{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"id": "840cb3e6",
"metadata": {},
"outputs": [],
"source": [
"import sys\n",
"sys.path.append(\"..\")\n",
"import numpy as np\n",
"from utils.parse import create_perf_df_from_trace, parse_ops_one_iter\n",
"from collections import defaultdict\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from matplotlib.colors import Normalize, LogNorm\n"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "305d481c",
"metadata": {},
"outputs": [],
"source": [
"expert_res_file = \"../results/2025-10-28-22-55-22_qwen-moe/trace_qwen1.5-moe-a2.7b-q4_k_f16_t2_p5_moe.npy\"\n",
"trace_csv = \"../results/2025-10-28-22-55-22_qwen-moe/trace_qwen1.5-moe-a2.7b-q4_k_f16_t2_p5.csv\"\n",
"# expert_res_file = \"experiments/2025-10-29-13-37-57_qwen-moe/trace_qwen1.5-moe-a2.7b-q4_k_f16_t2_p5_moe.npy\"\n",
"# trace_csv = \"experiments/2025-10-29-13-37-57_qwen-moe/trace_qwen1.5-moe-a2.7b-q4_k_f16_t2_p5.csv\"\n",
"exp_res = np.load(expert_res_file)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "3483bc7b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(101, 144, 4)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"exp_res.shape"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "a39985c0",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_34472/858479912.py:57: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
"image/png": 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h3//+t9vnn3rqKZ599ln+/e9/s2XLFmJiYpg3bx4NDQ3d7NQZdY++u4yMjIyMjIyMTI9zxhlncMYZZ7h9ThAEVqxYwf333895550HwDvvvEN0dDQffPABN9xwQ3dadaLfD2TNZjMAOTk5hISE9LAbmZOhsbERgNzcXAIDA3vYjczJIPdl/0Luz/6D3Jf9h/r6egCqqqqcjut0OnQ6nahYhYWFlJeXM3/+fKc4M2fOZMOGDT06kEXoYUpKSoRLL71UCA8PF/z9/YUxY8YIW7dudTxvt9uFhx9+WIiNjRX8/PyEmTNnCnv37vU6/meffSYA8j/5n/xP/if/k//J/+R/A/7fww8/3OnYCRA+//xzx+P169cLgFBaWuqku/7664X58+d7PSaTgh6dka2trWXatGnMnj2bVatWERUVRX5+PqGhoQ5NW07G22+/TWZmJsuWLWPevHnk5uYSFBTU6XsMHjwYgK+//pr09HSpmgJAXV2dk3df6qWMLXvp/V4GSjtlL90fW/bS+70MlHbKXnxLfn4+Z511Fhs3bmT48OGO42JnY09EoVA4PRYEweVYt9OTo+i7775bmD59usfn7Xa7EBMTIzz55JOOY0ajUQgJCRFefvllr94jJydHAIScnJyT9tsZmzZtkkwvZWzZS+/3MlDaKXvp/tiyl97vZaC0U/biW05m/EO7Gdn8/HwBELZv3+6kO/vss4UrrrjiZK2eFD1ateCrr75i4sSJXHDBBURFRTFu3Dhee+01x/Od5WT0dix2I4fqfmJd6T+xC9ZueU9BEHir4BAtdnu3vJ+MDMC2infYU/0pLdZaxzGj0cjq1as5fPgwq1evxmg0AlBtrOHtnHf5144XesquTCdsOLqJx7KfZG91DsIfFRo99afJaubVDV8w7qkrOVJ7rNPYhdVHGffUlbyx8SvMVovjuLv4giCwuXw3//fTUn4u3ihNYwcABnMjl666k49zv8NkNTuOe+pTGZn2pKamEhMTw48//ug4ZjabWbt2LVOnTu1BZz282KugoICXXnqJ22+/nfvuu4/Nmzfzt7/9DZ1OxxVXXEF5eTkA0dHRTq+Ljo7m8OHDbmOaTCan4r9tievdTUH9Wg7UfkegJooATRS7qv7nojEEV7GjMt+reN5qf6pQ8J8CNeFqK3/NK2JMiODT+GK1UusHipfe3k4FagzmMn4tfZIY/1GMj7qMNWvWkJ2dTVpaGps2bQKgILaYzce2khKcTKT/IP6z+1WX+FVNVWzbvcsrL2K0Uuv7amxPej+1jhd3vYxSoeK5mU+77U8hKYSL33mI+NBIRsWl8+B3bvqzqopBeT84HRsSlcg/f/2Qv3/5Aiuvfpy5Qya7xLfarbxs/gZBEBgWns7vpdv5vXS7S+zVG7d6304J9b09dmpwAl/l/8pLuz/inonXsyB1hts+XbBggdfvI9O/aGxsJC8vz/G4sLCQnTt3Eh4eTlJSEkuWLGH58uUMHjyYwYMHs3z5cvR6PZdcckkPuu7hgazdbmfixIksX74cgHHjxrFv3z5eeuklrrjiCodOTE7GE088wSOPPOJy/N3yUqKU0s5SljTWsTF3HwAWewBVLeMw2uoI0gQRoImiveOKCj1R9iivYnurPdpiIkhdS40VHtkPw4MDyAoPRqPsePJdCi/doe9Me2NGotPjpuK9pAaP9NqLGH1fje0LL3WmYg43HCVCl05K8HQASkpKUKlUaDQa1Go1JSUlzMs6jUZLE9XGajJDM8gIdc1b39uwl5HJ3nkRo5Va31dju9MbTAZ+LllDoCaQuUmzUSvVbvvzwpkzuHrKQr7JWU9MYDgXT5iPRuX8Z2Xv3r2MHHk8ttlq4YPtP2Cx53LtlLPISml9rn388qPlXD7jbD7P+wm1UsXpKdMI1TkXdd9r2cvIISLaKaG+N8e2C3Z+Lt7E/pp8zkiZQVbsGMD9d1Rm4LJ161Zmz57teHz77bcDcOWVV/L2229z11130dLSwk033eTYEOGHH37war2SlPTozl7JycnMmzeP119/3XHspZdeYtmyZZSWllJQUEB6ejrbt29n3LhxDs0555xDaGgo77zzjkvM9jOyubm5TJ48mXt/+ZGouFhJ22OxWNBoNE7HrHYzBnMpYbpkFAplp3oxsT1httv57VgZextaS2+EaLScHhNHrL/eJ/HFaKXWd6ZdMsR5x5GWlhb8/f299iJG31dj+8JLkWE9g/wyCNQev3uyevVqNm3ahJ+fH0ajkaysLMdsz9HGMvZW72N+8lyfe+kpfV+N7U6/v+YADeZGJkaPR/nH71ZH/dloauat7G+5YOwcYoIjOoxdWlfJF3vWctXkhQTojh/3FN8u2FlTsoVwXQhjo4b26Hnpq7Ebzc18VfALZ6XNJkgb4DjeUZ9K5cWX+oHkpSvs37+f4cOHk5OTw7BhwyR9r56kR3Nkp02bRm5urtOxgwcPkpycDHQtJ0On0xEcHOz415118Npqtp2IAhVNFg3urhbc6cXE9oRWqWSMRse58UkEqtXUW8x8cqSIDVUV2Dxct0jlRWq92NjFxcVOj2uMteys3E3767m23LHPP//cJXfs98JdHKx0juMutlgveVUl/Fa4y8lLRz4EQaDBXIjZ5noOTtaLWG1K8DSnQSzArFmzyMrKIikpiaysLGbNmuV4Li4w1u0g1hdeekrfV2O70w8LH8rkmImOQSx03J+BOj1/PfUCl0Gsu9jxoZHcPON8p0FsR/GVCiVzEqe4DGJ90U6x+kZLEWZbndOxjr6jvvJysr4DtXouGbrIaRALHfepVF58qR9IXmQ806Mzslu2bGHq1Kk88sgjXHjhhWzevJnrr7+eV199lUsvvRSAf/zjHzzxxBO89dZbjpyMNWvWeF1+q+2KpDtmZE/EYrNSYCigyFBMbEAMmaEZPVKiwmSzsb6qioN/5ApHaLXMiYoi4iTKb/QlbsoY3OHzjeZGVuZ9QVlTOWemLGBaXBYKhYLVq1eTnZ2NSqXCarWSlZWFPSWEZ3/7kCCtnofmXktiqPfpEt5QWl/JIz+9Qb2xkdtmXMSiYdPc+jj99NOpN++nqmUzWlUIUf4zUCs9z7bLyMj4hibLESpafsdPFUmk/yn4qSPdfkflPFOZ3sBAmZHt0RzZSZMm8fnnn3Pvvffy6KOPkpqayooVKxyDWKDX5mS4o7S0lPj4eAAO1edxoCYXvSaAGmMt2eWuifpmswmt1rsBpRhte70eSNFqOGIOoNpsZmXJEWI1LUSqjbSNraX0Mlg4TKCI/mpsaPBa35n2Xzu+71RvF+zUmep5Ze/rROkjyQzLcOSOpaenk5+fz/6iQzy68RsCtf5kRMRz93eue1E3NDYSJOIOgDu91W4jr7qEyz96lJy/v+/io6SkBKOtgpLGb1Ap/FCg5GjTatfYDY0EBYnwIkIvZWzZS/fHlr2I0ytQYjDn0mItIzPsBrffUW/YsmULkyZN8rlWar3spWe8yHimx7eoXbRoEYsWLfL4vEKhYOnSpSxdurT7THWREye3h4cPJTkoidzaQ9SZ6piVMMPpNh20JtonJCR4FVuM1pO+yWrl52NHKWxq5KhFj1YbxbzoOPR/JPlL5eWUurFMmTLFa312drbXejFad/qSxlKe2/Ei85NPY37yXPTq1tudCQkJlJSUYLVasVqtDEsZTNm1X/P2tm95Lfsr/nXWrZyaNtanXjYU7eGvXz7LPbOv4OqJC/HX6Fx8JCQk4K+OZlj4EmqM26kz7SEh4Gz81c639bMPZDNGjBcReiljy166P7bsxXt9ZctGDOY8koLOI1CTBrj+Vnj722gXUSJRjFZqveylZ7zIeKbHB7L9mQCNnvFRY7DYLS6D2B7xo1ZzVlwie+prWVd5jKKmRj44XMDpsfEuFRUGCrH6GB6fuhStSut0vC1XzGAwOHLH/DRabsw6l6snLpTEy8SEoWy4+RV06uNe3PkAUCm0RPpnEeE3AUXPprrLyAwYwv0mMMgvyylNzNN3VEZGpnuQ/wJKiF2wc6j2MD8UbcDWS66+FAoFo0PD+XNSKuFaLU02K5+VHGaf2Yi959KlO+TzvB95YvOrlDYeL7buqZC3XbDzbcFG/vT1/dSbmjqNrVKqXAaxAH5+fixYsIDk5GQWLFiAn5+f4zmdWus02PQVWrXGJW5HPh7e8AbPbP0fdaZmxzG5wLmMjHSoFFqXtQ4dfUdlZGSkR56R9SHBwcdrHB6qPUx2+W4CNXqi9RHsqNzvojfZTZQf827VvRitt/pMPygQoMKi4IDVTGlBDkP0oOvk8kasF4uynh27i7zWN1gMTnpBEDCYG7n+x4dIDIrmlbmPOgp5h4eHk5OTA4B6WAR/X/siUfpQJkUP5eVdn7vENjQ2sGbzIa+9iNF3d2ytUs2uijymf/R/zE2exHOzb3V7XrxZeNKW2+0NYrRS6weKl4HSTtlL98eWvfQNLzKekQeyPkSlUjn+H6oLIlQXhNFqRqvSEuEf4qI3KYzovLx6F6Ntrz83NqxD7abaRt46XEWDTUFei4pb0iLJCPD8XvX1dYSEhHrtRbRe5axvsrRQ3HAUrUrDqIghwPFC3nq9nvr6ekpKSpg5ZSRDw5MoaagkQKtn1KB0l9mTem09ISGufeHRiwh9d8euaK5lZ2UeoX5BjI/KBNyfF2/Qar2fYRajlVo/ULwMlHbKXro/tuylb3iR8Yw8kPUhyhN2z4rUh7MobRa1xnr21xSQGBiLqt3uWi0aEcWWRWjb62cmjOhQOzMBTg8v4a6D+zjUaOAfh47x6KjxXJSc5lZfo68hPDzcay8nq/+peCNTYkbzyCl/Ratq3fygbYFFXV2dY4HF4LAEPl70KEWGMt7Y8y3T4kcTonOum1hTI9KLCH13x3551xdcN2oR85MnOwbs7s6LN6jV3v8UiNFKrR8oXgZKO2Uv3R9b9tI3vMh4Rs6R9SHu8hFDdcEk+sehdFNDtr2+0dRCdZPzLXur1UpeXh6HDh0iLy8Pq9Xq9Hx1cz3NFtf3FZsbGWK28NmMOSyIicciCNy7exsP7N6G2U1u78lucNBsMbLrWJ6Lri2/87vvvnPK75ybdAqLM+Y6BrEAWVlZhIeHo1KpCA8PJysry/FcclAMt0+cR5CbEmG9aXOGk41945jFnJ4yxWXhSVZWFtHR0aIWnvSWdspevNfWmY5gtZucjnn6DgHY7Dby612/d77w0lP6geLFnba4oQizzfv+t9ptbC7JkcSLGH2DqZnd5fkuuo68lxgqOGKo8LkXX+rbawVBILs0x+NmO+7aKdM15IGsD2lqOr64SBAEciuKeTP7G7aXHnS7kOpEPUCLxcSXe3/j891rqWqsA6CoqIiS0lIEWm8bFxUVAVDZXMeXB3/n+8LNmG3Og1t3sTujoqKCQLWG/0w8hTuGjkQBvH+4gEs3rKHaZHLRio19Iiabhac2vs+fVt7PptJ9juNt+Z2CILBp0ybWrFnjMeamTZuora0lIiKCmpoaNm3ahCAIVLUcZGP5f8iv/xW7YOvUi1jvvtJKFbtt4cngwYNFLTzpLe2UvXivrTcd4feyFeTXr3EMaN19h2x2G9nlG3li66PsqtwhiZee0g8UL+60hYZCntj6GD8f+cExoHXX/1a7jQ92/8ipr9/EqkObJPEiRm+0mnnk1zc4/8P72VJ6fO2IO+9HDBX8/ad/c/lXy6hsrvW5F1/q22utdhvv7v2e0z+8ndX52Y4BrZi/czLe0aM7e3UH3bmz14n1VX8+uJUNhXsI0vmj07jPhbFYrGg0zrcXBKF133KzzcJfZ1xA/v6DNDY2Eh4eTk1NDYGBgSQOTePt3avQqjQEavzAzWyv1WJBrdG4HPdEe71V6Y9RGwkKFQq7BX9zOUrB6pPYbQ1tsZposZpYlDGVYYNS2L59u0tbx48f7zamO23qiEFUthxApdCiVGjclhSzWK1oRNzSEaPvq7Gl9LI4rq5P72/eW7x40toFKy3WWgI0UcyKv5PXX3+d8vJyMjIyyMvLIyYmBrKsbK/cSpguHJ3K/UYmvaWdshdxWovdQq2xhtiAOO6fvNRt/68JLeXb3I3EB0cSoHV/Ydvd7RQEgarmempaDHx04SMsGJzl4j08ahDLWlajUaqICxrktoRlX+h/g6mJ8qYabp10AQ9Mv9JtH1133XVeexKDvLOXzElxWuZEhkQlsS5/JwoUXDhuDiqlyknTfmOBMkM1X+75jbEJmUxNGUmgTk9wcDAGgwGb3Y7dbic4OJhIfSg3jjuHTUdzKG2o4KyMaUToQzqM3Rnu9LVmE1+UFGOwghCQwplxicT66086dpPFyOe564gOCOeUhBGOhXDu2uoJd9owXRJ6dRjVxgJsdjNxgWNRKZwH0L44L77Q9qbYUnqZFT/ipDeK8JVWan13x86r+5nSph2MGXQRcQFjgeM50haLxZEjffqI05laO4NVRV8T6R/FFcOu8bmXntIPFC/utKuKvmFH5TbOHn4tE6Jad4hy1//vnn4tPxds5anf3mfIoGReWHSbz72I0R81VHHZykeYED+UO6ZdTHp4vFvvaUkp7Jv1Lq9s/5KvD63nqTn/x7TE0T714kt9e63ZZuGKr5YhAG+ddR8TY4cC7vtI5uSQB7I+pH3ydkJoFJdMmE91U73bq8n2+jD/IC6feDoBuuNXdSkpKUBrXk1CQoLjcZBOz7zUiTSaW9CqXLvRF4nnYVodFyal8lVpMRUmI5+VHGZhXCJ+JxnbT6XhrMHTXBZieWqrOzxpdaog4gLGYLY1o3Tz8e6ryf59eVGDTuf9dsZi9VLG7k1e3GljA8aSFjILpeL4BXJbTnRdXZ0jR1qhUDA8fATDwoZT2eL+VmlvaafsxXvtpOgpnJ58ptPfFk/9Pzd9EqelTaSg9qgkXsTow/XBvPOnB0kMiXI67s67n58f90y9jBvHL8bmJlWsN/e/Rqnm8Vl/IT3MucyWu3bKnBxyaoEPEQTBpdyTYGsASyXoUlC0G8y604uJ3V16s93OqrISipoaUQJnxCaQEeR5tlRKL90Zuzd56avtXDJkBHa73amiR2eI0UsZuzd56U/tFGwN0LQV9GNQqI9X4jAajaxZs8Yx4982kDGYDXxX+D3poWlMip7gUy++1PfV2L7w8lbOuwwNy2RKzCTHwNpTf1ptVj7e8TM7SnJ5ZvHfOo3/2oYvqWk2cNP0PxHkp+8wti/bKVYvdR91BTm1QEY0NTU1REREACBY68Fc0pq/qgoBazXtrxiampoICAhwDeQGMVpf6zXAwkg/vsdCXpOJ78pKON0aRGagdwuJpPTek+elv8SW0ovQkkNlRQVRUVGdi/9AjF7K2L3JS79qpyCAQgv1PyAotBA8B4U61LEIJjo6mk2bNmHHTk7kQQoNRQwPH0a4MYyfi391il0h0ouU+r4a2xdewrWh/Fj8Cx/kfsyi1DM5PXmuS38C7NfV8vy6T8gYlMC8IZN5bcOXncY3Ws1sO3KA4U9czOlDp/D6xfe5je3Nxi/5+fkMHjzYq3aK1UsZW6Zj5IGsDwkMDDzhkfDHP8UfP9yuZaz8dFrAu61rxWil0KsUsCAygJ8UAgcazXxf2YBSIZAR0Pmtlzsyo0XdojGZAr3Wi9FKre+rsSX1ItgICQ4EN7cFPSFGL2Xs3uSl37ZTsNH2u9O2mYdSqUStVrfmEYZb2oRY7Vbs7X5H/YP0WOwWvEVKfV+N7QsvNsGGgtYtwi221ufc9acxWYvNbgNF66p+o9XsEl+n93M6bnFU5REwWsweY3tDTEyMV7qu6KWMLdMx8kDWh1RWVjoStxXqUARVCNgawFoJ6jiX1ILyYyUkJMR5FVuMViq9CpgfK2AsyKPIZmF1RSNnx4eTHBDY4et2HWxkypRRXnvZtSfba70YrdT6vhpb9tL7vfSndgq2BmjMhuC5KDSDHMfbFsH4+/tjtVpJSkjiL5MXUGus45vCVQzyH8TkmIlOsXvzYp++EtsXXt7Y+zazEk5lamyWY1Fz+/5MSEjgunkLuGPOJby3ZTW7jh7ivvlXdhr/5fWfMzI2nVcvuodQ/yCPsb0hJydH1HkRo5cytkzHyANZCVEoFKAOpt6qJMTNYq+TxWBsIlDn73YhmSfqjY2E+HU88OwIhULBeK0fGpU/hxoNfHP0COcmJBOgsBOsCxCVZ2kw1xKi834nLJmBSZPFgE7lj1rpfck3MdgFO1UttUTpIySJPxAob6oiWh/h1fdfoQqCkLkux9sWvRgMBqdFMGF+oVw+7GJf2pXxMdeOvMrlmKf+1KjUXJ21yOvYN0471+vYMgMTeSArIeUN1fxWtBuz1cJFY+a6bFF7suwpL2B/ZRGnJI1kWFQySoUSq9VKUVERJpMJo9FISkoKarWa4rpj/Fa4C3+NlnNHzBS1EKg9CoWC02PjMZfaOdzcyNelR0iwN1BpqGBayigyIhJQKBQOL3FNJmpra5k1axY6nY78+n38dvRbYvSJnJFyiQ/PiEx/pMiQy9rSb5gYNZPxUTNQKzWOxR4Gg8Hx2eposYc7vVan5dcj2fw350tmJUzm6pHndWOr+hcfHPiGAzUFXD3iPLJix6BQKET3UdtmHmJnE2V6J1L2p/xZkTkRnw1kt27dSnNzM6eeeqqvQvZpfs3fzsbDewjU6dGptby+5WsXjdViQV3q3SyTJ63NbuPrnN/5vWgXN0xZ7NgJLCwsjMo/8ob2mcvYV15AkC4ArVrDq5u/8okXAQWKoASMaj/ybSqUFhMr9/xKfEgkV4w/w+FlVVgYtYfz+eZnE02hVdSbqtCp/FEqanmv+EU38a2o12310ov3Wqn17rTTQys96ltoYfvuVV7FFqOVWt8TXgRB4Kcjn7Km9CvumrDCsdgjLS3Nq8Ue7vTvCT9z2HCUaP0gfizewI/FG1y9tLTgX/2Jd75FaHtTbF95MVrN3LHuKcZFDePfcx4U3UcyMjIyXcFnA9nLL7+cgwcPYrN5vwigvxEZGen4/6y0ccQEhbPh8B7igiM5ffBkl1IbJpNJxAIbV+3usnw2Fu9hesoYJia2Fls2GAwoFQqsFgtKpRKDwcCisdNICY0hu2Q/gyMSmJU2zmVGtqteGi0WPioupAkQghOYHRfAhIRMj17Gpk+irKmYo02HidEnkBiU4VVbxZyXntK70/7fkBEe9Q0NDQQFBXkVW4xWan13eyk0HOCHw58wPmoGU2NPB44v9mhpafFqsYc7/StXPsInB7/n+8O/c8nQRSxKm3VS3vvTORer/eDAN3xTsIZbx1/BOWlzAPF91Mbw4cO99i1GK7W+r8aWvfQNLzKe8dm97p9//pmCggJfheuTNDY2Ov6vUCgYFpXCNRMXMTQy2e2t/BP1YmK3EaEP5soJZzI9dTR+6tZtcIODg7Hb7QiC4NjxSqVUMiZuMNdOXERqeKxPvQRqNJwVn4gSsGsCUAdFofljgwZ3XpQKFfGBqUyImkGwNszrtnrjpaf1YmOXl5dLopVa391eAtTBXDzkFhYkX+T4zCQkJGC1WrHb7V4t9nCnD9DouWrEubw+7zFSguPdvq63nJfe3v/DwzN4a/5yLsxcgO6P3yKxfeQrLz2l76uxZS99w4uMZ+QNEXyIu0LxRmsTVcbDxAUMdVmUJUUR+ra8VIPBQHBwsCNH1lfxPWn31tXyc0UZSuD8xBRi/fU95qWn9O60SzqYke3OYtsWm5Edld8yPHwWgdrji5o6Klr+0Y6f0Ko0XDjutE69LP/xHWamj2Na2uhOYwPUGAupMuaRGTqvS20VWxC9Owqo9+Vi61J46evn/GS92AUbB2q/JSnoFAI1x+/WeTovdsHON4c20GBu5tKR87vNt1i9O+0zmz5kZtJYJsUdL7rfHd/R3n5efKnvCvKGCB2Qn5/PW2+9RX5+Ps899xxRUVGsXr2axMRERozw/Ie7v3Ps2DFHbbhmSz2lTQew2FsI08XRYK5y0dfW1hIW5n5W8mS0kYnBqGtthIUF02SrAS+yPU7WS4KfQIpeS1Gzme/KijknNgyNUtEjXnpK7057pMGzvqAgn7S0dK9ii9G60wuCgFKhZtXh5wjWRjEl+nxC/WIceYyJiYmOPMZtynLe3vwto2LTuWDsHFbv39SplxC/AO766t+YrRbum38V546e6Tb2mBkJHKr7AYVCSXzAeCqa97t4zy8oID0trdM2jj81mZACG+lpyRjshRiafasX40WstjfFltJLXz7nvvCiUujYcuwN/FQhDAs7i1C/BLffi8ORRt7Y9S0pobGcO+RUfip0zrUvKCggTYRvKfXutEFaPfeteQW7IHBn1sUsSM9y205v8ti91QPs3r2bsWPHeuVbar3UXmQ8I3ogu3btWs444wymTZvGunXrePzxx4mKimL37t28/vrrrFy5UgqffQKr1er4f7O1nhZrPVqVHovdTIPFdSBrpJEGi3c5xWK0Uus9aUcHQ4UJGq12NtdUMzqk57z0hN6d9mhTjUd9nVDG0SbvipCL0XrSW+xGNEo/KluKqDGVEOoX48hj1Ov1jjzG1U1baDS1oEDB9iO5LrPMZWVlFFlrnY5ZbVb8NTpyK4pZc2g7546e6TZ2grGFZmsVwdoEmq3VGG11Lt6bFWVUGb0752K0Uuv7amzZi3RebHYzaqWOenMJ9ZYjhPoluP1e/NhURK2xgXRFPPsqC1G2/85VllOiNnjtW0q9O63FZsVfrWNvZQG/H9nDgvQst+3sCLF6aF2XIAYp9VJ7kfGM6IHsPffcw7Jly7j99tudEv5nz57Nc88951NzfZlB/kmE+yVQYyyhxlhKRugUl9SCkroSEgK9yxsTo5Va35F2nqqBL0uPkNcE4yNSifHz7zEv3a13p50S4/kORfbhbKbEeFmEXITWnd5iM/J98QuMjDiNtJCJKBXORcstFosjj/G3BddxqPIIT/70X5LDY7nl1POdY7speXPle48yK2M8K69Z7lK0/MTYIyMWMCRsAYWG32m0lDM+8nIX7w2Hshke7l1bxWil1vfV2LIXabzYBRubyl8iKegUEgMnolS0/rl1971YueA6SgwVPLflE0L9Arkjy7lubm/fEOH6b//BzORxvHfOQwTrWrevdtfOjhCrl5FpQ/RAds+ePXzwwQcuxyMjI6murvaJqf6CUqFkkH8Sg/yTetpKt5ESEMSQoBByG+pZW1HOhYkpPW1JBtCo/FiUeqfLcU+FxQdHJvLGxfd7Hf+dyx7yOrZG6e82N1ZGpj+hVKiYGnuLy3FP34uE4CiePu3mbnToO15beLfLMbGbFsibHMh0FdED2dDQUMrKykhNTXU6vmPHDuLj3a/8HSgEBARIppcytq+9zIiMpqDRQLmxhbzGBgbJ58UtUVFRkmjF6NsKixcWFrp8p3sitpj4YrVS6/tqbNlL93qR8jvXHXqp2jlQzktX9TKeET2QveSSS7j77rv55JNPUCgU2O121q9fzx133MEVV1whhUefcHlMPMOGSLtqr6amhvBw77dcFaOXMrYUXgLValYczGFvfS3/GzOZ6EGDOtRL6aW79GJjh4SESKKVWi976V+xZS+938tAaafsRaYriK798Pjjj5OUlER8fDyNjY0MHz6cU089lalTp/LAAw9I4bHPcOJiL1/rpYwthZfr0ocQodVR3NzEqmNHe9RLd+n7amzZS+/3MlDaKXvp/tiyl77hRcYzogeyGo2G999/n0OHDvG///2P9957jwMHDvDuu++iUqmk8NhnMJvNkumljC2FlwC1mmvTWnf4+u/RYsSUK+7P56U3xpa99H4vA6Wdspfujy176RteZDzT5Wq8aWlpnH/++Vx44YUMHjzYl576HEajkdWrV7NhwwZWr16N0Wh0PNdobmRV0Q9Y7a5XX6WlpV6/hxit1HpvtZempBGoVlNobGFthfe7mHTnealormBtye8u/eOpTwXBTk7NNsqain3uxVda2Uvv8GIXbGSX/0SzxXnHt45+L9rTkdZmt7KpbD2VLRUn5Vusvjef877s5UhDMdsrtmIX7I5jYj4rvvTSU7FlLzJdQXSO7Pnnn8/EiRO55557nI4//fTTbN68mU8++cRn5voKbYWc09LSHIWcp8zK4vO8L9ldvY+psVMoayx3qcdZbauhpMG7D7MYrdR6MdozoiP5pLSMtwtyyNDbO3+BhF7c6U1WE7m1uXyR/zXT40/hnLRFqJVqlz4VEAgfo2Vb5Tqi/OOYFD2HimbnlIlGal2OdYQYvZSxZS/SeBEEgRZrM2/kPEFK0FBmxi8iWBfm9vfCU+F3d9q58+fyQ/Eqsss3kh6SQXRADBa7c83gWnsNR5u8/16I0UsZeyB7abG1sK1iC18XfsGMuFnMTjhN1GdFRmag0qUNER5++GGX4wsWLOCZZ57xiSkpeLe8lCildwMpsWyvraQxLoojei018dEU1Fby1c417Ks+SpA2ifKjBj4v+8nldc3NLei3H/PqPcRopdaL0toUgJ51VdUs2fojGi/uAXT3ebHZFdSbY9h5MJddTYMI9wtz6dO8+gpMB6pQKsII1Gj5oWqjS+yW5hb8dznPjs2P9DyDUkM1tUddZ3ZPViu1XvbivdYu2NGq/NhdvZFQXQQz4s90FH7XaDSdFn53pz3adJQfDq8iUBNEk6WJn4t/dHldtaWaksLDXrdTjF7K2APdi9lmpsXawrdFXzIpeoqoz4qMzEBF9EC2sbERrVbrclyj0WAweL+TSH8iODgYg8GA1WbDbrcTHBxMRlgGKcHJ5NXlc7SpnDmJM102RCgtLSU+xruSZWK0UuvFxj6Sl0ut3UagfxpjwyJ61Et7fb2pns3HtjE0LJPk4CRHH7Xv09DAUNJjJ1BlLKO4IY/UwGGE+0U6x24pJT7c2cv5GZ43RNhSu4VJGZO88i1GK7Ve9uKd1i7YeH3fE2SGjuLyIbeh1wQCxwu/m0ymTgu/u9MmBSXxzxnPk31sEz8f+YGrhl1HYpBzreotW7YwaaSIdorQSxl7IHvJqd7LlwWfceHgixkbOR6lQinqs3IiSqW4rEExeiljy15kuoJCELMKB5g0aRJnnXUWDz3kXAB96dKlfP3112zbts2nBk+W/fv3M3z4cO795Uei4mIleQ+r1UpRUREGg4Hg4GBSUlJQq49fIwiC4JJWMJDYUVvNuspjJPjr+VMv3CDBXf901Kdi+nPJEM8DWZn+j7vPitFoZM2aNa1b9iYkMGvWLPz8/Ny+vjPtQP9t6W+0708xnxUZmfa0jX9ycnIYNkza8qM9iehLggcffJDHHnuMK6+8knfeeYd33nmHK664gscff5wHH3xQCo+9HrVaTUZGBklJSWRkZBwf8FgtWPP2Yl73DYLddb/uqqoqr99DjFZqvdjYYebWhVSlLc202DovOdLd58XdQMBTn3rSd8VLbm6uJFqp9bIX77XuPitthd9nzJjBggULOhyYdKb19FkcyOe8L3tp359iPiu+9tITsd3pjT/8j6YXH8RafOj4sT8WwX3wwQeiFsH15fMi4xnRM7IA3377LcuXL2fnzp34+/szevRoHn74YWbOnCmFx5OiO2Zk27BYLGg0GgCsBTlY929HERjCLUobCrXGRW+12VB7WbJMjFZqfVdiXxieSK5axz8aKlhkbupRL73pvPSG2LKX3u9loLRT9tL9sfuCF3tdNbaCHBThkQQvfZPVq1eTnZ2NTqfDaDSSlZXl1SK4lpYW/P39vfYiRi9l7K4yUGZkRefIAixcuJCFCxee9JsvXbqURx55xOlYdHQ05eWtpZoEQeCRRx7h1Vdfpba2lilTpvDiiy8yYkTvvF177NgxRw6TMjoBZU0lQn0VyvhENCMnu+gP7dvndVvEaKXWdyX29IgIcmtq2JaYyXlxcT3qpTedl94QW/bS+70MlHbKXro/dm/3Yq+rwrzuGxShEehmLwaOL4JMSUkhLy/P60Vwu3fvZsqUKV57EaOXMrZMx3RpIAutxXwrKiqw250rASQlJXl4hXtGjBjBTz8dX9F/4qYKTz31FM8++yxvv/02mZmZLFu2jHnz5pGbm0tQUFBXrXcLyoBgtBNnIhibURTnoErOdJmVNVY1ok737gsuRiu1viuxp6Uk8cbm39lktnT62oF0XnpDbNlL7/cyUNope+n+2L3di3n7b+hOOw/1qCxH6kXbIjiLxSJqEZxM/0T0QPbQoUNcc801bNiwwel4W5K6zeaaC9qhAbWamJgYl+OCILBixQruv/9+zjvvPADeeecdoqOj+eCDD7jhhhvEWu8RFH56/M660ulYWwK/wWCgtrbWKYG/pK6CgqpSTs0Y12nsXw5uZXhMKjHBxysBdBTbbDNxsC6HEeFju32ByITwQQAUNzdRazYRptV16/sPdCx2C7m1exkWPhqV4vjFYkefl/yaUuqNjYyPG9JTtgHYcfQgQTo9GRHH/1h15FtGRqb/oB0/w+XYrFmzADAYDGRlZTkeywxMRA9kr7rqKtRqNd988w2xsbEnPSA6dOgQcXFx6HQ6pkyZwvLly0lLS6OwsJDy8nLmz5/v0Op0OmbOnMmGDRs8DmRNJhMmk8nxuLGx0a2uJ3FX5Dpz4iie/uV9NhXt5cHTr6HB2Oz0mmaL0eVYuaGGJZ+tYE7mBP4++xISw6Ldxp41dxYbyn5la8UGxkZOJj14qEu/WQQzRqt3CfNitG16rcJGkl5PcXMzO2oqmDooskO9lF6k0vfm2Fa7ldzafXx/+Eumxc5hYvRUtxs/ACSNH8qz6z/kUE0JS2dfS4Op3WfRanI51hEnqzeYmrht1fOkhcdx+9SLGBmdJheKl5EZwLQtgsvOzpZvz8uIX+wVEBDAtm3bGDp06Em/+apVq2hubiYzM5Njx46xbNkyDhw4wL59+8jNzWXatGmUlpYSd0JO5V/+8hcOHz7M999/7zamu7xboFsWe3mbvL19+3YaGxsJCAykqbGRwMBANjYVYjA2Eh4Qgkbpen1hF+wudWgBLDYr1c31RASEcMPUxW5j65KVHG0qQa/Wo1ZqUOB68WG3272uaydGe6I+tzmQGquWJF0z8TrPgzJfepkaWuP02Gq1OlUg6Awx+t4eWxAEGiwG6sw1LEq5gFPj5/H6669TXl5OdHQ0x44dIyYmhicM39NiNZERnoBW5WaRooTt9KQ32yzk1ZSgU2kp/PtKt76vu+66TmPX1NQQHh7utRcx+r4aW/bS+70MlHbKXnyLvNjLA8OHDxddZsgTZ5xxhuP/o0aN4pRTTiE9PZ133nmHrKwswLUcSWd1E++9915uv/12x+Pc3FwmT3ZdaCUFRqPRq4FsW7F9+wkbKNw07jwOVhbzW8FuhkQlMS1ttNNramtrCQsLczr266HtFNWUceHY00gfFO8xdkZEBklBaRQYDmKz2xgXOdnlHLqL7wkxWid9dSUbqyvx08YwOcZzTpMvvdzSro5rYWEhqamp3hkXqe/NsY1WIy/vfZohYSOZk3AGYX6t6Sjucs1y53/Ep/vW8PymT7hq/JlcNuZ0n3oRq/9w94+8kP0p/1zwVy4YOcejb2+or68X9cdDjL6vxpa99H4vA6WdspeexWq1snTpUt5//33Ky8uJjY3lqquu4oEHHujVGziInpH95ZdfeOCBB1i+fDmjRo1ylJtqIzg4+KQMzZs3j4yMDO68807S09PZvn0748Ydzxc955xzCA0N5Z133vEqXneW3/J25slRbL+hgeCgIJdi+0arGX+NzuU17WO3WEz4qbVOg9KOYgNYbGY0Kted2bpjdrCgsYGvjx4hUufHJclpPonfmbb9hgQmkwmdzvv8XDH63hxbEARabM3o1QFOurZc09LSUuLj451yTa12G80WI8G6gA5jS+3dYGpCr/FDrXTN7XXnW0ov/TG27KX3exko7ZS9+BaxM7KPP/44//rXv3jnnXcYMWIEW7du5eqrr2bZsmXceuutkno9GUQPsefOncumTZs47bTTiIqKIiwsjLCwMEJDQ0XN0rnDZDKxf/9+YmNjSU1NJSYmhh9/PL6PuNlsZu3atUydOvWk3kcqamqcb2MLgkBe3RG+zF+L7YQNEdqK7SfEx7sttt9+EOsuNoC/Rucys9pRbMDtINZTfE+I0Z6oD9G0vned2cSXeesoaTjGiddRVquVvLw89h84QF5eHlZr6+YJdcZGVudnk1NZeNJe8vLyJNO319rsNi787CE+PbDGqf/binl/9tlnTsW8q1vqWfb7Ozy18X2f+1YoFC6DWDiea9ZWh/HEwaBaqXIZxHry8rcfVvDy9i9othxPGfHUTk940pvsTXyY+1+2Htvsle+O6M7+7yuxu9tLdUsV/971Lw7WHnA6Lvbz4gsvvtT31diyl77hpTvYuHEj55xzDgsXLiQlJYXzzz+f+fPns3Xr1p621iGiUwt+/fVXn735HXfcwVlnnUVSUhIVFRUsW7YMg8HAlVdeiUKhYMmSJSxfvpzBgwczePBgli9fjl6v55JLLvGZB19iNpsd/z9YW8z6ozsJ0OiJCxjE9grXXTwMBgPBdu/SNMRopdZ3NbbtjzGrRRAI9AtkXekOrHYb85KmEBs4iKKiIkpKSwkLC6OkpARBEMg2FVJvaiIxKIpaYyMbSva6xjZXeHxvt/ryvR7UHrx7qXenHRqRzKvbv+KBNa/x4PSruGTkPLcLlT617WJd8U4mxg5lVFQ6z2z60ClOSUkJCQ27vfYtpd6dNkofxvf5m3k2+2MuH3U6D06/SvSCrPZ6O3b2DNpOramWwSGZHGsq57vCr5291JZwuLDA+3ZKqO+rsXvCS4Qukg9z38Nit3D9yBtJDk7t0gI+sYt5pdT31diyl77hpTuYPn06L7/8MgcPHiQzM5Ndu3bx+++/s2LFip621iGiB7K+3L2rpKSEiy++mKqqKiIjI8nKymLTpk0kJycDcNddd9HS0sJNN93k2BDhhx9+6PU1ZAGCtHoCNXqsdhsapZpQXaCLxq6yuD3uDjFaqfUnE1vX1ITJLmAT1NgEO8HaAPR/zEAbDAaUCgUqpRKlUomhoYGIkBAMpiYUQLBOj7rdQjih2UKYn/efByn17rRBShstVhNxQYNIDI4Cjhfz1mg0qNVqSkpKGDIyiS1lB7AJdqIDwgn1cz6/QnUL6WHx3vuWUO9OW95YjcVuJcwviIzQ1nxVd+3sCHf62OQ46kx1KBQKwv0j0CidU5kMigai9NFet1NKfV+N3d1eBEGgydqEVbAQ6R9JoKb1OyP28yIjI+MdjY2NGAwGx2OdTuc2reHuu++mvr6eoUOHolKpsNlsPP7441x88cXdaVc0Xd4Qobm5meLiYqdZSIDRo0d7eIUrH330UYfPKxQKli5dytKlS7tisUeJDRjEBZlzqWyuZW91PhNDhqFSOm+7V9KkJCHMu0UqYrRS608m9vaGQsqNLRjtds5OO5WQEwbEbQvVbHY7drudkOBgJqRnYLZZ2FF+CD+1lsHhic6xjSoSBonwIqG+vdYu2Ck5ks/z85cwNmaw47i7hUrXZS1gyeQLWbl/DQZzE+cOOdUpdnadjilDvC8zI6XenXbZ7+9w6+QLmJsysctFy9vrkxKSWDBsAUarkbWlvxCgCWD0oLFOr7EVCUyM9n4xp5T6vhq7u71UG6spNOSzZOydRPgPchyXi9zLyEhD+wXvDz/8sNtx1ccff8x7773HBx98wIgRI9i5cydLliwhLi6OK6+80kXfWxA9kK2srOTqq69m1apVbp8XuyFCf8JdxYJB/qGcqk92WzpLzD7LYvdkllJ/MrH9/9i5LTU02WkQC5CSkgJAc0sLCQkJjsdalYYp8cN97sXX+vZapULJs/P+6qJrK95dXV3tVMxbrVRx0YjT3MYWu7pVSr077QPTXX/kPLXTE570fmo/Tk8+86R9S63vq7G720uEXwQXZrqmh4n9vPjCiy/1fTX2QPZibzBgb6hHHec8QdK2mLS6utrrDVekPi8nw+bNmxky5PjGNp4Wmd15553cc889XHTRRUBrNanDhw/zxBNP9K+B7JIlS6itrWXTpk3Mnj2bzz//3FED9p///KcUHvsMgYHHB2aCIGArK8G0dzuKgED8T5kN7RZmnagXE7un9ScTW69q/ci12KwuuraFamJWc/bF89K2UKmhocHrNBl3u9/1lN5brdh2DpTz0tti9xYvcv/3TOyB7MXeUE/N0w+ijksk6KJr0SSmAMfz9fV6PYcOHQI6z9eW+rycDIGBgV5VlGpubnYps6VSqbDb7VJZ8wmiB7K//PILX375JZMmTUKpVJKcnMy8efMIDg7miSeeYOHChVL47BOcOAAz7dqCed9OFPoArt+3Ezb/7qK3WiyoNa4F590hRiu1/mRi1w4Zyb6MYSRu3cBFOTt71Iuv9e605Z3om0TE9lYrtV720r9iy156v5eB0s6e8CIIApbNv9O8ZjVR//4AbepgR752REQEJpPJq3xtg8Egav2OWH13cNZZZ/H444+TlJTEiBEj2LFjB88++yzXXHNNT1vrENED2aamJqKiWhethIeHU1lZSWZmJqNGjWL79u0+N9iXOPFKxm/sZNSxCZj2bEcdn0TEPU+gaD/IKS/3+qpMjFZq/cnETso/CDm7aJk2h5i/3dejXnyt76uxZS+938tAaafspftjD2QvlpIiap56AL/ppxH056tRx7QuYm3L125oaPA6X1ulUnWqORl9d/DCCy/w4IMPctNNN1FRUUFcXBw33HADDz30UE9b6xDRdWSHDBlCbm5rKamxY8fyyiuvUFpayssvv0xsrLQbDvR26urqnB6ro+MImLuIkMtvBDdF+w8fPux1bDFaqfUnEzv8jxnrGrOpx734Wt9XY8teer+XgdJO2Uv3xx7IXlRhg4h44BnCbn3AMYiF1nztrKwsYmNjvc7Xlvq8dAdBQUGsWLGCw4cP09LSQn5+PsuWLUOrdV9/vrcgeiC7ZMkSysrKgNaVb6tXryYpKYnnn3+e5cuX+9xgX+doQxW37v8Si901J7Q380PBZp7Y8C61xgbHsbaC5YcPH3YpWH6koYwnN79GaeOxDuMG/DGgb3aTIzvQ2VlxgBd2vEd1S53jWEfnvMZYzccHP+BIQ3EPuJXxNQdrD/BZ3icYzPWOYx31f1lTJf/c9hZ5db3vD2Jf4WBtEc9ue4vyJue62B2dd5n+gzIgEHWU64xuW752cnKyqA1XZHoG0akFl156qeP/48aNo6ioiAMHDpCUlMSgQYM6eOXAori+nJ+LtiMAg8Pi+b8Nq100tXW1hP3muZh/V7W+0NsFO0cMRt767DniAgdxduY0CvILHBsW1B7O55ufTUQlxbD2yFaabS0kBcZRvGcrKNrFrq0lbFPrH4oqc2tVi0OGWm7a9K17LyfoO/XdiXZhlPMCrIKGfKoKvP+jJEZ/srFtdhsN5iau+eE+0kKSeHzaraxbs9alSPy0OdN4Y98rVLZUMCJiFMUNhylpPOIc21qAvcz7iwUxeiljD2QvdsFOo6WRJ7Y8RnxgAteP/D+3mwRMmpnFQxuf52hjBVNjx3GgupDcmiLn2L34c96bvNgFO1a7nRt/XkpiYDSPTv0bYX4hXdqcQUZGpmcQPZB99NFHueOOO9Dr9QDo9XrGjx9PS0sLjz76aK/PpegujFYzRpsZvcYPm2Cnxer6Y2uyWdwed4cYrS/0J+wcS5PViCAIrhsWGAyE2wdhsplQokTAjtHmmjJgtlsxWluP2+ytga2C4DjWkb4zOtPWmZxXWzbaWqgzGTyoXRGjP9nYgiAgIKBQKKkzGbDabW6LxFvsZposjSgVCgTBTpOl0WWrYqPQQqOlof1bekSMXsrYA9lL63bNAkqFgkZLA3YP/T/aZqbe1IhKocKOQJ3J4NL/vflz3pu8CIKAXbCjUiipMzVgsloAeXMGGZm+hEI4cbN7L1CpVJSVlTkWfLVRXV1NVFRUr6sju3//foYPH869v/xIVJy0ObyCIDj9QREEgYK6o+w4dohzM2e4bIjQXi8mttT6gzVHKKorY0r8CEJ0AUDr3tAlJSUolUrsdjsJCQlkZGQAUNFcw+7KXCbHjiJYG+gxdqXJyAeHC/BXqfhL+hDc4cvzsmTICKfHdrvdpbxIR4jRn2zs7cdy+KZwDVcOX0xycBwAq1evZtOmTajVaqxWK1lZWY6ZoZLGI6w+/C3zk84gKSjZp158pZW9eK8/ULOfzcc2siB5oWMnrI76/2BtEf/N+YIrhi8mMyzFp158pe3tXnJrCnlv/1dcOWIxGaHHv0MdnXepvPRUbNlL3/DSFdrGPzk5OQwbNkzS9+pJRJ9FTwOHXbt2dWuB395IdXW102OFQkF6WDx/GjLdZRDrTi8mttT6zPBE5qdNdgxioXXDgoSEBMLCwpw2LACI0oczN/kUl0Fs+9jaPzaGsHZQl07K89JWE1AK/cnGHh89nIeybnIMYuH4ooO0tDSXRQcJgYlcN+JGl0GsL7z4Sit78V4/NHwYVwy7xmk71476f3BoLI9NvdVlENuRl3pTvdvjA/WcDwlP5bFptzoNYqHj8y6VF7Fag7keT/NQnmLXGOsk8dJT+t7uxdP57ooXGc94PSMbFhaGQqGgvr6e4OBgp8GszWajsbGRG2+8kRdffFEys12hO2dk219hCYIZgVrAioI4lwuA3nS1111emqxWXi84CMDfBg9ze1HkSy/tZ2StVitqNxUkPCFG31djy156vxd3Wps9D4FqlIpUFESiUCgcOxKVlJSQkJDg2JGooD6f74q+Qqfy4/qR/+dzLz2lHyhe3Gm/zP+M3LoDnJG8kJERozvs/5zqg7x34HOCNAHcO/kWn3vpKX1v9mKxW7n39yeI8AvjkqGLSQ5uLeHlqY+kYKDMyHrdoytWrEAQBK655hoeeeQRQkJCHM9ptVpSUlI45ZRTJDHZVzh69Kij3pxdqAbqaD3FSgRKaH/JYLFa0HhZzFmMVmq92NjXJWocOdUNFjuvF7Qevz7dgJ/KdSDb3Nzs0HdGZ1qrfaOz3uh9bLH6vhpb9tL7vXjW2rALu4EA1IpT3C5SOpp4mK0VW4jQReCn9ufxzUtd4/vwO9ed+oHixZPWYjPzyt4XiQtI4L5JD7nt/21hB1l/dCtR+gj0an9u+tm1fndvaWd/8yIIAseaKrnx53v5c+bZXDXiAnkhoQR4PZBt22c3NTWVadOmibqqGYgoCENAA9QD/igIp/1y/sqKUuLj49293AUxWqn1YmPv39fI5MmTAdAqrcCXfzwzEZXC9XO0f99mh77z2N5rpdb31diyl97vxZ3WLpQhUISCZBS03hp3t0jpirlXkxqczm9H1zI2cjwLkl13X9y8eTOTJ3rnRYxWav1A8eJOm12+kZ+OfM/pSWcyO2Eu4L7/75h7AyMiMvmu8FdmxE/mwsyzXOJnb97MFC8/i2K0Uut7sxeb3cbrez9kT3UuVw6/gFmJUwF5IaEUiB6NBgUFsX//fkaNGgXAl19+yVtvvcXw4cNZunRpry+c210oFEoUBCMIQUAzoHB7G13MgiwxWqn14mIrUPyRG6s+IVfYfsJxT3oxsXte31djy156vxdXrRI9MBmF4vjdkbYdiSwWi2NHIq1ay+zEuUyPm8mhuly3+fpKhdLtcXeI0UqtHyhe3GkH+Udyx/h70WuOzwK663+dWsfijAWcmTqHPVUH3L6nSoQXMVqp9b3ai0LBpJix3DDmclQnfHfd9ZHMySF6sdcNN9zAwYOtOY4FBQX8+c9/Rq/X88knn3DXXXf53GBfR8CMyVYHiCoO0W9RtqvqICPTl2iy5NJiLXb67HZUPL+qpZIv8j/FZvd9NReFIsxpEAvHFynpdDqXRUoalYbhESN97mMgsaHsd/ZV7/G6/6UkM2yI0yAWOu5/rUrLhOjR3eJNpnVgOylmjNMgFjruI5muIXpG9uDBg4wdOxaATz75hJkzZ/LBBx+wfv16LrroIlasWOFji32HsLAwx/9t9haMthLsggmNMhyb0Ogylg0N12K1e1cDUYy2vf6WwUmd6usiIDQ01KvYYrQAdXVgtJYCYD/hD0Cz9Sg6pWuubXJ6oEPfGWK0Uuv7amzZiwi9oKDRspt6YROBmpEEaoc7ct5CQkLIyckBYNS0EXxe8ClVLRVMis4ir/6gS2wh0k5u7X6vfIjRpk5Jpra2jrCwUA63FEKLb+OL0Uqt724vSoWSn458z6d5/2NO4jymx53qtv+9yXlMTU312oe32rYdqSoqKlxKZHa3l+7Q90UvXe0jGc+IHsgKgoD9j9JJP/30E4sWLQIgMTGRqirvdmPqr5xYQ9cmNGITmlAqdAiYsdjrXPR2zFjs3l29i9G217fYPJe6asOqaKTF5urxZLUd6ZusxfipXG/b9IQXX+j7amzZi/d6QRBAocJmb6bFWkCgdrgj5y0kJITGxkZKSkrQ1qnJrz9EtD6WWlMtOyt3uMRubGwk0Opars4dYrRS6weyF0EQUCnU1Jvq2Faxhelxp7rtf28wm81e+xCjlVove+kZLzKeET2QnThxIsuWLWPu3LmsXbuWl156CYDCwkKio6M7eXX/5sQSGlpVJBplBBZ7FRZ7DXp1pkuOm8puRqv2LqdYjLa9Pkw3ohM1aK1NBJxQM9ZXWnd6lWIlNkEgSDuJMJ1/j3rxpb6vxpa9eK+vN20FbETrz0OtDAaO57xVVlY6ct7mJM5letyprC9bx9ZjW7h93F0uuXZNTU0EBHjnRYxWav1A9vJVweeECWFcNOkhBvlHAu773xtOvIPnS63UetlLz3iR8YzoHNkVK1awfft2brnlFu6//37Hzk4rV65k6tSpPjfYlzAYnG/9KxRKtKoo/N0MYt3pxcT2tV7Mykmxqyyl1He3l45yHT3FFgT3M+K9uZ2yF/f6EN1Ewv1mOgaxcDznLSEhwSnnTavSMjthLndOuNftgpHe3E7Zi3v92WnncunQKx2DWPDc/+D5u9+RF6ub35iBfM7Fat2dv57y4ku9jGdEz8iOHj2aPXv2uBx/+umnUbm5TTyQaJ/kb7KZKKjPp7Klgulxp6JsN5gVsyhA7AICsfq6ujpJtO31NkHA9keerMbDiu3u8tIV/Q/Fq8itPcDC1LMZHJoJHC9wbTAYKCwsdBS4tgsttFhzMNvLCNWe6XIx05vbKXvxXt+W85adnc2UKVMk8dIb2il7cY+n/hcEO3XmVWiVMfirh6NUtN598vR7saMihzf2fsqE6BFcPeI8yX13Vd+bvQiCwF9/eYy00EQuH3YOMQGDAM/nXEovvtbLeMbrnb36Kt25s1fbTh0AeXUHOViXS4A6EH+1v9tyVcYWI37+3u3oIUYrtV5s7BFCCaFhoQBYBfhXcWs//C2xHJ3S9eNXV1vn0HeGGK2v9C3WZo40FBPuF85DU5axevVqR4Hr/Px8srKymHFaHC22PSgVwSgJcNv/vb2dspfe42WgtLO/eREEATtN2AUD/qpRBGhGu/29eNv2IxXN1QwJSyVQ61qAv7a2VtStaCn1vd2LIAhUttRQUH+ExRlz+fuEq92ec28W5Im5OBV7IStW3xV6885eJpMJnU7nk1hezciGh4dz8OBBBg0a5Niq1hM1NTU+MdbXSQpKxmK3Ut5URrA2hMSgJNqftfLycmLCY7yKJ0YrtV5s7MkNiYwdPBZo3aL2X8W/A3BBxgVuF3vt3LnToe8MMVpf6Esaj/D94VVkhA5mftKZrcfcFLj2V81CwILZdgSNKgydMt3le5N3dBcJkWO88iFGK7Ve9tK/YstepPEiCAImewEmmwE/1RD8Va13cNz9Xtx11rW8u/9LGsxNLEqbRUaoc6WZnTt3MXas976l1Pd2Lz8Xb+TrgjWcnT6Hy4a1bv4gb0LQ83z//fd8+OGH/PbbbxQXF2O329Hr9YwfP5758+dz9dVXExcX16XYXg1k//WvfxEUFAQwoMtrdcaJVxdalY5h4cPJCB3M0cZS/NX+LqkFQX7B6DXeLTwQo5VaLzZ2XEigI6dMZTY5jscGRKNyc1EUFxLvlIPWcWzvtb7QlzWVcenQK0gITHQca1vs0dDQ4FjsoVT6EaicgF09CpOtCJUy0CW1wF8XjkoZ5JUPMVqp9bKX/hVb9iKNF0GwoxT0hOrORKk4vlDX3e/F+OjhjI8ezqHaw1S21BAf6Lxwuj48weVYR0ip781eBEEgWBvEa/MeJVR3PI/d3Tn3hrZxj6+1XdH3Vb744gvuvvtu6uvrOfPMM7nzzjuJj4/H39+fmpoa9u7dy08//cRjjz3GVVddxWOPPUZkpPd/o0FOLfApFosFjca5LqrVbqGiuZSYgCSXgaw7vZjYPaUXG/uGpDT8/VvzwyqNRib/+DVKIP+sC9zqW1paHPrOEKOVSt+Wf3X06FHi4uK8zr9qH7ui+Sg1pgqGhI52DHo7im2z2/h83zomxA8hNTyuw9hivWw5sh+DqYk56RMcM8kdebHYrPxYvJ6s2DGE+4X61IuvtL3dS37dEUobjzEj3rtzbrXb+PVINiMiMogLjOowti+996dzXtp4jP01BcxOmIJKefz3uSvfaW+9SBm7O/R90YuvfqN9pe2Kviv0htSCyZMn8+CDD7Jw4UKUSs/1BUpLS3nuueeIjo7m73//u6j3EL3Yq76+nh9//JGioiIUCgVpaWmcdtppBAcHd/7ifk5TU5NjowCzzcSRhjyqjceI9I/FaG12ubVsaDB4fd7EaKXWi4396M71Dn2j1QqAQgFP7NvsPr5BhJdOtDekpzg9Lj1aSnx8vFexxegnzxpPaWk08fHxNGOg2dh51Yj2sc02I3ursllT8iUTo2YxMXqmo9j6oEGD2LRpEwDz5s3jP5s+480t3zA+fgjp4fHkVzsX+S8tFdnOdvpmi5F/r1/Jwz+8zt+mXcCFY05z62X23Dl8cOAbVhWtY0L0CIaGpdJsMXYYW6wXX2l7u5cWSwuri37j1T0fc37G6SwePNd9/8+fx8e5q/iq4BeGR2SQFBRLSUO5T734StvbvTRamllfup039qzknPQ5XJC5AJVS5fa8d5ZTWVFRQXJycqce2haHHT582Cu9mNjdoe+LXrpyzqXy0lV9X2XzZvd/59sTHx/PU0891aX3EDWQfe+997jllltcSjuFhITw8ssv8+c//7lLJvoLWu3x20flzcWUNhWhVwfSZGmgwOC6m4zNZqOy3rtKD2K0UutPJnajVQHoUSKQX58juZcfi7c6PTabzeQUe1+PV4zeF7Gtdgst1iZ+OvIpmaGjHbldOp3Okdu171ghS398gwh9CNVN9Tzx63/dxtbuFuelvd5is3K4rpzbv3mexSNmuPWytWIvb+d8TqR/OMeaa3h5z/9cYlvMZjSV3nsRo5cydk94MdnM1JkaeGHXe0xPmOD2nB+qO8yre/9HqC6YWqOBN/Z9KokXX2j7gheLzUqz1cgre/7HhOgRDA5LcXveOyMw0PuNFsTqpYwte+kbXvojNpuNPXv2kJycfFJ1db0eyG7fvp2rr76aSy+9lNtuu42hQ4ciCAI5OTmsWLGCyy+/nKFDhzJmjPdJ3f2Nmpoa9PrWFadJQYOJ0SdR0phPjbGK8VHTXVILTqxy0BlitFLrTyb20ZZmsuuL0Kt1jIxwv1GDL738OdP5PbKzs5kyUuTKUi/1Jxu7yJDL94c/Zk7iuYyKmIxSoXLkdul0Okdu1+i4DI4+8BXvbl/NSxs/540L7mNs3GDX2CexgvazvWt4dt1H/Puc2zlr2HSUSqVbL9PixrP6vNf4PO8nvi74lWdn3kNsQGSHscV68ZW2t3vZemwvz23/LzePuZR5yVNRK933/9DwNH447w2+LviVTw/9wCOn/JXBYckdxval9/50znNrCnl004tcNWIxC1NnoVW1pky5O++dkZeXR0REhNdexOiljC176Rte+gNLlixh1KhRXHvttdhsNmbOnMmGDRvQ6/V88803TjWYxeD1QPaFF15g8eLFvP32207Hx48fz3//+1+am5t57rnnePPNN7tkpD+iVelICxlOarDd7YYIAxHTH9v46jrIlRmoJAcN5i8jH3D6rLR9sQ0Gg1OxdZ1ay3WTz+bqiQtdLpB8weLhp3LuiJlO6TCevPir/bhk6CL+nHkmyg4qmsh0zPio4byz4Emn/vR0zrUqDX8aPJ/F6XPlc34SZIal8N8FTznlx4Ln8y4jI9N1Vq5cyWWXXQbA119/TWFhIQcOHOC///0v999/P+vXr+9SXK8HsuvXr+c///mPx+dvvPFGbrrppi6Z6K9Y7TZyqgvIrT3MeRmz3e7uMxC4IDCUKUNaZ0a/KDnMV0ePYDRVkKEJ5YyUqY7z0paQH2cwEGwRHAn520oOsPzX/3L+qNlcPHaeU+zsukZH7K6wuyyfJV/9i7+fejFnDp3qssjGYDBQW1vr8FLRfIicmtUMDZtLTIBvk+fdXex0Vmxfqs+Uu6T8zr3IFycng7sLEl+dc7OthbWlL5AeMoOU4NbZfvD8OR8oKBQKt5VTurrJhYyMjGeqqqqIiWkt3fndd99xwQUXkJmZybXXXsvzzz/f5bheD2SPHj1KZmamx+czMzMpLS31+PxAY29VHhvK9hCqC2KQXwi/H93lomlqaiK/pMKreGK0UuvFxs5rLOaHTa27weW0aAF/QjRaXtn9Kcuy3+Cfp97GtPgxjgUWaWlpbNq0CbsgcPf+92kwNXNK8kg2H8lh8xHnvNpjx44RXbHJay/u9Cnhsdz93X+46fNn+PaafzIyJs3Vi9KMbfAWEAQi/NMobdpDaZPzDnfV+mNsqzjstRcxeiljy156vxdfxA7WxnGobg07Kz9jYvRFJAVNcPmcQ+eLmmRkZGS6QnR0NDk5OcTGxrJ69WrH5Ghzc/NJ7Qzr9UC2ubm5wyt1nU4nelvU/kbblQZAfGAUCYFR1BgNBGr1xAe61kWzBdm87jwxWqn1YmMvHjwSzR8L4QylFdBYRaBahdFqZmbCeIb8kd/XtsCiqakJtVrN0dJSLhozjw92fo8CBbPTJhDq75wgb8kUWWasnd5stfDV/t+w2m0sGj6dlNAY916Ky5k4bjwljTtQKtTE6oejVjrvShKjM6PReL/wRIxeytiyl97v5WRjC4JAefN+rHYTMfqhhOtSANfPuTeLmsaOHeu1D6n1A8XLQGmn7KV/c/XVV3PhhRcSGxuLQqFg3rzWO6zZ2dkMHTq0y3FFVS34/vvvCQkJcfucvG9w6zkYNKh1b+cwv2DOTJ1Gg7mJfdUFxOgjXG4DV1VVMShkkFexxWil1ouNPahFzZCkIQB8eqwFqCJCq+GFRf8g1O94Uei2BRYKhcKxwOK60xZw96zL+HDXj+i1Ok5NG+sUOzc3lyFpQ7z20l5/sLKY1PA4tvztTYJ0x7eGdPWSxNjIBYyKWEShYSM6VQAR/qmusYc4L7rq1IuXeiljy156v5eTjW22tVBpPMScxNvxV7sWij/xO9cZRUVFDBni/XdOSv1A8TJQ2il76d8sXbqUkSNHcuTIES644ALHJlIqlYp77rmny3G93hCho0K2jmAKBbY/FvP0FrpzQwR32AU7BTVHSQuPk2RRjrfY7HaK6spIDYt18mG1WikqKnLUY01JSUGtbr2+abE2Y7GbCdaGntR7Lzkhh/XKTetYV3mMp8dO4vzEFCddW75eWyWCnszX601eeoKK5nIE7ETrj2+00NE5EQSB3w7vYnRMBqF+PVtW5se8LcxIGYOf+viMpNj+7EjfZClDrfRHpwqVuimSM9A/5zLdj9XeQrP1GEGaZKfFpPJn0ff0hg0RugOvZ2TtdruUPvoFJxbbttnt7K0oYEvpAZJDokkOjUFQOF8zlB49SryXewuL0brT2wQ7B6uPsLZoJ5PjhzE8MgWlUklRURElpaWEhYY6bivGJcdSaMjDYK4jM3Q4dsG574+WlhInogj5HT+vduj31tcC8HtlOcVNDa7ilHiOasAQH09O0aFOY4v1IkrvAy9/y/T847F1yxYmTprklRUxWl/oTTYjXxZ+RKg2nDkJZxAXmOjIp0xNTXXkU55++umsPrSJZ9Z/SHJoDE/O/z/MNotT7C1btjBJhBcxenfa7WW53P/TK1w17kyuGn8meo2fW+8d5YK600+bM5KjTb9hFywkB52BXel80S5lH0kVW6vTMP/0eU56u9DxZER3fxZlL/2rnXbBxrHmrRyx/0KcfjqhusEoFArR31FoLbY/efJkr71IqZfaS39h8+bNrFmzhoqKCpdx5bPPPtulmF4PZO+77z4WL148IE+8t5w4uf374d1sLNlLkE7PEUMF7+763kVvsVjQVOz2KrYYbUf6FouJbw5uoNHcQlbiCAwGA0qFApVKhVKpxGAwUHIsH5tgw1+t51D9fqh3jmG2myk5Vui1lxP19eZwQElh3W7KG9z/wRQT/2S8+FrvTvtv4xce9U3WJjbt/smr2GK0vtLbBTsHaveQU7OTR7Oed+RTarVaRz7ltwc3cPnKxxgUEILJauFPH97vEru5qQn93ve89iJG70lrslm4/6dX2XY0lzfOvdet945ory+rKGJ/7VZUCg1aZQgFhs9dXiPENJFT4/13VIxeytiyl97vpb+1UxAELPZGDtV/xOCQiwjzyxT9HW2LIwYp9VJ76Q8sX76cBx54gCFDhhAdHe00I99+51MxiKpasGjRIlQqFWeddRbnnHMOc+fOdeQ4nCxPPPEE9913H7feeisrVqwAWjv6kUce4dVXX6W2tpYpU6bw4osvMmJE18stdRczU8cyIiqF9Uf20mBq4uJRc11yZLtzQwSzzcpHe34iOTSGqUkjCfdvzZMLDg7GYDBgs9ux2+0EBwczNn4sZU0lHG4oICkwlbjARNfYMSK9xCRgstnINuQCMC32FLQe0lXExO+qFyn07rRLOigNlp2dzZSxIgq/e6n1hf5A7R6+KfyE05PPYUr0DNRKtSOf0mKxOPIpFwyZxr6/vseKjf/j9+LdfHLho8QH9+yGCFd8+hgtFhNvLL6XifGtCwjcee+I9vrYqBQmRF7NsebNVBn3kBK0kCCt8/ciOy+bkWLaKUIvZWzZS+/30p/aabLVc7DuQyL8RxKrn4pW1bpOQux3VKbv0bbXwFVXXeXTuF4PZN9++20EQeD333/n66+/5u9//zulpaXMmzePs88+m0WLFjkWOolly5YtvPrqq4wePdrp+FNPPcWzzz7L22+/TWZmJsuWLWPevHnk5uYSFBTkIVrvYVBAKOcMnU6TuaXHa8hqlCr+NHwmAVp/p+MpKSkAmEwmEhISSElJQalQEh+YRGxAAja71Wceas1mAAJUao+DWJneQUpQBreOeQCN6nieqaci8XHBg3jq9JuoaTYQ7BfQA26deeb0W4gKdN7uUGyBe3d6lVJHXOAMovWTQd6EQEamS2iUgQwNuwKNUu90XN6Eov+jVCqZNm2az+OKqlqgUCiYMWMGM2bM4KmnnmL//v18/fXXvPbaa9xwww1MmTKFs88+m4svvtiRK9oZjY2NXHrppbz22mssW7bMcVwQBFasWMH999/PeeedB8A777xDdHQ0H3zwATfccIMY691CcHCw02NBEChuKONATSFzk05xKV7eXi8mthh9R7OCAIwY45Tf2xmlgaFea0/Uf3qkiI+PFDI6NKxDT+3jf5n/M0WGo1w29Cwi/EOB4wsDwisqiDph8wRBENhUtoe3c77mqRm3EqIL7DC2L9sqNraYGQexsxPt9U2WFm5f+yyXD1vItLgxLhs/VFRUOBXE91P7u8RsKxLv6bMSrnf/GT1Z72K17Qex0Ll3MXqV0v1dqO5uZ0/pZS/9K3Z3e1EqVCgVehed2O+oL7z4Ui+1l/7Abbfdxosvvui46+4rRA1k2zNs2DCGDRvGXXfdRWVlJV999RVfffUVAHfccYdXMW6++WYWLlzI3LlznQayhYWFlJeXM3/+fMcxnU7n2JvX00DWZDJhMpkcjxsbG7vStC5xYmWHwvoSNpXvxl+lIzYwir3VrouFzGYzWpN3tSHFaNvr37Xnd6pvaGggyODdLLcY7Yn6H6taZ3dt1mre3f+V1/Ftgp2K5mquWH03mWEp/GvWvY6FAaGhoRQUFAAQOiaeB9e/hF7jxymxo/jkoGuOaENDA0E1Ir17qe/tsVOD4/nn1ndZanmFpafcwPT4sW7PY2cLLMQWrpZSP1C8DJR2yl66P7bspW946Q/ccccdLFy4kPT0dIYPH+5SA/6zzz7rUtyTGshC622AX375haFDh3Lttddy7bXXev3ajz76iO3bt7NlyxaX58rLy4HWnSBOJDo6msOHPe9w88QTT/DII4947cGXtJWtAtCptPgptdgFO2qFEr3atYyIRlChUXtXzF+Mtr1+kBflkPR2LXo/16vkk9WeqK+31QE2kvUBDOrg9e3jm2xmEFq38IzSRwDHF+Po9XoaGhooKSkhaVIm4X7BNFpa0Kg0ROpdZ+YCBC16vfe3v8Xoe3tsg7kJi91KmF8wIdrW59ydx84QWxJHSv1A8TJQ2il76f7Yspe+4aU/8Ne//pVff/2V2bNnExERcVILvE5E9ED2wgsv5NRTT+WWW26hpaWFiRMnUlRUhCAIfPTRR/zpT3/yKs6RI0e49dZb+eGHHzrs0PYNFQShw8bfe++93H777Y7Hubm53VZpoaWlxdGWuMAozh08l4rmGvbX5DM2cphLakFtbS1hYa6DLXeI0bbXn5Ha+eK4goIC0lLTvIotRnui/rG8bwA4P3UCkyNcdzrzFH9V4W8Mj0jn/ik3ote0nt+2hQFWq9WxMGB4RBofL3qSg7WHeXvf11w3crFLakFBQQFpaSK9e6nvzbGbLC1sKtvD0zOXMCz8+EYO7s5jZ9TU1BAaGuq1Fyn1A8XLQGmn7KX7Y8te+oaX/sB///tfPv30UxYuXOjTuKJX3Kxbt44ZM2YA8PnnnyMIAnV1dTz//PNOqQGdsW3bNioqKpgwYQJqtRq1Ws3atWt5/vnnUavVjpnYtpnZNioqKlxmaU9Ep9MRHBzs+BcY2H3F2ZuamlyORenDmZkwyWUQ60kvJjZAXUsjRou5U73dbmdfuecyUpWVlS7HjNYWaoxVXmk7orKykkqjkTJjCwpgREjHA/L28c9IncGlw85yDGKhdWFAVlYWERERLgsDMsOSWT79FpdBbFe9S6Ht7tgBGn+emH6L0yAWPJ9Hg7mORoubOr8deMmvKaXFYnI53t3nJaeiyGNpm97cRz0VW/bS+70MlHbKXvo34eHhpKen+zyu6BnZ+vp6wsPDAVi9ejV/+tOf0Ov1LFy4kDvvvNPrOKeddhp79uxxOnb11VczdOhQ7r77btLS0oiJieHHH39k3LhxQGve59q1a/nHP/4h1navom03LZPJhNFodNpNy1ttbXMDvxfs4lhDDeeOnolfB/uwr8jdh8VmZeWuX7ELdk5NG0tiWLRL/He/LW+tYqAUKG4opLy5lPSQoUTrnXdEK2msY2PuPq/bW9JYh2XfTgDCtDpey8/tVO9V/NRER5mxA4c7zwMWFbsLenfaThfa9TBtCyzal7Gqaqng8/z3GRY+mlPj5xOoCXIsDDMYDE4Lw/ZVFPLUb+9T0VTD2+c9gL/GNyX5usrr275iZ9kh/j7tYs7MPAWFQuHRu4yMjIxM97B06VIefvhh3nrrLfR679MTO0P0QDYxMZGNGzcSHh7O6tWr+eijj4DWW9li/jAEBQUxcuRIp2MBAQFEREQ4ji9ZsoTly5czePBgBg8ezPLly9Hr9VxyySVibfcqHLtphYVR+UdOYkZGhtfaoOhwXtvwJTq1lkCdP//b+YvL66wWC+rDrjm1RouJtzd/x5zBE5iWNtpt/CN+edgFG34qPfn1ueTXOw88LXYLxWV5XrfXYrdQURUKBKCw17GhbE2nem/jd8WLVHp3WlvT/zzqm60t/L79O69ii9H6Si8IAhvKfuW3oz/xWNYLjoVhaWlpjp13rKlBXLbyUSL8gxmkD+Gc9+92jd3Sgn7n6957EaH3pG0yG7ls5aOcPXQ67/zpAbfeO1vUJiMjIyPjO55//nny8/OJjo4mJSXFZbHX9u3buxRX9EB2yZIlXHrppQQGBpKcnOy4Fblu3TpGjRrVJROeuOuuu2hpaeGmm25ybIjwww8/9Noasp5mVdvTtpuWQqFw7KYlRpuRkcH/TT+P3wp2UdNkYPGoUwkPcC59VF5eTkxMjOOxxWbls91rMdssnDd6JsnhsR7jT087jeKGAo41HyUjZChR+pgOY3dGeXk5lRYj0MyY8DRGhXacWiAmfle8SKV3p+1oRnbXrl2MGTPGq9hitL7QFxny+Cz/PabEnMqs+NNRK9WOhWFKpdKx8851C65jzTX/5qnf38dgauKtc+8nMiC027y70971/X/ILtnHsrl/4ayhrTUL3Xn3ht6y2GMgLWqRvXRvbNlL3/DSH1i8eLEkcRVCF/ZJ27ZtG8XFxcybN8+Rg/rtt98SFhbG1KlTfW7yZNi/fz/Dhw/n3l9+JCoutvMXnAR2u92pBJcn8vLyKCkpQalSYbfZSEhI8Dgj25m2ptmAv0bncju3vRe7YOdYQy2xwRFex7fYLVhsZvSagA5jd4bZauXVwkPYBIErUtIJ03Z861lMfLFepNS703Y0kLVarV5f/IjR+kJfb6pFqVASpA1xHFu9ejWbNm1Co9FgsVjIyspymtU8UHmYpNBop1xmqb270+4qz2NUdBpKxfG+6My7VF76QmzZS+/3MlDaKXvxLW3jn5ycHIYNGybpe/Ukohd7PfroowwbNoxzzz3XaSHVnDlz+Okn7/d274/U1dW5HCtvqOa7gxux2W2OYykpKSQkJBAaGurYTcsTnWnD9cFucxLbe7Ha7ewoP0RFU63T8YSEBPz9/dFptfj7+ztWrVvtNg7VHqak0TUh3V07O+JQVSU2QSBQrSa0g1zersQX60VKfXutXRB4YvOr5FQ7pxsYjUZWr17Nxx9/zOrVqzEajQDY7FY2lv3OL0dcv0dFRUWifJ+sPkQX5jSIheMLw1JSUtzuvDM0MtllEOsLL2K1Y2IynAax0Ll3KbzY7DbeO/A2hw3Oxz31v9Vu5ev8X1l58PuT8iG1vrd7eWbrm+yoyHE65vk7Z+PTfWt4dv1HkngRo//t8C4eX/sOtS3H79B58i21l56KLXuR6cLcqvgZWZVKRVlZGVFRUU7Hq6uriYqKwmazeXhlz9CdM7ImkwmdrnVQeaT+GD8XbMNqtzEkIokIN7seWaxWNF5ekYnRetJXNtWTW12MTq1hXtok4oIHtc7Ilpa2zlSZzSQkJFAV0EShoYRIv3ASgqLRKNWdxu6IHEMLBUYb8To140I6v53S3edFSi9jA5pYc2QzCoWSv469lEkxo1i9ejXZ2dno9XqamprIysrCOsTEhrLfiQ+IZ+SgMejVzonwLS0t+Pu77rblCSn1shfvtceay9lZuR2lQsmfMi5kSNgwt/1fHGfg28K1ZIQmMS1uPIFauf+7qj3aWMHaki2YbGZuHP1nTk2Y5PacHwpt4NUtX5EWHs+ZmVlE6EO8iu8L3+70FpuV3w7v4tfC7UyKG8ar59zFmp9/dfHtzZ0Eg8EgajdIMXopY8tefEtvmJEdNmwYDz74IOeffz5areeJrEOHDvHss8+SnJzMPffcI+o9RM9re6rjumvXLkc1g4FKZWWlY0azwdRMg6mZIJ0es81KrdF1h7Hu/pJY7FbUShUNpmaaLC0OnVKhICQ4mJqaGgwGA/XqZuyCAApothpRoOg0dkccM1oANQFKKwZz5yXHetOPx8l6adYa0aq0HGuuoqK5Gjier5mYmHg8tSPRjsVuQalQ0mA20GxxPk9HSo6QmJDotW8p9bIX77UmqwmNUkOtqYY6Yx3gvv+Lgxox/9H/NcY66s3Opc9KjpSQkOj9lpZS6nu7l2aLEa1Kw7HmKsqaWu8ouTvn+fYmmixG1EoVVc31GEzNbuIfISHRu/4Xo3WnFwQBuyCgQEFB7VFMNqtb396wf/9+pyokvtRLGVv20v948cUXufvuu7n55puZP38+EydOJC4uDj8/P2pra8nJyeH3338nJyeHW265hZtuukn0e3g9kA0LC0Pxx6KgzMxMp8GszWajsbGRG2+8UbSB/srwqFSGRaaQW1XMzvI8LhgxC5XSeUu6ttJR3iBG605vtln5LGcNM5JHkxGe4Oi/4OBgDAYDNrsdu91OcHAw41PG02xpYXfVQXQqLSMinPN3S8wlJER558Vos/FbXWvVg2kxGQR7kVogJr4YrZR6QRAoMZWSeILWLggUHvuGi4acyZzELEct4bZNCCwWi2MTggUjFtBoaeSXIz+iQMEZKYuc4mcfy2ZKivc/elLqZS/eaW12Gy/teZ65SaczLnKCI93BXf9fN20BdSYDHx34DpVSxdUjznOO3ZjNlBEifEuo7+1e7vntn5yVNpsFKdNR/3E3ye05X7CAR0+7jle3fEmdsZH7Z17pGr9dWboOvYjQutP/UrCNg9XFfH7JEwwZlOTRt4xMX2LOnDls2bKFDRs28PHHH/PBBx9QVFRES0sLgwYNYty4cVxxxRVcdtllXd4gwuuB7IoVKxAEgWuuuYZHHnmEkJDjt2G0Wi0pKSmccsopXTLRX1EoFAyNTGZoZHJPW0GrUnPRqLkux9tybk0mk1MOrl7jT1as9yvNPVHU1IAARGh1Xg1i+yqb9ho5WBzElSdMyCgVCp6d6XqLxLHpgMHglK8ZqAnk7LRzu8GtTHegUqq4ZcxtLsc99X+oLpgbx1zUjQ77J0/O+LvLMU/nPFgXwB3Te0c5xzlpE5iTNsHpmCffMjJSUVpayt13382qVatoaWkhMzOTN954gwkTJnT+4g6YOnWqZMUAvB7IXnnllVitVgDmzp3b564ML4+JZ9gQaXNEsusamSKiAL4YvZSxGTFG3MyDiNg3b90IwEXJaV5vDtBrzosIvSm7msq8Jv42OBGlsuP9oz1tQiAzMJD7v/vpq+e8r/qW6ZvU1tYybdo0Zs+ezapVq4iKiiI/P7/Xb6UrerGXXq9n//79JCf3/CyjN3RnsnNTUxMBAQGdC7uglzK2VF5MNhsTf/iKRquVL2acxphQ73Ko++J5Wb+rmQdfqWLlE/GEh6g61Yv10lvaKXvpf7FlL73fy0Bpp+zFt4gd/9xzzz2sX7+e3377TVJfvkZ0+a0pU6awY8cOKbz0ebxNxO+KXsrYUnnZVF1Jo9VKuErNqJCON0GQ2ovU+pxCMwBV9d5X7eiL7ZS99L/Yspfe72WgtFP2Ig2NjY0YDAbHP5PJ5Fb31VdfMXHiRC644AKioqIYN24cr732Wrf57CqiZ2Q/+eQT7rnnHm677TYmTJjgckUxevRonxo8WXpD+YmByn27tvFhcQEXJaXyxJiJPW1HUub/tRirDZ67PYpRGQNvxxYZGRkZmd5F2/inPQ8//DBLly51Od6229jtt9/OBRdcwObNm1myZAmvvPIKV1xxhdR2u4zo8lt//vOfAfjb3/7mOKZQKBxluXpbHdk23i0vJUppl/Q9ysrKiI11rlXbYG5m97F8suKHu1QtcKcXE1tKfbHhGAZTE8MHpThWW1utVoqKijCaTPjpdKSkpDh2JjFazGwvyWVETCoh/oHYBIHPSooAyGxyLuJdbqjmv1tW8Zep5xDqf3y7YaPRyJo1a6ivryckJIRZs2bh5+eHYLcj5G0AfTDKBOcLpe3btzN+/Hiv2ymFvu1a8NypjYzKSJLES29op+ylf8aWvfR+LwOlnb3di/3AWgiKQBE3wlH5x9PfLV97ORk2b97MkCFDHI/b6t23x263M3HiRJYvXw7AuHHj2LdvHy+99FL/GsgWFhZK4aNfcOIgvqalgd+O7OJYUw3DB6VQ1ljjoq9srsVm8K4LxGh9obdYreTXHmVDyV5GDEplasJIioqKKCktJSwszHFbJD45kZ8PbiW/qpTMqERqWxowGJs4ajJjstvxUyowV5ewoXC3I7bVbqPcUM3EZ65mdsZ4njjrJgYFhrJmzRqys7NJS0tj06ZNAMyLMmLf/wuKiCQUQ2ZiLzvg5FtbW4S9zLl4fEdIoa9vBqtNT5i9HNtRJW7KLJ+0l97QTtlL/4wte+n9XgZKO3u7F0GhwL5lJZj/i2rs2Sgzp7v9u+XNphUWi8VrHydLYGCgV/XQY2NjXWZwhw0bxqeffuozL/n5+bz11lvk5+fz3HPPERUVxerVq0lMTGTECO8XYp+I6IFsX1nk1dMU1ZdRUHeUcL9gDKYm9lW6XgA0NTdRUem6UYI7xGh9pbcLAha7ld2V+UyJH+7YPEGlVKJUKjEYDGgaathfXohe54/RYmZvWQEA5aoAUGrRWVr4oWQXO1uKnWI3m43oNX58tnst54+dw+nDshzFvzUaDWq1mpIjR7BX7QKLqXXW8/AO2ufBRFRXYM+t8rqdUuir6gOB6Xy8NZGyYxXcNmmfz730hnbKXvpnbNlL7/cyUNrZ270IggAqDRgqsO3/GWXmdNe/W92Y++prpk2bRm5urtOxgwcP+mzct3btWs444wymTZvGunXrePzxx4mKimL37t28/vrrrFy5sktxRQ9kAd59911efvllCgsL2bhxI8nJyaxYsYLU1FTOOeecLhnpb4yPyWRUZBq7KvLIqSri0hHzenRDBLH63Opidh47xNmDp5MY3LodsbvNE5LDY/n7nEvYV1bIpsP7OH/MbPQ6Pa8VHARB4IzUYSyOzXQqHVNSV8F5b9zDHaddyiXj56FWeShanpiIZsH12MtzsW9diTJuGMrMGU6+i7OziRVRlkYKvarUzJiCWqpqzFT5D0Y9a5rPvfSGdspe+mds2Uvv9zJQ2tnbvdg2fYAg2FCd/wSK0NZUvP60acVtt93G1KlTWb58ORdeeCGbN2/m1Vdf5dVXX/VJ/HvuuYdly5Zx++23ExR0PK1w9uzZPPfcc12OK3og+9JLL/HQQw+xZMkSHn/8ccft9NDQUFasWDGgB7KBgYFOjzUqNRNjhzIhZojbbX3b68XEllo/JCKJIRHO+Z5tmyU0Nzc7bZ6gVCgZFZfOqLh0AHLq67AJAmEaLVE6P2JCg5ziJIRGsfnvb7p4aCv2XVVV5VT8WxkzBOWi+936jomJEdNMSfRp8Vr+dVs0j79upKDc+xxxMV56QztlL/0zdn/z4mkb9Y5ie3pNd56Xtlx7MT48vaY/9b+U/dnROXenV2W5bp7h6e9WZ4g9L93BpEmT+Pzzz7n33nt59NFHSU1NZcWKFVx66aU+ib9nzx4++OADl+ORkZFUV1d3Oa7ogewLL7zAa6+9xuLFi3nyyScdxydOnMgdd9zRZSP9Aa3WeecqwW4BYymYaxBCxqJQKDvUi4ndE3q1Wk1GRgbNzc3o9Z7zjHIb6gEYEhyCQqHg/ZoK9EYv0xxSE2mOjqBKr+fA4fxO5c3NzR3Gbr8JgxQXBC1GO2q1gugILZsPeD+Q7c0XMrKX3uVloLTzZL0IggAl7yP4RUNYFgp160V024Kc8vJyYmJiHAty9lUU8tRv7zNIH8I/z/irT72I1f9auJ2lv7zJbVMv5JxhM1AqlB59m20W/nfwV97c+w0vnvZ3hoUndxjbl967u/9f2/MVPxVv5fYJF5EV2/p77um81LU08O91K/nfzp/ZuOQ1AnT+HcbeWryfv3z8D26b9WcumTDfcXfQU3x3tG1aUV1dTURERJfb2VtYtGgRixYt6lzYBUJDQykrKyM1NdXp+I4dO4iPj+9y3C4t9ho3bpzLcZ1OR1NTU5eN9DeEliPQXAwqf1D5QWOuS36n1mZDsHlXPF+MVmp9R9omm8CR5tb/ZyorERqqeswLgFDmnO8TYDIjmL0f5Hujf/OHRLbkBXPBlBIamgdjLP4cnabzqnZivEjhW/bSd7wMlHb6xIvKH1pKoO4/CCHjUETNdyzICQ4OpqioCIAXKn9i29FcxsYOxi7YueLTx1zim0wmjyu8T0brSR8VGMo9P7zErd+tYNv/vcW23za5+I4en8aFXz9IuH8IQ8OT+de2j11im00mtCK8iNFLGduTXoGCq1cvJ9w/mPUXveS2PwsDm7njyxfIGJTA4MhErvnwcTexzWh1zp+XpLBolq5+g1s/+xfrl7zK8JhUt/E7W8AlspKpaH1/4JJLLuHuu+/mk08+QaFQYLfbWb9+PXfcccdJVUUQPZBNTU1l586dLsm/q1atcluvbCDhtApRFw12E1jqQKUHbSTtl7O3NDQQqHe+7e4JMVqp9R1pD9UZEKghWqclNDiuR70AEOF85VdztIzYCO/LknmjrzabCA8XGJwezRt3+6GOmg6dbFMr1osUvmUvfcfLQGmnT7w05oGhEoKGQ+gkAMeCnNDQUJqamigpKeHB06/mmfUfUtFUy8IhUxkXm+kSvztLJFY3G3hlyxeE+gdxx/iLGaQPcev7tHmnccu48/nk4K8M8gvmiuEL0Gv8OoztS+/dXQqysL6M1/Z8RWZYIv835lzAfX9ecNH5HKo8wrf7NjA4MpHLJy1wlI70FNtgbOKl3z/DX6Pj/+ZdxdCoZI/xO6O5udnrNnZF3x94/PHHueqqq4iPj0cQBIYPH47NZuOSSy7hgQce6HJc0QPZO++8k5tvvhmj0YggCGzevJkPP/yQJ554gtdff73LRvoDDQ0NhISEAKBQaiEgozW9wFwBKn+X1IL6xhqCQr0rBSJGK7W+I21uYzkAQ4PDUaj0PeoFQKEd5PT4yLF84lIGeVC74o2+tvEYESEqag1NTBkW5dPYXdFKrZe99K/Y/cmLIAigLIKEy1Coj9+6bVuQo1arHQtyshJHsPKiZeyvLGJfRSFDBrnWgK7LL3N73B1itO70u8vzOW/ETM4aMs0xAHPnW6PScOv4C7hp7Ll8kbeOML9gkoKjnWLXHDzK4OGJXnsRo5cytjt9SWMld066hMkxxyfK3J2XQYGhPHvurSw94zre3bKK1PA49FrnAb6h6BjDolMcjw9WFDN/6BRev+heR1qBp/idUVZWRlKS9/0vVt8f0Gg0vP/++zz66KPs2LEDu93OuHHjGDx48EnFFT2Qvfrqq7Fardx11100NzdzySWXEB8fz3PPPcdFF110Umb6Km0bBZhMJoxGo9NGAQqlBvzivdYjmAELKKTdg1kKas0mjpmMKIDMoOM16y4IDGXKEO/rw2XXNXqtF6OViup6G5lJWmx2+Of71cydFMCYTHl3L5k+jFAP2EFxfGvptrxBg8FAbW2t14XfuxOFQgGhrrsIti3AMRgMLgtyhkWmMCwypXsMdsDomHRGx6Q7HevIt0ap5oLMOd3osGeYnei6aUBH5yXYL4CbZ5zvVezMqCQyo1wHkx3Flzl50tPTSU9P71zoJV0qv3X99ddz/fXXU1VVhd1uJyrK+1mo/siJGwVU/nELIiMjQ5w+PQGEOsAKilAQrE6vUakEl2MdIaXekzbXUAdAkl6PXoVDo9XYQTC66D0hRi9lbG/1tQYbYUF2/HV2ft3WTEKUgjFeXGD2tXbKXvpnbLd6wQ5CAWADRQooo7pc+L030LYgJzs726kUYG+nr/qWGqnPi3zepUEQBFauXMmvv/5KRUUFdrvzbqufffZZl+J2aSALUFFRQW5uLgqFAoVCQWRkZFdD9XnaNgpQnrBRgGi9UAlYAB0IDUCD02vCQm1/aLxDSr07rSAI5Da0tntoEE7Pp6WqwZ7jtZe0VJPXejFaqfQfP9aaD2sxm4gItlBdVwn2zhc+9rV2yl76Z2zPejvQBMI+sA9y5A2q1WpRhd8dd5u8RIxeyti9yctAaafspX9z66238uqrrzJ79myio6M9lj0Ti0IQuXTOYDBw88038+GHHzpG0yqVij//+c+8+OKLjhzR3sL+/fsZPnw49/7yI1Fx3ieciyEvL4+SkhKUSiV2u52EhIQOZ2Q96oUWEGpB4QeKcEm8SsUxYwsfFReiVii4Pj0T7QmbP7QvgdWf+ftzxwgJUPHQdd7nBMrI9DqEY2AvbJ2NVUSDQsHq1avZtGmTI28wKyurz8zIysgMRNrGPzk5OQwbNqyn7RAeHs57773HmWee6dO4ys4lzlx33XVkZ2fz7bffUldXR319Pd988w1bt27l+uuv96m5vkJKSgoJCQmEhYU5bRQgWq/wB2UcEObymqoq77fVk1rvTttWOzYtMMhpEAu4bHnXGWL0Usb2Rp93xMxdL1RQVWclNzeXQSEqquq9qyXbl9ope+m/sd3rI0E5BZQxjmors2bNIisri7S0NFF5g/3rvPS/2LKXvuGlPxASEkJaWprP44qekQ0ICOD7779n+vTpTsd/++03FixY0OtqyXbHjGwbFosFjUbjeGwX7FS2HKGypYTh4ae4lAJprxcTuyf17bWCIPBm4SEarVYWxSWSHuhcDusviakdbqDQns42XOiqVgr9uh3NLH2tii+ejketMLEzD2oMdhZN77zY9cm289eSj1EpVEyImk+ApnVxXduCnKNHjxIXF+dYkCMIVqz2ImxCJX7qU3zupaf0A8XLQGmn7KX7Y7vTW+xHsNnL0KqGoFS03mX19NviCbH6rngfKP3fVXrbjOw777zD6tWrefPNN/H39+/8BV4iOkkjIiLCbfpASEgIYWGuM4kDiWPHjjnKdBxrPszhhv34qQII1IRS3HDARd/Y2Oj17h5itFLr22urzdBoBbUCsB2hqF2K8Fc5vxAb6/12fGVl5V7rxWil0G8+HI1KlcT22s8oL2/VBkXA2lLfenGnVQCVLaW8vf9hUoKGszD1ercLcmbPS8Fqz0epCEZBCCbbXpf4lTVlxOi8u9ATo5VaP1C8DJR2yl66P7Y7vSAICECLdSMKtPirZ4te7NfVxYF79uzxeoGVGK3Ueqm99AcuuOACPvzwQ6KiokhJSXGZPNu+fXuX4ooeyD7wwAPcfvvt/Pe//3UUFi4vL+fOO+/kwQcf7JKJ/kigJpRATRgmWzMapZYgresg39qgIFTn3ZZ2YrRS69trDzQ1AkaS9Toi/Fw3Jwg1qkgOGuK1l5ZS7/VitFLot1q0hAZBSvBwjEdVDFIN4WCRiuEZNnSdbE50su00mGuoaDlCoCaU1OCRwPFC3hqNxrEgR6WYgJ1KBMGCSunvmGE5kUZDDao476qPiNFKrR8oXgZKO2Uv3R/bnV7Agk04igIlKkXrohx3vy0dIVYv0/+56qqr2LZtG5dddplPF3uJHsi+9NJL5OXlkZyc7CjmW1xcjE6no7KykldeecWh7erouj8QoAlhePgUjNYmjjUfJlg7yCW1oFEwE6rz8odMhFZq/YlauyBQ3FwLwMjQaEJ1rrO6YS16UoK9X/B1TGj0Wi9GK4XebqwmMtRCSnAKx4RGFC0ZvPDfY7x2XwwpgzoeyZ5sO7dX/syUmDNJChzm+EFoK+RtsVgchbzVykjUykhsQj02eylqpWs/NzYUuj3uDjFaqfUDxctAaafspftju9Nb7cdQKSLRKSY4NvJx99vSEWL1Mv2fb7/91m1q6skieiC7ePFinxroD3S0wYGfSk9yUAqtN4L7HyXNTbTYbPgpVSTq3W/i8EljHRtz93kfU4RejFYKfXW6Fb8kgRW51ZQ01hGmO0htRgMvFdaQ0KSRtGLD+MjTXI51VMhbpQhBpepdVUVkugnBDtQBYU5bZYvZ5KAjrSAIHKzLIykoAX+173LfZHyDxW7hUG0+w8KHOM2CeepTtTKa4tpjNJgOMyKmdZvvjn5b1uXtYFLScPy1OsexrKwsDh48iM1mIzw8nKysrG5pq0zvJTExkeDg4M6FIhE9kH344Yd9bqKv07bBgVajwWw2A5CRnk5rDcY6UOgA1x/3QYO8L9EkRiu1/kTtwT9qx2YEBaPycJugu7z0hD4m4vhXaNCgQWi1ClBAs7HzNZRDhnif4uCttq2Qd11dHaGhoT6PL1YrtX6geDn52AIIR0E4BMpUIBIUCkceY0BAAI2NjYDnPEZ32tNPP519Nfv5LO9LgrXBXDfiSgm8+0bbl72cbGy7YGdN6To+OvgJi9PPYlzkGBQe+n/4lHE89fO7bCrax7OL/+aI0dFvy5bi/dy88p/cMHUx12adhb9Wx6ZNm6itrcVsNtPY2MimTZu8ypHtLee8t3npD/zzn//krrvu4uWXX+60upMYRA9kf/rpJ+bOnev2uVdeeYUbbrjhpE31Ndo2ONAHBGC1Wv/YEKHmj526VCAIQAm0G9toVDawq1wDukGMVmp9m1YQBAr/qFKREWAE+5Ee8yJFbG/0h0o0RIbaCA20o1HZUKLCXxtIs7EW7Gaw1Xt8rV5nBlsnibRd0Eqtl7301dgCYAX7LlBkgiLZkccYGRmJ0WjsMI/RnXbzsa08v/M/BGkCadA28OjmJ1xeZzab0Wq99y5GL2Xs3uTFF7EFQaDR0sQ/tz/HlcMuY37yaW779NK1/8Jis5IYFs1fP33WJbbFYkajcfVitJi448vn+TZnPatu/Jeoz9aJ1NTUeH0RLkYrtV5qL/2Byy67jObmZtLT09Hr9S6LvWpqaroUV/RAduHChdxyyy088cQTji9KZWUl11xzDevXrx+QA9ng4GAMBgMNBgN2u7116lwRAQS2bnCAHRSxTrf0ABBsoPRyUCVGK7X+D22FsYVmWyMahZKEgBTX9nWjF0lid6K3CwIb9xrIGulPaLDWoR0U1oRapQelDlSeUwsUaguovCt5JkYrtV720gdjC1awbwdFMCjSQNGaBtSWx1haWtppHqM77ZSYSaw49Wm+LPiGQkMhd4xfQpif88LW7iwF2JP63hy72dLMk1v/SWpICovTziIusHWhtrs+LbniK97Y9DWvbPiCB0+/hvPHzu7Uyy0rn2FvWQEvXXgXp2VO9BjbGxITE71upxit1HqpvfQHVqxYIUlc0RsirFu3jq+//ppJkyaxb98+vv32W0aOHEljYyO7du2SwmOvp22Dg1CXDQ50fxQUj3I7yDvZTQh6St+mLWxs3UY3OSDAY1pBd3npCb3RJCAI4K9TOGnnTAhgZLrO4+vaOHDAtSSbL7RS62UvfTG2CpSjQTnKMYiF45scpKamdrrJgSdtpH4Q1428ijsn3E6Q1rVqSe8+L33Dy8nG9lP7sWTcLdw0+i+OQSy471N/rY5bTj2fzbe/wcyMsV55ufu0y/n1lheZO2SSIwdXzGers/i+0Eqtl9pLf+DKK6/s8F9XET0jO2XKFHbs2MGNN97IhAkTsNvtLFu2jDvvvNNnpRT6Gmq1moyMDEpKSpyuOgVBoLKlkuKGIsZHTXS7IYK3iNG213uz4Ci7rpEpXi5MatOedewoADdkDOX8xBSfxO6qFyliu9P/cHgVNsHGrITTOHJUxU955Vx5VhhH89cTZzAQ3Gxm1qxZaLQ6lApoMOdTY9xJUtBiFArnmd3m5mavfYjRSq2XvfTB2AoF4LqIqy3vMTs7u9Oalp1pQ3XuFxJ293k50vAlwdohBGuPL2w6cVFTaWmpqOL8Uvju7thKhZLwdjPl0HGf+mt1Tou3OvKSGBYtKrYY777SSq2X2ktfxWAwOBZ4taZdeqarC8FED2ShdWu1LVu2kJCQwNGjRzlw4ADNzc0EBLhftT4QKW8qI6dmHxqlhkj/SA4bCl00dfZ6LPUmr+KJ0bbX/3LkaKf6w5bDNB3p+EN2orakoI699QYUgMqSyy9HDvkkdle8SBXbk77IUMjSTfcR0jAbGEvu3mxydh8v/L0lP5wdxdE8cc+3qBT+BGpSqTa6lqJThxyhqsW7myJitFLrZS/9K3Z/86JRhlFl3ExZ009E6acT7je2y8X5ZWRkTo6wsDDKysqIiooiNDTU7YSnIAgoFApsNu+2d2+P6IHsk08+ycMPP8xf/vIXnn76afLz87nssssYPXo07733Hqec4rr9pSdeeuklXnrpJYqKigAYMWIEDz30EGeccQbQ2rhHHnmEV199ldraWqZMmcKLL77IiBHSlTTyFSqFCqVCiUBrB6mUrqdaicrtcXeI0bbXa1Wd3+ZWKzRe6dq0h/7YiThVrybSr+NyO2Jid8WLVLHd61u/hAqFEn+tirGDddRWHXYq/N3UWEVdQwxWqwaVRgAUKBVu8tsElfvj7hCjlVove+lfsfuZF6XCBIKAQqFC8cefOLk4v4xMz/DLL78QHh4OwK+//irJe4geyD733HN88cUXjsHmiBEj2Lx5M/fddx+zZs3CZPJ+1jAhIYEnn3ySjIwMoHUf3nPOOYcdO3YwYsQInnrqKZ599lnefvttMjMzWbZsGfPmzSM3N5egINdcrJ7mxH2TI/VRzNLPodpYzWFDEYNDh7ikFgRagggPCvcqthhte/30uM4H/jHNcWTEZXgVO6Y5jlcbawED8+PSmR432mexu+JFqtju9D8f+YEhYUO5dsQNaFVaOA1Wr47naOkR6urqsFqtJCUFkX0YIpRXExRwlBrjDqL1011SC2o0gYT7eedFjFZqveylf8Xub15KGr8lSj+dQE2ay0Yhbd9RbxceRUR4vzuiGG1vii176Rte+iozZ850/D81NZXExESXWVlBEDhyxH3VI68QRFJZWenxuTVr1ogN50JYWJjw+uuvC3a7XYiJ+X/2zjs8jup82/fMbFfv1ZIsd7kbdxvbFBdKwBgSSgoQSkgIH4Q0CCEQQmhJCCQ/QocAgUDozZhuwE027rbcLclW71pp+87M98dq15K2ryRXPde1l63Rs6+ec2Z29p1z3pKtPvDAA77f2e12NSkpSX3iiScitldWVqYCallZWZ+1hUN7e/uA8QfSdixaTv/sQ7Xovf+pX9bVHHMtA2U7HL/DIqsOp6LabDb1o48+Up977jn1o48+Uncd7FDP+Gmlun2/vd+0HG/nf1DLyWP7VNDS+zNqs9mOmZbjzfaglhNDSyw4mv5PJBBFUa2vr/c73tTUpIqiGLvdaB3f9PR02traeOaZZ7j99tt9db82bdrkW1mNBbIs8+qrr2KxWJg1axbl5eXU1dWxaNEiH0ev1zN//nzWrFkT898ZSFi6aqoOBH8gbUfLP9DSzGGrBUkQOC01fIOBk3Ve/vpyM3c83uhLavC+8rI8K/NNbe5+03I8nf9BLSeX7VNBS+/PaCSJXgOl5XizPajlxNByMkDtioXtjc7Ozog/k4EQdWjBtm3bOPvss0lKSqKiooLrrruO1NRU3n77bSorK3nxxRejsrd9+3ZmzZqF3W4nPj6et99+m5KSEp+zmpXVMxsyKyuLysrKoPYcDkeP8AZvt5JB9B92WDxlt0oSk0mIorbhyYbmdpm8DP/xxxsFnrszh+y0KOrVDmIQgxjEIAZxEuLWW28FQBAE7rzzzh5hmLIsU1payqRJk2K2H/WK7K233spVV13Fvn37enjQ55xzDl9//XXUAkaNGsWWLVtYt24dP/3pT7nyyispKyvz/T5QLEWoMl/3338/SUlJvtf06dOj1hQrDh06NGD8gbQdLX99nacKwsTkyGJ2T9Z5aWmXSU2S/LiCIFCUo8WgC/3xOlHGOajl5LY9qOX413KqjHNQy8mJzZs3s3nzZlRVZfv27b6fN2/ezO7du5k4cSL//ve/Y7Yf9Yrshg0bePLJJ/2O5+XlUVdXF7UAnU7nC0mYOnUqGzZs4NFHH+W3v/0tAHV1deTkHCng3NDQ4LdK2x233367z/sHT6mwo+nMngoodzkBGJfsX5fwVIGqqrSYFVITAzurr31qRlXhskWx1cUbxCAGMYhBDOJkgLdawdVXX82jjz4ac73YYIjakTUYDAGL2u7Zs4eMjIw+C1JVFYfDwdChQ8nOzubTTz9l8uTJgKd/9FdffcWDDz4Y9P16vR69/ki5pPj4eABeqqsmU1T6rC8UqjrbWLtnZ49jbsWKQ67HpClE6FW1IBA/GtuR8iNpiBApVFWl3O1xZMcnnbqOrNWu4nCppCUGDh/Yd9hJU5s86Mge53DITXS69pCkm4xGPLLd1b2Afmtrq6+Avt1tZUvTlwyJH0VefOw5AYMYRG9Ude6junMfkzLOQC95ShoGuw4HMYgTEc8///yA2I3akb3wwgu55557+N///gd4tlEPHTrEbbfdxsUXXxyVrd/97necc845DBkyhI6ODl599VVWrlzJihUrEASBW265hfvuu48RI0YwYsQI7rvvPkwmE1dccUW0so863EonVnclqupGK6XiUtr8OJLOhlNuicheNNze/E7X/rB8XXxzRLxqqwOrqqIVBHIMjXS6wrd8jdR2LPyBtB2Sr4H/PQSiWEuny5+blCixq0IM+bdOiHGe5FpUVUFW7VR1voJeyiTDuAiNaPAroK8gw+g6qi37KIgfQ7Iuk31tm3vYbhYr2Nemi1hLNPyBtD2o5fjQIisuWh0NvLj7j+THj2TRkB8ONnIYxCAigKCqqhrNG8xmM+eeey47d+6ko6OD3Nxc6urqmDVrFsuXL4+qu9c111zD559/Tm1tLUlJSUyYMIHf/va3LFy4EDjSEOHJJ5/s0RBh3LhxEf+NXbt2UVJSwu1ffEpmbk74N/QTHHIjVvchJHRoxAS/GqJHEz8Z1n+rgmua7Ny0uZniOA2vzw4e4nGq44Ov4nlleSIvP1DDKdq5+YSBW+nE5q4GVHJMS9FpUnnmmWeoq6sjNTWVlpYWMnPT0c2qw604yI8fSaLu1KgBOYijB1VVMbtaqOrci040cOmIX/Off7/S4zrMzs7m2muvPdZSB3GCwOv/lJWVMWbMmGMtZ8AQ9YpsYmIiq1at4osvvmDTpk0oisKUKVM4++yzo/7jzz77bMjfC4LA3Xffzd133x217WOBpqYm0tM95aj0UgY6MR2n0oxDbiBBM9ovtKA7Pxrb0fJTDeFDC/bs2cOoUaPC8hqd+4BmRiRkkWqYHZGWSG3Hwh9I26H4G8ps/O+zDu77WQZajeDHLUi34HQ1o1NnkmAMHEd7IozzZNfikBtotq8m07QIoybPd9xbQF+SJE+Ti9wiloy5gQbrIUrrl5MXP4LChDEhbfen9pNpzge1BOZXmHfS0ryKpcU3kmH0NGzofR1G2sjheB7noJbY+IMIjqhXZE80HM0VWVmWkST/lVdVdSMI/s8MwfjR2I6EH0mMrMvlQhtBKa07t2/iPxUH+Onw0fxmzPiItERqOxb+QNoOxX/9czPPf9DO8r8PCcitaXLz9SYr558eT3wQR/ZEGOfJrkVVZVQUvzan3tjE6upq8vLyesQmqqqnH3jvXZbjeZyDWk5MLaGuw6Ot5WjYPtpaVFUBlIDfz0dby0DgVFmRjbr81iCCo7a2tsfPsmrH4jpIh2t31wcmND8a2/3N37RpU0S8SounLm9RXHy/246FP5C2Q/Fb2mW/RK/u3Nx0DZctSgzqxEar5ViN82TX4lRaqep8hVb7ehTVv71291bYquqmw7mdeuubOJWGftfSX9xBLSePFm8jh3HjxkXVyOFEG+ex0uJSWqi3voXZuQVFdfqO2+12VqxYwdtvv82KFSuw2+0DruVkxXvvvRfxK1ZEHVowiMhgdR3GLlcjCgZEtHS4dvlxDElOzM72iOxFw+3Nr+4MX+0gqaCD6s7gjSa8qLICCOjYQHXnhoi0RGo7Fv5A2g7Fr2oZRlycnurOVUG5m3amkJ1hIzcz8E3wRBjnqaBFRE+7cwstjrXkxV2KQZPtl2Qjad2MmVGHgBaNkES7w//aTy/qoMFaH7GWaPgDaXtQy/Gv5VQZ57HQIqCj07kds3MDmcaL0Umpg0l2/YilS5f2+FkQBLoHAnTvCyDLckx/Y9CRHSAYNbkIgoRTbkQjxmOQcumd9VPbWENqbm5E9qLh9uZnm8LH4VTv+pYRp00Ny2tyfAS4GZ10BtmmhLD8aGzHwh9I26H4Nksr2Ski2aYLgnKfe7ORixaYmFIUOAHyRBjnya5FVmy0ONaAopJmmI9e8iQweuMStVotGo2GyvI65s5fRIdzC6KgJVE3DY3Yc1eiomwjQ087LWIt0fAH0vagluNfy6kyzqOtRVZstDs3gKqSrJ2DVvSUlOz9+a+qqor4bwyiJxTlyG70Z599xm9/+1vuu+8+Zs2ahSAIrFmzht///vfcd999Mf+NQUd2gCAIEkZNLgYpG5fSgiBoAnQpExGDxOb0RjTc3nxJDL8dpSrasDyr202H2w1ArikZSYwsvicS27HyB9J2KP6lC5PRaoQev+vNTU/W0NwuBP17J8I4T3YtKm4SdeMwagp6fD69STYul8uXZGPUFGDUFOCQaxEELaLQ8++qssbvWEgtUfAH0vagluNfy6kyzqOtRRHcxGtL0Et5YT//g+g7brnlFp544gnmzp3rO7Z48WJMJhPXX389u3b571xHgog8o0ANEIKhvzs2nEhITfVv2WqXnextbWJcWipSL0c2ED8a25HyH4mgkYJVJ4ZtuNDm9MQQaQSBZw/sCdkqOFrbofiHO+pQURkSn+37m263m4qKCjotFl5qqqOoqAiNxv9y9ia6eZMm6uvr/QqLdzhr6HBVkxs3ze/9w4YNC6hxWokxLDc9SaKpLfhWSTDbfeUONP9k0qIR4/1WVgEWLFgAQH19PTNnzvT9DKCXAieNHs/jjJbfaj+IS7GQYRzrq7YS6jMUCNHyY9F+Ml2Lx8r2qawlls//QGk5FXDgwAGSkpL8jiclJVFRURGz3Ygc2eTk5IidllhjHE4GuFwu3/87nBY21u+kwdbCsKQhtNjboNcUdlosxAvhg8ij5Q4Uv8XpGZ8GaLK3HjUtiqqwu+Ug39btoCRtGKNTi6moqKCquhqT0UhVq0eLt9VxIHhjntLS0igvLwdg2vxhVHasRFad5MXPwOz03z5qsdahc/bU7nKrfLwapo2DrDQhKDcxUeFgFQHtBrMdDNFwB5p/SmgRYfaZ46irSyc7OxsnTTidod9yQo4zCF9WXdRZt3LQ/Bm5cdMpSJgT8DMUKm4wWr4XVqs1Yt3RcAeaHylXdbmwvvkm7pQUWLy433UMNP9U0OJNsjt06BAFBQXHVMvJhGnTpnHLLbfwn//8h5wcz4JAXV0dv/zlL5k+fXrMdiNyZL19cgEqKiq47bbbuOqqq5g1axYAa9eu5YUXXuD++++PWcjJAJPpSIvLSnM1FeZqkvQJmJ0WyloO+PEVRUV0RPaAEA13oPgdsggYUXFT1uw/noHWYnXb2Na0l9GpxZjNZkRBQJQkRFEMu2sQKOYpx1KP2VVFojafVvtB2hzlfu9zG9xUdfY83tKm45m3J6NL2E2Jvj0oNzkti/j2RKo69wXUFMh2METDHWj+oJaTy3YwvoqMS7FyqOMb8uNmRh03GGucYTT1sqPhDjQ/Uq67vBz3nj0Y4+MjdmRPxHEOaulf/smA5557josuuojCwkLfA8KhQ4cYOXIk77zzTsx2I3Jk58+f7/v/Pffcw8MPP8zll1/uO3bBBRcwfvx4nnrqKa688sqYxZzoaG9v912c49JHMjJlKLtaDnCwvYoLis9EEo9NQ4T+4u/vMHOgtooESc/8/MhqyPaHll3NB6jsqGVh4RyyTJ6OSomJiZjNZgQ8weThQlq8MU+CIPhiniamL8HmbqHC/CUIAmNSlvm9b/fu3YwePbrHsV1mB1DP5PwFDEvVBeWWnOv936SAmgLZDoZouAPNH9RyctkOxK+zbqWmcz3jUi8jWV+MIAgBP0OhEC3fi0OHDkWsPRruQPMj5SrNzZ7/dHaiulwIEdQSPRHHOailf/knA4YPH862bdv49NNP2b17N6qqUlJSwtlnnx3xrn8gRJ3stXbtWp544gm/41OnTj3lW+f1rjWnk7RMzBjN83MvDsgvbStlRgTNCqLlDhT/9UPlfFhbRZ6oiajJQv9p8X+vvXAYK1euxGw2k1iYGTb+zhvjZDabKSgo8P1s1KQyJjXw+QHPw0lvtLR7wmdSetWRDcR1yyqCAJLo/yENxI9Gx7HiD2o5uWwH4mebJpJtmtjjWLDPUDBEyw+mpb+4A82PlKu0tBz5f1sbUkZGv+oYaP6glmOj5WSBIAgsWrSIefPmodfr++TAehF1Q4QhQ4YEdGSffPJJhgwZEuAdpy5UlxP33q2Y/3gNqtsV/g3HOTq6xmASjn0fDW8MU2FhYUSFwqPlh0Jzu4woQlJ86Hkor3Gy+P8dZm9lmODKQQziBMCx/MydTOjhyHb7/yACw/7J63Q+8hvcB44kAHsbFlRWVkbcsGAQxx6KovCnP/2JvLw84uPjfbHzd955J88++2zMdqNekf373//OxRdfzMcff8zMmTMBWLduHQcOHODNN9+MWcjJBvf+nbh3b0JISELMKsD6/IN+nJymJizbPo3IXjTcgeJ3xqVCQgZJdeVYnr73mGo5GraD8Q1tBcxKLML+7IshuXq3HlW9lKo3XqMg+VCftBwP539Qy8lpe1DL0dXi2r0buhKD7W89jjOCsKsTcZz9yVcVlc5HfouYlELivS8NNiw4QXHvvffywgsv8NBDD3Hdddf5jo8fP56///3vXHPNNTHZjdqRPffcc9m7dy+PP/64L8bhwgsv5IYbbjjlV2S7rzhIeYUonW2ozXVIufloJp/ut4TurKhAX1QUke1ouAPGr6+DujrIHIK+JLIkhQHTchRsB+Of2fWCS0NyM1TQlqm0D5uDfuqsPmk5Ls7/oJaT0vaglqOoRZZxVTwDXV8VYuFY9N1qavaHjoHmH20tSnMdji/eRszIRb/oe8CRREIgqkTCQKWf+os/kLZPFrz44os89dRTnHXWWdxwww2+4xMmTGD37t0x242pIcKQIUP61IXhZEX3C1MwxqObNAfVYUeo2YcmbyiCpmdQf256HppulQ5CIRrugPHtLqirIzEzG03BiGOr5SjYDsZv7ZAx6QX0OjEsNy25mhYxCU1Bcp+0HBfnf1DLSWl7UMvR0yI3NCDounVEVHUR3UtPtHH2J9/V2ojh3B+gGT3ZtxjkTSSsqamJKpEw0lJasfAH0vbJgurq6oBlMhVF6VG+NFrE5Mh+8803PPnkkxw8eJDXX3+dvLw8XnrpJYYOHdqjY8PxhB9m5zFm1JgB/RtBa85NCNxCr6mpKeKLORruQPHdXa3mnFHGIw2k9mMxL7/7VyPD8rT86gdpYbnpyRqa2tx91nI8nP9BLSen7UEtR0+Lr2KBIICqorRGVo/7RBtnf/K1E2f7cbyJg42NjWRkZEScSHgiz8vJgLFjx/LNN99QWFjY4/jrr7/O5MmTY7YbddbOm2++yeLFizEajWzatAmHwwFAR0fHKb9Ka4riqTNa/kDajpQvqyoAeq0uDHPgtRwN28H4rWaZ1CQpIu5d16bzi8sCd2U73sc5qOX40XKqjPNk1+JN7pK6VhCV1lbUbr3o+0PHQPOPBy3eRMJzzjknqkTCE3lejjbuv/9+BEHglltu6Tebd911Fz//+c958MEHURSFt956i+uuu4777ruPP/zhDzHbjdqRvffee3niiSd4+umn0Xarfzd79mw2bdoUs5CTAQcORN4kIFr+QNqOlO91ZDuiLBtyMs2Lqqq0mGVSE/0d2UC205IkjIbAH7PjeZyDWo4vLafKOE92LXLXiqymqAhVEEBRUDs6+lXHQPMHtRwbLUcTGzZs4KmnnmLChAn9avc73/kOr732GsuXL0cQBP7whz+wa9cu3n//fRYuXBiz3agd2T179jBv3jy/44mJibS1tcUsZBDHP7yObICSqKcMzBYFt0xARzYQNpTZuPOJxgFWNYhBDOJEgHdFVkxPx2k09jg2iOMHqtOJc/t2pK4d51MJnZ2dfP/73+fpp58mJSWl3+0vXryYr776is7OTqxWK6tWrWLRokV9shl1jGxOTg779++nqFcW4qpVqyguLu6TmIHES3XVZIrht3D6gqrONtbu2RmeGAO/L7ajaV4QCpouD1ZR+8XcCYkWs6cZQqSOrNmisHqbDYtNIc547OvvDmIQgzh28MbIimlpuEwm9FarJ0526NBjrGwQ3eEoLcXxxRcUazQ4dDp006YhSJHd849HdHZ29mjjrtfr0ev1Abk33ngj5513HmeffTb33ht5mc1IcPjwYV+XQID169fzyiuvUFJSwvXXXx+z3ai/WX/yk59w8803U1paiiAI1NTU8PLLL/OrX/2Kn/3sZzELORmhqgpqRxVqTSmqOrBO9NGApqsRgptT15Mdmqtj+SP5jC6KLE44Pdlz82vu6gY2iEEM4tSAqsgo3z6KWrMOVZFRnU7Uzk4Avty8mRbZc09wNnp2bGrMTfz648f4y6pXjplmL/634wuue+cB9jYdqX99KjUhUBoaAJDcbuwff0znk0/iPnjwGKuKHdOnTycpKcn3uv/++wPyXn31VTZt2hT0933FFVdcwZdffglAXV0dZ599NuvXr+d3v/sd99xzT8x2BVVVo/ZK7rjjDv7+97/7LmS9Xs+vfvUr/vSnP8UsZKCwa9cuSkpKuP2LT8nMzRnQvyXLsq+2ndpRBc27QWMEQwqI/k9zqqIgiJE9S0TD7c2/OSP8wrsiy4hhnjj/2ejmkSaZS5ME7suNPOErEtux8gfSdn9oqWnT8aPnSnjokv1MKejsV9vHij+o5eSyPahlALW4HWCuAGsTauYCOl9fj0uj4TG3m6miyFxFoSk1ldsy6vm2Zjcz8ksYlV6A2Kt7YvfvlkjQV76qqlS01bHm0HYy41L4+trH+OTjTygtLUWr1eJ0Opk5c2ZETQhcLlePfJr+5A+U7c5nnkGurkYaNw7l4EFUqxUAzZgxGBctQkxOPmpa+gKv/7N+/XpGjRrlOx5oRfbw4cNMnTqVTz75hIkTPe2pFyxYwKRJk3jkkUf6RU9KSgrr1q1j1KhR/OMf/+C1115j9erVfPLJJ9xwww0cjPFhIabyW3/+85+54447KCsrQ1EUSkpKiI+Pj0nAyYTW1lbSvV1adPGgSwDZAaIW9Il+/M6ODhISEvyOB0I03N58ISl8L++66mry8vJCcjSdzUAjHW4JISnyrbBIbMfKH0jbgfgrNmtZu0fLHy+zRmQ7vSsxtVnORUhyheUPlO7+5A9qOblsD2oZOC1qR5XHmY3PQXZ4HId2UUSSJLTp6VBfj9TRwezTxrO36RCyojAibQipxp7fF9VR6u4r3+K0UdlWh1aUmFMwHlEQfU0IhgwZQmVlZcRNCA4ePNjDiepP/kDZ9sYt1+flUXzuudhXrsS5YQPuXbvo2LcP/Zw56OfMQejmiA7kOPuK+Ph4EhP9fZDu2LhxIw0NDZx22pFyobIs8/XXX/N///d/OByOqB6OAsHlcvkc6M8++4wLLrgAgNGjR1NbWxuz3ahXZH/84x/z6KOP+jlVFouFm266ieeeey5mMQOBo7kiGwiqsxPMhyBtNIJwbGIk+ytG9qkDe7i/bBtL8wr4+5QZ/WLzRMNjb7SyYaeNf9+VG/F73vqyg8mj9AyNYhV7EIMYxIkNVZFR976FkD8XIT4H+9df4/jySxrS03m5sZFMSeL7ioJbkki94w4UVeHtXV9jcdq4cvK5x1T7in3rqGyr58rJ52DQeO5bK1asYN26dWg0Gtxud8QrsicaVLsd84OelvKJt92G0OV4yfX12FasQK6oAEBISsK4aBGaMWP8unYeL/D6P2VlZYwZE7qOfkdHB5WVlT2OXX311YwePZrf/va3jBs3rs96ZsyYwRlnnMF5553HokWLWLduHRMnTmTdunVccsklET8c9UbUK7IvvPACDzzwgJ8ja7PZePHFF487R/Zooqqqyr/DiDaO1vgsUvC/0APyo7EdIf+RCJLEIrG/udWTqPBtXU1ENqOxHSt/IG0H4n/mbMddJPLIniOFzN1uNxUVFTgcDvR6PUVFRWg0no+WqqpUxTVQac5E6BBC2h5I3YqqUGNuIi8xo8dNN5R2m9uOQ3aS3Gs3IRott4waS2lpKTNmRP7gEw1/IG33VYuqqmxt3MOEjJE9tortdjsrV67EbDaTmJjIggULfHUwW60dHG6rZ0Lu8JC2ATYe3s3ozELi9MaIbAdCKH6box2ry0pufM8FgON5zo8nLYIoIYz+ru9n7ypfzpgxzBw2jM62NtizB40so9rtSEYjl4w9I2IdB9oPkheXh0FzZIs41Pl0KW62NOxjWra/Q9Pb/pIRM/043qYD3W1HgqN9/tfXlXFa5iikbuF80XwuvE0qBJOJ9Vu2+OxLWVnE/ehHuMvKsH3yCWp7O9bXX0caOhTjkiV8W14+oNfiQCMhIcHPWY2LiyMtLa1fnFiABx98kIsuuoi//OUvXHnllb4Qhvfee4/p06fHbDfiJUKz2Ux7ezuqqtLR0YHZbPa9WltbWb58OZmZmTELOdmgqip1llpW137D4c7DqCdBgpTU5QCd+GlrscNql+lUmtjTuhun7ASgoqKCqupq3LJMVVUVFRUVqKrKnqZDvLDlIzZX1lHVEHv7vf6ArChsqt3Lf7Z+zMGWarwbMYG029x2Smu3sbz8GzqdtmOq+0SGoqp8XLmKaz75PV8eLkXpSvhcuXIlpaWlOBwO1q1bx8qVK2m1dnD3R88w/58/ZV/j4Yjsb67ay8y/X8ffvngFi8MW1HYoBOK3Odr5z+5XuX/DX2i2D5aG6i94KxbosrJYsmQJQ4YORegKyYulBFdFeyV3rv0jH5Z/hN3tKRMV6Hy6FDev7fmcJW/+ki8ObYxZv7cJQWFhYVRNCI4mVFVlRXkpS976FW/t+wpZ8STURfO58DqyYoDSU4IgoB07loSf/xz9vHkgScjl5XQ+8QTpe/cSQ8rRKYUFCxbQ1NREU1NTj0XP66+/nieeeCJmuxGHFoiiGHL5XBAE/vjHP3LHHXfELGYgcDRDC7qvVO1uKeNA+370kgGtGDig2+V2odVEGNQeBXeg+M1uI4edicQLNoYbzSG5A63laNgOxK/aXYIxsQ1D5j50oo6zCxaxadMmOjs7SU1NpaWlhfj4eNqSYX11GfE6I3GWceA2Iadt6Wn7KCc1qKqK3e3E4rJzxtApzMgvCah9p7EKWZGJ15oCfuZdbjdaTWSbOQViNVabDZPRGJ7chWj4A2m7v7R0uqw02lq5dOQ53DzlRzzzzDPU1dUxfPhw9u/fT3Z2NvdWf0hjZxuFKdloJf+5tdlsGAPYdridVLbWMzqrkM2/fiGg7WuvvTao5kD8dUWbcCtu0oxpSAHCoWxWG0ZT5HM4kPwTSYvS1AyK4nGQtBpsVht6hwNcLoTERARD4HJIoWy7ZBdN9mby4nJ5YO6fAp/PgiY+rlhPXnw6Jm1g59NqtWGKcJzRcAeaH4zb6bJR29nEsuHzefTMW6L6XDhWr8b+2Wdox41je35+yFVTpbUV2yef4N69G4C4a65BE+Fu1dFYkY0mtOBooqGhgT179iAIAiNHjuzzImjEoQVffvklqqpy5pln8uabb5KaeqTtpk6no7CwkNzcyOMGT3aMTi0hOy6Hva17AZWpWdP9MlGP5y30QNhtbudwXTVGIZ75+aeF5A60lqNhOxB/k6uaZncbI1PHkZ8wBPA0AzGbzciKgqIoJCYmMqV4OKPSh7D60HZcLhWdmsR3T/tOzFr6qtspu3lj55ekmZKYUzCerPjUoNovLz6X3S3l7G4tZ3LmGIqThsSs5VQOLXArMrevehi34ubeObcwPn0kAPn5+VRVVeFyuXC73eTn57P3qv/xwvrl/N83b3DTvO9y7awLwup44LMXeWPLlzx3+R18b/KZQW2HQiD+Y2f8kM8PreTLqq+4ePhSZmRPi3lOBpp/omhRbTbMDz0EQOLttyPodJSWljK+thbX9q3ozzgDw1z/RkOhbL994D3W133LT8dfx8wcz7ZsoPP59MJr+Lp6K49sfI3ipFz+tuCmARvn0eSrdjtbv/6aSd2K6auqys+/eJgGaxuPLLiZ2bmeLfFoPhehVmR7Q0xJIe7SS7G8/DLu/fuRq6sjdmRPRZjNZm688UZeffVV5K7yc5Ikcemll/LYY4+RlJQUk92IHdn58+cDUF5ezpAhQxCjKAV1qqD3SUjWpzA9ewYWlwUhQIxsNCct2hM8EHyt95xHmbk4kNqP9ryMGZKKTspGEo7Mgbc5iMViIT8/3/dzXmIG3xt3Jpv3m9m+V0VRVcRuK5xHc5xaUeLcETNJNvaMbQ+kXSNqGJc+gtGpQ3HK/iER0Wh5ZM9OOiQ1qmYe0fAH0nZ/aLl58o/IT8jqccwbW9jQ0MDMmTNZsGABOo2W62ZfyJXTz6W+w3+buaCgwO/YZVMW8uszv98jFjCQ7VAIxNdLes4dupizChZgdfmHlgTSEgoDyT9RtMhdoQNCfDyCTufji10lLL3OUzS25+TM4sLi83sskAQ6n4IgMD9/EvPyJlLZURe19r5wB5Jvfesthu7bh3vsWDRdFRcEQeDX066gKLHn7ms0n4vujmxBdnZEWqTcXI8jWxd4fgMh2nk5GXDttdeyZcsWPvjgA2bNmoUgCKxZs4abb76Z6667jv/9738x2Y062auwsBAAq9XKoUOHcDqdPX7f3715T3Q0Wps40F7O9OzTAjqzJxK0XU6Y+ySKA2p3tLO/7SAjU4aToDvi5HmToCwWC3FxcRQVFeFWRPYfljEl7yUjIYNEnafUmkajYfjw4XQEKZGWnmBEVa3YHSomw7G5BgRB8HNiIbR2jahBI8ZUoW8QXejtxMKRWMPa2lpycnp+4eo0Woak+L8nEJrdG7C3pzIieSaS0L/nqc3Wyb/WvkleUiZXnnZOv9quaKnlns+f59bTL2Nc9pFukN6EnIaGBjIzM0Mm5ETDDcV3uJ28sH45Ne1N3H1O8BAML/7y+cvoNVqum3UhRp0+pG1VVfl8/7e8uPEjnhztWWEX09J62BO7djbDObKB8M9v3mZYWh5XTFqELky4lKIqrKgo5fPKbwOuyJ5oUFUV+bAnllyurvY5sqqq8vC3r3HBsDmcVTA1pmoC0azIeiF17UbLfSghdSrgww8/5OOPP2bu3Lm+Y4sXL+bpp5/uUwWMqO9+jY2NXH311Xz00UcBf+9dLj4VodMdKa9UZ6lna9N2JEEiOy6LCnOlH9/ldqNtb4rIdjTcgeK3OD3n1q64ONhefky19JdtVVURBZFVNWsxSAZmZE/FpDX5kqC0Wi2tra2oKJh1NnbsLmLaaSoOdyeNsqWHbTdu7Db/1TSXKJKabKLRWo2pW4e3YPxAiIY70PxBLZFzd7U0B+XbVTttLfsish2IqxUNVJg3s7nxA0Ymz+a0zAt8SS0mk8lXXDzUF0Qg/n/bN/B1+RbmFI4nyRDP06Xv9tRit2M4FHmiT2++qqqkGRO4/JU/kKA38dz37mB0RmFU2vtjnKvlSl5Y/xHjc4dx5ojTeHL1237vs9ntGA8e0a4RRb7Y9y1/+eJlLpl0Bn+/6JaAth1DTNyx4kmSjQksGjmd57d/iluuQXKJ6Lrm0263o7Xbcco1CDXNGEqDO06B5jzFmMCb21fyp8+e58fTvsMdZ10ZUEtLocSjm/9HTlw6C4ZM5sWyFf72bTYMrZHFpUbDHSi+6rBjF6vABFLlN+jij3zuipKyeXTT6/x+9TP8ZtrlLBuxIOLrRVUUlLY2wPOQERehZqnrgVRpaEB1uxEiyCGIi4vU+smDtLS0gDt6SUlJpETx4NAbUccH3HLLLbS2trJu3TqMRiMrVqzghRdeYMSIEbz33nsxCzkZYLEccWxUVFRV9azCqp6bd++Xw+EIeLyv3IHiS10Pt+4o7A609j7b7qomISD0qCxhNpsRBYH4uDhEUaSjowOn03Nz0unkLm7Pl8Ph8DsGKgnxMjOndGAyyhHxA72i4Q40f1BL5FwVJejL3NEe8vfhuUeuV2/OrrdofVZWFhqNJmxdxkB8WVF8e0eKqiD3erWZ2/2OhXr15nuVC4KAoioxae+fcXo+/wKeChOyovi92s3tPX72aBVQVRW3ogS1raieUCLvuXFbOpFRUeNMPeZFNRqQUXHb7bjd7ojn0DuPdF1pblUOoUXxaVGUwONs6zAHPN5X7kDx3R0dyKieV2dHj98pivccHRl3pNeL2t4OqgqShJCQQENXq9pwEBISUPR6UFXk+vqI3hOp7ZMJv//977n11lt7ND+oq6vj17/+NXfeeWfMdqNekf3iiy949913mTZtGqIoUlhYyMKFC0lMTOT+++/nvPPOi1nMiQ6r1epLgsuJyybblEWjzRNaUJI22j/Zq7OK/OQIk32i4A4Uv83p5OuW/SiqwLDk4pDcgdbSX7bbHe20OtqZnTuTxG6hBd4kKATBkwSVkIRLGoIo2tFpBQyaBF9ogReO5ioy0gNrkRUVRQGtRoiI3xvRcAeaP6glcm5JavBmJKX7SikZFWGCTQDut/XvUpgwkYVDbkDqqoziTWoRBCGqZK/u/P8suZYWq5nH1rxJgt7EVVN73tP7mrxT0VLLXZXP8NJldzEx50i93Gi098c4r12yhD8suZrnSz+k1tzMr8/6fljtD372EvOHT+blH97tq98byPaScfNZOnYen+xbz4sbP+JfYi5IIqbJ56Ltyh4vLS1l+vTpmFcfBKeT+JHzkDICd2EMNOd3rHiSpWPn8cYP/4y+q2lBQC0li7lizEKWl6/ls8pvuXXqpYHtj4si2StC7kDxHRs2YLd6VlYFczKJ4zwNJDzJXn/n55OXsahwui+0INLrpXtYgSAINDc3M3z48IDc7hAEAWtCAvEOB3JtrS/UIRQitX0y4fHHH2f//v0UFhb6YoQPHTqEXq+nsbGRJ5980sfdtGlTxHajdmQtFouvVEJqaiqNjY2MHDmS8ePHR/WHjzZ+mJ3HmFEDW36itK2TGQG7aC2Ikt837kDxGx12XqjYjwz8v5ElPRKXjraW/rU9249nLxx2pIB24TAWLFjAyx/baW+y8PBUf344LZf9vpqF0+O45oLkmLQfD+d/UEv/2u4rpmZd6Hese9H6aJK9evNTTYncefbV/aj2CIpSc3jhUv/Vl2i099c4DVo9P527LGLtvz37hxHbFgSBxSNnsGjEdF+nqN4xsoIgIKamotTVobS2BnVkA+HPS34SsRZREDm/eA7nF8+J2P7xDKWpW3hYW5tvO18QBB4761Y/fqTXSyzxsV7YExOJb2oajJMNgaVLlw6I3agd2VGjRrFnzx6KioqYNGkSTz75JEVFRTzxxBN+iQuDOLlg6lbf0i7LmCKsJXoiwpuQ030lJDvdzZwJkcd6dUdaokRT26kbPz6Io4NA121/8gcS0Wg5nsYZzrZqtYLD07BA7Fa20gsxJcXjyMbQFCFaLScLujuy4GkoIYWoRRrpvHirS4jJyVFrciR6OiAqg45sUNx1110DYjdqT+SWW27xxTfcddddLF68mJdffhmdTse///3v/tZ3QsFkMg0YfyBtR8o3SRKSICCrKmaXK2JH9mSZl/PmxMdsOz1Zorm9pyN7vI5zUMvxp+VUGefJqMXb0UtISuqRBOTle1f/QlUuOBHGeTT5cpcjq4oigqKgNDeHdGQjtd090StSLT5keaqNyA0NqLKMEKZMZbTzMojgiDrZ6/vf/z5XXXUVAJMnT6aiooINGzZw+PBhLr3UP/YmFO6//36mTZtGQkICmZmZLF26lD179vTgqKrK3XffTW5uLkajkQULFrBzZ+R1II8mRo8ePWD8gbQdKV8QBJK1nlisNpczDHtgtRwN2735ja1uHM7gDXpD2U5P9l+RPV7HOajl+NNyqozzZNTidWSlXmEFXr4UQQmuE2GcR4uvOhyoZk9nSWnoUADk5uDVQaKx3Tu0IBrtw6dMQTAYQJZRIkjkinZeTgbIssxf//pXpk+fTnZ2NqmpqT1esSJqR/arr77q8bPJZGLKlCmkp6cHeUdoWzfeeCPr1q3j008/xe12s2jRoh7Z/w899BAPP/ww//d//8eGDRvIzs5m4cKFdHR0RP33BhqHD0fWIz0W/kDajoaf5HVknZE7sifLvNzwYB2vfRb8ugtlOz1ZQ1ObO2Ytx8v5H9Ry8tke1DKwWrwhA73DCrx834psiNCCE2GcR4vvXY0V4uLojPfskikROrKhbKuqeuRcdZ2TaLRXVVUhdoVXRhInG+28nAz44x//yMMPP8z3vvc92tvbufXWW1m2bBmiKHL33XfHbDdqR3bhwoUUFBRw2223sWPHjpj/MMCKFSu46qqrGDt2LBMnTuT555/n0KFDbNy4EfBcWI888gh33HEHy5YtY9y4cbzwwgtYrVZeeeWVPv3tgUC0TxTR8AfSdjT85K5aue1RrMieDPMiyyptHQqpicG3i0LZvnBePK/9uWcm6/E4zmNte1DL0bc9qGVgtchBHFkv39cUoa3NV4qsLzoGmn+stXjjY8X0dIxdjQgidWRD2Vbt9iOxzF2ObLTzIkXhyPZlBfJExcsvv8zTTz/Nr371KzQaDZdffjnPPPMMf/jDH1i3bl3MdqN2ZGtqavjNb37DN998w4QJE5gwYQIPPfRQ2Dp+kaC9vR04coLLy8upq6tjUbdeynq9nvnz57NmzZqANhwOB2az2ffq7Ozss65I0Tssoj/5A2k7Gn4soQUnw7y0dSqoKqQlBXdkQ9k2GUSMhp4ft+NxnMfa9qCWo297UMvAavE6Wb0rFnj5QmIiiCLIsm/LvC86Bpp/rLUojY0ASOnpVHT5DL2Tv2Kx7Q0rEOLjEbTaiLT0th2NIxvtvJwMqKurY/z48QDEx8f7fL7zzz+fDz/8MGa7UTuy6enp/PznP2f16tUcOHCASy+9lBdffJGioiLOPPPMmIWoqsqtt97K3LlzGTduHOAZNEBWVs+WjVlZWb7f9cb9999PUlKS7zV9+vSYNQ3CH0m66EMLTgZ4E7VSE6P+yADQYpb5zT8b2F3h6E9ZgxjEII5j9Niu7uXIeiGIoi9LPpZWtacavPGwYkYGzq6EKdVmQ7Fa+2S3e1hBh1XhN/9soN0S3f3e58jW16MqwfMpTlXk5+f7igUMHz6cTz75BIANGzag1+tjthvbt3IXhg4dym233cYDDzzA+PHj/eJno8HPf/5ztm3bxn//+1+/3/Xul6yqatAeyrfffjvt7e2+1/r162PWNAh/eFdkW52nlkPW1tHlyIZYkQ0Fo07g2112qhvd4cmDGMQgTgqoHR3gcoEghCzpFEmc7CA88K7IiunpqBqNZ0WbyMMLgtrtlui1eY+db3fZWVUWXRtZMTUVdDpwuyNeJT6VcNFFF/H5558DcPPNN3PnnXcyYsQIfvSjH/HjH/84ZrsxFwJdvXo1L7/8Mm+88QZ2u50LLriA++67LyZbN910E++99x5ff/11j44b2dnZgGdltnuN2oaGBr9VWi/0en0Pzz6+Kxj8pbpqMsWBfUKq6mxj7R7/igqKKiMK/g5QMH40tiPh39KPRdozDZ5+3/V2W7/ZPBEwfayRFY8OQRObH4vRIBJnEGgcrCXraR2JjCRoI36Pp82mjEaM/D2DODngUlxoBE3QxYvjGb6wgpSUkOWYIinBNQhQZdnn7EsZGdDUhJiWhmw2e+Z6yJCYbXd3ZOuaPQsOGUnRLTwIgoCUk4NcWYlcUxNRSbBTCQ888IDv/5dccgn5+fmsWbOG4cOHc8EFF8RsN2pH9ne/+x3//e9/qamp4eyzz+aRRx5h6dKlMdVEU1WVm266ibfffpuVK1cytKuUhhdDhw4lOzubTz/9lMmTJwPgdDr56quveLCrU8rxhN7OtVux0+aoxCG3kxs3FaFXi9pgzngktvub741bCYdsg6chQDSObKS2nS6Vnz1Yh6Lm88nOJoqytVx8ZgImgxh0FT5S2/3B12lDf5GGs927lmw0Wo7mOAfatkPuYEvTc2QaxzMkYQ5a0XNN2e12Vq5cSU1NDa2trSxYsACtXsuWxvV8Vf0JCwu+w/i0Kf2qpT/5J6rt413LxoY1rK9fxZn55zI2dRKCIAS8VgxdD9nHSnsgbrCKBb35voSvII7s8XL+VaeTsYmJIXdFB1KL0tICqgo6HUJCAuPHj0doakIuL49oRTak7W6O7OEdLkYM0XLNxZG3kPXalrKzPY5sbS1MmhSTllMFM2fOZObMmX22E7Uju3LlSn71q19x6aWXxlRyqztuvPFGXnnlFd59910SEhJ8ca9JSUkYjUYEQeCWW27hvvvuY8SIEYwYMYL77rsPk8nEFVdc0ae/PRBob2/3zUmr4yBtjgo0ohGNoKfOutWP73K50GojW2GKhtubv7kxfDag1WqN6GGkwy4BcVRY6tjc+GxEWiK1XVMXz8GaWYwZUUtlo4Fvd5sYPflNNBqVp1+aTGu7gcx0C1kZFrIyLQwvakEjtUX1EBWplt78z74aSkubge9duCtm2zrTFPbXu9jcuD1qLbHqHgh+f9jWifHUWjdR2bGSsWmXk2kcy8qVKyktLSU7O5t169ahoLA2aQWiIJJlymFt7UrW1q7sdy39xT9RbZ8IWkQkXt37HHrJwJ3T/+J3rQAsWbIkrO3Dhw8zatSoiLVEww/ElYMkevXmhwstGEjdkfJVWcbywgvINTW4v/c9tGMia/nen1q6J3oJgsDhw4cp6prbSGrJhrTdzZG95fJUOiwK3247wLBhQ8nLCP/d67Xti5MNkscTiZaTCe+9917E3FhXZaN2ZINVC4gFjz/+OIBf3+Pnn3/e13ThN7/5DTabjZ/97Ge0trYyY8YMPvnkExISEvpNR3+hu2OfqCsAoNNZj16TQKJuCNDrCTaabqfRdkbtxi9JjeCpMsJKICa9BXatos2lY0zKOZE9lUdoO0tSuHapkyWzRxNn9Nq9BIDvzHayp9LNodpkNm2RaTGr/OG6OKZOiHKrOdqKJ138t5otuBwqJanjYrb9o8UuJAlKUkdHryUKbn2zjFZRGZEaxcd7gLQE4suKk8qOr3AqnQxPOpd0vWc+qqqqkCQJWZbRaDTUVNXw/enXs7La48wuLPgOaYbIe9EP4uRAraWKTw+/T3HSCM7IPxfwv1YirZoTreMQDT8QN9SKbHd+uBXZgdQdKd/++efINTUAuA8fjtiR7U8tcrfSW16ua98+ILIY2WC21W4VI8TUVERRIDlB4pkV8Uwe2cEvrgh/0/PalrpKgsm1tSFXrk8FJxZg6dKlEfEEQUCWYwu9i+ib7r333uOcc85Bq9WG9a6j8aiD1czrDkEQuPvuu/tULPdooaamhtyui1gSNKToi0nSFWJxNSAJOr/Qgu78aGyHg6qq1NTUkpfn4T++P3zh5Ujtu7oyMW2yzKN7K9GHacMXjW0ACuGBDQH4KZ5XwSQowBOGsEEw88andRQOyUariWybKyot3filuk4SU0Qe3x98ZSmQ7e7xyXN67SRt3LiR0047LSId0XAfeqEO1d3BY7ePiIg/kFoC8V1YSTOMZFTK0h6x4/n5+VRVVWEymWhoaCA/P5/RqeMYnTqOCvMBNKKGRF1yv2rpT/6Javt419Jsa2TZsB+QG3ck/jHQtXKstQfiBiu91ZvvTQRT7XZUmw3BaAzK7W/dkfBd+/fjXLvW93MknasGQovSy5HduHEjk4uLPb9raQkb8hDMttLW5glZ0GpplQ3c9Zc6/t+lqRRlmCndqUYUSuG1LaalgUYDLpendW6Qneto5+VEhXIUqjdE5MguXbqUuro6XxvZYOiLR30yINAJcysyjTYrcVq/9dioTnA03NKddqrqDSzLVREjjGOK1L5WFNEj4ECl3eUkUwq/VByp7cpaFyaDEBFfpxWw2hVWl5nQGd0UZEe2Mhvth8rLtzkUslI11FpqMEgGUgxHntDdbjcVFRU4HA6sVitFRUVounqqN1naeWXLJ/xs5jLqWxTW77Rz4bx4RFHA7Y48kSAQ95XNnzAhZzjjsot9xzo6bew7ZGNyQT0rVhzoETuoqDZkpQatNCwi+9FoiYavlUxkmvzjw7w7M2azmZkzZ/bYqSlK9NfcH1r6k3+i2j7etQxN8n8gC3WtDKSWaLiqovhWWHu3p+3NF3Q6hPh41M5O5NZWNL0c2aM957LShIobSchCtViwvfMOAOaEBBI7OrAeOoRkt/vuLRaHjZe+XcGyCQvITEgJabu6rZHlZWv44bQlGLRHErO9cc9ms5nGxkbfvUtRFN7fuYqshFTGdjmyUkYGLe0y2w5KTJmc5KnD63ajtLXx2LZP+e7kM8lJTA9r24vuYQWH6tyUlTsx6ARG5NhYtdNERa2Lobm6iOZQEEVPnGxVFXJtbVBHNtpzNIjgiMiR7f7lfzS865MBdreNvW17abY1khufR6ezA3o5lXbVhtkZuAC2n70IuRabyp5KAInGDjNGQ2SObDRaTCI4FKixtWMQXf1m+9vdKlnpkJ0coRZBRaNRqGuzkpza/+P08R3tWO0gajwlx3a1loEKw5KGkxWXTUVFBVXV1aSkpNDYtcWZmZ/D1+VbeebDr7hs4tnsaqhg2x6RZ/8nkT2kkYQ4OGiuI67uYEQ6AnFVVH7y1oOkGBP59fzvM794Eq+8vQGXXESKoZUXPzHQbl3Nd5fOwKnsRlHb0IhFKKr/+PUGV8DjgRANNxq+Tg+LFs9m27ZtTJgwAXCiqKHrFQ+Ullj4J6rtE1FLLNfKQGkJxlU6zJCqBVGPmkCP3zW1KTRZeh4Th6Yj17mRO2sR1fijpjsQX0XBrVTgVMtQt9SjWixYjEb+29HBTwCdy8WqTz9lxsKz+NPHz/HO9q85t2QWVW0N1Hf0jPM90FaLqeaA72eH28mW6n385YuXuWTSmfx+4ZWY9EZf3HNxcbEv7rki3srjq99mRMYQfjb3InbUlYPsxqRY+MdjhymvSmXSjHKccSJKmxnDvq3Y3U7O+r+bmFowhjsXX82IjCEBbXePqe7pyLrQSJCboWFotsehXbfDHtaR7Q4pJ8fnyDKY1MW5557Lf//7X5KSkgD485//zI033khy105Ec3Mzp59+OmVlZTHZjzpG9sUXX+TSSy/1K17rdDp59dVX+dGPfhSTkJMN1ZZqqjoPE6+Np9NlYX/7fj+OTbFibovsZhMpt6oiA402joIRu6m2G8Aemd5otIgIgIGKjnoUV/inykhsq4pAp62YJLGBeqU+Yi0afTY1rSqatvqI+NGM08dvN5NfHIdd56TW4kJEpM3Vxp62PWTFZWM2mxEFAUkUEUURs9lMQ52NHfUHKNIZ2d1Qwb6mwzjM6cB5/GPlcnTxrTQ3N5PWsi0iHYG4qqoSpzOy7tAOHlz5EvOLJ7HtAOhEKzkpNr7cM5KPN7Wy9IJyZLUGgSRkpRVFbfOzn5FtwSnvjUhLNNyB5p8qWk6VcZ5MWlS1E3FOFoJej0vdD12bleXVEjc+mIZRn8lZ847whdOSENtU5IQGVFkNabs/dQfjq6qK6upEHauFrzR8k5CA0+nEKoqYXC4shw7x5f6NPLH6bYakZFHd1sjfvvRvHd/c3EJa/eYexxxuJ6Ig8tg3b3DWiKmcNWqqL+5Zq9Wi0Wg4eKiCew9/gCAIFKZk8ew3b+Oy7AMEtBvepbFlKZDOX774D7K1EtVhRlrzJqQkk2iI482tX5KdkMZDF97oZ7t3TLXPkU1OpqLORV6mFo0koJXgjNNMEYVBdkc0Hb5OBXz88cc4HEdqzz/44INcfvnlPkfW7Xb3qdNZ1I7s1VdfzZIlS8jsVR+to6ODq6+++pR2ZLsnoA1LGk5BfCHl5gPUWeuYmzsPsVeMbHt7u+8JJRwi4dqdCjubO5gyykB+6jhk4rE5FPIyw2+7R6PF4q6iudOMUZvOlMy8frHdYpbZoXYyIacYvZQVsZbOqnZaOkSmZEYWIxfNOHvwuy73va27aVfdzMyeTbI+GYDExETMZjNWqxVFUUhMTGRK0XAm543EXbeVD3evYdVPn6C1Q+XSzTXcPP0aZo43cujQIQoKCiLSEYh783t/RxRF/nHBLxidWQiAgzRSdFWY2xooMG1mf8ssqupyGJo3ApeyH0Vtw6CZ62dfdhzCoIlMSzTcgeafKlpOlXGeTFoce9ejfFSJZtQoDKOn+o4frrMAzdgcElrxNCTRs5tkr7DgXrkVaVIKhgunhrTdn7oD8d3KYZy2vchvHUA9aMZ4/vkkNTbirq+nWafDBBTGxTFp3OnU37ucZ9e9z1Nr3+Gjn/ydvOSeCZm9710HmqpZ9uxt/GLBpVw14zz0Gs9KpzfuuampCbfbTXFBEdXXvc/ysjXc9+kL/HDMmSyq0iOmp5Nw5Y1ccWc1k8bJ/Oaqu7B9+inONWvQjpzGOfvfZ8Hwybx73UNkJaQGtN07ptrnyKamcmiPi8Jsj2uUk5PDr2cE7sjWG91r3Xd3ZIPF13bnn+zo/SAQ7YNBOETtyAY7KVVVVVE5CEcbP8zOY8yoyLIsY0VTU1OAkmSTgs5ZYH40tv1xWbqL7DSJTnMLT74Pu/c5uPfuHPS60E3cotGSg8CmvTsxSFJEzRYisf35Bgur9jfzuxvysVtbItaSdbCWt7cr3HRtru8Loa9aevMdShJrtts4f048hpElfufSXjiMlStXUl9fT1bhsJ7xV+Om8PuzrkIQBFITVEQBmrpqyUZTkigQ95Hv3OKn5Z+/LeazL6poaUrgwgXJ/LdUw9PvtPHAzzPRS+OC3kD6quVY8U8VLafKOE8mLb5Er14VCw5WHwmBqG50U5DlWWgI1RThaI9TcmUiP/s2aqsZbUkJ2ilTWNC1ombdvRva2xnWtZpm1On5+bxLuPH0iwN+z/W2PSw9jy2/edGP641zrq+vZ/jw4SxYsABBEDhv7BzOLZmNc9067OxBzMjAYlOoa5Y5nCDy+QYLp3fd09WWFlbe9K+IbHdH99CCH52bhEYSemhv75SxO1WyQlSC6T5OMSMDJAkcDpTWVqQAVStiqb0/iMCI2JGdPHkygiAgCAJnnXWWL5kFQJZlysvLI6rjdzIjWFZjtMdj4XbaFIw6gaIcz03RIghcdV4iV95Ty3vfdPLdsxL7ZL87ioyetn0HOs0oaviEskhsmwwi8yYbiTeJOGyRazl7qpbLz4ncMY22O5AgCOyudPL4m22cPyc+4PsNBgNLlizxbP8HSOrwvkeSBOZOMpIYJ0atJRC39zGnS8VoNPKd8xb7tMRnW/nTs00cqndRkKU9Ktfi0eSfKlpOlXGeTFp8Hah63RMOVrsoGaqjrNxJebXriCMbogTX0RynqqrYPvgApbUVISkJ43e+gyAIvvtcS3IyfPwxQq8WrNHcW6K9jwqC4KtYIKWno9MLvHh3Dg/8u54Vay3MX3qklmy0tlVVPVImLSWFielHksC8tn71jwaG5+v47Y+Cr852/7uCJCFlZSHX1KDU1gZ0ZE/ETnWxwus79j7WXwi9TNcNS5cu5cILL0RVVRYvXsyFF17oe1122WU8+eST/Oc//+k3YSciOjs7B4wfjvv4G63c+uiRkiidnZ3kZWo5d3Y8L68wY7GFTtKLRku6omKUJDrcbg52doTlR2J71ngjd1+XEbUWq9UCRL5VEcs5ajHLGPQCRkPoj0sktu++LoN5k01Ra4mE+6dnm3jwxeYe/HmTjbxwV47vy7Iv9mPhDjT/VNFyqozzZNLic456OU7lNS6mjDaQl65itR+5L3tXZFWzGbVXRvvRHKdr61ZcO3aAIGC6+GKEXh3TLF0VFeSGhojuu/2lvXsNWVEUyM/UMjxX5mCN0zfHalsbqit4AnIg26rVCl3vqXbG8/KKdt/3pZc/rcTI+p02FCX4eHvbDhcnG+28nMhQVZWrrrqKZcuWsWzZMux2OzfccIPv5x//+Md9sh+xI3vXXXdx11138fzzz3Pvvff6fr7rrru4/fbbufzyy9HpIs/qOxlRF6aTR1/4obg1TW4+LrUwd6LRj//DcxKxORTe+jK0wxmNlqb6esYleW66W9oCd6KJ1vbhehcutxq1lrq6On71aD3Pvd8eMT8a1NXV0dwuk5YYvl5uJLadLpXWDjlqLeG4LrfKpj12hmRqevAFQSAvU4tbVqluCH6D708tR5N/qmg5VcZ5smhRZblH3KXvuKpyz0/SWTIrnp+fV8c5s49UJxBMJuj6DlXa2o6a7u58uakJ2/LlAOjPOAPNkCF+3Bqr1bNt7nKh9tLZn1p6Q+lWeuv1z828tLydBF0brWaFVrcevGUGgzSVCGbbyxcSE9lZ4ea599vRSD35M8YaaO1Q2Hc4eGWM3rbDObLRzsuJjCuvvJLMzEySkpJISkriBz/4Abm5ub6fMzMz+5RfFXWMbElJCVu2bGHGjBk9jpeWliJJElOnTg3yzmOLl+qqyRQHtnRYVWcba/fs9DseSRxpX/Cfj9pJjhe54PR4v99lpGj4/Y/TKRmqD/DO2DExOZUNLU1sbW3hkiFFfbLldKlcfU8tv7gilfPm+I8hHLQagQNV4UvvxIqWdpnUpPCObCR4/M1Wdhx08PTv+jfQf/sBBzaHyvSxgev6/uO1VjbtsfP8nTkRN48YxCAGERu6F9gXuiUBC4LAmCLPvfjwAXDLqi8eUxAExJQUlPp6lJaWoPVHBwqq2431zTfB5UIaOhT9nDmBiaKImJGBUleHXF/vW0keSChWq2flFM8K96otrWSkSEwe4nk4r6h1MyotDbm6GqWpCalXMnpI293CCirrXGSnSn45JWOL9cQZBUp32hlVGNl3qRhBwtepgueff35A7Ue8IuvFjTfeyOHD/p2iqqurufHGG/tF1MkERVXY1rQRWR2YRhHVjS4+KbVw2aLEoAldp08ykZYkIYfYFokWk1I8qwxb2sK3BQyHw/UuFBUKI2xq0BtDc7WU14SvZxsrivN0TBtjCE/sBe+5dylHtKUnSzS2ulmxYgWVlZWsWLECuz3CGmkhULrDRlqSxLD8wHO4dH48tU1uPlx96mxnDWIQxwrdE726OzCrt1l5/v02AHZW6jnvF4exdQ8vCNOqdiBh/+wzlLo6BJMJ00UXIYjB3QOvoyhH0eGrL1AaGwEQkpJAq+VgtZPiXC2p8TIXzo8nOV70hRfIEbSq7WG7Vw3ZQM11NJLA3ImmsCF63SFlZoIootpsvva3gxgYRL0iW1ZWxpQpU/yOT548OeZiticLpG7tWmVFpqqzgirLIUbosxiWNMqv/JaqUbC5rRHZDsataXYxqlDD2TOlHr/vzd9V7uLBf3fwt1uTSAuwuhitltEJnjjP3eZ2Wh0dGEK0qg1ne2+Vx5HLynBhc8tRa8nLUqlvkWnu6MRkDP1sFo1tL//CMz0fk3Dv621bVVWqOiv4uPIdpmXNZVbOAtKSJMwWlbXrNlBUmO/7zIRLlNRqQzv5Ow86mFZi8H1p9uYX5+lYNCOOFz9sZ9GMOEy94n3D2Y+VO9D8U0XLqTLOk0VLsNa0a7fZ2HvYydXfSSY9WcDlhvJal2/HzFe5oKVnyNZAjzOppQXn+vUAGC+8ELHbKnIg21JmJi4ia1XbH9q7J3rVt8hY7CrFeTp0Li03X+px/u0HPXPde+7C2u7myFZudPcI0evO/80PU0Ouqva2LWg0iJmZnpXr2lrEXlWdop2XQQSHoEZZ0CstLY0PPviAWbNm9Ti+Zs0azjvvPFqPwZNkKOzatYuSkhJu/+JTMnOPXt22/W27KTfvw6gxsSDVcsy3FVwOLSteuYD8YZVMnvdtn+2pKjxRXYhF1nB5VjV5hthXFXeUTqByTzHn/eidmN7f1pTM52+cy4Kln5CW3RT+DVGisz0eY5wVSRN9aIqqqljcnTTbG5mXu5Bs+/n85p+NzMp8i7xMHS0tLWRnZ3Pttdf2SaMsq1jsColxwR8o6lvc/OjuGi5flMhV5yf36e8NYhCDCA7bhx/i/PZb9HPnYjjrLN/xnz1UR2G2lt/+KA2nS+XcWw5zy+WpnD/XE1Ll+PZb7B9+iGbECOKuuOKoaFU6Ouh8/HFUmw3djBkYI6g+5Nq/H+vLL3tquh6FnVjbxx/jXLcO3YwZbMmbzx2PN/LqvblkpmpobHNTUeNiknoQ6xtvIOXnE3/NNRHb7nz+eeRDhzBctIxn9uYzbYwhaIiW06XSaVNIjSBnAsD67ru4tmxBf/rpGM48M2JN/QWv/1NWVsaYMQNbfvRYIuoV2YULF3L77bfz7rvv+urGtrW18bvf/Y6FCxf2u8ATCd1rlA5PHk1u3BDKzftY3aZjWtYcvxXZvtaR3XvISXaaFNB58ePrIX9hB5v2mCiUzyPB1HctWYZDHLR0UqVMIVMfvCxJONvNKVaEiWZc+u/EpCUlJ43ZV7YSlzATlxT6gSHaOrINDU18tEHLnAlGhg8JnczY27aqquidH1KYMIwfl/w/MoxZVNR6wgysLh2SJAUszh0Ie/bsYdSoUQF/p6oqkiT0uA4C8bNSNVx7YTKZKf4f+1D2+8KNhi8rKq+sMDMqu47pU46tllj4J6rtQS39ryVQxQJFUamocbFgimc3q/zgXvIzE3rUlZWChBYMlG5VUbC+9RaqzYaYnY3h7LMjsj2iK/5TaW5GdbsRNMFdif7Q3j3RqzBHy8+/m0JGisSePXvYWZPLk2+38v5tqT5NUdnummspNYUbL0kJyf/1PxtIT5K48xr/75BAtqWcHFxbtiAHSOyKdl4GERxRO7J/+9vfmDdvHoWFhUyePBmALVu2kJWVxUsvvdTvAk8kJCb2rNVq0sYxNm0SLsXl58QG4kdj22yRWbfDxrQxBhKH+juygWyPLtJRVu5gy147p08yheWH05JlMHLQ0km93RaV9t6YPd7Uo6xJtFokUSA9ObJLORrbAFpDAmDHqA+/ot7btiAIXF1yE0bNkbkekqXhrfszWLe2mJqaGmbOnOlXnDsQQjm79zzbTHqy1OMmHIwfrJ5wJM50LNxo+Cs3Wnn+g3a+e2Yq0/2jl46qllj4J6rtQS39r0UO0AyhtsmN3alSnKf18YvzbBysPhJD370pQvcEoYHS7SorQ66oAK0W0yWXhHRIu9sWTCYEgwHVbvckV2Vn91lLKL7cFSMrpqeTm65h2RkJPq5NkHC5oUZOIgVQbTYUqxUxQMOB3rZVlwu1w1PRp5EkrFVOhuXrgvInj9Tz1pcdyLJn8SCcbik316M/QOWCaOdlEMERdbJXXl4e27Zt46GHHqKkpITTTjuNRx99lO3btzMkQKmOUwkNveKFFFVhR+1BXtv0ObLin+zVm1/ZUsvrW76gznzkidLtdrN//3727dvH/v37cXfVF9y234FOq7LTso7aDv/t9N62wROwPmG4ng6r4pf4FYgfbpzZXfUE62w2lu9dR2lVGU75SP3DYNpdspv1h8t4r2yVjyt268oVi5YDVU427vaEN7yx/Us2Ve/B3W3Og2lxKy4qzXvZ3+ZfbQKgps6zshKuhmww3d2dWABJFEhOMrJkyRLGjh3LkiVLjnQBC4EdO3YEPO50qazfaSMlXoyID9DWIfOnZ5uo6laOKxQ/Ui195a/e6nkg2n0wfEm3gdYSjP919Qd8dvhNLK4j5ezsdjsrPvqIj95/v0fynqoqWF37aLR9iKr6h6UcD3N+KmlRZZkd27YNuBbV7UZt95QD7L4iq9MJ/PCcREZ07ezs2LGDn12SzH0/O9LSVUhKAlEEWfY5WNHqiIbv2rwZgKaCAr/GDaFsC4KAmJUFgFxf3y9agvFVp/PIfGZk8O7XHb4qNTt27GBorufBoLxeRehaTAi2Ktvbtq/MmU7HR5tkbnusMSR/7MgKOm0qOw72+vyvWMGHH37ol7wrZWWBIKB2dqJ09CyBGe28DCI4ol6RBYiLi+P666/vby0nFbbXHODTPetJNMQxJCWLVQf9b6DmDjMH7D0/ODpJy2ubP0cnafjRtHOoPVxNVXU1KSkpNFZVAWBMzWZ/lRtX/H5ydTr2t9Swv6Wmh50Os5lyObBDkJALa3oVngjF7w0vV1YBJMxuF/kaPQdbalh3eAfjs4ZxZvFpVFRU+GmvEjrYXLOHjLgUchPT+WxXGfWHM8kuqEerc3XNSwcHnZHFunq5rU3JmFsTseh2k2JIYEfdQb46uJkZQ8Yxu2hcQC1Kmo1GWw0JumQStElUmPf42W92K4CJZudBzObQMbJmOnCbLT2OfVV10I/37of5ZKQ7KMjfjL0qMqe9iqqA3IPl8dgcw5Ay1vNVlT0sH8DtFti4bzT1r9bw3WWVYfmRaukrf95iaJPz2X/AyFdV7x9TLcH4iqrQZK3l8e13UZgwku+OuIGVX35J/vr15AE7VZW1djvTzxtDu6MUSUxAJ2Zhdm7ys52QUUe7I7J49Wi4A80/0bSoTify4UPINbXk63S02zUQYc5CLFpUqwXnrHjQaECzCzydXdEZYdkiz//bHR6+1rgFV9fPXjgXpHlWFe3rEfXJUeuIlK86HDizGiArHnehIepxuqfpkXPjcev2oHEErxrTV+1qZ6dnPrVanEoZ//xfBj+5uIP0DDsJGXWg3UxaUhplhw4xbm4iaquCrG5Fcvg72L1tK+5mXLPiEeLjObCtgdxMscfve/OH5Sskxrn5YstW8vOdpBnPYuXKlZSWllJcXMy6deuAI8m7glaLmJ6O0tjoSfgKkUQ3iNgRkyMLnuoFhw4dwunsWb/zggsu6LOokwHJxniSjAk4ZSd6jY6M+GQ/juRUSO12XFYUzHYLoJIRn4JO0mI2mxEFAUkUEUURs9lMTWc2ouTGaahCEnJIMyb4hS6Idpk0U88sye7o6JCQJBWTSYmIH8z2frcVi6KiSHpkVcag1ZNu8owpkPb03GSMWgOyKhOnM+B0JeN2aclMjEej8awSi06FtADzFVBLF1dyaWlrlEjWp2Bxd+BWZOJ0RtLiEoNqycpOodWhRVUVdJIeneRfH1BwOxAElSRTXNjvPjsu4rQ9b1QZJv/WhBZzApISR0l+Chmm3IjG2YYlIPebQ3EkJsiMK0rtoS8Y34sLzrbzn7eSsbSoFOW7w/Ij0RIrX1Whpl4iL1vmsnNVKiu3kWEadky0hOPb3FbqrIfQinqyjJ6twfjdu/HuRY0XBJStW3GluBAnG1FFN6KoRyv619p0OZrRSv7XRyBEzFVVnOtKSW5uQpM1EkEfWc3LAdFyFPihuKrFimv3btwV5aAoiIAeJ2KdDSnSrfcYtMjtVsRmN2JKQo/3flsmkJ6sUpR7hO9ypvKXF0WWnakwfoTnuOIyITd3ILULaLpCEwZiDl3lZR6dGRnYlYSoxylo0lGbDyFqbWhHBH9vX7W72zo8OtOTqW5MRVEEhuWb0EomH3fyaAG91oBWScLd3ITULKPN9f+b/rabkZvdSIY4qhv0jB+h9vh9b74k2pk8poOWNiNayZOgV1VVhSRJaLVaNBoNVV0LJb735Ob6HFntyJERz8MgIkfUjuzBgwe56KKL2L59O4Ig+FrUeWN5ZHlg6qX2FT/MzmPMqIHN2itt62SGr/nBWJh5Jlur9/Pk6rd5ZPGl6DQ9y22Ulpb2aCyxrmIHH9kb+N+SX5IW53EUVxyuZd2eAwwzxHOgup6ZM4cyYepp1Da5KRgykX+tf4uLRoxhQvawkLa7Q1FUrvlzHRnJEg/dlBmW7zfObtxfb9nAG4crMKgu7p9yOmcPm+q7FlaUH/bTvmT+EtR55/PFgY18dXAzBcIiPmmy8OwZsyPSHkzL4XoXV66o5efnTuG/B57hpjlLmDt0oo8XUMtpS1BVhT2tW2my1zI31z9ZsdRRypSLpkfURKC0tJQZk8LrLkxvoqFVJpuhlKSeFtE4O3AH5D5cUcuccTrGpg2NiO/FqDNVVq+r47PPs/nbLZlh+dHYjpa/druN+x9v5Knbs5k+RIda4zpmWsLxN9R/SUnaVC5Nm44oSMh1dYzt2jLcm5yMrrWVIkGAlWUYvxIQZo3GPa2ZxKTJCL0eNu3mRkya4oh0RMqV6+pwfbGPOECQyzBdfHG/2o+WO9D8QFyltRX7N9/g3roVQVHQAlJBAWJCAq6dOxEsezFec3pElWRi0eKorkXZa0c7Lq3He59+s4aZ442+WHa7uZHUuKHsPFDF5BGpzBjjeegWbLtw7q1ElwmGEcVR64iEr6oq8lcfoG21Yyw5DbvZHvU43SYt6t41CLXNmM4I/t6+ardXVqDutaONz6SmPhNoYfSQIkwa0cf93ZUermNdPfa9O9FIDkyT/f9mb9u2yr2oe+1IKZnUNAosnZ+KSZMQlN/h3M6t3zcRrxvm+zzn5+dTVVWFy+UKmLwrZWfj2ro1aIevQfQdUTuyN998M0OHDuWzzz6juLiY9evX09zczC9/+Uv++te/DoTGEwaByltMzBvOv77364j4M4vGMbNoXI9j3kSg2tpaZs6cybx58zGZNOSmawADd50RuEdxqFIboihw9flJ3P10E1v22pk00hBVaY7u3InJqbxxuIKEpHwWDp8WUrv3Z0EQOGv4VM4aPpXfP9FIUU5PBz8WLbkZGnRagYM1Tv5y3s/9eMG1iIxOnQxMDmo/0k5YkepOT5Yoq3DGPOfd8eitWdgc/iEP4WxLosB1FyZz19ONHK5394uWWPiqqvLSR+2MG6b3NXP4YlchB1rbuWJJ+B2C/tQSCX9a1hm+/6tuN9Z33kFUVVpSUtgRH0/OqFGMGDkStbQU9969qGt2Ia0BW0k7+nnzPDFzMWiJlOvcutX3f9eOHbhGj0Y7NnxnwWN1/vtTi9zcjOObb3Bt2+ZZ5gekoiIM8+cjFRaiWiy4du9Grq5GrqxEU1Q0IFrkADVkbQ6FmiY3xbnaHnxRFBiaq+1RucCX8NWt/Wt/z6F86JAnW1+nQztmDGOiaMrite1tiqB2dKDabAjGwCWr+qpd7lZD9mC1i5x0ja8Odneuza5AiqeaQLAY2d62vRULzKZ0MlI0Yb+LEnTjAc99q9OmEG8Ug363eBGsVe3JXA7raCPqZK+1a9dyzz33kJGRgdi1TTt37lzuv/9+/t//+38DofGEQTRJSpHyDQYDS5Ys4fTTT2fclLO47v4WymvCt2MNZ/v0SUZGFuh49r02VFWNKcEKYFKyZ9tla1sLSq+SxN21B0tqqqx1+d08YtEiiQI/uziZ8cMCb6VGoiUQHvlvM8+82xaVlnBIS5JoapOpr49tzrsjzigGrNgQiZYZ4wz8555cCrK1MZ//vvK/3WVnd4WTH56T6Fsha261s74ssi/WgfjMRcp3fPUVSn09gslE4TXXcPq8eSxZsgRTcTFxl19O/PXXoxk9GvBkh3c+8QSW117zfaH195yrioKrK4HEleFJILJ9+CFKZ/hubsfq/PeHFrmxEetbb9H52GO4tm4FVUUzbBhxV19N/JVXoikq8iQnxcdjK/asrjlWrx4QLdCt9Fa3igUVtS5UFV/Fgu784lxdz8oF3hJc3Qr79/ccOrdsAUA7diyCThfTOAW93pOcRugOX33V7i29JWZkkJeh4expJj/uoXoX5/+yir1Wjx6luZlAJfL9bHc5shl5Sbx8Ty6TRhpC8r2466kmHnzB4yyH+27xVnRQzWYUy5EcimjnZRDBEbUjK8sy8fGe2JD09HRqajxJRoWFhezZ458scyqhKIIn/Fj5RUVFvLS8Hacb8jLCdwQJZ1sQBK65IImdB52s22GPWosXoxKT0IsiZpeLckvgL8xQtu/5STpLF/SMK41VywXzEsL2wY72HNW0GmjrjCxcJlLb08ca+e0PUykoLIxYRyDbD77YzIvL22PWIggCGckaHE6FpNTIK47013Wuqir/+cjMqEIdU7u1AJ46Npk9lU5kOXyvloH8zIXiu6uqfM6Q8fzzEePi/LhSTg5xl15K/A03+FZF3bt30/nUU1heeYWCrvtof+l2HzyI2tmJYDSSdNVViNnZqDYbtg8+CPilHq19AMViId9qRVUibw4yUOdIbm4me9MmOv/1L1zbt3sc2JEjibv2WuJ+8AM0BQV+70lduBAEAff+/WGz7aPV7uUG6upVXu1CEKCw20O7l1+cp+VQvQuXuytHoFsJrlh0hOOrTieunZ4qLbpJk6K2350rRVC5oC/aVUXxzaeUns4F8xK4+jvJftzcdA2SCAfb9CBJnqoP7f73xh62VdU3x2pSsh83lPbRhTo27rHjdKlhuYJef6R9brdV2WjnZRDBEXVowbhx49i2bRvFxcXMmDGDhx56CJ1Ox1NPPUVxceRxMEcbL9VVkylG35kpGtTV1ZEdop5eX/gHKupZ3Wpg2gID/zrYFpXtW0YF3lqcOsbAzZelMLZYx86dO5g4cWJAXm/s3LnTx9WKIuOSUtjY2syW1maGxftnZXbn98bQXP8mA6H4obj1LW7WbbfxndPje5TzitU2QH2zgxlBurzEantIlpYhWVq2bt0a0zjBU3brq81WfrA4cF3YaMb5y0cbMGk6eOgXI2LSEitfVjy1jaeMNvSIV9SrVThciRyscflKFQ20lmj4qsuF7Z13QFXRjh+PtmuLMJhtKSsL0yWXIM+f79n63rED97592KuqSP3Vr0L2tI9Gt6urtJR23DjK9u1j3NKldD71FO49e3Bt3epzWmK1r3R0YHn+eZTWVkSXC91pkcUaD8Q5kmtrsbz0EqrNU7JNM3o0hnnzfNu4wbCrpoYRJSW4du7EsXo1pmXL+k37zp07mTBmDGrXCrjUbUVWpxWYPd6IQSf24E+cOJHpY40kxoneaAifI6vabKh2O4LB0K9z6Nq5E1wuxLQ0pK6SmbHec6XMTNx796KEcGT7ol1paQFFAa0WuyGB2ionhTlaNF01XL1cjSRQmKOlvNaNmJrqSa5qbkZMTg5qW+3sBLcbBIG/va9gcTRy7w0ZQfndMWOckWfea2fbfjtTxxjDjlPKyUFpbvYkfA0fHtO8DCI4ol6R/f3vf4/S9TR+7733UllZyemnn87y5cv5xz/+0e8CTyR4a5MOBH9/jYRRLzAyzBd7NLYFQeDCeQkkxklYbZHHSNl7xVNNSvHcsLe0BS7f1Zvvxabddh59rcWvpm0wfjjblbUuHn2tlfqW4Cuo0dhWFJUOq0BqUmTtCCO17XSpvPVlB4frg5esCWd7xwEHdocatJViNOMcW6xnb7Um7KpdLLZD8TWSwE8vTvF7UMiItyCJUFbuCPi+gdDSGw6nwv/9r4VNe9UezToA7J9/jtLcjJCQgPGccyK2LWVkYFq2jPgbb0QwmdDYbLh37+4X3arDgWvXLgC0Eydit9uRsrLQn+GJ6bWtWIESYIUqUvuKzYblP//xrWC5ysoi0h2J7Wj57poaOl980bPanJhI/A03EHfppWGdWK9t/WxPYqlrx44ecaixaOnN9a4eCiZTj5jRs6fH8adeTpLXdk66hjOmxqHTepwzQadDiIsDjoQX9Occ+sIKJk70PUDGes/11ZINsU3eF+2+sIL0dHZVuLjuvjpqm9wBud5YY+/qp/e9QW13XctCUhKV9TJJcf7uUDDtxXla0pMlSnfaw3IhcJxstPMyiOCI2pFdvHgxy7qeYouLiykrK6OpqYmGhgbOPAa9hI8HeIvtt7e39yi2DyCrFhzyoYAF0SOFLKt02ETGD9P7dRPpD3yzxco/30/vsU0SDSZ0xcnubG8Nw+yJTXvsrNlqQwqyehotfIWxI4ghjgRmi4KiChH31Y4UggD/93orlQ2RPZQEQulOG2lJki9Bqi+YPMqA2SpR3Rjdg1hfsKvcwSsft/u2U7tDq4F7f5rB3In+nXmOFr7dbeetlZ289GUq191Xh7srzMFdUYGztBQA4wUXBE1wAU9DhA7nKlxKzy95V1wch7tWiup6FVCPFa5du8Dt9qyy5R4pF6afPdtTasrhwPbeexE/rHSH6nRifeUVlIYG33jdFRWox+CL2F1VheXFF8FuR8rP5/C0aT0S6CKBlJuLNHQoqCqOtWv7VZ8cID5WVVUaWtwh5/7zDRZWbbH6fva+X26N7p4aiT750CEQBHT9sBroTfiSGxpiurbCoWeilxO9ViA3I/BGcnGejkN1LsTULkc2RKta6BaDnJzCoTpXj7CPcBAEgRljDb7GDOEQLOFrEP2DmOvIdkdqtw/tqYhAxfaHFmfhVGoAAUlIRFbboNfnXG904FYiaEIgwLyJrSQng1uxhKX3tm137w/JzcmEhnYt//20nEsXhXe4E1Lbe9gcHuf5QtttbsPi2ofUq6xNb74XB6s1FGT76wvGD6clPh7ijVr2VdUxpSTwOKKxjQTXnt/AsCFO7BH4eNHYTk7Q0u6QYxonQOlODaeNUXHIB/qsZWQRiIKWDbsOk54a/fmPhf/cBxqa2mDpGY3Ibn9+8dBqgLDz3h9aAmF9mUR2msgVZ1didefjVg9g7XTz9gcVnDk6laThuchFIHezFci2KMTT6doAyMRpTkMn5bFy5Up21tTwYyCxo4P1y5czL8wWdzg4vWEFEyb0CNMQRBHj0qV0PvEE7oMHcX77Lfpp04KZ8YPqdmP93/+Qq6oQDAbirrqK5hdfRG+x4Nq/H924ceGN9BPchw5hefllcDqRCgqIu+IKlK7VxWihnzMHa3k5zs2b0c+fH7CdaSwIFB/bYla47Pc1/Okn6cwJ8nD2+QYLigpzu1qHiykpyIcP90j46g+4uuZLU1yMGGW77kAQ09I8nci6um8Jvbby+4ruK7IHKzyJwcEWPi48PZ5lCxJgh+c9YR3ZroeEFmMmdqdKQXZ0iwI3fjcFvTayRRivI6u2tYWs8HCscf/99/PWW2+xe/dujEYjs2fP5sEHH2TUqFHHWlpIRL0iOwh/eIvtq6rqK7avogBep0BFRfZ76fWagMcDvQwGDYIYGbe3bQVnyFduppOF0zv436cSTe2usPzERGOPn4fECRglAZuscNDSGZbvfVXWw5Acd8T8cFpUwUlBjkJFrRqx9lAvnc7JvNNkkpOi1xLutWCqiy83p7Kr0n/8kdi++wYb31tk7xctBoOTYfkO6lqUfh9nIP7uSjcbd4l8b5ETxMD86kYX/3hVoM0ysFqCvYYPcXHBAieTRgucP98zz2WrK3hl9yh+suo8nt8/nroWV1jbnvuAgKq6UVRPKElVVRU2SaK2y3lKOBD4YaQ7MjIygv5OaW9HLi8HQDdhgh9fSkvDcPbZANg//dS3ahjOvqoo2N5+G/eBA6DVYvr+95EyM1G6klTcESb3htIeCKlpGVTW9gy7cVdUYPnPfzxObFERcd//PoJeH7VtL19TXIyYnQ0uF8716/tFe0ZGRsCKBd7SWkW5Wj++F0NzdZR3r1zQK+Er1nF2h6oovvJs2l7x0tGO0wtBkhC7fg6W8NUX7Uqjp/Old0W2e9WH3lyjQUSnFY4kVgVwZHvY7gorqcZTsqswgCMbSrtBJyIIgm9XKRRXMBh851SuqwvLP1b46quvuPHGG1m3bh2ffvopbrebRYsWYbFEtoB2rNAvK7KnOhITEzGbzVgtFhRFITExEY2YhCQkoqgduNRm9EKhX0F0WWNHK0ZWBioabm/+UwfCb/k4Suw0mzv4xRca5kwIvTpht5swtPW0maQ1YJNtPLbPxuhEXVi+W1YpS64hOcXIUwfC8yPVYi9p5aCs8tSBwHMVje2mNjdVDTomjlAiK54ewHawRLufXqRStr+GR/6TyHN35oQNr3Dq2zBpkn0/F2WG1tKbHw73Xd9KWpp/96n+sN2b/8anjeRnulg0bUTAcTv1bQiuOFasqWX+5NyQyXZ91RIM35nj+betLQOTJhnXvn2MWVfKU6lb+WTEZXywQccH3yh8f0kiV52fHNC2qip0uL7CpBmPTsz3XUPeAuqbtFrygEK7HcVmQwyxShNq18u5fTsAUmGhL7mlN183fbqnhmpFBbZ33iHuqqt6JJn15quqiu3DDz2xsKKI6dJL0XQVejeUlMDOnbj27UOVZQQpdOhNpDt2q7ZY2bTHTl5aPI+/U8uyBQlceV4S+toKLP/9L7jdaIqLMV12GYJWG5Xt3loEQUA/Zw62N9/EuX49+tmzEXT+oT7R2E9NTQ24Inuw2oVBL5CTpvHje1Gcp6WxTabDqpBgEo+U4OpyZGMdZ3e4y8tRzWYwGNB2lYULxY/UtpSZiVJfj9zQgDbAyl2s2lVV9YUWCOnpuNwyw/J1Able/PGZJkryTSwC1PZ2VJfLd6305nsfOqaMNvL86Tlkpfpfx+G0P/LfFuqa3Tzw88ywXDEnB6W1FbmmBs3QocflTvaKFSt6/Pz888+TmZnJxo0bmTdv3jFSFR6Djmw/wFtGw2KxkJmZ6ftZEDxhBRKBt3ACJWQpqoLV5SBeZwzLDYXefFVV6XTaSNAHdlJFQWbSCD2H6t0oioooCiiqgltx+bVuDaQlTaenzm6jzemfoBOIr6owZaQ+4M0jmrH25o4LUkc2Ftu1zTJl5TKTRka2fRSNba1G4KZlIoa4tIhihLvHUf7jtRbyM7UsOyN43+5o4y5dLgeqquKWPdpsbiuSIAVs2xvMdpOljSRDPFpJE5RfWetizTYbt/0oNei47XY7uVlJJMWL7CoPXTUikJbajmZyEtICsAPzPbF9TgTBM9a9h5zYnQoThhs8CTw2G7b33gMgc84krltcyA++q7B8TSfZ6Z6xVtS62LDdQm6WDo1GQKsRSE+WKMg6A6dLpaLehVYjoJEEJkw5HZtTxNxSi6WxgTirFdfmzb4kpEh1e7V7qxV4V2MD8QVBwHbGd9j+zPtU7E7g0F/2Um5P5PuLE1k0M56WdhvJ3baFHZ9/jmvTJhAETBdfjHbYkc6B9uRkTHFxqBYL7oqKHr+LRntvfPGtldpmN8vmqjiVZF5a3s4XpWau0q1lrtaNdsRwTJdeiqA5cn31JZFIW1KC44svUFpbcW7Zgn769Ji1e7mmLudI6uHIOhmao/WrpNLdtnel8WC1k4kjDH4rsv2R7OUNK9CNG9djDqO135srZWbiApQgCV+xalc7OsDpBEFASkvjuTslvzjc3rbbO2V2HBJZZDCA3Y7S0tIjhjpQspcuPSVofGw47flZGj5a24nNoQS5t9gRBM+iipSdjbuszLcieyIke7V3JYgej053d0QUWjBlyhRau076Pffcg9VqDfOOUwsajYbhw4czdOhQhg8fjkYT+vnAmxx24MABX3KYoirsqDvIcxs+ZGddud97lCjqNgbiuxQ3b+5Yybtl39BkOZK93F2L5DrMGVN0IKhUdVayru5rmuz+N6dAWpK6VjPMbv9M/EB8rUZg/HADiXH+jmw0Y+3NVVWVTqsSNHEtGts2h4IhinysaM9RcrzCsHwdTpfK2u22kFxv62enS2XFOgv2AN28AvEjhdPl5rI7avhglad00KGOcv6x9c98Vf0JTtnzcGK321mxYgWffPIJK7olKVWZG/jlR/9k6Su302hpC6mlIFvDX/9fJmdNiwupXRAExhTpKCsPnUwRaJy/+/QJLnrldkqrdvqOBdKuqiqK2oCsrkdRj/RHf/1zM4+/0eazb//oI9TOTsS0NAxdCa1Gg8jFZyb6di8+WdfJ4+/I3PlkE7c/1sivHm3gtU/MANQ0ubnm3jp+dHctV9xZww/ubuY/a0rIHXEW6WedBYBjw4aQtVmDnU+lrs6z/arRoC0p8RxTVMpr3B5Nb7bS3lUH+bGPZe5tOoO3LBNoqu1gSqFKXqaWxlY3v/ini5UbPduHjtWre9TI9dr1aemq1wpEVHUhkmtRllW+3WVjxlgDAgqXL0rk6R/YGCkf4uHW09mSMcPPiY3UdjC+IIroZs0CwLF2bcD5j8a+bLWidn03dg8tqG+R/bbEe9sekqVl4XQTRr3nK9lXgqu9HdXt7tM4AVS7HVfXueodVhCIH41tMUwt2Vi1y11hBWJqKmrXbmbvnbHetovzdJTXuHwPEr3jZL181elE7douf2yllo/WBK6BHk77jLFGXG7YvMfuP+eqgqzuQFa2oqodviRMd01NwPvoQKKzsxOz2ex7ORzhK8Koqsqtt97K3LlzGXcUY+FjgaBGkGpoNBrZt28f+fn5SJJEbW0tmZlh9jaPE+zatYuSkhJu/+JTMnPDl2fpC6qqqvz6LAfC/v37fclhrS0t5Ofn83HDVjqcVpIM8UhigFVKlwuNNvBTYyAE5KsqNrcTi8PKGcNOY1bhuIBa9rmaUJBJTnYi4r9q5nK50Wp7fqE0u/QcsCcRLzkpMbWF5ds641EBU7z/DSQQPxh6c2W3xIFtE8geWkFiin/GbzS2a8uLcLkkCkaGj2EMZntGUmNQvtVqw2QyUrlrFNtXzWb6kk/IHFIdkttUncO65ecwb9k7JKYFTwTx8iOF1Wpjy+cXozPYmbrwC8CzO9DmaEFWFf408x989slnlJaWUlxczIEDB5g5cybuoQn84I17SDclkWFKDhiCYbVaMZlMoEgghv9S8/KlujloGmbiGP83AlyGPW33QqfTyuH2Ri4qmcdzF/2OFStW+Gk/e1ESYAEMgOczpyhw2R3ZLJ5p5ZoLzTjMZrR2GyB4nIsgn0FVheYWOxqdCbcMLreAQaeSkqhgdwocqNLidoNLFnC7BTJS3OSmmjEajZ6EFlVBSEpG0AfeUbBZrRgDjNPTHtQKegNiV5elp95K5I0vPKv12Wlu7r6+meI8N1X1GiRJIVNqQXA5QKNFTElBReCepxPZsi+Of91yiCyt57oS4uMRTP4PHDarFYMkoba3gSghpqcR9ASF0N4dOw/o+MXfM3j0lw0UZbV32W8HVHbUpjBunBZREvhqk5EZ4+wYdJ47tfAAALTpSURBVGrEtkNqUdUj85+YhNCrK1M09u0dHehsVhBFxPQj8Y+qCi436HpdOqFtqygNjYCKmJqGzens0zhVm9WzwilpENNS6X2+ohmnH1eWUZqbAMETLyvEbrs7X7VaUTs7QKfnxVVD2LjLwD9/3RiQ68WKtSb+/koyb9+1G4NiQ4iL95Uy68F3u1FamlER+d5fJ7DszE6+v6Qj/Fh7QVXh6j9mMWW0nesuqA3AVQE34ABXHpYHXgfgX0B+t3vRkiVLIp6faOD1f3rjrrvu4u677w753htvvJEPP/yQVatWReTXHEtE9I0+adIkrr76aubOnYuqqvz1r3/1dffqjT/84Q/9KvBkhDc5TOpq8Ws2m7lq6rmUHipjX3MV84omMiqjZ1eaquoq8vMiv5i6828eWYLD7eSXH/6TrTWV/Gre5VxQcjqSJPHMN2vJbmhheGIq+xtbyZb06K3ncKC2kxkXv84Fw5cxPKlnPNX60vVMn9FzG25rawvLVn9JvDaJ/86/PCz/zieacLlVHvi5f8B7IH4wBOJe+nkNi4eP4cfzk/pk+9ZNDQhyG3+bvyhmLWH5k6ajTFC5o6WJ3d+cw823ZZKV6v+x9HKfONBGWpKVO8+8MWTcrpcfjZa8ySN452sL/2/CHGqth3nn4H8ZmzaZM/PPQSNqqKqqQpIktFotGo3n52sWX8Obl/+Zv3zzClnxqTx8zk2kGHuGPJSWljJjxgzue74ZURS47crQ21Re/oEqJ5v3OLhg3r98NTaDcbvjoW9e5u1dX/PXJTfy/QmecxdIu8iZqBxGpR6BQkQhh4paJ20d9UwbU4xgdWP/1z9xu1zoT5+L9ozTg4sWoPJgKdMDbE/H6WFCgN33z1ZuYMb009Bu+wLnmjWe+M8f/CCg+bKdpUyf3nOcqqrQ+fTfUS0WTJdfhpQ8EllR+Wx9DdNHdnDH9SOJN4rAUAAKu3qvKJ0dWJ55HNVuRz9/Hvr5Czhr7Hr2l8dx/1+N3JuyDdPcWei7VosDaZk2ZQodz/0VXC7irrsWKSc3IDeY9t74dlc7iXGdjCmawt4P3idv2zZQFLQlJUxaNgdBlGhsdfOXl+pISRC58ZIUZk8wULZzfVjbIbUI4N7zNY4vVyJmZRF3/fU9PleRaPfi8BfvkLttG1JhIXFXfqfH39AE2NnpbbutQ6a60c3YYs/DjO2dJ1Hq6zFdcTllLS19Gqflv88iV1djWHg2UvqssPxobKuSiuXfD4HDQdwNP0HKzArJj9S+/avlOL/din7ObCqqM0k0gSQMC8j1YnieE1Wtp2J1IoXb1qGdOBHjhWf58d0Hd2N77Qs6MorosIoUZQ9FEvwd1rDaBZgxtpXNe+2U7TT3nBdVQWUfKq0IjEDQZiEkJqKazWSJYo970UBj/fr1PSoP6IM8MHtx00038d577/H1118f904sROjI/vvf/+auu+7igw8+QBAEPvroo4Db54IgDDqyEcCbHCYrii85LE5n5MzhpzGjYCxttg4/J0VAiCjhKBBfFEU0koaLx5/B/134S8RuSR7exBOXy4Xb7SY/P5+FEzO55s8y6Y3XET/GidgrSU0QBL9jOUbPU2+Tw+6nNRC/ss7NnAlGv+PB+EHHGYBbnKejosbdZ9vjhhmwm/3HH42WSPiiBL+7Kp2fPFDHvc+28MitWWg1QkDuhjI700uMAVft+6pl8igjL33UQWWtTGKakctG/pgM45EvpUDXiiAInFU8lTOHnsbawzvQiBq/vysKIjWNMis32rjpeylhdYmCiCiIjBhiYMSQ0AmOXm53zMgv4RezL0XfzXsIpF0UdcAwVLUA6EQQBDbudqDXCowt1mN/+z00LhdiVhb6+Qsi+PxF/hm1OxX+8mYWN2Bl6bRpONeuxX3wIEpTE1LAbGZ/2+79B1EtFk9zhWHDPRnULpXz5saTqq0nwRT4GpESEjGcdx62N9/E8c0qtCNHkWZu4mbdZn7fsYQ3E5dw7VnTQoxFQNTq0Awbhnv3btx79qLJzevTvJw1LY5RBTqUXWXkbt3q65pmXLrUl5SWmarl2d9n88//tfKHp5qYOc7A6SM1Ud0XA2nRTZuOY9VqT8LSwYO+zkuRavfZ6dqqFlNTfe/5apOVlz5q57FfZ6HX9b7ue9r+uNTKi8vb+eBv+YiiZwdAqa9HaWmNSkdv23JjI3J1NQgC2gkT/ezsPeTE4RKjsO9/f5eyspAPHUKpb0CT1btbZWzavYleYkYmB79yMX+yKYCdnraL83T86YZ0CtwdsM0TWtDzPR6+0toGQLXWo7UwRxdEY3jtV30nmRt0Aps2Hu7FFYF0REb5jks5ObjNZtJkGXO3e9FAIz4+nsQIyq2pqspNN93E22+/zcqVKxk6dOiAa+sPROTIjho1ildffRXwOEWff/75CRNacDQRcFvVbaG6s5JhSaN9X7jeZDCHw0F+fn6PnstxOgNxOv8v7+huBP58raThrOFT/XgLFiwAPKvEM2fOZMGCBRgMWi44PZ43PrVw4Vz/lZZAWuK7ttTdqopDUTB0y2Tuzbc7FWqb3BQFCbCPymEPwC3K0bJqa+CY02hsX3thMuvX741Zi6IqrKh8h+lZc0k3Hvm82O12Vq5cidlsprW1lQULFpAUb+Cua9K45eF6Vq/bxYK5JQFt335VetDVyVBaIuGXDNWj1cDOgw4uyPcvMh/oWun+/tkF44PafnmFmZREiXNmB97JCaZ9xwEHZovM7CCVNAKN84xi/9apobVrAU9MYoJJZMnsOMT9u3Hv3o0qCJguuihsZn4wLcFg0IkUZztZvc3KsjOy0IwciXvPHpzr12M877yIbLu8pZTGj/fpMxpErrkgmfXrQ4dwaMeOxb1rF66yMqxvvEG+2YyokfnpyErGXzQj5Fi8v9OOHo17925ce/Zg6OogFoofCkU5WvId1VhefAtBVT0raRdc4Ne+Ny9Dy/0/y2DVVhuPvd6K6oznnLPDmg+pRTQa0Z12Gs5163CsXt3DkY3mnOq64mO7J3rtO+zEbFECOLH+toflabE7VOpaZHLTNT0SvoQok2262/Z28tKMHInYaye1uV3mZw/WMTQ7hdmzVF/r10hteyFlZnoc2QAJX7F+d3lLb9ni06hrlinO81/W9nso0QrMmWBCrk+nE/8YWZ/trpyfajEeSVTJTZOBI99Hge7RBkPgh+oEk/fc+i8+CF2lvbyQcnJw79nD2IwMNun1fveiY40bb7yRV155hXfffZeEhATquhLTkpKSMB6ntW8hwhjZExlHM0a2OzqcZva17cLmtpAdl0ey/thl/f2oMPqHjk4r3PnXOOZMc3HJOeG7l6iqypJVZajAqzNGkto7IKwbDlWL/PkxE7+9wUpxQewdz4Jh7SYNbyzX88BtFiIMh/WDLENji0BaihrWhqqCc+NGlKYmdFMm+7rdAFR2HGRzYynJulTOLVpGXnyhL15TkiTcbjczZ85k8axMaP2Wmo4McguHgSZ4RYKBRLMZUhP8wtz6hNpm+NGDIjecr3LxvOhuN397XWD3IYGnf9n/10ko2L/4ArmqGu24ceimTB6Qv/HeGoF/viPw1t0KpvZa7J9+BhoNcZdcDAFKQfWA04nl9TdAljGedy5iWhqqCm+vEjh9vEpGcvi/r9od2N5/D7WrPbWUk4PhzDNAknC5wemGuBAL4qrdgfX110FVPc5+QviHlEAo3QV7qwQuUT9FqatFU1SEfu5cCFPNw+YAvdZTj19V+3bNqhYL1rffAUXBcO45SOnpYd/jp2f5cpSmZgwLFiAVDAHgjmdFZAUeuC789dvUDpf+SeKPV8nMHQeuPXtxlpYi5ed7zkssUFSsb76JarNhWDAfqaBnyNpb3wg88b5n4i4+XeUn34nNHXDt2YOzdD1Sfp4vIbJPcDixvPYaAOWzLufmJ/U8davMsOARLD6U7oKD1SoX1PwHANP3vodg6LmVbv/8C+TqampHzWOPXc95ozeBqQgyFiGI2oD36FBxrP/+oI2t+xw8fEtmSMfdtXcv1v/+FzEjg4Sf/Sz8YPoIr/9TVlbGmDFjwvKDaX/++ee56qqr+lld/yGmr/kDBw7wyCOPsGvXLk928Zgx3HzzzQwLU4alN77++mv+8pe/sHHjRmpra3n77bdZunSp7/eqqvLHP/6Rp556itbWVmbMmMFjjz3G2LGBa3MeazQ1NZHedQNsc7bQ5mzBpInHITtotPlndNptdgzGyGrDRsPtzS9rqQvLb21tJSWlZx3R85fFk55upaxFCcv1QAQE9rbuIlEbnF/XFk9OXhHt2l2UtfivHAW3H5nuhAL48U9hnzkyfiA01Mfx35cmsujctYwpCX1zd1dWojR2zfGmw0g5OUh5eSCKuBUXesnIoc6DHGzfR158oS9es7CwkMrKSk+MVGcryJ3kpiaBvY6PNtsYk2+nKNPp0/3mtyMozHSycGKAgcU4zt78NAkIU5QkWtvbd0BOylDOG18BlvBflN3tj8lKYsX6LGwtBzDq/d8b6zgDob5Ng90lUpBsQxDq0OSLWJMs6CyRdQ6LVktJaieKchqlW+s5e3wn2hFxqDYb8qH1SDk9t2d725YbGtHkqAiGOER9C1ha2V+r57F3iyhMOoymszqsFgEwzCrCtW8fit6AYdwQsJejqvD7l/Ix6hXu+l6Nn4Po1SIAutGJKB0dKPVbkMTeW8qRzcsnpTnUNkt8b3I9Yr6IbYiE3hY+wdIItDa2cqA5j/98ncZ936/CFOAaiUSLAOgnpCM3NaEc3oBkHBGRdh9UFdHUjpgvIhpbweLJCj9YU8wZ48xgaQqrJU2CBONwyitbmTu0GSm+A02+iGBspbVqQ0zXudLaipTmQNDokFIc0OtabmpKZ/YoHdOG1jJxuAYs/lVnwukGkJKsHq26Zr+/EctnNEmj6bKnY0xWBc/9XEdevNOTmxnG9r7yVN5Ym8qyRQZwOVHbyhASEnrwRWMrQr5I8ZBmhsdrwSaA5QCkmEGXFvgeHQIlQ/W8uNzMG1908N2zgm/hezt8KU1N7N25k5HHmS9zoq5rRu3Ifvzxx1xwwQVMmjSJOXPmoKoqa9asYezYsbz//vssXLgwYlsWi4WJEydy9dVXc/HFF/v9/qGHHuLhhx/m3//+NyNHjuTee+9l4cKF7Nmzh4SEY7NiFQrd6zAOiS8iL24I1Z2HqbVWMTVztl8snzvBHbZUVyzc3vzy8Pcm3AY3ba5e9jOgCrB1KBj0R2KFAnFVVUVlFwBV8hiM3S6tn44b3jO4vBh+MgcgcEkPh8MRNhg9Fm40/Mc3t5IUb+HnZ1xIfIhlKfvXX+P4eg+QjFhUhFJRAXusiJntGJZeyNONL3FaxkymZ5+OVvR49954zaqqqiOxpnlLUF3t0LIWp6rnjfUFKOtU/vXbbEwGEa3JztuPN/KDJYkIGf5JbL0Rl+gImgEfil/X7Ob2fzXy2x+mMroo8Pujtb3gTAdnL9YhicPDk3vZL5ngRHmvjr3WuUzK9z8PsY4zED5Y08ZHazp5+QdtOL4tRUxLw3j2d/0y2WOxHQgFiQ4mjWijjRKEzERITMGxajmu8jbif/6DHqsjvW3bP/w3cqWM/qwZCJlzAVi1ro0EUyeTps1Gdjsj0iJlgJBvxSmKvnEKwPlnWrn76SaW753F+XN7rrR216Lq4nFs/AR3s0L8hMD3/lDzIssqGw9Wc152NY6NMtqSEkzDL4h4HuMSHaTFCRyor+fedydw7w0ZSCG2x0NpEdWJWD9+HGhEGn0pUlpaxOdUsVhwbFgLgH7JeQgaDZ02hYb2KoqHj0TI8F/V721bACaMaMRtSEHImAJSC46NO0FjxzTngoivw+627V/+D/cuGd2MqQhZ/kmrP/m+p1yby+W5R1vtClUNbkYWBN8RCDQnYoIdx0vbARu60+f2aMEay2dULivDsXE7muIc9NkLKQr8jBTQdvFIKx1fNNFwuJCk6t2I+cVIxZN8fLRa7OtKQZZZziROy99KwYhzwFTk17Sk+z06FKaPNbJsgYmn3m5jbLGekqFBrrGEBIT4eNTOToYcx1v1JxqiblF722238Ytf/ILS0lIefvhh/v73v1NaWsott9zCb3/726hsnXPOOdx7770sC9BnXFVVHnnkEe644w6WLVvGuHHjeOGFF7BarbzyyivRyj4q8MaTeCEKEkMSipgWwIkNxI/G9tHit3fKvLmyg6oGd0iuu9uTnNRrCWdLr37oTW1uZDn4k19vfigE4/7uXw089bZ/+a1IbMuyymcbLJw1LY6dO7YG5Tk2bMDx5ZcAGBYvpmz0aE+tS5MJpaEB6zPP8uP22czOXuBzYsETrzlz5kyGDRvWI0ZK0CYhZC1BnzWfu69Pp7FN5m8vt6CqKu99sgu7Qw3ZHCDacQbipyVJ1De72bI3eJ3BaGyv32ljTenWHs0PPPVbg8dwdrdfmK0lziCws9yOHOA9sY4zEDbusjNltAFlT1e9zTFj2Lo1+PnvDy1/uyXTt4KjmzgR9HqUlhZPW9ggtpW2NuTKSs97xh+JS161xcbMcQY0khCVFtFk8hvnvMkmzpsTx2Ovt/q1i+1u29shSq6sRLEFjksPpWVXhZMOq8JE82bPeGbN8uPLijvoStGWLVsoztNx93XpfLvLzj/+1+ppEqEEbk4SSouUmemrj+tYsyYsvzu8sZhCUpKv1q1BJ/CPX2YxrSSwAxrI9p9uyODH30kG8JRTEwRwu9lZWhqRju62FavV10ZYO2mS35zUNbtxy57mN14tT7/bxq//0UB1Q/DVj0C6BYMBoav8m9wrTjaWz4Wvhmx6Oo++2sKKtYHrvAayPawrlrZS8ni/SlNTD77a0QGyjAU9/7dcyz7nYoS4oT0eHIPdo0NhypADjCrUcc+zTZgtwe9v3lXZQ99+G9bmICJD1I7srl27uOaaa/yO//jHP6asrKxfRAGUl5dTV1fHokVHniL1ej3z589nTddN5niHW3HQbN9HjeVbVPXoxvj1FxLjRDJTNHy7y46sBHc+LV1drbSCgDZMVvrNDzfw9Ltt/SnTDxpJYN/hCJaiA2BDmZ1Ws8KSmcGL9ju3b8e+fDkA+nnz0M+cCXi+2ON/9jM0o0eDouD44gsszz/fo++3wWBgyZIlFBYWsmTJkoBJBAVZWn79wzS+3Gjl7ZWd7KnWk5YkBSys3p/wNKrQs2Vv34t02xwKf3q2idVlPefRIbezvv4fVJhX4laOOMzepgWVlZVHCoULKlMnW9jYtpydzZv7rCkY2jtl9h52MmWEDtdeT4Kfplcbz4GAIAjYHAqtHTKCToeuq1i9c/36oO/xtaQtKvLVjq1qcFFR6+L0SZHX6wyHn12SQlaqxL3PN+EO8uAppqQgZmaCquLeG3lipBfry2wk6GRGiA1I+fm+NrjdUVq/in9tf5Ddrdt9Dm3va2XcUIFfXJ7K+990cvNLK7n4vV9jcYVuMhII+jme3sSurVtROgM7T4HgdWS7J3ppJIFxw/QkJ4RPFOwOWVaRFRVBknwth7UxNCFybd8OioKYk4MlJZ5l7/2Kf25+lXaHZ1x3P93EAy809pjH7y8ykBQvcsfjjXTaovvO8uYG9HZkY4HX+RTS0vl0vYUWc+RNFbJSJUwGgQrZcy7klp71tr2JXjVGz7VWkO1/T43kHt0bkgh/uCad+ZNNGAIk9/l4XY6swRw+RGwQkSHq0IKMjAy2bNnCiBEjehzfsmVLv1Yy8K76ZXVrL+f9ubJrNSIQHA5Hj64VnVHcjPoTrY5y2hzlaEUTGsFAvW27H8dtslNnbQ7wbn9Ew+1v/tChWtZ8m8u3+8opHNIRkNtgFwANBkmh3ratx+/saY1sbfKscjmdInXN8xDjt7O1KfAqsD2tzccPh2BcU/JQtm7MYWvTR1HbLmvMZPTwbCzGLwPyFYsFubMGFnlWTcSMSoSmF3pw1TNV1GmpnpUFpRz2PYLUmu5Zsel68g+nJaUA5s0czkcbWmlr1zB82GG2NX/Wp3mJhJ+VV8AnXxWyqX4FknTEgVFVFdxuHEntbGncFTYbef3mbCz2MYybtoatTT1XHwxSMjWWDZSbP2Ns2hVkGktYuXKlr2nBunXrUFBYl/wx4kiRUaY8vm1o4tuGng+xbXIbO8siX60Kxq/cn4uqTmef6zkOja1F0GjQtL0Zlf1Ytbz/yplk5TYxfcE21GwX7klNQBOaLbUIXUmTPtsquDsqUSc5kbIkxLJ/ANDRFseIscMpE95nb5ncb/My/oxEWpsTeXFPVVCuPLYZJbcFselVpLKvIrYN0GhMoWS0jddzGpGyNYhl/wjIFwWRl/c8jUEycse0B/2uFYD2Iugs3Ms+qYmCuDR+9dXf/bW0tZHc8XnQeVABuaAe1W5D/OAuOjRSSL5vDpqbUTJbEKU2pM8Oe/7WwRGoqkDKsMAOfiAtjvYkKr88l4L5H2NIaUFOqkbRWnE0NxP/WeQPcm1tbcSbzaiZDqRUC+I3/yA3Lp2Pylfz9Pa3uXn0jew9VMSYzMN+8/jnn57FjQ/Vce9zTfz5pxkRtdAGjyPr3rcPJUiHr2jgdWSb9BlY7WrAigXBIAgCVyxOpFhyQnXPFVnoVrFA4/EthmTFmBEcAJmpGn56sSdmt8OqdKtocASDjmz/I+ozeN1113H99ddz8OBBZs+ejSAIrFq1igcffJBf/vKX/S6w95elqqohv0Dvv/9+/vjHP/a7jmiRqM1HVWUsrgZ0mngStHl+zW/q2upISw4S/NML0XD7m59mgIYhbg5UpjG2MBuXvd6PW+swA80ka02kGXr+7r3DiWS7PMda2lVahlVzICGV9sY0AqGurs7HD6s7CLc6Q+FQdiNZmvNJij9yM9lSsYWRRZNC2hw5Dy6fB1Dkx5erq7G+/TbIGjSjRmGYuth3PfrZTgElpQP7p58gH64CWtEUxKM/eyFiQkJEWn55qYqqwlsf7WPqpOEMSx4Vkh/NOL1Q3S527vqWYboC1E4LLoPMB04N9k/TGG2oR+m0oFotvuz2XEAwyUhFRWiHDkUqKEAIkGX/1BYLk0cJZKnDGZl8RIusuqjqXI1NbmVo4kLS9J6H4qqqKrSiiFajQaPRUFNVwyVTf8RXhz/F3JLG4lGzyU/uec1s2bKFScWRjTMU/8smN63D3VzcmYV7dzPaiRMxDFsQlf1YtbSOc7J2axIXDh3rWaHd8y7uigq0hiIM8+f34Mp19Vi3vwqaROLP+HHPeZ8CMLZPWvxQfOS/rWaVlETBjyvH1WNd+ypoNMTPvNSvVFkoLS7LDuztnyMoQ4hbeBWCKPrxG6y1fFH1EfnxRZyRtxgI3ODisrOuoGlRG8vL91Fgms789LMYmtfzK27L5i1Mmhx6XlwZB7B/8AF06iifPIXxk8NXrbB98glyywH04+ah6+L/aZODtGSBn82cF/A9gbTYnSrXf+FgUfoFzJumwf75F7iqttMSX0jhzKVhdXhR9s0qhuzZCKJE3CXXoOh1vLzrIw511HPDhIsRq8di0FvRu/f4zeOSJVruvCad3/2rkc177EwdE1k4k69VbR9XZAVZ9jmblY5EoJNhUe5EXbE4CaVVoWM1KC0tqIriK+WmdK3QVimpZKVKvrbA/YldFQ5+/Y8GHrgxk3HDesbLSjk5/5+98w6Potz++He2ZpNN770QQhIICSSUhBpqaFIUQREEVK4XuyiKeBX1itcuqCgWxIYFQUTpSBERAqEGCIH0tuk92T7n98eyQza7SXZDQvkxn+fJA7v7nTNn3pl35sxbzguBpydUEkmH8QyPddgcyP7nP/+Bo6Mj3n33XSxbtgwA4OfnhxUrVuDxxx/vMsd8fAzBSWlpKXx9r6bNKi8vN2ulbcmyZcvw9NNPc58zMzMtrrbTHbi1yPUnFIjhZhcOF2kIGrVlEAmkYFp1ubu7eEMssO4mYYu2O/T9I1jodCowZGdRW6k23Hh8ZA5mv7XUNzZpAGjh4SSDuI03/a4oF3cnPYBGlJY7wMflardQRGhfyERtz6C9VKCBq6MAnq4iM72+tBSNP/wBqZqFqGcE7CfcbfLQtmjb1RX2Mx+A5vhxqPbsAS4UQZe9AbIJExAREtOuLwC4GjpleDjc3S0H/paICImBnU4GtqEB1Nho/m9jI6ihwdB9qlYjAoAexwEAYcTgDVcPhGdVQsgQWmQEBgQCEMOAaVQC5Rlgj2WAFQggDA6GuGdPiCIiIHR3R26JBhm5DXjpQQ9EBJuWi0bfCBdJCMIlY4CyCujSj0GtUGByVRVkLAv9pUsYQgSmthauf2bBSxKHe/dEI2BEIaL6MdyECcbBAbE9+8HNzvpyaUt/53BgxlAWDe8UglQiOEQmQGTnYZP9zvoyur8K2/4qR2W5E3oFS6GNH4Hmi0XAqctwSp4CRiLhtMqM45CoRBD36QN7J0Muoup6PVLPKTEy3p57KHdVuRjZvL8B3+2ow+fLfc20FOSOBrErqKEB9sV1EF8ZZ9qR7ZOZSmTtbMQ4vQiy4cMgtfeyqK9WVWJK6N0IdAzhvjNOxikpKeEm48jF9nis32w8FDMdz35+Ce/k6PHxs57w97oaBNlFx8Nd3n65UF9PNP59EmxlJXwPnwQOn2xXDwCGqccS2HuHQiz3AhGhuLQIw2Md4S+3PDmzLV/8PEpQUyWDv9wVas8gqHSZ8BbK4Sq3vsfTXsVAoJNAFB0NB89gNGmViHILxZKE+yAVSvDAHwoM6StDiK8fSksKTMoRAAZEy/DNCj/4epiHCOHhlidtthxa0DJAa0vfFj2u3OcYOzvkVgkhlzHwcLE8PKMt2w3NLE7lShAtEEOs14Lq68G4uCA8PBzsgQMAAF8PEZJ7tD8UxxbfW2p7BkoQ5m8YL/v5Cz5wll/1X+DsDMfFi6ExW6yBp7PYHMgyDIOnnnoKTz31FBoaDGsTd0cGgdDQUPj4+GDPnj3od+UNV6PR4ODBg3jzzTfb3E4qlZrMSm9rKd3uQKPRmK37rtWzyKpuQqwXofVkWkt6W2x3p17RWAmlVoNQF18wDAOZVIAhMRLk5eVw69uHhIRwmRFKVYYxXC4i87fblrYblSwcZIzZylWd9b0trZODABOTHBAVYtpS2NjY2G5A+MGP1XCRC7BysZeJXl9VhabvvgPUagiDgmA/c6ZZy1NbthmGgXTgQIh69IDy11+hLy6GcssWkJ8fdBMmcOMCs2sLUdigwPCABG5yoDExtzG1W8vE3HpWj5MVaQhxCoWnzPDw1OflQf333xDm56Neb/24MhKJIHR0BOPoCLFcjr5yORjHvhDI5WAcHbl/GZkMBbm58COC7vJlQ1didTX0ubnQ5+YCu3dD4OYGlXcfjI4ORVJvCRSlFXCVSqFXKLg/e4UCTXVbTXwwvo4IATgxDNDUBN3Fi5AB8BUGoORYA5ovthhawTBgnJzALljAjRXtCEvnqFHJQqcjyCsLQEolGHt7Lt9mR9dLR7at0cf0kMLJQYCdaWVQ2lciJiwWAjc3sNXVaD5xAofq6lBZWQlPNzcMPncOACCOjYWO1WNfwVEoLofi2990GBIrg0x6bb60RXKCPb7fVYf/fV2FxXcoTbQMw0Dcqxc0aWnQZmaaBbJt2f5jZykKK/ww3jcdkv7929SHu5iPVTZOvqmsrER0dLTJZBw7kRT/nRuNx94pw7I1FfjwGW8ukGhtu6ihDBeqszAqcDBEV1bLYxgGgmHDoNuyBQIb0hGxDg4QBRryx5ZV69GkIoT5td0l3la5hPqJkVNsSLvXclEEayG9Hrgyycs45tpBLMP0noZctI1KFkIhkBxvj/4RIwFYLkdfDxGICD/vbUDvMCnXstiW3wIPD0NSX7XaEDheqZO2XotqhQIiAAJPTwzqI4OPe9urt7VlO1+hxYovqrAqPBBBDTnQV1ZC4OKCxsZGSK+0yE4ZJIE4qv2GhM7Wf5GQwX8WumPRG6V44+sqrPy3JwStGm5sLReetrmmwSHXGsA2NjYiK+tqzrnc3FycPn0abm5uCAoKwpNPPomVK1eiZ8+e6NmzJ1auXAl7e3vce++917Tf7sLB4eqkliatCkeLzyO7phiR7sGoUzeZ6XVCFtVK68bJ2KLtCr1Wr8ep8sv4q/AMEnx6oY9XGPLy8nA5vx4q1gWu4gIAQEhYKI6VZaJaAwAEFxGDOnWDiW29mLjvQoKAQH9zTVv6jmhPK7EHylRlQIt5S2p7FgX1Cov6knLCxTwdHpkj5DRqexZ5JZfRvOkXkKYRAj8P2E9JRrWyEmg1l6Q92wAAMUAzJ0Bz4oRhMk9FHsq++QSiwABIBg5Es5sj9hYcwefpGzE9fAxmhI/lxgJKpVKurowdNxb7CvfgsOIQQpzC4GnnCU1+HjTH06BXlFw5eGMhSCBwcABjb3/lX8P/GbkDBPb2YBwcwDg4QK1nTfIUZ+Wz2LhLjyULRFdWEiMA9YCyHoyLENV2UsA3DhgeB7a2FrrcPOjy86AvLgGUZRDnlWEWgII1YkAsRo6lySoyQODkDKGnJwRenhB4ekLg4QFNsxJinRbU1AS2uRnU1ISQf1S40OCPqkCXK8MclFdWoqhE45FdkA633H3bGsYRKGs2HZu95x89vv5NjzXj0sDItBBH+kOpKm9Tb4tta/X9ooDKOj2Ol6Xi99wtSIoLQcK+atQfOoRUpRJSqRRsVhbAMGAdZPhRfR5/bP8YfTx6QnHWH5FhQtTqy1F7pQp3eC22whr9A3cxeGedCtuCCHe4mWp1IR5QntGAyTkLh/p4MC3GUVmyzbKE49l6DJXloyy2B+rU1YDaNt+jk2KhUqtgJ7VDuaYGaLVuy+P3A6+t0eG5NSV45gEhJGLGzHaTVomjJaex7twm3BGWjFm9JkIoEOJQSQmOE8FOIoFKrcbAgQNNJh5bQqnRcGmncksME03bm5zZ1pySMH8xfj9kmNthDGRFTebPj7bQXboEgVoNRi6HyEJud7lMgM+W+XKtpikpKVAqlRZXbtKzwJF0JX7aU481z/nAx13Upt+MUAiBhwfY8nLoy8q4l0tb5844arVgAQjc3dEzUIKegW2/DLRlO8TPUO55Ij8EIccwGS88HF5eXtDW1EBLAhTqXBCkb381M1t8b631dBVh2f3ueP7jCvyyrwF3j3FqV8/TebpulHMnSEtLQ3KLpQ2NQwLuv/9+rF+/HkuXLoVSqcTixYu5BRF27959U+aQBQwD7D2vrJN+rjwHp8suw9XOCZXKWhwsOG2mV2s0kHa0gk8ntF2l17N6NGqasS//JCI9glFfXw8wQtRr3GEvqkV9fT1KmypwtrYcEHrBntHhQpX5xAa1Rg2pxIZcrzbo29M21zsh80ADgvpdnXzW0NDQ5vVTeDoGQkkYUrW/4/gZw4zdhro6yKqrQHYaME4SCIOcwGRssrh9e7ZNEAM0UA61QgGhUgmoyoG/ToKxt4fOzRn1mkZ8cvZHDPdP4MYCBgQEIC8vD0VFRVA0FeOPvK2Qix3QUFuKbdmfgFQqwA5AGAOBizOUYgnkLi6GFhIAAAug4cqfsfCu/FUDDQ31cHS8eqOtqXTC2UsjsP7IQXj5m07sa60FADgBiAHQ2xOl2Q5Q1xH8nNMNS6RdgZFIDGl6jH9SKSAUwpDlvAnQ5gGKVvbtDX/qHmLkH+6Nnf0kEIpEADmBbWw0rCHfdBjiy2UtjrVtLPl++FQCXDyl2KX7BwjVQehRCEH2praP1Qbb1uq9EwyZllQ6DZq0TfiDPYFeMm84KpUIFgggCghAZE4OQIT8KH+su7AZLlJHVNYrkZkDBMWfwJoz2S1sW3kt2qj3ieyLzXvCkSX9DXbyFsEVEbTelQDLQnR0nUkeUUu2G0oc0aRLQY7vWXxpJwVzprBTvnekDUhyQ+a+EXh79yG4Bigs6jV6LVQ6DT4/9wsG+MSgp2sIioqKwAiF8A0MRF5eHgpLSri0Wm2Rd+kSoqMNS0v7uAsxd4ITPF3bzliQm5vL6VsyfaQj7hpluC6MgSyUSpBK1WYuWSICW1UFvUIBzRFDPltx375mS/wSEXJLtAj1E5u0crbli0jI4JVFHvj3m6V48dMKfLjEu00tYBhewJaXQ19ezrXMt6e3RGNBAewB6N088ePueiQn2MPbzXLZt2VbLhPAx12IgiuZC4xZJfIuXYKfUokinSue/kSL1Us0ZmNYrbFvrXZgbxmemeOGhCjz82ZrufC0zQ0NZEeOHNnuShIMw2DFihVYsWLF9XPqGmiZLWGQfzRivMKQpshEdm0x5vUZD6HA9KZWVFTUYaLlzmi7Qn+pqhBHS85jXOhA9HQLAMMwcHJyQl19EWQSX9SovRHmqIS/3BvO9k0oV6shpiYM9O0LJ4ncom2dnvD7oUYM7iOzOPaqM763p03PViMdKgzwvDohS6cpgo+XuZ4lwl/CBgQNq4Wfr6HlhXQ6yHPSIFL7XEmN1K/dpORt2W7TdyqCv4cHdAUF0JeWokytxon6JvRmYtEjIArfFyqQ7euJIr0a2VIhajxdEeDriYbiegQIZ6JQcRHnJfXoXRUER50YQl9fiAIDwUilUBQVIcDOel9KlUUQuV/VS30JzdHFyNb2hKMkpl1ta442NIIYwDN6EKixERVlZfAKDTUbimGtLwAg66GHpr4UlTQEThKDHZIQmjOPQKjVQuQaDpG/v5mtJ3uZrpyTmpqKQTGDuM96lrBtfRGmxRPuPOsCSCRwmr6EC1pa69vDFq0l/YXKDPx0YSvu7HU34r0GQN24A5q0NMTo9bik0yGUZQGGQUz8aOzyvBvbcw/i6315IBLgrRmT4ekiMrU9yEZfrNCrBrH48NsLeCR5EeztTIOk5vJfoD1/HtLQwbAbNqZd25+9k4pCRo23/aLhNGpmp3yxVluZrIOHS5hFfWZ1Ll5NXYMFfaZjYsgIiIWGMjSOwSUiqxLiA+CG2gFAqJ8Eoe0MK2itb0nL8ZSMVArGwcHQO1FTA6GvL4hlwVZWmgzV0ZeWApqrTdIEcJPOWpJVpMW/3ijFu094oV+vq/eytnwx+vP6vz3x6NtlWPl1FSbGtq0VXGllZFtM+GrPtkUbtbUAgELGE59tqUXfntI2A9n2bIf5S5BbZXgWGQNZ9RW/ioUGP4N9259EZovvbWknDjH4UN+kB9HV82trufC0zQ0NZP+/Yy+2w/CgWAwL7HvLDeru6RbABbBGQkJCAACSmgZklXtA5uSBUpUS5Wo1hAyDmSEDYN9Oq0VdI4v6Jhbi63TVucoF0OqAJhVBLmu//LVago+7COEBhhsbsSy0589DpFaDEYkMrRs2rKxjLYydHcQRERAFBcGvoAATS0vBEAt97XmQoyOCAgIAf3+oNRoE+PsjyMEBmhMnQE1N8APgK3CGyM/PEMDa0ALfoV8MA283IRRVOsTZsF19kx6lVXoMjZWBYRgwjo7Q1tVZHcS2hbuzEDNGmrakMQwDlbMzHCoroS8pgdDPz+Z6dqlAg0YlIVZoGCojjojosOWtu9j0myfq6u/HgOGGia6SgQOhSUtDD4YB09gIEcOA8fCAwNsbQobBtPAxCNI345i72iSI7U7sJAIM79NkFsQChry72vPnoc3MhN2YMRa2NsA2NqJn7XnMlsthn5jYne4CADxcDGM9f9rTgOoKGVrGvRGuIfg25U2zBWuMY0Xr6+utTojfkv1pTYgIlsDfs3N5n1//qhLxkXZISZRD4OoKfVMTVHv3gtRq6MvKAJ2FBR9EIgh9fCD09UW2Xo8+V5ZLb+2Xs1yAmHDre8gAQ2C+fIE7tv7VCJ2u7TomNGYu6GQKLmJZSK4MQ8pXOwNQIbSDYLMt+oZLkamTAFXg8ngbbReLvOHqJLCYHqs7ICI8/3EF5DIB/veI+XhZnmuDD2S7Ea1eh1Mll3C+LBfz+qeYtcheK7svHYOeWCQF94GzneGtT6fTIS8vD2q1GiqVipuQpdZpkFZ0EXk1pbg3bmyHD3xLv4tEIoSHh8OuqAg1GiGyivVo1hsGztvplTiafwaDg3rDQSKz6AsrNrSYSaQ67M8+ixplPWb0GdmFJWLghzN7EeDkiWgPQ6qq2no97MSsxXJR6pTIrLkMllgMvzIxAgD0BQVga2tBDANJTAwEDm0vjtAVcAFtcDB0hYXQKxRgGxqAjAwEyuVolEohr60FW3JlDKxQCJG/P4QBAWDE3bNIgo+7YSEMXQfjyFpyuVADibjjlg5byK7NQYWyClFuEbAXOkEsYrhrS0OEUIYBmpsNE2JcnHFWkY2TJZdwX7/2xzQCQEmFDm5OAoSVnQbQ8SIIr+5dh6K6Cjw38j70cDdcz8YJefX19aipqeEm5Cl1anx7YSf+yPkHv96xssP6Hxchxaofm1HXqIezXAihpydEYWHQ5eSgx5UHsTQuzqRu9u9lj/69um4RBGv5aU89iit0ePpeQ6aWh/e+jSCZB+4R6uFWWQl9VRW0Dg4Wy6XkyEHskf8DhYMQ9wbefd18zi3R4O8zTrhvmh5ODlcndjGt8yLiakL81i24Kw9/C0VjFZ4adDfCXAxZI1qf/yFDR+D19VV4ZKYj5KHHcLriBJb0f97i6o5tUVSug0ioNgSy7u7QFxVBl5NzVSCRQOjrywWuQl9fCDw8uKEETRZWAiMi7DvRjOH97K2uzy1J6muPxBgZjh3LbVNjzFzAVlaC9HqbX2DZ2loIWBYQiZBbI4KfpwgyCy9N1nD3GCewiUI0vANQXR1Iq+UWlijSuyLYwkIIHbElexMatA2YEDwJHjLDMMK26n9LGIbBwinOeO6jCmzYVY/7Jlg3OZXHOhhqr2+/FSzLYv369di8eTPy8vLAMAxCQ0Nx1113Ye7cuTdlq2NGRgaio6OxbN8eePn5drzBNWCcWQ4AaUUXsT/7BNztneEld7X4EFOpVFatGNKWlkCoVTagpL4SQS4+uLvvKGRlZaGouBhyuRyNDQ0ICAhAsaARxwrPw1PuCk8HF4s3VFt9EYscoRXqUcA4AAyDILYBjc01KG2oQqRXCKZEDTHzRSftBUW9CKV2u+Hj6A53e2eL18y1lgtLLCqbalHeUANv5QT0i3CAjArNyqXSoQZlzWVwFntA3+QOF1clBAICiKAvLwNYFjoHOaRO1o17tMXvjvTEsqDGRlBzk2FSkxFGAMbBwRBYtzMmtCt80WhEUDaL4eisgoChdrUAwBKDi2cC4OzWBP+g6g711vpCAFQ6FYqK7KGp88Z9Y71Mri2Phgb4MAwyHRjsaSqCs0wOH0c3iAQiRMJ0wmNtbS1crqyWxPndrILuwjmAEUAcF2vy8G2tJyIU1JYhteAC+vr2wK4HP8DOnTuRmpoKHx8fKBQKDB48GAV+GrydtgERLgGIdAuGRGj+0GxtW9MsxanfRiNs8Bl4hhYbfKutha7FhFhxbF8wYkPLe1O1EzRKO7j4laN1NbJ0nO1hi762thbqir7IS+uNvhP/gsy5CXpikV1bjLOlmZjc5Iz/DVyI/Q0NZuWyAxnYcSIPYVpP9IpmIbEwa9tWX6zValVSpO8cCc+QIgTGne+UfSJCYX050hQXEePVA1tmvmF2/kOjRuDrgz3QY/S3CA8m+Dn4QyQwbzNqz/e/9kagqkKO6fecBCmVUOYXQCK/MmnT3gGwk1oIv9u3XaZwwtaf+2HSnafhF1BntS+tuXhejMLcnhgz6YLZdUcAtKdOAXo9xL17g5HJbLLN1tVBd/kyGHt77Lk4G2KJDmMnt71iaEe2tToBNKfTIYYS4t69oSwsgqi+Dnsu3wsXHxZDkrPa3NaSfSJClaoKufU5CHYKxhNxz1is/ykpKRbtffV7Lb7fWY93nvCCjPLRq5d1ecE7izH+uXDhAqKiorp1XzcSq1tkiQh33HEHtm/fjtjYWMTExICIkJGRgfnz52Pz5s3YsmVLN7p68+PUIuAJcfVBiKsfKptqMdJRgpFh5uOVrjVgy60uwdcndkCsU2NJ5FjM6NUbXxw6Ap/yaniSEBUVNfARSjE/ZSheLTuD4ooLmBgwHgMCzS9oW32RSqX4X14R0KTEICdHjJJK8PWJVESKpVjWux/G9DT35WKjK/zcnZEna0JDdSVmhExAH58wi/avpVxOFGfi2/wj6OfohnE+3hgdGYwj+06alUvs5H7YmlOAsiw5slP74YVnVXBxMsz6VRecM8zoTxoNmZWpwLoykDVCKhW0Fy5AW1ICcVAQJJGRgBVDCLrDl460Wi1wpEmIiFAWPl6hXeZLvaYefxUfhlygQ96FJMyd649fW1xb2vJqzGVZFLEq6HoIcbL8HJK8RmBcz3izF6WWtvV6wzsCe/4MtEw5hIGBsIsb3a4vRXXlyKosRqCLF+7rb3hYGSfkAeCSyo8cNA5HStKRVVuMQEdvDPYzHasLACqlyiRTBABUHNdDVhuNqeGGekEsC2XeZlBjI4S+frCLuurfxt/sUF4iwPwR5hkhLNluD1v0KqUKIokd3rtMoLwkTL1ThYvV+ThbkYU+Dn4YXyWBNjMTRSxrVi6TQ/xwvjYMap0n+vasQpRnqLl9lRJ2dtblkbZFCwAedWocOByK2aO94OXR8RKsre0XNVQgu7YEAU5emB1tOBetz/+lPMP56BPsihpdMdxlnujpEmFu20kJOwuZAgCgLkSIzZki9PMYBKEQUHm3rbXotwXbpyoFCPZnMblfpNk7cHu+tEZWq8GhvU7QFCdhSLx5ij8lWwm2ohxSNggi7zCbbGvL06GpKIYwNAxlPRzh5U5I8G57DHR7tlkWePJVKSb4OWK45AikCIG6UQlUaDFwUiUEPXpCIGg//VVr+9WqKpQpyuBu547BPkkALNf/tpg3yRnp2Wq8sb4Kny41H9PP0zmsDmTXr1+Pv/76C3/++adJpgEA2LdvH6ZNm4ZvvvkG8+bN63InbxVUKhUkV4IMDwcXzOybjHpVE9iKcxgYGA2JyLRV5lonNWVWFGDF2AcwNDSW+844SUGj0XCTFBICIrF1/lu4XFmIjWf3YUiI+ZhdW325IGRwoekywDK4z3kAcpr24aNpS9DP/+oNu7UvKfF1GDQ4Bj0DV+GsIht/Zh038b2ryuVw3ll8N/tlRHoFc98VXjIvlwE+8RjgE48H/8pDSEgzEkOiQERoPPkn2AY72A0ehQp4IsDNBl+s1Nqk94vt3OS9LvDl5EUVTl1S4YE7XKyy3XdC1/uSVnYSI/yHYl5oX9xzuBQZuWqTa6tKr0etiwsC6oDPfBJRP+NpfJG6FbF+PeFk52Bu+0o5pp5XYsVnlVgTTnATuEAWnwxJq+uxdbl/f2o3nh4+G6PDE7g6ZKnORbgG4auU5ShqKMcPmXsxwDvS8mRPX9NyyU6ow1+nmjHIJ4yzr0lm0LRtGxxHTIPI1xD46fSEN7KKccdwOQb7mgeDlmx3WOZW6o1lUje5Ee9+X40npgfilO4S3h3xGKLEbmj44APoCwsR0r+/abn4+2NAZi4cmsdgQEQ11KwWSQF92rRviy/W4pNUiIwMAWoK/TAtzsVm+z+e/xNPDJiJEUFxbZ5/ncwXPu5CPJGwGFXKSvyj+Bs9nMPNesKKGosQ4GLZ98ZwFX7eVg57bSiC3MXtai36bUHfcwhw9xDr9W0h8y/CqAQ7/L5HhZlJfnCQmR6X0ukSNJfrIa0Wwa5/hE22m6szoK2zg9S5J2JGmjdy2Op3sE8pGjUBCFXaQdogg1Khh6DBDg5efSByC25zu7bsH1H8jQnBk9HLNbLd+t8WQgGDFxd4oLBMi6bGSri6XL889/+fsTqQ/eGHH/DCCy+YBbEAMGrUKDz//PP4/vvvb+tAVmhhPJCjVIYnwmPBWBhaILFhco4l7QMDp5h9Z5yUUFZWhp49e5pMUujpEYgXRt1vtf22aGKAF86eAAD0qA7A9kwtPn72LrPg2NyXJNjZGfbT17cH+vqa5zi01RdL2ueS53L/r6jV4Wi6EqOGjWjli8G3onItcgoEeHGhIQG+LjsbbEUFIJFA0r8/JDash22L37bqu9N2e/riCi1+2F2Pe8Y5cRN8LGlLq3TYsKseC6Y4w9XR9Fq/Vl8SvK8my/dwEeJCngbzUkYCuHo+PQICoNu0CZpTp+CVnIzlo+d3aPtEhgpO9oBrVR4gYCCy0M3X2pc5FsbdtlfnAhy98GyC5bzXlspl9lgnzEkxHT8n6dMHtV5eELXIO3n2shoNzSyGxVnuLbge1+L4wQ74YXc9jqYr8e+U6dzvQl9f6BUKJHp5QTd4MFcuw4OCcP5wDhrIDlPHRSMmanCX+WItcnspPnzWHa6O1o27bG1/du/RZprW57+CDUZgo+Fe6C7zwJSwaVbZbknPIAlemO8OVydhh1prbJeWKyEovwTP3jEmK0wax3eWlZXB29vb4vhOS7b/Nd0F97+iwLc76vDwDNNFBQQtVviy1Xe2shIAUGvvBZVCiyBvUbsTozqyHeYvRtZFR0ACsBUVYBobcVwdiHWfCbF2OdvhZK/W9hN9h5pp2qv/lnBzFsLNWYjy8q6bnHu7Y/Uo6rNnz7Y57gMAJkyYgDNnznSJU7cqNS1WXyGWBVuRA/b8XrBF6SCdxuwvL/uyxe+vRSsVCTB+zChERYRj/JhRkIoEXWqf1arx8rlTqNKoESF3xCvxkbiYp0Hq2cZ2fYmOGY4vtzaitlbVZb5Yoy1SKPH+DzWorCWL5bL7SD0cZAySokUgnQaaI4cBsJDExgAiQbeco+48/12tj+0hBMsCZzOb2tXuOFyHP483QSrQdqvvUcEiZBeozK5zWUQ4GBcnQNUM7emTVtk+kaFEnHs9GIaFMDgQjETUKd+7ss4JyFB+dXWqdrWHTjXCy1WAcF+6YdeikLT4ZIkb7hkjM/ld1LMHABbIvmxSLnTiOE6q/eEg1iEqTNqlvtiid7XXA3otTpxvgFatvmb7rc//feMc8cgM+TX57iDWYXR/MeQSXZeczw276/HEeim0Pz8P/aVDYFnDkADjgisCgQBHjx7FgSvLt7ZHbm4uPF1FuGe8EzcZtCVc5oIrgWxubtuTw1pCRNBXVAAADpY4Y/GbpehoAk9HtsP8xSiol0BPDHQ5OWCIUKB3Q4Oy40w21vpunBgYGRmJlJQUq4dRWVsuPB1jdYtsdXU1vK9coJbw9vY2CeRud6jkAqj0IiCxB5VkQP/bCjNNr6Ym6Ip+t8qeLdru1G8QeiBVHAwREd6qSkVUxQH0dp6O9RvK0T/+F7PB/0bbh49fwqaLozFX/wF0IgupYzrpe0faAI0dgIXI2vI9/LyyzfShFWG4z18O4baz0Ol0ENVUQOQKCOqbofv175vmHN2o8+9DgLtkHk5uP4X4S0csavXEYMeRuUh2z4d4+0G0Prtd6fvjjlI4uGqg+5XMtHbOTSCmHpT2GXR5nu3arlbLkKtYgJmBe2HnmgcG1dD9mmmTL9eibU//U34/bCnqi++TvoaxMaq1NqQ8Cn4eIui3pHerLx1p7QBoCbhQ54PeLoZVyoQ6LexcK4GqfOg2p6NXczN0eb9CVFOBUOc+uEuiBm39zOw6uVZfbNEXNzthaeoc/Lvn35gaYLkMO+NLc/52NOikcJM0W7wX2mI7rSoQ5Wo5JvplXNP51LECHDp+P8b5XASjagD750cQqJuBmPHc+E6xWNzh+M7WzBrjhHvGOZllQDBmLqC6OsNCLVZCjY2G5W0B5NZKEOKnh/Aa01SF+UugYxmU6+XwbTLkbS0WeCLIR3xTTk7n6RxWB7J6vR6idvIrCoVC6CzltrtNEQT0AbkHgRQZ+FAjAxMxwmyVlZt5QQSLmuYm/FqUDwAY7OmN/W69sR+Avb8O2cUarOp9H8Qi85tDUVERShvcoREXY13/e7rUd2u0ytpifBvUH+kRSW3qP0YstJmZ0DeUQuDhAUnv3l3iS+uE/C25aEPid1u0Xa3v11SJM6WuEM+calF7Il2JygMVmDJ3FMTB5oNku9KX1lMzWmpJqUT9++8DWi0cJtwP0ZW8x5b0OelKCI5UIEqpgkoTBsf5T0FgITvFjThHfbNUWPdeObIHvILoUKlF7dTr5Is12n/ONuPFTyvx0bPeiA6VgojQsHo1qKYW9mNn4WJdHWLKyqC9dApDooLhcPfdAGZ1iy/W6kMATBBV4dtTIzBu0WwuHde1+iJxicWSVeVY/5IvgjpI79SR7TOba3DoVDOmPnH/NZ3P0xeUqDtYgRHeWRCE9IOg3zQwToZg0zi+U6vVWr3wgxHD0tWGtGZNSuJWyGJkMjBOTqD6eq5V1hqMwwq09vbIUegQ0c7StNYS00OK39/ygeadq4sPFOldENaJ1Fs8Ny82ZS2YP38+pFLLiZRbrmrFY4CROYEJGwTSqs2C2FuNeq0G2xVFYAEECkXo73o1pPD1ELW7UhcA1DaycHG0/LDoLKTTQajVdqhzdRSipsF8du2lAg1cnQTwdBGBNBouibfIhpv57cDEIXKUVLT9krrtcCPCA8SICOr+MV8sS1iyqhzjBjlgQpLpRAlGJoMkJgaakyehPnbMYiBrJDFGhp/urYBorwpCf3+LQeyNoneYFM5yAQ6fUXKBbEuOX1DCxVHY7hr015NBfWQI9hVj/R91eOsxLzAMA3GvXtCkpkKbmQmhqyu0Z88iR+sG8h+M/h2bvC4snOKCAyea8fW2Ojx2t1uX2Mwt0UIsAvw9rz1Fe5ifGD/v1aNZ1XF2hfbYf6IZ/p4iRM5+CAJ70/HX17rwAwB8urkWikodvnzRl2vIEHp5QWdDIMs2NEC1bx8AoNnBEfkXtUgZfO0TocQiBmKRBFpnZ0MLMQFFSnskd2Gea54bj9XR1f333w8vLy84Oztb/PPy8rqtJ3oBgJ+fn8lnIsLFsnz8cPYg9Kx5INVan1+twOazB1HeeHWIhk6nQ1ZWFsrLy5GVlWXS6l3aUI3N5w5AUV/ZoW1bfb9Yno9tF/9BrbIBTTodNhcVQKnXwwkMAusakZ2dbeJLjaoaf17IRG5po0XbdY16uMitu9za852IwNbVQZt5EeojR+BaUNDhzdLfU8QN6jfa1uoIxy8oobgSoOlLSgAiCBwdwbQIamwpR1vLPD4+vlu0Xa2Pi7Djllm0pP3XDBf0HZqKf0r3Q8tefbFQqVTYuXMn0tPTsXPnTqg66GZsS1+vqcLewu+RWXMcAgEDlZpwNktt0RfJwIEAAN3Fi2DrTHNlGvVEBCKCXW4GAEDcTn7FG3GOhAIGg/vI8M/ZZjMtEeHDn2vw64H2l7fszuultVYoYDB/kjPSMlRIzzKcM/GVhSV0mZmI1mgAvR5baQA+PdhxAHG9ytzNSYipo1lsOViPkzkFJjpbr12j7ZxiDYJ9xRBaseBAR76H+RteVHJLtNd0nGIhgwmJDmZBLHB1fOeMGTOsHt/Z2peHZ7igpFKHTfuvXpPcUrVlZR36rsvPR+Nnn0FfVARIpRAOS4GrkxBh/l1zrXy5tRYf11xdQe7diVUYM8C6lIo30z2ap22sfm386quvutOP/xdUV1dzCyKcV+RgT+ZxyKUyBLv54kieeQLu5uZm2LfMUUoEkUCIH07sgZ1YgrkJKSgpKOISvxvHL3kG+OCnM39Cy+oQ4uqLnGoFcqoV7dvugNZ6AqDV6/H1qd0QuPYAK5RABiCgrBKMvT3ni1eQB85WngTDMKirjsaJchVIpjAZH9bU1AwPLw8I5Vrk1nfcgtrc1Ax7B1PfSa8HNTaBbag3JCwFAGO8WXYWQlEAGJHlFl97D8AeQG79VdulpXbQ6R0hdi5Bbq0OuoZCwEUPgaczBA1Xk2Rb8sUWv/cVFbShBiorKuDhaXks57Vou0Ofk+sAtVqAqMgGi9rwYAbnqk5hb8EfGOwzHOODp3ETSXx8fHD06FEAaHfCaGs9CxYNYedQp6lEgLwXatWVOFa2E27ePjh52QHHyo6joqICnq180QwUg62pgejctxCFh5v8VlFRARb++OLrYNzXqxjePRsh8SuDoGynRZ8s2W8LW7Qd6b2CHXHojC/25eyB3EHPacsqJCgqD8fo0Tk4Vmb+0tgdvlijlfoBvt5hWLU5F4vuzwfZsdBEq0DaRqBiN9hwwvETHhjYW4FjZe1PCr6eZd47jsEopQTHGw4gPUOAaWGPwlnqbvO1CwDZ2dnIKXFGD3/rWsqzs7PbTYgf5COGQADkFGsg0pbYlDy/pe2n7u24tbkjX9rThvpJMHW4HN/tqMO4gQ5wcxaaTPgqaMM2EUGTmgrV7t2GRgQvL9jPmoXSigr8+N+QTvliCZ2OcKbRHXACGAboEeYIsZVLOl9LuXS1nqdt+CVquxD3FqvUyKUy2EvsoGP1EAuEcLIzD4acpPZouTwLS4QaZQMAgrOdA0QCIerr6yFgGBDLQiAQoL6+Hn6CADhKHVDZXAsBw8BRKjMbuN7adke01utZFuVNDOAcDFYogb1QiOj6ZuiJTHzxF/hBKrSDSq9EYEA9Lpz3Qn2NI7w9r7bWSh3t4O5EMFxuHV9yUkc7MAwDAoGamg1LxTa0aIFihGCcnCBwdjYMB1CrwVTUQhjgb3G5SSJArWYgFBFcr9iuqJDBzVUPFwcJ2FolhBoCRBKInNxNytLoizVY0u5qp7GYyAtMuXW2bdG21M8KsG4pRGc/l3aP83KGC4pKxEjsK+K0LAt8/p07hg1uRGBIBfSsHlKhHVykhnpgnEhiHF/f0UQSS/rASHfUaQzLszqInCAUiBARzODIcSkEWjeE+jqbpBMCAH1gFNQlR8HklMOuV3+T1HdyX2ccOCJHs1KIAKqHVOwKmXPbicnlFux3hbYj/YBoYEB0BYRCJxPt4UtySCUs+kWIIRa7Wty2q32xVntnShMUFSI4CF0hEABq5wDoCw0vcoX6YDSrJOgXCTi243dX+WKtnkQsBg3KQW69Bg4iP0iEhqEctl67ABAeHo6KmlKM7G/di2/Pnj3b/V0iZjBjpCN83EUdatuyfSFXjVA/MWTS9svIFvuWtPMnu+DP48346o9aLJnjzk340peXI7zVyyQAkEYD5e+/Q3vuHABAHBMD2eTJYCQShDlZv3yrNX6H+Uvwk1KCJrkY6Rpf5B6X42Er48drLZeu1PO0jdWB7IwZM6zSbd68udPO3OoUFxdzg+WD3XyxKGkqSuoqkFZ4EcN6xFpOiO5/dTxmYU0ZKpvq8ODgO+AgNawm4uTkhPr6ekikUjQ1NcHJyQn2EjvcEzcGDepmHC04Dy+5K3wc3c1tX8NkrwvlBagUuwJgIBUIMC0gGHWFRSiqqzPxRSayxwDvJDTrmpBfnwMvdwYFBQ6IDZZzgVFmVgmcXLw6HEdrpCQvD54MA31paYtZr2II5HIIfH0h9PICc2XioaJBBNfqIqBRDbGTCEJf82WItTrChoP1GBIrgwDlcHbzQ01tA4bGyuBj7wbNBQWoWQxRWBhE8sBOl2N3TsjrrO3+Xm1PNmtJ6zXlW1MZ24T/na5CmGwAMi+kYdCgQUjLUOJyTgUemx6EAt0fGOE/DtFusWaJwh0dHVFeXt6h/631QQFBSAlJgVqvxOmK/ZCJHdDDOQ5OMVp8/YsCbF0MGorPmvlNLiwa9uSB6ushK7KHJC7O5DiLCrzR26kM0SUSSMMTYefW9nF3VC6d1VqrV6pYyOwEnHbVpVIM7iNCX++Q6+5LR9qoVl9pAxzRfGQjAOCM93A4yBhMjO3XYbf79Szz8uZCVKiK4FX7FP44qMe05wwLaNh67QJAWloafl45EFor5zwfP368Q98X3+Vq0W9rbMf2G4BnV5fjnnFOuG9C+8GhNb60p3W0F+ClBz0Q5G24Lws8PAzNnyoVTv/9N+JHjOC0+qoqNP/8M9jyckAggN24cZAMHMjdN558OxtB/u54bl77q25Z67dxiEKBzhWnNAHIzre+QeBay6Ur9TxtY3Ug6+xs/VsSz1V8nTwwKLi32aoulgh09Uagq2mKs5ArE1bUasNqRiEtJrCodRok9+gPkYXFFixBRChvrIG3Y/tdTY06LU40a6EEA5lQiOkBwfCU2sG1HV8aVRr0cukNtwgWO480obBchyBvww2kpEaMc4XNuDP56thTllhUNtXBS361dYaUSmizs+FWVXU1NY9QCKGXF4S+vhA4Opr5qpdIIAoJgS43F9rsbAhcXVGua4aXgyt3YxSLGMjtBahp0MPXERALgbgIKYJ8DF3Q+uYmNEsAdwtBMI+BfhGGlqrTl9UwLti47XATgn1E6B0mQR/mTrNtbJ1I0pa+Xt2EPu4j4SA2tHT5eYjw9uNeiAqRIN1CLzUjECArIhAhx89BfewYxLFXg2s9C5y5rMad0mwAQHNYEBRVJQh1t358c2lTFaRCMVztuneC2JF0JVZ8XoGfVxpajPUsIbanFP0irF969npxqSYfPZwDoNcL8MnmGgzpK0N8eDgYBwdotVp4RARgig9j1djR64mXfSC87AORTRp8WFyK3w424M5RTp2eBMUwDCRdOI+oUcniUr4G1FFCVQuknlNBqSYkx1s/xOxa6N/LcF02KVnIpEIIPDzAVlRA2qI3TXvxIpq3bDH0osnlsJ85E6KgIBM7imoRYiO7bnJ0kI8YQgGQz3qggNwQ5HtzTJLk6Tr4MbLdBBEhv6YUh/LOwEEiw9ToYRB2Im+dSCRCeHi4xRa5vBoFTp47iHj/Xoj16wmRwJACLS8vD2q1GiqVCiEhIRAKhbhcWYjD+enwlrthQq/BbXYjV6nV2FpcgHqdFnKRCDMCguEqkXboS2ZFAX6ryMegwN4YPSAQfh4izpe6BjnEQhV0OnsIhAJcKMvD0YLzCHcP4AJZfVUVdBcvgq5MIBM4O0Po4wOBpycYCyumtUQYGAi2qgpsfT20mZk4LVOhuK4CScEx6OUZBIZh4CJnUFLWCHu2DiqVCr1DQyAQErJLM5Dr1YAgkSc82kkvd7vj6SpCgJcIpzNVSAwDahv0OHymGQ9Na3tIgnEiibWtSW3pCxuL8EPmRgz2HYCU4HFwENujdwhw4MBu1NfXo6amhluR6EhuOv67+ysIicGnQkcIFQroi4ogCjS0tBdViqFUE2IdisC4uKDaXor7v12BCK8gLBszDxFehoeqccWjlvZr9I34PP1XnKm4hP8OWdztgWyvYAl0ekNA6yowTKr6953td8vfKHbk/oMDRSewsPdUXC7oiYt5GvR+3BnHe/VCQ0MD7DSp3GpsNyM9AiSYOESOr7fVYcxABzjLbbt2AeBgugM2Hy/Hm496dSy2kvQsNZZ/UoHn7rI9sNt/ogkRQRL4e12/Gfp1jXos/K8Ci6a5YJiXFxfIEstCvX8/1H//DQAQBgXB/q67zBonGpUsaptECPXrumBTLGKwcrEnQuSj8d37dRjMp976fwf/5O4m9mefxNGCc5BL7aHUqvHlcfNk1lqtFuJi6ypVW1o9q8eey8dxvOgiHh48DXl5eSgqLoarqysqrozrOq9W4HxZDpzsHFBUV47Pj221aF9Q5gSNgy8gEILRa6Cty8XGigyrfdGyOmy7eBh+Tp6432sCLmflQaEohlLbB3a6KuTl1SO1IQcFtaVwsnPApcoCZFYWAFotSKMBADBCIXQCAcTqWiA/H8i3rlyIWBCrAqqKwUgl0DLA5nMH0cszCHfGjAT09WhoFqO+WYiyYj30bB4KJfmoFzdCphegUNyIwoJ9Fu1nFFxq34lOaK+X7ZKKDVbplc1KbPrb/LpoCRPQB2fUOmTXnULDxizoKQn/0Coc/7v9Gd3W2O5IT2Dxe8527MjbhS/GfIINm1OxO02KiXFqXLhgmIyTaVeHZ7d+BG9HN7jZOyFFnQ1SqcB8epLLRKFsVsLB2Q3zlYVgquzArEsDEWHb+cPYkLYL/zz5OeKDIrnJPmFhYTh69Cjq9U14reonyIR28LZ3w3N/rTb3W6mETPGj9cdphZ5xnoV3d2UBvX6G+NQJCFxKILBr6hLbndW3pVXpNHjh7w/R22c0yo9MwJc/nUBV/km4+fRB4QXDfaSjCVM3kgVTnLE/rQnrt9XhiVm2p+MqrBRDIutE02k7hPoZ7rOlNbYFX2otg6PnVJg/+fr2pDrLhYjraYfPt9RiwFhvCHEe9jU1aP7+e+hycgAAkkGDYDd2rMUGitxiw3PAmowFtjAgWobaBgma1I0I5gPZ/3fwgWwX4uLiwv0/uUd/hLr54e+8M4hmGrFu5nKIhabFXVpaCh8fH6tsW9KuPboFn6X+hiWDp+H++AmQiiT44tAR+JRXw1cohaKiBj5CKT584F/YdvEfvHngO8T59sTqqU+ZtaJ9kX4ab+ZnAURIcHXH2gFD4GYhZzBptSjPzoZXr14mNt7Y9w1+Pf8XVgy9G7P6jsYv+5pwcD+DOJeLqC8NQZRLEeJkzVi18HFsPLsf7//9I1LCErC01gm63MsAJJDEx8MuJQVllZWdKhf1sWNQ7diB5Ww2TrtL8O7oeZgSNRQCgQCVv+VCnR8KWaU97Osd0N/uCN70CcahwkPYH6zGqIjJmBg63qpyt8aXrtZ3p22r9UON2rHwGuON/BQtQv3+0+2+nCw/jR8yN2JK6ESkhIwDAJSUVqFclYDK+jJuMs4TDz6IAcFR+O+u9RALhfh29qug9d8AAgEcFz8JgaMjSouLIfv2W0DtD4cFC1DgIMLcb1cgPijSpEXWONlHo9FAJBKhXlGDXbM/xhfpv+JM5WX8d8hiRLmFdulxWuJH+3p8s70Ob/d/GU+s1uLJe9wweWjH+TWv97W4+tSP2F+Yhjf6P4aU4EQ8U1GF/ekuiHMR4lShPyrreyCiKM0q+8HBwVb7bYu2I72roxD3TXBGRp4aLEsQCBib7Fc1yjAk3PqWRGtse7sJ4WDHQEXWZ2YAAEfXQESFCKyeeNaVZf6v6S64/xUFfsrzw70A5BUV0FVUAGIxZFOmQBIT0+a2OcVaCAXocDEJW/2+VKDBz3vrMWuUEJEhXXuOOqPtjJ6nbfhAtgth2auJqxmGQaibL0JcfTDK2c7iOFa93jy3bFtY0o4I64f5CRMhFV2tmMZJCk1NTdxKLQzDYHLUEEyKTEJ6aY5JAKphWbx2/jS+yzOMGZziF4i34wZA2uptmdRqaNLSoP7nH9g1N6PR0xPS4cMhjo4GIxBgSvRQPDtiDkRXtovtKcVnv8pR0NATrnbVkDGVCAiIgFAgxOy4MZjhFY3TP34JXUMZIBJBNmkSNymns+UiGTAA2osXcW9OI1ba94Jj1FBuIYqkGBGYph+RWnUP/GXpCPXxBp05g6F6R4yetBiVbpYX+rjWc9RV+u60bYv+XLYa9XU6+PgwVnf/XasvgfIArBi8nBsjCwAxPeXYl0UorraDI3t1RaKk0L7Y/vB7SC/Jhr13IFSBgdAXFkJz4gR0g4Zj2Scq/JucEOmmhDAwEO6qJnw7dwXCWo2RtVSP/OSeeClxEUqbqiARmt86u6PMk2Jl+OqPWmz+SwcCkNRX1uE23eVLe9qUkEQ8EjuTm9C6YIoznnpfjRo7V5TUu8NbetHqyYo3sl7cPcYRDHN1yIi19pVqFmXVhkUMusoX4MpzxF+CgjKN1XYBwMuFxftPWT/mvyvL3MtNhHvGO+G7HXUY6eIEP1E9BG5usL/7bi4tV1tMHCKHv2udxRUir8XvmgY99qU1471HBPB2sz7suZnu0TxtwweyXYjFVc/YJvSVlgAIBWAaHDrZsJqQJW2kl/kbnXFSgkKhQEREhMkkBYZh0Ne3B/dZoWzGIyeO4FRNNRgAT0RE47GIaAhaBLqkUkF97Bg0R4+ClMqrh1VRAeWmTVAfOADpsGHoHRNjsnpZVIgUA6IkyC6MwcQ+f8Pf76ovmrNnofz9d/TSsWBcXOBw990m2QY6Wy4Mw8B+6lT0/qQEVFwMzT//QDrU0Iw4KnkkMoqcoasQY/xgRwy2N9xIhH5+kAaFIqCNcZ7Xeo66St+dtm3Rv7ehGvmlLFLOV