXap4JyxwyBlIUxNy3fWyq3i8nCKJ769x8gkVlxl83KuiwWo31GK7xpBWZchEa5pXA+3yHnsvCkwCS8KtNBsvO2TZFgJ2n9bjJvCEBvuuYr/7OO8kGHsh3ZefDgjVibAH1fM8EcLiIM9/zIm+7FKzDfNuKCQ5fwowQC77HMt/0vk92PvaZXDeIMt/aX0XXfPfLzl1vgT4vgrsR68zwcqie2BxvB7AN4NeklK/Sm22rsFehXMoTEhLuAWSZwLl5sYLsnJjv9WTnAPCu113EWx8KW0lcO8eY70iQp/pFtxK0Oyo7tydlSyeLv2nwhEdXdt5l/ye50FLAGLP87scv4+f+9BfjofbHHFDneojhWt/x5vWPpZad87H2G67RchRMUPNK3i8Y8MjOWRkAscBlLfXksGhrbnmQQX2Lo/skiJlwgu91DddqqdzYs0wxsAF2Twffx2VP8N1NLgDAr3zmBgDg7Q9f0O+dm3eZb2Ko6bzNJ5lT870e8900ErcWVSf4/uhzt/DGa7taBn1HZOdMvh1ifaumsRITG2G+RxquATZrXQauOX6/0HfmkzxsuObIzmPMKN827cckb/t8U823p9VY7dy3HL5EmA/quGambtgr7+4+Zwjar6Ex6wNM6c1BG8Bx74UhwbcyZzPXBmAfP96ub7Ds3Od27l02nIjg0NJvksYHZcY+wzX6LLwRt883oBRZ1v4Ku8/30kmUDCS+LeZbCIHt6QSHAaUWr/nO834jwRhMizrPZ56EGcGopbrfqxq71RhdEyEDObrHHvLWfI/bPyllW4cvUHuiZFMu0I5tgOzcuOon5tuH5wDMhBCPsfe+vH39ac/yu1B14AkJCfcILmwXeOHWMLdzQAVkbi/PdfA9v+dz8J2/863R7VHf5L6AiILA8TXfqxuuTVvWliYQPjfvTYInPDqtxnjNt+V2TjXf8TFd3rVzsVvTfDOtxthkgJsSuePuq4/lfYtd1uixKzu4tDPF2x46zwzXap14UG7nanJvG67ZhnmAOodDgibADoqpR/cqJQc0HmK+CyZtpvc56JzejhiuAdBsv4tf/sxNXN6Z4kGmdOCspxuE0nmbF7nldr5yzXe73luLClICB86k+SPP7eMtD+yhyJVB2B2TnevAOsBscXbTqR09Lmt86Okb+v88GAshJjs36gIWfHtl55Gabx58V63hGrHnnppvNwHTJy+13M5bFl+X3ky6MtaYYsKtUQ9vU0nBhWZiPQoFZ/LPQYeTu1YDpvTmduvQrvctE53nvA81q/H3KWN4kqWs+4Nv4Ul+KNdp/7Lu9kJjBNT9F0uu1LLb0iwLPIs4vLLz9jrk+2uOj0mUTNkzZ1DNd2OXBm1Pcxwu/c8JXvOtFBqrB4N0icZayXn7fPfJztkB76uVpmNmmG/zWSbGMc11W8qggu/u566/yhBlgsuWr1Njf1axzgzvZ9rX7xRCZEKIqwD+MFTS6V/yBdsAfQYVsCckJNwjuLBV6MnHMOY7Y3+vz3wPAdV99zKjxGauKDtfi/luJx3LSk24Y/XC64AHdtHg2+rzTbLzcduaTwYYrjEWOQTOEPoYqSE130Bbn13Zkj86zm++bw+/8Ge/FA9d4DXflXHfLVTN91FZq9rMdpszT/A9hPn2TSo4yz4WlBip2ppvkuuF+nzTebnVIzsPsYm/8sxNvP3h81bwvBdgvlWf75b5LnLUTRMNooaAJM37rYqGM9+Hywov3lrgDVd3AQC7swK3IrJzKSX+qx/+CD787P5qg2lRsvMeCjz5uXGZw//9l5/DV/+ND+L6gTKk5MFYCJM8CxuuedzO5572caGabx7MUrA3L3Kv27mUEjc7zHe/vFTfz1mGSSZQVsacL9bn2/d89Jkf+kAu8qHEFGCexz7Zv3E7t58l5HlAJQ5839znvA9Vy8gDfokxD/hcJtiHUM238HDf7j6FYEm/I0Gu9NSWD2HX6bq0mG8Kvtm554F86f4mDFBcqHHYDuEq+O5nvlVwunowqK8bXxAdMVwTkevVVcn01XzTOramOS5uF9b9JCAgRzQbox7ekwDzTbtJ+yQGeEHQMaL7Zkzf8bsF6wTff6V9/VoANwA8DeB1AD4F4H93lv3S9vUX1theQkLCGQNnuwYx3yyjvQnmewjuax3PhwRn6nVcRECy871VWo11ar5Xkx0PhSU7j7Qa07Jzy3Bt3LgGMd+BHsMctuy8y0jxscYwnRjmW8uePZOcoNv5JNMTa264BtiTaj6JDkEI5bbMJ3HrKEKsVmMsOdBb831cRSfxPrfzo2WNj71wC5/DzNYAp9UYBaHtREtLiYsMVS2jk8whyFsjNyph4cw2nSNthDjLO7J0jk+9fIC/9X99Ev/nR15YaSyEqu3pDJha9+4y0pads/Ny+7hEI1UbOCnloOsoarjmcQbXzDcLnEP3oFKKSEgp9TUwDxiuUVJqrOFaxe7nYpK1hoEkO887xzB23cyKYcH3kJpvClpiNd90fE3Nt13iYOrGh8nOLcUKSeIt5ts+Z247Jt843ZhFycH9y9LnMfBykVhNv7fPd7tPsUBKK43c4Jv3NeflNB6385DhWlk3+N9+8RkracLvDSU7H8p8r16ErPvDe+ujw9e32+LO/Z6vz3fo/iuZguy+c3NPq7Ehe2K2TWoE37PIOLijfe13U6fVmP0YPp67BSvP8qSUPwfV6/s2lKR8CuV8/tVSSvcK/rr29SdW3V5CQsLZA7G+mbBZ7RDmLODbhOHaEGjmuyfIIwZ1rOx3Hebb7S8akoBuCrbs3B4vl3JTEEG9d4F46ywftop48C1bs5xpH7vHghTOJulxD675ZoZrTh2avZxi4Q5bw7VMKIZxVhi5ob5WfMw3C7D69stls4A1g+/alp2HpJ6W7Hwk8/3h526ikXa9N2BaD5IZE6Am3E0DzYjMJ63sXNfujt7Vdr1K4rh/rILvw2WtJ9W32uCH7sfd+SQqOyepd58/QR94azBKDrhQ7DiTxzb299U4ms7kM4RJPqTm27znM1yL9fkG1LV9zAynfME3JUGsVmPZgD7f2ogvQ9HWr9N7U0/Nd+y6mebhtnjWNluWUNfQ+phvFji7oEPlup2bmm91rXEzuUHBd2MbrgF20izEfIcSWMIj75VY03CNXVMx2XkTkZ3HmW9fzXfWkdnz5AQ9n8wzz78fH/z4y/iOH/wQfq1VuHDDNUAlXQ8Chmt0rW8Vea9XQx90izqfcVrU7Rx63L51rTA0AwAAxRVJREFUepnvwLOBK8iu7s2s7w51i7e2LcJ9vt2EQp4Nv8604do9yHyPny0ySCn/vhDiHwN4GxT7/YnWXE1DCDEF8LcA/E8A/sU620tISDhbuNBOOHamk0H1mzbzfYdk5wOZb26iNQaPXtrGvMjwhmu7o8dG26JawCFM8DqgSc1sknV+4DmD4tYeun8P2laRRQMacgPuZb4Zg6ZbE3HmW5+3fmUDTdRc2bmLralqk0ZGa4B9vdK2DPNtT5KHHKvMCdDWkZ3T8ajaunFdB88YIo6lj/n21nx3Eyi//JmbAGC1GQOM8sO9ZlTvZrUNcsBfm/luJ3AkO68bxc7Oi1wz3zr4nk2ibucm+F6PXqlqIzvPMn87osoy1bKTIvS3YpH7Owyoz8P1p96ab+pnzGXnlT/hp0sqKhZ8T5jsnAW6+0fq+HL1g6vs8IEbKJKEvqwp4dVNYMSum2nAmd8FKRRi7tFGytw9LsL5Hnc7B0zwzc3kps5z3j8uu2wBsI9fGWK+A+oIH8MoPUGxb59C4AF/X5/vkOFarH5XJyAL/qxVSRVX8k7rqliLP4Bk013QtUHPsw7zPZvoJJKLw+Xmgm/afd8qhrid+13S7d8yup9DzwbuR/CVb38AT758oD/zJW1iaBqVZM0yfyLQNZEbUpOv3c4998G9grWCbwBoW439P5HPlwC+b93tJCQknD2QtHNIvTdgs+N3SnZOzHe/7NwOqIbi6t4Mv/bdX7GSc7Pb/7Ws+pngdUCBna83us9wjR+zvvpTF1s9budD26pxCa9PDjobyHwPlZ0D6vhQnR+dI3690pgNO2j2kyaDfXClyVrivhLzTXLiuq0rtifxLuFGE9FbPYZr00mGG0dL671f+cxNXN2b4b5ztsEeBbu8B7vfcG3RqQMcC5Kz88ny7UWlgm+X+Z4Vuh2iDzr4HtCmKoaqseu5/cwWN9WyA2fDfNcssOp/ZvXVddpu58Ra28w3teuz182Db+N9MJ8MZL4HTLK1q3GWocgFykY540/yzFszHq35Hmi4Rp4MMTOnKsZ8O4EqnUJXdm4k9Zk+vn2txibOs8yXnAHUOaH1hyoTfAyw9ATFatmwpNkdI40v1jLK2+c7YnBHCNV83zq2n1M8OeGqxULMt07gsgQsv452pjmeCzwnuOw8JK8eCt3n28cSR9QMNFav7LyR4JequX7811vVNPoc/odf8Ki9HeFPXoRQS9VdY5L573faTd5qrE+1T6uhZ+U9GHuvVfOdkJDwGgdNttye0SFwk7U7FXxfpeC7zw1bB1TjA4JVWybR5E4brtXNifX4BswxdyXnfCyAn/keGyipVmPhX1kjFxxguOa4nfOgxLC88fUUbQ0rEHeVBdr6v7LGoqoxbYMNK/jWJQqi3ZfxzLfbL1b3uM3HK0JIdfFrz+5bMmLDltjnQcvOe5nvrGOa9+Hn9vG2B891lC6TPMPubNJhvhtpTLTmRY66lsw8afSutt8jwzVmtNZKRslcjboP7M0nuL3wM1rHZY2PPLev/14HLnPp7/PNAnRHfknXNtVP03piCEk9AVgGVQTjdm72NaS24Qw3l51nLZPL721SIJDpGG23z6WYm2VNMsV8V63jPyVYOOi/vsMyyzMsB/b5zvv6fI+o+Tayc5v55tJezURGZecmaeeTnfO2UWXdMHbQfxP5WkYpw7UuNCvdE+XwADgTYVdstwZZbaOfXV9QmY+VMMo6MnvOAquOGWxbgZpiuqeWLAHLk69bEcO142UNIdRYYvfcENAxDBmnAXHZeSipx7/DPUB84M8qF6OZb+127lfhdFqNDZGdk+Fae23fi27nazPfACCE+E0A/kMA7wJwDapi4CUoRvwfSil/cRPbSUhIOFug4HtovTNN6PJMeCV9J4Fre/N2m/3BGX+9E1DZZ8dw7SRl523ywzVbA5w66qwb0A5hczm2CtW6RUkdu98dKrO2ZefdSTGxSkNajS0d5jsoOy9yHC0rFLkwUn2WOOqv+e4/h3nuZ75XSUo9dGELj17axr/55CuBlkX28hRQWzXfAw3X9o9KvM2RnBP25hOrRlwbrjHZuWo1pv6/Vqsx2WW++evezCQGQ7WcKlmhxtLnzN+Hyjnuvglm1UitDHCDS0qQLMpaS9b7W41lQTa18ZxX0yasv+b78o5KWr50a2Fq9tt7wC0p8THfbk27DzyZRn2+q1a54aspjilWZkUWNdbT22yZb11D60uSaLdzHwNpj0W7nbfMN7W9K/m+tevplZ07963tCWDMHznzHXrU+IyzfEExMCwwVuNh7HNA3aHW45Odd/fJxaJShqP8uUCKJS5Ftg3XbJNSOmXu706jf0PMeZuxRPtOj+HaVpFDCGEZgK6CmNu5MSfrV1y43+Pf8SknOOge8EEMMETjaBrudt79onR+a0fJzvN+tcTdirVmeUKIHSHED0AF2X8MwPsAfBaAz27//uMAfl4I8Q+EEDvrDjYhIeFsgczGBsvOPSziSePN9+3ioQtbeMPV+CPoNIJvIRQromu+A/WXmwJNsv2y8y7zzQPasez+9ixHIxGsw6SgoU9mz2tjvTXfQw3XLNl5u+6I7PywdTvndfLuNoml5gHnGObbqvleQ3YOAO95/BJ+9lPXsWC907UxUcjtnAXfvkTEbJJ3+nxTv2cfzs0LWy2RKdMt3Wpskre1/uEgagiIWSbDNQA4aCfOt9v3iPnenRXBmu9faiXnV3Zn3n7mY6AmtOZa9E1EVYDVqhKcsgMKpizmu+dZMMkjzLdPdj6iz/f9bQ/3528ea5Z73l6b88K+Lug88JrvkPyXo9I131mrTGmwrNVxzHQAatZBf/uSNkMM16SUrew8swK47rha5s1zL5og0g6i5kWOSSaY7NyYQwohtHFYCNzdXrdB8ygjtmc5lhVz/47UfLv6YSnhrfmOSZo5anbf+ph1ggry7fdou301364XTNEmTbkZGVcfVLW0ksTUSs29LTTzTbJz6evz7X8GHC5V8A3E1SZDMER27vv9MHX53XU2HeabytlCzHcTJD8ExgW7NXc791zfbkJBXTfxbUiWaAH6FRl3I1ZmvoUQGYB/DuCLoM7XcwB+HMBn2kUebj97EMDvA3BNCPFl8l5MYSQkvEZhZOfDHiXEuN7J4Pvy7gwf/C8+0LscjelOBt8ArElZedKy83byveXpsW6xyRswXNtppe2Hy9rb093HYvuQZ5n+seYTWsLQPt/TXHQM10Kb3prmuHVcYXfWeA3XjDmfsPYFGF7zTY7dhPWD78v4xz//Gfzaszfxpmt7AMzE3J3o+WTnvjHPi6xTOrAoa8s4kePc1gS3WEBMvaxp4juf5i2LpT5fteY7a5nlGPNNpTB78wmWdYNFVXcm9h96+gYeOD/HA+fnGzBcs13m6ZrlgWLJDdec5Audh+OyiZ4TjjwTOFwGgu8Bhmt1o4JR3z1ILRpf2D9GkW8BMMy3e13QeXB7vffJRTnzXbSdFeg4cqYvcwIq32EJ9aTn4Mc11jeZt2JyYYJ29X8eMO3MJsxwzU4UTnIR7fNNtegAvIkHuoe2ixzL2txT4T7fgZpvr5lXuy9DDdfaYCu0uFd2rgP88DbUPWoPkJh+Ul+obbfjaZlv7lnAmW8wkT19XydgnTrp7elEG7u5v3VHpfkNG3Jdx0CnNMZ8R93OfdJu6QTfOV3bgcR3E+7IkXVzNlHUbVu5sNu5eqXr1JwffyKIf8e4nY8Y0F2CdWZ5XwfgAwAqAN8G4BEp5ddKKf9U++9rATwK4D9pl/kAVE/whISEewSml+6w4HumJ293xul8DAybeWeD7yIXjux8tYBkCGhi40uWWG7nPsO1sbLzNtESkvINDr5Zxp8mtFMrUdCOtWc9BUty9LXpUbLzGksmaZxOuskJLTtnk2rf5M0HNVkx31us4XYOAO9+/DIA4NXD0mp5RWPiWDCPATIT8o157jHNO66aYJvAvXlhnYcsMxNkwDDfsVZvQ0CS7f2jUl/TuuZ7UWE6yXSgTc8mH/v9oadv4HMfueDdz7GoanPeQ7JPtySg9gRXR8vhbudFngVZIbq0fIZrdP71Pejxubi8M0WRCzy/z5hven5P7OO1f1Rhdzaxz30rX40FW9p1ua35ViUKSrlBwRoPUppIcDLEcM0oCox02Tc8XovuwmVwecC0OzNt7bSZHFNUxZhvKzFDwSW/Ptrvbk1zLKvaBP2RPt++mu+47Dw4PGs8JNuPXXvudvIB21iU3WcLJVV433quPnA9C3TiwtkOfZ+3m+Rj3I78Xh2Xtf49W8ft3FZxhD+P9fn2mpqNrPmu6/BvVEzR4IPaNoJGdEat0u7HgBIHN/l4L7qdrzPL/BqoBMl/JqX8a26LMQCQUjZSyr8B4E9ApaC+bo3tJSQknDFcGGu45pHwnhVot/MVDNfW267DfN8B2bmv5ttyO2eOzIRQfXQInPn2gUzK+plv9Vq3rBgfH/9+vzO0MVyLTeKB1u287fPtczufsgk1YNd8uzLIEFQtu/k/1eGuem9Q3TcfFw2jIzv3sJZBw7Wq0QEU9dsNMd/vePgCPvuBc/r/Wct8q4muurc2UfNNcvabRyUevKBYWWIcbx9X2GPJJR18O/XAr9xe4NPXD03wvQG3c7cEwj3uZdvmipbhE1DNfFd11G2bg1q5+eBrW0SJHQqcTemHR16dCVzbm+OFm8fMcM3Izt2ab17vDQwL6Ew7rkzv61FZtzXf3eC4bsLXDTGkMVRO8AiY4/TzT17HO//8j+KV2wvznPHcE7mwAwLaPyHstnbuOnh5kQ88MRMzXNuZKSVHH/NN8l4OCT/bSO+NaTUWq9319/nu38ai6voP6OCbmTTy5FbIs0A6/G2H+ZZOn+8ZBd/d58DRstbB+STzt9QaAl8iyR5jv+zc32rMNo/rq/kumyb4G5WJeF2+d9utEsLvdm4nFELJEd936Hl6L/b5XmeW9w4ANVT/7j78bSj2+3PX2F5CQsIZw7mRsnNt2HOHenyPAbla32nZueo/rX5cltXJBt9CCEwnGbY9ygO/g/jqzDdNZkImSMZwLb5e82MtLaZMj3XSlcj7wGWpvcz3dKJrvqe+mm/nPZf5HtKWzZ2s0PFYJzH1m1v22y0b6DLfXbMsv4mVzZTSa0i58u1f8ib8za/9PP1/kmiWba0zSRNpt9dhvgHgxmGJB9raZC4732Xy551A8P1Ln7kBAHjHIxe88vqx4CZGIXOpisk9XaaI2O7jJXc771NzhFk4H4uWt/Juw3zHE2D3nZsp5rsybufq1XE7Py4tybnaVjuOAQxXkRsDzqOyQZFlXgfu2HUzKwbIzrXM3fT5pvV/6uUDvHpY4hMvHWhZri/Id83JuLHdzizX3gOlflaRoiqcKKHl88xO3jSe62OryFGyjgGh554tv4Ye81qGa9ztPBBsqW12n61CdPfJha80hIwym8Zz7qS0jOr4vrhDo3uKtxqz+nxPw8E3L50aYhgWgi/ZxkExve9ZzOXane81dnKcAutQkqCqw7JzBPqkh8AN17zMN+1TO74hiR7pfOdedDtfZ5a3B+BW2+c7inaZWwB219heQkLCGcO8yPHNv+1xfNln3z94eQBB2eppgn6MxgaZ64L3n17WcmXZ8VCcmxe6XICD15rzlkmEsfW5FOAfBZjvsbLzqjHy5cJT8923Hq4w6HM7V32+Kyy44RoLOF1zPj6pLtseqn1wgy9d871CqzHCe95wyRpXSHbOmfqbhyWE8B8Lul+JKSe2c+j9S/LwqpXUUjuavlZvvettN//q4RIPnFfM9+HSMN+8DIaCQld2/smXDgAAb7l/ryOjXgVlbYKnSWDSWLFlXFm2Yb7H1Hz72/vw9bnHeD7J9fnsuwfvPz+3ZecTUzZ0XMWZ7xhTR9A1321iBgCOlhUmue1oTYjKzvO813DNGLxxZl22n6nX524eoawizKCT0OLHeWc2we22/KHSx5YUVXHZed00lhM+EDBcm+a6xRZt1wef8Ziqs+1n80PgLfBiDKlile33DPMdXv/CU9JC5QSc6efJCVd2HgruXNNOt06a2m/6ksXHJTNcy1fv882Ply+gNM7g3e/GZOd109jMd06/mQFVTKQ0KhPjDNcazXxnkLJ7DRm1Sju2AYkew3z3s+R3K9aZ5b0M4LwQ4lrfgu0yFwC8ssb2EhISziD+9Fd+Fj7vdRcHLUuyxbMoO5/mGaZ5trIUdlUUzAjspFuNAcDf+4bPx7e87w3dcfC2Yj7me2QtOjGOB6HgWwebfbJzM9mtaiVf5oEiJSt6me9csHq/dt2Rmu/DMsJ899R8D0ng5Jm/1dg6yZd3P6aYb+6oDXQnOouy0QmYm0dl8Di4Bl1afjxQuUKO3sQKm1pEta/ryM4B4MZRiSu7U0zzTAc9txZ28B2SnVM/8L15gVnR75Tdh7phhmsBxUHFlnFVCbrP95ia70yEJ9iBtkVqX9WxomsuxILdd86Wnc/08zvv9Pk+5wTfsWCBUGoDRdML+6isUbDnsC9g8SUCxxiukUxWvac+o4Dq2RvHlkLBhctA8kTersdwjbbTV/PNPQN81482XGuv5+OIV4M9Tq4cCPX5HhbkcDVFn+y8U/M94HrgyU7CNFdBHZ1bS3YuZadUK8QQ07HU7SYbR3beMt9HniTcEQu+8yzss9AHS3buY74jiixfKQL/3pia71h5GyUFh4LanE1y/zZ1ZwtXFRTZhkk++g1D7wWsM8v7Gag67u8asOx3t8t+cI3tJSQk3OXYOtOy8ywixTo5dGu+T3YMb3voPK7szjrv23XUrQqA/UCPbQvVZ7hGk6A+d3fOcpRNt0XKqJpvV3Ye2PTWNIeUwK3jUpcjjKn57pMLA90+z8s2IFon+H7wwhbe/tB5PHhBSbFDrVoWVYNLO6pN4M2jMqgAIOabAi0KUEcx32yCTNeYnkiveKnnmrVUpS+qlzer+WYSaJKgu8H3waLCVpEjz0QbTK5vuDbRigP1Hj/uTSPRSFg134CZTNOk9bisR7mdh6SlobZFqn2czXyHrrn7z81xsKzxyu1l+12q+c6wsAzXfDXf7Tgi82bb7bw1zlvWrds5fb8rO/c9ioghjbF2JTuubg0yMdXP3zyKBifuedMBvbDdzikpwlUyVF7kgwr4bcWK1ee7HZ+rKAoG357a2kb67zkxoEQAcA3XYsF3N7EWa5VFUH2+Hdn5xCRlALvVWNPItlVeV6Hljk3Lzlm7SdftHPAz30fccE2s3vrKVnF0P4+7nZtnXne9ruy8vUZDsvNIaZQQ42qsyVwvaDLpJMyE59nogjY/yf3n8l7Ayq3GAPx1AL8HwLcIIfYAfLeU8uN8ASHEG6GC898P5fXw19fYXkJCwl0OU/N99pjvL/6s+7wtuE4a1McUUGzwna45J9j13d2Adp1WYz74nMt94JPdqpZamkkwbuc9wffEY7gWSCgQC3LjqDSGax7ZeYj5HpJAyTK7ZY0ObNe8N/7JH35vLwO7qGrcf24Hn3zpADeOymCQR0qVY4f5Hpo8o3ZqVJdJ2yHjqVVbjfFr8fxWge2pCXoOlo7svP37liM7P1ia2vB5kVsmdKugbJpOuQY/7iWTPAPdunBvn++ee27CTARdhCbyZKIH9Nd8U6/vp145wGxi2GjXcG3/uLJ6fPP9i8rOWV00HZfjZY3JXsDtPGIypv0X6m6vaAKv+RZCWIEGJQKevXmMi9tF8HniBncht3OeWAD6a745e+mrdaXEASmKKBgN3bs++bWEjNax98U4dKllmUCWhQNpKbt9vn1MvItFWWO2ZyeGXZNAW7XQtqabd0MZdyu1E3zXIeY7YLhm3M5XZ745g+tbh3vNcOhkUYAx55crHZ8Q8817yne3M67mW123vDysAWDuP3q+acM1p9zDB7pmaR6S+nwzSCl/UgjxlwF8B1Rw/fuFEE8DeAbqun8Eqtc34S9JKX9q9aEmJCTc7dCy8zNY8/2+N1/F+9589Y5vl/f5XtbyRPt8xyCEaNueSW/N9xAHb45ew7XKZoZC4CxHVfuYbzFofGTcI6Vx2465nQMqcTDIcM3p8z281dhmZefu90P1dYuqweVdw3zPAudAt6ZymO/5UOY7U9smd12a8JU99ap94EH7ua1CyX15zbfHcM29Dm+x2vB5oa6NoW3ifKhrT59mT82ukZ2339MMKtXVNx3ZZQhuuzoOurTc3ZlOso7beegevLangu8nXzmwTPbmRYbj9hxWdYPbi6rDfJtWXpHgmzmCh9zOLZOqiOycmx+Ggu/KkwDRwXd7wJ6/eYy92SQqywVMEMTZeAq+pZSdY9srO2fJG6/snLUaA0zwHUpg+QJqxVL6lm0/7zNc47L9HubbTZAMScaoxIlf2aSZfiFYTXz7m+m0uAMAt/+SW/PdOA7hlCz2lUkdLGqtOMizcC11H2wVgi/4Dj8X+2TnPJEgWiY6NM6qbjpJbPPlcUwzdzsHuj4Axu1c/d+UH4TXSZ/RfXoPEt9ryc4hpfxjUD2+X4WSlT8K4DcDeC9U8C0AXAfwn0op/8R6Q01ISLjbMZucXdn5aaGYCD0hWFb1He8zzjFpXYbph5xn4EfG3nqyEma+4/WmBKu+z8Mq0/HqC5oo4UNBFhA2XNuamuBt5gu+yUSJDNeYnJS7XseQucF33UCIzRr+hRiQRWmC72XVBHsFr8t8G8M1dd5o3+jcr2qv4DLfSnbOa75NILg9zSGEX3Zugm9ydV9del4yKadP7l/pGuDMenVrvo/Lmi3bx3z3y87d4Gxe5FafdyB8DxLz/fSrR1bChRvUkaLg3JbN5YxjvoVONByV6hnoc4ynVYVk5wCitfuuCZ26PtuxtH88d/Oofc7EZec0Fi4735tPIKUK4Gq2b8Cwmm/d4tGTeNA131QKsowz376AWsLvsxAL7Kwxsn0VIuy0Xzddhn1I0LUou4kTr+y8PTWU5OC/mX2Ga7zjBb+/dFLDKZNqGomjsta19or5Du9DDPx4+Y5d1GU/cvzcRAKAoPs4YF9rne0I0ZUNRKDdzgMmb26ie0iih3dBAO5Nt/N1ZOcAACnlXxNC/G0AXwrgXQDIgO1FAD8P4MeklMfrbichIeHuB29Vk6BQ5JmewJZ3wO08hkkuUEvGnLIf6LHM9yTPMJ1k4T7fY93Oa3LNDtR89wTxNKk7Lpt+2Tlj+Qzzzd5jAX+eCSxrs4/Da77tCQj1FN+k4Z/L0gFqwrqoalzYmirHYg9LRXDdzul16P1rDNeUYoEmYHTuV5Wd86TJufkEO7MJbh1XWFTKJG93Zs6VEEoO3JGdL2rstMvNtbS1wfZ0pSG1RnvGyZzeI5gaYAqwYC1Dr0dlN3ALITbBDrmdzyamXrvP9PD+cyr4XlaNw3yr4FtKqVvVdWq+BwRbWg3A+nwfl03rdt7uh2MYlolwn28aawilI+sVwjDzJOt++fYSB4uqN6j1uZ3vtdL7W8clqy9vme9JhsOjcHKHS4Hp8cETK9rt3JGdhxKIxu3cPn6+pYfKzo25HLlih5dzhzWkxdSCGVwSZiz4FsKwuoDp8+1tNeasm+4TbbgmbbaYngUu802JR97nO6Q26YNPxWGN0fP7xpGJiOzcOeCTTERqvhtsT/zhn8B6zHen5ttJAg5pOUf3pDZcS8G3H21w/UPtv4SEhAQv5kU3kHmtY5pnltv5aZi+EYo8s34U12G+AWBnmgcN14gF6qtx5i65vow9ScD7GGPu3K3dzoPMt7k+6Xv8vPCEAUn1CWPczvnk2uf0uy4MA2veq1rjr3mRYXc2wf5xFZzAz5x6y4XT77kPZLhW1bbbuTFcW+1a58mC81sFdqYTvLB/rNlvXvMNqLrvjtv5osJDrTHdbBPMNwsCfM7OlROMddzOmeHaULfzSZ6t4HaeY78NmHXNd+C625rmODdX1wh3uJ8XGRqpvr9/rNbVrflWr7GJc9U0WmnDg46J5XZu31uha8bnv+DClfPnTH1SsZvkM68eBpOCVCtOAUIjpQ4Kyejv1nHVaTU2zYVOdvhQsWe/n/lW391hJTGx54wJds174T7f7ec9tbX8+PFj50LK7nU3pNZX9fm2jzslVY6XtT4ubp9vn9t5l/k2viq0L/w5Qte3myym/2/rmu/wfvfBMlzzMd8RRpq27buf3EQCLRur+Q4z36OIb6vPN63bHpt6pUM9xO2cPvP1u79XkOinhISEO4azbLh2WqD+r9SS6bQM1wA1UbQczvmEeIXoe3s6CcvOB9Z8WyyH5/jQ5KxvfJzFjbV0Aezgm9YvhNDXLWdnePIEiE9s3P1yDddcp9914TOt4rXlxNSFDddatYCWnY8zhaOJKl3XdG0tdW3jqN1h6zV/K7fzCQ4Wte7lvesEgrvzSafm25adG+Z7VVQerwQ+EaVkk643dgJ0H/Nd9FzTRWSCHXY7zzpu57F7kKTnluycXRea+d52ar4HyM6Vv0RXuVJkwhuANp6gjqCD7566asAoelTNNzrjfPr6UTQJmglhuZ3TWE3wXXZKBwqWKPnb//qT+MVPv+qMzWO4Zl0/6m9e8x1KmtEYAViRlJT+JOrQVmPmuameh9FWY852jBokvP6lp883b0HnHh9fn2/oIN8du3rlhmv83sgyge1pjkPnOXHYJvRMq7HVg2+r+4FnFaoVYfheFOx6ddfbkZ3nYWM4ft/5tzF8/+ieDJWZuK3GaPeG9fkm5nvwcO4aDGK+hRDfu6HtSSnlN25oXQkJCXcZijzDZz9wDm+6b++0h3JmMG0di8tmWDB6kphkGYrc/NLZLVzGr287ynzHWTe9XYv5bjqB4nQi2rEPZ765fDI0brN+sxAFLnxb1OKIwI2TYsgzgYoFe8sTYL5pO5w5MK7quQ4+QwHN3DFc032+BzLfWcvUlLUyodM1322N/Mp9vrnh2lzVfN9eVLi1UIGgy3zveJjvg0WlzdjmuiRhdea7bkyrMZ/c33UydoNTCswWZTPY7TzPVA9kn+w06nbe7mdfzTegen1/7IXbltv/rDDHa/+orfkOuJ1HmW+mFphaapJM35uNFTx2gzqzX2pMw5hvCr7N+Lh6RZm+he/FnAVBjTTPKEpm7R9Xned50T7nD5cV/sIPfwS/9/MewTsfvWiNrWO4xmXK7fqoJdZxGWe+fQxwI6WWo3MMkYTTGCnwVhJo/3JKDeAy3/FtqHKYeM133rl3umox2o7LsGvmWxuudZ9729Mch84z4LBU1zc9K2KlHn2wetZ71sETeD7w65XDd//HDNfqyG+UiJxX/7qU23moz3dQdj4g+A5J2e8FDJWdfz1ar4YVt0PflQBS8J2Q8BrGD3/7bz3tIZwpFG0LGpoUnKYqoMgF6oYz34ZpWCVQ2m4ZSR+GTPwBd6IlO5Ni3Ru3Zz28ZzU3SfKOuzA/jVbwXeSYlo11LFzmux5Y883ZM0Adj5Oo98+Fy7CTaVqmXcFDTP3MMVwb2w7NNVwzNd9xp+be9bbr2SpyTCcZdmYTHC4rzXzvOa2HfDXftzyGa+sE32VjHIR9raKM0zbV9doTS85860C9r+abmRzlmR20hAzXvH2+Y8z3OWK+meycElll01/zHZnIc3NCfl9PmOGaa1LVx3zHSgdKh42m5JAaS2OpAmLPJRWgGNk5xTG27NwO9Ce5wLJq8Bsv3IaUwPP7thWS3Se+m7yhse+wllih5xftG42PIOE3q3Ol9CFQfS+gjmHIQM4nO+/bxjJQhqSDby47Z/eX257T1Lrb63drvilo5NieTrrMd6vcIsUBv2bGwk2EuCjruPItF8IrwfYlEoosbMYYM1zzJWdiqFvJu2sgyccGdFuNxZ4LptXYsOvybsTQ4Pv7MK4MICEhISFhAMgFd2jrrZPEJM8w8dR8r9p+abvIvX1TAdZqrCdQ1cZLrXGXOynWzFLPevzM9wDZucN8d7Y/WU123m01djJO91lmT4iIxZ61Nd9AxHCNmdSp15HMt1CTr6ptNWbczo18dRXQ9UgB3+5sgrKWuH6w1P/n2JtP8NxNE+wsq6Y1ZlPLzdaUndeNhJTcybwbONLkXwfoDgNEx2RUzTfJ22sJZ5eDhmvzItMB6ijZObsPeLJC13w7budD5KVkxAc4snPWakxaAUtEdp7T/d3PfBcsyOUtqPbmBWZVjf3jKh4EsQDMJzu/zWq+6fhTS8mPPr8PQLU06xyLiOy88sjOYwlHwzCa96QMq03cZKAPDWNYeZu2znIewzXzHf+6Q4k93uebP69J0eOWImnmG24QSOe5Db49ddJKqWX/XtHvF5lwrsN820oGD/PdNNHfjtA5qj2/OXkelseXEXl7iF0PoWmvf1+HB8DXasx+379OGosYdF3ejRgUfEspv/6Ex5GQkJDwmkTRMqdDJsJ3Yiz8x1MHEysylDuz3Ap6vv9nnsStRYU/8v43KoOqTETrFgHbOdony9MT6aGy8wHMt6/mm9bhyuR5n3Ya51DZuRUUe+odNwEeYNB2gFZ23gYLQcO1wmYTx9Z803qXtcS8YMz3moZr9D0K+IgNJDZx18N832bMN9V/77jM94qGa27/6NzD7hg22w42aSLvZb77gu92Xb5ggEgv9xqfTXKdgCH5f6z04z4f881UJDePShS50DWxhCHtq/j9XDj+Ej71QCioA4YZrrlJDV5DW7eJvSu7W9h//laP/Ne0KOM9lrnbufI5MIqhQgfftwDYzHfTKBNE1y3fNVwTwk58xJ7L9IkcePzySGBM4ImGWCAdSpJkInw9LALPFnr+Hjkye1L0qFZj5n2f0Rxg7j96VjdNt07aF3zTs4Lk/nkmIGVrNDYye+ieCxeqU0ZczeA7fLXHSG+SZeFOCBF5eyb82wjBdTvvbzU2XHYuxLDr8m5Ecj1KSEhIOEVMJ6oWcDlA7njS4L2YASaZXJX5dgzXfuiXnsM/+4VnAKhJ0BCZNQUpNNFyZedTD3PmAw+wQqwgYctT3wqowKVj+NZhvofVfGfCZb6bE2G+u0G+kZ3vsTpGH4zbeaO/O8lEtB7W2nY70VqUNYo808dOtxpb8bpymW9qv0QBzd7MDb4Ly3CN6r8pSOeJmVWgW2Y5bud8ItoxXHOkxTRRltLuaRyDYb6749ayc+dUzYpscJ9vgMvOOfNtyhH2j0qcmxeeGt8uc+2CG0x2mW/aD7ZPHrZS79cot3M6T+z4t1LcB1qmP5YE5exgw6TYO9McmWhl541takU137/eBt83j0rNqvJ+52pclHA026waiSLL9DPzcFnHA7UA8x1KeIkBjCdni1XNd5j59m0mxpYb2Xmg5ntpM99Zps61lHbJgghcd1rh0CacuISeQOUrHHQvbretyPIBSaUQaudadlHWTVTBFWKlG4+EPlbzXUbUWUOuA4KUUl9TIeab/k/nZUzNd9bKzpPbeUJCQkLCRmFqvo0L9WnBDax0fd+KCQHXcO3G0RKvHpo2R0NYfov5btkkaxvtpIiYiRA0i1s2OrMfmsjnGXM258x3kXUC5CI3hmvEYA2p+Z7k9kR06elxuwm47WnGGK6RwzsZdB2XzWDJOcCY79akrst8j9wZWq+wg2/ajxf3F+r/LvM9n+D2stKTuIP2mnRrvldtNWacre16bn+rMSfA0vJlM1Gm5ECfg79OTHmZb3+CadYaBDaN1EF7tOb7fJj5Ploqt3O33hsY5m7NDdfcVn4+hizUKov2C4i7nXdqvlkwWLbB8v3nt/QYQuB1v5wNNj3ly07/6WKiar4/+vytjlLDTQb6epxXrWkhZ4Ljwbd65fJrZbgWWr6f8eTGXrFAWkq/qii2DXrGuOof3WqsbKx15kLo+9WWnVPwba+f13zzoJFjq+gy351WY5F7rg+2f0H3876SJTdhq9clPW7n0ZrvcD9xIcTgGmMaSs4UbC7bLtkyah/s70bXK0SwvdrdjhR8JyQkJJwiVAsaqYOik2A/h2KSZ84k2JbRjoUysDGTmRuHJW4cLiGlp0VMAHaf7+6k4cruDD/wh96N3/E5D0TXo+uXq9oEJpH9osnWrKfmmzPfLoMVQybs2sETM1xzmW9e891juAbYral8fXj7tq2+p861qfles893ux5y2Cb5+PM3j5EJdCTQu7McUkI7GZMEvSM7X9FwjRgm936xmEstJbelxW6fb8BIXYcy36VvQh4xXAPUOdEdByL3oU92Tsf3r/yr38CvPHMTe57gm3s1hFCyYI6PYcJqvse2GoupF9yab7tlmEoQPdgmG6L9llng2Ug7ibc3L7ThmtUVoU3SXT9Y4r1vvAIAeO7mUXscWlWEK811DNcmudD7qTwGxjPf4ZrvYX2+uelZ6NyGjPFi2wj9/vEWclZrMCG0Ioc/k+kvN16j81zWTVD5pJjvQPBd2P4YqwTffX2+VfDdl/Rx1tn6TbiJ5Emk5jsW5I8xOOOt5+jadfeLLwP4e9i74HXivMTjXkIKvhMSEhJOETQRJIb4NGu+z80LyynaNZAai+1pjoNl1TINEjeOVC3k7UXVyqz718snO2XdZb4B4L1vuNLLyHLmW08IIoeamHTbcM0jO2c1366sNQa3BdhJyc5dtsRyO+9hvgEVdB2vyHxr2XmlWMDcCb5XjL11YHeuDfqISXxh/xi7s0knwNidqeUo6Nayc91qbD3DNcNqE/Ot3rcN15wAXU9Wu8uSM3tvzTc5DHsYrlifb0BdB0Z2Hr7uLu9McW1vhocvbun3nrh/D9/6RW/Ay7cXeOqVQzzQBugcQ+SlFZPZ8qCjyFnNd2MHLL0130P6fDP1AQ2POik8cKGf+RYsIHDHtDefYP+4sszk3PW9/4mrAIzpWu3U+PsN+1QCiz8jYs9lXfvM1iEDcnAgXsNN4BL7THQDXL5cqJ94sOa7MklBDv785evMMqGfS75l3OuuZjXfIVXIlqc1Jrmfkw+IKSlZL/j2HQd1P8TVDB05fSCRnEdqvmMtzWLn1QWXh4eOiwmkHdl51O0cetmQ1P5ux1C384SEhISEEwBNpqglV1/f65PEf/lVb7UmYGu7nc9yNFJNrKQ0cuMbh0qWOWRfM5ZRJ9fsVTBjvZxpnTHmmyZbfGL3+svbXub7xhEx38Ncqmnbdguwxqov3xRc5pvOwXSS6URLbLxW8F3Vo0zh6DgvKiWRJbZlWfUrD6Lr1YZrNvP9wv4xLmxPO8sTw397UQKY63ttU63GXEk5XaOW7NwxXHOlxVUtsTPNcbCsDfM9sNVY6ZnJhiblRmLPTR4jE/5M4Kf+sy+yFA9FnuE/+/K34E982RP4xEsHuLTTPeac4bp5VOLrvvfn8Jd+7zvw+NVdM0bGwPGgg1oMqe+bdcZk5/QcHdvnWysP2n7RpuY7wnxnJghyJb978wluL0pc2C6sfbKD72sAjOzcKGYcVYTjjj3JhPU8GsJ8S+v4hUs9BtV8D5SdNwGGXUQCuyUrh+GwFBGZve+ULOPvm1Zj9oa07LxqLDdtjp1p3mmNeVjWKJjiwK1tXrQeIn1lT/w77t96jJEWYDTeUE11h/mOKBPcxBCHwHCZNzcu1YnATvBtxq5e6f0I883Y8nVau51lpOA7ISEh4RRBkzzDfK9IB24AD5zfsv6frxl877QTksNlbdXT6uB7hOy8amTv5CSGuXbuNvLu2H6RtJYzTd/1u97amVQWudAmPkNdqmnbnLE8UcO1YM13oZcJwZKdl01nchzdtjDbLLJMT9CWG5KduzXfB8saD1/sTmvIgO12O7FWQbhy4we6xnJjQbXTxjCrfd+SDfulxbzP9+58goNlrZn5vvZ5oQkvwA3XAsx32bT3oAhKkQnc/Z9DCIE3Xtv1fmbKRYCnXjnALz19A7/27L4VfJe1v883Z75d2XnoWh3kdu7p862TH21gScF3LMnHgyDX9XpvXuCF/eO2np3vk1rm2t4MD13YwvmtQjPflSM7N6oIR3aeCeuZGXU79wQ5EuHkxZDa2orJybMszGLLgKt6bBtckcPB/8/XmVk130x23v7pboW39DPMt73M1nSCo7K2zunRsrbKWFxVwnf9/z+Mp145wA/8ofd498seQ3c8HGXTYLcIh2U+dYLrJs7HGerDrsz7wsz3UFKfKwh6me/MjIu/7wPfpzyS5LmbkWTnCQkJCacIYn8pMDjNmm8X6zLfNGk/WFS40RqtAcCrh0ssKzloX7kxVaw/aR94ravrwBobO2d6fctPJ7kOJmnikQ/cLzcoPjHDtZDsfG7XMfrAme9FVVuu10O2DbSGazk3XFPrWzn4Jua7Hf82Cw5dszX+3v6RugbpXttrkw+Tth59VcO10mG1fTW7rh+AGzhXjdRJhNsDa75dGT+Hz80ZsNvHDTU9XAV0amvmZ+EqC4b0+ebHsGnCsmm6v+Oyc6c8QAjNYFe1chN/YIjhGq8Vd47z3nyCW8dVx1Ga7u0n7t8DoFzkdfDtJAV8bdYomOeB5rCabzt5EZedx4Mct893VHYeMFwLBt+l33A0JLPPM/93Qi773HAt5Ieww3qoEw6XlcVq5859+/zNI3zipdvWev7YD34I/82PfLQzht6a74gcHFABbEdOz9hnjiJQ8123NeIhU1DB7ok+NOw4GkVAoNWYMNeNej+yXiY75yUe9xIS852QkJBwijhLNd8uNsV8H5V1J/geKjvP2SS8CtR8D0GeCRS5qhOkADK2XxTQ9SUIilxotm1MzbcyLDL/X440MxsKJW83/zfMt6n5jqkJ5kWmGeHjstbGdUPAGcEiz4xMuh2QWHF3ab3nHdk5YFhwDpJFXz9YAuB9vm0H71WZ724LK5sdA/rrwqum6QTffdcR3Qv+SbZfYsyTUMtq9WRWH+gYSClZ8sY+vpz5tvp8M7dzt8936J6lY7GIlA7Unn7s/PgXeYataY5/5233412vvxhcT5YZ+TQ3IQMo+C5Rt8G8GZ/6+7MeOAdAuciT7PxmmxSiIM9ruNYG80IIbfI4pOabXxkxwzXe8zyEWrJrPCJTDxnjxQKpMuA/kGUqsOOsu9q+wHGbLLNk57TfztDo3Jet0z/Qff7TM/9wWetnysGytpJ7ur1fY9r1XT9YtvX06rMf+8gLuHVcYTbJ8B1f8mZzXLjs3HPofK00OXwssJbQd5jvDFXTvRfclocuYqUBLmh3LObb2bFuqzH7fR8o+M+EXeJxL+HszPISEhISXoNwa75Ps9WYC8PSrRbwUhuwg0WFm0dL/T7JzgcZrrFApm9y0ofZJG+Z73bdA9zO+84HtW4CuvLRGCaOBHNZNycSfGcu863dznNd8x1joNUxM8HTmJpvfnwnmWFHaAK4as3341d28Ob7dvHZD55rx2ic1H3M95XdGQDg5duqFdnthZoY82tpXmR6Mj8WQUm5w1wCXUd03bKqlqY2/biCEP190A3z7ZGdB9hHI7FX8vaTet5wWb3pE29HXrzmmwcDk8z0+e7WLIeDx+kkw2IQ820CAbo1ytoE9v/j13wevvLt4e4JPGiXDpus3c4bp9VYe609cV+X+f6lz9wAALz9ofNq/Z7kDQ/m6TcjypJ6GGAZbTXWH+RwOXao7RUQ6/Md3oZ7bjh8veCzTOhnGU/IhphV0+c7bLi2rcukjOna0bLWv2O0XcAEvWWljEApYbaoatw6rnBxu8Bf/j9/A3//p580Yxjgdh71X/AkSIy3g/1+qObbOP4H7iMMbzXG681DcvJuqzG/MsG7XiGi19ndjLMzy0tISEh4DaLQwffZY77dtkhjsV0YJqErOx/GunH5ZFmHa9WGYDbJcFzWnTo0H7aKrtu5D9OctRrT8uMBzLcQOiCTUp6c7FwInRQA/G7nsUn8ppjvSZ5pqaPp873aubx2bo4f/aPvw8MXtwGowIuYql2P8dG5+QTTPMNLt0zwvecE6bNJvrbhmhskWLLzjuGaHWBVjdRKkduLalACh7ZXeQJOLhHmMOZyDX72U6/gHQ+f793OKuAJCLrmOrJz1jrQass18bud1xG3bgCYsXvRB5+8u9HHf7gKgMun66YrO68aiVvHlZXcoXvtrQ8Z5vul2wuUdYNf/PQNXN6Z4pFLSvKuOzywmKNqDNNNz4lYcsYXhMYM6zIhog7UegzMtToUP8lAkiRW860Tl55zoD06OPOdGeabK6hoiZA8u6ylJZfm4Mw34XBZ6TZjQJf5pmQPqWpePVC/c3/sS9+M9735Kv7Cv/iIvj/58Q25nce8BoQIt/Ly1Xz73M7NPeDfThZRNLjgLcHMcfGPj4bHvSDC6zXLDnHhvxtxdmZ5CQkJCa9BUAb6oM22n6Wab/qhXNXkjAKiw2WNG620cppnaxiurcd8zwvFfGvZ4QDme5bHg82CtRrTNd8DHNnVRBT6e1KezLl35e2LqtGTJWJaY5P4WZGz4Gl15rvIDfNNSoEVY28vqF7Tx3wLIXBld4qXiPk+riypOqCSDLEe0TFQLTmtM2eBJ6HTy9mp6yXDNRrfkFIP13mZw3XhJhDz/esv3MLT14/wvjdf7d3OKuDMdYj55q0DhRD670mWeVuVycA+EUiOHYKv5pvW31dva+0bCyJrJ6Dda3vPv3q4tNb3xZ91DT/4ze/BW+43wbeUwIu3FvjFT7+Kdz56Qe+zbpflGK7R8RnGfLfrsAzXwm7nmfAHhBx1Y67bPAtLh0PlAbFASvsmeL7nSzbkgrUaY89NOoburlg13yHme9Zlvg+XtWU4mDn3XNleb6+0wTepa67uzfGexy9jWTd621arMc+BoF7uIfiSF7zdF8ckE96kHD2HQsx3loWTKi54vbkvWWaNz5GdDzFcU+qfe7PV2NmZ5SUkJCS8BkETi0PdamyDEcmamDgS2bEwTIIyXJvmGe47P8ONwyWWA82edEumRnZMjMaCmO/Q5IvD12rMBz7hH9vnm5bn7b82DVfevqiUY7kQQjOtsfOrjhkFT+OYb358J5mp+V6X+fZBM9+emm8AuLI3w8u3Tc23uxw3lhsLqt29v+137U7Qga4TPvcyAOya74NlNailnmk15pGdOy7cBEqe/OivPQ8AeN+br/VuZxXwybgpW7CPr2qf1W0lxc35bJOqvhKJePDt1nwrx271mZL8DmW+DYvpKgzIWf/6QWk9B4o8w7sfv6z/f3/rqv6x52/hEy8d4J2PXtSfeQ3XmDkd/UbEjoUOctjhUIZ14aCr13BNSv08jpmn1QFjPB9zy78D+BO9FFzz51SWCZ3M4cfZl3Tg6wdM6Y373PMz37XlDTFxzg0lEl9tg29iwK/sTjtdD2onkeSiappoh4NYqzH3N2eSZ8F2Zmr5gOEausduWTX4wu/5cfzIrz7n3baqyycVTjw54PMzcCFZwJ7czhMSEhISNg5d830GDdfW7vPdBncHixo3j5Y4v13g4vYUr1LN94BEA7HIjVTMd1/7pRhmjPkWIu52fnV3hp1p3hsQF3mGqpG6DzlwtoLvzKn9W5SmV3eeCexM82g/6bnDfI9xO7dl5yagIqXAGhUEHVDw7crJCVd2Z3iZyc5d5pu3VBuLF9ra3WvnVG25Zr69bue27JyunUaaxEEjh91zxjF9hNt5mzz5f568jseu7ODRy9sD9nA8MhY86+SNoywom8a69nTP79zUfLtS3Vi+ZtpzDrUyRTsvm4l+VccNzDj63M4B4MbhMvosp5ZmP/KrKgnyzkcuWOsH7OuHm9NNnfIGH7zKAcTdzvtiHCWxz/T6Q/FTSHYeC9h1uz7P8z3EfOuaby47D+wgP5YkV3eTU9u6O4cJvlWrMe523t63NcnYbeb7lQP1jLm0M+04o1uGa57LdEif71Atu3u8yaSus42e3yghujXfB4sKz9w4wideOrDe507mdB+H+3ybfeDv+0DH5l6u+U5u5wkJCQmnCJo4ULb9LBmu5boec7UxkVHN4bLCzaMSF7YKXNie4kbrdj6o1ZiggE0FKOsy34vWcKePzf+a97wOX/LZ9/VOyHV/YdbCZsgYczaB5723Nw3XlXjpHPfd+STeamyS60nucVljVoyo+WarnTB2pHRqbzcBYqdCzPfV3Rl+9ZmbAFTwfV/LUhPWZb4vbhe6ntrrdu4armnjJtN3eHuaa7fhoQkcwG+4VgdYYpKdNxInJjkHbK8G3qqOo3I8HChYLQJu5zLidg4MkJ3Xqv+0lk5bbufDVTV5ZtoxuSZwJDvvWx+pJH70w89DCOBzWPDt6/NdN1InvqbtcyLGfPs+k1IZavmX75f3NlJqY688IgdWteXd93mpjQu6hn1yaJ/MPmM13/x5NoT5pmSQ+/OzrbtzcNl5Zbmdu0aJdL0R4/1Kq665vDvTx0oH32xIPol/XylW5nH+jvX5jjLfUbdz+3v0++TeW7zenI5LqM83fU67N0R2TvfqPUh8J+Y7ISEh4TThGq6dpZpvU5+62vddw7UL2wUubhd49bAcbrjWLkI//OsoA7TsvOmyHi62pjkeu7LTu046X8u6YUHlkP26M8y3OwlbOHXbX/2bHsYXvSUchM1aF3AyhZuPGKPldp4bEy3a35jyYCxIQu+r+QaAK3tTvHKwRNPIsOx8RbfzF/aPrWCes76EqrEnyVxabJI2GbacAD4Guhd8k2wlh+5+hzvqn2TwbWT1ZvLuMt+uhwM9byaZCb55IFA3YcMwoA2+e9zOeSLRrfkeqqrhbFzT2IEmV17EkpbntwrMiwyvHpZ44r4963r0eQZwM66pro2PBd/q1e7z7Q+KaZ/6CMaqtvt8x4Pv7oZEJMAPGYcBzHCNM9+ZqevmvwmmptgZuxV813ofOHY8zLfbaowY3sp5dr+qme8lilzg3HyC3Lk/+X0acjvvc7B3g/bQcZtkQrPy9jbCxnZqG916edpH997SrHYm4CuVAMx+mlZj3WejCymNMi0T8bZkdysS852QkJBwinAN186U7JwZIK32/QzTSaaD7wcvzFvZ+RKzSTasz3f7o04TplXbngEqwLpxVEYnoWNBE8OyYsz3CLOsppFY1ienesiELT+kmm/Cn/yKt0S/P5/kKGuJo/b4j2K+LVbTNlzbpOQcMIx3sOZ7d4a6kbhxVOL2ovYarq3a5/v5/WNdwwtwIzSzjO5j7HQQqBtptVmaFzkOl/UoM0LfJDuk7iB2fjrJ8B5Wg7xp0KZrKXXvbVcS7gYbhvnmBk5mecUyh7fJOw/4UDvtv7LMyNrd1mAxZIzB9bmdm/2Jy8LvPzfHk68c4p2PXuisH4gYrnmC0c4YPfJeKcNJx1hgTODmcsodPRR8+xNrMWm7MQKLyM6527mV2DN/C0/SBrCPJT3L3ONHPh9HrQqtbiSWVaMZcaBrcrh0ZOfXby9xaWcKIUSn/MRKJHndzmXUUNSXIHENzQhB5rvnN0qgm1QhxYp7b/nczutAgO62Gosz37Cvs3uQ+j47s7yEhISE1yCIOT1c1MjEZqW460L/YK4xpp1prmXn57emuLCt+uAeLetRsnNtrrMm870oazVh3hDrymXnxCoMOYf0veOq1vt2EqqHSe70+a7qUf3ESeq6f6SSQ2O+a/f5tg3XNmm2BpgSh1jNN6DciG8vSuzO7CTCfI1WYy/sL7SMGOCBtZmI1o0jeWbsOEnS80yMZL7tyT1H0HCtPX/vfuyS5eK8aXDpNF3fnVZjjjRbu53nWZi5jRyX2SSPBt+8lzdgT+zLMW7nLFANuZ3TfsRACZt3PnKx81meia7hGjHfA4Jvn6t0I2N9vsPBtP4+O18hplyygKy7jTCL6RoScmjDNUd27n4O8FZjzvod3wvAZ7hmDA8B43ruk527qqXrrOb70s7M2hfuD0DwHeuyaXr6fPtajbXjco4beZG4iB1nvQ3na72yc1bz3dtqjCliQqhZcjwF3wkJCQkJG4eWnS+rM8V6A8x9eI3ge3s6wcGixo3DZSs7nwJQcr7YRINAk4qFlp2vx3wvWoZ6nYQCB52zsjLy4SFjvLClJuk3Wgk+gFFtvIbClSoq5nv4dmjZm207rfkI5ttyO8+FLfndcJLJuJ0X3s8p+H7+5jGOy6az3KzIV2K+y7rBy7cXluzcV/NdOqyWmcTDYb6H33Ou+RNHyHBtkmd435uv4vd/waO9618HnHk9DjDfpdPXeMKYb590P9anGiDDtXAC5XBZ6fIEwA5w6ybOOnJwB2bX7ZwrL/rOISVsXOabtsFJxKqROsApPMGoC59sXyJc6hHrwU2wmW8/e2kMtvzMd7jPd1h2Xvhk52z9/HfTbLcbBNK9Rfe5+wzKM4HZJNPMN73yJJV7b5Pq5DqTnV/ZnVrrr2uP7NwjH1deD33Mt/09SvgOZb61Aid0rXuum77gW7md+xOBrtu5Lynkgt/nMZ+AuxlJdp6QkJBwitCGa4v6TJmtAd361FWwPc1x86jEwbJuDddM0DNGWkuT6lUl8ICp+Q71oV0FhvmudRA0pOb74o6aoF0/WBrDtRNIvuSZw3yXzShjNwq2bxyqyeWYwN2VnfNDvnHZeU/N99U9dbyfekU59u44zPesJ3AL4aVbC0gJS3ZuanbNcsqp35Y8A63hWmOuG9e0LQa6f3wMV0zd8ff/4Bf0rntd6BaBEcO1upFWooom8NxwrdtqLLzNPrfzQ6d+lzt2l/UI2Tmr+XaTHNRB4GBZ9wbfb3voPH7+qVfxhqu73W04hmbcnM4wweF70Vf7TLW0/uX7gxwusQ8Fd02U+Q5vQ9W0C29yINRqjGCVEgTctKumwVabYAvVfAMqiUfM90EbfPNrZsIY3qpu9Ha44dqjl1QHAZf55vGmWylCQXHU7dyTIGkCzLdyO/eUo0SSHIA5b1Kaa0jLzjuScsN807EMGa5xGTl/3wfuln+v1nyfrZleQkJCwmsMvOb7LJmtAd2exKtgezbBczePAMBivoFhNc40ySKzprXczgs1OW8GuJ0PxVRLqWVvPR0HHQfOfJ+I4VqH+a5HMewUDK7EfDuycyEMQ7Jp2fkjl7axO5vg4nac+X7ylUMAXXn6vMg7hmBDQD2+72vbjAF2YE2oHIZU98V1ar7HyM5Nu7LuuPsk2icNzrwa2blruCatAJKSCZNMWMoAwhDmO2a4drSsbRaTyXj7zK44VGBMY+peyyQ972PSv/G3PIaf+BPv954n7sQO2OZ0WnYeGa45/ua9WM18Jvy9pzl4QkcE6rcpqPLWfHvcugkxd/jZCOab3nY3UzfQ9xZdj77Ts9V6LgBcdm6eFbxPNe8ycJ31+b7cys41893enzHmm54B/bJzZ7+027n9fp4JryKm7HM7b4X7/JuLgOEaD+S5hwmHrvmmYDqz3/eBmxgO6T9/N+JszfQSEhISXmOggLuRZ8tsDWDM9xoB73aR49kbKvg+vz0dz3w7Nd9ryc4neVvzvTnZs91qbHjNNwWJrx4u70Cfb/P/Oyk758Sc2zN+08H373rHg/jgn/yANVHmOL9VoMgFnnyZmO+u4RpvFzcU1OOby851/202aXTbCNGxqaXUstQ8E/r4DkkykXmbV3a+QV+DVcAN5ULMt1vjOmGy6lDNcuy6mTHDtU++dBvf8v0/b9WZu8w3yXhl6zg/VFXD66Ndt3PAJHb6nlVCiOAzkHdDAICSqQTGMd9Mdh45fkPcznm5TlB2HmBiaRs+ozGgNRsL7I+3z3eo5jsga66bRt9bceY7x+HClp1bzDdLmtG1dmlnituLCvvHJW4vKlxuZeeu8SLfd/c5E+tzzvc51EKt0+e7rfl2kx1VxNhOrUe9Wu0pA7JzLik3iUD/+Gh4bqs2HzrGfin4TkhISEjYJPiPYDE5vcmyD5tgvndmOV49VIHbhS2H+R4jOy83IDsvMhxXjarT3FBgomu+62YQe0G40B6HVw+XmlE4Meab0SXLajXZOQXfKxuusR7OwOZl51kmcD7AegMq0Lm8M8OTr4SCb2LFxknPifm2DNcosG7syTYPqHPGoJn2P4LJzgfcG1oC65OXbr6ufgyMoZxhvLkk3Ffjyvt8+3pdNzLe9nBWmOD7g594Bf/y117A09cP9eeHZY0tzmK2Ae6Y+5b2TRuuNd0SFgq+13lWuYEW344xXAt/3yvbl4gYrg3r882TaL5AemXZecRtns4L/9gtaSEQc+tjlk3wHU6Sbk8nOCyJ+e4G3/zepuc2Jd4+/uJtAMDltqTISLHVcjG381ifc71tTyAa6vM9YfcfR6y2HvArB0I135zVFkJ4SxGMAZ9RTPjGZX+HGVMKETVnu1uRgu+EhISEU4QVfJ9R5ntdwzXChW235rt/vfSjvSnmmyZNG6v5pj7fVTOq5puOw6sHzHBtRFA8FHnu9PmumlFBPknUN2G4xt87jcDwyt4UT19XKow9N/gm9/mR0vPn948xzTNc2jFJJdcRGSA3bWa4xgyKuHxzjOEaLeOr+Va+BqN2ZaPQDGQjdUKDs9A84UAwbufCCt4JvbLz3NR8X7+tZMBUtwsAR8sK2wVnvtVEXztADzxgQghdz+8bE8nO13lWubJzbk5ngu+4ORdggigKgkKGa0L4a7g5OPNNsvNOS69A6yv1Xo/svIf55vvLbw/bwb79w9lM00hdcnBc+d3OARVoHy5st/MtD/PNg+/725KTj7+ggm96FhgpNtrvmO2EGOnYNcivOwJ3HOcIlaTQtR7qae/rw02J76DhGrHamfDUfNvjydhzIQTeClQIf1u2ux1na6aXkJCQ8BoDn6CdtZpvqtFdJ1DirMGFrSl2ZxNjrDQgCKRlN2K41gY2h8sqyqCNAe3DsmpG1XwXeYa9+QSvHi71vp0U883nOWNbjVFCYBXm22KnHOf8TcvOh+Dq7kxPmEPM99h2Yy/cPMa1czMrqPG5nbvMHnfzNtdNNqrmWwffZ1B2ro+BlF7m29fyiO7tIjOyc7c9U2/Nd7uNV1uDQAqkAOBgYcvOib2lHtNDk4w5CyKjzPcawbdb61qxPt/G7TzyfUc+TKsKHb88C/fgJvBrKneCewJd8qE+30G389ZwzYdpTvcEG68wEny+LXNfOeu33M5ra1mOndkEt3XwrZZzHfLV+hp9rd1/fgsA8Bsv3gIAXG79JdwAmPZ94mGI+1qAqX0O9y939yX0bKh6jN181wc9MzuGa8621X71B+jAOLfzPi+CuxFna6aXkJCQ8BqDqvuz5YRnCdxMZRVw5vv8dgEhhJZcD2H6teFaFZ80DAEFkofLeoOGa6vVfAPKdO0Gr/k+Ibdzi/ke7XauxnTjcE3DNZf5PoW4kEzXALslFGASMzG3bMKiqvWE8Pn9Y0tyDqh7Wjgy3srpI83ZcT7x1jXfowzX/Mx3iOW8E+CyZ0oucUM7H9tsMd+elkcxwzDANlwjAyyL+S5twzUKBocEPu6+cbdzN/Ch4HuIAiaEjuFa0zVciyUiXbdzY4TmX36I7Jw7u9Muu6xkvM93mF2v6rDhmq+vOR1zV11giO9u7fHWANn5tb0ZXmhLSXyycx48lpr5Vvf/x16wZeduoKmD79z24QAGtACD//gZw7UQ892V3wPha91XM0/3bYf5dradiy7zTQ779CwKudFb623s5ZPbeUJCQkLCxlE49bBnCRNmprIKqKVTJozUl8zGhrKoeSb0BGCdYzTXzHe9MeZ15mO+ByYILm4XuH5Y6oDvRAzXRFd2vp7b+Yiab09dJk36TiMwvLIXDr7nk2HMd91IvPe//nH8/Z9+EgDwwv4C952fd5bzyYb5tcsnx8SM5bnQweGQe46UKZXH4dvHyN5JcFdoCnaOWdLCGD95mG/Wasx1iI7t0zTPtYxfM99Lw3wfLquu4ZpVcz/QcC0zahLeFomgZedrHH+VNDP/527sU+2bEF6/Kx+moxgakhhgbKVavbVBUYDBpOPiG5tKSPnXXTUy+GynjhJ8nZSccdVToZpiXvO9iBiuPXhhC68eljha1t4+35xRNsx3Kzunmu9dO/iunD7fRZYF3c77W43Z74Vah9Gx7DDsPdc6rWZIzbdr9pbnoiMn5+ZpgF2OEoJkJTO+fb4XcPZmegkJCQmvMZjg+/QmyyFMJ9laAS9NXM5vFXrCdnEE8w2oiZaRna/PfB8sqo3VHHPDtVqzCsP26+JOy3zXVPN9Esy3mSQ1bZ3iOm7nY1hzPumiY0KTvtOQRHPme1XZ+aKq8crBEv/45z8DKSVe2D/GfXue4NsxpOoYrjFDMXPdCF17PvTemORdtgnARtvprQJes033rpTGWMpn/GTczoVXPlw3cTafkkrLqsErbc03SYgpCbDtSIhrxnwPff5mwgQPSoptf05JxqHBvHcbmQlsXXM6zXz3mHMB0FF3rAWYWj7ORtI43LIR1wwrZrgWkxBXTdiHw8d8Gz8SN/i2x6HGqP4m5vuovcd923vwgrqXn715pPt9u9cMYNd8X92bQQjgmRtHmOaZTuzpBJJmvtU6iknWCYrLAW7nvpp53mubI1TzXfaoPHyGddrtPNTnm8nOfTXfVn/2AW7nXHY+RJFxN8LfkyMhISEh4Y7hLDPff/H3vgOPX9ld+ftUL3eBuZyT2djQ/c0yIxVcZ0JLrO1RWWumc11MGfNd1t2AIoaL21N84qXbmtU/Gdl5pid/Jsgf73a+vwLzbbUac5jv05Gdq2twOsk6KoOZrgeNy87pHH/4uX386jP7OFzWmvniyDOhW4gBqlWUZbjGJuY8EJ2PYL4BxaL5ar6bJu4MftLQsuRGWnLzRVVjOsmMzNZxO88z5ZzsM2aSfbLznEoHalbz3baNKrsSYiHUcRpjlKiWs93OQ7LzTRmulU6d7hDmO1TzHZadd+t1XVSN3WqMr58Q7fMdcTsv63Cf9ZjsfOocYzfpQOMGTCKYEmy+5NQDbf32czeOcbRU/hi+oL+WhvmeT3Jc2Crw6mGJy7tTve90vuiw0rVc5F2VwZAEkFd2HmjtNmFJAnv5OMPulisAJnnWZb7bbbP6bHd7TSOta85npOiiYWqSPLUaS0hISEg4CRC7eNYM1wDgA2+5D6+/srPy97cZ800wwfewySlnvteZ0PKa75NhvscZN13YLpTbed1YbN8mkWdm0kdB0Bjmuys7X7HmO7Mn0KchO7/aMt+u5BxgzHdPqzEu8f67H/wUALvHNyEXNvPtGkppZtdivo3h2mDzr1z4W431SLRPGlyWfFzVOiAlCaup+bZLE9x+8G6f76jsnCXCTM23bZ5l1e9SzbdHAh+DYOfWpzAg2fk6Kp2MKSfcVmim5ruf+ebyeP6+C1/g5II76IcYzNh2hOgGg4Q6KjvvqmXoVLmyc19SoHaYb0qw+XItD7bB97M3jjp94QGb+aakyHRiuh2Q5FyNxWaf6XxOvLLz/uSya8LH98093q7kXW+nh2EXnuQF3bOuH4bp8w29zi7zbd+zPmWClBJ//oc+jF979qb6jAXsyoXfO9S7GmdvppeQkJDwGsNZNlxbFyTZ48E3yc6HJhvyTBjDtXXcztvje7SsN9aGic7ZgtV8Dw16Lm1PcXtR4XBRnVjihQeBlMAYU/NNx+xGG3yPGSdPJnRbjQ1ezcZANd/kQ8BBSohFj+y8ZJPZH/rlZwGgY7gGtBNlbpjlMZTSsmer1dg45ts34QVaRvYMGK5VjURZS33/E+vol51nHVbXku73mMhN2bVKzwsKuk39LuvzrYPvceUiuRC27DzAfK+j0rG2UdvjoyA1lqxzgxzNSAeX76+t5W7nJnlkL9PX5zskOy/rSJ/vCPPtJiBINs03Q9eQm2Dz3WP3nVcS8mdvUvBtJ+po/3nNd5FnuLyjni2XdowKZuIkkOi1yLuJjj45OOBXDgT7fOfm/vNtJ5Ro8iUvtOzcSUw2TuDvS+DUjZ0Y8CVtbh6V+N4Pfgo/+esv6c+0iVsWbk93N+Pem+klJCQk3GU4y7LzdbHdBjq8v7d2Ox9juKZNydZgvgtivquTcTvXE5th+3WhZUtevLU4scRLxiZEixVc1UkKXDcS00k2ip3nx1i3GqMg/BRrvndnReezoW7nxHa9+b5dPZG932e45tR8V03TuS7yltXhiomxzHfIcK2PJT5p0Pml4JeCb818NyZwITx+ZQePX1MlLm6favo7llCgRNHzN4/1ewfUNqqk+l1muNaamrmy7j7w+uhGdoPgjfT5Zvdt6fREH8J8myC0lZ3rsYeDrr4gp2mkluaHZOeaifWMLY+YZ7ndADimnmSDNlxz7ikfs0rP5bnrdu45FrNJjiu7Mzx347hj0AcopQmtf8mMMi/uqHN+Zccw3y77bGTnWYfNHeK476t/NoZr9rKmH7nfJC30bKB3+Va07NwZdMft3FvzbcvOuREjYf9I3Zt0H3LZeXI7T0hISEg4EdzLwbeu+baY73E138rtfAN9vttJq2/CvCpoIlxWEqVmAoZ9l47D8/vHo+qwx4AzaBT4zEZIxwFoE7CxhnA+My0zeb/zgeGFrQJ5JrDrY74HGq7RBPF3f+5D+j2v7DwLu1UTyFSrYl4BVFM/tP44ZLh22n2+adPUZ1sH36UjO2fH5Jt+6+P459/6hQDsmnGCkniHt+kLvin4P/Q4V1PAObrVGAuMlTmU/fkmWo3xntiVw3z7aqC7Y0Q7PnqlWuzY9uJjqhojOw/1a47JzmPmWbXjicDhSzbQ9t2kpa9mmRI9dG8tIn2+AeDB83PGfNvPCu12zgzXlOycmO9u8G2Y73YdeVd2Xg6Qnfvqn0Oycz5O33ZCv70+F/vBbudZ1+1cOknAXDPfZpn9Y6Wq0kkKFrD7pPb3Au69mV5CQkLCXQZigNdhdc8qdM03M1x77MoOMmEMsPqQCbGRPt+8XnlTgUmeKXOoZV2jblRd79B6ZpLfv3Dz+MSYb85GaNn5yG1RsD6m3hvwy86p/dJpxIVZJnB5Z9pxOgdMgqHPcI2O5esub+Mdj1zAhe3Ce1xyx8CqrGUnGMuFQFWbmu8iz0b1+ablfIZrPiOwOwmacB+WNvNNkt++1kq8tpbQJ6Wne+g5H/PdGq9t82eAI/sf3GqMyad9SY5HLm3j8Ss7eOK+vUHr88FivjuGa3YJR2iMgAmGZXspxt3O40EO72lO63H7fMdk5yLCYpZNWHZOzytLvpz5mW+zjF2uQMtOMhE1XANUu7FnbxzhaGn3hefrrxvGfOcZLrXM92XWUcHttW3uc488e4DhmhCiI/MPMdnhmu94okkfPfY12s9G2p4XfrfzLjtutRrL7O8CJvg2zLe0mO97kPhObucJCQkJpw2aTN2LzDcF35z5fvfjl/Fzf+ZLrNZPMfAAcp1jxIPOTQYmyr1ZZevHSH0p+H7x1mItU7sYuDOzZr5HBt8UmI5xOgf8snNd831KrOyXfPZ9eN2l7c77Y5nvSZbhz3zlZ+GpVw68y3WY79ZUz12mkUYxYdV8D0wyTfJu2yLg9FuN0fmlWutzc5f5Hmb8xKXQUsaN+qa5OnbP76vg+/LOlDHf3bZRus+3dl4fdry4j0LjSXKc3yrw43/i/YPWFYIyXFN/86ANYMz3GLdzxFU5Q2q+G17z3a7HjddpHSHmOxTfR2XnvlZjwgR8HD7mm7fyK/IMx+1zMPSsfuD8Fn7qYy9hXuQdVQt3EaeyE858X/Yw31wlQb8RQcO1iFoizzyyc53scJjvQM13ny+J777jpTjLutFJqkFu506piK/m28jO6Z5i6xyQFLobkYLvhISEhFMGBZRn0e18XTxwfgvvePg8ftPrLlrvDw28Abdf9OoBBTca2yQpOM0zLKtGT+6GguoEq0aenOEar/nWbucjZedtQDj2e95WYwNYu5PEf/Xvvt37vlsPGoKZcAt8wWOX8AWPXfIulzkT5aqRHWaVzs26Nd+lp+bbZwR2J0GbpqD3/DbVfKtguPS4nbtw6+a527YPFKS90AbfD1/c0n2+qdWYLTtXAedYo8SM1S7XJ5TkyIWpi6XAjJQTlGSIjVc4QQ6NN/QNXp4SAnfQz4UdWBJi8nZf0Enw3R8Eeqb6Wn65iiGfVwCxvVkmUOSG+Q7Kzi/Mcbis8fzNYzzmJEU5m73UHTgyHXRzt3P3GBGj65OP9xmh0b51WrsFrt1QzTd1XQgrINrjx95bMKO1ZdWARGzacE27nXtqvhu7LMMnO7/lYb617PwerflOwXdCQkLCKUPXfN+Dbudb0xz//D/5LWutg0/Q1+vzbUtON4XpJGvr/7KVmG9gnAP5GFCAIaVcye0cMBPctZhvPYFWr6fRaiyGnCbmA1uN9XkP5M6ksWqaDrOqZc9WzfdIt3OPhBXYrK/BKqBe3a7hGiU3fIZrLpQU2vx/jOw8zwTuPz/Hp15WygQaB3e6J6m1kXUPlZ0j6na+Cdiy8zYw01LrFWTn0gSg3uU9rCpH00hI2VWudGu+/UwsQOx6IPj2KEMIvr7m9HdXdo7OuDjzPZ1kuN22oQslTajX9ysHy07NN13XjcN8v/HaLiaZwONXd/WyLvNdt4yuL6Ac0mrM13bLNT0j0G/msuoy37GEl8+wjtd6879d2Tn3QuDL9LUa2z+u2rF5DNcyEVRL3M1IwXdCQkLCKeNeNlzbBOwgbg3mm8vONxj8EfOdiXHM/LzIMS8yHJfNiTLfgJrQrCw7p5rvkcy3ZbjG6gKBzSoPNoXZJO+VnS8HOmPzPs2AYt/cCTLJnnVwkBvme7gZYaZl6xyqFnnQKk4MmRBGdr5lM99D2GY6PoSmR3Y+Y8z3xW1V23+wsA3Xtgsz7TXKg37WkYMzuPKEkhwZk7abnujDDdfok6HMdywwBliQ57QaGyc7DwdSVdP1RCD4DdfUa/ecdZlbHqAWeWbGGLjFHrxgpOZuqzE1jswyXCtygbc9dB6/8l1fbikrfLLzLGsTHU4QPaTVmK/tltvui0AqpYWTTFTy/njCC7DPK5ed879dybvPfyLYasxyO1fMNyUK6DjReO5F5jvN9BISEhJOGWS0Nj3t2fIZhWXctYaD8DTPdOZ9k2xVMclQ1s1KLNgl6nl+goZrgJrAmOB7rOy8dTsfyXxbrYE6wffZu9bnRdbbaowml33JkklmB45lHZad232++wMrjiITHWkpcPqGa4A6/wehVmOazY0FAnZAKAfKzq8fLHFpp8DOdKJl70ftKw+ORBsMlo6beO9+Meay9ridbwLcOTrUamwI802XIAVtMblxjGF0W4jRpkOyc9/QMtE1aCP4lCEE2l9+Pes+3wHmW3qYbwq+CTHDNYJruEbrqZvGMlzzLavrw7k/gBCdcgqA3Q9RJUj3eyHDNXqOuGU0VcTYDjAt6iy3c7YO3m7M2+fbo4Tgt5VRJpj3bnWYb2nVkd+LNd8p+E5ISEg4ZSTmO45NMd9CCM2ObbJOk5jvmGlQCNTzfCwbPRRW8F2u6HY+WZH5ZowITfpp4ne3Mt9D5KGAmpDy+kfV57vLfNeSMd9Zhvl0XM13ngkdPHKctuEaoM4xBb2m1VjLfA9QELimda5zsgueELm4PcX2LNfB/+Gy1rJjs360budj+3ybQPWkWrrxQIbLpgGzn/Gab/U6ps93VHbuSowDsnPKA/mCfF+tM6Gqw3Jovb/sYzrmbhLMrXWndQNkuNZNCLq4sjvTx3onGHyrQFQldENSfkd23t6TvtrtIdegqwRR6/Tvy1bAQLLsYb7NdWPeW9aNvm+47NwN/CdZ1/xxWTfW/eFrUddtNWbOY58i425FmuklJCQknDIKR06YYIMmMXnEKGYoKJDcJCtYtMF3HTENCoFM106M+WYtgYi1GC87X4351pMya8LbZbHOCuZFZrE8PpA0si8J5Pa89ck9fcz31sia7yLgdn7ahmuAuvbcmm/NfDsBpQ/CCQiJOQyBX9eXd6fYmU6wrBqUdYPDQNuoxkp+DA2+1f3UOGzwJsEDrdLxGbiwPUWeCcszovN9Rxa+bp9v9xiZftD2cm6QzuFrlUXwteIjeN3Onfp3sx/qlcdrZkwZpiyBGDpv5BcAAFse2TlnvmPPgYkTfFOJgq8fdjlQCdKR+QeZb3/wTe0wQzBu5+a9RVljr23PaAXfFPgzlto1XHvmxpGlJDDJEbOMlp2317lkapL8Hm01lmZ6CQkJCaeMxHzH4dYLrwMt690k890arpXNOsz3OFZ5KDj7sq7b+VjmW5sisQnl2ZadD2e+++5VV4LpY74nWdftvMgz/H++6m34qs99aNCY80xYvXcJjTwDsnNW890NvvsVBK7kVMr4dcMTWBe3p9os63BZ42hZd8yzKJihgGJ4nX0btDt10JsEv34qxwn76t4MP/7H34cvfsu14PeNvNcEfvz97vJxV2ktO3dajXWY7x7ZuVuzbNYfDmR3ZhMI0W0TB/hk593gziS37NKu2Hl7sDVdc68ZtR4VZJaMEfahw3y3zt+8VZ0e4wAliE+2H7oGQ8F3TGFA2wAc2XnVYG+ujn3pk50zt3O3BOapVw7xusu2Y3wm7JpvLTtv182NFe/Vmu9kuJaQkJBwyqAJwb3YamwToEnMJpITFHhu1O1cM9/N6jXfJ2W4RpMpXvM9ksEmRnFWrGa4NvFIPc8g8a2C7x63c8NCxnfADWa8hmttEKdZ4PY4fc17Xjd4zEXeZZsAM9E/TWSZ0K2+dtsAimTn5QAFgSvP7auv5kmlSztT7LZs3eGywsGy6phn0QR/qIkegRhctw56k8iYs7UvUeEGNL7vAyYI1cx3wHItFhgDXYlxUHaug/zudnw1y4SYEdiV3Rn+4R96Dz73kQv6Pd1qLPDctGu+Tas2q+Y7ct4eaE3XQsF3IyXqSkZ/k1zmm1q1+VzL3WeAD77659oJgAm65tvxsCib+Ji17Jy9t6gaPDD3Md/ONZHZhms3j0pcP1ji9Ze3o/uxr1uNkezcJA4zzz7fC0jBd0JCQsIpw7QaO4MRyRkAzUeGTo5jmHnMe9bFdJLhcFl5A6w+XNw+Ydk5M/0h59uxgb7p8z3ScE2fN/M9CrbOWqsxQO3f0D7ffYmgScYdsaW/z3cboFcjDb/s7WQdh2Hg5GqRx4C3y5oXGeaTXAcDNOHemxfB72dOkOK2LXLRYb7b4PtgUeFoWWtJvxmfeqWAYui9m7dtuSgmOJlWY6zP9wAnbBduSyca68qyc6dVmXGttpeLydt5f3QXZY8R2Hsev+yMV712ZOeO3B5wa76HdbwgqbTf7VwFmbWUcea7XT8F1lJKCCGsc0ugpF5Mdu6T7WvZuct8t4koUp4Q+hLEvqTKsmp0ImvBmW+P2zn/3qdfOQTQTRQJ51rb7/T5NufXV+d+LyDRLAkJCQmnDOrvnWTnfnBDl3Wh+yhvcL5MsvO6h1Xw4cIJu53r2syW+Z7m2ejEg5adj2S+hRAQApaLMZ3L0w4MfZgXeac1j4shrsSAzQLR5Nt1c85a4yb6fJUYLs+FZkY5TqoF1hjwzc+LHLMi08z3/lEJIaBrSUPf5wxmX6uxvK2nBajmW12vB4sah8va6vENmHVp2fkYt3MmOz+Jw2zJzgewoi6I4ZZO8B00XOvt892Oq0d2HuvzHZedjyvZCamhaA2uYgJo3c4nw5jvB8+HmW86/8sq3iJywp69gEmIhdzOMxG/Z3PPOQr1+c4yZS7oKnnKgaag2iugbalGSTKrz7fH7ZyrcJ585QAA8PorNvOdCXs/jNu5SVLwdd6DsXcKvhMSEhJOG6nmOw5dO7xJ5nuDwV+RC5SVRLmCydVJG67RRKtqa75XcVWn78xHytUBNVnnjO9EG66NXtWJY15keP7mAt/+j34Rv+3/+xN48uWDzjIl6+0bA3d2Nn28XcM1tIZfjeUIPwaFx+QIMM7KpwletznJVKeBhWa+K+zNJj3Bhi3dbwZI6SkYUjXfLfO9rHBY1h3zLLpXKaAY63bu1kFvEnmWBQ3Xho1RvdLR6zNcc9lIFxTk0fPE51qt/k/b98vOfduQUnpb8cWgOykEar75Zrhkntd8x66lx6/uAlCSdxeTXF2XfTXfOXv2qnGo93xu54r57++g0HWXlxDCn5SaT7oGklXd9LYzA0yShEoy9nyyc0rIME8Wfr9++rpivh+95Abfhs2WUmrDtdJT8y1EuD3d3Ywz+POXkJCQ8NqCrvlObude+GqHVwWxt5uVnect8x13kvXh4gm3GqNJjOrzXY+u9wa47Hy8KVyWCeuYuDWjZwnnt6Z4+fYCP/prL+DT1w/x4ef2O8voQGiI4VoneLL3OW/bkVVrOJPnMdn5qTPfavvzIm/b/BlDu5tHJc5thSXn9H0erPXJzgHzDL20M9VM9+GixtGywnbhGq6p18VIwzUtJ67HydXHIGdBh2u4NgRGFt4GOc773eV7ar5rv+y80+c7ouIImWeNdZsHeM23w/h6GHneTYDOcRYIWAnvfcNl/B/f/lvxxP173m1XTct8R57bpPzh5SdCdDshAOoch/qc8/U10qlnjyTZfAaSfc8aN3lB94bf7dw+1+6z6MmXD3Btb9aR7nMH84Nlrf8uWasx3eFEiOh1ebci1XwnJCQknDLoBzwZrvmh28psgC49iT7fRS50n+/xNd8nKzvnDNWialYKoNdnvs0xoQn2Waz5/qNf+ib8rnc8iIcubOG3/bc/gZstI8NBE8S+ezXLhG7Fo2tOnUCBJuH1Cv3hCUVAdn4W3M7p2uPXj2a+j0rtgB6CK4Xuk53zbV3ameo2ZwfLCocBt3MAutRgTM03YK6Fkwi+M5a8cc3OBn0/ZLgWWIXPgZvDyJthrafbaow+9zDfAfOsVWT1Rg3l3IfE+POkDQvuafm+YymEwGc9cM77Wd4yt8seFpm26Rqu+Yznqrqf+abfLCnN8a+a8H2+NfUE37WMJnFcrwC6N7Ts3HE750kMl/l+6pVDvN5jDMgTEreOzTOWkpS81VifC//dihR8JyQkJJwykuw8jk0y38T8bjIwmbGa77F10RdP2u2cDNeo5nsV2fkazHeeCUsue5bdzq/tzXFtb46D1qHbF3wPaQkEKOZSy4YDbbV4n+/VmW9xZg3XaPNcOUHB982jEuciZmuALbONMaocdH1f3J5CiCUA02rM7fPdkZ0PPAcUbFCwcCKycybNLQe2t+MQ7aKcdQXCyQvRY2zlSuzp2LmspJTh8+TrUw1wT4QRsnP9mxCQnXuY70xw5nv1c6ZbjVWyPwnHgsdGqvOaeYzTlAt5fEyc1c9glA1B5nuS46jDfDfR8gVdrtAePpKte2XnjhIl89R8v+/NV7vbYEmY/SP1rC1y0zJRGa4JtmxwuHct0kwvISEh4ZRhgu8zGJGcAej6vk0YrulWY2uvSqNoW42tUvN9//k53v3YJauNzibB3WtvHC572UYf5msw35mwr2uaLJ92YBjD9jTHJBN+5nugRDbPMj0R1bJh1xSJjLs8TuhDUeRZp+ZbSmlJN08LdC9wt3xi4vaP+5nv3ApcpH4vhukkw1aRY2uam5rvRZz5Xtbjau7dWt6Tqfnu9vkeZUjGWFL+GlpFKDAm0PHXng0B2bnrim5vw2/qtop8n9bvys7pf3xYxnNBYDqxkwergJJmi7qxDNx84Gww1WfnWfe4VXU8KAbMPnPWnOrIfZgX3e4NqutCbN/N7wVgmO5dT/DdMGM0wHY7P1xWePHWAq+/0mW+eVKNnM4v7Uy1ksTt8w103eHvdiTmOyEhIeGUMU3MdxTG2XZzzPcmg79pnqFcseZ7Osnwg9/ymzc2Fhc8UHju5jHe2BoJjcFsRbdz2r5tuHZ2ZecEIQTObxUB2XmDIu8P1Hg7obDhWluusDbzbU+waZ562gkO2r6RnRsmTtV8x6egQjDXZQoe+2q+8wyXdpSahNzOby8qHHkM12hdiyrefskFLWqCxsFfHb6NzLRZG+ozwGGCUMO6qvf9+xkKjAmVlti36+mRnQf7fHuCKM18j3i+07Xl/mb6mG9eU15sIPlHAXXZ43YO2Gww+TD4+nVXdV9Q3E2oABQA+5ef+Wq+e0pcwsy3X3bO7xv+LHpKtxmzzdZoP+gyINn5xe0prh8sO/uUs+RxFrh270akmV5CQkLCKYP6e5+U6dbdjpCz7Sog6fSm+3yvWvN90uCy8xduHuP+toXOGBDzvcr1mQcN10av6o4iFHwPYagAm7kMGq5lxHw3vWZLIUzyrtu5qRFeaZUbA8U3M8Z8Uw3p/lHVz3xnXea7L2aaTUzwPckzzCYZXrmtJvVd5lu9Lqv+2l37e4Yx5//fJLxu+asw3+3/JeKy/T55r9vTOfcEufZy3XWIkOxceyKMkZ2r106rMU9SwNwPmZGdb4D5Xtb93SM4G0xMsd/tvL9NJQ2ZJzBixopbRY7jyk7MlT215cIJ8Ol+3W3NCxeO27nLfNPYnqI2Y56a70yY64Zk51d2Z6zVmC07B+49x/PEfCckJCScMn7Toxfxgbdcw8MXu1niBLuVybo4CeabpL9qYnO2okraz/2jCrcW1WrB9xrMN6+zBMw5PItu5xzntgrdAoej7DEsIvB2OiFDKVqmqiXyFa+bSdYNvpuI9PdOwjVcm7Uy2GXV4Kisx9V8D5Sdv+2h89b1tjOb4OXbCwDd4JvWtazG3bd07Z6k4RpPPKzU55vVBwOmT3fo8HETLB9c07dQUBTr8+3rUw2Y5NQqhnLuMRFO0gFgbudCaE+AdU4ZnRtSwfQtWzXd4NsvO+9fF62H4NZdc8yLDMc3bea7r5965lw3JDOfT3JM2/Iqgsu65ywR+GTLfD8aYL5p/29x2XlFNd9St6L0sf33AlLwnZCQkHDKeN3lHXzv13/+aQ/jzEK7nW+Q+d7khJkmdMflMFb0ToL289kbRwCAB1YIvt/56AX8vs9/BO9YoS5dyc67zPdZUwi4OL9V4NXDZef9coDDMRBivruyc2o1tup1M8ky1I1s2xjZdbinLTvnrcYANYFfVLWu8zy/PSb4ttcZwl/4d99u/X97muOlWxR8O7Jz7XY+7r7VpRwn2GqMJ290b/lRfb7toMUoB/xj5Uy7D24tt+umTqAg3xt8C3W9N45DN12vo2TnuubblZ2rV1t23p6nfLjbed+26wGtxmhZXn5CsnM3+B7S51x4jrkr/eaYFzmOq26rsTjzrV5pE8R0z4pMK7wILuvOPRqeeuUAl3em3gRbzlQW+8eK+b60M9XGgrXs1nzfa47nZ2uWkJCQkJCQ4MAE3+tPcucn4HZOE8DDZbURdn6TyJzg+75z44PvvXmB7/k9n4Pd2fh8fSZs2TlNfs848R2RnffXZgL2RDTUp5km4ev05KZjy9lv0xbqjATfjPlelI0+rr3Md2YCDTqWY6+bnWmY+aZ7Y1mN82qgRYn5PhnDNbvPdybGPbNCRlXhPt89snNH+h5af6w84Gr77HmxTYYQqFXeKgmQruy8y5RSmfIkE9qgbZ1zNskyVE0zKBFHCQeAXLz9x7pq+ll03zGPdTWYT7o132UdL3ExAb7aBgXf0zxXwXdt1uey7lyF8+TLh956b7UNs/79oxKzSYadWa7vJy4797H99wJS8J2QkJCQcKZhJIYbrPne4HyZ2I/DZX3qAY8Lmpg90wbf968QfK+1/SzUauxsHScXccO1gcy3Ixt2rw1iG6sVjPoIdE9wZsi05Trl4Ls9TDOn1RjJ+ce4ncsVEwrbsxwvtzXfbqsxXfM9slwk0wmPk6v5zpzrZ6wyItjnO7h8j+Gao6bIhD8oiikUHr2kgrGnXz203i/XcHN33cZd2TRgmG9eArPOczrLBGqJQa0b89ww30pOLQJu53E5OB+zKzsPJWV8bud9iT76hDax5My3KztvbLfzvL1Gm0biqVcOvPXegK3q2D+usDcvUORKwdM00pKz62RA413VXYsUfCckJCQknGkYc53NMd+brvkGWvnqWav5zpzgewXZ+TrYnubYYYy5y5ydVZxva75dZm+IMRLgBN8kGw70+d4E813WthyU1n+ayD3M93FZG+a71+18vOzcxc50gttt3/btItznexXDtfIE3c65DLxawUvCrfnWrcYCYyUzNNdAjaATOk7ZiMvg6ppvz3Yo+P70K3bwHeoGEINmvp1rXKA7Ll0zn22mz7cyFlPeBX1u5zbzrVhq3uea0GeEBphAlNfZR2XnUx/zHZedu27xZLg2zbuy88Zlvttr9Cd+/UU8t3/sbTOmtgEmO1ddD+i8lE1jtTDLnev4XkGq+U5ISEhIONMwhmtn1+2ccFZrvp+5cYQL28VKpmnr4C/9B5+Lc4zhdA2bzirObxVoJHB7WVny6LLql4cCsCbYfPLfXYaYzVWZ73ZC7pGdn/Yxpu2TySEx3zeHMt9Z1/F77C5xqblb803BzKKqRx3/XAffJyk7d5nvscG3HUT11XzzGnHfIm4pAy3jMrixJMlDF7YgBPDp6y7zTa3U1me+Tc2yLc0G2prvyWZqvqtaGa4Nqfmu2TWcCeGtr68aqRPDwXX5JPUynEiet/cbr7Hvk7e7Lvmdmu867HZOx/Sbvu/n8cR9e/h9n/+IfxuZ0KqR/aMS5+aFKZ+pJZqGeQsEjP3udpytWUJCQkJCQoKDkLPtKiDn5c0y390JyFkBkRzP3ji645JzAPisB87hoQtb+v+TDdRc3glQYHjz0JaeK4n4AOabSaZDfZpzgfWZb2KMas6GmTGcJkzNt2k1BkDLwPvdzs2+yBUTClx14crOudv5KKdtR21wYoZrLRM9tNShuw4TRJk+3+Fl1XL+IKfjdr5Cq7HpJMMD5+Z42gm+Q8mpGEIdMHzu2LxVG9V8rxV8C4Fl3aCRXcM33zjr9t5UQaW/3/mQFoa+c+Sa13FQotVqD9bTDlMrJtrxadl5yO2cDZnu7y/77PvwT/7we3Et8Hvz6KVtfOJF1Yrs1nGFvblhvqvalp2HyhvudiTmOyEhISHhTIMmWGPcfkOgCckmWcGZxXyfraCSJi/HZXPHJec+0ATzjB2mDoitv3lUgvM3y1p22DYfOHMZcnOmut5qgNNxCHS9eZnvUz7GWnZe2MH3i7eOAcBSRPiQCcYaRlpYxWAz3+E+33s9iQDf98hI7yQUBlzWXTfDTP5c2P2k48ePM4y+wMB10A/JzvsY9kcubXeYb93ne8Tz/Qseu4Rv+MLX47MfPGe9r5lvFqxVjdl3IzsfvKkO8lzgeKnk2H3PgjzL9LXbSImJyLTihXcoKAfUfNO56/T5DjHfBXXhqHXiqWziiZyu23krO59kKCaZ0+fb3vZXfe5DuO/cHF/x1vuj98Q7Hr6An/rYb+D2osL+cYmHLm7pZ6NKanC38/Y6SzXfCQkJCQkJdw70Q75R5vuEZOer9ms+KfD9PA3m28Xd0uebmG+313fV4xZM4MF3qB80seN9vXdj8NV8u/W5pwU6xXTPURD+0v4C00nWWwKRZ4LJptV7Y3eJO/QH3c5H1lTnzjE/CYVBzpIqKjBbhfk2rtqa+Q4Mta+fcpf5bt8PMN+hY/Lope2O4RpJkMd4epzfKvCdv/OtuoyI4GuBxpnvjbQaEwJHpamFji7LzNXIHTz3jLFq+q9Bul5t2XmY+d5q7y/ebqzP2M3UzLc13yUx3xlmDvPtbvvizhRf+fYHep87n/vIBUgJ/OozN7F/pMp6NPPdKEWB0EkeWOO5V5CC74SEhISEMw2arGyizzdN+E/CcA04u8w3sFqbsU3D1IyerePk4jxjvjkGtxpjtZ4muLCv30mulimbcbJndx2A43beEwDdKdA+ucz3S7cXvZJzwJbnrurgzuu8u27nal2LcpzbPF271YpjGgIutx0SmPnAWzppw7VgzTf09nwYLDuP9PkGVPD9wv7CMgKrAsmpVUBrsN3Ozfo3ZbhGwfcg5ptdw5kQ3oByiPrFd45UyYp/ebrvjlqWXkrZ6x9AH2m387pBJlrJvlPz3URY9xg+5+HzAIBfevoGbh2XODefmPKZSrYmcmpZbTKX+nwnJCQkJCTcOYTq+1YBBQAn0ecbOHuGa3zS/sBZkJ3rmstTHkgPzm/7g+/lwPpb1U5H/V0FWilRy531mG/DGBHOits5BTjacK0NBl7cX+B8j9M5YAzpAF5LPG6fdmZqm6re13WbV6+LAfW21vcct/OTuOVpbLosYYVzKYQJomL9twE/Y8xx0AZwO20ywyeBHrKdR1rH888w9puSGJtIrgoneKQxZkIFctPJBmq+M6FbeM163c7NMdJ9vj2lImXTr6hZXXbeWN+LBflun3Rqp6aOncN8r+hVcXl3hocvbuH/efI6FlWDc1uFVj103c7jioy7FWf6508I8bAQ4nuFEM8KIRZCiCeFEH9ZCHFx4PcvCyG+SQjxz4QQHxdCHAkhbgoh/m8hxDcKITr7L4R4kxDiTwohflwI8bQQYimEeEEI8c+FEF+0+b1MSEhISIjByM434HauW42tvSqN4gzXfPOJ2X1nIPjOs/WZpzsBLTs/7hquDWs1ZiS5ZazVmFTBVb5iBGdk513m+7Rl57R9Mlybs5rvvnpvwO49rWXnIw8TMd9b07yjtqD/L0e2CKTDqssJTpD5rtcyXLN7TANGVuzCbU3m4nDZtmtrkxmhYN20NPNvh4JvXvddreB2HoIQok062DXflFzZiOycfbeYxNczYcw3Bas+E7FBzLenzp56h/swc2Tn2tgu6nZu1gsAi7LW0v5pntnlLXL15/g7HrmAn/nEKwCAcx3DNbNeut+T2/kdghDiDQD+LYBvAPBzAP4SgE8C+HYAPyOEuDxgNf8+gP8JwLsB/CyAvwzgnwB4G4C/DeAfi6727b8E8D0A7gPwwwD+IoAPAvjtAH5cCPFta+1YQkJCQsIoGNn5+pOz+Um0GmOTprNW8833M9V8D8fONEeeiQ7zXVZy0HVI9dxSyiATTbLqtZjv9tqz2TAzhtMEHSaX+X71sOxtM6a+z/t8r8d8u/XetH7CqD7fd8DtXBuareGGnwlhGm711MxrGXnA2Opg4TDfgVrcmNs54O/1Xa7gdh6DAMBHxftRTzcgO+fnYprHfQuyjDPfptUYYN+zVdP/XAnKzgP7omu+W4m8TgJGMliu4dqybrRarK/P9xh87sMXtJpij7UaK1vDNRpHcju/8/gbAK4B+DYp5f9Abwoh/nsAfxTAXwDwH/es42MAfheAfyGleaQIIf40VED/ewB8NVRATvgRAP+NlPIX+YqEEO8D8GMA/lshxP8ipXxu1R1LSEhISBiOTfb5JuZmNsCxeiimdwnzfSZk57rm+5QH0gMhBM5vFd3gu2kGKTA4S1UGGKc8U8xk1TQrJ218hmsm2F9plRuDlp1PuvfckJpvIYROJKxb8+32+HbXNarVGNV8a9n5yQXfdSNRNqu54fOab2O45h+r3l4gyDlYVMiEkTIbF2o3+Ib1uYsru1NsFTmefvVIv1e3JRObKtmxXd5tk7FN9Pnmz/ghfb7p3qTgWz8bWKJjSKux3BOI1gNajVHwPaQcRTjbWJSml7lPdr7qYaS6bwA4tzVhru+NVUseus7udpxJ5lsI8TiALwPwJIC/7nz8nQAOAHytEGInth4p5Y9LKX+IB97t+88D+Jvtf9/vfPb33MC7ff+nAPwkgCmA9w7dl4SEhISE9aCD7w2wytf25vibX/Ob8JVvf2DtdRHOcs03HbvZJBvENp40dM33WY++gTb4rqz3qlr2OhwDdguwKsA45ZlAtTbz7a8DBU5fXaBl54Xtdg5gGPOdweN2PpL5bhnvLY+zOj8dY1Q1dPrvlOx8qMO+bx1uzXeY+baXc3GwrLAzNUFSSHbeV/MthMCjTrsxOo6beL7Ttu2a70Zfi3TvrnPOeLDbd93kHtk5faXuyM7j69KBMYtoGhl+drg133ScY2PWn7Cab4v5rm3me9XE09seOq+vuXPzQj8bS5Kdtx+GWtrd7ThbswSDD7SvP+oJnG9BycC3AbxnjW1QOruKLrX+dxISEhIS1gD9AG9Cdg4AX/G2B0b19e2DVfN9xmTndOweOD8/Ew7juub7jCkEfDjnY77rYc7YhvmWxnDN7fPdMnTVirJigLe9MrPTZ28qVvG0+7rTLnmZ7yGGa9ztnBzcx9Z8z4j59gTf7H4YkzQzbudNZz2bQs7Y0aEO+y54zTxdHaFngMt4ujhc1Fo1BIRl53JAecAjl7bwtFXzTbLzzYQkgrVYA2A5fGu38zU2NYr5FiYZJqVKDORZ91j39d8GYm7ngeB7YjPfdL3GVBSuzFsF36bmO9bnewx2ZhO8+b49AEp2Tr/tVUd2brZ1L+GsBt9PtK8fC3z+G+3rm1dZuRBiAuDr2v/+yMDvvA7AFwM4BPB/rbLdhISEhITxoAnBWWOVCVbN9xkLKmk8Z6HNGHD3yM4B+GXnA4yRAFh1nWWo1Vhmar5jdZgxFJ6a70+8dBsA8PjV3ZXWuSnkDvPNg+8hzLdyOzesITC+RZ1mvn013+xeHdXnW0tkydhu1JBGbaOmVmMr9/l2DNeCzLf6IFRae7CssMN6podqcYeoLh5pmW+pz+3mDNeAtuabjYvXJhe628JmmO/+Pt+M+W7HYWTnfml8eF0e2XnE9IyueWK+h7R0c93iF1WtEwwzn+x8jeP4jocvAFCJOHqmLusGkhuu3aM132dzJgNQMcDNwOf0/oUV1/89UKZrPyyl/Jd9CwshZgD+AYAZgO+SUr664nYTEhISEkaC5jebYr43jbNc802Tl9NmQQlun+CzjPNbBfY9zPd0YJ9vQE2468Ckl1pplbVcueZbM99Mi/qJFw9w/7k5dmena+tDgbLu882k30P7fFN80tenOoSdKPNt/h5z32Y6+D45wzUeoFXNasy3qvlu/9Nz/Hpl54tKm60BrP44UPMdY0QfvbSNw2WNVw6WAJgceoM133xUqpuAw3yv2eeb0F/zDVt2LozbOcnOdf/tXua7W2LSjGK++2Xnfubblp1LltBZR77/5W+7D0/ct4fLOzPGfEuVpLjHg++zbLgWA53t0WejdSv/4wA+CuBrByyfA/h+AF8I4AcB/Hc9y38zgG8GgEcffXTs8BISEhISHJBUeROtxk4Cd0PN91kJvou7quZ70mG+q3qg4RoLTkJuzrxf9KpJGwpYaiY7/8RLt/GGa1FLnDsC2j+avM9HMt92j+TVZOcUMO70GK6NebbQLa6D7xORnavXupFKbbHCc0V4ar5DIx3S55snMEwAaS+ntxMZLjmeP339EFd2Z1oOvalOEZmwkwJcmj3dgOEabwvYJxWfZBkLstU5cd3OdVDc1+fbU/+sTM/836MuA0cUfNf9xnYdt/O2DzegfuekNM7sjVzvOH7gLffhA2+5D4A5jpXu862WSTXfdxbEbJ8PfH7OWW4QhBDfCuCvAPgwgC+SUl7vWT4H8D9DtSz7xwC+Rsp4+kVK+beklO+SUr7r6tWrY4aXkJCQkOABzcnOGqtMmJ7hmu/taY7d2QRvuX/vtIcCgPf5PuWBDADJzvnPftnIQW2pKMmwrJvWyVh0JNO0mkVVr13zTQGMlFIF36csOQe47NzDfA/q881k51o2Pe44bQ2UnY8xNDNu5yQ7PwHm2zVcW7Hme6hhnU8KzXHoyM4puHanxEMUCm6v7yqQnFoVwmG+a9mt+V4nYcK/28d8Z5lwDNfQcTs3nhDDar67knr/8rNJBiFUr25g2HGmPvCSMd+UXKZ9Jen5urJzDvO8lDpJAZhkwL1W831Wme9fb19DNd1val9DNeEdCCG+A6pX+K8C+GIp5Ys9y08A/ABU4P0DAL5OSlkP3V5CQkJCwmbgSgbPGvJMtOZGZ6/me17k+OB/8QHsnbIEmWBqvs/WcfLh/FaBupE4WNZawl0ODIQubE8BADcOy6BsmCaui2oN5pvkmu3k9KXbC9w6rs5E8E2neMZqRgmDa761WdVqDu7TSYadae7d3qrMt2tydxIlFNf2lFLlFz99Y60+3420j1+45lu9hmXnNXaueGTnI/t8A8DF9t4gVUmlXbg3Zbhmj6tiQSLdL+sEjfxe7qv5nmS2aWCeCR0s0xiNJ0QP8+2RnceuDSEE5pMcx5Vd8x01XNNjU6+LqtYMOg++d2awGOp1QeeeAnvaV9q3Ht7zrsPZ+DXu4ifa1y8TQmROj+49KAn4EYB/M2RlQog/CVXn/SEAXyqlfLln+SkU0/27AXwfgG9wXdcTEhISEu4MaKJ01lhljukkw3G5ehB1kjgLLcYId1vNN6CChN3ZBHWjWJkhEuAruzMAwMu3Fq2ZUvc7FMBIaUtZx0Az3+3E+hMvHgDAmQi+af+I+S7yDHkbjAyr+TZBwJBa4hC+7xvfjddd3vasnwXfo5hv9arl0idwLb/n8Ut4y/17+B9/8uNYVP1O2D7wmnnT5zu8LF/Ohar59sjOnZnxkJZwpgWWLYfe1KNTwGk1Vm+Y+R5R8+069gtPzbdxex8WfFuycxmWnQPqWNNxLgcY2xnmW/1/6dR8A9DtxtZxO3dBCYFFpcZKl7sv4XAv4EzSCFLKTwD4UQCvB/CtzsffDWAHwPdJKQ8AQAhRCCHeIoR4g7suIcSfhQq8/y0U490XeM8A/DOowPvvIAXeCQkJCacK+oE/a/XUHHpSd4bHeBYw0cH3KQ9kAHTwfagYOqrxLSb9g7+6p4Lvl24vlFu1Z8JruW2vzHxTrWQbfGun89Ov+aaJM2e86e9hfb6FDlCMi/b4cXze6y7qZIg1PnarjknsuYZrJ3HLCyHwrV/0RnzipQM8c+NopevDZoDjLD29HWw1tqyxzermQ8v3uaoDJhmjXbjbGuJNqWGyTFhMqXIZVyfJPKc3JDsfwXy7hmuk6tC12Cu0GosZrgHqWB8ta719GtPQbViGaw47vVHZOamA2muir5/83Y6zynwDwB8B8NMA/qoQ4osBfATAuwF8EZTc/M+wZR9qP38KKmAHAAgh/gCAPw+gBvCvAXyb5+Z+Ukr599j//yaArwTwMoBnAPw5z3d+Ukr5kyvvWUJCQkLCYLiSwbOI2STDLZxtdv4sgCaYd0ufb8DIY3XwPSDautoGey/dWgQNs/ikedVgYML64wIq+N6e5rj/DLSWyzKBSSasoGI2yXC4rLE7759+KsMw23Btk9cND6LGJPYoIFhW/a2b1sFXvv0B/Pc/9jF86uWDlcwmhQAzXDPv+WBajXWjHCklDpYVdlmf75AceEh5QJFnmGTCcuHeZGKVM/6AChIp4FSyb7HWdWR5BQyo+a40862CW94JAYA2ZOyVnXtbjcXZ53lhZOflCoZri7I2fb4nxE43ehybYr617Ly2Zed95RB3K85s8C2l/IQQ4l1QwfNXQAXEzwH4qwC+u88srcVj7WsO4DsCy/wUgL/n+c4VAH8usu6fHLD9hISEhIQ1QROns+p2DhhW4CzKzs8S7lbZOcBrU/vHfm5rgmmeKeY7UCe+CebbGK4R832Ax6/unInkRiYMy0mYFzn25sNqmHMm2V211VgMQqx2/F2Tu5Ny7s8zgT/8vjfgP/8nv7zS9ZH5khfBVmNhhvGorCElsO3p872K7Bxog8LSBIWbTFoKAJJZrlUOQ1vkAutsbmzNt+613o7DlVIPcSEHArLzOs4+q+NM8v7+55dwkjDLOs58byrxRMeUmO+u23kKvu8YpJRPA/iGAcs9CU8HBSnldwH4rpHbfP+Y5RMSEhISThbGcO30A4oQig20sHktYDbJMM0zi0U7q6Dge99hvockgYQQuLI7xcu3lmhkwHBtRcMvDmLhNfP94m286/UXV1rXpvGORy7g5dsL673ZJEMmhnkQ8JrvdWTnIVjJjxHHn07bSbqdE77qnQ/h+/7Nk3jzCt0K/H3S/cvy1mYuDhYqeLNrvtWrGxQNPU/zIsNxZeTQm0xaig7zbXtxTPNsrXPG79u+36Q8E/reJJbaqAbUMqU2QuthvumYN2OYb1PzTecm9htFn0ipAvBF1WjG2635lnJz137RqflW6xVOouJewZkOvhMSEhISEmiyc1bdzgHOfJ/dMZ4FzIsc/+xb34vHr5y+IVgfXOab5KF9bBfhyt4ML99e4NxW0Ss7X5n5Zm7nR8saz9w4wn9w9ZGV1rVp/N53PYLf+y57LLNJju3psH3lbucnITvnqxqT2DNu57ZE9iQwnWT43//T37rSd3nNtwmSQzXfYYbxcFkBgFPzLTqu4gB3VY8fk9kkx3Fbi1zWcqOqJiW3DzuCTyfZWmoFuleneda7n3nGTe8US+0mOirtdh4/Bj4WuG7i98R8kms2WZfNxNzO2XVQtm2/OoZrFU8mRIc8GCb4tmu+3UTFvYI0S0hISEhIONOgH+CzLOmmyUOq+e7HWx887+27fNawO5sgz4QJvqt+t2COq7szvHRroft8u+ABwKqKCc18NxKffFmZrZ0Fp/MQ5oG2Xz7YrbLMe5vCqm7ndN4omDkp2fm6ULJz973wsoA/yLm9UMH3jtOukJ8fwtB2i5z5rupmVJ/1PmTCcTt3XLk/5+ELeGIFJYFePwXfPfXeQMt8t8F106hjptncDbidx/p8A+o4H7l9vqOyc/UqpWG4dc23z3BtQ9c+tes0rcZgvSbmOyEhISEh4Q7C9Ak+uwEbTcTOcoIgYRyEEDg3n5ia72a47BxQ7cZ+5ZmbePDClvc7nLFaNWmjzZsaiU+81LYZu3b6Tuch/Mkvf6LXpIqwKbfzEPjxz0fJzu06+7Mqdsk8zHeIqY0ZWx22DPWOUyqSO/Ju+v6Qc8RrvutGagXHJuAmBapGYl6Y9X/v13/+Wus3bcsG+BZkAu1jQwfKukd6e/CGMNKACYzdPt8xtZVV8z3I7dww34v2e13Zea3Hv0klyiTPtOzcGK6lmu+EhISEhIQ7jt/ypiv47/79d+CzHlidrThpECuQar7vLZzfKpjbOcnOh53jK3tTvHKwxDJguMYnwSsz37nANM/wV/7Vb+DS9hRCAK+/fHaD7/e+8crgZQWr+e4zDFsFnA0dw7zSuSKW7qze8wLc7Eu918d8+wjGg0VXdg6056fpMt9DWobxoLBs5KAOAkMhYDPffe24xiIfw3wLw3xTT26eMAOGMdJ8u1xS3/Swz1tFbikMgOFu5yQBj8vON3dci0wY5jtLwXdCQkJCQsKpYTbJ8e993sOnPYwoDPN9RmmwhJWwO5/o4GNIqx6Oq7sz1I3Ey7cWmBU9zPeKwYEQAt//jV+AH/3wC/jZT72Cz3n4fMdh/G5FLnjNt3pvs7Jz8/eYmmP6nma+z6jsnLcao9BllT7fZLi2O0B2Lgcz35nuP11t2u3cYeSrDRu6GQPQYbLzRqogWUp1zLTbubSZ76Fu5zU75nWP7HzGFAbVAGM37nZOgTA9u2ZOq7G+evOxKCaZXnfX7XxjmzkTSMF3QkJCQkLCmiBm86yyYAmrYavIteyWmO+hsukre6rX9/P7x3ijpw7brvlePWnz7scv492PX175+2cVPLgzhmsbXL/TfmrMuADDJJ7Ve567nfcxhzrI8bmda8O1vPMdv+y8/3hsFTlePaByDrnW9e9CCLvV2CZrkwFmuDaw5hsAysaY87kmYkNbGHpbjfVIv+dFpo3tjOw8ZrgGvQ0KhKd5br0ueZ/vDd6Pk4wH38R8q8/utZrvlKJPSEhISEhYEzQRO8vt0BLGY2s60YZFujZzYLB1dVcF39cPll62iU9ck1dAF1kb3EkpdfC4SZlrZiU/RgTf2u38bDPfWcYkyqQcCOxnTHZ+GDBcE6IbFDVy2PGYOXLoTT43XaO5qvG3+lsVlCgY0vVA94Svqc1Xt63bUC8JOnWW7Ly31Rg7zk2/YaSASQxQ/XVHdl6z4HuD1/40F13DtXu0z3cKvhMSEhISEtbEtDWDO6ssWMJq2LLksSTbHMd8h76zavD3WoEJNkxQOKSeeCh44DCmXMR1Oz+rp86rHAiMNSo7b69/H/MtpRt8Sww5RbwF1qZl4W4LtGbDzDrdymOYb17L7LqdlyPdzl3DtdizY6vIUdYSdSONcmcQ821k567hWsndzpPh2kpIwXdCQkJCQsKaIOYm1XzfW9jmzLfuxzvQcG3XBN8+tpxPmpNiooucBSlNEw8eV4Fgt+o42bl6rRpV37zJhMAmISzZefteoM93LMg5WFSYZEIzoPw7tbO8HMh8z4vMuHDXccfusfAx35u8vUYx351Ejei4nRvZ+dA+3+r/ShESP97ztl77uKxNmUTsYAwxXCPme9Ny/lx0ZOfmWG1sM2cCaZaQkJCQkJCwJmiCkhjMewtzXvNdDWsJRDg3n+gJq++6sFpdpaRNB1xyqmXnmzTO4sz3GMM1kp1XzZm+3wVMME010Kv0+T5c1tie5p0kg2plZi9bN8NbjZn+05s2XLOTCPWmmW8xznANMAFr7nU775eDA0yd4JgQxq5BMl88Lms8v3+MrSLHzjRsyGiuA2lk50Wgz7fcrIv8NM+0GoJOl26vlpjvhISEhISEBA6aiCUG897C9rTbJ3do8C2E0HXfvu9wmWmq+e4iY6xXdQL11XxdY44/fa9smjNb7w2o4Fg6zHeA+NZS6hDz7dZ7q/X7ZedjmG8plRx6TPKjDwIAH1V9Qm7nowzX6PrNBNz6+iFycL4uOkcUvEeD77Yc6qis8amXD/DYlZ2oUoM+kdIE2VPnt00brjWbvR8nudBJCs18e9qr3QtIwXdCQkJCQsKaSH2+701sT3McLqs2SBjGUHFQ3bfXcC3VfEfB60+JhdtkGzUe64wJzui8VfVmmb9NIxPCuH739EnXdcgBt/NQ8O01XBtwTOaTHI2ErkfeZHDsJgWqRsal1iNB9/IY5pv7A7hB9CA5OLqmeE3POQWA+ZSY70YF31d3Bm5DGtl5K10XQmA6ybCoOfMdXd0oFHmGRemv+a6T7DwhISEhISGBo0h9vu9JzItct90hhmpIrSfh6u4UgP+62ESf73sZWp4rpe5VPPf0S18VFvM94pxSrXi14ZrXTSMTQtfK9vVJj8nODxa1V6rsk50P7/PdBoVVjbJuNm+4xoK1umlOxCXfrYH3wTVcyzPRaZ9VkqKm5xi4EmzDfIe/M2/HeOu4xNPXD/GGK/Hgm7YhJbQEnO/nLM/sVmMbPK6Fr9VYRJFxNyPNEhISEhISEtZEYr7vTWxPTc1ktQLzfZWY7x7DtXTddEFsrGygpf+bZL5tt/PxzDdwdp3OAbv2mV5Dw+UqAxeHywrbUw/znYnO8oNl5/y+auTgUo4hsBh/9DuCjwVdK0NKjFzmWwjRaZ9lnis9snNWjw2YMpi44Zo6zh974RYaiV7mW3Dmu7bdzunvZdVASqnM9Tbqdu5pNXaPup1376aEhISEhISEUfjSz74Pyw33q004fWy1k9fDZW1k5yPUDeR47gvYbeY1XTcu6JDUrQQ2E5tVCPCYZczxv1taxHFZuBzIfPv6fN9e1HjoQuH9TuOTnQ8JvtuAblE2Gw+Oucs7cMo139rt3PSp1y7+jtt53zVoPBCk9TrEcO3Dz+4DAB67stuzDfM3ScBnuUl4UfCtWfdNMt+5Yb4pCeA6w98rSMF3QkJCQkLCmnjbQ+fxtofOn/YwEjaMrakxLFpFdn4lYrhmM99JiOiCM4THZY150XXcXgdCCC2dHsO88lN1loNvH/Mdor7dPt//+jdewhc8dgmzifI88NV855noBOuD+3wzF+6y3rDbOdBtNXZKwffEMSnLM1ZOoWXnbReFnmeArn9u943k57HEAiUPP/LcLQDAY72yc3PPHSxU8L0zc4LvutHb3iTzXTDDNTpG7j7fK0hP+4SEhISEhIQED2jyesSZ703JzleUPb9WwJm+46reqOScQJP8VdzO3b/PGjLRlYWHdpO7Sj9/8xhf+3d+Dv/0F54BoGq+fbJzIbotoIb3+TZGYFUtewPPMcgy2x375GTn/WPWzvge2TkNsR7KfLebo30jNjgWAJNHwkee28eV3SnOb3UVDPZ41WsjgZtHJfbmE0sOX7Q131RTv8nrnx9PLTt39vleQQq+ExISEhISEhI8oKDjqK1NBcaxpEZ2Hme+k+y8Cy6FXpTNIIOrsSCmb0wpQX6XBN9CmJZbfc7Y3FX69qIEAHzixdsA2lZjXsO1UKux/rFRUEj31SbdyAXspEMtN+ymPob59vX51myubbjWN0ZzjqT1/Zj0m5IctxZVL+sNqGMHqMTAq4dLXNyeWp9P2+Bbb3uDt+TECr4d5vsek52n4DshISEhISEhwYOtqZom8ZrvMXX9Qw3XEvPdBc3FaylxXDUnw3xT8D3inPJY5yzLzjNW+0yvoTiNG66Rs/xT1w9RNxJHZe2XnTM3dUI90AGey86rpul1+h6DjCcdGmUMtsmyDrpXh5SfUKCuW41l5libmm/l9t5XUmFalNnfjzHfM9YdYFDwza6DG4clLm7bTLmWnQ8wexsL/lyl1br7fK8gBd8JCQkJCQkJCR5sFS3zvaxQ1g3yAZNkjivUaszX59uqHU7TMReW7LysT4T5prhlXPAtOrLYs4hMGLlun+Ga5XLd1ic/9coBjspu3a/5jl92Pqjme8K7CMhRrd76wA3XqmbzDG0+IvieuMG3z+28kYOuP7cunxIfMeZ7iyWsHr8aN1vj2wCAG4dLnHeZ74kyRZOa+d5g8M1uJlqvu8/3Cs7wYyMhISEhISEh4fTADdeqWo52s9+bF/hT/85b8Ds+58HOZ5bb+RlmUE8LmRMQzk6A+aZAaGzNMY1tk27Pmwav+e4LXnif70WlAu6nXjnE7eMKALw133nml50PCchIdn5cNaiazff5ls5+bzK5RftXDEgGaea7MsGq63Ze1s2g6891O68HBMBcLTKE+ebbuHHUZb5nrtv5hluNueNIbucJCQkJCQkJCa8hUJ/vw2WtWsmtMIn/lve9wft+6vMdB5ecHpe1bk+1SehJ/sikStbapG/S7XnTEB5ZeLjmW71y5ntRNfjky6ru28d8c1k7YXCf78JlvjcpOxea6a8G1lOPwSrM99LLfLdjHLj/OhAdITsv8gx5plrOPT6o5ltBAnj1YIkLjkGbW/N9UoZrtFrjdn5vBd+J+U5ISEhISEhI8EAz38uW+d5gAJiY7zjo8NSNxKI8Wbfz8cx3+/0zzHxbrcZ0ja5/WdfcjkD9oXc8zHcmukZYjcSgsgw6l4vWcG2M4V0fBADZVn2Tk/gmkyQXt6f4wFuu4V2vv9i7rOnzbYJvnVSimu+mGSS71/eDy+r3HO/5JEMmgEcvb/dug66Dqm6wf1zhgkd2vqxPyu28y3y7iYp7BYn5TkhISEhISEjwgLca27Q8NjHfcfD2V4vqZNzOV6n5BkzAc5bdzvklZQzXAsw3CwiJpQWADz/XBt8ew7Us67YykyPdzm+3vaQ36kbOGP+q/WOT6y/yDN/79Z8/aFm6hk2fb+MXoN3OaznIcI68BkhSXw+sZ9+a5ri8O8Ns0p+8osvjxpFyvL/gyM4vbE/x0q3Fibidc+abPw8zce/JzhPznZCQkJCQkJDgQZFnKHKBo7LGspKj2oz1gQcEm2T+7hVwyenxCTHftI2xwRkFq2dZds5rvokJDjPf6rWRSmVAIOZ7O9BqzA2+m5F9vg8WqqZ8k4ZrYIz/kLrokwRt1zDf3fZZVT2M+VbfN8d8qOP4bJIPqvcGTHLm+sESADqtxt764DncPCrx1CsHg7Y9BhNPn29AHcN7zXAtMd8JCQkJCQkJCQHMixyHLfM91nAtBh64pT7fXRjzJ+C4bDRbuultjHWw52PbZMy4afhbjYVqvo28t2pZ2r3ZBB9ve33v+phvgU5NeVk3gxISVIt867hs/79J5rtbF31awbdpNWbk767svBzodg6o80TChGZgYuGPfNEb8PDFfsm52Ybq8Q0A5x3m++0PnQcA/NLTNwdteww4+8+vUyFEqvlOSEhISEhISHitYHua47hUfb43ydDxWs0kO+/CNgGrB8lmxyLPxEqSZDpfd0vNN6SMtgAT1rFW0d2b7tvVhmXb3uC7y0g+9cohHrm4NWh880mGWy3zvcnrXxmuEat8usG3r9VYzhQdgGK+h3oOZFlXdt6X7PiP3v06vO/NVwePWQiBV277me8n7t/DJBP45c/cALDh4HvCmW/2bGQGevcKUvCdkJCQkJCQkBDAVst8l/VmZecW852C7w6M27k8MeZbCKx0Tk2f77N73rjrd58c3LQak7rV2BP37+nPdwbIzg+XFT59/RBP3LfXWdaHeZGfiOxctRpTf9P4Tuv+ouNKwXe+hts5rc+Vnf+/7d15tGxnWefx37OrTp1z7s29uTfDzUgnBJKgCcEhSzBpIIHFYLcgMii9Woy0qNi0GAWbXraYxIa1sFUcQKVtl41DL6FXbKVRBLqBKJLlEKcYRQJKmDNASEjuPVNVvf3H3m/VW+fWtOvuXfvdu76ftWpVbo1711v7pJ79PO/zFn0CKMx8719qbGOtpUvPOaQ7P/vwYHuKEo5RuE/jGvvVHcE3AADABJuddhZ8F1t2TsO16cK5sdvd8rqdL/LZ12Gd75Fu585p2paGy1j5bueXHhsG0ZPW+Q5joo/fl5aoX5oj+H40C77naTg2rzBA7VZcdu6Dat9wzSe4wyZiadn5/HO+fdl5WSX1JtOXj2cN1zY7J93/xAsO63MPbRX+3p0g8x0eVuMa+9UdwTcAAMAEm2vJYD3iIjPfPuBZZM7xKvAZwp1uX86ppG7nttAJlcFSSBGPW5j5dpov893rp2XnnVaix56dNunqtJKRwMgbKWuX9LH7HpE0mjGfZmMt0aPbxZedS/HM+fbH+K6f8x0c86Nl5/NmvstvJmeWrkuemHRo4+STLn7et9+eooRNJ5ORzLfR7RwAAGBVHOi0dWK3m875LjJDl/0CI+s9nv9YtnbTMuhyup0v1mnej1nMTer3Z76npb4t24/h/PpEF52RNuk6sD7+c98fFN197yNabyf6F2fM19xrJPNd5HQOM/mt8nO+qyo739/tfPC9CT67XGXnQRbYN7srI/iWpNM318ZOq7hiJPgucM53uM538HXYX2HRBBH/2QAAAKjWxlpLW3v9rOy8yKXGkuya4HscnzU8vpsGaOslLTW2SKd5H3PEfOJkJPPtpmcph3O+00qD9bVEFx49oMSkg2NKzqWTg6KP3feILj3ntLk/kzD4LrLbf7gW9rAjeDXhzslLjQWZ70HZ+fx/V1rhnG8331JjefnX299szfvq8w4PGw4WvH66d9Kcb8rOAQAAVsOBTktbu111+67wJZGkuAO4KvlS/BNZ5ruMsvNT7XYed9n5MPh0zs0oO0+v03W++1pvt9RpJ7rg6KYOTsx8jzbCuvu+R3TZnPO9pdGy8yJPQFlw0mE457uwl89l3Drfkg+i0//u9tzc+2/h8nGlzflO7V9mzNtYa+nSY6dJKrbhYHgCxvaVnTuCbwAAgNVwoNPS1l5Pu91ilxozs6zsOd4Arko+qCiz7NzMFhrTMIMZq7DxWH961fnIOt++7FySvurcwzrn8MbY51jw+g+d2NV9X9mZu9O5JG20Wzqeje0ipf+TjMyL7vty72oz37vd0UA5LB/Ps4Rh2KitvG7n0zPfknRlVnpe5HuHme/wsEqbzDUr+B5fSwIAAABtZEuNHdpw6hScQmsliwV/q8D/APdl5xulZL4l5xZpuJY9P+LMdzrnO/1vN+dSY36db99g7ade8qSJWcdw/eW7s07nl83ZbE0aPZlSZNm5ZEHDtez1I5nzPWzUNwye81TUtJIxZedFHxbZphyZkPmWpCvPP6xb/7LosvPRbLfXxDnfBN8AAAATpGXnPXV7/YKDhGzOccTZ0yolS8h8n2q385i71Ifl133nNG1TB2XnWbdzn/k+fXNyAJYkwwBw0Ok8R+Z7PVi3vejMtz9h0O2PNjpbNn9yZuyc76Db+bz7Hy41VlbZud/GccuMedc+/iwd7LR0/pHNwt53ZM53sE8WZPubguAbAABggs21lrp9pxO7vUIbrkmLrzO9CnwQUOac78Rsej32BMOGUwVvUIHCINQ5N/VEQVh2vtvtab09+0RHWNZ+972P6NB6W+edPr5EfZyyMt9ho7mqlxrzQbVf53tct/O9XN3Oh2M6WGqs4BNA/uWOTsl8X3rOId11y3MKPfkUnoAIXzbM9jdFxH82AAAAqrXZSYOEr2zvFdpwTVq84dcqaO0LvsvIfLeSxTLfFmQwYxUGx+k635Mf64MdX3YeZqWnvb6PiT523yO67NxDuYKxzWA8izyuzCSnffOiKxonH0+e1HAt6Ha+tdcb+Symvl7Y7bzvy85LynxPCb6l4qs+JpWdJ2bqNSv2JvgGAACYxAff23vzl4fOi8z3ZP7395af811C8H1ooz21tHoSn/GOu9t50Bl7RubbzNKgddDtfJ7gOw0AnXO5O51Labdzr8iGaOF++wC1qhNcg8x3bzRQDrdxa7enA535g+9eMKZSGQ3X0usjUxqulWG04droUmNNy3xTdg4AADBB+MO48LJzs8ID+qbwJyXKLDv/yRddtUjVeS26ndvIUmPTM9/SMCDcmbfsPCsHvv+RHT10Yk+XnXNaru3bCN6j0OB4ZM53OWthz2t/5tsHykmSjk2/79LM94S11E96vZFO7ultxX8H58t8Fy0svQ//JK61koWO0ZgRfAMAAExQVnmslAYwMQdwVdo/57uMzPekZbRmGXatjnfsTGHDtdllwq2spDlsuDaNLzv/u88+LGm4/NS8NtbKOak1bs530Y0S5+VPrJ3UcC1bPmu7m36382S+/YmFfmll5+n1tKXGytCZkPl+741PW+p2LAOnWwEAACYIs1KlZL4rCgxi5z/qE4Oy83h+svoAJebgOxnJfLuZ2UOztInX/HO+0+D2zs89rMSkrz7vcK7tC8ezyGPApJPmRVdVdu7fdi9ruOYzuknW7dyfWMpVdu7X+S654doi0zFORXtC8N1E8fwlAwAAiMxmaesRM+d7GtuX+Z6nFHpZatHtPBlmgGet8y0NM8Y7e/OVnfsu1Hd97mE9/thpOrier5h2fa2csvPEJD9DeNhwrZqBMkuP78Gc7yDz3e+7wTJ6czdcC9a8HpTUF7xrfhuPHlxu5jv8DjT9T2LEfzYAAACqVeac7ySR1pjzPZbP6G3tlTfne1F16HYezvmetc63lGXK+/OXnVtWpn7nZx/WEy84knv7RpcaK7rh2uic76Kzw3m0zIZzvpPh96YfZL435858D8vN+4OsfrHHhSmdXnNwzm0qSif4zhVdSh8b5nwDAABMsNkpb853O0miDuCq5DNwx3d66rSTqH6QDxpnRVwe2wpKlNOlxmZnvns55ny3zPTg8V31nXTVhfnme0vSRvAea4U3XEv/0weorQqndiTJyXO+0/Lx4ZSKecvOwzWveyWdWDAznb7ZKXwpsVlGM9/xHldFiOc0IgAAQGRGys4LzjIlVl0zqNj5j3prtxtV1lsazWDGar3dUrfv1Ou7uTLfZtJONjd5fY4y6HROefrfT1wg+A5PahX5OYYN17oVz/lO3zs5aZ1v3+18WHY+Xy7U9i0f51+rSGbS0SV3OpektTDzHe9hVYi4/poBAABEZKTsvOAgkDnfkw26ne/1Sul0fip8IBtzhs6X8e52+3JOM4PvVmLazrGsW1h6n7fZmlRe2flow7XRjHMVEpP2en7u+Wi38/wN105uJlf034/EbOnLjEmj029iPq6KQPANAAAwwciSSAX/0G0nCet8T+CDCufi6nQuDbct5iBhfST4dnOVneeZX+8/g0uPnbbQyZFwne8ip3NEl/lunTyX2a+R7j/vucvOx8xnL/o7aCYdWfIyY9LodyDm46oIzPkGAACYYL2dDEpsi2649iPPvVyHN/gpNk74+zumTudS0LU6rnMCI/xyYTvdXrrO94zH20jwPV/ZubTYfG9p9IRKoWXnyZjscJVzvu3koNIH0Vu5G64N5/H7UvZOwV/Clz3lIl149EChrzmP1sic76W//VLxFx8AAGACM9PmWkvHd3uFz8++/vJjhb5ek4SNpGLLfA8aZ0UcJfigbKfbn7PhmgbBYGeOzLd/vSdeeGSh7RutKClyfO3kpcYqzKSGWfdW8L1Jy859w7X5wrH0xEL633u9vtZaVvh38BVPvaTQ15uXmWmtZdrrza7SqLu4/poBAABEZjP7cVx05huThT/AN6LLfKfXVQZ1s/imaTvd/pxLjZm2c5Sd+6DvqgsWy3z7zHxixZ7ESExy+5caq/AkSfjew14BUr+f9jOQ8sz5tsG+7Xb7jft75Pcn5pNaRWjWqAEAABRss5P+XGraj92YhT/A1yPLfNeh2/kw892Tc27m0lGJBWuqz/F5H95Y08FOS5efe2ih7fOZ78LXqQ66sPcjmPMdfkfC700vKzs3m38N+9Gyc9e4v0ftxBpfci5Rdg4AADDVgWwpIJYFW57wR3h8me9045a9FnIewznfabfzWUFNkuSb8/1d11ysb77qvIU70fsxLfqYCrPDsWW+w/XhfbfzzbXW3N+jtFFb+t+7vf5c0wPqpNNOlOzGe0wVpVmjBgAAULCNrCy06OZGmCwMWmJbasxn5aMuOw+6nfedk81ouZaYDeZ8z5OJ3ey09JgzFm/MtdZKl9krOiudBGth9/pOiVV7kmRc2Xkr63Z+Yrc3d8m5NLrU2G6337i/R+0kafx8b4ngGwAAYKoDgxLZ5v8wjEX4I3zestxlGcz5jmuzRvjPbGfOdb7DhmvL6C5vZtpoJ4Wu8e2Fme+ql/IbZruDtdEH3c67c3c6D58nDRuuNUm7ZVqFlRcpOwcAAJjCZ6fKCBQw3kjwHVnmO+xaHSsfQKeZ73m6nVuuOd9F2FhrFV4SHq7z3Xeu8nn54/oDmJl6faWZ77X5QzEzUz9dYUx7TSw7b61G5pvgGwAAYArKzpdvtOw8rs89zGDGqtPe33Bt+uPDRmXLqjQoYzqBmQZLjXV78QTfYel7K0mbwW3t9XJlvveXnTeu4VrLViL4btaoAQAAFGxQdt6wMs+YhTHTMsqg8/AxT9WB3TSDsvO9edf5Dsv8l/N5r68lJWS+hwFqr9+vfIxaY/oDhN3O88z59nPFJWm3gd3O11rJzJNETdCsUQMAACiYz0417cduzMxs8EM8tsx3Lbqd+7Lz3nzrfIdB6tIy3+1W4Se0LJgX3XOu8j4N/nMNNyMxU7+/SMO1YTO5vW7zys7breJPxsSoWaMGAABQsGHw3fwfhjHxQW683c4r3pApBmXne72s4dr0jbWROfbLKjtPtFbCOt8u6HZedTA3CL73rffdd77sPM+c7+Ha5bu95nU771B2DgAAgM01Mt9V8KW6G5Fl+IbdzuMNFMJu533nZq/zHdy/rKCu7IZrUcz59v0B9q333XNOJ3a7gyktc71W0vBu50ky83vaBDRcAwAAmGLY7XwFfhlGxCfB6HaeX7jOt3Oascr3sMqgndjSuvpffu4hPXh8t9DXNElOw7LzqoNv/zcjzOj6ruUndvM2XEuDdilb5zuyk1Knqt2yqKdyFIXgGwAAYIqvOu+wLjnroA5vrFW9KSvFB06xzfmuQ7fzdivNIu50+3JyczRcS6+Xuab6Tc+7ovDXDOdF9/rVz/n2n3sy0nAt3batBYJvv9TYbq953c47rSTqY6ooBN8AAABTPPXSs/XB115X9WasnMGc7+i6nZ8cUMVovd1KG6715+h2nu1T3bOpFnQ77/Zd5dUJPvgP4+RWYtrp9tTtu1xl54lJLig7b9qc73Spsaq3onzNGjUAAAA0wiAbG1nm229X1YHdLJ12kjZc0+y6cx+cx7asW14WzPnu9SLIfI85UZOY6dGdriRRdh5IlxqL+5gqQrNGDQAAAI3gA5fYMt/JmGxmjNbbSdZwTXM3XIvtREdefj+cc+q52eX2ZWuNLTs37fXSIPpAjm7nSRIsNdbAdb7PPNjRkQPNn9pD2TkAAACi4wOX2BqujZvHG6P1tSRruOZkNj1Qs0Hmu94BnWUpfufS+e5Vf3davuFa8LGG35t863wPlxrb6zZvzvdrn3O5tvZ6VW9G6Qi+AQAAEJ1YA8Jxy0fFqNNKM9/OjQZ/4wwbrsV1oiMvvx9957S919NmxZn81pjmfGHwnafsPFxqbKfXvLLzQxtrOrQCTS2bNWoAAABoBJ/Y24gt852cHFDFaL3d0k63l63zPavbeZwnOvKyQfAtbe/1Kv/u+DnnYX+AMGGdL/Odlp0757KGa3F//zBevY8wAAAANNKg23lk85B9HBV7c6hONufbzfFYn8Wv+5xvPyZO2VJeFQffYxuuJYuVnVtWdt7rOzmnxpWdrwpGDQAAANGJtQN3XcrORxuuTd9Wi/Szzsvvp3PSdjeezHdYJRH+9+ba/DOAW5aWne/20sW+m1Z2vioYNQAAAEQnGZSdx/VztTbdztdaQcO16Y8dzvmOfKdm8PvpnLS12688+E7Glp0vNufbdzvf66a1DGS+64lRAwAAQHRag7LzuLKxdel2PtJwbUXmfIcN13b2epWfuBnM+Q4+fluw27mZ1Asy32s1H6tVxagBAAAgOomZEhsGMLHwmxN92flaEjRcm/7YpnQ7Hyw1JmlrL4I532OmKLQW7XZuJhcE3+tkvmuJUQMAAEB0ksS0sdaKrrFZqzbdztN1vtOloeec8x1ZiX9efkh2u311+67y4NufOAq/wyPdznNsX2KmXt9pr+sz33F//zBevY8wAAAANFJi8ZWcS8NAKraTAvv5hmtujsx3qzFl5+l+nNjtSqr++zM8UTO8zc//7rQStXNkrwdzvn3ZOZnvWmLUAAAAEJ3ELMpgsFWXsvN2Szt7PTmn2Q3XkuFz6szv59ZuT5K0kaOsuwyD4HtM2XmeknNpODVgJ8t8dwi+a4lRAwAAQHQSs8ozl+PUpdt5p51ot9eXk5t7qbG6L181zHxnwXfF+9MaU3butzFPs7Xwedt76b7RcK2eGDUAAABEp5XEmfmuS7dzX3be688OvpvS7dzvpg++82aXizauP4A/eZN32/xr+cw3DdfqiVEDAABAdBJL16qOzbgO1jFabydyTtrruVn91hq0zne6I1t72ZzvisvoW2O7nafXeTPfPn4n811v7ao3AAAAANgvSSzKea1+k2LPfPsS8u293vyZ7whPduTh9/L4TiSZ75YvOw9u85nvnJ91a1B2TsO1OiP4BgAAQHSe/6Tzo5yDbLUpO0+Du+293qzEd2PKzv1+DBquVd3tfEzme1h2ni8M2z/nO8YTU5iN4BsAAADRefm1j616E8YaF1DFyAfS293+zKXGhmXn9c58+/0YLjUWR8O1ZFzDtZwnBgZl590s+Gad71rilAkAAAAwJ78sV+yJR181sNvtr17DtSw7nLe0u2jjgu/Wgt3OBw3XKDuvNUYNAAAAmNOlxw7pcWcf1LHDG1VvylQjWex51/muOFN8qiy2svMxy9It2u18UHY+yHzXe6xWFWXnAAAAwJyuvOB0feA111W9GTOFwdm863zXvez8pIZrkQTfI5nvbFjyr/OdXtNwrd4YNQAAAKBhwhLy2Q3XTn5OHSX7lxqrOvj2zfmSk+d85264NljnO1tqjOC7lhg1AAAAoGHWc2S+W4OlxuodGvjy+RNZ2XnVJxMGZecjme/F5nz7MfRzvqveNyyGUQMAAAAaZqTsfMYv/uaUnaf7cWK3p421ZCTjXIVh2fnwtmTRhmv7lhoj811PjBoAAADQMKOB9Gp1O9/a7VVeci4Fwfe4svMFlxrbyZaOi32pO4xX7yMMAAAAwElGG65Nf2xT5nz7DP6J3W7lzdakSQ3XTrHb+V6PTuc1FvXImdmFZvZrZvZ5M9sxs3vM7OfM7Oiczz/TzF5hZr9rZp8wsy0ze9jM/sTMvtvMJu6/mV1jZu8xswfN7ISZ3WlmN5pZ9UcyAAAAMEWeOd8+M1v3oM6fRDgRSea7PXbOd3q96Drf23s9Ss5rLNqlxszscZJul3RM0rsk/aOkb5D0g5Kea2bXOue+NONlXiLplyV9QdKHJH1a0jmSXijpVyV9k5m9xDnn9r33t0j6HUnbkt4p6UFJz5P0s5KuzV4XAAAAiFLYPG1G7D24v+5zvhMbzvk+uF59mJNM63a+lm/7/Bht7/XVIfiureq/lZP9ktLA+9XOubf4G83szZJ+SNIbJb1yxmvcLen5kv7AOdcPXuNHJf25pBcpDcR/J7jvsKT/Lqkn6Trn3B3Z7a+X9EFJLzazlzrn3nHKewgAAACUYL01DKRnZb7biclMWmvVex6x3/oTuz2deVqn0m2RpHbr5IZrX/OYI3rh116gJ154eq7XGmS+u5Sd11mUI2dml0h6tqR7JP3ivrtvknRc0svM7OC013HOfdA59+4w8M5uv1fS27J/XrfvaS+WdLakd/jAO3vOtqQfy/75/XPvDAAAALBkeZYN+9avvUBveMGVgznTdeW3fyuSOd/+pEfYHO3IgY7e/O1fo9NyZubDpcYoO6+vWEfuGdn1+8cEzo9I+oikA5KecgrvsZdddye893vHPOePJZ2QdI2ZrZ/CewMAAAClCUuTZ2W+H3/skP7tky8qe5NK53fzxF4viuC7na3xNuvzn4eP37e7vdpXKKyyWIPvy7Pruyfc//Hs+rJFXtzM2pK+M/vn/iB74ns757qSPqm0XP+SRd4bAAAAKFuS2CBIW5VVqXyQ65yiaLjm11cvJvgeZr47NZ+bv8piDb79JIiHJ9zvbz+y4Ou/SdKVkt7jnHtfke9tZt9rZneY2R0PPPDAgpsHAAAAnBrfQK3m1eRzC3czhuDbZ76LqBIfBN/dnjpkvmsr1uB7Fv+Nc1MfNe6JZq+W9Bql3dNfVvR7O+d+xTl3tXPu6rPPPnuBlwcAAABOnW/MVUTmtQ6SILLZyDHnvSytIjPf2WttM+e71mIdOZ9dntQG8PC+x83FzF4l6ecl/YOk651zDy7rvQEAAIBlGqz1vRqx90jDuBjmfLf8nO8C6v59AL+9R7fzOot15D6WXU+a031pdj1pTvhJzOxGSW+VdJfSwPvevO+dzRV/rNImbf8873sDAAAAy7a+Ypnv2MrOW77beYFzvrt9R+a7xmIduQ9l1882s5FtNLNDkq6VtCXpT+d5MTN7naSflfQ3SgPv+6c8/IPZ9XPH3Pc0pV3Wb3fO7czz3gAAAEAVhmXnFW/IkoQnGTY7EQTfSXEN78Llygi+6yvKkXPO/ZOk90u6WNKr9t19i6SDkn7DOXdcksxszcyeYGaP2/9aZvZ6pQ3W/lLSM51zX5zx9rdK+qKkl5rZ1cHrbEh6Q/bPX869UwAAAMASDRqurUjdeZhgjiLz7YPvAqLvcN/WKTuvrXyruy/Xv5d0u6RfMLNnSvqopCdLul5pufl/Dh57QXb/p5QG7JIkM7tB0k9I6kn6sKRX28llH/c4597u/+Gc+4qZfY/SIPw2M3uHpAclPV/pMmS3SnpnUTsJAAAAlGF9hTPfMTVcK7LsXBLrfNdYtMG3c+6fsszzTygtAf9Xkr4g6Rck3TKhWdp+j82uW5JunPCYP5L09n3v/Xtm9nSlAf6LJG1I+oSkH5b0C8653F3WAQAAgGUaNOZalTnfwW42reEaZefNEG3wLUnOuc9Ievkcj7tHY/o4OudulnTzgu/9EaUBPwAAAFA7q5b5Dsvroyg7Nz/nu4jM9/C/6XZeX4wcAAAA0EArt853bJnvVnEN10bLzgnh6oqRAwAAABpo2HBtNYS9ndZjmPPtlxorcJ1vicx3nTFyAAAAQAMNys5XpO48usx3UmTZeRB8k/muLUYOAAAAaKBVy5BaZOt8H1xvaXOtpTNP65zyayXBUFJ2Xl9RN1wDAAAAsBhfdr4qc75H1vluVx98H+i09eHXXa+jBwoIvsM53+3VGM8mIvgGAAAAGqizYt3Ok8gy35J01mnrhbxOOG+csvP6YuQAAACABvJzvlck8T3SWC6GzHeRWGqsGRg5AAAAoIF8x+9VKTsP93Oj06wwx1hqrBEYOQAAAKCBVq082cenZs3b9xbdzhuBkQMAAAAaaH1tNRuuba61RjLFTTDacI0Qrq4YOQAAAKCB1le04VoMa3wXLTyX0GmtyIA2EME3AAAA0EDDhmurEaz53dxoYPA90u2czHdtMXIAAABAA61q5ntjrXkhTkLDtUZg5AAAAIAGGmRIVyXznV03MfOdBFEbwXd9MXIAAABAA623fcO1ijdkSazBc77DzDdl5/XFyAEAAAANNCw7X43oO2nwnO+EpcYagZEDAAAAGshnSFcj9B5mvpsYfLeY890IjBwAAADQQMOy89UIv33me7PTvODbgqiNsvP6YuQAAACABlofNFyrdjuWxbId3WhgcDqa+V6RAW2g5n0zAQAAAOjCo5u64Rsv0rWPP6vqTVkKa3DmmznfzdCuegMAAAAAFK/dSnTLt1xZ9WYsTZI0d853OHOAsvP6YuQAAAAA1F6T1/luJTRcawJGDgAAAEDtJYNu580LcRK6nTcCIwcAAACg9gZzvhuY+Q4S3zRcqzHmfAMAAACovaMHOnr6ZWfr6ovOqHpTCmdmMpPWkmSwnjnqh+AbAAAAQO112ol+/d99Q9WbUZrEjKx3zVF2DgAAAACRa5nR6bzmGD0AAAAAiJwZzdbqjtEDAAAAgMilZeeEb3XG6AEAAABA5FqJaZ2y81pj9AAAAAAgcpSd1x+jBwAAAACRayWmtTbdzuuM4BsAAAAAIpeYqUPmu9YYPQAAAACIXELZee0xegAAAAAQuYR1vmuP0QMAAACAyFF2Xn+MHgAAAABEjrLz+mP0AAAAACBySWJao+y81tpVbwAAAAAAYLrnP+l8XXbOoao3A6eA4BsAAAAAIvcfn/uEqjcBp4i6BQAAAAAASkbwDQAAAABAyQi+AQAAAAAoGcE3AAAAAAAlI/gGAAAAAKBkBN8AAAAAAJSM4BsAAAAAgJIRfAMAAAAAUDKCbwAAAAAASkbwDQAAAABAyQi+AQAAAAAoGcE3AAAAAAAlI/gGAAAAAKBkBN8AAAAAAJSM4BsAAAAAgJIRfAMAAAAAUDKCbwAAAAAASkbwDQAAAABAyQi+AQAAAAAoGcE3AAAAAAAlI/gGAAAAAKBkBN8AAAAAAJSM4BsAAAAAgJKZc67qbWgsM3tA0qeq3o4xzpL0xao3AqVhfJuN8W02xrfZGN9mY3ybjfFttlMZ34ucc2fP80CC7xVkZnc4566uejtQDsa32RjfZmN8m43xbTbGt9kY32Zb1vhSdg4AAAAAQMkIvgEAAAAAKBnB92r6lao3AKVifJuN8W02xrfZGN9mY3ybjfFttqWML3O+AQAAAAAoGZlvAAAAAABKRvANAAAAAEDJCL5XhJldaGa/ZmafN7MdM7vHzH7OzI5WvW2YTzZmbsLl3gnPucbM3mNmD5rZCTO708xuNLPWsrcfkpm92MzeYmYfNrOvZGP3WzOek3sMzewGM/tzM3vUzB42s9vM7JuL3yOE8oyvmV085Xh2ZvaOKe/D+FbAzM40s1eY2e+a2SfMbCv7/P/EzL7bzMb+puIYroe848sxXD9m9pNm9gEz+0w2vg+a2V+b2U1mduaE53D81kSe8a3y+GXO9wows8dJul3SMUnvkvSPkr5B0vWSPibpWufcl6rbQszDzO6RdETSz425+1Hn3E/ve/y3SPodSduS3inpQUnPk3S5pFudcy8pcXMxhpn9jaQnSXpU0mclPUHS/3TOfceEx+ceQzP7aUmvyV7/VkkdSS+VdIakH3DOvbXYvYKXZ3zN7GJJn5T0t5J+b8zL3eWcu3XM8xjfipjZKyX9sqQvSPqQpE9LOkfSCyWdrvRYfYkLflhxDNdH3vHlGK4fM9uV9FeS/kHS/ZIOSnqKpKslfV7SU5xznwkez/FbI3nGt9Lj1znHpeEXSe+T5LIvRXj7m7Pb31b1NnKZaxzvkXTPnI89nP3h2ZF0dXD7htITMU7SS6vep1W7KD3hdakkk3RdNg6/VdQYSromu/0Tko4Gt18s6UtKf0BcXPXn0NRLzvG9OLv/7Tlen/GtdnyfofSHd7Lv9nOVBmpO0ouC2zmGa3RZYHw5hmt2kbQx4fY3ZuPyS8FtHL81u+Qc38qOX8rOG87MLpH0bKWB2y/uu/smScclvczMDi5501CuF0s6W9I7nHN3+Budc9uSfiz75/dXsWGrzDn3Iefcx13213qGRcbwldn1G51zXw6ec4/S439d0ssX3HzMkHN8F8H4Vsg590Hn3Ludc/19t98r6W3ZP68L7uIYrpEFxncRjG+FsmNvnP+VXV8a3MbxWzM5x3cRhYwvwXfzPSO7fv+Y/6E8Iukjkg4oLctA/NbN7DvM7EfN7AfN7PoJ8478uL93zH1/LOmEpGvMbL20LcWpWmQMpz3nD/c9BnE438y+Lzumv8/MrpryWMY3XnvZdTe4jWO4OcaNr8cxXH/Py67vDG7j+G2OcePrLf34bc96AGrv8uz67gn3f1xpZvwySR9YyhbhVJwr6Tf33fZJM3u5c+6Pgtsmjrtzrmtmn5R0haRLJH20lC3Fqco1hln1ygVK5/9/YczrfTy7vqyMjcXCnpVdBszsNkk3OOc+HdzG+EbKzNqSvjP7Z/ijjGO4AaaMr8cxXDNm9lpJpymdy3+1pH+pNDB7U/Awjt+amnN8vaUfv2S+m+/07PrhCff724+Uvyk4Rf9D0jOVBuAHJT1R0n9TOtfkD83sScFjGff6yzuGjHm9nJD0XyR9vaSj2eXpShs9XSfpA/umAzG+8XqTpCslvcc5977gdo7hZpg0vhzD9fVapVMvb1QamL1X0rOdcw8Ej+H4ra95xrey45fgG5Zd0/Y+cs65W7I5afc550445+5yzr1SaeO8TUk353g5xr3+Fh1DxjwCzrn7nXM/7pz7K+fcQ9nlj5VWIv2ZpMdLesUiL13ohmIqM3u10s63/yjpZXmfnl1zDEdq2vhyDNeXc+5c55wpTWa8UGn2+q/N7OtyvAzHb6TmGd8qj1+C7+bzZ2JOn3D/4X2PQ/34RjBPC25j3Osv7xjOevyss7aIgHOuK+lXs3/mOaYZ3yUzs1dJ+nmly9pc75x7cN9DOIZrbI7xHYtjuD6yZMbvKg24zpT0G8HdHL81N2N8Jz2n9OOX4Lv5PpZdT5qD4Dv/TZoTjvjdn12H5TETxz2bv/ZYpY1j/rncTcMpyDWGzrnjkj4n6TQzO2/M63Gs14cvjRsc04xvXMzsRklvlXSX0sDs3jEP4xiuqTnHdxqO4Rpxzn1K6UmWK8zsrOxmjt+GmDC+05R6/BJ8N9+Hsutnm9nIeJvZIUnXStqS9KfL3jAU5huz6zCQ/mB2/dwxj3+a0g73tzvndsrcMJySRcZw2nO+ad9jEC+/+sT+k2OMbwTM7HWSflbS3ygNzO6f8FCO4RrKMb7TcAzXz/nZdS+75vhtlv3jO025x++shcC51P8i6X1K5yD8wL7b35zd/raqt5HLzDG8QtIZY26/SGmHRSfpR4PbDys9c7cj6erg9g1Jt2ePf2nV+7XKF6UNPZyk35pwf+4xlHRNdvsnJB0Nbr9Y0pckbUu6uOp9X4XLHOP7ZEmdMbc/IxsnJ+kaxjeui6TXZ2Nwx7i/yfseyzFcs0vO8eUYrtFF0hMknTvm9kTSG7Nx+UhwO8dvjS4LjG9lx69lT0KDmdnjlP6hOCbpXUqXlnqypOuVlkdc45z7UnVbiFnM7GZJ/0lpJcMnJT0i6XGS/rXS/xG8R9K3Oud2g+e8QNKtSv8YvEPSg5Ker3T5jFslfZvjD8BSZWPyguyf50p6jtIzqx/Obvuic+61+x6fawzN7Gck/bCkz2aP6Uj6dqXznX7AOffW4vcMUr7xzZYyuULSbUrHSpKu0nCN0Nc7594w5j0Y34qY2Q2S3q40c/IWjZ/bd49z7u3Bc14gjuFayDu+HMP1kk0l+Cmla3T/k9Jg6RylHa4vkXSvpGc65/4heM4LxPFbC3nHt9Ljt+ozFVyWc5H0GKVLVX1B0q6kTyltJDL1zC6XOC7ZH4/fVtpx9SFJe0rPyP5fpeuP2oTnXas0MP+y0ukFfyfphyS1qt6nVbwo7UjvplzuKWIMJd0g6S8kHVd6ouaPJH1z1fvf9Eue8ZX03ZJ+X9I9kh5Vml35tKR3SnrqjPdhfOMcXyfptjHP4xiuwSXv+HIM1+uidLm4X1Q6neCLSudrP5yNw82a8HuY47cel7zjW+XxS+YbAAAAAICS0XANAAAAAICSEXwDAAAAAFAygm8AAAAAAEpG8A0AAAAAQMkIvgEAAAAAKBnBNwAAAAAAJSP4BgAAAACgZATfAAAAAACUjOAbAAAAAICSEXwDAAAAAFAygm8AAAAAAEpG8A0AAAAAQMkIvgEAWAFmdpuZOTO72czWzOw1ZnaHmT2U3X5ddp8zs9umvM512WPcmPtGnm9mzzSzPzCzB8xs28w+amY3mdnGlNd/jpn9bzP7rJntmtlXzOyfzez9ZvZaMzujiM8DAIBla1e9AQAAYKk2JN0m6RpJXUmPlPEmZvYjkn4y++fDkjqSniDpZklPN7NnOed6+57z45JuCW46IckkPTa7PEvSHdn2AwBQK2S+AQBYLa+SdJWkl0s67Jw7Q9JZku4s8D2eJOlN2eWYc+6opCOSfiK7/3pJN4RPMLOLJN2U/fPNki5wzh10zh3KnvtUSb+kkk4WAABQNjLfAACsltMkPd85925/g3PuS5JkZkW9xxFJtzjnbg7e4yuSbjKzKyW9UNK/kfRrwXOerDQpcLdz7jXhiznnHpb0J9kFAIBaIvMNAMBq+fsw8C7JjqSfnnDfu7Lrq/bd/lB2fcjMDpaxUQAAVIngGwCA1fKRJbzH3zvnHp1w3+ez6/2N0/5c0hclnSfpz8zsP5jZE6zAdDwAAFUi+AYAYLXcv4T3mDYvu5tdj0x9c849pLQU/QFJV0h6i6SPSvqymf0fM/sOM1srYVsBAFgKgm8AAFZLb/ZDquGc+39Ku5p/p6Rfl/RxSadLep6k35T012Z2QXVbCADA4gi+AQCA57PSE9fhVhoMl8Y5d9w595vOue9yzl0m6UJJr5O0rWFGHACA2iH4BgAA3pez68dMecyTl7EhnnPuc865/yrpZ7KbnrXM9wcAoCgE3wAAwPvb7Pp8M3vK/jvN7Jik7ynjjc1sfcZDtrLraMvmAQCYhuAbAAB4t0v6VPbfbzezqy2VmNl1km5Teb8dXmdmf2hmLzOzC/2NZrZuZt8m6Ueym95T0vsDAFCq9uyHAACAVeCc65vZ90l6t6TLJf2FpBNKA+4NpQ3QXiXpt0t4+0TSc7OLzGxLabb7qCS/3NhHJf1wCe8NAEDpyHwDAIAB59z7JD1V0u8rnQPekvQZSW+S9PWS7i3prX9F0vcqDezvUhr0H8624cOSbpT0dc65st4fAIBSmXOu6m0AAAAAAKDRyHwDAAAAAFAygm8AAAAAAEpG8A0AAAAAQMkIvgEAAAAAKBnBNwAAAAAAJSP4BgAAAACgZATfAAAAAACUjOAbAAAAAICSEXwDAAAAAFAygm8AAAAAAEpG8A0AAAAAQMn+PwYgHRNbQB77AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[75 62]\n", " [ 2 6]]\n", "Rough learning f1 score 0.15789473684210525\n", "Rough learning precision score 0.08823529411764706\n", "Rough learning recall score 0.75\n", "Rough learning kappa score 0.06564639548932738\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 1s 3ms/step - loss: 0.6113\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.6008\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5923\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5835\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5763\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5681\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5586\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5502\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5441\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5370\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5258\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5183\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5090\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5001\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4928\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4841\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4755\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4674\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4590\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4511\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4413\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4337\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4255\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4175\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4094\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4020\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3933\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3877\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3804\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3716\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3676\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3600\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3523\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3461\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3391\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3363\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3307\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3231\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3220\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3127\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3093\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3051\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3009\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2967\n", "Epoch 45/50\n", "56/56 [==============================] - ETA: 0s - loss: 0.297 - 0s 3ms/step - loss: 0.2922\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2890\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2883\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2819\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2804\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2767\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[122 15]\n", " [ 2 6]]\n", "Final learning f1 score 0.4137931034482759\n", "Final learning precision score 0.2857142857142857\n", "Final learning recall score 0.75\n", "Final learning kappa score 0.3628844662703541\n", "\n", "\n", "Executing fold: 3\n", "\n", "\n", "Model: \"model_51\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_52 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_17 (TFOpLambda) (1, 5, 8) 0 input_52[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_17 (Conv1D) (1, 3, 8) 200 tf.reshape_17[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_17 (Flatten) (1, 24) 0 conv1d_17[0][0] \n", "__________________________________________________________________________________________________\n", "dense_68 (Dense) (1, 25) 625 flatten_17[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_17 (Reshape) (1, 5, 5) 0 dense_68[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_17 (TFOpLamb (1, 5) 0 reshape_17[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_51 (Lambda) (1, 5) 0 tf.math.reduce_sum_17[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_17 (TFOpLamb (1, 5) 0 lambda_51[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_17 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_17[0][0] \n", " reshape_17[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_17 (Sl (5, 5) 0 multiply_17[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_17 (TFOp (5, 5) 0 tf.