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Created November 30, 2020 09:17
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Graph Cut (Partition) Problem\n",
"\n",
"## What's this notebook?\n",
"\n",
"- グラフの最小カット問題をデジタルアニーラで解く。\n",
"- ビット幅制約を与えて等価イジングモデルへ変換する(於久手法)。\n",
"- 答えが制約を満たさないときにエネルギーが最小となるようにスピン補正をする(金丸手法)。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 準備\n",
"\n",
"### ライブラリインポートとhelper関数の定義"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"\n",
"# Default font size is 12\n",
"plt.rcParams['font.size'] = 16\n",
"\n",
"import numpy as np\n",
"np.random.seed(seed=1)\n",
"import networkx as nx\n",
"import pandas as pd\n",
"pd.set_option('display.max_rows', 500)\n",
"pd.set_option('display.max_columns', 500)\n",
"pd.set_option('display.width', 1000)\n",
"\n",
"import random\n",
"random.seed(1)\n",
"\n",
"import operator\n",
"import time\n",
"import urllib.request"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from isinglib import Model, Sampler, Hamil, Reduce, Interpret\n",
"sa = Sampler('sa')\n",
"da = Sampler('da', api_key='../../da_api.json', version=2)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# グラフを表示するhelper関数\n",
"def plot_graph(G, state=None):\n",
" # ノード数が200を超えると見てもよくわからないのとnetworkxの処理時間もかかるので描画スキップ\n",
" if G.number_of_nodes() <= 200:\n",
" plt.figure(figsize=(10, 10))\n",
" pos = nx.spring_layout(G, seed=1)\n",
"\n",
" if not state:\n",
" nx.draw_networkx(G, pos, node_color='#984ea3', node_size=400, font_weight='bold', font_color='w')\n",
" else:\n",
" colors = ['#e41a1c', '#377eb8']\n",
" node_color = [colors[int((state[n] + 1) / 2)] for n in G.nodes]\n",
" nx.draw_networkx(G, pos, node_color=node_color, node_size=400, font_weight='bold', font_color='w')\n",
"\n",
" plt.axis(\"off\")\n",
" plt.show()\n",
" else:\n",
" print('Skip drawing graph...')\n",
" print('')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# 結果を表示するhelper関数\n",
"def show_result(G, state):\n",
" # 各グループ (SET) のノード数、カット数、コスト(重みの総和)をカウントする\n",
" group = {1: 0, -1: 0}\n",
" cut = 0\n",
" cost = 0\n",
" for i in G.nodes:\n",
" group[state[i]] += 1\n",
" for i, j in G.edges:\n",
" if state[i] != state[j]:\n",
" cut += 1\n",
" cost += G.edges[(i, j)]['weight']\n",
" \"\"\"\n",
" print('#COST =', cost)\n",
" print('#CUT =', cut)\n",
" print('#SET of +1 (blue) =', group[1])\n",
" print('#SET of -1 (red) =', group[-1])\n",
" \"\"\"\n",
"\n",
" return cost, cut, group"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# 結果を分類するhelper関数\n",
"def classify_result(results, result):\n",
" results = list(results)\n",
"\n",
" # エネルギーが最小のものから取り出すためにobjectiveの昇順にソート\n",
" for i in range(len(result)):\n",
" result[i]['original_index'] = i\n",
" result = sorted(result, key=operator.itemgetter('objective'))\n",
"\n",
" result_feasible, result_unfeasible = [], []\n",
" frequency_feasible = frequency_unfeasible = 0\n",
" for index, r in enumerate(result):\n",
" frequency = results[r['original_index']]['frequency']\n",
" if r['constraint']:\n",
" if len(result_feasible) > 0:\n",
" assert result_feasible[-1]['result']['objective'] <= r['objective']\n",
" result_feasible.append({'index': index, 'result': r, 'freqency': frequency})\n",
" frequency_feasible += frequency\n",
" else:\n",
" if len(result_unfeasible) > 0:\n",
" assert result_unfeasible[-1]['result']['objective'] <= r['objective']\n",
" result_unfeasible.append({'index': index, 'result': r, 'frequency': frequency})\n",
" frequency_unfeasible += frequency\n",
"\n",
" \"\"\"\n",
" print(f'Got {len(result)} distinct solutions (total {frequency_feasible + frequency_unfeasible} samples).')\n",
" print('')\n",
"\n",
" if len(result_feasible) > 0:\n",
" print('The number of feasible distinct solutions (i.e., satisfying constraints):', len(result_feasible))\n",
" print(' samples:', frequency_feasible)\n",
" print(' minimum objective energy:', result_feasible[0]['result']['objective'])\n",
" if len(result_unfeasible) > 0:\n",
" print('The number of unfeasible distinct solutions:', len(result_unfeasible))\n",
" print(' samples:', frequency_unfeasible)\n",
" print(' minimum objective energy:', result_unfeasible[0]['result']['objective'])\n",
" \"\"\"\n",
"\n",
" return result_feasible, result_unfeasible, frequency_feasible, frequency_unfeasible"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# デジタルアニーラでのサンプリングのラッパー関数\n",
"def sample_wrapper(model):\n",
" #print('Solving the problem on Digital Annealer......')\n",
" start_time = time.time()\n",
" sample = model.sample(da, sampler_type='dapt', number_iterations=100000, number_replicas=100)\n",
" solved_sec = time.time() - start_time\n",
" #print(f'Solved! in {solved_sec} sec')\n",
"\n",
" # テスト用のローカルSA\n",
" #sample = model.sample(sa, iteration=2)\n",
" #solved_sec = None\n",
"\n",
" return sample, solved_sec"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### データの準備\n",
"\n",
"ノード数 $N$ の Watts-Strogatz small-world graph を作成する。"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Parameters\n",
"N = 100 # The number of nodes\n",
"K = 5 # Each node connects to K nearest neighbors\n",
"P = 0.1 # Reconnecting probability\n",
"\n",
"M = int(N / 4) # M-hot\n",
"WEIGHT_MAX = 10 # Max value of random weight\n",
"\n",
"ALPHA = 1.0 # Constraint function weight"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def generate_graph(N, K, P, WEIGHT_MAX):\n",
" G = nx.watts_strogatz_graph(n=N, k=K, p=P, seed=1)\n",
"\n",
" # 各エッジに重みを付与する\n",
" for e in G.edges:\n",
" G.edges[e]['weight'] = np.random.randint(1, WEIGHT_MAX + 1) # 1以上 WEIGHT_MAX 以下の一様ランダム\n",
"\n",
" return G\n",
"\n",
"G = generate_graph(N, K, P, WEIGHT_MAX)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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1ejez35zPrjV7qNO0FgA7V+1xvu8GCPRmkT9oSwfujtSLiCZ2SstisVgsZWLM5JELgfkYI9Ay4/V52Xt4z9axU0YticiJlQJV9anqHlX9TVW/V9X3VfVFVX1QVf+gqpd6XB6B/M3ZZ987KDBu37RXo3wTZ6ec3QZPnIfNC7ayZ/2+UIeNieRrEJErgXHAOaoa8oA4E3V+cg/nsv7nTaz+cT3ZOw/SsEt9zn1gCPE14nC5TWiQeyQXgDyn1youMRZ3TCBsaCUiDZ11f4jk64kWNsNjsVgslvIwSlUXO2PLZUJEjjwz84l9wA8icqOqVnjgUwJhNWcDuDwuTjmnNQALp4TM7qCquZE6MREZCjwNDFHVTcVsGhv8n6mPTg/82+VxcfkLI0hKS6RR1/r4vD5cbhcx8TEczcohppqJz45m5+DNDVTKYjA2E59F8vVEE5vhsVgsFkuZGTtlFK/PG3/Q6/OW1PhbFIdd4rp6W/aWXkAmMF1EHnKmjY47IpKWnZO1B2DuuwvJSM8MfC3/ZjVgGn8/vvcrAFr2b0pCners23yADb9sDrnmtuytHhH5VUSeE5ErRaSZBMkcl+LcugDvAJeo6uISNg/8fDyxbqrXCR2f+vJ87N2wH4DU1nUBSGllvu9el6+Ml4vTv1Pa8z5e2IDHYrFYLGVCRJoB3/68acZ9bpd7JMb1PNzyltfZ/poxk0dOckpLLwJdMJM/C0Tk9Gicd0mISLKI3CgiXwPLV+1enqWqYb0uf7Py4k9CZ3eAvNSE1JeAPwBrgYuAWcBmEXlfRG4XkT4iUqjBuMA5NgU+AW5R1e/COLXV/n/E14rnypcu4Jy/D2bATb248J/nkJSWyKG9h9m8YBvzPzQJtv5jejFoXF/6jO4GwPwPjiXeVDXmgcFPDnv2vFfPdExUKz1SBRqrLRaLxVLJcJR8p2PE7Z6DgLDdm0A3TAklVNtEHibbMA8YVUDALnj9C4D/AF8Af1HVPRF+CQWPVwe4ALgM4381Ffgv8Pn4ERNbAzMxFhHl5RDQJ1iHx8nuNMMoFvu/2mDeo5+AGcBMVd0RdK4/Ai+p6tPhHPSxYU//t2Z87UvdLjcx1Tz0vbY7DTrVI6FONXIO5bJ9+U7mZC5g70aT3el4fls6DW9HQl2jwzP/gyWBjFYBgn+ex9UktSRswGOxWCyWUiEijTDBznOhLrjOHf8YzCRPK0y/Ry5mamoakBGO8J6I1AAexWRB/gS8F8nxZxGpiQlyLsUI6X0FvAd86ozCB8hIz/wJ6E34Hlqh8AKzxkweWaLSsogkAb04FgD1xYzJz8IEZD8B14WbeeqQ2jnz5t63X+pxeSLaMB2EFzgKHBeT1HCwAY/FYrFYwkZEGgDfAeNV9V8VdMw+wMvABuDm8ng2OUHUcEwm53RMAPZf4BNVzSpqPyd7tYjyZXkOAR2LymoVhzM+3wFjDVEbE0CmAbMxGaAZwGxVPRBi31hg07PnvrIx1hPXhfIFbSVxGKdMGcVjlAnbw2OxWCyWsBCR+pgA4ZWKCnYAVHUW0B2T1ZgrIn9yHLrDQkQSROQyEfkQ2AhcDkwCmqjqBar6TnHBDoBTqhmNuaCXhcOY7Eepgx0HBW4E9gPtVbUtRvTxOSAeuBfYIiILRORFERklIi2dctm5wLJYT9wlmCxMNKlQk9TSYDM8FovFYikREUnDlLEmquo/juN5tMYIFNYAblDVeUVsVx1zob8UOAuTAXkP+J+qFq0aWAKOW/gEjGpxOJmSiJR6ROQvwEiMsOD+IraJxTR9n4Ypg53mnKMPo5XzzFPnvNSsWky1VwjTQDSUSWpsQiy9Rnahaa9GxNeIZ8+6vcya8Ctbl+wIfs1hle4qEhvwWCwWi6VYRCQVp/Sjqg9VgvMR4BrgCUyT9AOqetAZZT8bE+ScC8zBlKs+UtXdkTp+OM3ZPvX5vD6vxrhjZlFMc3Y4iMhVwD+AfqoaetY99H7inOMPzvn2BNr3bTxg1+WdrmnicXnU7XIXOQ6fULc6lzx7Hp74GNweVyDgOee+wTTp0ZCdq/ewe80eWg5shojw35unkL0z0PpUqDn7eGOFBy0Wi8VSJCKSDHwNfFAZgh0I2EdMEJHPMKJ7q0VkMabsNR8T5PzRP9UUaZzyVv/imrO9Pu8PT/zwwCWbDmy4UVXLE+ycgfHIGlKaYAfM++SM9r+vqjc569WdufGHxSt3Lz86tudth1MT69Vyixu3q3CyKpRJakw1T8D89cvHviN750FyD+fSaUR7ulzQnp9e/sW/e9RMUsuKDXgsFovFEhJn/PlrjN7L/cf5dAKISAxwBiaTczawGeME/g2mqTkqgU5BnOxFkRf0W+XaTcBdmGxUqRGRrsDbwEVlUZ92Mjy/B24LevivQPyuQztueHj6Xyf+5/zXOmflHLgrxhUzqHpMQgO//mFRJqneXB8+n+J2CSkt63Ak6yi1m9QC8nltQZRMUsuDDXgsFovFUggRqY0Z0/4S+NvxdsN2mpQHY6arLgBWYDI596rqZhFJAB4AFonIXcAbx/ucgecx2aempZ0sc0QdP8EEcGX1quqK6XX6zlmzL6bxeTZG1ZpbP7l2IXAVQEZ65lEgtjiTVF+ej0WTl9H1og6ceU9+XchqtQq1BUXDJLXM2IDHYrFYLPkQkVqYQOc74K7jFTiIiBsYiAlyLgTWYYKch1R1Q/C2jm7OnSLyDmaEfZSIjFHVEh3To4Wq7hWRVzBO5uPC3c/JrH0OPKmq75fjFEZjAj+f43X2Nmba67oifqaxkN8ktf4pqYHMTdNejcjL8TL7zXlsWrCVeu1TycsxxqJ9rjmVIweOFFwvWpo/ZcIGPBaLxWIJ4OjUTMVMNf25ooMdR2+mP6ZcdTGmXPUe0DucXhhV/VVEegO3ArNE5F/AP4+jweVTwBIReVhVd5a0sROYTAE+VtVny3pQZ2LrSoxIIcDDQCImW1dUtiksk1SXx8XmBdvYvGAb4hLOe2AIAJsXbCu4XqUyFbUBjyViOA18YzFp55aYu4UcjIfLNGB8ZerYt1gs+XHUfacCczFNvxUS7DhBTh9MJudiYBcmyBmgqitLu56q5gFPichHwAvAlSJyg6PnU6Go6lYReQ/TR3Nvcds6Ga23MAKLd5fz0OcBS1V1tYj0A24AfsO8H0WxGmg/992FzH13YeDBQeP60nZoy8CUVu+ru5Hcqg5Z27JJaV2X5BZ1yNp5kEUfF/IPO27ZtVDYgMdSbpwRzYmYenFBbYpYoD1GIGt0RnpmpfdbsVhORkQkEfgMWAjcGu1gx2mo7YkJci4BsjDlqqGqWqTzZmlQ1XUicp5zjI9E5H1MhqOQGnGU+T9gtog8WdSxnffjGaAmcIWq+kpatLibzBt63Bq/cNuvrzkZo4mAAKNLsKKYhvmsLjY22LtxPy36N6X+KankHs5j5Xdrmf3mPI5m5wRvluesV2mwOjyWcnG8RLgsFkvkcBp+PwNWAjeGc7Et43EEOBVTrroUc3H+L0bfp9RTSKU8dh3gSYwI4S2qOjmaxwtx/LeB+ar6ZBHP34UpQQ0sSljQTwk3mQB4fV5c4jq88+D2vc/N/qdnx8Ht/1HVR0pYtzNRNEk93tiAx1JmnGDnDcJU7CxApfVbsVhOJhxF4k+A9Zhm1ogGO06Q0xmTZbnUefi/mJLVwuPQIzQIo9S8CBinqlsq6LidMeXCFqp6pMBzozA9Nv1KOp/S3mR6fV686lVUr7r10+veKWn7jPTMn3zq6+MSV3mspyql0rL10rKUCecOYwJlC3agEvutWCwnC065YzKwCbg+ksGOiHQQkYeAZcD/MBfny4DWqvo3VV1wPKa/VHU6xn5hGbBARMY6PUTRPu5CYB5mciqAiAwD/gmcG2aw8wYmAxOWAajb5SbWHSuxnrhXnf2LRETk/358+Jc8X16R6sthchQYVc41Io7N8FjKREZ65k9A707D27nbntGS2o1r4nK7+OWdY81uV750AUlpiYX23bJoOx/f+xVU0rsAi+VkwLFh+AjYA1xdQm9HuGu2w2RxLsPov7yHyebMqQSaOIUQkY7ASzjGnBVQVuuPsXhoo6p5ItIN+AIjLFis1k603dodMceXgI4PDnkyIy2x/rOcYNl727RsKTVOnbcr4E5uWYejWTkc3HWoUHDz2zeriU+MDfy/Wd8mJKUksH9bwJTYDXTLSM/sVJnqvBbLiY6IxAEfAAeAa8oT7IhIK46Vq1IwLuQ3ALOi1QsUKVR1sROEjAGmi8iLwD8KlpwieLwfRWQzcKmIzAA+Bm4KU1hwIqaMxfBHhtGgU1q+J/es38ekcZ/Q8fy2dDy/HQl1quHz+ti/JYv5Hy5hzU8bcPafiBn7D+BIEbyPycwM+vs3dx7MSM/czwnWn2kDHktZGIPzhzft6RkAnHnP6YUCnl//eyyGia8RR/uzWgOwOP/oYqXzW7FYqhqlkYRw9FkmYe7ERzoj3KVCRJpzLJPTAHOxvBX4sbIHOQVxzvdFEZkCPAvMdwQLv4vSIR/DTG25gcdV9YOSdgi+yQx+fNGUZYF/H9x7GICktET2rN/HpnlbqN2kFg06pjH0z/3ZtXoKB7ZlF7rJFJGGwKeYZuVb/b8PYyaPnJSRnjmXEkxSMdNYOZhyXblMUqONDXgsZWEwYdaP/Zxydhs8cR42L9jKnvX7gp+qdH4rFktVobSSEHsO774W4zDuxYw+hy0MJyJNMOPjlwHNgA8xCsLfR6IcdrxxjDkvEpELgEwRmQr8RVX3Fr9nqZmGef8+U9XnwtwncJMZzIxX5xbacGaBx0a/dSlxibEkpiRwYFs2BN1kOiW9T4EXgScKlh3DMUl1Xk9GVcjS24DHUhZalmZjl8fFKeeY7E4IYSqoZH4rFktVoBTTOh7Ao6p9kmJrLD292dB536375rRwgh3n7v8STDanDab5+G/AtLJkhqoCqvo/EfkW+AdGIflPwHuR6EFyhAXfBn4F6pdi15A3maPfugQQdq3ezew357Nz1W4AGnerT5MeDanTrDZxibFsXbKDbcsCIs8eYLCIDAHexQhMvl3cwUsySa0q2CktS1mILXmTY7Ts35SEOtXZv+UA6+dsDrVJpfJbsVgqO2WZ1hERd4w7xn15p2s6jB8xMb2Y7eqJyC0i8gOmSbYLZmS6vqper6pfnajBjh9VPaCqtwAXAfcBH4tI0/Ks6YznPwskAWcC9URkQJi757vJzD2cy/qfN7H6x/Vk7zxIwy71OfeBIVSrFQ9AatsUOp7fjgYd08g7mseGuZvx5R2rNPrU1wYT7FxaUrBzImEzPJayYPxWwqTT8HZAkdkdqGR+KxZLZaagJETLAc044w7Tg+qX/u9+eWd6XNG50L5vjJzEkayjfkmIX/z9FiKSijHnvAxTHvsEI9L3paoejfqLqqSo6kwRORW4A5grIo8A/yljCe9u4DSMsOBhEXkSuAcIp2E53+ft1EenB/7t8ri4/IURJKUl0qBTPVb/sI657y7k1/cWUbtxTc6+dxC9r+5G9q6DrPpuHQCCcZ6P9lRaZcMGPJaysBrTG0C7Ya2o1z6F5JZ1AGjWuxFJqQmsm72RdbM3Ue+UFFJa1eVo9lGWf1ukm0Sl8luxWCo5gWmdhLrVGTC2J948H25P4YT9mhnrObjrUOD/fmdrIC7Pl/eOiLyKKVf1xLhzPwNMjdaUUlVEVXOAf4jIJIxg4UjHl2teuGuIyNWYHph+QdYSbwAPiEhXVZ1fwhKBm0xPrJvYxFgO7Tkc6mSJqeYh93Ae6lP2rN/Hvs0HSEpNpFaDGvnWO9mCHbABj6VsBPxW6rVPoe3QY9nW5BZ1jJHcjoOsm70pkN357avV5B0JmQWvdH4rFktlpeC0zuDb+nJwz2H2rN9KqwHNCm2/+NMVbF28PdRSbp96e7eq03b/qj3LM4B0VT0UakOLQVVXishQjHDgVBF5A3igpPdNRM7EZMsGBwsLqupREXkKk/m5vITDB24y42vFc/kLI9i8cBvZOw+S1jaFpLREDu09zOYF2xj1+kVsXrSdg7sPUbNBEo261Mfn9bFp/tbgczopbzJtwGMpCxmYP3rP9GdnMv3ZmUVu+NUTP1BcxtYR38qI9AlaLCcogWmdTiPaUe+UVD66c2rgxqIgZ91zOq4YFwccLZZV368LPBfjis27o/+9K8dMHvl+RZz4iYDTuPy6iHwKPAUsFpGxqvplqO2dclgm8DtVXRZik/HAWhFpparFBSGBm8yjWUdZMW0NDTrVo0HHNHIO5bJ21gbmZC7gSNZRNi3YRmrrujTuVp+cQ7lsWbSdBf9bGty0fNLeZNqAx1JqxkweuTAjPXM+0JtSjqcH4/P5fOv2rfE8+eODl4+VUetUNavkvSyWk5rBgLt2k5r0GtWNOW8vYPfawlPTPq+PLYu3s2/TAZLSEmjcrQFD/9zfXBDnmTt9EbGSEGVEVXcAV4nI2UCGiPwI3K6qgajC0Sr6GBijqj8VsU6WI3b4F+DGoo639/Du12rE1bzB7TLlqu+fn13kuX35WInyQTmYm9aTDjulZSkrozCqmmXG5XIdWb9vzUCgEbBcRK53xjYtFktoWgK06NsEt8dFgw5pnH3vIBp2qQdA016N6DWqK/MmLebjv33FDy/O5rMHvg1kdpr3aVJwPSsJUQ5UdSrQEdiOyfZcI4ZkjFHoY6r6UQnLPAtcIiINCj4hIi4RueKer/74/rbsrdkR0DvyAvOqgmZONLABj6VMOIJUozFqraXGp76jwOh3F705U1WvAUYAVwO/OnVyi8VSGDOtI4K4hCY9GtK0ZyMSkxMAqFEvibS2KdSoV9jDDiCElIyVhCgnqnpQVe8AzgHGAd8CXwIfhiMs6GSF3gRuD35cRAYCszATYtc2rNG4h4iUd2KuUpp6VhTWPNRSLjLSMy/xqW+iqsa5XWElZ7w+9eW+/uv4nDmbZ54ePJ3g6FRciGnwWwrcoarLo3LiFksVJCM98yghJCEGjetL26EtA2PpV7x0AYf3HmbP+n0kpiTQ+NQG+Lw+Prnva7Yu2RG8a86YySMLKfhayobjUTYXkzl7EPhnmAKPTYD5zn6pGDXsLhiRx3f8dh1B+ksnlKlnRWEzPJZyMXbKqE8e/PaurYdyDy7DOPEWJUiW5zw/yyWuU+ZsnnkdRsyrkX8DNXwAnAJMB34UkWdFpG50X4XFUmVYHc5Gv325Ek+ch5YDm5HaJplty3bwxaPfFQx2wEpCRAznhu0ZYCvQCRiI0e7pXdK+qroB45r+OfCj89VOVd8K9iZzgpVrVPWQz+cNN1vhxXz2ntTBDtgMj6WcOEJcbVX1ktL6rYjIncBIYECQNkXw2inA/RgxtH8AzzuaGBbLSUlGeubzmObWSAyc5GH+Jqu8ZUBlQET+BlwMnK6qB5wA6DLMNNck4G+hBjNEpDrwJ+BOIPa6U28e0bNR399RjBHsiz8/NejcNhc83jCpUZzL5RaXuEIlL6qMqWdFYQMeS5lxjOemAV2C9SVKsb8ALwDNgeFFpX5F5BSMu3AbzIfC5Ej42lgsVQ1Hh2cmxlKivBwC+pysDayRRERGY27O+qnq1gLP1cF8fg0DblHVKc7jbkzf4sPAjAvaX/pC57RuH6Ql1k9yu9wuQk/A5qlq7rp9azw/rJ82asO+tS/9ofefP83z5V1Qp1rdOJe4XCKSQxUz9awobMBjKRMi4sII7GSq6ovlWMcDTAE2YcY3i/yFdAS8/g3sxIyAhq10arGcKGSkZ/5EOSUhMGWOWWMmj+wfmbM6eXFG0ycAg1S1SP8cERmMGQdfCLyPsZXIBu4YP2JiI2CCqsaFM6nq8/l8iua+vfD19T9t+M4NvAP83d4IFo/t4bGUlRsBoZx6Do4J4WUYafu/lLDtlxiV2XeBz0Xk9VCjnBbLCU65JSE4yad1IoWIdMdMWF1YXLADoKrTgCuBbhgxwpnAACfYeQOoHq4sh8vlcrld7rjLOo1qc0mHq75W1ftssFMyNuCxlBonyHgYuDG4oa6sOHXt84E/iMilJWybp6oZmPLWdmCRiPzdqYNbLCc8fkkIR9qhLBwGRtuejvIhIi0wwoI3quqMErZtJCKvA58CTwM9gM71kxrO9qnvTco2dUWsO46hLc8elZGe2bws+59s2JKWpdQ4JnorVPVvEV63M/A1RoY9oEzqNEOPJUQTX9bRA3Nf+uXZlJW7l3cA/gq8FYkgzGKpzIhIaq+G/X4bfeqY6i5xeQivvOXFZHZGn+zTOuXFERacATxVXElfRJKAu4CbgJeAx1V1v/Oc67Fhz6ysEVezhV/SI5TzfVxiLH2v7U6jbvWJT4rj0L4jrJu1kVkTfsWX5wNbngwbG/BYSoWInI+ZOuisqmUSHSxh/bMw6d3+40dM9GGcobti/INCNvEBOYdyD6568oeHdFv2llzgT6r6Y6TPzWKpDDjN/lOAJeNHTHwJU1LphrkRKDS9paq+PF8eMe6YmdhpnXLjZJO/Bb4p6qZPRGKA64G/A18B9zqj5wEKNqAn1K3OJc+ehyc+BrfHFQh4/BpL2bsOsuGXLbQ4rQnxSXHMfXchv7yz0L+cbUAPA+ulZQkbEUkEngeujUawA6CqX4jI3/s06v+9qtYSkViKv3v1AJ7qMQkd7h/8+NHv133zyjuL3nhLRH4G7lLVNdE4T4vlOHIzUB+4aMzkkTlA/+IkIRT97skfH/zdxv3rb1NVG+wUoLgMMs4YuD+QcIYs3gWWA/cWXMsJRkdghAM3AecWM1wRMIIFinS+r1EvCYD5HyxhyWcryD2cS5ffnUJiakLwWrHOelZioBhswGMpDQ8B01X1m2geZPyIiXvzfHkpzodLuLhFpPrpzc+4oWejfjfc/vmYZsDPIvIa8Kg/jWyxVGVEpAPwAHBasCaVc0Eu8mJ3s1yzFqP1MjLa51hVyEjPbEHRGeRYoD3GoXx0RnrmvDxf7tWY8lQccH3BJmER6Qn8E6iLea+nltBIPNh/zOKc7xd98hupberS9aIO1GlamxanNeHwgSMs+XRF8GbWCDYMbMBjCQtnGuEqoEM0j5ORntmic3r7zDZDWnhqN66Jy+3il3cWMvddk7p1eVz0GX0qzfo0pnqt+ID788zX5nI0OwegWvWY6i+NHzGx49gpo17DNFcvF5EHgZedqTCLpcohIvGY8eO7VXVFSdsX4BVgjYg0KItm1omGY9EwgaJL5X48zlcfkN/6NR64acbG77sEa4Y5ruj/wCgr348ZLw/nc6YlQEnO9ztX7GL7b7to0CmNU85uDcDqn9ZzYHshDUNrBFsCdkrLUiJOpuVl4C+quivKh5tYt0XtmKNZORzcdajQk90u7kin4e2Iifew4ts1qE9pO7Qlfa/rHrxZHDBRVbeq6vXAWRgF1AWOZobFUhV5HFgBvFbaHVV1L/AW8IdIn1RVI8iPqjrhaxm5PS5PzKiu19cbP2Li2QAiUltE/gn8AvyGUZx/pRQ3VbFQsvP9GXcNpEGnNGa/OY9XLnmHJZ8tp+VpTRkwtpBjhTWCLQEb8FjCYRywF9McGTWcJr6u056aIR/f+xW7Qtzt+F2gl3+9mu9fmM38D5YAkJSazx3aDXRzavOo6gLgDOBu4BkRmeqoRFssVQInUL8QMwJd1kmTZ4AbT2YJB6eMNYEyjoGLSDVVndAmuf0jmD6eJKCjqj6oqtmlXC7HWbRY5/s6jWsCsGPFLrw5Xnau2g1ArUY1Cq5XoknpyY4taVmKRUSaYca9+1aAsFW+Jr5QLJ26kma9G9H2jJbEVIuhSY8G5B7JY8FHSwtumq+Jzzn3j0XkC0yD4rci8gFwv6oWclS0WCoLIpKKyepcqap7yrqOqq4UkZmYPp6XInV+VYyJOJ8xwx8ZRoNOafme3LN+H5PGfRL4f416iVz89HnEVIth15o9fPCnz/Cpr/rlna6++eHpfx2gqkvKcS6rgfZz3z1WsgcCU1n+Ka1zHxhC424NGPiHPmxesI1mfYzf8rZlOwuuZ41gS8BmeCxF4kwcPI/RmlhZAYcMNPEVxd6N+9k0fyvxSXGccnZrEpMT2LFiF3s27Cu4acgmPlXNUdVngXbAEWCpiPzF6Y+wWCoVzt/gq8Abqjo9Aks+BfzRWfekwp9BpsBnzKIpywJfK6YfG+oUlzDk9tNwxeT/SHK73DSs0Thu/IiJ5b1+TsPIahTL9GdmsmLaGjxxbtoObYE318fiT35j1oRfgzfLc9azFIPN8FiK4xKgKfC7Cjpey5I2GHhzL1r0a8qSz5Yz8/Vf6Xh+W/pccyrD7hzAR3dOLbh5kU18zp3yn0TkReBJYKyI3AW8byXaLZWIm4F6wEURWm86pvRxFlDoD+YEJ2QGecarc0NufOolHanTrDYLJy+l20WFKuCRGAPPAEZT4Do8/dmZTH92ZuD/h/YeZtrTxQo5gymPlcvm52TAZngsIRGR2hgJ9BuDx1+jTGxJG9RuXAuAnat2m3r2Sqee7dS5C1BiE5+qrlDVCzAiYX8DfhCRXmGfscUSJYJG0K+M1N+gE8w/hRmbPtkImUEe/dYljH7rUs5/aCgpreoCkNKqLt0u7cSs139l36YDodYq9xj4mMkjFwLzMUrJ5cELzLOigyVjAx5LUTwOTC7JIybC5AC0G9aKQeP6ktyyDgDNejdi0Li+NOvdKFC37nV1Nwbc1JuBf+gDwLalIdtwwm7iU9Vvge6YXon/iUimiDQuz4uxWMpK0Aj6XVEoJ78DdHECqpOJfBnk3MO5rP95E6t/XE/2zoM07FKfcx8YQvU61Rhy+2lsnr+VpZ8XO/0fiTFwawRbgdiAx1IIEemPMfO8p4IPvRqgXvsU2g5tSVKKmVZIblGHtkNbUrd5HWZNmMviT5fjzfHSdmgLPHFuln+7munPzCy02KHcQztEJKHQE0Wgql5VfQ1jTLoGmC8iDzsK0xZLRfI4Zgro9UgvrKpHgReB2yK9diUnXwZ56qPTmfrodH548Wc+vONzsrZnE58UR/thrajVsAZxibGcfe+ggBBgUloiZ987KHiJco+B+41gMYauZcEawZYC28NjyYeIxGEmOG5T1X0Veew8X94PLnG1nf7sTFdwDbsgP700h59emlPsWj71+ZbsWACwVUSmAx8Bn6hqodGGgjjjpX8XkZeBxzDChfdhGkfLm362WIolaAS9axT7yV4Elv+x390T26d0vJwwbBVOAHJwgh5PrJvYxFgO7SkcZ+zbbEpYae1S8j0elxBL056Ngh+KyBj4mMkjJ2WkZ0J4Qoh+rBFsGbDmoZZ8OBf2XsCIimredYQNr2lSs9mjd/b/e3KMOyZcMbDiOAT0GTtl1CbgXEzj9TBMzfwj4H+qui7M8+sF/BtIAG5XVTsNYYkKzgj6fEzfzvRoHScjPbPFtqwtM5MTUmt7XB4XxRjzAvOAq51sRJUlIz1zKcYugsTUBC5/YQSbF24je+dB0tqmULd5bQ7tPcykWz/hSNaxKlObIS0YfFu/wFh6EEvHTB4ZsbJgRnpmi8O5hz50uzydY1wx3iKsdYJ/JtYItpTYDI8lgIi0waS5T62IYCfIaO8xYMeG/evSY9wx/wZ6E74CaigCTXxjjHXQW8BbIlINI0B4AfA3EdkE/A8TAC0q6jWr6s8iMgCj1vyqiCwC7iyNvH9pDAotJyfO38PrRG4EPSR+W4W0xPpxIhKmrQKLMtIzq3o2YRrGG8tzNOsoK6atoUGnejTomEbOoVzWztrAnMwF+YKdYoj4GPiYySPXiMhPndK6/fiH3reDYwSrqrGK5rnEtcI5Zob9rCgbNsNjAQIftt9iGpWfroDj9cc4CidhDPmmqqo6SqiLMLLvZSLPl5eLats/fPL7Iu9+nLunfpjMzwWADxP8/A+YUVTpymkmHQf8BSNi9nBxYnAlGBQGTpkT6E7aUjZE5BbgGgoYg0aSIFuFsigNHwauqapBj6PDM5NyfLYEcQjoE8nAw1HA3ogpZW50HqsFrAeaVnSLwYmIDXgsAIjI7zE+O72j2afiTIY8BnQG7gPeLni88nwoq+rhzAWvbvppw3fzgN+ramFDrsLnJM75+IOfBsAUTPDztaoeCbFPKvAgRh/lUeCFYEPBoNcxAVuXt5SAY3UyDegXLZHPgjcTLQc044w7+gMEVH07nt+Wjue3I6FONXxeH/u3ZDH/wyWs+WmDf5lDQMeqWkrJSM/8ichkkGeNmTyyf2TOyiAiVwOXqep5QY9dC5ynqpHSYTqpsVNaFkQkBTMVcmO0gh0RaSwir2GySNOAdqo6MdTxnIv9NZgP13DPxwscEpFrftrwXWdMxuR7EWlUwn6oYYGqPqCqXTEp/CWYLM52EZkkIlc6d1v+fXao6k2YtPM5wGIRGeFXsC2rQaGz/RvO/paTgCiPoAcTsFVIqFudAWN74s3z5dsgKS2RPev3sfyb1exas5eUVnUZ+uf+AQ87Z/+JUTzHaDPKp77yNhtHawz8eoyrfTBXAm9H4VgnJTbgsYBpyJ2oqr+WuGUpEZE6IvIkphFzC9BGVZ8KlTUJxgl6OgGzMIFPURLsec7zszB3npOcta8GJgGzRaSQrXBxqOoa5xwHYmr+nwNXABtE5AsRuUlEGjjbLlHVszG9T48BXw9rde55lMOg0NlvQkZ6ZvMy7m+pWjyBcduO+Ai6n4K2CoNv68vBPYdZO3NDvu1mvjqXLx/7jh8z5vDx377iaHYOLreLxJSAukM+Y96qxtgpo2q+/uv4I16ft6wlw6iMgYtIW4wcxidBjzUATgU+jeSxTmZs0/JJjogMAwYAERUhcxqExwF3AO9jHIW3lmYNp5elv/PhOganiQ+jf5GLMcsL2cTnNCA/ISJLMaahf1LVt0r7Ohxj0deA1xw9nrMxZa9HRWQFTtOzqk4Vka+BG7o36P2Rz+fzdEk/hbZntKR245q43C5+eeeYSaA7xkX3yzrTcmAzqteuxoGtWfzyzgLWztzoP7T/TjqiaXNL5UJEzsGUUrtEeVAgYKvQaUQ76p2Sykd3Tg1ozATTuFt9mvRoSJ1mtYlLjGXrkh0FjSojYatQ4YjIacBHczbPvO667je7KUW52efzqg/N87g80ephug7TrB6cfboMM01a7M2hJXxswHMS4zTJjQduVtWDEVrTgxHSuh+TdemvqsvLs6YTzJTpw1VVPxaRIcAUp0/ib6rqK2m/ItbKxgRv74tILHA6Jvj5VkQOAB8Nb3vR4ma1WuSJSExyyzoczcrh4K5DJKXl1y7se213Opzbln2bD7By2hqa923CsL8MZPLdX7B9+S4IupO2ExknJiKShjEGvUJV90b5cIMBd+0mNek1qhtz3l7A7rWhD5naNoWO55tAKO9oHhvmbsaXv/RVbluFikZEzsCUDUeq6hcAGemZc4E3gW6YIK7IMXCv+pY8NO3u5jsP7VjrTH5G8txiMRnpAQWeugq4O6IHO8mxJa2Tm/uAX1T1sxK3LAExXIBpihwJXKyql5Q32IkEqroYoy3UD2MbkRSBNXNU9StV/QPQGNNzRJ1qdZ/zqa8awLSnZ/DxvV+xK8SFpcVpTQH4/vlZfP/CbH59bxHiErpdnM+k0H8nbTnBcHq9XgMmqOp3FXDIlgAt+jbB7XHRoEMaZ987iIZd6gHQtFcjeo3qCsDcdxfy0u/eYtK4Tzi8/wi9r+5Gq9ObFVwvErYKFYKIpGP6YC70BztgMshO43EfjPHmUkzvnzrflzqP97nlk9/32nlox23ABEecNZIMB34L7t9ySlwNsQ7oEcVmeE5SRKQzpkmu3LV4R6PmCRxhPpwR8/KuG0lUdZdTvnsOmCEiI1Q1InV4J2P0M/BzRnrmBUDtkvbx5ppe7OSWddixcjd1m5td6jTPt2uVu5O2hM0tQAomE1oRGFsFEcQlNOnRMN+TNeolkdY2hZhqHnIP56E+Zc/6fezbfICk1ERqNahRcL1y2ypUBCJyJaZH8VxV/SXUNqXIIL8DXAL8HWM0HClCNStfAbxrld0jiw14TkIcsbGXMOWdbeVYpyPwD8xI972YEfMylYsqAlXNERF/78FMEblUVb+P8GFalrwJzJu0mAE39abfdT3od12PwOPVa8UX3LTK3ElbwkNEOmEumn0LShlEkRwgdu67x/rIAAaN60vboS0DY+nXvnsZmxdt5+DuQ9RskESjLvXxeX1sml+o/a6izrvMiMiNmPf5DCfLWy5UVUXkJmCBiHxUVABVynNsgsk+Xxj0mGDKWVeWd31LfmzAc3IyFlObLnhXERbOH+mDGMuGx4BLHEPCSo+TefqPiPwGTBKRe1X15QgeIrbkTWDp1JXsXL2HRl3rIyIc3HOIQbf25ciBQm9jlbiTtoSH08z/NvAXVV1VgYdejWOrUBybFmwjtXVdGnerT86hXLYs2s6C/y0t2LQMZmCg0iIif8bc2AyK5PusqttE5I+Y0lb3CHzu/R54R1WDTb38d0DlDqgs+bEBz0mGiDTEBCsDS5uNEZE6GAf1azHmg21UdX/kzzL6qOpXTinuYydT9WdVLWr0vTQEDAqLw+VxsXPlbnau3A2YO22ATQuO/520tcGIKk8AyzATQhWGT33TgbYuceXr25z+7EyCjXq/fCysdqKI2ypECic7cj+mJDTQr1gcYd7FlLbuB/5a1kWcTPu1GHudYK4E3qpsbQEnAjbgOfn4D0YVeGm4OzjTXOOAP1PGEfPKiKqucDR6/gt8JiKXRWBaJnAn3W5YK+q1TyG5ZR0AmvVuRFJqAutmbyShbnVand6cPev2UadpTeq1T+Vodg6//rdQHFFhd9Il2GDEYl5Xa2B0RnqmtcEoJSJyLpBOdF3QCx5TgPOa1mp+1h2n3YfLHZE5lRxMM2+lwnmt/wKGYIKd7dE4TlBpa6FT2ppTxqWGATtUdYH/AScIuhwzAWqJMDbgOYlwphU6EGZtOGjE/AGMB81ppTHMrAqo6j4ROQ/4P2CW08xcaLKsFFmPgEFhvfYptB16rKUnuUUdklvUIWvHQbYv30lcYixthrTAl+dl/c+bmP3mPA5syw4+tzwRqZA76VLYYJxohpIVQtAI+uUVMILuP+apwD+Beuv3rR3ncXn+SjltFbw+r+b5cn8b9+n1lSrD5wQK4zFDGIOj/R6r6vYCpa2yaOWEalYeDGw60T5nKwvWS+sEIJyL8dgpo9YDi4GrtQQnZudOKR3Tn7MNuFtVZ0ftBVQSROR6TBP2SFX9Espk/vkoJgtWboPCHG8Oz8/+5/+W71p2XySaLoviZDaUrAicv6dPgXmqGsnpnqKO1wR4BJNBeAB4VVXzImHM6/V5cx749i8Hdx7acT/wfGUYUhCRGIyeThqQrqpZFXRcAT4AlqvqPaXcNxVYATRR1QNBj78OLFTVpyJ6shbABjxVmtJcjLdnb93/6twXflq/b22xHk0FRszvAr44mWrJIjIQU+J6/MXhb24RkQmU3vxzI2a6qlwGhXm+vLm3fPL7KZjmy4WYdP1Xkfx5BF8E6zavTe9rupHSsi7uODfZO7JZ/OkKln6+glYDm3HK2W2o1agGnngPWduyWThlGcu/Xg1V3FAy2ojIOMzUTf9oTmWJSE2MUN2NwPPA/xW8+EciuB07ZdQCTIBxELhWVdeX68TLgeND9h4gmOGJClUldjJ3C4HhqvpzKfa7A+igqr8Peqwaxn6ng6puifjJWmzAU1UprRO31+fFJa7DIhLybtxp3H0MkxKu9CPm0UREmvVtPOC7q7pc29Dj8pQlaDmC+QAuj0BZIIhwhM6uwGgcuTC6Im9FYjIu2D36ypcuICktkR0rdrFv8wFan94ccQkf3/sVbQa3oGGXemxdvIP4mnE07tYAgKmPTGP9nM1RcY8+EXBG0L/FjKBHpR/LyXDciBES/Qy4T1U3F7V9aT87fD6fz+Vy5QDfAU1wssg+9Xp3HtzBodxD3zWp2eyPN398TYWWuRyrl8nATmBUBY74FzyPyzHj76eGE3A5maFlmGBxRtDjFwE3qeoZUTvZkxwb8FRBIlmCCDFi/mJVGTGPFhnpmS1UdfHpt/atVq9dConJ1fHm+tixYhez3viVvRuODaa16NeE7ld0pmb9JA7tOcySz1ew4KOlYDI9ChQS1gmDkGUi54PyDEzg0xV4AfPz2lXG19kZ05tV3eUWrpt0BS63i/du/Zi9G/Zz4b/OIaVVXaY/O4Nda/ayZ/0+1Gc+L4Y/MowGndJY9MlvzHj5FzABWh87vXUM5459DvBPVZ0QhfX9pecngA3AHcENsMXhZPZKtFVQVe/RvCOxcZ74HKenr1CA5PV58anPC/wa4465vCIa2UWkNia4WwKMOZ4Cfc7P4X1gpaqWaAXhZNEzMJkcDXr8Q+ATVX0taid7kmOtJaoYzgfVBMrpxH1jj1u7icg/MX0nmzAj5k+f7MGOw0QRiW0/rBU5B3NY9cM6cg7n0qRHQ869fwjuGPNnk9Y2mTPuHEBiSgKrfliHuIU+o0+l/VmtwVxA1mMCgXA/jL3O9iGzcGr4SlXPwQQ+TYGVIjJeRAq7QJZMwFDS51UWf2J6tQfd2pfBf+xHcos67Fqzh7WzNrJ77d5AsAPgct6Dg7sO+R+yNhiFeRJzQX4j0guLSC9MxuVh4DbgzHCDHQjbVuEbEfHFuuPUyTKGzAa5XW5i3DFul7h6en3epc4NWdRw+l++xXj13XC81YidoOVmYLQz9VkS1wOvFAh2agFDgQ+jcpIWwE5pVUUmAnGdhrcr0okbIDElgd7XdKNRl/p44j0c3HWQ2W/OY+3Mjfh8vvja1er+jJkQOCFGzCOFk/XoCrg/uP0zdq3eA0BiagJXvfw7EpMTqN24FrvW7KHLhR0QlzD3nYUsnLyMhp3rcf7DZ9Dtog4s+2KlG+OxdTFGhr5Eg0JM8DkqnF4YVV0CXC8if8N82H4vIj9j+nymh9nnM5igi9i6WRtp1qcxqW2SSW2TjDfXy7rZm8g9nF+eqNOI9tRrl8L+LQdYOjVg/2NtMIJwJv9GEOERdBFphmmsPx1TRplQngt+UbYKwVlklyu8+2K3yw0Ql+fNfeexYU8n3vPVH18v63kVhYg0Ar7G9O3cX1n6C52pLb/XVreiSltOYJMO3FHgqQuBr1V1X1RP9CTHBjxViOCLcXFO3PFJcaQ/fiaJyQls+20ne9btJTElIbCdy+VyNa/dImf8iIkvjJk80gY7+QlkPfzBDoDbYz70fV4fh/YaUdTkFsb3aueq3fm+J6UlEpsQQ87B3FjgvDGTR/Z3JunGYEZmWwGxIpKD0dmZBmSUpRzkaI3cLyKPY0xbXwCOiMi/gf+qak4xuwdm5uOSYjnn/iHExHuYfPcX7Nmwn/MeGEKPKzpzeP8Rln5upmS7X96ZHld0Zv/WLD6572tyD+drm7A2GICI1MPcTERC18m/Zm2MyN21wDOYzMbBSKxdkFBZ5JYDmnHGHaZFy29D0fH8trQ+vTk16ifh9rjYt/kAc/+7iPU/b3InxtV4tUfDPvrL5lkTInVeItISE+y8oKr/F6l1I8h7GEHCBzEDH6G4AvhSVQtKV1+F+du1RBEb8FQtAhfjaU+bXrcz7zm9UMDTcXg7EpMTWP7N6nwqqsGIuDzOeuGY5p1M5Mt6AHjiPQEl5IWTlwUCnmq1zPUg90hevu8A1WtVI+dgbiDrEXwnLSL1MSPK9SJ10o40/csi8ipwNqbP53ER+Q/wkqruCbFbQBE6KS2RmHgP3lwvO1buxpfnY++m/aS2SaZ2oxog0P/GnnQ4ty07V+/h84e+5fC+QjexJ70Nhoi4gNcxo+Dl9mkTkVjgJkyW8H9UTEZ2IkEN9wl1qzNgbE+8eb5A4A/QvE8TYhNiWf/zJmo1rEFauxSG3TWQj+74nJ1rdvuGtTxnvIj0w6iYl2tUXEQ6AF8AD6tqpRM9hIAg4c0cEyScFWKzGygQDIlIA0wG+NMKOM2TGhvwVC0KXYxD0bCLuY5Wr1ONURMuwuV2sfHXLcx45ReOZAVadGwJIjT5zD/ja8Rxzt+HkNq6Lsu+WMnsN+YFnju87zBJqSZQAIipduzP6dC+gDVOUVmPqKTincm6zzDK0V2BPwGrROQt4JkCk0IBG4x9G/dz5MBR4mvEcf7DZ3BgWxatBjQDYNuynfS8qgsdzm2Lz+tj95o9dLuoAwD7t2ax5LOARlqlN5SsAG4FamPu8suM0wh7EfA4Rq9lSDS1mPwEZ5H9jw2+rS8H9xxmz/qtgd8JgJmvzWXXGhNHi0u47IUR1KyfRINO9di9dq+7aa0WOW2T26cs37VsgYiMLmsAKCLdMcHAn1X1rbK/uuijqjscGYLXC5a2HCHIOsA3BXa7HPhfRY/Un4zYpuWqRVhO3PFJ5uas/impbJi7mcMHjtB6UHMG3tKn4Ka2BFGYQNYjMSWB9MfPIrV1XeZNWsz3L+TXXty91lQrUtskA5DSqi4AWTuyyTlorv2qGisi/UQkxbmIVRiqOl9VrwE6AlkYh/gPRaS/cy6r/dvmHfXy+cPfsmn+Vmo3qkmL05pyYFsWP708h9U/riehjtGqc7ldtBvWik4j2tNpRHta9GsafMhKbSgZbUSkM0bS4aryjEiLSF/gJ2etsap6bkUEOw6BLDJApxHtqHdKKt/++ye8OflbhfzBjh9/M//B3abSJiIxf+r3182Ypup3ReTfzuRa2IhIf+BzzPtQqYMdP6r6Hkbk9aECT12PyfwVlPu4EmMoa4kyNsNTtQjLifvIgSPQsAbLv1nNjxlzSGlVlwv/dQ5NujdAXBI8bXPSlyBCEMh6XPDEWSTUrU7Wjmw8cW76XdcdgJXfr2Pnyt3M/3ApTXs2ovtlnajdpCaNutQHYP4HSwKL+dTnA54C2gCIyErMCHGiiFwBrMSMs0bNhNURMfuriDwKXIMpuezdsG/dxsY1m7Z2xo3ZsWI3n95f8ObTUNBkMgSV1lCyInAu5O8Ad6rq6pK2L2KNlhhpiL6YYCfzOEwgBbLItZvUpNeobsx5e0EguC+Kvtd2Nz2Dy3awdmbAr9OD6Vm7RURmYnpU5orI1apaohO4iJwJvAVcqapfleM1HQ/+gCltfaiqsx4c8mTPqzpfe23fJgM2ZqRn3oujhp/rzd00sst1aT0a9C5kR2+JPDbDU7UorgE1wO51+0I+npfjzTdajC1BhCJwsUqoa7IaSamJgYxGpxHtqd24JgDbf9vJN//6kexdB2k1oBk+nzL7zXnBk0u4Xe7fVLU3JpXdGvgj4E/t/w7T3LpFRLaLyA8i8pqI3C0iF4lIp9LeEReHqh5U1ReAdsCj7y56IznXl1seNehgKqWhZAXyf5i7+lKPoItIXRF5CpgNLADaquobx2ncOpBFbtG3CW6PiwYd0jj73kGBUnnTXo3oNaorYEpZA2/pQ6fh7dixcjefPzy94GdMKwBHK+oyzBj9ZyLyoCOYGBIR+R2QCfyuCgY7qOoO4Na0hPpvvTjizZkpCWk/ntb09FiPy9OKYzeusTHumBb9mgysHh9TbUZGeuaPTsO4JUrYDE/VIiwn7kVTltFuWCvaDm2JO9ZNWtsUAFZOK6QHdlKXIIogYP6ZkZ5Z4sarf1zP6h+LVNYPZD2c8dldwC4RWQfco6qXQqBfowEmC9Ta+d7X+d5cRHZgMkErnC//v9eWpXTiXEgnA5P/76znf3OLu60zUlwmVNUrIvNOVtFBETkfGE4pR9AdbZtbMHYQkzBCdFFx+C4Fx7LIIohLaNKjYb4NatRLIq1tCu4YF0PvGEDzPo3ZOG8LXz7+PXlBjfsOgaDGeW/eEZHvMIH+bCfbk69cJyIjMQHk2ar6a0RfXQUyfsREcr25TVGauYuxqXeJSzD+ZtaQN8rYgKdqEZYT97rZm5j6yDR6jepGq4HNObz3MPMmLWbufxcGr3VSlyCKIQPjEB+Jv43ish6BC6NzIdjsfOX7mTjlpiYcC4RaA2c53xuJyAaOBUDB3zeWlCEQkatTEtJSHhj8RKCMVxbyfHlszd58fVn3r8o4I+gvU4oRdCfAvQyjp7MYGKiqy6J3liWeTwOgF9D7+fNfV7fLIwBz382v7TVoXF/aDm0ZGEsfcvtpNO/TmLyjeRzYmkWvq7oAsGPlblZ9v86/W6GAXFW3ODpF1wPTReQJ4N9O4DwWU84bqqpLo/eqo4tfxyjGHVOaOwk3JvB5IyM9Exv0RB4b8FQtAhfjknoqNs3byqZ5xU6vnuwliJCMmTxyYUZ65nwcf6lyLOUFyp31UNU8YI3z9UXwc06GoDnHAqHOmMmeNkBdEVlD4UBoBbAfeA7ou/Pg9tPdLnd7ymhVoqqHP1z67q/T1n454R9y3wWquq1sr7Tq4YygT6AUI+iOrcA/Mb9b16rq9KidYOjj1wC6Y36/ezlfccDPwM+53txNbpencThr+RvZPXEeOpzbNvD48m9WBwKeovqZnCD/ZRH5GvMejhCRn4BLMQFg1O0pokWk1PAz0jN/sYa8kcV6aVUxgs0ey7GMNXsshmAH8XIsU6SDuHNH/YuqNijH+sUiIgmY/ongzFAbTP9OLWAfJpu0DFgxpudtzTqkdn7Q4/KoS0qW1lVVb64vx7Vkx6L7M+Y88whG9ff3GNfokEGeI744FtMY2xKncRNTqp0GjK9KZTER+SNmpHhASaVFEWmDGTHvjhEQfCfEtE6kzy8GEwT3CvpqCszHCXAwfUPr/KW4jPTM5zFGpOW+Gfb6vMzc+EN25oJX/wm8pqobQ23nBI5TgSGY7M4TlUVBuSwEf0b7PeeC2bN+H5PGfRIQ8SzIGyMncSTrqP2MjgI2w1P1GOVT3xKXlKPpwhhbjorUCZ1ojJk8ck1GeuZoymfQOvp43p05KrwLnC/AlLAw1hPjMKaW/iDonIw5z5yeXD3Ve+2pN9G4ZhPcLo84vQX58KnPJ0iOiMx9Y95Lr83d8vODwHhVfVBEVmD8l0ar6mf+fZwAciJG36WgJ1Mspi+tNTA6Iz1zHnB1RRhQlgcR6YIRA+xTXLAjIimYYPAKTF/KVY5IZKTPRzBBZHBw0wWTGfwZ4zv1LLC4hOAsYiVdl7gOZedk/R4T4C5wMjgvAZ87mUt/sPMUkIKxy3gaGCwi16nqpuLWr4wBdCgdIzDq1H4O7s3/418zY32wJx15OXk4+3fLSM/sVJVuAio7NsNTxRCR83s27PvW708dG+cSV1zJexQipBO3pTBOHX4ChS/SReHFBJPFNh2KSENgTjQzPH4y0jM75Xpzb8nOybosKa5GDY/pz8h3URg7ZVQeZnLsVCDn7NbDz+qSduo1daond06MTarjEpfLq3nsOrjLu2rP8sPT1n4Zu/nAxiWYKZpTMJ5h56iqz1HW/QAzXv2f8SMmXkwU3sNoEc5FdOyUUauAX4AnVTXkVJYzXTcOuBOjsfJwCDuBMuMEUr0KfB3kWObmZ2BuWRSOI5FF9vq8uj176+6Hpt/TVlX3OBnHSzHZo8bAaxh5hHsxAe+5qrrP6Vm7ByPgeDvwVsFsTwkBtJ9gf7oKC6CdDNkY/zn5MzyhBiD8GZ4pf/uKrYtD9qrnYSxnrBp+hLABTxVCRK7HjHVeMH7ExCZUoQtJVcX5cH2TYsw/fepTl7gOE6b5pxPw/KyqDYvbLugcSn0n678o+NR3KqrxrtAJwTxVzdl0YEPeB0ve+deynYsLCqUFn7MLaIjJCHXGjNT3xDRfx2NKZL9geoR2A9cMaXHWhks6XNWjjKP1FRqYl+Yiuj176/6Xf3lu7qYDG0YUvBg779MVmIbkucDdqroixFphIyLVMcFocHBTB5OlCwQ4kbKciERJV1UPPf7DA++u37fmLEyv0pf+50TE7yt3A0YQ81bg/eDMk6NK/CawHLjJGfOO2k1IpMhIz1yKM0kLxwKeo9lHAWHX6t3MfnM+O1ftDgQ8R7NzcMW4OLAli/kfLglu+AZYOmbyyA7RPu+TBRvwVAGcdPXfgasxd9IrIP/FWFXjRKSkO52wnLgthfGbf2YfzbqoWkz1VLfLLUBujjdn0y+bZ9Xp12TgwHBTz+EGPGW9k/VfFHzqiw+nH8fr86pLXIdFpFQXBadH5GLMWHVHjNfTTKBZg6RG3e4a8EC/OE9ZkpABiuyDiiSlvYh6fV6c9ytfQCYigzAlwzyMDcKPpT0X52/4FPIHN22AJeTP3qyIZg9QsFt6GXYPBKsiMhSTyZkM3KWqh5wAeBImWP4I0/vV0tnuFVVdC4Gm/Icwn3s3jx8x0ROJcyrDvmGTkZ55lKCJx7P/NgiAg3sOkdY2hbrNa3Mk6yjv3fIx7Ya1olHX+uzbdICktAQadzMJ308f+CZ44CRnzOSR5fojshzDBjyVHCfF+yLmDu/cUDodGemZnVbsWpaRmlivba342okY7YtcyunEbSmMGFfyA6r6D+f/LmAL0C/cyZJwAp5y3MmOV9WbKjKr4gTkd2L8ow4C4/9z3mtnelyeU5Nb1HH3vqYbKS3r4o5zk70jm8WfrmDp5ytocVoTelzRmcTkBBAha0c2Sz5bEXBmpwKa6yNxYR87ZdRi4AmgEyb4ey+cplvnfWtM/uCmO+b3KTi4ma+qR4taJ1pEKpsixun9Ocxn2BjgAWAbcI0/qyMip2AyPiMxwftLwBRVzRGR01IT6r1136B/NCrlmHdBoh5AZ6RnFvlzd3lcXP7CCJLSEvn6nz+y+od1+Z4f+uf+tBrYjKVTV/LDiwEbGx0zeaQVCI4Qtmm5EuOksv+LCWAGFVWPHzN55CIR2QU87fi4WKJHQyCgD+L0rUzFOJS/EIkDlPEi7Aaqq+rt5bDsKtM4rHNxf1JE6gJ92qd0bKX4eooIZ91zOklpiexYsYt9mw/Q+vTmDBjbi32b9pOUmkjWjoNsWbyDxOTqNO3ZKPDclkXbAdx53tw+net1e2HR9vk/4YzWq+q+sr7AYEKND7cc0Iwz7jDxlV9vxk+Neolc/PR5xFSLYdeaPXzwp8+q5fly306pnnpg56Ed/wAuKS4wEZFamDJgcIDjwkxK/Ywpg/2ioZ3tK5wxk0dOykjPnEsJJV1KyCI7+kRXich1GOPM+RhRwdygbZYCfxKRe4ALMYKMz4nIG8DL9w9+fJsgTfzbh/o5NexSj+6XdyalZR08cR62LNrOx/fmE2mOw2RMozn5FNC08sS6iU2M5dCeED3qqtSol8iBbdkhnrJq+NHCBjyVFBFJBj7B1LCvL2ESRIB+wE0VdHonM42AgtMjUzEGgOUOeMqr4SEi1G1em6KyKnWa1aLftd1JaZNMbLUYsrZn8/aN/wteojwXhXuB6We3HtE0xhXrdbnFnZBs2kCm/2cmezfsp3bjmqS0qktSagILPlrKgo+Oactd/Mx51G1Wm6TURMAkMt0utwxufmbPRdvn18EZrxeRw4QWW1zlTKeFy0SCjDIT6lZnwNieePN8uD35b6rFJQy5/TRcBRIMLtyu+4c8sfIPH4/+V77tTTmmC/mDm4bAr5jgJhPT1LyhMo9gO82+/f0lXUwfWStKmUUWkTTM630NU76a7qgs51N7V+MY/jbwtoi0Ba5vXLPpbJ/6asW4YwSK/jnVbFADT5yHPRv2k9q6bqjTqIjJp4AafnyteC5/YQSbF24je+dB0tqmkJSWyKG9h9m8YBu/+9c5HN57mD3r95GYkkDjUxvg8/oKZn6sGn4EsQFPJUREmmMuoh8AfwvjA7EtkKWqm6N+cpZGGEXkYL4CMkQkLszSQ3EpmIlAXHFBC0CLfk3ofkVnatZP4tCewyz5fEUgeCguqxIT76Fa7WrsXrOH+h3SQh2/zBcFVc0VkctrxddaKyJun1dZ/MlyOqe3Z9Ctfdm3+QDJLeqwa80e1s4ykiwprevS+vTm1KiXSN1mtdm7cR/rfj4m1yLicp2S2qm6ql5u/i8C1CO/vtBVzveWIrKb0GKLa1Q14EUXanx48G19ObjnMHvWb6XVgGb5Xtupl3SkTrPaLJy8lG4XdQw87nK5XKLS6YrOo4e/u+iNWhwLbjo6x/4ZMwH3T2Cpfxy7quH8LpRpWkhEmmD+Rt7G9OSIs9ZMEfkrpm+n0Gecqi4H7nxh+IQkl7hv8D9e1M9p6efm76PT8HZFBTxgsi9jyvpawmCaqrYWEc/RrKOsmLaGBp3q0aBjGjmHclk7awNzMhdwJOsov325kpb9m9FyYDPUq2xbtoN5k5awdckO/1pWDT/C2ICnkuFMJ3wMPKaqz4W522nAT9E7KwsELraFAh5V3S0iSzFZkdB244Up9AEffBEuLmjx5ng5484B5B7NY9UP62jYuR59Rp9KzqFcln+9iuKyKsu/WcP6OZtp1rtRUQEPlOOioKobXxzxZuC1rZu1kWZ9GpPaJpnUNsl4c72sm72J3MPmul+7cU06DW8HgM/rY+OvWwPPBdEqaH0Ftjpf+dSNnYbfRuQXWhzifG8sIptxgqA7+t/XtWXt1vH+8l+nEe2od0oqH905NXA+flJa1aXbpZ2Y8cov5B0tHK/41Fc9xuXJxNyk/Ay8B/xaymzTCYmItAK+Bp5V1X87DyvwrKOynIlRWb6+KB8xt8szEMfourifU5h4MFmqaJHhU+8NbvGQeziP75+fXeSG895fwrz3lxS3llXDjzA24KlEiMiZmA+Asar6YSl2tQFPxVAbOKKqhQvv5mJ3NuEHPKEYA8S53FJs0NK0V2PEJcx9ZyELJy+jYed6nP/wGXS7qAPLvlhZYlYlDApdFJwm6NrhfDnTNMQlxXLO/UOIifcw+e4v2LNhP+c9MIQeV3Tm8P4jLP18BSu+XcOKaWuokZbIGXcOoHN6e45kHWXepHx+kkW6agfjeIetd77yNW84E2UBG47k6ikjnYZzajepSa9R3Zjz9gJ2r81vh+WJdTPk9tPYPH8rSz9fQZshhc2s3S43pzUdtOnN+a9cFiQhkJGRnlkpxPCOFyLSEWOH8oCqvlzweVVdKiJ9MBOo80XkJlX9X4ilWkLxP6dS0qrkTcrG2CmjFt0z8KG8JjWbuqR84rARsaax5Md2f1cSRGQUppxxYSmDHbABT0URqpzl53PgnHKuPxgIlIIABt3al8F/7JcvaEluURuAnat25/uelJZIbEIM62Zt5MD2bFLbJNNmcAt8Xl++rEo45Pny2ovIUhHZKiJHMDo7vwLvA09iLupnYi4eLmAd8C3wsqov138+MfEevLledqzcTc7BHPZu2g9A7UY1iKnm3G8pHNiWzc5Vple3ZoOkfOfi9XlVRP4gIoNFJFXK0JWtqrmqukJVP1HVp2rF107wP9eibxPcHhcNOqRx9r2DaNilHgBNezXi7L8PplbDGsQlxnL2vYMCWYWktETOvndQ8CFaOYJ9szCBa3uOjSf71aRvBGZlpGf+6PRqnbCISE9MZueOUMGOH1XNUdV7MfIG/xKRV0UkqcBmsVD8z6nXqK6lOb2wAugy0v+1X1/cBFLeqTqrhh8FbIbnOON8eP8FuBkYXFqHYBFJBdIwOh2W6BKqYdnPXKCeiDQuyjMoDFr6/1FcKahaLdPPnHskL993gFoNa5SYVQkHt7gFo4y71/k6HG5zbUZ65iqg/b6N+zly4CjxNeI4/+EzOLAtK9BzsW3ZTi7817lk7cjmwLZsEupWp0l3o0NS0PT2cO6hHRixw8uBDoBPRJZgpuX835cC20vRAHzMHV4EcQlNeuRXCahRL4nsnUbyP61dSr7n4hJiadqzUcH1SlIn9jhffYBFGemZJ6QIqIgMxATG16vqlHD2UdWfRKQr8G+MDcXVQTpGZvKpmJ9TWtv8P58SiObk0w3bs7e+KCKbqMLWNCcqNuA5jjg9B08BgzA6LmVpOu4HzHLS+Zbo0pAiAh5V9YrIl5iyVpF3tA5FZShioeRS0OF9h0lKNdkT4FimBHDHuvNlVXx5PvZu2k9qm2RqN6oR9gsVkRxVXVzyliGZBrTOO+r1fP7wt/S8qivJLeqQ3LIOB7ZlsXTqSlb/uJ76HVJp0r0hDTqmkXskj52r97D0sxUFlWbzEuOSPlDVW5zzEkyAfwom+OmACcw6OM8HB0H+79tCBEKB8eG57y5k7rsLA08MGteXtkNbFhpLB2gzpAWDb+vnH0sv+LrDLWG4MSrGb2SkZ1JZg56yKHyLyNmYTPXlqlqq8q4ju3GDiIwAJonI68AD40dMXA20L+nnVK99Cu2GtaJ245oA1GpUg0HjTFl3/gf57gejMvnkyA6MAG4fM3nkLsdOImwBUKwaftSxAc9xQkTiMR8MyRi35f1lXOo0oNSKrpYyUVxJC0xZ6wJKDnggRNMyzkW4YCmoYNCye+1eklITSW2TzNYlO0hpZSZSsnZks3Pl7mKzKrUa1qDrRR1ITDEVnfgacQwa15cjB44ya8KvwedSnotCwIByx4rdfHp/6OvejxlzMO4IxZKvcdMJXLY5X9/6H3cCoVRMIOQPhi50vrudQCgQBD1//usb3C5PRHo5ipuo8wdIBfngz5+xa9WeMukeRZuymr2KyEUYkdR0VZ1R1uOr6hQRmY35O5q99/CeBbWr1WlNCderGvWTaDs0kCSleu1qtB3aki2LtgcHPNGcfLoS+EJVd4HRMXrmvFd+3Z69ZVHjms1cjuFzqXWMLJHDBjzHAUd5dDJGUfXscqqonoZxbbZEn0aYHo2i+BIzfRJTgiN1UawmjFJQ9g/radqzEd0v60TtJjVp1KU+APM/WELeUS/FZlU6puW7KMRUi6Ht0JZkbc8ODnjKdVEYM3nkwoz0zPmU04CSUjRuOoHQducr37k7RpsdOBYIXTBjww8N+zUZiDtEX+n0Z2cy/dmZIY+z4ts1rPg2v6B2cRN1fjbO28K+jcf+f3jfEf8/K0IML2xKoa6crzx3eaerXwcuAs5S1XnlPQ9V3S4i6cB1L/z87yfvHvCAul35L1cFf06hfjYhiObk0/WY9oQAf/zshlOAZc+fP2E0YnSMfOprK4hbRHKwavgVig14KhgRaYyZ6PkC09BXZj8cZ3KmC2YU1hJ9iixpQeBDejXQlwIj02ESVikI4Jt//Uj3yzvRakAzDu07wuw357F06koAisuqbF28PaRzcwEicVEYRTkNKIlQ46bjUj7d+QKMBICqzqKMAo9+Spqo8xfSVn2/rqiLcUWI4YVFeRS+T2s66ObGNZv+6f9+fLjcwY4fJ4h9RUSmbcnaPK9BUiOP42FXVqI2+eTIidQmKOvocCfwfzd/fE1Ax0hExgCnquqYSJ+HpXisl1YF4rgEfwo8o6r/Kmn7MNYbAPxbVXuW++QsJSIii4ErVXVhMds8ArhU9a/FbNMYmKGqjYMfd3R4ZlK+IKG8RMy/KlIGlOU9j6JwpqrKm4Wi77Xd6ZzePl+GZ/e6vXx871c0692Ywbf14+jBHNweF1k7D7L08xWBKTyHPMwdfrTE8Eok2CG9JNHLxJQEel/TjUZd6uOJ93Bw10FmvzmPtTM3Rs2r6smznmudEJu4xOPylGfCKmrnJyIvAptV9ZGgx3oD7wKtgwUnReQGoJeq3lB4JUs0sWPpFYSInI7RaLkrEsGOgx1Hr1iKm9LyM5WSx9ND3qWOmTxyIcZn6Hg2oEdsHNYJVq7BXGjCek0+9fmc7aPubI15neU25SxOBkBV2bFiF2t+Ws/GX7dQs34Sp93Qk/Zn5msfirYYXjgEbDbOuud0GndrwIFtWaydsYFaDWsyYGwvGnRKIz4pjvTHz6TVgGbs23KAFd+uZv/WLJLSEuFYeS7i/OWLW1Z6XJ6rfOo7UvLWhcnz5XpVNSqTTyKSAFyGKQUGcyfwVAh1bR/22ntcsG96BSAilwCTMJML70RwaRvwVBAikohp2CxJ8WwW0ExE6pewXVGp1XJfhMuRtY34OKwTtHTCvC+HirFWyPOp7+iGfetyNuxf170iplQcn6jRqhrC3TE8/BN1NdISmXz3F7x+5XvsXruXHld0pv1ZrVk5bS0f3TmV75+fzZePfx+w/2jer0m+dRw7gjYikuKIJFYYwQrfBUt0056ewa41Rh8pKTWBjsPbkZicwPJvVjP5ri/44cWf+fyhaSz83zIIKs9F4zzHTB45ySWuq1X1kM/nC6sVwOfzap4vL++dhW+svunjq3uVRcMpDC7GZGwDN0Mi0hI4HeMdVui0KGdW0VI2bA9PKSjjmOY4TCPbMFVdEKlzcVRi+2FEzizRpyEmZV1sNKGqeY5k/pmYck6pGDN55JqM9MzRlLEUpKqHf1o//UDfJgPquF0eF+F9sEZ1HDbYgFJExuT58s4EWrvFTXDjpktcGY//cP+9wJWPcu/fI30eRZzbpLNanX/d8HYXnRHjjoHw3y83FBZXLDhRV6Qjtq/Qr1EMptxdG6jlGKTuxQg+7g3xVdTje8swBDEGJ7tTkv/ZOX8fAkD1OtUYNeEiXG4XG3/dwoxXfuFI1lGIsleV38FdRN70qa+HqsaFajzHmXzyqm/JQ9Pubr7z0I5bMRo/u4AnInxa12O80oK5HXipCFV2LzbZcFywAU8YlGVMc+yUUeuAx4HhwGmquj7Cp9UW2K+qWyK8riU04ZSz/PhVl0sd8EDgQx1VneBTX/UiPtAL4gWOfrD03Zlfr/5sd58m/e8B3gS6YX5Hj/s4bLABpYici2mMPtVpKgZgrIz6M8ZmYKKqrozm+TjncQ7QvnVyu+6d0ro+T/jvVy8gpqSJutNv6UtcUiw7V+4mLjGWpr2MWOGq79YVPI8cVW3t/FuAJJzgh9AWHm2LeLy2iHgpIhgiRKD0n/NePTvGHRv4JStO9DI+yZjL1z8llVU/rCOtXQqtBzXHE+/hy8e+gwoozwUH0Ee8R8btP7rv0hpxNZPc4paCk0+3fPL7RbfKtRcDz2H+Jr8WkT3FqT+XBhFpj1Eb/yzosWTgCsxUYChsSes4YZuWS6AUY5p+vKp6dNKSt+Z+u+YLNzBcVfdE+rxE5HrgdFW18uMVgIhcA5wRzvstIg2BhUBqKEFIxz36R1VtUmjnINqlnPLwZR2vvqlBjUbVCOMi/MzMJz5ZtnPx1UBvR8TNn5Ucg7kItcJkEnKpBOOwIvI45ibi3OBpRRG5AzgDOKcUysllOX4ysAAYqarTIPz3KyM9cynmRofUNnUDE3X+Jt+lU42nWbthrWh/ZitqNqiBuIX9W7JY/PFvrJhWaGJr6ZjJIztE4DUJJjNYlNdZrYKPPXf+6/08Lo+AKdFd9cqFhUQvU9sk88P4n2l9ejPqtU9lyWfL+TFjDimt6nLhv87Bm+vl1Uvf9WeucsZMHhlX3tdSytd8BfC08/VkwdKpiLwF7AGeBb4DblXVDyJw7H8Cuap6T9Bj9wONimpKFpErgfNV9cryHt9SOqp8hqcsZaZSrF2mMU0Rqf679pf1O7/thdf86bMbIx7sOPTH9u9UJA0pXnQwgKpudpy5exJat6fEPgIRqQ5c/9D0e4aOHzHRRwkX4bFTRsViGqYH+IMdyJ9VqYTchzn/u4DHgh5/Bvg98DugtL5yYeFcJDOAd/zBDpTq/ZqGyeoWK67421er+O2rEjUcIyaG5wSIh5yvsH5fM9IzA0FliaKX6/ZRr31q4ReQ4w0u01VoD5Lzmt8WkR8wN6fnOdYUq4M2uwVzE/I/4DzgCxHZV1o16GBEJBa4GtNL6X+sGsYmaFAxu9oMz3GiygY8ZVUDLeX6EyijTkeMO8Yd4455KSM9c0aUSgWnAZGa9rKUTCOMUm+4+MtaRQkVlpS5GItphPT3fRV5ERaRusAvwFhV/a0U53hcUdVcEbkCmCMiP6rqD0GP/wF4Q0S+UNWDUTj8NZjPh7LeZQfUpCNwLtEUwwv3+LEAJZXodq3ZQ7thrWg7tCXuWHfAw2pl/oxVNL2qikRVN4rIMGAcMEtE7gFeVcNeJyv+OsaX7WLgfRE5T1VLlPsughHAkgKl12uA2aq6rJj9bNPycaJKRplO5mURRkOjOkX/8nic5/1mfZeU4jATgbhOw9tx8TPnccOHVzJm8ki6X9650IZxSbGMfP1Cxkweyei3Ls33FFEY0xSRNCAFaxhakZSmhwdMtuXsshzIye7cCTwYxrZu4C3g/Uik6Csax2j1WswdekrQ49Mxlin3RvqYItIc+D/gqrKqnEdQQiBqYnilIJAJ8St1b5q/ldqNatLitKYc2JbFTy/PYfWP69m/JYupj0xj76YDtBrYHE+sm3mTFkfSlqRcqKpPVZ/GZFj+APzPMVhGVb/gmA7a98B1wMdOH05ZuJ4gGxnnb/HPmN+t4rBNy8eJKpfhKY8aKGGa9QWPaSa3rMPRrBwO7jrk15ooxMCbexNfI76o40ZDRbUfMLM8Ks2WUhN2ScvhJ6CdiKQEN+WGyU3AT8UJHAZxPyawvqekDSsrqvqZ02MxUUSC+3nuABaJyBuRylw5F6WJwOOqWt6/yUqjJl1Opjlj8R4oXqkbjJt9QUf7IKLpVRU2qrrEEf57EOO+PkaNc/udmKb436nqRyLyF0x5q7+qbgh3fRFpBvTAeOf5GYHpEyrJ29CWtI4TVepNL2+ZydlvQkZ6ZvMStguMaU57egYf3/sVu9aGll9pM7gFzXo3Zt6kIo2l/WOakcQahlY8pcrwqGoO5oN/WGkO4oiYhZvdOR/T63J5Mfo2VYV7gURMPw8AqroVeAR4LoL6KX/BlHCeKu9Cfh0fjH5RWYi47lFpERF5b9HExbm+3EiVWI53eS6AquY4zcSXAE+LyMuY/rlrgBdFJFVV38SMq38ZnGEMg98Db6tqsBDincD/hdFobwOe40RVy/AEykxtz2hJ7cY1cbld/PLOQua+a26GW5zWhB5XdCYxOQFEyNqRzZLPjsmiE55Z32DCqLEmpiTQ74YeLJy8jC2Ltxe1WTTGNE+jCt/RVzVEJA4z0bKjlLv6y1pvl2Kfm4AfSso+OMJmrwEXqGqRv3xVBUe/6HLgl+B+Hsw48bWYi9Z75TmG43f0J6BHpLKjYyaPnPTvczJiY9wxE2NcHp9IyRoCXp9XXeI6LCJR0T0KFxHpBzz27dovU89pk748xhXT2smAlZXKUJ4rhKr+KCJdMUHufExGbQKQISIXqurTzsTe5yIyRFUPFLee8x5di2l+9j92GpAKfBTGKdmA5zhRZd70ospMBUlKTSRrx0FWTF/LlkXbqNOkVkAW3SEcNdCWxTxnEBj8x35kbc9mzlsl6gm2KmmDcHGmADpjDUMrkvrAtlAj5iUwFTjLEYkMJmS2wsnu3EEJ2R2nx+cD4CFVnVHKc6q0OEq1vyeon8fJXN0M/FtEksq6tvN3kwn8qTSli3D489SxzZ784cHPRVyzMNNRRapJq+qhLVmbsp6e+fiTxyvYEZGOIjIZ4/M0AeiUFFfjPBEpr81GZSjPhURVD6jqdZi/L//kXyuOne99wBxMz0/I/oQgzgS2Fig534nxNQznM8I2LR8nqkzAQ5hlpgUfLeXzh6bx4/ifmfrIdHavM9skpebrv8lXZhJDXRHpKiLDneeLJTE5gQYd0xARzrx7IL1HdQXAE+/h7HsHEV8znwxFJMc0e2ImAwpHe5ZoUdqGZQBUdR2mpt8t1NMhHrsZ+F5Vi6yPOqWdF4HFwPOlPafKjqp+jglMJvoDRVX9EfgaKI/68hOYseTSZNtKRETqAX/adGDDrY7hah9MSWcppryjzvelmIxCn0e/u7f38l1Lb3H0mioMEWkmIhMwnn7TgTaq+rqq5p0I5blwUNWPMDfOHTHZ96dFpIlThroF2Am84+9nKoKCzcptMX2VE8I8Ddu0fJyoSiWtsMpMACmt69L69ObUqJdI3Wa12btxH+t+3hi8iWfv4d0jne78xpgL2lFgI7DJ6/P63C538b+Qzj163ea1qdu8duBht8dF056N8MR5CLJEiuSYpvXPqnjKFPA4+M1E5xa3kRivrjuAoSWsNwYTQPWNpijfceY+zAU5WJ/nLmCxiExQ1VJNJ4rImRhNn85ReM8eAl5X1TUQno7PGEb63bWfwYxHRxVnSumvmGzGcxj37kJlG7/CN6UUWiWKtiTRQFW3OTe2N2DKXF+JyCmq6hWRUcDHmOD0+oK/L86E7BBMcOjnduDFUtyE2pLWcaIqBTwll5kcajeuSafh7QDweX1s/HUruYfzZ5lrxtdOwNz1bQQ2BnueBKuothvWinrtU0huWQeAZr0bkZSawLrZG3E+HACo3zGNEY8O42h2DhOuKtRqEMkxzdMI/07CEhlKO6EVzOeYzMQjJWx3MzC9hOxOb8wF9rQoadNUCkL186jqdhF5AHheRAaHG7g4GkWvAdeoaknGr6VCRDoB6Ribh9LyD8wE2vmq+kkkz8uPiNTAjEnfgsmatVfVYvvQ/F5VOLYkqhoXqq/Hpz5V1Ty3y/0zFWBLEmmc35+XROQ7jIbVEhE5Q1U3ichFwFcYa6C7gvfrWq/7XX2bDNzapd6pszPSM1sCsc+d/zqCrMxIz0wmPKFbG/AcJ6pSwFNimcnPim/XsGLaGmqkJXLGnQPonN6eI1lH801SucTlVtUvi1gioKJar30KbYcei7WSW9QhuUUdsnYcZN3ssG76IzamKccMQ0NKlluiRnkyPN8DnUWkdlEXXCe782eKaW537tInATdoBXhMHW+cC4+/n6e7c6Eej9FOuRKjPVQsTvlvPDCpPIq6xaz9L+ARVd1X2v1V9YiI3AS8IiLTIhnAOj0oNwF3A19gmrTDDkiCvarW7l39TO1qtU+tXa1uNYIUvrdmbV4zcf6rjdfuXVXc8EelR1WXi0gvTNCzQERuVtX/ish5wPcisltVn8xIz2yhqhOv7X5z3xhXTL4eHI/LA+Z60ZzwhG5tD89xoioFPAE10OKIqeYx2RyFA9uy2blqDymt6lKzQaF+x+LKTAEV1enPzmT6szNLPLmti7fny/gUOO9IjWm2w7ghFymCYYkKjShaMblYnAvbjxhvKH/Kv2DT8i3At6oaUsnZ6Sd4B5ioqpPLch5VEVX9XET8/TznOCWHm4EPReQTVd1fwhIjMZnaaDTSng00xQRUZUJVvxZjh3A/Zly+XDiZmFGYpvf5GO+3Mk9MjZk8cpGIrMOIWr5Q4FgxwCYRaan5LRyqHKq6TETuwpSLHxSREZi/ybOAHy/tOLL50JZnX61oXKw7Vihe6NbDMaHbosp8tofnOFGVAp7VhFFm6n3NqWTtyObAtmwS6lanSfcGAKGEsoosM42ZPHJhRnrmfIySc2Ua07T+WceHRpS9pAWmrHU2xwIecJqWncmj2ynee+dhzF1heZp2qyr+fp67gX+o6iwR+QxzUf9jUTuJSFOMvsoZBbRSyo0TgP4TuFNVy9uf92dMb9JbesxGpLTnI5jS2qPAbuCKCE7v9QX+U/BBNfYf/wWuwpRZqzovABd0Suu6YmCzof3TEuptT05IFZe4PKo6FsBVaNiySEoSurUlreNEVQp4wiozbV6wlSbdG9KgYxq5R/LYuXoPSz9bwarv1wWvFU6ZqTKqqNqG5eNDQ8pe0gLTuHy3iEiI3pNbgK+Lye78DlPC6V6GsfgqT4h+nu8xwc9SEXk9VJDgZDrexIjAlSmIKIHrgO2Y5tZyoao7ROSvmCbZfqXVBxKRQZhek3hM0/vUSDVmi0gdTLBf1A1bJpApIg9X9Qb68SMmNsv15tRS9KYYV6w3uG+pHJqXfqHbXwr0ONmA5zhRlQKeUpSZiveCc+5Oii0zjZk8ck1GeuZoSm9j4ScaY5qnUbJPiyWCOB989YAtZV1DVVeKyGGgE2Y02r92EkYI7/Qijt0G83t/vqruKuvxqzoF+nlOdYKE+zANzANDBAl/dr5H3FzXaQR+ADg3ghf51zCfbWMwkgPhnMepmMbn1pgs2LuRElMMojfwSzEq3v4P2p5UYV0wx65oQow71q8lEjKr33JAM864w7QsLZqyjBmvmsHLDue2odOI9iQmVydrx0HmTVrMimNmqqGEbm3Ac5yoMm96pMz6fD6frtu3xj12yqhTQwjCFTzmJIwM+aFw7669Pq96fXm5wDWRHNN0xiHrUjrHbkv5ScP0TeWUc51QZqK3Al9pCGdlR4TwQ+BeVa2yF5NI4ejzTOSYPs8rmJ6+fBlUMYq6dwBXRykjdjcmizIvUgs6gcoY4CERqV/ctiLSWkTeBT4BpmAmr96OQrADppxVZGnMCfgyMb1SVZIgb8biTKhJqFudAWN74s3L/za3HNCU/mN6EVsthlXfryO+RhyD/9iPRt0CP8ZQQre2afk4UWUCHodRBInblAWXy3V4xobvLwPGAj+LSLFTBk7Q0mnfkb1rc725XopRUQUOedU794Fv7zowdsqodeU5zxCchjUMPR6Ut5zlx6/HA6ZpWTDZnYcLbuj0