{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "id": "EwRw-f6ocdCR" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Init Plugin\n", "Init Graph Optimizer\n", "Init Kernel\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "import imageio\n", "\n", "from time import time\n", "import os\n", "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'\n", "\n", "# https://www.birentech.com/news/130.html" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "glWkfJ2mcdCU" }, "outputs": [], "source": [ "def get_model(input_dim, output_dim, width, depth, regularization_param=1e-7,\n", " act_func='tanh', output_act_func=False, random_seed=None) -> keras.Sequential:\n", " initializer = keras.initializers.RandomNormal(seed=random_seed)\n", " regularizer = keras.regularizers.l2(regularization_param)\n", "\n", " if act_func == 'sin':\n", " act_func = tf.math.sin\n", "\n", " all_layers = [keras.layers.InputLayer(input_shape=[input_dim])]\n", " all_layers += [keras.layers.Dense(width, activation=act_func,\n", " kernel_initializer=initializer,\n", " bias_initializer=initializer,\n", " kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer) for _ in range(depth-1)]\n", " all_layers.append(keras.layers.Dense(\n", " output_dim, kernel_initializer=initializer,\n", " activation=act_func if output_act_func else None,\n", " bias_initializer=initializer,\n", " kernel_regularizer=regularizer,\n", " bias_regularizer=regularizer))\n", " m = keras.Sequential(all_layers)\n", " return m\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "u8T9p1Z1cdCV" }, "outputs": [], "source": [ "def init_fn(x, mu, sigma) -> np.array:\n", " return 0.5*(tf.exp(-(x-mu)**2 / (2*sigma**2)) / (tf.sqrt(2*np.pi) * sigma))\n", "\n", "\n", "@tf.function\n", "def get_u(x, t):\n", " u = model(tf.concat((x, t), axis=1))\n", " return u\n", "\n", "\n", "@tf.function\n", "def get_u_du_d2u(x, t):\n", " \"\"\"make prediction and calculate derivatives\n", " \"\"\"\n", " u = get_u(x, t)\n", " du_dx = tf.gradients(u, x)[0]\n", " du_dt = tf.gradients(u, t)[0]\n", " d2u_dx2 = tf.gradients(du_dx, x)[0]\n", " d2u_dt2 = tf.gradients(du_dt, t)[0]\n", " return u, du_dx, du_dt, d2u_dx2, d2u_dt2\n", "\n", "\n", "def fit(model, x, t, length, c, epochs):\n", " lambda_ini = 100\n", " lambda_ini2 = 1\n", " lambda_bc = 10\n", " lambda_int = 1\n", " x0_bdy = np.arange(0, length, num_p_row)\n", " x1_bdy = np.arange(num_p_row-1, length, num_p_row)\n", "\n", " for epoch in range(1, epochs+1):\n", " with tf.GradientTape() as tape:\n", " u, du_dx, du_dt, d2u_dx2, d2u_dt2 = get_u_du_d2u(x, t)\n", "\n", " # compute the loss for initial condition u(x, 0)= ic\n", " ini_l = tf.reduce_mean(tf.square(u[:num_p_row]-ic))*lambda_ini\n", " # compute the loss for u_t(x, 0) = 0, use new lambda\n", " ini_l2 = tf.reduce_mean(tf.square(du_dt[:num_p_row]))*lambda_ini2\n", "\n", " # Reflection\n", " # get all du/dx for x=0: u_x(0, t)= 0\n", " bdy_x0 = tf.reduce_mean(\n", " tf.square([du_dx[x_i] for x_i in x0_bdy]))*lambda_bc\n", " # get all du/dx for x=1: u_x(L, t)= 0\n", " bdy_x1 = tf.reduce_mean(\n", " tf.square([du_dx[x_i] for x_i in x1_bdy]))*lambda_bc\n", " # interior loss\n", " int_l = tf.reduce_mean(\n", " tf.square(d2u_dt2-tf.square(c)*d2u_dx2))*lambda_int\n", " # regulation loss\n", " reg_loss = tf.reduce_sum(model.losses)\n", " # sum them up\n", " loss_total = ini_l + ini_l2 + int_l + bdy_x0 + bdy_x1 + reg_loss\n", " grads = tape.gradient(loss_total, model.trainable_variables)\n", " opt.apply_gradients(zip(grads, model.trainable_variables))\n", " if epoch % 100 == 0:\n", " print(f\"ep {epoch}, total {loss_total.numpy()}, ic {ini_l.numpy()}, ic_v {ini_l2.numpy()}, bc_x0 {bdy_x0.numpy()}, bc_x1 {bdy_x1.numpy()}, int {int_l.numpy()}\")\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cIAxvyIxcdCW", "outputId": "d884cbed-27cb-43f6-e212-94e9dc07d15e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Metal device set to: Apple M1\n", "\n", "systemMemory: 16.00 GB\n", "maxCacheSize: 5.33 GB\n", "\n" ] }, { "ename": "NameError", "evalue": "name 'get_model' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/var/folders/6h/mmvp5df90fb3fsqtc5d9mxt40000gn/T/ipykernel_1582/2102800846.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'float32'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 22\u001b[0m \u001b[0mt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mVariable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mt\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'float32'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 23\u001b[0;31m \u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_model\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m8\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mact_func\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'tanh'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[0;31mNameError\u001b[0m: name 'get_model' is not defined" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dx = 0.02\n", "dt = 0.02\n", "time_span = 2.\n", "x_end = 1.\n", "num_p_row = 51\n", "epoch = 10\n", "c = 0.8\n", "\n", "x_input = [np.asarray([[x], [t]]) for t in np.arange(0, time_span+dt, dt)\n", " for x in np.arange(0, x_end+dx, dx)]\n", "x, t = zip(*x_input)\n", "\n", "# print(x)\n", "# t=0 for all x\n", "# print(type(x[:num_p_row]))\n", "\n", "ic = tf.constant(init_fn(np.asarray(x[:num_p_row], dtype='float32'),\n", " 0.5, 0.05), shape=(num_p_row, 1))\n", "plt.plot(x[:num_p_row], ic)\n", "\n", "x = tf.Variable(x, dtype='float32')\n", "t = tf.Variable(t, dtype='float32')\n", "model = get_model(2, 1, 20, 8, act_func='tanh')\n" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# x_input[0:num_p_row] # initial\n", "# [x_input[x_i] for x_i in np.arange(0,len(x_input),num_p_row)] # x=0\n", "# [x_input[t_i] for t_i in np.arange(num_p_row-1,len(x_input),num_p_row)]\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ep 100, total 6.916891098022461, ic 3.1197896003723145, ic_v 0.23585101962089539, bc_x0 0.23644126951694489, bc_x1 0.235438272356987, int 3.0847296714782715\n", "ep 200, total 1.1954799890518188, ic 0.4846760630607605, ic_v 0.052557408809661865, bc_x0 0.0396505743265152, bc_x1 0.0461466945707798, int 0.567812979221344\n", "ep 300, total 0.6047775745391846, ic 0.21909119188785553, ic_v 0.02963290922343731, bc_x0 0.01918044313788414, bc_x1 0.02035623788833618, int 0.3118666112422943\n", "ep 400, total 0.5131866335868835, ic 0.18138472735881805, ic_v 0.02359362691640854, bc_x0 0.013885101303458214, bc_x1 0.019211536273360252, int 0.2704412341117859\n", "ep 500, total 0.4862053692340851, ic 0.16810058057308197, ic_v 0.02102196030318737, bc_x0 0.012637976557016373, bc_x1 0.019144665449857712, int 0.2606056332588196\n", "ep 600, total 0.4734383821487427, ic 0.16119647026062012, ic_v 0.0197492353618145, bc_x0 0.012276306748390198, bc_x1 0.019045455381274223, int 0.2564491629600525\n", "ep 700, total 0.46589168906211853, ic 0.15709877014160156, ic_v 0.019047820940613747, bc_x0 0.012026570737361908, bc_x1 0.018947461619973183, int 0.25401967763900757\n", "ep 800, total 0.46256518363952637, ic 0.15457263588905334, ic_v 0.018735487014055252, bc_x0 0.012877731584012508, bc_x1 0.018952947109937668, int 0.25264331698417664\n", "ep 900, total 0.6272611021995544, ic 0.15635307133197784, ic_v 0.01989440806210041, bc_x0 0.05666056647896767, bc_x1 0.10874399542808533, int 0.2807922959327698\n", "ep 1000, total 1.4428571462631226, ic 0.20650073885917664, ic_v 0.021839279681444168, bc_x0 0.1252770870923996, bc_x1 0.7355141639709473, int 0.34887319803237915\n", "ep 1100, total 0.7782990336418152, ic 0.18780381977558136, ic_v 0.02070644125342369, bc_x0 0.0696677714586258, bc_x1 0.21816277503967285, int 0.2770671546459198\n", "ep 1200, total 0.4941367208957672, ic 0.1645176112651825, ic_v 0.020029088482260704, bc_x0 0.019461579620838165, bc_x1 0.03916512802243233, int 0.24603013694286346\n", "ep 1300, total 1.488835096359253, ic 0.23111556470394135, ic_v 0.01957719214260578, bc_x0 0.042782869189977646, bc_x1 0.8808735609054565, int 0.3095080256462097\n", "ep 1400, total 0.46448373794555664, ic 0.16722625494003296, ic_v 0.01917131431400776, bc_x0 0.012305268086493015, bc_x1 0.017970893532037735, int 0.24278266727924347\n", "ep 1500, total 0.6193145513534546, ic 0.1829301118850708, ic_v 0.019810562953352928, bc_x0 0.04198318347334862, bc_x1 0.11627009510993958, int 0.25324180722236633\n", "ep 1600, total 1.1836615800857544, ic 0.24289363622665405, ic_v 0.02259371057152748, bc_x0 0.18824243545532227, bc_x1 0.44129127264022827, int 0.28350764513015747\n", "ep 1700, total 1.0973254442214966, ic 0.2986461818218231, ic_v 0.018307069316506386, bc_x0 0.054995421320199966, bc_x1 0.36587807536125183, int 0.3543108105659485\n", "ep 1800, total 1.1098541021347046, ic 0.2541158199310303, ic_v 0.02279600501060486, bc_x0 0.08272659778594971, bc_x1 0.4547521770000458, int 0.2902188003063202\n", "ep 1900, total 4.463489532470703, ic 0.20200349390506744, ic_v 0.020206784829497337, bc_x0 1.2244168519973755, bc_x1 2.239062547683716, int 0.7724985480308533\n", "ep 2000, total 0.5159067511558533, ic 0.1692095398902893, ic_v 0.0201333649456501, bc_x0 0.04008030146360397, bc_x1 0.023659247905015945, int 0.25746509432792664\n", "ep 2100, total 1.1338907480239868, ic 0.1921607404947281, ic_v 0.021496059373021126, bc_x0 0.17953673005104065, bc_x1 0.40919628739356995, int 0.3260824382305145\n", "ep 2200, total 0.6747462153434753, ic 0.17111118137836456, ic_v 0.02058303914964199, bc_x0 0.023793507367372513, bc_x1 0.1959424614906311, int 0.25783801078796387\n", "ep 2300, total 0.5648806095123291, ic 0.1821010857820511, ic_v 0.021397670730948448, bc_x0 0.036094825714826584, bc_x1 0.07263728231191635, int 0.24711166322231293\n", "ep 2400, total 0.9642778038978577, ic 0.177103191614151, ic_v 0.019309919327497482, bc_x0 0.1894063651561737, bc_x1 0.25718894600868225, int 0.3156699538230896\n", "ep 2500, total 0.708281397819519, ic 0.1830674111843109, ic_v 0.019434956833720207, bc_x0 0.0390828475356102, bc_x1 0.1758982390165329, int 0.2851394712924957\n", "ep 2600, total 1.2684816122055054, ic 0.3539808690547943, ic_v 0.020269712433218956, bc_x0 0.035404615104198456, bc_x1 0.5246270895004272, int 0.32847926020622253\n", "ep 2700, total 1.013386607170105, ic 0.3244194984436035, ic_v 0.022485611960291862, bc_x0 0.1971384882926941, bc_x1 0.08548196405172348, int 0.37807947397232056\n", "ep 2800, total 0.5584869384765625, ic 0.16501779854297638, ic_v 0.01870417408645153, bc_x0 0.032281648367643356, bc_x1 0.06976889818906784, int 0.2668708562850952\n", "ep 2900, total 0.6032426953315735, ic 0.1778763234615326, ic_v 0.02116674743592739, bc_x0 0.03025434911251068, bc_x1 0.11540341377258301, int 0.2526383399963379\n", "ep 3000, total 0.6460238695144653, ic 0.2441757172346115, ic_v 0.02333342842757702, bc_x0 0.070736363530159, bc_x1 0.023408178240060806, int 0.278405100107193\n", "ep 3100, total 0.608105480670929, ic 0.21469998359680176, ic_v 0.021684974431991577, bc_x0 0.018185537308454514, bc_x1 0.08177539706230164, int 0.26573440432548523\n", "ep 3200, total 2.0195810794830322, ic 0.4853992760181427, ic_v 0.02025602199137211, bc_x0 0.5665951371192932, bc_x1 0.3361208438873291, int 0.6051217317581177\n", "ep 3300, total 1.47612464427948, ic 0.28050288558006287, ic_v 0.01949012279510498, bc_x0 0.143448144197464, bc_x1 0.5938238501548767, int 0.4327089488506317\n", "ep 3400, total 1.209923267364502, ic 0.4103464186191559, ic_v 0.035168543457984924, bc_x0 0.24777157604694366, bc_x1 0.07806272059679031, int 0.43236085772514343\n", "ep 3500, total 0.6921000480651855, ic 0.24955053627490997, ic_v 0.020963845774531364, bc_x0 0.02052849903702736, bc_x1 0.12238147854804993, int 0.2724001705646515\n", "ep 3600, total 1.2407890558242798, ic 0.20423874258995056, ic_v 0.025489604100584984, bc_x0 0.28875890374183655, bc_x1 0.41718238592147827, int 0.29878073930740356\n", "ep 3700, total 0.8377886414527893, ic 0.16852527856826782, ic_v 0.019256211817264557, bc_x0 0.08678450435400009, bc_x1 0.25143668055534363, int 0.3053842782974243\n", "ep 3800, total 0.48548370599746704, ic 0.17091666162014008, ic_v 0.020502060651779175, bc_x0 0.0159900039434433, bc_x1 0.020426204428076744, int 0.25118306279182434\n", "ep 3900, total 0.9130401015281677, ic 0.3220410645008087, ic_v 0.022267477586865425, bc_x0 0.06008581817150116, bc_x1 0.18270911276340485, int 0.3194073736667633\n", "ep 4000, total 0.7209038138389587, ic 0.24688442051410675, ic_v 0.02062550187110901, bc_x0 0.0934218019247055, bc_x1 0.03812997788190842, int 0.3152497410774231\n", "ep 4100, total 2.208824634552002, ic 0.6812412142753601, ic_v 0.02354149892926216, bc_x0 0.17281687259674072, bc_x1 0.7960758209228516, int 0.5284931063652039\n", "ep 4200, total 0.9740035533905029, ic 0.16346710920333862, ic_v 0.019547075033187866, bc_x0 0.1183469295501709, bc_x1 0.3784894645214081, int 0.2874338626861572\n", "ep 4300, total 1.3908729553222656, ic 0.3383105993270874, ic_v 0.019826853647828102, bc_x0 0.309926837682724, bc_x1 0.29800307750701904, int 0.4180208444595337\n", "ep 4400, total 1.734045147895813, ic 0.5463817119598389, ic_v 0.022930128499865532, bc_x0 0.455228716135025, bc_x1 0.06389261782169342, int 0.6387627124786377\n", "ep 4500, total 0.8406557440757751, ic 0.30288681387901306, ic_v 0.02304144948720932, bc_x0 0.15346047282218933, bc_x1 0.023178577423095703, int 0.3311757743358612\n", "ep 4600, total 1.221261739730835, ic 0.3176347315311432, ic_v 0.020970800891518593, bc_x0 0.2248835414648056, bc_x1 0.29252439737319946, int 0.3582687973976135\n", "ep 4700, total 0.8293708562850952, ic 0.17307829856872559, ic_v 0.02298835851252079, bc_x0 0.13305319845676422, bc_x1 0.16906903684139252, int 0.3241383135318756\n", "ep 4800, total 1.2433346509933472, ic 0.44445493817329407, ic_v 0.020614158362150192, bc_x0 0.24199910461902618, bc_x1 0.04993299022316933, int 0.4792235791683197\n", "ep 4900, total 0.6694914102554321, ic 0.18959979712963104, ic_v 0.021998489275574684, bc_x0 0.08771217614412308, bc_x1 0.05678854510188103, int 0.3062160313129425\n", "ep 5000, total 0.5688794851303101, ic 0.18766731023788452, ic_v 0.020548710599541664, bc_x0 0.019826645031571388, bc_x1 0.0815509557723999, int 0.25204360485076904\n", "ep 5100, total 0.5985888242721558, ic 0.20697025954723358, ic_v 0.02192494459450245, bc_x0 0.058913297951221466, bc_x1 0.024356577545404434, int 0.27911442518234253\n", "ep 5200, total 0.6985107064247131, ic 0.20647290349006653, ic_v 0.024061841890215874, bc_x0 0.028930462896823883, bc_x1 0.15991804003715515, int 0.27175262570381165\n", "ep 5300, total 0.8253823518753052, ic 0.2040223628282547, ic_v 0.022302092984318733, bc_x0 0.1661408245563507, bc_x1 0.12643961608409882, int 0.2990332841873169\n", "ep 5400, total 1.4307359457015991, ic 0.20693500339984894, ic_v 0.021131867542862892, bc_x0 0.053944215178489685, bc_x1 0.8664357662200928, int 0.2747771739959717\n", "ep 5500, total 1.7739567756652832, ic 0.18295170366764069, ic_v 0.020526470616459846, bc_x0 0.48947393894195557, bc_x1 0.6239675283432007, int 0.449455589056015\n", "ep 5600, total 0.8412210941314697, ic 0.22540919482707977, ic_v 0.02301514707505703, bc_x0 0.021581321954727173, bc_x1 0.2993643879890442, int 0.2642017602920532\n", "ep 5700, total 1.2835265398025513, ic 0.1886177361011505, ic_v 0.020788991823792458, bc_x0 0.19545429944992065, bc_x1 0.5841573476791382, int 0.2867891490459442\n", "ep 5800, total 0.7567839026451111, ic 0.1870342493057251, ic_v 0.02285195142030716, bc_x0 0.08075595647096634, bc_x1 0.20293845236301422, int 0.2554161548614502\n", "ep 5900, total 0.9774044752120972, ic 0.2727118134498596, ic_v 0.022240255028009415, bc_x0 0.04544880613684654, bc_x1 0.3567962646484375, int 0.27235016226768494\n", "ep 6000, total 1.134914517402649, ic 0.26157015562057495, ic_v 0.022698035463690758, bc_x0 0.1088920310139656, bc_x1 0.4248812794685364, int 0.3089476525783539\n", "ep 6100, total 2.778700590133667, ic 0.1946270912885666, ic_v 0.021935150027275085, bc_x0 0.409939169883728, bc_x1 1.7825136184692383, int 0.36169230937957764\n", "ep 6200, total 1.307239294052124, ic 0.40310490131378174, ic_v 0.02031955122947693, bc_x0 0.1714399755001068, bc_x1 0.27297234535217285, int 0.43133869767189026\n", "ep 6300, total 0.615749716758728, ic 0.2514203190803528, ic_v 0.02264714241027832, bc_x0 0.03165454789996147, bc_x1 0.025977112352848053, int 0.275916188955307\n", "ep 6400, total 0.6958562135696411, ic 0.24705594778060913, ic_v 0.022283390164375305, bc_x0 0.018933504819869995, bc_x1 0.13089367747306824, int 0.268485426902771\n", "ep 6500, total 1.0356290340423584, ic 0.1672161966562271, ic_v 0.019524993374943733, bc_x0 0.08504006266593933, bc_x1 0.47514963150024414, int 0.280424028635025\n", "ep 6600, total 0.8281570672988892, ic 0.18853196501731873, ic_v 0.02354389987885952, bc_x0 0.01776590384542942, bc_x1 0.33248957991600037, int 0.2574813961982727\n", "ep 6700, total 1.5038875341415405, ic 0.1730966567993164, ic_v 0.025376662611961365, bc_x0 0.3294547200202942, bc_x1 0.6889398097991943, int 0.27860453724861145\n", "ep 6800, total 1.7394301891326904, ic 0.18518738448619843, ic_v 0.023248916491866112, bc_x0 0.38891318440437317, bc_x1 0.7181917428970337, int 0.415402889251709\n", "ep 6900, total 1.0786175727844238, ic 0.19482550024986267, ic_v 0.021359441801905632, bc_x0 0.19638517498970032, bc_x1 0.29634562134742737, int 0.36114418506622314\n", "ep 7000, total 1.4783200025558472, ic 0.1771066039800644, ic_v 0.022058065980672836, bc_x0 0.18634572625160217, bc_x1 0.7292366027832031, int 0.3549451529979706\n", "ep 7100, total 1.2333682775497437, ic 0.2932800352573395, ic_v 0.021172907203435898, bc_x0 0.0906207263469696, bc_x1 0.47467514872550964, int 0.34491974115371704\n", "ep 7200, total 1.152377724647522, ic 0.1655125766992569, ic_v 0.02095293439924717, bc_x0 0.1948353350162506, bc_x1 0.4814099967479706, int 0.2808934450149536\n", "ep 7300, total 1.5821808576583862, ic 0.1768345832824707, ic_v 0.020467033609747887, bc_x0 0.12206418812274933, bc_x1 0.971502959728241, int 0.2824654281139374\n", "ep 7400, total 0.8651670813560486, ic 0.1731564849615097, ic_v 0.024454785510897636, bc_x0 0.10324884206056595, bc_x1 0.24786612391471863, int 0.3075239062309265\n", "ep 7500, total 0.7671209573745728, ic 0.16564199328422546, ic_v 0.02196703664958477, bc_x0 0.14446784555912018, bc_x1 0.12878793478012085, int 0.2972666323184967\n", "ep 7600, total 1.1689449548721313, ic 0.37281617522239685, ic_v 0.021670818328857422, bc_x0 0.031164508312940598, bc_x1 0.440771222114563, int 0.2934570908546448\n", "ep 7700, total 1.3107712268829346, ic 0.1788242906332016, ic_v 0.02148611657321453, bc_x0 0.07529516518115997, bc_x1 0.709912121295929, int 0.31611692905426025\n", "ep 7800, total 1.0225273370742798, ic 0.23241043090820312, ic_v 0.021312028169631958, bc_x0 0.20634719729423523, bc_x1 0.22784212231636047, int 0.3254055976867676\n", "ep 7900, total 1.0196481943130493, ic 0.21891207993030548, ic_v 0.026527341455221176, bc_x0 0.23214298486709595, bc_x1 0.12057260423898697, int 0.4122104346752167\n", "ep 8000, total 0.9845799803733826, ic 0.16597744822502136, ic_v 0.020874077454209328, bc_x0 0.11137136071920395, bc_x1 0.40718919038772583, int 0.2698124349117279\n", "ep 8100, total 2.4617667198181152, ic 0.2855919897556305, ic_v 0.023999447003006935, bc_x0 0.06670420616865158, bc_x1 1.7335283756256104, int 0.3425147533416748\n", "ep 8200, total 0.6695375442504883, ic 0.1900525540113449, ic_v 0.022655954584479332, bc_x0 0.016773194074630737, bc_x1 0.1770751029253006, int 0.2534818649291992\n", "ep 8300, total 0.6064353585243225, ic 0.16534344851970673, ic_v 0.021648671478033066, bc_x0 0.03913092985749245, bc_x1 0.12169614434242249, int 0.24904146790504456\n", "ep 8400, total 0.7052176594734192, ic 0.2134217917919159, ic_v 0.021596508100628853, bc_x0 0.04374400153756142, bc_x1 0.15758168697357178, int 0.25922828912734985\n", "ep 8500, total 0.6431553959846497, ic 0.23052003979682922, ic_v 0.024714287370443344, bc_x0 0.06998179852962494, bc_x1 0.0406518280506134, int 0.2675706744194031\n", "ep 8600, total 1.2687180042266846, ic 0.20238322019577026, ic_v 0.022553037852048874, bc_x0 0.27312615513801575, bc_x1 0.3314615786075592, int 0.42940184473991394\n", "ep 8700, total 1.195258378982544, ic 0.22995096445083618, ic_v 0.023701293393969536, bc_x0 0.23649868369102478, bc_x1 0.413301944732666, int 0.28194212913513184\n", "ep 8800, total 1.6339309215545654, ic 0.16979794204235077, ic_v 0.02364502288401127, bc_x0 0.34541594982147217, bc_x1 0.756234884262085, int 0.32890087366104126\n", "ep 8900, total 1.4795176982879639, ic 0.3752281069755554, ic_v 0.02270299568772316, bc_x0 0.27270519733428955, bc_x1 0.340574711561203, int 0.4582959711551666\n", "ep 9000, total 1.8337122201919556, ic 0.2627861201763153, ic_v 0.04955162853002548, bc_x0 0.9993553757667542, bc_x1 0.07269184291362762, int 0.4392439126968384\n", "ep 9100, total 0.9589735269546509, ic 0.3740489184856415, ic_v 0.023718513548374176, bc_x0 0.08563365787267685, bc_x1 0.15717081725597382, int 0.30824464559555054\n", "ep 9200, total 0.8206751942634583, ic 0.17933709919452667, ic_v 0.022971080616116524, bc_x0 0.029100624844431877, bc_x1 0.3296433687210083, int 0.24939176440238953\n", "ep 9300, total 1.9282726049423218, ic 0.20941466093063354, ic_v 0.025433745235204697, bc_x0 0.3470294177532196, bc_x1 0.8151412010192871, int 0.520948052406311\n", "ep 9400, total 0.8410893082618713, ic 0.2074373960494995, ic_v 0.02335524559020996, bc_x0 0.046014007180929184, bc_x1 0.28718212246894836, int 0.26672157645225525\n", "ep 9500, total 0.5918469429016113, ic 0.17734099924564362, ic_v 0.022400161251425743, bc_x0 0.02359289862215519, bc_x1 0.10468058288097382, int 0.2533780038356781\n", "ep 9600, total 0.5969909429550171, ic 0.1543017327785492, ic_v 0.02227788046002388, bc_x0 0.031705014407634735, bc_x1 0.12665840983390808, int 0.2515241503715515\n", "ep 9700, total 1.4400745630264282, ic 0.31135261058807373, ic_v 0.023341305553913116, bc_x0 0.39883512258529663, bc_x1 0.2543558180332184, int 0.4415898621082306\n", "ep 9800, total 1.0681477785110474, ic 0.17051857709884644, ic_v 0.026126587763428688, bc_x0 0.2824384272098541, bc_x1 0.30854207277297974, int 0.269850492477417\n", "ep 9900, total 0.5644997358322144, ic 0.1722622513771057, ic_v 0.022924203425645828, bc_x0 0.05436353757977486, bc_x1 0.059139661490917206, int 0.2450665980577469\n", "ep 10000, total 0.4677847623825073, ic 0.15752547979354858, ic_v 0.022187871858477592, bc_x0 0.013180497102439404, bc_x1 0.023824632167816162, int 0.240248903632164\n", "ep 10100, total 0.4972502589225769, ic 0.17749419808387756, ic_v 0.02337021380662918, bc_x0 0.014970380812883377, bc_x1 0.027092063799500465, int 0.24343189597129822\n", "ep 10200, total 0.5934613347053528, ic 0.18082213401794434, ic_v 0.02418292500078678, bc_x0 0.06844829767942429, bc_x1 0.05139724910259247, int 0.2576450705528259\n", "ep 10300, total 1.061437726020813, ic 0.19070516526699066, ic_v 0.02131406031548977, bc_x0 0.02213331311941147, bc_x1 0.5457819700241089, int 0.27046459913253784\n", "ep 10400, total 0.9046630263328552, ic 0.26625701785087585, ic_v 0.023464873433113098, bc_x0 0.08461247384548187, bc_x1 0.2739064693450928, int 0.24531212449073792\n", "ep 10500, total 0.9096609950065613, ic 0.16741907596588135, ic_v 0.022107455879449844, bc_x0 0.10413387417793274, bc_x1 0.3454582691192627, int 0.2593551576137543\n", "ep 10600, total 0.512305736541748, ic 0.17943324148654938, ic_v 0.022092122584581375, bc_x0 0.01961161196231842, bc_x1 0.028648506850004196, int 0.2512614130973816\n", "ep 10700, total 2.8595449924468994, ic 0.28701335191726685, ic_v 0.02878415398299694, bc_x0 0.5173940658569336, bc_x1 1.7061452865600586, int 0.30888018012046814\n", "ep 10800, total 1.432703971862793, ic 0.37757304310798645, ic_v 0.01993504911661148, bc_x0 0.023613518103957176, bc_x1 0.694645881652832, int 0.30553102493286133\n", "ep 10900, total 1.234642505645752, ic 0.18857437372207642, ic_v 0.023114066570997238, bc_x0 0.2521476149559021, bc_x1 0.32024964690208435, int 0.4390808641910553\n", "ep 11000, total 1.607523798942566, ic 0.16137146949768066, ic_v 0.021161383017897606, bc_x0 0.09386135637760162, bc_x1 1.0445506572723389, int 0.27503281831741333\n", "ep 11100, total 1.2818197011947632, ic 0.211931511759758, ic_v 0.02192348800599575, bc_x0 0.2431742548942566, bc_x1 0.47893670201301575, int 0.3142327666282654\n", "ep 11200, total 0.9453187584877014, ic 0.21975496411323547, ic_v 0.024695569649338722, bc_x0 0.10823942720890045, bc_x1 0.3303879499435425, int 0.2505464255809784\n", "ep 11300, total 0.593374490737915, ic 0.20427140593528748, ic_v 0.022766469046473503, bc_x0 0.024620771408081055, bc_x1 0.08527782559394836, int 0.2446719855070114\n", "ep 11400, total 1.3957011699676514, ic 0.4761887192726135, ic_v 0.022078800946474075, bc_x0 0.2497531771659851, bc_x1 0.22960549592971802, int 0.40623387694358826\n", "ep 11500, total 0.9066406488418579, ic 0.16982042789459229, ic_v 0.02722417563199997, bc_x0 0.18739157915115356, bc_x1 0.16130143404006958, int 0.34898918867111206\n", "ep 11600, total 1.374113917350769, ic 0.1964121162891388, ic_v 0.021256098523736, bc_x0 0.16846376657485962, bc_x1 0.7146793007850647, int 0.26131755113601685\n", "ep 11700, total 0.5294511914253235, ic 0.15854927897453308, ic_v 0.023203756660223007, bc_x0 0.06845489889383316, bc_x1 0.018292002379894257, int 0.24889305233955383\n", "ep 11800, total 0.5671129822731018, ic 0.1600235551595688, ic_v 0.023800337687134743, bc_x0 0.0441792830824852, bc_x1 0.09377145022153854, int 0.2332083284854889\n", "ep 11900, total 1.1217421293258667, ic 0.1699732542037964, ic_v 0.025415346026420593, bc_x0 0.24441936612129211, bc_x1 0.40798500180244446, int 0.2617506980895996\n", "ep 12000, total 0.8320729732513428, ic 0.17050831019878387, ic_v 0.02223983220756054, bc_x0 0.0661771148443222, bc_x1 0.3019985556602478, int 0.25887879729270935\n", "ep 12100, total 1.4041190147399902, ic 0.205338716506958, ic_v 0.026688799262046814, bc_x0 0.26107311248779297, bc_x1 0.5979861617088318, int 0.3006918132305145\n", "ep 12200, total 1.133081078529358, ic 0.4838549494743347, ic_v 0.024308739230036736, bc_x0 0.12398793548345566, bc_x1 0.1431712806224823, int 0.34534752368927\n", "ep 12300, total 0.9099376797676086, ic 0.16828420758247375, ic_v 0.023389235138893127, bc_x0 0.21476773917675018, bc_x1 0.21417857706546783, int 0.2768382728099823\n", "ep 12400, total 1.2514985799789429, ic 0.19311241805553436, ic_v 0.022284505888819695, bc_x0 0.11811414361000061, bc_x1 0.6498306393623352, int 0.2556062340736389\n", "ep 12500, total 1.39509916305542, ic 0.22581645846366882, ic_v 0.02345670945942402, bc_x0 0.054682038724422455, bc_x1 0.8295440673828125, int 0.24898140132427216\n", "ep 12600, total 0.9786869287490845, ic 0.21339324116706848, ic_v 0.022207103669643402, bc_x0 0.11128345131874084, bc_x1 0.3732936382293701, int 0.24581746757030487\n", "ep 12700, total 0.4671219289302826, ic 0.14997795224189758, ic_v 0.021574320271611214, bc_x0 0.02304927445948124, bc_x1 0.022060757502913475, int 0.2376996874809265\n", "ep 12800, total 0.4955175518989563, ic 0.1538958102464676, ic_v 0.020936692133545876, bc_x0 0.017282932996749878, bc_x1 0.05397165194153786, int 0.2366017997264862\n", "ep 12900, total 1.2277685403823853, ic 0.17516253888607025, ic_v 0.025103498250246048, bc_x0 0.09213603287935257, bc_x1 0.6318647265434265, int 0.2906043529510498\n", "ep 13000, total 0.6119154691696167, ic 0.1957751363515854, ic_v 0.022767480462789536, bc_x0 0.10152927786111832, bc_x1 0.021124109625816345, int 0.25775402784347534\n", "ep 13100, total 0.9585068821907043, ic 0.20322585105895996, ic_v 0.024782562628388405, bc_x0 0.34322845935821533, bc_x1 0.046991217881441116, int 0.3272416889667511\n", "ep 13200, total 0.7200002074241638, ic 0.16120645403862, ic_v 0.022703170776367188, bc_x0 0.06541088968515396, bc_x1 0.2175920605659485, int 0.23998449742794037\n", "ep 13300, total 0.8234063982963562, ic 0.20142018795013428, ic_v 0.02377992682158947, bc_x0 0.12378595024347305, bc_x1 0.18509960174560547, int 0.2761470675468445\n", "ep 13400, total 0.6023192405700684, ic 0.16023999452590942, ic_v 0.0221498254686594, bc_x0 0.05113186687231064, bc_x1 0.10265025496482849, int 0.2529033422470093\n", "ep 13500, total 0.6940497159957886, ic 0.1588379442691803, ic_v 0.025141054764389992, bc_x0 0.17701812088489532, bc_x1 0.038072697818279266, int 0.2816712260246277\n", "ep 13600, total 0.46185311675071716, ic 0.15252141654491425, ic_v 0.021823421120643616, bc_x0 0.012963293120265007, bc_x1 0.028349243104457855, int 0.23281775414943695\n", "ep 13700, total 0.7792251706123352, ic 0.17180335521697998, ic_v 0.02017400972545147, bc_x0 0.022120803594589233, bc_x1 0.30663368105888367, int 0.24504831433296204\n", "ep 13800, total 0.909349262714386, ic 0.3818829655647278, ic_v 0.021583234891295433, bc_x0 0.09614552557468414, bc_x1 0.050004031509160995, int 0.34621989727020264\n", "ep 13900, total 5.3698930740356445, ic 0.3416863679885864, ic_v 0.028441429138183594, bc_x0 0.724566638469696, bc_x1 3.9113926887512207, int 0.3502275347709656\n", "ep 14000, total 0.6972699761390686, ic 0.1583830565214157, ic_v 0.02257913164794445, bc_x0 0.03846725821495056, bc_x1 0.22323355078697205, int 0.24095825850963593\n", "ep 14100, total 1.7076095342636108, ic 0.3583943843841553, ic_v 0.022907275706529617, bc_x0 0.2482289969921112, bc_x1 0.6539987921714783, int 0.4103623330593109\n", "ep 14200, total 1.3806906938552856, ic 0.16634303331375122, ic_v 0.019952399656176567, bc_x0 0.1935863494873047, bc_x1 0.7160180807113647, int 0.2710055708885193\n", "ep 14300, total 0.7200824618339539, ic 0.24983517825603485, ic_v 0.02470363676548004, bc_x0 0.09654556214809418, bc_x1 0.07945806533098221, int 0.2556864619255066\n", "ep 14400, total 1.1965445280075073, ic 0.28895848989486694, ic_v 0.022586939856410027, bc_x0 0.33723723888397217, bc_x1 0.1309802234172821, int 0.402861088514328\n", "ep 14500, total 0.8310031294822693, ic 0.21843500435352325, ic_v 0.022201355546712875, bc_x0 0.182158425450325, bc_x1 0.08602172136306763, int 0.30819833278656006\n", "ep 14600, total 0.8839530348777771, ic 0.27262169122695923, ic_v 0.020306305959820747, bc_x0 0.05774565786123276, bc_x1 0.224997878074646, int 0.2942275106906891\n", "ep 14700, total 0.6317451000213623, ic 0.15443238615989685, ic_v 0.022292744368314743, bc_x0 0.11979400366544724, bc_x1 0.0662236213684082, int 0.25487929582595825\n", "ep 14800, total 0.8920632004737854, ic 0.15248678624629974, ic_v 0.02039996162056923, bc_x0 0.0793246179819107, bc_x1 0.3839925527572632, int 0.2416735589504242\n", "ep 14900, total 1.2377514839172363, ic 0.3197638690471649, ic_v 0.021073296666145325, bc_x0 0.3660588264465332, bc_x1 0.09760309755802155, int 0.41899895668029785\n", "ep 15000, total 3.098635196685791, ic 0.21810290217399597, ic_v 0.019774841144680977, bc_x0 0.5838900208473206, bc_x1 1.797891616821289, int 0.4646602272987366\n", "ep 15100, total 1.1065771579742432, ic 0.3640352785587311, ic_v 0.020636320114135742, bc_x0 0.24350270628929138, bc_x1 0.10417447984218597, int 0.3598477244377136\n", "ep 15200, total 1.2073496580123901, ic 0.326459139585495, ic_v 0.0226783137768507, bc_x0 0.021121827885508537, bc_x1 0.5639283657073975, int 0.25871509313583374\n", "ep 15300, total 0.725508987903595, ic 0.1714807152748108, ic_v 0.02614927478134632, bc_x0 0.03044288419187069, bc_x1 0.24637861549854279, int 0.2365489900112152\n", "ep 15400, total 0.9298271536827087, ic 0.18028852343559265, ic_v 0.020935911685228348, bc_x0 0.04972706735134125, bc_x1 0.4279576241970062, int 0.23634342849254608\n", "ep 15500, total 0.6015213131904602, ic 0.1586436778306961, ic_v 0.021063271909952164, bc_x0 0.0774044468998909, bc_x1 0.09394501149654388, int 0.23582391440868378\n", "ep 15600, total 1.4647819995880127, ic 0.2275957465171814, ic_v 0.019558023661375046, bc_x0 0.439422070980072, bc_x1 0.2901647686958313, int 0.4733351469039917\n", "ep 15700, total 0.49198710918426514, ic 0.19117234647274017, ic_v 0.021083150058984756, bc_x0 0.015401934273540974, bc_x1 0.01846889592707157, int 0.23109012842178345\n", "ep 15800, total 1.0132224559783936, ic 0.1656261682510376, ic_v 0.019886989146471024, bc_x0 0.031241390854120255, bc_x1 0.5204607248306274, int 0.26117590069770813\n", "ep 15900, total 0.9865827560424805, ic 0.19119298458099365, ic_v 0.019024156033992767, bc_x0 0.09140220284461975, bc_x1 0.4312487840652466, int 0.2388160526752472\n", "ep 16000, total 0.6171307563781738, ic 0.16179902851581573, ic_v 0.022584371268749237, bc_x0 0.048604775220155716, bc_x1 0.13395631313323975, int 0.23522648215293884\n", "ep 16100, total 1.290414810180664, ic 0.15570791065692902, ic_v 0.019744182005524635, bc_x0 0.34425580501556396, bc_x1 0.4164692461490631, int 0.33921393752098083\n", "ep 16200, total 1.2001850605010986, ic 0.28303584456443787, ic_v 0.023575378581881523, bc_x0 0.11010630428791046, bc_x1 0.4888778626918793, int 0.27950480580329895\n", "ep 16300, total 1.3855547904968262, ic 0.16310293972492218, ic_v 0.0223142858594656, bc_x0 0.24822020530700684, bc_x1 0.6864542365074158, int 0.2503125071525574\n", "ep 16400, total 0.5911176204681396, ic 0.15751340985298157, ic_v 0.01985246315598488, bc_x0 0.09317448735237122, bc_x1 0.026247315108776093, int 0.27911433577537537\n", "ep 16500, total 1.0410990715026855, ic 0.2030414342880249, ic_v 0.021521689370274544, bc_x0 0.1067403107881546, bc_x1 0.40268567204475403, int 0.29183512926101685\n", "ep 16600, total 1.1332507133483887, ic 0.4280758202075958, ic_v 0.020786093547940254, bc_x0 0.19947178661823273, bc_x1 0.0376344695687294, int 0.43194305896759033\n", "ep 16700, total 0.9061099290847778, ic 0.35743194818496704, ic_v 0.020958149805665016, bc_x0 0.09810741245746613, bc_x1 0.13486473262310028, int 0.27934449911117554\n", "ep 16800, total 0.5330721139907837, ic 0.14177127182483673, ic_v 0.01989228092133999, bc_x0 0.019185978919267654, bc_x1 0.11557576060295105, int 0.22118057310581207\n", "ep 16900, total 0.5055162310600281, ic 0.14418379962444305, ic_v 0.020389942452311516, bc_x0 0.04233182966709137, bc_x1 0.05526100844144821, int 0.22782377898693085\n", "ep 17000, total 1.268994927406311, ic 0.1475052386522293, ic_v 0.020305782556533813, bc_x0 0.2213239073753357, bc_x1 0.5929970145225525, int 0.2712748944759369\n", "ep 17100, total 0.5610861778259277, ic 0.13818998634815216, ic_v 0.01940513215959072, bc_x0 0.03822491317987442, bc_x1 0.12105481326580048, int 0.2285626232624054\n", "ep 17200, total 0.7723387479782104, ic 0.29560375213623047, ic_v 0.02078389935195446, bc_x0 0.033842459321022034, bc_x1 0.16583728790283203, int 0.2405610829591751\n", "ep 17300, total 0.6248767971992493, ic 0.20674549043178558, ic_v 0.021860331296920776, bc_x0 0.1274496614933014, bc_x1 0.02007020264863968, int 0.23298077285289764\n", "ep 17400, total 0.8862603902816772, ic 0.16385740041732788, ic_v 0.022380506619811058, bc_x0 0.1288544088602066, bc_x1 0.24691349267959595, int 0.308421790599823\n", "ep 17500, total 1.2646256685256958, ic 0.1754867285490036, ic_v 0.020208386704325676, bc_x0 0.14756223559379578, bc_x1 0.6749759912490845, int 0.23049917817115784\n", "ep 17600, total 0.5559192895889282, ic 0.14446693658828735, ic_v 0.02132263220846653, bc_x0 0.118625208735466, bc_x1 0.021778322756290436, int 0.23377476632595062\n", "ep 17700, total 1.0071730613708496, ic 0.34447890520095825, ic_v 0.018136776983737946, bc_x0 0.12564119696617126, bc_x1 0.1675391048192978, int 0.3353658616542816\n", "ep 17800, total 1.4672023057937622, ic 0.2172229140996933, ic_v 0.018192876130342484, bc_x0 0.13457028567790985, bc_x1 0.8140475749969482, int 0.26709696650505066\n", "ep 17900, total 1.1788573265075684, ic 0.3003603219985962, ic_v 0.028627658262848854, bc_x0 0.47798317670822144, bc_x1 0.026745043694972992, int 0.32900601625442505\n", "ep 18000, total 0.9603244662284851, ic 0.14440402388572693, ic_v 0.018762847408652306, bc_x0 0.06831558048725128, bc_x1 0.4670560956001282, int 0.2455911487340927\n", "ep 18100, total 1.2359888553619385, ic 0.2966163754463196, ic_v 0.01716231182217598, bc_x0 0.030916500836610794, bc_x1 0.5942348837852478, int 0.28080594539642334\n", "ep 18200, total 1.4654638767242432, ic 0.15000003576278687, ic_v 0.01885480433702469, bc_x0 0.3108651638031006, bc_x1 0.682719349861145, int 0.2867144048213959\n", "ep 18300, total 1.546322226524353, ic 0.4181368350982666, ic_v 0.01758088730275631, bc_x0 0.019426407292485237, bc_x1 0.8081793785095215, int 0.26662659645080566\n", "ep 18400, total 1.9760189056396484, ic 0.16627395153045654, ic_v 0.018686443567276, bc_x0 0.19932210445404053, bc_x1 1.3357692956924438, int 0.2395382523536682\n", "ep 18500, total 1.277401089668274, ic 0.20104101300239563, ic_v 0.018078269436955452, bc_x0 0.2642163336277008, bc_x1 0.47114670276641846, int 0.3064275085926056\n", "ep 18600, total 0.7937648892402649, ic 0.1791832149028778, ic_v 0.019148318096995354, bc_x0 0.06132666394114494, bc_x1 0.2504870295524597, int 0.2670699954032898\n", "ep 18700, total 1.8710368871688843, ic 0.6532579660415649, ic_v 0.019820082932710648, bc_x0 0.03833029046654701, bc_x1 0.8777610063552856, int 0.26525604724884033\n", "ep 18800, total 1.6318310499191284, ic 0.20341727137565613, ic_v 0.018588481470942497, bc_x0 0.27368810772895813, bc_x1 0.862368106842041, int 0.25710251927375793\n", "ep 18900, total 0.9678609371185303, ic 0.14449794590473175, ic_v 0.018243109807372093, bc_x0 0.1487569659948349, bc_x1 0.37690138816833496, int 0.2627343535423279\n", "ep 19000, total 0.7729162573814392, ic 0.32156676054000854, ic_v 0.02045106329023838, bc_x0 0.1260485053062439, bc_x1 0.026319798082113266, int 0.2617437541484833\n", "ep 19100, total 0.6044451594352722, ic 0.13383741676807404, ic_v 0.01807834953069687, bc_x0 0.06598828732967377, bc_x1 0.15165922045707703, int 0.21803587675094604\n", "ep 19200, total 1.3844282627105713, ic 0.18731586635112762, ic_v 0.019956201314926147, bc_x0 0.05898188799619675, bc_x1 0.8649449348449707, int 0.23633001744747162\n", "ep 19300, total 0.6597673296928406, ic 0.20859485864639282, ic_v 0.01798941195011139, bc_x0 0.07745493948459625, bc_x1 0.08386575430631638, int 0.25490450859069824\n", "ep 19400, total 0.42123955488204956, ic 0.13728366792201996, ic_v 0.01782423071563244, bc_x0 0.009384598582983017, bc_x1 0.02822846919298172, int 0.21150478720664978\n", "ep 19500, total 0.7076095342636108, ic 0.19425077736377716, ic_v 0.02326924353837967, bc_x0 0.21168559789657593, bc_x1 0.032628133893013, int 0.22870606184005737\n", "ep 19600, total 0.5020186901092529, ic 0.15568393468856812, ic_v 0.019361387938261032, bc_x0 0.06509723514318466, bc_x1 0.03130084648728371, int 0.21345113217830658\n", "ep 19700, total 1.2848902940750122, ic 0.17566396296024323, ic_v 0.01903647929430008, bc_x0 0.2350955605506897, bc_x1 0.5754857659339905, int 0.26242542266845703\n", "ep 19800, total 0.8238013982772827, ic 0.17094573378562927, ic_v 0.018311336636543274, bc_x0 0.015302583575248718, bc_x1 0.3780386447906494, int 0.22396625578403473\n", "ep 19900, total 0.9486832618713379, ic 0.15304026007652283, ic_v 0.019277479499578476, bc_x0 0.1460009664297104, bc_x1 0.3752460777759552, int 0.23782484233379364\n", "ep 20000, total 0.9845627546310425, ic 0.2759687304496765, ic_v 0.018793247640132904, bc_x0 0.11345063149929047, bc_x1 0.2995860278606415, int 0.2594136893749237\n", "ep 20100, total 0.5635031461715698, ic 0.16678978502750397, ic_v 0.01762368343770504, bc_x0 0.0669434517621994, bc_x1 0.0708862841129303, int 0.22385500371456146\n", "ep 20200, total 1.144616723060608, ic 0.1343768984079361, ic_v 0.015451434068381786, bc_x0 0.14475905895233154, bc_x1 0.5533618927001953, int 0.27920520305633545\n", "ep 20300, total 0.6201993227005005, ic 0.17930454015731812, ic_v 0.020384568721055984, bc_x0 0.044296443462371826, bc_x1 0.13945478200912476, int 0.21924567222595215\n", "ep 20400, total 1.022142767906189, ic 0.15146026015281677, ic_v 0.020138641819357872, bc_x0 0.20525234937667847, bc_x1 0.3810860514640808, int 0.2466360628604889\n", "ep 20500, total 0.5640897750854492, ic 0.16358576714992523, ic_v 0.01833617500960827, bc_x0 0.09596480429172516, bc_x1 0.01877865195274353, int 0.24980029463768005\n", "ep 20600, total 0.743410587310791, ic 0.146053746342659, ic_v 0.016574464738368988, bc_x0 0.03355022892355919, bc_x1 0.3166562020778656, int 0.2128962129354477\n", "ep 20700, total 1.0638753175735474, ic 0.16114769876003265, ic_v 0.032628320157527924, bc_x0 0.3675297498703003, bc_x1 0.09155234694480896, int 0.39328712224960327\n", "ep 20800, total 0.5873057246208191, ic 0.16482892632484436, ic_v 0.017455771565437317, bc_x0 0.10895892977714539, bc_x1 0.07035942375659943, int 0.207915797829628\n", "ep 20900, total 0.924392819404602, ic 0.23690520226955414, ic_v 0.019733181223273277, bc_x0 0.11595040559768677, bc_x1 0.2886893153190613, int 0.2452753782272339\n", "ep 21000, total 0.5617721676826477, ic 0.15710535645484924, ic_v 0.01833704672753811, bc_x0 0.04690453037619591, bc_x1 0.1158953532576561, int 0.20563460886478424\n", "ep 21100, total 0.6804132461547852, ic 0.14513564109802246, ic_v 0.017151063308119774, bc_x0 0.048647403717041016, bc_x1 0.2208343893289566, int 0.2306973934173584\n", "ep 21200, total 0.4011111855506897, ic 0.12858790159225464, ic_v 0.01605287753045559, bc_x0 0.015629885718226433, bc_x1 0.020026294514536858, int 0.2028121054172516\n", "ep 21300, total 0.4832674562931061, ic 0.1347946971654892, ic_v 0.015672380104660988, bc_x0 0.028060374781489372, bc_x1 0.08321736752986908, int 0.2034667283296585\n", "ep 21400, total 0.9135268330574036, ic 0.19140496850013733, ic_v 0.015078144147992134, bc_x0 0.03518277779221535, bc_x1 0.41912150382995605, int 0.2346302717924118\n", "ep 21500, total 1.1738805770874023, ic 0.14571242034435272, ic_v 0.015019677579402924, bc_x0 0.2601044774055481, bc_x1 0.4375171959400177, int 0.2973647117614746\n", "ep 21600, total 1.610893964767456, ic 0.26602903008461, ic_v 0.019926829263567924, bc_x0 0.1010720506310463, bc_x1 0.9191740155220032, int 0.28647762537002563\n", "ep 21700, total 0.6789027452468872, ic 0.14304661750793457, ic_v 0.016040874645113945, bc_x0 0.15062573552131653, bc_x1 0.12953412532806396, int 0.22138632833957672\n", "ep 21800, total 0.5791977643966675, ic 0.13590563833713531, ic_v 0.01663447543978691, bc_x0 0.04208924248814583, bc_x1 0.1477457582950592, int 0.21850121021270752\n", "ep 21900, total 1.5778535604476929, ic 0.14099715650081635, ic_v 0.01523629855364561, bc_x0 0.22090604901313782, bc_x1 0.9137754440307617, int 0.26856690645217896\n", "ep 22000, total 0.578751802444458, ic 0.24434877932071686, ic_v 0.017403483390808105, bc_x0 0.04140634462237358, bc_x1 0.020050503313541412, int 0.23711666464805603\n", "ep 22100, total 1.309888243675232, ic 0.15489201247692108, ic_v 0.01722649671137333, bc_x0 0.17269238829612732, bc_x1 0.7283275723457336, int 0.2182735651731491\n", "ep 22200, total 1.492367148399353, ic 0.15745072066783905, ic_v 0.018504207953810692, bc_x0 0.13296569883823395, bc_x1 0.954346776008606, int 0.21057184040546417\n", "ep 22300, total 0.6458069682121277, ic 0.19156455993652344, ic_v 0.016627777367830276, bc_x0 0.032457295805215836, bc_x1 0.17978914082050323, int 0.20678706467151642\n", "ep 22400, total 1.139809250831604, ic 0.2950770854949951, ic_v 0.015850525349378586, bc_x0 0.030647914856672287, bc_x1 0.5402498245239258, int 0.23935435712337494\n", "ep 22500, total 0.6243799924850464, ic 0.1355622261762619, ic_v 0.015015055425465107, bc_x0 0.062189728021621704, bc_x1 0.18241457641124725, int 0.21051228046417236\n", "ep 22600, total 0.5387416481971741, ic 0.13597699999809265, ic_v 0.015706362202763557, bc_x0 0.057402417063713074, bc_x1 0.08747544884681702, int 0.22344377636909485\n", "ep 22700, total 0.5070224404335022, ic 0.1412748247385025, ic_v 0.014597255736589432, bc_x0 0.06300453096628189, bc_x1 0.03147704899311066, int 0.23787975311279297\n", "ep 22800, total 0.553415834903717, ic 0.145808145403862, ic_v 0.014478571712970734, bc_x0 0.08160246908664703, bc_x1 0.05601043999195099, int 0.23667559027671814\n", "ep 22900, total 0.8638979196548462, ic 0.15053224563598633, ic_v 0.01480209082365036, bc_x0 0.042417850345373154, bc_x1 0.43120795488357544, int 0.20604604482650757\n", "ep 23000, total 1.5218679904937744, ic 0.15274475514888763, ic_v 0.018346721306443214, bc_x0 0.42315375804901123, bc_x1 0.6187416315078735, int 0.28993844985961914\n", "ep 23100, total 0.926245927810669, ic 0.16817522048950195, ic_v 0.015271575190126896, bc_x0 0.08993279188871384, bc_x1 0.38901180028915405, int 0.24486109614372253\n", "ep 23200, total 0.6744316220283508, ic 0.2022537887096405, ic_v 0.02189798839390278, bc_x0 0.028767451643943787, bc_x1 0.1809118390083313, int 0.22156105935573578\n", "ep 23300, total 1.5072757005691528, ic 0.2119533270597458, ic_v 0.014272399246692657, bc_x0 0.08715373277664185, bc_x1 0.9307962656021118, int 0.2440083920955658\n", "ep 23400, total 1.2177608013153076, ic 0.22330904006958008, ic_v 0.01524539664387703, bc_x0 0.017365865409374237, bc_x1 0.7282037138938904, int 0.21449556946754456\n", "ep 23500, total 1.169396996498108, ic 0.1269962191581726, ic_v 0.02096179686486721, bc_x0 0.32951730489730835, bc_x1 0.1074841320514679, int 0.5652445554733276\n", "ep 23600, total 1.2145652770996094, ic 0.1439734846353531, ic_v 0.014615832827985287, bc_x0 0.11718989163637161, bc_x1 0.67117840051651, int 0.24836575984954834\n", "ep 23700, total 0.5954938530921936, ic 0.13390111923217773, ic_v 0.017989233136177063, bc_x0 0.08880585432052612, bc_x1 0.11079543828964233, int 0.22471284866333008\n", "ep 23800, total 0.6283366680145264, ic 0.14777249097824097, ic_v 0.013734330423176289, bc_x0 0.0720805823802948, bc_x1 0.17467239499092102, int 0.20073655247688293\n", "ep 23900, total 0.9467501044273376, ic 0.13130095601081848, ic_v 0.014885622076690197, bc_x0 0.13767190277576447, bc_x1 0.4290407598018646, int 0.21445859968662262\n", "ep 24000, total 0.5317990183830261, ic 0.13981588184833527, ic_v 0.014623741619288921, bc_x0 0.11321322619915009, bc_x1 0.02206774242222309, int 0.222639799118042\n", "ep 24100, total 0.7197927832603455, ic 0.206726536154747, ic_v 0.0131555600091815, bc_x0 0.08531171828508377, bc_x1 0.13984861969947815, int 0.25525957345962524\n", "ep 24200, total 1.5396473407745361, ic 0.18323901295661926, ic_v 0.01491064764559269, bc_x0 0.07575574517250061, bc_x1 1.029329538345337, int 0.2168743908405304\n", "ep 24300, total 1.0017194747924805, ic 0.1345432698726654, ic_v 0.021620774641633034, bc_x0 0.3179323077201843, bc_x1 0.2971404492855072, int 0.21089158952236176\n", "ep 24400, total 0.7273385524749756, ic 0.25192928314208984, ic_v 0.01535688154399395, bc_x0 0.13006088137626648, bc_x1 0.07891923189163208, int 0.23143370449543\n", "ep 24500, total 1.1063122749328613, ic 0.3334181606769562, ic_v 0.016416186466813087, bc_x0 0.3581084609031677, bc_x1 0.027402685955166817, int 0.3512759506702423\n", "ep 24600, total 0.6064558029174805, ic 0.17636790871620178, ic_v 0.015456056222319603, bc_x0 0.08032545447349548, bc_x1 0.026066675782203674, int 0.28849875926971436\n", "ep 24700, total 0.9494500756263733, ic 0.12809976935386658, ic_v 0.013346672058105469, bc_x0 0.1375725120306015, bc_x1 0.44463086128234863, int 0.20600731670856476\n", "ep 24800, total 0.9249537587165833, ic 0.12020638585090637, ic_v 0.01327686570584774, bc_x0 0.32200849056243896, bc_x1 0.08549197763204575, int 0.364128977060318\n", "ep 24900, total 2.215226888656616, ic 0.21212448179721832, ic_v 0.020523568615317345, bc_x0 0.3209623098373413, bc_x1 1.4225120544433594, int 0.2192186415195465\n", "ep 25000, total 1.4485665559768677, ic 0.17282500863075256, ic_v 0.019112955778837204, bc_x0 0.4951232075691223, bc_x1 0.4540485441684723, int 0.2875150442123413\n", "ep 25100, total 0.5662170648574829, ic 0.12981173396110535, ic_v 0.013872329145669937, bc_x0 0.13447855412960052, bc_x1 0.025446580722928047, int 0.24261705577373505\n", "ep 25200, total 1.108798861503601, ic 0.1611775904893875, ic_v 0.0141749894246459, bc_x0 0.05563227832317352, bc_x1 0.6310269236564636, int 0.22674928605556488\n", "ep 25300, total 0.9400070309638977, ic 0.3241034746170044, ic_v 0.01589551381766796, bc_x0 0.03718556836247444, bc_x1 0.33394855260849, int 0.20878535509109497\n", "ep 25400, total 0.867496907711029, ic 0.1437346339225769, ic_v 0.015102884732186794, bc_x0 0.061699435114860535, bc_x1 0.39430198073387146, int 0.23251929879188538\n", "ep 25500, total 0.40419483184814453, ic 0.13000982999801636, ic_v 0.013604866340756416, bc_x0 0.019571207463741302, bc_x1 0.029943279922008514, int 0.190877765417099\n", "ep 25600, total 1.0084290504455566, ic 0.12376365810632706, ic_v 0.01218957919627428, bc_x0 0.1506236046552658, bc_x1 0.452644944190979, int 0.24896976351737976\n", "ep 25700, total 0.5852801203727722, ic 0.1243571788072586, ic_v 0.013287813402712345, bc_x0 0.07668965309858322, bc_x1 0.14231614768505096, int 0.20834477245807648\n", "ep 25800, total 1.929771900177002, ic 0.21258269250392914, ic_v 0.018815813586115837, bc_x0 0.8678091168403625, bc_x1 0.41617149114608765, int 0.3940608501434326\n", "ep 25900, total 0.3829178214073181, ic 0.12687404453754425, ic_v 0.013450984843075275, bc_x0 0.015991849824786186, bc_x1 0.015576193109154701, int 0.19064192473888397\n", "ep 26000, total 1.003417730331421, ic 0.1795497089624405, ic_v 0.018033644184470177, bc_x0 0.12534493207931519, bc_x1 0.4335743188858032, int 0.22648246586322784\n", "ep 26100, total 0.9158849716186523, ic 0.22323113679885864, ic_v 0.011329257860779762, bc_x0 0.028273537755012512, bc_x1 0.3826451003551483, int 0.24992406368255615\n", "ep 26200, total 0.4110080897808075, ic 0.12018407136201859, ic_v 0.012713771313428879, bc_x0 0.025349877774715424, bc_x1 0.04237855225801468, int 0.18985112011432648\n", "ep 26300, total 0.7713741064071655, ic 0.12716428935527802, ic_v 0.011356723494827747, bc_x0 0.04907146841287613, bc_x1 0.35920894145965576, int 0.20399311184883118\n", "ep 26400, total 0.4623948037624359, ic 0.12609070539474487, ic_v 0.013328345492482185, bc_x0 0.016263198107481003, bc_x1 0.09818877279758453, int 0.18789958953857422\n", "ep 26500, total 0.7495713829994202, ic 0.15086977183818817, ic_v 0.011338415555655956, bc_x0 0.08096489310264587, bc_x1 0.268525093793869, int 0.21719741821289062\n", "ep 26600, total 0.6347911357879639, ic 0.16158005595207214, ic_v 0.018099915236234665, bc_x0 0.1045636385679245, bc_x1 0.04266505688428879, int 0.2871607542037964\n", "ep 26700, total 1.0805938243865967, ic 0.15725786983966827, ic_v 0.011478002183139324, bc_x0 0.031498633325099945, bc_x1 0.6429275870323181, int 0.2166619896888733\n", "ep 26800, total 0.6414779424667358, ic 0.1892155408859253, ic_v 0.0120816919952631, bc_x0 0.11708346009254456, bc_x1 0.02203388139605522, int 0.2802438735961914\n", "ep 26900, total 0.49083012342453003, ic 0.12568551301956177, ic_v 0.013887125067412853, bc_x0 0.10386262834072113, bc_x1 0.037330858409404755, int 0.18919497728347778\n", "ep 27000, total 1.5824156999588013, ic 0.13661327958106995, ic_v 0.012782006524503231, bc_x0 0.3219906687736511, bc_x1 0.7308128476142883, int 0.35930049419403076\n", "ep 27100, total 1.3068702220916748, ic 0.2426411509513855, ic_v 0.013876354321837425, bc_x0 0.09570352733135223, bc_x1 0.7225602865219116, int 0.21112464368343353\n", "ep 27200, total 0.870262086391449, ic 0.20330402255058289, ic_v 0.016575099900364876, bc_x0 0.09264954924583435, bc_x1 0.3017924427986145, int 0.2349293977022171\n", "ep 27300, total 0.6222372651100159, ic 0.16484689712524414, ic_v 0.01386326178908348, bc_x0 0.15385088324546814, bc_x1 0.02586314082145691, int 0.24275194108486176\n", "ep 27400, total 1.664812445640564, ic 0.28218433260917664, ic_v 0.01550821028649807, bc_x0 0.595680832862854, bc_x1 0.22750341892242432, int 0.5228267312049866\n", "ep 27500, total 0.4137338697910309, ic 0.14308348298072815, ic_v 0.012188168242573738, bc_x0 0.031016357243061066, bc_x1 0.02276036888360977, int 0.1835297793149948\n", "ep 27600, total 0.6301603317260742, ic 0.14667943120002747, ic_v 0.012586097232997417, bc_x0 0.06696666777133942, bc_x1 0.12147699296474457, int 0.2612473964691162\n", "ep 27700, total 0.5543903708457947, ic 0.1550714075565338, ic_v 0.013816476799547672, bc_x0 0.13217094540596008, bc_x1 0.016699455678462982, int 0.21538032591342926\n", "ep 27800, total 0.8251795768737793, ic 0.22008146345615387, ic_v 0.012677233666181564, bc_x0 0.05325692147016525, bc_x1 0.3125346302986145, int 0.20533084869384766\n", "ep 27900, total 0.7021856904029846, ic 0.13185034692287445, ic_v 0.012294839136302471, bc_x0 0.0643395185470581, bc_x1 0.28085917234420776, int 0.19149276614189148\n", "ep 28000, total 0.5411196351051331, ic 0.11623732000589371, ic_v 0.012148765847086906, bc_x0 0.0927712693810463, bc_x1 0.04628182202577591, int 0.25228554010391235\n", "ep 28100, total 1.0369924306869507, ic 0.2085067331790924, ic_v 0.01285442803055048, bc_x0 0.041428785771131516, bc_x1 0.5184141397476196, int 0.23434706032276154\n", "ep 28200, total 0.440267950296402, ic 0.14971470832824707, ic_v 0.01464723702520132, bc_x0 0.013282543048262596, bc_x1 0.054513417184352875, int 0.18662337958812714\n", "ep 28300, total 0.8099520206451416, ic 0.13146871328353882, ic_v 0.01323188841342926, bc_x0 0.07569267600774765, bc_x1 0.35774457454681396, int 0.2102765589952469\n", "ep 28400, total 0.7379235625267029, ic 0.19028013944625854, ic_v 0.014546851627528667, bc_x0 0.06605750322341919, bc_x1 0.2441866099834442, int 0.20126937329769135\n", "ep 28500, total 1.0746606588363647, ic 0.1365959197282791, ic_v 0.012708728201687336, bc_x0 0.1975071281194687, bc_x1 0.45515477657318115, int 0.25106287002563477\n", "ep 28600, total 0.5527178645133972, ic 0.23317983746528625, ic_v 0.01101298350840807, bc_x0 0.057453736662864685, bc_x1 0.020876403898000717, int 0.20851142704486847\n", "ep 28700, total 0.9129234552383423, ic 0.21834717690944672, ic_v 0.01378378551453352, bc_x0 0.22759845852851868, bc_x1 0.11535948514938354, int 0.3161032795906067\n", "ep 28800, total 1.2858898639678955, ic 0.12741775810718536, ic_v 0.012308349832892418, bc_x0 0.19089148938655853, bc_x1 0.7103978395462036, int 0.2230934351682663\n", "ep 28900, total 0.7255558371543884, ic 0.1458517462015152, ic_v 0.01071997731924057, bc_x0 0.0249587781727314, bc_x1 0.2938145697116852, int 0.2283826768398285\n", "ep 29000, total 0.9075794816017151, ic 0.23543602228164673, ic_v 0.012521959841251373, bc_x0 0.028589680790901184, bc_x1 0.3672398626804352, int 0.2419126182794571\n", "ep 29100, total 0.6904236674308777, ic 0.12978696823120117, ic_v 0.010237354785203934, bc_x0 0.05995847284793854, bc_x1 0.22490960359573364, int 0.24360238015651703\n", "ep 29200, total 0.3685145378112793, ic 0.11976280063390732, ic_v 0.012278436683118343, bc_x0 0.01988966017961502, bc_x1 0.01760188303887844, int 0.1770068258047104\n", "ep 29300, total 1.2012078762054443, ic 0.12749646604061127, ic_v 0.009891284629702568, bc_x0 0.19578608870506287, bc_x1 0.5878315567970276, int 0.2581791281700134\n", "ep 29400, total 0.8532105088233948, ic 0.14761635661125183, ic_v 0.01358847413212061, bc_x0 0.31711864471435547, bc_x1 0.0669865608215332, int 0.28582727909088135\n", "ep 29500, total 0.832130491733551, ic 0.1860872507095337, ic_v 0.01042924914509058, bc_x0 0.07588300108909607, bc_x1 0.2673027217388153, int 0.2703082859516144\n", "ep 29600, total 0.4314790964126587, ic 0.12218186259269714, ic_v 0.012391168624162674, bc_x0 0.034160926938056946, bc_x1 0.061172857880592346, int 0.1794038712978363\n", "ep 29700, total 0.686114490032196, ic 0.1441684067249298, ic_v 0.012238478288054466, bc_x0 0.015461517497897148, bc_x1 0.31370747089385986, int 0.17832207679748535\n", "ep 29800, total 0.5454097390174866, ic 0.15475496649742126, ic_v 0.01093660481274128, bc_x0 0.08632166683673859, bc_x1 0.07962822914123535, int 0.1915031522512436\n", "ep 29900, total 0.5538697242736816, ic 0.12320835143327713, ic_v 0.015310607850551605, bc_x0 0.15039028227329254, bc_x1 0.04491171985864639, int 0.19773313403129578\n", "ep 30000, total 0.6743348836898804, ic 0.16230997443199158, ic_v 0.011846339330077171, bc_x0 0.16326932609081268, bc_x1 0.12440123409032822, int 0.19014796614646912\n" ] } ], "source": [ "with tf.device(\"cpu:0\"):\n", " opt = keras.optimizers.Adam(learning_rate=2e-3)\n", " fit(model, x, t, len(x_input), c, 30000)\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n", "INFO:tensorflow:Assets written to: FF_c0.8_100_1_10_1_t3_tanh_2/assets\n" ] } ], "source": [ "model.save(\"FF_c0.8_100_1_10_1_t3_tanh_2\")\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:No training configuration found in save file, so the model was *not* compiled. Compile it manually.\n" ] } ], "source": [ "model = tf.keras.models.load_model(\"FF_c0.8_100_1_10_1_t3_tanh_2\")\n", "# dx = 0.02\n", "# dt = 0.02\n", "# time_span = 2.\n", "# x_end = 1.