+HZuR3PKu4KXzztPcw048cOx/d/F6BR74WxieaTcWL8DNe5ZOBAKK8EsmecEpBfLYaLhxLiKz0KzjI5nGXmLZzt1SMfB8vH3R1lHuQtxpa3ArDi8zL0CRPAzcm6iZ3X+1qMcDW9F8X2tMOXL7jhwKHeOH1IiqH9nDFy5MBO2aem8wCrARxiwAgMjyzjGGaFQgFfX19ujHRnfG8JwzAgIvx1SglHewF6+ltXLvkKLQi2dYlbW+bRoRKUVVk/ZKFRyaKgUgZfX0Orclf6Yq121hhHXMpXQ+/cF5DUQD55Mhgrzo9YxKBXqPXDIaz123he/j4nRpx1iVxssm+rtjN6nrbhA9kupLGxkQtmSVcPqPINSUwFIUDzZbS+FTWWl0IusK47z1qtFMD4YSEoLbUzdP/p80AWhtQdqWnE4+cKUKXVw0kkwEu+cswIEALNmSAY8vzpsrKgzckGNFoIfQGB3AWiXpGoEgjg1tQIXVYWSFMP7dlt0GcfgKhXBERBwcCVgHb+WAEeWW0HR88YjB8mB7Q5UJ88C112DkRBDIQ+AZAkDAAjqQM1XV2F6VrKhREB9nf0M7TA5f8NUZgYAmdnSAFsO2WY/T1rnA+UO3eCCRNDMiCEO+ZrKXdbtTeTbVv0cWFi5CnE8HetATVV3DBfpIDhRanIA+OHuaGoNB9ncgQQMOAW43B1JAyKEEAb5YgDRT44/Gc+fOwA/55qiHs7gpoutmvfmnrU3ccJAKwKSMuQYdEkLaippkN9d/piizbEFYDUMMlu/hQviKwoQ4v2WRZQFwP1aSBZOBi3ZG4Ms7e3t9ULFgCGYRGOFrKftOb3Qw0or9FjVJwS3t4MPJyFGBAtg15P+DOtmctWzVy53hKi7LBkpsamSUrW+vLwDFdcvnwZB086ob5Jb9KjFh9pB18PEbKLNMjMN7TaXi7UYOtfDfhppRM8rEz8b60v1mqlEgH++28vAKOxaVc2XM/pQVdOPssC/SPt4O4sxOVCDbKLDFkZiIC/TjcjKbIed4zuOl8AwMPZ8AK4+aAaj86yyrRN9m3VdkbP0zZ8INuFKFu0WILVGv4EYnyQXwMw5ktK1tfVwanJui4jW7St9U+GuFx1iwhfFNXjrZxasACiHMT4pLcnmMpSQF8P0mihLyyArrAI0OshkACMqxyikFAIvb0AhoGmsBDinoEQh3pDV1QMfWEBSKOE7tIZ6AsyIQwOhsjPF5F+AvQKcMfxTDHuGlwBbfo5sHV1EMgFEIWGQBQaCjAqQG86WUirqgL01o3tsqQV+buArfICW1kJ7YXjkCYkAAIBPnmsGfXVJdAX68CItBB4yCDycQT09TbZ7wrtzWTbFn1ipAS7jjthfL9aQy6rG+jL4F5SeNvXAnoZzuXI8N4vpi05fYI1GNSzEcKe/nj3gGGJyjuDL0DgIoHQVdruee+M7911nLX1QoCRYVjvOsDK7sib5VosrXbG4J71EEELWNmTamafWBjWGmQBfS2Aq2OYXVxcUFlZadWCBYBh9cWOYBgGj8x0xVPvl+Ob3WIA1ejfS4oB0TJodIT/fV1lts3GN/zhYV8Fidg8+f+1+NJS+/0+OXKKDKsaGl+8X37QA74eIhzPUOGzX2s5fXSg2uogtjO+2ML3exnUNpmW2duPe8HdWYi/TjXj+51X66FYBPQP6rhe2uoLwzB44A5nqOtzAQR1qLfVvq3azuh52oYPZLsJRuIOErsBuhpAUwbY9zJbgaZBQ3CWtr2qUGe1rfWMk6EvpUKlwjOnj+GviloAwPSAYLwe0x8ykQhpmX/Bs7gWmrQ0bglYgbc37IYNgyg62qQVQNFICHIydBOK3QBRpAaaEyegPnzY0LJ67CwYx1xIhwzBR0sCce7PP9H49XlQUxMglcJ+xgyIIyLa9L2l/Y5oSyvu1xuNa9aAlFWAUAm75GT0cgJSj2qg3H8KbLkadmOGgXEZ3Cn716q9mWzboh8QDyzXpMLd3/pE3t3ly7BEQCJIBeM0EBNGASnJZGjZAbi8m4wwHOLwKPzg/RGIZWGn1IF0fTs8753xvbuO098JWDkvFX4hN77MbdU+/wDh2LFjYJw67zs1nAGEzoDPKDBC0wULtFotN4a5Kwn1k+DXt/xx9OgxDBx41Rc7CYOdqwytzETEXWtScffnx/1sWdtjXmePdcLssU6gKxd+auqxbvfHWp6cWokBCQnAldZrBoDoyhjY+ZOdMX+SM9eyzTAMUlMV7RvsJHNSnJGaqu4W2zw3Fj6Q7UYYhgHEbtAK5RDbsIxid3CgTIFnTh9HlUYNqUCAF3vHYrbcBezFi1Dm56PHyZPQXJmsJvD1hd3w4RC1ykzQFoxEAmliIiQJCdCcPGkIaBsaoNq5E8yhQwhubgYRQeDtbRjw72Z7ahtbEcjlkE2ahOZffoH60CGIIiIg8veHfVWVYUUZsRiS+Phu96M7UeoaYSd0sHoJXQAgUoNhLE9ssxbhjb2U24RhGFgqCqGjIxxjekGbng4AEEdGXmfPbl9suTbbtOEYa/ZdZxcssGm/DAOBACaLOJgueHBzLe4AXC3vay12Ii0AARjGujHZ7SEVE2R2lm8aQivH8PLwtAcfyHYhEonp+CilrhFFjZeh1jcj2i3RbHWv1npbbFur17EsXkk/hfV5WQCACEaAN6sbEfrjL2hSX307FQAQ+vtDOmIEROHh7T6A5HLL6X8YsRjSQYMgiY+H5vRpqP/+G1RXBwZX1tKeMgWMuOPJEG3Zt1Ur7t0b4osXoT13DsotWyBftAieV7ogJf36WTX5oKt86Q7bpyr2oaAhA4N8JiLEsQ8YhuEmwdTU1JgsFKCnWmj1mQAAO5F569jNcpzd5Ytk0CBo09PBikQQWVj7/Xr6crPZvhV9MS6ecf78efTubf3snVu1XK53meupEhp9BsSCUIgEQWAYYZv3lhvp+81wLV4vX3jahiHqzOJ3tw4ZGRmIjo7Gsn174OXXvUuQ6nQ6iK6sDlXYcBFFTVmQCmQQCa7zknhEIJ0OzToBzqtc0ESG/Q8SF2OsNAdi5uopZ8RiMGIxSCqFwIqbksE8Wd3SQkolCIBAZl3aIJvtd6RlWbAVFSCWBWNnB1IZxuMKvbyADlYM63JfusG2jtWgVl0BNzsfzI38D3bu3InU1FRIJBKo1WpDa9UYT+ipCAzswTCWXySMeTOtwRZtd+tt0ZJSBWIYCOysb5G+WcrlVi1z3peb33ZbeiIWhGYAgL1oEnbt2mV2b7Fmgp1arbac0acL9N1p+2bzpTMY458LFy4gKiqqW/d1I+FbZLuQhoYGuLoalpD0l/eERChDaXMeHCVuCJKbd9PX1taaLKLQHh1piWXBVlZBX1YKXW0t0u3lOOHoAD3DwE7PYkRDA0IkHqh0CIbAUQ5GLgdjb8/5VFtbCxdp1/high1wh8QOISEh1ukB5OXlWa23RqsVXEbzzxuvfHKAqFcEHIbfdUN86Urbl2tP4ljZTvTzTEa811gAVyfB+Pr6oqioCEVFRZAIxkBHztCx+RAyvhALzFsk8wpt8MUGbXfrbbIt78Q5uknK5ZYtc96Xm962JT1LddDoz0HAeEMsiADDMBbvLdZQUlKC0NDQjoWd0Hen7ZvNF5624QPZLqRlN4uAEcLbPhieskDUqsshYIRmgazMzh4CK8cgtaVlm5qgVyjAlpWBdDrUCoU44OaKsisDuYJFYoz29YZc7thu619X+NIWbi4eNrVK26K3Rivq1RsUmw3tqVMAAIdBQ7rUfme0XWFbLnbF3T2fgUx0tYvKOAmmqqqKmwQjEIggQTjEglDoqcLiuDdnZ1erx8PZou1u/e3iy+1ynLwv19+2JT0DEaSifhAwV9NDWbq3WGfbtmVybdF3p+2bzReetrlJp23cmlRVmadlAXSwFxnTx1ij79g26fXQKxTQnDoFTVoa9MXFYHU6nHWS4xcvN5RJxBABGOPth6mh4XB0dOqwC7uzvljD5cuXu01vrVY2fjyEISGo8/ODMMj69Cvd4UtX2Q507GUSxAKGSTCDBw9GYGCg2SQYhhFC1Eb+z5vlOG92X5q0l6DSFaHliCyVSoWdO3di79692LlzJ1Sqq+nkdGwD6tRpIDJPVXYzHyfvy83ly/U+TgHjZBLEAu3fW7rTlxtl25K+SZsJla7Y6vpvCVv1PB3Dt8h2E3pSQq0rgZ6UEAvcoKcms1hWKNZAx5rnl7WEUKyBtrEMbFUV9LW1V/NJOgnR4OiMg0IJFFrDd4EyKfqKgBBHIfTUaCmGtmjfFl+s1QKAxL4Jar31KVUk9o1W663WigDxfeNQdeECvNnSG+tLN9pmxEDy2FhcuHAB0dHRAGqgtiJ/581ynDe/LwwatKdRqzkCR3FfOIh7ccn5w8LCuOT8o8YOQr3mGHRsDezFPaFhy67Jl9u7zHlfbobjvB73Flv1N6L+12tOgnAEcnEsHMQ9Ldb/9sYO26rn6Rg+kO0mdGwDdFQPAeywKEwMhtGaacodNPDyMv++NfqqSmgaSiBUaQAHAA4AI7UD3D2wSW2Pb7OVUGn1sBcyeCrCETP8ZaioqLDKtq2+2KoFgPLyWjRrs6zW2ztbr7dF2936W9U274v1eiICSAA924QmbSYcxL24sYNisRgikQhFRUVQ6/2g1hdDJHCBTt8APWu+z5v5OHlfbi5fbpfjvNl9ISIwEEDLNqBZmwkHcU+L9b89bNXzdAwfyHYTUqEXJAIPaNgKaKkGXnZ3mI1ZuqRIRa+gjhOFK8/ugPhYJSAUQhwdDUn//lB4euC5M2k4UmVYJjTR3RNvxQ1AgL0hYfhlK23b6out2u7W3y6+3C7HebP7UqdOA0gPL7vpEAsMY9wsJed3lPSFgzgaTdoLUOpy4Gl3h9mCKDfzcfK+3Fy+3C7HebP7Uqc+BhDB224YRAInALYvztHdi3ncjvDpt7oQrVYLsYU8qU9ERJk9xADDkrYyK9JS6SsqoMzMhH18PBg7O/yQn4OVF86iSa+DTCjE81F9cV9IDwhajIO11nZn9N1pm/fl+tvmfbk2vTG/ZklJCfz8/KzOr3mrHSfvi+1aItbivb8rbN8oPe+LKbbW/87eLzrD7ZJ+i5/s1YXU1dWZfCa9BlSdCUp9E8TqzPQFBQVW2RV6eqLY0xMKIsw9+heWp59Ek16HAW4e2DFiHOaFhpsEsbbY7oy+O23zvlx/27wv16Y3JucfMmQIUlJSrH4o3WrHyftim5ZYPSj1TbBZW0GaRu5742SfX3/91erJPjfzcd7uvtha/zt7v+BpG75Ftpug2myg+jIgdsATHgxwjUvU1uoZJJc4op4EkDKEZ51VuN9RDX6FPx4eHp6bFGIBZRXQXAaETYQgdDy3aIlQKIROp7N6YQEeHlu5XVpkb4kxsmvWrMHbb78NhUKB3r1744MPPsCwYcNssjHXxx9Rvbr3RB4/fhwDBgwAALDqQCBXDVSdB+TxgM8AsxRY6enpiImJscp2UXo6ZgbY41RdA96KikCYg327elts26rvTtu8L9ffNu/Lze/L7XKc/598ISKgNA1oKgX8hwJ+iQCuTvbp0aMHsrOzrZrs0/LZYg3dqed9uTG+XE+6Iua6ntz0gexPP/2EJ598EmvWrMGQIUOwdu1aTJgwARcuXECQDflArwcsezVXpEDqBETOBOkmA4pjgL0HGIFpcSuZPDAO3lbZVjJ5eDYmASKBAEIrljW1xXZnfOku27wv198278vN78vtcpz/r3xh9YDUERj4LBjx1YYH42QfnU5n9WSfls8Wa+hOPe/LjfHlenErxVxGbvoxsu+99x4eeOABPPjgg4iKisIHH3yAwMBAfPLJJzfaNatgRDIwgSPMgtjOIBUKrQpieXh4eHhuLIxAaLj3i017z4wLC0ilUpsWFuDhuR7cijHXTd0iq9FocOLECTz//PMm348bNw7//POPxW3UajXUajX32TgBKzs7u/scvUJeXh6cnJy6Rd+dtnlfbn5fbpfj5H25/rZ5X66/L8HBwTh79iyCg4ORm5vbpba7W8/7cmN86QzGuKeurg719fXc91KpFFKp1EzfmZjrZuCmDmQrKyuh1+vh7W3atePt7Y3SUsurM73xxht45ZVXzL6fMmVKt/jIw8PDw8PDw3OzkpiYaPL55ZdfxooVK8x0nYm5bgZu6kDWSOtJUkRk9p2RZcuW4emnn+Y+azQaHDp0CD179oRQKLS4TVfQ2NiIgQMH4tixY5DL5V2q707bvC83vy+3y3Hyvlx/27wvN78vt8tx8r50PXq9HpcuXcLw4cMhkUi47y21xrbElpjrpoBuYtRqNQmFQtq8ebPJ948//jgNHz78Bnllmbq6OgJAdXV1Xa7vTtu8Lze/L7fLcfK+XH/bvC83vy+3y3Hyvtx4bqWYqyU39WQviUSC+Ph47Nmzx+T7PXv2ICkp6QZ5xcPDw8PDw8Pz/4tbNea66YcWPP3005g7dy4SEhKQmJiIzz77DAUFBXj44YdvtGs8PDw8PDw8PP9vuBVjrps+kJ01axaqqqrw6quvQqFQoE+fPti+fTuCg4NvtGsmSKVSvPzyyx2OPemMvjtt877c/L7cLsfJ+3L9bfO+3Py+3C7Hyftyc3CrxFwt+X+/RC0PDw8PDw8PD8//T27qMbI8PDw8PDw8PDw8bcEHsjw8PDw8PDw8PLckfCDLw8PDw8PDw8NzS8IHsjw8PDw8PDw8PLckfCDLw8PDw8PDw8NzS8IHsteAVqsFANTV1XXbProjqYRKpUJJSUm37IOIwLKs1fqmpiYUFBR02f5bo9frAQD19fXdtg8enpuJ7kpE0533OR6e2wk+WVTXwgeyneTbb7/F3XffjejoaMyfPx8vvPACiouLu3QfjY2NVq1vrNFokJ+fj/Lycuh0ug71Dz/8MB566CH8+OOPaGho4PZhDPpa8/7776O2ttYqnz/++GPs27cPDQ0NVumXLl2KV155hfvcUQXPy8vD7t278csvv3T4YP3xxx9x7733IjY2FgsXLsSrr76K8vJyq/wCwAXk3XHTsSXY74wPN8ONUqfTdfoFwlr/bT1Htpa7rVjjh7U+6PV6NDY2Wm27ubkZOTk5Vq+JrlQq8ffff6O5ublDbUNDA1544QWuzllznM3NzSgpKUFNTY1V/hixtny6s37a4kdnfODrZ/v61v/vSjryxZb9dncd5bGS67gc7v8b9u3bR87OzvT000/Ta6+9Rg888AAlJSVReHg4vfPOO8SyrNk21dXVVFpaapX9S5cu0csvv0zBwcE0duxYOnz4cJvaM2fO0Pz580kikVB8fDz9+eef7dquqqqi0NBQ6tu3Lw0fPpwee+wx2r17NxERXb58mbRarYl+z549xDAMlZWVdej3vn37yMXFhfbu3cuVgVqtblO/d+9eYhiGGIahl156qUP7R48epaSkJHJycqKEhAR6/fXX2/XF3d2dXn31VXrzzTdp3LhxxDAM9ejRg957770O92Ush5blYem8XivW2GxsbLRaX1BQYLXPW7ZsIZVKZYWXBjZu3EgXLlwgjUZj8n1b+1ixYgW9//77Vtmuq6ujixcvUnp6upn9ttDpdCb/tuXLvn37aMmSJZSSkkLLli2jb7/91qRM27JrDWfOnKF33nmHHn74YTp58mSH+t27d9O//vUvGjlyJP3yyy/t+r18+XJ69tln6fjx4yY+6fV6i7anT59Oixcvttr3efPm0ZQpUygvL69D7axZs4hhGLr//vutumY+/fRTGjZsGPXs2ZOWLFlCzc3N7er/+usvWrZsGU2ZMoVefPFF2rhxY7vbXK/6SdR2eRvprvpJZFsdvdXr5/jx4y3Wz9bb2FI/iWyro7bUT6K266jx/623s7WO8lgHH8h2gmHDhtFzzz3HfW5qaqK//vqLnn76aYqLi6Onn36alEqlyTbJyck0Y8YMOnz4cIc39aSkJBo/fjy9/vrrNHnyZHJycqJDhw5Z1MbFxdHcuXNp27ZtdMcdd1BSUhLV19dTeXk5ZWRkmOlZlqUXXniB5s6dS++99x4lJCRQcnIyrVy5khiGoQ8//NBEHxYWRsuXLyciw83s0KFDtHr1avr+++/p9OnTZr68+OKLRESUmZlJK1asoMmTJ9OUKVPou+++M/MlNDSUXn/9dVq/fj2FhITQ77//zvloiaioKHr22WfpwoUL9MYbb1D//v0pOzubdu3aRdu2bTMrw9dee437XFBQQAkJCTRjxgyKjY2lDz74wOI+cnJy6PXXX6eIiAgaM2YMLVmyhLZu3WpRS9R+oN4ahUJB69ato1GjRtHjjz9O9fX17epzcnLopZdeIj8/P5oyZQoVFBS0qz99+jQNHDiQ1qxZQ1lZWe1q//nnH3J0dCSFQmGV78eOHSMPDw/69ddfzV52jLQ8b6mpqcQwDAkEAvr222/btX3+/HmaMWMG2dnZUWJiIm3evLld23l5efTuu+9SdHQ0TZgwgZYuXUp79uyxaDs1NZU8PT1p8uTJNHv2bBo8eDANGjSIJk2aRFu2bDHTnz17lhYtWmSx7rTm5MmTFBMTQ3FxcTRw4EBiGIY+/fRTIrIc/Bw/fpyCgoJo9uzZNGPGDGIYhtLT0y3aLikpIalUSv7+/jR69Gj69NNP6eLFi0REFl8q//nnHxIIBJSTk8N9l56eTsXFxVRcXGymP3bsGDk4OHD7LygooE8//ZQ+//xzs/L/559/SCqV0ocffkhRUVEmL4KW6mpqaiq5urrSO++8Q6+99hrJZDLas2cPKZVKi9dwamoq+fn50Zw5c2jevHnk4+NDDg4ONGXKFLO61531k+hqHU1OTu6wjnZn/SS6WketaQDh66dlbKmjttRPou6vozzWwweyNtLQ0ECTJk2y2IJYVlZG//vf/8jX19fk5vrdd9+Rg4MDhYWFkYODAy1dupQyMjLMbjhqtZrWrl1LYWFh1NDQwH0/ceJEevbZZ4nI9Ibx6aefUnh4OPf2WlZWRkOGDKFx48ZRcHAwJSUl0Zo1a8weNufPn6chQ4ZQdXU1paen05IlS8jX15dcXFzovffeo5KSEiIiev/99ykkJITb78yZMyk4OJg8PDwoIiKCxo8fz92gLl68SPHx8XTmzBliWZZiY2Np8uTJdO+999KCBQsoMDCQlixZwrUuvPfeexQQEEB6vZ5KS0spJSWFfHx8KC0tzWK5b9q0iSIiIqipqYn7LiYmhvr370+9evUiPz8/uueee6iyspIKCwspMTGRuxEaWxBSUlLo7bffpqeffpq8vb0t3gwHDRpEw4cPpxUrVtADDzxAY8eOpfj4eFq4cCGdOXPGTD9z5kx66aWXqKKiwqLfLZk0aRINHDiQZs+eTRERERQWFkaZmZlt6ocPH07jx4+nt99+m6Kjo2nKlCnczbe6utpM/5///IcYhqHevXvTjBkzaOPGjVRVVUVEhtbslkRFRdETTzzBlU9OTg7t3LmTTp8+bfHBmZCQQE8//TQREZWXl9M333xDzzzzDL344ov0999/m+mjo6Pp0UcfpaVLl1JCQgJduHCBiCwHPvHx8bRgwQLasWMHzZ07lwYOHEg1NTWUk5Nj8UEyePBgmjBhAr311ls0b948kkql5OvrSw888ACdP3/eRDtkyBB6+umnuRaS0tJS+uKLL2jq1Kk0ZMgQ+uKLL0z8SkpKIoZhyM3NjV5++eV2z2t8fDw9++yzVF5eTkSGFq5Bgwa1+SLWv39/ev7557l6f88999Dq1atp/PjxdN9999GqVau461uj0dBDDz1EixcvpkWLFpGvry/NnDmTtm/fTn5+fvTVV1+Zlffzzz9PRERHjhyhuXPnklwuJ3t7e5o+fToXfBh9W7RoEc2ZM4eIiH7//XdKTEwkd3d3GjBgAMXGxtL8+fO544qKiqKlS5cSEdHixYtJKpVaDDKMDBs2jPOFyHBdLl68mMLDwykpKYnuvPNOunTpEvd7UlISvfDCC9znEydOUFBQEI0YMYKGDh1Ku3bt4nzvzvpJZFsd7c76SdR2HT1z5oxZHeXrp2VsqaO21E+ijuvounXrzMrcljrKYz18INsJli1bRr1796b09HSLF93UqVNp7ty53OdFixbRk08+SUREn332GTk7O1NISAitWbOGexNjWZaee+45GjRoENfiYaxQ33zzDYWGhpq8QW7atImSkpJMWha/+OILsre3p7Vr19LOnTtpwYIF1KNHD5M3QCP/+te/uG4lpVJJYrGYBgwYQIMGDaKpU6fSiRMnKCAggEaNGkVERG+99RYNGTKEdu7cSUSGYQGJiYmUkJBAdXV1pNVqKSYmho4cOUKbNm2iwYMHU21tLREZbk4ff/wxhYaGUnp6Omm1WpJKpbRx40bOH6VSSePGjaNx48ZxLRstj/fLL7+kfv36ceX15ZdfkqOjI/311190+fJl2rhxIwUEBHD+paSk0L///W9u+9TUVBIKhdwLQq9eveijjz4yKZOtW7eSr6+vyUMoIyODXn/9dRo5ciRNmzaNu+ETEf3yyy/EMAw5OTlRjx496Pvvv7fYDajX6+mbb76hgIAA7iWhsrKS+vXrx/nQ+jr6+uuvKSAggHvQpaWl0aRJk+jBBx+kmJgYmj17tlkrx8mTJ2nixIm0efNmSk5OppCQEHrhhRfowQcfpNDQUO5h8fnnn5OPjw+33eOPP049evQgsVhM/v7+9K9//YsuX77M/X7mzBmKjo7mHugjRoygwYMHU9++fWnMmDEUFxdHn3/+Oaf/4osvyNPTk3Q6HV24cIEiIiKof//+3LG3ZMuWLRQSEsKdF7VaTUOGDKExY8ZQSEgI9e3bl1577TWuh2PTpk0UGhpq8qK3ZMkSiomJoeHDh9PcuXO5666iooKGDBlCn332mVkZnz9/nubOnUu+vr5cAHT06FGKjY2l7du306pVq8jNzY07ry17WPLz8+mVV16hXr16mbSk5OXlmb3ENjc3k0KhoD/++IPCw8OptLSU86Nv374UExNDjzzyCN1xxx0UFBREv/32G7ftzp07KSUlhYiItm/fTsnJyeTu7k7Ozs7022+/cQ/VjRs3EsMwVFhYSEREAwcOpHvuuYd+/fVX2r17N40cOZJ8fX1Ngo433niDFi1aRESGnpRXX32VampqqLCwkD7++GOKjY2lr776ij755BPy9fU16UVatGgRRUdH0/Hjx4nItKs3Pz+fEhISTI6jX79+NGrUKPrwww/p008/pcTERC4wzsrKori4OK7HyVjOkydPpjfeeIPGjBlDERERVF5e3q31k4hsqqPdWT9ZlqUvvvjCYh0ViURmdZSvn+b1c+vWrbRjxw6r6+i3335rc/0k6t46ymM9fCDbCdLT06l37940bNgwOnr0qFkXxZtvvklDhw4ljUZDWq2Wtm7dShs2bOB+1+v19OijjxLDMDR06FDasWMHrVmzhkQiEc2YMYPeeOMNE3vFxcXk7+9PBw8eJCKibdu2kUgkorffftvkTd7Hx4feffdd7vPly5epR48eJmNsjb7++uuvFBoaSkSGcTspKSmk0Wjok08+oXHjxpFCoaBnnnmGhgwZQtHR0eTg4GDWfX/48GHy9PTkAuUFCxbQpEmTaOnSpSZBJBFRbW0tDRw4kDZs2EBZWVl09913c78Zb+A7d+4kLy8vmjdvnlmZnz9/niIiIuiBBx6gZ599lpydnenNN9/kfq+vr6eRI0fSypUriYho7dq1xDAMjR07lu68807y9PSkFStWEBGRSqWimTNnmgwPISJav3499e3bl3t7b8mOHTsoPDyc7rjjDu5GN2/ePHr00UcpOzubHn30URKJRJScnGxW3l988YXJC4px+//+978UHx9v8t2pU6eoqamJhgwZYtKFu2HDBhKLxfTMM8/Q6tWrKSEhgRITE6mmpsZkXxMnTuQeWmvXrqWePXuSWCymmTNnUkZGBrEsSwEBATRr1iwiIvrwww8pISGB1q5dS0qlkj777DPy9vamGTNmEMuyxLIs1dTUUExMDGVlZdGGDRuoX79+3MvGqVOn6JFHHqHY2FhumIJcLqf169dzfl2+fJliYmJo8eLF3MuZ8Tp8++23KTk5mevC/fnnn0ksFtOGDRto9+7dtGLFCurRowc3tu2ll16iO++8k3Q6Hfew3LhxI02ePJl++OEHksvlXOueXq+nefPm0ejRo7mHZ+vxdQMGDOBasvbv309PPvkkFwyVlpbS4sWLTc6rRqOhMWPG0NChQ2nYsGFcF6LxeKZNm0ZLlizh7E+bNo1efvll+uijj2j58uWcz5s2bSKRSGTSQjV8+HCaP3++iX/Tpk3jHro6nY5r3RowYAC98MILVFBQQMuXL6eIiAiaM2cOTZkyhfr3729yXRAZhvH85z//4T5/9dVX1KtXL9q8eTONGjXKpIWU6Gpd9vHx4QI547k7c+YM9e7dm0aOHGkSsBiZNGkSzZkzh3bt2kXvv/8+yWQyk5fpZ599lgYOHEjV1dWk1Wpp0KBB9Pbbb3O/X7p0iYRCIRc8BwYG0saNG7u1fl64cIGSk5OtrqOJiYndVj+JyKY6Wl1dzdfPVvXz4Ycfpg8//NDqOjphwoRO1U/j9h3V0RdeeMHmOspjPXwg20lycnIoKSmJZDIZPfHEE/TPP//Q5cuX6ezZsxQREUGvvvoqp2VZluvebjlmKzs7m0aPHk0SiYQYhqFXXnmFdDodVVZWctsZGTduHHfjjIyMpGXLlpnZPXz4sMkA+5KSEurfvz9t377d4jE89NBDtGjRIrKzs6PU1FTue+NbJMuydOrUKXrggQfovvvuM5kUotPpKCMjg/r06cN1XV2+fJkGDRpEwcHBFBwcbNI6otFoKCYmhr755pt2y3XXrl3k6+tLL730ksnxsyxLv/32G02aNImeeeYZmjBhgknQrtFoqG/fviYtDydPnqTp06fTvHnzaO3atdz3Wq2WevfubTYe+MKFCxQQEGDiY8vhH4cPHyZ/f3/Kzc2l2tpaWr16tUn30alTp2js2LEkFArpwQcfpPz8fNq4cSNJJBIaNmyY2bjcU6dOUUBAADeuav/+/SSXy+nMmTP05JNPmjxw/fz86LXXXuNuxsePHycvLy+TMiYyjJVr+TC/5557yN/fn4KCgmj48OH0+uuv0+jRo2nYsGF05513kouLi9mYt82bN5OHhwd3HapUKho3bhwtWbKEli1bxo2ZNpKfn089evSgffv20U8//UTR0dEm502v19PHH39MUqnUbILevn37KDg4mN5//31at24dubu7m2hKSkqod+/e3HndsGEDhYSEcC1hRIYWP+PDbvXq1dS/f3/u+P/44w9ycXGhhQsXUl1dHeeTkWXLltHkyZNJq9VyLVStMZ5XiURCI0eO5MbOffzxx2bajz76iAYPHkxERAcPHuRaYTQajYntX3/9lZtMYqzDL7/8Mt17772k1Wq58/z+++/TwIEDiYjovvvuo5EjR1JlZSU9/vjjFBQURLW1taRSqejHH3+kmTNnUmhoKH3yySfcfozHZQzqjMfe0NDA9YAEBwfT999/b3IcGzZsoKSkJJNybklGRgZFRkbSnDlzuAey0fYXX3xBERERFBkZSTNmzKBRo0aZtIRu3LiRYmNjueDomWeeIZFIRE899RS99NJLFBAQQI8//jjn5+jRo+ntt9+mCxcukL+/v1X1s6amhlavXk1ffvml2XlsXT+lUimdOXOGRo0aZTb5yVIdtbe3p3//+98mXfZdVT/XrVtHFy5coNGjR9PQoUOtqqMqlYrGjh3bbfUzKCjIpvoZHBzcYf00snXrVqvrp1arpXPnzlFrLNXPoqIiqqioMLvHE1muo1lZWSa2O6qfLb+3po4qlUrasGGDTXWUx3r4QPYa+fLLLykwMJB8fX0pJCSEAgMDadq0ae1uo9frTW7Ad999N0VGRlrUGi/q5cuX0z333MN1C1nDe++9RxEREW3+/uuvv5JEIqGnnnqK25elSSpqtZpOnz5tNnHivffeo6ioKJPvamtrac6cOcQwDNeq+NNPP9G//vUvCg4ObtMXY+ufUqmkZcuWkUwmo71795rpjOX29ttv0/Tp0yknJ4fOnz9P//3vf9u03/Itv7S0lJ5//nkKDAw00ej1empubqYHH3yQHB0dTW40RoqLiyk0NJQbvlBXV8e1JLQe9hEeHk6enp7k4OBATz31FKWlpXFdfy1vVH379qWff/6ZiAw3/EceeYSIDGPsjA/68vJyWr9+PalUKmJZlnQ6HeXk5JhlqdBqtdTc3ExDhgyhn3/+mTIzM7lWhYsXL9Lw4cNp9erVVFJSQh988AENGzaMpk2bxnUpGs9Bamoq9e3bl06cOMHZ/vnnnykkJISioqIoPj7epFVMrVZTXFwc/fDDD0REXEta6xvye++9R8HBwVzvhF6vp6qqKpo/fz5FRkbSfffdR/Hx8SYTAzUaDfXr148bK1dUVER9+/YlPz8/evDBByk5OZn8/f25fW7dupXi4+NNXrp27dpFgYGB5O/vT19++SVVVVVRfX09VVRUUFxcnNmD35LvRETffvstMQxj9rBvee4vXrxIXl5eVFJSQgMGDODqVmu0Wq3ZPgYPHkxvvPGGyfdNTU1055130rvvvksSiYT279/P/VZeXm6iLS4upvXr15uNtzSOLTW+CBv9PXfuHA0ePJgYhqH+/fvTxo0bKT8/ny5fvkxxcXHcuPzWGLf/7LPPyMPDw+LM9+zsbMrIyKBz585RTEwMZWdnE5Gh52TAgAFmvSFr166l3r170+DBg03G1+p0Ourfvz99+OGH1NTURA8//DDJ5XKr6mdtbS03f6DlPcBS/SQyBJ9GPzuqo1VVVdw1V1ZWZlX9JDKcz6SkpHbrp/FYPvroIxo6dChNnTq1wzq6efNmCg4Otql+tr7Xt66fLMtSVVUVPfjgg9SrVy+aM2eOVfWzX79+5Ovr22b97Nevn0nDyc6dOykgIKDN+vncc89xXfJGjL63PE/G+rlixQqziXctz3/LOhofH08PPvggtaat+vnqq6+aTcxqaGigu+66i9555x2zOpqfn0/5+fnc56KiIlq3bl2HdZTHNvhAtov4/fffaevWrXTs2DHuzbIj9Ho9Xbx4kRiG4W6UbXHo0CFycXEhhmFMxpZaQqvV0qFDh8jPz88khYgljh49anFiQntoNBo6cOAAeXt7t2k/IyODxowZQ7GxsWRnZ0fz5s1rN41Ya6ZPn047duxo8/eKigqKioqi8PBw8vX1pfj4eC6NWHscPHiQHn74YYtBspFXX32VpFIpDRo0iHbu3EkKhYKysrLo/ffft/olQqPR0KhRo9oMro034gULFtBjjz1GmzdvJicnpzbtte5y+/zzzyk8PNzkO+ON97vvvqNp06ZRTEwMzZkzp803/HPnztGWLVvMMmysXbvW4ovV999/T4GBgcQwDC1cuJB2795Nx48fp9dee428vb3N/Gh9rKWlpTRjxgzy8fExGYNLRNznp556ih599FEiMpzjTz75xMS28fuXXnqJ4uPjafny5SYB98cff0yRkZFcF6Fx3zk5OfTEE0+Qvb09hYSE0ODBgykiIoIGDRpERGSxi7w1K1euJCcnpza1Wq2WVCoVDRs2jBITE8nV1dWibWP5GP9tamqiNWvWkLe3t4nW+PuqVauIYRhuTKter+eOy6hvWeYtA5Smpib6+OOPueu2dbnodDpu397e3hQSEkIhISGUkpJiVZksX76cevbsadE2y7JUV1dHiYmJFBISQvPmzaOkpCSuq96S/ZZZAmpra+mtt94id3d3ys3N5XqKWtbPHTt2mNVPlUpFOTk53NAFS2Xfsn4a9bW1tSZ6Y51rWUcdHR0t2m6rfqrVasrLy6OysjKuBa+9+qlUKik7O5s71vT0dPr111/NMt2sXbuWevXqRXl5eVzPScv6uWDBArP62dzcTNnZ2VRaWmriu6X6ef78ecrNzeXuDcb6+eSTT3Iv2y3rp1qtppycHFIqlaRQKEzqZ8sJvB9//DE5OTnRxIkT6bvvvuNa8wsLC+nf//43ubi4UEBAgEn9vP/++2nixIm0YcMGk+vDWJ5G/431sy298Zibmpq4OiqRSCxqW57PlvXTaPuHH34w0b/99tvcfdHok16v5/Qtj9V4nlvab1lHeWyHD2RvMGfOnGmz5aMldXV15OzsTElJSR1qi4uLacaMGfSvf/2rK1w0o6ioiFJSUuj+++/vUFtZWUkKhcLq3IPGm5I1LwMsy9LBgwfpm2++4br+rNmmZWqUtvL7HjlyhKZPn04CgYB69+5Nbm5uFBcXR+vXr7cqHU5ubi4xDNNmmi/jcRpbOu3s7OiDDz4ws906KGRZls6dO0eBgYH00UcfWfSloaGBkpOTKSwsjHsAVVRUdOg3y7KUnp5O/v7+bdpWKBT09NNPk1wup8jISBKLxTRmzBj64YcfrCoXrVZL0dHR9PXXX1v8/ffffyeGYWjQoEHUr18/ioyMpK+++soq39PS0sjV1ZWmTp1KQUFBFnMwl5WV0TvvvEOvvPIKbdq0iQ4ePEgvv/xym3ojjY2NNH78+HZtG1m4cCGXyq4j2yzL0sqVKyk4OJjuuusui9qamhr68ssvTSbjGHNNd2T7lVdeIX9/f3r//fc71H///ff0008/0ffff09Lly5tV9sy+Nm9e3e7ttVqNT355JOUmJhI//vf/2jbtm2cfsyYMW2W4++//04jR46k5ORkkkgkFBsby72AHjlyhGbOnElCoZAiIyO5+vnOO+90mFdbr9dTbm4uCQQCeu211zrU//DDDxQSEkISiYSSkpLa1Rq7vwMDA+nVV1+1aLuxsZHGjRtHPXr04O5bOp3OJCd4XFxcmz1S6enp5OXlRUOHDiWJREL9+vXjtAqFgpYuXUqOjo4UHh7O1c/Vq1dzthMSEtrMN67Vaik8PJxGjRplVuZEhtZThmEoISGBq58ty7x///5tlktaWhq5u7uTp6enxTzmly5douLiYnr33Xe5+nn27Fmr8p43NjbSXXfdRR9++GGb+qysLO45tHDhQgJAXl5eHdpeuXIl9ezZk9atW2dm29j6f+zYMfrkk09M0hlaytlubJxpad9YR3/88UeL54SnYxiim2CJkdsclmUhEHS8yJpGo0F9fT08PDw61Or1emg0Gshksq5w0QydTge1Wg0HB4dusX+9GDVqFFxdXbFkyRLExcXB3t7e5Pf8/Hzs2LED/v7+6NWrFx5++GFO369fvzbLd+fOnbj//vsxdOjQdrWZmZmIiopCv3794Ozs3KHtkydP4rnnnoNcLkddXV2b+uPHj0On0yExMdHsONuynZaWhieffBJOTk5QqVTt6quqqnDixAm4uroiODgYs2fP7tC+Xq+HUCjE4MGD4e/v36b24sWLePfdd+Hh4YHx48fj1VdfbfccAUBhYSG+/vprfPTRR4iLi8Pw4cNx5MgRHDx4ENu2bcOwYcNM9EQEhmEwZMgQODo6cvq//voL27Ztw9ChQ030LMtiwIAB8PT07FB76dIlrFu3DocOHbLKdklJCUaPHo3g4OA2tS3vEUSEoUOHWmW7qKgI//zzD1atWmWm/+OPPzBs2DDodDqIRCJuG2vLxBp9S9tarRZisdhMf/DgQWzfvt3MvkqlQr9+/TBgwADMnj0ba9euRWVlJXbv3o3m5mbU1NTA1dUVf/zxBzw9PREZGYmZM2ciJibGRL9z506oVCpUVVUhMjISALBr1y6sX78eFy9e7FCfl5eHsLAwyGQy3Hnnne1qz58/j6eeegqOjo7Iyckxs71t2zbodDps374dsbGxiI2N5Y63X79+Zvrt27dDo9Fw9tPT07F48WKcPXsWU6dO5bQVFRXYsWMHtzqjTCbDsWPH4ODggJCQEIwdO9aqcgGA6OhoJCQkmGk1Gg0YhkFjYyPeeustODk5ISUlBU888QRn+9NPP0VVVRX++OMP6PV6VFRUICoqChUVFfjss89QXFwMV1dXFBYWol+/ftiwYQPkcjnGjRuH5cuX45NPPsG//vUv7nonIrz44osmekdHR4wdOxbLly/H6tWr8eijj0Kv1yM3Nxc9evRoV79q1So89thjyMzMxLp16yASiTrUFhUVIS0tDVOnTm3T9ssvv4y3334bTzzxBFdHAVjle0FBAY4ePYq7777bYv3isYIbGUXz8NxI2srv21brsbX5gDUajdVaIsMYznfeeccqPcuyVFBQQGvWrLE6N7G1vrAsSzk5OfTxxx9bpTe2ytmSJ9mWcrHFNhHRmjVrzFL/tMzBbPTX+K+1OZtZlrVaa+yStFav1+s71LbutrbFdlf70rqHwFq98XzZ4osxT7axm72srIySkpJo7Nix3PCQlsn8Lekt5dUmMvRarFq1ymr9Qw89RMHBwe1qjeN209PT6a233mrTdlhYGCUnJ9PHH3/MHa81vhvtL1++nEJDQ83KZdy4cRQUFEQDBw40yTNsbbm0VeZGbVBQEA0aNMhksl1b58iS35WVldTQ0NBuHvN33nmHioqKTK6xjvKetx6z2pG+5XjbjrTW+OLj40NOTk70/vvvm6Uws9U+T+fgA1me2xZr8vtqtVp6/vnn6cCBA1bnA37++edp6tSpHWp1Oh0999xzdPjwYats6/V6eu655+jo0aPt6o03aqMvU6ZMsdp2amqqVb7odDp6/vnn6eDBgzaVizW+aLVaeu6556y2rdfraenSpTR48GCrczDn5+dTSkqK1foRI0Z0i+1ffvml22xv2rSJ8vLybPJl5MiRVmk3b95sky+26jdt2kSJiYlt5snesWMHLViwgEJCQignJ4dYlqXk5GSr8mpnZ2dbrQ8NDaWsrCyrtGFhYVbZ3r59O6e3xfewsLAOfTGWS2hoaKfKxRrbwcHBNpWhsVxa0lEe81OnTtmkbzlOviP9HXfcYbJUbVfa7grfeWyHD2R5bktsye8rFoupqqrKpnzAP/74Y4fajz/+2Cbbtuo740tlZeUNL5fO2rY2B7NYLKbS0lKaNWuW1Tmb77zzzlvO9q3uiy15shsbG2n16tXdot+7d2+32b6ZfOnu4ySyPo+5sYW3O/Rjx46lpqYmm7Td7QvPtcEHsjy3Lbbk97VV3522eV+uPQczEdmkv1Vt38q+2Jonuzv1t4sv3X2cLekoj/n11N9MvvDYDh/I8vBcwZb8vrbqu9M270vX5GC2RX+r2r6VfWlNR3myr6f+dvGlK21bm8f8euhvJl94bIcPZHl4WmFLfl9b9d1pm/fFMrbkYLZVf6vavpV9sSVPdnfrbxdfusu2rXnMu1N/M/nCYxt8IMvDYwFr8/t2Rt+dtnlfzLElB7Ot+lvV9q3si615srtTf7v40t3HycNzLfB5ZHl42sDa/L6d0Xenbd4Xc2zJwWyr/la1fSv7Ymue7O7U3y6+dPdx8vB0Fj6Q5eHh4eHh4eHhuSWxvumDh4eHh4eHh4eH5yaCD2R5eHh4eHh4eHhuSfhAloeHh4eHh4eH55aED2R5eHh4eHh4eHhuSfhAloeHh4eHh4eH55aED2R5eHhua9avXw8XFxfu84oVKxAXF9ft+50/fz6mTZvW7fuxlZCQEHzwwQc32g0eHh4eq+ADWR4enm5l/vz5YBgGDMNALBbD29sbY8eOxbp168Cy7I12z4xnnnkGf/75Z7fvZ9WqVVi/fj33eeTIkXjyySe7fb9GWgfwRo4fP45FixZdNz94eHh4rgU+kOXh4el2UlJSoFAokJeXhx07diA5ORlPPPEEJk+eDJ1Od6PdM0Eul8Pd3b3b9+Ps7GwxkLxWNBrNNW3v6ekJe3v7LvKGh4eHp3vhA1keHp5uRyqVwsfHB/7+/ujfvz9eeOEF/Pbbb9ixY4dJq2RdXR0WLVoELy8vODk5YdSoUThz5oyJra1btyIhIQF2dnbw8PDAjBkzuN9qamowb948uLq6wt7eHhMmTMDly5dNtl+/fj2CgoJgb2+P6dOno6qqyuT31kMLjEMA3nnnHfj6+sLd3R2PPPIItFotp1EoFJg0aRJkMhlCQ0OxYcOGDrvoWw4tmD9/Pg4ePIhVq1Zxrdd5eXkAgAsXLmDixImQy+Xw9vbG3LlzUVlZydkZOXIkHn30UTz99NPw8PDA2LFjAQDvvfceYmJi4ODggMDAQCxevBiNjY0AgAMHDmDBggWoq6vj9rdixQoA5kMLCgoKMHXqVMjlcjg5OeHuu+9GWVmZWXl9++23CAkJgbOzM2bPno2GhoY2j52Hh4enq+ADWR4enhvCqFGjEBsbi82bNwMAiAiTJk1CaWkptm/fjhMnTqB///4YPXo0qqurAQDbtm3DjBkzMGnSJJw6dQp//vknEhISOJvz589HWloatm7diiNHjoCIMHHiRC7oTE1NxcKFC7F48WKcPn0aycnJ+O9//9uhr/v370d2djb279+Pr7/+GuvXrzcJwOfNm4eSkhIcOHAAmzZtwmeffYby8nKry2LVqlVITEzEQw89BIVCAYVCgcDAQCgUCowYMQJxcXFIS0vDzp07UVZWhrvvvttk+6+//hoikQiHDx/G2rVrAQACgQCrV6/GuXPn8PXXX2Pfvn1YunQpACApKQkffPABnJycuP0988wzZn4REaZNm4bq6mocPHgQe/bsQXZ2NmbNmmWiy87OxpYtW/DHH3/gjz/+wMGDB/G///3P6uPn4eHh6TTEw8PD043cf//9NHXqVIu/zZo1i6KiooiI6M8//yQnJydSqVQmmh49etDatWuJiCgxMZHmzJlj0dalS5cIAB0+fJj7rrKykmQyGf38889ERHTPPfdQSkqKmQ/Ozs7c55dffpliY2NN/A8ODiadTsd9N3PmTJo1axYREWVkZBAAOn78OPf75cuXCQC9//77Fn012m1ZLiNGjKAnnnjCRPOf//yHxo0bZ/JdYWEhAaDMzExuu7i4uDb3Y+Tnn38md3d37vNXX31lctxGgoODOb93795NQqGQCgoKuN/Pnz9PAOjYsWNEZCgve3t7qq+v5zTPPvssDRo0qEOfeHh4eK4VvkWWh4fnhkFEYBgGAHDixAk0NjbC3d0dcrmc+8vNzUV2djYA4PTp0xg9erRFWxkZGRCJRBg0aBD3nbu7O3r16oWMjAxOk5iYaLJd68+W6N27N4RCIffZ19eXa3HNzMyESCRC//79ud/Dw8Ph6upqTRG0y4kTJ7B//36T8oiMjAQArkwAmLRKG9m/fz/Gjh0Lf39/ODo6Yt68eaiqqkJTU5PV+8/IyEBgYCACAwO576Kjo+Hi4sKVKWAYjuDo6Mh9blk+PDw8PN2J6EY7wMPDc/uSkZGB0NBQAADLsvD19cWBAwfMdMZJUTKZrE1bRNTm98ZguS1NR4jFYpPPDMNwGRfa2++1wrIspkyZgjfffNPsN19fX+7/Dg4OJr/l5+dj4sSJePjhh/Haa6/Bzc0Nf//9Nx544AGTsb0d0bLs2vu+vfLh4eHh6U74QJaHh+eGsG/fPqSnp+Opp54CAPTv3x+lpaUQiUQICQmxuE3fvn3x559/YsGCBWa/RUdHQ6fTITU1FUlJSQCAqqoqXLp0CVFRUZzm6NGjJtu1/mwrkZGR0Ol0OHXqFOLj4wEAWVlZqK2ttcmORCKBXq83+a5///7YtGkTQkJCIBJZf7tOS0uDTqfDu+++C4HA0PH2888/d7i/1kRHR6OgoACFhYVcq+yFCxdQV1fHlSkPDw/PjYQfWsDDw9PtqNVqlJaWori4GCdPnsTKlSsxdepUTJ48GfPmzQMAjBkzBomJiZg2bRp27dqFvLw8/PPPP3jxxReRlpYGAHj55Zfxww8/4OWXX0ZGRgbS09Px1ltvAQB69uyJqVOn4qGHHsLff/+NM2fO4L777oO/vz+mTp0KAHj88cexc+dOvPXWW7h06RI++ugj7Ny585qOLTIyEmPGjMGiRYtw7NgxnDp1CosWLYJMJrPYmtkWISEhSE1NRV5eHiorK8GyLB555BFUV1fjnnvuwbFjx5CTk4Pdu3dj4cKF7QahPXr0gE6nw4cffoicnBx8++23+PTTT83219jYiD///BOVlZVobm42szNmzBj07dsXc+bMwcmTJ3Hs2DHMmzcPI0aMsDicgYeHh+d6wweyPDw83c7OnTvh6+uLkJAQpKSkYP/+/Vi9ejV+++03buwpwzDYvn07hg8fjoULFyIiIgKzZ89GXl4evL29ARhSTW3cuBFbt25FXFwcRo0ahdTUVG4/X331FeLj4zF58mQkJiaCiLB9+3au63vw4MH44osv8OGHHyIuLg67d+/Giy++eM3H980338Db2xvDhw/H9OnT8dBDD8HR0RF2dnZW23jmmWcgFAoRHR0NT09PFBQUwM/PD4cPH4Zer8f48ePRp08fPPHEE3B2duZaWi0RFxeH9957D2+++Sb69OmD77//Hm+88YaJJikpCQ8//DBmzZoFT09P7oWgJQzDYMuWLXB1dcXw4cMxZswYhIWF4aeffrK+cHh4eHi6EYa6YiAXDw8PDw9HUVERAgMDsXfv3jYnp/Hw8PDwXDt8IMvDw8Nzjezbtw+NjY2IiYmBQqHA0qVLUVxcjEuXLplNhOLh4eHh6Tr4yV48PDw814hWq8ULL7yAnJwcODo6IikpCd9//z0fxPLw8PB0M3yLLA8PDw8PDw8Pzy0JP9mLh4eHh4eHh4fnloQPZHl4eHh4eHh4eG5J+ECWh4eHh4eHh4fnloQPZHl4eHh4eHh4eG5J+ECWh4eHh4eHh4fnloQPZHl4eHh4eHh4eG5J+ECWh4eHh4eHh4fnloQPZHl4eHh4eHh4eG5J+ECWh4eHh4eHh4fnloQPZHl4eHh4eHh4eG5J+ECWh4eHh4eHh4fnloQPZHl4eHh4eHh4eG5JRDfagc6g1+uh1WpvtBs8PDw8PDw8PP9vEIvFEAqFN9oNm7ilAlkiQmlpKWpra2+0Kzw8PDw8PDw8/+9wcXGBj48PGIa50a5YxS0VyBqDWC8vL9jb298yhczDw8PDw8PDczNDRGhubkZ5eTkAwNfX9wZ7ZB23TCCr1+u5INbd3f1Gu8PDw8PDw8PD8/8KmUwGACgvL4eXl9ctMczglpnsZRwTa29vf4M94eHh4eHh4eH5/4kxzrpV5iLdMoGsEX44AQ8PDw8PDw9P93CrxVm3XCDLw8PDw8PDw8PDA/CBLM915MCBA2AYhss6sX79eri4uNxQn3h4ricrVqxAXFzcjXaD5wYxf/58TJs27Ybs++LFixg8eDDs7Oyu+zXIMAy2bNlyXfdpLa2fSzy3HrfMZK//D/zzzz8YNmwYxo4di507d95od244s2bNwsSJE63Srl+/Hk8++SR/s7kFKCwsxIoVK7Bjxw5UVlbC19cX06ZNw0svvXTTTNTMy8tDaGgoTp061W0PdYZh8Ouvv5oELs888wwee+yxbtnfjeKDzPPXdX9P9uptk37+/Pn4+uuvAQAikQhubm7o27cv7rnnHsyfPx8CwfVrz1m1ahWIiPs8cuRIxMXF4YMPPuj2fb/88stwcHBAZmYm5HJ5t+xjxYoV2LJlC06fPm3yvUKhgKura5ft58CBA0hOTkZNTc1t3xjCPxv5Ftnryrp16/DYY4/h77//RkFBQbfuS6/Xg2XZbt3HtSKTyeDl5XWj3eDpQnJycpCQkIBLly7hhx9+QFZWFj799FP8+eefSExMRHV1dbfu/0ZMTrBln3K5/KYJ5m8nUlJSoFAokJeXhx07diA5ORlPPPEEJk+eDJ1Od938cHZ2vmGBV3Z2NoYOHYrg4ODrfg36+PhAKpVe133eDtwqk7G6Gz6QvU40NTXh559/xr///W9MnjwZ69ev535LTEzE888/b6KvqKiAWCzG/v37AQAajQZLly6Fv78/HBwcMGjQIBw4cIDTG7vp//jjD0RHR0MqlSI/Px/Hjx/H2LFj4eHhAWdnZ4wYMQInT5402dfFixcxdOhQ2NnZITo6Gnv37jXrCiouLsasWbPg6uoKd3d3TJ06FXl5ee0e8/bt2xEREQGZTIbk5GQzfeuhBWfOnEFycjIcHR3h5OSE+Ph4pKWl4cCBA1iwYAHq6urAMAwYhsGKFSsAAN999x0SEhLg6OgIHx8f3HvvvVwOPOBqt9Gff/6JhIQE2NvbIykpCZmZmSa+bN26FQkJCbCzs4OHhwdmzJjB/dZR2fNc5ZFHHoFEIsHu3bsxYsQIBAUFYcKECdi7dy+Ki4uxfPlyThsSEoLXXnsN9957L+RyOfz8/PDhhx+a2Kurq8OiRYvg5eUFJycnjBo1CmfOnOF+N3bVr1u3DmFhYZBKpSAi7Ny5E0OHDoWLiwvc3d0xefJkZGdnc9uFhoYCAPr16weGYTBy5EgAAMuyePXVVxEQEACpVIq4uDiT3pO8vDwwDIOff/4ZI0eOhJ2dHb777juzcggJCQEATJ8+HQzDcJ9bDy0wdjWvXLkS3t7ecHFxwSuvvAKdTodnn30Wbm5uCAgIwLp160zsd6Y+3s5IpVL4+PjA398f/fv3xwsvvIDffvsNO3bsMLkXW3u9ffvttwgJCYGzszNmz56NhoYGTvPLL78gJiYGMpkM7u7uGDNmDJqamgCYDi2YP38+Dh48iFWrVnH3tdzcXISHh+Odd94x8f/cuXMQCAQm13BLOrpuGYbBiRMn8Oqrr5rcP1vTUb0BgKKiIsyePRtubm5wcHBAQkICUlNTsX79erzyyis4c+YMdzzGsm35PLHmedfefT0vLw/JyckAAFdXVzAMg/nz5wMw5EF96623EBYWBplMhtjYWPzyyy8m++rouWSJ9q6LiooK+Pj4YOXKlZw+NTWVuw8CV6+btWvXIjAwEPb29pg5c6ZZK+pXX32FqKgo2NnZITIyEmvWrOF+a+ve09azcc2aNejZsyfs7Ozg7e2Nu+66q8PjvFW5pQNZIgJpNDfmr0X3kDX89NNP6NWrF3r16oX77rsPX331FWdjzpw5+OGHH0xs/vTTT/D29saIESMAAAsWLMDhw4fx448/4uzZs5g5cyZSUlJw+fJlbpvm5ma88cYb+OKLL3D+/Hl4eXmhoaEB999/Pw4dOoSjR4+iZ8+emDhxInfjZVkW06ZNg729PVJTU/HZZ5+ZBBtGu8nJyZDL5fjrr7/w999/Qy6XIyUlBRqNxuLxFhYWYsaMGZg4cSJOnz6NBx980Ozm1Zo5c+YgICAAx48fx4kTJ/D8889DLBYjKSkJH3zwAZycnKBQKKBQKPDMM88AMASZr732Gs6cOYMtW7YgNzeXu6m1ZPny5Xj33XeRlpYGkUiEhQsXcr9t27YNM2bMwKRJk3Dq1Cku6DViTdnzANXV1di1axcWL17M5SI04uPjgzlz5uCnn34yuc7ffvtt9O3bFydPnsSyZcvw1FNPYc+ePQAM9XvSpEkoLS3F9u3bceLECfTv3x+jR482adnNysrCzz//jE2bNnFdmk1NTXj66adx/Phx/PnnnxAIBJg+fTrXS3Hs2DEAwN69e6FQKLB582YAhq7fd999F++88w7Onj2L8ePH44477jA718899xwef/xxZGRkYPz48WZlcfz4cQCGB5NCoeA+W2Lfvn0oKSnBX3/9hffeew8rVqzA5MmT4erqitTUVDz88MN4+OGHUVhYCKBz9ZHHnFGjRiE2NpY799Zeb9nZ2diyZQv++OMP/PHHHzh48CD+97//ATB0od9zzz1YuHAhMjIycODAAcyYMcPi82LVqlVITEzEQw89xN3XgoKCsHDhQnz11Vcm2nXr1mHYsGHo0aOHxWPp6LpVKBTo3bs3lixZYnL/bE1H9aaxsREjRoxASUkJtm7dijNnzmDp0qVgWRazZs3CkiVL0Lt3b+54Zs2aZbYPa5537d3XAwMDsWnTJgBAZmYmFAoFVq1aBQB48cUX8dVXX+GTTz7B+fPn8dRTT+G+++7DwYMHAXTuudTRdeHp6Yl169ZhxYoVSEtLQ2NjI+677z4sXrwY48aN4+wY71O///47du7cidOnT+ORRx7hfv/888+xfPlyvP7668jIyMDKlSvxn//8hxsWY6TlvWf06NEWn41paWl4/PHH8eqrryIzMxM7d+7E8OHD2z3OWxq6RVAqlXThwgVSKpXcd6xaTbUrVtyQP1attsn/pKQk+uCDD4iISKvVkoeHB+3Zs4eIiMrLy0kkEtFff/3F6RMTE+nZZ58lIqKsrCxiGIaKi4tNbI4ePZqWLVtGRERfffUVAaDTp0+364dOpyNHR0f6/fffiYhox44dJBKJSKFQcJo9e/YQAPr111+JiOjLL7+kXr16EcuynEatVpNMJqNdu3ZZ3M+yZcsoKirKZJvnnnuOAFBNTQ3ns7OzM/e7o6MjrV+/3qK91tq2OHbsGAGghoYGIiLav38/AaC9e/dymm3bthEA7lpKTEykOXPmWLRnTdlfTyprdZSZrzb5K6nQEhGRWsOa/ZaZf/U6zS/VmP1W16gjIqKaenO7hWUam3w7evSoyXXTmvfee48AUFlZGRERBQf/X3t3HxRV2fcB/IvL7gIGQrCB0LKkuIASZPnGQ2gzgpjZIL6R7gg06OQ4GuJkk4/JYo6WTGVK4m0mTBqYOeqkGKQDqQhKykvyjCsOsLwYIaKEEQIBv+cPb87NYRdYyFtb+31m+INzrnPOtedcb3vO9dujotmzZ4vSRERE0KuvvkpERNnZ2WRnZ0dtbW2iNGPHjqW9e/cSEZFWqyWpVEoNDQ0D5q2hoYEAUGlpKRER6fV6AkDFxcWidK6urrR161bRssmTJ9OqVatE2/XU5YEYOxdarZb8/f2F/6OiokilUlFXV5ewzMvLi4KCgoT/Ozs7aeTIkXTo0CEiGl59/G/acf3/HunfUEVFRVFYWJjRdREREeTj40NEppc3GxsbunfvnrB+/fr1NHXqVCIiKiwsJABUVVVlUl5mzJhBsbGxojR1dXUkkUiooKCAiIg6OjpIoVD02zYSDV5uiYj8/f1Jq9X2uw9j+tabvXv3kq2tLd25c8do+r7lu0fvujBYf2dMf+16T19CRNTS0kJWVlaUn58v2jYmJoaWLFlCRKb1S32ZUi6IiFatWkVqtZo0Gg35+vqKxiparZYkEgnV1tYKyzIzM2nEiBFC36tUKik9PV10jC1btlBAQAAR9d/2GOsbjx49SnZ2dqJyOhTGxlt/Zxzs9QiUlZXhp59+Er75W1paIiIiAikpKQgODoZCoUBISAjS0tIQFBQEvV6PixcvYs+ePQCAoqIiEBHUarVov+3t7aK5TjKZDH5+fqI0DQ0NiI+PR05ODm7duoWuri60trYKc3TLysqgVCrh4uIibDNlyhTRPgoLC1FeXg5bW1vR8ra2tn4fdel0OkybNk30e3QBAQEDnqd169Zh+fLlOHjwIIKDg7Fo0aJ+70D0KC4uRkJCAkpKSnD37l3hzkFNTQ3Gjx8vpOt9Xnpeu9fQ0AB3d3eUlJRgxYoVRvdv6rl/VE7m/o4D398TLQuebIP/fdMJt5s6sfKjeoNtcpLdAQCJB+7gml58x25DlCNCpo7E2aJW7DrcJFo3yccKiWse3hxm+vcdmIHKREBAgBD4UlhYiJaWFoPzfP/+fVG5U6lUUCgUojQVFRXYtGkTLl26hMbGRlG58PX1NZq/e/fuoa6uDoGBgaLlgYGBosfLAER37P+qCRMmiAKOnJ2dRXmUSCRwdHQUHq0Opz4y44hIKI+mljcPDw/RuR89erRwbfz9/TFz5kw8//zzCA0NxaxZs7Bw4cIhBTqNHj0ar732GlJSUjBlyhRkZGSgra0NixYtMpp+KOV2MIPVm5KSEkycOBFPP/30kPbb22D9HWB6u97btWvX0NbWhpCQENHyjo4OTJw4EcDw+iVTy8XHH38MX19ffPvtt7hy5QqsrKxE6d3d3fHss8+Kjtvd3Y2ysjJIJBLU1tYiJiZG1Bd1dnZi1KhRov2Y0vaEhIRApVJhzJgxmD17NmbPno3w8PAn9oVS5j2QlUpht2HDYzu2qfbv34/Ozk64ubkJy4gIUqkUTU1NcHBwgEajQWxsLJKSkpCeno4JEybA398fwIPH/xKJBIWFhQavi+sdfWptbW3wQ8bR0dG4ffs2PvvsM6hUKsjlcgQEBAiPIHs35P3p7u7GSy+9hLS0NIN1fQcQvT/fUCUkJGDp0qU4deoUMjMzodVq8c033yA8PNxo+j/++AOzZs3CrFmz8PXXX0OhUKCmpgahoaEGj1ilva5Xz+ftaRz7PgbvzdRz/6i8HmSL//ETN0a2Ng8GQQoHS/zrPRdjmwEA3o10RFu7+Lq4OD74TK+8aIPxz4mDMWyshvaj2J6enrCwsMC1a9eM/sTQ9evX4eDgACcnpwH30/v6jB492uh85N5zq0eOHGmw/vXXX4dSqcS+ffvg6uqK7u5u+Pr6mvTovW99MFZHjB1zuKR92hILCwujy3rK63DqIzNOp9MJ86VNLW8DXRuJRIIzZ84gPz8fp0+fRlJSEjZu3IiCggLhOKZYvnw5li1bhh07diA1NRURERGDDkJMKbeDGazeDNRWDsVA/d1Q2vXeeq7BqVOnRH0tACHQbDj9kqnlorKyEnV1deju7kZ1dbXBTaW+eq5N7/Kzb98+TJ06VZSub79jSttja2uLoqIinD17FqdPn0Z8fDwSEhJw+fLlJ/JXHsx6IGthYQHIZI87GwPq7OzEgQMH8Mknn4jmywDAggULkJaWhtWrV2PevHl46623kJWVhfT0dCxbtkxIN3HiRHR1daGhoQFBQUFDOn5ubi6Sk5OFn7mqra1FY2OjsN7b2xs1NTW4desWnJ2dAcBgPt+LL76Iw4cPCxPdTTF+/HiD3w28dOnSoNup1Wqo1WrExcVhyZIlSE1NRXh4OGQyGbq6ukRpr1+/jsbGRnz00UdQKpUAgCtXrpiUv978/PyQnZ2NN99802DdXzn3/w2OoyRwHGX83dcyqQXU7v3XB3fn/r982dtKYG/7196p7ejoiJCQECQnJyMuLk7U6dXX1yMtLQ2RkZGizrVvmbh06RK8vb0BPCh39fX1sLS0FIKlTHHnzh3odDrs3btXuGYXLlwQpZH9u93oXabs7Ozg6uqKCxcuiOaT5efnGzylMIVUKjUosw/DcOojM5STk4PS0lLExcUBGH5568vCwgKBgYEIDAxEfHw8VCoVjh8/jnXr1hmkNdauAcCcOXMwcuRI7NmzB5mZmTh//ny/x3tY5daUeuPn54cvv/wSd+/eNXpXtr/P09dA/Z0p7bqx+tsT5FxTUyPMte1rOP2SKeWio6MDGo0GERER8Pb2RkxMDEpLS4U+FXhwN7murg6urq4AgIsXL2LEiBFQq9VwdnaGm5sbKisrodFoBsxPX/2dc0tLSwQHByM4OBharRb29vbIyckRBTI/Kcw62MscZGRkoKmpCTExMfD19RX9LVy4EPv37wfw4FtWWFgYNm3aBJ1Oh6VLlwr7UKvV0Gg0iIyMxLFjx6DX63H58mVs374d33///YDH9/T0xMGDB6HT6VBQUACNRiMaYISEhGDs2LGIiorC1atXkZeXJwR79Qw4NBoNnJycEBYWhtzcXOj1epw7dw6xsbG4efOm0eOuXLkSFRUVWLduHcrKypCeni6KDu7r/v37WL16Nc6ePYvq6mrk5eXh8uXL8PHxAfDgcV5LSwuys7PR2NiI1tZWuLu7QyaTISkpCZWVlThx4gS2bNky+EXpQ6vV4tChQ9BqtdDpdCgtLUViYiKAv3bu/4k+//xztLe3IzQ0FOfPn0dtbS2ysrIQEhICNzc3bN26VZQ+Ly8PiYmJuHHjBnbv3o0jR44gNjYWABAcHIyAgADMmzcPP/zwA6qqqpCfn4/3339/wC8sPZH8X3zxBcrLy5GTk2MwiHjmmWdgbW2NrKws3Lp1C83NzQCA9evXY/v27Th8+DDKysrw3nvvoaSkRMjTUHh4eCA7Oxv19fVoamoafAMTDac+/tO1t7ejvr4ev/zyC4qKirBt2zaEhYVh7ty5iIyMBDD88tZbQUEBtm3bhitXrqCmpgbHjh3D7du3hXasLw8PDxQUFKCqqkr0KF8ikSA6OhobNmyAp6fnoI+/H0a5NaXeLFmyBC4uLpg3bx7y8vJQWVmJo0eP4uLFi8Ln0ev1KCkpQWNjI9rb240ea6D+zpR2XaVSwcLCAhkZGbh9+zZaWlpga2uLd955B3Fxcfjqq69QUVGB4uJi7N69WwiYGmq/BJhWLjZu3Ijm5mbs2rUL7777Lnx8fBATEyPaj5WVFaKiovDzzz8jNzcXb7/9NhYvXixM60tISMCHH36InTt34saNGygtLUVqaio+/fTTAfNnrG/MyMjArl27UFJSgurqahw4cADd3d3w8vIC8KCdnjlz5oD7NSuPa3LuUJnb5OMec+fOpTlz5hhd1xMYUFhYSET/CUKaPn26QdqOjg6Kj48nDw8Pkkql5OLiQuHh4XT16lUi6j8YqqioiCZNmkRyuZzGjRtHR44cIZVKRTt27BDS6HQ6CgwMJJlMRt7e3nTy5EkCQFlZWUKaX3/9lSIjI8nJyYnkcjmNGTOGVqxYQc3Nzf1+9pMnT5KnpyfJ5XIKCgqilJSUfoO92tvb6Y033iClUkkymYxcXV1p9erVouu9cuVKcnR0JABC0EJ6ejp5eHiQXC6ngIAAOnHihCiIx1hQQHFxMQEgvV4vLDt69Ci98MILJJPJyMnJiebPn2/yuWdiVVVVFB0dTS4uLiSVSkmpVNKaNWuosbFRlE6lUtHmzZtp8eLFZGNjQ87OzgaBDPfu3aM1a9aQq6ursC+NRkM1NTVE1H9wyZkzZ8jHx4fkcjn5+fnR2bNnDYKv9u3bR0qlkkaMGEEzZswgIqKuri7avHkzubm5kVQqJX9/f8rMzBS26S9IzJgTJ06Qp6cnWVpakkqlMppfY4FIxgKA+tbZ4dTHf6qoqCgCQADI0tKSFAoFBQcHU0pKiijIjmh45W3Hjh3C9b127RqFhoaSQqEguVxOarWakpKSRHnpfb3Lyspo2rRpZG1tbdAmVVRUEABKTEwc9DMOVm6JTAv2MqXeVFVV0YIFC8jOzo5sbGxo0qRJQmBaW1sbLViwgOzt7QkApaamEpHxwMeB+rvB2nUiog8++IBcXFzIwsKCoqKiiIiou7ubdu7cSV5eXiSVSkmhUFBoaCidO3dO2G6wfsmYgcrFjz/+SJaWlpSbmyukr66uplGjRlFycjIR/afcJCcnk6urK1lZWdH8+fPp7t27ouOkpaUJ/ZCDgwNNnz6djh07RkQDtz19+8bc3FyaMWMGOTg4kLW1Nfn5+dHhw4eF9FqtViizxpjbeMuCaBiTRh6DtrY26PV6PPfccwaTqNnDlZeXh5dffhnl5eWDBlsxNlweHh5Yu3Yt1q5d+7izwtjfTl5eHl555RXcvHlT9IiamZ/+3nj2d2Vu4y2zniPLHo7jx4/jqaeewrhx41BeXo7Y2FgEBgbyIJYxxh6x9vZ21NbWYtOmTVi8eDEPYhkbBM+RZfj999+xatUqeHt7Izo6GpMnT8Z33333uLPFGGP/OIcOHYKXlxeam5uFufqMsf7x1ALGGGOMMQbA/MZbfEeWMcYYY4yZJbMbyJrJDWTGGGOMMbNjbuMssxnI9rxNpbW19THnhDHGGGPsydQzzur7Fru/K7P51QKJRAJ7e3vhndY2NjZDfv0eY4wxxhgzRERobW1FQ0MD7O3tDV6P+3dlNsFewIOTXF9fj99+++1xZ4Uxxhhj7Iljb28PFxcXs7lZaFYD2R5dXV34888/H3c2GGOMMcaeGFKp1GzuxPYwy4EsY4wxxhhjZhPsxRhjjDHGWG88kGWMMcYYY2aJB7KMMcYYY8ws8UCWMcYYY4yZJR7IMsYYY4wxs8QDWcYYY4wxZpZ4IMsYY4wxxszS/wPLhfMwAnnDmQAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 700x400 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(7, 4))\n",
"colormap = plt.get_cmap(\"RdYlGn_r\")\n",
"norm = Normalize(vmin=1, vmax=50)\n",
"df = create_perf_df_from_trace(trace_csv)\n",
"n_decode_total = df[\"count_decode\"].max()\n",
"exp_id_to_last_pos = defaultdict(lambda: 0)\n",
"exp_id_to_freq = defaultdict(lambda: 0)\n",
"diff_sum_iters = []\n",
"elapsed_time_iters = []\n",
"start_iter = 2\n",
"end_iter = 45\n",
"dfs_iter = []\n",
"for i in range(end_iter + 1):\n",
" df_iter = parse_ops_one_iter(df, n_iter=i)\n",
" dfs_iter.append(df_iter)\n",
" elapsed_time_iters.append(df_iter[df_iter[\"name\"] == \"ffn_moe_up-0\"].iloc[0][\"elapsed_time\"])\n",
" # print(exp_res[i, 0])\n",
" pos_diff = []\n",
" for exp in exp_res[i, 0]:\n",
" exp += 1\n",
" diff = i - exp_id_to_last_pos[exp]\n",
" exp_id_to_freq[exp] += 1\n",
" ax.scatter(i, exp, marker=\"o\", color=\"dimgrey\", s=6, alpha=0.7)\n",
" if i >= start_iter:\n",
" if diff > 1:\n",
" ax.annotate(\"\", xy=(i, exp), xytext=(exp_id_to_last_pos[exp], exp), arrowprops=dict(arrowstyle='<->', color=colormap(norm(diff)), linewidth=0.6, mutation_scale=5))\n",
" # elif diff == 1:\n",
" # ax.scatter(i, exp, marker=\"x\", color=\"red\", s=5)\n",
" pos_diff.append(diff)\n",
" exp_id_to_last_pos[exp] = i\n",
" diff_sum_iters.append(sum(pos_diff) / len(pos_diff))\n",
"ax.plot(np.arange(start_iter, end_iter + 1), diff_sum_iters[start_iter:end_iter + 1], color=\"lightcoral\", label=\"Average distance\")\n",
"ax.set_ylim([0, 61])\n",
"# ax.set_xlim\n",
"ax.grid(axis=\"x\", linewidth=0.5, linestyle=\"-.\")\n",
"ax.set_ylabel(\"ID of activated experts/Distance.\")\n",
"ax.set_xticks(np.arange(end_iter + 1))\n",
"ax.set_xticklabels(np.arange(end_iter + 1), rotation=60)\n",
"ax_1 = ax.twinx()\n",
"ax_1.plot(np.arange(start_iter, end_iter + 1), elapsed_time_iters[start_iter:end_iter + 1], color=\"royalblue\", linewidth=1, label=\"Operator time\", linestyle=\"--\")\n",
"ax_1.set_ylim(0, 10)\n",
"ax_1.set_ylabel(\"Elapsed time (ms)\")\n",
"ax_2 = ax.twiny()\n",
"# ax_2.barh(np.arange(1, 61), [exp_id_to_freq[e] for e in range(1, 61)])\n",
"samples = []\n",
"for e in range(1, 61):\n",
" samples.extend([e] * exp_id_to_freq[e])\n",
"# distribute = [exp_id_to_freq[e] * [e] for e in range(1, 61)]\n",
"# ax.plot([exp_id_to_freq[e] for e in range(1, 61)], np.arange(1, 61))\n",
"sns.histplot(y=samples, ax=ax_2, kde=True, linewidth=0.5, linestyle=\"-.\", color=\"lightseagreen\", stat=\"density\", bins=60, edgecolor=None, label=\"Density of activated experts.\")\n",
"ax_2.set_xlabel(\"Density\")\n",
"ax_2.set_xlim([0, 0.1])\n",
"ax.set_xlabel(\"Decoding iteration\")\n",
"# print(samples)\n",
"fig.legend(ncol=3, loc=\"upper center\", bbox_to_anchor=(0.5, 0.02))\n",
"fig.tight_layout()\n",
"fig.show()\n",
"# fig.savefig(\"figures/moe_one_op.pdf\", bbox_inches=\"tight\")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "a72e3df7",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/tmp/ipykernel_34472/1802416172.py:39: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n",
" fig.show()\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(6,6))\n",
"op_names = [\"ffn_moe_up\", \"ffn_moe_gate\", \"ffn_moe_down\"]\n",
"n_layers = 24\n",
"op_to_exp_to_pos = defaultdict(lambda: defaultdict(lambda: 0))\n",
"end_iter = 100\n",
"start_iter = 2\n",
"colormap = plt.get_cmap(\"coolwarm\")\n",
"norm = Normalize(vmin=0, vmax=n_decode_total)\n",
"cmaps = [\"Greens\", \"Blues\", \"Oranges\"]\n",
"colors = [\"green\", \"blue\", \"orange\"]\n",
"t_all = []\n",
"diff_all = []\n",
"for i in range(n_decode_total):\n",
" \n",
" for i_op, op in enumerate(op_names):\n",
" df_iter = parse_ops_one_iter(df, n_iter=i)\n",
" for i_layer in range(n_layers):\n",
" op_name = f\"{op}-{i_layer}\"\n",
" t = df_iter[df_iter[\"name\"] == op_name].iloc[0][\"elapsed_time\"]\n",
" pos_diff = []\n",
" for exp in exp_res[i, 6 * i_layer]:\n",
" pos_diff.append(i - op_to_exp_to_pos[op_name][exp])\n",
" op_to_exp_to_pos[op_name][exp] = i\n",
" avg_diff = sum(pos_diff)\n",
" if i > start_iter:\n",
" t_all.append(t)\n",
" diff_all.append(avg_diff)\n",
" # ax.scatter(avg_diff, t)\n",
"\n",
"t_all_np = np.array(t_all)\n",
"diff_all_np = np.array(diff_all)\n",
"diff_all_np = diff_all_np[t_all_np < 8]\n",
"t_all_np = t_all_np[t_all_np < 8]\n",
"ax.hexbin(diff_all_np, t_all_np, gridsize=100, norm=Normalize(vmin=1, vmax=50), cmap=\"coolwarm\", alpha=0.5)\n",
" # ax.scatter(diff_all_np, t_all_np, s=5, color=colormap(norm(i)))\n",
"# ax.set_ylim([0, 4])\n",
"# ax.color\n",
"# fig.legend()\n",
"fig.show()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "91ea9b33",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import os\n",
"import json\n",
"from glob import glob\n",
"model_color = {\n",
" \"Gemma2-2B\": \"orange\",\n",
" \"LLaMA3.2-1B\": \"blue\",\n",
" \"Qwen2-1.5B\": \"green\"\n",
"}\n",
"# results = defaultdict(list)\n",
"prefill_dir = \"exp_prefill\"\n",
"p_speed = []\n",
"n_prompts = []\n",
"for exp_dir in os.listdir(prefill_dir):\n",
" metric_json = f\"{prefill_dir}/{exp_dir}/l3d_cache_refill/metrics.json\"\n",
" config_json = list(glob(f\"{prefill_dir}/{exp_dir}/config/*.json\"))[0]\n",
" with open(metric_json) as json_file:\n",
" metric = json.load(json_file)\n",
" # print(metric[\"prefill_speed\"])\n",
" p_s = metric[\"prefill_speed\"]\n",
" p_speed.append(p_s)\n",
" with open(config_json) as json_file:\n",
" config = json.load(json_file)\n",
" n_p = config[\"llama-cli\"][\"n_prompt\"]\n",
" # print(config[\"llama-cli\"][\"n_prompt\"])\n",
" n_prompts.append(n_p)\n",
" plt.scatter(n_p, p_s, color=model_color[config[\"llama-cli\"][\"model\"]], label=config[\"llama-cli\"][\"model\"])\n",
"# plt.legend()\n",
"# print(n_prompts)\n",
"# plt.scatter(n_prompts, p_speed)"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0fd2d1d4",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "llama_trace",
"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": "3.10.18"
}
},
"nbformat": 4,
"nbformat_minor": 5
}