ZLyMuWt+ueDzJzH3AQnA3U4wczPwuIjUhsB0UibwZ1VdH+mDO31BY4iCg7ujLfQyRXh8iUgDERkPzMRkCVur6gsRCMSLo69zvOJ4C7jMaWKuUpTGm3HwbX05uOcwa2fmF+nuemEHAH4YP5vpz84MuMZ3u6hj8GYF/RRt0/JxoiqVtCJWZvp+3Tf/c6TVr8CkyWcAdxX1ITlm8sg1IrLt9GZDn7mi8+h2mPHhVgSNaWJ6gjJu/eTaRePkuouBd530e0mTJOFiDUMrAOdObCzmZ9xy/IiJsV6f1+doM00jPJ2NUEzDKLj6xwVrAJ9paBfwWzETeadV9d6ISBKqn0dE/ocJGm/BiBQuxQQ90eAfwH9UtTwN7MXxCEab52xVnQrgBHN3YaQoXgXaquruKB0/gFPK7UUJ04mqulpEVmNMcj+L9nlFmIlAXK3GNelzdTdS2yXjjnGzecE2ZrzyC9k7jVJAjys7U79TGrmH86jVsAYANeonIS6hTtNaAOxctcf5bn40wWK0FPZTtCWt40SVCnggcmqgzoXkbSfwuRP4VUReAJ4IFiGEgFFj2+/WfZMxfe3XJU5lqOr7IjIUI2x1eYQuWv2JwOiqJTTO3d5EjOx8vt8rR3W7PaZfIhydjUKMHzGxxZzNM/d1TO2yNN5TLU1EYlT10oz0zFMJCqScjOPfMErKZZX5P2Ep2M+Dea+WishijMFoNNSUcbRaBgE3RnptP6p6yBm7f1FEemKCnD9jDCm7qPEaqyhOAbaH2TvmL2tVmYDH780YmxDjPv/BoSTUrc76nzfhzfPRol8TatZPYtJtn5DWLoVTL+2EiLB3437iE2Op1agmsdVjiK8Rh1+QP/eIuSzkHTEFgLjEWNwxLry5gYR8sJ+iDXiOE1XyTfeXmYBZqnrY6yuyVJ+HMfObBXQM1VOjqgdV9QHMha458JuIXF2gv2cU8E4pR1Bvx9ylX1+KfUIixiyyIyV1Y1vKhFPHX4Rp0iyulu9xnvfrbFwSxtotMtIzfwJmdW/Qu0G1mOqN/Ol/53t7zEV01nPnv/5zakLaJGC0OlYFlsIE9/MA+zDj2M8A16nqnkgfzykx/hu4rwIUrr/FjJavA04F+qvqjRUc7EB45Sw/7wHnSTnMXY8DY4C4eu1SSahbnQPbs5n66HS+euJ7dq3ZQ52mtWjepzG9RnZFRMjedZCjWUfxxJscQULd6nQa3g6f1wQ0MfGmohdTzXw/mp0THOxAfj9F28NznKhyGR4/fjXQ/k0H/bl9SqdbejTsfQhopaoxXs0TwbXc7XJ/DWSEU4JQ1Y3ASBHpg/nwvEVE/oj5o78ac/cYNqp6WEQuA34QkZlajGVAGPQEFqs1DI04QU2LpSmRlqSzEbz2BJyMUTE6Hh7A4xJXj78PfjzP4/IkFrWhJcB9mMzY3UBnjElr4ygd60IgEfN7EhWcG6xLMWWtTZibtYdUdXm0jlkCYQc8qrpLRL7H+JW9GdWzihyDAbdpy4T4pFiS0hLx5flIqGOUSOo2r02NNPOnmJicQGJyQmDnGvWSSGubwt4N+6nbvDapreuSvfMgKa3qAgRMq4MIvlm2GZ7jhFT1FgGnDLVKVf8d9NhM4C+q+kMZ13RhtE8eA37DKKq2LUuqXERGY0pmPcsasDg6HcmqentZ9reExiljlVdr6RAme5hPfqCMgZSfw0R4yu9EREQaYVzj9wGXYaaWTolkj4uIxGH6gm6MtD2Fs75gFH0fw1wU71HVb0RkLCazPOB4DCqIyG/AZeHqGDk3d9ep6pnRPbPIkJGeeRSIFZcw/NFh1D8ltdA2y75YSf2OadRqWIO8o3ms+mEdzfs2IS4hlv1bs3h37GRaDWzG0D/35/C+I2yYu5lmvRsRlxjHZw9+y8Zf8ylZLB0zeWQHADGm1R+qavsKebGWAFU2wxPEYMyIajBLgA5AmQIe5wMmU0Q+wnghNcRIjj9RhpT2GxgH7Gcpe3nrNIxWhyWyTATiBt7Sh3rtUkhMro4318eOFbuY9cav7N1g+s1bDWzGKWe3oVajGnjiPWRty2bhlGUs/3o1hNDZ8E9/DLylT7Xi1q3TrBb9ru1OSptkYqvFkLU9m7dv/B8ULVhmyY//LrkasBb4L6axeEyRe5SePwBLoxTs9MUEOmmYXqSPgm6qXsJIYlxHBU/qiTFcbYAJJsPlY2C8iDRQ1TJrVlUgsQDqUz659yta9G9K7cY1yd55iPodUml9enMOHzjCkQNHoGENln+zmh8z5lCtRjxNexllf3FJYBS90/B2tBrYjKwdB5n52q8Fg52CQrc2w3OcqNJvuojUw3xYFLwL8Qc85cWH6esZhGk6+01ERpak3xOM8wF2MzBQRK4o7QnIMcNQq7AcQfxNi4C7/bBW5BzMYdUP68g5nEuTHg059/4huGPMj7lR1/okpSWwad5Wti3dQZ2mtRh0a1+a9mwIoXU2JgJxJa2blJJAtdrV2L0mZNuJP5CyhMD5u5gAPIGZXpqI8aQa7jQYR+IYdYF7MBnaiCEiHZzpsv9iSkCdVPXD4AxykDbPo44GV0XSB5hTGh0jJ3v9P+DyaJ1UhDk2zi/Cqu/WMSdzAWtnbqBRV6Ohs3nBNnav25dvp7n/Nd0RuUfyUJ/5cS3+ZDnvjJnMKxe/w39vnsLybwpZixX0U7QBz3Giqmd4BgHfh/jDXAIMj8D6wzFKo3OAK0WkH/A0Tn+PqoZlKKmqWU7K90sRmaOqRfp4heAUYLeqbivtyVuKZQwmqOCD2z9j12oTdCSmJnDVy78jMTmB2o1rsWvNHhZ9/BvfPTcr8AE3/JFhNOiURsOu9Vk/ZzMc09m4JTiQKmnd9XM2s36OSYPX71DomhYIpCLoxXYi8SdMI+iTGE2jaRiH8LuAF0SkdwSEB/8O/LcI6YBS4+j4PAici7GDuFyL8flS1YUiMgGjGF2R4n6laVgOJhOjBP/vkjasBAS8Gc97YChHso6SczCHxt0bUK1mPOvnbGLLou0c3H2IdsNa0XZoS9yxbtLapgCwclrYMwWh/BRt0/JxoqpHmYMxxoIFiVSG52qCmvDUGPL1wRjNvS8ib4lIWI2SjjLrQxh9nriStg/C+mdFh8E4Hzr+oATA7TF/Ej6vj0N7zVT47rV7A8EOgMvJ0BzcFWjJCtbZCARSJa0bBgUFyyyAiHTGNCtfrapex/rgCmAcsB7TV3VDOY/RBmOM+WA5TxcRSRGRp4FfgQ0Y0cB/FxfsBPEgcJqIDCvveZSCsgY804E0EYnEZ2+0mYYjIrt7/V7qnZJC68Et8HmVeR8s5qsnvgdg/5Yspj4yjb2bDtBqYHM8sW7mTVocEBgMg1B+ilZ48DhxImR4Xgjx+BYgTkSSy+pB5KSRT8M0QwZwUs1visiHmLvJ+SLyH+DJMJqSnwOGYO7u/hTmqVjBwejQsuADnngPg8b1BWDh5GUhA5NOI9pTr10K+7ccYOnUlYHHVbW1iDR/7vzXz/S4PPnu3sJZtwgKCpad9ASpKd+pqoH+JkefZzTwNiZQmSQiH6jqzjIe6kmMJldZ9/d7pd2OEZJ8G9NQvb00a6jqQRG5BZO16hxtbSZHcLAnJQgOhkJVvSLif///GulzizAZPvVd5xKXZ8bLvzDj5V+K3HDTvK1smre1LMcoyk/RlrSOE1X2TReRBkAyIZx8nVp4ebM8VwKTi2pSVtVsVb0Po5XRDlguIlc5Uxchcc7rOuBCEQm35GYzPNEhNvg/8TXiGP7IMOq1T2XZFyuZ/UZhq6Tul3em33Xd2b81i0/u+5rcw/lkmWIwd43BAmNhrVsCrUre5KTiEWAlIUbEHXXiNzEX20zMjUWpEeNA3gX4Txn3j3MkLVZiAuueqjqutMGOH1X9FOMjWBFBREdgSzkm3TKBq0rT51jRiEiLsVNGPbJx/3r1adEibuXAi8kyFjVpaQOe40RVftMHAd8VM7JZ3oAnXzmrKFR1vapejmnW+xMwQ0R6F7P9Hkz6/ZWSymFOU3ZtoJC5pKXcBJoWE1MSSH/8LFJb12XepMV8/8Ls/FsK9B/Tkx5XdGbn6j1MvvsLsnflT+aJSI6qNvO4jiVNS1w3PKqcR1G0EJHBmL+dMcVIRPwdIzOQDZzt9N2V5hguTM/M3WGWnIL3dTtZphWYTO4wVb06OBNVDm4DxjojzdGkrOUsPwuBA5gbtUqFiFQTkQcxAq4z4zzx3VziKpc3YzA+9fkcv8UihW79m1K1r71Vlqpc0hpM/lG/gpQ54HF6BOoSuj8oJKr6kzMdMgr4UES+xWhqFFJIVdUZTk3/bREZrKp5BT2cgNgXhr+Rt/fwniN1qyf/JyM9s6weTpbQBJoWL3jiLBLqVidrRzaeODf9rusOwMrv17Fz5W56XtWFDue2xef1sXvNHrpdZH6t9m/NYslnK/zr+RvRc3CyRyWtW6thDbpe1IHEFCNoFl8jjkHj+nLkwNHgHoHSqHufsIhILcxU1nXFlakdv60rgF8wo93Pi0hPp88nHEZifobvleLcBEjHKD7vAa5U1YhmZVV1i3OxHi8ig6LosdaXcmSUVVVFxG81USZZkEgT9PN5CmPI29URmiUjPXO0qr4hIqXWy/L/CHzq8x7Mzd5dzVP9oyd+eOCSTQc23FBCkGublo8TVT3gebaY55dglD/Lwiggs7SCX872b4jIB5imygUi8gzwzxD9PU8AQ1rWbv2U46fUlQIeTi5xeepWT07EWA+UycPJUiTTMN5YnoS6RncwKTWRTiOO3UDvWruXnSt3B5RXXW4X7YYdqzBtWbTdH/AE62wEAqmS1q1Wuxpthx5rJYqpFkPboS3J2p4dHPCUZqLvROZ54GOnbFUsQf08r2D0eW4ijPKUY+HyKHBpuAGFiJyOKZ1Vx4yvfx7FYORFjDbPaOD1KB2jL/DPcq7xNqa3cZyqRiyDUhac5vNnMOKx1xfUUxozeeSkc1qPuPq8tr87x+Py+HuYSsILHP1m9dS33l/69qmYfq9Rqjr2Vrl2E6a3c3QJ+9sMz3GgSiotO6WgX4G0ooISEakPLFTVlFKu7cFMUgwp7ziqiDTDBDZ9MX8E7wZ/GD449P9uqFOtTobHFeNziatMJqiWsuGMj8+kfCrLfg4BfcZMHrkoIz3zeUyAGombiTyMNcotEViryiLGIf1+oHtp1MpF5B/A6UAboOP4ERNTKZBFxWRzVgPTXpj9b124fV6yU6Iuae1uGJHDNhibi3crQhHZOe5UoGN5GqqLWDsZ817UKe9Iv4hMA55V1Y8icnKlP34CcC9mWu8x51wKZUtF5Fxg/Niet6V3rd/jP0A3zO9FqL/fPMzvyzxg1Ngpo9YBn2MEGq8BUoFamJuUbqq6oYhzqwusUNW65XmNltJTVQOeUUC6ql5czDaCMeFrp6o7SrH2WRgPmyL7cEqLiAzA6PccBf6oqj9b64Hjj2Pq2ZvypZe9wKwxk0f2d9aMSiAVgbWqJM7NzVzgXFUtepQm9L4eYFr9pIZxN/YY16x+UoMECmRR/ahqXq4vxwPMjXXHXVpUFlVEWgEPYwKpR4BXVDUn1LbRQkT+jQlKRkd43eHAOFUt9wi8iFyH+ZldVP4zK9VxBeN7+E+MSv5filJ+dm6Kf8VYaHwP4LQWjNl/ZN/lCbGJddziFhHJwQQx0yjgzSgiDTEBkA9jA7JSRJ4E4lV1XBHHrQ2sUdXaEXrZljCpqgHPq8Cvqvp8Cdv9APxdVYvr9Sm4z1vAjJLWLi1OM+Q1wKONazad9deBD5/deUT7am3PaEntxjVxuV388s5C5r67EIA2Q1ow+LbC/ZYf/Pkzdq3aA0V4OFnCJ0JeWoq584vhWLagts/nS3W5XOVJW+cLpE5GnL+ZL4HpqvpIWdb4++DHxqQkpL7oFo+4w0qihs6iOlOh92Eupk8BTxc1wRltRCQR4+91TWk+28JY9x9Anqr+PQJr1cJoIjVT1UJOmtFARE7BtDmkArf4g5gitnUBXwA/qeoDBZ6rgSmF/owJaD8o4bhXYsqNf1LV15xAagnGf7FQFk5EagIbVbVGaV6fpfxU1TpiSQ3LfkrVuOz8op+HkXyPKKrqU9XXgbY39hjXy6e+askt63A0KydYwK4QG+dtYdGUZYGvw/sCgyPWeqCcOHfxozEZs7IiHJukigXaq2pKBMZyQwmWnWyMwwSjZRovz0jPvKRhjcZPxbrjwg12wGR/qgNvZKRnXiIitUXkMUxgnI25iD16vIIdMJIYGG2f8aUUMS2J8k5oBVDVfZhgtcgsfKQQkRoi8k/gO2AycGpxwY7DHUA8JktXkBsxwZAP83dYEu9gAqRxAKq6FdP0flsR29senuNElWtaduTZEwhvVLu0k1oXAdPKKlYYDuNHTGyOGTVn2tMzADjzntNJSksMuf2q79ex4tuQ2XVrPRABxkweOSkjPRPMBFDIckdBVJVi5JYCjY8lbVcMRQmWnTSISEeMoWafUkxYBfAbuNZtXrta72u6kdKyLu44N9k7sln86QqWfh6YriMuKZZLnj2fhDrVOZqdw4Sr3gOo5vXlvZVSPTVr56EdHwJdQk1cHi9UdbLTmH03kVGD9gA9KIPgYDFkYoQXo2J+6pSvrsQ0DX+J6WsqUetoeLsLrxjZ+doH+jQZsNnj8hzMSM8M9HJ5fd7vGtds+ruN+9ef66xbYsDjTKbdBXwsIqer6ncYi43ZIvKkqh4osIsdSz9OVMU3fRAmxR1OLa60Ac81hKG9U04C1gPh0O/6Hlz33uVc+vxwOp7ftuDT1nogAjili06YD/tDOJLzBfH/yoUbxJQh2ClJsOykwMlaZGK0cAo5MYbJRCDurHtOp3G3BhzYlsXaGRuo1bAmA8b2okGnY95lA2/uTXyN+MLngXjuHfToOlW9oTIFO0GMA251JpHKSydMmSWS5afPgQ7OTWpEcaRDvsMEVBer6u9LCnYy0jNbvDD8jVlntjr/rdOaDorzuDytOCZAGgu0d4nc+Jf+96eMHzHx2fpJDWsSXoYHjISJf0o3yfm9/YrQn8824DlOVMU3vSj/rFAswfzBlXjlcSaqOgKflfnMwiPg4VQcqsqOFbtY89N6Nv66hZr1kzjthp60PzOf8K61HogQYyaPXOP0y/TBOBsvxdz1KZDj3MWV9zBFBVJ5mECnJMGyk4WHMCWC18qys9/A1eUWd0Kyac+a/p+ZTHt6BrscZ/qkVKN91GZwC5r1bsy8SYsLreNyuSXOE9/OaWStdDhaMo8AL4bzGVcCEStn+XGauSdhsjARQURqicizwNeY8fdeqlrieWekZ16iqosE6RXrjpWiSs4iLleMO8YF9PnrwIdOvbnX7WEJKDrj9/Mw1xy/eerjwJ/E2KEEYwOe40SVKmk5f9SDCb+mvwNzwUoDSnIbH4lxRo62bkQhD6dQrJy2lpXTjlU0eo3qSreLO9K8XxOWfZlPmsVaD0QQpzyYbwzcP81Vv2Oae8SjoQdYpj0zg9U/rKP7ZZ1pObAZ1WtX48DWLH55ZwFrZ24Ek73ZCezF/MxigNzt2Vulmqf6f2vE13zSliYDujajMCWksk5UjAHifF5l8SfL6ZzenkG39mXf5gMkt6jDrjV7WDtrI4kpCfS7oQcLJy9jy+IikwP+LGpllQZ4DqMKP5Ly9fT1xWRMIk0m8LKIPF4efaKgoY9/AFMwvmRhtR74J2IdpeVwD+mOccfSMa3L3zPSM1eFeRMyC9gHjBaR81T1UxGZ55x3RtB2VnjwOFGlAh6gGeYDaHk4Gzt35f6yVpEBjxNIXU3FNInGlrwJ1KiXyIFt2YUeD3btdrDWA1HEny0QEffBXQdZNOVY65inWgztHSHCA1uz6Httdzqc25Z9mw+wctoamvdtwrC/DGTy3V+wffkuN1ATOKvAWOsHwGeqaoMdM73yBnBDOTVmAlnUdbM20qxPY1LbJJPaJhlvrpd1szeReziPs/46iKzt2cx5awFp7YqU66rUWVRHWfpG4BMR+UzL7oHVlzI2h5fADIz0RldMBqTUiEh3TGDnAoaXRp7A38sFVBv+yLB8pUyAPev3MWncJ4yZPDLk/su/WR0//dmZEzLSM38Jo6duJiab9XvgLafs9hgm2Ho1qBfNNi0fJ6pawDOY8Pt3/PgDnm+K2aY3Jur+uRznFi4B64F2w1pRr30KyS3rANCsdyOSUhNYN3sjnYa3Jy4plp0rdxOXGEvTXo0AWPXduoLrWeuB6BLouTqwLZsZr84NPNHhPNNTtXPVbrYt28mZ95wOwPfPz2Lrkh3s3bifftf3oNvFHZn66HQInS34GeNO/U70X0ql5z8YpeJPy7lOSzDNyOfcP4SYeA+T7/6CPRv2c94DQ+hxRWdQpUHHNHav3cuZdw8kPsm01XniPZx97yCm/2cmR/YHkr2VOouqqr+IyHsYkdPrS7u/iKRijJgj7tlXwGqiVAGPI9D3CEYx/2/A62UQd5yoqnHBmZ3gm5aDew8XegygzZCWxCXGsn9rFhybiC1JImIW5nf4d5hJ3xeBy4AtGDmDdyDwniAiEkVVbksIqlrAM4jwxtGDWQJ0LmGbq4E3K+iXL2A9UK99Sj5rgeQWdUhuUYesHQdZ+d1a2p/ZiuZ9myBuYfe6fSz++DdWflfoJsNaD0SXInuuOjlN5Is+NoLcxjcQklvWYcfK3dRtbnTF6jQP6IuFyhbMIQJTNlUdEbkEc+NxagSWiwVISkskJt6DN9fLjpW78eX52LtpP6ltkklpZURu6zavHfg5Abg9Lpr2bIQnzkNQv2pVyKLeCywVkYFhjGQXpA8wO4pK0W8B34rIX8JRcHamHK/DCDy+h5F6KHUzdXB2Nvjx4JuWUI/VaVqLTiPak5fjZdkXKyH8idiNmD695pgAbS7GVPox4DERCVba9/fxRMOt3VIEVSbgCerfebiUuy7BOCwXtW4ccCmR+aANh4CH0/RnZzL92aL77X77qsRYJtjDyRIdQvZcNe3ZkJoNanBwzyFW/7gegHmTFjPgpt70u64H/a7rEdi2eq18PYsFswVzgW4i4inL+PWJgKNW+xymXBEJfZscIHbfxv0cOXCU+BpxnP/wGRzYlkWrAc0AWPndWn/WDYD6HdMY8eiw4LH0YCp9FlVVD4jIbRhtnq6lVH/uR4QbloNR1d9EZDPGQf6r4rYVkd6Y34WjwFmqOr8chx6jqvH/z955x0dVZm/8e2bSIAklECB0QkeqIE2qiB1ir2DXYNd13VXXuuqu/rZbydpQYmUtAVSsoKKAKL1JR3ovCSFt5vz+eN9JJpOZZCaZNMjz+eSTZObe974zd+be857znOfx5e1c+9YlgLBvw34WvLmEveuLVwF7jesGwPpvN5FzpDDoLZPLZTM38zFSCm+LyNWYJph+GC7pOYAne1kX8FQDak3Ag7nxOAg9o1HYqRUgg3MuxnPLr+9JJSANI3YXjvc+j+JkuDqEH345V56L4qrP1uEuMAvjVbPWsXfDAVr3TUJEOHogm1F3DPG+aIJPtkBVD4vINqAHsKwyXkBNhiWjvg68oKrhKilvALoX5Lr47IlvOOWqviZ72jGBI7syWTVrXWGQGiRqSxb1Q8y15T6MCWqwGIIhA1cmPGUtvwGPiCRiOERnY3wH0yuacXe5XWOdDmchVyb/WD5bftrG0QPZNO+aSKs+SZzzWALv3z6jUNA1pkE0nUa0B4oytxbBcrnmYd7Pt22p8UWMie3TwANpKem/AZMeG/2Ms3lcUpa3BhBm8Tq5rnmh8lCbAp5RGFHAkL4EqrpXRPKBJEwt1RdVob1TiNSMCcvSUtKXEB4Pp8V1X45KRyHnyoOEdo1o1SeJgtwCVs0qErBzRDjYu24/e9eZFeOoO4cAsG3pTu/d/WULFmJ4PCdcwAPcBsQT3htuYRZ1z9r9fPJoafQ9g50rdmMFKH1Ra7KoNsNwO/CLiLynqmUGaiISCfQHFlTy9N4FHhORWO8snhU8nIQxh52K8T70FeoLGSLieOG814tlU70zeo4IB5e/OJ745nG07NWCDd9vBqDHWV2IiI5g+9KdHNhyyHfYYLhc8zC8HQ+eAuZ1T+zZ+fzul/R3q3uhQxwRLeJbCj4aQJjP7LVpKemLgasD+bnVofyoTQFPsHYS/uAhLhcLeOyqYiRm5VGVmEjFPZzqrAeqBoWcKw882Z11320ulr3pfkYnOo3swIHNh0ho15AW3ZuRm5XHoveKxaT+bkIe4vKr4Z58TYb1PnoEGBLmct4Jm0VV1S0i8jTwooicGcQCsTewxVpBVOa8dttyz3gseVdEhmHKVweBUaq6MoyH/J3TEVFYy4qIchIVF0X2AT8uMvYtckQ46HF2ZwCWTV9TcrvguFyLgB4iUk9Vj6lq/u9Pfeitdo06/DPCEel2SKn+ehH2ZzCwPC0l/do6Ta7wola0xln+zigqFvD09PP45cBMVc0s57jlQhg8nE5464EqxGy8BANj4r1S3j6dHYd3ZhIdF0WX05JJaNeILT9tI+P+z73lBQJlCzwZnhMGIhKFKXP8KZhMRChIzZiwDFhCxfkRtTWL+h+M9lhA7qIXhmBax6sC6cAEEUkSkTcxgc9fgdPCGeyIyCkYl/TCbGpMoxiu/O/5nP3IaIbfMpAL/3428c3jyD54jO1LjWJJx2HtiE2oz6HtR/jt5+3+hi6Ty6WqxzD3m/5gNIA6N+32VFRENCGYCRfzcwtynzoEgdqS4emMufiUN8VX+AH0wdUYNn2VozweTgRwcq5DpaJYtiAnM5dXL33X74bbFu/k/dtmlDZWoGzBEqC7iMSoao6f549HPAZsp5J8ljiBs6iqmi8iqcBHIvJZGR1OQyhdsiOcmInhsyy3v7tbI9SwQUTiMQrMt4nI49jsbG5mLmtnb6Rlrxa07NmcvOx8Ns3/jYXpS8nJNFlaT+Z2xUy/2R0Inss1HxiSlpK+A6sBVM6XUw8IVgOoDkFAaoMMgP3ynqqqV4e6b1pKeq/dWbsed4rjrKaxzZyYemlevit/24JtPzQf0HLQqXd9etPSsE86+PklYzhE/ezcSgShLrdLnQ7nMYyOxcS6D3/VwqO0TMU5V/OtfUUJiMgi4FZVDad5Y42ELWVMA/oGY/ZYXngUdinfDecYtdzTzBJmnaoa0G9PRDYC56pq2DV4fI4zGqNRkwC8qqoPV9Jx3gRyVPXmtJT0FzDO5+FY2BcAaakZE8pU3BaRK4BLJo+f2hwYNOquIc7WfZKIaRBN3rF89q0/wII3F7N/00GiYqMYOKEP7Qa2JqZBDAc2H2T+lEXsXLnHM1yp1406hIbaEvC8A3yhqq8Hu48NJKZiLqrRvloMAG51ux3iyMEEEtVKErN+PakYrlKh9YCqbvh+y+wO9SLqjXvllxe+qq75nciwn6WKZguyMT5ZfoNVEZkMrFTV5ypwjBoPEWmAyWjdpaqlpsPCARv0TOEEzKKKSCNMdvuSyeOnZmLIwaMxHa9Rqpq3++guZ/PYFv8VkZcqo3QnIq2Bv2MySfcAR4E/q+qgSjjWROABYICqZlsdnnlU7HvrQTYwOJj3SEQ6tGnY7qcHRzxRX0Tqj3tyLEcPZJOXnU+r3i1o1KoBmXuyePumjzn74dG0HdCKvRsOsH/jATqOaI+I8N6t08naW8jtDvrYdSgdNT7gsfydnRhiY1CZjePtIicirwNLVfXf1T2XExWVnS0QkRuAkeXJYtYm2M9yvqreXFXHDCaLilnB53GcZVH7JvW/49wu5z/dpmF7j+aYv+uh92sPy8LPcrTuwbTIvwT8VVWzbVfWNmCEqq4tbYwQj9cJE9ycrqqFGftwZGddbheHcw9tfPDLuzsF0yUsIjKhz/VZp7YdVWKh3TQ5gYv+dQ5ul5spV73PdW9fhjiEt278iKy9Rxl6Q396je/Oiplr+OHlQgeNoLNLdSgdtYG03BWTogwl2HkDE9UH+yGv6SSxaRhp8jpUE2ywcg2Q7Xa7g1WkdWFWZ8GURhYCAyswxRoPEbkQI8//u6o8bmrGhI22JDAYSDt07OBBt7pdGDG4PGAVhls1ODVjwrDjJdhJS0m/ZNIpdz/dukHbeiJS2vUwAnP983QHVehaIyJnYDKiwzEifA+rajYY7y9Mi/pVFTmGz/GiMATox72DHYuJeElmlwcOkZz/zHsmG8OJSihre1XVHom9Xd7BzknndGFY6imM+b2pTC3LWI0r343beiMmdkwgIiaCxm0bARRT/6aG+7nVJtSGDM8twEBVva6sbaui9FAdsF/oXUAvVfXbPlCHqsEfhz92kgiL2zVKdqlqjNNR8h7icrsQkRyHOH4hyGyBXfkeAlqp6uGwT7yaISJJmAzC+dXNUxKRjzFWMh9W5zwqE9XBXxKRdsA/MUahd6nqzADbDcB4TQWVMQniuP8HdANS/I13ac+JLw1vPzo1yhkVtFW6F44B10yaPnE6pqPsIuAqVZ1b2k4vjX+jwCHOwouDt3Fp1r6jzE1byJaftjHo6n70veikEvsf2n6E926d7v1QXmrGhOhyzL8OXqgNXVqjKZLjLgtTgehe47rR9fSONG7TEIfTwc/vLOOXd42mW6cR7elxVhcatW5AREwEmbuyWDZ9Nb9+tcEzRrBGcVUGVc0TkemYL9uz1T2fExn/N/fxM4GMyeOn/nnJrl/e65TQpXFcdHwClnMFrN98aMPeD1a+G7nhwNqgP0PW9XoJppvwm0qZfDXBlqVfA9KqO9ixaIFZQByX8HYIb9KhMYOu6UdixyY4o51k7clixSdrWfXZWq787/nEN48rsf+O5bvrzXjoy6C7g0QkBlO6uhv4NyYgKK3b8BfMd2UwFbS0sNmkK4B+/oIdEUkBzm/fOPnujgmd/0qQNAdVdRW48yXSGXVNasaEaalGqu13IvIN8D8ReR5TpvMrfeAd7ADMeOhLnJEOWvdryRn3j2DsH0fw7qQMFry5mG1Ld9KiezMK8oz6xeBrTibnSIm3rzb4udV41OiAx0t/576ytvUYxQHOph0TyM3M4+i+7BJf6NZ9k4hvHsu2xTuJaRhNm34tjfz/4Ry2LNwOwRvFVTWmAfdTF/BUG0SkHuazeFZqxoTlIhMfBm5S1bN8tosEVovIaaoaSvDiESA8rgIe4FbA43xdE5CE4QUer5iKubFz5gMjiW8ex561+zi0/QidR3Zg+KSBHNp2mDVfbyAmrkhEvP2QtsQnxnJ4V/AO4SJyLkb3ZxnQX1U3lzU5Hwf1cgc8ItIcE9hdpar7/Dw/HCN7cM7/ff/4z2kp6TOxXC5VjbJZVV8UAHnZ+dkb/jb3z7k7M7cXy3Kp6kwR6Y8xRD1NRCaoagkFf7tIjXJGOXEXuFG34sp3s3XRDvJzCoiOjaJBiyIdoO1LdyEO4dzHTgMo1AbyQo33c6sNqNEBD8ZfKEtVgzG+ScV+yWf/2+honWG/7N5YPmMN3z4/H7W1U0+qsVXfJE/AA0EYxVUDvgSmikhLf1+wOlQJbsK4Snt4Al8CU0QkzltPxOqgPIxxSB4cQtp+ISaLd9xARLphNHdO9RaCqy7YRdRxm+HxXvg5nEJsU1Pdn/PcPA7+dpjGbRqS2KkJ8c1iiymAxzSIpvuZRmV4hfGQKnXhJyIdMdmcrsBtqvp5iFN9G1ggIveEaHTqOb4DE+y8pqolxDxFpDfwP+BKVf0ZCgVfh6WlpPfac3T34w5xnJVopEoKs7MYYdC0e2dNao7p+CoBVd0uImOwjugicoOqfupz/A1A92ZdmjLm3lPZuXIPuVl5JPVoRnRsFMcO5bBvwwFOubIPTTslkLkri8TOTWianEDm3qO+Pl5Qe/zcajRqesAziuDVlUcTRKpy/6biGlyOSMPbProv2/vhGkcSsyuGGZgb4nHdulwTYdP2fwBSPI9Zh+oFwBggw2eX9zAmiOcDHwV5mIXAMxWebA2BzXRNBR4OZ0dOBdEYOGYVcY9HFC783C5lxcxf6Z3SnVF3DOHQ9iM0TU5g38YDbJq/tdhOATykSiz8LPn5fkzW7u/AxaoaMilYVTeKyK/AmUB55AnuBhoCj/s+ISIdMC7ld6pqCSkPk52V74Edqup3UTtJJralFLKzLWX9WUTmAOkiMg14wCt4m+1Wd7fsA9lyeHsmrfskEVkvgpwjuWyYu4Vf3ltGXnY+B7ceJnlYO5J6NCP/WAHrvt3EgjcXk5tVLAasNX5uNR01PeAZDXwc5LYdQx281/jutOiWyOEdR1g1a53v08EYxVU1pmFuunUBT9XjOmCJqv7i8/gnwLn4BDyq6haRB4B/iMiMIL2iNgBxItK8MgX5qhCPALupWV5Ux3s5q9jCb/P8rbQf3IZmXZrSrEtTXPkuNi/YRv6xoo+jt4dUIIdwmxk7H/gXxmi0n6oWj5pCh6esFVLAY0tK92OaWfJ9nmsGfA48rarvlTLMAAI4t1tEE0R3l6p+JyL9MBy1H0TkCmuVkqaqNx7ekRk146HAh1k7eyNrZ5epAlCr/NxqMmpsW7pNWY4C5gS5S1TZmxSh/+W9GXpDfw7vzGTmw1+Rf6xEtr0mksS+BHrZjpc6VBFsl9wDwBN+np4JnGtvCL6YBewlSHsCW/r6mePAV0tEhmJKgDeGoxMnjDjeA57ChV90fBRnP3oaDZrHkXH/57x+5fvs33SQAVf0LixfQZGH1OEdR7zL+h50EpEumM/yk8D1qnpZGIIdMAu4s6wYZVCw1hHvAHf48oXsc58C76nq82UMNQDzXQuEoAIeAFXdjwkGpwLzROSK1IwJywrcBStc7oraudVaP7caiRob8GDczQ+q6rYgtw+uDiwwLPUUBlzRm70bDpBx/+dkFS9neVDtfANf2NTxTI4znkctwDXAalVd4PuEqq7DqMf29fOcYgKlx21JLBh4iMu1FvbGMxWYpKo1jStz3PJ3LAoXfvHN44iMicCV72LPuv3kHc3j4DajeNC4dVGM4fGQ8sMbQVWjMOain2NU68NGqLeBwmzgwhB2ew74zjd7Y0UVP8R0gD1S2gAi0hBoBQQ0zcJaEAU7KTV4FjgD831/za2udIdU+BZbK/3caipqcklrNMFnd8CUA7oDdBvbiRbdE2na0WhEtR/UmvhmsWxesJXEzk046ZyuuF1u9m88QD+rgXB4ZyYrPy1GM6ipJLFpwL1AWSuYOoQBlofyICb1HgiestZi3ydU9UcRWQzcgikHlIWFGN5Ebca/gDmq+nF1T8QPjvcMTx426Dm09TA5R3KJaRDNeU+czpFdmXQa3h6AXav3AtCiRyKJnZqQm5XLr9+ULK241e3G6H9V1nuWjrG8mFLWhiJyFaaVvb/P406M5lAmxo+urIziyZjydGll5qAzPN5Q1cUi0r9Nw3ZTnI6If/hP/IaEP9QkTbjajpoc8IzCsOyDxWyMq3pEi+6JdB1TROlpmpxg2O97jhKbYLoWHE4H3cYW0XR2LN/tHfDUZJLYF8AbIpJUiRehOhRhArBRVX8oZZuZwFMEbrt+EPhGRF5V1SNlHG8h8KqISA0rBQUFETkfs1jpW70zCYgk4Hjucixc+BXkuvjsiW845aq+5hrYMYEjuzJZNWsdG+aaxldPdmfNlxsoyCl5/3ere2MlX2dmAv8VkValiap6dYWNVdWjXo8Lpi2+BXBWIF0cHwzAfM9KQ7kCHgBVzUxLSW/hVreOe3KseAQHPTiw5RDT7jSajAntGjHw6n4k9UhEnA4yd2Xx/UsLPAGpG6Mx9EJ55lGHkqiRAY/l74wktLbwNOBaIGLOs/OY82xgeYfSnrOosSQxVc0RkU8waeC6L0Ilwup0PAjcWMam3wPdRKSZqu7xfVJVV4rIZ8DvKSPdrqo7RCQXaA/UqpWdiLQAJgMXqmpmdc8nAFoAi6p7EpWIwoUfwJ61+/nk0a8DbvzlM99jPr4l4Va3zt86t9Udcv18TInyPX96NxWBvZ59iLmx/93fNl7WEU+o6hKfpx/CaAWNLEPs0BunULKr0hflDng80gAOcRTWs5ZPLzKjP3rQNAg2bBlPytNnEFU/im1LdnJkVyYNWzUolBLAUE5qoiZcrUWNDHiA3sC+UPRmUjMmLEtLSV9CBY3iqB0ksWkYY766gKdycTmmdfXb0jaykgFfA2djUuv+8BhGs+OFIDqwPDyeWhPw2JX2q8Arqvpjdc+nFBzvJa3ChV9FB3KI49jJLU859a1lr7XEZDqfEpFvMcHPzBACjLKQ3q5Rh8lpKekd8HJzxyw8N9w5+A85n6z9KHPDgXXFulNFJBXzWoeFaMcyAHi4jG3KHfDgJQ3gwY+v+jZ3wsmX9iKqflQxJwA/qImacLUWNZW0PIrylZQmutVdUbJxbSCJfQ70sSvqOlQCLC/gIfx3ZvnDTAyPxy9sR8lUjFhZWVhI7SMupwLN8aOLUsNwXAc8qRkTlgFLMAu3isAFLP7dZ5OWqOqnqnol0BajKXULsENEXhaRETYjXy6kpaQnvzTuzafuPfWhLqqaiinHeYjXUUD3rk179Pv9qQ+fMnn81O+tbYbHiPZR4MxQSm4i0gSj+l1Ch8QHFQl4SmjCXfvWJVz71qWc9+cxJHZqAkCrPubyndi5CddMvYSJUy7i1JsGEBFVbNcapwlXm1FTA55QCcsATJo+UaYsTjvqcrtCVu60OAZcW9NJYnZl9SmhdTfUITRcAhwAAtcDiuMzYKwlOQfCX4CrrDBaaahVzum2bfkJYEJNUFMuA8d7lxaEwSEcPws/VT2iqlNUdQzQB9PY8SKwQUSeFJGuoRzAGpwuF5FBUc4o8XYX94bT4fTYugwGlt98yp2PYkqn51nNm1DQH1ikqu4ytgupS8sHhQTS/GP5bPlpGxvmbiFr71Fa9UninMdOo16jGGLiTRKoRbembJr/G26Xm57ndWPgxL6+49VETbhaiRoX8NgP/XBCDHhEpC3w9U/bfvyT0+GcgHE9D3aV47Lbh+wQXI2Yhrkp1yHMsCvWh4A/B0sctu3X6ynFe8jye56j7CzIz0C/QDeAmgQb4KUDj6lqaW2+1Q5704wBDpa1bW2GtVC4FrOAKw/KXPip6lZVfQbohVl41QfmiMhPInKHiCSWdgAvN/f6BE9BcAL1ezXv+9iN/W9/SVXLw8UqS3/Hg4pkeAqlAWY9NYdZT83h+5d+4sPff0bm7ixi4qNp2asFOUfM8Iv/t5LvXljAPFv2ajewte94NVETrlaiJnJ4+gC7QtHvEJGWGMPFf6tqGkBaSvovWKM4zAcwoFEcpp14Yk3P7Pjgc4yP0/GiyluTcAEmAA7VH8hT1iqtHPtPYJ2I9FJVvzwxVT0oIruBbsDKEOdQ1fgTsB+z0q/pSMJcW2pd91uoSM2YMC0tJR1Mu3dQDuGYhV8uJtgJauFn38vFwGIR+QNwOiYz9IS1b5gKzPC28vC4uTfp0LheICd3R4SDwdeeTPvBbajfKIaczFy2Ld7JvNd+gSwY0GrQ79NS0qeU45o9AGP7UhYqEvDkAVERUU6i4qLIPuAn7lRl/+aDxDapX+Kp/JLdcjU9a1prUOMyPIRYzrJS4l8Dr6rqvz2Pp2ZM2JiaMWEYJg2aBqzCfBBVVfN2Ze5w5xbkvg4MTs2YMKyWBTvYC8inmJtzHcIEm915BNMREuqN0aPHExC2Lf2vmDb20lDjBQhFZBBGQ+X6WhJEnAjlrEKkZkyYtmjHT8N3Ze3cl1eQ69HU8YcCTIA/H+hZ3iy3qhao6ixVvQpog5EVuRnYLiKviMhI+/2aCkSf+cBI2vRryZFdmWz68TcatWrI8EkDadmrOf0u7kmvcd2IjIlg7TcbUbfSdUxHhtxQKMHjcXMPFadQ+RmeDQAxjWK48r/nc/Yjoxl+y0Au/PvZxDcvckhf+tEqAPpedBIjbhtU+NrWltRDqqmacLUONTHDMwqTmSkTIpKAsVuYpqp/9beN7bYqwXAXka8wK4+a3I1VFqZhXtvk6p7IcYRxGP2LmeXYdxHQSEQ6quqGUrabDNwjIqeWou/jIS5PKcc8Kh0iEocpZd1ai/SgjmvCsjdsOfRG4M/A4g6NOyX8cfijP2EWlJ3w4xAezs5UK0vwBkYzrDVwJfB824btEwrcBYlRkZHO0pzcG7SIA+DXrzYwf8oiTjqnC8NSBxLfLM5ziFLd3P3BNnnEAmWaV1GxgGc20Dk3Mzdi7eyNtOzVgpY9m5OXnc+m+b+xMH0pOZm57Fi+m2/++QP9Lu1J51HJZO09yrzXf2GZVws7NVsTrtahRgU8VvdkOHBDENs2xJQcvsCw9UPFbMyXvzxOvTUFs4DXA+m/1CE02NbqhwmBu+MNaxj6KSbL82wp2+WIyKPA0yIyIsCxFgJXhTqHKsQ/gLmq+mF1TyQEnBABj4gMxiixH8NYHfxt08H1/0zNmPBudczH2gP9n4j8bdIpd73rEMclZTm5H9qeSftBrel6ekci60XSdkBL8nMKCrMiFqG2bPcHfg7yu10R0nKay+26gWNEfPdCCTeaYlj37SbWfVtqcaHGasLVRtS0klZfYFtZN2+7uvwU49r7h3Km0z0BT62FLWt9Rl1ZK1w4G3OhK0uUrDR8ApwXxHZTgQR7TH9YDPSwHkE1CiIyDhgL3FXdcwkRx3VJS0SaichrGE+pfwMjgMMYK4WPq29mBqqqCfWb9nKIQ8A4uR/ZnUWzLk3pMjoZt8td6OR+cOthti3ZSUx8ND3O6kxc01j2rN3Hgd8OeQ8Zast2sIRlKGeGR0RaTZo+8bFtR35zu7XCzqG1QROuVqGmBTyjKSN9ZzstpgOrgTsrwB1YCHS0ZbHajLpurTDAZnc83J2yWlZLw5fAEBuUB4SVwH8Q+Ks/HRNVzcZohfSuwFzCDsuZSwOuDsImo6bhuMzwiEiEiNyOIbgfBLqparq9Nl4HvB1GkcCKoiOU7eQ+4taBJA9tx8pPf+WVS95h/huLaNW7BWPvG+47Xigt25UW8IiIQ0RuwWggLY90RJ7sEEfYpQHqUDHUxIBnTqAnvRxxdwKpFbkxWb2QHzEWFrUZnwEDymoDrUOZGAs0AD6oyCCWuzAf061SFqZjyKJXBHi+RgkQ2qDwFeANVZ1b3fMpB467gEdEhmMcwi8ERqnqvZ5A1PJ4rsMoYNcUREHZTu6N2zQCYO/6/bjyXOxdtx+ARm0a+o4XVMu2/exWSsAjIj2A7zDByShVffTx2fevoZKlAeoQOmpMwGP5O6cCfmX8rd7He1i9nCBN4srC8VLWmkVdWavc8MruPFnB7I4HQZW17Ar8fkwLb5SfTWqaAOGNQGvKx5mrCThuSloikiQiU4G3MR1/Y1TVV8LgdGCPqi6t8gkGRh4UObk7I52c98TpjLprSDEnd4+b+8Cr+zH8lkGMuG2weW5VCbZDsC3bLTFE561Bbl9mwCMi0SLyGOae9TbG4qLwHNhut2s4/jXhag1qTMCDIZRt9mdOZ1cqUzE12ytUtaStb/lQ6wMei7qyVsUwCkgkOH2OYDATOMcGUqXC+nT9Ctzk5+kak+ERkU4YpegJqlpeMmd1o9ZneEQkUkR+BywHtgHdVfX9AKX9G6hZ2R2wLdseJ/dtS3bSuHVDkk9tx5Fdmfzw8kI2zN3C/Cm/sOKTX3Hlueg6JpmIaCe/frOBOf8pYfwcbMv2KQRPWIYyAh4RGYYpX/UF+qnqi/4WSzZo6QXMd7ldeW51Bzp+WKQB6lA6pDrkM9JS0nth9DsKjeLc6nJl5mYeaRjT6B1gsoeoZfkNrwGtgHHhrEXbrNI+oLOq7g3XuFUNEakP7AA6hdvN+ESAiMwGXlfVoOQQghzzV0xwXqYarIj0w5DwO6tqltfjkcAhoEV1uo/b78lcDBckYPdZTYZdNOUA9WuB/YVfiMhoTPfVNgx/8ddStm2KCQbaq+qhqplh2UhLSX8Bo80Tjg7hAkw7fZldWiLyJOBS1aCykyKyHLhKVZf5PN4IeBqTwb0zlC7Fy3pdPT7aGT311HYjt7ncrq4OcTjd6nY7Hc41VII0QB1KokozPGkp6clpKek/YKLYYkZxDnE6G8Y0aoz5MsxPS0mf+8K415MxjuDJwPnhJt7ZTNFczAq/1sISXD+nrqwVMiwHoi0mJR1OzCS4bi1UdTGGu3aXz+P5wFJMl0114gHgCOZmW1uRCBysjcGOiLQWkfeA1zGWJ2eVFuxYTMDojB2q7PmFiDTK3+7ti1BatkPh74CfDI81LPWUrHqGKskwrN2ozW51R7vcrkgKK+lmaPtTh0pGlWV4rHfKFIKUOVdVl0td+s6yKZt++O3bAZXVESIi9wIdVfXWyhi/qiAiFwM3q+oZ1T2X2gQR+QJ4T1XDmvoXkdOAv6rqoCC374RZCHRV1f1ej/8H2Kqqfw/n/IKFiJyCCd5OVtXt1TGHcMBm0aaoap/qnkuwsE0a9wC/x1h3PG0XN2XtJ8Ay4A5VnVOpkywH0lLSf3Cre7BDHBVZcLuA+VZNv1TY92Mv0FtVdwQzuIhsAUaq6mYRaYUJ9rthrrHfhzJRa6UxFejrVnc9T1u+D7xtjq62fmh1CDOqJMNTHqM4EXFGOCIiJvS5ofXk8VPPrMTpHS88ns+AQTaVXYcgICJDgC6UT6K+LMwFuopI82A2VuP6PA1DYvZGtRGXRSQWo6Z8e20OdixqFX9HRM7EBC2nAoNU9ZFggh2LU4B6BGgAqW78b+Xbfylw5Vf03hNKy3Y7IDfYYMciGsgTkVsxXJ2lQN9yBDuXYPhWg4D6AYIdMCW++lhHeLtfHcKMSg94PEZxmC9gyLC6O1PSUtI7hHNeXlgKNBeRpEoav0qgqkcxqtPnV/NUahMexmRhwk7CtWN+SWBhQX94ArjeSvF7UJ3E5b8BC1T1eCBQ1ooOLRFpLyIfYkr596rquDJsSvzhBuC1muhvJiKxX2347B/ztn7/rHoZioaCfFee+3DOoVtCaNkOtZwF5n71MUbtfKSqPqaqIenqVMQRHnijLugJPyq9pGU5O4N6jevm7Hp6Rxq3aYjD6eDnd5bxy7uGD5bQvhFDr+9PYpemRNWLJHN3Fm/f/LH3MEGnL8sDEfkYU9Z4pzLGryqIyKUYI8ezqnsuNR22VPMhhuhdUYGwQMe4FjhXVYO+cInIX4GmqnqT/d8BHKCKifUicg6mjNJHVQ9X1XErCyLyJyBOVR+o7rn4g4jEAPdheFz/Bv5eHs6izcptBXrVxKyciLyCyWbcMqztqJ8v731NF6c4xZLKy4JLVXM/Wv3ed1+s/6QhhstUjOrgryHG5Xa5juYfPdAgusE0vBpiAswvBiMI+jCmnPhseaQq7EJ/+ai7htRv3SeJmAbR5B3LZ9/6Ayx4czH7Nx0kOi6KIdf3p3W/JGLio8k+lMPm+VuZP2UR7gI3mK6tnnVaPOFDpWZ40lLSe2Pa9pxNOyaQm5nH0X0ls7LxibHUa1yP/RsPBBqq0CiukqZ6vJS1PsGo/NZ29eiqwMPAM5UV7Fh8BowNoLETCP8HnC8i3cD4c2FWpwMqYX5+YUUsX8aoKdf6YMeixpa0ROQ8DBm2H9BfVZ+sQIPGxcCPNTTYuQxjd3E38Pbc3+YsL3AXdBOR+ZibeyC5kcKWbRHp+cX6T87BlJk+E5F4KL0hxulwOhtEN0jEqyHGBiS+8xtux+2JWWS/UAFdrqlAdHxiHDtW7GbNVxvIzcyjzcktOfNBo3U75Pr+dB3TEXUrv369kciYCHqN68bJl/T0jFFeR/g6BEBll7RSMSeN2f/+kRkPfcm+TQdLbLRl4Xam3TGTZRmrSzznBY9RXGXguAh4bFnrS+rKWqXCElj7Y1SDKw2quhujsRN0ZlJVD2JKSU94PVxlPB5L8PwvkK6q31XFMasINa6kJSIdRWQmxoj1VlW9UFW3VHDYmqi9g4h0AJ7DqIr/DYgDrrnrkxs32Mz9YEzH1SogT1U9XYqr7OODUzMmDEvNmLDJlupux3BjPv37WS9OxIsnQ+DykV+ejIg0EpE04B1MR+IlmHtjufTevBf6Mx76km/++QNzJ//E13834uSxTerjcAoNWsQDsOSDlXz/0gJ+/cpULuOaxXqGquyF/gmHynZLH03wtcuyEKpRXChYATQSkdZqnH1rM6ZhJM1fq+Z51GQ8BPytivyFPKrL34Swz/PAWhE5RVUXYgKe6ytjcn5wHdABuLyKjldVqDEZHqub9QBwC+bmf2E4eGQi0gVDwp9Z0bHCCasn9TZGv+YCTDBwmnd21ZaZbvfaZw7wuKr69VZUVbeI3Hp6x3O+iImoN4XQFu9OjB7TGxP63DAY81nPAE5S1cP2/ORWgANVuNAHOOmcLjRu05BWfQxNdFnGatwuZfnMNTTr0oS+F51EQrvGJJ/almNHclj5yVrvsUJ1hK9DKajsgKdjmMcLxSguaNgvz7eYgKq2pxA/Af4rIgmqGrBGeKJCRHoBQ6k6U75PMBf73wW7g6pmi8ifgb+mpaTf8/ezXkw5mpd11uTxU3NteSwPo1g7mzI4CaXBH9/h+fNeR9W9MdIZ9c+0lPRyj10DUe6Ax9/7RDnOgc2eXQD8E1N66RvmBdb1wNQaqDX0KEZAswCTPRkWhJDmbkxWLiAmj5/aXlWHiIhj3JNjadmreEPkgS2HmHbnzNK4MvUGtTn1ns2HNlw6d8uc/3ntWi6ndC8UW+gnD21XOLesfUcLbTP2rt3H7jX7aNmrOT3O6gzAhh+2cGR3sbemMhf6JxwqO+AJhbsQDIIyiisnPGWtWh3wqGqWiHwFpGCEyupQHA8B/wyhxbeiWAzEi0hnVV0X7E5/GfvvOZm5R/7jVvfC2Mi4iLioeCdFF9EoDEehM3BtWkp6SNod3rog+OhiRTgiwAh93lyesWsibKARckmrtPeJEM+BiHQFnsV4kV0XKHNRXlg17GuowptjMIHgpOkTm2ICsccx373hQZLvdwFlSTpMtVpFhVg+vYgWcfSgaQLzcGWy9h3l1683knxqW3qN60be0TwWvr3UPbHvjXcD3gGP53WUC6ra0dtVZsZDX+KMdNC6X0vOuH8EY/84gncnZXD6H4bTvEtTFry5mOUz1jDkupM56ZyuoPDV34p1v1fKQv9ERGVzeMLd7luZK5fjgsdjUeet5Qci0h2jqv1SVR3Tkh4/Bc4Ndp+0lPRLEuo1WdymYbsohziiS+lgCVm7w1cXhBD5DrUUDTAdPlllbmkRrvdJROJE5GngB4zJb99wBzsW5wAbVXVNJYxdDKURhCkKBG9W1QV/HP7YrM5NuqUDfwbOUdXNQR6m1AyPN0/G+/EfX/2l8Gfph6sASuXK2O+WL08mYIZHROqJSCcRGSkiV4jI70XkXyLynojMFZGNniYFZ5QTj+yOK9/N1kU7yM8pwBnhoEGLOBKs8/uetfuMI/x66wjfuoHvYStzoX9CobIzPBswH366je1Ei+6JNO1oGojaD2pNfLNYNi/YyqFtR+h70UnEJRqyVkyDaEbdOYScI7nMn1LMiihYo7jyYDVQT0Tah/ClrKmYCaSJSGNLgq2DwZ+Af4dy4wsTZgK3YdqNS4WXdkc9hwS9HvHW7iCQ8aD32MEOHOzYNRwhlbPC8T5Nmj7xf8ClwN8xi6leqlqZHKIqISuHoJgfISIR7Rp20DsG//6+lXuWPzL5p3+HUh7dhcmeBUIxnowH1751CSDs27CfBW8uYe/6/cFwZaLc6p5k/bZaYToio73+b2l/t8Kc4x3Advvj+fsnz9+qulJEopp1acqYe09l58o95GblkdSjGdGxURw7lMO+DQfYtWYvbfq1ZMRtg9m+dBftBxv5LU/Jyws1rURZa1HZAc9szIc2okX3RLqOKaL0NE1OoGlyApl7jpJ7NL/Yc5H1Iuk6piOZu7O8A54CO16lQFXVEuVGU8tLQbas9TWmrDWlmqdTI2AJnWcC1WEh8hUm/R5fGnehoiKddr8paSnpP/tqd3jGbtSmYb3BV/ejWbemOCOdbF+6ix9f+ZmsvUdxRDgYfO3JtB/chvqNYsjJzGXb4p3Me+0XcrPyAo5dCxB0OSsc58Ct7jeT4lrdszNreyzGQHZuOccKClY0dQRGJK/SUJ5A0OFwSBTR9Esa8EBaSvqaEALmsjg8xXgy+cfy2fLTNo4eyKZ510Ra9UninMcSeP/2GcFwZSJ2Z+28BdPSvx3IxNwb8zCZOe/gZn9ZZOa0lPQNQPfsA9kc3p5J6z5JRNaLIOdILhvmbuGX95aRl53PnP/MY9A1/WjVpwVdxySTfSiHFTPXsGDqEt8hK3Ohf0KhsgOeNEzHUMScZ+cx59l5gTdMSS9rrFCM4soLT1mrVgc8FtMwBoJTqnkeNQUPAs9VlidbabAB6DxgLEbsMBCmAtEjbh9Mi26JxDWtjyvfzZ61+5j/xiIO/mYkcZJPbcuAK3oT1zQWRMjck8XKT9ey6rO1UKTd4dsKPzUqNjL6vMfHENukPlt+2oarwE3y0LY0TIpn2l0z6XdxT3qN60ZOZi5rv9lIm/4tzUJEYM5/5pU2dk1HKBmeqdjMQaM2DQkUHF753/OJbx5XYucdy3fz8YOzYu4Ycl/zB7+8u6s1KK5sXA18UJmZy2AC5i6nJTP6rqEl9v3g3k/Zt/5AqAFzWRyeYg0xs56aU/i3I8LB5S+OJ755HC17taDX+G5lcmVaxLXMV9XmACLSH3hZVf8cxDz9YTbQ+fCOzIgZD30ZcKPsg8eY/e8fyxqrUhf6JxoqlcOTmjFhGUbIyVXBoVzA4iroGJkNjPa2sa3FmAkME5FG1T2R6oaIJGNaw5+txmnMpBQejzcnofvYTuQdzWP995vJO5ZP2wGtOOfR03BGmq9rfLM4MvccZe2cTexYvouEto0YPmmgpxOkBCfBM3aLbs2csU3qc2R3FrOemsOXz3zHvo0HSGjXiA6D29CghbmB//rVBr57cQFLPlhZeDyL2qoLElTA430OomIjOe/xMbQb2Jo9a/axbfFOOgxuw9kPjwaBNV9vYPn01YU/mXuPAnB4VyZOh5OEek1aTB4/tXulvioKCdnXU/nlrMKAOdB74sHWxTuKvTfHDhWqP4QipFdWhqewISYiykn9hABJJ9WguDK2dd57nhXp0qouR/g6lIHKzvCAaf9djql9lgtudec7xFEVbcTrMEFgR2p5GlFVM0XkG0xZ643qnk814wHgRVU9VI1z+AR4UEQcAdRbCzkJH/zuU/ZtMIoCcc1iuerlC4hrGkvjNo3Yt/EASz9axdKPVhXuePF/zqVJ+8Y2MNkNJbU7UoFoV75Zd8TERxHfPA53gZvYBPO1bNKhMatmraP9oNZ0Pb0jkfUiaTugJfk5BcWO5Wfs2oBgS1qF56BFt2Z4B4cAF/3rHJomJ9BhcBsWvVe09oppEE33M02pZMWMQs5wVb1Pw7DWO5V1gEABMxR/TzxY/91m1n7jt1mtMGAOYvG6B0gs5fuShw16YhrFcPmL49m+bBdZe4/SvGsi8c3jyD54jO1LdwXLlfHmyVSoSys1Y8KytJT0JRjCe0V06KpqoX/CoNLNQ22b5rVAuYziXG5X3uuLJudNmj7x5LBOzA9sbbauW+s4goi0Ay4kCMJwZcIaQB4CAn2OCzkJnmAHwBlhvqJul5vsg0VfocTOTRh64wDOemgUTdo35uDWQ2z+aavn6QjgprSU9Ny0lHTFCNw5d6zYzc5Ve4iqH8WV/z2fCa9dSL1GMQDUb1SPg1sPs23JTmLio+lxVmfimsayZ+0+Dvx2yHuetVEXJNiSVuE58A0OY5vULxYceqPHWV2IiI5g+9KdHNhyyPNwVb1PNwCvVLJRqN+AOdB7MvTGAdzw/uVc+sI4ep7X1XesoBTzrRDjYaBJgE0KDVVzM3NZO3sjDVs2oMvoZOo1imHT/N+Y+fBX5GTmMuc/81g7eyMR0U66jknGle9mxcw1pTXEVDTDA2ahX9ExQnGEr0MQqIoMD6kZE6ZZjs4Uymb3e+ACcp0O57ULt8/bCHxoLQEeVdWKlshKw2xgDMZLqLZjBvCSiDSq5uxGdeJ+IK2GiDB6ylr+nJtLiHRGxEQw6s4hgFFn9Q54GrdpSK9x3QATDG1dtJP8Y8XoIt4aWAKgbmXmQ1+SPKwdjds0JGtvNkknNaPzyA4cO5LDiFsHkjy0HSs//ZV5ry+i53ldGXzNyYy9bzgf3TercLACd0EPEdmM+Y66AHcQfwe7XWXsfwpwyBpDBtzuxXFvdPZ0xnmCw6Qezbjyv+cXOy/1GxWVTxwRDnqcbbI7y2cU7whX1c4i0gPQUn7cFXg+HmMj87j1lAp6/xADpNF4BcyB3pPDOzPZs3Yf+zcfJCY+mnYDW3PqTafgynOx+ovCeCKUQNBT1vKn2zNbVbuIiDP/WAHfvbAg4CBBcGV8eTIVDnhSMyZsTEtJv5bQu/08OAZcWwsbBGo0qiTggcKg5xfgTYxJXlSA4xdg0omLgYmpGRM2pTLB4279PjBdRK6qxBv4bOBJEZFKXjVVOmxZazYwHvO+n1AQkdaY1uBu1T0Xi08w5qCP+3mumEhnTINozn7kNJp1bsLqz9ex4I3FxTZe+81G1s7eSIPmcZx+33B6p3QnJzOXxdNWlD4DEdZ/u7nwGKdc1QfApPoHmrLE3vX7DddhneU6WA6EB04jC+TJhjjs79L+Dna7iu4fGeDxRKAZxj8t4P4OcRRej8oKDj3oOKwdsQn1ObzjCFsWlvDrjMQI2jkwQWegn/I+H22PsSzE/fGiKZYZcD1/3muxEY7IMt+TdbM3sW520f154MS+9Lu4Jx2GtvUOeCB4IT0PcblYSUdEendM6NLnriF/dEQ5w6Jt68uTCUeGp0ILfUywUxslIGo0qizggcLy1jBLekzFXDQ7Yb60+Zi04mwgzbduqap7RGQsxmjvJxE5X1WLkQvChE2YL0BXoNJFvKoA04DLOAEDHuAPwGtBKrtWBeYCnUSkhar6ckoKOQlxibGc+/gYGrVqwOJpK/gpfUmxDSPrRZhsjsKRXVnsXX+AxE5NaNgyvswJnPvYGHIyc8k7mkeb/i2p1zCGLQu3sWP5bnat3ktCu0YMvLofzbok0qqP4YzuWrWn2BgikqeqtWblKSJXAbeX9TlIS0nPxTvwLCU49MCTZfPN7tjj5qlqjwpOPyBE5CdMxvuzcuwbdMAV4YjM9Nox4HvSoEUcR3aVbBRTd4l1Y7BCesWIy3YB8wRwzoYDa5+McEQ4MKa6FebJAKSlpL8AjLaZvgj7eaiQhUtFFvrlejV1KBVVGvB44GsUFyysR8ydInINMEdEUlX1o3DOzerxeHg8x0PAMwN4UUQaqurh6p5MVcFqk0zACl/WBKhqvoh8CZxNSemDQpHO8585k9gm9cnck0VEtJOhN/QHYN13m9m7bj8X/uMcMvdkcWRXFrFN6tO2f0sAti0um6ayf8tBOg5rR3RcNNkHj7H4gxX88s4yAOZP+QW3y027U1rRdUwyOZm5/PrNBhZMWew7TK0h9FvrgXhgfynb1AOGP3PGc1kNYxoleB4vLTgEaNEjkcROTcjNyuVX/yTdSnufrCdcEvBFefa32WtPJFIqRSAtJb0wGC/tPRn35Fii46PYu24/0XFRtBtoyMGeAMmDAncBIvIWsMj+LAkgkLoLaC4iDTGl6ZsxmZguqno4LSX9EyrYEIMJMmIwpO9oTKbP81yFLFw88LfQL3AX9HCKE5cWEOGIXEWAhX4dwotqCXgqClV9Q0RWYng9J2NWOf6Y/OXFbAzXososCCoLqnrEGqOOA8oUOzqOcB/whqruru6J+OATTInRN+ApFOmMbWKu3/HN4ug1vihe27fpIHvX7Wf70p207d+Klj2b48p34XCaC/SYe4cx5t4iiZzZ//mRAZf3DqgX46sRkn+sgB/+u5Af/ruwtPnXNl2Q5sAe7+uDzW70Bs6wP4OBJTszt69vEN2wv8fKo7TgEIqyO2u+3EBBTgm5ncp+n24AplQyn9GDwmC8tPdk3beb6H5GJzoMaYs4hf2bD7FixhrWfVs8WeFW9yaMGGc/jJlqHxHZi8lueIKgxcA+jGXGHzDfmz7eZqsV5cm43AVuhzidItKXMlSj7Y/HPqRc5Sbvhb6IrMeoM5+vqieFOlYdygepzTQVEWmO4fVkAhPCxesRkbYYYmnz2s7jARCRicDFqppS3XOpCohIM0x2rqeq7qju+XjDzm0t0Mx2ogCFrb/zCHG12qBFHD3PLeqEiagXSfexhiKRcf/ntOzdgpi4oipN+yFtiU+MZfWX6/nu+XJ1MmcDg2vLSlREBgHPY4LMsV4/mZjsyBfAHJsxKNc5CIBKe59s1mobMEhVK93U1ZZ6biY8C+QCTCajMMNvA8xOmA7GkzGB0GBMEJOHKQfNwgRCv/lek0Owu/DApaoFbnVFOR0R5dFcOwZcUxGOjYisAVYC56lqCYuMOlQOanXAA4WCUf/E2AakqOrqMnYJdtwNdrwyWKA1HzYl/BvQpjqUhqsaIvIMEKuqNVIrRkTmAw+p6lfej1tDxgppd5x0bleG3XwKe9fv58N7i1M7YhpEc9UrFxARHcG0O2d6t1AHCxcwPzVjQo1XWhaR+sBwTEv+aMzcv8EEOF8G4iCF4xxQye+TiFwKpKrqmMoY3xfhDATd6s51iOOUQIGgiIwA/oYJrr7AlH9nYIKgkzHlJ+8s0CJg3eTxU9sTPE9mFXBSaarRHkTHR3HJs+cRm1Cf3Kw8plz1vuepbKBnebk2IrIcc00+U1VrZaWlNqLSdXgqG6qar6p3AH8BvhWR88M09HGjx2O5O99hylrHNUSkKXAj8Ex1z6UUfIJ/1eUKa3f0sron/ki0AfRiQkGN1QUREYeI9BWRP1ie1G7gIcw17hsgUVUvVtX/lkG4rg36KVViFOpBuBTz3ep2bzm0SSZNn3iXiCR6PyciPURkOiZo+Q9GSuA9wKGqD6vqearaEuiBaVw5DFwEfAYcnjR94puTpk9c9PqiyX89kL3vA7vwzcPwlDxBThomc5QXFRsZFYxq9IhbBxHTIMbfywlFNdof8u0YzuNE2b9W4LiJLFV1iuX1fGB5PY9VkNczG/OFei4sE6x+eEQI36ruiVQy7gGmqerWMresPszEXMzv8X6wopyEdqe0omHLBhw9kM2GuVuKPVeaXkyQqHG6ICLSkuJlqsOYrMBzwEWWv/Y4QLBcl5qun2KFNPtj9HeqEhNVdYUleJcLDnHkHM3LGgJcB6y05yYDeATD5XkauFRVcwBEpISflu1u/Mz+YLdrjLEEOXnBth9OXrDth95Aewyh2TsbtGzy+KmdCUI1etO8rXQZnUz7QW1Y9P4KBlzR2/flhKIa7Q+5mIBHMUF5VXCxTnjU+gyPN1R1IWZlMArIsKWc8mI2MFJEjpf3aDrGJ6xBmVvWUohIAjAJc+GsyVgCxFoH92KwvIBrMCnzkC6CHhLtqs/W4S4oHuuXoRdTGlx2LhXiLIQDIlJfRM4SkX/YksAKjEfatxg+SxdVvV1Vp3uVbkMxDgXKfQ6q6n26FnhXVculXF9eTJo+cVf60le3FrgLymuGegy49rn5f1umqvdgztvvgc1AHNBVVf/hCXYs9gEJIlLqwlxVD6rqbLv/VVYKoBlwJ7AUc094Cdg/b+v3s93qrleWanRcYixDbxrAsozV7FgRsO8hKNXoAPBkeAqoWPm0DiHgeLmZF8J25ZwObAEWiEi5ROcs2XUfppuj1sMSur/HXGiOV9wJfKyqm6t7IqXBki4/JYCZqL1h9sK0ymYHk51IaNeIVn2SKMgtYNWstSWeL00vpgx4BP0eT0tJf6EqjUNtmaqfiPxRRL7ClKkeBA5iyjqJqnqJqr5cyjkP1kerGHzPAebG5A8F9vn5GE5HpQU7dvF1HVVYzrLHjQSm/fDbt/Md4riKCgSCIhIpIrdgMjtzgbsxXKv/WCmJQlin+QNA01DnrKpZqvqjqr6gqjeo6slA4/4tBx12iEPKslkZffdQMndnsfCtpaUdpiL2IXmYgMfFcVRpqemo9aTl0iAi12G4HDeq6vRy7D8Z+FVV/xX2yVUDrH7R+ap6QXXPJdyw2bwNmJX+hrK2r26ISApwh6qeHuB5AYZ0Suj66MDWQ0f0adEvu0F0o3hM8JFny/6F7Vcjbx9Mt7Gd/HZfteiRSMpfzyQ3K5f0Gz7y10INJrVeeD0IQCvwFkcLWY8kGIhIK4qXqQ5SvJsqs5Td/Y23ECM6GNh7oAyURyi1MmCFV5+xN+8qgQ2yXsd4Wl2gqvlpKenJhCikN2n6xM2YMtzTwFbgD6q6yB4jDsO3uhHDxXzOaq4hIsuAq1V1SThej7e4pMMpflWjf/16A13HdGT/poNk7TtKTHw0zbsl4ipws23xDuY8N4+cw4U0r7zUjAkhd1mJyKdAMtAaSAr1c12H8uG4DngARGQg8AFmVfTnUHg9InIZcJWqjq+s+VUlRKQRJvPV+nj7gonIQ0BnVb2muucSDOxFfifQyrtzTkSiMFyru4AEDIFziud8iUgBUG/y+Kn/xrYKx8RHc9Wrpvvq/TtmcPC34vqSY/84nOSh7Vj60Spfw0QPXNiAhyqWvxeRWGAEJrg5A1OC+pqibqotpewezPjbgKGq+ltFxqkJEJF3ge9V9YUqPObfgFOB01U12/u5YANBERmK6byKx+hjfeFP7kNEugLPAm0wQeo3IvIF8E9VneW7fXlgzXQBw2vzlH5jGkRz6fPjqNcwhjnP/sioO4cGHOOtmz4ia09hJ5emZkwIuVIiIh9ieEcJQPtwSarUoXQc9wEPgIi0wJB2D2DId0G1ZludnzVA0yoS+Kp0iMgnQLqqvlPdcwkXxBgnbgCGq+qv1T2fYCEis4CXVfUD212WCtyK+cz9G/jU93MnIvlA7OTxU7up6gIxhpjVhZD1SGzGoC9FAc5ADKnUk8VZFK7vmj1WDhCvqhX2RqpOiEgTzGe8QwBV4so45n0YztBwLYf5ruWo/RVzjh8GppZ1bm1mMwX4F0aYzwnMUNU3Qj2+P3hneMY9ObaYanRsQn22LNzGrCfnFNsnqWdzxj811rct3YPyZnjewQT6MRj+0r7yvJ46hIbjjsPjD5bZPwbYjvHhCorXY/lAOzCp2+MFnm6t4wm3Al/VpmDH4hNggoi8DKwDOgBnq+oYVZ0R4OagQL1J0ydeuPnQhgi32x1OhfFQUQ+YkpaS3qG0jUSktYhcJyJvY/g0bwOtMDe1lqo6UlWfUtWFYV5YNAEya3uwY3EV8EkVBjvXYFSBzww12BGRZiLyAvAjsBBjBRGUKrQafAychAn8zwUut2KL4UBhuXv/loO06JFI59HJuF3K4g9W8OUz34U6XnntQ3IxGTEXdaTlKsMJQ5ZSo2p7q4jcAHwnIjeo6owgdvXo8fxcqROsOmRgCIJxqlrS6a8GwqbOJ2HOQ0fMCi0P2JDvyp/bukHbi7Yd+W1Edc4xFNjMw9kYU9chwGOYm0Kp5pZ29SuYzpOFmw5uGN2mYftvHDgqtHBp1KYhgQTYnJEO+l/Wm44j2lO/cT2O7Mzk53eWsmleYde/R4+kUGTPlqlGUpTFaYGxEvgCuL8Ky0shd2jVRNjzfgM+MgaVeLzzMNzH0epl5RDEfrGYOd6NsbHpVt7MhS2fPWo7tC4DVojInVoOo1QfFFq4/Pjyz/z4ctmX9Z0rdmNdz31REfsQT6Ypm7qAp8pwQmR4vKGqr2IE+F4UkUeCaDs/bgQIwbRwAj9QC7q10lLSk63y7XxMuac7RUTdKKC70+G84Y/DH2s4efzUNEumrLEQkTgRuQ2zcv0zMBn4FZgVRLDTGZMRcgK3AVe+vyL9+reXvb6lIi3KUbGRlCbANuT6/vS7pCfuAjfrZm+kfuN6jP3DCJp3LWyccapqv/O7X3qpiNwvIt9gsjh/APZi2rubqeplqvpqFXNpytWhVQPRH8N/mVPZB7J8m9cJQbVeRCJE5EaMZUpPTOPA3WEq06zGlLbuAp4TkY9FpNSMYhlIwyyWwoE8O155cIyiDM8Jk3iobpyQb7TlPpwC/A84WUSuDsTruWvIH/fsPbpnzOTxU1eLSDJe2QVMMDS5tvgKeWEacDHwbnVPJBCC9cdxiMNhzTMrZOxXWhaJCp5nEWmPKQ9ci7lpXQ/8oKoqIn0wwadfx067an4QE/A9bee3APgY4Mffvut7dd+bziFELyGs4FmLbs0cpQmwJZ/aDoDvXpjPzpV7OLj1MENvHEC/i3sWbu9Wd/2GMY0mYzI9/wC+rSHZw+Miw4PJ7rwWSsNFeSAiJwEfYXiOZXa12czTuZhs0D5MF9dPYZ7WLoyn4ac2mP4d8LOIPIfpWAsp2E/NmLAsLSV9CeGxD1lcgWt/Dub+W1fSqkKccBkeDyyv5zTMBXGB7RAohCe70D2x56xhbUdGWd5PsewCpktmflpK+tyanl3wQQZwur2Z1jjYYOcNjHdPsBcDp93+Dbt/sMcqM4tEOc6zGAwTkf8Bv9iHB6ixN5jr1aXi12bC7n8JZoXbHuitqn/HBCqfAXswEgNHvTVjVDXb5Xb57URwu13qcrvy7GvdAjjKEmDzPN+0YwLOKCdNOjQGIMH+BnA6nAxtO2Knqt6lqp/UkGAHjoOAR4wn2GWYgLYyj9MWY9D5u2A6ouyCcTbwf8AfgVGVEOyA0V5qAaCqOar6FwynsgewSkTOlwAaCqWgJtiH5GAyPHXCg1WIE6JLqyzYdOxfgOtVdWZ53HcJU5tuVUFEPgNeV9USbQfVibSU9OSWvZqvHPfkWL/dR7P/8yPrv9vM4GtPpv3gNtRvFENOZi7bFu9k3mu/kJuVB0Ea+1XGebZt5ZdieAwNMG3lbwQKAqyo2x6gh6rutI91x9gjNMO0535nH++AyTj9DcOFKfHlTUtJ77Uve+/DLnfBBc1iW7jt+PnA+m1HftuUvuTVNpsObujj6VYRhzDuqbEk9WhWYm6rP1/Hvo0HGH7LoJJvRL6LVy4u1uhXrm6VyoSI/Bvjrv3P6p5LeSEiE4ErVPWcSjxGU4wIYFpZmmM2y/0XTIfRo5hrSHnVl4OZWyKwRlWb+HluDOZ7sgW4S1VLKm4GgNeiKmSrjDxXns7Z9OXrH6x854ZQ9/VARB4EnsCQnlNUtVx+L3UIDSdkScsXqvqKiKwA/je+20Vzz+ly/ngJzTPGO7tAbQh6BrYa+mPfpAF/SUtJf4wwl3AqiKlZ+7Ijl08vog9E1Iuk+9hOABzZmUm/i3vSa1w3cjJzWfvNRtr0b0nXMR1BYM5/5oEfIq0vynnBC3ie7YXZ01a+EnMz+KysMoSq5lutkXNEZBrGV+gazMXwRc/NRET6YTy48oAn/QU7APacXSoibwFrVfVxrzlGAhtEZMLk8VOjANStzHzoS78CbMeO5LBq1jr2bjhA675JiAhHD2Qz6o4h5BwpsUCODO4trFIkYcp/tRk3UIl+flYP6hPgo9KCHdsW/xBwNUYy4QZVPRpo+zBiPxAvIlG28aQQqvq1iPQF7gB+tN2OTwWTYUzNmDDNEpGnEOKCZ1fmjvs+XPXuH0XeTVXV8nJ4CuyPBnnsOoQBJ2xJyxeqOn9CnxsuOqPTuZeEGOx4I6g23eqEp4Rz3cmTHujT4uSOhKmEE6a59Qb6HtmZ6fzx1V/w/OzfZDpx967fz67Ve2nQIg6AX7/awHcvLmDJBysBiG8W5xmq0NgvwHGSMRe6EufZGeng1JsGcPUbF3PD+5eT8vQZNOtSYnFZeJ5FpJeIvIIhbLYDzlDVsba0EyznYiaGP7Qa00rdU1Wf9Qp2Tgc+x1hn5FPMz7nQgiFRRPqIyNkicj2mlHO/iHwmIj+JEeA7CjQG/uNyF6jXAKz/djML05eyad5vtO5rFP63L92FI8LB3nX7WTxtBYveX16YCdq2tESlKD/I11qVqNUlLRHphPk+BtNNWp7xozA8xhUYnpi/beqJyB8x5PooTCbyiSoKdrDfoX2YbKe/5/NU9R+Ykm5rYLWIXBpMmStY+xCX24XlCs0Hej717UMvYugQD9nvWnmQb4/npi7gqTLUZXi8MKzdqH+qqvYa142up3ekcZuGOJwOfn5nGb+8u6xwu+Shbel/RW8aJsWTfeAYKz9by9KPVnmeLjO7UF3wLuGIiNMpAb9nEfanQkTgciAV8/4VQ6/zDL3K4wO1atY62g9qTdfTOxJZL5K2A1qSn1PgfQ6gyNjvdj/HmervOABDbxxAj7O6sH/zQQ4uO0zHYe049/ExvHNzBjmZRVkNt7pjdhzZthgTRLxIEG3l/iAivTFZoZMxbcDfeT0nGLn9v2LKCB5rib/ZMkRL+9MCyMRoRnn/zMUsau6w/++2Y6wHWY9pz+Xcx8YUE2Cr1zCGLQu3sWP5bk46pwudRnbgwOZDJLRrSIvuzcjNymPReyWSf+XVI6lMJFG7u7Sux4iEBtVVFArxXoosI3KBVN+MoYg4gQmYTONC4NRq1LnyuKYHbJG35eCJIjIceB6YJCJ3qOrK0ga29ijDSlONXr57iWPBth9mLNrx0x+8jrfBltS+EZF8VZ0a4msqoKh5oO4+XEWoe6MtPNkFEXE27ZhAbmYeR/dlE988rth2zbs25fT7hpOfW8D67zfTqncLBl97MnnZ+az+fB14ZRdqUvdWuEs4lYTR+Kx22p3SioYtG3D0QDYb5hqXgYNbD7NtyU6Sh7ajx1mdAdi+bBcHfjvkvatfYz/PefY9DkBMw2i6jumI2+Vm5iNfkXM4F7fLTZfRyZx0btdiQa9DHI6k+Fb1nj7j2dF//PyOxaG8SBvItAGewnRofYwJXO4WkdspCmTa2HluxOj27LBDbMBo2uy0j+3S4i7TnuM0xqzMM1XVI5yzX0Q+XH/g1x5dm/boAETs33KQjsPaER0XTfbBYyz+YAW/vGNe6+GdmUTHRdHltGTcBS62/LSNBW8u5siuYlWDiuiRVCZaUEszPFZ/5lqMEXKpsBnLqZjPtW95xpO17Qxcm5aSvrjAnX81Jghui8lIFmY27GfzDAwZOQu4XFV/DMNLqggKictlQVW/F5H+mMBvjohMBR5X1cOl7Wev1f4WR4hMHIPhzfkea60Yf7OvbdATSterd8BTl+GpItQFPEUozC7M/rf5fp/xwMgSAU+fC09CHMIv7yxjWcZqWvVuwXlPnE6/i07yBDxQenahyhGohDPi9sG06JZIXNP6uPLd7Fm7j/lvLCrhxURRCefnsojAFURH3wc8Lt+rPltX6Hsz4taBJA9tx8pPf2Xe64voeV5XBl9zMmPvG85H9xVrMOnk5xh+s0gACW0b4Yx0cmR3VqE54N71++kyOrmwO8kbTofT0Sim8Q14nWfLiWjp5yfJ6++2mBXkYUw5IRJDvGwCvIC5SV8DDMUo3W71Gj8FY0dRpuKuqh4Ukacx7ezefnAvfLDynU8eGPHnPBEpVYBt2+KdvH9bmRWViuiRVArseXACQdnI1ECcDWxR1VWlbRQC8b4wayvImiFthu+ct/X7vt5t3ZYn9n+Y0uwfgY8DccWqGJ4MT1CwAdzzIvI+JjO6WkTux1hblOf1zAESRaSnqq7wOdZqETkT+NIGPR8EOWZdwFMNqOPwFKFEdsEfmiabG9/e9fuL/Y5vHkdUbCFv0292oRrht4TTfWwn8o7msf77zeQdy6ftgFac8+hpOCP9fiw8pbrKRJT3PwntGtGqTxIFuQWsmlXUgNG4TSPAvPeuPBd715lz0KhNQ9/x/BFpA57neo1MY1j+sSI6SkGuacuu39hv01jEgWP7J4jINyKyRkSOYFajnwCPYwQukzCWJtMx6rNZGKXkgaraWFWHq+oEDD+nFSbbcwvQFRjmHexYeEw+g8ULQC8RGVk4gOqi3w5v3piVl/mbWytsTVFRPZLKQhKws4bcsMuDGzCGxwFRXvkGpyMi8uq+NyVOHj/1dAARaScib2LkDj4CTlLVj2rQexd0hscbqrpHVW8ELsB8v763JOdQx3EBbxGgDV1VlwNnYcRsU4IcNp+6klaVoy7gKUKJ7II/1GtkkiT5OQXFfgPUb1QsgeIvu1DlKK2E88HvPuXjP37Ody8sYMZDXwIQ1zS2MKDwQalE4DChGFfBk91Z993mYl1Bu1YbqszAq/sx/JZBjLhtsHl81R7f8fJFxCkiDUQkSUQ6qWrA83LskKkKRdYripMiY8y1KPtgiYoRAI1iGscCTwLnY0iTcaraWY0/1BWqei9mBT4Sw4d4Fhisqr4plaWYTNocjKHgGerfwyikgEeNj9SDwN+luKr4C3+b+0SDAndBqBomvqioHkllodaqLIsxOx4FvBdom9KI90Eeo56qvtGhcac0jHnrZqCzqr6oqjWNgL6LcgQ8HlgRxUGY4PBzEXlBRBJCHGYqcJXlNvk7xhLgHOC/IhKMhICHsAx1GZ4qQ13AU4SosjeBY4dMBthzI4ysVxScZx8qJvpZU9p0A5Zw9m0oup86I8xHwe1yk30woHipp1QXNliBvWgRSShwFxTaDsTER9NpRHsAvFvUAeZP+YUVn/yKK89F1zHJREQ7+fWbDZ6W9ELszNweiQmitgOLMRe7gOfl4G+HceW7iGtan3oNTUYnsbPp0Dqw2X8FySEOp6p+o6prVPWI96rYBlupwCo7j+6q+nqA7q3mFJ2nSzSwgmyoGR4ounFeaufVELh6z9FdTdbsXfknjMx9eXAMo0lUmWXO8qI2d2hdDXyoqpmlbFOYtR335FhSMyYU+7nkWeMcExUbxbDUU7jq1Qu4YdoVXPC3s0g6yTQ8udVd79qTU1OAXqr6SBnHq06EVNLyB1V1qerLGD6TYEQLb5SyrYU8+6/EZJpGlbLNL5jS8RQROaOMIesCnmpAXSqtCHkEEfTs33SQ+GZxNOvSlJ0r95DYydwQM/dkkXe02MKopqySyizVRcREMOrOIQAsy1hdWsATUeDKP1NEegKxYfipb3+7gaPzt86NHNJmOE6Hk5zMXF691D8HMP9YAT/8dyE//NevGwNg6viJsc1fBW7xDkI8gnv+9jl2OIe132yk+5mdOe+J0znw2yE6ntqOvGP5rPgkYIOK3/MsIoMx3SLHMNmapYEGEJEuGJXbWRj38NJcpUMOeFTVLSL3Aa+JyFLgA+Br4KcXf/pn68njp17D8Se0WSsDHksavgG4LtA2gbK23guDo/Y7POZ3p9J2QCv2bjjAtsU76TiiPec8Nob3bp1O1t6jtIhLip88fmoTigjxNRHlKmn5g82a3mqlJJ4HbhaR2zU4leipmGD061LGXyAiFwAfi8hlqvpNgE09GjxQdx+uMtS90UXYgIn+6Ta2Ey26J9K0o8l6th/UmvhmsWxesJUlH66i3Smt6X9ZLxq3bUjrPkazxKMF44Wa0qZbaqkupkE0Zz9yGs06N2H15+tY8EYZDUdGG+Q9TDt2aT8HvP7OLm1bTwrdXsjnYQKhCkFE8iIk4gU/PITC8+wPP7zyM26Xm+RT29E+qQ271+5j/mu/+BPa86DYeRaRZhiS8JkYA823S+NCiMggDG/nIYy32S4RaVhKV0l5Mjyo6hwR2YkR4rtfVV8UkZbAiknTJz44efzUXsCbGNn+KPxfGwowC4PFwMQamtnxoLaWtE7FLADmlbKN36ztj6/+Uuz/yHoRtDm5JQBf/PVbsvYeJf9YPr3Gd6fP+d35wRDVa1SDRQBUOMPjC1VdJCLDMK33H4vIp8ADZUhLvINxcI8tTYdIVX8QkYuB/4nIRd5SE17Ix5xnoS7DU2WoC3iKMBvTuhnRonuiUe61aJqcQNPkBDL3HOWXd5fx9T/m0v/yXnQa3p7sQzkseHMxq2at8x6rJrXpBsxaxSXGcu7jY2jUqgGLp63gp/QlZQ4W4YhQVT0pnBP0oIqM/QrPs98d81zMTVvI3LTA2SMvFJ5n20Z8K/AwhivQXQMY0nogIudiMivXqepM+9hcTFtwoMxJuQIeK5DWFfPevAOgqjusyvM1qRkTnqUMPRL7WtNqIEHZH5IAfzeamo4bgFfLIAz7zdpe+9YlgLBvw34WvLmE/ZsP4nYrToeQ2DGBnMxcGrdtBODddVjTGiz8IWwZHm/Y0vKbIpIBPAasFJHHMRYbJUQIVXW3iMzD8PXeKmPsb0XkckzQc76f1v66DE81oO6NLkIaRvciYs6z85jzbOAF1oa5Wwo1YQKgJrXpBizVnf/MmcQ2qU/mniwiop0MvaE/YEjCns4nP6jsUt1EYDkVy/KURqQtPM8VGN+DPCBNREZg0uN7gZFltRIDiMh1GEHBcao63+spj5loWAIeS7J8GkjBZA9+hyEx32c3eR54VUSeV1V3aXoktQy1rqQlIg0wN9M/lrFpsaxt/rF8tvy0jaMHsmneNZFWfZI457EE3r99BsszVtP3opM444GRxQaoVwMbLErBQaCeiMT405uqKGw29R4ReRVj43GTLXPN9bP5m5jrR6kBjx33azFeaB+LyHk+ZTNPwFOX4alC1JGWLVIzJiwDlmBWwOWG5V/UpDbdDYGeiG1iYor4ZnH0Gt+98KdxyfZub1Rqqc4qn15LJRFpw3WeAVe+K3/lpOkT/4hpN38COL2sYMeStP+E8cwa6RPsgAl4zi6FTBl0wCMi8ZhyWX9MZ9ivGI+v60Wkvd3sB8x7VqbAXS1DbSxpXQbMVtUS7YY+KLaAmfXUHGY9NYfvX/qJD3//GZm7s4iJj6ZlrxYseHMxMx/5ip/fWcb8NxYx/41FAOQcKRY31JQGC7+w2a49hLms5ec4KzCWEX8F3hGRqSKS5LNZBjDIz+OBxvwco5g9Q0RO9nrKk0GqC3iqEHUZnuKocHYh353veGfZlOdSmRC+WVUMAUs41jwvFFRJqa4ixn4ER6St8Hl2uQvcf559fyfgK4y/UJmGhTbb8iwm0zLUyuEXg6puEpF9wCn4N74MKuCxAc0M4EeM43q+HX+XiDyHUXm+SlVVRJ7HZHW+KGvcWoRal+HBlLOeCGK7wqxtRJSTqLgosg/4WR+o4ohwsH3pLrYv3YU4hHMfOw0wPmleqCkNFqXB05peamq9orDB1Xsi8gmGV7dcRP4CPKeq+ap6TEQ+Aq4E/hHkmDNtt+anInKmbWDwDnjq7sNVhLoMjxfCkV1YsvPnv8zb+v1/ROSPwbY8VjLS8NG3qQCqrFTna+zncgdMyBRgSNHzgZ7BdA1V9Dznu/L0veVTV+7N3jNYVR8MMtiJAd4HumEyO6XdjD1lLX8oM+ARkVMxpNeXgUl+dFX+Doy2EvwAbwNDRaTGmt6GAis90BhTYqwVEJGTMFYin5e1rapu9Pwd0yiGK/97Pmc/Mprhtwzkwr+fTXzzOLIPHmP70l2ccmUfzv3zGEbcOogL/3E2rfokkbn3aKEvnUVNabAoDWEnLpcGVc1S1fsxi5MzgaVivLPAdGuFpD2lqh9jFhWzbJer5zvpoC7DU2WoCTfkGgV7w7wGcxMNtuzhsttf8+ovLz6EWZ2nABnlELgKK8JZwqGKS3WpGRM2pmZMGLbjyLbRc7fMKXCrew2Qp6qoMVRchQnABqdmTBgWStdQec6z2+3WPFeeLtw+/2/fbfnmZFVdW/ZehZ5WX2ACxnNK6cDyYCbGY8sfSg14RORqjFrudWoc10uQX22A9hjGhFRUNRuTTbuljHnVFjQD9pXR3l/TcAMwxR9ZFozZp4iMEpGX526Z08HtdilAbmYua2dvpGHLBnQZnUy9RjFsmv8bMx/+ipzMXA5uPUyDFvF0OS2ZuKaxrPt2Exn3f05uVuEaqCY1WJSGSiEulwVbBj4Lw3t71dpVbAASxBj/hjLW/4B7MdeCVvbhupJWFUJqjnp4zYJVMn1TVfu71R3jdPj9TAZs0xWRKAxZ9AKMkJx/s6IqgH0tFSUCZ2MyKFXeiiwio4GnVHWo/X87xpphe0XH9jrPJ7vVXc/feXar213gLnAczjm09VhB9hlPzXloTcmRAs69DUay/wvg9wFEB333icBwFnqq6g6f57YBQ9THcsJmE5/CiAuOC4JLFAEsA+5T1U9EJBlTQmtnA6BaCxEZAPxXVU8uc+MaAHut8JzXDT7P9QKuwpRQDgBv3TTg9sX9Ww7KIAzyDZjv9eAaxDn0CxF5EshV1WBKfpU1h/oYQvntmO/OYlX9XTnGuRpjRurJTv9FVV8P51zr4B91AU8ZOKX1kMcHtBx0Wd+kAS7K0aYrIhcBL2FW1C+V0W5aaSinWzoABe6CAqc4r5w0fWK1iMyJyMNAvKr+wf6/BrhAVVeXvmfwOLfr+Vclxjb/95A2w/dgz7Nb3a59R/e4tx7esj3HlXPbm4tf/izEeZ+ECXb+o6pB1fu99n0X+EpVX/F5fCtwqqr+5vVYHCbN3gS4UFX3BXmMcZigvI+qFojIDOAjVX0tlLnWNNjXNUlVA5UFaxSsZsttqjra/t8auAKjEdMYU3J8S41nEyLi+MvYf69vGN2oQ4CFWLBwAfNTMyYMq9ALqAKIyB1AN1W9rQbMJRlTLh4JpKjqJ+UY41GMhMV24Anf73kdKgd1AU8ZEJFpwAxVfbMCY3QC/gesBm7WapJwD8FZ2QOXqua9ueTlffO2fv8vVf1XpU4wAETkc+AFVZ1u/1+IuUEEo44a7DEeBhqq6u/tBe1fQA/gLlX9tBzjDcec89+papktrH72nwBcrKrn+zz+GzBcVbfY/9tijEkXYW7yQfO1rKrvbCBdVV8R4/r8NHBydQXm5YHVDpqE0ZPpCES53C630+H8FfP6JtfkDIaIfAZ8iAlAJgB97P/pwPfeWUGbMXw9Ka5lwiOjn+4mIuXy0rKotqxtqBCRS4DLVPXi6p6LByKyDpNlWwjco6pBv48i0h3TIdkAeERV/1I5s6yDN+o4PKXAlglGU4qUeDBQ1fXAEIyy8EK78q9yeIjAqjo/z5WnpXAcConAInLSvK3fDwd+LyIXVtlkLWzpZTDm4uDBESA+zIcaC3wnIo9hLmALMCWl8gQ7F2LsGyaUJ9ixmIUhFvsq6hZyeMTYV8zDZHduCCXYgcKOlPuAx0UkFvgSY/UxtJxzrlKkpaQnp6Wk/4AhrKdiFLSjAJwOp8P+fzMwPy0lfa4tX9YYiEiUiNyAaYX+O4a39TzQSlVvUtVvPcGOlTO4EvgFmL0za8dAEbmG49MHzR+qhcNTBp7DBNQ/AT+LyGMhBKAFmHOQCfzOBrJ1qGTUZXhKgdVNeEtVA1oRlGPMazAXt9+p6tRwjRviHIa3a9jhtftHPP55TsGx8VHOqFZOR4RQSqnOdvTMAs5T4z5cVXM9GZiqXurOIvIx8IaqfhSmY8RhOnp2Y4Kde71LRiGOdQsmVX2eqi6q4Lx+AB5X1S+8HtuMCcIHA/8Brler0lyB47wDrFLVJ0TkLoxmzxUVGbOyUZ5sJTXA/8suok7F8HIuxtzwNmNKkX4dam3jw0uYrsWJakwqgdr7PoQKMX5zn6pqjRFJFGMjsxZoDSRg2tQHAPcAGaVlSW1H5I+YBcwCoCeme7Mme5rVetQFPKVARP4AtFHVO8I8bi9MueNb4E6tBPXQMo7/MrBOVf9PRG4CBqnqjUHsdx6mdj3Ml1xZWRCRO4GTVDXV67GpwJcVKTN6jdUZY7XQHVOP/6qc4whGQ+Uy4KxwvD8i8iDQQlXv9HpsE0ZfZxww3sPrqOBxOmACvZMwN8NNGG2hGqljUxE+GmZVfU1V3+xFpAemXHUlkIUpV72LWVxc7B3E+Ox3JvAq5nrxgKqWyOh4iPccPz5oJSBGhXq7qoY7s1shiMhM4D3P4lVETsdkfjZjyuF+OzltRsfTyPI0JmC9FhilqrVNMLPWoK6kVTrGYITlwgp7kxoANAR+FJFSDT7DCZtyvYgiafSgBdpsJuEJjIBWVbXbDwN8Jd4zqWBJS0RixQiKzcOUGp+pQLATAbyC8cA6NYzB4CfAeTaY8nSJJGIyBIPCEeyAETvEBBCPqeohzI345nCMHW7Ym/sUyhfsYPebkpaSXumaQyLSUkTuFZFFmC69SIxcRS9VfRrDNzqM4V/57ltfjCDky8A1qnq3v2AHiuQbMFm/NIxcQx4me1Ah+YYahEwgwpZeaxKKafLYa0gfzH3jRxH5q80g+yIfk5FzAhH28/AW8LWIJFb+tE9M1GV4AkCMUNxeoLWWrZtS3mMIcBvGZiA1XCWaMo55OUaj5Uz7/0vAclV9MYQx/g4MBMaqakAb8YrCvj87gKGTx0+NwxJTXW5XF6fD6cRczDcQAjHVjnkxJv38HcbR/HMMByZkErS9AL+HuXBdokGIEIYwtgC/YQKpIxhZ+66YYKdMv64Qj5UA/AoMx2QIvgDah8oLqmxYzk6huWz7wW3od3FPEto2xFXg5sCWQ8x6cg6t+7ZgwBW9iWsaCyJk7sli5adrWfXZWqjE7iSbibgQU7Lqj7H2SAe+9eXMicjbwDxVfc7n8VMwN9KfMSrZh8I9z9oIm90co17Ci9UNu4Dcjglit/s8lwT8HzAK+D3wvqfMJSJNMeUwB/C0DXgQkSeA8cBpqhrQ0LAO5UNdhicwhgArKyvYAUMaVdXnMWTFf4nIP8SoxFYmrsakvz0oj+fQHzA6Ma9L5apJJzeLbc5L495Mx4uYaoMdMOn7oImptqzwJYZjM0FVJwBuTA3eb0mhNNiL1jfAPkx5KWzBDhSSij/BvO4FmLLGbirBCkBVDwDPYC6+KzDBzwXhPk5FkJaS3hvoiw12Og5vz5kPjCShXSM2/7SNjT/+RlT9SCKincQ3iyNzz1HWztnEjuW7SGjbiOGTBtKyV3Ps/v1sd1eFYcnH48RICWzFvG//xZCPr1fVb/wEOwnAOXiZUIpIpCXNz8R07kyoC3aKocYRl23W7UNMqdL3uZ2qOtE+9yAme+PhIhZQlOHx5l49guFKfilGsLQOYUSdh0dgVEo5yx9U9SdLCn4TmC0il6vqtnAfR0RaYAK5S7weDtlzSFXdYlyAv8GUuP4Utkl64bKeE+8Z1m50ok3xlkbIjLA/g4HlaSnpxQiZdtX9CEZZ+c8YPSSPou0YjGFjSKq8lvcyC9ON9adKbOM+hHE4v0xVP7JdPUG7pYeI54HbxbTUPw/cjcle1RSkYrgOAAy6ph8Anz7+DTtX7C624dKPVrH0o6Ik2MX/OZcm7RsT3ywOc98kyo5XLmd4m30bgsnkXIoJENMxcgnBrMyvAj6zgSYi0hWT1TmIkQWosKjmcYgqtZcIAVPbNerwclpKenu8pBGwGejJ46fOPpqXdc29s24ZBsyxHMS/Y65ZDrzuw6qqInI/pvz5uYiMrcxF94mGugxPYJxOFQU8APYiOQ6zol8oImMr4TBXAh+r6lGvx8rlKm1XNuOBy0SkTMJzqEhLSb9kePvTJkU6I31XQKXBidHFeCMtJf0S28p7FUb/KAHTZv6cFpfvH0uI51lE+mF4Rc+p8dIKe7Bj5/4w5saYT5H8f9Bu6aHCkuf/hLkYZwDtRaRvZRyrnBiN/Sw0bBlPfGIs+bkF9L2gB9e/exmXT07hpHO6FG6c2LkJQ28cwFkPjaJJ+8Yc3HqIzT8VClRH2PFCgoh0FZE/Y7oZX8WUXAeq6jBVnRxMsGODpRswVgUiIrdhZBfewBDe64Id/6hxGZ60lPTkl8a9+Zd7T32ok22sKJRGwCsDHRsV98Pk8VMvv67fpHMw2js/U0QwL3Z9s9eTezHt7p+JSI0iatdm1HF4/EBEGmFS000rk6NSyvFHY1aL/wWeDDX7UMq4SzGdA3Ps/4LpWmlU3k4x2y76HXC1d/t0RRAOKwy3unP+PPuB5buydjgxq+75vtvY178VGK2q64IZV4yB4DvArWq8ccIOywt4DUgGzu/YuPP7l/W++mjbhu3bFrgLukUYCYGQ+UtBHtuB6dh6BuiM4fHcFI6xK4q0lPRc7M2kebemnP/MWQAc3HaY3Wv20ml4eyKiI/j8L3PYvGAbXU5LZvRdRlLI7XKzYuavLHhzMe6CQh2/vNSMCb46RyUgIs2ByzFdVq0x5z8dYy0Q8ALqTxARyMtz5W1fuH1ek5iIehe+/PNz92GC8YlqfJvqEAAi8jgmHnisuucCFZMEmDR94jZMWzrAq/66ZO138SVM0HS2z0K1DuVAXcDjByKSgrmhnVmNc0jCXFjzgKtUtULOzyLSB6PI20GLxMwSgA2qWqFasYgMw9Sxx6rq0oqMBYaYqqqDWvZq4Rz/lP9E1+z//MjabzYSlxjLoGv60bpPEhExERzdd5QFby5m/Q+bOZJ7eMMDX97V1V/AmJaS3utQzsH78wpyL0mMba5i/IxKDSIs4ftZDDn524q+Tn+w5/1jYOOfRj755zYN273icrsGiEikQxz+Mjve7cZXWyf4is5hNKbrbCQm8OzoKb1UJ9JS0gsvVg2S4rlicgoAH977GXvX72dY6imcdE5X1ny1nm+fs/GtQIPmcZx+33ASOzXhp/QlLJ62wjOMpmZM8Jvltp0152OCnEGY7046UIKP42eeyZjyVF8C3Azd6tYCd74cyTm81eFwnv7AF3cFZUR7IkOMxlUfVZ1U3XOpqDSCql5zy4yr36coCJoCPOz7PbNBzytAe4y2V632uatu1HF4/KNKy1n+oKo7rabDE8Aiy+v5oaz9SsHVGAE/b/PKcpWzfKGqc8Xo5cwQkSEVScl7iKki4jy67yjLpxfZZUXUi6T7WKM7dmRnJjHx0aQ8fQZxTWPZtWYvBzYfJC4xlvjmcTgdThrXS0iaPH5qD8xN2zN+4c2oQXTDGEeMw/uG50lBdwauTUtJLwwiROQeDJdmTLjawX1hS2UZwMsvjXtzjYj8DER7kbT9oVT+UnmgqrPF+JVdjNH8uR5T5qpu5GEzPFl7j5J7NI/o2KgSG+XnFBBZL4L8YwWgcGRXFnvXHyCxUxMatixWHShG/rbyAmMxQc65mLLlFIwoYFA3mmBX/Q5xSJQzmqaxzVoCi8Nx3o5XeDJl/zo7LSXKGZ2UlpKeSiVlOIOcTzIwpVGbhvUGX92PZt2a4ox0sn3pLn585Wey9h6l04j29DirC41aNyAiJoLMXVksm76aX7/aAFBPRKY0qZ9YsD97bz7GK02AVSLyEPCa5zpt+ZI3YT5TH4vI+PJm4+tQF/AEwukY7kS1wnJNHhCjuPuhiDwD/CtUzoi9kF8FjPB5KmTCcilzfVdE2gOfiMhwLb9fWCEx9ciuLH58tah56qRzuwKwd/1+dq3ey4Ar+xDXNJZfv97AnGfn+RurGDHV92bkCNxgVhhEqOrys7ukfI0xFC1m2hlOiMj5GM2VWyePnwqhrx69+UuE4eb5B8zN5HLgFRH5V7hKqxXABkxAirvAzYoZa+h/eW9G3z2U3b+akpbb5Wb9t5u48B/nkLkniyO7sohtUp+2/VsCsG1xsY/7elvWPAUT5FwGbMRkcu4ONatazlV/uM/bcQPfTFm9yPreAWTAxUkVTG1qVGxk9HmPjyG2SX22/LQNV4Gb5KFtaZgUz7S7ZtK6bxLxzWPZtngnMQ2jadOvJaPuGELO4Ry2LNwOEH39ybfI3+b+OR9AVW8VkVcwzQI3i8jtHpkMVXWJyHX2vfhQRC7wpVoEKp9STUFhTUVdwOMDEWmFEXdbUs1TKYSqzhSRQcD7wDARuT7EdtUzgE1aUvUzbAGPxTNAB+B9ERnnQw4OFoXEVF/0Os8EPMtnrAGgVR/DX6yfUI+JUy7C4XSwddEOfnzlZ3Iyc8GLmFrem5GI1D+3y/nnjmg3+sYHvrw77MGOveH+EROUnT15/NQDmIxURYX1fq6IwJyqrhSRDOBMTNv92Zh26erEbMwNLgLgl/eW44hw0OW0jnQc1p4Dvx3m53eWsmftfrYv3Unb/q1o2bM5+TkF7N1wgFWfrmX9d5sBcxNZs29VFkYLRTFBzqlqfO9ChmfV36RD43qDrulHYscmOKOdZO3JYsUnRv/HGemg/2W96TiiPfUb1+PIzkx+fmcpm+ZthTCdt+MFIfBjwp7hLGNevYG+Lbo1c8Y2qc+R3VnMemoOABf96xyaJifQYXAbls9Yw7fPz0fdZm067smxtOzVnFZ9kzwBj7NNw7a0btDWve3Ib9EAqrrI0gMmABki8glGXXuvqhaIyNUYmsM0EblYVfPKKJ9WZ1BYI1EX8JTEGEyd3l3mllUIVd1s24X/gTGqu0RVFwe5u6/2jgdhKWl5zVFtx8kM4AURmVSODia/qtPtTmlFw5YNOHogmw1ztwAQE2/4pkk9mrH++80075ZI51EdiIiJ4Iu/FlJsOlVUnTfSGelIqN/0+bSU9DnhvBmJMQZ9GWPpMEhVt6elpP8w8vbB9Zp3SySuaX1c+W72rN3H/DcWcfC34t2p0fFRXPLsecQm1Cc3K48pV71f+BTmIlhRYb1HMcHXk5iArLoDnjSM/H4EgLqVn6Yu4aepS0psODdtIYZ77R/57nznF+tnrsP4kf0chk67qUD0mQ+MJL55HHvW7uPQ9iN0HtmB4ZMGcmjbYZKHtuWkc7pyaPsR1s3eSIchbRn7hxFk3P85u3/dB+E7b7UaNTxTlgpEu/JNsjMmPor45nG4C9zEJpgeiyYdGnuC2EI4Ik02+ei+osqoUyIY2eH0qLeWvlZInLf3nTftYuMxYKUla6epar4YA9lpwDvPn/fatEhn1KvUsKCwJqMu4CmJ06mgO3plwaYxbxeRy4AvRORPwMulXaxtx9lZwK1+ng53hge7ErkU+B5TFnkmxCFKkjKAXuO6AbDqs3WFXTY5R3KgVQN+/XoDc9MWktipCRf+42za9m+JOMSzuooEprbs2TxmXCkEaKCwo8cbH9z7KfvWH4Aw34zEGA9+hGlrHq6q2Z7VY7exnWT3mr2sX72HVn2SaDugFQntG/HupAxc+UVx+IhbBxHTIMbf8IXCehVJY6vqDhF5AWODcrKIdPGTJawypGZMWJaWkr4EL6Xl8sCtblekI3LBqj3LJ4RjXp7z5nCKM7apuenNeW4eB387TOM2DUns1IT4ZrEkn9oOgO9emM/OlXs4uPUwQ28cQL+Le3qyBGE5b7UZwfBjAJKHtqX/Fb1pmBRP9oFjrPxsrUd3qbIzZaMB544Vu9m5ag9JPZpx5X/PL7ZB/UbF47Re47vTolsih3ccYdWsomZQp8NJlybdIvFzzbPaO/eIyKuYMtdNtsw1V0QuHdF+zI+CpBPa9+CEL5/W6fB4wZYXqp2wXBZU9T2MBcCdwBtSur/MJcBXAbpswh7w2PllYkift9ngLBSUsDJIaNeIVn2SKMgtYNWsovvt/s2H/A5QkOcqTCVjupj6Zu076lg+fTWen9VfFlUujuwsohttXbwD7+2OHSrkB4ZNnVeMeewCTGB9mRchNhWI/uB3n/LxHz/nuxcWMOOhLwGIaxpL4zaNCsfoMjqZ9oPaeHcc+cLDX6oo/gachsna+QuaqxoTMV0t5YZDHLkiEpZgxyIViHa7lBUzTWf5qDuGMPruoTRNTmDfxgNsmr8VT1agaccEnFFOmnQwzZEJHYo1SYbrvNVWFPJj2g1szZ41+9i2eCcdBrfh7IdHg0Dzrk05/b7hxCXGsv77zYhTGHztyXQ/s7NnDM/ipDLQEUx2ceZDX/L1P+eyaNpyvntxAeu+NfHVsSNFnOL+l/dm6A39Obwzk5kPf0X+seIi6U3qJ/oNeDxQo3o+Gvgr8I6ITJ3Q54a+V/S6pluE0SgrD6rMT66moS7DUxzdMBfTGl/jVNU1ltfzErDA1nTX+Nn0asxNyx/CWtLymd92Me7qX4nIdlX1NQANhEJiqgee7M667zaTc6ToXrd8+mq6je1E1zEdcUY5ad7VeO6tm110+o7lZzuiI2LqlUWAbpBkunfWf7eZtd8EPP0VUueFQsf51zCk2Ld9nh4NOPdtKIpNnRFmTeJ2uck+aLwj4xJjGXrTAJZlrGaHj8KwF8olrOcLVc20KfWrgB4i8pCG2UIjFKRmTNiYlpJ+LRVzS782zKv/Qt7Z5vlbaT+4Dc26NKVZl6a48l1sXrCN/GMFLJ62guG3DGLoDQMYesOAwp3rNyqWpQvLeauNCJYf03lUMuIQfnlnGcsyVtOqdwvOe+J0+l10Eqs/XwflzJTZBW8joCVmMZjk83fS5PFTo7x2YP23mwGIaRDNKVf1AWD70l0gMOxmI5Owd8MBPvvzN96Lp0I4xQmlBDxQKET4nuX0PNSqQeu5ijoat2lEoCxY8qltS/OSgxO0fFoX8BTH6cDXlaGcWxlQ1aMicg1wI/C9iNyhqu96nhfjwt4VY4HgD5WS4fGa3zIxFhT/E5ERwZRD3Oqeo6rdnQ6zeImJj6bTiPYAxVrUAQ7vyGTWk7MZOLEfnUZ04NjBYyyetoJf3lvmOX5BlDM62yGOBr7H8SVAezD0xgEMnzSQzL1HWfXZ2sIVu0W5b0b2Yvo7+zNOwIq0iwAAnVZJREFUVRf42awYfykiJoJRdw4BYFnGahPwCIy+eyiZu7NY+NZSmncr1Vi5U3nm6gevYmwm1gxoOfgPaSnpTajGbpDUjAnT0lLSAaaoarSIhCT6Vgmp/I5gOFVnP3oakTERZNz/OQd+O8y5j53GgCt6c+xwDqs+W8veDQdo3TcJEeHogWzTuXOkeMLKre4uInIa5n3NL+V3sb9ry3WrFATFj2mabDJie9fvL/Y7vnkcUbGR5B3NB6/FidWyaYJX4IJPIGP/b4F5P3diSs077c9vmIzsTlX9Qqzf4bmPjSEnM5e8o3m06d+Seg1j2LJwGzuW7+aUCX046ZyuuF1u9m88QL+LjIXW4Z2ZrPy06DLoMn0dfSw9YRmGM7fF37lU1ay0lPS33eq+KyYuOqa0LjGPl9yOFXuIa1qfdqe0LuSS7Vi+G07Q8mldwFMcp2NY8LUG9ovxstVsmWaJzb+zfJ+JwLsa2PG6UgMeO7/PrbbEp1ajp9RW3y/Wf/LtaclnTnLiFICczFxevfTdgNtvW7zTt9W4ECKS5xRniSyAPwK0qrJn7T72bz5ITHw07Qa25tSbTsGV52L1F8Uad0IOIqyo4UsY9+whpbS2F670YhpEc/Yjp9GscxNWf76OBW8Yfnpc01ha9mzO/k0HOeP+EYXE7YiYCM56aBRznptHzuHCG2hYjGhVNb9/y0H/PKPTuc+2bNB6iNUGqbZuEBFpAjRNimu1emLfG/u0adjO5RCH0xMk+8BbmHFiODI79ny2AtoAbTyr/vjmcUTGRODKd7Fn3X7cBW4ObjtMsy5Nady6AY4IB3vX7WfvOnOD9gSz25YW//wKEoExuPWUO4L5HSEintdaWpBUVb9D2dZlr2NB8WPqWY5Mfk5Bsd+e523AE7H36J7rRWQ8xn/rKMWDmJ0Ye5Dv8QpwytJbSktJX4/NQO/fcpCOw9oRHRdN9sFjLP5gBb+8YxZbngDN4XTQbWzRJWPH8t3FAp4D2fvzMH55DYHbgF5AnIgsxwQ/niBoueX1pDrEEdmiWzNKy4IF4SUHYchY1zbUBTwWVqtmJFAjZPRDhaouFmNA+jowV0QuwZSzLvG3vbUviMF82Sp7bq+IMducLiKnqfHh8ouPV7/fvF/SgD3N45KaUgFiKmZFvxg41fcJfwTodbM3sW520b1w4MS+9Lu4Jx2GtvUNeEIKIsQ4qn+AMYUcVkY5KA+IikuM5dzHx9CoVQMWT1vBT+lLvAY0v5p0aFzIAQFT+mp3SmsioiPworiExVU9LSX9kpsG3P4vt7qjnA6nEPi8VFo3iP28jsO07I4EPt2Ztf3R/5v7+BcnNes9eUzyWb0T6jXp1zwuyWVX4PmYG9psIC3YVawN5Fpggxk/P20x2QLPTbJ5gbuACEcEh7YeJudILjENojnvidM5siuTTsPbA7Br9V66n9GJTiM7cGDzIRLaNaRF92bkZuWx6L3lvnPIU9WQMok2g1haQBRK8OTvdwzGA6qi4/j7LSKS//x5r0VFOCIL+THJw9rRuE1DsvZmk3RSMzqP7MCxIzkcO3SM+GYmuASIrFd0G8s+VHRpaVq/aQRGe2xXGMX6CqURfnz5Z358+We/G815dl4gbbBCuNwuNh5cfxA4rKp/8DxuA/peQG/MIulaoKeI7H3q9H81aVK/qTOYLrHEzk3oPLIDDVrE+fOSgxOwfFoX8BRhALBZVfdU90TKC1U9LCIXAfcAi4BM+9sfWmAuBFWVBn8Yo9EzVUQuLaXtf/j/Vr79zG2D7n2SCnhpYe76E4E1eGVOAhGgG7SI48iukrGIF/nZg6CDCBHpgSH7vo9xVC9L6mAD0P38Z84ktkl9MvdkERHtZOgN/QHDYdq7bj+2nANAUs/mjH9qrG9bOgD7s/flisi9mFXsYlUNOQDytAiLSD1nUJUjIEzdIDb4GIUJcs7H9JmnY6xWMu02snLPsuEr9yy7FePs3jTQZ9oGBU0oHrz4BjRJmOB0K6aUsdX+zPP6eyeG+zAF+NwhjlFA14JcF5898Q2nXNWXpskJNO2YwJFdmayatY4Nc7fQul8S0XFRdDktGXeBiy0/bWPBm4v9fe5C1gKyrzkPP6T/mg57niMjHJHHvB4MyI9JaNuI+GZxNOvSlJ0r95DYqQkAmXuyPNkdO4QjQlU3h3m6xaQRKgK3uvTbTV/twGcRpcaAdo79AQrfo+TG9RJWAQTTJda4TcPCxZ3b5Wbrop1Gfbw4wlX2rhWoC3iKUGPb0UOBvfD9U0RGYlbCf7VEU99PeqWXs3zm5bZqoV9iWtXv893G3pCGLd+95D5gG2EgpqalpBcjQQciQI+8fQjR8VHsXbef6Lgo2g1sDVB40fVCUDcjETkLo330e1X1p4HkD7OBzrFN6kcAxDeLo9f4Iv72vk0HC8shZUFVC7LyMudhgsyrgWQRWYgJfuYC88oiH6elpCePvGPI2827No0IpAnkbdDpDdvOH3KLsP0M9MEEOVdgSPXpwIOq6u/z2g3zGckD1mGI1b4ZGc/frYEcigIXT1Cz3Ov/7b4qtj7ziwaexpC4b1LVT9JS0l/A8Hgi9qzdzyeP+r+MbFu8k/dvm1HWW1CA+RycMLAK3q60lPRC65DS+DGufDftTmlN/8t60bhtQ1r3SQJgyQcrfYcOS4bTG+GSRnC5XWw/si1306ENh4FmZW1v36N1aSnphRpUpWXBANZ+s5G1szcWesn1TulOTmaub2dnWMretQV1AU8RxgD/V92TCAds+n+4/fk78LUYLy7vG0aldWgFgqrmWguFH0Vkk6q+6LNJMqYUtSU1Y8Lmf5w9OTrKGfVmhCNCHeIIRkLBHzG1MAVdGgF63beb6H5GJzoMaYs4hf2bD7FixprCVlOLMm9G9oZ9B/AAcIGG5n+WhuHABP293Llid7GMj9c88to16vB7tb5fVo9pCOYz8TBGV2cNJvj5HvhBVX0/D1O7nd4xIhhNoK2Ld3Boa5EwoldHSlDdICLSDrgSE+jUB94CTlfV1fb5GBHpTMmMzEhMwDMLc/H+H8UDmu8pCmy2VaTDTER6Y4Kv9RgTSw8fLWyrfkzglhaGcWojChcnpfFjdq/Zy9f/mEv/y3vRaXh7sg/lsODNxcU0bgByC3K3i4hUQhZ7IiZILncG2iEOV2xkbPTz570+KsIRQVpKei7BEf8Lg8LSsmBBeslBJQSFNRl1bumA1bHZBSRVZ8ttuGC1b25Q1TNsKvQhDDntKlWdbbe5DThJVatcW0VEkoEfMCvkmV6PXwOcraqX2/9faNOwXcs/jXwyEeiH+aL7u6kEJKbaVtd5VKw85kE2MDjQxchyR57D8IbGlSednpaS/gMVXD1iAr/5qRkTAgYZNlMxABOIDMfMeR82A3Rl7+v2Dm83+t3ETk3qe9rk45rFctXLFwDwwT2fsm/jgcIMj8e9PgD8vm8i0hjDMZsA9AS+xZzDHEoGNg2B7RQvM23FdI/9HfP52KSqgSQYyg37HboXk5X8PfCm7020qs7b8QybKbuZsJSL3O75W78/8uaSVw5iSp3vAUvDFfxU0C0dwI1/HTzva1kJ4n9aSvoqbFA47smxxbJgsQn12bJwG7OenMNlL44v4SXncDr4+h9zC+1VLFalZkw4qZyvodahTnjQYBiG41Drgx2La7BWEqrqUtXH7WNvi8ifbJtmlZa0vKGqG4ELgNct0dqD4ZgbrqckNG7r4S3X2RvAYMzKdxXmguDhLKyyjw9OzZgwzLd0Mmn6xDV7j+4+6HJX2PfSBSwuJdhJwGQZWmM8mTaX8zgVFtajiL8UEKqaq6o/qOozqnoehttyAYYnM8Ypjrfd6q5fliaQB0NvHMAN71/OpS+Mo6dt+fc6VtS+o3seFpELReReEckQkW3AXuDfmMxTNibr2BOT4l+P+QxPwpA366lqsqqOUtWJqvogMB1oiuHStAeKaQiEA5ZsPxsjpHmKqr4R4KZZJeftOEcaYeIgOcSRM6j1sBHARRiq/0fAGhF53HLrKgSbQb4G87ktz8Ul0L03ArM48xD/fZtOZmOCIvZvOUiLHol0Hp2M26Us/mAFXz7zHQDbl+6kUcsGdDu9Iy26J7J3wwFm//tH32DnhCuf1mV4ABH5PyBLVf9c3XOpKESkBbAaaK2qR32ea41Z6RwG9gPfqerLvmNUlfOuiFwIPAsMVdXfbInlMgx/Zylwtap+U4Hxk4F3WsW3OfrQqKcG21JfeZEN9PTHRRGRrhhy8nTgj1pBV/EKrh6PAddUtDvKeyUJpu393MdOo0X3Ziz5cGVhm3zn0R3oeU7XYu38DqeD716YX6y7bU/WrrxHvrlvJyao2Yrhy32IIZXvLA+hWkRuwXx2JorIRuCsYLSeghxbMGWq/8Nwzv5V1nmtCeettqOyMmX2fA7EXF8uxRDT3wPeU9V1fkcJbr7JmMC8tAy0i/K/nmKfi6rMWB+PqMvwGNR4O4kQcCXwsW+wA6Cq2zBdL6swK59iBd20lPRke8GZjymBdaeow8mjtXIzMD8tJX2u/bKXG6r6IcYM9VMrktgCWIHRrJlWwWDnCoxY2NvbM7eOAa7Jc+WVN7oPqM4rIqcD3wHPqOrvKxrsQLlXjy67fbhumoUiiDENohn35FhadG9WTBMITDv/R/fN4rsXFvDF098Van90GNq22GAJ9ZtGYjyBOqlqZ1WdpKpfqOpv5Ql2LM4HPraBbEsgLOrJUuRzdjdwmqr+PZjzWkPOW21HpWTK1GCBqv4OQ2S/FXO9+V5EfhGRP4hI+1APlJoxYWMZGej19u/yopgNRGrGhGXAEsqXVfJGqRnr4xUnfIbH6qRswLSz1noCl4gsxdgWlEWu3QA0xjjyPjd5/NSLMaWBspx3PQiLcq1deT2L0cvYiSG4PggMKE2vp5Tx4ux4pwJXqOoi+/j9/VsOfOrG/rfnWuG4Cr9Gm2F4FOOH9a3v8xVFkKvHsAvr2WMrGBuLgJpAlGzn9+gX/fbLdj77c7GPoKZmTAjbAsuSsH/DBDrJGIHNCpcqRGQc5sb1JvBoaR1bgVCd5+14QFVmyiw/ayRwOXAhptPvPcyCa3s5jl8M3hmrUXcNoXWfJGIaRJN3LJ996w+w4M3F7N90kNQM/9Zuv369gTnPziuWsbKfrwqRpiklY308oy7gMc7eE1V1XHXPpaIQkT6YskqHsjRfRGQHcDHw/OgOY3Mu7TmxbzlLPhVOxduLzq8U8TjOVNXFpe/ld5y+wLuYDNXtHk6WGJn+94Fdk8dPHU8Fb0ZWpPJfmMzgeaq6IdS5hgJbYkzFlBg7qWqkSwvEIc5fHeL4ihCE9UI4Zi4QNeG1Cws1gTbPLxIt82gCjXtybIl2fofTwTf//MG3wy0vNWNCdLjmZzN4V6rqOCuyecXk8VMfpZylWBGJB/6JOadXq+r3FZ2j73nDdJGVSxDxRIMNeqZQhQsw23QwBlP2SsEEFe8B/yuPPptv+Wnck2M5eiCbvOx8WvVuQaNWDcjck8XbN31cqLXlQZfTOhIdF8VP6UtYPG0FqnpMRAZ5Pi915dPyoS7gEUkDVqnqf6p7LhWFiPwDOKaqD5WxnRPzoa//yKi/dmoW13x5hCOy2I2/UZuGAY3p/KDCqwWrEdMD+FFVx4a4r6cV/GFMdustr+faAD8BnwN7VfU+KP/NyGYW3sOkqS9TI/de5bDv112q+mNljO/h8ARaeXq6srqN7UT3MzrRsGUDxCkc3pHJihlrWDu7RMdWWLtBRORd4EtVfbVzk67/vKZf6qWJsc0aE/gGGbD7RUROxQTBc4B7VPVIuOZZh/KjOjNltovxTEzwcy7wM2Yx9aGqHihtXw9s11kqfj6PTZMTuOhf5+B2uXn1kndwu4ruwwntGnHJs+dRkOfirRs+JOdILi63i52Z2z97Ys6D53iNH1JQ6DIHyXc6nBNOxGAH6gIeT2knRVVXlLlxDYbNOmwFRqlqqd0qlti8VFWb+yMJRsVGculz40oY0x3Ycohpd830V5GuUDutlQU4gOHvNAEeVtWpQe7bFOM+noQpYa33ei4aw6/5EDgPeFJVPy/PHO14nTDk5C+Ae/2IOVYZROQV4GdVnVwZ44ezRRhzU0pLzZgQFs8ee153A10nj586It+V/47T4ZRQtZomTZ+YgSnpXgdMUtWMcMyvDuFFdWfKRKQ+cA4m+DkDI6nxHoYrGXDB40v8BzjpnC40btOQVn2SaNSqQbEGAA9G3j6YbmM7sebL9Xz7/PzCxy3x/3/AnWrUmEMKCo/lZ6/7y7cPt96bvWdQZWelaypOaOFB23IaC5SQ6KyFOAPjshtMa24LYJdNufbFZ3VQljHdpnlbfcerqPPuJRgC/WWY1cpsEdkWBA9pFIbz8y5wsZY0Sf0PpuPrRUz2p9xlCnusd4HHKivICBHLMO3alYWaLKY3GlgxefzUEcAbkc7IUDpgnEB9t7rfHNJmxK55W79bDvRV1d1l7ViH6oG9plSbwaUaQ9H/Af+zpc9xmGvVsyIyGxP8zPAja9LR53+Sh7ajZa/mAGTtO8qu1cW9lGMaeImjzlhT7LnE2OYAe4DlInKrqn5sM5XDggkK7/705uX3SOqdwHsicmp5+Gm1HSd0wIOp135VCUqc1YGrsdo7QcCjwZOKCTCKIRhjOj8ol/OuJRD/Bfjak50RkcuBd0VktKqu8rNPBIYsfCNwnarO8rPNdZiOtIEYUuJPWoYTcilzvBF4CsMZqSn2I8sw7bWVgknTJ+77y+n/2tMwpnE7axhaXlRGN8j5XZp0/w6Tzq/XfnAb+l3ck4S2DXEVuDmw5RCznpxD3tE8koe2pf8VvWmYFE/2gWOs/GwtSz9ahUMcMRP6XN/yqt7XnnbbzOvqgp06BAU1Hm5vYzTNGmG4PlcDk0Xkc0zw86ltuIjy3X/GQ1/ijHTQul9Lzrh/BGP/OIJ3J2UUUgV6nNWFiOgIti/dyYEth4rtKyKRqnqPiHwAvGb5p3eo6v4QgsLngNMw9ij3lOtNqMU40dvSjwv/LPvFOxuTgQgGnoBnNH5qvx5juqj6UVz53/OZ8NqF1GsUAxQZ0/lBeZ13H8asRl7wPGDb0e8DPrHlt0KISFsM12IQ0C9AsNMfo59yoeVjlEt2QEScIvJP4A/A8BoU7IAhVPa2IpJhgYg0EJFrReQrYMXkhf9ZKCIVFYILq5iefb0ptw2690wguuPw9pz5wEgS2jVi80/b2Pjjb0TVjyQi2knzrk05/b7hxCXGsv77zYhTGHztyXQ/szMATofTGeGMDKp0Woc6+EJVD1khyrMxnYJfArcAO0Uk3a3uwpK3M8qJOMy6wZXvZuuiHeTnFOCMcNCgRRwAjggHPc42n81l09fgB/n2uHMxmfldmGzPBSHMWYHrgQttR+IJhRM2w2MvnGMwN7PajkswmaqgyHQU+WiVSLlCcMZ0ARCS866IDAFuAmKAYuRbVX3TlhxniMgoVT1qhQpfwmj3/N1fJ5qINMGkn2/1yg6djvmShzK3BsA7mAzYIFU9GMr+5UWwoo+qul9EjgDtqID+jM2wnYmxdzjLHiMNmLnl0KZjYegG8atfVAEMbNcoOSs6Irob4Bx0TT8APn38G3auKJ6oGZY6EHEIv7yzjGUZq2nVuwXnPXE6/S46idWfr4OKl2LrUAeg0OH8ZeBlEWkOXHzg2P4LmtZPjABo1qUpY+49lZ0r95CblUdSj2ZEx0Zx7FAOHjXzjsPaEZtQn0Pbj/Dbz3474td7HS8b+J2IfIjJ9lyC4fbsC2KuB2yX40ciMkBV/absj0ecEAGPv5vIS+PezN+bvUebxTb/Y1pKeliUg6sRV2P8hIJFEkZvokTKtRClGNMFgqpGicg3wA6fn+32905VzTHDSyymBPc34HoPCc8Hf8a4fb8rItsxPKXxqrrA/5TFiUk3/09Vp9nHkjBaLb8EnHjJcTpgyMnfYy4ila7PZMmHUzErN9+uC4/oY2eMuehizDlfiuHxhBRQ2K62IZgg5xKM2vFbmCCx2HlIzZgwzZqTTvEzr0AIi0ZTAJx/frdLDgMdGraMJz4xlvzcAvpe0IOzHxpF9qEclk9fzcpP19I0uTEAe9fvL/Y7vnkcUbGR5B3Nh3KWYutQh0CwfLAX0lLSe6jqzSISkX0gm8PbM2ndJ4nIehHkHMllw9wt/PLeMvKyzeWl17huAKyY6Te749cGQlXnWjmOJ4BlInKbqn4UxBx/FJF/Y0pzo6uzAaMqcVwHPKXdREQkspkhgd2M103E16ytpsMqFHcDPgthtyRM91KR864Pzn1sTDFjunoNY9iycBs7lpdKd8jH8HFaUiQIN8zr/yQRycIEPw3t8c8EDti0rCdA2qWq+aqqIvIvTFfEdkwJq7Q28Mft63nA67HTgdnBKiCLyDBgGoaz80JV8LtCaC+NsD+DgeXndE754tN1Gb2BoLqLRKQbcBVGjTsP8904Rcvw/bJBzy/YbhCX21Xf6fA7zaoQ0zu/Y0LnaMAZ08DQzyKjI4hvEceGH7bQaXh7hqUO5Oj+bOrZ8mt+TkGx32BKszbgKW8ptg51KAtpInItEHF4RyYzHvqy1I0/vLfUS3hA4r/N9txrsz2ve3F7ysr2PIP57D+GMZg+7nHcBjzlvYmkpaRXxqq0MjEReMdPh1Jp8JS0NuDTNunB/i0H6TisHdFx0WQfPMbiD1bwyzvLSh1URNapakCujC0jJmDIto9ivnC32LlcQ1Fg1ExEDmKyBM0xGhidgf+KSDpFgdEeTyAjIuMxWY8BPquVoPk79uL0fxghynK3r4eCcpaMnED9c7tecE52QXYLzOrOLywH6nJMoNMKU6a7BGOWG3Qw5+kGeWrsv/qv3L10/oj2p61X6CRIhOX5VHqLsA3Y4iKdUYkAxw4XNZnM/teP7F2/H1eei5PO6Uq7ga05dugY8c3iiIwxl7nIekWXu+xDxUS8QyrF1qEOwSA1Y8KytJT0JYTHG6xM4r+q/uCV7Vlusz0flrK9W0QmAotEZE5p1+7jBcdlwFORmwjwRlpKOrUh6LGliasJvVvHQ1qeraqdbddTMfz48s/8+PLPoYxZpvOu/YIB/AnT1vktZmVxnneWwfJwpgBdgLsAN0U+Xh0x56olkCAiezBGqF2BmUCqVZH2lNLOoJSAwB7PiclMXQSMVNXVwb/s8sNmIKdQPn4MTocz6sIelw9KS0nv4J1NEWOvcQEmyBmEyQA9CHwTbKYrEB766ncOYOXby6b0FZExwIOqOqYiY1qdk0SMS3ppvzsBcZ7Pa9beo+QezSM6tmSSMj+ngP2bDhLfLI5mXZqyc+UeEjs1ASBzT5Ynu+NBZEXmX4c6lIKJVNwGImjiv1e25wOKsj23B8r2qOpuEbkaeFNETj7e5RmOu4CnojcRiszafq4FPiOnAjmExk8RTMCz69vNX88a2mb4pEhnYCpPCChTa8UeezLG92iOLce5gC1e2wzF8HCmA5d4OD/2uXRgFiZAWiBGCr4D8CnwOubC0pKiMloHzM1ypYjspCS3aAdG8PAeisjJ/rhElYWpeMkCBGqvjkusz9Dr+5PYpSlR9SLJ3J3F2zd/DIBTnOJ2u94WkRHAWEyQcy6GfzQF06lWrnb8AOgPLLJ/ZwFxvhuISAwmQAkUvPg+FoHRF9nr5/cqr//TMF19HwBR7gI3K2asof/lvRl991B2/7qXTsPb43a5Wf/tJsThoN0prel/WS8at21I6z5JACz5oITsVq330KtDzURqxoSNaSnp11JO4n+Bu6Bg04H1D/39hydDuhdZjk5firI9t6vqBwG2/VpEXscEPWf7awY5XnDcBTz43EQ8aNKhMYOu6UdixyY4o51k7clixSdrWfXZWn9jRNtxyqUcXIW4GngjRJ5JPCbIuPedZVPu6NW875bGMQltbZajvAhWa2UChm/k8SsYDnxvuTpO4H7gTuAmVZ3uu7Oq/mL1dT6yXJtNmPrz3BfOm/KC0+EsRkx3q9t1JOfQkbjoBu/9tO3Hj99c8nImRWWzlsApmAxQAUaiYatXdijgjx+BsZDhK/rYcXh7Tv/9MAryXGxesJX8nAKadW5CRLST+MRY6jWux/6NB0g6qXmxcZwOJ/mu/FNaN2i7a9uR337FkI/vVtW9vscsL2wnlyeAGQ/sFpF7MFm3LiKSQfEgJobAAcw6P49nlfUZtuTzdhiLkMJS7C/vLccR4aDLaR3pOKw9B347zM/vLGXPWhO3fv2PufS/vBedhrcn+1AOC95czKpZ63yHX+/7QB3qEC6Uh/ivqi5F82eu+fCrWetn3PsPeep6jMbPe6pa4gMcYIxjwO+9uD2XEDjb8xgmQ/8HjEbPcYnjKuAJpBwMcOYDI4lvHseetfs4tP0InUd2YPikgRzadtgfEbfGt6uKMfq8mNDVdsdhiL0nA/0S6jWJpApSrlY/55/AWK+szTBgroi0wgSYDqC/qm4LNI6qzhSRJzFZnTdaxCX1eWT000cc4piPz8XEIQ5no3oJjYAbhrYdMXFo2xEeYvo02xL/AfAI8G8bdMVhsl8tfX76e/3dSkQKKD0o2o5XR1oAFBN9LK29esuB7WxZuJ32g1qXCHgAnA6n484hf/jkvlm3XV3K8QphM2NNCa6M1AyjRr4PE5x0wBgiHrY/bkx2zTuAOVIJZO/xwGeqmp+Wkj4bw+mKULfy09Ql/DR1id+dNvx/e+cdHld19OF3dlfFVnHvvfdu3LCNDZhibMsECM0GQolMEkoCBEIIpAAJ5AskEBIrCWCwqKbJEDCh2DQXwL333rtVrLY73x/nrrySdle7arbk8z6PHtl7zz33rHbvvXNnfjPz9XY2f7096DaHMkOxFktF8Qv/VfXlAl/BiBhXjC/EQ2YhkC8iSwWZ+tHG2Vsd7eMIjAzgKydj9Q3gzbISDqCYt+f3hPD2qGqhk6r+vYh8parfVOwdn5nUKoOHEJWDXW4hobG5n897dgFHdxynQZt6NOnciKSmCaHmOiPSVUPVZXnq0rSDqw8szz6n1fAGmPYJYRGRhhhBbgrmiXay/6ZUEZcrEdRacU7YGcBTqrosYNNITGr1Ykzhwccj0Zio6j9EZNSglkN+f+ugnxaKuGKIQph+Xd+b/gNci6nS/N+AebMwHoiQT1BOWC6Z0kZRB0yIMTAjLZsQRtHfxv9nfJwnzg1QVnp1WbjEJQkxiUNFpDeRGTBJmFBeMC/MkiCvH3P0V3HAUcx356SjtbpZVd8rc5EVZzKmZxqc2W0vLJagpGZM2SIiv2xbr/0rvxr9+/9m5p24sm5M3aYucUs44b8TYvoa83B4N6Zy/NUY42QjxviZpapBi/c4c5wE7iuRyfWzQE+wqu4SkdswqeoD/HXdIq0NVkl/piqlVjUPDdaszc/wmwfRN6VHMQ/P4W1Hef+hT0oKGAOp1A7P0VBGXRYAVH0+EVcuQTpA+3Fu0NdgvCtvY4yLS1T16hLHi6rzLqdqrTyMST8PeTJMmz31Qow3anRAVlUrYAsmQ+t6p3poRIhIiyGtRqya2v/W+jHumKgrDed783Xr0U33PvXN409Fu2+kOH/3hpQ2jFoBLf8+4cVJHpdHAJp1b8zkJy4B4Oiu4+xfZ7QonjgPHz8+j22LjD3bfmhrLn5wTDENj59CXyE/++BHgXqXcL+PlCdOLyKDgRdUta/z/ziMN6fUQ0Zl4hSB3AW0UlPan7SU9G98Pu9wV8XbXpS76a3FEi1imv5uVNUnROQuTHLBSlW9