__operators__.getitem_17[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_17 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_17[0][0] \n", " input_52[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_52\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_53 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_69 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_70 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_71 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_53\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_54 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_52 (Lambda) (None, 8) 0 input_54[0][0] \n", "__________________________________________________________________________________________________\n", "model_51 (Functional) (5, 8) 825 lambda_52[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_53 (Lambda) (None, 8) 0 input_54[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_17 (TFOpLambda) (None, 8) 0 model_51[0][0] \n", " lambda_53[0][0] \n", "__________________________________________________________________________________________________\n", "model_52 (Functional) (None, 2) 33877 tf.concat_17[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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N9nqyuGbaFUgpx1LKN0opv1dK+WlQGTUvgTLUuw6qNRhx0vr9+mnXeZFC96x/lFL+gJTyVp19YNP0nrUI5yzDMDOAg2+GYQ46PwcV8DwTKmWQ+AhU+zFAtU7K40v148ellL71fwrELxdCDHLe+3k5/78fsWnSjQXrLnpuXrwfseqSNuWqAg0uMw2fhBAbyN9vS42ul6Va+BsLXlr03LR8CiooA6qd749LKT9V8DpIKQMp5U1Q/c5HiNvkFb0nklJ+AMC/BfCQ/neeedS03KIfv0QIkTnOEUI8A3Hg+6GW1w8k9/eXFLyujYwcAICU8nGd8fMT+l+fKYS4RD/3EOKU5a9qa50XCWX3LIHi40jfM0Wq+CKcswzDzAAOvhmGOdBIKe8D8Of6z5eRaZqU8jxid90fz6iRhFbxyJX89amnP04vg0pvT793FardVtY2ScQu6i8RQkyYBwkhnorYeGxh0K7N5KL+41m1vjbaHd3mgn6cUEg1L4Pq+3tQoZT6bxRCPDn9pA6WXtL2SvU5R9fB9wohJpQ6IcTVAL5X//n61HN5E0yACrxJCTSKYNF7tHJI5l1tp8r+mX68BsB35bzm5/TjWRQb0E2F3t/UreAlWUZzQohnQU1C1KLkWACqZRZh79vf14/fJYT4zLrrvYgpu2e9BMpEM48t/Xi04DVzP2cZhpkNHHwzDHMx8Ero3rNQNcfET0H18X4KgH+kGkltCvaVUH2KPSh34USLHd2W6b36z18RQnwppbVrI6m3I98UBwB+AWqQfAWAt9JgWCj+JdTEwET7swXhR6FSqA8DeK8Q4juEECbFXghxqRDi64QQb8TkpAW15PluIcT3aAdwCCGuFEL8KlRt5ePdf4S58etQBk2rUOfcC7RyBiHE86Dcxts0yLP5BaiMi+MA3i6E+EJ6QgjxfKhz9iiUYptuI/egEOKVQojPt4M/XXrwf6FM9SIk20X9sxDiNUKIG4UQ69Z7rhZC/BrUdQeo66w1pJQfhOpxDwC/JoT4TzS5ps+z30Xc8u1lUsph1nJa4JVQBl+XAnibPr50jb8IqgZ+mmv8m4QQ7xNCfK89gSOEcIUQX4742P2TnmQkfhnAPQAGAG4SQnw3OdYLIXpCiKcJIX5aCPFjU2zTQYbuWV8hhHgZnctCiKNCiJ8E8Gsovmfdqh+/UgiRWWawQOcswzAdw8E3wzAHHt1P9//pP3+Kggfd6/ZboBS4LwLwCSHEBSjn2jdB1d4+DOCrctp5/SDU4PoqqKBpRwixA5VCeINedt423QflxB5AtY35iBBiC8AOgJugHMD/s375aLpP3g26DdCXAXgAqs70/wDYFEKcE0JsQ9Uj/hVURkD6e+Z/Q7VJ8qAmNPaFEJtQ7t8/rP/39zigSCk3odTOHajg851Q5802VCrpkwB8j/WW1gbZesLoa6CUvGcDeJ9QLZN2oCaSngkVnH9NRmu+KwD8V6heyHv6WO9DBXPfADW59aO6HRJxFOoaeQeAbSHEpl7XCQD/Sb/mV6WUb23rM1p8J1Q7tz5UcHRBCHEO6jwjZfGXpZS/nfP+xuhU72+Gun6fC+BD+hrfhZqk6CG+xusgAHwhVE/2+4QQQyHEWaj72Fug6oIfRdzXm7ZnG8CLAdwO1arrtdDXLdRE4F0AfhbTt8s6qPwRgPfo338O6lw+BxVwvwJqn/9Wwfv/EOo6fgqAh4Rqx/iA/rH39dzPWYZhuoeDb4ZhLhZeoR+vRZxaCynln0MFIr8DpXAPoALijwH4GQDPSQUUsN77MQCfC5UyeBrqnnoWwG9ADbZvL9ogKeUboALvv4QKWAdQquirAXwm4nTH85U/5YzQExfPggqi3g71uQ9B7YN7APwpVE3416Xedx4qcHgVVPAeQu3vdwL4Zill6ynXi4aU8r0APh3AH0ANrD2oY/z7UP3n77Nefr7ldb8LyiX7fwO4A+p4Cf37LwN4ppTyPRlvfRGUkvseqAmpVf3/e/Xn+Bwp5atS7/kmqGvoJqga6D5UwPkgVAr8C6WU0wSfpUgpL0DVtn8n1Lm1DWADyjDwrwB8iZTyx7tYd2o73gR1TOke0Ye6xn8d6hovrKvP4f9BTdz9AVT5ywUoc8dtqB7aLwPwbCnlnRnbc79e7/dD7ZdNqP3yGNTEyssQO3czUE7/UOf/zwK4GypbSkDt6+8D8NUoKJ2QUt4DVff//6Du85dAtYh7Iqwsl0U5ZxmG6RahypIYhmGYRUMI8QqoFk03a3dp5iJACPHdUKrk/VLKG+a9PQzDMAzDtAMr3wzDMAuIEOIyxKmGbyl6LXNwEEKsQKXfA3zcGYZhGOZAwcE3wzDMnBBCvFQI8V+FEE8RQnj6fwNt9vZuKMO2M4hdipkDgBDim4QQ/0MI8RzLcM4TQnwxgJuh0vmHUOUHDMMwDMMcELpyVGUYhmHKeTKAH4KqpQ212dthxPfmCwC+UUp5kN2/L0auhHLa/ykAUhvObUDVAwPKOOs/SinvntP2MQzDMAzTARx8MwzDzI8/hDLq+WKo/q6XQLkOfwrKDfnVGa7TzPLz91Au8TdCmS5dCmXidD+UM/irOPBmGIZhmIMHG64xDMMwDMMwDMMwTMew8t0hl156qbz++uvnvRkMwzAMwzAMwzBMB3z4wx8+K6W8rMprOfjukOuvvx633HLLvDeDYRiGYRiGYRiG6QAhxINVX8tu5wzDMAzDMAzDMAzTMRx8MwzDMAzDMAzDMEzHcPDNMAzDMAzDMAzDMB3DwTfDMAzDMAzDMAzDdAwH3wzDMAzDMAzDMAzTMRx8MwzDMAzDMAzDMEzHcPDNMAzDMAzDMAzDMB3DwTfDMAzDMAzDMAzDdAwH3wzDMAzDMAzDMAzTMRx8MwzDMAzDMAzDMEzHcPDNMAzDMAzDMAzDMB3DwTfDMAzDMAzDMAzDdAwH3wzDMAzDMAzDMAzTMRx8MwzDMAzDMAzDMEzHcPDNMAzDMAzDMAzDMB3DwTfDMAzDMAzDMAzDdAwH3wzDMAzDMAzDMAzTMRx8MwzDMAzDMAzDMEzHcPDNMAzDMAzDMAzDMB3DwTfDMAzDMAzDMAzDdAwH3wzDMAzDMAzDMAzTMRx8MwzDMAzDMAzDMEzHcPDNMAzDMAzDLAX/7Y2fxLvvPjPvzWAYhpkKDr4ZhmEYhmGYpeANH34Y77vv7Lw3g2EYZio4+GYYhmEYhmGWgkgCUs57KxiGYaaDg2+GYRiGYRimFS7s+/DDqLPlR1JCcvTNMMySwsE3wzAMwzAM0wpf9ivvwh//04OdLFtKCSmV+s0wDLOMcPDNMAzDMAzDNEZKidPbI5zeHnW0fPUYsfLNMMySwsE3wzAMwzAM05hAS9JdBce0XI69GYZZVjj4ZhiGYRiGYRoThDLx2DYRK98Mwyw5HHwzDMMwDMMwjfEjZbTWtfLNwTfDMMsKB98MwzAMwzBMY0KteIcdOaLFNd+dLJ5hGKZzOPhmGIZhGIZhGkPKd9h5zTdH3wzDLCccfDMMwzDMAWMcRHj43N68N4O5yKBa77Czmm+ddt5dG3GGYZhO4eCbYRiGYQ4Yf/ahh/Dlr3o3xgFHKczsoHTz7pRvemTlm2GY5YSDb4ZhGIY5YJw4v4+9cQg/5OCbmR10vkWd1XzrtPNOls4wDNM9HHwzDMMwzAFjaz8A0J0CyTBZUJ/voKPgm5VvhmGWnYUOvoUQ1wohfl8I8agQYiSEeEAI8SohxLGK779ECPFdQoi/FkLcK4TYF0JcEEK8VwjxnUKIzM8vhBgIIX5ACPFBIcRZIcSOEOIOIcRrhBBPbPdTMgzDMEy7bA99AN3V3jJMFqR8dzXpQ2ntHHszDLOsePPegDyEEDcAeD+AywH8LYA7AXwugB8C8GIhxPOllI+XLOYbAPwWgJMA3gHgIQBXAPg6AL8H4CuEEN8gLdtMIYQH4CYAz9frfD2AEYDPAfCDAL5VCPGFUsrb2/qsDMMwDNMmW0NWvpnZQ8Fx12nnrHwzDLOsLGzwDeA3oQLvl0opf43+KYT4FQA/AuAVAF5Ssoy7AXw1gDdJKU3hmxDiJwF8EMDXQwXif2W952uhAu+bALwo9b6fBfDTAH4MwHdM/ckYhmEYpkO29pXy3VUQxDBZ+B33+Y7TzjtZPMMwTOcsZNq5EOLJAF4E4AEAv5F6+mcA7AL4FiHEetFypJQ3Syn/zg6g9f9PAfht/eeNqbc9WT++Kf0+KAUeAC4r+wwMwzAMMy+2KO2cFUJmhgSUdt5Z8M3KN8Mwy81CBt8A/qV+fGtG4LwN4H0A1gB8foN1+PoxSP3/Nv34FRk14f9aP769wXoZhmEYplOM4RpLhMwM6b7VGNV883nNMMxysqhp50/Xj3fnPH8PlDL+NKj08Frouu5v1X++JfX0mwC8ESod/ZNCiLcDGAP4bABfBODXAPx63XUyDMMwzKwg5TviTmPMDPGjbtPOKebm83qSKJJwHDHvzWAYpoRFVb6P6McLOc/T/49OufxfBPAcAG+WUv6j/YQ2X/u3AF4ONQnwUqga7y8B8G4AfyqlDPMWLIT4HiHELUKIW86cOTPl5jEMwzDMdAz9EONARScBRynMDOG08/nw0Yc28cyffgvObI/mvSkMw5SwqMF3GTS1V/vuK4R4KYAfhXIy/5aM51cA/DlUwP0DAK6Cmgz4SgBPBPBuIcS/yVu+lPK1UsrnSSmfd9llXBrOMAzDzBZSvQEOUpjZwoZr8+HhzX2MggiP73LwzTCLzqIG36RsH8l5/nDqdZUQQvwAgFcDuB3Al0gpz2W87L9CtSj7KSnl70gpT0kpt6SU/wCliPf0MhiGYRhm4aB6bwAIWfhmZohpNdZxzfcU2suBJjIt3ua8IQzDlLKowfdd+vFpOc8/VT/m1YRPIIT4Yaha7VuhAu9TOS8lU7V3pJ+QUn4cwDkATxRCXFJ13QzDMAwzK2zlmw3XmFlCZQ7d1XxTcN/J4peWric9GIZpj0UNvinwfVHacVwIcQiqD/c+gA9UWZgQ4icA/CqAj0EF3qcLXj7QjxM540KIAWLVfVxl3QzDMAwzS6jHN8CDcWa2zC7tnM9rm9C4wM95QxiGKWUhg28p5X0A3grgeqi6a5ufBbAO4I+klLsAIIToCSGeIYS4Ib0sIcTLoAzWPgzghVLKsyWrf49+/EkdbNu8HMoh/kO65RnDMAzDLBRbwzjtPGCJkJkhISnfHaed82mdJGLlm2GWhkVtNQYA3w/g/QBeI4R4IYA7AHwelOv43QB+ynrtNfr5B6ECdgCAEOLbAPwcgBAqqH6pEBNtGB6QUr7O+vsVAL4KwAsB3CmEeAuUyv58AJ+rf/+hNj4gwzAMw7SNrXxz2jkzS2Llu5vlU00z9/lOErILPMMsDQsbfEsp7xNCPA8qeH4xlNv4SQCvAfCzOWZpaZ6kH10AP5zzmncBeJ213hNCiM8C8BMA/hWA/wiVIXBSv+5/SinvrPlxGIZhGGYmsNs5My/iVmPdRN/caiybWPme84YwDFPKwgbfACClfBgq+C173QOI24/Z/385VKp43fWegWo19mN138swDMMw8yTpds6jcWZ2UJlDd4Zr6pFdvZPQ/uaMAIZZfBay5pthGIZhmOlIKN8cfDMzJOhYgWXlOxud7c8N2BhmCeDgm2EYhmEOEHbNNxuuMbMkTjvv1nCNY+8kcZ9v3jEMs+hw8M0wDMMwB4itYQDyFu3KdZphsphVqzHJGm+CkF3gGWZp4OCbYRiGYQ4QW/s+Dq/0ALASxsyWsPOabw4ys+Cab4ZZHjj4ZhiGYZgDxNbQx7E1FXyz4RozS/yO+3yH3M86E3Y7Z5jlgYNvhmEYhjlAbO0HOLrWB8BBCjNbghmlnXOQmYT7fDPM8sDBN8MwDMMcILaGPo6vq+A75JZMzAzp2nBNSk6vziLijACGWRo4+GYYhmGYA8LQDzEOIhzVaecBN0RmZkjQset2rHxzkGkTsgs8wywNHHwzDMMwzAGBenwf47RzZg6YtPOOzjvT55vnlBJQhgtf7wyz+HDwzTAMwzAHhK39AAAsw7V5bg1zsUGGa131l4+4tjmTiF3gGWZp4OCbYRiGYQ4IpHwbwzUejTMzJOw47Zxibo69k3CrMYZZHjj4ZhiGYZgDwta+Cr6N4RoPxpkZMrO0cz6vE4TcaoxhlgYOvhmGYRjmgLA1VGnnseEaj8aZ2eHrOgcpu1G/aZF8VieJ2AWeYZYGDr4ZhmEYAEo96apFEDMbSPk+xmnnzBywJ3u6UL9Z+c6GlW+GWR44+GYYhmEAAD/xV5/AS1//0XlvBtOA7ZTyzZMpzCxJBN8dnHuSW2plwpMSDLM8ePPeAIZhGGYxOLG5jz0/nPdmMA3YGvrouQLrA/X1zoNxZpYElr1+F+ce9/nOJla+eb8wzKLDyjfDMAwDQKWJhtxAd6nZ2vdxeKUHzxEAWPlmZgsZrgHd+A2wwpsNzXnwbmGYxYeDb4ZhGAaAqg+2B8/M8rE1DHB4tQdHqOCbDdeYWRJYk3ddGq7xHGESnpRgmOWBg2+GYRgGgFK+efC23Cjl24OrlW82XGNmyexqvvm8tmHDNYZZHjj4ZhiGYQBo5ZtHb0vN1tDH4dUeXK18c59vZpb4YbfBd6zwtr7opSZk5ZthlgYOvhmGYRgAVPPNg7dlhmq+HVa+mTlgG6510mpML56DzCR0nXNGAMMsPhx8MwzDMACUaQ/XfC83Qz/CoKe+2l1HsPLNzJSw47RzVr6zCU3wPecNYRimFA6+GYZhGABKPWHle7kJI4meYwXfbEzFzBA/YbjW/vJjxZvvUzZc880wywMH3wzDMAwAlSbKNd/LTRBJk3LuCsGt45iZEoQSfVcNLYMOzr24z3fri15quOabYZYHDr4ZhmEYAEr55sHbchNJaXp8s/LNzJogkhh4amjZxb2EW2plE3LNN8MsDRx8MwzDMADUwDngaG2pCcLItBlzBAcpzGwJwthzoItbSdznm89rG66FZ5jlgYNvhmEYBoBST7jme7kJI2mCb6V88/FkZkcQSgw8V/3eQdp53Oe79UU35i9veRj/3+9+YC7rjmu+F3DHMAyTgINvhmEYBoAauHHN93ITJtLOHXY7Z2aKH0Vx2nkXyvcCB5l3ntrGRx7anMu64xZsc1k9wzA14OCbYRiGAcDK90EgtA3XHCDk1nHMDAkjib4Ovjvp873AhmuRlHPbrlByzfcycWHPx4/95cexOwrmvSnMHODgm2EYhgHAyvdBIIgs5Vtwn29mdkgp4YcSKz2Vdt6F0/4iG65JOb/gl9POl4uPPryJN3z4Edxxcmvem8LMAQ6+GYZhGADWAI4D8KUkiiSkRGy45gg+lszMoPuHUb47SDun2HIRY0wp55c5xIZrywUdLz5cFyccfDMMwzAA4sEzq9/LCancrrAM1xYxSmEOJHTfGJjg++JqNRbJ+QW/caux+ay/a+55bBv+AerEYWr0+bv2ooSDb4ZhGAZAPHDkuu/lhI6b67LbOTN74uBbpZ130+dbPS7iWW0mBuZwzR3ktPPze2N8xavfg3+49dS8N6U1Qs5UuKjh4JthGIYBYCvfB0dhuJgwwbewar55dMfMiEArk9Tnu4sMmkVWvmmL5rFt0QE2XNv3QwSRxNa+P+9NaQ3TMm8hp5GYruHgm2EYhgEQz8ZzwLacULDDfb6ZeeCHybTzLhRgu8/3ogWatD3zKPWIle+Zr7pzFjnbYVoog37BTmFmRnDwzTAMwwCIB8tc872c0PEjt3NHiIVUCJmDSZhKO++m5jv+fdFO7WiOAVXcgm3BdkoLyAOo6i9yBgfTPRx8MwzDMACsOjQOvpcSVr6ZeUKGWCszSDtP/74IUArxPLbrICvftDsP0vdSZGVwMBcfHHwzDMMwpk0VwMr3NNx7ege/86775roNNKBzHfXV7jgCIR9KZkbQfYNajXVpuJb+fRGYp2Fl7Ha+YDulBUzwfYA+GivfFzccfDMMwzCJOkVWS+vz5k+exCv/4U6MgnBu2xAr3+pvj/t8MzMk1HnXXaadywVWvufZa/sgB3PzzCjoCq75vrjh4JthGIZJDJRZ+a6PcYqfo9Qchknl2xWCneuZmTFhuNaJ8h0vc9ECl3mmRx/ktHNjuHaAPttBnixhyuHgm2EYhkkMAkIO2GpD+2+uwbdMGa45sQkUw3QNnfsrPTfxd5sk084XK3CRcwyoDnIwdxDbckWmTGDOG8LMBQ6+GYZhGFa+G0KD3nE4v2iXJk0c23CNR3fMjPD1+Uc1312ce7aqvGhntqn5bvC5/+7jj+JvP3ai9vvCAxzMxU7u3SxfSolffdvdOHF+v5sVZHCQ3emZcjj4ZhiGYRIKKdd814dibn+uwbd6tFuN8bE8+EgpF8JoK2411l2f70V2O2/Dwfr//vOD+ON/erD2+w6y4Ro6rvk+uzPGq2+6Bzff8Vgny8/CdBY5iIeLKYWDb4ZhGIYN1xpCg955Bt9U3+0IFXx7Dvf5PuhIKfH8X7wZf3nLI/PeFKvVmE4777rP94KVVNCmNbnmwkhOpZx3rQ7PE9odXd3K5mGUF0+SHMADxpTCwTfDMAzDaecNof3nz7PmO0rWfLuOmGsNOtM9kQQevTDEw5t7894Uc6713dkYri3axBIFVE0mL8NIThUExoZri7VP2sBMLHT0vTSPevmDbJDHlMPBN8MwDJMyXOMRQV1ol8037Vy7nbtx2vlBHIwzMXTMF+GaNWnnPSfxd5vYp/OindtRC+2jQjldkBm2kPK+qMStxrpZ/jyyBrjm++LGm/cGMAzDMPMnoXyzWlqbaAHSzk3wLSzDtQUIypjuiFpQW9uCzn2q+e5im5LKd+uLb0QbxyKMoqkC6OggK9/6ltrVZ4udx2e37yJWvi9qOPhmGIZhEgPGRRjILxtx8L04aecOu50feEx/+QW4ZmkbqOa76+B70czF2qn5nu5zhXNInZ4VpHx39clMf/ZZBt9y9gE/szhw8M0wDMMk0855QFCbuOZ7/sq3aTUmRGd1ksxisIjKN9V8d9JqTGb/vgi00ed7mutVud3r9y/YPmmD2HCt25rvWX7tHeQyAaYcDr4ZhmGYhHIWRgtmI7wELELNd5BSvj1Wvg88dKkuQvAdGuW7u1ZjdgC2aCpvG7XDQRRB6LKRqtjH/iAqqV0r0/No+zUPtZ1ZHDj4ZhiGYRIDZa75rg/tv3nuOxpEunbaOR/LAw0d80WYZKFzf+B12GrMmttatMCljSyESAKiZoK1fewP4rxp14ZrbWQs1CXuyz6zVTILBLudMwzDMNznuyE0cBvPM+08TAbfrmDl+6Bj3M4XYJLF15Ff3+tO+U7WfDdf3vvuPYv333e2+YLQjpoZRrL2flvkCYk26NoZnJY/U8O1A1yjz5TDyjfDMAzDfb4bQkHuIqSdJ5TvA6iEMTE0eF+EazawJn/cjkoe7I/ZxuJf/fZ74DoCX3jDpY2X1UbtcBhJwKmZdr7ADvBtIFvYr0XEgXA3y89cJyvfFzUcfDMMwzAJ9YSV7/rQIGqeaec0iPQcpTy6DisrB51FUtBoAqDnOLrNXfvraLvmO4giSNQLdvOgzWnWamwKp3O75rszT/D50bUy3XUrs8x10mc6gMeLKYeDb4ZhGIbTzhtC+2yeaeex8q3+9hyHj+UBZ6Fajelz33OFKnnooAA5ajn4DiUgW9p3cW1yg+BbSjg1326nqS/AHEwHdKtMz9PtfAEuW2YOcPDNMAzDcJ/vhkQLkHYemeBbRd+OEHwsDzhGtVuA42zc9l3RmfLddqsxKSXaSlZpQ0ENI1k36zwx8bIIGRBt03XNd9etzLJYpIwVZvZw8M0wDMMkBgGLoKItG4uQdm6Ub92qyHV4IuWgQwpasAA213TuezrtvIvAImm41oLy3eL10UbtcBhJ49lQd71N172oxMFxN8ufhwpNk2UH8Xgx5XDwzTAMw6SU7/kP5JcN2n/zVL7puLmuZbjGysqBpo32Vm2helTHhmtdTAjYp3MbHzmS7SmebdR8R1O4nYcHXPnuuhXYPFRoc8gO4PFiyuFWYwzDMEyyz/cCDOSXjYVoNaZX7VmtxhYhHZnpDjq+ixB8+6FEL1Hy0P462q75jiLZ2v2ujZrvIJK1358wXDuAwVz3aeezV6FDVr4vajj4ZhiGWWJue/QCzu2OGy+HDdeaYWq+g/ntO1K+HZ127rHyfeCJ087nf5yDMIp7zDvd9/lux3BNtna/i125Z7s9iX1yAJOWZOeGa3o9M7xXdq3mM4sNB98MwzBLzLf9/ofw2nff33g5QcTBdxNol82z9paOm2f1+ZZyMcy4mG6IFbT5H+MgkvBcmvhxOpn4sdX0NhYfSdnaNdtGCUAUydpB5sFPO08+to3pud3N4jOha+MAHi6mAhx8MwzDLDE7Ix+7o6DxcjjtvBmL1GrMsdLOAbD6fYChuHGeRn9EEEXo6T53Tkdmf7Y62UrwHUmELe072p5Zp51fPIZrXdV868cZ7ryuU+mZxYaDb4ZhmCUmbKlmkVuNNWMx0s4nlW/7/8zBY6EM10KZ8BvoYptar/mW7U02Nk0lnrZ+P5kNMP/zoG3aqKUvXP4c3c4P4OFiKsDBN8MwzJIipYQfylbcybnVWDNo/8017VxvQ1x3qx5ZXTm40DFfhOyGILKC7478BpJ9vtuZdGy75nvaW8C0qcgJw7XpVr3QxCpxN8sPG06aTAP3+b644eCbYRhmSYnrjNsYhNq/H0DXno6hXTbXVmNhKvgWrHwfdBbJ7TwII3g67dx1RGvp3DZtp1hLKVubJIgaToTQMaz7/razARaN7luNJdczC+hr4uAdLaYKHHwzDMMsKRTotVHvGbLy3Qjaf+N5pp2T8i1SyjfPpRxYwgUKvn3LcM0R3Sjf9iLbCJZC2X7N97TbNa15XtJwbapVLzSdG67NIe2c3c4vbjj4ZhiGWVLaHHjbZjPsjl0fGkzN2+1cCMtwTT/Oc5uYbqFLdRGC7yCMTJ9v1+mmx3zbyncYtTfZ2DSIs9PO6wTw9iTHQa757uqz0XLlDHVodju/uOHgm2EYZkkhxbuN4MoevLPyXR/af/NMO7drbgHLcI1HeAeWRTJcCyNpJny66jHfdoq1bLHPt2w4EWIr8HUWkZg4PYDXOn29ddbnu+PlZ65zDqnuzOLAwTfDMMySQkF322nnizCQXzZol80z7Tyygh8gTj9n4fvgslBp56FEz42d9rtxO7d/b+e+11ZmSFNX7mnvwYm08wN4rdOn667mu1tlPXOdpsRgZqtkFggOvpmLgrfd/hi+4JU3YRSE894UhmkNUqjbUKq5z3czFsHtPIikCbgBQHtfsfJ9gAlle/eApgSRZbjWUasxKePsjrb6fEeynVKbpr2bp1Www5azARYN2XGKdlOX+unWyTXfFzMcfDMXBfec3sbJC0PsjTj4Zg4OQYuqFw3ghEAnLsUHHdPne55u52nlW9ffcg3/wWWx3M5los1dV8q322bwTanirfQM1wHVlLeAYMrgm9bnOeJA1hA3ndQoX/7sA2G6Ng7i8WLK4eCbuSjYH6ugexHUAYZpCwqS2wj4aBDfdx1WSqeADoE/T7fzieBbPfJ97+CyUIZrUZx23l3wLdHTJ3YbwVKbNfOyYSA/rWs5rc9zRek+Ob01xKkLw6m2b350GxybtPNOlp63TvXINd8XJxx8MxcFFHwvwgCFYdrC15JHG+d1YAfffJ3UhgZR4zkbrpHaDah2TwDf9w4y0/aG7oIgjOBZbufdGK5ZLfTaqPluMXMgTo+eMu18yppvmjj1HKd0n7zsb2/Fj7/h41Nt37yIle+ulz/Dmu85tDdjFgdv3hvAMLNg39fB9wIMUBimLWiA1oayScvqe87CKKXn98YIIolLNwbz3pRS4mMxv+A7SrmdtxmkMIvJIrmdJwzXRDetxtqu+aZltOKb0TBItLehVqsxCr5dUbrurf3AjIeWha77fHddU54F13xf3LDyzVwUmOCba1mZAwSlm7fS51vGwXe4IJa5//1vbsUP/dlH570ZlTA133NMOw9y3M4XITBjusFM+swx44KYVauxVpXvFicvmk6E2JMVtdzOKe3ccUpTp0Mply7Vues+33Ot+Z7ZGplFgpVv5qIgrvme/wCFYdqizd7StIi+57TSuqwNTm+PsDMM5r0ZlaCx8jwN1+zABIiVbw6+Dy6LlL7qW27njiM6uY9EEYzy3cZnbjNjJVZop6z5ttPOaxmuqdf2XFG6bnJ3XyY6N1ybQ59v2fFnYhYbVr6ZiwKjfC/btw7DFOCH7as2i1TzPfTDTrfl1hMX8MFPnWtlWUb5nnerMQ6+LyoWocUdEYQSPXI7F+XmX9MQSQmnJeXbDlTbrPmedln2ZEWdj1bHcC2UcukCPtnxBBO7nTOzhoNv5qKA3c6Zg0ibZkF2zfeieCPsjcNOg4pX33QPfu7vb2tlWSYLYa5u51Ei+KYgZVGOJ9M+lGixALG3TjvXhmtuV32+YdV8N1u+vX1tqPRNa76nNVyj1/Ycp/Q8WEblu2uV2Cx3DjXfy1YCwLQDB9/MRcGQlW/mAEJ1nm2orYnge0Guk/1x2OmE2TiIMPLbiVpoDDXvPt9eRs039/k+uNCxXQTl2w+juNWY6Cb4DhM1382WZb+/zeyhaYPEZKuxGmnnNZXvZQv44prvbpbPbufMrOHgm1l4pJT4wP2PN/rC2GPlmzmA0PnchpFgJCWEUOrJotR87/thp9sSRrK1e0Kb9fdNtoHaiwGcdn4xEFqD+HkHVUEk4dl9vjtKO6d2Zk2DJfv9bdwHaAmtBN81biN0y+m5TmmAGkXLV2dM+0J2JE3PI+18HgE/szhw8M0sPB97+Dy+6bUfwEceOj/1MuKa7/mrAwzTFqR2tdVqzBVCDZoXJFjbH3db8x1GsrVg2dR8z3Hiwg5+AKvPNw/wDizTpip3gW/1+Vatxtpfh5TxpFLT09red20EQU1rk6dWvk2rsfI+35GUcz9P6mImNToavnXdRzwLrvm+uOHgmynk7bc/hltPXJjrNmxpt+PtoT/1MuK081Y2iWEWgqBFw7VQGxl5rliIFNYokkr57jL4ll0E3/NVvu2abwrEF+BwMh1hlxTMO7PLLnvwOprEi2Q8wdQ0YO6q5nvazz2t2zm9tudUSDuP5NIFfLJjZTru8z27HTOPdTKLAwffTCE/9TefxO+95/65bsM4iBKP08CtxpiDCA222wj4ogVTvodB99kqYSRbS2unXRZE86uppOwFgpRvvu8dXKZVS7sgCGWy1VhHwXdryrd1WbRZ8z11qzFrG+osg97nOqJ0nyyn23nysW1oAmumyjfXfF/UcPDN5BJGEmd3xhi2ZEg0LRRYjKcMMKSU2GPDNeYAYmq+W0k7V4M3V3RTq1kXM2HWcc13W0q1fQzmlXqeVr7dlloyMYuLfarNW/n2I8twzenmvEv2+W6z5ru9Pt/T3lLse0idZdDn6FVJO19Gt3N0q3xHJrifYc236S2+ZAeDaQUOvplczu2OEUYSI61AzQtSvKcdJI+CyHwpzntwwjBtQm7n7dR8R3CECtgWwXBtFiaJkWzPcM0eRM0r9Xwi+Kaabxa+DyyJXtVzvG4jnc7smrTzbromyBbdzhNp3gvgdj5tDTptu+eKUkuyZVS+uzYnm4fzuMmSmN0qmQWCg28mlzPbIwAqeJ0npHhPm3ZO9d7AfAcnDNM2FDi2EnzrQa3XUX/eusyiPWAQtqd8SwlQ3DuvyYsgFXxr76uFOJ5MNyTU0jkGVdTusOfGhmvd1Hy3l9HRutt5wyAxnDIN3gTfThXle/lMvuL92s3y5+N2zjXfFzMcfDO5nNlZkOC7Yc33vhV8s/LNHCRo0BW2UGds0s47UqzqsjcDn4ZISvhhOzXaYSQx8FwA05fINEW1YbIM11pqycQsLm2rt9NCE050/rlON9ujar7Ved30um275rupMZjtb1FnEXHaebnDfBgtn/Jt+nx3tPw47byjFWRA5xvbcVyccPDN5BIr3/NNO49rvqe7M9IgHmAFiDlYBFaQ1/TcjnSPaK8jo6S60KRZJJOOzm3SZs18JCUGPfWVOq+08yBM13zr/y/A8WS6wb42FiL4tgzXuunzbdd8N11Wu8p37HY+3fsTynettHP16LlO6YTEMqedd6USz0P5bpolwSw3HHwzuZzeHgIARnM2XGusfI9t5ZunGZnl4+23P5YonyDsAWPTwWOoVdNFcTu3r9uu0mkpcGln4C2xopXveQXfthM0ELuddzV5wcyfaVOV24a+W+1WY12cd8ma76bZPlaN9SK4nU9d861T/h1ROiEh5fIZrqHj4HgegTAd62U7FEw7cPDN5DKLmu//9sZP4A/e96nC1/ht1nwv3bcOc7Hz4OO7+K4/ugX/eNupiefs2uKmAWQUqT7fbke1mnVJlIt0VENNA6A20sQjCUv5Xoyab/p9EY4n0w1tq7fTQuumHtyu6K7VWM9tR/m2Y63FqPmO70N1JgNi5btan+9lm4wzhmsdDUVpf8xShJ6H2s4sDhx8M7nMIu38vfeexS0PbBa+pqnb+T4H38wSc37PBwBsD4OJ5+wBY1MzQTJcc93FSDvfm0HGCgX1bQT3quZ7vmnnyu08/lon5XsRWscx3WAP3uf5/UbnfM+J086B9rMulOGaPsebKt+JfddCqzFQGcuU2zOt4Zr+HK7jlE5ILGXNd8eBqlGhZxl862O9ZIeCaYmFDr6FENcKIX5fCPGoEGIkhHhACPEqIcSxiu+/RAjxXUKIvxZC3CuE2BdCXBBCvFcI8Z1CiNzPLxTfJoR4pxDinH7vp4QQfyGEeFp7n3JxmYXyHYSydPlU6z2tOsU138wysztSQbedhk3YNd9NA9QwknB1zXcbA9GmTDNp9vvv/RR+9C8+bvZZGTSYCxoGyzQ4HMw57TyMkoZrbkcBELM4JHtDz+84hynlm87Dtid+bFPBxq3GWizbAZq3xLKv0zqbo/w6lMdDWcp7JGfbUqsNujZE67qVWfY6m5UoMMuNN+8NyEMIcQOA9wO4HMDfArgTwOcC+CEALxZCPF9K+XjJYr4BwG8BOAngHQAeAnAFgK8D8HsAvkII8Q0ydfYLIVYA/CWAfw3gLgB/CmAbwNUA/gWApwG4u4WPudBQ8J1Va9oWfoVWP01rvofsds4sMTsUfHdc8x1JnXa+KIZr4ziArro9N995Gu+99yxue/QCfvdbn4frjq8Vvp6W2zTtnAbxsfI9n/0XatM8goKURTieTDcsits5nfM04eNYJQ89t7312L3EmwZLsuV91zSVOEgE3/WUb9cREKiWdm7dIpYCaR67qvmefQq4cTvnW/NFycIG3wB+EyrwfqmU8tfon0KIXwHwIwBeAeAlJcu4G8BXA3iTlNKMroQQPwnggwC+HioQ/6vU+/43VOD9SgD/3X6vfn9vmg+0bNjKt5QSosYdexxEOL09xLXHige/YRSVBt+x23lzwzVWvpllY1cHoXtZyndkK9/NzYdi5Xv+18n+uL6T+944wDVHV3Hi/D6+5jfeh5t/9EYcWcu/XRvDtYbBMm3evN3O08q301KQwiwu9qFdBMM16vPtim78BlpVvu16+RYmzBrXfE9puEadKhxRvk9CKeHK5Yq+4+C4m+VHHS8/e53JdTMXFwuZdi6EeDKAFwF4AMBvpJ7+GQC7AL5FCLFetBwp5c1Syr9LB89SylMAflv/eWNq3TdABfUfAvBT6ffq9/uVP8ySsj8OsT0KsNZ3IWV9JeevPvIIvuxX3l2qmgehLFW0uc83czGzM1Lnb5nbeeOa70gFa86CKN97fqx8Vw1m98Yhnn31Yfyvr/90PL47xv1ndwpfT4Pdpin7NICat9t5oE3ziK4CIGZxSKZOz69cZLLPd3dp57TsRerznVTRp92e6ZT4UBstClGufEdLWfOtHrva7q5bmWWvU6edz2yNzCKxkME3gH+pH9+aEThvA3gfgDUAn99gHRRAp4sDvxlqv/whgMNCiP8ghPhvQojvEUI8pcH6loqzO0r1vk4r13VN185uj7Dvh5kmUTZ+BeWbFO9pB7TJmu/517IyTB2Ka77jr26/hQDSdbprEVSX4RQZK3vjEOsDz6jdZX4SNGHRNE2cBlKkfHflzl5GGEWZyjcH3weXRLusOQZVE27nnRqutZPR0aZTvP32aYM4exvqLCKUKmvJEaI0mlvGPt+Ubt5dzXe1QHh/HOLe09vtrnPJjgXTDosafD9dP+bVVd+jH6cyPhNCeAC+Vf/5ltTTn6MfjwC4D8AfA/gFAL8D4G4hxG8IIVqsYFpMqMf3tcdWAdQ3XaOAOStgsAlCaQzVypbFNd+Lzd989AR+/C8/Pu/NOHBQ8L2XoXy3abYU6LRz13EQRHLug4Kk23n1tPPVvmtqr0uDb0nBd1s13+qroY3WZdNuR1arsWUbbDPVSQSQc5r0UeumPt867bwjv4Fkn+9my0o4xbcYyLdhuFbnfk5tIlXaef77pJSQcvnqjLtO0a6qrL/+gw/hq37tfY0NOgGr5pv1oIuSRQ2+j+jHCznP0/+PTrn8XwTwHABvllL+Y+q5y/XjzwG4BcCnATgE4IVQwfj3A3jZlOtdGqjemwyLagff+vV26mgaKSWCSGJcoqo3Tjsfh2Yw3jQ1l8nn/fedxdvveGzem3Hg2ClQvu2gsXHdsh7AtVVP2ZRp3M73xiHW+24cBJfcMygwaK58q8fFaDU2abg2p81hZkBiAm6Okyx0DZHyTcZ/bSvftq9B02Asse8adzywlzvl9kwZwJPhmuOIwvs2fd55T6zWpeu086qB8NbQx74ftmKo2fVnYhabRQ2+y6DRRe2zVgjxUgA/CuWe/i0ZLyFV+ySAr5VS3iql3JFS3gzg3wKIAPxnIUQ/Z/nfI4S4RQhxy5kzZ+pu3sJAwbdRvms6nlOwnmUSRYQVB76NDdf8EBsD5S3I/W67YxREc3N5PsiYtPOMiaw2le/QKN+kWM03YrMnG6pMLESRxN44xGrfQ98o38X3rdhwrWHKfsrtfG5p5zJluGZqvjn6PqhEiaBvfvdfWjcZrnXXaizu89100e2mndsp49Mta9oSgjBS17ooUb5jBXmqzZsbxhCto9tYVZd6us83LfECrImQxktilpFFDb5J2T6S8/zh1OsqIYT4AQCvBnA7gC+RUp7LeNmmfnyLlHLffkJK+XEAn4JSwp+ZtQ4p5WullM+TUj7vsssuq7N5C8Xp7REcAVx1pLu0c9Pmp2vDtXGI1b4Ld0FcnA8qQz+cW7rtQWZXG65l1nxb53PTAUEok8r3vK+VpFFi+Wcb6kB7zUo7L7tnxIZrbdV8zz/t3MlIO+fL8uBiK8vzLKui+0+61VibE1EU1Hot1ZO3OXGRUL5bCb6rvy+KlF+HI0ThhATdp+Z9b180aJ+VHTbabW2c01zzfXGzqMH3Xfoxr6b7qfqxcq9tIcQPA/h1ALdCBd6nStZ9Pud5Cs5Xq657GTmzPcLx9QHW+mowOXXaeYXgu/NWY36Itb4LVyyGi/NBZegr8zz+MmmXuM/35PlvK7ZNB1SRTufsqlazLnVrvun1633XUr7z7xlRJM1gq3Gfbwq+55x2HqRbjelfOePn4JJIVZ5nqzEdkPScZKuxNtNq6eMZt/OGywtbnLhI1nw3355abufGcK14f9vLXKbv6a77cFdVvtvqjpFcZ+NFMUvIogbf79CPLxJCJLZRCHEIwPMB7AP4QJWFCSF+AsCvAvgYVOB9uuDlN+nH52QsZ4A48H+gyrqXlTPbI1x+aBAbF9VMO4+D7/ya76BiUE3LmnZAu++HWO2x8t01oyCElDyr3jax2/nktWQPGJvOxlPdYFcuxXUZ+qp+G6h2Tu3pDIHVvlep5rvNHr+0qBWtfM8j7ZwmE+yab0EDcr4mDyyLonwbw7WU23mb3wcUsHThdt5Y+baXO+Wypk07jw3XiluNhS1MEMyDrg3Xqrqdx2VKbSjf6nGZJkGY9ljI4FtKeR+AtwK4HsAPpJ7+WQDrAP5ISrkLAEKInhDiGbpHdwIhxMugDNY+DOCFUsqzJav/BwD3A/hyIcSXpZ57GVQq/LsKlPMDwZmdES47NDCtc6ZVvovSzqk+uDTtvOLr8tgbh1jpufAcMVc32IPO0KdJEt7HbRIr38Wtxhr3qo4kHBGnnS+C8n1oRbUMq3LdkrnjesLtvNxzQi2/Lbfz+SnfNLAmxZHwHIeV7wNMtCjKN7UaS/X5blf5joNvVd/ccHnWZdqu8j1l8N3QcE31+S7YxgVpS5fFw+f28G9/6/24sOdPPBebk3Wz7qrBfdhi8G1M3hbrMDAzwpv3BhTw/QDeD+A1QogXArgDwOcB+BKodPOfsl57jX7+QaiAHQAghPg2KNfyEMB7ALxUpAYmAB6QUr6O/pBSjvX73grgH4QQf62X+zkAvhjAGQDf09aHXFROb43wtCsOGQVp2prv4rTzaoo2uaE3aTV2fL0P1xVsPNQh1NLNjyKs4sB345sZu1rxzrqWghZVr1j51p0BFqDm++hqD6e2qm3LrlG+47TzQuXbWmbTtHNT803rnUfwrT+P6ya/4xxn/seS6Q47Dpir8h2R8t1dqzGKjYSg+uY2le+GbufW29toNVZnc8gs0zgRS4mMse7C9ITP4vaTW7jlwU08eG4Xn752NPFc1/XR0iy/+HVtpZ0v8iQIMxsWNviWUt4nhHgeVPD8YgBfCeVA/hoAP5tjlpbmSfrRBfDDOa95F4DXpdb9Xr3un4EK9o8CeAzAawH8vJTykTqfZdmIIomzpHxXdA1OQwF1llpH0OxhJCdb5CSXJROPddkfh1g9qpVvHoR2hikPmHKShMmGgsphlvIdRRBCDRqattEjx9xFUb73x6HptlDFTI6ybNYHHjzd87Zo0rDNtHPaPJqs9IPZ7LsPP3gO53Z9fNmzroiD79Sg2xVcbnOQifR3ZxjJuQ7kTasxMlwT3aWdOzrQbNxqLBF8N1oUJJovy77n1slWiWScdq7+BtyM4ZS9zEWL+aQJbCc3jP7T1W0sVqGLV0BPt+uM32hRzJKysME3AEgpHwbwHyu87gHE7cfs/78cwMunXPftAP7dNO9dds7v+wgiqWu+tfKdYfZUxKhKzbetPAURVvvZaikFdXXVd2LfZ7fzWWCUb047bxVKO/dDCT+MTCsfQA0aVjwX+37YfECgHXNNreYcj6OUEvt+nHZeZVsoQ2C150IIgb7nFAffbabs6xFUz1PpsLNq0/bad9+Pe0/v4MuedYU5/ulJTIfveweaMJLoueoYz7Osis4xqvmOHcnbWwedxo5Wvpue1rJF5dvellZajdUxXItiw7V4/ZPRd9SCOt8VNGGRea/qWPmum3betKwoMQnCzcYuShay5puZL9Tju42a78K0c+sGVpSmadzOa6rvxP5YGa55jjNVgMJmRdUYNjTGYybxwwjjIMKRVRWEpjNJ/DAy12jTgC9tuDbPPt/jMEIYSRwaeHpbyq9BW/kGlApd1XCt6YRRaClyPdeZWdr5vh+ZezPdp7xU8O06xSZMzHITSmkm5BahzzdlXnRxH0ko3yXO3lWwL9M21cxpPRamdUwPIzXJ5jix8p35ugU2XKPPnjWBFAfH3a677FQNC7axDvbpwZWQFyccfDMTUPB96cb0aed1DNfs1xcta+q0c8vtvG4gfX5vjM975U34i1senmrdFxPkiD/vXt9f+er34M8++NBct6EtyOn80o0+AGCYup5I+abfm0CGa10YJdVlOFbn0KEVFUhXqvnWyje1R1TKd/79x74XNJ0wklZQ0HedmaWdj/zQ3B/zlG9OOz/YSCnN9/Q8jfVMYJzq8z3tfeTxndGE0kl11Y4QpT2tqzBta68s2mg11iTt3HVULXx6WxKvW+BaYxN8Z0SjpA53tc1VF2vczpv6qyzwcWBmAwffzASbe2MAwPH1fqeGa2HFwe+4YkuyLCh9ldLOy26av37zPfi///yg+ftPPvAgzmyPcNMdj9Ve98UGKd/zdpS/89QW7npse67b0BaUcn7ZoQGAyevJDyVWSPluuN8DXTu6CDXf5FxOwXcV9Ywm+qh8ZVCSdt5qmzYrKPBcMbOsgWEQmfuiUR6d5Nc6K98HG5V2TtkvC6R8m5rv+ss6eWEfn/sLN+GDn0pa+8TKN1ppoWcH9433XULNnFL5jqS5/9ZJsY7Tzum9OctfEGf8LIrqqeO2XN2su2qf71idb6dMCWjeq55ZTha65puZD+d18H10rWdcg+vWfFdJO7dNlPKCbyllYnBZZMyWxSiIICUq13y/4cOP4NHzQ3z+ky/BNUdX8br3PwAAuOWBzVwHUUYdv7bqoZqgTIfins/LDpmtXbqhgu902nkYybi3dNO0cz2AM+mic5xEoUC6Vqsx/Z61nq18V3M7r2LoVkTcAgnouc7MrgFb+SalLCvtfN4TYovO5u4Yh1Y849S9TIQSJvhuI6B6/QcfwvrAw1d/xtX1tiNKKt9N+nw/vjNGGEmc1ll4hK2uO0I0DlwShmtNTRft4LtBzXfPdRBEYa39FhuuFa8/qbhOtYmdQduWdRziVmPzrvlWj839VeLfuc/3xcnyfdMwnbOp+yweXe3DdQR6rpg+7dwvMFyrkHYeRhJSxqmkdQe1Rg2jPt8lg+zdcYhxGOFn/vY2vOHDj+Dszhj/5rlX4/HdMT51drfWui8m7CBnnmnndH7sFbjsLxM7Ju08O/hWNd8UfDdPm3QcYQyT5pmqTIH0xqBe2nnfc0wAVVrz3aryrd4vdNr5eFZp50EUB99hMvghHCG4z3cBQRjhBb/0Drzhw8vZxCTShmtAO8r3n3zgQfzVFPvCGK61EHwbH4PUeUuLEi3VfNubthB9vq1jWa/mO6l856adt7CNNuMgwrndcePlAHbaeVbw3W3aeax8V3td08nVNkoUmOWGg29mgs29MTYGnlG9B547ddr5boECaQfCeQEb/Z9MlOpuBwUrVPNdNhDYH4e47NAA7733LF755jvwGdcewX/6kqcAUOo3k43dBmuercZMi7sCl/1lYjeVdp72UFA13+2YLcXK9/xTWOm6jdPOy7dlfxxi3eqYUJZ2njRca1rzrR5doSYrZ5Z2rl3uo0gWKt+LlmK6SAyDCFvDwHidLBuRlOgb34fm510QTteyLDTZHxR8J/9fB7oe05NisbeCmmRqGovZ10XjPt+J5U63jFBKM+6q63buOMJk5uUarrXsdv5H//QAXvSr7268HCC+h2Z9j9F/OjNc0wsuU6GNOt/0uzbRaozvzRcjHHwzE5zf8427MkCD2PYN1+wv1jwzNTIuIgWsSMnKwgTf/fI+31JK7I4DfMNnX4tPu+YIdschvvcFN+Apl2/g2FoPH3qgSmv5ixM7yJlnqzFad9GkzzJhgu+N7OA7iGSsfDdOm5RwXWHVai5O2nmVgfHuKMRaP66k6nuOMQHMImm41s5gynEAb4Zp50PL5JD2UVr5dh0BzjrPx08Z1i0bYRQHbG2cdn4UTRXU0vXkGLfz6VPh6fpJB+5xqzGhW421o1ZX8YMpXVYLJlp2/X6dZUQyq9VY9vKJNmK+sztjnM0wxpuGQsM1Wn5XwXdF5ZvOx6bfF6x8M1zzzUxwfm+MY+up4Hvamu+itHNb+c4JqkdhMv20Sdp5mfJN9eGHVnp41Tc9F2/+xEl8+bOvhBACn/3E47jlQVa+80go35x23hoThmt+OviOjPLdds33IqSdH66jfPuBKU8B1H2L9l8WScO1dtIITauxGaad0yN9Hla+65E2rFs2IinRN6Uize+9fhhNp3zrVRvlW0yfCu/nHJMJw7XGrcbU+3tu80Defvu0ZR528F1nGWEkMfCE6eydt8vbTjuXJmCO0+WnhT5v1nVYtSZ7WmJDt+Lly4IJglrr45rvix5WvpkJNvd8HFvrm78HvXpp57ZJWtVWY3kBG71mfaAG1c2Ub6dQHSSVca3v4obLNvCDL3yqGUh8zvXH8Kmzu0ubmtg1ixZ8H7S0c6r5nmg1FtqGay2knS9IzTedTxsUfFdQGpTynUo7L5g0rNptoQrJVmOzSTuXUpr9NApig6asVmPz7Nm+6KRbtS0biYCthcPcNO2cTj8y3Z/mPkKTV3nBt0qvFo1VQ1pe3y0eG9RZlvp9umWEkTT33zqHIJTpPt/lyncbpzstrw1DR9qe7Jpvek0312hcU178urY+LyvfDAffzATn98Y4agffNdPO7frtqq3Gcmu+9cCoNeW74OZt3JKtATzxvOuPAwA+/CCnnmfBaefdsKvPyUsPqetxwnAtiluNteHWa/f5nmfAtpd2O69Y822nnQ88t9D8L+l23nTiQj2qyYvZpJ37oTQDt3EQdxtwUx0ZHEe0EpQdVGLlezl3UijVeSdEm8r3FNsRRXo7koZr0wRMdP1MGK4l+nw3Vw3pc/Y9t/Fko/3uqVuNSYm+W9/Dg1qUiRLDNXv800Y2jEnDbuG8k4XKd7XgeFpm7XaeSP/nZmMXJRx8MxMo5Ttd81395koB82rPxb4f5n5B2gPUPEWb/t/UcG2lQtp5HHxPVmM855rDGHgOm67lsHDK9wFKO/ccgaOrKvhOT2bZ9Z7NA0gJ14nTluda850yXKtU8z1Opp33SyYN7YFoW2nnQqgUVn8Gaef2Z0sE32467bw7xeggYMy9llSCklJnrLRQtwyoSZ1pgtowSk78eE7ztPO0wphMOxdTG5sRdM2obJU21czplhVMWfMdRtJMSADIrY22A+42bgm0vKYTv/ayyo5DF2natK/LFt1Wn297PUs658c0hINvJkEYSWwNfRxNGK65tWq+KWA+utaDlMAw571BpbTzpPJdt40VBYVrus930Y19T6cqrw0mle+B5+IzrjuKD3Hddyb2+bEQrcYOUNr5+sAz6nZWqzHPcfTEUsOab91qzG0waG4LKhug676y8j2wlW+nsEzFHog2TiO0VOee67SiBJUxTF1zecq3K8q7PFzMmFZtS7qP7DZTbbSUm1b5Vq0K479N26sGwfdkq7G4vKONmm8K5Hqe01z5bint3GQM1FG+pZo4dUrczu3/tzEhR8tr435Ht+AwY/zQxr4torryTUp/w4nulmvvmeWDg28mwda+DymRTDvv1Us7p9RfckzPC4QSaed5hmvptPOayjcpheR2XhSgGOW7Nxl8A8CnX3MEd53aYvOiDOzzY77Ktzo2Qz9a2sG0zc4owMbAgxBCZZKkriXqC9uG6hUtkOHavh/CdQQGngNHVNuWvXGYuHb7JRk79v5qOmFkXJgdHXzP4Bqws03GZYZrPMDLZdmVb2oz5TmiFQVy6ppvff8gmtxHxmF2CjL9KYSq+256yGLDNae5iVZCzSzesDd8+BHceWorYxkqfVxds9XXTUE7XfpVar7bmKgJjRLcfFm2eVsa+1+dKN8RpbUXL7st5ZvvxwwH30yCzb0xAEy6nU+Rdn50jYLv7MDdni0tU77Xp1S+0zXfRV8StJ3rg+wmADdcvoGhH+HE+f1a23AxYKtwbXwRT4t9Hh2E1HOlfKuAcq3vTnymIJRwHUcF3y20y6L0VWD+budrPRdCCGWUWGFbdscBVlOGa7NSvkNLkZtd2nmybMeo7xnB9zyvyTZ5+NwePvHI+VaXacy9lnQfRVKavtdNAyoyS52u5lsm2tyZ4Huamu8cEzzb2NBxmtfLmppvtw3l215u8bJ++m9vxZ/+80MT/w9CtQ8dUdPtXKq087Kab/v/rbQHo7TzFr4raNuy+3x3rXzXSzu3t/HUhSEeOLtbb30J47vlvO8wzeDgm0mwuecDSCnfXj2387FuD0Z1qnlBkD0gHOcMfNI139O6na/0XHhuWc23UhVXMwzXAOApl28AAO49s1NrGy4GFqbm2zo/DkLq+e4oNOf+Ss/F/ji5b4MoQs8VpX4GZUSRhJRkuFbf8Kdthn6IFX0dquCx+JySUmJ/HJqJCqCe8t1c9aKgAHNXvtPBd1vpyIvAa266Bz/85x9rdZnjJVe+Iwkzadb0mqX3TxOYRVImzr1myrdOO89RvqnPd9PTmq7bnldtgq/KsrwKkyBDP8xsgxj3667XHjAyynexU3pXbudt3O+K3M7bTpefXH614Dv+vPELX/kPd9S+JyU/T623MgcEDr6ZBOdJ+W7gdj6qqnxXMFyLa77difdUYeiHcIT6DK5TPLttlO8MwzUAuOEyFXzfd5qD7zQJFW6ewbd1fPfm6HgupcTZneZt6SjtHCDlOx6wRZE0A+902uSwwOgwCxos2sr3PIORvXHcNqxKSv04VMFn2u08jGRu4G4PkJs69Nuqc39GNd/2PXkURoljaHOQ+nzvjcPC9pXT4Jua7+V0Poq02ZZbMUOkCLoOpglwAu24TVAK+jTBd57yPWG41tjtXL1/4DqNr5HIuv6KNivQmQU7w8ngm1qN1f1sgan7T27LxPJbrjU2aect3F+K2njZm9rFPGLVmm+6RdjfKVv7vmkJWpU2+8szywkH30yC81r5Trid94r75aahQPrIWvWa77yguqnb+d44xKpJXy0exNMNNE/5Pr7ex7G1Hu47Uy/FaNkJwgi/fvM9hV8wCeV7Bim3eSSV7/kF3+++5yy+4JU34fTWsNFydkeBmQxa7buJwCMwX+BOQvk+tzvGc3/urXj/fY9XXo/dIzpWrOYXjOzr6xZAacYKvR7ARJ9vIH8yiAbbfa+5Um0rct6s0s795OQlpU1nBd8HRfkeh1HrWQXLrnxTuYjrNG8fRZNG01z6NAlAlPWcLtyOEsM1IVRrteY13+qx34LyTZtaloFAY5jdjHFRaCZS6rUHjCJKVy8xXLOV7xYuI/rMbdZ8Z33vyJYnDfKWX7Xm20+MXWXt+6s9UcOdxi5OOPhmElDNN6WMA1OknZPyTWnnOUGQ/WWXZ6Q2Ttd8T5F2vmqlrxZ9KWYN4NM85fKNi075vu3RLfzyW+/Ge+45k/saqvkWYt6Ga3bN9/zSzk9s7sMPJR690ELwbaWd7yWCb/VZSa0m1erszghDP8KjNbwJbBfhRVC+k9dt+cB4N+PapRZseROHtMyB5zSv+Y7i/TeztPOgetr5QVG+/TBqnKWQtUxgeWsvyeisqjdCEUED5dt26gasVmNTHK88wzXaLEcAYsrttDFp5xUm+MowwbfrFG4XjaV2MjKzaCKlrpN7qNPVRZny3XKtsVGrW4jki9LO69TTN1l32SkQZkwQjMOo9v01LlEoPleYgwsH30yC83s+HBH31wXqu51TwHysTtp5ifJt3M4zvsj/+qOP4PR2dpAzHIdY0QpaWcudPT9E33VMn80sbrhsA/ddZDXfVDdfpCSPghA9V7lTzzX4to7v7hzTzinb48K+32g5Ku08NlyzMwxsd2vXGjzSNVO3Tywty3GmTxdti4TyXcHFmVzg02nnQLnyvdJzG6eJGyMoZ3Y13/akwiiIEgM6myo1qMtCEMrW9y0FQ00nYE5emI8RZxRJCG1A1lj51vt2mtOFTL+INpTvSbfzeIJJ1Xy3Uy7ShvJtb1vRcaCxVFYmWRjpz1azQ0EYqf0tTM139nuThmuVF5+/XlKC2+jzPUfDNXudReeU6UWeapNbX/lWj3Vd7ZmDAwffTILNvTGOrvUTrqWkfFf9oku7necq36GE0PXYeQNkuqmbPt+pSYCtoY8f+fOPZzqHAipwJDXMdUv6fI+C3JRz4obLNvD47hibu+PC1x0kqgTfQz/CwHN14MFp57TuJsG3lBK749hwbbWXdDunAYDnCPQs1YsGd3UGkxR7UssiYAHczq2MlbLgeG8K5ZsGTCu95sGyqbcmt/MZXAP5ynfydc4Bcjsfh1HrnyUv0KvDfWd28AWvvBkfeWizrc2qjPJ9QCvKd5MsADL9IhrVfOcG3+rRMaZktRedgK7bXgtu54ngu2BRdD/KrvmOVLvHmjXfcZ9v+jv7dfZtrpU+3yYYbUH5Nir65HYl/tXBrUxWnJTImmwIQln7PLRrvps69jPLCQffTILze74JmomB50DK6rObpuZbp51n1TYB6ibbcxz03fyWQBRsb+S0Gruga9QfOreX+f69tIJW0ud7vST4Jsfzi0n9HurApsjoaBiEWOk5M1P98liUtHMTfO9NP0kzClSvchN897PTzj1d800DIFLy6qhgcfDYzKW4LYZ+nLFSpeabshySyjfVfGeft7TMFc9tHNDR5omW087PbI/wrb//QfzJBx6ceG6YqPkOLdO35Nd63YH8IhOEEfyo+kRwFfLMvepwTk/G1in1aIu45rt56nSrhmtNWo3l1OHHNd/QNd/tXLdt9PmmLemVqNam5jtT+VbHUoh6Nd9UelDmdm5vVyvBd4FaXX9ZyF3WrNLOy5ZPxyRItcmt+/mlPVGznD6PTEM4+GYSnN8fJ5zOgXgQWzX1nALkMrfzIIzguaLQ8IgGA+s5aefbevb4kc3sQc++NYh3SwzX9sZhJeUbuLiC70pp50b5Fpx2jjgNuonyTa1oNizl2047t1PF7XN7NEUwYRuuUdryMrmd00RLlvI9zFO+qea7BeWbAl9qNRZEsnGAePdj2/ia33gf3n33GXzogXMTz4/sVmOhpXyLZM13G0HZouCHqiVem59n3ILyTZM32xlqZtcYt/OSsqoqBA3SziOZ0+d7mprvIHsSINHnWzRP2VX7Tl8jDSfgTEBV4mBt0s7HwcQ9QmUxKPO8OveP2HCNllOedt7GJUS3Tb+V4JuU79kbrlXdL9JsY/yi8RRp5/F3t9PqRCKzPHDwzSTY3PVxdDWlfOvgtarp2siq03ZEseEatUnKcwemgRENqtPbsDVUwc0jOcr30DJuKnMh3RvH5lZ5XHNsFX3Pwb0XkemaCb4LlORhEGKglW87O+FX3noXvvY334eX/c2teNMnTna+rXbaedstieqw20LaOSkjdtp5QvmmtHPtU0DnNqU11hmIG8O1hNv5/AYF+76dseKUDoxj5XvS7TzvvkUDqBXPbbXes+eq/dck9fzkhX18/W++H+MwwiXr/czMoKHd3i+ITFaP66YM16aoK/zdd9+PRzaz76nzJE8RbbbM/EF/Vei9WanEXUO11mWTy1UYN0g7J/WVMGnnrdZ8q0dH17g3rvnWWQNVJvjKl6UelYlW/utMZpJEoowIUOcR1bPXuf/GhmvFdfZtG66ZgLnFPt/ZNd+Tr2uT6sr35Of1pzJcU4+uIzjp/CKFg28mwXld821TNohNQwPFgedgre/lK99RhJ7roF9Q803L6rvZ6emkNJzaGmYOUG3jpjLX5F3rtXm4jsCTL12/qNqN7VdIOx/5IVY8V/U4toKOt99xGvc8toM3fuQR/MCffgSPNWy9VYatYM6y5nt76CcGgvstBN+x8h0bru1b/bsThmvW4HEaJc8o37bb+RzrhPfHIVZ1CnmVoMJ0KrAmz0j5zitpSRiu1eyikCbtdg40c/2/8+Q2tkcBXv1Nz8VVR1eyg28/WfNNq7NTf+nvOufC5u4Yr3jzHfj71GTZiTmkVKehfZr3fTEN9L3WSPmOSPluZrA4DVRr7dY06coidjuv/14y/SKM4VrOwi7s+fjjf3ogM4DODb6tDBNHNA9cQqnM6trYd9IKqApbjVmZOOnJmiiaTtWndPWytPNE8N1CFBu7nbcZyE8uK2kU1/73Ut2a74ThWiBrnzuxOebBKQli6sHBN5Ngc89P9PgGrODbr5h2rgczPddRvYlzFNMgVDViPVfkB99hhJ6r3D+zUpq3dHATyWy3WTvtvGwQum+ZWxVxw+XVHM8f3xkdiPT0YSW388jUfNuzwqMgxAuefhle8bWfBiC7zq1N7HZLef3l2+b01hCf/fNvxz9ZfbXbcDsnNde0Guu7kNJ2Z062GjM13/p41VGcTPCYcDufT/lAEEYYh1Giz3eZKkm+Ems9W/mmbJmcmm+9fwae0zht0rRAcuLgu8nkBZ3Hh1d66LtO5sTnKIjUpKTnYBTGyreTSjuvq6KRkdueda3eeuICnv+LN+OOk1u1P0ubGJW6xYmhNtR0yszY7vj+lkUk0Zry3chwTZt+2RQpym+9/RRe9re3Zfq1jHMmRGxvBdGCl0EUSTPh2Fb2S1lAZd+PdlLnS6jr5h2n3jGglP9Zp50XBcy1l6U3qLzmu/GqJtddMa2dtjHZ57t+zXdVcz7m4MLBN2MY+iH2/RDH1tPKd720cwqk+56DtZRJlI0fSvR0ymye8uQHkRnM9r1J5XvLUhqy6r6HfpSo+Q4LajF3x+Vu54Cq+3743F5CecriFW+6A9/6fz5YurxFh1LjCg3X/FDVfHvJCZKhHylFvGb2xLTQ+XF4JT/jom0e3tzDOIwSg0hKOz+/Vy34HgcRbrrjscT/0mnnFFjScaDBYs8VOkBNKt+1DNdS9cLzbE9F55vtdl42uDFu54PJtPM85dsYrvXcxmmTtK9Uzbfah03UWdoezxUYeG6u8j3wHAx0RpDtAWDjOvVUXaqR37Wun5O6X/25OXd5oP3Spq9EXqBXB5ocmkfNt1I96Tpptl9ocmOqVmOptHNATUbl3UfifteT+8xk7+TWfEP3wq6/nTZxjXV5aUv5svT155a1GouPUdqXJNC123VNEtOGa3mrty+bNhTkojrt+suCXlZx2nkX7uCJVmMFr4tT41Np5zU3ydyrXa75vljh4JsxkEo34Xbeqxc4USDd95yJOlUbqm8qajU2DiMTuGUZs9mDnYczZtBHvnLhBmIDmLwb5X4Ft3NAOZ5HEnjg8eLU8489fB4nzu9nDi6Wif2x2udFSrKa5HDgOQ7G1iBmFEQY9JzSQKgtfJ0psdb3cl3224YCbPs41007f9MnH8V3/uEteOjx+ByeMFzT5yYFp6Q2uI7a7+ma71qGa9ZMPD12abi2uTvGy//fbZmqNH2+Ff15e45TqqzsjQO4jkDfkt7KymWM4ZpXvvwyjJLRUtq5bwXSpGynGfoRBj3XTErS8XImgu96Eylxpkt8PtNE0DzNFAGYe0ub22GU7xYyFeZW892S2zkFUVPXfKfPPZEfiNJ+zxoflNZ8t9TnO4xUu1OvpA1pFeK087Ka73zlO24ZVv1YSilV9oMjIEqU77Bl5TuugW4vkM/63G0r9mmquqnTttmldX4op3A7V4+eI1rpt84sHxx8M4ZN3Rbp6Gp2zXeZ0kuMw0h9oTlC1akWGK55bnFrHhVMqfX3Mmq+t/Z9DDzVailT+Q6Sbudqvdnr2h0FiVZFeTzh+BoA4JFz+TWQO6MAn9LB+QNnl7s+vJLbud7P/VQWwyhQ6pypv+148B5EKpui6Lxrm82M4JsCl62KwfcDZ1XQvZsR8Ji0c30e7xnlO1ZH7VZj0yjfUSpw81pw/y3i/fc9jte9/wHccXJ74jmaPFjx4kmzKsr3Wt81hkNAnLFTpnwPem7j85L2nxDtpJ2TsuI5Oq0849470u39KPjOU76dggAoC7rP26ocnZfzdk1vI1BO04byTe+dx0QruZ3Xre3PoknaeVbwrbapeF3ZwXd2IBZZyreYcjttpIxrpZvuOzugKkw7t2u+M9LOXaFKf6p+NGPelWg1lpN23rbhWkbrramXZXpoZyzLDo47uAclasoLPkqWwZzfwO28Da8BZjnh4JsxbO6qQGGy5rtm2rmuRRRCaMO1vJrvCD3HyQyqCaprBJCpAG0NVV/yq4+u4OGUO28YSfihxIoX13zT/7PY98OEW3Iel+i0/M2CHs53nNwyX56fWvLgmwbjaWfW5GsiDDxnIu18pNP+6RiOcto+tcU4iMykz6zSzs/r82C3gfJNE0f2vksr3zQxRMfDNlyzaxYbKd9iNsp3lrpK0D6gCZsqNd/748lrt6zUIU47LzZirILtXttrYaLJN072+ZlBI33NDTxVE57OXiDqK9+TmS50bs+z/RzQUdq5qflufrzmYrimna7b7fNd/73kum7jFKTC07r2MiYs8pRvOo8FmZI1PA1om9X9s+EEnKwWUCXTzjOCb8eBI6pPBsWBHCqknbcbfIcmYJ6d8t1FrGqvspLbuX6MIokgklO4ncff3VzzfXHCwTdjoCAi1+28ovI9CuJU8dWCICgI1ayzcjvPS02Tcdp5Rm349jDA4ZUerj26NpF2TgP8dNp51gByHETwQ1kp+Ka0/KLg+7YTF8zvyx58UyBZRfm2sxiiSGIc6gBBq7bjsNuA2NdlCkWTPm2TlXZO9bK747BSoEBtnezXGsM1fU6SAVk67dxzHHhuPPCmtMZpDNcoa9uzWpd1AQ1As7ITfOtzqW0qnwjYHYdYT2WtxKUOxYZrKz0X4RQDqMSyKHNAAD2HWo01qfmO90GW1wWg7m8rVtp5aMoQMoLvGoNjMlxLKN+j5Dk3L/ywvcF+epnNlG9d8z1j5dtOOW4n+I7McutCrus2RRM/tK7djHtAXjaC3edbiOYBpG1WF8lmqmrVgKrMcM2knVf8bHabSJN2nrMBbQexRQFz/WWpx8ya74rB8fTrrjYpkTaY86Nsb4Kq6/Pc5qUTzHLCwTdjOK9VumPrSeV7pWbNNwVcQNweKQuVIiwKDdfGQZhQvtMK0NbQx+HVHq47vjqRdh4H3ynlO2PgZloVVUg73xh46LnCpBtncdujW7hkvY+rj6wsf/BdyXBNK99WqzE6XwZerHzPpua72OivbWgSZscKVmwltor6HSvf8bm5Nw4w8Bx4bjyRpf4/mXbuOfGkhxm41ghQSPRxdcBbZ/A3DSa1uaDek4zLlJN78bbsZ5gllirfepmUGeM3UL7sAXAbNd+hdWxJ2U6jOgy45r5onP7FZN1tnWM5Kqj5biO9dFqklOYYtWu4lswkmYa41dhsg2875dgVzbNVGrUak5PBt0rnzn59nHaer3ynAyE6/UyrsYa3KJWyb40NGiyQ3lk2CTIuUr6Na3n1oMw2y4xrvrNfWzXIrIpx/27hepQFgbxtstZF8F3VTT2eIKD7kDTvrxNE03I8x+Ga74sUDr4ZAwURxyaU7+nSzgEUBkFBFMFzHfS9glZjQYSep75Rsvp8b+0HOLTi4dpjazi9PUrUpQ/1a43yTbWYGXdX06qogvIthMDRtT42C5x/b310C8++5giedNn6gQm+iw3XSPmO085php/qUtX/Oq75DpWPwOoMa75p0so2pRqHEa46sgKgPPj2w8i0yUuk7AfxJBZgKd8pt3MvpXqZvsV1lG+TMgmzzC5rvkld3c84p+heQOnbtplcHrujybTzUsM1ajXWa16jHdeixmnnTdRZem/PcUrdzum+GEkVSGQartWq+Z50oaZJknkq36pThfq9zUkAk2rdJPjWy5i14ZqdsdKG8j3OCXqrbkt2zXdx2nna8dt+Lv1dbV9nddtxZRHpCQPXLS5JqwIFXzT5lheMjQLliSNEhuFaJCfu52XY5Sam5jvHs9seZrWhVpu+120sy6R0T54vybTwxqvKWL6VEVDgd542XLNrv+vsT675Zjj4Zgzn95R52UovbxBbvc+3STvveblBkK/7fPcLDdekCeSzjNm2hz4OryjlGwBOnI/V71zlO+MmGbcqKle+AeD4Wj+37c4oCHHPY9t49tWH8aRLlz/4LuvzLaXUrubJtHNb+S4LhNpirJXv9Zm6nWvlWw+8aT9dfVSdk2XB96kLQzOgsM9v2+kfsN3OtQqZSjs3rcaC+oZrcdr0rGq+C8yWqFuCS5Nm5fWYe344kbXiuap2sshwTQi0YpBmK5CtpJ3rz+u6Ij/tPEimnQcZwQ+ggvE6A7ys650mluZpuGZPZoyD9raD9m0byve+X63MpC3ouAohEqUn0xI0mIjIajXmFhiu0X4vUr7z+3xr5bv2Vqa3GabmO2t9dYizh4qXNQpU+831vjcRfAeW4VrVTYmse3dsuJbz2tbdztVj01aNgN3GqzjtvLgZ2HQkWo0VKd+pCQJbNKqzP7nmm+HgmzFs7o4nVG/AUr4rmmXZwbdSvoPMWeAgjGK389y082Srsck+37HyDSTbjVHQT9tf5HZOA4C1XrnyDai677wezvc8toMgknj21Ydx/SXruLDvF6rkiw7tx5HlqGwTB9nJtHMaxJMplP3atnjrbafwjrtOm7/9UGVdFHkNtE265pv215WHqynftlGgHVTYPe6BOCuDWr+FibTzyZrvOsGEbRZEy2zaM7gI2sasYxT3Lyflu4Lb+SjIzFoZeG7upCEFC32tejVJO6ftEwKW8t0k+I4HZ33XyfwMZLjW91yMwiiz5hbQaee1lG+q+Z5072+yj5pir7tN5XucE+jVwb5W0qnEXRKlVM+mpSJxzXf994aRnMi6KFKnTc13pvKdrcAna76bq4aRlHCcuNymyQSMHVCpv7NfN/JDDHoONgZe4lyxO044NerZbRXVMWnnecq3HWQ2j/pki8p3VLAs2fKkweS6UbrvAEvpz/CeqHMu2tdtF33LmcWHg2/GcGHfx5HV3sT/6/b5thW71b6LSGa/N4xkbChU0Oe7Z9V828uRUirle7WH63Twbdd922nPQFwLWax8Vwu+j6/3cS7HcO1Wbbb2nKuP4MmXrQMA7l9i9duu2c+q3zetobTyPU4p3ys9t7TtU5ookiYVu4jffOd9+N1332/+prRzajU2CzMTCr5JaadA5SqtfJe1G7PPWTtg81PK90rKcC02JhNwncla+zqDAbtuEOhe+R5lOGoTJu3cjbelLIVbtRqbzFoZ9PI7KVB9pddCjba0BlNtKOn03p6rJq4iOakuDa32fkb5FhnBt1ZXql4LQ6NIxtfPTkXl+623ncLvvef+wtdMiz1B20WrsSbnu31+zrLu275u591qjFzXbYpKRugYZt0D6B6WPs60KKXyNg/EaJvbUL7pna4JvvOV74HnYH3gJiYeQit4d2tMLND7lOFaHbfzSosvXjcpwS1cj/Rxs2u+Y7qp+Zbme6C45js5QWDfk+qcOzRX57msfF+scPDNGHZGSkVOY9pE1Uk7t2q+gfxenmS4ljdAHlt1r+n09KGvHMoPr/Rw+aEB+q6TUBGHVlAIqBsdkBd8U813tbTzY+t9k26c5rZHt7Ax8PCE42t40qUbAJbb8Xzoh2ZWOHugZNV2u3G/aQqwEn2+Kwbfb7ntFL74f70DZ3dGha/zwygxIWPSzgcegkh23lccmGw1ZtLOK9Z85wffMkf5TgZCnuugZynV45yBaxHpPt911dK6ZPWSJmhAU0v5Hmcr30o1zjdcozZtQNO+3OrRTmFtcu7RNeSI2DguvbyhH2Glp4LzcRBm1twC5WmwaexWdbROOqfLJkHe+JET+OMPPFhpPXWxg+M2r+u8FOc62O+dZfBtDMgcodt6NQ2+ddr5lMr3pOFa/n4tcjvPNVwzyjdqmZIVbTO5nQPNMirkhPJdFHy72Bh4CXf80LoH1+k7btLdRbny3bbhmmk11kImSlEgn9juDr7SIynj41aw301f84yWh9N4rCjDNY6+L0Y4+GYMu6MAGxnBt2NSH6dLOweyg7YgikyrsbxBnZ9Svu1B15buqXpoxYPjCFxzLOl4nq75LhqEGuW7guEaoHqhb+755sb5kYc28Q2//X783nvux0ce2sSzrjoMxxG49tgqXEfggSUOvvfHoSlHyKrfH5og24Vnp53roHyQMFyrNoFz7+kd+KHEY1vDwtcFoUwsk86XtDlZV4yDyAwet1M131fo4DuvPIF4ZHPPfPGna77t4LvnOvAcEbcaSxmumT7fjQzXYrV5FsF3UauxuM93eR/uvXGYmbVSpny7oh13cjso6LeUdt5zlZJlrp1U2c/ID1UnAX1fDKNYvbEx973Kynd8TPZGyRT0slKEPT/s7LwZd6R803FqEnjZ52e6jrdLQuu8a0P5Dhoo31nBd9F9xEzsZPb5zk5BTrTVmnI7baSM27TRZ5gW4/vgFCuoo0AZJW6sJNPO7SwGla5fbb22WWZc85395rb7fFOg2oY5Z1Hbsu5bjcX3yaLFp/uaJ9LOa5w79kQNx94XJxx8M4btUYCNHMOxgedUrvkehRH6Os14VSvJWYNslSKs3XoL0s7tPt/2AGxbB9+Hdar8tcdW8ci5LOU7VtCA7PRCGmRWD777CCOJLR1wvfvuM/jQA5v4H2+6A7c9uoVnX3MYgAqYnnB8bWmVbykl9v0Qx9dV8J2VwTC0lO9E2rmVeeBqhbGq8k1Bd6lTeBQlzstAZ1OsD/IzLtqEVO/LDw0wCiIEYWQmmo6s9rDWdysp30+4RJVN2P3uVQZJcjBr17LTQJn2LQUkeT1yi6BrggZvbZg3FUETBHsZZQxxqzFb+c4/b8JIGf6t9bKzdvImDaNIwnWtNPEmKadSagfjltLOdUkOEHtWTCjfQYSBVr5Hvko7dzLSzul/VWNLu2MElVKYPt8Vau+buIYXkS7JaItprpc0dkkAfS/NArt21HXKJ6nK8PX7p6r5zms1VlbznZqYDyNpjkX6XKJFmZrvhqeBUr4tP5gWOh6UpbCPfHXdrvdTwXeqfr/qdZRluJa3X+xj0UbQ16bbeVEnA5nxujaJrHO3itt57Ho+Xdo5vY3dzi9eOPhmDDvDguC7l236k4UdNJCBWZ6xUk/XSNpfuDa26VTPS9Z+XthXX1yHtVp/+aEVnN2JU8GN8m0M19RyWkk710owGamdPD/E5YcGeNNLvwjfd+MN+A+f/0Tz2usvWVvamu9xGCGSKAy+TZDtuejrVmPKAT02XAOyDfPyMMF3iWqslO/koLznOmbSp6g9WhtQm7Frj6n67t1RmMiiOLraKw2+T2zu48mXKm8AP+Oz2Kz2XHNeG+XbVQPvtOFavRq0tPLdfCBfhHHUzlC9smq+i7aFjvF6lvLtubnBN9VIUzlKkx70pKIDaCXt3A8js5ysko0okhhr12RSvqlNURo6hSor39ZkFgXdFCCVBSd747Cz88ZebpvBd57KWgf7Wpul8m0HXq5T36X8rz78CP7zX3zM/N2o5jvCxORP0SQe7ff0xHxRKm8y7bydVmNtuZ3TptD9pKjVGKWd2+cKqceuVuKnMVyL+3znpJ23rnyrxzaux2Ll25o0aMGg7BOPnMejVmccKcuN8ux9F/f5ni7t3EzUcM33RQsH34xhp1D5zh/EphkHYUbaeZbyrfp8Ux/vrBt4UvlO9ruN0857Zl12sBUrsslWY5nKt19P+aZglEzXTm4NcdWRFTz76iP4iRc/AzdctmFe+6RLN/DA2d2lrO0ZamftSzYK0s6t9PKe60BK9QVqp6MDk4Z5hB9GeOWb70g4wp+qqHyr9cTbNNZ10kWTPm1C23zdcaVcb4/8OPjueThcEnxTj+/rL1k3f9vP2YZrABL9y0lt8xxV800DgtEUSl7acK2NFNYiCluNZSjfRUEf7Y/VrJpvL3/SMNKGaxTkN3M6jgOPNtLOVQp5cnn256DAftBzkoZrmcF3/qRjFqOU8i2lNApdefp/0JmSM05MTLW3DrpepJy+17e9X7ZmabhmqaXeFBNmH3rgHG6+M+4W0TztPPm/Iu+IvJpv+7opNlxrnrJLwXfd0oy8ZQEVlG+ddr6eDr6tYymEQNVTPPk+2pa8bcz+fVqKAua6xH2+y9LOG68K3/cnH8FvvvPexLrLjPLs/9P9J9FqrMbtPj5XinvCMwcXDr4ZAOrmszcOM2u+AZ12XjH4tntzU99s6k2ceF0U9/kGspUi27yt54lU2jml93p6XW7iizyddh7XdU2uZ2+kTMUGXrVL4uiaCvgp7fjUhX1cqWt80zzpsnXs+yEe2yo2D1tEqL44Vr4nj6NdWx+3WZJIu80PcpTvO09u43fefT/edsdj5n+0r0rTzlOGa0EYoecKU//bedq53r5rjsbKNxmirQ1cHCkJvqnH95Mumwy+aSLBZrVnpZ0nlG81g06KKFBT+Ta1lOpvpTZ3Z1Y3NK3GMu4LKcM1t8AxWS0jf+Ks6L4VGMM1ShNvUPMdSbPvBjk12nXwQ2mC5qw2fXZWD2WUhNpDIw1VLlQ9H9I136MgMgPesn20N+6u5tselLd5biaCvWmD7zA2Bt2Zk9t5nVRlwg9l4jxtZLiWlXZeoODSfk9nvxS1b4r7mhe3Mau8zTro8mpOUGVBm1Je8x1l1nzb2UeuqB6QZff5zn5v2zXfcfp1Cyq6ucdMLqtto7jtoW9adtIyywJhe2ImNlyTmc+Xkc40W4TY+9zuGN/1h7csdVvcZYKDbwZAnFaYp3z3PSehiBSRbbg2+V5Sd4xSlDFItpXvga4nppsjtXA6TMp3z1MKkL4xpg3XilyN98Yh1vueadVRhlG+d9U2nLwwxFVHVjNf+yStai5j3XccfA8Sf9vYaefGvCqKMpXvrAkWGuxTvb4fRsblvCz4DqJsw7W1WaWd68kX6jO/MwrMBNBaXwffBanz5M5Pyrdd853u8w1o5TvDcM3O6piu1Rj0suK2fJ3WfBcq32q9pEjbqn4WtAwy2bMpKnUIterVK5j8qwopaABaOfdoEgnITju32/j1PaV40mRmmrpmUkM/Mq7Ju+Mgqc6VLGO/w7TzdCeAtrD367TnfBBJbAw8eI6Yac03XeJCqEm4uvs+iCKMgrilnL2P66pxUYbnQFEGDR3DQuV7ouY7DjTb6fOdNFxrUvNN6dClaed+nHZuT1IHqYmUqudiulZcbUs2SdfwNgJmUqubT4YV9Qy3d2UbKrGaULRS2WV83PLTzuPfs1qN1dmfdJqVOePPktsevYC33/EY7jy1Pe9NuSjg4JsBEM/WZ7UaA4BBr0baud3nuyD9V9U1OoWDX2pHBtjpnDr4TqWdG5MtHZyM/BDCUrOdgkHo3jjITFvN45gOvs/vjbEzCrA9DHBVjvJ9bF1tX1kg2QVSSnz7H3wQN9/5WPmLM6CU3uNa6S8yXFNp57qEIIgma77d7BRgWsfD2qn+7M7IfNlWVb7jwaNOOy+Y9GmTzb1kzffOKDDrXPFcHF0rVr4fOac+83XH1iZa6anrKDmYXbMM10yrMccxLtehFXzXGYjbjrlA94ZrsfKdcV+I0sp3rOpnQZMRq1l9vgvKZSI9+WfSzhu2GnOttPO+62Ano41a9eXFaecDN1/5ttv4DcehucfZODUHeMOEwWJgzCiB4qBXSondcYeGayk/hNaWa6nW0wYRdLw2VrzZup3baukUpSJBKFUP+QwDqbqHMciY/HFE/oSAUb5Tk1RpbwObibTzeps4gZo0K08Vr7Qsy0QLyFdCR7osb11/R5GvQqLVmFO9Fti8r0Krsbb7fBep1fWXRSnsWYZr7W238qOJEuelbbiWu+/0/2myE0jeL+oE0MbtvEJv8VlBx5BT4GcDB98MgNgkZr3I7byW4Zr6YqEg6LYTFyZSFsmZmtLK/SB50ZMJGy0rHaRvDwP0XGHSmlf7yfZSQ53eJaw6ViD7S3FvHOZ+9iwOaZXj3O4Ypy6oACov7Xy9n5963zXjMMI77zqDDz+4OdX7jfK9oZTvzOA7S/m2jNAo82DguZkqJK3jYa18n7oQtxcrVb5DCSnt1h867XxGwff5PR89V+Dyw2r/7I4C7I8DrPZcOI4oTTt/ZHMPjgCuOrqCnitKDdfW+p7Vc5lqvm3lO570mMZwjZSTrluNxcp3Vto5Kd/JLgV5g9n9AuVbtRrLPgdiw7VmgRegBl626Lc2cBsp30rF1hk/vUnle2h1EqD75944zFa+RV3lOw6+d0dhSvnO30eUnt6kbrYI39r+JiUCNlEkEUTSfHdMe877oTpeh1a82aad227nBc7iedA9xEzYFaR8l6FKLyZbjeVNxtD57IcyVc8fmfeWGa61UfPtCgHXje+fTZYFAL0S4y5KO6fxBp0vds24I6orqXbQT2Od/JrvdtO3w4wgdOplUSCfsfGJWvWG30s0fkybz7kmZT/7fbS/Bp4qg5JSJjLVpvFYoft1GyZyTYnNFue8IRcJHHwzAOLgu7DV2BR9vo+t9fEvnnop/vCfHsSX/eq78d57zprXqT7fjqkTTivfxnjJSynfeju29n0cXumZLxwKcqmOauiHJvADrHYiecp3xuA9DyEEjq71sbnn46QOFvPSztdSM9yzhAbp09afksJ2yToZrk0OLEepVmOAOna2OgfkG67R6x7SwTfVew88p0LaOQ0e44A0kXbesQp1fm+Mo2t9c+5R2jllYRxZ7WHfD3NTnx/Z3MdVR1bRc9V1kEittfwOiI2BZ/VcVqpNOm1ymppvW0EDtMlZl8q3X6B8h5FR8tQ2Fddj7heYJQ6KWo2lDNeapDLbygmg7kVNFNDAdjvXk4/JtPP42qLra88Ps1uNTZF2nlC+rWveL1gGHcuurALsialxS2nn9J1D9/5pz/kwipTyPejN1HAt6XYuTFBQFfq8dG4lDKRqBme24z+RFUCn1w0kJ+FoG1Y8Z6J/NL1FUI17CzXfjhC1J6iymKj5zlnWSLcIpCzDnZSZocliqOp2ngra1bbkK9+9krT4OtBnbEP5pu3JPAZ28N1wVTQmSmcBlBquRXHwDajvi0TaeS23c/W4SDXfpr3fImzMRQAH3wyACmnnnlspgFOzgXHw7TgCf/Qdn4vXfstnYxxEePnf3WZeG0RJ5TsdoNCgmZ7vp4L0rWGQ2N7VlNo59EPTZgyI61nTX+j0nqxWRUUcW+thc3eMk+cp+M5Wvo3pXMcqbBZUpz+smLUAKAWagiPa5sMrPXiOKFS+B55rvtjHOh287zpm8F8WfJ/eHmHoh6bN2A2XbZi6/iyklCZgGlkqSiLtvKJPwbSc3/NxbK1nJq12hgH2x6E5F4+sFpccKK8Add6oHunxuTkOpZmYImxHf1LbgDh9zY9iA7pawbdVSwnMQPkOYsUtvR7KXiAoCM1LNab9kVU2opTvYsM1e8JoWuyab0CVwOw1mGwLImmOaex2nqN8W2nnnjsZfNdNqR0GBcp3wSCbjkNXRn32cttSvv1U8N3E7dx1BA4NPOyMZldeZF+3cfBQ/f2x8k0dFOI31x2D247RRNF9xL7e7LpvynxZ6bkTAWhc8w0ItNFqTBm3FXVCqUq65jtv28a61Rgp3+S3Y0+k1KlnT6Sri+J1h1E8Dmrj9k7Hp2hSripx/XiW8l2tD3cV0jX2cQp4cSBM+7lvlXgl+3xX34a0M/4iBLw+B98zhYNvBoCtfPcyn6/a59u0wLGCBiEEXvTsK/H8p1xignw1Q6++CPo5rcbobxpc9lJB+vbQx+HVeHvXjdERBd+RSUkHipXv3XGYWTNaxLH1Pjb3xkb5vuJwdvBNA7vdjs2/sqBB+rCi8h1GEl/x6vfgde9/AIBdT+tg1ao3Tq4jrvmmL6ZAu+ja50Ge27m9bY9s7uPU1hA9V+BJl60XKt/2oG5kKTeeKzDwHDii+wmPzb0xjq7244HUSCmFaz3192ETfGc7iO77oZmcSdd8++Gk8r0+8KwawcgMGOhLfDi2BwP1085j5bv7Pt90XU/UfKbS7ekz5n0eOv8yDdfKlG+rx2/Tmm875XZ94DW63hPKt5l0tDs5xNkmZGi45wc5rcbqtVEa+RFWex5We64+n+P1Fp0TdK1Fspu6QXtiqq1zk+5HKw2Vb5rIObTimS4csyBOOba/36pHAXTO08T6tDWs9PqJtPOiVmNBFHvCjDKU7547EdCE6QC14RwMmcTVNSXMXFZKzazSagyIx162gu3WcK6n40RGbUB+9oly9W4v4Cuq0669LL2IzD7faE8lpnM93SYtdqnPmbigtHN9zvpRlAq+63/f0gTrIsS7NKG5CNtyMcDBNwMgVr7z1N+qaefjlFpts9JzjQJr6lXdfLfh9LIGaeVbp50TsfKdnXZeNIjfHwfGAKUqx9Z62Nwb49TWPi7dGEz0ZCZcR9Wld11/nAXt76olAzsj5W78iHbh3jeDfBdrVo9pG1r2wIuNv/wwwjAITb0qPV9U8w0o9+/Htoa4/NAKjpWYldkDZVL4Ax2wCiGw1vc6T/W/sO/j6FpPmWx5DnbGKlihVmdH1/rmdVlQ/R+gXL0ThmtBUgEG1ATTvh/qWXdppWarxz3LV6BO/addOwqoQJKuk5MX9hMtcZoShMrs5vgapTZPuh3b948yVaqw1VjPzZ00JJOsNpRvqY2biPW+12ifBZFluFbgdj7wYuV7fxxOpP0CsAbkFYPvIMRKz9ETCKH5HGXt52z1sot5m0TaecX7WekydfC51rDmO9A1+rM2XItroEXtDAfALtuhyctkKm4dMg3XCpTvcShNy86E8k3ZCH13IqhLGq41n+QhRbVsgq/qsgBbzZx8Dd23B56LQ6mab5oIoTKiqpsSvw9Wn+/8tPMyV+860OFpo/tAaAXD6eNq12Q3nTRIZ4bRfig6bkD8WY05YyhT10v979tFUr7pPJpmW176+o/iV956V9ubdKDh4JsBAGzrAcOhPOW7wDXYxgTMGYHoSs81io3dJik2XMup+ab0ywnlO5l2vp7q7TwMIjNLCRQrA7ujsJbbOaDajZ3b9fHo+WFuyrnZtr7XeturT53dxfvuPVv4Gtrfw4rp19Qmh1y8bVVxre9lpnGP/NAY2yXSznVLFaKfY9pnb9vD53TwfXiAI6uqfjJvgGUHS0NfpS9HMj5f1vpu5yZ3m3tjM4Ckeuy9cWgG82Vp52OtggBqu231NctwLT7HA12/lzQlsycb6qTQpg3X7BZBX/eb78erb7qn8rLKGOrr99h6TvAdyET6dFnNt3GXz1G+x5Ybvk0QJVuNNVFTwyhZ77o+cBtN/AShRM8pSjuPlW/bcK0N5XvoU1qsKnGg4PvIaq9wH9n3ty5SzxNp5y0tn75L6N7ftOZ71sp32u3c/l8V4rKdePKSqOveLCUmPAc8p7jPN90fbeXbLgVIfxa6joUDXfNdeRMzCSWl7LfZ5zu/pprOt0HPSWRLAUkFW4jq25JQvkvU4UjG3xltZKfQPaWNMhB7eyaPe3lwXBW6d6ZrnMsCYfo/3Y+DKEp87lrKN00itfSZ2oC6jEyzLZ88cQGv/9DDnXW6OIhw8M0AiL8ACpXvCgHcOCwIvj0HQ18NhKl20HOThmtRJPFf/+oT+OQjFyYC+bRCtTVMKt+U6muC73GIFW9SQctUvv3QpK1X5dhaH+f3xjh5YT/X6ZxY7derAT29PSx9za/dfA++708+XPglGqedVw2+1XlA/auNk3TfxWrPzTRcszMM7ImU0YTy7Wa2k9v3Q/RdZRylgu8Rrjy8giOrPYSRzFWSkmnn4cRkzVpOmjwAPLY1xKvefnejLwspJTb3fBzTCu76wMXOUAXfq/pcLAu+R5Y5Yc91Ek6sQSQnrqM1q7SC6kyBOH0tGQDVUcCSyjfVau6MApy8MMQ9j7XX+5PuI5dYpl426UmHMuV76IdwRLLUhRh4TqKVkk1a9WpW8w1j/Aho5btJ2nkUmWOR1ed7aGWkGOXbzw6+KSCq43a+0nNM5gipkkdWe4WD7L3ExE+lVdWCVCZHTHbGmH6ZyZrvadNn6VrcGPTm4nbuTBl802tjz4z488sauyJt2Eg4BcaNgR18ZyjfKz1n4rPYSr/jtFDzHSVbjTWq+U4FcVmTXbZR4kTaOe1DV6WdVw2O7X1f1mrMDr7bdDtvwx/EXsREf3fUb5mYR1r5npw0yX5fuuY7CFM133UM1/R5V2aQN0uaKN+RlDizPcJtj261vVkHFg6+GQDqC2C155pBfBpV890s7ZxU6FEQWb18k4ZrZ3dG+LMPPYw333rSDIyM8p0ahG7tBzi8GgfMa4NU2nmQTDunQWhmzfcoyExbLeLYWh9BJPHA2T1cXUn5rhYA33t6B5/3Czfhow9tmv8pc7Hk/j+9NcLWMMCZnVHusmiQXiftHAA2d1WwaNLOPTc3mE2kTltOoMO08u1mp52PdG3+tcdW8fC5fTx2YYgrdPAN5AeudqrbKIis4Fsd59WCtPNffdvdeNXb78GD2mF9GoZ+hHEQmdTyjUEPO6NQlTAMUsr3XlHauW6lZ7mdp3tdE7TcnVGQqAvOUr6ncju3lO8ginDyvGqjRz3Y26BM+R6n085NH+48w7UQqz03EfwSWYErEei0fVKYm7qdO9ahWh80Szv3w8m0c/satks96DNKORn8AJaiU+EWQCUBKz0X6/1Y+fYckalE2thZMV20G6Pjv9b3zPXRFDvFGWhW893TrcbGVqeHOnzykQv41t//YK2UemkFo9Mp3zrt3I8NK4lp0mgnDNcKapf9RNq5VfNdYLgWp51Dm5JV3sRMaAIu3nfNJuAAq3dzxqLscpG8Pt9Uu13X7dxxBASKlVQ77bypWG0f1zbSzu3zLSvjoa1A1bTilMlgsyhjwX4dCQoTaee1lG913tHVsgCxt7kXTLN/6XjdfOfpVrfpIMPBNwNAKZ5Ffa4p7bzswqSBQ9qlGYjTQkd+ZGbZXEfELcRCiXNacX343F6copVhuOaHEfb9EIds5TvL7bw3OYhP39jDSPWkXpvCcA1QwcKVOW3GiNW+W1kJe/jcHqQETpyPA5633f4YPuvn32bSwgHgzLYKuu8/s5u7LBN810w7N8q3Til3HFFouEbH1s5OoNpRIs/tnNzBrzu+hrsf28b2KKgUfNuppyr4loltWM9JOz+9PcQbP3LCbPu0bOp9FKedK4OqXSvt/LAui7iwn33sKWUfAPpWzTd9lgnDNdNCLUwMpEzNt3WO1UuDowEczPLCSJpz8JHNvdZm52mfH1+bVL2ASeW7yCgRUOdonlliVuBKUB1hWXBfBbsmEVATgbsNPB7skgI6B7LSzgeW8g1gouYWqGfERRMjKz0Ha7rmm8oolCdB/jlgZ8UUuaJPix0otzHYB6y0czJcm3K55PSdbh+Vx6Pn9/HMl70Fd56KlaKPPLSJd999BmcLJlMn16se3SmDb7qmRikvFqBm6yT9tnTaeV7LLOqKcnR1cgIuVr7diQA2oXy3UPMdRhLCNl1soea7qGXVyI/HNJ7rKFPDcUr5dlT6eNVNiRJBe3Jb0ii383YUZPv9bZSB2MHrhPIt4/KjtgzX8tPOs99Hr6fJ8iaGa6FU511ban4bpGvg60Cbf/NdHHxXhYNvBoAaLOS1GQNggqgyBTXdHsyGBsLDIDQ3656T7A19blcH35v7cSCf0WqM0qMPW9u84rkQIq4fU27nkzXf6ZskBSz1le848C+t+R5km5VlQUGdrZzdf3YX28MAj1gKJA3S7juzk7ssGkxXdTun/Wpqvq22WUWGa3R+9KwUXlsRBwrcznWGwnXH1nD/WTWRcMXhgeUUnhN828q3P5l2njdZ8Mf/9KDJqqiaEZDFeb2P6DxYHyizpX0r7dxzHaz3XWwNC5TvXjy5ROm08bmfHMyuWcq3H8Wtxuh1FPCtZqhGRZhBvKWkB5HEo7qN3tCP8PhutmN7XShwNMp3KlAJQomeF39ur6zPtzXZkYaybbLOuzYN16hfMLHR98wk4TRQr3NAKXzprJGRFST3MyYqbOoM8Ox09vW+iz1twLgx8OC5k2nANomsiw4Gk7Y5Wuutxhoarvmmz3fSRCuPkxf2se+HePhcfD+nbakzIRi3mZoudZr2I51bQUL5rrwY832e/tp3HZE5EUPbaJTvjJrvlZ47EdTRaSWECsCbnmVSJmul26j5LgpuTdq5vuevD2KPADt7wBHVlVQ7aKfsn7x3tlnzbV/jbfT5tj9uVrkBnVtNsx2M8p0KNsvczul1iVZjiT7f1beBzjs6XotQKh2kJiPqQO/5xCPna00eXsxw8M0AUF9+GwXK96UbAwAwPZjzyGo1RlAgPPRDc7NWg19t0hVEJt35kXN7sfrnpdzOg8j0f7ZbjTmOwFrPRWmf79SdjgLKtbp9vnXwAKC85rvnVVbCKKizjXtoMEf73w8jkyVw3+kKynfFPt9bej37foihHypVsUfBt5dw07bXYVKnTSAjtaqbNFzLdDvXacPXHY+zB660lO+8Xt92YGOnnZOSuZZRZ783DvDHH3jQnM9NlG/KDjiySmnnnmk1Znsn5H1uKWUy7dyq+TYTCanriK5RZbgWp53TwIEC2bV+cYpwmrRq4+hB88kLcXDwSEup5xQ4Hi9IO89UvnMGeHvjILPNGGCrxpPHmQLmeMKo2cDbbrNE7eOm7fUdRDIx8ZKeuBr5IYSA8UogMg3XTM13+XqHiTITVSqzNw6wNvDgOqJwMsHuWtBFj3jbiKsz5dva7s0ak01hRK3G1D2rzHSNtj/ZWpBU6OoTC1ltpqYzXMuo+Z5C+Xad5P3KzUmfpvUcLqr51n4N9nbYxpBOjV7YeYS6XKSNdoPpe2jWcbDTzoE4W8p+PaXBV/1s6WwAIP/Ytel2bs+LtNH6L6Gkh5OTLl5JcFwVOga0HNP2q6bhmq9LdLK2v4wwXfPdeBqpOXTdTXMoIynxnGsOQ0rgnXedaXnLDiYcfDMAVHBXFHxfe1QFRidKBuA0E5jtdq6Vbz+yZspFQtGmgPLx3THO697INAi1W5LR4MZOOwd0nW9O2nle+iq9vq7yTa2SAODqkrRzpXxXSzs/b5TveEBCaYwUfJ/bHZuZ9iLlm9LNbeU7iiT+4kMPZwYkdlr7+T0f+37ci3U1R/m2+6kn086jibTzIJITgxJypb/u2Jr53xVHqqSdW8q3lXbeN2nnk5MFb/jwIzi/5+N7v/jJ5n3Tcl5v17H12O387M4IkUTCOT8v+Kbttcsq/JQSlc4godKI3XGYaDVmar6tiaSyQfjW0Mddp5SRWlbNdyhV2jkJug83qI+3Mco3tRpLTYDkGa7lKt9+lNupgBSmTOWb6u50ym6T1EkaTBEblKEwpelaaGU1AJOdAoY6q0QIkZjg8pzJ+y79q0pQRvcJ5cbs6taDIdYHXsIBPwtbvewq+HYdgYHljdAUmuxKtxq7/8wOPut/vA23nrhQaTnKP8Ax36Hbo/wWifZ6ksF3E+V7unZZcasxnXae6PNdeTGxapua+1GtxiZfT/c+MgxM1nznZyMYlVI7gjd1V45ke32+Y+WbgsTJ19iGa0DSG8LuYe4U9EdPY2ctlbUVVH2+2wliw4JgeRrKDdf0702Db+ppnzIYc91qhmvJVmPTpZ0rj5C4Rn8Bss7N/phm/0YS+LRrjuDyQwO8g+u+K8HBNwNAtRrbKEg7v+aYCi4fOV8cfBe7ncfKt12faxuunduJ1QaqZaZl2TOOlMZ7OLXNdpA7DJJp5/EgPvlFEaed13c7Jy4/PCh87Vq/eg0opXzbA5I4+FYpPVTvvd53cf/ZguCb0s6tgfutj17Af/mrT+Dtt0/eJG3FZnNvjP1xXM9tZxUk12HXfMetxoYp5Zt+TwdCw3GI1Z6D645bwXclwzVb+c5JO08pj3//iZN41lWH8QU3XKLW3ULNd+x27pnMgbVeKvjOGJykB2K9RM139nVEivruKLvVmFG+e17pYOD/vOdT+Le//X4Ak27FruPotPN9POPKwwBaVL79lPKdSjv3Q5lpuJZnsrVfSfnOSjuPP2/PFY1VLzvtfN0o39MF375lpgdMTuAkOgxY54iToXzXGWwn0s4Hqj3i3ijAel+ZcRa3GuvacE1lA6jtaCn4Nun7pHyrv09vjyBlta4T9D7PqvkuU74DE3zH+ykOvusr346tfNfY90Fa+bZc5OsqecBk5oWXM6ll7m+u0OUN8blDJlbGgV5ObpMQgIBoHLREOvvFZMU1WCCpl1VrvgE1YUvf7XbtsSOqf7Y4XT2uuS+qW463r9ry87A/n9+G8m0tI8twzW0pRZvGQkb5NpMmFd3OrVZjdtp5fbfz8hr9WRK3Gpsi+Naf58anX4Z3332mtbKggwwH3wwAYGfkFyrfVx1ZhRDlyneR27mddk43Mi9huBaZgAZQ6oO9rH5G2vmE8t1TQW4USYxz+3ynlO/RdMr3oRWVinnJej+zx7DNWt+rPBAnRdUewO2mlG9yOH/e9cfxyOZ+bhAZG67FN0P6sn8oQ8m0le/N3TGGfqrm2w8nZkaVq3nSHCqr5jvPedqu+QbUgIR+XEdUrPmeTDtf7bmJVFhAZXhcfXQlNv9roeabJglsw8I16/dcl/cMQ8E4HTWenLKxe8PadcH0mUlFXq2Qdn52Z4TtYYBxECGSUg1oU32+Hz0/xFMv38CxtR4e2WxX+T5aaLhWo+bbL6/5zk47j8yArudkT5BUZSL47ucbb73/3rOF2SqAOre9dNq5PdlkX3Olhmt6mRVGrbSfqObbDyXO7/tG+S4Kem2zvy76vY7DSHuEiNZajdF1llZZ6V5SdUIm0Om8xnCtLPhOTbLZ21K1RAhIpjqXXSdZpN3OgyhufVjLcM1y3LY5tOJhZxhMfGfYE6VrqbZ8ds03kExvltZ9yhHtqLe223kzwzX1GHcXyE8772cE37YJrSOqB3N2Kr4wddH5aedkzNZUQS4KlqdaXsLALR18t9hqzJzrSaW3aNLE/j+JCOlWY/XczlOZCvOPveNMgCm+Bun775lXHcb2KCidfGQ4+GY0u6OwMPjuew6uOLSScODOIt2b28Y2bbO/fNOGazSAuS+lfNu14cZwbTWtfHvYH4fmS241S/lODajSCmZVHEfg6GqvtN4bUAr1XkbgmsX5DMO1POX78558HFICnzqbXfdt+nwH8bopdfzhjGBqJ6F8+4ma79W+ByknlZlhEJogh45lEEqddm4r39n1t1TzfWSth8MrnskiEELg8IpXye18GMTZFDQBsNJzMUztc9pWY/7XQPk+tzvGas81n/GQHXwn0s7dzCA/Xf/Xs4L0tNmgWW4vdvQPrbrgrJrvskEKnV/7elm2Wze5nZ+6MMTVR1dx7bG11tqN0ede63tY7bkTfb7HQd2a7xArOcF3sfItTaqh11j5Tqp+RvnOyBT58Td8Ar/zrvsKl6eCuVTauZ883zOV74x2a2WpqDZ0ba94jskEOr01VMq3U7yP7M/aRg1oGj+M0PPU90VbrcbGYXLiNUgF39VTf1XNt0k7zzFYJGg9QSL4rq98Z7md1zmPJ93OJQbGkKvyYibKVoijaz0EkZzI+qLJk56ryhts5dvPyUYA1HVG53MdR/A8ogha+aaxQbMJOACFNdVxtpP6bHbauZ3FUKfmO9nnu1i9pZaIrdTLW+ttowwk2WosmniuLeWbjgHdDycmTcoM14zyLROZK3Xdzh0BUK+xxejz3UD51t9/RmCrMYF4scLBNwNA13wXpJ0DKvW8VPkuSju3DdesGzfd9MaBUr5vuGwDqz03Vr7JcM3VacuhNOmAR1aTyveabukVp0+W13yTsc7x9XrBN6DSo594yVrp6/IC1yyy3M5psoE+twm+n6TSp/PajdF+kDJWVkgNzqrh3R4GuHSjb7YjkXZuWrklg6WRH5mSAs9yOx9abbSA+DimAyE7kHjyZRuJ2u8jq73cNl1+jvJtp51HcvJ1K57bivJ9YnMfVx+NJ17Wc4PvnLRz0y6KFMx4EBP3uE+lcWqDrd1RYPpUAxk13323NADa0QPePT/QxkO22hyXD1xzdAXXHlttXfkeeE5m7/iJmu+SWtbhOEyk+dsMCro02BMOTVOZ0zXfdPyzlO+hH5beB4IoI+3cOofsayuRol/QaqzK4DChfOsShy3dhtJzReE5ZftBdFHzHYQqwLW9EZpCQaBJcU5lnlSdRDA13xVbjdH+sfsE0+C3jvJtu52XKXd5263WGSvxdM20kXZOrcTS5nU0edLzspVvIeLvC/uyjGR8nYkWlG9aHk3CNZk0mqz5zle+aR9vrHjmPkyntOcqH4qqt6PQCtrL0phtxbXpJUrr7btOK27nUsbfd1k132V9uKtCx2Cyz3fxpFO65tsPo8Q9uc65KKVMlIosQOxtSgem2RbKnLN9nZhiOPhmMApCjMOoUPkGgGuOrpYq30WtxsyFGcR9vumLRg0uJR7fGeOS9T6uO75qAomJVmNBhPfeexbPuPLQRNo5tcMaWoNIglLV0gPDxxsE37/+/30mfvpfP7v0dTSQTQeuWZDj+/ZoMu381AUVfJ/dGeHQwMOzrlL1uHlprMOESZMOtvR+zarh3R4GuFYHv+f3kmnnq3038X5iFISJdlmACtrsNlqA5VafGjjvj2OF/FX/7rl4xdc+xzyngu9sFck+jllu53ZrO7MP/BCrfScOyhoo3w9v7uEJVp267XBOrcYAYOA6GGcMqLPTzotrvgHtqj4OEERxkGrSzvX5tdovr/mmc2p3pMo0bNXKDsSvPrqK646v4cTmPqSUuLDv4xt++/2VzajS2HXFa4Os4Dvp9F3Wp3rPOkfT2H4SaSjllF7XxEE7Sk1ebFjlAWnGYXkLMhVo2teOO9FqLO2zAMRBhE2dWmCjfPfchAeGSjsvaTVmp513MJokF/wyBb7uMoH4e4L2kUk7rxgBqWtRmd/1PSdx784ifZ2rbdGBcI2Bq7QCr2lajfnGcC1Os6drppbhWk7wfWQt27fDTJQ6Qinf1j1gHEpznIF0zXdcGlOnLjqPSN8Dykwdq1AlfTmr5pvuEXSuKeW7+jUUWfu+Ss23IwScGsvPg94+6BXfF6oSSpnInLOJrHt102NO3z+0DrsEktaVRdrtPAglgjAu/6kzH2iOwwLVfNPE4zTbInVGysDydWKK4eCbManGpcH3sVWcvLBfmL44TgUUNvaFafp8U2CtA4/NvTGOrfcTQU067Xxzb4xbHtjEjU+/fGIdNIseDyKT2+E5zsQgdHN3jLW+W1q3ncWTL9uolHa+2ssOXLOggUpW2vnZnRGCMMKZ7REuPTTAat/FNUdX84NvO1XVOJ+rxxObk8dya+jj0o0B1vqulXau9iGpeek66qGlfNPxHOpU5pWE4RoFvMlvqZHlSn/9pesm+AdUK5rqhmtxKiOQzLSw98GK55rtmlb5llLioceTwbd9/diB+KCXXfM9zkg7T7cgyprEWtNpmkGUoXyTf0GvvOabgiXVtiw5cLYV1KuOrOLaY6sYBRHO7Izw9tsfw4ce2MQnpw2+rR7Vaz1vYkIqrXz3nOwBGbE3zg++VwqU78j6zJ7bLHUyXfNNbQuzTBbHljN/HhTMEX035XZutVGkyUtgMu0XsIKBSmnncVaCfQ6v6bTzwlZjdtp5S8GxTRBK9D0HvTbdzlPlSdPWfNtGVodXvNKaR1qPnXY+lfJtBXx1e1WHkTSBzEiX54zD2CellvKdCjwJKuUifwzCTjunlnbmuTBC33XM57EnQKSlfLdS8x3RpHyLNd8FmTrptPOVXuyjYtfvOzkt2jI/g/U+URLMURDrCNHYl8EYkLVUBhJJae5jE/tOlgfHVUm3GqPFlRnRTbid67Tz9MRdFSgDgY7XAsTeluFa/fdS5lfR9y2ThINvxgR2VZRvP5Q4rVOesyiu+dYBj93n23IbHgeq5vv4ej8RgPWNuufAEcA77jyNIJK48emXTazDKN9Wv1obqmW1Obc7rl3vXZeiGlCbcRCZ45EIvocBBrrv6eO7Y5zZHuEy3av6yZetFwTf8foo6KVtGIfRxLHcHgY4vOLh2FpfpZ0n+nxPTiBIKVUKrL7pknkNuX4PUq3GaL029jrSHFnt5fb5ThiuBbHzaD8VfNPnllJiX7tE91z1xTftDO2FfR/boyDh0L6Rl3bu5rmdJ6+VzD7fGcH3el+Z9NjqqKn5Nsp3efBN55mqH48SadP2IPqaoyr4BoCHz+3jrbefSmxjXWL1x1WO9Flp5xm9q7MGxqE2VlzrZd+78hz21fKiRGu1RjXfUTLwLVK+/YrKt30MJt3OU1klbnz9pamjiOYp3xs67bxY+Q7NhEEXSg45wPcc0VqfbzoO9FlNzXeQVMXKCHTNN6BNtCq6ndtp59PVfE8q39W32Vbdo0QwBdTt8x1vhw2ZKlLbUHt9gEo7X+8nfR/IcDE2LrPWY01ytVG3LKWE65S3M6yC7Vaulj35mnTa+apV/mTSzi238yrHIGG4ZlpXZb8vNlxrIe2czhfPgZTNS02iyPKMyUg7d0qC46rQ9w9t7+Rxy5m4oODb8iIYh3E71VqGa5FK044zFeYffadbr9WBrssVVr4rw8E3EwffFWq+AZjaz1tPXMB77jmTeE1xzXdcD2JShJ04pfzCvo9REOHYWj8R1CRUMNfBPad3cGjg4bOfeGxiHWt9F7ujMJHaapM1yD63N8YlG90G36TM7ZakndMgxRHxcZFSYmcc4EmXrgNQjudnd0a47JAKvm+4bAP3n9nN/NKwB3I0624rVGnTte2hj0MrHo6u9VSfb8vMilKp7YHS7Se3EEQST9bbBqiJFNp2u9VY340nXwg/jBBEMjfroCjt3B48Zrmd0/lGSr0fSkRS/V/oL4ppZ2jJKT6Zdh5fP6tW4JLX5zvdaqyv1VcpZa7hGq1nbxwm6oLTyneV4Ht3ZCnfUmYq3+t9F4dXPTMZdu/pbbzrbnXNZ32mKgwDFaS5GSmnQH6rsazPQ8d2tZ/9VRb7DGS5ncdp2k3riENd80as9lwIMdlqLAgj7UOQvy4p5YTh2sBzEueq6iSQ9BUAsoPvOi7BtlfGet+eTPLgOsWp+fvj0JQBddXnu+c6qj6/beW7T4qbnvyKKO28YiAbxsdrNaXk5r1ePVqGaynzsyqk1VK1zRVT5Sc8Myi4mCLtPEf5Pqo9WSaUb8vTYm3gmfsWPddzHTOZlWe4JoRA07MslMk+320o30UeC+lSI8oq29cToIC6Xuu0A0sariW3Jeu1jlZc26iXB2wluNk1KWV830/vu6ThWlPlm2rsk8GmW2CUZ/+fJjrJ7Zzuw3W7Ayjlu50JhTag4zdNTb2U6rwdZGQbMtlw8M2YWfpDJcr3tUdV8E113z/3d7fjpa//aOJird1qzBr8ntJttC5Z7+M6HejbbUCAeJD5RU+9NDMwWet72PdDMygfpNLOXVdMOGnORPnWA9n9kkHZBT1IufLwSkKZlBK44fINAMrx/My2FXxfvoG9cWj2n00yVVV9bjtt3DZdk1JiZxTg0EoPx9b6eHx3jFEQTSjf9megQOwFT4uzEHqOYwI7O+2fjkXaOApAofJ9Yd/P/EJIGKkFoRm8mrTz1Cxs2gdg0HOm/pIwwfclOWnnacO1rODbUoBpu0lBIEWs700GU2QqGERJt25AHdu+66DnlKct0oBXKd/JgbOr9+HVR1chhDDK95996GFzHk2rPtop06u9yUAl3WqsqOabzkV7ssPG+AxkGq5ZrcYaBt8yNXkhhNAZCpMTC+oxf110b+wVKN92qQYQf85MwzWRHwykGWYYrgGqjEK1n8vf7r1xYK6BbtzOlReAyhBpV/m22wcBseN21SDfngjrucUt2QAryLeD72Aa5Vs9OsJy2a749onMoSj53T2NcVta+T68ml3zTa/vu5PK9zhQtb9m0iilfNMqHIHK6nAe1J9YkMN4k/NWlquZaU+cVauUy3aup8u4yjVLh5EUbb0pmVAQ20a9fKx8J6+dqZdnpZ2nrx8K7tTvzdZD11dsuKb+X6Z8G4M5y3DNt5Tvem7nSYM8NJ5Gao4fJvdHHci4kA3XqsPBNzOF8r2PvXGAjz68ic0937QEA9QgV4hsBabnOnAdodpCmUApNjyiHtbH1mPlOx3E0yAzK+UciANEmmnPVL4z0s4vmcJsrQ60XVlpqDaberuvPbaGoR8hCCPznhsuU8H3g4/vYstyJb9Bq85ZjueJtHNL+abg8OFzsena3jhEJGGU71MX1HNFaefvuusMnnXVYVx+OK5773mOqXlMKt+TgVBebT5xZLWHMJpsVQPEX9CrPTcz7ZwGNqbdmpmQ0fV2nlvL3MiGgm/bmT2pfKfSzotajZFZnflSl9ZnmZyUWO8rk54wkiZAo+ttdxSg76mBq5T5qXBSyrjmWxuu2QNnGohcpSfc1voeLlnv46MPnTeTdNMGqyplmlrtTLYam3A7L1CSTPCdM3mT57BPy7NrvpsEjGFq/wHQTu6pNmqmrCB/XaYThJsMvqdVvuu4nQ8tQ6j1xGRSudv57jg0bSLbSKM8cX4fv/ee+83fdF5UCW6rMgpVX+t0dkVdt3P7XMoqbUoTpNajfq9f851uT6WWXW3f2HW6oyCM7zkZLuNVtyM9+bPSc7Hac037TLNuk6UU13zTvWpMxyTDcI2MnQBYKdbVt3Nyu+PluRljg2mWVWR6NgpUlwJSPGl8su+HmfX7Va4jk3buoLTmm87TNurljRJsGZA1XV4vJ8vJVr6LNvtvP3YCL37VuwsD9LTyHRvlFWd8mLRzqy7dD+KsvbrKtyPic3ghlO9GrcZ02rkpo2DluwwOvhkTfK+XKN9rfQ/H1no4cX4ftzywaQYOH3rgnHnNWJulCDE5CARU/1gKKoH4htf34uD7+HrPBN/pVks0KH/B0ybN1gBgTX8GcjCvXPM9o+C7LB2R2oyR0rg7Co1z7vWXrMERwO2PbgGAUb4p8D27M1mLP/RjF/uhVfN9ZLWHKw4PEmnnFDBv6JpvqgdPu51TwLM99PHhBzfxgtRESM8VZpvLWo3llQcQR3KUEyAeuK4PvEy383gWVq2DAu0Val3Xc6buR/nwuT1cutFPXDMUeLiOSEwa5bYaS6Wd207xJi0zQ/le12ma1N4IiE3JVFCWPXC1oWwKQJVChFImBs400LnGaqVG5+S/fOblcESDmu8gVm3TrcaklFrhtNPO8wd3e37c1zwL0+c7Y5KFTG8Atf+aGa4lHeIBXfubmmyjSZiidcVO0Cm381TGyEqGn0LTtPORHwcH9j5Vbuf5dfFBGGEcROYaaCPt/O8+/ij+x5vuMG2qAn1e9FzHBIpN8QOV6ppOO6Z9nfU5pJT49ZvvwT2PbZu/fSvtvMq5FGRkQNC666hGttN13bTctPIdpIKLNlqNATAlTDZ2K0XKsDDlQUHScM3OtrBb+rXhFK2CUfV7WWZHGZGUEFBBcN52jfwo8Z1Ik4b749D0GE+6lldRvuN9L4RKKc+tW5Yw6nzbaedNTdek7XaervmWxf3TidtPbuHOU9uF9x/Tasyknav/lxm6GcO1Hn1eCT+KzWbrfH3QZPciuZ0Hqf1RFWUWqLK9skxumWw4+GbMALEs7RyIe32//77H0XMFjq71ksF3EGXWexMrPVe5nU8Yrjlm0HFsrY+NgQr0+6ngue85eMaVh3Idxqnf77kdHXyn085FcnZ76IfYG4dTtRmrQ1XDtfOp4HtnHJiygCOrPVy6McBtqeD7mDa1SfdSBdTnowDWdjtf7bu47thaonfz9lANkFTaec8EZ3Gf72TN9/vvexxBJBMp54A6lrQsO6jOSgGuHHzvTQbfdA5tDNQ5lU47T7e9SK9rxXMbpZ3bvgRqfWoQv9Z3E5NPadWSSLud96nHaTjZs9yG1GLbEdtWSQeeU+p8bGdgkOpkB480iL76yKr5H9V9v+hZVybM4epiD0DX+l6ijME36faTyneWKlWmfHs6sBqH2ZkTCeW7gXJjuzAT2W3UyoPvdEkOoGu+0679vWrKd5w5UP457OUmW4258Nz8lkJ7ets2Bu3VfJPRIgVl4zCC5wrlTN9g+R95aBP3nlYGlb5RWZOpo0GB8r255+OX33o33vxJZTyYHrxXOZdi5dsyPTNp59O5nZsJhIrncaJbhOWZQedSnXjAKPAZ59+R1R7O57Qa62vlG4j9UJThorDKJZLrMYZrLRhw2S0CmyrfEjoDoSTtfGBdt3F2VphIH3cL1PM0tukePRbVfFOQ3qbhmv33tEQy2cbLRlrHvShQpe+DopIrur5oe9MTR6WtxlxKs1fXDAXj9dzOUzXfC5ClTfu8blo/vdwRVntXTjsvpTzaYg48O8NqaecAdFurXZzfG+MzrzuGY+s93PLApnmelLc8VPAdz7Kne3gDcb/t646v4WzKjft7vvjJuOJQfmsvmkU/tzsy67NxU469pDR3HXzHPbJLDNco7VwHdrujwARKGwMPVxxewe0ndfC9ofYDBaibGQHqMFDB94nz+yYA3BsHKvg+voYPfiqeOCGHcpV2Hu+PibRz/eX1rrvPYGPg4bOecCyxzr7rmHMqS/m2g29jmDWF8k3plUb5znE73zfBd5ymDqgZ7GkN1x4+t4/nXnc08T9V5+tOtL3KC76z+nwDKgCl5/J8DXZHYSLV1Fat+55TWue7kwi+MwzXdOB39dE4+H7K5RtY67t4wdMvy02lr0IywFP161JKCCGsSYfJiYAsVSqu+c5vE6gC1wzl26pz77lOaUlIEaGUE22+yJXehvZZUYDkpyYmgcnsifR9ls75rFZjps93hRHe0I9rGF1HYKWnJkVJ+c5Tt+g4HG5R+aZMHJrAoBZU/YaGaz/5xk/iiZes4Xe+5XkYB5Ex/wMmg+Ks4/So9jxJ9wKPJ3KczDIZGzoW9vJp3XXuSbbTdZ3yAnt9ap1xq8ZpDKTseuU0R9d6E5On9uSi+V4ZhcChuJ971uchhQ0oT7Gugh3MexXKBcqWJUS8fXmtxuzr1m7fabIY3LgFVZXtiVLBY1FKeVzz3bx2Ot16q2n7vzCKle/0vUoi/nxF2033inrKd37Whk1Wn28/kPH1UqfmO4LJUgAAuQA133Qfq3s9mf3HynctWPlmsDMK4Ij8AMjmmqNreOjcHj554gK+4IZL8DnXH8dD5/ZMyjgNkPKgVF+60GPDtXj2+bB2zH3K5RuJIBAA/v3nPRFf+qwrcpdPxkvncmu+k+rN41oh79pwjRT58rRzH33XMar29jAwKdzrOvim7b/0kNpmz3VwaMXLDFCHfmTavdANcd8PsdbzcJ3u205fmqRWH17xcGy9Z5ZhglXPgRBqoC2lxLvuOoMvvOGSiUwHO5DJajWWZQKXp3znGfYA8cB1feBh5Ie5aeejlNFcU+U7CCOcOL+fcDonDq30EoohoNxRx0E0MWig/dCfCL5j5+Gsa2ljoFKQ9/3QvMceOAw8Nx645nyR2u7Cu6PQtKAh6P1XWWnnL3nBDfjHH/5ibAy8Rr2Wh0FSXZUyHhCluyCo3wuUb3388tLOgfy0/yBhuNasfVUUYaLURrnST9azA5Pt9tLbBWDC7ZzOoSCjQ4BRvt3JAWStmu8gqaiTUeR634PnOLk+AnRfM2nnLaRR0sQFXaPKUVzAc1TLxWkDpXEQmft+rHwnJyjoOGVNWJy8MEy8ZiKLyxGlkwN0rtnnQdxqrE7Nt3p0BEpLTdIEqckc+tvUfE+Rdu5kfPUfXe2bSW6CPn/Py1G+c4LvZJ/vdmq+6R7gOk4z5VsmJ0Gytis9abZipZ0br4fEMsq3J7SCHwCFqjZlOKk+39U+Vx60aWmzwmmJLLfzrLTzKg7wNAlYdBxN8C1J6VX/L087V4/JPt+W8l3j3KEWd22cw20xreGauQc5wpT0cZ/vcjj4ZrA9DLA+8HLrtG2uObaKcaDa5XzhDZfgedcfBwCjfpemnXuuDpRSAxZ90z221jNpYC/7V8/Ca7/1s2t9FjISi5XvVNq5k618d91qzHMd9D2nvNXY3hhH1nqmBMBWvg+teLji8MC89pL1+Hfqy53GTjunG+K+H2Gl7+La42uIJHDyvBpMbhvlu5dUvvU+FUJgradSae87s4sT5/cn6r3VZxVG+bFNoej3UZbyndMqirY9q9c3BSkbAw/jYDKbgiYNqK7bbqMETK98n7wwRBjJzOB7feBOBIKxO2oq+LbMrYDYcM2u+c66luL0/zBRs2yvzwxccwZEtiK7Pw4T6ZcA8KyrDuOznnAUz77qiPkfZUsAalKAeiHnEUUy1+U9TjtPGhHa/X+JouBxryTtHFD3nHSXAapTo8/sOU4jE69IxrWjxHqqhRKAiT7uWaSDOUDt70iqAd8wlTEBxI7DmW7nBZMXaUZ+lPDJWBvExng0qZWlfsf3KJ123oIbOU0Gxq0CqdWYMH/bRJHMbUtoE0TSpEGPUoFeuuY7a5+d1EaUdO+g13jWRFjZQDw2drOD7/rKt50yW1f5tks8RkFkPnNc8115M+JSiYzo+9h6ftp5z4lrvuMMBxWEZU0mJPt8x/+bFruG3HWanbdx7+Z42WnUvc9KO7eys+LUfTtbpbryTfeyIlWbMnRcp7wbRhn0fjsYbYKU1QzXCtPO9b2iSIWmSW+aSEybBeZ9DZjP2yPlW/f5niZTRC5izXcz5VsIdQ/0HMHKdwU4+GawOwoq1XsDKu0cUAHMc59wFM+++jBWeo6p+y6v+VZpjGFK3aEbuK1AH1vvmzrTqqya4Fsr315a+U465Z7bnY3yDaiJgbJWY+f3fBxb65ka8d1RkDDEu0Kbq6l6+Hg/H1vrZaadj7KU73GAtZ5rnLrJdG3HCvLt/bGSqFHzsLXv4xfefAccgYl6byCZKp3VDimr1djAyw6ejqxVN1yLe2OT8l1c8z3w3MzapAfO7uJfveY9uO3RC5nbZJzOM4LvjYGX6I8MWOn2qWBhFKiaY7oG+lZQ4YcRHJGdCme3gKJAhHq3qs9Vbrhmp1jvjoMJ5fvJl23gjd//fLP/0/Q8Uap8//EHHsSNv/SOif/b6upqf3LgDcT7Akim46eJJ2/yg++NFW9i0itdp9vznEbKjR0UmPUO3IlU9thwLX9dcTCXTDun95OavpZy1AcmWz0BxW7xaYZB0siNzmXV5zt/OXQcNlpUvrfSaedRnHYOTAbff/eJR/H8X7y59B4bRtJ4a5C5V3qyis6FrM96IpV2Hgee8URyqeFaqrbcXl495TsOvOqnneuynb6rJi9Tfgt1gwkAExNQAHBktY8Le8l2kb65V1vK98hWvkWm4VokMaF8Txu4SGvfATQB10D5RtrtPCP4DsLE93ai5tuawKhTz54uGSoyUwsjtNbnO13z3bQDQSRlfs03qinfdG8sOo72d34o4+Cb2mvmpuzT56X7TyQRhHKqVmORzpIwaefzj72tmu9677M7LgBxaSlTDNd8M9gZBZXqvYHYCOxzrj9uAqbPvO4YbnlQB99hNcO1XOW7Ye01DRbP7Y4SjqlEWpWg4LvrVmNAXKtbxObeGEe14RwAbI+C2IV8ECvflJZOHM1QvlW/6AhHVtVns/t8r/Zdcyyp1zcpTRsDD/5avI9sVXGt7+KNHz2BMJJ4xdc+J3NypJ9Il50MEOz622FJ8LTR9+CI4rTzjYGraxZVr910GxfTaiygFHfHPKZbYgRhhB/5i4/htke3cPMdp/Hsq48gTVaPb+I/f9nTJ4y3Ei3WrMOWrv8j1cgPpKl7zMJ2WLeVTs9RqdODXgXDNT1IWddu444QmWZJeVQxXLvn9DYevTCcMHOz64rperWdjmn5RKWa7wLle2PgmWuISNfp9hwxtYGc2jY5sf/WdEs4myp9vin913MyJq6CyNTPHrEmyIr6fFMQXyWwGPph4ppdH3hY7akyBlp21sSBnZ0D1Kt/zIOOGR1jP5DGcA2YHKCfvDDEzijAhX2/cDImiCKc18EgfV/RxFO65jvrs1KmUFy/n675LjfuovfY5xz9byrlW0zWrZdhT14OrbKdaWpY7drzNEfXeqZMhgJtO+08rXyrOnwn13BNWOnVwPQdktNGZa7TzAGcar7jftSTr0mnna9mpJ07op6qH0bJWvsiwzXK0Gmjz3dWDXQTkjXfqeDbyswqSsWne0Wh8m1NboWRzOjznf0+uzbc06Ulqs+3djuvY7imMy5EwwmkNqHrv+692y59AbTAxq3GSmHlm1HBd0Xl+7rja+i7TkLx/JwnHcftj25he+gr5bug5nul56qab/rypfYs+rFpEExq0Oaun6g3JtJ9vs/tjuGIOL25S9b6Lvb9csO1o6s9czwo7bznCgw8x7QVu3QjHXz3JoJvGhweXlXLsvt8r/ZdXHVkBa4j8MimUnK2hwGEUAHRUbvmu58MvsNI4r+8+On495/3xMzPYLfHso+B4wj0XJGpfOfVfDuOwOHVXq7hmhDAas/DSJv4pYO2nissw7Wkyj7I6PP9m++8Dx996DwGnoNPnshXvnuuwJWHJ43/vuipl+ILn3Jp4n+UEpxOwU4PxOy086LryFbWk7XRpKA7pWonZTlcdmiAvXGQmTZdRL+CukeZGOk05aEfmoyUdNo5BcWJ4yjygwoasKfr7G0OrUwan9Emted2Phl4rA887FlGSkC1VmNx+YStfMclG5TCe9S6Z9F5lJUpQSUJVWr0VQ/2pCEUBUdV+q1T2nnTFFTATjtP1gL3cpRv2rdlppZhJBFEEjujwCxT1cHGny1uNZZV8502XEseL88pz6LIVr7V79O4ndu1xlEkcXZnhC/9lXfhvjM7+dsQxmU7yu08rXxX3oziVmP6PLXbjSVajVllNAC5nefVfCeNxQBATjlnZjvFA5Njg7pICdVqjNLOK7id0/ce3ScoIKvTNk6VDMV/i4L3UYZTkSlbVdKGa22knRfVfJcFx0B8DpXVfNtmfabPd8k+tydrXEdlfinvDad0u7KWlWwpV/29XTFtq7G08j1o0EXmYoKVbwbbw8AYW5VxZLWHf/yRLzaqKQB8/pOO4zUS+JuPnqicdk6DbPqiovc0Vb6pz/c4jNOtbbKU72Nr/VqqX5Ntq6J8P/e6oxNp51STTwFfWvk+ttaf6KVKN8C1nou+1cptfxxitadaB119dMUoudtDNQnjOAKHqK9vJBOq4td/1rUIpcRLXnBD7mfo5SjfACZcsqsol0dygm8/lOg5jqndJudiG9tUbZQK9NPK9yceOY9X33QPvvozrgYA3GK10LN56Nwerj22VuqOSmS5vNPf9v7ppdLOeznXkZ1unFa+AbXPy2oGKdi9/NAK9sYh+p6b6VSch0qtLf6WNqm9oYQ9t6cGoMma732jeiUn5QBMBEY2+2ZCJf+es973cEqbZBFpkyLPbVbzrWop0+t1IaXaRrqeixRVggIyN1XHDySVb/v+Frcam9wPtP+qTC4M/TBxb9kYeGbbTb/1jP1kDNf0a9tQcmLlO56wUME31Z4n10H7tszUkgaZ5/d80+cb0GackpRvmXitzaOkfKfSzmnfp0ubssiq+abl1ekiYNr8OMna/nse28G9p3dw96lt3HDZRuZ76bOZbhGpmu86bthhagBuQ+fp+T3fdE8wk++O5XZuDNeSvdeTbueThmvTp50nl6PGBtPfA0idLWw15ocYWNcXmZgOxyFCKc0Eap2a73TJkOrznf3ahOFa68p3e2nnWW7nVY53mdu5lKqTyHrfxa7ONkhPHOUt3S7x6LlObOBq+nzXUL51BoeZQFoA5ZuuybrXE01+meC7l91dhEnCyjeD3VGAjUF+8JPmSZeuJwbHX3DDJfjCGy7B/3rLXTi5tT/Rm9uGgiGlUsYpwrS84w1rr1czZpVtXCepcJ3bHTcO+KuizMrSCpzES/74w3j33WcgpTICOrqu6rn7roNtHXyTEk4135dlKN/bwyDxBUipPys9V7nM+8qlfM8PzYDnSZdu4P6zSh3ZGvrGaV4IYQZN9j797i9+cmHgDSTV2LThnTL3sdzOU6ngWeQF30GoaqZXPOX+PQomU7VX+nH9UeysTj4DydqkN37kBPqug5//N8/Bp11zBI9eGOLxnWSrOwB4JKPHdxFxzXcyKBilJqrsWlY7KEiTSDu3FWIdlPRzVCObHT0JdOmhPnZHwURqeBk9V5QGCTQZ5KdeZ6c2x07HseqlPkNyW/LqMffHAVZ7buG2b6xMpn9TbS+9r0nrNCC75ttMoFnXvB2w5aX3+alOEIDtlxBaynd83+oXpJ2r/1erZx0FUeK++d1f/GT85Fc+M7HsrCCe7muHWmo1JqU02Qqx4Zr6zqBrPD3Yp+O3X6K60LE/v+crwzUrayDu850MrM17I4lTW5R2ngyg6/X51hMK1vJpnbWUbyvt3O5VTvfLovRPO/imbBugmeFa1oQklT2d348zs3x973YcYU0022nnwmTiJA3X4kF+01ZjsZIJs+3NfB+ojjfOQEgzTmU7CSGw2nOxr2u+6auzKHU963PY9z/HEaWGa23UfFN8TPfyJt0igFTNd5bhmkO/5y+Drv28+w+VdFBXnMhOO3fLlG/16ApV+kKB/jRu52QgJ9CsdKJN6J5UdyIgVr7V39N2kbnY4OCbqZV2noUQAq/42k/DKIzw8Ln9klZjus93GCWCNDJYahoIU29aIDugy1K+mwb8VVkfuBOqzOntEd5y2yn8yQcexL4fYhxExuyMgoadYXx8jq318OXPvgJfnDI6o/fYrrJ2G6+VnotRoAJUKeOJiadfsYF7HttBGElsDwMzeAZgHM9XcpzI87ADp/S5MPDcTOU7bYxnkxt8R6oGlL78VHp+KvjuOUbxnmg1llK+t4Y+jq/3cWSth+dccwQAMlPPHzq3h+uszI8yTK37RNp5suY72WosSqTv2xTVfANq8FzeaizAet/Fet/D/niy1VgZVWq+TfCdNprz4wBvbZBWvSbTzgE1MMpTvovajAG65jsdfKccbpumnEYRJiYAKF3bznaxz/28ntn0OdMO9oC6pimjwDbDM4ZrecG3W97+Si0/NO1iAOCznnAMX/7sK/Uy8geZey2nnVMwAqgJFrVMcjvPSTsP48yeImjbNvfG2nDNOgdSNfnpgOLM9mhCtTZGWaZtZgXDNVqPfT40dTu31FLqDlGkQMVp5/o81fs5Dr5rKN9R8nqyoUlcu9c3marR+hyRNFxTE4iTKijVVQN2vWzlzUyQ7u+cd4+pszzbJDNrUaNUthOARPBNx9CkrlfYnijTcC37tRSoq5rvhmnnaeW7YdZAJOP7/mTNt71fi5TvYsM1urbo3hxGcdo5jUeL6uUBlWXiOY4JMHuuUzuNP5Lkaq//XoC881j5rvc+k/WiP8zKlF1kLjY4+GZ0cNes5vlJl67jB7/kKQCKU0Ap4PFDmWyl47VT8w3EalqW8p1uKXRud4zjM1K+V/veRPBNKd/vu/cszmwrlZVq5NYHLnZHYWJyRAiB3/mW500E33FqX6wuDK2U3IGngtB9UyOrg+8rD2MURHjw8V1sD/1E8H1srQdHZPeaLoK+QFVKXXIw1veSCuNQu78WKZeHV3uZrcYoDZXOt51RMBGwrnhuotWY5whr+1z4YZx2tjsKzJfyc645DAD45CPJ4JuyE+qcp7ZZls0oVV9L2zUuM1yzgk03EXzrmu8KyveuLmVYH3jY1SmPdZTvfoU+3+RBYAfpZAK4kko7N2ZLOcE31dil2RuHuX4BBNV824NNU/ZiBt5xne6v3XQP3nHX6cJlprHTYYn1lIszkN1aKg29xs24P47DCBf2fQiBRIeKcuW72uTC0M/fn7Hh2uRxoMwFun6aDiZtg7x9nbHjhxKe66CXY/wW13yXu50D6vy0DUJdN047Hhu38+RnfVTXe9vrC1KBZ5V9nd1qrL7yTcGoEMJkvoSRNCpz0bKM4Zo+TynTYBq38yg1ALcx3037yZpvusaFEDi21sc5636RZ7gm5WSrsWmDSDq09B3VtM+3eqsoDJztkhtipedifxyZOmC1LcWTpzbpidOiQJAydNro8512/25aLw/E9/0s5TvuiZ3z2SJpBId85TvpEWIbrpX1Vrdrmz1HmLGUCr7rTdyoFnei8QRSmxjDtSmVb9volpXvcjj4vsiJIomdcXW38yK+9wU34DOfcBRPu+JQ7mtWeq42x4oSaZVtuZ0D8YA+S01V/S3jvzf3Zpd2rpylkwrcg4/vAlCD17fd/hiAWHFe7yuX5t0KbvT0HrvdmG1mRkZ3pjWTUb7Vsbr7sW3sjAKjXNEyV3tupf7vNnQsswbx1FPWbKOuPy8iP+1cTeCQkrAzDBJqIW0DfUkO/WRKLQWA9IW8O4prcw+t9PDkS9cnlG8VCCTV5zLyar7TKghlDPglhmtr1rrtGncaPAw8t5Lh2sbAw6o+J6NI5gZumZ+pRN0bBeFE+zAAVmprMu08/doJ5dvJUb7H1ZRvKZNBGQ08424LAn6k2ni96qZ78OZPnCxcZhp74EzYvg1EQvnOUQdiM8qMtPNAOXUfWe0lAh06x/ImUIrU2Pffexb3PLYNIOlEn6aw1ZhO/zfKVUNVjczWAHXc7BZ0ZYZrZaaWNPFyYd83E3hAMmj2U4E1QU7nl6z3Y8O1VI2+PZGTB6Wb28s3wXcN1cgOSkywKuO08yIFyrQaS52ndC7VNZCyt8GGyiPOp5Rv+/52yUbflPjQc5k13xGs4Lsl5ZvSznN8JapT7mCdznYClKEptRqjzyxKAk2bKDVxKgrdzlU7uFbSzvX7477XzbIGgDgDcuI4yHLDNbvcJDf41sE5fWfYrcbiPt95aefxOW6nnVNXnTr3PJpEMq3GFiDxvKrh2j/f/zj+5qMnzN/0sV07+Ga381I4+L7I2dPBRJ2a7zz6noM3ft8X4oe+9Km5rxl4jqkvs+tV6Qu/jRRwurHmuZ2TmhFFEpt79VTMJqz2XeylDNcePrcHR6iB9t9+7FEASnEGlGK3OwqwrVXKIo6tTTrK0izwoOfo9OvIfGGQg/lTLt+AEMBdp3aM4RpxxeHBVC7wtvKdZpBWvgsG+wQF3+mBCLmb03q2c9LO41ZjyR7G9D56fnec/PzPueYIbk0F35RCvFYj+M7qbw5USDvPC757tvIdv4YmswY9p5Lh2vrAw3pfqf/Uc7wqPdeBH+R/S6dTTIl4QihtuKZTTlO92ok8VYra5hWRFQSnDdd6rgMpgY89dN64YdchkpiYpKL12kF/QuksSTu37490npDb+dHUdVmqfBfUIf/U39yK//mWuyClTPRgTxMbAmanna/1s43+zu6MEsF0FbYs5Vt5hFAdvGPO8/R2VDFcs2s8N3eT3TkSNd9RtoL2qO7x/cRL1sz1HKRq9KsZriXN1UiBo0mmquZVdpspO1g1Nd+Faefqs9E1SD4QptXYFGnnWfeQ1b6LgecksrKCMNmZ4tKNAR7fiQ0aewWGa3SZmZTdaWu+U2p9OiuuLjQx4BYEiYVp51b6eJbqn0eW8p1b8x2R23lzw7XY7Vx9niaGa7QteW3L7AmGvO22r/ty5Zu22erzXbJ84xGQMlzrearko062Dx3rWM2v/NbOiPt8F2/MH/7TA3jV2+82f0/UfFtjLiYfDr4vch7T5jFp9+xpKVNJaWC3Ow5N+iBgK9/NW34VpZ3bpipbQx9hJGeofHt6siO+uT10bg9XH13FZz/xmFFZaXvWBypddmcYJFJMszhmlG8r7dw2XNPp18OU8r3ad/HE42u467GtiZrvl77wqfjdb3te7c/Zs4LANH0vWSu871dTvoNITgyqKXsiUfOdTjvvJdPO7YEPnR+x8h0k2nhlma5RAFdnsqrY7Twv+JYJMzYbxxFm8GBnj1Dg1bcClPzgO8T6wDXXyvbQz3QqzqNXknZuZ2CkywyAeN+Te3XacC1T+c4J+srOHzqn7brvtOEa7a9//tQ5tc01B5LZaecU1NiGa7bSWZx2nijLceN2def3xoke3+r5OIDMwnOc3GB/5Ie467EtjMOkH0Qa1zL0SrM3DrE2cDMDpu/8w1vwi/9wZ+Yy89ix087HoZno6blOwpjQpkrNt61Ond8fJ7oK2KZ0dJzSx+jRC/tY77u4ZGOQCJzV++NzKZLFqff0HWSM16j+Wp+rVdVvu82UbYh3YV/tv1GBAkXrnFC+3ekN1/IyL46u9SZajdn3rks2Bji7o+rpqd9zueFaeQ1wEekWSa7TLBWb7gEm7Ty1XVLKiXs+oIPvsWo1FqedJ7exiDBKXvcqsJ58X2Qdo6Y9ze1tyzNJm2ZZrqPc37PczstagdnXfd4kCgWF9D2vWo1Br1uYdRVvo0o737PSztXEXcEHTC8rqt/PvWvo+6FsW3ZHYeLeQL/TdcSGa9Xg4Psi54Tu8XzN0eruzU0gM5+dYWBq1ABVM37ZoUErkwAm7Tyr5tsyVTm3qwLVWSrfYSQTqYAPntvDE46v4canX27+F9d8e6bPd5khXlbNt2mt5blmNjKrL/LTrjiEO09t65rvePLj8kMrePbVR2p/TpN2npH2r2rPk0poWc0uqe/p1POJtPNRkDDxA6j+SK1vlFLZKWg3yvcoNAZgADJN18iUqKivdJqitPN+RvA9DqnmOz8YpvUnDdcc87mMAqm/SO95bBtf9WvvNYo0pZ2vWQFiPeVbFAao9iRQUvkmE8D4c6/1PezpgX9ezbfnZtfRDiso33Tt2AFd2nCNyhU+pNvL1VVxyL3WJla+a6adpwy8gPhcHQcRtjKUb9PnO2cCpVegfAeRxMPn9s39MM+zwyjOma3GAqz1vMzg+9zuyPhZVIVqvl09yKV19l0RtzybqPlWfxcG39Z2nd/LV759E1gnP+vJ8/8/e38eb9uSlQWiX8xmdbs5/e3yNpl5b/aZZAtkkVBkkoCAihaNICUI2CL+UoVngz4Vy59VVqklIFCWCA876lnqU0QUEUlUMgUEiqRJmuzztnm7c84+u1lrzSbeHzFHxIiYEbNZzdl7nzO/3+/edfZac80Zs10xxveNb8xx/8WplUTMCjMpB1gSrSGS0/J2x+CNEkWLjpNXy6SL1Ql3Yr6rMbj3B11rvZhv535ycXE6ctzO7W4OV3ZGeOFwaZJvidDJHp7EkCzZsC5rSKeH1qOeMeuxt0Lw3s32wOh3v1bzPVLMd87OpWhRLnEUZekJvj3LMbVPX4Mw/3bVq6n5XufYGfY0iUStjaCU6voWDaz+MSs3Ce0bnQMtOy9lLXkWrvlWr3GlbqDnTBKtYrh2tmq+lfEcOo2FDFoJdH/ST894YL47YQi+73I8WcnoXtLDvXkdUKB1uLDrc7/kDffjv/2Fz69JslaBZr49k8g4imrB9+2s+QbsyeHjLx7jkSszvPNVxkCN6rf3xgkO5jmOlkWr7Hy36st93SM7n6QRJkmMBa/5Zg7mr75vDx97/ghZIS3me1Vo2bmX+Y6xcJjvVYPvmuHaPK/VSSuPAcN8WzXfic18u67/r6tM17j0nGTnO32C76DbuVPzTZP2vFl2Dhjm3Wo1xphvNwj64NMH+JUnb+LXnznQ+7ozTrR8/mCe92K+22q+7fpO80NNx5rvt/JCsGu+3fMYkvIed6z5BmwGmoIql/n+xU9er425C4pS1mXn2sgqIDsPHD/XwAvg15BqNcZ7fAPmeMaBhI3b5cG3PTIXbDNcCzHf05Gf+c4L2crkSinxgcdv6IkvydSv7o5wkhVGDWD1+fYz38cNgStP4LiGa1bNt5aU2/v69M0TPHBxal3/2p2e1Y7TfreNQ9eWFxQIq/Palfl220xRWZWp+W44Fg7zfbi0me8+RmaaVQ08Qy44zHfmtIW8tjfWbTVpDBSI8nPAa9yN4VrnYVrQwWg1jKZ7pAsklCReB9/OunTwXZOdK+ds3u4x7pFYKKTNfIfqubk6wa0L/8QLR15flSa4Nd/rtBrj7KnvPJRSQqDZyd1ivgNj0bJz5naua77j5qRTwYLMNDZu56PEP+YmmOBb/X3afb75b2tbEuE4s81LXQXJOIk7Jw/vZgzB912OJ64fI4kE7t2Q7LwNWna+yC1mZ5NoYr5jYX7MbzfzTYEOsaeHixzPHy7x0OUZXnXvHu7bn2BnFOvJ4M44wQtHijFqC4qpL7fP7dz0+S51bS0/Nq+8b0//yO9vIPgm0xRfIsXtp7zIyk6yc8DDfJdVqzFWU113Oze1WW6g7zLfx0u7tn5/kuJlV3fwq08e6Pfo3O1sQHa+yJya746Ga4Cf+TZy/3oQRBOjZ26qMhNe801j62Nqn7b0xb7Rh/kemy4AOWO+OOKAg/RJB7fzHW/wXa2X1Xzz8bU5ubuQsi75pmvkOGS4FmKitey87olBhmt9a76bDNdoe7/cGnyHjZWOl6qMgZt+6fWXsnUy9itP3sTv+p734ec/oZIfxHzfuz+pyc5TlqTiWFYT60bmm439xnGme4cDFHzZ59+dUD95Y44HLkxU8J3b0nHXqbpJhqu342yPyou6Tl65+zegAquiBG4ek9t5+DrOdMBvDCsB9fwANtfnG1BqLv78dlsp0m8wPZ/SONKJpNIKvg0rHGKYu8JNGPRtN3i4yPGP/uvHdSAipV3z7a7KJB49svOq5pvuX7r1u5h4laVd8qLYYc9yTDbt1oV/zff9LL73pz7cui3f+mh/1m3TBqjrN4nqhoUS6rwLhM/3SZeab224Vrmdy7rbedCsjl3j3HCNZOd9PRLOUs03P95tYzmuuqMQ3ONHbW0HNGMIvu9yPHn9BPddmFgM2jZBk+5b89wyi9okaNLr7/N9esy321bp8arN2MOXZxBC4Hd82v149J5dvfxO5dIMoFMf9ouzEa4fBdzOHeaby6Zfxdzpuex8VRi3c4/hmtNbWwXE7YZrgJ/5TqJITxYBBGTnhvme+pjvrNDt79zj/OClKZ69Ndd/U13kKm7nCyf4cdvOdDVcU9uvmG826zJu55HV8xcwAdbT1eSWu5273+8CFcyFf6WvO/WdhDkrhdD7Mop1UiNc8x15a7679PmmxJUlO3eCBS7x358kvYPvoqzXfCeVKuOQyc47Md8FMTFMdl5dQydZgYN5VjNCHLXIzkOyfRo7AHzgiRvWtnzrAPzy0qNFjimTnfOAqSjbme8XqmfxJ19Qz8Rbc9VO7eruWDHfpTHiM+Ow94euR7ejBAcf+wtHqsaY6um5HwitK3dUG88fLnD/hSnSxJRd6PPlyM6bShcyZzsks9U13x1lm9yki8bQmfkOuZ23MID+cajX0PXn1nxnpbSe1Vd2VfL/aR58B5lv9W/a1CZrvvsEkP/x1z+Fv/jDv4aPPX+k1yd4zbfLfJMBqsft/GSpZOfEfPdJLLidFkI139yt213m4CTDjaN+zLcxXGu/3ttgEiF2EowgpVEVdDJcC8rObcM1u8938zHnsv00YoZrVauxPtehlLCuldOu+ebPubaxnCzdmm+jCADUvG9ZlGt2DrjzsT7NNeBc48kbJ3jJxdsjOQdMVv1wkePK7naC3mna1OfbyFepr+gmHNa7YMdpq0Q9vh+5vAMA+LYveY314OMma12CvUuz1KqrownvJI00863dztmxeenVHdVqaVOy84Tczj0137Hrdt5es9tU853GwgreG93OsxKXdzw133nJ5OT2WHbHiWZjAGi3+j7B95iZZXG4snPTR1k2Gq7x7duGa3Tc64ZrFOg9c/MEeVFikZfYGSWWfL6f4VpzzbdV35nXg2+edCBvA8AYXfn6fPuCx+Nl3lp/75ed28E3HbvZKMZrH9jvLaF02/0QdsaJ1eFgkXcIvrXsvM58P3+4gJRYzXAtsD0K/D7w+A0A7bLzkOv8DjNcc1totTG58+q59GxVG35rkWN3pDwJuOzcYr6DrcbC1yWv73z2QG2LGFir5ttxMgeAT91Uy99/caLM2mp9viv1QSA54BtHUUqUpdTromu1KWi212Pft3GknuPkFt+F+XaVIdTysM/c2Zh5+T+/OBvVnglc2XO1mgs8XfVRHyWRl/3lsvN162Vdxo4b7nXBwjn/xHyH2oTR8u5zfVIx3yWv3w9I130oXPWDEH7mu7oUdBDLLo1Cys7XnP5ONTZKXm1Kdu5TIKhjW7H6AUs0Xm4SOo90DnYa+3y3jDES1nPWGK71SVaphIni8k+f+c76yM6XhZX0l04SixvZ9vHGudswMN93OZ68fnLb6r0Bw3gpc6ztyM4N8+2RncfGlfLFwyWmadwa/G0KtB2SoRLL8/BlZXYXR8IKOniA16UP+8XZyGk1ZljGceVASdIsvs9pHOHRa4px78Kwt4HOq49BGzmtxk6ywmvMxnGhqm89qMnOK+bb0yubMK3czqmNEmfJ6XvzrNDBn9tCbG+SaAksYCaobpDehK5u50IIXUu6zFuYby07r9d8j5N6qzGaGD11c24SDePYYo37MN/japyhWjXOovCJkK/ucTZK9Jgo6HEl92lcZ0PKUtZ6t/tA944VfLuGa9V5+LQHL2CSxisZrvmSFzvj2GpxZjPf/mPntq4CzDVExmWu7Pze/QkABBOaTYZrdI1QwBZSorTJzlWrMfW3y3w3lSgApkcvdd+gzgvkBJ2zpAx5hYRajZ00Mt/qO1d2RyYY8vX59sjOn6oCwwcuKMO1hbMMnS8zvnazM0BNfOmc92W+lUO2+TuOhO7iAbTVfFdsOwu+05hLYbtHBLQ/oWfIhWmKeVbq3yRXdn61Yr6fukHMt9DXmyU7Lw1baGq+V4tceA0vQJL9HvtcmAQKYLdBUzJke3mf3wVQ/UY5fb7bJNAc3CWd9sfLfDPZubtMUcqVOjwAJpG6Edm5sE1xCRKAgAgmFgD7vveppAAzJ5oy5tttNRY0XGPqJuvZXDHfvdzOnZrvs8V8Ny+rmG9+7ahX43Zul3AN8GMIvu9iZEWJZw7mePDS7XE6B8zErijl1qTu9GD1BX+8z/eLx0tcvk2Sc8DPfF+Ypjq4rC3P6orbWo0Bivm2Wo1lil2IIqHrcE48zDcAvOo+JT3fhOycAgVfUDROIov9m2clJm2GWaMEkfDJzu2ab6AuOx+nMaRU0udFVlqBPl2Li7zUgZmbfNibpFbQdrwht/Oymuy4LEgSCy07dxMJHLrVGJecVhOCURLp4+D2LX7m5lzLoHeZ4RoQloz6QH2xQxOu68dLb0soXgpB2BnH+riG+3zX2ZC5IyEMYZzESGPRaLhGbQ/f/PAlJFFktQTrglL6j9/OKLG220V2TkElN6SkY0nMsGu49oYHL+C/ftvn4bF79uBDqIexlMrtlytewq3GKKHjMb6rZOeCDJOcmu+21jM0UaPkwq15ht2JYb4pMEhioYM2N0FC91dTn2+6XinYA5hk32K+6b4x+0Gs7AMXJzpJJqUM13w3Ga45SRhyat/ryXy7SZ8kErh+xDteNKkASghhfguOFrmW0NK6u8INYFzQ9UrPcLeshpJGzxDz3SA7r9d8dx6mBemMuUt/dg63Fzwx32psdelzyO18msbICtUFhcZCp7ST27msy87ba77tZYpSNl4rPtDQ9HN+E27nVPPtM1yrZNohNUA32TmVWphe9tpwrSXhwY8zv3aTWCCKet4vlWJl3Wt4U+C/RU3JrLwosSxKr+ycLkH6/RjajTVjCL7vYjxzc45SAg/eRtn5xKrP3RLz3dbnu3py3Dyu105uE5QUoPrWT1ZtxkLgE+IuMueLsxGuH2f64TnPCv1DP64Y56NKMuQGfa+8l4LvDbqdd2C+5x2Y7ygS2HcMewBivu3guy47r34IlmXlds5k54z5Pl76a7l3q17rNAk6XBQYxVGjJNxFXMnUloX5MaJgwmVBqJZ62VrzTbJznngg5jvWkk23pdHTN+dW3Tpn8EM9en0gpjjE3t44yXTbQNdgD6i3GuN9voWoT+J9JjyhRJIPu+PEqflWr67h2lsevoRRIjZS8w1UsnM2KVx2kJ1TcMudy4VQ9+ynDvzBNwDcfyH8HE+qshLfuAHgtffv6/dC96N2GXfNkKTEcSU7B9Qx5ZNnKnNoAjHf5K+gmO8Uk8oJP2MsdRJglrXbeUPwnXuCb+NSHqEmO2f7Sn4al2YjjFjyKXeSJX1k52objPke96/5diXHL/Lgu6nPdymRRqZbxNFC/TYYyXOnIahxsHpiHy5VZRKkzFJGd/YzYJrGVs03PcPsVmN15ntV1rDQQYNJmvTZZ7fPOzly0zprrcYaar4BlfzQCZwe6gP17OHXgP+YcIM5N1hUsvP+zzzAJBOakk1t4G3ffBJuVSNNter+dRyvYLiWF3XmO3Q9lew412TnYhW3c5NkCXcXvz2wElwNlwFJ+20TRJM4AYbguyuG4PsuxhPXb2+bMcAJvrfMfIdqvukhefPk9gbfNDk9Ycx3U/DN63G7Ga6lWOalnsgucuMETa83T5beYOX3vO0hfNsXvxoPbuBaaA2+HSaUtz0L4YIv+C6UeoJLyV22eKLruotaq7GxxXyrY7bruJhTMoISJsoRvX+Zgs/lHagfozRWx8dtxeNCBzqW4ZpanjPf9MNIwcTzhwvNjLmGa32SYaYnuf+X+sbxUgffnVqNsZrvNIpqbbt8E7JjTwlFCLuTpLHm++2PXsF73v0KfM4rriKNo16yc+lMPjhmo9hhvpncuIX5ds/HOI7wXBWcXpj2U+yksZ/5pknX6x64oN8Lyc59bcQAFShKac5DFJnJWVnVVLYz307NdyU7n6UJlrkJ3pNIBJMAdH81bYsSG1ye7+3z7an51iURSaSTT9xYiJIl2nCtQ59vWgetm2TnnZnvsm649vyhur8vztLmPt+FYlrpXqSE3ypS2C5u5wC0Mksx3/ayV/dGJvjm6p3Wmu/VApdan+/ezLe0xmcz38LTaswvO+ftV+n48Z7trfvhYb7bZOeRMOqUslQ9nttKQ3zbBXg5ygaYb1F3nafnq6j+18XtPFzz7RiuSamvA/Ob6R8jLwtIXdm5o/Zpg+t2ftrMNz93TfcT+ZfwZeifptXYIDvvgiH4vovxxHVVc3w7Ddcsc6ytM9/1yzvizLenX+42QdnWo6Wq73ri+jEevtIQfI/7Bd8uu7DITE0xHYvrR5k3WLm2N8Yf+dxHa0HPKqAfJr/sPK7YIjXhzEvZynwDgeC7VIZrjcw3Y7ddZ3VtDMJqvl3mm4Jvqvs+XLQbfPngMv56IuZco6NYVH2+mw3XGluNJZGuAzVu5+bH8qOVO+/OOKmYRHvC12l/dADk/4G9fpzhHh1822UGQL3V2NFSGQ75JuUAuXXb29L1e52Y79Sq3XeDhd1xgm/5gldiksaVOVn/wMNb8z1KLPftBTOaCrcaq5hU51oep5F2Be+bNORO3ta2qrHfd2GsS3BCsvOQ0Rn15CbJtGKQ7fW3sWpzVvMtpcThQjHflJijc5cmDYZrPZjva5z5pjZt1TXGTZgshprVdutzmEstt6X7qFOfbzb2nMnOteFaZ+bbScDFQge49+5NmplvKttxDCvpOdAnpiVZcOj3g0qrDPNdTy5e2RmzVmPCGK45LBsPcPuO0x0zYJcL9Kv5VudIJ5paa74DzDfJ/pd53XCtw3DK0lYcuD28CXW38+p9SffoaoZrcZUQ62NW58I4ZhPzzWXQ6pVk2iE1AL/vQ9L0eVYiEiYBUpa2W3ckGmq+pTnOvLwtTQRiT7KlCaVm8unvM8R8NwyFfsvchBhQl533vZ7uNgzB912MJ2+cQAjl3nq7wAOtbff59k3KT5P5pnGdLHM8ffMEWSE3Kju/NLPZhTljvunH5vrxcusGc23MN6Amyq75SRP8zLcyXFNSSfWeW/NN6741z1FK+/qj8fGa751RveYbMG2qjhfFSqZ0LuPvMx4DVCCwrOqqmpjvXS0758w3k53XDNfMtj/87CEAxZ4LIfR12bfmG/CzJVJK3Dhe4p59X/Bdr/kmtQG5Wqee6ybxTIxpstVW8w2owPDIY7jmY+r6ys5pWL51TUexxQBkRalVC22yc3d1JHUG+gffoclxoVn2CK+8V5kuugkhQoj5pvtyvxpTJMw+GM8B2ciMEWs1z0rcWuS4Nc+04RoAHFQBfhpF4VZjHWq+KSC2ar4d5pufF4uhJj+CyDDfi6KwHNSBcJLCGgdbb8Zk5/S8mfdgvvl1EgvTf/ie/XEz812qZww3N0zi1QKCvJSNz4/9ar8oUePKzgHleE7PSF5eUDiBgWnH1X+cHCZppv7u2+ebkmdGdm6SD0J4Wo2Fgu+R6bNe27eONd/80IcCSM30R3afb2POt1rNd1wFzOsE39Jdl6f1lQ6OA+s4yczzvYn5Hie8K0NpgvtIVImLUPBtjjP/3V3F7VypFdZ37N8U7D7fDcz3kphv856bfNZdZAbmuxFD8H0X48nrJ7hnb+xtCbUt2DXf27n8aNJPslcO6vMtpcSN2xx800TnaFnoNmONsvMqwBon3WqMLzrMt3KCdpjvY7/sfJPQwbdnOyMWtJE83recC1/NNzE3QhjpZBqQndN3eaA/qiSW86zQsucw862+f7TMMVtRdr7wMd8e2TkFIqOG5JQxXKvXfPsM1zjLSsE3BfDEovft863W6zHfWqqe6dd2VVLPKjPIi5qrv1GE5MH+5rGHje4jO98Zx17DNd8+N7Xl8sHtc8oxSU0/WEAdL9rfptZfaSxqLCI9A3ZGcS/PAYBq5uvb06xtLPDq+/arMQdajQWCXrq36PnDDde4WqFpcs+DzWcPFjiY59gbJ5hWx4o6HaSJ0LXVte4BHdzO6X6wZOcJlx3bwbfNfCuZdhQJpvwwNd90z4WSFO446DmsWgtS8N2P+XYN1/j1fE8L850XUiUuI8Pkk3OzWnenIahlHfm7C9ovctT3JRfdOnxanStBNjXfm2G+KeCNoyjoku2DdsTXAzBji6M6Q+tLPALc8M60cOpyDRGkV3ZeX84kHG1pOm2jt+ycgq5IJaT6+mRYY2Prct3O6V+RCEvqAfV7QKopnykkoJ5BkzSy6rs5c6uSEuExcnM+wip9vkupklV0667q2L8pdG01duKt+Vavps93pTYcmO9GbC34FkIkQog3CyE+TayoZRVCPCiE+AEhxFNCiIUQ4uNCiO8QQlzq+P0rQog/KIT4l0KIDwshToQQN4UQPy2E+ANCiE77L4T4fiGErP57bJV9OYu43T2+ATvY2Bbz/boHLuAnv/Vz8WkPXqx9Rg/No2WBZV5qtuZ2YVrVt/74r30KQHPwTcFRV6b1ost8MzMzeiBeP/bLzjcJLn92weus50v1wO+SDLgwTb2txmgiTut1W1RNGOOvljPbUkG7CorJ8Mut56ZjT7LXo0W+EvM9rsnOwzXfVF/exHy/9ZFL+KxHr1g1+glTHLiSzawwcmfDfFfBd7XP/fp8h4NvOtaa+c7NDzUvhSDQMT9eqKDdPYeAn/nuJTt3XOtdwzUOVfPdbyIVWtekaiNEWOalTpyEZeelNzFJCaaLs/4dGtoM1+JI4Evf9AC+7C0vwW6grCJU20nBNyUyYy47t+r9m5hv89nj14+xzEs/813JomOnPldKqffvOCuCk1kK5C7tjHSgRH2KDfPNWWn73/Rs4x0MtNt59VnCAvMQskLq57DqbmDLzruaFRVO0Msl1Jd3mmu+Ofs8ZtL7VWu+m4Jv8xxV5zEvylpykSdEVO25qLlbl9I8p9Zt02SCLnPe+rC3tCxdhnxsvKaaEHI7p9/mZWHczvs4znc1XOMMpWB9vruWhtTWx9RDvvZgfcDPRey4ndOuCBp3YDMny0IrR0J5APX7E1ulIbS+qGX93O2c+xWlsfCWGTShKKU2kOP7eFro2mrMMN91ppyODc25FoPhWiNWtjYWQrwKwFcB+ISU8h84n70TwA8BuLd663EhxNdIKd/fY/2PAng/gHsA/DCA3wDwGQD+BIAvEkK8Q0r5QstqvhLA/wHgaQDvBfDJakxfBuDvA/hiIcRXyoa0kxDidwL4RgCHAHa7jv884InrJ3jjQxdv6zajSOj6120x3wDw8mv+U0UPiOsr1k6ui51RjH/+C0/gaFngq972UKPB2ThRkuouPb4BU/N9XTPfhWbZaHJ143ip5aXbwqgj802Z0ZDBEwfJziVrNZNXzDfAJo+eVmOAUQNMkvrEZ54RGytqKhD6Mb+1oOC78Coq2lCv+TbmTdZysdA9r5uC75df28UP/aG3W+9x5lv3oGUM5MVZiuNlgSdvKKNFmhDvaOa7x/7o81h/dNKxvrwzQhzZEm5eCkGoM9/1SXzsqfk2svP2+2N3nDTWfHOksejV87ap5nvqBN9Kdl5nvudZgXGiAo68lF7zO7pWVnlmpYFWYzTJTaMIb3n4Et7ycDivbaSafubbBN+GeeLLNgWU86zQzPNHn1OeBHuTVCcqDk5yPU6g3reczhd1J1AMV/35Q+dqFEe4ME1x/TjT1xu1OKLz4vaWz4qSbd8kn3QtuCM7bzLvKkpbAUHbnI6UJLZrIFRnvtW2L07Tqr1kYT0zOfKytNoTYmFYPKAfG1fIZtl5EkeYjWJ9D2ZFvdXolZ16+7ckijyGa+rf60p2uWwaqALmXrJzm/nmY1MBsL38IsR8844TtZrvLrJzx68jEEDarcbM3+WqwTd77vmUSX1g2FNRM77jx6CpJvskK7A3SfDi0TLIfM9z1QGGH186f20135Lda9yviBKCfa4dKc15cPfxNNDVcI1URaWEfq7w5AXATG4H2Xkj1ol+vg7AXwbwMH+zYqX/BYD7oAwKRbXMjwoh7uux/u+FCrzfI6X83VLKPyel/DwAfxvAqwD8tQ7r+C0AXwrgQSnl/yil/DYp5TcCeDWAxwF8OVQg7oUQ4hqA7wPwTwH8Qo+xn3mUpcTTN0824m7dFxP9w7od5rsJtE0yLrqdhmuAMZd6z+c9hr/+5W9oNDgTQmBnnPRmvm9q5pvLzg3btnXZedJe873Ii16toi5MU2SFrEl4aaJL+9cmO3cnPuMkwiIrcbTIvXX1Ptl5l/p7F7Wab+12Xm81RqYmfaXFpuY78rYaS+MI912Y6GXp/BiX6u73I0l1fcw3Bd8XpynS2Am+s7KWAKHg/2hRBGXnqWdyc9KD+d6bODXfjcF3u4Ty1jzD3/z3v4llbnqe+o7fpOrhS5ObRV6v+T5e5vj0v/YT+Pe/9gwAO6nEQdfDKs+sJPYbrpHMtkvJQdoiO9fBtxCaeeLnrFF2nhX6t+gjzyllxt4k0ferZr4Tmvza9xMltmgMJ4G6b96TmxQE9Lwi5pvWNUlip2Wa1MvyJKKpm7clqY2Ga6XUzyZbuq7uy1WZb9r2hSr4LmWzsV/CnhmACpJXlZ23PT/2J6l+jnpl53v1Ovwoqtd8mz7f6r1VJbv+mu8ebue65rvUYwMLnoOyc+eZz59fruy8yzmQUoI/LkIBJA+WeZ9vw3z3Yyp1lwdRGa6tITvX7Kmn5psQVTLt0Ck6Xho/lmDNd6W8MrJ+ez+a5ONcYeC2+IwDaoMQqDWlwNlgvjOP0sAH7qdBy7llV0OrsW5YJ/j+vOr1Xzjv/wEAlwB8AsAXAPhsAL8CYB/Ae7qsWAjxcgBfCODjAL7H+fgvAzgC8LVCiJ2m9Ugpf1JK+SNSytJ5/xkAf7f6850Nq/h71es3dxn3ecKztxbICnnbZeeAuTm3JTtvAj10XzxSLW1uN/P9Rz/3UXznV78J3/KFr+rkLL47TjoHe+MkxmwUG+Y7LzTzy9nl6Qpu3X3gBsTuGIFKdh5gAnyg88TrvjlDOHYmxQQtt6+SLe62JmmMeV7gaFHUzNYAE3wfMtm5b7k2UJBPCLmdp3GkmW+f/LoJvM+3bpvCZOdJLHB/FXzvjGJ9/e2sYbjWJDu/tDPSrdMIbrs3wMjOj5Y5lnndiAlATYoImCx8p5rvUYKTrNATxCbDtTSOUMrmessf+9Vn8N3v/TB+5cmbbPJWX44m1vMqoLNrvtX3bhxnuDXP8YkXlA+EYiR9svM1mO9AQoHXfLeh1XCtulfi2ExgfWZ7PpxkBa7ujjFNY3zkWQq+U31uqeSErms3mUDHko7NcWBb3ByNkhh0n1HwRdfZZBRb+5oVpWG3mXFk5iRytDy/4frJHdn5UrPtUcVYd2W+7euOAuD9acoMJf3Hgie66HditI7hWkvwvTdR6hNVIlCXnV/dYbLzKsni9k/21XyvznxX9y0LeInR6wLNfJf+sfla8kUCNWUPN4x0Dde6sKl12bnwBlBW8B0x5lu7nfdlvtXrJmTnBXuGuiVGtuFac803Bd/BPt+V8oobrtFvZCxUKByUnZf8Hq8UI7o8YoU+39FqJR7bQOdWY7yXuqOcqLcaG4LvJqwTfL+kev2w8/7vgvJI+DYp5X+spObfBMWA/7aO66bA/sc9gfMtAO8DMAPwdveLPUCzeK87ixDi6wH8bgB/tIO8/dzhyRtVm7HTYL6JpdxSn+8m0EOTeqHe7uD7K976IH7Xm17SvmCFC9NU90jtgkuzkQ5+Flmps+ycYZ12kHmvg8uzEYSw2/kQ6MHMDddWDr6ZdJH2z1VTUPBzQzPfjizdYr7r45hWP9S65ntZbIb5DtV8J4b5dln8NtCxSGOhA2neaiyNIx18k5weUGoMYDXDNZ88+8axUZWMnKBvkZc1Rp+O5/Gi2e3cZUP69vkGoBMbpRMwWdtqaaMGAL/+9C0AFfPZsK6J7nBQVOuUrOZbrZ8mKXQ/cEaSYx3mO+RGbILR9mcCSa7d43LzJMPuONHXXyzMtroy3ydZgekoxr37Y3ykkp3vjhMjO6/uv5G+xu3rqs58+03XcnauqEyHjmsUCRTM/GyaxrUAXwerutVYiaJUQbnQrBgx302yc6NAyhnzncZRL+abJvEEznyPNQPlH0de+st2VpFzu/J3Hyj4Voan9d//K47hGlBv/2X3+TbvrQJfn2+gW8AL1N3OpTTr8tUAq9KSuJZ0579/WgLPDMHaUDiqg1DNt3YUj2xXb7onlnnZu9SAtpdGkcWe9gWdC2o15qv5jnTw7V/HyTJnNd+h4NtmvpXhGq2/mflW95r6N903lEjpKzun63iVtn7bQO5JdvjAFUUmeaP+NrJzQ7AMCGOdWfhVADeklEt6QwiRAvh0qID2R+j9KgDPAXQ1K3tV9fpbgc8/VL2+ss+ACUKIBEo2DwA/5vn8EQDfCeAfSyn/1SrbOOt44rqq+3zwVJjv05OdG+b7dILvvvjrX/4G/JkvenXn5a/sjvDcLcXqz1lfa6uv8paZ74evzPCf//S78PaXX659ZmTnpbfncwg6+D7mzHdZY77dwI1+CCggDDLfATm5EKKqF84UQ5WXminug1EcMlyLneW61Xz7cHGa4srOSGXiPYZrSSRw3wV1v/NEwyxdwXCtoVe1kZ0r5psbrs2zouYFQAEW1Xz7XN5jjxlSL9k5GT4tKsMnxna4oACvibn84NM3AajkA69XdDFxWIBlNflLWC08XQs6+C4DsvOYmO/VDNd8+5P3kJ0TU+NjvvlzNIpMz1vL7byx5lsZId2zN8Hzh+r5ZRmunTiy89iuMaVjSYkJbuDGwVurUVLTZr6N7Hw2iq3xcz8Czny7rC8t0xSM5GXJSoFMzXcai17Md1Hatdb07wuM+Q4F8hkz9uPPz1Xk3EXAp4Bjr5Kda58B51l91TFcA3zB92p10d4xM/dvwBjmdTVdy7Xc3DDIph693iaMnLZd8OQhjaHPvknp6/PtSbQ5budaNszG2eR1cfNEldrw/uaRYAHzGrJz7jiexpHX7VxAPX9koNnY8bLQSjXX7I5ACRCTaGHMeqTOW6PbuU7U2PONuLfbuWHa1d+nzXwbRVAXwzWAGw3a99GkJek3QGGd4FsCcGXfbwYwAvABKeWR89lNAF0bSl9g3/GB3r/YcX0u/jqA1wP4t1LKf88/qBzQ/wGUwVonmbzz/T8shPh5IcTPP/fccysOb/ug4Ps0me/4VGTn6pKn4PviChPZ24lPe/AiHrunu0Hao9d2tZs1l/jyIK8L07wuHro88wYjnPnu41btMt9lqTLWmrlJbSMkAk12jOGav+b7sMHFfG+S4NYi1zXDKzPfeZ2p87mdcwlqH3zjZ78M//KPvQOAmRzQJIQkplp2zvZhZwXmm9e8urh+nOl2WKnTM3uRh2u+jxe5FRBwKCmiva15phzcu4w7yHx7nkGa+Q4EQFJKfPCpA7U/WdHodk4Ta7rWs0Ix/9x9XDPfS7NM6jkGlLRYhflOA63GKIDomghNPfL/g5PM6hrBZaOW4VpLzfd0FOPavmE/97nsfG7Lzl0vgYXDfB93YL5DNd+03nFVM80TCcTuj3TyqawpFUKu8AR6dtFzb8mD76Qf8+2ynnQvUM03EGagitK4t+tWjZFYKajlktwQ9iYJDua5fr6519zFGXegp3NSN1yj22xjrcZWZL5zD/NN4ZRivl3Zeb3kBrBNQOkZQq9dStALxsgCfrM3Ps6ocpE3Zpzd1Cnv+/Dz+O73fhi/8cwts11WA72O4Rpn5V3m25Wdh873CQ++A2Mh5jvS55r1+a6Y6FDSiatMuEkjjbsP80013/oa7vzN7YB+B9I4au7zzXqpu2ULNN8j89qh1Vgz1gm+nwCQCiFew9777dXr+/iCVauxfQCbikbpqd37mhVCvAfAt0K5p3+tZ5E/BeBzAfwhKeX1vuuXUv49KeXbpJRvu3btWt+v3zZ86RsfwP/5tW/dOgvqw0T/0J+e7PyFwyWEMDW9dwpece8unr45x82TDHOWaR9bzPft6+vuYuQJvleRnWelHaDqyaMTTNG1dkP3+a4z46rmOw8eF3LKDrUj64JREjuy83Cfb/OdfvfHzjjBw1dU6zqX+c6riTYZrvFEA+13L9l5o+Ha0gQ2cV1uX2O+dc13gSUzteJIPEGfYtG7HSNKMBx2YL6b6tkB1aKR9yvmrI0Luv5OGPOdxpElmyaGgILvUNsmCkj6lKEQklhYgSQhb0hC+OBjuBTzba4n3mbJajXWVPO9LDBNI9y7Z/LzNvNN7ffMZJ+z0lp2PutY8x0LXPLWfEt9TKg8h/aF+xGkLPlUMz3TsnP/9ETXlDPZOQUuaRRhnMaNiQoO6hdMoHFcnLUz33lhxk33URLz4LvTEPQ42n7OifmmpJb7fFPt0ei5QRN5O5Di0u5VatOtMTu1qnGHWn0Oeq7xIIQnBtzTPw848CdxxJINtqQ+xOC6+1Gv+a5/j7udc6aWB41Nvb7peaVbrDnBaMhhvAsKlghxE620K7r1nFdSL3GcdTBcq86BKcuyWfcmWTsveaBrZcRl5x0vQ+0REp0dt3N6/oySqPG+P/HUfPPkBWGSxEPNdwvWiX7+E1QQ/LeEEPcIId4E4I9CBcT/1ln2VQBSAE91XDcx2xcCn+87y3WCEOKboeTkHwTwLinli87nr4ByUf//SCndfbij8NDlGX7b6/qYz28O/If+doMbru2Nk14Oz+cBr7p3DwDwG08foChlrc830I1p3ha47LyPbHjfCb65TApgskmHLY4igVEcaebblXmbmu9wLff+JMXhfE3m25WdN7id8++sCs18W4ZrER4g2flozeC7xXDt0o4JbCyGMitqzPc4iZHGAkeLHFnul537DH0WeVE7fiG4/dqbDNc0qxmYhRDrDdg1375niWG+1TFYVsw3Py7EEJxodrzehglYr+Zbny9ngkxj75oI9cnXXdk5Z4E6M9+VEdI9jPneZW7nJ1UrMmJXQrLzPm7nb3nkEl73wL7Tn1zq4JDXZNN3TZ9v9bosZPW+OX5thmuFDu79snP1TOpa8w0r6O3DfGds3Pz5uUottSt/92G/Yr4zVt/u4uruGEKwfuVCtLYaW535Vq+uiVZ35rsKRgsThPB6dB/z7esAAhiFFu/TrtbZIfiW9eC7ifmOhd3nu6svg6lxN7JzzdQHPCW6grPb9Zrv6jOE921ZqOfwzjgJBuiAOQfaPFJKK/Bv+i6/xt3yk9hTZhCC229d7X+nr24NdC2r4LuB+eZu5871w3/+xmk8yM5bsE7w/bcALKBM1J6GasV1DUpy/h+cZb+oev25juv+zeo1VNP9iuo1VBNegxDiTwL4bgC/ChV4P+NZ7HUAxgC+QQgh+X9QbDgAfKh673d33fYAG9rt/BQCXwr4XzxaapbkTsIrq+D7l59QeSkjOze3eheDqm2BgqVlUbCa7241u0KY2k8dfHsmjy4maRSs+R6zmu+Q7Hx3kuDWIjPB9wpqkVESWRMbXfPtMLcjZrK2jiEh3Vp2qzHDfO9YzHclO+9R890kO79xkmkzKzdIWnqYbxrD8TLcaszXfmaR+WsofdCu9dU57GS4FpiIktkaQCZF6t++mnkePAKV7JyY76oWnhIxc13z7e91btzOV6j5Jndf5xj2qfmm9bjruHFsB99cdl50rPlWzHeMe6p2U5NUHSPeEo9fF67sfOkE38eB4Ju7nb/jsav40fd8jukpXSV4aF10X1DAzq/NUVwFznlpMci0Hv49F5QA4W7nNPmNI1GpcbrXfPPrjs6z5XbewHxr12Z2jFeRc7vydx/2pymWeanvQd99fmV3VCUAqqAuFlZQwwPNdVlDuhbo8HEH7C7QpoIe5jv2sM8+vwvC1Ok4QfvYpYy6kPb15wv8Acb0V4wrjc8KvhvuUbrfTBBujlkatbdnbAJv9+W6nXPDNQT2jbctbUoEKOUVC76LkjHrABBmvovSJFh11wOmWOh6HfKkj751T5v5rgY1ipuZb17O48rOLeY77Z5AvFuxsuZWSvmbQogvherH/SiAEsBPAPiDnsW/oXp9b8fV03JfKISIuOO5EGIPwDsAnAD4mS4rE0L8Wag6718C8AVSyucDi34cwPcHPvvtUL3L/xmAg2rZASvAtBq7/bJzeui+cLTUAcKdhJdcnGKaxvjlJyn4NjWKZCZyFphv7nYeYgM4okhgf5J6ZOfEfPtl54C63kgm3Ox2Hq75/uhzua4XXoX5HicRlqwGimTnLrvN6519+9IVZIKj61WLEukkwf4kwYVpiss7zO18pT7fzYZr1MLQV5vrO987oxhHi7ySx/trvt1JMbGlXUCJFUqgdJGdhybhH3z6Ji7OUtw4zrCw3M7ry9L1drJUbc5Kqc55EnPDNZv5DsnO12k1Rs/aWvDdo9UY4G/5dvMk02UGQGW45pOdBwLKspRaDnrvft2NfzpSBmT8fnCTAJQoIQ+Pk1DA2ZB0MTXfahlKjBUsgWVajRHzXVotDwHuCh9g0Kr3jeGaxLKQum3RJInwbA+3c74vdA93Yr6LEm63iJS3GutZw9puuKbuQerG4Xu+XdkZayd5wHbOV2MyjPe6zLfuLe2wzV2Zb0o80nGSsM3g6kqdut8FgX6TdauxarEuAV1ZohvzzfaXL2PJzhsC6Mxh+nmyIXGe833BA9I4iqx7m9cUhyT1lGybjeLG+utFZbimZecSVqsxnpSoj1HqZ7zpLKJe+7Qac2vY+f6fFij5N05aar59rcY8yedxEg013y1Yq+C1YrhfIYS4BuCWlHLuLlM5oJNx2X/ruN6PCCF+HKrX9zcD+Dvs478CZfT2f5KpW7WNRwFkUsqPONv/iwD+Jyhm/gtdqbmz3V+CP3kAIcRPQQXff15K6bZXG9AD9AN0Ksy3lp0v8dIrjW3izyWiSOCV9+7iV564AcBMqtSkLtYtfU4LYyY7X1QSsK5B34Vp6pGd2zXtfuY7bDY3SePKyVw2G67NcxxVWd9VauZ9rcZGcX3fbXZvveQUn7iqwEFN7v/JH/xMzYADrNVYj9sxJDuXUuL5Wwtc2WE13xbj75dezsZJ1ec7zHxTzTIds0XmD+R9IMM1kp03Ga5RULDM/ZOQDz59gDc9dBE/9ZvPYZmX3sw/YaoDoMLIbUl2Xo2BGO/jFsO19WTnFZvvJBTo+uhsuBbbNd/zrMAiL23ZuRBMqi2tZX2g4HDCmG/uxTFLY9xAVrs3rPupJjv3G641tVbTfb5ZqzG+D1lR6mcEN1wrSrtMoK3VmKkpt5lvYx65utu51WqsrebbMlwj9j9aKSDg5lsh0Dl94ZCC7/o5ePPDF/HMTTONjKOw7Hxt5tu5b/sG303MdxTVA+BFVlhJKg5XDdjH9I4fE/VdfwDJ5cG8zzc/vosGqTA9v+gZwhM/cSRwvFw9guQqhBrzXb2qmmx/soW3nUyiKBx8E/Md07kureCxydCNqy5Mn2+z/92ZbzvY5++dFuh53Ud2TsuZGnaz3GSQnbdiI25TUsqgkZqUMoOqD++LPwbg/QC+SwjxbgC/DuAzAbwLSm7+F9iyL6k+/wSAl9KbQojfDxV4FwD+C4D3eByYPy6l/MEVxjdgRTQFStsGGWUcL4sz32ZsVbzi3j388194AoAtax6n0akH3xRAHC0K/PITN3uxyDz4pqCPJqxNveN5PZ37+TiJNCseNlxLVfBdsaahIL0Jbs33MsAA897eXQPLEPgEi7dJev1LLljL7axU8y30ejmevHGCW4scr6jKH0ZJpI8bQAFz/Tgr5ruo3MDDbHQhJaLKb7MP802lAoc9mG8fk3PzJMPjL57gy9/yoAq+i5bgm/X5pvOvDddyv+FaXkiv2R7VM67a5xuoBxaFk8Tqsh6+DioD2Xdrvns4KRvvhwj37NWZb+qV7gbfXALp9vkOyc7bmO9SmnHWar4t5tsoeKiNH1+Pu+/2GEh2bq4zLmmf9Kz55nMaSkwpw7Vm5jv3tBojhZRad/eAoAyoNTj2xurcUKcR37P6G97xMnzDO16m/44jYRmu2bLz9VhDl7ELlWYA6r7/yr/7fvztr3oTXvfAhWo5m/kupW0G5yoH5g1lMlPnGWzcztt3zlXKhFqN8eeUsJjvevmGD/Q8LLTsnNdAR53l+j7wsbltJfWuiHAfbkowzUbqGekLvqWUlfLKb7gmRLhHulrWdnfnr336fFs131hPvbEp6PZ/cdTosH/ibTWmXm3ZeawVXQP82KrVsxDiEoBCSnnQurCDiv1+G1Tw/EUAvgSqtvy7APyVJgabgZ7iMYA/GVjmPwH4wb7jG7A6yASsz2R/U+C/9/t3aPD9yntNazKL9U1iANnpys6rE/B3fvJDOF4W+Eu/47Wdv3thmmrXcvNjYTM3Idk5AK/kjx+fJtn5sihxvTJtm63kdq5qqfJK6rnIC2+ANdog880ZgJCcGzATvz6yc1qXO7EnM7LX3L+vl8sc6bHPoXxnnOC46vMdYr4Bao+k3muazPq+PxvFOCTmu8FwTUu0PbOQ33haFVKSagAA21FJREFU7d8bH7yo9icrvJMPAnc7p4mtaTVm13qbmm+JqWdcX/W2h/D6By6s1KHCSKFd5tvUGndaD2PsAWOA6BquUTDM2d9QQMm7HuxPE4yTCPuM+Z7qMiUm7Wat2vh+TdIIoyQKGq4VgTZX/D0zkSfm21fzXQXfRd3tXJcthNzOC5f5lsg4C51G3d3OS2n9pnHmmyb04T7f0mLb6ftCVP2U+xiuyQ7Bt2a+VR/3LmU13DkfsA3mVkkScLi+D01Jk489f4Tf+tQhfvOZWzr4zlgQCqjjxevHa4ZrDclCLTt3a7477Jo6Jlx27g/m6HEW12q+zTKNzDfd04z55jXQoeu9C7hvRt3tvAqOAStpwMFl524nBIL2WUkiS9ZP5004SQkXnOnXhmusL3vXJJD+vYgERI/ygm2iu+FavebbKEjMcpM0GpjvFqwcfAshHgDw+QCelVL+mPPZ66B6Zb+5+vv9AP6AlLKzQRoASCkfh6kXb1ru4zDtx/j73w7g2/tss2Eb79zEegZwlvI0gm8zU1mFQToPINYRcCXXat9Ps9UYl0L+9S97A776Mx7u/N0L0xRP3VT96XM9ie5iuFZ3fHfHA4QZbZo0fupAySFXNVwD1GQ9iaOgZNpi99ZlvhkDsMzLYF3vzgqGayF2+INPH0AI4NX37VXLmSCzrMysvLLzUYKnbpxUxnB+STDgMqn91Cu7lbQdYM6/noChSXb+61Xw/boH9pWJXlFack4X3O1cB9+xsGTTNCk8sQzX6sfg0s4In/2Kqx331kao/ZWWnfdoNcYnxqHgO2dJH0Ir8z2KIYTAAxenljyXnlc8MZU4LvpcVTAbxcGab9p9X7kB/TbQd4lx5x0DfK3Gckd2TkZKISaQ1mdajZXIcs58x52Zbzfo5W7nNPkNMt+lKW/Qz8/E1LD2kp2XXWTnFfNd1Xx36eaQOIZrKlCyA9Q+SQJ3zGo91bacDhEc1yu2nquX3NZbttu5p9VYVuhknAs3waSDww4nwZWdhwJI29Wb+TJwU8QGtjLT94FJOuhj5+mC0AcmGVo31zSy83BNNgWFU13zXd8GL2/RHQkKaSsWovD1xJl++r42XAuw7d595fL/NX0LNgU6t2ksWplv8g7iSSfAVuBMklh3mBngxzrM9zdC1V//DQA6+BZCTKFajT0IExC/A8BPCCFevwoLPuDOAgWBXaWOmwRnPO5U2fmrePDNAh2SIZ4m8y2EwB/53JfjbY9cxhe89t5e392fpsbtvMZ8N8nOw8F3V+YbAJ65OYcQqx0/7g4+G/n7XbvjXzc5lcSc+S6Dk13qW96H+VbGOHWTnV9/+gAvu7Kjj6UvyPTKzscxjpc5li3Mt11v3J35BirX+rktO/ft8qiB+f7g0we4sjPCtT1lDGXVfDeYpJ1khdXfeBQbUyFiJrnsfNN+GCE2n7t/d1qPMzEOBd++HsLB4HtpmG8A+I6vepO1Pl9JySi2jd8yxtzM0rjB7bwL811N0hO35tuw0/z6zx3ZOUDuz82y81GiJN6u7Lwv882D3lgIpLHANI1bme+cM98UfOua4xVajXVkvrXsvENysWa4JuuO4KvLzk0wCjS71NOY+fOO97umV16PXnc796t+AJPoqUvqO8rOLcM1fwDJmX5uEMZ3t1ufb2K+YQWjIY+DLjA136LyXrBLDdRn5ORe//4JN1wT/p7jlFgYJ5E+T9RqjP4WCNduc9UFXev0W9FHds5VV2en5ls9w1TiI3wej7MCO6MEh4tcP194DTtB1XwPsvMmrBP9fH71+k+d938/gIcAvAjgDwH4fQCegKrL/uY1tjfgDsHEIyO8XYjvguD7/gsT7FXBj4/5Ps2abwD4ti9+Te/AG1CTN3IcDxuu+aS/FaPkmfjYzHe45hsAnjmYY5bGK/WG5y7vQNh4jI9/nT7fgJrAaQaSTbRdPHhphv/+ldfwpocu9lq/K/0FVHD6mgf29d+8nzWf/LiYjRIcLqjVWDgwcg28uvb5BhTzzVuNxZGAxwNEB6q+mu9nby3wkktTCCGUiV5e6smrj/kTQui2K6aXc4Q04bJzl/kOn6tVQUGVe77c+6gNLsPlDb7ZxD6zkiUhwzU7+H7jQxfx0qvGDNMnO3fdlZcssTEdxQ19vsOKB7qvORMP8Jrv0mK4R1VJRe4JPJM4PInl9ZUqOaVk59q/Iokr1/X2YMZlvncnCe7Zm0AIYZlb+mAF/E7yskl+6x1Hh+B7f2LXfHdJ+HDnfGCzhmtu0qypzzc5tC88zDedJl5/H3tqkxcdZOexE9wVHfatZGoAAAjVRXO3c2IvAZf57iA7J7fzksnOPb8FfcBl57FjmMZbjYX27bhDqzGS1I+TqHJOV/vgtq8Lys5ZosvIzon57m64VuhkAqv57vTN7YF+c0LHl3C8LLRCUBsNen7/xoPsvBXrzO5eWr3+hvP+l0FdS39eSvn9UsofggrCBYAvXWN7A+4QmPqygfneBoQQeKyq++Y/9meB+V4HJCctSqkdV2OXuVmD+Q7V0nLZ+SptxgATfC908O2XX/M6cF9NeB8kkZFsLpm5kotJGuMffuNn6B7xXeE6mR/MlRnZa+/ft5bR/awDvc0BZbh2MM8gpf8cUtDjMqm9mO9xomu+c4ctsvfLH6gCavJB98+46t3OJZM+TFN13S6YNDphfXGpJUtWSMakbvbZ2NZqzCfD9sFtNeYLvjkL1I35tg3OXMw8hmuJ045oSU7ycVT1jA+4nTckG1prvh3fhDRWte0Fq9cmNPUaNgkPgbRimrLcKFPo/ujieM4DBwD44+96DP/gGz9drT+OkESi0e3c7fOtDaQC7GnTONrKVnY7uJ27cJUWZWkCTXpd13CNxh0HElQAZ77NZ7zlFlBJ4qvP3NZTUkql1GlpNUalD33kyK7ZXbDVGDP64sEiD7aaZOduKQlP/LgO5X1hVAj1tpKa+Ua4JvuYJczcUgWCTv6y+WdeSqtcIBIiGAhb+0vlJ9X5bGpv5kKy625d34JNgTpsNCXdilJimZdaKedeP/z2HyeD4Vob1vmFvwrgQEp5Qm8IISIAnwUVfP9ztux/gOoD/qo1tjfgDoFuNXbKzPfFOzT4Boz0fOK4nQPhIPOsg2qTT7JCT3yoZvHdr7kXf+rzX4mHLs1q36NjsG7N9zM3Vw++XRYq5Pq90VZjkc18rxvMuxgndt3tbzx9CwDs4JsxvIZ5qO/3bJxYdbsufGZIazHfDQZRTW7n86wwNcgV882ZDB8mqWJiuTSaG9Fxk6N5VlhGWJsCrS/UaiwNHAsXFCwSKPjmBml8Ik7r3xmFZYj0fij4nurgm6lCEmE5My9zw2pRssOHpnIDuh5cGbxd883HEKs+30X9Wmpyf+Z19ml1D3G1A223i2zT7fF8ZXeMx+6xPT/CNd/Sk7w0QcimZedxJLA7TnQg2+V55Bqu2YESvbda4OLWfKeeBB+BmG9fzbepfbVrh/lqTOKx+RqPnX3rEtCV0p7XiEDJgCV3jrjbuVmmSXZO91vO9lvLztd2O1evkRAqeJasfzrtiggnhU50G9CkVqpAMOUkJBVXx6RkteuhYwc4zLdjvOYqNJpgtXxzkizPHszxrz/wVKf1bBKkjGtKulFCc7dSsBiXf1tBAgyGa12wzmwsBjB23nsDgBmAX5NSXqc3pZQlgOtQ/bkH3OU4TcM1znjcqW7nAPDaB/YhhNOyhzF25xHkMn68yI3hWnUNXd0d4098/iu8knDDfIdZcaCh5ruSnS9Y1rcveM03oCYyvsmnze6td3/w2tu8rNelrovUMb364FM3Aahrj5BEvOY7LDvnkv8m2TlvOxRyTg9hd2KC76ZgoSn4Pl6aVn0UfNNkJcT8TdMY87w00ug4wojLzhlDQMqOjdd865p5e2LVZDzng8vo3jzJsDtOLDl2FLFWY9X2ZuOk1XAt2IYpNf4BZn/sGlOeuGmSndOx9ZYbOMw33Z88gWXXnYvKcK2uVGhyf6Z61DiqFBCVxNxIwLsz3+o6Dn+uJsGhmm9muOa0/+xtuCa7eUbsTZLGVmMuXBbTlp13Z4d9kE7QYBJ83Wq+3eBbuX+bsfFxU4ItJDufBGTnnWq+mcs6bdv3NRo6Ma7Gl6Gf7DxjjD9tN43Wk51zVl4/652daOrD7crOfUkLNwFC3UAswzUhwoZr0u5rDpjkf9zL7dxcd3T8aJv/4hefxHv+r//nttdL52WJOIoa73t6pu5q5hvWK7/9h1Zj7ViHAnsawCNCiJdJKT9Wvffbqtf3e5bfhaoDH3CXY+JIrG4n7oaabwD4qk9/CK974AIu7xjXYGKFVqlZPgsgxvFoWVjunG0gRs3nNMsDwVBgvcdYvVVVA9ztHFCBqE95Qfuj+u2uH3wXpWqlotjUzd5vbhsxMiO7Z8/kZEcJr/kOT0D5cfUlJbQklMx+KglcyD3YB858c6fe+n6F5acny0IHg6MkqlpNqc9Cbs9jzXxL/T2euODO1vNlFcxt+Fxpd18nsMgaZNg+uP21b55ktecor/mmif3uOAlOKE3wHWIF6yUl7rWXFaU2QZuNYjx1I8x8hxINmvnOCoziSE+sKYhWnQo4863OYeGp0XfHZ41Bq3YERrFAVvUKp+31Yb7bWnwp+Wc9oCqroMMYrtl19U0MoHccZYkuufS9SYKnb6quEV1bjbmGa/T7ta5klwd8QHOfbwq+udrCZ7hGNbxuq7F5Q+IRqMvOtaS+C/PtMVzzMt+0v5EdoFutxhqCbyM7p2ewuWe4uecqMIkQcwyoraSRnYf37WSpPFToGeANvjP7HESCG72hei/s9q1UJurfRnZuznd3t3OzLdc00HXQv13IKzPJ0PEFTIJD13w7179luJbEyArZSRFzt2KdX/j/Wr3+ZSFEJIS4BuCboCTn/54vKIR4GRRL/vQa2xtwh4B+aLpKHTcJK/i+Q1uNAWoy9dZHLlnvTdL41M3W1gEFaEec+e4QNIw18x2u+U5jEZQw77LgOyRNbx1Dte4ll517mD5iyDehCqHJBf2QjzZt4hULS6b4wacPKsWFsJbR8uqGCeiOxXz76nFtSWhTIB8C1XxLKauAyX/tNDHfJ1mhg0GqayvZxNGHacU+csO1hLlhc3necZYrV+2NqxRCzHffmm97knngCb657Jz2cWcclj8vHIMzF1OPUoq3sAMqJUlsDCWb3M5DqgIKPOdZgTQWNfdrzhSrMSjlQ+Zxp3dbsnFw07c0UXWnWSH1RJ6eFU09lwm89ZYP4wDzTUksl23nzHefmLYouyXTuRKrC/PtBrGcbV3X7Vy3nXNqvn1B1IueVmPaiI/k0TBBnNtqrI35nqZUO2zei6NubKpbQtNmuEYtu/ytxjrIzlnNN09cdDEIDO+DGbtrrqkN1yIyAqzv2/HSlAO1Md+U3OXJaZ7QCbudhw3XXKVD877S/V83DdTHdg0VwSqgspemmm9q00kKQZN0Up9brcaq63lwPA9jneD7O6vXrwVwA8DjAB4B8DEA/8ZZ9guq119cY3sD7hC89ZFL+COf+3K8xQkObwe4bGhvxUDqvOIr3vog3vN5j532MFYGr/nWjF2HoIF+CHzBLk06mxjtNI7W7pFedztvrvneRH02yeq0wdMWmG+akGVFid/61CFew+q9aZmiVMEud5t1wY+/33CN2Oh2CXsIe5MUeamMj/jE0bdfgJ8BO2GGayNqNeYwaC6mVb3zIiA75/K8k2VRsQVbMlwL1Hx3lbm7Dvc+5jtiRn80Cd4ZJUEZYjvz7ZGdO67ry9zUYzf1+W5mviM9njSJLPdrkqfW2ffSy+4ksdDqHN8YaJkkElXduJGu03Nq3kG26baZchFivrnpGy2n9onkt/0Y5bJF/k7gKqKuhmuu87XppV1te0XmWzpJM33fe2u+lbcB3bNSSv3s47XJvB6dy5fneUtphdNqjNbR5nYupbRc1gEAAl721m5x1d9wzed2bpjvzfT5Vm7ndomRZbgGf7JFBd/q2nJblRGMvwUF3xFrNUbXVLPhmDGYq36nmUFhF2d6wE6CuKaBdC2tUz+/Ckh501TzTbJzmjfTYvo+cmTnwBB8N2HlX3gp5c9B9fo+hJKUj6Ccz79MSulajX5d9freVbc34M7BdBTj2774Nb1Yq02BJhv7k2RtWe95w9tffgVf/46XnfYwVgbVfB8tcv3j1GUCN2lweadrsI3RJsZmVebbyM7Vj1Gw1ViDa3tfRNUkZKlVApu93rmk/KPPHWGZl5bZGmCzyE2mQztW8F0fp1sHO29hknzYn6ptHMwzFA29tN1An1CWsmK+mew8L41rcmB9kySuEkbEvAhLdj7PSp3UoeU27YdB++pKoQsnCGuDyyrdOPbLzl1nZCU7b3Y7b3OCTpzAtyil5eY/Yvd5Y8134N7ifb6TKLJM/uhcubLzZSG9ZQJpQ99j02u8Kj/ISyxZPfmkB/PdJusM1Xy7CTl/zXcP2XmL/J1gM9/dZOf8evPXfG9Gdm6Y77K23A3HcI2Pyar5rsbmtp6icxAqk9HtVzsw2Bz62eO0GvMuW9pBH32XJxmbrjnjfVAdA4v5jjSLvAost3NHcUJrFCJckz3PjBeHq5Yg6POt6+rV88+u+eZbdL4v7dZqAGs11kN2LqV93QkBHclq5rvjun7rU7fwN/79b6x83AnGcC18zZGaaMdpNebeRwBjvjv4VtytWGuGJ6X8BwDuA/CZUE7mr5dS/jJfRggxAvD3AHwDgB9dZ3sDBqwL+oG9k+u971RQgHa8LGrMTROaWo1RUNdmpEbZ3pVrvh3DtVCrMVfOtg6SahKS66BvGzXfat0fee4QAPDYPbvWMiMr+O4mO/f1N6fjTkHVvMWkywfqM3xwkjUGC/pcOcETBf6a+a5ajRWezD/HpGJiuSmYLTsvcGk20v/eSp/vAJtP7GzXujzVnsd2O68F3zEz+quOoTJcC7id5yTz9p/LmcftXCd1qrEs81KXVUxHCU6ywisD7VLzPc8KjGJh6uQLE3zza1MpHwqrZRdB9fn2T2LpvMeRqFzR1fpHJDvvwXzzwMEHaodXG4NOXqrvTtbs882doJuw35P5doMauyfzerJzN2kWSlAdnGSNNbl0/0vGQAshrFrqtmShqfl2gu+WnfO1OQypFri5Im1GMedMQdIgHad9z3Syod4jfVX228t8O7JzIQSiyG+wd7zMLdm5797Txpikfqyc9KWT0AntgpQmyUH7q5NVgYDfB9cjhG+TEj9dj+N/+OCn8D3v/QiOAsnGriDTyKb91zXfE7/s3OrznQzMdxvW1t1Wrcb+W8PnSwD/cN3tDBiwCdCkdgi+zx+04doi15OcLhM4qtFtcjtvayFGcsndVd3OHeZ2mZdeBniTsnNivvuaanVFGgvdw/vWXMkyLzGDP1oGUBNazXx7g2/WqsobfJtzDzDn2h6Ga9Td4GCeKcO1wOEIGS+RlJnGMtbMd4vsPI2xyEq71Zjjdn5xluLJGyc43prs3GaTCFQD3VUF5MpLb55kNe8MbrhmmO+4gfkuGhUMEybzJ/DrapygCl7t0pB5XtSSZY2KB2a4liaRPmZFWTKm2Ga+qe1hXXYeBWXndGySWOjadS477898hz+fpDGuV/XKHLnzTHjtA/v4s1/0anz2Y1cB9O/z3ZTU4Fil5tsOvk2A69bL9oXbn5ieOy7r+OKxOX68zEavhzHftK44cmTnbY7+JDtnx7BLzbcxDGtnzHmNOz2ruCdIGovGa85l/ZXRm/osYcm9VQSN3ISsXvNNsvPwvh2zcqAQC104z+k4FrpsgzPfoeuJm3TStUvPA/7Ma91XJ2HCt0mXVShx54Kuw2Ve1ntP9UBWGa411byfZOq3l4iI0jk//CdrqPlux2Z/4QcMOOOgCcKd3GbsTgUFaIr5rstAQ6DJbJPbeZucnLK9szX7fHPm28fw0o/6JmTHSVV765PMbgLU5xgAbs2rHqDO8SEZfVaUpubb63be3GqMy7KBVZnvSnZ+klctp/zfjSM1CXFl5+Ty7TLfbTXfkzSyZOdpHGHkyM6J+T6sjuPGDdciOg/2xKpr0ETgrBLVsdeY74jLzpUL+TiJLVd33qJtnhXBHt+ACUz49WtYacZ8O8G3z3StE/O9LCp1Ql12njoJgGWuar5T51pKOhiuJVGkgvSirCa/tgS8S6sezgT7EGS+nWdCHAl80zsf1c/YJtdnH9pqzwmUxIxEN7VFHAnGLNsKE7deti/ovnXZTJd15MmLZZVs5PcRZ745m8mDsbZk4dQjOxeiXX5McZLd59sftNtu59V70rw/TeNG5puOC2+xpltuBZJ7XcFNK7nbOWBE4K5cnuMkM4ZrSVXL7aJWZlCdI14u0Fbz7balG1nMd7eElZswERB6Hw3z3e04WsH3GqDndJPRois713XqnuQz/cZ3aZd4t2IjwbcQ4i1CiL8hhHivEOLXhBC/Wv37fxNCvHkT2xgwYBOgSdvF2ahlyQFnDabVWK5ZpS5sbqPsvHqvzUiNen23MeQh8FZjeWXS1CQ73wTzrWpvS+Z2vtlc64g5TlMLr1rw3VV2zluNNcjOaQKwNvMtw63GhKCabHsWQgH/lDPfRXvNN9Ugc7fdNI5QSlRGdIr5prEBmzfHixmLy5E3MME+pEx2fnCixuomMmNmuEbB7jiNWL1+gc/8n38C/+qXntR/NzHfRnbOAl+ndR/vk03r8tV9F9Uk0wd6lsxzpQbg8ldfa0PyPMjLsuYWr9yf/bNY06lBVEkY6vMtrPF3YY1KVofqwySN/TXfnv3h6G241rHmmxJgXctqOIvpylu5dHoV1JhQrXix7xHTl1wYx2+2DK/5piPgypDbkoV0znkAE0fhntP1fTDvhVQLhWZchb5mSmmY79kosRJkLrTkvrquec23OXbry86N/L+0PlM13/5944ZrpPgKbYPGGlWJHa6mEA2Kj1KaBJObJI97JIJ0woRtUzPfTh11G+h480Tdv/7AU/ie93640/f5epI4arzvT4KtxtTnVs33IDtvxVq/8EKIHSHED0HJzr8FwOcCeA2A11b//lYAPy+E+CdCiJ11BztgwLowNd93l9P5nQDq43m8KKwJbOv30rDs3NR8d2O+d1Z1O2c138Z4rD4e02psE7JzJefbFvPNa74P56rmzp2Am5pvqWXHXrdz3mrM8/nUkZ2vVfM9zyv5cfi7aVRvnUOBP7FUxOa6vWJdTNIY87zQE/dRHFmmbvO8znxv2hwv1RNae2LVtw8rSTUBJTkH6iU8nK0sqrZpk8p1W0qJF4+WuH6c4TeevgWgat/WxHynnuDbmewvPMy3z/G8U5/vZYFREunrIyukdnp23c6Xeemt+U7jsOGa1WqsSmDx5IFrLtiEdrfzyCv3b2vV2Lfmu+t1RLLzrolALuctnUDTGK51HyeHDhpa6pavV7Lze/Ym+jrgJQW8NtlXxwvw51WgneXYmDgSIiFaHbR9Zlehul2+LD92hQ6+w+0AAcOumj7fzHDN8WDoCx7AhWq+I4Gg2/nJ0hiuhVQn9BZXOhQFtRoz22+SndPYru6O8Ge+6FX4ba+/T60zMsu0QSdM2DZpk265ThuWHub7R3/5KfzQz36y0/cJeUl9vtsN13a127l9X/LHEP0udymduVuxcgQihIgA/DCAd0HdE08D+EkAT1SLPFh99gCArwZwjxDiC+W6tnwDBqyBwXDt/EIIgVka42iZ40Khzl+3VmNVsNRguNbudl4F3+sy3zz4bmg1thnDtQgnReGVzG4CFHwAivn2HUM/8+07D7FuY+Ubpw6oaoZr3ZMhe1p2nlnOtd59Y07uBNo2TfJGFfPtGvm4mKQxpDSJA5KdAyrAWuYlY76r4HvTbue6JtNhvsuy13WRMkY3FHxzyS1nvgG1vxTMPHe4AKBk95OGpNbUY7jGa0wBajXWLjsvPIEyQQffWSU75zXf5FDODdeq8+9L5DS1XqJjo7ahmG9yGwa6M9/UZqqN+fbJ140PRID5jvoxym0MPIHuQV+CzQfOfNfkulo6vSLbWtrql2DN95G6zu/dHxvTMRbs0C1VWkGcPa55Q8IVAB65MsP/9hWfhs9/zb36vcgxbfPB9+wJsZdaZs8M10op9f5OR3GjfNm4nZugS8vON8Z815MgZl/8weHNkwxP3TzBQ5dmev98x61wgkRKbnAGXzHroTHahnp/7J2mbStXEnTf1zrb7l7rbeDJR8IiL7U7f1fkRYlkrDoAhfInx8sCozjS9y4dT1/Z1dBqrB3r0H9fB+DzAGRQDPf3Simt01YF6H8UwN+ulv1aDOZrA04R0zTGa+7fxxsfvHjaQxmwAmbjGMeLgrn1tk/iKCj0BYdCCDx6bafm0u2CGJudVd3OreA7LL+mH7ZNSMRJfkc/0JtuX8Wl2bcWuVYH2MuobVLSQYjwOGajBDdPMu/nFLAe1WTn3Y/TJI0xTiJtuNZ0iLkbOeHYkZ1Tn29XvuqCmNuDkxxxJWem65bk+tNRjFES6dr5TTPfxnBtTea7aikEhINv3puZ2nBxE7EbVc/k5w/VBPEkK4JtxoAA803XFZOdU2JsmlKJgtvxlJIB4Vp/vn4eBFCt74jLzqleuyxryZIkCrudUwIk1rLzUrVKc5nvFtbIla/6EGK+jemb/1j0bTWWd675VtdK12cRbxtlGFATAAGr13y7HQ/iyH+PXD9eYpJGuDBN8UIlQec1udz1mcbkthpbtCQLhRD4PW97yHqvi+mdj/kWAZd0/pwyTvFSv78zCnckAOpO7wVL/LhsdV9wFYKbBLGYbw+r/98+9iKkBN7+8stqLCLEfNuJCiqPKSWXgIeve5Vs8I8/ZsezdV+dc8aVCm6LxjbQObGC76zE0bKw1DTt6yHmu6nPd47pKK51GfCVXengu4Nvxd2KdYLv3wflhfCnpZTf7VugCsa/VwgRA/hOqIB9CL4HnBriSODf/YnPOe1hDFgRO6MER8u8V6uxV9yzi7/5lW/E5736Hu/n//Fb39m6DnL4bGtJFkJSmXgtmfGYr67btBpbP/iqGa5t2EF7lJgayMN5ro8Rh2W4VrVXCzlr74xi3DzJgomH6SjGydKVnfc7H/vTVBuuNTmK83p2wtyRnY8SVbdNbFHYcK0KvucZO79V8F0F25MkxmwUa9f4Tdd8hwzXsr413+y4BJlvZj5ETDM3EdPB9y1ivgtc3gl7cPiD74r5plZjRYlLDvPtr/ludzun9fOAQjPfkT0GMlyruZ07Ldk4jOGaqFqSKdk57x0cR6J14trW4g4wzLeU0rrvMs3kB5jvLcnO96tyr67PIm7eV5edq9d1ekvze9Z0OajXfF+ejSylj2W4pg+Uqfl2GcRVkoVdekcbCbMtO/cdEhP02YmLojDM9/OH9YQVQUvuqRa7NG7nXOG0CnhAGpL/C+EPDn/moy9glER440MXAdilMdY2nCAxqa4t7lKvVAP+MTaVePRJPrjjsGq+NfPd1XDNKH8IS/Z8vrrbzQK9a6ux2Sg2qonAfQmY6zzU4WLAejXfbwRQAPi+Dsv+fQA5gDetsb0BAwbc5ZiNY8vtvMuETwiBr3jrg70DNY51ZedCKJZrkZd48sYJAOC+/UltOQo8N9JqTNitxrYhO+eGaz7mm9d8L9qMtcbNZkw7o1hLidtknCHsTxIczLPKPCe8XJrUa3Z9rcYAM8EIXYrU6u6AJRYo6DlcqEB0ksaYpvH2mW9nn4pS9gr0eUAQrPlmbYwouKdSAy47f/7QBN++TgSEvUmCNz50Ea99YF+/pyf75D6dm3KF6Zo137R+q+abSjfYfakM15RhletO39Tn2241ppjpUtrX/TiJWplvzXo2XCvjKkFUc7mnZ0Kw5run4Vrfmu8VZOeuXDfqwTb64PYmD6lDrh8tcWlnpMsMAFteXTDm2xiQObLzrIAQ/RRNXRIgPvVDUHYuTeDNExc0/mnaLDunOndtuGbVfPuPXVfwAM4Eso7hGvyJhZ/52At4y8MX9W9LEkha1GTnlapCSrt3fNBwrQyXVuhkRodY0/UI8dZ89201xp7rpF6gJGcXUNlLFIXvp+NM1dXT+XH7fPPk3iA7b8c6s7E9ALeqPt+NqJa5BaBZ2zlgwIABDZiNEhxXbueqL+Vmg5QQ3vHYVfyuNz2AR67MVl7HqOoL/dHnDgEAL79WfxxutuZbMd+5luhvQXZONd/zLjXfZSPzQ2Z2oXrQKQu+ScbZx+0cIOY78/Zm5vC5VbuGayMdfKv3gzXfCTHfuf4OTcKpxnuSRir4XhDzveHgmwzXnEmpzyysbT15qSasBydq7PtO0kXXShPzHUdW31eqR3zhaImylMpwraHmO4kj/PA3vwPvetU97D3aHzP5pGNL58df812GmW92zNNYWDXfOoHlBOjzrICUqKko0jgKmk+Zemvlek9JAn7Pk0lfE1z3Zh9oEuzKidtaNTa1HPLBlXCHoGu+u8rOhcftPHKD7+7j5CilfewSp8UV4cXjJS7vjKz2gDzY4QwgN4Pj66EEU5/fq6ZAiGBk5+Y9EWBv+Tnix64oFfM7Sf1t6Qiu7JzX+RvVwHqyc8GZ78KRnUf1Y3LzJMOvPXWAt7/8in4vFgG3c5Kdc8O1UqIs7frr0PXE3c5d0OXcZpCn9sceh6/mu2sSg37buUs9Je1unnSv+86q52KT0eKJZr5tll/KeueQqQ6+B+Y7hHVmeM8DuCCE8Gs5GaplLgJ4YY3tDRgw4C4HsZ95UW5cRt2Ehy7P8J1f/ebewR4H9dz9yHNH2BnFuHe/LgmjCfgmar6VZLNkbueblp2bumhluFY3MeS1uSr4Dh+/nXHzxJwSL4CRcfZxOweU4/nBPG8NFtI4qvW8dVuNUbBHwVNQdl4tzyX1dJ6J6R4nMSZpzNzON3uuROUiXDNcK8Ktt3zg9ZgH8wy746R2XUWMBcqK0sN8Z3odN04ynCzL3qoUOo5Nhms+2XlT0iUkO7d8ExzmW0vIe9R8E6NHbuc0Tn7dT3ow320130B9EuxrncYRYk9D4AFME3ZHSeX70J/5rvf5rra9IvNNQSeB1uveI9ePlrg0G+nkqbuMDkZLI+2n0gvCPCt7P6vcuvHQPtD2zH4ISPiDT7dNW1FKLaceJ35zPgIlWnPGSJtA1i4D6QtuHOdKuA3zLWo12abemwXfUaDm3an5JmWYLTtvcDtvMBXsIzt3SwW4wqG323ml/OG/VUunLKgLeKuxEPN/tMgxS5Na0osrIAhj57dxQB3r/ML/VyglyLd3WPavVMu+b43tDRgw4C7HbJzgaJErxm7D7OC2QQZdH3nuEI/es+tlQdya4HVAE0AjO988801u37fmmWa13GUANXFb5EUj8019WkNS2JnDfPeVcQKKebt1QoZrzcG3OwmvMd+xzXyHJmbGcC3TwZuWnXPme2Rk55s+V4Bfjtkkw/aBB6Q3T7Ia662WoXWbemib+TaTwucPF1U5Qr/zSNcVBUOc+aYkDpnZcRQNzw3OXo/iSAfjRcF9EwRbRrDvemTngQk0r/nmSR5Ldp7GurQiBMMWhpcZtzHfgXutr+Fa0WBGZa03Etgd1RM2IXDDNc18O7LzVfvnSCcBR6yre95ePFLMNzeY5MtQoCcBp3bYYb57Jphc9ty/D2ZZvh9e5pvd60IfO6nfH6dRb9m5rp/WrRNXT4So/ahL2GmNQqgggp9vqvd+U1XvDdg+ARylE/RywzVu4hd0O29IMPVzO6++wxIhq9d8E/NtG64BPWXnZXurMVIo0SOD35fub19UPfMH2XkY68zwvgfqXvgjQoh/JIR4zF1ACPGYEOIfA/gjUPfQ96yxvQEDBtzlMMy3vyXVWQbVDH70uSM86pGcA+rHP40F0mT94IuCrW21GhsxVvtwkXuDbwqIVM132VijTWZ2Idn5zKn5bjJvC2F/mjK38/BYqO0Zx0lWVD26K1fq1GZYQzEsTbpvzfOasoHXfM9Y8N00tlXBgwdCUfa7j1I2MT44ybDvadnIme+8kp1z5pu3wXn+1qK1z7cPdK3Q8VuykgY6li8e1WWXTW7nPLBOYsPAZYF7iNctu1L2JGro810omWYUCSsRwANSVfPdIjt3mDwfgsw3Sd8DiYg+fb51ANfxXtybJFbiogldDNd8LGcX8BZThMQx68qKEgfzXMnOE264VlrrAXx9vs162kpufIiidul/oRlj9r0Ae1kwptqVnZPzfkh2LqW5B7ThGgu66L5Y2+1cCH1/um7nQtSDQ7feGwgb1bmeAXRtuS3iQsxvU4KJ+1y07mutVEDoBAOdz67yfW44SVit5ru74Zrr7O6TnQO2Um1AHSv/wkspfwrAd0AF4F8D4DeFEB8XQrxPCPHTQohPAPhNAL+3+srfllL+pzXHO2DAgLsYsxEx3+HazbOKURLhxvEST944wcuv7gSXmyRxowFVVxBz0scZvg9ownVwkqOU/lZu9ZrvBsO1UXfZ+SpMElDJzsntvOFwJLG/zzdnaDXzXU12QsEHBZYUvAN12fkkjTBJYz2J2oaqQ7Gxbp/v/q3GAMUGH8wz7E/qwbdmjKWsJnWG+V7kBa4fL3XJxTMHc+Sl7B18k8kbSStVWx2zH9f2xniuclPn6NLnG1Dnh5hQq+bb47jO91n/3WC4purs6+UlPCDtwnybwCt8/oI13y2tGpuCEBduLXYb9iZp54QP1Z6XVZAEGNZ23ZrvwsNkKpd6s0IyB7xUMd+mtZ15pnJ5dGPNd2/muz2YcwNK+rfva9wwjA5/KaV+Bowbar6LUtZMwfj+akXMqm7nzAzNdTun61Cgui6r79w8yfDBpw7wmS+7Yq0riYS39pqGFrPgu5TSks83BZ9NCSY6rt3czl35++p9vslwkisW6Bz2l52LRqPFk6Vivt0Wf27XAMI0jXGyHGq+Q1in1RiklN8ihPgolPT8MoCHq/84XgDw7VLKgfUeMGDAWiD2MzuHzPc4ifGbz9wCADza0Ff8O776TXjlvXtrb2/bzDetjyaojX2+i3bZuTZca5Cdn2jZeX8mCVCtjpZFiaNljnujcBuWURzVsvY0+SDourZqghFi4XlgSaw+HRde820ttwXm29e7nILjrqBxZ2WJg5McD1ysO/YbaXppJvaJMeC5cZLhFffs4VMHCzz+ovJr7RuYuMH3Mi8tJvrq7li7qXM0JRvcmm/al7xkrcbi+jIAEDv3VpPhWlHabcXM9pnhWtIu2XT7BfsQYr7bEnJx1J351u7tHa+j/+7RK51bNvJEjiuxpt321Td3gfQwma4vwvUjdX1dno3w3MEcWVVmQ8tM0pjJb6WVGOAxzDwvtVKmK7pI/33XQKhen/tcCMZeltLcoypZW9bKAnhCImMBIgWj5rmw+rkAVGDsup3TGqk/Oe3bLz9xA6UEPuNll611RZHQ7dM4jOwceltFJTs3581/7KST+HHRp8+325s9EqYtXe4pa2gCPWN4cm25QvCdlcozgydZXBwvc+yMEuN2rpMw/mfQdBTjJBuY7xDWCr4BQEr53UKIvw/gCwC8DQAZsD0L4OcB/Acp5Xzd7QwYMGDAzjhBXkocL/NejN1ZwCiJ8GzFxoVk5wDw7tfcu5HtRdGWW41VE3uS9/qY75HDfPuWIbz1kUv49WcOggzabBTjSMvOV2e+ASXJa675rtcNnmSFZueBHm7njC0f61ZjdeZ76kgnN4009hiu9fRO4MZCB/MMr57Wk0S6/rEkWbvQQSD1+X77y68g/ZjAE9ePARhTuq7YHatJ4M2TrHL0t5Nx13bH+EjVVYCjye2cH3M6t0k1kacJrcVUs2DfbTXW1KM5K+q1soBdbjFO49bJ8zrMd1tCzjW2aoJbS9uGb//S13Vajq+zYMy3MVxbl/muM3bufU/Ptks7KUZJBCnVPUNB5jiJLHk0rc7XamzSV3bexXDNcw1Q3bLb250z/bxenjoe0PW89ATfXNZMzxDOpGvDtRWZb/qar883BXlC2P3Tjxbqmr40G1nr8tXt8/Vw2bkKNrlsOlwvT9/xwbTfatlRtoztsF4lNBwGvA3afZ8ZAdK+8/KeNuRVS0gpZfCaq/X5ZmP15SQU8z3UfIewdvANAFVw/SPVfwMGDBiwFcyYc/R5NFwD1I/tOi3LuiKpZHU+1m4TIJns9WqC2mq4ljXLzr/4Dffji99wf/Dz2TjRP+ZtvaFDoBrlG8fL5lZjcd186HhpB/yuo2uw5nvEmW+1kFvzPU5ii1XfiuGaJ6FQlBKjHkkM3bKsKCvDtTbZORmuUX28qvm+NEtxZWeMx6vgu6/sXAiB/UmCmyeZDgx4MHxtb4yf/Vi9uUoz812XkRvmu14jzQNxd51ppDwD3AAIsKXvfB08gJ8kEZ5tY771JD68jA6+Xea7JZhQDGDj5jW6uK6vikQHNbIWtKh/qyDz+cMF3vk3fgr/6A98Bt788KVO6/Yxdm7ShFQ9ZLgGqGufgkw3+ObBLV/PIitw0QkS29BFfVCyoJXAA2u+e8rtnJap3pNSu6DT82yZl3CHmuU8+DaBIpdwA+v3+RaCS9ir41otI4Qt0Q610IyjyC87d1p80bnmsummenm+ny5WkZ2bOnNW8132Y77pGC2Y8SShK/Mtq9IDpZTzJ3yKUmKRl8pwzalvd40LCdM09rZ7HKBwvnSbAwYMuKuxUzGPN0+yrUhztwkKDh66NFuJte0LklBujfmu1vciyc59rcaY4do8LxoN19owq2qidf34Cusid+5SNpua8Z6+hHlW6OQPwFqNLZvdznmSQPdxT2zZ+SS1g+9Nt4UDlJTd3afercYicz4PF3mj4VpRqMRPGkd6Yv/crQVKqdiqq3sjJjvvv78XpilunuQm+GbH7OruGNePs1oCpanmm18O+jzFkdWuL2i45rYaazCgIhM6wC91BxTz3dRzGegnO1+tz3fHAKCD8duq4EEdZ0AJxA4/deMEh4scn3zxuPO6udEWwS3NIOb7ctVqDFDBacZk596ab8csbZH3bzXWr+bb/h7/jC/r6/NNgRc3RXRhy87V50Vp7hm6dlft8y2rdl/KZyGytmm3GjNJIdqWe93Fkf+46fuFjkFVG146igDfZe9LcnCEjrkPpZMEsJhvLenvpiBYOsw3T7Ld8ATfH3j8Br71//6A9Vw0icUoaLSo22ymsT5+tKtNsvPB7TyMTsy3EOIHNrQ9KaX8Axta14ABA+4yzMbUtsnvrn2WQZO3R6+FzdY2CWJOTOCwYea72p/rDbJzq+Z7xTptAgWnx8tibeYbQIvhWp0lPl7mXtl5W5/vtHLOLkpZM1yjdliu7HwbZoIqGWPvU94QjPpAwdqN4yWkRKDVGGO+S5v5fuZAVaBdnI1wdXeMDz51AKA/8w0AF2Yj3DhealbOZb4B4IWjBe6/MNXvKyY+5HZeD6zpvOkEFlsmVK8N2O2S3MuU19lzqTn/d5ea7zYpLGCY71rNd1nfH45Q7SvHwTzD3jjplARYFcY5v17zTf8upWkD2Cf440ZbBHW+ec23erZdnBnme8kSmuM0Bm1SQgWIalyw2Nd5VjSqfnyIou59vvk1YNpeOcsyhlewYJHk43TN+/rL82CNM560PnO9r2q4xhjpmJjVal1M4cGl+PoadhKVcRRpOTlXnaiEq/mbPFEKyfp8R/7r3pik+cffx+2clvH5A9BnXVu26VZjPubb43b+0x9+Hv/iF5/AWx+5hK/5zIetbSaxCDL/PMFGh5Cub5504pimMZ4egu8gus5evx70bFkN9F0JYAi+BwwYsBI4831pp5+M77Rhgu9wvfcmoSSzRiK5Nea7MiXyys41U0qGa6sz/tS/+WRZtNaPh8Bl0k01qmkcWVJLADjJSlzZ5bJzCmyaZedCCEzTGIeL3BiuRW7Nt224th2388grO++zLQoyiRH0Md+8LpxqCena/1QVfF+apbi6O9YBwipKkAvTFDePl17mm4Lv528treC7u9t5FVRUCQudwGItAJtajfHr3t03fsytYJ6to8l5Wq+nQ813mPmuy+g5eG2tD+//yPP42u//OfzQH/xMbR65LYd+wKn5Zo8xYg1JfdKn1ZWv5ttNut08yTAbxRglkcV8+2Tnrtu5XfO9CvPdwXDN43bOA2tr2bLOfEupgk/FfFNyoR4w8QSuJTuPzH0CtCc/8qLE3PPs5okBug/qfb6FxcyG1BsJSz7wjwonSCTDNSmNEiXkdVB4jjNHH9k5rd6Y363udu7KzilxMg14RtB5/J73fhhf8dYHMUqMGiptaDXG2xq65nKl9BvR8dagA+roOnv5h8CKlpIDBgwYsCGQ7PdgntVMjs46yGzr5bcp+CYX1azF2XhVjHTwrUzkfMFwFCkDHdNqbA3ZeXXuj5Y55lmJKzurMN9mjE3HI41Fzbn3ZJlbAbJruNbE/E3SCIcLcw1w2Xkk1Fh4bbjLpG4CaaDVWJ9t0YSRgu8LLcF3Ua0/jlT/+mduEvOtgm/CqsH3J1840u12Ukt2rhJzzx3OAVzQ7+el1MyaC6vPd3VM4ioY0xN9i/k2y9elr+HJOD/mPJi3me92yWabAzMQZr6zDq3GQoFfVpT4yz/8ayhKiadvzvGyqm3iNplv23DNZr4lY75DDvM+SFlPwPHWYYBiEumZZcwjjRJinES4Nc8hKzd2l80k9nUVg0gKDpvgM7sTAY6sYMyvOa7qeuTMt3utACYQnqSxDtZ48kInIvPma/aHfu6T+K7/+GH8t7/wboeVNuyze+/wenD1UcUOE2PrPL94t4U4Mse8dJItUSSqFnbM/AwIyM6bg+/V3M6h10mnuW/Nt2u4Rkm2e/bHeOL6SY39p2D9yRsn+Ge/8Dj+x898xErEhe57nujTRod0fko/8z0ZZOeN6BR8Sym/fsvjGDBgwIBWEPsp5XaYlm3idsvOqd9pVslcmybpq8DUfKsM+06AiU5jVUep6h5XZ751v+xlgUVWrFQnzJnvZrdzT5/vrLCD77ib7BwwQVDqyM5vzTNM0liz44RtyM6JxeXoW/NNAadmvj2Ga1yCmZWlDnYnSayZbyU7N8qVlWTnUzJcU8ffJzt3e303uZ1HkahYKFgKhbyUWGrfBMZ8B3p+8+V88lEVFIja9/i4Jh1qvt2+xT60Mt9BwzW/YzQA/IP3fxwfelY5yR8vi04M/KrgJQw0HGEF32ryT20B+zPf7vbsmu+sMKyoVfNdBfnkSi/12GhcNvu6Sp9vXt8cAn0eO8dEfVZnvkOGa5z59l13FNxN09hyIaf9vLo7QhwJPHXjpHG8z9yc4/nDRe23gJvVGed0qT+jMfNA1STEuiW+eM07fS+vkjr8vIUMx/i6XTQl21y4SSRe853revpuSaRMM99VC87qPN2zN8YnXjjG4SLHHntGZ1Uy6bUP7ON7flKx35k2ZI2CTvkmAWJawdGuhvp8zwbDtUacL8eiAQMG3NWwHaHP1+NLB98NPb43iahicdw2TJsCBRjXj5YYM1mmb7mTZYGilGsx3xTcH1ey81Uk7JM0tup5Q/DJzo+dPt+u4VrT+ii4JKaT5MZ8EjobbV92XjNc6yk7d5lvriRwlymlYr5JoTJOI7xArZtmIx0gA6sbrh3Mc83UuX2+AeD5Q7vdTpPbOWAm8uTkTzXAuSeBxbfnrpMCNl8NLEnx1fb8ATzJmd3zxWECguAiDX2+S++4CZEQXsfoZw/m+I6f+BDe9sglAMoHQRtfbYH55s7XUgct9jhLaRJgfWq+C0/QkMZ2zXdWlDWfBuV2XjHBiUrO0FZNGyv1dynVuBd52bvVWFwxs437UPqPidp2fVlfn++8JLdz9fxxTQoBw7DORrFpNSbNfiZxhAcuTvDE9ebgm64ptwUVl8THrNSAxqhgM7Oh0okkEAjzVmuAqannzHcUSHho2XlD4s4eaxiuWoGz7TqxsDLzXQXf+xMAqqUmx7IoMUoi/MnPfyWeujnHj/7y0/o4ppGwnPKtMbNEn6751uenqc930dm48W7D+Zq9Dhgw4K7GzqibbPgs4mVXd/DotR1cuU216nR8FlmxlWCO9/luMr8bJZE2FlvH7Xxqyc5XY74Bw9Y2BQuJR3Y+z+zgWwc21YSn6XKkAHsU20E4AD0p5+zvtpIl3prvPoZrVbD4QhPzzWo2ucEZT5bsTxJcY7Lzac8+34AKvotS6gkmZ6InaYy9SeJhvpv312WkyaQuK0oPux2u+W6qgeU13yMuO3fGD/hZSIJPhu0iiSMkkaj3+S5V//WQGoazcRw/8L6PY54V+F++7A0AVBDVt893H3A5r6/uVghAQhrDtV6y83oihlrLEfKiNPX5zDySAtBRElXSZTsIpuNalBLLooSUiiXvg04132X92IdqvnmygfZbSrWOJGaGax7pOJed078LKa3tPnhxhsdb3OZpvCeOHJmbnrl9vk1ig7wIbGm2e1+6rbD0tp2abyox4H2+Vduv+jHn7LsPRu3j/9weh/0dvk3NfHdMItHzhXwv6Nzdu6eCb7fum5JJn/3YVUQC+PjzR5ZrfEg1YdQt9USD9HQNANS1ImXzM+xuxhB8Dxgw4NyA3M6B7bRj2ia+4R0vw098y+duXP4dAk2w5lk9cNgETM33stH8LI0jbSy2juEaMcMn5Ha+ooSd2NqmYMFtNZZVDsczj+x8mZe6TU4INebbE2jx/dmGhDeJIh00ELIG92/vOpze7t5WY4x5ypnMmxIv+5MESRzhKmO+V5Odq20/f6gCbFd5cW1vXAu+FfMd3l9KLuhWYFXCQsmP7XNitxoLu527yNgYQjXkdKyaaia7uJ0D6rryMd9Ntf4h46XnDxe4Z2+MV9y7hyQSOM6KTgz8qrAM13S7J/M5yWRN8N1Xdl5PmuSO7JzuVS47XxbSdDGQ0pLlAnZwS8e+r+pHtcJqXkYHcuygaPbSiXlswzX6ftWRQDTLzkkFpJhvIzvnCcyHLk/bme9q1a4cmcvOjYS7rD4zx5bKQoCw7Dx073HmXx0DIzs3EnC/0WBbL3u6lfq4nVs139U26bXLdSylNEF35jLf6tlaC75zdT3HkcCl2QjPHy0t/4eQUz6veTfKCqNM8MrO2e/1gDrO1+x1wIABdzVmFjt4vphvoDlA2zR08J0XWzlWNCk9yQrsNjDfaRzhcKEmAWvJzkeu7Hw95ruJAU2iCFKaiRIxNZyhjSoTMaDdbIqCKTJc49umSb1VUrEFwzVlfOdOSMM10KF1AIr5FgLY8yRdEsaMcJaXEi/UpWAThmuAqet2E0zXdsd47nA15ptk50lV852XpcWsq2UaZOe6brU+ky/KUkvx+ZithIzjpO9DF+YbUPdcjfn2JBM4IuFvOcSTXtNRbDHffZI4XeEzXKvVfEuJk6rmu1+rsXoCjlrLEcgvA+CGa4r5TuOIOWajGpsZF6AYw0V1DvsbrvnPAYdRA5j3mthL3s9aLWNqoUlJ5JOdU5A3HcWmz7ejHHjo0gzP3lp0umZrsnPGPlOAq5lvOraw1QBZIPmky15aar5J1l+U3CjPf8x1wByq+Wbu8W3Q5RO6BMBX8909iAdQC8LvqRKbruw8K0qdAL6yO8KLh0tLvh9UTbBjHbNrB1BGfl7ZOXm0DKZrXgzB94ABA84NkjjSQdc2HKHvJNCP5DwrtnKsOPPXzHyLjcrOD04y5KVcmfkmiXxjq7FqgkLs93xZD74BMyFvq3fVzDdraUOBuw5mtt5qrO6e3Lfmmxje68dL7I0T7zHUk+fKFZqCF5rcX5yp4PviNNWT4VUSKfstzPfVvTGeZ8y3rJIBXWq+U5YkKcoSWd7CfDvrbDRcK8wYQrJzuk86yc5XYb7LZjVMSPI8z0otn55VwXcX47dVwQ3XjPTXZi9LKVdivn39idM4sqTr3C/DajVWJXHIMdsdG2cH6dj3fV5FXdzOPS7cofrjopRWwEfL0PVIJTG+a44CtGklJaaEA0+EPHhZtfRrYr/dZKbeDxYYR5X8uXCC76iqN6a98vkwAPXgnW+DL0uGa6r8APq4+A65TjCF3M7ZddqGwjlnQgi9T3QvdXHt588WSphQEH7vvl92vmTlM1d2xnjhaKGv96RqNQbUa75tt3N7P7hhHQf9VtK9eeN4iW/6x7+AF5yE6N2KYfY6YMCAcwUy3jpvNd+3GzTRWuTllphvs87dcV1+bJaLcLhB2fmNYyV5Xrnme9rOfGtJeTWZoQmEK4+mQKQt7qCJCA/YaBJE+8EN17YiO4+j2qSOm391Wke17IuHS6/kHLAn/4r5pprvKviuvhdFAld2Rpik0UqKEJf5dpnpa7u27JwmiyvVfHuCVavmu2b61GC4xhIeQdl5B+a7a9CrmO/6eW+6xkLy20VesOs12brsnLtIG4bdGac0wVxXl2igCvjcwM3DfKexfU2oEhTGfMt6zbcOvkup22/17vMd+aX/7j7w7QHcTM1eVkrT99rt8x1HQid8mgzXppX6iP62ZOeXZgCAJ66H674pICZ3egJnnwGjOOH7KISdFCoCicOQ83jhyOSN4ZqtCPAlnXzyfg5e49+Ges037/PdveZ7yVQ12u28ug80833iGE4WUquqLu+O8AJjvtNYWIoNa8wsYWBKKkzNt+8ZRL+V9Az7wBM38e9+9Rn8/Ceut+7b3YAh+B4wYMC5AgUp563V2O0GBRnzrNhqzTeg6nhDULJzCr5XH8ckiSEE8GIVfK8ayHcyXHMMs7TsPA0w323sY2Iz3/zfvprvrRiuRfVWY0VLDbQLuuduLXKv2Rpguw3zmm/av0sz872ru+OV6r0BFnxr5ts+B9f2xri1yPXkjybzoT7ffOya+WY13+45sZlvf823v9UY6/NtBfD9mG8jhQ0uUq2r3m83K4wLvQ8k53axyEy5xzSNcbLMa0zeJsHb1oVk51JKLWPu5XYeqPm2W42VtVZji7ys3hdVR4l6EGyk30YK3Pd5FYm6dNq3D4Bb861eXQk0V31w2Tm9T88yn+Galp3TdZmRW75Z5sEq+H68gfnWhmu1mm9bhcCTILQX5KtBhyRjgSQH9wngKEr7OFHJAHfr5uu3v2sSAD7wDg9tMIoV9bfVPs0xk2sCL2lx3c4vTFOMkgg3G2TnV3dGeOFoaZjvOIJbz03gzLfrpl+W/nvfZb4pAe/6cNytGILvAQMGnCtQ7e95M1y73Yh08F1u5VjxwKG55ltsxHAtilQv7OtHakKxOvPdRXZuWC6AMd+u7Lxari3woO+lPuY7ia1lhNge8+3WICv5cX/mG/C3GQMcwzXGsGrme2bc/q/ubSD41sy3vR5yU6fPaULZyHw7zta65ruoHyf+d6jm28eE8Tr7UN/wLjXf0sN6+rA3TnBrbk/C87L5mRBVRmYu5rld833b+nyXps93TXZerma4Vpb1xEUSRQ7zLfV5MTXf6rpOKyf5oixr/tg8GFuV+Y6jDm7ngWPCPyPYNd/V90upE3BNCR8uO1fLqH3iz9B79sYYJVEj861bjXlk53wfVBLEMVyrWo3R33lZehNptB73WpCOPDqulAVlKZ1afR/z3XyN93M7d2XnZp8oOdGFQedJooUTfI+TGBenaaPs/PLOGDdPMpwsK8M1JuGvm/WhGjPzM2iRnWvDtepc0zPo+UF2DmAIvgcMGHDOQI7nTczNAJf53oLsvHPNt5G9rlPzDagfdOoxvS7z3RSEEaOia74DzPdYB9/N23QN1wATeNFnE+1lsJ3rOnXap5VVQNMnaOIMb4j55mxlzmTnhvk2wfdnvPQS3vTwxc7b59gdJ4gjoSdzqYf5BgwzrpnvBqqYxl6r+fa4g6cByTjAHJc9s3GekAhJ1zsx3x2D3ks7qU5Y6TG01PpHkZ/Fm2eFTgzMKPju6Lq+Cnjw7e/zTYZrxHz3lJ27Zl2xsGu+rVZjTHZeGtfoopQ6WOEMKlDJzlc0XBPC32vd3QfATiII5zO9bFnv812QD4Kwuze4cGXnC91e0ZZxP3hxiidebGe+Xbdzzj4D6jzUar4juyZb+Ul4mO9A4ss1iKN/Z2XpyM7r496s27m9fc6292G+6ZxM0sjUfLPf2QvT1G+4RjXfu+o5/OytuR6PUWzU6+UBdXyM67wJvn0JQLre6d68NTDfFsIzpgEDBgw4gzCy8yF32ASaKCzyUtfJbxJWzXdLn2/COrJzQNWZXt9QzXc3wzVbJjkb2fupme+WwMNtNQbUme8kjjCqJvTbgNtqjCZ4fYJ9PrYLgZpvPal1WgEZ5tt8749/3is6b9uFEAL7k0T3HK/VfFfBN5muUR3lan2+ZS3AJrf7zFM/rQ3XPJNobuLFA2A+LromFh1ajbUx35d3RvjFT96wx1CUjY76osFwje67aRrj2YNFKyu4DnjwLViAZI8TOM4qt/MezHfhCRrIhIuwDLQaI7MvCtbcmm/DfJtWY5OeycI4oD6w9sETFOp6bndZWW81RuZpcRQhqZ49Ptk53cv020vBtxuMvuTSFI93Yb7d4Lu0e0Xz86Bl56DjbeqjfUnlrjXftFxe8D7f/qRTq9v5CrJz4dkm37c20DnZHSes1Zg6rqM4wsVZWqv5zgqpf4uuVsH3Mwcq+G6UnTsJtoglhkrpL32h38qT6t4cmG8bw+x1wIAB5wozLTsfmO8mmD7fxVbYVD5597Wc0svxWtY1ZOeAw3yv2ud70m7YlzjM97FuNeav++3qds6l0cbt3KxzOoq3dl0nsV3zbSZU/Wu+AX+Pb7U+k/Thf9O558H3urgwTXWAkrpu57sh5rv9vFP9ODnEc8aIwzDkTs13Y6sx5nYeU+237drcx+28lfmejXDjeGnVAOetrcYCsnPWamw2inGc5a2s4DrgLtJu0AKoSb9kbuddmEeCy7bS9vg9wssNjIN9qWvB46hi5avlecsqGrdhvnsaron2/fE53msnc9ftm9W4u6aIdGmPk0gHchyZIzsnhtUNRh+6PFvZ7bxeTmAHpFTzTddl6BoOBd9S2uPlSUK7z3f9mPuc9q1t9jFcc+4Xwdbfq+a7WmZnnFiy87TyIrgwHeHmiW1sxw0EL++o5+OzB9SqkTPf9rYK5zqLGVvvMy4EWKuxStZ+MDDfFobge8CAAecKO1Q/O7QaawQPgrZh4BVFQgewbTXfhFXZasJ0FGvme+U+38R8NwQLXGIK8FZjDvPNWoc1gQIWfixcwzVATVi2JTtPImG5nZO8tl/NdwfZub7uCmv9dO657HxdcPbdZb5JVkmTvT5u57SfpubbP9Gn5Iv7mWbVPJNo3js61cG3PfZJ2l7z3dXt/PLOCFkhtekhoBj55prvBtm5rvlOqlZjzazgOvC5nbtBmoRhUn0GdyGoYNR+L63VfJc15lsZrkmMyHDN43bOZecUGPVuNdap5tt/TAB/uyiv4Zo08u1xElku2gQjO7drvt1b4sFLU7x4tMTRwg763PG2ys4jj+xc2GZyWRkwXGMJG2v/nfNN980yL60WbL5Dbko8vLsVbO/mQ+GcM3UNS6tlXZcgnhIgO6MEy6KElBLLvNRJzgvTFDePl7XvuLLzTxHzHZmuE65ZXy1hIMCSI/7fP2O4Rsy3en3+cFlb9m7EMHsdMGDAucJsPDDfXWAM17ZT8w2YCWlbqzHCusz3zijRE+xV+3xrt/OGYGHkyM5pAhFqNdaW2zCy87rhGk8iKOZ7Oz/LSWwHFsTw9av55sy3P+FC61tq5pv2c/PM935D8J3GES7vjLTMkZINjcw3sZys/j4vS8uoyN0GLed73+e+zVskufXEhAkL9ELwMcE+kMEdr/tWsvNm5ts3/5/npWblb0fNd8QYRR/7KACrz3fvVmPemm8efDNneqaGIcO6uGJKXSf2WJhgjBIofZOFUYCF5fAlYCgerUuHfW7s0ur/PQoy3+R27sjOXeZbtxs7wS984kW8+2/9lFYqqTGQ7NwOzt2e67as2QjPedIgL0rvNWcSNvZ+uGUGtM95yWXn/oRHW4lHL+Zb17Cb4Lss7WRBF9d+Oic7Y3NOFnlhlffcOKl7PZg+33bwrZhvc3w53HucmwG6TvUEt9XY4UKNZWC+FYbge8CAAecKmvkear4bwQ3XthXQ0TloMlwbWcH3+sw3oW8NJeHCtLvsnGTDJ5ld80igfWuru51U3/MbrrF9SuOtGQmmkapPNm7B/Wu+Ldl5i+EaTdBvB/OdRMLLvF7dHdWZ74ZElKn5NpPMopCVK3z92g21mtOGa4E+35SQMMy3/f1xB+a77Bj0Xt5Rx+hFxoK1yc6Fh/kuS8WsccO1k6yoMXmbBG9b57LLtM1SMua7T803qyPn28sddQidG6rxX1bMd1Ipf3JPYsAEwOYc9i2TiUV3wzXhHBP67Ec+8BS+9vt/Vv3tBJlA1ee7lMyXIQ7UfNsJT0qsucfvwUtTAMAnXzzGX/03v46PPHeEp24YGXpX2Xkc1RMPnPkupW3myMFrua1tlHayhfaZy84j4fM67+B2zmr82+AqLuhesxKjHZJIXHYOKCdz3grw4jTF8bKwDPS47Hx/kiKJBD5Vyc5VzXc1xkCrMc7WU+LH17IPUM+0OBI6MUbM90lWBJURdxOG2euAAQPOFXTN95aClDsFPIvtsoKbAgUPey19vgmbcDtfd11Xd8cYxREu7YSDQBozSTCJqXGTB+OOrcaIyfS2GrNk51FjH+p1QBNVmuSZYLRHzTeTebYZrrns2NXdMSZppOWOmwCNYRRI6lzbG+vgu4vbOT1T6H7Rfb7zuuEa364bmBuWtD4bz7vIzqv1zj0sJKGz27lmvk3wnQWSCQRfzbcrn56OYkgW+G7jeexrNcYDPiGALC/1fVr0kJ1LWZfsU7KF4PZ3T+NI13yncWS11aPxAHYAbI5bT+Y7ag/mfAkYwZ77v/jJ6/gvH3oeJ8vCYvr1+Eo7eGqSnaex0PfAMsR8X1bM9w++/2P4pcdvALBLL+g41WTnTq/oOBKg08BVBYIdV1/7Pz4mN3FRqyvXwbdt5tfEfIfdzul4+k9YWUr84Ps+hk8dzGuKC1EF/IXnODUhI9k5Bd95iUVe6mfShUphxNuNZUx2HkUCl3ZG2u2cDAQBX+JNvXLDPm4S5/v9E0Jglsas1ZgJuAf2e3A7HzBgwDkDyawGt/Nm8MnwtiT6o2q9ja3GmMP3ukkA7ja+quz84myEn/rT78S9+5PgMjSpI/bkJCswTeMa02Pczpu3+WkPXsRnP3YVr7hnl22Dgm9bdr4tLwPDxkokcTcZdmgdQHfDNboOv+wtD+KzX3G15hi/Dij4DgWSV3bG+MD1GwB61nwzI7W8lMgCfbE5Q85Bx8kng+Ztvqi9j3t/NjlPE/q4nQOw5L95IRuPg6/m25VPz6r777CaVG/T7bz01FWrfwscMQlzm1HV9aMlnjmY4zX37ysZsnNK0zhyZOeldW5GSVS5natkDAVj9JxwmWVqNSZE/2dfJ9m5JwHD66IpMfL84aLaX/WhNmVzmO8m2XkSRfo+C7mdX9kZYZrGeN+HX9B121ZQWf2z5nbOxkb7QPtOl6Fg45ayuo881xxXS3AU0vYlSDzHjLf9csdHn/tA3w8pFX7i1z+Fb/+RD+LWPEchbcWFYpFL67rr1GqsWobMThd5Wav5BoCbJ0vd+WFZSCsBfGXHKIOSWFjHl8O997gfQcjtHFCKrznr831xptqfPX+4wEuv7rTu452MYfY6YMCAc4WB+e4GW2K3Jeabar47MN9JJNZOmFjM9xoS9gcuThuDBddw7XhZ1CTnfAxtplf3XZjgH//Bz9T1t2ob6jtcPj8bJVsrp3B7l1PA0KvVGNvPtppvChyNg3iEB6ua0E2B6sdDzPfOONYsW5cad13fy4LjvGI6fcHTiNWG2+sxrJqLwgka0jjynvNJEjUy39yIqgmk8LjOZOdZUTYqAHwMoMt803P4oGohtA3ZOTeuM32+7cCFS1jb5Lrf918+iq/5vp8BYLt/8+3xdbjnPY0jLAup3c41e1raMmwuQ15UUv02U0YXIRaWw6gB7O/RZ3TtP3e4ULJrxvDSMjmr+R4nkddngFrtufe2W+ohhNDS89/ztoeqbZh9oIC6Lju3r2O/4ZrNzFJCwAWv5ba2UUrLIM7Xnk0ZrtWPucv8umiq+ZZS4nve+2EAwIeePawpLnS7uo0w34VWhJngmzHfzvVMHSEA9ewLthrzup3zmm//cSFfCEAx3y+rAu6B+R6C7wEDBpwzGOZ7CL6bwCcKo2Q7x6pPzfe69d6AHXyvynx3gRt8nzCXZ45RR9l50za4fP6b3vko/twXv7r3urogcdj8Lq23XESRaUcTqvmmY0EM2jbvUy07DyQsxolhXvow32lkguqC3M4930srhrpWO6wN1zzMdyGtwDeNI6/aYZz6628JXY3O9sYJkkjYzHfpl9ETfAyg2zKL/BfIRX3bhmsUANl9voGjhTlGbUHL4SLH9eMMi7yoyX+Bep9vtzZ+ZMnOTTDqqhA0E1ox36uUyPAANATXhZpvmxvRvXC4tN3OmSlbKW3me+kNvpWcmY4FBei+U/6GBy/gLQ9fxO/8tPsBwNvesO52Xm815hquCVHvT+57ttC+1FqtOefb13ZMKT7q+7SO2/lPf/h5fOCJmxgnET707GHNdZ1qvt3rrg2UJNphDvSL3NR86z7bS3/NN2BUMUBluMa8Cjjqbuem5tt1queYprFWOdxa5Hj5VaX8Gnp9D7LzAQMGnDNMU/XYGlqNNeO2MN9xhDQWjYG1CTLXD5Yt2fkGgvkQTE9fNemYZ37mWxuurRB4kGqAM99vefhS7/V0hWZjq0kbTYT7Mu1JrCboIdk5bYdqR7d17QHtNd+TNNZJAJqsNp0rMtHSDA/VfBdlrY84oM6/L+jkEn8X3MQLUNda6kmOtTHfXY3OhFC1ndctwzW/jJ4QeRjAeU7BtzFcA7jsvHEYKyFhQU3IXOzm3Gb2mkDX/I3jrOZ+rbYXQVYspBC2OzTAZOelckGnYIS2S2vjtcnzrFjJHDLUa53DZwTGt32SUXunhVVXzRlO7ho+TmLcOK63gnJl56GabwD4m1/xRhRS4hc/cd0aI2CuWa/s3GG+texc7xcc5ltiOvIw38J/77kGe4l1zMx3fQF0WTbfa03M93f/5Idx3/4EX/T6+/BDP/dJfMZLLzl92dV5to5TB+Z7Wf02uTXflByjZ+KyMMeat84DYPlvKMO1APNdczs3z4eiuld8mFQ134tcGb89cmWGSAzMNzAE3wMGDDhnGJjvbrCC7y3WfO+Ok0ZJpa+l1qqgCX+8AQl7E3yy86kv+NbM9wrbqL60TQafw7CxatJE+9aXsUwigSISmnFxQRNLCnq3wYgS9luY70mqDKR47Wkb883vlZRqvgvpdaEfJZGfEQ8YrpWVcZh9b0beBIVivhtajfVQLlyejSzmO7Q/BF+rMUoEhJnvzd+P3Llat2iyTLNg1Xy3MsVVwHD9eFkz+QL8SRPbcE2oVmOVEVvExkfjAdxWY2VvszVAPVPa3M6N0RsL5qpXyWTnz99aoCilTpAYdhzW9RiSneeFRJoIk1jTzHf9GooigQiC+R50lJ1bNdi2rJn2kZvJ5aW/XZ5vu+o70rrP3O3RNnyH3NdP3d1n3zZ/4RMv4mc/9iL+4u94LfbGCZZ5iY+/cOyw/Gof7ZrvDm7nRV12vszLmhqIzpWsEhb8d/MKY74TpuCp9fn2uJ13lZ2fLAtttnZxluLyzgjPDb2+B9n5gAEDzhd0zfdguNYIS3a+RbfzpnpvwBiubSL4pgn/NllvoC7RPlkWtR7fgOldvY7sfJWJ+SpwjYi6BKOh9exPwgmXes339oJvbbgWKKuYpEaS2UVmH0fCCrZI+usyRoQQ8x3qNexr7zaKI+/9OU6ixlZjXd3OAeDSTmr1+Q5JdgmRCBuuEYtL98MtCr63UPPN5bw6AGCHKhICx5XsfJrGrUZVdM1fP8pqbCvAa8xLnZyyzlXFfJN8N2HL03j4GEupjtsqCTbeSzkEH/Nt2oihZrhGy/EgKy8N8x2SnVOfe2O4VtS26yLysMF0zbqyczeAiyLjds69DYzsXFblG57gOxAIq+SDWd4n1efrd78LdGk1Zn/v/R9+AQDw1Z/+EB67V0muf+tTt2ylAtR1wl32OxmuVdfnLjNc432+KTFMyRRa54jd91dYzXdqtRqzt6X7yWt5vi07Dx2Xaapqvin43pskuLo7HphvDMH3gAEDzhnu2RsjEsDVhlZRA+yAcGvMdxJhd+yXH+tlNPO9PsO7UyVets0Wa9aA1Xw3M98rBN8kO79NzLfL5utAcAXZeUhyDpjJr3Y7P8Wab96yyyQbwvsbR8JaF+3LPCsCbud+szS3bIHga++WBGTnbcw3MdFdklqXd0Z2n++AeztBeJy23X7VlASlifU2qgtMcCu97KOAuUf3JklrrSxd89ePl8Gab1qO1uW2GltWNd9JbMoT3PPMA89FXq5UcqPOQfMydIqsQJLVc2vm+3BpGcxxZp4rAFSf70CrsShiibVwzTfBrYcHGPO9tPs8u3XQsUBddg6hWX0yivPde76gn77DH9O+hAU3orO/21V2br+/yEtEQrHTj1WdLp6+Oa859ktIS+XQpeY7JDun58HYCb7puZ96mG8hqPOCP4ng1rxHTHbuS2IRppXb+a2qNGR3nOLa3nio+cYgOx8wYMA5w0OXZ/hPf/pd2lV1gB9Wq7Et1d1+/mvurUkIXfiMxVYFyc43waI3IXEC1ZNlgenFcPC9irSaJJPb3heCK6ldj/kOB980gSMG7bRrvgEVOHZhvhOX+Y7NZHzkSSKMEj/zLYSoOWcDhiF13c59x2jSwnybCW37NO7ibGT3+e4gO3dJV1d2bmq+1Ti2abhGcn31nvmcqy/2p2krY1iy4Lso662jNGtamGCI1+ePYtNqjNd8m1ZjdhAnpcTNkwy741WYb7+BF4fbX1z92wRQ3O3cMlzTx1UFVrTf47RZdu72+W5KOvr6bdP5OckKSNZyq3Tab3GzOctwjTHMudMGjkD3Us3t3Em2+OrkBV8W5nOX+XXBEx4cXDGzP0lx3/4EzxzMHdNAUfVbN8e9S823kZ2TuqfEIjN9vul3hc5VlteTSVTznejrotoP5xIo9XXGmG/WaiykgppWNd+c+b62O8ZHnztq3b87HUPwPWDAgHOHhy5vtmXRnQjb7Xw7AdA3fvbLWpfR8uoNMN9adr5lttjt8x2q+R6vU/OtZee3qea71mps9ZrvUJsxvj4tO98i8707TmpScQ4efBeewNfFq+7bx8HcsHLc1NHHFO+MY285Am3HZbB87c72J4lXSTBJY9xgbYJc3JrnmI3iTsqFy7MRbpxkiv2MRCfDtXqrMdtwje4HchvfhuycS4j9rcbMsnuTRJu/hUCn48ZxVgVj9ucxJd1Ko5RwDdeOFjmysqwSL9DL87HxFmkf+tQtfGXVdqsPeIATgq/un7O3xDA/f7io2GWSnatli6rPNwW1ozjyOuyT7JyeIYsGwzWCj/k2AXXVgq26lkpZb79F+677fAs7sZAV0pu00gkzn+zcCvDNZ1p2HpCPt7mdx8K/zUVeWr+9j92zWwu+6V6jAF8Z/bXXfNdl5wWWhenzPXKCb1KI2H2+leycjiM/vhy6vIEpJ2hXyzLMfFOrMUt2XjHf0km43G0Ygu8BAwYMuANhu52f3o8cBbKbYL5Jdr4J5/QmaFffasIyz/w131p2vgrzTQzFbar5dhMKvvrjLkjiqIX5Vq9adr7Fa08IVX8eUg8QSzvPyk59vr/pnY/im/Co/psv6wvw//jnvQJf/ekPe9eVxlGNffNJ/b/zq9/sTY6NkwiLFuZ7r8VvgXBpZ4SilLg1z3FhliJrq/mOwq3GTCsj23BtlXugDbxns0/6y/+9O05w8zicrAAMu/ji0bLW3gqwg326Xvi5GsURrhelbj2nJc6a+VbL0Wo/+cIxjpYFXn3fXvedZvsmJRqDFK8JHbGXUuI4M4ZrUvKadDswbmO+SXZeazXWoiLh26AxEU6WphZeSomIXY9xJCyjMEDJzvXmKsM137NFqxE8snO7vZjt7QCY8+bmPLjpmw/6OnC+qIJhO/j+6Q8/77DuqMZrykg69fn2yc6zgsnODSOullevXMFzmZjv2FVs2Ntya96FMIkG331EmIyI+Vb35f4kxbXdMRZ5iVuLvPF35E7HEHwPGDBgwB0I11H5tODK4NbB9DbJzinQ0oZrgVZjhvleIfi+3cw37ZPTaqzvtfH/+m2vwgMXJsHPSXJ9O9zOARVYho4hJWnmecH2t/t4LOdzz/decnGKl1z0l7/EFcPM4ZP6h1Q8kzRukZ3n2Os4eb28o5Z78XiJ/WmCvAqmQhBe5ptk52R6WBmuVRPrbSRZuJFVyZhBAr/v9qcpPvHCceP6tOHa8dJiggm65ruQhim0rgHWaoyZ7dE9RaujAPCDTx8AAF59/363HWbgDHbokjXt5urfO1kWkFIlSQ7medWXHNbybseDSRJjmZdaIUHIC4lxypnvdrWD13CN/fskK3CJvc/PRRwx5luvzz4mIdPAkNmhy9DysXM5NdAQfLa4nbvMd5bbRo2vqEzX3GuYX9/jpN04EDDnjhLSC6r5dluNOcE3VwvsjROMmG8FT9xwGLNDo+yg90opg0mYaaqup5uVgkcx3yrgf/7WYgi+BwwYMGDAnQXb7fw0me/NGa7NtOx8u8G3Mp9RExYppTJc8zHfzqSlD3bHMdJYbESO3wW6z7fTaqxv0PSlb3ygdZlYCD1B79tHvC/+1y//NFwMGMDRseU13332dx31SBoLZO5kvMcxD7V9IqjguyPzPVMT3hePlhglEUoJ3Ls/Di7vr/m2ZedRJDBN460y39wAjfqUX5wZo00KYpJqLG6ywwV9fOM4g/S4NPM2VV7DtSTSddSjWOjvk/mVcJjlX3vqJoQAXnVvf+abNuvWH3PIyuzKajVW/fOoOi8PX57hN565hawwQRIFmZmjBqHk5jwvtKGeWq7E7iTRx6dXzbfFfJvPueO5WzccMcM/Xm/Mg8Os8BuuBd3OnZpv2zXffm3rc+0DTxgQloUtO3/FPXu19VBbP0rgjDoy36S+MOoe9YwbxaYdZxwJ3eebzjWXnQshcGV3pLcX7vNd7SOv+SZDPBm+Duj3+tnK3Xx3nODarkrcPndrgZdf223dzzsVQ/A9YMCAAXcgeJb+NJnvTfb51rLz2xCwJnGErFBsgpTAdFT/uSSWYRXm+6s/42G89ZHLW6vHdxFqNbYNZlpN+m4P8/3pL70c/Iwmpgvmdt6nHzVnh9Oe5ymJojDz3SEZ1s58Z1Yg2oTLlavx9aMlnrs1BwC84cGLweV9Nd/acI0dh1klKwW21GqM1dI+eesEu+ME+yzhQJ9PR7GqsW8zXKv26cUjYr7tz2Nt1hVoNRZHun0XZ74Lt9VY9ZUPPnWAl13Z8fpFtIGC0aKUCIljfOw9/U1JkYeq4Bsw54i+oplvOo7Vhk6WdvC9rOqr6X7QwXfDLeEzXCtKid1xgsNFbl3bUkqL3Q8x3+R3rg3XPM8WXqrAUTrHyur5XXM7b2Z+vfsrTPstwjIvre4J5HhunTNBNd9qG21JNwI57tPvB9VV8zImVboSlp0D6tlwoyrXoGHVWo05bf4oYaCWbXA7r66nZw/mmKbKn0Iz33d5r+/Tm5ENGDBgwICtoa1e9XZhkzXf09vEfANqop0VxjF46tkmsQyrBN/7kxRvfeRS+4IbguvgTpNTn5x6XXDZ+TbW3xU+t/NVme8mmbYPSewxXOuRANgK8328xC8/cRNJJBrrkEkKyzHPCiSRsBJ5PKjcVhIHUMzbUzdO8MDFic2QVkNRxnPtwTd9fqNqNeYGU5xpzzwGVaNE4KgyMUsioYNWYhVpbfQ8OFoWePX9/VlvwOx7k+da4dkHvW0Kvi+ZsgbX7TxzjNN08O0kffKixCgRtZrvpoRLyHCN3Lld5tut5adAVhuuQVg12VkptbkaR4j5dmuTfYZrfDy+v5su8cjjTp85zPflnRGu7IzqZQISVvDdhfkmEzwK7g+q8o+xdb1GOgnqazUGqF7f9ZrveuICYMw329eioeabEtbP3lroZ9W1qrc4JQGb4I7jTsIQfA8YMGDAHQg7+D69AGiTfb5HSVRJ7bbPfKexQFaUeKHqSXrJ01d+nVZjtxuu4doqTHBXRII7Ip/eNGNi1Xz3Z+Ktmm9PL+7G73qYWJKWNrX5IhDzHZqAHvSq+TbM9688eROvvHev8R4Swme4Vta+w30QVklAtYEOU1GWeOrGHPdfmDqfi2ociVdp4MK0GssaDdfyQprkFLt+R3GkFQBpHBmWlQzXGDNIeM19/eu91TrUa5PjuZT1AJi+d1QFtw9fnrLPXNm5U/M9MskqDmqZ5XYyaJRhe2q+Sym1O/cx6/VdlG6rMdvQCwAgbGY65FvgY9zpb7vVmC2/BsLBZ1vNN33mBs0Lp+YbUOy33+2cgu9Yn5cm5JXsnhQYxHzzYJ9a4wHh4PtzHruKt7/sSjUWOr72tlyVVMySc2Vp17BzaOabBd+XZiPEkWhlvn/1yZt4zV/6MXzg8RuNy51XDLLzAQMGDLgDYderniLzvUHDNUBN+G9Hb+wkjpCXJZ64cQIA3r7yNNE5Dx1TEiapBVav+e60LS7PPcXEBHc7p8ni6jXffZnvqN7nu4PjOmFc1WbnpfQmz27NM0uC3YTZKMYoifBiFXx/0evua1yehsedtud5UVOc8FKMbZxnMu8rpMRTN07w+pdc8C43TWOrN3QI9PnNkwxC1IMpXvNNrLBruMb/bZy1yXCtCk7YsVjFbA3wG5b59sc97LWa7ys+5lv9nTlBlZGd29cttfXSXSBye3994GZ5hLyUOmHEA3xXuuxTXkTCJDeKUvV9bzRcc1QnZWknRdzWZrQNoK426CI7jzzX39JpNQYA73n3K/DikQk8BSoDuWob47Sr23mpr81RHGnjQ57kHiUm+F56+nwDwB/671/O9kG9hmT3uh+6VfMtg0mJ6Uit8NmDua7vjiKBKzsjPFfVgYfwA+/7GOZZiR/+pafwxocuNi57HjEw3wMGDBhwB+KsMN+brPkGgN//WS/FF72+OXjYBBRroCb9APCAx9V6fA6Z76zGfG+DsRS3pc93G7jh2ir7ywPuvqUbSST0sSb0rfkG6iwkoJjHRV52lp0LIXB5NsKvPHkTN44zvOFBfxBL8DFg86yoqVdmjAnfhuEaoM7X0aLAC0dLvOSi7bJvmG8lO3cN7lzwoEYZRbnbYjXfnm4APJBKmOFapluNUXBi1rlKmzG+ribpLe/RTaAAiYLvyztjrVDQwTeN25Gd03Ku7DyrZOdxpKTfffp889KLsuTMN6/5dkzIWM03D/xcozjfPRluNWb3dee5NO0C70kYAB2Z76ieMHBbjQHAOx67it/JTCsjISBhlBYjT4tCH7jh3DiNTM032x4vXdE13w0Knraad818R8aQ0S0Z4Jim6lwfOCUyl3dGeOEozHzfOF7i3/zy0wCAH//gM3ek/HwIvgcMGDDgDgSfKJyNmu/NSMW/9Qtfhc979b0bWVcTVA1piadunCCJBO7Zq7fX0n2+zwH17bYay3sEgn0RRyZwO83EhAlgTZ/vPgx2skYCK43rMmhTd96h5pvM4jx13zTR7io7B1TZxH/7+IsAgDcEGGSCz/V5kZU15tsN6raBWAg8cV21EHMTYLRZMlxrZb5dNtUZd8oCRgpMR7E/AZPGgsnOKyaYxly9vzdOvIqZLvDVTLuQHum8MVwjr4oYV6s6W1o0cgJULTsP1HxnRamv2TQybGpjqzFPIFtIf/Bdq8dmbuf09UiYxMKyIfiPIuE1DHTN6XyGa8KTdKLv8n3ywSc7J7l+E4QQKEsjsx+ncQ/mu2orFvuD71ES14LvpmdPuNWaejVu5+aYKO8E//q4JwRvK7Y/TTVT78M//4UnsMxLfP1nvRRPXD/Brz99K7jsecUQfA8YMGDAHQhuRnOa7ONow8z37UJauZ0/ef0E912YeCd6ptXYOQi+HZYu7zAZW31bkffftxt0zVnMd497IQ5IjrvAZwCW95D6c9behQm+u1cOXpqlFVsm8KoWNlZ4GDAf802T6204nRPiSODxF/3qE+12nsZIIiXXbWWK2VDdcfOAl5JU/NlpMd9RZBm08fHQ66vv32uUZjfBBK/hZdw6ZrVt9UrM92wU4+quqvnnwRMA05HA43bOwVnWJBY6oGu6tX3GZ0UpsVtds/y6LqS01AI+t3MBwcbdXNISe/wWXIM9fjsL57i41xBPAIQQRXWfBNft3Ps9obbHme+26xhQSVQtO0+M7HwUNFwLqwX4WIAmt3dazu7zHbrGuScEJV0AFYgfzHPfVyClxD/52U/irY9cwje/6zEIodjvOw3nazY0YMCAAQM64eww3+cz+E4iUcnO517JOcBbjd3Oka2GxDFcc1mvTYJPyk8z8RNFqhXPPF/N7Zwv23c/kqjudt5H+t7MfKuJdl/mGwBefd9+q/mhjwFb5HXme6p7fnceRm/EkcDjFfP9Euc+pEn/rGK+gbrcmKOUEld2TX/zmts5lWaUUvfu5s9OlwV3jctodfT66hXN1vg63ECIwyf5NU7rKriZjgzz7bqd62RQtd/TJsO1xEiOuxiuuew60Cw7d93OyS7ByM5Nq7FQ/TLBV/9flNJb563+rV5NKzN7fZQIaN5fw14TfDXfLoSoar418x3p8TZhmUud2BwnnPk297ZqNUZ9vttl523MP+/zbcvO/eubMrUbTxTuTxMcnPiZ7/d/5AV87Pkj/L63P4xre2O89eFL+PFf+1RwzOcV52s2NGDAgAEDOuGs1HxfmKYYxRHu3a/Lts8yRokyzHryxgkeDAXf8fZlt5sCTdTI9ZsmVFtpNWbJO0/32EyqXrcruZ1H/sCr63drhmueOuIQxhtmvi9X7cZCpmUcvsBvnhVBt/NtM9/HywJCoPYMMbLzRB/TpqAlL6QORNX3Xebb3CO5dof2P0dTVvNN26Tghc7dax9YPfiOdSDUEHw3GK4dcuZ7T+2zW5Pu1qqHWo1lzFk8ZQ7aTYofuu95QFpIiVESIY1FTXZuO5GbY6rNzkWdsQ8lxEgFweEGif4+32Y8HFp23uZ2Xms1JlsT31TzrYNvXR7UgfmuAvtREptWY06f77ZWY/ZY1Guw5p3VfPOa/LDhGg++mex8kurxuvg3v/w09sYJvvj19wMAvvB19+KDTx/g8RePg+M+jxiC7wEDBgy4A3FW3M4v7Yzw03/uXfj812y/TnuTSOMI86zAMwdh5vs81Xy7hmvbZL7PyrUHmJZducPedEFilW70l527hmtaytxFds6c2l0Y5ruH7Lxivj+txWwNCBiu5fXgm9zOt1rzXa37nr1xjUW0DNd0WUW4TVMppZZgq+/bn/NWY7pG1jJcM/uvWjyh2qZhZwHgocsz/P2vexu+7C0v6bSPPnR1O6/Lzivmuwq+J0mY+V46ZRAUfPPAmJzFtew8Ep2Cb224ZjHf6jvT6p7U7zfJzon5htDJDarHD91HvCbZbNuWnfPHklEsVIoPZ31lh2dlFIka873oxHyLlZhvlRChZE+kr0Gr5rtDqzFrHwImf3R+BEvemFZjYdl5mPlOcbjIa8cLUM+2a/tj/az5wtcqc9X/8ME7i/0egu8BAwYMuANxVmTnAHDP3mRrbsjbQhIJPHnjBEUp8ZKAaZIOvs/BvtUM11YwIOsKO/g+Zea7muhTvW+fc7WOeiRdu9WYmnySxJeD6iX3e8jOL8/Usm1ma4AJIm3m+/QM1wDUenwDJoCajeJOBmVFJXsmFYM7bqvVmJadB5jvyLhv50U9GP38197bKu9vAl2nTaW/jbLzRYFpGiOKBK5VCYfICb4zXbut/p6MjEcCQQdtlVw5jaNObudCCCtIA6hGXfVl532+3TZgUcBwrcZ8B55dSVxnvguHoeVj50GlGk+dNadxhcATBoRlXrSWWwmhgl3e5xtArWTFRZYbVn3kOJzrf6es1Vinmm9SK9jv+yT7/PyEjsskFHxPEkgJ3FrU676zwq6Tf+nVHbzq3j385w89Fxz3ecTQ53vAgAED7kBEkah+2E9Xdn5eMUoiPHk93GYMUBOuJBI1Bu0swjVcIxn2NsbO5a2nnZiYpJFyOy9l70SD7Xbe77txQ813l3VRoLvwMt/9g+8vecP9OMlKvLZD32nNgLFNz7NCm8ARbkvwXa3brfcGTNA0HcU1ZYcPZFB2aSfFpw4WNcZO3yOlNLJzXnrAAps0iWrs7iYPA62rKZngc5qm7x0ucn1+NPPtyKtdH4RRHCEStuFa5hwHbmbWpiLhDvQUYMZRhOko9ridm+/Zsmb1nt1qrFl2HjJcs6Xt9X8H3b5l+/n1u53L1t/eqPqNNsG3nSQNIStLjKtWXnZ7MdbnmyVKfO79LnxJN0Dtf+QkLmhXC1kvfeDLUbszl/kGgIOTDBem9jMsK2TtvH7f170N9104X2VrbRiY7wEDBgy4Q0GTo76S2QFq4kgTDLe/MMcoibZa87opUMDHDdfSWAQlg+uAJk/pKUvOgYr5zguvRLcN6/T5Tj1u59Q7el3mm2Tnuz1k5/fsT/BN73y0UzLEX/Nd1toFUk3nNssu6Fg94LkHtew8jVm9drtM+9KM3L/tz7kvgma+HRmvWZb3+a5ajW3wMNC6m2q+XUZSjUH9fbzM9fm5omXn9jLaKC4S+v1pGls1364CgAdGbfsbsYBUtx4MyM6tPt/sexIm8KXbkQLKoOGaEDq5qLdRwnrW2UyuvT81t+9KNdP0rFRu5w7zXbTLzsk5nAJ8CqS7yM59nUTGrtu522qsIRngKzcBKnbbkenbrcbC66Rr0K35BuCt+/a1Z3v4yqz1OJ433Fl7M2DAgAEDNGhCMzDf/cEnACHmG1ATnG0EsJtGXCkheJ/vbTGWNLE9C0Z0k6Sq+S5kbwm8VfO9QuDu9vkuNlbznWOHSa03DV+P5kVWnI7sXAffHuZbjyMxbv4NjCEFqxcrCb4bNGgmu5DIPOfKYr7jyFoeaA7O+sLX7s2F2x8bMIFkVkh9fu6vWEOq0aflMk/ru+nIDr61AiAxfb4Jbeedu44b0y513djMtxMYR3XZuRCCuZ03y97Vdu33SPLuG7tpNeY/5r6WbrVtOsx3USqmfxS3dxYopVEhjDTz3WK4VoRk54z5ZoZrtL5G2Xn1kVvz7ZWdM2VCU/JtllLwbbudA8DBiV92ftplcrcDg+x8wIABA+5QmOD7zv8x2zRosnlplmI2Cv9U7owSy2H2LCOJjAmYCka3M24Kak6zzRhhnKo2PEVZ9urxDdgT9L7Mi9dwjersO4yDWOYQ892nzVhf+FoOeQ3X0u0brtGqfcE3fTYdxTqQbKqVLauE0+XKfM4NGkwAL5F52lnxfyex0AFJpks4NnccTI/6ZgM5N4HAg1gKth+6PMP/9w+/HW9++KL+LGbPAh5YTdIYcxYYLx3ZOb92OwXfzBUbUM+G6SjWpRNA3bWdy5p5IEjDXGrm27/9JK4z324A6TLtfP1u3KvG1yIfdwJ+09qr/blRSomiWp6C59ZWY0Wpz4UbcBPGSWxqvluOGRBmvgvXrI4F37JBdg4AEw/zTVJzP/MtLaO2OxVD8D1gwIABdyiG4Ht1kJNsyGyN8F2/9024Z+981KOpFjzUaqzcWnBMTNppm60BKph47taiqvnuy16vznynnnZHpsa2Q813Q/B1a573cjrvC9pVCnzIgMw1j7odzDcdK1/NN3c7P1zYLv4+kNrjIsnOQ8x3KZGXJSLhmu75A3HTiqr7frWBjq3b9oujLOt113wMMxbEvP3lV6zlhBCa1eb7GJSdJ/V7ui0g9TLflez8uVsLsx8Ogy+EqbOWbJ9qNd+B+ygWdsmHdkwPBt/u/tTrxdv31U4ULDoEu3qbEqCcUR/mm2TnvBxi5MjOKXmnGOXmMiNfuQn97dbI0/DamO+pj/muAvGbnl7fWVFu9dl2VnDn7+GAAQMG3KWgH8yzwECeN9Dk+gGPyzLHWx+5fDuGsxFwNnaVYLQraDIWn5Ga70VerlbzbTGdPQ3XYhHs892p5ruB+T6YZ1sOvm0GjMZwGn2+iXHzys7JcK06x0Cz7JyY4kskO3eGTexuUZQVs2ifc0t2HkU6SNGyc2zuONCx5fJsF4XToguwA6HZKMwgRsI4YPPrcRaSnVOrMXZM2i5jLsWmYDqOhFd2bhl6MTdt1ebKloV3MVyzXNY9952P+Q4zv+33bCRst3NimtvcziNRMd+lvbzL3LvIGPNN1yXvPQ+ooDwrJMpSdpJzh0odXNWAEMYRnrpIhDAb+WTnxnCtvl/tvdHvBNz5ezhgwIABdynoB/MsGF+dN9Aks6ne+7yBt7/Kiy3WfJ8hr4FJEuk+3+u4nTe5BPuQRnXZeVF0Y8OALsz39mTnLgNGY5g4gYQ2XNsq8y0wSSMdMPvGOWX1702y86JKOJHhmsvYxUx2zplFwsiVnW/RcI0k/ceedkyE0pNQ4mOYNgbffuZ7ksaW27nb1isJBLA+8CC41OoAEXA7t9dr+nxzZroaU97CfEd2pwEe+OtleA1zRMG3GQ+H68buAzeJA7rLzlU7NmjJOpUwtTHfPJimgN1tbUfrWhZlp6A25PbuljfQefUpClxM0hijOLLGtjdOIIRpmejuV99n7XnEnb+HAwYMGHCX4iwFQecNo+qYPdgiOz9PSNikdJVgtCvoujsThmusz3ff8Vj9ynveQ0lcN1zrw3wnlaGXv+Z7u7JzlwEjZ+o6813VfG+Z+X7g4tQ7wTey80Q/49rcziMRDr4psMwrptA95zyQSmKhA5KcBZabQhfm25UDu2NoZr6FDhAt2fkodvp8kxFYvYSpLenCg2DOPk/TxHY7d9jTSAhIqWTcpTSKAroGFh2Yb34dmF7hzbJz0+fbXl+XZ4fLti9bHNnNtgUkOPPdsc+3x3DNDfQpiF3kSsnRPhb16mO+3fNTVOcGaH6ezUZx7VkVRQK74yTAfJd3xXxlkJ0PGDBgwB2KsxQEnTfcqcw37/O9rXKEs+Q1YPf57hlAr1HzncRCtxYj9Kn5Boi19zHf2zVccxmwcPC9feb72u442OqPDuNsZFqNtbqdR6rPN1B/LiasXZmPKeRBwSiOIKXdxmmTOYjZuAq+G2q+C1lnHe3gOzzFF8IE1m7N91ONsnM/e+wDZ7DrsvMcspKUlxI1ZhVQ50FCalt7WkSb4QXuoySyJeC+mnzVN9yWvIdk151qvh3me9mZ+RY2892x5psHqaPEZsAJ9PcyL5Hl7UFtSHZfSrc1m0BZMhO9htU+fHmGF4+Wtff3J6nfcC0f3M4HDBgwYMA5RhyJrfVyvtNBEwCf0dN5RcLqkLO7pNXYOKE+3+XKzPcq91DisG+ACQK6Jj0mTj9kwsE8x/5tMFyryc4dV38KxrdprPddv/dNwc90zfcoNqx1k+xc2n2+3VPK15EXpTZdJNjMt0lk0TY3y3yr83uybJGdO5vkQ26TnXuZb8dwbV3Zeb3VmJKdl1IxspM09srOgSpgl5yZFtWY1PhC91Hk3Hs+2Tn9XRaG1e0qu/Zv02bMifluk1ALoRh+Yr7pd6et5jsvpE4QE1teD77V+8tCJR/ba77Vq7fPuaMUKKXUyzU9G//sF726FswDqu7b12psyfbrTsYQfA8YMGDAHQoVfN/5P2TbAMnO7yTm25KBrtD3uit0q7EzEHxP0ghSAifLonfwTffOKvdQUrmdE7sHGIa0q0x7nETaSIywyAss81KbFm0DLgM2r6Tv41NgvpvYW9rsjAffDYxhWRlnvfzaLl5z/z5edd+evb5IQAjFnmdFqdsNEqya78jUfOe61Vj3/WoDuUS3yc7dgJ8HQrOGlk2R8Pf5nozsmm9Xds5VG22XsWW45ridA0pRMUljq65bja26/ip2lWTnbs13sNWYU/PN683tYyAAcEM39b5EPWnWheXPWJmJbtHWwXBNSmOA2SWJJKW0ZOSjQM33iDHfyw5ybpN8cPbf63YudbKhKekUCqT3J4mX+c7LUv/23skYZmUDBgwYcIciZj/mA/rhrS+9jM9/zb24UvUEvhOQRpHph7zFmm/dauwMTKKInT1aFL3HE6+RRKCJLjddo9rJrsGqj/mm/sjbrflWr7Wab2dyn8aRclg+pdNMQdkkia0e3SHkZYlYCFyYpvh3f+Jz8Or79mvLJJFqU5V5yhQst/M40gEZbXOTCqM4EhgnkRUIu3D7LwP9mG8fYz91DNfWlZ0bw7Vqu5XsHDCJhaLGfEO/Lz3Mt5HLhw3XuOycLgn3tqPzuzG3cy47J7fzDjXfpZTqGLCETpt3AWASxONQzXdCNd9FJzl3U59v2+1cSeW7yM5DUMz3IDsfMGDAgAF3GGIxMN+r4nNfeQ2f+8prpz2MjSKJORO1vZpvCgjOQqsxYmsPF3krC+WCJpxtdZs+EOOTlyVGMHWcfSSVIw/zfTuCb5cBWwRk54AK1k6rvCASavtRJFi9tl+uS+ZdbYkPUiz4ggD6OxIqGKPLW7ca2/BhcFtyuShlPYHWveZb1CTlgJGdk2LD7anNj0kX2blW2mjpN5DGdvDtuonTPhRlZbjmMNNLD2PvbjdjXgm+VmNA3eU8KLuWEm2PspDhWuea70qJ1CWJRMmHpMZ8+5Uay1wpOdrGEjJcc2X3kVBqglL6j2sX7E9S/SzjyArZ+zl9HjEE3wMGDBhwh2KQnQ/gSOJIm4Dlt6Hm+yyoLqg91tEyx9XRuNd3o0iZMq2iEPDJoPOi7HVM/My3Yov2xrdRdl6NwZW1AirA22Stcx+869X36OSKafvlD1poX9qOP0mWfTWybq9rt9XYpo/DbJTgqKnmW6IWFPIhNLmdxxFzaWfroHrsZVFinMS6FzjJzmmfhWhn+onVBbjpmS07l8Rue2rJy8pwjTZDx7fNSTyOIuSl3cpM7We95pu/L5ykE/9+X8O1zq3Gqld6HsfM9C+EzKkP163GnOSYbjWWd2s1Jjoy31p2Lu3v9cH+tO52ruX0Z+B3Y9sYZmUDBgwYcIciZpn0AQPSyPT2zQu5tf7vWnZ+BiZRRnaer5RsSOIIabKK7Fwd22/+J7+I/+Xf/To++cJx74SHr+b79jDf6lXLznNyO69fL7NRfGrPmHe+6h78+S95DQAjhw4FLSH200VcmRL6Wo1RKQEFB7GTYNn05T5z6q8/8PgNfM97P6z/ptZpHDwQapOdawNA9hyg+2W+pOeEHejRMeiSaOBKG86SEiN/vCwa24CVVWBOn7jBd+i6SyKh67ytbQday0UOs94WfPoQRcL6Xp9WY0BVEsFrvpuCb6fmPdTnmzPfyw6JP13zXms1Bof5FtrPgn+vD/YnKW4tctsYr/r33UAY3Pl7OGDAgAF3KQbmewBHEtt9d7fFfGvDtTOQ+Jkw2fkqyYAkEislKd79mnvwu9/0AJ67tcAP/PTH8D987/vwwacOet2PkzTGIsR8b7HVmGbAqrjfyM7rwdx0FJ8a881BASQ3veLgzGvbeqjPt3uuhBAYxZFhvilw2hrzbcvO/9UvPYnv/IkP6b+lt8+3/f0Q+Fgt5rs6x+R4rmXnxPpH9r43IRJCB5GW4dpIreN4mWs5Oh83XX+q5tsYotEmdfAduJ/5dvm2/YZrZtvG6K1Zdu3fpv29rq3GaLV5JTvXCZ3AdQwYdUetz7dzvZqa7xJ5J9l5w/47ZQFSdr+nfCDDyEMmPdf7NcjOBwwYMGDAeQW1GhswAFCTtcNcTXayssQ43c4UwMjOT38SRWztPOvfagxYPYH14KUZvuOr3wwA+Ohzh/i6H/g5/OzHXsS1ve7Sdx/zfXAazHegzzcAfNM7H9UB22mCArEg881qjtvWUxQSeSFrMl5ABTRpTXbe3JN5VUwd5vtwnmvJMVA3KgPcmu/weeFf4/cpfYeC76UO9OyEWpdbm9dB60AtEphWz515VnjbVcUs+SNRr8l2EwIuVJs/c5y42Zs7PoD3+Vbvu2ezq9t54av57tjea1mUiIT5vW6u+baTD6Oqhr4mO6+Y8EVH2Xm4z7ed5ImEuvZCRnZdQK0SD+YZLsxUIL4suqkF7gTc+Xs4YMCAAXcpYiHORAA04GzAMkDaZs03TdTPkOwcWG083ARpVbz82i7+f9/0WXj1fXu4NOvOWPtqvqlOcn+LzLfb73iehw3XfsenPYB3v+berY2lK9qMqozsvPl5GEcCGbUa8wQBaWwCJCFMazJg8y3XZqMEx5lhBg8XOaQ0zGRRhtlcADrI9SHyBLuAuV8o6CcGdqSZb1H7Tgi8zzcF2Ynjdk7XmN3KSr0WVS9pY7hGyY4Ww7U41Oe7Pj4AtZryuuFYu5leJMRKzDftm2G+O9R8O+umoLtmuEatxgq6npt3QlRfd/ffLW+gpIqWna9iuFYx3zdZ3XdW2HL6OxkD8z1gwIABdyjiSNwVEq4B3ZDwVmPF9lqN0cT8tFywOXh7rJVrvjfAxNyzP8G//uOfjeMGAy0X4yTCPLOZb6r53t0m8+1MwkOtxs4S6Fqm5NLTN0/wve/9CP7y73wtkjhisueW9VSBWxa4P0ZJVGu3ZeS3m9gTg6kjO6dzn5UlxlEM6ciBge6Ga5aM2DFcAxpk5+T43mFnYyF0YiLnzDfbhq9dFZc/81Zj9P6izXDNMT8z22hmvt2kk/5+h0Tlqsw3r/mOOtZ802dadq6N1+zzTcH4IiusvuBtY6ntv8N8CyGqHuz29/qAkoe813fuyOnvZNz5ezhgwIABdykuztJeTNuAOxujxLQOKjx9jDcFmqidhUkUZ2tXCr43WLoxSiJcnHXvG78zrrtd35rn2Bltt72XcBjAeVZiFEcbZ3Y3CdMfWV3f/+VDz+Mf/cwn8Pj1k+r9boZrus93UWqHb440jiwPgCgSWnYusNnjM3N6bt9aqGuhSb1iMd8da77dVmOASbhkjuw8dQLWJljMN6v5NkFh6a0b5r2u1cd2bfZS19j7t0vnkFB6tsG348rOa8yvp7a+tq+rup3rOna75jvUMk8tazP/xHyH+nwT892eCFCvPubbdjtH5Xa+Tp/vSnbuZb5P/3dj2xiY7wEDBgy4Q/E//w9vqNVvDbh7cWk2wvVjNdnJylLLwzcNmkCeCebbkp33n9SdpmnhzjjG0SK3TKduzTMt2dwWfK3GfPXPZwkUHFKwSOwoBTHGbbt5P5IoUjXfZYD5dpQQMeuFvQ2382Or5lvdu9rEzGMExv9sCr55HOo1XFvazDclHNw2a03gwTdPfvBaZF+7Kh2ASgnAsPu0zDJXEupQi6vYcTs3snMn+NYKHfV3k9t5W7IhcrbZ3e1cvfZxO9fMd+Iy327NN2s1lq9R813a10gkFMtP53SlVmPEfJ+Y5OJykJ0PGDBgwIDzjiu7/foaD7izcXV3jBePlsgKxThtq58qTXLPgtv5eAPMd8jYadvYGScopWKeKZC6Nc+3arYG1FsOLfLCa7Z2lsDZUgDaJb7mtt1yKuNISaWXeb3VGKDYRH4dJZHQgf4qQUgTZuPEKlMg2TnVYStJdpj5njWcsyDzXTmRc9l5HIlaB4POzLc0iQL6nma+80JfY/xQu7JzU5MNPaamRFpcY77r+0zLAWBu6qGa747Mt0d23hZIatl5QX2+7evYBzchMgq1GuPBt6d1nosm5t9Se1Ru5yE5fxeQyRqXnWdFN6n+nYAzvYdCiAeFED8ghHhKCLEQQnxcCPEdQohLHb9/RQjxB4UQ/1II8WEhxIkQ4qYQ4qeFEH9ACFHbfyHEK4QQf1YI8ZNCiMeFEEshxKeEED8shHjX5vdywIABAwYM2D7IafvFo2U12dvOFIAmY3eE4VocbS1J0YbdsQqyufT81iLbapsxwMd8lzVW7ayBWD0Kuigg5hJtoEOrsVgFbnnpl+mmrNUYoBhPbbi2aeY7jZEVUgclhyQ7ZwkFN56i3Rs543RhtRpj65jUWo1JK4DUhmsd3c6pYxYFwBTIj+LIYr45g8+Z71JKLefnzHdTIMkZdwBBeXSo5tu1Oy/L9nMbsX0FlEv8KIlaEzL0uUpyRDXvAh/qfb79bud0/S7ysIGgtQ+65rvZcM3UqXdLaPmwO0oghCM7zytTvrsg+D6zzLcQ4lEA7wdwD4AfBvAbAD4DwJ8A8EVCiHdIKV9oWc1XAvg/ADwN4L0APgngXgBfBuDvA/hiIcRXSvtK+6sAvgrABwH8WwAvAngVgC8F8KVCiD8hpfyuzezlgAEDBgwYcHtAwfdztxbIy3JrwbGZoJ/+JGpdw7WHLk3x8JXZJofUGTujKvhe5LhaqVhuzXNc3uleN74KXAZsnp0f5ptYYSM7r8uem5BEzHAtwHzzd5Xzs/r3ppnvKXMF3x0LLUGnoMfXf5oc2Jsk54AJduPIlm/7ZOc8aKPgsBPzLUzLL9dxfJxEVs238AR3Rc1wTb0u8+ae1YljfhY69yb4ttfvY37b9pfqoAnLvL3GGoC+llTwbTpF5A0131lpB6l7kwSXd0Z4qfOcSmKl0lhWrcY69/n2GK7ZNfnqdZ0+31EksDdOdOtEtV+D7Pws4HuhAu/3SCn/Dr0phPjfAfwpAH8NwB9tWcdvQQXNPyql1FeyEOLPA/g5AF8OFYj/C/adHwPwv0op/x++IiHE5wL4DwD+hhDin0kpn151xwYMGDBgwIDbDQrgnjtcKNZsS5McmtifhUlUGgtEQk0oV5HB/8DXf/oWRtUNO2MVCBHjCahez49c2dnqdt2WS4u89LYZO0twa2UXOQWqbvDXFnyrjgAhpvAdj121/g4xyJvArEq+nCwLi42lBEMZqEUWaHY6B8xY3ZZhPrdzfhzSvrJzx3CNvjdOI8yZ7JwfOzpH5KhdbzUmMRs3sPqR6tVO0JL3gDmd+1qvee4WuFrBd1G0fkd9T73mpayY7/aa78xxUp+kMX7h//353mVHcdS51Vgo+eBzOwcMO79q0ml/mjrM9yA7P1UIIV4O4AsBfBzA9zgf/2UARwC+VgjR+AskpfxJKeWP8MC7ev8ZAH+3+vOdzmc/6Abe1fv/CcBPARgB+Kyu+zJgwIABAwacBdxjMd9brPk+Q63GhBCatV1lPIpJPJ392CHZ+cKYbh3Mcy1H3xZqfb6z4ky3GQPUeaJ6bUA5aQN12XmnllGlRF74Daq+5QteiW/5gley5e0xbBKmH3aOWwteG2vqqH39tiMh2pnvwD1K51kz37kjO+9puEYxJB1/Ys7HSYxFZmTnrps27Z+E1EoM7QxelI3PLpf5loHaZAp03UO4itt55Lqd57JTEEkJgaxQJQQ0pqJBdk7XOE8mhp5ToyTCPCvU875lPCKQfHD7yWuVyZrlFvuT1Kn5to3k7mSc1T38vOr1xz2B8y0A7wMwA/D2NbZBZ7x7083VvjNgwIABAwacOjTzfWuBYos13zQpPCstYyj43lZf823BBN+M+V5kt81w7TzJzgHbaCsoO+9Y892FKXTXt+lcE5edc/WDZpOlv992JER35ttlgyNR9Zevgu/SZr77dDLgyRDT51t9Nk4iLPLCa9plGZ9Zhmv1JIB/u5HFHFMttnvu6djV+3w7zG8pWxMrrsP6smiWxhNorXllIhd3YL6XPfphj5NIXztdlo+Ef//5V43x3eqyc0C1G+Nu57qn/BlI2m4bZ/WX6FXV628FPv9Q9frKwOeNEEIkAL6u+vPHOn7nEQDvBnAM4D+vst0BAwYMGDDgtDAdxdgdJ3j+cIGsbHe/XRUhVu20MEm6s3VnCcRw0+Q5K0rMsxJ7W2a+XQZsnp192TmgelAXutVYyO28veY7b2g15iKO60HjpjBjEvBb83qQomTn9e8JAczS5mtENNyj01HsGK75ZOft44+E0EZrpSP7HyXKcM3UfJvvUZBclrbhmu3QHh5AHNlu4YUT+Lvb0bXfEY3VXq6UqBnb1bdZdzvvkrzREu6qZzspOJrczvMeruCjJNLJu05MvCOfB+rMv3FoL62/+6LOfA99vk8bF6rXm4HP6f2LK67/rwN4PYB/K6X8920LCyHGAP4JgDGAPyOlvL7idgcMGDBgwIBTw7W9sWK+S7k1hoHmTmeFwTDM99kYT1cQ803tpg6rAGz3djPfeYHxOWe+3eAvvA7D+p42800138fLwmJVeZ9v3/50k52rV9/3Z2nMZOel43be3XAtYcy3qzyYpDEWealLG3yy5qKUkGysfJPNbudRZdamGGvTzsyRnTuJBLfcglCU3WTn3CNtkZcYdSjVoG0u89JSFTTWfBd12XkIKvguOi+vgm/7PddbgBviqb9bV+tFrea7Spx1UQycd5zXPaRTHb46Q18U4j0AvhXKPf1rOywfA/hHAN4B4J8C+Jsty/9hIcTPCyF+/rnnnus7vAEDBgwYMGBruLo7wvOHi4rZ21bwraYWZ0XmPV6j5vs0sTMiw7Wieq2C79tW810Fsll55mu+ASVFdmu+KVAxsud25vtEB9/da3aB1RnAEHTN9yLHLUt23my4Fokuhmth5nvCmO+89BuudbmXePut0jE9U27nhTcpooM7KS3DNSv4bni20HNN15u3GK4ZQzd7rATX7duHOILFfGcdZefGcM0E38pxv8HtvIfsfBT3k50L0V7zrmXna7idA8R81xUddwPzfVb3kJjtC4HP953lOkEI8c0AvhOqjdi7pJQvtiwfA/jHUC3L/m8Av0+6xRAOpJR/T0r5Ninl265du9ZneAMGDBgwYMBWcW1vjGcPFpBye63AiGDZlqy9L0gyfV6Zb5KNkvT4dvX5psBJ1Xyf1emiAUnGASM7d922u9R8E/Pdpd9w2/rWwYzVfN/yGFOV0h/49DJc83x/msb6GCzyNVqNsfZbLvM9rphv+tySnTO3c8Ve22MGmlUJriFYqCWW2+fbqjVn6MJ8x47hmmo11kV2rl6zQvZmvrsoM8Zp3Ft27mX+fYZrJDtf8dGwP01wuMj1epZDzfep4zer11BN9yuq11BNeA1CiD8J4LsB/CpU4P1My/IJgP8LwFcD+CEAXyOlHIzWBgwYMGDAucXV3TGevjkHsL3guI8p0+0AsbZnoe94H6RxZNVsUgC2bcM1X5/v8Xlgvj2yc7fmu21in0RCS667BE8+xnZT0IZrWaFLDgDj4K5aQNW/F0VC94gPgYbqrflODfP95I0T3H9hoj+LezDfSRTpwMqtuSdTN5/hmuV2Lo3U1SdN94EH70C45MDt860ltS19rn2I9DbVlzsbrun2aS7z3SX47mC4FpvnR5p0kZ3DKnEA6oZzZszrtRqjJCLJ4vNBdn7qeG/1+oVCCGuMQog9KAn4CYCf6bIyIcSfBfC3AfwSVOD9bMvyIwD/HIrx/ocAvlZKWTR9Z8CAAQMGDDjruLY71hPr7cvOz0jwTcz3GWHi+2B3nGjZ6KnJzs9Bn29AMdWFE3y7budtsvM4isz90ZEpNP/uP+YmmD7fueV2zhldX1D4V3/36/G1/90jjetukp1PR6rmuyglnnjxBA9fmenPUs18t4+f1w/7ZOfL3LQa89UUl6VqNWbcyM26m86N6ZVN8nz1vsvyx3q99mtddt7humFSeaCSnfe4fvJCMgO4SAe2PtBnXWu++7mde2q+pd1Sj9fkA6urP+iZMs9NT/mu4zzvOJN7KKX8CIAfB/BSAN/sfPxXAOwA+IdSyiMAEEKkQohXCyEeddclhPiLUAZrvwDg3VLK55u2XZmr/UsAvwvA9wP4Brfd2YABAwYMGHAecbXq9Q1sj5k+q4ZrZ4WJ74OdsZGN0iR628y3Zg6lmmDnpTw3zDdN4Jcu893RcC2NTfDRJQjYKvOdctm5n/n2BYVf+sYH8Mp79xrXzVlWF5M0xklW4umbJ1gWJV56ZUd/pk3KujDfsWDJD1jbGye27DwU3EnWaowzrE2Sa9cQrPBI2wHD4rstx+p9rmWr23nkBKRLR64fAq02L0s9njRuq/mugtQOSp6+rcb61HybPt+rXff0THH9GbrI6c87zqrbOQD8MQDvB/BdQoh3A/h1AJ8J4F1QcvO/wJZ9SfX5J6ACdgCAEOL3A/ifABQA/guA93jkER+XUv4g+/vvAvgSAM8DeBLAX/J856eklD+18p4NGDBgwIABp4Bruyb43lZwTJOxLszh7cB5dTsHgJ1RgqNKBn3rFNzO9YS4g2T1tMFbNOlWYwHZc9M6CJ3cztnymy7/jque2ydu8E2MrlydddR11AHZ+Twr8IkXjgEAj3Dmm2TnHbYbsTrowpGXj9Oqz3dJ46knMZThGm81ZtbdaLgW24FwGTj3scOo0xBca6ei9Cc53H1V31V/L/OOhmvVIllhDDDbar7zqj68SwJklEQsmdThnEXC2+fbp0zIdZ/v1tV6MU5s5nt5FzHfZzb4llJ+RAjxNqjg+YugAuKnAXwXgL/SZpZW4WXVawzgTwaW+U8AftDznasA/lLDun+qw/YHDBgwYMCAM4NrjPneVnBMk9+zEuySvPF8Mt9J3XBtvF3DNd7nO+vRU/i0kcRGrktsGgUxmmFtM1xj10inPt9W8L3562tnnOB4WeBwkenkAq9jX/WS1gmyQPB9vMxZ8G2Ybyop6RL4cQfworqO6HhNkhiLrAzUfDPZeYD5bu7z7QTf0n7fXU7LziM7gCYsi7L1uuF16vSdbm7nbL/ZOWmr+e7KDvMxrCo7D/b5rjInq173lBTVzHfe3cX9vOPMBt8AIKV8HMA3dFju4zDqDf7+twP49p7bfGef5QcMGDBgwIDzAi473zbzfVaCXZI3npVkQB/sjBPcPF4CAA4XGZJIbL3+mg6TlLJXW6PTBm/R5NZ8E0vXpc83oU+f721dWtM0xtEyx615jkuzFM8fLpEXUrO5XYJgH9ze1tY2q5rvT7xwhFES4f59Y7iWRN33l/fbphLm2GK+efDNv8eZ73orMKClz7cODl3W3R2fekMH99X7XHb9+IvHeO7WAq+5fx9NcKXuyu283z3T3e1cdr4fx72Db7/buy85km2I+dYqlbJEJM7O78Y2cfafpgMGDBgwYMCAjeDq7kj/e3s131S7eDamGKbm+2yMpw92x7ExXJvn2J0kW2FYObjx1HkyQUpi7nZOE3qb+W6rT+UBd7c+3+p1W+dkVgXCh4scF6ZK8ZAVfsa4D0xpSP37kzTGPCvx8ReO8PDlmRXg0zHp8uyImYLCJAvUZ+MkwrIovf3XTdkDAEhvoqBJtVNjvkOtxoKGa2aZn/6wson67195tXlfV3Q79wW1SRShaDRc61ZPDvRnvoXPcM1ptUZDzh01Q1/Qc3memVZj5+E5swncHXs5YMCAAQMGDMA4ibFf1Qxvy/2b1y6eBZzXPt9AVfO9MDXf23Y6B7jbtDEuOw8mSHafb2K+6bVapmU/Yk+g2WX5bV1as1GsZOfzHJd3VOIsL2VnA7kQhBNwckzTGMuixEefO8Ijl2fWZ9pwrWOfb0AFwe54SY0yr/wMQm7npSU7N+tOG/bbrfkO1fu7Rmvc64DwXz70HO7bn+DRa7st+2rYegDIOjLfvuC7S5/vzrLzOGb/7sZ812repfQqE2iMqyaeXOY7y+W5KG/ZBO6OvRwwYMCAAQMGADB1311qWlcBTSjPSsB2vt3OWc334vYE37zPN5kgnYfeu1QTLaXUSQOSxnZ1ZrZqvrsYVAmSLm/n2iIJ+ME8x8WZCb7JqGx15lu9emu+R+pcf/T5I6vemy/fifmuni9FKU2rN5KdV9fTsQ6++fdM8CwtwzUeqIavR1OT3Kx6cCX0dA4p+CxKifd9+AV8ziuutp5fnjAA+jDf5t+a+W51O5edn90W892pz7eot1orXWWCndxY9bHqMt9ZUZ7LdpCr4Ow/TQcMGDBgwIABG4MJvrcrOz8rMu9Jcr77fB8tc0gpcTjPsT/ZrtkaYBtPnSfZeRpHyMpSs94AN93qxhRzOXOXfe5TA70KZqMEx1mOw0WGi5XsPC/8tdJ94JqMcUyr/uJFKfHSqy7zXcnO+zDfUtYcx8eVGoV6qvuY70JKSPjr05sSexSY0jFye4yb8dnHQHsdVJ//ypM3cfMkw+e88lqHfTVjLkvZuS5beILvLsx312RY/5pvX59vaZ1v02psvdIHX833eXjObAJ3x14OGDBgwIABAwAAV6t2Y9uu+T4rMu/zzHzPxjFKqdihW4ts623GAKfV2DlyICbmmwffxhlc/d12Ta7aakzUPX83gtkoxq15jnlW4hLJzov1ZeeUFwu5nRMedmTnJPfuwvRzhlSPt3pvUsnOfcE3r58uJXSEyrfYaLhW7RuVINC5dxMGbq23y17/9IeeAwC849Erbbuq112UElnZXS3ic3Dn5RM+5GXZ+dlqMd8dkqHd+nyrf1NibtXgu1bznXc3kjvvuDv2csCAAQMGDBgAwDDf25rocPnkWcB57vNNMvPDRa4M125nzbfEuZKdJ1GEvJCaSQNMzXdXd/C+rcbceuFNYzaK8amDOQDg4qxivksJuabsnII+X/DOg++XurJzbbjWvg06lkWp2GAhzPEn5nueNcjOpZKdG1k4X3eT4ZqRuwOc+XbGF9vnzpRbqNf//KHn8fqX7OPK7hhtiHTCwPgkjHsarkU6+I4aW431CVLHK8jOeewtpWr31tjne8VHQ63muwejf95xd+zlgAEDBgwYMADA9plvMlOi19OG6fN9/qY8O5UE+GiR43CRY+82MN+85tvIzs9+4iKJBPKy1H2DAcN802t7v2bz+ahDsOL2it40ZqNEM4OXqOa7KIPts7oibgq+R8bR/CWXptZnFLB2q/k2wXde2tJlejbomm8Ps6r7fFfvCyH0tdmUSEtY8A6Ea75dxtv0t5c4XOT4xU9cx2c/1i45V/sKvU1jUtiBafaMW7n2h2u+87JEujXZuc18+8zqXMO1TTHfWdGd0T/vOH+/RAMGDBgwYMCAlbHtmu+3PnIJf/Mr34i3PnJpK+vvi/E5Zr53GPN9ULUa2zZoMi1Z8H0eXIjjqtWYJTsn6XGA/XTBA5ROzLfTK3rTmI5MAotqvjNmYLay7Lz6mi8ZQUHRSy5OawFb0iPZELPa60JKK8CmoPCkzXAN0su6NrUai/T37V7v7r7SKuhtXfMtgQ88fgN5KfFZHSTnfFwqYaW218lwjS3CEyJNzHdWlI1u7xx9W425Nd++8ga31diqwfeoxnzfPbLz7T/FBwwYMGDAgAFnBvftTwCYoHTTiCOBr3jrg1tZ9yqg+tI2yfFZBMnMbxxnWOYl9m6z7PxcGa5VtbK27Nzu9dwWUFs13x2Cp9hhTTeNGbtH9yYpkkg5YZMj96rbjZqY72qbj1yZ1T6j49en1Vheyc5t5jtsuKbrp6UKhPmmIgEUaDNcs2XRRaDkIHb2hQfQN44zAMC91bOyDZytJ+a7S8KKnz8aT9JquNY9SOXBd7fx2My3z1W/znx3GkoNcSSQxsJivrsy+ucdd8deDhgwYMCAAQMAAO947Cq+6/e+GW9+6OJpD+W24M0PX8Qf+pyX4W1nhInvg52xCoSo7nfvdridM9n58lwZrqla2aVluNbMfrrg6ogu7OK2+3xz5ntvkign7A0YrjXWfFfbdOu9ARP0dtkuD0iL0v4OJf5OfH2+q0tNGa5Jy8yOxt1c823LzimWdMd8dXeEC9NUXxNa8QHgaKna+81G3RKUfJvLQu1Tl0CS7zeX9Lcx3139NHif7y6lI6rmm8nOPeUNppWburfWSTxNktiu+T4H5S2bwMB8DxgwYMCAAXcR4kjgS9/4wGkP47Zhksb4C7/9tac9jJVAsvNnquD79vT5rjPfXeqfTxtpVSvrazVm2M/mdfRtNXY7ar4Ju5NEtVMrZOdkQghadt6T+RZCII5Ep/2lALGogmi+qXqf7zqzWlRmX3xT9M9mt3OzXVqP2oa93Fd/+sP44tffXysdKKXE8UIF313vN8vZvdpuJ6bZs44kitpbjfU0XBOie8KEl5v7yhtcw7V1vEPGaaTv16wYWo0NGDBgwIABAwYMOEXo4PtmFXzfxlZj0jJcO/vTRWKFm2q+22Tnltt5l1Zjwg7cNg1SPgDA3jhBEpPsHGttt0l2/tClGd7z7lcEE3RxJDq5nRuGVAWkfFvGbEsF37a03Mi/67JzClDbg+/cTbw4B2uURNr/go9BSuCoSgrMxv//9u49Wpq8ru/951tdvfd+bvthZmBmEMgMM9wUAh6dyDB4ATmAJsErJmQtgbi8h6hEyTLLE2UwuhZJjBrvx2QZEk3ELIwxJiieI4wXWInhqDFEVFCGS+Q2DMwzl+fZe3fX7/xR9auurq7uXVVdVd2/3u/XWnv1M737Ut3V1bO/9b38mmW+k0R5z3fTaef+NaWf4xUD16aufuY724ZxFNXKUJfLzp1bfO/8W+9f5zpVH/vxKP8MHE/dyl7+XULmGwAAYAtd3JvPfA8x7bwY/DSZ3Lxpvlf26GTW870QgJ3yMubX+W4ycK2f6PvcQs931M3AteylVd0/ikzf/sKnLL3vOLJG0879wLW5svNSz3dVZjXJB65Fhd+ll6uCtDia3V+aBZCnbXPxea9Npoojq51hbjvtfK6cu7jO96qlxhpkiPPgu2awvjBwbcW0cz/Qbp2qj2Lme3KGys63/9sUAADgDFro+d4foud7sew8iOB7FGkynS87LwffjXq+a5Wdp5f9rfMdZ89jOhhHaWA2TfLs5No93y0Cp3hUL4taHHyWJEuC71Vl50n6GazKfK8KJosZd/845edYdb/ESQ8fTXV+b1T7pIqvqJhMk9nAtTrDwwoPX1xqbFXP96TBwDX/PtcdZBZFqu75npt2nv77JPFD/2o9dKWDeJSfLKPsHAAAABsVjyLtx5E+PGDZebH39bjBskmblme+s+DnYBwtLjd1SrDqM6p1e2TLw7q65oefXdyPZWbZGtAuD77bTztPL+uWLxe9+Ok36dlPvL7Gc8wy3wvrfGcZ/UdOFpca8/9Oe77LA9ey7V5RwuBfk898110TvTho8OGjSd7yUcf1F9I12O976KgwJ6FZ2bkPcEc1er7rZrJnme+awbdZ5bTzUcXJkXWXGpPKPd8sNQYAAIANu7gf676HjiQNW3buigPXAvij2GcM/fTkC3tx3vPtB36dFqz67GPtYMWXnbfd6FP4adt+v49HUTrtvCIoaqK8vFYT/+Slz6p1u+LgsyRZts53OtisuF/MTJH5svNS5rtQmr1MnnEvLDNXZ9/73zulg+DqTjqXZkuSffTKUf7vOsdMVc93fOq08+aZ77rHry1d57u4zellFwPXDoo935P6U9xDt/3fpgAAAGfU+f1RPmBriGnneQYwcTrJ+1e3/49inzH06waf3x/NTTtv0qdcZ5kxaRYw9bbOdyHzLWXDuJJZ2XnbuKfO4LJ1FQeflXu+4ygNsKt6vv1/T53Lys4X+8FXBWnFyeNSeuKlboAYWVp2/fBxs8z3DRf2FEemj165puMGKwQUPzZ+G08buNakPHs/Tj8/9Xu+y+t8Vw1cmz+5sc5Hf67nO6k/xT10Z+NVAgAABOjCns96Wq0Jyusq93zXLcHeNB9I+mzqhb0470udJq7R8lj1e2SzDHJPu+VcKfMd+3W+k8Ve3CbyzPcAwXfismnnpez2fjzS1WNfury4fUnipNISZf6fqweupb8rLjVW9+SIZWXXjxw1y3xHkenGS/v66JWj/IRVcY3tpfcrBt+FEyKnrfPdZ9m5K2a+VwTfy6bIN1HMfJ+lsvOz8SoBAAAC5LOelw7GvWVYi8o93+OaA7Y2zQfODx1ly0TtjeZ6vutkeX3gdtqSZF6+1FhPhef+xMulg3TQ3ngUzfV8r73Od4/7da7s3LmFQP9gHOUnSsoB3CgLQBM3X9LvP4erKhNGo/ngMCkF/qukmV+lme+9ZlUmNx4e6GMPFjPfNdb5LpadZ9s9Gq2edj5psCSXzyTXvX058z2tGOznD42Trnu+JwxcAwAAwIb58tchSs6lNCAwm63zHUopqA+uHzmeaG8U5f3RUhpE1Mny+iCj7pJH/vZ9JZD9UmPFsvOTaZL35bbNuOfDvXpsJxgVMqTlzLeUlkRfrVjn29936vxSY8Wsa/b7VcF3qSw6cfUrN/LM9/FU5xsebzcd7qdl5w1aNaoyyquWGnPOtVpqrO7n2b/+4vNJ8xUS5fd3vXW+o8I63/Uz+qEL4xsVAADgDLo4cPAtzdb7bVLiumk+W/3w0VT7cTS3ZFPdnu/Zck/1y3SLl12LsiXGLh7MWg98MLvO8/q7DZX5niaLJe774yg/iVDeN1GUlp27pUuNnT7tfFKoeqj7MtOeb6XTzhuUnUvp0LWPPHCt0bTz4mb5z94oijRN3NySX57f73VnEuw3LjtXaZ3v9LLcMiAVpp2vM3BtPCr0fJ+dsnOmnQMAAGwpv9b3EJPOPV9+GtLauz7oeuR4ov1xlA1gS7NqVZnXVY9Rd+qyDxr7rMr/us+9TXfedoOk9ATDZDoLzNr24g85cC0dnOZU/hgV5xdUlp1nA9eKIWqdJdL85/WkMOm+/sA1k/OZ74Zl5zcdHujKtYmuXD2R1H6psXHhpEX5dfrXVHcmQTyKFFmznm/fquG3QZqfdl4cpFd+DU3tx5GOTpL8hFIo3zXrIvgGAADYUufzvt/h/mTzSw4dT8L5gzjPfB9PtR+PsvLdNJCoG4D5x6hbaj8LvvsLYl/z4qfm/45HpmuT6dqZb/9WDDFwbZoNiBuVauT9JG5p8eSFz8C68sC1/KTB8v3jKzV8BrruiZf0eU3TJOv53m+W+b7x0r4k6YOfvJpuR42egOJm5Znv0Sy4jUubcJJ9npucNNmLo/oDBEtLjc2m6i+eAPEtHet8hA7GI12bTPN9Na4xIX4XhPGNCgAAcAZtpux81l86xIT1LuQ930cT7cVRPhlcar7UWNPM91DD4P0k7GlFUNTEEJnvfCp2Pu18/verMt9+2nm57Nz/u1bme+JPvNQ/yWCSrp5M5JwaLTUmSTdfTtf3/tAnH9F4ZLWes2qpsbiQ+S7LJ6k3OCb341GDnu/SwLVkscJittRYBwPX4kjOpeuqS/VPeoXubLxKAACAAF3Yn594PYQoG7wU0gRiHyA8dDRZ6Pme1FxqzGdN675mn1Htq+e7LB5FOpm6fDmotrGzzyD3mfmOC1PHq05+7I9n73E5M+2nnS8OXDv9pIH/nV9mLklc7ffJTHrwml+qrnnPtyR98P6rtYPI4mubrfOd3rdq6Jq/rskxmZ6Iapf5rjrJ4z8zXazzfZANFHwoe8/7PBm0TcL4RgUAADiDLmblrxcH7fkuDFwLpBR01vOdDlzzg6ukbLmpBpnvOiXD0iwQGWoptjSbn1RmJJvIe6f7LDsvTjt3iyc/Dgo11VWZb9/zPT9wLb1cFXyamfZG0azs3DUoO49MDx2lgWDjnu9LafD90Qev1c5MVwXfqzLffpJ6o7LzUZOyc80Neksq1pPPp51Pu+n5lqQHj9I++brbGTp6vgEAALbU0EuNSbPy0ybLGm3abNr5RDcfHswt2TR19QIW/xh1Tzj4at6hTk/Eo2i+7Lxl8DxExt5vW+KcksQtBKTFzLeVPmKjfNq5mzuxkWe+TymjjkdWKDuvt8ycf3yfhW3a8314Lk4HiDWoFpkrOzef+Z4v6y5qMknde+Vdt+jWGy7Uuq2vePHykzwVPd9+W9aZmL+fZb59tUEo3zXrIvgGAADYUpsYuJZOfVaQ084fzqedW74c0jRJGq3zXbdMN+/5HugtGkemkySZrb/ctue7lGXtg3/syTQ9WbBQdr4i851OO5ec5k9s5D3fp2z3uJD5Tmq2HKTbodaZbzPTTYcH+sD9jzTIfM/+nU/aX5H59ieT6n4+JekbPv/22rc1MxVj/qr15KPS9q1z/sZnvv0JD3q+AQAAsFEX9zcRfPulxlwwfxD7oOXaSTokbjwqZL5rTrye9XzXL1OWhuv5HmVD5KrWX24iX+d7oIFrVQFwceBa+XVEpsLAtaqe79WfyfEoynu+p67+6zSblZ03zXxL0k2H6cTzusF31WsbFU5alPmy87qfz6b8ce/5f48qtvNkmshsvZaLvOc7e8/rDjoMXRjfqAAAAGfQDRf30ssL+4M9Zz5wbZr09od+14oB1n48yod2SdI0qReA5T3fNU84+IB/yLLzSTbATGqfcZ8Fev2FAf69TJJlme9C2XnpDcwHrpWWGqtbdr5XLDtvMnBN7TPfknRjNnStzcA1f0IhLiw1VtZm4FoTvuLFq5otkPd8N6goWGbW803ZOQAAALbApz/2UP/+G5+jO265brDnnK3zHU7ZeXE797MJzz5YabrOd9wweBpq4Np4lJbSr112nme+u9qyRXnZeeIqT374ft90e1YMXCtc72922mdyHBfKzmvue/+8ec93i+D7Zh981818F/5dbnmYruj57i34jkpLjVXMFvD9+ZMGJzWW8a0HlJ0DAABga3zOE6/vdVmoMj/1OJ12HsafinOZ76zne26psUaZ75oD1wZe5zsvO3eLGckmhsh8FweuTZNkobT8YG6d7/n75gPXSkuNWak0e5k4Mp0U1nhv0vPtT9icX6fsfI2lxoonLcpmwXc/HzgrDVxLKgeu+bL4ZO3M90E2dO/Ba9m0c4JvAAAAnDVRNngppJ7vYkCyH4+yAGxWelwnXvGBT92lxmbB91CZ7zSbnw/Cat3z7YPYrrZsUXFwWPU637Pgtvy7dOBatp75XNl5enna/pkbuFaxzNkyxQqGNplvv9Z3q2nn0fyJhaqeb39CoW5lRlPLys7nThKYP6my/uc+z3zT8w0AAICzyg9eOp4kwQTfxSxuus53sefb1ZoQHUWmyOovNTYrO2+xwS2ky6cls/WXWz7vrOy8/8z3NDtZUK48mO/5nv+db3twTrJC9F2753uu7Lx+hYB/O8xmWdkmbrzUsOy8Ivj2r61q2rnvY+/rmFw2cK34Malad70t/x4/xFJjAAAAOKt88JOWnYeRjSouP7UfR5Kl086dSzOvdePMOIoaLzU2VM+3L6euGoTVRF523uN2+8fOM9+lp/LBd9VLGOXTzssD19LL04LvNPNdLDuvt83+fbmwF7fap02nnc8PXJtvBageuJYG331liKPsuPf8v+cGrkWLJ0Paytf5PqLnGwAAAGdUFKU938cBrvMtpX/U+2Amcaqctr3MzZcP9NjLB7Vu64OPoXq+fbmxD8LWH7jWY/A9N3BtsefelxxXvQZftZC4+UyrD4hPOzkSR6bjYtl53aXGssvze837vaX1pp2X116vynwfT/uddm6lzHd+kqei59vffh2+7z/v+Q7kRN+6yHwDAAAgV1xqLJRsVDnzfZSV6E6SJOs5rvc63vxtnzc3DKzOcw7V8+1PMPj1ntsO4YvyLGv/wXeSuHTieHmd76zkuOo1+GnniwPX0p/TtnsvjvRwlk2tu8a7f15JurDfLjy6uB/r4n7cIPM9+3dc2ieT6eK080nPA9fKPd9JxbTz4jav+/nZL63zHcqJvnURfAMAACAX5WXnLpg/iONSz3c+6Xzqg796j3OxQeA1Kzuvv53r8AGaP7HQtmw8753uM/j2ZeduycC1VWXnkel4kixkviOzWsPwimXnjTLf2c0utJh07n31nbfoGY87rHfjqp7vWtPOh+n5rsp8m5nM0n78taedx6We7x5nEGwTgm8AAADkzGYZ41CC77mlxuJRIfPtNJnWLztvIho6850FJ/61rTtwrc/l66IoDdKmPvO9ZNr50rLzbNq5zZU81+t3Ho+Kk+5Vu9/fb8v5FpPOvX/wxU+rfduqKeK+taBy4Fo+7bzPnu+K4Ls8jd5ME+fWnnUQj9LBiHnm+4yUnYfxjQoAAIBBRGZ5aXMofxDP93xH+UkDH/z1ESD7gGmogWvjjsrObYDMt5S+P0uXGsuynlXZ+3SpOyfJFZPDMrNaJ1HiUZT3fDfp958NXGuf+W5iLvge1c9899UK4gctelVl51K3sw4O4khXzti087PxKgEAAFBLZLPsajg934tLjUmzDH4f2cJ8aarOH7naqJT5XrfsvO+MfZRlsCfJ4skPP3CtahN85nux7LxegLZXWOd7WvHcy/ibnW/Z891Ucav8vvSf22lS1fPd78C1yNJBi55vOy8H2f5z38XnZ388mp3oC+S7Zl1n41UCAACglshMRydh/UEcl8rOi1OjmwRgTYw6zADWsTBwbc1p532VL3txZJpOnZJVPd/LBq4lypYam5+0XSdbPx5ZHqiWH2MV22Tmu0bPt8/mD7XU2NQt9nz720ndDOwrrvfe1yC5bRPGNyoAAAAGYWY6mkwl1V+zeNPmys6Lme+pa1R63OY5h+r5zsvOp+m+aTufaqjM9yibWl71/h/4aeeVPd9+Svp8djgyq3UyaFzMfDcqO08v1+n5bsIKL8Vv46hw0qgsH7jW02Cy8sA1t6TsfNZusf5zHoxnJzpCOdG3rrPxKgEAAFBLsew8lD+Ii2Xne3GUB8aTJT3HXYjyIGSY4DsvOz9ZL/Pt79Z7z/co7d1OksVtPXWdb+fkSkO96iwzJqWfWV8dMK147mVmS40Nk/muKjv3n2OfuS/ygwP7GpRnea99qmraeXq79LKTsvPCyb2+P4/bIoxvVAAAAAwiMtO1kzS7GkopaHnauQ9ipkmSlj33UXY+8FJj48hnvpO552+qy7LhVUZm6ckP51Q+h7NqqTHLpm67Us+3mTWYdj4rO697/mjozHdxcFm+9np+0mix5/tkmvR6PJbX+fbB98LAtWi23evyU+/3RtFgJ7E2jeAbAAAAuTAHrs1POy/2zk56znwP1/Od7ov1e76HG7iW+HW+y5nvVUuNZRlYJ8kK+eHI6pVcj0dRHrw2G7i2mZ7v4mdz9bRz1+ta2OWyc//vqqXG0tt3l/nue/7ANgnjGxUAAACDSHu+wyo7jyLLg+Byz3fiXC+luqNomCDW84HZuut833nb9XrFc27Rk2682NWmVYqjWQa6/P6vynwXy86Lv4+jSPvjuj3f6f2nDfb94NPOs+crBren9XyPe5zBkJ4smf23n3a+WHZu+e3X5Xu+Q/me6cIwny4AAAAEITLpyJedBzJwTcrWd54kadl5qee7j37SocvOy9PO22bzb7i4r+/90md0tl3LFNeLL7//p007TxItLDX26v/zybqafS5X8aXZJ37SetOe76EGrvngu7B941J1Q9Ek6bfs3JZkvstvn4+TOyk7zz4HBN8AAAA4k6K5zHc45aBxZDqWz3zPer77Wmps6IFrvo/9eJLIbLjnbWsUzYLvcpBtZtqLo6XTzqeJk9P8fnvG4y7Xel4fyJ1MEyWufpCY93wPNHCtquz8YpZ1f/DaZOH2xxM3N1iwj+2p6vkun+Tpsm3hIO/53u7PcpfOzmkGAAAAnCrKBmVJ4fR8S7MgYX8c5cPJJtP+pp3HQ5edZwHK0TQZ7DnXkZadZ1n6iu3dj6OVZedJ2vTdmA++/b6vX3Y+bOa7KvgeRaaL+3Fl8H0yTXpd+q/c871s2nmXJ53yzHdAFTbrOjuvFAAAAKcq/k0dUjmo39a9UTTXOzt1/ZadDzZwzfd8n0x7md7etSiylZPZ9+NR5UmEyC955dqd2PCB3PE0UeKalJ2nl+cHGrjmt2pUymZfOoh15drJwu0nSdLrclxRti67t2yd76iHsvOzssyYRPANAACAgqiiBzUEo8gUR6Z4NL/Od5J0MxyqzD/mUGFD3g88TQbrM1/HqNDzXRVE78dR5X7JB67JtXpvfdXDiQ++a+57v40XBx64Vg48Dw/GerAi+D6euF6PR8vKzn3QPV3y3o0qMvZtncWBa2fnlQIAAOBUxURcn2WuXRtHlmfSfDZxkiSaJEk/63wPtGRX/nx+ne9J0vsa3V0YFcvOK7b3YFxddh6ZaZq4hYFrdRV7vqdJ/fLo2bTzgTLfZjJbfG8uHcS6cnWx7LzvgWt+M3zye5pUtwv0UXYe0vfMus7OKwUAAMCpisFkUD3fI8vXj47z7GcaxPWT+U4vhxp85gOvo0k/JxO6Nlqx1Ji0vOx8FGXrfLt2g/J82flJtsxc3Y/w0NPOpbRqohx8H54b68Gjxcz3yTTpNUPsX7/v+06X6Ku4XYftFmS+AQAAcKYVg8lxvP1BnhdH0ayHNF9uqnqpqy7MMt+dP3Sl8rTzbVecdl45cG0cVZ64KA5ca/My9wr7ftpgqTG/LefGw2S+pTTgXQi+l2S+T6Yu/1z3sy3pZZJnvqvfO3+7Lio+6PkGAADAmVb8OzikjFRcKDuPCyXaUjf9qYvPlz7XUIFwyGXnVcFVuiTc4v3MpCTx/26R+Z5baszVfozI0mFrfVRJLH/OxeD70pKe774z31bKfC9boi/q8KRTvtQYZecAAAA4i0IeuLYfj7J/p9t9tGLg17pmU5+HKjv3r2kaRvBdWC++KqC9sBdXrls9KkzdbvPWxsXgu8Eyc5GZzg9Yci6lr6+cXT48F+vKtUk++MybTF2vbSD+c+yfNi07XxV8d7jUWEDfM+sa9hMGAACArVb8ezuknu/xKFqYIO0z330uNTZUz7cvOU4HkQUQfM8tNbb4+9e8+Km6djKtvJ9fY7pVz3dedu6WTuyuEpl0YaBha171wLWxponT1ZPp3MmAk2kyUNn5LPNdOe28w/XtZz3f2/957grBNwAAAHJzPd8B/VE8iizfXh8gHE3S4K6XgWv51OfOH7pS8QRCOAPXllcefPpjDyvvV7xtu57vYtl5/SDxuvN7uunwoMUztheZLQTUhwdjSdKVq5O54Pt48IFr1e9d3vPdwabMZjSEc5JvXQTfAAAAyPk/rquyctvsxkv7ee+oD2iOTvzAr+6fb5YB7P6xqxQDlBB2S1QcuNZgg4u3XXepsSRxtd+r73nJZ2gydaffsEOR2UKAe+kgDc8evHaimy/PTgZMpn2v851e+oFracl+1e26z3yHVGGzLoJvAAAA5Pwf1WkZdwBRXuaH/uZnFsrOs8ngK9aZXtfQ63wXM99DDgVrKy6u893gPZoPvpu/Tn/i5XjSrOz8UpZxHpJpsSXi8FyW+S4NXUsHrvVZdu57vrOyc1c97bzLdotZz/f2f567QvANAACAnP8jfD+wbNSF/dmftcXJ4Ol/d/9aog57X+uYKzsPIPiObPU636vu57V5a4tl565B2fkmmC2+Nz7zfeXa/HJj6VJjfZadp5fFzHf1wLX0sot4eX989gaunZ1XCgAAgFP5WGUc8PI/cd7zvXzgV5fPM4RiwL3NAaVXfM+bZb5n/243cK3/SfddiSJbzHznPd+Lme9ep51HpaXGllQNdDvt3A9cC/e7pqmz80oBAABwqlnZ+fYGLadZGLjWUwAWRYs9u30xmw2UCyDxPbeM2KjBZ2ndgWv+pJGfpL7NcV3VOt+HSzLfk2nS68meput8d1F2fjA+e2XnW/xxBAAAwND83/chZ6PKme++lmgaRzZocOcDtSDKzltOZ1974Fpp329zf7xpcV/6nu8HF3q+Xa/VKH4z5tb5rnjruhw0eBYz3/R8AwAAIOczWyFPIC73fPeVnf6+L3+G/vLjLvfy2FXGUaRrSra6lNornu9oO+18vbLzLPO9xe+V2WLZ+X4caTwyXbk6y3w75wZfamzZOt/+7eyk7PwM9nwTfAMAACBnedl5uH8Q+6DmqMVSV018+f/x+F4ed5k4Lzvf3oDSKw65a7K965Yzz8rOA+j5tsXtMzMdHoznMt/TbArauMcs/sLAtSXD6rqsvsiXGgt4vkRTZ+eVAgAA4FR52Xm8vUFLHaPiOtNbHIA14QPaHoa3d25u4FqTzLetm/nOys6znu+tLju36paISwfxXM+3nxrfZ9l53vOdRd/Jksz3rOd7/ee8uBfrhZ9xkz77luvWf7BAkPkGAABALtqBzLekLPPth25tbwDWhA8sQziZUMx8N/koFW/brud7ftr5Ns/yiqx6YN/hufnM90mSzS7oNfPt1/lO/3uIaedRZPoXr7hj7ccJSdjfqgAAAOiUj5lCD77nMt87EnznZecBvJ62S4ZFa2a+oyidIJ5Put/i9yqq6PmW0uXGikuNnWSf4z7Ls2dl56dNO5+/RDNhf6sCAACgU778dD/wPszxKApi4nUTfvmube5j9orZ+bYD19q+zPHIguj5fsylfd10eLBw/aWDWA8Wys4nWSl43GO/QXngWrIk8z2bdr697+s2o+wcAAAAuV1Yakyaz3z3Wa47JP86Qis7bxKozQXfLZ97PIoK63xv73v1777+2ZUB9eHBWFcKZef+c9znetiWZ77TyzTzvXi7vOx8i9/XbUbwDQAAgNys5zvsP67npp0HEKzWEY/CHLjWZJ31YqDedvJ5sephm/f9+b3qUGxZ5rvfsnPf8+0HrlWfNJktNdbbpuy0AA5dAAAADGVXBq6NRmH0/TYRB1TyW3zPmwTAXZWd+30fwFu14PDcWI8cT3UyTU8g+Mthys7T/142cI2y8/WE/a0KAACATvk/qvcCD77jKNrZgWshvJ5iqX+Tkx/rDlyTfNl5uPv+0kGaEX8oy34PUXZeHri2rOd7ttRYeO/rNgj7WxUAAACd2pWe73gHp52PQx24NnDP914gPd/LHB6MJSnv+/Zl530ek1YeuLZ02rnPfPe2KTst7G9VAAAAdMpnKcdx2H9djyLT8XT7+36bmJX8bnhDapgrO2807Xz277a7LR7N+v1DzND6zLfv+/Zl530G334Xnb7Od3oZ4kmNbUDwDQAAgJztSuZ7ZDqZppHErgQKZ6Hs3DobuJZlvgMMvg/PZZnvbK3vvOe7x7Jz/5marfNdXWFBz/d6wv5WBQAAQKd2pee7uNRVCMFqHf6ESAjZ3NYD14rBd8vnnu/5bvkgG+Qz31fyzHf/ZeflgWvJkqXGLO/57m1TdlqAH0cAAAD0ZZd6vr1dCb796wghmzuf+a5/v+K+aptd3RtFOsp6vkPM0C70fE+HXOc7y3wvnXaeXob4vm6DsL9VAQAA0Kk8893jmsJDiDsI4rbNOKCy8+J73mSJrPl1vts9dzwyXct6vkPc9z74Hrbnu7zOt6tsF2Dg2nrC/lYFAABAp3xZafCZ79HuZb59EBtCPDlqW3bewUmT8SjsZeYu+rLzrOf7eANl51PnKvdbHnwH+L5ug7C/VQEAANCpWdl52H9cF3u+4x0JFPzrCCGgbF92Pvt325MMxSA1xCBxFJku7cd55nuIsvN8ne+k3jrfIVYUbAOCbwAAAOR2suw8wACsSj7tPIDAp+1SY10EdXtxMXu+9sNtxKWDOO/5HqLs3BYGri2bdp5ehvq+blrY36oAAADo1K4MXGtb9rzN4oCmnRff8yYBdVdl51XbEZLDc+PCUmNpRNznUmOzdb79UmOuclI8me/1hP2tCgAAgE7tSs/3eCd7vn3Z+YY3pIZRB5nv1gPXorDLzqU0810euNbn8n/+fZrr+a5472ZLjYX5vm5aAIcuAAAAhhLlwXfYf1zv4jrfPqgMIeu4yYFrxbLzUPf94cG4sNSYz3z3OXAtvUwK086rAmy/CaFWFGwawTcAAABy/o/wPrNsQ4h3sOzcnxAJIZs7atlzX7xf21c5N3Bt+9+qSofnZsH38SDrfPvMd2Gd71XTzgN9Xzct7G9VAAAAdCrakbLz+eBvgxvSIf+aQjiZkG9rwyitePNOpp0H8F5VOTyIdeWqn3aeLTXW4wd5ts53+t9pzzdLjXVtR76KAAAA0AUfq+zStPN4R6JvX3YcQtzjTxA0D76LPd/tXugurPF+Oct8J4nTyTTRKLJeA95y2blz1Scuorznu7dN2Wm78U0EAACATuxK5rsYgO1I7K1xFE7WsW2Wvouy871dyHyfG8s56cGjiU6mSe8zGKK87Dz972XTzmdLjYX5vm7ajnwVAQAAoAt5z3cc9h/XxWx3CGXadYwCWue7fdl5t0uNhRokHp4bS5KuXD3RydT1WnIuzTLZxZ7vqpM8vhohhM/gNtrq4NvMHm9mP2Nmf2FmR2Z2r5n9sJldV/P+N5jZ15nZL5nZe83sqpk9YGa/Y2Zfa2ZLX7+Z3WVmbzaz+83sETP7QzN7tZmNunuFAAAA28X/wR165rvtUlfbzAdgIWS+/TY23dS5zHcHPd+h7vvDgzT4fuDqSZr57rkNZNbzPZt2XhVg+/eT2LudeNMbsIyZ3S7pHZJulPTLkv5Y0udI+jZJX2Rmz3XOfeKUh/kqST8p6cOS3ibpA5JukvQVkv6lpC82s69y/lM2e+4vlfSLkq5J+gVJ90t6iaQfkvTc7HEBAAB2zq6s8x0Xgr9dWZPYl9KHkM2NW2a+u1hqbH6N91YPsXGXfeb72okmSTI3w6APC2XnS9b59leF8BncRlsbfEv6CaWB97c6537UX2lmPyjp70n6fknfdMpj/KmkL5H0X5xzSeExvkvS70r6SqWB+C8Wfnco6V9Imkp6nnPundn13y3prZJeamYvc869ce1XCAAAsGX8H9ehB99ty5632VkbuNa26bv42Q31xMvlQtn58cT1fjwWB6455+Rc9XvHUmPr2cpvVTO7TdKLJN0r6cdLv36tpIclvdzMLqx6HOfcW51zv1IMvLPrPyLpp7L/fF7pbi+V9BhJb/SBd3afa5L+Yfaf31z7xQAAAATE/3G9K+t871KGrm02eROilu9/1+t8h9qbfHguzZE+cDXNfPc9cM0Kme9plv5euc53AJ/BbbSt36pfmF3+ekXg/KCkt0s6L+nONZ7jJLucLHnuX6u4z29JekTSXWa2v8ZzAwAAbKUnXHdelw5iXXdhvOlNWYvPEvddrjukkE4otC4772TgWvj9/rPMt592Pkzm2zmnadaRWz3tPJzP4Dba1uD7qdnlny75/Xuyy6e0eXAziyW9IvvPcpC99LmdcxNJ71Narn9bm+cGAADYZp/75Efrf979Yl06CDv4zoOEQIOvKuO87Hz7X1PUMvguDvXuYuBaAG9VpQt7sSJLM9/DlJ37zHdaci5VHzv0fK9nW4Pvy9nlA0t+769/VMvHf72kZ0h6s3PuLV0+t5l9g5m908ze+fGPf7zl5gEAAGAdIZVo1zXrY9/whtTQtue7m4Fr4U87jyLT4bnxYGXnefCdnFJ23nKKPVIBHLqV/O52K29VdUezb5X0HUqnp7+86+d2zv20c+4O59wdj3nMY1o8PAAAANaVB6o7lKHzAVgI2fy2738x4G7f810oOw94/x8ejHXl2skgZefFdb5nZeerBq6F+75u0rYG3z67fHnJ7w9Lt6vFzF4l6Z9L+iNJz3fO3T/UcwMAAGA4u5j5jqNwys7blv3PBd9tM9+FNbFDOFGxzOUs830ydfkyc33x75Nz6RrfUvXnzL+dAXwEt9K2Bt9/kl0u6+l+cna5rCd8gZm9WtKPSXqX0sD7I02fO+sVf6LSIW1/Xve5AQAAMCw/cG2Xgu/RKJxsftvM99y087Y934XG8RBOVCxz+dxYV64Ok/kuLjU2zYPvqtvt3kmtIW1r8P227PJFZja3jWZ2SdJzJV2V9F/rPJiZfaekH5L0B0oD74+tuPlbs8svqvjd5yudsv4O59xRnecGAADA8EKaDF6XDypDeEntM9+zf5/5svNzcdrzPR1y4JooO+/RVgbfzrk/k/Trkm6V9KrSr18n6YKkf+Oce1iSzGxsZk8zs9vLj2Vm3610wNr/J+kFzrn7Tnn6N0m6T9LLzOyOwuMcSPq+7D9/svGLAgAAwGB84NB3ue6Q/GsJIes4G7jW7H5mNpuo3fJ1zpedt3qIrZCWnfulxvpe5zu9TJxTki30XPX++88esXc78aY3YIW/I+kdkn7EzF4g6d2Sni3p+UrLzf+vwm0fl/3+/UoDdkmSmb1S0vdKmkr6bUnfWtE7cq9z7g3+P5xzV8zs65UG4feY2Rsl3S/pS5QuQ/YmSb/Q1YsEAABA9+KASrTrCqmPfZ2Bd6PIlExd68z33mg3ys79wLXL5+K8jaIv/n2aW+e74r3zV4X8vm7S1gbfzrk/yzLP36u0BPyvSvqwpB+R9Lolw9LKnphdjiS9esltflPSG0rP/R/N7AuUBvhfKelA0nslfbukH3HONZ6yDgAAgOGM/HCyAALVunwA1nYQ2ZBGa5woSAM71/p1FqsdQjhRsczhubGOJ4kevDaZO6HQh2LZeT5wbUXmm+C7na0NviXJOfdBSV9T43b3qqItxDl3t6S7Wz7325UG/AAAAAjMeAeXGosDek3rBN/rljaPdyXzfW4sSbr/4eMB1vlOLxPnlKzIfEct2wmQ4m0DAADAzlkn+NtWs57vDW9IDetkSH3Q10XZecj7/3IWfE8S13vZuRUHriWnD1wLofpiGwVw6AIAAADNhDScrK44CqjsfI0lqaI1S5vnM9+tHmIr+OBb0gBl5+mlK2S+q8rO82F4AXwGtxHBNwAAAHbOLvZ8X9yP5y63WbTRsvPZ/UM4UbHM4cFsP8c9f45nPd9OUz/tvOIpZxUNvW7Oztr+IxcAAABoyAcrfQctQ7r58oF+8Zufo2c+/lGb3pRTrbPO+rrZVV+iHUJv/CrFzHdx+bQ+RFVl5yt6vsl8t0PwDQAAgJ0T0nCyJj77lus3vQm1rD/tvD1foh161cNhMfju+bXMrfO9quzcn1QJ/L3dFMrOAQAAsHN8z3fEX7sbsU6GdN3lrHzZeejx4eFBIfgebJ3v0zLf85dohq8jAAAA7Bzf871LA9dCklcetIg2ZhO12z33KDKZhV/1sBdHOjceSVLv087zpcaSwlJjK6adU3beDsE3AAAAds4s+OPP3U2I8p775u//ugPXzEzjKNqJ0mjf993/Ot+znu9VZecXsmF/5/dGvW7PruLbCAAAADsn7zkOP/4KVhxZqwB43bJzKQ1WdyE764PvvZ4HrhV7vv2086rKgWc9/rLe+A136jOf8Khet2dXMXANAAAAO2e8g+t8hyaKrNXJD7/L1tlz4zjaieD78FwarrWpIGjCLC3Vd87lPd9VT2lmuvO2G3rdll1G8A0AAICdQ8/35o1svcz3Omt0j0eRsurpoA1Vdi6llQZzZec7cPJi21B2DgAAgJ0Tr7HUFboRR9Zq6Nm6A9ekdGmunmeUDcJPPO972rmUVhwkhcw3x073duAjCQAAAMzrom8Y64kiaxXA5ZnvNZ57d8rOhwu+Lct8T8l894bgGwAAADuHzPfm7ceR9lsMCutm4NpuBd/xIGXnac93Qua7N/R8AwAAYOf4dZEJIDbnh1/2mXrCdecb38+6KDsfRTqOkvYPsCXyaeeDlJ2bEueUxd7Br5O+jQi+AQAAsHNmS40RQGzKXbc/utX9fJJ3/aXGWt99a1wesOzcD1xbNe0c6+EtBQAAwM6h7DxcXeyz8ShqNWl92xweZEuNDVB2btnANT/tnGOnewTfAAAA2Dkjgu9g+Yz3OsHzeNRu0vq2+axbrtOLPuMmffrNh70/V2QmV8x878D7t20oOwcAAMDOIfMdrk6mnY+indj3j764r59+xR2DPFdUynwTfHePzDcAAAB2DkuNhSsPvtfYdfvxbgTfQ/ID11jnuz9kvgEAALBzzExxy3WmsVl52fka0fffef6T9NC1SVebdCZYaeDaLpTtbxuCbwAAAOykiwexLuzz525ouig7/6y/dF03G3OG5Ot8O6ad94VvIwAAAOykn//6O/Vpl89tejPQUJSv803mdUiRmZJEs3W+qRrpHME3AAAAdtKnP7b/CdHonl/Smth7WH7gGmXn/aGYAAAAAMDWYFjeZvie71nZOe9/1wi+AQAAAGwNX25O6DesKEp7vlnnuz+UnQMAAADYGiNbf6kxNBeZ6UOfuqrrLuxJouy8DwTfAAAAALbGbJ1vgr8hPfHRF3TPn3xcv/u++yVJ8Yj3v2sE3wAAAAC2RkTmeyN+5pV/RX9+30P6vfd/SolzLNPXA95RAAAAAFvDTzun53hYUWR60o2X9KQbL216U3YWA9cAAAAAbI287HzD2wF0jeAbAAAAwNag7By7iuAbAAAAwNZgnW/sKoJvAAAAAFuDoBu7iuAbAAAAwNYg841dRfANAAAAYGvM1vne8IYAHSP4BgAAALA1fNBN5hu7huAbAAAAwNYYGUuNYTcRfAMAAADYGpSdY1fFm94AAAAAAPDuuv3R+vAD12RE39gxBN8AAAAAtsZzbr9Bz7n9hk1vBtA5ys4BAAAAAOgZwTcAAAAAAD0j+AYAAAAAoGcE3wAAAAAA9IzgGwAAAACAnhF8AwAAAADQM4JvAAAAAAB6RvANAAAAAEDPCL4BAAAAAOgZwTcAAAAAAD0j+AYAAAAAoGcE3wAAAAAA9IzgGwAAAACAnhF8AwAAAADQM4JvAAAAAAB6RvANAAAAAEDPCL4BAAAAAOgZwTcAAAAAAD0j+AYAAAAAoGcE3wAAAAAA9IzgGwAAAACAnhF8AwAAAADQM4JvAAAAAAB6Zs65TW/DzjKzj0t6/6a3o8KjJd236Y1Ab9i/u439u9vYv7uN/bvb2L+7jf2729bZv7c45x5T54YE32eQmb3TOXfHprcD/WD/7jb2725j/+429u9uY//uNvbvbhtq/1J2DgAAAABAzwi+AQAAAADoGcH32fTTm94A9Ir9u9vYv7uN/bvb2L+7jf2729i/u22Q/UvPNwAAAAAAPSPzDQAAAABAzwi+AQAAAADoGcH3GWFmjzeznzGzvzCzIzO718x+2Myu2/S2oZ5sn7klPx9Zcp+7zOzNZna/mT1iZn9oZq82s9HQ2w/JzF5qZj9qZr9tZleyffdzp9yn8T40s1ea2e+a2UNm9oCZ3WNmf737V4SiJvvXzG5dcTw7M3vjiudh/26Amd1gZl9nZr9kZu81s6vZ+/87Zva1Zlb5NxXHcBia7l+O4fCY2T82s98wsw9m+/d+M/t9M3utmd2w5D4cv4Fosn83efzS830GmNntkt4h6UZJvyzpjyV9jqTnS/oTSc91zn1ic1uIOszsXkmPkvTDFb9+yDn3A6Xbf6mkX5R0TdIvSLpf0kskPVXSm5xzX9Xj5qKCmf2BpGdJekjShyQ9TdK/dc599ZLbN96HZvYDkr4je/w3SdqT9DJJ10v6Fufcj3X7quA12b9mdquk90n6H5L+Y8XDvcs596aK+7F/N8TMvknST0r6sKS3SfqApJskfYWky0qP1a9yhT+sOIbD0XT/cgyHx8yOJf2epD+S9DFJFyTdKekOSX8h6U7n3AcLt+f4DUiT/bvR49c5x8+O/0h6iySXfSiK1/9gdv1PbXob+am1H++VdG/N2x5mXzxHku4oXH+g9ESMk/SyTb+ms/aj9ITXkyWZpOdl++HnutqHku7Krn+vpOsK198q6RNK/4C4ddPvw67+NNy/t2a/f0ODx2f/bnb/fqHSP7yj0vU3Kw3UnKSvLFzPMRzQT4v9yzEc2I+kgyXXf3+2X36icB3Hb2A/Dffvxo5fys53nJndJulFSgO3Hy/9+rWSHpb0cjO7MPCmoV8vlfQYSW90zr3TX+mcuybpH2b/+c2b2LCzzDn3Nufce1z2bX2KNvvwm7LL73fOfbJwn3uVHv/7kr6m5ebjFA33bxvs3w1yzr3VOfcrzrmkdP1HJP1U9p/PK/yKYzggLfZvG+zfDcqOvSr/Prt8cuE6jt/ANNy/bXSyfwm+d98XZpe/XvE/lAclvV3SeaVlGdh++2b21Wb2XWb2bWb2/CV9R36//1rF735L0iOS7jKz/d62FOtqsw9X3edXS7fBdvg0M/vG7Jj+RjN75orbsn+310l2OSlcxzG8O6r2r8cxHL6XZJd/WLiO43d3VO1fb/DjNz7tBgjeU7PLP13y+/cozYw/RdJvDLJFWMfNkn62dN37zOxrnHO/Wbhu6X53zk3M7H2Sni7pNknv7mVLsa5G+zCrXnmc0v7/D1c83nuyy6f0sbFo7YXZT87M7pH0SufcBwrXsX+3lJnFkl6R/WfxjzKO4R2wYv96HMOBMbPXSLqotJf/DkmfqzQwe33hZhy/gaq5f73Bj18y37vvcnb5wJLf++sf1f+mYE3/StILlAbgFyT9ZUn/t9Jek181s2cVbst+D1/Tfcg+D8sjkv6RpM+WdF328wVKBz09T9JvlNqB2L/b6/WSniHpzc65txSu5xjeDcv2L8dwuF6jtPXy1UoDs1+T9CLn3McLt+H4DVed/bux45fgG5ZdMvZ+yznnXpf1pH3UOfeIc+5dzrlvUjo475ykuxs8HPs9fG33Ift8CzjnPuac+x7n3O855z6V/fyW0kqk/ybpSZK+rs1Dd7qhWMnMvlXp5Ns/lvTypnfPLjmGt9Sq/csxHC7n3M3OOVOazPgKpdnr3zezz2rwMBy/W6rO/t3k8Uvwvfv8mZjLS35/WLodwuMHwXx+4Tr2e/ia7sPTbn/aWVtsAefcRNK/zP6zyTHN/h2Ymb1K0j9XuqzN851z95duwjEcsBr7txLHcDiyZMYvKQ24bpD0bwq/5vgN3Cn7d9l9ej9+Cb53359kl8t6EPzkv2U94dh+H8sui+UxS/d71r/2RKWDY/68303DGhrtQ+fcw5L+t6SLZvbYisfjWA+HL43Lj2n273Yxs1dL+jFJ71IamH2k4mYcw4GquX9X4RgOiHPu/UpPsjzdzB6dXc3xuyOW7N9Vej1+Cb5339uyyxeZ2dz+NrNLkp4r6aqk/zr0hqEzz8kui4H0W7PLL6q4/ecrnXD/DufcUZ8bhrW02Yer7vPFpdtge/nVJ8onx9i/W8DMvlPSD0n6A6WB2ceW3JRjOEAN9u8qHMPh+bTscppdcvzulvL+XaXf4/e0hcD5Cf9H0luU9iB8S+n6H8yu/6lNbyM/p+7Dp0u6vuL6W5ROWHSSvqtw/aHSM3dHku4oXH8g6R3Z7V+26dd1ln+UDvRwkn5uye8b70NJd2XXv1fSdYXrb5X0CUnXJN266dd+Fn5q7N9nS9qruP4Ls/3kJN3F/t2uH0nfne2Dd1Z9J5duyzEc2E/D/csxHNCPpKdJurni+kjS92f75e2F6zl+A/ppsX83dvxadifsMDO7XekXxY2Sflnp0lLPlvR8peURdznnPrG5LcRpzOxuSf9AaSXD+yQ9KOl2SX9N6f8I3izpy51zx4X7fJmkNyn9MnijpPslfYnS5TPeJOlvOL4ABpXtky/L/vNmSS9Wemb1t7Pr7nPOvaZ0+0b70Mz+maRvl/Sh7DZ7kv6m0n6nb3HO/Vj3rwxSs/2bLWXydEn3KN1XkvRMzdYI/W7n3PdVPAf7d0PM7JWS3qA0c/Kjqu7tu9c594bCfb5MHMNBaLp/OYbDkrUS/FOla3T/mdJg6SalE65vk/QRSS9wzv1R4T5fJo7fIDTdvxs9fjd9poKfYX4kPUHpUlUflnQs6f1KB4msPLPLz3b8ZF8eP6904uqnJJ0oPSP7/yhdf9SW3O+5SgPzTyptL/ifkv6epNGmX9NZ/FE6kd6t+Lm3i30o6ZWS/rukh5WeqPlNSX99069/13+a7F9JXyvpP0u6V9JDSrMrH5D0C5I+75TnYf9u5/51ku6puB/HcAA/Tfcvx3BYP0qXi/txpe0E9ynt134g2w93a8nfwxy/Yfw03b+bPH7JfAMAAAAA0DMGrgEAAAAA0DOCbwAAAAAAekbwDQAAAABAzwi+AQAAAADoGcE3AAAAAAA9I/gGAAAAAKBnBN8AAAAAAPSM4BsAAAAAgJ4RfAMAAAAA0DOCbwAAAAAAekbwDQAAAABAzwi+AQAAAADoGcE3AABngJndY2bOzO42s7GZfYeZvdPMPpVd/7zsd87M7lnxOM/LbuMqfjd3fzN7gZn9FzP7uJldM7N3m9lrzexgxeO/2Mz+g5l9yMyOzeyKmf25mf26mb3GzK7v4v0AAGBo8aY3AAAADOpA0j2S7pI0kfRgH09iZn9f0j/O/vMBSXuSnibpbklfYGYvdM5NS/f5HkmvK1z1iCST9MTs54WS3pltPwAAQSHzDQDA2fIqSc+U9DWSDp1z10t6tKQ/7PA5niXp9dnPjc656yQ9StL3Zr9/vqRXFu9gZrdIem32nz8o6XHOuQvOuUvZfT9P0k+op5MFAAD0jcw3AABny0VJX+Kc+xV/hXPuE5JkZl09x6Mkvc45d3fhOa5Ieq2ZPUPSV0j6W5J+pnCfZytNCvypc+47ig/mnHtA0u9kPwAABInMNwAAZ8v/KgbePTmS9ANLfvfL2eUzS9d/Kru8ZGYX+tgoAAA2ieAbAICz5e0DPMf/cs49tOR3f5Fdlgen/a6k+yQ9VtJ/M7O/a2ZPsw7T8QAAbBLBNwAAZ8vHBniOVX3Zk+xyrvXNOfcppaXoH5f0dEk/Kundkj5pZv/JzL7azMY9bCsAAIMg+AYA4GyZnn6TzXDO/b9Kp5q/QtK/lvQeSZclvUTSz0r6fTN73Oa2EACA9gi+AQCA57PSS9fhVhoM98Y597Bz7medc3/bOfcUSY+X9J2SrmmWEQcAIDgE3wAAwPtkdvmEFbd59hAb4jnn/rdz7p9I+mfZVS8c8vkBAOgKwTcAAPD+R3b5aWZ2Z/mXZnajpK/v44nNbP+Um1zNLre2bB4AgFUIvgEAgPcOSe/P/v0GM7vDUpGZPU/SPervb4fvNLNfNbOXm9nj/ZVmtm9mf0PS38+uenNPzw8AQK/i028CAADOAudcYmbfKOlXJD1V0n+X9IjSgPtA6QC0V0n6+R6ePpL0RdmPzOyq0mz3dZL8cmPvlvTtPTw3AAC9I/MNAAByzrm3SPo8Sf9ZaQ/4SNIHJb1e0mdL+khPT/3Tkr5BaWD/LqVB/2G2Db8t6dWSPss519fzAwDQK3PObXobAAAAAADYaWS+AQAAAADoGcE3AAAAAAA9I/gGAAAAAKBnBN8AAAAAAPSM4BsAAAAAgJ4RfAMAAAAA0DOCbwAAAAAAekbwDQAAAABAzwi+AQAAAADoGcE3AAAAAAA9I/gGAAAAAKBn/z9FVWdcHJBeSQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[79 