\n", "# num_p_row = 51\n", "# epoch = 10\n", "# c = 0.95\n", "# x_input = tf.constant([np.asarray([x, t]) for t in np.arange(0, time_span+dt, dt)\n", "# for x in np.arange(0, x_end+dx, dx)], dtype='float32')\n" ] }, { "cell_type": "code", "execution_count": 81, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 282 }, "id": "L4SWFc_UcdCX", "outputId": "4af0232f-0b56-4bd5-8b83-ac446971ce96" }, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for i in range(0, 200, 1):\n", " num = i\n", " u= model(tf.concat((x[num_p_row*num:num_p_row*(num+1)], t[num_p_row*num:num_p_row*(num+1)]), axis=1))\n", " plt.plot(x[num_p_row*num:num_p_row*(num+1)], u)\n", " plt.xlim([0,1])\n", " plt.ylim(-4.5,4.5)\n", " plt.grid()\n", " plt.savefig(f'gif/{i}.jpg')\n", " plt.clf()" ] }, { "cell_type": "code", "execution_count": 82, "metadata": {}, "outputs": [], "source": [ "gif_images = []\n", "for i in range(0, 200):\n", " gif_images.append(imageio.imread(\"gif/\"+str(i)+\".jpg\"))\n", "imageio.mimsave(\"wave.gif\", gif_images, fps=10)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "id": "Pb4wBC-ldi_C" }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAABpgAAAMHCAYAAAAtr1RpAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9eYwj254f+H3PiYXB4JZrVVZmVdZet5a8tdzlLfe9lgS53Ro1Rt3Q2Ma0IFsWZI2nNbChPwxjZBg2MIBhG/OH/motgDGWxp7paWsZ6Uma1qitcavfcvd7q+rWfmtfspbMyp1rbMd/MMkkMxlksIpJMqO+H7x6NzPJjDhBRjAjzjd+5wilFIiIiIiIiIiIiIiIiIiikoNuABEREREREREREREREe0tDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCt6h8dVX1pBRERERET9IgbdAIo1XkMSEREREcVL6DUkK5iIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioKwyYiIiIiIiIiIiIiIiIqCsMmIiIiIiIiIiIiIiIiKgrDJiIiIiIiIiIiIiIiIioK/qgG0BERETUDaVU038BQEreM0NERERERERE1E8MmIiIiGgoNAZHta+DIGj6WeNjtZ9XKhVks1lomtb/RhMRERERERERvaNEYydNC20fJCIiIuqkXXAUBEHLiqTthBAtv1dKoVwuQwiBTCbDSiaiaETnpxC9MV5DEhERERHFS+g1JAMmIiIi6tr2UGh7dVEtOHr58iXGx8eh662LpsOCo27a4TgOgiCApmlIp9NdL4PoHcSDhHYTryGJiIiIiOIl9BqSQ+QRERFRXbvgKGyYulZqIc+zZ88wNja265VFmqbB930Ui0XYts2QiYiIiIiIiIholzFgIiIiege8yfxGrdSCGyFE5BBnN8OlxvZKKeE4DjRNg2VZu7ZOIiIiIiIiIiJiwERERLSn9Xp+o26CoyiCIOhbNZEQApqmoVQqQQiBRCLRl/USEREREREREb2LGDARERENmVbD1AHDFRxFpZTq63obQyZN00LnfiIiIiIiIiIiorfDXhciIqI+6WZ+o42NDRSLRezfv3/HcoYhOIqq3wETsPWaFAoFpNNpaJrW1/UTEREREREREb0LGDARERG9pVbB0dvOb1SpVJDP53HgwIFdbPnu60fA1GodUkr4vl8PmXZzHigiIiIiIiIioncRAyYiIqIQ7eY32h4ihdlL1Ua7ZVDbrGkafN9HsVhEKpV6J197IiIiIiIiIqLdwoCJiIjeKXtlfqNBDC0XR1JKrK2toVAoYN++fXxNiYiIiIiIiIh6hAETERHFQtT5jRqf08qwVBwxYOqN2lxMjuNgZGQEiURi0E0iIiIiIiIiIooFBkxERDTUup3fqFwuY35+HsePH29aTmNYw/l43i1KKUgpUSwWIYSAaZqDbhIRERERERER0Z7HgImIiAai0/xG24OjVlpVGymlUCwW93yIxAqm3qkFTLWQSdM0aJo26GYREREREREREe1pDJiIiKhnhmF+o3bL3UsYMEUT5f0OggCapkFKiSAIkM/nkclk9nwISUREREREREQ0SAyYiIioo7jNb7QXMGDqnVoFE1AdHtH3fRSLRaRSKb7GRERERERERERviAETEdE7LGpw1Bga1YahazRs8xsxNKBG28M6KSVc10WxWIRt29xfiIiIiIiIiIjeAAMmIqIYepP5jZaWllAoFDA7OwugfbXRMHfIc4g82i4Igh37r6ZpcBwHmqbBsqwBto6IiIiIiIiIaG9iwEREtIe0C47edn4jpRQ8zxuKCiRiwNRLjUPk1dRCpnK5DCklTNMcUOuIiIiIiIiIiPYmBkxERAPG+Y16Lw7bHpdKrGEQFtYJISClRLFYhJQSus7TIiIiIiIiIiKiqNiTQkS0S3ZjfqN3PTiKIk7BDN/rzqK83+2qwWrHVKFQQCaTYQUfEREREREREVFEDJiIiLr0JvMbbTes8xvFKZzZ61oN67bXDMv+tH0Opu2klPB9H4VCAel0msEeEREREREREVEEe7vnioioh2qhUBAE8H0fvu/DdV24rotKpYJyudz0r1KpwHEcfP7556hUKvA8r2kepNrwW63+1UIlViTtjji8psM0B9O9n3/5Rr83LNsQJazTNK0eMg1LMEZERERERERENMxYwUREsdZumDoATYHQm1Yc+b5fD5No8OIUDgxDOPP6/hPc/Nf/Dif+1A+6/t1hCpiitENKCc/zUC6XYVnWULSdiIgoDlzX7VhRvNtWV1eRy+Vi+/fdcRx4ngfbtgfdlF2hlEI+n0cmkxl0U3ZNuVyGpmkwDGPQTdkVQRCgVCohlUoNuim7plAoIJlMxrZvwHEcBEEAy7IG3ZRds7a2hmw2G9u/FYVCAYZhwDTNvq1T0zRomta39VH/MWAioj2J8xtR3A1LUHb1n/8brL9YeKPf3a2Ayfd9VCoVVCoVlEol5HK5thdxUdtRC4rL5TKklEgkEr1sNhER0TurUqlAKTXQjvMXL17g1atXOHny5MDasJuKxSJu3bqFH/zgB7G8plFK4dq1a7h06VJsz9Hm5+dhmiZmZmYG3ZRdUSqVcPv2bVy6dGnQTdk1V69exccffzzoZuyahw8fIpVKYXp6etBN2RXLy8t48OABPvzww1h+jlYqFVy+fBnnz5+Hru9+JFDr02C4FH8MmIhoqOzF+Y3ieOJBgzcs1T9X/tm/QSr3ZneKdrsNjcFRbVjKxu9d1wWAeviTSCQQBAGeP3+O999/P3Rd3dwxLYSApmkolUrQNK0vJ95ERETvgtrIAYO6s/+9997D1atX8ezZMxw6dGggbdhNuVwOY2NjePLkCY4cOTLo5vScEAKzs7N4+vRpbEPCkZERvHz5EgcPHhx0U3ZNnG/q9DwPQojYXj94nofFxUWcOHEilu+h53m4c+cOLl26FMsKNM/zcPnyZZw5c6YvlaC1PjvTNBkwvQPi+alHREOnXXDUi2HqBm1Yqk1oeIKZtzUM27H85DmefH0Nx354EYWF10jtm+jq92vb4HleU1C0PUDyPA9Ac3CUSCRgWRbS6XT9e8Mwdrwmnufh+++/x4MHD3D8+PHQdnRzkVD7fCkUCkin0zwhJiIi6pFaB5fv+wNZv1IKi4uLePjwYWw7gfP5PJ49exbLDlKlFAqFAhYXFwfdlF2hlEKxWMTq6uqgm7IrgiBAuVzGp59+Ouim7ArP8+B5Xmy3z3EcKKXw+eefD7opu6I2isXly5cH3ZRdUSwWYRgGbt++3bd1Hj58GMeOHevb+mhw4nlGRUR98TbzG927dw8jIyOYmJgY6uAoilZD7xHFwdV//kcAALfi4PWdB00Bk1IKvu/vqDJq/Oc4DkqlEr755pum4CiRSCCdTsOyLCQSCei6/sbHvVIKx44dw/Xr1/Hy5UtMTU21fE63y5dSwvf9esgUx04aIiKiQfA8Dz/+8Y8H9rfVcRx8/fXXmJubQzabHUgbdtPKygru3buHjz76aM9dV0Vx9+5d2LYd22HkPv30U/zoRz+K5blnoVDA3bt3cfHixUE3ZVfcu3cP6XS65fXIXqeUwqeffoof/OAHsZwjbGlpCQ8fPozl0Hi14UWnp6f7Ut1a6xNk5dK7hQETEe3wJvMbtRJlqLo4njjT4MXhpHBQFUxKqXrF0Tf/+L8DABTWN3Dj559iJWOiUqnU7zrWNK2p2iiRSCCbzdZ/5nkebt68iQ8//HBX2yyEwNmzZ3HlyhUkk0nkcrkd2/Qmr6WmafB9H8ViEalUKhb7FRER0TAYdCVTEAT4/PPPYdt2LK9HyuUy/uRP/qSvk7j3SxAEKJVKePz48aCbsitKpRJ+9atfxbJjNggCVCqV2Fb4FAoFJJNJPHjwYNBN6TnXdeH7Pr766qtBN6XnapWRtm3js88+G3Rzeq5cLgOoVrc+f/68L+tk5dK7hwET0TukF/MbAVud93ux2mg38DUYLnGpJut1wKSUguu6odVG5XK5/nmg6zr89QKefn0NAOAWy/AXlnHy5Ml6xVEUnuf1rdNG13WcO3cO165dw/nz52FZVv2xIAjeuB1SSriui1KphGQyyeOdiIioRwZdybS6uopbt27ho48+it0d+Z7n4YsvvsAHH3zQdE4UF1evXsXs7CxGR0cH3ZSee/r0KYIgwOHDhwfdlJ7L5/N48OABzp8/P+im9FytwucnP/nJoJuyK7744gu8//77sG170E3puRs3buDw4cOxnPvs8ePHWF1dxfnz53f9OpaVS+82BkxEMbAX5zeK27BycdoWGh5RjsPG4ChsuLra54FhGE3D1CWTSYyMjNS/bwyOfv73/itgc792iyXkHz9HKpXqqv39rsJKJpN47733cP36dVy6dKl+Yvs27RBCQNM0VCoVSClj2UlDREQ0KJ7nQdf1gYRMIyMjOHbsGK5cuYIPP/wwVpVMuq7j9OnTuHHjBj744IPY3SBz+PBhPHr0KJYBUy6Xw6NHjwbdjF0R52vmjY0NZDKZQTdjV6yursI0zViGS0tLSyiXyzh79uygm9JzL1++xMLCQl+G/WO4RAyYiIZUq2HqgOEPjqKKU8A0LK8pxUsQBHBdF+vr6y2rjSqVSv0Y2h4cpVIpjI2N1b9/k5O8q//s39S/rmwUsHT34RttQ7+Pj1wuh5mZGdy8eRNzc3P1z5q3aUctZCqVSpBSxnK4GSIiokEZ9HB5juPgj//4j5FMJgey/t1UKpXw85//PHYVWkB1OLJf/vKXsQoGa/L5PPL5/KCb0XO+78NxnFgOkec4DgDEctuKxSISiUTsti3OQ+PV5kq2bRuff/55X9bJYfHebQyYiPrsbeY3unXrFqanp5HL5YY2OIoqTgETEO+7sfaaQc1dFJVSKnSYuto/pRTK5TIsy0Imk+lpcBTFxsISHvzqm+Y2F4qorOeRyKYjL2dQ78WBAwdQKBTw8OFDHDt2rCftEEJASolisQhN03hnFhERUQ8Neri8W7duQdd1nDx5ciDr3y2u6+LLL7/Ehx9+iEQiMejm9NTz58+Rz+dx6tSpQTel52rDG8YtGFxfX8eTJ08wNzc36Kb03NWrV3Hs2LHYVTEVi0Vcu3YNP/zhDwfdlJ67ceMGjhw5gpmZmUE3pafy+TyuXr2KX/u1X9v10TdYuUQ1DJiIeqRVcNTr+Y1q38fhLq24BUxEQRDAcZwdVUa1f47j1Pd50zRhWVY9KMpkMpiYmKh/L6XE7du3MTk5ifHx8b5vy7V/8W8RbLuLWE/ZWLr7ANMfRh8zfZBh3/Hjx3Ht2jW8evWqZ5VUUkoEQYB8Po9MJhOLz2IiIqJhMehKpmKxiPn5+dhVKvu+j1/84hexHN4qn89jcXFxqG8uexPlchmfffZZ5HlP94paBdP6+vqgm9Jz+XwehUJh0M3ouXK5DE3TYle95HkeHMfB2toaHj9+POjm9EwQBCgWi7BtG99++21f1snKJQIYMBF11G5+o+0hUpheVRsJIerr2+viFDDFZVvidmHWK0EQdKw4Aqqvn2maTUPV5XK5+temae6ZQOK7f/lvd/xMt5N4fWf4AqawY08IgbNnz9Y7qnrVDiklfN9HoVBAOp3mcUNERNRDg6xk8n0fX3/9NY4fP46JiYm+r383Xb16FVNTU9i/f/+gm9JT9+/fh2maOHTo0KCb0lMvXrxAsVjE8ePHB92UnlpdXcX8/DzOnTs36Kb0VLlcxrVr1/Dxxx8Puik9VauA/OSTT2J1zeN5Hr744gv89Kc/jdX8uq7r4uuvv8ZHH32EsbGxXV0XK5doOwZM9E7aq/MbSSljEWTUxGVb4nSyFQdRQ41acLS90qix4giovr+NodH24CiRSOzKPjDI6p9Xt+7v+JlmJbD0/YOuljPo4Qp1Xcfc3By++OILOI7Ts6FhaiFT7e4wfgYQERH1jud50HW97yGTpmm4dOkSvv7663qFeVycOXMGX331FcbGxmI17NqhQ4fwzTff4ODBg7E6H8vlcnj+/Pmgm7Er4vQ+1ayurmJ0dHTQzei5p0+fxu7YAoDbt2/j6NGjsQqXgiDAlStXcPToUYZLNBAMmChWos5v1PicVoZ1fqO4VMoA8TuxjMv7EgdBEMB1XaysrLQMkFzXBdAcHNWGqxsdHW2qOBrkfjqocCYIAqy9WNjxc2GaWLqztwImAEgmk0gkErh+/TouXrzYk5Pg2nxMjuNA07RYXZwQERENg0EOlxcEAT777DPYtr1nqs+j8DwPP//5z5FMJgfdlJ4qlUr4xS9+Ebvh5PL5fOyGJfN9H67rYnV1ddBN6alyuQxd17GwsPMaai/L5/NIpVKYn58fdFN6pjY03vr6Oh49ejTo5vRMqVSCpml48OABHjzo7pr9TXBYPNouXn+BKbbeZn6jL7/8Ej/4wQ8ANIcae/FiIW4BU1y2JU6G+T3xPK/tMHW14Mj3fSiloGlaPSxKpVL1EMkwjIGHHlENop0br17D33wtm9qiaXi9xyqYanRdx4EDB3Dr1i2cO3euJ20SQkDTNJRKJUgpYzdfAxER0aANcri8lZUV3L59Gx9//HFsggulFC5fvozZ2dlYDQG4vr6Oe/fu4YMPPhh0U3rqm2++wdmzZ2MVCK6srODly5c4c+bMoJvSU59//jk++uij2HxWAMD8/DwKhQJOnTo16Kb0TG3Iv1/7tV/r2cgWw+DOnTsAgPfee29X18PKJWonPp9+tCd1mt+oXXBU06naKAiCPRkmtVKbYD4O4hQwxWlbBqExOGo1XJ3neQCq+39jtVEikUA6na5/XQuOXr9+jaWlpV0/wdptg9qnVp+9bPlzJSVWHz2DV3GgJ6KFKUqpofn8nZ6eRqFQwKNHj3D06NGeLLMWMhWLRUgpY3VRSURENAwGWcnkui7+3b/7d7Btu+/r3i1BEODbb79FKpUaipuAeqVQKOCXv/zl0Jx39kKlUsGXX34ZqyENPc+D53lYWVkZdFN6RimFYrGIL7/8ctBN6alCoYBkMonXr18Puik9UyqVoOs6vvnmm0E3pWccx4Hv+0gmk32peGTlEoVhTwj13F6d32gviFOQIYSITVhGOymlQiuOaiGS53n1DvrG+Ywsy0I2m61/r+v6O3n8D6r6Z3W+dcAUKAXl+1i5/xiTZ09GWlYQBEP13h0/fhzXrl3DwsIC9u3b15Nl1v4+FQoFZDKZWHVsEBERDYNBVjI9fPgQhUKhZxXQw+DZs2dYX1/H2bNnB92Unnn58iVWV1dx+vTpQTelZxYXF7G8vLznb5prtLS0hMXFxVi9T8vLy3j58mWsjqelpSU8f/4c77///qCb0jOLi4t49uwZLl68GJvP8pcvX+Lp06f48MMPd/XvIyuXKAoGTBRZ3Oc32gviFjBxW/aexuCoVbVRpVKp32Fam5umMTyqBUeWZUHTNB7/bQxbwFR7X19//yBywDQsQ+TVSClx7tw5XL58GclksmeTd0spUalU8ODBAxw/fnyotpmIiCgOPM+Drut9D5mOHDmCW7du1f/Gx8HMzAxevnyJ5eXlXZ8Mvl/27duH+/fv1/eTOMjlcn2ZS6Xf4naevLKygpGRkUE3o6cePXoUu6Hxvv/+e3z00Uex2f+Wl5fx8OFDfPzxxwyXaCjE4y8vvZWowVFjB3qrDnUGR7svTlU/71IosxfUgiPHcfD69euWQ9bV9j1d15tCo2QyiZGRkaaKo0FvS1w+fwYSMD170fLnvlMdqnDpzv3Iy9rt96LTEKqt6LqOc+fO4fr167hw4ULPxt8OggCvXr3C1NRU7IadISIiGgZffvnlwK6FisUinj17FpvhyoIgwNdffx2rcxbHcfDLX/4yVvNi5vP5vgx71S+1IfKWlpYG3ZSeKRaLsCwLjx49GnRTeiIIApTLZVy7dm3QTemZuA2N5/s+SqUSbNvuy9CMQggcOXIER44c2fV10d7FgCnG3nR+o1u3bmF2dnbHyeb20CguJ6J7iZQyNqFMnAKmYd4WpRRc1w2tNiqXyzs+KwzDaAqOalVIvGOlvwY3B9Orlj93Kw6AagVTVP0K+7pdh23bOHnyJK5fv46LFy/2ZN+uzTfleR5KpRKSyST/ThIREfWQ7/v4+OOPB1LJ5Hkevv76a5w8eRLj4+N9Xfduefz4McrlcmyGYHMcB19//TV+/OMfx+Yc7OrVqzh27FjPqu4HbXFxESsrK7GpjlFK4dNPP8VPfvKTQTelZ65fv46pqSlMTEwMuik9sbCwgPn5+dgMjVcul/HNN9/gk08+QTqd3rX1sHKJusWAaQ9qFxz1Yn6j2nI5j8TwGeYgo1tx2pZBUErBcZyWcxvV/tVe31pgVBuaLpVKYWxsrP6z2glD3E7497phGyLPKZUhACzdGb6A6U2Mjo5iamoKt2/fxtmzZ9+6nUEQQEpZHy6vNrcYERER9Zbnebh8+XJ9+N5+UUrhm2++QTKZjE2HW6FQwMLCQmy2p1Qq4Re/+MXAR1ToFcdx8M0338SmKsvzPPi+j9evXw+6KT1Rq/aJS5WZUgrFYhHr6+v4/vvvB92ct6aUQqFQQCqVwmeffTbo5ry12vtjWRa+++67XV/f4cOHcezYsV1fD8VDPP7qxlRtyCqgN8FRVFLKvp+s77Zh7uTshhAidu9NHPRy31JKtaw0qgVIjuPUPwNM02waqi6dTmNiYqL+/bsaEsfleB9cBVPrgKlSKMICsHzvUeTXuB/vRaflt3sdZ2ZmUCgU8Pjx47cu+a9tqxACmqahWCxCShmboXSIiIiGied5+PGPf9z38918Po+rV6/igw8+gGVZfV33bsjn87h27Rp++MMfxuLaYWNjA99//z0+/PDDQTelJ1ZWVjA/P4+5ublBN6UnFhYWsLa2hpMno83nOuyePn0K3/djM3TY3bt3Yds2ZmZmBt2Unvjuu+9w/PhxTE1NDbopby0IAnzzzTc4ceIE9u/fv2vrYeUSvSkGTEMsCIJ6wNTP+Y2klLGZ5wfY2p44fDhyiLzh1WlbgiBoqjhqNWRdTWNolEgkkMlkGBy9o/odlAVBgLUXCy0fK63lYQHwyhVU1jZgjWQ7Lm8Ywr5ObThx4gS+++47LC4uYnJy8q3WUzs2hRCQUqJQKCCTycTi7w8REdGw8TwP3377LXzf7+v5hu/7+MUvfoFUKtW3de6mSqWCP/mTP4lN5XWhUMAvf/nLWFwz1Sow1tfXB92UnnBdF0EQYHFxcdBN6YlSqQTTNPH8+fNBN+WtNVb7PH78eNDNeWu1+aXz+TwePIg+AsewKpfLkFLi/v37uH8/+pzIb4KVS/QmGDANsVoHVb/FMWCKS5ARp1AmLtsSBAF838f6+jpKpdKOAMlxqvPWCCF2VBzlcrn616ZpxuIiiHpnEOHMxqvX8F235WOVfAEilYDyfZRX1yMHTLu9X3d6nTo9LqXEuXPncOXKFSSTyTceyzoIgqb11P6WFgoFpNNpHt9ERES7oFbJ1O+bOT799FN88sknfV3nbllaWsLi4iJOnz496Kb0xPXr13Ho0CHkcrlBN6Un4rSvLSwsYH19HSdOnBh0U3riypUrOHnyZCzCZqUUPvvss9jsa8+fP4fjOLGpLvvmm28wNze36zcC/IW/8BfwR3/0R7u6DoonBky0Q9wCJiFEbLYnLqEMMPzbUhtPOWy4usbgqDbfUSaTqQdH+/btg2VZME1z4BUc76I4vOaDCJjC5l+qMTJpOKtrKK9Gu4tye+gyCFFeR8MwcO7cOVy/fh0XL158o3HuW4VptSFni8UiUqnUwF8LIiKiOKqN+tFPSqnYDF1eG44/LtujlKrfBBgHcXpvfN+P5XsTh+2p9c3EYVuA6uca97XuxWV+NOo/BkxDbFAdUXELmOK0PXHalkEFTL7v75jXqPF7d7N6QwgBy7KaKo5GR0ebKo5qx+iNGzdw8ODB2Nwlt9cNc3DZrf4HTK/aPm6k7WrAtBYtYOpHBVMnUUMu27Zx4sSJesjUbbvD1iOlhOu6KJVKSCaTDJmIiIiIiIiIKDYYMNEOcQoxgHhtz7BX/XSj19vieV5otVG5XK7f2Sil3DHHUSqVqodJhmG8UQdwXN6XuGxHHAzivVh99qLt45qdBACUV9ciLW9Y5mCKGhaNjY2hWCzi9u3bOHPmTFdtD9tWIQQ0TUOlUoGUMhYTghMRERERERERAQyYqIU4BTIAQ5lhFXVbPM9rO1RdLTjSNG1HcJROp+tfv2lwFHVb4iAu2wHEY1uGcYg8uTnmc9Qh8oYlYOqmDTMzM8jn83j69ClmZ2cj/14QBKFBVi1kqk3O+iZD8BERERERERERDRsGTLRDbc6IuIhTYBaXgKk2fqzjOFhaWmo5XF1tH2wMjmpVRtlstv4zXdcH3oENsPJnmMTlvRhIwPSs/RB50jQA7K2Aqdt5oIQQOHXqFK5evQrbtjExMRHp9zptqxACUkoUi0VIKaHrPAUjIiIiIiIior2NvRtDbJBzMNXmoYmDOAVMw74tSim4rhtabdQYHNVCpsaKo1pwZFkWO1+JBqDdEHmaoWNiYgTL2FsB05vMAyWlxNzcHC5fvgzLspBOpzv+TrsKphohBIQQKBQKyGQyA5+fioiIiIiIiIjobbAHl3YY9hCjW1LK2FQ0DKqCqTE4ChuurrbP6LreVG2UTCYxMjLSVHEEAKurq5ifn8fp06f7vj29FpfKsjgZdKjRC8M2RN6FP/0R9mdNfI+9FzC9SRsMw8C5c+dw48YNXLx4seOwdlHXU6sSLhQKSKfTA399iIiIiIiIiIjeFAMm2kHTtFgNkSeEiE1g1usgQykFx3FCq43K5XJ9fYZhNFUbpVIpjI2N1b/XNG2g20JUE5f9qt/hjFIKa88XWj6WzGUwu/ICqZkchJQor21EXuagA5S3aUMqlcLx48dx48YNXLhwoW3FUZQKppra39lisQjbtgf+GhERERERERERvQkGTENuEJ3wcaxgisv2RN2WxuAorOKoMTiqVRv1IjiKKk4BU5y2hYZLP4OHjVev4YcMj/rhJ+ehPbwNXSiMHz+M8upapGXu9YAJAMbHx1EoFHDnzh2cPn06dFndrqc2HG25XIZlWQN/nYiIiIiIiIiIusWAiXaIUyADxGuIPADwPA9ra2tNVUa1rx3HqW+raZr1kMiyLGQyGUxMTNR/Nui5PxjK0G6KQ2d9v4+PsOHxxg4dwOTT+/XvJw/tw2oXQ+QN+rOmm8qiMIcOHcLt27fx7NkzHDp0qOVzug2YhBCQUqJcLkNKiUQi8VZtJCIiGmYrKytYWVnBkSNHBt0UIiKioRH4PjZeLiI3MzXophC9MQZMtEPcAqa9MEReEARwHCe02qhSqdSf57ounj59Wg+KstlsvQLJNM2Bd+ZGFaeAKU7bEgdxeS/6Xf2z8qx1wPTBucOQj+5uNgrIWhIvIwZMQRAMPOzrxesohMB7772HK1euwLZtjI+P73jOmwRZQghomoZSqQRN0+pz1BEREcVNLpfDy5cvcefOndicq1H8DUM1PhHFRyVfwPV/9f/D82t3sHjvERbuPsLSw6c49vH7sD0XP/jf/FW899u/AblLIwkR7Rb2ZNAOcQuYBrk9QRDsmNOo8XvHcQBUOxlrFUe1sCiXy9VDpFpwVCwWcefOHczNzQ1ke3qJoQxRe/2+oF1rUcF06P33kKuFS5ttSm4so9xFBdOgL8p71QYpJebm5nDlyhVYloVUKrVjPW8S8AshIIRAoVBAOp3etWFJiYiIBklKiZMnT+LZs2d49eoVPM8bdJOIWlr6/gFu/JM/xM3/9l9j48UCRo8cxNjxIxg9PosD75/GyT/3p6BtOw8kIgqjlML9X3yFL//f/wzf/eyP4BRKO56j6zpeffMd/uV/9J/iF/+3v4P/5f/wB0hk0wNoLdGbYcBEO8QxYOp1kOH7fssqo1qA5G7OYyKEqIdEtX+jo6NNwVG3c3bE5b2JU8AUp22Ji0GHGntRqyHyzszkgEevm36mbazCTCUjBTe7HTBFOe56WUVlmibOnj2LGzdu4NKlSzAMoyfrkVLC9/16yLRXKlGJiIi6IYTA4cOHMT8/jytXrsTmuobiwX3xFP/oP/o/4cmn3zT9fPHWPSzeugcA2H/uBIJ/+v/E6K//Bsb//d+GOblvEE0loj1g+fE8vvqv/zm++q9/huVHz9o/efPmcwBYffAEX/29/xd++p/+J7vcQqLeYcA05AbRcR2nEAPoboi8xuCo1XB1teCoNl9Gq+DIsiwYhrErnaoMMog6i9Mx0tch8p7uDJiS62vNP9h8bScOT8PZKHS8q6ofAVOndfR6Hqh0Oo1jx47h+vXruHDhQn3Zb7utmqbB930Ui0WkUimGpEREFFuGYeDEiRO4cuUK8vk80mnepU2D5Ty4g9X/5u9i7enzts9zSw6Ckoulf/kzLP3hv0Luk59i4rf/AySPHe9TS4lo2HlPvserT3+Bv/3X/3bkvglvbaPp+6//3n+FD//XfxnJ0dxuNJGo5xgw0Q5xC5iklPA8D4VCIXS4utoQDduDI8uykE6n69/vVnAUVZwCJm4L0XDZPkSeYSWgrSw1/ay2n49mLZRX13ctYFJKwXXd0M/scrlc/zul63pT0NOrNrQzMTGBQqGAu3fv4r333gPwZnMwbSelhOu6KJVKSCaTDJmIiCi2RkZGkEwmcfPmTZw4cWLQzaF3WPnmt1j7J/8F4Hkwkom2z/XKFQBW9Rvfx9ov/gRrv/gTZH/0Cab+6l+HuY8VTUTvIuV78L6/AufKLxAsvUQ+b3bVR1R8+arpe2cjj1v/6F/gg//4f9HrphLtCgZMtIOmaXsiYFJKwff9lpVGtQ5I3/fhOA6EEFhdXW0Kj9LpdH2+I13X90RH3m4M9zcoDGWGz144BqKK07b0y/Yh8sYOTUGofPOTguoxazsbKK+uITc73XaZ28OdVp/b27/2fR9A9e7m2md0IpFAKpXC2NhY/fva36r79+83BT3b9XKIvEazs7O4desWnj17hoMHD/YkyBJCQNM0OI4DTdOQSLTv5CAiItrLpJS4cOECrl27Vh8pgqifyte/wdo//n/Uq/QNq/25l1sqox4wNVj//FNsfPsNJv/i/wQTf/F/Cmmau9FcIhoyqlyEc/1zuN99ClXcqkJy/OjLyOwbh7995BAAorjzZ0TDigET7VCbC2JQlFLwPC/0zvVaxVGtI66x2iiRSCCbzdZ/pus6Xrx4gUqlgqNHjw5sm3qlm+H+hl2cAiaGGcMlLvtVPymlsPq8+a6p0ckxYDm/43kAoC8twCsUmh5r/NyufWavra3hzp078H2/6XO7MTiyLAsjIyNNn9vdOHjwIG7fvo35+XnMzMy03LbdmNNICIHTp0/jypUrsG27JxVMteVKKVEsFiGEgMkOCiIiijHTNHHx4kX86le/wsOHDwfdHHqHuM8fY+2f/YN6uAQAZocKJqdYAjDS8jHlVLDw//l9rPzx/4ADf/V/heyPPulha4lomPgrC3Cv/gru7W8Ab+cNEo4bvU8iu3+iZcBkCBeoFIGE/VZtJeoHBkxDbhAd17vV8d9qyKPtnZGNQx5tH6ruTTsg4zTkX9xCmbhsC8BQg/a2jYUl+E7ziXEunQSWm5/nVioAAKEUXty9jXktqN9x3Co4Mk0TR44cwcjICDRN27W56WpBTyqVwsjISNPjuzkPlJQSc3NzuHLlCizL6tl6GkMmTdOgaVpPlktERDSMNE1DMpmsDxPbq5s2iML4G2tY/f2/C2yrnDOs9jf2+BUHSgiINtd+7sIrPPnP/6+Y/o//E4z9xp8HeDMiUWx4j+/AufpL+E/uAgj/HKg40fsg7WwaGy1+rpsaxPI81IGT3TeUqM8YMNEO3XaQNQZHYcPV1QIewzCagqNkMvlWd65HwYCpd5YfPMHYsdmeLGvQ29JLcapg4nvy7giCoP4Z/fDq9Z2PF9Z3/Mz3PNS6e4wnz3D2L/2HbYcYffXqFVKp1K58tjfSNA3nzp3Dd999h/Pnz8OytoYu2c2ACajeeX3mzBlcvny5p39ran+78vk8MpkMO9qIiCj2Tp48icXFRXz33XeYm5sbdHMopgLfx+rv/10E66s7HjNMo/Pv6yY0t9L5eaUSpPKglIQSkkET0R6lPBfu7W/hfvdLBMsLkX7HcaNfF+ohNxOaCR1i4QEDJtoTGDBRKKUUHMcJrTaqVCr1zujtwVGruTIGhUFG79z8p3+IE7/xpzB14exbLytO7wsQn2AmDt719yIIgvpn9/bQv1wuw3EcANVjsPYZvfjo6Y7l7EvsPEVIGAZq93kuX74Ow2h/Eb5b8x+1YlkWTp06hRs3buDixYv1vzu7NUReo0wmA9u2cffuXVy6dKln66sNWVsoFJBOpwf+N4CIiGg31YaGnZ6expUrV2JzkyAND6UU1gplePOPWj5uJDr3WwS6ESlgAgABQCCAUgEUtGrQRER7ghcolMoViN//z6HKhc6/0MCpRJ92RLhOy58bpg5RWAXWXrV8nGiYMGB6BymlWlYZNf7L5/P47LPPYJrm0AZHUcWpgmnQFm/fx8aLBfz5v/1/futlxS1gItptjaF/Y3C0PfRvDI5qQ9XlcrmmYeu2BxVLP7+8Y33G8tLONvhbn6XL9x7BLZZg2Mm2be5nKDIyMoKpqSncvn0bZ8+erc9b14+/VaZpwrZt3Lt3D6dOnerZcmshU7FYhG3bDJmIiCj29u3bh0QigcuXL2Njo9XAQUTdU0phzVFwvPC+gUgVTFr382MKAEL5UCpAICTAoIloKCmlUPYVSp6CGwDwBewuwyUAqDhey5/rCROp0RzskQzstI2kbWEka6M4kkV5tXkEEXMz8JbzdwBkum4DUT8xYIqRxrvWw4arqzFNs2mujEwmg4mJifr3n3/+OT75JB6TUjJg6p3Xd+5h9fE8fv3/8r9v26kcRZwCpjhtC/Vf2DCjpVIJ3377bX2Y0dpdvbWgqPbZPTk5iUQiAdM037hyZvXZi6bv05Nj0MrFnW1t/Cz1PLz6/Gsc/LO/1nbb+h2IzMzMIJ/P4+nTp5idne1LBRNQ/Rt86NAh3Lt3D/Pz85iZmenJcmvzMTmOU5/nioiIKO5yuRySySRu374Nz2vdUUcUlVIK606141ioNgGTsXnOKAQmTx7B5Ow+BL5CqVBGaaOA0so6lBaxG63F9aGAglYPmjQOm0c0JFxfoeQrlD3VPLOSpleP0y77eyql6rgfUtMwfeY4Dk6PY8wtwno5v/kZtAbk16DrOWivX2D2qA1n4jhWYeHmH3+FwPOg1z6PNpZgThzuyXYS7RYGTEOudvd1WKXR9uGOtlcc1e5af9vOx71MSsnO/x4IfB9Ldx/BK1dw85/997jwl//ioJs0NFhRMFwGEWqEtcPzvJbD1IXNT1cLjlKpFAzDwJkzZ5BIJHb9s3v12cum78dn9gPlneNLK3+r1N/QBdYePBpowBT22X7y5ElcvXoVqVSqb/tDLcg6ffo0rly5Atu2MTo62pNlCyGgaRpKpRKklDDN7u+cJSIi2muklLhw4QI+++wzPH/+fNDNoT3KVwprlQBOLVcKQvoGhMTU4Un86f/gp8gUl6A5JSB4VS0/Sm/+O5DC+MWjCIIjKL1aRfH+fcCPPhRWfVVQ0JQHpQSDJqIBUKpaoVTxq8Fz2McCgGrI5LltnrCNaWFyQsev/3s/QmZhHrK4BDzZOToIANhHZuE8ugsohcTic+wHkPn1D/D1z6/BMDe77H0XybEDKPsKieitIOorBkxD7vnz57h//35TaLQ9OEokEkPRmTqsaiEdvZ3VR0/hlatVcJf/y3/y1gFT3Kp+4rQt1Fmn4Kh2p+324CiZTGJ0dDTSMKMPHjxAMvl2lYJRrc43j+s8MpoBXrQImBo+S3VNYuPJfNvlDirsk1Li3LlzuHLlCnK5HFKp1K6vMwgCSCmhaRrm5uZw9epVzM3Nwbbtniy/FjIVi0VIKaHrPIUjIqL4M00TyWQSS0tLTcMBE0VR9qvhUvOV2s6+Af3AQdjjWZgbLtTXz9ouUynALC3CzALZj0/C1XMoPl9E6cGDrtsnoFCsOPgvvl3ATw7ncOFABprk/k20G8quj/vLJRwatVHpFCo10o3OAZOQkJPTkKYJtfoKo4vz0B/d7bhoaezsD7BfPsYPf3IaCat6vSegIH0Hq24CuYhNJuo39k4Muenpaezbt28g647LyTuHyOuNxVv36l8/++IyFm/fw+TpE2+8vDjsWzS83nT/8n0/dH6jSqUC13XrHf2NwdH24H+vdf5vHyIvY7Uef155DRVMmsDG/MuWz6s/v0/D07VimibOnDmDq1ev9qySqJ3Gv5mJRAJnzpzBjRs3cOnSpZ7tD0IICCHw4MEDnDhx4p2sSiYionePEAJzc3P45S9/iZs3b+LMmTODbhINubuvS7h7L48/c3r/zgcb+gZEwoJ98hSMyjKEswFN73xzV+Bv9UoLrwLTW4A5BmRmPkThdRGF27c3h9OK1nsdKIXvXxfx/esiMuYCfjibw49mc9ifZsU60dtwA4Wbr/K4tVDArYU8Hi2XoEuB/+zPn+5qOUIzQo9mkRuHlh2Fyi9D5F9Xfwag3OJmzZ2/LOC8etHyIWt9CYmJSaBQrXwSbhmBwfolGl57qweM+qYWyvRjYvTdxiHyemPx9v2m7y//w3+M3/i//x8G1JrhErdqrL2u1Xvh+35otVEtOAKqnxeNoVEikUA2m20KjuIWjiqlsPq8uYIpFbS+Q0v5Pmpbr2sSq68WOy57kK9XJpNBJpPBkydPMDk5uevD9TUuP5PJ4PDhw7hx4wbOnz/fs3VLKfH06VNMTU0hk8nEbn8kIiJqRQgBy7KQzWZx9epVnnvTDgXHx9dPVvHfXC7i8XoePz46ij/Tqh95c9+RuTGkD+2H5qzUh6jTZOfh7gKn9XO00jKyKSD9yQUU8z4Q8Uagxl15w/Hxb+8t49/eW8ZkysDZfSnIig7XD2BovLGIKEzR8fFsrYxHKyU8Xinj/uIGFks+ApVvep7vv8HfDn3bzZdGAtq+acBzIDaWgKUCGq/IfKXBXV7puFhr9iCCtdbX04l9kxAbr6HsLER5A9KrIIBAoBQkr/9oCDFgopY0TYtNwMQh8npj8fa9pu+v/cG/wJ/9z/530BO8s4oGZ/scdeVyGQsLC/B9Hy9evIDruvUqmu3BUTqdrn9tGMY721G/sbAE32kOlBL59ZbPVZ5XP3k2NIniUvsT52Ho/LFtG47j4OHDhzh27Niurmv7PrRv3z4UCgXcu3cPJ0+e7Ol6giBAoVBAKpV6Z/ddIiJ69xw6dAiWZeHGjRsolUqDbg4NiFIKz5cKeLZcxO0VB5efreHuYqFpyKuk0TqQESqAPn0Ids6EdJo7nzXhdVy3X6kAbS6BZWUNaQNIjttQvgdIre25WhByvrxYcPEnD1cBZPDl//c+nt16iTMHczhzMIfTB3M4cSALU2foRO+GiutjYa2ChfUyXq2V8WKljMevi3jyuoAni0UcmLRhTuzSsOibo1HI8SnIZApqbQFipXXlEQBUnGhd7db+SZRDAiZzYgwCCkoFgAKkV52uIlAAR9GkYcSAacgNqtNISgnf92EYrYdJ2ks4RF5vvN5WwVRaWcPtf/FHmPuf/fsDatHwYAVT7wVBAMdxQiuOKpXqCZYQoik0siwLtm3DNE3Mzs7CNE12vnewtm2YO800oK+0noRUNUxirOsCxYWNjssf9OuvlML09DSePn2KhYWFvg87e+TIEdy4cQPPnz/H9PT0Wy9PKVUPTT3PQ6lUQjKZHPjrTERE1C+Tk5OwLAvXrl3jdV4MOK6HiuOhvPnfQslBvlRBvlhBseJhtQy8Xivh9XoJr9fKeLKwjocv11FyPHzywVG8Nlt3Klst5jYBgIShwcpICN/Z8ZhEAJlKISgUQtvrF0ttA6YaEfiQfgXKl1CaERo0RZkHxg+Ab+4v4Zv7W+foUgCTOQvTYzamR22c2m8hKG9gNJvEaMbGWDaJtJ2AbZmwLQMpy4Rlxm80Bho+rufD9Xx4ng/XD1BxPDiuj4pb/W+p4qBUcVGsuHA8HwVHYKPkIF9ykC862Cg5WN4oY3mjhJWNMk4cmcHXz3Yer432jXczd7ECEO04kADkvoMQEkBhFSitdvzNSjHa3yXllEMfS0xUh3gXpQ2o7D6IhoCJaBgxYKKW4hTKcIi8t6eCAEt3H+74+eX/8p8wYKKuKKVCg6NyuQzHcerHa2NwtH2Oo0QiEXpx5HkeDMNAIsExiqOorK42fT928ABE0PqiWrle9SwbgBQCbqmyy61rL8pne60a9+zZs7h8+TKSySQymUwfWlclhMCZM2dw+fJl2LaNkZGRt1peLVwSQkBKiUqlUp8TjIiI6F2haRrm5ubwxRdf4Kuvvuprp7nvB/jt/+M/BcQ/rv9s+9qPz4ziwfPV0GWcOzqBm49eN/x+dQm1zZgcsbGw3HwjT20bG5+zuFrc+nnDY4DA6dlx3Hm6tNU2IepfCwEcmszi6cJWG2V9+VtbkzA1OK4f+voemRrBo5c7tzPY7AU9PjOGu/MrCILqDTIKgOcHCAIFzw9wYDKLhfyOX6/LpS34qanQxwvFAhASMPlOc4WbUgoo56vDWqnwvg4vYUG2CZiKS0vIjXSe33N9bQ0ZAAIBhF9Bueig4gOZbA6iYfi8tfXON2z5/s7KqkABr1bLeLVaxmUs4/aIh6+/vRG6DMvUsL6yDCkFDE1C1yQ0TUITAlIKSCEwM25j/vVa077QeL59bHoUD56v1If1U1BbXyuFyZEUFtZKgKp24ddujGp8fjppYr3gVL9reF51GcDpwxO4/WS55ToA4NTBUdx+uty8cQ3PTRgayiHDGNYcOZDDoxdr9e+3797vH53E9Ydbx2ftwKk97eBkBvOvt3ZcUX9c1L/OWDo2Sk7TskXDMXjy4Bjuza/Uf180LEgAOHFwDPfnl6ufDQJNxzkEkEma2CiUdyy/0b4RG4trxYbNaH782MwoHmy2ofZeQfy39cdnJjJ49rpQP3aVUvVjOVDV7207iXzJhR8oBEGwIwA5f+IAbj5dRZiRtIWykQt9HAAyaRtA++qkQqGEJNJtn1PjOA5MM/zaKQgCqEoRpi6RslMori3BLqxGWjYALD5rP4w8AMA0UHr6GGE1iBW59UIG64vwZPUz59r1G3BLbT4039J77723a8umeGPARC3FKWCK4xB5/Z7XZOXhU3jlnR3Jj3/5FXzHgWa+28PksYKpuk+6rtuy2qj2fRAEEELANM2miqNMJoOJiQlYlgXTNCEjjldOvTGebX69x6bGgeWQgMnzmu7Y3D603jCqfV7quo5z587h+vXruHjxIsw+fm5pmob3338fV69exfvvv49ksps77Jo1fv4LIaBpGorFIjRNg67ztI6IiN4dyWQStm3j448/7uvfQNfzEah/gtBZ3wFYVhKevxz6eCqVhuu1mQReaqi4HeYDEjpKlfAh3UzLxkYxfBing1MGVjbC76AHANsyUCyHn+/NTk9iYSU8jDl5ZLrtOpLJJJAPH+rQNE20Gwgxm82GPj6eyzZ9P5LQIKwRiPX2r2t6cgLF5dbV/ACgtbgubiWTbu7sthImLADKqzRVNKXSaQDth502Iuzf2Uy27eOarFZ0BYFCJfBb7l/7xjJ4FXIdAADHDk3hxVJ453Y2k8bSWvuhKzVNQ74UXo1i2SlU3PAOejuVRhCEvz/Va8n277GdtAFsBUzbL+XTmSwC1dCGbY+bCQue33pI8fo6EgbKTrvjM4l86VXo47ppYTUfvq8JoeF1Q3jUSjplt30/j89O4eVy+Pu5b2K04zr0RLLtZ1UmmwWwGvq4ZnTetzOZDFBu36enGdGv7YyQ5yY0IKFJCCGB5FbolR6bRLAa/lm6nel17qtLnzwOb/5R6OOTh/bXv9agkArK2IDC6bNnkQoZ/vNN/fZv/zaWlqrH1O3bt/HRRx+1fN7a2hqeP3+OAwcO4K//9b+Ov/W3/lbT40op/M2/+Tfxh3/4h7BtG//wH/5DfPDBBz1tKw0v9kRQS3EKmOK0LcBWmNHPgGn7/Et1SqHw8hWys4f61hbaPa2CMqUUPM/rGBwBqFcN1YKjVCqFsbGx+txH/QyOOPRDdMmgiOz+Cay/qt6ll0sngZD+EOV7QMN9VioIUFldR2Kk/QXtIDV+Xtq2jePHj+PGjRu4cOFCX/fJRCKB06dP4/r167h06dIbd4QFQdDU7lolUz6fRyaTicXciURERPRu2F5RsZ3sMNmI1uZcLrE5RJ4pAduQqNefdLgxUE/bbR9XlTKUZkD4HW60CqmSqlU0KV9AaSa8CH0VvLKhvarTvqsCILSMp/acCDfzen70G34brw+3QiUgtLWJ9p8J25VfhQegNXraRrsZ3xIZq+l70y1i3JKdPr7eyM9+9rP61z/96U/x9ddf73iO7/s4deoUrl27hoMHD+Ljjz/Gb/3Wb+Hs2bP15/zrf/2vcffuXdy9exdffPEF/sbf+Bv44osvet9gGkoMmKilOIUycasuGcT2bJ9/qdH6cwZMe3Uf2x4craysYHV1FVeuXEGlUoG/Od+OrutNwVEymcTIyEg9OBq2Du29+F4MUlDM48Cp2XrAlG7zdgauByS37vgyNIG1u/ex7+NLu93MN1arnKsZHx9HPp/HvXv3cOrUqb62JZvN4tChQ7h58ybef//9NwpCtwdMwNa8iYVCAel0mlWAREREtDd0OG2XHc6VhBRASLeFqQlkDAFNCjR3HHcImJKdhx1WutU5YOrQnyKgIPwKEkLgk6MjeLZSxpPV1tVevHmO9q5O1+adr917GTCZmoCAQtbsECo1sqKPPqEUUH7+suPz/JA5j2sS2y7KDbcAT0qYA7rM+/LLL3HixAkcO3YMAPA7v/M7+NnPftYUMP3sZz/DX/krfwVCCPzoRz/C6uoqXrx4gQMHDgym0dRXDJiG3KBOJOIWMMXJIMKMxTvhAVP+eXhZNw2G7/st5zeqfe151XtlavO21IIjwzBg2zZOnjyJRCLB4bYGqJ/HuCpuYOrQBO5sfp+stBkGIQighIDYbJ+uSaw+eDTUAVNtzqJGs7OzuHnzJp4/f47p6em+tmdqagrFYhH379/HiRMnuv79sApWTdPg+z6KxSJSqVTs/vYRERHR3tPxbKTDE4Ro35sqWwRMAsD5mTQOj9mtK5w6nGdrltG+UQCU1nk4LhWxP8UNgOWyDztp4IcjFjw/wK1XeRSdrd/vyVkdTw1pINrveL267vW81sP06VLgyFgS47YJXwFLJRemJru7VuqigskNDASl9kOPmpMTcBfaDI+Yy0LXmz+7TK8MD9gxx1W/zM/P49ChrRvLDx48uKM6qdVz5ufnGTC9I9h7SC3FKWCKGyll/yuYboUMkQeg8Op16GPvin6FfkEQhA5TV6lU4LrVu+iklPXQqBYgZTKZ+te6rrc8oVpeXobv+0il2k+gSf3Rr4BAlfLYv3/rPTfWwucLAACh68DmvmZoAuuPnu5q+zrp9Dq1CmSEEDh9+jQuX76MVCqFXK79xLK9dvToUVy/fv2N7uhqVcFUI6WE67oolUpIJpMMmYiIiGigOl0hdTpX6XQq01jhZJsS7x/MoeR6WPcE0lZId1enIfI6zW8iBBQijOAQMkTedm7D09Yq1U7yIxMp5BI6fD/AvZeriDClC6JUghANmyj9KCpQ6BRUeYGCEMCBTAKTaROa8uEpoOBLuIHCy8JWxWHRDWB3MR2vMttXMIlUFiKdg7SSkDBw9n+bhWYIaIaErgtIrfqxE/gKSgmo1AhUqQDfDeA7PnzXh5svobK8gcrSCjR7Z6ClI4BwSvA7tGW3tHqftn9+R3kOxRcDJmqJAdPwEkL09b1RQYDXdx+GPl54FT4B57vkbQKmIAjgOE5oxZHjVCdBFUI0hUaJRKJpjiPDMPgHHOEVHntJP0PkoLiBfSPVC+nU2Ai0QvhEsAAgdR3BZsCk6xIbT5/vehvfRruKn7m5OXz33Xc4f/48LMtq8dvR19ENIQTOnj2Ly5cvw7btrgKudgGTEAKapqFSqUBK+VbbRERERLTbIgVIIadZmhSwLQM/OTwKSIFXeQcLJR+1juiUGRYCbVtgIgmRGYNMZSCSKWT1BOwTp6AljOo/U4fUJSBEPdDyE2lgYwWB68N3PQSuC69QhLu8BO/1SwRrKx2HyKtxW5QkBApYKVdHndg3nsWIKfFibhoIAiytlfHo1Tocb/vy9/b1D8VUh90yymXU9qekLR0TWROj6QRMQ0OgFJxA4cRkGo6vsFoJGla8cwUbFQ8TqegJk0jYW0uREnJ0P7RsDlLTIJUDqWrVUx6CVBaJ/WFd7ZttGrMhCpXtWwVgcvPxacAwoCCB0gZEOQ8A0Mrr8MzkQPo7Dh48iKdPt24sffbs2Y6RQKI8h+KLARO1xIBpePV7iLyVR8/gtSnxzS90nsDwXdDqPVFKhVYb1f4B1ffUNM2m8Gh0dLT+tWmaez4woe7086RRFfMYSzjQTAPjh6aASvvQWGhbpw66JlB4ObiQOcpnYbtAxrIsnDp1Cjdu3MDFixffeD6xN3m/3jTg6rSuWshULpchpYRpdnF7HhEREVE/dTiVS5gGZrJZjKSTSCZNmLqOABJrJR/PV0pIZVJ4Xmg9F1JSDzuvExATM9DG90PP5qBZiaZKKCU1oEPnsxACUteg6RqM2vyk4zlg9gCAOfieD9/KVTvPRfs+dqf1yF5NPAVce7ZR/97OpXEsZyFr6TBk9XzXDMo4ObsPG4USVjZKqDhe5wUT7bYO12tCABnbRMoyYSd0JEwdCUOHoUvomgYFYHwkieSYjY2yh5Wii5Lj42XBw8tC8z5+8uREpCatlTvMn7a9jZYNbfYkdNOEDCqQCAA4red/c50OC5NAab39c3QD0tsMoAwdgT0Nd+UVZGkdyO5HoACtz91DH3/8Me7evYuHDx9iZmYGf/AHf4Df//3fb3rOb/3Wb+H3fu/38Du/8zv44osvkMvlODzeO4QB05DjHEy0Xb8Dptdt5l8CgMJi++G04kgpBdd164HRysoKKpUKCoVCPTiqvUeN1UaJRAK5XK4pOArr+Ka3s9cDuX4FTCrwocolaALYf2IWI2NZ4EWHwKjhYt3QJAqLwx0yd3otR0ZGMDU1hdu3b+Ps2bNv9Lq3C7HasSwL7733Hq5fv46LFy9GmvcsyrqEEBBCoFgsQtO0Nw7OiIiIaCcpgLOHJ5DJZuo/E2jOSrIpCz+0zKbHG+XSNn70/lEIUe1/FUJANSwhaRo4OJlrXrCoflOdoh5Imjpm9o9AbF/65u/kskn85MJxKGxVCqnaE5RC2k4gayfgeR5c10XSTu4IfOr9ArV21Bpc2860jZ9cOrW1HVuLhxDASNrGTy6drK578/eUqn6tlEI6bSM3PgHfD+D5AVzPR7niIV92kC9WAN3EayeB18sBgJ03Peq6BNzW18aGvv1VVzARQE8nYZw93/J3AAC+1/Aqh+g0j5OuQVgmxGYnsRIalKYDEBCi+XedCJOqbN8Sz1d4tlxq+tncfgMPFzZHIpAJZEfSSFsmrISOhKEhZZkoT9qQUkKT1XNFKZrTr3RCQy6TrG+eaHgvFYDRtIWfXDqBrTcZW/sFFGzTxIHJETQ8AEDVX0/HcSGgoBvmzoNm89vRTAo/Pn+s/luAanq5RzIWfvj+0eY1NHyhSwmvw2uaSSWQscNv7sqlLfxw7kh9w7cX0qWTJsZyKRQLBViWVT/XFpsHgIKCIQVcv1ZRp3Ycp9l0Ep9cPF5f8PZjJ5dO4pMLx+vLxOYnhEC1P8g0NDjO5NYvNx6fm98nLQMHJreNlND4WmbtpvdzY2MDmWy2vox00sJIJrXjvaitRgEwTROuF9SPaQAIAoVAVf9lUjbOnTgIb/MY93wfFcdD2fFQrnjwocF1gKLjAGgdznxwNoGnlc79k6YmUdpR2bfTUrFD+KoUNPgwlAct8KAMBeg+EJTa/x4AFNfaP54Zh6jk2z5l+2ePdIvQ7DSCoNpuXyHKIJ09pes6fu/3fg9/7s/9Ofi+j7/21/4azp07h7//9/8+AOB3f/d38Zu/+Zv4wz/8Q5w4cQK2beMf/IN/0OdW0iAxYKKWapOF0/Dp9xxMi23mXwKAwuvlWAxJBmwFR2EVR+Vyuf7aG4ZRrzhSSiGRSGBmZqYeHjE4Gpx+z1G2l6liHrWrjKmjB2BHucCVW6ezuiawttLhDqwBi/L5NDMzg3w+j6dPn2J2dnZX1hEml8vh4MGDuHXrFubm5jouJ2qYVesQyufzyGQy/EwiIiLqEaWAm49fAwifi/b8yRl8d3c+9PFPLhzD59fChyE/uH8ET1+0v4lndmoMT16G3+z3ycXj+PRq+M2Ccyemce379nNpJhMGSpXwu/0/njuGr28+Dm/DheP47Nqj0MfPHj+I+wvF0Mc73XwjNQm4rfsttM1zKgGFBHxIBNUu8o7zPgko3QS87UNYNQgi9JU0nFcL5UN41d/ZCpuqHfUVf3du7C2WXRQbKjUytomF+Wdtf+fskX24fi/8OZ9cOI5fXQ7vHzh+aB8ezLffb0ezSaysh3fU/+jCcXzRZp/56OzhtvucbRlN293KuWMHcOPBi9DHP7lwHF9cD2/Dydl9uPtkoe06RtMWltfDhx7/wdwRfNlmHT98/yi+aPMZMTGSxuJy+zDj2MFJPHgWfvPgTy6ewK+ubH8/X9W/mjt5EDfuh79OADA6ksNaPvz9zGazuPUo/LWS2o6IfIeofZOGFIgQAWEh3yLIUgq68qArD5rymkKeTp8ZNYGRBEod5ig3E0CbgEkJCeHv3H91KSC8IvSgiAqS/S9hAvCbv/mb+M3f/M2mn/3u7/5u/WshBP7O3/k7/W4WDQkGTNSSlJIB05Dq9xxMnSqYiqsb8FZXYIyO9alF3VNKwfO8tsFR7TU1DKOp4iiVSmFsbKz+fatKgOfPn6NSqWBkZKTPW0Zx1a/QNihundxOzYzA63ChBADQmiuYyqvt78AatKiv5cmTJ3HlyhWkUimMj493vY63CXCmpqZQKBTw4MEDHD9+vOO6ou4btb/lhUIB6XQ6FjcCEBER0R7SKcyR7R83NA1o1y0R8vumBISoBkvaZrDUsNK26wQApen16qNWhB9h+DnVuuG1sEkBUFJH2tSR0BxU/PAbvUSU++c6DUXGOZpoV7Tf7zrd+xn4qmM1jhehKgkAtIiXYy83NgMmFcCABz3wIJX39keIEWHIc6dDBJbMQIa9pr4Lw69AUwECI9P6OUQDwoBpD+j3kGhAtVPKdbsbl3TYxaXKpt/7Q6cKpuLSKpyFhYEFTGHBUe1rz/MghICu6/WQyLIsJJNJjIyM1H8WZWgqon7p2xB5pa1waP94Aq9vbrR5dpXcVsFU3jFB6eayh6SSLOprKaXE3Nwcrly5gmQyCdu2I68jCIK3fr+OHTuGa9eu4eXLl5iammq7rm7CrFrIVCwWYdt2LP4OEhERUTx0Cj00vUPA1OL3danwPzo+AhthHcYRzoVkhy5v34kwjF77TnEBQAQeLCOBD6ZHoAmFl/kK7i+Xdiw1ynl1x+fwFJC6FGWX6XRt0enSwwuCjgGT6/mReq9lhxYLAIdGLBzIJpDwCtDhRzwsoh48HY5BKw1RCa/YBABhpdB6cidAeNVgTARu9fMlQlhO1C/sUaWW4jYHUy2UiUPHWj+HyFNKYelueFk2AJTX1lFZfI3Ue2++jlbvi+/7HYMjoDqcY2NwlEgkkM1m69/3IzgaRAhM4eJyrPclYCpuBUqT6QBrKx1K+oGmW8N0XcJxPPiuC80wmpc9RO9D1HaYpokzZ87gxo0buHTpUuTPj7etYAKqbTx79iyuXLkC27aRzWZbPq/bMEsIASklHMeBpmmwrAh31hERERFF8LZXQJ1On7QOJQleQwt0Afz02BgsQ2A6Y4R3CUfplO3wHCFEdZg7r/WcMQCAiP0pvqrGVJ4SmEhZmEpb8FWAlxsVPFotV7ewB9eaMsr543CcutOQUBGO8E67TKclBBGGaI8aMLUKfCdsA4dGLaQTOpwAcAMFF7Vr1c7LrC444hMrHaqT7BxQ6DCHuW4AfusbOGtD59XCaaWZLZ9HNAgMmKiluAVM/Z63aDf1c4g8P78Ot7RzMtXt8guLiFq/FARBPSzyPA+PHz+G4zj14KhWOSel3BEcpdPp+te6rg9N5zVRr/Xr8ypoCJhSOTva8BuycYi86mn8xsMnGDnVPLTbMAVM3chkMpidncXNmzfx/vvvR9qGXlQwAdV5Bs6dO4dr167h/PnzLcOgNwmzhBDQNA2lUglCCCQSibduKxEREdHb6nROo7cYnryRGwAHsglcnMlC1yQqvkIAIGO0WW6koKXzc5Q0IBAeMIkOFUw1nhLbvgcAif2ZJKazSayvr2HFkUgmNJQqbcq5Og6RF0FM+kyojzpVMEVYhCYF/DZBk+tFnL4jAI6OJTGZNiGVD19I+Kh+FhS85uUXfcCM2iMe5XpQSKCw2v5JET4T2lZF+m79Glv4DJhouDBgopbiFjDVQplW8+fsNf2sllHlIuyxERSXVto+r7C4jCAI4DhOaMWR42yW8252blqWVR/qaXR0tB4cGYax5zql41LBtNde93b2+rb0bYi8hjmYNDsFzU7Cz4dPRgsAoqEjQN+8q3Tt7oOBBEy7ddzt378f+XweDx8+xLFjxyK1o1fbmkwmcerUKVy/fh2XLl3a8Xer2yHyahpDJk3TOCwoERERvbXdPlsNu34/eiCDmck0/syJcRR9BR+A3zCHkW2Et0wIEWF4uwjnmJ2G0QuidYp7vkLYK+krIJXJQZQdjEylcTZrIaUJrG5U8OD5BvKlrbmgOlab7O3LI9qjolytaVLCb3O8OG7znGe6FNg3YmEyl0AyoSMQwHrZx9SIBdMy4AGAaH+ts+ECI5EDpgjXXokUUGwz3LzUgNJ620UoISH8NqE1AOV71SqnIMI8cER9xN6FPWBQczDFKWCK0/b0NWAqFpAa7xww3b9+C6tffAHTNJsqjnK5HPbv349EIgHTNHd0wG5sbGB6epodndRTcQj7+hUwBQ0BkzAt6Cm7q4BJkwJSAGsPn+x4Xi+GjRukY8eO4bvvvsPCwgL27dvX9rlvGvqEGRkZwfT0NG7duoVz58417QtvUy0lhIAQAoVCAel0OhY3XRAREdHgdDrv7nTG0mnYNqlJHD2QwcRIEralwxcCL9cdrJZcPMs7KPqt15/sMLQehGgbIkWqPpIdti5iBZOjOp/XOV4AXwFP17ZGF7EnUzhoGxi1dBgAgvV1nDs+g6XVDSyubOyoCNnrN+BR/0W5rO60V4kIC9EajiXbMpBNWcilLNhJEwnTQCJhIDs1gbIfYK3kYbXkoqCAwroDNFQRrhVdTFpGizXstFIJcCgZ6akRy7A69GllxiHKHeY7tnPoeEW5GTCJwKu+QTyuaUiwV5dailMgA8RriLxebYtSCq7rhlYcVSoVWC+fQJmdO01ziSR+/OMfv3Wb9qq4VDDR8OhfBdPWSa7QDWgpu/MvbbuDS9ckNp7O71z2Hh0ir0YIgXPnzuHy5cuwbRvpdDr0ubuxrdPT0ygUCnj06BGOHj3atK63CbOklPB9vx4y7eUQkIiIaBCEEDg6lYPddN7UHFiM5VI4d+xA0+81Xi2kkxbONDwusBXWKADZlIVUq45SVfuPQi6dRDJhNC1bqc1lQcFOmDg5u29zuQIKqunxXDqJYzOT8AMfnufDNI0d1QaGJlsPT7V53pNOJnB0ZqJ+HiQEIIWs/zeVTODciRloUkJIAU1KyIb/jo7kMLpvCkJIBKhOW1TxfORLHtYKFWTHR7FYkNhYd4D15jv7ZydSO9u1ydI7nJcJ2TYAEhGrj9qKsAwFIIjQe13xW7d1uehiuVgdYn7WNPBwFQAysMezmMhaSFk6LEPC1CQSOnBs0oJS1X0tCHwEvoIfBAiCAH4QIJvUcebYNFQQIFAKgVLV5yoAgUIyYeDI9HhoO8eyKQTBZpgltjq/BQABAc/3kDR1TIxk6r8jILD5P0BU96nTR/ZXH6vvV1tzaudSVvXYEtU9eXstmqGJzaqwcOMjKcwdnw59PGObONfweO2YqRnN2jB1DaVyGaZpVvtosHUcKwBJQ8O+8c3tbDhuN/+HtJ3Aqdn9TctVams9qaSJYwcn6j9vpJRCOpmAndDr39cf21oZRjI2Du4f3dqObcGqZRo4NDVWfQ8AVJwKklYCEAJCAbm0jWMHJ6tzugqxdXxLbH4vkE6nUHG96jG++Twpq58BQgjksjY+uXCsKdMNlILnK7h+ANf1YU8ewtKGg42yC89XWPGAlTUAa9UASZcCB2TnNGgpX8HkWITrWQALpQAYCb8OUtUDpfo5EQTA0YuAFBCQ9cnjlFsB3DLglKH8ADCTEE7IPEx6++HslG4C6VEo0wA0A5A6oGnVz6rAR359HXbSrO7ttWtP5Xes1CLqF+6J1FLcAqZ+zlu02zpti1IKnueFhkblcrl+AmIYRr3aqDbH0fj4eP378lXg4cw+vL5+v22bisurb7wtDGaIBkeVtiqYIAA9uXPOnx223a1p6AIbz1/teFqv5iUaJF3XcfbsWdy4cQMXL16Eaba+MOh1BVPNiRMndlRRBUHw1lWfmqbB930Ui0WkUqk9/z4RERH1k1IKD1+uAVgLfc55TeLGgxehj+cySdxq8/jB/SN4+mKpbTsOHxjD4xfhE8ZPjmVw98lC6OO2ZeJhm98HACthoFxx26wjh0cvwke7mJgYwe2n4ev4wXkbN16E39VfrbZufb04PRre4Wxunq/Ww7XNU53qfKMK5dxBCN+DUB5k4EEEHoTvQvhO9b8IEEitfdAUbAWC0BMIDAuBnkCgmQh0E76WgGVunVvX1l3ttPary454LVx2O/dlqIY+Aj9QeLXa3NE9nkng4e1nbZdxajqL2492ntfXTO8fxeOXq6GP64aBRx3229FsEivrIZ3wAEYzNm49eB76uJ042vbYsi0DxXL4PgsA544daLuMbDqJG/fD23Bydl/bYwsARlIJrGwUwx/PJPH9k/DXemIkjQfPXrd9fHE5/DMIAAxDx7NX4cfn7PQEni1sX8bWe5NK23j4vP1nxL59E1haCx8B4099lMYXt1+2XcastR8rhfCh4bxAwdQFHK/98fJqvYLTbZ+xZd1VTaEgoADfr34WBC5E4Nej30DqkLlWs45vBaVe9gCUNAC3BORXIcp5wK0AngPhVgDDhJqcrVY6aQagG1BmEkjY1X+aCaPwGprbep/JZavrVyqAKK8h0JOQWgVBgt36NBy4J1JLtTuc4yIOgZlSCr7vw3VdrK+vt6w+qr1nuq43BUepVApjY2P176MOixSUCkimO3c4lzaK8ItFaHa0u0Vq4hIwxWU7AA4vNywGMkSeCqBFCZi2tUvXJAoLOy9+4vA+AEAqlcLx48dx48YNXLhwoWWQtFvb2lhFZVkWstlsz8IsKSVc10WpVEIymYzFe0VERET99nbnD53OaTRdA9B6rpHJbKLlz0f0AEoFUEqiWuGiNsOdLW5yFF7YYFRKQQYuyqUS4PvQlAdN+ZDwEUAiEBp8oUFIDfpEAp6eCJ2jJSlKIa+QUVsVTiYSKHsB1so+1p3WfRZlt3PfTKf+Dp7r0W7otFtF6V7Qtc77ZlLX4Hjt5x16shQeXG43amlwvACJoALpO+2HxexQ8aiEVg2XAMBIAqPJplhcbVbaddJu/qWthSmIwIfm5KE0vTr3E9EQYMBELcVpSDlg+LfH87x6SNSq4sjzvPoE7a7rwrZtSClhWRZyuVw9OOr1XEZBqQDb3nnHfiKTwsz5U3jwq8sAgFKxAmdxAcnDR7pafpyCGaJe6kc4o5RqqmBSngvNal+6DzTPwQQAKUtvWcUYl4AJAMbHx5HP53Hv3j2cOnVqx+O7VcEEVG8YmJubw7Vr13DhwoWeva61vymO40DTNCQSrTtpiIiIiN5Up3OWjuc0bc6vRlJb5626AI6PJTGSNKAgkNCdbQOnbVtsm8cgBALNhGtqKLjhz9MFkDXa37i5cwC37euq/p9laLAMDftRPa/MOwFeFz3URnorVtp3rAPYMefSdp2mjKo2mNfmtCVKX02nedTCKhAbRQmYLEOiYQqyltZKLjQBtBohMalLTKdNZBM6dFkdklMLliG9DgsF0ClIDzoMfxfpyi2oVlN2bElD0CUiPJ+oXxgw7QGD6KCrDZ8TF4MaIs/3/Y7BEYB6514ikahXHmWz2fr3mqbV94MHDx7Atm1MTU3tevtVqYiktXP/2//eUZwe8TCfTaOynkdpowj3HQ6Y4rId9G5R5WJ1POkapxQpYNpuJGXg5erOoU3iFDABwOzsLG7evInnz59jerp5zPbd3tZkMomTJ0/i+vXryGazPQuzxOYY6cViEVJKGEa0SXGJiIiIgAgd0B0elp1Sj5DKIKB6k1PSkDgxbsPSNaiG1fXirEyXAu02oMNoXQ0t6e46UUqJrCWRtXQopfBqaRVeyBxMjfwOz4l0rhqfU3fqgX7tDlqE9NOMEEIB1ePW9xUSAhhPCExmbZiabJrrrHakeEJHpKvfDqsO9Le/UU9GqV4CmiqphM+AiYYHAyZqKQ5DyjXq9fYEQdA2OHLd6pi/Qoimoeosy0I6na5/ret6152S/QzLglIBlr7zhHh8/wiM0jN88Gc/wGf//OcorW7AWWw/BnErDGZoN8Qh2OhLBVOxMRQSUKUCtChjOG+70M+lDDx63f+AqTo5cft5nnr5+SKEwOnTp3H58mWkUinkcrmm9exWBVPN6Ogopqam8PTpU4yNtRoD/M3UQqZCoYBMJhN5CFUiIiKijjoWKLU/fworyjl/eATv7Usjk6x2DzcNR6U6zwPatoJpU5T+7E7xUee1dK7wmpoYxbGiwH+YTsBzfdxfyOO7+fUdr43fqmyjaVkdG9NlFEZ7XafjJMr+0CkkjjREXoTrKL3NegSAQ2NJHBxP4mDKwFjKQqBUfacP6z1zoKO7SR5a87UeBEzeGwRM7eaII+ozBkzU0rsaMAVBAMdxQoMjx6l+6AshdlQcjY6O1r82DGPXOlb7GcoExQIsbefrNmIBKAGT608wff49vH7wDO7iYtfLj1PAFJftoOHQj4Cpaf6lpA0EPjSz+9OCpKlB+cGONr/NNiil4DhO/TO41WexUgqe5+H8+fNIpVqPPd3r41LTNMzNzeG7777DhQsX6sPKdQq6emVmZgbz8/NYWFjA+Ph4z5Zb+xtZKBSQTqd3PSwjIiKiPaLDudRbn2l1OH9q7D49ui+FM4dycKXEatlDNmm0XH/buVRqz4nQtM5Df3WmelQDUnR9bDjVV2N6Mo2jUxlYmkC+5OHR6wJuvcjD7zgHU+f18JL23dKxALEn+0OEMDfCpYe+uQNbhsTB0SQmswmkkwYggNWKj7IXYCMAAohqoBRhh3cR8ca6NpugIKC0dqNAKET5xJF+pXMzlGqeOY5D5NEQYcBELcUtYAIAx3Gwvr7e1FG5vbNSCAHTNJuCo9ocR5ZlwTTNgVdG9HM+qaBchIVtY9IKgVRhqfolgPePpvFvbzsoLy51vfy4BEyD3icofvpSwdQw/5JMpoHyGqTZffWKEAIZS0NpYRH2/n1by29R1VMLhRpDo+3hUe0zwTTN+udwbb652vemWb1bdXl5GTdv3sSlS5dazkG3G5VFlmXh1KlTuH79Oi5evAhN0/pSwVSTyWRQKBSwuLiIycnJni1XSgnf91EsFpFKpfi5RkRERJ295aVc2PlGMmHg0P5RHD+QwdkTk9hwA+QdH4tOACCAbcjQ8EZEuL5sOy/SpkhzFnXoPO7VlW7Bae6bqfgKFV8BmsSh/RkcPZDFi2crSCUt+I6H5bUinr5aw0ZxqypCRujk5tkfdatTEBvlGGgcIk8IIJcyMZG1kE0lYCV0CClxbCqN/VNprJd9KAB5BeSL7o5lLRYqGEtFqyiqRO4SD98KpZtth/KM9jESQESoYNr+mSeggMAHJEegoMFjwEQt7ZWOJaUUXNfd0UnZ+L1SCpVKBcvLy8hkMvUOykwmg8nJyXpn5V65Y7ufQ+SpYgE6fBh2Em6xBAAYPTwDzSnVn2NtLOH8//iHKK6tv9k6GDBRj8VhiLx+aBwiT1gWUF6Dpr/Z52AubWLl9j0gk65//q6trWFtbQ1Xr15FuVyuz+un63pTiJ9KpTA2Nlb/WdTPYqUUMpkMDh06hFu3bmFubm7H+75b+8LIyAimpqZw584dnDlzpm8VTDXHjx/HvXv3YFkWMplMz5YrpYTruiiVSkgmkzyOiIiIqC0VMULRNYlEwoBl6LCtBJKWASthYCSXwU8+mISmGVBCwvEVlgseFtYreOkCnmliubCzE/nIWJuBrVTnioEoAVOUnuFOS+lVBVPBbV+p4AUKixsurr8obv5Ehzk+jsPTGkZsAylTQ0pXGE9UoAIfjuujUnFQrrgoOy7KFQfFssMx8mibCGHt5vWClAKGpsE0NCRMHQlDh6FrsC0D545NwdA16JoGTZfQ5NYc414ATE1lYaRTyJc9rJU8+IHCqzLwqlwBUK3sOX50DGtu536wp6tlvLcvG2nrXFUNqjt9HrQLrYMeDI8nAjfSZ5JqcW0mAg+KARMNAQZMe8C72MHT6i737V/XQhbDMHZ0Vo6Pj9eHsJNS4v79+0ilUpiamhrwlr29fs/BBADpyTGsPJ4HAOw/Og2geb6lg84LoJLb/usdxWnfjkNQRsOj70Pk6dUhRjSjc7hTruws3x9JGfjuj/8EU9lkU1CUTCZx/PhxWJYFTdN2ZZumpqawsbGBx48f48iRI02P7ebrODMzg3w+j6dPn0JK2bebFIIggGmaOHfuXL2KqlbR9baEENA0DZVKBVJKWJbVk+USERHFiZQCE9lk27+/KTuB6cmt66Pt5yNJU8fB/SNbj28LIsZy9o5OzdoihKh2RY7n0hAQm8tWW4HI5hNt08CxmYmtdW8+r/b0kYyNk7P74Ps+fN9Hwkzs6OI0dAnXq94kVJvSJFAKSikoBWRSNo7MTCIIAgRq8zreD+D7ATw/gGklkUzn4AcKLgDXBTZcD9jwAJQwfSyJa88dADtDJAAouK3nGDmYDe/UrQ6R158O14ZpXloKOgRMUa4ggyBAhH51lJydr1W+4iNfqf58ZiSBr+62GtZeAEgARgLSkjCSNkxdg7kZEEgpoEkBTUrYdhJHZiYhhNj8V1tC9evxkVTTvixE43WygOd5sEyJ0UwKEA3br9TmNwJJy8CR6fH67ynVfK2dtIz6sVP7cePjpq7BabHfNIahqaSJAxPhIUTC1DE90dC/se1tzKWTmNk3Atd1oes6tBbXASlLRyZlNR231UVVD0DbSuDozHh9BxJo+BwQAmnLxIlD+5peY4Wt/S2VNDGWTTats3Zs14zlUjD1hmNBNA97l7JMnDq8v348l8slmAmr/nqOpG0cnp5AECgESiEIFPygenxX/6uQtCwYZhlBoOApwHMUio6L2jF96JDE3Vdb152t/Nq+KTxZKrV9juP4kYa9u7dUxK93fNYmIaCkVg1pAEBIqM1qJKGCamURUK0SClm1r7/9dVj0+ZdQbZ8QUJCbB1i8Rp6ivYsBE/Wd53mh1UaVSqXpLvdaaJRIJJBMJjE6Olr/vpuJyPs5rNxu6+scTOXqHVCp8Vw9YBrNWcC2YiXp+7AMAeX7EF28L3EZIg9gwES91Z+AaauCyfUD6AC8CGM/t7oSTid1JKwkLl26VP/ZysoKfN9HOp3uQWtDmrL5Oh0/fhxXr15FJpNpmpsoCIJdDX5OnjyJK1euwLZtjIyM7Np6GtW2KZlM4sSJE7h27Vp9qL5eqIVM5XIZUsqehVdERERxoRTwer0EILxDdGIsg+eLa6GPzx4Yw7NXq6GPB0rh2cvljm15/CJ8mPID4zk8mH8d+ngyYeLuk4XQxwEgYeiotKmeGc1l8PhFeDuDAPCDNtdJbYaWmsgm4If86kR65/mJBiChA07FQ8WX0DfPjWqVAaKhnihSBVMEgVLQ2pyzb19LrSXBZgt8SCR1Ue3AR3Xf8rb9Uq1/pJOS077KKdK1hQKCQKHseCi3WN7s/lzb91sp4N7T9vvUaDaJlfXwY2f/eAaPnofv11MTubbHTsoyUSi377Afzabw4nX4CCxHZybx/HX48ZtKJjC/EN4GABhJJbCyUQx9fHIsg4fz4ds5MZJq+1pOjKSxuBzeRgA4fmgS95+Gz5U9MZrF949fbfvp1jWilTDx5OVK23W4foCgzTEepZ8kynCUhbIHJNvNdVRVdKtHV7vqwaQOJDUBQwN8JwO1GSA1zSdca7sQWPFN2KqCRFCBDNz6khWAQG9XwRTtc0b6zfurgkCgGQikDk8Y8IWOguvD1gXSwbZ9itVLNCQYMFHP+L7ftuLI86onKJqmNVUcNc5zlEgkWs6j8bb6WfWz2/oVlgWVMrB5MmvnUvWfZ1Trk0EtmYT7+jXM/fsjryMuAVOcKrHigEPkVUOI7XMcNf7X930cmn+C2uBqnutAB2CYncMYK5HY0Z0ihYCF5hPjfg4bJ6XEuXPncOXKFSSTSdh2ddiU3d4XpJSYm5vDl19+WV/nbmvcprGxMRSLxfpQfb3aViEEpJQoFouQUu7K32UiIiLa+zpdynW+1gs/d9k3lgx9LGcZ0ACkTYmEJqod1JvnQWVloSzNFn27ChKALqr9AhXPh6nJNudPAoZE2+ohPwC0NqfPPgAPEq6SKAcSZVWtU6nRJTCmyaaCq9prFigFXwH5jSK2Faa0VKq0D6KidOLH4dqcout06RApHOqwY6kI/XBRbgfcKLqwIwRMAOB4AYzNyi1dALYOWLqAIas1Yk3bLSUEWrdRCAFfaNhQCWwgAUhAEwGysgI7KEODD4hOAU+bAFopBAoQkHDNLDxhwBEGfLnz2ktqgO5t7FxGm5CeqJ/YY0AdNXZUtprryHWrpa+14XRqQVFtboja17s1PFIUUsrYBEz9Cstqw+MBgJ2tdpyaKRtWvvVdcNLQ4Sy+YsBE1ANhwYhSCo7j7AiNal87TjXkEULUP48b551r/DzOP/kKtcvQZMKAygOJCEPkhR2xCb85dup30GeaJk6fPo2bN2/i0qVL0DStL20wTRMTExOYn5/H9PT0rocx26uyDh48iDt37uDJkyc4fPhwz9ZTG/pkYWEB+/fv71mFFBEREe0dneZY6jwHU6ch4sIfH8/uHKpXF8APZkcwnTZg6bJlD3m7wCgA4KjqOc0fP6pWZti6xIGMgQnbQMrQYWi1od8iBEw7rmUVPF9hueTgwWoZliZxdl+b+TJbvHy19mtCQAMwkrTwGydsBCrAcsnFg+UiVsothsMrt69gihQwcRKmd0ov+mJkh2M8iLSOzv1bKxsV2OOdb+jbnzLhBz72aQFMXcI0ooVSYbxt8ZcvJFZUEisiCT8I8OjJKvanTIwlDSQNCU1UA++tvq7q8IJeoOAGCiU3wFrFx3LJxWolgCGBHx2MNt2EplqFyAyYaDgwYHqHBUHQ1FG5vbMyn8/j008/hZSyHhrV/qXT6frXhmEMfQd73AKmfoQyqtgQMKWqQxDse+8IhGpd5i2kgrMYXn7d8ndiEjABvNuL3s72eeeWlpawtraGmzdv1n9W28dM02wKj2oVoJZlwTTNyJ/HqtQwFrZTBgBIEWEIjrAhEIrNY2sPopIsm81iZmYGt27dwrlz5/pWRWWaJiYnJ3Hz5k28//77u7rOVsP+nTx5ElevXoVt25icnOzZuqSUuHPnDmzbRi6XG/q/9URERNRfHSuYOvx+2BB4AJBNmfX6+P1pEx8dzCFhavACIBESLgHRb/6rhUdFL8D9lQrur1SaHtufNiE3AyPb0GHpEvpmuVKgqp3GFVeh6HpYKnp4ka/gVaF5LqmZTLvhs8JPq5ufUx0+D0JizE5gzE5AE0DZ9fEiX8GD5WJ1OzpUMPXiLI5ngnvL9rnddjze4ViJ0sfR6XCL1A8XYT2La2XMbF83gMOjFmZHk8hZBhQEnEDB0CTSyd4M8+2q8JvsCo6HV4Xqv1b2pQxsOO23f18qegAmWwVMvD6jIcGAaQ/otkNHKRU6v1HtX225jaGRZVn1OY4sy8JXX32FH//4x7HoUOIQed2rzb8EAFai+kd14sAYUAoJmIIA7lL4GN8tfydGAVMcxOFYB4ZviLwow9UB1Xnnap+/nufBNE0cOHCg/rNezyUUNARCqlwNlKUIACmrA+aHCDtmvfXBB0wAcODAAayvr+Pp06cYGxvb1TmYaoIgwNjYGIQQePjwIY4dO7Zr62r1utaG6qsNEdjLea/U5kTexWIRtm0P1bFFREREu+vth8Brr33AZODM4VHszyRQ66P1gmqncruzkajnKmlTa1kJBFSDp2frDnzPw6ePVkOXkdAETkyFVygVnfahT5Qeimo/RnMnt68AQ9cwO2Lj8IgNpQK8uDSFl0slfD+/DrfFCysjvC5vGxjS3tKL97vTEHlRKphUhKS1WPFxeNTCdNbCSNKAoUk4gaqHtJVgq8VLJQ9Hcr0JmCoqfPuWS+2rBkvtyh83jVrRuuWV70Nu+8RQ1YmjIv0+0W5jwLSH1IZGahcc1U7wtgdHb3KHu6ZpCIIgFsPixK2CqS9D5DVUMCU3b7waSSB0LlsVBFCV8Mk6W4lLwBSX7aDu9HK4uu2fya9fv8bS0hJGR0d3p+1OGfA277A0E4Bbayug2Un4+UKbXw4JmPLDETAB1YqeK1eu9G1o1tq2Hjt2DN999x0WFhawb9++XVlXqwomADAMA2fPnsWNGzdw8eJFmGZvLqqUUtA0Da7rolwuw7IshkxEREQUSadrJK/hslYK4OTBLA5MpuBJiR+enIBm6NheAJA2w6uXgM2AKcKlWdoID5hqEnr7G5UqvoImwoOyvNu+AzqKTh30CoAUEvMlD7ANnH5vApMpA7oC8kUXr1ZKePyqEKkfmpe075aOu0SkCqb2S/H9zn1Xjf1bo2kDEzkLuZQBK6EjEAJ518diwcH7B7JwgurcZn6bdPp10evZtWg5CP8MWCg4oY8lDQkvwvGUMqP1tyq3jB3TLfGajIYIA6Y9YGNjA99++y2A6jA82+c4mpiYqAdHvbxTuxbKxCVgiksA0K8wo3EOJkuv/sFPlVZCn6/8oD7MVjfi8r5QfGwfrq5VeNRquLpEIvHGw9W1asOuDrPWUL0k7TTgbB3vespuGzCFTdTq5ZurGwcZMEkpce7cOXz77bfIZNqMe98jSilIWZ0k+ty5c7h8+TJs2+5pJVHjusJe11QqhePHj+P69eu4ePFiT84JanMxSSlRLpfrw+YSERFR/HW6Vuu2AiJhaBgfyWA0m0LKtnDsUA6HDo+i4AZYLDjI+wp31yqbz9XRKp5JdZgzNGrAZJudz5P0COdShibgh/QkRyhg6HjOHO16ees5bqDwfGOr49vIWTg9msShtAGn8D4MqaACD+VSBfliCevFMtY3isiXHER64Sg2Or3bUXa9jtd7SmEsayOdNGFbJhKmDtM0YOg6hJTwlcDoaBrnJjSsljxUvAArAFYKLrBtyMkgUIgyUGMAwHE9JMy3m39JQcBTrT8DJFTbACmlSxQiJExm1Os1twJsuwRTOxInosFhwLQHZDIZfPLJJ31fL6t+htNAAiY4GJmdhl5p0+nsB1CV1sPnhYnLXfCsYBo+YfvWmwxXl0gkkEqlMDY2tmvD1W232+GMagyYLLspYNJSHSZPDQuYCs0VjLXQZVASiQRmZ2fx8OFD+L6/qzdLNM71pOv6rlQSRTU+Po5isYg7d+7g9OnTPduPhBDQNA2lUgmapkHXeQpJRETvJiGAuaMTyGazDT8TTZ21GTuBtH1863E0BwUjGRufXDjW/HjD7ycMHbNTI83rhYCqDooEBSBpGpjZN1L9uVIQorlDeCRj45OLxzfXjR2Pp+0EMqnq0Myu68K2k1vPQ/XJUpPYnKd+x83yCtX5L0dHtyaoD9TmzVp+AD9QGBvfh9OnsyhWfBTKHkqOh9UAWF0FsFpG8riPlVIFLW1/UTbZRvtzOillpMmNLK3zearWYfgvADCkRBnhlVBb79qbiTTEWIfHvUDBDYDrz/LbHkkCIglkRzE2JjGir+A4dCQMDQlDg65JSCkgZXU2n9GUjk8unqjuCwrY+qL6n2TCwP6xdO1BAKppn3NdF0IE0I3GnvLqvlbbP0cyyc39tnl/r32fTSfbHjuakPBV8/XK9uMznTQxkg2/5hlJV9vQtI6GDbEtE5OjaRQKeSStJGSL6wxDCji+v6P9teM1l07ikwvH630Jte2vPT+XqT4etqGGrsGZbT9igp00sW88h6a3q8Fo1sZPLp2sH9/r6+v1zzUFwE4mMLV/ov49lIJCdZ9Uqhr4jE+MI5XJwvMDeL6C6/kouz5KFRfligdlplD0kyg6QHVStQBAZfNf1Q/SSSy0OYZqyo4P3Yx2DVJ0/bcOmII2AY7X4TPG0CTgtd8mXSJyFZIWuAC2tYcBEw0R9g7sAYO8AzwuoUzctqUfYYZqCJhMOJg6eQhQr0KfH3geUO4+YGIwQ73QOFxdsVjEq1evsLi42JPh6uIoKG7UvxaG2XTBpSettr8bWsFUqiDwPUitemoxDHNh2baNVCqFO3fu4MyZM7vWnu1hWiqVwrFjx3Djxg1cuHChp0FblG04ePAg7ty5g6dPn2J2dran6xZCoFAoIJ1Ox6LCmYiIqFtKAdcfvgYQPv/shVMHcfX7Z6GP//j8UXx65V7o4zP7RjC/sNq2HUcOjOPRi6XQxz+5cByfXr0f+vj7J2dw7e5823XougG/zXX0+bMncPvxYujjmYkZPFkMv0mxEDJH0ZhthFYHWB2GrateYwYdz5k6Lae6sM5P0ToXcERaTpgIWVmkEKoTxwuQd108XVgLfc4PTk/hs+8ehj5+/OAE7j563nY9o5kkVjbCh9b/0ftH8fm18HV8fO4wvrrxOPTxlGV2nPvq7LEDuPngRejjnY6dU7P7cOdR+O8D1YB3dSO8f+QHc0fw5fVHoY//8P2j+KLN6zCeS2Fprc2w5gBOHNqHe08XQh//6aWT+PTqg20/3fpcO35oHx4tbKCdC7qNO0+XQx/3IgwTWSq7gNX5pryVooPJiAHThuNjNLXz51v9T9X/ijYHZ1j1ElANsNqJckROJqMHYLoIsDNgin+/Be0dDJgoVNxCmbhsS9/mYCptnQwJANNTWeBFeMCkPA/wSvDWVqHnRiKtIy4BU1y2Axi+IQvfZLi6WpjUq+HqBmHXK5hKDXcvbgsJtE4BU9g+ohT8lSXIif0Amqt6BkUphUwmA8/zMD8/j4MHD+7Kelpt68TEBAqFAu7du4dTp07tynrDCCFw6tQpXL16FbZtY2JiomfLllLC9/16yDTIKjUiIiLaXapDN2mnawe/zeN2QocTMo/Kqf2thxk2JGDpIaVNm0qlMpTUIUT7G2GMCBVMkYYI6/B4oBRkh3NitVkZotTO19RzXIymbZS8AGFTRgURUigRocu70/vZrjOe4idK30CnfdvtUMUDAPlStIDp1XoZkyMdRtvYtF7xUSkVkDAMQAUQKgCUvz2iwQYsVGDBhA9dBDDhQ1MuBAAX4Z8hK2U39DEAoZ9tjcaS0bvkdQH4QkMgDfhCgyd0QNO3j5pHNDAMmChU3EKZYes4f1ODGCIPAMZMD+3+hAauB+kU4CwuvnMBE72ZdsPVVSoVeF71bqduh6u7fv06pqamkMvlWq12T9j9IfIaKpi2dR1onU7u20zU6i4vwdgMmIahgqnWhlOnTuHy5ctIp9MYGRnZtfVsNzs7ixs3buD58+eYnp7u+XrbkVJibm4Oly9fRjKZRCrV4ha+CFp9RmuaBs/zUCwWkUqlBv4+ExER0e7odKnWKdfw2zxhrE1H8aGxrcfGLA2TKRNJXQJCwNJF2yHnrGQSl5+vww2AsaSBbEJDUpfQNYHGOMiIMPxdhD7ijgK1o+4AAgpF18eLvIOU0f5cSjcMZBI6MgkAUICqBndlT2HD8eEEnYfrAgCoCHPXdFhOp8CR9pZO72aUyjjZ4ThyXA/oUKizUXCQblVutM2T5RLmWgzOIABMJHWM2jpsQ4MuJYTvICkdwA8ZgnOTD4EAAmXoDS+IBVt4WHMQmiC/KoT3jmkCKHud+1JTZniAFSiFiudjo+JjqeThvbF9KG27MTTJSzAaIgyYKFScAqY4bUv/Aqbmcm7D1NsGTMpxIHwJf3018jriEjDFZTt6pXG4ulYVRxyurrPdDmeChjmYEDTfVdYpYFJ++F1o3vLWMC3DEDDVKotqYcvVq1dx/vx5WFb7Kq03WU+rSh4hBM6cOYPLly8jlUr1PfQ0DKM+H9SlS5dgGN2NQ97uPdQ0Da7rolQqIZlMDvy9JiIi2kv2SiVIp2ucjhVMbQKLbNqqTsnSwlQ2geOjCWQSOt5kfLmELlAoK7wsuHjZ0BFsGxKTto6MqTXNdxPGjRDcdOqE94IAulYd5n6t7OLRahlL5a1hw+YmU12MdCUAAWhCIGXWOqgVFvMKv3ZsFN8938BaOWRIsihzOXWsYKK9pNN+1en9jNLH0WkZUQKm1byD1jWLzR4uFyEAJDSByZSBXEJHYjN4bqQABFIHQj9htrQeBk+gqAz89/cXEAA4vz+D/WkTYnPOI4n2FUppU4MTofvR1CQABS9QKLk+NpwAyyUXK9tKFSdtveU8X52G5yTqJwZMFCpOoQy3pXuq2FDBJARkon2nc+C4ABJNlRGdMJjZW95kuLpEIoFEIrGnh6sblN2tYNoKmJTbfOKtJdqfGoTNwQQA3urq1vO2zUs0CI1tSCQSOHXqVD1s6WXbOgUxc3Nz+O6773DhwgUkEv0dyCCdTuPYsWO4fv161/NBtdsuIQQ0TYPjOJBS9jy0IyIiirOhqATpRXVOhwDGa9MJm0qZTd2/uhT40fFRHJ5M48NDI7CMN5/rMaFJADtviiq6AR6vVddqSOCfX57Hmak0Do/ZyCUNKCFQaWhzoICkLlAKmxAKgB+yjUldQCrg4VIB655C3m19Dh1AQbbtpu/0RglYhoaxTBJ/5r0kkrpAxfXxdKWEW6/y9XmuorzdHStWhmC3pf6JNERkhwqmiuMBHUa183wFS5ctq35SpsSJfWkcyCVhJzRcnEpFup4RQsIPFLQ27VMAgtBjb+uY/fxZdV4yQwLHxmyMJXRYsrrtvtoZNlm6hOME0AWgyc3bCZSC6wcoOB5Wiy5eFxwYEgj5WGgyHjKUXoQiTKK+YcC0BwyqI1bTNPht7lTfS+IUZAxiiDxppyC99redBE4FQAJBIXxS0O3i8r7EISxpHK7u5cuXOwKkNx2ublD2+nuy28dF0BAEq3JztaLWYeJU1WYcbW9lZet5uz3MX8S7MBvbMDIygv379+P777/H6dOne9aWsAqmGsuycOrUKVy/fh0XL16E1uIOtCjedL+YmJhAsVjE999/j/feey/y+9Jpu2rVYaVSCVJKmGbnsdOJiIhob4hyvtApkHDbDK2ctEwoU8elwyOYGk3CBVD2FNacoFqVENqujs2CGaHnVSmg6Pr45ukavnm6dQ2bMjUcHbcxnbMwljJxIGWg6Cr4UHB8hYpfHaBPbnYeu36AjKEh8BVKjofVgotbzzfwZKl6jv0//2QWZjL8WjpoNYZelxorxUqeAoTEzFgKB8dSsHQB1wvwdGEDBydTmH9dCA0OOp5r7u1LLOpWhEuPTrtuxXEjzRM0YunI2AamshZytgFT1+AqhY2KDwWgpIBS2YfrKyQiHi9+EECT4ddd7YbabDXspBsAd14XYUvgX1zbmp9cimpArmsSugDmDmRwazH8OAOAQyOJSOESUK2I2k5i7/d5ULwwYKJQrPoZToMYIk/aachy+7/iQXlzbNt3tIJpWLejm+HqatUIxWJxTw9XN6zvRTd2fw6mzQomTQcqpabHZJuxoIEOQ+StrW49rw9D5HVaR6vHZ2ZmcOvWLczPz2NmZqYv7QCq4dbU1BTu3LmDM2fOvNFr8zav6aFDh3D79m08e/YMhw4divQ7nQImYCtkKhaL0DTtjcMzIiIiGjIRTjk6B0xbj49mLExPZjGaS0EzdHxweh9gJ6AAbDRUCAm8fcepGWHsKE9VO4a39yMXHB/XX2zg+ovqda1ZcnH/Rb7FEqpeHR3Fw/XweV4qng+zzRhhvZjnKWwOJoXNwAkC49kkgkwCR8eS2J82kdQkfM9HqeRheb2Ml8slqHKHPpO9f5lFXQjQuQ+t07HqeD6yhsRI2sRIKoFU0kDC1GAYGgJU5ypaK3n44ckJrFaq15kbngK81kM9rpddTEasbux0bCkhQ/fpWuVfK/lKc9uCzSomZ/M6ueQGHau/pnPJ9k9oYOktAqa90TVD7xAGTBQqTqFM3LZltzvQle9DNXQ6y6QNGfIHvv47TvWkOthY3tW2Dat+hxq7MVzd6uoq5ufncezYsb5uC+2068d4qXqRLO004JebHtO23TGamNqH1OEZrHx7Hcp1oXwvtL/BW1/fWkcfhsjrdEFTm4Np+++89957uHz5MtLpdE/mRYoSxADVcGtjY6OrkKfR2wRMte2+cuUKbNvG+Ph4x9+Jul21v7H5fB6ZTGZoKhmJiIh2gxDARC65o3K38fTNtgwcmMiGLiNhGpjafLz+ew2/n0sn4W5WjTcut3FovUwqgYmR5plLGs8hTV3DWLZxbKrmGYeshIGJkTSUUlBBAN3Qq+d4QkAIAV0KCF2HJiSEFJBCQJMSUpPQpYSmSYxPjmPf+Cg0TW4+JiCERKCqVTWjs4cwWfSwXHBR8QK8cIEXrx0ADj65ZKL5Nqeq/em3r4g2Ik5OMpEysZBvP09Lp6H62lVpAUDZ8ZFp83i7eaqi8iNcO3ib/SFlN8DjlebzfyQMZA8Y0PT9SKRHkbZ0WIaEoW0N76VUgJQR4IfvH4evAvh+w78gQBAojGSTcJ0JBEGAQAGBqv4cSkEJwPcC2AkNul6dA0tt1pA07reGoTXt10I0ZwAJw8DkaKZeybZ9PjMrYaCybai17XtDOpnA1Hi741Pb8XhjG9J2AvvHsnA9F7qmQQjZdGwqBaSTJvSG6yqBrWNZKQXT0DGWSzWvo/4EwNA15NINIYRo/ixIJU142/a92nVCbXuTlonxXApCCAiBzf9WH62OPqDj0P6xzeNWwKlUYCeT0GT1mB9J25gYl9C0zWNfSkgpIGX1+VJIjE+M4CfZHNTm9nm+guMFqLg+ihUP+bKL8f1ZlNwAC64C3NbHm4h4GCwUHExmog3N3SlgCh8eD1gphc9A/rrDZ0alw2cCUP3siarV9Z/Gyy0aMgyY9ohBVHowlBlOQohdf1+CbUNmSdOE1DtM8Op5UEKDt/gi8nriUsHU6yqNxuHqWgVIuzVc3V6pUOqkH5Uz/bBb26A8rx4gi2QKyG8LmIyt/UZLpXD2r/5Z2GkB78+fxvKzMlYfLGDj229aLttbbxh6bwjeh7CQS9M0nDt3DteuXevJvEjdbOupU6dw5cqV+vHajaiBTxgpJebm5nDlyhVYloVUKtX2+d2sT0oJ3/dRKBSQTqcH/t4TERHtptdrJaBlPFK1byyDF6/XQx8/Mj2Ol20e1zSJheX2I0Nkkgm8Xg2vrHE8H8vrxdDHDzoeltYbt6G501TXNSitfSfoUT2Ll8uF0MdnrammKqam5RuyWka0zYEeBEx6xNv7J9KdA6ZEh+p+t8W8MY2KbSohgGjhUCduhJCq3XxYNfmyh5dL4e/nh0dz+Pbeq9DHjxsJPFkI368BwPc1rGyEHzuu67fdryvTLhZXwo+NdNJEvtT+PR3NWHixuBL6+LGZ8baPZ20Tr5bbb6fjJrGWD9/OiutheS38tXY9v+3vG5po+zgATI7nsLxRDn38xOEDmF/a9lqvblXjTU96eF1sv9/85OMxXH7Q/ibjQ4aGUofx4PwIoQwAPF2r4NxUpKciUB1uRmwzwN+LfHhV4vxa+GsKABuV9jdnA0Da0tH5WcBIovXnT8QMnahvGDBRqDgFTP0IZfqlH6GMKjWf6AjDgNTD7+Co03QE66tw11Zg5EY7Pv1dC5i6Ga6uFhrV/rtXh6ujN7Ob4UytegkAhLkzWKkPU61peO+v/SbsdLUdug7sO2Jh36n3sHBiCk//0X+343cbA6ZW1UO9FmWIvLCAJJlM4sSJE7hx4wYuXrz41lU3Ube1MeSZm5uDbXeY9bbB2wZMQLWi8ezZs7h58yYuXrwIw2g3J0B372EtZCoWi7Btm59TREREQ6zTn2kpBTrNyLy9gqJRwtRDwyUACERzRVXNWJv5iqKKGjCNRliXabQ/93LazE8KAIVK+8ejhEOdRAmPOlVaAYjNHNxU9ban4lGq66KsItHhGAKAiuMBEYbanm8zHOUWBRn48JRCILT6z6rVeFt1S+2OiLD1GFJgqRDeN2ZqAvkOxzwAGJoW6bgdt1t/RnGIPBo2DJgoVJwCpjhtSz9Cmcb5lwBAahIiQg2u0nQITaJ85yaMH/yk4/PjEjAppeD7PvL5fM+Gq6N3224GTEGxIWDS9B2X9ZpW/cnRv/TnMbq/xWmCCrD/ZA7iL/0FPPmDf9U0VoOX3wqnh6WCqV0bxsbGkM/ncffuXbz33nt9a5dpmjhz5gxu3LiBS5cuQdejnY716jVNp9M4cuQIbty4gfPnz4eGVt0Oc1ibj8lxHGiaBsuKNnwFERERDUCHcwopIgRMbap3sqnwOUYEqnOvtJJJaDBkNSTSRLUdjTYcH14AGBLQpIAmAU2I+vB+AKBFPH/JWZ0DJr3DdXDZCdqOV1Uot69T2Dl/kgJUtbKp4iuUHQ8TLcoVtkZTUzC16uvRrkgkWsC096/NqUGnt7PTEHKqOn9XO1GuTKLMibZRcmGmo82ttHXTnYIlAVMq6ALQhKq3R0CgCBOu2TyMKFQAoQJI5aMclhMpFXosJfX2nwdjtoFyhOMo6qGWDalg4gh5NGwYMFEoKSVcN0LVyh4QpyHy+hGWBcVtFUwSkFFqcIUOIQTcF08jrWcvBExRhqsLggCVSgX379/v2XB19HYGHWz0wq5VMBUbhpRosQpNCzD17/1pTJ8OGS1+85jddywD+Zd/C49+/18Cm59JwxYwRanAOXToEG7cuIEXL17gwIEDfWoZkMlkcOjQIdy8eRPvv/9+pNeqFxVMNZOTkygWi23DtTdZnxACmqahVCptju3+9sPcEBERUf/J7ZPftNAutEinLIQNJDUznmzqYNUEcGYyjelsAvvTJvQ25x+BAtadneuVAGxDwK+UkEiYMKToWB2Utjp3iWkdroPLjg8kw9u7EdqLXVV9DRX8AMg7PpZKblPn9qiULc8Tt34kMJFK4KOECQGFih9gvezjRb6CfMPr5HQYyg/ozXxQNDze9los8DsHTFESpihzoq3mHexLh9+cJgAcyiUwnU3AFAFGzWqY1G7JLfdmIaGEhA8d116s4f/P3n8FybHs6Z3g5+6hI0VlaQGNgqiCPvdc3U0uOcPhsmcohpwZo+3urK3R2mht5K7xac36mbYvfNsHmpEP3bO05ZDbD8Ox7Qdud5M27GlO84pzzz0oiAJwBMSBBgpAidQh3PchMrNSRIQHkJmFqjr+M8CqKiMy3EO7++f/71/xOE6XrFY0Y7S1tBxKsp5RwdLQSIlwAgBHZ/Ay3muRoCVQrdZANAPVgKMZcFyYye6CoVDsBUpgOiCoHEzDcRCEjKzsTQRTr8BERQiSZTJJayXv9ctM5XxM68JR2tU1Gg3cvXsXV65c+Sj7oujlMNzr49wH3i0wicH7Ty/kcOonKbmBOO/YF0wfd4H/w1/Ho//xDwEAQWU3+nE/CExZInAIIVhZWcH169fhui4KheSEv6Nmfn4elUoFDx8+xKlTp6Trj1JgAoBjx47h7t27ePr0KY4cOTKy8toiU61WA6U0c4SWQqFQKBQHgY/dvhkVsr2glEIWwpRmkefYRqLAdGwmygN5qmThZMmBzlhnMLg/YmmgXgmLOYCKLwBqoe5x/JubLzDt6FiedjCbM2FoDD4XPYPOTgbrLirxoqp7IawUq73tenwEk8EIwAUeva2hHiRree+j+QgQGIxh2mWYdg0QAF4YYqse4PGL9JxBABAekvEfRTaEREHmmfqk8nW0DM/Mje0mZrtyK826OhYLJqYcA5bOwMWupR0FGT6CRwi8qQbgAG69jvqwM46OE0UT2yk5lDyJjaStMwDpAtOxUryQRgCYjABCoOaFeFfzcO8Nw3bHci+q15G8msCn2H+oHr8ikcMkMB0m9qJDI/os8ojwpQ19ABAkes0Hb15nKmccYpkQAkEQxEYbKbs6OYdBnDkM7FUOJviDCXCNuUWQ2puUDYQAdjvR08ddvDq6hPqTZwjqTfAwAGXavhGYstSBMYYLFy7g1q1buHr16p5G3Zw+fRo3b97E69evMTs7m7ruqI8pIQTnzp3D2toaHMfB5GSvsDiMoEUIASEE1WoV+XxeRXEqFAqFQvFefPw2eZb+n58SFWOZxoBARQCsHCvgp+dn8MnJqY54IvrWSYNlagtF9npvaj7ePN7ufGowglNTDpYKJoq2Do0SENLj+ByzqfTymgGHQ5KFoO16NNhMCWAzglozxL1XZdx4ugMB4D8/N43ZYnI0ghAZ+uEJZQtEuV5mcgzLC3n8dYNBI1G0yNcvK3i6We9ZP00w3N2iYj8wim677MqKxgPTZxqTDPVIC2CyDYqj0y7mShb+s9OTkZiE3vsp6CujFnKUMklMyQV3C1ZtNmo+Nmo+nmyU8c1GFefn88g7BnwuUGs96yoSy0tZ/jeDEczmTNiMIAg56n6IrbqPjYqHp1uNnqhL12CYKw5ajSbZ5ikUHxMlMCkSaSfrVnz36I9gIkEThGZJthq9TIPNd5nKed+B0ix2dQCgaVpPxNG47eoOU4TcYeAwnIuxCkxdOZjg1QeWM9sGagMfd21ADNRv9qdX8O0fPAOEQLi1CTo1sy8EpiwWeW1s28bp06exvr6OK1eu7JkgQgjB6upqR+TJ5XKJ6446ggmIxLWLFy/ixo0buHjxIhxnd4Bj2PLa7YhKpYJ8Pv/RrweFQqFQKBRdSN7LRNIEoJSkRjgYhg4roDi1kMNcyYZl63jbCFDxQhybdt8rMqen3Ez6EsGUq+N1pTeSwAsF7r2u4t7rqL87Z2t4dv8djs64mClZcGwdYBQeF6j5IbabYSZJxdQo6l2+dgVLw6StwaQE3A/x7asdrD3bQaN/pBzyHE08Qw2y9H8aAd+NhNAYTh0pYvVECa5OIUKB7ZqHn21t4vnrbexUmwlbUW25g4Ss6S27asIYt4v33QohgKkRnFnMo5Qz4JgamEYRkiif2lY9QADgWSOEqbMBMSmOiieALA5xKfvvpYipz7ca+Pp1FV+/3h0Xs3WKE1MOXEpwzNagawyUtQTqru8yLnAsZyDkAkHIEQQctWaA7aqPd5UmKo0QS66BXz2VRxQem4iPdMobSmBS7D+UwKRIREUwfXfpFpiIaYHwEDTD46KdUjGslMF9H1SXi1KiNVg9Krs6NYCpAA6Pdck46FjkEQLRJyYDAAnqEFQDeEpnl0Re0G2mTk7gmWMhqDXgv9mA3hKYxinSZOlIv28dpqamUC6Xcf/+fZw5c2aY6r0Xuq5jdXUV6+vruHbtGvSEZ+c4BCYAME0TKysrWF9fx9WrVzvlv49AlwRjDGEYolqtwnVddW8qFAqFQrFfkDSlogimwZUIIbBMHQXHQnFuEjnbhG2ZMAw9akNQDc1A4NTpaeQFQSiAVz4H/F3RopBgKadReTs+S2QVAEw5xoDAFEfT5/jmeRnfPC8PLCMEyB8twPV2YBkaTEODoWughECIyGJMcAGHh+C1JnaqHrbKHp72DV5/arBYcQkAys30Sb08QwRTFpox0WaNgKPR/lxjeO0bYBMzODavYSqnwzUoKARIyyXEFA1cPLOERtNDre6jWm+g3vTh+Wpi8n5k2GmXPBTQDArD0GDq0X9DZ7AMHYahQdc1FAsOfnKlBMYoBCEQIPBDoO5zlOsBtus+ipM5bNd8vAkFUEu+JzkXclUMQCWIzP2GuTNqfvJY54M3g33kus9x92UFjsfx5G3ybMyLx4r46lUlcTkAaBqF1H8UwGzejP1cRTAp9iNKYFIkwhhTAtN3lG6BiTrRbHpC5NdCe7yXUqD+1R04q5dT7erK5TLCMMSLFy8OtF2dimBSjJq9iGAidg4QvQ18WpoF8eoQjKULTJQCPOz5c+Z7Z/Hif7vZiWDcDxFMH1KH48eP4/bt23j58iXm5+flXxgRruvi1KlTuH37dmIE1TiPaT6fx/Hjx3Hnzh1cunSpM8lkFIIWpRRBEKBer8O27Y9+XSgUCoVCMQyEEJycL8Jxk6fQTxZsXDg13/Wd3sHevG3i0pml3i+Jtrgi4Nompid6o5r7358F10IhZ/cs7+6TFFwLV84O5liMVhGYLLq4dOYI/CBAEAQwDBOcR5P/Qs7hWCbqQkcQcvhhiCDgaPoBGl6AQABcs7ApitisoRX9HqCdIwQAzp2bQ+jF9yF1RmMHv/UM4UlZmxGTKXmR2kgN4QRQ90M8frGVut7RI4t4tZ2UcQrQafKA8k4zXQQbTRYcoCGxvyPY7c+XGwHKMZFVF2ZNfPWytvsNYgOWDcsmMHWGQqmI+dkyGKPQWv8pJaAt62TBQ2jCx9L8FAhItAlCeoSCQs7pu257hc6JvD1wXXdf97qmwQ/66t6nlZYKLi6fSW7j5hwDl/vvzy4m8g4sQ0O9UYdpWGBscFuGrsHzd+vRf9lOuA6unDuauLyYs3G1e3mflaOpa2j4Qdd5ixa2fxcAJicK0DU9mtQLEYmiQoALQHAO13Fw+vgCgpCDc4FGswlCGfyAww9CEErAzTx8AH4IVEIADQ6g2foPTM0v4dbL5GsfAIIUK81ual4A28zinBNZ3KVZ70Ukr1D24vu6OiWpou9WbdBivptmIBeORMaHWNHWBu5tR6dSGz6F4mOgBKYDwscYjFERTN9deK1bYHIACNAMMyxq1RqKFKAaw9f/4d+htl1Ntavb2tpCvV7H6dOnx7g3iu8iB30Ae5xCAm8JTNR2gPp2zzJteg4IqwDV0O40xEIGO8kz15bx8me3EWxtAji4AhMhBCsrK7h+/Tpc10U+n5eWMSqmp6dRqVTwzTff4OzZswPLxxXB1GZ2dhbVarVT/qii0AghoJSi2WyCMQbTjJ+Np1AoFArFQeHhy20A24nLtbOLuP3Ns8TlecfCra+Tly9MF/HiTfL2AeDk0hQePnubuNy1Tdz46mni8k9WNNy+/yJx+dxUEVtecjvAMg2kDSsznQExAlPR0jrOF/1kEZiytkwKlny4K4sdlzQtEQBNMtKtpyzfrqdb5GUZjM4kMKVEbAAAG2LQmguBuheg7oV4vZkevVEwgc2dQZvuNj+8eCL1uv30QvrynG2gUk8XAVZOLuDuw+RrP+9auJlyf547Pocvv32VWkYhZ2Onkryf3794Aje+fJK4/AcXT2ItZXkp72CznOZrDqwuU9x7lFzP+dkpfPtyK3E5owSapNkecvk4kedli3DbqvuZBaYgk8CUzLuE+y5tmzojeCu5X2sZ9jXI6A9qagyNsHfdgrLHU+xTlMCkSEQJTN9NhBAIu3K0tObEgIJDEAKSMpiqMQ0QANUZpn0PR37yk9SyyuXyoYj8URFM+4vDci7GFsFUb0UwWfaAwMRMA6hVASppuMbUzchbmLxw4sALTECUx+3ChQu4fft2qmXdMGUkcfz4cayvr+PFixdYWFgYa1lxnDhxAuvr63j27NlIbQ4JIWCMoVargTEGTVNNUIVCoVAo9jNaTFRGNzKBiSe0Wc7Nuonf0Vl8W767/ZO1KZQz5W2NtDwsbcIMg8GyiAItZfGOLAdTQvHdx4kBEBRICxRpSGzsMulLh6Sf9V1h6BxMXEgHjXkovyZqjQDIIPi+2GlgYSJLciWgGQoYrR1s16A7UM33PYQc0EWM7Z4Q2KjEi5BByjOhYGp4KanXjkSAAoBaxoiuuLWUPZ5iv6J694pElMB0uBAt3+Qku7pGo9FppC5tbaI9nEp0He1IBmZZ4PXkWTiMMiCMBKbG8+fSOilhRrEfCXwfz359C9NnTsKdKn2UOozrvhCc7wpMrD/knoB6rVlwkgGFpN7K7PfPobwdJSwdRf6eYRkm4sdxHJw6dQrr6+u4cuVK4r6MWvTpjqByHAfFYrGzbNwRTN3lr62tIZfL9ZQ/im1TSlGpVJDP58GY6iApFAqFQjEu5O5R6WswSpFmImeZemoaES9BGTkxGQ0gmyyajW8wAkp2q1ONibShiJqnlBCEXIC0MrCktZgdXd7OaGYYHA8yrMMkoRQs5VgLRPuXdKQ5SMu2UMDnAs1QoP8QTdvaQN86FAIBF/BCgWYgUJcMamfNbaU4SMjOaQbxlNFU0SUIQ8jiCqt1HySDwPTtuzo+Odb7GSORqOLoFBaL7OEIAQxwkNYDqHsv27+buo4nFR9es4mSxZBrPWsIiZ4bzYRdqjSSLStlzxRDo7G5zvr3p5ohysnRGbyYZ09eRTAp9ilKYFIkchgFpv0wo34ccM4HxKLun0HLgzjNrs6yrM7A5cs/+zedBq6dcwAvEpioZacKTKLV8GA6g//ynbTeh0VgOozX1HeN8tPn+H/+5O+gsVNG2PLK/q/+ye/iN/6v/5ePUp9xPatEvdqVLK23ccqm5oCgZYtHZBFM8Z0Id74EfzNath+et8PWYXp6GuVyGQ8ePEi08hzHfjLGcPHiRdy8eRNXrlzpWMrthcDUXf6vfvUruG7yLOMPod22qFaryOVye7I/CoVCoVDsNWSo9POjQdbLktWQsnSBydC1VIGpGhMxc6xk49y0i6W8ltB+iq81BxANTUQ5ov7jt1sAgGlbx2xOR9HUYDAK3rVXpiZvYwRcwNQpmin2cVnsrGQRTLLoINKXI4ggks82Kh4evtrCXDGX9NW+7ewWpBECjUaBI8IQ+C9X5+AHITaqHu6/rWGzL9JiFGldVLd47xjJKEqGjTBKkJZWKAzkAtNOzUexZKeuAwDPdhooGhR5k8HsEpMyyOWxNEDBObBRC7FRC0EATDsMGk0Wdd8kRDYB8mdKwdawIxGPpotmYlRiN8dKVnwZKoJJsU9RApMikcMmMLXFjI894Pk+CCHged6AYFSv1/H555/D86KXHyGkIxq1xaJcLtf5TNOSGvDx8MZuDqbu71Er3YBXBCGgAYRRhPX0RI/d+3gYOCz7cRj4kPv85S9+jerbzZ7PXt/9ZpTVei/GJjDVyp3fieA9fQpteg7wW8s/wCKvTXEpinjZD8/bUdThxIkTuHXrFl6/fo3Z2dmB5eMSfSzLwpkzZ3D79m1cvXoVjLE9jQozTRNTU1N48uQJ5ufnR2ppRylFGIao1WpwXfejXycKhUKhUOw94+87DPt2leXk0XUdSR55lkFRa4k2c3kDnxyZwGTORCMUmMsbQ737u7/7pu7jTX034oARYFIXmC840BjFhKVhuxGkHu2iY+D1dnLfNYuNHpUJTLINiMhGrxmEeLrVwN2NCtr6nElHc60EHCCUYTZvYzZvQ6NAGHK8q/n4drMmteoDVJ/3oCGPX8oWwdRMsVf0gxBAet6kdztNFJd6P8ubDCcnHSwUrcjOkhLUfY65nJEpmk5Wc845eN+dJxCJTZWGh3939xV+dHwCM3kLzVB0xKYXW8kTqtOsLgHANeUC01Q+Wy7aGVeHxaIxzIYf4vmbbfhUh3V6ItP3FYq9RglMB4SPMfhy2ASm9v7sh9nS72NXZxhGj3hULBZhGAYuXboEwxiucR4H95pAsNu4JGT31U0NI/27QRAJTIRAhAF4GIKmWCDth3MxCg5LJNZ3mXfrXw989vZBclLVgwrvEphE2NuJZLoGtPvnCRFKuyQvJzzayLgFpiz33CgEGUIIVldXO5Z1uVzvDNJR5inqp1QqYW5uDl9++SVWVlbGWlYcuq5jdnYW6+vruHz58kjPJ6UUvu+jXq/Dtm0lMikUCoVCMWKkEUwSUSSysk22i9ITJp9YOsX3z8/ity7Nw7X0TpL69k9ZtE8WbI3GWr6FAtjwCDbe1OFoBP/+V0+RtzScns9hdsKGZWnwBVDxQjRa3y84eqrA5GfIl5JmgQcMDvQTADOugYJO4TUCfPF0E4+34yMnkqy8hiXgAAhFyTVRck0wIvD8XQ2UC1SqHp69ruHZ21rPd1SPd/+QafxBFjmXoRyZ0BykhDfpjGC2ZGOqYOIvn51C3tKhMdqxemxTC0V08wJoBhx2BntLIam9H3JE2ckGeVfzsd0I8CdfvgEAWBrBxfkCjk3a8L0QM66BtzVvMNJIcsidDPZ1RcdAFYCjU9h6ZNvHAIShQN0LsF31sbHTwOOCgV8+2en57okJFb2k2L8ogUmRyGEVmMbNqO3q4vjmm286lkmjRtSrPX+3B4sBgErKFL4PtCJ5CaMIXr2AsXgk/TtKmFGMgfcdrN66/6gnKSgA7Dx/NdI6vQ/ji2Cq7P7RtsMDAEJAml3LZCJGWkeDBxB+c2z70Bbna7UaHMdJfVaOSpDRNA2rq6u4c+cOrl69Gs3YbTHuqKKlpSVUKhU8ffoUQoiRRhLJEEJgamoKhBDcv38fy8vLI9s2IQSMMTSbTVBKYVnxNhAKhUKhUCjGhKQblhaVQymBZRs4l89jImfBtjQQjWKnGeLFThMnj02C6VpHVOp8D6OxUStaDPVKet8+aBVdbgRYe7QFYKtn+UzBwOKkg1kbcBYsgFL4IUEt4Kh7IarNEDUvhJdBYIprbuYtDQVHh2NQGJxjuWCi0QiwWW7i2esqHtV2+9lnj02kbH2vJuEQPNzaFdq0KRtn51yULA2ORkG4QFCu4NrKCVRrDWzuVPFuu4Iwi9+X4qMgs+rMcuq0vty8hkaRdy24tgXXNjA3lcOJqWloGgWhFByReLTdCLBd99EUwPNmiLxtRM8DyZhcxQszCkzppFlbPu8TlBuBwOdPt3HrxQ6++OIFgEgcW5hyUHB0WJYGU2fQghCXF1108r+1BxBI9GveYXCMHIRA679AyDl8X6Dph6g3A3h1H9+8qcGX5HaL68POuumRYgrFx0QJTIpEKKWHavB/2P1Jsqtr/z4uu7q0+oxjUJP3C0zh7kwqWQST6Ip8YhpD48mjVIHpsET+HJaZ94dlPz7kmtp+8mLgs37LvL1kbPd3dwRTY3dGIptZBMLdTi6hVNJoT6mbEMDmi/feh7hnbPfvvh/Vr1uMEEJgdXU1sZxRHkfXdXH8+HHcuXOnJ5pn3JFahBCcPXsWa2trsCwLU1NTYyurn3bU78mTJ7G+vo4XL15gYWFhZNtvi0yNRgOUUhiSd4xCoVAoFPuFCyemkcvvRjUT7Ka5BIBizsQPL53sWk567Kgm8k7PcvR93zI1HJ0v9ZXaOx3KsUzMlPJ9a0QDn4REZfzo0mmACHSGmruaLKWCi59eO4MgCBD4PpyuvIsCQM51sXDMARcCQSjghwK1ZoBy3UO55iM3OYmXFYHtWgDUeiPjFyfj862UbA2jEEzyBsPLlOgqANIB3I0dDxs7HqbDCtbuPo1dhxKCYt5CARXoOoOuMWiMgbUG0qN/Arq/gxLZRtPzUW/6aDQ8VEKOdg+jlP8EN58nW2/JaY1ij5XB49UMOF525aRZ0gx8/Y4AsAHDhjM7DdfU4JoMlsEwm9NgkQCMElBKdiO7Wj88zwNvVKHpRnQ/iFapYvfumMhZ+NGlk7u1Eb1WbqWCgx9cPJG4FxpjCMJ0m7K8YyHvJk+eLeTs1DLyjoVi3ka1WoNlWWBsUAzQGYOXUo/JgovvX0guo1Sw8f2LJ1p37u7+k5aaoVGKkCPx/gYIigUXE0W38zcQPRuEiH6WCnn85GoOAgJCAOVyGY6bQ8gFwpDDDzkm5o6gWPFQ90LUW4JrDUCtCWw0AV/noFoTMrJO+dtq+Jhx5X0CWY/fS9GxHr6rxX6eM3aHyP1Q4PHr3rGxC/MOfvXly8Ttfv/cHNa+LScuB4Aj83npswkA/JgxDSUwKfYzSmBSfGcghMRGMHXb1cVFHMns6toi0jjs6tL2ZXwCU9fLlmmgPQJT+iODex7a/rtUZ/CexTfU2xwWgQlQkVgHncrG24EIpmalmrT62Bl7DiamAV7XDMXJGcDrDsEfomzBgZ3XEGJ35lUYhgOCUbeI1I4C6n7GWpaFiYkJWJYFy7Kg63rPMQmCAOvr63j27BmOHIkXskcdXTQ7O4tyuYyHDx/i1KlTnTLGbVtHKcXFixfx2WefoVAojLWsbtr7RgjBysoKrl+/Dtu2MTExMbIyCCGglKJWq4Ex1rLjUSgUCoVif7P+8BWESI52v3b+KK7fS7Zb/vHlU/jlrYeJy+enC3j5ZidxOQCcXJrGw2dvEpf/9NoZ/HL9UeLyH15exhdfdw+Wvu1Zfvn8CTzYTMlHojMA8Xl7JhMGiCdGlKA+lzHCoeQa2KzGW8+1MfTkPi4XAps7dTS2t1O3USq4ePLyXUplJH1F6XIM1zzP0FXNtE7MdyqNAJVW/iZKHNz4JnkAHgBc0sS7nfgBfgD4wYVj+EXKvfHphRP4POW6zjsmyrV0wWPl5DzuPkyu50+vnsZnt5PLOHdiDl8+Sne7KLgWdqrJ1os/uHgCv0rZjx9cPIlfpdShkLNRrqVf25dXTmL9QfJ+/vjKGXxxv/8ZUun560xuDi+3kvejUveQpXeSNdLtddXHmUzz6dJvCC9BxCEAHic81yxJkiVfIlxmyR0lsyZt085h140SmBT7GSUwHRAOS2TBXtNtV+d5Hp48eRIlyZPY1TmOg1KplMmu7mMwznxSvLY7qE7d3lwjVE9/ofFmn8D0ejAqpJvDIjCp+/PgU9sa7MCHfoAwDA/VgDdvWeRRxwXC3Y4X0xjQ3T+RNXxTcjQJzuFtvsbOjoVf/vKX0fYZ6zxP2/8nJiY6n33oMT5z5gxu3LiBfD6PYrE4WJcx5Cw6deoUbt68iY2NDczMzIw9gqmNYRiYnJzEkydPMD8/vydWed3vGcYYLl68iJs3b+LSpUuw7fiZyR8CIQSEEFQqFeTz+X33zlUoFAqF4iAi62fJmi+6xgCkDKjSZIHJNDQ0Y4rPj0hgsvVsbYXpglxg0lMEps46Gs2UiymZ9HMhO1cyfWkU8U1Z+uXSa2rIOiiyk+VYy9YR0jggeQ6mas3PJDA1vAAkw732uuojyxUtj2CK/z5J2WtN8lD0/HSBKUufMMtTxNQoqt5gWUpgUuxnlMCkOJB8iF1de6C4WCyO3K5urxmnMCO6IpiY7fYso5KZYtxrAoi+QzUGf2Mjdf3DIjABKoJpP/G+A/48DNGoNaJOdt9pfHnrSyxdXR1tBTMw7ggmYrlAtSUwEQrS7A/ll3UkqsglLRQCJgVs28aPfvSjsQp0jDGsrq7i1q1buHr16oDF2jiOIyEEq6uruH79OhzH2ZMIpjaGYWB2dhZ3797FxYsXx/7+6t83y7Jw7tw5rK+v4+rVqyMVuSilCMMQ1WoVuVzuQL6bFQqFQqHYT8jfpenLGU0XmHjK93lMuxpAlMsnpfQoyEE+uGxp2dpek66J/oiMfuLszQbXYakCk/RYS/qKXGKZxYXYtZtL2H57C23LubaCSFrfL5oUFY8jqahMvVnV5d03ZBl/kF2XWbahSQSmgAuYGkVTIsDu1AMUMwhMAlGaJkoEKFr/iQAVAoDoejIIlEMNjAowRPMjNbL7VIoTuAGk51STRFk1JQJTFsIMx3x+whq41TQiMGEdnomvisOHEpgU+wohRMdKadR2dbdu3cLMzMye2guNi3EKM7wrLwu1bQC7UQ5UkwhMjd3QaaYz+JspNgE4XAKT4uBSvn0PzTC+ofns17cOlcDUycGk7woxYnIWCHtnn27v7KTORHOdHFCLz1FFIEDanYExCi/tZ4dt2zh9+jTW19dx5cqVnjLHdRx1Xcfq6iru3LmDU6dO7ZkYwjnH7OwshBB49OgRTp48Kf/SkOX1n8NisYgjR47gzp07uHTp0kj3nTGGx48fY3JyEvPz80pkUigUCsW+pT+nUtwakg2MH0k3S/aapRLhxU/Y/kzeQNvdSafAUt7EpK3BYBQFk4GmDVgL4O7ryL7K1SlcncLSKCyNtCIpou8aGUQhAJjIMOM/y2QoXaNopLiuSSNFZAITTxfVuIgG0bu2iGbAsdUI8Kri4yfH8n1CAOk9/wRYyJtof8g54HOOihdtw+fZxIaMLmeHHnJIYrWyDMUwJt9XW5cLTG8rTRQLVuL351wDk7YGW2fQ4cPslrBj6slB0BAECLvrR6ERAYsKVJshiMYGHnQ7jeTcbaFkH+rN+IjNTp0yHM8k675upvPmQIa5ojZa63eFYtQogUmxZ3Tb1cWJR+O2q2vbyh0GxrkvvLnrR0sNA90CE5E05IXndeabUZ0h2Ez3DT8sAtNh2Q/g8ERivU/ja2vtFjwuYrsJL+98PbpKvScf0oDsfs628xt1/3166x10ANV6YzcCycmhP1i/WCxCNOIFJADpFnotUadEmnvWCJ6amsLOzg4ePHiA5eXlrqqMz74ul8vh2LFjePTo0Z5NXGgLPqdPn+6x6Rt3ef3Mz8+jWq3iwYMHOH369EjLrNfr8DwPzWYTlhXfCVUoFAqF4sCzB01umf2VrI0k63c3EgZjVxbyODlhYtrRQbtslQXwXrpb1eeo9uUhYQQomgwEAg4jACGoBzxxT/O2XGCSCWkAoMnWkQYwpffdw5ADKUKXF3BQQrDZCPBsp4lG3yB19i5cVFFKAZMymBrDlKMBAnhb8/BXz8/gq9cVPHwXn6PmsPQVDwOjOBNZzqfMIg/IFlH4cquBU4tFTFgMM46BohWJSZSQGNu4tPjIdAJBUAmBf/vNFiZMgqtLEyhaRidybyPFMrMhEZCqKeIUkE1gqmeIgsrbGt4FvRsraodjLFNxeFECk0KKbIDuQ+zq2mJRLpfbM7s6SumhaRCN1SKvuRuFRDTWY6tNs1gRUB3gPqjOEFaTk3cqFOPife+NrS8fJDbQ397/dvgKfQD9+yCEgO/7PcJR//MW6H3Otn8WCoXWc9dA9bP/GQCQLxYhXm8BAOxCEainiEmxyJ/VEyTd737UnDhxArdu3RoQXcb5Xpmbm8Pr169RLvdbDI6H9vu4bdO3trYG27aRyyUaFg4F58kz5U6dOoXbt2/j5cuXmJ+fH2mZmqahXq+DEALTNEe2bYVCoVAovlukt4FkLSSZdVzN2x3wLLk6vneyhFLBwqdHi5h149/fWUz7Etz1AAChAN41QjAC/I+fPQEA5EyGc7M5HCnZyFsaPN8Hpzo4AMeUD3llmcCqSaKcZPvFJSPPQSjQHaKkU4KiyVBv+Lj9cAPri3mIlDrwocYGCEAAx9DgOgaunZjED08T6ASoNAK83Gngq40q3lb9DKLlENVQjBzp+cgiMGU4p3rMs2K+YGKxZKOUM2AZUeTiXzhRGriC4mSTIENSsfjpoa3vt9SkrabA//og6ufOODrOz7h4U27ANVhsjqNqPV1gqkkEpjCDwlSLKbcf09CAICrL1ilcnWGCNiTfUig+LkpgOiB8jFDI9gBnuVyG7/sjtav7GBBCDk0E014JTJTRXoEpw+wVsEhgYhpDUPdSBcrDEvmzH65vxYez/e1TAPFt2O2nL8Zefn/UUbPZxNbWFhqNBsIwRBhGjVBd13uEo3w+j5mZmc5zV3Yd8moZaM2eJGJ3pmeW23oAyXc458jRvb23CSFYWVnB9evX4bouHMfZk3Ln5+fx9ddf4+3bt5iamhprWd0RRW2bvvX1dVy7dg26Pvqkr0Ik2xy2j3db5CoWiyMpk3MOxhgYY6jX62CMjTTXk0KhUCgU3x2G88hLaluWCjYWpvL48blp5GwdAYDtZogQwJt6gElniDYJIbA0gnqQvR1ZaYb49ZNt/PrJduczSoCTkw7mLYaVaQuEUXghsN0M8K7q9wwEZ+nLZcnTlEZSn5dRgqmcgcAPUMoZ2Kp4ePymigevqz3REGEoQFM0LmmXOsPh7K6jFwp4iCacLky6WJh0YTKCZy/LICDwvRDlqofXmzW82WogaFf24HftDwyjyMGUJeKGxmyjYOuYyFsouCYcW8fKUh6XT5YAQuCFAmUv7FwT24HAdtAeVMqgHAEIOAEkt1xa1evBoIizUfOx8e0WfnH9OV5uNXB02sGRGQeOrYMwAp8Dr8sNmDpF0x8cNzQ0iprE3s5PsN1vQwlQ9zlyJoOtM1g6hckodEZAAQguEAQctaqH8nYDr3caHSH//7gy+r6eQjFKVI/9O0pWu7parYYHDx7Atu2R2tV9DA6TRd44xbJuizxCel+gJMtIdKvlSzQKCAH/9UsYcwuxqx4WgUlxsCm/eJ24rPImPY9YGv1RR/3RR91RR93CUfvn0aNHMTU1NbLBdVHbjbIR3TmXePpMrA8rTMAie39v67qOlZUVrK+v45NPPtmTMoUQmJubw/3792Hb9liFrX7LOtd1cerUKayvr+Py5csjfyfLIpg1TcOFCxdw69YtXL58eSSWdu19bEdqVatV5HK5TPkRFAqFQqHYKygl6Hc96+7XfIz5Z4REkSgU0TuUEgJT18AYBSEAoxSMUWiMgVECy9RxYmk6mmwkBFzXhq5p0DUGRimmp0r4C7NLEITAD4F6wPGm7KHaDEELDpqUotkcHMh1jeHariaTC0yhAAxGEvOZcAHcf1sDCgb+7NePe5YRApRyFkp5E3nXhBb6+N6pUuv4UQgRRQSFIopICEIOPWzANTRwIcC5ABeic44JIbANhlMLxegYUwJKCTRKwRgBI0BOE7iyaCMMQ3h+gHrDw+Z2Fa/elfEuFFgsUjz6KrkdF3AOI3HpsBFMu8csjWYo0Aw51l9Vdz90LUzlLOQtDXlTw7TNYPELnWtKiBBhyBGGIYIgRK3eRFDdwmTRRcA5giCEH3DwkCPgHGEowBiFbergXCBsHWsBAYjvrkVf+94mrexPlBIYGkNoRNcaIdFnlNLoGiQEhFE4lo4jcyUwSqGxaLnGaDSZixBMFnP4dLUIxigoJaiUK9GkMUJa9wEwNz8Bs1hAI+CoNUNUmwG8UGAbwHaVA9UmrmkMr2rp0T9AFFmUJadTUn63btJM9LYTIpEYAV5tRROqn7yp4cmbXscduvMObzZrsAyGYs6CbeowdQZNY3AtirphRueARuehPZ4VXZYCRT3EuRktuuY5R8gFPD9A04v+M0bw9iWTCsKfXqR49LbXprJkqknNiv2NEpgOGaO2q/vVr36F1dVVGEZac+ZgcJgs8sa5L6LRZZEnejsMNENEgqBa52VLdYbm44dKYFLsKe+bd6eyEYlIhJCB6X+NnUrsdzjnseJ8W0Bqi/S6rvcIR/l8HtPT053oziRB4O3bt3AcZ6SRG7zWtS9BK7caoSDNOCtL2X0p9SyAxigE5yB7PBEhn8/jyJEjuHfv3p48X4QQPcLWtWvXxhZxE3dtT09Po1Kp4P79+zhz5szIy5TdS7Zt49y5c7h9+zauXbs2tBDULaJRShGGYUdkOkiTWhQKhUJxuOFCpLczpE0puVlcnHtEd5GEMpCYsBbeKl8QBl9Q+EH3Eo62RcU56Hi+3dXf2672bOc/XzqBm8/jLc+PzCRPqGFDvq9NRhFvnNXLYtHEo3fptlEi5jALAbwrN/CuHH332vE8/vzX99LLmjDx7Yu3icvnCgbu3nucuPzHn6zg1rP4vEZAKwdTSsiGH8gEppSFGckiUsVZgHERDehv1wMwYuGL+8nHCQDMho+3fddaNwIUjZ4IkpZxYpRyq2siUktw6TvHmsYGbN0GbzeONPd/IkTqctr6flq/U9dZau4uSkhnefvQty0IhYgEo/77W7T+c96KMuOk61YRAMLW/4gTIcXLzeR7RLNz+Hqj7x7f6D1/f3FuDvf71+lDZgHZpuaFyNvy50Mzw1zqtMv1TS3eqt3WaOqjuVKPJl42vBCNd73X6NyEjacvN1LrdPrILL59nWydPltyM+VLq8dEUJUsJTAp9jdKYDogCCEQBEHsYOY47epU1M/+ZJzCTHcEEw17Ixsy9RW6ErlSncF79gT4fsKqSmBS7ANqO7uNwH7P96Dp4ZtvvukR6dsdiW6B3jTNkeaUe1+RLNM2610RTI2ok0CLUxiYfouoUzXcnRnVX5TfAMXZobb0ISwsLGBnZwe+P4borD7aeYq6ha0LFy6MxTqzP4KpzfHjx7G+vo4XL15gYSFe0B8nxWIRS0tLuHPnDi5evDjUvvfvI2MMYRiiVqvBdV1lSapQKBSKQ4GsDyRakTJDbUNSB9k7VaQsn5mwYz9fyKVPTM3yFjeyJH0BMJ+zpAJTlnHvLOsM2/7gMe3tnuU8RNrwnC+x5hpNBFMGgUmyzl4000QrkqkdNdJPEIQIwvQ8NzwU8GNs1DrLRfrykKcvBwDfDxGkWKZxIdKXj0I1lJBlfCzLKfViBJE4tho+8rbc6i0QcjO9tBKf7TRjP9dSHHkYJak5lvQM+chlFnm2paMuT8GEcrM3AktnBIWDP+dfcchRAtMBQQiBL774omcwcy/s6toDO4eBwyaWjT0HEyFA2NtgJ0R+/ESXwMQ0Bu9Vcg4bJTApxkVcJ7AdddQdaVTf3EKjlt4xDd5sYen8ckdQ2osoinEITLzaEpiYBnjRPrNiCT2J1joVGLa01ga2Xo5NYJI9O86cOYOXL19ie3t7ZPmBkurRPlcLCwsol8t48uQJjh07NvKykgSm7vxTjuOMdX+TWFhYQLVaxcOHD3Hq1KkP3k7cPlJK4fs+6vU6bNtWIpNCoVAo9j97MtA+XINNmp8lZScKroG4GJQTk/HC0/ugZ8x3NCURs4DuWI5kshzFTLmI05B0o0OJgORJxAzJ1zORSYw7HMMpBwJpczeTMJq+PJPAlOE502gGQAZrzFflJo6WstiJRxXvL7l7d3hceGKLF+X4CCaScpE7RroLQ5bnkh+kH09L16QPJY0RVPusR2dy+yOvvUKRhhKYDgiMMfzgBz/Y83IPkyij9iUbbYGJ2u5AY4JksCoQXS96qjN4b5LDiJXAtL84yI2WdoRn+//Dhw/heV5HUGqLAO0Iz06U57NX8LqT/GKwIdt4/AITP/p0T/cHGP35aOdgoo4LhNGsLmo7gLcTs/KQz5fWfU2qm8NtZwgopbAsC19++SWuXr06NqvXfkFkeXkZa2tryOVymJycHGlZacIjY6yTD+nKlSswTXOkZWfh9OnTuHXrFl69eoW5ubkP2kacwEQIAWMMnueBMfZR9k2hUCgUioPGsP2stMn4pslQ9QZXmMtH72hbI9BpFBUQGZxFFmc7zQCslR+KkijpPevYnQEgBHpGMafkyCMh/AyqSZZutUxgkpUiOxdBGAIp49tNSYRIr3VdFN0TiiiHkc8FGICCGWOn2MqzwzPUcbAcxTiRXlMZtkEkSrdM2ASyXRfVegA9g8D0dKuJT7vm4FFEzwqTRfc9a+eSAhAKbdBqnUc2n0QI1H0OQgaPg0hx4vBT7iPHSBeQ0uwOO9uXCEyGoQHpc1tRyhkDGtRs3gQQL5opFPsFJTApUjlMosxhEjP2wiKPOu7AMpplDlhXtajOELxLHmA+TOdEMR445wN55bp/b+c6Yox1hCMhBBzH6eQ6Sos6eviH/65HYIrj5a0vgf/ur49839IYx33RzsFELBeotgQmTYtvqw5bfvvrzWR/9b2AUorTp09jfX0dV65cGUv0Wb/oQynFxYsXsba2hkuXLsG2h5/J2yYpgqmNbds4c+YMbt++jatXrw6dD+l9IYRgdXUV169fh23bKBQKH7yduM8opajVah2xWKFQKBSKj8Ww04AOwrSuNE2j3z7v+ISFszMuTpUsODpLnBDTCIHdTDKD6BRo+iH8IIStR+2YIKFZmrfkAlMzwwB6ltEOQoZrQ8os8oKASwSm5H44JUAjCNEIQtR9gYrPB45u0aCgMeekWzebcXX8hRMlAAINP8RWI8DLsocdb7dsJTDtH7J012TzFUOenvsrKkh+h2zXPEwXreR6AFgqmlgsWJixKAxGO3mykp4VsZ9SCiDKo3T7zRa2mxyzjo6FnA7XYAAIvBRlvNpMtsAzJRZ4WgbrTlmkoc4YZE+comvgXd+5nSsogUmx/1EC0wHiYwzGHyaBqZ0s/DAwXou8rsiGPussCh691FOuie5qUY3B24mJjlAogIG8cv255drXeHeuI8uyMDk52RGOdF0faJRubW1hbm4OmiZ/xVW+uo9mdwRTTAjTm28eDbur781YcjC1IpiIYaLtaUKSROOhI5ha3+cf/5k7OTmJnZ0dPHjwAMvLyyPffpzoYxgGzp07h/X1dVy7dm2kQo/suiiVSpibm8OXX36JlZWVPY9M1DQNFy9eHEskVbfIxBjbcwFNoVAoFB9OrVbDu3fvPkquwI+BLHJgT3r1kkKEpI5eijjjcYGVGQfHJx3YOuuIQJZGU9seDOkOUT6PrPn+l2/edj7LmwzHJixMOwZcUwOjBD4HHF3eDmhIIgqAjBFMQzanpBFMQQikNJkaXWofAWAygoYX4NG7Gm493wG9NA8+l3w8sg4dtDwIYOoa5nQNc3kriibhHBUvxMbrCiyd9tSnm4MgnB4cJM8QIctSJN8GzyAwZckFtVlpYrpV2oxrYL5gYNIx4BoMGqPwuehYMJqMgg15QwkhsN2MrsHXNR+va5FwNGUzUM5Rshi2GuHAI3C7kizSGJIIpSx1lglMmiYXmFxLw7t67zhcFBlajv+CQrFPUAKTIpXDJjDtRcL3vYAQMpbzwr1mZ0CYGgbicrNQywKv1RK3IboaIExnCN8lvwhVBNPhRAgxkOuoWzhq34dtq6u2cOQ4DiYnJ4fOK/c+4kz126fSCKbNx88/qB7DMJYcTG2BSdN2G9teQoz+qCzyCAGvbILkSsNtb0iOHz+OW7du4fXr15idHW1OqKRzVSwWsbi4iHv37mF1dXVPhZ6lpSVUKhU8ffoUR48e/aBtDPNsHmckVbtdUq1Wkcvl9iQnmkKhUCiGR9d11Ot1/PrXv4bv+4e+D5Bs0jTCMqQCkgRJ06RbRGCU4PRiHgvTDnKujr9ybqaT96c7wiguSqYbRtOt9wBA6xvILTdDrL+qAl1ZnzQCHMkbWNQpbFsHGEHN53hb93uEsWbQstFKORg8w7Uos8iTtfJkg/RBwkGhBMjrAoKHCPwAjzdruPeygnqfcNaUCGlZrsakdTgAQinyFsX0pI1r52dRNDWYlKDpBdiseHixWcezd8ljBIoPQHJdZhGYZN2PpOuum/5xJ1OjmC6amCqYyNk6dIOBMoK/eXGuR0gCIjG534bP52JogSnpdnpbD/HqbRX/02dPkTcpzs87ODJdgKYzNEKOB9vNxG3KrDlldWaUIJBETGax2bNMDegSmHRKMF8wVQCTYt+jBCZFKodNYDosHZlx7Us7/xIQDULHtTLfR2CiOkPYaCYOwCqB6eARBEGPWNQvIMVFHZmmiVKplBp19LGobrzt+TuuVpVXb/amMmNGtCzy0Lb4sByQIKGRLY08ko1odC3ffg18BIGp+9lCCMHKygrW1tbgui5cd9AC9ENJs61bXFzEzs7OUELPh0AIwdmzZzv7+yG5oGR2fDJKpRIWFhZw9+5dXLhwYaT3fDsiuVarwXXdffM8USgUCkUyuq7j1KlTCIIAv/zlL/HrX/8aQRCMZVLNdwW5iCUboI5+6hqFbego5h0UcjZs24Jp6Dh+fhoBCKoBx7uajwYXeFj18RtzOWRwnosl05nOcD0EAthuhvjFncF8v0WHYXbCRqlowTY1uKeK8EPAD6O8LbVmiFozQLUZIAhFJts32TUqFftiVjB1hrytwzE1TDgaijMOKAAecjSaAd5u1fH0dQXPfQ6TA1/tJI8wywSmLCJaFhUq4NHg/majayKqpWNhQceRxQJmHQ1e5TwMBhAIhIGPpheg0fBRbXjYqdTghUyNA4yAYY6erjHYpg7H1HGkWIRt6jB0DZ7XQKlYhKaxaMyJUExPu/jJMQv1gKPcDFBrWTC+EcCbmg+0oofCPnEpiUbAYUns6GQEKWOUr7ejMa1yk+NX31bwq28rnWVkcxsTIJjIm7AtA4xREErABeBqwMrRCQShgB9yBAFHwAVCzhFyAVNjyDsGBI+evFxEMaC0lWfOMjQIaoBRCkoJNEbAKIHWitjSKIVrMawu5qLcdK0cdBACaOVLC8MQpggxzYBKLcB21cO7ZoicRpXApNj3KIFJkcphEpjGFfXzMRhXg6xHYGIsLoAJzLLiPt7dRtcsGKozCC4QvNmAPjMYNaAalvsHIQQ8z0Oz2cTr168HhKN21BGltCMUWZYF27ZRKpWGjjoaNVkHKmpbcgvHeoZ1Rs2oB1uE4BD1aNYnEVGngE1Mp3xB8qyUjmd0CVSNjxPOzznvOYa6rmNlZQV37tzBtWvXMlkoZkF2rs6ePYvr168jl8uhVNo7oW3YXFDDCkxAJLBVq1U8evQIJ0+eHGpb/VBKEQQBarUaHMdRg5MKhUJxQDAMA5Zl4eLFi/jVr36FL774AidOnPjY1XpvVk5Mw3Fyicsn8jZ+eKnv3dfVfirlncHlXZi6hhOLUz2fEZCOqCQE4Lo2FmdKnf6UQHusUkAIgclSEdcuGBBCgPNoADMIObwgynHklmYwsWDDDzlCAO8E8K4MoBzAMYHmVvxEpFPT8RN1bI1I38eUkuTwg+5t6RT1tCRQQKLItV0LsV2rAM+jgWWx8QgbCa4aps7Ac1OYyTHomgZDZ9AYA9MoKKVgJNqnCUeHdTayd4x2sb2fURRJ3ma4ujzXOvbROQjDaGA65CEcTWDG8tBsBmh4PuoND1tBiK3WVmrlaZSfJruteD5HWktOZgU4TARTN2HKeEooIgHq3su4HKxa9N91QGplGDkGy9BgGzpMg0FnNBqIZwQTBQNXzh+PrJEJ6USPERINyk/mbfzg4snWZ207StERJjVG4ftBZzmEGBAtc7aJUrHvOu4alyjmHfz4yunEfW1/v1KpwLbtKFq/b1xD13X4XeelN5JOoJR38KNLJ1tXEGl9KtqLMVl0W/vZfd9HP9viBmEGhADC1j0vWkIFbwkjhWIBx44CfhjCDzj8kKPpBQi5QB1AOWRohA7QmT9s41m9V8n41LGwleR60UXWlnjN55hITteUiUZSYjYAj9/VE5c9f1ONzsnLwWWfnCxi7e6DxO8eKQCbb98lLi+4Jipe+l1UdA18/mArdZ2fXjmOr55Wej6bzBloqABBxT5HCUyKVA6TwHSY9mVcwgxv7r6MSUIIMDXS82nwMOzY+FItskVqPn6oBKaPSBiGsVZ17Z/t+4JSCs/zsL29DcuyMDEx0bGv209RRzLe55qqVXpbanF76DeSQ+nHxcgFpnq1IxqJMOpwMTcPiIQG+JARTKLrWUuao28NtztQsnX6BZJcLocjR47g3r17I4uqkZ2rttBz48YNXL58GZY1ZI/qPTAMA+fPn8ft27ffW1QbhcAEAMvLy7h58+bI7Qnb+Zg8zwNjbE+Pq0KhUCiGp93GXF1dxcOHD1Gr1bC5ufmxq5WZe9++RRAORs+0+d7KMfz67uPE5T+6fAq/vPUwcfncVAGv3qZPcjq+NIsnr7aSy3ByuP3gVeLys0E0Uz+O2UknuW75+P6gnSEqIatp7oyr43GCwNWmmcHeCwBMQ0/ehh+iWmvi+cZ26jbOH5/C+tdPE5f/xidn8fn6o8Tluqbj8ctK4vI04SaqZ/ryhiT3SxbLxkwC04i67kIA9WaAenNw6mruVAm3vnmR+N3vrRzBZ7eT7528Y2Knkt7/OH9iHvcexagMLX56bRk/v3E/cfnKyXncfZj8fQAo5F2Uq8nCzA8unsBntx8lL790Cp/fTb7mNEYBLX1sZmFxHi/eJV93vuS6AaLzhAz5zoKwla9bQtkbPkdv1Y/fBgHwbYJVo6XRHsFv8LvpF7es1xjZ30n2LUPfU8SsM+ka2HvTfoXi/VAC0wHiYwzGHyZR5rBZ5I3jvHRHMCVZzFLTSN9GEACtVWirk9F8/gS57/1wYF0lMA1HO+ooTjhKizrqFo9M0+zkRymXy3j48CHOnDnzMXdrz2i8eIWmJ8/LJoRA+dUb5OdSIn7GwEgFplpXx6Jli0ctE6h/qMAkofv55MtnvH0oaccoSfhZWFgYqW1dFiHGNE2cPXsW6+vrI89JJKNQKODo0aO4e/cuLl68mPm66o8A+1AIIbhw4QKuX78O27aRz+dHViYhBIwx1Ot1UEphGOnvJ4VCoVDsP2zbxurqKn75y1/i2bNnqNVq2NnZQaFQ+NhV2/fIAoFktmgpQQAoFW0kteBcU4sdis1iexW95+X9v2nHyCAwRblcZBZ3pp4+7JXFIo9mjs9IQPJ1LhHLPD/NQ6Q3X1Ycw6ZXbSPLMTMKyLDH+juCEHLRQ7bc83yp6FurB2C5dCELAGp+CNuUPwO2G8MLTDvN+G3oKXmQXEOyp7JLW3IwGZULTJkiCWNWKuWUwKTY/yiBSZFKO8/BYUBZ5Mnhja7BZhK/fZoyAwwAuL8rMBFCQHUG72X8DKSDEhHzMQjDMDbHUftn+1o2DKMn11GxWMTc3BxM04RhGOoYp7D16xvwWh1KCqBkMFACPKsPduCefn4DK//lf7ZndRv1/c2ru7YgohVfn5qEWYgoV1NSb1Rqkded3TW9Qzwu0iKLzpw5g+vXryOfz2NiYmLocrJE+kxMTGBubg5fffUVzp8/v6f35vz8PCqVyntZ1WXdryxomoYLFy7g9u3buHLlCkwzvpP6IVFTbZGpVquBUjoy60OFQqFQ7C3tiN9f/OIXePToEQAcmn7o2JBGc6d/PU0syOfMWIGJ9tjD9WKy+Amd3W2epEmM/UzY2d7nU3kDr7fThSjdSN9Wpna3pN6yLXCJiBXIBCYvfbnMTjBu6cB+Z8rBdDjGUw4CssuSC5E5IjAJzw9SrRcBoFL3Ucywre26D9tMHysCgGrAo2uvs4Midmc5GAiNHzPaaiT0L1MOmq3L+hjDRjBleLhlucf6nss5U4MxZM4qhWIvUL1wRSrtHAeHgcMUjbUnOZhEQtixnt5oEH2zq6jG4G+8Hr5yhwQhBHzfTxSOPC/yPKaU9kQctcWj9md7GQFx0MhqL1e+8yXyGsXFgoWiTkEJQSUIYwWm5zfv7bnANFqLvJbAxDSg7aHNJdFblAGJnd33SCqd8CwZFtnxSRMrKKW4cOECbt68mSp4ZOF9om6WlpZw9+5dPH/+HEtLS+9VzrDP/NOnT+PmzZvY2NjAzMyMdP1RWeS1cRwHZ86cwe3btxOjuD60TNLKj1CtVpHP5/dNLjiFQqFQvD+MMVy+fBnb29tYW1vD7du3D2Yfbg8mkkhFDVkEU4roYds60BxcfmbabeWMAUoWQ85gMBhp5SqKooriakoRHZKGH6IZcBgsansn1SBvZhuqmsxbUoHJkPRfs0QwSc+mZBMyi7pAIqY2JLZi9QTLMCCqe8gF/HYeLkS5kvpxdIolnXZqylu5fbxQoBFwNHn89/rLUowG2bHM0jeQ9VG8gMMh6WJWueplEpjeVD3MTwxaa+Z1irzJ4BoMpkahUQIETRCI1H18VAsRCAJXI7B1Cqf9XQCbMf11IN3yT5cIQMP2tbQM4zNZSvD6nqGlnHJoUBwMlMCkSIUx1hnwPugcJou8PRGYePxLm0osBrjvodtdm+kM/rvkZIiHie6oo7joo3bnWNf1Hsu6buFIRR3tHdWvH2Kyb0ajwyh0SsG7Ine4ADa+TE74OQ5GLTDxWiQwUccFwiZAqDw3EtOAMEGEkj1/+paPen+yICvTsiwsLy/jzp07uHLlygeLEu+zb4QQnDt3Dmtra8jlcigWs3TX3r+cpLJXV1extrYG27aRyyUnJgdGLzABQKlUwvz8PO7du4fV1dWB/RmmzHbEdbVaRS6XU89RhUKhOOAUi0U4joOlpSXcvHkTd+7c2VdC0354zcibY+kr+CkeeZrOgL78OLOugb9yfgrLJQuMAv1D4GnmdxzRwhDAjVfVzueMABOWhglLQ85gMBkFIQROhpwvADCRk0dMaFr6tmRCHJDFeUOWnzT925xzpLWAGhKLvFrXckqiiKjtho9nO028qHhwdYq/uZIhFybZNahjBGAgMBiQMxggBP53y5MoNwNs1nx8u1nHs+1mpkHz92If3FuHhSyHUmcUXopy2PA5dErgS4TYSsPHfE5HzmCwNAqdktQHZVrdBIBARGtUA4FqEKJtP+cwIOQhLF1Do0+MqSRFNgHQM0xOTEN2LFmG8MwMWjaafeei5MqfcQrFfkAJTIpUDlvUz2HZl3FZF/Jml0VeGC8sygQm4XlAV6A11RmCnfSkqfuddtRRt2jUH3VUqVTw2WefDeQ6KhQKnc+UddPekWVwuf5s0LqREoJS0cbWdrf4IrD5bXKC1XExjhxMxHKBahO0OCnv6abOwsoewUQIiSKonNHmUpAJLlkEmcnJSezs7OD+/fsfnHvsfUURxtgHRU+NQqTTdR2rq6tYX1/HtWvXoKfM6B2HwAREUVzVahXffvstTpw4MdIyGWMdkcl1XSUyKRQKxSGgVCrBcRzMzc1hY2MDX375JY4fP/6xq7VPSG+Pybq+/QOZPTAKkxFcWizg5JQD19JRDTjOzeYzDaQmYbDe93wogLf1AG/7IhIsAmy+q2FuwkLO0kEYQSPgqPZZweVt+eCrPoIcTHIk0REZIpjS4hT8QMQKeBolmHZ05HWKN5Umnmw38KY+OEHMk1jwZYIQeBwQhGLCNTHhmvjkaCREeQHHVt3H250mdEbgD5Or6XDMCR6eDLcZpSTVflF23QGAoaULTABg6RR+M8SErWGxaGLKNTHh6LB0BkGARiBAIbCQz9ivSZWj0y+Bisfx/735EgBwdMLC+bk8So4BUILHleRoxuR4yQjZWKGQ5WBi8j5MluHI/mjFSRXBpDggqNHOA8THGCg5TALTYdqXsUcwUQoS+rEzTqjE/5U3m+gXmJplSaTER4RzHmtV1/69LeTpup4oHJmmiZ///Of48Y9//JH3RvE+BDs7A58xk2HC1noEJgJg5+XGHtZsfDmYiGECVYAVJhDvxt4FSRGYpFNm+/6ubo5cYJKRVZA5fvw4bt26hdevX2N2NsPMzg8spxvLsnDmzBmsr6/j6tWrmUSVUQk+ruvi1KlTWF9fx+XLlxO3OS6BCQCWl5dj7fpGUWbb2rfRaMCyLCUyKRQKxSFhamoKjuNgcnISt27d6rGW/q4iy+sji8xptmzVDI1iwtWxMFtAwTXBdA2/eW4WDbE7477aGoDOGcPZdGtZ38uE4MaTbeBJ70RFW6c4MmljtmCh6BqAAVxYdFH3BSqNKLKmX9yQWVfJjmNUn2zVTkLWtg9TBvgZBUquicW8AY0Q8ICj1gywsdXAvRcVBFyAEmBy0k3chiRFU2ZE33hKKKL/oJHoNOUamD0+gSlHR8HUoAEI/RD1ZoCdqo+NrTo236i2WRYyWeANuRwAbIPBMlkk1nIPUxMFmCaLBBMC+FzgL1+cQzUQPVFMHgCv/8ISYiThnWnmeTVvV4x+stXAk61dFx6z5mGGAQXXBBAgEAA0HVUvBJE9L2VjhZLTkaUPE2Y4p9VmCJ0ROKYGq/W8UygOAkpgUqRyWESZyuNnYDOTyiJPAm9EEUzUshMH5WiaxQBjMGZnARp0pmdQjSFspPtij4P+qKN+4ajZjOpECOkIR+2f+Xy+87uKOjq8hOXqwGeapaFo9M4SIgDq7/Y2Cm/kOZhaFnlE0yAAUNsF/HL6l9I649LnT9/y+qCYN26y5kZqW8ddv34druvCdZM750nlfIgoUiqVUC6X8fXXX+PcuXNjKyeO6elpVCqV1Mit98kt9b60c2Ctra11nrntMofdR0IIKKVoNBqdXHYKhUKhODzMzMxgenoaP//5z3Hjxg00m008f/58z/OTnpwvgrLk6Blbpzh/PHniikGBc8d3J1kQQnqaT7apYzJvt0aIo/cxQWvslgAEBI7jYH4qH9matazNCCEgNPq9WMqjUMi1vwAhCLiIci/5Icfk8WnsNDlqPocA8LwBPG80ATTxl7gAjxnkpYKj2w69m2azAcO0EvcZAIQsgr6Fz+PdOuo+x9evqvi6ZbN31PDwnz6737OObTLkHQOubcE2NbDAw8WjeVBCQCjttG8EoiatRgkmtTkIEcV7tAUnIURLYBNwTYZzx2YSx5gZ4Th7bHr3HLTOESHR3wXXQD7n9iwDEdFPCAghYE9GkUxBEMDzQ9QaTWyVG9ipNbANQMuZqPvxNeAiitBIG5iX9S+8pgfLSm83RQPkKdvwvMhevOpjo9oXSaUzWDM5ODuzmHUm4ZoMtk5haASUEDAqQARgoY4fXDzR6m4IcBEdHyGifXBNHZfOLPZ8JoQAon/QGIXn5Tq5wtrnuXODCaDgGFg+Ot13gHZ/ZRBYPtK1vG+X846BM0dn4Ps+mMai9mtLW2lvxjQM+H7Y+S5pV6b1t8kIVk7MdRa2b/X2teGYGi4tL3SW0ejC6VxXIIBhOr3fb/3ePk22ZeKTlehYhlwg5FE0mxcINPwQdY9jYsbBZj1EGQCohXLFAyq9+/sTz4efcN93U296sCXXEAA0PA+ukTzO0mj6AOK382qrEvs5ADx+WcbjjXrssvPTBEHlDVzLgG1qsHQNmkahsUhM03gDF48WOrldga4nLwF0+Lh6aqqzve4YLAEB19KQs0qA2I0b61yfEBBcwBB1nJ5i4EIg5BxhKOAHIfwwhOdz+GGA7TdRRNlWaxvbixTPnuXRaDTw8uXLsY9PTU1NyVdSKGJQI6eKVA6LwHT3f/gDXPrdf3go9gUY33lpRzARM3mWBO1LjqjPzGDmL/0FOAvTsKcLoBpF+f5jVL/4OYAoB5MIOfzNt9BLo3lZcc5Tcx0FQQBCCDRNGxCOpqenO7mOVCL47y5CCATVwcg63dFQ7PN8J4TAbzQG1h03o83B1GqIk+iap7oOJKRX2q3AMBFMfcsbg2LeuBFCZL7HNU3DysoK7ty5g2vXrr1Xw30YMfDo0aO4c+cOnj9/jsXFxbGVE8fx48exvr6OFy9eYGFhYWD5OCOYgCgq9MKFC7h9+zauXr0KwzBGViYhBIwx1Ot1MMbURAGFQqE4ZBBCoOs6vve97+EXv/hFJATscT/v0cvtVFupS9o87n37OnG5ber48tvkCPnZkouN7fT259zsDN6V4wdTAeDsuSKevIl3knBMDd50fL6S+YKBMEZEYEQM/U6llEqFEAAIO9KLfHv91Jsh6s06sBkdm5U5DV/cfZy4jbxj4O1GulvByokZ3Hv0MnF5zjZw78HzxOUnl6bx5F3y+SQEsCbSJ2VG1oTJR4SinaUmHnlbUj6BVTrFLMMcWCGASiNEpRFf23PTwPX7bxK/f+H4JG7ff5W43LF0VGvp987pxRK+eZpcxkTeTl2+fGQ6dTkA5F0blXpylKVtmrj3OHkbV84aWP82PZd1rjCR+hz6Ya6EO8/T+2F6hqY3D0OJfXpEzQsyCUyyoMG0fE+vK8nH9F05eRkPQwShwHa1ie3q4L12ZtbEnYfJz+yrp6fxxZeDFvttlo+U8OBlsvgFAGdPMjx4mTzJ09QZQHvPp2MwcM4777lxvOt++7d/G5ubmwCAx48f49NPP01cd3p6Gn/8x3888jooDj6qx61I5bAITBu//AI7Xz88FPsCjNMirxXBlDLzjHR5bhNNw4n/09+BO9ubqD53cgmNx/MI37wEbQ3WN799KBWYhBAda6M4AcnzvE7DuD/qKJfLdezr1GCiQkbl3tcQMV7kRt4AjWnQ8iBEs1qF+Z7RLfuFTgST4K2Jcxmehan++u/3/CFe8uDHuHhfQSaXy+Ho0aO4d+8eLly4kPm7w4gihBCcP38e169fRy6XQ6GQbCM4asGHEIKVlZVO5FZ/2eMWmADAcRwsLy93RKZRltmefVitVpHL5fZ8ZrtCoVAoxg+lFJqmYWlp6SO0/9PbCYYkglYWYcs0HYBkgpOsrZIyWWhyIpe47PzRidjPF/JmavvINC1pC5EQgoLJsN2UtUUJ5ooWXkpENsuW20dZVvo6Wdp8pjHc+ZRdn1m69rrGgJTjpjGKMCX3EZXkzpJds0AUBZeGbshzYhFJPYY91pTI25JaSh7SLGVk28/0ehhmem4d3ZDn3onazcnXRLQf6cKlZehANT2/d1q0Zjd+2gTFLqJrLblMzTATH3+v6/H7q1OSKFoCgKal74Nsuey6tEwTA6FffTCW/hywTR39veal+WkcPXoUb968weLi4ljcGf7kT/6k8/tv/MZv4PPPP49d74//+I/xj/7RP8Ly8jJ++7d/G7/7u7/bs/xf/at/hX/yT/4JgKhv/c/+2T/DlStXRl5fxf5EjcIeIFQOpg8n9Dzc/3//T6D/zX/xsasyEsZmkdeOYDIMJIU30K42w8J//TcGxCUAIFTDxPe/j7d/8m87lnrNp9+CnbswEHFUr9fx2WefIQiiGXT9UUeu62JqakpFHe0B36VcJdvXb8V+buYMoOIhZ2moNHZndRIAz7+4jZO/+cM9quHoEIJD1KOZayJs7ZOfISIrNYJJ5lHd93wK9t4m80Ms3ubn57G9vY2nT5/i6NGjmb4zbGQRYwwXLlzArVu3OpE8cYzDsq677CtXrvR0WN4nAmwYJicnUavVcO/ePczMzIy0TEopwjDsiEzq/aFQKBSKg0KWV74sx1IQM5mqTSFvI2ke/dKkE/v5jDOaZPN5Q8N2U54/a3HClApMJIOYIGs/ZUnBJCTS2SiaaISkC01MUgglkpivdHe7TIxiZEiaN0iywmFKezAsVH6wpNuQpNgGADS9EEixtGuzWQ8wn5dvTxbBmOAECQB48DY+KtOV5Idr59ZOXC55EMieAdJzAXm+N9PQ0B/0lrOyiXvjJgxD/MN/+A/x7//9v8eRI0fw/e9/H3/jb/wNrK6udtY5efIk/uzP/gylUgl/9Ed/hL//9/8+fvnLX37EWiv2EiUwKVI5NAJT08OL//hzLP6dv/KxqzISxhfBFDXgqa4jUWBqzTgqfPopZj+Jz90RcAHDscCXV0HXbwAAnt26CX/hRCfKyDRN5HI5vH79umNJ9V0SOBQfl9q38TYZZtGEV/VQcHoFJsYoGs+fADiAAlO9uisIBU3AsECyCExpg/Hv+/zh8RYs4+RDBZIzZ87g+vXryOfzmJiYyFTOsM8u27Zx+vRprK+v48qVK7H1HpfgY9s2zpw5g9u3b+PatWudMvYigqnN0tISqtUqNjY24Djxg1ofCmMMYRiiVqvBdV31nlEoFArFSJAGDw27/QzryPrpfop1lmObKCc050p5Iza2YMKKho8ookD3/mMQ8ignzu7n8XvhGtnaF9P5DFZbGQ6UdAw+g8IkK0bqHi0tIRqgDlM2xCSHTXZU0/UlAc57J5PGbcBggJc+Tj9+DktbbgQXjSwqLcuYkUy4BIBqI4CTQWB6U+seQxJgiKw1GQBCBCiia5ALgSa0KGdZS26iECCtzG9+wqOLAGgkPNdMJhGtgvQLVzruKQ3PlCwHEEjKMHUd6BOY8s7+EJg+++wzLC8v49SpUwCAv/t3/y7+8A//sEdg+slPftL5/Uc/+hGePn265/VUfDyUwKRIhTF2KAQmv1pD89UGAl+WdORgMC7hj7cs8oimJb5Afb8BlEpY+q3fSKkgAzjHwoVz2Hi7Adx4jBIBjn7vewOrMsagS0LUFYpR470Y9E9mBgNlFCAERVvH8664/FzewfajZO/2/Yyo7Ybqi0YNrDQdv6KmA8HuM5KAJLejMyRo7hEoPsJMww8VfiiluHDhAm7evDkQ1TPKcvqZmppCuVzG/fv3cebMoHg/TsGnVCphbm4OX375Jc6fPw9CCDjne2Y3RAjBmTNn8Ktf/WosAhClFL7vo16vw7ZtJTIpFAqFYv+ToekkzWOSMmPftgwMeDG1MA0NtZbV2ryrYz5vomBqmHF16Ckqhx+GeFLebUvqFDAZhckIDEbAKAElgK1ls9EqufKIKS6xbIuQRTBlONhDth2yDPRTQhCm5ViS1EEqgnXWEQhCgZofoupzbDcCNEPge/MujJRwFgGB1Zlc9JuIBsubgcB2M8S7uo9QjKjJP6ya9x1CHjWT5bqTl7Nd8+EU4tMouDrFnGugZOvImxoKNABtlZu06YBQ1ER8P4OC43m5DsvQoFHaEzUXpoyBaZJj4QfpEx5l42vSfHAZnhGyKClDZ+iPE9wvEUzPnj3rcfg4cuRIanTS7//+7+Ov/bW/thdVU+wTlMCkSKVtL3PQ8as1QAhU/9Ovgd/8zY9dnaEZRQRTf66jRqMBs1IBBVCuVmAlTCI3dA2n/8//LUw7edBV03TA80EpRekHP8SL//AreO/SE1QqFHtJ8O7twGeaHXV2CQGKfTOFSq6GrafJiXv3M7yVfwlMA7wGWK4AiL4IppnjoPMnwO+vAbXt6LO03kam50/vOiL0QTL6d4+CYYQfy7KwvLyM9fV1XL16VSrsjEqwOH78OG7fvo2XL19ifn6+Z9m4I4qWlpZw7969jj3gXkYwAVF7Y3FxEY8fP0alUkEul5wb4n0hhIAxhmazCUopLCs5z6BCoVAoFPuCLBZ5kgFRLykMAIBh6EB9sD2XtzUcLVqYdg3ojPW05mQDqKyv7ehzwOcclb45nts1D2vfbmJpwsKko8MxIycLj4se0axgy9uNQYY2qdwiL5NHnqQQ2fcz1JOStLQ0kARoxFbBoASWRtDwQjzfbqDs88QIpOyjCwSEADpj0BmQMzUsFUwAAu9qHv76lXm82m7gm9dVvKt9wATf74p+NIL+wyjsH7O09rcqHi47OqYdHQVTg6OzSGwmZKAMKjXAS4eD4GdPtxHw6Jo+PmHhaNFCztRQbSaLRERyj8kimNIsRQFIr8ss/cFQUoahDQpM+QzPwb0gbvwxaZ//9E//FL//+7+PP//zPx93tRT7CCUwKVI5DBZ5gnP45SqoAMr/6y+A35V/Z7+TJjAJIdBsNgdyHbV/+q0oLsbYQK4jHkTxuMWJCcCLF4Sso0fhzJdkFez8ajgmmGMj2N5+/x1VKMZE8+Xrgc/0tqhECAr9ApMJ7LzY2IuqjRzREpio4wJhE8TOAXUvikIyLNBjF0BzUS41MXcS4uFa9MU0T/ss74Uunw1CCPDqATC/LPHeGB3D5iyanJxMjSgaB4QQrKys4Pr163BdF/n8ron5qCKl0so+d+4c1tbWovfBHgtM7TosLS3hzp07qfmoPnTbjDHU63VQSke6bYVCoVAoRk2mwUrJ6LGXMqDKNA2GFuD4jIvpggHXJDAcBxojmC/YAAbHU2VVkgkgbRyD4eG7Gh6+682lQgDM5Q0sTdiYdg14foiz0w7qQRRls9MYHFxO0dCyk0mkGm4bWS3yUpenTP4yWJTAqaBTNPwQ7ypNfPu2jgcb1U7Z52fzCFNN8oZVdggcXUNIKaZLDqZLDmyNwqAEYchRaQR4sVnB2msD77abCBKuXyKRJw6N/iR1yMsQfST1RZTfIAQCE66OqZwBJnzMThVhGwyMUQQQaAQCOiO4stCbe5tHlRyAC/mzIG3Poui43fUebTXwaCuaHKn5AVD1MDdpwzQYfAFU/BCVZgieYgkKAE1PFsGUfrxlQrTsugWQeM230TWG/lQVuX0iMB05cgRPnjzp/P306VMsLi4OrHfz5k389m//Nv7oj/4IU1NTe1lFxUdGCUwHiI9h6XIYBCZvp9Jp8DW/fvRxKzMk7aijcrmMSqWCBw8e9AhIbdHJNM2OcGSaJkqlUud3XddjryXBOV607LHSAhf02cGXyAB929cKefibSmA6CByWpKlpCCHQfLc18LmRiwacCQEMjcI2GOqtKX4lW8fbRoa8RfuQdgQTsVyg2gQ5chaYmAS234IaOijbbQqQ/ASEYQNegmdKm0wzPUXPr2TzGVDfgTj16Z54p48iZ9GxY8dw+/ZtvHr1CnNzcyOqWTqapuHChQudnEhtC9G9EHza9oA3btxAoVDoEbj2As55Jx/V7du3M0WPvQ+EEFBKUavVwBgDY3sjdioUCoVCMQ4EF9A0Bo1RGBqDrjOYug5TZ9ANDRNzizBNHbqmQdMYCGPggqIZCpw9PYuix8FFFDSzAwD1AH/hZPJEQlnrLet4RZLNngDwsuzhZTma9Hg0Z+A/fv6ss9zUKWYmLBRcA46lwzIZLJ3g0+UpCBEJbn4oUK7WAcoQhEAzCMEYhWVo8IMwVpTLFME0JLI+FqMUtqlB11rnsvXT0Bn8Zh3FQh4zNkVxwYHgAmEYwvMC7FSbeLNVxcvtOn72ZQkPt5rJdZBW8v33a3ATvRupB3zXiVFnWJgt4stSESVioWjrKNoabI1G+aWEAA85dK+GTy+ehO8H8LwATd+H54fw/QBNP4DGKDSNIZBEpBx02pdM1H4l0CiFplHojIIxBo0xzE7mUcw50XNAY611InFIYxSliTx+c3q2NXEwsj8PuIDPgYYXouqFWJgrgHrtMT8bW6HAVn1QjCHIdolwELAhQv7SRJitqo+7T3dw9+lOz+emTmFPmzie47AtA7oe5WAViJwpuACCioeiOY1QCIShQCgEOG/9FwIOC3FkpgCBSGwSQnSeDUIAps4wXey1+SGEdKwnbUvDbMmNhGISCcaEENDW+SMAikUHBceIPmt9TklkH0oowXTRxDXHASEABQGIQM7aH8P23//+9/H111/j4cOHWFpawh/8wR/gX//rf92zzuPHj/G3//bfxr/8l/8SZ8+e/Ug1VXws9seVqti3jMKK7WPjbe++fHitjtqrDThzMx+xRoMIIeB53oBlXVzUkWmaIIQgCALYto1SqdQRk4YZiBPNrsFzknDOdRNazoHwmukdjL7Ih/zyCWz8x2R/VoViL6msr4M3B+0azHwroqHVOS46GupeCEqAnK3hnZfcYdvPtHMwEcMEfAtsch6UCGBiBrRZ6VmXUhpFMT25ky4CCZ7ZCkQIATK5BHhVYPsVyJPbEMcuDbNLmRhFxE93RFEul4PruiOqXTqO4+DUqVNYX1/H5cuXo/My5gimNqZp4vz587h58+aezzoLwxCUUkxNTaFWq/XkhBoV7YkzlUoF+Xx+z6O0FAqFQnE4KOUtCJI8UcEydcxNFRKXm6aGucloeXtQfrfbLVBwbTRDCi6igU4hookYYWtANOQcMGyACwQAghCRUtTwAfgo5mxs53SgCiBao6f8Tz+h4DHRDUeKH24jmyWXS7RethX7a9f0OZ5u1ICN3cinyZyB+zfXU7ezaC+gvL0VlU0J9NYAPKPRf0MnsIs2KKEgtD0oDLSt4AghcC0dR/tdPLq6zJauYWmmACGi8ylES1RqDVLnTA0TNo3OXxidv5BzBCFHGHKEQqC6+RaVupewFy8g9Dy+flFO3E9501yktu9HMq04YzorLoDNmo/NGAu98xMabj3p308W/acmiJWHYAYYQyQ2tf5TSkEpgWsZMA0aDfCDgND2Nbd7Pos5C0fmSlEbU4iBg2caGo7NT/bt2u7OFV0LR+dK8Hwfmqa1xs1613NtG3nHQjtnlYCA4G1BU8A0dUxN5Pvu8eh64ZxDYxp0w+xE1gQiSpfb8Dmis+XDmTbwplJHdPMPCm4/LEzhm9fpEwd9SeRP9xHI4t0ZCkAfIoKp4ScLh+/K8f3xps+xU23izqNBl5I2Di/j7XY1cfl80cSzjeRJ0UuTNjY2k++/Y3NFvNzYSlwOAKWqh51q8pjCp6vHsPaw10nIMv5y6jb3Ck3T8E//6T/FX/2rfxVhGOLv/b2/hwsXLuCf//N/DgD4nd/5Hfzjf/yP8fbtW/yDf/APOt/5/PPPP2a1FXuIEpgUqRyGRNje9u5LgAD48v/1B7j2u/+3PSs/DMNYq7r2z3aEmGEYPZZ13cJRf9RRuVzGw4cPsbCwMLJ68uZuw4OI+Jc6WzwJSig4oanh1oL0BgjP/eYP8OZ/+wz+9ib0osReT6EYM5t//jPwYLBZaxSivGKkIzDpeLnVRN7Wow6K7+3ZIP8o6UQwaRrI4qndfmXoI66fSSZmIJ5LmgeCp1votdcBAMpAC5Pgm60O85tvQQwLYj7ddo5zPvDM7P6fy+Vw5syZxPMxqnOlaRpWVlZw584dXLt2DZq2N02n6elplMtlPHjwAMvLy3tqWVcoFOC6Lp48eYLp6ek9u+a79/HIkSM9OaFGSTu/ZLVaRS6XO3D3tEKhUCg+PpvlBpopA6FH50t49XYncfnJxWm8epe83LYsvNupJS5nlKZaOrmOjbSpUY2E70468RayFKMbG+CILN28UJIzJcNEVy/T4PhuvTkXA1ZZjFL4XrpTwXQphycvNxOXH52fxNNXyctd28TbreTBbUB+fOXLUxeDc4EUTTRbilUJo5iaLN4j11QQ8oHcOb4fYnuzdxJdP66lp56vY/NTePwyOYd0zrHwJOX7AFDI+yhXk6+r036Yeo+HnEtt22RibchDROJcMk2PA5q8jxGEPFP0v88BS9ZNTFlWTrGye72VfDz9IN0CT5aDKdyDifUfcj4tY/84LvzWb/0Wfuu3fqvns9/5nd/p/P57v/d7+L3f+729rpZin6AEJsWhpx3B1J5v8fSP/3QkAlNc1FH3IGg76qidULwtFtm2jYmJic5nH2LRM47Isu4IJsLjX876dMsiijIgNUFh74tRt00UV5fhPX4E/dKgwHQQB+0VB5edtZvgfQ1MZlCwVsO6rZu08zAVWz8tIlB9/hy5paW9q+wIENWWyE4oyOJyyxwBIEEzMu7uE4spY+Azx4Fa8qBHlF9J1nOIZuORueNReZqx25l4/iUazEGVWrFRm+1nQrfdp2VZyOfzME0ThmHg7t27eP78OZYSzsewOZi6yeVyOHr0KO7evYuLFy/u2fPqxIkTuHXrFl69erXnOZFs20YYhnj06BFOnjy5J2V272N3TijHcUYeTdUWmWq1GhzHUe8ghUKhUOwpsteOLBpIkwwIu7aZKDDpjKDixQ+2mhqNHfzNMP4cRf4gWyTMkaKFB+/SIytkAhSQVWBKZ/jcQ1mQtzNk1wSR1DPJhKQNF+lSw0FxrjkYtZQjO99Z9pNJHhRhmEVgCgBNnpu04XO4GQUmGWn7thmTa63Ns3fJgpwnybEkE5iERPyRnY8skZmhJP1If541Q4uiLBWKg4ASmBSHnuZW7yDpzv1H0u+0o47ihKP+qKPuXEfFYhFzc3OdAdBxDViNIzeWaHQ18MOY0HzLBXPsVgUYEA6Gs6cx+aNPwMtbA58fpkE9JZQdDGoPnwwE4Gnd3sbtCCa7LTBFyxzC8e7Lrw6cwMTbFnngwGIkFAghQAWHoFpsNCKdWkBYS7YAyJIwFkJAGDaY1bKV03oTlHqNCl5XdjrCe3euOJmQwjnH8vJyaq6gUeRg6mZ+fh47Ozt48uQJjh07NrLtpkEIwerqKq5fv47p6elOPqa9gHOOY8eO4f79+9jY2MDMzPitZftFNEopLl68iLW1NViWNVKLwnY+Js/zwBiDZX24JZBCoVAoFKNG1qfQNIa04VTLMuIcswAAR2ZdxI2llmwNIkEIkQ1ktzE1gnqMU0A/ixkEplpKhFgbL+Bou5wlIRNO9kJXyVIEkYhQ0ggmyfa5EOkCk+T7Wci2n7LlwykveyMYDo/sussi+MluyyCDAFttBDATIhe7KXsBXEveF/EyDVMlV/xNNX6cyWAE1WbyM6EhEZg8P325dHxN9hxJ/zYAxOaA66b/HjcNNWSvODioq/UAoQauPwxvp3eQVAQhvvmTP0Xh2oUBAcnzImGFUtoza74tHrU/+9iJwccRwcTbtgCUgoT+wJQabfHk7qwM2aBtzKVqz06jmfBCVcKMYi9pvB20M9Dd3cZyO4LJ1ClMjXYimGweYOv+Qxz7y39pT+o5KkRbKLJcMCcPhHUQ3mqcJ9x3VDcQOoOiTWebPJTPwxQCdPb47t+sq0NiOijmXBSOHpHvQAKapmF1dRW3b9/GtWvXBsSXcTxXlpeXsba2hnw+j1Jpb+w+2/u5tra2Z8IWEHWyGGO4cOEC1tbWYNs2crnc2MvsFwUNw8Dq6irW19djz/MwEELAGEOtVutEzCkUCoVCkYVx912IZOTYYOkCk2kaQMJk/4Wp+AkbK7PRe16jgM0INBblImrnI6r7IdrD/wRRM5K2ctq0q6tTgnqGodbZnPyd64UCpk7RlIREmLqOhpcy+VGmV2ToV+9JT1UWwTRkJUIukNaK6uQQEpFEw7lAKCJhird+Fo1WhJuIBtQFos9DHuXe2TfH8gAwikdIf8RLP7KoHQCo1H1kaQFv1nzMF+yez0waRT0aLLr3GSVgEOA0KV9TdOFUmyEIBTRGBtZ7WYnPQ2ZI9rXRSH4GUEKk4o7MIk92aWc5nWGqC9DgNWErgUlxgFBXq+LQEIZhbMTRkzv3Bta9+z/8f3D+//F/HxCOxhl1NErGYpHXiAQmatmxx0Cf7pq9Lsm9EjfrSHMs1J8MJl0cx758DNr7cRCun+8y1W/uQ8R0QLsFpnbLjhCCCVdHvhXJpAmB+osXe1LPUSEEh6hHfu9kch4d05OWDaZImSPY0OzEzgZBBgHHKYB2Ry11/U6sHMDDoecXOo6DEydO4O7du7h06VJPfcZxP1JKceHCBdy4cQNXrlyBYchn+40C13VRKpXw4sULHDlyZE+eM22LQV3XxybwxJUZF3WWy+Vw6tQp3L59G1euXBlpZBohBJVKBQ8ePMDVq1f3LMeWQqFQKBSpSBpJTGNIU5gMI1lgmiqa6M5kMuNoODWh44dHC5h3WWw7QwiBKLAgrmK7nz3baeB5uYlJW0fOYLB0Bo1ScNH7zZKTrT0xWTDx4m16pJNppAtMI+lqDrmNLC03eWSPDMkAeswAu9YSCWteiFflJkIkW5xRAEWTxFSGdFzYDKrjr52dAeccNT/EZj3Aq0oTG7Xs7idy67iDP3YAZIlgkm9DZssWBGF04lLYqflIM6IumAyLRQs5g2Ixp0GjBIy0LoHY8nlKDzP64qOdJspeZOJpaxSzroa8oUFjQD0h6opKDkitES9MAYCeweNT7hA0vMIkE7n6N2IpgUlxgFBXq2LfI4SA7/uxVnVJUUftn4VCAduGiRfofR007nyDM2fSE8zvZyilo49gakYNd2LaA8tIbgJat32QRGCKe/lSQmLbH4dFYFIcDDb//M9jvQSswq6U0t1QX5q0eyxB+HZ6Mtf9hqjXOnZ2XmkRotmArgFhowbKCHZ2djDhxluDmdOLEI9dkGZCQmLK0q3ypnujkwhlEKSV88nORT9Dvzey6X32rSUgzc7OYnt7e8C6blw5i0zTxJkzZ7C+vo7Lly/vmajsui6CIMDDhw9x6tSpsZfXbTHoui5OnTrV2edx5YJKO2fT09OoVqv4+uuvcfbs2ZEe93a51WoV+Xx+T3NdKRQKheK7iTSfh2S2vsZoqsCUNmFipmjh2Fwes3kTOqMdS6uSrQ/9fnV0hsfbTTzeHswAVTAYZlwDE7YGPwhxrGCiyQXKzQC1BFWj6BpSgck4AIOwmezOJOdcempSiiAAmn6ICQeo+yHeVj082arjRXl3UP5vXphB0U2OZclq0M8FAELhGBSOoWOpaLei3gQqjSbevshhcsLBi7c1vIq5TmTIjuRBGVqQ32pZLPLSN+IFISCZD1dvBDhSNDHpGGBBHXPTJZiMghACXwh09B5GYWVJxiZBCKDS5aNXDzi+3fYAeNAIcOPhO5yby2G6ENmm1wKOgAuEkpxslXqKwMSyCEzyeqchOxey+zsOFcGkOEioq1UhhRAytoE6znmicNRsNltJCQFd13ss6wqFQud3WdTR17XGwGfNN2/hV+vQ3UEx5SDQPiejRLQEJmoODjazxRP9FfigMqhGIXwPRN9t5RwWgemw7MdhZ+eLG7GNOyPf1fLuetTNTfTeD2KnN6fbx0QIAc/zep6f3c9Q3/dh1rZxGkComzAXToIGNQQBh8GiY1Ao5BPzqWmahmDpHPDgi/gKtMWiuLrlJkHjhCNNB8IAMFqRkl4dsIePiDl9+jTW1tZQKBQwMTER1WGMEYWlUgnlchn379/fMzGCc475+Xm8ePFiT3Ii9b/3p6enUalUcP/+/bFN0JC1NY4dO4a7d+/i2bNnOHLkw+0V48rVNA1CCFQqFeTzeRWNqlAoFIqPiiwPja4xoBnf98g5JhzHxIUTNvKODtPUwHSKJhd4U/Px6elpCBrFtXfnS8kyCCvDNZKt5He8EDteHdgEChrFv/vs2W6dLYaFSRtF14BjaTB0BsYINksmuO+i7nHUmiF26j78voFmUxJRnqWLtj/6crIcS/HLdY3CNTVoEDgxYUFnBFQAPOCo1n283W7i+Zsqbj/ewn/CduL2Je5dQxHZ6RE4lgVYFjzPw9RCAYtHCIqWBoMSUEQ5g7ydKq6cPYJaw0O52sBWudaTX+fQtNAkl5s02AW9ogWjBJahwbEN2KYBy9AwNZFDYW4Kuk7BtEg0EgA8IVD3Q5SbIapeiMtHJhDdVg4EgAYfrGDV5yPpX4mUGDQvCPFsq4FnW7tjeATA4oSFYzkN56dtaBoDCBBwAS8UaAYcjYCjKiKRh8fcxxqT11lmXzfs04FRmlmkbWOlPE8Viv2GEpgUUiil7y0wtaOO4izrms0mms1opgohpCfiyDRNFAqFzt+jsKppbscPCD/8n/8tzv73/83Q2/8YjNMij5gGgN4BZ2Nyuq8CkmshoWrmRAHBy8fQjy7vbmpfNOYV3xUqXz1Af7eE6hRM3228ka7ruz+hMa9Wxlq/NkII1Ov1gednnPjeFtsty8LExETnd13XETz5GtW7fwr2X/z3ILoBi/og4e7srvSmtgBfPAuaKDAlf5ufuAoqYmaRaTqgm52OCQm8kZhcUEqxurqKmzdv4urVqzAMY+yWlUePHsXNmzfh+9ktP4ahnRNpdXUV169fh+M4cN34HAqjKq//vX/8+HGsr6/jxYsXWFhY2JMyuyGE4Pz581hbW4PjOJicnBxpuYwxhGGIarUK13WVyKRQKBSKRFaPT8N2k3MTFlwTP7l6uvM3QdRFIiAQEJjIu/iNT871fEe0E9sAcG0LCwtzu0OxXblwhBDIuTaOaEUEoYAfcHgBR80LUKn7CLmAOzWB5zs+tpoh0OzNw8IYRRDTAEsbg836Rswa4SD6NlhphPj6+WA7+6jRwBc37vd8ZuoMtmnAtgzYpo58QYPLCtAYA6MUzWYjagtrDCBRPtWfXD65uxd9ZRMAPAzanl+RItU5YdHfBdfCT68u936pa/lE3o6Wk/aCvuNiGDi6MB2JXe3yu/rAQgB2LgfPC6McSF15kHZ2dmC7DhzaxLECh+cH8PwATc9HudrAthdgG8DGiSnceJYcEcS5iHVyaBNkUTRGTDMUeF3tbUvP2jYebDMANqDZ0Esl2JTANhlsg2G6pOPiuR0wSqExAkZplCuMRo4pjFI0K9ttNzbEXb22QTE10deOFu11BSbyTs/5bp3mDq5tYLLgolqtwrYt0E6O7t3rR9cNBP2iRfv8C4GJiTx+cu0M2nmJBFr5r1q/T+Rd5CemOvmvOBcIeRTNEwQcQcgxOTOLHeTR8Dn8kCMEUAZQbgJoAmWEKBZ8ID0IEBol0gghoLVrQzaP0y6zWnMwLFMAeLbVgOFp+Pn6q9jv2QbD241omakzWKYORgg0jcI0DRRdwJovglECSggoIyDtfHLt60ZwhJy3rhvSZQEYVbiUs3Ht7GKnzGjJ7s7kHANXl+c6OcoA0Rrn2k2lICiLzq8QHSGM8+h3HgoYlGOxqCMMQwQhR9FSrgqKg4MSmA4QH2ugoy0wteGcJwpHjUYjNurINE3k83nMzMzANE2Yprln++MlCEyb61/uSfnjYJwWeVHOlN1GHnEKYEZfhIH03MXPzdBtE/72G+AQCkyHZT8OO7UXb8D6JgJpdu+rME0/FeUEu7j3IAzD2Iij9u9CCFSrVdy9e7dHgM/n8+8tvotaBfjp3wBfbA1wCN7Jv9T5O/HLAiI/BRSmgZ03g8uTDlRhGpg9Abz6enAZ00GMrsjRMNnK4H2xLAunT5/GnTt3cOXKlU4OoXFBCMHy8jI+//xzVCoV5HLJg0yjoN0xaedEunPnDq5duza2nEFxYg8hBCsrK7h+/Tpc10WhUBh7mf1QSnHx4kWsra3h4sWLcBxn6HLDMOyUSylFEASo1+uw7fichAqFQqFQ3H38BvXmy8Tln144js/Xv01c/pOrZ/CL28nLV04t4psXyZHz504u4fmgUccuCdFIs3kjXlzCaNpNWsZJqX7GfpOmD7Zzmn6Ipl/HViXqvy7YPr75NvlcfG/lKD678Y2kJA6RMvL9yflj+OLe48TlP7lyGj/rE8K6Ob4whcevtlJrMDszjbfbSX2Nt/iRU8C9h/ED7AAyRMS8f46m9yXLFmSXWdzigAuU6wHK9QBTLsNXT94mft8yNGxtJF8PAHD2SAl3HzxPXP7Tq8v4T2vJ18zKqQXcfZCem3eiWMBONfkm/cm1c/jlneRr6uLyUXzzOl0ZmjvGUW4ke2VWGwGKqVtokfF+9LmA+QFWb/3bSGIzJVeX74eJy4wuYTt6PnSvW4VXcvHsRUx/tgudcDT95GN5eXkBN79JPuc/ungcX9x7krjcNo1+rX+A2ekCHr/cteQ/c2Q0k+kUir1ACUyKDkIIBEEwMOhZrVZx48aNzixtQshArqMPGfjcK7yt+IZ5+VHyw3+/M5YIpnZUmab1tAxJMealJs+8mQjts+NSwsz+4bAPpIaNBoJaEzTXa6Nh9CcZTmk0k3odQaMOzRq01+yP3EzLF9eOMjJNE7Zto1Qqdf6mlOJnP/sZPvnkk6H3OZg/iRpz4dJoNh2BAAm6RJ0UgYm0bmSxeBYkVmCKP058aaW1fHCAgWg6YOd3/+bBSNP0Tk1NYXt7Gw8fPuzJITQuGGPI5/O4e/fuWMUeoFd8yeVyOHbsGO7cuYNLly6N7d6N2y5jDBcuXMCtW7dw5coVmGayV//7kjVa2jAMrKysYH19HVevXoWuD2ez2I4OA6J9ppSi2WyCMTbS/VMoFAqFIiuyV7thaECKwOQnNLAuLcYPN7vaaFpkWZskzUCAErkNmKbJLaJY/+yxA4r02A2Zs4dzAaQcqo8RwRSLbKhBUs0DM7YgHVKR70e/20Y/ns+hUSI9t5G4KL95myGHOWQeJi8lUup1OTkCrx4T3dTGkNRJdpyAEeTukhTBKACJwNR/yo0Mzz+FYr+wv5QAhZQPHYxvRx3FRRw1Gg0EQQBCCDRN6xGOcrkcHMfB8vIyisXigUx87e2UO793h/TWXqTM/tnnjEOUaUcwEcZ6EsbS/ERcDdI3ljZoLQYFpsPAYdmPA9Mg/wBq9+9H9gN9jVo91zs4nZaAUw98fPurz6EdOzaQ76j7Gdr+XywWO89TWb64ceBbecDnkW0EiXyzaXcEE+fJvdl22P7CGbB7P8dAizcugkkzIGZPRl+PW27nI5Gpu3weArTVeOYh0KgATqa5drGcPHkSN27cAKV07Mebcw7DMDAzM4O7d+/i4sWLYyuzXzCbm5tDuVzGH00ghAABAABJREFUo0ePcPLkybGUmYRt2zhz5kxH4Bll2yDr8cvn8zhx4gTW19dx+fLloerQzsHUXQfGGGq1GiilQwtYCoVCoVAMIHndUYkluS6Z1FIL4vtjJ2fi7XVdWY6SBOu3mBVRNBm2JVP1BYC5CRsvNtMjNLKIR9I2QIb+Tdu6cH8jU1bSF3OJyBCMOMfzhyJvCcpMvjOUsQd9sqFzFWU4H1mKMDWKwEu/H70gBM0wUa4RcBSGnHvVSBGYnqY8D+r15OgmXfL8ynIuuOTKkV5XkhWiMYb3K0NXApPiAKEEpgNOO+ooTjhqC0ptW522NV1bQMrlcp3fNU1LfOi+evUKuq4fSHEJAArHFrBzf9B+oPFmM2bt7y6iLTD1Da4z5wNsn1Ia8QwhROB3BpkPUwTTYdmPw0rt68jmoN/+wsz3tZJT/ecJGt8+QPHkSUxOTnaEpLRn6Psyyuuo3X4nhIAJDtIn/hIICEESOietL1s5YGoJePu0d3HMl8T8MsBaTYuYd0aPPV57E34dMHMA56A7ryCYJm3Apx0jQghWV1fxy1/+cuz5kdrv17m5OWxvb+PJkyc4duzYWMqKs/w7deoUbty4gTdv3mB6ejrhm+OhVCqhWq3iyy+/xPnz5z+KyD4zM4NqtYpvvvkGZ8+e/eDtdFvktWlHMlWrVeTz+UMzO1qhUCgUB4O0CU8AWhMjkmf07zTiB5Snc/Gjw7bWX95gRENWiWnGNbDdlCR9ATA3YUoFpixjELLohIPSQ5O1pYhUWBnOAi/IlINn+BynQzqsyftKB+WES8gSUCbThYFIYKpKBKZaM0Qug8BU8ULMdmvUgqP7gEfVERCI7tu4S6XuJwtnj97VksuuJz/vNMmByBLBJBNgh+2jkwwifX8ZKoJJcZBQAtMB48GDByiXy52oIyBqXHYLR67rYmpqqiMoDSsM9edgOmhMHynhacznQWUwieh3GdGMPBb6370sxgpMvrHk60UzNPiVTZCJ2d3VD4Ewc5iEssNEt+3nxu11AADvm9FpFnot82TPzJLXxOKRI6OtaBej6Li1aXutEwAUIooQ6ocyQMR83p14ePEsSAaBiS91JasmFJl6eH4D0B3QnZeDGXQ/EMMwUCgU8PDhQ0xNTY1tgkS3pdvy8jLW1taQz+dRKpXGWlYbSikuXLiAtbU1OI4zknxE78PS0hLu3buHZ8+e4cgY74k0jh8/jjt37uDZs2dYWlr6oG0kWfO12z9ffvklZmdn91zEUygUCsXhRdbSkwtMyW2bnK2jkRDBZOoMvgBcnaJkaXB0CipCaNzvEygGB0O3Gx4AAoNR6IyAkWiSkujbm0kr2zDTVP8krxhIhjacPIIpU3UOPLJrSiowJbTBCQRCLlAPQvh2dKy5iM+6TAEcy0eTxbiI+iIBB5qhQD3gSNEWdss7HMYgQ5Mloi7LsdIziCuVho+cO3g/ujpFwWTIGQy2xpDTAC2ogwiBwTu/XW/giRdtSyOATgGTERgU0ChBNeEi0Ei6+LRTTbbP0yT7KHueAqMSkIasQ9/fuq4EJsXBQQlMB4zJyUlMT0+PfMZ8GgddYLKbb6DnXPiV3oSZ3PNHOpB70OGN1uwx0vVa002QD3mppQhMAED93ZlqSphRfAhCCHieF5vvqFqt4mc/+xmAyFajHWXkPY+SvfKuhivVKVj/NS7powZvXo90X8ZJuyMZCUwcJPQGV4pGBmLY/ZDPnQZb/7Negar/2TkxB7i7woqgDGkzazubCX2Q8qvO9ojgEILHW/C9B7quw3Ec3L9/H2fOnBlqW0l0v0PaYs+NGzdGnpsIiI9gAnrzEY07D1Q/hBCcO3cOa2trcF13LMJaljqcP3++I7J9SB26czD1QynFv/gX/wI/+clP8Lf+1t8asrYKhUKhUETIuj+yPiqjyX20mclBG7yjkxYuLhZwZspuzfbv3j4DDTgGJYrevxuBwLPKYFuSAMgbFDmDwdEoIASKBgUHUA9EYv6XYl9e1FgytAdlAlOmgXp5TcaONAWTZAUuuajCkKd2c4KQA0KgGYQoeyHe1H1sVP2eo3dU5o/Wbs8jiq5hINAZYOvABBg45/jpiSI+gYZKI8DrchOPN+t4W/MHtpGE1OkgkzCzFxZ5kuWS78siaqJtyPcjzT7O0AgWChYsneD8lA2vVsFUqQhGSKx8RAgHlYz1dH8vEEAQAvVOdJzA/+/uBhYKJhYLFmyDIRS7rhtJEAA71WRnClmEEs1wvmVjUhni+yR1yJCESeVgUhxglMB0wJiYmNjzwfiDLjCRMMD891bw5M8+Hwj0rzx+jvzxD5vxfNgQXjQjhHRFMtDidMLLWBaWnn69kKDZ2cJhEZiUUDk62jnj+nPFtf8Ow+ga1XW9J99RqVSCaZrY3t7Gj3/844Fzcn17B6CA6Mp6zIzBRpuskxpWyqnLh2VUwrcQotNYFwAI50DoR7MNCd3tHCR13LvvS90A5k4BL77uWqG3jvzIhd7vE5ppxqjgfHB2ahgAWoZBh7TtCoGFhQU8ePAAr1+/xuzsrPxLH1BG9/VimubYchP1l9VNPp/HkSNHcO/ePVy4cGFPn0fdwtqlS5dg2x8Q9TokjDFcvHgRN27cwMWLF987kispgqlNo9H4KPulUCgUisPLsLPdCYt/b9kGw4kjJZxansZ0zoBlaPBFlJPp7KQNLeF7WXCM+O8KADsex44XtS19L8S//sWTzvJpV8diycakayBvabANFtVDp5jNG9hpBGgkRC7Ex0j0wlQEEwC0okqSCbmAq1O4GoVGCATnqDUDbGw38HijirDSANHHO0RIKQXVdPg+YJo6jpo6jk7nWpEuBFwIvHhTxY8vzaFa9bBZbuLVZgNeQkReHFmGFg7C8EOWMRJC4tfJWRryjo6crePklIOzCwXYOoOuEVBCwBEJxvXWcdU0DUVLB6xoolZSyVy8fxROT30BvKp4eFXxsPa83PlssWBi1tFwdsICGEEzFCh7ISrNAF4oYOs0NQJPKjAN68sIZPMsTCFTHqgBi7yDmaZE8d1ECUwHjI8xGE8p7QzoHkgEMDmh4UnMordrt5TA1KIdwUT4bsQBLUzEryy7BGWCZLA78+2wCEzA4bD6GzdhGA4IRt2/d+eMa9t+WpaFfD7f+V0WoUEpjW3AeRvvwDSKwN99njH9/RttYXW89pqjEpj628Ak9COzE8MFmAHUozx0gsTPoCNRZTrT78KV3wTbfg3Utlsr7H5LHLsEMXuidz8ok07SAoCQssi+r6fyw79z2oLMysoKrl+/jlwuN3ILubioolKphHK5PHReoLiy0kSQhYUFlMtlPH78GMePHx+qrPd9lpmmifPnz3eEtQ+Johr2+Wma5gdHcsXlYOpGCUwKhUKh6GdmwoHA7kSl/vaAY5s4vjDVE8XQXocQAtvSsXx0JvqMRIO+lO7+LBVzuHreAaM0+pxSMEZASNTOnZ2ZxF+cX0IoAD8UaAYcW/UAO/UAZ07Ow8lbaAJodgk3CymWdFnannbGwU6rbwLXm6qPNzHRB2eKOu7e+bbznVLeQsG1YJoaDF2DoVPY8PGDMzMtx75oYFwIIBQimkzFBfIswIVT8+BCgHOBeqMBxrRWPxNwbAPHFyaj1mbLti1SGAgEBISIIv37B7C72ya2pWN+utB7vLpWNwyGxZmJTqO6HVnSPqylghNNvmq1u7uvhfZ6E8UC8q4F0rIepK3rol6vw3UdFBwdl07N9iyjBJ31HZ3j2hEbnHOEIY/6XU0f1XoT5WoTr58z/PrxduJ5O5YhB9O4iCJdovLzjoGH5dZ4gWti0jXhGC2bNp2iqBPQ5mq074jOpRAi2m8uIDhHddNG2Pqbc4Ew5NE6rfUmCiZOLE6Bc7SuAdESnaI6GIaGhenibgX7HCNztoml2Qn4vt/JV05a12jrlkYul0Op4HadTwpK2+eLIO9auLS8BEqjq4VS2tkOowQ518HR4y4ISOc77RoKEfX15qZz+LSQ6zwDGj5HtRkg4AINAI0AmCpY2PQ4KimhQq9TooO64dERT5V900RhHjMRWQB4ttOE1/DxH2+8HFjuWgwTUw6OuD5MQ4ehM2gaax3P6HnoGsAPVxYAEfVtIYBm0wMXHKZhwrV1uNpSFN3WNQGzfY8TAEGwewza/fHuZ0Cp4OByikCfc0xcObPY05cnXc8Dy2DweH9uqtb10vprMm/h++cX0H6CzJYGo1EViv2KEpgUUiilB3rgXAgOY+clrKkSmm83e5Zt3v0aJ/7m//4j1Wx/IbwoBxO6LLSoW4hdl0gUpqipTpLXCw+fwPRdj2ASQsD3/diIo0ajAc+LzjmltBNxZJombNtGqVTq/D2uXDkA4G2VQVlvaDoz3z/snNcbI6xVPKMRmKL7quOK0IpOFJoBCA6umaBBEwkT3wYxbYSf/ldgP/83Ud6kdlN49iT46U8H188gMAkAPjWh895jSngw9GTTtvij6zpWVlZw584dXLt2LdEK7UNIEgOPHj2K9fV1vHz5EvPz8yMpSyYwAb15oCYnJz+4rA8ROQuFApaWlnD37l1cvHjxvb8/CmE1n8/j+PHjWF9fx+XLlzNvL80iD1ACk0KhUCgG2diqod5MtgKemyri8autxOWL89N48DJ5sD9XnMCdZ8lR839l8RhuP6/GLisVTMRlK5l09MTtZcHMGP2UOVqgK4q+4YV48baKF2979+nC0QJ+/vnd1M1cOTWNW189TlyetxgePdtI3YbGaGQRl8DCTBEv3+wkLj+5NI3nG1uJyymhePI6eTkAzDUCvH6XfM5zroMv7sVll474ze/r+OJR8jV1dCndRthP2f+9JM5coeaFqHlRx+L4hInrD94lf58AO8/TLc0NjeDbl1uJy08szeLFm+RjOZF38PxN+1zF9w0nSwJb5XrsMgCYmZ7G3cfJ+3FiaQYbXrrwU1qYxf2N5DIAQGSIvIkimWTSUTbSrqK0SDQ/YVm1EaJS8/HV4+RzeuXUNH5140Hi8nPHpnHnm+R7R2MUnp9+rFdPzuPOw0EBrM1PLp/E9S/jprVHzE/lsbGdnEcKAK6eO4IbX7/o/H3l9OgdOBSKcaEEJoUUxtgBj2ASIERg/upZfPu//LJn0c43jz5OnfYZwveAMAQoBQn9zpQKljSglkUQojQxCoGEAQQPAKodGoEJOLwRTEIINJvNRPHI930QQqBpWo9lXbFY7EQdGYbx0UU4v1KH1jejMs4iD0BcXuMOvDlegWlU11F7gppGSfQc5AG4ZoC0Zo4JwwEPmpJuRF9Hw50A/95vgX72h9FzojiLcOU3Y03GBZU3MQRh4CTmHHB57ibptrss5fL5PBYWFvDVV19hZWVl6G23SRJ92nmB2pFTuVxu6LKyCDCUUly8eBFra2tD2dVlEbPiWFhYQKVSwaNHj3Dy5Mk9KbOf2dlZVKtVfPPNN5lzb8nKrtfrSmBSKBQKxfshy7+S4Z2ehkjJTWQaDM1gsD1pp+TWzdJOT8vl0k1WJ6ksIwwjceo/JPMAZadIlntICJF6LDIJTCPQIKS5pjL0TlKXZ7j+suQuGhbZPSXfD/n5kNkiAruRYTK6jCvS10ubSIwoyimJSjP5rk8T7GXPHlmOJdny0QxTSCZhZzu4PQxjaapQ7DVKYFJIOeg5mNpM5AQe9X1WffoibtXvHLwZzXqhlr374iMU1EyY5ZahsYO0JIY8iGzyDPUI+thwzjuC0fb2NqrVKu7evdsRkNr3vmmaHbHIsixMTU31WNZ9bPFIhl/eAfdCkL6IJe1DIpiag8mNR8moLPLaNh+MAIxwEB5CmG7n/iWCA2a+J6IwpjIDvUBRWgC/8ldAX36DcPUvAizhPk76vIuAGuBxAyRhusCURYTrP46Li4vY2trCixcvsLCwIP1+FtLOlaZpWF1d7UROfYhtXDdZBRjDMDp2dR8asRVn/ZeV06dP4+bNm9jY2MDMzMx7lTmqCMYTJ05gfX0dz58/x+LionT9LBZ5o7ZXVCgUCoUiDVkUUFpKGj9mppRG0wdZs7z3ZXlO2oQCmHR1vJPYbsVoYDHbkq8kGzz+ruRgku0n5wJIaRb6GU7IaGJc0pGezlGczz0RHIYjzCD4ZekTeX4IaPL+gB9yGBnWE2kzMZGep2mrkfxMqNaTl2kSgUl6vmSCf6arWnasJXXMUEb/+WQZRX2FYj+gRncPGB9jEPfAC0ytuus7L2GUCgi3dkPb6xtvPlat9hWiFZFBzN0Z2qQwCZo0My6LwERp8rS0MAQCHzAOvgVjm/0YiRUEQWq+IyCqd1s0IiTyd5+bm+tY1o3STuxjUrv3VfRL3zNUsxJeg2kRTJ4P7vug+nA2I0mMTGBqXY+UEFARQggOIXrnlLXzJCWVRhLmQor50+DTxwAt5RhQ+bXTpBY4Yp4zI8rB1H0c21FFX3zxBfL5/EiiimSiiOu6OH78+AfbxvWT9fuFQgGLi4u4d+8eVldXP8iu7kPFHkopLly4gOvXr8O27czHeZQCEyEEKysrWFtb69hwyspOe9apCCaFQqFQ9CNr9ku7BZLlif2wFs2EqISCrbXsrno5VrRSt5elpfA+rYnjJQfvqskWYwDgZYisyObapgZhAfkgO+c8XWDaM4u8dJlKNhCfpZaUkkhQSywjnVH064fUPBBmGIPLUs+GF4JmEI4aQZhRYEonLYLxTSV5YuN2NXmZTGeRXfuya+oDgovee40s1qH951MbY/oAhWLUKIFJIYVSerAt8loQQlBaPoI3n9/pfOZtJfsof5fgjUhgouZux4MWUgbkMkUwpTROeAASep1X8H4TZj6EvRR/hRDwPG/Asq4tHPkt/2DGWE++I9d1MTU11bGs6x/MrVaraDQaQ+Vu2a/U7t9v/dbXaLPjX4MkUVqJZv/xrdegM0ujrGKHUQlM7cY9pQQkDAHTHWhaEwgI3QHChAGAtHszTVwCAIlFngDQYDZoTDeRQEDwMJNIlUScYMEYG2lUUZZzNTs7i+3tbTx+/BjHjx8fqrz3YXFxEeVyGU+fPsXRo0ff67vDij26ruPChQu4c+cOrl69Cj2DGDtKgQmIzvXFixdx48YNqV1gFos8FcGkUCgUipEypIVe3Y/vj51dis+hu5g3O79rBOge6wzDEE3fh24YvVXrqwMhBJYGNDI4GS9MWLj+NF1gihPC+knLi9Spl6T5cFB6msO2/2V9apleMZzAJFp1SIh0E5EwlKXfLz0MmS3wxnjmM5yqYc9nGKZHnAFIFdHa1L0QboZmbNULUejRoQU00nbDACgRoAA4ZQjE7k1HABDwll2fQJpu/KKcnINos5wiMEnEGVlOYXmEUxbxR7bGcJaIwKA4x5RFnuIAoQQmhRRKaWfA+iDS3YiZKhJ0xyyFjfQke/udUQ1Ei5ZFHjENANG5prliyheyCExps5IAEfit1fZf5M+HMor94Jx3hKO4nEdtsVfX9Z58R6VSqWNZp+v6B10X+93mbhhq30aJf/tPkW4nDHynHAoRcIjtDWBMAtOoaFvkEQCUByl+2TxxWbLMlgHKIDgHSRi4F4QBlILzhHmMPBhKYEp6Prqui6NHj+LevXu4cOHCUNd9VlHk9OnTWFtbQz6f31MB98yZM1hbW0Mul5NG8XQzCrHHdd2OVd3ly5el2xu1wARE1p7nz5/H7du3UwVF2bu00WioCCaFQqFQ7C2S5kk1IZfJ0Rm383vJ0nCsaGHK1XE0byJn0oT3HcPzho+dSq9ypFHAoNEseo0CjBC4GoUQHFwACRoXAGA6Z6TvAICaL5/EmiV/jNx6avx9zf3Qm5VHlqT34T2J4EdJ1L8gRMDnQCPgqAccjYB3roVjBR2lpP5Vi7OTNoimI+QCHheo+xxlL8DbegAvFEPnmgKiCXbD6GXS/EkjOOGy/QwlEWdRPeQ7WW34cDHYjmUEmHYNTDoaCqaGvEFgNrdRzOc6dYurog8GP6WP9s27CnzuoWTpsHUWjfe0lj3bTs5lvJGyjErzG6UulkcwpX89E7KxIKmVZ8w2VA4mxUFCCUwKKQfeIq/rIe0EvRFLIuTwylUYebf/W/uetjAzGoGpFcGk6WgLTMxJPiYEACc0yuGSXMH0Qlt5Xw6TwCQjDMNUy7r2+WwLRe2f+Xy+J9+R4v1pPH0e/dI9LYgAzEhoHKdcvjzk4NvvRle5PkZnkbf7O6EUhMdPNyUAODPAwhjBfdh7U3AgzgIPgM9aAw9JokIYAJoZvwxZOn7Jx3F+fh7b29sfFN2TtYxu2rZxN27cwOXLl2FZ6TY1o+JDyx2V2DMzM4NKpYIHDx5geXlZWuY4LDkLhQKOHTuGO3fu4NKlSx90b3HOM0VhKRQKheK7w7j7L2nvK43RAYEpZzGcnM/jyrEilucL0GhvjLilJ4lLEXEDuAFv53ra3dLTrQb+w/2oHWwygtm8gWnXQMHU4BgaTI2CEgLXYDAYSbXB80MB29RQbyaHRPlZxiEO7xy590MWwSQR69oCk04JdBo14+tegLdVD08263j0tobV6Vwmi7o0IsGBgFICiwKWxlCydRwrRqfyXbWJ//r7S2h4IbaqPl5t1/F8q4FGS8XKELQjFxz2IG3XsGVkscjjCSoaowRTeQNF18BkzsSPjxVh6wyGRsFaFetPuaVRglJ+eAvx52UPm40AQL3z2ZStYcbRUTIYKKOoBxw7zbBzDAxGUEsQzYEMt/iQObWy9A+GDYLK0gXhSmBSHGDUSKVCymESmCilYKaBsNkWN4C3N+9g4aff/1i1+2BGmbuItyOYNK3T0mFm8sBuVAGWboot8yrgAcDDQyEwCSEghEClUunYzHULSJ4XXW+U0h7LunZukPbfo569r9il+eo1gN6OFdOTj3eqRV7AISSe8sMwMoGpq/dFuSTJMtXjBaZhu1cpInSTdosdgzYWhIdDd+7SjuOZM2fwxRdfoFAooFhMidhMgXOeWfQ1TRNnz57F+vo6rl27tmf3e3e5V69ezSTijDKa6MSJE7h9+zZevnyJ+fn5PSmzn7m5OVSrVdy/f18qdCkUCoVCMQqG7t8IgpxtwDINWKYO29RhWSZs00DOtXDszCIoowggUPM5thoBQgDLc4Wo/963OSZpW1KZx1SLaXc3MqkZCjzZauLJ1mAbcs7S8O3X75CzNEwWTBRyBhxTg6FTMI2CUAJBgKkTJWxXPfgBhxdwNLwQzSCE53M0gxBB/yh4DPJ8Opl27VBBCYGuUVgGg6kzGBpD0dEwO+1Ab0WjEQCCC/h+gHojQK3h4d/ffontVA/E9PxJwyIAmDrD20bLtcPWccTWcWS+AEujsDUKHQJG4xwgBHgYwvcDNL0Anh+g0fRRa/rY9lzsVBtoen4mG7lx7Usa/UdRYxS6zmDqGnSNIe/asCYnYGgadJ1BZwyaRqExBsZolDt5Jodjyw44IsHIa0WVVb2oHxUCeBuEKNhGp05Jt1RjFFkxhMBWzPXzth6g7of4t79+vru/lGC2aGE6byLnari0YEd9AULARTRZMuACQShgMoEj03mEnMMPOPyQIwg5Qh79/P+z92dBkiTpeSD4qapdfsd9ZEReEXlGZuVR1RcaAKdXhEsMGlgSBLAikBmSQiH40CAegJXdHUIES4rwhVhwMFjhkBDBGzFDDptcypILLNjArMxge8lFN7qru/OozMisyvu+M053NzczVd0HM3M3dzcztQj3iIzIsk8qKiPczE3VzFTNfv2///9+5eNrCOSP+pmuIrkyZDD1/J37h3LsJ+QE0z7Du5Cw2vcEU89jevRABa/vvWn//faTG/uSYCKEDC3iWwY1mAhjgAegUFYXglQQSFKViMw54Dl7nmCSUqLVasXK1dm2Ddd1QQiBHVzDcrkMy7JQq9XaWUeGYbzX8nP7Aa3XqwB8cigE1VPGeFoGk+dBNjaG1LOdgZQdekwKDqmZAHdBZPzKwSE64ihlMrBzJP77EkCLdqQaJCH9bSVkXPmHHfyZEWb3fPLJJ7h48eK2MlS2SgaOjIxgamoKt2/fxokTJ7bc3nYxMjKC6elpfPbZZzh16pSyz8MkewghOH36NC5fvoxisYhqNb42xE4STABw9OhRXLt2Dc+ePcPs7GxfH5Owl99POXLkyJHj3WF+qgpN75GBk51/quUiThyZBUKbTEoIKSGk/24plYo4PD8LIQS48Le5LofLOVxPwKxNAusl2ABsAKstAC0AEDh/vIBHjf7gIQK/Zkfcm0tlrrCM5kzVyuZCksHxNm0Pm7YHvKzH7ldqPsf9xy8Tj2O5RRhwoWsMGqNgzHewU0r84FFKUNAZFufHQUBACOA6DnRDb6+TRysWlhYOgJBkeoRSElOjqHMlRyolnFk8kLAVKBdNLC1E7Qs/WI3AN4dr5QJKRavn+50jSClRKZVQK1u++RyMGyklGk3bX1fqFHPjpfYYao8dLuAJAbg20FyB6/F2oFk0JE6403jzOLnODSWANjuSuH23kDQU7UCOr2JQXH3SO54IAN3/Mf11BtcYNA0wNApD16Ax4pMzlKBWozh66IA/joifTUVA4P9HUCkVcXphrjNvCOla14yPVECZBttuQTd0UELb2ScymOu12ghGai0IISEhIYQED+4Z5wJmsYzaxCS8gCyR0ieEGgDgAY5NYLqWLzDTBPxMQuFvDPDlahFNpJd9eF13M1WkamYgc1UQKe30ZtB5QuLpShNPV5qYGzHx/SsPE4/70dEa7j96lriduxVI7vrPBEKCNYW/TtOYn5FXKfplBAgicnXEf2YUDB1WoGxCgovVuz4oFgxMj1YS+2BoFFOjfgaYlBKIDBkJiXLBwFjFCoKT/U+BIGtJ+vvoBCgY1B8zUkJT1J7KkWMvISeYciix3wkm2ROxMjtfxKu7b9rGwvpnd99BrwbHMIkZ4QQEU/ACo7UJ9ZdUjkDVu1BwwHPfKcEkhEiVrAvHvWmabbLIsiyMj493SdYRQnDlyhUsLi6iXB48rTzH8OGubQIAREQsPjWDKbUGEwfs+EXyMDCMDKbQfmcE0KQH6CYk1SE9OzabyUk0B3aGYBJE636GENqX7bQbT4VCoYCFhQUsLy/j3LlzW77u2yFF5ufncf36dWVGz7AxNzeHmzdv4smTJ5ifn0/dVwgxVFJc07Q2mXf+/HmYMRmyO00wEUKwtLSES5cuoVgsbjlrLQ8SyJEjR44cUTx+uY5WSg2hcrmEWw+TiZPDB2fx9PV64naespgaHykgzhI9MVXatv1EKUEW7TMrLUArAidjRywjPcDHbrmoN9Md6JO1Am6nXGudUSzffZq4HfAlxXhKpouha7h+J/kYI+UClu8mO8APzYzj0cvV1D7MTo7i+ZukMbGJmclRPHy+kvh9lwvYjiJAKy2ITsZpCmwNuyItl6ERGgmGdTwBx+sm1kbMQuq1nKgVcPP+88Ttp44QfJoy5gDgAGd4tZq8ZvSESJeH9HhsAGAULYcDVvockgjqZymumwDguh50Pd1NnHaYtDnkpDwvDSWRoqjBBH9ccC7gt9LdlutxrG0m13gqFwxsNpPJVwAYrRbxYiU5yHRxfhwvVzYTt1eKFt6spfsQbNdDw+6s1fPlR479hJxgyqEEYwycDyNf9l2h+2VUKOqghgbp+i/zjQeP30WnBsYwiRlp+xJ54XudVkYydECV4aRIERYcUMh2DQLP81LJI7+LpE0ahTJ1tVqt/ftO1APZ63gfo/WllHA3bT+KKCqRZ6ZlMKUxTABvJBuPg2IoBFNg3DNC/IhUIUC8JjhhsRWRPMIgY+qqkQGXiVLK2HWsx7qXS3F7caKp6toOBRMTE1hdXcWDBw9w5MiRLX13O/eKEIJTp07h0qVLKJfLmUjpYcxLQghOnDiBy5cvo1wuY2RkJLW9YZM9hUIBx44da0v19R5/pwkmwLdnzp49i6tXr+KDDz5AoVDIdG3fx+dijhw5cuQYDL21Mvqg2K6uv5K8rVwyUI/JNjgzHR9db1B1oIRKQi9E1oh628sWoGooCKY0h3WIz0sQiEIfBKpRJYSEyrhWERG7YRGpzjPLyGI7nPmRJKXeBZUsm+LrHhe9iVN9sG0OI14coAu+Lau+Jo6nJpjS0EqZ92k1llTPFZUtrhavG1wjb+A6UMoW+s+T5RJ5OfYRcoIphxL7PYOptwqklBJW2URzxSeYms/TI0/2KoZZgwmLZ6BNHQItWyDX/zNYKUMWjvJlp3iFCg8Q3paJMiklHMfpk6wLiSPX9UkrxlgXcVQqlTA+Pt6WrBu2I3OvS/19nuG8fAnJBZhB4Xkdw5YZySsslY0p7OQIqEExnAwmfyxqFIAUIG4jEOpggXxlj/EKCc4MaF7PeQ08puO/b7MeiZAYyU2HaCj0fbozWFhYwOXLl1Gr1TA6Opr5e9u9V5qmYWlpCcvLy7h48aKyjtOw6nIxxnDmzBlcvXo1MZMI2DmyZ2xsDPV6HZ9++mmfVB/nfFd0xi3LwsmTJ9tEF2nLaMRj2NlcOXLkyJHj/YCSX1IeIH2zm7L8NgwN8PoD9eZG4i0nU1O/XxmlvUH/sZAg0BmBq0iHsD0BU6dopZ0IAF0hy87TmLbPGZSkhmrQZcr8Ie11ROIx0syiLEuHAX39mTKYFJqPu2HbUUUbWS6VRtPnWqPlwUjc2gEXsq1WkwbXGyywvJmSpbTWSJdnTMNe8LOo+6DKsspQg6nnEDSXyMuxj5ATTDmU2PcEU8yDvlikaLz1jRf77erud2kICGswDQPegUW4ngAxGfjBU2AvbwBeU9WB9M0qk4lzP6siQswIIdrEUVzNozCTzjCMLsm60dHR9t+6rufOwBxdqH/6GQCAMIroylnbbgYTAGGnS3W8a4S8egEedOm2zVlCAE41aD3Zg4RIuMSAhiETZzGPAQECh/RkMMUQTC25ewRTWI/pypUrqcRLLwYhYkqlEg4fPozl5WV88MEHyjpAw3quWZaF48eP49q1a7h48WJs/3cym2h+fj5Wqm83MphC1Go1zM/P48aNGzh58mRqu7Ztw7KsxO05cuTIkSNHHAaNuHdS6qGIBKdjrRDv3jEyvF63Eil/sGbh7lvFWhHA1EgBj16lS0KpsiW8Iax3Py9rQ9WYEhmywXypxOT93r2bP1v2EKM7rYMwOJOWZVRqjMJNUROq2x5GMhyn5QlYGR4ETiZCN7nnm05yX99uJK+flT0blNwZMJtsK3sN8vXesb3TmXg5cgwTOcG0z/AujKN9TzD1vowkYBX1dvCNV9+5Wio7iaFK5IUFKf0Dg5iFDATTgI5A4QGQePn8OVzOcffuXRBC2kRR+G+lUumqd7RX8XlZuOxHNO7eA9AfAaSlFSlWZTC10jWaB8EwJfIMOF2nQqWELTVo6CaYGIAm9D5Ch+xAtJhHzb4MSNmzrJCEQhA6VGJFBdM0cezYMSwvL+P8+fOZyI5B+zc1NYW1tTWlPN+wyZfR0VFMTU3h1q1bOHny5I63FwUhBCdPnsSlS5dQKpXaGWNCiF19xs/MzKBer+PevXupcqjNZhOFwm5RnTly5MiRY79ASSApFfTSd0jL/GnGOIF1RtrrswIDDEahUd9BqVG/Pk8vCILgI879TGJomeTH5qpmJoJpvGYqCSZ1FneGde8+yH4YBrJkQKQhy3VQl8KRqd56GbQjg11F+3f/X8dxYUqOomVBItguAU/I4CdDKecsGUyKE1FlFw0Dw8jE0hlB2kyrN7OVHGi6HJbRPdcYAQoahclI+3nB1zd6+hX+0TmZTdcDZQwaJWCEBOfpb19LkcF7sZYSoKnwN6olSdM3q5BlPZdJFnFA9J5m7mPKsZ+wd721OfYM9jvBFGdIWSW9bfTA9XbViTksDFMir/vuSkiWJXo//XrV63WkCu1xDwTAkYOz4NRQFp3fD3hfFi/vG5oPHgIASI9UgpYQ5QlkWNg4HoTrgurpuvHbwfAk8mRfTSVAoiEZCug+RwKgLjWM9fdmoH5IrV+0wY15vsie0xVUb7e+m0/msbExrK+v4969e1hcXFTuPwwiZnFxEVeuXEG1WsXYWP8dAHamJtL8/DyWl5fx9OlTHDhwoGvbTmcTUUpx9uxZXLlypV0LaTczmEKE0ohpdSZzgilHjhw5csRBGU8/IAGVJDVFCbBm+1LvBMCRsQIWJ0pYGCvgYEXvcvZGG7NTMqIACskM/Kc7b8AlUDYoqoaGssFQ1ClMjcFgBIwSEBCMl7KIcgG1sno/ppDIA4IsjgGlu94PDJbFITLY9Vlk3Qj8cUjh1wlquBxrtodXdQetySLEWCnlCBqqFoXOkm0+x6P43y1NQQgJ2xPYaHlYabh4VW9h1eZDIZgGVRPMsuwfxhpGlcFiuwIspm6WRgmmygYmSgZqBR0Vg2JhxAQjBJQg/jkBoGXoCUo0nc+e1QUc0ZmPFEDFpCjpDG83WyjpFA6XcHtu1JOVZKpMRSBJ1U0fSobSoBhclrGvBlPKPMmRY68hJ5hyKLHfCaa4t3+h1O28XP30DkZPHdvdfg2IYUrkRd/XDBKIcQr3Yn1zA7WUd6RpmkArJaImMErKloF1d3+Re3HIazDtXdhPnwW/dY8zvZBCDimMee56EKsvQSfnBuzdzoALoERFn5lLpIAAhSQMREYWBkTCgwZJGUhkwTBoDSZXK4D1ZEs5tP/50pvB5FGt03zMrdjJuXb48GFcvXoVr1+/xsTEROq+wyADKaVYWlrClStXcO7cuVg5tp2oA0QIwalTp3Dp0iWUy2VUq50KwUKI1KyeYcA0TZw6dQrXr1/HxYsX3wnBRAjBwsICrl69irW1NdRqtb59bNvOCaYcOXLkyNGPAU0R1dcbQSYAJcBI2cREzUKtYmJ2vIivXZzzSRch247lmZo1kK1ACMFEUceLuotNR2DTSc7WZx7HrTtvMFE1MVoyUCpoKBgaNI2CUN897QmJpqOjbDLUHZ5oUmaRMlMRTINm9rwvkIrrkEUijxGgbDAUdAqLUeiUgEoJzxOwbY6bz9bxouklSqEdGx/cZiKEBDXICHSNYUxjGCuZWJwsgxK/j69XG2ASEFzAbnE0mh42bRdrdRdrm06s/HZXG6o+KLZnIpiU81F9EI36xG7RYiiZGgrBj2UwGDqFplF87cwUDI35/iHpBxq2ehgnTWMwhkBWSABOjwtKAFhrCay1BP7HHzyGF2yfqZo4UDUxXjJQMTUcHrXgBaRhvcXRcDnsIFNTeKoMJoXfS3UpVeUdhvEIGcL6tJdo241Muxw5hoWcYMqhxP4nmHr+lBJWsUMwSQm8vXpjXxJMgzhZhRDt+kYeC/MZGJqNOoTjoqr4fqVcAepvE7drCuckkQJCCBiMQvZaKTlyDBGtF6+D3zrzhTAKZiSPUappAJIJUuFyyLVXwA4QTMMgLXTpQdMYhOjVtPavgUt0mFGCKfjcowZ00YkuU9ZSU8CjBhCp9yTDz3oges7Xhf+MFtKX79tNEEKwtLTUlnBLIxeGRYqYpokTJ060yZbeY+4U+cIYw5kzZ/DJJ5/gwoULMAxjR9vrRbVaxdzcHJaXl1EoFHadYAoxOjqKTz/9NJbgazabeQ2mHDly5MjRh7OL06hU+ldMYWJApVzCSK0S+ZxAkk7kzMTkOH6yNgYp0ZYK87hfc4iAoHx4Gg2Ho97ikADWAaw3Oc5PlOGBwOtxIFdT7NqsGC/4BJMKhsGw2nCx2kjf99QIw5N7d0EIULIMlIsWiqYO3dCgawy6xmCC4+LCOAgloISAUBpx7hOAAMIug3PRo84WCFZJn4D7sfML7ejRRr0BwzCgaRokgGrJRNFcSO0roaQ7S6LHNq2WLPzYueRjjFSK+Or5iD+BEETXHpZpYH62k6lOYqxsyzRwdG482NZZD6yvr6NaraJWKeDHPjgSvTpdqJVNfHlpDu2WQxn8QIbONHVISwcXwv/xBFzPg91yYTsO6k0Hz+6N4/VmMrl4dmEstc7OTsdbCun/3F3pqRvLCFAyUCwZKE2V4BUkzNokLJ3C1Ch0jfrkFPUzeExvEz9h6RFysmc+FXT8xIcngc7V7NqjaBmYnhxFvV5HoWCBRohS308DlKtVLByajsg8Bi1JCSGB0ZEavnRuDEL48ub+M0DC8QQcj6PlChw4WIMMpOU8ABsANjwBRAiZv6wx1D3Zdw5RbKRI10XRqyrRtz1lGyVd3cLz9Raer/t9Hy/o+M+XnvV9JyTPHEoxVfRgBM8FjTGQgFyjhKJiSnx4bAqEkOAnPIJ/BysFDV85c9Cfd8FzouU4kEL4ZRcKBn7sgyPBnAoeFJHBqukMnsv75m0URUPHeC05O69WtvDVc0cin3S3UTB1zIxVuyZur+KkZRqYm6h2fSdHjv2CnGDKocT+J5j6+840CsNkcAKDffXmrd3v14BII5g8z2uTR7Zto9Vqdf0eft+yLP+Fe+AoGPGPVbQsGCYD6k/T21c5ArNYl4JDZ8OT+suRI24sOW/Xgo2dz6iR/vojCoJUeB7EWjLBOggGJZiklCgwCcIoHK0KJjmY2wRFmNEk0RQMUaG6sDWHGNCjSt+Dzs2e8+BEjw0RE5HVjATgBLSS3KZI3qDPFF3XcfLkSSwvL8cSPtF2hpVZNDIyklgXaScymEIUCgUcO3YM165dw4ULF9ryq7tF9szOzmJzcxNra2sYHx/flTajEELANE3Mz8/j2rVruHjxYlf2Vp7BlCNHjhw5eiGlxLX7bwEk24JnTxzGzQcvE7d/6QtjWH60Grvt0MwIGhvxTv758WLs5wV9cIKpZmU7BslYeD60p6UENpsONpv95/TRwij+4urt1OMUKcd6PVle68fOLeA7l5PX8+eOz+PqrcepbTBGwWPqVIW4eOoQLt18mLj9qxeO47uf3Evcfnh2DA+epa8dZidqePZ6LWHrC/zY+WP4i5Q2vvTBIn74WfIafnq8inWR3odB68wMY1mfZXTpFEgqUxZm0L1cs+N3AHByVOD7y08St39laQ7fvZZ8v48dnMTtR69S+3j06CE8fb2RuP0nKqO4+ih5e1ZkuV6rdrZaTapswLT7m7b+Mln8cbmQ2Gh4aBSBh89XEr//waER/OhG8v34ytI8vvvJ/cTtH52ax8fLDxK3j5QLWN1Mryt3bG4ctx4mP9O/emExtQ+L8xO48/h14nYAODI7jocvVtt//62vfyF1/xw59hJygmmf4V3UCdpvtYmiiH3JBR9ZJb1NMK3fTX7Z7CVIKeE4Tpswev78OV6+fNkmjlzXNxwYY23yyLIslEoljI+Pw7IsGIbR5TiUUuLppusXhoUvQUCk1iehtXVkICUlByP6e0Ew5RJ5exfu+iaAbu1mpitkE7T07cKTkPWkBeDgGOS5KySgUwIOARANgmiQZhlGax0AoBEJRzJIQts1msIMpiZ0dMdlJY/pLNSP7M1MYvHym11ifoRBBLIW251SwyB+arVaIuETYtiZPmFdpGfPnmF2drb9+U4TPmNjY9jY2MDt27dx4sSJXZerW1xcxHe/+12sr69jdHR019oFOvdwZGQEc3NzuHHjBs6cOdMeP3kNphw5cuTI0YssUmOqmiJeyjFGakUkWZm1khGbY69lJH3SUM5IUinUrNpQBiQCmbzjqno6+9dbsbvIEjM8uKzb7qyHDY3BTcmkUtauUZ7n4PJ2w5DIU9VgyngYbDgCWVZvqkP11nqKwkmRsVQ9n9LqoQLZnrl7HVmWpr1nqXr25cixl5ATTDneb6QY9lZJx/pbP6ql/uT5bvUoEUKINnEUzTgK/w5fuoZhwDRNOI6DYrGI0dFRWJYF0zSh6/qWnarhFQrfXe1kfc0A3PQojvQTymAEcA68J1m/+5mIfZ/QSywIzuE1nOD3zpikKoJJsSgRXEI2Bo84i8OgRKXLOSxKEC4jAF+TXcCXy2OQ8AB4RIMu/WsTzvu60DCOyNJjYNK0e17EyeMB3QQTpx3TREjZ9SwMf1zXxeLiIjQt3owZVsbP/Pw8rl+/jhcvXmB6erpv+zAzmAD/OXLy5ElcunQJlUoF5XIZwO5I1h06dAjXr1/Hs2fPdp1gCgmeZ8+eYWJiAqVSWnHo4SJ6rrOzs6jX67h37x4WFnwZnEajkRNMOXLkyJGjCzyDp17lEHVTWJpK2cKaF7+NUNq3zirpdCj2iKkIsArhCImSyVBXyG5l46HU/VaeW74MC5A+5rJkJw1KiQyFB8hwP3VKAWyf0FA57pU0WoYTVXEDWdZ8CYk/XeAZL3qvHFscVHMtjWBKex6onixeSvYgoB67Aw+73XiGZOhk75jIazDl2E/ICaYc7zlSCKZih9lovV3d0V54ntcnUxf9PXRSmqbZJossy0KlUmn/3utI/fTTTzE+Pq4sQq9CaI+ELy8SajXrJkgqwTSE6CXBQQBY2vvx4swzmPYe7EcP2wuAaPFQpisWHUqCSQB2ffAOxmAg0kIIgHsAQzs7qX1cZgDc8Rc7ErClBh0hwRR8nVBIqoOEdZOGLJHnJhBMUR/LWqMFBCULHjx4gPraSldGZqVSwcrKCj777DMsLS3FHm9YGT+EEJw6dQqXLl1CuVzuIz52IrNI0zQsLS216zHpur4rhE/0XC3Leif1kBYXF7G8vIwLFy5A13cn+oBz3iWJt7i4iKtXr7ZJRdu2USzGyxHlyJEjR47PJ1TZSVn2cVMcqpZlApv935+pmnBinMlTxeG8M7eSBXVovIgbT9ODrbiqoAuALJ5dJRmQL8EyIRPBNCDDtFu3wlD4D1R27M7nL6nJmiwkFcuwJvQ8AagytgBwKaGp+qTYniRLCABrzWQZPqKYpKoMJvW1UmwfhrvpHfDcOb+UYz8hJ5hyvN+IU8gLXm6FUscQ9xqN7R1eSriuG5txZNs2HMd33lJKuxykhUKhK/NoO468sE7GoAiPERHN8/9JkLLKjCw5+MI3JN4Xgmm/433Mwmp81tFj7yaYFIsOxZwUnoR0knW9B8FABBN3YRK/kC8F8QtFB+ciqQ5wByyUw5MMZfjGcLTMsMcMGAHBNPCIIJ3rKEDASbzZISP7acVqW/rl0OHDKOr9BZXL5XKslFz7eEPMLNI0DadPn8by8jI+/PDDLjJip2ojlUolHDlyBDdu3MAHH3ww9EypJGiahjNnzuAHP/gB5ubmdry9KIQQKJfLOHLkCJaXl3Hu3LldOede8o4QgjNnzuDSpUsoFAq5RF6OHDly5OgDTwvjD6CqYdxK8dRqugbECOF9cHAkdv8RazhuHUIIGEnPUghxYExNMMWRYb3Isp5VRfG/h0uYbUF5JTPoWw9qe+1SAhMMRbYdU6X+qIiWIWTMKAmmDEfJwvm2PA4tA8HkconUyyYFpEwfJm5Kl1/X4+vGAUFwZgq8FHk9IEvW6C7IaCrJ1fQdMknk9Rwiz2DKsZ+QE0z7DO+jA3hHIVMiwyKRXl5M0VApJVqtVh95FBJInufrFui63s4ysiwLtVqt/bdhGDt2z4ZV8ye0+/1uyvbLV2rpBJMqCgUZ6jcR4V9DM4NBtNeR12DaO4jOucbd+8GHgPQ690cz0zXmVcWLuScAL9mIHgTbHkdSQkoBQnxJEkp84jg8WljXiLY/IZBUAxFeF8FkQ0dn9if3RQgBpiTHo9J3RqJlTWinV9Esp9gyesGHJ06cwOXLl1GtVmMzi4b57C2Xy5ibm8Onn36K06dPt4+9k8TP1NQU1tfX8eDBA5TL5V3LKCoWiyiXy7h79y5GRkZ2rV0hBBhjmJycxObmJu7cuYNjx47tSru956hpGs6ePYtf/uVfxpe//GXUarUd70eOHDly5Ng/EClrzBAq2SrHTVkrJayNDk/6GbUGAyYKOiqmhoJGMVbQkBavxyXwuuFCpwQa9UkkRolvKxICKQRACCilGC/oeNlIzkQIMV4xlfs4GZiqYTjqc/hQXiUplTsprT6VC6BnO4GEkP58cLjARrMFrcRANS35UBI4NW5BSAkuAE9KOFzC9gQaLkeLhxJ5yVDVYBp4TGUYuMosqAxrviy9tB2OstmdxcgIUDYZqgZDUWco6AwaOCwpgnVf6Pfp9IEAEOB47WoAJCj89aRGJDTiH3PT8RJJ6OcbycGXXFG4zVVlMCkTmFQ77I86br2ZryqfRI4cewk5wZTjvUbseyb4zIpkMHHHxdW/+D64qcO27fbL3jTNLvJofHy8nXWkado7NXYJIcrIuCwIj0AIAY0qZSszmFTWpbpvUkqAUGh08PPIkQPoN9SbDx8BAKhGwSORUZoi0lNlzEmPtwnSncC2ni2B5CTgLw5dLkG0TiyV7COYAA7at5BsCIZq8HvLtoGEcjiZCKbIeSTJ43X2pf7+ke+kPWV0XU/NLBo2MXLgwAGsra3h6dOn7eyenZauW1hYwJUrV3YsUyoJYeDE3bt3d4XkAbqv5ZEjR3Dt2jU8f/4cMzMzO9ou5zy2llehUMDf/Jt/E//gH/wD/Pqv//qO9iFHjhw5cuwvZCk4r1qn2SkEkyv8dz6jBHOjFg6OFzFeMfHRoRGMl4xISKAPg5FUO4FR4E1THfzHCLC6aePRmwZqBR0lU4OlM+iMglLfJc2FhCMkqhlk+ew0Pa0AWcrH5IXus0EZ/5nhGCpzM5qloVECS6MwKAGkhOtxvN1s4dGqhnWHY8OJv/+HR6y+Mdzbip9NR8AoYADoHW4/e24aq00PHpdoOB7Wmi5W6g5ebjp4sdECU4wZtV2tkmUcXG4wy3OE9BBAlYKGkaKBkaKOsqmhYDJMV02cm69CoxSU+PM07sg6FWApdauAKMHh1+8VEvAiUpd/8Xgdn71uwmIEczULEyUDVUuDpVE0WxxVk2HD4X1j0VE8C9w0wh0ZrtU+eERsZy1H9sOJ5cgRICeYcmTGbkn0DArP89qZRs2N5LR9xigMi8GxOSQA48UbHPrf/hcwTbPLUblXMayMmfAYBED0rKWKYFIQSERKSJAE88aHU56EYZZAhQBprkNqOqDvTymiPINpb8J+9gJAQDBFDGqtoCCYVAsCl6eO7UGw3Wet8NwuGQVKJIgQEJHnGZcEnDtAQPas122MFyiclg1QPyq2KbR2HxglicuQOKd8L6Ln4SkJJgJOu1ePqikVZhZ99tlnOH36dOR7O/O+OnHiBC5duoRqtYpKpbLj70VKaVuybmpqasfa6YWUEgcPHsStW7fatYh2GlGCiRCC06dP4/LlyygWi6hWq4pvD9Zu0jv/p3/6p/Hv/t2/w7/8l/8S3/jGN/aFDZQjR44cOXYeUkrUyiZ0vWPbEOJH+xNCQAnBaLUExjQwRkEIgcYoGGNgjEJjFKMH5vy/NQpKqS9pTCi4BD46OYnTXKLhira1uSGAsRhyCVA7IbNK33EJFHQNP3q8rrwGJ0ZMGE0bxYKGgqnDMhh0jYExAkL8c6YU0BfHIWRQJlRIcCkhgn85lygYDAenR8CFhBDC3yb8DAshfNnnkkVQKVl+tn5w/UMb0a+HSWBFMjjCjKzwqjBGYeoduzXudc4YBY/IePW+8zVKUbSSSTVGKUpWsq1raAzlQmR7TCcKloFK0ezbR3AOpvnXt1YutL9KQNqOdUIITINhvFYKxqK/gVJ/PBJCUCqaIFYVlJD255T69j4L/p6taBgvacHxJRDcF845HNfD85freNrgeLPhYN3uD7b72Qsz0FOuw7AgJFAP1CmYrmFM1zBWLWAR/iV59GQFXDdgaRR6kLXnqz1ICC7AWhv48rlFcC7gcQ7OBYQQ8Lh/vsWCgcMHxttjTQjZRa7VKgXM8VG4rgtD10Ei1zP8d2qsCtOygmtL/X8ZBaP+/JgYq+DHp8sglPj3NAgGFPDniyckFmdrODg/ihaXaHmia/XpwX8uuBLQAls2zUMjMtREU9WOe7nhZzfaXOLO2ybuvPWVgBgB/ue/eAzAJx4naiYqBR1FU4NlULBWCxfmC76tT4hPggVyfFICvN5CzZqCCO+RRPCvf/2rJnB8fhwy7GOwPeytZWg4PDMaBDADkL7snoQEYwwFU8P8lK9I0H52RM6rXDBQMPvnd3SfasnE7ETymsTSta7tvVe7UjRxYLLW/jzuOTRWK0JjNDwF6AopyBw59hJygmkf4l04simlqU6Y3YCUEo7jJErWua7/smOMtTOOzITI8tApaJV0OLbvPnUfPN1XhbyHVYMpGgxCwjcZADAtnSDK0jYliWFpwijCKYzBgNdxKnouJDOBd1BcPsf7gV6Hv/PqDQCA9uhw64X0qEslweRxgADCdUH14RRW7m4/uyNbSgnXscGkgARt950RgtX1NRRHJ9r7Nhzux6MF6z5mFgHYMA3DX6UAAGOQxAARLnRNU8S5qc6jM5dVGUwSFF5PjaYkLevo9ZmdncXKykpXtstOET+MMSwtLeHatWu4ePFiX192AoZhYHp6Gi9evMDCwsKuSNaF7/ulpSVcunQJpVIJ5XJ5x9uMXsuwHtQnn3yC8+fPwzTVUjzbbTftmi4uLsK2bfzjf/yP8Zu/+Zs70occOXLkyLG/4HoCGy0JtFqJ+7AywZtNCcRYUiOVIl6XEGzr3q5rBCdbvG8JNVHUkRimn8EUKekU6wkZJVGMlrLZtS0h8eR1PXUfQoDV+8upy0bj2AwePH6ZehxzrISNerL8lhASditZ1o8LgZabrjxAKUnNkvAk0Ey5fkJK1O1k+WyHC2w20+W1K0UHG42kMeXC9TjWNvul/UPYtotXr1cSt9fKBTT4amofGsLAw1ebidvHp0dx723yuM8gYjIUaCkZShJ+7dcnq8lj5ljFwNVHyec5M13A05Xk87QKHbIFdvzYK00y3HudfM+/UB7B/bfJ9xMAzp2cwForfTW20symqpGltpoqUWi1Fd+WGSFCPCHxfMXG85XO9Z8zHFz59EnicausiZdvk+/HwkwFtx6+Stw+WbNw7+nrxO3TY2U8frmWuH2sWsSblfSackWd4dnrZPL96IFxPH2RPP9Klo6nr5L7AAAeF3j+ptMPFeGXI8deQk4w5ciEnSaYhBBt4qiXQGq1WuCBJqthGF2SdaOjo23JOl3X+xx9wrbxaUq7haKB9Tf+i2/j3oMdObedwrAk8qLvrKh0FggBNAPwEgyrLG0ThqQ4Grs2B9HrmCUE4C2A7r8spvclg+l9OIconLe+ERd9NhCNghmqZ1n6dRCu58/B1Zegk3ODdrO75Qg5IqWE67p9pHr447ouDMPAh2dPAwRoScCKTKtatQJXyjZjZlWqYG4TjWBachqaAd3n61EdhnD7Pt8ygnY9UAiquOaEwOkxS7IMR0IITp48iUuXLqFSqaBUKu1oZlGxWMSRI0dw8+bNXZsvhUIBlUoFt27dwsmTJ3e8vZB00TQNS0tLuH79Oi5evAh9B8jUKHrvWaFQwLFjx3D9+nVcuHBhR8g1FcHUbDbxjW98A7/3e7+Hf//v/z1+/ud/fuh9yJEjR44c+wueol4IADgpRetr1SKS3MqLM9VYJ++JyeRAyCwWTzEjwVQ0srmIMhwKUgKmoaeSP+/b2mO/Q20+K9ZIQ+tJOqiio7qiBpPq++qSP+pxq1J25Bn8KR6XUM3w1/VsdYGzBA2mnVXaOeuKk3UUBK/H06+FVDFf7+lzJNdOyLGfkBNMOTIhJJi2A8/zukij3t9DR2BIHIX/ViqVrnpH24FUhNBE6zDZL9Ijp/YahkVoRKMierOVpGaCJBFMWcKTCAPQv6CQTEe9NIk4dzPxXMh9KpOXY+/B3Wj4v0SsM62gzoRQGXMiMJLl2itgmwRTmJXZSxqtrq7Ctm28eOHL++m63ibVo8S6ZVnQNA3CbYFJX+rT4RRWpKZZ73lIQrvmOQeNZCp2FjAu0f0kJ8UzRrnkCRZvLaiJCYEYgimp3R4CSdM0nDp1Cjdu3MDFixd3vGbR1NQUVldXsb6ulpAZBoQQGBsbw+rqKp49e4bZ2dkdby8kXUqlEo4ePYrl5WWcO3du12XixsbGUK/X8emnn+LUqVNDb59znho802w2US6X8c1vfhM/+7M/i7/yV/7Kjmdz5ciRI0eOvQ1XUbAeAJyUmiLlUiGRYDo0HU8kzVWtLF1LhJVRaklZXzOAneEaAIBlGgqCSX2MXKF2OMh0rZU7DF6baBhgio4qpcUGHFRZMktUNitXkCoA4LoC0NOD9NYVGU4hvAy3Ju20vBSSRxW66TjpBJOKbBuUuNwvj5De65/Lc+fYT8gJphyZEEcwhZH1cRlHtm3DcZz2d6PO0UKh0JV5tKNyP4neSQAEsCLVIluv3+xcP3YAQyOYosfsOZ5bmYZhb8TK5BFICEWNpaSwHac2CxAGEWcq7NPok/clg+l9QGiICceB15Ys6IzFwtRYhqOoM5gAQKzHp8FLKWPlPMOf8HlqGEbX83F8fByGYcDzPBw/flzZS+55oJK3u9wKtKijM08IARo40H296x4imVAQyUHReR40oaPkn4iyD2kIizKr5PEA+PWXeozorTRfqVQwOzuLW7duYXZ2dsel5I4dO4Znz55hdXUVIyMjO9qWEAKGYeDUqVP40Y9+hHK5jEqlsmPt9RJ4k5OT2NjYwN27d7G4uLhj7SZhfn4eN2/exJMnTzA/Pz/UY6symGzbRqFQQK1Ww7e//e19UaMxR44cOXLsLNyU7KQQaRlMRcsEEmL4xqtWLPlUS6n/kwWmyiMfgEvAYASOQk9rM4VAi8KKqWsSRbb1U+5k3StQ3a+hkFgZwBQZM2kSeoA6g0mVwpRl1CozmDJkQrZcriSYAN83E1efrau9LFmHJLmim50y51UZRi0FweQpCGvV8ZUZZ4rtewW5PynHfkZOMO1D7IYjO3SOhg7SZrOJO3fugHOOVqsFz/NfELqud0nW1Wq19t+GYewBxj39OhUiGUytldUd7stwQSlt150aBN1DSXZ9KIwinOoszPWnCZ1ggEgxFki/004Sis3ybLu1PikrSgHP8eX5cuTYIqLPxvrt251HQORzvWJBLRKgiKIKCKbGy2d4eu9eF3kU9iH6bNxKVmZIzqsghQC4A0E0MOmBEL/YrycBnXTOV0iJ6EyUVAtEuAMijjBQycGIbBd/bcp46bytIlzoeEydNeaQ/jkf+4xIwYEDB3D9+nW8efNmx98/YfDEZ599hgsXLsAwdu6ZFV4DxhjOnDnTrgG1k5J1vdfv6NGjuHr1Kl69eoXJyckdazepL6EMYqlUwujo6NCOnUUiL6zPuFVyiXOOL3zhC5ibm8Mf//Efd22TUuLXfu3X8K1vfQvFYhF/8Ad/gA8//HDrJ5AjR44cOXYdKoLJ0Fmqo92yjESCqVDQ+2r9EABaiuRXFptHz0gwAcDiRAk3XiTXQwEAl0uUizo2G+nrUVNhq2TLBFHukiMDsviQVGNJdSt2yz+uIoiYQiJPmYmlaD+tXlenifQ2vAwKQS2XI8sKQ0j1PMmUwYRkgqmeQjCpCCJblcGkksjb4YE1lGeM4hiZ1qZ9FSTyh1+O/YOcYPocQggRm3EU5xwNHaSMMVSrVYyNjbWdo/viYad48VvFzhSwV9OL+u01DFMiL6j2Ej04IAUIgHppBnprHbQVs8jYBsHkVachWGgmJRh++5BgyjOY9h4at2+3f2e1EWDVl5zTCjqUBJPiVorAsSCb6zBNE9VqFYVCAaZp7kqGgxQSnpAgmuXXgnJ9sTsGoMkpdK1zfp6QXS97yXRQ3qHQPFBo8KUmXNn5TBI2cKVeQvwcR8F05YLUJWwIJZ8ITp06hY8//hi1Wm2wg2UApRQLCwtYXl7G+fPnd+y9GCVBisUijh49ihs3buCDDz7YtXcxIQRLS0u4dOkSisUiSqXSrrQbglKKs2fP4sqVK/jggw9QKAxHSlUlkWfbdptg2ir+6T/9pzh9+nSslOKf/Mmf4NatW7h16xa+973v4Vd+5Vfwve99b1vt5MiRI0eO3YWryDwwdA1p7lSm60gKZuqrUQtgYaz7ncfgL7MI/CyJuDVIr32gyuiI4vBoQUkwAcBY1VITTIYqg0ndn92wdN6HZZxUGNKZcsUGvNiqPqi+HfwHRvrvSXTGMEVHleN94BMdvAaTL3+Xvo/dykYweVxA1/rtWQpAo37GFwOBgOw/9fa5SEiZ3Ok1O/mp1lJkNKbJZAJq0n7Q6bkrq6VhPEN6JfKGcMgcOXYLOcH0nsHzvETyqNXyw6QIIV1R9aZpolartX+Pc7S0Wi1Uq9V9WHcg/ikvpR+bQRmFYWlwbA/OZhPcdQODf+9jeASTb8BRhC8wAgSSWwR+KMxG7Qiqr26AyJ4Xv1KCqkfuCsBm5YCyT0TwfZPGnGNvIZrtYuoeCqMWmis2EIkQo0YGmQGVakIQpVUgEmMH1GN6K1Bl7AjBISW6si4k1QDhQidAU/oJSmGgqtcjcSIJAyO8na3kBURv72z2mAHNS6oQkBV+XSVC1dfc8URsdK66tG03NE3DwYMHcf/+fSV5MAyMj49jbW0N9+7dw8LCwo600ZtlMzk5ibW1Ndy/fx9Hjx7dkTbjoOs6lpaWsLy8jIsXL267PmIvsr7LTNPEqVOncP36dVy8eHEo9zZLBtN2yKzHjx/jP/7H/4jf/M3fxO/+7u/2bf/DP/xD/K2/9bdACMFXvvKVXauvlSNHjhw5BocqWt/UtdRsAcY0AP0Z64QAm64AI8Bs1cRMxcRoQcfBqonxAgNBP3EkpcSLRrzjVyPBOo8SEAmsNlqwNApDo9AoBSUEhPjBSFKibQDPZKz3NFI28RDpQZq6nm4rZMlgylOY9g6UUmQxO1AC6JSAAmjaLazUGcqg8ATgcAlXSLiRKVUxKKZL8T6Z0GY8OmphomSACwmXC9hcoOEIrDse1m0PjoLdGVAhTxXHHLSRoQaTwvXUaHmoRo8JoGwwjBQ0VC0NZUNDwWAoaRTjJQ2U+O2GLfc9L4QGmdKvuxubsOubqJkMZV2DpVOYjIBRgreNZJWNRgr55G9PJ5i4SgIvywVP+/5A39495DWYcuxn5ATTPsTq6mq7CHxIHIVSaYyxLvKoVCphfHy8LVm33ZoUcTWY9gOyOK0KJR2O7UFKYO3GbYydO70LPRsclNKhEEwSEowQ0NCNGyGRwtcZ10w0Rw+h+PZe95djMpS6jt2j4StKo/D0DJHghACC+xlS+wT5y//dIiTXNzc3Yds27ty5A+POTUx/eABrzyUaT1+396UZ33yEUciUdH3ueoBjD9r1PqgIJimkr7MdmX+CUDAAjEhAUrQ4ECZo0iACMDykIAQMEqGZ74iAYCLdzxOP6NDR7P7yFkEoRStG+i4Omw7HSKH/mSKkOgKwF5ZloVwu49atWzh16tTWvrwNHD16FJcvX8abN28wPj4+9OPHjYmFhQVcuXJlx9pMQrlcxqFDh7C8vDy0DKqtyCBWq1XMzc3hxo0bOHPmzMDtZ6nBtJ0Mpl//9V/HP/kn/wQbG/GOtydPnuDgwYPtv+fn5/HkyZOcYMqRI0eOfQClRJ6hox4jgccoQcEyYFk6FmZNlAsaLFNDwWRgOsV01cJ/uTQFLrsdorWCligJlvYe9GQgixU4Z68+XcemG2/bEkhULQ1VSwfjAtOMwNAZNI2CMQIQAgE/iMmTEi6XkJ6JWlFHy+VoeSKWXNBUBFMmqTHlLjkyIJNEnmI7lUDZZDA1CpNR6IzAYBSM+N8lnGO93sK67WKl4eJ13cFKw+0az8cnFmA3t+dbCsc7JQQSBJQSmJTC1IGaBYRW1KuNJv7KF+dhMJ/YElzC4wKOK2C7HojdwvFDk2i2XDRbLhoNBy3XaxOeqmuVSdqx52+NEZi6DtPQYBoMtaqF2ckKTJ35pK9GoWsUjBKQYM6NFHX85aUpSEIgpAQX8WSJqVPoKlnADGgIgronsOEIAN2k0J9cfo63DQczVQtjFQMlQ4OhU2iM4vmKhxPTJThcwvEEHE/A5QKtgIxPu146o1CtqMW+oYgGQ28GYP7sy7GfkBNM+xCtVguEEIyOjrazjnRd31EH934lmBJTlyMfWyUda2/8KP2NW7f2DcFECBnKPRHSrxtJCWKuV+dv2xqDUVyD1ngb6cTWtI1b5em+XWKzEwgBvBZgbE+W6F1hv0vk7VWSzPM8NJvNWEnPsF4RYwymacIwDEgpUSqV4Dx/htoHZ3Hsv/kZ/P/+q/+mfTxNI+oSTAAIJehN2otCOBxUz1YvaauIuxdSSsBt+fOOsm6nPKF+NiKVgABsSVEMhCQY8Y36jpSEH60aTm/Pz1XsI5hsaPDzNraaQ9QNl2YjmOwEMm8700pKiWq1ikajgRcvXmB6uv/ZMyii850QgjNnzuDy5csolUqwrGyRv1kRR4JQStttFovFoUnGZcH09DQ2NjaGlkGlInl6MTs7i83NTTx48ABHjhzZ0bZt297ytf3jP/5jTE1N4aOPPsK3v/3t2H2yyBnlyJEjR469CSEJFg/NtN8PUvrPdSklhARGR8qYZCNwuYQXOLZtl8PxfDdpcbKKF2sOVgHAE/4PgItHxmIznwxFpI1GstVXOTRqYfllI3abBMGazbFmc4ybDN+/8Tp2vyiOVzme3P0MgL98M3UdhsFgaBp0jUHTGCoaxeHJIigloMTPnALx7WxCCEbKBs4dmwUgfRKNtDU12sctGhrGq511Ye/rsloy8YUzR9p/N5tNGLoBFkiGjVSK+MLSEaSBUtrtBCfdGm2jtRI+On0o8o2IMQ2gWrZ6tnejVDAxXkuXFy5aBmYn+yWeNzc3US6XUS2buHByLtKDbkWT0UoBF074ygrhxzKw46WU0BkFJ1p7rIaf++NWQgiJMm1hpujC4xKcC3ico+V6cBwPjuth9dVB3H6cTAd8+cwkPt0YbH2UxRpS7aNRipWkrBpdw2TJwCtR8jOIdMAsAyZ8EtjQKGpTBcwfroNRAkr8DB7iF7wFAVA0dYzZLbRaTrt8hJC+XcmFfz1rE9OY5JX2MyDkUlvBj8FNCJ1hE+h6DkQx2nTxkwJQ5eA4fHA/hJQSDU4SL+6TVRsNh+PNZn82UqVl4/rd+GdGpaBB2BtgjMLQGDRGwRgFpQRaQA5WScmvJ0z86x1mV0r4v5cLDAWdAcRXIgpnX2g7lwsGTh2Zbq9xCQFc1/PHvaGjWrKwdHSm3aee6Y2ipWF6NH1+jlaKMM2OC534IZ/tv0sFA2cWZ+K+6n+/Wu5Sf+jtAwAUTB2To2WErrm02ns5cuw15ATTPsTMzAy4Qvd52HjvCKYICsVOXvLmvXspe+4tDEsiT8pAv1uKvnorpOf4jfIsKo23HZtDSTBF2qEMdas/yl4m+K4Jd/dVnEruGNw6pJR9sp7Rn6TMzEqlgsnJyXZmZvTaO46DRqOBqVoF914+x/R/+VNgBQujHyyi+b/+EABASLbnJ9V1iBQ9ae4JsLQaZNtE4rwWAkRyUMmDDD8dCCTCKCEQhLZl7vyKTH6mEyP+oqMQcU4QyiJC5gQgDKyn2YbUMOp3KHGhkWXUe5qVVG2tc2rSl8eIg9wGwSWlBKUUp06dwo9+9CNUKpVt19FJayM69gzDwIkTJ7C8vIwLFy5sO2M4qa244xmGgZMnT7bb3I36XyEWFhZw9epVvH79GhMTEwMda6sEEwAsLi4OpX1V9pTnedC3KJ3753/+5/ijP/ojfOtb34Jt21hfX8ff+Bt/A//qX/2r9j7z8/N49OhR++/Hjx/jwJDlNnPkyJEjx85g03bx6HUDQDxZY5VKeLKWLDPcTDAvD4/FBzRoincky0gwzVTMRIIpiqyehqizVErAdlzYTrfzuaZVcPvhy8RjHDs4gU/vPErcDgCHZ0Zw/+mbxO0/fuEYfnD9fuL2c8fncfXW49Q2VHLO508exJVPk/v51fOL+OGNh4nbj8yO4/6z5HMAgJmJKp6/7q/b6OMtvnJuAZdS2vjCmSO4dDO5jyXLQFOxdDGKZdx78jZ9pxRkck/swrKZKUjZpIxALiSaDocrJN6sJxNptZKBlY1wjsekK8KXnmy0kmeT7XBUUnsJrDS9HiozHi2FbGdWyAT/jkaAhpNyLq3kgaVRCo8LeFyg5fTvV7R0rK+upvZrZrSAp6/WErdXCgZu3n+Rst3E8r3nidvHa0W8fpsu93lsfgK3HycT77VSAdfvJLdx6sg0Pn2UTtyP10p4s1Zv/50lwzNHjr2CnGDKkQn7lmBKqcEUworo+27e/XwRTFLKIHMhm5XnaRaEVQOz18JOZG6LlydjazalnsEA0lzvAvs9g2mYkFLCdd1U8ogQAk3TusijWq2G6elpWJa1rczM8B607t6EVq2iePQoIDjGv3gWT0OCiWeLqiMqSQ+XB7k/w0Wcw1t4HkjACPlbBKhwwGGABqQCJwy67BjtHgj0gGBa9wQKemf+EdK9VOGEoieBCQ60YJEx2DkKwpQEU9MTcBMi77YzrULCQtM0nD59ul0zaJgETNx9GhkZwfj4OO7cuYPjx48PrS0hROJcCOfMsOQAsz7HwgyqS5cuoVgsDkTgbYdgirZfKBRQKqVHHe4mfuu3fgu/9Vu/BQD49re/jd/5nd/pIpcA4K/+1b+Kf/7P/zl+6Zd+Cd/73vdQq9VyebwcOXLk2CdoKgrWF0w9iXsCAKwmZFZULB1xK26VOUwpyVQUZqw4WFZ5X7ua2q6iCkd/phpMOfYO9sjSXNUNFcGkOoBqWPIMGUOqeWunkE9RZCGQm0MgmNLmIlOcTFqNJY1tj+yLQr0+yZ8jOXK8a+QEU45M2K8EU5ZigF0E08OnO9mdoWIY9yS8PH62d9y16v+sWZ5GuU0wpTsEoxWYmuXJ2H1kYmoEBTwH0M3UNnLsPqSUcBwnkTzyPA+EEOi63kUehbKelmW1pQR2Cq07N1E9dx6EUkjXxcRXPwTwP4CaOkia7l0EqkWz8ARAAOG6oFvMcEhDXLaKEB6o7J4tFBKeEO0sJhDatRrikkAnvvzlpiMQDYqVPbFwHKxPIg8ABNVBZK8adHY4XLQlONKw0eIpGUxbR5T8qVQqmJmZwe3bt3Hy5MltHC0eSaTIoUOH8Mknn+Dly5eYmpra0bZCzM3NYXl5GU+fPh04CyaNzOqFrus4ffo0rl+/josXL3ZFMm+1ze1kfOm6jqWlpXYG11YzjVQYdtDA7//+7wMAvvGNb+DrX/86vvWtb+HYsWMoFov4F//iXwy1rRw5cuTIsXNQFaz330fx67SxmgU7xhlc0GnsushkaqUEhf+2jbKRLdDG9iSKJkvNvgCQ6d2t6rvMspzdRwGH+x1KG1BhGqUIH2TvwxB2UpEWRHEAlRuJZ6kdptjuCT8QUMVV9cQFxmIYBJOXck4qm7ieSjClPydUJLTfAfUu7yNylZwc+wk5wZQjE/YrwZTlTWQVOg4pk6UvFvYShpLBFPxLSbyJRdp7RSTIjAqEUQR1GhmM/aBIpmbCNvr1pKN9iAV3IDUDjZYD0zCgZTE+3hGGJVn4riGlTCSOWq1WW57TMIwu8mh8fLyLPHqX/SeEoPXgLib+0k+GH8KankT50BS8ZryEQRxqJw+DUArdojBGq2g8eYnn31lub+ce9/W2V1+CTs6lHGkwCCHApEQLGix0Z1/JiPOCUdqlaeIKwGL+NG30FHTuHatcEtAYR4hL9R516a1hxfaUsi4A8LbpgifMn+3WYIoa5HNzc7h+/fpQ6zElSasRQnD69GlcunQJ5XJ5KNJ8Khk3QghOnTqFS5cuoVKpoFJRCW6kt7UVsqdSqeDgwYO4ceMGzp49u62F0HYJJgAol8s4cuQIlpeXce7cuS23n2X/QRZ3X/va1/C1r30NgE8sRY/5e7/3e9s+bo4cOXLkeHdQZTD5tnB8xvyBiXKsBN1HB2ux9lbZUNvVNIsHGoCuZX/Xzk8U8dmTdMkoqcxRf38cpO/DWezKSnUY6+EMF1uZwaTiyRTbVZl1XgbfWJYxY2gUTTf9WFkuaZp8XVak1XHyFFmNm41khRCVD0eVHQVAuRpVXqJ98xzqPpN90+0cOZATTDkyYt8STElRGJGPKSMwCxpaTQ8F3YPgvC05tZcxDEIjNJz87KX4Y1H0x9+1StMoONnlBN3KdOLbUca24IMIAc+xYXsUuu4Xzc0q57fb2A+LJyEEWq1WLHEUZh7Zto3r16/31TwyTfOdk0dbAREcxmSYPeKP7fGPTmPlyqeZvl9aPILZv/yTfZ/Xn7zCxoNXAAARaBXItVfAEAmmXjKBex58NwUBkwR6JNMoqstMCIEgzA8FJRSOAMDQXvpHj9s74xxJYZH+eehAhznAc+bJuoNDNUu539um1yXhF8V26K3eLJyQgBlmPaY0IkbXdZw6dWpo0nxZCBjGGJaWlnDt2jVcvHhx29k8vW1tfPx9FE+fBisnk1YzMzNYX1/Hw4cPcfjw4W21Ocg1mpycxObmJu7cuYNjx45t+zhx2A/P9hw5cuTIsbvorTPUi7R32thIEa9iPj81VY7dv5iBFMoeg0egUz8ISYWpkUIGgkndsMp+ybKe3Qtv4v0QSLgb3E4WR/+uZDCpjjGg/aa6lllq42TpgsHUBJMQ6rIBjlAHpKmQVsfJTiGwLI2mZnyp5Aqz9Fl1P5RH2AfzNxb5OiTHPsL+8BTm6MK7cHZQSuG6+ye7p4NsLxKrpMN1OMolBvvBPRQXhuug2gkMh2AKjiVlu75LLygkRM8ru2mNwmKP1S+84Pj1Urw8HqCIHgqITRcaCPy0bSOrBsQ7wLtceAghYkmj8Cd0uEeJI8uyUK1W27+7rovr16/jo48+emfnMQxodh2Fg3PtZ2W40Jn40gfYvH1f+X1qmpj86hditx37r38GV/9v3wRvtiBcXz9frK8Mqec+oosDyTmY5CAEoBJoQoceiYgVUnbtzwkN5iwgAuo4lL90BZCkjOKAohAniSl1mNuMd5QSeF53cTADwSSRvKjZbgZTr3NH07Shkz5p7+NqtYrZ2dmh1EbKmuFTLBZx9OjRbWfz9LblvHyBF//yD3DgG99Acelc6veOHTuGK1euoFwuY3x8fEttcs63ncEU4siRI7h27RqeP3+OmZmZTN9RPbP3gzMpR44cOXLsPpopBe0BgNBkG6NUMvDK7rd5pqu+vWRQ32FrMAKdURQ0kurMJsSXhScR137a2+vgSAF33zZT+w8AYxV1vaYMZWiUtkimGkz563go2BUCasA2CII60YFEd2iL9R5Wp8B4gUJK36fBpS9b5wkJR2SQXVNmMKVvH4ZEHgDoGdhhlwuwHul2CsDSKUxGYDIKnRJI7nXcMwk3oi4oGCFghPjry0DJhhCSKrO3mSKBZyUECYZQEUxZJPI+LxWY8qVHjv2MnGDKkQmMMdi2/a67sXUkJTD1PLkLRR2QAGUU7sO7wD4gmIaRVRZehvj6SynbCIFTnoLeXFW1AGFV4OnJ2QK95FUvNrkW7AdoxF+E7NUspp0C5zyROGq1Wm2HcJQ4Mk0TtVqt/XcW5+3+JJH7UV57icrJ450PgiE8+uXzePpH/28kSZaEmPjxL0ErFoCeOkUAYIzVcOTn/ze48z/9KbgbRHLV14fW9xDtTCMp2gsFBglBKBxQGAEhzAjgRolXwsCIAxHkLUmQ9hx2PAEjIFX67XgCGTOvGpJhJGPNql60AikFlZPeDfZLclIMWoMpimq1OrR6TFlInwMHDmB5eRnPnj3D7OzsQG1lJYsmJyexvr6O+/fv4+jRo9tqi1IK6Xl48t/9t4CUaN2/pySYKKU4c+YMLl++jGKxiEKhkLp/XJuDICpNWCwWUa1Wld9REVu2bcOy1ARpjhw5cuT4fEElkZfmWtYMDQcMgumKifGygdGijoKh4eREERojfd+lAByFM9sREt/ryTbSKVDQGCyNwtQCJzQjqBkUYwYDpQAIgZCA43E4XEAQ2q7DUiqoM6GzZEJ9zpZt+x/ZFPC3tJkRoGT4Y5EIjo1GE8UCgc0Fmq5Aw/Ww3uJYsz00PYHz02UYM+lyz0WNppIzLhf4xXOzACSElHC5hO1yND2BzZYHx/EwPWphre7AdvoHchbik9J08jfLKsZgBCOWhrKloWwyFA0NJYOhEFwvQ6OYLhs4ULX89RsBkm4SlS5oSpMSwPN6/A4MwPKzNdx+toK5yRGUDA26RkGJv5Jca7gxK2MfpiLLUkUgZSGYlBlj7ykxkz8+c+wn5ARTjkzYrxJ5MlPVUD+DSQtC+51nD3eyS0PDUDKYgjcxS3kj0wRLolGYQM1eS29ASrTK6UXu06QVhBBwAke5EBJEo3s2i2m79yOUpUuSrgtluKLkUaFQwOjoaJtIGtQx+z5BSomRigVmmu3PwoWtXiqhujAN98WjxO8X5mZQPX4ktY2Jiyfx9kfLEAHBJOzNgfsdRTtSj3vBGoIBksOnWSla0KGhBQrf6dDksp2ZxGh3PTUB0p7fDVegbIYEEwEX3K/b1N43JtqWELjQ4rYo8bbpO19Us6KukoXomVeyJ2sr9jsphMzc3ByuXbuGly9fYmoq/fmUhiwyFIQQnDx5sl0bqVyOl7/J0tZW5vnCwgKuXLmCN2/ebDmbKCR7Xv5P/xLNW5/BWliE8+Bupu8ahoFTp07h+vXrW8oSGwbBBPhZamfPnsUnn3yCCxcuwDDSo69V0nzNZjMnmHLkyJEjRx/KlQrOnzyEWi0azNCxCWYOjOFrMxMQ0rfeXC5hewINh+PHT0+j0RNVozMCjW3/PajHfNcVgOtwrPdIW202Pfz7jx8nH4sSVAoajtQMjJEGDF2DoTPoGoPGGCglINR3PFuawJdPdqTQoyabDP6uWQRfWjoUVub1/5WdfYqmjrGy3nFex2SslC0Do7VSYp+rJQsfnu5I9Np2E4ZhgAaZZKO1Ij7Sj3S+ELO+pZR2r+V6bLyxahEfLXXa6D1EtWx1be9FuWBgfDTdDiyYOuamRrvaAICNzU1UymWMVAr4QkobY7UivrB0KPIJaZ+KlABjBBIsYr/6WW/RUx0dK6FSMILPSBefQQCUDI4PDxb9OxnY5EIICCHgcQ5LNCEbOpotD3Xbw0bTxabdPQYXZ6pwkFwXdxikJCUkQswSEEpQMCkKJjBWMqETQJ8oYWKiBI0SFHUGUyPQKIFOCUoaRUFbAiX+VSARifL21RMcG5t1FKxCu8SClJ1xMTVRxlfHKhAC4NKX+3e5hMMFHE+g5Qn8pZOTWE9YC3kAPOE/H7KQMLEDO4K0NRkH8OmrBq6/cXHtTb+Ip1xt4uWjVZQLGioFHZapwdQZdI2iRiTOHrD8dSghIIT699D/H4o6wZdPH4j0INJPCRg6w6Exf+0uow+IYD8JQKcSjjsWfz4SqJUtfOlMZ+wTEDhOC0JKmKaJ0UqhZ3v388rQGVqz3cfvRamgYyzyHArnVYhauYAvnUmen5WiiVqlE3hNSP89MXUNLbeTITvIeyFHjt1GTjDlyIT9SjBlzTG1ijpI8NJ2XzzdyR4NDcMgmMKvu6DQER8hkWTKSKrB1UswYlXE23uhUUyWx/P3SI88CjeH9qFGCVwuYhdSew0heRT34zhOW8YrSh6VSiWMj4/DsqxgYbT3z3OvoTZeDTJ3AkRWKaX5cawmEExEY5j6ya9kamPxv/46Xvynj/0/7MYAve1Hm7gI/g0X6JASIP6caUFDAb4Mgs0lwuUqIQQgtG2tchBo8LP/NhyOKfjRqJQALS5RjAyvpGxCXz5v63i47i8cVRGAawqZGS8mYk1F7KQRMmE9pkuXLqFcLm+7HlNWnXNN07C0tNSW5ttOHbOtEjCEECwtLW07mwif3sSbP/wPAABq6Gg9uJf5+9VqFQcOHMDNmzextLSU6RoNi2ACgEKhgGPHjuHatWu4cOFC6nFV7TabzS1duxw5cuTI8fnAg9ct3H4L4G18FvuPz0zj7pt++5AAcGLsovkMcsJpyF6DCagU04MvXCHxtu5i3GK48/ht6r4HJ0pY/uRm6j5fWZrHX1y9nbh9fnoED5+8TD3G0bkJ3HvyOnH7j184hh/deJC4/fzJg7h6a7A1/vkT87jyWTIx99Xzi/jhcnIfjh4Yx72nb1LbmJmo4vnrJGWEN/jKuQX8IKWNj04fwg9vJAfLWoaGlpdul589eRg37iffj//iyzo+vp18HmdPzON1TF3XrWAr4zkJykNEdvCExHrLQ5TzmizpWH5aTz2EQYCGAwDxkpMj4xV89jL9GFncOY0sqYIZoKqZ9mwjmfTbaLgQElhveFhvdK/djk0X8YPr9xO/e+bIOC5fTw5Wmx2v4PGzNJ8SMFqx8GYt+Vp+cekgPl5ODiL90tIhfO+T5PXMeK2UenwAODY/gduPk59DXz13FN+/njw/Tx2exs0HL1LbGBspY2WjM56ySDHmyLFXkBNMOTJh/xJM2T4vlHXoQQqA+yrdwN0r6Iuy2gaElKCQYIRgUxgoUQ+0J+srTT6vWZqGtv4C1I03qlrWKARLl1dIlMgTHI4gCFMnok5qEkjlhRbZbpMwUso+8uj169fwPA9Pnz6F4/gSbJqmdZFHlUoFk5OTbfIoLx4/fEgpYRh696qCdMaHVqslfnfso/PQaxE5hpQgMGaZGP/wFOTb54AzXPlQKSXGatU2MUaC6K/oXPQkBYg/P+0evWxGqR+GBj/qzaR+NGozEi1LADRcjqLOIseMH491h6Og0NbuheM4eNsMMrwUj6nXjXSZmU2HYyyDTEsUKvJH13WcOnUKN27cwMWLF7f1DNkKKVIqlXDw4EHcvHkTZ86c2dbc3+p3DMPAyZMnt5xN5L15A/w//u+ddjUG99EziGYTNCPZcuDAAWxsbODRo0c4dOiQcv9hEkwAMDY2hnq9js8++wwnT55MvHYqibycYMqRI0eOHHFY2Ux2xALAZiteXvjUgQriypxMFrdm5/SDYNRkWEloNwojo02XxaftZirClL45rznynqFTCmzbIIMeYAiIC3Drha6RdOX1TINbvU/dzSZXrqxTlLIDAfA2ZU220UgOCGSKNYqqvEGmNU7+oMiRY88jJ5j2Id6FU3r/EkwZJfKKevu6Om/eZI5Mf5cghAx8T4QELOanMgsAG0JDgQro0mubdWlXQTIdj0ZO4dDb6yC827pySpN4VpiHShCKJ7XgORCkE80XXb/QQC8c0s/eoIRDowQaGZxsklLCdd3EzKOwTpGu613kUShXd/jwYei6vufHz/sK4jmgjHVP/ci9MEbjU99ZsYCRc6e31hjTfJLXS3cybBXlUhGapkEKARKMZ0EZNOm11zAhMUvgZyJ5QkILwv0YJe0J4wigRAGdAU3uR0GxQMB7o+VhIhLFyhMIprWWh4nS1hwfa43ONVFpZndH5fWvSleaHg718IKqZ3SWZ3i1WsXU1BRu376NEydOpO673TaimJmZwerqKp48eYL5+fktt7cd1Go1zMzM4LPPPsPp09nG9/r//CdAIxJ1Takvd/roPgonss+R48eP4/Lly6hUKhgdHU3dd9gEEwDMz8/jxo0bqdc7SwZTLpGXI0eOHDl6sVpPr+e50ox31J48EF8fMJQwHgSjBS0TwaSqfxsirKWZBtfL4vhWOJcz9SbH7kF1R3b+jg1lGT0gsZmJYFIoqmSp4yQykLSbTrraQ1akn1J6P1Y2k595KmEZ1e0cRsZajhw53j1ygilHJuxfgillU8Q5GHUSypYN99ULGFMzO927gTAsiTxLo8H5+47dpmAgFNClb8ikZTABgE1MPBk9hbm310GEv8jwCqO4VzwKLUP3YkeVFIDwwKP1YXosIhnoGAO+seRwCQcAIxwFPX6RJqWE4ziJ5JHneSCE9JFH0XpHSeTRw4cPQQhR1vzIsbPQnEBWImqp0s540MYmYr9XnJ9tkzlZQSiFcDkIGY7RDwDS8zA5WgX1WmhRHUbQJ4LQOPfrMAH+uA/PsuWJdh05tOcz4AU64HqwoxsQTIT4xM3RiN9fJKZsbV2W8k2zc03SXA+9Cy8h+xcZrxQZTnHISv7Mz89vux7TdkiR48eP49KlS6hWq6hW451Mw8bc3Bxu3LiBp0+f4sCBA8r9vcfd8hLtMfbg7pYIJkopzpw5gytXruDcuXOpRI0QYlvSgWkI619dvnwZpVIpluRS1WCybXvbEoo5cuTIkeP9xWpKBtNo1UrM7JkZKcRaWsYQgixqpgak1LUJ4QqJWkHDWjPdfs0iy+XEpWNtEbuRl5D7r4eJ9Dsmh3BHd4FfivdBRJAlO09VHyeLq4YLqWTU1jMQx4B6LqWdc5oUm0YJmimS5iqCiCh3UN9x1bV8XxOc8pjlHPsJOcGUIxP2K8EkM2YwRUEIgfPw1ueCYBJSgFHW9+JyJEGYr5DlnVanRbwcPYmptzcgjDLulY8BhCoNNx+03xksfFc3j0ib9cpFS/jFMnvR8jjW3ryCbdtotVpoNpuYnJrG5uYm3rx+BcMwusijsbGx9u+apuWZR/scmhNkXpCI0zggmKQQMCbja4IV59WO935I8JYzNMe4cB1Q7kCDzxx1y0ISuCCg8BcHhBBwSfx94ReLLQV6kt02vE9NadTvr+0JWP4fqMc4DuIoJkaANw0XMxUz87k8a0aIsJQFS6vHMSFjZDWcDBG0vchK/kTrMVUqlS3JoW0n05UxhjNnzuCTTz7BxYsXoeuDSuKoERItYc0pFbHlPX3S/YHwF5TOg/tbbts0zbZM34ULFxLJnJ3IYAL863327FlcuXIFH3zwQd/9zWsw5ciRI0eO7SBNIm9ipIjNhG0FS0Ojx3E9XtCG4kUsJgTYxWFxqowfPVhN3aeewak9FIJpCJ5hpTTYwC3kyIwhXGyVpNowoEpQcjOsPxhL72eW+jmuJ3ypiRSs2tmCGWWavju6FWF6kTaXw7VjEpT8UfrmTBlMwyAu9wM+H2eZ431FXj0+RybsV4Jpu09o9/H9oXZjJzCMe0IIidR36cCTnbwlVQZTiFVWxeuxk7hfPQEROPez1iTs200GtVvQMbZ6jyWFjD2+xpgvF6ZpGB8fx6mlM5iZmcHC4iK++tWv4gtf+ALOnj2LY8eOYX5+HmNj46hUKgPL2g2D8MsxOKgb1EMKnMZRmTkIDmaaYIX+TIrC3NYJZQKAO17mOZIGKQQob3Udi4vuRTchFDS6nVAQ4r/InchkoKR7Pos2wdQdjWpq3ePdp6r6z4VSgrur2etMuR5HU0TI4ZQHwabT7bzozWjiQkDIbBITUWyF/AnrMS0vL2/pmbpdUqRQKODo0aNYXl7etWcGYwxLS0u4efNmW+YzDnxjA2J1teszyf1FbetBcnHeNIQyfZ9++mni+e4UwQR0k1ycd4+3vAZTjhw5cuTYKhyPo54SzT9Sic/YJQCcmPfg3BYCeNLQa9el4eCYOjvXExKVUroyg5NBIk/Vq3z1tLewF2Itd0syzUqpR8ZlIDueAk1hu2aRv3O5eg75hxl8pqR1p54iw2cqMrWUoorKBKbBb/heqNuVI8fnHXkG0z5EXoNpK0jTyEPi29B99iR+wx7CoISGEKKrICMj0SwhAkEYmOSp+ca9W96ykW31Rcru1HDOfWqpVyNcSNmOaEobjaMTUyhoFDyyP4GfSUEjhqLLBZqeQHUL0l859jaICJznoSye4ECYjyc4QBm0ahW82SFMjPFRaMVtOJHDWmCQEIKD0u3p53PXBQjpeyFTSMiIucwoAY+sDAQoAA4KCTuS4keArrHP4c9voIdgYv4ciT4HHE/A0LrPgxKC55tuZtJmo9VNYLgpBNPbnoi83l3tIJrOExKGIkowiq1mF22nHtMgtfomJyextraGBw8e4MiRI9s6xlZRLBaxsLCA5eVlnDt3Lrbv9qOHfZ9Jx4/Sdp48gnAc0G3IgB44cADr6+uJ9ZB2kmACfJIrlAo8c+ZM+9yzSOTlBFOOHDly5IgiLXsJAAoFE3D7nbXHZ8vgAhi1NIxYGkoGQ0GjmC7psBgBSPzStOFybLQEKPFtMkr8ZRMlfmY7IUHQIIAC8+vqciH71B+imKxlI7VGKgVspNSbkhIwdAbHzSbhlXiQHO8Nhhc85et8h4FmXEpw4f94QsIo6zAVtuMHU8Xgu/6ccIWE6wm0hETLFRgv6niyljyfdY2AO8nno3IhZMlgsl2BYsBJMwAFg6GoUxQ0hoJOYWoUJqWwiIBOA22K4EERDUwkAFxJsCG0jrQ6kf4zAgAlEmstDs4lGKV9PpX1lCypFB6urx9xoEMgf9RZivlzJEeOd42cYMqRCfuWYNqmgeO8fD7kjgwfgxJMnvQj3UInKaMEXsR57UkKBo6Bo2V6yKMsECC+GFjP96L1WdIicEL5vGh6PSH9ps+GI8CIb/ypIpRUeB8ymPa9PKDws4mklB2CKXpPAoJJr1XRevGy/XFxfnZ77RECqmngjge5vgKMxNd3Uh5GcjjQIYkOXXbIGQYJTwCd0kokWl4JHCF5KuHKzjgmhMDlsh3J6gkCRoKaTJHHuKFROJ7oqlnWjCOYgn83HYFKhiLUr+rdBFNaBtObnvpKvbKXG4E8CxcS2AJ/J4TY8nien5/HJ598glevXmEyQUqxt41BSJGFhQVcvnwZtVottj7QTmBiYgJra2u4d+8eFhYW+ra3Hj7o+0y2AjJWCDiPH8JaOLbldgkhOHHiBC5fvoxyuYyRkZGu7TtNMAHA7OwsNjc3u0i9XCIvR44cOXJsFRtNF2cXp9BsNlAulUAoAaMUjBFojOLIXA0njpnQmP8ZIQQcwIdzVRyfqvQdr2iwrgC4XjBCsOZkW4f/x2vPsRY4igkBygZD1dJQMjQUdIaCwWBpFNzxcHLU8tslBC734LoezILVcegLwBVlEM59pz4X8ISEEKGjX4ALCb1oYX2zCSFlrCyy0jG8v5dPnyuEaxFdo2CUgJLgX0qgMQJKKUqWBrNkQmMELPAxMApowXe568CuN2EWCmh5HLYr0HQ8rDU9rNZdvK23UIbEhps+MKbKOtJyZwikskbSz5ybxVqLQ6d+XymRkNIfk1xIXBq1YLvCr/0sZFtBRUp/P5MRlIuAaVntsgOEEF9NghKMV0ycPm76ZDANa3/7/5PwfRsnpkpYOlDz203pq0kl1LF2pDtAV0Z/Bz57u4nrrxpd32DEr9/2ZqWOosfhOk1MjNbAGA2eDwCTEmfnyhDSX9dx6Qfu8uC6GAyYHS9DCNl+DoTXTEgJTaMoFwxfLUP4VFDoN5EAdI21158hURR9LoT+qt7nZHQf1bpvv7g5eru57/0zOT5XyAmmHJnAGOuTltkPSHP4SykTU2l5vb5TXRoaBiE0eEAWUkIAIXxHedRzDb8Ok5HlfaYgkDzPg6aqMxKptSSlhAeKOBNLRgq0pGUPRPeLQkgJFnzueAIOlzCZX+Ol0JN9sh2H534nmPY9mhu+8nR0bETqsMmgtpfe49zeLsFEQEB0HbzVglx/sy2CiXMRyN5JeMwAFww6t8GIH2m2ybszdygh7akhpW/0h8M9Oo5tT8AMdPE8CURVU8LrYzKKhttNMNUdFzWre76G1/LZRgsVUy2p8rjeHQGXlsHUSxT3Rvq9td32MUI3f5Z5JqXc8vwlhOD06dPtWkUqYmGQDCbAD9w4c+YMrly5gvPnz8M046OJh/1cWVhYwJUrV/DmzRuMj493bWs97M9gEs3O+9B5eG9bBBPQqT919erVvvNVZRINC4uLi7hy5QrK5TImJiZyibwcOXLkyLFlvNj08ErqgFXDJoefKt6GwIcjJbxsev4aKxJHc6AWL52nqjezlSC4U1NlfO/hKgDfPtxo8SBYpztLY65s4P976ZnyeEcKm7h583bqPiXiwG50bAVKiW8j0yAwSrjtoKd2sBQ6klaGRlEudNtAvZfEMnSUi8lZVzpjqJQ7Nqrg/vo2PI6haygVujOwu53T8URX1AbTGEPBTF7TMkZhpWzXdS11OwAYWvw+4bqUUaroQ38fo+dgGhqk7M9UiTr1ifBAJW+TKL5SQ+cYbqOOzTcv+44RosQ4njbXErcDgF0wse6sJG7PYl8PQxLN0CiEzdHi/lqsFyuexKMUmfAjNQsvpQE0BeL0VayygZaCHJ53eKayAgLqWDvVYVaa/feeS19R4v6LBn54J7gnj7rP+fR0Ed+7kvwcqCyO4tHj5ABtZ9LC+kayf811CrCd5ExJAOBCS63r+774Yd6Ps8jxeUVOMOXIhM9bBpNoNreVebObGMSx2eXUDSJoeg8nQMC5gMZoqvwXkRySJD9KdF1Xvygj5JaUgEdYbKp1aFNwRXZCKyCOeu3OUCaPED97yT8WoFHSJZ8nhIAjAB0CbAtO6vfFsNmvoOFiJnIfZFDuNPgDAKCPjrS3E8ZgzUxvs0ECqunwNjcgNla3/n3h+XKQhPiZVwAkZbCFgRIcUAANV6Kmd+Z717AnpEuT2/YkCsGa0okUpm1FsqAAf/5rxI+623A8jBc7C9HemkjRNm+9beLERDrB1HA5emtCewlFcr2Yd0pvttOqHclg2gK2S/7ouo6TJ09ieXkZFy9eTCUftpMl1QvTNHHs2DEsLy/j/Pnzse0NSmT1ghCCpaUlXL58GcVisYtA6c1gIroORGo2te5vrw5TCMuycPz4cVy7dq3r+u5GBhPg2zJnz57FpUuXUCgUIISApiW/v5rNJiYmtpeZmCNHjhw53k88Xmmmbm8myCyUzPj3jeoVz7ZgAxweLbQJpjS0MtpVuqEIEoRPrEThO4Fl298uBGCn1HcpOy42m+myg7bjYrORvI8nRPp2T6DeTHdgq+ByjmYrpY6lELBTtruul7odAFqp+3BwIdL7oOijlH4baeBCwstQW2snkcUkHIZlbCgaKhrp21USebbLUVbEKW30LpwS4AcWKuatYvObZvLYWNlMnh877RHbDZfbvvHS7JuO5sjRj7zwSI5M2LepmdvN8Gm1AHtzyJ1595BSwukt8E4IGvU6Wq1+o7wRLAZoynU09HSeOtvQ6ezkgYCDBfVluhGu11wF17np8Fgd3lAmr8VFO6vCE76UXtQhH20nK7G6b+fIewTihJFR3XIA7e3BH/roWPsza3YKVNtm5gQhILoG4XFIextZj14Q3YqeiLSAzKWQEPAJonaTkF0kjAsKFhJMEYeG3UXqdMf4hd/XGemLZKvHRNmF325xCTeBLApx+Xn/dXASHC2NmImcJH2ZJrMXh0FImVqthsnJSdy5c0fZxjBIkbGxMYyMjODevXuJ7Qz7+WIYBk6dOoXr16+3s5OllH0ZTKxc7vq79SC+j1vB6Ogopqam8Nlnn7U/2y2CCfBJxKWlJSwvL8N13dR28xpMOXLkyJGjF4/fJhNMI0UdGzHBOhPFZDkv1Rt+KybAZDlbbaV6TB/joKcEYYSgCi97HoD3nkExHodhsWbKThpCQ6r6rgWFn0OVXWhnqE22mkL6RNErIx6H9D1kkKkVj1cbyZlaVHVkRddU93MY2Wg5cuR498gJpn2I3JG9BaS97dI2eRxi9dXw+7ODkFLCcRysr6/j5cuXePjwIT777DNcvXoVH3/8Mf78z/8c3/3udyGkL8sVRaFYhBFTuF0rlPx/UxYOKlmHTH2P/O5IAo8wcNLfpgjup8rX3PRE4j5cCGxGneiEQAT1msK06+h3s5JM+bzcA3B9klRlfutjHVmw4tw26y8BIJSCaH5kZ7tOTVYIAQkJnfga1TQiq0ApBZdtMUjYkSrNBAStyPx1JWnrcUdJpd6Mn0geV5tM1Sntc4IYrN/Ejw7ttz2EVLSVtZaH1ZgovFYCKbXe6o+gjBJYXb9vkWAalLA4ePAgms0mXr1Kfg8Mk/g5cuQINjc38fr1675tO0W+VKtVzM7Otokeb2UFfHOjax9a7M5Ycx49gPTSI1+zYH5+HpxzPHnyBMDuEkwAUC6XceTIEbx48SL1HuYEU44cOXLk6MWTlAymxdn+GksAcGa6HPs5kKV2CMnstClb2QRqmp5AMcO+WeRrVXVu8iXSewZVEs0Q+ER1raEM/FKGgacrCKKCIoNJ5QdpZKidtpKRYMoS8pp26dOWUhTA243kDCYVSRynPLMlZC3LkCNHjj2NXCIvx3uNQSKm+Mpr0Nn+IujvAiF5ZNt210+z2cT3v/99uK4LQgh0XYdlWbAsC6ZpYmRkpP030zRw4UfaND2vK2OCEN+pzIjsyiBwJYEk6VErKlnwLLcguktLMnDQ2AwmIX1HpKr+UtMVcDwBI2bB0+ISXo+FxoWEzigcIWD0mEgSgCcAnfgFbV0hoQea4hQ+yRBtO8c7gpQgInB8R8ZGr6QcAGhjnQym4sEBCCZCQIP6YnJFrWPfBe76tnRQUolAQkoBEhCrHmEwwcGArmgzQvz6YaWgbpIrKAxG0OBoF50lhEBnFNGqatGCry1PAqafwRR0ob2foVHwgHCNw/1VG9PlfjIaAH70LD6LKynj8HWjf0EVzVRqRKL+Xr15i8aLevu5d+DAAUxOTsYfGIOTP1nqMQ2TFAnbu3z5MkqlUld7w8qUisOBAwewtraGp0+fovqqX0+fmiZkhHOSngvn2ROYBw8P1C4hBKdOnWpf390mmABgcnISDx48wIsXLzA1NRW7T7PZRLGorjuWI0eOHDnUcBwHKysrKJfL+9pmfpxSk2VmtIA4DYyDI/H1lxT+6zYKGkHdU18zbQvv0tmxAu483Ujdh2QgmFRy4nviVucsV2bshaDJ3eqDrmCyLD19/FOFI6QRE0zXizCoUDVNuCAAG8C3lcIwGUxBESkmcZxyTBd2IevtfUV+bXLsJ+QEU473GykvQ9XChq+/hVp1enBIKdFqtbqIo+jfoXyRYRht4siyLIyNjeHly5e4ePEiNE1LNcS4kBBSttO4W56ETrsdsBJ+FE53+jWBJL6jOsluoCSLSaS4BmGuhpRB5Rk/iynuPLgkqefqCt/EaXKBuFjBZszizBOAzvzskLjMcQHfyS+lLxFmBYstKSU8LqCrBJj3Efbtgt/pRJN2jY+Y35lugJWKgBAwxka33yalfo0aANhchRSii3BMguQcELxTVwkBORTprgsKExwakbBFJ8sO6M7sEQB0inaBaRkcz2CkiyiKrilCabowai+6n8kIbJejaMSbB082HDRdjkLPgutVw0Wzl7lNvwrtOmhRrNcbQFAE+/nKOkIzxeMSlUoFk5OToJTi8uXLqFQqsKx4h80wsotU9ZiGLV1nGEZse8Oo9ZQEQghOnjyJS5cuQd7rr69EDKPv6d56cG9gggnwo6LPnDmDTz75BJTSXSeYAKBSqWBzcxPPnz/HzMxM3/Y8gylHjhw5hgchBDY2NvDixQs0Gg18/PHHaDabuHv3LkqlEjjn7XXPXoXLBV6uJRNMBUvDpt1/DlUrflWpktgKYWYkmASAsaKOtzFBPL0YH7GUBBONUZTo22fQddAurD326erm3WDgizX41c4yLYZhGasymExNkZ2nOH7TFZnIo0wEUyaJvOQeOSky55riOqjUXOQulGpXnX4+x3PkePfICaZ9CkLI/nUE7yIGccrxtdWB2xdCtMmiXhLJtu32y9o0zTZxZFkWyuVy+/e0AuS3bt2CrqfTYEIEElxdZBKBwyVMrfv6kJjCkS5oqvGUcV2U3se2GBgAUIAAjuw/L0+gL/uoF61gh4bbfy5CxEvnhQabRolSisvmEqH4BSEEVMq2ozmck1wINF2BksH2RBTY5wGkuRL5g8b/TjukiF6tQisXBstyoRQkmJ/CcyGf3wU5cEz5PcldSPTUXYIElR4APzsozOBjxB9nLS5RCOZrNCOIUQpNds5BSH9OGozC4RJW8J1oBlNIsnYIZ9EmjHRGsd7yEgkmAPiT2yv46nwFMxVf519KiUvP02vWce6Bsc4x1zfi96d6p3ZAixgIBSGqIyOYHi8Gx+I4fvw4lpeXceHChVhiYljkT7Qe0/Hjx7u27UTWTa1Ww9TUFG7fvo0TJ07sWDtRhETPZ3/8R31BFVRjfZIczoO7wE98bShtFwoFHDt2DJ988slQjrdVSCmxsLCA27dvo1gsolqtdm3PCaYcOXLkGB4sy8LRo0dBKcXHH3+Mjz76CB9//DEqlQrq9Tocx8GlS5dQr9dx5coVlEoluK6LtbW1PbPufbZqJ9aLBAAes2qqmKwvgyZ8q+s0fk3fa8P4qgzZvLgnJ0v47oNV5X7VhIz0LtAMEnnvIEAkx7vDMGaiknDJYsPH7RKZSxL9KiydGRSoWigcGXFqKMo+9B2DpNY+AsIMoOSDMXSCEVOPk7JDM6WItWoGKwkmRc/UdeZyf0mOHO8DcoIpx3sNc2och/7Wf4Vnf/K/wI2R/0mDqK+nbxcikTiybbu9WIgSR5ZltaPuLcvKpGu9XXgeB6UEXJI+uStKCBqe6IvKieNWHEFh0WSjQmUOZDFCw328iKM8TspAwq/DlGaEhM5zL8YQSgr8C1PGuZCpjuk4gosGNZxCuFyg7gpI+LVnLK2HRhhy1kMOH6QVISyiC93otY58rteqKMwkS6xlAqUdiTyPQzy+CaogmDjnoJLDEQTR6U/hqx6EMa+EUkB0NK1tT6IQvLF5ZGwzSiC8zjl6QkKjBDolaHocVjDHvZ4Vh5SdRVXD7RBMBqN4vtnCTMXq2rcX33m8gSOVBs5OlfDgbV1J/PZGwFKzAKBfUi/az83IQigqnSelxMjICEZHR3H//n0sLPRLmQ6TlDl48CCuXr2K169fY2JioqsfOzGX5+fnce3aNbx48QLT09O78swoFAoobKyjT8gj5ho6jx8Ote2xsTFomoY7d+7g5MmTQz22Cpxz6LqOM2fO4Nq1a7hw4UJXPcJms5kTTDly5MixQwizVycnJzE5OYlXr17hC1/4Aj7++GOcPHkSjUYDL168wPPnz9uy4M1mE59++ilKpRI8z0Or1drVPj9daaJoMF8aS3KYho6Cwdo/R8cLOKNrKBoUlsZgahSjBQ2zZa29Zoq+07kQWLHTHb+UABstD7deb8JgBCaj0BmFTgkYJdCCfynxf2arJg5UDHDhy4K7QsDlEg4XXeRYMSGrqhtq+0MpkZehlRw5CPyMIVOjkFLCoH5eTyiR7wp/DLdcgZYnsDpegMb8MS1EZw0VxXxBxPNQwb9GVcdoYRRS+j4GHvzrCQmPSzxZ1fAzZ6fR8jhant+ux33JfC4Exgo6DtZ06LrelstjlEBj/rzUGMWZ6RIY9eesxvw1msYodEbAiD93JwsMJZOBwJfh71Z4DwJxhYBqNt163cS6w2Ex2n5WmJovnf583UZFI0E/CQT88+VCQioCbLliobcbAQB7JcggR44cycgJphxbwn5zjhNCUJ2fQOnv/O/x5pN7ePW//K+QTrAQUbyjvPV1vH37to84arVa7evQSx7VarW2jN1OkkdZ4Emg5XSMKkbRJjsYAdYciRGz+37Gy8Ola/KqiltmQdhLVw5+rGZQt8WNORkvwXgKP3eFSF0k2Vx0yZOFkNIfa5WR0S6neItL9NbPFRIgUio1m3NsDcSJyJVEoy2D3yX32vWNAEAfGUVxvl8Sa0ttEgIEWTnCdSFXXqTuL4UA8VoIhfFcEcjbBWBEthdHGqUQgoIExnQrMuwkuolQEZmDbjDmdEbwpskxGjgPfKK5QyLLiGTmhuNhvOjvR6XEs3UbZ6Y6mRwiQffg/gbHir0OB+pnXa904Kodr0nuBPO2dxERN3ePHDmCy5cvY2VlBaOj3VKHw3xXEUKwtLTUrhcUyvLtVGZRb/2n3ahPJIWAeNZfRyzuCnrra0NvX9d1uK6LZ8+eYXZ2+3XRtgohBBhj7UyqkGQKr3degylHjhw53g3CtVUoH7u+vo4vfvGL+P73v4/p6WnU63V4nocbN2605fZ2Y436WauIL56Lf08tVilOTFX7PmduA5TES/rW63VAS37PCPi2m2M3cT+l9lMUzuoq/uzj+MBKP8vdz6pwdQfF1gswSsEoAaEEmuY7uSn17cbGygoWp6yOrHO0zqn/AQy4WDoUscN69L6EU8eZI50AHUK6g5d0jWKimp5NZeoMpaPx9RIBQLg2zh7tBI6F8sJhf03qdW1Hdxf9WqgKMs2iAmeOJgenCddO3W7pDMWU7UB4LTrZ/OGlFJyDMgZ4Ns4cST4Gg5u6nVKfjElDgXmp99NrruHkgVCIXrbvpW+7ExRg43BFgwxqw0r4Uv1S+PWMBRdovVyBx6lP1ngSjifQcjvNzJkcvFpL7eeHMwW1jeYv0vs+Dj+pr69DFmoA8X0aobUd3oHG5gZGqvFzFwA0pwGzNJ3ahUM1HdRIPgYAtJp11Aojqfs0GnWUFee7bjvwwLApBOACUdrt+zef4v9zL15BYoY5WHu+AkP3iTFDo9Bo8BygwEarjpmCB0KD60RCaXcCAgKnvoLF6WK7vrBfeMD/nQDw7E2cnOt/NoYo6BynDnbGXNxMZLS3lEM3qGfj1PxI1zH8IGAJSiik28Tpw2NJX4fOKKZGzMTtfj9J6jG4oo2CIVK3h/2YjfTj5vIyxIa/Rms0GvjhD3+4I+vC3/iN38Damr/GC4M9kjAxMYE//dM/HXofcux/5ARTjswIJcD2E8EUgjGGqQvHMHLiEO5+8/8J78Vz5Xd4o45XL17AsiwUCgWMjo62yaN3UStiq5DwiaSQZ/GEHyXHqG8wCPh/axEiLEn/l8vk81UNh1CyK30f3/poyXRHdWi4Jh9HwuZhBlN2gom3DeD0jjYcjvjscgmzUALM7kh3Ibod3aFcYcT6yjEkEO50/oghmCB4l1xecfEItFIGaRBVu8H8EY4Lqcp65C5YZIY5kkDvmXHdxBEDJRyQPmEcrpE04tcKCxUuJaEIZ26LC1TAoFGCVZvjYMSW14iEE5C4m81mmyx9ud7EkRF/7DqtJjZd2VVPigR12OJmz4YHmJksie65+7IeXxsglLjslaqMm7sh8XPlypW+zJNw+7AQrccUEhA7+T7UNA2nTp3C8vIyjh07tuPvHPf1Kwi72b9B9MeDio30cb4dhKTaj370I5RKpT6pup1ClLwbGxtDvV7HZ599hlOnTgHIM5hy5MiRY6+BEIKRkRGMjIzg6dOnuHDhAr7//e/ji1/8Yqqs+LBw/QdPASee6DkzPxH7+dTYSOLxyuUyVlMymEKMVCuIy/yOw8TEKIB4gklIwPb8zPiDIxW8XG2kHuvi4iRuPnyTus+JAzUs300Osvqxcwu4djc5+3lqrIKXb9NrQR2dm8C9J68Tt//4xeO4tvw0cfuFkwdx7V5/IE2IXtIrDueOz+P6vVeJ2796YRHX7z1J3K46BwCYHq/ixZtkO+sr5xZw/X7yeX50+hCu308+T1PX0HLjg7xCnD12ANdS7uePXzyBa3fuJ24/cWQWD1fSlWP0aWC1mdyPaq2GFcX9KGawz1R2erVWxVsnefvYaBVIsXsr1QrwKn0OWZaFmLKzXSiU4ipHd6NYLCEtQlpKwEsJ+nNo8rq3Uq6Ay1doOjJoo7vD5XEdD14mX4cPj03i1pPkcfeVM/O4+Sh53J44NImbj1YStwNAqWCg3ky+WR+dnMeNB8k+vi+fPZy6fbxWwpu19GfssYOTuP3obeL2r547mtrGqcPTuPkg+RkCACPlAlY3O2uy00tL+OIZv/btpUuXsLS0BNNMJ8K2g29/+9vt33/iJ34CP/jBD2L3+9M//VP82q/9Go4dO4a/+3f/Ln7jN34jdr+PP/4YX/nKV/Bv/+2/xS/+4i8Ovb859ib2vpc8RyzeBclDKVXqr75reJ6Hzc1NvH79Go8fP8bjx4+7thtFA9aFDwCo02ylbeP0sQUcPXoUs7OzGB0dRaFQ2PPkkscFOBeQsr9wbJh8w4KPmz11ihgl8cRMSnuqoZglnTlM+G4pHkkOT1f4dSJZS57sbztJ/pgQv/YSSzkXhwu0RNDXnuNSAFTvN9okZJejPIz0kdInm3IMCZ7XXhVKKUDCrKUISYKeotHWTHq0mX8A9S4k0OYWjgPZakImFKcWgoMKL2KuSzQF6Yme7B6jnLLImCTdtcKimXSEQAZZRnXHn61Os4mNltf1zLabHWOVS4KC6Y9ZO0Ig+w4M9GXY6QmTQ0hkKs7cu0s9QQc8PP+G030dk8hh0zSxsLCAGzdu7Lh0Qq1Ww/j4OO7evQvAfw7s5PugUqlgbm4ODx482LE2QrQexjt+JO8nAvnmRiDTMVyEtaBu3rwJx0lZ7Q8RnPOuezg/Pw8hBJ488R1Etm3nGUw5cuTIkQOAb4s8WkuW5Kv2yhYESKvzkn1FT1DWs9kcIqOfgGdQjsi2XsmD5nIMF8NxdanHrqqZXonvXgxrOR+nvLJ1pB/j1Ubys0spkaey+xVrMKK40vkTZH+Ac45f/dVfxZ/8yZ9geXkZ3/zmN7G8vBy739//+38fP/VTP/UOepnjXWJve8pz7CkwxsATnKc7DSklXNfFxsYGXr16hUePHuHWrVu4du0afvCDH+A73/kO/vzP/xw//OEPcefOHbx58wae58VGHh+8cAKyoHYYeXYLqKdHUuwF9DpVhZTwpIw1zEIHdUg8rfeE01ACNNyYiPWUBYjKYMhiLvkyfASqR9Kmkx5x1erRB+61lWLU7dpweHo2QiPiEO89LiEEMuG7ocHYzl4K9++5Mp4QbXm/d4X9mJ0IAKS52vkjelmj2RcJMm8Dtx0sPKTrAlJCrvRHb0kpIVwPHrMgg+gxP+eIIqoMTgjgRp6xAqSrOK0TDmDBu8hUEkgVAH4dMyklCpYBENLlPC+VOs89yXTokUjfsBehE8TpWeikFblVFcj1z6UDnmE1ttbqnuu9BFN0rE5MTKBYLOLRo0fK4w6KQ4cOoV6v4/Xr1235lZ1EKBfXbMZkFw0RrYfxJFZbUjYKISAa2aKot4pisYjFxUVcv359VwJaQom8EIQQnDx5Evfu3cN3vvMd2LadZzDlyJEjRw4AwKNVOzHgpWqxWMJGp8Ozrw+OpMtshWh68XVnepEQ69MFkSF4J5f9zvFOMIRhpzpEWvApkG1+ZNnHGQJTpTrEs7VkiU2Vj08oCDBl71UXep/6ID5v+P73v49jx45hYWEBhmHgl37pl/CHf/iHffv9s3/2z/ALv/ALmJpKljXN8X4il8jLkRk7lcEUkke9dY7C313XhZQSuq63JerCekfh74ZhxBvvjTVg7W7XR4wxWOfPo/W976b2S7QcoLEOjAxWp2Un0StbyEO9aYSSb93Sw34RzEASSEoIQsBFpxYLAbDS9FCN1byKl6dTZzCpz0MA8DJYiZsOR5pKXrOHYPKkBEPn2qR1RWX8tbzOdgF0JaALIWLl9QghvuZ0oD8dHaNhFlO4KNtoCRQ1Ao8LaCnO/Bz9IHYkZT96HyO/S9mz2B5SjbQuXwLTIN88BSbmO9uF8J+bmu7XKwtUBxjx+2YLihLtGPUulygENZcFSJe8pMMlijpgaAxNTyBUJqehrgdBe0Kaun8QIWW7Tlr00tieQM3sXAMe7MeCfeuuhxHWycpLC5ptt58CGXkQxZHYvXjT6M6cSXLohFhcXMSlS5cwMjKyo/JqoZTb5cuXYVnWjhNMhBAcOHAAn332GTY2NlCpVHaknSSCyd3cjKX9+cY6WHln+jI+Po6NjQ3cuXMHx48f35E2QsSRhIwxHDx4ED/3cz+HiYkJ6HqWIug5cuTIkeN9x92V5GCPD6bj34lVc3g1eadLBm4o5LgAf713YLyAJ2/Sg1N6A/Nij5XB8a1cC2YKNxwUg9lj4Zo6hxq7wQVkaSJJvnsrx1DtpKo1nWEK+WsYxXGctCjYjEjjgCgBNlrJ6y+uaJ/HSGZHocp0VE+tfO7tBzx58gQHDx5s/z0/P4/vfe97ffv8h//wH/Bnf/Zn+Pjjj3e7izneMXKCKUdmbIdgklLCcZw+0ihKHgGAYRhtsigkj6anp2FZFnRdH7oTb+4LZ3BX8cDjtgPY6XrQ7xpRY5hz0ZUlQEmn/lH0le0KCZOibVA1XIFKsPghhOBN08Phkf62bE/C0rZ+H4SiblLQW7giG8HEI