oxxzxWCK516NeZBdiTF+3lLVA2H2q4Px9kzBpK+/VWL700D7v0944R6PKybsPYjipSjO+LIutc3DE7RyMMC2hTtpP6wNTbs2pmnXxngLvGxbtIuCk2HrLZ2WdNVIjQ8x3aHrEiKl3img90/MjfZyVV3oaC/2lpwrsNaKqg70qa9OGbVW1gCCOXFCFsrzqe/mX458xLPh8Npx7655w2/sdMXUDTqKqa0TaYVoRCS2RVKr2TcMuC3J4/IUM3b6TOxOtws70aBNPVxuF9+/toLFr5dOpY91x0q3xj3/kJaS/m5VCdMd79lh56fU009aSnrRk0ZZ6dV+gyccbnGrqla1cT6Q4gL5fMAlIrFRlkWIlksxWq/MgNemFqp3U2yFsn0rt+2FxRIOJ2R+BdDTeakQkyFYrnPHKYg6B5jjPHxcjDF+HheR7zGtht4peX0N4u3xa3v83p77R7QdvUZwrcVc12tNWZfa1ksraLpRXFIslz5yPsnNEsl44GNevO5NDm89yuBr+xb11QlBtaerBqTU1yXy2g2BKfVXiUiMiNwHfIfxsgxS1YXO2BYYr0opUjOmbEnNmDLynTWv/+z73Qv3YYyafEA5ZeSkYbw6PTGWf7h1elziim/foKPrki4T/zt90syrnFo332C8O89EY+w4/PnWQT/t5BZ3qe9u404NycvMJ/tQRElJfmH66aLoIudPrw5GYLG8MqiOSqmBGVp+oy4bo/GpSiYD7wW+MG321B0vLf1XgXPxLg9V0fbCYgnHlRjD3f/A6Td4KpwlqKp5qjpbVa/HXOP/iTGAtorIhyJyo4jUK7HPAmAAsANTpflKgOmTZqZM7XdrK7fLHUs570EVfT9VRW0zeILeNZKameJj3gIvBzYeJj87n6O7TMHeBq2TQ07m9XlVRH4tIleKSF/HFVhlVEZKvU99LzdLbLEck6I8VFWf0OKtEZoTxMMTyCebP2z14tLpM1MzpvRKzZgSl5oxxeX87oWpnfMHojDIXI4nyusrfG1Ym5F/wHTrTcbEpSNGRK5rW6/D5S2TWscHE/zN/et83n/oEw5tjajtVZEwPZo1VCKb/f/wp1cDjL17BOfdMYxuF3QqSq+u3yqZMXcOp/cEU3o+PjmOMXcOZ9hNA4smyy3MDd3zo/IYROkSCEFT0ysL58n1Ekyrj0DaL96zaI+I3AjkYMJTkeB1xt94Jj+JWmolN3NKhwbG4PFQTg9PKFT1pKq+rapXYULoMzGhsx0i8p6IXOt4m/xj7wN+ADzapl67/6rqS05pifLgL+vSoTLeS2VT20JaQSsHH9t5nNwTecQnxzHhDxdyYl8mnUe1B2Df2tDZu7mFJ/dhBJ7XY4rgdXQK3W0A1pf4vaOiRd0IkVI/5q7htO7XgvjkOPJPFnBo0xEWvbyUw0Fu7Koa/4sRD7rv/98dF4fIlPEXHQzHKODvJV9MS0nv2LJPs5cnPjou6Mkw92/z2fC5CeHGJcVy1TMTSGhYl7ysfGZc/yYed4z7xv4/bjiq3fneP3/9+14YD1REiEhf4G/Thtz1mf9JpBI4ncL0okwjCJ9e3aJ3M7pdcCpaG1Mnhm4XdCJzfxYLZyzBpz7fjuNbQwoWKwMnNb0nsKzEpio1eIAxwBpVLWnQdQfWBYZifeobpKrxp7HthcUSFCeM3w34b8DLBVSBwROIk4jxGvCaiNTHaH2mAtNF5GOM5udDVV0gIgN+fM6dG33qq9OobUOG3TCApt0b445xs3v5Pub/53uyDmbTsH39kHXBHM7Ysi61zeApdhPxU5jn5aM/fM451/encceGNO7UkBP7MlkzZ2O4lNXChNjEd1X1Af8LjlehHeaL2xVz0Z3k/LuJiGymtCG0IVSVy0DCpdQnNUlkz6r95OcU0Kpvc9oMbEn91sm8ett7peZxu9zUi6/fevqkmb0Joh3hVFuJoDhVbIdhsphKMjPrUE7MytmnChF76sTQY5yROp3Ye0piMfonQ4lPLm0XiUhcs8QWbwDLIw1HOCfqO8DdDes0+jUVK9MeyOnso1Qs0yhcevXeVftx6ngERVULP1j/7tGneLxqVmroDWwJUsSwqg2eyZQIZzl0x5xjRW0v+jUf9Mzo9ueP7t2sXwxGf+cPF1R52wuLpQxuAmaW8Lb7PTzVUvhSVY9h5BIvORmWP8C09nleRD4Y0/7CRU3qNm0QlxjLhN9dQEKjumz/dhfeQh8dR7SlXoskZt31Qdi6YA5nbFmX2mbwhExXPbDhMP995LNo5iqVrup4cLY4P8U6vYnp/t2ZU8bQBZgvUzcR8RLcK7Qp4KYfNKUeKNZ0rnHHhlzx9HgSGtXF5RZ83qBZduE8F2V5ePphvFXFKg77DbITezPd858/FdXodVk3wHSi9nvLuo7tSPuhbVjy5ioGX1uqTJA73hPfrVfTvhHpZ5yU9pmYp5BX0lLSXyhrnyg5LcL0yuqz41OfL9+bv2bj4XXtK2ttIQgWzoIqNHiczz4Fk4Zbku6YHmtFrNi/pN+K/Ut+parRNNK1WKoU5yHyRkyR00CqJKQVCc71/d/Av0WkGXBlx4ZdHvSpr27z7k1JaFSXE/uzmPPYPACueHo8jTs2pMOwNmxdsDNsXTCHM6KsS0lqlYYnNWPKCozLvaKhpUgrBxehqtmqulxV31TVR1V1qqoOBRpgwmy/xJT7r4dxKb4BHBWRbSLy8bHco9cS5sbXa3xXRqaewwX3Gi/hioy1oYwdCOG5cMISyZjMoVCMIri2JqhB1meCMXhWOhqUxCYJjLhtMCsy1rKnRAE9Py7Ec3nPq0OeKSX4NeZveK/z/0rpgxHA6eyjNBWTKVRuvL5Cnvz6d5lAhwrE3SOhZIaWn6r08JwDHA1RWbY7sM7/Hyd1fSBGY2axnElcBOxU1ZI9TarVwxMKVd2vqs8NaT3iuNvlxltgbp/xSbEkNUskoVFdEhqaOnaNOjSIdNrT6T0PSW3z8EA1N2srC0dHc8D5+Spwm2P5twO6JcfVK9VKIZCOI9rRso+xEbIOZYfVHjkE81w0w3QYD1eDZRQmfFSSsZQwyNqd04p6LZPJPpJjQoNiRLeZ+7P47pXlNOveJOgBXC63tEhsFTY9DkBELsEUvDonIO05nxBGT/dxnWneowmNOzUETN2apKYJbFu0M1xq92m72FS0zw5wUsT1o72Zu3sCwzFG6d8qcYmBDMK0rShJVRo8KZjGp8HoRoDBg/l+LgoScrNYTjclxcp+CjDX1Gr38ISgE8CeVfvZu+YALXo25bp/TS42oG79qC5Tp8V7Ho5a5eGBonj+TZi00/JQbemqqlqoqptV9UOXBFda+nn/oU/4z5WvMuexedRtUIdx948msUnYbOBgnouw4SynWN5IShhmDqVqHPWZaLKG1ny0EV+hj8TGCbTs3QwR4aIHRjN0an8APPEeLnloDPH1TjmI3C53+3CLd2oIvQRco6p7AjZtDrELzXs0odsFnUhy/i6NOzak2wWdaNShYbhDndY+Sk6mULkzjX76/k1vqOojwOfAQyLynJju45WGU+CsF6UFy1C1Bs9kguh3RKQx5vsd6EK8CNNny2I5YxCRJsCFGI9+SQo5swyeWDB6wg8e+oTPnvqaJbNW8uU/FrHxC3M7PHkiXLecUpxO73lQaqOHp1zN2jhVOfh0FU4K6rlwx7rxFfpQn+It8LFzyR4KcguJS4gluXkiWQezQ80XzHNRln6nC5CnqjuCbCu2tobt6tOqXwsK8wpZM8dpf+DUvG3UoUEx16fbY7pWe+I8BERwQp4MTvr/O5hWEyWNr6DCdIB5zyxg3jMLwry9UpwRfZQCM40wdTFiCX5uhss0+gxjvDXAlJy/VlWXV9ISewHbQzRNrRKDR0S6YcK/3wfZ3A1YVyIL8WJMUTeL5UziemC2qh4Pss1v8JzWkFYAp+5BImz6YhtgymCcc30/AHYvj6r6xZnyvoqolQYPlL6JqGqsE0Iqhk+9qkqB2+X+jtObrho0pb5p18ZccM+57F19gLysfFr0bEpcQiwnj+VyaHPYmn3BPBdhM7RwupeH2FbMIPN7dzZ+uY3cE8aIyTqQXSybqEXvZkx6bFxRWnoJgp4Mjpfpn5hwxTNBhtTKPkr+TCOnLlAqJkQTTabRCuBiVb1ARKYAn4rI48DfytNGogShBMtQdR6eFCAjxNpL6nc6OWsoXVbbYjlNONeym4E7Qww50zw8Rfegy357AbmZeeRn59NmUEvq1Itn+3e72LNyP/VbJdP/il5FEQZ/XbDcE3ksnLEkcL7T6j0PRq01eKD4TeRkYc7PT+SeuKF5UgsvATeR/Vn7Ns1YktZz+/Gto6qgw3M0BPVc5BzJ4fjuTFr3a0FMHQ+5J/LY/PV2Fr+xgvyckAZ0KM9FWR6eUOEsCDgZ4pPi6Dy6PQCBKepREupkSMXcYIcF+zwqK7uJcgjTqwNnPeXJbFgB9BMRUdV0EZkPpAOXiMhNAdVdy0NZBk/ESsYomAz8NsS2YgYPJpz1v9N8/losJRmEqUL+ZYjtZ5qGp+gedHj7UTqNbEdcYhw5R0+y9O1VLH7NPE/UaVAnbF0whzPCe16SWm3w+EnNmLLSadrWU1WHBW5zrPAVmDjrJ8H2ryaCei6O78kslpYeIaE8Fy0w4ZBQjAL+L8S2opMhNzOP53/4epmLCFU/RlULRaTUySAiQzG9uc5V1ZCxOs4wYfoZwl5MC5DmwF5V3SIio4GHgKUi8mNVDSuMD8NATPGyYGQBbco5b1BEpAXGuJ4XYkh34PmA/18EvBVirMVyurgZeDGMh/VMC2kV3YPm//t75v87WDS57LpgDmeM9zyQWidaDkMHoFS4ynkqfBr4ebWvKIBps6euP5R98LDXV9GM+rCei5AhLecm0wAI5bJJo5KeRESk1MkgIk2BWcCtIdKQi6hJwvTqwvkerwD6BrxWqKq/xWhb/iYi/4xW0OyEgfsQXLAMVRPSmgh8FKYhaZGHxxFUj+X0PqxYLMVwdIhXYxIvQlGIuQefER6e01nWpbo4mwyejpiCgcF4FRgoIqU0NNWB8yS+7J/fPb3eJa7y3sT9hPNchAtpjQK+CfU0Ulkng099PkqcDM5N9Q1Mp/aIvBAVzW6qpX2Uihk8flT1G0wV7ySMoLl/FHP2xNQQyQyxvSoMnskEr67s763VhlPZekMxFaAPVPIaLJaKcDnwnaruDDPGb/CcKR4eqITaYJzB3vOzyeAJ6uEBUNVcYDpwd3UuSEQaOqG2V4Ff7z6x8yKnGWJVeS7CGTzh9Dt+pqpqRU+GfEqfDI87rz8SzUSO0dIHWAjk+EJXYizEGDoLgd611NiBEAYPgKoeV9UpwGPA/0TkF04l47IIp9+BSjZ4nAKCI4E5IYZ0BrYFlOi/GPhfZR3fYqkkQtXeCeSM8vBA7feey9mi8xORecDvVfXzENubYdzkXSLpfVXBtQimV9VfgLeBXwemLaalpF9FFCn1Xp9XQQvdLs/1oW7mzs0tF0gKZrSIyFLgJ6oaNq97Yvcr3ri482VXxrhjozaW8735uMV9zU/ev7GoJoXTCPTPwOCS7Syi4R8TX+ozf8cX345oO3qn2+Vpx1nYR0lEBmE0A0GNnoBxHTBFBLOAm0rUOSo59u8YD8pTIbaPBJ5Q1XPLv/Ji8/3QWdP4ENuvAG5Q1RTn/4uAB1T1jBNIWs5ORKQ9ppxCq5LXWicLcxowVlU7i0iMqhaIiP86Nf1MuE5Few/i9Jd1iYizyeDZDoxR1ZCWp4g8j7m4P1aF6+iASbtuCfxYVRcGG5eWkt6RMuqyqGphoa/QdTz36O6/LXiizsGcA5Od8EWw4zYG1qtqoyDb6gG7gYZhdBOIyDXAn357/pOPNU9s8VciPxlQVbLyM3OT4pJfwDmpnRDil5h06iVlTBEWEWmFEWQ3O1uzdZzWEkeBeuE+R2esB9O243YgVVWDVjQWkQUYgyJoywYnPPaSqvaryNoD5nsV+EJVgwoeReTXQLKq3u80QNwKNKkEz6PFUimIyG8x19KidHTnej4TE1oOdd0MrLN1g+NtOW1Ecg8ifG2wM46zwuBxekhlAgmqWhhmXB9Mtdb2Zd0wyrGGGIww+pcYj8ZTJTrnBqWsuiyfbv7os7dWv5qGqfXwJDBIVUv1nXDe22uq2jvItkuA+1U1ZO8TERkGzAYuVNUVEZ4MwSgE8r0+74rfz/1V0/3Zex9V1Rcj3DckInIZcJeqlmzQd1YhImsw1akjqkkjIiMw6ev/A34R2JrBMYqOAS1V9USI/TsDH6tqqUrc5Vh7LKZ6cs9QafQiMhP4XFVfdLxBN6jqhIoe22KpDBxP+lYgRVWXQc33llSgNtgZx9li8HTBXJQ7RjD2E4x4NqJu3hEefwimM+1+4HZVDdkeoZzzPwf4MCGKgcB4NZ3dA8eMwxg1FwbZ/zHAp6q/CTF/O2ABcJuq/jdwW8DJkAK0jnTNPp9Xffi8HlfMdZVxUjtP/vVU9ZcVnasmIyKvAx+oapl5owH71AOew+h1rlPVpc7rvYG3VbVbmH2bA8tVNdJmsOHWMQ4Tdh4eZsy3GMN2geORXaaqz1b02BZLZSAiFwJPqupAKDJ2yt0rj9qbYHFaOFsMnouAXwa72QcZOx4j7BxY0dCII8B8FPghcA/walWEW5xw1VrgfODvwKeq+ocSY24AxqlqKfW8iHwJPKqqpcSfznv4BviPqgZtTHkmnNQiMgt4V1Vfrcg8NZm0lPQ+6w+t+VfzxJZd6sXXT8J43vIxGU1l6gNE5Hrgr8ATwFMYcfklqnptmH0Sgf2qGraxWyQ4hvsOVX0ixHYBjgPtMaG7HRiP4/qKHttiqQyckOx8Vf274wVfCdQdc9dwWvdrQXxyHPknCzi06QiLXl7K4a1HAdOqZ8gNA2jRswnidpG5L4uv/rmIfWsP5mASLc7oUFFN4WzJ0upIiAytIMwB4oHzKnJAEZkMrMZU2uylqq9UlbbEEVk/hgmVXQPcLiIXlBgWNEPLSfMdiPHglNzmAV4HviZ4mwd/nHcG5TN2cPabkZaS3qGc+/vpT+haMbWatJT0jmkp6d8AC7s26jGkXnz9RpxqAxKLKeL3Y2BhWkr6185nVgpVfQUYgkmp/RgYTfgMLTDZb3VEpCJVr/2hgBRCpKM7tABOquoRzHvyAhsqclyLpbIQkQbAeEzWLRjNThxAUpNE9qzaz7pPN5OXmU+bgS25+EFzi6nXMomUP11Eu8GtOLDhMBvnbuHkiVwSGtfF2b/Sog1nO2dFpWVMSnpEAjBV9YnIXzF6m3nRHkhEWgPPYuqXTFXVqOcoJ//ACFAHAFOAdBEZHJCB0xwIVhNiMEbMHKzOyl8w35E7wxhrM1v2bhY/8bFxQTfO/dt8CvMKGXxtXxIbJ4AImQeyWP3hBtZ8VHSv8p/UIyN4n6UQkSSMCPysu/mV1AcYJ0hQPM7PMGBlWkp6UH2Aqm4VkfMwguZfYypfh8Q5X3IwVa9D1eqJhEFAZhnemsCWEradhOVM41pgjqoeSUtJ74t5CHMDxarlN+7YkCueHk9Co7q43MLAH/Yhtm4s37+2gsWvl5LeuYEBaSnpfWqKTuZM5mwxeDpi0r8jZSbwBxHpomVU/fXjPOH+BFNL5jngWqe+T7Wgqvki8gtMKKJP32YD3h7cath30yfNPCEiHadPmhnrU19hWkr6rRQPbwRtGCoiPwHGASNCiav9J3XWoWxXYE8tT50YeozrDMCJvZk0696EzAPZ7Fl1gMTGdWl3TmtGTRvCsV3H2bNyP1T8pO4LrA4nSK+NlDOU6MYYJy+lpaQTwugpFJFHgfuBW0SkDUbQHKrdh78WT0UMnsmE9+5AcYPnYuA/FTiexVLZ3Aw86Pw7Fce746fX+K40aFOPVv1aALAiYy0+r9KqX3MAmnRpxI0zr8Ln9bHlm+0semkphfleMF7aVMrXY88SwNli8ETs4QFQ1RwR+TdwFxF8yUSkH/AvjLJ+lKqWu6NmBfmwZVLrX/5s2L3rG8Q3bKZoHRFp6d/oEpcHEwroAtyUlpK+tFVSm/zdmTufC5xERC4GfoPpaXUszPFSgbgT+7KY//ypyEevy4zG9eCmw+xbe5B9aw+y/N01Rduv/NtlNGrfgKSmiRgdN1Cxk7o/Z1k4Ky0lveN5dwx/tVm3xp7ExnXxFvg4sOEQC19awtEdRSWdSGySwNAbB9C6Xws88R6yD2Wz6OWlbF2w0x9K/D6EPqAbplTBIIwubLGIXOsXNJegMooPTsbcMMLRHVjnpN+PBK6r4DEtlkrBuQc0BT5zXhpLiYysjiPa0bKP0fZnHcpm31qTTBufZOyi5t0bs2X+DtoMbEnvCd1Rn/qvqx5nPksFOVsMnmg0PH6eA1aLyG9U9WiwAU5fokeAH2Hc/89r6EZxVc70STOv9KlviKrGiwhC+PCGqg67f9Qj7qO5R4qEviLSC+Ph+oGqlmUkljqpAfpMMAbPyvdPNbRu0qURXc7rQHLzRBq1b8DRncfY9m2xCFtFTur+QIXq+NRAZna/sJNn/7qDbFp7gFb9WtB2cCsatq/P69My8Bb4iE+KI+VPF5HYOIF96w5yZNtREpskkNSsyDYJF0ocBCx20tFvEJFrgY9F5ElMSYXA73mFDB4R6Yrp4/ZdGUO7Ax85610Z6ry0WE4DPwJmBGTHlirT8P5Dn+COcdF6QEsuemA04+4fzevTMsg9kUdCo7osfWs1y99dQ8cRbRl3/2jaDWkd+CDZubreSG2m1hs8IlIfUzcgqurJqrpHRN4HbsPUtyk578WYAoKLgL6qGrQpZ3XhD2+4xBUf2s4pjoi4Yz1xNEts8UxaSvrxabOnzgPex4Qvvo5gilIndbtzWlGvZTLZR3LY/PX2otcbtKlHn4ndAfB5fexcspeCk6UiUOU9qftTdhn3WoM/lPj2Lz7k0OYjACQ2TeD6f19OYuMEGrSpz6EtR+g9sTuJjRNY/9lm5j0TtIB2uFDiIAKMSFV9zSlCmA5cIiI3qupuZ3NFPTwpQEYEDwv+kNZPsO0kLGcITuLH9Zi+bn78SQO4Y934Cn2oT/EW+Ni5ZA8FuYXEJcSS3DyRw9uOktCodE/fgtxi18eYqlr/2UStN3hwemiVU9z4NDBbRJ7261jEdPV+GhiBqakTqudPtVEZmVKqOqN5Ysu1+7L2vBJFDZfYki/4jZo1H23EV3jq/rXh8y1smLuF5GaJXHjfKPqm9CA3M4+ls1YF7h71Se1kkvXEpH+eLaQCcX5jB8DtMQmXPq+PnKOmDY5fG1C3YR2mzrgCl9vFziV7mP+f78nNLCpMHCqUOAhj/BahqttEZAzwK2CJiExT1XepuMEzmTLE0U76e2NMKvpFmPL8FsuZwESMxzHQI56Pc31s2rUxF9xzLntXHyAvK58WPZsSlxDLyWO5HNp8hOXvrqHtoFb0v6IX9Vom0WagUSFs+LyYg/1MajBaYzkb0tKj0u8E4ugVNgNXiOEWYBVG29D7TDB2HIrSH4PRaVR7UjOmkJoxhRG3DAo6RlXr/HjwHe2JroFnsWrUDdvVp1W/FhTmFbJmzqmEqZg6jl2tcGJfFgc3mRt1vZZJJecrz0ndDdilqlnl2LemUiyU6In3MOZOU6tvRcbaIoPHrw1o0bMpOxbv5uSJXLqM6cDonw0LnKtUKNER4PcnSJhQVQudGk+Tgb+IyL8wtZTKZfA4hQt7UXZGZFdMZdemQFvKDn9ZLNXFLZT2MBcVl805ksPx3Zm07teC7hd2Ii4xls1fb+f933xCfk4Be1bu5/OnvuHk8Vy6jOlIYZ6XBS8uZsXsYlLQTdXxRmo7Z4OHpzz6nUCeBv6ASfmuC1zkLxl+JlAy/bEkCY3qMmraOXgLfUVegGC4XC5pkdSq7vRJM3sRubdkM0YEDZzy7mz8chu5J061NvrBX8aTeSCLE/uySGhUl7aDzBPMrqWlygKV56Tuz1kmWCYglBifHMelD59P0y6NWPvxRha9dEpTnHsiF1ols/6zzXyd9h1NOjfiB3+5lLaDWiIuQX1FTs+SocSuwIFwGhmn0nF/jKD5fGA5UJ7ikRMxqbxl9cLyh7PGAZ+dbRl5ljMTJ4NxKPCDEpvmYpJDPMf3ZBZLSw/Gxi+2svGLkLepQmc+SwWxHp4wBBTl64V52h12Jhk7DqXSHwMZe9dwso+cZOuCHWVO5PT7So3i2HP9N574pDg6j24PwMriTybsXr6X+i2T6X5hJ5r3aMLBzUeY+9f5bPpyW+Cw8p7U/Tn7DJ5YMBlYKX+6mKZdGrF01iq+/MeiYoMObzsWdOfCfG+gsQOlQ4mDKLvgIKp6QlVvABYC94jIL50CgtFQVrFBP36D52Ksfsdy5nAD8IaqnizxeholPOAVIN+Zz1JBzhYPz0fR7iQiozFfsg2YME//kv2pzhCCZkoB9JnUneY9m/LufXOKvC9lEHGmlIi4h7cZtfvavje5Y92x5Gbm8fwPXw869uu074ggAlHek7o/pvbQ2UQ+EDv5iYtJaFSXzANZeOLcReHKjV9u4+DGw6ycvZbu4zrT7YJOuGPdNOvWxGyfW8r+LxlKHEgEBk8ASzFG50TgYhG5IUDQHBKnYORojOCzLLphmtdOw2REWiynFce4vxlT3b4YqRlTVqSlpC/DeH8qUoXcCyy1RQcrh1pl8DiNLKdhbtqdgNi/T3hRVbVrWkr6pZTRSwhARBpisrIuwXQgfxfTHmKbiHRQ1TOtp0nQLtUN2tZjyNQBfPfq8qJ+LRESNlPK6Wc0AXh8wc6vTlzZ6/rVse7YHpyGk9pZS3/OPg/PZqCHP7MjqWkifSYVRRY5tPUoBzce5vieTOY8OpchUwfQeXQHTh49ydJZq1j8RqlqriVDiYMwPeAiJQsjmB9LaUFzOC7G9B06XsY4MB6eDOCoqm6LYm0WS1UxCtNa5fsQ26fi9NKqwDHynHkslUCtMHicLKWZmJtfHIGCTpdHMF6eH+MU2wNuSM2YUuwx17l5Xotpp/A2pv+V/0KcJSIvAHcAv6jadxM1pTKlADoOb4vb46Jlr2a06NmURh0aANBuSGsK8718O3NZqPlCZko5Xq8/AsmYiqIfJMQmdOD0ndQtMV3iT2tJgNPAXKBLWkp6mefvrqV7g2mlAikWSnSeWgcQXV2jLKCxE978g4h8ArziNOK9O0yF5slEEM5yRNRdMMb4x1Gsy2KpSm4GXgiVAZyaMWVLWkr6TV5f4Stul6c8aeUngZts49DKo8ZreJz6MysxrsO6hPY0eJzt/l5CV/k3iIg/7PUAcLmq/izIU+ezwE1O9/AzieBxYhHEJbQd3Ip257Q2fayA5OZJRaGNEJTKlBKR/iLyIaaNwT8x4b33VVUdw/EmzMlZHipyUvcHlp2F/ZSqUh/QBTisqoejmKNYWrqqLsQYTbEYb8/gkjs4erHxmDBVWbTF1NEaizV4LGcAzn0gBVOXKiTTZk/NmbH0X9n5hXlEIYnwYjxHNwZr/WIpPzXa4AnoJRTO0ClJUS+hv0944RoR+SXwLeYpd5BzsS6Fqu7EXGxvqfDCK5fNwV5c/PoK0lLSi37Wf2aGrZy9tqyMgaLwhoh0FpHXMMbgh0A3VU0veeI6J+WNmJO0Ok/q/px94SxSM6aswLzvCmnKnM+xZCgxIsFyCUrV4XEEzTdi9G8fisj9JQTN5wEbAprbhqM7sBHT6PaLKNdmsVQFV2OyBQ+GGiAi3YAXv9u9YP0zC//8lIgsxFzzQmUYFjrbFwK9rbFT+dTYkFaoYnstejdjUpjO3QHFnOoovNoiqdU3ezN3D1XVoIZDCZ4G3hCRZ84gAXNR+mMlzFUIzHX6b/0GuArznm8rq85NasaUWWkp6YuBl1V1gE99dd2uoDZoIcarsBSYWkF3bX/gnQrsX5OpsD7A6yvUo7lHSvavqhSDx4+qvu5UaJ7JKUHzLsKEs0pq8aZPmhnr9Xl9R3OP5Dau2+SJtJT0MrV4FksVczNhdG6OB+g9zINi701H1j+QmjGlwPlup2K+250xEoICzIPmXCDNfrerDqmp0YC0lPRvCKKAT26eSG+neSUU79yd8cDHRQ3bAHzq8wmyYNrsqcF6CQVFRL7B9BKKpvt6leCcPL8GfgiRNpQIjaqe/Pui/3tt9YEVkzGFtP4UZWgDgCt7XfeDurEJL5zb9rzdVOFJLSIbgUmnsVnraaWc3dIB81m/vvLl1V9s+zQLuEJVjwCIyFzgj6oaceq3U335t6o6JswYN0bQfAemNcTfgAtVtajhWjgtXgCBBnMpLZ7FUtWISE/gU6BtsHpQjifzXeA4cCkwVlVXlRxnqX5qpMHjFNtbQARPt70u68bIH5/DwU2HeeeeoNnpOcCwSG/AInIl8HNVPTeaNVcmEd4YokJVOZC93/vI5/e9APzeeQovFyJyB9BPVW+t6LrCHCMJI1ZOPoO8bdWOY/TMIMLvgdfnVZe4TorITdNmT30H+BNGizABY5AeBTqpasS95xyNznRVLaXVCTJ2KPAWkAS09nsOo30fmHBeHkb/ZV3/lmpDRP4MFKrqr0Js/x2mGGc+8Kmq/rE612cJTU0NaYUtthdIsM7dJQjVSygU7wH/JyJDVPXbCPepNMpxY4gIEaFhnUauP4776/wH/ndXuY0dhzGYJ5yqpC+w6mw2dqB4KJFTQuFg53WhqhbsPrHDN3vd279ZuX/ZLFLoA9TNzs9KjPPEr/e4PBT6CvG4PF+mpaTPJYIyDg4R99JS1UWOLuxSjKD5uumTZnYgek9VkRYvLSUda/RYqgNHbD8VUz8q2PbLMZ3Tn8VIAv5cfauzlEVNFS2HLLYXSKjO3SWIuNgemF5CGHf8zyPdp7Iop0g7YmLcMZIYm/yf5ya82KG8czju3POoenFpf85CwXIwUjOmbEnNmDISk4GYBqzBPF2q83sNkCYiQx//8uHzD2Tv+9U/Js5YhBFHpibEJrbwuIyN5PzugSnjsDAtJf1rx6MYjmibh4535v9Nk4Rmc7y+wleoQONbYEZaSnq5v7MWSxSMBzaq6oaSG0SkF/AvzMPzL4GbbAuUM4ua6uEJWmyvJKE6dwchbLG9IDwPPCQibZzsrSon0o7okYi2O45oy6Br+1KvRRI5R06y+qMNLH93DQAucbmO5R79HNOSozz0Ao5Vw9+lP9HViqn1ON6Y8J7KFK4q9BU2EFyNCa/78jg//jIO4UJHERs8ItIZaAQsUtUFz0544T6QgQDth7VhwJW9adi2Ht5CH0e2H2POo/NoO6glPS/pSv3WyXjiPWTuy2LF7LWs/7QozyAOE+KNWItnsZSTmyndKBQRaYDx/t8L3A08qaprqnVlljKpqQZP0GJ7gYTq3B2CqIpCqeoJEXkZc3O5P5p9K8BMIK4sgyYuIZbswznEJcbicrvIzy0gPtFE/07szaRZt8ZceN8oCvIK2fTVNlr1bc6wmwaSn1PA2o834na5JSkuuf2lXSfd8NGG2S+XY51jKLvzdWXQnyAXHkto/B5Cj8sTzXkfSegoG0gUEYmgJlIKMFtVfWkp6X2dKt3SaVR7Lrx3JIX5XrYt2klBbiFNuzTCE+emdf8WJDVLYNfSvcTXi6PNgJaMuWM4ucdz2f7dbv8aB6SlpPexGS6WqkJEmhOkFYojyH8V+ABj+Nfh7Gt3UyOoqQZPPmUYPaE6d4egVLG9CHgG+E5E/lBWynZFCeyInn0ou1hzzsAstBN7M+k+rjOqytYFO4tuDgDH95xg39qDXPSr8xCXsPi1FazIWEurvs2Z8IcLGXBFL9Z+vBGAGFeMt3Hdps+JyBxVPRDlcsdQxfodEfEAPYm8q/tZT1pKesfz7hj+arNujT2JjeviLfBxYMMhFr60hKM7TI3N6/41maRmpR01e1bu5/2HPvGHjr73lxLwp49PnzRzbKGvwO1xxfjSUtLzMbWhQmmAJgOPO/8u0uINvXEAAB/+7nP2rtpfbIeV76/ji78vLGp4OvHRcbTs04xW/Vv4DR6IXotnsUTLVOCdINf7xzDfv38C84Fzz3Zt4ZlKTTV4NmN0BkEJ17k7BCV7CZWJqm4VkXmYKsN/j3b/KCm6MZzYl8X850+VSenlpOAf3HSYfWsPUpBbWOzmcMub1+CJ83BivzlHG3dsUDQ+8HdSs0RiE2LIzy5ARNx9mvXPxbQHuCTSkzdAv3N3Rd9wGXQDdlW1oVnLmNn9wk6e/esOsmntAVr1a0Hbwa1o2L4+r0/LwFvgY91nm4lPPPUc0X54W5KaJHB8X6b/pThgZlpK+g2UyBL0uIqcpLGYc7MLJVq5iEhToA/wuTN2LOCu1zKJpCYJFOQV0v/ynlz60BhyjuWycvZaVn+4oVQvOFeMkR5mH8oJfDkqLZ7FEg1O66GbgVtLvH41piyIP/vwcVVdX/0rtERCTTV4whbbC9e5OwjFeglFydPADBH5h6qGFQlVkNAd0UtkoQXeHNqd0wpPnPkT7Vlpnprr1DcSoILcwmK/AerWr0N+tnF2JcfVS8aE+h4CfhfhOqtTv7Osio9Ra/B7CN/+xYcc2nwEgMSmCVz/78tJbJxAgzb1ObTlCEveOOWMiU+Oo8fFXQBYdSrD0Y2pdrwa890IJ5wvpQHC9GD7WFX9LtdO/mMBxMR5SGqeyOZvttN5VHtGpg4h+3AO2xadShrsM6kHzbs34fieE6yZs7HkMaPV4lkskTIMk+Qz3/+CiPTDPOxeiOnD6MYktFjOUGpqllal9RJS1QKK9xKKhvmYuiUTKmMtoVDVoBfysrLQhv9oEAC5J/JY/aHRMZ08ZlpexcQbQyimzimbMedYsXZYsZiTOFVEgouGSnMe1affWVYNx6ktpAJxfmMHwO0xp77P6yPnaOk2aD0v6YonzsPu5Xs5sv1Y0euqGgfEU45WLue1v+B2ildXjgU4efxUyHnu0/P54tmFRa1Q2g1pXbRt0DV9GXHLII7vzeSD33xKwclSkejyNGi0WCKhWKNQEWmM+S7/DFPL7WHgRzaUdWZTIw2eyuol5PP5dPuxrTJt9tSG5dnf+fI/TRV2UHcadwa9kIfLQhs5bQj1WiWjqnzw8CdFNwe/B6hp18YANOncCIDMA1lF3h0An3oVOIwR6L0sIq0iWO4YrMFzJlLMQ+iJ9zDmzuEArMhYW8rgcXlc9LzUeHdK1q8ynv1yUeeKntcO+tnQe1cHvJYPkHUwm7zs4M8vBbmFIDAy9RwGX9uXg5uPkPHAx2QVD2cVDS/v4iyWUIhIAnAlptaVX0P4JvAGJoz1IqZYaymXo+XMoqaGtKASegm5XK6TH2/64C6MVuUD4P4gXdLL4i3gSREZoKpLy7uWYIjIxcBMn/oKXeIq9lmFzEITGPnjc+h1aVfAiLYPbz1WtHnZO2tod05rBl3dhwZt69G6Xwvz+tuB9yE4lnssC1NT4kcYt+3rInK+4xELtla/fqdK6xM5sfT+WIMnGorKOMQnx3Hpw+fTtEsj1n68kUUvlf7KdhrZjoSGdTm+50SgKBiA0T8bRvPuTQglfHZ5XAy7aSDth7Whbv14cjPz2LV0LwteWIz3hFd7N+v3D06lj28GevgKfax6fx2DrunL2LtHsH/9QTqPao/P62PTF1s55/p+9BrfDZ/Xx+EtRxhwRS8Aju/NLPJcOkStxbNY/JTs4YbxQOb/5ZLph9YdWnVsUMuhjYG9mGKCeZi2PndhHryrWsdpqQRqpIcHTLE1jGC4tD8+Mk4CNy3Z8+1/MNoTAVaJyMRoJnEMgGep5Bu9iNyCKTJ4uUtcpZ4cQmWh+W8ORdnBPmXELYPoNd4YQPvXHeSzv3xN1qFsc1PxKYteXlpSD1GYHFfvNczf5SHgj5haKyGb5WGypo5Xg36nJeDDtJWwREYsQGKTBFL+dDFNuzRi6axVfPmPRUEH+79bwaqT9xjXmfzsfDZ9tY38kwW0HdyK8Y+cj9sREg+4sjd9JnYnJt7Dhs+3oD6l2wWdGH7LINwut+CkjzvTzcXpHL34jZUsfWsVsQmxdBrZniM7jjPnsXkc2HCYhIbmmcbldtF9XGf6TOpBn0k96DiiXeDSKqLFs5zFpKWkd3R6My7EhH97cCoLODYhNqHlwBZD2gALn7j42Q3NEppPBq7DaMYeBG6uYg2npZKoyR4ef1l9qGAPHserkyoiY4F/i8h1wF1RpGT/G9gsIi1UdW+Ub6MYjgfjd5hQ0mhV3eCU+S8SaYfLQvPfHPyhh65jTZHcPSv3Fz0Nb/56e7jK0wD5Me6YvwMHMReBLRiP2mIR+UZVZwfZZwzVGM6KoN6L5RT5QOzkJy4moVFdMg9k4YlzM+IWo/Ha+OU2Dm402XrNezahSedG5GXlsf7z0n05yxI+Jzc3ae3rP93MwhlL6DW+KyNTh5DUtCjdPTB9PA3z0OJRn/LtzGV8O3NZqWPOe2YB855ZEMl7LK8Wz3KWEmmrHqfWTt2k2OQuj5z/RK6qXvTTD266G3hEVTeH2s9yZlGjDR6IrpcQp7osT/XXEglEVeeKSF/gt8BKEbkHeKWsm6uqHhWRV4GfYjwi5UJEYoH/YNKuhwcYXEU3BgifhRbhzSEcXmBpasaUlalMQUQmYNKIrwCuATJEZKiqlvz7jaG4ILWq6I8NZ0XLZqBHQiNjDCc1TaTPpFNVHQ5tPVpk8Pi9O+s+2UxhQAZf0dgyhM9r5myk/dDWdLuwEzF1Ymg7uCUFuYVFlbwJSB9PzZiyIi0lfRkmpbcirVKKvrMVmMNylhHQqifitiZulxsg3quFM0e2G7v+6+1z/1lV67NUPjWyW3ooHFd5KuaC2hmTtVGAie3PBdKi6Io+GNNCYjcwTVV3lDG+CyZrq52qBlVUlrF/feBtIBO4ruQcjsu1ojeGSMgBegcahCJyEcagHIXJSLsOGOlPL3b0O/uBgVUd0hKRWZjiX69V5XFqE2kp6c9heldV2gOOJ97DZb89n+Y9mrLsndVFWqDYhFjO+9nQYuGm3Sv2Me/ZBWQdyPa/lJ+aMSXOWVtHKqjFI8h31mIJh/97N+au4XVb92tBfHIc+ScLOLTpCIteXsrhrUcZdE1fBl/bt9S+L02ZRW5mHqp6UkR62e9dzaHGe3gCiaiXUISo6veO0fNLTCjnt8A/Q8VqVXWjiMwf3GrY/Wkp6Y0pIXwjTPVZEWkDfITxpPw8RGpjhUXaEXASE+ordgKr6v9E5DfAh8BwjOHzF079ratLvwPGw/NwNRynNlHMQ1hRwgmfR/9kCB1HtGP1h+tZ8OISek/oxrAbBzLuvlG8e98c/7CirMPUjClbnBo90XZL9xP0O2uxlMFMIC6pSSJ7Vu0nP6eAVn2b02ZgS+q3TubV294rGrhl/vZiRS4L843n0/HI2x5uNYha5eGpKkSkBybU5ANuDVZJMy0lvWN2flZGjDu2V4wrxufEfEsSGFbzV5/tD7yPSW9/Olz4rDwu2Ejw+Xzqw1focXmuD9MgEhH5E+bkvgL4Bvi1qr4hIj8D+qvqraH2rQxEJAkjVk629S6io7I8hIlNErjsdxdQv1UyS2et4tv0ZcW2X/XMBBq2q8+8Z+az/rMttOzTjImPjiP/ZAEvXvOGf1iRhydgfRFpKQIopcWzWCLBKcS5gBIPj407NuSKp8fj8/p4/qrXGHBVHwZf25fZv/6kVLuTAHKAYTacWjOoVR6eqkJV14rIKOAnwDci8hTwZ3+Ktv9iXTcmIc4RHYe6YBerPnvzoNv/CtwG/ERV3yprHeURafvtp2D1U7w+Ly5x5eZ6T27405e/TT6Qve+tVKaEm+5B4HWMcXYV8D8RWUb16Xf6AqussVMuKsVDWJbwed/agzRsV58hNwygadcmtOrXHIB9a4rp/0uljwdq8bw+7zkixLjEHazoT5laPIulDIpa9QD0Gt+VBm3q0cop0bEiYy0+76nnzot/dR6uGBcn9mSy7J3VbPpyW+BctodbDcIaPBHihLL+LiLvY0IEPxSRm6dPmtkJx+sSRVE2N1B3QItzfhV3TtzD//z2r2UaO36iFWnnFGTvW3dodeMBLc7Z4xJXRwJ0TWsPriyYt/XTb1cdWJ4KrMF4b74KdWxV9YnIjZjQ2w8wdSjeAppTxfV3HPpjBcvlohJCRwCUJXxeOGMxPq+Pdue0otsFHcnNzGP955tZNKMo7BUyfdwpNTGyZ9M+r17aZVL7ro171KOCWjyLJQjFCnF2HNGOln2aAZB1KJt9aw8CRoy/Z9V+ju06QVKzBNoMaMkF94wsqi3lYHu41SBsSKscOF6cKU0Smj39yNg/1fO4PEENx/bD2jDgyt40bFsPb6GPI9uPMefReeQXrypbbsFlpCJtEXkN2K2q95Z4Hz2ccW0xBbR6qOrNZR3XaQK5APgDJrx1nqomR7v+aBGRfwNLVNVmRpSTcoaO8p2xsWWMjYQyQwAisgpTpv+7SjiexVKMtJT0PEp8l90xLloPaMlFD4xGFV6flkHWwexi+11wz0g6j27Pmjkb+eqfxWpYlQrRWs5MrIenHDg6m5nPTXjxDheuwcHGdBrVngvvHUlhvpdti3ZSkFtI0y6N8MS5yS9+HsVRTuFbFCLtOzBp9m+p6sKA97FWRNYCk501rBWRO8vqQq6qB5x09XmYzDKviPxIVV+M9j1ESX/ghSo+Rq2mpIfQp746LnGVGToC0qmG9HHHmG7tHNdiqQpiAdyxbnyFPtSneAt87Fyyh4LcQuISYklunojLLZzYV/pSGMRJYHu41RCswVNO0lLS+3rcMf4KzaUYeuMAAD783efhBG9gbiAD0lLS+1SVm15VD4nIXcALIjJQVXMDNk8HblfVN0Xka0zPmBkRzLlWRK7BZJc9h2mvsVhVV1TBW/D3r+mJ0aFYKoA/dJSWkt7n213zPx3QYnBOnCe+JWFCR2kp6ZWhAcrDGE/hOA/4WlVLFwGyWCqHfCC2adfGXHDPuexdfYC8rHxa9GxKXEIsJ4/lcmjzEa7462WcPHqSI9uPkdgkgTYDW+Lz+tj81baS89kebjUEa/CUn2LCt0DqtUwiqUkCBXmF9L+8J5c+NIacY7msnL22ZO8fP9UhfJsFXI1J6X4w4PV3gb+JSHdME7y7icDgcfgCc/G4EngEmCUi56jqiUpacyDdgF1leZ8skTNt9tTVQN0ZS9O6qeqxcGOrMX18LLZFhKVq2Qz0yDmSw/HdmbTu14KYOh5yT+Sx+evtLH5jBfk5Baz730Y6jWxPp9HtUa+yb+0Bls5azd7VpQrw2x5uNQRr8JSfYsK3QOKTjR0UE+chqXkim7/ZTudR7RmZOoTswzlsW7Sr5C5VLnxTVRWRnwLLReRtVV3svJ4vIs9jmub9EpguIp1VNZKTuCem/cQrwA0YwfO/ReSaKmj90B8rWK5s2gInyjJ2/PizBFX1JZ/66jhVZ8Oiql4RiSZ9fCymBITFUlXMBboc35Ppef+hT0IOWvrWapa+tTrkdgfbw60GUWObh54BdAq14eTxU8085z49ny+eXcj6z0y7lXZDWofarXNlLi4YqroPuAd40Sma5effmFCDB3gVU6QuEsZgdDyPYJ6aGgBdMS02Kpv+WIOnsukFlHlFDyQ1Y8qsx7/8zcdHTh7eiREgBw09+dSrBd58PZp7ZDtGlF+msSMizYFmwPJo1mSxREkaxjNdGdgebjUIa/CUn5AZK1kHs8nLDn4+FQTpT+RQXcK3V4DtBIS1VHUbJuvqakxY68YQhRNLMgaY53hzbgaaAouAh0XknMpdtjV4qoCoDR4RGbzz+Pahv/nsnp6YelJpmJIG+YAC+T71rft6+7yCD9a/e/ODn9xdd9rsqQcjnH4M8KWts2SpSlIzpqzANCCu6PfM9nCrYdiQVvnJJ4TR4yv0ser9dQy6pi9j7x7B/vUH6TyqPT6vj01fBJcwqGqhiEhVdwF3QlvTgKUi8q6q+p+m/4np/DtERA4AFwD/CzWP0z/rPOAXzrx5IjIZYzi9BbwpIoNU9UioOSLFKQPQH2vwVDa9CFN3qSTO5/AU8LCjpQqaJSgil2OKac4QkXGY78jvIzjEWIzH0