58]\n", " [ 3 5]]\n", "Rough learning f1 score 0.14084507042253522\n", "Rough learning precision score 0.07936507936507936\n", "Rough learning recall score 0.625\n", "Rough learning kappa score 0.047593410143210946\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 1s 3ms/step - loss: 0.6267\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.6183A: 0s - loss: 0.6\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.6097\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.6003\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5919\n", "Epoch 6/50\n", "56/56 [==============================] - ETA: 0s - loss: 0.575 - 0s 3ms/step - loss: 0.5829\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5727\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.5635\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5561\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.5473\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.5338\n", "Epoch 12/50\n", "56/56 [==============================] - 1s 8ms/step - loss: 0.5247\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 7ms/step - loss: 0.5124A: 0s - loss: 0.5\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.5020\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4914\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 5ms/step - loss: 0.4807A: 0s - loss: 0.4\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4702\n", "Epoch 18/50\n", "56/56 [==============================] - ETA: 0s - loss: 0.452 - 0s 5ms/step - loss: 0.4596\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 6ms/step - loss: 0.4493\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4392\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4281\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4185\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4081\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3987\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3908\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3817\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3724\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3656\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3601\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3503\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3470\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3362\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3285\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3219\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3151\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3112\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3051\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2995\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2970\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2890\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2878\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.2827\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2765\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2711\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2704\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2693\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2626\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2597\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2566\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2539\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[129 8]\n", " [ 2 6]]\n", "Final learning f1 score 0.5454545454545454\n", "Final learning precision score 0.42857142857142855\n", "Final learning recall score 0.75\n", "Final learning kappa score 0.5111260957518544\n", "\n", "\n", "Executing fold: 4\n", "\n", "\n", "Model: \"model_54\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_55 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_18 (TFOpLambda) (1, 5, 8) 0 input_55[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_18 (Conv1D) (1, 3, 8) 200 tf.reshape_18[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_18 (Flatten) (1, 24) 0 conv1d_18[0][0] \n", "__________________________________________________________________________________________________\n", "dense_72 (Dense) (1, 25) 625 flatten_18[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_18 (Reshape) (1, 5, 5) 0 dense_72[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_18 (TFOpLamb (1, 5) 0 reshape_18[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_54 (Lambda) (1, 5) 0 tf.math.reduce_sum_18[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_18 (TFOpLamb (1, 5) 0 lambda_54[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_18 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_18[0][0] \n", " reshape_18[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_18 (Sl (5, 5) 0 multiply_18[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_18 (TFOp (5, 5) 0 tf.__operators__.getitem_18[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_18 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_18[0][0] \n", " input_55[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_55\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_56 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_73 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_74 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_75 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_56\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_57 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_55 (Lambda) (None, 8) 0 input_57[0][0] \n", "__________________________________________________________________________________________________\n", "model_54 (Functional) (5, 8) 825 lambda_55[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_56 (Lambda) (None, 8) 0 input_57[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_18 (TFOpLambda) (None, 8) 0 model_54[0][0] \n", " lambda_56[0][0] \n", "__________________________________________________________________________________________________\n", "model_55 (Functional) (None, 2) 33877 tf.concat_18[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[97 40]\n", " [ 2 6]]\n", "Rough learning f1 score 0.22222222222222218\n", "Rough learning precision score 0.13043478260869565\n", "Rough learning recall score 0.75\n", "Rough learning kappa score 0.14152805187482376\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5989\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5880\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5779\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5664\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5570\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5467\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5355\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5253\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5182\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5082\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4974\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4873\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4773\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4664\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4588\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4488\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4392\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4298\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4228\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4137\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4034\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3953\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3871\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3798\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3707\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3627\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3545\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3482\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3423\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3345\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3283\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3221\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3159\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3092\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3050\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3002\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2951\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2884\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2864\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2804\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2781\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2721\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2691\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2655\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2613\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2639\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2571\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2523\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2513\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2487\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[119 18]\n", " [ 2 6]]\n", "Final learning f1 score 0.375\n", "Final learning precision score 0.25\n", "Final learning recall score 0.75\n", "Final learning kappa score 0.318609022556391\n", "\n", "\n", "Executing fold: 5\n", "\n", "\n", "Model: \"model_57\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_58 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_19 (TFOpLambda) (1, 5, 8) 0 input_58[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_19 (Conv1D) (1, 3, 8) 200 tf.reshape_19[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_19 (Flatten) (1, 24) 0 conv1d_19[0][0] \n", "__________________________________________________________________________________________________\n", "dense_76 (Dense) (1, 25) 625 flatten_19[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_19 (Reshape) (1, 5, 5) 0 dense_76[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_19 (TFOpLamb (1, 5) 0 reshape_19[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_57 (Lambda) (1, 5) 0 tf.math.reduce_sum_19[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_19 (TFOpLamb (1, 5) 0 lambda_57[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_19 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_19[0][0] \n", " reshape_19[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_19 (Sl (5, 5) 0 multiply_19[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_19 (TFOp (5, 5) 0 tf.__operators__.getitem_19[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_19 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_19[0][0] \n", " input_58[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_58\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_59 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_77 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_78 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_79 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_59\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_60 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_58 (Lambda) (None, 8) 0 input_60[0][0] \n", "__________________________________________________________________________________________________\n", "model_57 (Functional) (5, 8) 825 lambda_58[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_59 (Lambda) (None, 8) 0 input_60[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_19 (TFOpLambda) (None, 8) 0 model_57[0][0] \n", " lambda_59[0][0] \n", "__________________________________________________________________________________________________\n", "model_58 (Functional) (None, 2) 33877 tf.concat_19[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "130 neighbourhood batches trained; running neighbourhood epoch 5\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "160 neighbourhood batches trained; running neighbourhood epoch 6\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "190 neighbourhood batches trained; running neighbourhood epoch 7\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "220 neighbourhood batches trained; running neighbourhood epoch 8\n", "230 neighbourhood batches trained; running neighbourhood epoch 8\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "250 neighbourhood batches trained; running neighbourhood epoch 9\n", "260 neighbourhood batches trained; running neighbourhood epoch 9\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Neighbourhood epoch 9 complete\n", "280 neighbourhood batches trained; running neighbourhood epoch 10\n", "290 neighbourhood batches trained; running neighbourhood epoch 10\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[96 45]\n", " [ 4 6]]\n", "Rough learning f1 score 0.19672131147540983\n", "Rough learning precision score 0.11764705882352941\n", "Rough learning recall score 0.6\n", "Rough learning kappa score 0.09669149066048088\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5635\n", "Epoch 2/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5530\n", "Epoch 3/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5436\n", "Epoch 4/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5354\n", "Epoch 5/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5278\n", "Epoch 6/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5180\n", "Epoch 7/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.5105\n", "Epoch 8/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5024\n", "Epoch 9/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4935\n", "Epoch 10/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4847\n", "Epoch 11/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4740\n", "Epoch 12/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4654\n", "Epoch 13/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4576\n", "Epoch 14/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4481\n", "Epoch 15/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4399\n", "Epoch 16/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4306\n", "Epoch 17/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4211\n", "Epoch 18/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.4152\n", "Epoch 19/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4036\n", "Epoch 20/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3962\n", "Epoch 21/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3872\n", "Epoch 22/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3793\n", "Epoch 23/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3744\n", "Epoch 24/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3645\n", "Epoch 25/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3558\n", "Epoch 26/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3493\n", "Epoch 27/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3427\n", "Epoch 28/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3361\n", "Epoch 29/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3295\n", "Epoch 30/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3242\n", "Epoch 31/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3184\n", "Epoch 32/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3115\n", "Epoch 33/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3075\n", "Epoch 34/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.3029\n", "Epoch 35/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2970\n", "Epoch 36/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2949\n", "Epoch 37/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2876\n", "Epoch 38/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2840\n", "Epoch 39/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2794\n", "Epoch 40/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2750\n", "Epoch 41/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2717\n", "Epoch 42/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2683\n", "Epoch 43/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2689\n", "Epoch 44/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2630\n", "Epoch 45/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2607\n", "Epoch 46/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2584\n", "Epoch 47/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2561\n", "Epoch 48/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2533\n", "Epoch 49/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2510\n", "Epoch 50/50\n", "55/55 [==============================] - 0s 3ms/step - loss: 0.2487\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[128 13]\n", " [ 1 9]]\n", "Final learning f1 score 0.5625000000000001\n", "Final learning precision score 0.4090909090909091\n", "Final learning recall score 0.9\n", "Final learning kappa score 0.5186703096539163\n", "Extracting all features and labels for seed:4\n", "\n", "Dividing data into training and testing datasets for 10-fold CV for seed:4\n", "\n", "\n", "\n", "Executing fold: 1\n", "\n", "\n", "Model: \"model_60\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_61 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_20 (TFOpLambda) (1, 5, 8) 0 input_61[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_20 (Conv1D) (1, 3, 8) 200 tf.reshape_20[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_20 (Flatten) (1, 24) 0 conv1d_20[0][0] \n", "__________________________________________________________________________________________________\n", "dense_80 (Dense) (1, 25) 625 flatten_20[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_20 (Reshape) (1, 5, 5) 0 dense_80[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_20 (TFOpLamb (1, 5) 0 reshape_20[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_60 (Lambda) (1, 5) 0 tf.math.reduce_sum_20[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_20 (TFOpLamb (1, 5) 0 lambda_60[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_20 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_20[0][0] \n", " reshape_20[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_20 (Sl (5, 5) 0 multiply_20[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_20 (TFOp (5, 5) 0 tf.__operators__.getitem_20[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_20 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_20[0][0] \n", " input_61[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_61\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_62 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_81 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_82 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_83 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_62\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_63 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_61 (Lambda) (None, 8) 0 input_63[0][0] \n", "__________________________________________________________________________________________________\n", "model_60 (Functional) (5, 8) 825 lambda_61[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_62 (Lambda) (None, 8) 0 input_63[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_20 (TFOpLambda) (None, 8) 0 model_60[0][0] \n", " lambda_62[0][0] \n", "__________________________________________________________________________________________________\n", "model_61 (Functional) (None, 2) 33877 tf.concat_20[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[89 48]\n", " [ 2 6]]\n", "Rough learning f1 score 0.19354838709677416\n", "Rough learning precision score 0.1111111111111111\n", "Rough learning recall score 0.75\n", "Rough learning kappa score 0.10780211666256456\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6196\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.6126A: 0s - loss: 0.614\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6065\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.6005\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5944\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5883\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5813\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5751\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5730\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5656\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.5579\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5517\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5446\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5374\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5305\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5221\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5142\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5053\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4960\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4890\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.4811\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4738\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4639\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4590\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4471\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4392\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4316\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4229\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4161\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4094\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4011\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3923\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3854\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3805\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3710\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3705\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3615\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3538\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 4ms/step - loss: 0.3542\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3423\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3376\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3329\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3267\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3251\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3194\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3160\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3116\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3088\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3046\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3007\n" ] }, { "data": { "image/png": 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z+e42hRLvky0qxrgoxngX8PP0qj4hhE0OlhZjXB5jfBQ4O72qLVvwoc0mfEkq+ENqGqrSFL7PFsUYS7oEt6IKX++OIYRuJe0QQmgC7F5ZDcYYP44xnst3P6MHFNlcOCZA2xBCHiqr1qRGkIfSf2cNKrJPcUUHXiuttztT3rOSEmLQlqStb2l6uWsp2/+6tQop4mFSl7JnA7dtakCs9EBuzYqsWlrk3z94TiGExsCvK6nOTPQBUDgw1i9CkZtCiziVEgaQqwSvkbr0FUofdfx8vutNLxw1nhBCvc2cu+ho+hvTx2yul/oHx1SG9BUfT6S/PD+E8IMrJNIDh52f/vKx4tsryWvAt+l//6aUfX5G2cY5+J5yfD+Kvq5vkZreC+CGrTAoXU2xjO8u0y7pd1YOxebPLuH4Qs1K2iGD3rOSEmLQlqSt7+X08tchhGPSf9QRQtguhPAoqSlhvi316CqQvmzyF+kvDwVeCyEMLAzcIWX7EMJVpO7jPazI4Z/y3dRV94UQ/tebF0LYi9S8wVs6mnDGS/9B/bv0lwcCDxaOFh1CyA0hnA3cRRV8T9OjgF+T/vKkEMKdIYS26bYbhBAuBW5Mb38ixlh0NOwTQwhjQwjnhxC6Fq4MIWSHEA7kuw98xscYl6T/PSCE8FEI4coQwg4hhKz0MSGEMIDUvMGQGuDp48p9tvyZ1OB6LYDX0+0V1jyQ1MBWzUj1IlbJh1Xp1/sP6S/PCCHcWNjbH0JoEkL4DfBLvpuqqzyeCyHcF0I4uOgHWSGEFiGEX/Ndr+iLRerZCFxCeo5q4I0QwqAi35cmIYShIYR/hRB23IKaaqT0zAKFVwhcH0LYt8hr1pvUa5wHrCzl+CV8N8DZWYW/w0uQ+HtWUnIcdVyStr5fk7r8sy3wNLAhhLASaJre/ktSgW3vrVlUjPHmdK/aX0hdajyG1GjSy4EmfH/U3ljkuBhCuJjU6NU7AfkhhMKRqhuQGn38CDY9xU21FmN8NITQD7gCOA04NYSwBGhE6nV7k9QAd//Hls2xvKm2b00H5StJ9Y6dl267Md/9P/8WcG6xQwvnaR8AEEJYC6wg9aFI4Qfxs0kNFFXUzsD16cf6EMIyUu/dwraWASdX9sB2McZZIYSjSI1svhMwNv1zA9+NCr0EOCo9F31VuQnoQ+r7fDlwaQhhKamfkWzgcVLzQp9RzvPWB85KP0i/rqTPW+gpvrtfG4AY40shhDNJDWY3CBgNrA0hrOb7va2lzQ9fW11Basq99qRmTFgbQlhH6udmA6n3/R8ofcTxO9PbLyX1Mzef1CXlE2KMJ0JGvWclJcAebUnaymKMM0n1lvyT70a1XUNqyq8DY4x/SbC260iNQn0D8FG6rmakAti7pEaVHgA8Wuy450ndg/wCqT8cc0hNk3M/0DfG+AY1XIzxSlIDLI0gNZVRPWAy8FNSH5wU/cO6stu+CtiX1Ac380gF/OWkAvaPgQNKmALpP8DppL5HH5K6BaBp+rh3SF0avVOM8bMix7xL6oqLO0iNNr4wfcwaUpfQ/w3YIcY4urKfI0CMcSSp9+c/SL22WaQ+MJhMKkhWWdtFaiiIMZ5O6rWbQOqS7hxS9+pfAJy8hae+lNR98S8CX5B6XvVJ/Y74D3BsjPFHMcaC4gfGGB8i9brcSOoKkw1AXVJzpT9H6kOByVtYV42UvrpjD+BJUu/jLFLv/SeBATHGhzdzij+T+qAln9S0jB1I3R7yvUvEM+E9KykZ4YcD3UqSpMoWQhhL6kOK38YY/7C5/SVJUvVlj7YkSVUshLA3341I/vKm9pUkSdWfQVuSpEoQQrgthHBmCKFd4cjjIYRmIYTzSd2jCfBmjHGzU2xJkqTqzUvHJUmqBCGED/huqqC1pAaBa8Z38+x+Cgxz0CNJkmo+g7YkSZUghHAEcDSpAZbakhokbBnwCfAMcHeMcVXpZ5AkSTWFQVuSJEmSpErkPNpVqFWrVrFLly5JlyFJkiRJqmStWrXilVdeeSXGeFDxbQbtKtSlSxfy8/OTLkOSJEmSVAVCCK1KWu+o45IkSZIkVSKDtiRJkiRJlcigLUmSJElSJTJoS5IkSZJUiQzakiRJkiRVIoO2JEmSJEmVyKAtSZIkSVIlMmhLkiRJklSJDNqSJEmSJFUig7YkSZIkSZXIoC1JkiRJUiUyaEuSJEmSVIkM2pIkSZIkVSKDtiRJkiRJlcigLUmSJElSJTJoS5IkSZJUiQzakiRJkiRVIoO2JEmSJEmVyKAtSZIkSVIlMmhLkiRJklSJDNqSJEmSJFUig3YtFWNk/caCpMuQJEmSpBrHoF1L/efD2Rx28xg+/HpJ0qVIkiRJUo1i0K6lmtavw9LV6zn69rH85cXJrFm/MemSJEmSJKlGMGjXUkN7teHVq4ZwQr+O3DVqOgffNJp3ZyxOuixJkiRJqvYM2rVYk9w6/OWYXXjknD1Zv7GA4+8az++GT2Ll2g1JlyZJkiRJ1ZZBWwzs3opXrhjCGXt14aEJMznwxlGM+WJh0mVJkiRJUrVk0BYADevlcM0RO/Hv8/eibnYWp/7zbX7+1EcsXb0+6dIkSZIkqVoxaOt78rq04MXLB3PB3t3498SvGXbDSF7/dF7SZUmSJElStWHQ1g/k1snmFwdvz3MXD6R5g7qc81A+lz/+PotXrku6NEmSJEnKeAZtlWqXDs34zyWDuGL/Hrz48RwOuH4kz380mxhj0qVJkiRJUsYyaGuT6uZkccX+PfnvpYNo37w+lzz6Phf8ayLzl61JujRJkiRJykgGbZXJ9u2a8MyFA/i/g7dnxJQF7H/9SJ6aOMvebUmSJEkqxqCtMsvJzuL8vbvx0uWD6dWuMVf/+0NOvudtJs9ZlnRpkiRJkpQxDNoqt66tG/HEeXvxh6N6M3nuMg69eTS/fPZjFq5Ym3RpkiRJkpQ4g7a2SFZW4LT+nRlx9VDOGNCFJ9/9mn2uG8E9o6azbkNB0uVJkiRJUmIM2qqQZg3q8rvDd+LlK4aQ16U5f3pxMsNuGMlrn87z/m1JkiRJtZJBW5Wie5tG3H/WHjxwVj9ysrM496F8Tv3n23w21/u3JUmSJNUuBm1VqqG92vDS5YO55vAdmfTNMg65aTS/evZjFnn/tiRJkqRawqCtSlcnO4szB27HyJ8O5fS9uvD4u18z9O8juHe0929LkiRJqvkM2qoyzRrU5ZojduKVKwbTt1Nz/vjCZA68cRSve/+2JEmSpBrMoK0q171NYx788R7cf1Y/sgKc81A+p9/3DlPmLk+6NEmSJEmqdAZtbTX79GrDy1cM4XeH78hHs5Zy8E2j+PVz3r8tSZIkqWYxaGurqpOdxVkDt2PE1UM5rX9nHnsndf+2829LkiRJqikM2kpE84Z1ufbI3rx8+WB275yaf/uAG0byyidzvX9bkiRJUrVm0FaierRtzAPp+bfrZmdx/sMTOemeCXwye2nSpUmSJEnSFjFoKyMUzr/9hyN3Ysrc5Rx2yxh+/tRHzF++JunSJEmSJKlcMjpohxA6hBDuCyHMDiGsDSHMCCHcGEJovgXnGhxCeDqEMCd9rjkhhFdDCIeUsv+AEMKLIYTFIYRVIYSPQghXhBCyK/7MVJKc7CxO26sLI366D2cP3I5n3p/FPteN4La3prJm/caky5MkSZKkMgmZej9sCKEbMA5oAwwHPgP2APYBpgADY4yLyniuXwN/ABYCzwNzgFZAH+CtGOPPiu1/JPA0sAZ4AlgMHA70Ap6KMf6oLO3m5eXF/Pz8suyqEny5cCV/eXEyr346j/bN6vPzg7fn8F22IYSQdGmSJEmSRAhhYowx7wfrMzhovwIMAy6LMd5SZP31wJXAXTHGC8pwnh8BTwKvA8fEGJcX214nxri+yNdNgKlAU1JhPj+9Phd4E9gLOCnG+Pjm2jZoV45x0xbyh+cnM3nOMnbv3JzfHLYju3VslnRZkiRJkmq5ahW0QwhdgWnADKBbjLGgyLbGpHqkA9AmxrhyE+fJIhWa2wJdYowLytD2j4F/Ag/FGM8otm1f4A1gVIxx782dy6BdeTYWRJ6a+DXXvfI5C1es5ajdtuVnB23Pts3qJ12aJEmSpFqqtKCdqfdo75tevlo0ZAOke6THAg2A/ps5zwBgO+BF4NsQwqEhhJ+HEC4PIey1mbZfLmHbKGAVMCCEUK8Mz0OVJDsrcEK/Toz46VAuGtqNFyfNZd9/jOD61z5n1boNSZcnSZIkSf+TqUG7V3r5eSnbv0gve27mPP3Sy3nAe6Tuz/4rcCMwLoQwMoTQuqxtxxg3AF8COUDXzbStKtCoXg4/O2h73rhqb/bfoS03v/EF+/x9BE9PnEVBQeZdnSFJkiSp9snUoN00vSxtMuXC9c02c5426eUFQH1gf6Ax0Bt4BRgC/Lsy2w4hnBdCyA8h5C9YsNkr1bWFOrZowK0n9+WpC/aiXZNcfvLvDznq9rHkz1icdGmSJEmSarlMDdqbUzjs9Oa6MAun4grAcTHGN2KMK2KMnwBHA7OAvTdxGXm5244x3h1jzIsx5rVuXbyzXJUtr0sLnr1oIDecsCvzl63luDvHc/Gj7/H14lVJlyZJkiSplsrUoF3Ya9y0lO1Niu1Xmm/Ty+kxxg+LbogxribVqw2pacMqu21tJVlZgaP7dODNq/fm8v168Mbkeex3/Uiue+UzVqz1/m1JkiRJW1emBu0p6WVp92D3SC9Lu4e7+HmWlLK9MIgXHbq61LZDCDmkBlfbAEzfTNvayhrUzeHKA3ry5k+Gckjvdtz21jT2+fsInnz3azZ6/7YkSZKkrSRTg/Zb6eWw9BRd/5Oe3msgsBqYsJnzjCIVinuEEOqWsL13ejmjyLo308uDSth/CKnRzsfFGNdupm0lZNtm9bnxxD48e9EAOjSvz8+e/ogjbh3DhOmLki5NkiRJUi2QkUE7xjgNeBXoAlxcbPO1QENS81yvBAgh1AkhbB9C6FbsPAuBJ0hdBv7bottCCAcAB5K6BLzoVF5PAQuBE0MIeUX2zwX+mP7yjoo8P20dfTo155kLB3DzSX34duU6Trx7Ahc8PJGvFnn/tiRJkqSqE2LMzEtq06F5HKmRw4cDk4E9gX1IXTI+IMa4KL1vF1LTbs2MMXYpdp42pObd7g6MBt4BOpMaDC0CJ8cY/13smKNIBe41wOPAYuAIUlN/PQUcH8vwwuXl5cX8/PxyP3dVvjXrN3LPqOncPmIaGwsiZw3qwiX7dKdxbp2kS5MkSZJUTYUQJsYY836wPlODNkAIoSPwe1KXcbcE5gDPAdfGGBcX2a8LpQTt9PYWwK9Jhev2wHJgDPCXGGOJl5+HEAYCvwL2AnKBqcB9wM0xxo1lqd+gnXnmLVvD316ewtPvzaJlw7r8ZFgvTujXkeyssPmDJUmSJKmIahm0qzuDdub6aNYS/vD8p7w741u2b9eY3x62IwO6t0q6LEmSJEnVSGlBOyPv0Zaq2i4dmvHk+Xtx+yl9WbF2Ayff+zbnPpTPlwtXJl2aJEmSpGrOoK1aK4TAITtvw+tX7c3PDurFuKkLGXbDSP70wqcsXb0+6fIkSZIkVVMGbdV6uXWyuWhod966eihH92nPvWO+ZJ+/j+CRt2eyYWNB0uVJkiRJqmYM2lJamya5/O24XfnvJYPo3qYRv3p2EofdMoaxUxcmXZokSZKkasSgLRXTu31TnjivP3ek798+5d63OedB79+WJEmSVDYGbakEIQQOTt+//fODtmf8tNT923983vu3JUmSJG2aQVvahNw62Vw4tBtv/XQox/TpwD/Hpu7ffniC929LkiRJKplBWyqDNo1z+X/H7cJ/LxlEjzaN+M1zkzj05jGM/mJB0qVJkiRJyjAGbakcerdvyuPn9efOU/uyav0GTvvnO5zz4LtMX7Ai6dIkSZIkZQiDtlROIQQO6p26f/sXB2/PhOmLOejG0dz21lTWezm5JEmSVOsZtKUtVC8nmwv27sabV+/NATu25bpXpnDErWOZ9M3SpEuTJEmSlCCDtlRBbRrnctspfbnz1N1ZuGItR942lr++9Blr1m9MujRJkiRJCTBoS5XkoN7teP3KvTmubwfuHDmNg28azdvTFyVdliRJkqStzKAtVaKmDerw/47bhX+dvScbCgo44e4J/Pq5j1m+xrm3JUmSpNrCoC1VgUE9WvHKFUM4e9B2PPL2Vwy7YRRvfTY/6bIkSZIkbQUGbamKNKibw28O25GnLxxAo3o5nPXAu1zx+PssXrku6dIkSZIkVSGDtlTF+nZqzvOXDeLy/Xrw/Edz2P/6kfznw9nEGJMuTZIkSVIVMGhLW0G9nGyuPKAnz182iI7N63PZY+9z7kP5zFm6OunSJEmSJFUyg7a0FW3frgnPXDSQXx+6A2OmLmTY9aN49O2vKCiwd1uSJEmqKQza0laWnRU4Z3BXXrliCL3bN+WXz37MyfdOYNqCFUmXJkmSJKkSGLSlhHRu2ZBHz92TvxyzM5/MXsaBN4zij89/ytLVTgUmSZIkVWcGbSlBIQRO2qMTb/5kKMft3oF/jv2Sff8+gsfe+YqNXk4uSZIkVUsGbSkDtG5cj78euwv/vWQQXVs35P+e+Zgjbh3DO18uTro0SZIkSeVk0JYySO/2TXny/L24+aQ+LF65juPvGs8lj77HN0scnVySJEmqLgzaUoYJIXDErtvy5k+Gcvl+PXjt03ns948R3Pj656xetzHp8iRJkiRthkFbylD166bm3n7jJ3uz3w5tufH1L9j/+pE8/9FsYvT+bUmSJClTGbSlDNeheQNuO7kvT5zXn6b163DJo+9zwl0TmPTN0qRLkyRJklQCg7ZUTezZtSX/vXQQfz56Z6YuWMHht47h/575iEUr1iZdmiRJkqQiDNpSNZKdFTh5z068dfVQfjxwO/6dP4uhfx/BvaOns35jQdLlSZIkSQKC93pWnby8vJifn590GarBps5fwR+e/5SRny+gXZNcdu/cnN7tm7JLh6b03rYpTRvUSbpESZIkqcYKIUyMMeYVX5+TRDGSKkf3No144Kx+vDVlPv/On8WHs5bwwsdz/re9U4sG7Ny+Kb3bN2Xn9MPwLUmSJFUtg7ZUzYUQ2Hf7tuy7fVsAvl25jkmzl/LxN0uZ9M1SPvrG8C1JkiRtTQZtqYZp3rAug3u0ZnCP1v9bt2TVOiZ9s6zU8N2xRX12ad+Mk/fsxMDurZIoW5IkSaoxDNpSLdCsQV0G9WjFoB7fheji4Tt/5mJe+HgOZ+zVmV8cvAP162YnWLEkSZJUfRm0pVqqePhes34jf3t5CveN/ZLRUxdyw/G7sWvHZskWKUmSJFVDTu8lCYDcOtn89vAdefScPVmzbiPH3DGOG1773GnDJEmSpHIyaEv6ngHdW/HSFUM4YtdtuemNLzjujnFMW7Ai6bIkSZKkasOgLekHmtavww0n7Mbtp/Rl5uJVHHrzaB4cN4OCgph0aZIkSVLGM2hLKtUhO2/Dq1cMoX/XlvzuP59wxv3vMHfpmqTLkiRJkjKaQVvSJrVpksv9Z/bjj0f1Jn/Gtwy7YSTDP/gm6bIkSZKkjGXQlrRZIQRO7d+ZFy8fTLc2jbj88Q+45NH3WLJqXdKlSZIkSRnHoC2pzLZr1ZB/n78XVw/rycuT5nLgjaMY+fmCpMuSJEmSMopBW1K55GRnccm+PXju4oE0ya3DGfe9w2+HT2L1uo1JlyZJkiRlBIO2pC3Su31T/nvpIM4etB0PjZ/JoTeP5oOvlyRdliRJkpQ4g7akLZZbJ5vfHLYjj56zJ2vWb+TYO8ZxyxtfsNFpwCRJklSLGbQlVdiA7q146YohHLrzNvzjtc856Z4JfLNkddJlSZIkSYkwaEuqFE3r1+GmE3fj+uN35ZNvlnLwjaN44aM5SZclSZIkbXUGbUmVJoTAMX078OLlg9mudSMufvQ9fvbUh6xcuyHp0iRJkqStxqAtqdJ1btmQpy7Yi0v26c6/J87isFvG8PGspUmXJUmSJG0VBm1JVaJOdhZXH9iLx87tz5r1GznmjrHcOXIaBQ6UJkmSpBrOoC2pSvXv2pKXLh/M/ju05a8vfcZp973NvGVrki5LkiRJqjIGbUlVrlmDutx+Sl/+37E7897MJRx04yhe/WRu0mVJkiRJVcKgLWmrCCFwQr9OPH/ZINo3r895D0/kV89+zOp1G5MuTZIkSapUBm1JW1W31o145sKBnD+kK4+8/RWH3zqGT2cvS7osSZIkqdIYtCVtdXVzsvi/Q3bg4bP3YNnq9Rx121juG/MlMTpQmiRJkqo/g7akxAzu0ZqXLh/MkJ6t+P3zn3Lm/e8yf7kDpUmSJKl6M2hLSlTLRvW45/Q8/nBUbyZMX8R+/xjJvaOns25DQdKlSZIkSVvEoC0pcSEETuvfmZcuH8zunZvzxxcmc9BNoxgxZX7SpUmSJEnlZtCWlDG6tm7EA2ftwf1n9oMIZ97/Lj9+4F2mL1iRdGmSJElSmRm0JWWcfbZvw8tXDOFXh+zAO18u5sAbR/HnFyezfM36pEuTJEmSNsugLSkj1c3J4twhXXnr6qEc3ac994yezj5/H8GT735NQYGjk0uSJClzGbQlZbTWjevxt+N2ZfjFA+ncsiE/e/ojjrxtLBNnLk66NEmSJKlEGR20QwgdQgj3hRBmhxDWhhBmhBBuDCE0L8c5ZoQQYimPuSXs32UT+8cQwuOV+ywllcUuHZrx1AV7cdOJu7Fg+VqOvWM8Vzz+PnOXOh2YJEmSMktO0gWUJoTQDRgHtAGGA58BewCXAweFEAbGGBeV8XRLgRtLWL+pEZY+BJ4rYf2kMrYpqZKFEDhyt/bsv0Nb7hgxjbtHT+eVT+Zx8T7dOGdwV3LrZCddoiRJkkSIMTPvdQwhvAIMAy6LMd5SZP31wJXAXTHGC8pwnhkAMcYuZWy3C/Al8GCM8czy1l1UXl5ezM/Pr8gpJG3C14tX8acXJvPyJ3Pp0Lw+vz50Bw7cqR0hhKRLkyRJUi0QQpgYY8wrvj4jLx0PIXQlFbJnALcV2/w7YCVwWgih4VYuTVIG6diiAXeetjuPnrMnDevmcMG/3uOUe9/my4Urky5NkiRJtVhGBm1g3/Ty1RhjQdENMcblwFigAdC/jOerF0I4NYTwyxDC5SGEfUIIm7vGdNsQwvnpY84PIexSvqcgaWsZ0L0VL1w2iD8cuROTvlnKQTeO4t7R09no6OSSJElKQKbeo90rvfy8lO1fkOrx7gm8UYbztQMeLrbuyxDCWTHGkaUcc0D68T8hhBHAGTHGr8rQpqStKCc7i9P26sKwndrxy2c+5o8vTOalSXO57rhd6Nq6UdLlSZIkqRbJ1B7tpunl0lK2F65vVoZz3Q/sRypsNwR2Bu4CugAvhRB2Lbb/KuAPwO5A8/Rjb+AtYCjwhpesS5mrbZNc7j0jjxtO2JWp81dw8E2juWeUvduSJEnaejI1aG9O4UhHm/3LOcZ4bYzxzRjjvBjjqhjjpPQgatcD9YFriu0/P8b42xjjezHGJenHKFI96G8D3YFzSi0shPNCCPkhhPwFCxZs4dOTVBEhBI7u04HXrhzC4B6t+dOLkznuznFMnb+piQYkSZKkypGpQbuwx7ppKdubFNtvS9yZXg4py84xxg3AvZs7JsZ4d4wxL8aY17p16wqUJ6mi2jTJ5Z7Td+fGE3Zj+oKVHHLzaO4eNc3ebUmSJFWpTA3aU9LLnqVs75FelnYPd1nMTy/Lcxl4YRe1l45L1UQIgaP6tOe1q4awd8/W/PnFz+zdliRJUpXK1KD9Vno5LITwvRpDCI2BgcBqYEIF2tgrvZxejmMKRzkvzzGSMkCbxrncfdru3HTibny5MNW7fedIe7clSZJU+TIyaMcYpwGvkhqw7OJim68l1aP8UIxxJUAIoU4IYfsQQreiO4YQdgohtCh+/hBCZ+DW9Jf/KrZtzxBC3RKO2Re4sqRjJFUPIQSO3K09r125N/v0as1fX/qMY+4YxxfzliddmiRJkmqQEGNm9uakQ/M4oA0wHJgM7AnsQ+qS8QExxkXpfbsAXwIzY4xdipzjGuAXpHrIvwSWA92AQ4Fc4EXg6BjjuiLHjAB2AkYAs9Krd+G7ub1/E2P8Y1meQ15eXszPzy/P05a0lcQYef6jOfx2+CRWrt3IFQf04LzBXcnJzsjPHyVJkpSBQggTY4x5P1ifqUEbIITQEfg9cBDQEpgDPAdcG2NcXGS/LpQctPcGLgD68N30XkuAD0jNq/1wLPYChBDOBo4GegOtgDrAPGA8cGuMcXRZ6zdoS5lvwfK1/Oa5Sbz8yVx27dCU6360Kz3bNk66LEmSJFUD1TJoV3cGbal6iDHywsdz+O3wT1ixZgOX79+D84fYuy1JkqRNKy1o+1ekpFovhMBhu2zLq1cOYf8d23DdK1M47s7xTFvgyOSSJEkqP4O2JKW1alSP207uy80n9WHGopUcctNo7h09nQJHJpckSVI5GLQlqYgQAkfsui2vXjGEQd1b8ccXJnPiPRP4atGqpEuTJElSNWHQlqQStGmSy71n5HHdcbswefYyDrppFP+aMBPHtZAkSdLmGLQlqRQhBH6U15GXrxxC307N+fVzkzj9vneYvWR10qVJkiQpgxm0JWkz2jerz8Nn78EfjupN/oxvOfDGUTw1cZa925IkSSqRQVuSyiCEwGn9O/PyFYPZoV0Trv73h5z70ETmL1+TdGmSJEnKMAZtSSqHzi0b8th5/fn1oTsw6osFHHjDKJ7/aHbSZUmSJCmDGLQlqZyyswLnDO7Ki5cNolOLBlzy6Ptc/Oh7LF65LunSJEmSlAEM2pK0hbq3aczTFw7gpwf24tVP5jLshlG89um8pMuSJElSwgzaklQBOdlZXLxPd4ZfPIjWjetx7kP5/OTJD1m6an3SpUmSJCkhBm1JqgQ7btuE4RcP5NJ9u/PcB9+w/w0jeenjOUmXJUmSpAQYtCWpktTNyeInw3ox/OKBtGlcjwsfeY/zHspn7lJHJpckSapNDNqSVMl6t2/K8IsH8n8Hb8/IzxdwwPUjeeTtmRQUOO+2JElSbWDQlqQqkJOdxfl7d+OVK4awc4em/OrZSZx49wSmLViRdGmSJEmqYgZtSapCXVo15JFz9uRvx+3CZ3OXcfCNo7n1zS9Yt6Eg6dIkSZJURQzaklTFQggcn9eR13+yNwfs1Ja/v/o5R9w6hg++XpJ0aZIkSaoCBm1J2kraNM7ltpP7cs/peSxZtZ6jbx/L7//7KSvXbki6NEmSJFUig7YkbWUH7NiW164awql7dua+sV8y7IZRjJgyP+myJEmSVEkM2pKUgMa5dfjDUb156oK9qF83mzPvf5crHn+fxSvXJV2aJEmSKsigLUkJyuvSghcuG8Tl+/XghY/nsP/1I3nu/W+I0anAJEmSqiuDtiQlrF5ONlce0JMXLhtM55YNuOKJD/jxA+/yrb3bkiRJ1ZJBW5IyRM+2jXnqggH87vAdGTt1EYffOoZJ3yxNuixJkiSVk0FbkjJIdlbgrIHb8eQFe7GxIHLsHeN45r1ZSZclSZKkcjBoS1IG2q1jM/576SB269iMq578kGv+8wnrNxYkXZYkSZLKwKAtSRmqVaN6PHLOnpw9aDseGDeDk++ZwPzla5IuS5IkSZth0JakDJaTncVvDtuRm07cjY+/Wcrht4xh4sxvky5LkiRJm2DQlqRq4Mjd2vPsRQOpl5PNiXeP518TZjoFmCRJUoYyaEtSNbHDNk347yWDGNi9Fb9+bhI/f/oj1qzfmHRZkiRJKsagLUnVSNMGdfjnGf24dN/uPJk/i+PvGs83S1YnXZYkSZKKMGhLUjWTnRX4ybBe3HXa7kxfsJLDbxnDuGkLky5LkiRJaQZtSaqmDtypHcMvGUiLhnU59d63uWfUdO/bliRJygAGbUmqxrq1bsRzFw9k2I7t+NOLk7n0sfdZtW5D0mVJkiTVagZtSarmGtXL4Y5T+/Kzg3rx4sdzOPq2ccxYuDLpsiRJkmotg7Yk1QAhBC4a2p0HztqDecvXcPitY3jt03lJlyVJklQrGbQlqQYZ0rM1/71kEJ1aNODch/K59r+fsHaDU4BJkiRtTQZtSaphOrZowDMXDeDMAV24f+wMjrtjvJeSS5IkbUUGbUmqgerlZHPNETtx12m7M3PRSg67ZQz/+XB20mVJkiTVCgZtSarBDtypHS9ePphe7Rpz2WPv84unP2L1Oi8llyRJqkoGbUmq4To0b8Dj5/XnoqHdeCL/a468bQyfz1uedFmSJEk1lkFbkmqBOtlZ/Oyg7XnwrD1YvHIdR9w6hsff+YoYY9KlSZIk1TgGbUmqRYb0bM2Llw9m987N+cUzH3PZ4x+wfM36pMuSJEmqUQzaklTLtGmcy0M/3pOrh/XkhY9mc9gtY/h41tKky5IkSaoxDNqSVAtlZwUu2bcHT5y/F+s2FHDMHWO5b8yXXkouSZJUCQzaklSL9evSghcvG8zePdvw++c/5dyHJvLtynVJlyVJklStGbQlqZZr3rAu95y+O789bEdGfj6fQ24ezbszFiddliRJUrVl0JYkEULgx4O245kLB1I3J4sT757AbW9NpaDAS8klSZLKy6AtSfqfnTs05flLB3Hozttw3StTuPSx91m9bmPSZUmSJFUrOUkXIEnKLI1z63DTibvRu30T/vLSZ3y1eBX3nJ5Hu6a5SZcmSZJULdijLUn6gRAC5w3pxr2n5zF9wQqOuHUMH81aknRZkiRJ1YJBW5JUqv12aMvTFw2gbk4WP7pzPM9/NDvpkiRJkjKeQVuStEnbt2vCcxcPZOf2Tbnk0fe58fXPnW9bkiRpEwzakqTNatWoHo+cuyfH9u3Aja9/waWPvc+a9Q6SJkmSVBIHQ5MklUm9nGz+/qNd6Nm2EX99+btB0to2cZA0SZKkouzRliSVWQiB8/fuxt2n5TF1fmqQtI9nLU26LEmSpIxi0JYkldsBO7bl6QsHkJOVxY/uGseLH89JuiRJkqSMYdCWJG2RHbZJDZK207ZNueiR97j5jS8cJE2SJAmDtiSpAlo3rscj5+zJMX3ac/1rn3PZ4x84SJokSar1HAxNklQhuXWy+cfxu9KjbWP+9kp6kLTTdqeNg6RJkqRayh5tSVKFhRC4cGg37jx1d76Yt5wjbxvLpG8cJE2SJNVOBm1JUqU5cKd2PHXBAALwozvH8/KkuUmXJEmStNUZtCVJlWrHbZvw3CUD2X6bxlz4yETuHT3dQdIkSVKtYtCWJFW6No1zeezc/hzcux1/fGEyvx3+CRs2FiRdliRJ0laR0UE7hNAhhHBfCGF2CGFtCGFGCOHGEELzcpxjRgghlvIo9ZrGEMKAEMKLIYTFIYRVIYSPQghXhBCyK+fZSVLNllsnm1tP6sv5e3fl4QkzOfehfFau3ZB0WZIkSVUuY0cdDyF0A8YBbYDhwGfAHsDlwEEhhIExxkVlPN1S4MYS1q8ope0jgaeBNcATwGLgcOAGYCDwozI/EUmqxbKyAv938A50atGA3w7/hB/dOZ77zuxHu6aOSC5JkmqukKn3zYUQXgGGAZfFGG8psv564ErgrhjjBWU4zwyAGGOXMrbbBJgKNAUGxhjz0+tzgTeBvYCTYoyPb+5ceXl5MT8/vyzNSlKNN2LKfC5+5D0a59bhvjP7seO2TZIuSZIkqUJCCBNjjHnF12fkpeMhhK6kQvYM4LZim38HrAROCyE0rILmjwNaA48XhmyAGOMa4NfpLy+sgnYlqUYb2qsN/75gAAA/unMcI6bMT7giSZKkqpGRQRvYN718Ncb4vdFzYozLgbFAA6B/Gc9XL4RwagjhlyGEy0MI+2ziXuvCtl8uYdsoYBUwIIRQr4xtS5LSdty2Cc9dPJDOLRty9oP5PPL2zKRLkiRJqnSZGrR7pZefl7L9i/SyZxnP1w54GPgTqXu13wS+CCHsXZ62Y4wbgC9J3dvetYxtS5KKaNc0lycv2IshPVrxq2cn8ZeXJlNQkJm3MUmSJG2JTA3aTdPLpaVsL1zfrAznuh/Yj1TYbgjsDNwFdAFeCiHsWplthxDOCyHkhxDyFyxYUIbyJKn2aVQvh3tOz+O0/p25a+R0LnnsPdas35h0WZIkSZUiU4P25oT0crNdIDHGa2OMb8YY58UYV8UYJ6UHUbseqA9cU5ltxxjvjjHmxRjzWrduXc5TS1LtkZOdxe+P3IlfH7oDL02ay0n3TGDRirVJlyVJklRhmRq0C3uNm5ayvUmx/bbEnenlkATaliQBIQTOGdyVO07py6ezl3H07eOYOr/EmRclSZKqjUwN2lPSy9Luwe6RXpZ2D3dZFA53W3zk8lLbDiHkANsBG4DpFWhbklTEQb234fHz+rNq3QaOvWMcE6YvSrokSZKkLZapQfut9HJYCOF7NYYQGgMDgdXAhAq0sVd6WTwwv5leHlTCMUNIjXY+Lsbo9Y2SVIn6dGrOsxcNpFWjupz2z7d59v1ZSZckSZK0RTIyaMcYpwGvkhqw7OJim68l1Qv9UIxxJUAIoU4IYfsQQreiO4YQdgohtCh+/hBCZ+DW9Jf/Krb5KWAhcGIIIa/IMbnAH9Nf3rElz0uStGkdWzTgmQsHkte5BVc+8SE3vf6FI5JLkqRqJ8SYmX/ApEPzOKANMByYDOwJ7EPqkvEBMcZF6X27kJp2a2aMsUuRc1wD/IJUD/mXwHKgG3AokAu8CBwdY1xXrO2jSAXuNcDjwGLgCFJTfz0FHB/L8MLl5eXF/Pz8LXj2klS7rdtQwC+e+Yhn3vuGPbdrwf87dhe6tCp+p48kSVKyQggTY4x5P1ifqUEbIITQEfg9qcu4WwJzgOeAa2OMi4vs14WSg/bewAVAH76b3msJ8AGpebUfLi0whxAGAr8idYl5LjAVuA+4OcZYpjloDNqStOVijDyZ/zV/fGEy6zcWcPWwXpw1cDuys8LmD5YkSdoKqmXQru4M2pJUcXOXruFXz37MG5/Np0+nZlx33C50b9M46bIkSZJKDdoZeY+2JEmF2jXN5d4z8rjpxN34cuFKDrlpDLe9NZUNGwuSLk2SJKlEBm1JUsYLIXDkbu157cq9OWDHtlz3yhSOun0sn85elnRpkiRJP2DQliRVG60b1+O2U/pyxyl9mbt0DUfcOobrX/ucdRvs3ZYkSZnDoC1JqnYO3nkbXrtyb47YdVtufuMLDr9lDB/NWpJ0WZIkSYBBW5JUTTVvWJfrT9iN+87MY+nq9Rx121j++tJnrFlfpokhJEmSqoxBW5JUre27fVtevWoIJ/TryJ0jp3HIzaOZOHPx5g+UJEmqIgZtSVK11yS3Dn85Zhf+dfaerNtQwHF3jufa/37CqnUbki5NkiTVQgZtSVKNMahHK165Ygin9+/M/WNncNCNo5kwfVHSZUmSpFrGoC1JqlEa1svh2iN788R5/ckKcNI9E7j+1SnOuy1JkrYag7YkqUbas2tLXrx8MMf27cDNb07l5HveZs7S1UmXJUmSagGDtiSpxmpQN4e//2hXbjhhVz6ZvZRDbhrNG5PnJV2WJEmq4QzakqQa7+g+HfjvpYPYtll9zn4wn9//91PWbfBSckmSVDUM2pKkWqFr60Y8c9EAzhzQhfvGfsmxd4xj5qKVSZclSZJqIIO2JKnWqJeTzTVH7MRdp+3OV4tXcejNY/jPh7OTLkuSJNUwBm1JUq1z4E7tePHywfRq15jLHnufXzz9EavXbUy6LEmSVEMYtCVJtVL7ZvV5/Lz+XLxPN57I/5ojbxvD5/OWJ12WJEmqAQzakqRaq052Fj89cHse+vEeLF65niNuHcNj73xFjDHp0iRJUjVm0JYk1XqDe7TmxcsH0a9LC/7vmY+59LH3Wb5mfdJlSZKkasqgLUkS0KZxLg+etQc/PbAXL02ay6E3j+GjWUuSLkuSJFVDBm1JktKysgIX79OdJ87rz4aNBRx7xzjuHT3dS8klSVK5GLQlSSomr0sLXrx8MPv0asMfX5jM6fe9w+wlq5MuS5IkVRMGbUmSStCsQV3uOm13/nR0bybO/JYDbxzF0xNn2bstSZI2y6AtSVIpQgicsmdnXrp8MNu3a8xP/v0h5z88kYUr1iZdmiRJymAGbUmSNqNzy4Y8ft5e/PKQ7RkxZQEH3jCKlyfNTbosSZKUoQzakiSVQXZW4Lwh3Xj+skFs0yyXC/41kaue+IClq50GTJIkfZ9BW5KkcujZtjHPXjSQy/brwfAPZ3PQjaMY/cWCpMuSJEkZxKAtSVI51cnO4qoDevLMhQNoUDeb0/75Dr9+7mNWrduQdGmSJCkDGLQlSdpCu3ZsxguXDebsQdvxyNtfcfBNo8mfsTjpsiRJUsIM2pIkVUBunWx+c9iOPHZufzYWRI6/azx/eWkyazdsTLo0SZKUEIO2JEmVoH/Xlrx8xRBO6NeRu0ZO54hbxjLpm6VJlyVJkhJg0JYkqZI0qpfDX47ZhfvP7Me3q9Zx1G1jueWNL9iwsSDp0iRJ0lZk0JYkqZLts30bXrliCAfvvA3/eO1zTrh7AktWrUu6LEmStJUYtCVJqgLNG9bllpP6cNOJu/HxrKUcf9d45i1bk3RZkiRpK6iyoB1CyAkh9Akh7BJCCFXVjiRJmezI3drzwFn9+Obb1Rx7xzhmLFyZdEmSJKmKbXHQDiH0CiH8NoRwRgnbhgJfAfnA+8CXIYQBW9qWJEnV2YDurXj03P6sXLuB4+4cz+Q5y5IuSZIkVaGK9GifDvwO6FR0ZQihOfA00A4I6Ucn4IUQQrsKtCdJUrW1a8dmPHn+XuRkBU64azwTZzrftiRJNVVFgva+6eXTxdafDTQHZgIHAIOAj4EmwGUVaE+SpGqtR9vGPHXhXrRsVI9T7n2bEVPmJ12SJEmqAhUJ2u3Ty6nF1h8JROD/YoxvxBjHAReS6tk+sALtSZJU7XVo3oAnz9+Lrq0ace5D+fz3w9lJlyRJkipZRYJ2K2BJjPF/85WEEOoA/YANwH8L16fD9gagewXakySpRmjduB6Pn9+fPh2bc9nj7/PI2zOTLkmSJFWiigTtCDQstq4PUBf4MMZYfFjVpUBuBdqTJKnGaJJbhwd/vAdDe7bmV89O4ra3phJjTLosSZJUCSoStGcBdUIIOxRZd2h6ObbojunpvZoACyrQniRJNUr9utncfXoeR+62Lde9MoW/vPSZYVuSpBogpwLHjgR6AP8IIZwJbAtcQKqn+8Vi+/YC6gDeiCZJUhF1srO44fjdaFq/DnePms6SVev489E7k5Ndkc/CJUlSkioStP8BnEZqgLM56XUB+CDG+FqxfQ9KL9+pQHuSJNVIWVmBa4/YiWb163Dzm1NZtnoDN520G/VyspMuTZIkbYEt/rg8xjgFOAKYTipgR+A1UqOOF3dWevnWlrYnSVJNFkLgqmG9+M1hO/LyJ3M5+4F8Vq7dkHRZkiRpC1SkR5t0z3WPEEJrYHmMcU3xfdIjkRfOn/1uRdqTJKmmO3vQdjStX4efP/0Rp9z7Nvef2Y/mDesmXZYkSSqHSrkBLMa4oKSQnd62PsY4Mv1YVRntSZJUkx23ewfuOKUvn85ZxvF3jWfu0hL/i5UkSRmqSkdaCSE0DyE0qco2JEmqiYbt1I4HzurH7CWrOe7OcUycuTjpkiRJUhltcdAOIWwbQjg9hHBQCdt2CiHkAwuBb0MIo0MIPStSqCRJtc2Abq147Lz+rFlfwLF3jOdHd47j9U/nUVDgFGCSJGWyivRo/xi4HxhadGUIoT6p6b36kBokLQADgdft3ZYkqXx26dCMkT8dyu8O35HZS9ZwzkP5HHjjKP6d/zXrNhQkXZ4kSSpBRYL2/unlE8XWnwF0BBYD5wKnArOA9sDFFWhPkqRaqWG9HM4auB0jfjqUG0/YjeyswE+f+oghf3uLu0dNY/ma9UmXKEmSiggxbtnlZyGEGaQCdaMY4+oi618F9gMuiDHek153IPAS8HaMca+KFl1d5OXlxfz8/KTLkCTVMDFGRn2xkDtHTGP89EU0zs3h1P6dOWtAF9o0yU26PEmSao0QwsQYY94P1lcgaK8A1scYmxdZlwUsA3KB1jHGb4usXwcsizG22KIGqyGDtiSpqn349RLuHjWdlybNIScri2P6tufcIV3p1rpR0qVJklTjlRa0KzKPdjY/vPR8Z6AB8HFhyAaIMRaEEL4FvEdbkqRKtGvHZtx2Sl9mLFzJPaOn8++Js3gi/2uG7diW8/fuRt9OzTd/EkmSVKkqco/2HKBeCGG7IusOTC/HlbB/I1L3bUuSpErWpVVD/nT0zoz9+b5csk93JkxfzDG3j+P4u8bz5meOVC5J0tZUkaA9Pr38XQghK4TQGrgQiMArRXdMh/F6pMK5JEmqIq0b1+Mnw3ox7hf78pvDdmTW4lX8+IF8jrxtLItXrku6PEmSaoWKBO2b0svTgCXA10Bn4Evg+WL7HpBevleB9iRJUhk1rJfD2YO2Y+TP9uG643bh83nL+fED77Jq3YakS5Mkqcbb4qAdY3yH1FzaK0hdFl4X+Aw4JsZY/H/x09PLt7a0PUmSVH51srP4UV5Hbj6pDx/NWsLFj7zH+o3Ovy1JUlWqSI82McYHgXbAnkAvoHeM8aOi+4QQ6gJ3A2cBL1SkPUmStGUO3KkdfzxqZ96asoD/e+ZjtnTWEUmStHkVGXUcgPQc2u9uYvs64KGKtiNJkirm5D07MX/5Gm58/QvaNK7Hzw7aPumSJEmqkSoctCVJUvVx+X49mLdsLbePmEabxvU4c+B2mz9IkiSVS6UE7RBCX+AkIA9oQ2rk8QWkerofizG+XxntSJKkigkh8MejerNoxVquff5TWjWux2G7bJt0WZIk1SgVukc7hNAwhPAoqUB9FbA3sAOwY/rfPwHyQwiPhBAaVrRYSZJUcdlZgZtP6kO/zi246okPGTd1YdIlSZJUo2xx0A4hZAHDgROAAMwFHgH+X/rxCKl5swNwIvBcCCGUs40OIYT7QgizQwhrQwgzQgg3hhCaV6Du00IIMf04p4TtXYpsL+nx+Ja2LUlSpsitk809p+exXauGnPfwRCZ9szTpkiRJqjEqcun46cC+wHpSPde3xxi/N19IOoxfANyQ3vc0yjgwWgihGzCO1KXow0lNHbYHcDlwUAhhYIxxUXkKDiF0BG7huynJNuVD4LkS1k8qT5uSJGWqpg3q8MCP+3Hs7eM48/53efaiAXRs0SDpsiRJqvYqcun4qaTuxf5pjPHW4iEbIMZYEGO8HbiaVM/26cX32YTbSYXsy2KMR8UYfxFj3JdUaO8F/Kk8xaZ70+8HFgF3luGQD2KM15TweKo87UqSlMm2aVqfh87egw0FBZx+3zssWrE26ZIkSar2KhK0dwU2AveUYd97gQ3AbmU5cQihKzAMmAHcVmzz74CVwGnlvO/7MlK96melj5ckSUD3No355xn9mLN0NT9+4F1Wrt2QdEmSJFVrFQnajYHl6Xm0Nym9z3I2f7l2oX3Ty1eL95THGJcDY4EGQP+ynCyEsAPwV+CmGOOoMtawbQjh/BDCL9PLXcp4nCRJ1c7unZtz60l9mTR7GRc+8h7rNvzgQjVJklRGFQnaC4GmIYQ2m9sxvU8zUpdtl0Wv9PLzUrZ/kV72LEPbOcDDwFfAL8vYPsABpC4x/1N6+WEI4a0QQqdynEOSpGpj/x3b8uejezPq8wX8/OmPKCiISZckSVK1VJGgPZ7UfdfXlGHfa9P7ji3juZuml6UNgVq4vlkZzvVboA9wZll634FVwB+A3YHm6cfewFvAUOANpyqTJNVUJ/TrxNXDevLs+9/w15c/S7ocSZKqpYoE7dtIhefzQwgPhxC6F98hhNA9hPAv4HxSA6cVv996SxVOE7bJj9pDCHuQ6sX+R4xxfFlOHGOcH2P8bYzxvRjjkvRjFKl7xt8GugM/mBasSJvnhRDyQwj5CxYsKNOTkSQpk1y8T3dO36szd4+azr2jpyddjiRJ1c4WB+0Y4wjgRlKh92RgSnqe67EhhDEhhJnAFOCk9CE3xBhHlvH0hT3WTUvZ3qTYfj9Q5JLxz4HflLHdUsUYN5Aa1A1gyCb2uzvGmBdjzGvdunVFm5UkaasLIfC7w3fikJ3b8ccXJjP8g2+SLkmSpGqlIvNoE2O8KoQwndTl4y2ATulHUYuAa2KM5enNnpJelnYPdo/0srR7uCE18Frh8WtSs3v9wD0hhHtIDZJ2RRnqKuyi9tJxSVKNlp0VuP743Vi88h2u/veHtGhYl8E9/ABZkqSyqFDQBogx3hpCuJfU4GF5pOa+BpgP5AOvxRjXlPO0b6WXw0IIWUVHHg8hNAYGAquBCZs4x1rgn6Vs60vqvu0xpEJ9mS4r57tRzr2OTpJU4+XWyebu0/M4/s7xXPDwRB46e09279w86bIkScp4IcbMHFE0hPAKqfuiL4sx3lJk/fXAlcBdMcYL0uvqAN2A9THGaWU49zWk5uM+N8Z4b7FtewLvxxjXFVu/L/AiUA8YGGMct7l28vLyYn5+/uZ2kyQpo81btoYf3TmeOUtX88tDduDMAV0o5UoxSZJqlRDCxBhjXvH1Fe7RrkIXAeOAm0MI+wGTgT2BfUhdMv6rIvu2T2+fCXSpYLv/D9gphDACmJVetwvfze39m7KEbEmSaoq2TXL5zyUDufrfH3Htfz9l/LRFXHfcrjRtUCfp0iRJykhlCtohhPsqqb0YYzy7jDtOCyHkAb8HDgIOAeYANwPXxhgXV1JNxT0MHA30Aw4G6gDzgCeBW2OMo6uoXUmSMlazBnW55/TduW/sDP760mQOuXk0t57chz6dvJRckqTiynTpeAihgNRUWlt6nVjhsTHGmL2F56h2vHRcklQTffj1Ei5+9D3mLl3Dzw/anrMHbUdWlpeSS5Jqn4peOv4Qm5mzWpIk1Q67dmzGC5cN5udPfcSfXpzM+OmL+MePdqV5w7pJlyZJUkbI2MHQagJ7tCVJNVmMkYcnzOSPz0+mZaO63HJSH/K6tEi6LEmStprSerSzkihGkiRVfyEETt+rC89cNIC6OVmccPcEbntrKgUFfogvSardDNqSJKlCerdvyvOXDuLg3u247pUpnPnAuyxcsTbpsiRJSoxBW5IkVVjj3DrcclIf/nz0zkyYvohDbhrNhOmLki5LkqREGLQlSVKlCCFw8p6dGH7xQBrVy+HkeyZw0+tfsNFLySVJtYxBW5IkVaodtmnCfy8dxJG7teeG1z/ntH++zfzla5IuS5KkrcagLUmSKl3Dejlcf/yu/O24XXjvq2855KbRjPliYdJlSZK0VRi0JUlSlQghcHxeR/5zySCaN6jLafe9zV9enMzaDRuTLk2SpCpl0JYkSVWqZ9vGDL9kICfv0Ym7Rk3nqNvG8fm85UmXJUlSlTFoS5KkKtegbg5/Onpn7j09j/nL1nDYLWO4b8yXzrktSaqRDNqSJGmr2X/Htrx8xRAGd2/F75//lDPuf4d5yxwoTZJUsxi0JUnSVtW6cT3uPSOPPx3dm/wZ33LgjaN48eM5SZclSVKlMWhLkqStLoTAKXt25oXLBtG5RQMueuQ9rv73hyxfsz7p0iRJqjCDtiRJSkzX1o146sIBXLZvd555bxaH3Dya/BmLky5LkqQKMWhLkqRE1cnO4qphvfj3BXsBcPxd4/n7K1NYv7Eg4cokSdoyBm1JkpQRdu/cgpcuH8KxfTtw61tTOfaOcUxbsCLpsiRJKjeDtiRJyhiN6uVw3Y925c5T+/LV4lUcevNoHp4wkxidBkySVH0YtCVJUsY5qPc2vHLFEPbYriW/eW4SZz+Yz4Lla5MuS5KkMjFoS5KkjNS2SS4PntWPaw7fkbFTF3LQjaN467P5SZclSdJmGbQlSVLGCiFw5sDteP7SQbRpksuPH3yX20dM9VJySVJGM2hLkqSM16NtY565cACH7bItf3t5Cpc//gGr121MuixJkkqUk3QBkiRJZVG/bjY3n7gbO2zTmOtemcKXC1dy9+m7s03T+kmXJknS99ijLUmSqo0QAhcN7c69p+fx5cKVHH7LWCbO/DbpsiRJ+h6DtiRJqnb226Etz140gIb1sjnp7gn8O//rpEuSJOl/DNqSJKla6tG2McMvHsge27Xgp099xB+e/5QNGwuSLkuSJIO2JEmqvpo1qMsDZ/XjrIFd+OeYLznrgXdZump90mVJkmo5g7YkSarWcrKz+N3hO/G3Y3dhwvRFHHnbGKbOX550WZKkWsygLUmSaoTj+3XksXP7s2LtBo6+bRxvfTY/6ZIkSbWUQVuSJNUYeV1aMPySQXRq2YAfP/gud46cRowx6bIkSbWMQVuSJNUo7ZvV56kLBnDoztvw15c+48onPmDN+o1JlyVJqkVyki5AkiSpstWvm80tJ/Vhh22acN0rU5i+cCV3n5ZHu6a5SZcmSaoF7NGWJEk1UgiBi/fpzj2n5zFt/goOv3UM73/1bdJlSZJqAYO2JEmq0Q7YsS3PXjyQ+nWyOeGuCdw+YirrnW9bklSFDNqSJKnG69m2McMvHsh+O7Thby9P4Yhbx/Lh10uSLkuSVEMZtCVJUq3QvGFd7jh1d+4+bXe+XbmOo28fy7X//YSVazckXZokqYYxaEuSpFpl2E7teO2qIZzavzMPjJvBsBtGOee2JKlSGbQlSVKt0zi3Dr8/sjdPXbAXDetlc9YD73LpY++zYPnapEuTJNUABm1JklRr7d65Bc9fOpirDujJK5Pmsv/1I3ny3a+JMSZdmiSpGjNoS5KkWq1uThaX7deDFy8fTK+2jfnZ0x9x0j0T+HLhyqRLkyRVUwZtSZIkoHubRjx+Xn/+cszOfDJ7GQfeOIrb3nIqMElS+Rm0JUmS0rKyAift0Yk3rtqb/Xdow3WvTOHwW8bw/lffJl2aJKkaMWhLkiQV06ZJLrefsjv3nJ7HklXrOeaOcVzzn09Y4VRgkqQyMGhLkiSV4oAd2/LaVUM4rX9nHhw/g2HXj+SNyfOSLkuSlOEM2pIkSZvw3VRgA2iUm8PZD+Zz0SMTmbdsTdKlSZIylEFbkiSpDHbv3JznLx3MTw/sxeuT57P/P0by8PgZbCxwKjBJ0vcZtCVJksqobk4WF+/TnVevGMIuHZvym+GfcOwd45g8Z1nSpUmSMohBW5IkqZy6tGrIv87ekxtO2JWvFq/i8FvG8NeXPmP1uo1JlyZJygAGbUmSpC0QQuDoPh1446q9OaZve+4cOY1hN45k5OcLki5NkpQwg7YkSVIFNG9Yl78dtyuPn9efOtlZnHHfO1z22PssWL426dIkSQkxaEuSJFWC/l1b8tLlg7li/x68PGku+/1jBI+98xUFDpYmSbWOQVuSJKmS1MvJ5or9e/LSFYPZcdsm/N8zH3PC3eP5Yt7ypEuTJG1FBm1JkqRK1q11Ix47tz/XHbcLX8xfwSE3j+bvr0xhzXoHS5Ok2sCgLUmSVAVCCPworyNvXLU3h++yLbe+NZWDbhzF2KkLky5NklTFDNqSJElVqGWjelx/wm48cs6eAJxy79tc859PWLehIOHKJElVxaAtSZK0FQzs3oqXrxjCjwduxwPjZnDSPROYu3RN0mVJkqqAQVuSJGkrya2TzW8P35FbT+7D5DnLOOyW0Yyb5qXkklTTGLQlSZK2ssN22Zb/XDKQpvXrcOq9b3PnyGnE6DRgklRTGLQlSZIS0L1NY4ZfMoiDe2/DX1/6jPMfnsiyNeuTLkuSVAkM2pIkSQlpVC+HW0/uw68P3YE3PpvPkbeO5bO5y5IuS5JUQQZtSZKkBIUQOGdwVx47tz8r1m7gqNvG8tz73yRdliSpAgzakiRJGWCP7VrwwmWD2KVDM6544gN+O3ySU4BJUjVl0JYkScoQbRrn8sg5e3Lu4O14aPxMjr9rPLOXrE66LElSOWV00A4hdAgh3BdCmB1CWBtCmBFCuDGE0LwC5zwthBDTj3M2sd+AEMKLIYTFIYRVIYSPQghXhBCyt7RtSZKkzamTncWvDt2R20/pyxfzlnPYLWMYO9UpwCSpOsnYoB1C6AZMBM4C3gFuAKYDlwPjQwgtt+CcHYFbgBWb2e9IYBQwBHgWuA2om67h8fK2K0mSVF6H7LwN/7l0EC0b1uW0f77NbW9NpaDAKcAkqTrI2KAN3A60AS6LMR4VY/xFjHFfUmG3F/Cn8pwshBCA+4FFwJ2b2K8JcA+wERgaYzw7xvhTYDdgPHBcCOHELXg+kiRJ5dKtdSOeu3ggh+6yLde9MoXzHp7I0tVOASZJmS4jg3YIoSswDJhBqje5qN8BK4HTQggNy3Hay4B9SfWQr9zEfscBrYHHY4z5hStjjGuAX6e/vLAc7UqSJG2xhvVyuPnE3fjd4TsyYsp8jrh1DJ/OdgowScpkGRm0SQVigFdjjN8bbjPGuBwYCzQA+pflZCGEHYC/AjfFGEeVse2XS9g2ClgFDAgh1CtL25IkSRUVQuCsgdvx+Hn9WbN+I8fcMZbnP5qddFmSpFJkatDulV5+Xsr2L9LLnps7UQghB3gY+Ar4ZUXajjFuAL4EcoCuZTiXJElSpcnr0oLnLx3MTts25ZJH3+cfr07xvm1JykCZGrSbppdLS9leuL5ZGc71W6APcGaMsSzzY1So7RDCeSGE/BBC/oIFC8rQnCRJUtm1blyPR8/dk+PzOnDLm1M5/18TWbF2Q9JlSZKKyNSgvTkhvdzkR7ghhD1I9WL/I8Y4fmu0HWO8O8aYF2PMa926dSU1KUmS9J16Odn8v2N34XeH78ibn83nmNvH8tWiVUmXJUlKy9SgXdhr3LSU7U2K7fcDRS4Z/xz4zdZsW5IkqaoV3rf94Fl7MG/ZWo64bQzjpjnftiRlgkwN2lPSy9Luwe6RXpZ2DzdAo/TxOwBrQgix8EFq5HKAe9LrbixL2+nwvh2wgdSc3pIkSYka1KMVwy8eSKtG9Tjtn+/w0PgZxOh925KUpJykCyjFW+nlsBBCVtGRx0MIjYGBwGpgwibOsRb4Zynb+pK6b3sMqWBd9LLyN4FTgIOAx4odN4TUaOejYoxry/ZUJEmSqlaXVg159qIBXPH4B/x2+CdMnrOca4/Yibo5mdqnIkk1W0YG7RjjtBDCq6Tm0r4YuKXI5muBhsBdMcaVACGEOkA3YH2McVr6HKuBc0o6fwjhGlJB+8EY473FNj8F/D/gxBDCLYVzaYcQcoE/pve5o8JPUpIkqRI1zq3D3afn8Y9Xp3D7iGlMm7+C20/tS6tGzkgqSVtbJn/MeREwH7g5hPBcCOEvIYQ3gStJXTL+qyL7tgcmA29UtNEY4zLgXCAbGBFCuDeE8DfgA2AvUkH8iYq2I0mSVNmyswI/O2h7bjpxNz6ctYQjbx3LJ7MdVkaStraMDdrpnuk84AFgT+AnpHqtbwb2ijEuqsK2nwP2BkYBxwKXAuuBq4ATozc+SZKkDHbkbu359wV7sbEgctwd43nx4zlJlyRJtUowM1advLy8mJ+fn3QZkiSplpq/bA3n/2si73+1hMv268EV+/UgKyts/kBJUpmEECbGGPOKr8/YHm1JkiRVTJsmuTx+Xn+O270DN7/xBRc+MpGVazckXZYk1XgGbUmSpBqsXk421x23C78+dAde+3Qex94xjq8Xr0q6LEmq0QzakiRJNVwIgXMGd+WBs/Zg9pLVHHHrGN6aMj/psiSpxjJoS5Ik1RJDerZm+CWDaN24Hmfd/y4/efJDlqxal3RZklTjGLQlSZJqke1aNeQ/lwzikn2689wH37D/9aN4eZKjkktSZTJoS5Ik1TK5dbK5+sBeDL94IG0a1+OCf73HRY9MZMHytUmXJkk1gkFbkiSplurdvinDLxnITw/sxeuT53PADSN55r1ZOP2rJFWMQVuSJKkWq5OdxcX7dOfFywbTrXUjrnryQ8564F1mL1mddGmSVG0ZtCVJkkT3No148vy9+N3hO/L29MUMu2EU/5owk4ICe7clqbwM2pIkSQIgOytw1sDtePXKIezasSm/fm4SJ90zgRkLVyZdmiRVKwZtSZIkfU/HFg3419l78v+O3ZlP5yzjoJtGcc+o6Wy0d1uSysSgLUmSpB8IIXBCv068ftXeDOremj+9OJlj7hjH5/OWJ12aJGU8g7YkSZJK1bZJLvecvjs3n9SHrxev4tCbR3PT61+wbkNB0qVJUsYyaEuSJGmTQggcseu2vHblEA7uvQ03vP45h90ymv98OJsNGw3cklScQVuSJEll0rJRPW4+qQ/3np7HhoLIZY+9z9C/j+D+sV+ycu2GpMuTpIwRYnRQi6qSl5cX8/Pzky5DkiSp0hUURN74bD53j5rGuzO+pWn9OpzavxNnDOhCm8a5SZcnSVtFCGFijDHvB+sN2lXHoC1JkmqD9776lrtHTueVT+dSJyuLY/q255zBXeneplHSpUlSlTJoJ8CgLUmSapMvF67k3tHTeWriLNZuKGD/Hdpy/t5dyevcnBBC0uVJUqUzaCfAoC1JkmqjhSvW8tD4mTw8fgbfrlpPn07NOG9wV4bt1I7sLAO3pJrDoJ0Ag7YkSarNVq/byL8nfs29o7/kq8Wr6NKyAWcP7sqPdu9Abp3spMuTpAozaCfAoC1JkgQbCyIvT5rL3aOm8eGspbRoWJfT9+rMmQO60KxB3aTLk6QtZtBOgEFbkiTpOzFG3v5yMXePms6bn82nY4v6PHjWHnRt7aBpkqqn0oK282hLkiRpqwgh0L9rS+47sx9PXziAlWs3cuwd43jvq2+TLk2SKpVBW5IkSVvd7p2b88yFA2hSvw4n3zOB1z+dl3RJklRpDNqSJElKRJdWDXn6wgH0bNuY8x7O55G3ZyZdkiRVCoO2JEmSEtOqUT0eO7c/e/dsza+encQ/Xp2CYwhJqu4M2pIkSUpUw3o53HN6HifkdeSWN6fy06c+Yv3GgqTLkqQtlpN0AZIkSVJOdhZ/PXZntmmWy42vf8H85Wu545S+NKznn6uSqh97tCVJkpQRQghcsX9P/t+xOzN26kJOuHs885evSbosSSo3g7YkSZIyygn9OnHP6bszbf5Kjr1jHNMXrEi6JEkqF4O2JEmSMs6+27fl8fP6s8q5tiVVQwZtSZIkZaRdOzbj6SJzbb/mXNuSqgmDtiRJkjJW4Vzbvdo25nzn2pZUTRi0JUmSlNFaNarHY+f1Z2ivNvzq2Un8/RXn2paU2QzakiRJyngN6uZw92m7c9IeHbn1ralc/W/n2paUuZyYUJIkSdVCTnYWfz56Z9o1qc8Nr3/ON0tWMbhHaxrUzaZh3Rzq182mYb1sGtTNoUHd1LLo13Wy7WOStHUYtCVJklRthBC4fP8ebNM0l2v/+wkTpi8u87F1s7NoUC+bBnWyaVAvh4Z1s+nfrSVXD+tlCJdUqQzakiRJqnaO79eR4/t1ZN2GAlat28DKdRtZvW4DK9duZOW6Daxau5FV6zeyam2RbetSX69at5FV6zayeOU67ho5nUnfLOX2k3enaYM6ST8tSTWEQVuSJEnVVt2cLOrm1KVZgy07/qmJs/i/Zz7i6DvGct8Z/ejSqmHlFiipVvIaGUmSJNVax+3egUfO6c+3K9dx1O1jmTB9UdIlSaoBDNqSJEmq1fbYrgXPXTyQVo3qcdo/3+bJd79OuiRJ1ZxBW5IkSbVe55YNeeaiAfTv2pKfPf0Rf3lxMhsLnKtb0pYxaEuSJElAk9w63H9mP07fqzN3jZrOBf+ayMq1G5IuS1I1ZNCWJEmS0nKys/j9kb259oideGPyPI67czyzl6xOuixJ1YxBW5IkSSrmjAFduO/MfsxavIojbxvLh18vSbokSdWIQVuSJEkqwdBebXj6ogHUy8ni+LvG8/xHs5MuSVI1YdCWJEmSStGzbWOGXzyQnds35ZJH3+eWN74gRgdJk7RpBm1JkiRpE1o2qscj5+7JMX3a84/XPufKJz5gzfqNSZclKYPlJF2AJEmSlOnq5WTzj+N3pVubRlz3yhS+WryKu0/Po1WjekmXJikD2aMtSZIklUEIgYv36c7tp/Tl0znLOPLWsUyZuzzpsiRlIIO2JEmSVA6H7LwNT56/F+s3FnDM7WN54aM5SZckKcMYtCVJkqRy2qVDM4ZfMpAebRtz8aPv8fOnPmLVug1JlyUpQxi0JUmSpC2wTdP6/PuCvbhoaDeenPg1h90yhknfLE26LEkZwKAtSZIkbaE62Vn87KDteeTsPVm5dgPH3D6Oe0dPp6DAKcCk2sygLUmSJFXQgO6tePnyIezdqzV/fGEyZz3wLguWr026LEkJMWhLkiRJlaB5w7rcfdru/OGo3kyYvoiDbxrFyM8XJF2WpAQYtCVJkqRKEkLgtP6d+c8lg2jZsB5n3PcOf3z+U9Zu2Jh0aZK2IoO2JEmSVMl6tWvM8EsGcvpenbl3zJccc/s4pi1YkXRZkrYSg7YkSZJUBXLrZPP7I3tzz+l5zF6ymsNuHsMT735FjA6UJtV0Bm1JkiSpCh2wY1teunwIfTo14+dPf8wlj73P0tXrky5LUhUyaEuSJElVrF3TXB4+e09+dlAvXpk0l0NuGk3+jMVJlyWpiuQkXYAkSZJUG2RnBS4a2p0B3Vpx2WPvc/xd47lsvx5csk93crK/6//asLGANRsKWLN+Y5FH6uvVRf5d+NhYEDl0l21p3bhegs9OUlEhk+8RCSF0AH4PHAS0BOYAzwHXxhi/LeM5/h+QB/QEWgGrgZnp89waY1xUbP8uwJebOOUTMcYTy9J2Xl5ezM/PL8uukiRJqkWWr1nP74Z/wjPvf0OrRvUIAdas28iaDRtZv7H8f593b9OIpy7Yi2YN6lZBtZJKE0KYGGPM+8H6TA3aIYRuwDigDTAc+AzYA9gHmAIMLB6SSznPOuA94FNgPtAQ6E8qfM8G+scYvy6yfxdSQftDUmG8uEkxxqfK8hwM2pIkSdqU/344m7c+m0+9Olnk1slOPXKyqV8363//zq2bTW5O6uv6ddPriuz/2dxlnP1APr3bN+GRc/pTv2520k9LqjWqY9B+BRgGXBZjvKXI+uuBK4G7YowXlOE8uTHGNSWs/xPwS+COGONFRdZ3IRW0H4wxnlmR52DQliRJ0tbw4sdzuPjR99hv+7bceWrf712KLqnqlBa0M/InMITQlVTIngHcVmzz74CVwGkhhIabO1dJITvtyfSyxxaWKUmSJGWEQ3beht8fsROvT57Hr5+b5BRiUsIydTC0fdPLV2OMBUU3xBiXhxDGkgri/YE3trCNw9PLj0rZvm0I4XxS94YvAsbHGEvbV5IkSUrUaXt1Yd6ytdz61lTaNMnlqgN6Jl2SVGtlatDulV5+Xsr2L0gF7Z6UMWiHEK4GGgFNSd2fPYhUyP5rKYcckH4UPccI4IwY41dlaVOSJEnamn4yrCfzl6/h5je+oE3jepzav3PSJUm1UqYG7abp5dJStheub1aOc14NtC3y9cvAmTHGBcX2WwX8gdRAaNPT63YBriE1ENsbIYTdYowry9G2JEmSVOVCCPz56J1ZtGIdvx0+iVaN6nFQ73ZJlyXVOhl5j3YZhPSyzDefxBjbxRgD0A44BugKvB9C6Ftsv/kxxt/GGN+LMS5JP0aR6kF/G+gOnFNqYSGcF0LIDyHkL1hQPMNLkiRJVSsnO4tbT+7Lrh2bcdnj7/POl4uTLkmqdTI1aBf2WDctZXuTYvuVWYxxXozxWVLBuSXwUBmP2wDcm/5yyCb2uzvGmBdjzGvdunV5y5MkSZIqrH7dbP55Rj86NK/POQ++y5S5y5MuSapVMjVoT0kvSxvBoXCk8NLu4d6sGONMUnNr7xRCaFXGwwq7qDc72rkkSZKUpBYN6/LQj/cgt042Z9z3Dt8sWZ10SVKtkalB+630clgI4Xs1hhAaAwOB1cCECrazbXq5sYz7908vp29yL0mSJCkDdGjegAd/vAcr127gjPveYcmqdUmXJNUKGRm0Y4zTgFeBLsDFxTZfS6pH+aHCAclCCHVCCNuHELoV3TG97gejP4QQskIIfwLaAONijN8W2bZnCKFuCcfsC1yZ/vJfW/zkJEmSpK1oh22acPfpeXy1aBVnP5jPmvVl7WOStKVCpk5mnw7N40iF4eHAZGBPUiN/fw4MiDEuSu/bBfgSmBlj7FLkHFcA1wGjgGmk5sNuC+xNajC0ucB+McZPixwzAtgJGAHMSq/ehe/m9v5NjPGPZXkOeXl5MT8/vzxPW5IkSaoSL348h4sffY/9tm/Lnaf2JSc7I/vcpGolhDAxxphXfH3G/nSle7XzgAdIBeyfAN2Am4G9CkP2ZrwO3E1q0LNjgJ8CxwKLSfWM71Q0ZKc9TGp08X7AucBFpO4JfxIYUtaQLUmSJGWSQ3behmsO34nXJ8/jN8MnkakdblJNkKnzaAMQY/waOKsM+83guym/iq6fxA8vPd/cuf4J/LM8x0iSJEnVwRkDujB/+Rpue2sarRvnctUBpY09LKkiMjpoS5IkSapcVw/rxYLla7n5jS9o07gep/bvnHRJUo1j0JYkSZJqkRACfz56ZxauWMdvh0+iVaN6HNT7B+MHS6qAjL1HW5IkSVLVyMnO4taT+7BLh2Zc9vj7vPPl4qRLkmoUg7YkSZJUCzWom8N9Z/ajQ/P6nH7f2/zmuUlMW7Ai6bKkGsGgLUmSJNVSLRrW5dFz+nP4LtvyRP7X7PePkZx5/zuM/HyBo5JLFZCx82jXBM6jLUmSpOpi4Yq1PPr2Vzw8YSYLlq+le5tGnDmgC8f0bU+Dug7tJJWktHm0DdpVyKAtSZKk6mbdhgJe+Hg2942ZwcffLKVp/TqcuEdHTt+rC+2b1U+6PCmjGLQTYNCWJElSdRVjZOLMb7lv7Je8PGkuIQQO2qkdZw3swu6dmxNCSLpEKXGlBW2vAZEkSZL0AyEE8rq0IK9LC2Z9u4qHx8/ksXe+4oWP57BLh6acNbALh+68LXVzHPZJKs4e7Spkj7YkSZJqklXrNvD0e99w/9gvmb5gJa0b1+O0/p05ec9OtGpUL+nypK3OS8cTYNCWJElSTVRQEBn1xQLuGzuDUZ8voG5OFkftti1nD+pKr3aNky5P2mq8dFySJElSpcjKCgzt1Yahvdowdf5y7h87g6ffm8WT+bMY3KMV5wzuypAerbyPW7WWPdpVyB5tSZIk1RbfrlzHo+98xYPjZjB/+Vp6tGnE2YO246g+7cmtk510eVKV8NLxBBi0JUmSVNus21DA8x/N5p7RXzJ5zjJaNqzLqf07c9penb2PWzWOQTsBBm1JkiTVVjFGxk9fxD9Hf8kbn82nbk4WR+/WnrMHb0fPtt7HrZrBe7QlSZIkbTUhBAZ0a8WAbq2YtmAF9435kqffm8UT+V97H7dqPHu0q5A92pIkSdJ3Cu/jfmDcDBYsX0vPtqn7uI/czfu4VT156XgCDNqSJEnSD63dsJHnP5zDvWO+u4/7tL06c87grjSq50W3qj4M2gkwaEuSJEmlK34fd+vG9fjZgb04tm8HsrK8pFyZr7SgnZVEMZIkSZJUeB/3P8/sx3MXD6R9s/r89KmPOPr2sUyc+W3S5UlbzKAtSZIkKXG7dWzGMxcO4IYTdmXusjUce8c4rnziA+YuXZN0aVK5GbQlSZIkZYSsrMDRfTrw5k+Gcsk+3Xnh4zns8/cR3PrmF6xZvzHp8qQyM2hLkiRJyigN6+Vw9YG9eP3Kvdm7Z2v+/urn7H/9SF76eA6OMaXqwKAtSZIkKSN1atmAO0/bnUfP2ZNG9XK48JH3OOmeCUyesyzp0qRNMmhLkiRJymgDurfi+UsH8YejevPZ3OUcevNofvXsxyxeuS7p0qQSGbQlSZIkZbyc7CxO69+ZEVcP5fS9uvD4u18z9Lq3uG/Ml6zfWJB0edL3GLQlSZIkVRvNGtTlmiN24qXLB7Nrx2b8/vlPOfim0Yz8fEHSpUn/ExxMoOrk5eXF/Pz8pMuQJEmSaqQYI69Pns8fX/iUmYtW0bNtI7q1bsR2rRrSpVVDuqaXLRvWJYSQdLmqgUIIE2OMecXX5yRRjCRJkiRVVAiBA3Zsy5CerXh4/EzGTVvElLnLee3TeWwo+K5DsXFuDtu1apgK4C0b0rV1atmlVUOa1q+T4DNQTWWPdhWyR1uSJEna+tZvLOCbb1fz5cKV/3vMWLSS6QtWMnvpaopGoJYN6/6vB7x7m0Yc27cDrRvXS654VSul9WgbtKuQQVuSJEnKLGvWb+Srxau+C+ALVzI9vZy/fC0N6mZz7uCunDukK43qeQGwNs1LxyVJkiTVerl1sunZtjE92zb+wbbpC1bw91encNMbX/DI2zO5bL8enLRHJ+pkO4a0ysd3jCRJkiQBXVs34vZTdufZiwbQtXUjfjv8Ew64fiTPfzQbrwRWeRi0JUmSJKmIPp2a88R5/bn/zH7Uy8nmkkff56jbxjJu2sKkS1M1YdCWJEmSpGJCCOyzfRtevHww1x23C/OXr+Xke97mzPvfYfKcZUmXpwznYGhVyMHQJEmSpJphzfqNPDhuBre9NZXlazdwdJ/2XHVATzo0b5B0aUqQo44nwKAtSZIk1SxLV63n9hFTuX/cDIhwxoDOXDS0O80b1k26NCXAoJ0Ag7YkSZJUM81espobXvucp96bRaN6OVw0tDtnDexCbp3spEvTVmTQToBBW5IkSarZpsxdzt9e/ow3PptPuya5XLB3Vw7eeRvaNslNujRtBQbtBBi0JUmSpNphwvRF/PWlz/jg6yUA7NaxGQfu1I5hO7WlW+tGyRanKmPQToBBW5IkSao9YoxMnb+CVz6Zy6ufzuOjWUsB6N6mEcN2bMuBO7Vj5/ZNycoKCVeqymLQToBBW5IkSaq9Zi9ZzWufzuPVT+cyYfpiNhZE2jXJ5YB06N6zawvqZDvjcnVm0E6AQVuSJEkSwJJV63jzs/m88slcRn6+gDXrC2iSm8N+O7Rl2I5t2btXaxrUzUm6TJWTQTsBBm1JkiRJxa1et5HRXyzg1U/n8frkeSxZtZ56OVkM7tGKYTu146De7WiSWyfpMlUGBu0EGLQlSZIkbcqGjQW8O+NbXvlkLq99Oo9vlqymfp1sjtxtW07ZszM7d2iadInaBIN2AgzakiRJksoqxsiHs5by+DtfMfyD2axev5FdOzTllD07c9iu23hpeQYyaCfAoC1JkiRpSyxdvZ7n3v+GR96eyefzVtA4N4dj+3bg5D070bNt46TLU5pBOwEGbUmSJEkVEWMkf+a3PDJhJi9+PJd1GwvYo0sLTunfiYN6t6NeTnbSJdZqBu0EGLQlSZIkVZbFK9fx1MSveeTtr5i5aBUtGtblR3kdOHmPTnRu2TDp8molg3YCDNqSJEmSKltBQWTstIU8MuErXps8j40FkcE9WnHKnp3Zf4c25Dg391Zj0E6AQVuSJElSVZq3bA1PvPs1j73zFXOWrqFtk3oc27cDQ3q2pk+nZl5aXsUM2gkwaEuSJEnaGjZsLGDElAX86+2ZjPp8AQURcutk0a9LCwZ1b8XA7q3YcZsmZGWFpEutUQzaCTBoS5IkSdralq1Zz9vTFzN26kLGTl3IF/NXANCsQR0GdGvJgG6p4N2lZQNCMHhXRGlB24nYJEmSJKkGaZJbhwN2bMsBO7YFUpeXj5u2kLFTFzFu6kJe/HguANs2zWVgurd7QLeWtGmSm2TZNYo92lXIHm1JkiRJmSTGyIxFq/7X2z1++iKWrFoPQI82jf4XvAd1b0X9ut7fvTleOp4Ag7YkSZKkTFZQEPl0zjLGpIP3uzMWs2Z9AY3r5XBkn205sV8nerdvmnSZGcugnQCDtiRJkqTqZO2GjeTP+JanJ87ihY/nsHZDAb3bN+HEfp04crdtaZxbJ+kSM4pBOwEGbUmSJEnV1dJV63nug2947J2v+GzucurXyeawXbbhxD060bdTMwdSw6CdCIO2JEmSpOouxsiHs5by+Dtf8Z8PZ7Nq3UZ6tm3Eif06cUzf9jRrUDfpEhNj0E6AQVuSJElSTbJi7Qb+++FsHn/nKz6ctZS6OVkc3LsdJ/brRP+uLWpdL7dBOwEGbUmSJEk11aezl/H4u1/x7PvfsHzNBrq0bMAJ/Tpx3O4daN24XtLlbRUG7QQYtCVJkiTVdKvXbeTFj+fw+Ltf8e6Mb8nJCuy/Q1uO6dueob3aUDcnK+kSq4xBOwEGbUmSJEm1ydT5y3ni3a955r1vWLRyHc0b1OGwXbbl6L7t6dOx5g2gVi2DdgihA/B74CCgJTAHeA64Nsb4bRnP8f+APKAn0ApYDcxMn+fWGOOiUo4bAPwa6A/kAlOB+4BbYowby9K2QVuSJElSbbR+YwGjv1jAM+99w2ufzmPthgK2a9WQo3Zrz9F92tOpZYOkS6wU1S5ohxC6AeOANsBw4DNgD2AfYAowsLSQXOw864D3gE+B+UBDUuE5D5gN9I8xfl3smCOBp4E1wBPAYuBwoBfwVIzxR2V5DgZtSZIkSbXdsjXrefnjuTzz/iwmTF8MQF7n5hzVpz2H7bJNtR61vDoG7VeAYcBlMcZbiqy/HrgSuCvGeEEZzpMbY1xTwvo/Ab8E7ogxXlRkfRNSvddNSYX5/MLzAG8CewEnxRgf31zbBm1JkiRJ+s43S1bz3Pvf8Oz73zB1/grqZmexz/atObpPB/bZvjX1crKTLrFcqlXQDiF0BaYBM4BuMcaCItsak7qEPABtYowrt7CNXYEPgNdjjAcUWf9j4J/AQzHGM4odsy/wBjAqxrj35towaEuSJEnSD8UY+WT2Mp557xv+8+E3LFyxjqb163DYLttwTN/29O3UvFrcz11a0M5Jopgy2De9fLVoyAaIMS4PIYwl1dvdn1Tw3RKHp5cfldL2yyUcMwpYBQwIIdSLMa7dwrYlSZIkqdYKIdC7fVN6t2/KLw/ZntFTF/Lse9/w9HuzeOTtr+jcsgFn7NWFHw/aLulSt0imBu1e6eXnpWz/glTQ7kkZg3YI4WqgEalLwvOAQaRC9l/L2naMcUMI4UtgJ6ArMLksbUuSJEmSSpaTncU+vdqwT682LF+znpcnzeW5D75h1rerky5ti2Vq0G6aXi4tZXvh+mblOOfVQNsiX78MnBljXFCZbYcQzgPOA+jUqVM5ypMkSZKk2q1xbh1+lNeRH+V1pKAg825zLqvqOnN44cX6ZX7lY4ztYowBaAccQ6pH+v0QQt/KbDvGeHeMMS/GmNe6detynlqSJEmSBJCVlfn3aJcmU4N2Ya9x01K2Nym2X5nFGOfFGJ8ldel5S+ChrdW2JEmSJKnmy9SgPSW97FnK9h7pZWn3cG9WjHEmqbm1dwohtCpL2yGEHGA7YAMwfUvbliRJkiTVXJkatN9KL4eFEL5XY3p6r4HAamBCBdvZNr3cWGTdm+nlQSXsPwRoAIxzxHFJkiRJUkkyMmjHGKcBrwJdgIuLbb4WaEhqnuuVACGEOiGE7UMI3YrumF7Xrvj5QwhZIYQ/AW1IheZvi2x+ClgInBhCyCtyTC7wx/SXd1Tk+UmSJEmSaq5MHXUc4CJgHHBzCGE/UlNp7QnsQ+qS8V8V2bd9evtMUuG80EHAdSGEUcA0YBGpkcf3JjUY2lzg3KKNxhiXhRDOJRW4R4QQHgcWA0eQmvrrKeCJynyikiRJkqSaI2ODdoxxWrpH+fekAvMhwBzgZuDaGOPiMpzmdeBuUpea70pqSq6VpIL6w8DNJZ0nxvhcCGFvUmH+WCAXmApclT6m+o4zL0mSJEmqUsHMWHXy8vJifn5+0mVIkiRJkqpACGFijDGv+PqMvEdbkiRJkqTqyqAtSZIkSVIlMmhLkiRJklSJDNqSJEmSJFUig7YkSZIkSZXIoC1JkiRJUiUyaEuSJEmSVIkM2pIkSZIkVSKDtiRJkiRJlcigLUmSJElSJTJoS5IkSZJUiQzakiRJkiRVIoO2JEmSJEmVyKAtSZIkSVIlMmhLkvT/27v7oEvruo7j7w+sscXD8hRtCiPIJDgwOhkjTym7OCgzDbYx6OQM+DCBYThEsQ4NpbtrMbOWIoZFmSK6NmGDGhIoVEAuUhmFEkgCKoThBsvyvLsQ+O2P6zp1uL3Pvbtxnaf7fr9mzvz2+l2/61y/gc/c53zP9SRJktShVNW45zBvJXkIuG+Iu9gX2DjE95d2lJnUJDKXmkTmUpPGTGoSTXouNwJU1YkzV1hoT7Ekt1TVEeOeh9RjJjWJzKUmkbnUpDGTmkTTnEtPHZckSZIkqUMW2pIkSZIkdchCe7p9fNwTkGYwk5pE5lKTyFxq0phJTaKpzaXXaEuSJEmS1CGPaEuSJEmS1CELbUmSJEmSOmShPWWS7J/k0iQPJHk6yb1JLkqy17jnpvkrySlJLk6yPsnjSSrJZ7exzTFJrkmyKcnmJLclOSfJzqOat+avJPskOT3JF5Pck2RLkseS3JTkV5LM+vlmLjVMST6Y5O+S3N9mclOSW5OsSrLPgG3MpEYqyWnt53glOX3AGHOpoWprmBrw2jBgm6nKpddoT5EkBwM3A/sBVwL/DrwGWA58Gzi2qh4e3ww1XyX5BvAq4Eng+8ChwJ9X1akDxv8i8HlgK/A5YBNwEnAIcEVVvXkE09Y8luRM4BLgB8ANwH8APwWcDCyhyd+bq+9Dzlxq2JI8A/wr8C3gQWBX4CjgCOAB4Kiqur9vvJnUSCU5APg3YGdgN+CMqvrEjDHmUkOX5F5gT+CiWVY/WVUfmjF+6nJpoT1FklwLvAE4u6ou7uu/EPgN4E+r6sxxzU/zV5LlNAX2PcBxNIXNrIV2kj3acUtofvy5pe1fDFwPHA28taouH9H0NQ8lOZ6miLm6qn7Y178U+DpwAHBKVX2+7TeXGroki6tq6yz9FwDnA5dU1a+1fWZSI5UkwN8ABwFfAFYyo9A2lxqVttCmqg7cjrFTmUtPHZ8SSV5GU2TfC/zRjNWrgKeA05LsOuKpaQGoqhuq6u7avl/mTgF+Eri894ewfY+twO+0i+8ewjS1gFTV9VV1VX+R3fZvAP6kXVzWt8pcauhmK7Jbf9m2P9PXZyY1amcDxwPvpPneOBtzqUk0lbm00J4ex7ftdbN8sXwC+BrwEzSnqEnj1MvqV2ZZ91VgM3BMkl1GNyUtMP/dts/29ZlLjdNJbXtbX5+Z1MgkeQWwFvhoVX11jqHmUqO0S5JTk5yf5NeTLB9wvfVU5tJCe3oc0rZ3DVh/d9u+fARzkeYyMKtV9SzwPWAR8LJRTkoLQ5JFwNvaxf4PZHOpkUmyMsnqJB9Jsh74XZoie23fMDOpkWj/Lq6juZfF+dsYbi41SktpsnkBzbXa1wN3JzluxripzOWicU9A221J2z42YH2vf8/hT0Wak1nVOK0FDgeuqapr+/rNpUZpJc3N+Xq+Aryjqh7q6zOTGpX3Az8L/HxVbdnGWHOpUfkUsB64A3iCpkh+D/Au4MtJjq6qb7ZjpzKXHtGeP9K23t1Ok86saiiSnA2cS/NEhtN2dPO2NZd6wapqaVWF5mjNyTRfIG9N8uodeBszqRcsyWtojmJ/uKr+oYu3bFtzqRekqta091v5r6raXFW3tzd1vhD4cWD1DrzdRObSQnt69H6pWTJg/R4zxknjYlY1cknOAj5K81il5VW1acYQc6mRa79AfpHmZqb7AJ/pW20mNVR9p4zfBbxvOzczlxq33g1NX9fXN5W5tNCeHt9u20HXYPfuZDroGm5pVAZmtf3QP4jmJlXfHeWkNH8lOQf4GHA7TZG9YZZh5lJjU1X30fwIdFiSfdtuM6lh240mX68Atiap3ovmiTUAf9b2XdQum0uN24Nt2/8kpanMpYX29Lihbd+Q5Hn/35LsDhwLbAH+cdQTk2a4vm1PnGXd62jujn9zVT09uilpvkpyHvAR4Bs0RfaDA4aaS43bi9v2ubY1kxq2p4FPDnjd2o65qV3unVZuLjVuR7dtf9E8lbm00J4SVfUd4DrgQOCsGavX0Pzq85mqGvRcRGlUrgA2Ar+c5IheZ5LFwO+1i5eMY2KaX5K8j+bmZ/8CvL6qNs4x3FxqqJIcmmTpLP07JbkA2I/mi+Aj7SozqaGqqi1VdfpsL+BL7bBPt32fa5fNpYYuyWFJ9p6l/6U0Z6gBfLZv1VTmMlUTdc245pDkYOBmmg/rK4E7gSOB5TSnjB9TVQ+Pb4aar5KsAFa0i0uBN9L80ri+7dtYVStnjL8C2ApcDmwC3kTzeIYrgLeUf3z0AiR5O3AZzdHBi5n9uqx7q+qyvm1WYC41JO0lDH9A80zX7wAP09x5/Diam6FtoPlB6Ft926zATGoMkqymOX38jKr6xIx1KzCXGqI2f79Fc8bu92juOn4w8AvAYuAa4Jeq6pm+bVYwZbm00J4ySQ4APkBz6sQ+wA+AvwLWzHLzH6kTfR/Ig9xXVQfO2OZY4LdpTgFaDNwDXAr8YVU99yPvIO2A7cgkwN9X1bIZ25lLDUWSw4F301zKtT/NY2aeovkh/GqajP3I57SZ1DjMVWi3682lhqZ9TvaZNI+dW0pzZu6jNJeBrQPWzVY0T1suLbQlSZIkSeqQ12hLkiRJktQhC21JkiRJkjpkoS1JkiRJUocstCVJkiRJ6pCFtiRJkiRJHbLQliRJkiSpQxbakiRJkiR1yEJbkiRJkqQOWWhLkiRJktQhC21JkiRJkjpkoS1JkiRJUocstCVJkiRJ6pCFtiRJC0CSG5NUktVJXpTk3CS3JHm07V/WrqskN87xPsvaMTXLuudtn+T1Sa5O8lCSrUnuTLIqyeI53v+NSb6Q5PtJnknyeJLvJrkuycoke3fx30OSpGFaNO4JSJKkkVoM3AgcAzwLPDGMnSR5L/DBdvEx4MeAQ4HVwHFJTqiq52Zs835gTV/XZiDAQe3rBOCWdv6SJE0sj2hLkrSwnAW8EngnsEdV7Q3sC9zW4T5eBaxtX/tV1V7AnsAH2vXLgbf3b5DkpcCqdvFC4CVVtWtV7d5u+1rgjxnSDwOSJHXJI9qSJC0suwFvqqqreh1V9TBAkq72sSewpqpW9+3jcWBVksOBk4G3Apf2bXMkzQGAu6rq3P43q6rHgJvalyRJE88j2pIkLSx39BfZQ/I08KEB665s21fO6H+0bXdPsuswJiVJ0qhYaEuStLB8bQT7uKOqnhyw7oG2nXlTs68DG4GfBv4pyXuSHJoOD7NLkjQqFtqSJC0sD45gH3NdR/1s2z7v8rWqepTmdPKHgMOAi4E7gUeSfCnJqUleNIS5SpLUOQttSZIWlue2PWQ8qupvae4u/jbg08DdwBLgJGAdcGuSl4xvhpIkbR8LbUmS1NM72jzwOdc0he/QVNVTVbWuqt5RVS8H9gfOA7byf0e6JUmaaBbakiSp55G2PWCOMUeOYiI9VfWfVfX7wIfbrhNGuX9Jkv4/LLQlSVLPN9v2xUmOmrkyyX7AGcPYcZJdtjFkS9tO7KnvkiT1WGhLkqSem4H72n9fluSINHZKsgy4keF9dzgvyZeTnJZk/15nkl2SvAV4b9t1zZD2L0lSZxZte4gkSVoIquqHSX4VuAo4BPhnYDNNcb2Y5uZkZwF/MYTd7wSc2L5IsoXmKPZeQO8RX3cCvzmEfUuS1CmPaEuSpP9VVdcCrwX+muaa7Z2B+4G1wM8BG4a0648D76Ip4m+nKfD3aOewHjgHeHVVDWv/kiR1JlU17jlIkiRJkjRveERbkiRJkqQOWWhLkiRJktQhC21JkiRJkjpkoS1JkiRJUocstCVJkiRJ6pCFtiRJkiRJHbLQliRJkiSpQxbakiRJkiR1yEJbkiRJkqQOWWhLkiRJktQhC21JkiRJkjr0P6muDdqQtVf/AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[124 13]\n", " [ 1 7]]\n", "Final learning f1 score 0.4999999999999999\n", "Final learning precision score 0.35\n", "Final learning recall score 0.875\n", "Final learning kappa score 0.45721925133689845\n", "\n", "\n", "Executing fold: 2\n", "\n", "\n", "Model: \"model_63\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_64 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_21 (TFOpLambda) (1, 5, 8) 0 input_64[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_21 (Conv1D) (1, 3, 8) 200 tf.reshape_21[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_21 (Flatten) (1, 24) 0 conv1d_21[0][0] \n", "__________________________________________________________________________________________________\n", "dense_84 (Dense) (1, 25) 625 flatten_21[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_21 (Reshape) (1, 5, 5) 0 dense_84[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_21 (TFOpLamb (1, 5) 0 reshape_21[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_63 (Lambda) (1, 5) 0 tf.math.reduce_sum_21[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_21 (TFOpLamb (1, 5) 0 lambda_63[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_21 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_21[0][0] \n", " reshape_21[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_21 (Sl (5, 5) 0 multiply_21[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_21 (TFOp (5, 5) 0 tf.