6RRL5o9oXhcyDYTpDIAW1ygoKfoFnPRNg65kNAjnn/P176L/Z6U/jWnPbv4WUyRvnsCJqPQ0KmVlSMbiJOw2I5kLZHerDNmZDBls7CjEkTX/QwmSiHXfM1xKSVarRY0RkGY3hmxhIKLoC6ZFGhwggLpkEBu5BlLCekiLt2AzdIoxZtmx9AnhPhMF2l3qU0aO7wzb30nQUjyiK7x2PL88R9+b63pYcSKEkwU0UKxUdDwYZN+mdpYsdMzEWWkllqIKMEU5wCglOL06dO4du0aPvzww9TjDwrDMHDixAl88sknO9pOCEIIJicncePGDXz44Yc7UmPCTpDIgxsf7cg31oHZuaG0HXc/Dx8+jGvXruHFixeYns4gZzkA4uyLw4cP43d/93fxK7/yK2g2myiVSjvahxw5cuTIsfdxbyU5A+BANT67qJRR1i4LatmKXgIADk+WlARTI0MKUzaCSSV/tRvZCbmDeregutJDIep2ITspyz4qF5QqAA4APC6hMt2jgazbBU+57qpMLFfxLPAUBJTqliuvc4a7lRPA7x5x96D3+f/rv/7r+O3f/u0uhYgcnx/kBFOOzOglmEIHahxxZNs2PM8DIaSdeRT+jI6Otn/XNO2dyHIVq0VUP/wQjU9+lLgPt1tASx0l9i4REkxcBLJ46DzkCfHltXqjexwOmJov0SUArLU6BFOIOEpozfZglfvrDKnuXlZTwJbql9CG48HhEkbMrkLKvvTyKKmUZgBKKWF7EknKE1LKLgm83gihNJuMS9nl8O89rhB+37j0j0uDrDKJSP2gHOnwOjJeMmKiShmXV+ZnFcFILnS6JUgJogUEE6GwXz7F1e98B4BfjPWDcx/49ZdoZ9B6VIMJD4wQcBDUOUEleBv3anBz0vleKFunM4LNFu/KXoxmUnlStjORmh6HpdHg2AII+tFLuDZcn2AKh+mrhoPDox1JPS1lZZJFGSWaIfhiM72+TitmEZNlAVcsFnHo0CF8+umnO74IGRkZgWEYePz4MU6dOrWjbQkhYFkWRkZGcOPGDZw9e3ao703JOZzH/fKCRNdBXDd2dc1TCh5vuX3ZL08aZopdunQJpVIJ5bK6+PGw8bWvfQ2MMfzyL/8yvvnNb+5bCdEcOXLkyDE4XC7wOKX+kqmz2AyC0AYbBtIC4XoxPaqWd62nZDSEyFKDSS2XnjuGc2wNRJmf5O81eDuD7eGvT9KDaR0uoGnpczdu7bNVpPs60r/rKNQlPE/1rBiMYcqfEPsD8/PzXZL0jx8/xoEDB7r2+cEPfoBf+qVfAgC8fv0a3/rWt6BpGn7u535uN7ua4x0hJ5j2KXba0SGEaGcehT/r6+u4efMmOOfgnIMQAsMwusij8fHxLvJoL2Pio7N4cPWHideSN5uJ0dt7BSHpJyQNnNWyS7qNEAKNdddTCY18jQKO8F/oUZk8S6NoeaJvQfS64WA6hmBSIZOksJTt7Izk40jUXYGWJ1COYZh6s5eAsCBl6FBP7oiQ3ZkjveitR9MbIZSWks4lurKdogizmDaCWljRGlmekNCI73h1PD/bhBF01dTJAZ/gET3ZPHGIfi48UM1IyMfZIoQA1TWIIEjU4C189atfheReu65Xb58kYYD0wIgElwQtQVEJ8g8Z/GwiM5h/ktC2rGUo8mcwAgGgFclOiq5tPC6h66H0Iseo5Ut8uUJ2Sd1Fh/Gm42G8qLczqV5sdjtRksYwkI1gis6R3uykXsRJOGQhmABgZmYGKysr8Lz0LKlhwDRNNJtNvHnzBuPj4zvWTnj/p6ensba2hkePHuHQoUNDO77z7BlkzPVi5TIIj6+1JIZIMLVlW3ugaRqWlpZw/fp1XLx48Z1I1Y2NjWFmZga//du/jd/4jd/Y9fZz5MiRI8fewKO1VqwtQgAsjFnQKVCkBBr17XVGif8vEcoyoFIKtGka0u2LjYZKbaXW0UiGNVvLEzB1DS032WbKYn/tjQymHO8VMgyZ3pFJ2v+G3g4JiahiSMxBpcAI9RV1pPTnmwyUvwUIhATmygYcIeByiRaX8IQAF36grgSgQ8JN6DCFT04bFGAUYIS2nw9a+zlBoFHp+53aizPZf5IEaBEDJHhGkGBmhX+3vP7A4hAqCTxbQTarvq8qNaDMcMofEfsCX/ziF3Hr1i3cu3cPc3Nz+Df/5t/gX//rf921z71799q//+2//bfxsz/7szm59DnC3mYAcuwIhBCJWUe2bbdrEkQl6yzLQrFYxMzMDKampvY8eZQFxbEyCGVIsvql50G0mrH1J/YKSJDtouu+MdFwBCo95IuvXtWR4CLwiRedEgS8BtwIwVTQCTZavI9gWrW3547PEvnGBYeUJNW6CEmepscB9Dsa11v9i6NolkaaT9sNjMYk9NV26jmnNJPLVaaUS9jBPtFdNerfW0okXBE1jTkY8SMlcwBwe6JJI2OoazhF618JPrSlrpS+RJ7/ByCbdT97RngwISFdD6A6BDpzkFEKcEAjgCP98RPKWTJK0HQ7BBMhFCSgwgghcIWEFszVptuZpxojCNUVHCER5h6tReZF6OwIh3o0y2clkMYMr4srOlmOANoZUXHIci1DiRUvg8zqqu32fcZlfKZLHE6cOIH//J//M+r1+o5Lm504cQLXr19HqVSCZWUrvr1VRM/72LFjuHTpEmq1Gmq1muKb2ZBUf4kWisBmPMHE14dLMCXJKJRKJRw9ehTLy8s4d+7c0INrshzvd37nd/D1r38dH3zwAX7mZ35mqO3nyJEjR479gZGCgb/3Y9HgDgIeZKhPmEAxYWnsU0fpa6Hnm06X9HEcCPzgwOevNvFq04GlM5g6halRGBqFTgk0RqExAo1S2I6LM1NBrcjAC03arvdOjzYwBdtx4bouXNeDaVqQkG2HcMnScHZhpr1/aDv6//hHG60YOH20u2Zx1KFcLBg4dSS5pnGpaGKsmm6vjdZKMI3kQJNSwexqo9VqQTf0tuT4SKXQ18cuxHnmSfdHY7UiTi/MJh6ibJmp20cqRZgKmcOyZWKsWuz7vNFoolgsoFI0U8+jVin2bO/QLYAvs62SOxurlbquZa+pVLIMnD4y3d7QkQH3SY/RWhmVEa3vc0J8u8vzXIxVKObHiogMT3TRqa6LKcuEkBJCSHAu4XEBx/N/Wg7Hp6820eICtidi1URqBsXs8fQAMOq2UBI9UpKy+9cvzY8m+Cj8Hdc2bTDdSPRjWBSomRlypRorqWsqQRheiegc6B6wt17V8UfLr2BpBGVDQ9lkKOgMlkYhXI4jRR2MUVAa1JYKLz6AhnRw8UgNEhIbG5uolCvtNaCUErQpMFJkXWtHGelCrcjwweJMMI26yTEJoFzQcXaxZ9xGuj9aLeBsytwBAF2jcKM+GdK9lh0pWziz2H0ML6zlbhiolEyc6e1DBAXDwMxEen3Z0XIRZpyUToBSwUhtY6xaBNPS67tbhg7b6V6/7xVomoZ//s//OX7qp34KnHP8nb/zd3DmzBn8/u//PgDgG9/4xjvuYY53jf3PEuToghAikThqtVrtSOFe8qhWq8GyLJimmejo2djYgGma7wW5FIJaJkQzWZ+aNxp7nmACZUENFommJ1HQOg5owLcbGm4n64cQAtsL9/Ffyn59JX9/k1G8abqYLHUb8aZGu4iqrMiSeNBsudB1IzV6JSxEu54QYbPe4n2GnRcxOtIIphaXqanp9R6rNfonVzjMG55IdYxLdK6R20tcxfRZBvvpMVH/27k/fcffZ/rGxOlxgJMEo490rlWnHlMW+QUFpADV/Lkig2wqufYKpFhpt8CEC09SQPejSSkl8DwCGnSEEApPChjEJ3XsyFhklIBGeml7op1NZEeMbIMShOoFtieAQPYyzI4L94merScBnfrjed3pkFgheGTcainG7VYIpix6/3aCDrknJHSViDgAxhgsy8KNGzdw8eLFHdOAFkLANE0cP34cy8vLuHDhwo5kGEYzfCilWFpawieffIILFy7AGILUo51EMFkm5Gb8d4YpkZeUwRRicnISGxsbuHv3LhYXF4fWrgrhs1DTNHzzm9/Et7/97V1rO0eOHDly7B34wWDd2UQA2vLHVoKZkdXCrBpUSTD59j8wWTHxw0drymMerpn4Tz+8p9yvJt7g0bM3idvnJqu4d79fRjeKC8cPYPnOk+Q2yiZu3n+euH16rIoXb9PtiqPzU7j/NLmf4yOV1DZMQ8eNe8nbWRDYlwZD03Hz/svE7WO1cur2o3PjuPsoeTsATI9X8eJN0rVYQ61STD2PomWkbjd0hlYrXapao3O4cTf5fo5Wi7h+O3lMHDs0g/uvEgzIAPNNipV6f0BZiELpAm68Sd4OAG+aXuoc09jgNrk/45Mk8EKCTaYGyarqQHcfL0XmTvHt9aDGre1J2J6L143O9ZvQCP5i+VXid0utN3j0YjVx+5jp4fnr5Dl65vA4rt5KHjOlDw6nbj99ZBo37r9I3A4ABVNHs5U8JqyT87h+51ni9nLBwPU7yXNjvFbCm7X4wLoQxw5O4vaj5OtYKxVS2zh5ZAqfpjwjAGCkXMDqZsc/maUO3m7i61//Or7+9a93fZZELP3BH/zBLvQox17C+8MUfM6wtraGFy9eoNVqodlsotVq+dEFlHYRR4VCAaOjo21CaRDnV28NpvcBWsGCk0IwiUYDEALYo7JkpUq1z6DZaHGMFjpTmxCCTcfrkpVzReik7jh9R4LVkalR1Df7X94WI2i4HGWj+7GheuUp1LAAAGu2izFNR5obuBF4zxsJGsE8UncmRJiVpMoiari8TwYvhJSyv+ZS5AOVv7zhCL8GU4Ld6USszl4DlEAiruuEEDhcwqKRPgoJQvxIyVd/9P9C9eIFFIYoo/UuIaWE53ltsrzZbLZ/n9ZszEVl5qNzNToeIjWQ2mRTQMwO2Ll2BpPkvoidfP0E9FCnLg9BKH/SAacaWOSzcEgRCLS8aBYW8etyBX83XQErmN+9mXUhbE92nXo403VG0fQ6iyAnkMJ0AxKqd1nT9DiKut8WG/AZGJ7fSkx2UhSUAE0nfo77BFO29hhjmJmZwe3bt3Hy5MmtdDUzQuJ4dHQUa2truHfv3o4QIEKIrsCOQqGAxcVFLC8v4/z58wNn9bQePoz9nBrJMpJ8Q+3cygoVwQQAR48exdWrV/Hy5UtMTU0Nrd20a2fbdjsrbXx8HL/wC7+gPKZt2/hLf+kvodVqwfM8/OIv/iL+0T/6R137fPvb38Zf+2t/DUePHgUA/PzP/zz+4T/8hwOcSY4cOXLk2Ek0veQqQhpNl3fK8o4u69ltrPkRdW0lQC1HHCItKwjIpkSRK+DlGDq2IZHXi2GVP6OQqWolvWu8Xnjwl5vKR4FiXRpfWbiDlWbyGstVsFyqGkxiCDWi0pBL5OXI8X4gJ5j2MUqlEsbGxtqZRztdm4VSCs6HUrVkF5FuelCVUW23gOYGUBqOFNEw4XGBuUNH4HEJg/kLGJ36UnLRmkpAfw0hgHRlJEQ3G8E46iVsTI3ibdPtI5hUyLK8edNwMVKS6QRT4HSOI4KSMoRCOa5WhpovSZk7cfZYNNMoIdmijU2H+9cywSjciDBUEt3nQkly1BOXvoMUhPiZS8H9lBJY/fPv4On/+K+w9Hv/PcyZ9DTsd41e8qj3x3V9Y1nTtC7y/GDNBBsvwnQ2ATsSURVDJEnOQaLPRxYlmAY+A5DA+S84B6UAX30BFiGYoufaHqeEgcrO85RHBOl6CVHGSJtorLsC44FvIVp3LLr+9zXBSTs7iQeZbRolsD0PVkAa2Z6EwTrt8p4MuLcNF8Wav2/aIi2L8ySciy9iyOsoTEZgOxw0Juowax2mcC7Pzc3h2rVrQyUloogSI4cPH8aVK1d2pB5T3PNtfHwcq6uruH//fpuo2C5aj+IzmEhKQWJndXWgNqPIQjARQrC0tIRLly6hVCoNRfpQ1W6z2UShkM2RF8I0TfzZn/0ZyuUyXNfFT/zET+Cnf/qn8ZWvfKVrv5/8yZ/EH//xH2+r3zly5MiRY3dRd5Ptj5o+OL/SK0uehtGM9XA3E4J1emEo6huqaqvkyLEjUNRmzjJlBg2OC0GkTJ3kKgnM7A2lr0tVBNPrlIwwFYGk2q7KohlUASV/yuTI8X4gJ5j2KUZGRlAul3e1TcbYe5fBRBXyQtxuAY2VPUUwSSnhcAlP+BlrUsq2o4wRX9+46YmujKVem0CjpO+zUF4tlKBqOAIVs3MMkxE8WXdwqLY1h1sWvGhyHBEyprJSBxvBQqkVw7hIIFYaLtw1jWCSUmK95SVKgLkxY94Vsu30TeOuhPSLgSbtI6Tsy4Di0q/N43cuvb6Tw/2Mjui5CymweeMGvLV13Pg//J9w5vf+e7iVGnRKoA9BKmCrCMmjMNMymn3kBrrImqahUCh0SXZOT0/Dsizouh5LYLCn10EdB1zrqXsTlUMLFxaiI58opQBo8OobQriUFAANFufC8wCDAhtv4EXvI3zpOy4EtKB/jBKQyM0NiUopJRzRTSpEiyM7XCIcqq0eKT0WybaTUrazkxwuYWkEjBLUHd4mmJqegBlJrWt5AoVIitCTdRvzwXxP03/OsqgIySEV2SuEhMsFzBSCSdVeeO0IITh16hQuXbqESqWyZbIgC9r3KCBALl++jHK5DNM0h9ZGEhFy9OhRXLlyBW/fvsXY2Nj2ju04cJ4lyEmkLMwbr1+Ccz4U+cEsBBMA6LqOpaUlLC8v4+LFiwPL9e4EwUQIadtmfj0Ld+h1o3LkyJEjx+7BFRJOijGeJI+3FRgZ5H/b7enZ3n11h8PQKRyF1IKuOB7f4cyFoUFxCfNX8T6D4n7pKUFQIbQh3XMVgZSlmSSRve59SOo+qtXWy3qy9GErocRACMfrr2UdhaokwKBEdD49c+R4P5ATTDkygxDy/hFMiqgtbttAY3i1JoYB2xVdpAMhBAK+Azv0ATc8iaLeyUbQKIEQnSwXoJNREMLlEqZG2vVd1lpeF8FkMIq1BOOEkXQpPFWlmxVHdNVLisN6IK0VVyspKaomdEh7Irk2EQ+c8pzL2EyBOIc4IaRtKKb1OpTSS+qfHUOWRXdNW9BG+xKF8/QZvDV/zLaePMGN/+P/GVP/1/8W5dHq0AmmtMwjx/GN3LAeTvhTrVYxNTUFy7JgGMb2nK/2Bij3j0+8VvtjKQRIpNZSWwqPcyB0RnseSFALKVqXKQkyKImcukcoked4gGEA9TXUhYYa6xjrlABNLhGuhwghkF31jvzfQ5LYFTLicOgsS3TWqbkGQuByAZ1RaJRARtLpuJQwGcUGBGyPw9IoGCVYaboYL/nkR9OTXWOi6foEUzifn2067TE+6MjxhOx75sRh3XbBBRBHz2RUe+max7qu48SJE7hx48aO1UgKYRgGjh8/juvXrw+1rSQiJKzHdOXKFZw/f35bpJbz5LEvAxuDtHGvOS18+umnOH369MAECuc887Uql8s4fPgwlpeX8cEHHwzUtoogs217W6Qk5xwfffQRbt++jV/91V/Fl7/85b59vvvd7+L8+fM4cOAAfud3fgdnzpzZcjs5cuTIkWPn0UjJXpLcBSXpa8ks6JX4ToNA9gqik6MlPHm5kbqPKlgji+M43S0+HCh7kadAfK6QpSZrWv3YNrLsopgDWWzRTMNTcRyZsp2gW8K/F41WOoHUctK3q6Qyd+MZMLCsfY4cOXYcOcGUIzPezwym9EWB13KBVnqxv90EFyKQv+q2h7jwU8W76qe4AqUgi0mjBDYXKEbkwyQIGOlkPNiehKkBWmCwvW64mK92HJahIRc6tKNg1Pfhbwf+woWkGkWekAjXd60YIshNMHqSPo+iEWFx4qKL4kggv99+tlAaQjIsiWDajGGQuOz0QijineIU4Rs3bnb93bxzF8//wf8FC//d74BrLDUTpasfnMdmHYXkUZh5FCWPKpUKJicnByOPMoBuRoprRp9Jve2F411yhK87KUXnimZxalPqZ0ClgGhBBpPrADAgG5sAIXAEgUH9e0SJX+urGJGYlIT5/SEUAn5WYSj54ATSl0A36RgWrGXUJ1xsz5+PjBK4QrTlIDwu29lJfo01nwh+U3dwbCLS98gY2nA8jBV1FDSKzSDiVQZjkKZlMKVeHR8ul7HjvRdP11oYKWioxOQzqmqpheitrTMyMoKxsbEdq5EUxejoKFZXV4faVpIEKOBLsg1CatkP4+Xx/IaTrzdpNEAAPH36FHNzc1tqsxdZM5hCTE1NYX19fWB5wCwZTGENpq2AMYbLly9jdXUVf/2v/3Vcu3YNZ8+ebW//8MMP8eDBA5TLZXzrW9/Cz/3cz+HWrVvbOoccOXLkyLFzkFKmEky6Z4Ok6C9kyVoAfPPV0gA73ccLwLcJj44XcfdNQ7nvSK2gJpgUmcg8S3RPnn6QY5ehZbAbs6151fsQoii5QEmq4giA1HrMWfsiU2QDVeoOmyn1mRgl8BRrLFWQoFLNIueGcuT4XCAnmHJkBqW0XQ/lfYFKIk/YDuA2d6k3yeCBJJsnJRj1ferR97SE7yzzI+A6UlRhlQotkMYqRuSvKAF0StoLh6YnUANrGz+964kwCmijxTFW7DbqaKTdOKRtDQmcNOdxryxe74Itri5TuJ/HRaq5tul2VnNCdrLAAN9YSlKW8ERywd8QttvJoOrrm5Sx9ZuiZFRaQVBfSs0nBaPYvHGjb9/WzRtwXzyBc3gBBcrAOY/I1Hmo1zdh2zYajQZWV1fxne98B5TSLvKoXC5jYmKiXfPtnck+CQ5qb3T93f5Vs9p1vKQQncwi2VGt7opCy5DBBMIAJBNMhFCQoDgzt1sAyoDnAnYdtlWEJr32mHK8bnJUEorokiQqq9fiAuXgbKJdppTAE359NC59Irli+hlGtstRMv2++GPD/32t5eFAxb9nrxtu13yM6nmv2h4OAzB11iaYGo5PiiVlAPb2LwmukFix098fBMDdN3Wcnq7Ebt9KBlMvcXD48GFcvnx5IDm5rDhy5MhQ6zGpiJDR0VGsr6/j7t27OHbs2JaO3Xr4MHGbTJHLkJ6LY4cO4crNmyiXy6jVti8ju1WCCQAWFxdx5coVvH79GhMTE+ovbKPd7WYwhRgZGcHXvvY1/Omf/mkXwVStVtu/f/3rX8ff+3t/b6DzyJEjR44cO4OmJ1MdxyV9eFnRo6aGZwqZqhAnpsuZCKZKSZ3ZzBRSYyppLCDnl3LsPvQMRZi2khmYBlUGE6MsE8Gkbii9vyJlu6pG0mYj+dmSJRtMJZWpJJhUTeQaljlyvBfICaZ9infh3KWUvn8ZTCqJvJYDuK3UfXYDQkowSmAEb2dJJRqO6Moq4LI7FdyTnch3jRK8rHuYKEbquhACRmXbdx4SKVFHssMFjCBjIjz2q4aLsWL3dRtkebUWhOulZRv1ZhF5XfJh8bJ5IeqeSJ0vzUhkopDd1FWaQ9sVKexP2LabfG5Jpxu2yUVy1gLgk2q2x1HpYZjqMQQTAPDXL8COLOA73/0uKCHtWkez84dAKMH4+DgYY7hx4wa+9KUvpZ7XuwTZfA0iw+yabvk6qZtoUyfRZ1UXqRQtjJRBOF/1rGUUJIz+FCIo0CqhrTyBN3sCTan9/9n78x9Lkvw+EPyY+fnuuI/MjMj7rsqsqmZ3V1XzppoaUr3UYqUhRseQwxlJICEOtMIsyB9WIEbS/AergxjsQRCLGWFW2IUWo2NFqjGrnSa7m6zKOvKsrKy8MyMjMiJevNsvs/3Bj2fuz93c48isyiz/oLIi4rk/c3NzN3ez78c+ny9qxL8PCPy8YCHPSwmJkYgOC/sZ98nJILZNKOC5PFqJN3LHZPLQ9aKyeraHmqEF+/BowtCxwn381lHIOOeT2N9DC8yKoFB8PrCxqquQLQIsYp9iuQydHHsGQyWwXI5hRmLqNKI2DWmKnzBH0scff4y33noLes7igv3goPMxpRFmSayuruLTTz/FxsYG5ufnC5dtr2XkXwLAnWwvdwDAoI+LFy/i008/3Veb7oVgIoTg4sWLuHLlCqrVKqrV6oEfdzAY7Jpg2tjYgKZpmJqawnA4xB//8R/jd3/3d2P7rK2tYXFxEYQQ/PjHPwZj7ECIyBIlSpQocbCobn6BqjMCEMwOOAfAgxVgFBYoFKeGrGV0ntFE35gBIfH4Kgn/kfHfCgHAmL8vIaAksJ0SvusP/QiWmyYW67pv880Cu2/m/2Pcz9PLOFCt5L+X83Ip5gWuS5R4EUhOOyjxVUuq4sc1pqoqTIUEfcufE4UL6HgQA3GZB8tl4NxfFBptg7+dc0B1R2j1N4W5oni/+7VQbRtqdwtB5wRAow7MQcCGFprVCujEvNI/GAEH1ysgnhV/hsCvUBDdAWstgTfnkyVEv/QdoGs7UIifV5cSfx5HCUF35GChpoHz8fOACb+PbBeqQoJFy/FaFiHr8mKA+35KlI+ZEiVeC5QEU4nCeCUJppyXlbk4B6VWg9dPt8HzRiPAK7aa7EXA9VhkiSWCEF/FoMcIJj4hFw+D2Sr11Q4ejye8TC5YYZzH4uk928NMJU4wPe6OcHYuHszLVaBLJEzPB34QU0YSDZx4wNljHBDGcFk2doCfs0q6St0dl50sVxbQtjwuXfHDOUfPYpnleBlB+fBU8tzERh5D12ZYEj5jto3B7c8nd6YU3sZTKJTinW9+C2awWtHxGDwOTM3MQaN+TqWvekJ62t8a/5FUIBEV4IFKho+va+yMxMF/IYu8nPYgNLLIAwAoKuA6oO1nwPIZuBjnP6MEsBmDFkzmCSGxU7A8oBEUJd7zFKH9XWB55/KoWqG6jxCgPXQRin9GHoMenJ/HIUy94l0xeXoEgC48JB51Rlidqkq9tYvEHphEDTjeyf/Ry/ABL0owJS3yQhiGgZMnT+LGjRu4dOnSC73Xw3xM169fx+XLl/eVjynrfEQQQnD+/HlcuXIF9Xq9MDHibm5mbuMj+epor7uDysIiTp48GZ3nXtp0LwQT4OfXOn/+PK5du4a33347N49EEnk5mIbD4a4JpqdPn+LXf/3X4XkeGGP41V/9VXzve9/D7//+7wMAfvM3fxP/8l/+S/zzf/7PoaoqKpUK/sW/+Bdf+eduiRIlSnzdQPrb0LYfZm5n1Sk0DQNwst+VRDFgFUzR5HHg//PZ80L7zmoUH19dl+5DCDC/oMLrrPljUKr4wWga/CPEH4faDNMVCs79QLyuaQGp5QfvVZWirjQnyhZRNTWsLE2PtyfGjBVDw+pytnq8Va/ANOWLcWabNfDEOFBUTZiGipXFcR0cx4GijhX4tYoR256EolCwFAsy0a+iUTNxZHEqswxT16TbpxtVHBHqkGYA0qpXoKeoyizbgqEbqOiq9DyqFV26XVUVODkLiOo1E6tL8esltoOpqTiyMFauh6lhQzRrGpZdM/yi/4OPiQ2PeaiwAbjCwLk/R+DcJ0cZY2Cco7/dRWdtAM/j8PgkKWIt1PH/NOWd6y9fXMByU74AqeF5oDluNdR1gUE7c3sTAHp96ViOV1qgkmcFAJCaPblATvilbTFc3Rilf9lx8e/+7HFm2c8+fxi5xShB/w/npoSZMPkoIusY86BqWsCh+TVgBgV0GlUoWU9Tp5hvjds62RS6SrE0G3+OiKhXdCxN1zK3A4CmKnDcbFcRU1ewPBd3wfA8/x5TVQpDV7E8J6lD1YCuyQn3Vt2UlpF3jEZV/n3Ab4uKcG/LXERKlPiqoSSYShTGK0kw5aB59gzq587CWn+O7udfoPfZ57A3xwFsb2RJ81C8aHgMcDlDmgNDUl3Dg2U54up9h/kkSKj2GbkMdX384kzGa13m2+aF2B65mKn4L7jw5WZ7kwqBPIs8mcDhcddXiCVt8ET0EgRTclcrzWsugMMAQxK7HAqFJQPYsoC27XHIXCU8HsXLU/NLZZUdfs4keVcA335vkLBcG9y5A55iY0kMA+y5r1QgINGELKwWh1yt9ZWB3QdxxwNrnpjCckIE7zdB2YSAYOHcJ4ACEKoWWDCVp2BS4krIgDGi3XGQYMSBKnxC13I5arH50PjmtFlA+nIOFwSWy2CoFIT4akIzWGHmMA7O/TTPdnC/EEKwORhPGF3mzwPENgjheOOAfrJvepzDEILu633fUk/WDFlkqYiB7eUSej3LCX7uX8GURVjMzs5ie3sbDx8+xOrqaqHy9oowH9O9e/dw4sSJPZdTlIDRNA3nzp2LCJe8VckA4G5lE0xsJJ9we90OAL9NQ4u+veSd2ivBBACNRgMrKyu4ceMG3njjjV0RNS/CIu/SpUu4cuXKxOe/+Zu/Gf3+27/92/jt3/7tXZVbokSJEiVeLpSNu/IdtHx1MtnFHDLpSCADTVl8mISvkKewojlU+uKd4wtVrG91MsvRVAVWznhgYbqOh2vbmdsPLUzhwdOtzO1Ls00825bnPCYEeLCWXcbK0gwePsuuw9x0Q7pdoX4+VBmmmzU8etbO3L66NCPdrqkKHknqAAC26+HZZtb1GODw4rT0PBZm5OepawosS04wTTVq0rZeXZrFQ8l2XdfwSHI/AADR69juZbvEeIzDkqxMKzLcS+aMTi2niM933iIvAEzVQGSLkr39p5kYSSbrtiSOQkk8FYHHODwILjYOQ3eQuBaJnE3uSN4/p2oGnm1n53s7cWQOa5n3NTDbquLp8+ztAGDqKkYZixAB4NB8C0+fZ9dhdWlGeoyZZhVbHTkJWK8a0jKOH5qVbm/WzNzznKpX0O6Nn7lFnEJKlPiq4OCMg0u89ngdCSbAJ0cqi/NY+M63cezX/xoqh5ejbd5w5A817YzVIi8Q/qp1jr7N0hUw4LGVW4QQjDweUyTYwWAiJJgGiYFa8oU1cllsDLUzElQUJL6fiEI5NDMQ2nfJFEzdhLWWmGgylL1nQRb8DhU843J5YrtEwSQZyIVlh7BTrp+TsQBHwpXFMHBDm7gx+tfT7fGIroM9XwPnHColsD0+ce09jmI5ib5E0O6GdOon3rviXUHC80oqQQpZ5MnbhKgaiKicCC0oe+OJ1cjzP1MIiRGaQHz1JQ9sDsL+1A0G0ZSQ2P3mCc4KrnCPdmwvTrgJv4t9ZijcfMlb3HZZTMEEBGTnPhVMdzZ6MQvPNKx1/MlNL8NKz/ECm4ucgXaaRZ6IEydOYGNjA52OfIB/EDh27Bh2dnawtZU9Ec9D3vmIaDabWFpawu3bt/PLdWw42+kBAKJp4Jb8vRcSTIB/nr1eDxsbG4XqKWI/BBMALC0twTRN3L9//0CPOxwO92S9V6JEiRIlXm2Q/hbocEe6T5FV5bshmPQCNlUhnIIBR15gXJ93Frm5VQqVUqLEwUIpEHzIm3cAAMj+CSYAYDRHqujl2E4DuUltRVv/iW0S4sXIebYoOTmYikxB8jJTF3uOlChR4lXHVzuaWOIrhdeVYBJBKcXSL/48SCBNiVZwD+SrcF4EbBZYaAHo2XwiyapKCKyETJjxeELLMPdPOMDqJgYfSZIhJKBCxVTcSmtcbnsUL2evyl3xnPoZnnAe4+jaSQXTuGZ5wW0ZEZQM9k8QTDJyKufAYtlOCnlmZfQlDp/YkgWUPcaj44vV6N24mbo/0XXg+RqckJQKPNuTYIRibmEJI8fDwHZhuwyOx8C+Cv7rjIEOk4RAwXpFap3ESStFVovm3NyaDkKFPEwhhr3o15D2UYi/+kzsd+LvCiVgAQkIjPujQknMMs//SnD9E/XLmkvZAZNkKCSWCyn5TB+4LGa9CQB9x5P28Tx/fpUSfPKkM2HJmcSdIGG1xyftOwFgezBeTSe1ocghZCiluHDhAm7evAm3YELtvSLMx/T555/DsvaWz2+3BMzhw4fhui7W1tak+3ntLcBLZ7pprZZLaokEU3ied+/exWCQn3hcxH4JJgA4efIktre3sSmx/EsizyJvLwqmEiVKlCjx6iNPvcT1CmiBwPRuCCaAYKZSTMXUz/Uc9sGLED857/py9XyJryKKELzFFEwFDlYk0EHkixaJ5xboj/LKDCQxjUGG+wOQT17nteVBWLSVLm8lSnw9UBJMryi+DL/+15NgmnyRG7MzmH33JwAAzHbAXRfov/iV7iIYY1HQVqV+LTsWi7W/H3SOXw+Nxs+Ig8D2WBSwtr24+kghJBbIDYurCP6zTso1X+vFV+Hk3Y9ZwyWx/v0MSU8/ZUWOSO7k2Wb17ewB1zBxzOR8TaZgkuV9AoChcFw7UY6feDT7u1bOOVlCeWIdMxVMmga4Dpy2b9umEIKswy8fPgwQAsvlkUcz41wqvX8p6G+C8MS1TEzcYzYHVJikZwWvi+Rsybu3NT+BMgls8qKcrdYQcP1+Eg7Mw2CEeM1EcoYQCssbE7zhfaOQuIqPUpo6RaloNK7YE34dBGR0VVdiRA2lFIbwEOha7sRE5HlfvuouzyJPhZ9oVraQ0FRIrK+mrUy8t1WMuCii+KlUKjh69Chu3ry5p1V1u/mOYRg4deoUrl+/vqdj7ZaAIYTg3LlzePjwIXq9XuZ+jmAHm4RSQLnjJRRgYU6k69evw8sgrtJwEAQTpRQXL17EnTt3MBzKrXyKHrdUMJUoUaLE1w+kt5myoCkObshzhURlJcetOTg5W+yd4zCOuWa+RZ+XklNot3gpi8zK6HOJXYLmrVpDMQUTKbJYsdDtWWAnVZdvz5kj9CU2J91h9oK5PKItTw2mFBij501vSpq6RImvB0qCqURhUEp3FTR6lTHzzW9An/OTW3ojC7Cy/VwPGowxuMIK/vCdz0HQtcevZ5UCw8RAgxAyEcAcOAxUIJJE9YJKyURwmHHAFAYiw5RVcuv9uC9v3vgta9CxPRqXkyRhQiTzLwHxAH0aASYiSSKJSJJEotKIcS7NS5RFiIXoCYqspP1f3iArby4n1tsOzt/d2YH1OD25Z2jh5qz7eZjyrDU457F7iwS2bWmTTNtl8CT2hgcBbo9ArBTvZ5YkmATrRN1PLsuZB5JlhUf3TzCF9ntEDQgmoY2Utt/eYRA77IOiZaInqJEAnzwMHepC8pQSEiOYCCExYjUkqaoqjVRqQFzdFCoEq5qCDYEwUimJqR7bIxdaYiLxcEdulZZH8m6EHuuS3ZKtnBycGArB8+C5k0ceFSUsFhcXoSgKnj59mrvvXo8RYmZmBq1WC3fv5uR0SMFuLPJCqKqK8+fP48aNG5kqLXczO5k4NfIDV6w7GYBrNBo4dOjQroi7gyCYAEDX9SgHVZGxyovIwVSiRIkSJV5tKBv3cvchhRTwu1UwAUdaZuF9DxUgo/LcFg4KL4MfKgPUJUQUUdWoBUioIpDZhI+Rf4fygs+NrNJ7Eou8zjA7x5OWE6jJi+MUssjLGfPntWFJMZco8XqgJJhKFIaiKK+ggmlvw1GqKFj+i78AEBIQTLuz/NkPwrh+GDSmwlvf42NbOUoIPEwSSkmExE1aHiaasN4C/GCxIeRgEe3pwk854jld9ir4XheUUC5Pt9pKUyDF8htJWCDGuNQiLyk1F8uSkUsA0JasFLI9FkvE6bL4wCvPUiwPov1e2BRZ9ngAQAN1jRsQTHl2Fw7jE6QBIZNrvCyXoecwDPMaa4/gnIOPeqBWd4Ik4pwDbHwNOOIrRbkSrBIT79OEF/1BBLXDuztsYy4EtmnbtyijhMBjAsEUay8eIxQdNl5JFl4mSnziyRUTtMa+4/9hakqKlZ6PncDWsqIq6NpeNJlQKIn1px3Lm5hobA4d6aOUcUiXrn3yuBOcafY+fStpu5mw/gMmnlVZ2A0hc+bMGTx+/Bj9vjx57X6OEeL48eN7yse0VwKmXq/jyJEjuHXrVup7wtnKtpMrQjB5KQQTABw6dAiKouBxBuGdxEERTICfg+rw4cO4ceNG7rsxzyJvOBzCNIsH+0qUKFGixKsN0tsEHeWolwgtpnoAQHY5b56t5uRxETA/nb8AQubEEKGIgKNUGJX4iqFQDqZCedIOaA5bhEzOy4m2j7rsDLLdJvKItry2pAXaOi8HU0kRlyjx9UBJMJUojNfTIi8bleUlTL/1BlzLAhz5Cv6DQtICj2NyVUkYYw1VB8nJQ5I8CBVKoSpBJFwoxoHnELbHoQsKpm2BSKlo4893RmKwN8dGLGPA9Kgbz0lipyhh0oLKogJERiA5HpNa2Y0S6ixRaZRHAm0MsvOppJFiLIUQ2At8ddG4niER1L+Rbo8HIMop5j1fA2M8plhJw9BlsTYOEbYJYwx924s84NOugW/zuLfnBeccnHn+fRPUlSdVSESJ3XWcqul3oedGZWZa5cmQp2AKJhRE81elMZFg6owVIjZI1JfTSN2ouiCRgonD78+hgiyZMyxE2P4VlcYUiuJgvhdcq4oW2PWF9QfBIJmbLeXa5ykFs2woTJVgLejnMqHbei/RnxLPjL7tRWrEPOJgN+SPoih7snXbC8G013xM+yFglpeXM8keV0J0hc8MGbIIJgA4ffo0nj17hp0deZJ0wD8/GdGzWywvL0PTNDx8+DD3uKVFXokSJUqUCGFd/wi9jQ56G130NjroP++gv9lFf6uL/lYPg+0eLE8Fh28/N7RsME7AOMDgj/X93/18m5ztzvmjrhdXOLTqOXZbAEYSS60QRVz0SIEAc4kSB4k8rqWIgkkpoGAKyWLOfbcYTig4UcCpAkZVMKKCgWDUtzHq2Rh1bQy7NoYdK/q3tb6DwbMtdNe7sX+99R56G+N/o3YHnsvheSz4Gfxj/hyJMQaOdCqG5XTUzZ6EYMpphry2LDTfKfmlEiVKANi7TrPE1w5fN4IJAOZ+6n2M1p4Cbrbs+CAhzgMoJQDnEyywwzhMACEHNPRYLGcKSayrI4HKSVMJYPvKB8Y4KCUghGCjb2O5MV6lPXC8SO0ExPP9VFQaKaCedK1opV3euCNrTJFUH7keBxKL99KC6iKplhV0D7dlWeQxzmF5LDZoEgkume0X5xw9m4FxnjooSyOYPM4RUiIy1VXeEM5lcbIqIpiuZyuYIvJj4ymc4NrL0LcZPJ4eRGeMoWez2L3KMRmsDSfbJCWIyzwPNCOgzBnzV0EFq7y4aoDbAxDqT+ij2iTqxRN2d2GWKR6mVPUckDTva0JyZjF5BBMHiGCR57hAcG5axURII7icwAxyMNnMv24qJdAVioHLxqQuIVCCuhNC4Hi+olAhBEPHQ8Pwz1OlNFIxjVyGFgBTpdgaOliZCtrEr1rU/wgAIyQbud+ahABbfRuLU+P2SyNAe5JcZkAwOUlpR0vofx5jmav3vngeV4kme/V6z5rIOZcFxtiuyJ96vY5Dhw7h888/x9mzZwsfYy+kj5iP6a233ipcz/2sHj59+jSuXLmCZrOJZrMZfe7IlFQFzk1GMCmKggsXLuDTTz/FW2+9BV3PDoR5nndgCqYQp0+fxkcffYR6vY6ZmZnUfUqLvBIlSpQoEWJw4yoe/Z/+Se5+c7/0n2Dx8kkAgI78uOkDsgoGBYT4iwYJAWgw/qLE/0kwHm1aAwsKIaA0+BcsMiLCT0IA7rl4Y9Hwx6AQxgnhwI8QqBSonlsSP4zvA6BhKnj/8nE4jgvXcVCpViZOintOOJr2v54Y8jVrBr7z1qnMNmg1KtLthqbg1GralvFBTF3DyuJ0zjFORn/3+wMYhgE1GPfWaxV85+3Tmd8nAHjOWKtRMdCoZSubp+oVvH/5ZOb2qqFiebaZuR0ANE3BqZWFic87nR00my206qa0LZs1Q1oHSgGWY21erxpoSs4z73pWKzqW58fXSpyLAIBj29AqNWh6tlq+qXO8c7QBEB77crjIbKqhYLqignF/rseZP7fnPLC5ZxzbAxuaqoBx7hPAzJ//hLEQj3Nc0Cw0MuI84d3A+kM8+h/+H5l1BQBU6ti5/US6y8x3voXFFYlK8dQ7cJbfCE80qgMBh80Y7m6sQ1coVEp8i/PgGaFSgpZC0JwyQenYdYQGBZgK8I2TUwAnqTGbqk5RuXDIPxLn6Ha7aDbG96miUNhWS3puhkYxP12P/vav+fjCtWom3nvzaOb36xUDjYqcNKeUSHPCNWoG3r90PPaZbdtgjME0TbTq5sR2EapCY24haahVDczPNDK3T9UreP+tE9nfN3TMCu2UBk1R4AiLHtUDXIRXosSLRkkwvaL4MqTqX0eCSdF1VA4dBreLJQ3fDxyPTQT0w6kAGYfJo+AvQUB0WAxNffw9hRJYHo/kzpQSX5UU/E2I/7cZ/B1aYoXva8sD6nqCVAiIFFMgsp50bby5WOzc0uL3vZRE7I7nIvlYSlPHhEQQ5xyymPNAUD0kMXQmg9AimSazlQhJHY8Bael90lRTYnEygimZEyuJZD6n0H6vd1NCMAUDE/58DYzLpasjl0VtGiN04E+MHS9OhCLYx/KASlAwY8wnl4DU4w0cBoMxaFp8kM15MBQVSQiqgFMNhDn+5zwkjuJuzlyJlxVaHnDVBLgHeF7GGy857UluzmNPGUBIZJHHHAcwFdDmNDQFUK0uXKMBJiiYAP++VnUFhkrxfOiiEYypKaXgrgcI/d2An3NNJEANlcIKvLh7todF+ATT84EwSSIEukKi+5pxHvVh22PQFAUcwNOOhcWpsVIjTa20ObClLaWIDxEB9wTiyPEYFHXy7jMUgvZIrqK6uzmEy3jMzi8LnPNdExaHDh3C1atXsb6+joWFyYl92jH2+h6emZlBu93GvXv3cPx49kTnoBCSPVevXsXbb78d9Tt3W6JgKlCu15PbCFUqFZw8eRLXrl3D5cuXM6/JQVrkhaCU4uLFi/j444/x5ptvphJFJcFUokSJEiVCtP/9/1xoP3NualflmtxBjygAF+cCPPFzjEdbQ2wN8hc2npk28Ccf35XuUzc1PL37mXSfb54/gj+58rl0HwUMTkY+RwD45sVj+LNr9zK3v3vpBH74yReZ25fmWni21ZPWYXVpBg/Wssct710+gT/9OPsY75w/iiu3HmVuLxJcfvPUIXz6eTaJ8P7lE/gTSR2OHZrF3Ufr0mMszjbxbDNrfLWR25bvnF/FB9ey7wtNVeC48kVjb54+gk9vZ7fVd946hR98lH3PnFxZwBePs22YAWB+YQ7b3WyHmJ9+t44P7mTnCr1wahnXduRz5r9wcQnrg+z7FgAoyZfWkAJjVD7qB+xd9j3kDixMrKSNVUYIKoQOHvDnvA7nuL+d3l4KAX54YyOz2AuHatL78vzqLD6+ltw+Lq9ZM7C9I89HfmJ5GnceZV+v9y4dx59+kn1fvnFyGVfvyHPiGroKy86+nt84v4IPbmS7F3z7jaP40dX7mdtnmlVsdeRpMc4eX8JnD7Lb+v1Lx/Cnn2Yf4+zRBdy6L38GTDUqaHfHcTL3axZ/LfFqo7TIK1EYX0eCCQCg6X4Q+QWeu+2ygOSJD3IIIVGgPgTn4xX6hAAeAFf4nq6QCas5y2MxCyuRpNDSngKJsVYYoDaE4DAHCgV7AaDTm5w0dK3JAQJNsDWOxybIDLE+MpURAHRGDgYZyothyuB6JJBRMhu7sH2zyCArpdKRvRznses1UQfXk66GTCq2XMZgPX4Mr5Md7CWhOqbbBhvJB04De1x+sgkI8Qe4E+UTApvFvxet+kLc+pExP2+TBg+OY8ftzgRLPBE2DdkXyQoeEt8W5mNiqr86LtMbep9kfWSRpwYqMcu3KNAWDgEAzM7T4Pgk9sINc3RplMT6AiE0Zi0Y9lWF0BjZamhjtqxr+edqKBS2xyMiiyBusekwHvXhsF9wDjxqx8neNEuVhzujmLIxibRmVAjw8ZOxRVqWnWWaoE7s24ZCIuu/IiqmvdrXnTt3Dvfu3cMwhfxOYr+kyPHjx9Fut7G9vb3nMnaDarWK48ePj3MTMQZnS3Jsnm/rw0cjMDvbkgMAZmdnMTU1hbt3syeVL4JgAny12NmzZ3Ht2rVU+8MiOZhKi7wSJUqUeP3hrD9D74M/K7RvZTp79Xrq/tidC8bJ+Vqh/YqY71k5REKJEq8qiozyizg70gLebUUIJsI5VMElIA1ePyent+Q4MvJTU+T1y5sS5VrkFWjtg0plVaJEiVcbJcH0CuNlq5gIIbm5L15H+EQOBQb5uSR2C845bI9BCeTMHkvPLxKzvCMkCk6HHXjojPdQKZmws3IZMgmmmqbATgR+k8RCPwjuKgkv8UcbfoBylBOQrVYnJ0t9lv/46Weoj8L6y5RAALA1cKI8QUkMUz63hfZPy0EUIszdlJanyVdVTX4eBsz9n9l9tzNypYKaZL1dxtG7np1/CRAIJgDOhnx10MgTiaLs80iCB97RoXopOjbi95PtAQ73B6IaGFzHBg8JlYzny4CrYEjY4CX25cKg3E/APD6++HMCeQlX8wbVAcEUKZhsG7Q1A2r6yge182ysuvJ9GwCM712VEuxYk/01hBPtFycXNYHsYdFn8XPhCGwnA1iCFV976Iz3YRyGUF6aem975EonamnbNEpiZVlZfTGFBBYnUuJZZSkSRexVXaRpGs6ePYvr16/nLqbYj4IJGOdjun37NuwckuagMD8/j0qlggcPHgBWH66E3OKSlcoimMQmL8SxY8fQ7/exsZG+4u9FEUwA0Gq1sLy8jFu3bk28W4somEqCqUSJEiVef2z/0b+Oxmoy0HoDejU/95EIk+/uHb8yXey9UyC9Ehx3d5bBWfgSjFNKlJCjwE1Z5N4vRDDlEDgh8ggmt9fPqUz2oqe0PNUhtBwmbd/d9wD6f/kIKVHi64GSYCpRGF+GLd9LQW6AGSCGCQzaB35oJ8jDErYtISRm0wb4q0qSQf0wxhquOBkIgWdKCHoJ+bDHeYxgGgmB3qpGsTOMJ5zvJAZA66FcOLGqfYf7k6w8G6G0odudrUlSKnmLpeUyAhARYrL8SwCwPXAiciyJpNVcCA6fWJGJowbBBUgjW9Ks98R9ZcooANgauZkKJ8Z5RC6K5fZ3QTC562uZ+3HOY4RAsokYY5ntwjiHxeLqpWgbxiqmnuPbv0WkCOHwAu/rrPylDicYQYsPvBOBAHF1FRP7dNiWNN0RlmvZ/t+FEJyXUqtBn5+HsbQMbX55XC/PhtF/DkIIht6YiAnvg9DSUryXxOsvElEDgVwJ/bej8+A8UhiF5AwHMBSeBQOXRcTUen8c8GgYKhThns0iET3J5Cbt0m314s+VLHJoI7EfEJ9Iic+BQQGCaT+ERavVwuzsrFRxs99jhDAMAydPnsT169df2uKNkydPYnNzEzuPH4HJFgY4k9ckDbI8TCEIITh//jzu3r2LwWBy9eaLJJgA3/6QEILHjx/v6rjD4bC0yCtRokSJ1xxsNETnP/6HQvuahw/vunyd707BtNgsNi5Nzhczj6/K83cUGX4UUTDsBwdCgpUh7NcKebdEIQVTAQlTkdFn0dtTyVmU5HblNnOymFSWCwSAKC1CFvKaIW8Inqdw8iF/kOQ9Zl7XMGOJEl83lARTiRK5OVY4iG4Cw/xA2m7AOEfScYrSdGWNltgxnFNowZzB9nhMbeIk/mYcsWMNHDYOaLoWnnXjgUbNiCf2HAXJa1r1+MBprT9WQcgwqfThE6oNYHIAlBVMthmfIEOS4GFCT6SrwrIIJsbTlUkiQoVYKsGUMQCMK5iy0bfd1BxOANBLaTOHAYPbt6Vlive4t5HtHe6wuEVd0gJQtloytExMq7mYuyecEIuXTgEPCKjJvsi5T74MoIGLNnhJCy8xd1mMYApqpKavOHX1YlYkWSDw70V9bh6td34CzUuXI/VSCKPrk3pdl0MNCaZQhRgkbRYnDp7wag5tKE2VYuCwKDeRSkmsT3ucRwom8d4WSZ2u5UWr3NZ7dtTaTVONKYYYOGop3plfPB9kTujSPr/6NP7MzCKM76eQzbZws230xmRYb+TAzVHX7FdddPToUXS7XWxtZXv97/cYIWZnZ9FoNHDv3r19l1UElFJcuHABj25el+7HRtm++CKKEEyArw47f/48rl+/PmFX96IJJkIIzp49i2fPnqHdbkef51nklQqmEiVKlHj9sfMfvw+WsvghDcby0q7L19nuCKapWjGFVNp8MfX42uuRcjtvIc7Xz2Pl9UbuwqtCCqb84xRRMFHJWDG2nyHvu16vJyd0Zap6SX+XOJgXRI4CqkD5+10nV/bfEiVeD5QEU4kSuRZYHMSoADm5a4rC9RhGjgfbZRODJwpg6PKJz1UatyfknMNjDKrwxhfzphgKjZEUhJAY4cTJWDU122yg7cTbgAgWY8D4pZ8mwS6ShynJqaQRJWmQTZ48XixPUtrxgeyVQB7jubYTYc6ctHPPIoecAgQT4xxDl09YHIZoZ6ixnB25fSMRRp7e82wFU7K9k0SbjHjzLTSzexPjPtkRFuEJciVCgrJTRrAe9++/EVSwQIXkW80l20iom1AO4czfklExruRM5IsMqkn2xINTFaQ2BcI9uJxACZPJkjGBqlESI4WIoNRyBEIJQKROTFqWOt5YpdgX+peYg6xtuVADEopjPCGpGxr6gtKJc8SeLSEs10NFTW+Q5KemQvCwHScp0tSEhkKw3pu0j+kMxqTT7fUxiXHj9h18+OGHcJzsgM1B2NedP38en3/+eaZ93UGSIsePH8f29vZLy8dkmibmTbkyJy9XW4iiBBMANBoNHD58GDdv3px4n71ohTSlFBcvXsRnn32GUUCelQqmEiVKlPh6g3OO9h/968L7m/Mzuz6GxnZnkVczihFCRRTdAKDlEExpdthJlOqCEl81FMmvVGRsSYpSGwVIJqrl7MM5PK5JKiPJCyrJp5ZHMOW1Qn4zFWnsfZdQokSJ1wAlwVTi9UYh3X/eK4+DKGqhpOdF4HFfcWR5HD2bo2t5kX0YIf4wZ5RgOFRKYmQGIQQdi0GhQn4TYbup0YmJB0+82sMJhalSeAmFE8ekasphLGbJFaI9ys/VkeQlnqZYYgGT5MtIQl55TK5gEoPsSSUO4zwzf5PHuTSRJuccOyHBlEK4ZHkkh3V1JXUOrf86VnrwPJW8Yp7c6grxATaXEEyDifxO8e15xFveYF+sf7KsrBYf3xMEFg2UdZRODFSJaJknKJgIZ2BEzVbe5FW6yLwj4xniNBfBTn4LmDkCkzsAobE2ChU9KiWxttGFvsdBMLC9qO91hP4mBgVGLosI4B2ByBH7ge3FnwLh9+uGgq3B+J7zODBKCVyYmoI76xn+4Yk2WNuZvCfT7ut+r5daXEh2aoSjLzxilleP4/jx4xMkhYiDICzy7OsOkhQJyY+XmY9JtyQKJVUFl20X4HV3l5tweXkZiqJM2NW9DAte0zRx+vRpXLt2LcoXJyOYXNeFpkkCASVKlChR4pVG/6M/h7Mmz00qojLb2vUx1F0STMl8mllwPI6qkf+OOggF02trk1/ilUWx/Er5KKJgAgCi5vejImSVJ8tBLRmTDuzs2MTkrHh39do/AVVEYVhqlEqU+Drg9dBMf02RXMFeYo/ItcjzX+hUUTKD4LsBC/IhOYxHh3Y8DoOOA/TdkYOKkBtGIb61mC702IHDUNMUAH4gWCRMDIVix/IwJ7j7JNUntsdhqgRGEMz2SRj/dw5MkHMjh0NPUS886VqYr+mgyCYJknfp7c301fFJgkmmYHIYj7VhEu2REDBnHBAWBVmSpLce4xPESmx7QjWSRBZx5QS2fm66UAfAmFDbGaWTmUkiEACUUQ/WUB4MjnEom8/AGQNJGcRaXjxonrweMnc/xjkcBpjZu8T84pMEU1YvFOvQpSbqAHjKUFokmEIahXMOwj0wxQC8DCK0QA62PHBQhP0QADzVgLd8HmpjOvpM4w50RQcT7euCG02jJHavq5SCcS/yvO7ZY2s7Ud3meSzKSzVwGGYq/gNic2Dj5Kxv/UepT2CF7SiSUpbLoKkKapqChzsjLLZ8tYbLOJ53LTTq8TwAhkrx/ZvP8Z+/V5vw/hdtz5g1xH/4bHOindqDSYJpwNJX6znBtFBN3KdDx8P84XlsbW3h6dOnOHTo0MR3GWNS67OimJ2dxfb2Nh48eICjR49OHOMgbd1EQuvy5ctRP2TsYBJ0J+FI1FK0WgXBwVrkiThz5gyuXLmCRqOBVmv3wbr9YHp6GgsLC/jss88KXcMyqFaiRIkSry8e/Pv/Ff3qSuDl7A/QQ1tnAv9/4cyIKBTa/ByY8N7odrtoNBr+H+H4SvSFDj4wYoN3HtsWfuJ/jQOc4HDLRBSS5fFv8OhvDvNQC9udYVR9YDKQa9gjIfNpeKrjfUxdxfJcE4xxMOZBTQmkq5TDtrMXFJqGiqW5ZuZ2Q9ewNJf9vp9pVnPn41ONChwve7GnqcXr4DouFEWJFpJVDE1aR41SOEw+069VDPl5an5bZmGqXsGypB0AYLpZTc15Y9s2dF1HRVelZVQNTbpdVRW4KWoY8a6pVnTp9dI1NbY9Wdtm3ZTWwWMMrboJU7CUS5Zh6CqWZ8Y25uJ4jBCgbmowmgaI+F0S5OIiIbnEU50XYovtqAKmV8efxtp+/DRwq4fgKTYCc3QQHs43OXr9PiqmCa8PrE3H5wtRecHCtFnXwEyrCYCAkLAz+xYgnKjIWtlouR4Walq0lQvPBZ0Ah2cqCXeA8Xd1leDQbD1WXux6G/H71rYt6Nr42jRqJhQi7xutekV675u6Jt1eNw3pdsDPJ2dLlFwVY/IYfv5gDkVRYOgalucamd+vVQwYujw83qgY0jJ0VZVur1d06XYAqJkGKgWVrCVKfNVQ3rkldo2XYWfzUpFLMAW7FVhRxhjDaDRK/Tc3v4CHD+7j7W+96y9QEd7TYayWBhMbh5NYOxNCYHkeGkKXFXOuAHFiQ1MI+k58IuBxHk2eAF/xYKo0KmPgeKgKq9wcl8VW0nRtDwspq7mf9hxchk9i5KQXAuDfP70M4khU/zgegyMJrg4dJr10XUG5kSRK+pJJkk9cZZcrkkppaqUsCzzbY3CZvO+EKpau7RXuZ0p/p4CCaVwn4rlg28+hzC7E9vFS6iYqtFjOpMu3aMveznm8XZMkXlYiVrEOFjX8wXyinhwkoWAKPicKKNxYTiZbrQLg0F2/zfLaeEy7SkCJyC/BnVmFJpBLgE+A1RSGrrBf2Gc1StAXFEMKJRg5HqrBIHfgjBVMYk4l22PQAoKpZ3uYr/n9c2voRlOiuq5Ao+P2Fonmnu1iWlVQ0RU83B7g8spUtG19ZzRBMIF5cDlHe6eLSj0+Uen3+4DhTwSvPW6nNpPDJp8TdzbT791+sFJvmFBShUTc6dOn8eGHH6LVaqFWi+fR4pwfGPlz4sQJXLlyBVNTUzEy5EW8B2dnZ9Fut3H//n0cO3bshR0HANwtCcFUqQI5pHUIr7N7gilUbH3yySd46623dv39/eLIkSO4ceNGrs1iiRIlSpR4vXH9f/w3GG1MLohJgzE7jW/9V9+NfdYEgG66K0MIqldxy9qdzfrdhzvSnCshtPYO7j1+Lt1n3nDw6Gn2PgutCp6syy16TY1imOGuAACHF6ex9jx7PHD88AKebaUr1gFAURTp9wFAzdnn+OE56fZDC/I6air1574SzE/VpWWcODQnbUtDU/D0uVz5zcElxxji6KFZaRnL8y3pdk1V4EiC9AAwP93AmqSMk0fmpdurFSP3PBlRsd3NHmuePD7CY0lbTrfqeLYjv2fWuhZ6O/L+eXmVglLZojR/DP7kP3wAd6ebuVcHgHvsKH74o2vS4y0cnUJtO+O8D11AL2OR6RfPB/jhnfTcsCenDXxx/1nmMWfVJh4+2ciuU01JuW/Hz6x5p4a1DfkzQqPAU0nfOHZoVrp9bqou3Q74BK7lZMdwDs23pGWsLk3j6fPsazjT9LDdl98vzUZVWsbx5Vnp9kbVlG4HgOmGi20hP3o5JynxKqG0yCuxK7yeqqk809iA5FFUDHs9bG9v4+nTp7h79y6uX7+OK1eu4E//9E/xgx/8AD/60Y9w69YtrK2twbIsVCoVLC8v4/z58zh06BC++e57waqkpF3d+HeF+sdM2q/ZCcmHodCYZR2HYLlFCPp2PMdTUljTDfYNrfB2ElZ3yRxF20Mn0wLN8RiUHKuxcGtWfiEgTpLtjFxpYLWf4z0u5ntJkj7Jc43Vwc22zwPiNm/WLgmmvLlimC9nmDLB4Zynrmij/Q6QQ/6AxOvkbkzagaTlpBLvwby6Wy6T5pdKKvudBMGadm5Asj0JOFUnF3fRdAs8lpbTyahDqTQwrC3CViu5wfsi3vRif2aEQplaTNmFwGBWzKoyVMOpCYKJEhLlWgL8NjBUf/Ij3n/iM6HvsNgLPeyOVU2JrWIT23Nr6AcLDOqry1SB9W73h1CStqBB3qsPHk3a5NWDFbymQvBZW+YTPj5/QyF42kkfyPeC/pvMzxRafyqKgnPnzuHGjRsT5OdB29dduHABt27dihESL4r4OX78OLa2ttButwEcvFIKAMA53O125mZqGpnbktiLggnw7epOnTqFa9euvfQxBSEEZ8+eheM42MnLX/c6LaYpUaJEiRIRrHanMLkEAEZLvuo8C2QiZ2g+GpVi9qyqWiAvTPkeK1EiEwfZO4iE/Aghy2fMJeN9Wc5rkjOMzh1m5z0jymdIiReEP/uzP8OlS5cwGo3Q7/dx8eJFXL169cuuVol9oFQwldgVKKUvJuD1ZaLgS5NQis07V9HRmjBNE6ZpotVqRb/L2iQcTCgAwDkYYmIicACux6AqFCohcMExcDh0Yd7gch4LamoKRXKs0bVd1HQFCvXddi2XwQwSTvr5nbgvHQfQCyL+alDeRt/GcmNscNZ3POiCTHgkIV3aIxdmgUkO4FvqZUEMnndycjsNHZapegEQC9AnB2U+wZT+3Z7jQZecy1AgyOwEKeMfJ71c2+VSAgaIk2ZJ5Qzj6cFO0ssP8MbUPQC8jafAucuxz5KWZ4BPgIT3nJszOh048ufCIEEsehj3AY8oqS8jziftCl2qQfXi9xBX4gQTierq1yf0nvbgq3kAQKccqDRgKRVQfJE5wSgU/Baui1Wdg6GmBQYIVOYARLCDCL6nKhQcBC5jkSVcZ+Bgoe73R48DVc3fN6byYzxSKgFxi0oWWF7qCkFvOIKq+6RBuzcmhx5t9XBytg7uBiQOG6sWZxsV1E0dO4ISsFGvAdjBgx0LVZViIFwc5rs74H+9I19JqxAgpGlkE6LwfrmbsNMUFU2NRgOLi4u4c+cOTp8+Pa7LAdvKVSoVHDt2DLdu3cLFixdBCHlh78GQ0BLVPQd+HGcER0KsEF3P3JYE2yPBBAAzMzPodDp49OjRnsvYKxRFQaVSwa1bt3D58mUYxiSpVpJLJUqUKPH6ovP53V3trzdr+TulIDkGL4JmRcVGxgIcEWoBdw3ZXAkolmq0RIlXExN+lRMoPsLOHxMSJz/fmsTlUWrbLiOY8pCfblzeRkVGw3nT5XJEXSIN3/zmN/Erv/Ir+Af/4B9gOBzib/7Nv4k33njjy65WiX3gNWIJSrwMhATT6wRP+qZHFEwEgNXZOi5cuIATJ07g0KFDmJmZQbVazQ0AikFqGvh5J8f7oaIjVAL1nbgCSVfIhAopqaAJCZqw7KQSJm1sEh5vx/JidbI9NlHHrFU3jzpWpropidtb2TYRYvC8l7MKaCSxMfAYhyWoO5JWdjKFkmitlwaxXhPtL1FVuRy53t6iuivZ1FnkFOkXIJgSg2tvfVLBlN6e42/mjWt7tgs3o10557Amvi84wmeqlyY/c6gWKWmi8mmcngprzUP1YTC5d8zmxABX1TXYtbnU4wPFbB9j9Z9eztyHgKNOxycVrioNSS/RfnEo2Fe4jEfEk9gkugIoAkvT643tRza22gAA7ljYEmX2ypj86ro+3Tw75ftVU8F3v2Hq8BIXQDzNB5txFRPnHBQc97fy7BrHv2/2sydiHICpErQTRHMyL9uRI0cwGAywuTlehXyQFnkhFhYWoKoqnjx5Eh3jRREQpmni5MmTuHHjBjzPO/jjjHpw29kEE91FQvC9KphCrK6ugjGG9fX1fZWzF1BKIxVVmgquRIkSJUq8vujcuber/fXG3gim5Ji1CGpmMQWTpuUv7isXS5T42qLArZ+cI+/rcKN8UjhrrgzIFUxptvyFsV8F0wGgHFWXyMLv/d7v4Y/+6I/w53/+5/id3/mdL7s6JfaJkmB6hfFlDBi/agQT5xyj0Qjtdhtra2u4d+8ebt68iY8++gg//OEPca2AxFJJVRskEJwz9fJXpojwiY74xIIQAoVMEkwhgSDmsRFVJRqlGCXKcpmvCAgR8hth4HqQIDySdl8e45nEUFVToCU2Jm37QjzrO/ljF/jXayDxWhPVCXne48l2FZFsp6S9oMz2rJdjvdcVrPeSpEyatZ2INJVQCJfxWPt6LEmKpZdN+tme5tE+Casz7/lafAfOJyzsQoRVkl3fMK9W1v2RdSnD5iAZK7bSSDWb6hOWgDzx/Wi1aFg+C66ZOqnMoOCwp1fTK4hiE4/Q9s5VTej1qYyC/DpWMX6GEELgeAy6Ms6LFkK0kvMYj/o5IQRusEKOWSPY1ngyowjnp1b8QMjsdBMjPiYMLBbv0wpBdHzRVrJuKNgeZD/v/ujmBq7c20J/aMNUCDgH/uhGtv93BKE5b2/I712Wcv0HQX6yEIQQnD9/Hnfu3IFt+/V9UeTP6dOn8eTJE/R6vReu5J2dnUWtVsOjR48O/jiDLlyJgmk3k0CltseAm4BqtYp79+75ebxeEsJ7aGZmBnNzc7h9+3Zsu2VZqaqmEiVKlCjxemDn83u72t/Yj4Jpl4sWagUTvCvKQVjk7T/0u/8RV0mClfhycKB33ig/f6kniQVAkgtKtjg29xz2eZIlR13iRWJrawu9Xg/dbhejAn2oxFcbpUVeiV3hZRJMnHPYto3RaIThcIjRaBT7F67sNgwjsqkzTRONRiP6XRnuAPc+lB+oyFszDFgTANY4mX0enBQVkH9I4lvcCQFlzjk8xmKB5YHDYAaMk0Z9hUtdj3dblZJosBIeKwxGJ9U4yaGJ7TFUhNVvtssiu4WqpkwoloYOyxSb+8qC7Lbk8C38ZBjm5DcS0Rm5mK6mWzklVQ4TZUmuedLKTQTnPJa/KUkwjVz5JM1jQY6tFCTt9myPQ5xfZpJTgyIEU7xsN6FgkrW0x3mujCesehbBlKW+8jgB49kkZ9r3XKIBydxAlEakE4dIqPmmkJQzeFSFmuLJRgC4jXlw1QBxJ1eeFbIFCPZymkswMskAfx+Fu6DgYMHfI49HJFZvZGM68N0nQjBCUWisIpqmgwOYnWrBCSw3AYAICqTOyMVURYehUKx1RlidqwMABq7/TAqb1uMcWnBTbg8cLLT8Mqq6gs/W+zh5aEzAi63HAdx41sONZ/79tzpdQcfK9x4PyV1DIXiSY//SHkwmlB66k/Z3uq5Hip9Lly69MIJJURScP38eN27cwNLS0gu3ij1x4gQ++OADqOrBDtWc7W1psGs4HMLM3BqHeeRw3O91l2CMQVEUnD17FtevX8fbb7994OebBvEeWVlZwbVr1/D06VMsL/sKxMFgANMs2golSpQoUeJVw87tXVrkNap7PpZOGGwUsxIHgJpZbF+lgEVe3vv5IAS7L0UgUUogSrwAFL01i8wriG2DKAq4xB3HlS1GleVgki5ilXeOPFV+3pmRAq2032OU+Pri7/ydv4N//I//Me7evYvf/d3fxT/5J//ky65SiX2gJJhK7AoHRTCJ5FHav9C2Ttf1GHk0NzcX/X5gQahiEWR/V0JA2k/BF0/lfsVjHColcLn/u67ED+QHeXm0sowQgpHLI8s6IE6MqJRiZ2RjqT4uQ6FUNBrzc7lw/7iAr8YRj8ETAfuBEyeYeraHqYo/uKloCjq2C1OwS9qxXJgqTVXq3Nsa4OiMnHh7nBNQFhVXDpMHLbf6No7OpE/2hgmSSFRD2S6TTsi6o8mgdlSu48VsCpMEk0y+TogfzFcybrhJsoqhISygt7IGloP8Vf88aSnX2wEb9kEDlYssN5TLuJSAAsbnneUPndUuLgdUQmOkqog0wsqlWkoLjj/hRImkuYQzMKpCYQ48s5U9tScUzswK9PXPJSVng8F/RChZ9nhAdC8TALOKjQ3Pv7i2y6AE6iaLj4+mClJGSkhMhecyBoVS6CrBTt+FGZDOtjsmgDeHDlan/Vxta10r+pxxoKErUW6lkeNFpPJax8JCqwIAMDUFd9Z7OH24KZBR2afXL0AuAaHNJslNSAsAT3YmVzElVZkhZmdnsbW1hUePHr1Q+7p6vY5Dhw7h6dOnOHz48As5RghKKY4fP47r16/Dtm3ou8iNJIO73ZZu1/Xi79bK0ry/AIMUD5yJCJVgjUYDR44cwc2bN6M8Vy8SnudFBGGogrty5QpqtRqazSaGwyEqlcoLrUOJEiVKlPjy0Nmtgmk/BBPNdgpIQ7WggkmVKB5C5OVgehmB39J1tsSXgUL3NuEHSl7qVRNWN3tu7kliBVwylk4uRH2pKNaQ0q3lI6BEGv7wD/8Qqqrir//1vw7P8/D+++/j+9//Pn7+53/+y65aiT2iJJhK7AqU0tycRZxzOI4TkUVJ9ZHrur6CR9NQqVQiwmh2dvbgyaNCKKJgGp8zHXVQxE3b8Tg0hQCMoWt7mDFJLGhG4JMIVYHgcRliqhXGfQstTaHQFIKBy2KEERB/YRNCgnwtJPg+0LNcNAMvb5USMMajyUbH8jBb1aLg89bQxlSgoDBVii+2bByZHleoPfJgKATDlFhy23Kx5HgwJH7gtzfl+VlCHsgLSI2sK0MB7AyziaB+Iggt5rPZkRBIgE9cZaGXIK5sj8eC2VkKHgBAQDRmsRyDhK1f3/EwL/ydqmDiDBjK2xRAqv+7t7EGunoSgFx273jj+ykLobVhWjmcc2SJwlw+aW8X255GMKU2oNAfKEWoySKcg1MFYA6gqMga3hJwjKZWoa1/PnHPFbHIYwywqzPQDIniQeizTephI2gTm437c1+IPugKheV6MFT/fEXbR8tlqOoUmkLRHTkRwdR3GCoaxcBheB7cx5pCwbhvgxfeQ1WBYOpaHmaqfp9/0B7g8sqUn/9IU+AwjrqmoBNcQBkR2bU8VI38QIfLOECJtJ8BPgGfNpkaOSxSvSRx8uRJfPjhhzBN84Wqiw4dOoTHjx+j2+1GipcXBU3T0Gq1InXWQRAvTrudvXFpCcs/+S08+19GwEZ+XqTq/LT/fCkQ5EqDSPQsLy+j0+ng0aNHWFlZ2VN5RZG8hxRFwYULF3D16lW89dZbGI1GJcFUokSJEq8pPNtB7+GTXX1Hr+1d1WqAId9vYIyKfnAKpjyLvDLwW+LrjCIL3nYDrZJDMLmSCIdk7iKz2c/rxCWJXOKril/7tV/Dr/3arwHw52I/+tGPvuQaldgvSoKpxK5AKYVlWeh0OqnKI8dxIvJIVB7NzMzANE1UKpWXTB4VQJGAnaDaImC5lkA+yeP/TimBw3y1UE2YMBBC0Le9GMEE8ImJgOVxaMo4T4rlxlVHSTiMoyKoH3qWFxFMhkaxM3RRD/4ehQFnjaLvMKz3bZwIVEi6SvGwPcKR6fGKPY5sibhKCf7dzWf4y28eSt0+dBlGBRJUEviKl7xAas/Kpvn6CSs+MbdTN0dpsdbJ9n5Ns8/zOKAGVXUDdUYaXMb8xJ4ZKb+SZTvCQJJzPz9Tsk2oNQCT5KIKQdgkqeZtPIVWgGCyvcl7Mol+wAxmqayyrrrLsvMvcc5TFTNWKsEktBVEgskDJxo8xYAizyIFplfAGvNQuhvxLQWSM3NCwFt5RMO4DRV4kU2ey3hkKzBwvIiwNFSKgT0mmMS2HTgeqroKTSHYHDiYb/qB8J7toaIpGDgMHvetMtXguSG2si5cz82hjbmaHhyDw1ApRi6DHj5DhBlDlkIN8PvslKJK7yXAt3jQdJqbf2muqqfmYOLwiflaCsFEKcX58+fx4YcfvlB1ESEEs7OzePbsGVZWVl4oEcE5R6VSAaUUDx48wNGjR/ddZpaCafon38eRn70EWq1j5tAv49GtRxh88Am8DKKJGAaMVhU2c8GxN3VVMpfV6dOnceXKFTQaDUxNTe2pzL0cF/BzQZ08eRLf//73sbCwUBJMJUqUKPGaYrj2DPPfeFP4hIx/8PifAAEIhzk7BVadju3T6XTQbDQzjjIew7R0AkrU4NP0cZL46bap4txyPRa09X8ff5sA0G2GC6uzMfvypFVVXXVx8eR4jEoQDwZPNyp44+QhuJ4Hz3VT8w9SMpkbVsRUs4Y3TmcvDGnW/GNkoVY1MNOUK8QaNRNTjez3cqNWidXBGo2gaRpoMF6cbtRwUVIHVSH+PE2CmVYt1pZJ1Ku69BitegVVUz5eqlcMzLbqE58PBn1UqzU0KgYunFjK/P5U3cTFU9ljYIWSCQv8JGanatIy6hUDb0i2TzWqqJrZeSwd10WlVsPhpex4RqNm4uLxBeET4odegr43P1XFTLXpd09hH2A8X1YJMFdRoy3iFD20fXMpwEKXGe5/n0fzJO5/Rjgab56HN7TGn4e9jgP9Xg9mxQSlChYtjtZgHEsYT7n8JYtqsw51ZSn4O6hr0CG5qkKnwqGFMpYbOpTA/Sbq78E+VTBcXJ3yiyHx7wJA1SBRW6YRQc2ajvPHwrbmGAwGqFbHrjT1io6pmjxneaNqoNXIvuZ1U8fFk9n37UyrKt0O+M49sudQq16ZKMOxXQAcmq6hUTWk/dfQVRzKUYrNNKvQ1Oz7tlYxcFHSP/O+DwCmrmFkj2M3Ss5C3xIlvkr4ikX6S+wGB20hwzmH67qZOY9CVdLOzk4sz9H09HRMefSirW2+DIhBZkIVYLgDVKdS92WMYegw6JRAVUgU2O07HqoajbVP0haNknBwO57dWB5HHb5FXliOSDAlBwpWoIrSKIHDeMzOTqUkNUhc0xT0HQaH+UFpj/vKh42+Hf0dQst4yVFKcK89wsB2UNUnByGbA7liQYQskB1u71kSBVOCrBna8eB8FjjnqbZcsu+yQJHh59DK5h1HDoMjGRQlFUyiGiqL2FMHHbACknnKJkk1d328clNGCoxcBkOVr5AMc2u5HBP2ZLI5jMOwq/xLADBiBBwkpiyKqYwIHVtaMg+camBGQ+p8Hw7U7ZmjqCQIpiJjOk4VaK1Z+U4J9WKdMnSYAvFW54RgFBDIukIxcDxMB9ssj0fEdsdyMVczoFLf/u7c0ngfXagw54jUZ1ntudaxcH6+gdiXgMg2rzdyo8RhHgdMlWTmGqtqCmxPTuCOXA/1ipZrl2lQpBJMgE9W1zLmMLVaDdVqFY8ePcL09HT6TgcASikOHz4c5Q16UYqpkAg5ceIErly5gqmpKbRarX2VmVQwEVXFof/0V7Bw3g+KMM9XGa+cWwE7fRhPP/wcOz/4wUQ5xsqqf94FSNgsJIkeSikuXryITz75BJcvX04NdB0EROWUiNnZWfzwhz/E3bt3MTMz80KOXaJEiRIlvlxUlhaxfeVTMKeYvS8AHHvvAmhvM/bZFAGQ+CwNWwTo8uLH2uk7uP64m7vfUX2Ea3flauNjMypu3HmauV0/cxhX78jVXIZKMJLk0TVNA9ckZTRqpvQYhxem8Hi9La1D3j6NelVaB0NflW7XNQW2ZI4IAG+eOoRrkrZs1SvSYxw/PIe7j59Lj7E018Ta807G1h00qwauff448/uGpki3qwqFmzPPfvP0EWkZU/UKrkq2n1xZwBeP5f1ifmEO293sOffs/CKu388uQzEqWO/IF6v9POPo9uXOJeoiA/XyYxQ7H12D2866LkB4lCdqDTtPnmXut7wyBe9JuvuId8lD1vrZ9Z6NW+vpyqjTLR3XHrQzj/mNYw3pc6KiL+PaF8n7enyuy3NNPHm2nfl9ADiyOIVHz7Lr0KyauHZnLXO737eytwOAriqwJQtrTV2TllGvGNL+O92sot2Xz0/PrM7jswcbmdtbNRPXvsiuQ973AZ/03+6O75E8QrhEia8SSoLpawKRPMpSHnHOJ5RHU1NT0e+apuH27duYnp7G/Px8/kG/EijwQC6StDFBDJBBGzyFYGKMwXJ9xYfL/Q4WBtsZCGzGYQi5mDjIREC+Y3mghESB+TAwHLogdCwPc8IiL5ZgmEKyQFd8gkkksSjIhI2byziqugIMHKE8Eq2WUCmBJxIQGRroUOXyr6+v41ffOhxr+ZHj4tO1/IkS4F8xL0dnPbA9dEbZE51eYltfmECO3Gz1GeP+P4/x1NUiaQSTy/21+7Ynz/vSsxzYXvrqH845uokRpUj6ZJED6rCTk/QTAKWgKf2AtbdSj5WE1PYPfluJVWCBcibaLlP0E5LZZlnHdRjgEQWqMFGnYoCbEID7/Y36PQxQFMifBf42q74AUzNBHGHlmeRb0bfNhk88S0HERbGoBAQT4xym0GChQlGhBAPhPvYCssjlwHbgUalQgq7lxUhgMZ+V7bGIYBrYLrQgn5q4QrNre7Hu0B050DQ1+t7azhALQm61hqlh1EufiJmaAkj6JeATrUXsKLa6NlrV9CHK0JHf84ZhwHEcbGxsvLB3FWMMzaa/avmLL77AqVP5efn2ehxKaYx4efvtt6Fp8pWEmXAduDvjSSOtVnHyv/pV1OfHq2WJQEhThaJ19gh2JvklVAKVGPHcPVvspCmJTNPEqVOncP36dVy+fPmFkHdpxw3xe7/3e/ilX/qlA8k3WaJEiRIlvnpQdA3NMyfRvnar8HfsgTzwKMOQ785GNplLNgtF3lPJeeIEiiyk+gpYcJUo8UJQdABbMMjvWPLnhCpZtCmzZddliz3LDliiRImvCEqC6TWB67qpqqOQPAIAVVVj5FGr1cLi4mJEHhVRHlFKX6ugCycElKaF3xP7Jf4mVm/iMy8gl9IsCsIAcM/2YFTGAwSV+hZZmhBgdhiDShXYwffDYHAYOO5aboyUIgTggn2aFeQFMhTf9k7MPwQCdEcuFgTBwshlqKjxALeuKhHB4quJxO3pk55wjyddCzsjG83AAqBvOfi//PghfmKl2Kp7zrk01wsAdIdOJsFke2yC1OgLAWmXcRAlg9QIVnRlEUxJxVm4L5BtDxeiPXQzE3Q6bNIww2bxOqdBGXRyj0syFACs2wbg11/W2nbOKrckOeVxDkW4X2TX0rfpSCfmsggmy2VwiRoRTEk1U2hrEOZ2YlTLsccLcjUBACFwp1egrd8eb8yZVXMQONMF7NgoxVgrBZjEA6AF1g7j8x84HqYqGhRCMBBIR0J80th1uU8KYUzkiSSwoY2fL0PHQ9P0X/M7QwdzAcGUXP0lBh/WOiOszNajPG2fPevFCSZDxUYGwWRk9CsRQ8crlH/p1qMdXD6WrkDKI5gAPx/TzZs3I7XtQSO8b1dXV/Hxxx9jc3MTs7M5KrZ9HAfwiZcTJ07g+vXre8/HNOrBEVZ8Lvziz8bIJQCAF1/tWW9WoRxegff4Yexzc9m30yAHqGAKMTMzg06n88LIu6w8XoA/zvmt3/ot/M7v/A4+/vhjXL58+cCPX6JEiRIlvlzMvHFuVwSTM8hWW8jACYWL3S2UGEjUQiKylN6x4+fusv/odNKW7+CPUKJEEgej6ihaCi8Y/3KHeQSTZNGjpB/p0jmWvIeV+pcSJUq8LLy4LNglXjieP3+OP/mTP8EPfvADfPDBB/jiiy+wtbUVraxeXV3F5cuX8d577+H999/Ht771LVy6dAlnzpzB6uoqFhYW0Gw2oet64UDV60Yw+V1g90u3iBsPkDquh6EbD9QTQiKf2PAIDosH7FVKJpI21iij8JsAAQAASURBVDQFsUUqhMByWWTVxUBitncapXESgBDYHo8GIgxjWzyFYMKaqu94MAUv2E6wai4MeidzFg0dltpi4ln8z9efgQDoDG38n3/8EBz5SpgQjHMMcgLIW30bfdtLndCMUlRGtsuifWUr+cLvZlnZWSlki1OQYHretzP3SSOeHMGGLKvt1GEn196DaOle36zTBpCvFkvaDSaRbJMkuSezBaQke9CbxWuNAoJpXEhcyRGSTTx4vXEt32JLJKiG0yvg4h3O5dd1VF8A0wrmahGesyphADiON1XU1fExwv5GCcFIIII0haJpjM+bYKwaFAMMWkwN6Ub9eL0n9nsCU3jIiH7Wnz/vR+UDwM7QRVUgrWqSxNNFPKL7tovbz+WWFvNVHT3LQz8jX9owp6+FatzTp0/jxo0buYGPvSAkfgghuHDhAu7cuQMrZ9XiXpAkYObm5lCtVvHw4UPJt7JBRj047R0AgDozi4VLx2LbXZ7+RtROHJ34rDo/FVSyuO1PEjIl0dGjRzEYDLC+Lrf/OejjAv77+6/8lb+C3/iN38DW1lbmfiVKlChR4tXEzKXzu9rf7u+NYIKy+/W8A0meWRGsyAKPnHFsIaV+Xoh6n/b4r6O9fokXi0Ij+0I7Fbz3Cs4lnJF8LqDIlEhSgil7/pVXs7z+ldu/DwI5dSgfASVKvB4oCaZXGLOzs3jvvffwne98B9/+9rdx+fJlnD17FkePHsXi4iJardauyKMieO0IJkIKvtESBFMwWA8Dly5P70xhkJwKxxjEyCGCbiKAryl04ng7Iz8nRpj4UQz6+zZZCRLIZbFcSeH+hqpg4HiR/RUAdEZeLNi8NYivXo8HpgFNiQenQ4hjoo2+g//vnQ383/78UfSZ7RWcLHGgnWOz9SwgydKGQ1k5lqJWl1zvcMVgWpJXy/VS1fHhvkOJJzDnHFsDJ1UBBaQTVyJpmEVMKcMOuOS4AICUfFjAmGBychLadjKC/CGSBFTSJ1j2dUpI5lg6S/k0dBlsIaMSTw64hQIZKKAY8EjO5F44FNMqYKIiKWdC0Zk+toth+fjeUzhDXeGgiopmrYJfWKlCpzy69wlJ9nPqW1mG9RSULeK9InI828NxXxZzi5k6RUXow5bLo26xNXChK8TPcxtAF/pM1cie4NACz9KdoYPHO/LJV/ic6w7TfdPzFEwh+TM9PY1Wq4X79+/n1mu3EAkKXddx6tSpF0JmpREhJ0+exMbGBnZ2dnZdHh924W77PupL/8nPTkx0XZ5+DQ9fiBNMtFKBGSTkJi+IYArJu/v376PfT/ed3yuycjCFGAwGOHLkCP7RP/pH+Bt/42/AK/j+KlGiRIkSrwam3zi3q/2dfnrelDwwunuCqT+S540Jkef4ABSIix9EmKD00CvxknFQw+0DVTBpWu5+qlSJlF0brYBLxB6KBRB30nhRxyhlVCVKfD1QEkyvMCilL33Fz+tIMBVqw+RLkVLA8+AyDpf56iJKJ8fPYUspQk+zBWWKSgk6FpsISiYDtWGQPyR2+gKJohAyQcjYXtziLVQEmYESQVRsJFesPx/YsVN+uB1fsaer6fdAUglz5Uk855J43jK4jGNbMrHinON5YLGVlvQwK/jMGIfjMShK9mOvG7Sjk0L49DJWE44VTJI8RiEJlVG3NJWQaJE3yiCB1EEHzJZPQrmakffJGoLbVu7kdCsnOWqSgBLLY4xB9rTIUjBxzlNzN4WfOzEFU5zwGCuYCJiiAroBZtaRrruLfyfEYO7UWMUkWfnZ0xpwqjPFB81CvybgmDLG92K1YuK7x1uYMf3z0RWKgcNiiXjFCYBIKvUFKxXxcq737aj9e5YXkc6mqoAI/XVn5MbUUQqJl7MlkMymtvcVdABgFHjcbnX94+1k3Ht5CiaRtDh27Bg2Nzf3RMbIkLR2nJmZQaPRwIMHD17ocQD/PXzhwgXcunUrssAtCq/bAXccGEeOYPbM4sT2rH5iVHSoR4+N/145Oq7XC7DIC6GqKs6fP4/r16/DdfdOZKUdN8siDwBGoxEqlQq+973v4Rd/8Rdx9+7dAzt2iRIlSpT48jF14QyI5D2QhLNHBdNeCKbesKBFXo6NNXAw9nX7DuaXweUSB42XfU8ViH9xPd01RIQiIYqIZM4pzcGUh5xOXnbPEiVKHBRKgqnErvA6EkzAOF9L3n7jPwl4f9snlgiBplDoCk1dXeIyFuVPAnzSKSRGQiVR0gItOZAPg/ah7Z1oIadQYCux0t9lLNa5Q3UNJQQNQ5lQxIiH8/g4t0tVo2iP3JjiSaUU7cFkDpU8omJUIG8KAAwcN5VcSDtOOhGUPinzOM+1e2sH7ZiWdyhLGRWSR2kqpBBWsPp9mFFGP8VrPbRO5JxjlEFeKcMOmCXPZ8PV7Ikt67YncijFvss5Nkd2pq2g47EJi0exGWSkDhDkD0spOutWCj+2BAUTEn03HJwTcHCigKgGqKLCUqvZ9UgMrT2jhnY1CL5LZtW96WOxeuUi8RwwtDj5RxUVl5f9fDjhs0TMNSY+hkSyUlQqecIFsD0OSgAjIFXDuYmmUoyEvrA5sKNcTYCfXFokbz+4tx39bkgmOGmEbxK3H3WluZooAW497gAAtgdO6h1kFVQwAXEy5qAJiiQxcvz4cTx//vxAyawsAqZSqeD48eO7Vk25gT3e8l/8qdRyZX125s2xnZB5+FD0+4vIwSSiXq9jZWUFN2/ePDCFWN5xh8MhqlX/mfH3//7ffyF5oEqUKFGixJcHtWKieepY4f2d3mBPx9kLwdTNcXII4RWYkxd0KJci79VbBqhLvKoormAqoBY08gkmqYJJ0tE0yQLZXPFQ2UFLlCjxkrD7EU+JrzUopbteMf2VBqHgiub7Y7uSQH2KyokMd0Aak0ndPRZXD7kMMYLG/8zfJwwiDx0GXRg4JMcBWqDS8AcXHiyXRcchmFTAuDxeZZEcaRgqOiMHU9VxbppkYNhXIxFMmRoGjgWFAOFUR6EED7eHOLOsJ77jB4ezxl9Dx0MrfVMMOzmWbGJw2XYZqomx3CCDRPJYOpEjYqtvBeVOnkRWuSEZ5bJs972QDMgqo5fyOeO+DVrmoJBzqMNuPsGkKBhfvcQxOjuwtenM7zLun5fHOGjKgDhp7wjECUAZecUYByU08H2e7B9Z3wEAiycIJj6uR7T6i3Mw1bcIZZ4HBRwuCNSUYThN+cxdPA1+dy1TwWRRHU5rGQS7mbwL56noIGnEga6h79jR82C7b2Om5t/k4nOka7toVTQQAM97Nlama8EhCDRKxqQ1BxqmAqvPovZTFYqtng0zKHeta6Eu2O9t9CzMNytQiN+v13s2WoaCHcuTTnDSrCVFLNZ1/ODOFlYON2FlrM6dr+m4HqgFPcZhanRC+be2PQAw+ewNkVT9VCoVrK6u4rPPPsOFCxekdSwKmbLo008/xdtvvw1NS1cP7vc4Iebn59Fut/Hw4UOsrq4WKs9pt1E9exZTqzOp22X3cmtlDusBK6zPC99/QRZ5IpaWlrCzs4NHjx5hZWVlz8cLkWeRNxqNIoKpKEajEX76p38almXBdV381b/6V/EP/+E/jO3DOcff+3t/D//m3/wbVKtV/MEf/AHeeeedPZ1DiRIlSpTYH6bfOIedW3cK7WvvkWBK2jQT+Av5CCVQiD93oiCghIAECxdnGjpaVc3/jPqf0WDO57u7+7/bmxYq6kowuiTBPIQEC7h8+2PF7WNhqjoebYeru4KhRatm4t1LJ+C6LhzHRaViTpwDAQPLsNAFgKlGFe++eTx7e1O+3dQ1HFmYytwOAKapY2UpfewCANPNCr79xvgYg+EAhq5DCXJgTTXM2PYkFCU7/2uIZtVAtTKePxPE5+xTdVN6ntWKgcWZhvQYhq7i2LIwxiW+3UO320Wj0cB0s4J3L53M/P5UXb6dEiLNRwwAjZqBWuVE5vZWo4p3L2cfo14xsDgXn1+KR3QcG7pRhRLkCQ7CDv7iwOD3qWYN37xQCb7ozxY5D37jwMx0A8vNlj9uDT7nzN+PMQ7GAVOhMA0Kxjk8zqO5tev5jhge30X2oZxcZgDAC4z7VXV3BBOB/4xoGgoOTxlQKYVCif+P+M+NmgK8eWLed8Dx/wvyxPpltHSOnzh/JChvfHwO//ZqVXV86+LYCrvX66FRr0d/G7qKI3PNeL0Sp2HqGg4vZEd6phoVfPuNuN22eLqtmhmrQxoUSqSLGacalYkyHMcGYxyGYWCqUZUeQ1dVODnXuVExMNXIzr3cqpv41sXsOVndlH8fADRFgSNYcxeZJ5Uo8VVBSTCV2BVeOQVTru80gVebA+m1d1+2NZkTghI/qF4RAsGc8wmCyfY4DBWRZdXAZTHyxQ9a88gqz9QVMM4jBQIIwebAxkLdiCYZQ8dDJbCv4jwe7B06LApUNgwF6z07RjAlA/ojx4OpqWiYKtC1fMVTqAggBDfWeji73Jpo3pquTuSDCpGlAEqik5PYVixn6HiYSmzPUjA5jKUSOSE45xjY/r09SslrlJVjyfYYXJYdBAbGxFKagopx7lt+pXzfDQbIaaDOCNS1wSxbKkVlioosgsnrbMOdOZb53VAh5nEgbcicdj4OExU0MlUXw9ABzJTkx1kEU/j5KEYwjX32OKFjNRJn4IoO7rpQmA0QYAAddUzm/0m7clqtCauxBKO7llqXrcYKSED8snA2lAdBbcW1yQl8iIpGI6VQX7ifxSPsjFwcaQE1XcFad0wyaoqfX8kJro3LGJqGhud9B33bhaqqUCjB4+0hTgYE09BlUIXB693NAeabFTQrGraDnGzDkeuTV5KVd1ZOnhotmEkYEpIqeZ9V1DjB1DAU3NmQB3nSSJmlpSVsbW1hbW0NS0tL0u8XgUxZdOzYMdy8eRNvvPHGvm1s8wiYkydP4sqVK2i1Wmi18il8d6eDQ999N7teQn9KQjNUVE6dxvD2ZzBmxxNN4u2PYFIlKksRp0+fxpUrV9BoNDA1NbXnY4bH1SVWJqPRCKaZ3UfTYBgGvv/976Ner8NxHPzkT/4kfumXfgnvvvtutM+//bf/Frdv38bt27fxox/9CL/1W7+FH/3oR3s+jxIlSpQosXes/MJ7QHcrImYQkjdBcJbQcaBWqxhg9YDgCILe/V4XtZq/wIeAYxzt5kFAmoPrVZxq+ARPkWA2BbA2KjZnsjcGePi0I91nmnTxcG0zc/s7Zw/jR1fv59SJS9VS75xfxYc3si2C37t8Aj/8NNtqdmVxGg+fbWduB4DDizN4spGtEH/v0gn86Gr2MfLqqGsK7Jy56punDuHTz59kbn8/5zyPHZrFvSfZ1wIAludaePo86zw38N6l4/jhJ9mkaN55qgqN2W+n4dLpI/jk9qPM7d95+zR+9Om9zO0nVxZw92lbeozFpQVsd7Nzsv70zCF88qCXuf2CWUOXy3O6tqoaWE5wXuFdcOYi6PzgCHMekGBu7v888pfeBWfjru3/ZOAc6HV7MA0DnmHizYX5WPkkIIEoJaAEmD28CGOpCp/q4cG8lQPcA6ub0E0l9Tkx3zJhmONxqxf8A4ApQ8Pt59kLTt86XMGHt9czt799ahF/fiN5vdvRb8uzDTySPEMA4MjCFB6ttzO3v/fmMelz5tLpQ/jkdnbfAgBNVeBIck9/49wKPrj5MHP7t984ih9fy67DdLOKdl9+T51ZncdnDzYyt79/6Rh+fC27/+V9HwBmGlVsdcdz3SJK1RIlviooCaZXGC87/xLgE0yvU7JrTlVwswFCintwhyCeDcdjsRX9hBCMXIaKFv/MYfGgpx0EysNgbc9i4DXR1skPzpvquF4u47HcTJ2Ri4W6TxLpKkXPHhNMhJB48J8QdCwXLVNDXVfx6VoXZxbGK6iSwoOO7RNMdUMJjuWgWQlWGcEneUyVTuRCqesUWWPFkcMmVnqlwckZ3PcF24hhguDwGI/ZB4pwPR4QPen9RlwRk7QQBIBRRt4Xy+ORTV4WQtIrTUHVt7xM6ZPLsstWBv6Eklkjudepmn1vux25lVd4zlmrhdLaRCSHZKlyLJeBcY4pc/I1lHXOTgrBxEXbOUIRDssJZwBVoTA7midYUNMJJpJ+PGvhNIzu2oTGihEKZ/Zo1O5uUe+BoK4MAJTsVW4VTYFC/Hs7tF6sqgS2UIvQFrOmK+jZXqRaUmk8VevIZagF/XizZ2NxSgUhBA82Bziz0hL6/vgcHrVHeJ8StASC6erjDs4caUGR2YrZ2RecEuDqvTYAQJO8u7YSDxA9QUY1NIovBnIVLWMs9f145swZfPjhh2i1WqhU5KvH8iBTFi0sLGB7extPnjzB4cOH93WcPIJpV6opxlBdnEFjQb56VobmudOwnjxBY0ZYybhPizxZLiQRlFJcvHgRn3zyCS5fvgzDMPK/JDluUYu8oiCEoB6s+HQcB47jTNwj/+pf/Sv82q/9GgghePfdd9Fut/H06VMsLy/v/iRKlChRosS+cOgv/Aycf/8/gluJ/EohGyQOa2zA23oOTRi3NhQAo3jO2SQ8RZPmI01iN1awnW5+XihZQBaYzPubWqfCNSpR4mCQd1uyAvYRRboSBwny0vrKKIKUxaCMQes/zizD55i7wPQKTksIDgCYMs9CG6aTNZyzzL5WleTAzf5WUK50a4E9voSYY4kSJV5NlHq7EruCoiivloIpB059zn9pFpCeJs+bEqBn84nPHcYnJgcuYxBFTLbHAkXSOOAsBuMpyARR4jAkyhgfQ1fIhHInGaPfCSypqhqF7fFIPeXvy2NlbwYB3LruT6KeCUHfUEyedh9U9OzBDwek6ocQ23158LgzGm9PKpLaw+zVOw5jGElWbNnCBUhTMGUSTC6TKnUAoGs5wc9Jgqkrse1zGc9UfqnDYMXiSL7SBpLgrbcjXy0YHjtLUZSWd0q8L2V5uYYuQ9dyU4e0TsYzJlRUDbjQX4UCuEAU80oTiqbHyBaPqHBTXnsZ/BJ4pQm3uQSW+M5WdQlUEy0m078/UV5YG9WQDtYpIZiqhGpEjpNNFWemVCzVxuSBx/0XeC3oo2H/VSiJrcDsWi5qQb98vDME4B+acUSfQyjHryegUxLLy3R7vYeaRqVzDJlC8EjTwPOOFZ1T+nkDt57EV+Im797ewEF7kK+YSSN/VFXFuXPncP369X2/x/IIilOnTuHJkyfo9bJXXx7EcYBd5GOy+qgeXpCWlfeEbh6ZgXn0WKx9X3QOJhGmaeLUqVO4du3avq5hEYu8vZCQnufhrbfewsLCAr773e/i29/+dmz748ePYxZ/R44cwePH2UGLEiVKlCjx4kCrNTTe/5nC+486w10fw1F2txhiVNDxgRKg0y9CMMnHTEVix/vNf0iKqPxLlNgFitxRRe7bIiPJIvmXAICT/LX7mmQXIrFnExcvJ5GzzjW3k+fmWCuTOJUoUaIgSoKpxK7wylnk5WBQDWTMVL6CmgATb19CKbjnYCthY6BQTCh7kqoCQgiGDgMlBKEVrxisp2TS6s3xWGyVmaiaMBSKXoKoSLjyoROUF5JA4mCBc9+KKsTmwAHBeLXM/fZ4AhNWc2c4SQRVJKtrgMlcVGm4tzFpPShiuz8mkXqJJLhtibJh5DDpIHIYs96L7+kxnkkiWR6T5hoCxuSeyyYHaWk2cyFcxiO1WxLKsAPOOWhy1WUCRJYzp9uWfje8B9OIIs7T1VWRrR7j0gHt0PHQs73UQW2W8skKjjdkgtWcMBjnQcCYc4DrlckcOYRjlGL2RyQrt4bzp8CoipHRxE7jEDoL5zGcPxPbp8gqOmCstuJqvvVWVVPwkysN/K1vLKGp+8+PlkFjfYiDRyRReI0oIbG+uT10UA3Io4ftkZ8nLdgmKon0hCe47TLfIlMAyTlPWVLqkUAKeRkXeL6m+4o+CT572kU75dmTRJa6qNlsYnZ2Fvfu3cstQwaZggnwF2OcP38eN27c2JfqN+84Iebn52GaJh49yrY0gdUHVHkCYllfAHybvNnvfCv2GXNySG4JdkswAcDMzAxmZ2dx506xvBl7Oe5eCSZFUfDRRx/h0aNH+PGPf4yrV6/GtqdN0r8MNXqJEiVKlPDR/PlfLrxC39ps77p8i8rfu0l0BvLcqiEqmlJIoZFn+1YEeQHm3AD1vmtQokQceXmk/H3yy+FFqKqCsS+Wy/QACpX0R8mCLVOmYMoliHK2yze/FJRj4RIlXg+UBFOJXeF1Ipi6TIWj+IFenkMwAZh46RNCYI7aoCSeI0SlFN0EaUDJZFLCkITSQ5u8hL3UToJgstxJ1VEIXZk8pp6wRgtXxIW2e6Iih/G4ioPDJ6hCgmlge9CDY3MAdV3Bw+3JVXyGxI4NANScwUNVpViX+DEDvs1XiCQJJwtw92wXlGQ/8sRcN0nrvYHjZQ58LIfF1E9JeAmbu+QgTrZS0bfIS9+mDjrwQEHzko5KCCbWaUu/uhMRTOmWgWltEhJiTs5od+Aw9B2GtPSqWWcU9jMPFCy4ljTWLwNFIKVAiu0lBTDcJcHEKi2snfw5PD/2HXQPXUZn+hiIkQg8Fx0UExLY4+WvcKPg+Lnjrdjl0yjQ0ASSmXFUNQqdCvcRAdY74z600bejVW+cA4ZCIkLMFe7b5G20NbBjqiYA+GKjL52EeJzDTFEpGirFlS/GdhBZ93xaCEYk72arGja6NhyPZ+ZaK4KjR49iZ2cH29tyBZ8MRYiRer2Ow4cP4/bt2y/0OCFOnTqF9fV1dDrp+Rgoka+OBIqtCK2tHon9zT0Xw+HuV3UDeyOYAGB1dRWj0QjPnj3b83Fl1nyDwWBfNopTU1P42Z/9Wfy7f/fvYp8fOXIEDx+O7VMePXqEQ4cO7fk4JUqUKFFif9CXDqHyxluF9h2ty3NnpGG3BNNGrxjBVJUoGkQ4Tv6inFcBpYiihIgi4agiypsiBBMvSjA58rmJUquBZtlm+AfK3GTKFozmzLlzW2GfBNXLQqmkKlHiq4+SYCqxK7xWBJMxMx5SFCKYJs9bs/xAnhhMVykwcidfgEmCKSQdwhxOXduLXpyEEIwcFnuRujyhSiI0KlNXKAa2F1vNU9OV2PdZcLZGoFQQVQAcgJ2whfMYhxGbvIzLmqlpuLE26Tlu5Fjg5fl8qwTYkazc8xiPDaKSQWaZGmhr4IBKFFQiOTWwk+VmDxiHrpdqqRciqXxKjgGltn0ejxGJItRhBy7Lv2+J5Jx5NzsHE+cc7cCOME2plFR5hQjVXHmD3b7tom97E+ofznn6fcJ5jBR1iQpGlAmlHgAwkp6HhoLDo5M2eXmqjVwCqSi/BAJoZiFCyuOTtSIATk6Pg95+vjcFv/HNw3ADlQwH8GBrnBi077AYMc0Yh8v9sjrCM8BjHIagYnzYHkxYXl550M6tt6lOnttyTY/lZxpkEMHPU8hlMXeAKZzHdk4eJhkIITh//jxu376958BLUWXR8vIyXNfdMxHCOS9MwIT5mG7evJl6XnS4A+LJJ7+0yDrGRH1UCly7dnVPSq29EkzhNXzw4AH6fbnqdS/HHY1Gu87BtLGxgXa7DcDP4fTHf/zHOHfuXGyfX/mVX8Ef/uEfgnOOH/7wh2i1WmX+pRIlSpT4ktH6hb9UaD/rye4tTYdkdxZ5j1MW8KVBHLPJkJzfJZE7xC20iEo+dii1CSUOHAekYCqkcioY+/IGclcRtZmTA1VyHF3S3/MWdeadYtpiTxFl/y1RokRRlATTK4wvQ0r66hFM6S9MDgJremX8xixCMKWsKtE8fxLgsXFOIo1SEDIZHE6+/Hlw7DD4y3g8h4mukokgfbIMJyKY/ONZQgBeVWiM1AqPpweE1rNefBCUVBUMXC82eREJhZapoW97MVs9YEyWZSHvlh2MXGz1swOgSbImmRcpK08S4FuFybAtEFuDpIJJQlxZLoPM1SvZrklJfxp5E6IvUU4pgw4clv8IJ7LgbS+bYPI4jwbdaQPXpA1kCNvzc5BJLgXcgOTgGNvehcgaI3PElU0uUeHRhBKIAK6iw9Nrqe0WfpRUMe33SVrUW55QWsgeD8gmHg/Vx3Uf2B5OzpqYrRk4M+sTT4wD7aEbI3vFNg3v5VZFw7Od8TNAUQjmquOyP98YTAQvXMZzfcj1FJJ5YyseLEmzf1Epwa3Hk8obS3jubAkE1H4IJsDP5XP8+HHcvHlzTyviihJMhBCcO3cO9+/f35PKh7F0pWAWKpUKjh07NnlenIPuPAM8+croXEUkJhcKEADLi4v4/PPPC9czRF4uJBlUVcX58+dx/fp1uDk5JnZ73OFwuGsF09OnT/FzP/dzuHTpEr75zW/iu9/9Lr73ve/h93//9/H7v//7AIBf/uVfxokTJ3Dq1Cn87b/9t/HP/tk/29UxSpQoUaLEwaN68TK05SO5+3nbW3AzFlilgYNgRHanYPri+SB/JwB6gVenKqjWsyEfYxxEuCEvgF2ixARybd0KqJMK5WAqoGAqmGzX7crzrqqNek5lso8jy2OdSzBx+Tnul4AqUaJEiRD5Pj0lSgh49QimdHjVacCojYcUKXZaSaSNUVTmB7U4AIcBBh2rjDzGY/lSkkoUAj9gKw4YuraHhuF3S0OhGLksRtokxzeWy2CqNFrVMnS8WB4kz2NQg+8TQkCJb+EHAE92LLyxNB5U9EcuGkLmyY7lYtocB5w3ehaWWn7ArRnkZkmu6FHzCCbpVmCjY2HkeH6emJT2TpI1yb+z8iQBk6okEZxzbAm5nZKKpaHExs6/9gxZZ5f8rsc4INxuLs/OVdS3PdSN9DZVh10MC3RFWXCaDHuA56ZatonEV1q7WpK25ojnCJv4rsA+9W0vRmxkKbaSHztQo3s5BOEcvDoFR63DZR4o4dAxbv9QnTGCjgZEtcz+Bs55yrzoKJwDElsuET3bQ6MyWW5DiCh0LBfHF+vghOBQQ8fj3hCMAwoBTJXCChQlYptu9m0stCqYqmm4/3yAhbkaAP8+EUMgbkItGOJpzspaLSEpa5kqrlxfj3221bWx3IoH75fqOq6mELl9ywV0FZQA1x+NCdH9EkyAn7doa2sLT548weHDh3f9/aLEj6qqOHfuHK5fv4633357V4TKXhQ+CwsLaLfbePToEVZWVvy6tp8BngMi8XcHAKVAumMKDxzxJ97hpQVcvfU51tbWsLS0VLiue1UwhajX61hZWcGNGzfwxhtvFL4meRZ5o9EItVptV3W5dOkSrly5MvH5b/7mb0a/E0LwT//pP91VuSVKlChR4sWj9Qu/jOf/9/8+d7/RzgD1uZxAcQhV3zVD88WGPEgdIsc0wj98zrwM8N/l/ruT+wumEuM4lVCA5tvrKhLHhLztqkKhJMYCyRGoQonUiQKcx7eHY9+o/bn0+5SSiTokQRL7JC8tIfI2VyiNbU8bs6iqAi3Fcj5c2EQJgS7Jx6NQKt2uKgoIyRkLKiS1DiEoCNTEGEokcxShnTi4nxv3gO3NiqmTiljkFTlYQYKpnb1wEwDUeo4yXrLIS5bHOow5ZbmHvJTI3T6VkEWekmWephIlvvooCaZXHISQl+pH+roQTP3aQvyDAgGutFYW3/WWx2Go488GDkPTGA++NEpiq94JIejbXiwgawnWeqZK0bPdiHBKq8PQZWjBJ6P8Y3qYEbY7LoMhRI39AUjwO/cHK+GqF8tjmCL+5wDwvG9jvjr+8oP2MCKY6kGddoYODGNMDsgGP0D+4PKLdd/qSKNkQtkCAIOEVEgkQRgPAuIZg4+hJGeL7bLY6p9e4jhZah3AP2cJRzRh22d7LCIBLdeTTjyHLkM9w1lDGXZgewUUFAqRjixJbwe8NTvxuWj7Z6dcCxmZ5zHA87IbRSSYOonrklVsknhyiAKDAGKvIOBgqgkKDqao8AAMuAqTW6AI+iYHPKrAYRRa0DAk577Ma+Wi412PF5MNOx7DwOXw947XjRLgeEvH3R0bq00dXHieHGvp+GLHxlRFiybWK00dljMu43F7iIVWBa2KhnvPB6ioFEOXgQEYDOPXIi1X0gcP2jBVkmoDGtZPhOKwiUngVs/C4QSJ3O+nK2u6Qwc1XcVcVcPHo3F9DoJgAvy8RR9++CGmpqZ2TSjsBs1mE/Pz8/jiiy9w6tSpwt8rqpRKIjyvVquFZrMJZf1zQDeBkdxOTuHyoANXdVACuKoO4o6vGWEezp07hytXrqDRaBRuy/0STACwtLSETqeDhw8fYnV19UCOOxqN9pWDqUSJEiVKvFqov/fT2Pp//Q9gfTnBY23uZBJMnFAg/EcpPKOOukZBiE8IhYv9CPGD9OHvIcljuwy/dHnZH3dG/+PgIONAPYJcubaLL86eBGMcHvctkFngPhD+XjNUWN1tP9DO/bkS574egXO/PMWogCjp1tIAQFQFLEclzDBpBZ8oRbrdY/lKEo8xqRqLE6Rvj8b4cjUXYxxeToyDeQyumz3+ZB6DK5kfuUy+HQBc14Fty+ziGWzJwse87Yzx/Dp4PGZRnQQnBJNTQyJsV0A0I/GpsCcBzMY0qorj3/s06Asgfh+hQH2qhUMrFVDiE4uU+Av6KPHJwEMzJg4fmw0+949EMe5PALDY0HF4ugoe3Pss+sn9uSrnIIoNRnQA3J8P8sAzg4+zMxWJfXFVg9ffku6j1iTjSkJAwEDBhfMIfgcACvzcqRkolEKh/vOChNsIAelZ6Izc4Nziz4SZmoal5WX/3Jnf7z3uu1JwAHq1CcM0IyIwfEYAfnNQVQfJWyCZpzjLmWsXCWfmqjH3yT8dBH1V1NVEWkaSuN53iSVKvDyUBFOJXeF1IJg4oWjrPg0TPbCLWOSlPN6JooA6IzDNjALjoZqha3lo6DQKDhoKhc14zEJq6LKIHALiEmdDoWiPXCwLdr0EgEI4vEDqHJIXoe1dd+QCrfH+yQFmqHgKIb7sG4aGikrRC6wftkdeLFi81rWhEj8XVC0gmB5uD3FqaTwpyeGXpKuNKDjubvSj80xDdxQf1I+EZJrdkSuN9Hf62ROCboLkGLkMHuPRajuZ9R5n/mBNyVhKmCw7Rq6M5MFcO+O4xLWh2EPYbr6ve15+IdJrpxJMIjGWRibJrP1sj0fERxpE8mrH8mJB9CwFU3JVlgUFdcoBQaHEoABUgcJJxKkRQuBxChoM2qM6QIeG0CJufyQ9IQQsK3eUgJHHUS3w1h25/iTIZRxpOZxPTZt4PnQxJRDAjAOLNRVf7NhoVjWMHIaKSvG/OTuPHz5sR/s9bA/xjWNAo+L325Bg8jjw5HkfSmts4dcZTfaZ7sjFW4cauLGZrmQSW+BYy8Qff/hkYh/GgaqmRJagukLw8f3t1PJ2+g5qrcrEYGV7sDtLtCwoioJz587hxo0beOedd/ZNdsiwsrKCTz75BJubm5idnexzadgrARPmY7p69SrefvttqNtPgeXjUoKJgeYSoFwNnjmKDiQIJtUYW9a9/fbbUNX8m/0gCCbAJ9Q++ugjNBoNTE9P5+6fZ5Hnui40LTvgVqJEiRIlXi9Q3cDK3/s/ABsPgk9INK0gEQsE0PoUaBAo9jxPUMNOjgOJXsNcrfi7xPEY1ofFxjcV18OTbXnOl7qpYiRxcADyg5fFVPplCLREcXCeILpSpsMu5+hI+oJpqDByFptpqhKN9bIiPaZHQZ10Qs+fHRKojQaO/hd/DZwFsRMeuLhwn/4dDUdQjCoWR4lcsgEJhIBcVqZnoJvhwsD4kSghYHPLqCjpsQFNBzxCfWLPG9cu/H7fYbi/lT43q+sKtnuTeW5DuB6DI4l1yMnjrw5e4pr77DrkxBSKCAOSu3wFTqtEicIoczCV2BUURdlTIu+vEtzaHFiYuyV8YhcgmLJWVukjPzAayrAjizzElR+6SjFwkgocFlP9iO9vXaHYTgysCCFQhBFJ1/bA+Ji0ao/i+zsJlUHPjuf0EetTN5SJlSHJF1xIuFSCqPetZ92J+skgHaDYo+hyWKP0AVInkUdpKJzfTk6OpbV29iQszT5vKBAsMjs4y2WZknRgss5iPqekFV8SSXIqhDL0c9XYBXzg80g/kpGHqSfULY3oyiKCgDiBlAbxvuvbXmzglNWWSULLggLxFcZUE3aQe4mQeH29YFohvvCSeZj2OyotMvYeOLzQKDFUzGWIhDBXUfHtw02IE3qP+0TNfEVFy9SwM7Dx7SNNEELw7ZUpLNT0qJ66QlAP1ZXBedsew/31fizvUpZK6dGzPo5Pp+eSCp+DTUPFj2+sp+4DAFWBOVus6RjY6ffy9sBf3biWCKK0D0jBBACNRgOLi4u4c+fOgZWZBkIIzp8/jzt37sCysid6IvZDwFSrVRw7dgx3rl8FrAEIkRM+jBRJ6OD3G5601QzsYuv1Oo4cOYJbt24V874/IIKJUoqLFy/i9u3bhdo2zyJvr8qxEiVKlCjx6kJZOQ1zqoFKq4ZKqwqz6f8zGhUY9QqMWgUqHIROcpqqRAqKVCKmyHtVwG7U2Tvd/HedqeYfP1elnzeRKIJc+6z9H6LE1wtF7O9kc9UQsvREPqfMQSigGSr0igqjqsGoaTAbBsymgUrTxPTiFKqLM2guNeL/FutoLNbRWKijPl+DOd2EQgGFQnhuFCNx83rylITIzmuH3DlskTly2YdLlCiBkmAqsUu8bEu+F4FedX78B/HPhRcgmLIUGbrtWykQQiYII9FaTaMEOwkCyPd7Hu9PCIkULrrq29eJJEQy4MXhB+hDBVPP8WIDLo+x2PVqJwgLMUhbM1T0EvWbUI0EdTMDX+aO5cFUBUl8zr2xtd3O3OYJBELFTJeQbyVstCzHi0ir7khO1jzdHmYSXH1rkhAJcyf1LVc68OpbbqZdHOcc3UTZ4vUc5hBEmxmrjdSBT+zl8DgAAELyFEzpBJN4r1oJgslXdEkUShJ1EwD0hfPuO6wQwZRsY4srsSp49TkQ3b9vkjVjQb+hQlswqkSksf9/ie1GgUdekX12HFZoQjQICaaMtuAgMBL+6uGuK00NTVPFsx0Lp2b89qCE4P/4CyeiFz5nHDXdJwhC20nL8wPq80I+LMv1MFebTE5dM1V8dmcbdX3yuRn2MWK50pWHojXojmRVncc4GoaCG4/j9+nWARJMAHDkyBEMBgNsbm4eaLlJ6LqOU6dO4caNGwVXse2P6FhYWMASuiCKCp7zLNgNwUSS+c+E3E7Ly8uglOLJk0n12sQxD4hgAgDDMHD69Glcu3YtV2kta9dXfYxTokSJEiX2CFUHa8nzCBLOwAuawPBdEkyPO8UWnwDARk5OTMCfS+ZD/s4rpGDKe2+Wr9USu0TeXVeIYCpgusNlDNN4p/xdCuTzluVY8pHDdknQrGQTTDLXESB/3PuKCJhKlCjxFUBJMJXYFV71Fb2cqmjrY/ucKPdKIYu8dGjeeGW95fq2aqEtmaiwUSnB1tBJJMGkEy/10I5Np+mqpOQ7vmd7cdWBELw3NSU2ANseurHk7E+647pXVIpnnbhKIEksPO8F29m4Tr3u2Kt8OJJbNVTqjcxtOwJ5lEYEeYxjJxmwJsTPY4S44iYNlsMwzNgnTUkUKpi2M3LDhGj3bVgZXtdOynmIpNIwhyF6vJPenmqgYPIKjJzpHggmzjk6IsGUOM5Q4u0NyAeynPOY/Z4beEGLf6chaVM44srYGxsA10xomg4wD4Qk+1VAMCXrKRomSAbXhVbA5e7h207mTYhcxhGeatr9AwAWj1y3hTr6P+saweq0CVMhMfvNmqHhd37uOAD/3q4E5NDT9jhAMdvQY7quocswZ04GUQxdwUbHQjNltuN4HMsmwQd35D7kYc0MleLje23pvlOGOpEHLEvBtFdyQFQXybzvDwIzMzNoNBq4f/9+7r4HQcDMeV1A1eDm9FteYPkhCd6VE9abLP4MPXPmDJ4+fYpOpyM/5gErhaanpzE7O3sgarRXfbxTokSJEiV2D2/mSO77kLNibh5F3qsi7mwOCu/7cEOeUxEACgiYcsevByFgKtUNJQ4aRQx1ili7ySzdxzsdjIKHsL3bexMAuqQ/NyrZpHcewZTXTEXmVgeRe6hEiRKvPkqC6RVHGQDZHTpzp2N2BdHrssCqk6xJgpgUPeQOQhs7h/Hxin5CoFE6EShNvtRDgkgT8yoJSJIKA8eL5XXqWnFVkmj1xuF3+qbpn+9a144mDppC8PnzeGLbZ+0udOG07210g/Mbf+YIq/h0M902K0RWTiEAeLYjEEwpA6FRFokTkHhSNVAwMLLs9DLSFEyhzVtSdZbERsfKJFySBB0QJ2uylE+AP5BsZ+SZUQY+KcSKWORBvk8aweQyHvtWktwZSq4jILcUdNmkO3FIujDOM/tZUhU1ZEoU5Oa1uehZyANySXy5EULgcD8xrDhIFgkm2eDZKUDk5Q3OXe4/H/KKEtvaySgz1bkuyANFCMHPnJjG/+7y0oTnyKnZGn7rvRV8e6WJX31rCf/vv/MOfuu9I/iF4y0s1TTMNHQMBBK3b3vY6UySnErwbPrzz57jdKSSAmaqGihn+OB2ej4lEaEd52JVS+0nIrr9yRW92xmWmPshLHRdx8mTJwuri/aD48ePY2trCzs76QrCEPsmmDgHus9BVA2DgTwYlZdgGxAIpsQqTJIItimKggsXLuDmzZtwHLna7KDHMaurqxiNRnj27NmBlluiRIkSJb4G0Eyw5oJ0FzLqFVJQ7M4ij+PRTjEFk0YJNgrsW4RgykORd3RuS+TsUIYzSiSR172KLP5zC+QNL0QCF+nqRZ4HnjymkFdCmnNEiKohIZhy2iGPiCv0rCtRokQJlARTia8R7OYytoz52GfRkKKIRV7G59SPWgMYv4A1gYGxhMC4qdKJ4HxygDQKItChhVQyb1OSpLFcBlVQQomKp5qhTOQm6o9GqAg93xr6CgbXHmGj50ARqIUeUzAtePquDRkoAWrVsYXdZ+vjoGVe8FxGqNzdGgey0wL6aXmSxH0tiRoo3GeYQTDJcjD1M/IgAX4w+9nOKJZXSUQaKSYG02W5mxjnE5aFIUIFEyvgkTehNEhuTyGYkoRZMqdSHiHQz2gPIJ18Ctshszk4nyS5OAUNgtysMlbGEULAXGdixaWbkodJJJhkg+ssJZGIvCmMFbBCeRMi8fmQ1l0Yz26n8FGzWNfxxnJzcgdC8I0jU1isGyCEwNQoTsya+PbhOv7LtxfwV3/iMJ48H/dn2+N4+CyelwmI+5X/6OozoGPh6f0dXL2+gY8/287MpyTCCe6xzQJ2ME/WJ1UwWXkK9quImZ2dRbVaxaNHj/ZcRhFQSnH+/HncunXrhRIwZPsx4DogqgZTlycaLzR9DOpCuBe3A0mZNIc5oF4GYSciVKM9ePAA/X46qSZr09Iir0SJEiW+3vBmV6TvROI5AJW/U4HdWeQ5Xl56+DHEPJYy5M0BgPx3nlJkkUtOGSWBVGK3yLXIKzA3k82zix8JKDJCzlMncaqA8Jx5e05HqUoY44qeTTDZWUl9A+S25UE1Y4kSJV57lARTia8FmFHD08aJlC3FLfKynMYIpVBtP4hFCMHQ8WJ5mERSxdToRPDdZQAV3tyhwiksI0lIJQP0djAoCDvz1mCsBDIo8DyR38RyGZrmeFIUqo5aTT9IX9HGA5Suw1ARcr0w7hNf4vjn+rNepKDKG8hlqYxMhaBrjb87SiEosvK5hPZ0MhIgVC6lKZgY56kEUUiiJIkNER7jcDnPJKGS5KBYLuMcsmGm7TD0bDd14qcMfSVZEYJJyRnMkl574rOkasth8QmolSO1T5KaItLaM7zns0ietCswZAQUHE5lCizxKqPq5KTfi2zyxsdwRQWThCIqmitHhn5OXqUQQ0G2lNbMnsQrXCxaVeSv96HLJoiqNw83cH89TijVqxr+6586FlNJis+0kc3wZGuc32xn6CHn0ACA3tCGqRB8fE9upTdrkNTAheOl97uDsFw7efIknj17hm63m7r9oAiISqWCY8eO4ebNmy+M1FDWv/B/UTVoivw9V8gCg4Q/CbhmjD/PsAtaWFhApVLBgwcPilX4gKCqKs6fP4/r16/DdXdnSWJZFswcNW6JEiVKlHiNoVfB63PSXYoEuHdDMOXlkhWhFRzmFCGYcsmhAh55eUcp122U2DVybrsi9ndFCKYCaZrACyihiJtjr60a8u0FUJV0fENCOtsuk3JXeQqlUsFUokSJoiiWobJEiVcYnFA8mz0PJiORCqzOIilDEK/9HFBVaHoXrlEHAOxYXiyBvUh8GArB9jAeiHMY91/6wW4e91/kIcHk2+yxaAWZ53GMHA9mQPww7kvAKQAPQN9mUZC1Zup43osPeGwoaFZ1IFAM9SwXNUOLkri6CQJLS6yWcT0/z1SsbYKBB4efyynLQi1LQZR8EI0cD5XEZ+0M0qJvuRg6nlTi3g8mbWmKokGKPZ64r80YsiLmoZqsl1FGWtmhBWLXcqWB8DAvFOeTC5rUga/o4AUIpr1Y5G2PJgfJHgfCXMEyywFK5HaFaduGDsOUmU6oAP49NwmCIdGhV6fgeXEbMUIIKPyJRdjGJJjkU4KI2HMDuokAObPj/U+uO4GqR7aIzGM8IoyBdKWSKyGYwmZihEJGJfh5sBjqieTPSw0djAPzVQ2POhYqKsV/9zffwlyrgu9u9PCvr64DAAaS68s4MGUq2BzI782tdh9HFuvIEcNhtmIElnyTgZetgYNawhKCMbZvgilUF12/fh3vvPMOlAQxc5B5gxYWFrC9vY3Hjx/jyJEjB1JmDNtPAQBE1SbyJE0gZwLJQYLnSXDuikDkSso+efIkPvroI7RaLUxNTRWo9MGgXq9jdXUVN27cwBtvvDG20cxTEQ6HJcFUokSJEl9zeLMroL3n2TvYQ8DQpWUUyu8SYL2Xrugm8B0wDI3CUCgMlYK6Hi4en4KmUKgqhUIJFEpBqO+sQQhACYHqWPipn7gwLolEo16/fhyoUQffeecsHNeF4zioVCqxQa2mUgz6PtlGyHheIr5Km1UNpqQtWo0qvvVm2kJPH1VTx+JsS9o+pqFhZXFa+CTetlONKr518Vj092A4gKEb0RhuqlmJbUfCNluhJJe0aFZNmG+MyyCIt0OrXsE3xWMkUKsYWJjOzkcMAIam4PD81MTn3W4PjUYdUw35MaabNel2QkjuOGiqWY9dTxIFKvyfrUYN3750KvoseZvXKxUcOjwZZgx3cxwHtel5qIY42+fCD47Z6Sq+M90E59y3UOd+2gHmcbiMQ1MJzsxXYbkMlsdhOR6GjoeRMNEqlIOpkEWevBwPgJI3xlY1wM1zbZDXxZQomExNwWLLQFVXYOoKDE3xnw8KgaZQ3Ne8oIWJfz1JkDWJ+M47cyYL+gTQ7XbQbDaD+4RAUQiG3SBeIAQmOOcI7wxDJVieTXHPCNCqV/Cti6vZ22vJ7ZNtQSjAJfPGqUYF37p4NPaZ7djgjMMwDEynbBeha0rKguV4PRoVHVONamYZrZopPc96xcB0M/v7AGBoKixnfD/RUgJa4hVCSTCVeO3RnTuDkZLxIA8HDIUUTPE3GmMM3BoAFtBotNHoDNGvzKLHa2gIWRjFnEu6QtGxrViAkhCf1IlyWxAC2+OR0oIQgr7lolnxB3oKJdgZOhHBRIj/t0IJPO7bV/VsDw1DhaEp6Izc2GBge+SiKqiSnvds1AwtGhx2hg50Yxw4bGjxttkZOZiqxhUiT3dGmGn4AbmaoWQSTGmKHgAYJSzqBraH6cQ+7X76yqB230GjKreY6gZ2WmkEUy9DfRQpjSRpK0OlVVYZnRSiJqxDWt6n2HcDQs1lHHqC0FMCizzkWGsBgMJzBrz9LsC8WB9IszhjjEeZfv0VYemtwtikxZ6ItG394LMs4ipLRUaai35+JcahcB4bgCkkXkNCfMs5UcFEKIHLFGjwpCPWIuO6vDnM9ihQ2knUX6MEuZtGRsnumpCczrMzGbkMHibrbKoUDVOFDuDYtIn/5mdOQFP9++L947MRwbQzGt93p5dquL0WtyEzaD7xOWIK+nZOw3KOu2tdHJqvpW5+vLGDlelK4it8fzmLAtRqNRw+fBi3b9/GuXPnJo5xkHmDTp06hStXrmBqagr1ev3AysWoDwx8FRZRNRA373mRcxNrRqyPcZHUlSQ8p5TiwoUL+OSTT/DWW29B1+UBuYPE4uIidnZ28PDhQ6yu+hO+vLxWw+HQD7CVKFGiRImvLbjZwGD+FLjrYhz85iDg/sI6ztC2LExNtYDws/C74QhUq6BC/b/CtychYZgXsZ8zVQ3/2zcWozdxaImc9mZ+9LyHdrj4LRojT76HVzWOD+7Kcz2+uazjxzceZ26fn6rhyVN5TsOLx+bx6efZZbx/+QT+7Nr9zO3HDs3i3pNN6TGWZptY25y0TA7x7pvH8eNr9zK3v3N+FR/eyFZT65oCWzJ/AYA3Ti7j09vZFsrvXz6JP5PU4ejyDO4/lSv3D8018Hi9nbH1ee4x3j63iis3s8+zCJH25plVXJVcz5/8hok/u559jNNHF/FgS67oWTk1i/Yg+978xSML+Gx7mLm9pWg4Opc+ZlaInw/7WMvAkboGDt9+kgf9KfzJOIfqaPBYUA4P+yaP/g8AjCvg04eDCSH1iWNC/b8JwU5viIppggoLUklQHoH/rKCqDjWcb3IeHCtOqkEzwb3geRO7RP7+S1UF1SNN/7DBkyMsxXY8/C+CPToHYAf/wIFnQ2BtezKvLgDM1nV89tla/MOng+jXiq6ivZHYnsCR+TruP8m+t9978xh+fC37nnnrzGF89Fn2PQf45LlMOfrOuSP48GZ2//z2G0fxY8lzaKZZxXZK3l8RZ1bn8dmDjczt71+Sn+fplTncfihZuABgtlnFZmfc/l4BBV2JEl8VlATTK46DTo5dFAcdYHtRGOlNbLLs1RQRiD9YkCVopIkAmqdWokkBd2yo3IXRmIPikpjgxeN+UL2iKSDct6WyPQ5DUA94PN4ZLY+hISRyHHkc4VmYmoInXQuLzfEK682+A52SiMzaGTpoGCrUwNaKkrH+asfysFAZH+1RZ4Sjs7WIa3vcHuL44phAUpX4dX7aGaFhxgmmDx608d2LSwCAmqbiOdIDmbbHQclkYPt5N/4y7yXs8AiA7QyCaWi7qcSRiK2uP6BKs8jrWul1HTkePMbBafZ6olBllGXVtZWSJyYkWNJyEcXq3PO/63gMurhiyXOhjnr+7xl5qUQk79skCDhIvwvemJqoowiXc+gICbLsvm+5XiaRCIzJJBGDiGAq/p2jTQ16RH76OZqqCTLU4/4kA/CflQ4UnyMT7j+PKNDyPLELQGbD4HEg5OxkVo6jBKOUxkXJFFCM+wonNcfOpBf0A48BotSJEOAvXV5ErariP3v3WOwZf2xmHHAfOgyGSqArCv7gb38T/9k//REebo0ngc1qBU962ZNCABgNHXzyQB70WJ0y8fFnm6hV0wmJ63ce4CdOzEFVx8+zg3w3LS8vY3NzE+vr61hYGCf8ziModgtFUaSKqT2X+/xe9DtXVMBKn1hGyAk4cDV+HWLtnLNy0zRNnDx5EteuXcNbb71VaAXtQeHUqVP46KOP0Gg0MD09nXv9RqNRSTCVKFGiRAnYzSW0rex3VcXpgU1lzzMp5zALZlbqWAwFUlgCAO5tDvJ3AjAc5th2IT94WSQHU2mgVeJlI+m4IsLjfs5bhiBXtlQZpAEsvhA5eT87tXmMSLbFndsYYFuVK99ndUDNG97bQ1Ane/5kEBMgJCKVRCTjNUk0qnomwZSW+1pEXv5gACASh40SJUp8fVDmYCqxa1BKwV4RJp1ROYcaexUS+VufcC9aNcFdF7y5ON5oDeBVpgCjgaZGJnI+dAO1ih6MLJIKn2Rw2nJ9NUbYQXsCMWKqFN0EodEeOrG8Kb2AeNCCSUFyzCGmke1aHlTqD8YIgC+exyctSX7i7tYAHEBVIMCe9+0o8WRFlz9WtJTg972N+DE7ozgxY6o00z5t5LBcgqkfqEdGKdZevQzPc8tl2B7YUllyL1AZDVKInr7tpRImoTpolGNv96wXkGKJ/ZSQXAJAiiiY8iT7ACDY5HmMp5JfUY6dHI/4gZNNMHHOU+3VwuSjWSSNlWhInQJnpgSSk1CMUg6ZXOXkgcYUTADghAyLZPBchK+wJYPzkXDz2pIgfpp9oOh7Ha5mzYJ/mPzKhjm00q7ST56ZxbsnZidIGk2h+MkTY13hXMvEf/efXoSuUvzu987G9i3SXjOGioYhfz7rwbluZKxgVGtTuH37duyzgySYCCE4d+4c7t27h9FoPCl7EQssQsXUZ599dmBlkm6wQo4qAFWlCyiASZXuBBK5zUT7TZmCKcTs7CxarRbu3r0L4OCJuixQSnHx4kXcvn0blmXlHncwGJQWeSVKlChRAhUl28UAAEbsYMYCnAOjXUytrz6RL9AJ0clZjQ8AXs58pMhrOj/+LG+nMjRdYrdIt0+PowgxUgg55EmRuFiBVGbIo2qTc9jYtpwD1CvZcy47x6+8SL65V2DdeYkSJV4CSoKpxK5BKYXn7X/F/1cBItGSZ5Mnvje9SgvQxgEoPuzCay6DEOKvIEmUNQhe3Erw9k0G4JPJE60g4B5yRjGCSVMmLNlsxlERlsWEgWpKCRRKJgiQ5DgoPLepqoadkRvz+GWMxUihkcuhKwQzlXiwMTyGIfEH9s8pvl0hwJ31uMXWTiLfkixJ7dD1ohxLqRDaNo2ISpJ1ISyPYSdFgRSrZ7A9bWCWPIcQLudwPJZKdoUgGFvoJfdTrHFbUUe+MpFTCkoKDAp77ej3XkZuKLcgwdQZOZl5rbLUOzbz84ZlzRWS3/vGgumTLcHflAAOnxx2u4l+xQXSNoTF/U9k91iRMXOWjR8A9IVrmLWby3iMiAohfuQVWB2WR3y4bNzOaXU5s1jD0tSkeoMQgp85PU54ff5wE++dmgEA/MTx6VhyWc+L278kMV3RcOXOFqar2ZMdhQCfPfatUHojFzVj8vnMtApc18XGxtiq4KBJC03TcPr0ady4cSNS3LwoYmR5eRmMMaytyW0oCqO/DQAgmlYo0TjNIZiIEn/mg3njXlOEyAZw/PhxdDodbG5uvjSCCQAMw8Dp06dx7do1OI4jVYmVCqYSJUqUKAH4Y5+Kmj2uYlqlALmSjwKx8ggqAZ738xeYAUB7R64mBwDHlb+/i7yn+T41TKUC6lVD3nzkxbMNsnzAIYrkYCoCljO3KnKYHIGRj5xyZEXIqXCgambPuWT27UBBi7Y8hqkkoEqU+FqgJJhK7BqKorwyCqY8OJYQoC+Qh4mDgzEGNnsMUPVx0E7VAMV/cWuETwRuw0FQqIbp20mCKb5/qCAJra52LDcKblY0OvF9RVVQEQK8IoFV1Sg2EhZ0ycB7qBCZCXIriXMpTVUwlRiUcM7RSqyEubPhK2vMHP23knjqVFU6cf7tBLEzTLG2i+ruMD/PVAZECb2VloNJomDKIp9ChLZ9afXLyssU7j+QnJM4W03up4wEgsn2j88IxfAb38Lh3/qbqL3z1riYgrlOiKBg6mXY7oUkT1JdlsRm38ksI2uFlOVmk0tAfIKwXNOg6zqYooEF6qNw0G4nCkmubqNkMhGtAyVmg50GWmBULLPI69osd78s4k7c3c1bQZfh1S9i4LCIhEo+BwCgYaio6OmTkNPzY6/z//ovnIzKUSjB//4vnh4fw2YwNYo/+FvvoJ5CDM2bKmyXSZ8VR6cqMYJ3OkFoA8Bo5OLcuXO4e/cuLMt/xr0IddH09DRarRbu37//wo4B+IGss2fP4sGDBxgMitnfSBHkX4Ki+V7xORAVSek7xK8XJQBXfcsQUnDRCSEEFy5cwJ07dzAcDl8awQT413Fubg73798vczCVKFGiRIlCqEoIJkJp6lhqt5Cp25PYTT6Oje1+7j5ujoJJKSK9yK1+joK6wJiqJKG+QngJFyOvWxUhZXdD3ErrkjMPLGL5XGzWkNNPJNs5AE0ypDYlrhEe41CTARqxbJ6vkMrtwgdwLV6Ss3aJEiX2gZJgesXxZeRB+qpa5HHOMRqN0G63sba2hrt37+LRo+xEfwBAxJdlAYKJgYLpNd8vgJCxikkbB6MIiRM0wHhVSUgYdQTCCPAH76L/rcd9EipU+zA+Jp1MTfHzOAnBelNTYsqggeNFxErT0PAgYTGVHHC1A7VNGMQViRhFIRPJ2nqWi1YiD9OVRztQKaDlLNFREvdsP0Xp0xm6sYHYZi9bqWO5DH3J5EhUACUVTK7HUvMNheXKSCCP8WjFT9p+MoJpYHtwJKMk0RKunyBrRIKJuA6Gb38DJ3/nv8TP/bV3sXJyBm/+9Z/G4b/7n4MdOw6oRQmm9rhuGe0REiN5q5yeda3Mcx9mXCfbY1L/Z5dxqAT4qZU6zs1XQSnxc7iQuAVkz+axfkVJfNBPCAFLDPEJpRgxIh20S8bcEWStsi3492URTL2Mey2mYMqpg8PYhBoyCVFpldbkHpA5S6jqCs4t1PHusSksN+MWYn/praXo9/bAwd/6meNYnqrgv//1t2L7TVc0fPSFnwSWSN4jLHHfJ/Nr6ZTg+v0daJqGU6dORQqjF0X+HDt2DJubm9jZ2XmhyhtVVXHu3DncuHEDnuft/VzsEeD4pBtR9dzJMQA/+bAEJO2cg2cM4V7hmZ+u6zhz5gxu3br10scwKysrsG07ZnmYREkwlShRokSJELpCJuZ1Ioay5JgFsZsyuhkOCUnUdAW2xC0hhO3kKJgKvKfzxp4lSrwI5N2ZuyFjZUjOHZPgBfpIkeFunpW1zCIPAGYyctYCgKHL41xGxuLCEHm52EqBUokSJQBMxI1LlMjFl0Ewcc7hOA6GwyFGo9HEP9f1bb0Mw4BpmtG/aqUOmfu0JiaHp/k6BUY0kNlj4w90E7AHgB4PRpmK/6INhwGKQsE5jwgmj/uKhamA0DEUip7tQRMi2TsjN2ZNN3D8Ff+6QqGAY+h40AU7upjPMCFY71g4NF3BdFXF1bUeVEqi4HbSS/dZz8JMzUAzUCq1Bw5qwSCFUDJBAj3rWqgnVsI4HodGSG40PtnGH95tp+6nURKt6HuYkYMF8AmRKZItDB8IdU8qmGQkkO0xn9TLWLEjEnw8+Fu8HjJyaqtvg0raqSPUOamwUixfKWZTDaf+7q/i0GIdSawcn8aRv/s9fH5rE+zTH4Dm5EcRFUxZBFNEAElWMLmMRwRGWqA/i0SxXJZpMecxDhCCxboGnZKYxoLDv+/9nsvggqJvu6gbgRKPErgMELkJlrKuYsRpDsFUZHKd/rnDOCyh0lm5mhyG1NF5XMEkr8PQYWjqHJDMIXyimoyPmYCb8xT8y5eX8M6hxsREqaIp+NVvHcH/9ONH2Bm4+Jlz8/AYcGzGxH/7l8/iv/1XtwD46qW7wbUeZqi2dIXg5qNO7LNkcGeloePOU1+hMzMzg83NTTx69AitVuuFkBaUUly4cAGffvopzp49+0KJkWazifn5edy5c2fPx6HtJ9HvRNXAuHzyx1BgxVFKAVzMc8i8SMmbh6mpKUxPT+P58+eF9j8oEEKwsrKCGzduoNfroV6ffH6ORiNUq9WUb5coUaJEia8jqhpBx85YIOQADS07gMyRH3ztFyCCQjzZyV4gIaKeE1AOYefkc81TLvjIU16U4ecSu0ORO4YQ+dqmnNRChZG7SCvHJYDioBRMcsxWNTzLWJSrazkEk6aiP8xe0JuvYCr7eIkSJUqCqcQe8CIIJtd1J8ij8G/HcUAIgaZpEXFUqVQwOzsb/a2q6bdy3/ZgDYtZkXFSQMFUnYIiBtBCBVOMYCIwKAcBjwYklBA4jMfUPVsDJyKYdJVg2PfQFFRBfceDLhJMthflPTI1FT3bRUuwjUoqIzb7PsE0XzcA9KCJBBN867xBMKF51B7hwmIzOv7D7QHOBQQTB8GTrQHq0+OA272tIU7MTK7w3uxZmKkVU80AQF2juP2sl7pNoQRgfgveeZ5t8bA9tHGYTAYJQ4gr/azESFNmgWd5LLC9SB8wJdVQthcnmLKUUQCw0bVAJF7Iz/vjAV6SlAkVTFvTKzifQi6FIITg0IUjWCPfAv3oTzP3A+IE09DOIEACKY1MQp8k3ZItl0Xo2YzD8tLb2nIZpg0FsxUVhNA4cUUIHE5hUg6VELgc6DpA3XftgkKBocugiflWKEHSCcwBhSaxB0uq7naD5KrUrMkOA0+14gsVTIzne3z3bA9z1UkruagujhebJDH4j0Dx9GR5ngghODNXiz13RPwXP3UU/9OPH+E3fuY4iKLACer73XNz+OjBDv7jzee4cmcz2n+7ayHtmq82DfzZk27sM5Yg5npdCxsdC47LoKkUJ06cwIcffghVVV+YuqhSqWB1dRV3796FYRgv5BghVlZW8NFHH+053yHtjPNSQdWQO2lVdMDNCTKl3BqiCpgwF7wgwQQACwsLePbsGdbX17GwsFD4e/sFIQTz8/O4ceMG3n777YnxQ6lgKlGiRIkSIipqNsHE4I/V0lROJC8CHqCTMfZOw+fr6fOmJCoJRwlCAF1VoGkKNIVCVShUhUCzRlhdngG4bwNvmgYIIaAgoBSYblagsGV/uCYs6CPEJ444gFZVg64qiMZ0ibaoVw1cOn1YqEt8WVeraqBRiyvjk6gaGhZnm5nbmzUTl84cif4eDYfQdR00mAPMNKu4LGxPQqEkN2fPTKOCt86uZG5v1Ez59qqBmVZNeoyKoWJhZnye4Ri91+ujXq+hWTfxzvnVzO/Ptup4W7JdXAAbg/DhzFQdb59bDXJrBRXgPJozNGpG1NYsWMHEme83zjgwO1VHpTkF5nEwzsE5g8f83z2PwXVcNCoKQCgcj8FxfScLsasUyeuVq2A6IGVdnoIpzwUnJz31GDn1lS2GBBDFlVLrIKmEphCY9QoY51AVBZy5fnyNUhDi5/PmQ82fkxC//9LwWRA8B5pVFYahgnDxGTCub6Nm4o2Ty5l1mG5WpdsBn+RKLpIWMdWYLMNxHHDOoes6GlUTFyXHMA0NhyTxG8B/jmgSi/daRceF40uZ26cbZmyBexqqhhp71hUj+UuU+GqgJJhK7Bq7JZg8z5tQHIXkkW3bvrJHVWPkUavVwuLiIkzThKZpL2VVBCOKbOE/XE7g1ebi+wTWeDyhYEqbZFgeQ01YPSLmqdEViq7lYrEx3t9244RUX3jhVTSKztDB4db4uMlBVJiXKLS984QALeNATSCYPO6rPUJV0hfP+zh/eCpSiHyx1sXbM9Uo2N0euanBxk8fd/Bz5+YnNwgQbRQsK/slHhZvqlRqyzYYyQcCW52xhs1KrBDMyr8E+ISRbFX/IEGWuLH25TGlSBLbQwczEoJpSyCYrKSt3NCfWNbm5zK/H9UDBMfOH8EXD5ZhbD3N3C9GMEls7DzGYyq7JEbCdxmfDEj3MibQjPsEaZpSSCUc31wy0bVYbHITfRcUgAeNAq4HgChwPAZNoVCIr/xrCHmAKCHgnMWeKS5RYXA7c9hebO1m+l79BMHEManuYpxnru4Mb/0iPuJty5NOjocp7FaS1ss7jGzyMtcw8M7RKXzv7eXg2eF/Tgjw33z3BHodC1882IGmEPxf/+63ce3hDv5/93fw2XqcQB4OJokOWyBaW4aCW/fbYBx40h7h6FwViqLg/PnzuHr1KmZmZnLOYu9YWlrC2tqa1GLtIEAIwenTp/HBBx/AsqzdE1q9MZFHVA3IeWdzRZHe55yEKr9EwEr8I0cpOVEm55iZmcG9e/dQr9dfmmqIMQbDMDA9PY0bN27gjTfeiPXH0WhUEkwlSpQoUSKCQghc1/NV6EE+Twpg0O+j1Wxgx2KYNpVoLLebaSsHsGPF39EKAEUBNEqhBRZ9KqVQKLAyU8HqbBWqQqEoBAoh4wAkCceZALM93H20CsdjsF02MZdiAGwAmxsb6A7CbRRIuFacMau4+XATMpxYauGz+2uZ2xs1E5/cfpz9/cNz+OKxXNG8MNPA+lY3c3v1zeP45LNsa/x3zq/iY8l2TVXg5OSjevPkMj65nV3G+5dP4qNbDzO3ry7N4P6TjcztAHDo/8/enwZbklzngeDnHtvd79vzvcyXe1autQOFAgvgJoIbJAIUQVGURDVlTZrIgSg1pWma1GNjajbVaqnZkkYak9RsU89oTLJhU9NszWjjkCZSDY0MIAGwkFUoVNaSWZX7+vZ3t9jcfX5ExL0RccPdIzNfZlUW4rN6le/diBvhsXmcc75zvrM0g1v3tiVLN/DKc8fxjbeuSb//wulDOP+2fLlp0IzPWoRnTx3Gt96T+42d7gwuXJXfE8Sq40avaB8E8d2Nfe0OiMVhA0hSU01KYJvRPX/8wAyeOmqCEgJKUvamiEgsxjlOztXBRCQRHrAoWdEPIwUSlwllf9yyEPGwhRBjHy5K+ot8Ug6BtZ0BGvX6mMwkiHzgSNI9OuKQGzEpixQxU7g3KWQEE0VEYq12HXzsQAcN20DNMiJ5T4PCoAS7fQ/Xnl9GwMRYpcUPOUIeHY+4x3F3uBMp/1BgmCtmoj0XO325osyRpRYuXrsnXd5p1pX31PMnDyiXl8ELlqHcRrNu403F8vlOAxu76h64p44u491r8me426rhwmX5XHhidQGXbqjnuvluAxs7k3GwvWomVqHCY0BFMFW4b6QJJs45PM+bIo5c14XneeNAapo8ajab4+ojx3E+NCW1ISjkoVPgjjGDGSNLQQm7FhkHuR5MBEDbJthJvZy9UKBtR0ZS1FNp8rKwDIKtnEEvSCQVlSBdbVO3KLZHas3spGdTIw6u77oBarF0WCgEwlywmQuBekyAuaFA3aQYhjyS+AoFZuoWNlKBX7/gZff+5hDfrTHm0jzYN69uaVfUZeuM8hZQCiHjGRIp5AIsRWSoKpgYE2BCTjDlyakgdT6jSh35fd33GVQh8J3UvZCXjhPDHnbtDha6DqZKcXLgIDAoxfx3vITeb/1bEFG8fkIwMR4RY0XPpM/EVAVYHoMUCcBzDJMQAkzRHye6LtOfzzhRXU/HoeAiBCVGTF7FTjyNCKbkUaGUYMsNsdSkoISg5zPsSz3ZhVryhgkSegqCSZ9HJ9Pn7xWQanmSbBgUn3MgIY4JXA2nL0QkT6jK1nMLntn0ZYour3o+DhTPNyHAf/cTT4OaBkZMIBSTYzUowRdeXsVv/sEN/OgnVnHu8BzOHZ7DT3w6eo/8r394E//3L1/DUtPChcvT88Ju6jlfqpm4HA/j1uYIhxciYqLVamF2dhY7OztT399LrK6u4q233nrklS6maaLZbOLChQt4/vnn7+9dOZhIDJYhmKCr4LWK39VETOZBwsP76uHLOYdpmjhz5gwuXLiAF154AYZRTtLnYcAYA6UU+/btw+7uLq5du4bDhw+Pl49GI8zMzDzycVSoUKFChScHd3su/v17RX5LD3N1E68cnR9/kgR8LYPgcMfK9MnNp/YIAZxdSmwJ9XteCAFhmZE0NxC7AaI4C8kLsV2QsJOGQYD+SJ0wY5bInhcS/6JChftByAXC2JcUAthRJKICQLdmKe1OAwLEHyLzXOVsWSYEBrQZkUdx1IGDgIm4by8B/vUFOaFgUuDq+giAnPz8+GoHs83pRDECwKJRWwDLIDg9m6pcK/DnBAgOGNb4u5NDSqrMgCHPHR+inrvNuo1r2/Jnva5IIASgrbqpimwqVKgAVATTE49HSc4IIcbNsNPE0fr6OtbX10Hjstl0z6NarYaZmRnU63U4jvPIpIpKH8N9rOHDgCpUOGovo5vf4Fgib1LWn1yRtkWxkwouJ71XbErgxuRFAptSbA58cCHGAXBKKNKxtkHAx31+aibFrd1RphLCzJXrsnggCWl0b9fDocXIeOAirsBJaQYP/RB1a/J3QuxwAbTrJuzcrTaS6IVvKwgfAAjjA29YFN+6KTfGkjh2vlIoD88NETJeKN2Wl7EDANcP0YylAIee3PEKQg4/ZLAkJeW7OUIwPc5dDfknqxICIqJlkDKo81VXxB1gtLAKBgodwSTi6zs3U8fms5+A/fofFK5HBruA4Bj4TDqneEzeJylBWgIv5AJpsUTVtgF5hU4rdU9SQmCDYzcAanEzUoMSBCGHmbqXx+StEBiFIvNcAUDIWMZQptQAUyjEGwbV9j+SBQV2CvpO5Tcl63sFTJ4Dn6klvpMsPdklEkIgYNMEX3r1QBPYYFwoCSYAaNdMrKcycdNhlEML0Qz7wy9m5Qkopfj8C/vxm6/eQgNZKcBzqx3sjgKs73hj7cMbqYqn6xtDfAcmQZ2kH9Pm5uYjq2SilGJubm5Mijyq91wkVVNDo9HA1atXceTIkbJfBLxUBp5pAUw9J+n044VZLH1KBAcnNCKvuWYfU8PkoJSi3W5jZWUF7777Ls6cOXNf23gQcM7HRNbx48fx2muvodPpYHZ2FkBEMO3fv/+Rj6NChQoVKjw5ODwjl3DbHIUwyaRXJgfg80QCmkh9CQBxQl05f77Ir5GOaVfVhThCwzG1Cn6FiVk5aAtFFPLLwP1VfFX44PE4rle5hCX1szNZmtbey2+ZYlgUEp2UTClHYJXwAWqS519gMk/UQUAktvbkC8Vy6glsQ75MJ7OW+NUy5ONM09v/YGN+FSpU+HCgIpi+TSGEQBiGU+RR8ncYhiCEwLbtDHm0uLgIxhjm5+exvCzXF30S4XGF9BetwWrPTRvQiTReSiKPEgLBBRq5koaQR+fdMSlcxkBjrWeDEpgGARPA9jAY9zAyCnRmN4c+ljs1OIYRlYQzHmteT0rex0QLpQg5Ry1efnlzgEOLk549/VEIqzExZDaGQaZ/S28Ugsbk1ELbgZur2JE5OVfW1aXFYZxJzzQNbVksQ7EuaVaZwPMYfJ/BrE9fv1FB5pPrszHBpCKCfJ/BCzhkkuDbuXGlKyx6CuIqGpei91OOfMqTOlYwwty+TkwwqZGWbTt65iDev3YZztbdqfUIZ8Cwjz6TG7ZeyJV9pYAs6ZaXJdjVEIU+42MyFIjs+o5ZrFsd5qoxGAconbgRY1m5eAwBF3BSRvcwEOjm3n6BIJAdPSVE6+kU1TgFXKCAXwIXAmlBsugaqyXyOKCU8EwqFvPnJr2PIoIvfZlU/ZeAiUyiCpvDAGlmPF0h1a2bIAQ4fWBm6ns1y8Avf+40fvYffXX82Z/61EH80h87hX/zjdv45d98E/u6NSw1LHzz9oSYvrk5Pd8sLi7i0qVLeOGFF2BZ6oy8B4EQArVaDc1mE5cvX8bx48f3fB/JfgghOHLkCF577TXMzMyUqqwhvTUgySamBgilIIEm0KSLFsgIJkIgDAsk9EDus19UQjABwP79+7G9vY3bt29jZUWtwf6wSO+XUopz587h9ddfx7PPPotarQbXdVGrqXtBVKhQoUKFby8sNi3ULSpNsPNCVliF2w8YWs7eVOfuaGzpNG5sqP0xAGjYel+iTP8PrXQ+0ahbaPdQ4fHiQ8D45eUeilbRbWKPhqFCmf5KdomV6jIpjPuApXpWNZu3bfUcpeo7BHw4SOIPwRAqVPi2R0UwfUSRkEeyvkcAYFlWhjyanZ0d/64Kym1vbz+mo3h8iKQG5C//zVrUV2jKfLZqUWZ3rrkjRyQ7YFMBnxOYFJh1DHhMwDEiSS8gDqpTA5QQWJRgc+iPCSYAyMfrtt0Ay50aarERMgrYmGCihMAPs5U8Qkx65mwOQ1iUjCsQXJ+h0Zr8fXPHxUp7Ur59fWuIw0tRU6i5po07WyM4nUnQLWB8LPeXxo0dFyszNWxKyJuARRHnN6+pZawCxgHTwPUtud6vEFEpvR8wNApKu0f+9BjcOOLfHwXKagwWcPgSQoVzMUW2pCXzBpqS/oGi99Mwx0j4acJJcAzrMzhQM7DO9WZU+ugMg2L2k59A7//7b2EUmNykv4OBMSvdlsd4YQ+fNLYzBFN23fxx5Ueal1xsx+RSKAArd6h5koMTmvEAEmc4+dcPBdK+/cbIRzd3vzBFBUeUvan2MMKCEqwiSToUbClgcieKieh4qabCJAl4yO5pWfVZeog6gRM31La5RSCyRBjDxNCghODjx+dQkwRazu7v4MhiA+/dHeB/+Kln8f1P7wMhwKdOzkMIYLZhwU4dn21S3NpywdgkqCOEgGVZOHr0KN5+++2p/jp7gYSgOHz4MF577TVsbW2Nq18exX4opTh79iy++c1vliLN6PZE+5uY8bqhmvTWXVhiKMxFwwRC7757MKWJHkIITp8+jW984xtot9totVqabz84Emm+BI7j4OTJk3jzzTfxwgsvYDQaPbZ+UBUqVKhQ4ckAIQSHuzW8LUmku9PzcGBm+t2x44VYbmkqE0rinibpLo33bstVIhLIKivSKCN9pReSrkK/TxL01/NxjOHxbEO3DtcwTEYJH8MyqNbHqimqj8rCVGxDV2VoayuY1HPFh6HlhY4MrFChwqNHRTA94fA8D5cvX57qe2QYxrjnUa1WQ7vdxuLiImq1GmzbfqiXQLoH00cFXABc0oNCgGDU3gcDBS9n0wacaWciUTtoWwQbHrC/aaJmGbjTD2BlKinYuGrDogSDHCGSD6T3Y+KiHhsB20Mf3frEaQlCDqQkfikhGZk9kwJJ4l2nYaHtGGMiaGMYZGQQ3rnXx5GlNgSATtPGV99dw9Od2tgQC7jAcsvBrV42M37gh1i724fRKc4A90OOdsPCa9e2C5eP1ws4apaB99fkGXg0Pj++JJtw5BZUMMXE0PZA7aSxgE3J0yUICpqjuql1BwoyJQg5hiqCKUdOpfseUd+FuRCRnbpqEyBbwQQAC3MNXFx+CgfuvDu1LunvYNToSrflhUwpkceFwDB1DvKEkYqcCuOmrGk0jIicGDKKNmWZDEoCZOQhYZgAmwTQTWqACwHbIBBC4HbfR9uZVBn6BXp3XFEfVGa29Aq2OQiKLd38PMIVSXqhAFyuN9x34/sm38Q5QVHPNCBVIVViSh8EfExuF4ELwMhLdXJkGpl979PLkJ1RQgj++596ATYV475KALDQttGpm+g6Jr51cdJU+Fd+8llcvLkDxiL5RUrp+L5YXFzExsYGbt++vedyZ8k+CCE4e/YsXn/99UdSLZUmYGq1Go4ePYq33noLzzzzjPJ+IL1U81jTiu4vjXyd1imj8udDxMt0+8gjfXwAYBgGzp49O5YeNDV67w+KNCGZIKkO+8f/+B/Ddd1H2lurQoUKFSo8mTg8IyeYLq4PCwkmN8zZrDncT0z0WgnZOyAKVuvkugG1pFaCMjEDrQ2pMTLkItUVnkTsCdlQRjmyvLrkAyOvJpNHGQKWEqIneMqUQmmgIruYgLICs6jVQGbbmh6p1RNcoUIFoCKYnnhQStFoNDA3N4d6vQ7bth+5BiqlFOw+pXA+KOgzGWKCggNMQjAN63MwrIi14XmdbEKA5nTmehL7b1sU/SCW/iIEXZviXsoSGfgM87EvQgmZ6sWSNwESGaxGTEptDAIcnrQfmSI+Bj5DtzZ5zIOUFFe7boJOBbonH/Q9hrpFMQw4OnULQ59jpm5iK3ZYfCbQKLCqhgHH+1e38blPH8GtAhLHDTnajGsdKjdgmDEchIqLyOPz5UkInaIeS0kF046mV1R/EEgrmPJkCAC4qUojV9FjyfVCeAqpuUFO/iK9LSN0sTofBT71tSTTBBMANFb3AzKCyVKMO4j678ichvw5yf/tKQgmL2QZaUCbAgbFuG/xbgjMpJI/TRoRKXZMdpiUIggn4zIowTDgaNkGKJnuF1Z49ykM5zJ+UtFd2vOLjzn9nAmN9j4TkXyfct9CYDsmLWUVTJFk4fR23JCjY1FET4p6Pz0/hEnlZoNXQLzm76hPnlxQ7uPQYgNOTkqFEIKf+s7DePNWb1wpeGqljY+dWMCJpQYMw0AYhrBtO0NaPPXUU/jGN76BmZmZPa1ISe/DcZxHVi2VD0gtLi5ic3MTN2/exOrqqvyLg+3xr8S0IErYBEQzIxOl7Eb87DwkwQQAzWYTBw8exNtvv41z5849kozIov0CwNGjR/F7v/d7aLVaVQVThQoVKlSYgqoPU99nmT5MaYRcZBIMMyjLMAkxTibSwSr57iwT0y5VwaRzuKvoc4X7xN4UoxAtB6XbjyoOkexDB6oXwihF9ur3o97Gvo6DKxvFyjC6HkuWJumL6HyNag6oUOHbAhXB9ITDtu1H3q8gD8MwnhiCSYfkXeexWGarAL3mpNdUUexWFBBMcY0FagbBcssaR6jrtpHpBbObIkZMA1Oya0bOqk+CxzUrkb3LkiRiqmdTgJnaJKt+exigFfddajkWtoZZAmaqMic2qhqxpFUtZTwMA47dXTd/4ACAmZaD33/jDp56an6qcsINGd6+Wfy9NAYe0zKE/X6UyScjgooqhZIKpp6iiigMOVyfSYmgov0l1U6Mx9U4EiNv5IXSyigA2HWz1yTkGPfqam5cGTuopWoIC4Zw4tAc7r1KYYjsFkh/G6O2fKu+Jj0xX92U7yWV78mUxsBjmQqwuhE9P8ntHyLqJ2bGH5iEYBSyTLYXA4EQHCR+jhOCiQAAIQi5GH9fCMTbm3yfUgM+47ALMriizDOuNNyLHPAdCfGZPhXDgCuD91xE94DKbndDPr4fiqrrhBAIJVVS0XWjCIXaMWBcIOTyCikBYNcrIJhSH3EBHFhQB+5lZ+L7n9mH8+9Nqpd++U8+A4MSHJyvY+SHcChBEAQZUsYwDJw6dQpvvfUWXnjhhT1LvpARP7du3cKBAwf2ZB9AMRFy4sQJnD9/Ht1uF+12u/iLbn/8aySRp+/9IHTpxwoiNLl/yQNI5BVVKS0vL2NnZwc3btzAwYMH72ubZfdbdC9QSvFP/+k/xac+9Slcv34dL7/88p7vu0KFChUq7B2EENjd3UUQBLhx48ZjaTRfM4ACgQQAwFZvgHarOfX5dn+Exe705wAi6XqiD8kMRnrfKcFwIJcXTyPw9Nv0PX3VlB+oZXg9V72NQCfjC2hjD55mnLrj0JJkAPxA1xdYfT5Dpk/E0R2nqztO/+GPM/DV18PVXc8gAKCu6tfZna7rAppkHz8IYNsa+UlNLyfX9QAFeaJ77jxX/wwFYQgoEvQAgAc+IO0GHG8nCGBZ8nWEUJ/TriOfHz3Nvc00926gezY090zSwuNhoNuGbo5gJeQ8As1cp3s2wrDMHJAdx727d3GtG1270WiEmzdvPjKVhwQLC+qE0AoVZKgIpgr3DUqpdnJ90jAKeaFEXmDUMLI747BaYWy1kGCKwAE4qSA4IQSHOg7e2YyMkaHPwIWIezBRbAVhJnjpWCYEF5MAHqUY+SFqcQWTG3IEjI/7LBExISMA4Hbfw7H5iXF2Y3uE0zHB1HAMXLi5i5nZiRTQIEec7A4DmLY5luTzUxJ+TAjcWhugtticIt66DROXbvfxMUKwnkvZsQjBH17elJ6z8Vi8cKqaJ49+XCHlFwTyQ8YLpfOSaqe8HGFmnaQaREIE9UbT939CqPTcQGnIjjQVTLuSbTdsE7O3LgD7lwCUrWCaRrNuYa2zguWdm9kFvR24i0xaMWAQgpAJWBKJtHyPpXw1S6iQB+m5wZhcnXVoTASxWAqPgxKKXkgwG9vUJgWGrkA3lUhKqQHGQyQJWF7qYaWEYHsUYCHub2ZSgp7HMFvPPpv3+h5Wu8XZqYwLUEV2mZELagRcQJZoylLOXf6ZK0JRJVoaafnBIim8gMnP/VgiTzMGn6l7PEFMVysB2UxeBoznKhmEiCpA86M9stDA+nZEnHzmmX1Ymm3E446k8Swrei9xzsfydUIIdDodzM/P48qVKzh27JjmKMtBRvwk1VLNZnEQaS/2YxgGzpw5gwsXLuDFF1+clqwY9bL9lkyrXNaglmDiSIgqZjdB/eF01dN9VjAxxuA4TuGyp556CufPn0en00G3K5fufBDICCYgkso7ceIEfvmXfxnf//3fv+f7rlChQoUKDwYhBHZ2duD7Pt566y30+30Mh0PcvBnZs4ZhPBaCacXxsR7HlD3fg+M4EPEb8W7PQ7tZB3JJiyNJcs79oKfxiRIQCHheiOWujbpD4VgGHIvCNilMg8A0KCiN/Plw6OKTz58CRxTUDBmHYVqRLYYoMWjGCvDU0RGEEOBCQIhJJX70GVCDB2qYkVUgoh4+aR7DdmwszMZJMSL5Z7JCq1HDXCdLJuT7ALUbjrIfjmUZmO1MfFrOJvYgADi2iZmWXP7WMknGzy2CY5noNrN+QnpEpmmgk15OsoRO3bHQbhTbPZN1zKl1hBBj28U0DLTq8m1YpplZnjf/TYOOZdZJ3GM2OUfJv41mEwsLkU9I4s+jRQSURMsPHjBBSbSMxsuj34GF2Q4WG/MgBKAgIETEv0cmKeMhDhxqwrBsCCHAmIgS2UIOPxTwAo66RWHYBH3/4TpC6SqYdJXyUYKkgIGovzaBmCTACgEvCFFjLkzTysi5J9VTIr4HiIhUZIRkf5ZGgq4MIl9UfsSzjYj0a9kUM3UT7ZqBumWgblHAD/DyuWUQQjDyPNTr9Wj8IvYR+1uwbCdqK5GaC6IfgVknxKFlBpF8jmSOiEZUc2wszTbHnwHZZ7xmW1gokBhNg6S+m/ydRs02sdidbIMQAs45BAQoNeBYJhZnmqnl2e+3ahZsS30dWvXJcRTBsU3l8lbdxj7FcgBo1m04qXGYpjH29wghMAxDK1n4IPiZn/kZbG1tAQCuXr2Kj3/844Xr7ezs4NatW1hZWcHP/uzP4q/9tb82tc6XvvQl/OIv/iKCIMDCwgL+43/8j3s+3gofTlQEU4X7xkexB1PfFxOZn/TnzaVMyW9hbNWaDkiPCSliwMy9veq2gVYsnQdCMPQZWo4J26AghMBnHE6qTJnkMsfXdj20YwOBEIKtgY+luN+RY1L0hj5mWk58XCzz8r20PsCZ/d3oRW8ZuHSvj4+nCKaNQQDbIOMg9fWtIY7u64xfcve2XRjNSeaMbRmFfZia9Wh8v/OHN/CZTx7Clhui6xgY7Xr43/73m+jO6+WHeqMAa5pmtkEsQVZUUTSUOGJJpYxMgxgA3LiKKF8RlmCzYFyJBFy+Cm1q214olfQTQmC3sOqKY9/O+3C8PoCIYCpnbEv03pcPADmCife2lEY24wJuyGFJ9DT6OacsfX69UE5cAVEl3jBgcGh0DxNCwEMWOS7J+EDgcxHL5xG4jGXIWMsgCBmHGRtcyaVLxBF6PsNCbM+ZlKDvhZitW7lxBFKCiXOhLATJE28Dxf2V5t7cIi2V+0S695VXEMTIS29mQcG5/n5KSKyiCikgS5qlkS5sY0XMUQpciKiKrKCii1KCjx2bw8WNe/jLP3JmfN0ZB9qOAQEylsqzLAs07gvEWIjDhw/j/Pnz2NnZ2RPCQAghJX6Saqm9MPxlPRuazSZWV1fx7rvv4syZM5lldPt25m9iWuAluhuo+icJasKK30ncrIG3FyCGuzBHkROSEE3kPiubVUQPpRRnz57FG2+8sef9rYp6MKVhmib+4l/8i/hzf+7P4V/+y3/5oWhcXKFChQrfThBCYGtrC/1+H6PRCF//+tcxHA5x+3b0jjtw4ABarRZeffVVnDlzBl/72tewsrLyyLO6ASC8dh3/8qvXCpd16yaeP+3BNgi6NROzdQvduol+zcRSh8MgiG3byB4iACzLQlBgC0bB+2gdAsBxbHzigAHLIDApgUkpaBzQT4wrEf+8em0T8wcmvlkY/4zBo595u44Ld9dye876OM8fqOHK3V3lOenaIe5tDaTLnzq4iI0deU/duW4Lm7vy5UAUgN/alVdmUWoqlwtiYLsvX26ZhrYC4hDmsDOQV6wYhoVdxfLZdhO9obrCodNqKNcxTRP9kXw5MQzlcss0oFAtBxCl+G315Mdx6riFO3EgughOs407Gin67lEbkRBJcocjkis3ADjAyYMLWI4JBzp+bhDLpwswzjFTt2AZZEx6MBH31UaUN8URxUqKPZT4c9NBEDKEXMBnkR/iBhzDkGMYMNzaHOB/+/pNaQ+lM0tNvPq+/FwAwJVtf/x9gwBN20C7ZqLjmGjaBpq2iSPdGVg+i+eIiLCbmitMU5kQRgAcaFkwKIVNSTxXUBg0mic61grsZr0wYbprUfy71xKlCBPIqdwcdGxcvN2T7ruzUsfNdfnyYyuzyjniwNIs1rfVc4AOq8tzWFPMM8dWF7G2LR8D6zaU8xQAzM60lcdx4uCicnmnWcddxXIAmOfAxs5knbn5hbFCxr1797C8vCxN0HsY/PZv//b4909/+tP4wz/8w6l1GGM4efIk3njjDayuruKll17C5z73OZw9e3a8zvb2Nr74xS/it3/7t3Ho0CHcu3dvz8da4cOLimCqcN94kgimMqq5AlFmmZPLNvOsFnZbWflBWRB1aruxBrdRUPFACMHHV5r40rXoJRzG5zKR+9p1Qyy25MGve7se5tqTl8rOMBgTTCYl2OxPCCbEx9d2DPQ8hoAJ1EyKUchhmxR9N0THMcaa3jd3RphtWLjbi4zCt+70cWxfB2Y8tvfu9HDy+KTp02zLLuzDVHfiiqdQYGNtgOX5Bn7n6zfgxoRQp2ZiW9N8dmcUINyQv+Qp4qR6oLAiqC+RwPMCBsYFPC6XsfPi8+FJSKq13rThPiaYJORRgpEbSiX9vJAXqgK6AUP71gWQlOMsNH15VFg9vAT2TvYz0ttRfsfzoz5JbclrI99MOF0hVkSapbHZ9+H6DLM1YxLMpQYgGCgmDoLLAZsKGATggoAJIOF1CCHZCprxfRmd0FEwObEWJYWVQzuK7FDds5+/Gr0CubjxtlJeSsAjiToZIodJwFBQBGlS0y8ggKJqMsn3KYmDDur7aZCQuZLDkkkgMkzUKQShyr34TMANBTpW8Vo/8PwBzM93UU/JfoYicsS2dvu4fesmtra2cPz48fGzbVADjDOcOXMGb7zxBl588cWHDkBxzgsJilarhX379uH999/HU0899VD7SPYjI2CWl5exubmJO3fuYHl5IuNKe9lAETGtiKjS7UwhfSHiHoQ+B3hzHiahEPU2xGgbZJy3rSapiqA6PgCo1+s4duwYLly4gGeffXbPiB7dfkejEf7En/gTuHjxIn71V38Vf/Wv/tU92W+FChUqVJiGEAKbm5vo9XoYjUb42te+htFohLW1NbTbbdi2jY997GN49dVXcfr0aXz9619Hp9P5wMZ7aE5eBbMzCtGyDfR9hrVBgLVBkPpeo7AivWNRzNb0SSl1y0K3INOpyCy7uKYOYCboD0sokmhkt4BpSac8dK/vKo3jCcNjuGBpr4KLfJIvAaEGmhYdy5/LBuVyR7oMANYHHr5yU06MDH0uJZcAveRgzaKZ7zMB7HoMux7DTUziCS+sdjHQyKfN2gSLNfXJP9ByEEqOt2UbxWo80D+jlqZHk7Z6VLODag54MvC1r30NJ06cGKuC/ORP/iT+1b/6VxmC6dd//dfxYz/2Yzh06BAAYGlp6QMZa4UPBo++jrzCI8UHkVn7JBFMZZC89Fmqgsk1G7i7eA4ip5erMjDSIAA4NaTXp1OzMFsz8NRcDYe7NczXDCw2on3l+yrx3E77Psv0iRkFWWOkl+vh44UsU6mROAFGvA0nRRCNQoFGqiTXDTkaFh1L7u0MA3SdyTnpNGxsF/Rhsq3J+L76zjr+1VeujcklAGja+gDv1jDAlU05wTTjTMZZVBEkc5q8kGF34CsNnURyr0gKz/XZmEzKbDc+r/2C74whBFyfgQsgKNiGjJxyQw575x7ofWbxy45w/0IDO07WOScDNcHUG/nK3lHbo+x920/pw/UVpBtBZGx/z7GZTLWgIFFGWpq/TE4ZjSUb8tchbTRb1BjLTwJZaTfLoJmqnwSqSh+mefhpjqDelTExyJJVjGukGRhXSoIAwDB1HpiYdnZkfZPGy0uQlf3UPFM0Hl9xfhKZFR3cUGAUyKUwzh6axR//5KHMZ8nxtltNLO3bh2effTarG00pKKWo1+s4dOgQ3n33Xf1ANCiqYEqwurqK4XCIjY2NwuX3AxURQgjBqVOncO3aNQyHqXmyn5MfNS1tLzsAICptddOOyMG5AzBj7XdCDbD6TDxQlv23JHREDxBpgDebTVy9evW+tv0w+3VdF41GA3/7b/9tzMzM7Nl+K1SoUOHbHWEYYmNjA1euXMmQSRsbG3AcB47j4KWXXkKj0cDJkyexsrLy2KTvyuKggmACgJpETtmV2NBBSZ86Lz0tAwFwZbNcD6atgoS5PHiJd3uoGZvODHn4Wv4KHybo6+b1hEaZXlF7cd+Emv24GmUS3TCbTrmkNlWf3wQSEZEsFJtpKOTfdNL7poZg0sYkNSeqZA53hQ8YN2/ezPTHXV1dHcvUJnj33XextbWF7/me78HHPvYx/LN/9s8e9zArfID48FhrFZ4YfNQIpkSVgMePg2vUcXfhHHhBM0ZCiDbQDEQGj8pQIITg5QNtnF5owGUcjkHwgyfn8dmT81OVPflgbiAEzJTzku59Y1CCQY5g2nVDzKQIpt14eTK+fJ+i+Wa2eaTgImMFNlJSYI2aiXeu7iBfxGRoLKCapZ96ZhxVzQYwm6pi4AWOTU9CMLk+x9ZAI70Xn5PeYHobRT2SgAnZsa0gmNIOWJHBOpAQMV7AQHtbIKnGng9jhxFC0F88mPnMHOwqrbv1nj/uM5WHEAK9XMOhtFa8SjaQc4HnVlo4ONvINHwlhCDIqdJldM4JpkiitKShQQmGQSRHkmwveZZMWiyRGHAhJXN0hq+du6d7Som8iXa9DqOQS7PNAIwlHdLIry6rLkqgGCqAaLxpLq9oc0XSfOPvCyAUROt8jAKOkaSKDwBQEGQihIAjqt7sdGbQbDbG8niTdSgICJb27UOtVkd/EGX2PugzpCN+zpw5g/fee++hG9bKJPISmKaJ06dP48KFC5N38jCVhUkpCDW02ccCBEQoHGjDQtjeB2Lm3g21NkSsxy+osecVTAmOHTuGzc3NsS74w0InkRc1UbZgmiZ+7ud+bk/2WaFChQoVoibs29vbqNfrGTLpqaeewvLyMiilH3pZ0tXZ+pTfkwaT2Mrr/WIyR9avMw0hhLSCPI+o50g53CtBROmqk4CJGseD4sN+zT9KeFJOdamk3j0gJXQ+kiq5EphOBM6j4ZSTzC5zKEaJi6eam2xFH1wd0UY1PXS1BJlWq1uzfA/wpNz7H2YUxS7y83cYhnj11Vfx7/7dv8Pv/M7v4G/8jb+xJwmeFZ4MVARThfvGR41gSgx7Tgy4Rg13Fs9B5AJpaZTp0xpwvWHkmAYCJsaVFZQQvLTawX/2wr7s/jjPTObUNkAJGQfe+6lAft0yp+TI1oc+urUJWXZzO3Ym4nfBRi57rZXLbtke+hn5hTBlaNUcE7ujAPtaOR1YzRvclmT3ZdYRQFuR9cPSsmA5YoZzgYFE+9kLmJQkAiKyKiGCiiqVdiXElR9XmuSJlsw63uS7RbJ+RRVTAOD5AcSgv2cVTADQPZiVfyScweLy83J7e1R4PgBMERxAlsBxFWLfPuP4zz++AhL68HPSAAwUJp1smxCCUTghifIEU34vbsjHxjghZHxtLIPCLegXQymRkmE6o9SgdNyfaKPngSnOfnK6PMZzDWGn0fdCJak9Kji36dWFEFPNpvPQVTjlZffycoECapKKCyjPRzLOURjJUMiyBWX7SIZHSNJ4K7cvQkAMA6Zp4amTJ1FrtGBTwCZJw977g474sW0bx48fx1tvvVWKRJShDAHT6XSwtLSE9957D2AB4E2CRcSM5wtdbyRDnV0pGl0Qu6DXoGGA1aOeVsKwHkkFExDZHOfOncPFixfhefps673Y7/1ky1+/fh3f+73fizNnzuDcuXP4B//gH0yt86UvfQndbhfPP/88nn/+efzKr/zKfY+7QoUKFZ50NBoNHD9+HPv27XsiyKQi2CbFvo68/8WWpH/s+1vFZA5HuYSjshgo5J7ToARY2y5DMOnf7WVIKBXK3AVVgcMThD14rHXqDcDe3BM6H0hXwaRLPK7ZeoIp6iWrR4nwifLUW4oNyHz8BDq7WD+X6yqcNF/fA1RzyMNjdXUV169fH/9948YN7N+/f2qdH/qhH0Kz2cTCwgK+67u+C6+//vrjHmqFDwgVwfQRwOM2zp8kgklnmxBEskzRHwR3Fp4GTHXTvDIGzyiUV0KkMQz5VKPNjmMi3YLEMiggBD59sIN9TQumQeEGLPocgCcAL+53U7ONKNifMnZu93y0nAkxcWktklNK7KnLOZ3u/N10dXOYye65k3KQzLhqo5kLkuvujjITz+21vrKUe3NnIs2Xr9oajAIpERhwjr4nJ1JcNxw/U0HAppy+3khSlUAIhm6IUPE4pmX7igimbQkpNt+/BQgOct+N7uX34ImDM/BTVXq9pcNo1Yq3TwD03FBqfBZVNqXl/gKJ8X1uoYafOD2DWYdGVRC51WyTTmViJQSTQaLtqjLPfJ6VE+jFY7Jo1Dkmn3FpEDLuR5aHW8Jh9+Pzc10SREiQjHlQIh11axQoj7GIEEvPPVxASWIJIcbjlu4jtzw/HF1ghAloGbqoeizen4RJkj3TyedRcWXxfgiJKqgiIivuGRQTTCaRPylFp15HMAHA/Pw8Go1Gxgi/X5TZDwAcPHgQw+EQ/euXkDmShGDSVRYVVOuOxwAC3t0nX17rRD0lqAkieKleDQnKEkwA4DgOnnrqKbz55psPbX+o9vsgQT7TNPF3/+7fxVtvvYU/+IM/wD/6R/8IFy5cmFrvO7/zO/Haa6/htddew1//63/9vvdToUKFChU+HDg4K5fJu7FeLO99aX0oDbHq3jxlJdoB4J6kUiqPtm2U2m4Q6Ps0hZKqrQmq0O6TBL0t9OhjT4/rjpH5qAlU8umAnmCqK2IZCeYb8sTmNDQ5iQDU7paqAooJoKWotiI6gqnM4Co88XjppZdw8eJFXL58Gb7v4zd+4zfwuc99LrPO5z//efyn//SfEIYhhsMhvvrVr+LMmTMf0IgrPG5UBFOF+waltFQ20xMBAgxSwUyuqFxKUKaCaRCqG0ICkfE28Flhz5RuLXo0bQP4/qfm8YVzS1hqOTg8E2WRD3yGtL2SEEyJEdNOGQgBFxmDZBgw1AwyDlrf3BqhlorCM8ZTDTOBt+/2wVKyfG9e3x4vT4J0O7kqKF8TANTZrQ3bwDtXt+AoMm2u3umntkcy2XO7Cgk81+dSKTogIpjGIARhLri+O5IHa+9sjZQl4lu7k/NUVHK/USDJBwD7BrcBIFPBNK7WUEBl6tmWgfXZ1fHf1pln0ZDYlSy+nkWkGDBdSQQAg9S6RQSJSYGn523UU5KLBCJjqFNCEAgCknIzgvhXi0aEQZpgMSnJkGCMi0y2VqJ/n3yWJ8wMQrApqSLzgxIEUzw57LjqdZPzoXNaAGB94Cudl6Jzn5Zr0Ek/RBJ76uc1T4Tlx6Php+ALfSLEmOhHcTbhdIPf1Hjiz2PaSLkfJsSUMykbGgdBCDo1X5UlRo4fP4579+6h15M3D1ZBux8hYI52QFmAM2fOwL+X7VOUVDAp+yshkreTgXWWlMR2VMXUAZJt3EcV0/0QTAAwOzuLubk5vP/++6W/UwQdcZeQkWWxsrKCF198EQDQbrdx5syZKT3yChUqVKjw0cGheTnBdHltkPGjEnAxsaeLlqmQrxxXoWz/pXqphi5AUML+LSMfr0QVm36y8Bga5jyuCiadDzTSJBjq/CynBME01yjbp0m/jnIVXXKcojJTZxeX6SGlgrwDb4UPE0zTxD/8h/8QP/iDP4gzZ87gJ37iJ3Du3Dn82q/9Gn7t134NAHDmzBn80A/9EJ599ll84hOfwM/+7M/i6aef/oBHXuFxodxsVqFCCpTSPS3l/0AhgF4wORYhoDVyy9jQux5DV9PU0Qv5uKFifrczNRM+C7E/96Kfi3sp9f0QjkHRA8dT83X8wKl5/MHNAepxGbbIDXIq5CeifXbrFnZGAZoWHcuYmQbFcsvGjZgMCZhA3aRYaDm4s+PCCzjm6ybuDoLxoN+5to351e7YNNCVWeuawe7v2HiXCxiS+2y2buJqTqouDDmMuKqrL5GxAyJDchgwqZGVl9sbuiG6sXEohEDPlW/77q4rXQZkq3q83H6CkEvL8BdG65HMlzm5p0rwSxEJpVjPWtkPbFyBoBSHnj2L9/rF6/VjwkQmdTfwi43vgHFQQqbubwA43LGnPqMk2kczLSdAKQwhxr3SRPythDdyQ452/JhYlGAYMDgpp9miBMlJSJwIKw5qj0KOdMsxgwLXtwY4t9SaOhadNnVyvAAwYkBbsV7ijIwCDqroBSOEwCDgyuy6Iom8ND+jy8zTOVYA0M8FF/L8j24fusaxQPbeEgXPZqDYRTKeUJDCoE52P5N7KQ2KyaMiEI2ZgQIkkuazU5stW1lEKcWZM2dw4cIFvPjii8q+P0XQETCEEFARwr75GmqGDafVBNJclmFF72qmyT5WSCi6s4fQ0FWoOW0Yw6gSlrAwkssrgfslmADg8OHD+OY3v4n19XUsLCzc13fL4mHsmytXruD8+fN4+eWXp5b9/u//Pp577jns378ff+fv/B2cO3fuYYZZoUKFChU+IByZq2N/18HIdWE7NQghELCoItwLOTq2gc2CZKPdUYiZ5nQyI9c4oGWSGxO8fbdcUkveSzUoQd2maNZtOBaFbVFYlgHHBZ4/dRCGYYBSEkkbYpKMQQiB19sYb6fIPurWLXzq+eOIjlHk/gUaNQsL3ebkCxPTfQzLpMpkr5lWHa88d2z893A4hOM4Y9ur06xlludBCQHLJckQZLmUdqOGVqOWXZ4eQ6eB73h2sg+SU2eoOyYOLHWzO87ZHI5j4fDKXGoQUfV9b7eHdqeN2U4Trzx3XHocnVYdr7zwFKL0PJG6q6LRGpRAEFmMIromnZku5udmJsefOhFCALMzbbzyfAdCCHAuxv8yzsE4x+xMC22zgyDk8AIGL2AYuizjB+tQxhQTZQI3GvgaH6af7nVNCGyTwKAEBol8DpsSzDgEpmmO730uooRJxkWkLsPVZFi6V7YKZSxm3Tp1kxb6jgAw27JxdS1bgUkJ0KqZcGwLR1bm4dgmTNOAZUZ9cQ1KYRgEbTPEJ589BkIAglg1It4GAdCpW/j0Cyem9plcwVbdRquuVhHKP095tJs1vPLs0cxnvu+DC46aU0O3Nb08DdM0tNWYzWYNCzNN6fJuq45Xnj0iXV53LCzNTccZ0rBMA0FqHMaHrDrss5/9LD772c9mPvv5n//5zN+/9Eu/hF/6pV96nMOq8CFBRTBVuG8YhvGRqWDyghDA5KVexn7XZdQETMBj+myzYbrSQmSzUtq2Udj0tWZSzDgGdtwQthEZ+D/9sQOoWxSzNWNM3GwNfVgpWbx8xlzPC2BZJuZbNnZGQYY1M0yKRq5yiHOB+ZaNO7EsnYjHngRqdwYBzrVt3O5FlUOqCiFgmlzJg8RVGXmiLMFMAXnXH/pw4s/7ChKIMwafcZhmcbDXy5ElrheiGzMYQy9UEoybAx9QEIuRlFxcPZMjkzYVkhZtd3OqiqBMohDR3IOHjyxi+C3AXz2JZruJxqjYUE/03H2JdFlPUrHjBQxhQfXKDxzpYLfgHqBISJ/JtXEMCp6ab5IMqaTXqJfyuk2DYDgKMRsb6qZhgogQyZOdkERJD7C+z7DQmOzfJBTrLHrG85lYXOhPeBA/F4ajdhQSgokJtSOQzDWBggQqqoJKzz06bfFhwEEUlYIDn01VKOWz9Yp6cKVRxixOV2IVEVIqznp8eko8FIOAIeCRg5JePXFaBKLeX+kxMJENISTEiGkYCDXvwmaziQMHDuDixYs4ffq0dnxp6IgsSgl4dxm8twbq7sIYbmWWE9OCIDSSrlNBsg9hOvDai2iKQfFyAK4fwKFkso1HWMEUDZXg7NmzOH/+PJrNJup1eRb5g+BhyKV+v48vfOEL+Pt//++j0+lklr344ou4evUqWq0Wfuu3fgs/+qM/iosXLz7scCtUqFChwgeABiX4xus3pMsv7mvi3jBAp26hXTPRaVho1ixcXu/j+cYsDBIlTCVvHMYFoMhB0SXyJCAQ4AAOztTQrZloOSYatoG6ZcA2KSyDwqAElBBs7Ixw8el9cOMEt7Qt58c/ACB2Ga7eCwAU+1Y128D6dXXV7stn9uMr37wiXX7q8BLevnxbuY35Th3r25JMOACffOYo/uCNy9LlL545hG+8dU263DSoVg7wuZOreP1d+XV/5blj+Mpr8nf7oeU5XLuzqdzH6r5Z3Li7JVl6D688dxxfef096fdfPHMY59+Rj9GxLAQan+a5c0/h7Wvr0uXf/ckFnL8qJzLPdSxscwCUAg4FcSw0W0CbADXLgE2B7zs5D7sWkXVCCDAm4IUMbsAx8EJ0aibqZpQAK7v7Hy7dOTL6ORdomAQsJohHAcPQZxh4IXbdENt3+hjuehh6rFBSfH/HxBUFqbtkU7yz4cIxCerJ81gz0Yx/dxwTLGAY+gEsSmEZ0fMZEYvZY9wLnmGuYeHmroemRTHXsNCtWWjZBhqWgSXbwNx8A7uDIYjtYBREhLkA0G3b2HijBUzl0kbn5NkVC3/47l3pfl8+vYLf/5b8+Xvm+DJee1u+vAyeP7WK1xT3/iefPoI/+NYV6fL5mSY2tot9ngQnjyzj4vU16fJXnjmCr7wh38eJ1QVcuiF/tgBgvtvExs5kHLrE7AoVPkyoCKYK940nqgeTxvTI944pkwmjs/ET4kj3LogCqkmmS3aZSUmhPBwlBIdnarhwtw/boPjJ55bRiIPxx2dr2HIZmjbFjc0Rjq5YOL3QwOUtdypIeXvbxaHFFuZaNt5fG2B3GEwi9oRgmKsA2hr46KYy7m6uD2G1HXip+6BpTAKFw4DDMog0uD2U9LlJcP32LgAglFT0kHCa0EiTVgPF9v1RoKz+CXJyYOnt7igqo4BIGk1WuSa4gEgZ9PdDMNnD3Yw8HgDQEma1bp2Fbg2X5pZhn47KlmUSeb1RUsFUfF63Jedl4DH4uYDt/paNTs2AZZkYCsASQVxlFFUljUKRCawTQiJd53jXBiVgfJKRl3aILZqVzKOUwM9UKEbfSvqX5YlQSiOHf9cNp7LJysx4rh9is++hocnASno/6fSqk6oeWWDBk0hxpgkgTyt/F8KpyU2BfsEzmN6+ECJD8hVB5w+FXGQIpKLNqXYhSCT5aWjIioDxMXGfn+kNRLcYz5FLAKYOQAiBZrMZVRCVeB+urKxgc3MT9+7dw9LSknLdNJQEjBAgce+kcPE4rBuvAYOd7LBNG0JRnaSDP7eKbG1XavcAODFhOxZCzscVXoSHpR3+ByGYAMCyLJw6dQoXLlzACy+88EAklQye58Fx1M9vEYIgwBe+8AX8mT/zZ/BjP/ZjU8vThNNnP/tZfPGLX3ykVVgVKlSoUOHRYUEhJQUAnHGs9Xys9bKS3W/M1dFP+QJ1i2LWMYHZGlbaSWXQtN1EASzVDRAS+YLJepSQzPo+E/iBs8vScTEk/qnArstwry+XFE+w01NL7tklpPZ0yRuPu590hYeExtAjEsufC2DoMwwBcMNAP5+4aBhwDANOzcLqbB1HZ2uTncVkCxcirhCKCBedzekGAkxwhFzEScACLhNwAw4O4F+ev40bO3IFkhvrQ2mCJaAP/ie+nhcKeGGA7QI5/P2zddxyi0lFkwJdJyKBluszsIzo7FJM5PLTZ5sSgoYZJzDGc0MyZ1ACfNeRGex6otCv7TZtXHvPA2AAuZYA2v7aOn+jesQrVPi2QNWD6SOAx22UPUkEkw75IopyFUzq5cO4rEelySuEyARMi6qdqCT4vNC04HFgpW3j46uToFXHMWBSYLHt4NJaH5QAZxeb+KMn56bGfGk9yoqYaURB9Jubk3JoJoDrd7PZG1c2Bug2JwH3C9e342D+5D7Y2c0SJLNtufO1qyBq2o6B925FgdJtSabadkF2CY8NPNcLlVrgvheASSTdhBDjKpQEbuomUY0bgLL0Py/r4ObWlfV2miMe4HsgVlZSwyhxt5aaGQ4dw/5zUWVFXUIw7cQ9rYp6MIVcYEvSt6jvheO+RwmOdO3YISbgIBgKEy6bjFdATJW/p6uJCCHwUpsUIBPpO2O67D9NcpKYiDBpVK7Sy1+vuBqlsA9TickhZALXN4qbO2fHFJFDpiYwPozHJ6tgGkrKepKPy5A/Ox4rlIxLMCq65qkL5AZM63To7sO8pGbR3KmThwmEvm9Out9efnPJV4ue4Eg2Jb0ugWPb42VFSPfBIoTg1KlTuHLlClxXLaOZ3YacgKFJdAkAnAbC1jIQ5khq01LK3yWQndrRzCEQicAhJyaoYYIaBqhpwUtuovuoYBJCPBDBBADdbhdLS0t7XgU0Go1Qq9X0K6YghMDP/MzP4MyZM/grf+WvFK5z586dcYDta1/7GjjnmJ+ff+jxVqhQoUKFx495hY8DAEySkHVjczROqgIiqeRbfR+XtkbwOODySGZ5mPuxTTquRHJMOlWNNJaq08g7Zceit1cpAXYG8gQ4IJKuq/DkoEzYaI88zIfawsTVINFPfI8blMIyDNQsA2Yi1yj5gQAubnl4f9vHtd0AtwchNl2GYUwuAVHbARVU5BIg76uWoExvItUzFHJgYxTg6o6LEAQjRjBkBH1G0AspeiHFburHoAQNk6BmEtSMKGHZohFRRQlgG1Tqt3UUCYe6frtl/A0VHq4arUKFCh8WVBZBhfvGR4pgeoC3me4ridSTimAKGc8EQ/OESMinJboSNK2ojPmHzyxmtkEIwfHZGuYaNvxQ4PhMHTXTwP6WjSOzNcykjIYdN4RjELTjzy7d64/LrgMucH1tgFZKpuzivcG4UgqIMuTm6yZCLtCKt/H2le2M09Spy42UbUW1TpeGY6PS84vvs743fW5mGlHAN9AYioHPsNMrDvKOBtPVXmlSpSchUoA4mK+Q5hvmvuvlDNaepInoi0ZURv0oKpgAoHPmFJy44qZhFq+/FRNMebIIAHYV58QNWKbq6VDHwkLDQtqtMCjFiCXVSlEliZsjVPKEUyCQEhYBBn7SW4lM9YlKP1qEkPF5NohA32eZzDMrHtbdgvujjHJWwATWBvpsUA759U5jJ5EmlDBAsp5dSYUUL5AnTEMIgS3XV0qvFPXdSs9XRfdEGgTQerP5feR3yYSe2BclnN1R6jwWVn6xSVVpGoQQhKnPDx8+nK2wyx2fEAADyWTsWpaFkydP4q233iotw6YiYPKf8+bc1DrEtEo5bEVSmqw5B+a0pER2GJuPAgAjJoxaJFUnQv39v1dYXV1FEAS4c+dO6e/ozv1oNLpv2b0vf/nL+Of//J/jP/yH/4Dnn38ezz//PH7rt34r0/D2N3/zN/H000/jueeew1/6S38Jv/Ebv1FlbFeoUKHCEwodwZS3+dOwCqb+O/0AexFi7Uv8piJcvKuWggKAlmNq7V/LKFPBpF5evQ33DntiW3wILtjj6vc9VCSHWiU06XSKNWUuh1niGbKSkiQNdGuYihWatjx24+tif5oday/nHlxu7dnRrFCZ5RUqPDwqibwK942PUlDEyz8CJV5uWoKpRAVTvvIgHz9WNbQ3CMGphTpaBVJsyy0b3Vja6+nlFsI4MPvJ1Q7+48V1bKd65VAAzbhXjB8KdB0TW244DvYuNa1xY8uAi6kKAhYHlue7DvpuiN1RgI+1LFzZjQKMJpUbIj4TmDUJ3ILAuW1OKnWGHp9iwS1KcPXOdGXTbMNCAGBXI/cQBgyBxJgcDaeJr7REXk9BILGQw1PcHbs5mYx8NdBAQoydQqTVne/BVI5g0juaPHW+iyTyGBdjzemiCqYdxTlxA45RGIDYNpabFl7e34KIG39STMrzqUGR1I7YNCKMGlZqMCTbF4kJknHQRyHDLEyYlMALORgX44aYkZwCH5fuDwKO2TpgEgImgO1RgIVWFCgw4+9sDovuIf35DsJwHHjXYWsUghgKwf3UOHyJ91JE/gCTuUc1BwHR3BBy+faBuAIsN+enOaVQoyoaMpZ4RVIMcxNefq5RVVgBkRPqM4GaIgOQCxFVgo0b8E6v4wUhbKO4f5ZItXJut7LNWQ1KM72YGKI5rm6JiAyN9zkzM4Nut4urV6/iyJEj6oNCVMFU+L4VAqDZ+T90mrAIBZJ+S9QAMQx4ng9tPU6B1+fNHYqOTSaPBwOAQAADIATUrkMAWL97B/MzK9pj2wsQQnD69GmcP38e7XYbzaa86W4CnSyf67r3TTB9+tOf1gZCfuEXfgG/8Au/cF/brVChQoUKH044loFWzURf0oN0u+8BOeWBBK4fAjn7TwAZ2/VBsVMieQmIgsx3dvUV1Q2N/QZAW40P6CXrK4Zp77AntMzDxnr2guN6+E1oQaDuI2sqetQm0ErklTiXhkG0zs5sXd3fd7JD9WJTMcfUFM+7zOec4IOvYHpMnGSFChUUqCqYKnykoXvRhLmOqipptck25et4bELESA0WIdDLlU7l96saByEEJ+eLA2AmJXjhYAeWQTAXGyJMRNllf/qF/eP1lts2vufIDF4+0h1/RuPjYkKg0zCR54cGOSLh0o0NAIBDJ4HV27cn+sGtRrFjlaArMZQu35j0Edko0ETe33YKm2wmBt5uAUmUgAUhBAcCSeVHUQWSH6/LGMdA4kgCUWWUbLsA0BvKCaaRF0JWCHKQRecjX8FkqBpJxaAlLC1GjLHMchHBlJYMdIPp4+8pzokXsnE1yjNLdVBCxtcpbbMblI5JVZMSjJjIPAME2SoegYhoTZA8a5FUSFbWzTSMjK2dVNwkBN1uql9XYnMPWERIpMGZXnZECIDa5RwAXQWTEAIbsU53XkIugSuZY5KKJF1T6IRYkvZKC1ihk5l2pogm626kOU5eIOOXBFrG+9P4NAJ6Mm0U8MyxFB2yZcvnLEIiUsowjGlnMfW3EJFcX4jofjJI9p1x5MgRbG5uYmcn2y+pCJxztGvW1IssI48XIxQUot6efOBEZIvvqaVtokHnehFSE6NORBIVkdQMBgwanXcRm5HcrgHUBBXsviqKHhamaeLMmTO4cOECWIlnlDGmJJgepIKpQoUKFSp8+0FVxbS+Le9btL5b/F4eKnyIslgfliOYyvJYqsSdBGWC8A/as6fC3qMM4fGw1UN7cT0fB1mgOxUqMiZBqCVeyoxDv58ZhXzd/UD1SKsqqUYhV84bD38WKnaoQoWPAiqC6SOAj1JF0eOFmNKLVWXyJ1D1AhmmWAJZwJOJ6caKoZgOsMrAhVAGXF86OIM/8cL+8TaS/k5H5+r4jsMzAIDvOzEPSglOLbXwr774Mv7488tY255ocXfrJm7d3sxs995OL/P3+2seLINg3/yEpHrn5gjzcV+nRl0tH1G3ptmM+YaF6/cm1UlbPQ95v8WUWJzDmOjIEzlp+DGBJCOCinSWE5m+rZ4HoXjWAi+ckr3LbCe3z/Tf2wpZtdkgCkTnK5jMEoaYUaaCiVD0FARTWoatSA6tryAQ3JCDWgYsiqiJMQDbIGCcI2/DBiL6IDF809VtlEzL5qXvi/SzZlGScdId08g4KV68nUQiIK29XbNi451SrOcr4Up4OsOAodks179F1xvJCyf64PljTyDLJksIIxlxlP++bN6TBTuC+yB/km3InFVPkrGX3qyugilg6jkRwFRvrqLpmSiIB4GoMqnofUsQEU/JH35qPCYRGYeMUopnnnkarjuKKpQgIETx4A+uLMEhbIrkKSJIAi7A65OefKi3wGpdNMqQJTliJpg9MK6QKqqUdIUJAwJMkLFzzg0HMAwszM7i+vXrGAz00jt7hVarhQMHDuDtt9/WBkU455NrVYAHqWCqUKFChQrfflARTFs9D44kknv5XvH7cUvSi7UshBBTto4MgUbeOEGJAqZyBNMeVDA9Lsm0CsDDliDtRWgqn+j3INBVzmnl5MoQTHsgJyhKrNMtSTDpNqXqCaWWVQc6iuRhnVS5ViGverwrVPhIoJLIq/Bti1HApl6kw4BJK2sSKAmmVCRUVsFUFMxN2/mcC4hpVaoxQi6Uhlu3ZuIzpxbHQfdkd4QQ/LmPH8D5m7t4ZmWS6V63DfwfvucYLq/18b98aw0AsNCt4b3bfcw2gEOzNVzdcuHUGwAmJFTIBebrFrYbk6ofIYAZg2IDgKnJeityvObrOckIEel/76SqZO6tFztmvWGAzgLBMFSQQDGZICOYggJtwoQI2u6pKwECl8Gwiq95IuGVvt/Szt32UCYzJ2B70fFOVzDpncMoMK0x+AiN71UCx4gqo1jK0k1Xbfkhz0jVAcBAoV29PQqwr2HjmaXG+J4lhCAqvspqq/H494T4GYUcTZuOv+MGHInWFyEEQyYgRHJOyXhcpkEzEpQGJeBcIInJJ4SrbVCAZ0lhO3VP3tweYikVPCiT7emGAmVD0xruJ0PuFDVtDrmQkth+/LlK9gGYXDupBJ8kAJEQV1xEFZuq+UhR4BYvL94H45PAho73d0MGWxPgyMtx5kmraBjybVBCYBIqXSN5tgUoAh49d9H9CVhEwOOTdWynhuX9q5PvCgHCWcb5ooJhodMAABg8BE9IEcEBOu3geUygXutManJrTfDuMuhwV3pM4/3z7EVyZw9NxlFAUve5gQbhEcEUfyYMJ6pgAsfp06fx1ltv4YUXXlCSOXuJ/fv3Y2dnB7du3cKBAwek6+kk8obDYUUwVahQoUIFLXR9mGbqJu72phPILtzcwcdPLU4FXO/0PRyaefD3TxkVjgQ7imS8NMooIeRl/QxKYBgUlFKYBoVBCUzTwHy3Oe5bSSmJfInoP7QbDg4sdUFiGW1CkoD0xM5o1ky0GpNzTgjJnMN6zcaR/fPjvwM/gGkasQw30Go4OHZgYfKFnEFnUArGsvYQSckjA0C3VceJg0upMWS30ajZOHl4n/RczbQbqDlZfy4fi+g0a2jUpu28pMK6WXcy+0iPUADoNBw8dWhf/LdA9J+IEquEgGlQBCKyzYSIkpw4j5YzziE4R8020W46CBkHS37u4/4qtWbWDXywbTxiGCWYMp1EXhmGqcypbSn6I90PVO4SF8jd8Vl0WpY0KVZ1DJZJQQnQqjswKAGh8RyA6HdCCBo1G8vzHRBS0N82mYeIujquWbdwYKmb+YwxBiEA0zRQs00cWOxKvh09O7Y5fZ7T5Han6WBloSNd7tgmlufbkKHTdLBvTr4cALqtWqaarComqPAkoSKYKnzbYq3vR/JDKfS8ELruESo7Ih3Y5kAqAD5BUdCXi8m6oVC/SDwmlOXNANCpmeOAavqFXzMpvvvYHOab04br0cUWfuIZgv/XG/cw16ljtm7hv/r8Gcw3TPz0v3gTo5DjwEwNN7cnsnWhH6KWM3i+9d4mmvua2vSlIqNtNJgmcRoWRaKUVzMp3r5ULC211fdxxpa1pI8QeAnBVCD7xBhCTvNFbfDj4P6ulASKv+8zeBLrSvDp+2Dks/E135U0Az5Fd8fVBfkKJktTncShzlIab8c04m5IkbNRN4B+yr/qpcZGCIEfctRS1WcjRRbkzijAacfAgWb2HqEkCviHXIwNqITUSgzfNPFACTDMkSzDECCxd0IIwSjgaNoGDEIyEnlAthpGJPuJ//ZSD7SdOq7NnAFtWfrX5dEDs7gz0hN/Qgip7F2Cfoq4K8pIVWlh+yGPSE2Nx7LrxRJ8kklN9rk/luDTZyn2Nccpu3+izMWoT5bO7xoEDJTIiYyQ86mnZaqnnI6Ijck0SHZDEFUWpQv6GCZGlklEvI9pj5oQEvVjSCqJBIfJvPFaRISAsAASBWqmTroQ8DkQ1jsYzxJOE6TeKeegpwIqrDGLoD6TOq6cVCQIQCgIOEJBJvujFMKwQHiIdruNlZUVXLx4EadPny7c5aPIRD558iTOnz+PTqeDdrvYeask8ipUqFChwl6gwXvw1q7AMMwxqWKZBizLhGUaqAf7ME8B26KwTQOWRWGZFIRS1GjUfzTkUQKaAHCnH0AbdVdAZrMV4V5Kpq9hG5hv2Wg7FI4hMNtuwrEM2BaFN/DwXS89BY7I/02Sm0ImEHCBIORY6liYWVhCyDnCOBENiGzvxJJm1MaOKx/fwjxwa326v24asy0Hm7tD6fKVhS6u3NqQf7/dwHvX70qXG5SCcfU5bNYdXLp+T7p8YbaFd6/K93FweQ7X72xKlwPA6r5Z3Li7JVm6i/kZ9T46rQYu3ViXLm/UbQRQy9iHZgMe9SOtIysyfS1CYJkUlkHRnpnB8RMdWJTANGn0r0FgEAKDAkuzNcwvdcA4RxByeAHDyGPYHYbYGvjYKklwPkoQAEJwrHYcWJRE5r0QYLFMexhyGAHD0U50XweMIWQMLORggoMxAc4FWOBC+AEMg0b2PCHRfEAoKCUI+310RQDTiJ7/9L+GGRGxLAjRNg1QSkBAwBHZ9V7Ix1Z4mX5oyXGpoEuYXGzZuJdS8ejWTCy2bMw3bdyxKY6stMfHyUSUuBlygZZFcOz4MQQhhx9G1z0I2TgZktZnMGIkbrkskPfuFucF7m5r1A84V/oPCzNN3LwnlyA/uG8WN9fky/2ZFta21fNQq+7glvT5BI7un8OdjZ50eavu4O6mfDkQEb3rqXOxF9V8FSo8LlQEU4WPNFTT8dWtEZ7ZnzWwNgY+sKjepmySF0JglKuAKXIT8pn04+0iMuAKimgy8EI+KfMogM8ERqEYE0v50u0TCw0pgXV8voHPnpzHye84gI5jjuOYnzu3iH/z5hpmHQM343U7dRMOAWhO6u7O1gjfe3IeOiXxfODSIMDFa9tT6zmpYOBKy8Y7kqqMzV1XmwIkEumwggqm/u6wUCIrkb1T9cwJ/QBByqnKo2h/AhER4FiGdNvP0omDkK9gsjQGIgctpYFaswxwMiGYmjmCKZ/l6KUIplHAxhVBRegHHK/sr8MyyBTZalFgEPAxwURJ5LgmNSIcURVPwzJAkwqmFMJcltUwJpgsSqZIi/R1IYRE+4mHkpZ7s83JvdzPXTND02sIAPySvv0oYFr5ukHqnigio1QEUxBnIurM0a24vEgmUyc7HhYT4roeTyEXGMTjlIVM8r2R0vsA9PJ4ALDjMtRNOcHULziQUGRHpCOYQg5A0/eMEpK5b7gg4+/QeJ+0iCACABAQw4AIQ9jcy8yPBIApGEJCQej0cSZrBk5nXEFHahHJ73YPoDGQO0IC2Qqm0b5T2WPK3UU+TNhExJKBKYIJgDAsIIiCVvv378ebb76Ju3fvYt++6WxeXSXRg8AwDJw9exbf+ta38MILL8CypquRK4m8ChUqVKiwF6jZJgImELDiJLGDRwJcuFEcrGx0HFyNSR7HIDg428D+roOtYYBOzYyS8AiQ2CllaKdBbOsQAHWLom5Q1EwCxzTgmAQWpTBpFPweuj4+/4lVeKy4Gj5Aoq5B8MYtddB3uW1h6KmT8LjGXqx6MD0+lDvXRcmwAl7A4AUMoQDWC6rzEny86SBMSxgYBkjDQLdho7vQwFEAH9/fRs1xIvKScfiMww05hgFHPwhLKUeo7iohgJAJGBAIGMcoYNj1QmyPAmwOA2yOQszVDHzlG7el2zg0V8Mbl+TLAYAFI6W826HVZbx/S05qAMA9Me3nApFvPN+0Md92sLbSAqUUjkEiQoySqXmiDPLn1QBQswgcI9r2j5xbwt3tHpqtFvxUb3EA6Pd8fOVK8bEcnq3h9qacANYllpXiUFTlVRUqVPhQoCKYKjwwiqpzniRc3hzimf3ZMtm1vtpAVmEQTGfJc5F9kQsRSSUVgYuIZOFC7Ua4IYOhyNYfBDzDs+Tj2Pu78h4xhBA8v9Ka0tz+jkMz+PVv3Ia/O2la+7d//GkwLvDvL05ni412PdhtdXYUyw1sv8Px+zvTFUxpLo0ogurrux52FL2MAtdDGO8zLDDiBn0XRec9qXZSNd/1YhImyXrKy0WMJBVKXsDgWEaGTEjjuNge/06syfkMBIGlCXYzQktN8J2aCU4YEIeK0yqFQghs9bPXxAtCIJaR3NFUdX3+zDzaNkUogFEo0EixYgYlIDnip+8LNO3J/d/zIoIJiO7j9LmlhIAmiVBI9VYyCDw3e63Ssg6EkIjQS54zQtD3QrQcM5LNi+Hm7gUdwUQA3Bv4MAtK6/PYGQUwNcH13VRvqJBPz7cqgsljXCqfl4CntPplEnkqOQwuyvV48uPghVWgyeAzLu1rNiaYNKSdEALDkCNQZO4Wkfr5KUDHDfqMg2hk+JIs5PE2U3+QsVOk2gaBhRCkoCcTFSGIMIECgikJ3Pi1lGSD0wQA7DaWUbPeAw0kDccNEwij59h3OvCaC5nFJOfxDbgJ2xDggkxVoQrLAY0lPQkhOH36NM6fP492u41Go5Eb894TTADQaDRw5MgRvPXWW3jmmWembBTdfqsKpgoVKlSoUAatutrPMRV2Ok0ZCB4TuLQ+wKX1AZ4/0EEzJY9mAHAsiv1NEy1nYl8WeYqdmomXD3RQBpe3Xa38MABsKUiEBFTjjwAlqpbLkAlVYLkUPgyRGV14SCBKCkrk0Q3DQN0wULeB2XidrgW0aTBeP5+aKgCEjMADgRCJGgwQYuI7MC7w/3lTXu2lO1e6OBch+vuyzH3rS5wdLiLFnbW+jxETeG/LLVwPiBI3GxbFi8tNGIojEwCOzdipa5Rdd67hYM3lGBX4TjNNeRsJnSy77jyUqdIhUeda7XoVKlT44LD33n2Fx44PguShlIJrysg/3Jg2zQ1STl5AJjtWlCWff1mqgr5JJYjq/SqEgBvKKwcYn252n8jvJZjV9Jgq2vJKx4YAcG+zD8sg+JHnlnF4oYnjSy00C6qp/vDddejMtrQxZRkEFyUZMSK13o078rLlkAlcW5Nn2XmjdICVIAhyfUfcYgLJZxwjN1RWlvmpzL2iaqW7G8XjGo18jDz5tpdZdE6IaWae87DE1M1LrDNkBLZpoGZEknMA0DAmg+Fi+n5yU2TYjisnmA51HXzHoVb8l0DR6c1nUfkim1eXvs9NSjIkn2MaGR3pxLC1KAEHyWRT5o3RQcBgpCpeNnqRwZ4mBolh4Mbm5LoJzdww9EMt4ZJgfeBLSZ0Eu7nmRfkt52UA0wg5tPJ46bFyTM9VPuNKE54L9XyWHuMo4IXzWl/Rvys5PboKpoQEk82JUf+zggqmTN879T6AqEJOd7y93DXJjz1KMtQ9l8XzJhEcRJLOmbw7PLs98eprTQgREc2D+WPy3dFJwGq079RUVICkqDeBqP+SRSKSO8+3CcMG4ZNzYJomTp8+jQsXLoCxnGzlIyKYAGBpaQm1Wg3Xr1+fWqbbb1XBVKFChQoVyqBZU/tTeaWGNAKJ/XNzJxtAZojsj0HIx31JCIn6F5HcT1kIIUqRSwBwb1uSnJJCPhGlCLqYwYeBFHlSoDtXexF+f1gyby8q0pJIDUEUsKSIqpGSHxMCXAj0A2AQAiMGuDxr3z/sceiqqMpI0etgmbRUDyadzRxwYMfjoIRGvobiJ+lfXHQ3NRQSKao5T5X4COh7D1cEcoUKHw1UBFOFB8KTTjANvBA5ZTdpIDIPw6CFmf2Dor4+uY9UL9cgzvRXOQkhjzN2JJaILMiafMxEcSVBAllfGEoIPvPUPJoNG6eWmvjz33Ns3IT15cOzU+t/9rllyOukIoxSRMWxGQfrvWKyIoyJoKZt4L1b8ob1NZMoK5hELvgb+NkAPhfFVWGEENyREETjbaXK0vyCwL+sme7IDaXNMgGg7UUavfn+S6HQG7S8hHHfYylJuIRgShXg+AX3dJq46StkA//8x5cnhnfSIyZ3f0aZX+nqIpoZddrYtIys9J1JSWZ5QpCYNKl+ShFMuceiPwoyzTM3B25qm5OVL65PrrvuZfn+xlBLQCRY7/tKMipgfCoTLL/por5Maeh6POWX57c/VPTWAqK5RLPKeBv5/lmT5QqSLL4Ouik5SQqQEWpR0dD0syAwuS+iO0X9vAx8pqzoEgDy8aL80XHI5PGSjQjl8iJ5PCD1XFEKUYtJ3biCCQB2WyvgVvGMLOJtDs0mwu5ybmF2FglhAiAwiJgigwFAmDWAZ4+63W5jeXkZly5dynz+KAkmADhx4gTW1tawvb2d+bzqwVShQoUKFfYCTU0FEwqqkRP0Jbb/O/eK/Y1BCQ1mUdIG1dmHadxYl0tejferOM4EWom8EoH6qnIhwsOehb1ITNZuYU8Yw4e/3rqqGN0wtQRTCR0/3WNZd0oKSpU4p3WTPvT1reUDZCk0HIXEtMKnA/TXokxv1kedU/8ECzNVqPChQUUwVXggPCkEk+xdda/vZwLMQFQBUbYCoajSaVjw3Xx/GlUA2mP6gK0fn3PZOEPJ52m5KZXh4YVcSoJ974k5dNs1/OIPnBjLhQkAZ1eyzdQJAf7PP3YOLx1oZyTH8uiPInLCNgi++ba8YaobR233NSylkXZoxlQ2wFyZy40ztbFhb4CQy8/L2ra8JB0AwpSz5ueizK4bSKuJ3IBju1+87QYCUC9y7KiZJZh0/WIAQGgrJYABm6yTEBqNlO1YVCUz8iafySpQ/tSzS2jbdNzbJ7K/p3uUGYRkrqllRn2jEiOTp343KZnKjkpXdCTbSQim3RSpR5B1brf7LuyUlF0/PiaS0zpYSx2rzmB/9eauUqYtDV0FU76HFJA1zLkQ2gCBrNdbgkHu2uYNf1WFFBDNV7rbMLk/ZGSVrPcTEFUm5SXnijCMz0MgOR+yORGYyOIxjSkkhEA/4MpqqoBNJwdMDUlzD4WMKSucZPdg+lKJegegBohdm5w7QjGcOyrZaLS/wdLJqUVG7uwPRfTMUAh4nEwdDreciGDK3UsHDhxAEAS4e3ciU/KoCSZKKc6dO4d3330Xvj+ZC8r0YGo2m9LlFSpUqFChAqCvYOJMnoS1uVNs+791p1doWvV9dXN7QC/1m2BX0y8pgW0QbA/064oS8QCmq2B6yH47FSbYixi57lzr8hwfxxjKQCu7plms8/3ykvgPgppdjmAqwx83FXGQsnAUsRtLZT8HXPkcq5L0gJIE04eg1rGahypUUKMimCo8EJ4UgkmGS+t90NyL7M7GZqkKJmBaZ7ZISgyYJpRkFUbRMj5FSE3tNwmmSrYjI7DKyO8BgMfkQd/jc3V8z9PL2D8/Cb4JETWS/ZOf3D/+7M9++jBMg+JHP76KTx2Xa4Hvxtl7R2ccJYEziPv8MEW1DAAYLIBNi8dOANzdzMo89HuTLMHejlx6DwA2+9O9oRKwkEHwyVTqjbLHsrMjr35yfYatXvGxv2Bsjn8n9v0TTGUqmNzUuBMprDTBNHCnz7mXIguGBQTTkVkHz+/vIKAWaFx5RQkBBeDlLo9B8zJ4FIGYvJgIIeN72iCAl5tz0n2MCCFgqV4/6eoY26QYpapoGDFgpyr53Ay5mPrdMPD+3aiKTBUM90MGjwmt/jSQVEoKJRlVVNmTNsx7bqithNGNJF99lh+6V6K/kg69eB+jgBWORy0ZikJZxel9RCvJKphUx5HMh7ojSe5R1XjzhB0wfU6JTt4iKrcqXMZBpdfcS42L1Trj6qX0cHda+8FNZ+q7glCw1jzo/OrUMpqXx2PGRPKnqCrMiOepXDZz0o/p2rVrGA4j0vxRE0wAUKvVcPz4cVy4cGFCWpeQyKvVdPW3FSpUqFDh2x26Cqa8FHcatzeKK4Oi3J1pW4NDH9gs65avlyCNAKCm6T2aIC+BWwR9zOCDDxx/u6BUlcZDMkwflh7dD1s1ozuMMhJ5ujHUFFVBCeoW1UrMAVAm2paFrVC6oYplAkCjJp8TdVWMZQi0D8ltVaFCBQUqgqnCA+HDSjCFYYh+v4+1tTVcv34du7vTkmqCc1zeGk31j4DVQMhFqQyKPBE1CHihMZWvNFIFoBnX23NJVYLAdHWUiGXIZNsG9O0/fMbhcVFIRFmU4kc/fhBpJ4AQglAAf/pTR8af/eQrhwBEWT1/4QdO4txKA0XouSGatoHX3pI33wSA3ZjcuXpbTQJdu7MFIXFylto2esNcz6XhhHAaDdXO1qaCgPJHWfLJywXuB0M5OeUFDLte8UU7QyYE01QFUwmJPFHCWQvE5IZwSEIwpYmM6fOS3INRFU32fP+17zqEX3jlMEzTACEEIlWhREk07vQjYFIyVYnj8Wxvl4QgIGSa/Ew/cpREPZqSCqb0abUpzZBhpmmM1wMAlslAy+7jrTsRwaSwqXFtK7qXZE1a00gkBFRzwcCfDkqk55ztAuIvDS6E1gjfzt2necNfR7brCKaATaohhwGXsNtqOVBdRScXAjvxuZARSa7iODjKBWSSbcuy7wSKybBQpEgsfcEXBgHk3pMhyZTOSRWG9Q5Qiwmm9HrUwGjuyNTXPdfFsKB6CchWMHFQhKBwaERwFz4PhgWYFsCn7898P6bHQTABwPz8PDqdDi5fvgygnEReo1H8zqpQoUKFChUS6CqYfF/uW2z1fNTM4ndRX2Lj6SoAynrlN3fVqgwJ8lXMMoQSGeQ0tBVMJfZTxj+vsDd4LHKEj2EXurxh3RD0EnoPL5FnKyTpEuzrlEt8ks0p9wNTUZWlO1+thpxg0l6L6vmuUOEjgZKinxU+zPggskQ+CIKJcw7P8zAajeC6LlzXHf/ueVEQ3zAM1Go11Go11Ot1WLY9bXATAiYI6k7WMdhIKmUEYGpOaZ446kuYnXR1hhBCmU0fCqFrwQE3XYXBBYxUlE/1WuYiGovKEOJCwOcCVCazB8Ayp40gxgVW5xpY7jpwLAP7uhMj6NBiC0eaQLCvgXfvDtGtmTix3MKrV7YhABxuWXhnR07AAMDmrosTB2fx+l05ybPUNHDxVh8nXR9FvPlsbXqqe+GpA1iPD9ULCCCx7zhnCDx5nyR/lHUg8xJ5u4MAso17PsOICxSZsIf51vj3fA+mMtVJvIzRSybj6hgMgIV66lQV9bRKCKGeG2ZIrMNdB/vaTm6/BIEAnFgiD4gIqmbcQNSgBAOfIXXLxMFrMZYji4gOAwRRoJ9xMZYkyBvtO0MfVhw8TnNRlkEyVUE128rIGhgGhR8y2KYBmqv+6Y0l+qZOxRiv3oyI7CLpzDx24vtFJukGTKpy0vBTBzSQSBMmCEI1vSiEwM5UBVP2ZOr6SQUcUIVW0gRUkUQe08xHjAtwodY/H/phZn4XYlqmzlfJ8I0fPfWzksgFys6JPDuRQMRPCYNaFz2R4WN1ozjzR9J/Kb/nwOmgXpuuYAKAnfYq6js3QEIf4AxEcLgwIZoLhdumqa27sbloEwGfSwgmAMJwQHhxxVq6H9PS0tJjIZgA4OjRo3jttdewsbEBzjlsW+4AVz2YKlSoUKFCGbRqJg7NULRaTRAQEEqiin0S/d6xQzy7vwFKKAiNbACB6IcJ4GDbRi/gGAYs6vMYvzhv7bo4UUBeBUxM9Q9OcD/B2esavysBK7BTDUrQqpto1000HBN1x4Tjj/DyM8dBDQojPs5JRmNUj0XdLcx2WhBCxLZJ5PNGPwKzbQfPnlwdH4tAkqAz8Y1NwuH5LCI/4sONVomMuWbNwclDS+Oxer4P0zTHtkanWcOJg4uTg8mqYsOgBCzlAwsRZQalz2y7YePoylzmnKTPfcM2cWR/1qZKexXznaaWlJjtNmBkFBqif13XQ63moFFzcOzgvmhgcWtPAoL4P3TbDZw8emBsP0d9gqL7EgRwLBO03gZFJDVOQEBJ9DuNN7KwcgAHDuyPznB8HTjn0Q/jmO04OGfbGPkMIzdEP/5JTsVeSB6WuaV1q6hIWZMSEC5wcK4G26SwKIFJo7gaiQdQNzheOjE/vueEEOP7kkPApBT+vInBcIharRZdt5RfQQgw43C8cKgBgMT9q+OTQwiEIOh0HFizDXABhJwj4JEM+sBnY8n0xfa0AkER9oJgUt2fKiWebt1CfaWL2XYddduEZRswDQOUUlBCYJsEXSuIn+3JM56c07pjoFM3x58BqTkg+gc89MB45FeJxIdLDWmm3cDZo9l+skEYQAgB27LRathTy9No1m0szLYyn+V2gblOA44tJwVbdQfnjk/2QXKTyEy7hpqjTk5o1CyszE9UgIyqdKvCE4SKYKrwQNhrgkkIgSAIMqRR+nfOowohx3HG5FG9Xsfs7Czq9TocxykM3q0Pw6ngZiINlc/QuBtXyvDxG0uOfDB2JAkWp4koXQZLwNRkIeMiEzSP4+6lth8KASbULyg3jIKzSd+T/JoyboyJyBj5qz9yauxAjUEI/qs/9Ql853/5v+LwsUP4b/7EMzi9WMPFuwP8499+G+9f2yreaApbux4W6uqparFBcBFxtRCZDg7yguw6zgDQ2Bgz5IZbMHJhmPKT67sB0qRWmmASQsALIa0V3RkGYJLmnvucyT1FH4BgKlPBlO5F4lCgH04k8rgQ2OoXEUzR8e2kiLWOY+C5/W0QQhFynpGu8wWBAwGKiKQchAJ1E2MnfJS/NoSCkkk5X1K1lByNG3I0Y8Mu7zjc67nYPxcZhjw1FsvIVjDRXOUUIQSbfQ/LM43oQUo9V9S28P69PloSY5Ixjt1Epq0EwXQzloNUrbtbIAeZXj+qylE9y2oRxSKiJP0ZFxGRp/IQRwFDQ2FgpwkmN+RT81PPZ8r5LtRPw1N9prjIVpoJIRAWkE7p9ct4wUkCgcyxUl12jujx54QqS8aTedcNI8MsPyohIZimKs8kEnnJNm4f+lTqAwFHIbiZlsgbsGiesqiAyylkPYmFZYOwQOr0HzhwAN/61rewubn52AgmQgjOnTuH1157DbOzs8oKJdd1K4KpQoUKFSpoYRCCSzc2AGwULj9xaB9u9O7Iv1+zcWktqoCnBFjo1LA44+D9Wzs4PNdAzaRjpQggsv0asmy4khCxP5gGAdCtGejYBmqUY6HTRM0ycHNzgM+8fAChiJLLhjEZlnydAxgAGPQIvnVHrQQxK3Zx9eaadPnzJ/bhjfduK7fRtAh6ClWIbquGd6/Je/q2Gw4uXZePgVKilfHqNBy8rziOlaUZXLm1Ll3OGMeNu2rfl3HVOn3sX5rD5Zvyfcx228rj7Lbr8Ki6iu3p+j5cWx9Jl+8/YWNt5AGWAVgG6m0HLQI0HRNNi+Kp1S6eOzyLgHG4AcfAD7EzCrE28LA5DB9LHxsCgaEfYqFmwA84+m6A7UGAzaGPzb6Pgcdwes7BG29elW7jmcMz+Or5i9Ll3aaDrZ2echzPnDqMt64VzxEA8MzJg7jxXrGcvmUQzLRs8H0tXF3vo1Oz0LQN1CwKk1IQSsBSbRocldxGScjcoqZFMVc38UPP7oNpGbAMCoYo+XMYMjAObN62cHFjA/CAyOuf+N6LbRtvvitXrdk/38Ll99VzgIkQrqKHnG2ZuHBZPud2WjXl8n1zbdzdVF/PEwcXcOm6/Pnrtpt48z35Pk6sLuDSDfn3AWBxpoW17Ulita4CtEKFDxMqgqnCA+F+CSbGmJQ8CoLoRWFZ1pg8qtVqmJ+fH/+uasp9v7gTE0mZ/i2YVDCVyQITOYkyjxVHQ9NBW11/JZfxwgz88fIciZXfnipLJ3Im1EZHsn2BSN7KyWXByAimZLcvn1iAUaDXbVsG/q8//924tTXE4YUGBDjOrDTxf/npF/Hvv3kXf/n/8Q1llhIXwKgnryACgOEg0jLf2hkCM9PBwY3taSO5PwyAloP5uqk0dH3Xg2XLA6GBHzNVyfqp6zQYeNLAMACs9Vx0nNbU58/PcMw2WujHdhixshn3pSqYSqyTbyzaDwUWnShXZ+iGhaSlHxO2u7GEx76mhf/Tdx/COxsjQIgxcZeAkIhaSqohBAgGgUDbnozPCyf3m0GSZzBantznyWMxDNiYYCIAdt0AnTjT0xcUPAzj9Qn6HsNMPSKYejmDNC9RtzWMCKaiZsXv3uvj5SOz0ycDUaZp+jh0uNuL5h9ZDyYuxFR/JCBbHRVyAaIo7en7xRUkCYoqoNJz1SjgWuKl54WYb8orQdL7EIiqjWxzsn5Rn6k0EuJahTyxn+MGwRTzabIP3bwohBgnKcgqmFQZfUwQmEQ9DmAiwzdkAq2iVSX6pvn3gOd0gFpMsupeZYSAmpb0Xpk8s8AoltM0CeAKoCGrYDLtQom8yS4Jzpw5g6997WtYWCiunHoUsG0bJ0+exJtvvonZ2eJnGagqmCpUqFChQjlYGmkrPwihCrXYuSTBezsu7u24uHpnAFF3UusRHOjUQHkdLcuAQUmmultmX1AAlEZ2EaURITYKOH745AJMg45tLJl/1/M5rpSodtrq6yX3fEVQGCgpkVdinQp6kDJJipqTXbQNJiLfcNcFnk5k+wmFY1M4tom5FnB0sQUCwADHgiPQbJgIuUDII7nn5HeZ5D+QvQ9CHgXf/YTIChh2vBA7buQHuUMf/++v39Qe74OijESedhuKZKuACazteBiFHK/emG77kMAxCfa1HJyYsUEJgUnJeJ6gpMwVBxAngxIIHLQDLMzNwjFpnJA96Qy3MNvA+5sjFIlythvyyhydj8xKJGlWdTwVKnz4URFMFR4IlNJxU08hhFK6TggBSmmGPGq321haWkKtVoNlWY9V5u/9uLFqmgtJG+rlSrJzWeOSd2I6IJmX1cvDDfhUBn4a/VxflnywU/Xe5kIopaaAbA8Tj4mpDHVZsJLH58IwKCxJafYnTi9DANgcMdix7WFSgh9+fhm1P/8Sfv5/+rp0XAYB7qzJ5fEMCly8EfUrWtvoYWZmPrO8aRt459Lm1Pd6Qx9OywHVSYG5HggpNpg4Y+DCzMTig1TFXL8nz/4CgOEoRKfg8y+seDBFJwryCzFVwVTGyQqZ0M7wrZwER8CiZ6FGgVuSvlQJ0ZGQIN97bBaUAGcW6hAihG0aGaLUMigYZ9H9l1QlMaAdb8+O5esSgokQEt3b8TlNLk9SfTcIOBKBC0qAreGEYEqqohL0fYaZugXLINgeZJ3k/POTVCGRjDBYhO2Qw5I0O04b/LJKxjR68XMs68Hkhbzw+qaJyzyRksf2KIAXMJgFkpbAhBxMI0MwafT0KYCBhiDKk1gjP8RMSps7IrTlTlXI1YR70Tjz1aeepolTyIVMeW6MoMQcrpJG5AIIBVESgsCE4B+FArApIFLXWzW+/JioAd5ZiioGHzIak7iTDAaS88rjJbIrJwwbRJN8YpomVlZWcPv2bZw4ceKxVTLNzMygVqvh9u3bUnLLdd2qB1OFChUqVNDCsdRGtucHUBni09ZmhL4XomHRcXKLzwQub42w1vew0i1+P9kUmK9N7GgZInl1I+7lqxw+rmyqfZgEm9t6EsoP1b1Dy8QBqh4tZaE+l3siX6fdhkISGkAIirpjwzKoXPaRc/iykcRJV7f6Q1xQVFrp+pbp7indudLZ9mX2YZawgR3LgOop80KBa9suBCi2JL2dExgEONicHnf6k4PzHZB4fsuPfqFhxwTTNFp1OcHkanwyXSI2oJ8nKiW5ChU+eFQEUwUlhBAIwzBDGo1GI6yvr2N9fX0cGEpL19VqtXEgx3GcxxY8KgOCicGclshLGyBlzNe0veIzLpUjyxBMGiNnFLBMf5k88lJ/+QC5rCICiDVuoTY5/ZTslhcKIKUax7nivIiJlq4MhBCEIY966BjIxJWfPTwztf4feWYZ//n3Hcd/9g++jNP7LBS0UBrj8IyF8zciMmSn72LFomPNYgA42HXwXsG539p1sbzUxsaOPPOuZlEQEcnHFcEbjKaMnTTBtNsbQhVEd0dFlVkCp6weCDNhtFpgvd50Dya9ZR8REpoZvptrxkkQ6S42TGBXRjCFCcEULT+7NHF2CSGwBEc/BJy4OooQAl8QWFRgFPMBaaeWgmAUcqRrCjKiXYREFXUx85ruQ2ZQkiFLHNvIOPxJlYxFCdwQmecrb8cO4s0ahCDvBlPbxK2NPvbv62Y+F1xgLXWedITGwAvHRLBMIk9W2ZMQEAHjsZ66HBt9H0OfoSMlmKavbXoO1DkBXIixdGERhBDo5Qim/HGFTED1akiINtWR5ufEfC+kXTcAiELGjwN2ycpOIJLty5NeAhFhKkNUiaWWxwMAN34oCqthqSX1moqSG3hrbjzehwGJSa4gNXoRJ0FInTjTARH6ht+O46DdbuPSpUs4efLkww30PtBoNDAajXDv3j0sLS1NLa8qmCpUqFChQhkU9aVNw/MDwFS8T5j8XelQgmHus37AIfPmGC9H0uh80TQubRTLdqVhUYLeSF2dBACepoKpDLRVNVVwuRRKJfU+rP24F9eCRJUzKujS+nT9ZHXDfNjlgF5NgJSQtbMsqj9YAKZBtJfOICWOS8h3NtuQBxdUvYn8kIMSIu1bG5aoYNL5v+po1JOLiluv8CShIpg+AniY6h/OuVS6zvej4LdpmhnyaG5uDowxdLtdHDhwYK8O45EgnzXChRi/n9NEzigV/JQ3bJ8gTEXIN0fyrKx0IF1XwTQIGAIuIBOdChgHSUVk006CEOpy8pBHTVVl7+WRzzIkWX5Tqlc+IQQBj3SCVdga+gAxkHen5hoWahZFwDi++EMn8eOfOoJ2I2K3/thLB/H189/CwbY8o7xOsue/WzcxCibEzWhYLK+3tu1iBcDFW3Kt3Tmb4aaA9AR4Qxd5AilIRXV7wwCg8v5O7mCa3PrOBQGbRZ9bnS5YrzdVwVQGsgqZyXKgnettVSMxwWQAO4Xk14Rgsijw4+cWMONkjUlCgIAxOKnXCwOFTSYnUSBF9hAx1UsnaoQ8wSCYSOil1zUpzcjJNWwzUwG4tj3AyYUmLIOCkKjn1VwresIEibLjkmcq2azMeB0WeAh3c7IgTEw3A01jYzA5pzJCuEi+DgDceI7aHoXKOV8IgY1BTDBJHpuePz1npecTVUUOEJEurqLKKeDTGv/5a6ybZQd+qJyzfMan9pH/exBw2Apnp4zBniex8qEd3TZCAVgaeinMna9cez3AkJtqXsFznrzbylQwKRMD4qWeiEZDIeALIq2yBQBmWDB9taQpENkec3Nz2NzclJI9jwJCCBw7dgzvvvsuWq3WVLVSVcFUoUKFChXKwNFI5LleoIy0hIqqHiapiPcCVlg5pU/riMdUMvOEQu+3AhhLVmv366sJphKFIFrDsQrCRtBW3ZTq4/twJ/NxkX26WzTUVNQ/bFXcXlTeGRIJ7DRMg0bZvvoRadco06aJiGI1DQDoyJqwQi8b2qhb6EviMqzEfKO7d8uKAVaoUOHRoSKYPsIQQsD3/anqo4RISjKxa7XamEBqNptYWFhArVaDbdvSF2e/33+ssnZ7hXS1Q5pg2k5lX+nKqYFslsW9vg8YxQSAQCJPR8YZ6jIM/FCaWRZJhpHpz2LodG19xsG4yFRtpTHMBbXzjorunR9wIZXHS+CGAoYVZdmlQQjwwy/ux4+/chhnDs1lln3u5QP49X/z/8PyynLm8zP723grJobubmQ1iRupcZiU4FvvFTdSHLohOjREbyh38GZbUebh7iDAAYNMOVtF8noBE+CxvJdPTKmpw4IQLODgjIOm5Nc+t29CWpjdGeDWTRAzO1WXMYdVFW0AsB0QrOTuqbbBAFhoGEKakegzDi9g+OGTCzi11JwOhiNLwAKRpKaZ+oiQqGqpZRsgAlPVMPlzNvQZGlZ0jpiIxmAbFJZBMuQwJQS7XgjOBSgl8FKBfUoItkf+mGAihEBwMWltQxF9L99EKsYGA55CFBgfBRw7boCvXN2eWo8S+fOynap2khGARf2XgKhHGwDsSpYn4HG1Yl9CVHEhMExVKyYIUo6LpoAJfS9UVjAVzUej1PFGc6J6vtgehVOSd2nkiR9geu7WFfr5IYPODOrnypNYjvTSSToEQt6vKEH+fIWCZJ4pIavCkjTrTpzHh6pgEmJMMI14tH+HCricQBVPEoYNcLlOfALOOWzbxunTp3H+/Hm02+3HUjnEGBvv98KFC3jhhRcyPR4rgqlChQoVKpSBLpjq+iHqLTnxEfUgLrZBBsMAU1rlALZGAZYl0nw6WWEAWl90PDZFdVUaNY3vB0T+trY6oURIoUwCaAU9iCoTLsZ9FLpJ9vF4YkS6fuC6+04rkafZ/14Ug1GdVjcAahBAUwQ4o+kpnaDEIwuioBgbCieAatirumNLCSYdGQjoK5g+qqjkQSs8SagIpo8AOOe4fv16hkBKsqJs257qfZT8/jDSdZRS7Uv9w4ibuxPNWCNlFdztT5RtgxJ9VNLkziDgqCtsA8YBUHUuEBdRFYeMFOh701UL6TFEMk7yl64bcmUgNApeT+6H/DB0/ojutSeEADGylSJpfObZZRzd1576/KmVSJJsa2sbQPT7X/jBE/ixl1bxff/tl9BxKN6/sp35TjDqI5naFh2OG67cSZptNABsS5evrU+qmzqOiY2cbFyn0UZvmBWxIITA93wMBy6ISp6rH0lPhGFElgARUXPE8ZAILZvtNmitJt2GCjpZgN2AYCX3mUOBXgjYREhl0gLGsdHz8N1nZxFyYMgp2kZ2XUoio96Mj8ukBGFIYoM1lmFkAi0AlERB8oBN+hwREsnPJfe8G3LMpKqtdkYhFltRI9P8ce6Mwrh/jZEhkU0C9DIEM40IpfGYKdZ6rjSLcmMU4v95/iYGqlJBqB23PJGdkM9pFPVHAiYkhExCL0HSq2lTYsCPgmy1YoI0eRpEWivSfWwNA3DF/TUquHdGqQe/7wZa53N96Csd3FHBeUjPcUII2KbaxNn1GBZb8uVciKlgTJ700j1nAuS+Az6hAJz0VyTv6qJgS+LblfFFSOr/UxA8rsaLJC6TbesqmLhhgXA1CQpEdgulFJZlZcieRy2pyzmHYRhoNBpYWVnBu+++izNnzoyX+74P6wEqRitUqFChwrcXbE0PJgCoWSZGBVXjADByfchCMWvbI8wV+EU3dz0sdx48GaNMr1AA6GmSmRJYJeK9TpmIdglUQdY9AiEPLYGnQ6krvgdj0BFhuio87S2l7fnz8BVMhCocxxhliJX9nXLxAqPEmFVCe45CGlTWMiJBzZHb12Uk8p7A3PYKFb7tUBFMHwEQQiCEQLfbxfLyMmq1GkzTfKTZIx9mgin9IhfZBfhP72+N/0wHyW6k+vD4JY4rI0+nycRnQmh1cxMDSFbBVBRUThtNuhf6wGfKQGiYKxRgyAdVlZuHG3KlTMLAC8eBwyJb7+xqBzV7ejpq1iycO7qEO2vbwHwXRxab+JnvPgpCgKdXu9jduIfrue3VLAsYRR+2HbWxtbklbwxasyguXt2YjMWi2EgtX2rZOH9ps/C77tDF9nYf07U9EwSx8xYGDHacpfinz3VgHVyCd/VtOEEfhFLYc/PKY5BB6Hp+sezYXAbUDGAQCpgK7eVQAMsNEw3LgMcEBhzocYF2ysu0DBJVzKV2wQgFhRj3V0ruAyM2rPs+w2w9IaQoRiEbyy6GXMBOGdc7XkQwAdMm+TBgcVWYAdM0MAoY6pYBSgkGKSefEgKficxLcL3no26bGEpOnW1QDDQPs+pJzDvsAeNThvqOxKn34+vphQrdOADDIPr+pqQCrSdpGJT0hBr4odaCv9v3lM970XzVS30WyQCq582tUaCsJh0WSPSl4yYh12fy3hl4OD4vr1YpqjLLD6lIoi4NWiItd5Rj3X1O0IxPb3RIxdsoOj1jgkm7V/W9ynwPsKNGzMmayXtGmaBIzVLsVkIwAUCn08HS0tJj6ceU3u/+/fuxvb2N27dvY2VlQrd/mPpGVqhQoUKFDycc08DZg110Op3xa08k/4+ryeudOfghjyTahQDjAiGLEgoNcMw0LAx9Nk4OSnB9bVhIML23McTHVmcKxyOv+Y6XC4GS/BLW+3qpW6AckVCzDbQbDhzLhG0bsE0TlmmAGhQmpaCUoNuq4YXTB0FAQAmJg+5IJWERCObFJ5hkzdQ4Pj/TcvDKc8cgRPTRcDiE7dgwTRNCAN1WDa88dzziV8RE0nr8bxxPQer3ZN0EnYaD5vMnpvY9HkO7gU+ll+fPhWPh8Irar6s5Ng7vX8iMC0JgZ3cX3U4X3U4Tn37xZGZcInVAM50WvuP5yLYVPJK7E0KACw4hImKUmS0wzsEYR8gYwpDBD0N4fggvKEcuKvGYmACd6oyetBCo2QYcy4BtUtgmhUEJDEphUKBlU5w9sghKoutAAICQsRtWs02szNQwHA7h1GowKB1fh2Rk3W4DjZhYia5DpJgRzQccDdvAyoyJgHH4IUfABNyAZa9vifO52JQ1WciijKhl5K8XQ6aGAwChxv6v2dF5MA2KZt1GzbZgWwYs04RlGQi7FJRE55/QeC4giM45CIgI4iT65FpE200S5jpNBy8/fTizT98PIASH4ziYadWnlqdhWyaO7C96PifH1aw5mO82s0tTh91tOvjE2UPSfTTrDubSGvYF/KJjGTiyf6LqY+4RSV+hwuNARTB9BEApxaFD8onsUe0zKu1/vMiQR/HvQojM75n1U4bHqze2M6HhpLqBszATdNXJzUX7IeP92ZomryEX4DqJpNgAkmXaFFUopQkjXTxvV0kwCfCcam2eY1OdEVGQ5Z/HwAujwCOK5bdmWk6h8UQJwU983zP4b/5vv4fFReB/+tmPjbN4/tIPn8D/8C+mCZ4wmASv3722LR0TgcBg6EmXH5qt4eb7k+Oyc8ObVQTYj++fBxXAvaGcwArDqGqM+SGAqE/TDxxtgpgGjDOvQLz/Kkh/A/bCwtR3y5C70ToKIzA+R32f49IOcHp1FqPhDgIGWIorvtqt4dS+yLCyKAE44HKCZixLBwC2QTDiAunuU4RQEEycliRYbcXfGQUcs3FSpkUJvHBS0QRComooIQBCMkQNjSuT2rXo/mICECmCbKPvY3W2DouSqaosP2Bo1CfZVNsDLyrvl1jVuj5jgNq5z8vf+aHIKKD4IZc+p4kTxYRQkhZJlVZe9jLBQJJJm5Apm0P1vM45x8YgmKq8yoyhYN8hn8i3KIoKo32IybHKUFQlFWZk/nRZiwI3ej5UIZmifeSdWZVUIKD3sbkQU2P107qT1JRupMixNu+DYFIlREa9JQL4YjLPjUlhxfcIIdqkCyBL9ADA6uoq3njjDaytrWFxcVH7/QcFY2y8X0IITp06NZboa7UU5WwVKlSoUKFCCoZB8fq7NwHclK6z/8B+rG8PCpcNluexa/QBAJZB0Wra6DYdtBoOqOeiTgRqlgFCCUIe2Vb9gENmtyhUhaPl5Q8NN7aHhZ/XTYqltoP5ho1u3UTghfjej60ChIAh8k39kMMNObyQww0YunULd253IoUvP/4BEHmXkZ3VabfwxvvFkuZjBCMEiv6fnzh7EH/wzfely188fRCvXrgiXZ4mmGR47uQBvPb2NenyV547jq+8/p50+eq+Wdy4uyVdDgCry/O4eW9bsnQdrzx/En/wrSvS77/83Amcv7QmXb4018FgStrfiH8cwAK6C22QVh01i6JmGXBMCtsgsAwKCuDkcgsnDnTQd0PsjEKsD3zc2XHHiU9llMz2ooiqKPxgEsA0CIgABOM4PV8HCzlcn2Hkhhh6IYZugIEbYtcn2Lorf36dk8v45ttXpMtX5tu4tbatHOOJQ8t4/1ZxQioAzLfrePdydhuEAE3HRr1uo1GzsbM5QI1S1GwTjk1hGtG8wBDFYAY+w3yjXPV9mRwq1eVTJe81bAPnjsyg1bDgOMkYo9iPG3IEG3Wsew68kCNArPoXxj8uMLqzq1QS6jgc61t96fIXntqPb7x9Xbr8O545gq9+66p0+b75Nu5uyHtzA8Dx1QW8d0M+V73y/DF87YJ8jjixuoBLiu8DwNJsC/dSx1lGXalChQ8LKoKpwgPhUVQwTZFDBcRRep18plHRvyCRIRoyhq/dyPaFSAKk+dekTvIIwFj6axBMZMBkCPm0DFYeSeDbl2TaBHzaIEgHJZnCqwi5iF7qEhLID6cz/UMxCQbrkn9Coe/346fGLzDmCcYglEoNzZfPHgAXwH/9Y2ewrzupSHrxyCwuXsu+oP/sZ86C2hYu3/SwOlPDH17ZyG9ujOMLNhDKg+kWyR4TyVX17OzIySmDEPhMTkCxMATnUVaOOxyiPdfEJ/fX0HGi71DLgTj5HcD7r8LA7anv81KNMNXg1MSrt0McXeni2cNR1tPN0AIBR11xS/93nzuNmYYNgMWZfRwGpdj2Q8zVJhUOPY+jlWKYpg3S6O8kEypN7FpG3KMp/r5tUnAR9RALRfbeNyjB1tAfE0wGoZny/51RgNXZOkxKMlU0AKYyRnuuh6VuY1ojMoatedZVcAM2JQ+Zf94HCvm7ZF7SXfmtmCAayQgmyT6SZ3jXDZXehxd/Xyb5IoSQ9n+KqtoIAnUR1vi65Ht5JYgkRblSNnToRRluMoQ8yiJUpfwWnav0kIQQuuJU0HEWbPFOiiqgwnTzKCo304pItOQWLaOfr3otWTSSUNkZBYAdPYhhfLJUTwEhAEroyecJJkIIzpw5g/Pnz6PVaj2yfkxCiMx+TdPE2bNn8eabb46l8p7E/pIVKlSoUOHxgsTZ9SpOwlLYjSPXB+JE+IBxbO262NqdKGqEnQa2RhNbyzYJji00cW1ziJVOLe59O3lf6V77umoPAgFTMDTrNhZaDn702WXULQOmEfloAZ+ugNrcGuLCWjEZlcAxS7xTS6yikmaOsBeUxRMAzbkimtNQxsThQsCLScKd0bS9/8lnl7EbCjSaBhpNBysLTTxHop5cNiU43HVwYr4ON+ToBww9j5Xu/1UKImo9EDIOcI7tUYC7uy5u7riZZ8YZ+Pjqm/cUGypTz6NAGYm8B9iEEEDf9dF3Izb2wJaLyxvypFUAeG6pCU6BTs1EyzKja2FQROb8RPSuRK6k0kcTAA52I5J5vmmhYZtRnzUR+R7/4Z01bLohUCD5vmAaykRux7YQhPL4iq5/b2W+V6jwwaMimCo8EB6EYMpXH6nIozzSxFE6+FM2EPR7l6aJhiSwnbd3yjQRTRyGbUm/lDRCnn6tFyPpJyIjmIqMSS6isZL4d9mpcEP1touCwYQQMBFlAekaxQdMTl4BSf+lrAGXTtAHAC6I1GBeXWjj2eNL+JGPrWY+Nw2KP/1HzuB//Levjz/7yc+cxWLLwZf+yatoaxyaOvHhex5kAg/p/ksAwFLBZssguHBFnoEmGMP79+QZNl6/P753Az8iBP7suU5qDQJQCnH8Jdx77cvYx7L3L1dI2E0GoU5lDGsdfPx4tlLAcWzQwEVT8mb4y99zFEudWiT1wSLiVHCAGACnBkIuYNIoOD0MWabHECEkE4wXiO7fpIIpHSynhMBLZSlSQjAKeNwoOBusNwjBTuo5rDtGxtvvx0SISQmCeN4Zn/vczS0MU+mYqQIF421Ivt9zp8nMPDG7K5G1A6J5ZOCHMDRjWOtFhrlMZ7+oKgeYEB1uyGHb8n0klVFDSS8qn3EpuRHEfbl0WbaJxJ4sGDIMpsklIFsdOQq5kuhIHBzVUIrmRpYh9qWbH0OXxVnkaLEUwSQUx1Ak4Zc4jmUIJtWdROOnNTASllhACAKD6h24B6lgAgDLsnDq1KlH2o+piOxrNpu4ffs2/tbf+ltVj4cKFSpUqFAaBqVKGS6VzTZyPZhN6WI0bSMTLPdDgbfv9PH+xhD3UqXgHcfArGOibthoxeoKRa9pxoF9TQMmIaA06qdIY7mvsWxc/IsZS1n5ItqvDOspQkwGa4/KWfT++bdJdPlBGIv04hLX40EsIS4i+3wI4JRtomGbaNjAXGatSBpu5PoIfBd1y4j3VVCRBwEmCFgiLckFfCYwCji8+JH7vXfX8c5acYUgoCclH9bmK3XH7cF9Wyr52aKRMkOvWN6yYVHM1Uw0l1swHAOx8lz0b3LFY7k2zgVaFoERzw9GMl/QSPHm00fnsBP7gQzZvMzVmTre3ygmnR1FDyYgIpj6CnUZU8uOfUTmgNxhVL5JhScJlaDjRwSPO+OWUgrGJsZtQhglP5xzMMbAGEMYhgiCSDM1+WGMgXOeIakIIaCUFv4kxNKDHGffDfD+5nTWRxL4zss5leHNbCt6dO6VMKwZTyTu5Egy5b0CJ0UIeYclxqPAvOq8JPsuCkYCcomnZMi60+GGQrrtaIzT40vbSZyrDVnToPgn/8c/VniMP/V9k+bsLz61D8tzTcy2HPz8dx/BzTvyEmdKgHeu3kWvV2yU1i2Ki9ezpI47mhhsq50aRpJeNgDQ63nKAO8zhyfETuB6WGkaONCOjC6OVASXENiHzkxvoMRNqprc77kETndu6vOFugUKjnZeDxDA0yst/MDZpWjbhIwD30kMmBKCIZ+QSRTTko/5ioVRwMdEr89ExoDKPzPpdQkhY2PbyvVWqttmxpZP7m8rnkcGKZm6hNwbj8k0lJKXZQqYZA5wXp4PmH4mtwtIqASMA9sFWYRppKuH8tVZCUYSeZGEgNbpZ4/iMXMUH+tA0RiaxfetbhrfjQlDmczdSFKFlQ7y6IjxhMSSreaGvLBXQfqS6WT4IudNnV5QlNGZOYNEQZIVfDfh1R+2gomCg4MAiYxKXHZaJvNRNeYERQQTAHS7XSwuLuK99+QSM48Cn//859HtdtFsKqJ9FSpUqFChQgo6hQpDEcwfeb7yPexIvntrO+vT7noMV3c9bLoMDAQMBGHBj2EQdBwTDdtAzaSwjKjfTORfTXzs+yk0uVngX+dRimAqQWlog6xVDDaG3jbVoYwN+WD7IKCEolmvoW6ZoIh6kRlgUz9UcFzZ8XF9N8Ctfoh7Q4Ztb0IuAYrE3BhMJ8PykNVe5arBNNvQb6IUwWRpWjYMA44bPR+UUriCYiQohpxiwCn63Ih+WPQvNS10ayZajoGGHUkkmgaNeyIR1C25Q7y/60iXWYrvAYBtqQkobeLZQ4ZDyYeFoMpd7opfqvAkoSKYKpRCnjwCMCaK0sSRjEBKyKG9Jo904AL4t28Vl0bfvBdVoJy/NJEgc4cj3Lgnr0xJ4JhGJNOka64EwOccTPPCSgLkRVliXMgJxFAIZfUQkCaYio0sJrGukv4nOttsFPBCYmy8XHJMk/2rCVIBYL5TLJe0MtfAsZUuAOAv//jHEAoCLoAff3E/dvryDJgTixY2eyPc29gpXH5wtjYlz9UfTLZnak7KtoZ47KWa5863G/jzz89MzoGZLR/qzs7gnV6ucWcJS0N1x13m87CLGkYSgp3QmDKGTQr8yh89nb1OcZVCeivpygsCMRUAN3OVDaNQTJqFEpIhXPLVPT7nmLRkItgc+PHYyJgsSJCWGEvubzuOjO+miMJ86N+0TXAmJw7LBNdll8YtIHbyx9hTkTOCS6XnxuukLlwRqe0zLiVekvV1wZL0GIsct52hvDE04wKuH2olDjbibYQSItWVPH9+fPxcCBiG2tFKEgtkmceya5F28lTEOlCi0kcIuAUXJP0cyTYSsJgAyuF+KpjUIQCBMFVnOuj3M9tXQZSoPJIRTABw8OBBjEYjrK3Jewg8KFTvmr/39/4eLly4gK997Wt7vt8KFSpUqPDRA9WQJyoZdSGAmqVIapKU1L97p1ghYVNRBX8/0AXt07iiqB5JQHWabZi2x6eWlyqC+mhEYfU82sOxImXiLToyT7eNx5X3rJPof/QVTHtAnpY4WWUIJt1clEDX2qEMakUxhBhLLTnBZGhIMNtWi2tp7zvl0goVKjwOVBJ5Faak6/L/Fr18W60W3nnnnXHD7EdFEBWhP/SwttWLfjZ7WN/uY227j43tPta2erAtE9+6dBMbOwP8kR/8LnSPHi3czo07m3j66DLu9n2gHmVMbG/twpuvFa6fBqUEfsi0L0ogqlxwFA4ETwUZi4LCKqOCcaElgJJtyqqoQo7CN3KyX52b0Q+YfIxCoF8gpZWOy4YacyBgQlo5QgjBX/uTL+Ev/aP/Hc8eXYQrImLMNij+8Z9/GV/41f84XrddN9GLK0AsHhFAt+9tY//86lS2nk2mx7y5PYLZiLLbr0ucu/GYXXlGn2UQXLwxITFnWw08t5S658j0tDzqHADE5fHfZYK8ROLQcQGsPHUKwaC4wsswLbDAh2MAHgP2tS3893/sJJokwMBlaNQmhqPHBIyU9F3a6TFi4ifpKxUNKjsmnwl0ncnB9H0GJzZauSAZib2QiUwW5NYowFLbgUnJVKA//VcyLyXydr1RAMwmKxK4fohayqBV2d2eV6JiUdJvp6iyZ6oHk4JAEogrtRTkTPoZLwoQ9BUEVqStz5UVXAAyWuwh41MZc9ExyEgRgZAF0OW2rMfyCDLyvKgaDJhUFOn6DADAVlwtJqsPHUr2kd52UQVRGkmFl2ytgBeHCTgIhIil5iTvVRm5lVQwqanICITIx0YhMBKpuYjS8ef6BgDGdKO9HFQE0+Pqx1S035MnT+Lnfu7n8Lu/+7uYn59/LPutUKFChQpPJlQVSoA+475um9KemUJScf7e2gAGma40WhsG2ndvGeSTtmSIFAT065ISQXzdKrrkp28naEmNMudSs87DVzA9nuulI0N1xMxDU5J7o/6oRaBRwgEAUfKUl+Oh1KN2FIGI2aa8ColoAhiWqQ5N6+bbjwrFlI8jVBJ5FZ4kVATTRxz5CelBeh+l+x8lsG0bCwsLuHv3Lvbv3//Q4wxChrubu7i7sYu1rT7urO/g7mYv+nuzh7ubMaG01cfZo8v4+puXpdt6/tRBvHHxJgBgYNjoStajhCAMGYRTH7+O+oMRAolBn8fWwINj6R8hlwmoJGfTQVSvoHoiUMihhVxo1dKSoHNRwJQrHJFQJGNTVBeJSZVKUW8LgWKCKn2URVn4aXihgOPIHbTvemYVv/iFj4EaFAjF2OE6u9rBj7y0in/z9RsAgN/55e/H+3d6+C/+56/irSu3omNkHHNNG2v9bNXF5Zw8HgCsbw2wvH8BM3UTb17alI5ntmHg/ev3gPZC4fLVmRpuXZmclR9/di5rME31XBE4ffYp9F67jFhFD4rEoTFMiRH2jlvH6mwHPb+YJFv3KM7ONfCx1Rb+y+8+jJYVNTGGYKAp6StCCDxOYBGBYHwLE4xCjrpJYBsEwyDb84gSAsb5+Hg5CEw6uXd6Xoj5RnSQjhn1W7LNZN3sMSVkiWXQKVm3tCNqmhR+yMcVTDupDE/HMtAb+hmCaXWxjUvXiivbBJOwsSmwuA9VHnf705U96Wd/FDCtrNsoFLAVc0mGxCIkOu7UYHSBgLs9X5sBt5mqUPJDjnouUc1TzEcMBEzjJAkxaSItcxxlZHkiC6iTrhNCjPvnhVygKNdORh4FqSopnYyMH3LAhrTRk1JaFAA15Be76BgpJtP5fSQgF4IIgRGfPO92TCwP+j00ZjqyrwEAuGEBnAGG/P2oIpiAx9OPKY/RaIS5uTl88YtfxE//9E/jX//rf/1Y9luhQoUKFZ5M6GwmXUDUUfS8DGTEE6JkkrwJEfLIVn7Yt1ZP0mMzj1KSuQBECVlvXQC1bHXGtwN0FUx6WbeHr2D6sECn4vKwFUx7QmfoTmWJjej8GkAvDQ4AjkFL7VC3hq3Ixmwpgl7ypg/xdhUJ2YCesK946AoVPnhUBNNHAEIIrK2tYW5u7r7Jo+TfB6k+Onz4ML7xjW9gZWVF+n3OOe5u9nBnfRe313dwZ30HGzsDXL29iTsbO7izHpFKm7vD8Vhfee4YvvL6+9L9buwOo74WkmN77Z3rOH1kGW9fuQNDEeCiFLizvg2SellxBpglSCMAuNfzgVoJgilg6CrWS8vLFfVDkvVSAaJgdmRzFJ9/IcS4iXxRUFYVhGQ87g+iuDfSAVImJtnz6fHJtj0Zo9ogcBlHUyFF6FgGfvjlY+OxJEMihOC//oln8dvfuIkjiy00axaeOTKH3/2VH8Q/+Tev4lf/l68AADp1irUU13JsoY6vn7+d3w36owB1i2KpbuFN+XBxoE3wxru7mJEQTI0c+/BHn81myRfJSzmOhTf9GXzM2gYAmCXkJvLXIkEwczAaR4EOMhcCIbFgmhS/+N2H0bSzOWgs5yQ6lgHKwwxjOAzFmGDqhwI9j6ET3/8GIRgFDC0n+psm2u/xTTBKkaC2QeGyNEESNRtNkBAAthFto++GaNUm201ACMHGwB9vJ11R16yZuN33sDjTGH/mK4z4ZqsBDNR684yLqRerQYD1wbR0SZpA2S4hbRJyDhty43sntw03YFmCSZOVujbwlVWZIecZZ66I/Pa4/IHmMQEJhXxdOtuwyKHiQsBjvPCdk8ylOkcsK3PH0Sw4p5E83/Q+ku9KCpwy6Hkh5hq2dLmSYBIEZIpsnqDIqU77e2UcTRUIBEYi9W6Mj/f9y5fRPXcGti0/Lm7aoDyEeAiCCcj2Y3rqqafu7wAk+1RhNBqhXq/jc5/7HL785S/j13/91/FTP/VTD73fChUqVKjw0cRsq4Z6zYkTOCO/i8fJnIwLOJaJmm2CcY6Q8alKHUdhc41GPkCKg7VewAptqYBx5TbLYMtV9/tMwEtmspRa7wEl2QghUV+Y2J9wLCOW5CfgXEQ9pigFIYBlGeg0a9G2SLxNMemXSekktjCJkWT5gZpjYXG2nWqVmx2XbZnYNydPwuk26wjmsrZ4mjASQqDTqsEPWuO/ORcQJOobSw0DlmGg4djgEGCcQ3CRkXvW8hmlCCbtKpp9PNz3gXKVP54maU0mg116J3tyHDoSS78TVSwo2oZethsAFup7E/o1FexyXUES6WYWU1PBpCOapxRMSPRhdD9Okl1lMCiBUeCbpK8hIdPPUDom+Siq954MurdChQgVwfQRwJ07d/DH//gfx+/+7u+OAzYPSx6VgW3bmJ2dxb1797Bv377x5//Fr/4LvPn+bdxe38G9zd5Un45PPXccX35d3sD7vetrsC0DviQYevnmOj5+9oi0ismxTMzPNHHi4BJaTbncXbdZx9buEOlcr51hULq56Y4boqNX08OuG2JfW65Hm5Z7EogC1OmMN5UMU8AFCIjUkPPZ5JXIxHSVkap0PBQCASdQ+Sk9dxLQjuSgsgORDT05ZMb1hu4w4OgqMvx4Yozz9DgitGom/sJnT2OuNQmGUkrxc59/CZ/71Cl8/1/553ByZI3F5YH+jmNiNJD3mAGAfq+P/sjHqmOg703fw/3+RGbtB87NoZ0nH1NVQmkLf+HoCeDeHwIAbKq/SYv6aG6GJg6fPQoIgWbBOb3rElAKEM7QsglCswHiD8bSdEQIeAEbSz5aBoXHCITgILF0W1LNlPAafX9CMFES9b5JCCaD0ogMiG+B9P1oUYKhz9BJkVFpgiuMq/2SLKqtkT8hmHL34fbQH6/npm5KkwK7o6y5q+pzZGr6+iTHkH/aZXd42mHY1Tj0XAgtqbGR63+Ud7x0sic9L8SM4oHPb8/Nbc8PeSTrJkHIOTwmYCtO4yi1zSKHyguLySUgmlfSVZUypIk9GYkVzU3T3x0TTJp9CCGw7TEchkoiT5E8EDdClp3Not2nSeX7adI9BRH1d5pkGgoQGnlphw4cwFtvvYVnn31WnlhCbRjcVTpEZQgmIOrH9MYbb2B9fR0LC8WkfVlwzpW9uRKCCQD+5t/8m49N9rdChQoVKjyZ2On1sdWTyyf77gj93kSSmlIC0zBgmQYsk6LGe5izRrBNE7Y1+TFNAzXu49RiB4QSMBEl0ex6IbZHITb7Pua60/KxA589NMFUlBBVhJFCdtk2CObaNmabNtpgePnpQzBMAwalIJSOpYC5iOyqNnVx9uRhhIwjZJFkc8g4eEyemAYF4SF43AuacZGpTolyLSkiE15gYnlNtDRCFstkS0AIAWdqW3x1sYu1rWKJcQA4vrqIu5u78vNim7i3re5bZTt1bOzKktk4ODXgJ4lRNPoxzfjeohROrYHZhXmYhgHTiALmlklhGtHP/EwbxzqLUTCdxAHzVJ/tMGRYPtjB9jDAziDAZt8v1QMojT0JspfYZTpJlwBo2gYaFoVtUJgE2OibaB1qjvuCM8bAWHRvhWEIBwyHF+oIGY8/Z2AsIolDzgEWoG5F8YpxL3IRxVaEEBA8hGDBlFIBARn/TXkIE3xMTFBKYNDoX0opCHMxYwcwqQHTpDAphWFSWKYBgxowDQNzbROGQWEYNCJZSNRzOuACbshhmRGJqiMGZ0okRpeBTCUFUPd4CoXA0mwdsy0HrYaNmhMdV+RjEIhhD47jRHNAZi6I/p6xAyz0g8hPYxxcRMmvCaFvmhZI3s5Pk8SUZuJEeUStJ/R9vR6mwi+5D8YkdcGzYlsWbMtKrVOhwpODimD6CGBlZQVnzpzBl770JXzmM595rPs+fPgwXn/9dSwtLY2DMfuXZvDP/91Xpd+5cPk2GjULQ7fYyLu72cN3PHsMv//NSRVTp1XDbKeJdt1BvWah26zjleeOg3MBPwwxcgP0hi62dgcYjHx8+bX3cOrwPvghR1MyDtOkuLs9+P+z96fRlmRXeSj6reh3e9rMc/LkycyTbWVmdVl9laQCgTAYAQVI9xoJuAJjySCMwICsge1r3oVh8/iBB74yMPAbNjZwBwMu+I4rsIE7MDZPDyFVIVVflVXKyqayP/3uo11rvR8RsXfs2BFrRdY5lcoqxTfGqcq9I3asFRErVsw1vzm/CeiN4Xc+VOiGPkHyZGEQcIiFgkKs91wc35PXi3GHKhAa2sm2RREpjs9QFRRETGctpbOFRAYj4/L6S90EgUIZRzoRIC+TwAkoAFUayRI61fmEBFoSLuVIqjmkL9cjx+awMD25CNs338R/+uffi3//l28Mv6voCvrdAd539yL++pWbE7+pagQvnWvl9qVqKHjt8gYAYKaiTxBMBMD5ayP5tW+/N8NhmnJqxp8OLi/gjQs6jtV96AUymLICiK7pe7CiKHC9AM0MHbce12GoAaAoIL4DbtbQg4kpePEaBm07wN7EwQMeLlDiW8AiEegw22jc2a8qUR2hBAUz8BkURLa5osCjDIYaLg42bR+LCXI2+SzE1yUmjtp2gAMzo3aSV6jnUpiR950mttRMHV3bHbsGLTeIA54mUMSczCo4O8hZhCcJmq5goQ6EC3lRBBvnHOvd8XNxUnKfMoJJFv02SJFv6YzLtuQcAoZhLZ889LzRMbIk8myZxB4KnEfiOmTNgQNfRGLxsf/nwad8LCMvC2HtvRySJnwgcn+bRejHAYW8wNwNiOsvBRgnug0lXKEt7plDr72Nq1ev4sCBA9kHIAp4AVmSIgRTuh6TZRWI6siBjNRyHGd4fFkUZYwrV67gYx/7GG7evAlFUfAP/+E/xE/91E+N7cM5x0/91E/hT//0T1GtVvGf/tN/woMPPviWz6NEiRIlStwZkBadT21mjMNjATw/tHUcx8PVm9uZvz20fw96VybXypau4OXzm7j7+DxmqwYsXQEHgcc4Oi7FbDXjYAURBMFYIFYWCIApU0XL8/H+u/eiamrQNSXMsmGhnTZWE7Rl4+xGAFH+wl3TDOeuZV8HAKhZOmy3GPH1bkfekjgcWxQMHD3bB5B9vShUdPpikmvqqAqlrmCmbmJmISRuaroKUyUgnGNltgLKCbZsD2s9byJr/u2Mz1FIrNBCsaBr6A18bHQc3Gw58FJ2t9HbwJUb+ePq3gN1nL+6kbudUoaenR9YynlChm/sGiTUGCiDFwhq4PoUq5v5pKWuKbA6An10AAcXG/i/nlGwp2FgoWFitmZgqqKhZunQVQWMhD6hOGhTBtm8pgq2cwCGRnBivo79MxamqmEfKMK1zcvntrDJgM1eAPTGr8tKheOlS/llCOozBK1ePqF/Jyg7yroQZ7qO+jr5iyAiQYses0SJOwklwfQuwWc+8xl86lOfwgc+8IHbGnVrWRYajQY2NjawZ88eAMCPfvhJ/Pof/BV6AzfzN9udwVAGb366hulGFY2aBVPXovT0cL+7j+zDVqePrfYAnZ6DTuqF8uDJZXzl1Tdz+1armkK5J9v2QjmnCJxzBIoBXddAOYcqqw1UsJri1Xb+ixCYlK1KZkBwzuHlSDUBYTaGaB2RdjBTPq7NLXKSUiYvqhrKiZGo3xnbc1LT47pLVKIUHjuK83zKnHP0/fFzYKlMrUN7aqjnyFQ9dGIf3rjRwav/vxt47/E5fPrbj2PftIULq1182//6Xyb2r4CjLYjsW5lWsXo57GxFn7x2i1MmXkzUd7prXxbxmH/N3aklgL4pzACJkc5gohyYPXgUAMJFWspWHfgMjVoNJrpYHQRYMBx4CEkYThnAAqiET2SxWLoKx6fDgrBxVFPs7E4vOtKk58BjUMlo2dn3KIyKAl0l6DjpZ2P0W9M0QvmRWPouQW4YmoK2T2FFRJgTMNRjQo0QdAceGlUDuqpM1CbbGgQwVCLNgslD1jN1o5M9FyavpUy+rjvw4U0JCCZMPidu4txiaTnR+KISyzyd3ZWWE+xJCKaBT2FKHPfbiejSLOmLvPpLMYKhbGg+Oq6YYEqT/knEmUsygskJ2JAMy9rTp0xYf87nCqyc+TeMoJxcwMcZTMVHbvbxVXC4fDTJuAFD1VCjTEUVR48exbPPPoupqSk0m5NhFkQh4AJ5v1tFXI/plVde2VE9Jkqp8LeDwWCYwVQUmqbhX//rf40HH3wQ3W4XDz30EP7O3/k7OH369HCfP/uzP8O5c+dw7tw5PP300/jkJz+Jp5/OD8IpUaJEiRLvDMhWglJHrSCYsdd3gIyYCsdn+OrVLtopSfc9NQOu08C+hgldIQiTAm7NJ+D6PgiAhqGiaaqoGSoqugJDJdAVJZSoj/Z92vHhKEqoxCEIqGl1s23gJAJJ/eMs2ao05NJw0kPcGZD0U+rnkfgn3opEXt+jY3Vc99YtgCjY16zg7oVwzcc5h0cZ+h5Fw1ChgUdru1u/8BzhupWAw/EpOm6A9Z6HG113SIAqBPj8S6viA0mDnW65a+PYjTEluR+aQG46RtXSQRGWb1jrZhNiBMD+9x+Briqo6gpMNVxrq7GU3HAvOZLTVkUlqBsKGoYKS1OgKQTfcd++4frfZoAdrd9J9Nu826JLajCpguwoQBrD+I5Beki8U2qilSgBlATTuwanT59GvV7Hs88+i4ceeui2tr2ysoJXXnkF8/PzIIRgulHFP/zQk/jPf/ksmvUKqqYBTQuJI9cL0Lc9rG/3UKsY2Gj1sZGTKv7YPYfxyoXJWjgxugOxVNmzZy/jwe/Ij/jQNRU84YV3BzYUQqDrGryACgsYdmwfXYGUVgzOwxo0aWm6JNJO2UnHpcAJKdEWTjtjA8agJ1KHRZH+AefSAq5ewsuZdk5zzpGn+qUoylAaQWRXuUOCKbufNCdSn/ERwVG1NKF29//85Al8x6NHMFfTh/ut7G1kpprfu9DAC1PbWGtnL5YCdyRpoPHJns1a44bT0vS4mBoFSV2Q8Q4cues47JcuwywgkZcmoS4EDSw2w2w9xwsmCKYLLYrFJQWNqoavbvnYp3rgjIIoKigUqAAUwsEVdWw8q0qofx53VVMVuAEdXn+CcdnH9Jh1KINGyMgQDRhmEEnk+eMDKMyOCndUVQVbPXdIMNmJxampq+i0HVhT4UXwaABTH1Gxm10HjaqBiqnBSY0tBsBSFbh08vkuohDhZxAgryeLfCWQzEhKk8FptAde5rGH7WbMBUmCd+BTaXFVR5Jx00lJi6R3T5N1Wb/f0xCbHesJCUon45xkBFNWHbs0Wons2UyCSdBGEBHYQY6EXoxBQBEwDp8yaBmZSLL3h0/y5y2fZb9PhhlMwiOHEK3BFDD02WiPrhegaqqg8aJeUXD69Gm8/PLLePDBByeyfQgATmQhGreGqakpzM/P48KFCzh27NhbOoZMIs9xnFsmmPbt24d9+/YBABqNBk6dOoVr166NEUyf+9zn8LGPfQyEEDz++ONotVq4cePG8HclSpQoUeKdiVvNYLqV3/f6Nupz2duurvexcHhm7Lv1voe/OLeJ+5anh3aApoQ2ra4ANZ2E2cjpPkT/Z4xCZRTvOTiV26ekfSELoIyxkbNmSiLIsLmTkNVeAfDuCfOXOZNl2yWXqghZl1dDOXf/UKMQmqpiqqJiT1XBtBHL9IdBURzRHwdcz4cd+CC6Dh4RYgxhcCvlYWlfL2D4L6+t57ZZZEjIAuduR8qLvAviHUSSczEsU4M4Jy289qauYMMOgAwFRgWhkktFU1ALPMxIpOLu21PJneBmKjrWB5MBuRzAwpSFG63suUMUGA5AGmBWJHvonYh3ar9LfH3iXcLzliCE4DOf+Qx+9Vd/9baz3NVqFZZlYXt7lIL8o//Tk1jb6uKlc9fw9MsX8YXnL+BvXriAr5y9jNcu3cS5y2u47/iy8LjX11tCg/Lc5TU8cPIgAKBi6ljaM42TK4t44ORBPH7vEbz3zDFouqDIOOfoJPzXm5ttkIgUcCSR+OdXu4VqXMTOyzw7zaNsIlMimaUhM4z6vrifaWds2oEsytIIJPWRPDpebyVdk8Sn4rKWRYrQx/3PI5jysgjGuiKQmQLCRUuSXAJC0uSpx1bG9ptrGPjORw/ix//uiczj6Crw+uWRIUz9ccPqvqU6vv1EE//npx7Cv/2he0AIUDNThpQqToG3LBOXMSsl/gAgfWg6f3D4by9r3BgV2G6AqqFC00xwQuA4oQXqsbBBBaGs1QQFmnpOPT4y/AkhY9JqDON1shgnMBInFMuKaYqCgI9nsaSng/WOPSSYkmO5oivojElwElQSjNt2L9xm6So4UWClLqiWc32LrLfSpK1GgPWcrLeYAPIok9b06drBRM2jJLK2Ja9dVj2wJALKhMcHxrOLgMkMRRn505fMq34U+RjDlZxTFlwJ6c45RzvBfGfNLTKJPZdyqdOoH+l22j7LnAdl8nmU5C+y8voXD2Nf8l4AxE4vAsDhidqEjg+AjNWMqlarOHjwIF5//fUJm4MQgL0NYYQHDx5Ev9/Hxka+nIkIRSTyqtW3ri106dIlPPfcc3jsscfGvr927dqYnODy8jKuXbv2ltspUaJEiRJ3BnZCIAHiDCbXD2BkyFkDoc1Xz5Az4ABYIsAtYEDPZ9h2GdwgDBxM/ynRn6aqt6SCcq0AcQQAq62BdJ/MdUkCMtn6EHe+F3Y3sqikmVoShkmyLN6dNhL/JwjHmUYAnQCGAjQsHVTR0QsU9ClBnxLYlMDjJAy2LBCiVKTOE5OQJDvF7UiK0wrUVDMF5RLG9hMciwHo+wwbdgDLMIZ13LP+FJIOiB3HbCW/P1llC2LICCRZLeSdEv53CtLnUWYwlXgnoSSY3kV473vfi83NTbzxxhvynXcZhw8fxqVLl4af98w08IMffCz/BwAuXd8URmWsbXXw5P1HcfLwIh46dRBP3HcE7z1zFI/fdwQPnjyIkysLUBQF1UiX+fp6C69duonnXruML710AV94/g1hHQrXC0CMUQZJf+BCjUwq2xPrPF/b7hciSGJnaB5R1M1I8Uk6miW+UrQGt0YwJSPz4yKVeXApE77Q+t6ktF8SMpPOpvlZXTHi/ucRSXnfJwkMmTHBWPZ1+PB7j4x9/vc//c3QdRVPntqTeZw//idPYmFm5Jy0o9o+e+o6/r//6DT+3ffux4fvm8KD+038nZNTeOhQY+L8iSI3EGtLK9J9AMBMkCarvo79yyMHp59y3K92fSzONYfFb/fN1MCJCj96DlRVBeMhwQQAfmrwp4cJBRkjwZLjTlMIgsQY17UwRX+4bzSu4jV1sjZRer7o2Axm9FXyGbN0Fb3Es6Wb+lhGYjfSca9EWtRpws7LySaSRsIBE5lPomKicQZTy/alz0LPCYbXJgsde3Iu8MYk+MRzRc8JhOQM5xztVBtpokNGzLRtsTMiXSMqi7CSZXrJSC7K+NjclNVnGdlXRD4xlhPMy4aSHUMkwZfXv/iZGdh5xaFHEBl/6cV9fE3T2vaLi4sghODmzcl6dYU8GLeIuB7ThQsX4DjFIqeTkBFMtm3fcgZTjF6vhw9/+MP4N//m30zIBma9R2+nlHGJEiVKlHh7IHdoirfLpMir6Wix5LYc8qmXIx8hs9EAsc06BskaMoalKfAKLJg9X7zuLkIwyYPAvvbv3dvjJxY3IiNmCpF5t+FSyi5VoaQ2yQW/HY572ZMiMweLZDAZBQmmQpmAAIwCpJYI04JaT/PN7LIFAKQad4pkbVGEdHxHgAs/lihxR6MkmN5FIITgZ3/2Z/HZz372trddr9ehKAra7fbwu0999JugZ7ygdE3B0vwUphsVfNOjJ/HEfUfwnvuP4NF7VnDf8f1YWZpDs2bB9Sku3dzCaxdv4itnL+OLL17AF54/jy+9eAHPvnYZr11axbOvXcHy3vxUfpEcTrs/7qCy3bDGDCCPtG8HfMxJnod+VLA+L9U8TdIA4wsAXxJ5s9rLd9hSxieclMnofxl55QRMmKWVdpym28rLOorRzXCIJxHWjBFL5OX52+N+B4xLF299N8h8cd93eKRL8V2Pr+DA4jQAoGZq+HvvOTi27/HFBvbPVfGff/67oUeGYKsTJqv/yDccgZKqR6IRjvecyNC9SNctyTB86zOzeG0gdoI6AcYs1o3GwbHPQWpcXWiFel+25+FK20Xd0sGJCs7CC6wqBJQoUAgB4Qyd1PMRSh6MZyUlbVgnRTAliQxTU8eKhcbjKP4m+SzqCgFN9N0JGMxYr5kQ9KKsJVNTxp4tVSEYeKPj2BHZoqkKLFWZkJ7LG5uFCKbUQnpbIOUZn2snT0syAuMcA9cPpQ1zsNmbbCf5vMvk67pOMEZIpZFNxCQKkHIuvT5bfbGsaXo+TM8xfdcX1i0C5A6GNLGTlhYsch4ycohxPiTLQmnCScheHyIyMW8+jA063TQzt4/tK7iMNKHfT8Bh6ioIeObC9MSJE7h69Sr66YLRbwPBBACGYeDEiRN49dVXbzkyVVaD6a0STL7v48Mf/jB+4Ad+AB/60Icmti8vL+PKlSvDz1evXsXS0tItt1OiRIkSJe4s7DRWQPb7qqDoal62/WpOzaMiwTEyGyuGyF5MIq0QkHs8gX0LFHWMSwWyCvXla42dch5SUlPixC/AZ9wWSJUAi0jkScb8TkdEoWChHar0yeoOAaFvrQiKlhc2BApAMURnnpVdGWOqlk8wyaTcd7q0eKckApU1mEq8k3GHvEJK7Ba+8zu/Ey+88EJ2RPHbjMOHD+PixYvDz8sLM/iJ73s/Hr/vMB44eQDHDuzBTLOKgHJc32jj7MWbOHv+Op5+KZTPe+blS3jx3DVcur6JTkT+vHljC3cf3its1zAzKqAifOmLjCgl9fLUdGMYKSaSL+rYPjwQaZF3YOQ4zos4T0fsh/sy4fYk1vpe7ksnK5I/KWklI4Bsnwo1mO2UIz19PST+bOnixB8j2ia3c85zs6Tin8ruEeccPs82OGqmhuNLU7B0Ff/8+x8ZO/bHvnFlbN+f/PbjYf2xuoX/8198FwBgdaMLAHji6AxohkX02LHZyf4UkJVyfQZ74S7hPl7iwmwFGvYfPjq2naWybKZnmtH3DJt2+GMGBUpCZoOSKNsHgEPHoxwVMk5mcIQvl3hsJoeKroxL5gHjBnr8z/j/vcQzYGgKOglNZwagkoja2uyF84amKhiksmX6bgAenY+f6PtUVZ/IJOx7FHrGYrbIejotM3d5Oz+bJB7jWZmMSQycABxESDps9CcdCmM1mCQ1f3qOD1fw0GbJ5yWf0Z5HpQutvMKzo2Oka24BNHEO2xkLFMJNAAEAAElEQVR63mnInBDpOTU9R4TzpvgYsijg5HXPy2CSrUnbgiCHrObVhFqFogmiAwu07yWOTxlDw1DBOEdVn5yfNE3DyZMncfbsWdDkvCJoYKcLpenpaczNzeHChQu39DtZDaa3QjBxzvEP/sE/wKlTp/AzP/Mzmfs89dRT+J3f+R1wzvGlL30JU1NTZf2lEiVKlHgXQBYxL+NFZLaAmcciAWA5NtuFzWxJOofJHaxFS++k7bU8aAUzJlzJ8YpJ5JUoAtmYK3Ktb8fdkGb+FJLI2yG7I21C/sDs1OaVycIBgFaAYNpT0wsTarouluwHxJemouf3uV7JP7aMAFPTgbjpPu3C/boTkO5lyS+VeCehWD5liXcMFEXBT/zET+A3fuM38Iu/+Iu3te2pqSkwxtDtdlGr1eC6Lj74xAn877/333NT7q+utXDv0UW8dD6fEMsr2k4IMNuswnZ9fMNDJ2C7HnRVBQjAGZc6g29sD1DbN8p+6rgMVTV0kPW8/B9f3OiDECIlaABgK8peSEfJx8hyPiazO2xBPzjnoCxcDGQFiGURTElnqjTDyA0QcI68WPj0OaUJI9nxHUkKVTrSjjI+ZvSKDh9nIMgiYTzKQUEyzQ1CCH7oW+7CnpnqmP4xB8fB2QpW9tZwaS2M2n/PXaNspAeOLeDnPvIYfvn3n8bPfM9+mLoKGkwaRHcv1TBhQgjqrsRw/QCLB5Zx9iuv41Qlm7xI+tCvVfZjJWWc8sTFO7fhYs++sP8q4dC00PDr+AD4iBDgRAE4YCgcAVfgBhwVnUS/I3ACBithUCaHA+MhIaUQAk0h6PkUC4n+JO+rpqrwKRtmNfUTtYMMVcFW18VMPRyVqq6E+vSMAYqCVs/FoflGeA1Sw6vjUigc4ARgifvZtFSs9zwsWyOD19LCuky3mpUHpJ9pjtdWe7n7xhmKfQmR3I2IFSeHJKKMo5NRYylJdMik4zq2jykr3+jPyrZMzgGyLCwA2JLs08sgVTzKUImi97oSkgycQSXiuSHtFEnPY7JMr/g3okVOcgzYPp1YGPiUSTMrt518Mi2c3/LrhhVzEOW379HxmmhVXYUbMExlEEwA0Gg0sLi4iPPnz+PEiahG3WQXR/2TSNUVwcGDB/Hiiy9iY2MD8/PzhX5TpAbTrRI/X/jCF/C7v/u7uPfee3HmzBkAwC/90i/h8uXLAIAf+7Efwwc/+EH86Z/+KY4dO4ZqtYr/+B//4y21UaJEiRIl7kwszdcxNzOSRY0DbcJaJUCzauK+YwsAwrolhBCAYPjvpqXioeN7o8/x78NjcAB76wpqZh0B5fAph+0zdAY+ei6F7fiZklJfXe/jW0+9tfMpmsG0VSDgBwBIAc9oxVRhBTpWluZgGRoMXYeha1AVBYqqQFEILE3Fvsa42yo+cuzArxkKHrv3SEhMcGAwGEA3jGFgyUyjgodOHQx/F/0nNqc4D/0KlIYiwXy009Cc4RyYnaqGNaRJttO3UbNwr6DGdKNmYmaqDgKScIaTseC6er2O/QtzQGJMEIRSvI1GA3MzTTxx5nh4p0hMtHAQEHBwzM5M4b1nZsE4B6MMAaPwAwrX8+G4Puo1C21bmajLHKOIJJsMxUaRZK9bzGBSSRgcWjFUGBqBoSrwUMfB+WpUZyy+znx4/IpK8fjdo/vFQ0mOYdNTFQOPnT6IJN3FeTQeAFQtHfPNKgaDASzLyrQxqxUT+/c0kbjdw3tFCEGzouPRu/YNLwcJdwj7ygHTqgCV5tCnwXi4DvADDo9yeD6FrilQiVh55sBssQAqS5NnuckgIsYtQXZT3H9dVTDdsFCvWbAMHYahwdBUNDSKJ+4/CqKQiWeIA2iYBE/cdzjxDAOu54EzBsM0MVO38Ojdh8baTF4yy9BwYHFGeG51y8D8dD3x6/FznUq1Ed7G0fNZr5iYm6pNDP/kx4pl4lCiH0UIxBIl7hSUBNO7EN///d+Phx9+GD/7sz+Lqakp+Q9uEZxz+L4Px3Ey/7785S+jWq3CsizULQsfeOQY/uKZc7nH66ecjjXLwNx0Dc16BRXTgK6pOHpgD7Y7AzhegN7AQbtrY7s7wGY7/KtXTLzw+uWx45gVC48KzsMjCmrRvymlCKBDJR48zw+90Dm4uh1Ghomye2Js9EMDPI9gysriSUbHexmOxBjJ+k5qxj5Z9VSShocnkRfquEEoA5jjcw6d76N204SQyBnPOYcjuX5u6tpQHmbPJD/ngfHw/siCsBzK4FGeGxny8Im9mJ+tjX0Xd/tnvvMu/ORvPYtvP7NvQqv4R7/jPnzx1Wv4e4/sxyAAlIxk0ZqRsTqZcDpPdsz2KHQA7sJJoPNcZr/d6NJtOcD+u45PbCeJ3K8NhyA2YUwFWIzOd8sjmFMZGIuksaIsLEMjGPihE70SOZwJAbzE/SSEoOMxxIYXIQQe5bA0Al1RsGWLF6Ye5cOoxyQxoipkLIPJMvWx6LTthCyIQghsJ0DFCl9ztudDBRCqByrQlJAEa5oarmwPsDw/us+mrsJ2g8yFu6kSocxIOJ7CRQPzPQg44uEcYssIpuh65e2XJ+kZZxi5Ph3L2spCZ+DDbeR3tptJ/oyOmUVApSEjubLbYIiXRA7lwvA0JtP9BNBKETfpeTAv4ygGQTj3ZefNhhh4SYJp8niybC/G+cT8F4NzPnSEJJEMMigigUFI9tqdp+oqtF0fe2oG+h7Fvmp+ZtT+/fvx0ksvYX19HXv2ZNepi7EbBFNcj+n5559HvV6HZYnuSAiZRJ7jOIWOk8T73vc+aXQqIQS//uu/fkvHLVGiRIkSdz5ubPZwYzM/kKhiVfD8a1dytz/5sIkvvZK//Qm9ipcubU98b2gKVq9XYM5MYbpuomppUDUFLuPYtoPYfT3xO4bsNWMMXlDzL0+GL4m6oaKmKXj4rnlYlgpdV8FJGLzlUgbbZ+h7FD7juPRSG77PABcIrZNxW+3QfBUvvXpV2N69h2bxlVffzN3+0KkD+MrZy7nbFYWABuJAqDMn9uPFc/n9qFdNvCTYfnBxDlfWWsI2lhb3YnWrm7N1G088VMOzX80PzH3y0Vk8fzUri00DoGFftYlG08ScSlAzVFQMFRVNga4QEB4GG951YAprPRfXO660LunbhXSrNT3sIxiHE1D0ew6WLI7ewEOr62C772I9vazu3kB3kF+z896VOTz3Wv6YePyeg/jSSxdzt68szeLS9S3heSzON3Fzo5O7/b0PHMOXXs7vw8r+edzoXRe2cWChgSs3HNQtDdN1E42qhlpFRyWaFxghWJ6yoBL5GqFasP6SIgjo0wS2tqoqUBWCg/NV7JutoFk1oj6G6idvXDmEvkvhAnApADv6A8O9Czq+/MZ67rEfOT6PpwXX8tHTB/DMK/lzxOJcEzc38+8VABzZP4cL1zZzt7/nzFFhG8eW5/HG1Q1hGwcWZnFtvT38/KPf+4Rw/xIl7iSUBNO7EIZh4Id/+IfxW7/1W/jpn/7pW/49YyyXPPK8MKNB13VYljX8m5ubG/77ueeew6lTp1CrhQ7b//Uf1vEXz/xraKqC+Zk6ZppV1CwTRpTtEAQMR5bn8fqbq9hq99G3PfRvegBGBvWpw4s4ezHfmHrx3LWJfURSOADA1NHw77Z7ACEwdQVbWx1U643c37Wc0PEsy2bwKRs6CfMc0mEGw7gxH/8mSBE4acRST5SlmJcITiCp7yTwB3PO0Y2M/iw4AZtYuCSzJRjn0gwjj0mkrCYIpvHrEQicepSHsmwyyS43CGX2Bm4AozrJpO2ZqU2cJyEEAQfec2IeqgJ84gOHJ35HCMG/+8ffCk1TsekwBCmCKQyMy3Igyxd2bnTjFpb349WvvI7TlclFRHzpXgvmcW9GmntyuJiVkUPV9SlqZrj/lq9iUWNwfIqqqUEhoWM9/m2yaC/BZOZH32ehTF702acclgYYargtJmGAcQk9IGynEkXrpImRpFSbpinY6rkgDOBKREBEMFQF2z13SDB5dFwTlkfPV83QcL3dGTO6dQW4uN7D4t4m0lAYhUxdVlUIGAe4In7FBozDpyx8dgRjNa4t5eU8tFmZP8CIwF4X1GoDwmvRc2nu8QGgnUEKOn6irpVM8jJguaQJEM4ZvQySKjl3+jKJM9cfRnJmgfPQ8ZJEuvi0qI9AGIUmq7/XT1wXJ2ARATG6vwOJDJ9PWS4Z5zOeOa+F9QPD73fiCxh4QZitGGF94GOpaaHv+0Kpm5jwee6559BoNKCb+ZGSu0EwAeP1mM6cOSM9ZhGJvGq1uuN+lShRokSJEsDOazSpOQfwAobNVh/b/Qx7QCF45dgslmaraJoaNFUZrskoA0TLY5nyQ4wr7dBpP1fRsNg0MVc10LA0mFqYcRRmWQDXt/q4ETCgx5AmjWKYmhKSSwKoBWo57Vjt7A7B203nxBn0HuXw7GDCLt7bMPDeqSrmp6o4vT8MrNNIaJv23ABrXVdILgDY4cUOA6latg/uBbjRdnBxoz+maAEAe+sGXj6fTzZER5I09bUhz24FofS3rJ8EnIc1hPPqCDceP4ALbQ9VXcFS08R8zcBURUNV16CqBJSH97QiyD5KNZnbreRygQBYrBtYrJuYMjUQAE/fvQDKOAYABi6NmKSQlE7f57EmZXKBggBx4B1xuwFMvjfylKBKlLgTURJM71J84hOfwHve8x588pOfHIvIzco+sm0bjuPAdd2h48c0TViWhUqlgnq9jvn5eViWBV3XpU77lZUVXLp0CXfffTcA4N7j+/E933QGn/urF3Bzo5MZxXFyZQFXbk5GaMU4e/Em7j2+Hy+du5a7T6UyHnmsCiIwPNtBLbF/4IbEWbNqYqPVw14r28nUsX34kROLSjKAko5KN4Ps8ekkSQOMiBpPEo0f11TJI7pkEnmiLIx4t7zMq8zaUQxD0kBGvnmUj2W8pBEwFmVgja5POmNMFlEVcA5NMla9qI2BF2A6g2AiJFs+jzIOS1Pww+8/gqOL2WSkZWhDh7nPUwQTUaGkjlyEEAOAIHFPvH0ngdazE/v4DOh6wJF778k8Rqx+wDjHwmzc//G0CKoZUBA6uqtm2LdeQFDR+bC/jk9h6SoUMpmpEfA4GTyEEzA0TBWGGp65R/kwhT4tF9b3KJqmOhxPbsBgRoRTkBqTG10PCgEoMHw2gbDWU3vgYSnKUySqAo1wxKJ/fceFZVnQEIAD4IEHqGGGhuvYePVaJ5NgqlUN2H1JMWKE9aFkNYcIIbjZcaQeiF6U5Zn3zHbyCKZojpLVLvIiQkRErmQdw03MAzJiZuAF8CgfSiVObM8ht8brHUlIaY9F83K+Qybdy3Smp6xumxcwBBL5kF5iccQRXptKQl7ODTiIgKyxA5ZL2OXVf0r6XgrW3s5E2w3QtGJhVI4bXQ8P7iPCBV8MXdeHhM+9Zx7IdYztFsEEhPWYZmdncfHiRRw9elS4L2MMmpZv9jqOc8s1mEqUKFGiRIm3CyIlhl7fAYZSTSNQxrHacXAz8d6uGyoONE3M6BXMVrShlTRRTD4l1a0gDLrSlVDiWlPC3zx5dG7okB5rGyGJFWO9QKZTVn3HNPLsiVTvC+zztUWx09jZecjWkrJapXrKxnUpDxPLQGAYOpbndByaNkEQ3v+AhVJtLmVwAz5RozkLnHMwzqBwjoAxOAHHwKPYcukwYJH6Af7i1bX88yhwLTNjOW8FUtJS3omdEpuiwLkYRUaMZarwEQaEvrFp443NSZn92YqGbz0+B5O6mJlqQI2lBeO+yMYWOFQSrkm+8eB0pPAy7kshyFcBGvg0VFjIPSFx+7Lna6eE/9cKJb9U4p2EkmB6l8FxHFy9ehWXL1/GysoKPv7xj4NSiuvXr6PVauGf/tN/ihMnToxlH+3Zs2f4791w+sTFt5MFsz/xve/D//0/ns/9zWuXVnHf8f14UUAgxVAUgplmFdONCmqWCcvQQm1SDnzgsZPYbPUxcDxwPV/O59q1NexdGNXN2Wz1AJhwPQ99h+TqEl/Y6A//LYsST8pZZR0vSw4KGGUeyQrJx1kLeURUJsEU7cu4OKYn3i/P2Zol+xQeNzQqZA5Ox2dCAi2sJzNuBSTtVc65UHos3Em82ad8qDWed555TcS35nseWRbWUhn4FCAqaEQnjaSCFYCPO2wDroyrEfLsOMJk9sTC0hJeufE67q70x/dhwMvONO6pZTtLY/njqy0f1b3ha6Ddc9CI9h94AZpVE9wjY0SgSwlMlSHOgdpyAizpaiSBx8bIA11TwHw6vIbxmIkXLk5Ah6SRqoSkZJwhMXAplGaoV88B9L0AphY+z2k3d8cOpe8oAJ6YvwxFGYviMkwNTQOIeZLNro39loV6VHfI0HU4UWenp5rYtDdQ0cjEQskopE0e3u3zG33pnjc7kuwizocEU16GUVZ2ETAiYbMyg5Lo2CERlkcSUcYz55MkkRwwsXzddt8FIQQ+ZTAzyP9BTh+HcxFl0kXxthtg4AYwzWxdz747eZ3S81AgkeHrexQ1gTOEMj5BBPYDhunEZ8Z5VtLpED2X5r6D8oj1+FvOJ5+RW0HbHhFMBNEcSACQYqub6elpzMzMYPXmTezfty/zUu4mwQQAhw4dwosvvojNzU3Mzc3l7kcphWHk2wVlBlOJEiVKlNhVyByesp8Ldmh1HdSms7dtdl3MJmyhnkdxdmOAmq7C0EfuHyXxf8oCzBocZqJGSpZDmXE+Uec0D1fb+fJkMcwCdrVagE3YaZR/EbLgdkB2Fjt1NstqgOoFssUAAIRAIYChEBgaUB9athwKOOhYOylVFgJcbA/QFkgS7oZPXZbBJEl42ZW0N+n9kmwP7WXZAyfvqK6rk5IhKWzZQZjxaFaw6Uy2SRAGqaoApg2goo23nPx3w9CQcYioVpKKbkbgGuPAbN3AZk6ApjQQV7JZJmkt274rKDCm0udZZjCVeCehJJje4fiDP/gD/OEf/iGuXLkC3/dhmiYOHjyIgwcP4oknnsAf//Ef4xd/8Rdx7Ngx7N27d1edOnkghODQoUN48803cfLkSQDAE/cfweP3Hhbq2CqEYGnPFKbqFdQqoYQeIQRBQKPaSy4eOnUAz559ExtbHWxsTWZCPXz3Cp5/PdSynl/IL/zd6rrYf2BkeNtuAMAE4RxMUcdkuJK40RkZyoQQOB7NLVaYdOpmETJ5NUuc6OWflz0UozMkmCZfOgOPZqaux0SKrFRJHNWf53B2cgwUFtWDkmUB2AEVZlBlOcST0S5h9pcAnCNgBCIZ4aTDnJLJ5yIQZKjR6EW/bza/XgdjHJQrYYQVIeBEBYlJpYwCKIwUm44non6WTwObfzved05w4O7s7CUglDsAgPUBxaHou1bHwdGlMGPnasuBqutgIGPjiKgqGPMRF+ZyE+NAVwn6HkXDDM+joqtwE1JhsSNfjxaJts8wFV0+TSFwAwrNCH8bjz8VHAEIOk6A2aj+C0GYxRQXobV9NoxsVDUF7b6HqZoBUyPYThAvqqrg8L4Z3LwczhsDHg6OZrUyOpeobzGRoWYMMpGudAzXdWGYFt5syRfW2wNPTGg4wXCoZNVVA4BOjhxCTEY4lAlD/VpRrTg3Z97LnwdG5I9Y9A1hplZ0rCyCqeeJz2Hb9qULixtdD7afTzBtDybJvGTmpRuIpQrDY/iYqeQ/q1n3yE5JQsokaNquDwZkZnvlSYP6lAF6Md30sA9ZX45nlnqUwdIUMMYLRRjHWFlZwUsvv4xatYqZ6amJ7btNMKXrMZmmmbmfrN0yg6lEiRIlSuwuJJJNEu8yETgW2z0bjRypsqubA8zOT2Y33ei6OD43CqRgyf8rGgxN7sQtUoM4xoUCgVZGAUKjULaKXEXsa47dyKDYac4MUYiQr9AKBdKJ2ycEIDu082TO/iJjgsnGqmzQyDKYdmNM7ULWTRG+V1UVIENRJ41ajl8LCC9HwMJ6xgrEgvGamt+x5SkLZ9ey54a5KSuXYJKtn+Qk8dd+EijCFaV7KR3HJUrcQSgJpnc4Hn/8cTzyyCPYv39/plPlypUr2NrawuLi4m3t1969e3Hx4kW4rjvs18/8L9+CX/oPfw7L0KCoChhlcDwfnb6D7fYAz3/1qrTW0gMnDwgn2WfPvomVpTlcur4plMjr+wS6MXJCepQAKtComej6QC3Hobo58MLskwi2F+QSTN1EMfks+ac8SSiO0HiXkTRxxL+X0de2k53RwHh4bJmEXZyeLq4dNQnKQ+pBVqNk4IvrsYSkWcqxmuhz3xnJmWWBcXGNJmDcEUwzDA5RFhbjofPXEFi3AzcYc2YyokCJCaaMvvGChjhN/XZ2YQGfv7oPYAxEN6FaFrozOg5O5dcRi6Xp3EQeRcf2YEXPRNsJMKvr8LkCntAXqBgaiJ89tjQlJIJigkkhJCQyo9Piif0AoJcY/3EGVC36PGwxGgbJbD9dVdDqeZiP2CkKICkXvd5xMFUzYGgK7FRkXNIwvd5xcXwvYEVZVO2Bj2Y9mkOj3ToDH4o5/prUCi2ECTxPLgsChERxxcomRACglyDJsp51ynhuDab4OQ04FxrdnaiNPAKrn0P+xI952wmkDom1njhLKp9gCvfvOGJZQs45Nvs+brYdTNezSYKsaDkgJCx1Tc2dk5NY7blYns4mMIDsYIJkNmvAuDQSd2sQXivGJxfQecEBcabdTpYgbkDHFpZ9L8CspYXPplbcUUAIwYnjJ3Du/HnUqpWJrCFZLaS3AsMwcPz4cbzyyiu59ZjKGkwlSpQoUeL2YqesR/7vOQfqppZpH52/2cN9d+2d+P5GTyzdXCQARLY+jaESoOPI7aoiJV+KLJGkZN0d4FwuAmmWheT3MkJCRswUWefcDsgd8bdBNlGWEVOkBzvMPpFlnAGSelgxCrJhRkF7X3a0sExBdscWG2YuwTRdz/fvyNSD5MliO5cavC1IS5eWGUwl3kF4+9NZSrytOHToEI4cOZIbsfvpT38a//bf/lswSb2g3QYhBAcPHsTly5eH333LY6dAKcOXXrqIv3n+PL700kU8//pVXLi6ge3uAABg5USex3j+9as4emBP7nbGOBbnwojpipX9gvIdB1w1xxyifsS1+n6AdkAyM5jato8gleliC6Sn2gmDf5DhPM2TQAJCJ6SoxlBShinLYdsT1MvwGZdmR8UO5TxncB75EpNAMgKr71GhBGAWOZRs05WkePsFSLSx9gmZqKklaoJHvxc51dOSXyyha04yRKEVNc3352WJTX53/KGHcPyRR3DszH04fPIEjOZMbr+Akd55Mlo/Od7i4TGgBCqnQ1LL0tWx9pNGr66SCaIjeZaKosD26VB6oZ/aNzkm433joycz2gyVoNUfkTeqpgxJKwBo9cPFs6kSOKmLlTQsOy6FSkaG9M1EdmK816WMyEutQMicYRhY3+5J9wOQW2snRjdBMDE+WYOq5wa5BrEf1TySSUBsRQ6HvDkpT86T8kjCL2d7DILR+MoiyQCgm0MgxY6MgUSPJY6ovSnQ++/ntB33rZNDzCex3vOEc3MWSWUHo4zLnkeF8wZPSM9kSSLkfdf1Y/lTQeeHjWTnm23aPiqJheWW7WPKVNHz6C1lMAGAZZlYWlrC2bNnJxZGu53BFGNmZmZYjykLsnaTsr4lSpQoUaLETiEnNXYm2VQzc1Q0XAorgyhgENcQLiLFJJNwj1GUpihiDRQSp36XRPm/3b5kWWaRXiQ16DZAdh2KjAl55scdcK7SLKndIZiKegJlcuRDyIhKwQ2aq+aTSHXBtoJTTz7eIVNE+r1RSuSVeCehzGB6l+Po0aM4cOAAvvCFL+DJJ5+8rW0vLi7i6aefxsrKCnQ9JI5+6ge+GR//hd/N/c3zr1/F0eV5nL+6kbm9VjFwcHEWlqGjaunQNQ2EEDDG4PoBBo6Ha2vbOLJ/Hl6OV/Xq1XVoidds4AdgUTaM5wVAVcusN3Ixw9mcJynFOR9GoQNAP6NgkKgGUcC4MAPHSaQ42xnpzgNBCrRPWW4NpRix/J6TcRzKOCjPJlco4+Cci8kZztGPrluy7s7oGNnOz+T14BmSdkm4AYUiqHISUAafjZ+D5zNUzETGkeAcCCHSQCBKyJjxS6NPnCipcpchlIIR/UWiWOQLUgUB41iYHclnJH9RtcJXw4ApqIHBCzgqenjCQZTVRIgCVQnlsxSFQFcIOinLj/HxBUDXHWVIpAkDN/W54wbh6oKQsUw6lfro2KOjmpYGrTc6gZgMUXkArqiwHX+YIZQ22AhGNZXe3LJxYmlq2G8AePV6F0f3T41dmyKFhjkItnz50ocxDldSH6mXkr9zfTYmXyHK7PEZR2vgC53q4fMYPnNeMC7lFqM9yG4jrKkU/z4fSTmVLNKacz6ccybOIZonPcaEi+L4uDdzZBUY53ByHgsvoKiaGvqOD6j5QQ5xLF4eSQZky3smM5hCAip/DCWJcToqdwYgLoo8GYRIGccgCLfL5CMAIPA8QJ80/660XRydHREsq30fx2Yq2LYDzM/kL/jyMDM9ja2NdVy5cgUHDx4c9ZfSt02u99ChQ3jhhRcy6zHJ2i0l8kqUKFGixK3g8L5prCwvhB+S4gs8/DjbrOKxe1aGm8N/8KGdWa+YOHN8KXp/R/LajIVrLcZg6gT7ZmvwAwrXp3B8Cj9hg1iC9J+8DAI7YKgb2e9CXiAgNU8mPQ1fEkA1RAHveNrnbRkaTEODrqnQ9fD/Uw0dxw7ugUIUqAqB53kwTR2apoMQYKZRwQMnD4RruEjGLZYsJyRSXqChLRraWeH1IyAACZck03ULj917dNiPtOL5TKOGx+47Gv5yQoyDo2qaWNw7F67TeHz6UQY6D9fQlWoNB7wAjHMwFtrllHH0e33opomaZWBxvgnfp/D8AJ4fpPwRYjtQlhGzc4m83YE0I01wGqpCYGgKzJoZ1g1SwzGhqQoUEtb4VRSCZs3EXQf3gESfR8cNx0e9YuC+40vh98P/huskDqBZM9GsWbAHA5imBSXj2lVNHfvmmxFhNq42wDlQr5q4+8jicA4Aj+398G+mUcEhzQrnBMoRMAY/YPACCs+nCCgrRDD5BfwHTVPFbpFuokS4ppXvgq4ItuW5zggJ5wRNVbFnug5NU6GqBLqqgnEGwgHT1NGoVXDq8EK0zh35cuJnvGoZ2Ds7KS2axFTNQrUyWhMNn3WE97VeMXD3kVA5KnJjJMhSjql6BUasshRN0eF0wIe/mW5Ww/ryIGCMh/KGJUq8Q1ASTF8H+MxnPoN//s//Od73vvcVioLYLSiKggMHDuDy5cs4ejQ0xr77G+/HL+3/M1y4Nk4gNWsW5qZraFQtLO2ZwuLcVFhENKAYOB7aPRub7T56Axeff+489s838cr567ltP3H/UVwfZL+FWh0HjI28du3WqJZTz/GBKjIzmK5m1FNJ1phJwqds7CXYd4MJx60oCt6j4eIi734lCSI7o68ezXfG+ozDZRNW7xCc86HTOiu7wg5Ybr8CxoXScnH7MWgGwTRwg0zjNym7J5I/BIC+z4SZJj3HA0mRVGlCT3QaPKrxlBM4GC4cUtc/iDzFnCiZGUzqRAZTzrELGH4iG9LzKZqagktbLuoLozZj2a627aNm6mCMwyMapkHR9wJU9KgGkqpBDUbXxw0YKoYKTSETxKKmkLHraAdsWL+GIczyqkaEU3ocd50AqkLgI5QFpIxBVRToKsG2M8pS0TUVvh8A0fWLyWErGiM1Qx32IT2sAsaGGVVtJ4ChEHiJ7Dfbp6jpCnqJ562IX5xxhjc25fWXXI/Ck0hRpLOH3ICilnh1i7JuAsqw2RfLofgBGxtTPuUwUg6LjX5+VpDrU6HcJTA+n2YR626QvziK50nKxQZLXNMuj+waeDT32YmJdDfgwjJGMdklOt+sbK5kBpNLMxiiBJLHTs9JaVI8RnztKC8WxahlzJ+cc1xqOTg5HwpVEnBsOwEquoLz2w7O7H1rxMvRo0fx7LPPYnp6Gs1mWOPt7cpgAkLS8/Tp05n1mGQSeY7jlBJ5JUqUKFGiMC7eaOHGZn7G+uP3H8PTgvrD733gOL788pu52/fONnHx4trYd4amolY1UDUNGK6H5YoKy9Cg6yoUlYAiDOKiQXZAS8sJUDeyLaoiQWxZgY1ZSCsVZKGiq6gZCu49Oo+qpcPQVSiqCk5CZ3LAOFzKMGcSLC0fgO0FcLwAnAMuAJcD8MK/qsFw8UY7v61Ty3j+q/m+A01V4Lli2/3+uw7ghajWcxbec/9RPPPypdztK0vzuLw2WUM6iYWFPdjq2DlbAywdNLDtagA0QDUBFahWCSqGBsvQMD07hTONGRgqgaYQqAoB4RyUMvhBgD1TFhRKcLPljNXdjCGTcQZ2h4KQjbR4KNZNFdOWhoqmhkGLjCOgDCqlODavwPUCOK6PgevDcT24XgA7stdpvyWsGaYdmser56/lbq/etyK830f2z0/4tNLYO9vA2lY3d3u9auKlN/L7oKsq3ri6nbtdVQic7U0YtouKpUfkqw7L1GDoekhOKApqKoFZ1eAEYaBv1mVZns6vLZ1ESH2IIZK+rObMPwBgGioIAfZOmdg7W0GjakDXFRBFgaYAbv8EXJ/B9ihsN4Dj02GQKrGa2HY4wipRAJBcI3toNht47XL+/do7U8fqRv4cAgBH9s/hwrXN3O1TjSpeuZBf7uPo/nlcvJF/PwHg8H6CSzdaw89eAQn3EiXuFJQE09cBHnjgATDG8Morr+Cee+65rW0vLS3h6aefxqFDh6BpGlRVwWf+/rfht/7vL2Bgh8TRRquHTt9Bpx8ada+cv4F9e5q4utrKPCZjHPsXZnH55lZuu8+++iZO338yc1s/UJB0e/e6fcRh4qZlIAAmMpjOrXax7kwWmR/Y2c7btBOVYTywjUYZSnlETd8XyyglHbZZ2UiU5acme5RD5OO0vWB4dbLIq6zsrhhBEWm6lAM1Le4YLkgmOx9H3oSSX2LRiY4TjEk9peEEfNIySjg8A0kEH+diGUAOTDhQg0QGEzIIpokbsoN0aFHU18D1AQ3YGDAkY3SMSALretuBYRpw/ABV3YIGHx2PIS6QpOkaVOqPxkhEMMVxkkkiVSXjBJNLGXRVGe7bcvwhwZTOCum7NMwW4qHTeKPtYGGmClNV0LXHF14+ZcNMD4+FRqUVnY+uKXCjQ6cvad8dEVwAoCuAxyIyQyEIGAdN9auIFvbApehKMpMAwHaDYWZYFjjnYVZNAhOZXiJZN0KwJSGYuoPx7R5lY/rbjk+F8nSuH0TzXf55JOvRZZEzfYHh7DMGxrmU2GtHUoJ5dZS6OTWegMScJllUx/NhXq0qn7LM7E2P8uELgDIOUbJisv/pRXGeLE0sYelSXmh8Gtqk6ecHFAwjx0IcUasqBHbAhFHSIiiKgtOnT+Pll1/Ggw8+CE3T3laCCRjVY3r11Vdx//33D9uStet53kS9qBIlSpQoUeLtg/jdmiX75gUUXsfGNmwcGXh48Uo2wTXXMNBXFByer2KxaaJm6fAZx2rPw3Iz25FcRIpJlrUeYzuyL2eqGg7PVbG3aWGqqoc2JiFhwCPl6G3b+B/OBuD4GHcIj9Dca2GrKyZ/RNJ/QJHaRW9/EG6RNmS3IGszZRw9x0fP8eFz4M3NPIIKOH6kinpFx6GlJmq6AlNToPAwYKzV9zBd/dq4Bw0FAA9t7a2Bh9XNPjo3uriZI/t/dG8VL72RTxgWwh2gkCfrg1QxhXE4PsVGewAIuJHLzihzUiHAnqaJfTMVzNYN1Cwdiqpgn6D+URJFynSJzHwjcQCNAEfna9g/ZWGqomHgBvjK1TbcgGGdhdLkMeaqOl67mk/QyoLspM/W7VCiK3Dt0vOEiCQtUeJOQ0kwfR2AEILPfOYz+NVf/VX8h//wH25r24qiYGlpCVevXsXKygoA4Hvefz9+4Tf/BDc2sl8QlDEsL8zkEkwA8Oxrl7Ew18TqZvYxKpaBlf2TtZo8xwFVTDS0kQG73XEQe89vbg/QqE7DDcIMIlUh6Ds+vnSllWkU+jnGbJDhCEwWbO9L6nAM/PwsoXD7yNjKdM4KXl4Dn0JR8j2cAzcpv5edbZCHIrWPnIRzNqAcSClSOQHLtEriTIaAiQ10xjm6bjDMlMkCzbhAE9JUAvgsg6AaO1bGbyKCKetnlJPiC5sC+4n2cLwA0ACPjK7Pja0+6lH9s75HYZjhAnbfdAVK4MFLWFyaSsJxHH01rNsTEUGUj6KWNIWM1aqKnwtNCReWyWwPzkMD2YpSSFzKYWjKcCG7tt0LCSZdgZc6wyAIgMgxrBhh9tXKQhO42ofjU5DIo894aNTGjvpt20cjkYrv+mx4faerOjZ6Hja6Lmr17Bp3ebghqAOUhGP78AzBs+gEE8ayl4ocbdviCNG2G0ARtNG3xxfzaXK8ZYvrEjlBSKqIhmUyiyrdfwDoCcifgIXPsyKRxYzbyCs+3RcQfh4Ns5i0DOIlifha5JHsoroEjHOENKz4+U1KBabn0rxzix1CdsAhUJYYIouEaruxLEwo+xHP85xxVHSlEHGVh2q1ioMHD+L111/H6dOn33aCCQjrMbVaLVy6dAlHjhwBUCxz6u3uV4kSJUqUKFEUMsJHIQI1DDfAGgXWeuOBRMf3VHB0toq6rkBTx+0SuQOWo5ch+w4AdV1B3VBR1ZSQRGIU3/f4gTHbyAPgBRxJmqQlCYQKG5aTWkyyeLsTuIQiRWDeCsF0K1AVILaI+z4bIwxVS8fRhQYeOTgFAg6PMgw8hpYTYG3gYWhK7+Bics5BKYXjOnACDTc6Ls5v9CcC8/bqyphP4i21Je/Mjo6/K9iFLshqTZmGNraeZBxYbbtYbY+vV6e/YQWdAKgpFItTNTRMFZYWygsmVSAKEUw536sAKqaK7zi1BxVDg8dGxJfPQ0nBPF+TaC0HFLmd4h1ksoy3CxNS6DLHVIkSdxBKgunrBN/0Td+Ef/Ev/gUuX748VgvhdmB5eRnPPPMMDhw4AFVVYegafvR/+gb8b7/5X3J/89zZK9gzU8f69igqa6pewUyzgkbVgmXqmJ+uot21EVAWpkY7HlpdG9udPlrdAS5c38TS/ePHvX51HQCB74+cpoNAHT4JcZaJN7DheBQ1S8N/O3szk5AAACfnRZeV+ZOUgxM5VIGQYKqJHM+JdtMSWgFlwvT2vs/QyNN2A9BPyP6FkkvjUfEiJ6pHea4TNIadWJhkkVFeunBPoi+cy4/vBgyckNx+MsYz72dyd5mog0ez+xjDyTAEAq5E2soZ26AUnoyLOHpFZJUX3d9adRS9uLo9wIG56thvbY/B0LXwYhBlmJmkpLKSYhswbnHgUzTN8GwMTUHHD4YydPFOuhoSTGOLGoWg4/hDgolzDlMlw2DGdhQJaWoqmKqCUjbUJE4uwBVVhe162BdpKLdtH9P18JgKAeqGiq2IlFntOTiUqDmz0XUxHUV1Ni0NGz0P51a7OJMgmIr42QstlgH0+x6atfxosXZv8jiOnyRo2dhckIVBwFAXzCWbKTIsrZnflhBM610XhIglK292RlGnWRJ5WbJyMQLG0ZKQaJxzrEeRrW+FYHIpw2Z/MkM1jfXovqazyGKIZGMoB1TOpcVztxPXOz0/ZgUuACNCvOfzrNJKk8joQkyKxi3ERJfPOGqiSr0Fsbi4iO3tbdy4ceO2EEwAsLKyghdeeAFbW1uYnZ0FpVQokVeiRIkSJUrsJmQmo0ySTradCLb3Bh5gTtqY59ZtXO96w4zrqkYwZWowCUWVBKjyfJksDmBfXYepKTBUAjVaFyCqW5NEy6XCNWOMjY5cUjorkyuNnUb5F7Hvd0xSFTiAfEzsrBFFIRCtHGKTjyOsYTNVUTFV0XFopgKCcM2l8QChmDIBy6wsnKwjFNrAPmVwKIcThG78p6/0cKmdv8aQjn3h1mLHkEGsl7JLkAy8IgGoMiK6auXXl02iXtHBAfSYije2J5/LpqFguqJhqW5g2tSiqxO2ne4lIUBdJ5FUI0ZyjdFGXVfhZMwPotN1glAJxc8hXGRTwE4znICvTaajLDuzRIk7CSXB9HUCRVHwj//xP8ZnP/tZ/Mqv/MptbVtVVSwsLOD69es4cOAAAODvf/d78Kv/x1+i3bOH9ZeatcqwQB/jHFN1CxevraPdtbHZ7qHVCf9iVCwdlq5juzvIbDeLvNjuOgAqw0wi3/MQqObwpahGWRB2r4+BF+DFKy1s0/wXSZ7DL6vQe8BGcnB9SUSOG1AhwZR0lto+G5MlazuBVF6vYeYbGoOUg5kyIJnwlKXXHMNnTFqDaZAgsLKcwYyQXO6G8nwHcow4uyAv+mXg+pnWS9JWkQWK2D6FoucUyOUcmf5wQnLrLwVQMybj7PMkO9TG9nwKnzLsnZ0efteyPdxdmQIwKu4aEwEEYeFTJ+BDObeAYkSwRdcy7lbXDYYEk6kp8Oioro2mqBFhGX5O3iNVIeg6AfY2ws+GrkYLg3Csx6StFekwb3dszM+EmYe6ro6JatQTxTfXei6m69awr8mnarXrjV2t8xsDPBQRTHFm0xurfTx6fM9w3Mtsz6quYLWVL00Rw9IUdAc+5gTycJ0MoiqZAZQml7OQl2UZo+2kazyN7y9rY63nod4Q1efh2B6IJfJEbfiUoS8h5DkHRol0ZFivK4mBgPzxKQ+vgyBLinOOm52QhHFyjpUlVxojYOFCW7ww4WMRnOkFVJ6fJl5Ytj2Ghhlp8QlAUs4AzjnOtxxMJYr7bkTyrx7jqObMdbeKEydO4Nlnn8XMzAzqdXER3d1Ash7T/fffLyS2YifE7axTWaJEiRIl3t2Qy7JJfi9zLAoye9rdbIIJiByWkc0zCDgGQWinHa4RzIgCQDjHbLWIjBbH+qBYsNXNjBrHaVAqz2Rhkmu1K+/320BYSLMoZH2QNCELVBTVMOYIr6M2FP/PhksJrvXf3roxRW7nTrPBdkpQFWlESqQVOE8ZcVKziknfmboK0VPb8Rg6nofZigYf4oAtQjhmq/mdbxoqtpwMf5nkXKabFta3i/v+kpDfz7c/g6nImEpftVIir8Q7CaUWyNcRPvShD+GLX/wiNjbExQjfDhw4cABXr14dGn+NqoVPfeT9qJg6On0HF69t4oWvXsXTL1/CF144jy++eAF//dx5XF9r4cZGO7O4ne34OH10KbfNLLmjvh8O+ciHjs52Z2Rw+i7qzTCLwxu4uLjWw+vbYkcxzXlJtDKM6iDhLJRlHYgIKM75hCxeshcyh7AriSazU2/29DlmSVwNj+3LJfLGHKgZ+3KBk5dynutkjTEkmHJYorz+Jc9TFifS91luVJ6oe5TomXa/z4svemQZEIC4QCsNKC63fOjayDB0Aj7MpLGGhTfDY8Q+86QsYzJSipAomi3OzkuMXUIIvMSiUFUI3IAPXzxJ8kNXlLHnQtdUBImx5kf9ifuXLIBrphbQHmXDRdzVxMKVccBNtEFTSoeXtgbDyL16FO3FgTHGUWYXaozBLiDpMBNlEbqC57WbUV8pmT3TccTPekBZbrbN8BipvqYzjHqSc0n/Po303J313KRJriQCJq77Fh5zfHu6nheQLfcZw2c8M+s0vU88X+XVpMqr/wSEZFFW4EES6SnLT12rvAVGPHcFPKwhJkVqeuj3+3ACjikzfvY5rndc1HQFHZfuGsGkqipOnTqF1dXVXTleERiGgWPHjuHVV18FpWJp2hIlSpQoUeJ2QmZTyjITuIBgWhcEO3Vz7C6RrXRLSAT+iEAArErW2kAxiaidRvnvSrbKbeCwdqgCJiWY5Bnmu+TsLn3mBVEgg0nie7HMYjkFilrM3q8XkkuQHCMnkJpxYKGRL00vUv6QXYc7ogZTAaTXKjL5zxIl7iSUBNPXETRNw4/+6I/i3/27f3fb29Z1HfPz87h58+bwu//lOx8X/qZnu7j3xAHhPi+/cW0sWwEAphoVHF6aw/6FmbHvPccFVcIXVuxcX0vUgWpvboOr4QvTdij+5tKWtOi7F2Qb6DczpK2SzkKRlBIwKoya2SblEy/A5AJE5OQEgL6EgEr3LUnIMJ4tLzc8thcI7UXG+RjBlY7Q51xcpJ6yfFIvRpxFkJdNkCXRBYzOU1oklofSbvn1UPJ/S3OkxFh6KhacYzozIwumwCHMGMOmnTq+okBVFNzc7g8zmMyokFIvWoQmnfxJRzchBG7AhjJ4dur6Oqnx6FAGNbrHhJDhsQxVmSBHx4iFqF+ViGBqD0bSbs1UNGXfpcNxuG0HQ/KLco7tVFYQSyzOOQAz2reaMHw///r6cNSLRgcB8PRXN2FLMm6ihgFMPgNJZGmPu4nnsyORr/M8mkm2xKBskrBN7z+QnIsjCTXr2ePXO318N2BCUjpgTBrNZqeImzQJbvtU+FwWqh2XGMd5c4uIQHICnktMDfuRJspSfcqXIBl9znMaidCKnqW6PqoT5zFgxtKw1vdRe4sEU9ZMXq/XUavVbivJNDs7i+npaXiel0sw7UqUaokSJUqUKHELkL15ZASTKLOn3fNGEtUprObI0vVv3YTIRFDwnWqoRGrjAWFwnLTNAvu87diNhJcdSuTJuiBbRu6CKnIhyLOHxNvfLeFCsvMolMEkq8EkUK4ZO07B8VvZhcAzkVLPgdl8ZYyaIIMyHZiXxk4lSW8XJmowlRlMJd5BKAmmOxB//ud/jrvuugvHjh3DL//yL09s55zjJ3/yJ3Hs2DHcd999ePbZZwsf+4d/+Ifxx3/8x+j3+7vZ5UI4dOgQLl++PJy898w08P3f/qjwN69dWoVlaKhZBg4szODuo0t45O4VvOf+o3jPmaM4dXgR733gOI4fXMDCbBO6pqLdtXHx+ibWW+PneP3a2uhD1Ie+O3Lo+a4HVdPAGQMnFhxfPplnJZ6oJPsFlyQ2RE5lYLxmSRpZ8kzJw8mi/ZNyVWlwzicImKTj1fYCIQHkSsitdPZC+jPjYgmD8LqKLa2YIGPINhTyLk/8tSyTIb4ceRlMIiOA551bRtZW3llWCkQhVTSBvAFnoGR0DMoYtMhQTEYRqlEPYkJSZLQ5AQ8L+gKgnIyNmV7K4e0FbGg4EUKG98vQyARRkGzSqFgIAgor6mt3MHpG5qdrqCZWRG3HH1u4xHYw5cBqSlPaDdhYhkac8VNJGL5XtmzUokW6yMabszRc27bRL+Dk347k1pjgec2SdfMSJIUo8wcAbDfIzP6M4WSQR0kCyA2oNAI1TSCmkSY8vJQzJCmZmYWAceniquPuTOYvKFATKClL6lE24fRxfHGtgZ4XSB0uaXI/+Z5wguzsm+R4VAlwMUc2QoS16J1AqDfWrqEqsFPPx26gVqshCAKsra3Jd94lrKysgDGGra2tzO2e58EwikmIlChRokSJEkAoK23q2tifoaswdBW6pkJVCHRNhaaGgVxpFQKZ71gm+yYjXpo5a4bzm9l+gL5AFv5WIApuSkIrmFXsSWxFoIBEXqGWvvbYqYiXLFObCJRCAAyDAN9u7NhlLulmodO4A/z2u9EFGQFhCcicGJpKhGUQkjByiOtbQUXAZC428+vAVSv5ZJnsOsiClG/LcCjQSDqbMigzmEq8g1DWYLrDQCnFP/pH/wh/8Rd/geXlZTzyyCN46qmncPr06eE+f/Znf4Zz587h3LlzePrpp/HJT34STz/9dKHjW5aFj370o/jt3/5t/PiP//jbdRqZMAwDMzMzWFtbw8LCAgDgUx/5Jvw/X3wFzaqFWsWApoVubT8IMHB8dHo2Tq2s4K+fewN9xwNWtyeOu3e2ge1Of6I4vaqNv0y32jaAUAJPjV6MDkYvqTgzxO12QRRVKAUXg2Q4JfOiSJJOT4Z8dlchEBa1z4qeDxiDGR0xYByK4MW/lpFdNTx2wMBTL7WkkzNNFqTRtr2xelBppBcck9JW4mtuU7EjmHM+RrAxHjpdx9pgPDN6KzZK+m4A08o3xOLMJS9nISNyIucZ9VnjKA950YhJiCQzCOeYnq4OP9/cGgy91F3Hx7AySnR+dgDUGB0jMVUlzDyKpfgGHkUjcc36HsVUVMNoIruEciStq4HPUDcAU1UmssJUVRn2Q1EVrG33UIsMy8MH5of7UR4au4NoeK73PRyaraGqKxj4bOyZ7HlhRlNMgnWcAFOWjoEfEj7rXRczTWtIZMV4+UobK0tNofF6dT2sEdexA1Snc3cDAFxa7QLAxLwVo2/7mWRWUvqxI9G3dxwxwdTpuxPfJeeploCMHvYzQ8Yvic2+OINJJhvnBlRK/qQzPtNjri9pwws4ZqrixVeapPIpH2b5AXKyz6UcpuQ8uqmMteS9CLdl1I5LylUCeHltgHv3NTP3jZEeVtcGIXEfL/bic40rNVV3EM7K+eQin3OOQ4cO4cKFC2g0GqhURDW8dgeEEFiWhTfeeAP3338/THNcfsO2bVhW/oK2RIkSJUqUSMMPGFwB+UEphedl22qEEHBGoZIwqyQmoML/K9BUBboC7Glo0FUFqhoSVZqqQNNUaKqKmhbgvqUqlOg3hCigIAhoGHA4a6poO8FElvbZmz186+nJPjEownVc0QD/dD3fXBSQtVMJoKsKDi/NolYxYZkGdF2DqoQ1WXlkrThb13FgaW+Ync8YBgMHiqqCg4Axjmq9jv0Ls6CUgbJwbcCi+piMcxiaCgIGDoAzDo5QMYTz6P/gUmUTRVGgahoICAgJ7zEhocOYKASmaaDZrIMQMrzf8T1XFQJFUTAztweUc6iKAk0hUNVw26Dfx1Szgb1LC9izdwGchzWYg4DCDwLYroeB7YZrJwEIgdDJLZPQ2z3IB9Ns3UDdVFHRFehaWEeXgINzDktlePj4HnDGQTkHi+9r9G/OAbsR3WMWfmY8/Myj/1cMFQsztfBzdL/DARD2TVMJZqPyCfHYTwavVi0dU/UKKA2gqGqmzGK1omPKrwy3kKGKR/hZVwjm6haigQISbSOEQCEENUPF4owFlZDheFGisaIQBaqqYKZBMFetQFXjOUSFopCwLaJgrmFgtlqFz8K1he1TdJxgLHh0eaa4Lb4bY8QUBMPO1vMDvuJsLF1VMD9TxXTDRMXUYeoaKqaKGeNEOLI4AeMcjuuBMg5N09Gs6mBBMHr+h+MhHBsVUxvWq+KcJ4bC6Do1axYW55rDz4REtcmiz5auYmm+Gc7vGN1PRHPCTLMaFTfPmCOiz3tnm1A1HYSEpRGsghloJUrcCSgJpjsMzzzzDI4dO4YjR44AAD7ykY/gc5/73BjB9LnPfQ4f+9jHQAjB448/jlarhRs3bmDfvn2F2vjkJz+Jb/zGb8QnPvEJ6PrtnbAOHTqEF154AXv37gUhBAf3zeLRuw/hP/+3/CysgLKhQzsLa1tdPHHfEXzxxQtj36vqyGG4dmMNXTZyqluGBrvXB1ei82cUlci51NnuAqjAdeXO1almbeK7PEmpmPjo2L7QYcp4mIGRh7TzFAAcnyGWpBWRV5xzbPXzndJZtaGSUfnhOcgl8vL2SGt7pyP+ZdkQLuWoCOxmj47LRTHOh5k4QGQUKtmOZBotImQ1nmKnr5uj6SD0ZecYZJqW7lN+J4os2WTxOTOJcbvasocLvJi77Do+tGiMOoygwSi4og8XnYauYNsOUI8MHjdg2KOO5pKBPyKYeLTdjJzUPmNQiTI8kzhjzNRUUISEph4tjnRNHRNxX5pvDq/htsNwOHG+SsLgX+uHz09MHDk+BYnmg2ZFQ8NQsR0RAut9D01Lw41uSLZc2BjgoaYFM3VP/vbSNu45NJ0b3VU3FPz3r4b17dp9D4uZe4UwCMP1KJOq7wSZi/l2DhEcZwkO3ACOZLAObF9Yg6mVMRckCSDRPASE9ZWohLxJk+WTNZ7ExMygQCbpenf8PNIZTDKCqedTLEmcBq2UHKGfIPUBOVHmBGwo75jbRup6O4lr1XUCmMbk+zqZScU4DyUHKYOmyqMVgXDO60URy9ONkF5ej4jHeHi9VYm8PDDGYBgGTpw4gbNnz+LMmTMFNP93DkVRcPToUbz66qs4c+bM2DNn2/ZtIbpKlChRokQJYOSoDigFKBD9ZwxLe13cWG/nHuNBRcGrN67nbp+equLa2gBzDRNzTRMzTQOGqcEHoBMgy8QKGC8UzCaCLHN82FbAQAAszljYN1PBTMOEaaoAURBwjkHA0PcoNt7cxprvAz4QXqfJa8U2NtDu5ddzWpiu4LrgWlZMHbZs7S+Tp+NxoGmOygXlE9LRafSYlakwAAC42cfDU0t4YzUrW10DoOGR+TpWTANNS0NVU2CoBIRxuB5Fq+vB0HJufARZGZ7dop84AE0hmLY0mAoBDSj6ToBW38Na24GrUFx640Lu7+8+OIMvv3gxd7uiELiDnrAPM3UDNzc7udsDyrDVyVcGmJuuJcZc9tgxdFU4Lv2AYqOdryy0MNvE1YwA6ySWBhybnfw2Hrv/LpzdnBz7sw0Dc1MWpmomDk6ZUDmDoSlwXA/QjMxRbGlkV+qZ6oKB1rBG650pS8PxhTr2NE3UTA29notrLR+tgQ+XA6seogK0HqYqGr56Lr/W/JF9U3jtzfXc7fWKgVY7f44AgJqpCcfM4eV5XN/I366pKi6vdYVtmKaB1y6P+tnOCAgtUeJORUkw3WG4du0aDhwY1R1aXl6eyE7K2ufatWuFCaaZmRl867d+K/7oj/4IH/3oR3en4wVhWRYajQY2NjawZ88eAMBPff8HhATT9fUWHr3nMJ55Od+IuLq2DUIAU9cwN13HVL2CfXvCGky+6+KNGw6StAsHsLq2BSB0wvVbLQRRhJnnMkAB7P4AwJzwfLyMN+9WTlZBLG0nIniA0MHbEWQwZdVY6rkB5iKGSfTOp4yjl1HXJUaWI3aCYMqpIxT2LYwKyutEWgJqIoNJktrsUw5BZvSEfGD6cIxjQp4iBiEElI8Tk1mISbKYkEoaWZzz0MbJQV6mkqkXcwYDgK7Jp21jgrAawWNkLLqtbXvDxYIW9aPr+NgTGXdUUQFOoSgGAgboaiid1fe8IcHEABiaAsI5OCFjRKKuEgz8AKYWjk/KyNjCNR7PhjaS5JuO9JX1VOaERxkMTYWhElzvOHgwsS0ZVckRRjw2LRU3uiE5MFMPz22qoiMZNHWj46Jhja7ppa0BHjs2C55h+N7cGqCZk7ZPAjYcby4NF+d5soLTCckSxsPnUkst5re72cZkTABt9cTGJucctu0LM5iyCCY3RWqIMHADEAGBxTlHa0Iib/yatGULbUmdKc75hCPDTbUhq0snq4kHTEqLpu+trI2eRzFXE0lXcmyl2nAS19alHFklb5NTaCyhsN7zsG8qmywhif+G/R5du1jm8mrbBqDADxhU8talMAjJjnZmkSRhs9nE7OwsLl68iKNHj76lNooiduTNzs6i1Wrh0qVLOHz48HC74zglwVSiRIkSJW4JfIeiSrJfy2swiberJIzO3+i42OiM241H9tRh6ioOzVYwWzUAcFAo8CjHLSxLMpG2/YDQ8pir6NhT1TFlaahoKq62Bnjo3kX4jIMC2Ag4kFHfOMteTSOXlImwU2m5IseQ7lGkno7knstUzDhCtY3NgY/N9EZNwan9U2hYYXaEFzC0bB/XOw6ud8JrLJPI2wm1QBAGQq13bdy42cHzl3u5gZ2zMztzU75TJBGl2IUxEyrbTO6z1fWwFQXpmaaGc8+NyGpNITg4U8GB6Qrm6wYqRpgNOCdyxNwC8uQxq7qCmmXgww/vBwNBJ/JNeQA8j6Fu6tjqZ68NswKlk6ASqbliNZhkz4d4e5E20nORfyfUlytRoiBKgukOQ9akk55kiuwjw0//9E/je77ne/B93/d9tyVyOImVlRW88sormJ+fByEE9x5fxgcePYm/fOa13N84rofDy/NoVi1Ypg4tcv56PoXt+uj0bTxx31H8zQvncW2thWtrLSyc7mMBwLMvvgmfVMeOp6oK2l0XsWSeO7ChaaEsAIUZFjl35NECWXJ11zrZRrAdMQ8didO2Y/vwKMuVKOhnODJj56Yb0KHUXxY8yuBG9UOy0puz6g8la6Y4lIEIyItewBEwnhv9lH7xp7OAwuuZ3387oGgKpq30/Uhnvcm0d52Aw5RkGfQTDBLlGCMrREY/ZSxTIo9BEd6zNGT9A8SElaGP/95jHGbkQG5UQxf2ds/D4Zkq/ICB6zoUzkCjfXWVhLVZ3ABohMfQlPDZUZWwWG/S2a6pCvoeRZx5T8j4HY4JTysaNG3bHxJMZmogDXwKQ1PRNDVsDHzoyijBKZRXHN0MyviQALvadjBTD4mhRkUfI116HkU9cRM5AFMhCDKc6v/t1TV833sOQSXj9aEUAvzN6+MRUxVNgZ9TfFlJGZ9Zd7+dI08XZ+eIaqkBgOP64BzCDKa2M9k/N3VtRLCdAKpgzDs+m1jOpCXywiyp/PdXzwmijJzsZyQt+wJMEtfpzMk0+gLSPW4jXdsuSK2IXcmiRbbocQI2kZ2YJL7yLnNyURmPjbPrfQnBNMJXN0aRmSpRQMDh8Oj9yjlqurIrkYpjfU7UvDp06BCef/55bG1tYXZ2dlfbSSL5Pj18+DCef/55bG9vY2YmDESxbRvValV0iBIlSpQoUWIMO64JL/u9ZHuQY2fGUESKCJThqh3gaoJ4Wqwo2FtZwOGZClTlrWYqcASM4eRcBVOWjoqmQlPIUMouiZ7HJuSxs7DVka/JPV9sF8vOZFdMHVldoAJsAZdcDxmZIEO8VgMPAx9naiZmaibuXQrXtAtVDU1dgUsZXLFpK0AouO9Rho4TYL3v42bPG7NzN3q+UDVE5oi/bUp+7wDIhoRCFGRl/SVhWRqSeVQB47iwOcCFzfEMru+6ey+WGxYqOoGpRTKOBNHYL35T4vvXMBTMV3U0DRWmFkleco7/frGV+TtNINvtUw7D0ODlkM1Za8YkipSgks2JO5zSAUxKEBYp21GixJ2CkmC6w7C8vIwrV64MP1+9ehVLS0u3vI8M+/fvx7333ou/+Iu/wLd927ftrNO3iGq1CsuysL29PXQo/eMf/BZ0B2740uBhMc++46HdHWCz1ceL567hzF0H8PzrV3KPa6Yc56qm4uzL5+GQSaeRpqkY+Bg+AYHH0GxYYPYARAm/7BdMR1XI6IXEGcO1tpO5Xz+KFLd9KrSKtiJprKz6QUCYNTDxXeS8zJLPSyImYGhOnaasSH4nQQIFjEAUt9KxA9huMCEvNtw+kWmQctqK9PUQ1jlZqGfF8YdIO5LT9ZBkhsUgoMLsn4CxsTYo59ASHQ6lFbJ/H7Cw3lBaVZirGVdUYCkWIpgExTzTmRdE16CDoTvw0IhImK2ei7qp4fq2DR8qVEQEE2Wo6Qp0hYwRnZqqoOuGOvIBB9yE9IKhqWOZcYSQscVkTAbEEnrtRMaKqaswVTLMSOm6FNMVoBERTMmh4nhRelUEN6CoR9fh4uYA9+2fBgdQN9UwEjKhZ5y+3K7PMuVBfMoRuAFMLaztFGPWVLGaeu4NNd+Y32iN71szFNipXbs5Mh1eQmpThEFEQOVlMHHOMfDZhKHsJozyviQadOAEMATScllyoUnyZ+AFCLjYUO8MfASMI++xzJLVTLbhUQZfsvKSXUs3Y17003MXE09eLUm9rKwMqGQGU15EaZI0j+f3y203u/gRxssHMMbw2uZIUoOQcI4DAHAO16dRVPPugjE2zBQlhOD06dN44YUXcObMGRjG7rcXtxmTWlltOo5T1mAqUaJEiRK7DCnjIISMTJAVfxfVZHWcAOmitDdthpdu9lA1IyUBJQy60tTQiawSwCSjar2xT1kBQOLvObAyUx87bl4v1iTZ+GEfCGxJIJCmkh2TfUVc49LsA1kC0y5ko+ywC7llpBgPlVlqhoa6oaAe1ePi0bawVlW4tqZjdzQkDhkAxkmUdRLgLy+IZd12Ctl12O3gqLcPO+9nXv3vGKH9K36GDEONHDFiLNRNdH2G7lCuMgQBYGlhcKihEVQUgooxeW7DuYMAjy41xsYrH24TKD5I7mujYmIzj2CSzJe0QE24HU7pbymDKSha065EiTsAtzd1pYQUjzzyCM6dO4eLFy/C8zz8/u//Pp566qmxfZ566in8zu/8Djjn+NKXvoSpqanC8nhJ/JN/8k/w2c9+tmA66O7i8OHDuHTp0vDz+x44joBS/M3z5/E3L5zHl199E2cv3MD19faweKosrfXc5TWcuWskHdhq9bFmZ9MhtYoJqo2cSZxoCDjH5lpoDPl2Pzf6IY3kK4DRINewi6PkZZHum5EjMqvmVMD4hPwTMCJWZDJN/YjgySNa0lH66f4qgqgRyjhcymDnXDfbpxORSn5UaBMIjSOWkeGTRFpCKo10/wdOWtZK+HMIkj0AjGcvAZO1aUU1pHzG0M7SvM6pCZWFgSTbI0Ylo1ZLjGplRNAFlKFSNaCrCq5vjeKWGEIpwc2eiwAESrSQiC+vqhA4KQmLnhuMFi0KGWZTGBpBLzUmkuOPI3TWxwRTWu6skhhz8f2PiaOkoUgZh5ZYNfU8ilq0n0/5sJho1dRwbXuc4EnL06133Vzj9i/PrqGiK5g2VcxbGmZ0Bc9f2JrYTxcQL+dvjmsvG6kFfn/g5dr4McEkzS6KrpWbMya9YJJcAoBBRGx5AZM+LwMnmMhISiKrvlKSmNksIHnS6rkTZI6sDS9x8YrUAdjOkVqIkSUdmiRJfcqkUW+rOZKHMbIynJI1tvKI72S7yecs/czFSN7yywlSVEH4LMb9qGgKPEZgvQ1WIqV0LHPaNE0cPXoUZ8+efdvsEUrpmPypaZo4duwYXn31VXDO0e/3S4m8EiVKlCixy9jZO01OMIkNNSbY3s1ZU11IBJ74LFSnaLkMm04YZGcqHEb0pyscOuFQCQ9JJmFvJnE9JygzCUuw9oxhFNhHigKEhHSPXSA1ZGZQEYk8EbIUTMa3j/5NCIFCCDQlVK+wNAU1TYHNtcSfCoer8LiKAArCqlpvP7nzjuGPJJDJbBbJepNmtRW4WKLMoCSmK9mBYByAHQAtl2GtT+FQDhWY+FOiP9koaZjZ6x5Z0GBNEBgnJ+QLzNfS52/n65j07Sol8kq8k1ASTHcYNE3Dr/3ar+Hbvu3bcOrUKfy9v/f3cPfdd+M3f/M38Zu/+ZsAgA9+8IM4cuQIjh07hk984hP4jd/4jbfU1smTJzE9PY2//du/3c1TKIR6vQ5FUdBOFNL71Ee/Wfibl964hpMri8J9VFXB4f1zOHNiGT6pADmExfpmGzwa/k6vC0CFpmtwIxLIhA+3YIHSsXeAgCCJnZQSuWxsRwSTnxFFkZURAIwi9rMk7pKIs0PyHLZZBFMcFR9K34nSkiPHt5O9YMmTBoyvh+PLr3eWozeJ9PkPvBTBJIlMkRloaQJvIkNK8HOPcvT8DLPjFggmmb44EEbfGDkSea5PxwimG1t9qKoKS1ewnRFF2IvuWUxSJJ3qlI1bP3bAxgieeKwZipJRy2e0HyEE2wMfVtTn9DXWE1bWZjS2apHRmRwPVVNFVR+Nz23bRzWZyRXdq4qh4s3NwdgCykwRTOc3+rlW73rXw9OvruGPvvAmfv+vL+EPv3gZr12fLNaZ96Q0TRWb3XFixU/JemwJFtxu5CyQ1Q2Koz3dnKjPrExIIMoEQ1i3SgTOOWwnENZ4ynrmk4RUK2euiOEHFAOX5tayAoBWhoMkOb/JiDjGubSelYwo6ziBNFLyeiu/+C6QLX0aZ071PZrrPEkGIrQT/by8nd3e8Cic4yvXR0Vom6YGgGAruieWpgCEoN/a3HXSJ5lNFGNubg61Wm0sO/vtbnN2dhbNZhMXLlwoazCVKFGiRIlbxtsdpCnKQAKAQGILirav59ia206QIWYXHa9AIP2tXJHrBaTv0jZ6FvQ8bfYEdkMiT3putyGDaac1mmQE024QN7eH/Hn7z+NOQBHCQjYmimRzKQWeISBcRxeBUeBwglhMLNayiSInYMLfVax8gsmXTGCyTDBAPq5khGChJKlSIq/EOxilRN4diA9+8IP44Ac/OPbdj/3Yjw3/TQjBr//6r++4HUIIPvOZz+CXf/mX8Xu/93u3PZX48OHDuHjxIs6cOQMAeOob78fh/fO4eG1jYt9mvYK5ZhUHFmfQrFegawo4Dx2QfdtFu2djs9XDV159E6eP7MPzX72KI/PHUc3xFw1sH1DCDCa31wdAoOkaHDd8JDzbgdEo5mwKX/zhtRM5M52AgTEu4qAQUDZ0pmY5VScd9SHirCY7K0MmgbhuS9axnYBmmjCxQ1umkR2TU3n1TvKuTRBlnvQdHyLOmzI2lBnMgkfZBHmXJpyysr+ScAKGRr4C35hcIJCRCSYg4NyAhXJWlgIkFoycqBmmSHY/XT8AkShIOW6AKSt7ar9ws439843h57W2DZgmKrqGth2SHq43ykTyGIcFYOBSVGrjY4AQjNXyYiysxRSny3fdAHsbJnSVYOClx8T4+bUdH3sbJhQyOc7GDWsCMIZqREa1bB+VSOquaqhjhN9az8O++uhi9d0AqqbB1FRQxtEwVLRj8iV1ud/cEpMBxYzr7HtY1yfHSK83gFIf3ZeNdn77ns/Qtf0oQjAfbvS8uTnPzFY327EQPyMygsn1KBjnw0y1LMRjagyEwAsYDE2RZhfF0bWiLKmNjCyopESelJT26LA+Xh7aGfNucg7tFiB+N2USeRn9ZCCgjIftZ9Vv4+NPR8se9eOl1T5OLzaQXoDHr/kt20PytKescEzfiMhPJXqvVVTg2rVrWF5eFvb/VsBYdvbckSNH8Nxzz2F6ehrNZnPX2ovbzKo3ubKygo997GO4//77S4KpRIkSJUrcEnbKL8kIKiZTXvAD5Elzh9t9IEfc/PrmAAv7p7J/R/lEdj8gV3oAihNMBFwadAlgLHgtD1my1reKQvWRdpg9tDtyaDvrAyHifW6XN0jqaL/9Ajt3JAoRnzKCqcAzJGRtkrspSqFaRUWeW4Ug9z7P13Scy1iPMw4sTlu4vp29jq2Y+SouIkUMIFs9KA2pBJ70CLdOYpUSeSXeSSgJpq9zPP744+h0Onj99ddx8uTJ29r21NQUGGPodrtoNBpQFAX/5Ie+Df/Hf/0SvIBikCCOOj0bnZ6NN29uYXnvDC7fnJSkihHXqFH1fE+8qhsj2VjKAKiomTp6g7COUrfvghR8OpLvovWe2Im4PfDGZHrSSGYQZTlusyLpw9+FJ+NRlmsgcM6HjtIsmb48R2xca0aURQCMyBwvZ7c8+b6YpAn7JCJoeAZRMUKmvF+CEOJcvpDpeRR7avnbvYm6K+PbFUXNNRscyuBRBk4UkGREYobTc6Pdx56pyY64PoWsSogoyuXGto2jSzPDzx3bh2maqFnaMNvk5mYHaqytHY2lrktRQaTPTRkMNazD5FEGK5Lu4hhf4LnRuDFUBZwAXcdHwwqNvrR8XFwDRyOAxwkcj8KKSByaumm9wQBWRNKsdl3smw5rrFUMFZsJqbNtJ8DBqRFbuNHzsTCtDTNBkrWDKOOwNGU4hjgAIhgrZk6GWBJ5RXqDjOdMUccnm7aI3CEENyWSIp5Hh0aym/PMrOdEjcYEn4z8iTOgRBlMeXWH3IhgkmVcdgfijEvGODYz5tzkXCWTDe05gVS2dDvjPJJEaFo6Mw0CgHKCgLGIhJ1EVgYTEM6Ltk9hZYQCJocYAcbqgtkBA6Uc6oTTJVzNfTmVddcwVBBwbEXzQLxWPbC4gBvnX8H09DTq9Tp2C1lkj6IoOH36NF566SU8+OCD0LTdM1HTsnzJNv/lv/yXeOqpp/CDP/iDu9ZeiRIlSpR492Nl3zQOL+/N3T7VqOLRew4PP4c1i0hUJxGYaVTw6N2HIodiguIg4b6ViomFPdPhlmjj8OeEQNNUHDXrYDz8jjGOgDH4AYPrUyhgqBpqZhDLetuFrpDMAMKu42OmNhlxF3AkwiqzUcT5DBRz5gKAUoDFi8mwiqWjXrFQrxphQFrFgmEY0DQF0xUVT9x/DISE1y6+5qNjKHDsAeJveXyiw+Y56lUD9WpqJRbtQwgwM1XDe84cj+4fGduHIJToX1wMx0t4WjzMPuEcjIXBlFp9BjSg8AIK3w/guD66tote3xnWQhJBSjaQvPy00fadYjdIKkKAekVHxdBgGSoMTYWmhnJ9ikIwU9Px8MklEJDhPU22TwgQeG46THEMVVNDo2oOt4W3hA9ZuKl6Be+57zDiOlNpVC0de2cbocyyZUHJ8PGYupYpVx72hWOqUcET964knuvxvRo1E0/ccyj3vnAAZqU+fJ44eDgX8LAMAaUcVUPF0YUavIDBDRgcj6HvBmPPYBEKo26ohZ/vIop7onEybeUTRQszlVyCyUwRTLqqoGJqaNQqqFUMLFYoNE2FqijQNGUoAxlfX+oOAEKG9yfN9lRNDXMz+euhmUYF773/yNh3w6mEc1iGgZX9DEBYN44jrF0XP9ecAbPTdTx48gAY46CMoVEra8SWeOegJJi+zkEIwac//Wl89rOffctSeztBXIvp3nvvBQB87zc/gJ//jc9ho9XL3J8xjv17p4UE03OvXcHRA3uhCYqF9+noree4DCAqNjY7gNKE2++AEALqyuuDxH2KI0OuSGSQbkgcw3ZiAZBVWL6TIykVk1EUPDcCK2kQZJFXWYsPIHRUcs4nyJU04vpOedFteU7cmGAKJObowA/gRH3JMrKcjIaTx5SRS4xzqcM7fdmSGUyMc2HhSSdg8GhIco3ZXBm/eeP6dibB5BUhmATZFN3UPfYYhwmgZuloNsJz2WgPhhfLjDKhek6AePnc90OCydAUuMGIYNJUZazoayxHGJNOXScYEkxVQwcGo37GY09VCMBCybKl2ZA48ihF0gQNOKCw8LfX2g7ORGXXTE1Fa9CHkdCGTqa6X94eYGG6MlyEjukZKwR7azout0eki6ieVlZUZxp5afjrrck5gCjacOHCGMeAipfv6x3xPDJIZA5RxhFQBi0hfcA5x1rHzWwjJmXzyOxhGxERwTgmjg8gWsRkP3TxXOIFXLi66Edt5GUw9Vw/c0GUJKRkUoJdJ1xgUcbD8ZcC4xzdDJnBZBuOTKJmeL4MWgZR5FOWmyHqRfNG1nOfXBhmxRWs910sNsezcggJgwE27fH7WzPUseeFMg5dIWhYGuZOncLZs2fx4IMPCgMkdgOVSgWHDh3Ca6+9hrvvvnvXMqsZY7l9X1lZwXd913fhj/7oj/ALv/ALmURUiRIlSpQokcalG63Qbs7BY/cdwTMvXxRsP4pnXr6Uu/3I8h5cutnO3T7TrKFP8905Kg9wfWBB1xRM1Uw0ayaadQvVigFN0zBnqnA50HGDsXXSWs/LJJiKoKgDWmRnJ8EZUDFVLM5WMNu0UKtoULUwFM7nHI7PYGkEV6/sQ8A4egB68S1xOIDQtn9opYG/fe1abjvT9QrW19eFfbnn6CJeOpd/jPc9cBxfevnN3O2njizh/Gq2jwMI620ac8n1nxb+6RWY06Fz++DBaeyPAuM0hYDwcM3Rt31s59j2SUilAiXbi0F8FI1wTJsE9YUaFM4RBAy242Pg+OjaPjo9Fx2mYHNtNfcY9x3di6+8dCF3u6GpsG2xX+buwwt4+fz13O3vuf8I/ubF/Of36PI8zl+dVN5JYs9MHevb+ff88XtX8KWXLuVuf/DkQTz31fwxBwC1ej235i4A1KoWXjw3PrZDAs9Es1ZBrWqC9j0sGSp0Q0F/0Ee13kDPp2g5wfCZPjZfFfYjiSJJhaIkp3pODSYAmGuM1vp7p0wszVXRrBkwDAVB34VDDfRdivbAx8CjoABaAFo20FvrC2sxcacjrHl04sA8Xnszf1y+9/4j+OJL+XPAvrkmViX+wMfuP44X39wefj6wb164f4kSdxJKgqkEvv3bvx2/8Au/gBs3bmDfvn23te2ZmRmcP38eg8EA1WoVlqnjEx96Ev/v3/qz3N88e/Zy7st6frqGuak6Di3N4XpOBpPT64BMTYEQgPoeQEKnN2UEUACNhc7ZngNQyqBKNGkDxqArClQCbDtiY3mj70E18h+7JMljZxA+WY5OICQvKJuMskgi6RDNMkJEkf6My+Xl4oyHrEyisP3s38ffc6IKs4bjc89zvWc5kmniesgi5QLKcx3iQOgUT2/1Evn9ouzlkKCLMkoChvEEmPGz8SlHzm0upMErMopIysGq6OFYrBoqapELu2P7MFQSZjdFY9WlI2LP8SlgacOMn1hcw9DUMRIxvt1G9PzYCeLLMlR4AYURkVPxtVFJGD+WlIL0fA6ijiLHuKIDtDf8naEQeIzD0BTcaDs4lCCYkgTglZaDxwmgRlJj7YEPROfPMSkgst7z0DDV7GeugNGcRYoQAOcSdW9iuB6DEa3ju10nimXKx2bfEz7rdoo88FMEUM8JQHPa8BkD4xyDvEEYt5G4R64/STCJCCo3oPACJiTE434Ck5mDMfKyrOLxFFAGJ8iWYxseI1GXTs2oh5YnAZgkhGSSMfG1cAOGrNqzornXozxXkoWObZjc6fWNwQTBBACvrPUnvrM0dTiHxhmGlkowU9FBiIF9+/bh/PnzOHHiRG5fdwsLCwvY2trCjRs3sLS0tCvHzJPIi3HgwAEcOnQIv/zLv4x/9s/+2a60WaJEiRIl3t2QZovs9PgSOSUqCf6Lg878gGGjbU9KMFcNXNxyoCoEyzMmlpo69s43sdZ1cNdCI+OIWVkWqT4JezRClnT6tKXh0IyFPQ0TTUuHripYb9v4/L4mbADXXIqsRdKhGXNStvwWUSieRZY9JG1D3IgswGXgBtge+GOSyGPQVbzvrnkABApCGeutvoeLG328GWV8EIlG3m5lH8WoagrAOTq2j9WOgwubA6x1PbQvbmItJwsFAMiMmOAsImn49QJpkl/GuOMc6A5cdAchAVtfWMK1sfsRrld1lWB5TxXz0xXsqWjgLFzzyQJ3iwSIiXaJA1iTUAlwZLYCt6aD6SpaboCOS0NS2Q0AF9hvaHhjdXKdE6NqGej088edqipiX8oOh12Rmlpp4s32xLL1JUrcSSgJphJQFAWf+tSn8Gu/9mv4V//qX9329ldWVnDx4kXcfffdAICPf+hJ/O+/95cYOKMofFPXMD9Tx1SjgpplYs9sA63OAAGl6Nse2j0b61tdbLT62Gj1cWG1jbu++VRme4NWC9XpaQBAMAhDnDgYNL2OgAO9ro3AdVCfW4Dv+VArYgPHpxy6VqzQa8cJMCMgmPruZFbHWFs5JBLjobNV9DJPOkrtDI+oKHuHSmqtAEA7Mnazjh0fI6t/caYL5XnUUYiNXmgMMJ4d8ZLVLuWjHWU1pNyA5ZJjQLaEYJI0Ey1sktsGPkM9spmyWvMYm8guGLUnT2DPI6H6tgtFS2QCUYZK1QRjDAM3gKqGFIsdMNQNDVvdUTaPR0eVxmLnfcVQJxzjSdmGmMCINZjT+/qUI34U4gxALRofSXLC1MMIPTsi/zoexXSjBiA0HuPnTlcVXN4c4NDiqHaLl7juHIChkmH5q5stBwt7whT3gAP9/rjxdmGjj6mKga47Gf1WRHPf8SmQIvTmqhq+knFvbS+AgXCeUbh8ad5xA1QE0gFOqmaQFzAkeDe0MuoWxSCEoGd7cKmYmBkksim9gKKWMic6Apk/N2DY7HvSxYcsgymPcI/nlLYtb6Md13miDFaG9GHevBg/i4yH8iaidrb64bOUdx4igskNWIbMXYgkaZ6WkgSAi9sOGldbOLPUHDotfMrw1QxNc1NThnWiTJVAi2Qw4/Pav38/XnrpJWxsbGB+/u2PpDtx4gSeffZZTE1NoVYT6JYWhIxgchwHH/nIR/Dbv/3beN/73odv+IZv2HGbJUqUKFHi6xs7rtEkMfsDxkTq4vACcTZ6XBaUMo43Nx28uekAF7vQVYKZhoXlhompigaFKKNAL0mfi9RVAgDPD/CelWnM1wxYugqGcbk+itC2kWXUA6P1gwhFpOOkx5BmB0kIJEkTsqBWQLzeBML7M6qHHEqs3Vcz8fBhAkMl2FfX4TNgy/aRqfC8Iwc6B2VAa+Dj+mYfr97oZtYxLXQk6Tja4cP1joH8PGWkRZF5KM/H4FOOizf7uHizj8N7a/jTr4aZUBoBlpoWFusGpip6SAgRMsx2KjKMRM9DHOy2WDdwdLaK6YoOgIAB6Ngu/uS17GxDNaPWcRKWhGDSNRWOK5aq3wmK8ODpJgZv8RkqUeJrgZJgKgEA+MhHPoJf+ZVfQavVwnREvtwuzM3N4cKFC3AcB5ZlYXaqhp/6/g/gv/71S+j2HWy1+2j3bFxba+HaWgsAQr1cQtDNeUEoWrbzlVGKIEFEGNELmfs+Aq7C7bYBENRMBVrQx56mha4vfhN4lKEKuUwSAAwCihnB9m7CaZsmNNyACl9q7Rz5vOHxEgZ6ltNURK5QxoXbGedDJ2nWsftePvkVRPJUTGCKcM7RcgIgKnqfVTgyq3/BWJaB+D4OAiq8h4MMAstLEkwC681PEUywIuNHUSeui085qtNTyEJQYNWWF834xrUtkETG1bXNHhRVgef66AwcGI0ok09VYWkq+q4PaBoCyuAxEjpoVXWYqVXRVawPxuv4JHunqAp8yoYGYjdlHPkBBczwFaTraphlE+2bzMyoaCpsxodH37J9HJkeZWU4PoWqqVAVAttnqOkK+tG9slNjglIOJWrjzY0+FvfWwXl4H6+s9aHPjo775paNxWr2K1I2loDQGFRr44SFlnP/+k4wzASjvliak3MOz2eoCLQSnZRMopcau9sCggkArm3ZwoU2Yxx2gtzJIk5aAoLJi+oKieD5dHid8wz9PBIrXiRtdsUSBJxztCNSJV+GL49gighPR0zsA2GtMCA/Gyqv/h0Q1TzLETJPPid9O/tcX1zt48XVPh5bbuLU3jou5si46grBzaieVeBTaIoyVveAEIKTJ0/i+eefR6PRgGm+NemcolBVFadOncKrr766K9J8eTWYYti2jVqtht/93d/Fd37nd+Lzn/88ms1m7v4lSpQoUaLEW0gc2FVQSoUEk+P6gOB1reScgE/DwMJXNkbyf/vqOhbqBjxDhxUHiGX1KVlmFoCuAqaqwFTDoDNVIVAAOJ6JPguP4DIg72pu9+TR+0XkuGQEk4z8iY5SZKd8SDOYxPWRALkiR95mj3F4jGPK0kEIwZ5auO4Lonvd8ynarkywPomwbpTPGByfoeVQdKP1BqUUX7y4Lf29ENKOSMi+d0uCUyHyVHYMeTOeQMUlRsXSEa8iAg5cbju4nJJ7m6voODprwZuegkrC54og+zSyumUo4Z9KCL7z5N4hYZ1cQdUEwdpE8iBXzPwSGgBya+UOjy/cKgcr4ENIryudMoOpxDsIpdB8CQCAruv4kR/5Efz7f//vb3vbhBAcOnQIly5dGn73kb/7CF45fx0Xr22g3Zt0iHUHLu49vj/3mGqOPB6xu5hqjPRj1zbCLIjAC9ugdh+6wkCh4nc+/a1oVsQvIWBUW6g1kE/+noSsaieyG9IRW7Ljp+vrpNFxxNlRjiA7xqUcIrsjmcmTFY2fl2kAhM79vPpMo/bZMGosy7D2Aprp9A8YH2bVeBJypucGQhItyzmcPG/RKSQlvlyWqIWjTBpIHuUwLRMXrk/WGQuY+DqF/cg+z5utPmgiknE9lsmgFGvbo1RyxTRQMbShNvpmxwUIgRpl1sRCgYamjI0pYDJyr+fRYQ2mQZAmTEfnoigE230PehS5pySMQ1MfT1VvOXSsVs52VG8odh4biW1pEqPr+END1Q04GoY67Mvqto1GQu+ZAxOybzGy6n2l0cuINnojQx4PADqJZ3t1IJFD8SgCkZwl43DTtbZSY7fdHycG01jriAkoO0X4ZElubgra8AKWK28Xo5u4Jk7Ovu2cTL+YiJVFTdoeHS7E82T48urexfON7DyAsJaBqA0RwdTzKIwcciX5rLf7Yp35p6928DvPXscLObIRCiG4GWXxtQc+XMrBU3OJYRg4duwYzp49Wyhjd6eo1+tYWlrCG2+8seNjiWowASHBVK1Wsby8jP/6X/8rGo1saaASJUqUKFEihuxduNNXJZMcQCaR54oi8QFw0boi1faNno/nb/ax4TIMmIoBU2AzBW7qz9IVHGhoONDQsNzUsVDTMW2pqOgqdFWBQghACHoFbGkAWJPUHQUAUuBCc0k6WKEMpl1w5IugFqgBKSOYio85AiDMWK+ZGhbqJk7M1WAoBJwzwR/HVzcGeHnNxqsbNs5tubjS9YfkUnzknePrJUNp59iNeUimVAMAhiQ7CAA2bR99n6EXAG0f2PaALQ/YdIG2B3R9oOfHpZgJZs3wby76axoElkagqySXONYFmX6ycG/TyFcAAeRZhDutDcsK+HLSY39QYK1ZosSdgpJgKjHExz/+cfzhH/6htCDi24G9e/ei1WrBdUOn5MF9c/ju958R/ubcm6swEpJGhAALc03cc3QJp48fzPzN+nobAzd09vW3twBFB+cc1YoBhQfwXB9Ov4uPf/B+3H98H6ycyPEk3MigutkRO20BoDPId9xSxscc4umMpLYgIwAQOykBYKM36l9WdpTIXs3SyU7/PkYWeSXqm0+5lPxJyt9lSQO0Bdc1CNhYDaQ8tN0gM0sphpfRrpswEkQGf7J+lZecdsmkwzNu5/LaJBlhZOgRp0FzDJeux+C7o+sUk0MKp8OspO3OAKquo2pp8Gh4z1o9F65PwVl0DyPDSlcIKMZJnPTTMvApdFUB5xwuGzeA/ZQhuzXwh+RQ8lob6jiRxTF+nKubUS22yN5LLrYDxseM09WuO5b1YUbtcQDTdQPzlXGjs2lkX+9+gcLE6eyaaUvDV693M/eNZdp0heDChnj+tW1fSDDZtj9h/LqpjKbtvthQ3RI8TwDQS5FHaQKLMi4kxN2ACWXhgFFtJABhNl0KlOXLpgwzn2SkcmKO9XMY9M2c84gLxMrmXYIREZ2bwSS4FmkSNwbnfEyGhmvyYAhdJbnZd0knVjyHZy2CZmdnUa/XceXKFWl7o74m/31rDoOlpSV4noe1tbVb+l0aRSTyKpUwg3H//v2FFpA/8iM/gr179+Kee+7J3P5Xf/VXmJqawpkzZ3DmzBn84i/+4lvrfIkSJUqU+PqEjGCSkA2OK7bnqEC5wcmxb0bBOwQMBEHqTyGhvK7sPdop6DS90ZYTTIVkxCS7KAVSmHYaXCNrokgfZBJ5MlJS1gKJM04Ef5nSersNWYLTuyVDSYJCpcF2oR2vwNqWFCBAAWChnr0mCXg4dlwG2DR8HuK/iHceg5nDMImkKmU1ww1dLOClSRQTimU65qNIDaZ0E+nAzhIl7mSUBFOJIWq1Gj70oQ/h937v925724QQHDx4EJcvXx5+91Pf/4HEdmBuuobjB/fiwZMH8cR9R3D80AI+8Ogp3HNsP5b2TENTVaxudvDy+es4f30yLdsb9MG5BjVy0tvtMJLbhAurWoPf6wCcYmmmgp/9nx8BgEIE02anB845Lm0PhPu5HkUvrygnJp2PaQetTINa5LAdScyF6Kcczl0JeSUjmJIEEOWTCx6RHJZHWQGCafT7LI1g0bVxA4qRwFo2OOfYHvhhplSOYZ5l0Hs0/C3n4gyv5L31kMiSychgis9vK8Ox3B/ISczcxY9ljk348eLAcTyYVmgIrm6FBEjdMkAjKy+gFH13RE6phITSd1GETzKDIx15Z/sMCiGhMUbI2DhKO7q7bjAkg7adYGjAaaqC9d74eSflCK+msm2SmUM+45itjkiji5s2GA/rzQDjZNRs3YSSHrdukGlIpuX+stAZ+GMGYlVgkLYiwqaqKVJtZt+l8L389u2MZ9m2R9eo7wTS6C5ZVo6MYBoI+geEz7wsUq6fmCudjJVs1w1yn+k4g8mRLLK3ExJ6WVmUjPNcqb84wy8tw5hGci7MkuELJPKjeZml6XEyKOCnqZvZiyYFfNi3kBBjqGgEe3IWiEeOHMH6+jo6neyMvCTSi0UZ0TP5+1Ca79KlSzsKfikikRcTTEXxwz/8w/jzP/9z4T5PPvkknn/+eTz//PP4+Z//+Vs6fokSJUqU+PqGzBXJOReSEl5Aw4yhHIgynPLqdW4UUOyQgXOOIglMBMUIJmEm1nAfCfFSqAbTznYgRGz/yDKYCJHXcJGqqd8GYmanWR7RUYRbv17ym4qcZxHZNREMTS1UO01UDiCJmYo4SyiGbJSYWh7BBOypZ7cxkKzLdAnBpLztGUwFyPDU5zKDqcQ7CWUNphJj+NSnPoVv+ZZvwQ/90A9B027v8FhcXMTTTz+NlZUV6LqO+04s4yN/9xH8j2dex2a7h81WH5utcXmf5YUZXF9vTUzWqjHpGOttbgFQYFgmwBg4D19M25ubmFlegd1pYcZk+P/89N/BpUuX4DgOui0FgNjpRDQTukIQcEnBetuHLXhBOCkSJh25bksscdujaFg5L1ufjkVupQmZvFomw997FJogeybtUA4YH5MxEzmTPcrgSxYGSfIsi4wKa+6IazyJwPlI25fxSS3vsP/Zx2fR70UGRzLDy032JWMhEUfeKNbkuMvLTkoiS5e43XNg1evg3mixaEVjReEc09M1AMBW1wHMKmoVA0aUsdQZuFiq6Ri4AcxGeJ6tgQc9ivBJZnAQhIZTvNiNJcFUEAQIiZlGVHcpSDnOnYCNFelVo0WUphBc2baxPF8fbktKE/qcANQHJeH5bHRdzM5Uo/Y5apqCuAzoxsCDrhDM1gzcaDvY7LogZvi76ZqB1kQWIsGhaQsXt8cXtwHjqJkq+gLpR8pDgjomIC6v9nL3bQ9CzXNfUseNcw7fpRgIiGo7g/xKSszlOQySyJK8GzteivBJR73JCDjHowg4Fz4zSaLQzZj7RHOWz3n4TpAsAtqJa5F17UXzVry/jBx3xuauyePJalHlZRzR1CKvVYD0tDQFvQwmvK4TdKLnuKopmK7qYJRjsZFNMCmKglOnTuGVV17BAw88cEu2wq0STEAo4XvXXXfh1VdfxQMPPHDLv4/bFUnkJTOYiuIbvuEbxqR9S5QoUaLE7cfNmzcxGAzw5S9/+ba3vTRfx9xU/ruDBQ6OLSer75Ix7yEPHBzdPwOC6Gsexbfz8HPFVHFooQmAg/M4iz+0tXn0nVG14AcMNFrvBJTBp2wYbKOrQN7yc3OzBTRmM7edv7aJh6aWJ75f7XnCd3m325XWMLRz6kamwQNfSqgAQGu7Ld2n08neRyFhMBvhFM2qCSWqE0VImFFECAFB9BkB9s03xlaEHKFEHwPg2H3snamC87A+EUe43mGUIWAc9iBbpjhGQMW2nKzWlAo5IUGp2B7qdbuYaubLBBMSrkeENnwvf80z7IdkzZN3v9To/jj9PmqWBkUhUTAjGWVfkVD6r26M1uck+s9Qzp0AhHtYmquH54TJlb5n97E/sf4Mj5VQwlA5lvfUwRiPsvYm+1sxNJhaPfENGVf0cO2xNoBRXzgHuO9g31xt2CyPJodY0YNzQDHMcF/OwaL5gUVrIco4ul1xQJheIKAaiPw9EpIUAOA5QIEyE71eF9OCseb2e4BSzdy21wTWM4ZZ3wsDVvOWZ64jnnuStZAJQsm8eC5QCYHrDFCP6pgRMvm89btd1Ct6OJdzDOdpxsLARRZQEIhrrXXa4/dr4Hj40pe+FP57MMBXvvKVt7QWkuHnfu7n0G6Hz936+joefvjhzP3a7TauX7+Offv24eMf/zh+7ud+bmL7D/7gD+Ly5csIggCf/vSn8ff//t/f9f6WuDNREkwlxjA/P48nn3wSf/Inf4Lv/d7vva1tK4qCAwcO4MqVKzhy5AgA4Pu+7RH8/p//be5vrq5u49F7VvDMy5fGvleNVEVTzsGj2jdE19Hd3AQDAQt8gFPo3MOAUfz8R+5Ho6LBsizMzc1h1Qxw+arYSOr7VJquDoQEU5pESiKLpPGCUYF3WZ2iju1hb9PKbjvlCO+6dMw4TMvxpeEEHHXBbJGuseRTNswSAQCf5xM0LuWQZWUnr02Wk9bJPzwoyBghkYWkE5dyDjV1MFGWAmOTzt4kOOewE05dlyWOnWGkudG+zbkZ9GwX9cpoLBeJG+pm1GI5f30TgDXMOvIDCj0imDw/QMUK2+h7AWACtuND1cLtbTfAsdkKel6AeInc9yima+GASJJ/mkrQ94Ih0RmfixLZ413XB2BF+yrouwFqEeFEOYeeICVDUpBAUQhutF1oBMMssbRTn/oBoGpQCHBlyx4STIwDauqiaQowXdVwow189UYXd62EC+tGTcPz57fRWEwsJFQCJefeNyuakGACRgRT3VDx15dbuftxAIZKsN4SZ2gEPgNnHL6AbM6qV5Ss/bYtIZhowODJMhbd8YuaJoDatriNjYGHmiS6LRmtlTX3iSRDGQc2+p5UyiFJ4rsZxEuW3Odo/6iQsWSR3UpciyzCSiaxZ+fokKRJ85aAdIxhqAqQsaBv6irW4nHBOZoVHR3Hw976dO6x4npF586dw6lTp6Rtx3grBBMATE1NYW5uDhcvXsTRo0dv+fdFJPKq1exF7E7wxS9+Effffz+WlpbwK7/yK7j77rt3vY0SJUqU+HrE9vY2+v0+ut0uKpUKHn744dseHHn1//WHaPfy1QUeu3cGb1y9nr997ijOX7uZu33/nmlc38yWV45Ra3A4GZnjhBAYuooGGcBSOCqmDtPQYRgaLEOHpmloNisw52sIGEfP9dG2Awwie2gtpyYoz9KySqBIDUPNNAHIVRkMSb2UGLVqDbPNCmanKmjWLFQsA47jwLQqUFQVAQMMvwsPGlyfwvUpbC+A59NhwJs1Vcdgo5sq4jKugTE9bWG1lU9mnTg6g60rab+BEv4RoDm3B2bgQFdVmLoCQ1dhRn+GpmK6UUFldiEikjg4Y/D9AAPbx+pWG0yS82HlSHsnIasxUy9w/1RCIPJKNOr1zO8rmoKmpcEAQ33WwMpcFZwzUErhBwECn8L1fXhegOmqjtkKgRdQeD6FFwQIAoZ4pBtLDXS6+eoxpqHBccRjbKaxD9c3N3K3H9q/F9c2VnO3H122cGVVTG7unZvC+na+L2l5cV7YxuLeGVxfF8tEK7p43WVpKoJBG4auwdBVGJoG04j+dA1TzSqsaRWGrkJVVfT6PTQaU/AZR9+jaNsBFIWAFSGXACFplIRsrpibbqLbyV7fHF2cxSubWdeNYH66gtXtcE09VdUw29AxO11DxdRgBNOYnZlGwMKAVT9goZqOT+EGDA30MGDr8AM2nBs4wmmBAqg1Z2DfzB93teYU+pfzxgQBUzWomgWFEKgqga4q0FQFuqZGfwqW9i9CazLoKoGmhoTqQw8/Cl1T8Nxzz+H06dMwTTOnjbeOv/qrvxr++33ve19m0AalFCdOnMBLL72E5eVlPPLII3jqqadw+vTp4T6//uu/jtOnT+NP/uRPsL6+jrvuugs/8AM/ACMjAaDEuw8lwVRiAj/7sz+Lj370o/ju7/7ut4UdF2FpaQlPP/00Dh48CE3T8P6H78KZuw7g+dfz6z1stMKXdtXSsTDbQKNqgs9Pjznj/c720K+mGSa6Wx0ABtRggGqthk6rg5/87vvx1Lc8OnbsmiTiAwizgfoFUlcHbiDUt+1lOKsHXgAjqq3hSyLyRc7uLMkqn7JhTZ+BT4URKT3XR93Kny7S2QTpqHsqIIA8yhAwwQ4YvzZZzmbKea4ERMAB2w+Ex3cSTlfKOJCyz0XEIJXI41E+Tgy5ye5n9DlJoL18YRWP3z2qJ1aEYMqSyFtt2cC0NSQrN9qDofPdS5ADLidQKUW77wBR6jnTNNRMDa4fRkeqCoEXsGEUXVLeS1cV9NwRwRQTr/HIStbKMjUF7YE3JJg4gEZCwmvgBbCMMEKIR/sHUV8nataoGgCC6YqO1a4LXRnVmqEpp74XMDQjcmOt6+FhQ0XXo6iaOrZ7Hg5VdGxF45kCeO3NNozZysS1r5k6ZItjPbpITV0ufacpBK/dFDsR/GieCUSSahlzUZIA2uqKSSzfo/AEi0/fpxMSCV6KtNjoiq/L9sAXEkyuR8fmkKwsobYkY2dVUhSac46+l2xj8ppu9fKP4VGGvhdIpRKubY0WIVlE98AXn0eeRF8yqEElEC70Y+S9zqu6gjcjB1nf8TFdNbDV80JCSoDFxUVsbm5idXUVCwsLBXrw1gkmADh06BBeeOEFbG1tYXY2O+L6rbb7ViTyZHjwwQfx5ptvol6v40//9E/xPd/zPTh37tyutlGiRIkSX29gjOGFF16AqqqoVCo4fvw4nnnmma9NZ95una4Cakx5Enmcc7heANv1sdHOdoguL86if3ncOT1T17E0X4PJOCwFIAoZC5QDQhvIKlAXNg+ywL8YNLVf3dRwbKGOvU0D9YoOXVPgM+DGjQ6eq/WxEQAbbQ60XQAESMjrHax4uHgznwwoJJG3w9pDhBBwHtrNXkCBlI13cBGwnRwywpzCbF3HI/ctom6o0Ei4xukMPFzdGODKpi0lmKJQW3EfC5yHArHdyTjH0RkLKgccJ8BW28GNLRs3EsFQbPMaNlr5jvppcxZrAmKmRIii0o6chzV5w7q84+u0fXtn0J3gasaJtyP7p3H+agtL0xVM1wxUDBVEIRgEbKzuUUVTChfIku2lCeQ/52uTZMXylIkTe+u4UtdxecvBxsBH1wnQRyS9bgc43lDxlQvbucet1YlQcUiRkGyyc6KUAVqczcQnalIDwPK+eZxL1W1u913MC7JlbxeeeeYZHDt2bJgM8JGPfASf+9znxggmQgi63S445+j1epidnb3twR8lvnYo73SJCaysrODo0aP4/Oc/j/e///23tW1FUbC0tISrV69iZWUFAPCTH/1m/Mj/9tuYblQwXbdQMXUYmhLKRQWh4Xz/sQW88MYqLl7fAgAcnFpBMju/tdUFoIXOdwJwpgME6Pe6UDUNj59ewE9++NGJ/hSpweSzMFpehoETCDOdsuoI2T7FNCKJNcHLmlIGR+BwzYqSd306JJgcChDBbLDRc7GY81LjnE8Uak06a21f3HfHZ8KIrNARTMf2n9gn99chkeZTCmj5Du1kpkKW715UMJJynvmb0fHGN/IooyokHybPO9lW2klexIjMWmj2KYcFwNLD+31lrQ3UG8P+D/umaeBBgPaAol4HBrYLoqqoWQbcwIEbMFQNFTTRczdFLiTJOEVVYHsUWpTsnxzjpqZgre1iKUqL0jQV09ZoYdS2Q4Jp1LlRPzspMrXjUszoOuoGwdYgdJi3o33SRmJ74KGRIEstlaCLUdTftKkOCSaPcay3HDxxZAZvtsbvhaXL54ZY8m91UyyJAQA6AW62xcSMFz3jfg7h6TpeJpGVJIDatphs9d0AvsBp0MvQ3k8SWJxzbErmQ1mNpnRNuGQGVgyZrOfmwAMEBEnf9scWx2mSDIDwPAIuJ7kAYK0/6mdWBpOovh3nHFs5fUg+t0XVwEnOnpyz4Rx2s+1irmGhJ8lqBcL56K677sJzzz2HZrNZiKDZCcFECMGpU6fwwgsv4MyZM7cUCUcplUrk7XYGU1Ii6IMf/CB+/Md/HBsbG5ifn9/VdkqUKFHi6wGMMbz22mtwHAcnT57E1NQU/vZv81Uu7gQUKegu/r0cohpLAMYky9OwHS8WFhhiu+dju9cCAOjTFrbtAFOWhtOLdeyfrkJRCAb+zggmWR1OILTlCaX47oeWYOoqfA50I5uJAegEfJiVLapxHCOQSLKJrlMMiRq+FLJ7Jav/Yugq7ICNK2uoKuYXGti/1MSBKRPvWZ7Clu3jatdBL5UFr8s09ooiwTARABoB7IBio+fh0rYNMIa//sqN3WmrhBC7Ue5KV1VppJpp6ji/NsD5tUlScP+MhcN7aphvmDg4ZSBbcPDWIRquDUtD3VTxwP4m9k1VwAkZ+lAqFQMXt7JJJFUyb+mS7bLrXUSiUuRzAybLCADA9h1CMF27dg0HDhwYfl5eXsbTTz89ts9P/MRP4KmnnsLS0hK63S7+4A/+4LYnLZT42qEkmEpk4jOf+Qw+/elP4xu/8Rt3qVBjPnzfh+M4cBwHtm3Dtm3cuHEDq6ur4Jxjscqxsm8al2600MqJvj9+cDxNVNVHjqetq1fBeDjUTUMB6w8AQhA4fXDGcGBPHf/pM9+RedwiBBMAvLklLz7u+FRYC6iT4bgdRE7ylqSgqhswYRZV1jbHp2hE7ylO8s0AxjlWOy7u2Z+9PatGSDLjIF1LauL4EGs5u5SNvazt1ALBDZiwKGrAOAgIRHeyO0YwMaRTmLKyG0b7j+TcspCVfRFwkk6SAhBe6zG5Pi3lQC2Qmp61eCFmuHqcbYY33Avo8Hqo2kg2T7NMwHGg6+H+2+2QGGlUDbh9Hy5lqEIFIWS4SPEZH7t/fupabQ68MAKJhlKLMQyFjJEEikIwUx+d71rfw8LUKHPISWTZdT0KQyXDa3uz62KmbqGmRzrbCee7piiY0smQDLjecVBLEEw92wdAYESEEU8s2gYRcWJkZIUZBeYGgnAOeeZ8fqRUjKzaSWm4tgeA5ErY9XIybuIsNdsNpLXiXCeAb+abBv3BJOHhJa5Zx/alhWJtiSOgl5LY82j6madjmXNZ6HoUlUr+PdrujbeRlRkpqmtEuZgcAsL7n+xn+tkAxBJ5AeXo5szryUMVqc2G/z97/x1sW5qWd4K/5bffZx97z7nepLl5KytNWUqAUAOiKQliQj1o0IgGpqYCikYgAhAoOrpDgxSjbk0oWkIqTdHdEkIOqntaQ9AtYaTBiKaBTKrSZ97M6/3x25vlv/ljbbP22svs6zKzSvuJOJn3nOXX+ta3vu993ud5SbbyDGcSX93vceFYleIcNisQ1Ed68sknuXjxIs8//3zsBCLcJT0MwQRgGAZnz57lnXfe4bnnnpt7fDKPgulRE0w7OztsbGwgSRIvv/wyvu+zsrLySI+xwAILLPD1DiEE169fZzAYcPr0aTqdDtVq9YM+LWAq9ykWSYkdjxJZ30E1NdnGIr+UvG1ekWkQJNT80Y0m0ATAczb45rMr5FQ5sMG+z+s0I+OhkiZTy6lUDIWcpqAM3Qu22yY9P92lA+arL5qUnDXCfAqmhyMMM59Vxvgobe5heQLHDwLkG2WFjXIOWQqC1S3TYbtjz8yhHwRCBIRS13a40zK5Wh+M632NsJJ7cPJxgUePOHeTMBRZziSY8jmVpGjX3YbJ3WG94r/w4hZfzXXJKRIreZWKoQb9hDybWJv1xsURTAVVomooUFT41qc3EAxLJYSiRSvlFPu4jHcsreY4ZL/DWd8E1/PJMv6Muq/AdN3gDxJxbSl6T37rt36L559/nt/5nd/h6tWrfPu3fzvf9E3flFmbb4GvDywIpgVi8eyzz6Jp2jhT+EEhhMCyrCkCafRvywqy9VU1qHk0+llbWwMgn89z8uRJAH6qLvFj/+2vJB7n8q09Pnb+BF+9eCvYp27g+z6D3V0ce9LpKTK0WwNAxZAcUGW+9BPfiaHHvwrzEEwlXZlRqcTtZxTEc1x/ppii78cHEkd1SNLqjYzW66UEQ/sxg2pzGNgc2F5qxpTrCeq9ZGWFFbPvsBpgxs4sAsfzESnuf4OIYimqYEqykBqv7/oUEp7vCOEaVHG2DekKJZFpATizDRIa8swHOUpGlVeXsWx33D6TbDDCiK5Tb/cxSkHgdDQo8GR5TDCN6i/tHraRZBldhr7rYQC79Q6QC7JtZHmccagoMpoij4mlrulQHhbztCM3qzVwgnpcno8vSWObPZXZtmFok0HdvZbJs1tVfBHUcGr2HcrFyYBxrahxtx0Mtm41BpzfrLJczsO+NWzbwX0o5lUUJmqTa4cDPr458Xy+ddBnbbWIOnwnD5tmUKiJgKSQJLh8qw3V6cHqPM8CIVjJKXPVaLtyJ9kDHCAnC8SwfpcQ4LrujNy8m1AHYPRMDlvpRLgQAnvgYKfY1/Vj+plwH1BPqUUwQjvDQi+aier6QR85uudZpDUE731anlcnQtpHLQos15u2s4zAF+k1moJ1IrWqIn2B54vU+m6m68UGVYL3eLLvOOIqDnFkd3Bewd8NRaLRtxG+YCNtchbB0tIStVqNmzdvcvr06dR1fT+9uPQ8WFlZodFocOvWrfEYIQtZBJNt2/ftDf6X/tJf4vd+7/c4ODjg2LFj/NzP/RyOE7SrL3zhC/wv/8v/wpe+9CVUVSWfz/PlL3/5sSfsLLDAAgt8vUAIwfb2Nv1+H1VVKRQKrK+vc/PmzQ/61MbIUig9tIJpjs3TkuwAlBQZgGk5lGQpMQFSTdj04m6PM+tBsFCRoGIoFDUZQ5FQJCkSGB4WYg39llNkntsooMvxdlqjtaMOGUmod+YhmNL3pcxlNfZ4Caas+ki6lj5+MqLxBRG4w9QKBrWCgS4JirKLj4QnJHwhMbkrk3MbtbvRaNPzg4RC0w/G5L935ZDDOVRjCzw8slvlw48rVVWGjMeZ07W5/LjXKsH8wfQEd7sOd7uT+ZYmw5KhUjZUCpqMiCSzja5k9JZJksRSTqagyujDWkSjtYRIfhvLKfPYrDpmWf3poxjGKyl9LoDjzj6M5hzz6/cDx44d4/btSemSO3fusLW1NbXOP/2n/5S//tf/OpIkce7cOU6fPs27777LJz856xa1wNcfFgTTArGQJIm/9tf+Gn/v7/09/tk/+2eJ63meF0semaaJ4zhIkoRhGFMEUq1WI5fLYRhG4kCrUqnwla98hePHjyPLMv+X7/gE/+0v/gZ395qx648Kl37yI6fRNJWmrnF46w6eP/3h6vcHKLkKMoJ2q8X/4//2p7lwej3x+uaxwdKEwMv42hRD+zFtb4ZgSlIfjf4eV58pjHbfTlUw9WO2HwwH2kkWTOPzdbxUBVVnMPvBC1sfDDIIpoHjBTWUEj740e2jpERShv8IfcenaKTYC/piSqkQp8gKMv+TFVaKnDzgj7OBcISE5DETAI+uq6gq797a47lzwYe7XMgO+kYzFW/sNBj5XxRzQQDVleVx9kxluM/9Zh8kHU0S6IVg/fbARs7pNLsmniaNa1XJwwCxPMww7FrumGCKBuo7phtY81k+kixR75isVfPoijxjlRYmYlwR8DyuT1BbqWVOEUxlXQWCttt3fDQZquNr6VFeCgrMFgwVK0RC9uxpy8ZLOx221ktIQ/Li2naHtRNVhAjaxlJR595hn0+eqHAnw8IuCst2aLaz1Y0AGa5xrBUUboTXt5wZgqlnhs0Lw/sOnknW4NRzA7I3rVbcIIZUCZOKWWpL1/HoZ6zTTSCx8kNlVRbhLoRIVR3CLEkVffcaGec4IlYVLXkYFSXDozZ8WZmkA8uL7d96tofv+2NFX9a1js8nYb2BF/RvmgRHl/L0bZdj5fsjW06ePMlrr71GrVZjaWkpcT3P8x6JTcKZM2d49dVXWVpamiuTfZ7j3u95/cqvJCe9QGAR8Vf+yl+5r30usMACC/zHDiEEruvyla98hVqtRqFQ4Pjx4+zs7HzQpzaDTALocddoIjvgmaWKyWlyskIoIQh6OWT97AlomB4NM9jH6apGdVRfdZgQE53v51U5NYlnhMacJMZhRt1NADuDYHo/FExZUGQ5tc1E4wdRRAmmGUigIFAQaBFByeiwXVem56bfCy2DCJsH85CnC2RDkh6+m8kiNgE0XYXs12xc5zgOjg/7A5f9gYsMbJyqTnVgYlTkbDi/EQhWEvYnScm1wIwUIjZaRziKLAu9LJvLeaAqMp6fPAd0YuaH86g03w984hOf4PLly1y/fp2jR4/y5S9/mV/+5V+eWufEiRP89m//Nt/0Td/E7u4u77333rhm0wJf/1gQTAsk4pu+6Zv4mZ/5GX71V3+VXq/HjRs3uH37Nt/7vd9LoVBACIEsy1PkUbVaZWNjg1wuh6qqD5ytq2kaq6ur7OzssLW1haYq/OT3fRv//N+8RN5QURQZ3xf0Bha79Q579Q5/+PpVPvXsGf7w9eusPFFFijE4LeoKJtBv7PKff/sF/u9/7mOp55GfQ8F077DPkZV0a52wZZdpu5QL0x/LpHoiI1VSFknT6Nq4CZnwluvHWlaNgsLZ6igvtdZIJ2ZZ2BYqy2e7PXBwfUHSWCCqvooSaVGFUxRx1lfT+4vUe4msH1xLin+5Iyil8D5x9ZscISE8MUswxawbvvdmFgsBlPLTJ7Pf6kM1IIxKBQPbcTGGVlAD0+bIkExqDWwo6AwGNsVisNz0ICcFvr/lpdxYUSdLEh3TRZWDwaIZGggJT0ypTSzHG9Z+Cu7zfjsgmAxNwfJ9fCHGg7UZhcXw12pO42ZjwLmtSSBZj7yaElAcTmjv1HucHxJMOV2hczBdAyms+PAFVA1lrDbpWx7rRZ3doYXacsWg0bUpRPqyeVQj3W6fN252MtdbK+t4MXWGwshH7BJty6FQnLQg1/Ww3fhAw4jYOGgNSK+/FKyXRjBZcQRTaP2s/sQ0XawsUjgm0GG7PqOm3c4IODiuP7YFTEK05l20n8q6DghqdKWqpCJ1jOxIkewsBVTP8mJr87VMF8v1KOWCl8DMaDsQvC9xXbGCwB4q42zHZ7NqsNu2+NhmMXOfYciyzDPPPMMbb7zBCy+8gKbFTwgf1iIverw333wz9Xjh4z6scmqBBRZYYIHHC8/zeP3113EchxdeeIFcLvehr7P0QSNLUZ+1PK8riQSTmzCWcjyBAsRtFZ7LJMUB5g2Iz1PjWJOl2Pq8UcSpAsKYZ2jysIH87Gclx9/UIbLsubMIprTDjxfNpZp7P9TYCwZqHkjDZM80ZJF5ckqi7AiB00f2e6YP66VloZaPiRPOUQogtDK1vBqrpEt7z5LcHEbIUjA9dBEmhoRe2lzbcSFS3OHDomBSVZUvfvGLfMd3fAee5/G5z32OCxcu8Au/8AtA4ODwX//X/zU/+IM/yLPPPosQgr/zd/7Oov7sf0RYEEwL8PLLL3Pp0iVu3brFzZs3uXXr1rj+ked5/MN/+A958cUXOXHiBH/+z/95PvrRj1Kr1R57sbaTJ0/yyiuvsLm5iSRJ/F8/+2n+7j//92wftBK3ub1zSK5YjCWXvEGHjp5DkbqcXSvwt3/4OzLPIcsiT5HglWsNvrOWXnQvbCsVpwBICmaO1s0iSVp9JzAgiKlllKRsGmXGp9UAAeiaQU0V1/NjfbybMTVZwgRT1oe83reDYoYJDFNU5dJ3/KnrtDw/9WOfNenoRZZHA81Zxe4tX1BKWR5HDto+SDHvT9xz3gtNropzKJii9gltO7AKE75PqZDjyu09ZHmo9Kl3eOrpQB01UvCY9uR6PVVDk3z6jkdBgBt6Fl3HQ5VlHN/HDmX06aqE6XgURtmLSORCFoXt4f3MawpIMp2+TXWoTIreK8v1UBSFSk7het2dqrsUHSxbjkd+KLXf7nhcQOAjoakKd/f75FcnJHCUtPQ8f0qFWFIldof/zg/Vb+9eO0BenjzpTj9bmeR66lzB/42Shmmlt7ODxnTaWPRtaTf7iRN5e/jOdBwfpORJhD3sE5yEd8a03NipRfid6WaQoJbpYqWsMzCdWEtBK0RitrLeSdubUQtFEa2fZEWuOcuGz3G9Gc/5KPYiNQOdiJVqln1oe3gvHM+fyhZtmy5ty6aUC0iVbkZWLoAmXIhx/ZZdG1sOSOZ612KlqPPmdoeNjx3J3GcUuVyOkydP8t5773HhwoXY9vioCCaY2OimHW+e446sQxf2dQsssMACHwxM0+TatWtYlsWFCxd49913yeVyH/RpZSKrtsn7sf9M27UMMiCNlBiYTiLzYntebOJGVo1MmMtpC4C9mDlmFEaKBWAYVsY4e54xgP+wNZgy7bmkVIIpU8GUoUSZ505JUrJrx/g85rznC3w4kGXtqM7xPANlT/abO+8bUjUePumrlosnmJyUfjMrMVnKILmy+aXsO5DVJ1u2A0zHfFop5Sreb3z2s5/ls5/97NTfvvCFL4z/vbW1xb/7d//u/T6tBT4kWBBMC/D7v//7ADzxxBN867d+KydPnmR9fR1ZlvE8j0984hP8zM/8DOvryVZyjwO6rlOr1djb2wtUUYbGT3zft/Gzf/9fJ25zb7/FhY9cYC/yrfFdh0G3SWXzNKKzy7/6f/3AXOegKTKKRGLR+qqh0ne8gCBJwWGo5ogZQ+jEqYAgsKeDoW1bUhbY8CMqhuvnI/WG4jLgYUJeDVwvNaVpZHllOy6qMmub1I0JoJuhwKmLSB1Q77WtVBIqag8YXdP1Raq/eCtD7RAN8kZVRIHCKaV2R8pEyhcCN+bSHF+iYMzey7j7UKwtj/+tzpFhFJ1byEO1kmMHk7S9RhdqwaCl0RmgDaXgLctDz02UOY7jIhk5JNfClQwGnoQmJtdqOj7K8GnYoVsgSxKW51EYfl40XZnKuBvVnMkNyaBmd0IwtW0PbaiKguC9WCoqVHLBvnR5QjBF5eOtkRUfgb2e5jtYso6iSNyrD/jIkdL42FFP91u7TZZD5NG9e3UoBAqOwrBQ7U7T4WMndbZHPu+qwciiLw45Tabd7CYuD+PgsIeqSaDFE4iaInHl5jSx/uTRZbZDbbvT6SfuX5Ikmh0LN4VcArCGE3nX9adUaCMk1U4aKZhM24tV4U0dw3QRQkokrDsJA+gRASSEyCR/BqabqmDqD+yZfiRK7mYRZT3TZWA7lAvJVnI7rWlSMNpXZJH7reHzMN1pgqllOtxumpxeCdpsVh8Hgbov7s5aloOmB0G8m/UBzx+rcNhzqOYebHi4sbFBvV5nZ2eHzc3NmeWPkmAaHa/RaHDv3j2OHj2auN6jsuZbYIEFFljg0cF1XSzL4s033+T06dP0ej3K5XL2hh8SVMsFisXpsVI4wGgYOmsrE/V9dD5kGBprtdLMckkK/lMr54e/S0hSEPaf/FtGlmGpWqBkKCiyjCQHNZBkWUaWJSRZYr2skTu1PPxboJKRJAmk4GjLSyrLxRIDy6VvudhCptkLElw6PQcSajK2Bg7LpdlxZX8ONVFG6eIhhjVuMzBP7SQIXCCKeZ2lcoFyIUc+b6CrKoqiICsyBU2mok/UIL4Y1nkRwTP1BeRVWF2pTe03OHzwTJaqVT79XA4kCVkaPqvhtSBgabnKNyyt4rg+juti2w4906bVHdDumUNlQ/I1ZBFMegZR8KhooXnveRilnEpRV8jrMgo+A3KcXi8H/KWA0T0SCHzfp2LIfPypLXwEwhf4InDIEATPpFrQeeb0xvAZTZIPhRAgBdaQ42SzUKxkTNoKqJbynDm6MjlJaTqBMa+rnNqcft5hLFfynD66gmXZaJoWq5wpF3MUc8kq+2JO43ToHKTpkmWU8wZnj66OH96kTQUrKzJB8uDw75I0IUtlKegTqnmNZ0+vIkkSshT0CzLD/8sSS5UCtVpurIZqdzoUixUc38dyfAa2NxcJVc1rsXGPOJT1hyeYKgkk1cheP65OdzTBUJKgnNeplAxKeZ1aWeETF04G/YIsDe9lKAlVl/j0R0+P2+o0lyWolQt88tkz47CdPDyIFDpeoVLDHTq+gI/nC3zPw3Z9HMdFliVUz6DVNcd1jhsfIoJpgQXSsCCYFuCnf/qnE5cpisKP/MiP8KUvfYm/8Tf+xvt4VgFOnjzJG2+8wfr6OpIk8QPf9Rl+/pd/m3vDWkw5XeXIapW1WhldU2h3TXY67kxxG6t9QK22hNNr8HM/+E0cWZl/8pLTlMRAYH8YALQzbNRuhiy64gimRBLI9YPBUcpALkxuDaz7IJhG5JVIJ4AaoyCn41GIJBP6QmD5s5lOI9VQ13RS9y0RBFmTaogIIWLvvS+YFJDNGO8cZnyQozZVVoS4aA8cJD1ZOdQxXTYTJl9OQrDdEqCos4PNuOC8kc9x+fY+TxxfmyvjL5xdt9/oYAzt7ryhyqFjOoxaf3isqOSDhyuGbW3/sB0MYn0PzdCxhQSei+f7KLIcqJZE0O7DwXhDkenZHrWhYChnaHghWwp7eHr5IRkUVoi1LY+8poyt2g76NktFg9JQDeWFZqSyJFHSlfFAcbdjcXJp0kBHGUiOG5AJeVwGQ6Kw2Zm2zLt+YFGpVZCloG1d33M4dU7GdH0q5QLQAMBq28hysE4WAXGqrPPu9QPIp6sbq3mVi1d3OL5RhpX4drRVMbgdISd8b7qdBirJ5E/6ne1G6nn4vh/c9+Hzd10fPTL4b3fjCTV/qHCszyHfN4fkkOsJ4myumwkk1miA3bO91MKoEGTcWinqoFZMfaWoLWDfTn/b+qY7o3oKw/UFrUiBgWg/F53khOH7Ykymmo5H2Zg825bpst9zxu21kUG4ARTzOawYC5zOwGW5HOQYXDvo8dyxCkfK+kOpeZ544gleffVVqtUqhcK0feyjJphGx3vllVeoVquUSvF60pGlb9KyBRZYYIEF3j/4vo9t23z1q19FkiQ+9rGPIcsy169f/6BP7b7Q6ln0U1TV1pbLQSM52eiMvcp+ynKA3cN26vJND3YPk+2YFdXgrWu7ictfeE7lvTvNqb/JksRKtYDVUthY2qSYV5EUmb7rs993EAJ22hbLpVmVmenFO2rcL+ZVC8mhaHxOlzmxXmJ1KYfnWeTyOXxFoe/4vNzvM7A9mgKaPaAnCNic4PmdP1rm5Xe3U4+1Vctxe7eZuPwzzxf56uXke/2ZF5d4cyc8zlWDH6NAOS+xvL7KaiVPXg0SXH1P0OvZ7NYH7DTM2MSsMLQMK+B5nO3meWpqzI40OZiXqZLANl2eXFHp9S0a7QEHzR7NyDwmZx9y2OrN7GeEjz91hJfevpG4/MWnjvH21XuJy3NGtjtEzlC5dvcwcfnmSoXrdw8SlyuyxPWU7QFWl0ocpCQcbqxUU/dRqxS4mnIOmqrEWmCHoesar11KvlcvPH2Ct+9E+5C7U78dPbJMfWfASsVgqWxQLmjkDBVZlbG8oJ71ufX57bULc9Q5l6JsWwTFlFpLJ1YLNG9PkjMLusy5jTJHlnIc06DvCNqmx2EnSHTuAB0TVpcMXrvRTNzvx8+t8PI7d5KXP32Mr15K70dOntbZayY7oaiKRHFjFcMos6TJlPMqaiHNL2eBBT48WBBMC2Ti+7//+/n4xz/OT/7kT77vWWW5XI5SqcTBwQFra2sYusrf+OHv4r/7F/+Og0aXw1aPG/cOuXFv8mFeOvWRKSMgQ5j0PAdfwH//E9/Kn3nx7P2dgyonEkzv3gkG/QPbAz3+dcqpMnvtSWA2Gvj0haBnu8QN6SzX57CdHrQNW8ANbJeopDaqABqv606yeZIGk74vxvvv2x7LkeUBeTW79ciC7DAhIB2FmRAMtjw/dljhCYGCFFioZQQr77TSK1JGbdmi1g62J0gzptvvWTy5Fj+g6icMbG2fsXIojCQrxOu7TZ44vkYul6yWGCGnT1r/W9d3oRRkXvlDkscNqbFsJzi/g0YHRQ/2rQ+3Dwb9OpIQqMPjWq4IVEUFHV+MaotJWJ7A8wWKLFHQZA67FseWJoFlK2ThNZKtjxRMRmSAWdAV2sM2e69lcW6tTHH4bg0sjxErocqQk3xGQ/YbB1029Mmz3G/2Kdcq4/rEpZxBvRtcr6znWC977A3VSC3To2Io1MoGh20L2/U5WtK52jRRQtmCb11v8C0f2+RSw6RneSiyFEt2nFzO8wev3QZgtViItXwb4XjV4JqA3XqfjVCWaxj5mDbebnUhP2x3wsdy5VTr6t16F9Rkssse2FNEthNDMPXSgiiOPyajk+A6Hv6QNLFsd9wGpo8RT5aM1D9xlpwz++jZiTZ/ENSsiyL87vVtL7MIbN90sVLS9AYxBGS4bpfr+6m19cLfiaidw6gumxQkaWbaPcCsshEgp0g0h/8uqDKeH9SJ2ihl9zNpUFWVp556iosXL/LCCy9METuPg2BSFIXz589z8eJFXnzxxfuuteQ4Drr+cNe8wAILLLBANoQQ7O/vc/PmTYQQfOxjH+PVV1/9mlWYPmyCQpZl2qPYx4NY6PlCsN/sIckSN8zphLiioXBuq8xeo8+zR6uxLh9ZJmvzJMxlWazXcgonawXwfL7lk0fp2B6HAwdLwF3bA1TouoCLocqxFvVhzEO++PNJrxKR9ixcXyBkibtx8/6ywVZF5+mTVZ48UqHRt7nVGHC7ZU3Nk7Os6x6VE7CmSCznVCQhqHcsru11uXM4GJ/L6eUcL791+9EcbIHHjzkahhDBXGy7PmC7Hk+OHC1s8u52i61qnqW8iqYqOL4gbhqsZ5Cl8yCXQlIdX8ljqDLLJQUhy3TdQJ3V8aHlwLWdBHIzyyIvo7/15/gmZNVScz1B0Qhq4w0cn4FjcynpfBdY4EOGBcG0QCYMw+D7vu/7+KVf+iV+7Md+7H0//qlTp3j77bdZXQ2kvf/nb3uRL375d+KzXiQJ1QhlTPsuh4d7yBJ86Sf+LN/y/Kn7Pn4+4SNQ0mQu7wbh7b7pzCiHRihGPn7RrPeuGZjIxcGeQxUQDvoOYsikJAWT6XpYrjeuvZN0/Ml5zgZlE2tHDYOjWdZNg2G9nySCKal+kucLUKCZsX8hBI2+gy8EcsLgaRAhlKIEk58x6LqdQmB1TJtY4tCXYrPQkgLWjhxM7uYJnOaMyURwf+AxSngRQ8VLsTprxbF90AaCAGtxKFNr9y0w9DEB5PsCyxH0LYelQqBwkIenK0kSzYHDSlEnryu0mtP3pGdOnq+kKJi2R05XkBHkI1ZcpdD70rE98D2EE+zv5m6dk0fXhhfkDkmz4J70PYYE+A4Ae32fcm0yibVDapKe7bGS18YEEwT2e8slfUzo9kYkROT9+N9f3eGTzx/hZtOkmteoRwoQq7JEfbc9HkwvF6ePE0WnGwzSTdujqMerJbsxhIhpe2Ol5mbZ4PWM4MxB38GoJBNMVuRddhyPcM0ezxsRIgl9levFKoOmjhEijyzLgdIsdduz4t/5EcF02E6vfeV6Po7jzygRw+jE9BvhfjmLKAPoDZxE5SXEE/thi7x6z0l16W6H7mWUiBrVoDJdl7w27zBu9rkpQlAeWkCOgiZdy+FIgiLzflCpVFhbW+PatWucO3du/Hff91HVRz/0LJVKbG1tcfnyZZ5++un72rbf739N1PpYYIEFFvhaR7vdpl6v89xzz/HGG288lu/BhwtZwcaHV9BmxYazlqfVA2n3TJbWpv/Wszxev97k2nYXW1MpaDJPrBbYKBnIsowvgkTApHnXvKScGRrH5VWZU7U8R8qBq4EsSWNi67Brcr2ZnkyYVVMZ5iOYMjivzKeZTfYNbRJi4IigrqyLRLlgcKFg8NFjoEpBbc4b9f4jCdonnqEQ9ByXg77DG9fr/MHleuI+FrrwDxkyHkjSuxrGPNSqYWi8s9vjnd1JjE4CzqwUOFnLs1LSA+tCX8Sq4O4XWmQfuiJxeinHSkHjdknn37y7T9ufPfm1ao5rO/GqMpFxL7Le4XmUl1lKRIByTqUXmktGbdcXWODDiq/3Ud0Cjwhf+MIX+MZv/EZ++Id/+H3P9C0UCuRyORqNBsvLgYf0f/Njf4E//+P/cLxOqWBwYnOFQmmJm5aMEAK72wS3T05T+H//9Hc9ELkEyYNSPfR96Zgu+Ur89lJkIO1ErK3SgrKmn11vpNULBSLtGHWU5cbOLixPUO/ZqR/KcBZ9nHqhk0BejWzn+o5LrA/WEM0heZbk191PIJ4cT5DXko8/gje8974vkGOyulzPD+pbpRxTSwnger5gr2MnWkH0bQ/k2e0tP95eIClg7Q9rpORi6jZFMSKYTNvBqC2N/14yVEzLQR0GUm3bGSuLGt0BFHV8z6daDEgIcziL2mv2WD8OrVYXISvjNqEp8lQx2rYZEEyGIs3Yx0XLdO21BpxYK1HUFG7XexwN1T8adDqEiQ0JwdLQpq7tTe5lpVzCr08fxwu9a9f2+zx9vAZDcm6nMYChMmPg+iiRttPu2ywVJ/f3resNNk8tEW1hni+4ebNFYbVAUZZmCKYnV3L83lf2J+eZUxMJprwm89bVg6l14wima/dm7VGENLlHIkPBIoTANF2MhD4KwIn0M9F6Qc1ml7R8VNv1aWdYUZihYzgxfg6+L+i7fnx/NVIw9dLJH2t4/+yUTNU4e0N36O8uS9KYwEmCEIK+lW6RF1dXz0fC9X1UWY71BQ/jIJRYECaY+o43tt6s9x2OVucbxnkxAZ29lknVUIOMvr6LKsNOx+Kp1cLsDh4Ax48f5/XXX6der7O8HOhfH4eCaYStrS3efvtt9vb2ZmpGpn3nBoMB+QwrywUWWGCBBR4eIyvTr1XF0v3jUVW9efBjZAWP05abloumSLGW3x3TxVAk+o7P69tdoIsEPLFa4FhJZTk/qglzf/dABjQ5UDh89qk1NEWeInYE00RPO2M8Bdm1iWA+dY/IUjBlxJaz7kVQwyd5J1ECyRPBj6GrPHWkwhOreVYKKpYr6Dk+/Ujiokz6/sfnCfjCpzdUhW137Kl7LmWoPB4Fsh7Ho1Jjfa1jntvwsMQnMFc9NENXiBZhEsDVwz5XDye1gjdKGs9vFMmpMroiocgP1lcokkRFVzixZFA1tKlGUSskz4+WUhLp5nTmTISY4/2ah1wrRFw+Wn0nU4W5wAIfBvzHMrpb4CFRrVb57Gc/y//8P//PH8jxT58+zY0bN8a//6kXzvET3/ftPPvUSdZXa/Rtwbs3D3j7dgOr26R3eAfX7FDJq/zWf/eD/KefeuqBj51EMN07nGTSN3rJg9uoqkhEPtBpA2PbE5n2R4edSUZDVAmURC5BQDBlKYzCmRO9mIz8uL9BMNi1HC+2plAYzUEQLO4n1LNJIph6QzVVViFZezjISbIoi6uBElZNdU0bNUU1ZCdY+I0QJVZGsPwYsssXiZlxxWqFWzuNoPhrClzPQx8SYpdv76OEMkN7PZPbO/XxpH7voMlILDS6D/VGm+pQ5eIrwbZieKqmaWM53riNqYqMJybXMdpHXlMwh5Z5I0RVcoed4N1ZK6nsdN2pwfHS0rRNnJBkikNi7Wa9P15XliV2W9NqljAhKgjUg44fZCXe2OlOFaVtR4iKG3s9SoUJadO3PI6Vjdg2fO+wz6oqkY8M/jYrBn/42rRntZGSNXlqJT9F5OTV2XZxpKxTjyGoeqF3dzs0aI+DMxjgO+nvuhNprE5UNZOhHBrYXuL7OkJYwWTG1DhqtAeJ/dWoRlIn4503h8RhGvmTVPto9CyySP2B5Y2tIpLQTiCpRttkkeNhq8Bwnbjwud1rWVN1ydIQJdIBXr3RHPcRNw66bFVzXD3os1F+NEkkkiRx/vx5rly5gm0HbfhxEkySJPHUU09x48YNBoP09hqGaZoLgmmBBRZYYIH7RqYYJzOy+/Dn8LAKpqxYZzTQGUYuMi8RwKWDPrfbFgemz6Hp07E9TNfH9sRwriPIq1BQJUqaRFmTqOoyNUNmJSeznFcoGwoFTUGW5UzVUGMegmmOgO48I5NsdcLDPXA54zyzLPA0WUKVZYq6wnpR42RF40RZ42hJZb2gkFMkfCRE6MdHwkPGk2QcSeHQ9PiDW03+8Hab13d73GnbM89AzSLsHoGEKfNOL2RSjwzzEUxzECcpNZHCOFkr0HMFh6bHds/lTsfhdsdhv+/QNF16tofl+riej4qPihj/aJKPIfnkZY+C4vPskTLVnD7T0aU5PJTyycsyXcczbtWjUjAZMTGB7ZS6TQss8GHBgmBaYG78xE/8BP/D//A/PLT/8INglO3Wak2K9f309/9ZPM/noBmyyvM93EEbSQhObVT4w//+CzxxfPWhjh3n76pI8Mr1iTS8kZJVHyaAYHbAFJfpPl5XmrVwC8N2vUgNpunAaVoQ03IF3YxAaicUJO3Zsx/MQUrQum+7mXLqRj/YPsnGr5di7wfJip/wOUAywdSLIbZ8Jv65WVlxIzu9pLGEKxKC5Z6Y8ehNqr80wsVb+6nLAZzQ9bx7rzG1TJUEe81JAc+DRndMnjpyMCDs9QYYuobvCxwlyO7RtCDY3O6ZDFx/qr2FJxyje21oMpIk0epPFBjRorMj1d5KKR9k3oUmKl7kPvQsb+xVbLlifM6SLHFjrzc1zovaknnD51Mr6bi+YCWUzSQkWAvVmrm615t51+2Bk1h/7Y/f3qeA4GxFY0uXKLsO167uzpAOUQVjGE7EdlKLWWcpYbDe7AT3V5EEF0NFTONg9fpYMRaXI3iuR7RbNyPrdzPI6N16N9Hqc3weof7GjhnBN1LqzVmuj+P6JDjojdEfvrPRWncjDEwn8X0d9SdJBNT4GMN+Me4aRqj3469lpMRKq78E0/1+mGAK25Leag4ySfy4/QHkFdjr2PiKgirBO9tdClpQKPhRWOSNYBgGZ86c4d1330UI8VgJJgBN03jqqad45513xmOVLDuehYJpgQUWWGCBB0HW9yUzm/0RBMkzlR6ZNZrSt48mU01tm3D9+0NrZx8YeNB2BE3bp275NC1BUVMoaDI5VcZQZbSRiiFcC3TOeMNeJ91KHkCdRxkxxypuxjllkR5ptvQwD8GUPn6KqtEkSUKWJTRFpqAp5HQVV9ZwQj+urOHJKp6kIiSFeW5Emq3iAh9CZDTMeV6PuaYbc7aLk7X4MffAFbRtn0PTY7fvcq/nossCQ/bHP7okUCWBTNBSY3gYIJ2MNYwUginjQrNuwzw1mOZ5f+LyU7cbC5u8BT78WBBMC8yNzc1NXnzxRX7zN3/zAzn+6dOnuX79+vj3Yl7nn/3NH+DbP/0M3/D8OdY31lE1lY+cWuVvff4/4Q9+4QuUCw9fVyFOwVQdFt4bwXL8RPn9rYPpbAMnUhskiVwZwUwhHqLqqKiCKY288om3igojbN8XrU0E6cXle5YXa0sXRmN4fp0EJVTSvekMlU9JxNF4veH2SURUEnkwytJJu38wIfTi7KeCOlHxXazni5kBTFYxW0+Nox+m0RsEkyzP81GrS1PLFFmaIgzbA5vCsG6YVggssbrdQAmzd9BAGlobFkrBIHCn0cV0fJzQtYYvezBsS6PJTytEuhqaggg9q5GaojQ8friVeL6YGp82Bs7UhEoZDu0EgdpsKZSFVI8QgodDm7GVYcBccSfLK0Wd1ZBiSTCbnfXO9Qam6ydK2Zstkz96c5vXLu9z9W6LTn+2vTgJJKymSLx9bZo0jLPeuLXdmfkbMK4VtZpXY9UpYRxfq6Rq/q0YMsTsT/dbGfwS24fpxUdd18cLtXE7hmBppRD1tutz0DEzs+x6w2duJbzbjU7y4Hz0TmZZEIzURXZCnSffF7F1nmBCMNkpz8Nx/ak+K9xPtcI2gz4c9rIDK7oiMdN9e4KKIeNLQUarJ0CWg3dxrZjd19wPVldXyeVy3L17F9/356ol9zCoVqusrq5y7do1IFBNpbUb0zQXNZgWWGCBBRb4mkSm+uAhFU65lLlcnN0xpNennTdNNSMPZ4ztlOSkEeYJeM2zjsgYbz8sX5hFMGUph7K2fxTnANkB8oW46MOF+UwR0+HOwTAllJKeQTjBMw2qlH1mSUYhAomYHHEA5BSi1kpJ7AYQCcnDI3hz3Kd5SqXFrbKow7TA1wIWNZgWuC/89E//NJ///Of5zu/8zvv2SX1YVKtVfN+n0+lQLpcBOHd8jV/+f/4Av/OVK5i2x5/7U08/8vOKI5gGMcoWQ5GxI/WVDEWa+RjUQ3Z6vi+COkUJn0/X9VOz5KMKnGhWfDujWH3f9VILn4bry0Q/uJbrpWazNHo2akr9Jdv1x0HPToydlOv59BKufTDnCKY5JMiSslGSLPY8EahJBq6HqiQHW0f3PyCTppd1bTfR19x2fSzPn7JPyxrQdLzs0YhtB9f75pW7aLnpOiqaLGOF2pklJFarBVrtHrIWXOPIFm2v3gFyOI7D8moRgL4vM3B9RGhSEbYKH519bihJb4fIScNQcV0PbUgojUaDxWFWZBBMD/arqwoVQ6FpBuey07E4Vp0Ef3uWC4oybnsFRWak1YpOMq/u9Th/Uqc6DJj3un3QgvtSyGt0u9PvxyBCaLb6Lh8t6xxWDfZisoayCE6AXoIK7vRKgT+KqNKcyPt8pKzz2o1m7PadgYsqS0gZM3Vdlblzr8uFc2vEU1Uw6PaJDmWdUD2lbmcwzGpMxmHfZSmfrHyxImRtXFAiqkALw3Z96t30/szzfEzLQ5KkWAIL4DBlH7br0zGzlZf9McGUUjsu5d33hUCkTJq6A2fqOxbu51uR+3iQcU8ASrpM9G7cPuxzcjWofdbuBm1bkSTWilpmhuyD4OzZs7z66qsYhvG+1N44ceIEr7/+OoeHh1QqlVRSq9/vLxRMCyywwAIL3DfOn1qlWCyF/iJNqZaqxTyfef5saOl0sHepVJhaHoWuKZw7vkb8iEEAEvmcwYkjtcnOIwdZquT51DPHESI4MyGCLHvf9/F8QUlXOLdVxbQcBraL60v0THscUE6rX9QfOJCbnScdZmQlJdWuDcOaU8F0rz1P0HWeeePsOoamoGkKuqqiqSqG7FMs5JCkiS7M830838f3BaqikM9pWLYba5WVXVcog2DKGD89CmFRVs0ueDAFkyQFc8ScrqDKoFsGtZKBosgosjxWsMlSQHJViwafeOY4ICFNjZmD3yvFHN/w0dPhIxDQCsHKsizhj5K1pq5p8lyKOYNKKXn8t1TK85nnziQuL+R01pfL9Ho98rl8LHGha0rinARgqZyfuo5oH1Et5vnMc6eZaj1CBNckRHCdQoqtrjX6vVouBn3AcFOk4B0UIvh/tWjw7Ok1fBFY3Hd7PTQth+16QckD253LIi/LjWWEUoqCKAx9julCkoIJ4Fg1x/WY+Xsadx1n4R6GIHimmqqgq8H/JVketlGJQkFnc7Uy7hN8X+C4wT0cJSbO844Jf/Yst5smZ9YyN11ggQ8UC4JpgfvCk08+yfr6On/8x3/MN3zDN7zvxz916hQ3btzg2WefHf9NlmW+7ZNPPrZj5iMEjCzBmzebM+tpMYOtYoytQN/28DwfRZFp9+1UWynbdDFTVEaDSLDxfhRMAKYnSMrbjqpsogqmrPpNe12LXDE54Bw+17h6JY0Ucsz2A/VAVk2iUfA1ibxJsvgbDaJcIaV2ku0hIeF4PvmIlVmSOio4buBHXgndniyrq4EreOPSbT765PHEdUYDl+t7bbSNaYIpr6soxmQQbYqg1OvtnToMW8FoYtPsmlDI0aq3KJ1exfM8XC3PwPERyPhCIEsSmqqMUwwlVcF2fXLDNh+tYzMwnTHBJA3rvox83TumQyEXZDNpqowWGnjtde2pgdhu22K9VhirdsKWeh3bY7WocTAkcW83Bjx/ZplyPpj8mo4y9qHTdYUb2x0oTR5CnNJN2B7L5XiCqWtmp1c22iaos5lasjfb9vp9hzBTmWSPN0JBk9nJqL90cjnH9k2fRttETQiiO5ZPlGAKW8w1munqJAAr415YEaItOtmybQ/TSw442K6XaVk5CBEztuPHBjDS6uXZnk9jkE3Y9EYWeQn9Slq/a3s+jb6TGkSIbj+tYJo+//2mCSlEPgR10bohUl4iqL/0qXPLAFzebgLBt+mJ1ULMHh4eiqLw9NNP88orr3Dq1KnHcowwJEnimWee4bXXXuP8+fOppNaiBtMCCyywwAIPgneuH2C7u4nLP/bMSb76zs3E5Z9+9gx//Oa1xOUbKxV2D9up53Bic5Xbu43E5Z/66Dn+5J1bictLhRxvXbw78/dCXqdcyKHaA06WZPKGjqrKIAcJZ/WeQ6NrsRRDMMHD11zMMNkAgpFrlgMEgDScMyiyxJHlAmu1AqWCjqYpIAcq7rxweerJc5i2R992GVhBUN0DBsBAgGz3MK3o+E1mNIaW8hXIexj5YD6T0xQKRkCqGJrM6toSf3p9BYTA83wsy6PZsdht9Gn3nUw1WRaxM0/gOgtZ5ZWi51HNqywXNAxFRiawJ1d8j3OrGgPLoTcw6fQt+qbNIPSoSrJJPaW+6yfOH+XlN28kLv/Y08f5yjvJy/NGcPw0PHN6g7ev3ktc/pnnzvCHrye/n+eOr3HldrqF/epSiYNmN3H5p549zUtvXk9c/rFnTvLKu3cSlxuakmgLPsJzTx3njcvJ1/npZ8/wyqXt1H0s7d7F7zuUCgbFvEEhr1PI6ei6hqyo+EiUNBlB4EyT9lYqsjwX5RsXW5vZV8oqm5V4ginOHahaUNlaLbJcMdjIPY2QZBwPTFdg2j6m49G3PfRyHnJ7OIADEOmnKq5O3YqoKhWQ8pCXJHRNZml1hSf0KjlNRlflYe00kBF4roftOBTzGhu1YJ434va2myYsCKYFPuRYEExfh/jN3/xN/upf/at4nsfnP/95/vpf/+tTy//Vv/pX/J2/83eAoLbRl770JZ577rm59/+zP/uz/NzP/Ryf/vSn33cVU61W4+rVq/T7fQqFxxMIiyKq8FEcj+t7s0HduA+ckuDDqgzvWyMj+9yy3ESrJ5hVMEUL2/cdPzGT3vP8YN/F+H1H7Z/MyL7jVEdhNAYumykEU7iuiOsHAW0jFFBvphBYDtDNOL4QYkyKWQlWVkn1rcbKlIyJ0SjgHUdMJKmjgmXejL1gFsFk2g6vNXupBJM7vE6pXJlZJoRPrlQcryeMPKW8wd39JpRz+J6HPlQf9Ye3a9ALBv6dVhdkmb7pIMkSpuNT0JXAl92ZZOMcdkzWq0GgNnpvLcsBgmXW0AZvVPPooOdwYkgwqYo8VlJBkCkUzga9vN9jvVbAF1A0FNpdC0LqhM1qbkwwARRUmWIuuK5ru31OnjHwBCiqzHZ9wDMbpfH6Pcdnq6xxrzPZ/uLNFkdr8TTs/hy2HLuNAeU1fWogbagyF68fzqzb6lpQmvRrN+6lBxXyqszLd9LrL2nDIx80+hzZqMWu43mzchonREh0+jZp5iG+L6YUT3EwI6RJVJl52Bqkfk8sV9DJqo0UIaAcT6BHUtvaKZaktufP9HNRuN5EVZpEXLdSSCrL9VPJc5itPRe2Cg0TtxLwO2/t8m0fO5raf+iqDKE+sKTJdCyPpaKOJARXGw5lDfb7Dn/6bHwbeRQolUrkcjlu3brFhQsXHttxRtB1nXPnznHp0iU0LVmJaprm+zaeWGCBBRZY4OsHmTWWMvAoptEPu4+kzfsDm/7Aptu3ee1mvAY+LxyeVGWO1vLkdZWBJ8bj/4HjUTTix44joVUShBBzWeml3f8jRYUn1kscqRVpdyye++gxDrs2ri/YcYDW9FjsqZrGrf1kIgAmtV2Tz3vyb2dYO7QTGpseO7nBO7vRY0jotSKnjiicP7HE8zmNrulwr2lyebc7NZ9UZCm1xT1OBZME5FQJ1/VxLJcVCe4e9tiPsQc/u17grRTiZoEPF+aJ57m+oG859C0HGrPvia4pXOsGcw1Dkzm6XGB9KUe1pKOoCj3Xp2W6bFaMuXvNFJOdMdLafJLlt+MJnj29RG0pB6rMQd+hbXl0CJL8tg8cOv34eW1GF4CdUp/cFwLT9vB8wW4rPYbw3JKKuqxxfLVILa9S0hSWKgZDWmuBBT60WBBMX2fwPI8f/dEf5d//+3/PsWPH+MQnPsF3f/d388wzz4zXOX36NP/hP/wHarUav/Ebv8EP/dAP8dJLL819jI9//OOYpsnFixen9vt+QJKkcS2m9yNABZMgOMCyLvM//Ul8Fkkcl9RO+DjldZmBK6ZqHMXBtrxUgqkfUQ2YoSBip+8gUgYM/b6FleKBGw20RmXPnYzaUf2MbJpoEHUQIZjS9m+7gmZGkDYs5Y4LBFuun2jx53gCIQKrgyT4QoxJos7AZjVCpgV2ifH3v2269KIKjixZufBxy0vc2Tnk2JGV2FVcz+PyzV3UmGBpd2BTHf57/7CJJCtUijneveOhlKHZaI8VRZ6qIwOl4e+3tg+BHPXDBkJs0bMcCroSSNxDNoqHXZPNWgFJCJzIvZ15P4QgN1Re3GsOOLESkF+KLNHs2WBMBoVhK7qdtoWhSFieYLmoc7c+oLY2sScpRkajtuNRGErxTcfnSEnnbscevxurhYniqW15LOmC8JTosG1xciVe3dAxXSp5LVVZY7s+SwWNRuhdf2I1z3+4uTez7kGjT2lIMB0pG4n2eCPoQmBl2EVu7wUkVafvcFKVZ96FlYLG3Rj7u/BqPcsHKXmU71guXkaqqWXahN+HqIKpmVIbCQLCO4kQHiGq6HRcLyBXhuj2bdL4I9Ny6GQQTL3QMZIsL+oZtaSy7DD7kb5v1FearjelJC0bCn3HJz98H5KgRL4Do/tUMFRs28T2YMMQ3LN9jpeTkwIeBXRdx3EcDg4OWF1dfazHAlheXmZ3d5dOJ8kgcmGRt8ACCyywwGNCRsH3R1OrJj04nBU7ziLJ0jY/bJq8eqvFq7da43Wf3ixxbqNMve9QNB6spuO898Udzp0qhsJHtiocreUp6Aq2P6n3OqqxupuRFBZXBzUKJ2OuFmeLNy+6loemKbQdHxSFIytFtlaLlDUFz/O5cvcAVZZSw8uPIu131F5kKbD67wwcbtb7vLvXxRzOOZY8n3dvpye4LfDhQUY3hJCy262X0fZLhcn8wXJ8ru12uRYhUyt5ladf3KJtOpQNBUWSU4nkNPu7EdIUTJXcJNSdV2We3SwHBJck8a9Nh0v78Q4dK9VcIsGUVHZhhCR3izCEyF7nsGVCLY/rC/Z7Dvs47PUdvi0+BLTAAh8aPH4j/AXeV7z88sucO3eOM2fOoOs63/u938uv/dqvTa3zmc98hlotyFL+9Kc/zZ07ybLbOEiSxF/7a3+Nn//5n39k530/WFlZodfrYZrvT6G7kYKpllP41ZduJ67nxwxMr89kKQUYfce7GSSN6yQTTEIIBpGgbjj4WM8o/j4YOKmS6l4kWBslmLIIpEGGh22UQIoSWmn7tzw/k+AKB3GjtakgqJGUBMcPyCc1xYIvPIDoxBAMaXHqnu3RjTzXLKJgZMv1+zE2FiO4rse7d2eVMcCk/hFwUA+CrZVSAXdIou0ftjlSK2HbDnI+IDk6veAdG9WysnsDXF/QHSo08royntzBpOaXCrgSU8s8d5ZQG9WgutexxhlIkixxrzFtmRANyI8s9JZKOncO+2ih0aWIPOr9toUeIi7l4cCwbwfvhxNqR62Bw+3d2QmTnDIQ3KhlKx+q+cm9LxoKr70Xb0NQ75iowxtRTapMGl6/kWwtAbBU0Lh6b3I9FWOWSFrJxeeZeN7Qas6ycaMFxiJwLAc3agcQXm674/2NECVnWjEZkGG0TSfVMxtmCaboIP8gw+qvbzoz72XcOkn7h6BfTquLZHk+/QRF5QhRdeOor4vaThrDdn97L/26osGlq7vB+68oEr1+8NxqpSIV1edoOf1ZPyyEEDz55JNcu3YNK6XNPEpsbm5i2zatVnwwZGGRt8ACCyywwIMgM3Cbsf374QOSWfcnc3nyVdQ70+NQAVzc7vK/vbbNb7+7zzt73cAGPXKjMu9bxvKCJrFRUKgaCv/5p4/zZ5/dZGuliJBleq4Yk0sjdDJs3SGopZSGtDnh+Lwz10hHVEniC2jZHl1PcOTICs+sF/nYkRLPrBbYKGozz+6hLPKEwBeCruVyY7/L//r6Pf7ln9zh197a5bV7nTG5FJxnxq4e/CwWuE/Moz7KWkWaoydyM4iVYj45aXmE9sBFIPHyvTa/fb3Bv7t2yFfvNdnpmFiuixQpHDGPXWOagqmgqTy7luM/PVfl259aY72Sw0PCF3ByOaX2Vjn5WuyMeI2VomAaQcxRq2qnPpi5tp7t0bQXb9cCH24sCKavM9y9e5fjxycWWseOHePu3eSA9D/5J/+E7/zO77zv43z7t387ly9fvm9y6lFAkiROnjzJjRs33pfj5VSZgibzH97YSf2ouJFgY06VuZoQ+BtlOEVVLGEIIXAcL5EEMh1vZgDui4m1XTsjYGtaPgMr+fjROiA+03VZBhmB2I6ZrjCKqj6iJFBaBojp+vQzFBNhC744gqmXcu2252dmoITJvH7MvfATZkejsUI3cvyswpij9jUoVtk7jA+U+r7PQIkfFIUJrFbfQvJcDEPDKAXqH8vx0FSJO9sH433l9CDzsOcHZy35Hq4vxooKQ1Om2sHI01hVZCRJohkiOZWI3WDf9tCGkzUhJkWEBXBzvz81qOpa3tSAc2R5WMlr+AJqoWKhtueNiSuAK3tdtBBZc3tI+o4mSrd2JsoGX4CQJE5Up+/hwHI5vRJ/XyvF7AF1uD7X6SWDVgIBIQQsDcmoG3fT7fEABoP0AP1WRZ/qI6L15ABarXii3kdGCMHhYTu7EPPAnrG8mzrPGLI7un5aXwizFntRCCGw7HSC6TCjELRpe7F9RRi9UJAiro+wXH8msBE9p7Tlvi8wvSgZK3C9wFpieuVgPy9fq6cW4Q7PCVUJXh9mGnvAvaFFg0DiWCXH9q0riKzIzkPA930Mw+DcuXNcvHjxsR4rjOXlZd577z0cZzYZYDAYLAimBRZYYIEFHjmyAreP4gv4sMH+zO9wynLL9mes5Ee4cdin5/i8dzjgT+51eH2nzX7PwvV8PCFSjzuaQ0lAUZNZzSscLamcXtI5W9PZLOmUDBVNDRxBspDlegHZ9nfqHNHuLAVTWt1lyH6WsiSBJJHXFI5Vcry4WebFIyWeXsmzXtCQ5lCijM9FCDw/sJM/7Dtcb9pcb9o0TI+v3mmlKuPf7xIJCzwcHsVYO4uAzeey58MA1dK0qrFhery13+N/v9Xi31+r89vXDnl3v0NjYOOKIP6UagsZ+V2VoWrIbBRVjlY0Tq5XUY3cjFLqSIpjQ6mQfC1JZRdGMDPiYxA4zmSu4wuW8rMK0L303NIFFvjAsSCYvs4Q9wFJGgT87u/+Lv/kn/yTcT2m+4Esy/z4j/84X/ziF+9720eB9fV1ms0mtp09YHxY5DWFG3fbmV6p0fpHo0KHcXBcH5n4IoPjdezAYi1JwdRPIEhGpFE3oyaK7XipAepGf3bZyLrJFyKdEBGCbor9nxBipoaTGQnsOmkTGtfHE+mD23C2f5yaqpeSYWJ7YuZ8oggHomPVUAmnN3pHw7VghBCZRWqVoZ2cJCv8/tvxxXpN26VQi6+hooUGfg4ysu/SbPdAC/7e6LuosjwmEduNNoWciud5uFoQfM1pCq4n6IcmYWG7CH9IIo34nHDx1nOblSnSqGm6Y4IJQAwnZb4IbC3CapuDnk01pLQ56ARtszwceIXFPrqushnKPNppW1PHvbLdpWIoOENbuLsHA1ZCHs2ry0UK8vSz79kCq9MkboirzZHRqA4nfEsFjT95O5nwByhqClsVg5u76aqU40sq3c5sLbgwonWR9Eib1BWJd27EF4b2RdD3nVibrec1tZ7n49gerps8gTFjJvaO648DCJ3uIPN9tkw3deIeEFDT+3AiwYLWIP2d3utM2/jFoW9OE0zRa44S81HYoeuOQy/mOiAgtFuRDNxRX+96gmJK4CPct+QVGdcHRQ7qvl05tKnkFCzP52ilQKVS4dat5GLgD4tR0e/l5WVKpdJjPdYInueh6zqnTp3i3XffnXlmixpMCyywwAILPA48jP3co0IWGZBJQGUElksx6niAGwe9qeuzPbjRtHh1p0vT8rAF2H6gNnJDP44v8AWcremcqekcKWlUcyo5TRkqdCZ7zUoKGqGeUfMYZseMUcwz3k8b38EciraMZxW3XJIkirrK8WoOTfjIvoPsO0i+i+R7w/8HP8L3OOg73GpZXGva3GjZ3O04NC1/HICfRwX1UEqpBT4AZLSrR6Bgys1ph2no6RVafOBOx+ar2x18SabvK/R8ha4vM/BlbCFN/QgCNeNmUWWrpLJR1CjpCqosDdtp/HkvpSSI5hL6NMh26LFdL5MoTqvTFEZZnz2P3ffHwGmBBR4YC4Lp6wzHjh3j9u2JjdudO3fY2tqaWe+NN97g85//PL/2a7/GysqDmXn+xb/4F/n93/996vX6A5/vg0KSJE6cOMHNmzcf+7FUWeLSvWw1QVRRY6XWEPKCjK+0ovbDQGVSnY9onY4RRoqSftYH0PExE/bhC0GjN0sQjUitTkIQdATP81I/wLY3W/8obAvVs9zUQbYvJmRGEsLZar0YAihqQxWG5foz9oNRhPdpRgLffdtDTqhZM6on1AwFi3uWmznpUEITm7ZRphchB33fp5/2yJXJwK/rgup73NubkAu2pFEq5sZ2F+1Wl0JOY3e3DrKCcByWKgUsxyXMeVr2pJ3IWjBoHA0du6EaYauVHMWQkme/Z4/t4GDy/ozujxZ6/vfa5pTN3PWDgFgpDpVLduiENFXGiLQdL9LYlnMqtifID4sPrxUm96ZczHHlTn3KEmS/a3PpToMLG7PZTlnECEyyIjeLSiIxPIIuS5TnqGpaVV063XSC6crtSN8caafHKwZmyntqKBI9K8MKoNdDkiQkScK140nlOJJckiTsYf9zUE8vqgxBf+imkNr9GEI7qpLqRAuDRXAQ0+eFIYSYIphgVsXUMtP30Rg4SCl9V5zdJgQEUztCGNa7kz7gVoKPODBVu+orVwMLzWO1PHlFou/Cel6j7wmWdJnTp09zcHCQWrPoYTHq28+cOcPBwQHtdvb39WHg+z6KorC+vo6mady7N114emGRt8ACCyywwIPgYZUBHwqzoyxSJKNeSJw6HgL1tJ7gX9V3fBgaYvlIeKEfH2k4P54mk2L3M0e9EwjssrPgZigT5rHIyyynm7WDTCuzbIzumoxADvwIxj+SELQsP9XGfR7yaEEvfa3h4WvBpc3BIJs4GkGax/eOoF+ZbopB/2ALeerHl2RURUaWpZnYkSRJ5BJe22IMeTOCqqURTNmkdk5Lvxd2wnw5imhiKCwUTAt8+DFfT7DA1ww+8YlPcPnyZa5fv87Ro0f58pe/zC//8i9PrXPr1i3+wl/4C/yLf/EvePLJJx/4WKqq8vnPf57/8X/8H/nZn/3Zhz31+8aRI0d46aWXOHXqFJr2YEVE50WtqDNopqcMdE2Xash/9vZBcvB3YHtUihmB26HFXJL1VC8hkDkYBm0tEQze4+A4Lj7JJFXfcqOx6OF5B+s3M+o7WZaTmlUWRz6ZoYF9I0X9NELGPICD3oRgiqurklXjKeB/UgLBoUCzFakvk1bfaRSQboQCyVE1VxyaPRMjP1STKCq/88oVvutPXQDgzct3+JN7HXzX5VyMgGnQH7C2FGwrhEAYeTR3wGG7DyUD27bx9RyVUp6WfYhkBMqUI6sVOn0LkGkeNigv5Wg0OlQ3l8f7NkNBb1mWMG0PZdj2wioyXVVQpcnvu12bcJx9r2OzWVMRBNmQTuj5WJ5AC618vd7n42eWyQ8zjA7bFuSCPkBSJDrd6fYZrSfWH7aNtaU8t3Z7OKHlRk7joG3ywvE1rteD9XqWx0q1wI3buxiFGuHXJkuxAkHdnrWyzktv3ctcVxY+1+6mB/cVCd67uUehkINafGD8SFnl7bvTfZYXafN+xiBZkyXevZtexHfQ7QPBvbctB82YzQhzbEGsKseyyeU0mp2gjSVB+AKr7+C6/lQ9ranziHmH7FAn0elb+BmT5l5GXbeB6cxkp9qujxE6p0YvPUu2MXBYqeYSlyfV5TMdb0bBtN2YPN+Xr9b5zk8cm1FCGoo0Jm2LssTbw7a1VcvhDPsp4XoomsLp1QKyLPP000/zzjvv8OKLL6Ioj68mkyzLnD9/nrfffpsXXngBVX08Q9KRagrgiSee4JVXXqFarVIa2oMuLPIWWGCBBRZ4EKxU82hqaNwTGWYUcjrHNiYD82hCfV7XOL4RM3AfolrKY2QEK1eqRXw/0EqNCC8hhr/7AkNTWKuV8P2gxo7wBa7v43nBTxayrLGSSCQY1SeeXd62XDZTLKrmRdRuPA4S8ymYslQFc1nkZZB1GQ56D01AZW7+kDVt5t3PwzqySVJAdOmagoSENFSjSNLwFkgSmipTKeaGSW7B3wWTJKa8rpE30ufXeUNjpVpMXK5rauryQl5npVrEdV0URYlNjq2WcqlEtK4qLKccw9BVlivTKvvw3gxNwRyO58PdixCTfkBXFUp5HQFT/YA/rLuV9cwlKbtta5oGc/AmGfnPYxwrGzwKKrOgQlzVhqh1fxhpJJjt+miKPOXgEoWuKamJygPTBuawFIxRje0tFEwLfMixIJi+zqCqKl/84hf5ju/4DjzP43Of+xwXLlzgF37hFwD4whe+wN/8m3+Tw8ND/ov/4r8Yb/OVr3zlgY73uc99jk996lP82I/92PtuMSPL8lixdebMmcd6rFpB414GwdTuO1SHcwRVlnh3Ozkru2e6mRkQzjDQmGTVllSwdOB4mLaHl/JRHgzJjSQXvW7Cvke1hprd9HsxMN3E2lHBfmb3H77OLBVAoJByKRfiicWB400FWqOBYyHEkNCKv0em65OXpVSNZ5g8iWbQ9VNSw0ZEWs/xcbxgkLLfs8kSlEbHdbvo7Ow3+Z23bmGWl6FYZrC3G7vt7n6DtaUgmFpvtJEUFd2HjuUil6BRbwOCcqmAXCghgI7pgyRz77AHehmrb1E8WmO/0eXssZXhgFSCkIJHkiT22yaGIoMnsEMew5oi44QC/iJyTTfrfTZrQR9SK+o0+w6EsqEquUmg2xdBjTN3GNi/td/j2PGl4X4lrt3tkFubDNb3IoTTe7fbLG+WWa7kuLXb453rhxTWK3i+QBoG1DVvug1urlV568o2nzm+xhu7k2c/sutLQ6trsVbLZ9pvAHimw+29dGXS2VWNr26btPsWR5bX48afrBZnJ+6m6RBuZ+/dSiePFN/PVELmNB1n6H/vWDYwPUmyTBs/QeU1Unl2LZ+09j9SRkXr3IVhxgQZwralB/X0ewpgJqiHRmjHPOuogukgI4gRV69tanmSMtXxpmowKRLca0zS2EY2eVGCqWSouARk4W++tj3+e0WHG3vB87cdn6Kucn6rDECxWGRra4srV67w1FNPpZ7vw6JQKHDs2DEuX77M+fPnH8sxPM8bE0yKonD+/HkuXrw4JtAWCqYFFlhggQUeBIdtG18kjwPXVyrc2Y23IgY4tlHjdspyx/PYOUhX+cqyxK3tw8Tlp4+usLuf7Dbi2Ba+PUBVZVRZImfo6LqKoanomoKBxVNrGrqmoqoKsqwgCOx2TcfHkEGRJLyYAPTA9lBjlA2NOZKz5kErIzEIQFOkuRQaYbV9XldYXipQzE3uRTGncXy9MiY6RiyLCAXrK+UCpVIB03YxbYdOz6bZNcfznUwLvYclZh5u82Af87BQkkQ5r1ItaJQMBUOVkBEg/KDWpuLx/JlVXM/DdT1cz8dxXBzPx/V8bMdF9SRKhhzU5PIC0tP3/bEdtue6WFbymNpxXNq95HiEaWj0B+nxiiPLJQ5byQ4AtuOmLl+qFFKXQ3A/U4/hetRTllu2w2EzOfEwb2iYaZI0GLbFZOmL77sI30GR5SHxIjB0FU1VUBUZQ1PJlSU0VUFTlODvwx9FVpBkiaWCyjOVPLYn6Ds+XdOdipUArJT01Dq0YWyU5ksez2quOSW4nig8Ecyl4ubQSTO1Ul5ltWJgrB5DCIb3R0GS5THxCQHpZzkeCPBFYKfuuB627TCwbAxdJSfkVBcRmCSNh3FggjfnPVxggQ8CC4Lp6xCf/exn+exnPzv1ty984Qvjf//jf/yP+cf/+B8/kmMVCgW+53u+h3/5L/8lP/RDP/RI9nk/2Nra4uWXX+bEiROPLfsZYLmY/ZFr9GyOD/9dNRTslKKjnYGDnpHpbttB0FWIwBdaC1kQ+EIkKphM25uyTopdZ7itnSAD6iYM/EekWHswHaiOom97qQRanFLADAVqs5QEpuUySJFi9yLB5r7j4/kCZZii07Xc1EKrA8enoquJa/hC0AtdXzRobKbIq8LbdUyH5aJBw/IxXZdcjPpjBBGx3JONPP/2egupPFETJdk3NFoTC7LucDC+WsmjaAoCqDc6aL7CYb2NUIL76isGlXKBvgj26bhQKhe4fa+BLMu0uha1co5ozL/RtdDkIIfKC436VEWi3XeQQx7N4cno3baFKoErglpF2/U+m0cm9X/Kuenn7bo++vCdOOzaPK0rdG0PRwiaPYePntbZGwb7rx/2g1nb8HwOOzZPn9PG2UWtvsczVZ2rDWucfPXerTpqrTa2u6iWA/Lr1Ut3Wd3cotEfvQsulbw2fCfikcflT97eTlw+dV0ZkyEAYQVkiesJlos6+zGkRqs9O5Ho9S0YBtKPVgxevppub9rMsBQp6AoHoVVKxuw72a4nT4ps28X3fQZCTp0Vm0NFo5NCWsfZfYZrzB1mEIFCiLGyLQlRJRxM96G266UqIyFeaRVG0vYt051aVjaUmenSrf0u5Woky9ExQctR369PtZNyQefVe32KejDxkj1/yo98a2uLN998k4ODA1ZXV1PP+WFx5MgR6vU6u7u7bGxsPPL9jyzyRiiVShw9epRLly5x/vx5BoPBogbTAgsssMACjxyZtU0+FF5jAs/38Wwfi1mHjKVqhTdvJ4/llqt5drdNjiznWF3KUy7qSKpEw3Rp9G3WYuZrXdufGpc/6Hl35lAwxemwJWBrOc/R5TwrZQNDV7l8/RC9UqU1cOhZHgNgIAAr+DmqKby3kz4/PWcobPccQAVJhVKelcoS1YJGJady/mSNc8eX6Fsu9bbFzf3elAorNdws