GKpUo7nHrupbkzC2hh3hZ4zIxHhW84grIen/GwOt3HxGytZ+tYqYhNi6TSyPUd2HGfOY/M4sOFw0PEHsvcJsEdEZonI3SIy2MlMqnRUdTfwACa05T/j5wBNRWQQxsvzozKm6YnRfxQ1VVXVw8BlmKKES4CXHMOoorTEtPXYVwlzWU4RrYdnMlAf8/0oa9x7zr9/A9zlpJuXhRUsW6ocEXHf/787Hn5zVfpqVT1ZzmlsD7caiC08WE4quQN1oaqm3f7+Df+HqcdzrvO7HfAd8LXzs1BVMyvheP6n9TnAF6r6uPPag0AH4H5gC9BBVY+G2P9nwABVvSXItpHAO8Ae4FVVfbKCa70MuFNVL67IPJZTOIZoJtBSVY9HMD4WYxz9RFVDKj0dI30/prfaTue1ZzDOxbvC7NcKo91pGqpBr8VSUZzv/fOYa+uEe8596Mft6rV/OsYd640wjG97uNVgrIen/FSq8E1E0lR1m6qmq+rtqtoHc1L+BaPv+Q2wV0SWiMgzIvJD5yZRLpzQ2W3Az0Wkl/PyC5gUcy8mnHVtmCnGECL8oKpfYyo3NwLuFZHR5V2nQ39sOKuyaQ8cicTYcfgJsCGcseMwCtjiN3YcHgWmiEjHMPuNwRjf1tixVAmOsTMdk3AyETj5l28evey5b596VEQW+tSX5/WFlPUUYkT6C4lQhG8587AengpQSR2ovcDC1IwpZVZaFpE4YCDFvUCZmM7lfi/QmmhuGo6e50fACCeF+A2MrmMz8HtVLSU+di4c+4FBgSGtIOMewqSrJ2C8QaUKWES4xlnAO6r6Wnn2t5RGRCYCP1XVSyIY2xBYB4xR1TVljP0bcEBVHyvx+iNAF1UN2p1WRP4DLFfVZyN9DxZLpDge7Wcx18+LVTVTRK4AfofpSehuW6/Dmin9bt7Qtn77NtgebrUSa/BUgLSU9I5UvPpsuXtpOSdxN04ZPyOBxsB8jPHzDfBduDi1Y7x8Cnyoqv8nImMwlZP7YrK5LlHVVSX26Q1kqGrI1PyA9b0IDAd2Yi40UWdGiMhGYJKqro12X0twROQBoImq3hPB2L8Csar6kzLGCbANGK+qq0tsSwI2Yr5Py4LsuxlIKflds1gqSoDYfgRwkaoeF5G6wFrgJlWdKyJPAB1V9arTuVZL1WINngriNGOsSPXZGyvTPSoizThlAJ0L9MZoI/wG0DeqeqjEPh2BbzEXhI2YNONU4BIgruRNMZx+J8h6YoGPMU9ML6jqI1DU+HQaRqjaCZPxlo/xLM0FpjuNT5OBvUCyTVeuPERkJjBXVcP2JhORrhgDumdZHjoRGQC8CXQNlm3ofG8uU9VLS7zeFvgeaFbVWYqWswvH2HkCk3V6oV+TKCK/B7qp6tUiMhyjOeyrqpGWULDUQKzBUwmUswN1tQjfRCQBGMIpI2g4RkwcGAbbjGkw+kNgtPPvocBvMeGt1qpaEDDnLGC2qs6McA0NMPV5mg5pPeLOmwfenorR5YT6exU1rkxf9vwzX++Yd4+qDo3unVvCISJLMD3UFpUx7l2MWP6JCOb8HZCgqveG2B6Leaq+TVU/D3j9BmCCqv4wmvdgsZSFiPwBmASc72SR+h/wvsNcgw5h9IEPqurbp2mZlmrCGjyVhBPeehkTD44lePZWsQ7UpyOl0clE6M2pENhIzHq/xqz9HcwT0QZMuOwd4M+qmuHsLxj9zuBw+p0gx+14Tqthy6f2uzUxmowIr8/rfW/tm1/+b9N/x0X+Li3hcP72mRiPSsisPxE5D2PI9yjRcDbU+OUYXdDXYcZcC/wcGOr35ojIi5jQ6z+ieiMWSxhE5GHMQ9zYQM+NiGQAi1T1cRH5CyZTMVyChqWWYA2eSsYJ1aRiQjU1QvjmhBRGAuOBa4Bc4ETHBp13XNZ1cnzzpFadGtVtHIvRcRQczN5P08Tm/8YJO0VyjLSU9Kt86pvpElfQhqvh8Pq8BW6X+3qbGVE5iEhn4DNVbRdmjAvzFPxnVX09gjk7YjJYWoQLPTrzfg88rqpvOa9tAy61Gi1LZSEiv8IkTIxR1f0Br18KPIN56DsHE4Lt4/f+WGo31uCxFENE7m2R1OqHdwy7r3FibGIHjysGV/DagYHeqhtSM6ZsCTXn6RZ3W4ojIilAqqqODzNmKiYVfUQkuhoR+TnQS1VvjWDsRcDfMYUPW2M0Qi2tfsdSGYjIPZiHzjGquifg9TjMdejnmIfP5cB9qvre6VinpfqxrSUsxXhuwoydPvUOcrs8oQwdPx7A41PfcGD1Pya+dNNP3r/xjRBjZ2L0OqWY+Og4WvZpVuy1I9uPMevOD0oOjXPmKTN931ImYSssOxksjwNXR2GEpAD/F+HYT4AdmP5r+Zzqx2axVAgRuRNjqJ8XaOw43A2sV9X/OpmHi6yxc3ZhDR5LEWkp6Ve5Xe4X3bgjLkjpEpcLiM/35b9+XvsLHvhy++dvYfRA36lqTlpKel+MODCsZmfl7FPRjOyjQbPo3cCAtJT0PmdaSLAG0gtjdITiF8B8VZ0fyWQi0hij//oskvGqqk5a/GxM8cp5kexnsYRDRG7HfHfPU9VdJba1Bu4DhjratKuAPtW/SsvpxBo8FqAo7DSD8qXXE+uO5Zo+N/TYcXxbu23HtkwEeovIqjuG3hfXs2mfeKN1Ds385xdHdBiMq7pUw0pLVPQE/hpsg4i0wLj8B0cx3wTgk2j6Eqnq9yLyFUY39tsojmWxlEJEbgV+hQljbQ8y5M+YKsv7MVXkp2klNDa21CyswWPxM7Nl72bxEx8Lngw192/zObTlCCNuHkSTro2JrRND5v4sXv3xe0VjXC6354HRv+uZmjFlmBMWOadt/fazImkgetMrVwHCoc2HWfTyMg5uCqoh9GDE4JZy4mRodcOkhwfj98DzqhqNVmoy8FY5lvMvTCsTKxi1lBsRuRFjNI9V1VJaQsejMwK4FZOB+pWqvl+ti7ScEdheWhb8YaesQ9mulbPX4v9Z+8mmojEn9maS1CSBOg3qcHhLyAejorCTquao6hdJccn1wh274GQB27/dxeavt5N1MJtW/Vow/rfnU6d+fKhdOpfjLVpO0RHYr6pZJTeISF9MzZLHI53MMWzPB/5bjrV0wGQvPliOfS0WROQ64I+YooIbg2z3YFpK3IupR5aC0fJYzkKsh8cCJkwUd2JfVrHQUq/LugFwcNNh9q01ZSy2f7eb9kNb06JXs2DzQOmwU2y4A895bF7Rv10eF9f8YxJJzRJp2ac5m7/aFmyXmLLfjiUMQQXLTn2lv2D6px2LYr6LgG/9FWyjZCwmzPCQiDwTIhRhsQRFRK7CfGcvVNV1IYbdDhwE5gArMNmJx6pnhZYzDevhsYC58ZQSFfeZYAyele+HupYEpWTYKWRHeU+sm7oNQ0iGQiTt+NTndUSylvIRKkPrUqANJswUDZOBjGgX4RhYYzHC5X9gmjhaLBEhIpdjPDeXlOzbFjCmKfAwcCfwJPC5qn5Yfau0nGlYD48FTC+rYrQ7pxX1WiaTfSSHzV9H/eAdGHbaDPQINii+fjzX/GMSu1fsI+tgNs26NSGpWSI5R0+ye/m+oBMfyTmcD2wWkWPAksAfVd0b7ULPQnphnnaLcNz+/wfcG9hCpCyc/SZgbirR0hVTy2kLRlC6UUT6qKrNwLOERUQmYDyDl6rq8jBDH8eUsmgJXIbNyjrrsQaPBYKEnfpM7A7Amo824iv0RTtfYNhpLtCFIN+1vMw8NszdQss+zWnZuxn5OQVsXbiD79KXk5uZF2zewsYJTV7EPLF1BAY6P3cBA0WkgBJGELDD1ngpRi9MGCCQ2zANWqPV4YwEtkfTYiSAsZjmpQqcEJE/YrQYE8oxl+UsQUQuAV7ANKFdEmbcEEwG4BBM38BbVfV49azScqZiDR4LmLBTkdHTsF19WvVrQWFeIWvmbCjPfIFegjTgJoJ81wpOFvLlc2F7VwZbZ5qq+jBi102Y0vD+EEkbThlBtwDPAXFOo8zAn83OHGcVjkemCwEZWiJSD3gEExqI1jCcDLxXzuWMobin6Z/AXSIyWlW/LOecllqMiFyI6Vc4WVW/CzPOhank/SuM93GOqv6velZpOZOxBo8FSoSd/N6djV9uI/fEKU9L/VbJ9L+iF4lNEgCIT45jzJ3DyT2Rx8IZxR62itK7UjOmrEhLSV+G6b4eScPQUHiBpaGKDjo36x3Oz3v+1526MgMwRtAPgT8BDUVkGcWNoPWqWliB9dUEOgF7VTUn4LVfAf9V1WXRTOQYmJOBidEuwtl3DPCA/zVVzXOaPT4hIhG1s7CcPYjIGOBV4IoICmL+CBMu3Y8R1fet0sVZagzW4LFAQNgpPimOzqPbA8WrHwPUaVCHbheckvvE1Imh2wWdyNyfFWjwFDrzBTKVivfSynPmiQpH17MXKBIrikgjTPXngRi390NAKxFZSXEjaLWqhhRd10CKCZZFpD0mnFUebUNfjBG6qhz79gBOquq2Eq+/ikkfTqH8niNLLUNERgKzgB+q6ldljG0APIZ5uEkHblbVE1W/SktNwDYPtfjr8CygYgaJnxxgWElPTFpK+lXAS5SvkvNJ4Maq7JYuIslAP06FxAZiPCLrKG4ErSjhITkjSUtJ7wNMw2hlOgGxPp/Xm5mfdaxefL03gOnTZk99EFirqr+Pdn4ReQRIVtV7yrHvT4FBqnpzkG3jMRqjPmeBx81SBiIyDJPJNyWSsJSIPIMJz8cCuar6kypeoqUGYQ0eCwBpKenfUDlhp4WpGVOCNvh0jJ4ZmEagkRzHi/Hs3FSVxk4onKJ6fShuBPXAZBYFGkHLzpSnSKdFyEyMByvU37nQp77C7ce2ulR14BNf/TZkI9FQiMhS4M6ynrhD7DsLmK2qM4NsE4yHcKaqPh/t3Jbag4gMxgjpfxRJOrlTOPNTTFLD40DfYAU2LWcv1uCxAEU3yoqGnXKA3qkZU0K2JXCO8zJGVxNLkLCqT32qqgVul/s7YGq4+aobEYnFhIYCjaC+wG6KG0FLVbVaWyZEa1D61OdziSuXKA1KJxT2LdBCVb3RrNERlO4HBqrqzhBjhmFaVXSJpj+XpfYgIgMwovbbVHV2BOMF04R2NqYX3BRVnVeVa7TUPKzBYymiOsNOTsglFRjr9RX2cIlbRCQf2LRw59dNDmbv//kH6999pRzrqHac7KduFDeCBgBHKF0rKHiBoQpSnZ+diNyFeXq+JdoDiUgf4F1VDdsiRETeBhap6pPRHsNSs3G+I58AP1XVtyPc51rgl5iHtuOqekcVLtFSQ7EGj6UY0XoJvD6vul3uk1Qg7CQi3wD3q+rXIhIDHAeaqGp2eeY7E3A8GZ0obgQNxIToSqbJ76xIVlJ1eef8iMhc4KnyNGAUkTsx+pzbyhjXHfgK6FrOthWWGoiI9AQ+A+5W1Tci3CcRo7V7FiPC71eTrx2WqsNmaVmKkZoxZVZaSvpiygg7YXQg3m1HN8dtObrp4rdWv/p1BQ6bCGQ6/+6GKRZYoy9YTp2fjc7PG1Dkdm/LKePnNud3TJBaQVuiqBU0E4gb/bNhNO/ehMTGdfEW+Diw4RALX1rC0R2m3po7xsWgq/vSaXR76jaow4m9mXz/2nK2LtgJxsCdiSkmGBInw20gRitRHsYQQWd1VV0nIu9iUtfvL+exLDUIEemG8ezcF6mx4/AQ8DVGu3NNTb92WKoO6+GxhCQw7IRpFxGDKSq4CSMsTZs2e+rHwCZVHV3e44jIFkwDwC0iMgWYoKrXVPgN1BBK1Ary/zQAllK6VlAxzUxghl1qxhT2rzvIkR3HaNWvBcnNEsk6lM3r0zLwFvgYmXoOvcZ349juE+xdtZ8Ow9sSlxhLxgMfs3/9IQiRYVdirTcCKar6g3K8TxemkWMfVd0TwfhWmIaP/VR1V7THs9QcRKQz5prysKq+GMV+3TCVlOdhPKU/r5oVWmoD1uCxVAhHz/EY8IPyVjMVkYNAL1U9ICL/BxxS1T9V5jprGo4npaQR1BJjABQZQc9NmJHqdrlvA9yNOzXk0OYjACQ2TeD6f18OwNs//5BDW45ww8tXUqdePLMf/B97Vx+gz8TujLh1MNu/3eXvWl8IpKVmTPkZIXC8Lu+q6svleE/9gTdUtVsU+/wRE968NdrjWWoGItIBY7A8pqoRN691PKYfYepsnQv0rwklIyynD9st3VJR/De+50QkrpxzBIa0+gPLKrimGo+qHlbVT1X1SVW9RlW7YgyeBzAetjFA+sHs/ak4Wiu/sQPg9phT2+f1kXPUJDp5C4xzqHGnhrhj3TTq0ACAhs5vSne6L4aTpn8B0ffc8jOW0kUpy+IJYJKj7bDUMkSkLUaz82Q0xo7DJKADcDEmdd0aO5awWIPHUiEcQekHmEyf8hSh82BCZbnOE1t/rMETFFU9oapfqupfVfUGVe3dLLFFqe7mnngPY+4cDsCKjLVFBs/SWaYo8ohbBnPrrGuLqmbXrR8fuHu47KlxwPcVSLcfQ5QGj6oeA57E1FWx1CKckOXnwDOq+lyU+9YBngb2AK+q6jdVsERLLcOKli2VwYvAn4F7ROQVVd0exb6JQJaqqoi0BgqrKnW7NuLUBSoiPjmOSx8+n6ZdGrH2440semlp0bY1czZycPMRWvdvgYiQfSSHMXcML9YvjeKd7ksymXK2fBARNzAa+HE5dv87cKfTY6usPkqW00Cwyt6YZr+bMUbu9EBtmKNb+xzTDPiv5TjkfZh6Ti2A31Ro8ZazBmvwWCqDTzEi29cwT13RCFqTAH811P5Y7060FHW6T2ySwGW/u4D6rZJZOmsV36YvKzbQ5XFxcONhDm40Dhq/F2jX8r2Bw0p5jKDIEzcB+G0519kf07h0f7Q7qmqu08riCaebuhUeniGUUdk7FlOZvAtwU1pK+lLghmmzp2Zjwlgvq+qfoz2mU/jyLkwl9km2OKUlUqzBY6kwquoVkZcxxksfEblUVT+KcPckrH6nIhR1up/8xMUkNKpL5oEsPHFuRtwyCDBd7w9uPEyPizrT+bwOHNl2jIbt6tG8R1PysvJZ8sappKysvMwjItIDWFfCsBiByYKJxnsXSHn0O4G8jAmZXoYJoVpOM1HU7PI4P8NUddXwNqMOLtj51Yuq+lg5D/0XYB/wvqouLOcclrMQa/BYKosZmPTQm4FnRaS3quZGsF9JwXKZNVosxSjqdJ/QyNQdTGqaSJ9JPYoGHNp6lIMbD3N8byZxibF0Pb8jvkIv27/dxaKXl3Jin3Gwqfp8m45sOIop6e8Rkc8wT+KfUYFwlsNYTOizXDhG9YPAn0Tko2hbWlgql3JW9naLSJ3r+93c8ob+t0Xdvw1ARMZhMrKOUH5vo+UsxaalWyoNEfkSE9Kaiukl9YcI9rkA+LWqni8imzA1eNZV8VJrDZXZ6b7AW+D9ZPOH189e99abGB3GBc7P+UAy8C7wJjBXVY+Enqk4TjjsMNBZVQ+Wd32OqP0r4N+q+lJ557FUjOqu7O3H0autApoC41T1uwoc33IWYj08lsrkReBHwB3AEhFJV9WyLmiJQKaIJAPNMZWJLRGSmjFlRVpK+jIq2OleVb2ZeSd2zF731l+AG4FHVTUNSBORfsCHmIahtwAvishGTnl/viojJXggpnp2uY0dZ40qIvcDr4rIG9MnzexCFEJZS6UxExPGYsxdw2ndrwXxyXHknyzg0KYjLHp5KYe3HqX3hG70ntCdhIZ18Hl9HN+TybJ3VrPlmx1QorJ3JKJnTPp5MvCcNXYs5cF6eCyVhtPTZidGU3IzMFRVU8rYZwpwKfBP4P9UdViVL7SWUZlP3NNmT92DMVofALYAj2JuSg38VWydJ+0hwIUYD9AAYDFGvP4Z8J2qFomfHSOllareWYH1FdG6XttPfjrkF50b1m3clND6kULMDXMpcENqxpQtlXHss52SHsWJj44j+0gO+TkFtOrbnPqtksk8kMWrt73H8FsGkdQ0kZwjOTRoW5+WvZvh8/p44yez/WHUHOBKTGuI/oT5LFW1YOvRTbEvLf3Xjv3Z+3qoal6QcRZLWKzBY6lURORFYDWmkd8K4B5VDSkyFZHbgX4YV3VvVZ1WLQutZVR2t3Sniev1wIOYgoe/B/4cLEPKMXRHcSoE1hETevJ7gJ7EpB+/W461FSMtJf0qn/peVtV4tysih5YX07C13M1tLadIS0l/DtNuptQfv3HHhlzx9Hh8Xh/PX/UaPm/xr8pNr/yQuMRY3n/oE/as3A/ms1FAgs1XEq/Pi4jkusR1g/0sLeXBGjyWSkVERmPcz70wheqmY9pGBE0dFZH7gGZAfUxRu+nVtNRaR7Sd7onAGHDK/i8HdjhjHwUywjU2FZHGmNCE3wDqhBE8fwR8pqrl8rZUtlFniZ60lPQ1OFmBfnqN70qDNvVo1a8F9Vsls+yd1UX1n9oMaEHbwa1o2L4BLXs3Y+/qA3zw8Kf4CiPtixsU+1layoWttGypbL7CxN+HOL21FhO+27U/Lb0/NiW9Qjg3gD7AQky4oDDE0EJn+0KMcDTcjWMi8DbQF2PsPAQsF5FrnGKCpVDVQ6o6y/HW3QCsBd7HVFr+RkS2ish/RORaEWkWyXtzwnYzKJ+xg7PfjLSU9A7l3N9i6FTyhY4j2tFrfDfqt0om61A2+9aekmo17daE3hO607J3MwrzCtmxeHdFjR2wn6WlnFgPj6XSEZFfA21UdZqItMHoKIaq6uYgY58GdmNCJk1UNbt6V1s7iaTTfSSCXhH5HPibqmY4/xfgEkx128aYlg+vBGp2Suz/IOZz/XnA/j055f05D6P7+gyjAfpSVU8EeT/fAEPH3DXcHUokC8bb0GdSDxIb1yXzQDZLZ61iw9wih5IXWJiaMWVkWe/bEpy0lPSgNwx3jIvWA1py0QOjUYXXp2WQddCcyuISGrSpxyUPjSGpaSKfPfU1m77YBoQXPftJbp7IlX+9jJg6MRzacoS3f/4h2M/SUg5slpalKngZ4wX4uaruFJEngWdEZEIQDUii87PDGjuVh2PMhOx6Hgki0hAYDHzif835/D4SkTkYY+oh4BER+RMwI4iYdCxGzxW4/2rn5xknZX0Qxvj5OfCaiKzklP5nwfRJM7thPIDupCaJ7Fm1v0gk22ZgS+q3TubV296j06h2jEwdwsljuWz6chvthrRm7N0jyDl2kl1L94IJ8w1IS0nvY7O3yk1RZW93rBtfoQ/1Kd4CHzuX7KEgt5C4hFiSmyeSl5VHwclC1Kcc2X6MY7tPkNQ0kfotk4smC/d5gjGWzv/FubhiSjkT7WdpiRpr8FgqHcfI+Q64HHgV+Csm82dSWkr6FgLST6dPmhnr9Xl9J/KOZTmCSJtKfOZwGUZzUyrl3DFcPgc+F5FzgV8DvxGRP2Pq5OQ42VzDgKtCHUBVC4FFzs/jTlPIczEG0JNAj+92Lzw6qOWQeJe4eP+hIturSCSb0KguLrfQ/we9APhq+iK2LthJtws7MeaO4Qy4orff4AFzs06lgsbg2UqBt2BXjDumI0DTro254J5z2bv6AHlZ+bTo2ZS4hFhOHsvl0OYjTH3xCnav3E/24RzqtUyidb8W+Lw+di071cok3Ofp8yoDr+pNw/YNWJGxhgFX9C65HPtZWqLCGjyWquJFTM2WV1U1f3ibUY+N6TDuDVX1OTfCokc2t8vtalCnUTKmsWRRzx2bSnzamUwE1ZWdTtXjRWQQxuPzKydUuQTY4HQ8jwhH3P6p84OI1O/dtO9Kl7iK9IaBIlkwHeFVoWG7+gAc3HTE+W16hjXq0CDwEB6MsW2JACcE2ReTPn7FlH63NBvRdrS6xCU5R3I4vjuT1v1aEFPHQ+6JPDZ/vZ3Fb6wgP6eAXcv30bRLI9oMaEF+TgF7Vu5n+Xtriml8IPjn6fMqTTo3YsAP+zD/P99TmBdUjmY/S0tUWIPHUlW8BzwnIu2mT5o55KaBqWk+ny/WuYCGoqjnDrAyLSXdphKfJhxPy4VE0d1cVRcDl4tIH0w6+8PAMhFpoKpHw+8dcs5jaSnpTQNf6ziiHS37GK2zXyQbnxyHy21sooJcIycqzDU3ybjEWNwxLrwFRWLZzuVZy9mCc44OxjFyMA8nbwM/W7l/6eVDWg//Waw7juN7Mot5aEryvz9+EdHxgn2enlg35//iXHYv28uajzbQ9fyOoXa3n6UlYqzBY6kSnA7Xb0zo9oMnMZk+dVyuiJMC3ZjCZi+lpaRjjZ7TwoXAElU9XNbAklVyp0+aGQvkH8o+4N16bHPbjzd+sFVE/gE8Xc5qy7GB/3n/oU+KiWTH3T+a16dl4PP6cLldxMTHkJeZT0ydGADysvIDjR0wAm5LACLiAoZjjJwfALkYI+eHGKH7HcDry/ctmaPKEkztrHJX9g4k2Of534c/pX6rZPIy87jkoTEU9YlrlsglD41hzqPz/Lvbz9ISMdbgsVQZYztc9PFFnS97F1NYjPbD2jDgyt40bFsPb6GPI9uPMefReXjzCxl0dV86jW5P3QZ1OLE3k+9fW87WBTv96affR9Nzx1IpTAYywg1wUsVnErxKbmzjhKY0qtuk+eCWwwr3Z+/70XOL/vITEXkBU8Bwb5ApQ5EPxJYlkj264ziNOjSgaZdGZB3MpknnRgAc3lbcueTohs56HMH4aIwX53JMv7O3MNqt1ZiSEXcAd2Eayo5U1Q2VVNk7rOhZXMYR3Kx7k2L7xCXE0u6c1oEvBc0OtFiCYQ0eS5Xxw95Tfulz6tN1GtWeC+8dSWG+l22LdlKQW0jTLo3wxLkZMqUfvcZ349juE2ycu4UOw9sy7pejyXjgY/avP1Ss546l6nHq60zE1N0JSqRFDp2bqqd5Yosmvz//z/nvrX2z28ebPlgtIq8BT6rq9giWtBnoUZZIdtk7q7ngnpGMTB1C28GtaD/U3BiXvV28Mff+rL0uEdkDfA985/z+vqK9vmoCjn7ufIyRk4IpKPk2MEZVNzhjkjEhyWKGjn+O1IwpW9JS0m+i/EUggbJFz2kp6UVju57fkbF3jQhMS/ezqbzHt5x9WIPHUiWkpaT3FZH+bnELwNAbBwDw4e8+Z++q/cXGdjy3HQBfPreQvasPcHTncUbcOpgBV/ZmzmPzbPpp9TMC2BOq8Ws5Kx67RaTO5T2vHjui7eg7H/n8l50xDWbfA/6oquFuXHOBLjlHcjzhRLKbvtxGfHIcfSZ2p/Po9mQeyGbBC0vYuWRP4FyFzRJbpAH/h9GpnAPcCwwSkWOcMoC+Axar6vEo3mO1EUmzTf/5IiLxwEUYI2cisA5j5Dwe+Bk7hk4pj06w46dmTJnlGCQziLCyt8/nUwSfICIirrJEzxFQ6LxXiyUibOFBS5UQ2HOnXsskrvlnCgV5hexduZ8WvZqScyyXlbPXsvrDDVz//OUkNk5g/vPfs2bORkZNG0K3CzqReTCbV299F8yFLS01Y4pNP60GROQvQKaq/rbktkpuVHoCuBP4KeYG+7iqrglyzGINKytIDjCspPHsaFg6YwwgvyHUH1MUM9ATtPR01osqI4zop1BVCzLzTux4ZuGTG3ad2DEaU8X8beBdVd0VODiIofNoKEMn2HpUdaaiA4HYwGw6P6rqFZE8TAHSxzBhsyr7LC2WUFgPj6WqGItzMY5PjgMgJs5DUvNENn+znc6j2jMydQjZh3NYOmsVo24fyohbBjPilsFFE9StH+//p00/rSacDJ3JGG9AMGZibrRAaF1WfnY+AHFJsVz1zAQSGtYlLyufGde/ibP/TFUdiSla+BTwE2CuiHwFPKaqS/3HSM2YsiItJX0ZMJSKCWW9wNJgN0inN9gG5+cV52/hwfSN8htA1wG9RWQzxT1BK6qje3cUvdI8IuJJiE3s+qvRv+9wKOfATx/+7L7/lBwUjUenxH6xmL/JeRgNUO929TvsnND18txOjbo2qOOp29RpPlsAbBKRYpW9q/qztFhCYQ0eS1VR1HPn5PFT94K5T8/n4KbDePO99BrfjXZDWvPFsws5uPkIrfu3QETIPpLDmDuGk3ui2D3Epp9WD70xN6LlJTc4npb+zvawuqx8xwcy+idDiU+OLzlVsTClEzb6o4g8g/EK/ldEFmMMn4XOPlOpuGcpz5knIhxx80rn50UAEYnD/I38nqBUoIuIrKG4J2h1ZYqjyxNGdLvcAsQ2S2zxTFpK+nF/tmO0ho4TEhuKMXDOA4YAG4EvgH8BU7cd3XIoirdT7Z+lxQLW4LFUHUWpxFkHs8nLzicuIbbUoILcQlweFwc3HubgRpMBPebO4QDsWl4skcemn1YPk4H3grQAAXNzL/LuhNNlAXQd25H2Q9uw5M1VDL62b8nNparkOqGip5wU9puBN0RkA0Y8/eX0STNvomLd0m+qaLaf48lZ7PwAICJ1MYbgYEyD1HuBNiKyguKeoA3husyHorIap941/IF1zyx8YhJlGDoikoBJUfcbOAMxWVtfAE8DX0dTTLIklSB6rpTP0nL2YQ0eS1VR1HPHV+hj1fvrGHRNX8bePYL96w/SeVR7fF4fm77YSo+LOtP5vA4c2XaMhu3q0bxHU/Ky8lnyRjFvtU0/rR5SMDfsYBSFKeu1TCKpSQIFeYX0v7wnlz40ppguK7FJAiNuG8yKjLXsCWIMESZMqaq5wD9E5D/AFOB5YO+02VMf/efEl28UkRlEKJRVVW+Br8C1YMeX/351xYwqqefktN6Y7/wARV6UgRhP0ATgd0AjEVlCcU/Q1hDGZSAzVTVORMI22+w9oRtdzutAcosk3B4Xx3afYPEbK9n+7S58Pl98vCd+MfA6JQwdZ60jMeGp84A+GM3PFxhjc4GqZlbCn6qI8oieMWGsPIyxY2tzWaIm4kpwFkuUFOuMvviNlSx9axWxCbF0GtmeIzuOM+exeRzYcJjjezOJS4yl6/kdadiuPtu/3UXGAx9zYl9W4BQ2/bSKcTrbtwe+DjGkKEwZTJeV0LAOI1OH0GFYG8bePYLM/Vl890qpyFggYcOUqpqvqi8A3YHpwNO3v3/Dff/6/tm7nVBXDkbQHoxCIEdEFn6w/p1LX1v50rUiMirc8SoTVT2hqvNU9c+qerWqdgQ6An8CjmH0QF8Ch0TkYxF5VEQmi0grfzVyEWk/sOWQ/yvw5g9zSgUUNdtc9+lm8jLzaTOwJRc/eB4AHYa1JTYhlu3f7uLI9mM06dyIcfePplGHBrhcLleHBh290yfN/LNzzBQR+YuIfA/sAe7DFBt8EGiqqiNV9deq+r/KNnb8OEZLHyCiz9IZ19saO5byYj08lqpiLtAF5zumPuXbmcv4duayUgN3Ld3Lmz99P9xcNv20ekgBPgijPSmKSZaly2rZuxmHtx7logdGE59kjCNPvIdLHhrDvGcXkGv2jyhM6aznFad2z+VL9nz70O17bnCd2/a8h6/vd3NHl7jGYIynIqEs5vuSlpoxZWUqUxCRKcAsERmlqhuj+7NUDk7V6o+dHwBEpCUmFObXA72AER37AM+glkMPe1yn/kzhmm0ueGExh7aYPmLiEq7+xyTqtUiiZZ/mHN56FIW4hTu++hzjUVmI8eDcDXxXHaLrYDj98kY6afapGK9fyM/ydKzRUnuwBo+lqkgDbqJyvmP5znyWqmUy8Pcw24vClOF0WXGOgdOoQ4NijTvdHhftzmmNJ86DiUxEF6Z09C9vi8g7wGXf7PjioW92fFEPeBx4LZxIWFX/JyK/wQiih0fSMqOa2AtsAQYArTBelk+d1+p2aNDxp07KfBGhmm36jR0/7hizW/ZhoyB3iUsGthyS+dKyf7VU1TMqROwYM7bshKVKsQaPpUqojlRiS+UhIg0w2Tehu0E6FY8hvC5r6ayVfPzYvKKdWvRuxqTHxgWmpfspV5jS0bx8ICL/BS7AdGj/rYj8CXg5lLdCVf8tIp2Bd0VknH9cNEX8KgMnZDUAk/p/JUa4+zZwO0YvUyRsTktJv6vk/sGabZZk+M2DSGycwL61B9i6YGfR63GeuFZnmrFjsVQX1uCxVCU2/bTmcBkwt4yiesXClIvfWInL46Lr+Z2KdFnfv7acAxsicp5UOEzpGD6fAp86+pxfAw+LyJPAf1T1ZJDdfgW8CTz/3MQXH/a4YkL2AsMYd12Am9JS0pcCNzghmKhxvDRDMEbOFYAPU4BvCqatRSjhcikXWqjmqVkHsxGXMOonQ+kxrjMHNh7moz/MQ33FprbZjpazFltp2VKllLMNgZ+TwI1WpFj1iMhbwH9V9cVQY6qj4nFFEZEhGMNnCPAXYLqqZpUYU3dE2/OWX9f3pnYel8dFFWUIOULjcznVgfwExsh5G1OsMOjF1/EAtQL6/2PCjPdcLrcbijfbBHB5XNzw8pXEJcTy/kOfsH/dQS64dxQdhrVh59I9/O9PX1KYWyrKl5+aMSWu5IsWy9mANXgsVU4UFWKBYqXobfppNSAidYB9QOeyGmimpaR/o6pD/VlD5cQLLEzNmFJlDWFFpB8m42gs8Azwd3/tmLSU9KtU9SXnfUdLWCPcqTA8BuPFmYzR6LwNvK2qa0OM74HxMvVzfvfH6JuWPXHRs4PrxddvBCY0WLLZZsN29Tl5LJfXb89g5LQhdDmvA4V5haz/bDO+QhMZO7DxMJu+3OY/5JrUjCm9yvG+LZYajw1pWaocp+bGYuBlYIBPffHBeu4AhYXeAjmed2xXo7pNxtrCYtXGBcCySLqFf7nts3uHtRn1Tay7tFg5Cqo8TKmqy4GrRaQ7xvDZJCL/vHXQT98b3GrYjLF3j6gTqp5Nq37NGXRNX5p0aognzsOelfsDs6PqADPSUtK/938/nerLF2KMnEkY7c/bwLmqWlSewdFJ+Y0a/+9uwDZM3ZvlwJPAclXdB0U96X4MeMpqtpnQ0DjePHEeeo3vVvS3WP/ZZr/BY7MdLWc11uCxVAuB6adZ+Zn35eTnXNcssbkXiPH6CsXtcq8TcX02d+snn7+95rXngH2pTDnNqz5rmAy8V9YgETkHeHfD4XU5PxowLdbtcpdHD1KtVXJVdR1wg4h0Au5vVLfxQp/P5/LXs8nPKaBV3+a0GdiS+q2TefW296jXMhlPnIcjO47TtEujYNPG+dT3ioj8GWPkXAaswhg5vwV2YeoZ9ReRGzjltWkArMAYNvOBf2BaUOSEeQtF2Y7H92QWS0svSbhtDjbb0XJWY0NaltOCiHwBPKOqb4vIVuBC/9OwiLyP0ZNMP62LPAtwQlN7gOGqGlKQKyJXA/90/nvv9EkzM6lhVXLTUtL7qurCkqEsfz0bn9fH81e9hs9rrol9JnZnxK2DS3p4AMj35vHX+X9atOXopteAdUAbTnlt+gLHOeW1Web8bC1na4lvqJxsxyoNI1osZzrWw2M5XbzYqWGXO9NS0s9/9MKnmjWq02htWkp6DJD/t/H/2bt4z8LRT106feEvPpq27HQvtJYzDNgXythxsot+C9wGKDBNVWcBBIYpMdlEwa4nhRjPwlJg6mkOU6Y6nb6B0PVsIsHjitGR7cZ22XJ00x8xHdb9hs07mJDUkXD7R4nNdrRYKgHr4bFUO2kp6R29Pu+rXi0cGuOK9QYTwHrNnafA7XJ/RwXSgS3hccIyOar6SJBtCZgMux5AM2Cqqn5UclxNqZKblpK+BqeOEMDER8cVq2fzddp3bP92V9H4cB4egHxv/pY7/3tLz+qoUmyzHS2WimMNHku1YjO2zhyc9OeNwFWqurTEttZABiaVuhdwpap+Wf2rrDzSUtLzKFHXJrCejSpF9WygbIOHak7xjvbc4QwII1osZxK2eail2gh4Sq1LhHoEx/tTF3jJ2d9SefTEeGOWBb4oIkOBRZhQTQ9gfE03dhxiwdSzEZcA4C3wsXPJHgpyC3F7XCQ3T4xmvmot4mebbVosFcN6eCzVQlpKekccHUL7YW0YcGVvGrath7fQx5Htx5jz6DwK8woZdtNA2g9rQ9368eRm5rFr6V4WvLCYvKx8MBfx3jZdPTpCtU7IzDtxfNuxrfv6NOt3vT/kJCLXAX8DZgETgYtVdc1pWnql4vfwlFXPpmG7+nQf15kGberRtGtjco6eZOeSPRzbfYJlb68OnPK0FfGrKWFEi+VMwoqWLdXFTCCu06j2XHjvSArzvWxbtJOC3EKadmmEJ85Nn4nd6TOxO7mZeWz4fAttBrWk2wWdQGDe3xaAceXPBGymSQQ4RmbI1glJcclNejft2xBYOH3SzKV//voPyzAp1umYzunnhcvcqoFsBnqUVc8muUWS+d451G1Qh24XdGLPyv0lDZ5y9QKrDGyzTYsleqzBY6lynJYE/QH30BsHAPDh7z5n76r9xcb5wwnrP93MwhlL6DW+KyNTh5DUtCjM4AYGpKWk97FPr+GJVO/hDxmq+kb8fMQDwz9Y/+6cjzd9cDEwSlV3V89qq425QJfjezI94WrWbPh8Cxs+L9POs0X8LJYahtXwWKqDVCCuXsskkpokUJBXSP/Le3Lz61dzzfQUeo3vCsCaORvJz8mn24WdGHX7UPpf0YuC3EKWv1ssohLrzGcJQXm0Ui6XW2Lcsa4J3S6/5NEL/vJ/tdDYAVN0L7+S5rJF/CyWGoY1eCzVwVjAHZ9s5A4xcR6Smiey+ZvtJDSsw8jUIbQf2pqjO4+za9le4pPi6HlJFxIbJ3BgwyGO7DgWOJfHmc8SBCeMNYPypS8T4451NU5o+mxaSnqHSl3YGUBqxpQVGIG2t4JTeYGl1stosdQsbEjLUh10Ajh5/FS5krlPz+fgpsN48730Gt+NdkNa03l0ezqOaMfqD9ez4MUl9J7QjWE3DmTcfaN49745gfN1rub11yRmYsJYhBKHtx/amrF3jSi149v3fMihTUegdmulbBE/i+UsxXp4LNVBLEDWwWzysoNHFApyC2nQpj5AkSF0cONhAOq3qVdyeLWmA9cUArVSnUa15+JfnUfDdvXZ9u0utszfQWzdGDxxpyJcO5fuYeXstUU/J4/l+jcVaaWq/U1UMU4By5swxfjKQ7X2ArNYLJWH9fBYqoN8INZX6GPV++sYdE1fxt49gv3rD9J5VHt8Xh+bvtiK2+OmYbv6DLlhAE27NqFVv+YA7FtzoOR8BdX9BmoIqTjenXDicD+bvtwWTpzr10rVukyg1Iwps9JS0sEW8bNYziqswWOpDjbjlPRf/MZKXB4XXc/vRKeR7Tmy4zjfv7acAxsOc3TncXxeH+3OaUW3CzqSm5nH+s83s2jG0pLznbZ04DOcsYC7pDj80ofGkHMsl5Wz17L6ww1Fg0fcOphR04aQeTCbNR9tYNUH6wPnqtVaKcfoqWm9wCwWSwWwBo+lOpgLdAE86lO+nbmMb2cuKzWo4GQh3/zrO77513chJ/L6vBT6CuZX2UprNp0AgonDO49qz8jUIWQfzkFVObDhEIe3HSU+KY52Q1pz7m3n4M33svZ/xWzJWq2VcsJbI20RP4vl7MAaPJbqIA2jm6jw903V531+yT9z7uTWCi+qFhILZYvDv3h2IRvnnnJUDJnanwFX9qbDiLYlDZ6zQitli/hZLGcHVrRsqXIqKx1YVb2F6l2xYt+Sq0WkIlk2tZV8KFscHqpflPpKtZmxWimLxVJrsB4eS3VR4XTgAl+++x+Lnnof6Af8CHiuktZWW9gM9ChLHH7ez4YTlxTLwY2HiUuMpd2Q1gBs+mJbyfmsVspisdQarIfHUi1URjrwnhO7f7bh8NrxQAPgfhE5K0IuZSEiLhEZt3Tv9x6vzzjRFr+xkqVvrSI2IbZIHD7nsXkc2HCYjV9sxZvvpcPwtrTq34LD244x96/z2fhFMT2ubZ1gsVhqFbZbuqVaibTHkx+fz6de9fo8Ls+102ZPnSUiscCfgJ8AT6jqI1W64DMYEWmH8XT9CDjcs0mf1dOG3DUl1l0pDbxzgGFWrGuxWGoL1sNjqVacGiZ9gIWYm2phiKGFQA7CwkfnPbjx9vdvqAegqvmq+gvgceDXIvKAiJw132MRiReRa0TkE2Ax0AiYDPx9zcGVF+cV5q3z+UqLcaLEtk6wWCy1DuvhsZw2Ik0HFpEewJfAGFVdDSAiAizH6NB2ADeoaqkKhbUFERkA3Axci6kJ8zzwHubv9SQwCbi7WWKLv/3mvMfaedwxFdHn5QC9bc0Zi8VSm7AGj6VGICI3A78AhqhqjvPalcC9wOfADcAUVZ132hZZyYhIA+A64BaMJ+dFYIaqbnO21wNew4QHX8d4ve6bPmlmNqZbenkaiJ4EbrTVhC0WS23DGjyWGoHj0UkHslQ11XnNDawBfgzEY7RB04FHVbWiHbFPC0547nyMN2c8MAfjzfk88D2JSCfgfYznS4ELgStVdTlEr5XCtk6wWCy1HGvwWGoMIpIMLAEeVNU3ndduAa5S1UtEpAXwCiDA9aq65/StNjpEpC2nBMjHMEbOK6p6JMjYMRiPzt+BFExI72ZVPR44Li0lvSO2dYLFYrEA1uCx1DBEZDDwITBMVbeISBym/sxEVV3qeH1+DdwO3KSqH5/G5YbFWftkTMhqECY89YKqLgmzz23Ao8AzwJ2YjLW/apgT2bZOsFgsFmvwWGogIvJz4BpglKrmi8gvgKGqenXAmDGYEFg68BtVPWOqBotIP4yRcx2mAvXzwHuqGrJGkYh4gL8AlwCfAROBa1T1mypfsMVisdQCrMFjqXE4ep73gTWq+ksRSQS2AiNUdWPAuCaYkE49jHGw47Qs2KylPsbAuRloyikBcpkhJGff1zE6JcF4Z66rzVlpFovFUtmcNfVLLLUHJ3xzE3CtiFyiqlnAP4D7Sow7CFyGSd/+TkRSqnOdTgXk80XkFWAbcB7wINBBVR+J0NjpAiwAsjDhqC+Ai62xY7FYLNFhPTyWGouInIfxfAzCZBhtBHoHEyuLyAiMRuZd4H5VzSs5phLX1QZjkP0IyOSUAPlwlPOcj1nzV8BI4Eeq+lHlrtZisVjODqyHx1JjUdUvgDRgJiaz6SVMrZ5gY+djspXaA984ad2VhojEichVIjIHo8tpAVwF9FfVZ8ph7NyOMeY2AG0w9YessWOxWCzlxHp4LDUaR8z7GfA/jF5n2S9GPDipa+Me12GykjphUrLzgc2qOvff3//9xJK9394K/NSf3l6B4/fF6HKux3SDfx54J5wAOYL381dMDR43MBu4tyo9UhaLxXI2YA0eS41HRFoD349sO+bOCztd+mzjhKYNPC6Pi+AF9wqB/JMFORv/+OUj9Q9k75sD/DwaA8UREV+LMXSaYwr8vaiqWyr4PhoAbzpztgB+pqqvV2ROi8VisRiswWOpFdw0MPWPg1oOvT/GFeNzavGUhVdV899clb507tb/JQJXq+q6UIOdCsjnYdLJJ2A8Si8An1RGVWcR6QZ8gNEiCaZq8tqKzmuxWCwWgzV4LDUep41CuXpHqerJz7bMmfnW6ld/APxCVWcGbne8RzdhBMjZnBIgH6rwwk8dYxxGr5ODaRWR6mSeWSwWi6WSsAaPpUbjtE9YCdStwDQ5b61+9cpPN3/0FLAQI3y+AOPNGQq8gfHmfB+uonF5EJGfYionC/ArYHplH8NisVgswXvrWCw1iZmYBpm0H9aGAVf2pmHbengLfRzZfow5j87jyqfHk9QssdSOe1bu5/2HPgGIu7LXdb/+dPNHN2D0OAcxPbueAa7wd2evTEQkBngWuBJTY+cHqvpdZR/HYrFYLAZr8FhqLGkp6X2B/oC706j2XHjvSArzvWxbtJOC3EKadmmEJ87Nus82E58YW7Rf++FtSWqSwPF9mf6X3AXe/OFt6rV7f+fx7f8BjgO/xITIQoqZnR5V0wiSDYbpUTU9WI8qEWmIyb7qCXyLqZpcqkmoxWKxWCoPG9Ky1FjSUtKfwzTFdF/3n8tJapLA7F9/wt5V+0PuE58cx/X/uRxPnIdZd37Ake3HAFBVr6Jpt8++4acAItIdkzG1GqOpORFw3I4Yz1J/jHcpZDYYpgv5DakZU7YEzPspUB94HPiTqvrK/1ewWCwWSyTYwoOWmsxYwF2vZRJJTRIoyCuk/+U9ufn1q7lmegq9xncttUPPS7riifOwe/neImMHQETcLnGN8f/fydgaivH2LBGRQVAkkF7pbKtLcGMHjPe0LjAMWJmWkn6ViFwCfA8kAJNU9XFr7FgsFkv1YA0eS02mExivDUBMnIek5ols/mY7CQ3rMDJ1CO2Hti4a7PK46HlpFwBWvh80A71z4H9U9aSqTgN+Dcz5Qc9rXlDVlwhv6JTEDdT1+gpfGdRy6GxMuKuXqn4exfu0WCwWSwWxBo+lJhMLcPL4qSLEc5+ezxfPLmT9Z5sBaDfklMHTaWQ7EhrW5fieE2z/bnew+WKCvaiqb0zu8cOrzu940Y0iEnXqO4Db5Yn50cBUefzCp68M1uvLYrFYLFWLFS1bajL5QGzWwWzysvOJS4gtNaAgt7Do330mdgdCencACkJtuKTLxMcC08VDZYTlZ+eT2CSBoTcOoHW/FnjiPWQfymbRy0vZumCnNKzb+EVMI1CLxWKxVCPWw2OpyWwG8BX6WOUYMWPvHsF5dwyj2wWd8Hl9bPpiKwDNezahSedG5GXlsf7z4B0g9mftdYnIWyJyr4iMEpG6cCobzF/BudOo9lz8q/No2K4+277dxZb5O4itG4Mnzk18Uhwpf7qIzqPac2zPCTZ8vpnjezP9afFuYICT3WWxWCyWasR6eCw1mblAF8Cz+I2VuDwuup7fiU4j23Nkx3G+f205BzaYJuV+7866TzZTGOD18aOqhXVi6r4GzMEIjX8I9BKRdT8d8ovY3s36x4sIAENvHADAh7/7vFRG2ODr+pHYOIH1n21m3jMLgq05FpNZ9rOKv32LxWKxRIo1eCw1mTRM2weP+pRvZy7j25nLgg785ImvgK9CTiQi+clx9f6sqiuBV53X4oEBHRp0ftfppUXJjLBLHxpDzrFcVs5ey+oPN9CqX3MA6jasw9QZV+Byu9i5ZA/z//M9uZl5YM65sZX0/i0Wi8USITakZamxpGZMWQEsAyravNMLLC1ZJFBVc1V1QWJcUgP/a2VlhMUnme0tejZlx+LdnDyRS5cxHRj9s2GBUxfLBrNYLBZL1WMNHktNZyqmw3hFyHPmCUWRGrqsjLDcE7kArP9sM188u5C5T88HoO2glohL/LsGzQazWCwWS9VhDR5LjcapYHwTYVpAlMFJ4KbUjClbw4zJ9//DnxEWjILcQg5vOxZ0W2G+F/UVJXmFzAazWCwWS9VgNTyWGk9qxpRZaSnpYBp/hmr1UBIvxrNzU2rGlFlljN0M9IBTGWGDrunL2LtHsH/9QTqPal+UEZaXlU/3cZ3pdkEn3LFumnVrAsDGucUywzZF9QYtFovFUmGsh8dSK3CMlj7AQiAH08sqGIXO9oVA7wiMHTDZYEXzLX5jJUvfWkVsQmxRRticx+ZxYMNhju/JZM6jczm66wSdR3fAE+tm6axVLJyxJPD4c8v5Ni0Wi8VSTmzzUEutw6lzk4rJhuqM0cwUYDwrc4G0YF3Mw8zXF1iAaSlRUXKAYdEc32KxWCwVxxo8FksEpKWkf4NpGBppD61geIGFqRlTbKVli8ViqWZsSMtiiYzqyAazWCwWSxVhDR6LJQKqKRvMYrFYLFWEDWlZLFGQlpJ+FVWXDWaxWCyWKsIaPBZLlKSlpHcEXgYGYIoSBivvUIip37MUmGo9OxaLxXJ6sQaPxVJOKjsbzGKxWCxVhzV4LBaLxWKx1HqsaNlisVgsFkutxxo8FovFYrFYaj3W4LFYLBaLxVLrsQaPxWKxWCyWWo81eCwWi8VisdR6rMFjsVgsFoul1mMNHovFYrFYLLUea/BYLBaLxWKp9ViDx2KxWCwWS63HGjwWi8VisVhqPdbgsVgsFovFUuuxBo/FYrFYLJZajzV4LBaLxWKx1HqswWOxWCwWi6XWYw0ei8VisVgstR5r8FgsFovFYqn1WIPHYrFYLBZLrccaPBaLxWKxWGo91uCxWCwWi8VS67EGj8VisVgsllrP/wP/U4Mx0GHTrQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_graph(G)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Section 1: IsingLibを用いた最小カット問題を解くエネルギー関数の構築とデジタルアニーラでのアニーリング実行"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"グラフ $G = (V, E)$ の最小カット問題は以下の式で定式化される。\n",