__operators__.getitem_21[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_21 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_21[0][0] \n", " input_64[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_64\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_65 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_85 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_86 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_87 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_65\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_66 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_64 (Lambda) (None, 8) 0 input_66[0][0] \n", "__________________________________________________________________________________________________\n", "model_63 (Functional) (5, 8) 825 lambda_64[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_65 (Lambda) (None, 8) 0 input_66[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_21 (TFOpLambda) (None, 8) 0 model_63[0][0] \n", " lambda_65[0][0] \n", "__________________________________________________________________________________________________\n", "model_64 (Functional) (None, 2) 33877 tf.concat_21[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "270 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[97 40]\n", " [ 3 5]]\n", "Rough learning f1 score 0.18867924528301885\n", "Rough learning precision score 0.1111111111111111\n", "Rough learning recall score 0.625\n", "Rough learning kappa score 0.10480976310122025\n", "\n", "\n" ] }, { "data": { "image/png": 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5R7LoCB3/O8Hf+bbHLwBwk85zQ4uUARo/1+Dr/A9tt7d5fkhOL52DqNex+CdKYkqpcgSmAKxB4Ea/L0Tkf0VkXGhcvgSMFpFfANiJwEJMoV6vC9By+frfHTjlmwgUW04EFpLqCjuA90VkSli+UxGYFtGJwJzwnZnq73EE5tC3A3hbRM4KFYvBMevvAhiKwE2ev9F4fqgQvrKjM8j0QobuegWBhaYA4CURuSI4fAEiMjTYfmKw/Rcazw8J9fCPB/DH4P+/p5TSvPFaKbUegUW+gMCbun+LyMSw155VRCaIyG8ReO1N7OwXhsDwkB0i8hsROT5YfCF4/OMQuKkXCKw1sDLsee8EP/5ARG4IvtGFiBSKyEMIfB+0puc0WjWA+SLyl9CbYhHJFJH/Qcubgv/X9obmdtyOwNeWBeATEblWwqaXFZG+InKxiLwK4J9tnvsKWq5MvSIilwSHuUBExgB4G927Yf1xBK4wOQG8IyLzwl4vUxG40Vaztgl2QISuNj0oInPDfs/GAfgvArMV1es8vwotNxpfE/5a6qlzEBmiM4sC8MEHH7H3QAdW+O3AMcYgMCWgCnt4ECgAPG22v4PggkTB/1cA1nTiXK8En7OuE88pDjv/5WjpXatFyyqooelNJ7fz/GKN9nEIFBShfRoRKKpCnzcBuFQn21Vh+7mDxykB8EknfwbdyRB6DSzvxmtgIAJvZELnc6H1Sqk+AD/uwHHavo6+287+VgRukAx/TiMCM6O0fe3NbPPcJcHtSzr42lEI9IJXoGVBuNDXemmb5+UA2NLm6z+KllVzn4h2frQs8rUgSrbQsWd3IHtxm7bmnzmA+8IyVgS/xtDz3ofGQlLtvWYQmARgd9hx/AiMua9t8/18X+O5w9CysF/otVsV9r0+v72vvZ3XzOQ2r836sFw1aL3QWNvv2yQEFtcKzxb6e+JB4KqV7s8OgTff4c/dG9z/Xz11Dj746O0He/6JCEqpLUqpSQDOBfB/ALYi8I9XFgL/aK1GoECbpJQ6UylVISKDAJwWPMRLnThdaN+JItKV+eq/QOAf/2cQKI5tCPTG/Q2BVWI7Ora5mQoMYxmLQEG0HoHiyYlAb/MTAMYqpV7Wee5zCPxj/gkCq7n2R+Cm5k7d1NidDD1BBXqGJyMwDebnCBTgaQhcSXkWgZ/9Ix04VPj4/hq0DCHRO69PKXUbAmsXLAawDYEiNhuBAu9TBL4nE5VSn+odJ4oDCBSbDyHwdR1CYFpRL4BvAPw/BFZVbvW9VYFe3hkIXJkoCWbyIlBsf08ppTe0xHBKqV8iMD7/UwR6vd0IvIZ+AuBMpVRTF465DsCxAG5BoDe9HIFhThYAOxAYyvVdtNwzEf7cXQhcpXkQgTcQgkAB/DICq4m/0dk8bY6/BoG1Mf6OwM/XhsDfgqcReB3pra0ApdRXCExQ8FLwa7Ig8MbhpWC2tgvRtfW/CHxf1yBQyBch8PvefPN3D5yDqFeJUsrsDEREUYlIMQJFBAAMVUqVmJeGyHwisgjAnQBWKP0pUImIIrDnn4iIiIgoSbD4JyIiIiJKEiz+iYiIiIiSBIt/IiIiIqIkwRt+DdS3b19VXFxsdgwiIiIiSmBfffVVuVIqX6stYoEK6j3FxcVYs6bTsxASEREREXWYiOzRa+OwHyIiIiKiJMHin4iIiIgoSbD4JyIiIiJKEiz+iYiIiIiSBIt/IiIiIqIkweKfiIiIiChJsPgnIiIiIkoSLP6JiIiIiJIEF/kiorjgcrlQWVmJ2tpa+Hw+s+MQUS+xWq3IzMxEXl4enE6n2XGIEg6LfyKKeS6XC3v37kVubi6Ki4tht9shImbHIqIeppSCx+NBTU0N9u7di8GDB/MNAFEP47AfIop5lZWVyM3NRd++feFwOFj4EyUoEYHD4UDfvn2Rm5uLyspKsyMRJRwW/0QU82pra5GVlWV2DCIyUFZWFmpra82OQZRwWPwTUczz+Xyw2+1mxyAiA9ntdt7fQ9QLWPwTUVzgUB+i5MLfeaLeweKfiIiIiChJsPgnIiIiIkoSLP6JiIiIiJIEi38ioiS0aNEiiAiWL19udpQICxYsgIigpKTE7ChERAmHxT8REcW8kpISiAgWLFhgdhQiorjG4p+IKAndcsst2LJlC6ZOnWp2lAh//OMfsWXLFgwcONDsKERECcdmdgAiIjJe37590bdvX7NjaOrfvz/69+9vdgwiooTEnn8ioqD6V19D6dTpOFA0GKVTp6P+1dfMjtRK+NCXnTt34tJLL0WfPn2QmZmJ008/HZs3bwYAlJWV4YYbbkD//v2RkpKCKVOmYNmyZa2OpTfmX0Qwe/ZslJeXNx/D6XRi7NixeOqppzRz+f1+PPHEE5gyZQoyMjKQnp6OKVOm4PHHH4ff74/YP3SO0tJSXH/99Rg4cCCsViuWLFkCIHLM/6JFizB06FAAwNNPPw0RaX4sWbIE77zzDkQE1157rWY+l8vV/GbH5XJ19NtNRJSQ2PNPRIRA4V/9i19CNTYCAHwHDqD6F78EAKRffJGZ0SKUlJRg2rRpGDNmDBYsWICSkhK89tprmD17Nj777DOceeaZyMrKwuWXX47Kykr861//wllnnYXt27dj8ODB7R6/qqoKM2fOhMPhwKWXXoqmpia8/PLLuPbaa2GxWDB//vxW+3//+9/HCy+8gEGDBuH666+HiOC1117DzTffjE8++QTPP/98xDkqKysxffp0ZGRk4OKLL4bFYkG/fv0088yePRtVVVX4y1/+ggkTJuDCCy9sbps4cSImTJiA4cOH48UXX8RDDz2E7OzsVs9/5ZVXUFFRgdtvvx1Op7MD32EiogSmlOLDoMekSZMUEXXeN9980+vnODRlmto/oCjicWjKtF4/d0ft3r1bAVAA1O9///tWbXfffbcCoHJzc9WNN96ofD5fc9szzzyjAKhbb721edudd96pAKhly5a1Ok7o+Nddd53yer3N27/++mtltVrVmDFjWu3/wgsvKADq+OOPV7W1tc3b6+rq1KRJkxQA9fzzz2ue4/vf/77yeDwRX+f8+fMVALV79+6Ir33+/Pma35sHHnhAAVB//etfI9pmzZqlAKht27ZpPpdilxG/+0SJCMAapVOPctgPRSgvL8eOHTtQVlaGwOuHKPH5Dh7s1HYzFRcX44477mi1LdQb73K58MADD8BiafnzfsUVV8Bms2H9+vUdOn5aWhoefPBBWK3W5m3HHnssZs6ciS1btqC2trZ5+z/+8Q8AwL333ouMjIzm7enp6bjvvvsAAH//+98jzuFwOPCnP/0JNlvPXIC+5pprkJKSgieffLLV9m3btmHFihWYM2cORo4c2SPnIiKKZxz2Q828Xi/efvttlJWVQUSglEJeXh7OPvtsOBwOs+MR9SrrgAHwHTiguT3WTJw4sVVhDgADgjlHjhyJzMzMVm1WqxX9+vXD/v37O3T8ESNGICsrK2L7oEGDAASGBYXOsXbtWlgsFsyePTti/1mzZsFqtWLdunURbcXFxSgoKOhQno7o06cPLrvsMjzzzDNYtWoVZsyYAQBYvHgxAOCmm27qsXMREcUz9vxTsy+++AJHjhyB1+uFx+OB1+tFeXk5Vq1aZXY0ol6XeccvIamprbZJaioy7/ilSYn0tR3TDqC5B12rLdTu8Xg6dPycnBzdYwCAz+dr3lZdXY28vDzNDgKbzYa+ffuiuro6oq2wsLBDWTrj5ptvBoDm3n+Xy4Wnn34aBQUFre4TICJKZiz+qdn27dtb/aMOBGbx2LlzJ4f/UMJLv/giZN9/H6wDBwIisA4ciOz774u5m31jTXZ2NiorKzXfWIQ6ELSuIohIj2eZNm0aTjjhBLz00ks4evRo842+11xzDa9eEhEFsfinZm0L/xCtqfqIElH6xReh8MvPMXD/XhR++TkL/w44/vjj4ff7sXLlyoi2lStXwufz4YQTTuj2eULDnPT+ToUsXLgQTU1NeOaZZ7B48WKICH7wgx90+/xERImCxT81Kyoq0txeWFjYK710RBT/QnPr/+pXv0JDQ0Pz9oaGhuabkq+77rpunyc3Nxcigr1790bd74orrkB2djbuv/9+rFixAqeddhqGDx/e7fMTESUK3vBLzWbMmIHDhw/D6/XC5/PBarXCarXipJNOMjsaEcWoK664Aq+//jpeeukljB07FhdeeCFEBEuXLsXu3btx2WWX4corr+z2eTIyMjBt2jR8/PHHuPLKKzFy5EhYrVacf/75OO6445r3S0tLw/z58/HII48AAG688cZun5uIKJGw+KdmoUWBtm7divLycvTp0wejR49GapubIImIwv3zn//ErFmz8I9//KP5ZtsxY8bg9ttvx8KFC3vsPM8++yxuu+02vPPOO/jnP/8JpRSKiopaFf9A4GrEI488gv79++P888/vsfMTESUC4Y2cxpk8ebJas2aN2TGI4s6WLVswZswYs2NQnFiyZAmuueYa/OY3v8E999xjdhzqBv7uE3WNiHyllJqs1cYx/0RElDC8Xi8efPBB2Gw2DvkhItLAYT9ERBT3PvnkE6xYsQLLly/Hpk2bcMstt+hOYkBElMxY/BMRUdz74IMPcNdddyEvLw8/+MEPcP/995sdiYgoJrH4JyKiuLdo0SIsWrTI7BhERDGPY/6JiIiIiJIEi38iIiIioiTB4p+IiIiIKEkkbPEvIpeKyF9F5GMRqRERJSLPdeE4JcHnaj1KeyM7EREREVFvSOQbfn8DYAKAOgD7AYzuxrGqATyssb2uG8ckIiIiIjJUIhf/tyFQ9H8LYBaAZd04VpVSalFPhCIiIiIiMkvCFv9KqeZiX0TMjEJEREREFBMStvjvYU4RuQrAYAD1ADYCWKmU8pkbi4iIiIio41j8d0whgGfbbNstItcopVaYEYiIiIiIqLMSdrafHvQUgHkIvAFIBzAewJMAigG8LSIToj1ZRG4QkTUisqasrKy3sxIRmW758uUQEVNX3I2FDB01e/bsmB2eWlxcjOLiYrNjEFEPYvHfDqXUXUqpj5RSh5VSDUqpzUqpmwA8CCAVwKJ2nr9YKTVZKTU5Pz/fiMhERL2qpKQEIoIFCxYkdYZktWTJEogIlixZYnYUIuoCDvvpuicA3A7gFLODEBFRa1OnTsWWLVvQt29fs6O065lnnkFDQ4PZMTR9+OGHZkcgoh7G4r/rjgQ/ppuagoiIIqSlpWH06O4s72KcwYMHmx1B1/Dhw82OQEQ9jMN+uu7E4MddpqYgop6z8XngoWJgkSXwcePzZidq5Y033sC8efPQv39/OJ1ODBgwALNmzcJjjz3WvM/06dNhtVpRUlKieYw//elPEBH8+c9/bt4WGtfd0NCAn//85xg8eDCcTieOOeYY3HfffVBKNe+7aNEiDB06FADw9NNPQ0SaH1rDQNavX49zzjkHOTk5SEtLw6xZs7Bq1SrNbF6vF4899himT5+OrKwspKWl4fjjj8ejjz4Kv9/fqQzRxvxXVlbi17/+NcaNG4e0tDRkZ2djwoQJuOOOO1BfX6+ZLVz4sJf3338fJ598MjIyMpCfn49rrrkGVVVVAIB169bh3HPPRW5uLjIyMnD++edr/ly0xvyH5+/M97C6uhq/+tWvMGrUKKSkpCA3NxdnnHEGPvjgg4h9w8/x5Zdf4pxzzkFeXh5EpDln2zH/s2fPxjXXXAMAuOaaa1p970tKSnDHHXdARPDMM89o5vvqq68gIjjvvPPa+S4TUW9hzz8AEbEDGA7Ao5TaGbZ9LIBDSqnKNvsPAfBo8NPnDAtKRL1n4/PAmzcAnuDwi+o9gc8B4LgrzcsVtHjxYtx4440oLCzEeeedh759++LIkSPYuHEjnnrqKdx8880AgJtvvhnz58/H3/72N/zhD3+IOM7f//53OJ1OzJ8/v9V2j8eD008/HQcPHsRZZ50Fm82GpUuX4o477kBTUxPuvPNOAIHir6qqCn/5y18wYcIEXHjhhc3HmDhxYqtjrlmzBvfffz9OPPFEXH/99di7dy9eeeUVzJs3D+vXr8eoUaNanf+8887Du+++i1GjRuGKK65ASkoKli1bhh/96Ef44osv8Oyzz3Y6Q1u7d+/GnDlzsGfPHkyaNAkLFy6E3+/H9u3b8dBDD+Gmm25CenrHLui+8cYb+M9//oNzzz0XN910E1atWoUlS5Zg9+7duPfeezFv3jycfPLJuO6667Bp0ya8+eab2LlzJzZt2gSLpWN9b535HlZVVWHmzJn45ptvMGXKFNx6660oLy/HSy+9hNNPPx2PP/44brzxxohzfPbZZ/jjH/+Ik046Cddeey3Ky8vhcDg08yxYsAA5OTl4/fXXccEFF7T6fufk5OCmm27CAw88gCeffBJXX311xPOffPJJANDMQUQGUUol5APAhQCWBB/vAFAAdoZt+1PYvsXB9pI2x1gEoAnA2wAeA3AfgJcBNAb3fwuAo6OZJk2apIio87755pveP8mDQ5S6E5GPB4f0/rk74IQTTlAOh0MdPnw4oq2srKz5/5uamlSfPn1UYWGhcrvdrfZbtmyZAqCuuOKKVtuHDBmiAKizzjpLNTQ0NG8/fPiwys7OVtnZ2a2OtXv3bgVAzZ8/XzNr6DwA1FNPPdWq7YknnlAA1MKFC1ttv/POOxUAdcsttyiv19u83ev1qmuvvVYBUEuXLu10hjvvvLPV9hkzZigA6n//938jnlNWVqYaGxs1jxfuqaeeUgCU1WpVy5cvb97u8/nUqaeeqgCo3Nxc9dxzz7V6ntbXoZRSs2bNUoF/jiPzd+Z7eMMNNygA6oYbblB+v795+/bt21VWVpZyOBxq9+7dmud44oknNL/WIUOGqCFDhmh+/W1zhZxzzjkKgNq4cWOr7bW1tSojI0MNGjSo1c84GkN+94kSEIA1SqceTeRhPxMBzA8+zghuGxa27dIOHGMZgNcADAVwBYCfApgF4JPgMc5VSrl7NDURmaN6b+e2m8Bms8Fut0dsD7+p1el04pprrkFpaSneeOONVvu11+v6yCOPIDU1tfnzgoICXHDBBaiursa2bds6nXfmzJkRs/Fce+21sNls+PLLL5u3+f1+PProoygsLMRDDz0Eq9Xa3Ga1WvHnP/8ZIoLnn+/eMKyvvvoKq1atwsSJE/HLX/4yor1v375ISUnp8PG+973vYdasWc2fWywWfP/73wcAjBs3Dlde2fqKUagnfP369R0+R0e/hx6PB8899xwyMjLwxz/+sdUwohEjRuDHP/4x3G635nCciRMn9mhP/MKFCwEErlaFe/7551FXV4frr7++1c+YKNF4vV7s2bMHu3fvhtsde2Viwg77UUotQjvTcIbtWwIgYpJlFVjAi4t4ESWD7MGBoT5a22PAlVdeidtvvx1jx47F5ZdfjlmzZmHmzJnQmkJ44cKF+POf/4wnn3wSl1xyCQCgvLwcr732GsaMGYNTTomcpCw7OxvHHHNMxPZBgwYBAI4ePdrpzJMnT47YZrfb0a9fv1bH2759OyoqKjBixAj8/ve/1zxWamoqtmzZ0ukM4T7//HMAwBlnnNHhYTfRaH19AwYMAABMmjQpom3gwIEAgP3793frHFrfw61bt6KhoQEzZ85EXl5exHPmzp2L3//+91i3bl1E29SpUzucpyPOOussDB06FM8++yzuu+8+pKWlAQi8GbBarbj++ut79HxEseTAgQN47733mj/3+/046aSTWg3RM1vCFv9ERJ0y7w+tx/wDgD0tsD0G/PSnP0Xfvn3x2GOP4ZFHHsHDDz8MEcGsWbPwwAMPtCoShw0bhjPOOAPvvvsudu7cieHDh2PJkiVwuVy6Pbw5OTma2222wD8TPp+v05mjHTP8eBUVFQCAHTt24K677tI9Xl1dXaczhAvdiBsqwrsrOzs7Ylvo+xWtzePxdPgcHf0eVldXAwD69++vuX9oe+h7EK6wsLDDeTrCYrHgxhtvxB133IEXX3wR11xzDb766iusXbsWF154YfMbJKJE43a78e6778Lr9bba/sknn6CwsFDz74IZEnnYDxFRxx13JXDeYiB7CAAJfDxvcUzc7Bty9dVX4/PPP0dFRQXeeustXHfddVi5ciXOOOMMHDlypNW+CxcuhFIKf/vb3wAEbvRNSUnRvAnTbKF/EC+66KKo903t3r27W+cJFdIHDhzobuSYE/oelpaWarYfOnSo1X7hemN14WuvvRZOp7N5qBlv9KVksGfPHs3fJ6UUduzYYUIibSz+iYhCjrsSuK0EWOQPfIyhwj9cTk4Ozj77bPztb3/DggULUFlZiY8//rjVPueeey4GDx6Mp556Cu+99x62bduGyy67DLm5ud0+f2i8dleuBmgZPXo0cnJy8Pnnn3e4V7wrGaZPnw4AePfdd1tNHZoIRo0ahbS0NKxfv15ziNayZcsAACeccEK3z9WR731+fj4uvfRSfPHFF/j000/xz3/+E8XFxTj99NO7fX6iWOXxeFpNjRzi9/s7dcWvt7H4JyKKA++8807EpWQAzT3+oXHVIRaLBTfccAOOHDmCa6+9FgBw00039UiW3NxciAj27u2Zm6FtNht+9KMf4dChQ/jxj3+MxsbGiH0OHTqEb775plsZJk2ahBkzZmD9+vW47777ItorKirQ1NTUtS/CZA6HA1deeSXq6urwu9/9rlXbzp078cgjj8ButzffkNwdffr0AYB2v/ehG38vv/xy1NXV4YYbbuiRey2IYlVRUZFm8W+z2TBkyBATEmnjmH8iojjw3e9+FykpKTjppJNQXFwMpRQ+/vhjrF69GpMmTcKpp54a8Zzrr78ed999Nw4cOIDx48fjxBNP1Dhy52VkZGDatGn4+OOPceWVV2LkyJGwWq04//zzcdxxx3XpmL/97W+xYcMGPPHEE3jzzTcxd+5cDBw4EEeOHMGOHTvw6aef4g9/+AOOPfbYbmV47rnnMHv2bPzP//wPXnnlFcyePbv5kvx7772HrVu3tlrUKp7ce++9+Pjjj/Hoo49i9erVmDNnTvM8/7W1tXj00UebF0frjhNPPBFpaWl4+OGHUVlZiX79+gEAfvSjH7UaVjRz5kxMmDABGzZsgN1ub34TSpSosrKycNxxx2HTpk3NnTU2mw2DBw/WvR/HDCz+iYjiwL333ot3330Xa9euxX//+1+kpKRgyJAhuO+++7Bw4ULNKUD79euHs88+G0uXLu3xsdbPPvssbrvtNrzzzjv45z//CaUUioqKulz82+12LF26FM899xyWLFmC//znP6irq0N+fj6GDh2Ke+65J2LqzK5kGDp0KNauXYv7778fS5cuxaOPPoqUlBQUFxfj9ttvR0FBQZfyx4K8vLzmBbteffVVPPjgg0hNTcXUqVPx85//vMeG3OTm5uKVV17BXXfdhaeeeqp5VeSrrroq4p6Ca665BrfeeisuuOCC5jcJRIlsypQpKCoqwrZt2+Dz+XDMMcdg8ODBvXJvTVeJ1uUJ6h2TJ09Wa9asMTsGUdzZsmULxowZY3aMuOP3+3HMMcfg8OHDOHToELKyssyORElmwYIFePrpp/HBBx9g3rx5nX4+f/eJukZEvlJKRc4VDI75JyJKWC+//DJ2796Nq6++moU/GW7fvn3417/+hTFjxmDu3LlmxyGiIA77ISJKMPfeey8qKyuxePFipKen44477jA7EiWRF154Adu3b8e//vUvuFwu3HPPPTE15IEo2bH4JyJKML/61a9gt9tx7LHH4oEHHoipWSYo8S1evBgrV67EoEGD8NBDDzWvMk1EsYHFPxFRguG9XGSm5cuXmx2BiKLgmH8iIiIioiTB4p+IiIiIKEmw+CciIiIiShIs/omIiIiIkgSLfyIiIiKiJMHin4iIiIgoSbD4JyIiIiJKEiz+iYiIiIiSBIt/IiIiIqIkweKfiIjaVVJSAhHBggULev1cIoLZs2f3+nmIiJIRi38iIop5ixYtgohg+fLlZkchIoprNrMDEBFR7Bs4cCC2bNmC7OzsXj/Xli1bkJaW1uvnISJKRiz+iYioXXa7HaNHjzbkXEadh4goGXHYDxFR0I4dO/DCCy9g8eLFeOGFF7Bjxw6zI7USPu5+586duPTSS9GnTx9kZmbi9NNPx+bNmwEAZWVluOGGG9C/f3+kpKRgypQpWLZsWatjHTx4EHfffTdmzpyJwsJCOBwODBgwAFdccQW2bNkS9dxtHTp0CD/84Q9RXFwMh8OB/Px8XHzxxfjqq68i9l2yZAlEBEuWLME777yD2bNnIzs7GyLSvE/bMf/FxcW46667AABz5syBiDQ/AOC73/0uRAQrV67U/L69/PLLEBH86Ec/iv4NJiJKAuz5JyJCoPD/+OOP4fV6AQB1dXX4+OOPAQAjRowwM1qEkpISTJs2DWPGjMGCBQtQUlKC1157DbNnz8Znn32GM888E1lZWbj88stRWVmJf/3rXzjrrLOwfft2DB48GACwcuVK3HvvvZgzZw4uueQSZGRkYMeOHXj55Zfxxhtv4NNPP8WECRPazbJ7926cdNJJOHjwIObOnYvvfe972LdvH/7973/jrbfewiuvvIJzzz034nkvv/wy3nnnHZx11lm46aabUFJSonuOW2+9FUuXLsWKFSswf/58FBcXt2q/+eab8eKLL+LJJ5/EKaecEvH8xYsXAwBuuOGGdr8eIqJEx+KfiAjA6tWrmwv/EK/Xi9WrV8dc8b9ixQr8/ve/x69//evmbffccw9+97vfYdq0abjsssvw2GOPwWIJXNw97bTTcPXVV+Ohhx7CQw89BACYO3cuDh8+jMzMzFbH3rBhA2bOnIk77rgDb7/9drtZbrrpJhw8eDAiz80334xTTjkF8+fPx549e5CRkdHqef/973/x3//+F2eeeWa757j11ltRVVWFFStWYMGCBREzAZ1yyikYO3YsXnnlFfzlL39B3759m9t2796NDz74ADNmzMD48ePbPRcRUaLjsB8iIgR6+juz3UzFxcW44447Wm2bP38+AMDlcuGBBx5oLvwB4IorroDNZsP69eubtxUUFEQU/gAwYcIEzJ07F8uWLYPH44maY//+/XjvvfcwePBg/OIXv2jVNmPGDHzve99DZWUlXn311YjnXnDBBR0q/Dtq4cKFcLlcePrpp1ttX7x4MZRSuPHGG3vsXERE8YzFPxERENEz3d52M02cOBFWq7XVtgEDBgAARo4cGVHUW61W9OvXD/v372+1/a233sJ5552H/v37w263N4+jf/PNN+FyuVBeXh41x7p16wAAJ598Mux2e0T73LlzW+0XburUqe18lZ1z9dVXIyMjo3mIDwB4PB4sWbIEubm5uOyyy3r0fERE8YrDfoiIAEyZMqXVmH8AsNlsmDJliomptGlNt2mz2XTbQu3hPfmPPPIIfvKTnyA3NxennXYaBg8ejLS0NIgIli5dig0bNsDlckXNUV1dDQDo37+/Zntoe1VVVURbYWFh1GN3VmZmJq666io88cQTWLZsGebMmYPXX38dpaWluPXWW5GSktKj5yMiilcs/omI0HJT7+rVq1FXV4eMjAxMmTIl5sb79wSv14s777wThYWFWLt2bUTx/tlnn3XoOKE3GqWlpZrthw4darVfuPDZfXrKwoUL8cQTT+DJJ5/EnDlzeKMvEZEGFv9EREEjRoxIyGK/rfLyclRVVeHiiy+OKPzr6uqwdu3aDh3n+OOPBwB88skn8Hq9zVcfQkLTi55wwgndzhwa5uTz+XT3Oe644zBz5ky89tpr+OKLL/DBBx/glFNOwZgxY7p9fiKiRMEx/0RESaagoABpaWn46quvWt3Q7PF48JOf/KTdsf4hRUVFOO2001BSUoKHH364VdsXX3yBF154Abm5ubjooou6nblPnz4AgL1790bdb+HChXC73bjkkkuglMJNN93U7XMTESUS9vwTESUZi8WCH//4x7j33nsxfvx4XHDBBXC73Vi2bBkqKysxZ86ciEXB9DzxxBOYOXMmfv7zn+O9997D5MmTm+f5t1gseOqppzRnFeqsOXPmwGKx4Fe/+hU2b96M3NxcAMBvfvObVvt95zvfwW233YYDBw6gb9++uPjii7t9biKizlKNjXBv2ABJS4N9/PheGerYVez5JyJKQvfccw/+/Oc/IzU1FU8++SReffVVTJ48GV9++WXzQmAdMWzYMKxZswY33XQTtm3bhj/96U94++23ceaZZ+LTTz/FBRdc0CN5x4wZg6effhqFhYV47LHH8Nvf/ha//e1vI/ZzOBy48sorAQALFiyA0+nskfMTEXVUw9LXcWjCRFQsuBbll16Gw9NnwLN9u9mxmolSyuwMSWPy5MlqzZo1ZscgijtbtmzhuG2Tbd26FWPGjMENN9yAJ5980uw4Uc2ePRsrV67Etm3bkuIejkTG332KN57t21F29rlQjY0tG0Vgyc9H4eovIDZjBt2IyFdKqclabez5JyKidm0P9loVFRWZnCS6L7/8EitWrMAZZ5zBwp+IDFf/7PNQbnfrjUpBNTTAtWqVOaHa4Jh/IiLStXHjRjz//PN4/vnnYbFYeuTm3d7w+OOP48CBA3jqqadgsVhw1113mR2JiJKQv6wM0JmVzH/0qMFptLHnn4iIdK1duxZ//etfUVBQgNdffx3jxo0zO5Km++67D/feey/S09Px7LPP9vgKwkREHZFy2qmQtLSI7crjgXPaNBMSRWLPPxER6VqwYAEWLFhgdox2lZSUmB2BiAip552Luv/7P3i27wCC4/4lLQ3p114Daw+vbN5VLP6JiIiIiHqAOBzIf/UV1L/4Ehpffx2SkYGM+fORMm+u2dGasfgnIiIiIuohkpKCjPlXI2P+1WZH0cQx/0QUFzgtMVFy4e88Ue9g8U9EMc9qtcLj8Zgdg4gM5PF4YLVazY5BlHBY/BNRzMvMzERNTY3ZMYjIQDU1NcjMzDQ7BlHCYfFPRDEvLy8PR48eRXl5OdxuN4cDECUopRTcbjfKy8tx9OhR5OXlmR2JKOHwhl8iinlOpxODBw9GZWUlSkpK4NNZQIWI4p/VakVmZiYGDx4Mp9NpdhyihMPin4jigtPpRP/+/dG/f3+zoxAREcUtDvshIiIiIkoSLP6JiIiIiJIEi38iIiIioiTB4p+IiIiIKEmw+CciIiIiShIs/omIiIiIkgSLfyIiIiKiJMHin4iIiIgoSbD4JyIiIiJKEiz+iYiIiIiSBIt/IiIiIqIkweKfiIiIiChJsPgnIiIiIkoSLP6JiIiIiJIEi38iIiIioiTB4p+IiIiIKEmw+CciIiIiShIs/omIiIiIkgSLfyIiIiKiJMHin1rx19bCd/AQlN9vdhQiIiIi6mEs/gkA4K+rQ8UNN+LQcRNRevIpKJ00BY3vvWd2LCIiIiLqQSz+CQBQecONaHr/A8DtBpqa4D9yBEdvvgXujRvNjkZEREREPYTFP8G7fz9cn38RKPzDqKYm1D32uEmpiIiIiKinsfgn+A4ehDgckQ1KwVuyx/hARERERNQrWPwT7CNHQrXp9Q802OGYPt34QERERETUK1j8Eyw5Oci4/jpIamrYRgskLQ2ZN/7AvGBERERE1KNsZgeg2JD1qztgO+YY1D3xJPxHK+E86SRk/fxnsPbvb3Y0IiIiIuohLP4JACAiSL/sO0i/7DtmRyEiIiKiXsJhP0RERERESYLFPxERERFRkmDxT0RERESUJFj8ExERERElCRb/RERERERJgsU/EREREVGSYPFPRERERJQkWPwTERERESUJFv9EREREREmCxT8RERERUZJg8U9ERERElCQStvgXkUtF5K8i8rGI1IiIEpHnunisIhH5h4gcFBGXiJSIyMMiktvTuYmIiIiIeovN7AC96DcAJgCoA7AfwOiuHEREhgNYBaAAwOsAtgKYCuAnAM4UkZlKqYoeSUxERERE1IsStucfwG0ARgLIArCwG8d5DIHC/8dKqQuVUncopeYCeAjAKAB/6HZSIiIiIiIDJGzPv1JqWej/RaRLxxCRYQBOB1AC4P+1ab4TwA0Avi8ityul6ruW1Hy1tbXYtGkTysrKkJeXh+OOOw7Z2dlmxyIiIiKiHpawxX8PmRv8+J5Syh/eoJSqFZFPEXhzMB3Ah0aH6wmVlZV4/fXX4fP54Pf7ceTIEezYsQPnnnsuCgoKzI5HRERERD0okYf99IRRwY/bddp3BD+ONCBLr1i1ahU8Hg/8/sB7G6UUvF4vPvnkE5OTEREREVFPY/EfXWjsS7VOe2h7jt4BROQGEVkjImvKysp6MluPKC0t1dxeXl7e/IaAiIiIiNqx/hngvj7APSnA/80EmurMTqSJxX/3hG4mUHo7KKUWK6UmK6Um5+fnGxSr4+x2u+Z2q9Xa5XsliIiIiJLKs2cDS+cDjZWAzwXsWwXcmwlU7Tc7WQQW/9GFevb17n7NarNf3Bk7diysVmurbVarFaNHj2bxT0RERNSexipg59vabX+fbmiUjmDxH9224Ee9Mf0jgh/17gmIeSeccAKKi4thtVrhcDhgtVpRVFSEadOmmR2NiIiIKPZ98Cv9troDxuXoIM72E11outDTRcQSPuOPiGQCmAmgEcDnZoTrCRaLBfPmzUNdXR2qqqqQnZ2NzMxMs2MRERERxQd7WvR2rxuwOYzJ0gHs+QcgInYRGR1czbeZUmongPcAFAP4YZun3QUgHcAz8TzHf0hGRgaKiopY+BMRERF1xqn3RW//T3fWmu15CdvzLyIXArgw+Glh8OOJIrIk+P/lSqmfBf9/IIAtAPYgUOiHuxnAKgCPiMi84H7TAMxBYLjPr3s+PRERERHFBZsNsDgAv1u7/cgmY/O0I2GLfwATAcxvs21Y8AEECv2foR1KqZ0iMhnA3QDOBHA2gEMAHgFwl1KqsqcCExEREVEcGjgV2KezRtLw04zN0g5RSneWSuphkydPVmvWrDE7BhERERH1pKq9wMNDIreLFfiNC2gzs2JvE5GvlFKTtdo45p+IiIiIqDtyBgPzVwCOrJZtGQOAW/cYXvi3J5GH/RARERERGWPoKcD/xP7ST+z5JyIiIiJKEiz+iYiIiIiSBIt/IiIiIqIkwTH/RERERETdUFtbi7Vr1+LgwYNIS0vDxIkTMWSIxuw/MYDFPxERERFRF9XV1eGVV16Bx+OBUgq1tbX48MMPMWXKFIwfP97seBE47IeIiIiIqIvWrVvXXPiHeL1erF69Gl6v18Rk2lj8ExERERF10cGDB6G1aK6IoLo69qb+ZPFPRERERNRFGRkZmtv9fj9SU1MNTtM+Fv9ERERERF00YcIE2Gytb6O1Wq0oKipCWlqaSan0sfgnIiIiIuqioqIizJgxAw6HAzabDRaLBUVFRZgzZ47Z0TRxth8iIiIiom4YPXo0RowYgdraWqSkpCAlJcXsSLpY/BMRERERdZPVakVOTo7ZMdrF4p+IiIiIqBtcLhd27tyJxsZGFBYWYsCAARARs2NpYvFPRERERNRFR44cwVtvvQWlFLxeL2w2GwoKCnDWWWfBarWaHS8Cb/glIiIiIuoCpRTef/99eDye5gW9vF4vjhw5gi1btpicThuLfyIiIiKiLjh69ChcLlfEdq/Xi23btpmQqH0s/omIiIiIuiDauP5YHfPP4p+AHe8Cfx4I3G0HHigEvnnN7EREREREMS8nJ0dzWk+bzYZRo0aZkKh9LP6T3eongefPBGoPAn4vUH8YeOli4OP7zE5GREREFNNEBKeffnrzAl8iApvNhv79+2PMmDFmx9PE2X6S3du3aG//6H+Ak39pbBYiIiKiOJNrseCsTZtRsns3XOnp6D9sKIZdfDEsltjsY2fxn+z8Xu3tyg+4GwFHqrF5iIiIiOKEcrtRdu558B08hCKPJ7Dxk09Q/smnKHj/PUgMvgGIvUQUO6wOsxMQERERxazGd96Fv7wCCBX+AOD2wLdvP1wrVpgXLAoW/8kuo1B7uzMHiMGFKYiIiIhihWfLFqj6+ojtyuWCZ8tWExK1j8N+kt1NG4GHBgG+sDlqLXZg4QbzMhERERHFAdvQoUBaGiry83Fw3FhAKQzctAl9Ko/CNrTY7HiaWPwnu4x84LdNwIbngO1vAsNOBSb9wOxURERERDEv9bxz8enHH2PfqJHw2QJl9YEJx2HoN1sw59RTTU6njcU/BUy4KvAgIiIiog6prK/H/okT4PP5mrf5HA7sPuF4nFBfj5ycHPPC6eCYfyIiIiKiLtizZw+8YYV/iAKwd+9e4wN1AIt/IiIiIqIusNlsmvP5hxb7ikUs/omIiIiIumD48OEQEc22oUOHGpymY1j8ExERERF1QUZGBk455RRYRcHub4Ld3wircmNOMZCaGpsLpcbm9QgiIiIiojgwYuufMfjgs9iXMhaiFAa5NsNxqAlIqQJm3m52vAjs+SciIiIi6qqvnoRTNeCYxtUY3rQGDtUU2P7hHebm0sHin4iIiIioK6qizOjj9xqXoxNY/BMRERERdUVaPgCgwZKJfc6xqLT1NzlQ+zjmP8nt3bsXX3zxBWpqapCRkYEpU6Zg2LBhZsciIiIiinnKnoLP8q7GFudUWJUHfliR6z2AsyoeRUrfYrPjaWLPfxLbu3cv3n//fRw9ehQ+nw/V1dVYvnw5duzYYXY0IiIiopi3bds2bE0/BT6xw21Jg9fiRIV9MD7qexNw41qz42li8Z/EPv/881bLUQOA1+vFl19+aVIiIiIiovixadOmiBV+/WLDQedoNHn9JqWKjsV/EqupqdHcXl9fD78/Nl+wRERERLHC7XZrbhcReDweg9N0DIv/JJaRkaG5PSUlRXOpaiIiIiJqMWjQIM3tDodDt84yGyu8JDZ58mTYbK3v+bbZbDjhhBNMSkREREQUP0REc/vgwYN128zG2X6S2DHHHAOv14vVq1ejqakJDocDkyZNwtixY82ORkRERBTTlFK6k6Ts27fP4DQdx+I/yY0ePRoj+vdH3WtLofbugzOvDzBqFGC3mx2NiIiIKGb5/X54vdoLeblcLoPTdByL/yTn2boVZRddAng8UI2NaEhPh/XPf0b+G6/DkpVldjwiIiKimGS1WpGdnY3q6uqItvz8fBMSdQzH/Ce5yh//BKqmBqqxEQCg6uvh3bMXNQ89bG4wIiIiohh30kkntbp/UkRgs9lw4oknmpgqOhb/ScxXWQnvdo2xam43Gl9/w/hARERERHEkPz8fffr0abXtuOOOY88/xSaJMp2n2KwGJiEiIiKKPx9++CHKysqaP1dKYePGjdi/f7+JqaJj8Z/ELDk5cEw4Dmj7JsDpRNp3vmNOKCIiIqI40NDQgIMHD0YsjOr1erFhwwaTUrWPxX+Sy330r7Dk50My0gGHA5KeBseE45B5yw/NjkZEREQUsxobG3UXRa2rqzM4Tcdxtp8kZxs0CIWfr0LTBx/Ct38/7BOOg2Pq1JhdmIKIiIgoFmRnZ0MpFbFdBBg4cKAJiTqGxT9BHA6knn2W2TGIiDSp6jL4nr0caCgDTvoZbDPmmx2JiAg2mw3Tsg/ji7IMeC1OAIAoLxz+JkyUbwCcZG5AHaL1joV6x+TJk9WaNWvMjhHhyJEjKCsrQ0ZGBgYNGqR7CYuIyGieV34O28Y/tdqmJBOWRTXmBCIiCrdIsNc5FhsyzkC9NQdFTVswse5tZKga4E6fabFE5Cul1GStNvb8JzGfz4d3330XpaWlUErBYrHA4XDg/PPPR2ZmptnxiCjJKU9Tc+HfaiSiqoX38TNgW/iuOcGIiACgthQAMNj1NQa7vjY5TMexizeJbdy4EYcOHYLX64XP54PH40FDQwM++ugjs6MREcH3zxsBtCn8g59bDn1gQiIiojD2DLMTdAmL/yS2detW+HytL0kppVBWVoampiaTUhERBTUd1W0ScMgqEZksJQOAzgQpwXsAYhGL/yTmdjVqbhefK2LOWiIio1nO/5PmdqUAX9oxBqchItKimv/rDy+r7SnmxOkAjvlPUm63G26XC5DIlXxTfTVI2/cRMOpcE5IREQVYCkfCmzEB1rrAYjkigcIfAKwLV5qYjIgIQPl2eGHD51mXYFvaSfCJDX28B3BS1Qvo59pldjpd7PlPUvv374dVuSMblEJfzx5g/RLDMxERtWX7+Xp4p9wJJWnw+23wZU8GflYOyS40OxoRJTux4qPc67At/ST4LA5ALKiwD8JbfW5FlbXA7HS62POfxERznJqC018P9JtgeB4iIi32cxcB5y4CwB4rIooddc5+2JcyHj6xt9ruFTs25pyPU0zK1R4W/0mqqKgIfmsK2t4zZ1MejGhcDZy8xJRcRERERPGgpqYG/jaFPwBALCjtO9vwPB3FTpQk5XA4cMrsObDADyg/oBQsyoMRjZ+j/3cfB6yR9wIQERERUYDFYtGdd8wXwyV27CajXqWUwq4tGyB+DyAWQASi/PCLDVLIIT9ERERE0TQ0NOi2WWO4E5XFf5I6dOgQDhw8BF/YPLQ+ixPfpkxB5ZPzTExGRD3uk/uBP+YAdzuAJyYDVXvNTkREFPfKy8t123JycowL0kks/pPU/j274RVHxHYlgv3ePiYkIqJe8cwZwAe/BFzVgN8DlH4FPDwEKN9udjIiorjm8Xh02/r162dgks5h8Z+knE1HYFHeiO0W5YPTr38Zi4jiSF0ZsOs97bYXuI4HEVF3DB48GDZb5Nw5FosFxcXFxgfqIBb/SeqYfc8EbvbVMLRpncFpiKhXfPGwflvlt4bFICJKREVFRbDbI2f7ERGkpMTuCr8s/pNU6pGvMK9yMez+xuaH01+HMyv+CodVa/5/Ioo7mUX6bRqrexMRUcdVV1fD5XJFbFdKYevWrSYk6hjO85+kpG4fBqt9uLr0Zyh1DIfAj0L3Tojyw5eSB5YFRAlg0g3Af3+IiAU9AODYiw2PQ0SUSCoqKmC1WuH3tx5J4ff7cfjwYZNStY89/8lKAfXWXKzMuQof5v4AK3Ouxtdps6AgsLgqzU5HRD3BagUu+Wfk9swi4DsvGp+HiCiBZGZmQrlqI7ZblQc5qbHbjcqe/yTVZEnHq/m/hsuSBiVWNCETq7MuwlH7QJxc/ZzZ8Yiop4y/HDj2UuCDXwFVu4CptwBDZ5udiogo7uVtfgbZ3qM4ah8Iv7SU1KJ8GP3xNcDJsTmtMov/JLWp33x44IQKG/frtTixI206JjW8h3QTsxFRD7NagTPuNzsFEVFCsXx6N872+bAy92rsSxkPAMj2HsasqmeQ6d5ncjp9LP6T1JGis+A7eDBiu0V5UDHtHhb/RERERFEoWzpSvKU44+gT8MIOn9jgVI1QGrdZxRKO+U9S2dnZEImc1UdZU5FxwqUmJCIiIiKKH5ZrPmz+fxs8cKrG5s+9+VPMiNQh7PlPUuPHj8eOHTvg9bYs9GWxWNAnPx95eXkmJiMiIiKKfVJ4LMryT8UX/nEodY6ATbkwpn4lTqh9G/ZbvjQ7ni72/CepnJwcnHnKVGSiDhblhUX5MLhPGs4880yzoxERERHFvLq6Ovwn/QocTBkDv9jgtqRjc9aZWD7zTbOjRcXiP1kdWo+qV3+IJr8FonwAfEgt+S9sn95rdjIiIiKimLd582b4fL5W23xKsHfvXtTU1JiUqn0s/pPU7n/dis+zLoXHkgafxQm/OLA9dRpWrd9mdjQiIiKimFdWVhaxwBcAWK1WVFVVGR+og1j8J6m19pPgtThbbfNZnNiePgPebe+alIqIiIgoPuRkZUJrah+fuxE5OTnGB+ogFv9Jqt6aq92gAJc3chYgIiIiImrh2bUscqNSsPkakNV0wPhAHcTiP0kVeHYDKvJSlQ1upKbaTUhEREREFD/2unKBttOmi8BlyYD3w9+ZE6oDWPwnqSk1S2FT7lZvAGx+F6ZVvwxL4QkmJiMiIiKKfT7RnzG/RrINTNI5LP6TVB/vAVxYfh+GNG1Aqq8aBe5dOPXoYoxu/Awo32x2PCIiIqKYlmLV3i7wo2bCD40N0wlc5CtJKQB53oM44+gTEdsld7gpmYiIiIjixZDRE/HN119HDP2xiCCr3xCTUrWPxX+yUkCFbQA2ZZ6KKlsh+rt2YFzdh0jz1wCZhWanIyIiIoppEyZMwNatWyOm+8wvHIC8vDyTUrWPxX+S2u8cg/fzFsInNiixotw+GFvST8ZFR/6ALK8XYuNLg4iIiEiP2+2GtOn1FxEMGRK7vf4Ax/wnJaUUPs65Cl6LE0oCA9b8YodbUrA660Jg+1vmBiQiIiKKcatXr45Y4VcphXXr1mku/hUrErr4F5EiEfmHiBwUEZeIlIjIwyKiM8m95jFKRETpPEp7M39vaWpqQp3WPP9ixX7nGEjVTuNDEREREcWRw4cPa273eDxoaGgwOE3HJezYDhEZDmAVgAIArwPYCmAqgJ8AOFNEZiqlKjp4uGoAD2tsr+uBqIbzeDyI+r7v+OsMy0JEREQUj7xer+Z2pRTs9thdMylhi38AjyFQ+P9YKfXX0EYReRDAbQD+AOCmDh6rSim1qMcTmqSiQv89jxIbkBq7c9MSERERxYK2Q37Cud1uOJ1OA9N0XEIO+xGRYQBOB1AC4P+1ab4TQD2A74tIusHRYoJEebH6oDNpLREREREBQLtj+m0xPHFK7CbrnrnBj+8ppVr9dJRStSLyKQJvDqYD+LADx3OKyFUABiPwxmEjgJVKKf0qOoYVlH6k2+bwx+4YNSIiIqJYUFNTE6VVITU11bAsnZWoxf+o4MftOu07ECj+R6JjxX8hgGfbbNstItcopVZ0LaJ5KjNGAfgGaNvLrxRyvEfMiEREREQUN+x2O6B8gESOmMjyHAa8bsDmMCFZ+xJy2A+A0KD1ap320PacDhzrKQDzEHgDkA5gPIAnARQDeFtEJkR7sojcICJrRGRNWVlZB07X+1zOPNiVJ7JBBKn+aO9kiYiIiKi0tBQCiWxQfpxQ93ZMT5ueqMV/e0I/LdXejkqpu5RSHymlDiulGpRSm5VSNwF4EEAqgEXtPH+xUmqyUmpyfn5+t4P3hMLqNfBrvFO1+ZswxLXRhERERERE8WPjxo1Qol1GD3R9A/QZYXCijkvU4j/Us683bU1Wm/264ongx1O6cQxTpB/+HMfVvQeb39W8zeZ3IcdbiuGNa0xMRkRERBT7XC6XTotgv/NYwOc2NE9nJOqY/23BjyN12kNvx/TuCeiI0OD4+JsxKLM/ptQuRqF7J75OmwW3JRXDG1djVMMqWBGX9zATERERGaagoAA11dWARA792ZVyAkZZY3OaTyBxi/9lwY+ni4glfMYfEckEMBNAI4DPu3GOE4Mfd3XjGCYJvFAHub7GINfXJmchIiIiii/Dhg3Dtzu2A23H/Yug0ZoN9BtrSq6OSMjiXym1U0TeQ2BGnx8C+GtY810I9NY/qZSqBwARsQMYDsCjlNoZ2lFExgI4pJSqDD++iAwB8Gjw0+d67QvpLTvfQ70lBx/mXotSxzEQAIXub3Fa5RNIUZzqk4iIiCiagQMHwqo88EnrHn6r343BTRvhvbc/bHccMilddIk65h8AbkZgaM4jIrJURP4oIh8hsLrvdgC/Dtt3IIAtiJz28zsADorI2yLymIjcJyIvA9gK4BgA/wXwp97+Qnqat2ovXixYhFLHSECsUGLFIcdIvNDvf+HTunOdiIiIiJrZ7XZMrXmt1f2TVr8HKf46jK1bBktTqYnpokvInn+gufd/MoC7AZwJ4GwAhwA8AuCutr35OpYhsGbA8QgM80kHUAXgEwTm/X9WKdXujEGxZrP1BHglpfU4NRF4kYINGWfiBPOiEREREcWFcQ3LkOs9hE0Z89Boycbgpk0YV/8hnKoB/hjuS03Y4h8AlFL7AFzTgf1KEDFoCwgu4BV3i3i154BjtOYNKhDBXud4Fv9EREREHVDk3oqiyq2ttikAljP+qv2EGJDIw35IR5bVBWhdsFAKGb6OXBAhIiIiSm4itogFo5QCIICceIsZkTqExX8SmtT0gX5b7X8MTEJEREQUp5QPjZYs7EyZhP3OMfDDAhGNoSQxJqGH/ZA2t7sJSPMDaLvKr4LHkmJGJCIiIqK4sibjLKzNPAehvnSbvwkXVDyAPt6DgKcJsMdmTcWe/yS0zXECtH/0gk3pc42OQ0RERBRX9u/fj7WZ5wNiA8QCiAVeSype7fs/8EMC22MUi/8kVJc+VLtBBHXWPsaGISIiIoozH3/8ceRGESixYXPqbMDG4p9iSGpahnaDUihQh40NQ0RERBRn6mqrtGdOBLAtfaaxYTqJxX8S2ldn1X3Bjqtru84ZEREREYWLVkA7VKNhObqCxX8Sqhb9oT1Nfr4kiIiIiKIZPfY47WnTAUyuedPgNJ3DSi8JWZVbt21PygQDkxARERHFnxNPPBFOf13gDUDYo9C1DQOmXGR2vKhY/CehHG+p7rtVUV6D0xARERHFF/XBb2BTrojtQ5vWQ1bdb0KijmPxn4REeXXH/Gd7Sg1OQ0RERBRfVu2sQb21T6CeCnt8ln0Z3OI0O15ULP6TkA0+ze2ivMj0HTU4DREREVF8+dY6WqcjVbAzdbLheTqDxX8S6uf+VnPYjxIr+vj2mZCINLkbgbdvBV67FqjcbXYaIiIiClI6w6cBQMV4eR27KxBQr6mx9tXcblUeHHEMxQCD85CGFb8Hlv225fMNTwHFc4EFnIqViIjIbH3de1DqGKHZ+z+0cY0JiToutt+aUK9wW7I0X6wW+OFBigmJqJWGytaFf0jJR8CXjxufh4iIiFqxwqddSykvjtoHmpCo41j8J6Ehrs2aw358YkM/7wETElErby3Ub1txl3E5iIiISJvya262wAcF7UlVYgWL/yS0K+14ze0KFtjyigxOQxHqy/TbPPXG5SAiIiJNdtWk05FqRz/3LhMSdRyL/yRUah+mealKwYKy8T81IRG1cmKUn8HQecblICIiIk1l9qG606Z7xW5wms5h8Z9klFKA/g3qQP8TDMtCOkadC2RqjBcUK3Dxc8bnIWpPxU6gLsoVKyKiBOO3Z+i2qeIzDEzSeSz+k4yIIFr1n7XlaePCkL7b9wMTrwVsKYDFDgw5BfhFBeDU/2NDZLjl9wCLLMBfjwH+VAD8PhU4tN7sVEREvU5Sc7SnTYcF9sufNz5QJ3CqzyRk8zfBa03TaPHBg9i+VJVULvy/wIMoFm3/L7D8d623eZuAJ08AfusBrFZzchERGaChoV532M++3TswdMwEgxN1HHv+k5BVuTXfrQqArNwcw/MQURz6z006DQpY+XtDoxARGS7KEGrP8tj+G8jiP8n4/X64rNk6N/xaYTnuShNSEVHcqT+i33bgS+NyEBHFmEGHl5odISoW/0mmvj76VJEqe5BBSYgoruUU67eNOt+wGEREZujn3hE5ikIppPiq4YTXnFAdxOI/yTgcjqjtsuZJg5IQUVy79F/a261OYMqNxmYhIjLYWRUPIc13NPAGIPhw+Otw2eE7zY7WLhb/ScbpdMKiPJrvVp2+GuDQWnOCEVF86T8R+O7rgD1s8oCcYuD2g2YlIiIyzKYht6HBmhP4JDiU2mNJRaM1C5jzJ/OCdQBn+0lCaf5q1Fn7Rmwf3rgamPm/JiQiorg0+nzg11x1moiSS2NjI77yjAzMlBIiAqWs+G/fW3HlrNtNy9YRLP6TTENDA+psfdH6FQtABLvTp+GkPseYkouIKJxSCjt37sTWrVvh9/sxcuRIjBw5EhYLL1gTkbkOHtS5wimCelsfuFwuOJ1OY0N1Aov/JNPQ0BCYnkpjatomSTU8DxGRlmXLlqGkpAReb+DGufLycnz77bc455xzgosVEhGZQykF3WIKKtgeu9iFkmS+3rxJt02Bi/IQkfkqKiqwe/fu5sIfALxeL44cOYL9+/ebmIyICBg0aJDuPP/i9yIlJcXYQJ3E4j/JHK2qir6DN7anpyKixHfo0CHNnjOv14sDBw6YkIiIqIUDQIq/RnPylHx3iRmROoXFf5LJzMyKvsORjcYEISLS4XQ6YbVGXom0Wq1ITeXwRCIyl8/ng8uSEblgqgiq7f3NCdUJLP6TzHHHjtFtE+UB8o81MA0RUaTi4mLNcf0ighEjRpiQiIgojMMBpVNC+yT2b6dl8Z9k8lMVLMqleanq+Lp3AXtsj1MjosRnt9txzjnnIC0tDXa7HXa7HU6nE6effjrS0tLaPwARUS+qq6vTuddXwWqzG56ns2L/7Qn1KM/u5fCLPfJSFYD+7u0mJCIiipSfn48rr7wS5eXl8Pv9yM/P5zSfRBQTdu3aBc3qXwQuf+xPnsK/pElmc+MA6P3YP8v6jrFhiIiiEBHk5+ejX79+LPyJKGYcPnzY7Ajdwr+mSWZ36VHtBhFUOwYaG4aIiIgoztTU1JgdoVtY/CcZpZTmkB8AgNVhbBgiIiKiOJOSkhJ572Sz2F7gC2Dxn3S0ps8LyczMNDAJERERUfzpb6nQbRO/x8AkXWNY8S8iA0VksFHnI21KKe13q0oh3xL7N6kQERERmcnpqdRt6+vZa2CSrul08S8ic0XkPRE5KiI1IvKpiMzvwFPXANjV+YjUk1I8Ht1hP9nr1hqchoiIiCi+FE44GwJfZIPy4xjXesPzdFanin8RuQHAewDmAcgGkAHgRAD/EJHlIjKgvUN0KSX1mGFOJyx+d8R2gQ/DGl43IRERERFR/Cgo+wh9PXsAFfYGQCk4/fUYVf+xecE6qMPFv4iMAPBI8DmHATwG4EEAaxEo6k8G8HlwP4pRw52r4fA3th76oxQyveXIyt5hXjAiIiKiOCD1R+DwN7XZqhAPN/sCnev5vwWAA8AmAGOUUrcopX6mlJoM4HsAqgEUAVguIqN6Pir1hNLaJjRZs1oP/RFBja0f9qaMNi8YERERURyorHPhsOMYQMLulRQLfOLEtrSZ5gXroM4U/3MReEtzq1KqOrxBKfUigOkAdgLoD2CZiLCSjEGrMUm7QQSbci4wNgwRERFRnKmoc0E0evm9FicOO4aZkKhzOlP8DwHgA6A5mEkptR2BoT9bABQC+IhvAGJPvcunfcOvUqjLPMb4QERERERxJGvCRZoDfKx+N3KdhsfptM4U/04AdUopr94OSqlSALMBfIOWNwAcAhRDLBadH7kI7M40Y8MQERERxZmCsacgFU0R908K/Bhzwc/MC9ZBnSn+ywBki0hGtJ2UUmUA5qD1FQC+AYgRTU1tb1BpEW0BMCIiIiIC6uvr0WDvEzGSwuLMgLNguEmpOq4zxf/m4MeT2tsx+AZgNgJvAPoD+AiBaUHJZEp3OWqu8EtERETUnm3btkXWUyJQEOzbt8+cUJ1g68S+KwGcDuC7AN5pb2elVJmIzEWg8B8T2tzphNSj8vLyUFZWptk2btw4g9MQEUVSSmHnzp3YvHkzPB4Phg0bhvHjx8PhcJgdjYgIDQ0N8Pv9EduVUmhsbDQhUed0puf/zeDHy0SksCNPUEodRss9ABQDohX4orPyLxGRkT799FOsXLkSR44cwdGjR7F+/XosXboUXq/uLWdERIYpKiqCzRbZf66UQv/+/U1I1DkdLv6VUpsAXAVgIYAOjw8JGwJ0J4C7O5mPetj27dt12zZs2GBgEiKiSLW1tdi2bVurQt/n86Gurg7ffvuticmIiAIGDBiguX3w4MHIyckxNkwXdGbYD5RSL3TlJEqpcgD3dOW51LOOHDmi28ZeNSIy2+HDh2GxWODz+Vpt93q92LdvH0aP5gzSRGSudevWaQ77aWhoMCFN53Vm2E+3ichEI89Hrfn9fng8Ht12/qNKRGZLS9OeclhEkJHBeSOIyHw7duzQLP7LysrgdrtNSNQ5vV78i0i2iNwsIl8BWNPb56OuY88/EZmtf//+cDqdEfcgWa1WHHvssSalIiJqoVX4R9sea3qt+BeRuSLyPIBDAP4K4HgAvKPURBaLJepNvZWVlQamISKKJCI499xzkZubC6vVCrvdDqfTiVNPPRXZ2dlmxyMiilpL2e12A5N0TafG/LdHRAYBWADgGgBDQpsBNAJ4G8BLPXk+6jzl8wUWpWj7wlUKtihDgoiIjJKVlYVLL70UNTU18Hg8yM3N1V+dnIjIYNEWTK2vr4/5IYrdLv5FxA7gQgDXAZiHwNUEQWBO/9cBvAjgTaVUfNwFkcBcLpd24R+Uyp5/IoohWVlZZkcgIuqUeBj60+XiX0TGI1DwXwkgDy1Dej4HMD34/1ex6I8d7S08Yc/LMygJERERUbxS0BzJrlTiFf8ikgXgCgDXApgU2gxgH4BnATytlNohIrH/lSehzMzMqHddZA4bZlwYIiIiojijlNKt/QHAHgclcIcHUYrIMwjcvPv/AEwG0IBAwT9PKTVEKfUbpdSO3olJPcFqtQZesDoyNz5uXBgiIiKiONPe5ChHVy81Jkg3dKbn/yoESsePECj6X1FK1fdKKjKFrf6Q2RGIiIiIYla09ZIAwJ871KAkXdeV6RMKAfQDwDux4pL+5SjnSbcaF4OIiIgozrQ3k0/G0AkGJem6zhT/fwJwGMBYAPcC2Csib4vI90QkpVfSUY9SSgFi1W339R1jYBoiIiKi+OJwOHRnTYQIGhpif56bDhf/SqlfABgE4CIAbyEwBOgMAM8BOCwifxeRU3olJfWI6upq/UYR+Hw+48IQERERxRmrVb8TFQDy8/MNStJ1nRr2o5TyKaVeV0qdD2AwgP8B8C2ATARmAFomIrvDn9JjSanbvF5vt9qJiIiIkll706Y7nU6DknRdl5dMVEqVKqXuVUqNAjALgZuAG9Gysi8ArBSRn4lIcfdiUk/Ia2cef/b8ExEREXVNlNnUY0qPrJeulPpYKTUfQH8ANwH4EoHvwSQA9wHYKSJfisjtPXE+6hrRG6MWFOvLURMRERGZqaamBlDaA1uUiv05/oEeKv5DlFK1SqnFSqnpAMYD+AuACgTeCExG4I0AmWT79u1R2y2WHn05EBERESWUzNTUKK3x0fffa9WeUuprpdRtAAYCuAzAe711LuqY8vJysyMQERERxS2nI/oNv/Gg17t6lVIepdTLSqkzART39vlIX1pamtkRiIiIiOKWOKL1/MfHPDedWeEXIpIHoAiAUkpt6sD+AmAcAtdB9iml9ncpJfWIaNNPtXc/ABEREVGyc7vduqN7rHFSSnW25//fANYBuLkjOyulFAI3AK9DYD0AMlG02X7iYWoqIiIiIjMdOHAAetW/xR4ftVSHi38RmQpgDgKr/N7WiXPcHnzOmSIysVPpqEelRrlJZfjw4QYmISIiIoo/R44c0Z3tJ91TZnCarulMz//3EBjM9IhSqqmjTwru+zACb5Ou7FQ66lG7d+/WbfN4PAYmISIiIoo/9Ud1CnylIO5aY8N0UWeK/xnBj0u7cJ7Xgx9P7sJzqYfs3btXt62sLD7erRIRERGZxVOnXy9V2foZmKTrOlP8DwfgU0pt7exJlFLbAHiDxyCTRBv2wwW+iIiIiKKzpBdoN4hASafm0TFNZ4r/LADV3ThXTfAYZJLc3FzdtqFDhxqYhIiIiCj+ZKMySmt8TPfTmeK/FkB2N86VBaCuG8+nbtq1a5du29GjRw1MQkRERBR/UpRLt03gMzBJ13Wm+D8EwCoi4zp7EhEZi8CaAqWdfS71nMD0VNp27txpYBIiIiKi+OMvPF63zeqPj8lTOlP8fxr8eHkXznNFm2OQCXw+/XekDQ0NBiYhIiIiij8Vm5fptlngNTBJ13Wm+H8NgcFMPxGR0R19kogcC+DHCEwT+lrn4hERERERxYY6twcQjbH9SiHV151bY43T4eJfKfUOgK8AZAB4X0RmtvccETkJwLsA0gCsVUq93dWg1H0Oh0O3LS0tzcAkRERERPFH2TN0F/myKbfBabqms3MSXQngcwADAKwUkQ8R6M1fB6ASgd79PgCOB3ARgHkIXC2oBnBVD2WmLnI4HHC7tV+YxcXFxoYhIiIiijNeZw7QoDG2XwQ1cTLPf6eKf6XUdhE5A8CrAAYiUNzPi/IUAXAQwCXBuf7JRC6X/h3qVVVVxgUhIqLWDm8GXv0+ULUbyB0OXPpPoO9Is1MRUVu2VEC0x/b7rPExiqIzY/4BAEqp1QAmAHgAgbn7RedRE9xnglLqi54KTF3n9/t123jDLxGRSTa+ADw+Hji8HnBVA6VrgUdHAd+8YnYyImpjyJAhOi0KuX36Gpqlq7q0FJlSqhLAL0XkfwBMBjAWgeE+AqAcwNcA1iil4mPC0yRhtVp1Z/yJtvovERH1oqULtLe/ciVw7CWGRiGi6LKy9NarFQwYMMDQLF3VpeJfRCwARiOwcFelUuofPZqqh4hIEYC7AZyJwJuTQwCWArhLKdXhVa166jhms9lsumP+i4qKDE5DRETw+QC9ucF9+kM1icgc5eXlum2iNQtQDOrUsB8RsYvIfQjc3LsJgXn7t4hImYj8WmLoqxaR4QjMTnQNgC8BPARgF4CfAPhMRPoYeZxYEO3H43Q6DUxCREREFH9qa2t126xWq4FJuq6zY/6XAvgZAj3+4eP7+yDQM/5UT4brpscAFAD4sVLqQqXUHUqpuQgU76MA/MHg45jOZtO/0OPxxMeqdERECcVqBewZ2m3ObGOzEFG7ampqdNuiTakeSzpc/IvIdwCchUCx/y2APwL4IQI39R4Mbv++iMzqhZydIiLDAJwOoATA/2vTfCeAegSyphtxnFgRredfbzgQERH1sus+ReCf0HACXPeZGWmIKIpoMyc2NTUZmKTrOtPzH5qn/z0A45VSv1ZKPa6U+iWAYwGsDbZf2ZMBu2hu8ON7SqlWU9wopWoRGK6UBmC6QceJCT6fT2dhCoU+feJm9BIRUWIpPA74rQeY+mNgwBRg+m2BzwvGmJ2MiDpBb1KVWNOZ4v8EBBbxuk0p1eptj1KqBsAvEei6OL7n4nXZqODH7TrtO4If25tEuaeOExO8DVU6S1IDWVJveB4iIj0ulytuetF6hNUKnP0X4IYvgTMfDHxORDHHYtEvnb1e7fn/Y01nZvvpC6BJKbVFp31N2H5mCw2UrNZpD23P6e3jiMgNAG4AgMGDB7dzut7l8zQCFq2xpQoZq+4Chr5seCYionC1tbX46KOPUFZWBgDIy8vDnDlzkJuba3IyIqLA1Oh6Q6XjZRRFZ3r+ndAvgqGUqg7bL9aFur+1xsD06HGUUouVUpOVUpPz8/O7ebrucevemiCwu6qMjEIUnxqrgccmAossgcdfRwG1pWanShg+nw+vv/46Dh8+DL/fD7/fj/Lycrzxxhu8L4mIYkK02RGHDx9uYJKu6/QKv3Ei9EZEb6qErDb79fZxYkOUiVj3jf2JcTmI4pHPBzyQDxzZgMD7fQVUbAceHAi4G81OlxD27NmDxsbI76XH48HOnTtNSERE1FpVVZVuW0NDg3FBuiFRi/9twY96Y/FHBD/qjeXv6ePECP3q358/1sAcRHFo2W+0F2NSfuCN643Pk4AOHDgApTEpgd/vx9GjcbOeIhElsGhXIeNlzaTOrvDbT0Si3cqs2tlHKaW6tKpwJy0LfjxdRCzhM/WISCaAmQAaAXxu0HFimwiGDBlidgqi2LbtTf22kuWGxUhkdXV1um1abwqIiGJJfX090tNjf/b3zvb8Sw88ep1SaicCU5IWI7AWQbi7AKQDeEYpVQ80r1w8Oriab5ePE8v8fn/U9nhZlY7INJn99dsyCozLkcAyMzN12woK+D0mInO1N5tPRobOgn0xpjO98Hf1WorecTOAVQAeEZF5ALYAmAZgDgLDdH4dtu/AYPseBAr9rh4nZrVX/BNROy5YAjxUpN123t8NjZKoRo4ciS1btkT08guvThJRDGhv+GFaWppBSbqnw8W/Uiquin+l1E4RmQzgbgBnAjgbwCEAjwC4SylVaeRxzNbewhNKqagrABMlveyBwBkPAe/e1nr7yf8DDJxkTqYEk5OTo7ldRNDQ0ACHw2FsICKiMInyN8iI8femUUrtA3BNB/YrQZQhSR09Tiyrr48+Msnr9cJutxuUhihOnXgrMPVHwOZ/Al4XMHEBF2PqQXv37oXNZoPH0/rGaqUUtm/fjqlTp5qUjIgo+gJfQPx0pCZ08U8t2uv555h/og6yWoEJV5mdIiF5vV7NG3uVUhFvCIiIjNbesJ6Kigr07RsLa91Gl6hTfVIbUcepKdXuu1kiot5WVFSkWfzbbDYUFxcbH4iIKEx7HanttccKVnxJwuv1AlGmynNt26bbRkRkhIyMDBx//PGw2VouSttsNgwZMgQDBgwwMRkREeByuaK2x0OvP8DiP2kMGzYsantdaalBSYiI9OXk5MBisTSPm83Ly8NJJ50UF+NoiSixBab61OlIVSpuhlCz+E8S7b1bzRg/3qAkRETajhw5guXLl8PtdjcP/ykvL8cHH3xgcjIiouAKvtHWG9z7qWFZuoPFf5IoLS0FovScOfPyDExDRBRp/fr1EYvo+P1+lJaWora21qRUREQBTqczSquCv+QTw7J0B4v/JBF1VTpeTieiGKBX4Fut1nanKyYi6m0HDhyI0ipwH3O+YVm6g8V/khg2bJj+Db9RbgQmIjLKgAEDNMf2+3w+5PHqJBGZrL48WvGv4MyPfn9lrGDxnySi3Sxn99UDcTI9FRElrpEjR2pO9TlkyJCEWVmTiOJXzvaXAPgjG5RCX/duiKvG8ExdweI/SZSXl+u2OdDEVUqJyHRbt27V3H7w4EH4/Rr/4BIRGSh/yqXQK51tygNk5BsbqItY/CeJffv2aTcoBS/sQJ3+mwMiIiPs2LFDc7vb7UZNTXz0qBFR4tpvHajdIIJS5wj4dyw3NE9XsfhPEvV1OjNliMAvNiAjPhamIKLEpJSCx+PRbPP7/Rz2Q0Sma2xsjNJqgf+LJw3L0h0s/pOE192k2+bny4CITBZ1RjIAaWlpBiUhItKWk5MTpVXBMu1Go6J0C6u+JFFXVaHbJsLZfojIXDabTXcO7dzcXIPTEBFFOnjwYJRWgWXEbKOidAuL/yThh0V3Pn+r4kw/RGQuEcGUKVNgs9labbdarZg+fbpJqYiIWlgs+rVUPK2ZxOI/SWRYPdrz+SsFh7/B+EBERG2MGTMGJ598MjIzM2GxWJCbm4vTTjsNgwYNMjsaERGKi4t110ZyWOKnI9XW/i6UCMRVDSBDsy3Vx1k0iCg2jBgxAiNGjDA7BhFRhLpvP9NuUApOd6WxYbqBPf9J4oA7S/eSVLW1wOA0RERERPFl3Rbt6YghgiaLdgdrLGLxnyT8fp3LUSJwWzmLBhEREVE0TbZc7Y5UpeD01xsfqIs47CdZKAVodfwrBavSnlubiMhoNTU1+Prrr1FVVYXCwkKMGTMGKSkpZsciIkLBgMGo2rZN8w3AMUXxs14Si/8kYbNZ4fUpzRdsX88eExIREbV26NAhvP32281z/h84cACbN2/GxRdfjPT0dJPTEVGyc7vd2j3/Aux152Gq8ZG6hMN+koTye3XH/Kf7jhqchoioNaUUli9f3mqxL7/fj8bGRnz++ecmJiMiCqiurtZpEdTV1RmapTtY/CcJv19/Ia9GS7aBSYiIIjU1NaG2tlazbdeuXQanISKKVFCgP0FKPC1GyOI/SQj8um025TYwCRFRpLaLe4VTSsHj4b1JRGQum82mu2bSvBmTjA/URSz+k4Qtyk29af4q44IQEWlo75K5y+UyKAkRkbY9W9fpDKH2Ql77vuF5uorFf5JIUQ26q9INdm0wOA0RUWtHj0a/94g3/BKR2SyuKs3tAgsspWuMDdMNLP6TRL2tr+4Nv7bRlxmchoiotYyMDN0OCpsFEJ2/X0RERhne8KXm3ykFLvJFMcin9P/hPFKy2cAkRESR7Ov+Cejcm2R3VxmahYhISwYaoP13yo9v06YbHafLWPwT0lyc55+IzJW+6e/akw8oPwrd3xofiIioDTXxGtiUV6PFAn/RyYbn6SoW/0lDf6pPiMO4GEREGqTfcejr3qNxSV1Q3Mj7kojIfIOnXwC/WCO22+BF8awrTUjUNSz+k0SO97DOeFqFzCzO809EJrv07zjsHKl5b9La/Pj5R5WIEpfD4YDFnoLWHaoK2X37o1+/fmbF6jQW/0liVqHGqnRKIc1fgwEnfs/4QEREYY7W1kKJxj9JIqhRqcYHIiJq48svv4TX6wEQ3kkhqKwoQ1NTk1mxOo3Ff5LwT78dAm9L779SABSmNH0EmRg/c9MSUWKKtsgXEVEs2LrlG7Qu/AOUEpRuWml8oC5i8Z8kPv3sMyixt1xSFwHEgvV9LjE3GBERgKqqKt02h4P3JRGRufx+P/x+/fsn1brFBqbpHhb/SaKyskJze3WjH8qrdec6EZFxtm/frtvm92tPAUpEZJSGhoao7anl8TMxAYv/JKCUijrZDz7/i2FZiIi0RBv2Y7fbDUxCRBTJ6XRGb/dp3FsZo1j8J4Ha2tqo7f6qEmOCEBHpGD9+vG7bmDFjDExCRDHhm9eAT+4HGmOjqG6vE8Luj58bfnmHVRKwWKK/x/NMugWRs9YSERmnoKAAdrsdHo8nom3UqFEmJCIiU+z6CHj2NEAFh/t98Etg2OnA1e+amwuAzVcPry1Do8UPizXd8DxdxZ7/JJCRofVCbeHf/JJBSYiItJWVlQWGKLZhtVqxY8cOExIRkSmeObWl8A/Z9R6w7C5z8oSxij9yzSSlIFBwjrnUnFBdwOKfkGqJ7GkjIjJSdXW1ZvHv8/lQWVlpQiIiMtyqB6F7k+KqBwyN0pZSCi5LZuRChCJQsMJnj3ZzZWxh8U/wzfiV2RGIKMnZ7Xb4fD7Ntr59+xqchohMceRr/TavuWPq25t1TA06yaAk3cfiPwlo9aaF83/zb4OSEBFp27dvn25bdna2gUmIyDRTbtZvyyk2LIaWurq6qO3O1DSDknQfi/8kUF9fD/25PhXsfBUQkckOHDig27Z3714DkxCRaQZOArKHaLdd9rKxWdqwWqNPjaJyjzEoSfex7EsCgZ7/yOWoAcDmd0GOvdjYQEREbbjdbt22mpoaA5MQkaluKwFGXwhIsNjO6A9c+xnQf6KJoQCXy6VXSgUUxM+UxJzqMwkcOXJEv1EEqCoB+o0zLA8RUVtaU3yGuFwuA5MQkem++5rZCSIEev51qn8RSNsbgWMYe/6TQGNjY5RWAfrGz7tVIkpM0W6ma2qKn8VziCgx+Xy+yGk+m8XPTD8Ai/+kkJmZqf1mVSmkWH1AO+PYiIh6W7ReM6fTaWASIqJIKbYoJXM7E6vEGg77SQI+nw8ilshZf0SQPWCEOaGoa3w+4KmTgf2fBT63ZwAXPQMce5G5uYh6EYt/IjJbStNh3Tar0r9nKRax5z8J5Ofnw2KJ/FGLCIqLi40PRF334MCWwh8APHXASxcHlkMnimPRZtJISUkxMAkRUaRD3+qvQeATu4FJuo/FfxLIzMxEfn5+xHaLxYJjjomfqamS3t7PgXqdnodXrzI2C1EPKyoq0m079thjDUxCRBSpvCG+evejYfGfBNxuN8rKyiK2iwjnz44nG5/Rb6vTvxxJFA9mzJihuT0lJQUDBgwwOE2MWX4PcH8/4L6+wDs/DQz/IyJD2fqP120TFX3131jD4j8JlJaWag778Xq92LlzpwmJqEsGaRdHAAB7qnE5iHrBxo0bNbdHm/8/KTw8HFj+O6DhCNBYAXz+EPBA5JVcIupd2dnZujN9xtvQRBb/ScBms0G56yMblIK9bp/xgahrJlzVsuhJW6f81tgsRD3s66+1x9P6/f7oa5Uksk0vAlW7Irc3HQWW3Wl8HqIk5vV6oVf9p2ZkGxumm1j8J4G+qgJeaN+MMqjkeYPTULfctB6wtpn5ZNz3gJN/aUocop4SbZ7/pC3+P71Xv23t343LQUTYs2ePbltDQ4OBSbqPU30mgS1fvAsgU7Ntu2MCRhobh7qj3zjgt03AkS3A0Z3A8NMBm8PsVES9KtpMQAnNGmU4X9tOACLqVdFWGg9cFYgf7PlPAiWeftoNIjjiGG5sGOoZBWOAUeey8Kek0L9/f7MjmOOMB/XbZi0yLAYRAXl5ebpt8dZBweI/CUiq/lg0ZWHxSESxLT093ewI5hg8HRh5QeT2AVOB4682Pg9REmtqatJti1hENcZx2E8SGJjjQOkhjQalkO3wGJ6HiKgzXC4XHI4k7ai4YilQuhF496eA3wPMvgcYeorZqYiSTn29xsQpQTZbfJXT8ZWWusSz/T0AozTbRlR9AOBHhuYhIqJOKDwOmP+B2SmIklpjY6NuW7xdneSwnyRQrnIA0Zqeyo80f63RcYiIIojm36gAu117tjIiIqNEm8s/NzfXwCTdx+I/CdSnDQE0x6NZkD1skuF5iIjaijZmNtobAyIiI0yePFm3bdQo7dEVsYrFfxJo8kKn5x/wTb3V0CxERG1VV1dHbXc6Oa0lEZkrLS1Nt+3bb781MEn3sfhPArq9ZiLw+HzGhiEiaqO8vNzsCEREUR08eFC3rayszMAk3cfiPwnk5+drbhcRZGZqL/5FRGSUuro6syMQEUUVrfjPyMgwMEn3sfhPAhMnTtTcnp6eHnc3qRAREREZLdoVysLCQgOTdB+L/yRw9OhRzaE/jY2NcbckNRElnoKCArMjEBFFFW2ef7fbbWCS7mPxnwR27dqlOZOGxWLB4cOHTUhERNTC7/ebHYGIqMtcLpfZETqFxX8SiDZHNufPJiKz7d692+wIRERRZWdn67YNGjTIwCTdx+I/CYwZMwZQbWb1UQo2X5PuzcBEREaxWPhPERHFtkRaiJB/cZPAgRUvQOtHXVC3AXA1GB+IiCjM2LFjzY5ARInsi/8HPHMGsHpxlw9hs9k0t9vt9rjrwIivtNQlX9dnRi7yJYI9qRPhffZqc0IREQX5oqw3Em9T6BFRDKnaDyyyAm/fAux6D3jrRuAuK1Bb2ulDFRcX67bF2ygKFv8JTikFv2i/WwUEvlr9eWuJiIwQbdYxvd42IqJ2PToCQJsJBZQfeGR4pw+1bds2ze3xOGsii/8EF22MGgDYZ/3coCRERNqiLZ4Tb1PoEVEM8TZpb/d0fsiz3jz/SikcOXKk08czE4v/ZBDlDYAcf6FxOYhi3bpngEdGAg8NAz572Ow0SWPHjh26bU1NOv94ExFFY2CPfLzd8MvrqclMpN0rA0RJ44kTgNJ1LZ+/exvw2YPAT/ealylJRLtZjn+jiKhLenjIoN3vghv21h2qSkHgR58+fXr0XL2NPf8Jrr3Fc/gPKxGAbf9pXfiH1OwDPrnf+DxJJlqvmdVqNTAJESWUyQu1t0//aacO4/f74YZNc/IUUV74vniuiwHNweI/wVVXV5sdgSj2LV+k3/bFo4bFSFb19fW6bdFmAiIiiurcx4AzHwGszsDnthTgnMeBM//cqcMEOkqVdhsA/94vu5fTYBz2k+Di8S50IsNJlH4QC6+O9TYBAKU0709izz8Rdcv0HwUe3SAisCkPvBL590gA2E75cbeObzT2/Cc4l8tldgSi2HfqvfptMzgjVm/z1tdrT0ygFNLjbPEcIkpMPkuK5navOKDyhxmcpnv4VzXBcZo8og4YNhcYfHLk9ryRwLRbjM+TZBqjXKH0RBkSRERklIzMTM3tqWlpXOGXYktBQUHUdo/HY1ASohh37UrgireAwolA/jjg4ueBH2sv6kI9S+n9wykCF4f9EFEM0JuYID093eAk3ccx/wkuIyMjarvX6427+WmJes3IswMPMpTNZoPX44kc+qMUUrKyzAlFRBSklEJlZaVmW0VFhcFpuo89/0lg+HDtZayzsrKQkqI9ho2IyCh9+/bVHvMvgpEjRxofiIgojFLaM/201xarWPwngWOPPTZim4hg9uzZnOefiEwX7QplXl6egUmIiCIdPXrU7Ag9isV/glNK4aOPPorYLiKcBpSIYkK0Wck41ScRmS3RJk9h8Z/gjhw5ormAjt/vx4YNG0xIRETU2qFDh3Tb9u7da2ASIqJIubm5um3xOIKCxX+C27dvn24bV/8lolgQ7SpkY2OjgUmIiCJF+xsVj5OmJGzxLyIzROS/IlIpIg0islFEbhXRWJ5N/xjFIqKiPP7Vm19DT3A4HLpt7c0ERERkNg77ISKzpaenIzU1VbNt0KBBBqfpvoSc6lNELgDwCoAmAC8CqARwHoCHAMwE8J1OHnIDgKUa2zd3PaUxBg4cqNs2btw4A5MQEXVeFqf6JCKTiQhmzJiBFStWNF8FEBHY7XZMnjzZ5HSdl3DFv4hkAfgbAB+A2UqpNcHtvwXwEYBLReS7SqnO9NqvV0ot6vGwJmOPGhHFulGjRpkdgYgIw4cPR3p6OtatW4fa2loUFhbi+OOPR6bOyr+xLOGKfwCXAsgH8Eyo8AcApVSTiPwGwIcAFgKI+SE7PWH9+vW6bRs2bMCQIUOMC0NE1ElOp9PsCEREAIDCwkKcddZZZsfotkQs/ucGP76j0bYSQAOAGSLiVErpzy/X2gARuRFAHwAVAD5TSm3sftTeF20KPa1ZgIiIjOT3+6O2ezyeqPcuERFR5yRi8R+6Rry9bYNSyisiuwGMBTAMwJYOHvO04KOZiCwHMF8pFdPz0PXt2xf79+/XbEtLSzM4DRFRax6PJ2p7U1MT0tPTDUpDRKTP5/OhtLQUIoLCwkJYLPE5b04iFv/ZwY9681iGtud04FgNAO5B4GbfXcFtxwFYBGAOgA9FZKJSSrcLXURuAHADAAwePLgDp+xZAwcO1B36E+1mYCIiI7TXq9/emwMiIiPs3bsXH374YfPnIoLTTz8dAwYMMDFV18TkWxYRKWlnis22j+c6c/jgR9XejkqpI0qp3yml1iqlqoKPlQBOB/AFgGMAXN/OMRYrpSYrpSbn5+d3ImbPGDBggGYPv9VqxZgxYwzPQ0QUrr0FchJtZU0iij8NDQ14//334fF4mh9utxvvvPNOXP6NitWe/50ITNPZUQfD/j/Us5+ttSOArDb7dVpw+NDfAUwDcAqAv3T1WL2tqalJ84Vps9l056wlIooVhYWFZkcgoiT37bff6rbt2rULo0ePNjBN98Vk8a+UmteNp28DMBnASABfhTeIiA3AUABetAzj6aqy4MeYHoy6bds2+Hy+iO0ejwd79+5FcXGx8aGIiDrIZovJf6aIKIm4XC7NWsrn88Vlz39MDvvppo+CH8/UaDsFQBqAVZ2Y6UfP9ODH7r6J6FWHDx+GUpEjnPx+PyorK01IRETUoq6uLmp7e7MBERH1Nr25/JVSyM3NNThN9yVi8f8ygHIA3xWR5mXXRCQFwO+Dnz4e/gQRyRaR0SLSv832aSIScTeaiMwFcFvw087cb2A4rXeqIfxHlYjMFlotU0979wQQEfW2HTt26LZt2dLRiSNjR8JdT1VK1YjIDxB4E7BcRP4FoBLA+QhMA/oygBfbPO0iAE8BeBrAgrDt9wEYG5zWMzRf5nFoWUvgt0qpVb3wZfSYPn36aE71KSLIyckxPhARUZisrKyo7V6vl6uRE5GpKioqutQWqxKx5x9KqaUAZiGwqNclAH4EwAPgpwC+q7TGwWh7FoFZfaYA+AGAmwGMAPASgFOUUr+P8tyYMHLkSM2eM4vFYsrUo0RE4dqbJ5s9/0RktmhXKNu7ehmLEq7nP0Qp9SmAszu47xIASzS2/x+A/+vRYAbLzs5Gbm5uxPj+yZMnc9VMIooJmZmZqK2tjdiel5fHv1NEZDqbzaZ7Y29KSorBabovIXv+qcW3336LmpqaiO0bNmzgmH8iMp3L5dIs/IHA3NpERGYbMmSIbtuoUaMMTNIzWPwnuG3btmlekvL5fCgrK9N4BhGRcXbv3q3b1tTUmeVeiIh6x8knn6w5BNFms2HcuHEmJOoeFv8JTm+2H5/Px7G0RGS6jt+CRURkDpvNhquvvhp9+vRp3lZUVITvf//77d63FIviLzF1il7x7/f743JuWiJKLNEup7ODgohigd/vx4oVK1BVVQWbzQa73Y6qqiq4XN1dMsocLP4TXLSFvEpLSw1MQkQUSeuepBC9hXWIiIz09ddfY//+/fD5fPB6vfB4PKivr8cHH3xgdrQuYfGf4KJdUt+5c6eBSYiIIkW7ZJ6enm5gEiIibVu2bIm4f1IphYqKiricmIDFfxLjJXUiMlu0Rb7icSwtESWeaHP56w2vjmX8y5rgovWcjR8/3sAkRESRSkpKdNuOHDliXBAiIh3Dhw/X3J6amoqMjAyD03Qfi/8EN2vWLM3tGRkZyMvLMzgNEVFrFRUVum3x2KNGRImnb9++mttTU1PjchQFi/8Et2vXLs3tLPyJKBbk5OTotqWmphoXhIhIxzfffKO5vbKykmP+KfZs375dc/vevXs5vzYRmc7tduu2DRgwwMAkRETa9Ap8i8USl4sRsvhPYH6/H36/X7edxT8RmW3Hjh26bVVVVcYFISLSMXDgQN0JCLKzsw1O030s/hNYfX297lg0i8XCmTSIyHR1dXW6bfX19QYmISLSdvzxx8Nut7eqm2w2G6ZNmwar1Wpisq6xmR2Aek9KSgpERLOHP9o4WyIio1itVt1p9Ox2u8FpiIgipaen49JLL8X69etx4MABpKenY8KECSgqKjI7Wpew+E9gdrsdo0aNwrZt21oN/7FarZg6daqJyYiIAtLT0+FyuTTb8vPzDU5DRKQtNTUVQ4YMQX5+PgoKCuK6E5XFf4Lr168ftmzZ0mqb3++Py3lpiSjxpKWlobKyUrNNb3o9IiIj1dTU4M0334Tb7YZSCkopDBs2DLNnz+ZUnxRblFJYtWqV5vaPP/7YhERERK1FWzkzHv9RJaLE88EHH6ChoQEejwderxc+nw+7d+/G1q1bzY7WJSz+E1hjY6PuNHpcOZOIYkG0ObJramoMTEJEFKmurg5Hjx6NuH/S6/Xqzv8f61j8J7Boq2Nymk8iigXRpiPmjGREZDav16t7FTLalctYxr+sCaysrMzsCEREXZabm2t2BCJKctnZ2Zozj4kIhg8fbkKi7mPxn8Ci9ZqxR42IYkFjY6NuW3p6uoFJiIgiiYjmQl5KKfTr18+ERN3HCjCBRVt4gvNnE1EsiDY8saSkxLggREQaGhsbcfjwYc229evXGxumh7D4T2DRetTidZwaESUPp9NpdgQiSnIVFRW690lWVFQYnKZnsPhPYHl5ebptNhuXeCCi2MZ5/onIbNE6S+N1CHV8pqYOiVb8Dx482MAkRESdl5qaanYEIkpy0VbyzcrKMi5ID2Lxn8DKy8ujjvsnIopl8XpJnYgSR1VVlW5btHVKYhmL/wTW2Nioe0kq2v0ARESxINoaAERERohW/Dc1NRkXpAex+E9gBQUFmv942mw2DBo0yIREREQdpzW9HhGRkfr06aPblpKSYmCSnsPiP4GlpqZi9OjRESvTpaSkYPTo0SalIiLqmGj/6BIRGaG+vl63LV5nJGPxn8C8Xi92794dMUWViPBeACKKeQ6Hw+wIRJTk9u3bp9vmdrsNTNJzWPwnsF27dmm+MJuamqK+mImIYkHbq5ZEREaLthBhvE6bzuI/gR09elRzflqv1xv1BhYiIqNEmyebVyiJyGwZGRm6bQMGDDAwSc9h8Z/AMjMzNbcrpZCenm5wGiKiSGlpaZrbHQ5H3C6gQ0SJI9qsY/E6KQH/siawuro63bZoN7AQERlF72+R2+3mVJ9EZLpoU6NHq7NiGYv/BFZSUqLbVl5eblwQIiIdbSckCMfin4jMFq2z1OVyGZik57D4T2DR3pF6PB4DkxARaYs2tIfDfojIbNE6KHjDL8WcaL1mdrvdwCRERNpGjBihuX3QoEEs/onIdEOHDtVti9c1k/iXNYFFe0ealZVlYBIiIm0TJkyImNUnJSUFs2fPNicQEVGYY489VrMjIj8/P24XImTxn8D69u2r2zZkyBADkxARafvwww8jrlJyOmIiihWlpaWaxX91dXXc3pfE4j+BafWoAYE5a/Pz801IRETU4ujRo6iuro4YU+v1erFp0yaTUhERtdi2bZvmmkl+vx+lpaUmJOo+Fv8JbNCgQZg4cSKsVivsdjvsdjvS09Nx9tlnc+VMIjJdU1OT7uqZ8TqFHhElFrfbrbnd7/fHbc9/fN6mTB02adIkHHvssSgtLUVKSgoKCwtZ+BNRTHA6nbozaTQ0NBichogokt7fKL/fzzH/FJtcLhd27NiBXbt2obS0FE1NTWZHIiICAKxdu1a3jcU/EcUCvUW+rFZr3P6dYs9/Aqurq8Orr74Kr9cLr9eLkpISbNiwAeeffz7y8vLMjkdESS5eL5kTUfLQmxrd7/cjPT3d4DQ9gz3/Ceyzzz5DU1NT840qPp8PbpcLK1euNDkZEREwY8YM3bbs7GwDkxARadMb8w/E75pJLP4T2L49eyI3iuDI4cO6N9kRERklIyMDTqdTs+2cc84xOA0RUSSXy6W5XUR022Idi/8EJjrj+8XvB+L0BUtEiePw4cO6/3hWVFQYnIaIKJLemkl2ux0pKSkGp+kZLP4T2OCvv4HF42m1TbxeFG7fDlVZaVIqIqKAjRs36rZt3rzZwCRERNqmTp0Km631LbI2mw1Tp07VXPwrHsRnauqQsZWVyN23D1a3G1aXC1aXC5lHyjD+/Q9hjbL6LxGREaINP9SbXo+IyEj5+fk477zzMHDgQDidTvTp0wdz587FmDFjzI7WZZztJ4Hl3v5TTP/elajOzkZtvwKkV1Qit7ISGTfdCInTS1VElDgyMzN124qKigxMQkSkLz8/P6HuQ2LPfwJzTp2KPk/9H/pkZ6No02b0aWpC1i9+jqzbf2p2NCKi5pnItOjdCExERN3Dnv8EVz92LLbfvQiNjY0YMmQICo45hiv8ElFMSEtL023jVJ9EFCsOHTqEzz//HPX19SgoKMCJJ54Y9cplrGPxn8C2bduGTz75BH6/H0op7N+/H19//TXOP//8iJtXiIiMFm3+bE5HTESxYPPmzVi1alXz5yUlJdizZw8uvfRS5Obmmpis6zjsJ0F5PB58+umn8Pl8zTfOeb1eVFVVYdu2bSanIyICmnSmI7bZbLptRERG8fv9+OyzzyK2K6Xw0UcfmZCoZ7D4T1BlZWWaw3u8Xi927dplQiIiotYGDRqkeRVSKYV+/fqZkIiIqMWRI0d0Zx6rjOMp01n8Jyi73a57Mx2n0COiWDBs2DBkZmbCarU2b7PZbBg1ahSysrJMTEZEhKhDpOP5/kkO/E5QDodDt8jnWFoiigU2mw0XXnghNm/ejF27dsFms2Hs2LEYPny42dGIiNCnTx/YbDbNztTi4mLjA/UQFv8JqqKiQretrq7OwCRERPrsdjuOP/54HH/88WZHISJqRURw9tln480332zVoZqeno7Zs2ebF6ybOOwnCcXrctRERERERqqurm41xEdEMHDgwFbDFeMNq8AElZeXp9sWz3PTEhERERmhqampecr0EKUUdu3ahYMHD5qYrHtY/Ccot9utezMKx/wTERERRbd//37N0RJerxc7d+40IVHPYPGfoJRSujf8ctgPERERUXTR6qV4rqXiNzlF5XK5dNvieZwaERERkRGKioo0O1JtNhtGjBhhQqKeweI/Qa1fv163rayszLggRERRuFwurF+/Hu+++y6++OILzkZGRDHD4XBg3rx5sFqtsNlssFqtsFqtGD9+fFwvRMipPhNUTU2NbhvH/BNRLKirq8Orr74Kj8cDn8+Hffv24euvv8a5556LgoICs+MREWHIkCG48sorUVJSAq/Xi8GDB8f9IoTs+U9QaWlpum0pKSkGJiEi0vbFF1+gqampuUPC7/fD6/VixYoVJicjImqRkpKC0aNHY9y4cXFf+AMs/hPWqFGjdNvGjh1rYBIiIm0lJSWa26uqqqLet0RERF3H4j9BjRo1CjZb5Kguu92O8ePHm5CIiKiF3+/XHYKolOLEBEREvYTFf4KyWq0YMGBAxPZx48ZpvikgIjKS2+2O2s6/U0REvYPFf4I6cOCA5upzGzduRENDgwmJiIhaRJt4wG63G5iEiCi5sPhPULt374bX643YLiLYv3+/CYmIiFo0NTXprkLOIT9ERL2H11UTlFbhH9oez6vSEVFiSE1N1V2FnMU/EcWKpqYmbNy4EXv37oXT6cT48eNRXFxsdqxuYfGfoPz/v717D5Lrqg88/v3N9IzGEnoLIYnoZRnbYGERLMeJXDYWjsGQBxI4lHdxAl7YZamtXWez2RQJeUBCklr+WBvygDgOOOBUwHEc4xRYBJCNAAezNms7lonAQrIsFL0t6zXjUU+f/HHvWK2Z6dFopqd7uu/3U3XrTt9z+9xf15y6/bu3zz2nUqlZ1t3d3cBIJGm4wTv/I10A1LookKRG6u/v595776W3t/elrooHDhxgzZo1XHbZZU2Obvy8BdymTp06NeL2iKhZJkmNMmPGjJpJ/owZMxocjSQN9/TTT5+R+EPWg+Lxxx+nr6+viZFNjMl/m6r1pZpSYt68eQ2ORpLO1NvbW7PPvyRNBbt27RpxcIKOjg4OHjzYhIjqw+S/TdUa0ScinDxHUtP19/fXHM7Tbj+SpoKXvexlI26vVCqcd955DY6mfkz+29TMmTNrlk2fPr2BkUjScPPnzx9xe2dnJ+eff36Do5Gk4ZYvXz7i9q6urprnsFZg8t+maiX/XV1dzJo1q8HRSNKZOjs7ufrqqymVSi91/ymVSsycOZNLLrmkydFJEuzcuXPE7adOnTrrRIVTmaP9tKldu3aNuL1cLtPX10dPT0+DI5KkM61atYq5c+fy9NNPc+LECZYuXcqFF17o7L6SpoQDBw6MuL2jo4Pjx4+37DOUnmHb1GhXpLXmAJCkRps3bx6XX345KSVvSkiaUubMmcPRo0eHba9UKi3dhdrkv03VunPW6g+pSGofx44dY/PmzS/dXZs7dy7r169v2btpktrL61//en784x+fMeJPZ2cnq1ataumbFfb5b1MnTpyoWdbb29vASCRpuIGBAb74xS+yf/9+KpUKlUqFQ4cOcf/997d0X1pJ7WPhwoVcd911zJw5k4igVCrx6le/mquuuqrZoU2Id/7b1Ggz/HZ1dTUwEkkabteuXZw6dWrYsJ6VSoVnnnmG17zmNU2KTJJOW7ZsGUuXLqVcLtPZ2UlHR+vfNzf5b1MRUXOs7O7u7gZHI0lnOnbs2IjPH5XL5RH72EpSs0REW904bf3LFw2TUqo5c2ZXV5ezakpquvnz59e8QbFgwYIGRyNJxWHy34bK5XLNbj+nTp1qcDSSNFxfX1/Nsnb4WV2SpirPsG1otKE8vesvaSp49tlnx1UmSZqYtkv+I6IrIm6JiM9ExOMR0R8RKSLeN4E610XElyPicEScjIgnI+JXI6KznrHXS/WMmUPZ31/SVFA9dN65lEmSJqbtkn9gBnAb8B5gEbB3IpVFxNuALcDVwD8AfwZ0A7cCn59I3ZOlq6uLpUuXDtve0dHBmjVrmhCRJJ1ppHPUWMokSRPTjsn/SeCtwJKU0iLg0+OtKCJmAX8JDADXpJTem1L638DrgH8GboiIGycecv1dc801zJ8/n1KpRKlUorOzkxUrVnDppZc2OzRJ4oILLmDatGnDtk+bNo1Vq1Y1ISJJKoa2G+ozpdQPPFCn6m4AXg58NqX0aNUx+iLit4GvAx9gCv4C0NPTw9vf/nYOHDjA8ePHmT9/PrNnz252WJIEZN0TN2zYwObNmzl48CARwYIFC1i/fn3NGcolqdEOHz7M1q1bOXHiBEuXLuWiiy5q+XNUa0c/+d6YrzeNULaF7FeGdRExLaX0YuPCGpuIYOHChSxcuLDZoUjSMLt37+b555+ns7OTSqVCqVSip6en2WFJEgDbt2/nG9/4BgMDA6SU2LNnD0899RQbN25s6Wco27HbTz1dlK9/MLQgpVQGdpBdQJ3fyKAkqdU999xzPPLII5TL5ZeGJ967dy9f+9rXmh2aJDEwMMCWLVsol8svzUlSLpc5fvw4W7dubXJ0E2PyP7rBfjIv1Cgf3D6nVgUR8V8i4tGIePTAgQP1jO2syuUyO3fu5JlnnuHkyZMNPbYkjebJJ58cNizx4AXAiRMnmhSVJGUOHTo04vaBgQF27NjR4Gjqa0p2+4mIncDyc3jL36SUbpqkcEYzOJ7myNNUAiml24HbAdauXVtzv3rbu3cvmzZteulqtVKpsHbtWkf7kTQlHDt2rGZZb28vM2bMaGA0knSm7u7umrOQt3KXH5iiyT+wHag9/eNweyYpjsE7+7WelJ01ZL8pYWBggE2bNtHf33/G9scee4zFixf7DICkpuvsHHmalIGBAQcnkNR0c+bMYebMmRw5cuSMi4BSqcTq1aubGNnETcnkP6V0bbNjyG0D1gIXAo9VF0RECVgJlIEfNT602nbv3j3i1Wq5XGbbtm0m/5Karq9v5Ps7EUFvby9dXV0NjkiSzvTmN7+ZL33pSy+dryqVCqtXr2b58nPpnDL1TMnkfwrZDLwLuB742yFlVwPTgS1TbaSfof1oqw39NUCSmqG7u5ve3t6aZZLUbLNmzeLGG29k37599Pb28opXvILp06c3O6wJ84FfICJmR8TFEbF4SNE9wEHgxohYW7V/D/DR/OUnGxTmmL3yla+kUqkM214qlZw8R9KUUOvOfkdHh8N9SpoyIoJFixaxcuXKtkj8oU2T/4j4YETcGRF3AhvyzTcPbouI9w15y0bg+8AfV29MKR0F/jPQCTwUEXdExMeAx4GfIbs4+MKkfZBx6unp4YorrjijT22pVGLx4sUsW7asiZFJUubw4cMjbh8YGPAXSkmaRO3a7ed64A1Dtq3Ll0F3jKWilNJ9EfEG4EPAO4Ae4Bng14BPpFqPgjfZ6tWrWbRoEdu2baO/v5+VK1eybNkyOjra8npPUgupVCoj/jo5yPOUJE2etkz+U0rXnOP+dwJ3jlL+beCtEwqqCRYsWMCCBQuaHYYknWG0xD8iKJXa8qtJkqYEb69IkhqqVCrVHM5z8eKhj15JkurJ5F+S1HBXXXUVpVKJiGyuxIigq6uLdevWneWdkqSJ8LdVSVLDLVmyhA0bNvDEE0/w/PPPs3DhQtasWcPMmTObHZoktTWTf0lSU+zatYvnnnuOU6dO0dHRwcDAQLNDkqS2Z7cfSVLDffWrX+W73/0ufX19DAwMsH//fu6++26OHDnS7NAkqa2Z/EuSGurkyZPs2LFjxLKHHnqoscFIUsGY/EuSGmrXrl01yw4dOtTASCSpeEz+JUkNNWvWrJplXV1dDYxEkorH5F+S1FBLliypOZHXmjVrGhyNJBWLyb8kqeE2btw47C7/ypUrTf4laZI51KckqeHmzp3LzTffzJ49ezh69CjLly/nvPPOa3ZYktT2TP4lSU2zZMkSlixZ0uwwJKkw7PYjSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiQVhMm/JEmSVBAm/5IkSVJBmPxLkiRJBWHyL0mSJBWEyb8kSZJUECb/kiRJUkGY/EuSJEkFYfIvSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiQVhMm/JEmSVBAm/5IkSVJBmPxLkiRJBWHyL0mSJBWEyb8kSZJUECb/kiRJUkGY/EuSJEkFYfIvSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiQVhMm/JEmSVBAm/5IkSVJBmPxLkiRJBWHyL0mSJBWEyb8kSZJUECb/kiRJUkGY/EuSJEkFYfIvSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiRV27cV/urKbNm3tdnR1FWp2QFIkiRJU8anr4Jd3zr9+pOrYek6eO+3mxdTHXnnX5IkSQJ4+t4zE/9Bzz0MW+9pfDyTwORfkiRJAnjgf9Qu23RL4+KYRCb/kiRJEkC5t3bZqb7GxTGJTP4lSZIkgNfeVLvs0lHKWojJvyRJkgTw1o9DR/fw7R3dWVkbMPmXJEmSBv3WCTj/TRCd2bLyZ7NtbcKhPiVJkqRBpRL8yleaHcWk8c6/JEmSVBAm/5IkSVJBmPxLkiRJBWHyL0mSJBWEyb8kSZJUECb/kiRJUkGY/EuSJEkFYfIvSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiQVhMm/JEmSVBAm/5IkSVJBmPxLkiRJBWHyL0mSJBWEyb8kSZJUECb/kiRJUkGY/EuSJEkFYfIvSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiQVhMm/JEmSVBCRUmp2DIUREQeAZyeh6gXAwUmoV8Vlm1K92aZUb7Yp1VO7taflKaWXj1Rg8t8GIuLRlNLaZseh9mGbUr3ZplRvtinVU5Hak91+JEmSpIIw+ZckSZIKwuS/Pdze7ADUdmxTqjfblOrNNqV6Kkx7ss+/JEmSVBDe+ZckSZIKwuRfkiRJKgiTf0mSJKkgTP5bRER0RcQtEfGZiHg8IvojIkXE+yZQ57qI+HJEHI6IkxHxZET8akR01jN2TW31aAcRsSJvj7WWz0/mZ1BjRcRPRMSnI2JPRLwYETsj4raImNuMetT66tEW8vfUOgftncz4NbVExA0R8ScR8c2IOJq3gbvGWVfbnadKzQ5AYzYDuC3/ex+wF1g63soi4m3A3wN9wBeAw8AvALcCVwK/NIFY1SImoR08Adw3wvanxh+lppKIWAU8DCwEvgj8K/BTwC3A9RFxZUrpUKPqUeurc1t4gdPfldWO1yFUtY7fBtaQ/d93AxePp5K2PU+llFxaYAG6gbcAi/PXHwYS8L5x1DUL2A+8CKyt2t5D1sgTcGOzP7PL5C71bAfAinz/O5v9uVwmvd18Jf9f//ch2/9vvv1TjazHpfWXOrapncDOZn8el+YvwHrgVUAA1+Tt6K5x1NOW5ym7/bSIlFJ/SumBlNK/1aG6G4CXA59PKT1adYw+sqtlgA/U4Tia2mwHOicRcT7wJrIk68+GFP8ecAL45YiY0Yh61PpsC5oMKaUHU0o/THmmPh7t3DZN/ovpjfl60whlW4CTwLqImNa4kNQEk9EOlkTE+yPit/L1pROOUlPJYJv5p5RSpbogpXQM+DYwHfjpBtWj1lfvtjAtIm7Kz0G3RMR6n2PTOLXtecrkv5guytc/GFqQUioDO8ieBzm/kUGp4SajHVwHfAr4w3z9REQ8GBHLJhirpoaabSb3w3x9YYPqUeurd1tYBHyO7Bx0G7AZ+GFEvGG8Aaqw2vY8ZfJfTLPz9Qs1yge3z5n8UNRE9WwHJ4E/AC4D5ubLG4AHyfpbfr0VfxrVMPVqM56DNKiebeEzwLVkFwAzgNcCf0H2TNIDEbFm3FGqiNr2PGXy30BnGYZspGVcw1LVI9R8Pe6+cmqMSW5TY24HKaX9KaXfTSl9L6V0JF+2kPWXfAS4ABj3sLRqGfU6d3gO0qBzOQ99JKW0OaW0L6V0MqX0VErpv5I9nHke2UAZUr207HnKoT4bazvZkIpjtWeS4hi8Wp1do3zWkP00dU2kTU16O0gplSPiDuAK4Grg4+OtS1NCvdqM5yANakRb+BTwv8jOQdJYte15yuS/gVJK1zY7htw2YC1ZP7XHqgsiogSsBMrAjxofms7FBNtUo9rBgXxtt5/Wty1f1+rj+qp8XauPbL3rUetrRFvYn689B+lctO15ym4/xbQ5X18/QtnVZE+vP5xSerFxIakJGtUOBkdC8GKy9T2Yr98UEWd8f0TETLKJ4XqB7zSoHrW+RrSFn8nXnoN0Ltr2PGXy38YiYnZEXBwRi4cU3QMcBG6MiLVV+/cAH81ffrJBYap5zrkd1GpTEXFFRHQPPUBEvBH4n/nLZj3DojpJKW0H/onsAcr/NqT4I2R3Vj+bUjoBEBFdeXtZNZF61L7q1aYi4pKImDe0/ohYDvxp/tJzkIYp4nkqJjD/gRosIj7I6SmqX0c2dfXDnB5u6lsppTuq9n8P2egHf51Ses+QujaQJX99wOeBw8Avkg1tdQ/wzolMjqHWcK7toFabioiHgEuAh8imUge4lNPjJP9OSmnwgkItbITp7r9P9kzHerKfv9elfLr7iFhBNmTssymlFeOtR+2tHm0qIj4MfJDsbu0O4BiwCvg5slnLvwxsTCn1N+Izqbny77YN+ctFwJvJfvn5Zr7tYErp1/N9V1Cw85R9/lvL9WTDJ1Zbly+D7mAMUkr35eMefwh4B9nJ8Rng14BPmPgXQx3bweeAjcDlwFuALmAfcDfwpymlb47yXrWQlNL2/Jei3yc7J70V+DfgE8BHUkqHG1mPWl+d2sKDZDctfpKsm88M4AjwLbLz0+f8XiuU1wHvHrLtfE7PW/Ms8Otnq6Rdz1Pe+ZckSZIKwj7/kiRJUkGY/EuSJEkFYfIvSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiQVhMm/JEmSVBAm/5Kks4qID0dEGmHpi4jdEXF/RLwzIuIs9bwlIm6PiK0RcTgiTkXEoYj4bkTcFhFXjDGej1XFcNcY37MiIm6KiFsj4hsRcbSqjhVjqUOSWp0z/EqSzioiPgz8Xv5yX1XRbKCn6vUDwMaU0otD3n8h8DfA2qrNA8ALeR2dVdsfBN6ZUjpYI5YS8BywKN/UByxOKR05y2e4E3h3jeKVKaWdo71fktqBd/4lSeckpbRocAFmAKuBr+bFbwE+Wr1/RFwOPEKW+J8A/hhYA3SllOYD3cAlwIfILizWAz8xSgg/R5b4Pw1sJrv4+I9jCL0CbAf+Dvgg8JtjeI8ktRXv/EuSzqr6zn9KaVjXnojoAf4FuAA4BsxLKZUjYj7wOFkyvwd4U0pp6yjHmQ7cCvx5SumJGvvcD/wCWQK/F7gTeCyltHak/ave15lSGqh6fQ3ZrwzgnX9JBeGdf0nShKWU+sjuqAPMBC7O//4NTt/F/w+jJf55PSdTSu8nu5AYJiIWk/26UAHuAv6e7NeEyyJizVnqHhitXJKKwORfklQvu6v+npX3zX9//vrrKaUtY60opVSpUfRuoJTX9+OU0nGyCwCA955rwJJUNCb/kqR6WVH192GyPv6z89f/UKdj/Kd8/dmqbX+dr98VEdPqdBxJaksm/5KkCYuIWcC78peHgR+QPcQ76P/X4RhXA68CjgP3VhU9SDb6zzxgw0SPI0ntzORfkjRuETEnIq4lG3VnSb7543m3nflVux6uw+EGu/Xck1I6ObgxZSNXfG7IPpKkEZj8S5LOSfUkX8DzwNeAy/Liu4A/HNy16m0TGlou/2XhhvzlZ0fYZbDrz7URsXwix5KkdmbyL0k6V/uqll3A94C/At6YUvrlqlF1qifpms/E3AhMz4/30NDClNIPgO+Qfa+9Z4LHkqS2VWp2AJKk1pJP7jUW1cN6/iTw8AQOO9idZxlQiRg21UC1myPi95MT2UjSMN75lyRNlkeBF/K/N463kohYDfzUObxlOXDteI8nSe3M5F+SNClSSmXg9vzltfloPWMSEdXfT4N3/b9HNoHYaMt9Q94jSapi8i9JmkwfA/bkf/9tRFwy2s4RcV5E/Dnw2vx1N3BTXnx3Sun4aAvwhXzfjRExdxI+jyS1NJN/SdKkSSkdBN4BHCUbCvSRiPijiFgdecf9yFwcEb8BbAc+wOmRgt4GLMj//rsxHPIfgV5gGqfnHSA/TldELBhcOD0BGcDc6rKI6BrfJ5akqc3kX5I0qVJK3wF+mqzbzgzgN4F/Afoj4hDQD3wf+D/AYuArZJN2wenuO4+llH40hmOdAB4Y8t5BVwIHqpb7qsq+N6TsyjF/QElqISb/kqRJl1L6fkrpMuDnyYYF/VeymXpnkf0q8P+AW4HLUkrXp5QORcRS4Lq8irvP4XCD+74uIl5flw8gSW0iHAlNkiRJKgbv/EuSJEkFYfIvSZIkFYTJvyRJklQQJv+SJElSQZj8S5IkSQVh8i9JkiQVhMm/JEmSVBAm/5IkSVJBmPxLkiRJBWHyL0mSJBXEvwO5F/6h/r0x3wAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5939\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5810\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5694\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5583\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5474\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5356\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5248\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5147\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5091\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4997\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4873\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4787\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4704\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4599\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4521\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4428\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4338\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4247\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4151\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4074\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4003\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3935\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3834\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3785\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3672\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3597\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3526\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3445\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3381\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3325\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3247\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3183\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3130\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3063\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2988\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2967\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2899\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2835\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2819\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2731\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2706\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2655\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2607\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2601\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2563\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2545\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.2476\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2453\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2431\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2394\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[124 13]\n", " [ 3 5]]\n", "Final learning f1 score 0.3846153846153846\n", "Final learning precision score 0.2777777777777778\n", "Final learning recall score 0.625\n", "Final learning kappa score 0.33371625502584734\n", "\n", "\n", "Executing fold: 3\n", "\n", "\n", "Model: \"model_66\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_67 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_22 (TFOpLambda) (1, 5, 8) 0 input_67[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_22 (Conv1D) (1, 3, 8) 200 tf.reshape_22[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_22 (Flatten) (1, 24) 0 conv1d_22[0][0] \n", "__________________________________________________________________________________________________\n", "dense_88 (Dense) (1, 25) 625 flatten_22[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_22 (Reshape) (1, 5, 5) 0 dense_88[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_22 (TFOpLamb (1, 5) 0 reshape_22[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_66 (Lambda) (1, 5) 0 tf.math.reduce_sum_22[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_22 (TFOpLamb (1, 5) 0 lambda_66[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_22 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_22[0][0] \n", " reshape_22[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_22 (Sl (5, 5) 0 multiply_22[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_22 (TFOp (5, 5) 0 tf.__operators__.getitem_22[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_22 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_22[0][0] \n", " input_67[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_67\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_68 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_89 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_90 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_91 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_68\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_69 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_67 (Lambda) (None, 8) 0 input_69[0][0] \n", "__________________________________________________________________________________________________\n", "model_66 (Functional) (5, 8) 825 lambda_67[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_68 (Lambda) (None, 8) 0 input_69[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_22 (TFOpLambda) (None, 8) 0 model_66[0][0] \n", " lambda_68[0][0] \n", "__________________________________________________________________________________________________\n", "model_67 (Functional) (None, 2) 33877 tf.concat_22[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[78 59]\n", " [ 3 5]]\n", "Rough learning f1 score 0.1388888888888889\n", "Rough learning precision score 0.078125\n", "Rough learning recall score 0.625\n", "Rough learning kappa score 0.04524214103653357\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5978\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5858\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5763\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5662\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5574\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.5472\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5375\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5285\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5226\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5121\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5017\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4932A: 0s - loss: 0.494\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4839\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4741\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4669\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4575\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4487\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4404\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4314\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4233\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.4163\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4099\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4000\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3954\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3851\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3767\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3696\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3621\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3561\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3492\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3428\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3351\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3290\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3243\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3170\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3173\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3070\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3016\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3011\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2922\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2881\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2832\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2785\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2780\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2720\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2682\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2653\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2622\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2577\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2551\n" ] }, { "data": { "image/png": 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pVkrpduD4/KrVWIkPbZZhPLngD7nbUFWn4n02LaW0tCG4tVXxeveMiL5L2yEi2gED6qrBlNLbKaUT+fZndNdKmyvmBFgtIspQTXUlN4M8VP87a5tK+1RVeeK16nq7C+U9KykjBm1JWvVm5pebVrP9r6uqkEpuJTeUvRi4YlkTYuUncutQadXMSv/+3nOKiLbAeXVUZyF6A6iYGOtXUemi0EqOYCkTyNWBJ8kNfYXqZx0/mW970ytmjScimi/n3JVn01+SP2Z5vdTfO6Yu5Ed83JX/8uSI+N4IifzEYSfnv7yj6vY68iTwVf7fv61mn19Qs3kOvmMFvh+VX9dnyd3eC+CiVTApXWPxNd8O017a76wSqtw/eynHV+iwtB0K6D0rKSMGbUla9R7LL8+LiP3yf9QREb0j4nZyt4T5qtqj60F+2OSv8l/uCTwZEUMqAnfkrB8RPyF3He+PKh3+Ht/euurGiPimNy8iBpG7b/DKziZc8PJ/UP8u/+UPgH9WzBYdES0i4njgGurhe5qfBfz8/JeHRsTVEbFavu1WEXEmcHF++10ppcqzYR8SEcMj4uSI6FOxMiKKI+IHfPuBz4sppRn5fw+OiLci4tyI2CAiivLHREQMJnffYMhN8PR23T5b/kJucr1OwFP59ipqHkJuYqsO5HoR6+XDqvzr/cf8l0dHxMUVvf0R0S4ifgv8hm9v1bUiHoiIGyPih5U/yIqIThFxHt/2ij5SqZ4lwBnk71ENPB0R21T6vrSLiB0i4raI2HAlamqU8ncWqBghcGFE7FTpNduI3GtcBsyp5vgZfDvB2bEVv8OXIvP3rKTsOOu4JK1655Eb/rkacC+wOCLmAO3z239DLrBtvyqLSildmu9V+19yQ42HkZtNehbQju/O2psqHZci4nRys1f3B0ZFRMVM1a3IzT6+F8u+xU2DllK6PSK2BM4BjgSOiIgZQBtyr9sz5Ca4+zUrd4/lZbV9eT4on0uud+ykfNtt+fb/+WeBE6scWnGf9sEAEbEAmE3uQ5GKD+I/IzdRVGUbAxfmH4si4mty792Ktr4GDqvrie1SSp9ExD7kZjbvDwzP/9zAt7NCzwD2yd+Lvr5cAmxO7vt8NnBmRMwk9zNSDNxJ7r7QR6/geVsCx+Yf5F9X8uetcA/fXq8NQErp0Yg4htxkdtsALwALImIe3+1tre7+8E3VOeRuubcmuTsmLIiIheR+bhaTe9//kepnHL86v/1Mcj9zk8kNKX8ppXQIFNR7VlIG7NGWpFUspfQxud6SG/h2Vtv55G759YOU0v9mWNvfyM1CfRHwVr6uDuQC2CvkZpUeDNxe5bj/krsG+WFyfziWkLtNzk3AFimlp2nkUkrnkptg6TlytzJqDrwP/JzcByeV/7Cu67Z/AuxE7oObL8kF/FnkAvZxwK5LuQXSQ8BR5L5Hb5K7BKB9/riXyQ2N7p9SGl3pmFfIjbi4itxs41Pzx8wnN4T+AmCDlNILdf0cAVJKz5N7f/6D3GtbRO4Dg/fJBcl6a7tSDeUppaPIvXYvkRvSXULuWv1TgMNW8tRnkrsu/hHgI3LPqyW53xEPAfunlA5MKZVXPTCldAu51+ViciNMFgOl5O6V/gC5DwXeX8m6GqX86I6tgLvJvY+LyL337wYGp5RuXc4p/kLug5ZR5G7L2IPc5SHfGSJeCO9ZSdmI7090K0mS6lpEDCf3IcX/Syn9cXn7S5KkhssebUmS6llEbM+3M5I/tqx9JUlSw2fQliSpDkTEFRFxTER0r5h5PCI6RMTJ5K7RBHgmpbTcW2xJkqSGzaHjkiTVgYh4g29vFbSA3CRwHfj2PrvvAbs56ZEkSY2fQVuSpDoQEXsB+5KbYGk1cpOEfQ28C9wHXJtSmlv9GSRJUmNh0JYkSZIkqQ55H+161KVLl9SrV6+sy5AkSZIk1bEuXbrw+OOPP55S2r3qNoN2PerVqxejRo3KugxJkiRJUj2IiC5LW++s45IkSZIk1SGDtiRJkiRJdcigLUmSJElSHTJoS5IkSZJUhwzakiRJkiTVIYO2JEmSJEl1yKAtSZIkSVIdMmhLkiRJklSHDNqSJEmSJNUhg7YkSZIkSXXIoC1JkiRJUh0yaEuSJEmSVIcM2pIkSZIk1aGCDtoR0SMiboyIzyJiQURMiIiLI6LjSpxr24i4NyI+z5/r84h4IiL2qGb/wRHxSERMj4i5EfFWRJwTEcW1f2aSJEmSpMaqJOsCqhMRfYERQDfgQWA0sBVwNrB7RAxJKU2r4bnOA/4ITAX+C3wOdAE2B3YAHqmy/97AvcB84C5gOvBj4CJgCHBg7Z6dJEmSJKmxKtigDVxJLmSflVK6rGJlRFwInAv8GThleSeJiAPJheyngP1SSrOqbG9W5et2wHXAEmCHlNKo/PrfAs8AB0TEISmlO2vx3CRJkiRJjVRBDh2PiD7AbsAE4Ioqm38HzAGOjIjWyzlPEfB/wFzgsKohGyCltKjKqgOArsCdFSE7v9984Lz8l6fW+MlIkiRJkpqUggzawE755RMppfLKG/JheTjQCth6OecZDPQmNzT8q4jYMyJ+GRFnR8Sg5bT92FK2DSUX2gdHRPMaPA9JkiRJUhNTqEPH18svP6xm+0fkerzXBZ5exnm2zC+/BF4DNq68MSKGAgeklKbUpO2U0uKIGA/0B/oA7y+jbUmSJElSE1SoPdrt88uZ1WyvWN9hOefpll+eArQEdgHaAhsBjwPbAf+up7YlSZIkSU1QoQbt5Yn8Mi1nv4pbcQW5nuunU0qzU0rvAvsCnwDbL2MY+Qq3HREnRcSoiBg1ZcqUpe0iSZIkSWrECjVoV/Qat69me7sq+1Xnq/xyXErpzcobUkrzyPVqQ+62YXXSdkrp2pRSWUqprGvXrsspL1sLF5cvfydJkiRJ0gop1KD9QX65bjXb18kvq7uGu+p5ZlSzvSKIt6xJ2xFRQm5ytcXAuOW0XdD+PWoSe176AlNnL8i6FEmSJElqVAo1aD+bX+6Wv0XXNyKiLTAEmAe8tJzzDCUXiteJiNKlbN8ov5xQad0z+eXuS9l/O3KznY9IKTXohLp259ZM+mouR1w/khlzF2ZdjiRJkiQ1GgUZtFNKY4EngF7A6VU2/x5oDdySUpoDEBHNImL9iOhb5TxTgbvIDQP/f5W3RcSuwA/IDQGvfCuve4CpwCERUVZp/xbAn/JfXlWb51cIturdieuOKmPclDkcfePLzJpf9XbikiRJkqSVESktbz6xbORD8whyM4c/SO5WWgOBHckNGR+cUpqW37cXMB74OKXUq8p5upG773Y/4AXgZWBtcpOhJeCwlNK/qxyzD7nAPR+4E5gO7EXu1l/3AAelGrxwZWVladSoUSv83Felp977klNue5Ut1urIP4/bipalxcs/SJIkSZJERLyaUiqrur4ge7Thm17tMuBmcgH7p0Bf4FJgUEXIrsF5JuePvwjoCZwF7AQ8DGxbNWTnj3kA2J7c0PP9gTOBRcBPgENqErIbil02XI2LDt6MUR9P56RbR7Fg8ZKsS5IkSZKkBq1ge7Qbg4bQo13h7lGT+MU9b7HLBqtx1RFb0Ky4YD+DkSRJkqSC0OB6tLVqHVTWkz/s3Z+n3v+Sc+96gyXlfgAjSZIkSSujJOsCVDiOGtSLuQuX8NdHR9OyWTH/t/8mFBVF1mVJkiRJUoNi0NZ3nLJ9X+YuXMKlT39Eq9Jizt+rPxGGbUmSJEmqKYO2vufcXdZh7oLFXD9sPC1LS/jl7usZtiVJkiSphgza+p6I4H/23IB5i5Zw9fNjaV1azJk7r5N1WZIkSZLUIBi0tVQRwR/33oh5C5fwjyc/pGVpMSds2yfrsiRJkiSp4Bm0Va2iouCCAzZh/uIl/Onh92lZWszhA9fOuixJkiRJKmgGbS1TSXERFx+8OfMXvcp5D7xDy2bF7LdFj6zLkiRJkqSC5X20tVylJUVcefgWDOrTmZ/9+00effvzrEuSJEmSpIJl0FaNtGhWzHVHlbH5Wh05687XeXb05KxLkiRJkqSCZNBWjbVuXsJNx27Jet3bcvJtrzJizNSsS5IkSZKkgmPQ1gpp16IZtxw3kF6dW3HCLaN4efz0rEuSJEmSpIJi0NYK69S6lNuOH0j3di044vqR3PvqJ1mXJEmSJEkFw6CtldKtXQvuPXUwA9buyE///Sb/+8j7LClPWZclSZIkSZkzaGuldWxdyi3Hb8URW6/FNUPHceIto5g1f1HWZUmSJElSpgzaqpVmxUX8aZ+N+ePe/Xn+wynsd+UIJk6bm3VZkiRJkpQZg7bqxJGDenHLcVsxedYC9r5iGC+OnZZ1SZIkSZKUCYO26syQfl148PQhdGpdypE3jOT2kROzLkmSJEmSVjmDtupUry6tuf/0IQzp14Xf3P825z/0LouXlGddliRJkiStMgZt1bl2LZpx4zFbcsI2vbl5xASOuekVZs51kjRJkiRJTYNBW/WiuCg470cbcsEBmzBy/DT2uXI4YybPzrosSZIkSap3Bm3Vq4PKenL7iVvz9bxF7HvlcJ7/cErWJUmSJElSvTJoq95t2asTD54xhDU7tOTYm17mxmHjSSllXZYkSZIk1QuDtlaJHh1bce+pg9llg9X4w3/f49f3vc3CxU6SJkmSJKnxMWhrlWndvISrjxjAGTv2485XJnHE9SOZNntB1mVJkiRJUp0yaGuVKioKfvaD9bjkkM1485MZ7H3FcD76clbWZUmSJElSnTFoKxN7b7Ymd588iPmLytn/qhGMHDct65IkSZIkqU4YtJWZTXt24P7TBtO1bXOOvOFlHnrzs6xLkiRJkqRaM2grUz075SZJ26xnB86643WueX6sM5JLkiRJatAM2spch1al3HL8Vuy5yer876Oj+d1D77Kk3LAtSZIkqWEqyboACaBFs2IuO2Rz1uzQkmuHjuPzmfO59JDNaVlanHVpkiRJkrRC7NFWwSgqCn6zxwb8fq/+PPX+lxx63Uve/kuSJElSg2PQVsE5enAvrjp8AO9//jX7XTWC8VPnZF2SJEmSJNWYQVsFafeNunP7iVvz9bxF7H/VCF6b+FXWJUmSJElSjRi0VbAGrN2R+04bQtsWJRx67Us8/u4XWZckSZIkSctl0FZB692lNfedOpgNVm/HKbe9yj9HTMi6JEmSJElaJoO2Cl7nNs2548St2WWD1fjdQ+/yl0fep9zbf0mSJEkqUAZtNQgtS4u5+ogBHDVoba4dOo6z7nyd+YuWZF2WJEmSJH2P99FWg1FcFPx+r/706NiSvzwymslfL+DaowbQoVVp1qVJkiRJ0jfs0VaDEhGctF1fLjt0c96YNIP9rxrBpOlzsy5LkiRJkr5h0FaD9ONN1+DW47diyqwF7HX5MIZ+OCXrkiRJkiQJMGirARvYpzMPnD6Ebm1bcPRNL3PJUx85SZokSZKkzBm01aD16dqG+08fzL6brclFT33Icf98ha/mLMy6LEmSJElNmEFbDV6r0hL+cdCm/HnfjRgxZho/umwYb06akXVZkiRJkpoog7YahYjg8IFrc8+pgwA48OoXue2lj0nJoeSSJEmSVi2DthqVTXp04L9nbsPgfp0574F3+MndbzJ34eKsy5IkSZLUhBi01eh0bF3KjUdvyU92XZcH3viUfa4Yztgps7MuS5IkSVITYdBWo1RUFJy18zrcclzuFmB7Xz6cR97+POuyJEmSJDUBBm01atuu05WHz9qWft3acNq/XuOP/32PRUvKsy5LkiRJUiNm0Fajt0aHltx98iCOGdyLG4aN59BrX+KLmfOzLkuSJElSI2XQVpNQWlLE+Xv159JDN+e9z7/mR5e9wIixU7MuS5IkSVIjZNBWk7LXpmvw4OlDaN+yGUdcP5IrnxtDebm3AJMkSZJUdwzaanLWWa0tD56xDXtsvDoXPPYBJ906iq/nL8q6LEmSJEmNhEFbTVKb5iVcdujmnP/jDXnugykcdPWLfD5zXtZlSZIkSWoEDNpqsiKCY4b05qZjt+STr+ax35UjGP3F11mXJUmSJKmBM2irydt2na7cffIgylPiwKteZMQYJ0mTJEmStPIM2hKw4RrtuO+0IazeoQVH3/QyD7z+adYlSZIkSWqgCjpoR0SPiLgxIj6LiAURMSEiLo6IjitwjgkRkap5fLGU/XstY/8UEXfW7bNUoVizQ0v+fcpgBqzdkXPueoMrnxtDSs5ILkmSJGnFlGRdQHUioi8wAugGPAiMBrYCzgZ2j4ghKaVpNTzdTODipayfvYxj3gQeWMr6d2rYphqg9i2b8c/jtuJn/36LCx77gM9mzOP3e21EcVFkXZokSZKkBqJggzZwJbmQfVZK6bKKlRFxIXAu8GfglBqea0ZK6fwVbP+NlThGjUDzkmIuOXgz1ujQgmueH8cXMxdw2aGb07K0OOvSJEmSJDUABTl0PCL6ALsBE4Arqmz+HTAHODIiWq/i0tREFBUFv/7hBvxh7/48PfpLDrnuJabOXpB1WZIkSZIagIIM2sBO+eUTKaXyyhtSSrOA4UArYOsanq95RBwREb+JiLMjYseIWF735BoRcXL+mJMjYpMVewpqDI4a1IurjxjA6M+/Zv+rRjB+6pysS5IkSZJU4Ao1aK+XX35YzfaP8st1a3i+7sCt5IabXww8A3wUEdsv45hdgavzx1wNvBkRz0bEWjVsU43ED/p3546TtmbW/MXsf9UIXpv4VdYlSZIkSSpghRq02+eXM6vZXrG+Qw3OdROwM7mw3RrYGLgG6AU8GhGbVtl/LvBHYADQMf/YHngW2AF42iHrTc8Wa3Xk3lMH07ZFCYdd9xJPvPu9CeslSZIkCSjcoL08FVNAL/feSyml36eUnkkpfZlSmptSeieldApwIdASOL/K/pNTSv8vpfRaSmlG/jGU3DXjI4F+wAnVFhZxUkSMiohRU6ZMWcmnp0LUu0tr7j11MOt1b8cpt73KLS9OyLokSZIkSQWoUIN2RY91+2q2t6uy38q4Or/criY7p5QWA9cv75iU0rUppbKUUlnXrl1rUZ4KUZc2zbnjxIHstH43/t+D7/LXR0dTXu69tiVJkiR9q1CD9gf5ZXXXYK+TX1Z3DXdNTM4vV2QYeEUXtUPHm7BWpSVcfcQAjth6La5+fizn3PUGCxYvybosSZIkSQWiUO+j/Wx+uVtEFFWeeTwi2gJDgHnAS7VoY1B+OW4FjqmY5XxFjlEjVFJcxB/33og1OrTkgsc+4Muv53PNkQPo0Ko069IkSZIkZawge7RTSmOBJ8hNWHZ6lc2/J9ejfEtKaQ5ARDSLiPUjom/lHSOif0R0qnr+iFgbuDz/5W1Vtg2MiO+lpYjYCTh3aceoaYoITtuhHxcfvBmvT5zBvleOYNyU2VmXJUmSJCljkVJhXl+aD80jgG7Ag8D7wEBgR3JDxgenlKbl9+0FjAc+Tin1qnSO84FfkeshHw/MAvoCewItgEeAfVNKCysd8xzQH3gO+CS/ehO+vbf3b1NKf6rJcygrK0ujRo1akaetBuqVCdM5+dZXWVKeuPqIAQzq2znrkiRJkiTVs4h4NaVUVnV9QfZowze92mXAzeQC9k/JheRLgUEVIXs5ngXuB3oDhwE/IXerrmHA0cCPKofsvFvJzS6+JXAicBq5a8LvBrarachW07Jlr048cNoQurQp5cgbRnL3K5OyLkmSJElSRgq2R7sxsEe76Zk5bxFn3P4aL3w0lZO378Mvf7A+RUWx/AMlSZIkNTgNrkdbaojat2zGjcdsyeED1+Ka58dx6r9eZe7CxVmXJUmSJGkVMmhLdaxZcRF/2mcjfvujDXnivS85+JqX+PLr+VmXJUmSJGkVMWhL9SAiOH6b3lx/VBljp8xm78uH886nM7MuS5IkSdIqYNCW6tHOG6zGPacMJgIOvPpFnnzvy6xLkiRJklTPDNpSPdtwjXY8ePoQ1l2tDSfdOorrho7DSQglSZKkxsugLa0C3dq14M6TBvHDjbrz50fe5zf3v82iJeVZlyVJkiSpHhi0pVWkZWkxlx+6Bafv2Jc7Xp7E0Te+zMy5i7IuS5IkSVIdM2hLq1BRUfDzH6zP3w/clFcmTGffq4YzYeqcrMuSJEmSVIcM2lIGDhjQg9uOH8j0OQvZ58rhjBw3LeuSJEmSJNURg7aUkYF9OvPAaUPo1LqUI24YyZ0vT8y6JEmSJEl1wKAtZahXl9bcf+oQtu7TmV/d9za/uvct5i9aknVZkiRJkmrBoC1lrH2rZtx87FacvmNf7nxlEgdd8yKfzpiXdVmSJEmSVpJBWyoAxflJ0q45cgDjpszhx5cNY/iYqVmXJUmSJGklGLSlAvKD/t158IwhdG5dypE3jOTq58eSUsq6LEmSJEkrwKAtFZi+XdvwwOlD+OFGq/PXR0dz2r9eY/aCxVmXJUmSJKmGDNpSAWrdvITLD9uc/9ljA55470v2vnwYYybPzrosSZIkSTVg0JYKVERw4nZ9uPX4rZgxdxF7Xz6Mx975POuyJEmSJC2HQVsqcIP7duG/Z21Dv9Xacsptr/HXR0ezeEl51mVJkiRJqoZBW2oAVm/fkrtP3prDBq7F1c+P5eibXmba7AVZlyVJkiRpKQzaUgPRvKSYv+y7MRccsAmvTPiKH182jDcnzci6LEmSJElVGLSlBuagsp7ce8pgIoIDr36Ru16ZmHVJkiRJkioxaEsN0MY92vOfM7dhYJ9O/PLet/n1fW+xYPGSrMuSJEmShEFbarA6tS7l5mO34vQd+3LHy5PY94oRDPtoKimlrEuTJEmSmjSDttSAFRcFP//B+lx75ABmzF3IETeM5JBrX+Ll8dOzLk2SJElqsgzaUiOwW//uPPvzHfj9Xv0ZN3UOB13zIkfeMJI3nCxNkiRJWuXCYab1p6ysLI0aNSrrMtTEzFu4hNte+pirnh/L9DkL2WWDbpy767r0X6N91qVJkiRJjUpEvJpSKvveeoN2/TFoK0uzFyzm5uHjuXboOL6ev5g9Nu7Oubusyzqrtc26NEmSJKlRMGhnwKCtQjBz3iJueGEcNwwbz9xFS9h70zU4e5d16d2lddalSZIkSQ2aQTsDBm0VkulzFnLN0LH8c8QEFi1JHLBFD87cuR89OrbKujRJkiSpQTJoZ8CgrUI0edZ8rnpuLP96aSKJxCFbrsXpO/aje/sWWZcmSZIkNSgG7QwYtFXIPp85j8ufGcNdr0yiqCg4cuu1OXOnfnRoVZp1aZIkSVKDUF3Q9vZeUhO1evuW/HnfjXn2Zzuw16ZrcNPw8ex35QgmTZ+bdWmSJElSg2bQlpq4np1a8fcDN+XukwcxdfYC9r9qBKO/+DrrsiRJkqQGy6AtCYCyXp2459TBFEVw4NUv8vL46VmXJEmSJDVIBm1J31h3tbbce9pgurZtzpE3jOTJ977MuiRJkiSpwTFoS/qONTu05J5TBrP+6u04+dZR3PXKxKxLkiRJkhoUg7ak7+nUupQ7ThzINut05Zf3vs0Vz47BOxRIkiRJNWPQlrRUrUpLuP6oMvbZbA3+9vgH/OG/71FebtiWJEmSlqck6wIkFa7SkiIuPGgzOrdpzg3DxjNt9kL+fuCmlJb4GZ0kSZJUHYO2pGUqKgrO23MDurRpzv89Npqv5i7k6iMG0Lq5vz4kSZKkpbFbStJyRQSn7tCXCw7YhBFjp3HYdS8xbfaCrMuSJEmSCpJBW1KNHVTWk2uOGMDoL2Zx4NUv8slXc7MuSZIkSSo4Bm1JK2SXDVfjXycMZOrsBex/1QhGf/F11iVJkiRJBcWgLWmFlfXqxL9PGQzAQVe/yCsTpmdckSRJklQ4DNqSVsp63dty76mD6dK2OUdcP5In3/sy65IkSZKkgmDQlrTSenRsxT2nDGb97m055bZXufuVSVmXJEmSJGXOoC2pVjq1LuX2E7dmcN/O/OLet7ji2TGklLIuS5IkScqMQVtSrbVuXsINR2/JPputwd8e/4Df/+c9yssN25IkSWqaSrIuQFLjUFpSxIUHbUaXNs25fth4ps5ewD8O2pTmJcVZlyZJkiStUgZtSXWmqCg470cb0q1dc/7yyGi+mruQq48YQNsWzbIuTZIkSVplHDouqc6dtF1fLjxoU0aOm84h177E5Fnzsy5JkiRJWmUM2pLqxX5b9OD6o8sYN2UOB1z1IhOmzsm6JEmSJGmVMGhLqjc7rNeN208cyKz5izjg6hG88+nMrEuSJEmS6p1BW1K92nytjtxz6mCalxRz8DUvMuyjqVmXJEmSJNUrg7akete3axvuO20wPTu14tibX+ahNz/LuiRJkiSp3hi0Ja0Sq7VrwV0nD2LztTpy1h2vc+Ow8VmXJEmSJNULg7akVaZ9y2bcctxW7N6/O3/473v832OjSSllXZYkSZJUpwo6aEdEj4i4MSI+i4gFETEhIi6OiI4rcI4JEZGqeXyxjOMGR8QjETE9IuZGxFsRcU5EFNfNs5OaphbNirni8C04fOBaXPXcWH7277dYtKQ867IkSZKkOlOSdQHViYi+wAigG/AgMBrYCjgb2D0ihqSUptXwdDOBi5eyfnY1be8N3AvMB+4CpgM/Bi4ChgAH1viJSPqe4qLgT/tsRLe2LbjoqQ+ZPmcBVxy+Ba1KC/ZXkiRJklRjUajDNiPicWA34KyU0mWV1l8InAtck1I6pQbnmQCQUupVw3bbAWOA9sCQlNKo/PoWwDPAIODQlNKdyztXWVlZGjVqVE2alZqsf438mN8+8A6b9OjATcdsScfWpVmXJEmSJNVIRLyaUiqrur4gh45HRB9yIXsCcEWVzb8D5gBHRkTremj+AKArcGdFyAZIKc0Hzst/eWo9tCs1SYcPXJsrDx/Ae59/zQFXj+CTr+ZmXZIkSZJUKwUZtIGd8ssnUkrfuXgzpTQLGA60Arau4fmaR8QREfGbiDg7InZcxrXWFW0/tpRtQ4G5wOCIaF7DtiUtx+4bdefW47Zi8qwF/PiyYTz7weSsS5IkSZJWWqEG7fXyyw+r2f5RfrluDc/XHbgV+DO5a7WfAT6KiO1XpO2U0mJgPLlr2/vUsG1JNTCwT2cePH0I3du35NibXuF/H33fSdIkSZLUIBVq0G6fX86sZnvF+g41ONdNwM7kwnZrYGPgGqAX8GhEbFqPbUtaAX26tuH+0wZz2MC1uOb5cRxy7Ut8OmNe1mVJkiRJK6RQg/byRH653JncUkq/Tyk9k1L6MqU0N6X0Tn4StQuBlsD5ddl2RJwUEaMiYtSUKVNW8NSSWjQr5i/7bsylh27OB1/MYs9LX+Dp97/MuixJkiSpxgo1aFf0GrevZnu7KvutjKvzy+3qsu2U0rUppbKUUlnXrl1rUZ7UtO216Rr858xtWLNDS47/5yj+/PB7DiWXJElSg1CoQfuD/LK6a7DXyS+ru4a7JipmW6o6c3m1bUdECdAbWAyMq0Xbkmqgd5fW3HvqYI4atDbXvTCeA69+0VnJJUmSVPAKNWg/m1/uFhHfqTEi2gJDgHnAS7VoY1B+WTUwP5Nf7r6UY7YjN9v5iJTSglq0LamGWjQr5g97b8SVh2/B2Mmz2eOSF3ji3S+yLkuSJEmqVkEG7ZTSWOAJchOWnV5l8+/J9ULfklKaAxARzSJi/YjoW3nHiOgfEZ2qnj8i1gYuz395W5XN9wBTgUMioqzSMS2AP+W/vGplnpeklbfHxqvz37O2Ye3OrTnp1lf5w3/eY+Fih5JLkiSp8ERKy51PLBP50DwC6AY8CLwPDAR2JDdkfHBKaVp+317kbrv1cUqpV6VznA/8ilwP+XhgFtAX2BNoATwC7JtSWlil7X3IBe75wJ3AdGAvcrf+ugc4KNXghSsrK0ujRo1aiWcvqToLFi/hfx8Zzc0jJrBpj/ZcftgW9OzUKuuyJEmS1ARFxKsppbKq6wuyRxu+6dUuA24mF7B/Si4kXwoMqgjZy/EscD+566oPA34CbA8MA44GflQ1ZOfbfiC/31Bgf+BMYFH++ENqErIl1Y/mJcWcv1d/rj5iC8ZNncMel77AY+98nnVZkiRJ0jcKtke7MbBHW6pfk6bP5YzbX+PNT2ZyzOBe/HqP9WleUpx1WZIkSWoiGlyPtiQtT89Orfj3KYM5fpve3DxiAgdc9SIfT5uTdVmSJElq4gzakhq00pIifvujDbn2yAF8PG0OP7p0GE++92XWZUmSJKkJM2hLahR269+dR87elt5dW3PiLaO4+KkPKS/30hhJkiStegZtSY1Gj46tuPvkQey/RQ8ufuojTr7tVWbNX5R1WZIkSWpiDNqSGpUWzYr5+4Gb8Lsfb8gzoyez75UjGDdldtZlSZIkqQkxaEtqdCKCY4f05rbjBzJ9zkL2vmI4z4z2um1JkiStGgZtSY3WoL6deeiMIazVqRXH/3MUlz/zEd7SUJIkSfXNoC2pUevRsRX3nDKYvTddg78/8SGn/es15ixYnHVZkiRJasQM2pIavZalxVx08Gact+cGPP7uF+x75XAmTPV+25IkSaofBm1JTUJEcMK2fbjluIFMnrWAvS4fxvMfTsm6LEmSJDVCBm1JTco263ThP2dswxodWnLsTS9z1XNjvW5bkiRJdcqgLanJ6dmpFfedNpg9Nl6d/3tsNGfc8TpzF3rdtiRJkuqGQVtSk9SqtITLDt2cX/1wfR55+3P2u3IEE6fNzbosSZIkNQIGbUlNVkRwyvZ9ufnYrfhsxjz2umIYwz6amnVZkiRJauAM2pKavO3X7cpDZ2xDt7bNOerGkVz/wjiv25YkSdJKM2hLEtCrS2vuP20Iu23YnT89/D7/88A7LFpSnnVZkiRJaoAM2pKU17p5CVcevgWn7tCX20dO5LibX+Hr+YuyLkuSJEkNjEFbkiopKgp+ufv6XLD/Jrw4dhr7XzmCSdOdJE2SJEk1Z9CWpKU4aMue3HL8Vnz59Xz2vXI4r038KuuSJEmS1EAYtCWpGoP7duG+04bQqrSEQ699iYff+jzrkiRJktQAGLQlaRn6dWvDA6cPYeM123P67a9xxbNjnJFckiRJy2TQlqTl6NS6lNtOGMjem63B3x7/gF/c8xYLFzsjuSRJkpauJOsCJKkhaNGsmIsP3oxenVtzydMfMemruVx9xAA6tCrNujRJkiQVGHu0JamGIoJzd12Xiw7elNc+nsF+V45gwtQ5WZclSZKkAmPQlqQVtO/mPbjthIF8NXch+145nFcmTM+6JEmSJBUQg7YkrYStenfi/tOG0LFVKYdfN5IHXv8065IkSZJUIAzakrSSenVpzX2nDWaLtTtwzl1vcNGTHzojuSRJkgzaklQbHVqVcstxA9l/ix5c8vRHnHvXGyxYvCTrsiRJkpQhZx2XpFoqLSni7wduQp+urfnb4x/w6Yx5XHHYFnRr1yLr0iRJkpQBe7QlqQ5EBKfv2I/LD9uctz6Zyc7/eJ5bX/qY8nKHkkuSJDU1Bm1JqkM/2mQNHjtnOzbu0Z7fPvAO+189gtFffJ11WZIkSVqFDNqSVMd6d2nNv04YyIUHbcrH0+byo0uH8ddHRzNvodduS5IkNQUGbUmqBxHBflv04OmfbM++m6/J1c+PZbeLn+f5D6dkXZokSZLqmUFbkupRx9al/O3ATbnjxK1pVlTE0Te+zFl3vM6UWQuyLk2SJEn1xKAtSavAoL6defScbTl753V47J0v2Pkfz3HHyxOdLE2SJKkRMmhL0irSvKSYc3ddl0fO3pYNVm/Hr+97m4OvfZGPvpyVdWmSJEmqQwZtSVrF+nVrw50nbc0F+2/Ch1/OZo9LX+AfT3zA/EVOliZJktQYGLQlKQMRwUFb9uTpn27PjzdZg8ueGcPuFw9l+JipWZcmSZKkWjJoS1KGurRpzoUHb8Ztxw8kAYdfP5Kf3P0G02Y7WZokSVJDZdCWpAKwzTpdePyc7Thjx3489MZn/ODioYyaMD3rsiRJkrQSDNqSVCBaNCvmZz9Yj/+etQ1tmpdw6HUvcfcrk7IuS5IkSSvIoC1JBWb97u144PQhDOzdmV/c+xZ//O97LF5SnnVZkiRJqiGDtiQVoA6tSrn52C05ZnAvbhg2nuP+OYqZ8xZlXZYkSZJqwKAtSQWqpLiI8/fqz//utzEvjp3KvlcMZ9yU2VmXJUmSpOUwaEtSgTt0q7X41wlbM2PeIva+YjhDP5ySdUmSJElaBoO2JDUAW/XuxIOnD2HNDi055qaXuWHYeFJKWZclSZKkpTBoS1ID0bNTK+49dTC7bLAaf/zve/zy3rdYsHhJ1mVJkiSpCoO2JDUgrZuXcPURAzhzp37cPeoTDr9uJFNnL8i6LEmSJFVi0JakBqaoKPjpbutx2aGb885nM9n78uG8+9nMrMuSJElSnkFbkhqoH2+6Bv8+eTDlKXHAVS/y6NufZ12SJEmSMGhLUoO2cY/2PHjGENZfvS2n/us1LnnqIydJkyRJyphBW5IauG5tW3DHiVuz3xZrctFTH3LG7a8zd+HirMuSJElqskqyLkCSVHstmhXzjwM3ZYPu7fjLo+8zYdocrj2qjDU7tMy6NEmSpCbHHm1JaiQighO368ONR2/JxGlz2fPSF3j2g8lZlyVJktTkGLQlqZHZcf1uPHTmNnRv14Jjb3qFvz0+msVLyrMuS5IkqckwaEtSI9S7S2seOH0IB5f15Ipnx3LEDSOZPGt+1mVJkiQ1CQZtSWqkWjQr5v8O2IS/H7gpb0yawZ6XDuOlcdOyLkuSJKnRM2hLUiN3wIAePHD6ENo2L+Gw617iimfHUF7uLcAkSZLqS0EH7YjoERE3RsRnEbEgIiZExMUR0bEW5zwyIlL+ccJStveqtH1pjztr96wkadVbv3s7HjpzG/bYeHX+9vgHnHDLKGbMXZh1WZIkSY1Swd7eKyL6AiOAbsCDwGhgK+BsYPeIGJJSWqExkBHRE7gMmA20Wc7ubwIPLGX9OyvSpiQVijbNS7js0M3Zqncn/vjf99jz0mFccfgWbNazQ9alSZIkNSoFG7SBK8mF7LNSSpdVrIyIC4FzgT8Dp9T0ZBERwE3ANOA+4GfLOeSNlNL5K1izJBW0iOCoQb3YtEcHTvvXaxx49Qj+Z48NOHpwL3K/JiVJklRbBTl0PCL6ALsBE4Arqmz+HTAHODIiWq/Aac8CdgKOzR8vSU3Wpj078PBZ27DdOl05/z/vccbtrzNr/qKsy5IkSWoUCjJokwvEAE+klL5z89eU0ixgONAK2LomJ4uIDYC/ApeklIbWsIY1IuLkiPhNfrlJDY+TpAahQ6tSrjuqjF/uvj6PvfsFe10+nPc//zrrsiRJkhq8Qg3a6+WXH1az/aP8ct3lnSgiSoBbgYnAb1aghl2Bq8kNUb8aeDMino2ItVbgHJJU0IqKglN36MvtJwxkzoLF7HPFcO4eNSnrsiRJkhq0Qg3a7fPLmdVsr1jfoQbn+n/A5sAxKaV5Ndh/LvBHYADQMf/YHngW2AF4ellD1iPipIgYFRGjpkyZUoPmJCl7A/t05uGztmXA2h35xT1v8fN/v8m8hUuyLkuSJKlBKtSgvTwVM/Ys80awEbEVuV7sf6SUXqzJiVNKk1NK/y+l9FpKaUb+MZTcNeMjgX7A924LVun4a1NKZSmlsq5du9boyUhSIejatjm3Hj+QM3fqx79f/YR9rxzOmMmzsi5LkiSpwSnUoF3RY92+mu3tquz3PZWGjH8I/La2BaWUFgPX57/crrbnk6RCVFwU/HS39bj52C2ZPGsBP7psGHe8PJGUlvm5piRJkiop1KD9QX5Z3TXY6+SX1V3DDbn7ZK8LbADMj4hU8SA3cznAdfl1F9ewroqx4Csy27kkNTg7rNeNx87ODSX/9X1vc/rtrzFzrrOSS5Ik1USh3kf72fxyt4goqjzzeES0BYYA84CXlnGOBcAN1Wzbgtx128PIhfoaDSvn21nOx9Vwf0lqsLq1a8Gtxw3kmqHj+McTH/DmpBe45JDNKOvVKevSJEmSClpB9minlMYCTwC9gNOrbP49uR7lW1JKcwAiollErB8RfSudY15K6YSlPYCH8rv9M7/urorjImJgRJRWrSkidgLOzX95Wx09VUkqaBWzkt9z6mCKi4KDrnmRS5/+iCXlDiWXJEmqTqH2aAOcBowALo2InYH3gYHAjuSGjP9PpX3XzG//mFw4r43/A/pHxHPAJ/l1m/Dtvb1/m1IaUcs2JKlB2axnBx4+axvOe+AdLnzyQ4aNmcolh2zG6u1bZl2aJElSwSnIHm34ple7DLiZXMD+KdAXuBQYlFKaVk9N30pudvEtgRPJBf51gLuB7VJKf6qndiWpoLVt0YyLD96Mfxy4Ke98OpMfXvICj7/7RdZlSZIkFZxwJtn6U1ZWlkaNGpV1GZJU58ZPncOZd7zGO59+zRFbr8V5e25Ii2bFWZclSZK0SkXEqymlsqrrC7ZHW5JUuHp3ac19pw7hxG17c9tLE9nr8mF88IX33JYkSQKDtiRpJZWWFPE/e27IP4/biulzFrLX5cO47aWPvee2JElq8gzakqRa2X7drjx69nYM7NOZ8x54h1Nue5UZcxdmXZYkSVJmDNqSpFrr2rY5Nx+zJf+zxwY8M3oyP7zkBUaOq685KyVJkgqbQVuSVCeKioITt+vDfacOoXlJEYde9xKXPPUR5d5zW5IkNTH1FrQjoiQiNo+ITSIi6qsdSVJh2bhHe/571rbsvdmaXPTUhxz/z1ccSi5JkpqUlQ7aEbFeRPy/iDh6Kdt2ACYCo4DXgfERMXhl25IkNSxtmpdw4UGb8sd9NmLYmKn86LJhvPPpzKzLkiRJWiVq06N9FPA7YK3KKyOiI3Av0B2I/GMt4OGI6F6L9iRJDUhEcOTWa3P3yYNYUp7Y76oR3D1qUtZlSZIk1bvaBO2d8st7q6w/HugIfAzsCmwDvA20A86qRXuSpAZo87U68t8zt6Fs7Y784p63+PV9bzF/0ZKsy5IkSao3tQnaa+aXY6qs3xtIwK9TSk+nlEYAp5Lr2f5BLdqTJDVQnds055bjtuLUHfpyx8uTOOiaF/nkq7lZlyVJklQvahO0uwAzUkrfzHATEc2ALYHFwH8q1ufD9mKgXy3akyQ1YCXFRfxy9/W59sgBjJ8yhx9dNoyhH07JuixJkqQ6V5ugnYDWVdZtDpQCb6aU5lTZNhNoUYv2JEmNwG79u/PQmdvQvV0Ljr7pZS592luASZKkxqU2QfsToFlEbFBp3Z755fDKO+Zv79UOsOtCkkTvLq2577TB7L3pGlz45IeccMsoZs5dlHVZkiRJdaI2Qft5ctdd/yMiukXEZsAp5Hq6H6my73pAM+CzWrQnSWpEWpWWcNHBm/GHvfvzwkdT+PHlw3j3M28BJkmSGr7aBO1/AAvITXD2OfAq0JXcsPEnq+y7e375ci3akyQ1MhHBUYN6cedJg1i4uJz9rhzBPa9+knVZkiRJtbLSQTul9AGwFzCOXM92Ap4kN+t4Vcfml8+ubHuSpMZrwNod+e9Z27DFWh352b/f5H/uf5sFi70FmCRJaphKanNwvud6nYjoCsxKKc2vuk9+JvKK+2e/Upv2JEmNV5c2zbn1+K34+xMfcvXzY3nns6+58vAtWLNDy6xLkyRJWiG1GTr+jZTSlKWF7Py2RSml5/MPb5oqSapWSXERv/rh+lx9xADGTp7Njy59gafe+zLrsiRJklZInQTt6kREx4hoV59tSJIan9036s5DZwxh9fYtOeGWUfzm/reZu3Bx1mVJkiTVyEoH7YhYIyKOiojdl7Ktf0SMAqYCX0XECxGxbm0KlSQ1LX26tuH+0wdz8nZ9uOPlifzosmG8/YmzkkuSpMJXmx7t44CbgB0qr4yIluRu77U5uUnSAhgCPGXvtiRpRTQvKebXe2zAv44fyNwFS9j3yuFc+dwYlpSnrEuTJEmqVm2C9i755V1V1h8N9ASmAycCRwCfAGsCp9eiPUlSEzW4XxceO2dbftC/Oxc89gGHXfcSn86Yl3VZkiRJS1WboN0rvxxdZf1+5G719ZuU0g0ppdvJBe4gdzswSZJWWIdWpVx+2Ob8/cBNeefTmex+8VAefOPTrMuSJEn6ntoE7S7A1ymlb7oUIqIIGEwuaN9Tad8ngXJgvVq0J0lq4iKCAwb04JGzt2Wdbm04+843OOfO1/l6/qKsS5MkSfpGbYJ2MdC8yrqNgVbAuymlrypWppTKga+A1rVoT5IkANbu3Jq7Tx7EObusw3/e+pwfXvwCL4+fnnVZkiRJQO2C9udA84joXWndD/LLEUvZvw2567YlSaq1kuIiztllXe4+eRDFRcEh177I3x//gEVLyrMuTZIkNXG1Cdov5pe/i4iiiOgKnEpu2PjjlXfMh/Hm5MK5JEl1ZsDaHXnk7G3Zf4seXP7sGA64agTjp87JuixJktSE1SZoX5JfHgnMACYBawPjgf9W2XfX/PK1WrQnSdJStWlewt8O3JQrD9+CCdPmssclL3DHyxNJyduASZKkVW+lg3ZK6WVy99KeTW5YeCm5Gcj3SyktrrL7UfnlsyvbniRJy7PHxqvz2DnbsvlaHfj1fW9z8q2vMn3OwqzLkiRJTUzU9tP+iGgJbESuV3tsfuKzyttLgUPI3d7rwZTSjFo12ICUlZWlUaNGZV2GJDU55eWJG4aN54LHR9O2RTN+/cP12X+LHhQVRdalSZKkRiQiXk0plX1vvcPq6o9BW5Ky9f7nX/M/97/NaxNnsGWvjvxxn41Yv3u7rMuSJEmNRHVBuzbXaEuSVNA2WL0d95wymAv234Qxk2ez56XD+NN/32P2gqpXOEmSJNWdkro4SURsARwKlAHdyM08PgV4BbgjpfR6XbQjSdKKKioKDtqyJ7tuuBoXPD6a64eN5z9vfcb/+1F/9ti4OxEOJ5ckSXWrVkPHI6I1cB1wcMWqKrtUnPxO4KSUUpO634pDxyWp8Lz68Vf89oF3eO/zr9l2nS78Ye+N6N2lddZlSZKkBqjOr9GOiCLgCWBHcgH7c+AZ4JP8Lj3y29YgF7ifAXZLTeiicIO2JBWmxUvKufWlj/nHEx+ycHE5p+zQl9N26EuLZsVZlyZJkhqQ+gjaxwA3AouAnwJXLmXG8SLgFOAicsPUj00p3bJSDTZABm1JKmyTv57Pnx5+n4fe/Iy1OrXi93v3Z8f1umVdliRJaiDqYzK0I8j1VP88pXR51ZANkFIqTyldCfyMXK/3UVX3kSQpK93ateDSQzfnXycMpKQ4OPamVzjl1lf5bMa8rEuTJEkNWG16tKcA7YH2KaVl/kWSv9f2TODrlFKXlWqwAbJHW5IajgWLl3D9C+O57JmPKIrg7J3X4bhtetOs2Bt0SJKkpauPHu22wKzlhWyA/D6zgDa1aE+SpHrTvKSY03fsx5Pnbs/gvp3530dHs+elLzBy3LSsS5MkSQ1MbYL2VKB9RCz3Yrb8Ph0A/1qRJBW0np1acf3RW3LdUWXMWbCEg699idNvf41J0+dmXZokSWogahO0XyR33fX5Ndj39/l9h9eiPUmSVpldN1yNp36yPWftvA5Pv/8lO//jef7yyPvMnLco69IkSVKBq03QvoJceD45Im6NiH5Vd4iIfhFxG3AyuYnTrqhFe5IkrVItS4v5ya7r8tzPdmSvzdbguhfGsf3fnuWm4eNZtOR7c4BKkiQBtZgMDSAiLgTOIReiASYBn+a/7knuXtqQC+QXppR+ttKNNUBOhiZJjcu7n83kzw+/z4ix0+jdpTW/+uH67LbhakRE1qVJkqQM1Pl9tCud+Axyw8c7VbPLNOD8lFKT6802aEtS45NS4tkPJvOXR0YzZvJsturdifP23IBNenTIujRJkrSK1VvQzp+8BbArUAZUTI42GRgFPJlSml/rRhogg7YkNV6Ll5RzxyuTuPjJD5k2ZyH7bLYGP999fdbs0DLr0iRJ0ipSr0FbS2fQlqTGb9b8RVz13FiuHzaeAI7fpjen7tCXti2aZV2aJEmqZ/VxH21Jkpq8ti2a8Yvd1+fZn+3AHhuvzpXPjWWHvz3HrS99zGInTJMkqUmqUY92RNxYR+2llNLxdXSugmePtiQ1PW99MoM/Pfw+L4+fTr9ubfjNHuuz43rdnDBNkqRGqFZDxyOinNxM4iv7V0LFsSmlVLyS52hwDNqS1DSllHjivS/566OjGT91Djuu15WLD9mc9i0dTi5JUmNSXdAuqeHxt/DtLbwkSdIyRAQ/6N+dndbvxj9HTOCvj47mgKtGcOMxW9KzU6usy5MkSfXMydDqkT3akiSAEWOmcvJtr9K8pJgbji5j054dsi5JkiTVASdDkyQpI4P7deH+0wbTolkRB1/7Io+980XWJUmSpHpk0JYkaRXo160t9582hPW6t+PUf73K9S+Mw1FlkiQ1TgZtSZJWka5tm3PniVuze//u/Onh9/ndQ+96CzBJkhohg7YkSatQy9JirjhsC07arg+3vPgxJ936KnMWLM66LEmSVIcM2pIkrWJFRcFv9tiAP+2zEc99MJkDr36RL2bOz7osSZJURwzakiRl5Iit1+aGY7bk42lz2OeK4bz32ddZlyRJkupAQQftiOgRETdGxGcRsSAiJkTExRHRsRbnPDIiUv5xwjL2GxwRj0TE9IiYGxFvRcQ5EVG8sm1LklTVjut149+nDAbgwKtH8OwHkzOuSJIk1VbBBu2I6Au8ChwLvAxcBIwDzgZejIjOK3HOnsBlwOzl7Lc3MBTYDrgfuAIozddw54q2K0nSsmy4RjseOH0Ia3duzQn/HMVtL32cdUmSJKkWCjZoA1cC3YCzUkr7pJR+lVLaiVzYXQ/484qcLCICuAmYBly9jP3aAdcBS4AdUkrHp5R+DmwGvAgcEBGHrMTzkSSpWt3bt+DuUwax3TpdOO+Bd/jLI+9TXu7tvyRJaogKMmhHRB9gN2ACud7kyn4HzAGOjIjWK3Das4CdyPWQz1nGfgcAXYE7U0qjKlamlOYD5+W/PHUF2pUkqUbaNC/huqPKOHLrtbl26DhOv/015i9aknVZkiRpBRVk0CYXiAGeSCl95wajKaVZwHCgFbB1TU4WERsAfwUuSSkNrWHbjy1l21BgLjA4IprXpG1JklZESXERf9i7P+ftuQGPvfsFh1z7ElNmLci6LEmStAIKNWivl19+WM32j/LLdZd3oogoAW4FJgK/qU3bKaXFwHigBOhTg3NJkrTCIoITtu3DVYcPYPQXX7PvlcN5dvRkljiUXJKkBqFQg3b7/HJmNdsr1neowbn+H7A5cExKaV59tx0RJ0XEqIgYNWXKlBo0J0nS0u2+UXfuPGkQi5ckjr35Fba74FkueeojPp9Zk//OJElSVgo1aC9P5JfL/Gg/IrYi14v9j5TSi6ui7ZTStSmlspRSWdeuXeuoSUlSU7VZzw4M/cWOXHn4FvTp2pqLnvqQIX99hhP++QpPv/+lvdySJBWgkqwLqEZFr3H7ara3q7Lf91QaMv4h8NtV2bYkSXWptKSIPTZenT02Xp2Pp83hrlcmcfeoT3jq/VGs3r4FB5X15KAte7Jmh5ZZlypJkijcHu0P8svqrsFeJ7+s7hpugDb54zcA5kdEqniQm7kc4Lr8uotr0nY+vPcGFpO7p7ckSavU2p1b84vd1+fFX+/E1UdswbqrteXSZz5i2/97huNufoUn3v2CxUvKl38iSZJUbwq1R/vZ/HK3iCiqPPN4RLQFhgDzgJeWcY4FwA3VbNuC3HXbw8gF68rDyp8BDgd2B+6octx25GY7H5pScgpYSVJmmhUXsftGq7P7Rqszafpc7h41ibtemcRJoyezWrvmuV7usp707NQq61IlSWpyIqXCvLYrIh4ndy/ts1JKl1VafyFwLnBNSumU/LpmQF9gUUppbA3OfT65Xu0TU0rXV9nWDhhLboj4kIp7aUdEC3IhfBBwaErpzuW1U1ZWlkaNGrW83SRJqhOLl5TzzOjJ3PHyRJ77MDch53brdOXQrdZi5w260ay4UAeySZLUMEXEqymlsqrrC7VHG+A0YARwaUTsDLwPDAR2JDdk/H8q7btmfvvHQK/aNJpS+joiTgTuAZ6LiDuB6cBe5G79dQ9wV23akCSpPpQUF7Fb/+7s1r87n86Yx92v5Hq5T7ntVXp0bMmNx2zJuqu1zbpMSZIavYL9aDvfM10G3EwuYP+UXK/1pcCglNK0emz7AWB7YCiwP3AmsAj4CXBIKtRhAJIk5a3ZoSXn7rouw365I9cdVcbCxeUccNUIRk2YnnVpkiQ1egU7dLwxcOi4JKlQTJo+l6NvfJlPZ8zj0kM35wf9u2ddkiRJDV51Q8cLtkdbkiTVnZ6dWnHPqYPZYPV2nHrbq/xr5MdZlyRJUqNl0JYkqYno1LqU208cyPbrduV/7n+Hi578EEe2SZJU9wzakiQ1Ia1KS7j2qDIOHNCDS57+iN/c/7b33ZYkqY4V8qzjkiSpHjQrLuKCAzZhtXYtuPzZMUyZtZDLDt2clqXFWZcmSVKjYI+2JElNUETwsx+sxx/27s/To7/kiBtGMmPuwqzLkiSpUTBoS5LUhB01qBdXHLYFb38ykwOufpFPZ8zLuiRJkho8g7YkSU3cHhuvzi3Hb8WXX89nvyuHM/qLr7MuSZKkBs2gLUmS2LpPZ/59yiAADrz6RUaOm5ZxRZIkNVwGbUmSBMD63dtx32lD6Na2OUfe+DKPvv151iVJktQgGbQlSdI31uzQkntOGcxGa7TjtNtf49YXJ2RdkiRJDY5BW5IkfUfH1qX864St2Xn9bvz2wXf5++MfkFLKuixJkhoMg7YkSfqelqXFXH3EAA7ZsieXPzuGX977FouXlGddliRJDUJJ1gVIkqTCVFJcxP/utzHd2rXg0qc/YuL0uVx88OZ0b98i69IkSSpo9mhLkqRqRQQ/2XVd/n7gprw5aSY/vGQoT7//ZdZlSZJU0AzakiRpuQ4Y0IP/nLkNq7VrwfH/HMXv//MuCxYvybosSZIKkkFbkiTVSL9ubXjg9CEcM7gXNw2fwH5XjmDclNlZlyVJUsExaEuSpBpr0ayY8/fqz7VHDuDTGfP40WXDuPfVT7IuS5KkgmLQliRJK2y3/t159Oxt2WjN9vz0329y7l1vMHvB4qzLkiSpIBi0JUnSSlm9fUvuOHFrzt1lXR5841N+dOkLvP3JzKzLkiQpcwZtSZK00oqLgrN3WYc7TxrEgsXl7HfVcK5/YRzl5Snr0iRJyoxBW5Ik1dpWvTvx6NnbsuN63fjTw+9z3D9fYersBVmXJUlSJgzakiSpTnRoVco1Rw7gj3v3Z8TYafzwkhcYPmZq1mVJkrTKGbQlSVKdiQiOHNSLB08fQvuWzTjihpFc8NhoFi0pz7o0SZJWGYO2JEmqcxus3o6HzhjCwWU9ufK5sRx0zYtMmj4367IkSVolDNqSJKletCot4a/7b8Jlh27OmC9ns8clL3DrSx+zxInSJEmNnEFbkiTVqx9vugaPnL0tm/Rsz28feIf9rhzOO596GzBJUuNl0JYkSfWuZ6dW3Hb8QC45ZDM+nTGPvS4fxvkPvcus+YuyLk2SpDpn0JYkSatERLD3Zmvy9E934PCBa/PPFyew8z+e579vfUZKDieXJDUeBm1JkrRKtW/ZjD/usxH3nzaErm2bc8btr3P0Ta/w8bQ5WZcmSVKdMGhLkqRMbNazAw+ePoTf/XhDXvv4K3a9aCiXPv0RCxYvybo0SZJqxaAtSZIyU1JcxLFDevP0T7dn1w1X48InP+SHF7/AiDFTsy5NkqSVZtCWJEmZW61dC644bAv+edxWLEmJw64fyTl3vs6UWQuyLk2SpBVm0JYkSQVj+3W78vg523HWTv145O0v2Okfz3nvbUlSg2PQliRJBaVFs2J+stt6PHrOtmy8pvfeliQ1PAZtSZJUkPp2bcO/Tvjuvbf/+N/3mLfQydIkSYXNoC1JkgpW5XtvH7rVWtwwbDy7XzKUF8dOy7o0SZKqZdCWJEkFr33LZvx5342586StATj0upc474G3mb1gccaVSZL0fQZtSZLUYGzdpzOPnb0dJ2zTm3+NnMgPLhrK8x9OybosSZK+w6AtSZIalJalxZz3ow2555TBtGhWxNE3vszP//0mM+cuyro0SZIAg7YkSWqgBqzdkYfP2pbTd+zLfa9/yq4XPc+T732ZdVmSJBm0JUlSw9WiWTE//8H6PHj6EDq1LuXEW0Zx1h2vM33OwqxLkyQ1YQZtSZLU4G20ZnseOmMbzt1lXR5953N2vfB5Hn7rc1JKWZcmSWqCDNqSJKlRKC0p4uxd1uE/Z27Dmh1bcvrtr3Hqba8xedb8rEuTJDUxBm1JktSorN+9HfedOphf/XB9nvlgMrteOJT7XvvE3m1J0ipj0JYkSY1OSXERp2zfl0fP3pZ+3drwk7vf5LibX+HzmfOyLk2S1AQYtCVJUqPVt2sb7j55EL/78Ya8NG46u144lCueHcOcBYuzLk2S1IgZtCVJUqNWXBQcO6Q3j5+zHVv36cTfHv+A7f/2LDcMG8/8RUuyLk+S1AiF1yvVn7KysjRq1Kisy5AkSZW8NvEr/v74B4wYO43V27fgrJ3X4YABPWhWbP+DJGnFRMSrKaWyquv9H0WSJDUpW6zVkdtP3JrbTxhI9/Yt+PV9b7Prhc/z4BufUl5uB4QkqfYM2pIkqUka3K8L9506mBuOLqNFs2LOvvMNfnjJCzzx7hfOUC5JqhWDtiRJarIigp03WI1HztqWyw7dnIVLyjnp1lfZ58oRvPDRFAO3JGmlGLQlSVKTV1QU/HjTNXjy3O24YP9NmDprAUfe8DKHXPsSoyZMz7o8SVID42Ro9cjJ0CRJapgWLF7CHSMncvmzY5k6ewE7rteVn+62Hhut2T7r0iRJBaS6ydAM2vXIoC1JUsM2d+Fibh4xgWueH8fMeYvYc+PV+clu69K3a5usS5MkFQCDdgYM2pIkNQ4z5y3ihhfGccOw8SxYXM7x2/TmrJ3XoXXzkqxLkyRlyNt7SZIkraT2LZvxk93W4/lf7Mh+W6zJNUPHsfM/nue/b33mhGmSpO8xaEuSJNVQlzbNueCATbn31MF0blPKGbe/zhE3jGTM5NlZlyZJKiAFHbQjokdE3BgRn0XEgoiYEBEXR0THFTjH/0XE0xExKSLmRcT0iHg9In4XEZ2Xsn+viEjLeNxZt89SkiQ1NAPW7shDZ2zDH/fuz9ufzOSHlwzlr4+OZs6CxVmXJkkqAAV7jXZE9AVGAN2AB4HRwFbAjsAHwJCU0rQanGch8BrwHjAZaA1sDZQBnwFbp5QmVdq/FzAeeBN4YCmnfCeldE9NnoPXaEuS1PhNnb2A/3t0NP9+9RNWb9+C8/bckD027k5EZF2aJKmeNbjJ0CLicWA34KyU0mWV1l8InAtck1I6pQbnaZFSmr+U9X8GfgNclVI6rdL6XuSC9j9TSsfU5jkYtCVJajpe/fgrfvvAO7z3+dds068L5+/Vn37dnJ1ckhqzBjUZWkT0IReyJwBXVNn8O2AOcGREtF7euZYWsvPuzi/XWckyJUmSvjFg7Y7858xt+MPe/Xnzkxn88JKh/N9jo5m70OHkktTUFGTQBnbKL59IKZVX3pBSmgUMB1qRGwK+sn6cX75VzfY1IuLkiPhNfrlJLdqSJElNQHFRcNSgXjz7sx3Ye7M1ueq5sezyj+d55O3PnZ1ckpqQQr3543r55YfVbP+IXI/3usDTNTlhRPwMaAO0J3d99jbkQvZfqzlk1/yj8jmeA45OKU2sSZuSJKlp6tKmOX8/cFMO2bInv33wXU7712tsu05uOHnfrg4nl6TGrlB7tNvnlzOr2V6xvsMKnPNn5Iadn0MuZD8G7JZSmlJlv7nAH4EBQMf8Y3vgWWAH4OllDVmPiJMiYlREjJoypeqpJUlSU1LWqxP/OWMIv9+rP29MmsHuFw/lgsecnVySGrtCDdrLUzGNZ43HYKWUuqeUAugO7Af0AV6PiC2q7Dc5pfT/UkqvpZRm5B9DyfWgjwT6AScso51rU0plKaWyrl27ruDTkiRJjU1JcRFHD+7FMz/dgb02XZMrnxvLDn9/jjtensjiJeXLP4EkqcEp1KBd0WPdvprt7arsV2MppS9TSveTC86dgVtqeNxi4Pr8l9utaLuSJKlp69q2Of84aFPuO20wa3dqxa/ve5s9Ln2BZ0dP9vptSWpkCjVof5BfrlvN9oqZwqu7hnu5Ukofk7u3dv+I6FLDwyrGgi93tnNJkqSl2WKtjvz7lEFcfcQWLFxczrE3v8IRN4zknU9XuP9AklSgCjVoP5tf7hYR36kxItoCQ4B5wEu1bGeN/HJJDfevmOV8XC3blSRJTVhEsPtGq/PEudtz/o835L3PvubHlw/jJ3e/wWcz5mVdniSplgoyaKeUxgJPAL2A06ts/j25HuVbUkpzACKiWUSsHxF9K++YX9e96vkjoigi/gx0A0aklL6qtG1gRJQu5ZidgHPzX9620k9OkiQpr7SkiGOG9Oa5n+/ISdv14b9vfc6Of3+Ovz0+mlnzF2VdniRpJUWhXhOUD80jyIXhB4H3gYHAjuSGjA9OKU3L79sLGA98nFLqVekc5wB/A4YCY4FpwGrkZhHvA3wB7JxSeq/SMc8B/YHngE/yqzfh23t7/zal9KeaPIeysrI0atSoFXnakiSpCfvkq7n8/fEPeOCNz+jcupRzdlmHQ7Zai2bFBdk3IklNXkS8mlIq+976Qg3aABHRE/gDsDu5ics+Bx4Afp9Sml5pv14sPWhvBJxKbqh5D3K3A5tDLqg/DFxa+Tz5Y44H9gU2AroAzYAvgReBy1NKL9S0foO2JElaGW99MoM/P/w+I8dPp0+X1vzqh+uz64arERHLP1iStMo0yKDd0Bm0JUnSykop8fT7k/nfR99n7JQ5bNWrE7/ZcwM269kh69IkSXnVBW3HIUmSJBWgiGCXDVfj8XO240/7bMS4qbPZ54rhnHnH60yaPjfr8iRJy2DQliRJKmAlxUUcsfXaPPfzHTlzp348+d4X7HrR89w0fDzl5Y5MlKRCZNCWJElqANo0L+Gnu63HMz/dgUF9OvP7/7zHYde/ZO+2JBUgg7YkSVIDskaHltx4zJZcsP8mvPPp1+x+8VBuHzkR592RpMJh0JYkSWpgIoKDtuzJY+dsy2ZrdeA397/N0Te9wucz52VdmiQJg7YkSVKD1aNjK249biB/3Ls/r4yfzm4XDeWeVz+xd1uSMmbQliRJasCKioIjB/Xi0bO3Zf3ubfnZv9/kxFtGMXnW/KxLk6Qmy6AtSZLUCPTq0po7TxrEeXtuwNCPprLbRUP5z5ufZV2WJDVJBm1JkqRGorgoOGHbPjxy1ras3bk1Z97xOqf/6zWmz1mYdWmS1KQYtCVJkhqZft3acO8pg/j5D9bjife+YLeLnufxd7/IuixJajIM2pIkSY1QSXERp+/Yj4fO2IZubVtw8q2v8pO73mDm3EVZlyZJjZ5BW5IkqRHbYPV2PHD6EM7aeR0efPMzdrv4eZ77YHLWZUlSo2bQliRJauRKS4r4ya7rcv9pg2nXohnH3PQKZ9z+GhOmzsm6NElqlAzakiRJTcQmPTrwnzO34ayd+vH0+5PZ5cLn+Z/732by194KTJLqUqSUsq6h0SorK0ujRo3KugxJkqTvmTxrPpc/M4bbR06kpDg4bkhvTt6+L+1bNsu6NElqMCLi1ZRS2ffWG7Trj0FbkiQVuo+nzeHCJz/kwTc+o33LZpy6Q1+OHtSLlqXFWZcmSQXPoJ0Bg7YkSWoo3v1sJn9//AOe/WAKq7Vrztk7r8tBZT0oKfZKQ0mqTnVB29+ckiRJov8a7bnp2K2466St6dGxFb+5/212u2goD7/1OeXldsxI0oowaEuSJOkbA/t05p5TBnH9UWWUFAen3/4ae18xnBc+moIjISWpZgzakiRJ+o6IYJcNV+PRs7fjHwduyvQ5Cznyhpc5/PqRvDFpRtblSVLB8xrteuQ12pIkqTFYsHgJt4+cyOXPjGHanIXs3r87P/vBuvTr1jbr0iQpU06GlgGDtiRJakxmL1jM9S+M47qh45izcAnbrduVw7Zai1026OakaZKaJIN2BgzakiSpMZo2ewG3vPgxd70yiS++ns9q7ZpzcFlPDt5qLdbs0DLr8iRplTFoZ8CgLUmSGrPFS8p59oMp/Gvkxzz/4RQC2HG9bhy+9Vpsv243iosi6xIlqV4ZtDNg0JYkSU3FpOlzufOVidz1yidMnb2ANTu05JAte3Lwlj3p1q5F1uVJUr0waGfAoC1JkpqaRUvKefK9L7l95ESGjZlKcVGw6warcfjWazGkbxeK7OWW1IhUF7RLsihGkiRJjVOz4iL22Hh19th4dSZMncMdL0/k369+wmPvfsFanVpx2MC1OGBAD7q0aZ51qZJUb+zRrkf2aEuSJOVuD/bYO19w+8iJjBw/nWbFwQ/6d+eU7fuy0Zrtsy5PklaaQ8czYNCWJEn6rjGTZ3H7yEnc8+okZi9YzLFDevOTXdeldXMHWkpqeAzaGTBoS5IkLd3X8xdxwWOjue2liazZoSV/2mcjdly/W9ZlSdIKqS5oF2VRjCRJkpq2di2a8ad9NuaeUwbRqrSYY29+hTNuf43Js+ZnXZok1ZpBW5IkSZkp69WJh8/alp/uui5PvPslu/zjee56ZSKOupTUkBm0JUmSlKnSkiLO3HkdHj1nWzZYvR2/vPdtDrn2JcZOmZ11aZK0UgzakiRJKgh9u7bhzpO25oL9N2H0F7P44cUvcOnTH7FwcXnWpUnSCjFoS5IkqWBEBAdt2ZOnfrI9u2/UnQuf/JA9L32BUROmZ12aJNWYQVuSJEkFp2vb5lx66ObcdOyWzF24hAOufpH/uf9tvp6/KOvSJGm5DNqSJEkqWDuu140nzt2OE7bpzR0vT2SXfzzPo29/7mRpkgqa99GuR95HW5Ikqe68/clMfnXfW7z72dfsssFq/GHv/qzRoSUpJZaUJxYtSSwqL2fR4vLcv5eU5x+5fy9cUs7iSv9etLicDVZvR89OrbJ+apIaqOruo23QrkcGbUmSpLq1eEk5Nw2fwIVPfsjCJeUUFwWLlpSzsn/Sti4t5uojB7DtOl3rtlBJTYJBOwMGbUmSpPoxafpc7nxlIkvKobQ4aFZcRElxEc2Kg9KSotzXRd/9d7OSIkqL818XB+XlifMeeIexU2bz9wM3Ze/N1sz6aUlqYAzaGTBoS5IkFbaZ8xZx0i2jGDl+OuftuQEnbNsn65IkNSDVBW0nQ5MkSVKT1b5lM/553FbssXF3/vTw+/z54fcoL7cjSlLtlGRdgCRJkpSlFs2KuezQLejS5l2ue2E8U2Yt4IIDNqW0xD4pSSvHoC1JkqQmr7go+P1e/VmtXQv+9vgHTJuzkKuPGEDr5v65LGnF+TGdJEmSBEQEp+/Yjwv234QRY6dx6HUvMXX2gqzLktQAGbQlSZKkSg7asifXHjmAD7+cxf5XjeDjaXOyLklSA2PQliRJkqrYeYPV+NcJWzNz3iL2v2oE73w6M+uSJDUgBm1JkiRpKQas3ZF7ThlE85JiDr7mRYZ9NDXrkiQ1EAZtSZIkqRr9urXl3lMH07NTK469+WUefOPTrEuS1AAYtCVJkqRl6N6+BXedPIjN1+rI2Xe+wfUvjMu6JEkFzqAtSZIkLUf7ls245bit2L1/d/708Pv87yPvU16esi5LUoEyaEuSJEk10KJZMVccvgVHbr021wwdx8/+/SaLlpRnXZakAlSSdQGSJElSQ1FcFPxh7/6s1q45f3/iQ6bOWciFB21KlzbNsy5NUgGxR1uSJElaARHBGTutw//tvzHDx0xlyF+f4bwH3mbitLlZlyapQNijLUmSJK2Eg7dciy17deLaoeO465VJ3D5yIj/aZA1O2b4vG67RLuvyJGUoUnISh/pSVlaWRo0alXUZkiRJqmdffj2fG4eN57aXPmbOwiVsv25XTt2hLwN7dyIisi5PUj2JiFdTSmXfW2/Qrj8GbUmSpKZl5txF3DbyY24aPp6psxeyWc8OnLpDX3bdYDWKigzcUmNTXdAu6Gu0I6JHRNwYEZ9FxIKImBARF0dExxU4x/9FxNMRMSki5kXE9Ih4PSJ+FxGdl3Hc4Ih4JL//3Ih4KyLOiYjiunl2kiRJamzat2rG6Tv2Y9gvd+KP+2zE9DkLOfnWV9n1oue5e9QkFi52lnKpKSjYHu2I6AuMALoBDwKjga2AHYEPgCEppWk1OM9C4DXgPWAy0BrYGigDPgO2TilNqnLM3sC9wHzgLmA68GNgPeCelNKBNXkO9mhLkiQ1bYuXlPPIO19w1XNjef/zr+nergUnbNubQ7ZaizbNnS5Jauga3NDxiHgc2A04K6V0WaX1FwLnAteklE6pwXlapJTmL2X9n4HfAFellE6rtL4dMAZoTy7Mj6o4D/AMMAg4NKV05/LaNmhLkiQJIKXE0I+mctVzY3hp3HTat2zGUYPW5pjBvejsrcGkBqtBBe2I6AOMBSYAfVNK5ZW2tQU+BwLollKas5JtbAq8ATyVUtq10vrjgBuAW1JKR1c5ZifgaWBoSmn75bVh0JYkSVJVr0/8iqufH8sT731J85IidlyvG+1bNqNlaTGtSotpVVpCy2a5f7fMf/3tv4tp2azS+mbFXvstZai6oF2o41V2yi+fqByyAVJKsyJiOLne7q3JBd+V8eP88q1q2n5sKccMBeYCgyOieUppwUq2LUmSpCZq87U6cs2RZYyZPJtrh47l5fHTmbtwCfMWLmHuoiUsKV+xjrBWpcUcOWhtfr7bepQUF/QUTFKTUahBe7388sNqtn9ELmivSw2DdkT8DGhDbkh4GbANuZD915q2nVJaHBHjgf5AH+D9mrQtSZIkVdWvWxsuOGDT76xLKbFwSXkudOcfuX8vZu6iJd+sn7dw8Tfbx06ZzTXPj+ONiTO47LDN6da2RUbPSFKFQg3a7fPLmdVsr1jfYQXO+TNgtUpfPwYck1KaUpdtR8RJwEkAa6211gqUJ0mSpKYuImheUkzzkmI6tKr5cTut/wm/uf9tfnTpMK48fAvKenWqvyIlLVdDHVtScSFKjcfVpJS6p5QC6A7sR65H+vWI2KIu204pXZtSKksplXXt2nUFTy1JkiStuP226MH9pw2hVWkxh1z7EjcMG08hzsUkNRWFGrQreo3bV7O9XZX9aiyl9GVK6X5yQ887A7esqrYlSZKk+rLB6u148Ixt2HH9bvzxv+9x5h2vM2fB4qzLkpqkQg3aH+SX61azfZ38srpruJcrpfQxuXtr94+ILjVpOyJKgN7AYmDcyrYtSZIk1Yf2LZtxzRED+MXu6/HI25+z9xXDGTN5dtZlSU1OoQbtZ/PL3SLiOzXmb+81BJgHvFTLdtbIL5dUWvdMfrn7UvbfDmgFjHDGcUmSJBWioqLgtB36cevxA/lqzkL2vnwYj7z9edZlSU1KQQbtlNJY4AmgF3B6lc2/B1qTu8/1HICIaBYR60dE38o75td1r3r+iCiKiD8D3ciF5q8qbb4HmAocEhFllY5pAfwp/+VVtXl+kiRJUn0b0q8L/z1rG9bt3pbT/vUaf/rveyxaUr78AyXVWhTqJAn50DyCXBh+kNyttAYCO5IbMj44pTQtv28vYDzwcUqpV6VznAP8jdz9r8cC08jNPL49ucnQvgB2Tim9V6XtfcgF7vnAncB0YC9yt/66Bzgo1eCFKysrS6NGjVqJZy9JkiTVjYWLy/nzw+/xzxc/Zqtenbj8sM3p1s5bgEl1ISJeTSmVVV1fkD3a8E2vdhlwM7mA/VOgL3ApMKgiZC/HU8C15CY92w/4ObA/ueD8e6B/1ZCdb/sBcmF8aH7/M4FFwE+AQ2oSsiVJkqRCUFpSxO/33oiLD96Mtz+dyZ6XDePl8dOzLktq1Aq2R7sxsEdbkiRJhWT0F19z6m2vMXH6XH79w/U5fpveRMTyD5S0VA2uR1uSJElS3Vq/ezsePGMIu2zQjT89/D6n3/4as70FmFTnDNqSJElSE9KuRTOuPmIAv/rh+jz2zhfsdfkwPvpyVtZlSY2KQVuSJElqYiKCU7bvy79O2Jqv5y3ih5e8wHE3v8KDb3zK3IX2cEu1VZJ1AZIkSZKyMahvZx4+a1tuHDaeh978jGdGT6ZVaTG7bbgae2+2Jtus04VmxfbNSSvKydDqkZOhSZIkqaEoL0+8PGE6D77xGY+8/Tkz5y2iU+tS9tx4dfbZfA22WKujE6dJVVQ3GZpBux4ZtCVJktQQLVi8hKEfTuWBNz7lqfe+ZMHicnp0bMnem63B3putybqrtc26RKkgGLQzYNCWJElSQzd7wWIef+cLHnzzM4Z9NIXyBBus3o69N1uDvTZdgzU6tMy6RCkzBu0MGLQlSZLUmEyZtYCH3/qMB974jDcmzQBgq96d2GezNdlzk9Vp37JZtgVKq5hBOwMGbUmSJDVWH0+bw4NvfMYDb3zKuClzaNmsmP0HrMkxg3vTr1ubrMuTVgmDdgYM2pIkSWrsUkq8/elMbnnxYx564zMWLiln23W6cNyQ3my/bleKipxATY2XQTsDBm1JkiQ1JVNnL+COkRO59aWPmTxrAb27tOboQWtzQFlP2jT3zsJqfAzaGTBoS5IkqSlauLicR9/5nJuGT+CNSTNo07yEA8t6cMzgXqzduXXW5Ul1xqCdAYO2JEmSmrrXJ37FzSMm8PBbn7MkJXZarxvHDunNkH6dvS+3GjyDdgYM2pIkSVLOl1/P518vfcy/Rk5k2pyFrNOtDccM6cV+m/egZWlx1uVJK8WgnQGDtiRJkvRd8xct4T9vfsZNwyfw3udf075lMw7ZsidHDlqbHh1bZV2etEIM2hkwaEuSJElLl1LilQlfcfOI8Tz2zhcA7LheNw4buBY7rNeNYmcrVwNQXdB26j9JkiRJq1xEsFXvTmzVuxOfzpjH7SM/5q5XPuHp0aNYo30LDt5yLQ7esifd27fIulRphdmjXY/s0ZYkSZJqbtGScp5670tuf3kiL3w0leKiYKf1c73c263T1V5uFRx7tCVJkiQVtGbFRfxw49X54car8/G0Odzx8iTueXUST773JWt2aMkhW/bk4C170q2dvdwqbPZo1yN7tCVJkqTaWbi4nCfe+4I7Xp7I8DHTKC4KdtmgG4cNXJtt+3WhyF5uZcgebUmSJEkNTmlJET/aZA1+tMkajJ86hztfnsi/X/2Ex9/9kp6dWnLIlmtxUFlPurZtnnWp0jfs0a5H9mhLkiRJdW/B4iU8/u6X3D7yY14aN52SomC3/quxTb+utG5eTOvSElqVFtOqeQmtKy9LSygtKcq6fDUi3t4rAwZtSZIkqX6NnTKbO0ZO5J7XPmHG3EXL3b9ZcdCyWTGtm+fC+DfL0hLat2rGwWU9Gdin8yqoXI2BQTsDBm1JkiRp1Vi4uJzpcxYyZ+Fi5i5YklsuXMycBUu+Wc5btIQ5CxYzd2GlZaX9P5sxj6/mLmK7dbvys93WZZMeHbJ+WipwXqMtSZIkqdEqLSmq9T235y9awi0vTuCq58ay1+XD2b1/d36y27qsu1rbOqpSTYU92vXIHm1JkiSp4Zk1fxE3DpvAdS+MY87Cxey72Zqcs8u6rNW5VdalqcA4dDwDBm1JkiSp4fpqzkKuHjqWf46YwOIliYO27MlZO61T655zNR4G7QwYtCVJkqSGb/LX87n82THc8fJEIoKjtl6bU3foS+c23lKsqTNoZ8CgLUmSJDUek6bP5ZKnP+K+1z6hZbNijt+mNyds14d2LZplXZoyYtDOgEFbkiRJanzGTJ7NRU9+yMNvf077ls04Zfu+HD14bVqVOtd0U2PQzoBBW5IkSWq83vl0Jhc++SHPjJ5MlzbNOXOnfhyyVU+alxRnXZpWEYN2BgzakiRJUuP36sfTueCxDxg5fjqdW5ey+0bd2XPj1dmqdydKiouyLk/1yKCdAYO2JEmS1DSklBg+Zhp3vjKRp9+fzLxFS+jcupQf5EP3QEN3o1Rd0PYiAkmSJEmqpYhgm3W6sM06XZi3cAnPfTCZh9/+nAde/5TbR06kc+tSduvfnR9tYuhuCuzRrkf2aEuSJElN27yFS3j+w8n8963PeWb0ZOYuXEKn1qX8oH+up3vrPobuhsyh4xkwaEuSJEmqMH9RRU/3Fzz9/peVQvdq7LHx6gzq09nQ3cAYtDNg0JYkSZK0NLnQPYWH3/78m9DdsVUzftC/Ozus15Wt+3SmQ6vSrMvUchi0M2DQliRJkrQ8FaH7kXzonrNwCRGwQfd2DO7bmcH9OrNlr060bdEs61JVhUE7AwZtSZIkSSti4eJy3vxkBi+OncaIsVN5beIMFi4up7go2HjN9gzq25nBfTtTtnYnWpZ6v+6sGbQzYNCWJEmSVBvzFy3htYlf8eLYabw4dhpvTJrB4vJEs+Jg854d2TofvDdfqwPNSwzeq5pBOwMGbUmSJEl1ac6CxYz6+CtGjJ3KS2On8fanMylP0LykiLJeHRnUpzOD+nZh0x7tnVhtFTBoZ8CgLUmSJKk+zZy3iFfGT2fE2Gm8OG4a73/+NQBtm5cwsE8nhvTrwpB+XVinWxsiIuNqG5/qgnZJFsVIkiRJkmqvfctm7LLhauyy4WoATJ+zkJfGTWP4mKkMHzOVp96fDEDXts0Z0rfzN8F7jQ4tsyy70bNHux7Zoy1JkiQpS598NZcRY6YxbMxURoydytTZCwHo06V1PnR3ZlCfLrRv5YzmK8Oh4xkwaEuSJEkqFCklPvhyFsM+msqIsdN4adw05i5cQlHARmu2Z0i/LmzTrwsD1u5Ii2ZOrFYTBu0MGLQlSZIkFapFS8p5c9KMXG/3mGm8NvErFpcnSkuK2Gm9bhyyVU+2XacrxUVe210dg3YGDNqSJEmSGoo5Cxbz8vjpPP/hFB568zOmz1nImh1acmBZDw4q6+l13Uth0M6AQVuSJElSQ7RwcTlPvvcld74ykWFjpgKw/bpdOWTLtdh5g24089ZhgEE7EwZtSZIkSQ3dpOlz+feoSdw96hO++Ho+Xdo054ABPTh4y5707tI66/IyZdDOgEFbkiRJUmOxeEk5z384hTtfmcQzoyezpDyxdZ9OHLLlWuy+UfcmOYGaQTsDBm1JkiRJjdGXX8/nnlc/4a5XJjFx+lzat2zGvpuvySFb9WT97u2yLm+VMWhnwKAtSZIkqTErL0+8OG4ad74yicff+YKFS8rZtGcHDhzQg0F9O9OnS2siGu+s5dUF7ZIsipEkSZIkNXxFRcGQfl0Y0q8L0+cs5P7XP+XOlydy3gPvANChVTO2WKsjA9buyOZrdWCznh1oVdr4Y6g92vXIHm1JkiRJTU1KiTGTZ/PaxK949ePcY+yUOQAUFwUbrN72m/C9xVod6dGxZYPt9XboeAYM2pIkSZIEM+Yu5PWJM3j14694beJXvDFpBnMXLgGga9vmDKgI3mt3oP8a7RvMxGoOHZckSZIkZaJDq1J2XL8bO67fDcjNYD76i1m8nu/1fm3iDB579wsASouL2GjNduyx8eqcsG2fLMteaQZtSZIkSdIqVVJcxEZrtmejNdtz5KBeAEyeNZ/XPp7xTfj+dMa8bIushYIO2hHRA/gDsDvQGfgceAD4fUrpqxoc3xnYF9gT2BhYE1gIvA3cBNyUUiqvckwvYPwyTntXSumQFX0ukiRJkqTqdWvbgt036s7uG3XPupRaK9igHRF9gRFAN+BBYDSwFXA2sHtEDEkpTVvOaQ4EriIX0J8FJgKrAfsB1wM/jIgD09IvVH+TXKiv6p0VfzaSJEmSpKaiYIM2cCW5kH1WSumyipURcSFwLvBn4JTlnONDYC/g4co91xHxG+BlYH9yofvepRz7Rkrp/No8AUmSJElS01OUdQFLExF9gN2ACcAVVTb/DpgDHBkRrZd1npTSMyml/1QdHp5S+gK4Ov/lDnVRsyRJkiRJULg92jvll08sJSTPiojh5IL41sDTK9nGovxycTXb14iIk8ldGz4NeDGl9NZKtiVJkiRJaiIKNWivl19+WM32j8gF7XVZiaAdESXAUfkvH6tmt13zj8rHPQccnVKauKJtSpIkSZKahoIcOg60zy9nVrO9Yn2HlTz/X4GNgEdSSo9X2TYX+CMwAP5/e/cea1lZ3nH8++Mi03KXS6lCBKmAgWhqp3KrwEBA2gaLRE1NQDRFi2IoFgwNFmFoSaD1xqWlpZYi2FQNatGKQisgg1TtKEhRCohCoYrMcL/MQMGnf6x16mZ79pkZWPt2zveTrLxnve+71nrPzJOz97Mu72LLdtmfZjK1A4CvznXLepJ3JVmeZPmKFSue5/AkSZIkSdNqUhPtNUlbzjZb+NwbJscDJ9LMYn5Uf3tV3V9VH6yq71TVw+1yHc0V9G8CvwYcM2j/VXVhVS2uqsXbbLPNug5PkiRJkjTlJjXRnrlivfmA9s36+q2VJMcB5wDfB5ZU1YNru21VPUPzSjCA/dbluJIkSZKkhWNSE+3b2nKXAe2vaMtBz3D/giQnAOfTvAd7STvz+LqauRd8ztnOJUmSJEkL16Qm2te05SFJnjPGJJsC+wKrgG+szc6SnAx8FLiJJsm+/3mOa6+2/OHz3F6SJEmSNM9NZKJdVXcCVwE7Asf1NS+luaJ8SVU9AZBkwyS7Jdm5f19JTqWZ/OzbwEFVtXKuYyfZM8mLZqk/EHhfu/rJdfuNJEmSJEkLxaS+3gvgPcANwLlJDgJuBfYEltDcMv6Bnr4vbdvvpknOAUhyNHAG8CywDDg+CX3uqqqLe9bPBnZvX+V1b1v3Kn7+bu9Tq+qGF/arSZIkSZLmq4lNtKvqziSLaRLlQ4HfAX4CnAssXcuJzHZqy/WBEwb0+Rpwcc/6pcAbgd8EfhvYEPgp8Bng/Kpatk6/iCRJkiRpQUnVOr8hS2tp8eLFtXz58nEPQ5IkSZI0BEm+XVWL++sn8hltSZIkSZKmlYm2JEmSJEkdMtGWJEmSJKlDJtqSJEmSJHXIRFuSJEmSpA6ZaEuSJEmS1CETbUmSJEmSOmSiLUmSJElSh0y0JUmSJEnqUKpq3GOYt5KsAO4e4iG2BlYOcf/SujImNYmMS00i41KTxpjUJJr0uFwJUFWH9jeYaE+xJMuravG4xyHNMCY1iYxLTSLjUpPGmNQkmua49NZxSZIkSZI6ZKItSZIkSVKHTLSn24XjHoDUx5jUJDIuNYmMS00aY1KTaGrj0me0JUmSJEnqkFe0JUmSJEnqkIm2JEmSJEkdMtGeMkm2T3JRkh8neSrJXUk+lmTLcY9N81eSNyU5L8myJI8mqSSfXMM2+yS5IsmDSZ5McnOSE5KsP6pxa/5KslWSY5J8PskPkqxK8kiS65P8QZJZP9+MSw1TkrOTfDXJPW1MPpjkxiSnJdlqwDbGpEYqyVHt53glOWZAH+NSQ9XmMDVguW/ANlMVlz6jPUWS7AzcAGwLXA78F/BaYAlwG7BvVT0wvhFqvkpyE/Bq4HHgXmA34B+r6sgB/X8P+CywGvg08CBwGLArcFlVvXkEw9Y8luRY4ALgJ8A1wH8DvwIcAWxOE39vrp4POeNSw5bkaeA7wPeB+4GNgb2AxcCPgb2q6p6e/sakRirJDsB/AusDmwDvrKqP9/UxLjV0Se4CtgA+Nkvz41X1ob7+UxeXJtpTJMmVwCHA8VV1Xk/9R4D3AX9bVceOa3yav5IsoUmwfwDsT5PYzJpoJ9ms7bc5zcmf5W39IuBqYG/grVX1qRENX/NQkgNpkpgvVdXPeuq3A74F7AC8qao+29Yblxq6JIuqavUs9WcCpwAXVNV72jpjUiOVJMC/AjsBnwNOoi/RNi41Km2iTVXtuBZ9pzIuvXV8SiR5OU2SfRfwV33NpwFPAEcl2XjEQ9MCUFXXVNUdtXZn5t4EbAN8auYPYbuP1cCftqvvHsIwtYBU1dVV9cXeJLutvw/4m3b1gJ4m41JDN1uS3fpMW76ip86Y1KgdDxwIvIPme+NsjEtNoqmMSxPt6XFgW141yxfLx4CvA79Mc4uaNE4zsfqVWdquA54E9kmy0eiGpAXmf9vymZ4641LjdFhb3txTZ0xqZJK8EjgLOKeqrpujq3GpUdooyZFJTknyR0mWDHjeeirj0kR7euzalrcPaL+jLXcZwVikuQyM1ap6BvgRsAHw8lEOSgtDkg2At7WrvR/IxqVGJslJSU5P8tEky4A/o0myz+rpZkxqJNq/i5fSzGVxyhq6G5cape1oYvNMmme1rwbuSLJ/X7+pjMsNxj0ArbXN2/KRAe0z9VsMfyjSnIxVjdNZwB7AFVV1ZU+9calROolmcr4ZXwHeXlUreuqMSY3KB4FfB36rqlatoa9xqVH5B2AZ8D3gMZok+b3Au4AvJ9m7qr7b9p3KuPSK9vyRtnR2O006Y1VDkeR44ESaNzIcta6bt6VxqResqrarqtBcrTmC5gvkjUlesw67MSb1giV5Lc1V7A9X1b93scu2NC71glTV0na+lZ9W1ZNVdUs7qfNHgF8CTl+H3U1kXJpoT4+ZMzWbD2jfrK+fNC7GqkYuyXHAOTSvVVpSVQ/2dTEuNXLtF8jP00xmuhVwSU+zMamh6rll/Hbg1LXczLjUuM1MaLpfT91UxqWJ9vS4rS0HPYM9M5PpoGe4pVEZGKvth/5ONJNU/XCUg9L8leQE4HzgFpok+75ZuhmXGpuqupvmJNDuSbZuq41JDdsmNPH1SmB1kppZaN5YA/B3bd3H2nXjUuN2f1v2vklpKuPSRHt6XNOWhyR5zv9bkk2BfYFVwDdGPTCpz9VteegsbfvRzI5/Q1U9Nbohab5KcjLwUeAmmiT7/gFdjUuN20va8tm2NCY1bE8Bfz9gubHtc327PnNbuXGpcdu7LXuT5qmMSxPtKVFVdwJXATsCx/U1L6U563NJVQ16L6I0KpcBK4HfT7J4pjLJIuDP29ULxjEwzS9JTqWZ/OzbwEFVtXKO7salhirJbkm2m6V+vSRnAtvSfBF8qG0yJjVUVbWqqo6ZbQG+0Hb7RFv36XbduNTQJdk9yYtnqX8ZzR1qAJ/saZrKuEzVRD0zrjkk2Rm4gebD+nLgVmBPYAnNLeP7VNUD4xuh5qskhwOHt6vbAa+nOdO4rK1bWVUn9fW/DFgNfAp4EHgDzesZLgPeUv7x0QuQ5GjgYpqrg+cx+3NZd1XVxT3bHI5xqSFpH2H4S5p3ut4JPEAz8/j+NJOh3UdzQuj7PdscjjGpMUhyOs3t4++sqo/3tR2OcakhauPvT2ju2P0RzazjOwO/CywCrgDeWFVP92xzOFMWlybaUybJDsAZNLdObAX8BPhnYOksk/9Inej5QB7k7qrasW+bfYEP0NwCtAj4AXARcG5VPfsLe5DWwVrEJMDXquqAvu2MSw1Fkj2Ad9M8yrU9zWtmnqA5Ef4lmhj7hc9pY1LjMFei3bYblxqa9j3Zx9K8dm47mjtzH6Z5DOxS4NLZkuZpi0sTbUmSJEmSOuQz2pIkSZIkdchEW5IkSZKkDploS5IkSZLUIRNtSZIkSZI6ZKItSZIkSVKHTLQlSZIkSeqQibYkSZIkSR0y0ZYkSZIkqUMm2pIkSZIkdchEW5IkSZKkDploS5IkSZLUIRNtSZIkSZI6ZKItSdICkOTaJJXk9CQbJjkxyfIkD7f1B7RtleTaOfZzQNunZml7zvZJDkrypSQrkqxOcmuS05IsmmP/r0/yuST3Jnk6yaNJfpjkqiQnJXlxF/8ekiQN0wbjHoAkSRqpRcC1wD7AM8BjwzhIkvcDZ7erjwAvAnYDTgf2T3JwVT3bt80HgaU9VU8CAXZql4OB5e34JUmaWF7RliRpYTkOeBXwDmCzqnoxsDVwc4fHeDVwVrtsW1VbAlsAZ7TtS4CjezdI8jLgtHb1I8BLq2rjqtq03fZ1wF8zpBMDkiR1ySvakiQtLJsAb6iqL85UVNUDAEm6OsYWwNKqOr3nGI8CpyXZAzgCeCtwUc82e9JcALi9qk7s3VlVPQJc3y6SJE08r2hLkrSwfK83yR6Sp4APDWi7vC1f1Vf/cFtummTjYQxKkqRRMdGWJGlh+foIjvG9qnp8QNuP27J/UrNvASuBXwW+meS9SXZLh5fZJUkaFRNtSZIWlvtHcIy5nqN+pi2f8/haVT1Mczv5CmB34DzgVuChJF9IcmSSDYcwVkmSOmeiLUnSwvLsmruMR1X9G83s4m8DPgHcAWwOHAZcCtyY5KXjG6EkSWvHRFuSJM2Yudo88D3XNInv0FTVE1V1aVW9vap2AbYHTgZW8/Mr3ZIkTTQTbUmSNOOhttxhjj57jmIgM6rqf6rqL4APt1UHj/L4kiQ9HybakiRpxnfb8iVJ9upvTLIt8M5hHDjJRmvosqotJ/bWd0mSZphoS5KkGTcAd7c/X5xkcRrrJTkAuJbhfXc4OcmXkxyVZPuZyiQbJXkL8P626oohHV+SpM5ssOYukiRpIaiqnyX5Q+CLwK7AfwBP0iTXi2gmJzsO+KchHH494NB2IckqmqvYWwIzr/i6FfjjIRxbkqROeUVbkiT9v6q6Engd8C80z2yvD9wDnAX8BnDfkA59IfAumiT+FpoEf7N2DMuAE4DXVNWwji9JUmdSVeMegyRJkiRJ84ZXtCVJkiRJ6pCJtiRJkiRJHTLRliRJkiSpQybakiRJkiR1yERbkiRJkqQOmWhLkiRJktQhE21JkiRJkjpkoi1JkiRJUodMtCVJkiRJ6pCJtiRJkiRJHTLRliRJkiSpQ/8H31y0EA8enSgAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[124 13]\n", " [ 3 5]]\n", "Final learning f1 score 0.3846153846153846\n", "Final learning precision score 0.2777777777777778\n", "Final learning recall score 0.625\n", "Final learning kappa score 0.33371625502584734\n", "\n", "\n", "Executing fold: 4\n", "\n", "\n", "Model: \"model_69\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_70 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_23 (TFOpLambda) (1, 5, 8) 0 input_70[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_23 (Conv1D) (1, 3, 8) 200 tf.reshape_23[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_23 (Flatten) (1, 24) 0 conv1d_23[0][0] \n", "__________________________________________________________________________________________________\n", "dense_92 (Dense) (1, 25) 625 flatten_23[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_23 (Reshape) (1, 5, 5) 0 dense_92[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_23 (TFOpLamb (1, 5) 0 reshape_23[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_69 (Lambda) (1, 5) 0 tf.math.reduce_sum_23[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_23 (TFOpLamb (1, 5) 0 lambda_69[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_23 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_23[0][0] \n", " reshape_23[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_23 (Sl (5, 5) 0 multiply_23[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_23 (TFOp (5, 5) 0 tf.__operators__.getitem_23[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_23 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_23[0][0] \n", " input_70[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_70\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_71 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_93 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_94 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_95 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_71\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_72 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_70 (Lambda) (None, 8) 0 input_72[0][0] \n", "__________________________________________________________________________________________________\n", "model_69 (Functional) (5, 8) 825 lambda_70[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_71 (Lambda) (None, 8) 0 input_72[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_23 (TFOpLambda) (None, 8) 0 model_69[0][0] \n", " lambda_71[0][0] \n", "__________________________________________________________________________________________________\n", "model_70 (Functional) (None, 2) 33877 tf.concat_23[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "130 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "160 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "190 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "220 neighbourhood batches trained; running neighbourhood epoch 7\n", "230 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "250 neighbourhood batches trained; running neighbourhood epoch 8\n", "260 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "280 neighbourhood batches trained; running neighbourhood epoch 9\n", "290 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "320 neighbourhood batches trained; running neighbourhood epoch 10\n", "330 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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kTPl9W6vrvECR96zvc87fwTnfY2UfqLR7z+qGc5YgiGWAgm+CIFY7H4QIeC6DSBmUPALRfgwQrZOC+Gnr8XHOeU35vwzE1zLGUgGvfVrA/4/CMU26JWTdYc+tFPfCUV28plxRkINLX8MnxlgPgo/beY1VLytr4W8JWTTsuVY5BhGUAdHO92nO+bGQ5cA51znnt0P0O6/AaZMX9hqTc34/gJ8DcNL6d5B5VKs8ZD0+lzHmO85hjF0KJ/B9sMPrB9zH+7khy3UiIwcAwDmftjJ+/tD613WMsWHruZNwUpZf1ql1XiA0umcxhH+O8nsmTBXvhnOWIIhlgIJvgiBWNZzzIwC+ZP35Xmmaxjmfg+Ou+y6fGklYKp50Jf8vz9OPy8Ug0tu9r81AtNvy2yYOx0X97YyxOvMgxthFcIzHugbLtVm6qL/Lr9ZXxXJHV5m3HusUUov3QvT9Xa3IlPrXMsZ2eJ+0gqW3d3ql1jknr4NfZYzVKXWMsQ0AftX68788zwVNMAEi8JZKoK0Ihr3GUg6leVenU2X/23rcCOAtAct80HqcQrgBXUtYx1t2K3i7n9EcY+xyiEmIpmjwWQCiZZZEPbb/aj2+hTF2XbPrvYBpdM96O4SJZhAL1uNAyDIrfs4SBLE8UPBNEMSFwF/C6j0LUXMseTdEH+9dAL4vayQtU7CXQPQpjkO4C7ta7Fhtme62/vx7xthPy7R2y0jqNgSb4gDAX0AMktcB+IEcDDPBT0FMDNS1P+sSfg8ihboPwN2MsV9mjNkp9oyxEcbYqxhj/4v6SQvZkuetjLG3WQ7gYIyNMsb+AaK2cnrpd2HF+DiEQVMG4px7jqWcgTF2I4TbeCcN8lT+AiLjYgjAbYyxZ8gnGGPPhDhnByAUW28buROMsb9kjD1dDf6s0oMvQJjqmXC3i3qAMfYxxtgtjLGc8poNjLF/hLjuAHGddQzO+U8getwDwD8yxn5DTq5Z59ln4LR8ey/nvOz3Ph3gLyEMvkYA/J/1+cpr/AUQNfCtXOOvZ4zdwxj7VXUChzEWY4y9EM5nd581ySj5WwCHAKQA3M4Ye6t0rGeMJRhjFzPG/pQx9vstbNNqRt6zXswYe688lxljA4yxPwHwjwi/Z+2xHl/CGPMtM+iic5YgiCWGgm+CIFY9Vj/db1p/vlsGD1av21+EUOBuBvAEY2wewrn2OxC1t6cAvCygnddvQgyu10METXnGWB4ihXCn9d5B23QEwoldh2gb8whjbAFAHsDtEA7gv2stXmltz5cGqw3Q8wEch6gz/SyAWcbYDGNsEaIe8asQGQHe75m/g2iTFIeY0CgxxmYh3L9/2/rft7FK4ZzPQqideYjg806I82YRIpV0O4C3KS/p2CDbmjB6JYSSdwWAe5homZSHmEi6DCI4f6VPa751AP4Iohdy0fqsSxDB3GsgJrd+z2qHJBmAuEZ+CGCRMTZrresMgN+wlvkHzvkPOrWPCr8C0c4tCREczTPGZiDOM6ks/i3n/FMBr28bK9X7DRDX77UAHrSu8QLEJEUCzjXeDAzAMyB6sh9hjJUZY1MQ97FbIeqCz8Lp6y23ZxHAiwDshWjV9WlY1y3EROABAB9A6+2yViufB3CX9fsHIc7lGYiA+0MQx/yTIa//d4jreBeAk0y0Yzxu/ajHesXPWYIglh4KvgmCuFD4kPW4CU5qLTjnX4IIRP4ZQuFOQQTEjwF4H4ArPQEFlNc+BuCpECmDExD31CkAn4AYbO8N2yDO+f9ABN5fgQhYUxCq6EcBXAcn3XEu8l4uE9bExeUQQdRtEPvdC3EMDgH4IkRN+Ks8r5uDCBw+AhG8GxDH+04Ab+CcdzzlutvgnN8N4GoA/wYxsI5DfMb/CtF//oiy+FyH1/0jCJfsvwOwD+LzYtbvfwvgMs75XT4vfQGEknsXxIRUxvr/YWs/nsI5/4jnNa+HuIZuh6iBTkIEnCcgUuCfxzlvJfhsCOd8HqK2/Vcgzq1FAD0QhoFfBfBczvm7lmLdnu34DsRnKu8RSYhr/OMQ13hoXX0A34SYuPs3iPKXeQhzx0WIHtrvBXAF53y/z/Yctdb76xDHZRbiuJyDmFh5LxznbgLC6R/i/P8AgIMQ2VIM4lj/GoCXI6R0gnN+CKLu/5sQ9/lhiBZxW6FkuXTLOUsQxNLCRFkSQRAE0W0wxj4E0aLpDstdmrgAYIy9FUKVPMo537nS20MQBEEQRGcg5ZsgCKILYYytgZNqeGvYssTqgTGWhki/B+hzJwiCIIhVBQXfBEEQKwRj7J2MsT9ijO1ijMWt/6Uss7cfQxi2TcJxKSZWAYyx1zPG/pwxdqViOBdnjD0bwB0Q6fxliPIDgiAIgiBWCUvlqEoQBEE0ZgeA34KopTUss7c+OPfmeQCv5ZyvZvfvC5FRCKf9dwPgluFcD0Q9MCCMs97MOT+4QttHEARBEMQSQME3QRDEyvHvEEY9z4bo7zoM4Tp8DMIN+aM+rtPE+c+3IVzib4EwXRqBMHE6CuEM/hEKvAmCIAhi9UGGawRBEARBEARBEASxxJDyvYSMjIzwbdu2rfRmEARBEARBEARBEEvAww8/PMU5XxNlWQq+l5Bt27bhoYceWunNIAiCIAiCIAiCIJYAxtiJqMuS2zlBEARBEARBEARBLDEUfBMEQRAEQRAEQRDEEkPBN0EQBEEQBEEQBEEsMRR8EwRBEARBEARBEMQSQ8E3QRAEQRAEQRAEQSwxFHwTBEEQBEEQBEEQxBJDwTdBEARBEARBEARBLDEUfBMEQRAEQRAEQRDEEkPBN0EQBEEQBEEQBEEsMRR8EwRBEARBEARBEMQSQ8E3QRAEQRAEQRAEQSwxFHwTBEEQBEEQBEEQxBJDwTdBEARBEARBEARBLDEUfBMEQRAEQRAEQRDEEkPBN0EQBEEQBEEQBEEsMRR8EwRBEARBEARBEMQSQ8E3QRAEQRAEQRAEQSwxFHwTBEEQBEEQBEEQxBJDwTdBEARBEARBEARBLDEUfBMEQRAEQRAEQRDEEkPBN0EQBEEQBEEQBEEsMRR8EwRBEARBEARBEMQSQ8E3QRAEQRCEDx+97RC+/OCpld4MgiAIYpVAwTdBEARBEIQP337iLH6w99xKbwZBEASxSqDgmyAIgiAIwgeDc+imudKbQRAEQawSKPgmCIIgCILwwTQ5dIOv9GYQBEEQqwQKvgmCIAiCIHwwOEfNIOWbIAiC6AwUfBMEQRAEQfhgGBR8EwRBEJ2Dgm+CIAiCIAgfRM03pZ0TBEEQnYGCb4IgCIIgCB8ME6hRzTdBEATRISj4JgiCIAiC8MHkHDqlnRMEQRAdgoJvgiAIgiAIHwyT0s4JgiCIzkHBN0EQBEEQhA+GSYZrBEEQROeg4JsgCIIgCMIHg/p8EwRBEB2Egm+CIAiCIAgfqM83QRAE0Uko+CYIgiAIgvDBpLRzgiAIooNQ8E0QBEEQBOED9fkmCIIgOgkF3wRBEARBEB5Mk4NzUM03QRAE0TEo+CYIgiAIgvBgcBF010xKOycIgiA6AwXfBEEQBEEQHgwr3Zxz53eCIAiCaIeuDr4ZY5sYY//KGDvLGKswxo4zxj7CGBuM+PphxthbGGNfY4wdZoyVGGPzjLG7GWO/whgL3H8m+CXG2J2MsRnrtccYY19mjF3cub0kAIBzDs5pcEMQBEF0B6bynUSmawRBEEQn6NrgmzG2E8DDAN4M4CcA/gHAUQC/BeA+xthwhLd5DYDPAHgagAcAfATAVwFcCeBfAHyZMcZ81p0G8E0AnwMwCuCL1mt/DOBGABR8d5jv7B7DUz50G6o6DXAIgiCIlUdVuyn4JgiCIDpBfKU3IIR/ArAWwDs55/8o/8kY+3sAvwPgQwDe3uA9DgJ4OYDvcM7tb07G2J9ABPSvBvAqiIBc5e8AvBTAXwJ4j/pa6/WJVnaICObA+CKm8lXkKzqG4smV3hyCIAjiAkct9SbTNYIgCKITdKXyzRjbAeAFAI4D+ITn6fcBKAD4RcZYLux9OOd3cM6/5Q2eOefjAD5l/XmLZ907IYL6BwG82/ta6/W1yDtDRGKuKA5pRTdWeEsIgiAIAtCV6JtM1wiCIIhO0JXBN4Cfsh5/4BM4LwK4B0AWwNPbWIcMoHXP/98AcVz+HUAfY+z/Mcb+mDH2NsbYrjbWR4QwW6wCAMo1GuAQBEEQK4+h1HyT8k0QBEF0gm5NO7/EejwY8PwhCGX8YgC3N/vmjLE4gDdaf97qefop1mM/gCMA1Npyzhj7JEQqPEm0HWS+RMo3QRAE0T1Q2jlBEATRabpV+e63HucDnpf/H2jx/f8KwnTtu5zz73ueW2s9fhDAQwCuAtAL4HkQwfivA3hv0BtbCvlDjLGHJicnW9y8Cw+pfFdI+SYIgiC6AFX5prRzgiAIohN0a/DdCOlQ3vRUNGPsnQB+D8B+AL/os0jMehwD8LOc8z2c8zzn/A4APwfABPC7jDFfVzDO+ac55zdyzm9cs2ZNs5t3wSJrvss1Ur4JgiCIlcc0Ke2cIAiC6CzdGnxLZbs/4Pk+z3KRYIy9A8BHAewF8FzO+YzPYrPW462c85L6BOf8cQDHIJTwy5pZNxHOvG24RuoCQRAEsfLo1GqMIAiC6DDdGnwfsB6D+mlfZD0G1YTXwRj7bQAfB7AHIvAeb7DuuYDnZXCeibpuIpyaYWKxInzvSPkmCIIgugHq800QBEF0mm4Nvn9oPb6AMebaRsZYL4BnAigBuD/KmzHG/hDAPwB4DCLwnghZXBq4XenzPik4gf/xKOsmGiPN1gBSvgmCIIjuwFTdzk1KOycIgiDapyuDb875EQA/ALANwDs8T38AQA7A5znnBQBgjCUYY5daPbpdMMbeC2Gw9jCA53HOpxqs/nsAjgJ4IWPs+Z7n3guRCv+jEOWcaBJZ7w1Q8E0QBEF0B6R8EwRBEJ2mW1uNAcJV/F4AH2OMPQ/APgBPA/BciHTzdyvLbrSePwERsAMAGGO/BOFabgC4C8A7GWPwcJxz/jn5B+e8ar3uBwC+xxj7mvW+TwHwbACTAN7WqZ0kgDnL6RygtHOCIAiiOzDIcI0gCILoMF0bfHPOjzDGboQInl8E4CUQDuQfA/CBALM0L9utxxiA3w5Y5kcAPudZ993Wut8HEewPADgH4NMA/oxzfrqZfSHCIeWbIAiC6DZcwTe1GiMIgiA6QNcG3wDAOT8F4M0RljsOp/2Y+v/3A3h/i+veC+B1rbyWaI45V803Kd8EQRDEyuPq803KN0EQBNEBurLmm7iwcKedk7pAEARBrDzU55sgCILoNF2tfBMXBnPFGjQGxGMaKd8EQRBEV0CGawRBEESnoeCbWHHmSlUMZJPQDRMVUr4JgiCILsCddk7fTQRBEET7UNo5seLMFmsYyCSQTsRI+SYIgiC6ArfhGqWdEwRBEO1Dyjex4swXa+jPJlAzSfkmCIIgugN3qzH6biIIgiDah5RvYsWZK1UxmE0iFY+hHKJ8l2sG3vWVx/H5+44v38YRBEEQFyQmuZ0TBEEQHYaCb2LFmS3ItHMtUPkuVQ289fMP4SsPn8aff2cfzs6VlnkrCYIgiAsJVeymPt8EQRBEJ6Dgm1hx5ksi7TwVj6Gi1w9wqrqJX/n3B3H34Sm864WXAAD+/v8OLvdmEgRBEBcQbrdzUr4JgiCI9qHgm1hRaoaJfEXHYDaJdEJDuVafdv7IyVnce2Qa73/ZFXjHc3fhTc/Yhq8+chr7xxdWYIsJgiCICwFqNUYQBLGyTCyUMVuorvRmdBQKvokVZa5YAwAMhCjfCyWxzA1bBwEAv37LTvSm4vjw9/Yv34YSBEEQFxRqqzGdlO9Vyf7xBRw8t7jSm0EQRAC/8C8P4N1f373Sm9FRKPgm6jg7V8LP/tM9mFgsL/m65ktiNmsgm0Qqrvm2GitUdQBALhW3l/3lm7fjhwcmMZ2vLPk2EgRBEBcepqp8U833quS9X9+DD35r70pvBkEQARgmR0xbXeHq6toboiP85NgMHj05h92n55d8XbbybfX5LvsYruUrIiDPpWL2/67a2A8AODFTXPJtJAiCIC483K3GSPlejUwuVrBY0Vd6M4guYypfwa9/4WHk6dxYcXSTI8ZWeis6CwXfBB45OeuqtT5lBbRTy6Aqz7rSzgOUb+vm15Ny2tJvHc4CAE5OU/BNEARBdB532jkp36uR6UIV5Wpwi1PiwuSxk3P47u5xKknoAkj5JlYd88Uafu6T9+ILD5y0/3dqVgbfS29wMFcU6xi00s79lO9iRYfGgEzCUb43DVrBNynfBEEQxBLgTjsn5Xu1UTNMLJZ1lH0m/YkLG9lakNNlv+IYJkdcW13SNwXfFzgTi2WYHDikzO6dmhE9tCcXm1e+T0wXmlLM5y0ztf6sSDv3U77zFQO5ZByMORdfOhHDur4UBd8EQRDEkqBbAXdMY6R8r0Jmrcl/vy4rxIWNbC3IKfpecXSTI7bK8s4p+L7Ambbs+49OFez/Ocp388H3W/79Ifzld6O7kM8Wq4hpDL2puJV2btbd7AoVHVml3luydShHwTdBEASxJJjWd1E6rlHN9ypktiAm/0uUdk54kMo3JbysPIZprjrlO954EWI1M2MF38es4Fs3TIzNC5fzVoLvcwtlnJ6NHhDPFWsYyCTAGEMqEQPnQNUwkYo7wXa+qttO5yqbh7K45/BU09tIEARBEI2QhmupRAzVLlO+Hzo+g9/58mMoVAwYJseHfvZKvPTqDSu9WecV0wUxxin7tDglLmyk8m2S8r3i6CZHbJUF36R8X+BI5XtysYLFcg1j82V7wNFszbdhciyUdUw2EbTPlWrozyYAAKm4OB29vb4LFd1ltibZMpTF+EJ52VLGzs6VsOfM0jvAE8RqgnOObzx2Bgvl2kpvCkE0hR18d6Hyfdu+CYzPl/GSq0ahGyZNRLeAVL6ruumq7ycInYLvrsEwOWKMgm9iFTGjBNjHp4p2yvnONbmma74XrcH15EITwXexioGMFXxbhmqVWn3wnUvWB9/S8fz0bKmp7WyVP//OXvzqfzy8LOtaCg5PLOKO/edWejOWnCdOz9lGfsTKc+DcIn7rvx/DrXvGV3pTIjFfqlENKAHAGXin4pqdhtot7BtbwK61vfjzV16Fi0d7cYI6fzTNjPI9QaZrhIp9vVPsveIYVPNNrDZmCk6gfHQqj9OW2dp1WwYxX6qh2kQ6ljRPW6zorhqq7z85juNKTbnKXLGGwWwSgKirA+rNTwoVIzDtHABOzvi/d6d5/NQ8xuZL563xzsduP4w/+J8nVnozlhTdMPHaf74Pn7zzyEpvCmHx5JkFAOePqdHr/vk+/PWtB1Z6M4guQLeV75idhtot7B9fwGXrewEAW4eyFHy3gCo++HVaIS5cnLTzpXn/Y1MFPO0vbsPY/PKIR+cz5HZOrDqmC1Vs6E+DMXEzODVbhMaAqzf1W88371wOOE7pU/kKfvU/HsaLP3oX/uO+43VmarOFqpN2LpVvb9p5VUePj+HalqHl6/U9U6jizFwJJkdTafVLycnpIu4/Oh15+RPTBcyXaqvavXNsvoxyzcThifxKbwph8eRZEXw3M5G3kowvlPHYqdmmXze5WMFte1d/ZsmFhExFTie6S/meKVRxbqGCy0b7AABbhnM4O1/y7RZCBDOrKt/nyeQgsTxIkWWp0s6PTxVwbqGybJmb5yucc6vme3WFq6trb4immSlUsX4gg40DGRF8zxSxvj+DdX1pAMDUYvT0XVfwnRembWesG8ua3hTe+40n8cf/u9tehnOO6UIVa3pSAJya73rlW0fWR/ke6Ukim4zh5MzS37x2K7Xe0pBupfnIbQfxK597MLISf3y6iJrBV/UMv3S/Pza9PNkQRGP2jolrxzup1q2UawYOT+SbnqT6r5+cxNv+46HzZpKBaIy8tXab8r1/TExoXbZeBN9bh7LgfPlKsFYL0nAWAEoUfBMKMutlqYJv6SfRbV4S3YbMPCDlm1hVzBSqGMolsX0kZynfJWweymDECohb6dkNOMr32TkxGPinX7geL75yFLfvn7CXKVQNVHQTwz1W2nmA8p0PMFxjjGHLUHZZ0s5Vo7XxBsF3vqIvi3nL8ekCClUD+8cXGy47V6w6ZQGr2PjqlBV8n5opnrflAZ3k0LlF7B9fWLH1c86x11K+z4fgm3OOim4K48gmPS/mSzWYnNoWdRN/94MD+PnP3N/y6w1r4J2Ma111P9lrBd+XyrTz4eXLAltNqME3Kd+ESs263qOO5EyT44cHJiJP2srg3iCjv1BkxhG5nROriql8FcO5JHaM5HBsUijfmwezthrdlHN50QnqJqyB6xkr+N40mMHONT2YKVTtm8209d5DObfyrabO6YaJcs30NVwDRN33cvT63n16HsM5MUkQpnyXawZu/vAd+OJPTi75NkmV4+ETjVNk1XrAhbK+ZNu00shzoWZwnJ3rjgyFleR933wS7/7anhVb/+nZkn2+nQ+KcNUwIcdOh5osXchb+0kKWvew58x8oN9IFEyrxU08xrpL+R5fxJrelD1JvnU4B0CUFhHRmSlUkYz5Z9wRFzZSkY4aTN9/bBpv/rcHXVmSYchxsLGKywA7gTxOFHwTqwbT5JgtOsr3YkXHxGIFm4eyGOkVgWYryjdjqvJdRi4ZQ38mgTW9KRjWOsV7i0epfNvBt5IWXbBUpJxPzTcg0u1OzhSXvI5595l53LRzGOmEhvEQg4zDE3nMFWt44vRc0+v42O2H8PpP3xdp2XLNsCc4HooSfM+owfcqVr6VtMvjNBDFxGKlYabGUiLrvYHzI/hW1flD5xpnlKjkKxR8dxvThWpbg1vZXzauabYS1g3sH1/ApaO99t+yBOvEMkxEN8OJ6QJ+dHBypTcjkNliFesHRIndai7HIpqnZimuUa0eihVx31czQMOQiq7RRV4S3YgMvintnFg1LJRrMEwugu81Pfb/Nw9lkE3GkU3Gmqr5XijVkIxrGOlJ2cH3mbkiNgxkwBirS2WXyveIpXw7aefO4LVYFQNav7RzANgynEW5ZjadItoM0mztqo39WN+fCVW+D1oD9uMtpP/de2QKD5+YjZSGJDMKknENj0QJvhX1Z3GVK98XrxPnMgXfwtBwKl9ZMZO9vWfnoTEgl4yhanR/UKqqX80q34sy+L5A0s4nFsr430dOr/RmhDKdr6KdmNnkor9sIsbsNNGVRjdMHDyXx+VWvTeglGB1Wdr5v91zHG//j4e7soe29JzZ0J8BQMp3p5lYKOMdX3zEHsOdbzTb51sG01Hv//J9u2hOrysh5ZtYdUxb9U4jPSnsGMnZ/988mLX/36zy3Z9JYG1vylZlz86VsWEgY72fpaZbAb2st6pTvhX1qWANaP0M1wC13djSDTpkGtFVG/sx2pcOVRIPWMF3K4Ogo5MF1Awe6ZjL2ubnX7YOZ+ZKDdtVqJMB7dR8f//Jcfy4i5WM0zNF3LB1ENlkDMfaSDddDcjMlopu2qrscrN3bAE71/SgN504P5RvRf1qPu1cXFel2vk52GyWbzx2Fr/75ce71kNCBFeVtgyTDDvtvHtqvo9NFVDVTbveW7J1ONuRCUfOeceC5YpuoqRkaXUTxaqBqm7ayjdlrHSWR07O4TtPjOHo5Pn5PVyz3c6jLi8WjHoeyeCelO9wdFK+idWGDH6HcklsGMggaQW/m+zgO9l08D1gpZerhmt28N3rUb6V9QOO8q3OQOetVB6/VmOASDsHGgffZ+ZK+Kc7D7eUOijN1q7Y2I/1/elw5dsyPxtfKDelgC2Wa8qERWPHWlnv/YprNwAAHjoern6fnCnYpjwLpdaDg3/4v4P4m+93Zw/kfEXHdKGKLUM5bB3OtVXruRqQBmAAImeGfPPxs/jao51TM588u4DLN/QhldDOj+DbyrrpTcXtdnWcc9y6Z7xhOqGddl7t/v3sBPJYdWu6brFqoFwz2zI0MkwOjQEJrXtqvvd6nM4lW4dzODVbajtw/rX/fATv/npnfCLktnRjFpIc/2wckMp3d57H5yuOstsd102zONd7c8p31AwKu+abTrtQHOV7dYWrq2tviKaYzjvBb0xj2DacRTKuYa0VJLeqfK/pSWFisYxyzcB0oYpNg1L5tkzclB7gPam4HXSHKd9Bhmsbrfc+1aDd2EdvO4i/vvUAPvSdfXXPTeUreOvnHwpUq3efnse24Sz6MwmM9qdxbqEcOMA5eC6PjLU/zajxx6ecZaMYhZ2aLSIZ03DLJWuRScQamq4dny7iyg2id3s7StVCqYb94wtd2U9WZgNsHspg23C2pdT/85mZQhWPnZqz/55WnHylv0IYpsnxoe/sxT/98EjHtmdsvowrNvQhGdPOC7dzOQC/YmMfZgpVTOcrePD4LN7+nw/jm4+fDX3thWa4Jgen3ZquK4OrdoJRkwvlOxFbvj7fpsnx2n++D99/ctz3+f3ji0jEGHaM9Lj+v2Uoi6puYnyhPY+HY1MFHOhQhwRZb9+NE6HSe2bDAKWdLwUyaFqqVl1Ljd6k8i2V7Kiii1R0l+u+cr6i28H3Cm9Ih1llu0M0gzft+9LRPuxc0wPNSu8Y6U1FGrRL5opW2nmfeJ1UZzdYaV196TiScU2p+a7a6waAlK/ybQXfAWnnqXgMIz1J14Dj1EwRz/7rHyotjgzcumccfek4PnfvcXzloVOu97h1zzj+b+85/Ok39/jWxu4+M48rN4rAdX1/GrrJMVWon5RYLNdwZq6E51y8BkBzs/1Hp5wU10jK90wJGwdFtsK1mwdCg+9iVbRNumx9LzTWnuHaQllHzeA4ON5cSu5yIIPvLUNZbBvJXXDtxv7ph4fxhk/fbwcbM67gu/Ek2p6z8zi3UMHp2VJHasTl9Xf5+n4k4+eX8n2Vdb0fmsjjCw+cAADMFcLvhYsXmOGaHDR240Qc4Jzz7dRqC8M1DfEYW7Z+vAvlGn5ybCbQy2Pf2AJ2re21M9Uk22zH8/YmHcu6gdliZ0oJHOW7+yZC5eTk+n5puNad5/H5igy6z9vgu8nJA7l8KWIGxfl+fJYLwyDlm1hlzBRkqy8RAH/g5VfgX990o/38SE8Ks8VqYABzeCKPh0/M2H+ryrdhcjx5VqRrS0MTxhjW9KTs9mXThYrdvgsA0n5u55VwwzUAWNeXdjmQP3F6HidnivjEDw8DAH58cAoLZR3/8Lpr8cxdw3j31/e4+nbfdUjUMN95YBK375twvfesYrYGAKPWvvjVfR88JwLS51++DkBzbV+OTBbAGJBJxGwztTBOzxbtjIIbtg5i79iCfay8yMHYtpEcetOJlg3XdMOpHX7izFxL77GUyEyDzYNZbB/OQTd53bF84vSc67NfTRyZzKNUM2xFp9ng+7a95wCI4HG6QaAZhb1j4jhfvqFPBN/nwUSIvPfIybYHjs7ge7uFAhk2acU5t6+/0nlqMNQsuq18d+fnKjO72nE7F63GgERs+c5fOeEd1BJyfL5sp0qr2L2+Z9pTmcvKPaRd5LHvxhZos3Vp5xR8d5LzPa262ZpvOU5utuZ7uSb1zlfkPYRqvolVw3Ship5UHKm4UJwHc0ms73e+1Nf0JMG5exCv8te37sdvf+kx+++FUg19mQTW9IqZ5EdPzgFw0roAWUcu3k8o3yn7uXhMQ0xj7rRzK4UnG1DzDYiZ6/EFJ7iQ5mPf2zOGk9NFfPPxsxjMJvDsi9fg42+4HplEDJ/+8VEA4oZ575FpvPr6Tdi1tgcf+PaTri9h1WxNrgvwTw2XTudP3T6EgWyiqdn+Y1MFbBrMYNNgpqF5GiBaasna/Bu2DcIwOR4PaG8mg++tQzn0ZeItB9+qaVdYAFuuGXj/N590nTfFqo4fBKRRdorTsyX0puIYyCawzTIQ9Jquvefre3xLD1YD8nw7Z10LruA7Qs33/+2bsHvenp5tfA424txCBdlkDEO5ZEfTzh8/NYdzbabWBlG2VNytwzn0pOL4zF1HUTVMJGNaqFdCqWbYg7QLxe1cpp13q/I9bU0ut5N2bpjC7TyuLZ/yLbuABE321AwTqUT90G19fxpxjbWtfJeqBuZLtY7U6hpdrHzL++PavjQ01r2TSOcr8vQ5X2u+m+3z3WwZzvmelr9cSEM6cjsnVg0zhaqtevth12gHqGanZ0s4O1eGbghTm8WKbqedA8Djp+egMWDUCljle8qa7+lC1XZAl6TimuvmFUX5Hu13K99n5kpIxkUg/493HMJte8/hJVetRyKmYTCXxEuvXo8f7B1HvqLj8dPzWCzreO6la/CBl1+BUzMlfPbuY/Z77VbM1uS6APj2+j4wvohcMoaNAxlsHc415Xh+dDKPHSM92DCQaVjzXajomClUsXlITGrIiYF9Y/59iaXqsGU4i95UAgsR+1B6UYOPJ04HB98PHp/B5+49jjsPOFkEX3v0DN72Hw8vqQP5yZkiNg9lwRjDthExMeGtNTwzWwqcTFpqOOdLlnqtG6addn9uUZw/MrOlNx0PvIYlp2eL2De2gJdes97+u10WSjX0pRMA0LG087NzJbzmU/fh43ccbvu9/JDKdzqhYdfaHuQrOp66bQhbh7OhyndemdCKmnZ4vuMYDHXn/srsjXaUb4NzaNLtfJlqM+V2B92nq4aJlE8BZDymYdNgpu1e32XdBOfR+xWHYSrK90q1OwxiplBFXGPoSwvfmQulXGS5MM/z4FJe71E3XwbTzdd8n5/HZ7kgt3Ni1dEw+Lbdyf2DlTNzJRgmx7nFij1QGMiKtHNAOB2v60sjoQwUpImbaXLf9acTsTrDNc1Kxw5itC+N2WLNDtrPzpWwdSiLV1y7EV95+DRKNQMvu2aDvfwrr9uIcs3ED54cx92HpsAY8MydI3jmrhE8bfsQvqUYK+0+PY+tltkaAAxlhYo35qO8HTy3iIvW9UKzzOvCar4nFyv40oMnwTkH5xzHpgrYsSZnBd/hqqNUJTcpLeFGepKBJjnHp4sYzCbQn0mgN9268i0HYxev68GB8cXAGV7pEq26wp+xtvnoZLRa8Ypu4N7DU01t36mZoj0hsaYnhVwy5lJcpAFgp1Iqm+Uzdx3F8//hR0syCD07V7a/pCYWZPBdQ08qjo0DGUwuhu+zLLd48zO2A+iM8r1Y1tGbFpNmqXisI8r3x24/hKphYq4DgYEfUvlOx2O4aK0wtPqFp29BXyYRGnwvVtTg+8IYxHe98m19b3EeXb3yYprScE24nS9HAOko3/736apuur5TVbYM59pK8TZNZ4KwE/dJGZAUq0bkjgvLxWyxisFcEowxZBIxSjvvMMYqcTuPOnlQs4L1YsTgWyq6nWrrt1rR7ZpvCr6JVcJ0vuqqufYilW+/lNV8RbeDsTOzJfv3fqvVGCAGCRs8tWlrelOYsQIgw+QYzqVcz6fimmswl6/oyCXjYCz4wpN12DIVVfYWf9uzd4jn+9J46rYhe/kbtgxi02AGX3/sLO4+PImrNvZj0DoOz754DfaPL9oDoN1n5m1lGQA0jWFdfyqg5nsRl6wTvVe3Dudwdq4UODD902/swR9+dTceOjGL8YUyilUDO0Zy2DiQxnShGjoQkKrk5kHn2F462of94/7Kt2gzJtKwGwURYcjXPWPnCHST40DA+mTwrR4jGYhHVb6/cP9J/Py/POBy7w6Dc46TM0VssVrPMcZEuzFlICrPj7lSbUVUmMMTeZyYLoa2qmvErXvGfdP31f2csNPOKxjMieuxUc33bfvOYceaHK7a1I/BbMJW0dthsVJTgm8N1TaDtKOTeXzlYdEGLcjfIIxzC2Xcuie89EGquKmEhp+6dC2u3TyAF105ir50PDTt3KV8B9R8r1Sv9aVC1jh2rfKtnPOtBgC6nXautfU+zSAnuxcDJphqBq8zW5Ns6E/bZSetoE6QzXYgQ0it9+221POZQhVDWafNabeex+crds33ea58N+t2Hj3tXK7n/Dw+y4XTaoyCb2KVMF2oNEg7F8/5DdzH5tQ076KtRPVnEsil4sglhVLtDb5HepIwTI4jkyJYGPZNO3cr30FO5xJZhy2DmrH5EjYMpHHxul78+i078TvPv8h2cAdEAP3Kazfi7kOTeOTkHG7eNWI/d9POYQDA/Udn6szW7PX1ZeoCqKl8BVP5Ki4eFcH3tuEsTO6vID50fAbfs4KArzx0CsesY7FjTY9dcx8WoMnASCrfAHDJaC8OjC/6Dg6PTxVtM552lG+Z3SCP1xMBdd9+yresY4/qAP+jg8IE75uPhbd3kkwuVlDRTWweco7J9hF3r2+5PVXdXBF1Uk5QBU1aNEI3TLzn67vxyR/VtwKTxzWuMSftvFjDUC7VsGVgvqLj/qPTtlHgpsFsB5VvJe28Teedf7jtEJIxkQ7eSvD96R8fxa9/4eHQAKpSc5TvF1+1Hl9/xzORiscaTlrlGyjfe87M45oP/KArWy61ijyO3aoYqqaBrQYAdquxuPj+WI6BsqxVDzrfqroZGHwn45ptFNUK6rnbCcdzzrk9Addt576aeZdOaF17Hp+v2G7e52lw2azy3azhmlS+z9fMgOVCp+CbWE1wbqV99wQH38KMTfMduKsu0mfnyi7lG4Ctfss2YxKZyr7fSpEe6XEr3yLtXK35NpALMVsDhNs5IJTWcs3AVL5qO6z/wYsuxeuesqXuNa+8bgNMLm58N1/kBN9XbexHLhnDfUen6szWJKLG3B0cS7M1VfkG6l1eOef48+/sw7q+FF569Xp854kx7LFc4WXaORDebuzUbAmZRMxVL3/paC8qulm3vsVyDWPzJWy3DMj60u0r35eu78VQLondAQZvRyZl8O3sgzxeUcyAKrqBB45NAwC+/cTZSF9Op2Q2gBJ8bxvJ4tRsyR6MqtvTqVY6zSCvkaAMhUY8cGwGU/mqb03Z8akiMokYdq7pUQzXRDcBYXJYCVT7j08VUDM4rts8AADYNJjpSM23mnaejLVX8314YhHfevwsfvnmbdg8mEGhBUfxvWcXYHKEBidl3VG+VfrS4V4Jiy7lu/79T80UYZgcZyOYKZ4v1OzguzsVw2mlXKrVAa4h084t5budwDYqcruDMi3C0s4TMQ21Nq6zsiv47oDyzTk2D2YR11hTrTeXA3fwTWnnnUYG3edrcCmD6ahZcnarsSZrvs/X47NcyMmPOLUaI1YDixXRrzks7ZwxhjW9KUz4pJ3L4DumMZz2pJ0DwFrL8dzbEkUG2zIA8VO+3W7njZVv2wRtoWyrm17F3cuutb24cmMfMokYbtg6aP8/EdPw1O1DuPfIdJ3ZmmS9FXyrN2VpQHbxqKgTlUrz8Sl3EPPtJ8bw2Kk5/N4LLsEbb9qGQtXAZ+8+hkwihtG+tH28wtqNyTZjair+paN9AOoDu3sOT8PkwE07hKLfl44jX9Fbmo2Wg8H+TAJXbuzH7jP1NeZzxSqm8lVozAm4OedNpZ0/fHwW5ZqJV123EROLFTsQD+PHB0V9+FY1+B7OwTC5XW+uKvFzK1D3PW8dv6Da/EZILwK/mrIT0wVsHc5iXX/aqfnOVzGYTWKkJ4VyzbQ7B3iR6fhyEksE3+33+pbdD4D2DdcOWW38fuaqDcil4ihUmhsoc86xzzruYeqlNFyTHSAkfZk4Fsp64DGRyncy7q+gyc+s0qWBaivIwWnX1nwX2k87N0xAYwzxmLjX1pbB8VwG31XDrDuXOOfCfT9A+Y7HmD0p0gqu4LsjaeciRX7zULZtF/ZOM1usYTAn7k/pRMz2eyA6g7xUzl/DNel23tzy0ZXv8zstf7mgmm9iVTFjfcEPeWquvWwdzvrWap2dKyGuMVw62oszc/XBt1S+g4JvmXpbV/PtmYEuWDXfYfSk4uhNxzE+X7bT4RsF3wDwwVdcib95zdV1A+1n7BzB0ckCbt93zmW2JhntT6NqmC7X7O/tGceVG/vsSYfhXBI9qbjde/rhE7N45389it/98mO4dLQXr75+E56ybRDbhrM4t1DB9pEcGBP15Iw1UL5nSnaPb8lF63qgsfrg+0cHJ9GTiuN6a4KhN50A50C+BeVwoVyDxsTxvnpjPw6eW6yb5ZUp59dsHrBr12eLNVR0EwPZRGgdvOSuw1OIawx/8jOXIZeMuQzw/LjzwAQ+dsch/MzV622FH4DTbsxSXMbm1OB7+ZXvhTaU76pu2qUKfsH3sekCto/ksK435SjfxSqGe5JO14IAwyO5vJzE2jyURUU3GzqkN8JtuNZe8C0n5DLJGHpS8abTzscXyvZnHqYMlnUDiRir+6LvSydgmDzQTCdvZYWs6Umh6HNtFa172mpS12pd3OdbZnbJILVVo3KZdh63lGZ9GZTvKWXSwJulJI95KiD4TmhaW9uofpadyA6Sx29rAwPS5cYwOWaLTs13JhG7YFoELheO8r3CG9IiTtp51OWlB0aTwXcX9vn+xc8+gA/fun+lNwOAc5zkBOhqgYLvCxRZDxemfAOibvbYZL5O8Tk7V8ZofxqbB7M4M1u0A4u+urTzesM1ADhoBSCDWXdg61W+8xWjofINCFO1sfmSrRh70939uH7LIF569Ya6/8u670dOzuFKj+oN1NeYn54t4vFTc3jJVevtZYThVxb3HZnGaz91H179yXvxwwMT+MWnb8Pn3vxUxDQGxhhec+NmACLlXOx/DGt6Uq5AUYVzjtOzRVd6NSBm7reN5LB/bMG17I8PTuKZu4btNMW+jDiWYXXfn7vnGD555xHctvecy7Ro3lIyGWN46vYhGCbHXYcmXa+VwfezrLrwiYWKPZHwtO1DMDkamnnddWgS128ZxEhPCs+/fB2+u3s8MHA7OpnHb/7Xo7h0tA9/83NXu7IBtlmp/7LWcGy+bPexXgnHczlBdWQy33T66t2HJzFfqmHHmlxdcGeYHKdmitg6nMO6vjQm8xXkKzrKNROD2aR9zQXVfZ9bKIMxZ2JMTuy0U/ddrhmoGqar1Vg7budywiad0JBNNh9871Oui1pIJFapmUjH68tc5H0tqGRDKt8jvSlf5UOasHVaXVss11asdZ7Taqz7gpaFssjsWmud+62qS7opWo0lrMmYdlTlqEznq/b3ojf1XPomJAIGovEYs8upWkE9PzulfMcYw7Zh4b/RLe3G5ks1cA5Pzfd5GiV2Kbbb+Qp95l956FRbGW5yEit6zXdzyrfexcr3yZli13g06NTnm1hNyAFbmOEaAGwf6cFCWa8b4J2ZK2HDQAYbBzM4M1fCXLGKdEJD2moJtnEgg5jGsNGj0Pal40jGNCxWdAxmE7aiIEnFY3WGaz0Nar4Bqw57oWL3yFZ7izfLZev7bLX7ap/ge5fVguiO/aI90/d2C0XyZ5TgGxDK64Fzizg1W8T7XnY57v/j5+FPX3a5a9tedf1GO4NAsn4gE1gbum9sEQtlHZcoy9vbPdqHA+ccVfXIZAFn5kp4zsVr7f9JA6yg+tUD44t4/7f24sO37sdbPv8QXv3Je+3n1L7NN+0cxmA2gW89MeZ6/eGJPFJxDTdY7vJj8yU7/VymvntT8VWm8xU8eXYBz7Lq8F9+7QbMl2r4+qNnfAduf/qNJxHXGD79izcg68mQGOkR2QdO8F3CRevEZxemfJdrBv70G3taqnu+5/AU7vFpkVYzTOQrOnasyaFm8Kb7nX/r8TH0ZxJ44RWjKNUM17E4O1dCzeDYNpzF2r4UDJPbkyCi5ju4awEATCyWMZxL2RM00sivHcdzOblj13zHNegmb9l8RwbuqXgMPakYClWjqffaN+ZcF3qI0lDWjbp6bwD2eR80aZWvGEjGNfRnEr59vqVi3ukB/p9/ex/e+vmHOvqeUdHtVmPR9olzvmwp6nLS0A6+WzzvTJMjvozKd80wMV+q2Vk7dcq3dayTITXf8n1aoayov52YoDRNQNOEAWmhagS2LV1u5L7JLicpSjvvOPKaWwnDtal8Be/6nyfwnd1jjRcOwEk7X5qab1v57sKab5PzZfG3iILtdh7S8eh8hILvC5QZK7XNW3PtZYdM3fUEC2fnStg4kMGGgQzKNRPHpoqu9Oyff9oW/M/bb7IHrRLGmG0UNtxTn/KeTmgew7XGNd+AUL7H50s4O1fCmt5UXSp5M8Q0hqfvEMGj12wNEPXiL7xiHT7946OYzlfw7d1juHJjn22yJvm951+Mj73hOtz5rlvw5mdu992P9f0ZfPudN+PNz9xu/2/jQDqw5vsbj51BXGN48ZXr6567ZLQXJ6aLtiooHcOffbFjKCeDoaAg4quPnEZcY/jh79+CX3jaFpy0jKIAoSZJ5TwR0/CiK9fj9n3nXF82hyfz2LGmxy43GF8o2z3Rb9optiMs/fCeI9PgHLYJ3s271mDrcBZ/8NUn8KKP3IVb9zhfpqbJ8cjJWbzi2o11mQCAONe2jWRxzCqbGJsv47L1ojY+bEb8jv0T+Px9J/DhWw8ELuMH5xx/+NUn8Fv//WhdkCEnO562XZxXzaSel2sGfvDkOF585Sj6rLIBNYiTx3PbSM4ue5BK72AuiZHe4K4FgEg7X9fnXIvys2tH+V60ggY1+AbQsuO5VFdTcc2+jppxrN+rKt8h21Cpmb73DnneB01a5Ss19KbiyCZirgBGUqouTdr5ucXyivVPDkuz5Jzj8VNzroHr1x87g6d+6PZlUcrlZLG8HlqtO5XKbWKZar6l2izLZ7znm7x+kgHfb3I7W3VllwFoJhHrSGmOIdPOR/wNSFeKouUZISdsMwHXLdE68tpfieDSVqHb+Ezl/S3q1jfrdt7NhmucR59UXWqo1RixqnDSzsNrvuUg4KgSfBsmx/h8GRsGHIOwfWMLruA7l4rjui2D8EM6nvulvKfiMZcpUT5i8L2+P43JxQpOzRaxoQ3VW/KCy0fRm4rjyk31wTcAvOuFl6JY1fHur+2pSzmX7FjTg5dfs6HhRMClo32ufdzQn8HZuXrDK8Pk+MZjZ/Gci9f4ZixI9Vw6r//o4CR2rsm5WpL1hSjfumHia4+ewXMvXYvtIzlcOtoLkzsqkqp8A8DLrlmPYtWwMwAAoXzvWttjq/tjVh1+XGPYtbYH/ZlEqOp796FJ9KXjuHrTAAARtH3vt56FD7/6KuimiXf+92N2YHtsuoBi1cDlG/oC32/bcA4npgso1wzMFKrYOpRFNhkLrWe8bd85AMJpvZm2YEcm8zg9W8JUvlrXT1qmnF+3ZRBxjbnKAxpxdLKAQtXAzReNIGu18FNTz6Unw7bhnB1Ey+B7KJfEUDYJxoBJS3X63u4x25EeEMZ4o33ONZNLxTGcS7YZfFvKd8pKO7cUuVa/0B0jNCf4bib1fN/YAuR3d1gAVdYNpH2UbztjJCjtvKyjJx1HJhlDsVa/XaXa0ijfpaqxYoZncvDot/7HTs3hFZ+4Bw8en7X/9/ipecyXassyWSAV1rXW9dBqMGpwDk1zFGW91eLxiMjt3mEr3560c71B2rnWnkIvz8/1A2nMdMLt3OTQGLNLtfzMW1cCeT3K+2k6odmdDojOIE/BlUirlpNt7bS3lAF8VOW+eeW7e1uNcY62PFo6CdV8E6uKF1+5Hp/4+euRSYYHhpsGM4hrzBUwTSyWoZscGwYydn3omblSnTFZEDIN1ttmDBAtfuRgTjdMVHSzoeEaAIz2Z2ByYPfp+Uhma4141fUb8eB7frpOuZfsWtuD1z1lM2590j/lvB1kNsFkvoJvP3EWj52aAwA8cGwa4wtlvPK6jb6vUx3PyzUDDxyddqWcA4ryXakPIu46NIXJxQpeff0mAMCaXveAaaHsDr6ftn0Ya3pT+PYTwhCtVDVwZq6EXWt6XCZ44/NlrOtLI6YxbBvJBSrfx6cK+MZjZ/HTl69zzXJmk3G87ilb8PsvuARV3cTesyKwfNJ6vKJB8H16tmSnkI/2pzGYTQaqOobJceeBSdxyyRrkknF85LaDAMS5GGaCBwB3HhCZBiM9KXzh/pOu52TwvaYnhR1rck0F9dK1eW1vWgm+nS/4E1MFpBMa1vambMfy/WPS0DCJeEzDUFa0G5tYKOMdX3wE/6z0Cp9YLGNtn3vCqt12YzJIlbXS0iCq1S/0im7axley9WA+YvBdqho4PlXARWvF5FRLyndaKt9BaefCGDKdiPm2GpOfV6f7y5drxoopFLbbuc+EggywZfkDAPt8ml6GGnXnmhHfMa2mvppWq7G4dT8KK1noBHK7tzVUvgPSzjuUYbK+P92RjhDScC3ZZjp8p5HXoSyTS8dXl+Hajw9OtlU21Alk0N3KtfeBbz2J7zzResq4HXy3cW+UE23NGq7pZrSUbXtyoguD725KO5eTGnFSvonVwPaRHH7m6sYBYzymYctwFscmnYDprOIorrqZ92fCU9glMu3cT71NK8q3bI3UqM83AIz2i0HWYkXvSPDNGLO/mIP4reddjFRc8005bwdpFvf8v/8xfuOLj+INn74fj5ycxdcfPYNcMoafvmyd7+s2DWaQS8bwxQdO4h1feAQV3cRzLlnjWqY3pHb1fx45jcFsAj91qQjYpWo0sSjSxudLNdcES0xjeMmVo7hj/wTyFR1HJvPg3KmJX98vTPDOzpds5WP7cNa35ptzjj/52m4kYxr+8EWX+u6fdGx/5OQcAODJs/NIxjQ7qPJj24hoN/aTY0KB2zCQwUA2ETiwfPTkLGYKVbz6+k345Zu343t7xvHJO4/gBf/wYzz7r39ot/Hy484Dk7hobQ/e9uzt+MnxGbuXPeAE332ZBC4d7Wsq7Vymiw/3JO00STX4Pj5dwLbhHDSN2eZqsq2WrGlc05vC5GIF33jsLEzulJHUDBNT+aor7RwQdd8dUb5tt3NxLbWq0lZ0ww7gcz7HIIwD5xZhcuBqK4slLICqBCjfjQzXFqXyHdAvuGS3GuvsAL9UM1asfZntdu7zmcqJkZNKACDPp+k2XfSjINt1yQnelluNcaHctltLHRW53TLjzHufrupOBogfiTYnCWRQOtqXwWyx1rZBmkzbl5MF3ZLKKq/HjPUdn0mKmu9uMYRrl9/670fxr/ccW9FtsN3OWzimX37wFO4+PNl4wQDkKtsJvh2382jbr95jokyySuW71aycpYTz9rIGOomTdr66wtXVtTfEkrDDo1aesUzNNlmBjFTjoirfMkDwqzcXyrcVfFsDuJ5INd9OwN2J4DsKo/1pfPaXnoK/etXVHX3fy9b3Ia4xXLmxDx//+euwti+FN//bg/ju7nG86Mr1gdkKmsbwnEvW4OC5RRw4t4hbLllj1xhLetP+tavzxRr+b+85vPyaDfZASapGEwsy7dyp+Za87JoNqOgmPnrbQTx6UgS4Mvge7c/YyrdMQ982ksPZ+VJdgPKVh0/j3iPT+OOXXGart17WWX3QH7HW8+SZBVw82hOoAgHA9hGRcn/fUdErfH1/GgPZRKCZ0G37JhC3juOv3Lwdfek4PnzrfswUq9BNbrfl8lKo6PjJsRnccskavOaGzUjGNfzn/Sfs59VWfJdY7fkWAwI5L2ogEZR2LvvKJ2IahnNJLJZ1xDVmK7YjPSlM5Sv430fPAHCCb6lQeo/5psEMzsyWGqoW7/n6bvzx/z5R9//Amu82lG8ZcMj7QVTlW6bgy+A7bFARpHwHXTeSfEUXNd/JWJ0hHuB8Xp2udy7VRNr5SgQNclDkl0ovg0apvnHO7d+XQ/meKVTRl47bE6itpr4atuHa8tR8y4m2jQMZJGNa3WSPk3Ye1Odbpp23WPNtfZYbBtIwTF6X9t4shuUW323Kt7wOM3baeayrAo52KdfMFXdvb1X5rhmmZajZ+ro7oXzbNd+RlW9nwSj+ATLo7sY+6CbnqOndsV3yOK02w7XGUQ1xwbN9JIe7Dk3BtL5IpfK9fiADxhg2DmRwaCLfdNq5r+FaPIaqYcIwuR18R635lnSi5jsq0hisk2wdzuHAn7/YTr2+ZtMAXv3JezGxWMErr6tvjabyiZ+/HgBcLbdU0okYknGtTlH56O2HUNVNvPqGTfb/5CTJxGIFVd1EqWbUpeFfv2UQP3XpWnzmLjHLrjFgmxXwru9LY9/YAhZKNbzgilEAIg2cW+3GLlonFOv5Ug0f+s4+PHXbEF7/lM2h+3fdlgE8cmIWnHM8eXYeL7h8NHR52W7sviMy+M5gIJvE2Lx/zfXt+87hqduH7P3851+8EbPFKgayCfz8Zx4IDJjvOzKNqmHilkvWYjCXxMuu3oCvPXIGf/ziy5BLxV3Bt1qbf8PWId/3U5nKV5GIiUBaDhbVFMmzcyU852Inw2FtXxrThSoGc0n7PBjpSeLBPTOo6Ca2DGVxcqaI+VIN45aSX698Z1A1ROlD0GTIXLGKLz14ytfszlG+nVZjQOuDWzUozjZZ871vbAE9qTi2j4hJobB62LJuBHpRpBNaYDCSrzg134bJUTXcQfxSuZ2XqiZMLgYoQXXAS4Vs2eaXzeBVvmeLNTuTaXoZHK+n8hUM96SgWffQVtPODTvtfHnczqcLVcQ1hv5MAr3pePNp59Y50H7auZjAnitWI3+v+2FyaVhnBd/donzX3Mq3nNgrV/0n3843dNNclp70YcigstlLT35XthOUynW2M9kjJ7B4RMs11Q8imvLNrdd1R5CrwtE9E1EyQyBGNd/Ehcb2kR5UdNN2rT4zK+q7pQIl24k1XfPtN8hNOApZvgnleyCbsAcky6V8LyVqzfPmoSy++Nan409ecimesTM82GeMBQbekr50whVEfPrHR/Cv9xzDG2/aahudASLgGMgmMLFYtoPOPs9nrGkM//qmp+Dbv3kzXv+UzXjjTdvswcuoZYJX0U3b0Gubj3v+4Yk85ks1vO3ZO+zBchDXbRnE2fkyHj01h9liDVdsDK73BkRpQ28qjql8BQPZBDLJGAazCd+a75PTRRyayNtp94BoqfaSq9bb53ZQ8PXDAxPIJWO4cZtIjX/BFetQqBq2sdl80Qm+ZWbA0clg4zmVqXwFw7kUGGN1Nd+GyVGsuidFZCCtBpEjPSlUdBNxjeEdz90JQNTYT9jBtzvAHrUG37KXvR/ffmIMNYP7BlPyOMlrVypfrSvfTgsw2XqwEDHtfN/YAi4d7bXvD2GDnSDlG7CumyDlu6yjJ+UorWVP3bdtuNZhczQZLK1EOq8cnIYp3zL4Vv0DZKeNpWQ6XxV+B9b9pB3lW1PdzpdgoPwX392HT1keDNP5CoZ7xKRZXyZRd7+J2mqsVWO4Ss0AY849pN0e8nLyot3Jt05T9Ek7Bzp/fa4EnHPUDL7iQZ2ddt7kdjjBdxvr7oDhWq3Jmm8126SZ4HslWrE1gnPeRYZr4pFqvokLDll/Juu+z1o9viWy7rs/Ey2R4uJ1vbb7tRd7BrpmoGC3A2k8E80UR9XVEHx72bW2B2979s6OtFvoS8ftdMZvPHYGf/Hd/fiZq9bjfS+7om7Ztb0pTCxU7EGgN+1ccuXGfvzVq6/G+1/uvIeajeDUfItzSS1jkAHNUIO2dwBw/ZYBALBTuq/Y4O9GLxHtxsQ65QTAQCaJuWK17kvv9v3C5dyvpt7p81wffHEuTNqesWvEDtw2eILX+VIN2aTIOpDtjyYj1r5O5yt2uzBZ812w0pjtCaq087mss95/MOscT5nF8JyL1+AGq3b+2FTBTqP3Bt/SjyGs1+/XrBT2+VKt7ot6sSxab8nztZNp5826nR+fLmLnmh47dVgdkE3lKxibd2rbg9zOAVjBUEDNd8Wp+QbqB1/FBq3GDk8sNq3ScM7tdPZO15JHQSprfvuUtwwd50s1zBdrODXjHOPlUL5nClUM9yShsfZqoKVh2FL2+f7OE2P493uPg3NuTRqIa7XPR/muWOtPBCjf7RrDla3rTHpFtNtuzORigtapme+OQKMu7dy6by9HG7ylRgZ1K53iL1ffrIItg+92Smnka1udlDRMbqebR91+l/IdYWK4m5Vvs4tKMGzlm4Jv4kJjxxqpVgoV78xcCRsHnMG6rXxnoynfl4z2Ys8HXminHatI5aiim3aAESXtHBDBVTKu+aaNEg696bitTP31rQdwzeYB/P3rrvG9ua3tTWNisWIPAoPc3/0YVYPvAeccySZjdh054K6HbsQVG/qRjGv49hNjYAy4bH2w2ZpEBt9yUmYgm4DJRcCk8uDxGWwazNjLq4T1Rz8+XcQZT+r3OssA8NxCvVldJhlDbyruOgZhTBecAXnWk3Yug+9e5RqRRnnqZIYMvn/2etETXWOifeC5hTLiGsNQ1n3NyOB7JiBQOjFdwMMnZu1ac69CtlDS7WMGdCr4ttLOk80F3+WagWwqZquFamDywW/txW9+8VFnPaHKd9zX7byqm6jqpl3zDdQH3yXb7bx+/xfKNbzwI3fhXV95vKkBZ9UwbVWm0SDzsVNzHQ8spArsG3wr18mp2aKtfO8YyTWs+X7Tv/0Ef/HdfW1t23RBpJ3Le1o7fb5F8Lg0Nd+cc0zmKxibL+PIZAFT1qQB4D/ZU22kfMfbq60uVQ1kEjF74i5s8i0KwnDNSYfvJsO1mPK5ZgKu2/MRvUuCb3nNNa18WxM+7bQok6ts9ftGPXZRN0M3uH2/iXIe6aR8R4LczokLlrW9wuhJ9voOUr4HIrqdAwh0Ek/ZrqhGU4ZrgAjqL1nX2zB1+UKnLyPSZ0/PiqDxZ68N7kW+1nLJbiZAlsi6QfG7E4gPZBKYUxSdZt47Gddw1cZ+VHUTO0ZydiAWxnYrQJSTAXJg6XU8331m3jbl8iLPQb/g+8mz8wCAazcP2P8byaUQ15hL+Vb3b01fqgnl2xmQe9POZZCjKt+ybZg6CfW8y9bhj158KV54xShS8Rg2DWZxdDKPcwsVrO1N1V0zjZTvrz16BowBb3rGNgCOUZRksVyz670B9bpuI+3cdju30s4r0QbKlZqJdCKmmGY52zBbrOLcopNa34ryrd6n5H1NNcQD1D7f9ds8V6jBMDm+/thZfPEnJ+ueD0JNbQ87rvmKjld/8l78dxPvHQW71ZjPuvMV3Q4QT84UcWq2iP5MAttGcnY7rSD2nFnAPYenWt4u0+RC+c4lIWPUlt3OLcO1perzvVDW7UHuPYenRJZLj1S+68sc5Lkb7HbensJcrhlIJ2L2ZFwn0s41TZRCJWPaigeEklJNTDLIEi15za+0SVknsFterXCWgR18t6h8dyTtvMXvG1WNjhoc10xuTzhHmegMU7455/jAt57E4YnoXVE6idmFfb5J+SYuOBhj2D6Sw7GpAm7dM4aFso7Ng47J0g1bB3HFhj5ctj68/jYKKTv9y2zKcA0A/uQll+ELb31a29uw2hHKdw0PHp8BADx1+3Dgsmv63MG3t+Y7DBnsxjXm6unen026At9mA3uZen7lxvCUc4mtfFvbM2BlaMwqKZVzxSpOzZQC3zMe05BNxnzTzveeXUBcY7honVNGoWkM6/rSOKcE3+qxW9OTwmQE5VsqY2us4+dVaGR6rzpBtc5SudW08/5MAm9/zk47iJDX87mF+h7fgFB54xrzHXxzzvG1R8/g6duHcZV1vLxq5mLZX/luOfiumXbNdzymIZ3Q7MyYMEzb/EyzTbPUAKCqmy6VVqwnuObbb/LFSf1POLWjdWnnwenhi9ZnOJRL4gPf3Ivdp+cb7hfgVlfCWriVqgYMk+P4dGf7/jaq+ZZlRSdnijg9W8KmwQyGcsnAbApAnFtzxSoOT+RbDpgXKzpMLs55mXbesvJtGYYtVZ9vddLqrkNT9qQBIEp8glqNBbudy+1s0XBNFxNVvek4NNaJtHNuuxQnYqyrDNdUAWA1pZ3Lc3Qp/AmaodWa5o4YrlmnWaup0+r1E3UrdMO0v/NK1cbrlcfHb3JirljDv91zHHceaL3dWjvwLuzzTcE3cUGyfSSH+49O49e+8Aiu2zKA197ouFJvGsziO+98livNuFXkDHRFN5C3lK2oync6EWsqLfpCpTclgoifHJtBXzqOS0aDU7fX9qZRNUycstJGmzm+fWmRhruuL+26cXoNz2Q9dNCA0st1W0TN8hUbok32yOBbKvEDPsr3k2eF+/lVIQG9mq6vsm9sAbvW9tRlD4z2p203ca/yvbYvHUn5zleEMiaV72RMQ1xj9sTUoo/yLeu3/Vr5SWTwPb5QtmvhVRhjGMwlfYPvI5N5nJgu4mXXbLA7Fnh7Ny9Waq7gO9Wu27nuTgfPJeO+rcYeOzWHe484qmnVVgpjSrsjZ7BTM0wslnVwzsE5F8p3gKro5z4NKJ9BSqn5VgZfpsntANUvUJXB/wdfcQVGepL446/Vt27zwxV8hyh2Uq1Va9s7ge127lvzrWPDQBqD2YRQvmeK2DyYxXBPElOFamB6faFqQDc5KrrpMmlrBjUTQd53Wh1Hmqa7ZrnTdZCy1d+24SzuOTyFYtWwr6nedEjaeQO381YDr3JNZJhoGsNgNtmZtHPF96Fb6kjLVQOZpHMM06so7Vxel93idt7sZnSi5rtd5Vv9jmimz3dvSnzHezOfgpYHAMNnQs9xil+ZCRRuddDohpR4Ur6JC5oda3pQrpl44eWj+K+3Pj1yfXezyAF2RRfKt8YQmAZKtEZfRhiuPXBsBk/ZNhR6U5O9vg9P5O3XRkWa4HknZQay9WnnA00o6s/cNYJnXTSC5zdoMya5dtMAPviKK/CiK8Xyg9a5q04A7D4j1MYrQwzcetMJW6VU2Te26Jv1MdqXxnhQ2nlPynYaD0OaU8mab8YYMsmYnXZut/RSJqh2re3BU7cP4SnbgtuY7ViTQ7Fq4NhUoa7NmGQo6x98y4mKazcP2AG+10RLKN/O/iZj4rpudTAk0mGd+0AuFUfRJ/j+q+/tc9ULy6A0Fdd8VUHpClyumagaJjhHsPJtpZ17B4V23X3av+Zb/d3PTVkq+JsHs3jjM7Zhz5kF17kRpACrpj5hGQVSCTs71/h8awb5vn7rlp//luEcTk47yvdwLomqbgY61c8q59vBc/mWtksOfLOu4LuNVmOMKedOZwejMvh+5XUb7fPErvlOx1Guma6sBqlGBQff7bX0KiuK8EA20XbwbXJul7QkuijtvGjVtkuk8r0SxoWdxla+V9xwrbW0c/m93E6Fh1xl62nnyuRp5D7fZlNp53IdfsdHrnOlPsJOuMV3Cnkeycy11cLq2htiyXjzM7bho6+/Fp/4hesD67U7QcquvTKQr+jIJeMNW2cRzdGbTqBcM3F0soCnbg/vMy2D7yMTecQ15hqwROEdz92Ftz5ru+t//ZlknfLdTDp7fyaB//iVp9ku/I3QNIY33rTNLl8Y8DET2n1mHhsHMrbLrx89qXrle6ZQxfhC2df4bV2fUL4553UTDGv7UihUjYamYTItdaTXCZCzyVid4ZqqfOdScXz5V28KLQORx84wuW/aOQAM5vwH3/vGFpGIiW4Fvak4kjENUwVvzbfumqjppOEaIPYx71PzfXK6aE9MAE6wm044mRWqKigHqIuVmh1EBtXT9qUTqBm8Tr1WU//9ar5d2+OXdq5kLzzrItFK8K5DQr3nnOPlH78bf/eDA3Wvi5p2Lvexk8o3504ro6ph1gW3+YpovbZlKIvHT82hopvYPJTFUM4/U0Iyr0zKHTzXWr2jkzEVs1OeWw6+reDR7vPd4ZpvGXy/4tqNkF9zI4rhGuD2mag0SjtvczvLNScoHcwmMVtoL+1cTl4AYpu7xnCtZiCj+IWspppvJ/he6bRz8bgiaedtBo/qJFtUBV5Xar6baTXmd29aceXbeuyG4Ft+z6wy4ZuCbyIag7kkXnHtxiVP/XBmoE0Uq3rkem8iOn1KoNYw+LYCs8MTefRlEk1PhLzq+k140ZXrXf8byCYwX3JST+eLtaaM3NqlP5MA89Qz7jkzH5pyDlhpx57ge9+YUIEvX1//2vX9aRSrBmYKVRSrRp3yDTiD7yCmbOXbmRTIJuMoyppvTz/tqKgTF942Y5LhXMrXmXrf2AJ2rulBMq6BMYaRnqRL+eacY6Hkb7hWbbGPrmq4BgjTNe/ERUU3MLZQdqVgq8q3nZKrBABycLFY1u3AOFj5FsfYmwosg6NcKu5b8y0nSnpTcf+0c8Wx/rLRPoz0JHHXIVHr98jJOTx5dsHul62iriMsaJCDl6l8teWa1qpu4t/vPW4H8nLAKM3vvMF/vixar20ZythdBTYNZpxMiQAjL3WyR2bbNIvtFZJUlO823M5jGtpyOzdMjmf+1R3430dO1z03ma8gEWPYNpy1s26cVmPi+lFLHZwyigZp5y0brpl2IDqY62zaeSqurXhAKBGGa84xXE1u53baeYcnippFfr+fj4Zrrbqdy++8KDXfeoTgu9VJw3Zp9/h1EsM0EbdMG1cTFHwTXYVUvqfyFfzo4KTdyojoHPILIpOINTQtk8p3wRM8tsNARiiIUhH0pmQvNTGNoS+dsGu+50s1nJgu4qoAp3OJMNxyB14y+PZVvq10+wOWgqeWash2YI3qvqUz9BpF+c4kYnbK9WJFB2Mi0GiGDf0ZW40OSjsfzCVcacCSfWMLuFyptx/uSbmUzHLNdKkAQAcM15Q+34CVdu6pqzszWwLn7kBQ/p5KaL6O1XJwkS/rdqAeVPPtFwwB7rRzp+bb2YZiTTw/mEv6Du7zSvCuaQzPumgN7j48BdPk+MZjope6XwqpO+28sfINwC6DaJY79k/gfd98Eg+fmAXgDBxlxoVrwkM3UDVMW/mWbB7K2pNIQb2+5YTYhv50G8q3+3gCrbfzEW7nWlt9vvNlHWfmSjjhY3g3uSjMFBljuNnKenBajcnJHuc8r+liP4KUb6efdvtp54MdSTuHbXqXiGldY7imKvzA6jRcW2m3cxl0N698i3OuPeVbPLasfKtu5030+U7FNSTjWgeU7/rtWE7aTdvvJLoygbeaoOCb6Crkl+BHbz+EicUK/uQll63wFq0+ZFB0w9bBhiZnuVTcVrdUxbwdHLdxJ/hdzuBbboN0O39S1ntHUL69aed7xxawtjdlmySpyPZqB8at4FtVvq1gulGv76lFcYxU5/JcKuZqNdaTjDfdXk/TGLYPC/Xbz3ANEDXfc6Waa3Awna9gYrGCy9erwXfSpWTKCQpXzXe7aeceF/KeVL3hmlSHy65A0DFci/uogjVF+XYC9eCab6Be+VazD5yab2cb5Gc1aNU7ewejBWsCRb72WReNYCpfxRNn5vGtx88CAKp6/SAssuGasr9nW0w93z8uJpnk8ZTHTWZcqLXs8nj0puPYrATfGwcy9nUyE9BuTE6IPXX7UMuO53JSJpeKt512bpocGnP6QbcyGJbni58SOblYse8Fb37GNrznZy6zW3f2+irfoj910GC03dp00WpPSTsv1nscNIPMHAC6y3CtVDVstRtwWp+uhrRzeW2u9LEOCy7D6ETaOe+g8h1183WDIx4TpXnNtBrzDb5XuAe4PPQr7RsACEM6Cr4JYomRyvfYfBm/dNM2XKP0TiY6gwwiGqWcS2TqeTN12WE4buPiS3Zlgu+kbfq2x+rTHSXt3Kt87z3rVoFVZFArFTz1+K3tFc9NWj2mK7qBHx+crBvoThcq6M8kXAZLGTXtvFJz1Xs3g0w9D6r5HsolwbnbFX7fmNgXtZ58OJdyKZlSqVMna0TaWGsDQs55fdp5KlbX5/vUrAgs3enYVkAd15QeyG7DNUBMGJQbKt+WEllyB/15JXiW21hSVPmyFXwPWZNOXvV/0aqPlml1N+8SCuhffGcfZos1aCxA+XbVfDd2OwdaN13bb33uUrmUwV2PFSCqQUtecRuXyvdwLolcKm4r31MByrecELtx21DLjuey5juXirWfds6ttHOfcyf69ojj4Re4q8H32r403vKsHfZ5IDMt1Am/qm7arv1+OL4GrQ2aS1XTCb6tyaJigDleFGTNvNg2tqyDed0w8dipOd/nilV3qzH7ul0NyrfsH72EyvdHbjuIP/v2XjxycjZwcmZl+3yLx5YN11qo+a4ZJuKahkwi5spKCiJKzXer96126aa0c1K+CWIZSCmpsL/3gotXeGtWJ7vW9mDX2h7b/bsRcnDYqTZu0nhsvlRDVTdRqnUupb2ZbZBB5e4zC9g4IHoQhyGN6mxlQTdxZDIfaGwmU8v3+yjfA5kE4hrDhFXz/c3HzuKN//oT3L5vwvUe0/mqbcAkySZidnAnja1a4botA1jfnw7MaJDmc2rq6d4xMVGh7vNITxJT+Yo9SHGUb+d9GWNIxrSWvsx1k8Pk7jrXbDJe1+f7lKV86ya304NlUJpOxKBZiqEr+Nal4Vrryvdi2QmeGRPKhzqIV5VvoD61NV/WXW71a/vSuHS0Fz85PoPBbAJXbRpoM+3cGcCNzbWmfMvSCTl5IoO7nlR9zbfaem19fwZxjWGTFYSnEzHkkjFfF31ATMjlkjF7QqsVx3O/VmPtpJ1rGhM/AZMgjZDHw6+l0GS+ghGfrBnA32OgZvBAp3PACb5bDbwqSleBfuU+3Sqmx3BtOQfz33/yHF75iXt8Sy28aeeaxpCKa6vE7XxpW41VdRP/eMdhfPbuY3jVP92LV3ziHt/l2u3z3ZFWYy2nnavKd3TDtbgmupFEmcSxa75D3M5XTPm2HrvBINHk4riuNij4JrqKvnQCL75yFH/7mmtcaatE5xjpSeG2330OLl4X3N9bRdZ9N9NmLAxV+ZZftEvVui4IWc/IOccTp+ci9QyXwaQcTB+eyKNm8MDgOxWPYTiXxEEr+FbdzjWNYU1vyjZck+27PvWjI673mMxX6lLas0lH9V20jK1a4S3P2oE7fu+WQCMTORkxozge7xtbxLq+lGuiYrgnKVoDWsGgo3y7P9NkvDW3YzV1XNKTiqNQ0V0DtJNKTW1Zl8G3o3wDQoFXA5OKmnbeYs13oeIOnr2DL5mlMGSd9952Y/lKvbHksy9eAwB46dUbkEvG2lO+20w7L1Z1HJ8uAHCCT/me0mvAV/lOi+D3onW9uGRdj/38UE8y0O18rljFQDaJi9aK5Vup+5Zp/JlEB5RvJXiMx7SWgtpFO+3c/VrD5JjOV1x+Dip+51tFN0NLhZzSihZrvpW083YDeUBmDqxMn2/pl+GdLAPEtZNNuifZ0oloQVO3IyfbWu313ojj0wUYJsefveIK/Ox1G/HE6XnfINFul9XEtVeuGfa9pCNu5x3o8x3ZcM3kiMe0yOeRnJzwy4jpFsO1bkg7F8r36gtVV98eEec1msbwyf93A5510ZqV3hTCQqZId0z5ln22S1Un+F6JtPNiDZ+9+xhOTBdxyyVrG76m104DFdvsOJ0HT2Ks60vbQal3H9f0pmzle+/YAjQGPHRiFg8en7GXmc5X6pXvlPPl3o7yHbNm6YNwgm8nUNo3tuCq9wYcd2YZUPnVfAMieG4p+LZdyN2GayZ3B32qI7h8je12br02GXMclznn9uAiX9btoDhI+ZaTL17H+3zFPQEi0g6d7ZJZCo7y7W1VVj+B8sIr1iGuMbz2xs1CMfQJgFzKd0itqlSpNdZa2vmhc3l7AFqpSzuv72tr13ynxOf/H7/yVPzpy66wnw9y0QeAuVINg7kEetMJrO9Pt+R4XqgYdotKLaTmm3PesDbTUFSXhMZacuuWk3Xemu+ZQhUmR2DwnU2KyQM1eKx6jAe9OOnxzW+nbpioGdz2XbGd01tMYeecg3PYk3vJZe7zLTNOvNcG59xyO3df51FrdVeCg+cWMV+MloEgz7OlOtZHrGvyui2DuMiaVPObVDHttOro761ONK1on2/l+ole820iEWPIJLSm0s59Jy5CAvPloJsM1wyDlG+CIC5AZPp0p2q+ZRDqUr5XwHBtsazjL7+3Hy+8Yh3e8NTNDV/jVb4PnFtEMq5h23Bwv3FpugbUH781PUL55pxj39gCXnndRgzlkvjUnY76PV2o1qWlZpOO0/diWXeld3cSr/Jd0Q0cnqhPs5fuzFN28O0Ybqmk4q2lnfr1385Z6c5SZeWc49RM0VazHOXbrZrHlbpTw+T2IGOxXHOU74T/12I6IWq66wzXPBMgmaR7EC+DAHk8vQMzvwmUG7YO4Yn3vwBXbeoPdIkuWynCcY2Fp51br90wkMHZFtLOpdka4AzonbRzy+1c2b7FirvsYKQn5dq/4Vwy0O18tljFQEYcp4vW9eLguUUUqzoePD4TaUALCOVbnh+28u0ziP3u7nE85UO3uTwNVGTwKGuW4zGtpfZNcjLKuw0y62VNQNo5Ywx96bjLY6BmmKFp547hWvPbKa+ZTFK8f9ixi4J8ncwcSLZ4/beK7AhRNdznTUU3wTmQrlO+ta41XPv5zzyAv/+/A5GWXWq3czkhtmNNzr6v+k2qtuJ2rpY4dEL51k3eUup2rcm0c9MqjYq1kHbur3xHX3enUbPJVtq0D6Cab4IgLlCctPPOBMjpRAzphIa5YtWe6V7u4Fu6h28bzuJvX3NNpB6SjvIptvnsXAkbBzJ2GyI/ZLuxXDJWly66tk8o36dnS1gs67h+yyDe9IxtuH3/BA6ML6JmmJgr1mxlWSIUGuGanS+3rnw3Qh4jWfN9eCIP3axPs5eTA9JEy6/mG2g97dQv7VymO8tJiLliDYsVHbusdGUZ/MpHGVAnlABKVQfzFUX5jgdnA/SmE3WGayL13zl/M4mYqw2aXfMdlHYe8BlmrX1Mxplv0CfVu1SDdH45uNsylMVYC63G9o8vQl4eMniSgZXtdu6jfAeVQwz3JENrvmVmzEVre7BvbAHXfuD/8JpP3YcvP3Qq0vbmq04af5jb+Zm5IhbLOu4/OlP3nPoap2a5ReXbCgK9r5VtBoOUb8A63zzKt1Sk/ZAKUSuqp3OtWBNVbZjMAU7wJW97idjy9vm2lW/PtSH306t8d2vaOeccM4WKXZrUCHuCbIkCp8OTeWwcyCCbjCstJOuPm20o1kQAOdex4Nv5vZXvnGYN12Swnog1Y7hmpdd3Wdq5uspuSDs3TJOC7+WGMbaJMfavjLGzjLEKY+w4Y+wjjLHBiK8fZoy9hTH2NcbYYcZYiTE2zxi7mzH2K4yxSPvPGPssY4xbP7va2yuCOL9wDNc6F+QNWmnfK6V8X7WpH7vW9uCff/HGyN4CXvfhcwtle2IiiPWWk7jf/q3pSVmDKsfE7I03bUU2GcM//+iIHaAMe9PO7XZWhqWaLs2xk+ZYUqX0czpXt2/aDr79e48Lw7XmB7eqY7lEBldS+ZYp5xet7XW9xhu4C9OnejMeV813gPINCN8DP+XbVfPtGcSXqgY05ngm1BmuNSgdCApaSlUr+E7EIvX53jKURb6i+9bAhnFgfBG71vS43stuNeaTdr6oGJ75MZRLYbogMj4ePD6Dbz9x1n5urli1JyledOUortsyiDfetNV6Ltp2F5TjKUsF/Qby8vO+/+i07/vIoMFx69ZaUpRtw7Ug5TvkHtKXiXtajYUr38xqi9ZKva8dfMsskTaVbzlfpB6/5VS+CwHBtwzK/YLvbkw7r+gmTC4yraIEgmGKaic4PJG3JznlPdmv7EVec80E0TK1vjcdb9PtXPH1aMXks8lWY/IaEYZr8aZajflNrNop6SutfHdB2rk0slttdG3wzRjbCeBhAG8G8BMA/wDgKIDfAnAfY2w4wtu8BsBnADwNwAMAPgLgqwCuBPAvAL7MGkhejLGXAfhlAM0XnxHEKuCKDf24amM/rt400LH37M8kMFdaueD7+i2DuO13n2MPIqLgTTsfXyhjtN+/TZdEKt/92Xon9TV9aZgcuPvwFBgDLh3txUA2iTc8dQu+8fhZPG61yalPO3dSrv3qhTvJYC5pK99Pnp1HOqHZLcok9TXfIhj19h5vJu3020+ctRV0O4BO1KedS+M5GXxfvE4q3wGGazFHRVa3ZaFcU4L8YOW7L53w1CVyTCyUXYaBIu3Qee9i1UA2GbcH+96BaqPPMChoKdUMpK32ZlH6fG8ZFo7jzaSec86xf3zRbsNX86S02mnnquFaWUcixgJrk0d6kqgZHLPFGn77vx/D+7/5JABxLOdLjvL9lG1D+OqvPQPveenlSMTCU+tVChXdnviR6q1fzCwnXwKDb6l822nnrKWAJshwTQbfQW7ngDjf1FZjNSO81Rgg9rmltHOPP4Jj3tZi2rlUvtW082VU0qTXgvfakRNjXr+LdCL8OloppIq6WNYxvtA4c0Utq+m0W7ZpchyZrA++/Wu+nddERY4HhnLJjvT5BloLINX94Wi8HfIaicc0UfNtnWOGyQPLWpwAu/45ufkrrXx3i9s5Kd/Lyz8BWAvgnZzzV3LO/4hz/lMQQfglAD4U4T0OAng5gE2c81/gnP8x5/yXAVwK4BSAVwN4VdCLGWNrIIL3L0FMBBDEBcdQLolv/ebNdUFXOwxkE5gv1mw1q1Mp7UuJarjGOce5hYrdyzuIUVv5rg+uZK3njw5OYttwzlZz3/Ks7dAY8DffFzV+dYZrVmAhB++9S5R2DojPXirwe87M44oN/XVfhMm4hr503DbRWijVfLMJUhEH34cn8viNLz6K7zwxBsAxT0uraefWPst2Y7bybQXfMlCzDdfiTtq5X1pmvqIrbcnClO+Eqy5x79gCFso6nrLNScbKJGJ2b28AKNV0ZJIxO51XVUU453XKuZdEgFFVOXLauaN8A8BYE6Zrk/kKZgpVXGkF37bhWl3Nt5J27ulb7kXWvv/bPcdwZq6EqXwV+YqOxbIOkzvdEFRS8VjketxCxbAnZ6Ty7Zf6Kgfl+8cXfd3XVTULEGZm7bQa8wbEk4sV5JKxOqd7lT5P2nkjt3Og9fR4b9q5XE/bNd/S7XyZ+3wHpZ3LYDbtY7jWjWnnaktF2bYyDDVlulWzvCDOzJVQrpmRlG95zTVzKsp760A22Z7yrWxOK+dcs4Zr8tqOa+5Wk1944ASe/dc/9N0GPUT5VmvWlxt10mM5y0SC0A0KvpcNxtgOAC8AcBzAJzxPvw9AAcAvMsZCowHO+R2c829xzk3P/8cBfMr685aQt/i09fiOaFtOEEQUBjJJ2+3crx66G1GV79mi6FG+rkHwLQ3X/JR9aWR3aqaEyxTH9PX9Gbzi2o04ZBnb+LUaA5TgewmVbxl8GybHk2cXbAXUy0hPyjZcWwgwgUs2UGglB6wBphyI+SnfMuiTPZ1PzRQx0pO0U5blesq6gbjG7Lr8uOJYXfOkndvKX4jyfeloL/aNLdgB0T2HpwAAz9w5Yi+TScZQrDkD5lJVtDWyg28lUC1WDXCO0AAsKGhxar4bpZ2L/d06JL4uzzShfO+3Sg0uXd/rcquueZTvskf5DlPy5fn8mbuO2oOqk9NFO8Ni0KftoJhgiKh8+9V8+xw/NSj7ybH6um87bZo5yndbwbdX+Q5pMybp9RiuVfXwtHMgeLKmEd5aaPnZtNovWiqe2gr1+ZbBt3edcj/9Wo11Y9q5Wj98MErwrQRz7Ziu3bpnzOVdAYh6bwBK8C0N1+qPm/z8m1G+50o1MCa+LzvR5xtoTflWj2Ezqf7xGEM66dR87z49j4WyjmIluCbeb37ETtlfIbdzSTeknRsmt7NwVhPdOuL9KevxBz6B8yKAewBkATy9jXXI6WTd70nG2JsAvBLA2znn/nlpBEG0xEA2gVmr5nu5U85bJRHTkE5oWCzXcM5K/4ucdh5Q8y25bNRdR/325+ywf/cq3zJdcmJRbMNSpp0PZUXwfXQyj2LVCAy+h3uSSs13zbctXdS00wNWb2cZWPsZrsmBc0Gp+d48lK1Tlys1d2umZLxe+c4mY8iXdVR0A4kYC51lf+EV61AzOH64fwKAKBm4eF0P1iqTMGlPq7GiVZstFXU1UC1Uws3JgAY138kYUokGyre1n+sH0ohrDGNN9PqWEyGXjvYhEWP2YMybdu6t+Q7zIRhWWq79ys3bAQAnZwp28D3gE3ynE9Hb1BWUvulOn+/65Sq6iYFsAplEDPf5pJ47hmFW8K211uc7H1jzXW4YfOdScZfyWTPCW40BVnp8S8q3zPzwthprsebbc/zUa285kIGjNzAshRiuec0Qu4GiEnwfiND3Xr1XtBp8n50r4e3/+Qi++dhZ1/9lm7Gdazxp5yFu581kTiyUauhNxZHQ2IoarsljyFi0lmcy+E5ownCtogtD1BNWRpY6Get9TZjyvRLCs3viYuWvB+rzvbxcYj0eDHj+kPV4cStvzhiLA3ij9eetPs9vBfBRAP/JOf96K+sgCCKYfivtfL5UOy9SziW9Vg2mrL1b19dAuUrFsb4/ja0+7cjUgbfXxGzX2l684PJ1yCVjdcZVMu383IJQmpfK7RwQyvdssYrdZ4Qp3FWbAoJvy0QLCG5/lvRRvkyT422ffwhfevCk/T+p7uQrMm203nDNUb7Fc6dmi9iiBt+6k3Kq9u2Oa05gIoO5wWwSi+UayjXTldrux3WbB7GmN4XvPzmOcs3Ag8dn8MxdI65lsp5WY6WapXxb760qWY3MyQAgETBpUaqZdvuz0Jpva5CXjGtY15eO3Ou7Zpi4bd85rO1NYSiXdE9cmDIbIQaNuVXkfDk8jV4a9G0bzuLXnrMTAHBiumg7HfunnYdPMKjkXYZrIvDzU5CquolcMo4btw361n3LoMExDGvNyExmSXgDz6l8fRtBL5mk2zm5GintXGsp3djbGSBm18u353auGq7VDN6WotkMQcp3UNq5d9KsW1AN4g5GCL7VTIVWa+zlxIW3O8LhiTyGckm7dMRxO/er+W7e7Xy+VEN/NgHGWJt9vttUvq3jloxpkSYB7LTzGLMndcq6gZPTVvDtcT9X70d+H5HdamwFlG91d7sh7dwwOVah8N21wbcc4c0HPC//P9Di+/8VhOnadznn31efsBzQ/x3CYO2dzb4xY+xtjLGHGGMPTU5Otrh5BLG6GcwmUTVMjC+UzhvlGxBpoItlHefmZfAdrnwzxnDrbz8bb3v2jrrn0omY7SB/2Ya+uuc//Oqr8YW3Pr2udjbrUb6XMu18MJdEsWrgweOzyCRituLhxaV8V2qBaefegdD39ozjB3vP4asPn7H/d9CrfPukg8sJiEJFR80wcXaubAXfbnW5ohuuoD3hkzo93JNEoWqgVNNdqe1+aBrD8y9fhzsPTOK+I9Mo10zc7Am+Zc2fHAAWLYU6k6xPO88H9ERXkdvsDVpKVd1S1KOlnSc0DRsG0pEM10yT4w/+5wk8cGwGv/XTF7m2A3AUtUSM1aXrBn3+kpGeFK7e1I8/eNGlGMwlMZhN4MRM0TYmGvQJvkXJQjQH4XLNtK8RO+3cr+bbUpFv2jmMg+fydtmEfQw8hmHxJXA7b6h8J2PQTW5fN43czoHWW3rJ89JpNdae4ZoMnlTDNWD5egcH1nyHGq6tvNLnRQbCV23qx6Fz+YZKslre0EpfesA5ZhOL7mvi8ETe7nwAILTPdysB5Fyxiv5MAhrrXKuxltzOlQnLKFshrxHZ5xsAZos1e5Lem3auu4Lv4ImLVj+/IB48PoO3ff6h0M/EpXx3Qasx3TRt48zVxPm6R3I02vTVyRh7J4DfA7AfwC/6LPI7AJ4D4K2c89lm359z/mnO+Y2c8xvXrFnT7MsJ4oJgwAq4T0wXfdNMuxXZd1d+qa7tDQ++AZFyHqRWre1Loy8dxwaf9PXBXBLXbh6o+78dfNvK99IdP6lw/PjgJK7c2BeYkj3ck8JMsYr/vP8EzsyWsGEgU7dM0qNemibHR28XyU2PnZ5DRTdQrhk4Pl0AIPo1A/4138m4hmRMQ76q48ikGJBuG87Z6rLaaiw4+DZd+ziVr4bWe0teeMUoilUDf/39A4hpDE/b4W68kUnGYJjcHriItPO4vR2u+mhrgsHblk0lGWPgvD54i9zn29qORIxhtD9TN6D244Pf3ouvPXoGv/+Ci/ELT9tqvd5Zj2MwpNWl6zaq+U7ENHzzN27GS65aDwDYMpzDyemibb444DMZl4qYdi5TtHu8aec+g81KzUAyruHp1ud31yH3ZLldx6ko362k8dpu58prK7qB+VLNVXriR8bTz76mR3E7Zy1NEpQ8LbhknWXLhmuePt9yu5dLTSsGuZ2HtRrrgjRbL3IS4brNA6joJk5Y98cgOpF2Lo/Z5KKjfHPOcXgyj51KhxB5T+5Un+/5Ug0DmSQ01m7aeXvKtzyGqXhE5dvT5xuAK0vBWztvuCZI6t/fSdlvcsMb8JNjM/jB3nMohkwyuVL2u6Dm2zRBhmvLiFS2/XMcgT7PcpFgjL0DIp18L4Dncs5nPM9fBOGi/m+c8+82894EQURHBtyLZf28Ur77pPK9UMZIT7KhCtWIS9b14uk7hgOdof2w086tIGpJa76twPTMXMl2vPZjpCcJzoH3fH0Pnn3xGrzjubvqlhHGYM6X+Xd2j+HguTx+5qr1qOom9pxZwOGJvP3l79R816edA6LdWLFi4P4jImX4qduHlMGgZbhWM1zppQmlXVRN9wbflYbKNwDctGMYvek49o0t4LrNA3Up43bqu5XCWqrqyCZjYIxZKeJuZ3Cgcc03UB+02DXf8fDAVKZKxzSGwWzCrq0OYnKxgs/dexw//7Qtrs8xFXcUVbvGMcbq0t4b9S33snUoixMzBcwWhdmSXxlKVMM1ec54a759084tFfmqjf3YPpLDe7/+JB5Q0s9twzA1bbpJJUq62QNuFWvKyhJppHzLiTY7hdowkWhS+X705Cz2jS003NayZ5JLqk2t1mnXG66Jx+Ua0DvKd7Sa70wihprBWzaYWyrkZIGciG2Ueq5uf6ufXdVH+Z4uVDFXrLnac4bVfJst1HxLDxhNi+YyHkS76q0zYakhyhyAnOSIK8q3NKsEUBfsqvcCv3uTXGen+3zbbejCJmXarJfvNLppkuHaMnLAegyq6b7IegyqCa+DMfbbAD4OYA9E4D3us9gVAFIA3swY4+oPhBoOAIes/70y6roJgnDTn0kqv58/wbdIO69hfL7cMOU8Ch95/bX4+M9f39RrbMM1S31f6ppvydUB9d6AcGgHgJ+7YRM+88Ybfd27U3HNNnAxTI6P3X4IF63twZ++7HIAwMMnZuyB5dreVKjhGmCZUVV03Hd0GpsGM8JwrYHyHVfqzuXAYijrBN+Nar4Bobr/1KVrAaCu3htwAiY5yC9abudAvaOynXYekr0gg2/vQKhcM63gOzww1Q0TiRgDYwwDVqu0sAGxzDx4weXrXJNCwq1arEcOHuMxqXy7neObmRDaOpzFmdkSJhcr6EsnfFWOqDXfdcG3tf1+6lLVOjcSMQ3/9danY11fCm/815/gRweFAu60yhLLq34Bd+w/V5em7kexathBhHrMZWszbycDL97guxJB+U54XNnf980n8bffPxDyCkGlrtWYdDtvUfn2thqzrq3lMF0zTR5c8x2Sdg7AdS6HcWqmiN/44iNL7pAuszmu2TwAxoAD4/nQ5VVfglazDOy08wXnHD884XY6B8Jrvp0+1s0F332ZRNvKt/rSlpRvJe08mvItJyMd5fvAuDPhVaqr+RaPyZjme29qZeIiCro9eRp8TNrNGug0hkmtxpaTH1qPL7BqsG0YY70AngmgBOD+KG/GGPtDiP7gj0EE3hMBix4H8NmAHxmsf8X6+3ikPSEIog411fy8Cr5TCUv5rnQk+E7EtKbVc2+rsaUMvtX62yCncwB47iVr8NVfuwl/83NXB6bYq27n9x6ZwqGJPH7zeRdhXV8aW4ezeOj4LA6cW0QypuGKDX12raxUVb3HqScVx0JZxwPHZnCTlTqsaQzJmObUfNdMV9CuKt9yYCEDoKnFaiTlGwBeevUGsd9WEK4iB19ykC8VakAM8H3TzlPBQb9UOtWgRTdMVA1TpJ0n3Mrz46fmcMpy2ZWvkyrmQFZkKCwqvaO9nLBMgrwmgUlF+a4pSk8qrtkBSFU3UdHNpnrPbxnKwuTAk2fnfduMAVbWRIQ2ddKAr8fu820p3wF9vuU5Ndqfxpd/9SZsHsriA996EoBiGKbUfNcME7OFKn75cw/hv39ysu49vchzGHAHQlF6ygNOloscvEdzO9dcg+tCRbfPszBsw7W4u9VY+2nny698q+nj3sCwXDXAWH0mjbdTQiPuPTKFbz8xhiOT4cFwu8hJhKFcEluHssuqfE/lK7YyK9Pdd4w49wW75tvnmDXrds45F2nnWRF8tyP6tt1qzDAR0xhiEbdDHvOY5hiuqT3ZvYZr8voMCu7tevmlUr4j1nwvZ3eCIHST25Ooq4muDL4550cA/ADANtT32P4AgByAz3POCwDAGEswxi5ljO30vhdj7L0QBmsPA3ge53wqZL2Pcc7f4vcDR43/E+t/j7W5mwRxwXLeBt9K2nkngu9WSMQ0e8Y8m4wt6aywbAuVS8awfcTfbA0QA/4btg6Fps+rbuenZ4Xp1w1bB+3Hh0/M4sD4Inau7UF/JmErPkEtwLLJGB47NYu5Yg037XTqrlMJTVG+DVdA7Wu4Zu1jqWZEUr4B4PmXr8OP3nWLb02+HMTLOj/pdi6fKzWZdp6ULZ+UgZBU52SfbzVg+M3/ehQfu/2Q/XfNcPqkDubEtTZbDAu+C4hpDBs9dfuqouoYrmmueuxCBPd2LzLI3ze24Ot0DsBqpxY97Tyr1NDHNOZf8+1RkYd7UnjKtiG7r7Zp1gePNcO0U7hlH/ow1EkOw6wf1Da6dh3l26lfbuR2rvayB8R+RgkoyzURcMgg2S53aNH0yZt2vpyGawXF4MobfMnWf957lbxuvSplEHJiJcp50A6lqgHNmiy4eF0v9iuKqh9uw7UWa77ldW5yzFhlKqdnS4hpDOsVf5JUyGdqp05H/LhLNQM1g3fccK1qNJ+ZoJsccY2JVmMRtsOejLT6fAPAkck8Rq0xQlDNdyoeoHxLw7UO+yPIzymsa4P6DCnfS8fSSSbt8+sA7gXwMcbY8wDsA/A0AM+FSDd/t7LsRuv5ExABOwCAMfZLAD4IwABwF4B3+gwOj3POP7cke0AQhC+qonq+tRor1QyUaob9xboSZJIxVEvmkqreAKwUQOCKDf1tfwGKWX6hEswUxIBOBr43bh3C/z5yBvcdmcaLrxxFTzpuD6DLHvVakkvF7drZpyumZ6r7d7lmYiinthpzejXLAGhQSa2PqnwD9cqwxHY1rxmo6qY1SSI+p4w37byiIxnTQo3e7CBId4ZFdrukZL3h2myh6qox1E0nYBuwyj1mi1Vsh//2H58uYuNApi7TwGW4ZqedM6QV5duZTIh+TW8dzor9M3ig+aJQ1xsPBPM+wX+MMX+3c73eOVwtjZCDYtvtXBMD5X12K7zGavJC2dkeVY1WJy/CyChp57phwuT1GSBeknHNnoQARPBdihB8i8knzQ5KO618O4ZrSz+gVwNoP7dzb703EB5I+rFgBd3zIRNZnaBYNZBLxsEYw861Pbhj/wRMk9tZHV50l+Fae8o3IFLPR3pSODVTxGhfGnHlnLXTzn2uzWYN1+QkRn8H0s7VOmr1vhmVmiHumSyi8i33VU07rxkcl67vxfhC2Uf5dtLaOUfd5+n0+V6atPOwmu9uTDtfjTXfXRt8c86PMMZuhAieXwTgJQDGAHwMwAe8ZmkBbLceYwB+O2CZHwH4XFsbSxBEU6QVl+bzTfmWjPaH12suJdlkDPOl8JZOnSCmMVy8rhfPvri+trlZVOVrOl8Vva+tgcqN24QCXtFNXDzai/lSzQ5uvO3CJDLA2jqcdbmrq6ndXuU7GXfUW7vmWwm+oyrfYdg131Wzzlk55amPbuQMDvjXfJcV0yh5HXHOwblwiVcHTbrBbcduGdyGBQwnpgt2QKySjGv2Z6K2L0snYnabsMVy88r32t6U/Zn5tRkD6s36gpDZEqrnQExjgYZr3kmPlFIa4a1Zjltu5/st5VtNKQ9CKt8D2YRvC6h4ZOXbsI95o+C7TvmuGSjXGp/XdeaEtuFaezXfjuFasDlXpykoSqNfzbe3xzfgGMxFnWxYWCblu1jV7UmYNT0p6CbHQrkWmCWiTvK0mmXgCr4Xy7gcfTg1W8LmIXc2TFxj0Fh4zXfU4ym7HfRn2u/zrQaQlZYM1zgSMRZZga8p17M6sXPJul7ceWCyLvg2TPe1bHAODWrwbT12uObbzlwKO7hdZrgmlO+uTNJui64NvgGAc34KwJsjLHccQN23GOf8/QDe36FtuaUT70MQhGAgm8C5hcp5G3yvXWHlG2hOYWyV7/3WszryPilFJZkpVFxB7641PehLixruS9b1Yu/ZBVR1EzXDrDNNk0g1+SZPqy8RqAUYrmlO2rkcYA61qHwHodZ8F2tigG7XfCsqMSDU07B6b0B1O3cGQqpjc8paX9U6Vpy7l60Z3H4PGdyGOZ6fmC7iZdesr/u/WjZg1zjGmEuVlsF5M5NCjDFsGcri4Ll8oPKdjph2nreyJdRjKtLO65f1U77VXvSmj3JbM0y7ljOK8i2XGcolMZ13jnktovKdU1qNye1qmHaulFYA0ZXvcs10BaVx23Ct1bRz8egYri2f8l0MUb7LNaPObA1wtjPq9i1X2rlq2Djc47RFDAq+O9FqTA1YpeP56dkinnWRu32u6OAQ8w3S5PUTVcGWx3Gg02nnLfX5NhGPaZEVeMftXHOdW1uHc8gmYyiFpJ3Lv9X5oFbatEVBnhvhNd/O792gfMsSgNXG6ptOIAjivECmwJ5fwbezrSuZdi4HY80YW7UKY6ypVmhBuJTvQtVOOQeEMdaN24YAAJeM9trKZaGiiwDaR6mSplpqvTfgVb69hmv1aeeyxhDojPKt1nzLIECt+fa2GmvUpz3hU/NtK+pJzZnU0E07IHAp30qrFif49g8Y5opVzJdq2OaTUi8M15xaUEAoPWqav1R6m83I2DIk1jeQaU/5Lvr0TdcYYPgoPRXdqA++Y05phK3cKsp3RTdxwDK8iqZ8i2UGskl3b1+lRjSMjOKcX7FqVxumnSsOypxzUfMdoY657MkSkcFoq3XD3j7fjvLd2YDCD7XGtq7VmBLMqsSbTLOX5/pyBN+y3/uIZQ45HeK0r06WhCqcIaj3qMnFCso1A+cWKtg86J8R42u41qTyLY9jJ9zOO9HnO6GxyGnn8pjHY8wTfGeRTcZQCEk7B+qPEZcTF0umfEdMO+8a5ZuCb4IgiI7Qb6lc51Pw3aemna9o8C22Y6lrvjtJUkk7nSlUXYozALz06vW4ZvMANg5k7P3KV3RUagFp59Zn8XSP8p1WDMhEKq1quMYc0xlDtjDT7PV1RPlWar69aed1budlveEESpjyLcs3AJFRIFuXuZ3RHeWgNx2HxmCniXs5HuB0Lrej5pm4SMQ01z751VxHQaa5S0M4LylLkeY+I+E7D0zgidNzAMRkDWNwBVcxzb/m269tl9o6yVa+lZrv+VINVd0EY06buDDstPNMwl3zbaepNnI7j1n75aSdpxoq3/WlFZGU76q7Flqed+22GnMM15hrm5YSOenVm4pHTzuPNTfZsGB9tnPLkHae8yjf04XgzBV1+1stGagq98aJhTLOzAmDTG/auVzGb2LMr8VeGHbbxXQcmsba6vPN2wy+dUMq39H6jTutxtxp51uGssgkY3Umfo7yLZb13p/kOoPOxfliLbIxoHs7G7udq890h9u5SW7nBEEQnWIgc/4F31L5Tsa1wBTZ5SBrp52fR8G3EtiI4NtdM/+q6zfhG+94JhhjtvKdD1G+X3fjFvzta66pc51Xe2l7le+40mpMTf2Vn6vfoLxZBjIJMAaMzZcV5Ttuv7/X7Txq2nnVx3BNup0DQuGTwV7VUAfgjuGapjH0ZxJ2faUX2U4oqOZbDmQNk4MxEdim4jG7tZNd893keSnXF+Z2LvaxfjD4gW/txd/94CAAkXYuzakkYWnn3skWOztDN+2g09sqCwAuG+2LlHa+WBaTAf2ZhG9QlGigfMtMjJKadh4Pf41qKmiXCZi84UC6rLuDUik2+WUNRKE+bd