4t0AZi7swRcH64RWkiVYK+jkVQnf9en2HQ5aFk1nwM6tG+wk7OPsZpW33kkvY1DWfFoZCasLvF+QAmWT7+EM6RUzlAysayq009+1b/qkzmt39qb+ltcVjqyWWKnkyOd1jiwXKGsypicyiaal3KOJ6+XU+DpMAji1XODq4WwCYimn8qln1ijkNVyCOVhr4GK6PgPAHRS4c9AnoKJm78vpjSI39+PatgLkyaOwdrpKXpOpGCp5TQ6UoJ7AtFzqbZPtgwHtrgURBasrYLtjczaf7IaxwAIfJBYE0wIPjR/90R/lW7/1W/nc5z73WEmeOCiKwtbWFnfu3OHUqVOP7Ti1QraMtdV3kKRg/OdnKBWaA4dByijPcz18IY0HeZblTlkw9M14CzsISKBWhsXcwArOL5p9P0JSsHykMrKS3feAoPaOYJYYGy+PI5hCwdNBxv3r9G2qKcUk42oumY5LcbhNMyXjCYY1oMrJH+6oLNp0g+yUUdaX4yVPmsLX3jFdlosGzYHL3kGDc6c2k08qRsotydPTplolXmLfD2nD7+43QauC52HpOXSGhCewe9gCDHrtLr6QMHI6rhbcB0XNUyjmabqB6uFwSDDpqkLfdCgMLeqafZOCroDp40ryWK4vSxI7bYuttclzi7Y/TZFwXUG1oPHetQ5HNyvjdq5F7mejb7Mcei8rQ4LJGqYi1XLqmGBqDVxOLOe41ZiQDHlZQuQm51I/aIGSCya9QKtv8/EzOlcOg31ow7YzsFyq0gDbyNEbvkcbtQLtQbwa6KNHc3zl7aucOHmS7Ua6cfLWks57V++Aspy4TlGXeOvaZABfzSnsR0oY6arMuzdms1kbbQtlSDAV5phlNjOI6qNVg+uhjujskWVuRvqegLSJf1ct26Xe6EFCvbIRRrWa3IQMPdt2Y7O5woRU1F4uCs/1Y2tFhRFXPyuskmplEFQA7QyFU1JtuLut6T5LOLN99MtX6nzHx/K4oc65XMxj+xL/5sp0I8nnDBoDl7O1HKokUCN9miRJPP3007z22mtUKhV0fQ4rhweEJEk89dRTvPLKK1QqlUeuJvJ9f2Zssrm5Sb1e59VXX11Y5C2wwAILLPBAEFm1TbIkKe9LInr6gC/rFP1MXzcf1xfcORhw52B6nLusyHziIxscKecQkjQVVPbFfHZsycdNVhpE19tcynH2SInlsoGkyLTtidNF2wdMl+v7g1RXAnWOk42rU+P6gsOuHSTD+bDfH9qZFQ1OFw1qeZWCImNaLisFjV4r/hy094GMlAhqPx/Lqxw2Ta5ud7gUo7I4v/z47JMXePR42KYjy1I6+Um88m1ge1y/1+L6vWCO/Klnt3htOBc/XstxZrXIesUgb6gzpFMhpQ7S/cBIsbs7uZLn6mGfvCbzDadrHKnmERK4PvwfFw+gGx8PqxR12E92xshlnPvA8ihoMn3HZ+DEzAs1lfJmmULF4D97bhPL9TnoWNyo97my1+NW0+TsemV2uwUW+BBgQTAt8NBYWVnhW77lW/jVX/1Vvud7vud9P/6xY8d4+eWXOX78+GOrF1FLsGILwxeBDHfg+uw20wPJ+20LN8UewOxbUx9q0/YohbiDdkrGz8DxMmv62MPAq0DCtl30SHZZ0vajukoJJVVC27vj844jmNox+w971doJnt3j7QcOZilNITW7bGB7E4Kpnx7kjbN5CMOMIcCcUH0YL0Q2RRHOtuuMLAcHTqIibQRNz26DSYo015+cS8/2QYOCoWIWgqBq34WiLmh0BpA3aDXaaPi0W12QFZx+H0XyaRy2cIXCwHLousE+c1qgZhoRTCNvYgjmzboiYXkCSZa4cdBja600Ppe+403J0wMLOYlSTsV2BWVdoTW8X15Ew367PmC1NLGBG5EQfcdDkiYWkyOslbUpgmm/MaAW2v7KtsmpM4Wp+l+eaTJS6rli0o7fur7P5nKRk2tr3Gw4VBII6OeP6vzRm1cRAtYqeibBVFFtXt8+YPXUaiL5e7qmsHNr8pz1GG7midU8v39zti3sN3oc2VgC4N5euqVDXpMY9NJt5ZRI0GGmQLIQOG6yOslxXOrN9PMQQuAMSRcrwdNzkPA+D8zJ+XTd9ExZx/KwMwgmM4a4Dj+n/Vb6/RJC0Okk9z0Dy02MNd0+7CGHstj82CBGYHv4iSdWqA/fG01RuLbTnrHOG1uYuj6aoXB6KTdVqwhA13XOnj3LxYsX+ehHPzqfbcoDQlVVnnrqKS5evMjzzz8/dR4Pi7BF3giSJHHixAn+9J/+01y4cGFBMC2wwAILLHDfeFhLs/cH6SeZ9WX3M2owpS3fbZr8H9eb49+fXi/y5HoRTVVwfB9DfvB5e9pZrRc0KorLeqWI5cGZkzUEcGj7iVs2M5KEklwiwnDj/LZCiM4vBVAfuIz8BC5sVPjIEfA8n8O+w5V6j+ZwLKs/ghBH3LOWEXQsl1utAdfrJgVN5vdej7dcX+BrEw/bTz0owRRFPqeNWeHbDZPboVqyEnBuvcgT6yWWS3pgwz8HstbSVYU4KloCPrpZZnMpj+UJXAH90PtbLai0+vGxukKMY8f0MbP7irKh0o8jl0K427ZwBDhIVMs5nivneP7EEqU5Et8XWOCDwqObwS/wHzV+6qd+in/0j/5R5iD0cUBRFDY2Nrh3795jO8Y8FnkQBNMl4OLddL9sTZZSC31ag+kPjhUJbLZTBsGm7U3ZsMUhHBQdRMgYXwQDzTgMHC+oEZIS/HNdb2wrNoixexJCzHjyBucdBI89X2QWQW32nVTf2jgFU9jGLun6RrAcP7Wobdx1hesNJZ1+dBA0IpsaA4fbB8n2ExDvERyFHkNCtVodFHUyKzGHZhE7h5Pj2YoW1DhSh9v7gpwquHn3INhHvYWu+BzWgwykVscckoABqRpWbjhM29mFMx+7lkchNOiqDxwqoXVHxGNxOHALFw6WJImVENF7ab87dUNvDQkTX0CtpLO9P01ciEijunizhRo6F8+HqmRje4KVahBsfvXKPieXgkFc25puD9v1Hpeu3uLZIxraTKaS4LlNlT984/p4UK9J6Q/wzJrBK+/dxfMFm9Xkwsf1xrRSSrizpMvBYXfmbwCdvoOhylRzKpcz+qjTSxqdTrrSbydyHCvyXm1VDJCSZ8QD06adobZ0bXf8QtmD+KzOdgKxM7IpbXdN/IyJim262I6fmG3suN4MSRMcY9Iu6hk1nFzXx0wqfEegJEzCqF7S+Hz8+D74ym6XX/mDmzTqfaqGguv6/N67BzPrjYjUe/s9XE9wfquM5832aysrK+Tzee7evZt4bvMia3xQrVap1WrcuHHjoY8VPW4cYVWpVPh7f+/v8dZbb73v6usFFlhggQUWyLKIy7TYIzuwm7WPrLpAafMhAD9m7DDCfqR+8bt7Pf7Xt/b4/762zZXDPraXPO7Kwki5rkpwomLw4pES33yiyp85VeOZ9RLHVpbQNQ13jnoluiJlrjcHv4Qdk/wTRtoxRo4PvgBJllktGXz6xDJ/7qk1vuV0jQ0DHoXkTZHAcV1uNfr89uV9/rd39/m96w2u1c2Z+rgLLADMR/ZkuFEA6CksqQAu7/X49bd2+cq1Om/vD7h82Oeg52A63rCfuP/GGSWGlwyFJ5dzfGS9wJNrJXpuQC5FcWol3hUGwDDS2d551I4Fbb4wvBrZlZBkGtb7H29dYIF5sSCYFngkOH78OE8//TS/+7u/+4Ed/86dO4+N4KoV58sUUGWJak7JtGMqyBLFFPlsNJM+at2UlFEBAVFjprARvu9PDR6jBQS7AyexPpHl+pm1TMLqnjjLKdPxYwevphP8sTlwMidLHcubstSLohunYApZTw0yPBW6pjtWecUhTiE1smZzvPhgJsxaZXSGx2iaLt2EgPEIsppNcuZzs+30znadfKitSbmg1kihEFjf2ZaNUHMo+DSHpN1B20SXBa1hwFtBIqdCZ9iuu31nPEkyZEE3pL7SDI0zG+Xx7yNl2mhOpYek6ns9m2rIpm57aANWGA5AwxZniiJRC2UMWe50K72y0yE/HKytVHLc2O1NyetdIVjOT363PUG0is1eIzjeemhQ2Wu1AcF+x54ZYDuuzx+9cQMGbS6sSZxbcjmaH1D2W/zRW9Pe491+hrrFmpA1lXx8W9goq7x3a9r6zoyQLsdqOd6JsccboawrbBS0zAmkORikqosKusKVO9MkVS9CkOgZx3AcP9M/3wqR0f0Ea8vocUcYkT8HjfR7Hxwn2EecvQlAt2vH9kth1WArY8BvWS6W4ycGczopqtZBf/o5Z/XDL1+t8//5g5v8wbt7M8tqBZX3drsUdIV612avMeDCiRpALMl09uxZtre36fXS1WZZEEJkKpNOnTpFs9mk2Ww+1LHCiNZgCuNbvuVbUBSFn//5n39kx1tggQUWWGAByLbQe1888h5SfOxlkCZpy+sda1z/NgwB3Gtb7PRcbnccDvoOfcfD9dMJJ5kg4KrLoMrwZ04t8Y0na5xZLlDJaciyPHNHo3Vy42DMwR4pcwTZnQyL97S6M8WEoLUnIKepnD9SZUUX1DSfsiowZEFwtcn7FMPtbQF9T6Llwv96cY9/d6XOm7vd2HjBPJGUrHn6gqP6kCGrNlfGcmUOV4F5uplwwmsanhrGESwPdnoOVxoWb+8PeHtvwO2WSXMQkE6+L4akaHyLE0KAgFXN5+mVPM+uFzhezWGoCiCN4wZxOFJLLpWgZiiU5DkIpihxlIS4WFrDXBBMC3x4sSCYFnhk+Jmf+Rn+/t//+w+cifQw0DSN1dVVdnaSyk0+HOaxyIPhwHeO9Tpde1hcPR6OM30PzdDHRQhBP2UA2zUdnJRnELWZMmfIq+QsetP1aWXYy4X3F0cCdROs4OzhKTczVAABpESCSQhBP7YG02R9N2MY1OjZiXZzEF9DamQ5lRYwj2au9YaETmPg4Oi51CxBRctug8XCrM1T33apFAJFzP5hE6EELbTeDezaup2A2NAVGTkfECsuGnlNpucHA0HbgfXlEq6Sx3NdGl0Hb3gPC7pKP3RvNUNjqTQZlDWGz9MTweAzrGhqmR650ODu2rDQZm5IME21RVmCyCQ2bEUhgNpwclYt6QgBm+UJ4aYbGuv56YFtN0LU3jkYsJGHUn5yr6/ca3F+1cB2fY6slonD5bt1/uTdO7xxdZfLd+rsNmYD8Xd2G7HbAjy9meft6xMiQPbj34G1fMwgsz19rHLG2D2vSrTb6cqkvCZx8eYB2ymquqNVY6buUbS+0M5BOrFjWi62lN6uw1aHceSP7/kkCRJHBFMWGSN8gTN8b52EGkjdhH5xVIPJdv3M2nH9obVpEonVSyGY+ub0s78VU5Q2CgHcacxe+3JJZ7tlsVnUOLZaoNtzWC4ZaJqG7/sziRqKovD0009z8eLFh0riSFIShSFJEs888wyXLl3Ciakz9TiOW61Wee+99/it3/qtR3K8BRZYYIEFvv4x33w3K4r4PhTWyUDWdWQRTE6Mkn6ybyglBHHvhNRNfVdwMPC41w0Ip77jkVeY+cmpEroiocoSmiwlJkSG0c5wrYD5FAdxRFkUcUr3MJyU5aUMDzwZH4lAgWTIgrIqWNYFK7pgRfdZ1nz6LrRdiaYjUXckGo5My5XpujKmL+HPEfrLUrQt8DWIjGea9cjnUTDN8y5K88gAgWNL8eSOIEjmu9MJSKd3Dga4nghate/P/MiAoakcWSoN7funz1FNmRssl5LdRKSHKh433Mec06mDmHrIti/GZRYWWODDhgXBtMAjw4ULFygUCrzyyisfyPFPnjzJrVu3HgvBVZvTIk8IQSMjmAlw7V6bXMpHNppEboVIi27fSc0Mqnet1MwiM2K/Z0YG3u0Ugsd0/dQse4BeaP+DmI9fM0GF4PgisOfLqEU0Cs7G1UGCQKkUlyA2srVzPD9zYHCv0Y899xHiakiNSK04e74RotYJvWG2XsfyQFao1+Nty1zXRc7I+vFdD1WbpTcPB95YHr691xz/XdUD8mV/aJVn2g6SLGOZFmg5ygUdz8gjfA9H6CB8bEll0GrT6Tnj8zG0aYIJpicn99qT96Ga12ZqTYXHdm3Lw1AkjKHyaLs+qVnkA/WI1UbXmqYK7eF7Uh4SwmqoHciqTKs9HZS/tT9LBBVVDRHxar50Y4+8JrG+HE8wbdf7LJfTa7gcNHvUSnFKSEGrPq04ilOKqDJcuz1rdbazP7FOy2syr76XTrJ7gz5vX08muwBO1zQsx6M3sCklZFRG6y8BNELEVU6VuXirNbNOGCe3VjOzIKcJptnl7VYv0ZbBGW7QyiCtndC7npR9mlQjbURiZfW7AIOhAjCpvlZS3yeEwEFj0AveB8u0afSyyZdaQYu1Sx2pZyVPUDZUnjgS1EVTFAVZlvE8b4ZIKpfLrK+vc+3atczjJiFNSRRGLpfj1KlTvPfee4/kex5XgykMx3H4pV/6JX72Z3/2sSWpLLDAAgss8PWFub5PXwOx+qxTdP0M2/WUeQ8kq4OupiTKOH6QcBL9CWPeW5s1BoSAtMlCdq2XrASadIu8op6Vohq/rTT8kSVwhIQrpCEVFX/GuYzznMNR8MPAiy7wCJHFH81TX2meZjMvJTKvcxBMnFFS+wsRP++SpOR3v5RPfh+zyLR5vg3OnATRzYR+sp7hlrTAAh8UFqbzCzwySJI0VjH983/+zx9rQfA46LrO0tISe3t7bGxsPNJ9L89ZTM/zfN7bTq+ls1HWeeNWk6QwmzUwZwKmpjUJ0re66QqiQYp9XrCv6eVRBVM75YNluX5A1KQ8226oHo8VozI6SFBPSJLEwHYzrQxGln5x+wboJWSqmc4oEBxvdTWCEIL9noPpxO/H8+NtvUZWcEnEV/gcRujbPs3Q/b65fcja6tLMdr1+Nmnp2LPr+L6gK+kU80EWTr1jQj7ICspXArKk0bVA1cc1SJx+EMRud02oFOkc1pFkmf1GF4oG9sCi27dQVYVmz6JoqNiRXIWwsuVOc8Dzx5YChVFBY79js7w0IWNKkQmVzMQv+cZhj63NMr4A14fr2x1qxyrjyc+9lslSUacxbHO393vkl/Lkh3WdGq1JW3OQeO9Og43j6wyGCsF79QFnVnSuHU7a7JtX6zx7ujR1Tocdi284ISPJySTSiY0q9c4gcTnA5lKORuT9ffZogZfemK4ft7PXBGNt6m/n1xT+8PVZ4qnRHnD2lELf9jizmuf3b6S//75ppdYvAzD7k+tYyquxlpPR+ksAB02T9eG/N4oab2XMUmU3/Vxd2yHMc8QSTClqrFFNpa4rUtNp7FCfkWSN2U/oV8YEU0ZxaM/zcVyBJEmxBJPr+Qw8n7hZuztcf3evzqnTR+m042tsRbFW1unUZ+/PqPvbOexRy2t85olJW1NVFcdxYkmZ48eP89prr9FoNKjVanOdQxhZRE8Y6+vrHB4esr29zdbW1n0fK4wsYksIwZEjR/i7f/fv8l/+l/8lv/iLv/hQx1tggQUWWODrH5IkcXqzSrEQqtUhTasBlpeKfOSJY1PbCTGpt1Mu5njmzOb478GCyQ5KxRzVuASm0DGWKnmMmASzEQqGxtOn1gEJWQKkoCqTNPx/paDz3NkjuJ6L53kU8nnkYYBWliUKBYPN9RyyNFQMSYFAwBMCx/Up5xSOGAbtQfwcLskKqmN5yMRbsjlzqKXnIkKYLxCbUSY1WCcjrKFlEDe5FGt8gGKmgunRIK/KqXPVeRRMsiSxvpQnr6sYuoKuKihyYCMoSRIFXaZ8YdjuBSAJhD+xjLRsGxyLc8dWJzaSgZsZQgiEEFSLOV48f3yqrYvRSsBSpcBzT0yPD8OWlJqijBPNpteZYLlS4KMpCZylQo6PPnkscXm1mKOYNzD7ffScgSLP7itnqBxdX0rcR6WU47mUY9TKhanlo75jBFWWx8TNNKky+edypcALTysgptcJ/i0oFww+9tRRQEKSoNvtUimXg+US6JqKkLWpYww3xWeoVDRknjlWwfEEluNhOj7tvjPlIJNgEjEDTVXmqj0N85HDQiRRQhJrRY2d7iwJraW0izQlIqQTySNE43FJuLLf44UzKzP93WHf4WRKzeYFFvigsCCYFnik+MZv/Eb+q//qv+Lq1aucO3fufT/+qVOneOONN1hfX3+kBFdeV8hlDMgA+qbLvUa6/dTy0H5LJFgOqDGD6rCCqZNhUWebDq7roSZ8GKNWS1GiJk6dM17X87F9kfo174X2H2dj104JbvdNByvDimGkoEp6Ft2ETLrR+o2M+zcaNAwSRkFmwv5Hiic7IUgM0I4QRQPXpxlShB124tuOaaWfM4AbQ4jt7tXxJIVaJai7ZA6nJ55jUygtB/9Whu1xGPjdO2gBecxh8H/QHQBF/CHpqasGrU6QTXPYNikaKkKSME2b3LAGVHhg5Ykgu8jyBNWCyu3D/hTBlI9kNg4cD314LrYrKOsKLcvDdH36lsdTRZ2dIUlzabfLcmlCMF3Z6fDJ1SLG8P5fvdemOiSoBq6P6wmOVzQuDQklT8BaWeFaSEDUMz2KxuyA7avv7fCnnjuecPfj61/NrBMRQh6r6bx79fbMenf3Gqyf2Rjbr1VzMm9cupO43+WiRt/22N5JVwwByH76BDanSrx7c6KUKsRMmKt5lSuXZ1VQtutT0GT6jo9rZmdm3dtpQjFeFQYw6EwTKZ4vzdidBf1NQn8kSewdtBExE74wnNA7GGeR57o+A8dPrcHUTLEWBTBNd7y9HXOMessk6TpGBNPIOrXbM5kn1JCPCVZsVQyapktek7l6o8MTW2W+7cIkIUOW5THJFL3XkiRx/vx53njjDV544QW0OWw7w5jHIi+MJ598kldeeYWlpSUKhcJ9HetBjvtt3/ZtfPM3f/MDH2eBBRZYYIH/eOD7guvbLSB57KUqx3j76nbi8mopxzvXkpdvrVW5t58+tjt9dIXrd5Nrby5Xi1xMOcbHdY1X37ubuPzk1mrq3PbsiQ12BsEYOKcrLFeKLFeLlIs5VF1D8VxqeZXmwJ1RObgJ3+d5kvvnJZj2MxKAIFlxoEgSKxWd5bLBajXHp55ZQ5YkZEUaEm6BzbLnC1RZwlNkun2HRtem2bOnyMZ8giPAeHlKPRgA6RHJ4YwMIkyIIEFpKa9iKBLC9zAHDt2BTatr0WgP6Ko5bt9ObjNnj9a4ePlm4nKApZySmpj3qY+c4pWLs3OkET52/gSvvZe8PG9oDKz0sfmFM5u8nfJulJ47kzr/Ont8jau391OPsbpU4qCZnBj2qWdP83rKMT72zInU5XlDm0lgjeLC2c3Ufugzz53lK+/civx10qes1kozCZJRfMPHNF65Mlv3tZDTqVXyVIp5VNvhXMVAVmUcIejaHod9Z+pdLmjy3OSSLs+nrkrzAFzLxxNMfspuHd/nxHqRalGnkFcxdBVJmpxLIaewslrEF8EcxPMEtuPR6Tk0Ohb1tkW7Z0Muex7leIKcIs+UxzhcKJgW+JBiQTAt8EghSRI/+ZM/yT/4B/+Af/AP/sH7fvxcLkepVOLg4IC1tbXsDe4DtaLGditdSXLYSieXAOxhMNNJyJTfKGncZno/4az6uPo/YbiOj205iQRToF6YfDXDJJDleKn+0Z4QWAKSPoeu508NCqLqKMf1MT2ROBgY2F5QADVlsNAYetFaiTZTSUqDUY2k9Ps3ItxMN/4+NHvxbWBkE+f4iY5dM+c2cLypmlNtJ/6YQd2s9EGIFCP/7vWDdlQoBKolW80hAc2DBtKJlWAdTwYVbCRUhgoxBVwhowCKJOMK8BUD33Xp2xLeYTDZbfUd1irBvpeLBv3hw4+Sf6O6S5WcxmudNposjQvdRp90vWezVZ14L+tDO0PHF+Q1hYqmMDKxapkuR7TJHnwBtZyKGD7rnulxoZrjVtOkPXrvIhaRfculVlBo9Cdt9e7+7ITHdn06rR6yFD+p7WZYRwJYISXiWlmjebhHK6Y9+UKwWTW4cRCcx9GCy50Ui4+SJnFqJc9X30ieaAGslVQODhpAcsbT6WWNl+5M7oUSk1t6tKxzKWFmX9QU+o7P1bvpAZH1kspbV+5x+rnKTC2nET5yYpWX3pmQXZIkYVs2uaEKz/N8bDe9v7i71ybLyyNsGxqX7dhsm4l91ogEbGdMYq1Q+4ir79boJE/cRgTTQV/wBNN1zNIQx9VXFInrXZtztTz+aoFnj1Wmao5BYJUXTIiC8wwHf8L2dRcuXLivRI77JZhGtZ/eeecdXnzxxfvaNow05ZQQ098jXc8mij/3uc/xb/7Nv2F9fZ233nordp9/9a/+VX7913+dQqHAL/3SL/Hiiy8+0LkvsMACCyywwMMg6yudZeeUVXvRcVwg+Haatse9gzb3DiaW30ZO5Z0Dm3JO5cyREhu1PEKV2e859G2PUm72++yK2e/z7HmnntZ4pbTauCPICF44W2OlYmAYKg7QtT26tjemdfIlnRu3k8e2R6oGtixBSadc0lmSoJbXKOkKqgANwfJygSuH/ViqKJ9lsZd5FfMhapFX0GQMWaJvuWw3Bry32+XKpbuJY/NHezYLfBiQ9TTnq8EUj75p0zdt7tLCL69zGCFzcrrMifUSa7UcuqGxtZJPnGtHUckgbbPPDqq5+HC45QnkoSL16a0ypzdK6LqC7QssV3CrYbLnCeg6wPQ1bVVz7MUlHqoKSq3AxnKB8lKOv/D8Jr4v6JkuBx2LW40+t+vmzNmKmD64PnAz+8gFFvggsCCYFnjk+K7v+i7+1t/6W+zs7HDkyJH3/finTp3i7bffZnU1u77H/aBW0DMJJjcjyAhw9U4dgL39JlQrM8ulGCLBCrE20Xo3Yfi+j+sGtWjCjg0j2LY34xtrhbJeWhlZ+K7t4Theog2AFcmgiSqYGr10e7p61870IDjojAim+PuQRDCNCKm+46eOpEb2DnG1S4AxURHFSMEkEEgxB/CFYOBNB8NdAfuhjCBLjS9qqalKpnGxE6Nyur7bArmIYei0210kLZgAOmZAPLXbXYQa/E3JBaoiWwSfhXy1jA2YjgySja+V6dXrSLKGKivYjodj2hSH2TfhCWrP8aYk/APbRdVUSkaw74Im0xpO+FxfTA0kbzcGbIUUTv3Q/V6u6LiRNpU3pj9jju2ihtqnMdxv3/Ep5jQu3WlgrNTGx8sVDI6LAY2QxfH13R4fPV7ijdvTGWeX7rV4+kiey/vWTK2em7sdFFlKnZDtHrQBg0pewe832GvMWt6NUDaCdnJ8SeVPLl5PXA9AET76HCPxrYrEzZ06lDcT13EG0+SaF6OMu70dXysMwFAklvMqLx+k2wWu5iQuCcFSTuUwod/ZOZi1G3UsZ0wwtRvtZDZ3iL2mCXqytaFju4TLC8QpmNJsSW3Xx/PFsF9O7lisELEd7SchvfadO1xfKBqdVmdo15c9qWpG1KiKLNEzg0zBw/qAjYrBn3s+vi2MSCbXdWdIl/X1dQ4ODtjZ2WFzM7ktRXG/BBNM1356UFX0PLWf7mes8IM/+IP8lb/yV/j+7//+2OW/8Ru/weXLl7l8+TIvvfQSP/IjP8JLL710X+e8wAILLLDAhxvz1Nn4MJRgethzyEpqiUvMCWOUrNIxXV6/0YQbTQCKhsKlE0u8cKqGLMv3fZ7+HFvEPSMJOLWc41Qtz3JBR1Nkdtomb+z12HV8cOLHfOmECxiaQnhLT8BB3+FgOMY9v1Hi6a0KF45W0IaEzvV6n4u7PQSB+isN89yheUYyRV2mZii0+zbvbne4fjBb40VW0uczC3x9IetJz1WDaY7+ME5pZdo+l+60uXQnmFv+2Y8f5dfe2uH0cp4TS3mW8hqyJBGX91vSH944MmrVD8F7dGYpz/d940m2ew49x6fpCghZu5fzKp0EFVG9b5P2NvoCbjdMLE8EzkCawupygdXlAp96QiKnSDiOz37H5Mpej+7AQTGm44O2L+jYHhVjEc5f4MOFR2XnusACY8iyzI/+6I/ypS996QM5fqFQIJfL0WikF7K/X9SK6QqSlbzCG5d2U9cpGzK7zWCgKcnxKoLtGBuCUUy9P7BTZcOO6QRZ/kk2cTHqHTtEpDTayQVXIShImFSjBGbt46IEUzPDpmCnnV1ryB3eAF8wE+SHZIXSyHovy9e7Mwz0JhF5nQTiaeD6w0lYgtLB9WPJs9sh1ZvQdBrN2aC6ZWcTl3ljtn12fQXFD+7H7e2J1H2UCbO3G5CdnmViFAr4nodQcgjPxZQ07MEASTWwen2QZXRkfMfCVjTaXQvb91EUmZIqTSnr6gOHSigjqDGcXBWHgyApNAhVZImVwuTcb9SnM/tuHUxImFrZ4KAxTVxEPctv7feGxW0DXLrZGP+2sVKkM3A4WZ0EzBVV570bu4Q5U8v1GZgmpdz0vtt9h3rH5PSyMmM/1rdcTm4skYbbew1qRY0KPW7vpSt8pOFzY9DO9EN3LZtX30vvewq6zJtX7rF90Ey04cipEu/cOJj6W38w/U4eXcpx5W4ywaQA1QyfeYDd/aB/lr34d95QJO4czPYXJ9YmpHyrmd5fATQyLASsiGWmFUPUdgdpBJNHo2dnFnwN13kyYxIRotYHIwghxgomgN29JraXPXTTZIndSH96ZjlPsaCznNe4dLtFyVD46Mml2O1lWUbTNCRJGgeHwnjyySe5ffs2g0E6kRjGgxBMENR+6na71Ov1+94267hzFWmP4Ju/+ZtZXl5OXP5rv/ZrfP/3fz+SJPHpT3+aZrPJ9nayNckCCyywwAJfn/gw5JZnxYazvoNexrzJTqhZO0I0MWyEnuXx3k6H/9+1Or93/ZDdjjklS8riN+b5fLt+MCM4s5zn255Y5i8+d4TveX6Tjx2vsVLKIcmBS0MvYd48ta8MC3dNSR/fFIbBcE+A6QlkVeHsepn/03NH+M+eO8LxqkGaiGmetpSi92LgeNxpW7x+o8n/9NJtfuPN3VhyCUDNSN5a4OsLWX2ENEeRsnnexywrP4BKUcMXcPVwwO9erfOrb+3yr9/c4Y9u1NnvmOD74/ckn1InKQwp5eTCir61vMY3HKvwn5xe5vhSnlrJoJdwzkeXkpMXTcfPrKkGwVw3CscXdBwfEyiXc7xwdoWTqwW+7cwSnz5WZisnGIUnFjZ5C3wYsfh6LPBY8Jf/8l/mt37rt2i3kwORjxOnT5/mxo0bD7UPIQSWZdFqtdjd3UX10u3vKoqf6U+7WZkoVOoxxemXcip3Ygd7Epbl0GylB1TtYca6nUSCxARKw1ZzjU46wRMQTCk1lCLkziDyeyelvhME9mhp8CKD+0EMoZVUeNEeXqeXMUQf1VKJ7nuEfoJ1nu0LGn0bWU4hmGJwJ6KKu7s7S4w2OtmB9Kh82rYdLC2HKoK2sN+aBILXa0Hdm5EdYr8VkB0HuwcgSXjWAFlRaA+t8CpFFeH7tPoCs9Mipyk02ybKcGBXK2rsNCbves/xyYeq+t4btqsRKRO2TpQVmWJocOcKCN/CS/c6qMM/VIs617e7498BHM+feqJXtjtTBNVu0+JELXjvatVgMKiJkJrEh3rH5OmNaZVGsVjk9HJMDZv1Gm9e3eVICUoRWf1aLUY2GMJ6Nc/JssulO8le+SN0ez2eWdd45+ZB5rr+oB9b7yyMJ9c0uoPAD34joSjo6WVtlhSO9DnljGqqrmVzEKM8CqOgwo29YL/VQvwAfauai82ezIcKWedjamWF4fs+VkbQwI70SU5kfd/36aXUjbNdP1BepsDz/Cky3IqoIB3Xx0mY/HiR/qzVdzH97KHbkaoxQ3p1WyaSJrOWU3h6s8iLp5dSsxJH9Zh835+xyFFVlaeeeoqLFy9m2ueM8KAE06j205UrV7Dt7FoKUaRZSDiOc9+1pLJw9+5djh+f1Gs7duwYd+8m1ypYYIEFFljgaw/zObSlrxXnePCo8QB5FFPI+sZnjbOcFAJqbzg3sT3BG7td/v3VQ/7gRp3DnoXl+an3z0tYJhOMMw1vQFkVfM/zm7x4fImlgoGPFEtcJblThJFmIQ+gqenPshijlABwfbD9IEZwsqJzuqpzpKhOzaMgmwSYhsD1fJqmw3sHfb663eOdgwG7PQdjjiQwJeNaPhTM6QKPDFl9xDz9VFYypKGpc6nicgl1ifa6Nn94s8mvvbPHv35jhz+4dsjAcbE9H1+IB0oYA1BleG6jyH9yusZHjpTJaerYHH6jlGybvVJOt9ReKmTPLaJxrSRsd20kSaZsaFw4usI3narxZ8/WKC/USwt8CLEgmBZ4LNB1nR/4gR/gF3/xFz+Q45dKJWRZptVKVgkIIRgMBjQaDba3t7l27RrvvPMOX/3qV/njP/5jXnrpJd5++23u3r1Lv99nuZj8IVFlicu32ph2esaCFBqc7jdnCablBB9YgIHp0Oymk1zO0HYsSWU0GMwSSGHio2tnKSW8RPIKoBcZoFuR88iqf9TOWN7qTV9/tMZT2v4tT9C3XeSUALkQgvqwxlM/YbKRlH1jOj6NXjKBFr0XIxxEFBR367PBeTeBnJraf0R50Wi0kSSZpWGbsqSgXTqmOc423B3WfZGGku9mc6gWcoN7oCvBtn3bo1tvIMkqS5UcrUaHTrdPsRgQNyvFHLud6WsvhN6DO80BEpAbTmoaYSJRAi/yHH1fMHpMji+oDj2WSzkV2/WnBnwegapmvK2YzQjShu9dqRQQEjd3JmRY0wyOfXg4Tezl8gX+5J1bPLFRmPq7ogfHevfmPlXN4dkTVcZJiwkZf7WizsfP1Njb3cd1s9VoAHv7dW7d2clc79hKga++fSV14qnKcOX2ROFU0hOC7eZs/7J7OLEJlCV460p6Mdt+3+TSneRitgAnlvTxJCPJ8sNIuJ4RkarJEoe9dFLN6fdwswIfEW/+KAnfyiD1LcenmaJwAjBNd4rg6Ebe+XrLnGZVQ4i++11TZE7iAKqRiU01r/La5QP2By7X73ao5lW+9dlsC1tVVRNVTNVqlaWlJW7eTC/kPMKDEkwAhmFw5swZ3n333QeeXvMXtAABAABJREFURMZhMBiQzydnIT4IYi15Fh7pCyywwAILRCDeBxO9rO9P1pgiKyhsZ7gsDFLs4+8czqqgB67PK9sd9voOLUfQdX1sz8f1BZ4Q42CyKkFJlajqMis5mbW8zJGCwkZBYclQWamU0RRlrloujRSb4vF1ZqgvshRMuQT3gBFUWQJJQpYlirrCVlnn7JLOqarOVklF9gNTwLgfHwkfibblcukwIJRe3+tztWHRjZy3kXEeELhLpGLhnvd1hWwF0xxj2Iw2kc9l1zgFUuM0YRz2HXxJ5tD02e177PQ96gOXnuNjeT6OH1iYO66L8H1kBCoCFR9d8inIHiXZoax4LBf0WCeKpXwySVQupF/PPAqm7pwKpJ7jI03dYAmBNFdtrAUWeL+xoD0XeGz4oR/6IT7zmc/wIz/yIxgZmeaPA6dOneLKlSucOnUK0zQZDAaYpolpmrhuEPAzDINcLkcul6NYLLKyskI+nx9bA4VxvLkNbzVjj3V2Jc9/uLYHBIG8pPo9+/XJQLo3cDFUeYrgsdMIEsuhZ3qk8cJBrQ4JJ+H4ZkztDs8XeJ6PJEkMfJE4yhC+wHHSLfKigVNPSLiejzocdKfVjwIYmOnLmxGF1SBKMKVkoDm+z2GG0sAXjBVQvZgJ0cDxSJpeWL6ga7lICdkkVkKWihvJiKs7s89X11WyjKjUiK/CtbuHQB7HHtasUgwkoNvqsFIw8H0fWx0qeobPx/ZkUCBnaAgh6AzA7LcpVYs4PRPZNRm4PgID2bXxJAmZoM1f3PWDFKhh+wl7AnsCdFnCGJ7j3caAc8WgT/CBetuCUEZd13JZLurj+lT+8N4VhmRZWPHkSxJVQ+FO6NpNy0WVJdzhrPLi9QbGagFjaCO4Xe/zwoUaN5sOh10bXVO4crfBR56ucf0wOKbpywgBzcYhqlwY7+uwM2lD1+41uHavwUolz5OnNvBcD12VqRR0SoZGzlAoGwqvX7rNH+0FxMxhI518gWBiV1FdDu2sSaDAkGzqrR5PH89ztx7fSs5v5njpjYnVoOTPtu2qIfP29VmbvXqrz9IJcHw4UoBXb2a8Q46cqvgBcKzJexxX4wmYsUIcrz/sL1cLWqJacQSzN0CSkr89whe47rStpR1RKDYyCCbPF2PVYxKiiqWZY6QoR70IweTbNt1mh9rWRuoxo8GBIwWNZi1PUVfY61psnSyyXp2PWNE0Ddu28TxvppbRqVOnePXVV1lZWaFSma0pOHXuD0EwAayurlKv17l79y7Hjh174P2EMRgMyOXia989KI4dO8bt27fHv9+5c4etra1HeowFFlhggQU+WHzN1GDKOs+MxcEYPPnbbbseupSsghgMbEhI5NhvW6gSsfVV2pbLUl7H9cGNOdGqrmQGvt056wjVUxIERzAzrADVjMB4LsPOK3ZzSUKRIC8reDkDoaSrIlq2RSdjDG6k+fCNziVjrLaIa3994VHUYMoiqvOGxjwplhklp8dYK2hEpXSWD1ZM+69IHiU5+f3V5UBFGEU+Re2XRdTqcxBl+22TjbVS5noQOLaokTlYgqnOAgt8oFgQTAs8NpTLZb77u7+bL3/5y/zAD/zAI9+/67ozxNHo36NA1mAwYHt7m0qlQrVaZWNjg1wu90CWOMspNZjaoVog+YSBm6HKXL45rZIo68oUwXR7pxfdbAzbdhm4JI7xfdfD84JBnxND5Hi+j+PLsYPCgTUkjlIGEPbABpGsjvJ8HyfmS2c6HiVFZmC5mR/CfoYSoDWYtcQLI5Vg8sS4FlAS7LCNlTN7smmBZNsH0/XJJ8SzrZjMNyHEzOTHzRVptrosVScDjk7fQi1Et55GVL7eHLiggyHD3kEDSQsybRqNLk8fO87+Xh1kBeF5HFlfwvc8bMnAtW18AZ3DBsgqvmmSP7pKt+nSa+2zsbFEr2Pyl7/lad5q2EgSVHIqlidQ8PGGBKYeCXD7QqAP341b9QFPHl/CF4E1xPWdLuvHq+N1d9sWSyGCaa9pohV0jGE2kB3KNLQ8QT1Si+fOQY+VqsHusJ7ZYcfmG55YQRaTZ+D2TCDIbDy6vsT1u4cYYsCIgN1tB8e+tdviM8+t8Oqt4Bi3D/qUCgbd/oQUOGwP+KM3bwCwWtHZ3k6u/3b59h7LK8s0u0mkguDZ40v8yTu3+MzHL3DQSqYWXzxd44/euAbAWllLJJgODqZr1zTqTWDazq/stbid8G6vlAx22haGnN1vCitdZanIcOn25P4EiqHpochSXuWd9+KVUrbtgSwjMopKAwifVAWTZc4WYY3Wdev2Uzpdgne4MbBQ1eThlBVJHIgqL9sp1qFRBVOnY+L6Gp7joKR8x27ttwknE1y71eLUVpkCsFlW+daPZKuXRhjVY3KcoMZfmCSSZZnz58/z1ltv8eKLL6beh4clmADOnj3Lq6++ytLSEqXSfJOytInx41Awffd3fzdf/OIX+d7v/V5eeuklqtUqm5ubj/QYCyywwAILfLCQgPMnVyiXy1N/C6NSzFH4yOnhb8MkrMn/qJULfPqjZ4Pp11S+S/CHnK5xYnMl+PN4neAf0jCnPW9obK4uJZ5nrVzgM8+dnfn7aPZRLhh8On8Kx3VwHGf8TRQiGOOoioIva3hCIIYqIs8TuJ6H7Xo4rk+umqfRtWJr4/YGNqR8Zg1VHiZITuOw73Ii+bLmwrwE017imHyCvpU+7sxS/WQRO5mqoTlIHW2OMVaW0gpAyVhnxCWoioyhqxiagqrI459aKc8Tx1eRZRl5qMqSpGCuKssSjuOi4nLy6Or40qRhIx+19aVyno+fPzG+7skrEvyrVinwyQsnU68hajMdRaWUo5g0cQeWSnk+eeFU9OrH/yrmDVYqBXr9PrlcLpaYM3QttZZyrRy9DmlK2VirFPlE2nXKcoxKb3of1VKevKEN+4zQysN/Vgo5Pvb08UARJwS9bpdCqQjDPqCYN1hbriJCCkLfF0GSsu/j+T55Q2Wlksd2PayYhORcbj6CqT9HnSaAJ9fSbenDUDIIsiSCKW3OImW8r/NwsDcOBnMTTB3Lo1aYJph8EcRXFkqmBT5MWBBMCzxW/PiP/zjf+Z3fyfd93/fNZD6nIShs7o4JozCJZJomQggURSGXy5HP58nlctRqNba2toIP/PBYo2znEydOPPS1LCdIYddKOq+9PamvEA2sj7BVNbgVGejkQgO4iqHwxn4ywXRspcjlejIBM+j2xoE0J+bjPOi7iYE203JpZdQ/CoKxYCWoo+IIFAis/Uo5bdoWLQau6zPIGLxHPbJnCKY0iz1JCqys0oKNoWszYxRHaYFgTwR2bklzKDtmf0kKjPdu7PCp585N7Turs9YimXE9KQg+5zSFnb0mo9mdourkcga9Yc2kbqNJtZbncEg4DVp1Vjar9JpdkMvoqoIwTYQEuirRM31++DueYHOpwFsNG8/3KQ19xQ1NTaxRNbDdMcHk+oKiptCxPSzPpz1weSqn0hg+3+v1PkuFyRW/e7fNs0+sog6vcfdwAEMLsJ7j8+6NOuvHV8Zk7eV7HdaL2phgApBsDzeUbfTmjUM+ev4od9oOaytlrt895PUrO5w5fYq7LYd612FlqcRhs8tX3r7Bs0+d4p17fXwheOL4Oq+/N1EohHFma4W9erJKyfcFZzaXeOXyrFoI4ONnVsZkFV5ye1su6bx9JVTXxY2fHB8re1y6MU14HdTbUJoMzKs5hSsptnYlTSKvybx+Ob0eVF6TeO/6HcivJ65zcknnlbuT62q1TShOD643izrvJmXCWi7kde4lFCYeYaWocejLnD+5TlJFKLs/e8+ivFXfFamzBNd2cWwvlViJKlOjk66B6yf2S1GCyfVkJFmhvV9PVTE1Bh7qkJA9Wcvxx9frPHmmxmuX9lmWLD7+RPIzioOiKHieh+u6qKo6NekqFAocO3aMy5cvc/78+cR9PAqCSVEUzp8/zzvvvMOLL754X+OKOAwGAwqFDPY+gr/0l/4Sv/d7v8fBwQHHjh3j537u53CcoE1/4Qtf4LOf/Sy//uu/zrlz5ygUCvzTf/pPH+ocF1hggQUW+PDBF3Dx5iGQXFfzo08c5Y3LyTX4vuG5M7z01o3E5VtrVe7u1hOXA5w+usL1u8nn8JnnzvKHr19NXP7ck8d4/dKdxOWlvMHAS/92L1se3YGNrioU8gaVYo5SIU8+r1MsyCxtFBCShOkKmgNnSjEkJygfdjPmjdP683jME6uWpez6SjBbZ3hmPxkBZz2LYMoKEs/BlWWpqAC0hPOQJVguaFQMlb5V4ERNR/gejuNi2Q6W7TCwHQamjW8Dno1l+1gxuW2yv8KlG/HznBFqRZ16JzmJ7lMfOcmfvH09cfnHnznJV95Jtmgu5HT6ZnobunBmk7evbScu/8xzZ3j57RuJy88eX+Pq7XTr8NWlEgfN5DnWp549zctvJ19H1nXmDS3VhhLgI+eOpV/nR0/zlXduRP466VOObdS4V0+OUQGUS0V2tif3QpYl8oZGMW+QNzTWCgprBTAMDU1TkGUFH4mBI2gNXA67NqVhwuo8OFad330ga+6hJry7gmCO3Ipx2MnqM5w56ivdPuzzGSmI82Rhr2dTi4lFuj7M4ca3wALvGxYE0wKPFRsbG3zyk5/k3/7bf8t3f/d3j/8uhMC27Vj1kTW0T9I0bWxfl8/nKZfL5PN5DMOYO0hVq9W4evUq/X7/voNIM/tKUDCt5ORpWwAR/0HJx3y8wjU0V1N8XoPdpl+zbU6UAHFKol6KOsi0XVoZ6h7HcgEp0YM6aRDXH9iwVJjDRsrBTlElWI5HNDHufizyILBbMBKKRwL0zGllTDQrpJsyuZAkCT9lXB9HMLkJhXO329MqkHmGWro26c7NgYmnBQOv9aUig5CKo2OBljPYaw6AHFbPpHB8mf29JlDAsVxK1QrdpoXd7+F4LvWDNpof2EOcqSj88J97fmwDabs+hWGNpLBPe9SzvdF32AwNBkdt3xdQzqlUDGVMMO11bU6XtKltq4Yy1pHc3Otx/OwylufTsVxcz+dkLcel/YB08ASUIlaFb19vcO7s8tTfZNsCZIqFgHxzPYHba6DKJVwfjm+uctjsYrs+r128zvNPHeOdHYdKKFs1imibjIOU0Ed84twKf/j6ZDJ1694eEJ9Zt2y4bIcIkjv3toHlmfV0afZYO4dtVqtbY3vGo0XB7RR5oSrBqVqOG1fTr+2JNZU/fuOQ408fmVJmTp2PmN7HQbNHPkIw7deTyaNO36FUMnj1dnJ9PYAjFZ1LQKebbM1i9kyiwyBfSGMruG53gC+lj9pty8Me2OQL8c/J83wc158i98NkvO14zOqohufiBxmCIziWhSQHkwvX1cD3QJ49P9e2yBUn37sr14JJ/m69Q7c74Pv+THImZBpUVUUIged5M9/gzc1NDg8P2d/fZ21tLXZ73/dTibh5USwW2dra4sqVKzz11FOp62ZZA5mmed8Web/yK7+SulySJP7RP/pH97XPBRZYYIEFFvggkFUHap66jyPFi+162J0+zc5kHKerKvnd6VFOtahxYqPCUiWHZTrkDA0zahk+cJmPRkqGM4eCad69dzOSILNsxLKUQ5kqhDlONClQHoauyCwXNJbzKooPna7Fbn3AbsPk3vB+ad1tdg6Sx9mn1gp4cwTQF/j6QNQlJQ7RbsL3Bb2BPY4/FfN5bt5JdrlQFYlTT27i9W1Wyga6oeD40LLc2DpqtcL884ksdaCWsvjkUp43dmYJwq7jj1V1U/tSJHKagiJD0VDopfQbgsD5KFonLQ53OhZPxaidXCHQH6KPXGCBR40FwbTAY4Hruty9e5ebN29y7tw5/vbf/tt8+ctf5u7duzSbTT7ykY/wUz/1U2P1US6XY2lpiVwuh2EYj6wgtiRJnD59mhs3bvDMM8881L5qhVliQpbgnSvTWf1J9Y+a7dlseWkqeJg+cE2zygJw7cm+bMdHCDF1H/v9FPWT5aWrfwBvuNhOsJxqd+IHDaOMr06K+gfAMtPrO8VZE1ih9Tt9O9MKYeD6CeH6AK2Q9ZokSZi2S8GYPPd+BnmQdHghBHYkyAzJ2S1dJTed7S9lE6rFwiRIeu3WHqOZiOO67HVtKBXotbsoioSqKtRNH3RwXSiWi+ztdwPbDlnGtmx8OYfZ3WFlpURnoNBt7lM0NH7+h74RgLwmIxFI2QtDj+K+5aKMiC4hKOuBSgngbsdia2kS6B8MCUuA5bL+/2fvz4MkSdPzPvDnZ3jckfedlZl1V3VVdfd0T89ME7cAUEMzYCCIJCBqQQo0LKEBuAYB4MjWSKPtYmlGUAI1SwoQoTVpBf6xWNgatCJELo0CuCSWw+me7q7u6rrvPCrvM+7D7/3DIzMud4+o7uoDM/6Y1Uxn+Bfun3u4f/597/O+z9MjJNydzaMKnPhf2Y7LRErlWbGB7cJINo7YRdalY53XrFg1SXel+NxcPuDS+RmEtuqv5e0CX34pw61dh2y25SljOy4fPFjnytJ46CLz4bNDUnGVSgihu7zRme0WUyRemst0kEsAG7sFZmZnOKp2PnPnJuPc7sqI3d4vEx8f6XgGrs1ovH2rN3PWsh0mMzE28g1ycZEPHwVntQG4lkW+0t+IdG//CNeFsbTKRt5/PHi227lgPcjXODXbenbC5PEASlWDhbjS91lvNMe7/XyVsbGsbxsr4JT0hkEiGSdfCM/WA9CrDfR08PNZr+o9z71u2ifj81GxEfi+665eUtoq2hxE8jsHvlVMtm5Ak2CqHOYpFR0EEZ5sFpjJKPz8j320d+GxVJ6fH5MgCFy4cIEbN26QyWR8fRdfRAXTMaanp7l9+3YooTXIMWu12guXyIsQIUKECN/9GMSD6fOAvmtqN3x7d8KYH+SQ96xhWaREoWM/xarJ7WWvQiKRjvG0bHJuPMn5yRSpuEKpqVfluN5a+6NikMqkoN9xKq0yP5RgPB0jo8k8OZXDdT2PGMt2sZpJiJLgkUMLQxpfwUu8KzcsDioGd7dLlJprBlkUQqm8vuc5SAVTwE4U0Qv475V11ndL3LsXXnXTX3IrCmh/L0EQPvpzdAyxTwWfZbtYtsM7TzsrNhVR4Nx0mtmRBHFNpmo6VE0H5TkUDPp5ioV1bTId6yGYJAHOjyWZ/vIciCIIULcddKtF1ycUkfNLEpLgnYMser7Vtu1QbVgclAzWj2rBwaMu1EynKXDY+ewF5HNGiPCZISKYIrwQ/Nt/+2/5n/6n/4m1tTXK5TKSJDEzM8OpU6c4deoUo6Oj/PAP/zB/4S/8BSYmJl5YkGkQjIyMsLy8/JEylduRjMmostjh03N2LMH/b6VzklbzIVJEAZ5s9GYCWW0EycZeeDDTMcLLvG1baOkUCwKmYaM2qzhc16XeMAnyEtENm1rIG8p1XRzbEw3v9hM5Rqnm/3mjSXxV+pAzumF1EEbdqPqUfzfaMj6OKn2kFFw3UMbvGN0yfjW9k2Cqh1wjw7SpGRbDPhSW7kMuAScVJD19lVU2dw6Zm/YCp+4AqyupjSRZP6yA4lXZJDQVW1cQgFKhhIJNo6FjqwlPVzmRQJIlKpaEodcQJJHyYQGIE5MVylUdhziCa/MXv+88i1M5wFt8JBSRsmGRahJMRzWDsax3z9mmTkoRWwRToc4X28TUtwsNhpqE01BKpVgxOtYr3VITpZpJvK3KT2vbPJLTWN8pgdIqHddtm1xcolBvkz2smyQ15aRSzXVBs00Mp/NV+M7dda5eXMTt8hxyXbj1dI+ri7ann+/z8xmWzeWzE7x/319CD2A/X2FhdpyNwxqnRlQKhQrfue3v27QwmePoaYvEPj2ZYnWzV3aiYZicHUmw2pTZnMqp3HwYLKmQ0byxYDoBz0KeO4B6tcHtlVJom8URhTsPvHPoJveOMZmWefCoc5yzHZesJpNv+quFyeMBHJV17D79FQWP6AMoVAxmJKEnyJCOSSDIvgt2XTdJJOOUKgb9/JdMw8EKMX6u++j6C4JAQzeJayr5EN1/q+s8D48qQOsdphsKlmkgK52SCUpTIqVWLFEq2giCiIAFToy/89NXP1YChyiKSJKEZVk9fkyKonDmzBnu37/PtWvXeo7zIgkmQRC4ePFiKKE1yDEbjUZEMEWIECFChE8E/TiovmH8F5Bw2a9CqX8Fk9O3o3Kf6pyYIgZ6GNnNtdWjvSqPmmvhyUyM1xdy1HSLVIDyxCBhWT9flW5YjktSlbg8mWZ+KE5GU3DoTHRTRIEjH5ms9l7IkkjRcEAQScRV5uMq82Mp4rKAbTtMplTyhkMjYC35In5rubkPAc9XJl8zeLhfYb3QmmuOq/3nYf378meDXI0wIPpWzz1/BVM3PBI6/IGMayrFrv2YjsvdjRJ3N1rr0FcXchzVDLKajCyK4Xej6x+DaUcYVTXcTDBXJYHX5zJMZ+IIooDjwnpe4l5A/K5mOkzEFRqW43mBtQ8oqszoqMzoaILLk2lGEioN0+aoYbJV1tmr+idlm7aD3EWsDZIAECHCp4mIYIrwQnDmzBn+1t/6W5w6dYpMJtOz/Qd+4Af4O3/n7/DX//pff2HVSYNCEAROnTrF6uoqFy5c+Fj7Gkoo7DYrkRZH4ly/3VsdUKoaHYFugMXhBG+tFXraNpqT7bQqcWc3WJ9XEQXWtws9XiXHMHXdC5a2wTDME4KpVtNxQgKlxapBWH2C0TBOqmhMH+k423aoGf4v8IbhZevX+gSFDcPGRcA0bRSl91XvV2LcPkkv1MMrpAzTDiWwXNelVO+8CrWGCZlj+TQH0w6epNQaVmCFU9BiIkyf99H6wQnBxABZOprmBVhN06IgtgehTQTFOwfBcRlJxygVPFeaerEEjkk5X/T8l0oVVEVEEWUauklVd0goCrLZYHoqw//xZ9/oOGZSkcjXLYabi7/tYoOxrFc5IcsSpt7geFVqd1nZPNwp86UmwZRJqDzYKJKZaN3f3VISK7sVzrQRVFt7FWh6P2XTGg9Wt7lwYZLD5qTMQmQ2DYW2wr87T/OMDiWobrfI3g+f7vPqldmOYzmuy/b2DlMzM77X+tbKIS+fGgJJ5sPl/Z5J9bEfSximhhOMJGWu3w/WvQdwzNai8PRkivXNXco+3kEAQwmRVbzMKskoherFy3hmoTcebfXtq2jU+y4c4kKLnJVc/+dgOOb/7KRj0gnBFCaPB3BU1NkM8aoDmB+O8/5Gi5RLx2QOuyQ6J0OIrGPPpGozUBAESzdBEAOrVoHAMafR8Aimcsi4VToqIsVaUneO0zkOCKJIaT/PcFcVk+O6uIZO8VBHaEr8aZLA2dEYr50P9m0aFJIkBUrlDQ8Pc3h4yMbGBnNzc539eoEEE7QIrXv37vHyyy/7js3dlVbdiAimCBEiRIjwUdCPmPlugeO44RFYBvMfCiKYPGWMzu/vlHT++a1d5ocSzA3FmUiqvR5GA6jn6Y5/I0WE4aY8d8O0+Y9ebs33TZ+fdZAqqqC7oW55fZgfirMoiriuS8Ww2CobHLatOz9u0ZDruhi2w2G5wa3tEuWA6z1IHGYA4YwI30MYZKTrNx6KAxBMsZgCwSp6JxhOqjw8bC3whzSJyVSMTExC6iKcJNchLFkQQBSCB5PhuMxPvTSOIks4rnctjtfEIz7qRu1IKmJgDOgYB1WTkUQMTZGZVmSm03EEPGK/atjsVQ2elRrUTIeSbjGc6ByM/carCBE+S0SvjwgvBHNzc1y5csWXXAJ49dVXsW2bu3fvfso98zA+Pk6hUMDoUwXUD8cyeWdGE9y4tUm13hvAPSz4SNkFBBkrzYqZ0YQS+lqeychs7QdZ1UNK7H15NWqtN3S5GB603c0Hk1sARq1TOs7o9j6qGoET1oZpUyg3Qs/PcVzM5jVqBARr/SrD2oO3Yf5IALWqHkowmT7VRO0VUoW6GTopbxhW4OKpEXDcoAomgJrQmrSIPj4r7XAdF03zSM1HTzdBan23Pbh6VDYwDZ3N3QIA9XIVSXAoFb3fPybLpNNxyrpItVj0+BshhmPU+b/8tTd7jptUReqWwzEXtJ5vnEzPEok4B/nOe9ZuYylKDYt0M4supcnsFXVSbRJ2lu10LOiedmUIPdksMxT3CKZEs7JpItUidmumw7PtzjL7SsNiossU1HZc0A1iaidBu5uvIZkVYop/HkbdMHjv7irDmsO5yTjtfNjabvlEj74dqbjKF85Ncm1plPxRoS+5BLCy6VVILvUhlwAcw9t2ZVrl0Xqw4TNAo15nKu6EPhMAs8Nxvv3Bw1Dj4FRM5PbTlsyeofuvDnYO/KugYs195+Iy91b9K7mOkVQFtg7Dx7NUl5h2wkf7oFoOvo5xVUJvGJh9Iiq1kvfcdEvZtcMMmPk3mhWZ1ZDqp3KhdR1NXcehdyFjmiqHG7vUiq1razku+9slOPGP8uT4/uu/+nrgsZ4HoiieeCnZdu/9c/r0aXZ3d6lUOt8rjuOEkj0fBcPDw2QyGZ49e+a7vR+pVa/XI4IpQoQIESJ8MvgcKIn1rUXpk0E0iBSg35y3HbEQDap6SKLNUcWgqDs8Ompwd6/GbsVoKon075M3P/HOPqOKzKQVzg7FeGkszsWROBMplbgiDUa49G3RL3Tekp0TBIF0TOH8aJKvzGX4wlSKU9kYQp/r3N0H1/V8OhumzWHNYrNska9bfHs1H0guecfvfy79JfIifC9hkLuh3zAxSIKZErDm7sbscOe8Pd+wuX9Q453NMm+tF7m7V+GwamDaNq5j9R3Dum93TYLxuMh8WmY6rSJJkq+SXVINX9NIAzxHz3wsMFxAEERSMYWl4SQ/uDDCXzg7yogmozRKxAWHYxrNcQfzyYsQ4dNCRDBF+FQgCALf+MY3+OY3v/mZHX9+fp61tWDJqEEwnFQ4N5bg3Q/XA0mDfEU/kSgCT67o9lP/YG+hGeS0+8jHxQWHw2I9UFt5frTXY0Rvk5SrVsP9m0rl8ICt2eW71Kh3BmdLteDFQcO0OfTxn2qH3rBOJvh6wLWoNnoDse1ZIdV+EnwNEz1EK8Ev0F5ta1/s4yFVM2zqAf5UQfdKWAVTwZGpNH83UQ7PkHFs62TitnbUScS0k16OFENTJUq6d1zTsEknVQzb+261IVCr6wiiREwWMXQT2dZ5dWmY185O9hw30VVpZrmgNReRgiRyVOs8v4Zhk9Fa3zn+r4TmTSiHtNbE0gJmcy0yyAWSskg26V0L14WxJrF0XKnXaCNfjuoWG/tlFoc7r52mCB3PJ8CNx3vMjqZ7zu/9h9tcnE76zporpneeu/k691YPcIw6s0MxXl4c5tL8MN93dZ43Lk7zxoUpXj83yUunhmnUqrx7Z5UPHmxwd3mH+Ql/b6B27BwUeXVpmM0+5BLA7sERp8divHNnte9+i4UiHzwM914CSMkWNd3smcy34/SIRKPt3s8XesnwxWGV5W1/gunYP2sqqfaVoj6VE8nGwyf0+13PQLcaiCS43FnpJB/bsTQ1xNxwom/QwWyOD0EEk2XZPV5ix2joFrpuYgWQx47jousi1UIBAKMaULUlCFhOjHLRYXftgMLOHmbVxm6vdjJq/PmXJ5keTvjv4yPg2I/Jtm2cLv8zURS5cOECDx486CCg/CqeXgQWFxc5ODigVOq9vyKJvAgRIkSI8ElgoJje5yDw178H4XMdZwAJpn6BVCWEYKqErCF3Sq1EGxfYr1k8OmpwZ69OtelnGfSvWqtxcVjl6lichZzGSFwhrkgeedLWX30An6ZBArhOH4bJ/woJxGSJmYxGzK6jmjVkq4FkG0iOieSYiM1/uq7TsBzKus1+1WSzbLFVsTioO80qKU/xpC8GIdQigilCGwa5H/qROP1I6EHbAOSSYY7aUNJtHh3Vub5VoaA7mIKCKchYgoQtiDiIOAgn/1wEJhIScymZU2mZyaRCojlWCAQHzPt5O4XFeY7RsF3C3dk8uAggiIxn4gwrNlOqxbRqMqHan4v3TIQIx4gIpgifGn74h3+Y1dXVwEzjTxqTk5McHBwMJF8VhLmMylvvP+vwYeqG60KuzStmcThO2afSCeCgmaHeT/JpP19t7tc/s6Nc7d1/OynkY1/UgXo1vLLL6vIu6vZhClsc6JZDIWS7t7/Wdj+ix7QcdJ9rrluttkafBVClbqGHVAv4ydu1V1OVfQiujrZ6cAWTn3eT7Tjh0wlRZPfAk3KT1HCCSW9491G93qAsJU8+F2yTvaY3VblQAkkhrskYskfcKEocURIo6AL1UglXkEjGFHAdyjWbZCJORrb47V/+Ed/jJhXvFdI+r2nPqNnKGx2TpnzNZCjRqjKqNLMWtWYGkNS2I8uFVNeC1DBsRtKtSWWh+fyITf+pB2tHJ1VPVd0mk9JQ3c57u9KwODPSZZBpu6QVu4d4Aoins1xbHD7p4zE2D2tMDLWutWk5rG4fcf3+Ot++uUy5Uuetm8u8dWuF79xZ5ebjrZ57e3rEX/LyGIIAb1ycQbAalPqQSwBH+RKV4lFfPWZFEmiUCqhyOFGzOKrw4WNPQi8XD54urG93+tBt7fZWIVm1YBL72MOonzwewM5ennhINVUyJvForZM86s4KnUmr1PXgMdyyHPSQ7E8A13E83zvAChjequVG4KJMNyz2jyrB25vPhtCsgNL7SIB6jWWMmk3DavutHIvRrMbf/Uuv9P/+c0KSpBM/pm6kUikmJiZYXl5udeUFS+QdQxRFLl68yIMHD3r6MkgFUyLx4oi3CBEiRIgQYWC4nrycKApIooAsiciSiCKLqIqEIonEFBlNlYnHFOIxhYSmkNRUUnHvX0xVSCdipJMa6aRGJqWRTcXJpuLk0nEUWWQonQj8F1NkhtIJsqk46USMbCpOJqWRTsRIJWIk4yoJTSWmyMiS6DtvkULmZQBqSOC4VA2e364eBSdImo5XnR30L6aqKLLcl1DpJ2EFg/mcWB/XcAsQcJFcG9kxkW0D2TZQmv9w4aBmU9QdgqaoQYmozwvh81B6F+HzgwH4i763/yDE5oAqB6qPlUIQspqMIIogiLiChCPI2KKMLSon/xxRJi6LSKLQ009BEE4UV7phu54sfRDCKgnb4Rfj8oPlCh2JewIg06pmihDh84DIgynCpwZRFPmVX/kV/vE//sf81m/91mdy/NnZWdbX11laWvpI+3AMC2uASWZKlTgOuTZCyJV8xeBSTOLWk2CJuqQi8nStePLfBz5tVrd7KwauLE5QBizDwBaVwKnisVF9EFzXxWmpDAC9VUZhXi+65fSVr2u0kTd+FUzlgOqh4xdysWrg9pm4GKZDI6Qffl4o9TZCIMhf6RgN0wmsYPIjzcJIymM82DxifnoUsc+Ey24G6B883QSxReDIjoWtJREAW/cWcJqi4NgKRr2OjYJp6AhyAr1aQxLiVAwBo1oiLrmI2Pzmf/YV4prqd9iT0vD2RVXdsEEUMR0Xw3bJqCJFw9u+WW6QjSuAt2BcP6ozNZZCaRIdlTZTy7rlUKp0kkNbRzVybTJ491byzJ0e5vjqFqsmS4sKG0VvP8NplVtPtkmPTWI43uSwYsDy+j6pzBiVNpIhlspxcdrm1non2VvRXW482ODM7ChVE/bbStmX5ifZzT/1vTa3nu6QTWoUq8Fi0k/W9xEE/0n5wmQOVYK3b69w7lR/35zJoQSiY5GJh5ORAFfmh3jnzipvfGGSO8/8JekEoJBvbWv3gmrH2XGVD+92Vo4clWqcnpeoNCfWUxmFO492A/vTqJvk4jHuPdwPbAMwm5N58LDA0pnZwDZzOY1nXWO03fX8SX3m+4Zps1sOJ90bleqJBF3QO6FWCd5Hw7AxnQZBeT6N5nhUrgtItRqmJQwUnDBth/an1WlU+PpffGPgrMDnhSzLOI6DaZooSue9Nzs7y61btzg6OmJ4ePgTI5gAEokEc3NzPHr0iEuXLp183s+DqV6vMz4+/on0KUKECBEifHdDFIWeYPyxF4k7gEcQQneFUOd8wrSd0OQ48LxWwyrcTdPmqBgssz41mg7dDiDLFnZbiY4oCsiyhCJKyLJIXHYZTcuokoSiyKiKhKrIKLKMLIuMpSAXT+EKIpbtrZnyVZPDik6hpBP3tzxl7aiGgH98+7hqJwiDhlzrZv/12CCVCH5S650Iuxnc/reKMEAl2UeYYwkCpDWZdFwmoUqebHWtwUTaCxN6UnwOjuti2w6O45BQBc7Pj+A4LpZt4zgutuNg217bZExkNBfHdVpSfg4uruP5ODuOg6IIJGIKLi6uS7Py7PhquAgCyJJ40gfv885+hy39xT7bB9mHQLi/mNQkh13X9cYBn6ay5JHHYf0M2y4Qvv2YlA6DKLi052x2n7MogNaUiheEY0lruXl9BDRFIh1XEAXh5B9NUlwUBERRJJuQmR9PI0sCoiAiSQKSKCFLIqIokItLvLKQ9cZMQQRBwHG9JM+GaVPTrb5ebsfoS+a2IRX7+OHupCpS9ImVucBUJsZG0X/8zddNsgmlrzpHoWEynhqMNGuYFskXLDceIcKLREQwRfhU8dM//dP8/b//9zk4OGB0dPRTP/709DTvvvsu8/PzJx4Sz4PZkWT/RoDaTGdIqBK3noR7oUzEw/2XptMSG80XacznxTuRVrm5Wuj53LI8U9ZTIykerBQD92/UG1hWc3LkM8vSa40et0+jLWCrGzZmyJvTsBxqthM6gzMbBsezMj8yxo/8Aa9KxrQc8n0rsGxsJ1zn26/Kqr2CqR7iVePYDpbt+pJQjuuiW07PtfVkC8MnUnlXweyzsASINzN5Ngo6xFrhZQEXQfb+1hsWIHNYrEIs1/Rs0TyiSwYBCdNsgDSMa1Vp6HW+MDPK6xemA497XMHUvqjar+iMZOI4rudlk1RkioZ3bTcLDbJtE72Hu2VmxlMnE+etgxpqU4qtatg83iiSHE2eTMzub5ZYyrXOz7RdsoJBoY2YUuzW9ZoYH2J1u8SrozHu7nltDusulYbJS2cUPlxvTQjzVZvb99b5ytUl3l8pnHz+dKdIXFN4snHAWC7J5VPD3G1WyFRDqmB0w+KVy3O8fXs1sM1evsLVc7PcWd47+SyTiHFpYZT37q1hNknIR2u7LMxNsbHvLzF3aiJDqVRmP19hZmos8HgAXzg9yndueVUlMSm4/9dOZfjOrRbhk88XAJ/xz/CvvhxNqVR0j4xLCVZoZlup0mB2Ls2DPhPwIdXrr17XCXx2fKppDL3TQPrxevB4CFDXLR5u+V/rY1w9Ncq/L3ikmR0wfnrjR1AFk41tOSD5k7f1tvGouFcAsX+VjWNbyLHWb+QYdc7P5PiLb360hIpBcCyVZ5pmD4EkCAIXLlzg5s2bvPLKK58owQRelfLR0RG7u7tMTHikbCSRFyFChAgRPgkcB87DqAx3sMT0zz26l3CO42IYFgbenKvWMNjeD55bfUGIcW+tdz2syiK54SzTygzJhAKSSMmw2asYuHjrPEnwVA260ZcYGjAIXRsg4U/vQzDFpHCRq4ACiBMMElYfpE3YFCsui2RjEpJlcWUqRrWmc1SqsXdUodS1xp2MGyxvBCd9vXFphnvLwTLbcU1m/yjc3zmmyNRCJFYcx/PjDYJHSgXv3+mzfZB9gBAqEWk77sl2F9d3KLBsN7QCznHDK+RcwrdbthN6nbx+OphWSBzDcTukzgEwW7GVhmVRqgQnTAJomsZql/dxO76sxbj+aC9wO8D4+BjlwwYTuTi5dIxkXEZWJAwXjmom+ZrJ/HDcdzzwgwjElP6Jl/0QD5H4nEypgQST40JalSj2qWTaLuuMp7TQNsfw+x2DSPgIET4LRBJ5ET5VyLLM3/gbf4P//r//7z+T40uSxPT0NJubmx/p+7Mjg0npHJeqzuc09D4T4GpIljuA0BYwx2cCMRSQmVGpeft1+kycjbon42QFVd/4VGAYbW1LlXDprrpph04EXNdFb2tg+JA0YR5PdcOiUAu/htUmsWQEkESu63JU7j2PY9kEx3VDFxd6k0Cp+/S9btq+xF2pFO6LBeAqMR6v9vfJEYF6rUFN7ZRc2z9sBcmPfbCOpQTtZjWXqsVxbBvdkbENA9HSKVcajGWTfPMXfzD0uMkmsVUzbZpcE6uHLZmzkZTaIa9ou53GsYblklYlhCbBtH5QI9ZMyjEdFxyHkVjr3qiZDm7Xal0VY9htQfoHa0W0ZmeSKe95zRdai966YTM9NsT7DzYYz7QmnesHVTRV4d27q5yfzpx8bloOFxY9km2/UOXmw3UWx+K8sjTG440jhjLBY8JePlz6ElrGxxcXxvjC+UnqjTpv3Vo5IZeOMTPqL6d3bnaIg8M8+3lvIfdwZTPQnHdpIsONBy2J0v1D/+qlhCrxeHWr47OVjT26+e2LkyofPva/P5tWWWQ1iQ+fhC8oDgvVvvJ4ogCPn3n7KYZ4xi1vFXo+q7TJr8xkYuzmwxdJ+/k6Rp9M1HKlbUwShA55R4BGrYHjBocDdNOm4YYQH21jXq1UwaiGk2IAomOcZP+5rourV/jbf/lq3+99XLRL5XX7McViMRYXF0/8mD5JgkkQBM6fP8/a2hr1uje+DiKRFxFMESJEiBDhs8GfDSmyfvJW/bYHeTQZlsPGXp7H6yW+dXOXb32wzc07e+gHVeY1mXPDceyA9Ve1z/q6nydMsxG1ASqYGn3axJXwuU28j6TXQOTRQPZKrUYjcZmphEzMstnZKvLtm9v8y3c3ePCsyFs3V7n5eJv13aJvYueflfsywqeDwSQTw5+3QfbguFBr2KzsVLjx+JB/f2uXP31/i7c+2OLBg330oypTSS/5VpP6e45NpJQX4icWC6kQy2rhBFaYPOgxNvt4lbfDX3QoopcifH4QEUwRPnX8tb/21/ijP/ojqkGm5Z8wZmdn2dra6tAwHRQzAxJMx6ROsdCfRCiWwoOdG7stksAyeomWfECwNN+UeNrr0wehOXG3DH+SxvTJLjLaJtqlcnj/Gw0r1BxVrxteqfTx3z4T3WIIgVQ37BMprsA29WAC6PhzvyqsRjNLxKugCp6g1JsSf35VTkHH7JZ/C8JRH/LM21eNtc39nhRDt1n95DgOjqwhuA5K3CMqbEdGdE1qtky9VEIUJNKZBPnDAmnV4Tf+0y8yPhResSeJApokUGhYJ95KG0X9ZMI3lFTJdxGQepfUWqlQpNbw7lEXyLTxpaPDCUbTnX2Q5M6Kj/trBWqmc6I7XqqZLDWroKRmleKDZ0dMtu14anwIw7QZS7R5Pjkup+cnsWyH9a1dxrOtTKJUqrMPj9cPeO/eKmMpidcuzrI4lfNd+C1vHXHulH9F0VBa49qZKRQRzs/muPtkk/fuPkMPIHo3drozP11eOzfByvouxbassqNilTMzuZ7vZxIqpVKpY/+PV7dJ+BDU56c0DrsI0FrDYHqoFYjXZIGNzR3fvgIIjnec6YTQQ5b1tLWsvlVFZ0ZVDpryhMfeZN2YzMbYPuh9rxTb7sHEAOsMKchUqQlFFHj4rNDx2Uiq03C2XAjP3KzUTZyQKtpjiTwBB2wds1bEaoS/MwWptT/VbfDDV6Zwils9pM8nAUmSEEXR9706NjaGoijouv6JEkzgJbGcP3+e+/fv4zhOX4m8qIIpQoQIESJ8dvizERjsF6PtR34IfV79WhdBc1QxeffBAf/ug23eXTli5aCC4DodficV0wklkQa5suH1Zy3UQlQsALQ+nqZhFRAA4fVPx236bzcsm6TjsLaW50+ub/L/eW+Ttx8esNUWKxjkfCN6KcLzou99NQDR00+JslAxqRo2/+udXf4f1zf5g/c3uL56SLGqowpeJWE7JlIfv3oJwomsWD8/qAGIbm90GexdYIUkJ0aI8HlAJJEX4VNHPB7nZ3/2Z/mn//Sf8vWvf/1TP74kSUxMTLC1tcXc3NxzfXc8q6HKYl//nIZukY3L3H4cLo93algBK5hAGInLPNlsBRWrdQNovSw1ReTesn8VwkGhwfgpeBwi9SQKIMsxMC2SiojfWdmd6lJAp3+QZ84a/LIzdAvTdAKzP+rVbgKicxLf0M3QKrCGYVMLKfuGlseTEVBKFSTBd1zBdFgOJ+mOPaj8vKiCJBwqukDStJCU8GH48V6Vq+GqZwi4PNyrgtoiQlzXRW7u26jVQJSQMSk7Io5r44oqRqNKYiiNKghUGlWcXBIJnQvTaX7o5fnwgzaRVCUO6xZpVeKkTsUyQFSICRZPt8rML7ROQO6aQDmShtrm8ZSKxdhv+kUNp2OUerxwOr9fqllczsTID8XZaVZPra7nEVQVo62CJCcZ7DTv02PC6P2HG1w4vcDqgbfwGhnOAuvky3UkUeDC7DgPNkocBPjxrO8VSSVUnqzvEVMkFqeGGB1KIwgCrutVvuVSMXKJmKfR7bgYlsXuYZn13TwHR96z+ea1/hJma9tHnF+a5elWnqWpHKJrnUjddSMb77ynxrJxEqLNk43OscCyHRYnUtxtI0teOZXh7Vv+vlLDSYmNpvrBuVGBt28HkyiNegNNlrm7El69BDCs2STjMZ4dBj9ngtnatndUYX6qdxwe1fwn+fv5GmOjWQA2d8OJH3BZXtuFoWAJ19khjY3VznFX7V7UZJOUasGVVoelOlMjWd9thm7hNCuoavn9E/mNRumAuCghqb0yChI2TrOSLyEYXJmN89v/hx9leXmZlZUVTp8+HdiXF4FjqTzDMHxJnbNnz/Ktb32LRqNBMjmY1OxHRTabZWhoiNXVVTRNiyqYIkSIECHC9ywGqz74ePvoVyUQVFl/DDWEgDFNm/t7Ve7vVZEFeGUmw3QuTt/CowECu4MUOakijCcVZjMaGc2T/j5WH3Cac31RAAQoNCz2qyaFrsTHbgKtGwNJ5PlcQwHQbZudss5qoYEkwLfuh/uZDkQw9SMMB9hHhO8x9LmxBrln+vuYgabJtD/8a/kGa20E6sJwnIsTKYaTaocs/8dBPwI9G5NYHE4wlVbJagqS6D2vIi2PLcN2aVgOddOm1LDYKuvs11txo7ppE+8TEwKwxRdDmkWI8EkhIpgifCb4+te/zg/8wA/wC7/wCz3G4J8G5ubmuH79OjMzM8+VUS0IAtPDCVb3+mSn13RmxrI86uPql5EMTCP4MRxLCDxp+7tYakCbrNdcRmM14GV8VNYZSyjc8q+lBWB2KM4HGwUAliZyPOnSkHVdFwepZ1JgNl/sruuiO4TOGkzdxjRtYpr/eTa6SJluGbt8n7LhmmGh227obPiYtPI8m2yUrkyzYoAE3zHBVAnxbvL60KwCczwjWEUKr8gCqDYsjvYOGZuZCN13qWZw89YTrl09E9imYVg01M6grVOrMpLzqpX2do+AONVKDW0og1EoIAgiiZiE6zgUKi6OVUdxNGTJ4v/69f+wY1+u66LrOvV6nXq9TqPROPl/XRwCJY3gtK6R5bggwvhwmuvPqpyTxZNr2f20rR5UOR9v3dOFtt87nVK5fm+P1FjqxIepYTkMxSXy9dZ1lWyHkax2QjCt7Zb5yqtzlBqte+vd+1u8fHmJ5UMDJKV5XlDMHzCczHFUtbDaXokHxRpH5TW+9NICH64VGcmlOPSpSrm/us/i9AgrW4c8Wj/g0fpBx/aYIpPSFA5CKloerO2iyhJGH6J0IhdnKOnJ+IVpgm/ttvpwZjrL/t4hW0V/skOTWvu5OJ3i+t2VwP0eV9DMDym8e9ef3DrGQb7E0uQ4b62HPzvTuRjvP3jGm18Ofg4SqsjdlZZkn+vCaFJhq228kkSBu0/9F9WFss60KJCKSdx5GqwPDnBqSOX2/W3OjY2f3LPd0HzGmrbLiCDAfin8vEv5KlOL/tuqTULbsUxcq3WOgiBQL+6RHJ5CkDrfm41aFS2RxKoUOH0qzf/w694zvLCwwPvvv8/o6CjZrD+h9aIgiuKJVJ7QNP09hiRJaJrGgwcPeOWVVz7xSqaFhQVu3LhBKpUilfKXl4SogilChAgRInw0PIfP/Ocag5yH0CfC2r/CKbyBIoWs4Qwbmus2y4X3NkqwUWI6rXJlVCMTk3zJl0F+Hrvr5FURJhIyQ5pEUhGJSR61tqtD2GJXk0EWRSZSMc6Peke3bJdiw2KzYqD1kckaRMXreA8CLjXTZqPYYKtLDWOA+Pxg922//nyX3PsRBsNgAnn9bor+e7H6xM0AFEUijF1ePaqzeuSto86OJqnpFjHRIZtMeBWQH0EyTxAENAkabcv04ZjIaFwiKQtMJycJc8xWJBFFguRxPm0WLk2kAc+fq2ba4LjERZu6IxJ2rRxJwXWdztP4bnkZRfiuQFRjFyEQ/+pf/SvOnz/PmTNn+M3f/M3Adu+99x6SJPGHf/iHA+97aGiIH/3RH32u77xIKIrC6OgoOzvBEk9BmBnuL5N3WGqwvR8uZyQJ8HBth3IlOMvdM7Nvodsw0wmQ0wJv7qf0eeGk2zKqXJ+65JhjIQi9VQHHEnnlcgM3RPfAdV0s08YKkIkDMLsIsO5qpSDy5xgHJT10suC6bgdp5evxFEAgHVdIFPr0od52DvUuwqzuE6S2HYeGblMuhfvOAJiWxU5DZXszuBLE8hnK93byuKL321WbZIzZrAxym30UZYlqvgB4fkWVSp3/7IdOUc7vcvfuXa5fv853vvMd3nnnHR48eMDu7i6maZJMJpmbm+Pq1aucnvWIgZmRlm9RtXm5Uk3iKBtr3UO6aXVUezzdr+I2TXwB7q0VTrTa4zGZasNmNteq2KhZDlOpzvN9ulEi0yVR1qg0OKyaHYvao/0DJBFKjdZzsXVYIeZWSagS24XO581xXN66tcLCsMLZ+fGea3yMmYnhwG26aXF+IZxEPCxUuXZ2KnD7hVOjvHZ+mgdP17nx4FkouQSwvL7P1EiKV5dGWV7b5iCAXAI4PCoAMD+a4PHqJmaIPsHBwSECLlatEGo4C7Czn2dlM5zMAa96yXZcBCe4knNpWKLR9dymYp33wLnxxImEnh/SmsRYvH8yQ1L0jjOUCCb+D/M+x2m7HhNJlUK1z5hRDx67Czv72KZBo3TQs1wTgHp+h0bxAKNWwjZ1XNclk1CpHO5wZTbF7/+dr520F0WRS5cucf/+/Y8kC/u8UBQlUCpPkiRGRkZYXV39xPshCAKXLl1ib28vVEInIpgiRIgQIUKEcHxcAqnf98MKfKoBa7StssFRw2av7lBqSp13vO/7BV1dB9e2uDCk8sVJjR+YTfDmTIKzQyqjcYm4LJxUJvULjvd2X0CWREaSKlcnUlzMiQzZJVJOHdW1evoWJpHnIuAIEhXT5tZOiT9dzfPuZqmHXPLaQlwNl+waLBQd1ShFeD70e9wG4XX6KQQBEEJGt0ORBBBEGkgUHYVnZZOVkslBzaJm2lh2U2JzQHImF5OZTkpcGlJ4dVRlMSOTVrwxIiCH+gTBw5uAJIqkYwo5TWZcrDEvV5hVakwqDYZlk4Ron3i7AwiiFPG7ET7XiCqYIvjCtm1+6Zd+iT/5kz9hdnaW119/nZ/4iZ/g0qVLPe3+y//yv+THf/zHn/sYv/qrv8rXvvY1/vJf/sufeDazH06dOsUHH3zA1NTUcxkAzg7gwxRzLZ5s9PMUUXh/p0HqqAgZn326Livbnfs4LNYZEoWTDI9Hz8KPsbkXLI8HUG7zJjF85N0WRtI8W+8lyo5LmIulcOk4s6GD68kbBLZxXNonst0VTJVGWE4I7Jd1lIQauN2Tx2vtv9YwSXa1LwUEe/Wmd0nDIXB24DguDdM+uYdqut3xc+o+VSktT6jAbp8goWkYlsijnTqjYwaK2tn3hw9WeXZUJzfVGSQ1TEikk9i2jS1524ayXseKVQdTL6PkEoi6hWLXkSWRMxMyf/7VGeLxOGNjY8TjcWRZDn0+cpp3jTJts6uNfJ1zcZW46n3WPhWKJxLklAZ7trdPx4WkIjKSjrFX0qnqNlMplY2yjtJcJKXa9I0LdQvrsAS0znf7sM5MrrM648bjfS5fmsYcTbO17z0Hz/ZKvHl1iIdHOpIonJAky1t5Li8orJcdxkcy7B12Pjf3VnZ59dwUr5+fIl/VebLRSZw8WDtAVWQM0/8+uv10m1RCpRLip7VzUOj4e2FqiMnhFJt7Be4+aVXvfOnqEu/d3wjcD0BCU7g4leR/e+dxaDuAR6tbLJ4+Q+HogEqfG3LvqMzZxTQf9pH+BDg3keTIDh9Xp4difPDwGQDlUhnolX4DKBZ6xzGlWyqxEE7oJ2SJQj9PPNfl6YZ3bsmAaIcqCTz08Yuy2sYtrc/rZEiTyUsqCg6mz8BSPCyiOhY2Fn5hFdd1sY0atlHDBFQJDh2R18+O8Qd/92s97ZPJJDMzMzx58oTz58+Hd+4FIEwq79SpU9y4cYNisfiJV1RpmkYul2NnZ4fp6Wnfcaxer3/ikn0RIkSIECHC5xX9Kw8+vkRev1V2mEVRsWoylPafH1Z0i4QqU7daCX0iEJPBbDSIYZ74sQIIroPg2J5PqOugKHGSqfB1/UAVXv0kAnGRHBMJE42m95Mg4QgSjiDiCBJ2s59u82q5guglcTYTObVEivx+/8TEVEwK9P8FQn2RW+fTt0mECC8cgxBM5oDsyrWpjO/nZdOh3La4EoGUIjChGIDQdvML4DrgOgiuw7SmdnjdtiMmQSUkXOWNseEPlS2IuK6AgIvk2kjYxDBJi14nPaJZpFSpY0vxzqpSkRN1lggRPmtEBFMEX7z77rucOXOGpSXPG+RnfuZn+KM/+qMegum//W//W376p3+a995777mPMTMzw0svvcS//tf/mh/7sR97If1+HqiqSi6XY29vj4mJ8AqDdsyM9iOYXMzyIWOZGbYLjcBWguVNErf3ioxnp3rK2meyKne2uiXrIBeXOaiazGRjvL9aCNy/KLjk82WCmBFRgMcbre9XaiZ0ab8eBfVfEDF0k1K5RrsnVDf0mtf/IILJ0M2e/jmu5w0jN+UEKj7EVzsOyjWmQgimelfmW3clhGk71AzLd3HguJ7EneUGTwp0s/O7tbb913QLv0KPWpM0c8QEjmUhysFDcaFch3iMhiPx7ocrvPlFL0DsOA7v33jCkZNAjXWev20YCGIMNaZSOTwCUcIydBwB7EIRUY5hFwvEtCH2CxZWtYoWy/B///W/QDIefC39kGvqG6ttE50nhzUuTGfRmgRRvb2mXJJQ3c6Jlm07DDUJJgCxSewJzXugWGrdhxXd5uioxtRMioNqa79Ol7+W68KQImCPtAgmgPcfbDA7P4c6OczaVosoubu6x6vnpsEd6yGYAM9LyNKp1nXOnxonl06wvl9i57BCodLg1fNzvHvHX16uXNP5ypUFvv2hv7eRIotIosgPf+E0xXKN5c0Dnj7b5emz3Z62e4fBpLIoCLx+aZZHz/a5/3QzsF07RrJxxuI2T1fCCRqAsYzG/oG/51s7zs1keefOKl/54jU2DoLbDcVsnjYfkPXtQ8jM9B4zJfNguXcnttkiw6ayMW7dCz/fhCRwY6UQ2mY+J3PnoUdCdXuFHWM2p7G+0nsNGroFzUSJ3aPwAMBESmYZGEtrbHX5e+m1BuW9HS+z1nWRlBhSLIEQlITh2MxM5Pg//9U/x/dfOxV4zNnZWW7cuMHh4SEjIyOh/fu4OPZjMk2zRypPEAQuXrzI7du3efXVV5FDxr4XgXg8jmVZbG9vMz093bM98mCKECFChAgfBQJweWGUdDrd+WFz+uAC6WSMZCLmfXw89XWbst6uSy4V542XFk7at/7Hq2lJaApTI+m27d1zXZdUIsZwJnVCFLnNfRw3TSVjvHx+zsvWFwRwaf63t304nUQ558nbWpaNprUpAjT3oagytu00iSYXQRC8fwgIIgxnNF4/Pw2CgCh6n3uxWu8g2bjE6+cmcBywHAfDcqjpFpW6QbGqh3qcHJV1hibTvtsKDZPxLvLJAeoWSEDM0cEIllp3+lJn+PoTd6PfPkS3cy8CILg2otuUcBcVTCkXuo9uefcgJGIyBHjHQi9hJgiQjCnEYzIxRSSmSGQlnbg8iSR6v6d4/Hs3TzSTUPjKlQVvf7Rue+/2dolrCmOZeFtFWbOFC64ApmGCayMr43gh9d45dy6d4I2X2rSkTx6i9u0LgecpiRK2E165n05qpBKxwO2ZlNbZhy4k4iqj2RTVWhVN05Cl3uqSmCKjByQgAgxnErxxJfgYQ+l46Ha5LfE4CJmkRjrhT9ICZFMaX2r+ngDlcsUb1wQQXIhrKpNj2c6npW2sE4B4QmN2rJfUOR7SMgmV185PeR7FjoPtgmXZGJaDblroho3Uz+wIf2UYP1yYCJbHbocDWI6N6ITHm8KIeLlPty3HHejcHEFCcv37cUw8DSVVbMdGbFMccQQxpHcRIny6iAimCL7Y3Nxkbm7u5O/Z2Vneeeednjb/y//yv/Bv/s2/+UgEE8A3vvENvv71r/OjP/qjz1VF9KKwsLDArVu3GB8fH/j4syPh2c5XplTevnHAl96YZ7vg30ZTBO4ue/J8pu0wnFLZ75oMZmX/V0VSETkA0mHpXsDiiBoYJAWYyWncaCOYimUdhltDQkwSedhlZN+O0bTGbiZJqRA8iTUNG5DQ6/5EVb3qP+nXdRs5IVJrmPQTdQrax8n2rgoovUuSr1g1Qn/7w5IeWo7d7SFVa/u7UPW/NpVas40gcLgb7sPktk3nKkKSB/dXWFyc5p2bq9RF715U452TRqtcJhNvBrv3SyAkqRVLjM2OUtzPg5BCkgQKB0dINli4/PpPvvTc5BJAUpWQRQHBEU7mmqbtoskihuP1Yb/YQG5K2OmOi2VLtIs0HJZ1cskWUbmxV4WkyjGv93ijSHo8fVJxNDmSYjwucNDGiRiWjaYINNpSmz54uMuV+c5FacOwiTtVMqNDHQQTwAePtviBq3MkNYVqo5OY1E2bL5yd4Z3byzxca8kVjmQTzE0MkU1pfPHSHKblUChVPO8tQUSSRGRRpK4bXF6aJKGpyLLna2ZYNgeFChu7BZ5uHCCJAo+ehZvzLm8ecu38HHeWO8mnl89Nc1Ss8vbtVe+aFqtcPj3Lw/XgaqOXz0zwaG0HQw9/hgAWJrLs7B9y+dwCm/lg4jwZk8gfeRJ6dsiifnY4xgcPnp38vX9UYmHiFMWuasIJzWLFZxirVOqAd08Nqf3Hbrdh9M2MS7WNuY7lP8GPBRyqWrMgpRKTRR4sh1eO1puVbH5P25+/MsXf+tLP8MfvPuL9+5sclmqMZBMkUimWd0ogCDiOi2U5LE5m+D/9te/nlbOToceDlmTcjRs3eO211z5x70NJkrzqyaZUXjvJFI/HmZ+f59GjRz1JKy8ajuMwOzvLysoK2Wy2p1qpXq+TSPSvSo4QIUKECBHa4eByd/UACM6kuXx6irtPtwO3f+XaEu/cWQ3cPjuR8xJwQrA4M8LKZnCbN68t8eHD9cDtFxenuL8S3EeAVCJGpRY8p3v18hIfPgyurv++1y/zzr3g7ValxKgMuZSGpqlIkkTNctkt6ewV6pwO+N5+xeTcmP82ty/tw0l1UBgGsIXpyzAJL8AjRZYGJJjaJPIkUWAiHSMVk1BEAddxER2bM2Mq1bpBsVKnVGlwWOrs38KIyqO13iS3Y3z5pfnApDmA07OjPPFJkmtHLqmSLwcrC7zx0iLvBCTuAbx26RTX760Fbk9oCrVGuFz15aUp7i4H3/tvXjsd2ofTc2M8XQ9ft43mUqE+vG9cWeSd25/wefYZh958+Qzfaa4fW2iNa/3GGIC5yRE29gqB2//cq+f4zt3gcQgg58YAl3RSI5PQSCZiJOIxFEXFFUQM21OSEIX+z+VUJphQ64Ymfjzzsn7ckelAHxs2r50gBxJMYQizq4gQ4dNGRDBF8IWfZ0F3EP5XfuVX+Af/4B/0SOA8Dy5cuEA2m+X69eu8/vrrH3k/HxWappFKpTg8PGR0dHSg74R5MKVjIg+eeC/PWMjL6uyIzNsbrRdIVpPYL3e2Wd32J3dizbfY7kG43JOGhSwlCFJbznRpNB8U6gwPt4JvMxmVtRC30JgksN3HyP44cSjIg6lereNXYdUwLJIJhUK5f+Bbr4dTUN0EUHcFU6mPv9Jmn2qE7gVXvc0XK6j6qp28KJdqjPUWbpzAFaWOdctaSWLv7vYJuYTroMY7s3T2DirEmpluDUsEBcyGiZpIIIk1qpUygiwhoVCtHPLG2XF++vs+unRWNiZRdV2GEwqHzevpuu5JFdrqXoUzTYKpbjqsbleIjyVP7swnexUm28itx5tlrr00jtGcPVYbNheyMZ41iY3hXILt/SIIrfu1WLc5P65yc7P1e1TrFqLPqu/28j7f91JvNQPA8naRhAJL02PcXu5cNBg+z8NhscZh0+Po9HSOR2vBXllfubrIW7eCFxGPnu3z6oVZPngQLoF3rNU+NZphYSrH8uYhHzzonbSn4v6veFkSePXsJG/dWgbgzpN1VDXVI095jFPjGY7yBYqVBtVq+PNwbirFu3c94mhjZx/wzzrNKnaPTMdEVu0gmKYyMtcfrPp+/zBfgVSMmCxy63H4IhagXgkmxTy4LLctnqqVOt0UkAA8flbw/XaxqqOlVCYSCvdCVj2SAI83PQLK9ZHPvDqV5isLQ7x5daFPf58fmqaxuLjIw4cPeemll174/rshyzKmaWLbdo8M7sTEBAcHB+zt7TE+Huxv9nFh2zaqqnLhwgXu37/Pq6++2tEXwzCIxYKzVyNEiBAhQoTvdfSv8+mH8ACuZds83fRPzhnLJlDsaYZSMXTHpai35k5bIetEdxD5/QFOayCCqS9eAMHUp+JbABKyyHRGxa7H2S/WebZbYa/rup4ajZ8kuQbvLNLIi/Dpw7IdHNftWFu3I6EpbDRsVElgbizJWFYjmVCwBYH9mkmjLZEwFQtLs+5EUPJgB0IIJgFQRTBC8hhF+ldDmkgBYvF9EBFMET5HiO7GCL6YnZ1lfb0VsNzY2OiRl7l+/To/8zM/w8LCAn/4h3/I17/+df7ZP/tnz3UcQRD4xje+wTe/+c1QI+5PEgsLC6ysrAx8/DAPpoWMc5KNY1vBlT2VcqfMVUzqyhzKKWweBEhW2Q7pmMzDgECnB5eVrSMajZA+VDon5fmyjtyWgiGEkEsAWPZJRYnvZl3HRWo29W+nBxAw9ZoXDC5Ww8kf07BoGOH91LuC5noXwVQMMI89xn4lnOSqdlVItUvkBWlg19qC6P18mGSlK/gpitSd1iLDMnoD5w4xFFmgUavhKnFwXbR4DL1aw3IVjFqVXCZJw4SMJvCPfulHwjvRBzlNRhSFDtKy0jARm/dTqW6RiXnbTMfFsl3GU63g/Ua+gdrmeeMCo3G5oww+1Vaxl0xqrOyUmEq3rsNeyeDp+q5n6tmGUs1kPNs7XSuUG1yaH+75fH2/hKoofPhgnVfPjJNJtvp5b3WfkVxwBWMuE16O/3Btj0QsvHKkUA4nQhamhkjEZL7y0jxb+wW+fXOF7QP/RfnNRxuku6rSTk8PcWo8dUIuAZSrDS7O+xPss6MpiqUSRyVvov9geZN4zH+Re21x+IRcAni2dcBQsrdOZ25E44OHvZJ2ia6qzYRTCxw7NveKCMCZ0XjfcWIyq7C3H555tzCkstfm0bS7X+htMxJnM4DYP2rKOzohfnMA87kY1ea41y3fKQAvBcjAvChMTk7iui67u/1JuY8LURRPAiKW1SklKggC58+fZ3V1lUajH/n30eE4DqIokk6nGR8fZ3l5uafNZ+EBGSFChAgRIvxZQT++ob8H00f3aNov1rj1rMi/uLHNn9zcYWOnRE4RGdJktksha7RBgq4DtOm3HB4EgtsvtNz/IKIo9nhVxWWBmAj5coM/fbDH71/f4OF6ibfv7fFks+xbuT/Q6UR6WxGeE4N4uYVBEPr7gx3LGRq2y9OdCt95eMD/98Y2f/rBFvcf7uOWdaZjEueGtE6Poj5Qxf6ye0Kf89P65NsPcn0Mt1di0X9fnec2EJkeIcKnhOhujOCL119/ncePH7OysoJhGPzBH/wBP/ETP9HRZmVlhdXVVVZXV/mP/+P/mP/uv/vv+NrXvvbcx/ryl79MsVjk0aNHL6j3z4dEIoGmaeTz/b1FAIbTsY7y82PMDym8e3f15O9y2b8ceighcW+1q8rB7iQpZCs4YGoZJtNpNTSj6tSwyl6hRr7oT1KJAjze7CS5XBeyWitwvLETXM4NnuxZGC7ODLX67BNzdR0X0/F/Gx9XHVX6lHwbdRPLDJ4UWJaN1TW57iacSvXwUuRCHwKquyKqnWAyHP++tVcwOWICx/bvg+M4OGI4IeF03SuVozyCpDKUTWBUPFLArFZwcKjkPSJCRCRf1tEEk1/5qS8wnPl4HiTZmIQDCG035W5Zp926KtlGII3lNHJaJ0nRTSTUqyZVwz4pO99uM7ZVVO+aDMVa39EtB0VRuDTVScjtFAzSstWzeF3eLfFkbZsrC71+NHPTHtny3r1nuJbJF89PcmZmCNtxOX9qyv8iAB8+2mR2Yihw+2GxysvnZwO3AyxvHvDaxXnAk7Y4PTvCG5fn+eKlOcZzCVY2D/j2h0+pNxp9SfGGYXHxlHcuSzNDXF0a5eHqVofE3zEEp/c+PzWRoVatclBojSO6aXNuJtfTdjSj8WS1V35hdqTz3oopIlat6LuIMNqIhrNjKjefBpMgumExlFTY6y799MF4wmVz9yi0TULsfI79qielEIm9g3wDAVjZDu9P+91ZKHWOoaeG4mS0T76w/MKFCywvL6MPII34cSFJEpIk9RBMAIqicPbsWe7fv/+JJZgcE0wAc3NzVCoVDg/DycYIESJEiBDhewWDBTQ/4T70mQPE2piVrYLOH9/e5X/7cJvDo1qHckTHPoUB5lMDVOpYL4JgekFXMKlIJGQRyXV5sFnkD65v8v/6YIt/9/SIQjPhUeqjxTXIdCuqX4rw4hF+48kDaMglQqT8HReWdyt86+4eOwc1/vXTQ+7tljgoVTD1Rug9PRCt04ckVvt0v59PFgCCgCv0V4bqGU+iCqYInyNEd2MEX8iyzG//9m/z4z/+41y8eJG/9Jf+EpcvX+Z3f/d3+d3f/d0XeixBEPi1X/s1/vE//scvdL/Pg8XFRVZXVwduP91TxeTi1vMdFT27B0X8MJdxeyp/GrVWoDGuCNxeCdbzrdYNGn1k3TKyFyzd3vevbJjOaZR8sv4TzQn8UFxmbS+ggqqJ7uz7boht5+g6Qs/ioVquIIj+L9HjKqNqn2oAQ7cwLSdwYVIt13uCmu0Ek+O4VPTw86gFVCGBtyAynM7919uqsoKy3tormBAEDnf8A556LVwGEWjpEDYhNtk8G9hqBt/1ao10SkOVVKx6FQcXRdaYzQj8pz96uf8x+iCnyRiOS7nNc+rJQbWDBHXagvO5tIrRVflV7zJAvb9exHFhOOOF5B9tFJnJeZVIx5k66zuFju9MjuVYWd/tyPA7KOvsF+q8upjtaFttWMxNjnD38QbXFjtJpore6muhXOft26s8XNlmdiROQpO5cGqUhNZL/NmOy/xUL2HVjrvL26S7DGVlSWR+cohXzs3w5SunSGgyFxfGkEV48myP79xe4Z07q+wetciL6/eesTQdTGYdQ8Dh2ukxHq9u+8roHePWo2cn1VWCAF88P8HG1h57+V6iWe4q8p/IxZHtBgUfGTpF6Lw/z45KLG/5k/kHR4Vmn10KA5AA8zmVB8/CiaOMJnHz0Sbb+wXiStCUp1MeD7xs0HbTVlUSuPkkuE+W4zKZUnl2EC4huH3YGld3uqpUr0wNZkj7caEoCufOnePevXufeOWw67rYtk25XPbNcB4aGiKdTvPs2TOfb3982LZ9IuMrCAIXL17k6dOnGIbxmVVNR4gQIUKEP/sY6BXyXfKa6Vuh1I+R6Lf9OQimdjzZq7JSaHB/v0LN7EwmGyyr/+NXMDVnGOGNPuZ8w3Vddg/zrO1X+X9e3+D/fXObh/v+63Q5xDf4eF8RIrxw9L2twu/LQTzG4tpgXtEzzTjdTtXk1oHOtzar/OnKIc/yNQzL7vFMkvqK10FfgmwAH6ZBYA1AMLltA64LEcEU4XOFyIMpQiC++tWv8tWvfrXjs1/8xV/0bft7v/d7H/tYv/Ebv8H29jZTU8EVAp8UUqkUoihSLBbJZrN928+OJHjSzFSPywJLOYd37nSSQruHBUYXptDb3igCLlu7vUHKfLECcg6AhYzM1mowqVEs1lnZC888X9/xArjlqs5UTKKqd+4v61OBBaA237hjcYX7IftXJYFyOTyQunvY2u4CGU2m3NaPSrFG0BCkmzblSqPvpN7SbQRBwDRtVLV3XzUfQ9r238PzXwqfETQawRVOnvRAF8HU3L9lO74rLsO0egjGIB8myzDot/gZznaSnQdHdZCTaPEYBxWvd7YjocZkimURLIN0XCEmGPwPv/qjofseFNmYjONCpW5B897K16yOCdxuvg7NzKNMQmV1uwyJFklj2Z0zr6OywaWzKtWsxkHR+x1TzR02mjfG+n6FyxeG2Cx6v1E6nWTn7ipfujrBrc0W2TE/M8Z7d1c5vTDDShtxOjYyxMPVHW4+XOeVC/PcWPYMTR9v5smmNIpdhMnadp617TxLkxkqlRozY1kmRzPEFBkEAcd1cR2H1y7NYlsuCGDoOqIokkjEm9dDIJvU2D0qUanpHJVqHJWqrG0dsLbVOtaXry7SCMjKBG+BmE34e8csTQ8zMZxmZfOAf3/jCS+fn+u7oKzrJq9cHmHnqEJcdnnrZq+U2DFWNnYB77cbS8sY1TJ7Bf+F7sFR/qTty/NJ3r4ZbAq8trFPcibL5QmVt28WQvsLUA+o0GzH0ojMW5vedZzIxlj1kbhbHFa5ea/zc9eFoYTMftVqtomzvhJe5Zros7gY0mSWVwsnf28fVBk7PXYyzl2d+mTl8doxMjLC/v4+m5ubzM6GV9WFwXVdLMuiXq+f/Gs0GtTr9ZMKKVVV0TSNqampDsLnGEtLS3zwwQcMDw+TTr/Ya9BewQQQi8VYWlri/v37XLlyBegfOIsQIUKECBG+azEA4fCxHZj6HaPPdiVE7sqyHVxR5PGRV6Uwl1EZjiteJUC/UxukgqlPYHgwq6fnJ3Vc10W3Pc+pmuWCnMRw/BNH2yE9hzRYIKJpUYQXjH63lCxLhKcVQ0yV+xsZASOZ3vWx7cKTfJ0neW+9N6xJLOTiDCXUgW53AU/CL2jNIAj9fZYG82GSUQn3T+joQUQuRficISKYInwuIIoiv/zLv8zv/M7v8Pf+3t/7TPqwuLjIysoKL7/8ct+2syOeD8viiEJ+f4d37vRO+FzXC2g+awtovjSp+AZOdw4KqJM5APYD/FSOIVo6pVqwbNpMVuHh41bVwVBc6SGYNnf9ZZyEpqRbvU+F1KmsQqFUB8nfijCuiCyvFTo+S8hSB8E0nk2xsu8vs2eYNkeFcALLcRwsy3vRG7rlSzB55FDnRMBs0+vL+1RctMMybXQ3eNrRLbcHrQqmYq3lQdTZp95JQ5APkzzAwse0bI7zeSzDwBXjCIChGwiSjGvqmI5MqVQDMY2um5i4/OxX5hjNBvsJPQ/iikhMEojJIrIqUW5WfYmAJos0LId760WunPeC6cm4zLP9KqfPjVBp3hOluk5Okyg0WtdUEyDX5tV0++khydFkx32UkV2O3XxE2Wu7vrWHKGROKqhS6RSm7VCvlokp8gnJqNve9bVsh/furvLq+Rn2KybbRzWuLM3wzi1/MmRkKMOjtV029gps7BV6tn/5ygLv3QkmUrSY0iSZguXUHqzukkrEqPiQpMf44ME6ZxYm2c9XOTM7gipLbO0VeLq+z9P1FuFtmOHPM0A6GSOtwq39I+p9qvq294ucPbuEKsHW9h7FanAfn6xuk55cYHYoxvt3V0L32zBMLgxrPFwJrrQ6xtmpNLVKuBydIgk8WGnJ9qVU/+cpLvgvaTJai2Aqh+n8N7F3GD5mTSRl2mk723HJaTKHdQtFErgw/mKex0Fx9uxZ3nvvPYaHh0kkgr0FTdM8IY3aCaRj7yRFUdA0jXg8TjweJ5fLoWkasVisYyFmWdaJVF476SOKIhcvXuTevXu8+uqrPQTUx0E3wQQwOjrKH//xH/PHf/zHL+w4ESJEiBAhwncrPkmPJehPQIUV5TRMm1jMe8+7wLOSwbOSQVq0GRsSUQTXl+Bx6X9eLuAc9951kS0d0TEQ2/oriSDGNBxZCyas+nowefu3XWhYDmXDpu4zNc0EeKC240VI5EWI8Lzod1v12y5L4gAEkwID2LYm4wr9NGCOGjZHOxXmszGWlobAdRAcq/nPDiCFXYJGMwHPh6lmg+hYyLaObOvgHjsmuciSiCPI2HIMR475kkOGK9F/Nej1zRVEb9yJEOFzhIhgivC5wc/+7M/yW7/1W/z6r/86uVzuUz9+NpvFcRwqlQqpVLhU0exIgmtTEu/cetJTedGxT6314tBkgadrvcb2AEfFGkvzErmYwN0H/tJ6xzCrJTLxiUDvoBGt84WYUDpfhFPZGLfv+Xub2JY3jX6yEd4HwTE5LNRgxP+lNp2J8ayrSqddm1YUYLccHMQ2LIdiNTx7w6ibJwsDI0DGziMSJJ/PPORL4dMP07AxQpZF7XJ4x6iZx4SJ//nVfNikYx8mUeockkvlKhB+LxqOczIRKR0cIYgqsujgNMmT0lERkFDlGPVaFds0mRpL8V/8xTdC9/u8yMZkxrIxDFE4IZgapsNwWmUr36BhOowmFHarJlpM8QjYpEpF936DimExkRA7CKbdwxqptiqnYtXk6vkEj/arKJKIaTvcfrpLbmKciu5w/NXNgzJvXB3ndrOKyWh6fa3tFHjj8jwfPvMI2NXdMpIonFSUffBwE1WWeP3SHGKAfCPArSfbjGSTHAZU0HzwcIPx4TR7AQRSQze5enYmlGDKl2p85dpSTyWRJAoszowymksCAoossby+z/v3gqt57i3v8NKZGe6u7PRsmxhKszQzzK1Hm/xvb93l1Mw4G/v9CamlMY23bq12+In5wbBszk+nWVnd8DUb7sao0uBuKXz1IIlQLZcwDANCpuGXpmK8fbP1jAt2b181WeDBmr8kqSJ490VShltPw6X40jGxWXEYDD9Z0YQscgicH0uiDqA//iIhSRIXL17k7t27XLhwoYdEajR9vmRZJh6Pn5BImUwGTdPQNO25qn9kWca2bSzLQlU7ZS6SySRTU1M8efKE8+fPv7Bz9COYAH7yJ3+SH/qhH2J0dPSFHStChAgRInzvQABOTWQ7EzSar0RBEMB1GcmluHx66iQu6X3eap6Ka1w5O9Ox0jh+rwpAMqEykkk0eYvm58fHQABcUokYI9kUCELXfrz/z6TivHFlqeNz121tTyU0cpmElwRimsTjvQkniixiNudwbQLoJ/+Vyyb54ksLuK6L63qEkeO6OI73/wlN4dzcKKblYNo2hmlTaxjUdLPZJnx+GJZ2Um1YxGK9iZdlR0JsJhA5ogzN6yW4rkf4tMtMObbnh2yboNfAqHv/b5tM1MsIZgNM3Tfo7KRGEBslb4scw1U0XFXDURK4ShxH0XAVsTc07Xr0FY6Di8WaYfatbkjG+ifgSH0k8gZR6hJFgZgiIUsSsiQiNf+JgoAkCcRUmfnJIURBQBQFBEFAEJr3pACj2aQnV978zLvynLQxLQtVdJkezyE0r6pw3KiJTDLGS2emA/uYS8dDtyuShGmHUxaj2RQvnWldL4FOAi6ZUHnpdFgfEmiqQqNeR43FfOebCU1hYiQTuI9MUvPGiABk+2yXJbHHb7obo7kUl5c699F+JyfjKhcXJ0/+rtdrJ+OA67rk0nFPreP4ey643v80/3bJpBNoqtz5/Luu99+Oi6pIjGQT2I7reWTbDoZl4zTX4IMklymKPBDBJMniwOZpp7IxBFEERJBk3OY5uraN4Noe8eQ63pih18G1mxegOY5YJoKlg6WTMU1yxV3f9SaAqyYQal6MzQWQlOZ4EcdRvH+2GseJqYii2JTCE5qDtteParlELJnBSo0gyIpHzkescYTPESKCKcLnBoqi8PM///P8j//j/8iv/dqvfSZ9WFhYYGVl5UQ6JwizOYlv33jSd3+y0Hrhnx8V+PZmcIb7SFIh4YQHKCeyKreervL6G3OBBNPWfqGzD12T9mRIfkijbjGVjvFBm4yTH5Y3CxRrBlMjw775HapP0LF9yjWRUnncCO6HbthUDZswebh23yrTp5LIdV1MR+hJNGkPcpd8KpzaYek2ekgAtepDFtUNG8d1qen+5+cruScI7G/tMzHXOfnTDRv6yA0rsbYycKuZI+OY5Cs2yDKWYZNKKjRsGb1WJKFK/P2/+sYLl4XKahLDqRiHbdfkoKIznIqxlW/+Vk0yVm564UhtE6KaLVI5OASxRRjcf1biyxc6PY1KxTqOC5OjKdZ3S1TqJi8l4YEOB5XWtV3b2CWtDVHWHXZKrT69c/cZr1+a4/5WjUrD5Mz8BA9XW8SLYdm8fWuV0WyCL780R7Gq83Btv0PWUDdtXjk3x7//4JHvtdANi9PnZwIJJoD37q5xdm6Mx+v+5EYipnBUqPDlK4uIooBh2hwWq2zuFXiyvs+Ttu9dPTfL7Sfbvvs5RnsxnSKLXF6cRJFEbjzcYOegcLJtaiTJRoB3G8BQWuP0zBCPVjb7kkvH7eNuLVBCrx0vL41SKfWX/3h5IcdbN5eRJZGh2bM0fL3aXDZ3Djo+qVSqdD9QZ4Yl3trwr05ymtWO02mV5T7mrEsjEpYePH5LAjze6iXuj41lr0x+cv5Ltm0HViA5joNhGNy9e5fR0VHi8ThjY2PE43FiAYvljwNFUTAMw1cqb2Zmhtu3b3NwcPDCiB83QM4imUzyD//hP+Tnfu7nqNfrxOPxF3K8CBEiRIjwvQHXdXm2XwF6vSqPcXEB7i0Hz88yKY3bj/2TDwHmJoZ4tn0QuB1gcWaElS4fyXa8eW2Jd24Hyx6fX5jsmAf7YSiTIF8KXsN+8coS791dC9yeScW596S3Ol0QBOKqAmadqZRLKh5DiykosowgSVg2VBoWkhA8ByvVTIaz/u9w2xWQRbwAceeBcQwdHv8xOFZHRVI7nEQWsRaedEkbIYile8HmevGEFHMlBXniVPg+RAVngKhcMkDivmNXzXlbOi4zklJJxSQUqSnT5zpIgkNscRjTtNENC9200A0T3bQxDAvdsrAtiXrInHZuPMPaVvB9ac+O8nQj/L7NJVXy5eBEz2Q8xp0nW4HbNVUJ3Z7QFGp91imXl6a4G/J8ZlNx7jwNPsaZubGO9ZgfRnMpDgrBY0QqEePu0+A+xGNq6PaBzvN0+HkOZZLc70lCbK3HlmZGerxquzE9PsR2iArP0tw4B/nedbEkiqiKREqTiQkOmioTU2VURUZVJBRZRpYkBFEgG5c5n4hRNWwKNfNEBaUb5nPwLeNJ/0CLIEkcU9vHu5MP7iDWQ8YDUfVI6iDoVVxZRbCa6cu26ZFRjXIniT42R4DtHFnAsDVcuUmqR+RShM8ZIoIpwucKv/ALv8CXvvQlfumXfglN+/RLPoeGhlheXqZWq4VKBl2cHyz4ZeheYD2niXz4MNzEPK0K3HkYPhmbTMGK45JQ/F8mkxmZJ086X3xWlzzW041gH5FyzWA6F37d57IKt7e988rGZQo+RFfepwLBaSN2/J1jWpBFgYbjhmoqGHWT4yHM9PGqqZTrvqXHLp4EnyKL1ML5JUzDpscJsg01H7JIEATqhk3D8v9useIfzD48ajAx1/mZ0yeoDRBPevepXq1S1mUvO8y2saUkguPgCjFKxSrJnIJjmvzv/vwlvnjRx/DpYyKnyWQSCutHrQXo6lGNXFsF0rEPk9C8Lof5NpLQgXzZID6S5PiyWo5L95ry1nKeC+fGwE6yvutNZN9/sM3Ckidvl03FKVbq7BxVuLKUpGrIHJT0jgn+e/fWubQwzkFdYGwk6buwPijWmB9Pc/vxBrlUnHOnxhFFkXJNZ+ewzNOtI2RZwrL8J7fv399gZjzHpo+EXkyRGM4mmRnPkk5pxBQZQRCwLJtyTWfvqMxhscqDtT1euzTP9dvhY0etrp9kpAZhZfOA77+2SF03ub+yw40H/jJ0Nx9ukE7EKdc6F5aCAK9fmOHeyjbv3PGCCJfOzPN4I3jBsTiZpVar82QtnPwCODeT49ajZ0wMZwkbISZzGh/c966HZTvMj8Z5tN27cLs4Gef9u52Lwp39PCQmTv7WZIG7T4ODKo2654G2vd9PaAG2do8YG8sF9n0uG+PGdqHnc6u5OPo4/kuO43QQR+3/fVzB0y5hNzw8fPK3KIo4jsP169eZmJh44R5I3RBFEUVRME2zRypPEAQuXLjAhx9+SCaT6alyetE4c+YM4+Pj/Pqv/zq/8zu/84keK0KECBEiRPhuRf8Yp/9aynVdarqBYZqs+CThHGNyIodYd5keSZBOKFgIrBc9dYTDqsFCwPdMN2RG6TqBlQatbg8i2dvn5EMUEU4OM6BHU0Lp3VcmJjGkKSi41BoWRrGMVD9kP2/iR31MDSd5+riPFHUUs47wghEUTbEdh7ru0NANDmrhidbf/0acG+utWFkiJjM1kmAkG0fTFCwX6paD0c/Euw3pAWQnB4XgWqGPjiAIOFoKoRKuiuFaFvhYP5xsl4KtMiJE+KwREUwRPldIJpP81E/9FL//+7/Pz//8z3/qxxcEgYWFBVZXV7l06VJgu+nRNNlULJAsOEaxWAGSzKYtNtbCJ7GyVQ+VhdMUgbvHWTQBE+LxOHTXVdWqOuC9iBaG41zfLAQeI19sEE+EB/XScuvVmY5JPQSTJAo83ezNYKk3g7UAm7vBfQCIyRL1PpN6x25VJ/lJb5VD5O8aukWtQbP02B+u62LqFm6IbFUjIEWmrltYruurSV7xE9UGbClJYf+I3Nhw67Nwjg3HtpFUj2Da3zxAEL3gsNSU4agWiyCIJOIadq3KZC7Gf/EfvRqyx4+ObEwmEZPZPqpDMxtoPd/g8kgrq/DYh+n4uj/dLDE6l8VqEmkjQ0niksmm1Zo4Vaqd97rrwnhCpu609mvaDmkM9hGZmRyi+MT77W8v7/LlKwvc3DKZnxnryCC7t7rHzFgGRc4GnpPe/H0LlTrvdmVm5tJxfuDV0+zsF1EVCVmWPM+t5i3huC7ZVJzxoTSGZdHQTSq1BqVqg7pusX1QYvugxKsX53j7VrA30fV7z3jp9HRoBt2T9X3eeGmRd++1iKiRTIL5qSE0VWY/X+Hpxj5HxQq3QwgVgFrD4JULc7xz3zueJApcOztFsVzj7dud/cwFZH0BXD09zuPVHSrNirbTS6dY3/PPbJseSbK1s49uWDzbOWTpzBl28v6ZsrmYy1oboZwK6EK92nuszd08k2enTsaLM0MSb20Ej7mlUo2Z8RE+uO0vKXqMM2Mqtx+UsBFgaNy3jRYwjFRrBulkjIXh4Aoax3HQdf2EPGonkGzbPiGQjkmjoaGhE0m7QSQnRFHk0qVL3L17l9dee+2FeiD5QZKkE6k8WZY7SCZVVVlaWuLBgwdcuXLlY1dahn2/Xq9z5swZdnZ2+KM/+iN+8id/8mMdK0KECBEiRPhuRF+PpX5eRn0YqL4WRa7LflFnv9hadyuSwNmZDI5po4oChk9SnuEIIAUcexBfpEHmIE6f/QxCMA3SF0BTJJKqxERCwTJsVncq3Mt3rnfPZcU+CgMRexTh00d/DloYoFXn81jTLZ5ulXi61VrzLU5neOfpIefHk0xmNXAddFdoeam1QRJACUkkfl6IroOlxBDMkPjgIGOKqYcSTDQtFfqNqxEifBaICKYInzv8zb/5N/mxH/sxfu7nfg5Z/vRv0ZGREZaXl2k0GqFVVBfnx/jOvY3QfW3tHzE9l+X6/aeh7UQBjGq4hNT5yThv73gvrGqlil9O1v5Rb1D1qFiB5BAAWp93WqFcp+KvvHeCvaNWkD7uo/M8mRDZ8SlZLhSrkE0jCbC6H07M5VQJFJG66T/hNhp6R1aZ6ePBVK2bBEnsNQybaoDE4Mk+GyauC6bl4DiuRx60b7ccggqMarqNK/gvx8r14EVEtdwgN9b6WxDD73/H1IE0Rr2OLSROjqebNhqgV3VkJK8cWy/zN//iyy9cGu8YOU0ipkpsHtZYzGroluNpGLdNfo59mMxmZlHDdJhKx1gvepVMI7kk5XyRY0IUoFA30GSBRpuW8sO1PGenOyXFPni8y7VL82hkgBYZ8/btVb545TSqT6355n6JWsPgSxdnuLm82+OpdW9tj9nxITb2eqv+CuU6TzaPeLa5F1hpJooCi9MjoTIRu4dlVFnCCKiEAqjrBqIg4PhMJAUBZseHUGWRP3dtkUpdZ2uvwO5RmYNCpxTBrcebXD07y+0QqQWA5Y19xnIJlmaGefJsj/furvq2u/VonXhM67xurssXL07zzp3VjusyPZzwJZiySRXHqHfIZMyMxH0Jpmuncrx7p1PmpVHrbXd1RuM7t3olZxzXZTKr8uywQVwRuLscTrbtHVW4OjUW2gYg5nrj2fZ+ibmxSXQfwnv7wH98PyrU+PLSCHrT86ibQLIsC0EQOgikbDbL5OQkmqa9sHdkKpViamqKp0+fcu7cuReyzzDIsozruicEWTtGR0c5PDxka2uLmZkXX215jEajQSKR4Hd+53f4kR/5EV577bVP9HgRIkSIECHCn0V83DBmv5WH0+cIfoFU03a596xIsWpCQuXcaIKJTAzdbvXXcEKOPEhwdoA2gtNn4TyI1HAfgkkU4PAoz0EVHj0+5GFYf/pc7CgmHeGzQD+SWhyAYBokhpFOqpQaFu89KwJeVaQswEvTaeaHE4iSSKUZX1rIPZ+X7ECIJT2CKACCXsU9cR4LQKMKyWCPYaIKpgifY3y6jtIRIgyAsbEx3nzzTf75P//nn8nxBUHg1KlTrK6uhra7eKq/TF6hVCMtVLHs8InjKwtDrG2GZ8nv7rekqA6OemUEloZVHm/2BsJ3DrwgsyjA/dXwktz5rEgixEA0owo8bZMwqBR7+6EGzFytprj0ZEqlEUAcHaNUrpPVggOnVr1Tgs/QezO19BAB3oZuU+hThq03WtsNH4+Xmo8s3zGOqnoPIQVgWTZ6yLkfVkRq5RaB5/Sp4nKblWxmsYLQbGsZDYSYCraFi0q9VkHF4kevjfNT33chdH8fB6okEpNFHBdG22Txek7Xdqi3PQ/JNuInmVRZP2x0TLoOKybnxjrvhZ2jBooPYaSXy6haL/F659Gab3uAfLlB3bBQsHnj4jRJrdV314XFmWCC4dlOntcuLQRudxyXZDxcEHJzr8Brl8O12Z9uHPCVlxc5vzDBFy+f4s1rS7x++RRnZseIKTLru3m+9eFTbMfhxoN1dkO8n8I01SdGUnzppVOM5RLMj6d56+Yye/lg3fBKXefyQqti5/LCGHMjcd6+tdJDum3v9krppeMKYymJ9a6KRr3eW304ntV4ut5LCK1v7XWeQ0bh9qNgScFMzLsPlnJSaMUowFGhysNnwZKiAOmYyK2n3tjtuC5j6d6Sqrmsyuqe/3Vc2yqQrO/z8OFDdnd3MU2TdDrN/Pw8165d40tf+hJvvPEG165d4/z588zPzzM2NkYqlXrhCRhzc3OUy2Xy+fBzfhE4lsoDzyOqG2fOnGFra4tqn8SLj4NGo0E8HmdkZITf+Z3f4ego/P0YIUKECBEiROjFx47R9qtwCiFgSjUDF3h4UOPfLed5vFcmJnr7bIQtNwchj9zg5K8TWOFzyUFk9gSf/oiA6zhsF+u8/azAo4qXbDdYJUgwBuKXPqFkxAjfvej3OPW7c1+U52sy3ku+WC58uFnmf729yz/7cJt7G0UE22YqqT5fFdAgbaXwtZng2BAPlyMXLB3HDVHZkdTB+xMhwqeMqIIpwucSv/Zrv8Z/8p/8J/zkT/7kCzcZHwTj4+OsrKxgGEagD8Slhf6Z7a+fGaFe7/UjakdKk3mwvEldt4iNLfpWKZwZj3Prfisjf2P7gNziBHZbEFe0/CWlylWdqZjEdCbG2xuF0L7s7x0wNDNLUHhxJGbTHrpNxBNQbk2+BWB111+a7rCkMzIUp1/OhSoKPN4q8mYIgXd1YZx/f7NFyJldBFC1XMUNmdDrhkXFxz+pHWbbdsO00bo0er0KKX8clHQy2d7qt0Ix2CAXQBBFttf3OX3Jq84R+mSoxBQJyzA5KLkndlP1Qp7UwhyN/BGO7TKSTSJZOv/gf/8Toft6ETg2n423k2td86PdfB0hriKJArbjUiq3ng9FlSnXLa4kBTabceVi3UI0yngVe62dFYq92UEP1vPMjPdO2mq6xZPVLebG0qzv95IvaixGvlznrZvLZFMar5+fxHJcnm7mWdktIopCYJXSYbmBIAiBE1SvamiGWyEmzrcebbIwPYwiSaSTGjHV82RqGCalcoPdoxJ3nmyDCw9Xg4noD+4/Y3osy9Z+sI7942d7vH55gev318km4yzODJOIKewelXiyvs9O87tzE0Mnv1EYSpUqc+MZcgmFDx8Fa7o/Wd9jaXGejeb1Pz2VpVQqcn+ll3h6uLyJqA2fjIUj6RiOXuHQ5/nZ2i9w6tw0RxUDARfNqYZKg4iORVwRuNenegngpdkktRCJTIDTIxJvb7XGnxi940rDh4g/Rqlm87UvX2E88+l7DnZDEAQuX77Mhx9+yGuvvfaJVxCLoogkSSdVWu3vekmSuHDhAvfv3+fVV1/9SPOAfovGWq12UqX85ptvPvf+I0SIECFChO8FfFy+oV8YtJ/nrBuyvXs9d1S3+NZKnqwCs7EUbjyggmqQ4KwVLm/vinJ/ebsBJPIAZBwsJCRcjuomTw5rWF1d9Ete7EbfFlFMOsJngX5WZYMMMgO00TSZfqlpW8UGW8UGr8/m2KlYpFURTRFPLAY+DgbxU3NltX9VpxtiAy4ruK6L47qDXbcIET5FRBVMET6XWFxcZGlpiW9961ufyfEFQWB+fp61tbXANhf6VDB94cwo3/7wCSktfGJ5fjLJUalGXTeYDvDhUOiq2LFsxjIt4ms6I3PzaXDgeUiTsBrhsnRjCXi6XSAeElN0ukwT6/XOrK35IY29gj+hdlDwiKf9fLA3EsBsVkE3HZSQ9+X+Uec+zK4ZeDGk6gKaEnk+MlbtsNpKbwwfCb5iKZg4LASQT0fFKo4dTmzVrBimbmAaBkKfLBjDMjnY3D2R0nNdl3hMxgXKVYcYDQzT4lf/o09OGq8dmWbVWfv18ryoWr/PvfUiogCjGa+y5/bT/AkxRdP7JdEV1HdFifPjnZVAa/t1Tk/0lo8/3ciT8sleWt8vE1cEvnC21yPn4foRquL1vVhp8J3bq1y/u0axVCalCvwHr5/jS5fneeXcNEszI2STGqrs9XVl65AvXJrv2J8gQDoRY3I0w+mZUbIpjVcuzPHlK4t85doSX7qywIW5YS4uTDA9lsW0bMaH0jxe3+eDB+u8fWuFt24u88H9dZ5s7FOu6RTKdS4sTvpc9RYahsXUqL+nVCKmcHFxgi9dWSQekzkzO0KxUuXGg2d8++ZTnqx3WgGv7+b5wvnZwGMJAlw9M4UmCyjYfPgomEA7xvSw5xf2+tkxlte22Nr392QqVuosTWUAz+dJtutsBrQFmB7ySIJrsxr31/wsjVuoVKqcHqB6KaXJ3H2yhQ9P3IGna13eWGbnfjMxiZX94ADFa2dGPhfk0jE0TWN+fp6HD8MEWF4cJEk68WTqRjqdZmxsjJWVYI+yMPjJ77WjXq+TSCSee7//6l/9K86fP8+ZM2f4zd/8zZ7tf/qnf0o2m+Xll1/m5Zdf5jd+4zee+xgRIkSIECHCdw36VTf0IWnCtruuv49K0YTHRRs7nsMRfRL2BvE9ssLXzijhKgUAJxmAIXAFEce2eHpY5a31Ig8OesklGCz43dcPK2KYInwW6HPrDhKmGIQTjoV5F3Uho8k4QNFw2K1a7FQsKrqN5bgf2d9IsM1Qj28AoV/VI4DPugg84glRptAYoLoyQoTPAFEFU4TPLb7xjW/wjW98g+///u//VILj3ZicnOSdd95hYWHhRMqnHefnRgMz/K8tjvDurScANGrBRMTMcJz37raCZ8MphY2uhP7hlMItH8mnobjETsH777RkhL50RavBndVg2SyAqbTAKqBIItD70lIlgYfrnbVNhVIdEi0vnHjI79QwHdIxiXsr4TJEctMs1Q2QFVQkgeX1znMREHFd9+Q+8aqL/CvPwJNFs0Mm/K7r4ticTIb0LoLJdV0qeluDLpQrDaC3kubosEz1cJ/0+FTgsRFlKocFktlUcJvjpoJA3ZRO1i6NYt67DoUCgihTKR7xI19Y5Ke/75P3VAEYiivEVYmDYgMUj4DRbZfpdIzNsjeZOvZhGs7G2C00MG2X2UyMhwc1jlUNV7eLkGxdv+FcimqxTPtvelgxmI8ZSCK03yqru2Uujie4v1nG6CIRh4ey/Pv3H/DFy/PcWy/QaP6ulbrBlTMzfHC/k1B2HJdHz/ZRZYmbD3ufQUEQiKkytYZJKhHDsmwMy8ZxXMo1nXLNW5g+3TzgS1cWePt2cKD83btrXFqa4t5ysD/Su3dXOXdqnEdre4Ft7i9v8+a105iWhSxLNAyTg3yFjb0C91daJPRXri3x+FnwfgCebR8gS2KHxOfcRI7ZsSwrmwfcfOh50H2xj8TfMYqFEldPZXnrZrgnHUAuLpFJKCRFg+WtQmhbVbCYH4kFekW14+AwT9kIrig6xkzK4eZug8LhPuCvg30qK/BguXOR0P06mE7KrIVIpP7lNxf69uXTxtTUFPv7++zt7TE+3kvIvkiIoogsyxiGgW3bSFJnQsb8/Dwffvgh+XyeoaGh59q34zg9+2vHsUTe88C2bX7pl36JP/mTP2F2dpbXX3+dn/iJn+DSpUsd7b7v+76Pf/Ev/sVz7TtChAgRIkT4JCGKAkLTI1YQvP9WZAlNPV7nukhtSV7HvinJeAzDRxrcxfUIHlkipso4jpdV7zxngLZf034VTookYPq0Keo2gqTgJnLYZgPRqLVk7/rJ8olyf38lSQG7T7A4INHFBVxZwxUlBMdiPd/goNZPRiz8UED/EqaIX4rwWaDPfScMUJ03CAslKxKE+Bq3IyZ3rhGOyaai4a3b0qpAXBaRm+PmIBAFcGIpaATH3QSzjqtoCGZwjNC1DFB6ExArpkOhauIgkBuAvI4Q4dNGRDBF+Nzi6tWrSJLErVu3uHbt2qd+fFEUmZ2dZX19naWlpZ7t8ZjMwmSOp1udpMvFuRy3HqycEE8buwd48l69yKouy21BcNlHXmkq6bDhE6A0qiVAJq043HwcLveUUVXqRvCbXRYFHjSlt+rVOn5Dw3xO4fpG5wt776hKso1gerxeCO3HRFzmQzt8hrG571UfGbr/pH4qHWO9ax+2CylVotqsOnIJrxrbPSyTCKj0ADAbZkfGmdFlJFStm7ghM/hCoQr0SijWqw2kARZcm/sGU0KFoPvmGJLjIogt0kWv1cmOZnBtF7NWZnYsyW9//Qf7Hu9FIRuTmB6Ks7pXZWo2g+1C3XJIdfsf2Q65ZKvf+WZFWq35LOwW6lyZGmaz5FV+xOMa3/nwKadPL7JdbFWDSLLKtXmND7rJU1Hh3GSCe5uVjoB/tfkMvHv3GQtTQ+Smc9xZPQAE1Fjwtb6zvMOZ+XGedBEyruvS0E3ur+zy+sU53g0hOB4/2yeViFGpBWdDGoaFKAi+MpngLbAFBFJxlcnRLNlU/GRBX6nr7B2W2cuX2dzPs7FbCPV+u/log9FckoNCsJDA1n6RN18+Td2w0VSZZzt5nm0d8myrkwV///46MxPDbB74VxmlEzEuL45x69Ems1P9vesASoUiOcXh8UZ/X5xCoUijYWD2qUoEiNl1Sk44qTCaUri/5o2pDd0giGByG71E1eFRGWLe2CIK8GQzmMwaSqn82Cszffv8aUMQBC5evMj7779PLpcLlIl9UTj2YzIMo0cq77gvt27d4pVXXvFN9giC4zh9K5iel2B69913OXPmzMmc4Gd+5mf4oz/6ox6CKUKECBEifHcjlYjxf/vVH+Payy+fxD27g5BC22eC4BE2HW3bPjsmfFrkT/e21vda/1rHEEWh2d77XGy2kfpI/R7j6OiIg4MDzp17MUlpruti2Q627WA7DobpJWGZpo1hWdQbJnXd+2c5LsW6TamqU6rplGoGh8Uae4Uq+4UaCVXEC//6Qw4I/hbbs/wVDVtSEWwd0aj1r2CSVQjx2wVPYaFv2LltPeni+ae4koLgOgi4HuElCIRYILd21f9oJ21iisRwWmMko5FJqKTiKqm4wnA6hvPqBPGYQjwmo6kKqiKhyBKqLKEoEpriJW7KkoQsiUiSiCR695gkisiSgOt695goCt691kZeiqLYcW+2PxeCAIcHh1SqFRZOnWr7vOvZEcI5CUEI5wgF+nNpAkJvRVfbn/2OAd59fv/BA07NnyKR8J9Thvaz33mI4QRr0Hm279OvTTsBLAqtBDnHdbl18xZXr11t295KqHZd74odf9/1/mh+Bo7reP/fJJvdJuEMYDkOtu2NC47jYNkOpu1gWTYuAnXTQTcsdNNGNyzqhkWlblBtGFTrBqMTaQxH4qiiU6ga1H0UZsSAROluaLLYl7AqGy7l5jGSskC2UUe2PVuCUGk6JRZKMAG4sWQowYReg3iLYHJccAQZx6hiuYONFxEifBaICKYIn1sIgsA3vvENvvnNb/J7v/d7n0kfpqeneffdd5mfn/f1o7i4MHZCMAkCvLw4wt0n6+htnkBbewUm5+YpVDoDy5dms9y425nJf3SUp71KYzbt8t49f8P6WLNC5NSQzPZm+OzHqIXL0p0fV3j3tveSOyqUQenNFJd8pN2OinWGTgkYtsv8kMb7G+GVAbVKeJbXcELiyZYX8K7VDBB7r3lC8n+ha7JI1XRIqRK6E/7WrdYNwoSR9C7pP71LXrBcDZa8chyHSr130eI4Lts7RXTDRSzl0TLB2fiupLK3WyA2PBHcxmhQqDjITV7EbNRAkJFVlWLBQhNt/qu//oMo8qc3A8lqMuNZjae7FUYTKrtVg5JuY5Q7r99uvk4q0QoU310tcPrcSIe0YFpq3dOuJOG6MBKzaK/vyWQyvPvhPcbHJ9krtY6RSCb5d+885Y2XTvHBSuHk88dbeRJxlVrdYHU7D9t5Tk0OMT0+xOpuEVWRMUz/xeRoLt1DMLVj67CELElYASXth8UqX7m2xFs3lwP38WRjny9fXeTmo00mhlNkU3G0mIIogGFaFCsNdg8LvHR6iu/cCZbvXN064itXF3nrVnDFVLVu8NKZ6R6CaWY8y8xYDkkSOSxUWd7Yp1Q1qOnB97ztOEyPpXsIpqSmsDCeZHWnxLc/9M477SNf2I0rSxNs7u4ja/7ETjs0VQa9zO5RuE4+wKWpODef7PDayxcobQYHDSbTIhub3jO8sr5HZm4Ys4vUzmgSK7u95Nz6dp7cQhYXODOs8c52IfA4P/XGPGo3+fo5gaqqnDlzhnv37nHt2rVPvIr4WCrPsixkWe4ghjRN49SpUzx69IjLly8PvM9+EnkfpYJpc3OTubm5k79nZ2d55513etq9/fbbXLt2jenpaX7rt37rufodIUKECBE+/xBFkZmxNGfm+nvyfi/iuDrqeB2SfL7XbQ9qusX6YZ1nhzVW96vc3ShxZ6NIvmoGepUUdbtD4UIQRRDj2FIMa28LDAdFEX2/70rKAOTRAHMjUcQ5rlRqJ5W6oD1ndZIAzAzFOTORZDqnMZ2LMz2kMZVW+W/+6muk459sctDHgSZalMsic5PDn3VXXgjyeylmJ3Ikk/3XLZ93uK7LwWaK07Of/3GtYdjsFOpsHtbYytfYPKyRHE5iSnW2S3qPqkQ7zo/3V4ppR9VyyWwvY1fznodSZhQhkUZUVY/gb382B/Jd68Nc6jUchgARR1AQjCqiWcYSvX7Lg1R8RYjwGSAimCJ8rvH93//9/O2//bdZXV1lYWHhUz++JElMT0+zubnJqbYsm2NcPDXKv3jrEVcXhjk8yvNOUxavGzPDiQ6CKaOJrG/0epbs7B+B5vmsyJJAox7sJVQqV0nGMtx+El69dGk2zfrWLhD8Ii3mWxUJm3tHJGc6yQ9NFri74u9tMpRQ2C0bJAZ40RXLIZkawJgmc3wF8+UG+MjElcr+JJXaPH5ugJSObgKpG2ZX9VS311QlwGMJQK+Z6HovwVSpmzR0B0EQqJdKoQQTQL6go+k7ZCcneoK7pb19qhWH9FDm5DPJ1AGHerWBjMsPXZniixeDPXQ+CciiQLrpw5RSRXarYDkuR1WTWEJBbwbp760X+fKZkZPv2Y7LdFLlwWGNoXSMfFnn2U4R1AQIAsWad/1vPdkmPTZFVW9mTUkKdd1iSLPZa+M2yg3v+r9zZ42vXF3kvadeFYxpOVxenOaDe6snbdd28qzt5EnGVX7g5SWKFS9jcm0n35H9dePRJhMjGXYP/at0NveKfOmlU7x9K5hAun5vjTOzo5iOQyahEddUTKOBIIi4SJSrDZ5tHxGTRZY3gr2E7q9sM5SOky8HE8c3H28yMZxm98g/gyqT0qhUG/zga+fQDZNSpcGznSM294ps7nUSxW++fJq3bq0GHgvgxv11RrNp8uUaLy1NIglw5+kWt552kjAfPlxnOJflqNTbd02VuXp6gu/cWcV1Xb7vC9Ps5YMrrBIxiWHN5f3761w+N8+T3WDS6PxMjrtPPUm/WABJDXB6Isn1B61zNSyb2eE4K/u1jnYLWYfdzd7nvK6bnE6pHFQMisXg30cQ4C9+DuXx2jE2Nsb+/j7b29tMT09/4seTZRnHcXyJoYmJCQ4PD9nZ2WFyMtyL7BiDVDA9bzDAT/Kne3x+9dVXWVtbI5VK8S//5b/ka1/7Go8fP36u40SIECFChAgRWkjEZM5Ppzk/3SlBvn5Y46Bh8fCwzmqh0RNUdulVjRNEEadSpfH+2xCLo0wvoOSySIqEKHoVHYRI7PrBthxsy8GsNTBLFcyjI8z9PVKvfonca6/5kkrt6Ld8FVyHIS3G3/jBRS5Op7kwlT5Zc0WI8L0ITZVYGE+x4EMWGZbDs0KDW6s7rBR01iqw25bofHrk+T1YjyuOBMuAoy3cI69WyhVEhEQG4ikENY4r2zQOa8hxGUWTfdcigl71vtdVSek4LkbNpFGskYiPElMcRKc1dpiSl1kc5lUeIcJnieitFOFzDVEU+dVf/VX+0T/6R3zzm9/8TPowMzPDe++9x+zsbI+fw7WlcRaGZa7fCfcUcdpKYFVZJKc6PN7tJVv2DkvMnJmjXDe5Mh3j2x9uBO5ze/eQyxdyvLUenrlfLpW8IO2wP8E0lpJ5tNqS+avUDGYSCoVaa79LQwpvrfsHb5OK99J82qd6aSarYOvhxE693iLhDvI1cl0EU0wWubeS7/4aAGJzQaE3wuUMHNvG9CGA2mGZncuRbom8eohkgtEwsR0X3bA6jCYLpdpJINJxRGxDR1KDZdmSMY2aqbK3ukNmJEk8k8F1HY7Wt7FI4tqVk8w513EolRvENAnLkhhRG/w3X/8PQs/xk0JG854Ru+2aDWVipOIKywXvnm+YTs9ib+/QC+CPDSfJl3U2Dqq8cWWIx0cG+Zo3sarrFq8My9zc9u7NQrNS7ObjbV5/aYnbTW+u1b0KMUVCN23eurXCFy/Ns7xfp1gziCf8J5TVusFuocqNe17VTzoRY2F6hISmIssirguZpMbeYQn7pPzfC2BLTckIVZF485onneUCtu1gWDa1ukGpWidfqpFOxbnxYD30Gr7x0gLfuRU8phTKdb50ZYl37gZXMVXrBpeXpoipMqO5FFpMwXFcqnWdrYMih4Uqdys7XHDcE3nMIHxw/xnjQyn28v6Edyqhcm5unImRNO/cWevxsmqHYdqcnRninS6C6fLiOIeFcodP1ZPVTYLE5LNJlZwm8nTTI8fT8RhQ8207nIqxu3d4Ihm4sb0HATWMjtG7j1yXBPbCiMp791d9vw+eP54iqNx7HFzx9sbZUd8F0ecN586d4/r16wwNDT13tc/z4lgqzzRNX3Lo3LlzfPDBB2Sz2YH6MogH09jY82VoHsvmHmNjY6OHfMtkWsT/V7/6Vb7+9a9zcHDA6Ohg8pARIkSIECFChMEwN5JgDnhlJkPdtHl8WOf6ZpmdZjDZcfGvcDr+UK9jrtznZNUrCAjJLFUjSenRMwRZRpBERFnCtR0c08QxvH+5C7NQ2MapVcFH6cPb32Dnofrkw2iSwHQ6xkxGZf3eh3zlyhuwmBtshxEifA9DlUXOjCZImnG+MCZx6tQp9io6t7cr3NmpsDjyEdY0AZJ2gutAtQDVwkld0tN/+m+wK16sRkomkTMZRE1DUBREVUGUZWITo9jFI1zT9MYVXcfc38M1vdFo9q/8LNpiZ1KdpXj9VqIKpgifU0QEU4TPPb72ta/x9/7e3/tUDMf9IIoiw8PDPH78mHQ6Tb1ep9FoUK/XMSsNnqwHVxq07wO8Oea58Rjv3w8OME8PxSnFBK73Mayv1eqsbh2EtnlpLnNCfp1ZiLFf6vV/mU67rHZlew0n5DaCyeXZVrAPiirCXE7jgz4E00jMbkrN+b8QRQEet/mV5Ms645Inv3eMuWyMNdOfHHKaweP1/eCKB4ChmMCR5XZIJrTDdV0c2+2QPTCsVh9sx6FhOoGyCJZlAyLVmtlBMOXbKkkEQUQyqhBCMOlWU7xailPM21QLm9i2AJKXcZ9NqSeTmEbxCASRZEzBcmx+669/ZWDN9ReNoaYE2upOBVKePEMuHcPp0kmudVWJ3V8rcPHiGJLdmvDt7RdB1KhZnu9QpW7wdH0PTRumYblsFRqosoRh2axu7DCSynFYMTEshzOnprj7xCNo3733jOFMgpcXJtg8DL4/7izvMDc5zPrOEeWazu0nWx3bE5pKTBY4KvkTGQBvXlvi2yEyeDcerPPyuVk+fBRMHr97d40Li5M8WAmuTnznzgoXFqfY3C8yOZwmk9KIKXJTolHnsFDh+t1VLp+Z4YMQQuvB6i5furLId24Hy+nVdZOrZ4dOCKahdJz5ySGScZWjYpVHa3u8f3+NmCIznOtPmjxY3kYSBWzH4exUhrpucOtx7/XYPixz+dxCjw/TWC6BinVCLgHce7qOomYwu3ynRAHGkhJ32uTs1rYOOXV6mINS50Lh2nyad273/nam3iLDBFzMaiHQJwtAFVxSYrj0wV/+c4uh2z8vkGWZCxcucO/ePV599dVPRSrPcRxfqTxZljl37hz379/nlVde6duXfhVMH0Ui7/XXX+fx48esrKwwMzPDH/zBH/D7v//7HW12dnaYmPAqT999910cx2FkZCRgjxEiRIgQIUKEF4G4InF1MsXVyRT/9sZDVuwklu0g+0lWCQEJKK6LWylQ3SlRfP/D0OOlxlTEWvj6l4HksjoJpsmkwtmRODNp9cTrZbOvo1CECBHCMJ6K8SNnY/zI2RFc18VwoG651K0eJ64eiJaBMICP9jG0mWmqDx+B62JXKh7Z1IXU1SuYqw8D92FWemMWtpoAXD6nCusRIkQEU4TPPyRJ4j//z/9zfvd3f5e/+3f/7gvfv+M4HaRR+//bto0gCKiqSrFYJJFIkM1mmZycRNM0ZFnmpf/5DreebIce49nmARDn1YUsb90Mr3ZKxsCu1Tt8nPxwbiaNE1PYOgxq4TY9nTyMpeUegknAZXm9N8u+zR6HM8Mxrt8NzsR3LZuUjz9V93GerO8zMZ4DwV+SaC6jcqPLFyWryey3+R05evA1MS0HTRa5uxNuqjg9lOTpWgHRsXGl3n7r1XqHISuA2UZqVapmqOa263hfr9UNhnOt4OXBQecCpJCvkk0O+QZJHcvCFlo/giAI2CShbY1SM2zicXBdB8FxcF2XSt3mP3x5iNc/ZWm8dpwe937fjcMaV8eTHNVMUgmFh9tlUFonUKh2VrO5LozHZepOSzN8ZafMG1eyPD4yGM3FqdQNdvNV3rg0zJ19sGyXUzNjPF7bYb9QY1aRGc9k2CvpjAxlgRZpcVSqcXR3hVfOz6DOj/HoWS8x7LpwanqU9R1/QrXWMHj56gLf/jD4Gb7xcIPRoRQHAdU+APlyDVkSTypqevvh4jggiAKJmML4cJpcKkE8poAAumFRqjYQBZdKtcajcjBpVihVTki4IDxc2yWT0ihVejOzJobTTI1lkWWRH37tDA9WdtjcL3JU7D0/3bSYHkmxcxj+DDYMk6+8dIrl7TwP1gMHMACy7YMRLq+dm+T+8hbbXX0tVRq8evUUd9da+xMFeGVhyNevanYk3kEwLY0nuPnQ3+9u/+AI8CQtr07H+M7tLd92x7AaDW6tBl+D0XSMH7k2FbqPzxNyuRyZTIa1tbVPRar2mGTyk8rL5XLkcrmB+tLPg6lerz83wSTLMr/927/Nj//4j2PbNj//8z/P5cuX+d3f/V0AfvEXf5E//MM/5J/8k3+CLMvE43H+4A/+4BMn5iJEiBAhQoQILUzEbL4wm0EWBd+kQiFkfgBgVcP9iwEwgxPOTo4zYMJfXILzI3HODmtkYlGILkKETxKCIBCTPNn0rOqi2x7Z1LD9ySbZCrd56IY2MeoRTCEwD/1VeU62l3vX2k4sRUJ0EIRojIjw+UR0Z0b4M4Gf+7mf4/XXX+dXf/VXSaWeT1bItm1f8qher59kOGuaRjweR9O0EwIpHo93yOs8fvwYWZZ7JHXevLbYl2Daz5f44Tfm+LfvPejbX8mocOtpuK/SlcUR3rm9wg9+5ZXANlfns7x7uxUIj/lk1F+e0njnVm9w2m0r89dr4ZNnQ7fY2g1vc3pU5cO7NQRJRBj1J5jiPv1LKBI0RQtEAe6vBr+IG7rFSC4eaugIsLXvBX6ncwk2ffyc9FoD6CKY2qqoKrVgSULbtk/Ip2q9kyw72Ct0/O0gUi8ckhjqlU0yahUguLoJQIl7El9upUjDcFEFg6Ts8l/9wg+Ffu+TxqunckgC2C4MqRJHNRM1JvPsoMbpxRyFhkd0FOomk2mZnXLrOm3uVJgc6dQjOzgogagxPjbE6rZH0r1zb53XXlri/q7B2OgQj9e852Vjv8TksMNkLofh+mcM3ni4yZcuzSAJDqmExv3VfSptHlv31/aJqTJ6gAzijYebjGaTHBT9SZ1aw+Dq2elQgmlt+4ivXF3krVsrjOZSjGQTJDQFQ2+QSadOCKTve+UM/+79x6xsHgL+RMyXry3xdkjF1LOdfF8PpVKlzve/eoZCuU48puC4LuWqzsZegd2j8omP04WFCTb3wzM1bzzcZG4ix/pep1dVKq4yO5pA0+LcW95hZeOA9YNwIgrgzuN1YkqcyaEkMcnlOyEeV/G2GU0yJnNqRPMllwCwWr/5WCbG3t4+jYDffGVjl9z8CHFF4N7TXu+8briNOg0jmND7qS/No3xGFYYfFadPn+b69euMjo4+9zv4eXEslWcYBrZt98jcLSwscOPGDYaHhzvk6LrRTyKvXq+TCJDMDMNXv/pVvvrVr3Z89ou/+Isn//3Lv/zL/PIv//Jz7zdChAgRIkSI8GIhioIXMO4mmfokfliV8LWtoKqIAZJZnR0Ir2ByBQE7lmYklmZE+LM1N4wQ4bsBgiCgyZ7nuON6FU01y6VdNEd6XoJpJN23jb61SXxiCKfmHzMwi51raVeUqJSKjCQiye0In19EBFOEPxPQNI2/8lf+Cr/3e7/XE7hpJ5C6SSQ/AunYS0LTtNDgUzdOnTrFBx98wNTUVMcE9StXF/kn//Nbgd9TZYmXT49TLvcPpr60OM7jlWDpLIBMQmV906soqlf9g9wCsLvfGZA2Gp2ZWIok8GzTnxhr1OuAzERa5s7jcH+WSrnGxn64t5LqeJVTe0cV5iZFDKu3cmPHR7pMbZv7z2U13lkpBPejZpJKqYHbARIyLD/zXtYxyX9hYegW0L0fAV23iMVkSpXgjDa9ap7cG7V6i4iq6xa1ukVHCRKA4X/d/v/s/Xd4Y+d9po/f56D3RhLsBezk9OFUybJkx7Ity7Jj2Vm3VRIXxS0ex47L7madtql2vimW03YTe9c1u5tf4rVXVqx1LDtqM8PpHJLDClaQIEGid+D8/sCwYFA4kmbIGerc18VrBsB7znlfnALgfc7zfHQqkVBhmuE6UjaJUm0mFYsQDiVQCBISCk79XB2BQACr1Vp64duMQaOkq9bE1bkQwev552t371XqVesCky+SolYHmw1no3MhGp35AuS4J8iRPWa0yvx9Mu6ex2qvQq3JF6QWVsJUZSXiutLHwuxymMnp3LGvVSs50FaDVqMimkjjWQ5ysKuxpJARS6Q42FnHchkX09mrU/S6qonEUhgNGvQaFUplbt+nUhki8QTzy0GqHUY8SwGWVjaLNhtuwUVfEIdFjy9Q+kfulZG5svWRAM4NTtFYbUMC7GY9eo3q+liS+PxhPMtBnum/RmtDFReulb7+DLsX2euq4spEaUdjVpJwWIwsrkRob6zEbNQSCEUZnfYyNLVx7kzO+zi6t4X+4fKCjUohcLS3ln/tHyFV5LqxmVH3PIKgocqiQy2luDRa2mk0ObsAmNCrRVSZKDNl3uNUOku9XYtOitI/W/5aV21W8m/nhrE3tBMuUg9OEOAX7mkuu447EVEU6enpYXBwkL6+vrLOoFu1PYVCQTqdRhCEvO2Jokh3dzdXr17l0KFDJT/Ht4rIezkOJhkZGRmZO490Os309PRt/2y6kWQyidvt3tZt3i6i0SiRSGTXjCcUCjE/P8/KykYqgV6vp6qyElEUSaTK1+yNr5R3Fwimm7vZJpkqfmNiRpLwJyRWExJZaRUov73ddKyFw2ESicSuGU8kEmFubg61uvw8xN2AJEm7at8Eg0EymQzSS4i3W0NQqhC1RkStnkwkuPUCmxC1N5FcIEmkTTbEEgJTdCk/bSWEhqVZN2IqhnKL9KBXyk6UJZHZHcgCk8wdTyQSYWpqCpfLxX/+z/+ZwcFBZmdnmZ+fR61W82d/9mfrgpFOp8Nms1FbW/uSBaStUKvVWK1WvF4vTqdz/fkTe5pQiCKZbOHkZ5PTgpRJ8tzFUU4c7Ci7/rY6O6NTHiKxJPWNjSyXmPB0OQ2cvZqrvTTj8YJgLWizv8nMi5fzJ8B9K6vARtsep4LnLxX/QFtZDYHShlWZZavPY1U6RoFwsgmNEq5O5iakJQkqDCrmA/nqiUkjMlkkUmpz1m15Pw8Ew0mkEqLRGrUWDdPXV1mqRIrNoGc5WPijI5FIodEoicRToFAVWRKSiY0fEdFNk8uhSBJJEgtulosnsxhScSRVvkgSCMYQNcW3ASBIaaRslvBqAEFQkEmE+L0Pv443HqxhaGiIvr6+HY1k6mu2cXUuxPCMH2edhez1rqQ2RRymMhKr8SgKQc0mgxjpIs6PwGoIbbU177nVcJwGZ4J4pnCC2OuPkMl62N9eW1RkmPUG6G6pYWjSQzyZ5twNNYqsRjUtNTZ0WhVatQqVUoEgCLnqYdfHcv/hNqLxFJmsRDqTIZnKEIklCEXiBCJxRFHE7Skf/3a0twlPGUdQMBLn2N4WfGXqI4VjCbpd1XhXw1RYDVRYc/WYVEoF6UyWSDTBsj+M3azjwvAM02XS3ZLxOAKUzaH2rEQx6jWEoxvnsCBAU7WDKrsJhULAH4rR46riwnB5sXxxOYAoCEXrGbU3VGA1aLk4MsvY1MKW4hKAdyXE/cebuDo6y2wZwQhg3uunrdOJRZni4hYiOkCVLsUzF8qLYaIAZBIkUhmaK3QMzBZe0+7trqK+hIvzTsdoNFJVVcXExARtbW23fXsqlapkVJ5er6euro7R0VG6urqKLr9VRN7LqcEkIyMjI3NnMTY2RjqdRqPR3NLffTeDIAhotdqtG94FpNNpEonErhmPQqFAo9HkjSebzbLs82G32RAVCsp9s8wWiafajNJkhLJryCHeMBGclSCcEQmmRbII5crx5rGbjrU1h/puGc/asabR3OTOvIORJGn95uzdQCwWe2XjSceQwnEkUUFKY0SVKH9dWMNoVuV+IG81kVaqFhwgbbo5PSMoCBpqUChm0Gg0qFSl54leLr/0S7/E6mpO6J6amqKvr69oO7fbTSgUor29nYGBgcJ+SxKnTp3iySefRK/X8/Wvf51Dhw7d8v7K3JnIApMMAGfPnuWDH/wgZ86cIZPJcPToUf7hH/6BPXv2bHs//uf//J+43W6mp6dJpVLo9Xqam5tpamqira2NyspKPvrRj+JyuTAYtneirrm5mcuXL1NVVbU+gW8yaNnbVsPFkfzJx6NdtZwbnCR+XXSYmF5gfXb6BuorzXiXV4lcj+pqrDIVFZgOuCo4O7DhrJj3+mlsq2YltGHbtehVTMwURuxNzS2hq7GSlcCqU3Dp2kxBmzXmvH4cTXaujBfWqdmM06LmuQtjVLb2ECsRCdXmUHN6bkN4MaoLJ/zqjCqminz+pjZFVk3Olb9zZDkYYz5cxvYDKKSN9z9bpP6NTiUyHS4+jkQiTTKZJiMqS+xFyKSz6/WbYpsEppWl1RKCj0BoeQVdRQUK1cZdT1KZLxu5BhKx1WUEQYGUinGovZpHX9MO5CaBbxRBt5u+Fhv//blpYskstSY1sese8wlPGNGkXo+lUGvUtBnUXNvkgJtciBSIHCNzAeqrC6OwLo8vct+B4tcAXzBGa42Zg21VeFaiLKzkfyF02EwwWdzBN+z2sq/VycXh0ufI8b3NnLlaIn4NuDI2z6HuBs4PlV7HmatT9LpquDpROmLzzICbHlcNgxMezEYtTrsZs1GLRqVCkiTiyRTLq2EOdzdybmiaZX9xV+OCL0hXk4PhqdKi19RigBP7Xbx4pfi4REFAq1ZwqKuecDRBOpNlJRhldnEVt8eXJ6i56itKikfr2/OscGyfi7NDOSHKaTPRUmvDH4oyNLkh+oxMe9nf2cDARGkhyGzQ0t1cSSISKuv42hgLtNoV/L9zpffhGtU2PRG/f8vfCIdctvUoQiFTGKWgFAV+/W29W27vTqapqYlz587h9/u3xSlZLiqvpqYGn8/H0tJSQXQt5CaSyt3hJwtMMjIyMncvazV0rVYrWq0Wp9N52+/qvhG32011dfW2bvN2sbKyQjab3VXjcTgcJaN0VVotpTxMGRRQwnm0htZqBvxb9kNzfWJbArIqPRmdBa2o5KVOd++mY23Npb5bxuP1eqmoqNj2eanbgSRJTE9P75p9I0kSyWTyFozHCc1tSL5ZmL4KS1MIZW7JVCkF1JWVJL2lUz8AWCle9xkgGwySlaTc7+maTqpMFcwteqmqqrotYuZTTz21/v97772X/v7+ou1+9rOfYTQaeeyxx4q+/sMf/pDR0VFGR0c5ffo0H/3oRzl9+vQt76/MnYksMMkAcOTIER555BF+4zd+g1gsxvvf//5tF5cgV8D7TW96E01NTTQ0NBRcPD0eDw8//DC/+Zu/ue0xCJCL6jMajfh8PioqNvJP79nXzMWROexmHe11NmYXfDx3Ib+w36IvSGdbM5OefAt8hUVHMhFnJbgxKSpIhSJHhUXH+HShcFRn120SmCSqDRKXPIWTzPFkimarFs9qnHpThrnp0l+cQ5E4x2wq/m26fHxAtVHAnclSbVEzuVQ8Oi4WyZ/YVxWxDs0vFhePorEkoMBpVHPJ7S/bF5tSYqF02RMAphc2tpOLwsun1qRhskQRp3g8QTadLOsMymQyKJTXBaZN65+d8RYtMAuQTEtkvV6MNTWIoiJ355Cy/M8Og1aF359CQsKsyvLnH/+59ddaW1s5f/48ldcjIHaCPXVmNEqRRDqLIisRui4+rkaS7Kkz4ble+8pi0hPyh9lc82puJcb+JiMXp/KPG4+3eMTkmcEpepoqGZwqFEMD0RRXhqbRqJUc62pgwL2cc6AB16Z9qJQKUuniB00mW94B1j84TUO1jZmF0pEWXl8IlVIs675JpnMxXtlsFotRR5XdhFLMYtDpUKlVJBJpRBGsJh3+UIxguHgGdCQWQ6kQSGdKf9ldDacwaNVE4qVj3gbH53HV2dFp1Jj0GgRRIJlM4/OHmVvyM7OwgmfJT2NNBZPzpcWqidllju9t4cUy7itREBCkLCf3NrG0GmZkysvCsr9o22ym+H4SBYEjPQ0MuRd44Yobg1aNUafLq6t1IzaTllq7gdnF5ZJtNrcVsinODoyjMleW3Jc1Nl1evODk1Byo8+MFHntdKx11li23eScjCAK9vb1cunSJvr6+2z6Zt1aPKZVKFUTlCYJAV1cXFy5cwGw2F3xfuJmIvJdTg0lGRkZGZmfJZDIMDAygUChob2/nzJkzO90lmbsMRWMHqr0nSF15oeC1rLB11JlCq4EtfncCIIpklVoyOguS4u6PUJOReVXjqM/9xUJIM1dhbhghVfwGZ21t9ZYCU2p5GX1jDRl/kd/UmTTpWAqFsw7JdOfUXbrvvvvKRih+73vf47HHHkMQBI4fP47f78fj8VBTU7N9nZTZMeRKgjLrfPGLX+Tpp5+mv7+fz33uczvSh/b2dl7/+tfT1tZWVJmvqanh0KFDeQr7dtPc3Mzk5GRelusDh1vZ1+LAt+zj2fMjuEtMvFbZ8u9scdXaUAkS8zfEZM0v5i9vN2lQS8k8EWoNjWKjH4dbLFwaK+2GcBiUNNjUnB0s7aoAUCnAt1LeMWQ3KDl/fULVpCl+KbHqxPV4vDUyN9wR1mhR4/YWtxsHrhcismm2jrzIJGLYDaXtwg6jmpmlje0EQ4WCmFTChQVQbdGSTJYW5VLJFKJiY7I1kcqSvu6SWpzzkgiWnoxPZwVSKzmBREwnEMoUhBXJEo3EQRCo1El86zfeRrV947hSq9U4nU6mp6dLruN2o1aK7GvITaTPeCPE01mMuty+MSs3xqbRqhmY9GLVbjyXyUqkUim0qnyBZ2jGz7GOQpdCPJnBZFBzqK0wK3hkdoUKq5FEMs3zlydJJ+Psd1VwuKOabDbLvo76kmO4OrlAt6v0F6F0JovTVr6A56zXz5He5txYVQrqqyz0uqo52tvIyX3NHNvThFGn5v6+dgw6NYFwLFeryL1M/9AML1ya4PzwNP2D09RXlM96965GObbXVbbNoi/I/s56tGolTTUODnY1cHK/i5P7XRzqaqSl1kEilcFhMTAwNscLlyd4/uI4/YNTTM77SKYy62PXabYWFq65FzAbN8RSs1HL3rZaTu5z0VZrRatR8eIVN5l0hpGp8l/Ar4zN017vWH+sVSs50tNAg9PCC1cm8V8/nyPxJD1Npb+EdzQ4UAoSV8Y9XB2bK7gmb8aoU2HRCMws+onEEnTWWUu2NamlPFHZsxzEbth4j2rtOj7xUPEot7sNnU5HQ0MDIyMjWze+BSgUCkRRJJPJkL0hilalUtHW1sbw8HBBvrockScjIyOz+5AkiYsXL1JVVbUrap7I7AyCqED72rejue9tcMN3hUx269+dCvXWbVRNbYiNnaSNlbK4JCOzm9CZoOM43Pd+pN7XIlkK5yG0VfabWpXCWvp3ayqeJlPV+rK7uRPMzc3R0NCw/ri+vp65ufIx8zK7B9nBJLPOysoK4XCYVCpFPB6/Y22+v/7rv86HP/xh3vzmN+9InRm9Xo9Wq2V1dRW7PffBcWxPM6PTi+uCQilC4Q1n0ZGuWs4PTZFIFjppJmeXqKmvZzUUx2bUoBMzuD3FnRKh6/ms7dVGTpdxCwCoSKNMBcvGVgF0VeshVdyRtEajXcncbG7CWcgWF14aLSKzNziCYtE4sCEEqUo4EwB8/hgGo57F5fJ90ShgcGqJviMVlDC64DSquLbp8fJKGHVtvlNocr7EwoDDbECr0+EZL25ljoWiCEL+3fXRaBKdVknAHwQklNk4abG4OykSy5BYmEeh1oBY/K76ZGiFRCSI1mRDJ6b5s489QFdToejS2NjImTNnqK2t3bEf30darJydXMXtjbCnswKnXUd4LsXqpjjHrCCSzkjUW0T88Y3jQK3R0l0jcmE6f78nUlk6ak2M3LifRBVnBkY4ua+FMyMbQoUkQXtzDcsXRwGIxlOcv14XSKkQMTY5ON7bCEA4lmRxJcRqKLZ+Hut15Z1kQ+4FDnbWEYwkMOg0aFRKlEoRQRDIZLLEk2l8/ggttTYmZpeZWVihmLRr0KoQxfLXMvdCkCqbEe9q6eznc4NT1DutzHn9OB0WKqwGDFoNSqVIOp0hGE0wPrtMQ7WN0eklpkrUiDoz4GZPay0D46ULNl0dn+fY3hbOXC0UMkVBoM5ppcpmospuxLsSZn4pgGc5wJWxwnUOuxcw6TWEouUjLo06Fa5aO5U2AwPjHk4PuIu2m18ufq081l3HuaFpktdda9msRIvTjHe10PGpVimos2m5OrHhGlUJxR2dB102Tl8p7ItVnWbl+qp/41370Kl3z1eu2tpalpaWWF5eznPz3i6USiWpVKqoaGS32/H5fMzOzub9oJEdTDIyMjK7i3g8TjQaZc+ePVRUVDA7W77Wo4zMVqj3nUS0VRJ/+h+QornfF5nM1vMLZe4FRN3cjvHn3oa2Y/vTYGRkZLYRhRLquqCuCym0AnND4BlFSCXQWm/uN0am1A3MokjG0YhKeXeJ0zfe8AfsaG1wme1l98x2yLxiHn/8cX73d3+XyclJPv/5z/PEE0/sdJeK0tHRQWVlJS+++CInTpzYkT60tLQwMjKyLjCpVUrefHIP//Cj4lmlawyNz2J3VNBYaeKFS+Nl2zY7LUiShFGVZWKudD7r5MwCFnst3qWlLQUuKR5kYLK8U6Cp0sil0Tm6WwWgeL6rSavk0qaaU9FIlGKXkwVv4UTvymoEdFYADCqRK5OlnT3L/ij17dVcGy5fC8rlUHN6Lk0JIxUAqXj+h7c/kmLzvSZVBjWXy8TwxZMZJpaL17cBSMaTCIp8QSISTV1/bwAEgv5VtGYHYokvCumURDLmR6HNotTq1wWrTCpBzL8I2Qwms4VMOs6f/Mp9HO0u7sBRKBQ0NzczMTFBV9fOuCYON9uAnODp0CpJmDWMz8HwbJDOVjtLkRSxdO4LyNziKrDh0NHqdJw+P4HV7sQf3ZjU1+r1jE3NUWGysBzaECOmr++X5y9P0tfdwOCsn+T1uk/JElF36UyW5664qbLomPP6817TqJUYtGq8viAn9rYwt+Qnm5XIShLpdJZoPEkkniQSS5JMZRmfLR+11tPkKPt6JJ7aMk4uHEvQ7apeF5jsZgOVdiNmgxa1SkEmC7F4Er1OjXclxMJygIXlQNF12UzVW9YdDUXjW8b7zS/56XVVo9dpUCsVJFMZVoNRZhZXmVnI/SlEkZY6B54SfQFYDUY5ud/FC0VqP4mCQFdzFRajjkVfEEEh8kIRMWcz7vkV9nU0MOjO7Zc9LVXEEwleKPL+znkLrz96jZJWp5ELN9TVG3PPIwjGvPetq87MpWvFJ7jUogQIvH5fNQ/s3V2xAIIg0NPTw7lz5zCbzbddyBZFcV1kKiYcuVwuLly4gM1mw2jMXUuy2WzZgu+7qZi5jIyMzG4nm81y+fJltFrtttzYIPPqQdnQjuF9nyHx/A9JXT1DJln+9zSAIBXedKRu6cD0c29H095zO7opIyNzJ2OyQ9c90HEcaXES7ejVnDsyW/56kpidRSHeUKldoaTmo59C23H3XUvq6+uZmdm4pXZ2dpba2tod7JHMdiILTDIA/I//8T9QKpW8973vJZPJcPLkSf71X/+V173udTvdtQIEQeDzn/88v/M7v8Px48d3RBE3Go2IokggEMBiyUWBPXL/vrICkygK7G+vRalS8+LA1oXl1WIWs1pifLa0AAMQCEXpalVwZrC0swGgyWlmwj0HlLP0SygyCdKZLOFIglICU1ulmuc9G4LN0rIfVPk/9rqdas5e9hcs61kKYGy0AtBgUjGTKu1gykpQa1AxVN5wRSp+XcQp44aamM+f4A5G0tQIEhkpd/xsFcPnDyVYDJau60JWKnhrI9Ek8ZB//bEgCMRDK+iszuLHrZQlm0qQTi6RCEhIgoioUK7XftJr1CSTSf7ol4/xc33l7dLV1dXMzs4SiUR2xI3YUW3EpFUSiqcJR5KYjLkJaEkCi0JkCViN5X6cTXtD7O2y417Jvb9JSSQST7HHJuLflAoZSYIvEKXDoiewSfxYDsRorqvAPZeLlqurtFDfVMHFiSWuTfsw6jWEi7hjslmJ5rqKAoEpkUyTSKZZCUaptBmZLlNn6eqEh84GO9dmSovAQ9MrdLVUMzxZWENtjdMDbrqaqxl259qYDVoqLAbUSrDbcteYeCLFaw+3c/bqFCvBCCvB4oJnX08T/YOlrzHD7gWO72vhxculBa0pzwr3HGjlmnuBKrsZo16zXrMqGI6x6Asxs7BK/T5b2etZJptFpdw6RuTc4DS1lRYWfUFa6ytwmPWkMhlGp71c3eSkOtTVUGYtG6gVAu31dtRKgcujpe9wnpxdpqutifH53D5uq7USiUQKxCXIRQzu3VPHuCd3LemoMzM2tUC8iAsVwD23hM5UzeOv3R2Fcm9ErVbT2trK8PAwe/fuve2fxQqFgmw2S+b6dX6zyKRQKOjq6mJ4eJhDhw6t1zUr52CSJGnH6tTJyMjIyNw8gUCAWCzGkSNHGBwc3OnuyOxCBI0O7QPvQNl1iOD//qet22dyv1mUVbVo9x1Bt+8oquq6291NGRmZOx1RATVtaGra6D5wP6Hz5wmd6yd84TyZUGEJikw4jLatmbQ393tXNJqo/vAnMB46ut09vyU88sgjPPHEE7z73e/m9OnTWCwWuf7SqwhZYJIB4LHHHuOxxx4DchM1p0+f3uEelefIkSPEYjGGhobo6dkZZb+lpYXJyUkOHDgAwOuOdGEyaAlF4nntlAqRw90NzHqWefHSGMf2bZ2j2tNSxerqKuOzpSetIVfXpbPejpQpPsG5hsWgIR6NMrcUoNnlYqFIJBTAYZdj3Vk1u+jD6DRzo4FBrxK5Op4/+Tqz4MPWXEk6k1OCBCS8i8VdR+FYklqdkmAszZy3fJ0ngBVfYd2pzWiVAkPXnQrxeHEByGnWcLWIC8ygFAhe18kCwfLxXDnBrTR2i5nVaL5LKhQMEbghrksAstFVFIbCXN5kNLRx+4ogICAhZVLrE7cmvYa//OTr6eva+geMIAi0tbUxNjbG/v37t2x/qxEFgUNNVn56bZnh2QD7mqzrr12d8mOuNBCMpzHq1YSjSXTCxnvni+QmkM8Nz9Lc2MDcau69n16OIooCI9PLHOtt5OL0hqhaX+3APZc7DuaWAswtBaitMNNY4yCVtnD2ykTRfl6dWESvVRMtcexcuDZLk9PC1GJpB04kkS3r9slZxQUEQVi3jVtMOiqtRixGHWq1EgFQiCLZbBUeX5BgJE5w7VoyvSEyN1bbSaXLn+/TCysYdGoisdKC6OC4B4dFTzSeorrCjM1kQKtRIpETslaDUa6Oz2PUaxicKF3X7cUrkznxzF3aGTk0ucCxPc0FkXYKUaDeacWoUWA2m9BpVKwGwlxzlxbizg/P0Ntez1CJ7enUSva01hBPJAhHkswtbX2NcZg0jCNxtLOas1fdZV1bNn1OLGuvMTExvUA0Ubou29JKkD9+331EVjwkEjVF6wre7VRVVbG0tMTCwsK2/HhYE5nS6XSBa8poNOJ0OhkfH6e9vX3LGkxyXIOMjIzMnU86nWZkZASdTnfHxrfL7B6UNc3U/eqvUfGu9xA4c5bg6TOEBgYQVWoURiNKkxGFyYTpnj70+w6jqrm5G59kZGRefSjNFmz3P4Dt/geQsllioyOELpwnOT9HJhxe/1M5a9H39GA6eg/6nr0IZRIYdpr3vOc9PPPMMywvL1NfX89v//Zvk7peY/0jH/kIDz30EE8++SRtbW3o9Xq+9rWv7XCPZbYTWWCSuSsRBIHPfvaz/Pmf/zl/8zd/syN9sFgsZLNZwuEwRqMRjVrJG0/08L//33kAOpqqqLDoGZ9e5IXrNWAABkZn0ap1Re96VypEjnTX88LlcbJZiY7WRibni4tMRp2a+goD54enObq/vWQ/FaJAjVXDwHhukrjGri8qMDlMGgY23emfSmeptWmZ9uULZl01Wp67lC+2pDNZqi0aZldybXur1bx4qfTErk2nxKYWuTBU3p1VaVKRTpZxDQEtdiWnZ3PvZSgSBQrzbiv0xS91Zq2aYCqJShQYnvaX3U42nl87Km89GgWT0cKJ5kg0weKsBymbQdgU1p1MJiHlRWO05sXlSVIGQSjyhUKS6G128L9+81EMupuPorLZbExPT7OysrIe57idHGmx8dNry0TiGdSKjYnecDzNPrOGaysxaivNjEwtMzDhxeGsxh/PsBRKrAskRuXG/o8m0rTUVTE+s8jpq9Oc2NfMRXeQrAQpqfB9m18OMr8c5HBnLX2dtSAITHpW8QU2RMtQNEFvo43L44slx2Exm6CMwDTr9XNyv4vnL+VELKNeg92sx2LUoteqrwtHWR483s21qUWWVkMEQjECocLaYif2tTAyXVqsmV5Y4Z79rTxXJmLTuxLi5P5Wnr80jigKVNvNOGxGDFo1opirxxSKxnFYjTx7YYzJOR+TFD8Xm2oczC76S25LkiRSqTSiIJSs7aZRKYjGkxzd04RSoSCZSrMSiDDr9TO1XlsuJw7ua6/j8mj5QqA3CuoqpUhnYxV6jYqr4x7OXBeyju1pvimBaXU1wJ4G6/r+K8f8whKt1Vam571E46XFJYD3vWEf732gi+XlZYaGhti/f/+uFDU6Ozvp7+/HZrPd9sg5URRRqVQkk0kymUxBBF59fT2XLl1iZWWlbEResXxwGRkZGZk7C4/HQzKZpK+vj4sXL+50d2ReRWiqq6l65K1UPfLWne6KjIzMLkAQRfSdXeg7d6Z8wa3iO9/5TtnXBUHgq1/96jb1RuZOQxaYZO5aHnzwQX7zN3+T2dlZ6uuL16K53TQ3NzM5OcnevXsBeNcbDjE9v8To9CLD48VjmSKxBMc6mjh3Lb/YfWO1FbVC4LmLY+vPOW2GogKTzaTDqlcyMJZbx7WJWUSlkWy2cNLsUGtlXu0RsUhmNECtRcW5+XzhyGFS5wlMjQ4tZ6+6iy5v1SmYBZQiuGdKT9YD6JUCiRKxUnl9MoGQLd8uGduYpF9aiYC9UGAKBuMFzwFoFLnJ3iqdwEzZvG2JgXEvFW31JDOF77FDq6RY2JhBp0OVTZKOhxGUGpTqTZOvUpZ40IeoVKMx2simYnkiFOTMTFVmFV94z0necf/LKxTb3t7OwMAAR44c2fbJ7cPN1vX/JxL58YWzi2FQKbBbDTC1TDSRpluXxh8XkCRorK1gaHyei6Meju11cXkmJwpVV9oYv358vXDZTVdTJf4YTHgCKESBTJFz4OKoB62Qwh/OHQd1lSbsZj0atQpBVKBVq+hoyJDKZEmlM8ST6dzktKhAqRQJROIc39tMKJpArVSgUipQKBSIAmSyEql0hnA0TldTJVOeFULhKKFwofPOYTGQTKfLO4smFrCbDSXj7wDODU9TW2Fh/npdI4dFT6XNjNmgQaVSkslkCUXjHOlt4sLwDPPLgfW2N7K3vY4rZQSdSyOzHOltLnneA4zNLHHvwTZmFv04LHq0ahUgEYklc/WgfEEuj8xwfJ9rSxEnEI6hVIhl68kNTizwmkPtpLMSiUSKa1PeomPoH5ymvsbBrLf42OsqzdTYjfQPTtO3p7lsv9YwaRUkkjFC0fLC99tf080f/MobAKioqGBxcXHbXD7bjVKppKOjg6tXr3Lo0KHbfp1Zq8eUTqcRBCHPpSQIAt3d3Vy6dAmVSrVlBN5uFPxkZGRkdgNTU1P4/X50Oh0qVfEbvGRkZGRkZGRkZO4MZIFJ5q5FFEU++clP8sQTT/CHf/iHO9IHm83GxMQE0WgUvV7PA32d/OrvfxOfv3w9pEx64873ukozdRVmzg1NkUrnT8IvLhXWfmmospBNJxnd5HIIhGLs7W1k9IZ6TUc7q3n+BqfDgrdwnX2tdp6/WOiIkDb1U6UQSEb8JEvERynJ9b2nSsnzl0pPjgMopQz9k+XdSzq1yJWxefZ0qihVN0qrFBh0b0TxLS4HqXFUslljsOpVXB4v7ggRrt/FnooWOkk202jTcGUxQbtexWKocGJZUeJueLVSRf/XP00kluTK2Bxnh+b5h58MMLccJpWRcpFpmRSp0BLpTBZJyr23eq2KQx21nHrnMe7Z11K2b1uh1+uxWCx4PJ5tL7DY6NDjNGtYDCZYCOSLfNPLUQ51VaATN475c9cWONjTxNhyEofVAuQE1PODbvZ0NDPsiSIo82PGhqeWMGiV1FZa0FWZmV4oFBMyWYk93Y08e34EgLmlEHNLobw2h7vqy9Yt0muUDJWpoQRwYm9L2Ta+QCTP6VSMQDjGsb0tnN4kChv1GiwGNZU2M3qdFpDQalRoNCoWfUF8gWieK2uN7pbqskIN5K4dapWCZJlaaJNzy5gNWlRKkQqbCbNBi1qlJJ3JEoklWFoNc+naDHqdhvNDyyXXc/rKJF0tNQy7SwvQU54V7tnv4rlN75FJr6GpxoHZqCWWSDHtWWFqfhmPL1x2fJlslmqboUBgaq6xUWHW0T84zfR8rr9LvgCQizIshlGnpru5kjNXpzl5oLRjFODBI6382SffjChurKujo4P+/n7sdvuujMqz2+0sLy8zMzNDY2Pjbd+eUqkkk8kUjcrTaDS0tLQwPDwsC0gyMjIydxmSJBGPx4lEIuzdu5dz587tdJdkZGRkZGRkZGS2QBaYZO5qfuEXfoE//uM/3rEIMEEQaG5uxu1209PTg1Kp4P0Pn+DL//1fyi53ZWSG9pZ6rAYN5wanmPEUn5QdmVqgqaGW+eUgClGgr7OWc4PuovF6dsPG3X2CAEfanQXiEsDknBdHdT2h6y6Kgy229bpLN7K84gdyk6E9ThUvXi1diyURi6FViQyXqdeyRioSIZEqP/HdWaXmeU+S5ZUgiLaibXLxeBsT45mshN2gZjm8IQLVm9WMFXG1AGSu92ElVL4vRmVueYOq+N3wwUjxqKx9Ddbccjo1x/e2cHxvC7/6C/eQyWT54YsjfP/ZQea8fnRqBTazngqLgb1t1bz7DQdv6cSoy+Wiv78fp9NZMjLqdnG42cqTlxeZW43R4dQysrghNGUSGURT/seQ1+tDpTTBJudBKpNlaMxNjbOyaLxjJJ5mdMbHPb01IMF0kTi72eVwXg2kG/GH42VfH5pc4HB3A+eGZkqO9czVKVx1FUzMlRZZzgy4aalzMDm3IbBqVAqqKyzYTHp0WjWiAD93tIvpxRW8KyH8oRjhaKJAFDvU1cBkmW0NTS5wfG8LL14p5q/LMb2wsi566TQqqivMWI16dNrc9SSeTOMPRqmttPLsxbGiQtYa7U1OFn2lI+kkSSKZTJV0milFgboqC1kpy/2H2whGEniWg3iWAwyM5zs+c2JdKy9ccZfcHuRcTA01DhKpNK4aO4u+AGPTi9x4xZuY83Gop7loVGJvixNfIMyZq9MAXLw2hVFvJlzEiXbvvkb+6tffilKRf61QqVS0tbUxPDzMvn37dqXw0draSn9/Pw6HY1vqZJSLyqusrGR4eJilpSXq6gpr1qVSKZRK+SuwjIyMzJ2EJEkMDg6uu1F342eljIyMjIyMjMxuRP51LXPbeeqppzh16hSZTIYPfehDfOELXyho88wzz/CpT32KVCpFRUUFP/3pT29q3SqVig996EP81//6X/n85z9/q7t+UzgcDiYmJojH42i1Wn7xkXv4/77xo6JxdVaTnm5XDeFIHLNBlRddV4pGpwWtRoGUTufF592IbzU3qa7TKGmvMfP85eIuiWxWoslpYsDto7fByvlBN6XKUUzOLqKtaKLJruT04HTZfvpWA3RUOXh+tngc3Rp2oxrPghcoXatDFMA9m3MdzS2uYKi1Fe1jIlo42W3WKFjeZCCb9pSunZNIpLDqVAy7EyXbAHh9uRWqKOyERiEwthAqeB7gSGtx0VOhEHn4ni4evmd7MnhVKhW1tbVMTU3hcrm2ZZtr9DXbePLyIqmMhM2UP+l+xb3KoTZz3nNzy2H2taiJpfOjDuOpLP5AAEelE71WTTReOLk/NrfKzLyXfW21qFRqLk8srh83c0tB9rTVcWW0eHTl+OwyBzsbOD9c+jhfWg2XFEcg55gxGQsjGvVaFVV2M1aTDp1GjVGvocJqIhSJsewP4wtEmfKsMOXZiMNsb6xifHap6HVkjQVfEJ1GRSxRuhbQ0ORG5N56PSarAYNOs16PyR+K0eOqZnBi4brwVegudHt8dDU7y7qPzg9Nc7irkXNl3sPx2SXuP9zBciCCUa9BFATiyRTLq2HmvH7c8z7c8z76epo4P1x8X61xeWQWh9WAz18oOgoCtDVUUmExoNMoeeb8OJ4i7s3NJBL514FGpwWn3cjZwZk84TEaS3Ko28Hp4Xwx/U3H2vmLU29Goyr+1aqyshKv18vi4iLV1dVl+3I3olAo6O7u5urVq/T19W0ZT/dKWavHlEqlCqLyANRqNXNzc9hsNvT6/PMyFouh0+lua/9kZGRkZG6eTCZDLBajurqaaDQqi0syMjIyMjIyMncRssAkc1vJZDJ8/OMf5+mnn6a+vp4jR47wyCOP0NPTs97G7/fzsY99jKeeeorGxka83tIF7ovxwQ9+kKNHj/Krv/qrBZNI24EgCDQ1NTE1NUVnZycN1XZ+7lgPP3rhKoIArvoqnHYTsUSKgbG5dbdQa0Pllut22k1oFTAxtbBl1NXwxBytrc0ImRTnh0u7LAB0SoH2GjPXJmZJlYi8A4gnUvQ6DSx4PCVFqDVCoTDLwfJCDUC9VcmVMQ+aqhZKzZ131+g4eyVXUyWWSNFoVLN8QzSdXiXmxeOtodl0I3u9TcvFgfmCNmuEI0mqLXqGy/TXolUwMZ0TqTKpQudYnVHNfJG6TApR4IiruPNqJ2hoaODMmTPU1dXd1oiubDZLPB4nFosRi8WoFCIoRUhnYTUQwqET8MVyE8FZCUSpcAJheMbP3i5LwfOroThatY/W+kqujBXW3Fn0x2lwWrh8vTZZTYWZxmo7oijiWYlgLCL+bCYSLy3UAEwvrHJ8bzMvbnLNWIw67GYdJoMWrVqFUiHyxhM9eFdDBMNxlv1hAuEY7vl80aavp6msWDM67eXEPhcvlBCKAeaXApzc35rnVLSZ9FQ5rsfYKZVkslkMOg3D7gUWfcGS9Zj2d5SvY5fNSqQz2bICG8Dskh+zQYNRr6XCasSg0yAIkEimWQ1FWVgOcuaqG4tJy0CRfbhG/+AUB7sauThSuk04lqC3tQafP4JKKeKqq8Bu1pFKZxib9jLiXmDketseVy1DZd5vgKvjHnrb60lnJCxGLReuzeaJfptxz3oRRYFsVkKvVfFbv/wA733DvrLrh/yovBuj3XYDZrOZyspKJicnaW1tve3bUygU61F5SqWyoB5TZ2cnQ0NDHDx4MO+1WCyGVlv6JgcZGRkZme0jlUpx+fJlVCoVjY2NLC6W/7yWkZGRkZGRkZG5s5AFJpnbypkzZ2hra1t3Tbz73e/me9/7Xp7A9O1vf5t3vOMd63UbqqqqXtI29Ho973rXu/jmN7/J448/fus6/xKoqqpicnKSZDKJWq3mV951P4srQSZmlhif8TI+Uyiajc8ssae9gcHJwh9RTTV2qh0mzg1O8aMXBmiuq2J60V+2Dwc761GpRc6UqYGyRjIWYW5+legWE+qCAFZVkktFYsk2oxAFDIo0eq2RYLTQWbJGa7WRs4OTSBI023TMrRSvfRQK+PMe2w3KAoHJZVewMFMojgnZjcg8k7L83Y+rwTgWa+n+AtSZlUxfn0+PxZLcWA8qmy5eu6ar1oRJd+cUJRZFkZaWFsbHx/POv5dKNpslkUisC0ibxaRMJoMgCGi1WnQ6HTqdjgannXvbEjwzskqlsxLtSgBfbOM9G5mPotMoiCU2nkums8RCQSxGHYFw/jHi8YVpqarhULuT86OF547DbGDmekReLl5tI7ItGAzR112PlJVQqZQIQk7kQpLIShKSBA8c6SAcTSCKAqIgIgq5yjySlBNY0uksvS4nSyshVoJR/MEw/mB+zbV6pw3vSrBsXaOZxVX0WlXZc/Dq+DwOiz4vlk6jUmC36KmusKJVqxAEuL+vg+mFFRZ9QVZDUVZDhc6+3tYa5rz+ktu6NDLLkd4mzl4tXYdqbGZpXdCymHQ47SbMBh0alYKMJBGNJfEFIuxrr+fZi+PML5V2D3Y2O/EslY7TA1haCaJVKwsiQfUaFY01dmwmPQjwmgO5GMDhydLxnJlM6X0BuRjLXlcNRr2Gn150l20LMOtdpW9vGyDwlV97C67am4toXYvKGxoaYv/+/Te1zN1GU1MT586do6KiAoulUCi+1SiVSiRJIpPJFLiYLBYLdrsdt9ud595cq5soIyMjI7OzZLNZLl68iMvlYmKi9E01MjIyMjIyMjIydy6ywCRzW5mbm6OhoWH9cX19PadPn85rMzIyQiqV4v777ycUCnHq1Ckee+yxl7SdT3ziE7zuda/jAx/4wI7UVRAEgcbGRqampmhvb+d1R7v4T3/xj4Si5ePi9JqNvuo0Knpba8hkMlwYnsE9t+HOqauylBSYWmod6LVKzgxM0tfbvGVfj3TVcWloAo2h/MSfKMCBtipC4XDZdgAHXXZeuDzJa446mfIWj4sDiVQsvO6EchiUzBUxB7gqNQwM57sWtIp8x4RChInp4k63xPXoNIUoMDRRXmxbXo2SFMofL/HYxj70B2JgMG68KElMLhYX346WiMfbSaqqqpiZmSEcDmM0Gou2kSQpT0DaLCKl02kEQUCj0awLSGazmaqqKnQ6Xclz798dV/PMyCopRC6PL2BxVBOI5yb8/dEUR9uq+Lcb6nsNTvk40eEsOtm/4I8xPDLFoc565nxRloMbgspKrLS7ZiUYpbOpkufOj5Zs09FYxUiJY2uNk/taGBgr7YybXVzlnv2tPFeithnAoi+4XvtoM4IAToeFCosBg16D3aTHF4wQjibwroTwBSJ4lkN4ljfOs33tdUzMlj/Wo/EUSoVY1gk5OefDZNAQiiQ26kKZ9ei1akAgkUzhC4RpbahkfGaJQKi4QOxZDtDZ5OTaVOk7kC8Mz9DX00T/YGlBKxiJc+8BF6FoEoVCJJ5IsbQaZm7Jn+f+aquvJF3GiQlwbWqRY3taOLMp6tOoV9PZ5ERA4Mr4PGeui2v7OxsYmCh/97TNpOPt93byS2/pQ6V8aXXNKisrWVxcZGFhYVdG5YmiSG9vL5cvX+bIkSO3ve7bWlTejfWY1uKVmpqauHjxIoFAYF3wisfjckSejIyMzA4TDoeJxWIcPHgQi8UiC0wyMjIyMjIyMncpssAkc1uRiuSq3ZipnU6nOXfuHD/+8Y+JxWKcOHGC48eP09HRcdPbcTgc3H///fzTP/0T73rXu15xv18O1dXVnD59mubmZlQqFZ947+v5xO9/q+wyI1MLHNvTRDabZWBsnrMDxWsyjbg9BdFUVqOOHpeT01cm1yeNB8bmMBhMRIoUn9eoFOxtqeSFS7k6Tns7HZwbKT5JviYunbk6RW2llXKXigOuivUYr2y6dETegWYrL17aqCGlpLijQEPhOrLpfJdHZ4WKFy8XF3ZCkRigo7VCz/MzhbVkNlNnVhAsE/elEGF0dqNui3cljGGTwFRjUjOwWFyAuxMFJkEQaGtrY3h4mLa2tgIHUiqVe583C0gmk4nKykp0Oh0q1ctzZO1rsNDhNOILJ4gnMxxwKLg4t7H/42mJnnozg7P5jpZUGo60V3B2NF88mfD4cTrMnL82i9mg4UhXLVcmlogn0yysRGiuseH2FK+3MzTpRa9RE00Ud66NTHs53N3AuaHSMZPnh2eorrCwUCRqbo2LIzNU2Yx4VwuPD4fVQKXVRDYr8UBfB7FkimgsyUowyqIvyMJyYH3dgiDQ3VLN4ERpd87l0TmO9DZz9qq7ZJvJuWXu2e/iuU2CVpXdRKXNiFGnQaFUkElnMBq0XBmdY2k1XFAXao1DXY0ltwO5OL2sJK1HyJViyuOjym7GbNBgNenRqHKRfoFInPnFFQKROM/0j9BQbWdyvnhUHcDY7BIn97Xw/OXyNe3mvKvsa6vBqNeyGowyMr1UdD9HonEEgaKxoHazno+84yQffOQYRv3Lj5rs7Ozc1VF5er2e+vp6RkdH6eq6/bXmRFFEoVCsi+CbnUyiKNLd3c2VK1c4dOgQSqVSFphkZGRkdphMJsPg4CA6nW5b3K4yMjIyMjIyMjK3D1lgkrmt1NfXMzOzMYE3OztLbW1tQZuKigoMBgMGg4H77ruPS5cuvSSBCeAzn/kM73rXu3j00Udve3HxYoiiuD5el8vFLzx4hN//r/+X+SX/ehuDVk1rYxUmvZbVYISRqUVEAV4ccJdd99JqmMO9LVy4NkdrnYMKq4GL12Z47mK+QyKeSHGgy8G5kfzJ6PoqM0qyvHhlYwJWkgrrCUHO+bPPVbF+N//8kp+WlmY8vsKJ8voKI4Pjs+uPPd5Vil1WDFolI5P5YlY4HAby91OjQ8OlUXfB8uFwBMhN5ooCTM8V1l5aw7cSAZuOdLx89B1AJhHGUWEhGCv+XjTZ1FzwbLy2tBrF1iyQvF5zyagofpxpVCIHmqxbbv92IEkSqVSqqAMpmcy9J4lEgsnJSWw2G3q9Hrvdvi4g3a6iyu/oq+UP/+8IFqOGkSkvKo2N1PX3UVRpmfW4MemMhDbti1Aiy4XLbk7ua+HMaP4+b21wsugLEowkePHyJAadmr72aqKJDHqtsqTA5A/HON7byPMXx4q+DuALRBAFgWyJwmPxZJq9NY6iApNCFKiym7BbDNQ77YSjcTJZiVg8iT8UZXElhM8fwefPCaQHOuu5eG22YD1rSJJEIpneUqxxzy9j1GsIRzcEWqNeg9NhxmrUoVHnxMF7D7Qys7jKwnIQ70oI70q+41AUBdobKgue38z54WkOdzdybmi6ZJvRae+6Q6vKZqTCZsJk0KJUiKRSGYKRGN7VMJ1NFWXrTKXSGbTqrb+qXBqdw2k3sXi934KQiyqscZhRKERWglEm55ZpqnVsKUSNzSxxbG8L/ZuclB2NlbznwYP84luOYNC98hpma1F5w8PD7Nu3de2mu5G6ujouXryIz+fD4XDc9u0pFIqSUXk6nY6GhgZGRkbo6ekhGo3KNZhkZGRkdojl5WXi8TjHjx/nypUrO90dGRkZGRkZGRmZV4gsMMncVo4cOcLo6CiTk5PU1dXx3e9+l29/+9t5bd72trfxiU98gnQ6TTKZ5PTp0/zar/3aS95WY2MjHR0dPPPMM7zuda+7VUN4SdTW1nLmzBkaGxtRq5R8+rEH+acfnyeZzrC4HGDWu8rlkfzJ5Cujsxh1asJFXEdrGLRqHGYde1zVXBmbY6y0uYJkcmOC2WrU0tlgp//qFIlUvohybXwOhajOc0Vp1Uq6GmycHcyfOK5zGAoEJp1GCel4nlvKPb+Eo6aRyA11ZTqcWl64nC96eRZ9oK5cf6wQIB3xF43w8voCoM3V5uqqVPHi5dKxfQvLQVw11VwaKy1CATiMCq6Mz/DamrqSbTRCYV9sehWL1+tBLfmLRyAeaLSiVt4ekVOSJNLpdFEBKZHI7Xu1Wp1XB8lms6HT6VCr1QiCQCwW4/LlyzQ1Nd02QelGHuyt4qs/nqCq1sHlkXmONWm4NJd7//zxLEv+KH1dNq7MbRynk4shtGolz1+e5MTeZs6ObTiZktn8fkdiSU5fzR23zTU29rsqEUSRZBqmFlfzjtPpRT+iKJLNFo9Vc8+vcHRPE2cGNuLbREHAZtZhNeow6DWIAvzc0S4i8SSpdIZwNMFqMMKSP7xe+2lwYoGuFidDEwsl35eL12Y51N3I+TJizfjsEif2uQqEGFGAaoeZCpsJvVaNzaxnyR8mGI7jXQniD8UIR/PPg8PdjUVdSWvk3EdsKWjNev0YdGoisSQGrRqnw4zNrEetVoIE8WQuzq6x2s70wkpRJxfAi1cm6XZVl32PBic8nNjfyotX3EVfd1j01FRYqauyEAjH8IdiTC+sMnP9bzNnBtxlHW5ruOeWqa+y8pZ7unnn6/azr722bPuXw1pU3uLiIk6n85avf6cRBIGenh7Onz9PX1/fy3ZA3iyiKKJUKkkmk6RSqYJrW3V1NT6fD6/XKzuYZGRkZHYIj8fD4uIier3+lgn9X/jCF/jxj398S9b1Urf7zDPPbPt2bxcf//jHefrpp3e6G7eM97znPfzf//t/d7obt4Tddqx95CMf2VXH2r/7d/+OH/zgBzvdjVvC5z//+V11rD3++OP8y7/8y05345bxzne+k+9///s73Q0ZmaLIApPMbUWpVPLEE0/wxje+kUwmwwc+8AF6e3v567/+ayD35aK7u5s3velN7Nu3D1EU+dCHPsSePXte1vY+//nP86lPfYoHHnhg2ybON6NQKKitrWVubo6mpibe8+Zj/OHfPcmyv7QgEgzHuOdge0EtFrNRR3ezk2QqzeD4PE+/MECtc+u7wAfG5qiscNBaa+PSyGyBy2mN1VCU/b21DLlzE9AdDQ7CkQj9RSa608l88UunEqizKBly59eqyWYlGiuNDM1sTN4ebLasx/JtZn5pherWGiLxnKCwt07D85fmCtoBzHtXqWhxkslkmfOUrzWTymRptWuYHC9fk6XeLDCdlRCyxd1LALOLhQ4VgyonHBnVIpMzxSPSjra9sni8UgJSPJ4TZFQqVZ6AZLVa0Wq1aDSamzrudToddrudubk56uvrX1FfbxaNSsHD+6s5P5ITLRaXVgA9ALO+OFq1iv7hOY7saebyVC4qL5nO0tFcw+WRGV644uZobyPji2ECkSQjc6toNUriicL95/ascrDNuR4ZJwgCDoses0GHQadGo1ayp8VJIBwFCbj+lkkSZLJZMpksUlaiu6WKQChGKBInFE2wvBpieXXD2dPdUs3QZGlhJCcGZkvGra2xsBxAq1YSTxaOxWLU4bSbEAWB1x5qI5HKEI0n8QUiLPqCzC/n/gAUokhznYPxmdLi6rmhaQ51NXJ++ObcR5ATm6rtZhxWA3qdBqUokkynsRh1nB+eYSUQYWJuGYqcvoe6GpheKC1oSZJEPJHesj7UtUkPnU1VGHQatBoV2axEKBpnfimALxDFF4gyMD7Poa6GvPpMN5JKZzBoi0fSKUSRg531vO5oB6/r6+BQV/1td8OuReXZbLZdGZWn0WhwuVwMDw+zd+/e2769tXpM0Wi04FooCAKdnZ38x//4H9m7d68sMMnIyMhsMysrKywvL7N//37Onz9/y9YbDAa3bnQbCARKRyXfjayulr/55m5jZaX098+7jd12rPn9/p3uwi1FPtbuXOTrmozM9iELTDK3nYceeoiHHnoo77mPfOQjeY8/+9nP8tnPfvYVb6u3txetVsuFCxc4dOjQK17fy6Guro6zZ8/S0NCAQafh1Pt+jv/81X8uu8zY9CJ2s56mGgc6jZKl1TDjs15evJwvDjVV25hfKv0jqrrCjKvOgVKh4N8ulI4AW8OsU6FUCBzqqOH0lUkyJRwd4zMLrEXUVVl1KDLxAnFpDaNmY0K2q87E2YHi8VeSBLU2LaOeMDUWNecGp4q2A8hkJarMGiyqLKcvl47uWmPJW76NgMTETK7/8WiMYpdCq0ZiarqwzpOKnFJQrVcxVUI0OOoqLzBlMpk8AWlNPIrH40iShFKpzBOQTCYTOp0OjUZzyya8W1paOHv2LNXV1SiV2/NR8POHa7niztXFci8GObbHzqW5OOmshKvByeD4LKPuBRxmK77rLjGrxby+/Jmr07maS+21nB9fpttVx4Wh4sdNPL2xcyRJYtkfYdm/sT+ba+y4PctIZVw6J/e1MDheuvbR0OQCR/c0c6ZMxOXotJfje1vy4ik3o1YpUCkV3Heog1A0jiAIJJIpAuEYiyshAuEYgXCMkWkvx/Y0c7rMtjLZLBrV1vtywRdAp1ERS2w4Da0mPU67EZNBh0atACk3/umFVRZ8QeaXA8zfEAmoEEVaGypYCRSvhwa5elWHexo5N1ha0JqcW+aeA62cveqmpsKC3WJAp8m5XSLRBPPeFVZCcVwNlWVrYwHMLW04q0oxMD7PsT0tXBn3sL+jjqO9TfT1NHJyXwtWk77s+m81KpWK1tbWXR2V53Q68Xq9LCwsUF1dfdu2s1mYDwaD6y7FzddMlUrFAw88wB/8wR/wjne847b1RUZGRkamEJvNhslkQqFQ3JL1rTmXitX8lZGRkZGRkZGR2T5kgUlmVyEIAp/73Of40z/9U77xjW/sSB+USiVOp5P5+Xnq6+v54Dvu4yvf+XFeTROTQUtjjQOrUUcqk8HrC1FbaeH5S8XdRmtcujZdMHmqUorsa68jnc5weXQWj3eV9saqm+prMh6nocKw5XaXVkN0tFUiAoGAn7kScVcAkUhusrmhQse4e66sK8GoFgAJdSZMIpUp2weLVmRhvriotZk99SaEEvWl1uis1nLuSm4MPn8IFLaCNtVGFcWki8z1qMFEvPg2LDoV7U49kUikqAMpm82iUCjQ6XTrIlJlZSVarRatVrtt9cOUSiX19fW43W7a2tq2ZZt1Nh1NlYb1x5dHZqmrrWEukMLhsML4LP5wHJM+SrXVyII/TiiRP2kQjCR44fIkTdU2Kq0G8ixImxhye2ltqCzp5nF7VjjS3cSZ6y6nYgyMe7CYdARCsZJtpjwrBWLNZpQKEX8oxoGOejQaVa4G0fVIvWV/mKXVMFOeFRZ9QRxWI3Nef8ltnR5w09taw9UyotfghKeooKVSilQ7cuKNXqtmf0c93tUQgVCMRV8QfyiKPxTNW6avp4nZMv3JZLNINxGnN7Owul4fas2RZTHpUCuVZLJZIrEEU54VaiosTHlWSkb49V+d4nBPE+eHS9esWvSFOLGvhRduqLOk16roba1lb1st+9rrONBZT1dzNSrlrZnkeiVUVVXt6qg8gK6urnWnlkbz8mpYZbPZ9WvpjeL85uvq2rW1tbW1aD2mhx56iP/xP/7HLb17XkZGRkZmawRBuKXfcwOBAFNTUyQSCd72trdt+533y8vL3Hvvvdu6zduFyWRifn5+14ynubmZ8fHxXTOe3XSsWa1W5ubmds14WltbGRsb2zXj2U3HmsPhYGZmZteMp6Ojg5GRkds+nunp0jeGysiUQxaYZHYdr3nNa/iN3/gNxsbGtm3i/EYaGhro7++ntrYWvVbNf/jgW/hfPzpLOJbAsxRgaTXE1bH8PKlEMoVKqSCVLi20hKMJ7jnYxMjMEm31laTSaYYnPfTfMEk+Ou2ly1XHyHTxyfWeFicqhciLl8focJWuQbQZl9PAi1fchKKJsu3cc16spgrCAf+WbTOpOAfqdTx/aX7L7eukGFOL5SMwRAGWlpdp1Jd3IWTiG46L+cUVdLWFAtPCcnEXVCyWRBQUjHmKv95izXLhwvk8B5Ldbl9/vF0C0s2w5rarr6/ftoL3r+t18rV/EshKErFkmmwiiEqhB8VGPNiMN4jDnMJVVbFeh+nG+LiphVUC4RhOq46mGjuReJoht5fNOoezwlo2Ls7rjyCIQkkXUzAS58S+Fp6/WNoNGE+kOLnfxUowilatRBQ3BCRfIMLSaohh90Je5FzR9STTOO2msgITQCyeQiEKebXT1rCbDVTajSiVCu473E4imSZyXcjyroaYWVxlZjEXE6BSKqirsuKe95XcVv/gFAc6G7h4rbRraHTay4n9Ll64PrY8IUujRhAhkUpjMeg5O+hed2QVY2/b1nWOZhdW1sWqYug0KiKxJI89fIx6p43uZifdLdU01djvqHPvRjo7Ozl37tyujcpTqVR0dHQwODjIgQMHikZ5SpJEIpEoEJBisRiZTAZBEApqy9XW1qLVaoveDZ/JZEilUgUuJsh9T/jbv/1bLl26xP79+2/buGVkZGRkbh+SJPG+970PjUbDT37yk23ffl9fH/39/du+3duFPJ47l900FpDHcyezm8YC8nhkZLYTWWCS2XUIgsCnP/1p/uIv/oK/+Iu/2JE+qFQqKioqWFhYoLa2lve8+Rhf/u9PlZ089iwHOLm/taibqNJmpLmuApVSQTyeIBAM8+Ll8mKLzZgvGAgC7GurJZPNcmV0Q9yqNOsYL176CACLQUNnQwULi8tbCkYAqWSKZqPE+ZGt89AjgQDj3tJuqDXMejWx0Nbr29do4oWLC1isVqB4fQ27QcmV8Y0J82AkTrVeSSC6IWC02NRcHC7ulvIs+LBV21lKFBcC33SknaNHt6eu0StFFEVcLhdjY2Mvu+7ZS+VYq4OuRjuDUzlhY9IT4FiPieVw/vvpC8aIJRboctUSt9RwZaRQ5PCH4+xvreSFK26A6zGTdvRaNem0RDiapNJqYMkfppjLaaqEi8mk12A2ajHoNCRTae490EpWyjmlUuk08UQKfyjGkj9MIBzjuUsTWE16FpZL3zl7+oqb1voKxmdL1xA7PzzDwa4GLgwXF3RUSpF0JsPrj3URiiQQBEgk0wTCMea8q6wEI6wEI1xzL3J8bwunS8TyQa4WkVG/tZPEuxIsEPjWhCyzQYtaqSALHN/XgnvOVyBkrSGKAp1NzrI1q66MzZeNEwRYXAlxcn8rs94ArQ0VtNZX0lpXQVtjJe2NVTQ4bTtSf++VolaraW1t5dq1a9tSq2gnsNvtLC4uMjY2htlszhOQktfr/Gk0mrxo0KqqKrRaLSqV6iVvT6FQkM1mSafTKJXKPJEpnU7z4Q9/mA9/+MP89Kc/lesxycjIyNwlrMXirTmX/v7v/55PfepTO90tGRkZGRkZGZlXNbLAJLMreetb38rv/u7v7mjkUFNTE+fPn6empgatRsXnf/khPvlH3y67zMTcMrWVVqodZnRaNYlUGs+Snzmvn6VNsXTH97WWrcUCcHFkGpNei9NuotJmZGzGW9SJcG1qAVEQrk+g53Okq57RqQVevDKJSqnAZLGWFZlctTYi4QjKmzAKVFp0eL1e0pmtnTONNjUT0wuUEo0A1EqRielcdNiMZwnMjUXbNVhg5gb3h0klsVkaiPhLuzpCsSwuvR4o7sI41lq+/tKdRkVFBTMzMwSDQcxm89YLvEIEQeD3fukk7/ovPyCdye2H04OzHOppxmzQEozE19tGEykuXZvm/gNNXBWgqNFI2HAurASjrATzY95O7Gli2R9Cp1ZgNurRa1UIgrCe159MpWmqsRGOJYknUsQSKULRRN5x3tfTyNmB0qJHPJGioc1aVmDKZLPoNFs7UxKJFN0t1Rj1GtRKBemsRDSWYGk150KaXlhlJRBFr1XhLRNVeXrATVezk2H3Ysk2A2PzRes6aVQKqiss2Mx6dBo1+zsa8K4EWQ1FWfQF14WszRzubmTBV1oEzmYlEsk0SoVYNjZzaHIBh0WPPxynvspKc20FrroKWuorMGsknDY99584jEa9+76+rEXleb1eqqpuLub0TqNYfblYLEYikVivLxcOh8lkMlgsFqxWKzqdDrVafVuEwTWR6caovHg8zr59+/jFX/xFvvCFL/Dnf/7nt3zbMjIyMjK3nrVYvDXn0m6JPpKRkZGRkZGRuZvZfTM0MjLkJpU+/vGP85d/+Zf89m//9o70Qa1WY7Va8Xq9OJ1O3veW43zlOz9mdHoRpUKkrsqGw2JAp1WTyUoEr7sQetvqykZyAcwv+REEKFbTVqtW0tlcg0GnRqfV8K9nrzE6XXqSeXk1zMGeFi6PbzgL9ricZDMZTl/ZiPRKpTN0NlbQP1zc7nS4o4bLIzPEEilqneVFFptJi1rM4vascHBfN8MzxWuuABxudfDCxTEEASrrW4iUqH20p07PcxdzUXsr/jBN1Sr80Rvr4kgMjxfWbzGoNiY2bToFk9PxgjZrLK1G8fiKi0vVVi2NFeXj+e40BEGgvb2dkZERDh06tC3uj32uSj7y8H6e+N7F9ecmpj201FVwaSR//2SyEuNzq9TYdDgrLJwf8bDZjTQwsUiFzcDyar7gscbIzBJqpZJIPEUkXlwA2so10z84TberhqGJ0rWPzl6d2rI+0sB4zqGzuBLEZjKg1eQ+guOJNP5QlAVfkMHJBe450MpzF0vXRQvHEnS7qssKTJIkkclKJesjOawGKm0mNGoV9x1qJ5FMEY4mWNpUF2qtFpJKqaDeaWVyrrTwem5omsPdjZwbKp3ZPDG3zD37W3nuukvToFPTWG2npa6C5loHLbUVNNXaaa2voN5pL6iPJEkS/f39JBMxNGpTye3czaxF5Vmt1jsyKu/GOkib/78WRbfmQFqrL6fT6dBoNOsCTyAQYGRkhI6OjtseWyiKIiqVimQySSaTWY/Si8Vi6HQ6Pvaxj/HZz352/bGMjIyMzJ3JmnNpLRbvq1/9quxckpGRkZGRkZG5Q5AFJpldy/vf/376+vr4zGc+sy3OjGI0Nzdz+fJlqqqqUChEfufjb+fX/+QfWPAFmfL4mPIUTtiOuBfQa1VE4zeKIxtMe3wc3evi7NUpzEYdrloHBr2GUCTBNfcCl67HidVWWktOMG9GrQC1UsGBjhqWfCEul6i5kkolC54TBehpsOSJUcOTHpQKbVGnglmvxqQRGJ/Njd2sK30ZaqgwcGHQDeTEtIYKI8Oz/oJ2erXIpeGp/O2os/jzzSx0OzX0DxSOQSVuCBY1BhF3mferpUqHKBR//USbo+RydzImkwmtVsvS0tK2OSc+8cgBfnJxhqvXo/L84QQ9dWbqKozMLecLJ+7FAHUWJWcH3LTWO7CYjFyZWCQr5QSoruY6nl0dKbodXyDK8d6msqLtxOxy0TpP+Qh5zqdiJJJpDDo1lTYTVpMOnUaNKAokU2mC4ThL/jCT8z5CkdiWYk1thYX5Mo6os1en2NtWy5Wx4vXL1CoFyVSa1x/rJhyJIwi5Ok/+YBTPcgCfP4LPH2F4coET+1xlHZGpdAa9dus4vTmvH4NWTSSeO8cEQcBpN9FU66Cl1kFTrYPWugp+4/GHaK5x4HS8tOuyIAh0d3czODhIX1/fHV1T6eWiVqtxuVw7FpUnSRLJZLKoCymVSiGKYl4dJIvFQnV1NTqdrmgdpGJYLBbsdjtTU1O0tLTc5hHlRCaFQkE6nV4vMB+Px9HpdAiCwJe//OXb3gcZGRkZmVfGmnNpLRZPdi7JyMjIyMjIyNw5yAKTzK5FrVbz2GOP8bWvfY1Tp07tSB+0Wi0GgwGfz0dFRQVvvncvf/Lf/6VsLaZlf5h7DrTxXJEJcafDTG2lFb1OjUqhoKnGzvTCKhdHCl05kHM6Heltob+Mq6C7xYlKIVBl0fLipYmS7QCujs2i0xqJJXLi116Xk0AwxMXR/LoqoUic/T11DE0t5T1v0KqoNKvzYruCoeIuDJVSJBuP5E36S6niLpUWu4L+xXxBzmHWMu3faK9UCCwsFq+rFIvFACVKEYanStfIATAqs5hKlAN5y8GassveybS2tnLx4kUqKiq2ZeJepRT50uP38fbf+j8kU7n6S7MrMfyrAXqbKrk6le9qq692MDm3dF2Y9GExamlvqEKhUBCKFoqGm3EvrKJUKkini9fN8q6GOLnfxfNljv9h9yJH9zQzu7iK1aTDoNOgUijISrnot2AkxrI/zL72el64XP482mpb8USKGld5gQlyomtXkxOTMVcLKZOVWA2GWfZHWAnGmPKssBKMolEpWPYXP3cAXrwySVdzNcPu0vWRro7Pc2xPC6dviArUaVQ01tjX3Ue9rhoqbTlRqanGflOxgC8Fo9GI3W5nZmaGpqamW7ruOwWn03lbo/JSqVRRAWmtDpJarV4XkAwGAxUVFeh0updVB6kULS0tnDt3DofDsS03gKhUqryovJfjWHrqqac4deoUmUyGD33oQ3zhC1/Ie12SJE6dOsWTTz6JXq/n61//OocOHbqVw5CRkZF51XGjc0mOxZORkZGRkZGRufOQBSaZXc3jjz/OPffcw0c+8hE0mq3vwL8dtLS0MDg4SEVFBQC//fG385aP/1nJ9jqNikA4xtHeFtQqBelslkAoxtySn0VfkMVNdU6O7HGtx1iVIhTJj3PTa1W0N1ah06gYm/YyOJ5zQNxzoJ3phdWy64rFU+ztrCQQjqFTClwYcpdsa9bnT0bWV5pQkimoCXNtYg7RYC9wWblsIlcm8l0eiiLCR51dx8B4oeMqk8qvFbWnWslzF4vXiPGtBEFlp82h4bSndI0pk1bg0riHExZLwWtNFXoONltLLnuno9VqqaysZHZ2lsbG4vWrbjWd9TY+9fMH+eP/2Q/A9FIYu0nP1bE5jvQ2cXZkQxCcX80/jgPh+LpwKooC9+xrJhJLoNOokSSJaCJFMpUmkUwTTaQ4tqeFK2OzSNksSoUChUJErVKiU6tQqxWkM1mO9jYiigKiICBJkM5kiMaThCJxVoNRpj0rrAYjZQXi4ckFzEYtwXDpmMX+wSkanDZmFkufb+eGpjnU3cDSShi7xXC9dpRIIpnCH4qx6AsyMD6/pVgVisTp7m0uKzBJkkQ6kynqdtzsQupx1XD/kQ6aqu00X4+1c9pN2xKruBmXy8WZM2eoqqratbFmXV1dnDt3DpvN9pKFnUwmQzweJxqNFsTZrdVB2hxjZ7Va0Wq1aDSabduXoijS09PDwMAAfX19N+1+eiVsjspbczDdLJlMho9//OM8/fTT1NfXc+TIER555BF6enrW2/zwhz9kdHSU0dFRTp8+zUc/+lFOnz59O4YiIyMj86rhRueSHIsnIyMjIyMjI3PnIQtMMrsas9nMW9/6Vv7hH/6Bxx57bEf6oNfr0Wg0rK6uYrPZuOdAG29/3UFGpxYx6rUolSKZTJZQJIF3JcjSaoiBsTnuOdDGs1vUYvL5QyVrMa2xtBrktYfbSaXS+AJhxqa9XBwudDTNLpYXqgB6XdXY9ErOXfVsGbu3uOxf///eJhuDkwtFI8ii8SRdTQamvBtOpj6XnecvFdagWVhaBTZqHOnVClIRf9H1rq4GAAMANr2SC0XGvMac14ehzs7KaqjsmJz6DEveDMs+P5AvMj1yuLbssncDzc3NnDlzhpqamlvqVijHh9+8l59cnOHsSE54bKmvZnZhhRcuT3J8TxPjCyFWwwlmvEHaGqoYmyl0oWWzEvFklgvDxZ18AEpBIBJNkskWxjaucWJfS9kovWAkvmV9pNVQlBP7XGVdTMlUBofVwMziKnaznkq7CbNBi1qlJJ3JEokl8PnD+PwRFleCZYWoi9dmcdrNLK4UF08Bzlx1l43T06qViKLIL731BEqlguZaB801uUi75tpb70J6pYiiSGdnJ0NDQxw8eHDbBa7tYHNU3p49e/Jey2azJBKJAgdSPB5fd+hsjrFzOBzodDq0Wu0dFStoMBioqalhbGyMzs7O2769tXpMqVSKaDT6kgSmM2fO0NbWhsvlAuDd73433/ve9/IEpu9973s89thjCILA8ePH8fv9eDweamruXmerjIyMzE5zJzuX1m4e3C3I47lz2U1jAXk8dzK7aSwgj0dGZjuRBSaZXc+pU6d485vfzPve975tuUu6GC0tLYyMjGCz2QD4/C8/xL2/9AdkitQoWuPc0NSWE8cTs0sc2eOif3AKpUKkwWmjwmpCrVYSjSeY8/rxroQIhCJcGC5eV2mNKY+P/Z2NXBnPj8mymXR0NTuZW/IzMDbH2PQiBq2OULS00wdgbGqButoqrHoF56+VnvgHqLLqmfKGEYCDLdai4hLA7IIPZ4OFUCwFSDTbRM4NF598n5lfAntOYKrRp5gtU9MqHE1yqErLmSvFI/QAFCIsrOSKOk3MejE3WFjT2BSiwMN3cTzeGgqFgsbGRiYnJ+no6NiWbYqiwH/99Bv46F/8mBcGPUQ27aYXB6bQa1Uc6ahn3BOkuspSVGACuDg6T2O1raQLb9br5/ie5rLCz7mhaeqqrGUdSueHprcWdAbctNQ5mJzzYdRrcNpNWIw6tJqcaBdPpgmEohzb08zpATcrwWjJdW0laEXjSXpcNWX7A6BUKOjracqJR7UOWuoqrotIdmoqLHedSGOz2fB4PCwsLOy6Cfy1OkgajYZIJMLAwMB6rFsqlTtBXmkdpDuFhoYGLly4wMrKCna7/bZvT6FQkMlkCIfDL0lgmpubo6GhYf1xfX19gTupWJu5ubldd3zKyMjI3G7WYvFu1rm0UxNuTz311I5s93Yhj+fOZTeNBeTx3MnsprGAPB4Zme1EFphkdj1Op5OjR4/y5JNP8ta3vnVH+mA0GhFFkUAggMViodtVw3vefIxv/uCFksvEEykOdjbmTRwLooDTbqbSbsKo06IQRQRBoKXOwczCKpPzPibnfQXrujA8Q3tjFaPTpQUUAJUiN8ncVGOjtsJMIBTl2pQ3T/CJJ9O01esYnC4tMKmUIoe76lEqFTx3pbRzaI1YLIZCFNhbb+LFy5Ml20kS1FcYGJrxc7jJVNbhFQhHaW3WYFZL9A+Xd4IBiMlY2dd76oycvZqrKRWLp+i0aplbzcWgnWx3UGHamQjGW01tbS1nz559WTVKXi4mnZq//8yDfP6//Rv/9/QkVrMe/3XRJRpP8cLlSbRqJYo6M231DsZmC49xSZKor3aUjXl0e1ZRKxUkS9RiSqYy1FbZygpMsUSKve116+el3aynwmbEpNeiUec+UhPJNFq1itVgFH8oRriEGBtPptGoFCRSxfsDOUGrptKMZ6m0gNQ/OMWh7kb8wSjNddfdRzV2UpEV7j/ZR3tzNSa9tuTydyvt7e309/fjcDhQq+8sl9VWpNPponWQEoncsaJWq9FqtTgcDjweDz09PZhMJlQq1V0nBpZDEAR6enq4ePEifX19KJWv/GupJEmk02lmZ2dxu915f9PT0yQSCbxe70t6H6UiNuEbl7+ZNjIyMjIyW7MWi3ezziV5wk1GRkZGRkZGZmeRBSaZVwWf+cxn+OVf/mUefvjhHZvwaWlpYXJykgMHDgDwHz/0Fv7x6X5iiQ3LhiAIVNqMVNhM1+PzFLz+WA++QARfIJKrwbQSZnElnLfuY3tamJwrnHTfjMVYXCwQBWhw2rCZtCQTcVzVJsbnlnHPLZdcVypb/D1UKkS6Gqx4V6M8f3GMg103V8tnbn6ZnhoHZ65ObdlWrxborjPy/OXSro41Ko0qAr7FshGCAK3VZpLJ8o6sSDj/PbdpReau//9tfXd/PN4agiDQ2trK6Ogo+/bt27btqpUK/r9feS1Om4EzA5O8cGEk7/V4Ms2/XZykt9mBxaCmraESURDx+IJ4loNkshKXRuexmfWslnAELfiCnNjbXNIhB9A/OE1XSzVT8z7sFgNmgxa9To1GqQRBIHO9LtPJ/S7OD02zEoyWdCD19TTRP1j6mJ7z+jm5v7Vsf2KJFD0VNXiWgpiNWlpqK2iqcdBS59hwI9VWUFdlRaHIjz9bWlpiYWEBk7655PrvZlQqFa2trYyMjBTEyO002Wy2IL5urSaSJEkoFIq8OkhmsxmdTle0DpLJZMLj8eBwOHZoNLcXrVZLdXU1v//7v88Xv/jFm1omm82ytLSE2+1mcnKSqakppqamcLvdrK6uolQqqauro6WlhZaWFl7zmtfwi7/4i7S0tKDX61/y94D6+npmZjZcwLOzs9TW1r7kNjIyMjIypVlzLq3F4n31q1+9I51LMjIyMjIyMjIy+cgCk8yrgvb2dmpra3nuued2LL/bYrGQzWYJh8MYjUZqK6184YNv4annBojEk6wGo7kaTP4oS/6NCevDPU1cGikfMTezuIpKKZJKl4/ca6mxIklg1OWiumLJDPPLIaYWVpm6nox3cn8r4/P+stu75l7E1VCN25Or21RXaaap2sbo9CKXxzYi9gbG5rCYTQQipcWbva5qlleDBMKlY8I2k4pFGZ9a3LIGFIBZjNJfxO2yGVGAdDxCMm4s2abRoWVwMj9iMJ3I9ddhVPOazt31A9fhcDA9PY3f78dqtW7bdgVB4Av/7gj/s0rP5WE3kViyoI1SqWI1FOPs4IYzTqkQqXGYcFgN1NqN+EOx67XJJLJS7l/x+oSyWqXg3v0uskA4HEat1iCKIolUmlg8RTiWQKNWEUukmPP610XEG+lschat/bWZ2cVVdBpVnoh8I+eHp6mtsDC/HEChEKmrtNJcm3MgNdfm6iC11FbQUufAatKXXE8xKisrmZ+f37b4sZ2gqqoKj8fD8vLytk40SZJUtA5SLBYrWgfJbrdTW1uLTqd7yXWQnE4nCwsLLC0tUVlZeZtGtLM0NjbS39/PN7/5Td7//vcjSRLhcHhdQFpzH7ndbjweD5IkUVFRsS4gdXV18dBDD9Ha2ordbr/ltaaOHDnC6Ogok5OT1NXV8d3vfpdvf/vbeW0eeeQRnnjiCd797ndz+vRpLBaLHI8nIyMj8xJYcy6txeLJziUZGRkZGRkZmbsDWWCSedXwuc99ji9+8Yvcc889O+Ziam5uZnJykr179wLwS2+7h7/4zr+yEoiUXObc4BTdLdUMTS6UbDO/5OdgRy0XRuYx6tXYjFoMWlUusksQicZT+AJR7FYT54bK12K6NDKDyaAlFImXbddYaabaYWQ1EGZocoEZT6HjKZXO0NlYwZmhwml6s0FLZ4OD01dykXiuxmrGyutodDQ4mJ9fIFhGsFpvW2/Hv+rfst0hl4PnL46RQQFYiraxFjF/LS4ugaqSNx+oRqm4tZOZdwIdHR0MDg7S19e37efLLzzQy+sONvNn//As3/jh+bxIu8vjC9Q7bcwubkThpTNZ5pYCzC0FmNRrkNIpgmWO35P7XTx/qXQtpvmlAEd6mzl71V2yzbWpRY7vbeHFK6UjHRd8wQKHkt1ioKnaTuOagFTjoK2hkroqKw1OG0rlra2h09HRwaVLlzh69Ogtn3S/U+js7OTixYvYbLZbVoNIkiRSqVRRAWmtDpJGo1kXkEwmE1VVVeh0ulsS83Yj3d3dnDt3DqvVikqluuXr327W3t/p6WmmpqaYnJykp6eH3/qt3+Iv//IvkSQJg8FAS0sLzc3NuFwujh07RktLC/X19SgUim29LimVSp544gne+MY3kslk+MAHPkBvby9//dd/DcBHPvIRHnroIZ588kna2trQ6/V87Wtf27b+ycjIyOwG1pxL5WLxZNeSjIyMjIyMjMydh1AsM34TW1sEZGTuEiRJ4sEHH+T3fu/3dixOSZIk+vv76e3tRa/PuRH+6n8+w3/8yj+VXa6zqYprU15EQcBm1mLSqdFpVKhUCgRBJJ3Jks5ILK2GS8Z1AYiiQFO1g8n50vF3APccaOP5G2ohWYw62uorUKsUeJYDBEJRool02foxAPs76hmY2nARqZQiB9trGZteZNm/Iax1NFUz6Q0XWwUAh9pruDw6QzyRorOtiUlP6Vo7NXYjkUgIhUJJSCpdR6jCpCWw6iMSSyKKAlXN3UQT+a4Uk1ZJ2L9E7Aa3ilGnRlfXxv86dRxXVWn3093M0NAQNpuN6urqHevDjNfPn3z7Z/zjTwZIZ3IOvWM99Tx3cbTkMif2NPHchdKvG3RqdGoly4HS50pNhZkVf6isS6nCaiSeTOXVWLKZ9TQ4bTRW22motuOqc1BbZaWp2k5DjX1HaiG53W4kSaKlpWXbt71dzM7OEolE6OzsvOllNtdBisfjef+HXATf5hi7tb+dqoO0sLCAz+ejt7d327f9cshmsywuLq47kNYi7KampggEAqhUKhoaGmhubqalpYXW1lZmZ2f5/ve/z//5P/9n1wqidxBygSiZ24n8G1KmgHA4vO7yPXv2LEeOHOH1r389P/7xj5mamuItb3kL3/rWt/jUpz5Ff38/AH19ffT396//u1089dRTnDp1ikwmw4c+9CG+8IUv5L0uSRKnTp3iySefRK/X8/Wvf51Dhw7d1LI7wVZ9+ta3vsUf/dEfAbnawX/1V3/F/v37gdwNkiaTCYVCgVKp3Nb9UIytxvLMM8/wtre9bf177zve8Y71CN67cd986Utf4lvf+haQ++46NDTE0tISdrv9jts3H/jAB/jBD35AVVUVAwMDBa/fbefNVuO5m86brcZyt503W43nbjpvZmZmeOyxx1hYWEAURR5//HFOnTqV1+ZuO3dkdjUlf0PKApPMq4qnn36ar33ta/y3//bfdqwPS0tLLC0t0d3dTSqVIhAM8bpf+QtmvX7MBg1WoxadRolKISKKIlkJYsk0douB80MzZMpEw91zoJXnLpavTbSVMwOgo8mJXqfGoNWQSKVZWA4w5/UXFDE/tte1Zd0khShid1jJZiW6myoZmVpkabW4kFRXW423yGvHu+t47tL4+vZf09fN6SKuKACzXo1RIzB1Pb7P1erCs1LcIba33pjn6Oo70sfIfDCvzcFGHS8MTN+4KAAPnNzD1z/5wK4t5J5MJjl//vwd4X4JRuL8a/84PzozwpnBGZZ8q0TjhRF6kBP/BClDIBQrub6t3EcAJ/e18NzFsU3r1VBTaaG20kJtpZXaKivt9ZXYrQbqnTbqq2wY9ZqXN8DbSDab5ezZs+zbtw+drrTgejcjSRLnzp2jvb0diyXnRMxms3nC0WYBKZvNrtdB2hxlt/b4TjynJUni8uXL1NbW3hFReZIkEQgEcLvdeQKS2+1mcXERyMX7rbmQ1kQkl8uFzWYr+R5/9KMfpa+vjw9+8IPbOZxXI3feQS6zm5B/Q8oUsCYw/fjHP+bUqVOoVCpCoRA/+clPeN/73kcsFmNkZIS+vj5OnjzJk08+yfz8PM8++yyPP/74tk0CZjIZOjo6ePrpp6mvr+fIkSN85zvfoaenZ73Nk08+yVe+8hWefPJJTp8+zalTpzh9+vRNLbvd3Eyfnn/+ebq7u7HZbPzwhz/kt37rtzh9+jSQmyjv7++/I9xjNzOWZ555hi9/+cv84Ac/eMnLbjcvtU/f//73+dM//VP+9V//Fbiz9g3Az372M4xGI4899ljRSf+76byBrcdzt5w3sPVY7qbzBrYez2bu9PPG4/Hg8Xg4dOgQoVCIw4cP88///M937WeOzK6n5G9IOSJP5lXF61//er74xS8yPT1NY2Pjbd9eKpUqmOCMRqOsrq7i9/vXI5Z+9V0n+eLf/ohgJFEm/k0kW14QZmBsfst4u3NDU7TUOYhEk1TYTZj0GpQKkVQ6NyE/t+RnZGqR43tdeZPrxVgNlo72A1CIAj2uahqq7TxzbmxL8aulxponMNlMWlqqLTx7Qz8i0eLOE5VCpMamZWDcs/5cjd1QVGDa22Tj3EB+TJpRfUN/qvScvlpcXAI40aDC6/XidDpLtrmbUavVOJ1OpqenaW5u3tG+mA1a3v7aXt7+2l7SmSxXxuYZci8yOr3E6MwS47PL+AIRgpEE4ViSk3ubePZ8aRdT/+AU7Q2VBKMJjFoVBq2SWqcDh8VApc1Epc2I02Hic7/4BqorLFRXmHfEfXQrEEWRjo4OhoeHOXDgwB0pnrwcbqyDZDAYuHDhAgaDgUwmg7n25pkAAFEcSURBVCAIeeKRzWajtrYWrVZ7y6L0thNBEOjq6uL8+fPbEpW39v5OTU3luY/cbjezs7Mkk0lMJtN6HaSWlhZOnDhBW1sbNTU1iKL4so61L33pS9x333088MADuFyu2zAyGRkZGZmdIpPJ8JnPfAabzcZPfvITamtrefTRR/m7v/s7PvWpTwG5Wkyjo6OMjo7S09PDRz/60W2dCDxz5gxtbW3rn0Hvfve7+d73vpc3Yfe9732Pxx57DEEQOH78OH6/H4/Hg9vt3nLZ7eZmxnPy5Mn1/x8/fpzZ2S1yy3eImxnL7Vj2dvFS+/Sd73yH97znPdvZxZfEfffdh9vtLvn63XTewNbjuVvOG9h6LKW4E88beGnjudPPm5qamvW6rSaTie7ububm5u7azxyZVy+ywCTzqkIURU6dOsVXvvIVvvSlL73i9a1FLN0oIiUSCSRJQqlU5t0hbzab0el0+P1+AoHAepxTd3c33/zRJa6MFnflAIzPLnFsb8t6zaJiBMIxTu5v5Zrbg91sxGjQolErUYgi6UyGaCzJaiiK027mxblJvKuhkuua9a4iigLZMo6pkalFul11DLs36kOZDBo6GqtAynJtcoHLIzPE4gliiVS5txKAaDTnOFGIAn2dNVwZnePMQGEU3vCkB5VaTyqdXX9OFGBvs4PTN7izhGxhxJlBo8SzWBgTmIhtCFGiAKlYqKSo11Zn49+/qY8rly9RWVm54w6f20VjYyNnzpyhtrYWtVq99QLbgFIhcrCznoOd9UVfD0cTBMIxEqncvl9zvilEEb1WjU6rQq9Ro7heO2vN/dLZ2YnJZNqeQWwzNpuNubk5lpaWqKqq2unu3BSSJOXF2G3+SyZz7rXNdZAcDgeQE0ZbW1t3suu3DY1GQ3NzMyMjI684Kk+SJLLZLAsLC0xMTKwLSGsiUjgcRqPR0NDQsC4gPfjgg7S0tNDU1HTbnF5Go5GvfvWr/P3f/z3/5b/8l1u+fhkZGRmZneHpp5/mk5/8JD6fj3A4jMfjQafTcf/993PvvfcSCoWwWCxEIhFSqRS/+7u/i8FgwO/388///M/b1s+5uTkaGhrWH9fX16+7Esq1mZubu6llt5uX2qe/+7u/481vfvP6Y0EQePDBBxEEgV/5lV/h8ccfv639LcfNjuWFF15g//791NbW8uUvf5ne3t67ft9Eo1GeeuopnnjiifXn7qR9czPcTefNS+VOPm9ulrvlvHkp3G3njdvt5sKFCxw7dizv+d187sjsHmSBSeZVxzvf+U7+8A//EJ/Ptz4hWYpMJlOyRockSesRS2siUmVlJTqdDo1GU1ZwcDqduN1ukskkarUaQRD4zV95K+/89b8u259FX4imGjsmgxa9Vo1KqURCIpnKEIkmCISjXB2fR6kQGJ3xllzPnNdPa30l47NLJdvMLq5ydE8LZwZKC1qiKOB0GDAbmhAFWFwJ4Z5fpv8GkWd02ktncy2js+VrP10dn+NAVzPLK4GybqdoLMn+lgaGpnL9t5m0VJnVBeISwMLSSt5jtVKkzqJkYLxw7HMLSyDYAdjfaOSFMmLef3r/vRj0OioqKpifn6e+vrjYcbejUChobm5mYmKCrq6une7OTWHUa15SVJ0gCHR0dDAyMsKhQ4d2jcPnRjo6Ojh37hx2ux2l8s74+N98jb0xxg5ydZA2u5CsVis6nW79unkjFRUVnD17lpqamvU6d7uN6upqvvvd7zI0NMQ73/nOsm0lSWJ1dXU9um6ziOT1ehEEgerqapqbm3G5XBw+fJh3vvOduFwuLBbLjp0LJ06c4MSJEzuybRkZGRmZW8+ac+nUqVNcvHiR//W//hePPvooWq02z5H7mte8hmeffZZvfvOb3HvvvTz//PNYLBbm5ubW7/C+3RQrIXDj52GpNjez7HbzUvr0k5/8hL/7u7/j2WefXX/uueeeo7a2Fq/Xyxve8Aa6urq47777blt/y3EzYzl06BBTU1MYjUaefPJJ3v72tzM6OnrX75vvf//73HPPPdjt9vXn7qR9czPcTefNS+FOP29uhrvpvHkp3E3nTTgc5tFHH+XP/uzPMJvNea/t1nNHZndxZ8wwychsI0qlkscff5y/+Zu/4dd+7dcYHR1lfHwcv9/Pvffem1ejQxTFPAHJ4XCs//+VOFYEQaCxsZGpqSna29sBeP2xbt563z6mF1fX3RWZrEQskSIYibHsjzC1sMqJfS08v0V03ckDrTxfRqCRJAmraetaLEvXHU4mg5ZqhxmrSY9apSCVzrASiDCzsMqz58dwWI0s+oJl12W36KCEa9yo19DrcrK8EoR0Evf8SvGGmzDrcz9GO+rtLK/4GRj3FW03MeulorqeUCyJAHRW6/PqLm1mxrNMbasTtQIuj5a2uL9mXwOvP5QrgNnU1ER/fz81NTV3ZezWzVBdXc3s7CyRSASDwbDT3bktrLkLd3vkYUNDA5OTk+vXndtNNpslkUgQjUYLhPobr7E6ne6mRfpSiKJIZ2cnQ0NDu1YsFASBRx99lIcffpj7778fg8GwLhxNTk6uC0izs7Ok02msVut6DSSXy8VrX/taWltbqa6u3rXOSxkZGRmZO4szZ87gcrmorKwkFoutO5d+9KMflRVvnnrqKV7/+tdv6+d5fX09MzMbvxVmZ2epra29qTbJZHLLZbebmxkPwOXLl/nQhz7ED3/4w7ybMNfaVlVV8fM///OcOXNmxyZjb2YsmydmH3roIT72sY+xvLx80+/DdvJS+vTd7363IObrTto3N8PddN7cLHfDeXMz3E3nzUvhbjlvUqkUjz76KO973/t4xzveUfD6bjx3ZHYfssAks6tJpVJMT0+v37k9OTmJ2+1mYmKCa9eu8Y//+I/U1dXR0NBAT0/PttboqK6u5vTp0zQ3N6/fufep97+Bn/vIn5Vd7tqUF6NOTTiWLNmm/6qb6goLC8uBkm3ODU3T3liFZ8mPw2q87orSoFIqcrU3kmmCkVzk3vOXxsvWdWqrr9xSYBoYnUWnURJL5GLLlAqRzqYqjDoVl67N8MJ10ezgTda5WfGHONJZTf9VN8l0pmS7bFai2WnminuZg81WXizjSpIkqLPrEDMx5uaLR/qJgsB//vevWX+sUqmoqalhZmZmx+sU3S4EQaC9vZ3R0VEOHDiw0925bbS1tXHu3DkqKip2rVhYV1dHf38/4XAYo9H4itcnSRLJZLKoCymdTq/XQVpzIVksFqqrq9HpdLftPbZarRgMBubn56mrq7st29guJEkik8kwPz+f9zk2NTVFbW0t99xzD7W1tTQ2Nq7H2D388MO0tLTQ2NhY0uklIyMjIyOzHXzgAx/gBz/4AVqtlgceeACFQsGPfvQj9Ho9KpWKZDLJuXPnaGtrY2ZmhoWFBSKRCJ/4xCf41re+RW9v77ZPmB05coTR0VEmJyepq6vju9/9Lt/+9rfz2jzyyCM88cQTvPvd7+b06dNYLBZqamqorKzcctnt5mbGMz09zTve8Q6+8Y1v0NHRsf58JBIhm81iMpmIRCL86Ec/4otf/OJ2D2GdmxnLwsICTqcTQRA4c+YM2WwWh8OB1Wq9K/cN5OqS/fSnP+Wb3/zm+nN32r65Ge6m8+ZmuFvOm5vhbjpvbpa75byRJIkPfvCDdHd38+lPf7pom9127sjsTmSBSWbX8tGPfpTz58/T0NCwfvf2iRMneO9730tTUxN/+qd/ik6n46Mf/eiO9E8UxfU7EdaK8h3qbuTh+/byg59dKbncSiDCyf0unrswWrKNJEFnUxUWoxaDToNaqUShEHOTwak00XiSYCSO1aRndNpLOLa1Y6gcl0ZnMRm0ZUWoUDTB/Ue6SCTTJFMpRtwLXBmZLmh3ZXQWm9XKaihWcl1t9Q4U2SSD4/6y4tIaOpVAn8vO85dKu7rWsKtT/Oul+ZKv/8IDPXQ15hcabmho4MyZM9TV1eXFfOwmrFYrgiCwsrKSZzHfTajVaurq6nC73bu2ho8gCHR2djI8PMzhw4dvSnxIpVIF8XVrteYg976tOZAMBgMVFRXodLodPRfa2to4e/YsFRUVaDQ3H5e4E2SzWVZWVtaFo81RdsvLyygUCmpra9c/x44fP8573/tempubeeyxx/jYxz7GG9/4xp0ehoyMjIyMTAG/9Eu/xCc+8Qne/va3E4lE+OM//mNMJtN6HcDl5WVcLhejo6N0dXVhNpvJZrMIgsDb3/52vvGNb6xPpG0XSqWSJ554gje+8Y1kMhk+8IEP0Nvby1//dS7K/CMf+QgPPfQQTz75JG1tbej1er72ta+VXXYnuZnx/M7v/A4+n4+Pfexj68v09/ezuLjIz//8zwO52sPvfe97edOb3nRHj+V//+//zV/91V+t10L+7ne/iyAId+2+Afinf/onHnzwwbwkiTtt3wC85z3v4Zlnnll3vvz2b/82qVTups277byBrcdzt5w3sPVY7qbzBrYeD9w9581zzz3HN77xDfbu3bt+M+/v//7vMz2dmyu7G88dmVcnQrHMxk2UfVFG5m5mZWWF+++/n3/7t3/bsYnQTCbDmTNnOHr06Prd/CNTi9zzy18ik8kWtNdrVVRYjVTaTKgUAuL1ZdLpzPUovTirwSjBSByFKFJfZcY9Xzw6bo3ulmqGJhfKtjnU1cj54UIxaDP3HGjjuesuJIUoUFdlo9JuQqtWseRbxeuP4nSYueZeLLsegJMHOzh9tTDGrr7KQpVVR/9VN5IkceJAB2evlRaDAAQBXt/XwU8uuLfcrqvWhs1s4MpcpOjrBq2Kn/35L1JpLaztMjc3RzQa3bbosZ0gGo0yMDDAkSNHdq0rIpvNcvbsWfbt24dOt3WM5N3K8PAwZrOZ2tpaMplMXnTdjbXm1n5obP7TarVoNJo7+jhYWlrC4/Gwb9++He2HJElEo9H1CLs18cjtdjM/P082m8Vms607kNb+2traqKysLBtj5/F4ePOb38xPf/pTLBbLNo5KZhdw5568MrsB+Tfkq5g111JVVRUDAwO43W5e97rXIYoiX//613n22Wf5D//hP6BQKMhmszz66KO8/vWv5w/+4A/QarX85Cc/4fd+7/f427/9W9ra2vjGN75BX1/fTg9LRkZGRkZGRubVTsnfkLLAJPOq5tOf/jR79uzh3e9+9471we12IwgCTU1N68/91l9/n3ND06QzWWKJFKFwjGV/mFA0sd7m5H4Xz1+aKLvuvp4mzg6Ub7O/o55LI6XrDQF0NDkZmcoXhhwWPRVWE0aDFo1KiUqpIBJP4l0JMu/1ky4ikMHNCVpdLTWMzvnXH/e0VGHQKOm/Opm33gNdjQxMlXZfVVr1VJq0DE56sFdUEgiXdljVVeRs0sFIHLOznmi8MCLvs//uBL/6jiNFl89ms5w5c4YDBw6g1d5czN/dyLVr1zCZTLs623dlZYWZmRn279+/0125JUiSVCAgRSIRlpeX0ev1KBSK9Qi7G0Wku71Gz+XLl9fjA24XkiSRTqeZnZ0tEJGmpqaIx+Po9XoaGxtxuVzrtZDWYuyUSuUrEuq++c1v8rOf/Yy//du/vYWjknkVIAtMMrcT+Tfkq5if/exnGI1GHnvssXWB6eGHHyYajfLjH/+YsbEx3vSmN3H58mXuuecefvCDH3DvvffywAMPIIoif/RHf0Q2m+Wd73wnU1NTd/TNLDIyMjIyMjIyryJKfimTI/JkXtV8+tOf5ud//uf5hV/4hR2bSK2vr+fs2bM0NDSs9+FDP38vf/2/f59kqnT82/mhaZx2M4srpWsf5eosORmdLu0aujQyS29rLSNTC9hMBkxGHQatGo1aiUqVc0hlMxJvON7NtGcFfyiGLxDGF4jiC0Tz1nVin4tpT/m4PaNha/FleNLD4T0udColE7OLXLk2VbTd1bE5TBYLoWhhPap9rdVMzXm5sphzcLXXO+gfniu6HodZTzqVZNmfcy6111q5NLGU16a3uYIPP3ywZJ9FUcTlcjE5OUl3d/eWY7xbcblc9Pf343Q6d22dIrvdzszMDD6fL69Y652KJEkFMXZrf6lUCkEQ0Gg068LRWh2kiooKAoEAPT09Oz2E20ZnZyfnz5/HZrOhVL78rzzZbJalpaX1+LrNApLP50OlUlFXV0dzczMul4vXvOY1PPbYY7S0tGAwGG7r5Nj73vc+Ll26RCQSyYuAkJGRkZGR2Qnuu+8+3G53wfNrMT7hcBiVSkVvby+JRIJ//ud/5t577+XRRx/l85//PO95z3twOBzrEU0yMjJ3N36/n29/+9vrUXIyMjIyMrsPWWCSeVVTX19Pb28v/+///T8efPDBHemDUqnE6XQyPz9PfX19rl9OG7/01hP87f/v2ZLLxZNpDtQ5SgpMWrUSm1lPQ40do16DRq1cFwQymSzJVIZoIkkkmkCtVpFKZ/GuhvCuhoqur7PZybWp8vF2s95VRFEgmy194+rF4RmqbKaC7TgdJpprcpP50x4fGgU8e2Gk7PZS6QydDRX0b4rJMxs09DRW8PylcTY7NDPpQhEKwKRXY9QIjM/6158Ts/nupUqLnr/77FvRqstfMisrK5mamtrVE71rE+lTU1PrtcN2Ix0dHVy+fBmbzXZHuHjS6XRRAWlzHaTNLiS73b5eB6nU5IzBYGBxcZFAILBr49U0Gg2hUIiPf/zj/M3f/E3JdpIkEQ6H18WjtXpIU1NTeDwestkslZWVtLS00NzcTFdXFw899BAulwuHw7Gjx4ggCHzpS1/ase3LyMjIyMjMzMzw2GOPsbCwgCiKvPOd7yxo8+Y3v5mnnnqKf/zHfySRSNDe3k4mk8HpdALwiU98gq985Ss888wz21pzSUZG5vbi9/v5y7/8S1lgkpGRkdnFyBF5Mq96BgcH+fjHP84PfvCDHbtLLpVK0d/fz7Fjx9YnKr0rIQ695/eIxjeEEUEAu8WAzaTHZNCiU6vQaJTEE2mSqTTReJJQJM5KMJq3XLermqGJ8rF0e9tquLxFVN6BzgYuXiusjbSZI73NnL3qLvm6XqPi5IFWAuFYLlYvlmDeu4p3JV9wcliNBCOJklF7axzubuKS24dJr2ZPcxWXrk3nRQmuYTJoySp1pNIb67OZdVQa1QzeENnnrLAQIicQaVQKvvvFd3C44+Z+6K6srDA7O7vjdV9uJ2txgAcPHkSj0ex0d24b4+PjqFQqGhsbb/u2stlsQf2jtf9LkoRCoSiIsNPpdK+4DlIkEuHq1av09fXdEULa7SCbzXL//ffzG7/xG7hcrvX6R2t/MzMzJBIJDAbDuoDU0tJCa2srLS0t1NfXo1Ao5LuoZXYb8gEtczuRf0O+yvB4PHg8Hg4dOkQoFGLfvn0oFArGxsbWI/L++I//mK985St897vf5ejRo1itVnw+Hx6Ph3A4zOnTp/nkJz/JmTNndno4MjIyt5B3v/vdfO9736Ozs5M3vOEN8o1RMjIyMncvcg0mGZlSSJLE29/+dj796U9z5Ejx+jrbwejoKAaDIa+2zV9851/5wb9dIRJL4g9GWPZHSKXzY/OO9jZzpoygA7C3rZYrY/Nl23Q1OxmaKN+ms9nJNXdpF5PJoKW7uZpQNIZRr0WlyE1Yp9IZguEYi74gq6EoNrOeeCJFLFFY52gzR/e4ODtYPB5vjdoqCx1NtZwfniYUKV1jCeDQ3g4GJnL972muxONdYWk1XLTtnr3dTHgC/MnH3sC7XvvSIu/Onz9PW1sbZrP5JS13N+H1elleXt7V8WqZTIYzZ85w+PBh1Gr1K1qXJEkkEomiLqRMJoMgCHm1j/R6/boj6XYLP2NjY6jV6m0R0m4n2WwWr9fLxMQEbreb6enpdSdSMplkZGSEe++9d104crlcuFwumpub0el0soAk82pDPuBlbifyb8hXCTc6lx5//HFOnTrFG97wBkZHRzlx4gT/8i//wurqKoIgYLPZOHnyJJcvX0ar1fKTn/yErq4u7HY7JpOJr33ta/T19e30sGRkZG4hayLzwMDATndFRkZGRuaVIddgkpEphSAIfO5zn+NLX/oS3/rWt3ZskrGpqYnz589TU1Oz3od//5Zj/Mk3/l9Z4aR/aIqWOgeTc76Sba6MzW8pMg27FznY1ciF4Wl0GhVmow6DTo1Oo0arVqJSKlAoRJpPOAhG4qQzWRLJnEgUDMdZDUUIReKcuermUFcDZ65MlNzWajDKyf1tPH9prOx7EksUj7Wzm/V0NDkJRWIMTszTVO3YUlwC0GsUiAIc6a7jhUvjZaP8HEY1P/fwwZcsLgG0tbUxNjbGoUOHXvKydwuVlZVMT08TCoUwmUw73Z3bgkKhwOVyMTY2tqWQtlUdJCCvDpLJZKKqqgqdTveKagPdClpaWjh79ixOp/OOdqRJkkQwGCyIsJucnGRxMSccV1VV0dLSQktLC729vbz1rW/F5XJht9v5wz/8Q7LZLP/pP/2nHR6JjIyMjIzM7kCpVPInf/In686lw4cP09PTw+DgIGazme985zs888wzfPnLXwbgC1/4Am1tbTz88MNYLBaefvpprFYrk5OT8o0eMjIyMjIyMjJ3KbLAJCMDnDx5Er/fz8jICJ2dnTvSB7VajdVqxev1rmeR28wGPvLO+/jSf/9RyeWyWQm7xVBUYBIEsBr1mE06HFYDh3saUSkUKBQCkpRbNpnKkEimiMaTZCXQqJTEyriLtnIxAUTixYWhzUwv+Las13RldJbmukp8gQit9RUYdBoCoSjDkx5e2CROrQSKu5BuJBQM0Vlv47kL5YUtgOZKPf/xfffe1HpvxGw2o1QqWVlZwW63v6x13OkIgkB7ezujo6O7WkirqqpidnaWYDCIwWAoKiDF4zlxU6VS5cXX3UwdpDsBhUJBW1sb165d29FoR0mSSCaTecLR2v9nZmZIJpOYTKZ1AamlpYUTJ07gcrmoq6tDFMX/f3v3Hh9lfeb//z2ZSTKZTM4hIZNJMjOJ4QwKBClq1lajgG4UajWoX6wpFax8hbZWaNm60traItXdNVXcrV/rWg79rdtdFjbSUjVlS9sE6oFaxUaYHDklQICcJzPz+4PNlEgODCSZEF7PxyMPM3Pf98znjmHgnvdc19Xvz/mxxx7T9ddfr7vuuitkr/MAAIwmaWlpgXlJMTExuuqqq7Rw4UKZTCYdO3ZMdrtdixYtUnX1XzsSvP7669q/f78MBoOOHTumLVu2jOh/JwEAAKB/tMgD/te2bdv0i1/8Qj/+8Y9Dtob29nbt27dPeXl5gQut081turroKTWdaQvsZ7VEKineqliLWRZzuEzGMEWZI3S6uV3tnR41t3aoqblNTWdaewQ4V4+z672P+5+zNH2cXX/8qP+2dNeMz9C7+/ufxTQtN13v7a/pd5+8yQ7t+aAqcNsYZlDamHilJMYqKjJcXV6fYqLNenvPfnkHmMWUnTlW7kMnet2WnhIve0qc9v65SuNcdu2vbujzcQwGgx5ffJMe+z83XdLFbmtra2C2zWi+aP7Tn/6ktLQ0JScnh3opl8zn8/WYfdT91dLSora2Nlmt1h6t686dgzQa5he9//77stvtSkpKGpLH9/v98vl8OnLkiNxud2AGUneIdObMmUCrPofDEWhh53Q6lZWVJbPZfMl/lvbs2aNVq1bp17/+9aj4f3Y566ut0rn8fr9WrFih0tJSWSwW/fSnPw0E2jt27NCKFSvk9Xq1ZMkSrV69OhSncTkbvX8xYSTgGnIUa29vV35+vjo6OtTV1aW77rpLa9euVWVlpaZOnapvf/vb+uY3vxl4/fb7/WpsbJTJZFJGRoY2btyoSZMmady4cSorKwsEVABGp+PHj2v69Ok9gmYAwGWJFnnAQG677TZ95zvf0eHDh0N2oWM2mxUdHa3jx48H3rCPtUbpm8VztbG0Qqea23S8qUXNrR1qbu3ocez08Rl6Z4DQp629/5lHknS6tUMGg0H9hc+tbQNXKHm6/hoIRYQbFWeNUky0WVaLWREmozo62hQbHaVrp7jU3Nqu46da1HDyjOqOnlTd0ZOBY6OjIhUddTY868/YpJjzAiZ7apzSx8Rr75+rVHfkbIVXrCW8z8eINkeoZNUX9Lf5UwY8v4FYLBZZrdYeFWmjUU5Ojvbt26fExMQR/4Z9b3OQugOlrq4uGQyGHuFRQkKCbDabzGazKisrFRcXN6rfBBk3bpzeffddzZw5U+Hhff856Y/f79fJkycDwdG5IdKxY8cknf20s8PhkNPp1IwZM3TXXXfJ5XIpLi5uyMPYvLw8feELX1BTU9OorS68XPTWVqmgoKBHO8o33nhDlZWVqqysVHl5uR5++GGVl5fL6/XqkUce0c6dO2W325WXl6fCwsJRPRMOAEaKyMhIvfXWW7JarfJ4PLr++uuVn5+vu+++WzfddJO+9a1vqbS0NPD6/dZbb2n16tV68skn9fd///e688479dprr436f1cBOCspKUnXXXedJk+erHnz5umZZ54J9ZIAAIOMCiZcNgb6tPKpU6d0//33q6amRl1dXXrsscf04IMPBvUcr776qt5//3099dRTg7n0oLS2turDDz/sMeC2ubVDVxc9pROnWvo99kLa111IEDVjfIb2flgVuB0TbVZ0VKQs5nCZI8IVEW5SUny0Wts7ZZAhEEh1eX3q8nrV0dmltg6PUhOsevfjGrX10zJv6lV27avsv6rquqtztPu9/tvaJcRa1NrpU0KMRdkZY3TiVLP2u4+ct5/VEikZI9TW0dXjfntKvH721GJNzrb1+zzBaG9v13vvvadZs2aN+PDlUnzyyScym82y2+0hXYff71dXV1evbew6O8/+DnbPQeoOkrorkgYKVDwej/bu3au8vLyQz0waSi+99JIOHDigdevW9brd7/ervb29R4DU/d/6+np5PB7FxcX1aGPncrmUnZ2tsWPHjuo/B7g0d9xxh5YvX66CgoLAfUuXLtWNN96oRYsWSVLg0+5VVVV68skn9ctf/lKS9PTTT0uSvvnNbw7/wi9fVDBhKHENeYVobW3Vddddp46ODn300UeaMmWKwsLCVFtbqy996UtyuVySpOeee05vv/22vve97+mf//mflZOTo9dee63H9Q4AAABGNCqYcHm7kE8r//jHP9bEiRO1bds2NTQ0aNy4cbrvvvsUERFxwc9z77336kc/+pEee+wxxcfHD8GZDMxisSgyMlInT55UQkKCpLOhyP8tulFrX/rvfo81R/RTnRMVoThrlKKjIjQtN12RESaZwoyBl4cur09dXV51eLzyy6C05NizlVJtnTrT0q4zLT0riMZlperj6v7DrGhzRL/hkqR+K6W6HahrkDHMIG8v85qiIsOVk5mq2GizLOZIvbX3Yx09fqrPx2pu7dDsaZna89HZUCsi3Kgld87R1+//nOKsUQOuJRhms1lJSUk6fPiw0tPTB/WxRxKHw6E9e/Zo7NixQx6+eL3eXmcgtbe3y+/3y2Qy9WhfFx8fr6ioKEVERFxSdUx4eLgyMjLkdrt11VVXDeIZjSwPPPCA5syZo7KyMoWFhfWoQKqqqlJbW5siIyOVmZkZCJDmz58vl8ulzMzMS/4548pUVVWld999V9dee22P++vr65WRkRG4bbfbVV9f3+v95eXlw7ZeALjSfLot3sKFC7Vt2zZ98skncjgcuuWWW/TCCy/ojjvukNPpVFdXl44fP65169bpyJEj+rd/+zcdOnRIDzzwgLZt26YPP/yQfy8AAACMEgRMuCxUVFQoJycn8Cm4oqIibd26tUfAZDAYdObMGfn9fjU3NysxMTHoN7vDw8P14IMP6uWXX9bXv/71QT2HYDidTv3lL38JBEyStGTB9frxz3+jxqbmwH3RURFKjrcqxmKWJSpCJqNRBbPH61Rzuzo6u9TS1qHTLe1qOtOqlrZOtbR16lDDKc2YmKmKD/rvgZw3MVMVH7j73P5x9VFdMz5T7/YzZ+lPn9Rrck66Pvikvt99JrjS9NHBw33uc6TxlGZNdupgfYPSkuMVY4mUJB0/1aIDtcf0p/+tgBrvTOsxc6ovzS2tkqS/vWGy/v6heXLYhmbmjHQ2fNm7d6/Gjh0ro9E4ZM8TSt099auqqpSTk3NJj+Xz+c5rY9f95fP5FBYW1iNAGjNmzLDNQUpPT9eePXvU2toqi8UypM81lHw+n06cOBEIj86dg9TQ0KD4+HgtWbJEd955p7Kzs3XttdeqqKhILpdLMTExvCGEQdXc3KzPf/7z+od/+AfFxsb22NbbBxD6auHK7yUADJ3e2uJt2LBBJ0+e1Pz589XZ2ant27fL7/fr+9//vlatWhW4jnn99df1hz/8QYsWLVJSUpK2bNnCazYAAMAoQsCEy8KFfFp5+fLlKiwslM1m05kzZ/Tzn//8ot5w/vKXv6zZs2frkUcekdlsvuS1Xwyr1aqwsDCdOnVKcXFxks7OIvpm8Vy9uv0POt3cpsaTzWpu61BLW8+5Q1OvSte+yr4DHUlqOt064Boam1pkCDPI309g09LW0ee2bhcSqsRYzLKlxCvWYlZUVIQiw00yhoXJ7/errcOj0y1tauvoVOPJZjWebO7zcfa7D2uCK137q85vjdfNZAxT5tgEPfO1L2j2FOeAa7tU4eHhSktLU21trRwOx5A/X6jYbDbt2bNHdru93z83fr9fnZ2dvQZIHo9HYWFhMpvNgRZ2cXFxGjt2rKKiokIe0BkMBl111VX6+OOPdc0114R0Lf3x+/1qbW0NVB253e5AgFRfXy+v16vExMTAHCSXy6WbbrpJ2dnZSklJUVhYmIqLi3XzzTdr4cKFoT4djGIej0ef//zndd999/X6u2a321Vb+9eWrnV1dbLZbOrs7Oz1fgDA0DAYDLJarZLOvnZ7PB4ZDAbNmzdPTz75pKKjozVz5kytX79e8+fP19atWzVjxgxJZ6/Rnn/+eZWVlTFzCQAAYBQiYMJl4UI+rfzLX/5SV199td566y0dOHBABQUFuuGGG877RPRArFarFixYoE2bNqm4uPiS1n0pnE6nqqqqNG3atMB999w6U0//vx09qpg+bV9lvSa60vRhPxVBB+oaNWNipv74Yd/VR+5Dx5U30dFrFZPBcDbwajrdquuvztaxk82KMBkVHm6UyWiUyRgmg8Ggs/+LDLrlM5N0qrlNni6vPJ4udXi61NreqebWDp1paVPFB27lZKb0GwxJ0rRxGXr/4/7nR1ktvbdEzMlI0f23zVbR3DylJgX3O3GpMjIyVFFRofT09AFn/VyuwsLClJ2drU8++UTjxo1Te3u7WltbAy3s2tra1NFxNpCMiIgIVCBFR0crOTlZUVFRMplMI/4TrQkJCaqrq1NjY6OSk5NDsobuWVN1dXW9hkjt7e2yWCw92tjdeeedcjqdyszMvKCf87p163TzzTfrlltuCbyhBAwmv9+vL33pS5owYYK+9rWv9bpPYWGhSkpKVFRUpPLy8sBA+DFjxqiyslJut1vp6enasmWLNm3aNMxnAABXBq/Xq5kzZ8pms6m+vl6VlZVasmSJrr32WrW2tuqll16SJEVFRamxsVHTpk1TeHi4/vznP5/3+g0AAIDRh4AJl4W+PsV8rldeeUWrV6+WwWBQTk6OnE6n9u/fr1mzZgX9fI8++qgKCgq0ePHiIZ8p05e4uDh5vV41NzcH3uC1mCO0/J4b9eRL2/s91mTsv3IrMtwon88vZ3qSoqMiFRlukslolNFokMFgkM/nl8/nk8lk1NSr0tXe2aX2Do9a2zvV0t6htnbP2flMrR2Kj7XoLwPMYpqWa9d7+/tvyRcfM3DLMZ/PN+A+73xUrbHJcTp1pk2zp7qUPyNXN84cp6vHZQx47FAxGo3KyMhQdXX1JbeQGwm8Xm8gNPr0V2trq5qbmxUTE9OjCqm7jd1ID5AuxFVXXaX33ntPiYmJQ9aWz+fzqaGh4bwZSNXV1Tpx4oSMRqPsdnugCun666/X4sWL5XQ6FR0dfck/5+TkZC1fvlxr167VM888M0hnhYtVXFys7du3KyUlRR988MF525955hlt3LhRktTV1aWPPvpIDQ0NgUq1mJgYGY1GmUwm7d27d7iX36vdu3frtdde05QpU3T11VdLkr7//e+rpubsBx+WLVum+fPnq7S0VDk5ObJYLHrllVcknW3LWVJSoltvvVVer1fFxcWaNGlSqE4FAEa1f/zHf9SECRN0+vRpvffee/rtb3+refPm6Y033lBHR4eio6P1l7/8RStXrtR//ud/6v3339d///d/67777jvv9RsAAACjj6G3ypBzDDzMBBgGXV1dys3N1Ztvvqn09HTl5eVp06ZNPd5Qevjhh5Wamqonn3xSR48e1fTp0/X+++9fdJXBI488ojlz5mjBggWDdRpBO3HihOrr6zVlypTAfS1tHbr6nqd0/FRLj33jrGYlxEUrNjpKURHhiomOVGt7p7xenzo6u9Ta0akzLe061dyu1vZOSdLMiVna+2H/wc/MiZna088sJkkDzmKSpPGOlH7nLBkMktOWrIP1jf0+zgTnWH3k7lnpFBFu0jjHWE3OSdfknHTNmJila8ZnKTJi5GToPp9PFRUVuuaaaxQZGRnq5fTL7/efFyB13/Z6vYE2dufOQoqKipLZbFZLS4s+/vhjzZgxY1SESX1xu93yeDzKzc29qOO7Z8V9eg5SVVWVDh8+LL/fr6SkJLlcrh6t7LKzs5WUlDTk86aks7+zL730kh5++OEhfy70b9euXbJarVq8eHGvAdO5tm3bpueee05vvfWWpL/OgQtVxR1GrNH7Ao2RgGvIUaKurk4PPPCA1qxZo2effVbbt5/9kNvatWsVHR2tyspK3XjjjVq0aJEkady4cYFWePz9AwAAMKr0eQ05ct59BfrR16eVN2zYIOnsJ52//e1v64tf/KKmTJkiv9+vH/7wh5d0QfP1r39d9913n+64445heTO3NwkJCTpw4IBaW1tlsZyt8ImOitTq4rl6/dfvqrW9U01n2tR4qkWnWz063dokqUnS2VlM73/cf+hz8nRLv9ulwZvFZB4gVPH7peSEmPMCJqMxTMnxVo1JiFFKYowm56TrtvxpyhybpMy0RGWmJSlzbKJMptDO5xlIWFiYnE6nDh48qAkTJoR0LX6/Xx6Pp885SJJ6BEjdc5DMZvOAFX0xMTGKiopSQ0ODUlJShuN0QiIjI0M33HCDfv7znyszM/O87d0/49ra2vMCpJqaGnV2dspisQTCI6fTqby8PDmdTmVkZMhoNIY8oAsLCyNcGiHy8/NVVVV1Qftu3rw58EYfAACXYuXKlVq3bp1qa2sD/0Zsa2vTr3/9a61atUplZWWBOblHjhyR3W5XfX29amtr5fP5lJSUFMrlAwAAYBhQwQT0495779XixYuVn58fsjU0NDSooaFBEydODNzX3Naha4q+rxOnW/s9dnxWij5y9101JEkzJmbpj4NYxWQyhinKHKFoc4QsURGKijz732hzhFITY9Tl9cpijlR0VKSioyJktZhltUSq+fRJJSfEK9OepriYKMXHWBQfY1FstDnkb7QPFr/frz179mjy5MmBwHCodHV19RognTsHqbcqpPDw8Ev+eXd0dOjdd9/VrFmzQhbODoeNGzfqF7/4hR577DG53W7V1NQEgqSmpiaFh4cH2ti5XC65XC45nU45HA5ZLJZR83uN4VFVVaXbb7+93wqm1tZW2e12ffLJJ0pMTJR0dp5fQkKCDAaDli5dqoceemi4loyRjRcgDCWuIUeB7du3q7S0VC+88IJefvllfe1rX1NWVpZ8Pp/uvvtuPfHEE5oyZYpuvfVWrV+/XiUlJVq1apVsNpuSkpL07LPPas6cOaE+DQAAAAwOKpiAi/H4449r1apVuuGGG0L2ZnBycrLcbrfa29tlNpslSdaoSC296wY9/f9+2e+xkZHhAz5+0+lWGcMMiouxKN4apfiYKMVaoxQbHaVYq1kxFrPSxsTqzhunBcIgq+VsQGSNipQlKkIW89n7oiLDFRF+cS8rnZ2deueddzTrmpxRG0oYDAZlZ2frwIEDPdoeXgyfz9ejdd25X36/X0ajsUdwFBsbO2xzkCIjIzVmzBjV1dX1Wt1zufD7/Tp9+nSvbeyOHDkiv9+v48ePq6SkRLNmzdKkSZP0t3/7t3K5XEpMTCRAwrDbtm2brrvuukC4JJ2ddWSz2XTs2DEVFBRo/PjxIf3QBADg8rB7927913/9l0pLS9Xe3i6Px6OpU6fqZz/7WWCfOXPmaMaMGZKk5cuX6/nnnw+0yAMAAMCVgYAJ6Me0adMUFhamP/3pT5o6dWpI1mAwGJSVlaXq6mqNGzcucP9DC6/XC//fLp1qbjvvGGNYmJITrJJfuuvm6Qo3GTUmwarkhBiNibcqMS5aiXEWJcZGKykuWrHWqOE8pV5FREQoKSlJR44ckc1mC/VyhkxSUpKqqqp05swZxcTE9Lmf3+9XR0dHr1VIn56DZDablZCQIJvNpqioqBER0DkcDlVUVCgtLU3h4QMHnaHg9/vV2dmp6urqQHDUHSLV1taqs7NTMTExgaojp9Opz3zmM3K5XEpPT1dYWJg+/vhjLVmyRKtWrRoRP3dc2bZs2XJee7zu19OUlBQtWLBAFRUVBEwAgAE9/fTTevrppyVJZWVlWr9+fY9wSZIKCwtVUlKioqIilZeXKy4ujnAJAADgCkPABPTDYDDo8ccf13PPPadXXnklZOtISUmR2+1WZ2enIiIiJEmx0Wb94NE79HHVMdnGxAW+0pLjlBwffVm+2Z2VlaV33nlHY8eOvSzXf6FycnJUWVmpyZMnnxcetbe3q7OzU9LZSqDuCqSYmBilpKQoKipqwDlII4HRaFRWVpbcbrdyc3NDsga/3y+fz6ejR4/q4MGDgflHbrdb1dXVam5uVnh4uDIzMwMBUkFBgVwul7KysmQ2D9yecfz48Zo9e7ZeffVVPfjgg8N0ZsD5Tp06pd/85jc93vxraWmRz+dTTEyMWlpa9Ktf/UpPPPFECFcJALjcnTsDd/78+SotLVVOTo4sFktIr5cAAAAQGsxgAgbg8/l0ww036F/+5V/kcDhCto5Dhw6ptbVVOTk5IVvDcPjkk08UFRWl9PT0UC/lknm93l4rkLrb2p3bus5sNstisQzaHKSRYDhmTvn9fjU1NfXaxu7YsWMyGAxKTU2V0+kMfHXPQ4qPjx+Un/Pp06d1ww03aNeuXYqLixuEs8KlKC4u1vbt25WSktLrvKKysjLdcccdcjqdkqSFCxcGQpcdO3ZoxYoV8nq9WrJkiVavXj2sa+/LokWLVFZWpsbGRqWmpmrt2rWBYevLli2TJP30pz/Vjh07tGXLlsBxBw8e1IIFCySdnct27733as2aNcN/AhiJLv+/ZDCScQ0JAAAAjC59XkMSMAEX4PXXX9evf/1rPfvssyFbg8/nU3l5uWbOnDliW44NBo/Hoz/+8Y+aNWvWiK9i8vl8vc5Aam9vl8/nk9FoDLSxO/crMjJSbW1t+vDDDzVz5sxRESb15cSJEzp48KBmzpx5Ucf7/X61t7cH2th1Vx91t7Hr6upSXFycHA6HXC5XIETKzs5WWlrasP0O7dixQxMmTFBWVtawPB/6tmvXLlmtVi1evLjPgGn9+vXavn17j/u9Xq9yc3O1c+dO2e125eXlafPmzZo4ceJwLR0YTqP3Lx6MBFxDAgAAAKNLn9eQI7/PEjACLFiwQN/73vfU0NCgMWPGhGQNYWFhstvtqq2tlcvlCskahkN4eLjGjBmjQ4cOyW63h3Qt3XOQeguRurq6ZDAYegRI3XOQzGazjEZjv48dHR2t6OhoNTQ0KCUlZZjOaPglJibqoYce0tKlS1VQUHDedr/fL6/Xq8OHD8vtdveoQqqurlZLS4siIyOVlZUVCJHmz58vp9OprKwsRUREjIiAbu7cuaFeAv5Xfn6+qqqqgj6uoqJCOTk5gdfXoqIibd26lYAJAAAAAACgDwRMwAUwGo1atmyZNmzYoG9/+9shW4fNZlNFRYWysrIGDDAuZ5mZmdq7d69sNtuQV6B4PJ5e29h9eg6S2WxWdHS0kpOTA23sLpXL5dJ7772nMWPGjIiQZKh861vf0sMPP6y4uDjV1tb2qEJqaGhQWFiYbDZbYA7Stddeq6KiIjmdTsXGxo7qnw1C4/e//72mTZsmm82m9evXa9KkSaqvr1dGRkZgH7vdrvLy8hCuEgAAAAAAYGQjYAIu0AMPPKCZM2fqq1/9qqxWa0jWYDQalZaWprq6ulHdiis8PFypqannveF7MXqbg9Te3q729nb5/X6ZTKYe7evi4+MVFRU1LJUxZrNZSUlJOnz4sGw225A+11Dy+/1qbW0NzD46twrp0KFD6urqksfj0ZNPPqnPfe5zcjqduummm5Sdna2UlJQR3woRo8v06dNVXV0tq9Wq0tJS3XnnnaqsrFRvLYMJNwEAAAAAAPpGwARcILPZrPvuu0+vvvqqHnnkkZCtw263a8+ePcrIyBjVb8xnZmZqz549Sk9P7/c8fT6fOjo6eq1C8vl8CgsLC4RHZrNZycnJslgsioyMHBE/P4fDob179yo1NXXEVqV1t7Grq6vrESBVVVWppqZG7e3tMpvNysrKCsxAuuOOO+RyuZSZmSmTyaTGxkYVFBTo8ccfl9lsDvUp4QoWGxsb+H7+/Pn6yle+osbGxkAL0m51dXWXdfALAAAAAAAw1Ay9fWL3HAxoBc7R1NSk/Px87dq1SxERESFbx8GDBxURERHyGUVDze12y2g0KjU1tdcqJI/HI4PBEGhj9+mvkRrYfJrb7VZYWFhIq9J8Pp8aGxtVVVXVo4VdVVWVTpw4IZPJJJvNFgiQXC5X4Hur1XpBlR7r1q2TJD3++ONDfTq4wlVVVen222/XBx98cN62I0eOKDU1VQaDQRUVFbrrrrtUXV0tr9er3Nxcvfnmm0pPT1deXp42bdqkSZMmheAMgCFHeR6GEteQAAAAwOjS5zUkARMQpG984xvKzc3VfffdF7I1eDwe/fGPf9SsWbNGRBXOpfJ4PGpvb+81RGptbVV8fLwsFst5AZLJZBoVLay8Xq8qKiqUl5cnk2loCkv9fr9aWloClUfnhkiHDh2S3+9XUlJSIDTqDpGys7OVlJQ0KL9n7e3tmj17tnbu3KkxY8YMwlnhUhUXF2v79u1KSUnpNYzZuHGjfvjDH0qSrFarXnzxRU2bNk3S2eq7mJgYGY1GmUwm7d27d1jX3pdFixaprKxMjY2NSk1N1dq1a+XxeCRJy5YtU0lJiV588cVAe8xnn31Wc+bMkSSVlpZq5cqV8nq9Ki4u1po1a0J5KsBQuvz/8sRIxjUkAAAAMLoQMAGD5dChQyosLFRZWVlIw53KykpZrValpaWFbA0Xyuv19hkgnTsHyWw29wiQIiMjVVVVJaPRqMzMzFCfxpCqra1Va2urxo0bd1HH+/1+eTwe1dbWnjcLqaamRh0dHYqOjpbD4ZDD4ZDL5QpUIWVkZMhoNA5LWLdz505lZGRo/PjxQ/5cGNiuXbtktVq1ePHiXgOm3/3ud5owYYISEhL0xhtv6Mknn1R5ebmkv7Z3TE5OHu5lA7h0BEwYSlxDAgAAAKNLn9eQzGACgmSz2TRt2jT98pe/1Lx580K2jszMTL377rsaO3ZsyKt4/H5/IEDqrjrqvu31ehUWFtYjPEpKSgoESgOFdBkZGYFZTJdLy7uLkZ6err/5m7/R5s2b+2x96PP5dOzYMbnd7kBw1F2J1NTUpPDwcNntdjkcDjmdTt14441yOp1yOByyWCwh/z2RpIKCglAvAefIz89XVVVVn9u7K3skafbs2aqrqxuGVQEAAAAAAOByQAUTcBH279+vpUuXqrS0NKRv2u/fv18JCQlKTU0d0ufpro75dAVSW1tboPXUuQHSud8PRsu3qqoqGQyGkM4oGg4/+clPtHv3bq1cubJH9ZHb7dbRo0fl9/uVkpISCI2cTqeys7PlcrmUmJg4IgIkXH76m1d0rvXr12v//v36yU9+IklyOp1KSEiQwWDQ0qVL9dBDDw3HcgEMDv7CwFDiGhIAAAAYXahgAgbTuHHjlJSUpPLycs2ePTtk63A4HNq3b59SUlIuOVzo6urqNUDq6OiQJIWHh/doX5eYmKioqCiFh4cPebCRkZGhiooK2e32y7qKye/3q7OzUzU1NYEAqXsOUk1NjTwejw4dOqTOzk5NnjxZTqdTn/nMZ+RyuZSenq6wsDBCJITE22+/rZdfflm//e1vA/ft3r1bNptNx44dU0FBgcaPH6/8/PwQrhIAAAAAAADDiYAJuAgGg0GrVq3SU089pS1btoTsTX+z2azo6GgdP358wDkoPp8v0MLu03OQfD6fjEZjjwApNjY2MAcp1KGG0WiUzWZTbW2tHA5HSNfSH7/fL5/Pp6NHj8rtdsvtdvcIk86cOaOIiAhlZGTI6XTK6XTq5ptvDlQkmc1m7dy5Uz/72c/03e9+N9SnA0iS9u3bpyVLluiNN95QUlJS4H6bzSZJSklJ0YIFC1RRUUHABAAAAAAAcAUhYAIu0qxZs9TS0qL9+/drwoQJIVuH0+nUhx9+qKSkJHV0dPRaheT1emUwGHq0sEtISJDNZlNUVNSAc5BGArvdHqhiGoy2exfL7/erqakpEBqdW4V05MgRGQwGjR07Vg6HQy6XS9OmTdOCBQvkcrkUHx8/YFhXUFCgZ555Rvv27dPUqVOH6ayA3tXU1GjhwoV67bXXlJubG7i/paVFPp9PMTExamlp0a9+9Ss98cQTIVwpAAAAAAAAhhszmIBLUFpaqi1btmjDhg1D/lznzkHqrkJqbW1Ve3u7Tp06pfDwcEVHR/eoQhrMOUgjQU1Njbxer5xO55A9h9/vV3t7eyA0OjdEqqurk8fjUVxcXGAGksvlCsxCSktLG5SwrqKiQt/97ne1bdu2QTgjDJbi4mJt375dKSkpvc4r8vv9WrFihUpLS2WxWPTTn/5U06dPlyTt2LFDK1askNfr1ZIlS7R69erhXn6vFi1apLKyMjU2Nio1NVVr164NzFVbtmyZlixZon//938PzD8zmUzau3evDh48qAULFkg6217z3nvv1Zo1a0J2HgCCRr9VDCWuIQEAAIDRpc9rSAIm4BL4fD7Nnj1bGzduVHp6+iU/ntfr7bUCqb29XVLPOUhmsznwfWdnpyorKwNvZo9WXq9XFRUVmjlzpsLDwy/qMbrb2B06dEhutzsQHnX/t6WlRZGRkcrKygqESNnZ2XI6ncrMzBy2loHr1q3To48+KrPZPOTPhQuza9cuWa1WLV68uNeAqbS0VM8//7xKS0tVXl6uFStWqLy8XF6vV7m5udq5c6fsdrvy8vK0efNmTZw4MQRnAQCSCJgwtLiGBAAAAEaXPq8hR0dZAxAiYWFhevTRR1VSUqKnn356wP19Pt95M5A+PQfp3OBozJgxgTlI/VXGdG8/deqU4uLiBvMURxSj0Si3262tW7fqBz/4QZ/7+Xw+nTx5Um63u0d4VFVVpcbGRhkMBtlstkCAlJeXp3vuuUdOp1OxsbEhnzklSY8//niol4BPyc/PV1VVVZ/bt27dqsWLF8tgMGj27NlqamrS4cOHVVVVpZycHLlcLklSUVGRtm7dSsAEAAAAAACAyxoBE3CJ7rnnHq1bt04nT55UXFycampqVFlZKavVqtTU1ECI1NXVJYPB0CNAio+Pl81mk9lsltFovKR1OJ1OVVVVadq0aYN0ZiPTggUL9PTTT+uRRx7RmTNnzpuDVF9fL6/Xq/j4eDmdzsDXZz/7WeXk5CglJeWymDmFy099fb0yMjICt+12u+rr63u9v7y8PBRLBAAAAAAAAAYNARMQpKamJh08eFButzvw1dXVpeuuu04RERFKSkpSRkaGbr/9drlcLiUnJysqKuqiW7pdqLi4OHm9XjU3N8tqtQ7pcw01v98vr9eruro6VVdX92hlV11drdjYWM2fP18zZswIzEAqLCyU0+lUVlaWTCbTiKhCwpWlt5azBoOhz/sBAAAAAACAyxkBE3ABfve732nlypXq6upSXFxcoCrG5XJpzpw5+trXvqbCwkLt2rVLUVFRIVunw+GQ2+3WlClTQraGC+Xz+dTY2BioQDo3QDp+/LiMRqPS09PlcDjkcrl03XXX6f7775fT6VRERISuvfZavfTSS0pISAj1qQCSzlYm1dbWBm7X1dXJZrOps7Oz1/sBAAAAAACAyxkBE3ABZs6cqd27d/dbhfSFL3xBP/vZz/TlL395GFfWU0JCgg4cOKDW1lZZLJaQrUM6W83R0tLSI0DqDpEOHz4sn8+npKQkOZ1OORwO5ebmau7cuYGqr4Ha2C1fvlzPPfecvvOd7wzTGQH9KywsVElJiYqKilReXq64uDilpaVpzJgxqqyslNvtVnp6urZs2aJNmzaFerkAAAAAAADAJTH01rrnHP1uBPBXjY2Nuummm/Q///M/MplCl902NDSooaFBEydOHNLn8fv96urqUm1tbY/wyO12q6amRp2dnbJYLHI4HHI4HHI6ncrOzpbT6VRGRoaMRuMltQnzeDyaNWuW3nzzTSUmJg7imeFS7dixQytWrJDX69WSJUu0evXqHtufeeYZbdy4UZLU1dWljz76SA0NDUpMTJTD4VBMTIyMRqNMJpP27t0bilPo1aJFi1RWVqbGxkalpqZq7dq18ng8kqRly5bJ7/dr+fLl2rFjhywWi1555RXNnDlTklRaWqqVK1fK6/WquLhYa9asCeWpAAB9OjGUuIYEAAAARpc+ryEJmIBB9Oijj2rmzJm66667QrYGv9+vPXv2aOrUqTKbzZf0WD6fT8eOHQvMQKqpqQmESU1NTTKZTLLb7T1aBrpcLjkcDlksliGfM/Pzn/9cqampuvHGG4f0eXDhvF6vcnNztXPnTtntduXl5Wnz5s19Bp7btm3Tc889p7feekvS2TaPe/fuVXJy8nAuGwCuNARMGEpcQwIAAACjS5/XkLTIAwbR17/+dd19991auHDhgC3ehorBYJDX69WaNWv0ox/9qN99/X6/zpw5o6qqqvNCpCNHjsjv92vMmDGBAGnChAm67bbblJ2drcTExCEPkAZyzz33hPT5cb6Kigrl5OTI5XJJkoqKirR169Y+A6bNmzdr0aJFw7lEAAAAAAAAAIOAgAkYRFlZWcrNzVVZWZk+97nPhWwdeXl5evjhh1VfX6/k5GTV1NQE2tdVV1eruro60MbOarUG5iC5XC595jOfkdPplN1uV1hYWMhDJFxe6uvrlZGREbhtt9tVXl7e676tra3asWOHSkpKAvcZDAbdcsstMhgMWrp0qR566KEhXzMAAAAAAACA4BEwAYPs8ccf11e/+lV99rOfHfJwxu/3y+fz6ejRo4EKpOrqalVVVSklJUVz585VYmKiMjIyAnOQbr755kCgZDabCZAwqHpru9rX79i2bdt03XXX9ZihtXv3btlsNh07dkwFBQUaP3688vPzh2y9AAAAAAAAAC4OARMwyCZPnqzIyEi9++67mj59+iU/nt/v16lTp84LkKqrq3X06FFJ0tixYwMB0tSpU7VgwQJlZGTolltu0c6dOxUfH3/J6wAuhN1uV21tbeB2XV2dbDZbr/tu2bLlvPZ43fumpKRowYIFqqioIGACAAAAAAAARiBDb582PwcDWoGL8Jvf/Eb/9E//pNdee23Aff1+vzo6OgLB0bkhUl1dnbq6uhQTExOYg+R0OuVyuZSdna2xY8f228buxRdf1IkTJ7RmzZrBPkWgV11dXcrNzdWbb76p9PR05eXladOmTZo0aVKP/U6dOiWn06na2lpFR0dLklpaWuTz+RQTE6OWlhYVFBToiSee0Ny5c0NxKgAwmlG+jKHENSQAAAAwuvR5DUkFEzAE8vPz9Xd/93f65JNPlJ2dLZ/Pp8OHD8vtdveYg1RVVaXW1lZFREQoMzMzECDNnTtXLpdLmZmZioyMvOg2dg8++KBmzZqllStXBt7Ex8ixY8cOrVixQl6vV0uWLNHq1at7bC8rK9Mdd9whp9MpSVq4cKGeeOKJCzo2VEwmk0pKSnTrrbfK6/WquLhYkyZN0oYNGyRJy5YtkyT9x3/8h2655ZYev5dHjx7VggULJJ0Nqu69917CJQAAAAAAAGCEooIJGCI/+clPtHbtWiUmJiosLExpaWlyOBxyuVxyuVyBSqTY2NghnYP03HPPKTc3V7fddtuQPQeC5/V6lZubq507d8putysvL0+bN2/WxIkTA/uUlZVp/fr12r59e9DHInSampq0adMmfeUrXwn1UgCgL1QwYShxDQkAAACMLlQwAcPt/vvv1+zZszVx4kSFhYWFbB1f/epXQ/bc6FtFRYVycnLkcrkkSUVFRdq6desFhUSXciyGXlNTk1544QUCJgAAAAAAAIxqoXvXGwih4uJipaSkaPLkyb1u9/v9evTRR5WTk6OpU6fqnXfeCfo5zGazJk+eHNJwCSNXfX29MjIyArftdrvq6+vP2+/3v/+9pk2bpnnz5unPf/5zUMciNFavXq0DBw7o6quv1je+8Y1QLwcAAAAAAAAYElQw4Yr0xS9+UcuXL9fixYt73f7GG2+osrJSlZWVKi8v18MPP6zy8vJhXiVGs97ak366VeL06dNVXV0tq9Wq0tJS3XnnnaqsrLygYxE6P/jBD/TBBx/ovffeC/VSAAAAAAAAgCFDaQWuSPn5+UpMTOxz+9atW7V48WIZDAbNnj1bTU1NOnz48DCuEKOd3W5XbW1t4HZdXZ1sNluPfWJjY2W1WiVJ8+fPl8fjUWNj4wUdCwAAAAAAAABDiYAJ6AUtyDDU8vLyVFlZKbfbrc7OTm3ZskWFhYU99jly5EigWqmiokI+n09JSUkXdCwAAAAAAAAADCVa5AG9oAUZhprJZFJJSYluvfVWeb1eFRcXa9KkSdqwYYMkadmyZXr99df14osvymQyKSoqSlu2bJHBYOjzWIwMMTExOnPmTKiXAQAAAAAAAAwpQ29vpJ+j343A5ayqqkq33367Pvjgg/O2LV26VDfeeKMWLVokSRo3bpzKysqUlpY23Mu84u3YsUMrVqyQ1+vVkiVLtHr16h7bN27cqB/+8IeSJKvVqhdffFHTpk2TJDkcDsXExMhoNMpkMmnv3r3Dvn5cme69917t27dP8+bN0zPPPBPq5QDAp/GpGQwlriEBAACA0aXPa0gqmIBeFBYWqqSkREVFRSovL1dcXBzhUgh4vV498sgj2rlzp+x2u/Ly8lRYWKiJEycG9nE6nfrNb36jhIQEvfHGG3rooYdUXl4e2P72228rOTk5FMvHFWzTpk2hXgIAAAAAAAAwpAiYcEVatGiRysrK1NjYKLvdrrVr18rj8Ug625ps/vz5Ki0tVU5OjiwWi1555ZUQr/jKVFFRoZycHLlcLklSUVGRtm7d2iNgmjNnTuD72bNnq66ubtjXCQAAAAAAAABXGgImXJE2b97c73aDwaAf//jHw7Qa9KW+vl4ZGRmB23a7vUd10qe9/PLLmjdvXuC2wWDQLbfcIoPBoKVLl+qhhx4a0vUCAAAAAAAAwJWCgAnAiNXbjDiDofeWn2+//bZefvll/fa3vw3ct3v3btlsNh07dkwFBQUaP3688vPzh2y9AAAAAAAAAHClCAv1AgCgL3a7XbW1tYHbdXV1stls5+23b98+LVmyRFu3blVSUlLg/u59U1JStGDBAlVUVAz9ogEAAAAAAADgCkDABGDEysvLU2Vlpdxutzo7O7VlyxYVFhb22KempkYLFy7Ua6+9ptzc3MD9LS0tOnPmTOD7X/3qV5o8efKwrh8AAAAAAAAARisCJmAU2LFjh8aNG6ecnBz94Ac/OG+73+/Xo48+qpycHE2dOlXvvPPOBR8bSiaTSSUlJbr11ls1YcIE3X333Zo0aZI2bNigDRs2SJK+853v6Pjx4/rKV76iq6++WjNnzpQkHT16VNdff72mTZumWbNm6bbbbtPcuXNDeToAAAAAAAAAMGoYeptxco5+NwIIPa/Xq9zcXO3cuVN2u115eXnavHmzJk6cGNintLRUzz//vEpLS1VeXq4VK1aovLz8go4FAACjTu8DDYHBwTUkAAAAMLr0eQ1JBRNwmauoqFBOTo5cLpciIiJUVFSkrVu39thn69atWrx4sQwGg2bPnq2mpiYdPnz4go4FAAAAAAAAAODTCJiAy1x9fb0yMjICt+12u+rr6y9onws5FgAAAAAAAACATyNgAi5zvbW5NBgMF7TPhRwLAAAAAAAAAMCnmUK9AACXxm63q7a2NnC7rq5ONpvtgvbp7Owc8FgAAAAAAAAAAD6NCibgMpeXl6fKykq53W51dnZqy5YtKiws7LFPYWGh/vVf/1V+v19/+MMfFBcXp7S0tAs6FgAAAAAAAACAT6OCCbjMmUwmlZSU6NZbb5XX61VxcbEmTZqkDRs2SJKWLVum+fPnq7S0VDk5ObJYLHrllVf6PRYAAAAAAAAAgP4YepvBco5+NwIAAAC47DBwEUOJa0gAAABgdOnzGpIWeQAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAiKaYDthmFZBQAAAABgNOAaEgAAALhCUMEEAAAAAAAAAACAoBAwAQAAAAAAAAAAICgETAAAAAAAAAAAAAgKARMAAAAAAAAAAACCQsAEAAAAAAAAAACAoBAwAQAAAAAAAAAAICj/P09w79MbhrfKAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def check_3d_plot(model, elev_, azim_):\n", " x = np.arange(0, 1.0, 0.02)\n", " t = np.arange(0, 2.0, 0.02)\n", " zs = np.array([model(tf.constant([x_, t_], shape=(1, 2)))\n", " for t_ in t for x_ in x])\n", " X, Y = np.meshgrid(x, t)\n", " Z = zs.reshape(X.shape)\n", " fig = plt.figure(figsize=(30, 15))\n", " ax = fig.add_subplot(121, projection='3d')\n", " ax.set_xlabel('x')\n", " ax.set_ylabel('t')\n", " ax.plot_surface(X, Y, Z, cmap='RdBu_r')\n", " ax.view_init(elev=elev_, azim=azim_)\n", " ax2 = fig.add_subplot(122, projection='3d')\n", " ax2.plot_surface(X, Y, Z, cmap='RdBu_r')\n", " ax2.view_init(elev=90., azim=0.)\n", " ax2.set_xlabel('x')\n", " ax2.set_ylabel('t')\n", " plt.show()\n", "check_3d_plot(model, 25, -15)\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "colab": { "collapsed_sections": [], "name": "Proj_gen2.ipynb", "provenance": [] }, "interpreter": { "hash": "6d0436a005dab00633980011810d3fa07be3a7414af46c729a0eb2011268a27d" }, "kernelspec": { "display_name": "Python 3.8.11 64-bit ('tf': conda)", "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": "3.8.12" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 0 }