"\n",
"$$H_{\\textrm{MINCUT}} = H_{objective} + \\alpha \\cdot H_{constraint}$$\n",
"\n",
"$H_{objective}$ は目的関数、$H_{constraint}$ は制約関数、$\\alpha$ は重み係数である。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 制約式 (1): ノード数を等しく二分割する場合\n",
"\n",
"カットでノード数を等しく二分割するような制約関数 $H_{constraint}$ は以下の式で表される。\n",
"\n",
"$$H_{constraint} = \\left( \\sum_{i=1}^{N} s_{i} \\right)^2$$\n",
"\n",
"$s_{i}$ は +1 or -1 の値を取るため、それぞれの数が等しいときに $H_{constraint} = 0$ となり最小となる。それ以外のときは $H_{constraint} > 0$ となる。"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# 制約項: 等しい数に分割\n",
"def create_model_balance(N):\n",
" model_balance = Model.zeros('ising', const=0, symbol='x', shape=(N,))\n",
" for n1 in range(N):\n",
" for n2 in range(n1 + 1, N):\n",
" model_balance[('x', n1), ('x', n2)] = 1\n",
" model_balance.const = N / 2\n",
" return model_balance\n",
"\n",
"model_balance = create_model_balance(N)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 制約式 (2): 一方のサブグラフのノード数を $M$ に制約する場合 (M-hot 制約)\n",
"\n",
"カットで分割されるサブグラフのうち一方のノード数を $M$ に制約するような制約関数 $H_{constraint}$ は以下の式で表される。\n",
"\n",
"$$H_{constraint} = \\left( M - \\sum_{i=1}^{N} x_{i} \\right)^2$$\n",
"\n",
"ここで、$x_{i}$ は +1 or 0 の値を取る2値変数である。$x_{i} = 1$ の個数がちょうど $M$ 個のとき $H_{constraint} = 0$ となり最小となる。それ以外のときは $H_{constraint} > 0$ となる。\n",
"\n",
"IsingLib でこの QUBO をイジングモデルに変換する。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"# M-hot 制約 = 全ノードのうちM個のみ +1 となる\n",
"def create_model_mhot(N, M):\n",
" model_mhot = Model.zeros('qubo', const=0, symbol='x', shape=(N,))\n",
" for n1 in range(N):\n",
" for n2 in range(n1 + 1, N):\n",
" model_mhot[('x', n1), ('x', n2)] = 2\n",
" model_mhot[('x', n1),] = -2 * M + 1\n",
" model_mhot.const = M**2\n",
"\n",
" # QUBOからイジングモデルに変換\n",
" model_mhot = ~model_mhot\n",
" return model_mhot\n",
"\n",
"model_mhot = create_model_mhot(N, M)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 目的関数\n",
"\n",
"目的関数 $H_{objective}$ は以下の式で表される。\n",
"\n",
"$$H_{objective} = \\sum_{(i j) \\in E} -w_{i, j} s_{i} s_{j}$$\n",
"\n",
"$w_{i, j}$ はエッジ $e = (i, j)$ の重みを表す。\n",
"\n",
"グラフ $G$ の各エッジ $e \\in E$ に対して $-s_{i} s_{j}$ を計算する。\n",
"$i$ と $j$ が同じグループに属しているとき、すなわち $(s_{i}, s_{j}) = (1, 1)$ または $(s_{i}, s_{j}) = (-1, -1)$ のとき $-s_{i} s_{j} = -1$ となるからエネルギーは減少する。\n",
"一方、$i$ と $j$ が異なるグループに属しているとき、すなわち $(s_{i}, s_{j}) = (1, -1)$ または $(s_{i}, s_{j}) = (-1, 1)$ のとき $-s_{i} s_{j} = 1$ となるからエネルギーは増加する。\n",
"エネルギー関数を最小化するので、全エッジのうち両端が異なるグループに属しているエッジの重みの総和が最小化される。"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"# 目的項 : 最小カット\n",
"def create_model_obj(N, G):\n",
" model_obj = Model.zeros('ising', const=0, symbol='x', shape=(N,))\n",
" for e in G.edges:\n",
" model_obj[('x', e[0]), ('x', e[1])] = -1 * G.edges[e]['weight']\n",
" return model_obj\n",
"\n",
"model_obj = create_model_obj(N, G)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"パラメータ $\\alpha = 1$ としたModelを作る。"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"# 制約式と目的関数の単体のみ(確認用)\n",
"\n",
"# 等しく分割する制約のみ\n",
"#h = Hamil(b=model_balance)\n",
"#model = h.compile(b=1)\n",
"\n",
"# M-hot 制約のみ\n",
"#h = Hamil(c=model_one)\n",
"#model = h.compile(c=1)\n",
"\n",
"# 目的関数 (最小カット) のみ\n",
"#h = Hamil(objective=model_obj)\n",
"#model = h.compile(objective=1)\n",
"\n",
"#model"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# 制約式と目的関数を組み合わせる\n",
"\n",
"# 等しく分割する制約での最小カット\n",
"h = Hamil(objective=model_obj, constraint=model_balance)\n",
"model = h.compile(objective=1, constraint=ALPHA)\n",
"\n",
"# 一方のサブグラフが M 個のノードで構成される制約での最小カット\n",
"#h = Hamil(objective=model_obj, constraint=model_mhot)\n",
"#model = h.compile(objective=1, constraint=ALPHA)\n",
"\n",
"#model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$N$ 変数のイジングモデルが作成される。"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### デジタルアニーラを用いて基底解を計算する"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Solving the problem on Digital Annealer......\n",
"Solved! in 4.496193170547485 sec\n"
]
}
],
"source": [
"print('Solving the problem on Digital Annealer......')\n",
"sample, solved_sec = sample_wrapper(model)\n",
"print(f'Solved! in {solved_sec} sec')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 制約違反と目的関数の値を確認する"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"results = sample.decode_sampleset(model, 'x', first=False)\n",
"#results"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"result = h.analyze_result(sample, 'objective', constraint=0)\n",
"#result"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Got 56 distinct solutions (total 100 samples).\n",
"\n",
"The number of feasible distinct solutions (i.e., satisfying constraints): 17\n",
" samples: 47\n",
" minimum objective energy: -1003.0\n",
"The number of unfeasible distinct solutions: 39\n",
" samples: 53\n",
" minimum objective energy: -1003.0\n"
]
}
],
"source": [
"result_feasible, result_unfeasible, frequency_feasible, frequency_unfeasible = classify_result(results, result)\n",
"\n",
"print(f'Got {len(result)} distinct solutions (total {frequency_feasible + frequency_unfeasible} samples).')\n",
"print('')\n",
"if len(result_feasible) > 0:\n",
" print('The number of feasible distinct solutions (i.e., satisfying constraints):', len(result_feasible))\n",
" print(' samples:', frequency_feasible)\n",
" print(' minimum objective energy:', result_feasible[0]['result']['objective'])\n",
"if len(result_unfeasible) > 0:\n",
" print('The number of unfeasible distinct solutions:', len(result_unfeasible))\n",
" print(' samples:', frequency_unfeasible)\n",
" print(' minimum objective energy:', result_unfeasible[0]['result']['objective'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"求まったグラフカットを表示する。"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"#COST = 63\n",
"#CUT = 16\n",
"#SET of +1 (blue) = 50\n",
"#SET of -1 (red) = 50\n"
]
}
],
"source": [
"if len(result_feasible) > 0:\n",
" first_feasible_index = result_feasible[0]['index']\n",
" plot_graph(G, list(list(results)[first_feasible_index]['state'].values()))\n",
" cost, cut, group = show_result(G, list(list(results)[first_feasible_index]['state'].values()))\n",
" print('#COST =', cost)\n",
" print('#CUT =', cut)\n",
" print('#SET of +1 (blue) =', group[1])\n",
" print('#SET of -1 (red) =', group[-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"これまでの処理を関数にまとめて一気に実行できるようにする。"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"def solve(N, K=5, P=0.1, M=None, WEIGHT_MAX=10, ALPHA=1.0):\n",
" print(f'Solving [N={N} K={K} P={P} M={M} WEIGHT_MAX={WEIGHT_MAX} ALPHA={ALPHA}]')\n",
"\n",
" G = generate_graph(N, K, P, WEIGHT_MAX)\n",
"\n",
" if M is None:\n",
" model_constraint = create_model_balance(N)\n",
" else:\n",
" model_constraint = create_model_mhot(N, M)\n",
" model_obj = create_model_obj(N, G)\n",
"\n",
" h = Hamil(objective=model_obj, constraint=model_constraint)\n",
" model = h.compile(objective=1, constraint=ALPHA)\n",
"\n",
" # リトライ用のループ\n",
" for retry in range(1):\n",
" sample, solved_sec = sample_wrapper(model)\n",
"\n",
" results = sample.decode_sampleset(model, 'x', first=False)\n",
" result = h.analyze_result(sample, 'objective', constraint=0)\n",
" result_feasible, result_unfeasible, frequency_feasible, frequency_unfeasible = classify_result(results, result)\n",
" print(' frequency_feasible:', frequency_feasible)\n",
" if frequency_feasible > 0:\n",
" break\n",
"\n",
" cost = 0\n",
" if len(result_feasible) > 0:\n",
" first_feasible_index = result_feasible[0]['index']\n",
" cost, cut, group = show_result(G, list(list(results)[first_feasible_index]['state'].values()))\n",
" print(' best cost:', cost)\n",
"\n",
" return G, h, list(results), result_feasible, result_unfeasible, frequency_feasible, frequency_unfeasible, cost"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Solving [N=100 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=1.0]\n",
" frequency_feasible: 80\n",
" best cost: 12\n",
"Solving [N=200 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=1.0]\n",
" frequency_feasible: 67\n",
" best cost: 21\n",
"Solving [N=400 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=1.0]\n",
" frequency_feasible: 67\n",
" best cost: 31\n",
"Solving [N=600 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=1.0]\n",
" frequency_feasible: 61\n",
" best cost: 39\n",
"Solving [N=800 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=1.0]\n",
" frequency_feasible: 56\n",
" best cost: 63\n",
"Solving [N=1000 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=1.0]\n",
" frequency_feasible: 55\n",
" best cost: 74\n",
"--------\n",
"Solving [N=100 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=1.0]\n",
" frequency_feasible: 46\n",
" best cost: 53\n",
"Solving [N=200 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=1.0]\n",
" frequency_feasible: 29\n",
" best cost: 79\n",
"Solving [N=400 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=1.0]\n",
" frequency_feasible: 39\n",
" best cost: 147\n",
"Solving [N=600 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=1.0]\n",
" frequency_feasible: 35\n",
" best cost: 201\n",
"Solving [N=800 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=1.0]\n",
" frequency_feasible: 39\n",
" best cost: 336\n",
"Solving [N=1000 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=1.0]\n",
" frequency_feasible: 41\n",
" best cost: 435\n",
"--------\n",
"Solving [N=100 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=1.0]\n",
" frequency_feasible: 25\n",
" best cost: 78\n",
"Solving [N=200 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=1.0]\n",
" frequency_feasible: 28\n",
" best cost: 162\n",
"Solving [N=400 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=1.0]\n",
" frequency_feasible: 28\n",
" best cost: 260\n",
"Solving [N=600 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=1.0]\n",
" frequency_feasible: 29\n",
" best cost: 387\n",
"Solving [N=800 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=1.0]\n",
" frequency_feasible: 32\n",
" best cost: 609\n",
"Solving [N=1000 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=1.0]\n",
" frequency_feasible: 36\n",
" best cost: 848\n",
"--------\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"========\n",
"Solving [N=100 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=10.0]\n",
" frequency_feasible: 100\n",
" best cost: 17\n",
"Solving [N=200 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=10.0]\n",
" frequency_feasible: 100\n",
" best cost: 48\n",
"Solving [N=400 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=10.0]\n",
" frequency_feasible: 100\n",
" best cost: 73\n",
"Solving [N=600 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=10.0]\n",
" frequency_feasible: 99\n",
" best cost: 86\n",
"Solving [N=800 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=10.0]\n",
" frequency_feasible: 99\n",
" best cost: 169\n",
"Solving [N=1000 K=5 P=0.1 M=None WEIGHT_MAX=1 ALPHA=10.0]\n",
" frequency_feasible: 99\n",
" best cost: 76\n",
"--------\n",
"Solving [N=100 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=10.0]\n",
" frequency_feasible: 86\n",
" best cost: 45\n",
"Solving [N=200 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=10.0]\n",
" frequency_feasible: 84\n",
" best cost: 83\n",
"Solving [N=400 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=10.0]\n",
" frequency_feasible: 81\n",
" best cost: 134\n",
"Solving [N=600 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=10.0]\n",
" frequency_feasible: 80\n",
" best cost: 210\n",
"Solving [N=800 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=10.0]\n",
" frequency_feasible: 79\n",
" best cost: 337\n",
"Solving [N=1000 K=5 P=0.1 M=None WEIGHT_MAX=10 ALPHA=10.0]\n",
" frequency_feasible: 79\n",
" best cost: 369\n",
"--------\n",
"Solving [N=100 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=10.0]\n",
" frequency_feasible: 87\n",
" best cost: 112\n",
"Solving [N=200 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=10.0]\n",
" frequency_feasible: 76\n",
" best cost: 157\n",
"Solving [N=400 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=10.0]\n",
" frequency_feasible: 66\n",
" best cost: 246\n",
"Solving [N=600 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=10.0]\n",
" frequency_feasible: 67\n",
" best cost: 319\n",
"Solving [N=800 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=10.0]\n",
" frequency_feasible: 66\n",
" best cost: 550\n",
"Solving [N=1000 K=5 P=0.1 M=None WEIGHT_MAX=20 ALPHA=10.0]\n",
" frequency_feasible: 64\n",
" best cost: 779\n",
"--------\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"========\n"
]
}
],
"source": [
"# nが小さいとうまく解けない\n",
"# ← エッジ重み最大値がノード数に近づくとおかしくなりそう\n",
"#nlist = [10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 200, 300, 400, 500, 600, 700, 800, 900, 1000]\n",
"nlist = [100, 200, 400, 600, 800, 1000]\n",
"#nlist = [10, 16, 22, 28]\n",
"\n",
"wmaxlist = [1, 10, 20]\n",
"#wmaxlist = [1, 2, 3]\n",
"\n",
"for alpha in [1.0, 10.0]:\n",
" data_freq = {w: [] for w in wmaxlist}\n",
" data_cost = {w: [] for w in wmaxlist}\n",
" for wmax in wmaxlist:\n",
" for n in nlist:\n",
" G, h, _, _, result_unfeasible, freq, _, cost = solve(n, K=5, P=0.1, M=None, WEIGHT_MAX=wmax, ALPHA=alpha)\n",
" data_freq[wmax].append(freq)\n",
" data_cost[wmax].append(cost)\n",
" print('--------')\n",
"\n",
" # 局所解のグラフ\n",
" fig = plt.figure(figsize=(10, 5))\n",
" ax = plt.axes()\n",
" for wmax in wmaxlist:\n",
" plt.plot(nlist, data_freq[wmax], marker=\"o\", linestyle='-', label=f'weight [1, {wmax}]')\n",
" plt.xlim(0, 1050)\n",
" plt.ylim(-10, 110)\n",
" plt.title(f'Min-cut (alpha = {alpha})')\n",
" plt.xlabel('N')\n",
" plt.ylabel('Feasible (%)')\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
" print('========')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Section 2: 物理マシンがビット幅制約を持っているときのイジングモデル等価変換\n",
"\n",
"現在のイジングモデルの係数を調べる。\n",
"マシンの係数幅が8ビットだと仮定して、係数が8ビット (=127) 以内に収まるような等価イジングモデルへ変換する。"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"# モデル (現在のタイプはIsing)の係数の最大値と最小値\n",
"print('Max coeff value of `model` (as Ising):', model.matrix.max())\n",
"print('Min coeff value of `model` (as Ising):', model.matrix.min())\n",
"# モデルをQUBOに変換したときの係数の最大値と最小値\n",
"print('Max coeff value of `model` (as QUBO):', (~model).matrix.max())\n",
"print('Min coeff value of `model` (as QUBO):', (~model).matrix.min())"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"# 変換と確認\n",
"model_eq = Reduce.convert_equivalent(~model, bit_aim=8)\n",
"#model_eq"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"追加変数が x 個追加されて、合計 x 変数のイジングモデルに変換される。"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"# 等価モデル (現在のタイプはQUBO)の係数の最大値と最小値\n",
"coeff_max = model_eq.matrix.max()\n",
"coeff_min = model_eq.matrix.min()\n",
"print('Max coeff value of `model_eq` (as QUBO):', coeff_max)\n",
"print('Min coeff value of `model_eq` (as QUBO):', coeff_min)\n",
"assert -127 - 1e9 <= coeff_min\n",
"assert coeff_max <= 127 + 1e9\n",
"\n",
"# 等価モデルをイジングモデルに変換したときの係数の最大値と最小値\n",
"coeff_max = (~model_eq).matrix.max()\n",
"coeff_min = (~model_eq).matrix.min()\n",
"print('Max coeff value of `model_eq` (as Ising):', coeff_max)\n",
"print('Min coeff value of `model_eq` (as Ising):', coeff_min)\n",
"assert -127 - 1e9 <= coeff_min\n",
"assert coeff_max <= 127 + 1e9"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### デジタルアニーラを用いて基底解を計算する\n",
"\n",
"変換した等価イジングモデルをデジタルアニーラで計算する。"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"sample, _ = sample_wrapper(model)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"解を表示する。"
]
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"results = sample.decode_sampleset(model, 'x')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Section 3: アニーリング解が制約を満たさないときの補正解釈\n",
"\n",
"パラメータ $\\alpha$ が低いとき ($\\alpha = 1$) 制約を満たさない解が多い。"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Solving [N=200 K=5 P=0.1 M=None WEIGHT_MAX=1.0 ALPHA=1.0]\n",
" frequency_feasible: 64\n",
" best cost: 20\n"
]
}
],
"source": [
"N = 200\n",
"G, h, results, _, result_unfeasible, freq, _, cost = solve(N=N, K=5, P=0.1, M=None, WEIGHT_MAX=1.0, ALPHA=1.0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"制約を満たさない解を1つ選択する。"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"results_index = result_unfeasible[0]['result']['original_index']\n",
"target_results = results[results_index]\n",
"#target_results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 解を補正して許容解として解釈する\n",
"\n",
"パラメータ $\\alpha$ を低くすると制約を満たさない解が多くなるが、解を補正する手法(金丸手法ベース)を用いて、得られた解を許容解に補正する。\n",
"\n",
"#### 手順\n",
"\n",
"- +1 のスピンがちょうど $N/2$ 個になるように、エネルギー (= カットのコスト) が最も小さくなるようにスピンを1個ずつ +1 または 非+1 にする"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# stateのdictをnumpy配列に変換\n",
"state_array = Interpret.convert_state_to_array(target_results['state'], shape=(N,))\n",
"#state_array"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# 手順: スピンの補正\n",
"state_array = Interpret.correct_1d(state_array, num_feasible=N/2, hamil=h, aim='objective', seed=1)\n",
"#state_array"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"# numpy配列をstateのdictに戻す\n",
"state_corrected = Interpret.convert_array_to_state(state_array, symbol='x')\n",
"#state_corrected"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"#COST = 23\n",
"#CUT = 23\n",
"#SET of +1 (blue) = 100\n",
"#SET of -1 (red) = 100\n"
]
}
],
"source": [
"plot_graph(G, list(state_corrected.values()))\n",
"cost, cut, group = show_result(G, list(state_corrected.values()))\n",
"print('#COST =', cost)\n",
"print('#CUT =', cut)\n",
"print('#SET of +1 (blue) =', group[1])\n",
"print('#SET of -1 (red) =', group[-1])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"スピン補正により制約を満たさないような非許容解を許容解として解釈することができた。"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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