8yolqGVFZ5fQzkEvWGa1V/wzU5ERJ1smE5087lhN5wrrHy7S45aa/me+NABhOLFbs7xSYf5TuV0HwD3GbTztWJO43Bd6ItKu26ndcsky8WcTvUybRETEPc6hqwYSCDbCJe53Zutxqz7steA7RGfb7f+K8P4MO37m9up+B8h4Qq32Z7ExedxjA5YqvQcI2Cb4IgVoTBbBI9qbjLPbXbkem0o33pjqRit4odfJ9HyreTHm2ItPMe/0ALcGp2Rdq5v/K9ZTiLn7thU93/pRLLORcBVlxVvjUYJodpcqWGltmfa6MeylHIpeK4aG0PHj05Zw+65ODZz+28Ud2+VAx9a76TMVdg6p927naLHcwmA2u+ZY/vLUP1g+xETFOyBrhtyJVW+ozbNd8NUum9bLd6B4/kgtPOAf/ge7ZYtfuaF3wmMzRWb7gm07G9KrJaGuF165b3qbjGcM3mgdBe6ZLFso6eVFycdz4u1I3ufZrGkE3GUKwa9mcqg9ggVFNB9Xg1Ur9FzbezPYyJACKsLVEYtmGdNFxbRuVbGq4NZpO+yrdv8G0r383VfC/4BN/zpRre8On7G/bkjoKaJj+YFRN7U/kQ5dsyC5O/t0JVNxHXGNb1pTGxWLGvLz/lOxnzV76bTTtX2y6KtPOWNh1AZ/p8J7ToNd81z0RdJhHDpsGs6PttXb+u7bM2STVc89v+oHVPLlZwerYYfYfs7ZSTp9GOSbcE31TzTRAE0SH+39O34k9fdvlKb0ZTyCBtXd/KOZ0DQCYhtmOp3c47iQyg5ooiddebdq7ipJ0bgYZrYeup6IY9IPT2+QaEO23VMJGIibo+eRw7oXwDwPVbBvHoyVnfmu+64LuVtHOX8u2knctUWK/6paY392eDle/j0wWs70/7HodkjLkM12Swkk4I5ZtzjnxZR0xjriAuCs/cOYKP//x1eJqnhECiTtyomCbHQqmG07MlGCZHoaq76r0B/7TzIOdweY5WdbPOMCxhPe5a24PhXBL5it5QFVss6+hLJ0QquDLglQFtIsKgMpuMoVgz7M+0sdu5U/OtBkWNen2XffrcCxW9VcM1d818M63GOOf47u6xlgf/8vrozyTqa74DDNfkAD9qwLoQUvN996Ep3Hd0GnvOzEd6r2JVx2s/dR8OjNcH68WabmfOxGMaBrNJTBdCar5NU2l31brynYxrWNeXwsRiGadmi0jEGNb21pdaqQaXKvLzjypgL5Z1JOOi7eKKG64ZUvmONgmgthoDRAtIOYGZS9UH37byHVDz3Uj5rpncdttvBrnesHPcXfO99P4MjdCp5psgCKJzXLWpH6+9cfNKb0ZTyPRkb6rzciPVvfNJ+ZYDjfH5MgCEB99pxXAtoM93EClL+baDb5fhmjPArik1v/Jz7YTyDYjge6Gs48mzYvAtg+9UQqtrNdZoAqWh27kr7dxH+Ta4q7Z5MJvEXMlfOTs5XfRVvYF6wzUZrKQTMXAuFE05mdBsVoimMbz06g2Bgyx1gkElX9VhWuseXyhbynd98O1VvqsBgaxaGiEDdlmzLFXqS0d70ZOOw+SN1eTFcg09qbiV+t688g2I7IaiVX4BNE5Vj8eYndqtGmGVqw3SzmsG0klv8M06YLjWfKuxI5N5/PoXHsHt+861tO6C5Xo/mE3WKe2lquk7udRMX3POuX2t+U1k3Xd0CkC0emEAODtXwk+Oz2C3T7BerLgN4oY9zvleaga3Jxda/exEGz4Na/vSmFio4PRMCRsHMr7XZyoRVPPdnGN3vlKz/S8YY5EVcz/kpFg6obWUaVFVar6jbIVquAYAr7x2A15x7QYAYqI8qNVYKij4tjY56BDohumbcdEI2fM8utt58yn7nYaUb4IgiAucZFzDcC6JHSP1hlTLSeY8rvkeXxDB93BI8C3Vy7xMO29CSZXu2xXblMzdagwQgWzNMJGwtskxXOuQ8r11AABw9+FpAGqrsZilqnLohmgB5VVqvTh9vp1RkVQx08mYr9u5y3BNcTsHRIu/2UKQ8l30dTqX21Gz086dOnJ1/QtWsNlp5OfiVdjUfuUnp4soVIy6tHM/5bvqMzEDuE0BZcDuDR4vW9/nZGY0UJ8WrcmVhCeIjep2DsCqGVXSziO4nUuVvem0c6/ybfU2b4V6w7X6fvVByJZxCxFS+/0o1oSKmk3G6iZsyjV/t3PbYC5C0FeqGfb++Snf9x0R131Ut2pZi+unVBc97uzDPeHBd1Tlm3OOwxP+afGVmlC+1/amUNFN7BtbwOagSbmgtPMG6q2XxbJuf59pEV3GgzDt4DtalwQvunQ7R7Sab9vDwfp+effPXI5XXS9KovxajTVyO5fHLqgEQjd5pG4LddtpvV9YKQm3Jx27w+1cX6V9vlffHhEEQSwh3/iNZ+Ltt+xc0W3IJs5ft/OxeWHeEyXt3G411oQiLdzOA5Rvu9cwR1Xpf93Jmm8A2DEi+pbvtly4VcM1QARFUp1rNIFip+uqgZSadq7UfOcrfmnn3KWwDmSSvm7n+YqOqXwFW0fClG9uTRw4deQyMC7XDByZLGDjYH1daLvIz6XsCaTUwOfUTNE3jT/G6tVbGcTXp5076e3yNXbNsrW/l67vs8+XxQama4uVGnrTccQ0DZw7g2w5CE5EGFRmU8KkT3XnD0MNmJsLvo26coGYksLeLH590gHnPL7n8BSufN/3XRMoEjnRIIPwIO7Yfw5/9b164ympFqfibuWTcx5Y8223VosQcCyUxOc+0pPEQrnmCrInFss4MimMC6OmTtsZJZ51m6a1vcoE3XBPClMhaec1g9v3mTC387sOTeGn//7HtsmiStUQwfeaXlFedXSqgE0B13UqIMC11dsm3M7ltduptPN0PNaS47ucsIzc59vaWT9jsKxvzXe48u20GgtYn8FbU74j1HzLTUnFY7ZSvpKIVmMrvRWdZxXuEkEQxNKxaTBrB1MrhVRC+hqYdXUT3rTz4Vxw3Xxdn+8m0s6F4ZphB1guwzXNMS+rKmnnPR2u+dY0huu2DNoDGbXVGCACnXxVmpM1UL4DDNcSMYZETHPSzmtO2rk6GK4Zpqu2eDCbQEFRUiUnLbO1MOUbEIFjzXTqyNPW8V0o6dh3dgHXbxkM3Z9WUNV1FTX4PjFTEG2ZPMdT80s7t83Lgt3ODY/yPZBNIhFjuLxp5TtRZ+bVlPLtMVxLNBiJyppvzrkr7bxRa6KyTwuuRIy1XPMtX+YYrrmV7yOTeeQrOsYWSnWvlftaDJncME2OD35rL/75x0dQ8CxXrIqMEtGD2tn+qtW/3a/m2y5JiRAsSrO9TYNZcO6ehLn/6Iz9e9SUayejxL28nDDJKds70iDtXDdM+/sh7LOTdePnFuoDeXlvVGu8/ZzOAacNoBejybTzRWXiLKZ1ps93OqG1lDpdsyZmhVlj4+XlOeOXHp1N1qed28p3QLZFozZtummKkpsmJ8bkfScsm6XdlP1Owjm3gu/VF6quvj0iCIJY5ZzPaedn56ya7xC382RcQzKmIV8xUA7o8x1EKh6DbnJbWVZfKxVg3eBW6rQYLPV1uOYbgB2EJuOaywUXEIPqfMS2XEE132lPQB+Ydm643c4HrIwDb923VMACa76VlGw/5fuRk7OoGiau2zIQuj+tkA5KO7eCb8aAkzMl5CtG3cRYzKd+1E47D2o1Zph1yu3Lr9mAH/zOc7CmN+XqQx+GrOmPe+qJ7RrRCLWMmUQchYoeWKfuRZ7TNYO7DddCghDOOcq6WacIx9qp+bYN1+q3C3Dqsv3SZ2V7qHw1+Pjevn8Cx6eL4BzY7zEqK1Z10QkgHnMFELLu3b/mWwZCEZRva5tlKraq3t93ZNo+ZyKnndteCu51ew0bAaF8y37zfuhmtJpvOSnh59pf0U0k4zGsVYxFg5TvZFzzNVxz3M4DN8FF3pqoAhDZ6CwIGbenE7HWDNdM4fbOGMAjVH3LYNZvYkxMnrnNGe2ab+s89E40NKqXF5NrjTNvvFRt5Tsk+LYeU/HWjl0nkZtJNd8EQRDEinM+Gq7JwHZ8oYxkXHOpOX7kUjHkKzWrz3czNd9iWRmYqQNtGQBUrZpvGch02u0ccOq+1YFzWknRliniXqXWS1DNtwyU1DZcdp9vVfk2TVfa+aDVn95rFHXSaifk1+MbcIK+msHtwSngKN/3W3Wu120eCN2fVmikfO8YyeHkTBGFio4eb6sxHxWtEqR8x/yUb+u5uGa3RJMTJo3qLmUda0xzB541y0QoijFdNulOO/dusxendtl0B98+yvd8sYZjUwXUDKEwedPOE7HOp53bqrYVWPsFf47yHTxh8Nm7j6I/I87lvWMLrueE8h1DMi5aC8rJDtWo0EszbucLtvItAlI1A+P+o9O4elM/gOiGa/Z54VW+ZXmJK+1cTJ4FtQusGdzev7DgSZ4b/pMfTs23JKjmO+XJLgDcddLN9PnuTTtp5231+VaC21bUW90q1Yna8kw3TDAGX0O6TDIGk7vvXXXKt7fPd0ibNsMKvAH/NndhqIaZQcjPK9UFyredzk/BN0EQBLHS/NSl6/CuF16CS9b1rvSmREYGbzOFKoZzyYaBRy4VR76sW726m0k7F8vKAbG3zzcgvtRV0zDbcK2Dyve1mwfAGJBNqMG3U7ss61kbTaD4tWgqVZ12SWqdslTkTK6qrNyVdj6QsZRvT/A9Nl9Gbypuq09eEh7l226rY+3ffUensXEgg7VL0AnASa33D76v3jSA41MFYWDnOZ5xrV75toNvb813QjFc87idq8g+5mHKd7lmoGqY6Esn7GOlKt9RUs4Bp1VRJWrauV1bzV2KpF/N91/dug8v+ehdODKZB1A/+RTX2kk7d9fMy77hckAfpnzLffWmk0uePDuP+4/O4Ndv2Ym+dBz76oJvqXy7U93t4DtZfwzl5xHFIExuszf4Hp8v49hUATfvGon8XoBTB+81SCvWxHrcbuciIJ7K+9d969Z9TWQthAXf8vj7KN9WtlFPKm4H8psD087rA1x1v5vp8+3UfLfndu7UfPunxDdCZkWxiJMAcjLND/nZqWUfhqfVWL3yLZerX7d6jjRrSCiD/FDl2675FseunUmQdpHbSco3QRAEseL0ZxJ4x3N32T10zwdSMWcAGWa2JulJxTFTrA+gG+FVvlMu5dtRGlTDtZEeMaCVSlon6E0ncMm6Xld9qW1Opjtp541bjVmqqcc8q075rpmuGmTVxMlluGYp317lbGKx7Eoz9eIo36ZoNSbTzuPSSK+Ma5cg5RyAYipXn3aeiDFcvK7X/ry9kxmaxuAVM4Ocw2111jDtgaqf6iKV73zI4HdR+XxtMy/pNmzwSGZrgEg7Lyk1342uBft8MU3XZIVf8P3oyTmUagb+6H93i/fuYNq5PXmhHL9kTLPP41JNKt8hwXdA2vln7z6GbDKG1z91Cy5b3+cTfDs134DzeTtGhfXXnJ2d0ETNtwxI5bknW4w9Y6cIvps3XHMvLyco1OB7xFK+g+q+xbWpWRMnweuX5oV+/aJlqzHGGNb2pZBOaPZ6vQjl29NKS1W+I7duqylu59GzBvxw1NtW08454lp05duwlvdDfnbFmhp8i0d5ftbXfEvDNX/lW9Ks43kzyncU076lxja9PI/GOVE5f3IWCYIgiPMWNdCJHHxbpkDNBd/ByndcSTuv6oYdbN28awT/9dan47L1fZHXE4W3PXsHZgrOIFm2cmom7Txm1R6qikex6tR8q27nixUnGKzoop9xzeSu3tCDsubbE3yPz5cx2h+sWntT9m3DNSVgW4qUcyA87bw/k3ClytfXfNe7+0qlrq7VmNpP3DpkfgM/WfYRpnzL53rTcTsItg2PzOjKdzYZQ6GqR241pk4wudzOPWnn5ZqBQxN5bBzI4PFTcwCcEgL1vTqlfAPCdC2K8l3V3ct4uXXPOF529Qb0ZxK4bH0fvvTgKcuYSayraGWGqCUZgKp8+xiuWeez0YTbuUzFlv4Jj52cQ08qjis2ivtI1OBbHpOa5zwt2TXfbrdzwDFM8yINFkVrwJCabz38+Cez4nis7U0hEdMCM5VS8fpWY+puRDFcq+gmaga3J87kujjnkUozvIjXBbdBa4T0tGARXddrIZks8rNTzQPlJFyQ27ldL++zbnVCpfm0c6l8h7Wgg2vb1PKs5cYImQA936HgmyAIglhy1C/wsB7fklwqjrNzwgm5mf7bctCw4FPzrdbYqbWRmsZw087hyOuIiuz1KrHN0WqOOVqjtHORrqsF1nzLfarowu1cqkYu5VtRZQYyUvl2D9zOLVTwtO1DgdvhNVyTwbgr+F4Cp3MAdUGUZL5UQ18m4TKJ8+3zHWS45lW+ZfCtOMT7DfxScVFPHGZ4JNXRnlQChil+V0sB4g3SxyWZZAycO8F8Y7dzxx1fzRTwHru9YwswTI73/Mxl+PgPD+PJswt1QWknDNfU46f2io9S8x2kfJdrht0G6/INfSjVDJyYLmDHmh77vcOVbx/DtSbdzmMaw6hVYiEn+o5PF7FtJOsE8hHjPhkUeZVqeYy8fb6BEOXbChwTMRba5zvMcK2qOwHXO593UV2LPxXZzk0NlA27ZCNa2rk6USVeZxnWcTF51iwmF+/hbTUXFTGBoUXuN66W4XixlW9X2rlV8x3Yagy+/wfcEzR+WQthRFG+neDb8Q0IaUyypIS5yJ/vUNo5QRAEseTENGZ/iQ5F+DbvScUxbanGXkUuDBmoz/mkrKuBiep2vlzI4KZUM3Bypoh0QotkmpdUghb5evlemsaQjGkoWwG9zCqQAYfX7TybjCEZ01w136bJrbTzYOXbnXbuBPTy+CZiDFds6GzmgMRW9z3prQuW8r1FUb7r0s592gUF9vmOOQNOGUDEApS3XsuTIAg17dw285J9vj11+GFIY0L5eUVVvkXwHax87zkzDwC4ZvMA/vJVV2E4l6xrM5eIhacuhxGUdl7V3W7nftkDjjpe/5xpcpjcyWK53MpW2TfmOJ5L5dueTLE+70iGaxFrvvvScaQToiuDDL5PTBewdThnO7w3m3ZeV/Pt43bem4ojGdPse6MX3TJYjMe0BjXfjQ3XAOBZF63B8y9fF/g+qYSYHFJVdrnfiZgW6RjkPRORsSaPnxeTc2hMXCutpp0n4iyy8ZtumoHqbMYn+JbnmAxwvUG27XbeIO28WeU7SqsxO2Vfud+vFI5p4+oLVVffHhEEQRBdiRzQDYe0GZPkUjF7gNiM8i1Tu6UZjV+rMdnnu5GK2GnUtPM7D0ziGTtHIqXUeVWsUtVwBRCpuIb5UhWGye3gu6aksqr7yRjDQDbhSjufLVZRMzhGQ2q+VcO1mhLQS+X78vV9HXWLVwlKO58riuC7L52wa9m9afwxjdWlb0bp8y3rLYN8FXrS8dC0c6koumq+lZZSUZVvmbY6V6qCscYqkGMqyG11M5OI1dV87z49j+FcEuv707h60wAees9P48qN/a5lRM/wVtPOxaO6uUlFiXSUb5+a71pw2rlXDdu1tgcxjWHvmJhM4JyLmu9UrO68CTVc0/xVSD8WyjX0phNgjKE/m8BCqQbdMHF6toRtw1lHuY1quBbQ57vok3bOGMNwTxLTAYZrcmInobFIaee+kx+6GbnUR828kcj9TsS0JpVvp9UY0E7wLd5DTPa0pnzHNS1yyzOvqaWK/OykxwHgHJ8g5ds2XPPZf/V7oJmab8650tIuRPm2HtVypqiUawaePDsfeflGkPJNEARBEG0iBxtRar7VIKpThmuOc7gYiCSWuZZNBqf7xxdxcqaIWy5ZE+l1CY/yXa6ZrkA3ldAwuSiCaW/wrRv1TrwD2YTLcG18QfReXxdB+a5ayrfjdi4elyrlHFAG+LV6wzVpkrfVSj33Kt+haedBfb7VVmMByndPA+VbpoQKt3O3qurNRghDKmfzxVpo7a0kbvfTFmnniRhDLhWvD77PzOPKjf32+/m9bzzWRtq5T+aAarhWqAa7bcs+335p5046u+M5sGtNj618Vw3x2WWVtHMZQMh2a36TRGpWTCMWy05brP5MAnPFGs7OlaGbHFuHcvY+R6l3BtQsFa/yLfbfWw4ggu+gtHNF+Q5LO7eV76A+39HujX5BmmEH3yJ4baQeL5TdZomaXfMdaRPq4Iry3YpyK8tqtIg139Lkzg+ZuaJOJHlbjXnPE7lO7nPsXDXfTbidq9dxWM23bbgm086bOH7/8/BpvPIT99jnbbus5ppvCr4JgiCIZUEONqIarkk6bbimyz7fy618WwPVW/eMAwBuuXhtpNcllHRdQKadO9ueisfs1kOyFVHFahOjm/X1iAPZpCvt/JwMvkMN15yJC91wzK36Mwm86Rnb8LqnbI60L63ArPrNIMM1wDG/yvrULUft8y1LI6qGYQ9WA5XvVDy05lumTOdScTtQlEGJrCmNgtyfuVINqQjnq+12bhmupeIxpBOaq8+3NFu7yqN0e2nkmB2GX+ZAIu5kcEgDKl+37ZA+37LmVS0ZuWx9r+14XlQcwlPKZAoQnnauaSxyjfJiuYY+S6XtzyQwX6rh+HQBALB1OGvvc3TlWxrxuZcv+aSdA+IanwpIO6+Zas13iPJt13wHGK7FomWxeI8x4AST8p7R6DB4Oz/IU6bVdmMi7Zy1kXYuJjCiKt9hhmsZ31Zj7tRubzBsugJlT/DdYtq5eh2H13xb25ZoPu18oVxDzeChGUHNILNuok5Unk9Q8E0QBEEsC3baedPBd/OGa/MlYYqkBp52AGly1HS+AsG32I+TM0XsGMm5apXD8Co4fmnnMvh2lG9uD7K8te2D2YQn+BavDVO+1UG2Wi/PGMP7X35Fx53ivaQTMVfwbZocC2VF+R4OUL5ZfQAZ5hyejGuo1Jw+30Epj73pcOVbrdf1qqpqq7ZG2GnnxWokNVKmT+uW8p2Ka8gkYigracH7LLM1b5q5l5imtW+4prqdx5S0cysQ9juG8vOpWuUhrvf1UcMuW9+HsfkyZgtV+33V4FueN35p3CrxiPvrVb7nSzWcmCkCALZadfPNtMuS++gNdApV0ZHBO3kWlnauWxM73mwZLw3dzqOmnfuUhMhY0tvfPggZrHmV73bSzu3gu0nlm3Nup+5Hrvn2yS6S2G7nihqs1wXf9dsv8ariustwLXrwrR4HI2RSxs9wLSo1a4K4XO1Mnbg8b7QG2T7nIxR8EwRBEMtCy2nniehfVbbyXazVKeZqz+yaYSIRX94vdXV7nhMx5Rxw13xzzl19vgFxXG3lu8cxXJOv8aZEDmaT7rTzeaF8r+1tXPNds9J6g/raLhVC+XYCyMWKDs6d3uzPv3wUL75ytO7c0nyUbzkQDQq+Reqy+Dso5bE3nXC1dvNSrOqIaUKxl4G2qnxHr/mWmRx6JI8CNUOhUhO1u5lkzKW8SbO1qzaFB9/CcK21gXSw4Zpb1fY7hmqg4E1hlcq3GuxcvkGari3Yino2Ga8LIKTyHZRJE9Oi7e9CqWbXJw/I4HuqgHRCs68hP6+BIIIM10pV3bct2khPyjftXDWja1QyIINlbwAna4Mjp53bnQiUmm/unvRrFETbwXdathqT7xNpE+owlVZjNYNHzkAAnGs0HtPAENHtvMk+3/U1354JJmWldcq3q9VYdIVZPa/D+3yLR7+MhkbI81ed6GsHqvkmCIIgiDaRA7XhiG7nzuuaD74XK7pP8C3NqExR873MyjdjzE49v+WSaCnngLvmWw6aM0l1ciJmtwMaVmq+Zdqpd/DSn01grlSzVZ2JxTJGepKhx8Pu8+0xXFsuUgnNTpUFnJRLGXxfu3kAn/x/N9QFtTFWX/MdlHYu/1fVHeU7SHVpVPNdqBjIJmJgjNkBvNpSKqrbuRN8R1O+nfpy4XaeSsSQ9hiu7T4zj6FcEhtCygwAWI7ZbSrfavBtTWxUddMOsH0N15QBvzeFVQ2OJDLrYu/YgivjwOt2Xq4ZSCe0wFKCqDXuqvLdl0lgviiU761DOfu9hct+c8F3fasxoy7lHBDXeKlmBE5MJGIa4lq48l2uOYZr6nbKzyXqPdc37VwxXFP/DsLbdtGp+W7t3OOK8g00V7dsB3wxBk2LWvMd3DkjFdfAmLuEQq8Lvr3b3zjtXGP+E1dBqCUIYZ+HnXbewrGT51+51png2+8eslqg4JsgCIJYFpJxDXGNoS/TuL1WrsW087SikntfJwPGqsGtusbl/wpMJ0QNblhPbS9qn++ibRql7qfzu2zjVjVMW+3wBtWD2SSqumkHZOPz5dCUc8DHcG3ZlW932vm8J/gOwk+BrOgGknF/8zJZJ9po4CfdzuVg1TugLVWddnDeIMRoIu1cvkfN4NHSzl2txpy085IycbH7zILLbC3wvTTWstu5PBzetPOaYdoqfDqhYbGs1wVZ6udc9LRI033Szkd6UljTm8LesQXbpE0o3+7AMF8R/b+DiFLjbpoc+aqOvoxT871Y0XF0Mu8qI9FYfcZFEDLAqZn1wbef8i2zO7zqt65MtnnbE3qRx5hzt7Gd3WGinbTzuprvxsp3MqbZE6fys21H+dZYiwGkvGfabucR084DvksYY8gl454+3+7MG+81pq7Te/nJe/pgNtmU8l1rVvlOtJ527m1r2CqGMhGy2qDgmyAIglgWUjENg7lkw0E/IFqN2a9rps+3EnCnvW7WUvmWhmvL7HYOCHXnGTtHmmrLpbpEF+3gwv/4qGnnesDgZdBqyzVr1X2fW6g0Dr6VoK4Zt+5O4U07byb49iqQVd0MNC9LxjVUDNOlMPnRk4rbpmbHpgq47L23Yu/ZBfv5Ys2wJ5DsVmOmf/u3MNRgMVrauddwTXMZrhkmx6Fzi3Z/7DDaMlyz086d/4nzmNvB3mhfGobJ65zYqyHKd5CPweXr+7BvbNFlUuYNDFXF2o8oSr8sd+hTar4B4OhUAduU4Fu47Ie+lY2jfNe7nftNFoz0iAm2KU/dtx18x0SpQ9hnpwbLavZBmB+CH3bauTK5Yyvf1ns0mr9ZLNfslHPAueba6/Pt+H00E0A6x5BBY9HSzmtGcJ9vQEygqa3GvG7n3v0Mq/mWCvZQLtlUzbcafIe5ndcp3y2lnXem5lu3J0BXX6i6+vaIIAiC6EpSCS2S2RrgSTtvouZbmKyJgVC98i3ep1wzYfJowUyn+ejrr8MHXn5FU69RXaJlcOFKO1f2czCrpp07Ko5Kf0YsI3t9n1toQvm2DddWoubbR/nONq98hxlK2WnnpnB0D5ookkFcvqLjsVOzqBomTliO14Bw85Z1+TLtX1fSzqPWMarKZ7S0cznBJGu+Y64+34vlGnSTh9b3S9pqNeZnuGalncsJJHnOedP31QG/1/FcBg7eAfll6/tweGLRNhLMpWJ2cFO1g2+nVtuPuMZCAxP5HoDz+cv+8pwDWyyzNQCR21QBjmLoVaqDlG85weZVvlUn+HhMq1PSVWT2h9gnn+A74vXtqMs+Nd9atJZr+bLuut93rM93GwFkPKYJw7UIrzFMHph2DoiJoKLH7Zwx97Xq2v4Qt3P591Au6Zs1EoR6HUfr8+1k3ETFDr47nXa+Cg3XGuf+EQRBEEQHeOuzdtSlkQbRato5IHqU1gy9LmiXAU/JGvyvRPB9w9bm+2EnYpodoNg1rZ4+34CYsFAVC1XFUdk0mAEAHDqXx0VrezFdqGJdX3gwphquCYOh5Va+Yy51TQZZjZRvjbE6d9+qpQj7rsdyVTc4Dx30yWAhX9ZxZEIE3apKW6z+f/b+PEyW7KruhteOiMysujX0vd19b7fUrbHVaoFmaA1IgKZXQmAGIYSRMZIsMxisDzHJZhSSwLzGn40BMRpjLGNeGzDY1mMzCZAEWHr5oAExa0QtqTX0fKeqWzlEnO+PE/vEiciIzIjMiMrKvOv3PPfJrqzMiMiIzOpcZ6+9duzcGy6BfIHAtUEUuOTsOqPG/GT14cRW37f7oftCrOft9JxFCz3uRQPXSnu+04UNnXl8Y9pzfvFognNeIX40SbDTD3Ewiisr38X336c9ZA/j2OAv0zC57X40ZZ2dV/kOa1T6L3nz24H8+8+vfJcF/VWRBa5N285VaPtcl1a+7z+oqHwHAXpzwuOG4wRndwf4+PkruVnfTSvfzl3gfTZV2zVJO/fFt0s7X7CA6uZ8L1D51gWLXiAQ1FsAGCcGOzOqs9u9MDfnO07/fmb2+mLlu1p86wLLtTt9xIlJ/87Ml3L+OZj1Hs/mfE8vqsxD379tie+JW2jbPPHNyjchhJBj4XMfexYvfsKNtR67t2DgGpCt2lcFrh2kAnZWteIkUdbzXWY739uK3JfhcdqbDUynnX/6Q/Zx7U4fv//+e3HPJZt0fuOcyrdv4ZzV49gVg16QS9GtbzufrrwNZ1S+B2GA0SRGkhjMcjs68T2c4EP3XgaQ708+HE2cO6GYdj6ZUynzERE3rqhOOr+/SJLZzrPKt6bc1xLfc6zLs9DEad850I8krXzbY9HK96WCfXYUJziTOmSKoWJ+X7PP49PE8z/5yIMAgJ1+VvnOxmqNZ4rvXg3buQb97ZWK76zyXRb0p/zdvZdzlmHtSS72/lbZzottI0pWtZUao8YSXJ8K+1zle8YkgDKK49yAEtv5HAF76WjSru08WSJwLVf5rtvzXR24Bti/1b7tPE5dNVk7Sn3bub7/9fNR13p+LD3fHVW+2fNNCCGEHAM7S4hv7fUu9lWH6exW/UK/ip7vRfDDk/RLnG9H1de5txVlIjk2rhJRTNYOAsHn3no9fv8D97oxY/Ns5z0vrG48I923KwZRPu38wpUxeqHkRq6VUdZ7O9N27gWuzax8p2Lh0lEmvqcq3/18gJSKq0mcNBrVpgstdazAWaK/9nxb27mrfF/Ryvf89g8buFb+RX1eNbPs/KkgLNrOi4nnw0ns2icOqirfhfffI6/bwSAK8DeftH332/0QvVAgUqx8Vy86hDUC5vRY9wo931EgeIiXHj+r8v0VP/OH+Jnf+zv3c1Xa+ZUK2/l2z/az++MCgXw//Pye79j1jl8sq3zXdWaUiDR9b/QLi05VXB5Ocouty8/5TivfC9nOs3MoIrWq75PYzKzO7gzygWs6msxVvius5eW/y0+1qBu65n+OG/V8L2Q7b3fONyvfhBBCyDFwqh9CREe1NPuf71ZF5RuwAkC/CK0i7XwR/DnfV0b29lR/enFib6uXs1r6AUxFnnPbWdx3eYS3v/ceAPPFt4hNUB6OYxhz/F+IbNp5vvJ9zXZv7nujrHo1a46xjsOaJKZyJBUA7A167jjuvO8QQF4o+v262nOv16PpqDYnvmulnedt55p2Po4NxnHi+vxPz3EM2G0FpWL0UxeO8Gnf+5t4z8fOVz43NtPnT4MD1XmibouitXw0ySrfB6N6Pd9RGOC2G/ecpbcfBtl7tm7gWh3beTreyaWdp1Xoh117Kvc5C6TaNn3+cJQTzmP3vihUvsflo8ZEBNee6uPBg2Lauc5AD+xCR8UBGGPSyrcV3/7ih37GBjUDIYvuAiATzbrAVEt8b/k933qctQ5hiqme70ajxrJzWPdP3CSZ3Uay3QtzCeCu8i3lle9Zo8b0vaKLU7Ur35N6lW/d9dYSle9igOKiuMo3xTchhBDSPTqipWnVG8jEaFmveC8MXP/dKnq+F6E3N+08q3z7tvOxs51Pf3n5nFvPAgB+9U/vAoC5Pd+AFX+Ho9Wcu2Lg2sUrYyeAZmFDtIq287gyR8Cf8z3rS59Wvt/7qYvuy31efE/cNQqnbOfNRrWpfb1e2rle/zRwrZeNcDoax67n+8wSle+7HjzEaJLg79KKfxlJWeVbA9eGWvlW8VewnU+SdGFluvJd5eYA4BLct/uhW5TR902cmFTkzQhcC6ut4opWGouV74dfeyr3uFCmg/4Ae140iT57TRU938Pyyjdg2wambeeZWJm1kDCODYwBrt+z7wF/8WPYuPLdvu28qhe6LsbYlpFB2LzyXUw7rzfn25S+H5WywLUwkKm/C4r/Y/Hzp4sD17mWgZrie0aIm4/BMmnnbfd8s/JNCCGEHCs7g7B2BcZnduVbnHW7tya2cyta7BcRrSpsl/Z89zJ7uFf5LhN61+8O8MSbrsHdF4foheJmB888jlDcl8jjrkZs9abnfM/r9wZS+2/JqLEqcZGznc8S36lN9s+96u9Bruc7dv26LgTN2c67q3zr9Z+4nu8QW30V34kT3/UWLgIYM/1lXV9nURj7xMn0l2ZrOzdO7FXZzjUQb6cf5YKq7Harv5B/Wiq+/T7pfjofXve5PzNwbXZCuD3WfNr5IAqxvxXhlrO7uceVve+ArArrv5dV4PgBaZM4wShOKueSnznVdy4G9xwv46EXVfd8a3bC6e0+wkCWClwr6/nOAtdq2s6PJtgdZO/HzHZe6xCm0FFjy6Sda8tC3Tnfs8ZhbfejXHbBpFD5nhbfpvS/dV+AV/muaTuvW/lWs8TAW8StC23n9WHaOSGEkBPJziBq9MVJ0Z7vshFlkVf57q9JkIvf810auOalndvxWDqPO/siWcZzHnsWf/nxCzi3t1XL2t8LA7dwceyBa5G1vCsXroxLk6CLlFUgR5MEp06Vf/3pp5VS/QJfhYqvP7/Lpmuf3Rs4MRqn/da6QKLiW79MNh3Vpte6jgvET1b3beeAVr5H2N+Kan2h9S3sYZC937RyfWmG+Na+Wx89fg3LO7unPccF8Z22BewMwto930AmvothhKNJMiWay+jVGjU2QT8Kcs6J//K1z8RNp7dzj6uqmurn2H8vu8q3J4oOx9Ofc59rd/p476cu5u4be1XbXiCVY6I0O2GrF2BvKyodNVbXcZTZzn3xbXK/myVgh5MYozgptZ0vM2psUfGd9c3btoU6CwDjOYFrO1OV7ySXdl78+zQr7VyP79qGgWt++0hx+kPZvnvpqLVVBq5VTTbYBNZj2Z8QQshVhz86qwlbkYqVEtt5IGsXuOb3fOuXuK1o2na+vxW5PtdRnLgv81VC+Tm3Wev5jdfM7vdW+pFv2T/mnu/e9JzvOpXvsMQ6rSngpfupWfkeRAGiQPDAwQjX7fRx0+ltV13V91dW+c73fDcd1aYCrJ7tPHM+6OtU8X1lHOP8lbHrp55HcdFA0dc5u/I9ff702M4fjtEPrR1+dxBNzfkeps6EnX6Eg6m086wnt8jjHrIHADg1yIvv4ST2gtJmB67Nm2t88WjsxowpT7jpmqlzaufLTz9fxUzedp6+L7wqo843n2U7P1+wnbvFtiCw/foVVUvX1x2F0+K7Ydq59lb7Pd/FlOpZxVO99uWjxpZL2l+k53vsvb8CQa052nEy28li085jty1X+dbP19Sc7/y2ffSaOvF9pZ74VudUP5qd6K+/0fPX5NyNWradJ67yvR7/n27C5r0iQgghG4Ht+V7Cdl5S+e5F69fzHflp56MJtnthLszKHzUGZH3LajWsEspPfdhp7G1F9cV3GLjgoCZp3W0wiEJMEuO+fC5tO5+Tdj5JZle+RcT1qd5ydhe7XqKxnqPtQs/3JGc7b1L5zq7rPERsv++VNBhv0Aux3Q/ccT14OK4VtgZkizbF3mF9nUXR7BObafGtx3/+ytgJZCv+8gJCFw12BlFl5btsYWR/q4eHXbuNUz3fdq6V7/x87jJ6YTC/5/toMtO6rtjAtWrb+Sgnvqd7vosLOEXOnOrj/JVxbh++KyAKpdJCr8J/0AuwN+iV2s6bLHrqgpWSuIpldeCaPkYXckrF94K2c5NWvntL9Hz30p7vOsX38ZzpBdv9CMZkduykaDufUfmesp2nJ+VUP8QgCqZaNiqPMT0H272wVtq5wJ6/ZueOle+60HZOCCHkRPLSz7ip9pcLn1mBa1EgbpvrIr61V9YYg8PRdAKy3/MNWMGRm/Nd8cUwCgP87Ctvd/bfefSjAIfOdn78o8YAK14CEVw8qln5LrGdz5rz3Y8CDOMEyZxqFmAFw/nDMW45t4MHDka47/IQQNYTfapgO9cvk01HtW036PkG7LVRUTOIAueSuDKOceFwVGvMWP6481/AtRp9eVj9JTspWbzQjIXzhyMnKouVV2OM6/k+1Q+n0s79QKwyvvH5t+aEowau1bGdl7kkisxLTFeqbOdZ5Tueus/vrz0cza58n9npI04MLh1NXOK6P2rMb1UporZzrXxfzKWdN6t82+3kXSn6edNtFM/D+cMRPudfvQM/9PefjIemdv29Nud866ixRcS31zdfu+d7jpNF/w4cjCbY7oeu8h2kLULFxQn/79VU4FqcLT7tb/ca2863enMq3+mvgiBdVFnANdBe2rlONqD4JoQQQo6FL7/9YQs9bzBn1JhW09ZFfPdd760pnf078OZ8A3AVC39mbRXPePR1tY8jf+5WI76H4wTjiU1rrms7N8aKOu1rH8UzbOfpuYsNZs75BrJq3S1ndzEcX5yynZ8qBK7FsUGc2GNv4hzYaWA7B6ztWKvSgyjwAtds5fuR1+/U2k4U5hcNFLVEN7edZz3fKkh2B5Eb3wVk1d9+Wvm+59JRbhvzFpT+fuFvRrHyPX/U2Gyx8dH7D3DbjXszHwPofPlZ4tsLXNM5397jr8zp+T6TCu4HD0eZ+PYs035YXvE6ZOPEAuxt9fDx81emjq/JGMZBFDpBD8wPXPubT17EpeEEv/lXn3J/43dzPd9tzPmW7G9GIwGZVVuDmj3f85ws+vdaHTGxJ9bLpjH4L7vontDQxl4YYH8rqh24ppbw7V44c5ye7i7Q9qWF0s7bCVzb5Mr3enzzIIQQQmqigWtbJUnpPW/u7/rM+c6SZ+tUvnuR7V31qzjtHIefdn7MtnMNDZvELrCrrvgG8gJglKaAl6HVuqNxPHPON5AJuVvO7mKnxHbuRo25tHOT9ZQ2qnxHuWObh22tUPEdTgWu1bad63EXxIsuMhTnc/vEJYF1+j598HCEUwOtfPcqe46t7bw87bzuF3KdD3/RVb4XHzV2/nCEO+8/xJNuPj13v1XCbVja823/2y7M2Cfp9asW39a9UDYvXG3n/rbLjmEQBVO2/6Zp57odv0KauAp8ajsviOgP3mNH1L3rQ/dljgQv7Vw/L63N+V7Idt6k8j0vcM2+1/Xvg61822MLZPo9NytwLfYWBxpVvtPrs92PZr7HE2c7x8zE/DL0PLdlO9fjnPd3eB1Zj28ehBBCSE3mjRpT1idwzRPf49iJMUW/oO/7Pd9xkqvitEE/Cpzl+LirEX7leyHx7X2hHU7imbZzwAroJpXvnUGUBZGlX7J30r5m7cOOkyRnDa5Lk7RzwF4bZzvvZYFrl4cxLh5NGtjOy3t2D0fzxXcyo/J9/nCMU55b43JJ2rYNXCtJO59jOy+ioVH1Kt+zxcZfpMn2T3nY6bn7DYJy4ZaNGvPTzs3Uf7vcgF5Fz/fOtPieeFXRXoVrwe47bztfJnBNH+unt8cF8V2s3n7gbiu+7744xJ/fdR5AvvK9rO3cqO18obTzbHGsTs93khgkc5ws+vnVz411I9jflVW+/R+LCxfaxx8Ggr2t3tSkgCr0fW1t5zN6vtNbWajy3XLPd8v//zpJrMc3D0IIIaQmWdp5+agx5bit04uivbKjOMGV0cQJF+WZj74O//eXPhG3P/Ja+/j0S5NfxWnlOPzAtWMfNWZf83CS4P4D21tdZza5Vl+Lle8q18PA64+eV3HZ3eqhHwW46cw2dvphavW31wjICyftJ56V1l1Fk7RzfZzf862217svWgv36VN1A9eydgcfXVyYXfme7tXUc37paOIWJooCQkVpPwpnBq7VPX8aBnbxKEtYr2Je5Vtnuj/x5mvm7jcsqWgCnu3cs+aOS6rgOou7sudbbecHWeXTFytuwa5EPKlQ1sr35eHEVdwXcQVV9XxX2c4/eM9l3LBvcyZ+66/vBtBu4JobNeYtWtbFterUTDsfe2K9im0nvjPbuat8l+QM+IsVRZ08ie2YMhHB/laESzXTzsee7XzWe1xfry5eNDl3+jrasp3r4ssm9nxTfBNCCNkoBm7Od5ntXLz/Xo//Bfo932W2814Y4Cuf8XD3JWVQDFxraZFh4I2pWVXg2nAS41MXrIisk9Kul1i/cE7iBImpruzlKt9z3h5f8IQb8bWf8yiEgWAnFQ+Hw9hZpf3r1AsDTGJTqw+/yKmmtvNQcrZzXYz65AXb23tmycr3QY1RYzZwrXBc3vGfygWuladt7/RDHI7jnBhpGsKkc9vrBKXNC1z787su4JazOzMT05UgmB245tu0da45kAnoefbv06W286zyrYtj45Iq59HEn/PdQ5wYJwzVFSJzXB8+gyjMVUiNyS/6Fau3H7jnMj731rO4+cy2s6CXzfmelzxfhQauRQvMqp54bSF15nzXqc6eKhHffs938X3i/1ysUvtjzZrYzrPKdzjzPe5s52la/LBJ5XuSXzhalqYLbevE5r0iQgghVzVb6RfWrVLbeXbf2tnOJ0lp4FrZ43OBay19efHPXVvbrItWLIeTBJ9KK7jn9uaL72xmsP1ZRU+VhVurZUfjeO582c9/4kPwzz7vcQCyyt3l0QSHGpblzZvWAK5F+vD1y3vdamQUBi6JvB8F2EpHjemixTWNK9/5L+AauDaz8j1jzjeQWfL3BhGGkyQTpZ7o3BnYEU1+enLTxQutfNcR3zZwrVyYGGPwno+dx5Nr9HsDNdLO/cp3nLhrrGJ5XvDZ/laEMJCC7TxbGOtpUn3J68kq36E7J2o9H00SDBouSg56xTnf9lb/Xvin4fyhnQrwmHO7ePYt16ePk9znUT+zdWZsl6E930DzWdVj7xzW6fnOzvks27n2fE/S5yTus1G24DNr1Ng4Nk6M7m/1ageujWO7z94cd4dLO9c53w3Et57nK6N2e75Z+SaEEEJOONmc77JRY574XpPKdzFwbXuGdVYfP46TXBWnDfzFimOvfPeynu9PXTjC9buDWosnxZ5vFT1zK9/jGE1eogrtg+HE2c5Peb35USCYJMlCfYy62NKruVgUBX7lO0A/rQB+MhXfTQPXpirfo6zyXSWQZgWuAfnKN5AJeX/UlYay6f78Y2le+R7PDFsDrICqqgp+8sIR7rs8xJNr9HsDM2znXs+3MTb9PjFwrST6/pg38ktEcOZUDw8e+rZzL+28Yka7v21NOwfg3AejGWP4quiHFaPGtPLtnQetdN96wy6e9Rg7aWF3EOUq7cvP+c5cF037lvUcWtv5/J5v9/gZfyxOzUg7DwOZ6on31wqK6waTJPEq31HaipSJ3V/644/iX//We0uO0+4zCmaPGtNfCcQ5qOrCnu/6rMc3D0IIIaQmswLX+pFnO1+zyvcoTnA4mlQmICu22mNat4jnKt8rtJ1/8sIRHlLDcg5MC8h5gVJ6/+EoblRxUdv5wXDibOf+IkkUSmo7z6zBdVFhVnexqBcGrlo8iEKICLZ7oRPftW3nKuCKc75ToZyY6pm+swLXgGx82pT4867PrlvQyPbR1IraD8Nmle+KMKq/SIPB6opvWzWdvl+FYGLsa9H3gy6wjJ04n+3QAKz1/MGD6bTzXiju81lW9S0GrgFwffeLiG9b+Z5OO9e/O77t/AMqvs/t4Vlp5Xu3cF300i47agyw2QFNrNN+oF/QoPI9629FNufb7/lOxbdMV779xYPiAo6dKW5P0PW7tm/+3ktD9/v//RefxG/81aemjmEU25yLqhF4/r4B+/7thfVdA7qIBGRtDcuiLSZMOyeEEEJOODpqrDRwLVidgFwUXTAYxwZXStLOi2S286yK0wa+eDr2UWNe4NrdF49q9XsD2Rc3/RI9z87r93wXK7ez2HXiO8aVcYytXpD7Qq4Vp0UWRB51dgc3nd7GY87t1nq8/75Wx8B2P8QDqVCrG7im1uWywDU9NZcr0pZjM1t8Z6PGpm3PgJ23rtVxv7e8qZtDLdG28j1PfAdulFOR93zsAnqh4NMeMn/GN1Be0QTy/cfDSeLEjb5W/czWmbd97al+adp5FAbuXJctJrg531HgJiSo88DvP69Lsed7Vtr5B++5jK1egJtOb+Ps3gC33bCH3UH+/ZhVvhcU30m2jUFD67Q/RzsQwbwjqPM3dssb9QcUxHeJDTwx2dzw4jnQwDUAuGHf/g2859KR+/3dF49QdtCT2KAXBTMXmADPdh40SzvX86Dne9F+/dwxew6BTYPimxBCyEbxjEddh3/w9Ifj0x6yP/W7VfYtL4oe8+FognFs5la+XeBabL/ktVU5GKzSdl6ofN+4X09867gwFb1OeFRY9weey6BJ5VuvyeXhBAfDSc5yDmQ932PPGlyXc3tbeNd3PL+2+Pb7T/W8qQAQmT3runjMQMmoseEE1+3YqltV33ecTNvOfVGnle9dV3m1lW/fEr07KBHfWmmsuTDSDwOMY4MLV+rYzqsD1/78Y+fxaQ/Zr5wPXyQMZCpoDACGXiVxOI5dSJW+fyaeQ6MXzv7snj7Vw3nPdu6PFlTRUt7z7c/5LrGdN2zHsbbzzJ2ggrFXYjv/wD2XccvZXfe63vjFj8c/f/Ftue1lPd+NDiO3f3179EJp1vM9yc6hoHwB4HA0wbN/8O14x/vuyebOz/h7OIjszHAV376oLGtPSEy26FJ8P07iLHDt3J79DN59Mat833NpWHrM41S0h4FULjDBe70CTTuvdxH075q+n4YthK6VLeBtCuvxzYMQQgipyZmdPv7lS59YOlZIq4JRi6K0a/RLrIbrzBPfvVBc5bvNysEqk+K1gnv+cIwLV8bNK99OfM+uKOp+gGZBPyoUD0cTXClJpI9CcQsiQLeui1zlOxWL+lm4ZrtX+3W5xOw4byk+HMfui3+V+E5Kvjj751zdG5ocfrlQ+e6H4VRKNKCivr4VVa/nAwejmmnn00ItSQz+8uMXaoetAahMyvYriaM4C0U8VbSdj+eL4DOn+s7NACA3WrBXcu2UYWotF5Ep58FwkuQ+A3WYsp1rz3c0XcH+4N2XcotIn3XLdXjebedy21t+zjc823mAUQMhOPHS9CXt+S7mGnz4vgN8/PwV/OVdF7IFjxnXSts+rpTZzkvnfBv3GS66JyaJcddWP4Na+T4axzh/OC59341jk6bgiwuVK0N/E6Rp5/Ur3/aZ+9tReizLW8/jmJVvQgghZO3RLy7rknQOeOI7rU7VSTsfp1/s2xTJ/jk77oqEisiP3H8IALV7vrVC6nq+5/TS9sN8Qnld/J7vsnFw0RJp503plVS+tf+8btgaUB64dmUcwxjg3P78ynexOl1W+a6yndue77wlGrC24CbnLpv1bOZWvnsVo8Y+9uAhLg8neOJN19TebyjTwgko2M7HWWuIOiXcqLE4rnRnKGd2+jh/OHbicJIkEEGaap297iLDSezeF21UvovW7mLauf58eTjBJy4c4dY5Dg6R6fddExJjXN9408Ru+zfTCu+qCvzHH7Qj+x44GGWf5zl/K7Z7octHqCO+oxLXAJBPSj9zqo9eKLgn7fnW3u+qyncvtIFrs85r4vV8a1hhHSaFyndVFkQTJiW5EZvC+nz7IIQQQpZELXvrMuMbyATExSv2C3KdwDWd892mPXyVln0VC3fefwAA9W3nhbTzefOTcwsMDXq+d/oqFGMcjMps50EasKXj37r7Uulb2l3Pt4rvmmFrgD9qLPuyrsnjN6Rj3vwwNJ8kyYKzlPKe72LgWjYi7ZTnJlCaVsN8Abs/t/IdwJhpwaPV5ev36p+7qmCrqp7vYuBaHRF85lQvDWGM0+ca97nUazepqHzrYtZOP4RIfvGjcdp5VJ527ubEpz9/KA1be8y52X3zenmXsZ27yneD0DDAni99n7rjKDzmrlR8338wqp3IvTUlvu0+wpL08STxkuJLR43ZfQWB4OzuwPZ5I6uAl523cfq6wkBK3xOKPlcE6KdunTroOd4baOW7Bds5xTchhBCy/ugXq3US373UvnkhFd/bvfmBa8N0znebwWi5wLUV9Xxr5buu7Vy/vBVt55WVb3/ecIMvfls9O86rynbeC+2X3kkNm+qy+LZz/RK/1Vfx3aTyPR3apTO+b3CV7/H0E1EVuJb97Hq+BzMq396ChtI0hMmfWT03cE0Fa8F6rsdWt1ceUNt52aix7LUMJ7ETNztOfGeLRPNEsKbW6+LAJE68xcV04aRkAWA4Ttz7X0SwN4jcwt4wTtCv2deuDKLQujrS16KfNWc7T3/+gBPfsyvfSweumfycb+3jroP//iqGNSp3ucr30Annef8/2e6H5T3fwfT2Y892XlzAiZO8m+ns/pareGvvd9n4v3Fsq+lRxaKQos8NRBq5BqZt521Vvtfn/9NN2MxXRQghhJSgX2r6a5J0DmRf7C7UrHxngWtJq73Fqwxci9KqzV0PLia+u658iwh2BpENXBvFpYFrk8S4NOUuz5++X6JAnMjfTivgjWznJQJALeDnUufB5YrK97zANT0//SjAIApwqTDnexAFbnb6YS5wrZnt3O9fnhu4VhEwl4nv2eLdJ6wS38XK90Qr36ntPMlGjc0V3ztWfGvomi/q3MJJSeXyaBK7iRCAHVl1XyrgF7WdA1n1MylWvtPz+dEH7Gf3Ededmrk9t2C2YOU7N+c7CnMhd/MYe5VvpXgdP37evo77L49qp++f6lf1fE9Xvs0M2/m4EAR5w15W+dbb8p7vBP1QEM4IFfSfq4FrdV0DLnAtTa5vp/LdbmbJSYLimxBCyFWDfiFcp57vfkPx3UsTnieJ2RjbOQBspem7+1vRlLitQgVg1ks7R3x7rzFseO52+hEOhhNcKZnF3gsCTGKThWJ1eP70mvuLJVsL2M71GH3buVqcdcxR1agx3/pb3B4A7Ayy87O31SutfPfCAP0owGXfdt7QitpvUPnW7Rb7pNUSv9+g8l3Ldp7r+U7Tzr3K96wZ34C1nQNw48Z84TgzcG2c5FLbr98d4L60eur3g9dFP0uaol4cNaYLX8NJ7K7rLPRtU7fy/W2//Of45T/+mPs5MflRY8MGQtBPE6/q+fZt5/pemfee9G3nkyRxC3tRyUi6xGQLQdOjxkxuQfXc/sD1fN8zo+d7ktj3RpPKdy+0/eF1eu+ztPMWA9eS488WOS7W59sHIYQQsiT6RXGtbOcF8V0ncC1ODIaTuFWR119h5RvI+ncfcs127eeEhS+xded8A80q34AVlAfDuDRwTcVY0znVi6DX3O93znq+GwhIV/nOvkhrz/d1u30Ekh8D5lMmkgNvBJa/eLK/FTmBW0yj3+mHzuoOaF9zA/Ed+eJ7TuBaRbVRgw6bVL5Fyntv/UriKI4xmuTTzvX3deZt60KKim9fOPZK+vWV4STOOQLO7g1w72Ur3OqI/iIq5PXaTaWdp+dzPDG1quqZ6K0nvt/+3rtxx0cecD8nXuV7N3Wj1GWcJG6Btip1XcX3gwejbM73PNt5L8QVtziRfbZCmU7YT4xx177Mdu63Ep3b28L5wzGGk3h25Xti3xtaaa86t/pctZ0D5Qs4U9tP32f6GWut8r1GDrUmrM+3D0IIIWRJ9Mv/eonvfM/3vKqvfmk6HMXdVb5XcP5UFNS1nAO2pxLIvsTOnfO9RKL77iDCwUjTzvPXyM6QTlwPbqejxqLqyveZRpXvksC1VMjsDiJnsy+jzHYOZO/NfOU7mq58q/geRDmBHyemkSPBr/DWrXwXrdqXjiYQyUL16lA153vk9R/PSjsf1rB/X5vazh9MLeO+cFTbctnotGFBYF+/23eV70UC15ztfJKJS2A6cM1WX+dfu6znu97+j8YJ/Evm93zvFt4/8/Ary2WV70tHdtTh9bsDTBLjFj7qpJ0fOdt54vV8C4qXKPHaB6Zs5wVBqtkL91wc4p5ZPd9e5RuoPrduoUGyz2Ad63mx8s2089msz7cPQgghZEmcLXONbOd6rPVt5/YLy+EobjlwLfsitIpePP2SX3fMGDAd3jS38u3dXyYeZ3EqtZ0fltjOo7Tn21W+u7Sda+Xbe49vLxC4ViZGtQp9qh9ib4b4tnO+p+/Xz9+WJ4p3vcr3KM0p0LCrnX7kqu2A9jXXP3f5yve8oEINXJvu+d4dRI0C+EKpsJ3HibNV21DENHAtXYxo0vN9zXYPIsCD2vPtCceowkKv2/YXJc7uDXDxaIKjcVyr4l7E2c7ThS39rOnfLVf5juv16+tprmN3NsbgaBLnqtN+z/esBaIy/EyBMvv7x8/bqveTb7Zj51Tw1glcu+IFrvmjxqYr39UujLgQOHgunTpwz6VhlnZesn8/7Vxf5ywC8TIQSt5DU9ufdGE7nx5XuCmsz7cPQgghZEnWMXCtOGpsnu184Crfk84C11ZRkVDBcEPNMWOAH/pkfx7OCVwLAnHnrGlxf2cQ4f6DERIDFxamhIWe724D17TyPW07v6ZR4JpWT6dHje30o6mqtE9Vb3Y/CnCqH+aE7N6g5wRSMfDrVGrlVyZxsxAm/z07r2c7DMoFz8WjcaN+b8BWXktt55PYJbz7aed6fca5nu/Zn/MwEOxv9TLbuSccZ1mGh+O4UPm21dP7D0ZLBa4523nB3aHnc1TTdi4N0s5HcQJj8o/18wb2tiKMY+MWBubhj/KSkgr8XQ9Y8f2km08DyELOmvR8+wLaOiTyj83ZzktGjfkJ4Gf37LW799KRSzsvnfM9Memc7/KKur9vwL72UHMDKoS6pqwD3qixFm3nrHwTQgghG0Dxy+k6MJV2XmGZLj7e2s7brHxrv7y4L6bHifapNqp8F2zn+iVxVl+rCoSmY252B6H7Qlq8Rhp0pF9ku7Tt6zX3+3o13bqR7bykEqyBazuDCLtb1VVFY8qdA/0wmLLk+7Zz248c5h7v216bfiHXz3k/DOb2MmfV4mnbeZN+b8Au3FQFru058Z1gFGvPt9rOdc53veCza3f6rvLtC8fIuRbKj8E/xyq+7700XMx23sv3fKtg7DnbOdLjq2s7t7d1Wr6PCiFvQD5wTUe4VQUDFimd811S+X7Sw2zl++5LWvluYjs3bvHJZkHk32++OC+GsRUnWOhC5EcfOHT/fyg+B1C7euD+NpQ5IuxrtbeBZG0nZe+hv/7EBTztB34Hf/OJi7nH7G+1O+ebPd+EEELImrOOc77DQBCI/cLU975AVaGv7coobtUerl/KV1WNWKjnu1BF00TmWRW47HU2O75Tg0xElvV8jxNvzneH51Cvf852vkjgWkmV7PLQuin6UTAzzKpszrc9Nsn1ewPTaef+temnY/Pcdht+IddzsLcVzV0wKhutBtg+36aV78qe7zhx1cHhOHF23W0357t+4Bpgr+f5w2zOtxszNyvtvNDzrdXTuy8eYZKYuRX3Inq9nO08MRDJQsVUDGri9jyKIYmz0CTzYuVbL/Vueq4PKkbiFfEnRJT1nt/14CEGUYDH3rAHIKt8z2uF2O4HOBzHMMZMV74Ll8gYeKPG8r+z7/9sX9ft9BEGgr/8uBXBe1tR6aKFHTUW1Kh8w732ss+/8nf3HgDIXv+4g8p3vMFzvpst5RFCCCFrjFYN1kl8A/Z4h5NkruUcyMTjwXDSaoXfLVys6AuRioJmgWv56m2xp7gMJ74bVvfVTgxM285d5dulnXd3DrVi5YuoFz3+Rpw/HOPh186esZzfzrSAOxxO3MLCTj/Cpy4clT63ql+zHwVTX6i1gh4nZqry2g/z4nscJwv1fNepXFf1SV+8MmnktgDUdl5R+U6PZRRP93zrvu04sPmv88ypvhNAviugqn8dsCI5N+c7Fd+fSKu6zSvfedt5bOy11+sfu7wFU7Pnu37gmtun92DfdaGfyUvDcZ2XYhPjAxXfur1s23c9eAU3n9nGdWnY3T0qvmtUvuPEYBQn6XXK/sYUK9+J8QLXirbzwuzrIBCc3R3grz5+AYB1BX08TWMvvq5eKHN7vv1FjFnj6tThoyJb3Snb/RBhIK31fHPONyGEELLm6BeKpn2Nq0aPd17YGlCwnbf45SWrqq228v2Q/fqjxoKCfbNOT6uKjyYBW0A+DXt61Fja830MaedRSeX7hv0tfOMLbm3ULhAEApG87fRgFDsr7+5Wdc934llrfXph4J6vqFX1YDSZqvj2wgBjLyG86RdyXYCYN2YM8PMBCpXv4bi57bwqcG2S4JTazsdZz/epXmo7T5pVvs+c6uO8s50nU4uLWln3OZqa822FpIq2NtLO/cqpCjpbfZ1/7ZrM+T5yfdTZfcVRY0CTyre3uFOyCPDx81dw05lT2OqF2OmHrs963oKQThvQwEJX+Q6n3yeJsZ+dMku6vzignNsf4MP32Ur0DftblYFrUY3KtxKIVDpBALjRdEep20EXjfphgK0oaCntPGHPNyGEELLu6JePder5BrLk4DqVb/0yPEnqVZrqotvtsmo7c/+9ANu9EPvbDUY+Sf4LZLGnuHQ/qTBZZM63UrSd99JRY8eRdu4C13rL76OXzgVWDoYT7KSCZncQ4dIs23nJ+XvINVu46Ux+8USF7aWjydTiSK9gO1+057uOeA7D8qqg7flewHZeWnW2Fe1BFOR6vjPbef1FIgA4c6qHBw68Od86akyr+BWVb39hZhCF2N+K8IkLy4lvrUIbYxAEXgXbSzuv4zhqMudbK6xVgWu76XW/XLPyPY592zmmjkMr3wBw7W7ficy5lW/tPU8/Ly7tvGSRJjFwzoFi0bnsb/q51LkA2M9XaeBa2rKUTTCosJ0nGrg2OzE/q3wn6fbSLItIsNUL27Odb2jaOW3nhBBCrhpUxHZZeewCPd4mlW//ee0cg9rOV3PuHnndDp5486hR9TYs2DdrVb5d4FpT8T2r8q2282OY8+0q3816d8uIQsmNGjsYxa5yqzOUjTFT1yROyp0Db/4HT4Ugf78K20tHYytOe/n379Cr3k7iZO6ce5/BArbzSc7CbBYKXBMpDwzTiraK72zOd77nu86oMQA4s2MF4NE4xjgx2O5nSd1RIFMzy/U9WHxvnN0buMr3oHHaeRq45qV5h7meYfs4a32uL75rjJd2ldec+E78Od8qeutXvrPAtXzl+3A0wQMHo0x87wzwsTT9fF4rjmYuFMV3VJINoJX7IJiu/pel/Z9LQ9f6YYAzO/1Su/44fd6sajaQjSkLRNxCTplFvWg71/dtLwxS8b287XySGGz11uv/03Wh+CaEEHLVoF+S1rHnG8jsqbMfm31habPC2l9x5fufv/hxtaphPs766tvO54iaRYPlZolvN+c7tVJ2mRavX7Dr9AzPI0yPWzkcTpxtfGcQITG2+lV0ZFTN+S4Tzn7le1gMXAunA9caVb5DFd/1bed+VfDKOEacGOw3GNEGpBXNip7vQRhg0AvtqLFJlr4fpBb/OLH/6iyeaHr9+cNxLnANSBdOCiJLreFFV8T1uwN86N7LAJpXvrOxZnZfcWqbdvO6deErTrDfn38e9XnNbOflc753B3Z/9dPOs/eXq3ynklQXJ246bcX39TvZ5IA6Pd9AJr5dX3kgU3O0tXJfVhWfxNOBg1r5Prs3QFiRNTCOE/S8vIWyLADdN2BfezgjN6BY+R65RcUAW72gxcC1zRTf6/XtgxBCCFmCaE0D11RENAlcA9rtz1ZRv8rxL01F61Tlu0Yv7cLiu19tO4/CbM531yFCZWnny2zLr3xd9m3nW9VhVk0soy4U62g8tTjSC6dt501cA0Eg6IdBvcp3ie1cU9ibjxqTUvGor28QBTbtPE5sMngg9rUmiRPI9Xq+rbh84GA09d7qhYHblqKJ5MX3xtm9Ae67PCr93TyKwVxJYsWjiBXgOdt5jfe+LG0790aNpZXvqmyCIv77qzjn+65UfN98xoYWXuuJ77lzvgsjz2ZWvlPXSFDSumCPr2g7t5XvG/YHEJkOqjPGuh16QZ053/ZWRNxCdZlFXXu+h5Ni5btd2/mmBq6x8k0IIeSqwQWurVvP9wKBa0C7yeR6zlaVdr4ImYW1foq0/r5sTvUs5le+E/sluOOFn6zne3nbeRhI7sv3oR+45oRNDOzln1cVuFZGZju3Pd/+9bGjxrL9+5XJunz/Sx6Ppz78zNzHldnOLx2Nc8dYFxFBWaC0Lv70owDD2PZ898LAip10gaaJ+D7tKt8jjAujvIoLJ0DWl12squus77r79dFFCxVg/pg5f+Ra3Z7vLKht/r7LKt9J2nMOZCGIVdkERSZemr6+y3Tx4K4HDwEAD/N6vpV5r0sr35cKtvMyga2286hUfE+HkN2wP0hvtxCUVL6zkEev57si7RzemLayxSjAnuv7L1f0fKvtfMLK9yxO9P9BReRmEfk5EfmEiAxF5E4R+RERmf9X1D7/OhH5GhH5HyLyQRG5IiIXROT/iMhXi8jU6xeRW0Xk20Xk7SLyMREZicjdIvJWEXle+6+SEELIcaHCZN3SznuRPe5VVr71nK2y8t2U4qzaWpXvBXu+c6PGSuZ8x6ntvOvzp+Khlcp30XY+mng939WW3qrAtTL2/cC1krTzUa7y3WzUGAB8xdMe7uYyz8KlnXti/8KVRSvf02OigCxzYBCFGI6TXAaB9tdrNbGOCNbq64OH4ylLclRYOAGyOfdllW+lse08PX69Tn7lORDJ5nzHxmVuzGIR27mvDxOTVa2DQLDTD2tXvvOBa1qBt797ME2V13Ou48bUuTALFd8HZT3fpeJbpmbF+xVsn6zyvWUXfQqnTd8DvShLO68MXDPZokPVYx84GLl9ZKPGjHvOdi/ElVEbaeem02DKVXJiK98icguAdwM4B+CtAN4L4OkAvgnAi0Xk2caY++ds5ssB/BSATwJ4B4CPArgBwEsB/CyAzxeRLzf5ZaLvB/AVAP4GwK8DeADAbQC+GMAXi8g3GWPe3M6rJIQQcpy40LA1E9/6JaRO5btfqH61hRs1tkbViOm08/qjxpqKb702USBTAiYMbAV3HHf/hbJN23lYDFwbxl7Pd76P1adJ1Wq68p29x/uhYBwnLtTNpj138/4rqwpq5Xt/gVFjc23nkzg3HiwKAoxi41WnG9jOD0e5qi2glv2C+E6F/VbBFXHWr3w3/Juh7zcVaUmS9fv7qe8j77XOomj3noU/W1zxe76BdI58zZ5v3+qsp1Kvo74OfZ9cu2PPWR0n0HbBdp7NEp/uy9fFA3/hQu8HpjM3tPJ9bn/gXBN+CKIuitjAtdk93wZZUnz22HzlW/u9gbztvJ86OLZ6AR44aGfOd9Nxj+vCSf728ZOwwvu1xpiXGGO+wxjzfAA/DCuGf6DGNt4PK5pvNsb8Q2PMdxpj/jGAxwH4GIAvgxXiPr8J4DOMMY83xvyT9DkvBfACAGMA/1pEHtLKKySEEHKsuDm40Xr9Tz2b810jcM2vfLf45WXVgWuLoKFB+gW6TuDaYEHxrZXvMneCXofhJO48ad/ZzltIO/dHjcWJwZVx7Oz1e1r5LhHfOqu4Dls9a4e1aefx1OKRMZnwWcR2XpdeScBU1vPd3HZuTL5vOUnsnPdi2rm+H/vpQoeKpTri29nOD0YYF/rhe+nChU+VsF+m8h2m4WrOdu71+/vBc7bnu37lu17Pd0nauTdqDLDtIJdHdXu+E/f3zVW+c9vNFge08l3n/ThtO88WMpOi+E4XL4rj6vT8Fvd3bn8L//eXPhEv+4ybpxLagcwS3o/mz/n2XQtVlW/t9wYy2/l4kjl6Bi3Zzq3LZb3+P12XE/l/UBF5NIAXAbgTwE8Ufv0GAAcAXiEiO7O2Y4x5uzHmfxljksL9nwLw0+mPzy387i3GmD8r2dbvAXgngD6AZ9V9LYQQQk4Orud7jQQkkC0WFCtWZfivrU2hrF+E1ukLUVb5tj8PC5XVMlzle8Ge752SBRL9YjocH4PtXCvfLcz5tlZo++X7MBUw+vpmhVk1CVwTEextRbg8nEwHrkV5S3OXIUxlM5BVfO8vMOcbyIuckSeCbNp5klaDs0WtSeL1fNf47PajALuDKLWd599bUUnPt4rVsrRzf5tN8dsDYq/qKrnANVNr0bOY0zALXUwoVoh98b03qF/5LrN1+5VvX/hel/Z81/k869/tYuW7OE1A9+ds597vst7t6f195TMejnP7W1mfuvFFu1rC5/d8JybznUcli1FAVvkeRFmquR8Et90LcdSC7TzucKFt1ZzUbx/PT2/fViKcLwF4F4BTAJ65xD40nrPeJ3Lx5xBCCDkhqDDZ5MC1fOWwvS8vItZOvU6WfS20ZXO+47kVRX1vNLU8bvdCiJRfI/2yfTSOOw+sU/HQzqixrPJ9mH6hPjXQwDUrwouVb2OMFUANzt/eVuRs58WebwAYT9LKt1eZbJteiSU3C1xrnnYO5CuQQ09U27TzGOPY5Hq+x3GSPa7m9Tt9qocHDzXtPO96mbadVwSu7WXhYYs4Jnph4K5RkiwXuFZWva3CBa4VKt/+us9OOo++DnYBo1D5VvFdqKhr73ed16RuGD2OwDs/xfYEXTwo9nzHnoiuInDvu+mKeS+cn3YOkzkPooqxZCq+bz6z7fV8Z9d2qxfgaNKC7dxsbtr5Sf0/6G3p7fsrfv+B9Paxi2xcRCIAr0x//M2az3kErPX8EMDvL7JfQgghq+W6nT4ec263VgDTSaJR2rlXXWq7v7gfBusVuKZVtPQL6NE4mVsR7odh+txm+woCwale6MRp7jjS63BlHHd+/rRa3IrtPBRXJVORvVsYNXZ5OME9l47ws3/wd054A82cA3uDnh01Vghc64f5vtXJMVS+48KosTCQWp87H33pvggaeZbvfmQrxeNJJlp6gR2rNqoQyFVcu9PHgy7t3LedB7l+faB61Nh1O1nle5FFG9/inhjkxXd6CNoXPI+yc1dFlnae3WcKle/dQVTaGvH+uy/hp975odx9/vuruAigI9QUPWd13o9Vc75LK99J+Zzvcfq+nPX3Qw/PP3WZ+PYr31W2c1NiO5/u+d7ph7h2p5+znetndStqb9QYK9/HyzXp7YWK3+v9pxfc/g8CeAKAXzfG/Na8B4vIAMD/A2AA4I3GmAdnPPbrROQOEbnj3nvvXfDwCCGEdMFWL8TvfOtz8MxHX7fqQ2lE37P01X0s0H5vu62enNSvDtNkc77tz8NJPNe6v2jgGmCrbKd601VSFUVH47jz8xe1Wvn2bOfDtPKd2s63eyECsdW87/2ff41/8Wt/i4+fv+IFU9Xfz95WhAtXxhjHZmrUGOD1E3doRdXz5leLLx6NsTuIms+XL7FO52zn3pxv/Yyqxb/JqDHA9n1naed518tU5VvTzgsLUP0owOk0vG1R27ku0sRe4JkfGuYnic9Cr2+jOd/FUWN+4FqF+P6P77oT/+o335ubhe4H+hVT1/1FBcBWs7d7YS3xHaYhjMVRY2FgswHKjj8oVMUndSrfhYR2IHs/98KgNNHfJ5d2rrbzkp7vs3uD3EixsecY2O6HuDKOa12/WXS50LZq1uf/oHn0ajS+siLyWgDfBpue/ooajw8B/GcAzwbwSwD+zazHG2N+xhhzuzHm9rNnzzY9PEIIIWQKFW91AtfCQFwFpG2Ls7Wdr88XImfDTL/cHo0TbNXt+V7g3O0OotLANf2yfTSul/i8DDefOYWHXrOFx5zbXXpbNnDNipMD1/NtX5+IYGcQ4e3vvQe/+defAmBfnwqGprbz+w9GAFBuO0+Fa3GWdZuoeIhztvNJY8s54NvOpyvfVnxP93z3wgDjxDQaNQbYxPMHD0a279Y751EYzAhcm36PauL5InkYvTDAaIbtPEkM4qTejPs2bOe5yvdWue38zz5q62j6/jbGpJkC9hilIGTjJC/qAes6qNsGsd0LcTltY3CVb12kyR2//ewUK9+TGpXvsjFtvu18XuXbdw1U286PcHZvgEEUZpXvOAv72+qFMAa5EYGLEMdMOz9utLJ9TcXv9wuPq4WIvAbAj8KOEXueMeaBOY8PAfwC7MiyXwbwVWbZpRxCCCGkIU1s5yLS2UzuXhisVdq563E0Kr7jubbzLO28+f5e+Pgb8Nzbphfe/Z7vrq2UZ/cGePd3vgC3ttBa4QeuqYA55c0z3x1E+OtPXHQ/jyZJVvluYjvf6uEBFd8lo/JySdod2859wXrpaNw46RzwxmV5+kO32w/DwqgxFd9p2nmDwDUAOHOqj/vSBOpi5bsonKps50AWurZI5bsfBblrVJzzrZbpeuLb3pbZzo0xuYqq9hYnJeJV2SmpfB8MJ3j/3ZcAZJXhrEKchcX5207M9Hvvut1+7b+x273QHYfr+Q6nHRLasz4VuObN0q5CMKvnO2sZqk47Lwtcm7ad28q3zS3QfRRHHKowXxRWvo+f96W3VT3dt6a3VT3hU4jINwP4cQB/BSu8PzXn8RGA/wrg5QD+C4CvNMYwaI0QQsixo328ZVXVMjLx3e7/5r/+ObfgZZ95c6vb7BI/OXkSJ5gkZm7lW788Bg2txgDwnZ//aXj1sx81db9WkY7G8VotXvg9qQdp4Nqu19Ou/d9f9hn2PTGKE7fQ0UQk721FOH9oq4KDksq3VmyL1d026ZUIk4tHk8YzvoEsLyAuqXz3QsGgp6PGvMC1ILC287jcGl7FmVN9F4aXSzsPynq+7c9lrRc6bmyRdgUb7pb1fOtnRyvfKmzr9XxXV76/961/ja/7z3/ifnajxrwHT835HkQYx5mjAAD+4q4LbvsTlyego7yKgWv2cWULP9fvDmovkmz3QxykrRtTle+C+A5L08618l29v2zBILsvS0mfn3YOZK9bXVNTtvNLQ5zdTW3nnvjuF/4ftWzfd2zMQu6jdaD5X5Tj4R3p7YtEJPATz0VkD9YCfgXAH9bZmIh8O2yf93sAvNAYc9+cx/dhK91fAuDnAby6mLpOCCGEHBf9BpVvIBXrQ7QuVL7qmY9odXtd4+y/ifGER7208zYrrCqKjibd287bxO/lPdTKt9f68LBrT+H63QG+9Kk34Vf/9C4Mx7ETQk0WL3xrdy5wLcr6sOPEwJjF2gHqUGbJvXQ0wU2ntxfell+BHBZs56OJrXKruI9CwZVxnEtFr8OZnawy77eZ2PFfFT3fJQL77N4AYSALLQ71PIu7XyFWATn2Fh7qEAim5l8DwJ33H+DjD15xP+u5mrJtFwLXADvma7Br/36+52Pn3e91YaA4ymu659tMvae/5f96LC4ejVGHrV6I+1OHgn9+qo4/CARxmYie8XfJHZ/f8z3J7OpVgjrbd7ZwEZZUvo/GMS4eTXB2b4D44pFzHozjrEqti5tLi+8NrnyfSPFtjPmQiLwNdtb3awD8mPfrNwHYAfDvjDEHACAiPQC3ABgbY3LRhSLyegDfB+BPALyohtV8AOC/A/gCAP8BwNdReBNCCFklWc/3aivf64ZWliaJcV8G5wauhe2Lb93WlVH3gWtt4geuaeXbn2P+01/1mTAw+Mu7bBfgKPZs5w3O3+4gE5BVPd91el6XISoRJpeOxtjfam7fz2znVT3fdl8HowkeEm4ByBY6hpNqgVzGmVPZmDD/3KiN3WeW7fyVn/UIPOnmqm7P2fSiwInYOMl6dQOxgk6Fed2/R4FMj+Cyx5/kLORZ5Tt7TOLNGQcy8X0wjHFdGoOg/d5AZssu2rqLvedlle8nNjhf273ASzvP/43xA9BUAIeFBQg9vlmfq9Keb7/yXcN2Lq7nO1v4UrS94ezeAOcPxxWjxlR8z5ZOcWJw4crYjWzz0f77TU07P5HiO+WfAng3gDeLyAsA/C2AZwB4Hqzd/Lu9x96U/v4jAB6pd4rIq2CFdwzgDwC8tiSx8k5jzFu8n38aVnjfB+DjAL635DnvNMa8c+FXRgghhDRAv9hs1whcA7KU83WqsnaBP/f2qGHlexHbeRXOdj6J1+qa+H3DWc93tnih50pvh+PMdt40cE3xw8B0IWTs9ZJ3OWpMZHrU2DKBaznbeZyJahW/l48mrqWkV0g7rztqLC++g9x/F3u+j8ZJZXX7Edft4BHX7dTaZ5F+btSYcbb7MBAkSSYA61bzrfievn80SXLhaUM3asw+2PaEI2c730nF96Xh2D3mzz523o57mySe+M4vEGRju3RRYbm/Cdv9MBvDF+QFrr5P3PEH07Zzv3e7itI5357rwI0Pmxm4hvyxeY/VGd9n9wb42ANXcJSmmk/ixJ3n7X42VnEWb33Px/H6//lXuON7XjjVTrXIAt46cWLFd1r9vh1WPL8YVhB/EsCbAbxpXgU7RRuvQgDfXPGY3wPwlpLnXA/ge2ds+5019k8IIYQsjQtcqzFqDECuj/RqR7/E6hf1eaJGhWSbIk+3Zcx6XRO/b/hgNEnT7qePX8/ZKE5cFbJZ4JpnO8+Nysu2O65R+VuWKBAnFI0xCweuZRXI7L4sSC3MxPdwknOp+HO+648a823nkvvv6bTzuJURdEWioDpwLTae7bzm6MMgKB81NpokOBjZ1oYgEFddzcQr3H4VfW9pv/UnLhzh3ktDPP2R1+KP7nzACdFxwXZe7D0vC1xrgj8mUrcTFARu4h1/UXy7xadZc76hx5rdVzbnO67o+bbPy1viffeEE9+7W9jqBUiMrYzbtPO08l3Tdv6xB67gYBTj8nAyJb4nFN+rwxjzMQCvrvG4O5G95/z73wjgjQ33+dwmjyeEEEK65sypHrZ6Qa7qOIue+0K/mV9emhCmAkC/qM+tfKfnrs0xN7kgrDW6JlGQr3zvVLQ96ILGaOIHrtXfz/5Wue3cVb7Tnm89pq6IgsDt52AUIzHA/nbzr8rBXNu5PV+Ho8wJYcVy8znfvm03n3ZePmqsC/HdiwIcXkkt4CazndvKt6lVtfWptp3bfRyMJtjb6rk50yrU3Zi7ksr35bTy/Z6PngcAPO1RZ/BHdz6QmyFvjznIbSOrfE+PGmuC3+6i7+Fiddk//rCweFJn8Skbj1ZuO59X+Qay1ygiU4n593q2c2cvT1P7dduDXj3xrdej+B4FcCyf9VVyosU3IYQQQoCXP/3h+NzHnq1tRe17VtarHRUA+kV9MK/nWwPXOrCdA/UFyEnAHzV28coE+9vlVWBnO5+0G7iW6/lu2De8CJHX434pDdJapPIdFkQVAIzibH63n2TunBahdRkMJ3YcXd2qn2877xUWeYrBWsNxUvtvSBP6Xn95kuQDxWKTJbjXdX1U2s7VhTGMrfgu2M71OWU935fTyvefffRB9KMAT7zpNABv1FiS2bP1GPxt+osKi1Ba+ZZy8S0i1jVQknY+03au4tu7z7edl70vfZKCtd6fdgBkle/rdvs5kT2Kk2wiR23xbdsHdLHJZ5GJCevE+vwfgBBCCLlK2eqFePTZ3dqPp+08w9o3sy+D80eNhe55bR6Dsk7VnDDI0s7PXxnjmgrxrdXU3JzvJoFrleJb3HYnx1ANC0Nxr/fSkRUHi/R8Z8JtduAakImpXhhgnNjKd5Pq9HY/s7EXF3lKbec1R5g1wd9X7NmzVUDqIkC/pu1cpHzOt55DFW7Odj5VOS4R3+n1fM/HzuMJD9134ZVu1JgLXCvv+dYRYIviW6td5bsQgOZaNtLFF/8c1Hn/lwWu+aLdhQrODFzLfu4F+ffQvZeGuHanj14YYMvLeZh4I/PUWTQvcE0/X6OyyneNmebrDP+vTAghhGwYtJ1naOLysKbt/KGntxAFgoec3mrtGPIVyfX56uXbTi/MEN9Z5XvROd/ZdsuE6aIp6k2JgiykbJnKd1nw1cgbIVZmrdd08pE3M7kuaj2fSjsviKzhJJm7+LQIVnxn9mwVcCogF7KdlwhEPYcHTnyr1d3+Puv5zp6z63q+J0gSg7/55EU86ebT7lyp+MsS2dOeb8xPO2+CX/kOCpXvydTigXXe+M6F4uJAGcVqPQA3bi6qUfk2yC9cRGG++n7hyhin078BW16FexxnIxS3Wqh8u57vNfpb2YTNfFWEEELIVUxmO+f/5q11MvHGLM0WH4+4bgd//X2fh8fduN/qMSjr1Argjxq7OEt8h5n4XtZ27otv/e9xnDQWcItgbed2PxeXqHyHzk6c3Vec8630PJeKpp3XTQVXTqfW8+IiT2nPdweV7ygUJ6Jyc77TyveosfhGue3cE9/GmGzO94zKt4ZUXhpO8IkLV3A4inHrDbvuHE+8RQPAHzVmn99W2nl5z3eQO27/+Kcq34XFgVK08p1MP6/v93zPmPPtv8QwCHKjxsbewpA/UmwcJ25RURcZ5qWdqxNhWGY7V/HdYuvPSYL/VyaEEEI2DN/KerWT2c7rVb6B+mOe6uJXq9apFUBnTwOzK98523mJAJrHbt9PO58WpuMF7exNibxq8cUrtvK9v5Dt3N7mKt8lo8YA/7MqGMV2znfTyveZNPE8/z6brnyPJkknfxP6ntD37dki1kqtAq7uwlNV4Jqew0vDSU606Xsudj3T3rYCwe4gwsFwgg/ccxkAcOu5PScW9f2dzZHPBy62lnben+751kuhYlht52Vp53otZ51D1/NdknYehQGCknF6Psbkz10vlNxjc6nmai+fxLkFI13cKRPVPlr5Lgtcc9eCtnNCCCGErAPaW7mpX16aoBZW1/Ndc1xbmxTtwOuCBpAZY6zl9FS5+BYR9MPA2s6dSK6/HxVIQKHn21W+zbH0fEee4NGe1P0lbOe5wDXPdp6rfOtnNRX+TXu+AeBMie08DATGFKqgSdLJ+et5M8XjBLm08zidA62Pq0MQTAeu2dT0LHnfbyPR12g88eqzMwhx+WiCD96t4nvXyxNIA9d0gaBQ+U5c5bu9wDVdJAkrK9/2HMQlvdvhTNu5vTVe5Fpx4aMXBC4BvYgxZjpwrVD5LtrLh2Obx1AMqquytiszA9c2fNQYxTchhBCyYfRZ+XZEgY4aW6H49gPX1k18JwaXhxPEiamsfAO2ojuaJLnqXRPU3l0auBYnWc9rh+9pX2xkgWsLpJ1XBK5FgSAIJJ927n1W48RgOInRb+i8KKt891xlN9833MX7rxcGLlU7SbLKt1Zvm/d8T8/59oO5DoYTN71gpx+Vilef3UGEy6MJPnDPJVy/28eZNDQM8CrfhfeXG9uVbsNW9Gsdfin5nm976yrfRdt8IAgLfe/jGiFkZT3f7tw7wS/VaecmP7dZQwCV0SSzl/vzvK0o1/aJ9BhaEN/r9LeyCfy/MiGEELJhMHAtI3Cjxurbztsmn3a+Pl+99Iv2AwcjAJgpvvtRgOEkXnhMkIrvnCU7yOzsx2FF9W32l47GiAJZ6P2ilzgXfOXZyavSzgErSprbzssr30AmLu1/m07ef71InDiOjXGvX+3jI1d9XXzOt29jvjyM3WLaqUGIxFix7otXn91BZCvf91zGY87t5o5FxWlWWdbANYtf+V6mErvVr658l41KK4750sfMOoe63uWfu3GcIEwXfey+p0fQKVOBa0HRdj5tL78yjjGOjftbkb3vqsW3Mcb1fJemnbPyTQghhJB1wgWurZHQ6wq1vqpNtYs5x/PwvzCvk+1cv/zeX1N8+6PGmlp0tcLsC88gEESBYOylnXe5oORXvi8PJ9jdinIzo+tSZr31U8zLA9fscw5HMQYNq/sqvnuFnm8AUwKuE9u5N5IqSTLrsqt8e7Om61A253uUE99jl+FwqmcXbRJTPucbsInnl9Oe71vP7QHIzo9WlCcFe3bWP+2nuLdjO/cD6XTb9jVkQWNhIKXBabMEqRSO2T7P5M57WOjj9pkOXJNC4Fq2La18a/J8X1PiRSpHxSlDb3TgrLTzTW2b4v+VCSGEkA2Dle+MUGwF6WgSo+eN2znWY8jZztfnq5d+0b7/sorvfuVjB1GAUZy4L/5Nk4r3tiKITH/h1hnSKgK6DVzLepcPhjF2+s3D1oDsGIu2c60allnr9X1xMJw0TiTXUWP+dvU8xvF0FbRtemGAxFgR6QeTuTnfSTPbuQ1qm2U7z1e+AbtvU2E73+lH+Lt7L+PS0WSq8q2iO3NWBO7YgSwEbek53yVp58XRX8VRY7HJC1973LNs53qs2X2jOJlalKmqShuTX2DQVojsGDJ7uTpCtD3Dv7Z+dkIZ+hw9viJuAY9p54QQQghZB/RLOMW3Zzsfx53MOK5Drud7jao5KkTuvzwEUMN2Pl48lXx3EKEfBlPVxX5kxx1lo6C6HTWm+zkcTbAzWOz9kgm3gvgusZ3rfVo5PBjGjUeNvfDTb8Drv/DTcWsqLIFsRnKx8t1FDoSGxo1jm3af9XyjNdt5vvI9ceJbF0gSY5zoLIq23a0IDx7a9PpbnfjOjtne5sVt0cKdmOUWfrb72WsPK8V3dvxBOqVBqfO5Kks7n8TGBRfq8yvnfJv8wkWYuk6UUZy4bQ10hNuRPa/+tdVFlyq03xuYU/ne0P9/UXwTQgghG4YLcaLt3M0aPhon7gvjcRPlbOfrc030y6+znVeknQOp7TxebNQYAOxv90pTvnuh3W42Cqpb27mKjcvDCU4tWPl2tnNPBQ3j2T3frvI9at7zvTOI8NWf/aic1T+zned7vruofPe9/umkmHbu2c7rLiqUzfn2RdqBN2pMR3hp1V2f76NJ+gDwmBus+I68Y9bn6zHbbeQD15ZNO98qs50H+feJLtYEgbiFC2Vcwz1QNuJuHCeFxb/M3fHh+w7wZx990P0uMQbiRa71wnx/+CQ27hpq5fuiVr5rCnwgs6oDVYFr85Pd15nF/qoQQggh5MRC23lGGNgq2nASryRsTY9BWadrolXm+2pUvgdRiOEkdjbdpiLvq57xCNz+iDNT9/dDwXjipZ13GrgmLhvgcBTnRFsT9LX7FUjfdh6FgRMoxZ7vgwUC18pw4tsXTx2OGgPgHAq6C+3ddonbUc2e76BJ5duK2sQLXJvq+U6v4zXbPZzdHQDIFgJUiBYT2XUTxlW+20s799PggUxs+osHvDnMuAAAbXZJREFUURC4Pm8Atd7/+rqL8+V9we4L4x/+7ffjvZ+6iLd9y3MATM/5joIy27l9gHWpeLZz77iKYXFF5tnOtZ+/qQNkXaD4JoQQQjaMG68ZYH8rWslYrZOGftkcjpvPT24Lv09zndwI+kX//ssjRIE4oVNGP0wD11zaebN9ffpD9/HpD92fur8X2Z7vyYJ29iaEQYBxYkXdwXCC63aqe9xnoYdYnPPti+pBFOBwFGfhiKHOfEYr71Nd5PGPIe5o1FjkWbhjr+dbP3tZgFZ923kxr2sU2+sikorvVIyfSoV1kmSLHdNzvu1jbj236wSqO+aJpp3nrc7FsV3Lpp2ri0JneAPTCyQ523khdK7O+19/U7SdF7MAdFsXroxzKfKJKaSdh+JGugH5nm8RwVYU4vJw2nYeliye+Myznd9z6QgAcG5/ULmNdYbimxBCCNkwvuwzbsaLPv3GtbI4d0UQCGJj59GuajFibSvfznY+xDXbvZlpz4NegMODSWadbSksqWg77/I93fNGKx2MJk60NUXFVVyw//qVPBXfWeBadr7aqHyrZde3nY8T04mVV6/JaGID91zaedryMWqcdj6dlq0i8fR2z875LlS+Y1NtO9cxdrfekPXEu7TzRNPOi4Fr9nH+qLFl3tNa+fYXIIJCpVoXSkTs4pW/cDJJ7eOzPoPF7QHTtvPQe48fjia5x5pC2nkxOG00yVfRt3pBVvkuCPzZPd/j3DaL3HPROm3O7VF8E0IIIWQNiMIAZxas2m0aoVhbZ5xgZeLb/8K9Tmnneqz3Xx7NtJwDtvI9nCweuFZFLwwwmpjWt1uGP2rscBgvHLgWuuCr6sp3FrSWr3zb+5Z/n6oN+DhGjfkWbr9CHAQCY4yzK9cd1TUrcO3MTh8HwxhDTTtPK8q25zt7vo+Gst1yNhPfIoJeKFOBa3p+pFD59lPcF2ErDVzz1z50wUWvkZsUkM7l9hdvJsl814Ju2z91djxY/u+PvtaDYdYmAkzP+Q6DoHLUGGD/nqr47nv3zw1c82zn4xLb+T2XhtjuhQu3fZx01uf/AIQQQgghDVHr69E4WWnPt36n7XUoHtvG2c4PRjPD1gBvzveCgWuztjuOj6fnOwozS+7BaLLwqLFsznd2nz/nG8hmffec+M5eV9NRY2WoUMwHZiWdOC+ynu8kVyHWcVnjQt/xPETySd9AVvm+9lQ/7flObeelPd/55+6mle/HeGnwQL6vujhHXt9m/pzvZQLX+mHgermV4jx4f/EglOKcbzPXtl/W8+33aQPTif7+YxNjcq4BG7iWFLblV75Dl3buH9u8wLVLbjZ4kLO9K/dcGuKG/cFSc9VPMhTfhBBCCNlYAhEkCWzg2opGjQGZaFyrynd6zA8czK9828C1xAmGtirU/bQ6maWddzlqzAZMTeIER+Nk8bTz9BCner4LtnPAC0cM/Mp3ez3ffuV70lHlW8XdaJLk+oZ1XNY4brbfQPKuAd02YCvffuCa9nzn53zn9/XZj7ke3/rCx+JZt1w/ddxa2S2miYtzL9jHFvuhmyIi2O6F+RaUGXO+i/O4J8n8hZNin7o+r9iPrdu9PIxz79HEILdyEXlzvpO0d79XeA9r//ZU2vmsnu+jCcJAsL8dlQau3X3xCOf2tma+1nVmff4PQAghhBDSkCi0XwTtqLHVfe0Jnfhen2qOH9o113YepbZz06747oX5wLVOK9/pqLFD7Sde1Hbu0s5nBK6l78V+1E3Pt4r5eGrUWHc931r5Vn2m47LGhar/PMoCu0Ze5TtODC5cGSMQYOCC6mbYzgcRXvuCW6eOQd9bwHSaeFnP97If3e1+ONV/rdv2b3XON5CNHxvXqXynt/77bjzJ29WjqZ7v7PmmUPmOAnGLEnrrn8OtXpiNGgvzr2veqLHdQeRCGovce2mIsxsatgZQfBNCCCFkg9H+w6PxaivfmnK+Xmnn2bHOr3wHGE3inIBoAxu4lvV8d207jxODw6GK7xbnfE+lnedt52VV8WUoGzVmR5t1aTu31m835zv97C1iO5+a852K5Gt3bZbF/QcjbPVCT6SiMnCtisibY6326uKcb7/nexnbOYDc8fr70ve2n9YeFt5DcY0xcWWV77JRY5PYIEkMDkdxTqgbA/h7iAJB7M6Pvc33fGfi2X//hnN6vi+p+I7Kxfc9F49wAyvfhBBCCCHrh1bRbOV7deI7LEm1Pun4x3q6hvgeThIngNoNXEu8QKzuvrqGQYBJYpyVdmnx7dvO4/youynbecvi2/V8e2Fey47LqkIF2SRO0nnYme08ScxU6Nc8ytLO/co3YGfPb/VCV2WPjXHhYXV7hXOV79SSr8+dmvOdZK9rUbZ7+cq3s517s8QB27YQFIT5pMaYuGKfOmBt574w1gWmK6m7w18gMsgnukehuDT44hx0IB9gGRUE/rzAtb2tyOU55H43nOBgFG/smDGA4psQQgghG0wottIzHMcrC1wDsi/aXVQeu8IXuvs1bOejOHFBWcsKlWy7ktqZ08pkh+cvCmzA1OEoFd8z5prPIrOdZ/cVe76L8719UdaK7bzQ892lbV/7fUeFwLUgDVwbNQx6K53zreI7neJw/+URtqIgt9DRtPLdC4Ns1FghTbzY8+3PL1+U7X6+57sosFUIi8hUVXyczF/AKCa0A9O2c11gOkjf436oW5IU5nx7gXSjMvHtOYma2M4vz6h833MxnfG9oWPGAIpvQgghhGwwQVr5Hk6SlY0aAzIh22Xltm38L+11bOfG2GA7ID9SaRn6x9nznaada+V74cC19BCnAtdKKt+lo8Y66PnO0rw76PkOsjnficlEpYqwSWHG+TxKK99xQXwfaOU7S/j2bdu1jttL8x7HSa4lZLrnG63Yzksr38VRYyJTVfE4SeaK/7LK97gQuKZp5wdpa4WvkZOC79xP/1fnST9X+S4PCSzr2fe5PJxgZxClLSUF8X3Jzvi+YZ+2c0IIIYSQtSMUWzkt2n6P/TjWMXDN+7J/+tTsufEqGK+M7Jf6VgPXJsc0aizth9We70XnDJf1fFeOGisLXGthzndx1Jjae7upfKdp59o37VW+beBaM9u5lPQM60iq0+nIu/svjzDohVlvtF/5rrmrKMgHrvmuirKe7zZs57Mq335gnNt/LnBt9v7LKt+TwvM07fwgXWBKcrZzTAWuuffPRKcN+D3ffuW7PFG9jMtHE+xuRaWjxu5m5ZsQQgghZH0JQ3GCcKWV71Bt5+vz1atZ4Jo9t058txW4FtnANf0y30XPsqKjldSSe6qltPM4sf3Wvqgu9ny3HrhWsJ3HHZ4/fQ3DsYaWwd1mgWtNbOcotZ33wwB76czuSWKw1QuywLXcnO+ale8ocBVd2/OdnXfdRC7tfMlzd25vgDPeItbUqDEXVjgdxjapEVpXrNbrf/sV+15o084P08+pv8hhjIF4pW9/1Nj8nu/8wsU82/lehe383rTyvcmjxhZb0iOEEEIIWQNCERyo+F5h5dvN+e5QPLZNE9u5q3yP1XbeUs93ajvXtOe6wmoR7GzlxFlydxa2natwsj+7ROiSUWNRiSOiTdv5VM93B4s/unBwNMlf+zBNLR9NmqWdh0FmB1eGkxj9KMiF4A28nm+bdm7vr207T0fLASpupyvfKiGTxNTebhWv/6JPdxVkfx9ugcRV7rNRY3rfpIb4l8IxA3YRwz/uMAgwibMFJn+Rw5i8a8AfNVbW8z2osJ1HNWznu4MIgyjA/cWe70tDDKIA+9ubK1E395URQggh5KonDMQFaJ2Enu/1qnw3EN/p6zpsu/IdWoE0ibtJ6vaxvarA5eEYwOJzvlXAqHAqFd9RiH4YOMHkV13bEd+6AFA+x7pN9D19lFa+XeBauq/hJGlk4Ve7uo/2zPviu5h2rk6DhUaNFQPX0lvnXijMwF6E/a38Z0ivhVa8S0eNeWnn89wDZZVvG4CX3+fEG6cXF6vkhcA1Y9S9kPZ8R57tPCq3nQeeXb1InI44261IO7/74hHO7Q86XWRbNRTfhBBCCNlYAhH3xfEk2M7Xqefb/0KtvbZVaBXsqOXKt44a01FQXaKv9+KV5QLXVDipcBvG9pz4ovoLn/QQFx5m991u5VsXKjJbdX6OdZvoe1qvvb5+vT0axzgz5/3jUzrnO7Wd+26ErSgspJ3b++sHrgW4PLHXehwnuQWQYs91F2PaiuPg/LT2oiV9kuSPr4yg8L7TbfrHrSF4ZT3fxXOetS4kc23nPe89G4q491sRDTPcrQpcuzjcaMs5QPFNCCGEkA3GLzSvMnAts52vT+Vbv7T3o2DuwoVWvtV23mbg2iTtG+7CMu2jx3zhyhhbvWDh11Cc862V74F3/E99+Bk89eFn3M9tz/lWkRR74tHe32HPd/o6deHFr3w3nfNtipXvOMEgvSan+iEOR3HuGuV7vusft4rKuLC4Uxa41taCkiIiuWR3vUYime1cNaztcZ9nO0fuOfa48z3wrrXCs50bYyAiaeBa/rGArbqXiW//fZpLcQ8FR5PyyreK7700cG1q1NilI9x2497M17nurM//AQghhBBCGuILqFVWvvU41mrOd3qs8yznQFatbdt27qeod135jjzxvWjSOTCdYl1mOy/ivy/aEN/FqqpWwMMOFn/6Tnzrtc8fw3Ac5yqj8whmVL4BOOv5VlXaeaNRY16auCcsJf1P3WZi2ntP+/jJ4LreEAaSs9MD06nlZWQLBvkQNf9pWvnWz6l9fPZY/yXq+Zh4tvPKyneYdw0kxQuYcvnIiu+dyjnfm1/5pvgmhBBCyMbii28/IOi40S+yXVdv20Sr9HXEt6adZ7bzdo7Br6h33fOt4ubi0Xhhyzngp53bn9VaO1N8+z3fLYway6qWhTnfnfR8q8jOW9ud7XySoNdgv4FgKi3bn5O+64lvP+286ZzvyLM9T5LywDUlTtqvfANpzkCJ7bzonqjj/NBD9s/cdB93ftSYv49iOJv/HtKguLI533axIP88v5f8gYMRXvlzf4S7Lx65PIXdEvF9ZRTj0nCCsxs8Zgyg+CaEEELIBuNXq1YbuLa+aeenG1S+Wx81lh7DlVHceVhdmG7/wpUxTvUXf6/oJS4Grs06/iAQ97xWAtfC6Z5hoJv3XxgIRLKFF7U5q1g9Gje7dlIWuBZPi+9Br5h23ixwrecFgxUD/fS/EmOcOO6k8i3i9Xzb+wIRt/Dltw3UrXz7lv24kNIeBgHiuFj5zsR/LpzNG1fn5sSXzPkuunmKgWvv+9Ql/P7778Xv/O3duJwGve2lgWt+z/c9l+yM7xv2WfkmhBBCCFlL/GqVn8573GS28/X56tVrVPku2M7b6vmOjq/yrdXZpW3nFT3f80S1VjZbmfNdHDWmaecdtD2ICHpBkAWuucq3/f1RQ9t5KDI153uYs53bz/Egyqedq3itPec7DJwzYBwnOfeB3/OtiyhdfHTVBg5k75dAPNu5NypuXuW72KcO2Gq2FAT1JDGu91ofkz0ve3DPew+VjRrTynevYHMJC4sn+hr+7KPnne18d9CzPd9x4hYL7r6oM75Z+SaEEEIIWUv8atUqbee9MIBIN2nTXaHH2kR8H41jiNQXQPPQL/uHo7jzpHh9vRevjHGqBfFtCpXv/hzxpL9vM+3cF2/2/m4+A71QXOCaSzsPMjE477X7BAGmKt/DUtu5X/k2jSvf1nbuVZb9UWMaXmZMJoo7cg1ktm/dz3T/tl0cqBm4Vkw7z1W+tefbs52bbP/F/nAgtZ3rqDFffKeLmcWFlTCUXNuAui7+7KMPZrbzNHDNmOy9qZXvc/sU34QQQggha8lJClwrVohOOmpzvabGmCg/cK1Ne67r+T6GwLWeZzvfXXDGN+ALX/tznZ5vIKtKtznne1zo+W7Se92EXhRUpp37x1OHUtv5JHELPC5wLQpziwzZnO96++qH2UiscaGynC2gZGK2m8C1wIlf33ZeXDypM+osm/Od3ZeY/HXoBYJxkuBgOG07n+r5LrGd97w534MK23koefGt//2hew/w8QevAMh6voFsceqetPJ9AwPXCCGEEELWk7ztfLWjxtZpxjdgz93TH3ktPsMbiVWFBq5dGcetVgj7Odv58YwaG8dmqcC1qp7veXbyKAhyM56XQXvIXeU77m7ON2AXLlzYnqade0Kuadp50XY+msTuveCnnTuLvzFuxFaTwDUNEpvESe68u/Ayv/LdifgGYq2++4FrgeTuK6axlyEFxwVghbV/2GFgq82+7dwPfMtZ1NV2XjFqzNnOC8cVFgLXJp4Qf9eH7gdQLr7vvnSEfhjgdIOZ8OsI53wTQgghZGM5MYFrYbBWYWvKL3/9Z9V6XE4ktyhS9Iv9lXHc+Zdy//rsLBG4JmIDyJztvGbluxcK+lHQmmU/CoKs51vTzjtaAOqH0z3fuYprwznfcbHyHSdugWfPs51nyfIGGt1V9/RFoWDs9cRXzfl2or6Dz69/jfzKfVSofBfT2Mvwq/VKVTX74pWxu8+NGkP5Y8ee7bxs1Fip+I6nK98A8J6PncepvnUs6OdBhf19l0a4frff2vv/pNLZEqKIRCLyVBF5kmz6WSSEEELIiSQ3amzFle91CltrysCrYrVZXfXTzjsfNeZdn50ler6BvPW2rGpYvn9p1Bs99xgCKRk11s17MAoFR+moMRVw/iJMv4HoDyps56Vzvj2Lv2/brkPfC1yz4ta3ndvbxJgscK2Dt5/twU7cvuy+JTe/HLDV8fq2c0/4VvRxX/DEd+xVvr28NffZiz3beb9UfJfYzksq31u9AHFi3PXT863tCpeHY+zXyJdYdxb+BIrIbSLyvSLyqpLfPRfARwHcAeDPAHxYRJ616L4IIYQQQhZBv2xa2zdt513hV3XbLLnol/3D0aRz50Cu8r2k+A48661WDecdfy8M0G8xkV+Tre0xdG87H06Kle/87+siklWbFX/O904ucM3+PjYmF1hWhygIbJp5YtI0cd927qWdu7C6DirfXvXdt827+eV6/QqLA2UIsmNWioFr/ix7xdnUC1Xy0KWdZ3O+faGtbTxTle9Q4E0Qc4sLT3nYaQCZc8Et2KUPPhzFS434WxeW+b/QKwG8AcDD/TtF5AyAXwVwI+z6iaSP+TURuXGJ/RFCCCGENEK/MK/Scg4AL3/6w/BtL7ptpcfQJVE66xloV6Ror3BiuqvaKr74WlYEBJLZfycllt0yekHQqjsjKhlj1dUCkBXf+cp33sLcdNRYSeXbpZ3ba7MVZT3fNu0cU/udecxRZqu2tvP8MQYCICfq2z93vSCrvsfe4oGr6Jv6c76LaefGmHTUmC+o7X8fjROXGp8FvuWr5BrO5/d8lwVYTolvyar5+nwAeNojrwVgk86BbGFNe74PhpOlF73WgWU+4c9Pb3+1cP9XAzgD4CMAXgjgswH8JYB9AK9dYn+EEEIIIY3QL+JbKxwzBgCf+Yhr8fdvf9hKj6FLRMQJxy56voHuhKMStlj5Lredzz7+KJRWxXcYBK7q7nq+O6p893O2c93/Mrbz/H2j2Bff1po88Hq+4wVGjen0AdvTnEydG0mPI7Odd1P5VnHq93zr361JmuI+jueLb7c4oIXsksUIfxt7qQjWc53kXefZqLHEYBQb9MN8HkGl7TzIp53rdbldxXf62SoGrrHyPZ+b0tsPFu7/EtjL/p3GmN81xrwbwDfAXs/PW2J/hBBCCCGNUO02aNHOS8rRSlaraeee+O6859urfO4skXYO2HPgz2gG5ld/ozBoZcyY0guzCqSO1OrKPdALAwwLgWu5tPMl5nwniRWf+l546sNP47Mfcz0ec24vn3aePqdu1JSKxklspuZ8A1bEdz3nOwqy1gC/cq8iOUmM51qYfQ6LPd9lixH+xAAnvjXwDabUraCLE2UiuxdOZ1mEQX7xRF/fbTfsYXcQuYWtfsF2fjCaLP25WweWeYXXAzhvjBnpHSLSA/A0ABMA/0vvN8a8W0QmAB6zxP4IIYQQQhqhXyYHK658Xw0MeiFwNGl3znfkV+2O0Xa+xJxvIK3eFpLG51W++6HAmJYD17w0b72vC6JQcJT2fJfN+W7W850Xb8W0+Iee3sYvfM0zAFirMpBZrIFmo8YA209txWX+GPU41EHdTeU7cAsj2Ugz5Cr6dZPq/YR2wLexl1e+tQLtxHqCmYFrZePitqKwVHxPPNu5vq5+FOB7/t6n4aGnt+3Pev618j2Ml/7crQPLiG8DYKdw31MB9AHcYYw5KPzuAqz1nBBCCCHkWNAvm1usfHeOfpluN+3cs50fY+Da7rK2cy9wTXt65y0enD7Vd1XyNoiCzNJ8HD3fanFXkZoL+mpkO89Xvocz5qTn084b2s7dKK00cK3wRNu376Wdd1T5Hhdt54F4QtrUbhmY7vm2PwclPd8AsLdl7fu+RbzsseO057tsAWXQKxfffmCev/Dz8qdnUWEq5oesfNfmLgCPEZFPM8b8bXrf30tv3+U/MB01tg/g3iX2RwghhBDSiCxwjZXvrlFx1GaB+jh7vn1xvHzgWla9zWYkzz7+H3zpE6d6nZchCoOs77zjUWNl7QH5nu8mc77zo8ZGM8S3akVrO8+eXwd9b03SwLVwynYuMMjEaReDk3thgMORrd77x+8vKtRdvNG0czPDdu5/hnaner4LgWvp+YkLtn+frV5QOmqsrPJdXLzwA9fixOBonODUVSC+l/kE/h6sOeGHROSciDwFwNfDVsR/vfDY2wD0AHxiif0RQgghhDQicOKble+u6XcduNb5nG8vcG3Znm+BZzu3s8/n9SJftzvA2b3BUvv1iTz7b+wEXHeVb0Vf5qK2c9+yD0zbzn30vZYkfs93vf34Pc2TJHEBbIoUttvVqLGs59u3ndvfT5Kkge3c3uqZK1uM8AX8fiq+fbEu8B+rgWvlPd8A8PzHncMzH31d/jjSnm/dblXlfuAFrukCxA5t5zP5IQCvgA1R+2R6nwB4jzHmtwuPfXF6+0dL7I8QQgghpBH65Zziu3uyyndXgWvduhdaTTv3Ep8nNZKquyB3DFp97Mg94AvDMtt5Wb9wFYEIvMK3q3yXim+vN9pPC6+DJrAPJ4kdZVdS+c7N+e6i59tLpPeD3fS9nhjjbNvzKt/+2DV9LpBfjCi1nXs2dX8XkUuDr7adf9+XPKHkNWW956Fkc76nKt858W3zAlj5noEx5n0AvhjA38GKbgPgt2HTzou8Or19x6L7I4QQQghpigrBNkc4kXI0Ub7VyrcXuDbPtr30vvy08zYC11IBOYqTRrbrtojC6VFjxepuW5TZzv1d9RosPhR7vp34DqevSeCEXnPbuYrLozSlfTpwrfu0814ozlbu92jrZyhO/LT8ZoFrKsKrRo25wLXUIZ4UZoJHLnAtwWhiarsXQq9ibm/LFy9UfI/jxAXnsfI9h7TCfauInAVwyRhzVHxMmoCu873/eJn9EUIIIYQ0gZXv48PZztd01JhWhUWA7SXfL/64rEk8PcbqOIi8yndV321b+MJMRerCle/CqKqZlW8nUpvP+dZrcmVUXpkNAsmlqHeXdj5tO9eFi9yosXmBa/ocZyOH257iOx+yOd9Z4Ju/B91fVvmu9/qzCrz9OU5M+pryz9f3zCi+uirfrbxCY0xlkJoxZgzbH04IIYQQcqzoF2wGrnWPiqO6lcc62F5pWxXs2rqt1dmdflR7VnQVofiW72TujOYu8Ec+jbvu+fYcCs52vvCosULlO7bCbJbtPDGZ2Kx77XRh50pa+Z5OO08D1zrs+e4F4q5N7NnmnZ3emGxG+5xzqEenp66sV33WqDGDQpU8F7hWbjsvI/KOHUCaJD/9XN927irfSwYdrgOd/iUQkTMiwvFihBBCCFkJbs43R411zqCDyreIuC/9XQtYPe5lk84Brd6mSeOxaWS7bgtrac4q32XVx/b25VW+RW3ni7UMFNPOh2O1nVennSfG7/mut5+oIL6nbOfo3nYeedcoZzt31m2TpeXP2b+ed4Niz7e3MDJj1FhiTK4/PHKj2MrnoFceh4pv771X9jdBr+fQ7/leMmthHVj4r5iIPFREXikiLy753eNF5A4A9wF4UET+QEQeu8yBEkIIIYQ0JRs1RvHdNf0OAteA7Et693O+7X6WnfEN5AXkJF5V5TuzNFdVH9sibztP9+8puWajxpCznQ9rpJ3HiSntcZ59zPZxR6nwK7YGSNq37yrIndnO7evLjj+f4l63ZaDY810251vfA1Egzg3kP76sP3ySGIxiU7t1YKryXRE46I8aOxix8l2HfwzgPwJ4rn+niGzDjhp7KuyikQB4NoDfYRWcEEIIIcdJVvmm7bxr9Mt02+3NKpK67vlW8XWqhdAn33Y+Tlbf8z2Jk07Pn1/ZLpvz3WTxocmcbz/tfNE53zrmatp2bvugs8p37ZdQG2s7L/ZoS+51qS19XuXZdwHoc+32ssfodncGkWfZr6h8B5ntfBInLh1+HoET7amdPklKU/aDQNALxfZ8D1n5rsP/ld7+UuH+VwF4GIAHAHwtgK8CcBeAmwC8Zon9EUIIIYQ0gpXv42PQa992DmAFtvMWKt9eaNgknp4hfRyEXj/xpOMFAF8YatXWF8FNbefGmxM9S3yLiOsRdzbrmqe652zn2g+ff6IeR9OKehOiMHBp567nO5Bcinv9Od+p7bzQ8112HXb64dRoMmNQOue7qe08q9rbn63rovzYe2GAMSvftXlkevvewv0vhe3Z/y5jzH8wxvwXWBEusKPJCCGEEEKOBf2+yMC17tFRUG2LFLUbdx64FrZpO89EzSQ2uUCy46IX5tPOuzx/vjDTHmNfyzaznedF5Ky0cyBzGZTZrGfh0s7HVbbztOe7w8C1KBCMnfg1rkrt2+m1J3ze/l3l2xPTQL4NxC0wDSJ3nrI53yZXJQ8CQSBafa8/aqxoO6/q+QbsNb3a0s6X+T/R9QAuGmOu6B0iEgB4Fqz4/hXvsb8NIAFw2xL7I4QQQghpRJgqAFa+u6eryrezs3csvnXzbQSuhYE48TGKk077rauPIcis77Fxn4UuKBsJlxs11rDnG8gqt6MZPd9A5jJoOmqsN2fOt85qjzutfEsu8Ez34Qeu6euf1zqTBa7Bbc/e7+0vfc228m3vyyrlQPEl6qz40WTxwLVZeQP9MHBp571QKq/xJrHMKwwBDAr3PRHAKQB/bYx5UO80xiQAHgSws8T+CCGEEEIakc353vwvdaumK5GsX/qbWJcXQUQQBYKdNmzn4tvOTefHXoatqmZ9t10eg181drbzXM93A9u5Nz4M8CrfFeIvcLZz/blmz3fqRriSVl2L79uinb2byneQVu0N4gRT4jtJDB48GAEATp/qz9xWcdGi7Hz4rRV+XzlgU9KL5y4KBBNnO6/3+vUy1a58p2nnV0PVG1hOfH8SwEBEHuXd93np7btLHr8L2wdOCCGEEHIsaMGFo8a6p4s530Amkrqs3Cr9KMDuVsu282Q1le8okFz1sdvAtdlp503nfANe5bum7TwbrVVvP3pN1PJcFJfa850WnjtJO++5cV5WgBfPXWwM7rs8BABctzNbfKvdP3GV7OnzoZbwnUHoPT4T68UZ6VEg6bizBj3fXlAbMLvnux8FGMa28n019HsDy4nv/ze9fYOIBCJyFsA3wLodfst/YCrQB7CCnRBCCCHkWGDl+/joYs43cHyVbwD4ly99Ir7yGQ9fejuhlzQ+jleUdh5KNmqsYtxTW5TazoPFxHdQEIV1bOdaPfafX/eY1XY+Hbhm+6CdfbuDPyEaIjhJkpztPPAq3w8cjBAFgv10Lvcs9Jj1ufa+6cq3n3autnNTSDvX45skSaOeb79f3d5WJ+3308C1w1F8VSSdA8uJ7x9Nb18B4DyAjwF4BIAPA/jfhce+ML390yX2RwghhBDSiMec28XTHnkGn/6Qa1Z9KBvPoKvK9zH1fAPAlzzlJtxydnfp7eTmfCf1q4Zt4i8AxInpNC3eD5QrCsgwkEbXLrNP29thKo6rbOdhIAvZzucHrqW95DXnbC9Clihuj78olCep+D6z08/Z+KsQ732n5yM/8i2znevdznZupvvldVzdKE5qhwYW7eyTeH7g2sGIle+5GGP+CHbW92VYS3kfNvn8pcaYSeHhr0xv37Ho/gghhBBCmnLd7gD/7eufhRuv2Vr1oWw8au1vW+MNjintvE1y4rvjqnMVURB4o8aSY0s7d33L6W3T/RYr38M4QT8MpizRStF2Xnd3TnyPyivfU2nnndjO08p3nCBO8mnjGtp33+XRXMu5Yivf9r/LzoerfPujxrw538WFi14auDZOr0EdiuI7njHmTgPXDofs+a6FMeY/AbgRwDNgk8yfYIz5C/8xItIH8DMAXg3g15bZHyGEEEIIOZn0O7adr6JvelHytvMEvRWkOEfeMcyqPrazr2nbud7VZMwY4KV2p73Wo0kyM+k7Szu3P1eJ9CKadl5V+c56vrP5222j+5wk2vOdD66ztvMhrtutJ761Wg/4Pd9e5Tt9zf6osVzPd2F7YSAYThIYU791oBi4ZvMGKtLO08C1g9EEO4Oro/K99BJDOmrsj2f8fgTg55fdDyGEEEIIObl0FriWCpRV9E0vigpCwFqKeyuofId+z3fHtvN+lBeN/m3ThYepUWOTZOYIKhWpxTnVc/eT2uHdqLGSnm8/7byLUWO6z3GclNrO4wR44GCEJ545XWt7fs932dxzPY/7W5FbHElM9pypwLVQnDNg0cC1WTPm+1GAy8PJVZV2fnW8SkIIIYQQ0ildB64dR893W6hwA6yluEvhW0UvCJz4niWAWtlXWdp5ur+mQXnZqLF64jsQW2Uts03PoxdKjcq3/bkL27mrfMfW3u5fIn0P3X/QxHaetTtk88mz3+8OIvz7V96Opz3yDO69NHSPM841UDi+QHBlbLuJa48amwpcq3Zd9Lw531dL5buVvwQi8hki8q9F5B0i8tci8lfpf/9/ReSpS2z3ZhH5ORH5hIgMReROEfkRETlT8/nXicjXiMj/EJEPisgVEbkgIv9HRL5aRCpfv4g8S0R+XUQeEJFDEfkLEflmEbk63hmEEEIIIQ1wtvOWRUp/HW3n4tnOk9XM+VbruzG2Z/fYRo0VAteaXjetvqpteRTPEd+BrXwXK8e1jjsI3KixssWJxJgsNbzjtHNTWDwIA1t1vnQ0qS2+BdOjxorn5IWffgNOn+rnRo2lTymZ8x00rnzreapb+R7FV9ec76VepYjsAPj3AL5C7yo85HMBfJuI/CKArzPGHDTY9i2w88LPAXgrbJjb0wF8E4AXi8izjTH3z9nMlwP4KdgRZ+8A8FEANwB4KYCfBfD5IvLlRr0W2b6/BMCvAjgC8Euw88m/CMAPA3h2ul1CCCGEEJKigWtt98ZmPd9rVPn2bOeTeHVzvgErfuLEYNDhuD1fmLlRY6mQmyWcy9DLrN/OR5PZYV8aTJaUjMqaRxQKjlR8h0Xbub2GLnCtg/eftiOMY4MkKdrOAzfj+9qaPd9arQcyEV71eQw9h0FVWF0vFG8Oer3rqO91P+1/0CuXnIMwwHB8daWdLyy+06rxWwE8D1Z0fxLA2wHclT7k5vR3DwXwcgDnRORFRaE7g5+EFd6vNcb8mLfffwvgWwD8AICvn7ON9wP4YgC/ZozGNgAi8l0A/gjAl8EK8V/1frcPu6AQA3iuMeaO9P7Xp6/vZSLycmPML9Z8HYQQQgghG09nlW/d7jr1fEs2omqyojnfoRfmNUkMTnW4AOBX9l3a+aK28+Kc7xo932qdbm47D3DpaARgenEnCGwvtFZwu7Gda9q52uaz34UBcE9qDa9d+fbaHUyFoFZcb31SHs5mjyGz5de2naeXalLDdt6PAlw8GsMYcM53DV4J4PkAJgBeC+BhxphXGGO+M/33CgAPB/D/SR/zfNiZ4HMRkUcDeBGAOwH8ROHXbwBwAOAVaeW9EmPM240x/8sX3un9nwLw0+mPzy087WUAzgL4RRXe6XOOAHxP+uM31HkdhBBCCCFXC1qd7KryXQzEOsno7GkAGK9ozreeLyu+j2/UmEs718C1hq89dOLb/jyc1/Md2GpvkjQLXNNjU5FYPM5ABAaeiO1yzneS2J7vQtq59mVfuzOotT17LvJzvqsWJALP3l/Z8x1mtvO6DgYNXHOLT3Ns55eObE/51VL5XuYvwVcBMAD+mTHmx4sCFwCMMYkx5icBvA62Ov7K4mMqeH56+7YS4XwJwLsAnALwzEUPHsA4vS3OJNd9/2bJc34fwCGAZ4lIvU8BIYQQQshVgNqa29aZvShfSV0HRCQbtRSvrucbAOLYdD5rPN/znd9/U/EtriLrVb5n2c7dnO9FKt/5HuvccSCd891p5TsLXCtW7oNAnO287qgxtcoDWc911WGr0De++C50EEe5yndN8S2Z40KPo7Ly7W3zaun5XubP45Nhrdn/vsZjfxZW5D6l5rZvS2/fX/H7D6S3j625vRwiEiFbCCiK7Mp9G2MmAD4Ma9d/9CL7JoQQQgjZRPSLdFeBa6sQsIvij7+ylb8V9HyHXlU16db6rtdIJLMuq95a1HaugnAYJxj0qqui4qWdN+/5zq5L8Th1ZnY8p3d6GSLnTkimbOdRkI2Kaxa4VrSdV/R8ew4DjVwrvsQoDLJRbAsGrs16//tj6Jh2Pp89AJfSOd8zSR9zCcBuzW1fk95eqPi93n+65vaK/CCAJwD4dWPMb7W5bxH5OhG5Q0TuuPfeexc8PEIIIYSQ9UIr313Zztep8h2mgWvjWC3Nx3/skTdveZIYZwfuZF9hPmQNsOI1kOaV72z+dM3Kd+DN+W74HvGPbTpwzQpYrcB3ErjmjxpLzFTlW/e7v9WrtT1JrfJAZjuvOm69W10D9r78Y3uBNH4PFwPXWPnOs8yn8D4A14jIuXkPTB9zGsC8dPK66BWsG97mH8trAXwbbHp6rR70Jvs2xvyMMeZ2Y8ztZ8+eXWDzhBBCCCHrxyBM085brnxnaefr0/MtoqLXdk+uYs632sy157t3DLbzovgNRJqL7+KosUnsZsiXkaWdL2c7nwpcS2dmx3OCy5YhP2oMUz3fAHDtTr/2ooIuGACoTDB3j/Vs51ngWv4xvmietQCSf469nbjKd3XeQJ+V70b8v7BC9I01Hvum9LHvqrltrS5fU/H7/cLjaiEirwHwowD+BsDzjDEPHNe+CSGEEEI2GZdK3nrl225vFYnhixKmwk2rhqsYk+b3fMdxdfWxDapaDoKgufgWyUQhUGPOt+v5bh645l+XMvFtTGafbntRyd/nuDTt3P5Q13IOpAsGaVpWVYK5/1gALim+7LH+tevVDFxzafXa8z3jvecvqrDyPZ+fgBXU/0RE/rOIPKb4ABF5jIj8AoB/AlspLiaXV/G+9Laqp/vW9LaqJ3wKEflmAD8O4K9ghfenmu477RV/FGz/+t/V3TchhBBCyKajAqltkaJf0NdpzremnU9iq4RWkXbu93yPO+751lC84iUKRRbo+ba3aoWuYzs3xj6+SmhWUZbS7pB0BnantvPiqDHPdu5VvusSiN/znd9O2WOBtOdbhXrhMeGMxYkq/HYHIO35rngP5CrfFN+zMca8E8CPwF6nrwTwPhG5U0TeJSL/R0Q+Aitk/0H6lB82xvxezc2/I719UTpP3CEiewCeDeAKgD+sszER+XYAPwzgPbDC+54ZD397evvikt99LmzK+ruNMcM6+yaEEEIIuRoIA8HDrt3Gw67dbnW769jzLSKIk8x6u4qqvS+C4o5D36ps5+ECle8sCKzpnO/FRo3ZW5kS7lbIZvb3TtPOkwRxkhfK+rvrdusPWNKQOMCv2Jc/Vq9V4qWdTweuZXcsGrg2q+fb3+Yp2s7nY4z5VtgZ3w/CivCHA/gsAM8C8LD0vgcAfKMx5nUNtvshAG8D8EgAryn8+k0AdgD8vDHmAABEpCcijxORW4rbEpHXwwas/QmAFxhj7puz+1+B7Wd/uYjc7m1nC8C/SH/8qbqvhRBCCCHkauH3Xvc8fOXTH97qNh96ehtbvQBnTtWvAK6aMEBqO19d5VsFzyS2FfguFy+0KlrcxyKBa+Jsy/bneeLbTztftOe7bGHC2s6zyncXaec6i30ca2Bcfv9AM9u5SJZcnvV8z7adJ17Pd/E19rwDqjvn2y36GK/yXbHw4zsarpbK99Kv0hjz4yLyswBeCOB2ABrAdg+AOwD8tjHmaIFN/1MA7wbwZhF5AYC/BfAMAM+DtZt/t/fYm9LffwRWsAMARORVAL4PdiTaHwB4bYkd5U5jzFu813NRRL4WVoS/U0R+EXYB4Ythx5D9CoBfWuD1EEIIIYRsNF0IlM+59Xr86etfuFY9odrzPVlh2nnPq6paAdTdMUhqLy9Wh8NA0I8WtZ3bczecV/kOBKNJslDgmgaelTkTdGZ2bLrrl8/mfCdTiwe6z2a2c3FV7KoEc7d91/OdPXbKdr5E5bvWnO8oG1G31VufQMVlaOWvWCqu/1f6rxWMMR9KK8/fB2sB/wIAnwTwZgBvqghLK/Ko9DYE8M0Vj/k9AG8p7Pt/ishzYAX+lwHYAvBBAN8K4M1GGyMIIYQQQkiniMhaCW9AbedZ5XsVSe2u8p2OGus6cb0XBlOLL1/4pIfiGY++ttF2/DnfSXrs83q+F53znVW+p58ookng3VjOAb8v3yAuLB7oPq/bXbTnW6vZ5Y8Vb5FDq+VTgWuBL77rnQPXNtAg7XynHzXu119XTvRfMmPMxwC8usbj7sT0Yg2MMW9EvTT2sm2+C1bwE0IIIYQQUhudPX1S5nzHHVe+gVR8F3bx/S95QuPtuJ5hYzBKFy8GM6qiNuHb9i03t51r5Xt6+9o/nSSmUsAui9q6J3Ey1bOu+2ycdl638h1kIrkqnM2fDV931FgxcK1O5ftU/+ro9wZqim8R+bmW9meMMV/d0rYIIYQQQgg5cdi0c2RzvldQ+XZV1UkyUwC1RS8MWqkQi9eLPJzY8zev8p0YLDhqLA1cK3mizsyOE9N55bss7VyP7dqd+oFr8Crf8+aTZz3f/liy/GN6LQSuzWp50Ou6MzjR9eBWqftK/xHsqLBF33n6XAOA4psQQgghhGwsGgLm5nyvpPJt96kCtuvqey+UVnr+Q2c7Nxilxz6oNee7eeVb+9HLKt9+z3cXM76BTGCPkwRJIe1cz2Uz27kgdZBn48PmjBqL66ad1wxcc/Pl07A6Y/IVdB9Wvqv5ebhLSQghhBBCCKkiTK3Qq5zzHTrxHac/d9/z3YZG9SuyajufFbimfc6L9Hyr+C2rzLrtJqaTIEEgX/mOC2nnqnub2c6zKrbeVlXtRcTra9c539W287ptC058p/36QPXik6t8r1mmwzLUeqXGmH/U8XEQQgghhBCyEVgrdCY+ViG+VVgejdX63n3lu41IYpd2nmSV73lp59mc70V7vsueZ19Pp2nnbhxc2vPtid0wEISBYH+rV3t7QZqyD2Sj2madE03l1+s2ZTvPBa7VrHxLJr7Vej635/sqmfENLDnnmxBCCCGEEJJHw7pc2vkqbOfpPo/G8bEcQ1uVb/Eq33XmpAeadp4sErimaedltnNbPY4X2G5dRARRIJiU2OYDEVy7029Uddf3HVDdx+1jLfuoDlxLz48uBNQhX/mevfDjp51fLVw9r5QQQgghhJBjQKt/rt96FYFrQUF8d1z57keBE3zLoIfp93zPDFxLLf4L2c5TcVnWD68zs5PEoEvjQhRa8R0X7O23nNttfD4FWa+3PneWeA+Cgu18qvKdBtI1WLgREQRSs/IdsuebEEIIIYQQsgQq1lR8r6LynfV8J+nP3S4ARIG0UiFWsRj7aefzbOdmscA1raiXicMgSCvfpru0c8AK3HHJqLFvf/HjGm/Limn730lFiFru8WlYnfF+9skWJ5q9d/SauJ7veZXvqyjtnLZzQgghhBBCWkSt06NjShovQwWT6/k+Btt5G73Rrufbs53PqnzbOd9Ie6ab7WvenG8DdBq4Zvct6aix5e3tuZ7vOYFr2eOrLeoqmuvO+FZ0zn2SzK6+X42Vb4pvQgghhBBCWqSYNL6KOd96DEeT47Odt1L59uZ81wtcy9LOF+35LlscEWTb7XJGehQGmCTJQnPKi+R7vrP7qtC+dlPxWF2UaFz5Fmuln1f5HvSuvsr31fNKCSGEEEIIOQZcz3dada47I7lN3JzvsdrOuxXfL37Cjbh8NFl6OyqgjTEYpXPSZ48ay+Z8zxKaZWSjxsrnfNu089nV42XpBYJxnPZ8L135zqrY2vs903YeaNp5+WP1PdSLmh1XkCbQZz3f5dfvVD/CD3/Fk/GsW65vtP11huKbEEIIIYSQFlENpXOqex0L3zK0aqmV767Hnf3DZzyile24yndSP+08q3w321eWdj57zneH2ttWvuMEpgXbuQ1cs/+twnfeqDFduLDPr+j5bujciFLxPa/yDQBf+tSbG2173aHtnBBCCCGEkBYJC1Xnsp7i4zoGTTvvuvLdFqoVE2Pc4sVM27mGhi0RuFbWD6/903HSte1cME7T2pftTghEoPFpWeBa9bGrTV2fM135XtB2ngauxcnxuC7WCYpvQgghhBBCWmSq53sVc74Laedd93y3RdbznR37zFFjnsW56UuM5gWuGZu63tWcb8BWlSdx0sp+NHwO8GznM9ReGCANRrM/T/V8L2g718C1OpXvqw2Kb0IIIYQQQlpERcxK53yHWn3XBYD1+NqvpyoxxtnOB3N6vk2a2N2059sFrpWIQxF4c767TztvxXbu9Xy7Od9z086r53wvHbgWz57zfTWyHp9CQgghhBBC1gQXuLbSyndh1NiaCKCytPNZ4i8MbHXaLBCMls35Lgtc8+Z8dym+A892vuRudCECqGc7D8Taw/2fc8e24JzvIK18a9/5Kt7/JxWKb0IIIYQQQlpEtcpwhcJXd6kLAOtSffRt53VGjWVp5817pp2tek7Pd5e2cw1cW2RUWpGyyvesTQYBnGsAAIoPXXTOd5T2fE/mpJ1fjfBMEEIIIYQQ0iJqfx7FCXqhNLZDt3UMvVAy6/uaVB91jcB4tvOZ4juXdt6w8h1VB65pGFnnc74DaztPEvtalsEGrlmSmmnn/pzvokbOAteajxqb+JXvNVn4OQ4ovgkhhBBCCGkRf8532QzpYzuOQLy08/X42l9mO58l3vxxWY17vmfO+dae747nfIcBJknSiu08X/m2982c8+25Buzz27Gdh6KBa0w7L7Ien0JCCCGEEELWBBUbozhZab9rFATr2/OdAMM4QT8KZopqW/lG63O+beCa7fnuct0iCm2VuA3beZBW64FMhM8SvkGgYXX25yrbeW+G86CMkJXvSii+CSGEEEIIaRHVUEfjuHHVsE3CQFYa+rYIuTnfkwSDOedPq9KL9GbPGjXmksC77vkOAoxjg7gV23k2YswJ6pmBa0gFcrlFXd+7ZWnwsyiOGmPlO4PimxBCCCGEkBbJ5nwnK6369UJZv8p3kNnOx3Eyt+qqunkSN69898PqnmatIneddt4LBZM4gWnFdi6u4l1ne9moMX1+/vf6upsuIGngWhxr5ZuSU+GZIIQQQgghpEW0GjuaJCuvfK9fz7e91bTzeUnbWtkdJ0njnu/I2c6n96H9051XvsOgRds5XHhaHSeAim8XuDZV+V7Mdh4Etpecle9p1uNTSAghhBBCyJqgInA4iVfe8z2sEVp2ktCFC7Wdz0o6BzJht0jl2/V8l6WdQ4DjqHwHgnGcIDGzk8nrILme7/nbCwK4fnn7/PzvdcGm6agxDcHjnO9pKL4JIYQQQghpEd92vsrKty961kUAiRPfwDg288W3qPhOmo8a057vEnEdpJXvOFleFM8iCnXUWFuVb892PuetlyXF65zvQtr5jDnoM7frKt9MOy9C8U0IIYQQQkiLqNYYrbjn2xc96yKA/DnfdRYvtEd83HbgmqaoJwZdrp9ELY4aC7ye7zo2dtcjXjGWzAWuNa18B4XK95q8944Dim9CCCGEEEJaJDgplW9P9PTWpudbR40ZjOIatvP0JcaJmbJNz2OQbrtsH9rzfTy2cxt6tmzauT1m+991bOdhkA9cK+5/0cC1MA1cY8/3NNGqD4AQQgghhJBNQq3Qw/Hqe76VcE1s54FvO68zakwr3wvYzq/fHeCHvvzJeP7jzpUehwGOJ3AtTuw88RZ6vtV2XmcxIhA7Tz2znedRu/m8BZAi05Xv9Vj4OQ4ovgkhhBBCCGmRQLzK9wqFR67ne02qj5KersTYyvdWr57tfJHANQD4ss+8ufw4YK3vSceV7ygQjBPTyqixQMQll5saYt6lnac/F9PiB1GIMBDs9MNGx6G95Kx8T0PxTQghhBBCSIuo3p4kZqWVb1/0rEv1Mat827Tz/a3ZckUfP0maV77nbVfnfHcfuGbHpLURuJb1fE/3cE8/Xly/OTCddr7dD/Ffv/aZ+PSH7jc6Dlf5jhm4VoTimxBCCCGEkBYJPRVTFuZ1XPhV93WpfIe+7bxWz7fazk3jOd+zUCGbdJ12HgS257q1wDX733Uq9mEgGMXwAtemH//0R13b+DiytHNWvousxxIYIYQQQggha4IfXNU/AZVvkeXDvI4L1X9a+a6bdg7Mr/Q2Ow5r4Y47Tjv3x3i1E7iWVb7nLUaIIDdqrK3zF6SBa7rddVn4OQ4ovgkhhBBCCGkRv4K4Sru3Wt7XJekcyM6dMbZnfm7l2/t127ZzwLYOdNrz7b2ApQPXUOz5nv34MJC0rz17fhtEgSBh5buU9fkkEkIIIYQQsgbkeq1XmnZu971O4kcPVUeNDeaIb1+wtrnGoJttu5e8SNRi5T4Q5NLO6wSuxca457T1MkMRTBKDOGbluwjFNyGEEEIIIS3ia41VzvkOUzW6TuInKPZ81xw1Bsy3WTc7Dns7iTue8+1XvpfcT77ne34lPRBJR43Zn1sT36x8V0LxTQghhBBCSIvkbeerr3yvsvreFD11cd2eb2mvcpw/jsXnhzfBvzZLp50HWc+3MWauEyBLR9ee73ZeZxikle/Ust/mosi6Q/FNCCGEEEJIi+Rt5yusfIdqO1+fr/wiAknt06MaPd958d1+z3fccc+334+/7G6kkHZed853MiPtfBGCwG636375dWR9PomEEEIIIYSsAb6I6a2w6tzTyveaCSDtGZ4kpkbgWjfiO+v57jpwrb3jT6PqANSznetIsKo534sS6ZzvJFm7917XUHwTQgghhBDSIn6x+0T0fK+R7RywonE4TgDMP3/+r9t0N/uasUvXdJtp537Pd2zM3OO2DgO4hPTWRo15iyesfOeh+CaEEEIIIaRFcj3fJyDtfN2qjyLA0SQGgGZp5x3YzgFbie+KXq5yv9y2sh5uHTVWo/LtzeNGS6PGNHAtTszavfe6huKbEEIIIYSQFsnZzk/AnO91qz76le9mtvP2jsEPCTu2Od9L7kfEil4ASJL5iwba8539vNTuHVEq6m3lm3LTh2eDEEIIIYSQFjlpc75XaX1fhMCrfDdLO29/1Fjb2y0StdizHog4C3lSw3aejRprN+080J7vmJXvIuv1SSSEEEIIIeSE41cwT0LP93pWvq34njfn2xeMbY608re0NoFronFrded8W+GdJNnz20AD19jzPQ3FNyGEEEIIIS3i641VVv40aX3dqo8iwNGKbef+Akqn4rvFUWN+z3dSY853mI4EU8HeWuU7DX6bJMnahf11DcU3IYQQQgghLRLmAtdWWfmWlR/DIoSB4Ghcz3bu/7rdUWPd2NmL9FqsfPs93HXmfIsIYs923tbL1PfdaJKw8l1gvT6JhBBCCCGEnHD8qmn/BPR8r5sACkQWTDtv8xiy/+5y7aL1wDXX8z3fhh8GNhXdOPHdXto5YMX3urkuuobimxBCCCGEkBYJTkjlW/e9bgJIFkw7b7Pnu6sgtyJRi7b5QOCEtDEG89Z9ArGp5G3P+dZrMpwkTDsvwLNBCCGEEEJIi+Rs5ysUvuHaVr6ztPN54rsrkexvqVvbud/z3ULgmpd2Pj9wzY4m02q5tDXnW1j5roLimxBCCCGEkBbxi32rTDtf31Fj4gLXmo0aa/cYlGNLO19yP7me76RO2rm1qWvkWuuV75g930XW65NICCGEEELICSdvO2fluymBwAWuzRs1lks7b/F1+rq1ze0W6bWYdu73fMe15nyno8a08t1yz/dwHK/de69rKL4JIYQQQghpEV9wRCvsee1dFT3f/vPaO4Zc5bvLnu9W087trYaozdtemM7jNl2lnbPyPQXFNyGEEEIIIS3ii57eCah8r+OosVGciu9GtvNuKt/dpp23GbhmN5AY+2+e8BURGAMvcK3tyjd7vous1yeREEIIIYSQE46vN05Cz/e6CSD/cJuknXfV891p4FrQYuBaemuMQVLDdh4G1p7u5nwvtXdvu8LKdxUU34QQQgghhLRIzna+yjnfqfBfNwHki9CVpZ3nKt9rYjsP8pXveoFrprPKN9POp6H4JoQQQgghpEVExIm3k1D5XqX1fREk5xyYIyCPYc53p+Lbr3wv+VbRQ06MQZKYuU6AILWdu8p3S29VX3xzznceng1CCCGEEEJaRsUb53w3p0nlO8xVvrs5hi5t5+0Grtnnq6CuU/kGgDhp13YeeIFrrHznofgmhBBCCCGkZVQUrrLyrVXjVSauL0JOfM8LXPN+3ZXtvFPxHbQpvu2tjg+bNyJNT+0k0Tnf7bxOfU1xYhCumeuia9brk0gIIYQQQsgaoKJwtXO+13PUmIrGfhjMtZJ3V/n29tGhYhIRd32WD1xLK99AOmps/r4BYBK3K75zc+7X7L3XNRTfhBBCCCGEtExmO199z/e6VR9Vr9XpVQ876vmWY7KdA9kCzbI6NdfzXXPONwDESZJ7/rL4gnvdWh66huKbEEIIIYSQltGK7DzbdJdEzna+XgJIReO8fm8gb61uUyQfV+AakI0bm2cTn4fr+U6s5Xt+z7e9Vdt5W6cvl/a/Zu+9rqH4JoQQQgghpGVUyKzWdr766vsiqF6rJb6PwXa+rCieR1b5bq/n25j5Yno6cK0l23mu8r1e772u4dkghBBCCCGkZZzwXeWc7zXt+VbLd52wurAje3huznfntvO08r3kbrI53/Vs5/r7LHBtuf0rESvflVB8E0IIIYQQ0jIqvnur7PkO17vnu57tPPvvNjWyHKvtPK18L7kffbYBkJj5x531fHcXuMae7zwU34QQQgghhLSMirfVVr5XvwCwCEGDfvmuKt/HNecb8CvfS4pvyVe+59vO7e2k5cA19nxXs16fREIIIYQQQtaAkzDnW0XQulUf3aixGpVv/7W1ucaQHzW2HmnnLnDNAEmNwDUp9ny3pL7987VurouuOdHiW0RuFpGfE5FPiMhQRO4UkR8RkTMNtvEyEfkxEfkDEbkoIkZEfmHOcwYi8hoR+SMRuU9ELovI34rIm0XkEcu/MkIIIYQQsslkYWcnoOd7zQSQs53XWLgQEVex7a7y3dpmS3Fp5y0GriVm/nHre3QSz6+SN4GV72qiVR9AFSJyC4B3AzgH4K0A3gvg6QC+CcCLReTZxpj7a2zqewA8GcBlAHcBeNyc/UYAfhfAs9N9/lcAQwBPA/CNAF4pIs8yxvzNIq+LEEIIIYRsPiL23yqrztmosRNdb5uiyagxfXxsTLtzvv3tr03audrOUTNwzd7WGUvWhPyc7/V673XNST4bPwkrvF9rjHmJMeY7jDHPB/DDAG4D8AM1t/MtAB4LYB/AN9R4/JfCCu/fBfB4Y8w3GmNeZ4x5DoDvA3ANgNc1eymEEEIIIeRqIgwEvSBoVRA2JToB1fdFaCq+1eLf5svMBa513fPtAteW3FB6mEYr33NOiJ923u6YNla+qziR4ltEHg3gRQDuBPAThV+/AcABgFeIyM68bRlj3mGM+YAxxtTc/aPT218zxiSF3701vT1bc1uEEEIIIeQqJBRZud37ptPbePnTHobPuuW6lR5HU1S71e2XV9Haru08++/ue77bsp1nPd/GzBfU/pzvtmZ8A4Web4rvHCdSfAN4fnr7tqIANsZcAvAuAKcAPLODff91evv5IlI8P1+Y3v5OB/slhBBCCCEbgsjqq35RGOAHv+xJeNi1p1Z6HE05CZVvv2rcedq5Vr5b7fmebyV3Pd9Jwp7vY+Kk9nzflt6+v+L3H4CtjD8W1h7eJr8G4L8DeCmAvxSR3wEwAvCZAD4bwI8B+PGW90kIIYQQQjaIMJCVJp2vM6rXBrUr3/YJXfV8dz7n21W+l9uO3/Ndp49bfz2J2+35ZuW7mpMqvq9Jby9U/F7vP932jo0xRkReBuB7AbwewKd7v/5dAP/FGBNXPV9Evg7A1wHAwx/+8LYPjxBCCCGErAHBCbCdrysq2OouXoQtVY59cj3fHa+htBW4Jl7l25j5c7uzynfLaedC8V3Fui7H6VWs28ddf8MiWwB+CTZU7TUAHgK7GPAFAB4B4PdF5Euqnm+M+RljzO3GmNvPnmVrOCGEEELI1UggsnYp4ycFaWg7D7qwnYv/313bztvp+Rav5zsxZm5QnN/z3Wrl21t0ou08z0n9i6CV7Wsqfr9feFybfAeALwfw3caYf2eM+ZQx5qIx5jcAvAxAD8CPdrBfQgghhBCyIYSB1BaPJI+b891YfHcz57t723k7aed6mM3TzpMW49aKlW9+BnxO6tl4X3r72Irf35reVvWEL4OGqr2j+AtjzJ8DeADAI0RkvWIjCSGEEELIsREEwqrfgqgorG87t7dtFqh98d155bvltHOd8z1vc/6cbwauHQ8nVXyr8H1RMXFcRPZg53BfAfCHHex7kN5OecZFZICs6j7qYN+EEEIIIWQDCCQTVaQZi6edt9nz7R1P15Xvlaedm1ZfIwPXqjmRfxGMMR8C8DYAj4Ttu/Z5E4AdAD9vjDkAABHpicjjROSWFnb/B+ntd6Vi2+eNsCF1f5yOPCOEEEIIIWSKUMTZiUkzVDMO6trOOwlcy/57Xu/0skQt2c7FVb5T23mjOd/t4Z8vhg7mOalp5wDwTwG8G8CbReQFAP4WwDMAPA/Wbv7d3mNvSn//EVjB7hCRlwB4SfrjjentZ4nIW9L/vs8Y8zrvKT8A4IsAvADAe0XkN2Gr7M8G8PT0v79p2RdHCCGEEEI2lyAQRIbCYxFc5btx2nn7xwAsL4rn0Zbt3CVSp7bzlY0aC1n5ruLEim9jzIdE5HYA3wfgxbBp458E8GYAbzLGPFBzU08B8KrCfY9O/wFWsDvxbYz5uIh8BoBvB/D3ALwa1iHwSQBvAfCvjDHvXeAlEUIIIYSQq4RzewMkpvXBPFcF2aixesJNK61tzvnOBa51XPluz3aeVb6Nmb89Pc+t93z7lW+K7xwnVnwDgDHmY7Did97j7gTK3RLGmDfC2sWb7PdeWEH+unmPJYQQQgghpMi/+fInr/oQ1hbVbv0obPT4rkaNdV29zSrfy21HK/RxYtLtNUg7b3PhwnMKMO08z4kW34QQQgghhKwjW716wpFM0zhwTSvHLYrk4wxci1o6fnFiWsX37Mfn53wvtesc/nx7Vr7zcCmCEEIIIYQQcmJQvVbXdp7N+W7vGOQYbecucK0l2/kkTsX33Dnf9naSGEiLkWvH6RpYNyi+CSGEEEIIIScGFZF1085V4HXW89155bsd27k+XbMG5p0Ov+e77YUL3TYr33kovgkhhBBCCCEnBlnUdt6q+PaPp7XNlqKvs7XKd2o7n1ex923qbS5c+Ptm5TsPe74JIYQQQgghJ4bMdl5zzncXtnPPht217fxLnvJQnD7VWzonQF9/nCTpzw3SzltWhUEAIOac7yKsfBNCCCGEEEJODCoK6875VtHZZuXb31TX1dubz5zCP3zGI5bejhR6vuedDn1Z4zhp9dwBmZWeaed5eDYIIYQQQgghJ4ZF087b1I+Bt822LdldkVW+m40aa3vOt38s7PnOQ/FNCCGEEEIIOTHIwrbz9nu+u7act8mio8YmiWm98q0LIuz5zkPxTQghhBBCCDkxLJp23q74bn92eNcUK9/zhG+u57vll6l2c1a+81B8E0IIIYQQQk4Mqteap523dwy6qXWufM+zy/tive1XqaYFVr7zUHwTQgghhBBCTgxNe7718W32Zuu21kk8Nk07989XV4FrEQPXcvBsEEIIIYQQQk4MKgrr93znb9ugi212TXHO97xj9xcWWg9cC/K3xMLTQQghhBBCCDkxqOZubju/2nu+sx5u/+fqx08/ty3Urs/Kdx6eDUIIIYQQQsiJwdnOV5p2ntrO16rn297Wn/PtV76Zdn4cUHwTQgghhBBCTgy9MEAYSG3x3cWcb00gW6fKt77+umnn/mtrP3BNK9/rc/6Og2jVB0AIIYQQQgghysuf9jA8/qH7tYWvPq5NobyOc76ne77njBrzA9daLsk650C4PufvOKD4JoQQQgghhJwYzu1v4QX7W7UfHzrbeXvHEKxl2rn2fNu08/m28+y/peXadxSy8l0GbeeEEEIIIYSQtSVLJu8icK21TXaOnoe6lW/fKdC2Rg7XcPHiOFijtxMhhBBCCCGE5Ak66PmWNbSdF3u+56eddx+4xrTzPDwbhBBCCCGEkLUl7CDtXDe1XoFr+Z7veXl1YU58t3ss2fi3dre77lB8E0IIIYQQQtaWLud8r1Pluzjne141Wzwl2Pac70AEUSCtV9TXHYpvQgghhBBCyNoSdFBl7WJ2eNe4nu94gbTzll9mFAr7vUug+CaEEEIIIYSsLSoi26yyBmtoOy+mnc879FzPd8tp51r5JnkovgkhhBBCCCFrSxf9xeLSutvb5nFRN+3c/3UXPd+sfE+zhm8nQgghhBBCCLG4cLSWFaTImvV8B8We79mP98Vx2y8zCgTROq5cdAzPCCGEEEIIIWRt6SLtXLe3XrZze5ulndcfNdbFuWPlexqKb0IIIYQQQsjaEnYw5xuwYnatKt+FtPP5c76nn9sWUcie7zIovgkhhBBCCCFrS9DBqDHA9n2vU+VbCpXveadDRNxj2l+4YOW7DIpvQgghhBBCyNqS2c7b3a5gvSrfmliepZ3PP/YukuIB4Ib9LZzbG7S6zU0gWvUBEEIIIYQQQsiidFX5XrfqbdM539ljTMuDxoB//uLb3HGQDIpvQgghhBBCyNry/Medw+Fw0knP9xoVvqd6vuuEjQcBgLh918AgCjGg0pyCp4QQQgghhBCytjzlYafxlIedbn2761f5tsea9XzXrXy37xog5bDnmxBCCCGEEEIKrNucb0mVXd20c8Dv+e7ssIgHxTchhBBCCCGEFFi7tPP0duIC12o8x6Wdr8/rXGcovgkhhBBCCCGkwKbP+QayGelrtMaw1lB8E0IIIYQQQkiBde/5rp92no0pI91C8U0IIYQQQgghBdbOdp4eqqt810o7l9qPJcvD00wIIYQQQgghBWzg2qqPoj6u8t1ozre9ZeX7eKD4JoQQQgghhJACgWC9K981Dj1g2vmxQvFNCCGEEEIIIQUGUYhBFK76MGqT9XzbtHPO+T55RKs+AEIIIYQQQgg5afzIy5+Cs7uDVR9GbYKpyncN8Z2WYqm9jweKb0IIIYQQQggp8BkPP7PqQ2iEFNLO64xJC1n5PlZoOyeEEEIIIYSQDSAQIEnFdx09nY0aI8cBxTchhBBCCCGEbAAigrEbNVbHdq6Ba5TfxwHFNyGEEEIIIYRsAIE0TTvP35JuofgmhBBCCCGEkA1ARDCJbdp5vTnfHDV2nFB8E0IIIYQQQsgGkK98c9TYSYPimxBCCCGEEEI2gEAEsalvOw8DVr6PE4pvQgghhBBCCNkABMAkblL5Tp9H9X0sUHwTQgghhBBCyAYQiLg537XEd6C2804Pi6RQfBNCCCGEEELIBuDrbamh9LI531TfxwHFNyGEEEIIIYRsAP5s77CB7ZyV7+OB4psQQgghhBBCNgDfat5s1BjV93FA8U0IIYQQQgghG4Avoevoac75Pl4ovgkhhBBCCCFkA5CGle8w4Jzv44TimxBCCCGEEEI2AL93u04ft2puSu/jgeKbEEIIIYQQQjaApj3frvLNxLVjgeKbEEIIIYQQQjaAXOW7hqBmz/fxQvFNCCGEEEIIIRuA9nzXLWRzzvfxQvFNCCGEEEIIIRuAuLnd9cQ053wfLxTfhBBCCCGEELIBBNIsvVx7vmk7Px4ovgkhhBBCCCFkA9AKdl0x3VSsk+Wg+CaEEEIIIYSQDUBFdFjTRx64yjfF93FA8U0IIYQQQgghm8CCPd+U3sfDiRbfInKziPyciHxCRIYicqeI/IiInGmwjZeJyI+JyB+IyEURMSLyCzWeJyLyKhF5p4g8ICJXROTDIvLLIvLY5V4ZIYQQQgghhLRL09FhtJ0fL9GqD6AKEbkFwLsBnAPwVgDvBfB0AN8E4MUi8mxjzP01NvU9AJ4M4DKAuwA8rsa+twD8NwBfCOB9AP4LgEsAHgrgcwA8FsD7G74kQgghhBBCCOmMoHHlu9loMrIcJ1Z8A/hJWOH9WmPMj+mdIvJvAXwLgB8A8PU1tvMtsKL7gwCeA+AdNZ7zQ7DC+18C+B5jTOL/UkR6dV4AIYQQQgghhBwXTcV004A2shwn0nYuIo8G8CIAdwL4icKv3wDgAMArRGRn3raMMe8wxnzAGGNq7vsWWFH/xwC+uyi8022O62yLEEIIIYQQQo4LaRi4FjJw7Vg5keIbwPPT27cVxa8x5hKAdwE4BeCZHez7H8Cel/8EYF9EvkpEvlNEvk5EHtPB/gghhBBCCCFkaVRC1xXT0rBHnCzHSbWd35beVvVVfwC2Mv5YAL/b8r6flt5eA+BDAK7zfmdE5KdgrfBxy/slhBBCCCGEkIUJ0tJqXdt56B5P9X0cnNTK9zXp7YWK3+v9pzvY97n09vsA3AHgiQD2ALwAVoz/UwCvr3pyWiG/Q0TuuPfeezs4PEIIIYQQQgiZpml6OQPXjpeTKr7noW+PWn3cDQnT208C+FJjzF8ZYy4bY94O4GUAEgDfKiL9sicbY37GGHO7Meb2s2fPdnB4hBBCCCGEEDKNLCi+hZO+j4WTKr61sn1Nxe/3C49rkwfT2980xlzxf2GM+XMAH4athH9aB/smhBBCCCGEkIVoml7edC44WY6TKr7fl94+tuL3t6a3Xcza1n2fr/i9ivPtDvZNCCGEEEIIIQuhGrp+2nn6PKrvY+Gkim+dxf0iEckdo4jsAXg2gCsA/rCDfWuA2xOKvxCRATLhf2cH+yaEEEIIIYSQhWDP98nmRIpvY8yHALwNwCMBvKbw6zcB2AHw88aYAwAQkZ6IPC6d0b0svwHg7wB8noi8sPC718Na4X/PGPOpFvZFCCGEEEIIIa3Q1EYeBM3EOlmOkzpqDLCp4u8G8GYReQGAvwXwDADPg7Wbf7f32JvS338EVrA7ROQlAF6S/nhjevtZIvKW9L/vM8a8Th9vjBmJyKtgxf9viMj/SLf7NACfC+BeAF/XxgskhBBCCCGEkLZQDV2/8p1/HumWEyu+jTEfEpHbYUd+vRjAF8AmkL8ZwJuMMQ/U3NRTALyqcN+j03+AFdav839pjPk/6b7fACv2TwO4G8DPAPh+Y8xdTV8PIYQQQgghhHRJUxt56CrlVN/HwYkV3wBgjPkYgFfXeNydQHk+vjHmjQDeuMC+/wbAVzR9HiGEEEIIIYSsgiBtKq5b+Rb2fB8rJ7LnmxBCCCGEEEJIM3ReN+d8n0wovgkhhBBCCCFkA3A93zVVXugq5d0cD8lD8U0IIYQQQgghG0DTUWPSMB2dLAfFNyGEEEIIIYRsAFl6eT01HQYMXDtOKL4JIYQQQgghZAPQindYd853w9FkZDkovgkhhBBCCCFkA2g+51sD18hxQPFNCCGEEEIIIRuANOz5dj3iVIXHAk8zIYQQQgghhGwAWc93vce7nm/Wvo8Fim9CCCGEEEII2QCapp03FetkOSi+CSGEEEIIIWQDaGojD4JmYp0sB8U3IYQQQgghhGwCiwauUXsfCxTfhBBCCCGEELIBNLWdhw0fT5aD4psQQgghhBBCNoBsbne9x6vmpvQ+Hii+CSGEEEIIIWQDaB64prZzyu/jgOKbEEIIIYQQQjYAV8muazt3gWtdHRHxofgmhBBCCCGEkA1A53WHNVVeU7FOloPimxBCCCGEEEI2gKBh2jkr38cLxTchhBBCCCGEbACL9nwz7fx4oPgmhBBCCCGEkA0gSNVdXS0dMO78WKH4JoQQQgghhJANQBpXvvWW6vs4oPgmhBBCCCGEkA1AJXRYs4lbH0fpfTxQfBNCCCGEEELIBpDN7W72eFa+jweKb0IIIYQQQgjZAJrayAOmnR8rFN+EEEIIIYQQsgFkPd/1Hu8eR/F9LFB8E0IIIYQQQsgG0NRG3guD3C3pFp5lQgghhBBCCNkA3OSwmuL79kecwQ986RPw1Ied7u6giCNa9QEQQgghhBBCCFketZHXLWRHYYB/+IxHdHdAJAcr34QQQgghhBCyATC9/GRD8U0IIYQQQgghG4BQfJ9oKL4JIYQQQgghZAMIXM/3ao+DlEPxTQghhBBCCCEbgDSc802OF4pvQgghhBBCCNkAVHSHdQd9k2OF4psQQgghhBBCNgDt+Wbh+2RC8U0IIYQQQgghG0BA2/mJhuKbEEIIIYQQQjaAbNTYig+ElELxTQghhBBCCCEbgGpuVr5PJhTfhBBCCCGEELIBBIH2fFN8n0QovgkhhBBCCCFkA1DNHVJ8n0govgkhhBBCCCFkA2DP98mG4psQQgghhBBCNgCXdk71fSKh+CaEEEIIIYSQDUDAOd8nGYpvQgghhBBCCNkAhHO+TzQU34QQQgghhBCyAajoZuDayYTimxBCCCGEEEI2AG31pvY+mVB8E0IIIYQQQsgGoEFrtJ2fTCi+CSGEEEIIIWQDUMnNsPOTCcU3IYQQQgghhGwAonO+qb5PJBTfhBBCCCGEELIBqN2ctvOTCcU3IYQQQgghhGwAAUeNnWgovgkhhBBCCCFkA8gq3ys+EFIKxTchhBBCCCGEbAKsfJ9oKL4JIYQQQgghZANQ0U3tfTKh+CaEEEIIIYSQDYA93ycbim9CCCGEEEII2QBUdIds+j6RUHwTQgghhBBCyAagBW8Wvk8mFN+EEEIIIYQQsgEI53yfaCi+CSGEEEIIIWQDYM/3yYbimxBCCCGEEEI2AM75PtlQfBNCCCGEEELIBuAq31TfJxKKb0IIIYQQQgjZANjzfbKh+CaEEEIIIYSQDYC285MNxTchhBBCCCGEbACquVn5PplQfBNCCCGEEELIBhCk6o7a+2RC8U0IIYQQQgghG4D2fIf0nZ9ITrT4FpGbReTnROQTIjIUkTtF5EdE5EyDbbxMRH5MRP5ARC6KiBGRX2h4HP8hfZ4Rkcc0fyWEEEIIIYQQ0i0BA9dONNGqD6AKEbkFwLsBnAPwVgDvBfB0AN8E4MUi8mxjzP01NvU9AJ4M4DKAuwA8ruFxfBGAf5w+f7fJcwkhhBBCCCHkuNCCN7X3yeQkV75/ElZ4v9YY8xJjzHcYY54P4IcB3AbgB2pu51sAPBbAPoBvaHIAInIWwL8H8EsA/qTJcwkhhBBCCCHkOBGw8n2SOZHiW0QeDeBFAO4E8BOFX78BwAGAV4jIzrxtGWPeYYz5gDHGLHAoP5PevmaB5xJCCCGEEELIsfG4h+zhOY89i9tu2Fv1oZASTqT4BvD89PZtxpjE/4Ux5hKAdwE4BeCZXR2AiPwjAC8B8PU17e2EEEIIIYQQsjKu3x3gP/3jp+PMTn/Vh0JKOKni+7b09v0Vv/9AevvYLnYuIo8A8KMAfsEY8z+72AchhBBCCCGEkKuHkyq+r0lvL1T8Xu8/3faORSQA8J9gA9Zeu8Dzv05E7hCRO+699962D48QQgghhBBCyBpyUsX3PDRBYJE+7nl8C4DnAPhaY8yDTZ9sjPkZY8ztxpjbz5492/7REUIIIYQQQghZO06q+NbK9jUVv98vPK4VRORW2BT1/2iM+fU2t00IIYQQQggh5OrlpIrv96W3VT3dt6a3VT3hi/J4AAMArxYR4/+DrYYDwAfS+17S8r4JIYQQQgghhGwo0aoPoIJ3pLcvEpHATzwXkT0AzwZwBcAftrzfOwH8h4rf/T0ANwL4bwAupo8lhBBCCCGEEELmciLFtzHmQyLyNthZ368B8GPer98EYAfAvzPGHACAiPQA3AJgbIz50BL7fQ+Aryn7nYi8E1Z8f5cx5oOL7oMQQgghhBBCyNXHiRTfKf8UwLsBvFlEXgDgbwE8A8DzYO3m3+099qb09x8B8Eh/I6k9/CXpjzemt58lIm9J//s+Y8zrWj96QgghhBBCCCEk5cSK77T6fTuA7wPwYgBfAOCTAN4M4E3GmAdqbuopAF5VuO/R6T/ACnaKb0IIIYQQQgghnSHGdDGtiwDA7bffbu64445VHwYhhBBCCCGEkA4QkT8xxtxe57EnNe2cEEIIIYQQQgjZGCi+CSGEEEIIIYSQjqH4JoQQQgghhBBCOobimxBCCCGEEEII6RiKb0IIIYQQQgghpGMovgkhhBBCCCGEkI6h+CaEEEIIIYQQQjqG4psQQgghhBBCCOkYim9CCCGEEEIIIaRjKL4JIYQQQgghhJCOofgmhBBCCCGEEEI6huKbEEIIIYQQQgjpGIpvQgghhBBCCCGkY8QYs+pj2FhE5F4AH1n1cZRwPYD7Vn0QpDN4fTcbXt/Nhtd3s+H13Wx4fTcbXt/NZpnr+whjzNk6D6T4vgoRkTuMMbev+jhIN/D6bja8vpsNr+9mw+u72fD6bja8vpvNcV1f2s4JIYQQQgghhJCOofgmhBBCCCGEEEI6huL76uRnVn0ApFN4fTcbXt/Nhtd3s+H13Wx4fTcbXt/N5liuL3u+CSGEEEIIIYSQjmHlmxBCCCGEEEII6RiKb0IIIYQQQgghpGMovq8SRORmEfk5EfmEiAxF5E4R+RERObPqYyP1SK+Zqfj3qYrnPEtEfl1EHhCRQxH5CxH5ZhEJj/v4CSAiLxORHxORPxCRi+m1+4U5z2l8DUXkVSLyRyJyWUQuiMg7ReQL239FxKfJ9RWRR874PBsR+cUZ++H1XQEicp2IfI2I/A8R+aCIXEnP//8Rka8WkdLvVPwMrwdNry8/w+uHiPwrEfldEflYen0fEJE/E5E3iMh1Fc/h53dNaHJ9V/n5Zc/3VYCI3ALg3QDOAXgrgPcCeDqA5wF4H4BnG2PuX90RkjqIyJ0ATgP4kZJfXzbG/JvC478EwK8COALwSwAeAPBFAG4D8CvGmC/v8HBJCSLyHgBPBnAZwF0AHgfg/zHGfFXF4xtfQxH5NwC+Ld3+rwDoA3g5gGsBfKMx5sfbfVVEaXJ9ReSRAD4M4M8B/M+Szf2VMeZXSp7H67siROTrAfwUgE8CeAeAjwK4AcBLAVwD+1n9cuN9seJneH1oen35GV4/RGQE4E8B/A2AewDsAHgmgNsBfALAM40xH/Mez8/vGtHk+q7082uM4b8N/wfgtwCY9E3h3/9v0/t/etXHyH+1ruOdAO6s+dj99A/PEMDt3v1bsAsxBsDLV/2arrZ/sAtetwIQAM9Nr8MvtHUNATwrvf+DAM549z8SwP2wXyAeuerzsKn/Gl7fR6a/f0uD7fP6rvb6Ph/2i3dQuP9GWKFmAHyZdz8/w2v0b4Hry8/wmv0DsFVx/w+k1+Unvfv4+V2zfw2v78o+v7Sdbzgi8mgAL4IVbj9R+PUbABwAeIWI7BzzoZFueRmAswB+0Rhzh95pjDkC8D3pj9+wigO7mjHGvMMY8wGT/rWewyLX8OvT2x8wxjzoPedO2M//AMCrFzx8MoeG13cReH1XiDHm7caY/2WMSQr3fwrAT6c/Ptf7FT/Da8QC13cReH1XSPrZK+OX09tbvfv4+V0zGl7fRWjl+lJ8bz7PT2/fVvI/lEsA3gXgFKwtg5x8BiLyVSLyXSLyTSLyvIq+I73uv1nyu98HcAjgWSIy6OxIybIscg1nPec3Co8hJ4OHisg/ST/T/0REnjTjsby+J5dxejvx7uNneHMou74KP8Przxelt3/h3cfP7+ZQdn2VY//8RvMeQNae29Lb91f8/gOwlfHHAvjdYzkisgw3AvjPhfs+LCKvNsb8nndf5XU3xkxE5MMAHg/g0QD+tpMjJcvS6Bqm7pWbYPv/P1myvQ+kt4/t4mDJwrww/ecQkXcCeJUx5qPefby+JxQRiQC8Mv3R/1LGz/AGMOP6KvwMrxki8joAu7C9/LcD+GxYYfaD3sP4+V1Tal5f5dg/v6x8bz7XpLcXKn6v95/u/lDIkvxHAC+AFeA7AJ4I4N/B9pr8hog82Xssr/v60/Qa8pqvF4cAvh/AZwI4k/57DmzQ03MB/G6hHYjX9+TygwCeAODXjTG/5d3Pz/BmUHV9+RleX14H23r5zbDC7DcBvMgYc6/3GH5+15c613dln1+KbyLpLWPvTzjGmDelPWl3G2MOjTF/ZYz5etjgvG0Ab2ywOV739WfRa8hrfgIwxtxjjPleY8yfGmPOp/9+H9aJ9P8D8BgAX7PIpls9UDITEXktbPLtewG8ounT01t+hk8os64vP8PrizHmRmOMwBYzXgpbvf4zEfmMBpvh5/eEUuf6rvLzS/G9+ehKzDUVv98vPI6sHxoE87nefbzu60/Tazjv8fNWbckJwBgzAfCz6Y9NPtO8vseMiLwGwI/CjrV5njHmgcJD+BleY2pc31L4GV4f0mLG/4AVXNcB+Hnv1/z8rjlzrm/Vczr//FJ8bz7vS2+rehA0+a+qJ5ycfO5Jb317TOV1T/vXHgUbHPN33R4aWYJG19AYcwDg4wB2ReQhJdvjZ319UGuc+0zz+p4sROSbAfw4gL+CFWafKnkYP8NrSs3rOwt+htcIY8xHYBdZHi8i16d38/O7IVRc31l0+vml+N583pHevkhEctdbRPYAPBvAFQB/eNwHRlrjs9JbX0i/Pb19ccnjPxc24f7dxphhlwdGlmKRazjrOZ9feAw5uej0ieLiGK/vCUBEvh3ADwN4D6wwu6fiofwMryENru8s+BlePx6a3sbpLT+/m0Xx+s6i28/vvEHg/Lf+/wD8FmwPwjcW7v+36f0/vepj5L+51/DxAK4tuf8RsAmLBsB3effvw67cDQHc7t2/BeDd6eNfvurXdTX/gw30MAB+oeL3ja8hgGel938QwBnv/kcCuB/AEYBHrvq1Xw3/alzfZwDol9z//PQ6GQDP4vU9Wf8AvD69BneU/U0uPJaf4TX71/D68jO8Rv8APA7AjSX3BwB+IL0u7/Lu5+d3jf4tcH1X9vmV9ElkgxGRW2D/UJwD8FbY0VLPAPA8WHvEs4wx96/uCMk8ROSNAL4D1snwYQCXANwC4O/B/o/g1wF8qTFm5D3nJQB+BfaPwS8CeADAF8OOz/gVAH/f8A/AsZJek5ekP94I4PNgV1b/IL3vPmPM6wqPb3QNReSHAHwrgLvSx/QBfAVsv9M3GmN+vP1XRoBm1zcdZfJ4AO+EvVYA8CRkM0Jfb4z5FyX74PVdESLyKgBvga2c/BjKe/vuNMa8xXvOS8DP8FrQ9PryM7xepK0E/xp2RveHYMXSDbAJ148G8CkALzDG/I33nJeAn9+1oOn1Xennd9UrFfx3PP8APAx2VNUnAYwAfAQ2SGTmyi7/nYx/6R+P/wqbuHoewBh2Rfa3YeePSsXzng0rzB+EbS/4SwDfAiBc9Wu6Gv/BJtKbGf/ubOMaAngVgD8GcAC7UPN7AL5w1a9/0/81ub4AvhrA/wZwJ4DLsNWVjwL4JQCfM2c/vL4n8/oaAO8seR4/w2vwr+n15Wd4vf7Bjov7Cdh2gvtg+7UvpNfhjaj4PszP73r8a3p9V/n5ZeWbEEIIIYQQQgjpGAauEUIIIYQQQgghHUPxTQghhBBCCCGEdAzFNyGEEEIIIYQQ0jEU34QQQgghhBBCSMdQfBNCCCGEEEIIIR1D8U0IIYQQQgghhHQMxTchhBBCCCGEENIxFN+EEEIIIYQQQkjHUHwTQgghhBBCCCEdQ/FNCCGEEEIIIYR0DMU3IYQQQgghhBDSMRTfhBBCCCGEEEJIx1B8E0IIIVcBIvJOETEi8kYR6YnIt4nIHSJyPr3/uenvjIi8c8Z2nps+xpT8Lvd8EXmBiPyaiNwrIkci8rci8gYR2Zqx/c8Tkf8uIneJyEhELorI34nI20TkdSJybRvngxBCCDluolUfACGEEEKOlS0A7wTwLAATAJe62ImI/DMA/yr98QKAPoDHAXgjgOeIyAuNMXHhOd8L4E3eXYcABMCj0n8vBHBHevyEEELIWsHKNyGEEHJ18RoATwLwagD7xphrAVwP4C9a3MeTAfxg+u+cMeYMgNMAvi/9/fMAvMp/gog8AsAb0h//LYCbjDE7xpi99LmfA+An8f9v725CLh3DOID/r0GjfG+mMLYoskCNzZSNsmFhoRSywYKFSLPETmJlNwvRLKwZkbJQPgoLKdMUK4nkoxnCULgsnufweut939J7n2Oc36+e7tP93Odc9/L8z/U8zxn0YwEAjKbzDQDr5dwkt3b30cVEd3+XJFW1WzUuTPJEdz++ocYPSR6rqquT3JbkjiTPbXjPgUxNgU+6+5GNH9bd3yd5ez4A4LSk8w0A6+XYxuA9yK9Jnt7i3EvzeM2m+ZPzeF5VnTNiUwCwSsI3AKyXd5ZQ41h3/7jFuS/ncfOD095P8m2Si5O8V1UPVtWVtYvteABYJeEbANbL10uosd192b/N4z9ufevuk5kuRf8myVVJnk1yPMmJqnq5qu6sqrMG7BUAlkL4BoD18vvOS1aju9/I9FTzu5O8kOTTJBckuSXJkSQfVtWlq9shAPx7wjcAsLDoSm/5P9yZwvAw3f1Tdx/p7nu6+/Ik+5McSvJL/u6IA8BpR/gGABZOzONl26w5sIyNLHT3F939VJJn5qmbllkfAHaL8A0ALHw0j5dU1Q2bT1bVviT3jihcVXt3WHJqHv+zl80DwHaEbwBg4d0kn82vn6+q62uyp6puTPJmxn13OFRVr1XVXVW1fzFZVXur6vYkj85Trw6qDwBDnbnzEgBgHXT3H1V1f5KjSa5I8kGSnzMF7rMzPQDtgSQvDii/J8nN85GqOpWp231RksXfjR1P8vCA2gAwnM43APCX7n49ycEkr2S6B/yMJJ8neTLJdUm+GlT6cJL7MgX7jzOF/vPnPbyV5KEk13b3qPoAMFR196r3AAAAAP9rOt8AAAAwmPANAAAAgwnfAAAAMJjwDQAAAIMJ3wAAADCY8A0AAACDCd8AAAAwmPANAAAAgwnfAAAAMJjwDQAAAIMJ3wAAADDYn/Aa/S0RypyvAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[122 15]\n", " [ 5 3]]\n", "Rough learning f1 score 0.23076923076923078\n", "Rough learning precision score 0.16666666666666666\n", "Rough learning recall score 0.375\n", "Rough learning kappa score 0.1671453187823091\n", "\n", "\n" ] }, { "data": { "image/png": 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jfyfwO9/8+LkA5hk8N7hIGaDzcw28zv/QfHuz5wdldNM5iLodi3+iGKaUKoV/CsCj8A/0+1JE/igio4L98sVvmIj8AsAO+BdiCt71ugDH377+bxtO+T/4i614+BeS6ggXgA9FZGJIvlPhnxYxHv454dsz1d8/4J9D3wXgXRE5K1gsBvqsvw+gEP5Bnr/ReX6wEL6qrTPIdEOGznoF/oWmAOAlEbky0H0BIlIYaD8x0P4LnecHBe/wjwbwp8C/P1BK6Q68VkqthX+RL8B/UfdfERkT8tpziEiRiPwW/tfemPZ+YfB3D9kuIr8RkbGB4guB458A/6BewL/WwKchz3sv8PH7InJj4EIXIpInIg/B/33Qm57TbJUA5ojI34IXxSKSKiK/wvGLgv9rPqC5FbfB/7WlAfhcRK6TkOllRSRbRC4WkVcB/KfZc1/B8XemXhGRSwLdXCAiwwG8i84NWP8H/O8wxQN4T0Rmh7xeJsE/0Fa3tgncgAi+2/RXEZkV8ns2CsA78M9WVG3w/AocH2h8behrqavOQWSK9iwKwAcffETeA21Y4bcNxxgO/5SAKuThhr8AcDfb/h4CCxIF/q0ArGzHuV4JPGdNO55TEHL+y3H87toxHF8FNTi96YRWnl+g0z4K/oIiuE8t/EVV8PM6AJcaZLs6ZL+GwHGKAXzezp9BZzIEXwOLO/Ea6AP/hUzwfPVoulKqF8CP23Cc5q+j77ayvwP+AZKhz6mFf2aU5q+9qc2euzCwfWEbXzsK/rvgZTi+IFzwa7202fMyAGxu9vUfwfFVcx8Pd34cX+RrbphswWPPaEP2gmZtjT9zAPeHZCwLfI3B530InYWkWnvNwD8JwM6Q4/jg73N/rNn380Od5w7A8YX9gq/dipDv9fmtfe2tvGYmNHttVofkOoqmC401/76Nh39xrdBswf9P3PC/a2X4s4P/4jv0ubsD+7/QVefgg4/ufvDOPxFBKbVZKTUewLkA/h+ALfD/8UqD/4/WCvgLtPFKqTOVUmUi0g/AaYFDvNSO0wX3HSMiHZmv/kv4//g/DX9x7IT/btw/4V8ltq19mxspfzeWkfAXRGvhL57i4b/b/DiAkUqplw2e+yz8f8w/h381117wD2pu16DGzmToCsp/Z3gC/NNgLoe/AE+C/52UZ+D/2T/ShkOF9u8/iuNdSIzO61VK3Qr/2gULAGyFv4hNh7/AWwr/92SMUmqp0XHC2Ad/sfkQ/F/XAfinFfUA+BrA/8G/qnKT763y3+U9Cf53JooDmTzwF9tXKKWMupaYTil1O/z985fCf9e7Af7X0E8AnKmUquvAMdcAGAHgh/DfTS+Fv5uTBmA7/F25vovjYyZCn/st/O/S/BX+CwiBvwB+Gf7VxN9sb55mx18J/9oY/4L/5+uE//+Cp+B/HRmtrQCl1Cr4Jyh4KfA1afBfOLwUyNZ8Ibrm/gj/93Ul/IV8X/h/3xsHf3fBOYi6lSilrM5ARBSWiBTAX0QAQKFSqti6NETWE5G7ANwJYIkyngKViKgF3vknIiIiIooRLP6JiIiIiGIEi38iIiIiohjB4p+IiIiIKEZwwK+JsrOzVUFBgdUxiIiIiMjGVq1aVaqUytFra7FABXWfgoICrFzZ7lkIiYiIiIjaTER2GbWx2w8RERERUYxg8U9EREREFCNY/BMRERERxQgW/0REREREMYLFPxERERFRjGDxT0REREQUI1j8ExERERHFCBb/REREREQxgot8Raj6+nqUl5fj2LFj8Hq9Vschom7gcDiQmpqKrKwsxMfHWx2HiIhiAIv/CFRfX4/du3cjMzMTBQUFcLlcEBGrYxFRF1JKwe124+jRo9i9ezfy8/N5AUBERN2O3X4iUHl5OTIzM5GdnY24uDgW/kQ2JCKIi4tDdnY2MjMzUV5ebnUkIiKKASz+I9CxY8eQlpZmdQwiMklaWhqOHTtmdQwiIooBLP4jkNfrhcvlsjoGEZnE5XJxbA8REZmCxX+EYlcfotjB33ciIjILi38iIiIiohjB4p+IiIiIKEaw+CciIiIiihEs/ikm3HXXXRARLF682OooLcydOxciguLiYqujEBERkc2x+CeKQMXFxRARzJ071+ooREREZCMs/ikm/PCHP8TmzZsxadIkq6O08Kc//QmbN29Gnz59rI5CRERENue0OgCRGbKzs5GdnW11DF29evVCr169rI5BREREMYB3/mNY9auv4eCkKdjXNx8HJ01B9auvWR2pidCuLzt27MCll16KHj16IDU1Faeffjo2btwIACgpKcGNN96IXr16ISEhARMnTsSiRYuaHMuoz7+IYMaMGSgtLW08Rnx8PEaOHIknn3xSN5fP58Pjjz+OiRMnIiUlBcnJyZg4cSL+8Y9/wOfztdg/eI6DBw/ihhtuQJ8+feBwOLBw4UIALfv833XXXSgsLAQAPPXUUxCRxsfChQvx3nvvQURw3XXX6earr69vvNipr69v67ebiIiIYgDv/Meo6ldfQ+UvboeqrQUAePftQ+UvbgcAJF98kZXRWiguLsbkyZMxfPhwzJ07F8XFxXjttdcwY8YMfPHFFzjzzDORlpaGyy+/HOXl5XjhhRdw1llnYdu2bcjPz2/1+BUVFZg6dSri4uJw6aWXoq6uDi+//DKuu+46aJqGOXPmNNn/e9/7Hp5//nn069cPN9xwA0QEr732Gm6++WZ8/vnneO6551qco7y8HFOmTEFKSgouvvhiaJqGnj176uaZMWMGKioq8Le//Q1FRUW48MILG9vGjBmDoqIiDBw4EC+++CIeeughpKenN3n+K6+8grKyMtx2222Ij49vw3eYiIiIYoZSig+THuPHj1dt8fXXX7dpv844MHGy2tu7b4vHgYmTu/3cbbVz504FQAFQ9957b5O23//+9wqAyszMVDfddJPyer2NbU8//bQCoG655ZbGbXfeeacCoBYtWtTkOMHjX3/99crj8TRu37Rpk3I4HGr48OFN9n/++ecVADV27Fh17Nixxu1VVVVq/PjxCoB67rnndM/xve99T7nd7hZf55w5cxQAtXPnzhZf+5w5c3S/Nw8++KACoP7+97+3aJs+fboCoLZu3ar7XIpMZvzeExFRbACwUhnUo+z2E6O8+/e3a7uVCgoKcMcddzTZFrwbX19fjwcffBCadvylfOWVV8LpdGLt2rVtOn5SUhL++te/wuFwNG4bMWIEpk6dis2bN+PYsWON2//9738DAO677z6kpKQ0bk9OTsb9998PAPjXv/7V4hxxcXH485//DKeza95su/baa5GQkIAnnniiyfatW7diyZIlmDlzJoYMGdIl5yIioq7nPXQINW+8gbpPFkG53VbHoRjC4j9GOXr3btd2K40ZM6ZJYQ4AvQM5hwwZgtTU1CZtDocDPXv2xN69e9t0/MGDByMtLa3F9n79+gHwdwsKWr16NTRNw4wZM1rsP336dDgcDqxZs6ZFW0FBAXJzc9uUpy169OiByy67DBs3bsSyZcsaty9YsAAAMG/evC47FxERda2jDz2MgydORcUv7kD5/JtxcNx4NATGsRF1Nxb/MSr1jtshiYlNtkliIlLvuN2iRMaa92kH0HgHXa8t2O5u452UjIwMw2MAgNfrbdxWWVmJrKwsxMXF6e6fnZ2NysrKFm15eXltytIeN998MwA03v2vr6/HU089hdzc3CbjBIiIKHLUL12Gqv97DKivh6qqgqqqgq/8CMquvgYq5O8NUXdh8R+jki++COkP3A9Hnz6ACBx9+iD9gfsjbrBvpElPT0d5ebnuhYXH40Fpaanuuwgi0uVZJk+ejHHjxuGll17CkSNHGgf6XnvttboXJ0REZL3qZ59tnGwjlKqtRcOKFRYkoljD4j+GJV98EfK+Wo4+e3cj76vlLPzbYOzYsfD5fPj0009btH366afwer0YN25cp88T7ObkbeUu0Pz581FXV4enn34aCxYsgIjg+9//fqfPT0RE3cNXVa3fIAJV0/KigKirsfgnaofg3Pq//OUvUVNT07i9pqamcVDy9ddf3+nzZGZmQkSwe/fusPtdeeWVSE9PxwMPPIAlS5bgtNNOw8CBAzt9fiIi6h5J558HSUpq2eB2I25y5K1CT/Zj23n+ReRSANMBjAFQBCAVwHNKqavbeZxiAP0Nmg8ppbq+MzdFrCuvvBJvvPEGXnrpJYwcORIXXnghRASvv/46du7cicsuuwxXXXVVp8+TkpKCyZMn47PPPsNVV12FIUOGwOFw4Pzzz8cJJ5zQuF9SUhLmzJmDRx55BABw0003dfrcRETUfRIvvADV/3kB7g0boGpqAIcDEudC+r33QktOtjoexQDbFv8AfgN/0V8FYC+AYZ04ViWAh3W2V3XimBSl/vOf/2D69On497//3TjYdvjw4bjtttswf/78LjvPM888g1tvvRXvvfce/vOf/0Aphb59+zYp/gH/uxGPPPIIevXqhfPPP7/Lzk9ERF1PXC5kv/QC6t59D7Xvvw8tMxPJV1wB14jhVkejGCH+dQDsR0Rmwl/0fwP/OwCL0PE7/1BKFXQ204QJE9TKlStb3W/z5s0YPpz/CVDbLFy4ENdeey1+85vf4J577rE6DnUQf++JYpNSCg0NDXC5XE3WrCHqDBFZpZSaoNdm2zv/SqlFwX93x0wrRJHA4/Hgr3/9K5xOJ7v8EBFFmc2bN+Orr76C2+2Gw+FAUVERxo4dy7qFupVti/8uFi8iVwPIB1ANYD2AT5VSnJCXLPH5559jyZIlWLx4MTZs2IAf/vCH6Nu3r9WxiIiojXbs2IEvvvgCHo8HAODz+bB27VqICMaOHWtxOrIzFv9tkwfgmWbbdorItUqpJVYEotj20Ucf4e6770ZWVha+//3v44EHHrA6EhERtcPKlSsbC/8gj8eDdevWYcyYMbz7T92Gncta9ySA2fBfACQDGA3gCQAFAN4VkaJwTxaRG0VkpYisLCkp6e6sFCPuuusuKKVQVlaGBQsWILHZas1ERBTZqqv15/t3u90tLgqIuhKL/1Yope5WSn2ilDqklKpRSm1USs0D8FcAiQDuauX5C5RSE5RSE3JycsyITERERBEuMzNTd3tCQgKcTnbMoO7D4r/jHg98nGZpCiIiIoo6kydPblzNPcjhcGDy5Mns8kPdisV/xx0OfOSKHERERNQuvXv3xllnnYXc3Fy4XC5kZmZi1qxZGDJkiNXRyOb4vlLHnRj4+K2lKYiIiCgq9e7dGxdeeKHVMSjG8M4/ABFxicgwERnYbPtIEcnS2b8/gEcDnz5rRkYiIiIios6y7Z1/EbkQwIWBT/MCH08UkYWBf5cqpX4W+HcfAJsB7IJ/Fp+g7wC4Q0QWAdgJ4BiAgQDOAZAA4B0Af+6WL4CIiIiIqIvZtvgHMAbAnGbbBgQegL/Q/xnCWwRgKICx8HfzSQZQAeBz+Of9f0YppbomLhERERFR97Jt8a+UugutTMMZsm8xgBZD6wMLeHERLyIiIiKyBfb5JyIiIiKKESz+iTpp8eLFEBHcddddMZ2hrWbMmBGxc1gXFBSgoKDA6hhERETdhsU/USuKi4shIpg7d25MZ4hVCxcuhIhg4cKFVkchIiLqNNv2+SeKJZMmTcLmzZuRnZ1tdZRWPf3006ipqbE6hq6PP/7Y6ghERETdisU/kQ0kJSVh2LBhVsdok/z8fKsjGBo4cGDrOxEREUUxdvuJZeufAx4qAO7S/B/XP2d1oibefPNNzJ49G7169UJ8fDx69+6N6dOn47HHHmvcZ8qUKXA4HCguLtY9xp///GeICP7yl780bgv2666pqcHPf/5z5OfnIz4+HoMGDcL999+P0Nlb77rrLhQWFgIAnnrqKYhI40OvG8jatWtxzjnnICMjA0lJSZg+fTqWLVumm83j8eCxxx7DlClTkJaWhqSkJIwdOxaPPvoofD5fuzKE6/NfXl6OX//61xg1ahSSkpKQnp6OoqIi3HHHHaiurtbNFiq028uHH36IU045BSkpKcjJycG1116LiooKAMCaNWtw7rnnIjMzEykpKTj//PN1fy56ff5D87fne1hZWYlf/vKXGDp0KBISEpCZmYkzzjgDH330UYt9Q8/x1Vdf4ZxzzkFWVhZEpDFn8z7/M2bMwLXXXgsAuPbaa5t874uLi3HHHXdARPD000/r5lu1ahVEBOedd14r32UiIiJz8M5/rFr/HPC/GwF3oPtF5S7/5wBwwlXW5QpYsGABbrrpJuTl5eG8885DdnY2Dh8+jPXr1+PJJ5/EzTffDAC4+eabMWfOHPzzn//EH/7whxbH+de//oX4+HjMmdN0yQe3243TTz8d+/fvx1lnnQWn04nXX38dd9xxB+rq6nDnnXcC8Bd/FRUV+Nvf/oaioqImy7CPGTOmyTFXrlyJBx54ACeeeCJuuOEG7N69G6+88gpmz56NtWvXYujQoU3Of9555+H999/H0KFDceWVVyIhIQGLFi3Cj370I3z55Zd45pln2p2huZ07d2LmzJnYtWsXxo8fj/nz58Pn82Hbtm146KGHMG/ePCQnJ7f24wDgvxh76623cO6552LevHlYtmwZFi5ciJ07d+K+++7D7Nmzccopp+D666/Hhg0b8L///Q87duzAhg0boGltu8/Qnu9hRUUFpk6diq+//hoTJ07ELbfcgtLSUrz00ks4/fTT8Y9//AM33XRTi3N88cUX+NOf/oSTTz4Z1113HUpLSxEXF6ebZ+7cucjIyMAbb7yBCy64oMn3OyMjA/PmzcODDz6IJ554Atdcc02L5z/xxBMAoJuDiIjIEkopPkx6jB8/XrXF119/3ab9OuWv/ZW6Ey0ff+3f/edug3Hjxqm4uDh16NChFm0lJSWN/66rq1M9evRQeXl5qqGhocl+ixYtUgDUlVde2WR7//79FQB11llnqZqamsbthw4dUunp6So9Pb3JsXbu3KkAqDlz5uhmDZ4HgHryySebtD3++OMKgJo/f36T7XfeeacCoH74wx8qj8fTuN3j8ajrrrtOAVCvv/56uzPceeedTbafdNJJCoD64x//2OI5JSUlqra2Vvd4oZ588kkFQDkcDrV48eLG7V6vV5166qkKgMrMzFTPPvtsk+fpfR1KKTV9+nTl/6+nZf72fA9vvPFGBUDdeOONyufzNW7ftm2bSktLU3FxcWrnzp2653j88cd1v9b+/fur/v376379zXMFnXPOOQqAWr9+fZPtx44dUykpKapfv35NfsZGTPm9JyKimABgpTKoR9ntJ1ZV7m7fdgs4nU64XK4W20MHtcbHx+Paa6/FwYMH8eabbzbZr7W7ro888ggSExMbP8/NzcUFF1yAyspKbN26td15p06d2mI2nuuuuw5OpxNfffVV4zafz4dHH30UeXl5eOihh+BwOBrbHA4H/vKXv0BE8NxzneuGtWrVKixbtgxjxozB7bff3qI9OzsbCQkJbT7eFVdcgenTpzd+rmkavve97wEARo0ahauuavqOUfBO+Nq1a9t8jrZ+D91uN5599lmkpKTgT3/6U5NuRIMHD8aPf/xjNDQ06HbHGTNmTJfeiZ8/fz4A/7tVoZ577jlUVVXhhhtuaPIzJiIishK7/cSq9Hx/Vx+97RHgqquuwm233YaRI0fi8ssvx/Tp0zF16lTk5OS02Hf+/Pn4y1/+gieeeAKXXHIJAKC0tBSvvfYahg8fjmnTprV4Tnp6OgYNGtRie79+/QAAR44caXfmCRMmtNjmcrnQs2fPJsfbtm0bysrKMHjwYNx77726x0pMTMTmzZvbnSHU8uXLAQBnnHFGm7vdhKP39fXu3RsAMH78+BZtffr0AQDs3bu3U+fQ+x5u2bIFNTU1mDp1KrKyslo8Z9asWbj33nuxZs2aFm2TJk1qc562OOuss1BYWIhnnnkG999/P5KSkgD4LwYcDgduuOGGLj0fERFRZ7D4j1Wz/9C0zz8AuJL82yPAT3/6U2RnZ+Oxxx7DI488gocffhgigunTp+PBBx9sUiQOGDAAZ5xxBt5//33s2LEDAwcOxMKFC1FfX294hzcjI0N3u9Pp/5Xwer3tzhzumKHHKysrAwBs374dd999t+Hxqqqq2p0hVHAgbrAI76z09PQW24Lfr3Btbre7zedo6/ewsrISANCrVy/d/YPbg9+DUHl5eW3O0xaapuGmm27CHXfcgRdffBHXXnstVq1ahdWrV+PCCy9svEAiIiKKBOz2E6tOuAo4bwGQ3h+A+D+etyAiBvsGXXPNNVi+fDnKysrw9ttv4/rrr8enn36KM844A4cPH26y7/z586GUwj//+U8A/oG+CQkJuoMwrRYslC+66KKwY0R27tzZqfMEC+l9+/Z1NnLECX4PDx48qNt+4MCBJvuF6o7Vha+77jrEx8c3djXjQF8iIopULP5j2QlXAbcWA3f5/B8jqPAPlZGRgbPPPhv//Oc/MXfuXJSXl+Ozzz5rss+5556L/Px8PPnkk/jggw+wdetWXHbZZcjMzOz0+YP9tTvyboCeYcOGISMjA8uXL2/zXfGOZJgyZQoA4P33328ydagdDB06FElJSVi7dq1uF61FixYBAMaNG9fpc7Xle5+Tk4NLL70UX375JZYuXYr//Oc/KCgowOmnn97p8xMREXUlFv8Ukd577z14PJ4W24N3/IP9qoM0TcONN96Iw4cP47rrrgMAzJs3r0uyZGZmQkSwe3fXDIZ2Op340Y9+hAMHDuDHP/4xamtrW+xz4MABfP31153KMH78eJx00klYu3Yt7r///hbtZWVlqKur69gXYbG4uDhcddVVqKqqwu9+97smbTt27MAjjzwCl8vVOCC5M3r06AEArX7vgwN/L7/8clRVVeHGG2/skrEWREREXYl9/ikiffe730VCQgJOPvlkFBQUQCmFzz77DCtWrMD48eNx6qmntnjODTfcgN///vfYt28fRo8ejRNPPLFLsqSkpGDy5Mn47LPPcNVVV2HIkCFwOBw4//zzccIJJ3TomL/97W+xbt06PP744/jf//6HWbNmoU+fPjh8+DC2b9+OpUuX4g9/+ANGjBjRqQzPPvssZsyYgV/96ld45ZVXMGPGDCilsH37dnzwwQfYsmVLk0Wtosl9992Hzz77DI8++ihWrFiBmTNnNs7zf+zYMTz66KONi6N1xoknnoikpCQ8/PDDKC8vR8+ePQEAP/rRj5p0K5o6dSqKioqwbt06uFyuxotQIiKiSMLinyLSfffdh/fffx+rV6/GO++8g4SEBPTv3x/3338/5s+frzsFaM+ePXH22Wfj9ddf7/K+1s888wxuvfVWvPfee/jPf/4DpRT69u3b4eLf5XLh9ddfx7PPPouFCxfirbfeQlVVFXJyclBYWIh77rmnxdSZHclQWFiI1atX44EHHsDrr7+ORx99FAkJCSgoKMBtt92G3NzcDuWPBFlZWY0Ldr366qv461//isTEREyaNAk///nPu6zLTWZmJl555RXcfffdePLJJxtXRb766qtbjCm49tprccstt+CCCy5ovEggIiKKJOJfB4DMMGHCBLVy5cpW99u8eTOGDx9uQiJ78fl8GDRoEA4dOoQDBw4gLS3N6kgUY+bOnYunnnoKH330EWbPnt2u5/L3nogAQDU0oGrBP1H9/PNQDW4knncu0n7yY2gGs6ER6RGRVUqplvNng3f+yUZefvll7Ny5E/PmzWPhT6bbs2cPXnjhBQwfPhyzZs2yOg4RRamyG76P+qXLgMCYrOqFT6Huww/R86MPIe1YmJHICIt/inr33XcfysvLsWDBAiQnJ+OOO+6wOhLFkOeffx7btm3DCy+8gPr6etxzzz3dMp0oEdlfw8aNaFj2RWPh79/YAN/hEtS+9TaSLr3EunBkGyz+Ker98pe/hMvlwogRI/Dggw+if//+VkeiGLJgwQJ8+umn6NevHx566KHGVaaJiNrLvXYdFFp2x1bV1aj/6isW/9QlWPxT1OO4FbLS4sWLrY5ARDbh6NMb4nC0LP8TEuCM0pnZKPJwEmoiIiKiCBA/bRq09AwgsLhgkDgcSLrsO9aEItth8U9EREQUAcThQPZrryJu3FggzgXExcE5cCCy//siHNnZVscjm2C3HyIiIqII4ezTGzmvvwZv+RHA3QAH1wyhLsbin4iIiCjCOLIyrY5ANsVuP0REREREMYLFPxERERFRjGDxT0REREQUI1j8ExERERHFCBb/REREREQxgsU/kY7i4mKICObOndvt5xIRzJgxo9vPQ0RERMTinygC3XXXXRARLF682OooREREZCOc559IR58+fbB582akp6d3+7k2b96MpKSkbj8PEREREYt/Ih0ulwvDhg0z5VxmnYeIiIiI3X5i2Pbt2/H8889jwYIFeP7557F9+3arIzUR2u9+x44duPTSS9GjRw+kpqbi9NNPx8aNGwEAJSUluPHGG9GrVy8kJCRg4sSJWLRoUZNj7d+/H7///e8xdepU5OXlIS4uDr1798aVV16JzZs3hz13cwcOHMAPfvADFBQUIC4uDjk5Obj44ouxatWqFvsuXLgQIoKFCxfivffew4wZM5Ceng4RadyneZ//goIC3H333QCAmTNnQkQaHwDw3e9+FyKCTz/9VPf79vLLL0NE8KMf/Sj8N5iIiIhiDu/8x6jt27fjs88+g8fjAQBUVVXhs88+AwAMHjzYymgtFBcXY/LkyRg+fDjmzp2L4uJivPbaa5gxYwa++OILnHnmmUhLS8Pll1+O8vJyvPDCCzjrrLOwbds25OfnAwA+/fRT3HfffZg5cyYuueQSpKSkYPv27Xj55Zfx5ptvYunSpSgqKmo1y86dO3HyySdj//79mDVrFq644grs2bMH//3vf/H222/jlVdewbnnntvieS+//DLee+89nHXWWZg3bx6Ki4sNz3HLLbfg9ddfx5IlSzBnzhwUFBQ0ab/55pvx4osv4oknnsC0adNaPH/BggUAgBtvvLHVr4eIiIhiC4v/GLVixYrGwj/I4/FgxYoVEVf8L1myBPfeey9+/etfN26755578Lvf/Q6TJ0/GZZddhsceewya5n8j67TTTsM111yDhx56CA899BAAYNasWTh06BBSU1ObHHvdunWYOnUq7rjjDrz77rutZpk3bx7279/fIs/NN9+MadOmYc6cOdi1axdSUlKaPO+dd97BO++8gzPPPLPVc9xyyy2oqKjAkiVLMHfu3BYzAU2bNg0jR47EK6+8gr/97W/Izs5ubNu5cyc++ugjnHTSSRg9enSr5yIiIqLYwm4/Maqqqqpd261UUFCAO+64o8m2OXPmAADq6+vx4IMPNhb+AHDllVfC6XRi7dq1jdtyc3NbFP4AUFRUhFmzZmHRokVwu91hc+zduxcffPAB8vPz8Ytf/KJJ20knnYQrrrgC5eXlePXVV1s894ILLmhT4d9W8+fPR319PZ566qkm2xcsWAClFG666aYuOxcRERHZB4v/GNX8znRr2600ZswYOByOJtt69+4NABgyZEiLot7hcKBnz57Yu3dvk+1vv/02zjvvPPTq1Qsul6uxH/3//vc/1NfXo7S0NGyONWvWAABOOeUUuFyuFu2zZs1qsl+oSZMmtfJVts8111yDlJSUxi4+AOB2u7Fw4UJkZmbisssu69LzERERkT2w20+MmjhxYpM+/wDgdDoxceJEC1Pp05tu0+l0GrYF20Pv5D/yyCP4yU9+gszMTJx22mnIz89HUlISRASvv/461q1bh/r6+rA5KisrAQC9evXSbQ9ur6ioaNGWl5cX9tjtlZqaiquvvhqPP/44Fi1ahJkzZ+KNN97AwYMHccsttyAhIaFLz0dERET2wOI/RgX79a9YsQJVVVVISUnBxIkTI66/f1fweDy48847kZeXh9WrV7co3r/44os2HSd4oXHw4EHd9gMHDjTZL1To7D5dZf78+Xj88cfxxBNPYObMmRzoS0RERK1i8R/DBg8ebMtiv7nS0lJUVFTg4osvblH4V1VVYfXq1W06ztixYwEAn3/+OTweT+O7D0HB6UXHjRvX6czBbk5er9dwnxNOOAFTp07Fa6+9hi+//BIfffQRpk2bhuHDh3f6/ERERGRP7PNPtpebm4ukpCSsWrWqyYBmt9uNn/zkJ6329Q/q27cvTjvtNBQXF+Phhx9u0vbll1/i+eefR2ZmJi666KJOZ+7RowcAYPfu3WH3mz9/PhoaGnDJJZdAKYV58+Z1+txERERkX7zzT7anaRp+/OMf47777sPo0aNxwQUXoKGhAYsWLUJ5eTlmzpzZYlEwI48//jimTp2Kn//85/jggw8wYcKExnn+NU3Dk08+qTurUHvNnDkTmqbhl7/8JTZu3IjMzEwAwG9+85sm+33nO9/Brbfein379iE7OxsXX3xxp89NRERE9sU7/xQT7rnnHvzlL39BYmIinnjiCbz66quYMGECvvrqq8aFwNpiwIABWLlyJebNm4etW7fiz3/+M959912ceeaZWLp0KS644IIuyTt8+HA89dRTyMvLw2OPPYbf/va3+O1vf9tiv7i4OFx11VUAgLlz5yI+Pr5Lzk9ERET2JEopqzPEjAkTJqiVK1e2ut/mzZvZb9tiW7ZswfDhw3HjjTfiiSeesDpOWDNmzMCnn36KrVu3xsQYDrvi7z0REXUVEVmllJqg18Y7/0Q6tm3bBsDfzz+SffXVV1iyZAnOOOMMFv5ERETUKvb5Jwqxfv16PPfcc3juueegaVqXDN7tDv/4xz+wb98+PPnkk9A0DXfffbfVkYiIiCgKsPgnCrF69Wr8/e9/x7Bhw/D4449j1KhRVkfSdf/992Pv3r0YMGAAnnnmmS5fQZiIiIjsicU/UYi5c+di7ty5VsdoVXFxsdURiIiIKAqxzz8RERERUYxg8U9EREREFCNY/EcoTsFKFDv4+05ERGZh8R+BHA4H3G631TGIyCRutxsOh8PqGEREFANY/Eeg1NRUHD161OoYRGSSo0ePIjU11eoYREQUA1j8R6CsrCwcOXIEpaWlaGhoYJcAIhtSSqGhoQGlpaU4cuQIsrKyrI5EREQxgFN9RqD4+Hjk5+ejvLwcxcXF8Hq9Vkciom7gcDiQmpqK/Px8xMfHWx2HiKLEkSNHsG7dOpSVlSE7OxtFRUXIyMiwOhZFCRb/ESo+Ph69evVCr169rI5CREREEeLQoUN4++234fV6oZRCeXk5duzYgfPOOw85OTlWx6MowG4/RERERFHi888/h8fjaewSrJSCx+PBsmXLLE5G0YLFPxEREVEUUEqhrKxMt+3w4cMmp6FoxeKfiIiIKEq4XC7d7XFxcSYnoWjF4p+IiIgoCogIRowY0WJdEIfDgZEjR1qUiqINi38iIiKiKDFx4kQUFhbC4XAgLi4ODocDgwYNwrhx46yORlGCs/0QERERRQlN0zBr1izU1NTg6NGjSE9PR2JiotWxKIqw+CciIiKKMklJSUhKSrI6BkUhdvshIiIiIooRvPNPREREFIWUUti3bx/KysqQlpaG/v37Q9N4X5fCY/FPREREFGUaGhrw1ltvobKyEl6vt3EA8AUXXICUlBSr41EE4+UhERERUZRZuXIlysvL4Xa74fP54Ha7UVNTgyVLllgdjSIci38iIiKiKPPNN9/A5/M12aaUwv79++HxeCxKRdGAxT8RERFRlFFKdaiNiMU/ERERUZQZMGCA7uDe3NxcuFwuCxJRtGDxT0RERBRlJk6ciNTU1MZC3+l0IiEhATNmzLA2GEU8zvZDREREFGUSEhLwne98B8XFxSgtLUVaWhoGDhzIu/7UKhb/RERERFFI0zQMGDAAAwYMsDoKRRF2+yEiIiIiihEs/omIiIiIYgSLfyIiIiKiGMHin4iIiCjKKaVQWlqKPXv2oK6uzuo4FME44JeIiIgoilVVVeGdd95BVVUVNE2D1+vFmDFjMH78eKujUQTinX8iIiKiKPb++++jsrISHo8HDQ0N8Hq9WLduHXbv3m11NIpALP6JiIiIolRFRQUqKiqglGqy3ePxYMOGDRalokjG4p+IiIgoSjU0NEDT9Ms59v0nPSz+iYiIiKJUVlaW7naHw4HCwkKT01A0YPFPREREFKWcTiemTp0Kh8PRuM3hcCApKQmjRo2yMBlFKs72Q0RERBTFhgwZgszMTGzcuBHV1dXo168fhg8fjri4OKujUQRi8U9EREQU5XJycjBz5kyrY1AUYLcfIiIiIqIYwTv/RERERDZRX1+PnTt3oq6uDn369EFOTo7VkSjCsPgnIiIisoEDBw7g3XffBQB4vV6sXr0a/fv3x6xZsyAiFqejSMFuP0RERERRzufz4YMPPoDH44HH44FSCh6PB7t27cK3335rdTyKICz+iYiIiKLc4cOH4fP5Wmz3eDzYsmWLBYkoUrH4JyIiIiKKESz+iYiIiKJcbm4uNK1lWSci6NevnwWJKFKx+CciIiKKcpqmYfbs2S22K6WwZs0a1NfXW5CKIhGLfyIiIiIbcLlccDgcLbZ7vV5s27bNgkQUiWxb/IvIpSLydxH5TESOiogSkWc7eKy+IvJvEdkvIvUiUiwiD4tIZlfnJiIiIuqII0eO6E7p6fF4UFpaakEiikR2nuf/NwCKAFQB2AtgWEcOIiIDASwDkAvgDQBbAEwC8BMAZ4rIVKVUWZckJiIiIuqgzEz9e5IOhwM9evQwOQ1FKtve+QdwK4AhANIAzO/EcR6Dv/D/sVLqQqXUHUqpWQAeAjAUwB86nZSIiIiok3Jzc5GZmdli4K/T6cTQoUMtSkWRxrbFv1JqkVJqu1JKdfQYIjIAwOkAigH8X7PmOwFUA/ieiCR3OCgRERFRFxARnHPOORg8eDAcDgdEBH379sVFF12E+Ph4q+NRhLBzt5+uMCvw8QOlVJOVM5RSx0RkKfwXB1MAfGx2OCIiIqJQcXFxmD59OqZPnw6llO4YAIpttr3z30WC75EZDZHfHvg4xIQsRERERG3Gwp/0sPgPLz3wsdKgPbg9w+gAInKjiKwUkZUlJSVdmY2IiIiIqF1Y/HdO8JLacFyBUmqBUmqCUmpCTk6OSbGO83z2JNxv3gVVW2X6uYmIiMhaSilUVlaiqop1APmxz394wTv76Qbtac32ixieZc/A8d41cAQvT1bdDU/ODDh/uMjSXERERGSOg7u+wccfvI16nxNKHEjPysZpp52G9HSjsoZiAe/8h7c18NGoT//gwMeIWjZPud1wvH8NIICEPBwli+F59x6r4xEREVE3q1n/Bt559x1Uq0R4xAUvNJSXleJ/b7wGn8/X+gHItlj8hxe8TX66iDT5XolIKoCpAGoBLDc7WDje528E4C/4m9O+/KPJaYiIiMhsWz9cANW8zBMN7tqj2LNnjzWhKCKw+AcgIi4RGRZYzbeRUmoHgA8AFAD4QbOn3Q0gGcDTSqlqU4K2VdkW3c0iAHwN5mYhIiIic1XuQ5WWAa8W16LJpwTV1ZFVtpC5bNvnX0QuBHBh4NO8wMcTRWRh4N+lSqmfBf7dB8BmALvgL/RD3QxgGYBHRGR2YL/JAGbC393n112fvpMmzwM+aPlmhFKAiu9jQSAiIiIyjbcBveq3YXviZHi0hCZNAiAvL0//eRQT7HznfwyAOYHHGYFtA0K2XdqWgwTu/k8AsBD+ov82AAMBPALgRKVUWVeG7grOqXOgkIDQtY2D/9auecOaUERERGSOrEIU1q9DmrcUjpB3/J2+evRzb0VWVpaF4chqopThLJXUxSZMmKBWrlxpyrmUxwPvw+PgOLbB/7mkAle/DW3QKaacn4iIiCy06v/B/dYPsC75VOxImgSH8mB49RIMv+IBaP0mW52OupmIrFJKTdBrs223n1gnTiecP1t//HMLsxAREZHJxl8PV8EM9HzlF9jiS0SlloblWd9DxW4PTuqruPpvDLNztx8iIiKimLWvLgHv4gzUaOkABF6fD5s2bcK7775rdTSyEIt/IiIiIhv69NNPdbfv3bsXtbW1JqehSMHin4iIiMiGqqqqDNsOHTpkYhKKJCz+iYiIiGzI5XIZtmVmZpqYhCIJi38iIiIiGxozZozu9uTkZKSnp5sbhiIGi38iIiIiGyoqKsKQIUOabEtJScEll1xiUSKKBJzqk4iIiMiGRAQzZszA1KlTUVpaipSUFKSmplodiyzG4p+IiIjIxlwuF3r16mV1DIoQLP6JiIiIbO7QoUNYtmwZSktL4XK5MGrUKIwbNw6axh7gsYbFPxEREZGNHTlyBG+//TY8Hg8AoKGhAevWrUNNTQ2mTZtmcToyGy/3iIiIiGxszZo18Hq9TbZ5vV5s374ddXV1FqUiq7D4JyIiIrKxsrIyKKVabNc0DUePHrUgEVmJxT8RERGRjfXo0QOClsW/t6EGKWVbLUhEVmLxT0RERGRjY8eOhcPX0GSbw1ePwTXLkfjiLItSkVVY/BMRERHZWHrpBpxd+hCyG4oB5UOcrxpFVR/ilMrnAeWxOh6ZjLP9EBEREdmZz4ue7p24uPRPLZoUANRXAfEppscia/DOPxEREVFbHCkG/nUS8NgJwNevWp2mzbShMwEAOmN+AQHw/k9NzUPW4p1/IiIiotb89wpg0wvHP3/pEiApF/jFIesytYfmgCj/dJ8NkoByVx8keSuR6i0FasstDkdmYvFPREREFM6R4qaFf1DNYeDNG4HzF5geqb1kwGyoHR9gTcpZWJN6NjTlgQ9O5Lh34fQTr0CC1QHJNOz2Q0RERBTOa98zblv7lHk5OuOyV1CcMA5rU86CV+Lg1pLg1eJwOG4APt5wwOp0ZCIW/0RERETh1B8zblNe47ZIEp+CdUN/DY8W32SzTxw4ePAgampqLApGZmPxT0RERBTO7PuM2/pMMi9HJ9XVN+huV0qhvr7e5DRkFRb/REREROEMORNI6a3TIMCcT0yP01F9+/bV3e7z+VBZWWlyGrIKi38iIiKi1vxsHzDph4AjHtCcQL+TgF/XAK7oGSpbUFBg2LZ27VrTcpC1ONsPERERUVuc/Xf/I0o5HA7DtiNHjpiYhKzEO/9EREREMSA1NdWwzeuNkoHL1Gks/omIiIhiQFJSEkREty09Pd3kNGQVFv9EREREMUDTNIwZM6ZF9x+BF+OLRluUiszG4p+IiIgoRkyYMAGjR44ElA9QClAKms+LZR+/iWOfRe94Bmo7Fv9EREREMUJE4F31L4jyACKACLxaHGq0VCxaWwyw77/tcbafGFVXV4c1a9aguLgYLpcLo0aNwtChQw37AhIREZE9bNOGQWlxTTeKAwfjBsP94a/hOjPMomYU9Vj8x6CGhga88sorqK2thc/nAwAsW7YMJSUlOOWUUyxOR0RERN3JB5dBi6DywA5km5qGzMZuPzFo69atqKurayz8AcDj8WDbtm2oqqqyMBkRERF1txRvmWHblt5XmZiErMDiPwbt27dPdz5fTdNQUlJiQSIiIiIyS7+ePfyDfZsTQXEJbwLaHYv/GJSamqrbt9/n8yE5OdmCRERERGSWQTOvAgyG+NXU1DTpGUD2w+I/Bo0cORKa1vJH7/V6UV5ebkEiIiIiMktWVhYMq38AO3fuNC8MmY7FfwzKyMhAv379dNu++OILLvFNRERkY5qm6d4E9FPYvHmzqXnIXCz+Y9SRI0cM2yoqKswLQkRERKZzuYxn/EHpVlOzkLlY/MeoxMRE3e0+nw8JCQkmpyEiq3jLylD5p/tw+PQzUXrNHNQvXWZ1JCIywdChQ/UH/SqFlPKV5gci07D4j1FFRUVwOpsu86BpGnr27MlBv0QxwltaisOnnoaqBf+Ee9Mm1H/8CcrmzEXVM89aHY2IutnEiRP9q/w2vwAQwTfJJ8NXud+aYNTtWPzHqP79+2PcuHFwOBxwuVxwOBzIzc3FqaeeanU0IjLJscefgK+iEmhoaNymamtx9J57oerqOnfw+irg6dOAe+KBe5OA167rZFoi6koOhwMOeAG92f/gxKF3/mBBKjIDV/iNYWPGjMGIESNQXl6OpKQkpKWlWR2JiExU/8miJoV/IxG4t25FXFFRxw7saQDuzwJ87uPb1j0JfPMu8PMDHTsmEXUDnW4/ATX19SbmIDPxzn+Mi4uLQ15eHgt/ohjkyM3V3a48bmg9enT8wK/PbVr4B1UfBDb+t+PHJaIu1athh36/f/iQPe5i0/OQOVj8ExHFqJR5N0KaD/53OhFXNAbOvn07fuDt7xm3LX+448cloi41deI4iGo2vbfyonf9VqSvvM+aUNTtWPwTEcWohBkzkHb7LyCJiZDUVCAhAXFjxyLrXws6d+C4JOO2pKzOHZuIukzaiXNxQfW/kdWwB1BeiHKjf916nHbkCWD3Z0DFbqsjUjcQpft2D3WHCRMmqJUrOX0WEUUWX00NPJu3QMvJhjM/v/MHXLMQeONa/bZb9wLpfTp/DiLqGnc7UaWl4b2sm1HhyIMDXggUplU8jQEnTAXO/rvVCakDRGSVUmqCXhvv/BMRxTgtKQlx48d1TeEPAGPnAgNOb7n9lF+x8CeKMEpz4K0et+KIsw98WhzcWiIatCQszrgW5a5+VsejbsDZfoiIqOtd8z5QvhNYfBcQnwqceh8Qn2J1KiJq5vDQ76OmPB1KHE22e8WJTfFTcIpFuaj7sPgnIqLukVUIXPyU1SmIKIzaST+DvP9mi+1KHKiqrrYgEXU3dvshIiIiilG5ubnwOZNbNigFOXbQ/EDU7Vj8ExEREcWopKQkDB08uOV8/yLYfaQBJVvXWBOMug2LfyIiIqIY5lz/tGHbl+8/Y2ISMgOLfyIiIqIYVu0xaBBBmauXqVmo+7H4JyIiIophvdzGi3l5Jc7EJGQGFv9EREREMaz/d+43bItzJZiYhMzA4p+IiIgohiUXjEW6Vt1y0K9S0BJTrQlF3YbFPxEREVGMO/3SawERACEXACKoqqrCJ598Ylku6nos/omIiIhinM/nC/xLWrR988035oahbsXin4iIiCjGlZeXh233er0mJaHuxuKfiIiIKMb17NkzbHtNTY1JSai7sfgnIiIiinFpaWlh21n82weLfyIiIiJCcnKyYVtJSYmJSag7sfgnIiIiIgwePFh3u6ZpcDgcJqeh7sLin4iIiIgwdOhQ3SJfRFBYWGhBIuoOLP6JiIiICOnp6TjxxBPhcDjgdDrhdDrhcDgwc+ZMJCRwpV+7cFodgIiIiIgiw4gRI1BQUIBvvvkGu3btwrFjx7BlyxakpKQgNzfX6njUBVj8ExEREVEjj8eD5cuXN35eVVWFvXv3YsaMGRgyZIiFyagrsNsPERERETV65513dLcvXrw4ZCVgilYs/omIiIio0dGjR/UblGp1JWCKfCz+iYiIiCiEMmw5/NH/mZiDugOLfyIiIiI6ThkX/97di83LQd2CxT8Z8vl82Lt3L7Zu3cq3+YiIiGJEj4Zdhm1uLd7EJNQdONsP6aqqqsKbb76J+vp6KKWglEJ+fj5mz54NTeM1IxERkV0N927A5yofkKYLfmmqAamq2qJU1FVYxZGujz76CNXV1XC73fB4PPB6vdi9ezc2bdpkdbTO2/sV8LdBwD3xwF/6AFvfsjoRERFRxBjyw9eR4Ktq2v1HKfgkDhWSbl0w6hIs/qmFmpoalJaWQjXr8+f1erH5668tStVFNv4X+Ndk4MgOwNsAHNsP/Oc8YPE9VicjIiKKCE6nE8OrP226UQQQwZrU81C7c7n+EykqsPinFnw+H0REt81TtgOqKor7/79+jf72xXeam4OIiCiCfZs40V/w61i3dp3JaagrsfinFpKTk5GYkNBiu6bcGFC7Cr5HJ1mQqot46gwaFFCx29QoREREkcorxsNC9x0qMTEJdTUW/9SCiGCaew2cvjpoPjcAwOmrQ6qnHGOr3oVWu8PihN0knv0YiYiIAKDAWaI/5acIjqok8wNRl+FsP6SrZ1w9Ltv1O2xLnoqjzhz0qt+GgbUr4IQnzNIfUSAtHziqc4fflQQksvgnIiICgKLUcmw0WOjXoyVCKWXYRZgiG+/8ky7nJX9Gsq8S46rewYyKpzC09gt/4a8AX8owq+N13Lw1gKPZHMWiATd8aU0eIiKiCJQ4+WYkeI/q3v1X8KGkhF1/ohWLf9Il8fHwDr4eSqHpAxq0H39ldbyOS8oCflsHnLcAGHIuMPs+4E4v0HOU1cmIiIgihjZgMtK9hw0G/TpRWVlpeibqGiz+yZDz6n9B3bAG3uRh8Ll6wjviBmi/a4DEp1odrfPGfx+48n/AKbdbnYSIiCgi5WekGvb7X79+vfmBqEuw+KewtH5j4PzpBriHnokD+zej7J9nQh3ZY3UsIiIi6mapJ15pON1nWVmZyWmoq3DAL4Wljh7Ain/Ox4aUU6EljoGCA2nPL8BZg51IPp1z4xMREdlVUlL4WX1KSkqQk5NjUhrqKrzzT2F9u+A72Jg8G16Jg1tLgkeLxxFnb3y0tdrqaERERNSNevfuHbb9q6+ieAxgDGPxT2FtjD8JHq3p7DhKHCiNy0flq7dalIqIiIisVl3NG4HRiMU/hVWnJetu15QPDbtWmJyGiIiIzJScrF8HAIDD4TAxCXUVFv8UVv/addCUu8V2gRfp6T0tSERERERmmThxomEbF/mKThzwS2GN7N0LOyqOoU5LgVeLgygvHMqDU448i7iGdVbH616HNwNPTgNqS/2fJ/YA5i7mmgBERBQz+vTpY9iWnZ1tYhLqKiz+KazUs3+JS/42BFuSpmFPwgikessxquoTZHtsPt1nQy3w2EgAIfMb15YB/zgB+OVRID7FsmhERERmSU5OxqBBg7Bz5054vd7G7ZqmYcSIERYmo45itx8Kz5mABFWLMdXv47yyhzCj4in7F/4A8L8b0aTwb6SAN641Ow0REZFlZsyYgcLCwibbRAQffPAB6urqLEpFHcXin8JLyYbhy8SRYGoUU+1dbty2f6V5OYiIiCwmIjh06FCTbV6vFzU1NVi9erVFqaijWPxT6654o/GfFY6e2Jx0CnYmjIH3ehvP75s10Lgto9C4jYiIyGaqq6tRU1PTYrvP58POnTstSESdwT7/1Lqh50L9qgafPnMPvvH0gYhAXInQPlyNc8/tjR49elidsOtduBD4Sy/9toueMTUKERGRlZxOJ5TS6wrrb6Powjv/1Cbf7tmPHTIIXnHBAyfcbjfq62rx/rvvGP6HENVS84BLXwIkZA5j0fyFf7rxzAdERER2k5CQgJ49e+pO7ckZf6KPrYt/EekrIv8Wkf0iUi8ixSLysIhktuMYxSKiDB4HuzN/JPn666/h8XiabhQNdVVHUP7tRmtCdbdR3wHu9AA/+sb/uNMLFF1tdSoiIiLTzZ49G5rWsmzcsWMHiouLzQ9EHWbb92pEZCCAZQByAbwBYAuASQB+AuBMEZmqlCpr4+EqATyss72qC6JGBW/1Ed3tAgXvixcBv/rG5EQm6hGm/z8REVEMUEo1meoz1Oeff46CggJzA1GH2bb4B/AY/IX/j5VSfw9uFJG/ArgVwB8AzGvjsSqUUnd1ecIoMnj/CyhPOgseLb7Jdg0+ZDdwsA8REZGdVVRUGLbpDQamyGXLbj8iMgDA6QCKAfxfs+Y7AVQD+J6IJJscLWoNq/8SPTx74fT55/PVlBtOXz1mHvl/0OCzOB0RERF1p6ysLMM2DvqNLnb9ac0KfPxAKdWkMlVKHRORpfBfHEwB8HEbjhcvIlcDyIf/wmE9gE+VUvrvf9mQ48q3cd6TU7Er4QTsjR+OJO9RDK1dhhTvESgAcuygf5AsERER2U5iYiIyMjJavgOgFOJUPTweDy8CooQt7/wDGBr4uM2gfXvg45A2Hi8PwDPwdxV6GMAnALaLyPSOBow6/adAgw+FdWtxSuV/ML7qbaR4A+MAFKC2vmdtPiIiIupW5513HkR5gdBZ/kRQ6/Zh47v/si4YtYtdi//0wMdKg/bg9ow2HOtJALPhvwBIBjAawBMACgC8KyJF4Z4sIjeKyEoRWVlSUtKG00UuHwRGs3qqt240NwwRERGZyn14G0R5gGZTfirNhfV7qy1KRe1l1+K/NcFXbasT1Cul7lZKfaKUOqSUqlFKbVRKzQPwVwCJAO5q5fkLlFITlFITcnJyOh3cSmLwchEBRLlNTkNERESm+vZjGJWOdVoKjh07Zm4e6hC7Fv/BO/vpBu1pzfbriMcDH6d14hhRxZup/yaHUjB8R4CIiIjsIXXoTEiYST5WrVplYhrqKLsW/1sDH4369A8OfDQaE9AWhwMfY2bGIMfNywHoF/pqwGUmpyEiIiIzSe+xyPAe1i8ERBDt3ZtjhV2L/0WBj6eLSJOvUURSAUwFUAtgeSfOcWLg47edOEZUEZcLnkn3Ajh+t18pwOfsCcfcFy1OR0RERN2t75hTDdvCrQVAkcOWxb9SageAD+AflPuDZs13w3+3/mmlVDUAiIhLRIYFVgVuJCIjRaTFxLYi0h/Ao4FPn+3i+BHNdc6vgd/WwdvzFEAcgAAOqQQW3Wl1NCIiIupmPXr2aTHgN0ixD3BUsPOErDcDWAbgERGZDWAzgMkAZsLf3efXIfv2CbTvgv+CIeg7AO4QkUUAdgI4BmAggHMAJAB4B8Cfu/WriECy7mk4D392fIOnDljye6B0K/CdF6wLRkRERN0qJSXF6gjUSbYt/pVSO0RkAoDfAzgTwNkADgB4BMDdSqnyNhxmEfxrBoyFv5tPMoAKAJ/DP+//MyoWL3Pf+REAoF6SsCthNBQc6Fe/AUmbXgQufg5wOCwOSERm8Hq92Lt3L9xuN/r06YPExESrIxFRN8vMzAzbXldXh4SEBJPSUEfYtvgHAKXUHgDXtmG/Yhyf/jN0+xIAS7o+WZTz1uPbhDFYlHF946h/JVfgxMqXMGLfciB/qsUBiai7HTp0CO+++27j2/w+nw8TJkxAUVHYpU+IKMrFx8eHbf/8889x6qnG4wLIerbs80/dq05LxqLM6+HV4uDREuDREuCVOHyRfhkqKjnHL5Hdeb1evPfee2hoaIDb7Ybb7YbX68WqVatw+PDh1g9ARFEt3J39b7+NmXlQohaLf2q34ozZENVynl8fNOz47CULEhGRmfbt2wefr+X/AR6PB1u2bLEgERGZKTc3N2y73v8PFDlY/FO7eVN6Q+m8dBQ0eOs6s24aEUUDj8dj2NbQ0GBiEiKywrhx48K2f/PNNyYloY5g8U/tlt+7p84ICcCp3CioXW1+ICIyVe/evXXv7DmdTgwYMMCCRERkpuzs7LDtq1ezFohkLP6p3VJP+y3GHX0bDl89oHyA8kGUF73qtyLbvQtY87TVEYmoGyUkJGDy5MlwOBwQ5QUAOH11yKtai35PD7I4HRF1N03Tws7udfToURPTUHvZerYf6iYOB8ZWvwefCFalngdAgxINexNG4K0et+Lckk28qiSyuVGjRiH3jbOxLXEqGrREDKhbjfy69RCl4L1L4Lgr9mZBJoolqampqK2ttToGdQCLf+qQhrSBWJN8rn+V3wAlThyMG4JNh/ZgtIXZiMgcOQ17kOtutrCfABrrfiLb6927N2f3ilK8QUsdsuekR+CDzmJeIth0NPwcwEQU/VRVldURiMhCo0aNCtvOwf+Ri8U/dUh1Vb1hW72WbGISIrKCpKRYHYGILJSUlGTcqBQOfbvJvDDULiz+qUP6DR6h36AU4nwc6EMUC5QAqlkXH6X824nI/hJhfCNwG9f9iVgs/qlDMvsPRaZ7b8u//CI45sxD6QcPWBOMiEyj3aWaXAAEC3+Ng32JYkK673DLOiAgofaQyWmorTjglzrshIJcLNmn0HLSf8HibUdx6elWpCIiMwULfXXsICQ1T28JECKyqQkZR/BWZV/dtnGJu0xOQ23FO//UYb69y6C72pcIjrj6mJ6HiKwjqXlWRyAik/W++EGMrvog8Lbf8YfAix0n/M7qeGSAxT91WO+evQ3bFDRg85smpiEiIiJTxSVi8iU/Q7yvChBpfChxYvmG7ZwKNEKx+KcOS7/oL4jz1Rj09/OhYvXLpmciIiIi8xxw5cPtSm+x3efzYcWKFRYkotaw+KdOyXbv8l/pN+NUbpRXc45fIiIiO6utrYXP59Nt27dvn8lpqC1Y/FOn5Hr2QJRbp0WQXrnB9DxERERknszMzLDtFRUV5gShNmPxT50yMqMGTuUBVMhVv1JI9FUiq3qbdcGIiIio22VkZIRt//rrr80JQm3G4p86JXnwDJxe/g8I1PG+/yKo0dKxNO1Sa8MRERFRt3I4HGHbRadrMFmLxT91zkk/w974ERD4mvT992rx2Jp8MmqKV1oYjoiIiLpbWlqa/uQfSqFh11rT81B4LP6pcxwOHIwbDJ+4WjRpyo0jb//aglBERERklolFo/UbRFBcXmVuGGoVi3/qtHTvIYjyttjulgQkVLLfPxERkZ1l7vvcsK3ekWY4GxBZg8U/ddoJ3lVNB/w2EixKu8r0PERERGSejAFFYdsrNn1sUhJqCxb/1GlZ5/8Zmt54HhGUu/qh7sBW0zMRERGRObQBU8K2b9m03qQk1BYs/qnzBp8BL4xH+x9dy5V+iYiI7Czed0x/0K8ItlSlmR+IDLH4py6R4KvW/6UHkLXpcZPTEBERkZnyc4wLfI9Pvz4ga7D4py5xUt17+g3Kh72eHuaGISIiIlMNP/l8wHBKfwVlcIOQzMfin7rEAN82iHK3bNAc+DztCvMDERERkWny8vJgWP0rD2r3c/xfpGDxT12ioc8pgOj3+69xZMDt1rkwICIiItvI8JXobhcAcR/dYmoWMsbin7pE3EULDNsEPpSV6P+HQERERPYwrnYRxNfyZp+CEzvrOOg3UrD4py6hxSch01diMOhXkPDefNMzERERkXkGFfYHRKfrjwg+d5xqfiDSZVrxLyJ9RCTfrPOR+U6qfBGClsW/guCLY/0tSERERERm8Z3zOJTB1N9uLwf8Rop2F/8iMktEPhCRIyJyVESWisicNjx1JYBv2x+RokWud79O6Q9ABHsSRqK2ttbsSERERGQSzeXSv/MfsPvB8IuBkTnaVfyLyI0APgAwG0A6gBQAJwL4t4gsFpHerR2iQykpKjRM+z3C/Yj379ljXhgiighKcYo/oliS5DliuO7PqoQZ5oYhXc627igigwE8Av8Fw0EArwKoAzADwDgApwBYLiKzlVLbuz4qRbqEqT8Avv6nYXvVW78GfvpfExMRkVUOHz6MpUuXoqSkBE6nE8OGDcPkyZPhcBivBk5E0a+gbi2+Tp7RskEER53Zpuehltpz5/+HAOIAbAAwXCn1Q6XUz5RSEwBcAaASQF8Ai0VkaNdHpUinaRoSfJWGV/zKW2lyIiKyQmVlJd566y2UBGb58ng82Lx5Mz755BOLkxFRdxs8dFyYVnYAiQTtKf5nAVAAblFKNanilFIvApgCYAeAXgAWiciwLktJUWN49ee62zV4EO+rMTkNEVlh/fr18Hq9TbZ5vV7s3r0bVVVVFqUiIjP0POfnSPDq3wh0u9JRUVFhfihqoj3Ff38AXgCf6TUqpbbB3/VnM4A8AJ/wAiD2DK9ZAofOSr+a8qKwdrUFiYjIbGVlZbr9/B0OByor+Q4gkd31HFhkOPC3hOv+WK49xX88gCqllMdoB6XUQfjHAHyN4xcA7AIUQxKS8nFq+RNw+Wrh9NVBU25oyoNR1Z/AqXNRQET2k5OTA9H5w+/1epGRkWF+ICIyVWZmpu52n8+H8vJyk9NQc+0p/ksApItISridlFIlAGai6TsAvACIEY55S5BfvxHTKp6CD5r/IU5sSJ6F13PvgJvTfRLZ3gknnACns+l8Eg6HA4WFhUhOTrYoFRGZZciQIYZt27ZtMzEJ6WlP8b8x8PHk1nYMXADMgP8CoBeAT+CfFpRsTlKy4BUHPs24Bj4tDhD/zB5eLQHlzt7Y9PztFickou6WmpqK888/H7169YKmaYiPj8cJJ5yAGTNmWB2NiEwQFxen++4fANTW1qKhocHkRBSqzVN9AvgUwOkAvgvgvdZ2VkqViMgs+Av/4cHN7U5IUac8YRA84mrZIA5saOiLMaYnIiKz9ejRA+edd57VMYjIAomJiWFaFb7++muMGTPGrDjUTHvu/P8v8PEyEclryxOUUodwfAwAxQhHYjqUwXVlrZZmchoiIiIyk4ggPj5ef+pvBXy7mtP+WqnNd/6VUhtE5GoALgCp8C/01ZbnlYjIDADz0c4VhSk6ZVz8f8A7qwxaBeWHDiCrZy9TMxEREZF5EqQBdQZtR+pZDlqpXd99pdTzSqmn2ruCr1KqVCl1j1Lq7vbFo2jk6DcBDmXcn+/rz183LwwRERGZLkkZrOkhAq+WYG4YasLUSy8RGWPm+cg6KZ4yw5V+99XEmZyGiIiIzDT8hElhWgXV1dWmZaGmur34F5F0EblZRFYBWNnd56PI0DPB4M0+EdTWGr0RSERERHYwoOhE40YRLFmyxLww1ES3Ff8iMktEngNwAMDfAYwFoD/vE9lO0RnXG7Y1KIfu6p9ERERkDyJiuMovlMLBg20aOkrdoD1TfbZKRPoBmAvgWgD9g5sB1AJ4F8BLXXk+ilyZteGGhQj27NmD/Px80/IQERGRBZRqeREgAo+bvQCs0uk7/yLiEpHviMh7AL4FcBeAgkDzGwCuAJCjlLpUKcXiP1b0nYJwyzqs+uxD87IQEZHfgbXA34YAv3cB9/UAVv3T6kRkY9mZ4ab35ow/Vunwd15ERovIwwD2A3gB/gXAHAC+DNntaqXUi0qpmk6lpOiTlAWHcuu3iaC+4oC5eYiIYt23nwBPjAWObAd8HqCuHPjfjcAb37c6GdnUhP7JYVoF7m8WmxWFQrSr+BeRNBGZJyJfAVgL4EcAegDYC+CPAIYqpU7q8pQUlYa79hos8KGQX7fO/EBERLHsxUv1t6/5F+D1mpuFYkK/otmGbQIfPG/9xMQ0FNTm4l9EnoZ/8O7/AZgAoAbAMwBmK6X6K6V+0975/8nepqTshqY8TS8AlIIGL8ZWv8c/NkREZqo/Yty2/W3zclDMkPgkDKhd0fJGoFJwqnq4KjZYEyzGtefO/9UAEgB8Av+g3jyl1Fyl1KLuCEbRTzv7IVx5+A5kuff4f/GDv/xKYVf8aODLv1kbkIiI/FL7WJ2AbOqkiv9A4Gt6ASACtyTii7TLrAsWwzrS5z8PQE8A4UZxEAGpeUjyVaFBEv2fB6b98mkufJoxB9/uL7U2HxFRLOk9UX+75gL6jDc3C8WMWmcaFDTdGX+2JE+3JlSMa0/x/2cAhwCMBHAfgN0i8q6IXCEiXKeZdJX3OBFVzmzduX4XVw60IBERUYy67nMgPqPZRgHmfmpFGooRasJPjdugwb3qFRPTENCO4l8p9QsA/QBcBOBt+OdxPAPAswAOici/RGRat6SkqHVw8r36DSLwsM8/EZF5nHHAL48AV/wPGHkZMPs+4C4fkD/F6mRkY1mn3xa2/cg7fzApCQW1q9uPUsqrlHpDKXU+gHwAvwLwDYBUANcBWCQiO0Of0mVJKSplF4wKu8LfoUOHzA1ERBTrhp4LfOdF4JTbrU5CMUDTNGiqwbD9q7RTTExDQCfm+VdKHVRK3aeUGgpgOvwz/9Ti+Mq+APCpiPxMRAo6F5OiVXZ2NsJdAx5a9qx5YYiIiMh0We7D+lN/AzgQP8TkNNQly6sppT5TSs0B0AvAPABfARAA4wHcD2CHiHwlIuHf+yHb0TQNmq/B8Je+V8nHJiciIiIiM/XP76vfIAIlTiiDGoG6R5eurayUOqaUWqCUmgJgNIC/ASiD/0JgAvwXAhRjZng+aLkx8It+NIVX/ERERHY27NSrw7ar7bwRaKYuLf5DKaU2KaVuBdAHwGUAdCpAigWDzvk54n1VLeb4hQg+rhphXTAiIiLqdklJSWHbd7z7oElJCOjG4j9IKeVWSr2slDoTQEF3n48iUOE01DtS9Af+KoUDe/aYn4mIiIhMISJw+WoM23eqQhPTULuKfxHJEpETRGR0G/cXERkdeE6mUmpvx2JS1AvTna948ULTYhAREZH5+ni+NRz/tzd+qMlpYlt77/z/F8AaADe3ZWflH8ExL/AcTusSwzTlNvyll9qDJqchIqtUV1dj+fLleO211/DJJ5+gtJQrfRPFgskFqfoNIvBoSaitrTU3UAxrc/EvIpMAzIR/ld9b23GO2wLPOVNExrQrHdnGhFqDIR8i2KENNzcMEVni2LFjePnll7Fx40aUlJTgm2++wZtvvondu3dbHY2Iuln66b8K23543ScmJaH23Pm/Av7OG48opera+qTAvg/DP+PPVe1KR7Yx7Fzj5b2rvS54PB4T0xCRFVasWIH6+nr4fL7GbR6PB5999hmn+iOyu/iUsM2lxWvNyUHtKv5PCnx8vQPneSPwkcu4xai4gdPCth/87HmTkhCRVfbt26e7va6uDjU1xoMBicgeWsz8F6L66BGT08Su9hT/AwF4lVJb2nsSpdRWAJ7AMSgGaZoGwGfYvn/vLvPCEJEl4uPjdbcrpeByuUxOQ0RmG5poPMbnaJ3bxCSxrT3FfxqAyk6c62jgGBSj4n3Vhm2Jg6aamISIrDB69Gg4nc4m2zRNQ0FBAeLi4ixKRURmGZbrgO6NQBHsjx/OLsAmaU/xfwxAeifOlQagqhPPpyg3oleW4dt99S5eFxLZ3bBhwzBixAg4HA7ExcXB4XCgV69emDYtfLdAIrKHjFN+CE0ZFfiCLVva3bmEOsDZ+i6NDgDIEJFRSqmN7TmJiIwMnItzOsawcefNwYZ//z94fKrpgl8iWL16NYqKivjWP5GNiQimTJmCMWPGoLy8HCkpKUhL44U/UcxIzQM0h36bCIqLizFq1ChzM8Wg9tz5Xxr4eHkHznNls2NQDHI4HIDDabjS7zfffGN+KCIyXUJCAnr37s3CnygGueKT9RuUAio57a8Z2lP8vwb/dJ0/EZFhbX2SiIwA8GP4pwl9rX3xyG48HuMBPSWbeW1IRERkZ/369TPsApy//1WT08SmNhf/Sqn3AKwCkALgQxFpdYSmiJwM4H0ASQBWK6Xe7WhQsocEn/F0flX7N5uYhIiIiMw2ceJESPNBv0rBoTwYWb0YqCm3JFcsac+df8C/SFcFgN4APhWRD0RkvohMEZEhIjI48O/5IvIBgCUA+sA/08/VXZqcolIvz7eGV/xHtB4mpyEiIiIzpaam4vTyx+D01UGUB6K8SPQdw4Wlf4QDXqB0q9URba89A36hlNomImcAeBX+on524GFEAOwHcElgrn+KceOSD2Fng85gHhFUO7LMD0RERESm6l+/EXMP3orDrgKUuvqhXktBqas/0rylcC37M5D/itURba1dxT8AKKVWiEgRgNsB3Ajj6T8rASwA8IBSqqzjEclOepz2M+DtNQatAo/H02IecCKyr/r6ehw8eBBxcXHIy8uD6E0IQET24kqG1+PGsvTLUenMg1vi4FQNWJ52KS5w7USG1flsrkNVllKqHMDtIvIrABMAjATQA/47/aUANgFYqZTydlVQsom+kwCshv+l0owI1qxZg4kTJ5qdiogssH79eqxYsSKwAjjgcrlwzjnnIDMz0+JkRNStJv0Aa9ZvwRFnb3g1/wJ/HkmARyl8VJaPSy2OZ3ft7fMPABARLTCLz0QAR5RS/1ZKPaiUeiDw7y9Z+JOR5JRUw7atW9k7jCgWHDx4ECtWrIDX64Xb7Ybb7UZNTQ3efvttKINxQURkE6fdj+2JUxoL/0YiKFepqKkxnhyEOq9dxb+IuETkfgDlADbAP2//ZhEpEZFfC9+vpTYoLCw0bOMvPFFs2LhxI7zelveIampqcPAg14MksjuvGHU+Eex59gemZok17b3z/zqAnwFIg7/fRvDRA8DvATzZleHInsaOHRu2vaGhwaQkRGSVI0eOGLYdOnTIxCREZIVM9wHD2f/K6w1WAaYu0ebiX0S+A+As+Iv9bwD8CcAPADwI/4w+AuB7IjK9G3KSjcTHxxs3KsUBf0QxICEhwbCtoqLCvCBEZIkBtSsM2/Y5801MEnvac+c/OE//BwBGK6V+rZT6h1LqdgAj4B/FCfjXAiAypGkaJEyf3o2ffW5iGiKyQv/+/Q3b9u/fb2ISIrLCwFN/rN8ggnKtJ8f+dKP2FP/jACgAtyql6kMblFJH4Z/6UwCE79NBBKDHkSOGb/et3/GNyWmIyGwDBgwwbKutrTUxCRFZIf6E88O2c+xP92lP8Z8NoE4ptdmgfWXIfkRhJSUm6TeIoJ5X+0S2l5ycjLi4ON02h4P9fYnsTlzxAHyG7cuWLTMvTIxpT/EfD//CXbqUUpUh+xGFNfCkk8K2ezwek5IQkRVEBL169dJt83g87PdPFAuMxvgJcPToUXOzxJAOzfNP1FkDxo01/qUHsHfvXhPTEFEkcTgcKC8vtzoGEXWzlJQ0+HuUNydwu91mx4kZLP7JEg6HI8ysPgorVhjPAkBE9pCZmdm4um8opRTS09MtSEREZpowYQL8w0XJTO0t/nuKiNfoAf/lW7h92JeDGqWkpBgM+hXUHS01PQ8RmWvkyJEt+vdrmobs7Gz06NHDolREZJZws34BgM9nPCaAOq69xb90wYMIADCsf0/9BqVQ31Cv30ZEtpGcnIzzzjsPOTk5EBFomoaBAwfizDPPtDoaEZkg7Lo/AA4cOGBSkthitLaynru7LQXFpNFVH2MFdBbyEIFPS0RtbS0SExPND0ZEpsnOzsZFF10Er9eL+vp6HD16FA0NDYYzARGRvaSlpRkO7t29ezf69OljciL7a3Pxr5Ri8U9dSiucBew0ntP/iy++wKxZs0xMRERWUMo/zmfTpk3QNA0+nw99+vTB7Nmz4XK5rI5HRN0oPz8fGzdu1G2rrDScZJI6gQN+yTLa4NnQH+UPQICysjJT8xCRNTZv3oxNmzbB6/XC7XbD6/Viz549+Oyzz6yORkTdbNCgQYYTgLAO6B4s/slSGWnGg36JKDasWbMGXq+3yTalFHbs2ME1P4hsLicnx/Advurqas733w1Y/JOlRp5gPN8/F/mhVm17B/jqH0BDrdVJqBNqa/V/fkop1NTUmJyGiMwkIkhISDBs37Ztm4lpYoOti38R6Ssi/xaR/SJSLyLFIvKwiGRacRxqKScnx7BNKcULADvZ8ibwf6OBR4YAX/69c8fa/j5wtwN4/hzgnZuBPyYB/728a3KS6ZTuu39++/btMzEJEVkh3Kw/27dvNzFJbLBt8S8iAwGsAnAtgK8APATgWwA/AfCFiLRpEumuOg7pC1f8A7zit42FM4EXLgBKNgLl24F3fwz8uXfHjuX1As+dBahm8z9vegn48tHOZyXThbvrx24/RPaXmWl8L5Xv/nU92xb/AB4DkAvgx0qpC5VSdyilZsFfvA8F8AeTj0M6gnN7G2neD5ii0O7lQPHilturDgAf/7b9x/v09zAcKP7J79p/PLLc0KFDDdt69jRYD4SIbGP06NGGbVzoq+vZsvgXkQEATgdQDOD/mjXfCaAawPdEJNmM41B4+fk6c/0HcJovG/j4duO2VU+0/3glXxu3uavafzyy3Lhx43Tv/muahvp6LvhHZHdZWVlh28N1DaT2s2XxDyA4OfwHSjXtG6CUOgZgKYAkAFNMOg6FMWLECMO2/fv3m5iETGcw2DuscTcat2UN6XgWsozT6cSll17aYsYPn8+HDz/8kLN9ENmciKCwsFC3TSmFPXv2mJzI3uxa/AffQzbqMB4cPdJapdBVx6EwevXqZdjm8Xg4z2+0m32/cduEee0/3qDTgCSDsSKX/bf9x6OIYDS43+fzYfPmzeaGISLT5eXlGbatWbPGxCT2Z9fiPz3w0ajPSHB7RncfR0RuFJGVIrKypKSkldPFJofDYbjABwCsXLnSxDTU5fKnAAU6KzWn9AZmdnDh8NsOAIWz0bgeREov4IYvgdzhHY5J1qqurtbd7vP5UFXF7lxEdhcXF2fYVl5ebmIS+3NaHcAiwUqzs53IWj2OUmoBgAUAMGHCBHZaM+ByudDQ0KDbdvAAp/qLenM/9s/J/9EdgLcemHwLMGl+x4/ncABzPuqyeGS9nj176g7sczqd6NOnjwWJiMhM/D03j12L/+Ad+XSD9rRm+3X3cagVPXv2xJ7du1v2AVeKA/7sYsjZ/geRjrS0NAwaNKjJqr6apiE5ORmDBg2yOB0Rdbfk5GQkJSXpTu3p9Xrh8XjgdNq1bDWXXbv9bA18NOqLPzjwsbVJ5LvqONSKMWPG6DeIANBQtY+LfBDZ3bRp0zBp0qTGgb9KKdTV1XGwH1EMEBHDWsDn82HFihXmBrIxuxb/iwIfTxeRJl+jiKQCmAqgFsByk45DrWhtsa993240KQkRWUVEsGPHjsb1PVTgnb9FixahtLTU4nREZKWtW7e2vhO1iS2Lf6XUDgAfACgA8INmzXcDSAbwtFKqGgBExCUiwwKr+Xb4ONRxTqcTTl8NYDCX77r9+uMBiMg+KioqUFpa2qLvv8fjwfr16y1KRURmSU1NNWwzGhdI7WfnzlM3A1gG4BERmQ1gM4DJAGbC303n1yH79gm074K/0O/ocagTXHHxCHT1bUoEFVzsi8j2qqur4XA4dFf2PnbsmAWJiMhM4ab7pK5jyzv/QONd+wkAFsJfrN8GYCCARwCcqJRq0+TxXXUcal1ieu7x+ZOIKOb06NFDt/APthGRvYUb0Ktpti1ZTWfr76RSao9S6lqlVC+lVJxSqr9S6idKqfJm+xUrpUQpVdCZ41DnFBUVIVz1rzcNIBHZR0JCAgYOHKjbtnv3biiDboFEZA8OhwP9+vXTbVNK4cCBAyYnsidbF/8UXYz+6AMAlMI3n71mXhgisoTD4dDdXltbi0OHDpmchojMNnXqVN3tSiksWbLE5DT2xOKfIoamaRAow0G/izcfNDkREZnNaKVfr9eL/fv3m5yGiCLJ0aNH2QugC7D4p4givoaWC30B/m3iRFVVlfmhiMg0+fn5hm2c8YfI/pKSksK2c9rfzmPxTxElw+EzvPMPgKv9EtnckCFGayr6p/qrq6szMQ0Rma21VXzZ77/zWPxTRJl4+oVh25MTEswJQkSWaO0Pf3k551kgsrvk5GSDFoXyMk6y2Fks/imi5Ofnh53u88j7vzcvDBFZIiHMRf6OHTtMTEJEVjjllFMA6PUCEBzevsLsOLbD4p8iiogg03fYsH37gQrzwhCRJcJ1/eGgXyL76927t37tD6AKyUAtF/7sDBb/FHGytCr9fv8iqHT0ND8QEZmqf//+hm0NDQ0mJiEiKzgcDsSpGt02Hxzw7FpmciJ7YfFPEaff2DP0G5RCRv/R5oYhItPl5ORA9Gb9CrQRkb2JCIZXL9G9EaigYXVpogWp7IPFP0WcAWOnwanp3fkHDlZxpV8iu3M6nRg/frxu2+HDh+HxeExORERmUzlj9BtE8M1udv/rDBb/FHGcTiemTJ2m0yKoqqrCnj17TM9EROYymu+/rq4OS5cuNTkNEZlNG3a24QQgmsbytTP43aOIZHRnz+12Y9++fSanISKzbd++3bBt69atfAeQyOaGDx8O3epfKcSFWQ+IWsfinyJSuBX+du3aZWISIrKCw+EI2853AInsLTU1Fbm5uS37/Yug9OhRlOwstiSXHbD4p4hUUFBg2Hbs2DHe9SOyuZEjR4ZtL+NCP0S25z56DDAY/L/q/fdMTmMfLP4pIrW2yueRI0dMSkJEVkhOTg672Fdr/0cQUfTTGuoNp/4+Ul9vfiCbYPFPUWn37t1WRyCiblZYWGjY1rt3bxOTEJEV8sP8nvvC3Byg8Fj8U8QyHM2vFLZu3WJuGCIyXVFRkWHbzp07TUxCRFYYMHmyYVtabq6JSeyFxT9FrJ49e0J3fW8RHK2sgOJofyJbS05ONlzsa8sW3gAgsrusrCykpaa26PqjiWBoK+OCyBiLf4pYY8aM0a39/TTU7t1oYhoiMlu4C3wu9EVkfyKCM88+GwmJTVf09SmFpUuXoqqqyqJk0Y3FP0Wsfv36hW0/snWJSUmIyApOpxM9evTQbcvJyTE5DRFZISMjQ7cbsNvtxkcffWRBoujH4p8inPGdv7j+U0zMQURWmDZtmu6c//v378eOHTssSEREZmpoaEBNTY1u2+HDh01OYw8s/imi9U5260/zBWDX/kMmpyEis2VnZ8Pr9eq2ffLJJyanISKzGY37CXK73SYlsQ8W/xTRZl50nX6DCFZv2ctfeiKbC9e3n4P+iezP5XKFbefd//Zj8U8RTe/t/lCbV31qUhIiikR79+61OgIRdbNwtQBX+24/Fv8U0Vwul+HS3gBQuu59E9MQkdlaW8l36dKlJiUhIqsMHTrUsG3fvn0mJrEHFv8U0RwOh2GffwCorOfb/kSxrLKy0uoIRNTNCgsLW+37T23H4p8inqYaDNtK4geamISIrNDatL9EZG95eXm6ff+dTieGDBliQaLoxuKfIl6ir0b/7r8IAOGdPyKbmzRpktURiMhCDocDp556KpxOZ2P/f6fTifz8fAwYMMDidNEnfGdKoggweEQR1m7dZdheUlKC9PR0ExMRkZkyMzMN21obE0BE9tC3b19cccUV2LFjB+rr69G3b1/k5uayO1AH8M4/RbwJ004P06qQ7Ck3LQsRmU/TNMO39seOHWtyGiKySmJiIkaNGoXx48ejZ8+eLPw7iMU/RTxN0zBqSEHLrj9KId57DHnvXWFJLiIyz/Tp0zFo0KAW21etWsWuf0RE7cDin6LCSfXvY+yxt/wXAMGLABG4tURsr8+xNhwRdTsRQXV1dYvtPp8Pb731lgWJiIiiE4t/ig6uZJS68v3/Dnmbz6fF4fP0K+Hz+SwKRkRmOXDggO726upq1NXVmZyGiCg6sfin6DDycuyPH6a74JdH4lFVVWVBKCKKFN9++63VEYiIogKLf4oOeaPgE+NZPXY+f6uJYYjICnrzfAeVl3PgP1EsOXLkCDZs2IAtW7agvr7e6jhRhXOkUdTQlBdecei2bfb0Q5HJeYjIXIMHD8bXX3+t21ZWVmZyGiKyglIKy5Ytw5YtW6CUgqZpWLZsGc444wz06dPH6nhRgXf+KWqkuw8YLvZ11JUHpddGRLZRWFho2Mbinyg27N27F1u3boXX64XP54PH44HH48H7778Pj8djdbyowOKfosawnmlhWgUeDvgjsrXs7GzDNo/Hw7E/RDFg27ZtukW+x+Ph2J82YvFPUWPYxbeFbfe+fr1JSYjICvHx8XA49Lv+AcDWrVtNTENEVgh3d3/NmjUmJoleLP4pajidTkB5Ddu37uXb/kR2F674379/v4lJiMgKOTnGa/twwb+2YfFPUSXVe9iw3/+q1HPMD0REpurRo4dh29GjR01MQkRWCPd/ALUNi3+KKunK+I+7R0swMQkRWWH8+PGGbdXV1Rz4T2RzvXr1MmwL984gHcfin6JKv6lXh2lVXOmXyOaysrLCtu/du9ekJERkhbi4OPTu3duw/dixYyamiU4s/imqDB99gu4qvwAABZRtXW5uICIyVUJC+Hf4ONsHkf2dffbZEJ1awOfzYeXKlRYkii4s/imq+Af9Gr+tv+mTp0xMQ0RWSE1NNWzbtWuXiUmIyAo1NTXQtJYlrFIK+/btsyBRdGHxT1En0Wcwml8EO7Xh5oYhItMVFBQYttVxvQ8i24uLizMc3xMXF2dymujD4p+izkDZYXj3381Bv0S216dPH6sjEJGF4uLi0L9/f922hoYGuN1ukxNFFxb/FHVyCyaFaRXgy8dMy0JE5uvbt2/Y9k2bNpmUhIiscvLJJ+v2+6+vr+f/Aa1g8U9Rp9fUy8K2Hz2826QkRGQFvb6+oXbs2GFSEiKyyrFjx/zjAJvxer0c+N8KFv8UdZJTU6Ep47f01tYYzwFMRPYXbkAwEdmDy+UynN6b3X7CY/FPUSnd5TXs97+jnIv8ENnd8OHGg/v5h5/I/jIyMgzfBayurua6P2Gw+Keo1DfNoMAXgVtL5C89kc1NnTrVsG3Pnj38P4DI5kTEcEVfpRRqampMThQ9WPxTVOpXODRse11trUlJiMgKmqYZ/uH3+Xws/oliQEpKiu52n8/HKT/DYPFPUSlvzGlh231hFgIjInvIzc3V3e5yuQwvDIjIPsaOHWv4u7569WqT00QPFv8UlZxOJxxi3PVHb/ovIrKXKVOm6P6uu91urFu3zoJERGSmwsJCZGVltdiulMKmTZvQ0NBgQarIx+KfolbRuAm62+Pj45GYmGhyGiIyW05ODuLj41tsV0rxrh9RjDAa4K9pGo4ePWpymujA4p+iVlFRETIzM1tsr6+vx8cff2xBIiIyW11dne52j8cDj8djchoiMltGRobudp+nwXBMQKxj8U9Ry+Vy6b7dBwA7d+5EVVWVyYmICADQUAuUbgO8XktjcJVPIvsbO3YsHNJ0gL/DV4/C6uVI+N+1FqWKbCz+Kart27fPsG3Xrl0mJiEieBqAhwqAPyYBjw4F7nECT4cfnN9Z4Vb75Uq/RPaXk5ODM0ofQYqnBFA+QCko0RDnq4P761etjheRWPxTVAs3nR+X9yYy2d8GApXNLrq//Qh4+cpuO2VaWpp+g1KorKzstvMSUeTo2fAtvBIHgQJE4BMXtiadjLd7/ATqWInV8SIOi3+Kaunp6YZthw4dMjEJUYyrKQeO7dVv2/hCt522qKhIv0EE7oYGzvdPFAO2JU6CW+Kh5Pi0n17NhXJnXxzatMLCZJGJxT9FtX79+hm28Y8+kYkOrQ/T2H3rbhQWFgJh1vUoeecv3XZuIooMJa5CeLQEnRZB2ef/MD1PpGPxT1Ft2LBhYds52weRSfpMNm6T7ltwy7+Kp3Hxv2/rF912biKKDJmqFg5ffYvtAh/S6zn2pzkW/xTVkpOTw7QqlJSwrx+RKeISgbxx+m0n3datp473HTO8+9/gNO4aSET2MCg7DU64/QN+g5QCoJAG3gRsjsU/RTURMZ7tQwG7P/mnuYGIYtm8VUDhqcc/Fw2Ycitw2v3detoJaQbT+oqgOOmEbj03EVkv6crHcW7Jg9CU5/iNABG4JRGv974dXounHY40LP4p6g0y6vMrgtKycvMDEcWyOR8Cdyn/404vcOZfu/2Uw777O8O2o75E/xSkRGRb4nSi8sxn4RMnIBLSIKhze7F582brwkUgFv8U9YpyPBDoXNUrhYNxA3jFT2Rz/nf/jAb4C6q+WmhiGiKywv76eP+7jTq++eYbk9NENhb/FPUyB45HuudQy7v/IhAoLvZFZHMiAlHGF/lLD8SbmIaIrOB0Og3bOPlHUyz+KfolZ6Nvw7amb/UF+MSF6upqC0IRkZlEa/n7H7S7nN1+iOwu3Ox/LP6bYvFPttD7zNvh8NW12O4TJzIzMy1IRERmiktINRz7o8KsA0AW+/oV4P5s4C4H8Md0YMUTVieiKJWRkYGMjAzdturqapSXcwxgEIt/soX8oScgIbWHbtuGDRtMTkNEZhs4cKDuu38Uwb78O/DSpUBtGQAf0HAUeHse8N5PrU5GUSotLU13u9frxaFDh0xOE7lY/JMtaJoGl8ul27Zv3z7U17dc/IPIVLWVwGd/AtY9a3USWxo7dmzY9rq6lu8MksXeNyjylz9sagyyj9TUVMO2LVu2mJgksrH4J9twu92625VSaGhgn1+y0AuXAPdnAB//Cnjte8Bdmr+7A3WZpKSkwGq/+j788EMT01Cb+Iz6YSvg2EFTo5A9pKcbL+rHRT+PY/FPttGvXz/d7Sz+yVJfPgpsebXZRuXv7sBpaLtUVlaWYdvBgywmo0qi8c+SyEhCQkLYdo7/8WPxT7YxePBgw7alS5eamIQoxKI7jds+ut28HDEg3B9+/tGPQJmD9LcnZAJO43dxiIz07ds3bDvv/vux+CfbqKioMGwrKyszLwhRKHeVcVv5dvNyxIDRo0eHbee0vxFm/nogrtkATUc88IOvrclDUS8hISFs9z/2AvBj8U+2EW6gj8PhMDEJUYicMAXphJvNyxED8vLywravW7fOpCTUJnGJwK8qgWs+Bib+APjuG8Bv64DU8D9HonAmTpxo2Mb5/v1Y/JNt9OnTJ2yR7/P5TExDFPDd5v39A5JygcFnmJvF5qSVqT4PHDhgUhJqlwGzgHMeBYadb3USsgGj8X8AsGrVKhOTRC4W/2QbIoJJkybpttXV1aG4uNjcQEQAkJEP3Pw1kFEAQABxAIPPAW7bb3UyW9I04z9rNTU1JiYhIis0NDQY/j9QVlbGG4EAnFYHIOpK4X6pv/jiCwwYMMDENEQBucOBW3ZanSImDBs2DF9/rd9nvLa21uQ0RGS2jIyMsLXA9u3bMXToUBMTRR7e+SdbcTqNr2erq6s54weRzbU220dVVZgB2EQU9cLVAYB/4c9Yx+KfbKVHjx5h2znSn8je+vTpE7b922+/NSkJEVkl3GJf4SYHiRUs/slWcnNzw7a7XC6TkhCRFVwuF+Lj4w3bjVYCJyL7mDx5smEbu/+x+Ceb0TQN+fn5hu2lpaUmpiEiK4wcOdKwrb6+3sQkRGSF/v37IyUlRbdt+/btMd8LgMU/2c7pp59u2PbWW2+ZmISIrHDCCScYtm3dupVjf4hsTkQM3+nXNC3soqCxgMU/2U55eblhGxf4ILK/uLg4w0F/brebd/+JYkBaWprudp/Ph+TkZJPTRBYW/2Q7rY305wUAkf0lJCQYti1dutTEJERkhTFjxrSoBxwOB/r27cvi3+oARF0tIyMjbPv+/VxcicjuwnXt2bmTay4Q2V3Pnj0xY8YMJCYmwuFwwOFwoKCgALNmzbI6muW4yBfZUmpqKo4dO9Ziu4hARCxIRERmiouLQ3V1tW4b+/wTxYYBAwagsLAQBw4cwJ49e+Dz+VBaWoq8vLyYrgV4559s6aSTTtL9xVZKoa6uzoJERGSmSZMmGbaJCC8AiGLE1q1b8e6772L9+vXYsGED3n33XSxevDim/w9g8U+2lJ+fb7jg1+LFi8Mu/U1E0a9///5h2ysrK01KQkRWqaurw9KlS+H1ehuLfY/Hg507d8b0Sr8s/smWRCTsW/67du0yORERmS0rK0t3u8/ni+m3/Ilixd69e6FpLUtdj8eDHTt2WJAoMrD4J9vyer2GbSUlJSYmISIrjBgxwrDt4MGDJiYhIivoFf5BDofDxCSRhcU/2VZOTo5h2+HDh01MQkRW6Nmzp2Hb6tWrTUxCRFbo16+fbt9+p9OJIUOGWJAoMrD4J9sKt8rnUfb3JbI9pZThnb9jx45xzQ8im3O5XDj11FPhdDrhdDobp/wsKipCbm6u1fEsw6k+ybZ69uypP6uHUvBV7gG8XiCG3/YjsjujPv+Af1zQ4cOH0bt3bxMTEZHZ8vPzcdVVV2HXrl2oqKiAUgqJiYmoq6sLuxigndn2zr+InCQi74hIuYjUiMh6EblFRNpc7YlIgYioMI8XuvNroM6Ji4tDX5QBzYt/EdQ7UnH4xZ9aE4yIus/Wt4CHC4E/ZUB77mxkZ2Xo7qaUQllZmbnZiMgScXFxOHDgADZs2IANGzZg+fLleP7557F3716ro1nClnf+ReQCAK8AqAPwIoByAOcBeAjAVADfaech1wF4XWf7xo6nJDOkH92IPSmntNiuABzYvxOx+6YfkQ29dTOw8h/HP9/xPvonA4fTL9bdfcOGDRg9erRJ4YjIKrt378aOHTsaJwIJTvf94Ycf4pprrom5wb+2K/5FJA3APwF4AcxQSq0MbP8tgE8AXCoi31VKteeu/Vql1F1dHpa6XQLccCg3vBLXZLtDeZAgxrMBEVGU8TQ0LfwDsj17/O/+6UztWVVVBZ/PF3ZGECKKflu3btUd46OUwoEDB9C3b18LUlnHjv/jXQogB8ALwcIfAJRSdQB+E/h0vhXByHyDpl0DQcuR/j4oFJx5swWJiKhbrFqgu7lXw/awT+O0v0Sxy+PxoKqqyuoYprNj8T8r8PE9nbZPAdQAOElE4ttxzN4icpOI/Crw0XgaGYooaRPPwWy1BuJz++/+BR5eLRFflqVaHY+IukpChu5mp3JDg/GsPi6Xq5sCEVGkGDx4sGFbLC76acfif2jg47bmDUopD4Cd8Hd3GtCOY54G4HEAfwh8XCcii0Qkv5NZyQSuC+6F0lz+t/2DDwi2bNnC+f6J7KLoagD6q/aeIJtbbgzcCEiM0dk+iGJJXl6eYVssLvhnx+I/PfDRaCL34PaMNhyrBsA9AMYDyAw8pgNYBGAGgI9FJDncAUTkRhFZKSIr+fayNb744gvDts8//9zEJETUrS74d8ttriRMvPYvgM/XdOavwBiA15991qRwRGQVl8tlOKg3Pr49HUHsISKLfxEpbmWKzeaP9vzvHbw11LIjeDNKqcNKqd8ppVYrpSoCj08BnA7gSwCDANzQyjEWKKUmKKUmhFtxlrqP2+02bKuvrzcxCRF1q7FzgdsrgFFXAH1OBM5+DPh1Nepq60Pe9QshgmM6q38Skb04nU4MGDCgxQWA0+kMuyCoXUXqbD874J+ms632h/w7eGc/XW9HAGnN9ms3pZRHRP4FYDKAaQD+1tFjUfcrLCzEunXrdNsKCgrMDUNE3SsxHbj0+SabaltZ0bu6uhrJyWHfxCWiKHfKKaegvr4e+/btg6Zp8Pl8GD58OIYPH251NNNFZPGvlJrdiadvBTABwBAAq0IbRMQJoBCAB8C3nTgHAAT78PAvRoSbOHEiNmzY0Divb6j0dKNrRCKyi/RWVvEtLi7GyJEjTUpDRFZwOp0488wzsX//fixfvhylpaXYtGkT6urqMHXqVMTFxbV+EJuIyG4/nfRJ4OOZOm3TACQBWKaU6mx/jymBj529iKBupmkarr76aojOPN9Lly5FaWmpBamIyCwOhwPxDkfL1b4BQMTwnUEispe6ujp8+OGHjX/3fT4fduzYgbfeegsqhroA2rH4fxlAKYDvisiE4EYRSQBwb+DTJivBiEi6iAwTkV7Ntk8WkRaXgiIyC8CtgU85WiwKHDp0SPcXWymFL7/80oJERGSm4SecoLvQF4CYnOebKBZt3bq1cZXfIJ/Ph4qKipia/c92xb9S6iiA7wNwAFgsIv8SkQcArAVwIvwXBy82e9pFADYD+FOz7fcD2Cci/xWRhwKPjwF8DCAewG+VUsu676uhrhJuKq8jR46YmISIrJCfz5mZiWJdWVmZ7kq/AFBRUWFuGAvZrvgHAKXU6/BPyfkpgEsA/AiAG8BPAXxXtf29nWfgn9VnIvwXFDcDGAzgJQDTlFL3hnkuRZAePXoYtqWkpJiYhIiskJWVFbadNwGI7C8nJwdOp/5w18zMTJPTWCciB/x2BaXUUgBnt3HfhQAW6mz/fwD+X5cGI0sUFhY2ju5vbuDAgRYkIiIztTaYb+3atZg5c6ZJaYjICkOGDMGaNWvg9XobuwI7HA706NEDsTQduy3v/BM153A4cM455+i2rVixApWtTAVIRNEv3HSeBw4cMDEJEVkhPj4eF154Ifr16wdN0+ByuTB06FCcffbZupOC2JVt7/wTNZecnAwRaTHw1+PxYN26dZg2bZpFyYjIDIWFhdi4caNuGwf9EsWGtLQ0nHmm3oSQsYN3/ilmHD16FJqm/5IvLi42NwwRmW7QoEFh240GAhIR2QmLf4oZGRkZLab4Cqqvr+cffiKbCzfwHwD2798ftp2IyA5Y/FPMSElJMbzzDwANDQ0mpiEiszkcjrD/B7D4J/r/7d17cFTnmefx39OtltoSEkiAQEKAuBsjwKwZ28E38G2DZ+3EZSd2dpzL7GYnm9qayuzs1FRmJ7NxZpOZ2vyxyczOJZvNbjyJt9b2hCTjpIxnYmx8gdgxxjHmMoBlzMWAhCzAQqKFuvXuH30EjdRH6NJ9jtTn+6k61fR5uk8/qpcjPeft97wvooDiH5Eyd+7cvPudc6z0C0TAsmXLfGOpVCrATAAgHBT/iJRp06b5xnbs2BFcIgBCsWbNGt9ZPU6dOhVwNgAQPIp/RMpw4/qZ7hMofVOmTPFd5OfMmTP0/gMoeRT/iJSFCxf6xtLptHp7ewPMBkAYEolE3v3OOd9JAQCUpnPnzmnv3r3av39/ZGoA5vlHpDQ0NCgej+f9A19WVqZTp06pqakphMwABKW+vt53et+TJ0+y6jcQEW+++aZ27tx5cSjgK6+8ojvvvFPz588PObPioucfkdPc3Jx3f39/vyorK4NNBkDghpvy028RMAClpaOjQzt37lQmk1E6nVY6nVYmk9GWLVtKfvY/in9EzsqVK/NO95fJZIas/gug9NTW1vrGOjo6+D0ARMDBgwfzjgIwMx05ciSEjIJD8Y/ImTlzpu8Nf9u3bw84GwBBG+4r/Uwmo/7+/gCzARAGv/t7+vv7S/53AMU/IufChQvq6+vLGzt58mTA2QAIWjweVzKZ9I23t7cHmA2AMCxcuFDxeHzI/kwmo/Ly8hAyCg7FPyInkUj4fq3vnNOHH34YcEYAguY39Ccej6u7uzvgbAAEraGhQVOnTs0b27ZtW0kP/6P4R+TEYjFVVFTkjcXjceb5BiJg0aJFvr1+1dXVIWQEIEhm5jv0p7e3t6Q7Ain+EUnLly/Pu8pnLBZTXV1dCBkBCNLSpUt9h/5s3ry5pHv9AGTl6wCQsqMA/GKlgOIfkbRq1SpVVVUNuQDo7+/XmTNnwkkKQGDKyspUU1OTN3bhwgXfdQAAlI7ly5fnnQBk2rRpmjJlSggZBYPiH5GUTCZ16623Dundy2Qyevrpp0v+Tn8A0tmzZ31jra2tAWYCIAzLly/XvHnzFI/HVVZWpkQiocrKSt11111hp1ZUrPCLyNqzZ0/e/el0Wu+9954WLlwYcEYAgpRIJHxjpT7PN4DsUN8777xTnZ2dam9vV2VlpZqamvKuBVRKKP4RWcMN73n//fcp/oESl0wmfXv/0+l0wNkACEtdXV2k7vcr7UsbYBjTpk3zjTHbB1D6Zs+eHXYKABA4in9E1po1a3xj+/fvDzATAGFYu3atb8xvHQAAmOwo/hFZ9fX1vl/znT17VidOnAg4IwBBisfjuuGGG/LGbr755oCzAYBgUPwj0s6dO+cb+9WvfhVgJgDCsHr1am3cuPGyG/zMTJs3b1ZHR0eImQFAcVD8Az6GuzAAUDpaW1svm97XOad0Oq1f/OIXIWYFAMVB8Y9ImzNnjm+soqIiwEwAhOXdd9/Nu7+rq0vnz58POBsAKC6Kf0TajTfe6Bsb7sIAQOkYblG/kydPBpgJABQfxT8irbq6WkuWLJGZDYmVl5eHkBGAoFVVVfnGjh07FmAmAFB8LPKFyLv11lt19OhRpVKpy/a/9dZbamhoUGNjY0iZAQjCsmXLtGPHjrwxZv0CosM5pwMHDmjnzp3q7e3VnDlz9JGPfERTpkwJO7WCoucfkXfmzJm8q3mm02nt3r07hIwABGnBggW+se7u7gAzARCmbdu26cUXX1RXV5cuXLigQ4cO6Yknnii5CUAo/hF5vb29eYf9SOJmPyACamtrL5vqM1cmk1FPT0/AGQEIWiqV0t69e4fs7+/v19atW4NPqIgo/hF5M2fOzHvDXzwe1/z580PICEDQrrrqKt9Yvm8GAZSWtrY231ip3fhP8Y/ISyQSuuGGG1RWdukWmHg8rqqqKl1zzTUhZgYgKIsWLcr7DWBlZaWqq6tDyAhAkJLJpG/Mb3TAZEXxD0hqaWnRxo0b1djYqGQyqUQiofr6er7uByJizZo1qq6uvtgJEIvFFI/HtX79+pL7ww9gqPr6esXj8byxpqamgLMpLop/wOOcU3t7u1KplFKplFpbW/XjH/9YHR0dYacGoMgqKir04IMPasWKFYrH43LOSZK2bt3K7wAgAsxMd91115CL/fLyct1yyy0hZVUcFP+AZ9u2bZeN7XXOKZ1Oa9u2bSFmBSAo6XRae/bsUSaTkXNOmUxG586d089+9jP19fWFnR6AIps3b54eeughXXPNNWpsbNT111+vT33qU6qsrAw7tYJinn9A2bv5T58+nTfW1tYm5xxf/QMl7p133lEmkxmyv6+vT3v37tXq1atDyApAkGpqanTzzTeHnUZR0fMPKPt133DF/eHDhwPMBkAYurq6Lg73Gay1tTXgbACgOCj+AWWL/+Gm+tu1a1eA2QAIQ01NjW+MNT8AlAqKf8BTV1fnG/MbEgSgdAy30u9wvx8AYDKh+Ac8ixcv9o319vYGmAmAMFRWVmrhwoVDhgDGYjGtWbMmpKwAoLAo/gHPwoULh41/8MEHAWUCICzr16/X0qVLFY/HFY/HddVVV+n222/X7Nmzw04NAAqC4h/w5K7wm09nZ2dAmQAIS1lZmW677TZt3LhRdXV16uvr02uvvab9+/f73gwMAJMJxT+QY7gb/hobGwPMBEBY2tvb9eyzz+rUqVNKp9Pq6urStm3buPEfQEmg+Ady+M3tO2vWLFVVVQWcDYAw7Nix47IF/6TsAmA7d+7Muw4AAEwmFP9AjqamJt19991KJpOSslOALl68WPfee2/ImQEIit/9Pc45pvwEMOmxwi8wSHNzs5qbm8NOA0BIampqfIv8gY4BAJis6PkHACDHddddp3g8ftm+WCymJUuWXHFiAACY6Cj+gSvIZDLq7+8POw0AAWlqatKGDRuG9PIfOHBAu3fvDikrACgMujAAH6dPn9aWLVvU2dkpM/MtCACUnjlz5qivr+/i84EOgNdee01z5sxRbW1tWKkBwLjQ8w/kcf78eW3atOni3P7OOR09elRPPfUUc30DEXD48OEhK/1K2YuAgwcPhpARABQGxT+Qx+uvv553qE8qldLevXtDyAhAkPym9HTOMd0ngEmN4h/I4+jRo74xFvoBSt/cuXPzfss3MAQQACYrin9glJjnGyh9U6ZM0bXXXjtkv3NOb7zxRvAJAUCBUPwDecybN883xph/IBri8bhisaF/Jjs7O3Xq1KkQMgKA8aP4B/JYvXq1byyTyTDmF4iAjo4O32l+T58+HXA2AFAYFP9AHjU1NcPG29raAsoEQFhmzJgxZLGvAXV1dQFnAwCFQfEP+KiqqvKNMe4fKH1XX331kBV94/G4ZsyYoRkzZoSUFQCMD8U/4GPlypW+sa6urgAzARCGZDKp+++/X01NTYrFYiorK9PSpUu1cePGsFMDgDFjhV/Ax8KFC/Xqq6/mje3duzfvTCAASktNTY3uueeesNMAgIKh5x/w4ZzLu8KnJJ07d46bfoEISqfTvjcBA8BkQM8/4GPKlCmKxWJ5i3wz04kTJ1jsB4iIEydO6OWXX9bZs2cVi8W0ZMkSrVu3bsg9AQAw0dHzD/gwM9+b+pxz6unpCTgjAGE4ffq0Nm/erDNnzsg5p0wmo4MHD2rLli1hpwYAo0bxDwxj1apVvrHW1tYAMwEQll27dg35BjCTyejYsWPc/A9g0qH4B4Yxf/5839ixY8cCzARAWE6fPp13Ze9YLEbxD2DSofgHhmFmvov8OOfyFgQASsvMmTPz3vzf19en8vLyEDICgLGj+AeGYWa+N/WamY4ePRpwRgCCtnr1at8L/RdffDHgbABgfCj+gStobGzMu985pyNHjgScDYCgTZkyxTf2wQcf8A0ggEmF4h+4gqqqKiUSiSH7Y7GYKioqQsgIwERy+vTpsFMAgBGj+AeuYN68eXnH+5qZli1bFkJGAILmt+CfJHV2dgaYCQCMD8U/cAVlZWW65557lEwmlUgklEgkVFZWpvXr16umpibs9AAEYPbs2Xn3m5mqqqoCzgYAxo6lCYERqK+v1yOPPKK2tjZlMhnNnj2blT2BCLnpppu0adOmIeP7KysrfS8MAGAioucfGKFYLKaGhgY1NTVR+AMRU1dXp9tvv11lZWUqKytTPB5XbW2t7r333mGHBAHAREPxDwDACCxatEif+cxn1NLSomQyqa6uLm3dulXt7e1hpwYAI0bxDwDACL399tvavXu3uru7lU6ndfLkSf385z9XR0dH2KkBwIhQ/AMAMALpdFpvvvmm0un0kP07duwIKSsAGB0GLgOjlEqltG/fPrW3t6u2tlYrVqxgtg8gArq7u31jp06dCjATABg7in9gFD788EP95Cc/UV9fn/r7+3X48GHt3r1b9913n2bMmBF2egCKqLKyUv39/Xljvb29ymQyisfjAWcFAKPDsB9gFH75y1+qt7f3sgIgnU7r2WefDTErAEFIJBKaOXNm3lgsFtORI0cCzggARo/iHxiFo0eP5t3f09Ojrq6ugLMBELTp06fn3e+cU09PT8DZAMDoUfwDBXLy5MmwUwBQZI2NjUokEkP2m5lmzZoVQkYAMDoU/8Ao1NbW+sYGr/wJoPQ0NzerpqbmsrH9sVhMs2fP5r4fAJMCxT8wCjfffLNv7NixYwFmAiAMsVhM9913n1paWi5eAJiZTpw4oR07dtAJAGDCo/gHRqG6ulpmljdG8Q9EQyKR0KlTpy4W+plMRplMRrt27dKhQ4dCzg4AhkfxD4xCIpHwLf4HL/wDoDT19PSora1tyLSf6XRau3btCikrABgZin9gFBKJhObMmZM3lk6ntW/fvoAzAhC03t5e306AVCoVcDYAMDoU/8AoDXfT7/bt2wPMBEAYpk6dmncxr1gsprlz54aQEQCMHMU/MErnzp3zjWUymQAzARCGWCymm266SWVlZRf3xeNxVVRUaM2aNSFmBgBXVnbllwDINXfuXL377ru+8d7eXlVUVASYEYCgLV68WDU1NXr77bfV1dWlpqYmtbS0KJlMhp0aAAyLnn9glJYsWeIbMzNW+QQior6+Xhs2bFBLS4s6Ojq0fft2tbW1hZ0WAAyLnn9glGKxmGbMmKGOjo68serq6hCyAhC0/v5+Pf3005dN+/nOO+9o1apVuvHGG0PODgDyo+cfGIMNGzYMueEvFouppaXlsnHAAEpXa2ur2tvbhyzstWvXLp09ezakrABgeBT/wBjU1tbqvvvuU2Vl5WX79+zZo6NHj4aUFYAg7d271zf25ptvBpgJAIwcxT8wRufPn9eFCxcuPu/v71c6ndZzzz3Hgl9AxPX29oadAgDkRfEPjNGBAwd8i/wTJ04EnA2AoC1btsw31tzcHFwiADAKJVf8m1nCzL5kZt83s1+b2QUzc2b2+XEcc52ZPWNmnWbWY2a7zOz3zGzoKi+IjMHjfEcaA1Aali1blvcG/6qqKi1evDiEjADgykqu+JdUJenbkj4nabakk+M5mJl9TNJLkm6V9BNJfy2pXNK3JD0xnmNjcluyZEnem3udc2psbAwhIwBBMjN94hOfUEtLi8rLy5VIJLR8+XI98MADeVcABoCJoBSnJemRdI+kXzvnTpjZo5K+OpYDmVmNpP8lKSNpvXNuh7f/TyQ9L+lBM3vYOcdFQATNnz9fCxYs0KFDh5ROpy/+sb/jjjuY8QeIiLKyMq1bt07r1q0LOxUAGJGSq1CccxckbS7Q4R6UNFPSDwYKf+8zUmb2FUlbJH1RfAMQSWamDRs2aMWKFTp27JgSiYQWLVo0ZAYgAACAiaLkiv8Cu917fDZP7CVlv2VYZ2YVzjmmdoio+vp61dfXh50GAADAFVH8D29gKocDgwPOubSZHZK0QtJCSfuCTAwTSyqV0t69e3X8+HFVV1dr5cqVqqurCzstAACAy1D8D2+q9+i3VOPA/ml+BzCz35H0O5I0b968giWGiaOnp0ebNm3ShQsXlMlkZGZqbW3VnXfeSZsDAIAJZULO9mNm73nTc450ezysVL1H33kdnXPfdc6tdc6tnTlzZkBpIUhvvPGGUqmUMpmMpOxsP+l0Wi+99BJTfgIAgAllovb8t0pKjeL1x4uUx0DP/lSfeM2g1yGCjhw5krfIT6VS6urqUk1NTZ53AQAABG9CFv/OuTvCzsGzX9JaSUslvZEbMLMySQskpSW9G3xqmCjKy8vV3d09ZH9/f796e7kPHAAATBwTctjPBPK89/jRPLFbJVVK2s5MP9E2d+5c31hra2uAmQAAAAyP4l+SmU01s6vNrGFQ6EeSOiQ9bGZrc16flPR17+nfBpQmJqjp06f7xo4cORJgJgAAIHTPPSc9apdvE0hJFv9m9mUze8zMHpP0cW/3bw/sM7PPD3rL/cpO1fnnuTudcx9K+neS4pK2mtn3zOybkn4t6SPKXhw8WbQfBJPCrFmzZJb/xD579qxSqdHcvgIAACatX3xFeuWuofsn0AVASRb/yg7T+ay3rfb2rcvZd/NID+Sc+6mk25Rd1OsBSb8rqU/S70t62DGdS+TV1NQomUzmjTnn6P0HACAqtn3DPzZBLgAm5A2/4+WcWz/K1z8m6bFh4tsk3TOupFDS6urq9P777+eN7dixQ0uXLg04IwAAgKFKtecfCFR5eblv7Ny5cwFmAgAA4I/iHyiAsrKS/BINAAAUTFXYCUii+AcKYtWqVWGnAAAAwvboMLeCPjoxRgJQ/AMFMH36dN/e/5UrVwacDQAACE2+C4DhLgoCxlgFoEAeeeQRPfnkkzp//vzFfQsWLNCNN94YYlYAACBwE6jYH4ziHyiQ8vJyffrTn1ZPT4+6u7s1bdo0JRKJsNMCAAC4iOIfKLDKykpVVlaGnQYAAMAQjPkHAAAAIoLiHwAAAIgIin8AAAAgIij+AQAAgIig+AcAAAAiguIfAAAAiAiKfwAAACAiKP4BAACAiGCRL6CI+vv7dfz4cfX19amhoUHJZDLslAAAQIRR/ANF0tHRoWeeeUaZTEZS9kLg+uuv18qVK0PODAAARBXDfoAi6O/v1zPPPKNUKqW+vj719fUpk8no9ddfV3t7e9jpAQCAiKL4B4rg+PHjSqfTQ/an02nt2bMnhIwAAAAo/oGiGOjpz+fEiRMBZwMAAJBF8Q8UQUNDg5xzeWPd3d2+MQAAgGKi+AeKIJlMyszyxpxzFP8AACAUFP9AkcydOzfv/lmzZikW49QDAADBowIBimTdunWqqKhQPB6XJMXjcSUSCd1yyy0hZwYAAKKKef6BIqmpqdFDDz2kffv2qb29XdOnT9c111yjysrKsFMDAAARRfEPFFEymdSaNWvCTgMAAEASw34AAACAyKD4BwAAACKC4h8AAACICIp/AAAAICIo/gEAAICIoPgHAAAAIoLiHwAAAIgIin8AAAAgIij+AQAAgIig+AcAAAAiguIfAAAAiAiKfwAAACAiKP4BAACAiKD4BwAAACKC4h8AAACICIp/AAAAICIo/gEAAICIoPgHAAAAIoLiHwAAAIgIin8AAAAgIij+AQAAgIig+AcAAAAiguIfAAAAiAiKfwAAACAiKP4BAACAiDDnXNg5RIaZnZJ0OOw8JrgZkjrCTgKBo92ji7aPJto9umj7YMx3zs3MF6D4x4RiZjucc2vDzgPBot2ji7aPJto9umj78DHsBwAAAIgIin8AAAAgIij+MdF8N+wEEAraPbpo+2ii3aOLtg8ZY/4BAACAiKDnHwAAAIgIin8AAAAgIij+AQAAgIig+EfgzCxhZl8ys++b2a/N7IKZOTP7/DiOuc7MnjGzTjPrMbNdZvZ7ZhYvZO4Yv0K0lZk1e/9n/LYnivkzID8zazKz/2Nmx82s18zeM7Nvm1ltGMdBcArRZt57/M7pk8XMH6NnZg+a2f8ws5fN7EOvnR4f47E45wNUFnYCiKQqSd/2/t0m6aSkuWM9mJl9TNImSSlJT0rqlHSvpG9JuknSJ8aRKwqoCG31lqSf5tm/e+xZYizMbJGk7ZLqJf2DpH+WdL2kL0n6qJnd5Jz7IKjjIDgFbrOzuvT3Ide5AqSKwvqKpNXKts0xSVeP5SCc8yFwzrGxBbpJKpe0UVKD9/xRSU7S58dwrBpJ7ZJ6Ja3N2Z9U9peJk/Rw2D8zW2HbSlKz9/rHwv652C62yT96bfK7g/b/d2//d4I8DtukbPv3JL0X9s/DNuJ23yBpiSSTtN5r68fHcBzO+YA3hv0gcM65C865zc65EwU43IOSZkp6wjm3I+czUsr2SkjSFwvwORg/2qpEmdlCSXcrW7z99aDwVyV1S/q0mVUFcRwEhzaLLufcC865g86r1MeC/z/hoPjHZHe79/hsnthLknokrTOziuBSgo9itFWjmX3BzP6z97hq3FliLAba9p+cc/25Aedcl6Rtkiol3RjQcRCcQrdZhZk94p3TXzKzDdy7VdI450NA8Y/Jbpn3eGBwwDmXlnRI2XtbFgaZFPIqRlvdJek7kr7hPb5lZi+Y2bxx5orR8W1bz0HvcWlAx0FwCt1msyX9UNlz+tuSnpd00MxuG2uCmNA450NA8Y/Jbqr3eNYnPrB/WvFTwRUUsq16JP1XSddJqvW22yS9oOzY0y18TRyoQrUt5/PkU8g2+76kO5S9AKiStFLS/1T2Hp/NZrZ6zFliouKcDwHFP8bkClOy5dvGNP1XIVL1Hsc8JhGXFLndR9xWzrl259x/cc7tdM6d8baXlB07+pqkxZLGPHUsCq5Q5yHn8+QzmvP6a865551zbc65Hufcbufcv1f2xs+rlJ0cAtHCOV8ETPWJsWpVdrrGkTpepDwGegWm+sRrBr0O4zOedi96Wznn0mb2PUk3SLpV0l+M9VgYlUK1Lefz5BNEm31H0n9S9pxGaeGcDwHFP8bEOXdH2Dl49ktaq+x4wDdyA2ZWJmmBpLSkd4NPrfSMs92DaqtT3iPDfoKz33v0G5e7xHv0G9db6OMgOEG0Wbv3yDldejjnQ8CwH0x2z3uPH80Tu1XZWQK2O+d6g0sJPoJqq4FZIbjgC84L3uPdZnbZ3xUzq1Z2Abfzkl4N6DgIThBt9hHvkXO69HDOh4DiH5OCmU01s6vNrGFQ6EeSOiQ9bGZrc16flPR17+nfBpQmhjfqtvJrdzO7wczKB3+Amd0u6T96T8O6zyRynHOtkv5J2Rsz/8Og8NeU7bH9gXOuW5LMLOG166LxHAfhK1Tbm9kKM6sbfHwzmy/pr7ynnNOTFOf8xGLjWJsBGDMz+7IuLQV+rbJLhG/XpWm9XnHOfS/n9Z9TdiaIv3POfW7QsT6ubGGZkvSEpE5J9yk7hdiPJH1yPIuQoHBG21Z+7W5mWyWtkLRV2WXlJWmVLs0Z/SfOuYELCgTA+6O+XVK9pH+QtE/Zey82KPuV/Trn3Afea5uVndr1sHOueazHwcRQiLY3s0clfVnZnuBDkrokLZL0m8quAv6MpPudcxeC+JlwZd7v8497T2dL+pfKfjvzsrevwzn3B95rm8U5P2Ew5h9h+aiyUzPmWudtA76nEXDO/dSbA/qPJT2g7B+KdyT9vqS/pPCfOArYVj+UdL+k35C0UVJCUpukpyT9lXPu5WHeiyJwzrV63+j8qbLn9z2STkj6S0lfc851BnkcBKdAbfaCsp0Aa5Qd5lMl6YykV5Q933/I7/IJ51pJnx20b6EurdVyWNIfXOkgnPPBo+cfAAAAiAjG/AMAAAARQfEPAAAARATFPwAAABARFP8AAABARFD8AwAAABFB8Q8AAABEBMU/AAAAEBEU/wAAAEBEUPwDAK7IzB41M5dnS5nZMTN72sw+aWZ2heNsNLPvmtkeM+s0sz4z+8DMfmVm3zazG0aYzzdzcnh8hO9pNrNHzOxbZvaimX2Yc4zmkRwDACY7VvgFAFyRmT0q6ave07ac0FRJyZznmyXd75zrHfT+pZL+r6S1Obszks56x4jn7H9B0iedcx0+uZRJOipptrcrJanBOXfmCj/DY5I+6xNe4Jx7b7j3A0ApoOcfADAqzrnZA5ukKkktkn7hhTdK+nru683sNyS9pmzh3y3pzyWtlpRwzk2XVC5phaQ/VvbCYoOkpmFS+E1lC/+9kp5X9uLjX48g9X5JrZL+XtKXJf3RCN4DACWFnn8AwBXl9vw754YM7TGzpKS3JS2W1CWpzjmXNrPpkn6tbDF/XNLdzrk9w3xOpaRvSfob59xbPq95WtK9yhbwJyU9JukN59zafK/PeV/cOZfJeb5e2W8ZJHr+AUQEPf8AgHFzzqWU7VGXpGpJV3v//kNd6sX/1HCFv3ecHufcF5S9kBjCzBqU/XahX9LjkjYp+23CdWa2+grHzgwXB4AooPgHABTKsZx/13hj87/gPd/inHtppAdyzvX7hD4rqcw73vvOuXPKXgBI0r8dbcIAEDUU/wCAQmnO+XensmP8p3rPf1Kgz/g33uMPcvb9nff4W2ZWUaDPAYCSRPEPABg3M6uR9Fve005JB5S9iXfAmwX4jFslLZF0TtKPc0IvKDv7T52kj4/3cwCglFH8AwDGzMymmdkdys660+jt/gtv2M70nJd2FuDjBob1/Mg51zOw02VnrvjhoNcAAPKg+AcAjEruIl+STkt6TtJ1XvhxSd8YeGnO28Y1tZz3zcKD3tMf5HnJwNCfO8xs/ng+CwBKGcU/AGC02nK2I5J2Svrfkm53zn06Z1ad3EW6pmt8HpZU6X3e1sFB59wBSa8q+3ftc+P8LAAoWWVhJwAAmFy8xb1GIndazzWSto/jYweG88yT1G82ZKmBXL9tZn/qWMgGAIag5x8AUCw7JJ31/n3/WA9iZi2Srh/FW+ZLumOsnwcApYziHwBQFM65tKTvek/v8GbrGREzy/37NNDrv1PZBcSG23466D0AgBwU/wCAYvqmpOPev/+fma0Y7sVmdpWZ/Y2kld7zckmPeOGnnHPnhtskPem99n4zqy3CzwMAkxrFPwCgaJxzHZIekPShslOBvmZmf2ZmLeYN3Lesq83sDyW1SvqiLs0U9DFJM7x///0IPvJnks5LqtCldQfkfU7CzGYMbLq0AJkk1ebGzCwxtp8YACY2in8AQFE5516VdKOyw3aqJP2RpLclXTCzDyRdkLRP0n+T1CDpH5VdtEu6NHznDefcuyP4rG5Jmwe9d8BNkk7lbD/Nie0cFLtpxD8gAEwiFP8AgKJzzu1zzl0n6V8pOy3oPyu7Um+Nst8KvC7pW5Kuc8591Dn3gZnNlXSXd4inRvFxA6+91sz+RUF+AAAoEcZMaAAAAEA00PMPAAAARATFPwAAABARFP8AAABARFD8AwAAABFB8Q8AAABEBMU/AAAAEBEU/wAAAEBEUPwDAAAAEUHxDwAAAEQExT8AAAAQEf8frI3VhP8mHEAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5990\n", "Epoch 2/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5853\n", "Epoch 3/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5729\n", "Epoch 4/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5610\n", "Epoch 5/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5493\n", "Epoch 6/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5371\n", "Epoch 7/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5247\n", "Epoch 8/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5129\n", "Epoch 9/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.5052\n", "Epoch 10/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4935\n", "Epoch 11/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4813\n", "Epoch 12/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4706\n", "Epoch 13/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4590\n", "Epoch 14/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4478\n", "Epoch 15/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4369\n", "Epoch 16/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4276\n", "Epoch 17/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4168\n", "Epoch 18/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.4078\n", "Epoch 19/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3968\n", "Epoch 20/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3876\n", "Epoch 21/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3785\n", "Epoch 22/50\n", "56/56 [==============================] - 0s 3ms/step - loss: 0.3705\n", "Epoch 23/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3602\n", "Epoch 24/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3536\n", "Epoch 25/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3447\n", "Epoch 26/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3390\n", "Epoch 27/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3314\n", "Epoch 28/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3238\n", "Epoch 29/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3172\n", "Epoch 30/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3128\n", "Epoch 31/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.3055\n", "Epoch 32/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2989\n", "Epoch 33/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2943\n", "Epoch 34/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2896\n", "Epoch 35/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2826\n", "Epoch 36/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2811\n", "Epoch 37/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2750\n", "Epoch 38/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2706\n", "Epoch 39/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2713\n", "Epoch 40/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2606\n", "Epoch 41/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2589\n", "Epoch 42/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2556\n", "Epoch 43/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2509\n", "Epoch 44/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2509\n", "Epoch 45/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2458\n", "Epoch 46/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2411\n", "Epoch 47/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2407\n", "Epoch 48/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2378\n", "Epoch 49/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2374\n", "Epoch 50/50\n", "56/56 [==============================] - 0s 2ms/step - loss: 0.2332\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[129 8]\n", " [ 5 3]]\n", "Final learning f1 score 0.3157894736842105\n", "Final learning precision score 0.2727272727272727\n", "Final learning recall score 0.375\n", "Final learning kappa score 0.26909654905001945\n", "\n", "\n", "Executing fold: 5\n", "\n", "\n", "Model: \"model_72\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_73 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "tf.reshape_24 (TFOpLambda) (1, 5, 8) 0 input_73[0][0] \n", "__________________________________________________________________________________________________\n", "conv1d_24 (Conv1D) (1, 3, 8) 200 tf.reshape_24[0][0] \n", "__________________________________________________________________________________________________\n", "flatten_24 (Flatten) (1, 24) 0 conv1d_24[0][0] \n", "__________________________________________________________________________________________________\n", "dense_96 (Dense) (1, 25) 625 flatten_24[0][0] \n", "__________________________________________________________________________________________________\n", "reshape_24 (Reshape) (1, 5, 5) 0 dense_96[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reduce_sum_24 (TFOpLamb (1, 5) 0 reshape_24[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_72 (Lambda) (1, 5) 0 tf.math.reduce_sum_24[0][0] \n", "__________________________________________________________________________________________________\n", "tf.math.reciprocal_24 (TFOpLamb (1, 5) 0 lambda_72[0][0] \n", "__________________________________________________________________________________________________\n", "multiply_24 (Multiply) (1, 5, 5) 0 tf.math.reciprocal_24[0][0] \n", " reshape_24[0][0] \n", "__________________________________________________________________________________________________\n", "tf.__operators__.getitem_24 (Sl (5, 5) 0 multiply_24[0][0] \n", "__________________________________________________________________________________________________\n", "tf.compat.v1.transpose_24 (TFOp (5, 5) 0 tf.__operators__.getitem_24[0][0]\n", "__________________________________________________________________________________________________\n", "tf.linalg.matmul_24 (TFOpLambda (5, 8) 0 tf.compat.v1.transpose_24[0][0] \n", " input_73[0][0] \n", "==================================================================================================\n", "Total params: 825\n", "Trainable params: 825\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_73\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "input_74 (InputLayer) [(None, 8)] 0 \n", "_________________________________________________________________\n", "dense_97 (Dense) (None, 250) 2250 \n", "_________________________________________________________________\n", "dense_98 (Dense) (None, 125) 31375 \n", "_________________________________________________________________\n", "dense_99 (Dense) (None, 2) 252 \n", "=================================================================\n", "Total params: 33,877\n", "Trainable params: 33,877\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", "None\n", "\n", "\n", "Model: \"model_74\"\n", "__________________________________________________________________________________________________\n", "Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", "input_75 (InputLayer) [(None, 8)] 0 \n", "__________________________________________________________________________________________________\n", "lambda_73 (Lambda) (None, 8) 0 input_75[0][0] \n", "__________________________________________________________________________________________________\n", "model_72 (Functional) (5, 8) 825 lambda_73[0][0] \n", "__________________________________________________________________________________________________\n", "lambda_74 (Lambda) (None, 8) 0 input_75[0][0] \n", "__________________________________________________________________________________________________\n", "tf.concat_24 (TFOpLambda) (None, 8) 0 model_72[0][0] \n", " lambda_74[0][0] \n", "__________________________________________________________________________________________________\n", "model_73 (Functional) (None, 2) 33877 tf.concat_24[0][0] \n", "==================================================================================================\n", "Total params: 34,702\n", "Trainable params: 34,702\n", "Non-trainable params: 0\n", "__________________________________________________________________________________________________\n", "None\n", "\n", "\n", "Training the GAN, first round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "10 neighbourhood batches trained; running neighbourhood epoch 1\n", "20 neighbourhood batches trained; running neighbourhood epoch 1\n", "30 neighbourhood batches trained; running neighbourhood epoch 1\n", "Neighbourhood epoch 1 complete\n", "40 neighbourhood batches trained; running neighbourhood epoch 2\n", "50 neighbourhood batches trained; running neighbourhood epoch 2\n", "60 neighbourhood batches trained; running neighbourhood epoch 2\n", "Neighbourhood epoch 2 complete\n", "70 neighbourhood batches trained; running neighbourhood epoch 3\n", "80 neighbourhood batches trained; running neighbourhood epoch 3\n", "90 neighbourhood batches trained; running neighbourhood epoch 3\n", "Neighbourhood epoch 3 complete\n", "100 neighbourhood batches trained; running neighbourhood epoch 4\n", "110 neighbourhood batches trained; running neighbourhood epoch 4\n", "120 neighbourhood batches trained; running neighbourhood epoch 4\n", "Neighbourhood epoch 4 complete\n", "130 neighbourhood batches trained; running neighbourhood epoch 5\n", "140 neighbourhood batches trained; running neighbourhood epoch 5\n", "150 neighbourhood batches trained; running neighbourhood epoch 5\n", "Neighbourhood epoch 5 complete\n", "160 neighbourhood batches trained; running neighbourhood epoch 6\n", "170 neighbourhood batches trained; running neighbourhood epoch 6\n", "180 neighbourhood batches trained; running neighbourhood epoch 6\n", "Neighbourhood epoch 6 complete\n", "190 neighbourhood batches trained; running neighbourhood epoch 7\n", "200 neighbourhood batches trained; running neighbourhood epoch 7\n", "210 neighbourhood batches trained; running neighbourhood epoch 7\n", "Neighbourhood epoch 7 complete\n", "220 neighbourhood batches trained; running neighbourhood epoch 8\n", "230 neighbourhood batches trained; running neighbourhood epoch 8\n", "240 neighbourhood batches trained; running neighbourhood epoch 8\n", "Neighbourhood epoch 8 complete\n", "250 neighbourhood batches trained; running neighbourhood epoch 9\n", "260 neighbourhood batches trained; running neighbourhood epoch 9\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "270 neighbourhood batches trained; running neighbourhood epoch 9\n", "Neighbourhood epoch 9 complete\n", "280 neighbourhood batches trained; running neighbourhood epoch 10\n", "290 neighbourhood batches trained; running neighbourhood epoch 10\n", "300 neighbourhood batches trained; running neighbourhood epoch 10\n", "310 neighbourhood batches trained; running neighbourhood epoch 10\n", "Neighbourhood epoch 10 complete\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Rough learning confusion matrix: [[89 52]\n", " [ 2 8]]\n", "Rough learning f1 score 0.2285714285714286\n", "Rough learning precision score 0.13333333333333333\n", "Rough learning recall score 0.8\n", "Rough learning kappa score 0.12977588046958377\n", "\n", "\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "\n", "\n", "Final round training of the discrminator as a majority-minority classifier\n", "\n", "\n", "Epoch 1/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.6087\n", "Epoch 2/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.6019\n", "Epoch 3/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5955\n", "Epoch 4/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5896\n", "Epoch 5/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5838\n", "Epoch 6/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5773\n", "Epoch 7/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5721\n", "Epoch 8/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5648\n", "Epoch 9/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5587\n", "Epoch 10/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5518\n", "Epoch 11/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5456\n", "Epoch 12/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5389\n", "Epoch 13/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5317\n", "Epoch 14/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5249\n", "Epoch 15/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5181\n", "Epoch 16/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5109\n", "Epoch 17/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.5038\n", "Epoch 18/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4965\n", "Epoch 19/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4887\n", "Epoch 20/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4806\n", "Epoch 21/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4718\n", "Epoch 22/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4634\n", "Epoch 23/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4567\n", "Epoch 24/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4472\n", "Epoch 25/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4395\n", "Epoch 26/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4307\n", "Epoch 27/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4229\n", "Epoch 28/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4151\n", "Epoch 29/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4063\n", "Epoch 30/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.4000\n", "Epoch 31/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3919\n", "Epoch 32/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3836\n", "Epoch 33/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3789\n", "Epoch 34/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3708\n", "Epoch 35/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3636A: 0s - loss: 0.36\n", "Epoch 36/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3593\n", "Epoch 37/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3523\n", "Epoch 38/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3446\n", "Epoch 39/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3404\n", "Epoch 40/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3338\n", "Epoch 41/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3298\n", "Epoch 42/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3243\n", "Epoch 43/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3217\n", "Epoch 44/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3186\n", "Epoch 45/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3140\n", "Epoch 46/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3090\n", "Epoch 47/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3025\n", "Epoch 48/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.3012\n", "Epoch 49/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2967\n", "Epoch 50/50\n", "55/55 [==============================] - 0s 2ms/step - loss: 0.2923\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Final learning confusion matrix: [[129 12]\n", " [ 0 10]]\n", "Final learning f1 score 0.625\n", "Final learning precision score 0.45454545454545453\n", "Final learning recall score 1.0\n", "Final learning kappa score 0.587431693989071\n" ] } ], "source": [ "np.random.seed(42)\n", "strata=5\n", "results=[]\n", "for seed_perm in range(strata):\n", " \n", " features_x,labels_x=unison_shuffled_copies(features_x,labels_x,seed_perm)\n", "\n", " #scaler = StandardScaler()\n", " #scaler.fit(features_x)\n", " #features_x=(scaler.transform(features_x))\n", " \n", " \n", " ### Extracting all features and labels\n", " print('Extracting all features and labels for seed:'+ str(seed_perm)+'\\n')\n", " \n", " ## Dividing data into training and testing datasets for 10-fold CV\n", " print('Dividing data into training and testing datasets for 10-fold CV for seed:'+ str(seed_perm)+'\\n')\n", " label_1=np.where(labels_x == 1)[0]\n", " label_1=list(label_1)\n", " \n", " features_1=features_x[label_1]\n", " \n", " label_0=np.where(labels_x != 1)[0]\n", " label_0=list(label_0)\n", " len(label_0)\n", "\n", "\n", "\n", "\n", " features_0=features_x[label_0]\n", " \n", " a=len(features_1)//5\n", " b=len(features_0)//5\n", "\n", " fold_1_min=features_1[0:a]\n", " fold_1_maj=features_0[0:b]\n", " fold_1_tst=np.concatenate((fold_1_min,fold_1_maj))\n", " lab_1_tst=np.concatenate((np.zeros(len(fold_1_min))+1, np.zeros(len(fold_1_maj))))\n", "\n", " fold_2_min=features_1[a:2*a]\n", " fold_2_maj=features_0[b:2*b]\n", " fold_2_tst=np.concatenate((fold_2_min,fold_2_maj))\n", " lab_2_tst=np.concatenate((np.zeros(len(fold_1_min))+1, np.zeros(len(fold_1_maj))))\n", "\n", " fold_3_min=features_1[2*a:3*a]\n", " fold_3_maj=features_0[2*b:3*b]\n", " fold_3_tst=np.concatenate((fold_3_min,fold_3_maj))\n", " lab_3_tst=np.concatenate((np.zeros(len(fold_1_min))+1, np.zeros(len(fold_1_maj))))\n", "\n", " fold_4_min=features_1[3*a:4*a]\n", " fold_4_maj=features_0[3*b:4*b]\n", " fold_4_tst=np.concatenate((fold_4_min,fold_4_maj))\n", " lab_4_tst=np.concatenate((np.zeros(len(fold_1_min))+1, np.zeros(len(fold_1_maj))))\n", "\n", "\n", " fold_5_min=features_1[4*a:]\n", " fold_5_maj=features_0[4*b:]\n", " fold_5_tst=np.concatenate((fold_5_min,fold_5_maj))\n", " lab_5_tst=np.concatenate((np.zeros(len(fold_5_min))+1, np.zeros(len(fold_5_maj))))\n", "\n", " fold_1_trn=np.concatenate((fold_2_min,fold_3_min,fold_4_min,fold_5_min, fold_2_maj,fold_3_maj,fold_4_maj,fold_5_maj))\n", "\n", " lab_1_trn=np.concatenate((np.zeros(3*a+len(fold_5_min))+1,np.zeros(3*b+len(fold_5_maj))))\n", "\n", " fold_2_trn=np.concatenate((fold_1_min,fold_3_min,fold_4_min,fold_5_min,fold_1_maj,fold_3_maj,fold_4_maj,fold_5_maj))\n", "\n", " lab_2_trn=np.concatenate((np.zeros(3*a+len(fold_5_min))+1,np.zeros(3*b+len(fold_5_maj))))\n", "\n", " fold_3_trn=np.concatenate((fold_2_min,fold_1_min,fold_4_min,fold_5_min,fold_2_maj,fold_1_maj,fold_4_maj,fold_5_maj))\n", "\n", " lab_3_trn=np.concatenate((np.zeros(3*a+len(fold_5_min))+1,np.zeros(3*b+len(fold_5_maj))))\n", "\n", " fold_4_trn=np.concatenate((fold_2_min,fold_3_min,fold_1_min,fold_5_min,fold_2_maj,fold_3_maj,fold_1_maj,fold_5_maj))\n", "\n", " lab_4_trn=np.concatenate((np.zeros(3*a+len(fold_5_min))+1,np.zeros(3*b+len(fold_5_maj))))\n", "\n", " fold_5_trn=np.concatenate((fold_2_min,fold_3_min,fold_4_min,fold_1_min,fold_2_maj,fold_3_maj,fold_4_maj,fold_1_maj))\n", "\n", " lab_5_trn=np.concatenate((np.zeros(4*a)+1,np.zeros(4*b)))\n", "\n", "\n", " training_folds_feats=[fold_1_trn,fold_2_trn,fold_3_trn,fold_4_trn,fold_5_trn]\n", "\n", " testing_folds_feats=[fold_1_tst,fold_2_tst,fold_3_tst,fold_4_tst,fold_5_tst]\n", "\n", " training_folds_labels=[lab_1_trn,lab_2_trn,lab_3_trn,lab_4_trn,lab_5_trn]\n", "\n", " testing_folds_labels=[lab_1_tst,lab_2_tst,lab_3_tst,lab_4_tst,lab_5_tst]\n", " \n", " \n", " \n", " for i in range(5):\n", " \n", " print('\\n')\n", " print('Executing fold: '+str(i+1))\n", " print('\\n')\n", " \n", " r1,r2=convGAN_train_end_to_end(training_folds_feats[i],training_folds_labels[i],testing_folds_feats[i],testing_folds_labels[i], neb, gen, neb_epochs, epochs_retrain_disc)\n", " results.append(np.array([list(r1[1:]),list(r2[1:])]))\n", "results=np.array(results)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "1e364177", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }