"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_wealth_gifting_posterior(simulated_grf_inference, data_range=(0.4, 0.6))"
]
},
{
"cell_type": "markdown",
"id": "1e21ce97-429f-4867-a750-5a176ab04297",
"metadata": {},
"source": [
"Giving/receiving is mostly explained by friendship and/or household wealth, so after accounting for those variables, the giving receiving dynamics defined in the dyads has less signal"
]
},
{
"cell_type": "markdown",
"id": "8b1516b7",
"metadata": {},
"source": [
"##### Social ties become more independent when controlling for correct predictors"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "6fd2eda2",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"_, axs = plt.subplots(1, 2, figsize=(8, 4))\n",
"plt.sca(axs[0])\n",
"plot_posterior_household_ties(simulated_grf_inference, color_friends=True)\n",
"\n",
"plt.sca(axs[1])\n",
"plot_posterior_reciprocity(simulated_grf_inference)"
]
},
{
"cell_type": "markdown",
"id": "9f1e6cf6-ab9f-4794-a09b-cde2662f452e",
"metadata": {},
"source": [
"The x-shape in the joint is indicative of an independent set of variables. m"
]
},
{
"cell_type": "markdown",
"id": "4e0ae3c9",
"metadata": {},
"source": [
"##### When accounting for confounds, a majority of the connection probabilities are around 0.5\n",
"This indicates social ties are more-or-less random after accounting for freindship and wealth"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "051973b8",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA/MAAAH/CAYAAAAboY3xAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3wUdbc/8M9sr9n03gm9FykiHSmCXVQEEVHBggqWx6tPub97vQoKiAgIKA+gdBAQQREUpEV6Dy2QQnrbtM32nZnfH3HnyWQTSNkklPP2tS/Id2enbILZM+f7PYfheZ4HIYQQQgghhBBC7hiSlj4BQgghhBBCCCGE1A8F84QQQgghhBBCyB2GgnlCCCGEEEIIIeQOQ8E8IYQQQgghhBByh6FgnhBCCCGEEEIIucNQME8IIYQQQgghhNxhKJgnhBBCCCGEEELuMBTME0IIIYQQQgghdxgK5gkhhBBCCCGEkDsMBfOEEEIIIYQQQsgdRtbSJ0AIIYQQQggh5M7F83yT7p9hmCbd/52KMvOEEEIIIYQQQsgdhjLzhBBCCCGEEEIajDLzLYMy84QQQgghhBBCyB2GMvOEEEIIIYQQQhqsqTPzpGaUmSeEEEIIIYQQQu4wlJknhBBCCCGEENJglJlvGZSZJ4QQQgghhBBC7jCUmSeEEEIIIYQQ0mAtmZnfvn07Tp06haSkJCQnJ8PpdGLWrFl44okn6rUfjuOwbt06bNy4ETdu3IBGo0GfPn0wc+ZMxMbGNs3JNxIF84QQQgghhBBC7kgLFixAdnY2/Pz8EBwcjOzs7Abt57//+7+xadMmJCQkYOLEiTAajfjll1+QmJiIDRs2ICEhwctn3ngUzBNCCCGEEEIIabCWzMz/3//9H2JiYhAREYFvvvkG8+bNq/c+jh49ik2bNqFXr15YuXIlFAoFAOCxxx7Diy++iP/3//4f1qxZ4+1TbzRaM08IIYQQQggh5I50//33IyIiolH72Lx5MwBgxowZQiAPAP369cMDDzyAEydOIC0trVHHaAoUzBNCCCGEEEIIaTCe55v00dSOHTsGjUaDHj16eDz3wAMPAABOnDjR5OdRXxTME0IIIYQQQgi5J1ksFhQWFiIyMhJSqdTjeXfxu/T09OY9sTqgNfOEEEIIIYQQQhrsTu4zbzKZAAA6na7G593jFRUVzXZOdUWZeUIIIYQQQggh5A5DmXlCCCGEEEIIIQ12J2fm9Xo9gNoz7+7x2jL3LYky84QQQgghhBBC7kkajQZBQUHIysoCy7Iez7vXyrvXzt9OKJgnhBBCCCGEENJgd3o1+969e8NiseD06dMezx0+fBgAcN999zX5edQXBfOEEEIIIYQQQhrsTgnmi4uLkZKSguLiYtH4008/DQD48ssv4XA4hPEjR47g8OHDuO+++xAXF+e18/AWhr+TFzgQQgghhBBCCGlRZrO5Sfev1WprfW7z5s04deoUACA5ORkXL15Ejx49EBMTAwAYPnw4hg8fDgBYuHAhFi1ahOnTp+PNN98U7ecf//gHNm/ejISEBAwaNAhGoxG//PILlEolNmzYgISEhCa6uoajAniEEEIIIYQQQhqsJfPDp06dwrZt20Rjp0+fFqbMR0RECMH8zfzv//4v2rZti40bN2L16tXQaDQYMmQIZs6ceVtm5QHKzBNCCCGEEEIIaYSm7sF+O1aSvx1QZp4QQgghhBBCSINRfrhlUAE8QgghhBBCCCHkDkOZeUIIIYQQALyLhSMjH47UHNjTc8GWVoB3uMAoZJD66qCMDYMiPhyK6BAwMmlLny4hhNw2KDPfMiiYJ4QQQsg9zVVYCtPeUyjbmQhHViE4qx0M/vpwyjAAz4NhGPAAJGolFJFBMIztD/2wnpAF+bbw2RNCCLlXUQE8QgghhNyTOLMNxrV7ULb1ANhiE6CQQeqnh0SjBCPxXInIcxw4ix1siQlwuCD118PwxCAETBwBiUbVAldACCG3h7Kysibdv8FgaNL936komCeEEELIPcd6PgUFX26CNSkVUr0G0gADGGndSwnxLAfWWAbWZIG6UzyCZzwNdZdWTXjGhBBy+6JgvmVQME8IIYSQe0r57mPIn7sBbLkZ8oggSJTyBu+Lszvhyi6ExKBFyHvj4TOitxfPlBBC7gylpaVNun9fX98m3f+diqrZE0IIIeSeUb7nOPI/WwfOZociLqxRgTwASJRyyOPCwFntyJ+9FuV7jnvpTAkhhJCbo2CeEEIIIfcE6/kU5M9dD87phDwiCAzDeGW/DMNAHhEEzulE/tz1sJ5P8cp+CSHkTsHzfJM+SM0omCeEEELIXY8z21Dw5SZwZWavBvJuQkBfZq48jsXm1f0TQggh1VEwTwghhJC7nnHtHtiS0iBrgkDejWEYyCKCYE1Kg3HNniY5BiGE3I4oM98yKJgnhBBCyF3NVViKsq0HINGrG71G/lYkSjmkejXKth6Aq7C0SY9FCCHk3kbBPCGEEELuaqa9p8AWmyANaJ7WRtIAA9hiE0z7TjXL8QghpKVRZr5lUDBPCCGEkLsW72JRtjMRUMjq1Ue+MRipBFDIULYjEbyLbZZjEkIIuffIWvoECCGEEEKaiiMjH46sQkj99M16XKmfHo7sQjgyC6CMC2vWYxNCSHOj7HnLoMw8IYQQQu5ajtQccFY7JBplsx5XolGCt9jhSM1p1uMSQgi5d1BmnhBCCCF3LXt6LhgAjKR58xfu49nTcqBHz2Y9NiGENDfKzLcMCuYJIYQQcsey2WwoKSkRPUpLS1FSUoLi4mK0PZ6N1hUV8G+Bc+N5HmxpRQscmRBCyL2AgnlCCCGE3LZYlkVxcTEKCgpQUFCAwsJC5Ofno7CwEIWFhTCbzTd9fUihGeXldshNJuj1zbtuHgwD3ulq3mMSQkgLoMx8y6BgnhBCCCEtymq1CkF6UVER8vPzhcC9qKgILNvwivCclAHAwOFweO+E64rnwcjpoxYhhJCmQb9hCCGEENLkeJ5HQUEBMjMzkZWVhdzcXCFgLy8vb7Lj2uQMpDIp/Hx9m+wYtWEYBlJfXbMflxBCmhtl5lsGBfOEEEII8Rqe51FWVoasrCzRIzs7G3a7vcmOq1ar4e/vDz8/P9EjKLUYim/3gGGYJjt2TXiWAwAo48Kb9biEENISKJhvGRTME0IIIaRBrFYrsrOzRUF7ZmYmTCaT14+lVqsRHByM4OBgBAUFISQkBEFBQQgICICfnx9UKlWNr7PH5eDG2oPgLHZIdWqvn1dtOKsdjEYJRTwF84QQQpoGBfOEEEIIuaWKigqkpqbi+vXruHHjBrKyslBYWOjVY/j7+3sE7IGBgQgJCYFOp2tQdl0RHQJFZBDs6XnNGsyzJSYoY0OhiAputmMSQkhLocx8y6BgnhBCCCEiLpcLGRkZSElJQWpqKlJSUpCXl+eVfet0OkRFRSEyMhIhISFC4B4UFASFQuGVY1TFyKTwGXM/cuasg6uiAhpd069h51kOcLhgeLg/GJm0yY9HCCHk3kTBPCGEEHIP43keRqMRKSkpuH79OlJSUnDjxg04nc5G7VehUCAyMtLjYTAYmnX9ellZGdannkKrciMkpUVQRwQjMjKySY/JGssg9ddDP7Rnkx6HEEJuF5SZbxkUzBNCCCH3EIvFgrS0NCHrfv369UZVk2cYBmFhYaKAPSoqCkFBQZBIJF488/o7d+4cVq1aBZPJBDZSjS6pZpQWFCEiIqLJbihwdidYkxUBL4+FLMi3SY5BCCGEABTME0IIIXc1m82G5ORkXLp0CZcvX0Z6enqDMygKhQKxsbGIj49HTEwMIiMjERYW1iTT4xvD4XBg8+bN+OOPP4SxS7EahBsdCChzICsjE34B/tB5eco9z/NwZRdC3SkOARNHeHXfhBByO6PMfMugYJ4QQgi5izidTqSkpODSpUu4ePEiUlNTwbJsg/YVFhaGVq1aCY/IyEjIZLf3R4esrCwsW7YMubm5onGXTILfgpwYW8pCmZGHqwX56NCpE9Rq7xTF43kezuxCSAxaBM94GhJNzdX1CSGEEG+5vX8jE0IIIeSmWJZFeno6Ll++jEuXLiE5ORkOh6Pe+9HpdELQHh8fj1atWkGr1TbBGTcNnufx+++/Y8uWLXC5XB7PK5VKZGiBQ7FyDLnBwsfGo7S4BFa1FTqdrlGzC4RAXiFHyPvPQd2lVWMuhRBC7jiUmW8ZFMwTQgghdxCe55GVlYVLly7h0qVLuHLlCqxWa732IZPJEB0dLcq6BwcHN2thOm8qKyvDihUrcPHiRY/n5HI5OnfujN27d0MqlSI5oHJ8QLoTkuuZuM5a4AKPNm3bIiIiot7H5uxOuP7KyIe8/xx8HryvsZdDCCGE1AkF84QQQshtzmKx4Pz58zh9+jQuXbpU74J1UqkU8fHx6NixIzp06ID4+Pjbbp17Q1UtcldddHQ0BgwYgMWLF4tuVFz1Z+A0+KDNyRzEuBSwMCyyMzIRHBQEeR3fF57lwBrLwJqsUHeKQ/CMpykjTwi5Z1FmvmVQME8IIYTchgoKCnDmzBmcOXMGV69erde6d4ZhEBsbi/bt26NDhw5o06YNVKq7aw13TUXuqhoxYgTuu+8+/OMf//CYdj9w4ED89NNP2KXKxjCJLwY6fRDolMKVUwRJoB8kGiWYGirx8xwHzmIHW2ICHC5I/fUIeHksAiaOoDXyhBBCmh0F84QQQshtgOM4pKSk4OzZszh9+jSys7Pr9fqIiAh06NAB7du3R7t27bxeqf12kp+fj6VLlyIzM9PjOV9fX0yZMgWhoaH429/+BrPZLHp+5MiRuH79OoqKimBnePyiLMFJvR1v3NcN8fCHM7sQbEEJgL8yTQwD8LyQ2Wc0SihjQ2F4uD/0Q3tS+zlCCAFl5lsKBfOEEEJIC7HZbLh48SLOnDmDs2fP1mv6fFBQENq3b4+OHTuiXbt28PPza8IzvX2cOnUKq1atqrFOQLdu3fDCCy9AJpPho48+QlFRkej53r17o0ePHli5ciWys7PB8zzUajVCOndGhxkTEdutOxyZBXCk5sCelgO2tAK80wVGLoPUVwdlXDgU8eFQRAWDkUmb65IJIYSQGlEwTwghhDSjkpISnD17FmfOnMHFixfhdDrr9Dq5XI4OHTqge/fu6Ny5M4KCgpr4TG8vLpcLW7ZswW+//ebxnFwux7PPPouBAweCZVl88sknSEtLE23Tpk0bzJw5E88++ywuX74sjNvtdiQkJKBbt25gZFIo48KgjAuDHj2b/JoIIeRuQZn5lkHBPCGEkHtaVlYWsrOz0blzZ2g0miY5RklJCY4dO4Zjx44hJSWlzq/z8fFBt27d0L17d3Ts2PGuW/deV8XFxVi2bFmN711YWBhee+01hIeHg+d5LFmyBGfOnBFtExoainfffRcfffQREhMTRR86fXx8kJCQAJmMPhIRQgi5s9BvLkIIIfesAwcOYMWKFeB5HgEBAfj444+9ttbcbDbjxIkTOHr0KC5fvlznrEVERAS6d++O7t27o1WrVpDUUIjtXnLhwgUsX77cY+07APTt2xfPP/88lEolAGDjxo3Yu3evaBu9Xo9p06bh008/xc6dO2G32wFUZpEUCgV0Oh369u3b9BdCCCF3McrMtwwK5gkhhNyTrly5glWrVoHnebAsC6PRiF9//RVPPfVUg/dpt9tx9uxZHDlyBOfPn/eool4TiUSCdu3aCRn4kJCQBh//bsJxHH766Sf8/PPPHh8SZTIZnnvuOQwYMEAoTLd3715s2LBBtJ1CocBDDz2EefPmISsrC6WlpeA4Tnjex8cHvr6+d02bPkIIIfcWCuYJIYTccwoLC/HVV1+BZVmUlJSgtLQUcXFx2Lt3L8aOHVuv6ewulwtJSUk4evQoTp8+DZvNdsvXaDQadOnSBT169EDnzp2h1Wobczl3nfLycnz77beite1uwcHBePXVVxEdHS2MnT59GosXL/bYtm3btti6dSt4nkdKSgosFosw00Eul0Or1d5ztQcIIaQpUGa+ZVAwTwgh5J5is9nw5ZdfoqKiAhaLBRkZGeB5Xph+ffjwYQwfPvym++B5HlevXsXRo0dx/PhxVFRU3PK4arUaPXv2RN++fdGhQwdao12L5ORkfPPNNygtLfV4rnv37njxxRdFtQ1SU1Px+eefizLudrsdPj4+uHLlCniex5UrV1BUVASGYcAwDHieh16vh1arhVwuF72WEEIIuVPQJwlCCCH3DJ7n8e233yIzMxNOpxNpaWlCNqGwsBCRkZHYvXs3hg4dWuNa9czMTCQmJuLo0aMoLi6+5fFkMhm6d++OPn36oFu3bjSd+yZ4nsevv/6Kbdu2eQTXUqkUTz75JB588EFhWj0AFBUV4eOPPxbNhigrKwPLstDpdHC5XEhNTcWNGzfA8zyk0sp2cnK5HCqVCgaDAQDAsmwzXCEhhNy9KDPfMiiYJ4QQcs/48ccfceLECfA8j7S0NDidTshkMrhcLhQXFyMsLAz5+fk4c+YMevasbE1ms9lw/Phx/PHHH3WqRM8wDDp27Ii+ffuiV69eTVYh/25iNpuxYsUKnDt3zuM5Pz8/TJs2DQkJCaJxm82GTz75BCUlJQAqP0jm5ubC4XAgISEBZrMZqampKCkpgcvlglQqFW4E+Pj4gGEYyOVyAKDMPCGEkDsSBfOEEELuCSdOnMC2bdsAVGbYLRYLpFIpWrdujfT0dFitVhQVFSEkJAS7du1CYGAg9u/fjz///BNWq/WW+2/VqhX69euH3r17w9fXt4mv5u6RlpaGpUuXwmg0ejzXsWNHvPTSS/Dx8RGN8zyPhQsXCr3k3bMsAKBdu3YoLCxEZmYmOI6DzWYTMvJAZVE8lUolyiJRME8IIY1DmfmWQcE8IYSQu15GRga++eYbAJXT6d1T5GNjY6FUKhEUFISMjAwUFhZCKpUiOTkZZ86cuWVhuoiICPTr1w99+/ZFcHBwk1/H3YTneezfvx8bN270qPrPMAweeeQRjBkzpsblDps2bUJiYiIAoKKiAqmpqZBKpWjfvj0yMjKEGwNSqRRyuRwul0vYj8FggFQqFU3Np2CeEEIah4L5lkHBPCGEkLtaeXk5vvzyS9jtdphMJmRnZwOoDMT1ej0AQKVSweFwoLy8HBaLBQqFAoWFhTUG835+fujfvz/69euHyMhI0RpuUjc2mw3ff/89jh8/7vGcXq/HK6+8gg4dOtT42j///BPr168HABQUFCAzMxNSqRTx8fG4du0abDYbGIZBWFgYMjMzYbfbhe+RUqmERqMRPnRW/5MQQgi5k1AwTwghpEXwLhaOjHw4UnNgT88FW1oB3uECo5BB6quDMjYMivhwKKJDwMikt95hDVwuFxYtWoSioiLY7Xakp6cDAPz9/eHv7w+j0Qij0QiLxQKe58HzPBwOBxQKBUpLS4W/MwyDLl26YPDgwejatStVom+E7OxsfP3118jPz/d4LiEhAdOmTYOfn1+Nr01NTcWCBQsAAEajERkZGWAYBsHBwUhLSwPHcVAoFIiLi0N5eTmsVis4jhNl5ZVKpbBswh3EU2aeEEIah26Ktgz6NEIIIaRZuQpLYdp7CmU7E+HIKgRntYPBXx8EGAbg+cr2YQAkaiUUkUEwjO0P/bCekAX51utYa9euxZUrV8CyLNLS0sCyrFBR/uLFi6IgTqFQwG63g2VZuFwuyGQyWCwWPP300xg4cCACAwO99ybco/7880+sXr0aTqfT47kRI0bgiSeeqPVGSWlpKT755BOhhWBZWRkAICgoCEVFRcIHSfe0+uzsbFFWXqVSQa1WQ6vViqbYAxTME0IIuTNRME8IIaRZcGYbjGv3oGzrAbDFJkAhg9RPD1mIH5ga1kXzHAfOYoc9PQ8FX2yEcdUvMDwxCAETR0CiUd3yePv27cPevXsBAOnp6TCZTHC5XOA4Dg6Hw2N7hmGEgB4A4uPjERwcjFGjRlFF+kZyOBzYsGEDDh486PGcRqPBlClT0K1bt1pf73Q6MXv2bFGRPJ1OB5lMhvj4eDgcDuTl5aGoqAhmsxlJSUmoqKgAy7JC8TsfHx8olUrodDphP+4bANSajhBCGocy8y2DgnlCCCFNzno+BQVfboI1KRVSvQby2FAwUs8AvipGIoFUp4ZUpwbPcmCNZTAu3wHL0YsInvE01F1a1fraK1euYPXq1WBZFteuXUNhYSF4nodWq62xoBpQmdENDAxEYWGhENjbbDYcOHAAo0ePbtT138tKS0uxaNEiYYlDVdHR0XjttdcQFBRU6+t5nsfXX3+NK1euiMYHDhyIQYMGYdu2bSgpKUFMTAzCwsKQl5eHy5cvw+FwCIG8u4K9UqmEWq32OAZl5gkhhNyJKJgnhBDSpMp3H0P+3A1gy82QRwZDopTXex+MVAJZsB8kBh1sF9OQ9d4ihLw3Hj4jentsW1RUhM8++wzp6enIz8+H2WwGUJkBrtqizM1gMCAgIEBof+ZyuVBaWoqCggJER0dj9+7dePDBB2mdfAOkp6dj8eLFQi/4qgYNGoRnnnlGWPZQm59++gl//PGHaCwwMBAffvghDAYDhg0bhj/++APbtm2D0WiEWq2GQqGAw+GARCIRbuK4s0YMwwhT76kAHiGEeAf9f7Rl0CcTQgghTaZ8z3Hkf7YOnNMJRVxYoyu/S5RyyOPC4MwuRP7stQAgCugtFgteeeUVpKSkgGVZWCwWAJUBnMPhgMPhAMMwkEql0Ol00Ov1kMlksFqtQj9yubzyZkNJSQnCwsJQXFyMEydOoF+/fo0693vNiRMnsGLFCo/18UqlEpMmTUKfPn1uuY9Tp05h1apVojGVSoW///3vMBgMACqz7iNHjsSwYcNw4MABzJw5E3a7HVKpVJhhoVQqAQB5eXkoLi72yMRTZp4QQsidiIJ5QgghTcJ6PgX5c9eDczohjwjyWgs3hmEgjwiqDOjnroc8NECYcv/vf/8bKSkp4DhOqFAPVGYM3EXt5HI55HI5nE6n0G++JjzPo6ioCGFhYdi1axf69u1LbejqgOd5/PTTT9ixY4fHc0FBQZg+fToiIiJuuZ/MzEzMmzfPI9vz9ttvIy4uzmN7mUwGg8EAvV4PpVIp1D7w8fGBj48PGIaB0+kUxt3nWvVPQgghDUP/H20ZFMwTQgjxOs5sQ8GXm8CVmSH3Qka+OiGgT8tFwZebELVoJiQaFcrLy4Xnq06t1ul08PX1hUKhAMdxHg+WZcHzvPB3juPA8zxMJhNCQ0ORnp6O4uJiBAQEePU67jZ2ux0rV67EyZMnPZ5r27YtXnvtNeh0ulvux2Qy4ZNPPhFmVrg999xzN50hsXHjRuTm5kImk4FlWSHAVygU8Pf3R3R0NIqKipCXlwen00mt6QghhNzRKJgnhBDidca1e2BLSoMs0nsZ+eoYhoEsIgjWpDQY1+xB0NRH8NJLL+GPP/5AQUEB5HI5AgICEBgYKEydbyiJRNLofdztiouLsWjRImRkZHg8N3DgQDz33HN1qjvAsizmzp2LvLw80fiAAQMwbty4Wl938eJFJCYmwmazCdXpg4KC0KlTJ+h0OhgMBqSlpSEkJERoZ+c+HwrmCSGkcSgz3zIomCeEEOJVrsJSlG09AIle3aBid/UhUcoh1atRtvUA/B4fiNDQUOzevRtXr16FVCqFw+GA3W6H3W4X/d39tc1mE9bS2+12j6/NZjOcTidGjx4tFMgjnlJTU7F48WKh97sbwzB49tlnMXTo0Drf1FmxYgXOnTsnGmvVqhWmT59+0324s/I8z4NlWcjlcoSEhMDPzw+jRo3CmDFjcO7cOfzwww+4evUqgoODhddGR0fX42oJIYSQ2wMF84QQQrzKtPcU2GIT5LGhzXI8aYABzvQ8mPadgt8zwyCVStGhQ4cG78/pdOL06dM4dOgQTp48CafTiU2bNkGtVuORRx7x4pnfHY4dO4aVK1fC5XKJxjUaDaZNm4aOHTvWeV+7d+/Gzz//LBrz9fXFRx99JBSxq0lqaip+++032O12YYmEv78/IiMjAQD9+vUDwzDo1q0bunbtiosXL+Lnn39GTk4OBg8e3KifF0IIIZSZbykUzBNCCPEa3sWibGcioJDdso+8tzBSCaCQoWxHInyfHAxG5tl+7lY4jsPFixdx8OBBHD16VLRW2+FwQKFQYM+ePRTMV8HzPH788UeP4BsAQkJC8OabbyI0tO43dJKSkvDNN9+IxuRyOT788MNb1irYsGEDcnJyAEBYKx8eHg6DwYDWrVuLXs8wDDp16oROnTrV+dwIIYSQ2xEF84QQQrzGkZEPR1YhpH76Zj2u1E8PR3YhHJkFUMaF1ek1PM8jJSUFhw4dQmJioqgXusPhQHFxMYxGI6RSKdq1a0eV7Kuw2+1Yvnw5zpw54/Fc+/btMW3atDoVunPLz8/HZ599Jqx1d5s+fTratm1709fm5OTgp59+EgracRyHwMBAREVFAQB69+5909cTQghpPMrMtwwK5gkhhHiNIzUHnNUOWYhfsx5XolGCLSiBIzXnlsF8VlYWDh06hMOHD4uKrLlcLpSUlMBoNKKiokIYd2d1g4KCmubk7zBGoxGLFi1CZmamx3ODBw/Gs88+W6dCd25WqxWffPIJTCaTaPyJJ57AoEGDbvn6jRs3irLyDMMgKioKer0ecrkcXbt2rfO5EEIIIXcSCuYJIYR4jT09FwwARtI8U+zd3Mezp+VAj54ezxcVFSExMRGHDh1CWlqaMM6yLMrKymA0Gj2Kt0kkEnAcB4VCAQCigmn3qpSUFCxatMgj8JZIJBg/fjyGDBlSr/3xPI/58+d7VMC/7777MHHixFu+vqioCBs3bhTW67MsCz8/PyEr36VLF2g0mnqdEyGEkPqjzHzLoGCeEEKI17ClFS32C53nebCl/8mol5WVYffu3Th79iySk5NFPcXLy8tRXFyMkpIS0flqNBr4+/vD398f6enpKC8vFwqv3evB/JEjR/Ddd9/VWOjutddeQ/v27eu9zzVr1uD48eOisaioKLzzzjuQ1OGG0KZNm4SsvLvwXXR0tDDFv0+fPvU+J0IIIeROQcE8IYQQr+EdLqCl1pYzDHhnZaC5Z88eTJ8+HXa7HQAgk8nAMAxcLpcwJpFIIJFIoFarhQBerVYLu3Nvd68H8xzHYdu2bdi1a5fHcyEhIXjrrbcQEhJS7/0eOHAAW7ZsEY3p9Xr8/e9/F30famMymbB69WpRVt5gMCAmJgYA4OPjc8v19oQQQryDMvMtg4J5QgghXsMoZEBL/ULneTDyyl9r8+fPh91uB8uycDgccDqd4DhO2FQikUAul0Mul8PpdKK8vBxOpxNqtRpqtRoymQwWi0WYhu90Ou/JNfM2mw3ffvutR993AOjYsSOmTZvWoGnsycnJWLRokWhMKpXib3/7W50r4G/evBlZWVkAIBS+i4uLg1arBQD06tULUmn9OxsQQgghdwoK5gkhhHiN1FfXYlXfGYaB1LdyerU7s8swDFiWFQXyarUacrlcCACtVivMZjM4jhM93MXU0tLSIJVKsXnzZsyYMaNeVdrvZEVFRVi4cCGys7M9nhs+fDjGjRvXoGDZaDRi1qxZcDqdovGpU6eic+fOddqH1WrF8uXLher3HMdBr9cjLi5O2Iaq2BNCSPOhzHzLoGCeEEKI1yhjw8AD4DmuWYvg8WxlsK6MCwcAfPrpp5g0aRKys7OFAnYOhwMcx8FkMkEikYBhmFpvPPA8L3wwsdlskEgkWL16Nc6cOQN/f39ERUUhOjoa0dHRiIqKQlRUFFQqVTNcafO4du0aFi9eLKrqD1RmzydMmICBAwc2aL8OhwOzZs0StQEEgNGjR2PkyJF13s+WLVtERfNYlkVcXJxwEyciIgKRkZENOkdCCCHkTkHBPCGEEK9RxIdDolaCs9gh1d163bO3cFY7GI0SivhwpKSk4I033kBZWRnkcjlsNhuUSiVkMhlsNpsoU+8O6t2BuzuIr/pwr613B+vFxcUoLi72mHoeEhKCVq1aoU2bNmjdujXi4+OFGwl3ktOnT+Obb77xKHSn1Wrx+uuvN3gdOs/zWLhwIa5fvy4a79KlC1566aU678fpdGLp0qXC95DneWg0GrRq1UrYhrLyhBDSvCgz3zIomCeEEOI1iugQKCKDYE/Pa9Zgni0xQRkbCkVUMGa9Og0ZGRngeR5SqVRY/87zvFAIzz3Fm+O4m1ZNZxhGCOb9/f1veg75+fnIz8/Hn3/+CaDyRkFsbCxat24tBPjh4eEttgyhLg4cOIA1a9Z4fCgLCwvDW2+91ai6AT/88AMOHTokGgsNDcX7779fr770P/74o6i9IMdxiI+PF262MAyDXr16Nfg8CSGEkDsFBfOEEEK8hpFJYRjbHwVfbATPcmCkTT/Vnmc5wOGC4eH+YGRSOBwOAJVTr81mM4DK6eFOp1NUyb5q9l0qlQrZe4lEgoqKCjgcDkilUigUCqhUKgQEBNQr88BxHFJTU5Gamordu3cDqGzj1rp1a+HRpk0b+Pj4ePkdqT+e57Fz505s377d47nOnTtj6tSpdaowX5tjx45h7dq1ojGNRoO///3v0Ov1dd4Py7JYtGiR6PugVqvRunVr4ev27dvDYDA0+FwJIYTUH2XmWwYF84QQQrxKP6wnjKt+gaOgGA6tEhqtpkmrirPGMkj99dAP7QkAmDFjBs6fPw+z2QytVguz2QyGYaBQKKBWq2G320VTtN39yd3Bu1QqBcdxYBgGKpUKWq0Ww4YNw7Jly5Cbm4uMjAxkZGQgKysLGRkZyM3NrfOHGIvFgnPnzomm6IeEhCAhIQFt2rRBmzZtEBsb26zT8zmOw7p167B//36P5wYOHIgJEyY06vuXm5uLBQsWiMYYhsG7776LqKioeu3r559/Fk3T53keMTExQvtAgKbYE0JIS6BgvmVQME8IIcSrZEG+KOkeBfOavShTMZCoFGjbpi3kCrnXj8XZnWBNVgS8PBayIF8AQI8ePbBu3Tr813/9F/Ly8sAwjFDITSKRwM/PDxaLBTabTSiC53K5wLIsWJaFTCYTqqTL5ZXn3LdvX8hkMqHYXf/+/YVzcDgcyM7ORkpKCpKTk3Ht2jVkZmbW+YONe3p+YmIiAEAmk6Fdu3bo3LkzOnfujISEhCa7GeJwOLB8+XKcPn3a47mxY8fi0UcfbdSyAIfDgc8//xwWi0U0/sILL6Bnz5712hfP85g/f77ofVWpVGjTpo3o6y5dujT4fAkhhJA7CQXzhBBCvOqXX37BxrTjeEgvQZCJRSnjQFl5GQIDA716HJ7n4couhLpTHAImjhA916FDB3z++eeYNWsWLBYLsrOzcePGDWGtvFarhVKphMlkAsdxkMvlQjDvnorPMAykUikkEgkeeOCBWs9DoVAgLi4OcXFxGD58OIDK1mnu4P769etITk72qOBeG5fLhaSkJCQlJWH9+vVQqVTo2LGjENzHxMR4Zd29xWLBokWLkJycLBpnGAbPPfcchgwZ0uhjrFixQrS+HQAGDRqERx99tN772r17N65evSoa69Chgygr37Vr1zuy6CAhhNzpKDPfMiiYJ4QQ4hU8z2Pt2rXYtWsXIGVwNF6FERct8LHxUMobn5XnOR7ZOdkoLy+HWqVCqEQNuUGL4BlPQ6LxbAvXrl07fPDBB5g1axaioqLg4+ODlJQUoUWdTCaDn58fzGYzbDabELg7nU5hGn5FRQX0ej2ysrLQqlWrOgeKarUanTp1QqdOnYT3xmg0Cpn7a9euCedyKzabDadOncKpU6cAAHq9Hp06dUKXLl3QqVMnhIWF1Tu4Ly0txYIFC5CZmSkal8lkePnll71SQO7QoUP49ddfRWORkZF47bXXGnQzYu7cuaKvNRqNR/u5bt261Xu/hBBCyJ2K4ek2CiGEkEZyOp1YtmwZjhw5IhqPL3BiTIECfj4+kEcENSqjbCovR2ZWFsDz0JpdkCoVaD/nLQSO6X/T1yUlJeGzzz6Dw+FAaWkp0tLSwPM8fH19odFoUFpaitLSUlRUVIBlWbhcLvA8D4ZhIJfLodPp0K9fP2i1WvTt2xeDBg1C27ZtG50dZ1kWGRkZuHbtmhDkZ2dn1zu7ERAQgM6dOwvBfUBAwE23z8/PxxdffAGj0SgaV6lUeOONN9C+fft6X0t12dnZePfdd2Gz2YQxpVKJOXPmIDo6ut77+/333zFp0iTR2IMPPigqnqdUKjF79mxhaQQhhJDm477h3FTquzTrXkHBPCGEkEaxWCyYP38+Ll265PHcM888g0HKEBTM2wCuzAxZRBAkyjoEWzwPVAuWTeUmZN+4AZ3ZBYdCgvPdguD/0P2YNGnSLQPr8+fP4/PPP4fT6URpaSlSU1MBVAbC0dHRsNvtKCoqwvXr14WCee5MfWhoKDp37izaX0hICAYMGICBAwciJCTk1tdTR2azGRcvXsSFCxdw4cIFj8x5XYSHh6Nz587o2rUrunbtKrRsA4C0tDR89dVXMJlMotf4+PhgxowZDQq0q3M4HHj//fdx48YN0fhbb72FoUOHNmifw4YNw+XLl4Wv1Wo1pk2rbEHo1rNnT7z44osNO2lCCCGNQsF8y6BgnhBCSIOVlJTg888/FwVVQGUruKlTpwprza3nU1Dw5SZYk1Ih1WsgDTB4tK0rNhqRX1AAi9kMuUKBoKAghIWFAahsP+cqKoUxMwcFPlJc7BKI4oDKVmkPPfRQnYLEs2fPYs6cOXC5XCgpKRHWcgcGBiIqKgoMw+DKlSswGo1wOBxwOp1QKBTo3LnzTbPd7dq1w8CBA9G3b19otdq6v3l1UFpaiqSkJJw/fx5JSUnIz8+v1+tlMhm6du2KXr16QafTYe3atUJNALfg4GDMnDmzUT3kq1q0aBF+//130djQoUPx1ltvNWh/u3btwksvvSQae/bZZ4UaB24vvfQSunfv3qBjEEIIaZyTJ0826f69sfzrbkTBPCGEkAbJycnBZ599hqKiItG4UqnE22+/ja5du4rGObMNxrV7ULb1ANhiE6CQQeqnh0SjhNPlwtWrV2G1WuF0OiGXy6FWKhEfEQW51QU4XJD66yEf2QurCpJgcv4nIGUYBi+//DLatm17y3M+ffo05s2bB5fLheLiYqSnpwOoDOhDQkJw8eJFAECnTp1gsVgwevRoVFRUICkp6ZbT3+VyOXr16oVBgwahS5cuTVKBvqCgABcuXBCC+9LS0jq9rqSkBJmZmdDpdAgICEBgYCC0Wi1iY2Px9ttve63X/f79+/Hll1+KxqKjozFnzhxRobq64nkeQ4YMERXp02g0WLp0KX788UdhTC6XY/bs2Q06BiGEkMajYL5lUDBPCCGk3pKTkzFv3jyh5Zubj48P3n//fcTHx9f6WldhKUz7TqFsRyIc2YXgLXbY7HaUlpTA6XCA+2uKvUKhgD7QHwHt42F4uD/0Q3tCFuSLq1evYvny5aLgWqPRYMaMGfD397/luZ88eRJffPEFWJYVBfRKpRJ2ux16vR6tW7eGwWDAkiVLIJVKYTQacfjwYRw4cADZ2dm3PIbBYMADDzyAgQMHIjY29pbbNwTP88jKyhIC+6SkJI8WcABQWFiInJwcj/HQ0FBMnDgR999/Pzp06ACZrHE1cTMzM/Hee++JMv8qlQpz5871KFRXV9u3b8drr70mGnvxxRcRHR2NCxcuCGNdunTB1KlTG3bihBBCGu3EiRNNuv/77ruvSfd/p6JgnhBCSL2cOnUKCxcuFNq8uYWEhOBvf/sbQkND67Qf3sXCkVkAR2oOMo+eReLu32EuLUOF3QabnIE6IRKtB/XFuDengpGJs9x79+6trJpfRXh4OKZPn16nivPHjx/H/PnzwXEcjEajaH13TEwMAgICMGLECI/p3TzPIzU1FQcPHkRiYqLH2vOaREdHY/DgwRg4cKCoYJu3cRyH1NRUXLhwAWfPnsXFixeRk5ODgoICj219fX0RFRUFiaRyqYNGo0H37t3Ru3dvdO/evd7LBWw2G9577z1kZWWJxt955x0MHDiwQdfjcrnw4IMPitrRabVaHD58GLNnzxb9/E2aNAm9e/du0HEIIYQ0HgXzLYNa0xFCCKmzvXv3YuXKlR5TzuPj4/H+++/Xa7o2I5NCGRcGZVwYdK2DcDrrJAoKHMjLKwPDMOgYooKKs3gE8kDlGuysrCxRdjYnJwc//PADxo8ff8uCeL1798Zbb72Fr776CgEBAeB5HhkZGWAYBr6+vgCAfv36eZ4zw6BVq1Zo1aoVnn/+eZw5cwYHDx7E6dOn4XK5ajxWRkYGvv/+e6xfvx69e/fG0KFD0bFjR6/0iq9KIpEgISEBCQkJePjhh/HNN98INzyMRqOwvjwwMBDh4eGi41ssFiQmJiIxMRESiQQdOnTAfffdh/vuu69OBf6WLVvmEciPGDGiwYE8AOzYsQPXr18XjT3zzDPIysoSBfIymUxoAUgIIaRlUH64ZVAwTwgh5JZ4nseWLVuwbds2j+e6deuGN998U1Q1vb7U6spidu598DwPnudrLfjGMAyeeeYZFBQUiLY5ffo0IiMj6xRE9uvXDxzHYeHChQgMDATP8ygvL4dUKoWfn98tW7TJZDIh4DWZTDhy5AgOHDjgEYC6OZ1OIWAODQ3F0KFDMWjQIOHmgbfY7XYsW7YM58+fR0hICEJCQsBxHMrKyhAVFQWr1epR56AqjuOEafsrV65EXFwcBgwYgP79+yMwMNBj+7179+KPP/4QjcXGxuLll19u8DWYzWZ8/fXXogJ3Op0Ob775Jn7++WfRtm3atIFGo2nwsQghhJA7FQXzhBBCboplWfz73//GgQMHPJ4bNGgQpkyZ0uj11u5grOoUeZZlUV5eDovFUmOwplKp8MILL+Crr74S9TPfuXMnwsPDkZCQcMvj9u/fHxzHYfHixQgKChLW3N9///31ypzr9XqMGDECI0aMQHZ2Ng4dOoSDBw969HJ3y8vLw7p167Bx40b06tULQ4cORdeuXRudra+oqMBXX30ltN5zk8lkmDlzJh544AFhFsLx48dx4sQJpKSk3HSfaWlpSEtLw+rVq9GhQwc88MAD6NevH/R6PdLT07Fs2TLR9mq1Gn/729/qtNyhNtu3b/e4htGjR8Pf318oUujWrVu3Bh+HEEKId7R0Zv78+fNYuHAhzp49C6fTiYSEBLzwwgt4+OGH67yP8vJyrFy5Er///juysrKgUCgQGRmJxx9/HOPGjbsti6zSmnlCCCG1stlsWLRoEc6cOePx3GOPPYannnrKK9PFWZbF9OnTwfO8UDm+devWUKlU+OCDDxAXF1fray9evIiVK1eKxnQ6HWbMmFHnrPeBAwewbNkysCwLrVaLzz//vMYsdH24r+WPP/7AsWPHap2G7xYUFIQhQ4ZgyJAhdSrkV53RaMT8+fORl5cnGpfL5Xj11Vc9ugu4FRcX4+TJkzh58iTOnTt3y/MEKlsPdurUSfjQVLVy/3vvvSe0JGwIo9GIiRMn4ty5c8KYr68v1q1bB4Zh8O233wrjDMPg008/bdJaBIQQQm7t2LFjTbr/Pn363PTYL730EuRyOcaMGQO9Xo89e/YgKysLM2fOxKuvvnrL/ZeXl+OJJ55AZmYmevbsia5du8LhcODgwYPIyMhA3759sXLlSqHWzO2CMvOEEEJqVFFRgTlz5nhMG2cYBpMnT8bw4cO9diypVCpUk1coFLDb7cIU6/z8/JsG8x07dsSDDz6I3377TXTu3333HV5//XXI5fJbHn/QoEFo3bo10tLS0KlTJxgMhkZfE8Mw6Ny5Mzp37ozy8nIcOnQI+/bt81hb7lZYWIhNmzZh8+bN6N69O4YNG4bu3bvXqcVdXl4e5s2bh5KSEtG4RqPBW2+9ddNZCv7+/sKsApvNhnPnzuHEiRM4efJkrQX+XC4Xtm7diuLiYkgkEhgMBvj7+2PcuHGNCuQBYOPGjR7vkfuD1erVq0XjCQkJFMgTQshtoKXywy6XC//4xz/AMAzWrl2LDh06AADeeOMNPPvss1i4cCFGjRp1y84yGzduRGZmJiZPnowPP/xQGHc4HHjuuedw9OhRnDp16rYrxEfBPCGEEA/l5eWYNWsWMjIyRONyuRzTp09vkn6vGo0GdrtdCOo5jgOAWtfNVzVixAhkZWXh8uXLwlhmZia2bduGcePG1Wn2QHh4OMLDwxt+ATfh4+ODMWPG4KGHHkJycjL27t2LI0eOwOFweGzL8zxOnz6N06dPw8/PD4MHD8bQoUMRHBxc475zc3Mxb948j57zfn5+mDlzZr2uSaVSoU+fPujTpw9YlkVSUhIOHTqEo0ePwmq1CtsVFhaiuLgYQOUa+5KSEtjtdhw5cgRSqRQDBgxA+/bt6z1rIzMzE7t37xYtTwgMDMQzzzwjnE9VNMWeEELubUePHkVGRgaeeOIJIZAHKmfovf7665g5cya2bt2Kd95556b7yczMBFB5c78qhUKB/v3748KFC7UunWtJFMwTQggRKS4uxqefforc3FzRuFarxXvvvYc2bdo0yXHdxe/ca9KqZuZvhWEYPPfcc1iwYIGouNvx48cRGhraqKrq3sQwDNq2bYu2bdvihRdewOHDh7F3715Ra7yqSkpKsG3bNvz444/o3Lkzhg0bhl69egk1CnJycjB37lyUl5eLXhcWFoaZM2c2aLq+m1QqRdeuXdG1a1dMnToVp0+fFmoBVL/JI5VK0apVK1gsFuzZswd79uxBQEAAHnjgAQwYMACxsbF1CuzXrFkj+rljGAZxcXEYOnQokpOTYbFYRNvXtnSAEEJI82qpzPzx48cBoMZZYf379xdtczOtW7cGABw6dAj333+/MO50OvHnn39CpVKhe/fu3jhlr6JgnhBCiKCgoACffvopCgsLReO+vr746KOPEBER0WTHdle0b0gw7379Cy+8gIULF4oy3jt27EBAQAA6duzo5TNuHK1Wi5EjR2LEiBFITU3F3r17kZiYKCrm58bzPM6fP4/z58/DYDBg4MCB6NChA1avXu0xFT42NhYzZsyATqfz2rkqFAr07dsXXbp0wZUrVxAdHY3i4mLh2LGxsR7dDIxGI7Zv347t27cjMjISw4YNw+DBg2ttX3jx4kWcPHlStOY/NDQUo0ePhkajwaVLlzyu09udAAghhNxZ0tPTAQAxMTEezxkMBvj5+dV6w7yqcePGYfv27VixYgWSkpLQqVMnOJ1OHDp0CGVlZZg3b16dWrU2NwrmCSGEAKjM8n766ace666DgoLw4YcfNvkvMffaZ3cw7y7EVlBQAJ7n65TZDQsLwzPPPCNaW83zPNauXYvp06c32TT6xqjau37SpEn4888/sXfv3lpb3JWVleGHH35AVlYWNBoNgoODYTAYwDAM4uPjMWPGjCZp1cbzPBYvXgyj0YiAgAAEBATA6XSidevWUKvVSE5OrvW1WVlZ+O6777BmzRr07dsXDz74IDp16iR8T3mex5o1a1BUVCR832UyGUJCQjBmzBgAEC2hAEC95Qkh5DbSUpn5iooKAKi1fopOp/MoDFsTlUqF1atX41//+hd++uknIZsvkUgwYcIE9OjRw3sn7UUUzBNCCEFGRgZmzZpV43TtDz/8EAEBAU1+Du5fxO6WZu6gzul0ori4uM7n0LVrVxQWFuLXX38VxhwOB1asWIE333zTK8XtmopKpcLQoUMxdOhQ3LhxA/v27cOhQ4dgNpuFbex2O7KyssCyLEwmE0wmExQKBTp06IApU6Y0Wc/1Xbt2ITExUTTWoUMHzJo1CzKZDHl5eTh8+DAOHTpUa5E/lmWRmJiIxMREhIaGYvjw4Rg6dCguXryI69evi6bYh4WFoUePHoiKioLRaPSYodG+fXvvXyQhhJB7UnFxMV5//XUUFxfjm2++QY8ePWC327Fv3z7Mnj0b+/fvx5YtW267zxAUzBNCyD0uJSUFn332mShgBICoqCh89NFHtU6L9jb3ceRyOaRSqahFWl5eXr1uKAwbNgyFhYU4deqUMFZaWopVq1bhtddea1QP9OYSExODF198ERMmTMDRo0exb98+nDlzBtnZ2cISBDepVAqTyYR3330X/fr1w8iRI5GQkOCVtoEAcP36daxYsUI0ptPp8P777wvr90NDQ/HUU0/hySefREZGBg4dOoRDhw6JahhUlZeXhzVr1mDt2rXIz88Hz/MwmUxgGAZKpRJBQUG1ZuV1Oh2io6O9cm2EEEIar6Uy8+4lZbV1X6moqKhT15PZs2fjzJkz2L59O9q1awegMsnw9NNPg2VZ/L//9//w3Xff4a233vLeyXsBBfOEEHIPu3z5MubMmQO73S4ab9WqFf72t795dd31rVS9aaBUKkXBfH5+fr3WvDMMg3HjxqG4uBhpaWnCeGZmJjZs2IDnn3/ea4FuU1MoFBg4cCBiYmKQnZ0Nu90Oo9EovD9qtRoRERGQSCRwuVxCEN2qVSuMHDkS/fr1a9TNC7PZjM8//9yj//xbb71VY4V9hmEQExODmJgYTJgwAZcuXcJvv/2GI0eO1NjDPj8/HxkZGTCbzXA6nZDL5YiOjkZQUBB69+4NwDOYb9u27R3z/SOEENJ03C3nbty44bH8qqysDCUlJXUqXHfgwAH4+voKgXxVffv2BVBZ2+V2c3t1vSeEENJszp07h88++8wjkG/Xrh0+/PDDZg3kAc9gvmr2ua5F8KqSyWSYPHmyR0b//Pnzoin4d4K0tDTMmzcPPM8jMjISXbp0QVxcHCIiIoRAvrqUlBR8/fXXeP3117Fu3TqPooZ1wfM8Fi5ciIKCAtH4o48+KgTaN8MwDDp27IgZM2Zg+fLlmDx5MiIjI4XnWZZFTk4OeJ6Hw+EAz/NgWRbZ2dlwuVw4d+4cHA6Hx3p8mmJPCCG3F57nm/RRG3ff98OHD3s8514aVpffVw6HAxUVFTW2jHW3Yr0dZ/VRME8IIfegEydO4IsvvoDT6RSNd+nSBX/729+EyvLNqeo0OKVSKTq3hgTzQGXF+ClTpnhcz969e3Hy5MmGnWgzS01Nxfz580Vt2RiGwf33348tW7Zg9uzZGDRoEORyeY2vN5lM2L59O958803MmTMH58+fr/N0yJ07d+Lo0aOisXbt2uH555+v93Xo9Xo8/PDD+PLLL/HJJ59g8ODBQsG7qjeUVCoVGIZBWVkZPvnkE7zwwgtISkoSVfmnYJ4QQm4vLRXM9+vXD1FRUdi5c6doFldFRQW+/vpryGQyPP7448J4cXExUlJShADdrUePHnC5XPj6669F4w6HQxjr06ePN94qr6Jp9oQQco9JTEzE0qVLwXGcaLxXr16YPn16rUFhU6uemec4DhzHQSKRNDiYB4CQkBA8//zzWL58ueiaN2/eDH9/f8THxzfqvJtSSkoKvvzyS1itVtF4hw4d8MYbb0CpVKJVq1Z4/fXXMXHiRPzxxx/Ys2dPjevUeZ7HyZMncfLkSURERGDEiBEYOHBgrQXzrl69ilWrVonG9Ho93nvvPWGdfEMwDIN27dohODgYhw8fBsMwwtRFmUwGmUyGgIAA4ecwIyMDhYWFSE1NRWBgIPr06dNsdRwIIYTc3mQyGf7v//4PL7/8Mp577jmMHTsWOp0Oe/bsQVZWFmbMmIG4uDhh+7Vr12LRokWYPn063nzzTWH8vffew5kzZ7BkyRIkJiYKBfAOHz6MzMxMdOzYEePGjWuJS7wpyswTQsg9ZN++fViyZIlHIN+/f3+89dZbLRbIA56ZeeA/Fe1LSko8lgPUR5s2bUR35oHKKd6rVq2qtUBbS7t+/Trmz5/vEch37NgR06dPF94jNx8fHzz66KNYuHAh3n//fXTu3LnWfWdnZ2PlypV47bXXsGLFCo/q8yaTCXPmzPEotDdjxgwEBgY28soqbdq0CRzHQS6XQ6lUQq1WIywsDBKJRLQW3912iOd5FBYW4tixY3j//fdx8ODBGtfgE0IIaX4tlZkHKte0r1u3Dj179sSuXbuwbt06+Pr6Ys6cOXjttdfqdP7t27fH1q1b8cQTT6CoqAhr167Ftm3boFar8eabb2Lt2rUev3dvBwzfUqUHCSGENKtdu3ZhzZo1HuNDhgzBlClTalx33Zx4nsfbb78Np9MJjuNw8eJFxMfHC5njv//974iKimrUMX766SccPHhQNBYcHIw333yzRZYW1ObatWv48ssvPW5gdOrUCa+//nqd1+1lZWXht99+w/79+0XT1GvSuXNnjBw5Et27d8dnn32GEydOiJ5/8sknGzS9vrbzeuedd8DzPJKSklBWVobAwEDExMQgLi4OY8eOxW+//Ybk5GSP4ndxcXFCPQc/Pz889NBDePDBB+tUrZgQQkjTqP671dsGDhzYpPu/U1FmnhBC7nI8z+PHH3+sMZAfNWoUXnrppRYP5IHK6dfugEwikUAul3u0p2ussWPHeqy3LigowPfff3/bZHmvXr1aYyDfuXPnegXyABAZGYkXX3wRS5YswZQpU0TF56q7cOEC5s6di0ceeQQ7duwQvR8dO3bEc889V/+LqcXatWvB8zwsFgvKysrAMAzCw8MBAI8//jhGjBiBOXPm4MUXX0RkZKQwrV8ikYiWBZSUlGDt2rWYOnUqvvnmG2RnZ3vtHAkhhNRdS2bm72Ut/+mNEEJIk+F5Hhs3bsTmzZs9nnvssccwceLE26rF163a0zWWRCLBhAkTEBYWJhq/du0afvzxxxb/wHDlyhUsWLDAI5Dv2rVrvQP5qjQaDUaOHIm5c+fin//8J3r37l3j991sNiMpKQnZ2dm4cOECMjMzoVAo8O6770IqlTbo2NVdunRJKD6Ym5sLoLJHvVwuh8FgQP/+/YVty8vL0aFDBwwcOBDt2rUTpuFX53A4sHv3brz99tuYNWsWLly40OLfS0IIIaSpUQE8Qgi5S/E8j++//x579uzxeO6ZZ57BI4880gJndXPV1817O5gHKqulT5kyBV999RVMJpMwfvToUQQHB7fYVL7Lly/jq6++8ugw0K1bN7z66quNKjrnxjAMOnXqhE6dOqGoqAi//fYb9u3bh/LycnAch2vXrglBMMdxKCgoQFBQEFatWoWxY8eiTZs2jTo+z/P47rvvAFTWQygoKIBMJkNISAgAYOTIkcINC57nceXKFQCVBY6io6Px1FNPQaVSeVQtrrp/d5G/2NhYPPLII+jfv79X3jvRcVwsHBn5cKTmwJ6eC7a0ArzDBUYhg9RXB2VsGBTx4VBEh4CReecmCCGE3M7oBmrLoGCeEELuQhzH4dtvv61xDdsLL7yAESNGtMBZ3Vr1zHzVdd7enELt5+cnTD+vGjzv2LEDgYGB6NChg9eOVRcXL17EokWLPAL5Hj16YOrUqV4PRgEgMDAQ48ePx5NPPokjR45g3rx5ovZ3ABAREQGDwYBjx47h2LFjaNOmDcaOHYv77ruvQUsz9u/fj9TUVACVyxs4jkNERASkUikYhsHo0aOFbbOzs1FeXi56fceOHREUFIS+ffvi+vXr+Omnn3DkyBGPgo4AkJ6ejq+++gqrV6/GqFGjMHLkyEavq3cVlsK09xTKdibCkVUIzmoHg78+xDIMwPNgGAY8AIlaCUVkEAxj+0M/rCdkQb6NOjYhhBBSHQXzhBByl3G5XFiyZIlHf3CGYfDKK69g0KBBLXRmt1Y12FKpVEIlc6ByzbzD4WjwVPPqoqOj8eyzz2L16tXCGM/zWLNmDaZPny6s4W5qFy5cwOLFiz3W7Pfq1Qsvv/xykwTyVSkUCgQFBUEqlaJdu3YoKChASUkJNBqNR8HB5ORkfPHFFwgJCcFDDz2EwYMHQ6VS1ek4VqsV69atA1D5Pufl5UGpVCIoKAhAZa/gqpXyL126JHp9UFCQsC0AJCQk4J133kFRURF27dqFPXv2eNyMACrX1a9fvx4//PADhgwZgrFjxyIiIqJub85fOLMNxrV7ULb1ANhiE6CQQeqnhyzED0wNNzV4jgNnscOenoeCLzbCuOoXGJ4YhICJIyDR1O39IoSQOwll5lsGrZknhJC7iMPhwIIFCzwCealUijfeeOO2DuQBcWZerVaLAlyO44Q11t7StWtXjBo1SjTmcDiwYsUKlJWVefVYNUlKSqoxkL/vvvvwyiuvNHkgD1QG2V9++SV4nodWq0VcXBy6du2KqVOnQqvV1via/Px8rFy5Em+88QbWr1+PkpKSWx5n69atKC0tBQCUlZXBarUiKipKWLs/ZswY0fZXr14VfV29cKFbYGAgnn/+eXz77bd46aWXEBoaWuN2TqcTe/bswdtvv405c+YgJSXllucMANbzKch8cz6My3eAd7ogjw2FIioYUp26xkAeABiJBFKdGoqoYMhjQ8E7XTAu34HM6fNhPV+34xJCCCG3Qpl5Qgi5S9hsNsyfPx9JSUmicZlMhrfffhs9evRooTOru6rBvEQi8Qhms7KyEBMT49VjDhs2DIWFhTh16pQwVlpailWrVuH111+HXC736vHcrl+/XmMg36dPH0yZMsVrBeduZeXKlSgoKBCNTZkyBY8//jjMZjP27duHXbt2wWg0ery2oqICP/74I3bu3In+/ftjzJgxNX5/8vPzsWPHDuHr3Nxc+Pj4wGAwAACioqLQuXNn4XmXy4X09HTRPtq2bXvT61CpVHjooYcwatQonDx5Ejt27PDI7gOV2aOjR4/i6NGj6NatG5588slal1WU7z6G/LkbwJabIY8MhkRZ/58FRiqBLNgPEoMOtotpyHpvEULeGw+fEb3rvS9CCLldUWa+ZVAwTwghdwGz2Yy5c+ciOTlZNK5QKPDOO++IAqXbWfU1zdUD6aysLK8fk2EYjBs3DkajURRAZmZmYsOGDU1S8T8zM7PGYnd9+/bFlClTmq1V4MmTJz0KJLZv3x6PPvooAECr1eLhhx/G6NGjcezYMezcuVNY816Vy+XCgQMHcODAAXTu3Bljx45F165dhfft+++/B8uyACpvOpWUlIgC6LFjx4re4+zsbI+K/vHx8XW6JolEgt69e6N3795ITU3Fjh07cPjw4RrX1Z89exZnz55Fu3bt8OSTT6J79+7CeZTvOY78z9aBczqhiAtr9M+ARCmHPC4MzuxC5M9eCwAU0BNCCGkUCuYJIeQOV1FRgdmzZyMtLU00rlar8f77798yo3k7qZqZBypnFXAcJwS3TRHMu48zefJkLFy4UJSBPnfuHIKCgjym4jdGQUEB5s+f77G+u7kDeZPJhEWLFonGVCoV3n77bY9zkMlk6N+/P+6//35cvnwZO3bswOnTp2vc74ULF3DhwgVER0dj7Nix8PHxwfHjx4Xn8/LyEBQUJKy1V6vVGDJkiGgf1W8YhISENKh4XXx8PN5++21MnDgRu3btwu7du2tcV3/lyhV88skniIuLw5NPPomumiDkz10PzumEPCLIazdzGIaBPCKoMqCfux7y0ACou7Tyyr4JIaQlUWa+ZdCaeUIIuYOVlpbi448/9gjkdTodPvroozsqkAc8g3mVSiXKXmdlZTXZBwadTocpU6ZArVaLxn///XfRFPzGKC0txbx58zyqtHft2hWTJ09utkCe53ksXbpUWMPuNmXKlFrXnAOVwWiHDh3wwQcf4IsvvsDw4cNrLUiYkZGBxYsX46WXXkJubi5cLhc4joPRaERYWJiw3fDhwz3e8+rr2Vu1alzAGxAQgIkTJ2LZsmWYMGGCx8+ZW1paGhZ8Ngd/vPLfcJVWeDWQd3MH9FyZGQVfbgJnsd36RYQQQkgNKJgnhJA7VFFREf73f//XI1ttMBjwj3/8o87Tkm8nGo1GFNip1WpRMG+1Wmtcu+0tISEheP755z2C6k2bNnncMKmviooKfPHFFx7n36ZNG0ybNq1Zit25HT58GImJiaKxnj174sEHH6zzPiIiIvDKK69g0aJFGDdunLD+varCwkKUlpYiJycHFy5cwKVLl+Dn5ye61oceekj0Gp7nvR7Mu2k0GjzxxBNYunQppkyZgoCAAI9tuuW4oM4phUkl8Xog78YwDGQRQbAmpcG4Zs+tX0AIIbc5nueb9EFqRsE8IYTcgfLy8vC///u/yM/PF437+/vjX//6l0dLsTtJ1fZkcrncI7DOzMxs0uO3adMGjz/+uGiMZVmsXLkSRUVFDdqn3W7HV199hZycHNF4dHQ0pk+f7rV2e3VhNBqxdOlS0Zher8cbb7zRoODVYDDgqaeewqJFizB16lSh7ZvL5UJ2drawHcuyKCgoQF5eHtLT02Gz2dCtWzdERkaK9ldQUACTySQa81Yw76ZUKjFmzBh8/fXXeP3114WZAhoHj04FLGxSAPKmLUAoUcoh1atRtvUAXIWlTXosQgghdycK5gkh5A6TnZ2Njz/+2CPDGxISgn/96183nSZ9J6gazAPwaI/WVOvmq+rXrx8GDhwoGrNYLPj3v/+NioqKeu3L6XRi8eLFNa4DnzFjBjQaTaPPt654nsfChQthNptF49OmTYO/v3+j9q1QKDBs2DDMmzcPH3zwARiGEVXqdzqdkEql4HkeRqMRly5dQkVFhUfV+urvk8FgqDGD7g0ymQzDhg3DV199hZkzZ+J+WQA0LkAR6IeAaj+HTUEaYABbbIJpn3eWcRBCSEuhzHzLoGCeEELuIGlpafjf//1fj7XOERER+Oc//4mgoKCWOTEvqh64NUdF+5qMHTvWo7d5YWEhvv32W9hsdVvnzHEcli9f7tEizc/PDzNnzqx17XZT+fXXX3H27FnR2IABA/DAAw947RgMwyAkJAQymQzt27eHv7+/kPGvOr1eqVQiOzsbH3zwAWbPni30la9pin1TTXd3k0gk6N+3H0ZroxARG4NWbRKapX4BI5UAChnKdiSCd7FNfjxCCCF3FwrmCSHkDpGamopPP/3UIzMcExODf/7zn/Dz82uhM/Ou6pn56oFccwXzEokEEyZMEBVrAypnRqxcudKjrVx1PM9j9erVHsXztFotZs6c6XGdTS0nJwerVq0Sjfn5+WHq1KleP9Z3330HlmWh0WgQFxeHTp06ISAgQBQgh4X9p93bmTNn8K9//Qv/8z//I6p8D9S9JV1jOTLy4cgqhNSv/lXzG0Pqp4cjuxCOzIJmPS4hhHgTZeZbBgXzhBByB8jIyMBnn33m0VardevW+Pvf/96gtl23q+pBbtWp2kDlmu/q08Sbikqlwssvv+xxoyQlJQVr164VeqfXZOvWrTh06JBoTKlUYsaMGQgPD2+S860Ny7JYsGCBR+/2N9980+s/O2fOnMGZM2dEY+3bt0d0dDQ6deqEsLAwyGQyBAcHe7z2woULOHnyJK5cuSLMPklISPDq+dXGkZoDzmqHRKNsluO5STRK8BY7HKk5t96YEEIIqYL6zBNCyG0uNzcXs2bN8sjId+jQAe+++67Qr/tuUX2aPcuyYBhGdGc+Ozsbbdq0aZbzMRgMmDZtGhYtWiT6HiQlJeGHH37A008/7TF7YNeuXdi1a5doTCaTYfr06YiLi2uW865q27ZtwjR2t1GjRqFHjx5ePY7L5fLI/vv6+go3ZORyOcLDwzFmzBh0794dv/zyi6hNn/tmg8ViQWpqKrRaLa5fv47Q0NB6V/vneR5WqxUVFRUwmUyw2Wyih91uF/5utVoRcCgZUWYzFGjaKf3VMX/NVrCn5UCPns16bEII8RbKnrcMCuYJIeQ2VlBQgE8++cSjL3mnTp3w7rvvNmsV9OZSvRAbwzDw9fVFSUmJMJaVldVswTxQOVvglVdewZIlS0Tr5U+cOAGtVouxY8cKYwcPHsSWLVtEr2cYBtOmTfNYg98cUlNTsWHDBtFYaGgoJk+e7PVj7d6926Ni/6hRozwC/FGjRuH+++/HQw89hH379mHHjh0wGo0eMwdYlsWSJUuwefNm4QaA3W6HyWSCyWRCRUWF8Kjp6/p8uLzvmgm+5VbYcnMQ/ldF/ubC8zzY0voVViSEEEIomCeEkNuU0WjEJ598IgpiAaBt27aYOXPmXRnIA5VV0Q0GA8rKyoQxHx8f0fvQ1O3pahIREYEXX3wRy5cvF62X379/PzQaDYYOHYqTJ09i9erVHq+dPHkyunfv3pynC6CygvyXX34pWqrAMAzefvttr8/oKC8vx6ZNm0Rj8fHxHgG6Xq/HfffdB6By2cHIkSPRs2dP/Pbbb/jmm29gtVrBcRw4joPVakV5eTmSk5ORmJgIuVyOkJAQBAYGQir1bus4KVcZ+JurLWVpFgwD3um69XaEEHKbosx8y6BgnhBCbkOlpaWYNWuWR1/z+Ph4vPfee3fd1PrqAgICRMF89ettriJ41bVq1QoTJ07Ed999B47jhPFffvkFBQUF2L9/v8cHmmeeeQb9+/dv7lMFAKxbtw4ZGRmisSeeeKJJZghs3LjRo6bD5MmTMWfOHDgcDrAsC5fLhZiYGKxatQpGoxHFxcUoLi6uzEyzrDDrwel01ri8wul0IisrC3l5eQgKCkJwcHC9p9/XhpVUTq/39fX1yv7qhefByOkjGSGEkPqh3xyEEHKbqaiowKxZs5Cbmysaj46OxgcffNCsfclbSlBQkKjfePWALTc3Fy6Xy2uBXH107NgRTz/9tGjquslkwuLFixEWFiZqNzdmzBg8+OCDzX6OAHDp0iX8+OOPorHY2FiMHz/e68e6fPkyfvrpJ9jtdjgcDjidTgQFBWHWrFkexfAKCwtx9OhRj31YrVbwPA+5XA65XA6WZaFUKj1uEACVa/Nzc3ORn5+PoKAghISEeLQwrEoul0Oj0UCpVEKpVEKtVkOlUkGpVEKlUkGlUiFYkwJ/yzXoW6C9I8MwkPrqmv24hBDiLZSZbxkUzBNCyG3EbDZj1qxZHpnniIgIfPjhh9Dp7o0P/DUVwavK5XIhLy8PkZGRzXlagl69esFiseCnn36CxWLB5cuXwbIssrOzIZVKodVqMXjwYDz22GMtcn5WqxVffvml6MOVTCbDjBkzGnwDhOd5lJSUICcnB7m5ucIjJycHp06dgslkEraVSCTQ6XQeP8cqlQparbbG/VcP2vV6PeLj42EymZCXlyfsn2EYSKVS4WGxWJCdnY3u3btjwIABCAkJgV6vh16vh06ng1arhVJ56wr1psCTyD5+AzzHCUXpmgPPVs7wUMY1b4cDQgjxJgrmWwYF84QQcpuw2WyYM2cO0tPTReMhISH48MMPRRnfu1319nTl5eUICAiA0WgUxrKyslosmAeAgQMHIjc3F0uWLBHWpPM8j8zMTDzyyCOYMGGCR5X75rJy5UoUFIj7lj/33HOIjY295WtdLhcKCgqEYD0vLw85OTnIy8vzWP8OACUlJaJAHqgssCeXy1FcXCwaDwwMrPU9cTqdQrZcoVCga9euGD16NHx8fKDT6VBYWIh9+/bh7NmzNe4jMzMTW7duxciRIzF27Nh6/3tRxIdDolaCs9gh1anr9drG4Kx2MBolFPEUzBNCCKkfCuYJIeQ24HA4MHfuXFy7dk007u/vjw8//NCjz/ndrnpm3mg0om3bth7BfEsqKyvD2bNnodVq4XA4hHEfHx+Ul5ejsLCwxl7qTe3kyZPYs2ePaKxdu3Y1zhKw2WzIyMhAeno6bty4gRs3biA/P19UD+BmOI7z+D4oFAqEhoaipKRENKNCKpWie/fuiIiIQEBAAPz9/UV/zps3T/T9ffjhh9GvXz/h61atWqFv3764ceMGfvrpJyQmJnpkgmw2G7Zv347du3dj9OjRGDNmDPR6fZ2uRREdAkVkEOzpec0azLMlJihjQ6GIav6fFUII8RbKzLcMCuYJIaSFuSuOX758WTTu6+uLv//97whqgTW8La16Zt7hcHiMtURFezer1Yr58+ejsLAQoaGhYFkW5eXl0Ov1aNu2LWw2G7755hu88cYbzXojxmQyYdGiRaIxlUqFt99+Gw6HA1lZWUhLS8ONGzeQnp6OvLy8Rn0Ay8/PF7L1DMNALpdjyJAh6Nu3L3bt2oWKigrIZDJIpVL06NEDH3/8cY37sVgsokAeAKKiomrcNiYmBm+++SbGjRuHH3/8EQcOHPC4+WCz2bBt2zZRUF/b9H43RiaFYWx/FHyxETzLgZE2/VR7nuUAhwuGh/uDkXm3Oj8hhJC7HwXzhBDSglwuFxYtWoRz586JxvV6PT766COEhoa20Jm1LF9fX0ilUlFmt3owlpWVBZ7nm30qO8uyWLZsmZCRZhgGERER0Ol0iIyMFFqmlZaWCgF9c9Q64HkeS5cuRWlpKTiOg8PhgN1uR+vWrfH1118jNzfXK5kTlUqF0NBQ+Pr6Ijs7G+Hh4VAoFJDL5WjXrh0+/vhjlJSUYNWqVVCr/5PhHjp0aK37zM7OFn0tk8lu+bMfGhqKV199FY899hi2bt2KgwcPelyfxWLBli1b8Ouvv2LMmDEYNWrUTYN6/bCeMK76BayxDLLgpr8JwxrLIPXXQz+0Z5MfixBCmhJl5lsGBfOEENJCOI7D0qVLcfLkSdG4RqPBf/3XfyEiIqKFzqzlSSQS+Pv7o7CwUBirXsTMbDajtLS02ZcgbNy4EUlJSaKxkJAQzJo1Cxs2bBC1gissLMTy5cvx6quvNlk7QfdU9+3bt2Pbtm1wOBzCtH+DwQCj0digGx4GgwFhYWEIDQ1FWFgYwsLCEB4eDl9fXzAMg8WLF3tMYZ88eTIYhsEff/wh+mCnUqlEU+arqz5VPzQ0tM6F+kJDQ/H6668LQf3hw4c9PlSazWZs2rQJv/zyC8aOHYtRo0aJbjS4yYJ8YXhiEIzLd0Bi0EGirL1CfmNxdidYkxUBL4+FLMi3yY5DCCHk7kXBPCGEtACe5/Htt9/iyJEjonGlUokPPvigToXK7nYBAQGiYN5ut0OtVsNqtQpjWVlZzRrM7927F/v27RON6XQ6zJw5E0FBQXjppZfw9ddfIz8/X3SOq1atwksvvXTT9ml15XK5cOPGDVy7dg1Xr17FtWvXUFZWhqSkJNFMBplMhtjY2FsG8gzDIDIyEjExMYiNjUVUVBTCwsJumsG+fPky9u/fLxobPHgwEhISwPM89u7dK3rugQceuOnNjOrBfEMKG4aHh2P69Ol4/PHHsWXLFvz5558eQX1FRQU2bNiAn3/+GQ8//DBGjhzpcV4BE0fAcvQibBfTII8L8+rMD47j4HI6IVco4MouhLpTHAImjvDa/gkhpKVQZr5lUDBPCCHNjOd5fPfddzh48KBoXC6X4/3330dCQkILndntJSwsDFeuXBG+zs3NRWRkpKhIYFZWFjp37tws53PhwgVRb3mgMmCePn26UNdAq9Vi6tSpWLRoEUpKSoTtrl+/jrVr1+L5558XpuHXldPpRHp6Oq5evYrk5GRcv35dVFWe53mkpaV5tO+LiYmBQqEQjbmXBLgD95iYGERFRXlsdzMulwvffvutaEylUgn961NSUjzqGQwbNuym+/RGMO8WERGBt956Swjqq98wAyprC6xbt04I6keMGCHM/JBoVAie8TSy3lsER2YBSuU8wABBQcGQNGIdvd1mR2pqCpwOJ/xZKYIiwxE842lINE0zY4MQQsjdj4J5QghpRjzPY/369fjtt99E4zKZDO+++y7at2/fQmd2+wkLCxN9nZOTg7Zt24qC+eYqgpednY1ly5Z5ZB5efPFFj5svBoMBr7zyCr7++mtUVFQI40lJSdiyZQvGjRt302yvw+FASkoKkpOTkZycjJSUFDidzlq3LywsRHl5uWjMXSE+PDzcI3CvS8/1m9m1a5fH+/7ss8/C398fADxmLgQHB6Njx4617s/pdCI3N1c0Fh0d3ahzBCoL6M2YMUMI6o8dO+axTVlZGdasWYMdO3bg0UcfxYMPPgiFQgF1l1bwf/spnJ/5BVibHaUKHvn5BYhvFd/g+gdGoxFOhxM6KwublMMfUQyejw9p7GUSQshtgTLzLYOCeUIIaUbbtm3Dzz//LBqTSqV4++23my3DfKcIDxf33S4oKMDgwYNFY94O5gsLC3Hq1CmEh4ejc+fOYBgG5eXl+Oqrr2Cz2UTbPvzww+jTp0+N+wkODsbLL7+MJUuWiLLox48fh1arxZgxY4Qxm82G69evIzk5GVevXq0xy14bd4V6oHJmh1KpREBAAP7v//4Pbdu29fo6faPRiI0bN4rGYmJiMGrUKACVWfvq0++HDh1605sXOTk5omr07tkD3hITE4N33nkH6enp2Lx5s0eNCqAyqP/++++FoH7YsGH4Me8K0qMl6Hcd0JY7UMSYcY11ITomxqN1Yl1IecBgccEhk+B4ex/cUFhQunAh3nnnnUbfYCGEEHJvomCeEEKayc6dO7FlyxbRGMMweP3119GjR48WOqvbV/XMPMuyHkXLioqKYLPZvBK0pqSkYN68eULw/fzzz+P+++/HokWLPNqm9e7dG4888shN9xcZGYkXX3wRy5cvh8vlEsb/+OMPOBwO6PV6nD9/HlevXhU9X1dhYWHIyMhAQEAAVCqVUDDun//8J7p27Vrv/dXFd999J7o5AQAvv/yysHTg5MmTMJlMoudvVsUe8LwhExwc3CTBbWxsLN5//32kpqZi8+bNOH36tMc27ir8K1euRElJCQICA3CtpByD7EA8pwLv4FFaXCIE8+VlZaioMMPH4FNrxp5nObDGMhhsHIpCfJAYI0ORb+WyhtTUVHz99deYPn26V+opEEJIS6HMfMugYJ4QQprBnj17sH79eo/xadOmoW/fvi1wRrc/jUYDPz8/0dpzlmUhkUiETC7P88jOzkarVq0adaycnBwsWLAAdrsddrsdSqUSO3fuxOXLl5GamiratlWrVkLV9ltJSEjA888/jxUrVqCsrAwlJSUoKSlBYmIiwsLC6ly8z52tbtu2Ldq2bYvWrVvj2rVr+Pjjj0VB5KBBg9CzZ9O0OTt//rzH+vMhQ4agXbt2wtfVC9+1b9/e46ZMddXXyzd1F4f4+Hh88MEHuH79OjZv3oyzZ8+Knnc4HLh69SpYlkVOTg7sdjuuGpR41pCAzoUcDGYXHJkFsMqB1OwsgGFQUJCPNm3bQqPRAAB4jgNnsYMtMQEOF6T+egS+8ggCH+qFQwsXAMXFwvEuXbqEFStW4JVXXoFE0vS97QkhhNw9KJgnhJAmtn//fnz33Xce41OmTMGAAQNa4IzuHOHh4aJgvqCgAKGhocjJyRHGsrKyGhXMFxcX44svvoDZbIbZbEZaWhratWuHy5cvIyMjAz4+PsK2AQEBeOONN+pUMK64uBgXLlzAhQsXkJ2djRs3boiez83NhVQqFe3fjWEYxMTEoE2bNmjTpg1at24tCtrtdjuWLl0qeo1er8eUKVPqe/l14nQ6sXz5ctGYVqvFhAkThK/Ly8s9prDfqvAd4N3id/WRkJCADz/8EMnJydi0aRMuXLgAnueRkZEhLHMwmUxwOp1Q+ivxZyiQkeCPj4Y/BefeMyg6cwm+1sqbSgwA2/UsSLVa4SYPo1FCGRsKw8P9oR/aU2g/N2PGDMyZM0c0g+HkyZNQq9V4/vnnvVo9nxBCmgtl5lsGBfOEENKE/vzzT48gCAAmTpxYp0DnXhcWFoaLFy8KX+fk5CAyMtIjmG+oiooKfPHFFygpKYHNZhPWq2dmZqK8vBy+vr5CsK1Wq/HWW2/VGHwDlbMGUlNTcf78eVy4cEE0fVyr1SIkJETUsg6oLKwnkUig1+sRFxcnZN4TEhJq7IPutnHjRlHbPgB44YUXYDAYGvpW3NRPP/3kUaRuwoQJouMdPHhQtFxALpfjgQceuOl+OY5Ddna2aCwqKsoLZ1x3bdq0wT/+8Q9cuXIFn376qVC0kGVZOJ1OKBQKcByHa9euQde9O+yDOiLu+Yfww/v/QOnFFPhaWKicPHp0boPIdm0h9dVBGRcORXw4FFHBYGTi7gVhYWF46623MHfuXNGShUOHDkGn0+GJJ55o1usnhBBy56JgnhBCmsiJEyewZMkSj7vV48aNw+jRo1vorO4s1Yvg5eTkYMCAATh+/Lgw1tAieDabDQsWLEBubi4cDgdSU1PBsixcLhdycnKg0+lQVlYGl8sFhUKBadOmeUwBN5vNOHfuHC5cuICkpCRYLJZajxcQEACXyyWsv5fL5fDz84NOp8P06dPRrVu3Op33jRs3sH37dtFYhw4dmuzmUH5+vketh4SEBAwfPlw0Vr2Kfd++fW/aqx6onGlRvVJ/c2Xmq5PJZOA4Dm3atEF2djYKCwshkUigVqvBMAwkEglsNhs+/PBD3H///bhmKUZFkBxA5Vr33lMfQkjv3nU6VmxsLKZPn44FCxaIboDs2rULWq0WI0eObIpLJISQJkOZ+ZZBwTwh5K7Au1g4MvLhSM2BPT0XbGkFeIcLjEJWmSmLDavMlEWHeGTKmsK5c+ewaNEicBwHp9OJ/Px8SCQSvPLKK3jsscea/Ph3i+rrrYuKihASIm7nlZ2dDY7j6rXe2OVyYcmSJUhNTYXL5UJqaiqcTidkMhlMJhM4jgPLspBKpSguLsbMmTPRqVMnAIDFYsHZs2dx/PhxXLp0qc6V5xmGQZ8+fWCz2VBUVASdTidMqd6wYQNUKpVo/XlNeJ7HkiVLRMeUyWR47bXXmmx69sqVK0UBN8MwePnll0XHy8zMFLUMBOo2xb76jRhfX1/o9fpGnnH9Wa1W4d+rXq9HREQEysvLoVQqhQ+oQUFBQpHBxMREXLx4Ef7+/ggLC4NcLhda89VVu3btMHXqVI8bfj/88AO0Wu0tZzUQQgghFMwTQu5orsJSmPaeQtnORDiyCsFZ7WDw1x1ihgF4HgzDgAcgUSuhiAyCYWx/6If9Zw2rt128eBHz58+Hy+VCYWEhrl27BofDgeDgYI910+TmwsLCKr9/fwU7PM97VP12Op3CWvq64Hkeq1atQlJSEliWRVpaGux2uxCoSaVScBwHh8MBtVoNrVaLPn364M8//8TJkyeF19WFWq1Gp06d0KVLF3Tq1Ak+Pj7gOA7r16/HmTNnhO1cLhdWrlyJyZMno3379rXub8+ePbhy5Ypo7LHHHmuyqeknTpzAqVOnRGMjRozwqFFQvfCdn59fnWYaFBQUiL6uPhOjuaxatUo4F57nkZubi6ioKISHh6O4uBiFhYWidnQsy4JlWRQWFsJoNCIkJKRBFfi7d++OF154AatWrRKNf//995BKpejXr1+jrosQQpoLZeZbBgXzhJA7Eme2wbh2D8q2HgBbbAIUMkj99JCF+IGpIUPrri5tT89DwRcbYVz1CwxPDELAxBGQaLzXizs5ORnz5s2DxWLBtWvXhADBYDAgIiICR44c8VortbvFrWZVdDTLkcGaYdLKwEsYlJWVwWAwoKysTNhHZmZmnYJ5nuexceNGHDlyBBzHIT09HRaLBRKJBDKZDDabDQqFAk6nE06nE3q9Hvn5+Zg6dWqdg7XIyEh07twZXbp0QatWrYS2bW4SiQTjx4+HRCIRBcosy2LVqlV44YUX0KFDB4/9lpaW4vvvvxeNhYaG4umnn67TedWX3W7HypUrRWM+Pj4YP368aIzjOPzxxx+iscGDB3tcd02q1xCoPuuiOSQmJuLQoUPC1+7CdOHh4WAYBgEBAZg+fTpcLhe2b98Os9ksmqnAcRxyc3Px3//933jyyScxYsSIerWZ69+/P8xmMzZv3iyM8TyPlStXgmVZytATQgipFQXzhJA7jvV8Cgq+3ARrUiqkeg3ksaFgpDefYs1IJJDq1JDq1ELfZ+PyHbAcvYjgGU9D3aVxrc2Ayp7Rn3/+ObKysoRsPABhqnZMTAwYhkFBQQGio6Mbfbw7XV1nVfQsKUE71oEKjQypERrkX0lBVFSUKJjPysrCfffdd8tj7tq1C7/99ht4nkdmZiYqKirAMAw0Gg0qKirA8zw4jgPHceB5HhaLBS6XCzKZrNbst0wmQ8eOHdGlSxd06dKlTtOtJRIJnnnmGQDwCOi/++47TJo0CR07dhS9ZsWKFTCbzaKxV199tU6V9Rti69atHkX2Jk2a5LEO/ty5cyiu0moNqNsUe8AzMx8cHNyAM224/Px8/Pvf/xaNGY1GxMXFCcsIAgMDMXLkSMhkMgwbNgzbt2/Hpk2bRK+RyWQwm834/vvvsWvXLowbNw4DBgyo89KPESNGwGw245dffhHGeJ7Hd999B5fLhcGDBzfuQgkhpIlRZr5lUDBPCLmjlO8+hvy5G8CWmyGPDIZEWfcMmBsjlUAW7AeJQQfbxTRkvbcIIe+Nh8+IuhWvqklmZiY+/vhjnD17VghQ3NWw3dO33VO58/Pz7+lgvr6zKpDDwJFXAH2FCz0ul0Ey/2foB3TAFRcHl6xy+7pUtD98+DC2bNkCnueRk5OD0tJSAJXZ5qKiIjidTrhcLvB/3USQSCRCNfPS0lJEREQIwZlUKkXnzp3Rq1cvdOvW7aaV52tzs4D++++/FwX0Z8+excGDB0WvHzhwYJ2L5tVXTk5OjUX2Bg4c6LFt9Sn28fHxiImJAQChoGBNsxp4nve4WdCcmXmWZbF48WLYbDZhzGQywc/PT3S+jz76qPBvWKfTCVX8Z8+eDaPR6LH0o7CwEF9//TV27tyJ8ePHo3v37nWqZ/DYY4/B5XJhz549ovG1a9fC5XJ5FBwkhBBCKJgnhNwxyvccR/5n68A5nVDEhTW64JdEKYc8LgzO7ELkz14LAA0K6HNzc/H222/jzJkzQjbearXC6XRCo9EI2zkcDmi1Wo+pxfeShsyqUGrUcMolcMolYHgeOpsdAQevYghjxZl2PijyU9wymD9z5oywLrmgoACFhYVwuVyQy+XIzMwUZRQYhoFarYbNZoPL5RL1HB8wYADuu+8+dOvWTfS9bSh3QM8wjKhHe9WAvnXr1h495bVabZP1lOd5HsuXLxfVBZBKpR5F74DKYoBHjhwRjbmz8vv27cNPP/0El8sFtVoNg8EAX19f4U+5XI7CwkLI5XLIZDLIZDIEBQU1yTXVZOvWrbh+/bpoTKFQiG7MBAQEYMCAAR6vZVkWMTExCAkJQXZ2do01FDIyMvDZZ5+hffv2eO6559CmTZubng/DMHjqqacgk8lEGXqgshWhy+XCqFGj6nOJhBDSbCgz3zIomCeE3BGs51OQP3c9OKcT8oggr1XuZhgG8oigyoB+7nrIQwPqNeU+PT0dEyZMQHp6OoDKD/nuPtVarRZ+fn7gOA5lZWVCT+nqU4vvFQ2dVVG1vgDPMDDJgeDIYARcvIaBp4pxqoMBNwCUl5fX2AM+OTkZy5YtA8/zyMvLw40bN4QZE1ar1eMDiFqthlwuFzL1UqkU4eHhaNu2Ld566y2vV42vGtCfOHFCGHcH9H5+fsjLyxO9ZtKkSfD19fXqebgdOXIEFy5cEI2NGTOmxmUGiYmJwg0soDLoHzRoEMxmM7Zv3y4EuVarFVarVXQdZrMZGRkZwtcSiQTz5s2Dr6+v8PDx8YG/vz86dOjglZsnbpcvX8aPP/4oGlOpVB4/Cw8//LCQla/KvcRDpVKhVatWaN++PViWxaVLl2o81j//+U/06tUL48ePv2nrPYZh8Nhjj0Eul3vMjNiyZQtcLhfGjh1b18skhBByl6NgnhBy2+PMNhR8uQlcmRlyL2TkqxMC+rRcFHy5CVGLZtapKN6BAwfwxhtvoKSkBMB/AhapVAofHx/ExMQgICAAWVlZomD+XszMN2ZWhVKpBAMGPP4TaPEyCSr0cmjMTtx3sRRA5VT76oXjMjMzMX/+fOTm5iIvL09Y261QKIQp9VWpVCrI5XLodDr4+vrCaDTC4XDAaDRi//79WLlyZZNkxBmGwdNPPw2GYXD8+HFhvLS0FNu3b0d4eLhwo6Jdu3YYMWKE188BqPwZrl5ZPSAgAOPGjatx++q95Xv16gWDwQCLxSIE8u6WdTKZDHK5XMjEW61WsCwLiUQChmGE5Qzu5Q9VaTQavP/++17J3FdUVGDx4sWi771EIkFwcLBohoefn1+NywoAeNQIaNOmDcaNG4ezZ89i3bp1opsUbidPnsTp06cxfPhwPPXUUzAYDDXum2EYjB07FlKpFFu3bhU9t337drhcLjz66KNN1oqQEEIagjLzLaPuTXkJIaSFGNfugS0pDTIvZuSrYxgGsoggWJPSYFyz56bbmkwmzJkzB6+++ipKSkrAsizKyspgsViELG7nzp0RGBgIhmGE9bf1CeZ5nr9rfjE2dlYFwzBQKMVF3ux2O1RqNSrUUkg4Hj0vlSH3oLiFWmZmJl5//XWcPHkSN27cEG66uNfCsywrep91Oh3i4+PRsWNHREVFCdXtHQ6HkH3+/fffhf14G8MwGDduHPr06QOg8mfg3Llz4DgO2dnZKC8vh1Qqxauvvtpk/w42bdrkcX2TJ0+usftCfn4+kpKSRGNDhw4FUBl8t27dGkBlTQK73Q6z2YzS0lIUFhYiNzcX+fn5sFgsqKiogMlkQnl5OVJSUpCRkYGcnBwUFhaitLQUTqcTFotFtAyhodxLCKoH4wMHDvRYqjFmzJhaiwtWv+Hg5+cHhmHQvXt3fPbZZ3jjjTdqvPHAcRz27NmDmTNnYseOHaKq+NWNHj26xk4FP//8s1D7gRBCyL2NMvOEkNuaq7AUZVsPQKJXN6jYXX1IlHJI9WqUbT0Av8cH1tiH/vjx41i0aBHOnj2L8vJyIRvP8zxkMhlat24NPz8/2O12IfNotVpht9tRXFyMrKws5OfnY8GCBbBarbDZbKI/3X93F+Wqmsl0/73qo/p4bV/r9Xr4+/vDz88P/v7+8PX1hUajafLsnrdmVahUKuFmCADYrFao1OrKYFAthcHMgtt4ENykccKsiv/6r/9Cbm4uWJaFxWIRgh+XywWO4wBAKHSnUCig0+lQVlaGgoIC2O12MAwDqVQKh8MBk8kEHx8fZGdno7S0FH5+fo18Z2rmXjfNMAw2btwoBJ08zyMrKwvDhg1DbGxskxz7xo0bHmu1u3btKtxcqK56OzqdTifqKNCnTx9cu3YNvr6+QqE7d692p9OJ4uJiMAwjfF94nhf+Dbi5/00B8EpW/sCBA6KZD0BlYb/y8nLRmMFgwJAhQ2rdT/UbHlWXPEgkEgwcOBD9+vXDb7/9hq1btwrt7tzMZjPWrFmD33//Hc899xx69+5d47+NBx98EHK5HGvXrhWN7969Gy6XS1ieQQghLY1uMLYMCuYJIbc1095TYItNkMfeuoe4N0gDDHCm58G07xT8nvlPey2TyYTZs2fjwIEDyM/PR0FBAWw2mzCVWCKRQKlUIicnBzk5OaJ9ugN6m80mPPfrr7/WuBa3One/86agUChEAb6fn5/o7+4/DQZDgwMGYVZFZONmVahVKlErOovV+p8WcAwDk1oK3xtFMK7Zg6CpjwCoLEwIVH7AUCqV4DgOLMuC4zhIpVLhfNzBvDsL7MbzvLA9z/MoLy+HyWTCL7/8gjfeeKPB13IrDMNg+PDhWLhwoWhco9HAaDTi3Llz6Nq1q1ePyfM8vv32W+EmB1AZSNdU9M6tam92oDK7XbWqe7du3YQWbhqNBhaLBXK5HIGBgQD+093BPTsiJCQEarUaZrMZRqMRABAWFgapVIrIyMhGV+4vKirC6tWrRWM6nQ5jx47F3LlzReNjxoypsQI/UPle1ZSZr04ul+Ohhx7C4MGDsWPHDuzcuVNUXwAA8vLy8MUXX6BDhw6YNGkS4uLiPPYzePBgSKVSrF69WvRhee/evXC5XJgwYQIF9ISQFkfBfMugYJ4QctviXSzKdiYCCtktK557CyOVAAoZynYkwvfJwWBkUqSnp2P06NEoLi6Gw+GA2Wz2qPSt1+trDc7d7czcQQvDMHA4HHUK5puSw+FAXl6eR3G16iQSCXx9fYXgPiAgAOHh4cIjNDRUFMS5eXNWRfXiZzarDSrlf6Z+c1IGVoZF8eZ9wqyKQYMGYceOHUKldI1GA5PJBJ1OJ9qXr68vKioqIJPJhLX0drtdCOTdWJaFTCbD3r17mzSYB4BVq1bB19cXNptNyAJ37twZEokEa9euBc/zXm1Lt3//fly9elU09thjjyE0tOabaNnZ2R7rwgcNGiT6WqVSoXv37jh27Bh8fX1hsVhQWlqKgIAA4d8AUHnzgmEY+Pj4QKVSCYG8Xq8XbiSNHz++Uf9eeJ7HN998I8r6A8Arr7ziMcNAr9cLywVqYjab4XK5RGM3K0ao0WjwzDPPYPjw4Vi3bh0OHz7ssc2lS5fw4YcfYuDAgRg/frzHzYEBAwZAJpNh5cqVog/MBw4cAMuyeP755+vc054QQsjdg4J5Qshty5GRD0dWIaR++mY9rtRPD0d2IRyZBVDGheHzzz8XAnmTyeRROEuj0UAqlda6P/dUbo7jhKyw3W73anXupsRxHIqLiz3WGbsxDIPg4GBEREQgIiICYWFhiIiIQPCZLK/Nqqjex53/6z+JRAqOq7yxYlNKYCsoFmZV/Otf/8IDDzyAa9euQSaTYefOncJ6eafTCZvNBpVKJRQtdE/zdjgcwk0XuVzusba+enbV286fP4/9+/eDYRghmFar1UIPdo7jhIC+e/fujT5eRUUF1qxZIxoLCQnB448/Xutrqrej8/PzQ/v27T2269OnD44dOwaDwYC8vDxhCYn7/a5KoVCgpKQEZrMZEokE4eHhAIAhQ4YIfesbat++fR7r+wcOHIiQkBCcOiWutfDQQw/VWCPAzd2toqqauihUFxAQgDfffBOjR4/G999/73HzhOd5HDhwAMeOHcMjjzyCsWPHimYH9OvXD1KpFP/+979FN5kOHz4Ml8uFyZMn3/T/Q4QQ0pQoM98yKJgnhNy2HKk54Kx2yEKaZn1ybSQaJdiCEjhSc6CMC4NerwfLskIQ4g7K3dwBYNV16lKpFBKJRPjT4XDA6XRCq9VCr9eje/fu6Nu3L9RqNVQqFdRqtejvSqUSDMMIgaf74XK5avx7TV+7x+x2O8rLy1FcXCwES97E8zzy8/ORn5+P06dPV76HPI/nrvCIVRkQ7IVZFRKpFCqlErZq6+Y1Wg0q/lqPzDMM7BwrmlUxbNgwDB06FF9//TUCAwPh7++PkpISFBcXIyYmBtHR0UK7OnfWViaTgWEYcBwnWl/vrrreqlXdWxfWl8PhEPWUZxgG8fHxeOihh3Du3DlhnOd5rFu3DjzPo0ePHo065vr16z3WjE+ZMqXW4m+AZzDft2/fGqd6t27dGgEBATAajdDr9SgrK0NpaSn0evENOve/K3dxyJCQEMjlcgQEBGDMmDENvTQAQGFhocfNCj8/Pzz//PNYsWKFaFyr1WL48OE33V/1fz9yufym71V1CQkJ+J//+R8cOXIE69atE+oJuNlsNmzatAl79+7F+PHj8cADDwjvbe/evSGTyfDNN9+IZgcdPXoULpcLL730UovP+CGEENJ86P/4hJDblj09FwwAppmnj7qPZ0/LgR49MXXqVGzYsEGoVi+Xy0UZeXexOolEAolEAq1Wi4CAAPj5+UEmk8FsNsPpdKKkpAQmkwk2mw15eXkYP358i0yNdTgcQmDvDmyr/un+e1lZWYPvtPvaAB87j1xXKfwcDsjrEezURq3RiIJ5i8UCreY/wTwAmCWcaFYFUFks7PTp0ygtLYXRaATLstBqtVCpVDhx4oQQnLm/ryzLwul0CgXw3FOqVSoVfHx8EBwc3Ohrqc2WLVs8ai5MmjQJo0aNgl6vF03R5nke69evB4AGB/TXrl3Db7/9Jhrr3bv3TfdXVFSE5ORk0dj9999f47YMw6B3797YtWsX/Pz8hGC++rIMpVIpFCvUaDRCobxnn3221rXrdcHzPJYtWyYqnghUTq8vLS31KIY3atQoj1kg1VXPzGu12nqfF8MwuP/++9GrVy/88ssv2LZtm/D/ETej0YhFixZh9+7dmDRpEtq0aQOg8nv92muvYenSpaLp/idPngTLsnjllVdqXPZCCCFNiTLzLYOCeULIbYstrWixXw48z4MtrYDZbMayZcvwwAMPwGq1orCwEPn5+VAqlUJVcZZlUVJSAqPRiNLSUpSUlKCwsBAsy4qmajudTkgkEsjlcly4cAHHjh1Dv379mv3aFAoFQkNDa10P7eZuuVc94C8oKEBOTo5Q2b0mATZAwQEV8sqsujdoNBpRFXGL1Qo/dxG8v1S47ODMNmFWxZUrV7BkyRLk5eUJa+Dd1e2r1gpwz7aoOuPC/b1yF8LjeR52ux2ZmZn4+eefhRs77jX5NT2qdhRwb1/9de6sa3Z2NrZs2SK6njZt2mDkyJFgGEboLV618Jw7oOd5Hj179qzX++lyubB06VLRvzGFQoHJkyff9HXVs/JarRadOnWqdXt3MK/T6SCXy+F0OkXFDN3XUV5eDoZhhOn1vXv3rnHqfn38/vvvuHTpkmhs0KBB6NatG77++mvRtWs0GowYMeKW+/RGMO+mUCjw2GOPYfDgwdi4cSP++OMPj//nXbt2Df/85z9x//3347nnnkNQUBC6du2KN954A0uWLBEt+zhz5gyWLFmCV199tV6zBQghhNyZKJgnhNy2eIcLaKkqzQwDl82O+fPnIzs7G0DluuXo6GiMGDECzz77LBITE7Fr1y6kp6ejoqJCyP65A0Z31sy9Btu9Jlsul8Nut3tk4m43UqkU/v7+8Pf3r3VqucViESr4uwP8nJwchB5Ng1TqRGyrGK+t49VUy5g6HA4oFYrKnxF3ezNUdgCwp+WALW2FTz75BOnp6aIp8+4idzzPC9+r6tftXioB/KdwIc/zcLlcKCoqwtGjR71yTe7jSaVS7N+/HwUFBUJBOJlMhsGDB2P79u1Qq9XQarWIiIhAmzZtcP78edEyjg0bNoDnefTq1avOx92+fbtHEbunnnrqli3gqgfzffr0uenU7qCgILRu3VrUpq6iokL0/rq/DgwMhEqlgk6nwxNPPFHna6lJfn4+1q1bJxrz9/fHxIkTkZ+f73EdI0aMqFNgXn2affWCig3h6+uLadOmYeTIkVi9erXH+n4A+PPPP3HixAmMGTMGjz32GDp16oTp06dj0aJFooD+woULWLx4MV5//fVGzWoghJD6oMx8y6BgnhBy22IUMiFIa3Y8j1PnzuKy4j/rWVmWhVqtRkxMDNatW4crV67AYrEIbbdcLpcQhAEQKna7s7ruMZlMBrvdLvTPvpNpNBokJCQgISFBNJ4/dz1KNu2D8q82ZN6gVKkgYRhwVX4mbHY71Go1rBaLMOZwOOAsLsfypUuRm5sLm80m6ivvvrni/tr9pzuId6+Nr423i4yxLIuUlBThppFbTEwMjEajUN3dzT1DoGpBQolEgrlz56JDhw6Ii4uDVquFRqOp8aHVamE0GrF582bRfmNjY/Hwww/f9FzLyso8As3apthXVb3nvM1mg1qthkQiEVrUKZVKYQnDU0891aggubbp9dOmTYNWq8UPP/wg+uCpUqkwatSoOu27ejDfmMx8dbGxsfjHP/6BU6dOYc2aNUJ7RTen04kff/wRf/zxB5599lkMHjwYb7/9Nr766ivRtV66dAkLFizAa6+95lGfgBBCyN2DgnlCyG1L6qtrsf7JJlMFknOLgRgVTCYTjh8/DqvVirCwyqnbBoMBcrlcmJqtUCig1WpRUlICu90Op9MpVER3B/fufuVAZfBlMBha5NqaQ1PMqmAYprIPeZXA3X0zpWow73Q4cOn8BVxXFcHhcIimzgPw+JphGCFLXzXD6c6QuzP37uy8t4N5u92O8+fPi8Y0Gg06duxY4/YMwwiV7d0Bvfvn8Ny5cygoKKix77kbz/M4fPgwSktLhVkBUqkUQ4YMwW+//QaDwQBfX1/hoVarhX+Hx48fFwXBSqWyThX1q/ecN5lMcLlcQncBuVyO8PBwMAyDDh061HvJQHW7d+/GlStXRGNDhw5F586dYTabcfDgQY/n6nrzwJvT7GvCMAx69eqFbt26Yffu3diyZYvHDYSysjIsW7YMv/76KyZNmoSZM2diwYIFotZ7165dw6xZszB9+nRh6QIhhDQVysy3DArmCSG3LWVsGHgAPMc1axG8ooICmCpMKI2qbB138uRJlJWVCRnNgoICYQp91YyuuwWdXq+HVqsVssBWqxUWiwUOh0NoeeXuqd3SqmeovcXbsypcLhdMJhOk0r/2+9f5Wi1W+Pn7wVhUJGxrs9lxLS0VaF/5HstkMnAcJ1Sor5qNr/pn9b8DnlPsWZZFXl4eVCqV8H3W6XTQaDTC99PlcgmdBdy1EliW9ZjO73bhwgWPDHKPHj1uOnXdHdAzDOORuc/NzQXP8/CvVk/A7caNG8Jr3OeUkJCA3Nxcj0wwUFkY0NfXF35+fti1axeMRqPQuaFnz551KrZWtee8j48P8vPz4XQ6hef9/Pyg1WqhVCrxzDPPNOrnMS8vTygM6BYYGIgJEyYAqGxTV/X9lkgkGDlyZJ3335SZ+apkMhnGjBmDgQMHYsuWLdi9e7fHjagbN27g448/Rr9+/fDiiy9i1apVsFS5sVVYWIjZs2dj6tSpN61rQAgh5M5EwTwh5LaliA+HRK0EZ7FDqrt5hWlvKS8rQ96NLCilDEo0f1W1/6snPMdxNbZ1k0gkkMlkQhX7kJAQ0Qd8l8uFU6dOgeM4Ieh/7LHHWrzi9P79+7Ft2zY4HA4EBgYiMDAQwcHBCAwMRFBQkPD3hhTS8uasCo7jcC05ubLd3l+BslqlBiNhYLFaEKGJELZlOQ52hwNmpnKtcGRkJCoqKkT1C+x2u0dQ5OaeTVG9y4A7Sy+RSKDT6SCTyWC1WmG1WlFU5UaCv78/QkJCEBYWhpCQEISEhCA0NBR+fn7CDYGqj6SkJJw4cQLR0dHCTYMuXbpg0qRJsNvtsFgswsNsNgs3htwdEtzT0qsH9O6Cf4GBgaLvg81mw8WLF0XbarVatGvXrtb33+l0orCwENnZ2Th9+rTovUtNTcX//M//eGTzqz58fHwglUqFnvPuavFVlz5ERFR+D8eOHStUsm8IjuOwdOlS0Y0CoHJ6vVqthsvl8qje36dPn3odsynWzN+MXq/H5MmT8eCDD2LNmjVC+8eqjhw5gjNnzmDQoEG4dOmSqMCg1WrFV199hWeffRZDhw5t0nMlhNy7KDPfMiiYJ4TcthTRIVBEBsGentcswbzFbEFaWhp0Dg6lGinK1JUB3QsvvID169eD4zhotVpYLBYh6NNqtUIGled5FBUVoaioCCqVCn5+fvD394dcLgfDMNDr9ejatSskEgmmTp3a5NdzMyaTCRs3bhSC3Ly8PFF196p8fX0RFBRU40Onqzlo9+asivKyMjidTnA8L0zLZl0uqDWVMyf4v5Y52O0OWM0WaADkSiuDOYlEgtmzZ8NgMGDt2rXIy8uD1WpFfn4+iouLRdly93W4q9fXdjPiZtPsi4uLUVxcjMuXL4vGNRoN4uPjkZCQgFatWiE2NhZqtRobN24UzdBQq9X4+9//Xqfg0uVyCYH9nj17cOTIEaGgH8dxsFqt4DgOUVFRsFgssFqtOH78uEeg27Vr1zr1Js/NzfWo9h8eHg6WZYXrro2Pjw8MBgPKy8tRWloqtAAEKoNhqVSK2NhYDBo06JbncTO//vqrR9u8Bx98UFiycPz4cY/zrOtaebfmDubdIiIi8MEHH+D8+fNYvXq1R/FCm82G3bt3IzAwEDqdTrQcwN31IDc3F88++6zXl4oQQghpGRTME0JuW4xMCsPY/ij4YiN4lgMjbbqp9g67HSmpKeBZDlIeSA6Vg5dUZtDHjRuHoUOH4tNPPxVatJWXlwuZ+qoBvZvNZhOmLfM8D5vNBoPBIKytj4mJabJrqSt3Rffr169DKpVCoVBAqVRCoVAID6lUitLSUpSWluLatWse+3DftHC5XNBoNHjyySfRvn17r86qcFf9dzldcDgr17RzPA+z2QylQgmzxQKNRovS0jLIXBzsDINs3gotgP79+2PAgAFgGAbt27fH77//jp9//hl+fn5wOp24ceMGioqKhCDV3Tquahs795p6d3BfPWtfFxaLBUlJSULxOKlUCqvVirS0NCiVSiiVSkilUkyYMKHOWWKZTAYfHx/4+Phg0qRJCA0N9cg6OxwO6PV6vPLKKzh58iTOnj2LhIQEYdp/9+7d8eijjwo3Bcxms/D9Li8vF+0rKytL9HVISEidZ5eUl5ejvLwcEokEpaWlwnvrLoCXmpqK1q1b49dffxVmhQQHB9+y53tVOTk52Lhxo2gsKCgI48ePB1AZ0P7yyy+i59u2bVtrp4baNPWa+Vvp0qULZs+ejX379mHjxo0wmUyi590/z+6fqaoza9wdE6ZNmwbNXzfDCCHEGygz3zIomCeEeAXP8ygpKRHWFbvbgFX90x1A3OxRXl6OzMxMobK2flhPGFf9AtZYBllw7UW9GoN1uXA9JQUupwsaBw+rnEFaoBwPPPAAnnrqKQCV03/btm37/9n77vC2yrP9+xztLQ/JdrydvfcCkpCwQ8uvCauEEQIUKKUUWkr5SqHf11KghQJltZQVIGGVBEIgIQmEJITs7UzvJduSbEuytnTG7w/lfdGRbMd2HELbc1/XuSQdSWfpnKP3fp77uR/88Y9/REdHB3w+HyoqKhAIJHrR63S6buXo4XAYsVgMPp8PBw4cwKRJk3DkyBGMGjWqX8RwIGAymZCfn48DBw4gFoshEomkZaKJrJzUR6tUKkr4iSO/3+9HMBikZPfzzz/Hm2++ibLikgFTVZD6Zl7gKclmGAYswyIai6Kurg5GoxHxeByZPAu3moeDj+KCwkJcf/31dL/UajXmz5+P6dOn48MPP8TevXsxZMgQFBYWora2Fh6PB/F4HBzHQavVgmEYWu8OABaLBSzL4qqrrkJOTg6cTidVNHg8nj7tUzgcRnl5uSTTnZWVBZfLha+//hpDhgxBbm5ur0sVGIbBJZdcAr1ej1WrVkneO3DgADo6OnDgwAFqyEgCAb/5zW+6dTsn16PX64XL5cKWLVtgsVgS5Q7xOIqKivq0z0CCXFdVVdGyBdJaz263U1VLMkwmEyX2ZLLZbGkkXxAEvPzyy2mqgzvvvJMqH44fP466ujrJ+33NygPfXc18T1AoFLjoooswffp0vPfee9i4caNkIM2yLGKxGPx+P5RKJfVXABJO90888QTuvvtuWqYhQ4YMGTL+PSGTeRkyZJw2Kisr8eKLL6ZliPqCeDwOl8uF9vZ2Oig9ePAgHnnkEVgWzkH7q6vBWoxgNQNbZy4IAmpqahCNRKEQRGh4EfvyNSiZOAY/+clPJGRq6NChePrpp/GHP/wBtbW1mDJlCmpqatDR0QGO4yiZT3ZEB741GVMqlYjFYnA4HPif//kfWCwWnHPOOTjnnHMwduzY71z6qtVq4fF4aOZZFEWJQz/JniYTJOLIn0wcCDEDEsT7tddew2OPPTZgqgpC5mmNNQCB5yEyIlgFi1AolMiW8iKUYLHPEAMnCrjuuuu6DLBkZWXhjjvuwLFjx/Dee++hpaUFI0aMQCAQQG1tLQKBAMLhMBQKBS2RIPupVqtRWlqKGTNmpG2j0+mkU2trK31MNbcDElnuZCLPMAxyc3OxY8cO2sPeYDBQWf6QIUNQXFx8ykz4rFmzYDQa8d5770lKCNasWQO3242ioiKqIlmyZEmPbcsUCgUyMjKQkZEBl8tFVQBke59//nmaae9uSiXXWq0WWq0WkUiEbodWq6U186nw+/3w+/2orq6WzDebzZTY5+Tk4PDhwzh+/LjkGrrkkkswcuRI+vrzzz+XLMNms/XZNV88qQhJxncls+8KZrMZt99+Oy644AK89tprkuPEMAzMZjP8fj+OHz+O/Px8+vu1tLTg8ccfx09/+lMMGzbsbG2+DBky/oMgZ+bPDmQyL0OGjNPGhx9+CL/fLyF6qROALufH43Ga6SbkhhjKffPNNwCArBsuRmjHEUSO1EJVmjegzuv19fUIBIKAKMIcEeAyKdA+owwP3Xtvl3XE2dnZ+Mtf/oKnnnoKO3fuxJAhQ+BwOOBwOBCLxZCRkYGysjL4fD54PB6EQiEJmQdACZTP58PatWuxdu1amEwmzJgxA+eee26va5hPF8mt8ZL/hIlJH5lPVBVdEflUiKJIzf4GRFVxsqc68C2ZV6pUiEWjEEUBPCeCBweFUgkjD3QyPMp1ERQXD5GYgHWFkSNH4uGHH8ZXX32F1atXAwDGjh2LtrY2NDY2IhKJIBKJ0PORPHYVdNFoNCgqKkrLVhPFSk1NDaqrq1FVVYXjx4+nGdbZbLY02XMwGMTBgwdx8ODBxH4rlSgpKaEEf/DgwV0SyYkTJ8JgMGDp0qWIxWLo6OhAY2MjAKCurg5FRUWYPn06zj333B6PTzK2bdsmeT1mzBhYrVYACULZVZZeFEWEw2F4vV54PB74fD54vV6IoogNGzbQ33PYsGF9VqgQ2X5VVRX8fj+2bt1KDSY1Gg1ycnIwbNgwNDY2wm63w+v1phnHXXrppX1ebywWSwtQnI3MfCoGDx6MP/3pT/jqq6/wzjvvSAKrJpMJKpUKtbW1MJlMKCgogFqtRiAQwDPPPIPrr78e55133lncehkyZMiQ0V/IZF6GDBmnDUL8Wltb4Xa7e/UdQRAk/diTQQgKqStn9VrY770GTfe/gLjDDVW+bUAIvcPhgNfjPUnkRUSUDI5OsONXv32wxwG6VqvFb3/7WyxduhQfffQR8vPzodVqUVNTA4/Hg1gshqFDh6KwsBAtLS2orKyk0nCFQtFlrarf78eGDRuwYcMGGAwGzJs3D5dddhkKCwtPez+7w+TJk7Fq1SoEg0Hati0ej0sy9am/TXIWvqu2dgaDgfZsV9qsp62qiJ08P0QREIXE+nQ6HS3LoASf46ETVfhc44UXHHIBVFdXY+rUqT0uX6lU4qKLLsLUqVPx0UcfYfv27cjOzkZGRgZaWlrgdDoRi8VoyYFGo0FZWVmvt59hGGRmZiIzMxNTpkyBKIr4zW9+A7fbjWg0ikgkAp7nu81MJ4PjOFRVVaGqqoouu6ysDBMmTMD48eORm5tLPzts2DD89Kc/xcsvv4zy8vJvj2cshqamJvzpT3/q9TXEcRx27twpmTdz5sxe7bter4der5f0OZ8/fz4uvfRS7NmzB7NmzUJ+fj7a2trgcrno1N7e3m3HgWQIgoBDhw7Rz5LAU05OjqQ+vra2Fk1NTdQTwmKxpKkreoOuulmczcx8MhiGwbx58zB16lS8//77+OKLL+g1qtVqUVBQgJaWFhw9ehS5ubnIyckBx3F488030dLSgiuvvPKslf3IkCHj3x9yZv7sQCbzMmTIOG3Mnj0blZWVsNvtkkF4sjyZTITEk2wry7KU/AGJQadCoUBeXh7++Mc/0nXoxg1Gzv3XwfnE8gEh9G63Gy6nixJ5ngX2jDLjlsd/1ysDMpZlccstt6CgoAAvvfQSsrKyoNFoUFlZiWAwiKNHj2Lo0KG0t7zdbkdOTg7MZjPy8/PTaneTEQwGsXr1aqxevRpjx47F/PnzMWPGjAHP1k+aNAmDBg2iBnjJpmQEhNinIpXIE2d/tVqNCy64gG7r6aoqopGTWXlRgIhv28aR7WWQaDufxStQp4xgszEEtcqA6upqrF69GgsWLIBGoznleqxWK5YsWYJZs2bh3XffRWNjIwoKCpCVlQWHwwFRFGG1WjFp0qTTap22fft2VFRUULm5xWLBTTfdhClTplCiXlVVBa/Xe8pliaKI6upqVFdXY8WKFcjLy8P48eMxYcIElJaWorCwEIWFhWmZ5NLSUrz//vvUYf9UOHz4cBqJ7Q2Z7wnnnXeeJBucHIgAEqUpbW1tcLvdcDqdEpKffD7W1tamHauSkhJkZmbS1/F4HFVVVeB5nu6HVqvFU089BZvNhoKCAuTn56OgoAC5ubk9lrukmt8B+N4ZyZlMJtx2222YN28eXn/9dWpcqVKpUFBQAKfTiebmZrS3t6OgoAAWiwXr16+Hy+XCbbfd1qvrRYYMGTJkfD/AiHIYRYYMGacJQRDwyCOPoKWlhdYKq9VqDB8+nJL1QCCAtra2NIdsUoPK8zyUSiUKCwuRk5ODX/7yl5g4cWLaujrX74LzqXch+IJQ5tv6le31+XyoqamBgk9I6yNKBjuGGXDVUw9h7NixfV7eoUOH8NhjjyEYDCIajaKiogLhcJiSzng8jsGDByMrKws33HADrr32WjQ3N2Pbtm3Ytm1bly7xqbBarbj44otx6aWXwmaz9XkbU+FyuVBeXo4PP/wQO3bskARUkvusJ5dIEBCzu9SMfE5ODqZOnYoHHnhAQojCh6rRdP8LEMLRPgdh2txtaG52IB6PI3Syjt1oMCAYCiEaiQAikCUoEYWAV01tqFPFqBkhwzCYO3cu7rzzTpSUlPR6nYIgYMuWLfj4448RCoUAJDLaarUaM2fOxJIlS3q9rGTE43HcfffdcDqddJ7dbseLL74oqYUXRREdHR2U2FdXV9OAQm9htVqRn5+PL774AizLorGxEdFoFFarFTNmzKBGeDfeeCNt29YdXnrpJaxdu5a+HjZsGP7617/2Yc8HDhzHUZJ/5MgRvPzyywiHw1ThYzAYMGvWLMn5V1NTI2lXxzAMZs+e3aVTvlKpRF5eHgoKCuiUkZFBz9ljx47h0UcfpZ/X6/V45ZVXzuAenx5EUcTmzZuxfPlyeu8VRRHt7e00CGKxWFBYWAi1Wo2CggLcfffdpxWwkiFDxn8nli5dekaXf/PNN5/R5f+7QibzMmTIGBDs3bsXL730Eniex7Fjx8DzPAYNGgSGYdDW1talCRiQaDsWjUah1WoxevRoGAwGnH/++bjxxhu7XVf4UDVcz36A8OEaKEx6KLIsvTZYCwaDqKqogDYiQMOLcJkU2FGmxYIHfobZs2f3a9+BhGT/D3/4A5qbm8HzPKqrqyUZwwkTJkCtVuPxxx/HmDFjJN91uVz45ptvsG3bNhw/frzH9TAMg2nTpuGyyy7DpEmT+iSVrqqqwqFDh1BeXk57yvM8j0OHDklq4oFvFRME5HVX0nq73Y7BgwcjLy8Pv/rVr7osUehcvwvOJ5ZDiMf7ROgdTU1ob29HNBpDJBqBSqkCwzKIRiIQeAFZghIcI+JfBg+aCoxwu90QRRFKpZJmnq1WK6655hpccMEFvVongd/vx6pVq/D111/TAMY999xzSvLbHT7++OO0wc7999/fq3rlUCiEmpoaSu5ramrSMu6pOHbsGEKhEBiGgU6nQyAQwKRJk5CR8a1/AcMwuOqqqzB9+vQulyEIAhYvXiw5lxcvXky7PPQGIscj1uBErKYZ0boW8N4AxBgHRq2EwmqEpiQP6rJBUBflgFH2zgSS4zj8/ve/R21tLd3OeDyOJUuWQKvV0ky+2+3Gli1baHtDAFTB0Fvo9Xqavfd6vfjggw9osMBms+HZZ5/t9bLOFgKBAP71r39h3bp19Bru7Oyk1wsxYMzNzYXFYsHPfvazPpWTyJAhQ4ZM5s8OZDIvQ4aMAYEoinj00UdRV1eH5uZmNDY2guM4GAyGbokbx3GIx+O0DtlisSAvLw8PP/zwKaWeQjCC9uXr4Vu5GXyHH1ArocgwgdVrwHRR9ykKAqJeP1pOVIPhBYRVDI7lqXGoUIP/d81VWLhw4WkfA7/fj8cffxzl5eUQRRENDQ1wOp3QarUYN24clEol3n///W5b2AEJ34F169Zh/fr1aSqGVOTm5uLSSy/FRRddRF2qk+Hz+VBeXo7y8nIcPXpUQmiSUV1dDY/HIyHzJDufXB6RnLknU35+PkpKSqDVanH//fcjJyen2+3tj6qiproafn8A4Ugi+6pgWXA8D4UgIotTIMgIWGHw4JhFxMiRI6nsWhRFsCyLvLw8SkoeeughlJaWnnKdqWhpacHx48dRWlrapwx/Mjo7O/HTn/5UIlcfMWIEHn/88X6Vi8TjcZw4cQIHDhzAwYMH08z+nE5nWl/4ZCk7cakn19mll16KCy64IG1bjh07hgceeEAy7x//+EfvavzdXvi/3Avfp98g1uSGEI6eLIsQAYYBTpJIEQCr00BdYIPlB+fCdMFkKG3WHpf98ccf44MPPpDMu/zyy3H99ddL5n399dd47rnnEI1GEYvFEI1GT8vsrbGxEYcPH4ZKpYJWq0VZWRn+93//F3l5ed+JaeXpoq6uDq+//jpOnDgBINEisaWlhV7barUahYWFyMrKwpIlSzBt2rSzubkyZMj4N8Ibb7xxRpffX1XcfzpkMi9DhowBgSiK+Oyzz/DMM8/A6/UiEAhAEARotdo0Ys6yLCwWC3Wwz8rKQkFBAZRKJX73u9/1yfSNc3vh37gXvtXfIOZwQwxF6fYkEwZBENDiaUeHUkBFrgq12SqENCzmzJmT1oLudMBxHF566SVs2LABQIJUhUIhlJaWYvTo0XjiiSd6tZx4PI5t27ZhzZo1OHr0aI+fVSqVOO+883DZZZdBq9VSAl9fX9+rdXk8HmqqlpyZJ1L7ZCKfTFhsNhuGDh0KhmFw5513YtSoUadcV19VFXv37IE/EADP8VCqlFAwLIwcoBNY1CljWGXwokknQKfTUdfytrY2uh8Gg4EGUm6//fazRk5eeeUVfPbZZ5J5f/7znzF8+PDTXrYoiqitrcWBAwdw4MABNDQ04MiRIxIDOa1WS3+flpYWmmk3GAyU2F988cX40Y9+JLkWXnvtNXz88cf0dXFxMV544YUet6c/gTYhFAXv8QMxDopMEywL5yDrhovB6rVpn29oaMBDDz0kab2Xl5eHxx9/PC1Q9n//93+SMpZhw4bhkUceQTweR2trK5qamujU0dHR434BiRr9ZPVMVlYWpk2bBoVCgdzcXOTn56OwsJD6LQxk542BgiiK2LJlC5YvXw6fz4d4PI7m5maJ0oNI7xcsWIArrrhCNsaTIUPGKSGT+bOD738YWYYMGd9rRKNR7NixA19++SWamprA8zwYhoFGo0E4HKa1xqRHt81mg9VqRUNDAwRBgEajoU7XV199dZ/d25U2KzKuvQDWK89HrNGVkPLWNiekvHEOjEoJGHVYsXMTjngC8OlYiGxigD127FjccsstAzrgViqV+PnPf47CwkK88cYbyMnJoaSqL/X4KpUKc+bMwZw5c1BXV4e1a9di48aNadn1SCSCYDCIt956Cy+++CJ0Oh0KCwtPmSkUBAEcx1F3faPRiHA4DJ7naf08Mb8jz9VqNX1ttVoxZMgQAMD/+3//r1dEHkgYGRY+fx8le/G61m7JXjwWS7TYEgG1AFiigEbBIsAKWG8M4CudH1EI0Kq0iMViqK+vh1KppDJ7rVYLlUoFhUKBnJyctPKG7wpNTU2SmnMgYRo5EEQe+NbVvqysDAsWLMBvf/tbOBwOhEIher4UFxfT83zQoEFQKpVoa2tDMBhEMBhEU1MTKioqsGXLFtx5552093hqS7pTGd+lBmtUJbmnLIFhWBYKow4Kow4iL4Bv96H91dUI7TgC+73XQDduMP0sx3H4+9//LiHyDMPgpz/9aRqRb2hoSPOjuPTSSwEkrq/CwkLEYjHs3bsXAGhpj8PhoASfeCYQpJY2EK8Dnudpi8pdu3YBSARQiLEeIfjfhzZ2DMNgzpw5mDJlCj788EN8/vnn1BiP7K/P54Pf74fX60VFRQVuvfVWuY5ehgwZPULOD58dyGRehgwZ/UJbWxu++uorbNmyhQ4ASd1lVVUVVCoVYrEYdUcvKSmByWQCwzBwu93w+/1gGAbFxcVgWRZjx47tc01zMhilAprSPKiKcxAeWwi7zUYz8n/729+wJ+ZGmI2hvqIePM9j5MiRuOeee86INJZhGCxYsACDBg3CM888g2AwiOzsbFx++eX9Wl5JSQl++tOfYvHixVixYgVWrlyJ6upqBIPBNHLh9/tx9OhRVFRUID8/H6WlpVQZIYoisrOzwbIsPB6PxIXbbrejvr4eLMtKiBKRqxPSIggCjEYjhg8fDoZhMH36dMybN69P+8MatLDdfgUyFsyWqCp4l4euEwyDWCSCHD6x3jA4OBBBuUlAuTYKH8tDFAFGZBCJRGjAxGw2U3M3gmnTpuHGG288a67jb775piRLrlare/SEOB1s2bIFVVVVsFqtsFqt4DgOI0eORF5eHo4dOwaO4wAkfm+lUkm9E4BEYG737t04evQoJk6ciKFDh6K5uVlyLM8555xu1925biecT70HvjMIVYG9X+aUjIKF0p4B1mJE5Egtmu5/ATn3XwfzxQlFxapVq9IUJz/84Q9pYCkZmzZtkrzOyMjApEmTACTuX2+//TY2b95M3z98+DBeffVVGsgQRREej4cSe4fDgWPHjkmWmWxcmIpIJEK7DRBYrVYUFxejrKwMpaWlEv+C7xoGgwGLFy/G+eefjzfeeAMsy6KtrY2WbAiCgKamJqxevRoVFRW48847MWXKlLO2vTJkyPh+QybzZwcymZchQ0avEYvFUF5ejh07dmD//v1d3rgNBgPMZjMCgQDsdjsl7Xq9HgzD0BpNIJEh1Ol0MJvNA5Ihr62txX333UdbLr388stYtWoV9uzZQ98nLvO1tbXYu3cvZs2adVrr7AnTp0/Ha6+9hoaGBpSUlHTpnt0TyGD6xIkTqKysRGVlJQKBALKysqBQKNDU1ITW1tYu+3FzHIf6+no0Nzdj6tSpmDJlCoLBINra2gAgLYhht9vR2NhIM++iKNJAjEqlAsuyiMfj0Ol0GD58OBQKBUpLS3Httdf263fjOA57a05g1PxpKO5GVeFwtuLL1VWojwdQGfbAiSisqkzo1DqI8W/LJ4BEACW5l3Y0GkVWVhZyc3MxZMiQs0bkDx48iN27d0vmXXHFFQPSkSAVPp8vzYDIZrPhoYcegsFgQDQaxZEjR3DgwAEcOnQIAKBQKNDc3Cy5loPBIPbu3YsDBw6gtbUVGo0GBoMBJSUl3XoGdK7fBeef34EQj0PdjxaEqWA1KqhK8xB3uOF8YjkAoGOYHR999JHkc/n5+bjyyivTvh+NRrF161bJvNmzZyMWi+Hdd9/F6tWrEYvFaOcAq9WK9vZ2tLS0UKUQwzDIzMxEZmYmxo0bByBhRCiKIsLhMCKRiKQFXm/g9Xrh9Xpx8OBBAEBmZiZKS0tRVlaGwYMHn5XMfXFxMX7/+99j69atePvtt9HQ0AC3203fD4VC2L9/Px5++GEsXLgQN91006k9TQQBH3/8MQ4ePIgRI0bg6quv/rfwFJAhQ4aMfzfId1YZMmT0CI7jcOzYMezcuRP79+/v1kSNwG6346KLLsK6devAMAwqKioQiUTgcrmQm5uL+vp6iKIIk8lEZZu33nprlwZufYEgCHjiiSfQ3t4OICFtfuSRR+iglPS3T5aLP//887Db7QMmd+4KBoMBI0eO7NVneZ5HY2MjKioqcOLECVRVVaXJfIEEySB1zsOHD6eyYPJZrVYLk8kElUqFSCSCXbt2Yffu3SgqKsLgwYO7DCpkZmZi+PDhqK+vRywWo7+zUqmEUqlENBqFRqPB0KFDodFoYLVacdttt/WYmewOFRUVuP766+F0OiGKIn784x/jrrvuQukFk2HCZPq5natWYc9+FWprvYgwCS+EUChE63cVCgU14mNZFkqlEsFgEMOHD0c8HodWm6i3rqqqOi3VR38hCEJaDaHZbO6SfA4E3nzzzbQ+6D/5yU8oQdRoNJg0aRImTZpEuxscPHgQmzdvxuHDhyVBoXA4jI6ODqhUKkSjUUSjUdqGbebMmRg1ahR1dA8fqk4YG/axU8GpwDAMVPk2xB1utD75DlYWCZJtJPL6rs7BXbt2pV07PM/jzjvvpMaSnZ2daGxsRCgUwvjx46FQKBAOh3vcplAoBK1WS8+thQsXYt68eWhubpbU33fVj74rdHR0oKOjg0r97XY7LZnoTwCwv2AYBrNmzcLEiRNpsMPpdFIlB5DouvH6669jz549+J//+Z8ezSDXrl1LS0uam5vBMAx+/OMfn+ndkCFDxlmEnJk/O5DJvAwZ/cCZaLX0fYIgCKisrMTOnTuxZ88eiQN3dxgzZgwuvPBCjBkzBgzDwO/3Y8eOHcjLy0NtbS3a2tqomzTpJ88wDC655JIBqWXetGkTGhoaIIoiYrEYlEolduzYgbKyMjAMg2g0CoVCAZVKRbPzPp8PL774In7961/3uVZ/IECy5xUVFaioqEBVVdUpgyWpUKvVmDRpEq699lqIoohjx45h+/bt8Hg8iMVi9HOiKKKurg4NDQ0oLCyk2epRo0bhnHPOwahRo7Bt2zb87//+L0RRpIEPcuw0Gg2Ki4thNBqhUqlwxx139CsAU1lZiTvuuAMul4uSrfXr10Oj0eCPf/yjhAjW1NTQGn6NRoNYLIZwOEyDFeSzZD8ZhsHYsWNxxRVX4M0336TLqa6upu23vkts3LgRdXV1knnXX3/9GSFo+/fvx9dffy2ZN2PGDEydOrXLzyuVSowYMQIjRozANddcg127duHFF19ES0sLwuEwOI5DLBajagyWZWE2m7Fnzx7s2bMHZrMZ06dPx8Wzz4f32Q8g+IJQDUBGPhWE0LcfPIESRxhHx+rBKRLr+NGPftRt+7SvvvqKPieGnO+99x6ARKCiqalJ0m6PBAlOdf2lBggMBgN0Oh0GDx6MwYMTtf2iKNJAAZHnOxyOU7YSBEBb6u3YsQNAQnlAyH1RUVGPnTAGAkajET/5yU8wa9Ys/P3vf8fBgwcTvhUnEYvFsGfPHvzkJz/B7bffjiuvvDLNHK+9vR1r1qwBkAhWZGZmYuPGjZg2bZrc7k6GDBkyBhgymZchow84k62WzjaII/auXbuwa9eutFZXXUGj0eC8887DvHnzJG2vgIQp2q5du2AymaDX6xEKhegyCwsLqQHVggULTnvb3W43Vq1aRTOI8XicGu+RHvbRaBR5eXk0cx8Oh+H1ehEOh/G3v/0NDz74ILKzs097W3qC3+9HfX096urqUFFRgerqagnh7i2ysrIwbNgwOmVkZODYsWPYtm0beJ7H6NGjUVVVRWXzyRAEAS0tLYjFYliwYAEWLlwIu90OAJg8eTKysrLgcrmg0WjAcRx4nodGo0FOTg49PjfccAMKCgr6vN2HDh3Cn//8Z5oN5XkeCoUC8Xgcfr8fPp8PVquVfv7AgQPQaDTUiI9kiU0mE8aMGQOPxwOXywWe56HVaqFUKtHY2Ji2baSfNtnP7wKRSATLli2TzCsqKsKFF154Rtb1yiuvSObp9Xrccsstvfo+8T4oLS3Fyy+/DIfDgSNHjgAAlZSbTCYYjUb6nc7OTmzYsAGdSz/HuS4WqkL7GQuWhENhNHMh5IQFjGuMYl+Jtsd7BzHzCwaDaGxsRCAQQH5+PuLxOBwOB+12QLaXlJQApybzqRn3rmTxDMPAYrHAYrHQQCXP83C73aivr0dtbS1qampOqQIAQAMBX3/9NRQKBQoLCym5LygooOqIgcaIESPw1FNP4ZNPPsHSpUvTynk6Ojrw5JNPYtOmTfjDH/4gMcd7//33EYvFEAgE0NTURJVEb7/9Nh566CFZbi9Dxn8o5Mz82YF8R5UhoxfortWSMiejx1ZL0bpWuJ5+H+1L1/TYaulsQRRFNDU1UQJP6ql7AsMwGDZsGKZNm4bp06d3m2W02+2YNWsWNm/ejLy8PGoCZbPZYDaboVarceedd/ZLpp26D8uWLaPS8Hg8TgfmDMMgEAhAq9Vi6NCh8Hq9cLlc9LvErRkAnn32WfzmN7+ByWQ6re1JXnZ9fb1k6k3rq65gt9sl5J0MnEkGb+fOnZKe9Hq9HuPGjcOQIUNQVVWFpqYmiKIIs9mMjIwMSsq2bNmCb775BhdccAGuvvpq5ObmYs6cOfjwww+h1WoRDoehVCqRkZFB+4pfeuml1ESsL9ixYweeffZZOJ1OdHZ20sw/kcer1Wq43W5K5gVBgNPppH4LwWCQ1sWTEoJhw4YhOzsbVVVVdBDR3NwMl8sFs9ksOSbV1dXfKZlfuXKlJPMLJNrqnAnytWzZMkmNMwAsXry4z+Zqdrsd99xzD1555RXs2bOHHlNCdv1+v+T60EV4FFS0I2azQ9MPs7veQBRE1NfXgWeBqBIY1RpHRb4WP/3pT7slhZ988glqamro9cayLDo7O1FZWUnvDVarFYWFhaisrJQYKEaj0R63J1WllBzg6AmkdV1ubi6mT58OURTR2tqKmpoa1NTUoLa29pSZe57nUVdXh7q6OmzcuBEqlQolJSW05j4vL29AW8ipVCpceeWVmDlzJl544QVs3rxZEuzgeR47duzANddcg1/96leYP38+Dh8+TP1UHA4HgEQrRLPZjKamJqxbt67fRqAyZMiQISMdMpmXIeMUONOtls4EeJ5HTU0NrFZrl0ZbTqcTO3fuxK5du6gZ3alQVlaGqVOnYtq0aZLsaU/44Q9/iG3btsFoNMJkMoHjOJrBv+6669Ky+f3B119/TQfkkUiEyrKBBJkPBoM4//zzwfM8JYTkPaJGGD16NJxOJ5577jncf//9pzR3SkUycSdS9v4SdyDRM3vo0KEYPnw4hg4dKiFl8Xgcu3btwvbt22lv+O6g1+txySWXYPTo0aitrcXmzZslNbBA4lxZv349vvjiC8ybNw+XXnopjh49iurqamRkZCAUCqGoqAgMw2DChAmYP39+n/fniy++wD//+U9wHIfKykpKmEi2ned56PV6uFwuDB06FEAiix+LxcCyLAwGA5U3KxQKeL1eXHvttTj//PNx6NAhPPTQQ5RkxeNxfPTRRxg8eDD2799Pt6G6uvqUbdUGCm1tbZLe7AAwadIkTJw4ccDXdfjwYaxbt04yb/To0Zg7d26/lmexWHD11VdLyhTIMhUKBbRaLSV0Rc4ItDERutwzp2hpaWmh6wurGVjDIq4qHtdlvXYwGMT777+Pl156CRzHQRRFxONxxONxqgoyGAwoLCykQQlCfgnJ74nMi6LYpcy+P2AYBnl5ecjLy8O5555LW9sRct/Q0CDpKtEV4vE4NcYEEl4ZhNiXlZXBZhsY/4JBgwbhT3/6EzZt2oSnn34azc3Nkve9Xi8eeeQRrF27lgZ329ra6LHkOA4OhwNFRUX47LPPMHny5AG598uQIeP7BTkzf3Ygk3kZMnrAd9FqaSAhiiJ27tyJZcuWobW1FQzD4J577sGMGTNQVVWFo0ePory8HI2Njb1aXkFBAaZPn46pU6f2y307IyMD8+bNw7p165CXl0czsZMnTx4QF/n29nbqbt3S0kIH8MlQKBQ4//zz8dZbbwEAHdxqtVpaw19bW4shQ4agrq4Of//733H33Xd3m/UbaOIOJI7z0KFDaea9q1r0pqYmbNu2DXv27DmlPFej0WDy5MmYOXOmpL/4DTfcgJUrV+Lzzz9PywIKgoAvvvgCGzduxOTJkxEOh2E0GqnHQX5+Pm644YY+k4OPPvoI77zzDgRBwLFjx+D3+yW/EZHzq1QqiTIkOdtuMBjgdrvBMAyV3ZNSjUmTJmHYsGES4r57925MmDBBsh3J7cHONIhShIBlWSxZsmTA1xMOh/HSSy9J5hE/g9MhcYcOHUJRUREcDgf8fj/UajVyc3Mp8Z0yZQoyzBZkPLsGGbl6KDVnpo47GAzC6XTS1yLDgFWrMKQlCpHjqR8Jx3FYt24d3nvvPTQ1NYHjOMTjcRrcY1kWGo0GBQUFyMzMlBwbsk+9qZmPRqNp9xdihHe6UCgUKCoqQlFREc4//3zE43E0NjaiuroaNTU1cDgcpxwoRyIRHDt2jLbPMxqNlNgPHjy410HYrsAwDObOnYtJkybh2WefxZo1aySBQVEUsWnTJoiiiNLSUnotZ2dno62tDV6vFxkZGTCZTFi2bBl+9atffeceFjJkyJBxtuH3+6HVak9blZoMmczLkNENvotWSwNJ6CsqKvDmm2/ixIkTEEWRZqofe+wxlJSU9Lo22263Y/r06Zg2bRpt0XQ6uOyyyyQtojIyMrB48eLTPp6iKGL58uWIRqMIBoNob2+HIAhgWZYOzAVBQFlZGbZv307rvwmUSiV1ryaEvqysDEeOHMHSpUtxyy23wO/3o7GxcUCJu1qtRlFREUpKSjBs2DAMHTq0W6luKBTCvn37sH37djQ0NJxy2aWlpZg5cyYmTZrUpbogOzsbt99+O6666iqsXLkSa9euTTsvBEHA7t270dTUBIPBgKFDhyI7Oxs/+clP+qRYIOUPqz9eBUuIR6iyETM7AANTABXLIi4I8INDUNTAxfMQ4hyVihOzPrvdjo6ODqjVaqhUKnAcB6VSCUEQ8M9//hN//etfwTAMrrvuOhw4cICSnVAohIMHD0rqoltaWhAIBHoti+4vKisr0/qbX3zxxWfEYPGtt95Kk9ffcMMNyMvLO63lbtu2DSzL0jZ/ZrNZIt8+dOgQxmcXYJiggsJ+ZlqpCYJwsp98EoFlGGQPLgTX3IZYowua0jysWbMGjz/+ONxuN0RRRCAQQDwel9wDFAoFFAoFDcIlk2K/3w+O43DixAmo1Wo89thjVJWgUCigVquh0Wig0WigUChw4sQJsCxLp3fffRcZGRn0M8Tp3mQywWw209r5vqp9VCoVJeJAgqjX19ejuroatbW1aG1tPeUyAoEADh06RNsQ5ubmYsSIERg+fDjy8/P7dQ+2WCz4/e9/j8suuwx/+MMfqLJLEAQaIDxx4gSUSiVsNhs9F9va2uBwODBs2DCcOHEC33zzDc4777w+r1+GDBnfX8iZeSkCgQDWrl1L2zkTjx8gkaQgJasXXHABxo4d2+/1yGRehowu8F20WnI+9S5UuVmnLblvbW3F8uXL8fXXXyMUCiEYDKKjowOxWAxGoxFKpfKUpDwjI4PWwBNJ9UDBZDLh3nvvxSeffAKVSoWrr756QHopb9u2DcePH4coimhsbEQkEqHu62T7dToddDod9u3bB7VaTWvAWZaln9NqteB5Hj6fD0ePHoXFYkFVVRU+++wzZGVlndaxIMS9uLiYTskZzq4giiKqq6uxfft27N+//5R1tAaDAdOmTcPMmTN7TeIyMzNx22234corr8TKlSuxZs2aNFI/aNAgeDweHDt2DGPGjOlTrTfP83j9r8+h9ZPNuMrFQe0NQ8mZIIhGsEwiwwpGBBhAEVIgFhah+uQYOscH4b+kFR4xBp/PhyFDhtCMu9VqRVtbGyKRCPR6PXbt2pUglePHY+rUqcjJyZEQnJqaGirRT55H+oWfCYiimNbnXa/X47rrrhvwdR08eBBffPGFZN6oUaNw2WWXndZy/X4/Nb9jGAaDBg3C3Llz06TV7gPH0d7chsysITgTFmytra2IpmTJ8/LyoMuwIF7XilhNM5yKOH72s58hFotBEAREIhHJtcWyLNRqNRQKhcS8LRXEE4AsIzk7n1wjH4/HJT4MALBhw4ZeGbppNBpK7s1ms+S5xWKByWSCxWJBdnY2MjMz0+4RWq0Ww4cPp200g8EgNdKrqamhxp49obW1Fa2trdi0aRNMJhPtZlBaWtrnLNG0adOwYsUKPPXUU/j444/pMRNFkZY3EA+MnJwcdHZ2IhaLobW1FYMGDcK//vUvjB07FhaLpU/rlSFDhozvO5qbm/H3v/8dn376KVVSWiwWFBUVwWKxIBqNwuv14uDBg9i3bx9efvlljBw5EjfffDOuuOKKPq9PJvMyZKRACEbg+g5aLcVrW+B69gMUvnBfv0zx2tvb8fLLL2PDhg0IBAKIxWLUBE4URdjtdhQUFEjaCiXDZDJh6tSpmD59OgYPHnxGJY9lZWW49957B2x5Ho8HK1euBJDIuBKjseR6eJLBjUajCAQCUCgUCIVC4DgODMMgFApBEBJ9q0nWNxwOIxgMQqfTIRQKQRTFXpcX9Ie4J6Ozs5PWwieb9HUFhmEwfPhwzJw5E2PHju23XCsjIwO33norzdR/9tlntM6VZVlqtLdp0ybs3LkTV111FX70ox/12B4r4unEx3f8DoN212BwTEQwHoGHiyICHgKDRPcHACKTyJqrGCX0rAIWbwSZ39Si4aZH0T6+AAqtgM5wgB4/m81G1RfE/f6dd95BSUkJLBYLZs6ciU8//ZQGPwgJ02q1NBBRVVV1Rsn8jh07KBEmuOqqqwacsASDQfz973+XzNNoNLjrrrskDu1VVVXgeR6lpaW9zgwfOnRIkl1Rq9W4++67cfDgQXz44Yc0q2DqjIHjOdTV16OgoGBAAnQEkUhEIq8HAJ1ej5ycHLp/0dpmHAonujIQx31RFOn5khrY6w6p75+K9Keit9d3NBqF2+1OU1J0BYVCgaysLNjtdthsNthsNuTk5NDnNpsNBoMBY8aMoW75Pp+PGulVV1enBR1S4ff7sXv3buzevRsqlYp6dAwfPrzXv6VGo8FDDz2E4cOH449//CMNiACJ4yoIAioqKmC1WpGXl0c7CRAPkPfeew933HFHr9YlQ4aM7z/kzDzw1FNP4e2334YgCJg9ezYuu+wyTJgwocsOQJFIBIcPH8bWrVvx2Wef4YEHHsDSpUvx6KOPYtSoUb1ep0zmZchIQfvy9YgcroWyYOAy8qlgGAbKfBvCh2vRvmw9bLefOhInCAJqa2tRXl6Ozz77DPv27aM1i4SIMgyDkpISDB48GCaTiWaMotEoQqEQiouLMWrUKIwePRpDhw49Y22NziREUcS7776LcDiMUCiEpqYmWhdL3lcoFNDpdIhEIqioqKBt0AgRZFlWIrkXBIES+Hg8TjP2LS0tUCgUyMzMlGzD6RL35PUeO3YMO3bsQHl5+SkNr6xWK2bMmIEZM2ZIWkGdLiwWC5YsWYKFCxfi448/xqeffppWOxwOh/H2229j7dq1uOmmm3D++eenXR+eXYex/edPwO7wIKIAGrggonzsZLtGBgwxJgQAhqHEPsIAHg1gMemgC0eg+nQ3pmRq8XVBQkFBfk+NRkPbDioUCtTV1WHlypW4+eabMXr0aOzZs4f6QQQCAVgsFrjdbmq2dSbr5jmOSzONs9ls+MEPfjDg61q6dGlaJvamm25CTk4Off38889j48aNABLksLS0FMOGDaOELZkYJyPZewAAxowZA7VaTX0zli5dikAgAHWMByMmVBgNDQ3Izc3ts3t+d2hsbAREqby+JMn7QRRF8N4AZl9zObKystDe3g69Xk+vcUEQIIoiotEoBEGARqOBWq3u8X5OBqF9JfNn4j+C53nab74rkFZvhOzb7Xbk5OSgoKAAF110ERYsWID29nZK7E/VBi8ej+Po0aM4evQoAKC4uJhm7U/VrjMej2P//v2YOnUqysvLaRlS8m/l8XhoiYsgCGhqasKQIUOwZ88ezJw584wG2GTIkPHfg0OHDuH555/HgQMHEI/HMWTIECxevBg//OEP+7ScQCCA119/HevXr0djYyNtpXzBBRfg7rvv7vG777//Pm677TbcdNNNpwzka7VaTJkyBVOmTMG9996L7du346WXXsLGjRtlMi9DRn/Bub3wrdwM1qTrl9ldX8BqVFCYdPCt3IyMBbPT+tAHAgEqoSRTc3MzmpqaaPaU53lEIhFoNBqMHj0aJSUlUKvVEAQBDMNArVZDFEXMmDEDl1xyyRmvFz7T4HkeX331FXbt2oVYLIaqqiqJMzqpkWYYBrFYDPF4XFIrTx5Jv/Lk5RLCGA6HqYu6Wq1Gc3MzSktLMWXKlNMi7slob2/Hjh07sGPHjrT2ZalQKBQYO3YsZs6ciREjRgxo66lUWCwWLF68GAsXLsRHH32EVatWpcnv29ra8PTTT2PVqlW49dZbaZ1Xy8qvcPR/XoA2GIFXDXhDAcS5OBgkyDjHkXKBBIVnGRai+C1x4jkOYBkE1AxCBiUsbSHMccUhFDKozVGCYRhkZmZSghONRqn7944dOzBixAiYzWYYjUYEAgFEo1GoVCrapk6v16O+vh6xWKxHZUF/sWbNmrQ65sWLFw/4uvbu3ZtWkz927FhcdNFF9HVnZycl8mR/q6qqUFVVhTVr1gBI/NaE2A8fPhxDhgyBRqNJI/PJDvwlJSW455578MYbb4Dd64J4kseKooiWlhZEo9FugwS9hafDg0CKmshut0Ob3AKTYSDGOZjNZqxbtw7PP/88vvjiC2qSSGTeyZliIBEMy8rKkvwmLS0taGtrg81mQ25uLmbMmIEbb7wRQOK+EI1GEYlEEIvF0NTUhDfeeEMSNLj44oupkSb5bCgUQmdnJ63HH2iIooiOjg50dHTg+PHjae+bzWYUFRWhoKAAhYWFmD9/PhiGQXNzM44fP35K3w/iLbBu3TpkZWVhxIgRGDlyJAoLC9PuP+vXr6d1oCzLwmQyIRaLpe13PB6Hx+OhnibkmC9fvhzDhg0bMCNBGTJknD2czcz8zp07ceutt0KlUuHyyy+HyWTC+vXrcf/998PhcODOO+/s1XKam5uxePFiNDY24pxzzsGcOXMQi8XQ0NCAdevWnZLMb9y4sd8tjmfOnImZM2d2q6jtDjKZlyEjCf4v94Lv8ENV8t20zVFkJeo/vRt2I3juMNTU1KC6uhrV1dWSrEwgEEBjYyOVDhNZaUZGBsaOHYucnBxq8qRSqaBUKmmLoEgkgtzc3O89kRcEAZ2dnejo6IDX60V7ezs8Ho9kcrvdqK6uBs/zCIfDNHtMBvBAgvwyDAOVSkWNsAjJJwN7pVKZ1oKKYRhYrVYYDAYEAgl5d15eHmw2G8LhMKZNm0bNqPqDQCBA66MqKytP+adnt9txzjnnYOrUqV26259JmEwm3HTTTZg/fz6WLVuGjRs3pm1vdXU1fvvb32L69OlYmDcKLY+/DT4Wg08jwh8IJog8w0ClVIIjigOGSWRcGQYMy0BMEiKQzwQCAUDBwqdXQN0ZwwUNwBaVgKpsFlarlUrtCSEIBALYsGED7rzzTlitVsRiMVRXV0MQBEoompubUVZWBo7j0NDQgCFDhgzo8fL7/fjggw8k84YNG4Zzzz13wNfz8ssvS+ZptYme68kEmmShRVHEsWPHwDAMDAYDjEYjDAYDDAYDfD4fdu3ahV27dgFIyMVtNhv27NlDP6tWq9O6AmRmZuJnP/sZvtr7MJhaqZS7o6MD0WgUBQUF/VL98DyPJkeTZJ5KpUZebooXhCiCUSWGL3l5eXjsscdgNBqxadMmtLa2IhaLISMjAwUFBWhvb0draysikQi8Xi98Ph8yMjKQk5MDo9EIvV4PpVIJlUoFo9EIs9lM69JTUV1dTYMhiW1T4Wc/+1m3+0Na2fl8Pvh8PkrwyWufzyd5TerKTxednZ04fPgwDh8+LJlvMBhQUFCArKwsWnYUCASgUqm6DcC0t7fjm2++wTfffAO9Xo/hw4djxIgRGDJkCPx+Pz0ezc3NEAQBFosFJSUlqK6uRltbW5rSgeM4+Hw+xONxmM1mdHR04OOPP8aPf/zjPu+nyPGINTgRq2lGtK4FvDcAMcaBUSuhsBqhKcmDumwQ1EU5tPOBDBky/vPAcRx+97vfgWEYLF++nGa1f/azn+HHP/4xnn/+eVx66aVdtjRNBs/zuOeee+ByubB06VLMmDEjbT2nQn+J/OksQybzMmSchMjx8H36DaBWnrKP/ECBUbDwR4I4/vg/sHqKBSIrHVBFIhE4HA54PJ7ENooi7dVeVlYGk8lEM8g6nY7WB5MbDhlIJRMxURQhCAJ4nqdZ6+RHQoK6ep9MPb2fOo/Ioknmisjjw+Gw5DmpUe8pq+fz+ah0NpmMJ/eVJ6oEUjtNiB895icVC/F4nNbYsiwLi8VCDe/a2trg8XjgcDigUChgNpvxzDPP4H/+539oi73eIBgM4tChQ9i3bx8qKip6lPACoK3WZs6cibKysrPeuik7Oxv33nsvrrjiCrz22mvUFTsZVWs341jVVzCptfCqTrqJn/QlUKlUifONFxJE/iSIAWECid+O5xJkPhIOQ6vVguN5RDQMrDEG59XE4FczEE0JQ0eGYRCJRBCPx1FbWwuj0YiVK1di9OjR8Pl8sNlscDqdCAQCtC96W1sb7HY7qqqqBpzMv//++4kgRBJuvfXWAf/9li5dSu8FBEuWLEnzddBqtRgyZAgqKythNpvR3t6OWCxGv8swDPR6PYxGIyX4arUa5eXlaGtro23F9Ho93n77bWRmZmLMmDGYNWsWWJaFVqvF1LmzUX/QgU5IBzfBYBB1tbUoLCyEuo8O7i0tLeBSDB8LCgvAptyPGYaBwvptcLKzsxPHjx+H3W6H3W6Hx+NBVlYWOjs7YbPZkJ2dDZ/PB6fTSQOGHR0d1CAU+Fa101NrutQymFMZ35EgisFg6FVnEFEU0dnZCZfLBafTiba2NrhcLrjdbvqY2ue+LwgGgzhx4kTaOtVqNUwmEy0vIudD6vkbCoWwf/9+7N+/HwqFAs3NzVRZRB7z8/OhVCoxfPhwZGdno6amRnJMyT06GAxi3759GD9+PDZu3NinYCnn9sL/5V74Pv0GsSY3hHA0ofc5GSjEyf8REQCr00BdYIPlB+fCdMHkNAWcDBkyBg5nKzO/Y8cONDQ0YOHChRJ5utFoxF133YX77rsPK1euxC9/+csel7Nu3TqUl5fjrrvuSiPywKnv+X2BKIqor6+HVqulpYD9hUzmZcg4iViDE7EmNxQZpx9V6y0CgQCckQD0cRHmEA+fMXFJxuNx1NXVob29ncrH1Wo1lXknZ5+JYzuRPxJSzbIsgsEgQqEQ3nvvPfzjH/+gBLs/N1wSBCBTstSUPO9qHsmMny7IMsl2kG0iAQCWZSWvSYYrlcgTIkgCDgRNTU1oaWmh6yE4cuQIbUt13XXXwWaz0UweeSQTIZqBQAAej4eaUBHymuyiT4IICoUCubm5GD9+PMaOHYuMjAzodDp4PB7o9XraV/1soqysDI8++ij27NmD119/HU1NieypIs5jenUEWk6Fdi2HUDCcMBhE4tyEiJNE/uSCTp4GClZx8pxgaOMxXiDBJBG8IIDnOYBhEDapYfBGcE59DKtHaWGxWBAKhajyora2FqNGjYLD4aAkPTs7G52dnQgGg8jIyKBk3mw2D3jdvMPhwNq1ayXzZs2a1W12t7/YtWsXtmzZIpk3YcIEzJ07t8vPjxkzBpWVlTCZTGhvb4dCoYDJZEIgEADHcQgGg5I+7iqVisrJCeESBAGvvPIKvYZmzpyJf/3rXwAATWkeDEYj8jN0aG5tlVzj0VgMtXV1KMgvgMHYOzO1cCgEt0tqDmc2W9J6o4u8cHL935LjnTt3Sq7z3NxcvPjii6irq8Mnn3yC7du3w2q1wmq1IhQKobW1FR0dHZIADPl+qmInGamdJQayTzCQuD+RVnZDhw7t8jPkNyNmeoT0OxwONDc391nWTwKfHR0dkns8y7LQ6XQwGAzQ6/VpBN/tdlOJPyHyer2e1uYrlUpkZGRgwoQJqK2thdvtpoFWIrWPRqPYu3cvioqK8Oabb+Lhhx/ucbAsBCNoX74evpWbwXf4AbUSigwTlDkZYLooPxIFAUIoimhdK1xPv4/2pWtgWTgHWTdc3C/TWRkyZHw/QRRmXbW7JAo58pmeQJRGl156KVpaWrBp0yb4/X4UFhZi9uzZ/TJ6/eKLL/Dll1/iwQcfpDX0TU1NuPPOO+l4ZP78+XjyySf7XUYpk3kZMk4iVtMMIRyFMmdgTJx6A4HnEVcwMEQEWIIJMh8MBrFnzx46KLPZbCgpKZFE7pRKJYxGI3Q6HR1cEel5KBSC0WiEVqulRNrr9dLBWm+m7oj52QJpHQWkG1QlE2PympBs8r3ujKuS9zl1H8lyFQqFxFwPSEitkgfNpKUV6VnfG5DsqF6vR1NTE5qamvDZZ591+TnSu5oEblKn5Pe6+lzyvP4SEIZhMHXqVEycOBHr16/HO++8g6GH21DEqdGm4ADu2+y6CBGxaAwsy0AQxG/JPEQa0BCRmJ/IpiWOYSyaCMBwcS6RVWNZKJVK+LQMcvwCJjji8GRYEQwGoVarwfM8AoEA6uvrUVZWhqqqKrqtgwYNQk1NDd1+URTR3NyM6urqUypA+oI333xTEvxRqVS05nqg0NnZmSav1+v1uPPOO7vdjzFjxuCjjz6icj1BEFBaWgqWZRGNRhEMBhEIBKj0OxQKUXUMQTwep63dVCoVtm/fjurqagwePBjqskFgdRoYVVqUFBejsbEJHP/tNSExxss89T21obERyT3lGZZFQWG6+68QjoLRa6Au+5bMb9u2TfKZSZMmQavVUhO31tZWfPrpp7SVX1lZGQoKCmi2myiSgJ4z86lE+WwYiBoMBkn/+WTwPI/W1lY0NjaisbERTU1N9LE38n1iNqlQJIJtpP6f3EOVSiVVGtTV1VFCTs5/v9+P48eP0/tmctDTYrHA5/OlHUNynrS1taGgoAA/+clPuty28KFquJ79AOHDNVCY9FCV5J5SQcewLBRGHRRGHUReAN/uQ/urqxHacQT2e6857bawMmTIkOJsZebr6uoAJMw7U2GxWJCRkYH6+vpTLoeUJu3duxePP/645L6ZmZmJZ599FtOnT+/Ttr333ntwOp0SM7zHHnsMVVVVmDFjBrxeL9asWYMZM2bg6quv7tOyCWQyL0PGSUTrWsAAXUb4zxSMRhNUajViHh/CVY2oDjDo7OwEy7IYO3YsCgsLKSkHEq2ASC0rAcmykZZ0wLd14+S11+tNM+f6voIMKJVKJZRKJRQKBZXoJ5vZkc+SiexrMjlPRvKfDMnMdxUYIOtMjZCqVCpJlpAMZJNr93uzbxqNhhLs3hBK4o8QDofTJNb9gVKppORer9dDq9XCaDTCZDLRidQOJ883m830N5k/fz7OHT0BFdf8Di5dK3RqbYLIiQDHk0CHCJ4XcDIBTx3sCQFiCMMXE89FUUQ0FgXLsHTAr1QqAYYBzzKIKoDRTg5HcgxwnWwlqNFoEA6H0djYiOzsbJjNZpr90+l0yM7Olrh4h8NhNDQ0oLW1FXl5KXXY/cChQ4fSov0//OEPYbfbT3vZyXj11VfTWo0tWbKkx44GI0eOBMuy0Gg0UKlUiMViNENPzlmSpVepVDQbmxrUi0aj0Ov1tDyFXAPqohyoC2yI1rVCV2hHaVkpGhsbJdeCCBEtrS2IRiPIyc3tvi67rR2hpH7uAJCbk9NlOz3e44emJBfqwsQxdrlcqKyslHzmnHPOkS4rNxe33XYbrrvuOqxbtw6ffvopOjo6UFBQgLy8PLS3t1M/kr6Q+YHOzJ8uFAoF8vPzkZ+fL5GIiqIIl8tFiX1DQwMNIHYn209WECmVSnpP9fv98Hg8tBSDnDfJ92FSDhaPxxGJROh9w2g0dhnwFAQBoVAIzzzzDOLxOG6//XZJhr5z3U44n3oPfGcQqgJ7v8xpGQULpT0DrMWIyJFaNN3/AnLuvw7mi6f1eVkyZMj4foGorLqrNTcajb0aA5MuMY8++ihuueUW3HDDDVCr1fjss8/w5z//GT/72c+wZs2aPv3HV1VVSf6T/H4/tmzZgvnz5+Ppp59GPB7HggULsGLFCpnMy5BxuuC9ge88qiiKiay3QaVGcaYZ7UOtcDqdmDJlimQgS7Il334vMViKRqO01ZpOp6OZ9FQynyoP7Q1S+zQnD9hONb+7CUCXWWSSedZqtXS/yaAQALZu3UoHkCRrREB6xKdue/L3U0kEIe3ke2T7NBoNHbiS0ga9Xk+3MZlY95bAJ++zRqM5o270vQHHcQgEAmk13r2BVqulZH9UYwQjOjqhH2SDEAzA19kJESI9VwVeQCweSxjeiSTnKoLjeLCKb/uBi/SdBFlglQx4IVEmolQo6W8XUgMZYRFDOng4bTY0NTVRzwOPxwOn0wm9Xg+VSgWPxwOz2QybzYba2loqyQcS5G/v3r2n3TJOEAS88cYbknlmsxlXXXXVaS03Fdu2bcP27dsl86ZMmYI5c+Z0+floNEpJWzQaRX19PS23qaio6NI1PPlaJqSNEDmDwUAzsr/97W9pAIFRKmD5wblwPf0+RF6ASqVCSUkJmh0OdKY48XZ4PIjGYl0a43EcB0ezQzJPo9HAntRmj0DkBSDGwfLDc6mhWeqxMRqNtMNCKgwGAxYuXIgrrrgC33zzDT7++GPU1tZKBmY9tWI70zL7MwWGYZCTk4OcnBxMmTKFzhdFEW1tbaiqqkJ1dTV97MpJmdwzgcR+a7VaRKNRyf2MXI8kIJr8P0RIPzm+bW1taZ1IBEHA22+/jdraWtx1110oLS1F5/pdcP75HQjxONSlvfcr6Q6sRgVVaR7iDjecTywHAJnQy5AxQPh37zNPtv/888/H/fffT+ffeOONcDqdeOWVV/Dhhx/irrvu6vUyOzo6JL42e/fuBcdxuPzyywEk7qfnnHMOVq9e3e/tlsm8DBknIcY4iUnXdwFBECEKCdMe1clM5YQJE6DT6Wi/9NTBb3Ktt1qt7jJ7RdyJs7KyIIoijEZjj4Z2REaZSry7A8mykFrK5LrK1IkYbRFS3J/BWGZmJl599dW0eqWSkhKIooiGhgZJbX5mZibi8ThCoRCdz3EcWJaFSqWCxWJBYWEhnE6npDVcbm4ufvjDH2L06NEYOXIk9Ho9QqEQjhw5gv379+PYsWOIRqN04Jn8mPycYRjk5uaioKCAEgWSqSLt8pINAZOnSCRyRtpZDQQikUii/tzpwtTDUQQiInwdiaAGCYSQloBE9cCwCUOqkwl6CKIAgROQfBYIggARCaM8QZE4lizDQoSYkNwLIgRRBAcRQ5qj+KZMkGTciYlia2srcnNz4XA4YDAYoFAokJeXh5aWFkrERFHEypUrcfnll58WMdi0aRNqa2sl8xYtWgS9Xt/vZabC6/XilVdekcwzGo24/fbbEY1GqYy6sbERDQ0NaGxshMvlotcBOb+Ty0O6A/nNiKJFo9GgrKwMVqsVubm5+N3vfocxY8ZIvmO6YDLal64B3+5LZD1ZFgWFhXC7XHCfzNwSBINB1NbWoijFGM/hcCTaEiahqxZoAMC3+6DINME0bzKAxG+ZKrGfPn36KU2KlEol5syZg9mzZ+Pw4cNYtWoVDhw4gKysLNx8883dfi/1+A2kGdLZAMMwsNlssNlsmDlzJoBvs/ipBD+YpJwgwYFgMIhYLCb5TxEEQSJNJUEA4idCzi+bzYZ4PE67UyR/vqGhAb/97W9x7aTzMGpdJcR4HKp824CVxjAMA1W+LUHon3oXqtwsWXIvQ8a/MUi3pu5augUCgV45xBuNRng8HsybNy/tvblz5+KVV15J6xLSm2UmjzN37twJlmUlgVWlUikZ0/QV/97/RDJkDCAYtTKRRfwOoVAqwLAMYrEonB1BNDT4YDAY0kyfyCAm1ZwNgISEp36ePNdqtdS8KDWTnmzORmodNRoNtFotJeJms5kaM5lMpi6djs8UYrEYKioqYLVaKdHlOA42mw0ZGRlwOp2SoIfRaERpaSmAhGSqqamJ1sQm13GSkoV4PE6zzcXFxbjtttsQj8dx/Phx7N+/H+Xl5TQLTxQQXUGhUGDEiBGYOHEixo4de1qkLh6PS8h9V4S/p/eT30suvxgoWCMizBER4aR/EAaAUqGAUq+HKIrw+XwJ+TwSwSqWYaBUKCEIfCKIlVQfTQbzvMCD4RLnVSweQ5z7loADQEABWKJALqNFXZI0nJy/2dnZUCgUNBgGJGrLc3NzJcS7trYW27Zt63fruFgshuXLl0vmFRQUSHq9ny5EUcQrr7wCn88n+U3Hjx+PBx98UELau4PJZEJrayslnRzHdekXoFAoJG0blUolxo8fj8zMTOTl5eF3v/sd8vPz05avtFlhWTgH7a+uBmsxUvmzzW6HRqNJtCtL2sYYNcbLh8FoRDAQQMdJWSOBNSMDpi5aMQrROHh/GFm3/YA6kjc0NMDhkGb1CSntDRiGwdixYzF27FhqGtrTfe0/jcx3heQsPrk+RFFEa2srqqurUVlZSdunpgaak0ucksl9qnGqSqUCy7LQ6/VQq9Vob29HNBqVuDor4jwir69Da4RF5pihUA/w/w0l9LUtcD37AQpfuE82xZMh4zRxtjLzpOVcfX19WtDZ5/PB4/Fg4sSJp1xOaWkpVfalgszrrS8SQVlZGb766ivcd999UCgUWLNmDUaNGiWpoW9ubu6xbO5U+M/7J5Iho59QWI3fuWu41+sFg0SGXWc3IydHh46ODmRkZNC2c8nma6QGlrSPSzWuSx2MEpJjt9v7XSNMJNnNzc0AQIl+TxPJwpwuRFHEG2+8gbq6OpjNZnozHT9+PH75y18iEAjgueeew/Hjx2nWu6ioCHa7HR0dHTAYDDQbT6BWqzF16lRceeWVMBgMeOqpp+i6amtr8corr6CysrJXUVKWZTF8+HBMnDgR48ePH7CsLHHHH4j+8qIoIhqNIhQKdRkEIK7mfr8fnZ2dCAQC8Pv9dAqm1DIDQGZYhEoAguouV0jbiymUCkBMZNVZlgUYgFUowCpwMtsuSNQMokD1+HTbTz4DAMQZwCQwMHfGoNVq4fV66TlfW1sLq9UKlUqFnJwcOJ1OWi9utVolZRUcx2H58uUYPXp0WuCsN9iwYQOtrSNYsmRJrwzRSO9xr9cLr9eLzs7OtOc+n48Gk5IJZEZGBlwuV6+3k2QryH2EBD/MZjMtdSFmZuT+oVKpoNfrYbVaMXLkSDz44IPgOA6HDx9GXV0dtm7dCp/Phx//+MeYMyfhDB7acQSRI7VQJcmgzRYLVGo1GhsbJftADM/sOTlp+8KyLAry003vRFEE53BDN6YUWTdcTOenSuyzsrL63UWgN79dqsz+P5HMdwWGYZCXl4e8vDzqFk3aKh05cgRHjx7F4cOHEwG8k/85xIchuQtJV9DpdBg5ciS0Wi08Hg9isRgEQcCkVhF2v4AOrQD3iRPIyc1BXl7egJYpMQwDZb4N4cO1aF+2HrbbrxiwZcuQIeO7w9SpU/Hyyy9j69atVL5O8M033wAApk07dTnNjBkzsG/fPlRVVeHiiy+WvEcMdrsKbPeEG2+8Eb/4xS8we/ZsmoH/+c9/Tt/neR579+7FuHHj+rTcZPx3/BPJkNELaEryICLRzua7MsETRfFkT1wW0WwjTKYEGXS5XPD5fLBardTsjgzIyWCG9JNPNnJLNixKW88AgcjDfT5ft59RKBSnJPy9qR/fsGFDWjuunJwc3HXXXdQh2e/3SwjZzTffjEmTJgFIyK8PHDiA3bt3QxRFZGdnY+TIkZg0aRJtXxePx+FyudDZ2Qme57F582ZkZHTvvs0wDIYNG0YJPCFM31cku+H3B8QxPpnkxz/YArVrDzSZBnAcT03vOI4DF+cQSA4AMAzUKhVMJhPi8Tg95gzLQIFvnbMTdfViQpYPpJD6k4+JZtKwBDnojDraoYFhGPh8PrS2tkKn06G1tRUtLS30+0RxEg6HKfmvrKzE448/juuuuw5ZWVmwWq0wGk8d0IvFYvjwww8l80aPHo3i4mJUV1fD5/PB5/NRUt7V61OVUcTjcRw5ckSiwlEqlSgqKurxewQku1pYWAhBENDZ2Ym2tjZ0dnYiNzeXDkZ4nkdtbS0l1VqtltZDE9O7X/3qV4jFYggGg6ivr6dZiR07dmDFihUoKyuD/d5r0HT/C4g73FDl2xK/CRImhKWlXRnjJdyHY9HYydaLifl5gwZBpZbWoYuiiLjDDdZigP3ea2j2VBTFNDJ/zjnnnNGA7PfdAO+7BMMwKCkpQUlJCS6//HLaLYIQ+6NHj8LtdtP/o+6IPcdx1NiTlCox3iBGNmsRVSjAswwAEc7WVvi8XhQXl/S63WFvwGpUUJh08K3cjIwFs+U+9DJknAbOVmZ+5syZKCwsxKeffoqbbroJI0eOBJBIRr300ktQKpVYsGAB/XxHRwc8Hg8yMjKQmZlJ5y9cuBCvvvoqli1bhiuvvBI5J71bAoEA7Shz2WWX9WnbLrnkEjzyyCN03HDZZZdJvHW2b9+OSCSCWbNm9W/nIZN5GTIoSKslIRSFwti1lHqgYbVaEXC3g1OG0GmUDgyj0SicTicMBgMsFguVLyZLyolUPtnpXRAEarbh9/uh0WiQlZWFcePGUdl18tSblkV9Bc/zNOPbEzQaDZXyGwwG+mgwGHDixAksW7Ys7fP33XcfJdDJLtQEya1J9Ho9zjnnHImTqCAIqKysxL59+3Dw4EG0tLRInMIDgUAamWcYBkOGDMHEiRMxYcKEXtVe/adAoVDQEgsC5+YqeAxGZBWkR6j9nZ2oqKg4GRhLDM51Oi00Wi1EQYQoJszSgsEg/IEAuHgcAhJEXtVVpjOJm0WjUcRiQMjpQaPHDb/fLzE53LdvH0wmExiGocqK5JKSeDxOVSwOhwPHjh3DihUrqOkhySgmB5zUarVkampqor1hybICgQBuu+22ATvm9fX1aeU0xcXFaUE64s1QWFiIgoICFBUV0efES+Ott97CypUrIYoiOjs74fP5kJGRgWAwCIfDgVgsBpZlJYEMonAgJoMtLS1oaWmh9xe1Wg2O43Dw4EGUlZVBN24wcu6/Dq1PLIfz4HE0Rv1QazQYMmQIDEZDwhivuZleZwIvIBQMUfKm1SWCB8kmQeT4xh1usGoVcn69SFLXfOLEiTR1RF8k9v3Bv6sB3ncBhmGokz4pN3G73Th69CiOHDmCI0eOwOFw0OAdOZeSB/+kk8noEANtTECngQGDbxUTkUgEJ06cgD3HjkGDBg1Yll6RZUG8rhX+jXuRce0FA7JMGTJkfHdQKpV49NFHcdttt2HRokX4wQ9+AKPRiPXr16OpqQn33nsvLb8EgOXLl+OFF17A3XffLcmSFxYW4oEHHsCjjz6KK664AhdddBHUajU2bdoEh8OBa6+9tl//M4sWLcKiRYu6fO+8887D7t27+77TSZDJvAwZJ5Hcaum7IvMKhQJ5BivEwaX4f3dcjgZHE+rr62mdNwDqRG2xWKiRHc/ztLaVZD6IlBpIDIqSjYjq6uqgUChQVlaWRgh4nkc0Gu2S6CdPZ6LPPMnyp7Zci8fjKC8vR15eHmKxGGKxGKLRKJYsWYKCgm9luKl9Qw0GgyTKSiCKIqqqqrB//34cOHBAYpJiNBrTyDxBWVkZJk2ahAkTJkjI7H87ejKLbGlpBZhE4zlGwUChYGE0migpV7AKFBUXUeIYDAQQDofBsCwCgQB4jodGo4ZKpYYgCuDiHLw+byLwFI1BhBpKkaGt0pIdsSORCDV/JEoByXafJI8EpO1hIjvcu4wuOXeICsZoNEIQBEQikT4tpzu0t7enqV4yMzMxcuRIFBYWorCwUELak9tUdoUxY8Zg2bJlNPARCARQW1tLzSGJQVlytwmr1Yrm5mYEAgG0t7fTIAjwrbmmVquVDGrMF0/DgQMH0PliJTI5wCdG0dzswNBhwxLy+YICuN1uuN1uBIPBRCAEIjieQygUQllpmeTYCdE4uJMZ+ZxfL4L5oqmS/UrNyhcUFKCwsLDvB7wPSA2wnI0+898HRKNRdHZ2IiMjo8dSA5vNhjlz5tDOC16vl2buDxw4AIfDkUbsWREY51VAUACWzEz4O/0QxeT/HhEupxM+nw8lJSVppqj9AaNgAbUSvtXfwHrl+bRTggwZMvqGs+lmP2PGDLzzzjt47rnnsHbtWsTjcQwZMgS/+MUvcMUVvS+hufHGG5Gfn4/XXnsNn332GXiex5AhQ3DnnXfimmuuOYN70H/IZF6GjJNIbbXEKM6c1F4URDidreDiHDIjIgZdPQ8jzj0HpDMwx3FoaWlBQ0MDnRwOBwKBAKxWK7RaLc3EJ/dj12g0iEajdFDMMAwikQjKy8vx2GOPUXfvgoICOuXn50Ov1/dY7y2KIu0ZnGysljr1pwVeKgRBQE1NDQDQLD2QcJr3eDxYt24dzeLv3r0b0WiUqhWKi4vpvhMJ8YEDB3DgwIFuywK6ksn/8Ic/xNSpU3uU2/83ozuzyGAgCH9A6iarNxgk2XWDQS8hbQajEYaTv0F3BjAqtQqeDg+CwSAUcRYGqxljhiTctCsqKiSdBFQqlcTwLRWkdhz4duARj8dPSYoBdNlpQK1WS/qcK5VK2mUi+ZE8T84m6nQ6WK1WqnxQKpVYvXo1SkpKqG9CZmYmXnjhhX6b45CsOGk3JwgCDViRsh1yHBQKBXieh8vlQiwW69I8UaPRwGAw4NZbb0VNTQ3+7//+D4FAAD/96U/xxrHtUA9WYFaTgLyACFWYk9xLbTYbOI5DW1sbBIFHnOMAMbFMl8sJlUoJg94Avt0H3h+Gbkwp7Pdek+Y0znEcdu7cKZl3piX2gJyZB4DGxkY8//zzCAaD0Ol0GDNmDMaNG4dRo0adspTHarVKlFJutxsHDx6k9+jOzk5YAxwyYkBcp8SwwYMRiURQX1+PUIoCK3oyS5+Xm4vcvNNvWafIMCHmcCPW6IKmtH/+MjJk/LfjbLemGzduHF599dVTfu7nP/+5JCOfinnz5nXpaN9fcByHZcuW4dNPP0VNTQ0ikQiOHj0KADh27Bjef/99LF68WKIe6AtkMi9DRhJSWy2dKZQfLofX44VZYOFRq7DPWYFrY7MooVAqlTQLRxyF4/E4mpub0dDQgOrqanR0dND6Y+IQrFKpqDM1qSXmeZ5mlXmeR1NTE5qamiTbk5mZKSH3BQUFyMrKkgQFCCHpyZSN5/lTZvij0WiPWf7GxsY06bzFYqEGfhzH0dpjYrpE4PV6sWLFCrS1tcHhcCAUCtGgR3cg7fOIY79KpUJRUZFM5HtAd2aRra0t0s8pFGmEx9APjwGWZcGwDKwWC5iOEIKsAI1GQ0tIkpUVWq0Ww4cPhyiKOHr0KDWKJOccaRFIstLkGiElLN2BGAkmIzlwAHwr6QdATSqT+2xzHAeLxULbFg4aNAjZ2dmw2+3Izs7GG2+8AbvdLjm2v/zlL0/L5TYej0On00kUJ2RbWZal1wbpCU4k9IIgQKvVgmVZRCIR8DwPtVqN/Px8mM1mHD16FP/85z+p18SXX36J4uJi2Gw2fDSUxSSngMu1mYjXtQJqJRQZJjBaNTwdHdDr9Inr9mS/Qp7jIAQjaD9Wg5hWB3NBHrJu+wGybri4S4fx8vLytP2ZMWNG2ucGGv+tBnjJ2LBhA1VWhMNh7N69G7t374ZCocDw4cMxbtw4jBs3rldKJpvNhgsvvBAXXnghRFFMuOS/uxZZrdtgHlEKhkn4LgwfPhwupxPNzS3SLP3JEhBfZydKSkr67QsCAKxeA97lQaymWSbzMmTIGDBEIhHccsst2L9/PzIyMmA0GiUGywUFBVi5ciUsFgvuu+++fq3jv++fSIaMHtBdq6WBhMAL8Hl9UIoidAKDDUoftr37FraU78Ndd93VbfsMlUqF4uJiFBcXY9asWRAEAdXV1XRgS8gyAJptIy3pTlUX39HRgY6ODhw6dIjO0+l0lNiTx7y8vB6zUQqFQpJN7wqiKNKsX7KbeiAQQGVlZVodrEajkWTck5fT3t5O2yARIyWSJU1WG5A+84TIcRyH7OxsjB8/HpMnT8bLL7+Muro6uuyqqiqMGDGix2P234yuzCIj4TC8KeqH1MAPMUbsKxQn16HVaGE0MJj2o7l45JF7EI1GsW3bNvz973+XtL9avHgxLBYLVq9ejePHj1PirtFoaF/s1tZWKBQKKs3W6XS47LLLqISYBIw8Hg+8Xi8cDkdaVn7o0KEwGo201p4Q4lPB5XLB5XJh3759dJ7b7UZDQwMUCgXN4o8dOxYdHR205CQ5wNZb2O12lJaWory8HGq1GpFIhErrSf2yRqOhWXkSoEhWN5BAR25uLjo6OsBxHKqqqqhUn8j3GxoaEv3DFQyi8ydj9N33IfDVPvhWf4OYw43O6gbo/GHoRcAIDQScNO4UWSiiHAIZehwt0UN1TgGuuXZOt63CUiX2w4YNg91u79Nx6Q9Sg4L/SZn5ru6RqY8cx8HlciESidBgslarhU6ng1KpxK5du6hiwmw2w2azISsri7aKJHL61Mfk52WHncgCoEwyQmQYBjm5ubBYrKivr0sL9oaCQRw7dgwF+fmw9fM8IPexaG0zTJjcv4MoQ8Z/Oc52Zv77iH/84x/Yt28ffvWrX+G2227DCy+8gJdeeom+bzKZMHXqVGzdulUm8zJkDBS6a7U0EPD7/XA0JeoEM3klGlRxbDGEEAuJ2LNnDx5++GHMmTMHS5YsQXZ2do/LYlkWQ4cORVFREU6cOIGGhgYAoD2+o9EoMjMzEY1GIYoiOjo6+rSt4XAYVVVVtB0HWafdbkdubi5yc3ORl5eH3Nxc5OTk9HpgS0iVRqORZG+OHTuGL7/8EqIoUhWAwWDAZZddBqVSiWAwSLObgUAALS0t1M2coDvVAMMwUJ10VLdYLDCbzdBoNIjH49i/fz9YloXf76d96E+cOIHLL7/8O29V+O+CrswiW1tbJZ9RKBRQq1SIJWUzDXpDv44pezJjruQEcEoWwQwtDRpdeumlWLVqVZpCY8GCBTCZTHj99dfp/Hg8Tk22MjIy0NzcDJvNRs3i9Ho9br755rT1R6NR3HLLLbDZbNTDIScnB+eccw7cbjdcLldaprgviEajVC3D8zzC4TA4jkNnZydeeeUV+jm1Wk2vuUGDBmHQoEG0ZZjZbO7y2DIMg9tuuw333nsv1Gq1xE08MzOTbnc0GgXP85JgC8m+siwLtVoNj8cDjuMQDoepugFI+EwQA0GCm2++GSp7BjKuvQDWK89H8/6jWPbIYzB3aqDlRHjbAojycURVLGrjfiiL7CiYMhwiywAuB5555hksWrQIw4YNk+wPx3HYv3+/ZN53kZUHvn+ZeULAifcIUT6RYCmZRzxHyDwyxWIxCVnvDZxOJ4LBIFWckFaXxLuFBLXa2trQ1tYGIHHemkwmmM1m2iWhOzDBCO2Wkto2UqvTYtjw4WhtbUVrS4vk3i8KAhobG+H1+VBSXJLWFaG3x5P39v86liFDhoxUrF27FtOmTcNPfvITAOjy/ldYWIhjx471ex0ymZchIwWsXpvWamkgSF0wGERNdTUgishjdfAzEXxqDiDGJgYkwsnByOrVq1FeXo758+fjiiuuOGXvco1Gg3HjxqG4uBhHjhxBR0cHrFYrldnn5+dj4sSJCIVCcDgcVGbf1NREHap7C0EQEgOpFOLGMAyys7Mpwc/JyaGPvcnEtre347nnnqPbQlQGS5YswdSpU9HQ0IAjR47g+PHjcDqdUCgU8Hq9tA6YBAi6qnvWarVUQk9IWzKi0Sj0er1E9rRnzx58/vnntJaZTL1pXfbfgFSzyGg0mhYsysrMkhB5AP1uKUUy8+ooh6BZA5/2W9KoVCoxd+5cfPzxx3Te5s2bsWjRIowePZpmnIFEJpV4LFitVvh8PgQCAXpebN68GZMnT8bgwdIa7bVr1yIYDErUHk888YSkp3kkEqEGby6Xiz4nk9fr7XLfRFFEbW1tWulJV+71sVgM9fX1acaPQKJchJD8vLw8DBo0iF6Ps2fPRlFREerr6+m5ThQ7hMgRMk4IOSGJyeUJ0WgUSqVSEhAg5J5lWWo+OXfuXJSVlSX/gFj+1VpUZTBARuJYt+gZqNVG6HQ6dHQwiMf9yGe/vbYCgQBeeeUVXHjhhbjooovodh0/flxyrQKJHsPfBc4EmSflG6FQSDIRb5LuiDh5ry/374EAuZ+nlqQQw9VYLEaDp0T9EYvF0N7ejvb2digUCkrsiaolGSyfOK9EoesMH+l5bzFbUFtXi2hSy0Mg0U3j6LGj/SuVYhiI8d4FNWTIkJEOOTOfjubmZlx44YU9fsZoNEqMmfsKmczLkNEFSKsl5xPLT5vQ+/1+1NfVncyExJHFKwC1EvuGW+EKBsFGeclA3ufz4ciRIwgGg9iyZQsWLlyIuXPnntI52WKxYObMmWhtbcXRo0fh9XoRCoWoXFyv12Po0KEYOnQo/Q7HcXA6nXA4HGhsbKRk/1Qt5VIhiiIlLeXl5ZL3MjIy0jL5eXl5lBTFYjE8++yzkrpnnucxZcoUHD9+HB999FGXWU+3203LB4i7tsfjgU6nQ15eHjIzM2nN76mQWpMcCoUSzuo8LyGpCoWCBgaIcdl/I8FPNYt0Op3JbeHBMiz0Br0kW65QKKDrZ00ryyoAQQTLi2ganIEoJyVVF154IVatWkUHEqFQCNu3b8f555+PUaNGSc7JZB+IQYMGweVy0d9fFEUsX74cDz74IA0MRSIRrFy5UrK+SZMmSYg8kCA5xOeiK8RiMbS1taUR/a1bt6aRxKysrD53TwgGg4ma45Nt85JB6vQbGhrA8zzy8/Ph9Xrh8XgkGXWVSoV4PE7b1RHpM2nrB4C+Tl4vkAgqGo1GKJVKXH/99ZL179mzBwcOHJDMmzdvHvbu3QsgoRDgeR5Wq1US9BBFERs2bEBdXR2uv/56GI1GSWkCkOg48V35W/SmzzzP82nEPJWkp847E51CzhRI4Cv5vkq6rBApPimlIsSeKJ5IIMjtdifuGSdLwYqKiqiqSlAwUCiUpzz/9QY9Ro4ciWaHAy6XS/Iez3GoramBLzMThUVFve86IIpgVPKwWIYMGQMHg8FwSmVsQ0NDl52Yegv5riVDRjcwXzwNAOB86l3Ea1ugzLf1uYa+qSnRak4QBKihQDbPIszy2FGiRWuRGcMFI9xuNzwej6T9G6lJ9Xq9eOutt7B+/Xpcd911mDBhQs8SxZNZC47j8OijjyIUCuHLL7/EHXfc0WVvTKVSSXsDT5uW2F9RFOH1etHU1ETJvaOLAVNv4fF44PF40iREZrMZubm5qKysRF1dHTUii0Qi0Gq13WYgCZKzcxqNBpMnT8aiRYtQWlpKM2Yk6xUIBGhdPnlO2viRbUnO4AIJtUByGzwgMVAn+0Pw30rwiVlk1NVB5bQENls29W8gMBgM3bazOxVYBQtNhENMq4Sz0AykLNtut2PcuHE4ePAgnbdhwwacf/75mDp1qoTMJ9eMq9VqGI1GqmIBEuUCn3/+OW1ls3btWkmgCQB+/OMf93kf1Go1lcYTVFRUYNu2bRg3bhzNbJrNZtxwww3wer1obm5GS0sLWltb045nX0CCKsOGDUNNTQ2teybnOyHo0WgU8XicegsQAk9MNZNb2AGJ+1QkEqF1/jqdDj/4wQ8k9euRSARvvfWWZHssFgtuu+02SubJOq6++mps3bo17V5RWVmJp59+GosWLZJ8BwAmTz7z9c2xWAx+vx9ut5sa/vE8j0OHDkEUxbRs+n8SiHSePLIsS/1FSB28QqGATqej50YkEqFeKMRMkUwsy9LuIwzDwOfzwev14qWXXoJer0fMtBlh95dge9FNhmVZFBQWwmyxoL6uLi0o1tHRAX8ggJKSEphMplMuj2EYKKx9N+iUIUNGAnJmPh0TJkzAV199Bb/f3+V9qLW1FVu2bMEFF1zQ73XIZF6GjB5gvngaVLlZcD37AcKHa6Aw6aHIsvSqbR3HcXA5XYAgwsyx0AlAs0HA5nwGDYwPgzgDlEolcnJykJmZiVAohKamJsRiMXpDbGtrg9/vRywWwzPPPIORI0fiuuuuQ0lJSY/r/uyzz+hAShRFarbRFaFPBcMwyMjIQEZGBsaOHUvnRyIRNDc3U5k9IRl9rcUn8Hg8OHLkCFpaWqiJFgDaYs/hcNDaeo1GQ/tbAwlipFKpkJ+fD6PRCJVKhYULF0pUB2RftFottFptmgcByaARcl9cXEwzl8RcL5XMd4VTEfxkiX5vVAL/LiBmkbVPLwfLC+BPSqQZMMjMzEKrU1qKYTyNftAMx0MV41E11oaoXgWclH8nH88LL7xQQuYrKytRX1+PcePG0ZaNQEKh4vV6aTaeeCgkS9w2bNiAiRMnwmazpWXlJ0+enFbH3R+Ew2E899xzNIDHsiz0ej1+//vfpy1fFEV4PB5K7sl1SK7B3tY7k37xXRliiqJIXfdpH/iTWXtyrFPP30AgQDOvxIfg6quvlnzmo48+SjO1vPHGG6l6Jvn+4XQ6ccstt2Dz5s1Ys2aNJGPd2dmJv/71r6irq5MoaSZNmtSrfe8KPM8jGAzC7/fD7/ejs7MTgUAAfr+fPvr9fnru7Nu3D06nk36/sbHxtBzUBxpKpZLeL7VaraQ9InmdPJH7KMmak44o5HVq8IbA6XTC6XTC7XYjGAxSjxMi/yekOrmLAyH1yVCpVNBqtQiFQojH48jNzYV/9GCE8KXEXPNUMJvNGDlqFBobGiT3YQCIx2KorKiAPScHgwYN6vYeLPKJbdOUDuryfRkyZMjoD2699VbcdNNNuPnmm/HQQw/R/+twOIwDBw7gj3/8IziOw5IlS/q9DpnMy5BxCujGDUbh8/ehffl6+FZulrRaYvWaLgccoiCACcdgjQow8UoEWB5fmsLYmcVDrTNAr9Wjra0NOTk5tL4wJycH48aNw+bNm+H3++mAKBqN4vjx4xg0aBCOHz+Ohx9+GOeddx6uvvrqLmU58XicSlFra2uRmZmJrKwsvPTSSxBFkfb47Su0Wi3KysqktbAnt8/pdErIRWtrK9xut9SgKClLTqauaoR0Oh01VUqGRqNBbm4uSktLkZOTg8bGRiiVShoIKCoq6tP+kNpNEimdNGkSlfMLggCdTodhw4ZRV/O+ZNy6Ivgsy3ZZg//vTPA1C85F7d9eR3ZAhEvJQRAF2O12xOJSsthfF3vgJMls9cKbrUfdSBudH41GodPp6OvJkycjIyNDcsw3bNiA2267DePGjcPu3bsBJAhP8nnJMAyGDBmCgwcPwufzIRQKQafTYdmyZRgyZEjaOdqfrHxXeP311yXEEACuuuqqLgMFDMMgMzMTmZmZGDNmjOQ9QRDgdrslWXzy3OVyUULV1taG9vZ2iKIIlUqVdn0REBKfmmFJJXbxeBzRaJSSfJVKRU0HCRwOBz777DPJckaNGkWDiqWlpRIyX1tbi9mzZ+P8889HcXEx3n77bYkqwuVywel0IhQKUW+ArgJuJFueTMhTCbrf70coFOpTJimVjA70tatSqagvg06n65KAd0fMNRrNgBvykTKjVP+HY8eOoaWlhdbtcxzXpR9JcqCHnHPkGJIgAwDk5eVRn4quzDV7A6VSidKyMlg6OtDY0Aielwa4XE4nOjs7UVpSAl0XPjRCOApGr4G6TCbzMmT0F3JmPh1Tp07FI488gj/96U+SEjQSiFYoFPj973+f9t/eF8hkXoaMXoA1aGG7/QpkLJgN/8a9tNUS70oQB1EUExLiJLkuo9dAWZyLrzk3vom54GN5CJwAlktkRBiGQSAQoIPfSCQCr9eLX/7yl3jrrbfQ3NyMcDhMM8UOhwMejwdlZWX45ptvsHPnTsydOxeXX365hNQfPnyYZjoIaQYSdbikhdd55503YMdGo9GgqKgojUzH43E0NjZi9+7dOHToEKqqqqjLviiKXdbl6/V6OkBmWRYGgwFGoxFGo5HWMLvdblRUVEhM+FQqFZ588klkZ2dL+nbbbDbYbLZeEcnk7WdZFl6vV0KsotEovF4vJfd9JfiCIHRJ8M1mM5Xn/7sR/PWbv8LWQhYXeOIwBHm0KxJO7KmydGNfJPaiiPr6Bvh8PhgNBuQp9VBajTgxxAJe9e1xiUQiEjJPjPCSM+lbt27FDTfcgKlTp1IyDyR+i0gkApVKBUEQsGPHDsTjcUl7wng8jm+++UZCkKZMmZKm/ugPduzYgU2bNknmDR8+HAsXLuzzsliWRU5ODnJyctLaWpJ9WLp0KQKBALKzE+UPSqVSUmZCQIgWGZAlX4up5yS5fkl5QGdnJ3bs2AGXy4WioiIUFhZixYoV1KQSSAxalixZQl+XlpZKZPM1NTX0eWlpKX75y1/inXfeQUVFBQDQcg6/34/q6mqMGjUKhw8fplJtcn0SKfxAI3WZPV2nRBVEyHlXk06ng8FgoI9no9UdaemZ7OXgcrlo8Ker45hsmAikBzmSQRz3yb2SYRh6X9dqtRg9ejTuv/9+ep2lmmv2FZmZmTAZjairq4ffL70PRcJhHD9+AnmD8pCbkyO5J/EePzQluVAXnvkWhzJkyPjvwnXXXYdp06bh3XffxaFDh+Dz+WAwGDB+/HgsWrTotMcVMpmXIaMPUNqstNVSrNGFWE0zorXN4L0BiHEOjEoJhdUITekgqMsGIduowuv3/wpoDoH1+yGKIiXtpaWlcLvdiMfjdBDn8/mwadMmPPbYY1i6dCl27NiBUChE6+lDoRCOHj2KgoICZGVlYd26dfjyyy8xZ84c/OAHP4DNZsOuXbsAQGIkRdrWZWVl4eWXXwaAASX0BKIowul04siRIzh69Ciqq6vpYNBut8Nut0MURdTX1yMSidCsIckW6vV6mEwmGI1GCbFPRWpWUafTUaJM+swnw2g0wm63w2azSUi+zWZL1HIDacZlra2tiEajNHuk0WgoaSIgLZTI5PV6+0zwCQkh+Hch+MFgEJ999hka4j60az24istALqtFXBQRCoag1nzbWcBg6H0dakNjI5pbmgER0PjCcBkNGPXbX8C3ewOQFPUn0udkXHDBBfjoo48kRnhbt27F+eefD4PBgGAwiHg8jra2Nuzfvx+iKFJn7eHDh0OtViMcDkOhUKC5uRnRaBR2u50SjYHIyre1teEf//iHZJ5Wq8XPf/7z3ht19QKhUAgffPABNm7cCADIzc2l70WjUVq+A0iz8ckGgQSpGV+SlSefYxgGNpsNzc3NaG5uBpAoo2lsbATLsrQX+Zw5c+B2u6HT6ZCRkZHWNaCmpob+dsFgEF6vFzNnzgTP89i+fTttRUlUPnv27IHH4zkt46C+gHgDEEO34cOH45xzzpGQckLUtVrtgP6epwOO49De3k5Jeiph76sBX6oJXleEn2TlSQtDrVYLo9GI4uJiWja1cOFCzJo1SyrlV7BoHpwJbD+IaCyAvIL8LrP+PUGlVmPosKFwOV1wNDsgJu2fKApodjjg8/lQUlICjUaTkNjHOFh+eC4Y5ffjN5Mh498Rcma+ewwePBi/+93vzsiyZTIvQ0Y/wCgV0JTmQVOaBxO6N2DSALj44ovxySef0DpUMrhpbW2lhD5ZwtrR0YFXXnkFDz74IL755hu8+uqr8Hg8tCWRIAhoaGhAR0cHysrKIAgCvvzyS2zatAkzZszA9u3bAXxL5rVaLSKRCBoaGiCKIrKzsweU0Hd2dqKqqgqVlZU4Wn4YXJMbZn8cZn8c42ICWEGAwLKIqll0mlRwIAJfh4fus0ajQWFhIf7whz9Aq9VSmX6yXD81i98Vme8JRKGQnPkj0Ov1sNlssFqtcLlctG5UrVajrq4uzbU8GRqNhgYpCFIJvs/n61bS3BVORfAzMjKQlZV11mt1V6xYAafTmajh1iT+wBczBTD54xCykjLmCgW02t4Pxv1+PxQCkBFnEFYI2JAdwbGmw7Qml6CrY2qz2TBhwgRJH/JPPvkE8+bNw4QJE/Duu++isrKS9klXKBS0A0JdXR2t92VZFn6/HxqNhtbXT58+HUOGDOnPoaIQRREvvvhi2vl86623SoJEp4v9+/dj6dKlafXDQIKQjhkzBm63G9XV1bR+j/QNJ4ReoVBAFEUoFIoua+VTl5mXl0df8zyPlpYWAKBBSI7jUFFRgUcffRSiKNLsbFVVFW1hxjAMnnrqKeqMngyiUEr21tDr9WhtbaWy+/4GvBQKBYxGo6RlGgkqklIck8mEP//5zzh+/Dj93oQJE85IULSvEEURPp8PHR0d8Hg86OjoQHt7O+2eQIIgA4VkMs8wDL0/6XQ6KvnneR5NTU1UoZCTkwObLVEmk5eXh1tuuUViBgkkAqivv/46Go4fxf9DHKzbgyZRxOAhg9O2oTew59hhNptQW1eHcIoSJRgI4NixYygsKIRFYKHINME0bzI8Hg8++ugj6PV6lJSUSII05JEo62TIkCHj+wCZzMuQcYZxxRVX4Msvv0RGRgYdVEUiESrlttls1EWawO1246mnnsIDDzyAcePG4ZlnnkF5eTnUajUlHIFAAIcPH0ZhYSGys7MRi8Wwdu1aVFdXw2KxoLOzEyzLYvDgwTQT09jYCACU0IuiiFmzZvV6X0RRRFtbG22BVV1dDbfbDW2EQ2FzGJMbAzAEOShP9gpmREBkvn2EKCLAxTBDY0JFjgqNeTrwZh3++Mc/0tpXm80mMd4DEllGIgF1Op149dVXAYDWa56KzPeEUChEnfM7OzslmfWHH34YpaWl1BAwMzMz7dFsNksGdmea4BMpuMFgQFZWFrKyspCZmXlax6CvaGlpwapVq9DY2EhJQlOBETuL8zCtKgyLOwROo0BMr4bBbOy1xF7kBWQxGmg5BZq0HL6wc3CoY2j86ivY7XZJC7KuMvMAcOmll0rIfEtLC5566imsXbuWyrUFQZBcb4FAABzHQa/Xw2w2w+v10v2KxWIIhUIDkpVfvXo1Dh8+LJk3c+ZMzJkz57SXDSQCa8uWLcOOHTu6fH/w4MG49dZb8e6778JgMCAzMxNut5uSsuRjkkzqk2XyyQZnQCIIYLFYJOdfqimfKIpUGUCyuMRwzu/3SzK7n3/+OfLz86HT6eik1Wrh8/mg1+upC3/ydUeu24KCAkmQK1nSnUzKU4l6shN7T0hVKHxXPd6j0Sgl6oSsk8nj8cDr9Z7RbdHpdLR0iVyHr732GlQqFSorK8FxHGw2G/R6PW1TSvwa1Go1CgsLaSvSWbNm4corr5SUFPA8j/Xr12PFihUJtYiGxfFBakysiyAa6fo67y20Oh1GjBiBluZmtLY6gaQmmgLPo6m2FjFoUHjPNYjolJh/0UXUsNFsNqOwsDBNGcCyrITgE2UGUaCQAIBWq4XVasW4ceOoAkyGjP9kyJl5UHVaTk4OVfn1FqkBzt5CJvMyZJxhmEwmzJ8/HytWrID/pNSe4zjwPA+n00kHwkajUZJJa2lpwZNPPokHHngATz31FD788EMsX74cPp+PunPH43HU19fTWnoim3W73QiHwzAYDIjH4/QGkUro//nPf0IURcyePbvLbRcEAc3NzZS419TUSHqHKzkBo6o6Mbg+AG1UAK9gEFGzCOkYSuAYhoFBb4DRZESb2w3BL8IeB/KaBISdIVgWTsGgzOwu10+g1+tRXFyM4uJi1NbWSrKAgiDgl7/8JYLBIJWQkqmrzGRP0Ol0EjIfDodpVp8ct1QoFApYLBZqUJZM9slEBsMDSfBJ6ydSQqHX6ym5z8rKOqPk/vXXX0dtbS0lbCzLYtiwYRh6wfk40eDAoAMO5Bxphd4bho7VgteGezSLFEJR8B4/EOOQYc/GkXw1VkYbERYSAwO32w2fz4dhw4bBarUCQLflDBMmTEBZWRlOnDgBt9uNxsZGbN26FRaLhbZfS675JW7tpNzDbDajubmZejQACRJH1ttf1NbW4p133pHMy8rKwu23337aWT5RFLFt2zYsX748LWsOJMzGrrnmGlx44YVgGIa6/hcUFIBlWdpvHkhI6EmWnpB8AJTUk1p7Iq83mUyYNm0aFi1ahMbGRhw9epS2liPLJKQ5daDHMAz0er3EZLCzszOtuwDP86itraVtzcgykw3WlEolOjo6MHfuXMycORNmsxkGg2FApe6pyxqI/vCiKKKzs1OSVU8m7B6Pp0t/kYGGwWCQlB+RyW63Q6/Xp52jGzZsgNvthkajAcdxiEajUKlUaGxspNtrtVoxaNAgqqK44YYbMH78eMlyGhsb8dprr6WppsqLdMjv4DCM0UjKP/oDhmEwKD8fFosFdXV13wYCRRHmiIgGUxzLDmzAiNed1CSS4zh0dHTA6/XCwL1/cQABAABJREFUbrcjLy+PqslIx4fe/i42mw2PPvooLBZLv/dBhgwZ/x6YN28eGIbBmjVrUFpaSl+fCgzD4OjRo/1ap0zmZcj4DjB//nysX78eWVlZaG1tpRkuhUIBp9OJ/Px8mM1mqFQqST/35uZmSuh//OMfY8qUKXj22Wdx/PhxWotK6l/Ly8ths9lQXFyMqqoqAIlBcEVFBXQ6Ha0VJwQHSBD6V155BQAwe/ZsalqXTN67I5hZHVGMP+JBlieGmIqBz6SkBF6lUsFkNMFkMsJgMIJVsGhtbUU4HAGULOJKgBFF2FQ6ZG2pQOPdz8B+7zXQjTu1nPLIkSOS14MGDeq2VRipj06tE+2uVpTU3hP0hlwTx+eeWvTpdLo0gk9Iv9VqRVFREe3tnVx/3xeCT3pdk99Wr9fTTgZZWVk0M3a6OHjwIFavXi3ZrqKiIkyZMgXFxcVobW1F07QiOEfnIt8RQK5fhXgvzCI1Jbmw/PBcmOZNhsLrxvYnnpAM8P1+P06cOIHx48fT874rVFRUQBAE7Nu3j24jkSGTMpVkkOuIYRjwPI+2tjbEYjFJNi4nJwdvvvkmfvGLX/RLyh2LxfC3v/1Nkj1lGAZ33303jMbT62vd2NiIZcuWpfVmJxgzZgxuueUW2poxNSA3aNAg3H333fjLX/6CUCgkIfAkE01eJ9fKA6By+c7OTpSXl0MURVRWVtJsJSHvkyZNooqkZEdzIOFnkUzcuwpGBAIB2tudBBsUCgU6Ojqg0Wig1+tpK7WdO3ciFovhqquuGvCa9dTf/lTZcGL02dnZSQl7V6T9u8rwG41Gml1PJe19zRzn5eUlVFlaLYLBIDweD1VksCyL/Px8GgAbMmQIbr75ZomyhuM4fPLJJ/j0009pcC0ej1Nn/OycHIz84w3Q/uNzxB1uqPJtpx30MhiNGDlyJBqbmtDudsMcFRFRMthWokZ70I/169cjGo1CrVZT1ReQuPfU1tbSLgKk9IQEkpKn1PkmkwlutxuHDh3qkwpOhox/R8iZeeBHP/oRDXQnvz6TkMm8DBnfAfR6PX7wgx/gvffeo0ZcpC60o6ODDnqmTJmC8vJyCaF3OBx48skn8etf/xpDhgzB008/jffffx8ffvghvF4vHWCEw2E0NTXBaDRi+PDhaG1tpQPjcDhMzahUKhWi0SiVSBuNRvzlL3/BqlWr6IDqVChqCmLCYQ/UcQF+gxKMSgGT3pCQtJqMafXcwUCQ1tASKDVq5I4YCoYXETlSi6b7X0DO/dfBfPG0HtedSuZ7auehUqmQl5cnyeQTpLo4t7W14fDhw+jo6EA8HgfPJ5zZTzcrBCSOv8PhgMPh6PYzGo0GZrM5bbJYLJRUxeNxeu6cCoTcNzU1AUgEFIgkn5D7vu4Xz/N49NFHJWRQrVZj2rRpWLx4Mf71r3/R+XGDGhnXXoCS82b1yixSXWin5lNDbVYsWrQIr776Ku1aQDKYFRUVGDNmTJdk/l//+heWLVuGuro6xGIxmnHneR6xWIwSVZJ5Tn4OJNQSpKWiRpPICGZkZECv16OyshIbNmzAJZdc0qdjBgBvv/122m9/xRVXnFYrmmAwiJUrV+LLL7/sMkNsMBiwaNEinHfeeZLfObkEAUiQsiVLlqCpqQlvvPEGVSgky+vJcfT5fJK6daVSiczMTBqQICohAoZhMGrUKBQXF0vWGYvFEA6HaUCzra2NEjqS7STEmagBkveBOKHzPI9AICBVCymVqKysxKZNm7BgwQJMnjwZdrt9QAZTJDhAeqc3Nzdj//79lKynTqklBGcaCoVCog5KNfscqIAekDBUPHToEA16kd9Np9NRaTrLspg/fz4uueQSSSCkuroaL7/8Murr68FxHA0Skf8eo9GIJ554AoWFheg0ZsD5xPIBI/SsQoGioiJYo4Db24GtxUo4zYnf1WAwIDs7G06nk9b9k3OdeD/EYrFemxuq1WqMGjUKAAbUE0OGDBnfXzzxxBM9vj4TkMm8DBnfES655BKsXbsWHMfRDFg8HodSqYTD4cDQoUOxZ88eLFq0CB9++CHcbjf9blNTE5566in8+te/hslkwo033ogpU6bgxRdfpIZeDMNAqVQiGAxSKXp+fj6amppohpIMysmA3eFwUNOinTt3oqioCFlZWT3uR6EjiClHfNCpNFCWZMNuMCYMzroZZPE8j7q62uRSRYABSktKoFAqASWgKs1D3OGG84nlANAtoff7/VRWTjB69OhTHfouoVQq6SCX4OKLL6aki9RVX3vttdQoLTmj5vF4BnSgTohk8u/eHYjLvU6nk7hrq1QqmqEkEwEJ9hByr9VqJeTeYDCccqD85ptvptV8jxo1CnfddRdCoRCtNSUYNmzYKc0iHQ4HHn/8T/D7/bj55psxd+5cAAmpWm1tLVavXo3Ozk6Iokgz57W1tZJtFUURr7/+Ov7xj3/Qmm4SmCKDcWLERVQx5LcjHRUYhqFlMCzLwmg0UmM1gk8//RQjRoxII6c9Yf/+/fj8888l80pKSvpdgy8IAjZt2oQPP/ywyyw2AEybNg033nhjl7Le/fv303ZysVgMZWVlePHFF7F161aYTCba1i2VrBADzmQQNZHRaEQ0Gk2TCJpMJgwfPlxS/pGsUDEajQgEArjpppvoOsLhMObOnYtYLIampiY4HA5J5p4sF0iQV7PZTDt+AIkgHSHTTz75JPWWKC0tRWlpKQYPHoyysjLk5eVJziFBEGgdf3fTV199hcbGRnruhMNhlJeXn/I3GygQn4NU3w7yPNW/40yCBEiTA7c2mw05OTlgGAYZGRlYsmQJBg8eDJ7nabnWmjVrUF5eLvFUIKoLlmWhVqvBcRyeffZZPPzww7Ce/C9wPvUu4rUtUObbwGr638JPiMbBOdwwZFmR+/Bi7DuxE9i3j75fVlZG1W5KpVISYEg+tsSMNDlgyPM8bWEKAPn5+WBZFmPHjh2QlpYyZHzfIWfmzw5kMi9DxncEjUaDBQsWYOnSpdQML9mIy+12w263Y82aNbjnnnvw3HPPSYhdY2MjldwbT8oFn3zySbz77rtYvXo1amtr6WdFUURLSwtMJhPsdjt8Ph8lKkAiY0AGIIFAAPF4HDqdTtLCLhnZ2dkYPHgwhkIP02sbocjR9jpL0tDQgFhMmu3Py8uDIUlezDAMVPm2BKF/6l2ocrO6lNwfPXpU8meh0WjS2ludDohjvNfrBcuy0Gg00Ol0mDYtPbhAMsWpBJ9M7e3t3ZKt0wWR4hOoVCrqIk0yYgBogCd1IhJQp9NJnxNXf2J0lUruHQ4HXnzxxbTj9dvf/hY5OTnYtm2b5D2TydSlIiIVDz74IDWme/jhh/HPf/4To0aNAsMwuP7669HU1IQdO3bQgBQhecePH8esWbPg9/vx2GOPYcuWLTS7S+paCViWpfWuxESSgFwHLMuis7OTEkWiOCCBBCBBOpYuXYoHH3ywV+2yfD5f2jFTqVT4xS9+kWam1htUVFTgrbfeSgtoEWRlZeHGG2/EpEmT6PZ2dHTQIFFLSws+/fRTyf77fD6sWrUKsVgMFouF3pNSDexINw4C4hXBMAyMRiNqamqgVCqh1+tpN4gHH3wQ06dP77E0wWw2Y9CgQWhubqbn75AhQzB//nwAibKO//u//6NKk1AohKysLEmQhvRoDwQCEuUAKa8IhUJwuVzYsWMHJV8sy8JkMlGJPrnee7qnpapiBnLgqlAoYLVa07w3koMffW3RdiZBDA01Gg2USiUKCwupQmP06NGYMWMGKisr8eWXX6KpqQkejwcNDQ1pZRok4EaUIOS8q66uxu9//3s8++yzMF88DarcLLie/QDhwzVQmPRQZFnAKHpf8iLyAvh2H3h/GLoxpbSs6wFxDj7//HMsW7aMlgiUlJSgoqICHMdRFQbxoCHnh9frRSgUQklJiaRUhvwPG41GZGRkgGEY3HjjjbL7vQwZ/6UYOXIk7r77bvzsZz/r9jP//Oc/8cwzz3RbLncqyGRehozvEPPmzcO6desgiiICgQBisRjNzrtcLlgsFni9XmzcuBEPPPAA/vznP6OtrY1+nxD6X//61zAajdDpdLjllltgtVrxhz/8gRIYUlNKBr+kx284HJaYlgEJMkNMwRQKBSorK2E0GnHhhRdiyJAhKCsrg9VqhRCMoPHnzyASikFVmterwUl7Wxu8Hq9kntFoRG4XkkNK6Gtb4Hr2AxS+cB9YvVSunyqxHzFiRL9IUU8oLCyUtIVramrqkswTF2+LxYKSkpIulxWPxyUEP7lmlkzEtPB0EI/HaYcDIJ3c96Z0Inm/kms/1Wo1tFot3n33XXpciFz9yiuvRG5uLgKBACXkBEOHDj3lORIMBlFfXw8A9Lz861//iqeffpoqD+644w643W7sS8qehcNhfP7558jKysK7774rkbATsqbX6yUZv+R1pG5XPB6nsnzyeYVCgTvuuAOHDh2SZNadTidWrFiBRYsW9bhvoijipZdekgRdAGDx4sW0c0Nv0dHRgQ8++CAtYEKgUqkwd+5cTJw4ET6fDx9//DFcLhfa29sl5LO9vV1C5EnQLxaL0eCUIAi05t3j8XRJ7kk9IDEGu/766/H8889L9uucc87BzJkze7V/w4YNkzj+njhxAvPnz4cgCDh06BCUSiUMBgM0Gg2GDx+O6667Dg6HAw0NDWhpaYHT6UQgEEAkEqG/YypSnfkBpP02LMvSPvFkSna6Tz1v+kLmDQYDrFYrsrKyJJ4ZZDKZTP1urXc2kJubS9UbpaWl9F6Xl5eHxsZG6t1BsvJtbW1UBUMeAUg8GsgjKQdraWlBKBRKuMOPG4zC5+9D+/L18K3cjHhdK6BWQpFh6rW5piLThKzbfoCsGy6m/y0Mw+Cyyy7DyJEj8be//Q3Nzc0wGAyw2+1wOp3Q6/XUsyHVSyMWi6GiogJ2ux2DBg1CKBSiZSbkWrjwwgtRVFR0Jn4CGTK+d5Az8+lIDjCfKchkXoaM7xBKpRI33HADnnzySWRnZ6O5uVki83U4HCgrK8O+ffswduxY/OY3v8ETTzwhkS83NDTgySefxH333Qev14uqqiqsW7eOSmRJ/+xkRCIRqFQq6m6fakJFBipKpRIcx2HHjh24+OKLaYYPANqXr0fkcC2UBb3LyEciETSelHQTKJQKlJQUdyvJZxgGynwbwodr0b5sPWy3X0HfEwQhLWpJ6hEHEoWFhRLpbHdZ0N5ApVKludgnQxRFRKPRHmtu+1N/m0rulUolNBoN9VfoiTQQJ2eCcDiM6upqtLS00PODZHHr6urwv//7v1S2nWz8xPM8qquraSlAcnBBq9VCrVbTNnvknDQYDHC5XPjHP/6BX/3qV1AqlbQndVVVlcRksKWlBX/5y1/Asix4nkckEoEgCLQ/ul6vh0ajoYSW1L+StpAEDMMgFotRKTfHcVCr1Zg9ezZKSkpQUFCAY8eO0aADAGzduhWjR49Oc+ZOxoYNGyQBCCBhBHfxxRf34hcEPS7r1q3DqlWraEaTHP9YLIZoNIq8vDwUFhairq6OHs/ukKz0IdlQstxgMEgDi5mZmdBoNBg9ejS0Wi1WrFgBpVJJSx2USiVMJhOys7NhNBrx5ZdfSrLharUa/+///T+43W4qz+9qIuS7ubmZytcJ+WtubkY4HMaBAwckCheO47BixQrJfpFrLBqNIhAIwOVyUQKWvF0kYNnd+S8IAu1eQUAMEvV6Pc3Mk/sry7LIzs7u0usieTKZTAMedDzbUKvVmDVrFj777DO0t7dDo9GgqKgIarUaoigiFovRPvep5S6kN32qZwUBCbpYrVZJVw7WoIXt9iuQsWA2/Bv3wrf6G8T6aK6ptFm73J+SkhI8/vjjWLp0Kb766ivk5eXB5/MhEolAq9UiHA4jHo9DpVKlnT8ul4v6SQCgniR6vR5XXXXVgBxvGTJk/OfC4/GkeU31Bf9Z/y4yZPwbYOLEiZg4cSL2798Ps9lMeyQTYzyPx4OMjAz861//wgMPPEAJvcvlQiwWQyQSgcPhwK5du1BaWgqWZXHixAlJq63kAAEBUQEQZ/vOzk643W4JQYzFYtQkafny5XQgwrm98K3cDNak61W9oiAIqKuthShIB2nFxcVQJbX86gqsRgWFSQffys3IWDCbDr7q6urSWgGdjoFYdygsLJS8bmhoGBATvK5A6ri1Wm23hJ+ASJ39fj98Pl+XpJ+8lyrv5zgOHMfR40fIPZl6MnPiOA4HDhygEnW1Wk2NrYiZIlkuIWMMw6CmpkZS+tEVGhsb6fnP8zw6OzsRjUbR1taGnTt3YsSIEdBoNFCr1TAajfB6vdTNnKhJiDQ3+ffR6/VUImswGBAIBGjGnrTQIseUGKyR54Sskpp2pVKJJUuW4PHHH5dIhJctW4bi4uIuW9Y5HA4sXbpUMs9sNuOuu+7q9Xl04MABvPHGG2hsbJSQX3K9Go1GjB49mrrU9wSSDXU6nfS5KIo0qELuDQaDAQUFBVAoFDAYDLjmmmvgdDrxxRdfUDNIIk8XBAFOpxMulwu7d++W+HGUlJT0yfSns7NTkiUPh8O01CX1XO6pRSA5n7OysuDz+dDS0kLbgCZPgiB0S64J0Ux1Jk8OopDjU1hYiPnz52Po0KHIzMzs9f7+p+Cqq67C8ePHYTQaoVAo0NnZiXA4TBVhRBGUTN7JdUZeJ6vJyKNarYZKpUozziNQ2qzIuPYCWK88v8/mmj1Bq9XizjvvxNixY/Hqq6+iuPj/s/fd8W2Vd/fnXl3tbVuW5T1jJ85OnEFCIISk7NXCCwWa/lp2oS8po9C+fbvLatnQUEIZLw0kjIQAYSaQRcgkTuI4cbynZFnW3le6vz+U50HXkh1nMXU+H31srbt073Of8x3nlKCpqQlSqZQGSCORCAwGQ4o1ptfrRTAYhEKhoO1FP/zhDzN2dBl8r5DJzCewevVq0fODBw+mvAYk5kxWqxVvvvnmCelqZMh8Bhl8Dbjmmmuwd+9eGI1GBAIBUa8v6R11uVz4wx/+QG3Xent7U0qyW1paYDab6feTSQ2ZtCdPhgRBgNfrhUwmQ3V1NSorK9HT0wOXy0X7BQmSheG863YhNuiFtDRvVPvX29OTsKFLgsmUM+qJjSRbj2i7Fd71u2D8rwUA0lvSJVsdnSwMJfNerxc+n4/2Un9dIL3JGo3mqL3ohLinI/2BQIB6JAcCAXi9XmrHNJTcx+NxdHZ2itwVgEQPmE6nA5BQr9bpdHSdZBI/GtLq9XohkUjohJ5k9Ej5t1QqpWSV9Ea73W6ReB05x5NL2YggJCHnBCSznFzqS6oKCNEgVQlLly6lwoLJlQZkuQzD4Pbbb8esWbNE+xqLxfD222/TahqyTYsWLcIrr7yS9jiQ/Q4EArDb7di3bx8GBgbSlotLJBJYLBbk5OTA5XJRj/jhHuTYcRxHPbaTy80HBwfh9/spierp6QHDMKiursbq1auxe/duhMNhkYUcqbYIBALw+XyiYJBMJkNBQcFRf/tkEDKY/Fu5XK6UIBPDMPS8Oxr0ej0UCgV6e3tpRj5ZFJJhGOTn54PjOAwMDMDj8VACP9y56/V66bnm8/mwZ88ePPTQQwASuiJjxoyhj7KyMho0+q6CYRiUl5cjEAggGAzC4XDQgDMAUfYdAL1WybVGHsmfIdd5UVERZs6cOfL6jyKuebyYM2cOKisr8cQTT8DlcsFms0GpVNIKIK/XC7PZLLr2ksl9a2sr6urqjsv5IoMMMvj245577hGNaevWrcO6detSPkfu0QqFArfeeutxry9D5jPI4GuAxWLBueeei7fffhs6nQ52ux0ejwcymQzRaBT79u2jgnRWqxUmkwkVFRVoaWkREfpAIIDm5mYwDJPSF00mkn6/nyqdk8GFlA9WVFSgtraW9jsODg6C53mUl5fjj3/8IwBA4GNwv7MFkHGjEhxyu92w2wdErymVCuQfwwSfkbCAjIP77S0w/PBMMJwkhcwfr4r90WAymWg5OYHNZvvayfyxgOM42s8/GgiCQDNqfr+fTmA3b96M/fv3UwIDJIjX1KlTwbIsDSKlWyfJJA9t6SCIRqPUmiwZ8XgcoVAISqUSXV1dUCqVVHiKBA08Hg8AiEhCMohTBBE1I1k18llStULI+1BCYTQaU/qpBUGAVCql6wYS/ufBYFCUHW9ubhaV5AOJ/lmXywWXy0XXTzLGpGqC53lqkZguu0EUws1mMziOS2vNR/rChwodsixLVf6TiTzR1SAEigTzSkpKqNK8zWYDkBhPiII3yVin24bS0tJj9ndnWRZ6vV7URuFyuUTZc4ZhYDKZUFhYSEuY1Wo1fSS/plKpoNFoqP3iBx98gI0bN6Y9rrW1tbj88ssRj8fR1taG1tZWWlVCbBGTt2E4DAwMYGBggOoacByHsrIyVFdXY8yYMaiqqkJOTs53TgjtnHPOQXNzM7XzDIfDNPM+FOmu1+QJryAIUCqVKC4uRk5OzjEHhU4mzGYz/vCHP2D58uV46KGHaLk9qTqw2+0wmUwIBoOU1BM1/kAggL6+Prz//vs477zzvlVaCBlkcCLIZOYTuO+++wAkjsdvfvMbnH322ViwYEHK51iWhcFgwOTJk0+oiidD5jPI4CtCOBxGT08PtQfr6OiA1WqlmUgyESJEhNiM2e12OkGtqKigEycCklXU6/XUS1gmk9FJUiQSQVdXF80qEdLC8zyam5tRWlqKiRMnYvr06TjjjDNS+tAjnTZEuu2QGI9OZqORSAqRYVgGpUfaAY4FEqMWkR47Il39CGWpTpol3dHAsixMJhP6+vroa/39/aisrDwl6/smgGEYSoZycnJQUlKCFStWYO/evXC5XHRyTnpASbUIkBBVIySVTGiNRqOopBn4Urma9Hp3dnaC4ziaJSfrINkvEoBqbW1FTU0NnSSQVpLkLG4yQSKkgGVZumxC6JPJBHkMzdwnk9qhx6igoIBW0hBYrdaEQNcRwbih579KpUJRURHtt04OgJB1kuDJcEKFKpUK+fn5ov7h5KqBZNI+HFkcHBxMyYASMp68z8TNAEBKm4RMJkNdXR1YloXX60VjY6MoUKNWq1P8tBmGEbV0pHuQVpPPP/+c7lNlZSW1niNOBJdffjkuvvjitPs3Ei688EKMGzcOr776KhUoI2hoaEBHRwd+9KMfYdKkSSIdBL/fj/b2drS1taGlpQUffvihSJB0pIkrz/M4fPgwDh8+TF8zGo0YM2YMqqurUVVVhYqKCsiO0nb0TUd2djbmzp2LRx55RFThciytSSRYKDniAS+RSDB+/PivPfDBcRx+8pOfwGg04p577gEAWnIfCAQwMDAguiYVCgUVh1Sr1Xj55Zexc+dO3HzzzRmf+Qy+F8iQ+QQuvfRS+v+OHTuGJfMnCxkyn0EGpwA+n4+S9u7ubnR1dcFut6cMdPn5+Whvb4dUKhX1chJCo1arASQU1SsqKqDT6XDWWWdh3759tOfV4XCgp6cHgUAAJpOJZsXkcjnMZjPy8vJgNpths9mwZcsWRKNRuN1uShxsNhs+++wzzJgxA5s2bUJXVxfmzJlD7XYirb2IB8PgzEcpaRcEtLd3IMaLRdqKCguPS9iDVckR63ci0tqLRpuY5CgUCpSXlx/zMkeL3NxcEZkn2cnvC3bs2IFPP/0ULS0tABI3aI7jMG/ePCxZsgShUAgOhwMDAwPo7OwUkURirzUc5HI5cnNzsWvXLsRiMfT399Myb6VSiVAoRIk9KYNWKpUoLS1Fa2srJdzJNmFDS3kZhqGTbqlUSqtTCKEnvbqE7BOQoBjJmg/NMBMLrqE2kF1dXSguLsb+/ftFJfwkAEBs9YaCZPACgUDa96VSKfLy8pCdnU2De4S4HwvRicfj6OjoSKvGrlarKVk2Go2YOHEi7aN3Op2U6LMsi5kzZ+Lss8+GXC7HF198gYGBAfoey7K48cYbMWXKFBFJJ8s+GkpKSuj5BoCWNieXqp9IAK+iogJ33HEH1qxZg+3bt4ve8/l8eOGFFzB9+nRcfPHFlKCp1WrU1tbS9ZrNZqxatQp+vx8+n48KtA33+w6F0+nEtm3bsG3bNgCJgExpaSnN3I8ZM4b6tH8bwPM81qxZgzVr1qRV/E+ueBkqdEeuweRrV61W0wqoCRMmfIV7MjIuvPBCWK1WPPPMMzQASERjiUMMaesIhUIoLCyk+3Tw4EH8+te/xjXXXIMFCxZ8a37bDDLI4OSAZOlPJTJkPoMMTgCCIGBwcBA9PT3o6uqi5D3Z2mwkZGVlwW63w+/3QyqVUiEquVxOhcRMJhOUSiUqKyvx3//935BIJLBarXjggQfgcrmQm5tLvbN1Oh1uuukmlJSUUI/bZFx11VV49tlnceDAASo6RYTVPvnkE5SVldEKgrq6OtTW1iLc3gcGSGv9kwzrEXuoZBiMBmSPQqArHcj6wm292A8xmR47duwpVYceKkY3tGf8u4ze3l6sXLkSLS0tIhvDoqIiXHfddZR0FxYW0iw78CWhTvZcTodwOIyuri4MDg6ipKSEnutEdV6hUFASYLfbUVlZiUAgAI/HA5/PB7lcDr/fD7VaTUlw8nlOSDtRtCdBq2g0Cq/XSwNmyQrbAOjntVotsrOzsWjRIlRVVVG7OlIKH4vFsHnzZuzevRuRSIQKox04cCDFSWLMmDFpbQuJJR/pqyd2VyzLguM4yGQyTJo0CXPmzEm5jgmhT/c3meyT54Ig4OWXX8aePXvob0NU6ydOnEgDbTk5Ofjd735HP/P888+jrKyMrlcqleK+++6D0WiEx+PBqlWrkJ2dTd+vra3F+eeff9xkJbnaAwDNoBNBTpVKJdqe44FCocAVV1yB2tpavPbaaynj1c6dO9Hc3Iwrr7wybSUOOa6knWTWrFn4xS9+ge7ubjQ1NdFH9xAXj+FAdBhaWlrw3nvvAUgIJZK++6qqKlRVVZ2QyvGpQl9fH5555hm0trYCAHVKSW5hIRh6TpCqGfIeCQbp9Xp6zyM+9t8ULF68GAcOHMCePXuoGGs4HKZjFc/zUKlUmDFjBvx+v2j/Q6EQli1bhh07duDGG2/8XoolZvD9QCYz//UgQ+ZPAAIfS5Qgt/Yi3N6XUFKN8GBkR5RUSy0JJdVi86iUVDP4ZiMej6O/v19E2nt6elIU1o8VRUVFaG5uhlKppCW8Op0OUqkUwWCQZn86OzuxadMmnHnmmcjLy6M+9G63myo8RyIRrF27FnfccUfaSbXJZMK9996Ljz76CCtWrIBarcbg4CDNLLW1taGvrw/Tp09HJBLB4cOHMbln8KgDtN/nE2WygURJ7on66wqCAH7Qi4P9B0WvH48lHQm89PX1wW63w2AwYNKkSWlLqoeWRH5fyHwoFMLzzz8Ph8MhIiT5+flYsGABampqRJ/fv38//V8QBJjNZpx//vmw2+2w2Wyw2+2iknSC5CCAWq3G2LFjqaq8w+GAz+eDy+Wi5fg5OTno7OykxJ+4LlRXV6OtrU1Unk6s5QgJJ1lin89Hy2PT9fADCSJFstU+n49mBwVBgNPppG0yWVlZiMViNJgQDAbh9XpFuhS5ubmYPn266DoMBAJoampCT08P7ZUjdoFyuRxSqRSTJ0/Gj3/846OKHI4GPM9j6dKlaG5uphUPPM8jFAqhpqaGkkSZTIbbbruNEnm/34/3339ftKwFCxZQwclVq1alqHlfffXVJ5R11Ov1sFgsdBwJBAKQSqWUzNfU1BxzL/5wqK2tRUlJCV5//XXROQwkevWXLl2KefPm4dxzzxVVBgxdfywWA8uyKC4uRnFxMc4++2wAieNHSuwJwR/tfcLj8WDnzp3YuXMngATZLSkpoZn76upqWCyWry3DKwgC1q9fj1deeUWk3yKTyaDT6eDz+UTikslVKoS4J5fhy+Vyes0SccMJEyZ84zLYMpkMN998M37/+99Dq9Wivr6e3jelUikkEgncbjfkcjmuvPJKrFmzJuW+UV9fjzvvvBM/+9nPMGfOnG/cPmaQQQbfTmTI/HGAt7vgXbcL7ne2INJtRzwYBoNUj1MBAKuUQ1Zogv6COdAuGN7j9GQiGo3is88+Q2dnJyZMmIDJkyef8nV+1xCNRtHb2ysqle/p6Rm2p3W0YBgGeXl5KCwsFD3+7//+Dxs2bEA0GkVPTw88Hg/Ky8sRiUTQ09ODiooKMAyDt99+G2VlZSgpKYHFYqGEPlmUq7m5GQ8//DB+9atfpc3oMAyDRYsWYdKkSfj3v/+NAwcOUEs8Ut6/efNmFBYWoq6uDop9HbAEQ5DG42mJb4zn0dbeDiTzfeb4hLDSbCwG7faUMuSjlduGw2HYbDb09fWht7cXfX19sFqtKYJdnZ2daXtwh5J5m812yuzpvikQBAGvvvoqbDYbtToEEtUjJpMJ11xzjejzfr8/pae6trYWcrmcntfxeByDg4Po7++HzWajhIZkRJPL5AFQMTMyySdK+t3d3bSChPwOZrMZ2dnZkMlkOHDggIigRyIRcBxHe1h5nkdxcTGMRiMOHjyY0rcOgJZ0k+z6rl27UF5ejp6eHvT29qaQserqapqdJ2J58SPXiFwuR11dnUhorre3l7bUlJaWppSf5+bm4pprrjlp43UsFsNzzz2H+vp6GsCIx+MIBoOIxWIit4qf//znKCwspM/Xrl0rKh1nGIb2APb19eGjjz4SrWvu3LlpKxCOFdXV1ejr66O/tUQioVUyJ1sjQ6PRYPHixdi5cydWr16dMjZs3LgRhw4dwlVXXUWPzdDxL1lvAUhYEr711lvgeR7nn38+Lr/8cgCg7gyHDh1CU1MTDh8+jI6OjlFlsQRBQHt7O9rb2+lxJ7aEY8eOpYGJr0JkzeVyYdmyZdi7d2/KeyzLYvLkyWhra6PBqqGK9WQbybUqk8moi4FMJqOBm1NhOXoyMGbMGJx//vl45513MGXKFOr0QO6zeXl5GBgYwPPPP48rr7wSVqs1RcE6EAjgySefxPbt2/Hzn/88Y12XwXcKmcz814MMmT8GxP0hOP7zIdxvbkBs0AvIOEiMWnBmY9oSZCEeRzwQRrjdiv6HV8DxwlroLzsD2dcsAqs6NWVzbW1tePXVV2G32wEAX3zxBbRaLSoqKk7J+r7NiMViGBwchN1uR39/P+x2O304HI4THpSkUiny8/NRWFiIoqIiFBQUoKCgIK1d0VVXXUX7OPV6PVwuF/r6+lBUVITu7m44HA7k5OQgFovhxRdfxF133QWlUon8/Hz8+te/TiH0hw8fxiOPPIIlS5YMW6JpNptxzz33YMOGDVi+fDkV8CJEq7u7G/39/chGIbLCIfT19SHLaITyyISLoLOzE9GIOMhhsVig1qhP6PgBAAQBducgkKQRVVBQQCsRiHgYIezkMTiYvpqA2JDxPA+NRoOGhoa0ZH5omX04HBZVQHwXsXHjRnzxxRew2+1UVVypVCIvLw+XXHJJip/5UPEzqVSK6upq0WdYlkVOTg5ycnIwbtw4+Hw+9Pf348MPPwTwJRkiOhEERDm+qKgIOTk51FLRZrNRATKSxdNqtaisrMThw4dFVmyRSIS2BwSDQfj9fpjNZkgkEuzbt09UCkxKe3U6He0Xt1qteP/994e9ftRqNUpLS7Ft27aUc+3CCy/EGWecAYPBgPr6emzatAnhcDitlaJGo8FFF12EBQsWnDQrs3g8jueff55md0m2lPT3qtVquq7zzz8f06dPp9+NRCJ4++23RcubM2cOrRRYsWKF6HfnOI6S1hNFdXU1Pv30U3qNJgdQTgXBYxgGdXV1qKiowMqVK9Hc3Cx632az4YknnsDChQsxf/78tM4LBH6/H88++ywdP5977jncfffdMBgM1AYvPz8f8+fPB5CoghmavU8ew0eCz+cT9d6r1WrU1NRg3LhxGDt2LMrLy096G9LOnTvx73//O6U1AUhUfBGrtpycHPA8j76+vpT+eZKhB0CDXpFIBDKZDBqNhga7kwNN3zRcccUV2LVrF/r6+lBdXU3vmck2mjzP4+WXX8bs2bOxZMkSvPDCCynCi9u3b8fBgwdxyy23ZBIuGWSQwQkhQ+ZHieDeFvQ/uhLB/a2QaFWQluYd1aaLYVlINEpINEoIsThiDjccy95G4PMG5N5+BZQTTx7BDoVCWLt2LbZs2ULtlkgpamNj4/eWzMfjcTidThFRJ8Sd9OieDCiVSkrYCXnPzc0ddWZap9Phhz/8IV5++WUYDAb4/X4Eg0GEQiFkZWXBZrNRojE4OIhXX30VP/3pT+kk8a677sJDDz0kmgw2NTXh0Ucfxe233z4sIWEYBmeeeSYmTpyIF198Ebt374ZGo4HD4aDK402OLhQEFEBIgX67HSqlEkZjFjhpwp/Z5RJbeGm0GuSdoHKv2+1GT08PtJ4IdhwchKtYDo1Gg3A4DLlcjrfeeosS96HlvgSknDgUClGbNFIWajQaodFohu1dNBqNlNQR9Pf3f2fJfE9PD9asWYN4PI6mpiYAiWxyUVERTCZTSsBDEISU8uSqqira+z0cNBoN1Go1WltbqUe6SqUSZYUJSCaZ9NfqdDrodDpUVVWJelVjsRiys7MRCoVEjgcMwyAYDMJqtWLSpEnweDxUPT+5Z56U/+r1eqhUKqqEDyR8xUfqV7bZbGAYhvaqsywLs9mMOXPmwOfzYcWKFWnJD5Dokz/vvPNwzjnniBSxTxSxWAwvvfQSJXpkP5LPf5INnDRpkkh1FwDWrVuXovnxwx/+EEBiTBkqHnfOOeecNPJFgkGkEiccDoPneZhMJuTn55+UdaRDVlYWbrzxRmzatAlr164VtYbEYjG8//77OHDgQMp+Jt8/1q5dC5/Ph3A4TF9/6623sHjx4rTrVCgUmDBhgqiVw2az0cx9U1MT2tvbR3WP8vv92LVrF3bt2kWXXV1djXHjxmHcuHGorKw87kBRIBDA8uXLsXHjxrTvT5s2DR6PR0RWTSYTnE4nQqGQyHkiudyebA+5HpNL7L/JkMlkuOmmm/CHP/wB2dnZyMrKQiQSQVZWVsq1vnXrVnR0dOCXv/wlPv74Y2zZskX0vsfjwQMPPIDLL78cl1566Xe68iuD7wcymfmvBxkyPwp4PtgG299fRczjh7QwF6z82G+KjIQFl2sEq9cg1NCG7jufhPnOq6BbNOOEt+/gwYN47bXX6M2UZCpZlqXR4gsuuOCE1/NNBcnODiXrxLM5Xc8uyRKk6+1LLg0kA1Pyc5VKBaPRiKysLBgMBuj1eiiVSqpw29raisOHD9Oe3WSLrqHPCUiWMBgMwufzUR/pjo4OZGdnIxqNorGxkQoEdXR04NChQ6Ke9Pz8fHR2dlKfXyBBQPfv3485c+ZAqVRSUayhD4lEgsmTJ0Or1eLTTz+FXq9HIBBIZFKlPGI8jwGrDWqtBnyUh8/vh0Iuh9Vmg3Ckvp4BIOE4lJaUJtpNTuD3bGtrgxCLQRGN44DbgebmMM3SHTp0CHl5ecjNzYVWq6V+14S0k/9HmgST3uChmeTk38NkMqGnp4e+1t/fnyLS9V1ANBrFSy+9BJ7n0dHRQYlUYWEhZDIZrrnmmhSS3tfXl5JpGm3m1GazUV/mrq4uel3Z7Xbo9XpkZ2dDq9WmkPlkyOVy6nVOrhuLxYJoNEp7rsk14PF40NzcDIPBAIPBgI6ODpGwH5AIXEQiEajVashkMhGZTyZwarWaBux6e3vxxRdfoKysDFarlYr3yWQy/M///A+KiorSBgIkEgnOPvtsXHjhhZTAnCzwPI9ly5ZRUkfgcDhEQS/Sn3799denZE9Xr14t+u7kyZNRUVEBQRCwfPly0Xsajea4rOKGQ0lJCfXyJvD5fDjzzDNPOdFhGAbz5s1DdXU1li9fLrr2gUQF0ueffw6n00mDgGSMaW1tpcGTvr4+xGIxlJeXY9++fWhsbMTYsWNHtf68vDzk5eVh3rx5ABLBDHI/ISX6Q6+7dAiFQqivr0d9fT2ABAGtqqqi5H7MmDFHDbwBieDN0qVLRXZ8BAaDAXV1dTh48KDo+gwGg7DZbCgsLMTg4CBcLhctpQe+VLgnuhak35wEtL7pZB5I3DeuvvpqvPzyy2AYBueddx5++tOf4pVXXsG7774r+mxvby/+9re/4brrrkNdXR2WLVsmIv2CIGDlypVob2/HzTfffFIDexlkkMH3AxkyfxR4PtwO2wPLEY9GISs7cdEZVi6FtMyCaI8dtvv/AwDHTej9fj/WrFmDHTt2AADtrx4cHKR+rxzHYf369bj66qtRUlJyQtv+dYAIVgWDQTidTlitVhFRJ5OFSCQyIjlP99pokOyBrFKpqNUSz/Po7+8/6cJo2dnZdLImkUjA8zw8Hg/kcjlV9CYZjT179sDj8YgIQ15enkiFHEhMrt59991Rl15mZWUhGAwiHA6D4zjYOB5hRgAXi1NFcSkn/TLwkdQsr5ZI0NLSklAnliQUiiVJ1lUsKxn5PQmbaE+JxyHlgQgjwC6NibJd5LizLAulUkn7rJVKZUrfqEwmowJjDMOgv7+feqoDSBF0S0Zubq5oQv9dtadbs2YNrFYrQqEQ7YHPycmBVqtFdXU15syZk/KdoVl5o9E46szpoUOHAID2v0ulUshkMoTDYbS1taGtrQ1yuRxVVVW0GoX03yaDXMssy0KlUkGlUsFgMKC4uBg2mw39/f3weDy0XzkQCMDr9YLneRgMBjidTvA8T9X5zzjjDMRiMdFvHolEMHnyZJSUlKCwsJCWTPf29uLpp5+m55vRaERvby8NRAFAV1cXKioq6GcYhsHpp5+etmXhZCAcDmPp0qVpBd2GZtrz8vJw6623phCH3bt3pwhZkqz8zp07adUGwSWXXELtM08GJBIJKioqRD3ZPp/vuAQvjxdmsxm33XYb1q1bh3Xr1omIajweh9VqhdfrRX5+PnU5eOONNwAkFPhJIGJwcBDZ2dlYvXr1cWfG5XI5xo4dS4MBJOh14MAB+rBarUddTiQSQUNDAxoaGgAkWiMqKiooua+pqRGdCzzP480338S7776b9l45ZcoU6PV6HDhwgL5GRCK9Xi8Kj9iRGgwGHDp0CH6/HwqFglbUJN+TZTIZtFotGIZBUVFR2laUbyIuuOACzJo1C5FIhAoS/uQnP0FtbS2eeuopUYtIJBLB008/jQULFuBvf/sbXnzxxZSA2/bt29HT04M777zzpIhfZpDB14FMZj4V4XAYe/fuRWVl5Skb3zJkfgQE97bA9vdXEI9GIS0wnbTMAMMwkBaYEoT+769Ampd9zCX3e/fuxRtvvAGv1wtBEKj6dDAYFGWTSRa4sbHxayPzyYR8pL+ErA4ODsLtdsPj8SAYDFLl6+EUqE8UEokEMpkMcrkcMpmM/k+yf18ldDod9Ho93G439Z4Ph8N0m0KhEC3nJZnNZMKgVCpRUVGB1tZWkVhfIBBAS0sLKioqjkroOY6j1nZdXV3wgYFLBmSHWYTZxAQsHA6DZRmwrAQMEtcFJ+WOlDHHEI/HgNSCiNFDAKTBKGxcFL3xhBAX8dYm2VhBEBCNRuF0OjE4OEizO0ajERaLBWazWbSvxAaM+Gbr9foR7Y/SieB919DY2IiNGzdCEAQ0NDSA53kolUqqGUBaOZIRDodTSF1tbe2ox8eDBxPOBCQ7lSx45/V66Tm/b98+SCQSxONx6PV65ObmIjs7mwaviI2bXC5HNBqltnGklL+srIz6uFutVng8HvA8D7fbDZlMBpPJBK/Xi6ysLJx++unIz89HXl4eXC5XYoxmJdAFYijuC8JibUfkg/2wRXjEJQze3bgehUE/HAoGvfEg+vpt1GOaIBQKwWazwWKxYPr06fjhD3+IgoKC4/uh0oD0GgOJgN2TTz6Z8rvwPJ9S+stxHH71q1+lPffXrl0rel5aWoqJEyeC53m88sorovdMJhMWLlx4MnYlZbnJY73P5zvp4ndHA8dx+MEPfoCamhqRBg05x/1+P1pbW5GdnY1PP/0UNpuNBngJ7HY7dDodHA4H1q9fjx/84AcnvF0MwyA3Nxe5ubk488wzASSCBsnkfjS2eDzP49ChQzh06BBWrVoFlmVRVlaGcePGITc3Fxs2bEBvb2/K95RKJS644AIcPHgQhw8fFi3PZrOBZVmR8CnDMJg0aRK1opRIJAgEAmBZlt7XGIahFSrfVOG74ZAuKDdt2jTcf//9eOSRR6htH8G6devQ0tKC22+/HTU1NVi+fLmI/PT09OC3v/0tbrvtNkyZMuWUb38GGWRw6mGz2fCTn/wEjz32GBYtWgQgcV/zeDwnrX0sQ+aHQdwfQv+jKxF3+yE9CRn5oaCEvq0P/Y+uRNGTS0Yliud2u7Fq1SqauQiFQmhtbYXH46H9aCzLUr9XIJFNGK6v+FhABInISejz+SgZH4moJ2eJCQEjPf3kEQ6HEYlETloP+1AQsZ1ksk7+niy7o5OFwsJC2vtOMpbBYBBqtZqqzZPMciQSQW9vr6jnmBD6lpYWEaEPBoNobm5GRUXFqLJEOp0ONTU16Ovrwz7nIBb2c5BAQAzCkUCRgHhcgISTgGWOeMJHIpBKpWBP8HpRyGVQhYF6bQislAPL82BZVmRtRJB8bcbjcTgcDjgcDjQ2NlJrK41Gg1AoBJ7nIZFIYLVaYTQasXPnTprZJ9ldlUpFJ83J+K7Z03m9Xlo23dPTA4fDAZZlUVBQAJZlceaZZ6b12m5qahKdVyzLjjpzKgiCKDMPJEqVOzo6MDg4KMpmxWIxqFQqsCwLnudpRQ7J5JEWl+TtIO0qpKVFpVKhoqICFRUV8B2xT4xGo/D7/VTn4sEHH0RpaSltYRlo7gC/ZT/KuoPQBniEd78BxxHLOjAM3E4XygN+lMUFBOJR2JkIGnMM8FTkYV93m2isjUajuOaaa+gN/GSgsbERzz33HJqbmzFx4kT84he/wLJly9De3i76HAlSDiXzM2fOxKRJk1KW29fXRwXzCIhv/Pr161MywFdeeeVJE+xLxtDyb57nvzbF75KSEixZsgTvvvsutmzZIhprYrEY9u3bB7fbDbPZDJvNRlstWJZFIBCA1WpFUVER1q9fjylTpqSMKScDWVlZmDt3LubOnQsgMUdobGyk5H40qvnxeBzNzc3YsWMH+vv7IQgClEoltFottFotVc+fM2cO1q9fnxIottlsMBqNKeS2oqICP/rRj+B0OvHXv/4VDocDSqUS8XgcPM/TNi+lUgmGYb51ZH445Obm4o9//CP+7//+j4p9ErS3t+O3v/0tbr75ZvzmN7/Bo48+Khr3AoEAHnzwQVxxxRW45JJLMn30GXyrkMnMJ9Df3y8a74celxdeeAFPPfUUGhsbT8r6MmR+GDj+8yFC+9vAFZ68jPxQMAwDrsCE4P42OF7+EKYbLhr2s4IgYMeOHXjrrbdo9r2zs5P2agJf9n0SW6bk7w6nksvzPLxeL7xeL3w+X9r/yWOoPdjQ7SMknfxN/j85c3aqwLJsWrIuk8mOmo0mPXzksxzH0Z7c5MfQ147nefKyybFLvtAFQcCnn36KrVu3QhAEuN1uhEIhyOVymEwm9Pf3Q6VSQavV0u+MGzcOVVVVouWRwA9RsibrcDqdWLhwIRQKBf2dyG+T/Jw8srOzETD2I/ReK7QxAU6IgzNkUiaBhFaCcBwHKSc97tZ5RSiGoJTFYQOg5tR0PYSc8DxPg1XDWcaRbQmFQhgcHKRZ/Xg8Dr/fD5lMlpagk7JrUvYtkUjAcRwGBwexceNGGAwGaLVaKsh2KgjNqYYgCFixYgU8Hg8CgQAl2GazGQqFAllZWcMKd5FSXYKysrJRl1r39PTA6/UiHo/T8cTr9QL4UhmcXBuk1J7jOASDQbjdbmqtRoKFSqWSBgtJOT4J+EgkEipyByT6u4lXdzQahdfrxcKFC6mSdNwfwsB/PsSsd5oQsHoQY4GwlIVDLiCnPBE9dzqdaB/oRoSJIBbnIRcY5AkylLvkCO32odJkxptCJziNCsXFxTAYDPjkk09w2mmnUZ2G40UoFMLLL78sKn3evXs3fvWrX9HgHoFSqUR2djY6OzupbR6Q6HM+//zz0y7/vffeE41DarUaZ5xxBgKBAC0jJygvL8esWbNOaH+GQ7LoJJD4XQ8fPjyqvvNTAZlMhksvvRTjxo3DP/7xD9F7Pp+PtjHEYjFIJBJact3W1kbvpRqNBqtWrcINN9xwysmZXq/HrFmz6O/j8/lw8OBBNDQ04MCBA2hra0upciNaE8mkklxndrsdOTk5YBgGDQ0NlOCTMZFkl5LHAJZlsWDBApx++ulgGAYajQY33HAD/vnPf8LlctFggSAI9D5WUlJy0jUkvk7IZDL8/Oc/R3V1Nf71r3+JrA/9fj/+/ve/44ILLsCf/vQnPPbYYyLxTjI+t7W1ZfroM8jgW4h58+ahrKwMs2bNQklJCRX+PFXIkPk04O0uuN/cAFarPC6xu2MBK5dColXC/eYGGC+dl9aHfnBwECtXrqQllA6HA21tbXTSQxSdQ6GQyGoJ+LKvlJTlDyXsyV7C6fBNIOkEhIyRPmkyqSAZOp1OJ8q+p3vI5XJIpdKUzw31fP66kVyaqFAoqBaC2WxGaWkpurq6kJeXR7NYTU1NuOCCC1JKZ+fOnYsHH3yQlokS7N27F3fffXdKKflI6H3qDRy673m4+Qj4I4eKYQCWlUCIC4jxPHQ6PWQyKeKCAAaASqWCXKGgffCxI3/jRBCQPE96sHwcsmgcuy0MfBxZDyOqFCC6EIFAAJFIZFQe8GT5brebXjMGgwEajQZarZaWLAuCQJc79PpYsWJFSuZQqVRCp9NBq9VCr9eLiH7yg/TtfxPw+eefY9++fbS8PhaLQavVUmGvm266KS35dDgcKT3Vx5JNG9ovz3EcrYZgWZb2q8diMUSjUVitVhrE4TgOMpkMUqkUHMdh7NixKUFLYmlGPkOEJJMDP4IgQK1Ww2AwQC6XY+vWrTB7YmBe2YDwgXao5ApY1RII5LeKRhEOJwQYGw80IsofyUoyQJgBgloFogwDZUTAbBswvXgqPrEIcBgS54nb7cbLL7+MG2+88bh//z179uDpp5+mwaeBgQGEQiH4fD5kZ2eLKiO0Wi3GjRuHrVu3Ih6P00AuqURIR4rD4XCKd/yCBQugUCiwYsUKGnAhuPrqq49rX7q6urB27VrEYjGR84fJ9GXQvLu7G0qlkl57SqUSe/fu/drIPEF1dTWuuuoqNDU1we12iwJF5HzW6/XUOz0rKwsOhwNWqxUVFRU4fPgw6uvrv3IbMo1Gg+nTp1P7wWAwiIMHD9LM/e7du9HT05P2Hi6Xy5GXl4d4PE7PPXIvIddjfn6+SLdFr9fjiiuuEImzAsDUqVNxyy23YOXKlXA4HDCZTNSlBfh2CN8dD+bOnYvS0lI88sgjKS0Q77zzDg4fPowlS5ZgxYoV+Pzzz0Xvkz76u+66a8SWsAwy+KYgk5lP4He/+x22bduG9957j7buPfjgg9iyZQvq6uqo/e/JQobMp4F33S7EBr2Qln41g6ckW49ouxXe9btg/K8F9HVBELB582a8++67lLg0NzfTTCv5DMlMJfcUJ09eeZ5HU1OTKBr/dZF0kjEb7i/JgmZlZSE3Nxd5eXmwWCwoKChAXl4ejEbjV97H/nVAoVDg+uuvxwMPPACJRAKTyQSr1YqOjg6MGTMGubm56O7uRnl5OfXUfvHFF7FkyRJKSoFET9+9996LBx98UFQmOzg4iPvvvx933XXXqHt2tmXFENFJYHEr0YMwtRSSyeSI8lHE4nE4XQmrMb1en2j34HkgFILBaEzJHhLE43H09vQgEokiN9cErt8D6bRi+CxBlNutlIRPnz4ddXV1CIVC2Lp1KxobGxGLxai+AmnTiMViacXShv7vdrvh9Xop6VMoFKJyeyKol3zdkAqJZJAM1tF66mUyGSX9ySQ/OQhA7NFOJem32+148803ASQUup1OJziOQ0FBARiGwdlnnz1sv+ZQcTWNRoPS0tJRr5uQQiLsJZVKabbd5/PRgCTHcZBKpSgvL6cWjyQQQJB8jGQyGYqKilBcXIzi4mJYLBa43W40NDSgvr4eNptNFPzkeR65ubngOA7+j3fBsWYX2EAYrCULCo0anDdhzSggkbU82HgQHq8nZTxUKpWQsCw4mQzZJXkwqLXgewfwgwM+bC6PoTM/cc7v3bsXW7ZsoaXQo4Xf78fzzz+Pjz/+GEAia93e3g6Xy4V4PA6VSiUq6zcajViwYAFWrlxJjze5TktLS8GybFoHhw0bNoiyskCixH5wcDClj37q1KnHRazD4TDuv/9+UaUAgUKhQGFhIXJyclBfXw+ZTIZAIACGYaBQKFBfX4//+q//OuZ1nmyoVCoUFBRApVKhubkZHMeJgok8z6OlpQUWiwUmk4mOSwMDAzCZTFizZg1qampGtDs81VAqlZgyZQqqq6vh8/nQ0dEBhUJBA/x+vx/xeBxZWVkwGo3D6tXE43FEIhF0dHSgo6MDarUa5eXlmD9//rD3lClTpmDy5Ml45513sH37duTl5dFKmq9aF+GrRGFhIf7617/i2WefxebNm0XvHTp0CL///e/xi1/8AuXl5XjllVdS+uh/85vf4Je//GXGjz6DDL4luPrqq3H11VcDSNxfb7zxRqjVarz//vt49dVX6fzlf//3f1FXV4e6uroTCthlyPwQCHwM7ne2ADLuqD7yJwuMhAVkHNxvb4Hhh2eC4SRobW3Fk08+ie7uboTDYbhcrpQsIVETJ+UbRBU8ZZ8EAV6vF+3t7SeNpBPSPRwhH46skxNYKpXCYDDAZDLBZDIhJycHubm5MJlMyMrK+sb1sX8dmDRpEs4++2x8/PHHNPvr8Xhgs9lgNpsRCARgt9tpX05fXx9WrVqVMuk1Go2455578Pe//12UGXC5XHjggQdwxx13pGRRhuLgwYN44901MJUrsKghjvyYEk6lAE4qhSAk+ub5aBRRnkcgEEA4FILeYIBSqUT0SL+zQq6AMcsoCjYAQGdHJwYcA4AgIGZ1wFxUCPXihbC/8ZJo0nveeefRHu4zzzwT69atw0cffYSioiIMDg5SMk3s6qxWKxwOBwKBAFUtJ+egVCql/sexWIzqNvj9flGVRiAQSOzfkfM6FAodd/8umdSns3lKhkwmg8FgoJPp5P+zsrKg0+mOO6DF8zxeeuklRCIR+P1+NDc3AwAKCgrAcRxMJhN+8pOfpP0uEdJMxtixY49pW6ZPn44PP/wQoVCIil5yHAetVouCggKqPk+OP3GQGFp6zbIs7YUvLi5GXl5eypiRnZ2NefPm4fTTT8df/vIXdHR0IDc3l7ZFhMNhyHa3Qv/WLjB8DHyuDojHEPF4Em0WR44RH+VTXBsAQCaVQalSIs9sRnZODj0ObJkF2Z02zDiQyGQSQv/666+jqqpq1NUw27ZtwzPPPEMj+P39/eju7qaCoqQqgZTvmkwmXHnllfjnP/9Jl0EyAiUlJTTgMbTiQhCEFDutadOmwWKx4JlnnhH1RzMMg6uuumpU2z8UbrcbbrebugsoFAoolUoqHNjc3EyzxESfhWEY2O12bNiwAR999BHKy8tRUFDwtZFhcsyDwSBUKhUdOwDQyhue59HV1QWdToecnBz09fVhYGAAer0eHo8HH3zwwUm18zseNDY20nOLZVla5QYkWjEWLlyIffv2Yffu3SnX3nBzjUgkgubmZtx3331QKBSora3FxIkTMWnSJBooJN+/4IILwHEctm7dCgA4++yzT6orwjcRCoUCt956K2pqavDCCy+ItITcbjfuu+8+XH755bjnnnvw+OOPp/TRP/DAA5k++gy+8chk5lNRVlYGALjllluwaNEiHDp0CE8++SQ++ugjfPzxx1i5ciUYhkFhYWFKhdxokSHzQxDptCHSbYfEqD36h08iJEYtIj12+Fu74VJJsGTJEvj9fioMl3yBDPUnT+7FGBpBJ89JliMZyc8J0SEknRB18je5bDWZlA8FIekk6zj0f5KBJII3GYyMH//4x9i3bx8VGAoGg+jt7YVOp4PJZEJXVxc9ngCwdetWVFVVYerUqaLl6PV63H333fjHP/6Bjo4O+rrH48GDDz6IO+64gw44QxEKhfDPf/4TgiCgX8/hs0ol5jYHUZOVB64gJ6F47/OBk0oh4ThEo1HEYrFEi4BcDoPBAAnHIRQOwdrXB7VaA4PRQMlXIBgABAH6MBBjgddUgyhqrk/Z/vLycvqcZJBVKhXeeustGgDq7e2F1+uFRqPBpEmTwLIsBgcHcfjwYfh8PsRiMUqEhga0eJ4/otLPUkV0UhFDsv2tra3w+/3UspCQzZN5LkcikRFtD4kSfzLBNxqNosdwGhEffPABOjs7EY/HsX//fsRiMWRlZdGJ/C9+8Yth+zNbW1tTAoqjyaYRy6rW1la0tbXRbJzJZIJOpxNta09Pj0jfg6xPLpdT+0GVSgW5XI6rrrpqVEE/oi/S2dmJ5uZmGI3GhNVckIXqk3aAYRHL0gAMg7ggJPqgnU5KklkJS4NBZBzmOA7lFeXINZnADtkGhmEgLzYjJxLB1IZB+JUSOIxyRCIRPP/887jzzjtH1PBwu93417/+hS1btgBIXH/t7e30/CX2XmRsD4VCsFgsuOGGG/DEE0+IyJfb7UZ+fj4l8OmsGBsbG6mdHsH555+Pzs5ObNy4UfT6/Pnzj1uRPysrCyqVCoFAAD6fjwbfiJOBUqlEKBRCNBqlIpdESC4QCODxxx+ngTSLxYLzzjsP8+fPP65tOV5wHIdAIECDJIIgQC6XU52QZBCRWGJl2tfXh5KSEmzevBnTp08/qc4Go0U0GsXrr7+O999/P+2ke9asWbj88suxZs0aeL1eVFVV0RJ7h8PxpR3pEAFS0lpAEAqFsGvXLmq/ZjQaMWnSJEycOBETJ06EwWDAueeei9NOO02kZv9dB8MwWLhwISoqKvDwww+L2t+I3/ykSZNwzz334Nlnnx22j/6WW275Wqs7Msggg5Fx2WWXYdasWZg5cyZMJpPoverqalRXV+Pjjz/GZ599RsVHh9pVHgsyZH4IIq29iAfD4MxfnddpNBpFr90G1ubCqnv/hP2qCFXGHQ2Sb67JHq7Jf8nEI9nzeCiORkiShdykUqnoQXrPpVIpIpEIHA7HsFn7dKJypLyZKIsnK4xrNBraJ/9N6jv+KqBQKHDTTTfhT3/6E1iWhclkQm9vLzo6OlBdXQ2LxYLe3l6UlZXR3/bVV1+lfajJ0Gq1uPvuu/Hwww+jpaWFvu73+/HQQw9hyZIlVEQvGStWrBBlk1tzpZg7dy4UW9oQ7x1ERXEpnF43enp6EYvHIJPJEI/HEY1GEQqHYevvh1ajhVqjRjgcRigUgj/gT+gcaHXI0RngG/AhxDHYWMqhScNj43/+g6qqKlrSPmPGjLQZ4NNOOw1KpRIrV66kpf09PT3w+Xzo6upCYWEh4vE4dDodCgoKkJWVRVXOu7u7qa1dcvaR9BkTUknKlMmklQg3keyyRCJBbm4uzZorFAoqOun1ek+Kk0Qy4vE4nE4nnE7nsJ8h/e/JZD8QCODtt98Gx3Ho6OiA2+2mPbFAovJhJHI+tMS+sLBwWM/UYDCIjo4OtLa2orW1VeRzzrLssD7KSqUSVqsVgUAAGo0GhYWFuP766wEATz75pOizo60I2Lp1K+x2O/R6PQYHBzE4OAiLMQf5DQOIe6MI5WdDCsDjdsPt8SDGxwAIABjgiHODhE0EMFkJC4VcjorKyhErNBiGgaayCMb6AKYccOPTmTngORadnZ145513cMkll6R8RxAEbNy4EcuWLaOWo1arlfrXx+NxmkV1Op30/kBacl555ZWUqg+5XC76jdKR+aFZ+by8PEybNg0PPvigiLTJ5XL86Ec/OurxHg4cx2HSpEnYunUr9Ho9zTySa4lcT+RaTA5WsCxLhT+lUin6+vrw3HPPoays7JjaPE4UcrmcakZEo1FEIhHI5XIUFxdjYGAgxTmAqLaTUnW32w29Xo833ngDt91221d6L+vq6sLSpUvR1dWV8p5KpcLixYthsVjw3HPP0VYIElgMhULIycmBxWKhARaPxwOWZeF2u0VZ5nRwOp349NNP8emnnwJIiN0RYj9aJ4zvEsrLy3H//ffj6aefTpnA19fXo7u7GzfffDPWrVuXto++r68Pd9xxR6aPPoNvHDKZ+QS0Wi2WL1+Of//731SYd+3atZDL5Zg2bZros5WVlaisrDzuqjcgQ+ZTEG7vAwOA+Qr7sm02G7x+H3SCAJ03CkWWIu3NMblMjSCZtKeLmhMQz/l0GaHhSuOHlscPN/GIxWK0b/hUQyKRpJB+0uOcLghAXid/T3YW9atAdXU1zj//fLzzzjuQH8l0u1wu9PX1IT8/HzqdDlarlfYpRiIRvPDCC7j99ttTlNZVKhXuvPNOPProo6Ie5GAwiH/84x/U/5agsbExxVqnuroaC//nVoT3t6H/0ZUI7m+FXquCdswYdPf2wu1xUytAImTm8XjgcrnAShLlmepIBEIsjlCvHSpI4C7NxbsqF6xaFuEjE/umpiYqcjZz5sxhj8+UKVOgVCrx8ssvQ6vVori4GF1dXQgEAujs7BSpmatUKsydOxfnn38+WltbsXfvXtTX18Nut9MyYELCid5E9IgAGqlKGdraAoDaphFIpVIq8EW0HjQaDaRSKbxeLw0WkHW53e4R3SKOFUTkklRhxGIxalVIMr0Mw0ClUsFut6OgoACnnXYafD4f9X1PhsfjEVV0AOKsfCwWQ3d3N9ra2tDa2oq+vr5juqlLJBIUFRXB6XRi7969YBgGHo8HH3/8MbKyslJ6+KVS6aiv4zVr1gBIkH/SAzy9X0C2MwK3kkXQagXLMgDDQIiTbU78vrF4HBAACZcYd1RKJZQqFcKhEAYiEcgVCigUirSOBgzDwFhThsjeQ6hu9aJhTIL8f/TRR6isrBQJBw4MDGDp0qXUGi4QCKC9vZ2eE+RaGmrLqFQqUV5ejjfeeAMHDx4Urd9isYh0MgRBQGVlJYLBIKLRKKLRKGw2G9atW0fdIQRBwJlnnokVK1bgk08+Ee3LggUL0NraSkusyYPcJ9K9RjLupBJrypQp2Lp1K3Q6HXp7e8GyLGpqamiQr6WlhWq+kAA0uRf29fXB5/NBJpOhpqYGEokEDofjKyXze/fupZUR5G92djZUqoR7gdvtFjnMAF/qxJDxaOzYsejs7MTnn3+O2bNnH9P6BT6WqB5s7UW4vQ8xlw9ChAcj4yAxaCAvtUBWng9ZsRkM96Vbyvvvv4/XXnst7bxi3Lhx+PnPf459+/bhX//6F51DkIChIAg0WElgsVhw4403YsyYMYhEImhsbER9fT327t2bYpGYDqTPngQXa2pqaOae6MB816HRaHDXXXdhzZo1ePXVV0VVlQ6HA/fddx+uvvpqlJaWYsWKFaLrvqurK9NHn0EG32C8+OKLiEajqK+vx7p16/D888/jgw8+wPvvvw+O42hb0YYNGzBt2rQTdrthhEwYRQTb31+Bc+V6yCu+uhK4jo4OeL1e6D1RNJdpsa1ajc2bN1OrpeSs+1CVejIBG4qh32EYBnq9Hnq9ftQk/bsIlmVTCH66qgDynGQ2DQbD1yq8F41G8dvf/hbd3d0QBAG9vb2IRCIYM2YM1Go1rFYrsrKyRAPCvHnzcNlll6VdXjgcxhNPPJFiMyaTyXDrrbdiwoQJCIfDuPfee0XCblKpFPfffz/NCMT9ITj+8yHcb25AbNALyDgEOAE9A/2IJE0cSZ8vIwBKhoOe4aBXaxFTy+CYVIjoosnYunsn2traMDg4SEmMWq3G2Wefjd/+9rdHPUZtbW144YUXaJavs7NTNKkmNmfXXXedqAIhGo2ioaEBO3fuRHNzMw18eb1e9PT0oKuri7YOEJsl0jIytP//aJBKpcjPz0dRUREl+4WFhcjNzaUVAWQSTaoGyP8ul0tUQXAs6O7upv3KbW1tVMiPbP+sWbNgMBgAJAhiTk4OcnJyqJ5FT08PDh06REmrTCbDZZddhq6uLrS1taGjoyOlt/ZoyM3NRVlZGcrKylBcXAyZTIY//OEPWLlyJW1ryMnJQUlJCa1wKCsrg9lsRnZ2NpYsWXLUdRw8eBD33HOP6LVrL7gUmgdWgQ9F4BAShIwBoFSpwEkkEADEYzGEwmGwDAulSgmZVAowDJRHRBKHQiKRUGI/NGAa6Lahx2bD+3NNCCkSBEulUuGee+5BdnY2PvjgA7z44ovUcrS3t5dmfyUSCXQ6Hc34JhMthmFQWVmJcDgMxZF1k+ATy7LIzc3F/v37RVn9oe033d3d6O3tpc8ZhsHkyZPR2dkpqijhOA5VVVUnNAYqlUrIZDLs3bsXLMtSopiVlQW1Wo14PA6r1UpJPLm/AaDng06nQ2lpKbKyspCdnY2HHnromK/B48XAwAD++te/4tNPP6XtAAzD0Oog0oYGJAL0yUJ/xCGDWLJVVlYiOzsbd99996gmcbzdBe+6XXC/swWRbjviwXCibkQQEpYipPoOAKuUQ1Zogv6COYhOLcNzb6xI62XMcRwuv/xynHbaaXjttddotVYoFEJ/fz+1uM3PzxeJl86YMYNam6aD2+3Gvn37KLl3OBzHcJQTJHfChAm03z7Zq/m7igMHDuCxxx4TVTARzJw5E3PmzMEzzzyTEvBlGAZXXnklLrroou/VPC6Dby5GM1c7Efz1r389pcs/Fejs7MSiRYvw8MMPw2w2Y9u2bXj33XfpmCuRSDBmzBjU1dXhN7/5zXGtI5OZHwIhwuO4zbGPE7kmU8LahgHYeBwymYzatgBfCs4wDJPirZ08gA+XlSfLyM/Ph1arpZMkko05WoncdwnxeBw+ny+lHPJokEgkMBgMyM7Opg8yoUz+ezQ/++OFVCrFLbfcgv/5n/9BPB4XldvX1NQgNzcXVqs1oa59pHdx48aNqKysxMSJE1OWJ5fL8ctf/hJPP/006uu/7E+PRCJ4/PHHccstt2D//v0pCu3/9V//JSrtY9UKmG64CMZL58G7fhfcb28B02NHhSoLXq8Xfp8fiZJlFuG4LJHRQhw9khD2FOmQc24dYjol4POgtLQUbW1togmL3+9HV1cX9bIfCWVlZbjxxhvx3HPPAQBKS0vR2dmJaDRKSZZMJkvRBpBKpZg8eTImT54Mp9OJXbt2YefOnVQzgkywSJawqKiIEn1iQTXaqGo0GqVZqaHbkJ+fj8LCQkrya2trYTKZKIEWjvRzJxP8ZNKfTiQTSGTVCbGw2+0IhUKQSCSUBJWXl1MiDySqNLq6ukTluJ2dnSIRQaVSif3790OhUFD9gKP9PkTtmhB40qefDEIayHXK8zy0Wi0YhqEl8iqVCjNmzEAoFDpq3+hbb70leq7RaMDuagYXiMAmhCAcGT6FI/utPmKRp1AqwfMxhMMhsGEWDBjaRpQOsVgMAb8fAb8fkiPOCAqFInGsLCbkOD0o6gvicFniPAkEAnj00UfB8zz27duHSCQCt9uNnp4eWpItk8momNrQsZ0ElkgQhVQdAV+KAxJbv+Tjn4x4PJ5iWZmTkwO/35/SGpKbm3vCwczk6i2imM7zPBwOB/x+P62AGXpckzOWgUAA/f39cLlcGDt2LN566y0qEmkwGGA0GqHX60/JOEyEiUjABEhckz09PaKAAsMwtIonGAzSKgOJRAKe5xEMBtHS0gKPx4O33nqLKh6nQ7pgqcSoBWc2pq0eFOJxxANhhNutaP/rC+gPeaHI48AVK8FLvpwrFBUV4aabbkIgEMATTzxBfw8yjgCJazE/P58ey+zsbFx88cXDaqsQ6PV6zJ07F3PnzqXBKULsGxoajlrB5/P5sHXrViqOl5eXR7P248eP/04K5Y0bNw4PPPAAnnjiiZR2pm3btqGzsxO/+MUv8Oqrr4rGZUEQ8Morr8DpdGLx4sUZQp9BBt9gcByHadOmYdq0aYjH43jqqafw6quvYtu2bdixYwdWrVp13GQ+k5kfgq8jMw8AQlxAoKkTqkvmwHznVXC73Vi6dCm2bdsm6oMkFnKAuDcl3SBO3ifida+++mranmjyWaLsTR7xeHzE58N9hkzS0n2G/J/8GvHz9vv99BEIBOjfr6J8/2RBp9MhOzsbOTk5yMrKEhF98tqJCNesWrUKr732GoBEBmRwcBAmkwmFhYUIh8Pwer0iWyClUom77rpLVCKZDJ7nsXTp0pS+PfJ7JAsTVVVV4X//939HnNQLfAyRrv5EGWhbLxzt3dizYxcG3E5YfW50xvywSqLoE0JgpRzKysowY8YMun1NTU1Yv349gC9LqfPy8nD22Wfj1ltvHdVkZWBgAMuWLYPT6UQ0GkVnZye0Wi1yc3Mxbtw4LF68+KjLEAQBzc3N2LhxI1588UURoairq6OT93A4DI/Hg3g8Do1Gg2AweFLL5RmGoa4P2dnZyM3NpRlzkjVPJhLBYFBE9q1WK1avXg2fzwePx0MjwaSUXqvVYvbs2cP+pjzPY3BwEAMDA6IqB1I1lAwuicQSm7+KigqMHz+e2ike7fdbunQpHn/8cfA8D6/XC4lEArVajVgsRoMIRKCwqqoKCxYswA9+8ANkZ2enLMtqteLmm2+GIAgIBoNwOp3I0htwfbcK+kAMA2wU4SHVBCqlEuUVFejq7AIf4790QgADg9EAo8EAjVaL2CgDoJxUCoVcAXbAAxsbxWvjZRBYhuoJhMNhWmJOBfdYlmbZ0wVaZTIZHTdJoFeRVDFQXFwMo9GIxsZGUdAyPz9fJLo2ODhI3QwIxo0bh97eXlEFiFwuR0VFxUkjCg6HA3a7HTzPIxQK0XaPcDgs2l9CfpNfk8vlUKlU9HpIByKoRoi92WyG2WxGXl4ezGYzLBbLcRHCRx55BD09Pfjoo4/A8zwNsJSXl9PASzqdm3A4nFJRQyrEZDIZ/vjHP2LSpEkp3wvubaFtTBKtCpJs/agcduKxOLq6u+ByOKCMCJDzAvp1HLZXqmA3SHHuuefikksuwfr167Fp0yYAieDKwMAA3U5SmUOO59y5czF//vxhg1mjBc/zOHz4MCX3zc3NaW3vhgOpRiHkfsyYMacsgP51IBaL4bXXXsOqVatS3lMoFLjuuuuwa9eulD56ADj99NNx4403fqeORwbfPhwvGR0t/va3v53S5Z8KkMz8448/jkWLFgFIaAA99dRToqopUkF3PMhc9UMgMWi+lugmwzKQyqTQFZhht9txww03iJSciYgOEbEbmqkZ2sebLHwHfKlWP+z6j2QTvok3AqJAnkzyyf9EGXmk94f6J59KkD7ooerQyVCr1SKST/5PzvhrNOnPw4suugi7d+9GS0sLdDodtacjLgHBYJCKLAEJcvfiiy/itttuS/vbchyHm2++Gc899xzNhMTjcbS1tSEcDqOgoAAGgwFSqRQ33HDDUQcahpNAXmaBvMwCLaYhB8AYQcAnn3yCT55+Gi0tDnoeczEGLpcL77//PsaMGYOJEydSqz2r1YpQKATVkUzpJ598gqysrBGzWAQ5OTm45ZZbsGzZMthsNpSWltJJdjoBsLT7wTCoqqpCRUUFtm7dCpfLBZfLhVAohEgkQgm0XC4XCQ0ajUaMGzcOhYWF8Pv96O7uRk9PD7q7u4+5GgT4Ugl+JLE7vV4vIvfk/7KyMrS2tiInJwdGoxGff/451Go1zGYzlEoleJ7H5ZdfDpZlYbfbMTg4SAkWua4ikQhtMSAYzgKTZCylR+wKY7EYDh8+jMOHD8NgMIjIFCFXROCQIF22XiqVIhwO0wATIa5E0G/t2rWYMWMGzj//fFRUVNDvrV69WvS7SSQSTLeUQRsMICRlIOPkiMXjiPE8ZDLZkUw6l7h2j5QvSzkpeJ6HSq2ChGXh9flQVFSMuBCn2g4jCZXy0Sh80SgY8NCF4qjS5WCfo5e2c0gkElFGmpC8cDicdrlyuRxyuRyBQIBmfMl4DyTs6YxGIwRBSBn3hlaPJAeJSRtW8nrI+DNu3DgYjUYaqE0O2g59TsrhR4JGo4Hdbqf3o6El9QSkdz55G3meh0qlGjY4SZZH9C9G2gaLxYLc3NyUczInyWYwGXV1dejp6UmxSjSbzXR7SPXO0AcJJkWjUbq/hDj/+9//xmOPPSZal+eDbbD9/VXEPH5IC3PBykdHokOhENrb2hEKBQGGQUDOICwVYPLwOKcxhPxf/wjmhWfg3//+N20fstvtNADJcRwKCgqoo0VeXh4uueSSk6a8z3Ecxo4di7Fjx+LKK6+E3+/HgQMHKLlPbvlIB0EQ6Jjy+uuvQ6FQYMKECZg6dSqmTZs24nnxbYBEIsGVV16J6upqPPXUU/B6vfS9UCiEJ598EhdffDGuvPLKlD76TZs2we/34/bbb//KWk8yyCCDo6O4uDhF0yZdJfWJVL9lMvND4P14J3p++y/ISvO+MhE8v8+HaCQC+WAARfffjBcOfIaVK1ciHo8jEonQDDYA0WSJkPd0xJ2cKISkK5VKPPPMM2kzAN91xOPxETP/5G9yUMDv98Pr9cLlco3aVeBkQiaTpS3jz87OBs/zePrpp+nEkZR7E89vh8MhKs8GgLPOOgsXXXTRsOuLx+N44YUXsGnTJvT29orK6y0WC2655RZceOGFJ7RPnZ2duPDCC0UT4YKCAmg0GrhcLnAch3g8DqVSiUgk4eggkUigUChgNBqhUChwww034JxzzhnV+gKBAJ5//nlq76NSqXDXXXeJ+j9Hg7vvvpuS6XA4jLq6OjgcjhErRhiGQU1NDebOnUsJpsfjQXd3N32QfvzjIfmjQSgUwsDAADiOo9l6om4ulUoxf/58nHfeeZDJZFRQsb29HW63m+oOBINB2qufXOlDiBjHcVSAUqVSjcoqLhlGoxF5eXmU6B88eBD3338/YrEYPB4PJBIJ5syZg6amJhpsAEBbkXJzc0UBgOrqasyZMwdWqxV///vfU0jXPEUe5jf44VIxYI4I4iUE4RLLDYVDCB8h/omgRKL1RKPVgITWiouLoU9qS4hGo0eIfRjx+DBjRVwAZ/fAdsUM7GK9qK+vR0dHB5xOJy1vJtneZJKe3EqlVCrpNe31eqkoIxGZmzlzJi655BJotVq4XC4899xzNPDCMAyeeuop6HQ6SKVSBAIB3HbbbQC+rOq67rrrsGbNGlFlydixY/E///M/xxTgJvtAbPRItQopsw8Gg3jiiSfgcDhgtVrh9/uh0Wio6CR5KJVK2mqRvJ3jx48/YbGgkcBxHEwmEz0vLRYLiouLUVxcDK/Xi3vvvRf9/f2UqE+fPl2kzj/ScSFVCcnTruLiYixdupQ+93y4Hbb7/4N4NAppgWnUx97ldKKzqwvxNPcro9GIPFaJSJzHZ9VqtJnlVIcjWSDUYrFQ8dszzjgD8+bNO+Zr+kRgt9upKOnevXuPeWwsLS2lZaxVVVXf6rJzu92ORx55ROQ8QzB58mTU1dXh+eefT5mf1NTU4K677vpOtiNk8M3Hvffee0qXf999953S5X9VIELIJy1QelKW8h2CrDwfrFKOeCAMiSa93/LJRL+tHz09PZDyAuQxARs+eQ/SwhxKxFmWFU1ISR8mKbNMtpsj2Y10NzAipPR9BLG+O56bmyAIcLlccDgctGd3YGCA/u9wOOBwOI5Z/OtoiEQisFqtIjXqZPT398Nms0GhUIBlWYTDYRw4cAAVFRUwGAxwOp0i4aD169ejsrJyWBsglmXx//7f/4Pb7cYXX3whes/tdp+USVF+fj6USqUoOOV0OmEwGFBQUEBF2hQKBc3kkmNrs9mgVCrx1FNPwWAwYNasWUddn0qlwg033ICtW7fC7XZjxowZx0zkgUTmm5B5uVyOiRMn4rTTTsOePXuwefPmtL+RIAhobGxEY2MjzGYz5syZgylTpqC2tjbF/m0oySeP5KzMsSIej9PeV6/XC7vdTjObDocDCoUCO3bswIYNG1KCEoQgymQyGizkOI6OMxaLBTqdDjKZDNFoFH6/HwzD0Ax+sqr50UCqDkip2eDgIBQKhUj4LBwOQy6XIysriwopAqDZV6VSCZPJBLlcjg8++ICqdkejUboPQILMG/piYFgGuWYzTLm5kEqliEYiaGlppUSerJdhGKjUahizjAgkETW3xyMi88SeU6PVIhqJIBQKIxQOQUjONLMJcTKVM4jyunL4/X6UlJTA7Xajo6MDMpkMg4OD9FiSgCyxQywtLUVOTg4NzLS3tyeqWzgOOp0OBoMBL774IiW5b731lkgHoaioCGPHjqXPV69eLbqm5XK5KENL8OMf//iYr31SBUZ0GdJVW7S1tVFV387OTlpqnwyZTAaO4xAMBqmLRHZ2NubNm4fy8nJadZEsEHksJdvDgXjCExHCZGi1WlitVkSjUSiVSuj1epx77rn4wQ9+AJ7n4fP56CSNOEoku1cQm8ju7m74/X7I5XJce+21dPnBvS2w/f2VYyLyQlxAT28PBoboHwAAK5GguKgYOr0O/VYrIj0OVDocOFjFwan6MimQm5tLLQyLiopwySWXfC3CcyaTCQsWLMCCBQuoWCch9gcPHjyqAGh7ezva29vxxhtvQKfTYcqUKZg2bRomTZr0rSO3JpMJf/jDH/Dcc89RSz+CPXv2wGq14tprr8Xy5ctF84+DBw/iz3/+M+69994R7TMzyCCDrw9arTbtvfF4kSHzQyArNkNWaEK43fqVkHmi9KqMxuFSSbCl5QDirYkoudvtppkvonRMhMCUSiUt9yOCSWQCPbTUURAEqFQqFBYWnvL9+a6BYRgYjcZh/bQB0JJWQvgJwXc4HHA6nfT/k1nun5ubC7fbTQlfOBzG4OAgFWOSy+VoaWlBTk4OVed//vnn8Zvf/GbYfeF5Hr29vcjOzqbnJcMwKCkpwRtvvIFAIIDLL7/8uIl9d3c3zWCRZZDtzs7OhiAIUCgU1DKrrKwMNTU12LJlC4AvBbTuuece3H///aMi9FKpFPPmzTuu7SUwGo0iuyWXywWpVIq6ujpMnz4dLS0t+Oyzz3DgwIG0JcY2mw1vvvkm3nvvPcyYMQOzZ88W/QY6nQ7jxo1LCbSQc6q/vx8DAwOw2+0YGBigz0fKWnk8HipwSUTOWJZFNBql/f3DqUyTjCMpswe+tK8krR3JpI+U1JPvkf/JODTUtizZkWMoIpEIzVCTth8igEggl8vpvgQCAWoHlpzNJp8PBoPQaDTIzc2FxWLBdJ0BpkAXFEnRcKlMhvyC/BThKZ6PwWg0QqVSici894hGQrpghVQmg1Qmg1bQIHLEBjAcDieIvQCw/jD0ej3Ky8upYGVOTg4mTpyIrq4utLS0oL+/n/bSEzJvtVrh8XigUCjgdrtptpRsx1DF8aElfcntJYIgYN26daL3J0yYkEIYZs+eLWpbOJmYMmUK3n//fUo2AoEADRiR8wlIEHqdTgen04ns7GwatLnmmmtSlikIAnWDIER/YGAANpsNVqsVNpstJSt+rPB6vXA6naKx/C9/+Qtef/11lJSUoLi4GCUlJSgpKcGYMWPS9pgLgkCrZkwmE9VQiftD6H90JeJuP6RlllGNs5FIBO1t7QgEUu8tSqUSpUfE6trb2xEJRxBXSaAcDGBmSxRrxsnBKuXIz8+HQqGARqPBokWLMHny5G9ERpthGJSXl6O8vByXXnopwuEwtcDbt2/fUS3wPB4PNmzYgA0bNkAikaCmpoZm7fPz878R+3g0yGQy3HTTTaioqMALL7wgysJbrVa88soruOCCC/D++++LxuT29nb8/ve/x29/+1tRG1gGGZxqZIq9vx5kyPwQMJwE+gvmoP/hFRBi8VEJzpwIVCoVwsEgJALQlCeFwDJgkFCOVSgU6O/vp9kNj8dDS19jsRjtnyQZMtJnmdxDCXypgn3nnXeioqICVVVVqKqqQklJyQkL2mQAalem0WhQUlIy7OdCoRAl+8mkP/l/j8cz6sGwpKQEjY2NiMVikMlk9NzgOA6hUAg+nw9Op1NUJrl161acddZZKCwspIJY+fn5yM3NxapVq9Db2wuz2Uz7qPPy8uhk87333oPP58PixYuPq/Sys7MTJpMJPT09otfJeU4EvWQyGS09jkQiqKioEJUaer1e/OpXv8Jtt92Gc845Z8RAy8nA0OxGci8uEWSqrKzE4OAgtm7diu3bt6eogQMJYrlhwwZs2rQJkyZNwvz582E2m4ddL6kmKS4uTvt+MBhMIfkOhwOtra2w2WwQBAF2u51qFJCJINFAGAkkIOTz+USkNV2mZyS9jeF6iIdz0EjXc52saE7WRQg7Kfknpd3kb/L6w+Ew7rjjDlx88cWwP7Acrr1D+nIFATarFRzHIRqJIqFtDyiUCricrkT/8BH7L+CI0r7XC91IWa8j57FMlnBwiIQjCA34wPCJ38BisSAUCsHv99Pfp6SkBIWFhfB4PGhvb8fAwAC0Wi2cTifcbjc8Hg+tAiHHOh6Po6CgACzLor29HTqdDjzPo6WlhYocMgyDnJwc7NmzB7FYDO3t7SIHCyAx+U8O7hDys3PnzhTScyLPyf+xWAzRI8EOqVQKn8+HWCyWqJQ4EnBiWRYWiwXhcBh+vx96vR6xWAx79uxBJBKhApnJyyb2q8OB53nY7XZa9ZRM9Pv6+tJet0MxdOyLxWKw2+2w2+3YuXMnfZ1lWRQUFKC4uBjl5eWoqKhAZWUlNBoNlEolioqKRMtx/OdDhPa3gSscXUbe4/Ggo6MjrRhjVnY2PZdsNhuE+JdWtW4FA7MvjlmDEvTPKQXHcZg1axbOPPNM2iv/TYRcLqeuI0AiqFpfX4+dO3di7969IwbLY7EYGhoa0NDQgJdeeglmsxnTpk3D1KlTUVtb+42eBzEMg0WLFqGoqAiPPPKI6P4TCoXwxhtv4PTTT8fevXvh8Xjoe1arFb///e/xm9/8JpPIyeArQ4bMA3/6059w4403jji/Gwnvv/8+eJ7HBRdcMOrvZHrm04C3u9B+7Z8hRHlwuaeWKMRjcdgOtsDt9+HNKSoMChH4/X5aYhiLxeBwOBCNRqlVFsmWSaVSKJVKhEIh2mdIxHaIBy7JVGVlZaVk/qRSKcrKyjBmzBhUVVWhtLT0G31T+z6AqIcPLeNPLvN3OByUsAwMDNCecFKSLJVKaZZuaKkxANprnIxoNIrW1lYoFApa9aFWq6HRaFJI2rRp03DDDTccs8jOSy+9hJ07d+LTTz8VkbmKigo6ISbrkslkVETO5XIhEokgEAiIJtJqtRqXXHIJJk+ejGnTpp2yksJ3330Xq1evps8nTJiAX/7yl8N+PhwOY/fu3diyZUuK9ddQ1NbW0uDKyYDdbsdf/vIXdHV1wW630+wVCcgQhXkS/COVPaRsmAQQpFIpBgYGRJNDjuOGDSwcK9KR/Gg0Ss9/APQcJ1oKJCBBdESSl5X8N3l7JRIJ9Ho9li5dmjjGL62H6/VPRG4lyb7uMT6GaDQCTiqFWpUoy2UYQMJxiCaVshoMRhQVi8nYcPtJHpGWXsgumAnnBVPQ19cHn8+HpqYmUYksEcUjLVN2ux19fX20rYaM7QQsy9Kg7BVXXIG8vDxEIhHs2bNHtB0TJkygRO2TTz4RvS+Xy2mAJPnzo6l8ORF88sknaG1thcfjQX9/Pw3UkDEsJycHWq0WEokkJShJLDKJUwvHcWn/P9pryc8lEgkCgQBsNhv6+/vR19cHq9WKrq4udHZ2UpHC3t5ekR94VlaWyK7zaLBYLJTYV1RUoKKiAjJ/ZPRzDkFAn9UKW5r2HpZlUVhUBINejz6rFV6PuFVHgIBQMAh9jAUjk6LnprPwgyt/+K33cud5HocOHcLOnTvxxRdfoLu7e9TfVSgUmDhxIqZOnYqpU6d+o0X0HA4H/vGPf6TtoycB5aFiqRqNBvfccw8qKyu/qs3M4HuMX//616d0+Q888MApXf7JwNy5c+HxeHDBBRfg4osvxsyZM4/6nYGBAbzzzjt444030NzcjD/+8Y+44oorRr3OTGY+DTiTAfrLzoBj2dtg9ZpRK8keF/gYshRqlN54KTo5B1566SV4vV4wDEMnGYIgiCawZHJIJj45OTnUxicSiaQoAw83CY9Go2hqakJTUxOAVHJfUlKSUUX9isFxHHJzc0ecXPE8j/7+fqqS/vLLL6O5uZlWbBCiRibphNAT2O12kYYAsWEjIoHAlwJuPT09tF9dqVRCpVLB6XTCbrfj17/+9TH1oHd0dEAqlVJ3BoLu7m4YDAaoVCpqa6jVasGyLLRaLdRqNTweDxwOBxiGodvt9/vx3nvvgeM4NDc3o7q6GlOmTDnp2hDJvccARlTJBhLkaPbs2Zg1axaampqwZcsWHDp0KO1nSbaouroa8+fPP6qHczrY7XYcOnQIBw8exPbt29Hd3Y1YLIbe3l4wDEODMxzHYeHChbSvWqvVorKyElVVVSguLkYkEqG9vS6XCytXroTX60UkEkEoFILZbEZubi4ikQgNApC/pNVntCDj29DgYSwWQ2trq0hgj/TjJ4+BpFpgqCIsy7LUD54EM8eMGYPly5cDAGqbPBjndEHoZaFQJlo6+np7E4wdgISTQCJRiK4XQUhUQTBIkHoA8Pq88Pv8EIQ4YvE44rHYkb9xxOIxCHEBghBHcnhB7vdhoK8LjoNKRKNR9Pb20v1JFi9lWRZ5eXmIx+PQ6XTIzc2F0+lEe3s7uru7absJCQKQjLbX60VeXl5KhpK0ZQFfkp4v900QtT4AiUAayX6eShQVFdEAIjl3yF+lUkn7CefPn48NGzaICHRXVxfMZjM9F08WSL+/VCqFTCZDRUUFqqurIZFI4PV64XA48Mknn+DAgQMpwTCJRDIqnQjSj79582b62vmcBbP7w1BVjhzU46M82jva4UujpyGXK1BWVgoAaGtrT9tfrlAoUFpaikgoBK7fg8m5Y5D1LSfyQOIcJ3okixcvhtVqxe7du7F7927s379/2EogIJHd3r59O7Zv3w4AKCsro1n7b5qIXnZ29rB99M3NzTAajTAYDKJrxefz4S9/+QvuuOMOTJgw4avd4Ay+d8jkh4EPP/wQzz77LF544QWsWrUKBoMBEydOxLhx45CTkwOdTodQKEQ1c4hNZywWw+TJk7F8+XJMmTLlmNaZycwPg3gghK5bH0GooW3U/WvHCkEQEG3rg6K2DEVPLsHj/1qKpqYm+Hw+2t9HSqhZlqXZK/JdMvEhAm+EALndbkQiESgUCjAMA5PJJPIeHy04LuEDXlVVhTFjxqC0tDRD7r+BcLlcuPvuu2mPc2dnJwKBAAwGA+0jDQaDIuLEcRwqKirAcVxasSeLxQKLxQIAdMAZSta0Wi1OP/10lJWV0ZJ98v/Q68XtduNPf/oTAODzzz+H0+mk7SBE/EqlUtH/J0yYkGJTFI1G8cUXXyAYDEKv19NzMS8vD+eeey6kUilYlkV1dTWmTp160hSv9+/fL7KO0mq1ePjhh49pGXa7HZ999hl27tw5IvkoKyvDWWedNeIkUhAEWK1WHDx4EIcOHaIWY36/H3v37oUgCOju7qYOAYQUTZ06FaeffjqqqqpQWVmJvLy8YdfR2NiI999/nz5nGAY/+9nPRgyUEPvMoUR/6N+hdmPJRBYAbrrpJkQiEfh8Pqr3kZyJJ4RrqO892TYiXieXy6HRaDBhwgS67IJuH+q298Or5RAXBHh9PkBIWIOyLAsJy8JsNiMcjsDjcSeCBUiIjMViPNQaDSRsItCgUikpuT8q4gLkDh96L5sGe1lCg4GcB8Tf22w2UytGjuOoz7ff76ctNMFgEH19fejp6UEgEKCWezKZDAsWLEBtbS16e3tFmUmdTkd75g8fPox33nmHvhcOh6nCPcHMmTMxceLE0e3XCSAUCuGVV15BKBRCR0eHyKWlvLwcEokEtbW1mDVrFj799FPs3buXfrewsBCXXXbZKd/GdPjiiy+wa9cuAIlr0WQyYezYsRgYGKA6KT6fj5J78hjuuQTAfzXwsDAKFE0fnmz5fT60t3cgGk0dPwwGA4qKi+F2udBvtwNpZnXGLCNyTblg2MS1EOnqh7w0DyUv/BYM99Up1n/VCIVC2LdvH3bt2oVdu3aNaPM5FDqdjmbsv0kieoIg4KOPPkrpowcS93aFQpE2qHfbbbeNKkuYQQbHi7vvvvuULv/BBx88pcs/mfB6vVi9ejVWrVqFxsZG0T0O+DLwodfrcdZZZ+HKK688bsexTGZ+GLAqBXJvvwLddz6JaI/9mCxiRgNBEBDtsYPVq5F7+xVgVQrk5OSgqakJarWa+t4SER+Px0Oj/kNLTImNk9frhUKhoJNZ0vdaXV2N3/72t2hra8Phw4fR1NSEnp6eo0bQeJ6nnq5r164Fx3EoLS2l5L6srCxD7r8BMBgMuOWWW/DQQw9BJpOhpKSEEuGamhrI5XJaphqLxaj1XigUgkwmSyHySqVSVDZKBLva2tpE557X68W6desSZaJJ54FSqURZWRktIS0vL6fl5qFQCEqlEk6nU0TKSP+sUqkEx3GYP38+OI7Da6+9RoV9pFIppkyZgvr6ejidTkrgrFYrPvzwQ2pZ19jYiKamJtTU1GDKlCknPAEbmpn3er1UiHK0MJlMuPjii7Fw4UJs3rwZW7ZsSduf29bWhueeew6FhYU466yzMG7cOKps3t3djYMHD+LgwYMp1QGkuoK4L5DMDNFymDx5Mu6///5Rq6cOFYMrKSk5asUDKVs+keMdCAQgk8kQCARERD/ZsYMI+wGJKoj8/HwYDAYEg0FYrVaoVCoqkpednQ2/30/77vlYBBMQQywQQ1CIgWVYEM85IS5AYATY+vsBHOnVjyWCTQzLQBBAbdRYhkWU50dN5tkoj7iMg10eR3NzsyigkZ2djba2NjQ2NsJgMCAnJwd6vR5utxtSqRTxeJz23+t0OmRlZWHMmDFwOp20RYDneWorRip0SGuCXq9Hfn4+OI7Dxo0baZCLZOVJ0A9InOsXXnjhEVs+8f1huOfp7iPDvTdUmLWyshINDQ3gOI5mTzUaDVQqFXJycnDWWWchHo+jtLRURObJPh/LNXiykDzWkdaA6upqVFdX09eJsCexoiOilelsTs1RCdQBPYKG4ecX/f39iTF9yPFkGAb5BQUwGo3o7e2F35faNy6RJLQHNEOufYlRi0iPPUHqyyyj3v9vGxQKBerq6lBXVwdBENDe3k6JPRkzh4PH48Gnn36KTz/9lNq/Tp06FdOnT4fFcmqSPKMB6aMvLi7Gww8/LLof8DwPt9tNtWeSX3/00Udx/fXX46yzzvo6NjuD7wEy+eEvodVqce211+Laa6+Fx+PBF198AZvNBpfLRR16xowZI7p3HC8ymfmj4Hg9X0cCJfIyKcz3XAPdwjoAiVLO+++/H3a7nZbME0QiERr5J6X0ZFnDQaPRQKvV4uKLL07p8fX7/Whubj4mcj8UEomEZu5rampoNiWDrwerV6/GypUrASR+3/7+figUClRXV4NhGLhcLtqSIQgCurq60NbWhkAggOzsbKhUKoRCIcyePRuBQAD9/f2icyIYDKKlpSWlZFEmk6G8vJz2ZaeD0+mkvthE0Cq5nzi5PLqmpgbZ2dm46qqrUFlZieXLl2Pr1q10WaFQCHv37qVZXtLrXVpairPPPlt0DkokEowbNw6TJ08+Lls6IFGmuGTJEtFr999/P7Kzs49reWQftm7dik2bNg0r3ESy0nl5eaIWiHTo6elBR0cHwuEwWltbqd1UQUEBVCoVHn744VGrGtvtdrz88sui184//3yMGTNm9Dt4DBAEAQcOHMCmTZuwY8cObNy4kZYuA6AicoSgkkBldnY2srKyaJUSKUknbRzRaBS5ubnUGiwYDIKJC/jhvhD0/hic0iHEiGVSxi8ixnZkQyEIicCCQqEAJ03Ywo1mzJMN+uHRSPHhHBMElhG1B0ilUkyePJmWkpOsrUQiQUFBgajCRCqVori4mLbPkCqs0tJSTJ8+HWazGTfffLNIZPK2227DokWLMDg4iJ/97Gd0f7xeL/VUJ7j55ptx+umnH8Ovd2J499138dBDD6Gvrw9+vx8KhQJmsxnjxo3DX/7yFyog5Pf7cc0119AAhSAIuOuuu1BTU0O1FpJ1F5JfG/o8Go2Knh/rfe/w4cPYsGEDfZ6VlTWqKoFYLIbBwUHak08I/jifBFcOaKAdUwpLYX7Kdzo7O+FOKpsmkB6xLASAvt5e8HxqoECpUiI/Pz+9qn48jmi7Ffl/uxHaBdOOuv3fRRAr1l27dqG+vj7FmnEk5OXl0az91ymi53A48PDDD6O5uVn0ejweRzQapSKhyfjxj3+Miy666KvczAy+J7jrrrtO6fIfeuihU7r8bysymfmjQLdoBgDA9vdXEG3rA1dgOqEe+ng4Cv5IRt58148pkQcSGc2f/vSnWL58OQYGBmgGimVZ6PV66HQ6lJWVwefzwe12o7e3V0T4h5ZBh0IhhEIhNDY24oMPPsDs2bNpdk2tVmPSpEm0pIOQ++bmZjQ1NaG7u/uok5xYLEa/895770GlUmHs2LG0N+SbUpL2fcHFF1+MtrY27NixA2q1Gjqdjioel5WVQavVwuFwICcnB+3t7bDZbNRD3OVyobi4GJdddhkV3SBe9z09Pejt7UVPTw+dyCZPeiKRCJqbm1FeXj4sYXa5XAgGgwiFQpSkJYtQAV+WR5Ps1WuvvYYbbrgBt9xyC+bNm4eXXnoJfX19UCgUqK2txb59+0Sl3ZFIhGb1k6tY9u3bh8bGRtTW1mLSpEnHrNhMBOGSe1DdbvcJkXmFQoH58+djzpw51O/d7XYjHo8jGAzC5/PB5/MhHo9j7969kMvlMJvNyM7OTgkoktJrrVZLj49cLqcq5z//+c+PyZ7oiy++ED1XqVQoLy8/7n0dDjabDZs3b8bmzZvhcDgoYU8uuydCecljm0KRqGKSy+W0l7+urg59fX30c4T0JgsLhsPhhNhaZD9ydtsgYYAYGeOYVJVyspxoJIK4ICQ+hDji8RiCwQAkkYT6vVQmTQhHKhRQKlVQqpTgJBIwDAuGZRCP8hi0ulCvZ+HyekTLLysrw8033wyj0YizzjoLDzzwAEKhEHp6ejAwMIDm5mbU1NQgJycHRqMR5eXlNDMsk8lEY+zOnTtpNi75fCUOG59++qkoCOxyuUQBGovFgjlz5hzPT3ncmDJlCnXgIHoaKpUKP/vZz0RKwGq1GmPGjMGhQ4fo+dHe3n7CtpNDbRVHCgyQv7FYDNu2baPaNOmy7ekgkUhgMplE1yLP89Cu2w/Dji4o9eLMeTAYRFtbGyJHhPeSodXqUFxSDJfLlXAhGHqrZhIVHzk5OcMmIJgjY2S4rRdafD/JvF6vx5lnnokzzzwTPM/j4MGD2LVrF3bv3p3iujIUVqsVa9euxdq1a6FUKjF16lTMnDkTU6ZM+UpdAbKzs/H73/8e//73v/HJJ5/Q10mA3O12U2FbguXLl8Pn8+Gqq676RmkCZPDtRyY//PUgQ+ZHAd2iGZDmZaP/0ZUI7m+FRKuCJFt/TLZ1QiyOmMONmDcI5fgy5N5+BZQTUz18y8rKUFdXh71790KtVqOnp4eWlpLIL7HfqaiogN1uR3NzM0KhkIgIkQFaJpPB4/HgpZdewn/+8x9MmjQJc+fOxdSpU0WR5KHkPhAIoKWlBU1NTTh8+DC6urqOepEGAgFavsYwDCoqKjB+/HhMmDBhxP7cDE4OGIbBTTfdRMl3VlYWwuEwXC4XbDYbzGYzZDIZGhsbEQgEqJWhRCJBNBqFXC7HpZdeSpcnk8lQXFycIp44ODiIv/71r2htbUUwGEQgEEAwGERXVxfy8/NTSrmJrzLwZYsI8ZNmGEakVM7zPHbs2IGCggKYzWY89dRT+PWvf43x48fjb3/7Gz7++GO8+eabABJK8Pv376fL9Pl82LNnD+LxOM4++2zR+cbzPOrr63HgwAGMHz8eEydOHLGSYOhx1ev1tDcdgEhg6EQgk8kwffp0aLVarFu3Djt37kQwGEz5XDgcRmdnJ2w2Gy0rz8rKQnV1NbZt24aSkhLs37+fHmdC5OfPn48zzzxz1NsTCARSPMonTpx40sqZPR4PNm3ahI0bN6KpqUmUPU0W+CQl9snaIFKpFGq1GhzHUQI4Y8YMTJw4EXa7XUT42SO978mQy+VQKpXozFej+pAcWXEBQUVCOV4ulyN+JHBArb6ObIOUkyIUCiWIW/zLahIhxoOTcpCwLKKRCKJHBARxpF9fpUz01Ps6+xAV4ug0i9sU5syZgx//+MeUnJvNZlx77bX429/+Rs810j7BcRxuuukmCIKAzs5OeNMIoAGJCpi8vDzk5eXB4/FgYGAARUVFKd7yfr8fcrlcFMC4+OKLRyXgdjJhsVig1Wrh8/loIPD000/H7NmzUz47YcIEkXjfjh078JOf/OSE1j+SreJwUKvV+Oijj+hzlUqFq6++mgpFhsPhYf8m/x+LxRKaFkgo6RP3BCCRbe3u7oYwVFSSYZCXlwej0Yienh6EgqmtOhwngSU/f1TBdEEQEHP5Rr3v32VwHIfx48dj/PjxIhG9Xbt2oaGhYUQRvWAwiC1btmDLli2QSqWYNGkSZs6cScf2Uw2ZTIYbb7wR5eXloj765HtXKBQS2biuWbMGPp8P11133Vd+3WeQwfcJQ/Wf0oFlWdoWeTzIkPlRQjmxAkVPLIHjPx/C/eYGRNutgIyDxKgFq5LTKHcyhHgc8UAYMacXiPCQZGmRfd0FyL5mEVjV8ETijDPOQFtbGyUjVqs1rVpuNBqFwWDArFmz0NbWBrvdjkAgAJ7n6XeT7bpisRhVeFWpVJg1axYVxBpKtIkIGVE/TSb3zc3N6OzsHJHck0loc3MzVq9ejezsbEyYMAHjx49HVVVVxgLvFEGpVOKOO+7A7373OwQCAZhMJvT29qK3txdyuRz9/f3wer00y0SICem1H83vkpWVhT/+8Y949NFHUyxyYrEYFi5cCJlMhtbWVrS0tKCvr4+uJ5mYJZ+nwJeZWL/fT6tDJBIJNm/ejEWLFqGmpgaVlZX49a9/jfXr12PTpk2U0JPy62g0il27dtHtSFc2/cUXX2D//v2YMGECJk6cCLlcftR9NhgMJ5XMh8NhHDp0CI2NjWhra6MTxZqaGjidTlit1rQ99YIgwO12Izc3l5ZOE2cDcsMgLRPFxcX4+c9/fkzbtXfvXlGmUSKRHJMYWjweRyAQgM/ng9frpY9Dhw5hz549aG5uHnFSDCRuauQ8JNUWSqWSvsayLMrLy1FQUEArF4LBILXuBACj0QiNRgOFQkEfgiDg9ddfhyfowT4TiyntIfACj+KKchizvpzkEm96UtkUCgbBSblEpYQQF/WDh8PhhNBo8g4IAsKhEPw+HyL+IAwRBp+b4mh19tOAwlVXXYXzzjsvZdwl600Gz/MwmUwoKiqCRCJBaWkpXC4XOjs7RYr4AESBIJ1OB5PJhC1btkCpVMJms9HtttvtNGMPALm5uV95Vh5IXPPXXXcd/vrXvyIej6O8vHxYAaXp06fj9ddfp8+7urrQ29t7XOKuJ4Kh1UfBYBAMw9DzbDQgFSfhcBiOljCCh51gJQlB0O7ubgw6HCnfkXAcSktKEIvF0N7eTr3jk6HWqJFvsYxemJFhIERHvh6/r8jLy8N5552H884775hE9KLRKHbu3ImdO3eCZVmMGzcOs2bNQl1d3QlVcx0Nw/XRExFkm82Gnp4eFBR8acu5fv16BAIB3HbbbZkWyQxOCjKZ+VScddZZo05mZmdn4+yzz8att95KRXBHg0zP/HGAt7vgXb8L7re3INJjhxBIlMEJgpCwODqSWQIARiWHrMAE/YVzoD1rGjiTYVTr6OjowOuvvw5BEGg/YTobIYJYLIauri54vV5IJBKEw2HwPI+CgoKjRujNZjNOP/10nHbaaSnZrOFA+qcPHz6MAwcOHLUkLRkymQxjx47FhAkTUFtbe8r8wb/P2LNnDx566CEIgoBAIIC+vj4Eg0EoFApqXZdczqxSqZCdnY3Vq1ePitwCiTaOp556KkUsjWEYLF68GGeccQYAYO3atVi+fDn6+/vR3d1Ne+dJP1/y9wDQc5dsF8uyUCqVKCkpocEsjUaD7OxsdHZ2Ui/ooddFRUUFLr300hGzbnK5HBMnTsT48eNHFHN85plnsHPnTvr83HPPPWY17Wg0iubmZjQ0NByV1BLSbrVaEY/HodFooFarRdtIrnmO41BfX0+dLyorK6FUKvHggw8eE9HheR7PPfecqIWitrYWixYtEn2OKM2TByHsPp8Pfr+fBmx8Ph8N6A2XSU6G0WhEVVUV9uzZQ8c8lmUhl8tptj4vLw8GgwHhcBgSiQRKpRJ+vx/d3d2IRCJgGAY6nQ5PPvmkyF4tFovhz3/+MxoaGgAAXEzARQfCqGDUyJlUPaobrdfrRWtLC3x+/5Gy5oTSvUKhgGpIWW04HEE4FEZOhEGvKo5XS2KIsongSElJCTQaDYxGI4qLi1FSUoKSkhL4fD48+eSTiEaj6Orqor9DSUkJDAYDFi1ahEsuuUS0HmJx19nZCbfbTa+Hoce0p6cHPT098Hq96O7uxoEDBzBx4kS639dffz3mz59/1GNwqtDR0YGuri7MmjVr2OtVEAT8v//3/0SBtJ/+9Kcpx+RUw2634/bbbxe99uyzzx63Joft76/AuXI9UJCDtvY2hNJU5qjVahQWFcExMABfGpE7MECuyYSsYySL4ZYeGK84C+Y7rzqubf8+4lhF9JJRVVWFmTNnYubMmdQt5lRguD56h8MBl8uFsrIyEXmfM2cOfvGLX2Qy9BmcMO64445Tuvx//OMfp3T5pwL33HMPenp6sGPHDuj1eto6NzAwQAWN6+rqoFar0dTUhN7eXpjNZrz22msj2lQnI0PmTwACH0Okqx+R1l6E23oRc/kgRHkwUg4SgwbysnzIyvMhK8o9LuuXjz76CHv37qWTO0EQoNFoROJQBIQAkQk2wzA444wzcM455+Czzz7Djh070vrODkV1dTXmzJmDGTNmHFN5mNPpxP79+7Fv3z4cOnRoVOsiKCkpoVn7oqKiTDn+SQIRxItEIjh06BDtR45GoxAEgXpxA4lsO8MwuOSSS7BkyZJR/wY8z+PZZ5+lHr3J+NGPfoTzzjsP//nPf/DFF1/AbrfDbrdDr9fDYDDg888/RzgcphOhWCxGbZsCgQDViyCWdTqdTtQDTTA4OIi2tja4XC6aneU4jmYx58yZg/Hjx1Ors3RQKBSU1KerTnjllVewfv16+nzevHm49tprj3p8YrEY2tra0NDQgEOHDo3KE5thGBQXF6O6uhpjxoyBzWbDBx98kBIw6+7uhtVqRXt7O1U8J9oIS5YswWmnnXbUdSXjwIED+OCDDwB82Us8f/58SCQSEXEPp+nhJeB5Hu3t7Whubk5xSUgHuVyO8vJyVFVV0XNw7dq1aGhooL8Vz/NQKpXQ6/UIh8OwWq2ibSAtRjKZjJ4ntbW1mDlzJhYuXIhJkybh5Zdfxpo1a0TrnpNbhvObooiHwqMWNw0EAti3b58oG85xHIwGIyScBKFgEIFgEHyEhyEKRFngjeIYelQClEolSktL055foVAIzc3NkEgkkMvl4DgO/f39yM3NFd3Mb7zxxmGta1wuF/75z3/SIAgA5Ofno7CwEPv27aMZ/0AgkBBhjUbhcrmg1+vx8MMPfy3K8MeKp59+Gh9++CF9PnbsWNx3332nfL1+vx9dXV3Ug/7ee+8VEZ/HHnvsmLIoyRhY9ja6n3gNHbwP8TT996bcXOi0OlhtVsTSiNzJZDLk5+dDoRxdVUAyIq29yL7+QuRcd+FxbXsGibnPjh07sH379pSxYSQUFxdjxowZmDVrFkpKSk76vCcSiaT00QOJcaKvry9FtPaMM87ATTfdlJl/ZXBC+NWvfnVKl3+stsDfBBw+fBg//vGPsXjxYlx33XWi6y4UCmHZsmV46aWXsHz5cpSXl+OZZ57BY489hquuugq///3vR7WODJn/BiMSieDFF1+Ex+OB2+3GwMAAWJZFQUEBAoEAnE4nFeAhk1uFQoF4PI6qqircdttt9KQJBALYsWMHNm3ahMbGxqOuWyKRYPz48Zg1axamTZt2TGJ2hDwScn8sJcl6vZ72rRFbtQyOD4Ig4E9/+hNef/11Glwh2WDSK0r+EpG3vLw83HjjjViwYMGo1xOPx/Hyyy+nTBoA4JxzzsHhw4fhdDrR0dEBv99PLX327dtHg1AAKAEnOg+BQID29CuVSjAMg5KSkrTnIhFj7OrqEr1OSgwLCwsxZ84cTJ06FXa7fVhSr1QqMXnyZIwdO1ZEulatWoW1a9fS59OnT8eNN96Ydhmkr7mhoQEHDx48qkIyExeg9kZQLtejSKJCjlwNKVgwsiNBwVILpGUWNLn78cG6jzEwMIBgMIjGxkaabQUSrQsWiwVXXXUVbr311hHXSRCPx+HxeOB0OvHuu+9SET7iEjCa7FEsFkNfXx/a29vR3t5+1EAewzAoKyvD1KlTMWHCBFoST9w3nn76aSxfvhx+vx9arRY5OTnUvjAQCMDlciEvLw8DAwPUtpMsVyqVoqqqKsU2qr+/HyaTiVY2ZGdn44EHHgCz7dAxu5V0dnSgp6f3SF4eYJlEr1uuOReDg4MIBgLQBGPgIeADSwwN2hgMBgMKCwvTZr6IgOTQ46bT6RAMBmlpvkKhgNFoxL333jtstH7x4sVwuVwwGo3Izs6mgo+keobneQSDQWg0Gkrex4wZg7POOgsm08m1Xx0KgY8h0mlLBL/b+xLB7wgvOs9l5fmQFZuHDX7v2rULf/7zn+lzhmHwwgsvnNLqLrfbjX/+85/w+RK95YIg4IMPPgDLsjRwuHjxYpSXl9NApU6ng16vP2rbEs/zePf3j0D30ka4VEyisu8IWIkERYWFCIXDcLvcab9vNBpgys09royqEIsj2vH9VrM/2fD5fNi1axe2b9+OL774YlTBWyDR5kIy9sR95mRgOD96j8eDzs7OFMvRs846C9dff32G0Gdw3MiQ+VTccMMNiMfjWLZs2bCfue6668BxHJYuXQoAuPzyy+FwOERJpJHwzQ/Ff48hk8mwaNEivP7669DpdPD7/QgGgxgYGEj4xmo01McWSJCh5H7Tl156CQsWLEBFRQVUKhXOOOMMnHHGGbDb7diyZQs2b948bPYsFouhvr4e9fX14DgOEydOxOzZszF16tSj9gXKZDLab3/llVeip6cH+/btw759+9DR0TFiSZrb7aZCMhzHYcyYMTRrfyr7zb6L6OzspH3noVAIPp8PSqWSZr+JyBjDMFRg0e1245133oHFYsG4ceNGtR6WZXHttddCq9WmZD/fffddBINBFBUV0X5epVKJ7u5uAF/2yQOgquUGgwFGo5Gey7FYDLFYDF6vd9jJsUQiQXV1NTQaDQ4fPkwDBIIgoL+/H36/n7auTJkyBZWVleA4jlr1EQSDQWzduhX19fWU1KfzTh8qUicIAqxWKxoaGnDgwAFKMEeCIshjfECG/OZByN0hCGEbGAD+Ie06AgBWKYeu0IT/d+4sNE+Q4LEXl8HpdIrK10ngq7u7G++++y7mz58vKv0NhUJwuVxwOp304Xa7EYvFEAwGE6rYSRiJIMViMfT29qK9vR2dnZ0pk9ZkYTFSLVFQUIAzzjgDZ5555ohZTI1Gg8mTJ9PJZygUwuDgICUskUiEioCSDDOxKeR5Hj09PRgcHITJZIJarcbhw4dppcHpp5+O3NxcWgF0PG4luWYzBhwOmumOC3GEI2G0tLRAJZUhKwJEpBx2j9UhVKDCf19wAUpLS9HZ2YmOjg7R8SKVG0OJvF6vR0lJCQYHB9Hb20sDQr29vfjv//5vXHHFFaiurkZpaSn9jb1eLwYHBwEkymkdDgduuOEGbNmyhXqyRyIRSkKBxFitUqmwfft2aDQalJaWorCw8KRm6Xm7C951u+B+Zwsi3XbEg2EwSG1LI+e5rNAE/QVzoF2Q2pY2YcIEKBQKeuwFQcCOHTtw9tlnn7TtHYoDBw7A5/NRkUZyTpPn4XAYu3btQltbW8p3lUolDAYDdaPR6XQ0wGg2m/Hkk0/CcbAJF0gAaQyIHjnsCqUSlrw8DDgciEZSg2McJ4HFYoH6OMWSACR+B5UcsvKvVnPguwyNRkPnWeFwGHv27MG2bduwa9euEa1F+/v78fbbb+Ptt9+GwWDAjBkzMHPmTNTW1p7QtThcH71Op0NxcTFaWlpQUFBAg4Pr16+HRCLBz372swyhz+C4kMkPp2L37t24+uqrR/xMbW0t/vOf/9DnkyZNwooVK0a9jgyZ/4ajpKQEkyZNQn19PUwmE7q7uxEMBuHxeKDX66kNVSQSoUQnKysLLMvC6/Vi9erVGDNmDObPn09VEk0mEy655BJcfPHFaG1txaZNm7B161aaeRgKnuepcJ5UKsXUqVMxa9YsTJ48ecQ+YyBxMyksLERhYSHOPfdceL1e7N+/H/v378eBAweOWrJ74MABHDhwACtWrEB+fj4l9uXl5ZmbzQg4dOgQHnroIQQCAVgsFtTX11PCoNFoEI/HacabCDiR/8PhMP7v//4PS5YsGX2/DsPg0ksvhVqtxiuvvEJfj0QicDqdiEQitJea9O+S54TQC4JACWBFRUVKVUZubi5++ctfwuPxUHG9lpYWtLa20olSQUEBOI5DS0sLVSAHEmWy5HzZtm0b6uvrYTabwTAMtFotLBYLLBYLJfeBQACfffYZ6uvrMWXKlJTznJD5gYEBNDQ0oKGhgRKpox2n0rwC1HYEoNpxGILLnySkmTWikGa43YrwY69DIWMwg+Gx1+Whx04ul0Mul2Pq1KkQBAEbN27Etm3bUF1dDZPJRH3WhwOZ5BFIpdKUHuChBJ4QG47jEr7rScSdBIuShTaP9ZolLgsk2EL2lRBhnufhdrshl8shk8kQi8WgVCpp9rm7uxsGgwETJ05EcXExcnJyqGVjMBjEZ599hnPOOeeY3UoUCgU0ajUVwIvH4gj5g9BBAmUoCluWHHtqDQgWGLHkpptQU1MDAFRMNB6Pw2azobW1FS+88EKKpaharUZxcTEYhkF2djatRgASE6WBgQEsX76cBiTy8vLosSWtKeQ3rKysxOOPP47u7m4olUrI5XKRjoLZbKaf9/l82L9/Pw4dOoSioiJRoOB4EPeHqGBsbNBLz3PObDzqed7/8Ao4XlgL/WVniARjZTIZpkyZgq1bt9Lvbdu27ZSSedJuFo/HKWEnQrPkPB8YGBC1+EilUrAsi2AwiGAwiI6ODng8Hng8HkQiERps1Ol0YJQsvEoJ9IEYohwDY1YWlEol+qzWVMs5AFqtBnkWywkLlsWcXshL8yArGt0Yn8GxQS6X02w7z/PYv38/tm3bhu3bt6eMt8lwuVz48MMP8eGHH0KtVmPatGmYNWsWJk2adNyVijU1Nbjvvvvw0EMP0XOYWB23tbUhGAzSMeejjz6CVCrFtddem3a8PhkVNhlk8H1CPB5PqRodiqGi4hzHHdP1niHz3wLMmzcPbW1t8Hg8yMrKwsDAABwOB+RyOZxOJy29J2JnQ3vdm5qa0NHRgdNPP10kekTs4yoqKnDNNddgz549+Oyzz7B79+5hS2Wj0Si2bduGbdu2QS6XY/r06Zg9ezYmTJgwqgiyVqvF7NmzMXv2bPA8j+bmZlqOTyoMhgNRZf/ggw9gMBgwbdo0TJs27ZT0m32bsW/fPvzjH/+gQmUdHR0AxGRIJpNRQUUA1B6M4zh4PB7IZDIsW7YMS5YsOSbP3EWLFkGj0eC5555DPB6nwRpSvq1SqainOKkK4DiO9vOTrBsJTFksFlRWVqKiooJmyZVKJcxmM7WvIlnxtrY2NDc3o7W1FVKpFM3NzdQOCgANVhF/8o6ODloK29DQgJ07d0IikVBrL4vFApPJhM2bN9NybhIIaW1txbJly0RiYyMhPz8ftbW1qIgr4X/2XQT3t4LRqsCV5h3V4pJhWUg0Skg0SsSiPJz7D6LW6cVtbB5Wq1xoYROl2FOmTIFGo6HXAs/zaGhoAMdxMJvNonLKZJDy9WTo9XqqVzAwMICOjg60trbSc2SkkmyGYTB+/HjMnTsX06ZNO2rAbySQoBOQqACJxWK0tcjhcIgCQlKpFOPHj4fRaKSBKkK2srOzaSsJWV6yavyxupXo9XoEAgHI+DiUUQYcgKBMwIYsHhu1bgw0HEaRpyhthQbLssjLy8Nbb72FeDyO/Px8xONxRCIRqFQqTJ8+HX19ffS7BQUFVFmfwOVyUdHKvr4+9PX1wWazwe12QyKRQCKRoKioCPv370dnZycYhsHBgwfh8/kwZcoUFBQUwGQypa12ikajaG1tRWtrK/Ly8lBWVkb1DEaL4N4WUXBEeoznObFydSx7G4HPG0RWrjNnzhSR+fr6eoRCoVEryR8rxowZQ89hEvBkWZa2owAQnYt0f46MtySDn1wFRe6vKpUKHMfhsEWGWc1BWPIsCIZDGHSkBgZZloHZbIbeYDjhfRJicSDCQ3/hnAzh+grAcRwmT56MyZMn4/rrr0dTUxO2bduGzz//fMR5j9/vx8aNG7Fx40bI5XJMnjwZM2fOPObWRyDRWvTHP/4R//znP+n1o9frUVpaira2NoTDYZSXl4PjOKxduxYcx4l86E9mhU0G311kMvOpmDZtGj788EN89NFHWLhwYcr7JHiXrHPU3t4+6mQakOmZ/9ags7MTr732GlW3J9lUYitWWFgIhmFwzjnnoKGhYdgoUH5+PhYuXDhimWsoFMLu3buxdetW7N2796hWUkBiUlJXV4dZs2ahtrb2mLMGpByalOMfi0KsyWTC9OnTMX369FOqEPttwI4dO/D4448jFovB7XajtbUVoVAI0WgUHMdRYqvRaGj2iGVZ8DwPtVpNhcYqKhIT53Hjxh2XD219fT2efvppql5PMvNExZ7YLPp8PshkMlouTnpOFy9ejHPPPXfUnpsDAwPo7u5GaWkpDAYDBEHA0qVLsWLFCrjdbthsNkpYtVqtiGCyLAuTyQSj0QiPxyMiTRKJBGazGQqFgl5TJONM1PqHg8lkQm1tLcaNG4esrCx4PtgG299fRczjh3QU5dzJIKTA2meFwzEAz6ALOXEOASaGd7NCkJ85CZWVlXC5XMNeNyqViu5LMhwOB7xeLz0XpFIppkyZgqamJuzZs2fEjH4yKioqUFdXh5kzZ55QS0yyoCLpGSfif3a7HVarFRMmTMDhw4cRCoXAcRwsFguqqqpQVlYGQRDg8Xho60hubi6USiXNnMpkMrAsi2nTpqUVkxuNW4nP74fD4UAYcTi4GHYog2jNksAnBfVCJwGGn/70p7jzzjupx7MgCHj11Vfx8ccfi9ZrMBjwm9/8hh47Yj/X2tqKhoYGbNq0SdT3yjAMysvLafa8vb0d/f399P2cnBwoFAr09vbSjD7LspgwYQJYlsU111yD2tpatLW1DVuVRUCyePn5+Ucd20/kPB+KeDgKvscOVq+G+c6roFs0A16vF4sXLxaR53vvvRczZ8487vUcDW+88Qa++OILuFwuKjpJrD3j8ThKSkqQnZ2NaDSKUCiESCSCWCyWci0m+38DiWojlmVRrM3CRTvc8Hu8CClSg+JKlRL5FgukJxAYSwbf7wQj5VD6f7/LEK2vEUQZnyRIjpa9I+A4DhMmTMCMGTMwY8aMY9KMEAQBb775JlauXElfczqdaG9vh0wmQ0VFBQ3gX3bZZfjR+RelrbA5FkvmoRU2GXx3MdTp42Tj0UcfPaXLPxU4dOgQrrrqKgSDQYwdOxZTp06F0WiE0+nE7t270djYCKVSieXLl1N74nnz5uHyyy/H//7v/45qHRky/y3CunXrsGfPHkSjUXR3d9PJjMVigUqlQlVVFS666CIIgoCGhgZs2LAhrVc1y7KUeB8tm+73+7Fr1y58/vnn2L9//6iUWnU6Herq6jB79mxUV1cflziP3+9HY2Mj9u/fj4aGhhH7zZKRn5+Puro6TJ8+/XvXY79582b885//hCAI9OYci8UQCoWogBwRldNoNDRrSTKeEomEHrNJkybR3+3ss8/GBRdccMzbc+jQIdx1111UPRtIuC4Eg0GoVCpqoVhYWIiBgQGEQiGYzWbk5ORg2rRpuPnmm0e1noMHD2LVqlW07PtnP/sZcnNzIQgCXnjhBbz99tsAEtUB7e3t8Pv90Ol0KecyEZBTq9Vwu90IBoOIRqP0QaoJSBnt5MmTUVRUJKpcMBgMlMAn2zx6Ptw+aqG1eCyGSDQKPmndUZ4HH+Ux4BigFTjRSBS5kEGmUiLwX6fBP6EIkUgEdrt9xJ59s9mMSZMmwWw2Q61WY/Xq1YhEIrDZbOju7kYoFBq1k0VlZSVmzJiB6dOnH7ea91AsW7YM27ZtA5CoptBoNLQto7+/HzabDWVlZYjFYigsLEReXh4kEgkN/ASDQdoLTs5zADR4JZPJoNfrce65545YRp7OrSQaDGFf4wEc7uvGflcfehHGABdDJMZDJpMhKysL27dvF1U/yeVyVFRU4JZbbsEll1yCTz75RDSRBhKl+/fccw+KioqG3Z6dO3fiySefpKXbJJBB9B9IbzdBUVERHA4H/TzP85DL5VCr1dBoNLjllltQXV2NwsJCuFwutLW1iYIB6SCTyaiVXrpM+LGc56OFIAiI9tjBSqUw33M1dItm4He/+x327dtHP3PWWWfhl7/85Qmvazi0trbi3//+NxXabGtro+4bQOJYZ2Vlwev10pYhQvSj0WhKdh5IBBXVajUmTJgAg8EAyVvbMKZhAH6NDHFSxcAAphwTsrKPrTJiJMTDUUS77ci+7gKYbrjopCwzg5OD3t5eSuyH2soNB4ZhUFNTg5kzZ2LWrFmjHoc///xzPPXUU7RtaXBwEB0dHWBZFmVlZdDr9TB7YrhWUgSNzXvU9qN0IBU2MW8AyvHlogqbDL6b+O///u9TuvzHHnvslC7/VOHgwYP405/+hN27d6e8N3XqVPzud7/D2LFjASSCvoFAAAqF4qgiqgQZMv8tQrK6vcfjgd1uh0qlgsViAcuy+OlPf0qzP0Cir2/Dhg04cOBA2uUZDAYsXLgQxcXFo1q/1+vF9u3b8fnnn6OxsXFUmXODwYBZs2Zh1qxZqKysPK4JSSwWQ3t7O/bt24e9e/eOurS5tLQUdXV1mDp16nfey97pdOL2229H9P+zd95hbtTn9v+Met3ee7PXvVdcwWDAYHoPEC4pJCQkEJL7CxcSICE94SbUwE1uCCVUQ4wxxeDeca/rtr33ol7n94c8X2u22LsutKvzPPvYGkmj0Wg0mvO+5z0nEKCtrU3M3yjERqvVCiWHVqsVhSCNRiMuOjUaDXFxcYJ8RO+z22+/nUmTJg15u95//32efPJJQYaVi12dTkdBQQEpKSkYDAYxQ6zEz+l0Oh5//PFTzuzW1tbyyiuviItlrVbLqFGjRAa8LMs899xzqjir9vZ2mpubKS4uFl3c7u5u0bk3GAwiAnKgDpsCrVYrlCGXX345c+bM6TPn5NlbTt2PnyLs6RuBFggECPgDBILH/w0ECIX7L5h1dnaqPCaCgQDxcXEkhXTIBh31N0zBk5MERNQ1ymiAsu3R78FkMjF//nxqamr44IMPaGpqEgqcvLy8kxb5hg0bJgj8uSiYRZP5np4e4uLiaG5uFmTIYrGIsSIFBoMBu92ORqMRx7rSgQ+HwxiNRiRJQqvVkpKSQlpaGrNnzx7SdtXX1/PXv/6VQ4cOodfrxTkYIqMbCQkJJCcns2zZMtVnrPgymM1mcnNzMRqNKtm6Tqfjhz/84aAMJ5cuXSriA5UxFiW39rXXXlOpqAoKCqiurhYXBoBwsc/OzhbFJp1OR35+vui8K2MrJyvcajQaMjMzKSwsJOG47Ptkx/mZQhB6s5GcP36flTVlKmdgu93OCy+8cMZz5Cd7/T/+8Y90d3dTX1/PwYMHcTgcSJJEKBQiOTm5X1WY4t+gHLuKIslqtWIymSgpKREFd20gzPQ1NSR0eHHaDRiO+xucTuTcyd5HoLIR0+hCcp+6L9Yp/QKjra2Nbdu2sXXrVlVU56mgxAvPmDGDpKSkkz62qqqK3//+98L8tL29nerq6ohxnj2PyzpM2CU9mRNGnXWFTQxfTcTI/MnR0NAgRt5sNhsjRoxQ+dicLmJk/kuG2tpa3njjDXHBlZycjMFgYMqUKQPKfqurq/nkk08GjIgbPXo0c+fOHZLZUVdXF59++imbN2/myJEjg3pOcnIy06dPZ+rUqQwbNuy0L/bq6+vZsWMH27dvp62t7ZSPlySJYcOGMXXqVCZMmDDkWbMvA8rLy/nZz35GOBymsbGRjo4OnE6nuFBU5NMZGRlkZWWJ3HnlPsXMyWKxYDabSUtLIz8/X6xfr9fzgx/84KSdw4Fw+PBhnn32Werq6vqkJyxevJjW1lYCgQA7duxAp9MxbNgwIBKzNWfOnAHX29rayosvvojH48HpdNLR0UFeXh5arZYf/OAH4nOWZZknnniCtWvXiueGQiE6OjpIS0vDYrEIYtTV1UVPTw8Oh0N0MiVJEt21aBgMBpEJruyjpKQkJkyYwJgxYxg9ejQlOXm03P8M3gOV6PIzCAQD+H0+fH6/yhTwVPB5fXR2daqW2axWbHY7EmDucCOVZGF+9HaSMtNJSEjAYDBw8OBBli1bRmdn5Ll+v5/29nbhu6HMGivVX5vN1mdOS/n+KAT+VBeIZ4poMt/Z2UliYiLhcJiMjAyCwSBer1eMFymRbQaDgXA4LC54lc9ElmWhApFlmaSkJGw2GyNHjqSoqGhQ2yPLMuvXr+e1115j8+bNwrwqOzsbv99PcnIyOTk5Yv3//Oc/+xBh5bul+EGkp6dTUlKCxWLhW9/6FjNmzBjUtoTDYZ566ikOHTqkWj5q1Cg++OADMY4RDAbJyMigtrZWdOWVYp1Op2PMmDEDKqaUefuEhASR5HAykpyYmEhhRjaBX72K90Al+sLMs0rkFUQTUdPDt3LXD+9R3f/YY48xZsyYs/66CpYuXcqKFStob2/n2LFjdHV1if2SkJDQ59wYDAZxu92iUKoUTX0+H263WxB7JaqxoKCAxDY3U9bXYzeYSBxReFaLE70LIrEO6ZcHPT09Ist+z549gxp9lCSJkSNHct555zFjxgxRdOuNrq4u/vjHP3L06FEgUkRIOdbGje5krEYTxpw08gsLzvg99KewieGrh3OpkAJ44oknzun6v6yIkfkvIVatWsWuXbvERYLZbObOO+88qQFQMBhky5YtbNu2rV8CYTKZOP/88xk5cuSQL8Ta29vZsmULW7ZsoaKiYlDPiY+PZ/LkyUyZMuW041dkWaa6uprt27ezY8eOkzrEKtBqtYwcOZKpU6cybty4r0yOvSzLPProo6Kw4vP52Ldvn5iXhxMdwri4OEwmk+gqKh37UCiEwWAgLi4Os9nM2LFjVcdCQkIC999//6Al2NFwu91885vfFGZ8ECHDSkUyIyODQ4cO0dnZyfDhw9HpdIwYMYIf//jH/a7P4XDwwgsv0N3djdfrpa6uDlmWyc3NRavVUlJSwg033CA+31AoxJ/+9Ce2bNki1hEOh/F4PGRkZPQ7MxwMBnG5XMKcrLW1VewrSZKwWq39EiKtVovdbichIYFZzRJT6gL4E61oDDq0Wh0MlefIMq1tbRFZryQhaTTodXoKCwswmkzotFrC/mC/0llZlqmsrOS1115j9erVqoJeMBgUnX6FGOfm5mIymZAkieHDhwsCH634OddQyLwy552amkp2draIKFSSF3rLzxSTOMXoTqPRYDQasVgsBAIBjEYjaWlpSJLEBRdcMChjR4/Hw0svvcS2bdtob29n9+7d4j6tVsuUKVNUCpYLLriABx54oN8xB2WkRZFam81mFi9ezC9+8YsBzQn7g8Ph4Le//a0o0EDkgryxsVGMGlitVlJTUykrKxPxlDabDbPZrOrKDwahUEicN9LS0kRaSjRsK/aSvO4IlqLsM+rgnQrREvHfHFqj+r254ooruPPOO8/q67W1tXHw4EEOHDhARUWFcAKvq6sTHgTKuaCoqEgQdlmWcTqdwqxRIV9Kl14pEiowGAzMnj0bu93OVRkj0L+89tyMKhj0pP/0VuIumnrG64zh84Hb7WbXrl1s2bKFXbt29TtK2RuSJDF69GhB7Hufb/x+P//zP//DunXrSO8JcdF+F5I/iD4rmeJhw85aUSlWUPrqI0bmT47m5mYOHTqEw+EQjYWh/B4PhBiZ/xLC7/ezZMkSGhoa0Gg0LF68mJKSkkE9t62tjRUrVgyYL5+Xl8eFF1542hfvTU1NbN26lc2bNw/azMVisTBhwgSmTJnC+PHjT8uVOBwOc+zYMbZv386uXbsGNWOv1+sZO3YsU6dOZdSoUYOeTfmiIhgMsn79etavX897770nCIWSxW21WlUpBcFgUDjbK47yEPE8UNQevX/Ei4qKuPvuu4dcfGlubuaRRx6htrZWkJC0tDTi4+Opr68nISEBi8XC0aNHyc3NxW63I0kSv//97/sciz6fjxdffJHm5mYCgQC1tbWEQiHi4uKwWCwYjUb0ej2XXHIJU6eeuGgNBoP85je/YePGjfT09OB0OpFlGZPJxPTp0+nq6urX7E2r1WIymejo6MBkMqnyvKNhsViwWq1iJjk+rOXSze3owjIei161PiXCaqD9qJEkdHo9Br0eh8NJV1cnkkaDdLwSkJOb02d0RDG1yvr7/+NoWyO7d+9m165dYlsDgQAtLS3iuPB6vaoOslarZfr06Vx77bXMmDHjMyXw0fj73//Oli1bCIfDtLW1kZaWRk5OjnDSjyZC0fPjipGh4uau0+mw2+1itlmJpUtISGDWrFmn3I6qqiqef/55UfQ6dOiQmN1XkiCmTZtGQkKC2J6MjAw2bdrEvn37CAQC/RIxhdQr0vwRI0bw9a9/nYULFw76e1VbW8vjjz8uijGNjY3U1dURHx+P2WwmPz+fmpoa6urqxOc9YsQI0tLSuOuuu6ivr6e8vJympqZBy3eVTnMwGBQ56enp6SRpDKQ98RFSSCZ5WP6pV3SGUI7zndeM5l/vvyuWp6en89e//vWMyK8syzQ0NIhI1N5O41VVVXi9XlpbW4Upo2J0mJ+fLxzuFfIe/X+Xy0UoFMJkMomZesV00mw2881vflPEe/as+JTmP75KuNuF7riJYDgcxuN2o9FqTxShZZCRQZYjKXbiduSGDIR9fsKNnUh2M5bvXI521mjVTP+p/lXeo6IkiP5TRlqiVQbK/3vf1/s5sQSaM4ff72ffvn1s3ryZbdu2Deq6RzHBPO+885g2bZoozsuyzHtvvY374RdJ7QniTbZSWjoCzRBm5AeD2KjHVxv33HPPqR90BnjyySfP6frPFWpra3n44YdVSSwKZs6cycMPP6xSww4VMTL/JUUoFKK1tVWY6AwFsiyzZ88e1q9fL8xPoqHT6YQc/kwqsvX19aJj39DQMKjnRBPsSZMmDdrNPBrBYJBDhw6xfft2du/e3e977A2z2cyECROYPHkypaWl52z28rPAunXreOKJJ+jo6Ig4bvt8JCUlUVBQgM/no6Ojg46ODhHbphAhxSRP6SxnZ2czfPjwPvvvvPPO44YbbhjSNr3xxhusWbMGiBCPtrY2ioqK0Gg0tLS04PP5sFqttLe3k5ycTGpqKgDXX389F198sVhPKBTitddeo7KykmAwSF1dHcFgkMTERNEttFgsInbx9ttvR5IkOjo62Lt3L7t27WLZsmV9LtItFgsLFizA4/HQ2Ngo5u91Op246Dx69CiSJJGZmUliYiLXXXcddXV1HD58WEiZo0+npdUuppQ56LZpQaNBI0kRN/QoSIBOr8dsMmGz2TGZI5J3hdQF/AGOHjuKHD6xXqvVQkFhYZ99HPD56dh/lA0FevZmDEwK3W439fX1dHd3ixn0uLg4ioqKSEpKIi4ujkWLFjFhwoTP5YJbIfOBQIDOzk5SU1OxWq3Ex8fj9XrRarVCMtrZ2Ynb7Uav15OSkiLIgtKJ1ul04jNJTEzEYDCcUmIvyzKrVq3izTffFMWOQCDAnj17hDGi3+/HbrczfPhwrFarqrLe3t4unM+V/adsQ29jPKPRKOb4p0yZwh133DHo/b5v3z7++te/Issy5eXlomiTlJREUVER5eXlonOtGDbeeOONXHXVVWIdHo+HyspKKioqKC8vp7a29pSjH4qiRekyT2yRmV0TxJifTsJnYDoqh8KR6MDbLuD/rXxNdd+f//xnCgoKhrS+cDhMdXW1IPD9KbwUYtvR0UFtbS0Oh0P1myZJEgUFBSp/DUVSrxhWAn1iGpVzVl5eHqWlpSrDzcQ2DxMP9ZDS5cevk/CZdeL8EZZl1TmhP0iyjNkXxhCSaY3XsX2YjdaEL07B+lSFgf6WK2kUer0evV4vRp2U/w+0zGg0qu7vvSz6PP9lRSAQYO/evWzcuJFt27YNKoVEq9Uybtw4Qezdr6yk9fmlBJPt2BLikTTnZp/ETBi/uoiR+b5oamriuuuuo62tjeLiYqZMmUJqaiptbW3s2LGDo0ePkpKSwptvvnnaiVwxMv9/GE6nk1WrVolZqd5ISUnhwgsvJDs7+4xeR5ZlampqxMyX0tE4FTQaDSNGjBCxc6djtuX3+9m/fz/bt29n//79g5o1s9lsTJo0iSlTplBcXPyl+pF3Op3cf//9QjaudH9mzpzJrl27xEWlLMu4XC46Ojqor68XhN5isaDRaNDpdKSkpDB69GhMJlOfC/zrr79+UN1NiJDHBx98UGXelpuby9GjR5Flma6uLhFN53K5sFqt4oI8NzeXhx9+WGzz0qVL2b9/P+FwmLq6ushFb2IiVqtVED3lz2q1Mnv2bI4ePUpdXZ147UAgwNq1a4Xpj4KEhATuvfdeJk+ezK5du1i+fLnYZq1WS0VFBX6/X+yf2bNnC/dRj8cj5u29Xi9+j5cL1jYQ5wrisJwg1hKRpplCDsLhMMjRRN1KfHwC8QnxWCwW6urq6O6KIhdSJAKuP/VKeXk5UnMnXRYd7062Iw9wIaZcxDocDjF/rtPpyM3NVR3rw4YN4+qrr/7MUyGeffZZdu7cicfjweFwCKLs9/tJSkoSpm+KVNTj8YhMeeXi32w2YzabsVgsInYvJSXllBL7jo4OXnjhBcrKylTLm5qaaGhooLW1VRyrRqORKVOm0NTUxPjx44Wyp6mpibKyMhwOB36/X4xmwImRFoXEabVaFfnIzc3l/PPP59Zbbx3UeXf16tW8+eab7N+/X1y8azQa8vPzOXbsmOjKKzGJf/nLX05a/PV6vVRUVHDs2DGOHTtGfX39gJ17WZbxe7xcuL6JBLdMzpQxpzUudTrw17ZgKMjgt6ZamttOFOZuueUWbrjhBvx+P16vVxQdev85nU7q6uqoq6ujpaVFqFSU72T091PpYgPCFNPv99PU1IQkSeIxSgSiskyRPyu/Of39jijFokmTJvV7vy4YZnS1h9J6L+YAhDXgNWgI6CTC/ZF5WUYfkjH5ZbSyjNeg4XC2iQP5FoK6L8/v2GcNxTBTIfvRf/0tMxgMmEwm4TGjnGssFotq+Wf1fegNv9/P7t272bhxIzt27BiUFD8upOGb1UZSEpLQp597VVYsHvGrie9///vndP1PPfXUOV3/ucCDDz7IkiVL+OUvf8n111/f5/4333yTn//851x77bU89thjp/UaMTIfA+Xl5XzyyScDZg2PHz+e2bNnn5b8vT80NTWxbds2tm/fPuj4FYhIvCdPnszUqVNPq8Dg8XjYs2cP27dvH7Ib/3nnnXfWorfOJf7xj3/0ya++//77mTRpEn6/n507d7J+/Xp2794t3n8oFOLIkSPCTNBkMqHT6UQRQCFK0RebGo2Gu+/6Drl6WyS6q6qRUJcT2R9EMujQJtgwFmRiKMpiY/lB3nrnbdVzf/GLX1BbW8szzzxDV1eXINY+n4/u7m7GjRsnjrdHH32U7OxsVq1axaZNm4QU1ufzCXm+YuIX7dyujBb07oZB5GJHmSFX5NdWq5X8/HweeeQRAoEAlZWVrF+/nrq6OiRJYv/+/SoZY2FhIcXFxWRnZwty6PP5ImSvro3J7x3Gr5fwSpHX8/q8hIIhZGQ0kgadXhfpOg3wWWq12oi0XOkcIZGUnDRg5fbA/v3g8WMIyiybHEe39YS6JCUlhQkTJjBx4kSysrJ4+eWXhQS4rq4Ov9/f79y2Xq/noosuYvbs2Z+ZWuUvf/kL+/fvx+l04na7yczMRKvVUl5ejsvlYty4cUDEdyMpKQm9Xi8IkxI9p3gWKCaQFosFu91OYmIi5513Xp/XlGWZLVu28Oqrr/bpaClZ0Farla1bt6qKUhMmTBB59sOHDwfg2LFj1NbW0tPTI6T20WS+N2lTuo5KkcVut1NYWMjixYu55pprTqpOkmWZV199lT//+c+qYz8cDqvm9ktKSvjmN7/JddddN+jPASLFNYXcHz16tE+SiL3Hz7w19QQNWkrGjj7jTp4sy4RDIULHZ83DoTChcCiyLBQidPw2bi+4/bxcEmZ9+UFBxK1WK5MnT+5TtFWMAQOBAH6/X6RrDAbRBZeWlhY6OzvR6XQ0NjaKzzYcDpOdnS2MGJXiqCRJoqATvS2yLOPz+QiHwwwbNkwokQZCXEhDQaufwlo3NncQXTA84PYHtBIOs5ZjWSaq0w14jF9eldmXHUpEZjTh7+/f/v6v3D7TZoLP52PXrl2C2A+kVBzXGGR2dYC4EQUkn+J4PBtQFDZp999I4o0LzvnrxfDZ4Hvf+945Xf/TTz99Ttd/LjBv3jxGjx7NM888M+Bj7r77bvbv38+6detO6zU+n7JhDF8oFBcXk5uby8aNG/vNQNyzZw/Hjh3jggsuOCMXegUZGRksXryYxYsX09nZyfbt2wXBPlkcUkVFBRUVFbz55ptkZWWJjn1RUdGgtslsNouYPKfTyc6dO9m+fTvl5eUDXhh1dXXx4Ycf8uGHHzJixAhmz57NuHHjPreK+8lQWVnJypUrVcuUcQWIXFgo77+rq4tNmzaxbt06ampqKC0tRa/X09XVJbrwsizT3t5OZmamIEwajQaTJ0hOg5sjNz9MwJqI5A9GOs6yHJGBHjeIkwGN2UjQ3cXwZImaTDNek5bx48eTlJREUlISP/3pT1XROArxPnLkCEVFRdhsNrZs2UJeXh6bNm0CoKWlhUAgIIi80glTthkQt30+X79kPicnh0ceeYS33nqLhoYG/H4/PT097Nixg9tvv50rrrhCGKbZ7XYaGhr6fOahUAiHw8Hhw4dJSoqQ7NTUVEaNGoXNVk/woyqcdgNKQ0wOh/H5/fi8XrzeSIcvIAXE7HzvI9jj9SIfN9+DyFxuckoyfp8PQz/GjckpKTQ1NGD1QaI7TNqEEUycOJHx48eTk5MjviPr168X+0dJD7jyyiv5+OOPOXz4sGqdgUCA999/n927d3PNNdecVprBUKGQ5ei0BZ1Oh8PhoLy8HJ/Px7Rp04QZHkSKDtHxisocu7IuZca4v0KIw+HgpZdeYteuXf1uz7hx4+js7BSEUNmmcDhMfX09w4cP5+jRo2RkZBAXFyciIXsfk73j6rRarZBlB4NBVSa50+mkra2Nffv28eijjw6YNCJJEtOnT0ev14uLdMW4UfHDkCSJtLQ0LrnkkiF8ChEoOehjx44V+0rp2h89ehRjXRW6oExcfkYfIq+8r9Bxd/3gcSM45S8UPH47FHlMhJAPsrcgyyS4Q1g6NaoitM/nw+l0YjKZCIVCgrgPJTkCEMUVJa1C+ezS0tJobW0V+xVOeCAon6Xf70ev1yNJEl6vtw+RDwQCuFwuYTo5mCKxz6LnaKGRY/k27K4g1i4vth4fpoCMJiwT1kh49RLdVh1dNi09Zu2Ayhw4IXFX/q8cj0qxqfdtxchPUSH0/n+sJ9Q/FBXHQElCg0FvBYASaxi9TClG22w21Z/izaH87nu9Xnbs2MGmTZvYtWuXOGdIYZkRrUFCEgROcg12NiFpNWDQ0b1sIwnXzkfSxYpOMXw10d7eLlKaBsKwYcNOm8hDjMzHcBwGg0G42a9YsaLPTLHL5WLZsmUUFRVx0UUXndYse39ITEzkoosu4qKLLsLpdLJ79262bdvGnj17VGZtvdHQ0MC7777Lu+++S1JSElOmTGHy5MmMGDFiUETbZrMxd+5c5s6dS2dnJzt27GDHjh0qt/XeOHToEIcOHcJmszFz5kxmzZrVJ8br84Isy/zzn/9UXVTp9XpuvfXWfh+fkJDAokWLWLRoEdXV1axfv561a9eyc+dOVfdZkeR6vV7i9CYKy9opqnJg9IUIaSSawpA7rBhtP/tcDocJu32Y6huY2BxgZLmDY3kW5t99Qp5fWFjIww8/zLe//W3cbjeSJGEymQgEAlRUVJCXl8dHH30kJOBKnFp8fDxGo1EVR6aQh+iLb+WiUxkhGD16tJiXbm1tZfbs2cIVX0FTUxPLli3jyiuvRK/XYzabKS4upqqqCqfTKUim0ukLBAJ0dXVRWVnJJZdcwsSJE3EdbKfdaiU+LwOnw0GPw0GIyIWZyWQiHgiHQniOS4F9Xu9xl3rdCemuinzIhOUw9XV11NfVYTKbiY+PJyE+HqvNhiRJZGRkRAzfalq467LFZH+/bxdWMUyKxqhRo8jNzeU//uM/OHjwIP/+97/7uLE3NDTw9NNPM2vWLBYuXHhOUyCUC8xoMq8UmiRJoqysjKKiInJzc4W3gSKvt1gsJCYmCiKlSNoVCXxvMr9r1y5eeuklIZ2PRkJCAnfccQcrV64Ux56yPVarFYfDgdPpxOVyYTabOXz4MFOmTIl8nlHd++jOPKgLTkonVyHzfr+fUCiEXq+nvr4eSZI4ePAgU6ZMGXB/1dbWkpCQQEdHhyDKiqw2EAiQlJTEZZdddkbnbKVA4Xa7iYuLY/jw4WRmZuJrDGMy9+D2eug57mMRIe+hkxZmzxjHv9/ZRMi2osqRZZna2lqSk5MHNVIVDcVcUfEx6K9AbDAYyMvLo7W1VShnFMIbCoUIBAKieOjxeFSEX5ZlMdqSn5+PTqfjyiuvZOLEiaoZcOX/ijoqHA6zfPly1TE0d+5csrKyRCEhOiXhZLd7K6zOFqIJ/kB/ve9XigD9Le/vcUqxSyHIyrk3evRhMMtOdl3xRYSS0jFUKH4oNpsNq9WK3W4XJH/UqFGMHz+euro6Dh06RPveI8R5ZUJWI8nnOHo0GtpEO/76Vvy1LRgLT29WOIYvFmKFvb5ISkoacJxZwbFjx84o9jdG5mNQISMjg1tvvVVUb3tfEFVUVPDPf/6TCy+8kNLS0rP62jabjdmzZzN79mwRrabEzimz3v2ho6ODFStWsGLFCoxGI2PHjhUdycE4cicmJnLhhRdy4YUX0tLSwo4dO9i2bVsfSakCp9PJxx9/zMcff8zw4cOZPXu2amb288D69ev7nCyuuuqqQXV98vPzyc/P5+abb+bTTz/lb3/7G01NTaq55OROHxMPtpDaHcSvl+ix6yMX1OEgjU1N5OTk9FmvpNGgtZmxF+dQX1eH0RtiWn0Iw+NL8dxrFLE0GRkZXHTRRXzyySeCGCmdtMrKSurr6zEajZhMJtxuN3a7HY1GQyAQEIUbhRD17oLKskxcXByjR49Go9GIGMXe+2nJkiWqDl9jYyPLly/n8ssvF6+RmJhISkoKfr+fjo4Ouru7+4yeLF26lDVr1vC1cCaJ4QiRjIuPxx4Xh9vloqenB//xi0nN8bl+q9UKsozX58Pr8RII+AkEehGR450yBV6PB6/HQ3NTE1qdjvi4OOITEoiLiyNkMKDz9n/BevDgQRXRBJg4caLYZ6NHj6a4uJiPPvqIzZs39yGhGzZsYP/+/Vx99dWMGDGi39c4UyimYdFdcL1eL6TLM2fOJDk5GafTSWJiorjQV7qlHo8Hi8Ui3qcStZeUlCQ+L7fbLXLj+8OMGTO46aabAMTxokQTRsfeybJMXV0dGRkZNDc3c+TIEaFuif68lC5o7/2pFJ+Uzi6gii5zOp2nLBhWV1ej0WhITEykvb1dVYxT9suiRYtUz1E8MxS/CqfTKRIeet9W/vojx9MOOxnh8tCFr899nwUMvkhsXktLiyDzra2tqqSHaC+FaINErVZLUlISOTk55OXlkZKSIoptCqHuj2QbDAZ++MMfsnbtWtU+CQQC2Gw2IaGP/vwV00BZlsnLyyMrK4usrCx+8IMf9BtvGY3GxsY+xbORI0f2qzj6vCBJ0hdSrdYfFHVENNn3+XyqZdH39bfM5/MJ/wW32636dygKkHMJ5Ts+GIf7XMmMRSOTPLwY/Wd4XGksRkItnfgrGmJkPoavLGbPns0777zDm2++2e/M/FtvvcXq1au5+uqrT/s1vhxn3xg+U2g0GqZOncrw4cP55JNPqKqqUt3v9Xp57733KC8v54ILLjhrs/TRUMylpkyZQjAYpKysTMjxTyZZ8/l84nEABQUFTJw4kQkTJgj39JMhLS2NSy+9lEsuuYSGhgY2bdrE1q1bBywmHDlyhCNHjmC1WpkxYwazZs0iIyPjtN/36cDlcvHqq6+qlqWnp3PZZZcNaT1arZaZM2cyc+ZMIBIn94c//IGUo21MPtiFwR+my6xFY1CfNrq7uzEZTaSk9l84SEhMxGa3I8sy2jB4D1RS9+OnSP/xzcQtnAZEPqfi4mKqq6vp6upCr9cLkub1etm7dy+lpaVYLBZBiHoTeUB0tZU5V61Wi9PpHLAwA5EovquvvpolS5aoPmfF2+GHP/whWVlZGI1GQfjT09OJi4vD4XD0Icfd3d3sOdzA6LYwcal24uLjIlnUNhtWmy1i7NbTgye623JckWAymfB5fXR1d0XISTiyD3TavjJ8BaFgUCQUIElkBHU07duPv7ZWJa+XZVmVkw4RH4reBS+TySQ6hkuWLOmz77q6uvjHP/7B+PHjWbx4sYg2OlvoLYlWZPbjxo0jHA6Tm5sryJjP5xOSU7vdjtvtxuFwCEIFfSX2Bw8e5IUXXlDltCuw2WzceuutTJ48GYAPP/wQv9+Px+PB5XKpuvyKMkSRTStGn8r5MLqwFD3XH22oFp1BrnROrVarIPjXXXcdeXl5J91fyvlZcfv2+Xyq4oEkSTz77LPExcXR2dlJZ2cnXV1dQ+5c9wdN6Bx2YSTQarRotCeIuCRJhEMhgqEQuEMYNVry8vJEMoPSAS8qKsJsNovnKUhJSaGkpITi4mIKCwuH/NslyzIffPABPT09KvIaHefWeyZZlmVsNhtdXV1oNBph6Hjttdee8vcI6PP9S05O/kIR+S8bFLO7c7EPlfOO1+vF7XYLgh9N9vsrAETfpxR9PkskesKEwmHa2tvJG2I60plAOn78+yobsDP5M3vdGM4dYp35vrjnnntYs2YNP//5z3nxxReZOnUqycnJtLe3s23bNo4dO0ZiYuIZmQfGyHwMAyI+Pp5rrrmGw4cPs3r16j6EtqysjNraWi699NJTXnCeCXQ6nZjbvOOOOygvLxeEvbGx8aTPraqqoqqqinfeeQe73c748eOZMGEC48aNO6mrsyRJZGdnc/3113PllVcKA5mBDPtcLhcrV65k5cqVlJSUMGvWLCZOnPiZXHQtWbKkjyz661//+hkrBdLT0/mPkTNp/PdLaEIy3bZINFIoHEYjaYhml80tzZhMRmwDELvoC199YSaB+laaf/sKAHELp5GWlibinerr6wkEAoKUQaSTqsxI6/V60fUKHTfGiu6+gVra7PP5hBx7IKSkpPCtb32L1157jVAohMFgQKPR0NTUxHvvvcd9992nOl40Gg0lJSV87Wtf4+2332bNmjWqH7GQRiIYDFJeUY7dbiczM1M8X5lzVOb03S4X4pkyuFzOEzF2GtDpjBFFQCCAo6fn5CTsOJnYt38/T913H6mpqUyePJnJkydjsVj6EFjFT6E/5OXlcc8997Bu3TpWrlzZ53X37NnD4cOHufzyy5kyZcpZk+8qn5cCjUaDyWTiRz/6EZ988okg8Iq5WEJCAllZWapjRSm6RJPvpKQk/vWvf7F69ep+X3f8+PHcfvvtQo0iy7Iwk1TGjqxWqyp7Oz4+HqfTSWdnJ1qtVkXmol3rleNTOYajCb0CrVYrXjshIYEf/ehHqghIxdROIePKvx9//DEdHR1i3ENZl/K6gUCA119/XaQ+RLvnn+lnFtYO4vnSiUKDTqdDp9Wh00Vua8XtiBmkQty1Gi2SRhKFFI/Hg8ftFhJprUaDTqvFHGentDSFY8eOqY6Z1tZWiouLMZvNlJSUCAKvRBqeDoLBIC+88ALr1q1Dp9NhtVpF11OR2bvdbrHvw+EwJpOJjIwM4UWRlpaGTqcjOzu7XyPG/tCbzH/WxeIYBg8pqih7useaLMsiieFUBQHlL1pBczqSfFNARoLI7/pnDFmWCXX1b74cQwxfBWRmZvLqq6/y85//nK1bt/ZR0U6fPp1HHnnktGPpIEbmYzgFJElixIgR5Ofn88knn3DkyBHV/U6nkzfffJNJkyYxZ86ccy61kyRJXJzdeOONNDQ08Omnn7Jz506RqTwQHA4HGzZsYMOGDWg0GoYPH8748eOZOHGiqoPZGwaDgenTpzN9+nSamprYuHEjW7ZsGVC+phhEvfHGG0yfPp1Zs2adcbzfQKipqWHFihWqZZMmTWL8+PFnvG7P3nIMr28gyR5Hnd+pykiXkUFWm3rV1dVRVFTUrzlbNCRJQp+dGiH0f3wVfUaySkqcmZlJV1cXLperD7FOTEwUF8sKWVJm5HsbTUX/v6urSxWxZrFYSE1NJS0tjZSUFLHeGTNm8PDDD6sKVxs3bsRgMPQxMAkGgyQkJHDnnXdy8cUX89prr4nOt09/4qLI4XDgcDhIiI8nMzMT03Hne4PBQEpKCsGEBBw9x+evPa4+s8YWq5VQOCxIgEarxePxRDLP+1GMyIDneB2ntbVVGDgq8uOcnByys7PJy8vrdzwiGjqdjgsuuICxY8fy9ttv9/mOeb1e3nrrLXbs2MG11157Slfu/iAHQ/hrmkUqwtjdrfhdHjzBEB4dWK1e4hIN7Nm5C41Go4qV0+l0fOtb36KyspIjR46IuXDl81NIv0aj4be//W0fLxDlMTfffDMzZ85UHUPl5eVUVVWJfHGIqDiilUF6vZ74+Hi6u7sFUQ8EAhE1xfFzoULcjUZjv103ZfuU7Z42bRrXX389gUCAp556is7OTrq7u+nu7u4j4Q0EAtTU1IjXUYpWSkdeMYKDiAmPx+MRr6UUxhQX/egorpORfL1eL+ZvEz1dmNoaSE2NjyLnUUT9+G0GUTRQPCScTicejwevx0s4fPK5+4BRh16vJzMzU6ROKB35u+++m8zMzLNSZHI4HDz55JMcOnQIQBQQo+H3+7FYLML/QDFE7OrqEvt9qF35cDhMS0uLalmMzH+1oRzDZrP5tGZoFQNNh8OBy+VSeXso/4++3+l0opNd6A0G0jI/h2NLkpB7j5XF8KVFrDPfP/Lz8/nnP/9JU1MTBw8exOl0YrPZGDly5BmReAUxMh/DoGA2m7n88sspKytj1apVfaTFO3fupLq6mkWLFn1mpnBK9/zqq6/m6quvjsib9+xh9+7d7N27t0/EVDTC4bAwtHv99ddJTk4WcvxRo0YNaPCVkZHBtddeyxVXXMGePXvYsGFDnwKHAo/Hw5o1a1izZg2FhYXMnj2byZMnn7VuvSzLvPDCC31M72677bYzXnfY5aXlz28Q7naRUFqIq75e1dWVZTnSPVYc7IFQOExNTU1knOEUMWaC0Fc20vLnN0j9w3fEfZWVlSI/vqenR8hrFTKjdDb7i3uKlpQrknuNRoPD4WDmzJmkpaWRlpY2oCqjuLiYhx56iEcffVR1jK9evZra2lr1PooiVtnZ2dx///0cOHCAV199lc6Wo8qGif3TdZyQJSYlkZmRIYoeOp2OxKRE7HY7ZYfKVKoC3XGypbwn13GSqtfrycnJwaA34HA66O7uxtHTg3ycuHWa+xINpahQV1cHIIy3Jk+eTElJyUlJT2pqKt/+9rfZsWMH7733Xp/vVmVlJX/+85+5+OKLmT179qCISrC1C8fKHXS/txF/XSthjw8JGNXuw+vzi8/O2NWCvLsdh0WHpSSR5vwEfOaIu/3DDz8sHPmBPoTeaDTS2NhIWVlZH/UKwIgRI7jjjjtUhR4FSle+s7OTYDCI0WgUcmkFgUBAmKVFH4PKtivHSCgUQqfTqRz4o6GMhiQnJ+PxePjoo48GRUKjC4rRRQRlO5R9ocjAXS6XiHIEhOGe3+8XnXODwUBSUhJpaWlkZmaSm5tLfn4+OTk52O12Mc8P4PhkO/UVz2PIzBCS2cFC1XX3eCKKhsFeCB5/nCPeSHp6OpdffjnvvfeeSLdwOp0DmtgNFfX19fz3f/+3mMt3u910dXWpOqDK5xwMBunq6hIpGLIsC/VYWloaWq2WnJwcMcp0KnR2dvaR7SsFgRhi6A86nY6EhIQhKQMaf/cK3UvWfD6+B7KMpI9RkRj+byAjI+OcFGRjOfMxDBkOh4MPPvigD7mBiKxz1qxZTJkyZVAX9OcKwWCQI0eOsGvXLvbs2UN9ff2gn6vX6xk1apTI5T5Vt7GlpYWNGzeyefNmlYlafzCZTEybNo1Zs2adcczXxo0b++RWXnPNNVx77bVntF6A1uffpeNv76HLSUVj1COHZSorKwSZjEZvyb3dZouMXQymG+cLEKhrJfmbl/NM4y56enrYu3cvWq2WkpIS9uzZIwg8RCLlCgoKAE55oa5IX5XZ+a9//esUFhYO6v3v3buXX/3qVyrn456eHrRarRgpGT58OD/5yU/6PFeWZTa9uQzff/0DFyECur7bKUkSKcnJpGdkCBl4S0sLrS2tQKTDGggGiY+PP+m4RLRjscFgwNHShru1k3fGW6j0nXDob21tVTm2K+9D2YdxcXFMmjSJKVOmMGHChJPOEjudTt5991327NnT7/35+fnccMMNA5ovhl1e2l9ZQffbawl1OMCgQ5toR2MxImk0BINBGhsacXvc6HX6SOyhx4feG0QblvEZtexP03Llc4+RX1qiWvfRo0c5cuQIsizT2dlJa2srXq+X6upqVfFFr9dz/fXXM3/+/H6PI6/Xyze/+U28Xi+HDx/G4XCQlZWFXq9XJV7odDpsNpuQxSokvqurSzjV955f723SqJiH5eXlic/abreTnp5+ymO8traWw4cPC7d5xQkfIsqPUaNG0d7eLhQDyjabzWaMRiNms1nIghUn9/7O24FAAK/Xi06no6CggB/84AfEx8fjq2ig+s7foLFb0NrMfZ4nPvPj3hfR5D18mm73Wp0Om9aARdaQ+/f/R9KYYQSDQf7jP/5DdYx/7Wtf69dsaCjYu3cvTz/9NB6Ph2AwSHd3Nz3HR120Wq0g6or3QU5Ojkg9yMvLQ6vVUllZiUajYezYsWi1Wn7wgx8wa9ask72swMGDB9m4caO4bbfbhTFjDDGcLvx+P4cOHWLv3r3s2bOHxLWHmN4Qxlaa/5kn9PgrGkj+1mJSvrn4M33dGM4N7rrrrnO6/ueee+6crv/LihiZj+G0IMsyO3fuZP369f1GEGVlZXHppZee0Yzi2URLSwu7d+9m9+7dHDx4cEjxNNnZ2YwfP54xY8YwYsSIAbv2wWCQvXv3smHDBiHHPBny8/OZPXs2U6ZMGXLUl9vt5ic/+YmqS5iamsrvf//7M+78B1u7qLrtl8iBILq0E+ZowUCQY+XH1PvueDeydzRdSkrKoDtIwZZOJL2ONQtyKWuq5ciRI5SUlGA0GikvL1f5Iuh0OqZNm6aSCms0GtEVVTqQgEpurNfrmTp1KosXD/6CYfv27fzud78Tx7fD4aCtrY3k5GQKCwspLi7mpz/9ab/PlYMhKm//JR0HymkIuQecc9doNKSmpJKcnExFRYWKcNrtNtLTM3A6Hbjc7lPL12RI8MnYSwsofPEhahvq2bFjB1u2bGHVqlWqdScmJg6Y9GAwGJg4cSIzZ85k8uTJKll7NA4fPsw777zTr5GcXq/nkksuYdasWSpC6tlbTsuf38CzvwKt3YI2OT6SN9wLDocDj9tDKBzC6XSeiHMLhpC6XWTEJZI4ZRRp994gUhEUHDhwgI0bN9LW1gZEvivNzc3i/qKiIu68886THp8rV67k2Wefxev1sn//fmRZZtiwYXR3dwtlgzLeoXTCg8GgcLuOjkjsTY57k3mTyYROp8Nisahktb0JvaIUsVgskVjChAT279/PkSNHcLlcIl7RYrGg1Wq58sorefDBB7npppuEgZ9yDBgMBjGC0BvKTL0kSar3FP3YMWPG8NRTTyEHQ1Tf8St8VU0Yck+QgIDfj8dznLx7j0f1nealhl6vx3RcdmyxWDAajZEoq4IM8l94UORT//Wvf+XDDz8Uz8vJyeHJJ5887e78xx9/zMsvv0w4HBbdeCU+UzHirKqqQpIkjEYjoVCIkSNH0tnZKWIFDQYDPp+PjIwMsrKyyMnJ4Q9/+MOgC92rVq2ivLxc3B42bBjz588/rfcTw/9dhMNhysvLBXkvKytTKT5KOsIsqgjRZdEwcdJkJM3Zjy/sD3IoTKC6iaxf34V9QcwA76uAGJmHBx544LSeJ0kSv/71r0/ruTFtSwynBUmSmDx5Mvn5+bz//vt9ZlEbGhp48cUXOf/88xkzZsw5ybYdCtLS0li4cCELFy7E5/Nx8OBBdu/eza5du0QnZSDU19dTX1/P+++/j06nY/jw4YwePZqxY8dSWFgoLsx0Oh2TJk1i0qRJtLa2snnzZjZt2tSvvBcikVLV1dW8+eabolufn58/qPfzzjvv9HH1v+22286KhN+xcgehDgf6ArUUSKfXUVhQSHlF+YkCjiSBDMFAAF1UB7mtrQ2j0TioYo42OZ5AVRP5LT7KiFywKjFjubm5KjIfDAZpaWkhKysLQOQQR2fL9zYYU5afSjXRG1OmTOHee+/lv//7v1VEuL29XURMDQRJpyXxijkEjjUwMjePtvY2WlpaCPWaeQ6HwzS3NNPQUI9Go8FgNCIhgQRp6ekYTUaMJiOJoTAuV2TW0d9PIaqluQWP2403pOP9OCel7y5l5syZXH311WRkZJCYmEhDQwP19fU0NjYKo7X+4Pf72bp1K1u3bsVgMDBhwgRmzpzJlClTVMS+tLSU++67jxUrVrBx40ZVsSEQCLBs2TL279/P9ddfT3JyMj0fbaX5j68R6nGhz0lDY+yrOJDDMt093fh9fmQ5HDEHPL7eYDCI1+MhsyAbe1JKv6kIe/fu5eWXXyYYDBIXF0cwGBSkXiG4F198cR8y5Xa7aWtro7W1lba2Np599llqa2tpa2vD6XSKjrxCbE0mU78GdoFAQORig3r8QyH2Sn62Mj4SCoWwWq0idtFutwufCMUMsquri+7ubsxms3Bkz8jIQJZlEhIScDgchMNh0VlPSEjgvPPOIzExkYsuukicu/x+v4hXS0xMxGKx4PV6RdSW8m9/xSeNRiNm6pU5/UA4hG/aMLq3H8Dhc6A9/hqnmnUfCMJA7Dh5N5vNfaS/cigM/iDxi2cJIg8wb948FZmvq6ujoqKC4mJ1sedUCAaDvPLKK8L0sbu7G4fDgd/vR6vVCim/LMvodDqSk5PJy8ujp6eHQCBAeno6DoeDnp4eEVE31Fl5Bb3N72IS+xgGA1mWaWhoYM+ePezdu5d9+/ad9Pevwyzh14A+LCEjR36DPgOEPT4kixFDUdZn8noxnHt83v3hvXv38uSTT7J7924CgQAlJSV8/etfH1IjJxqBQIDrrruOQ4cOUVhYqPqNGQjvvPPOab3WmZD5WGc+hjNGKBRi8+bNbN26td/7i4uLWbhwIRaL5TPeslNDyYlW5PhHjhwZUk6s1Wpl1KhRjB07ltGjR/eZhQkGgxw4cID169dTVlZ2yhNdfn4+F154IRMmTBjQfb2+vp4HHnhApYgYP348P/nJT864aDJQpy0aLpeLqsoqwvKJ/aRsS7QkXALy8vPF3O7J4K9twWk38OoIDbIm0ulSLpx37txJS0uLID5Go5HJkyer5MvRruXKsmjXcZ1Ox/z585k3b96Q98mWLVt4/PHH6erqUhWtcnJyWLJkyYAFlN4Kh2AwSHNzM22tbap9J4dlvL7I/K3meJcvNS1tQHM6n9en6tb7vF4am5qID2kISfDn5Hacehg1ahRz586ls7NTkEOIzInn5uayY8cOdu7cOegRFL1eryL20d/nyspK3nzzzX4LYwaDgRvzx2P813rCgQD67NR+j9NQKERXVxehYAiIZCQHjpNKv8+Pz+8jMTGRoqKiyH6TZQL1rWj0euJ+cA3vth7h008/7Xfbc3NzueKKK9BoNLS2tgrSrvxFGx66XC527twpjBPD4bAwVVM61NHbrzk+GqB0zpW4OqUgpZg0Ko72Cgk3GAzieMrOziY+Pp729nbGjx+PRqMRxRedTkdFRUWf4hREYhCV9cuyLIh6dnY2f/jDH5g6dSo7d+7kf//3fzl69Cgul0vM0ofDYVJSUpAkCZfLJSIBo/+CwaB4XSXuMRwOU1JSwoQJE6itraVix16+fkyDVgafRX/SQlFvKJJ/5c84gFogGoqSp+Cln6FLTRDLZVnmrrvuUhnGXXHFFdx5552D3h63281TTz3Fvn37cLvddHd343a7CYfD6PV6UcxSCHr0/oHIb93hw4dFnGogECAzM5PMzExycnL44x//OOhztNfr5aWXXlItu+666wZU1MTwfxsdHR2CvO/du1cUMQcDjSzztSNQZE4kccTgRtHOBvpT2MTw5ca3v/3tc7r+559/fsD7tm7dyje+8Q30ej2XXXYZdrudFStWUFdXx3333cd3vvOdAZ87EP7yl7/wwgsv4Ha7B03mhzLW2xuna5YdI/MxnDXU19fzwQcfCLlnNMxmMwsXLqSkpKSfZ35x4HQ62bdvH7t372bPnj2qGczBIDU1lTFjxoi/aCLb3t7Opk2b2Lx5c5+uem8kJSVx/vnnM2vWLNX8sizL/PrXv+bgwYNimU6n43e/+91ZMdUY7AxsT3c3NTU1RJ88goFghFhEmdloJE0kz9l88jznkNODp62TJWOMOOIMgpzn5eXR2tqqmhv1+XwUFBSQnJwsiJVC2KPNvSCyv0wmEykpKaSmpnLppZcOfacQMXj82c9+RkNDg1hmMBi49NJL+elPfzrgjHnr8+/S/rdlqk50wO+nqamZ9o52EWXWe1TFbreTlZVFUlLSgBf/4ePd+o6OTuqqqkgJ6fjY6uRj+wlTtFAoRGZmJsOGDSMpKQm73c43vvENlQ9EY2Mju3btYvv27Rw4cKDfsZne0Ol0KmJvtVrx+Xx8+OGHbNq0SfXYxDYP0zc1kpmUgiE3rd/3E/AH6OruQg5HjqgT0uwIqQkEA1jMZkpLR6DRqj9fV0U9zV0drBxvp8mmwefzib9AIEBGRgYGg2FQ7wsiLvYNDQ34fD5VN0vpGvdGOBzG5/MhSZLINVfk2AqJj4+PJzk5mfvuu48bb7yRP/3pT2zcuJGOjg6ampowGAyMGzdOqAAyMjKora2lqakJn89HS0sLTqdTZMgrUW5er1dlkKiY74VCIZKTk7FarcTHxxMOh0lKSqKpqUkUv5TPwWazqQqHSiHM7/fj9/vF47VaLXq9XpzjmpqaKCsrIxQKcX6niQu6TbTrQySkpvTf15MkTEYTZrMpMqtvNg85PjPaYyP121f0uf/ll1/mrbfeEreTkpL429/+NqhueHNzM48//ji1tbWqbjwg/AQgMhYxd+5cvvWtb/GXv/xFxM4B3Hzzzaxfv56qqiqcTicVFRWMHj0arVbLvffeO2jjO4io25YvXy5ua7Va7rjjjs/ViyaGLw5cLhf79+8X0vn+PIxOBkmSKC4uZvz48YwbN47s/c10PLEEfUFGv6NPZxtyKEygqom0+28k8cYF5/z1Yvhs8K1vfeucrv9//ud/+l0eDAa59NJLaWpq4vXXX2fUqFFA5Jr+pptuorKykuXLlwvPpcHgwIED3HDDDfz0pz/lscceGzSZ/zwQk9nHcNaQnZ3N7bffzpo1a9i3b5/qPo/Hw9KlSxk7dizz58//TPLXTwc2m42ZM2cyc+ZMwuEwFRUV7Nmzh/3793Ps2LFTdu1bW1tZvXo1q1evFrnpCrEfPnw4ixcvZtGiRRw8eJANGzaIedze6OjoYMmSJSxfvpxZs2ZxwQUXkJiYyNatW1VEHuCyyy47a+6Y/ooGwh4fuvSTd3/i4uPJzMpSkVudXkfA70fSSCeyluUw1TXVFBUWoj/JZ66xGNEGw9gdfhxxBkGQrr/+ekwmE93d3dTW1gqpq8fjEcRFQTAYJBgMkpWVJSTFyvyyJEm0t7fj9/tP69ibNGkSd9xxh2qGXpZl9u7dyy9/+UsefPDBfpUnybcuxL3lAN4DlegLIzFZeoOB3Lxc0tLTqKutpblX9JROpyMYDFJTU0NLcwuZmZkkJCb03WdaDfa4OGx2O5YuDwc87ayznXCZV/KKKyoqqK6uJj8/nwkTJrBq1SpGjhzJ8OHDMZlMonO4aNEiHA4Hn376KVu2bGHv3r0DEuBgMMj27dvZvn07Op2O8ePHM3PmTC688EJGjx7NW2+9FcleD4QZtacVnS+ANiu5f7M5j5ceRw9KZcjv9+Pz+VSmbjqdjuKSEjTaiD+CIOxeHzXtjcS7Q5R82s26lB78x69DbTYbWVlZaLXaQRN5OJEpr3TaFZKuzJFHKz6UWXqr1YrJZBLH/f79+0WHWKvVMnLkSP7xj38IU8DFixezceNGEhMThTN6Z2cnSUlJ+Hw+QqEQcXFxNDU1iY5wOBwW+0PxrdDr9X1iGBVnesVwrrW1Vbjo22w2bDYber1ekEKn0ymIanRXXnmOwWDAarWi0+lIS0sjNzeXgwcPqr77G+O9DPPqyAsYCB5PcNDqdJhNJ4i7yWQ6IyIqyzLB+lbMYwpJvnVhv4+ZN2+eisx3dHSwd+9eJkyYcNJ1l5WV8cQTT9DS0qLqxkPEg0ApnqSkpPCd73yH8847D0mS+kSH9fT0cN999wkvjdLSUrRaLbm5ucyYMWNI77e3yiUxMTFG5P8PIxwOc+TIEbZv386ePXs4evTokCXN2dnZjBs3jnHjxjF27Fjsdru4L5jdRffLKwi1d6u8cs4VQu3daJPs2C+IzcrHcObYsmULNTU1XHPNNYLIQ+Q64O677+a+++7j7bff5kc/+tGg1uf3+/npT3/K+PHjufXWW3nsscfO1aafFcTIfAxnFQaDgYULF1JUVMSKFSv6RFjt27ePmpoaLr300nOWvX62oNFoRKb9tddei9vtpqysjP3797N//37VxWx/kGWZyspKKisrWbZsGXq9ntLSUsaOHcuYMWP4zne+Q1dXF5s3b2bDhg39duu9Xi8rV65k9erVjBs3ji1btqjuT0pK4oor+naoThe+qkYkGFTMVHJyMsFAgJYo6bneYMDv96uMv4LBINXV1RQWFvYxylMgaTRoNRqSPRC9V1taWhg5ciRXX301//jHP8TycDjM/PnzWbVqlSAvity5traWnJwcQZyiZ5iHQup6o7S0lGHDhnH06FHVOsvKynjkkUf42c9+pro4AtBYTKTdewN1P36KQH2rSmJuNBoxmkzYbDZ8Xi+BYBAJCX3UPvL6vFRWVWJpNpOZldVHwqxIzRNzM7n0Z/+Je+9mlixZQnd3N66oefNQKERFRQUtLS3U1tYyceJEPv30U4qKihg5ciQZGRlIkoTdbmfBggUsWLAAh8PB9u3b2bx5M3v37h3QxC8YDLJjxw527NghiP3kyZNpa2vD+69VJLZ7MOSk9409kmWcLhdu1wmJezAUxONxR1QHbldExhyWSUxMpL6+Hp/Xe7xbLFaC1+8joJHJ8WqZ3WNibXJA+AQMZexEkiQSEhIwm83YbDaSk5Mxm81oNBo6OjoIh8PIstzHAyMlJUVFskwmE8XFxVitVqxWKyUlJaSmpqqIX2lpKcOHD+fIkSNkZGRQVVVFc3MzSUlJGI1GUlJSMBgMorCjqE7gBMlTZrajoRSvFIm80lFXigwul4tQKCSItZL0oLjgKx17xTTSdJyMA2RmZpKYmMinn36qisSLvGkDu0clMLbNjknSYsrLQG8YWtf9ZBAjFfFW0u69AY2lfyVMbm4uxcXFKtO4devWnZTMr127lueff57Ozk5cLpeqiKOYCZpMJmbMmMF3v/tdlcy9tydIZ2cnGRkZ3HXXXfzlL38RBaBbb711yCNQHR0dqtunkzkew5cbbreb3bt3s23bNnbs2NGv6vFkSEpKEuR9/PjxAyaMAOhSE4i/Zh7tf1uGJt7Wr6fJ2ULYFyDk8JD8zctVozIxfPnxeYm9lRG72bNn97lPSQ8ZaAyvPzz11FNUV1ezdOnSz93zazCIkfkYzglKSkrIyspixYoVqgsriMx5vvbaa0yfPp2ZM2cOOBv+RYPFYmHy5MlMnhypJLe3t3PgwAH27dvH/v37BzS6UxAIBEQhACJS6tGjRzNmzBi+973v0djYyMqVK1XRVwrC4TDLly+nubkZs9lMfHw8FouF22677aQxYkNFqMs5pJNxekYGgWBQ5Whu0Ovx+/0YDQZRFPD5/dTU1JBfUDBgd0mWZRL1aml/c3MzI0eOZNq0aSxZskTsY41GQ3NzMw8++CB/+ctfqKmpER1UnU5HeXk54XCY1NRUcXwVFxcP6Mw+GGg0Gmw2G6WlpRw5ckR137Fjx/j5z3/OI488Qnx8vOo+87hi0n98M82/fUVF6P1+P93d3Wg1WiwWK6FQEI77AvSG2+OhvLwcm9VGVlYmVpvtBMEx6En/yS3EzZnE9+ZM4sYbb+TVV1/l+eefJxQKifUpxK+srIxDhw5RXFzMpEmTOHr0KImJiYwYMUJ06yFyfJ5//vmcf/75OJ1Otm3bxpYtW9izZ8+giH2CrOOuVgu2/BxMmeqLyHA4THd3t2pOOxQM4vZ48Hm9dHV1CxM1q9WGo2egcRcJo8EYMW6TZM7zWunKSyZg6z8dwmq1kpaWRmpqKikpKeJPIdt6vZ53332XF198EYhU5+vrI+aEirmcx+PBYDCI2MB77rmH7Oxs4uLiSEhIwGQy0djYyKOPPipet7u7m8OHDzNy5EixbPHixfzpT3/CYrGQkJBAV1cXTqcTm81GZWUl119/PVVVVUKGHwgEsFqtYn3KTL6yP5X9r5BxWY5EHCoz/JIkYTabhYJFcau3WCyC1CuKFuWxyrGg+Dfs3LkTnU5HYmIiRqMRk8mEwWDg/PPP59Zbb8W7ZjfNv32FcEsn8gDeCENF7+O8d3pBb8ydO1f1m7N582buuuuuPokh4XCYl156iXfeeQeXy6Vy+1f8OnQ6HUlJSXzzm9/sN8awN8FWCPjMmTNJSEhg3759jBkzRtUpGix6k/nk5OQhryOGLx+am5v59NNP2bZtGwcOHBjwXNsfLBYLY8aMYdy4cUyYMIGcnJwhfQf7U5KdbQxGYRNDDENFVVUVQL8m0vHx8SQmJvZ7bd0f9u7dy9/+9jfuu+++QccZf96IkfkYzhksFgtXXnkl+/fvZ/Xq1X3i4LZu3UpFRQWLFi06acX4i4rk5GTmzp3L3LlzkWWZ2tpaQdZ7R7/0B4fDwZYtW0S3PSEhgdLSUmbOnElDQ4PqxOP1eoVsV8lpzsjIwHu8U3m2xhZkf3BQ+fDRyM7OJhgI4nAeJ1zHu3o+v190piBCSOvq6sjLze3/NSQJm8kMnDhOlEgxvV7P+eefz9KlS8V9n376Kddeey0PPPAAzz//PLt27RJEBSIqkPHjx3PDDTdgMpnO2DhKIcMWi4XS0tI+Rarq6moeeughHnnkkT4X3orbevMfXyVQ2YguO5XWtlaiTQf0egPDhw/D7fbQ0NigMmVT4HQ5OXL0KPEWG2kYMKUkRIj8RVPFY1JSUpgxYwadnZ3s3r2bI0eOEAgEhFQbIhdUx44d49ixY+Tn5zNp0iQ6Ozv77dZDRKqmEHuXy8W2bdvYvHnzSYl9XpMXZ4OTxOkTRE65z+eLzMAHApFOdzgsdkEwGMTldKp8KozH889PBoPBEPFpkGXiPTLDuqCjJIOMjMhfZmYm6enpZGRkYLfbT3mBesUVVzB79mwqKyv55z//KUzi4IQMPSsrSxSlRo0a1cdlPDMzk7y8POH6DpHzXTSZnzlzJikpKbS1tZGWlobD4aC5uTkSveb38/bbbzNu3Djq6urELD5Ejj9lpl2JZVTMIZXbJpOpj4Gd0o1X1qU8TxlZiZboWywW4uLiMBqNzJs3T8zn9r6wMZlM3HnnnUJCbujnOB9qhy8cDoMMkkZC9gcJHu/I9z7OB8KcOXN44YUXxPv2eDxs27ZN1bFxu9089thj7Nq1C4/Hg9frFfcpYw0mk4nJkydz9913qzwmotH7nBJd1Bw5cqTq8x4KwuFwn8jHWGf+q4lwOMyhQ4fYvn07n3766ZBm33U6HSNHjhRz7yUlJWfUHDmZkuxsYLAKmxi+vPi8OvOKv01vdaQCm83WJx2kP/j9fh544AFGjhw5JPPUzxsxMh/DOYUkSYwdO5bc3Fw+/PDDPi6Pra2tvPzyy8yZM4dJkyZ9KeQs/UGSJPLy8sjLy2PRokUEAgGOHj0qyH20G/VA6OrqUiUC6PV6dDodDoeDlpYW1fOVec3XXnuNZcuWMXfuXObPnz/giWzQ78OgG3IetCRJ5OXnUVFRIcYqJElCr9Pj8/kwGU0ojlgOh4PGxiYyszL7rkiWscbHASdmRaOdqefNm8fy5csFeQwGg6xevZqrrrqKe+65h7feeov3339ftco9e/bQ0dHBD3/4wzM+tqIVBWazmbFjxxIOh1UdtPr6eh566CEeffRR0tLUaQBxC6ehz0im5c9v4NxzDF9PBxi1orCRlJyEVqfDHmenNK6Urq4uGhsahdM9gCTLmP0yGlc3B+N0uCYXc2FpOtHie7/fz86dO7Hb7cyZM4cJEybQ2NhIS0sLPT09OJ1O3FG59UpEYlZWFpMmTSIYDIpu/ciRIykpKVEpGqxWK/Pnz2f+/Pm4XC62b9/Oli1b2LVrF36/H4/Hg9/jJb9GizsgcfBQGeFQpIig0+v6LTyFgkG6u7rxeE4UMHR6/UkTMHQ6XSS6z2jEZDRiNJrQdTi5JjWbwl88dEbuyLIs88Ybbwj3dwUlJSXCQV5BNBGMxrRp01RkfteuXdx8881otVrq6+upqakhPj6ebdu24fP5cLvddHR0CBdqWZYpKysTr6/VagmHwyLXXOm8R0f3KY+LTnqQJIn4+HhhAqh05xXFhkajweVyiU57WloaRUVFSJLElVdeybZt2ygrK+tDEvLy8vje975HZqb6uxx9nHv2V6C1W9AmxxNGFvP7KSkp/RZpwqEQ4bCMHAoT7uwBtw/zmCLS7r3hlB15BYq0eM+ePWLZ2rVrBZk/evQojz76KM3NzbjdbpUSxmg0YrVaSUhI4Otf/zoLFy486Xmjv868ss/PBD09PX0UOjEy/9WBy+Vi165dQj4/FKPd3NxcJk+ezMSJExk5cuQpi51DxUBKsjPFUBU2McTweeDPf/4z1dXVLFmy5EujGoYYmY/hM0JCQgI33HAD27dvZ+PGjSrjslAoxJo1aygvL+fSSy89Y0L6RYBer2fUqFGMGjWKG264AafTycGDB4UsX+k4nwyBQIBAIEBPTw9NTU0qGXlaWpogRS6Xiw8++ICPP/6YadOmsWDBgj4X2IOFNsF2Wj/cGo2GgoICysvLhSJB0kTcvH0+H0bTiQuOjs4OdHpdn26XJEnYMlOh8wSZb25uFhfHcXFxzJw5k/Xr14v716xZw6JFizAYDFx//fVkZGTw4osvqrrFtbW1/OIXv+AHP/jBkDOno9F7PtlgMPCzn/2Mhx9+WFV0UOT/jz76KFlZ6vxc87hicp+8j0/u/y3S6k7inAFCGgm/SUdSry5fQkICCfHxdLR30FrXgM7tQxsGj0HDrnwj+/JMBOsOs/rBB5kyZQpXXXUV+fn5IlZLgd1uFzLjpUuXsnz5cpxOJy6XC6fTKRQzDQ0NNDQ0kJKSwuTJkykqKhLpCzk5ORQXF1NYWChIYXNzM/X19bS3t2M2m8nKyuLIkSN0dHRgancS503HZzGiCYVBQsQN9kYwGKS9rZ1A4ISSRaPVYrPZhLzddNxN3Gg0CQLf37pCWj3BhrZI5FHh6X0HOjs7+eMf/9gn2qmgoID77ruPb3/724LAy7JMd3c3nZ2dKuVBV1cXHR0dNDc3C1f4QCDAVVdd1cfDobW1VczjK+Z+yne7s7OTlJQUZFkWZF7ZZ8p8u5KGEB0hB6ik9WlpacKVPhwO43A4VGoDSZLw+Xzo9XocDgdOp5Ovfe1rfPLJJ/16g1xwwQXccsstAyqClOO8/ZUVdL+9lkBVEx3ObtoDXgLaSOFy1KhRqnONHA4TdLoJdzqRA0E0iXbi7zif9DsuG3IHb968eSoyv3PnTjo7O1mxYgUvv/wyDoejTxFGGV8aO3Ysd99996DOob0784FAAJfLNag4zpOht8TeYrGc1XGqGD57NDQ0iO77wYMHB+3fotPpGD16NFOnTmXKlCmn/ds+FPSnJDuTGfqwLzBkhU0MX058Xp155Zw7UGHM6XSeklscOHCAF154gbvvvpvS0tKzvo3nErFouhg+c7S0tPD+++/3m0ltNBpZsGDBacsTvyxobW0VXftDhw4NGFUXDoc5ePCgSrKvzG5rtVqsVqtwqLZaraIjN3r0aC688EKGDx8+JHLu+GQ79Q8+j6EgY1AmeL3h9/koL68gGDpBpkOhEHI4jKFXByE7O1sYSMmhMIHqJmwP3Mzj699TPe7nP/+5mEOvr6/n4YcfVt1/++23M3fuXHH78OHDPPXUU6pYMYiQ7zvvvJPp06cP+X1BZCbrV7/6lbit0+l49tlnaWtr45FHHulDehISEnjkkUfIy8tTLe/s7OSxxx5D5/CS0+gmv8ZJhsZEvCHS/ZaPu4ET1eGTzEa6DDKb9Q4OWoO4jf1/NhMmTOiTg15UVMSVV14pbrtcLpYvX87SpUvp6enB6/X26dYr2z927FiKi4sJh8N4vV4hke/q6uozNhON/GYf8/b10GXRotFqMBpNSJp+IukCAVpbWpGR0R7PYdfpdBQXFxN3vJs8FMjhSNxR1q/vwr7ghEuy4h3Q+0/Jh1f+Ojo6ePXVV2lvb1c9zmw2M3z4cPx+Pzt27BCRbeFwmMTERGFUF93xhoicO7qwpHxno1FXVye+/0rhKvoxFosFo9Eo3OmDwaBKARMKhUSHORwOi6KTkjs/a9Ys9Ho911xzDU8//TShUIj29nbVyIXiWq+Q/9LSUqxWa58LM5PJxDe+8Y0hfYeCrV10fbyNdY89g80TRH9896SlpKI9Ph4hjleTAU1GEpZLpmGeOw5dasKgRiN6w+12c8cdd4jzptfrJT4+XpjcRX9GivFjcnIyt9xyC5dddtmgXeMDgQB33HGHatnvfvc74TFwuti2bRu7d+8Wt3Nyck47VjOGzwehUIiysjK2bdvGtm3bhpQ9HRcXx5QpU5gyZQoTJ048qULpXMKzt7yPwmYosXVyKEyovZuQw4N5TOGQFDYxfDlxrqXp//u//9vv8scff5znnnuOxx9/nMsuu0x1X3d3N9OmTWPixIm89tprA6777bff5oEHHjjlNtjtdrZv3z60DT/HiHXmY/jMkZaWxq233sqGDRvYsWOH6j6fz8f7779PXV0d559/fl8H7K8IUlNTxQyyLMs0Nzdz6NAhDh06RFlZmegKNjU19Zm9z8vLE3FtDodDVCIVEmCz2ejp6WHv3r3k5+ezYMECJk+ePKh9aSjKQmM2Enb7TpozP+DzjUYKCvKpqKxUmUkFj8/jRpOzhvp6dDodNpuNsMeHZDGSPK4U/ZaPVESxpaVFkPns7GxGjx7NgQMHxP0ff/wxc+bMERf8paWlPPTQQ/z5z39WzUj5/X7++te/0tzczOLFi4dMEHrvP4UQpKSk8Nhjj/Hoo4+qfA66urp46KGHePjhh1WKgFWrVkWIn1nHsaI4qksS+el/fAdjqwNfZUPEhDAQRNLr0CbYMBZmYSjKYlhuGuOCAVasWMHy5cv7nanfvXs3Go2GuLg4MjMzMZvNfYiX1Wrlhhtu4Morr2TFihW8/fbbtLW1CZLucDgIBAI0NDRQW1uLVqslJyeH/Px8QTIVKbcSYdY7sjHeFUTmuKz+eBFHSTjQHE8u0Gp1NDQ2YLVZ1VL24mLie7mEDwbBYJC6ujo0TZ2s+PWf2POqRZBxpesNiP9Hd8eDwSCBQIDOzk7VnDlEimdWq1V4WzgcDtX7VbLh+4Ner1eReWVfRZNFxfxO2UfKPlXc5ZVigs1m6yN3Vzr2CQkJgqArnXZJkhgzZgx6vZ5p06YxZswYbDabquurFCEUMzyDwUAwGGTPnj3Y7XaVaWRiYiI/+tGP+jUYOhl0qQn45o3i3Q/sxHnCJLhCJLpCXH/pfHRIquNcl5+OL9EiRiSUOf6hSoktFgtTp05l/fr1tLW10djYiCzLfSI8JUkiJSVFmJAOlYTr9XrsdruqG9TR0XHGZL53oTsmsf9ywOl0smPHDrZt28bOnTv7pj6cBAUFBUyZMoWpU6cyfPjwL0QMYX8KGww6tIl2NBZjvwV/ORwm7PYR6nSAP4g2yU7yNy8n+daFsRn5/wP4vPrDU6dO5bnnnmPDhg19yPzGjRuByOjbyVBQUMB1113X731vvfUWdrudiy+++IyMlM8VvppMKYYvPHQ6HfPnz6eoqIgPPvigTxd17969NDY2snjx4jM2LvuiQ5IkYdY1f/58INK537x5M3/6058wmUxCEmqz2cSFncViwefz0d3djdMZcaF3Op2qfXn06FE2b95Meno6F198MYsWLerTGYyGIS8dQ04qvqqm0yLzAGaLhby8PKqrqpGP25vpdDoxNqAQHxmoqqxCRsbS4yOUHk/Q1UFaWpqqi9HS0sKwYcPE7QsvvFBF5hsbGzlw4ABjxowRy9LT03nooYd49tlnVY8FeOedd2hoaODOO+8cUue3t6xb6cxqNBoSEhL4xS9+wS9/+UuOHTsmHuN0OnnkkUd46KGHKC0tpaenh82bN6vWM/28maSMGw6AnZNn7pp0Wq644goWLFjAxx9/zIcffqi6YFRIcU9PDz09PaSnp/ch/aFQiJaWFurq6ggGgyLycM+eParHKoQwGAxSVVVFVVUVaWlpFBQUkJycLMY+tFqtmN9WChypJhtmUxhtnB2NViu67iAhaSJ55+XHyvsUVLKzsk6LyENEOdHW1kaqH9zNXqo1rad+0nHIsqxyM1eg0WiwWCyq7ey9zSe7eNHr9Xi9XtVjAoGAGBOw2+3k5+fj8XgIh8MYjUaRHZ+ZmYlOpxN/nZ2dooin1+vFduh0OvR6PWlpaapxj+zsbFJSUsjMzOS+++4TFyMtLS2isKKYvSmvr3xHIdLNKC8vZ9iwYRQXF3P//feftqN6fX09skai26ql26qlJzGRnAdu7/exstutKuYpYwdDLb4VFBTwz3/+E4fDIVQn0ecfiMwf33jjjVx55ZWnXThOTEzsQ+bPFDEn+y8HZFmmvr5eyOfLysr6nEMGgk6nY9y4cYLA9/ZY+aJAYzWR+u0rSLx6Lo5VO+hethF/fSuhlohBY79KMosRY0EG8YtnYb9gcix+LoZzjpkzZ5Kbm8t7773H7bffLtS9TqeTZ555Bp1Ox9VXXy0e39HRQWdnJ4mJieKaetKkSUyaNKnf9b/11lukpKSo1JlfJMTIfAyfK/Ly8vj617/OqlWrKCsrU93X2trKK6+8wiWXXEJJScnntIWfD1JTUzly5Ijo8AQCAdxuNwsWLKC5uVk43hqNRtLS0khKSqKnp4fu7m7VxYTb7cbtdgtZ/5NPPklpaSnz5s1j4sSJFBcXq2YxJZ2W+Mtn0fL468ih8JAkddGw2+1k52RTV1cnlumPR9ZJRMzNABxOBz6PF4vWwkZtD3seelA8Py0tDUmSVAQFYMyYMWRmZtLY2CiWrVixQkXmIdKBvvfee3n11VdZtWqV6r6tW7fS1NTEPffcM+gL5YHmvZWCgN1u5+GHH+ZXv/oVhw4dEo9xuVw8+uij/Nd//Rfl5eUqoqLValmwYMGgXr/3e7vqqqtYuHChIPVOp7MP4amrq+NHP/oR6enpFBYW4vV6aWho6ONAb7VamTlzJi0tLVRWVorikEJCFWLf0tJCS0sLNpuN/Px8CgoKsNlsIo9cSQ3I+uQQuho3ktGIcD8k0qmPi4ujorwCn9+n2oakxEQyzmAe1H28qCED2sFdT0cefwoi37tDdjJSqSgPlHEBZQ67p6cHg8GA0WgkKSmJhx9+WOWI/8orr/DWW2+J9TidTuE+Dye+xyaTia6uLvx+v+jcKyRUq9WSnp5OZ2cnRqOR0tJSDAYDP/3pT7Farezfvx+73S5m6ZX4NSVv3u124/F4RH59KBSiq6uL1tZW/vjHP54RoYz+rgJ9vCSiYTQaVd+RoXbnHQ4Hy5YtY/fu3SoiD5H9qrj0z5gxg+9///sUFBQM/Q1FITk5WWV02No6+CJSf/D5fH06urHO/BcHwWCQgwcPCvl872P7ZEhISBDkfcKECV8qHwRdagKJNy4g4dr5+Gtb8Fc0nFRJZshNOyMT0hi+nPi8OvM6nY7HHnuMb37zm9xyyy1cfvnl2Gw2VqxYQV1dHffee68qjeWVV17hqaee4vvf/z733HPP57LNZxMxMh/D5w6TycSiRYsoKCjg448/VhENn8/H0qVLmTJlCrNnz/5SuUueCXbu3MmuXbvEbb1ez4033shtt90GRC5KDx8+TFlZGYcPH6ayspKkpCQSEhJwOBx0d3f3O9Ps9/vZt28f+/btw263k5SURGFhIcOGDWPYsGGUlJSQesEk2l94n1B7N7q001dFJCYmEggEVGZ/BoMBnzdC4nR6PcgQF9bQiY9DcRKgoaWlhYMHDxIXF8ewYcP6SE4lSeLCCy/kpZdeEssOHjzI4cOH+5iW6HQ6br31VjIyMnj11VdVPzTV1dU8+uij3H333YwYMeKU76dfw7VeJkZWq5Wf//zn/PrXv2b//v1iudfr5dFHHyUhIUE1/zh16tQzulBX4h8vuOACfvvb31JTU0MgECAUCuFyuUQxpaKigs2bNxMXF0dWVla/Bl2SJJGenk5aWhqdnZ3U1tYKYqI4qAtVhSxTU1NDS0sLI0eOZOzYscTFxQli7PR6MR+fR1e691aLFZvdRnV19YkYw6j3kX+GpCohMRG3x4MEhAZZg5JlGbfbLaTpCnQ6HSkpKej1etG9tlgsWK1WDh8+TFdXlyDE8+bNY968ecTFxWGxWMSf2WzGaDTS0NDAL3/5S9XrdnZ2qqTY559/vorMWywWETUHkXOkz+cTRDwUCiuic+EAAQAASURBVOH3+zGbzart1mq1pKamkpmZiUaj4e6776awsJDm5maam5tFJB0gPDa0Wq0g0MpfMBhEq9Wi1+vp6enh97//PY899pgYdxkqes8LZ2dnD/hYxeSz9+/Aqbrzsizz6aef8uGHH9LZ2cm+ffvQ6XSq73xnZyeZmZncddddXHfddQOORwwFvaX7QyF3/aF3V16j0Zz2fo/h7KCnp0fI53ft2tXviNNAKCoqEuZ1w4YN+9Im9iiQdFqMhZkYCzNPqSSLIYbPEjNmzOBf//oXTzzxBB988AGBQICSkhJ++MMfcsUVV3zem3dOESPzMXxhoOQ1v/vuu30uaLZv305jYyOXXXbZV8Lt/mTw+/28+OKLqmXx8fFcc8014rbNZmPy5MlMnhz5MXW73Rw9elTM3ZeXl9PT00NXV9eA0VmKa3VHRwcVFRWie22xWLggzsSwfa3otZG4OO1pSlDT0tIIh0K0RjmDG40GvD4fIGE3mdG7wyzXdVLW2EpBQYHodCsXUNXV1WRnZ7NgwQJx38yZM4WBm4IlS5bwwAMP9LlYkiSJiy66iPT0dJ599lnV/nA4HPzhD3/gpptu4sILLzxl17U3+pNUmkwmHnroIX7/+9+zc+dOsby7u5vGxkaKi4tJSEgQRYnTgcvlEtL36upqDh06RE9Pj3A4D4VCfdzY4YT8fiBSL0kSmZmZTJs2jezsbCwWC/v372fLli2qbqFSLHC5XOzevZvdu3dTWFjIqFGjyMnJIWg+TvrDYYLhMMFAEGSZ1rZWOto7VGZ4ep2e4uLiM54Rzc3NxWQyEapuIX9MNpdOyxeFBCXmUSGKWq0WSZJYuXIlra2twgNAo9GQlJTE97//fXJycrBYLH0I3+9+9zu2bdsmbpeWljJnzpwBtys7O5uCggKqqqrEso0bNzJ27FhxOysrixEjRghFhzK6Eb3PfT4foVBIdM1lWaajo0MV8yZJEhaLhWAwyIQJE7jgggsAxKiJy+XCYDAQDofFfgmHw7hcLmHO53K5RCFQSS7YtGkTDz74IL/73e9OOqYzEHqbQ56sMw+R7nw0mVck8gONxbS0tPDOO+9QVVVFc3MzR48eJRAIYLPZ6O7uFmMgcXFx/Nd//RcLFy4c8nsYCL3dxftz/x8Kev/2JSQk/J8pYn9RIMsytbW1bNu2jU8//ZTDhw8PuuNoMBhU8vmUlJRzvLUxxPDFweftqT5u3Dj+9re/nfJx99xzz5A68ocPHz6TzTrniJH5GL5QSE5O5mtf+xoff/yxSqoMke7OSy+9xGWXXTZkE6YvE5YvX95HqnnLLbec9CLaYrEwfvx4xo8fD0QKAkePHuXo0aPs2LGDnTt39pseIMuyIPU2m43ExETcbjcfalxoJA+pZRWUmzUYzSasVitWixWr1YKpV0fwZMjIzESWZdqU1z/e5fV6vKQHtXRkJ9CQbUKurqSurq5Pp7qzs5O//vWvvPbaa1xxxRVceumlWCwWFi9ezCuvvCIeV1FRwa5duwaceRo3bhw///nPeeKJJ1TGeOFwmH/9619UV1dz++23D0gY+iPuA83ZKvLmxx9/nC1bthAOh4Xct7y8nMLCQi6++OI+8Xz9weVyUV1dLYh7VVWV6vjoLYc3Go0YDAZSUlJoamrqI6mHCKl3u93k5eUxb948pk6dSl5eHhkZGX3e/4UXXojX62XVqlUsW7aMuro6tFotcXFxxMXF4fV66ezspKqqioqKiohJTGIh6eEwhGU4PqrR2dkljkGNViPIZElJyZBd6/uDJEmkJqcQcAYZ+63bVW72veHz+XjiiScIh8Mq+XhCQgL/+Z//SXp6+oDPPZ2iw6xZs1Rkft++fTgcDlVh8vzzz1ed89ra2sjOzhbZ5UpnXol7VJzzW1paSE1NxWQyqVQEHR0dbNy4kVmzZgmViMPhQKvVkpWVRUJCAo2NjQMmZSjnBavVil6vZ9OmTfzkJz/hv//7v4dkSBcKhYYkswdEwSVa+aJE50Wfd4LBIGvWrGHNmjV4PB4qKytpbm4WzzMajcL3ITs7m+LiYg4fPnxOyXxTU9MZZc33JvMxif1ng2AwyL59+9i+fTvbtm0bVHysgqSkJEHex48ff9az32OI4cuCz5vM/19FjMzH8IWDwWBg0aJF5OTksGrVKhWJ8ng8vPXWW5x33nnMmDHjSy9Z643W1laWLl2qWjZ8+HBmzZo1pPUYDAZGjx7N6NGjueqqq5BlmUOHDrF06VK2bt1Kd3e3mI+F/kn9liITCw+4ifPK9ODF5/XR0R650NRoJCwWKxarBYs5IiuOzpLvjcysLMLHO4kQmaJOCetwyAG2lVjIzckmu7iQ+vp6Ojs7Vc9VHMC7urp48cUXWbJkCYsWLeLSSy/l448/Vs3UL1myhPHjxw/YycrMzORnP/sZzz//vCqHGiLd0oaGBr7//e/3ewHdHyk+GbHT6XTcf//9PPnkk7z//vuqfV1ZWdnvvKTb7e5D3Ht7BgwGGo2GjIwMUlNT6ejooLu7G41GI+baTSaTKETs3LkTj8fD1VdfPSCpVkZhLr30Unbv3s2yZcvYtm0bbrcbp9Mp8uBlWcbj8bCh6yATHMmEgx6M8RFy2N5xopgUDoUJh8IkxMfjcjkjJohmS7/xdUOBkopgKBqYLPr9fp5++uk+xUK73c6Pf/zjkxL5/jCYi5fJkyfzxhtviI53KBRi69atKmXGrFmz+Pvf/y7IdTgcpqioSHx+ivQdIoULZV2yLNPa2kp6ejpJSUmiQALw6quv0tPTIzrzilGbwWCgrq6uz5iIVqulsLAQs9nM4cOH6ejowOVyiZGBzZs385vf/IYHH3xw0BL1lpaWPt+dk8nsFRiNRpWcWTHoU47RiooK/v3vf9Pa2kp7e3tkfCMqacDv9+N2u7Hb7WRkZAiDsfXr1/Mf//EfZ5wFr6A3mQ8EArS3t592RzZmfvfZIRwOs3//ftauXcvmzZuH5D5fUlIi5PPFxcVfuWuRGGKI4cuDGJmP4QsJSZIYP3486enpLFu2TCWnBti0aRMNDQ2iS/tVwUsvvaSadZckiTvuuOOMLxQkSWLkyJGMHDkSh8PBJ598wurVq+nq6hJyaUVeq5D6TpsNc6GdeRWBCKE3EXGtBcLhvs75EcMwM2aLBYs58q/JZBLbnp2djSzLdHZ0YHOHCGs17B6dxE5HE3kuA1arldzcXLKysjAajbS1tYnILsUBHCKd6jfffJOlS5dSUlKCx+MRUSHNzc1s2rTppLJni8XCD3/4Q/7973/z7rvvqu6rrKzk0Ucf5Xvf+x7Dhw9X3deb+MDAnXkFWq2W7373u2zcuFF1oWg0GnnppZfo6OggLy9PSOaHStyju/JwYr528uTJFBQUkJ+fT1ZWFsFgkNWrV/Pee+/R3d3dZz1lZWWUlZUxYsQIrr76akaOHNnvMSdJEhMnTmTEiBF88sknrFixgt27d+Pz+cT9BoMBEm04PToSvUFaWlrx+SOz83qdDo0mQkgTEhMwmc24PR7cHg8aScJ8fC49+rgZ5I4ASSLU6cBYkIEht39n6GAwyF//+tc+CQc2m40f//jHfYjZ2YLFYmHSpEls3bpVLNu4cSMLFiwQ79NqtTJt2jQ2bNggHlNTU8OwYcNYvnw5EPHOCAQCIklBgUajwWQyERcXR25urqoo8+qrr9LU1ERKSgru407xiqN9NAwGA7m5uTidTqqrqwkEAlgsFtxut8pwb8+ePbzwwgt84xvfGJRKIVoFA5EM7cEQ6YG68x6Phw8//JDdu3cTCASoqamho6NDeB8oYwPBYJD8/Hwee+wxfve734n1+P1+1qxZw+WXX37KbRgMEhISMBqN4jsAkbn50yHzclTBU0GsM392IcsyR44cYf369WzcuHHQ6QMGg4EJEyYIAh/7XGKIoS9infnPBzEyH8MXGhkZGdx222188MEHVFRUqO6rqqripZdeYvHixaeUbX6eUKTVwEkr+Hv27GHHjh2qZRdddNFZHymw2+1cffXVXHjhhXz88cesW7dOdAP9fr8g9m63mzXeJlxpdi5u0ZPgkXGYNIQG6J6Gw2GcThdOZ1RUmkaKyH7NFiwWMwlWO4aWHrp1YXaOTqAxy0KmW091dTUFBQVYLBYx5zx27FiCwSDHjh1TkXkFfr+fgwcPcuzYMex2u3BWX7p0KdOmTTup1FGSJK6++mry8vL4n//5H9WFuGL4dcstt3D++eeLz6s3mVdm0wOBwEnJ565du0hPT8flctHS0iJUBh6Ph3379lFcXExubu5JPrH+odPpSE5OJhAICGm10Wjk+uuv77M+rVbLJZdcwgUXXMCaNWtYtmyZKJRE49ChQ/zmN7+htLSUK664grFjx/Z5X42Njezbtw+NRsMll1zC/Pnz2bNnD7t27aKjo4O4uDh0Oh2H0sLMq5UIBTyR/RcMEgwE0GgikWy9x0bCx83zXC4X2uNO8harFZPRKIpI/SHg99Pd04McDGJ0uIm7aEq/LsrBYJDnnnuujyLDarVy//33DzobfCjRdNE477zzVGS+sbGRqqoqlcPuggULVGS+srKSW265hddffx2IEAqXy9WHROv1evLz87nrrruwWq18+OGH4r6uri7a2tpwOBwEAgEhV4/efiXeTjlPwQkzPZvNJhIQlEz7Xbt28a9//Yuvfe1rpyy69B4ZGqzyQRkZUbrzsizT1tbGhx9+SE1NDZ2dndTU1ODz+cQIi9frxePxYDAYmDFjBr///e9JT09nxowZImsY4KOPPuKyyy47K91USZLIysqisrJSLGtsbFR5IgwWPT09fVQMMdJ4dlBdXc369etZv359nwLTQEhJSRHkfdy4cWdlHCiGGGKI4WwjRuZj+MLDZDJx1VVXsW3bNjZs2KC6eHY6nbz++uvMnTuXSZMmfSGlbv/85z/5+OOPgYhJ10033cT48eNV2xoIBPqY3sXFxXHttdees+2y2+1cc801XHTRRaxYsYJ169YBEcKQmBhxsQ+Hw3R5PHyQ5GR+o0Rqlx+3FMZjkJAHsa/lsIzb5cbjdOH2yxhDMi1xOlalh6hw1WNtsGKz2UhJSRHExmw2o9PpaGxsJC8vj5kzZzJ9+nQqKirYsmVLH/KUkZFBeXm56D4WFBTwySefcNlll51y+yZPnkxGRgZPPPGEqiseCoV46aWXqKqq4rbbbkOv1/ch836/n4cffhin00l2djbTp09nypQpGI1GamtrKS8v59ixY3z44YeCOGs0Gtxut8qEr7y8nFAoRH5+/oDHr06nIycnh4KCAgoLC8nPzyc9PZ2XX35ZpVrJzs4+KSk1GAwsXLiQ+fPns2bNGt57770+Yw0QMXv5wx/+QH5+PpdddhnTpk1DlmUOHDigihuEyPdz+vTp3HzzzWg0GlauXMnatWs5HO9gbKUXe1hDlxQGSUIiQhKDoSB1tXVYrJFOvNlkUhH2UDiMw+nE4XSi1Wgxm02YzRZMZlMfIutwOgmHwmh6vPhNOnbrXbTs2UNJSYkoGIRCIf72t7+pDAkBzGYz9913H3l5eQPus7OF4cOHk5qaqiK3mzZtUpH5cePGkZSUpOoWrly5kri4OHp6epAkSXSsFWd6SZKw2WzMnz+fG264AUmSsFqtLFmyBEAoMdra2vB6vULFEg6HVfPyinJE+T7Gx8erVAPd3d2kpaWJ52/atAmz2cw111xz0vNub7XJYHwiFOh0OjQaDU6nk6amJnw+H8XFxaxdu5aOjg6CwSAej0dEd4ZCIVJSUpg1axYPPPCAOI9dfPHFKjJfW1vLwYMHGT169KC35WTIzMxUkfnBksXe6N0lNplMXynl2WeN5uZm1q1bx/r166murh7Uc4YNG8a0adOYOnUqBQUFX8hrihhi+KIi1pn/fBAj8zF8KSBJEtOmTSMzM5Ply5erJMvhcJg1a9ZQX1/PxRdf/IUyn1GMwyDSGaytreUPf/gDI0aM4Oabbxazre+//36fC8Abb7zxrM11ngx2u51rr72Wiy66SHTqFam/RqPBarUSKrKyNi/MyEoX49ogLRAmKMm4tDKOgI9gsK8EHVlGHwJzIIxWBo9eYme2kb25RgIa8NR0qkyGNBoNzc3N5ObmEgqFxP4qKCjAbrfz05/+lLq6Ot555x3WrFkjOlg2mw273Y7D4aCtrY22tjah4li4cOEpZ3uzs7P5+c9/znPPPce+fftU961fv17M0fcm883NzcTHxxMMBikrK2P79u14PB7hKG42m/F6vaoOuLK8trZWta6qqipCoRBFRUXo9XpycnJEjnthYSFZWVl9JP379+/vM34yWB+JaFK/bt06li1b1q/ctLq6mmeeeYalS5cyZswY4uPj+5Bpk8nEhAkTxGxvaWkpd955Jz/5yU/YeGgrC502nIQISjJarRab1YYkRfLg/X4/Ho9H7Bur1YrJaIqOpicUDuF0uXC6XEiShMloxGw2YzZb0Ol1kYcGQmi8fpwXjiUcb6Guro76+npyc3MpKCjgX//6l8qBHiKjDvfdd5+KTA8Ev9+P0+kkMTHxtDvzkiQxc+ZM1WjHtm3buP7660XHT6PRMHPmTCGrDwaDbNmyhaKiIvFZp6amUltbG4l59PkwmUwUFBRw//33i207//zzsVqtvPDCC6Ijr+xnxRU/GAxiMBhE8Sw5OZmkpCTV+bOwsJD58+czffp0amtreeaZZ1RjQCtXrsRisXDppZcO+L57d+aHQuYdDgebN28W0WzBYBBJksjJyaG5uRm3243H48Hn86HT6Rg+fDjTpk3jRz/6kUr5MXbsWLKzs1UReR999NFZJfPRON14uti8/JlDMX5ct24dR44cGdRzioqKmDNnDrNnzxbeCjHEEEMMXxbEyHwMXyrk5uZy2223sXz58j6E6OjRo7S2trJ48eIvzA+yy+USMVIHDx4kPT2d1NRUDh06xMMPP8yUKVNYuHAh//73v1XPKykpYd68eZ/ptipKgAsvvJBPPvlEReoBgjoN+4bZOZobIr/Zx2SXgYyQjix/kFA4TMDnJxAMEPAHCAQDBENhglqJLouWIxl6KlP0uI0RIigR+SxramqEKZfSKSwrK0Ov1xMMBtHpdDQ0NBAKhbBarWRnZ/Otb32Lm2++maVLl/LRRx/h8/nIzMwU64HIBd0jjzzC66+/ziWXXMIll1xCUlISPp+P9957j+3bt5OZmcnXv/514uPjsVqt3Hvvvbz99tuCSCkoLy/nkUceETO2Xq8Xl8tFV1eXiIRTOqYK0e3p6RERYuFwWCxXiLrRaOTYsWNi1lnpdpaWlvKjH/3olHJOxUAtGllZWUOW6xsMBi688ELmzZvHunXr+o2FTE5Oxmq1UlVVhU6nIzU1lZSUFHQ6HZmZmYwZM6bP9i5btoympiZ0U/Lo3Ocmq0dHg+zDYrGIBrwE6LRadFotsgw+ry8iIZckLFYrVqu1T2FOlmU8Xi8erxc6O9Hr9Rj1BrQdPfjzUnDNG6l6bFVVFWvXrqW+vl7Mmyvv+4c//CHFxcWn3EcNDQ0sX76cQCAg3PtPFzNnzmTZsmWiAOD1etm5cyczZswQjznvvPPEMagY0MmyTHJyMh0dHQwfPhyj0Sjm2keOHMnTTz/dZ2xh2rRpVFZWsnHjRtV3IxQKEQqFMJvNpKWlkZKSQlxcnCgEmM1mzjvvPObPn68a8SktLeUb3/gGzz//vGpef9myZZjNZubPn9/ve+7tCj6Yc3MoFGLz5s188skn+Hw+Zs+ejdlsFp/fjBkzWLduHT09PciyTFJSEgUFBUydOpXvfe97fY4bSZJYuHAh//jHP8SyTZs28Y1vfOOsZLj3zpo/3Xi62Lz86cHpdLJ582bWrVvHvn37BlVgy8zMZO7cucyZM+e0xpxiiCGGvoh15j8fxMh8DF86WK1WrrvuOjZt2tSH0HR1dfHqq69ywQUXnNbM4tmGcvEZDocJBoPU19fT2tpKZmYmSUlJbN++nSVLliBJkogFkySJ22+//XOT98XHxwtS//HHH7N+/XoVqfeatBzOt3AkLBPvDTMjt5QJqTkY/WHkQBBJr0ObYCOcmUiTNojP2429toa4qircUeoDjUZDXl4e1dXVwkhPycD2+/0iUsrpdLJ+/Xq6urrQ6XSRCLLUVHJycli0aBHV1dXs3r2bhIQEVRdc6dK//vrrLFmyhJKSEjo7OwURaW1t5Z133uGOO+4Q23PdddeRl5cnXMUVM63m5mYefvhhPB6P6JArc/zKdipdQ51Oh06nw+/3C+Kn0WjQ6/WUlpYyY8YMCgoKqKmp4Z133lF1uj/99FOef/557r777pOaiylFhGicSbqDXq9nwYIFzJs3jw0bNvD+++/T1tZGZmamKDRApDPa2NioGoHoTeTXrl3LG2+8EXm8VmJrsYlFRwJMTckjmGSlVTE2jPrRlyTQ6bTodFrCxx3xFZd863Fi31+BI+D3o2ntJqzXUTU9j5CzB1PQJJICKisrcblc2O127Ha7mMm/6667KC0tHdS+2bBhgzCd6+npoaenB7/ff1rzs4mJiYwcOZKDBw+KZZs2bVKR+REjRpCYmEh7e7sgd52dnWRkZKji/EpKSpg0aRI/+tGPBny9+vp6wuFwnwssZZQmLy9PKFdKSkqYP38+06ZN6zdpASJjALfddhv//Oc/VcvfeOMNzGYz06dPVy1X5tyjcSoyX1FRwbvvvktzczOyLNPc3My///1vrrvuOiByLtXr9UyZMoW1a9dSUFBAcnIys2bN4hvf+MaAppQXXHABL7/8sjiXBYNBVq1axdVXX33S7RkMenfm29vbT+sYiZH5wcPr9fLpp5+yfv16du7c2W/aSG8kJycze/Zs5syZQ0lJSUxCH0MMMXwlECPzMXwpodFomD17NllZWXzwwQeqblkwGGTFihXU19ezYMGCQUconQso0uzoi2m/3091dTUtLS0kJSWJ7O2Ojg5SU1O54YYbBtUxPNeIj4/nuuuuE5363qRe1kh0WSQ+bC/n464qZs2axcUXXy7mVAHSgHFR61Si15TYtcrKSiRJEqQLIrJtt9stDLeUGK6amhoKCgrQaDS0tLSoZnGNRiM2m43GxkbC4bAw0autrSUvL4/a2lphLmiz2UhISGD48OEqwy9ZlkWM1qhRo3j33XdV8+ShUEiYh5lMfWe3lXUEAgECgQAaTSRLXSH3er2ehIQE4uPjKS0t5fzzzycvL4+nnnpKdXysWrUKv9/PD37wg36JSTgc5tNPP1Uty8zMPCtz3zqdjrlz55Kdnc22bdtoampSxYNBJB6ysbGRw4cPs3r1ambNmsVll11GZmYmBw8e5Nlnn1U9vjlOR/qPr8P01lbCrgAlJSUEg0FBVl1RiQgAGklCo9Oh1+kixN59gtibTWa0Wg0WqxW9Toex24Os1VJ3QSnOzDhkt1uoYaLj3JTPymazMXbsWLq6umhubiYtLe2kF/ShUIh9+/bh8XjIzMzEaDSK1AVF6j7UTsSsWbNUZP7IkSO0tLQIkqvRaJg+fTqvvfaaICidnZ1kZWVxww03sGnTJvHcnTt3cvjw4QELE++//z6SJKHVasV8vfIegsEgNTU13HLLLVx55ZWDNgCcPn06Ho9HFGwUvPTSS5jNZsaNO/GN7+zsVJ0zYGCZfU9PDx9++CG7du0CIhL7mpoacW6vqqoiNzdXzPlfdNFFwsH+4osv5pZbbjnpZ2m325k1axZr1qwRy1asWMFVV111xqSuN5lXihBD6fgGAoE+BboYmVcjGAyyc+dO1q1bx7Zt2walkrHb7Zx33nnMnTuX0aNHxwh8DDGcQ8Q6858PYmQ+hi81ioqKuPXWW3nvvff6zJwfOHCA5uZmFi9e/LldFEVnRkPkQj0rK4umpiY8Hg9Hjx5FlmXRCWtra+PTTz8lNzeXiy+++AvhnpuQkCBIvdKp790FCYVCrFu3jo0bNx4n9RerSL0Ci8UiIvIU+Hw+ysvLefLJJzl27Bgul+u4M76TUCgksrXdbrcg570vyLRaLfn5+Wi1Wurq6kRsnsPhoLa2VhBrWZbp6uqisbGRlpYWMjMzefPNN2lsbKS8vFwlR87OziYYDKqWQeSiOxwOi89M2RaTyYTdbsfv9xMKhYQ8WiEzycnJeL1e1q5dy9q1a8nLy2PGjBl873vf49lnn1XN5G/YsIGenh7+8z//s48B1qFDh/o40Z9JVz4a3d3d7N27l56eHuLj44mLi8PpdNLc3ExPTw/t7e2i+ASRi+u1a9eybt06SktL2b17d5913nHHHUxatIiekhKa//gqgcpGdNmpZGRkkJGRgc/no6O9g/aOdjy9CgcRYq9FRySirLWtFVmW0aMh3xRPON5C8wUj6BkRcUiXJAmv18umTZuIi4sjLS0NjUYjlBFK4kFHRwcdHR3Y7XaKi4vJzMzstzjzzDPPiBEYm83G+eefj9FoxG63U1RUpDI9GyzGjRuH1WpV+X5s2bKFK664QtyeOXMmTz/9NBoZ0sJ6MrrgUl8C53fbMFYG8YYCeHUSXVYNS5/5X378x1+h0ff9OVcUL1arFVmWCQaDmM1m4uPjSU9PJzk5Wcj1h4L58+fjdrt57733xLJwOMzf//537r77blFc6G1+ZzAYSEhIUC3rLakPBALU1dWputQGg4H33nuPO++883gEpgW9Xs+0adPIyclh8eLFgzr+L774YhWZb2xsZM+ePUyYMGFI7783TCZTH2VQY2PjkMi8s1dRC+izr/4vQsmCX7duHZs3b+53P/WGyWRixowZzJkzhwkTJpwyQjSGGGKI4csMSY6VUWL4CiAUCrF27VrR1YmGXq/n4osvHrSs9mzi6NGjPPLII/h8Pg4cOIBWq2X8+PEEg0Gqq6upra0VlUy9Xk9eXp7osCYmJnLttdcyd+5cQWi/COjq6mLFihVs2LBhQGmjVqtl1qxZXHLJJYO+IHW73Tz11FNUVVXh9/s5evSoMO+SpEjEnc/nIzExccAoQsWMLhQKCTKvyN8V7wKIVI8V8mY2m0lOTiY7O5ukpCRMJpOQ88uyLIh/MBgUxRmlw1lSUoLBYKC5uRmLxUJRUZF4TmNjI8FgULymYtSXmJiI3W7vky/+r3/9q8/+LCgo4MEHHxRGWOFwmBdffFGlGMjIyOCmm246IzIfCoU4duwYx44d6/d+i8VCamoqq1evZtu2bX2q74FAgP379+P1erHb7aSlpWG321m0aBF33nmneJxnbzktf34Dz/4KtHYL2uR4JO0JEu31eGjv6KCjvb1P183r9eHzeElAhxktVVovG/J0VBsCZGRkCLn1tm3bBFHW6XRkZGSQnZ1NWloaer1eHEvKn1arxWw2k5+fL/wMIHKMLFiwgNbWVlWHf/z48eTk5AhybLPZ+NnPfjak7+jrr7/O6tWrxe3ExER+9atfiWPywMatPHX7D5jkNJIS1mFCS2ZWJiajEZfbTc9xh3qAgFYidXQJBbddjn3BZHSpCeK+Rx99VLjap6amctNNN1FZWdmnA2wwGPjWt76lKrKdCrIs8/bbb7Ny5UrVcqPRyL333kt+fj7r1q3j73//u7gvOzubX//61+J2RUWF8FdQJPlKDB5EziMmk4na2locDgd33nkn06ZNQ5IkYYRXUFAw6H0vyzL33XcfVVVVYtnMmTP5f//v/w36fQ+EX/3qVyrFxQ033MCVV1456OfX1dXxwQcfiNtGo5Hbb7/9jLfrywhZljl69Cjr169nw4YNg8qC1+l0TJkyhTlz5jB16tQvlBFuDDH8X8HNN998Ttf/6quvntP1f1kRI/MxfKVw+PBhPvroo347TZMmTfrMifHBgwf51a9+hdfr5eDBg+h0OsaNG4csyxw6dAiXyyW6UZIkYbfbSUpKIisrS3Tls7KyuPnmm5k0adJntt2DQVdXFx999BEbNmzo4/SuQKvVMn/+fC655JI+Bl39weVy8cQTT1BTU0NFRQWhUEiQuuLiYuLi4nC73YwePZqMjAzq6+upra2lvb2dcDhMY2MjDQ0NwrlbIVx+v1/MwCtQyG9010aR69tsNkymyOy11RqJz6uvr8ftdgujO41Gg9lsJiUlhc7jZmzDhw8HIkUcv98vXl9RBkTvl4SEBBITEzEajRQVFTF//nx+85vfqOLCINLRf/DBBykoKKCsrEyVIQ5w5ZVXUlRUdMp9OxA6OjrYu3evqlMcjcLCQoYPHy72U3NzM8uXLxez5OFwmIMHD/ZRMBQWFvKLX/yCxMRE2tramDFjBjqdjrDLS/srK+h+ey2hDgcYdGgT7WgsRqSo7rjb7Y507NvbwOPH6AsR8gVwSEFWS518pG0jOTtTKCi6u7uprq5Gr9djt9uJi4sTn9/cuXNFd7o3jMId34zRaCQjI4O8vDxkWebiiy/G7/dTW1tLUlISVquVcDhMZmYm48ePx2AwEBcXR0lJCVdcccWAs+a9UVdXx2OPPaZads899zCyoJj2V1ZQ9tSrBNp78IYCuDRhDHE2xk8YD8cLTGVlZfh8PpEYYZe1ZCSnoEuKI/6aeSTfuhCNJbIt27Ztw+FwMGfOHPR6PW63m2effbaPqkCr1XLTTTcxc+bMQb0HiHy/XnnlFZX0HyIFqvvuu4/Nmzer3PsnTJjAfffdh8Ph4IMPPhDFV7fbTU1NjTgGlYKLVquloqICSZIoKCggPT2d6667Dp1OR0FBAQkJCej1+iHFt33wwQc899xz4rZGo+Fvf/vbGau3/v73v4vkEoA5c+bwne98Z9DPP3LkCGvXrhW3k5KSzmk06RcRNTU1rFu3jg0bNgwqEUCSJMaPH8/cuXOZMWPGoH5jYoghhnOHGJn/fBAj8zF85dDR0cGyZcv6GC9BZLbx8ssvJy4u7jPZlj179vD73/8et9vNoUOHMBgMjBkzhvb2dlXubSgUwmKxRC7QiVxgpqSkkJGRIUjUd7/7XWbPnv2ZbPdQ0NnZyUcffcTGjRsHJPVKfNW8efNOKXl0uVz85S9/YePGjQQCAUHojUYjxcXF4oLtpptuEsZhHR0dPPDAA2zZsgWHwyGIe/TpTenOezwe0a0HxFx+9ONMJhPp6enk5uZit9vRaDS0traKz0yRbUfc2U902EeNGoXT6aSmpkb1ngoLC9HpdLS2tqoy5/Py8rBarZSWlnL33Xdz5MgRfv3rX/fpnFosFn7yk5+wa9cuVVc+PT2dm2+++bS68sFgkMOHD6u6lNGw2WyMGzeu33EJiBRzPvzwQ55++uk+F95Wq5Xhw4fT1dUljMCKiop4+umnxecfbO3CsWoH3cs24q9vRXZHjn1ZliOOeMdnvGUgoIF2bZDXGw+w2llPlxTp3EqSxJgxYwiFQlRWVorjL9qxfcqUKRQXF4sCmSzLA8716XQ6QexbWlp49tln8fv9wp3cZrOJeD6TycTkyZMpLCwkISEBq9XKlVdeOWglyq9//WvVcTIrvZC5tWGce45S296KxwDy8c81OydHZRzX1dlJZa/PLS87m3j0hBxuzGOKSLv3Bszj+vfe8Pl8/P3vf1d1khUsWLCAK6+88qQGjNFQ5PW9VVHx8fGkpKSwd+9eseyiiy6ioKCAlStX4vV6CYVCNDQ00NraKj4TJS4vFApRU1NDcnKyytvgvPPO4/LLL8dut4v1Wq3WQUup3W43d955p0r5cfPNN3PjjTcO6vkD4YMPPuDll18Wt4cNG8Yjjzwy6Ofv2rWL7du3i9s5OTknjfz7qqC5uZn169ezfv36Ac9FvTFixAjmzp3L7Nmzz0oaQQwxxHB2cNNNN53T9b/22mvndP1fVsTIfAxfSQQCAVauXMmBAwf63Gc2m7nyyivJzs4+59uxY8cOHn/8cVwuF4cPH8ZoNDJy5EgOHDigUg+YzWZGjBiBx+MRM98QIZqFhYXExcUxYcIEfvKTn5zzbT5dDIbUp6amctVVVzFhwoSTElCXy8Xdd98tSKKSi63X68nPz8dms+H1epk4cSI9PT28//77tLS0IMsy4XBYRMLBCb8CnU6HLMv4fD78fr/o2Gu1WgwGgzDNi+6gazQa0tLSyMrKEk7ubrebUCgkSL/yOEVZEQ6HRRydQvqKi4sJh8NiPlmn05Gfny+6//fcc48wIGtsbOSxxx7rQ5A9Hg/FxcUqc8QrrrjitMwSW1tbhbFbb0iSRHFxMSUlJadUsbz++uu89tprtLe3i1EEo9EojMqiVQYajYabb76Z22+/XdVBk4Mh/LUt+Csa8FU2EOpyqlIRjIVZGIqyMOSmUVlTzXe/+106Ojro7OzE5XIJOW206gIi36nCwsJInJ3Hg8fjIT4+nuzsbLKyssjKyjrp+9u9ezebNm3C7XaLrHRJktBoNCQnJ4vXHT16NHPmzBEmh4sWLRrUuWXNmjXiwiS/wcOUsm6y45PpNMg0t58oRGo0GsaMHdtnWw8fPqwyJzQYDIwaNQrZHyRY34om3kr6j28mbuG0fl8/GAzy0ksvCWPIaIwbN46vf/3rg5YqBwIB/vrXv1JWVqZaXl5eTnJyslAEZGRkYLPZgEgBrq6uTpwHtVotFosFnU6HzxeJKUxJSVEZmNpsNn784x+TkpKiKshotVqsVuugi1rPPPMMK1asELdTUlJ47rnnzki1tXv3bv7whz+otjVaAXAqbNiwQbX/hg8f/pnHk35W6OzsZMOGDUPKgi8sLGTOnDnMmTPnCxM9G0MMMagRI/OfD2JkPoavLGRZZv/+/axcubIPudRoNFx00UWMGTPmnG7Dli1bePLJJ3E4HBw9ehSTyURSUlKfHOKSkhLi4uLo6ekRhE+j0ZCZmUl6esTc67rrrjsrMUrnGoMh9UVFRVx77bUUFhYOuJ6XX36Zt99+WxQ2JEkSTuV6vR6tVksgEMDj8QhSEwwGBalT5uIVoq3RaIiLi8Pv9xMIBEhOTsZkMmE0GmlqaqKrqwufzzdg19ZkMgnCoYxGRJN55TWVeXsFer0ejUYj4vZ0Oh3JycmYzWYSEhK49dZbGTVqFImJiaqc+t/+9rccOnRIrFchPhMnTmTs2LGkp6ef0sG7N/x+P2VlZdTV1fV7f3x8POPGjRuUcmXNmjU8/fTT4nYwGKSzsxOj0SgKJUpxRfkMMjMzSUhIYP78+SxcuJCUlJRBb7uC//3f/xXS7ba2NsrLy4mPj8fn84nj7f+zd97hTdX9+79P9miapulId8sqsyzZsjfKFlEEARUQxA0++PNxP64vCLgQB8sJiDJFKLPs2UIZLaV07zZp02aPc35/1PMxp0kXQxzndV1cmpPkrJyk536P+61UKhEXF+clztjKDKvVCrvdjuDgYCLuQ0ND/6ga+F3o5ufnw+VywW63k+Ni+7nVajXUajUoikJISAiGDx+OgIAACAQCDBw4sNH+c4vFgiVLliAsx4geV6ogoBnIY8JQVlbG+d4EB4cgMsrbab6mugaZN7geB9HR0dBqtbXGi4XlEIjFCF3ySL2CnmEYbN++Hfv37/d6LjIyEvPmzau3MqMudrsdn3zyCbKyssiy8+fPg6IoKJVKmEwmJCQkwM/PD/n5+aT6hC2pZ8dyqlQq0s7iSWBgIF566SWEh4fDbrd7eSqwpnhNITMzE4sWLeIse+WVV9CjR48mvd8XJSUlePHFFznLvvjiCxK8aIzExEROtVbXrl1xzz333PT+/NUwm804ceIEjh49itTUVH4WPA/PP5BbrXBqjE2bNt3R9f9d4S0+ef6xUBRFRM/OnTs5TsM0TWPv3r0wGAzo37//HRtXw2adPG9cSktLOa9RqVTw8/NDQUEBcX+Wy+WIjY0lM76HDRvGcbv+K6PRaPDQQw9h6NCh2L59O5KTk71ek5WVhaVLl6J79+4YP368l6hjM+sKhQJGo5GIdYZhSJaepmlYrVaSJfcU8qxoBmozliKRCEKhEBEREbBYLNDr9VCpVNDpdOjfvz8eeeQRHD9+HLt27cLly5eJWLDb7eT/a2pqYLfbIRKJiNO7p6me5757BhEAkPYJNqhQVVVFghSrV68GUFs5EBgYiKCgIAQFBaFr164wGo3IzMyEzWYjwYCUlBSYTCa8/fbbTb5uGYZBSUkJrly5QvbFE4FAgPj4eDL6rzGuXLlC9pv9HGw2G9q0aQN/f3/S0+2ZLWcrIKxWK3777Tfs3bsX99xzD0aNGtWsmc8PP/wwjh8/jszMTBQWFkImk4FhGPTr1w81NTWQSCRQKBQ+TbOEQiHxRGAYBjabDRkZGbh48SIYhkFoaCjCw8NRXV2NgoICOBwOco2xrRcGgwE2mw1GoxEOhwNBQUEoLy/HTz/9hIEDB6JNmzY4dOgQqqqqGpwyoFAoMCCsJfx3H4KAZmCSC1FVXAwGgEfTB4JDfI9yU/mroFQoYbb84XVQWlqKwMBAUBQFcUQwnIXlKF32I8Q6rc+Se4qiMGHCBISGhmLjxo2cIEJBQQGWLl2KefPmISYmptHPRSqVYv78+Vi5ciUKCwvhcrlgNpvJyDWlUonq6mrk5+eT64ItqRcIBJBIJOjRowdSU1O9hHx4eDgWL15MjCAlEomXB4bNZvMKpNVHq1at0Lp1a1y/fp0s27Nnzy2J+eDgYIhEIo6JZVFREfHRaIy6nhX/hP5vhmFw5coV7N27FydOnOBnwfPw8PDcAXgxz/OPJyQkBI888gh2797tZfp09uxZGAwGjBkz5o6Mgasr5i0WC0csURQFrVaL9PR0kmliy7rZTPLcuXPRtWvX275vd5rg4GA88cQTyMrKws8//+xzjNf58+dx4cIFDBw4EO3bt0dOTg6uXbuGjIwMMoecFeaskRw77o29+WVN5tg52gKBACKRCCqVCmazGTKZjNwQlpSUEKMr9rOprKyESCTCwIEDMXDgQFy7dg27du3yqiwoLy9HQUEBaJqG2WyGy+WCWq0mPdiswzYA0q8vEonIdljBQlEUxGIxgoODOZljl8uFsrIyr3FeZrOZ06svEAiQmpqKN954Aw8//DCCg4Oh0Wig0WgQEBDgZcJmMplw9epVUipel8DAQDIurSkUFRVh6dKlcLlcRMQzDIPo6GiIRCJcu3YNJpOJeBGwFRJSqZRzY07TNM6cOYMzZ86gRYsWGDVqFHr06NFo77NcLkfXrl05ZmMOhwO5ubl45JFH8MQTT0AoFCI3NxdnzpzBxYsXkZaW5mWK6elqz67DYrHg0qVLyM/PJ8EAVjBarVZUVFRAoVBAKpXCaDTCZrOhuLiYzE7fv38/8vLyMGDAAKSkpKCqqgojRozwWb5Nm23ocLECpU4a1UohGIqC6fe2AfHv50Ct9m+w1F0XpsONGzfIY7vdjsrKSq6gzy5G2crNiPr0eWKKV5c+ffpAq9VizZo1HFFZXV2NlStXYsaMGU0y4FQqlXjqqafw6quvIi0tjbRZOJ1OVFZWQq/XEzNItqQeqDUn7dKlCzZt2uQl+Fq0aIEXX3yR0yPPTpPwbBOhaRpOp7PJv+MjR47kiPnk5GSUlZXddAm3UChESEgIp+qqpKSkyWLeUmcs499ZzFdXV+PgwYNITExEYWFho6/nZ8Hz8Pwz4Iu97w68mOf5VyCTyTBhwgQkJSV5ZYpv3LiBjRs3YsKECbfdGI+9MWX7qK1WK7lJYxgGYrEYeXl5oGma9IOz+9ClSxfMnTv3b2/w06JFCyxatAjJycnYtm0b9Ho96WOuqamB2WxGSkoKKIpCUFAQAgICQFEURwCxQpCdO8+WcAPgZOM9zezYWfCeN/hOp5NkxFlxVzeDGx8fj/j4eMyePRt79uzBnj17YPx9FJhnT72fnx8R9gzDkP53dvueTvZsPzUrQoKCgppsMKZSqaBWq2E0Gsl1JBQKkZKSgmvXrqF169ac8mK2fJ8V92KxmGzf859EIkG7du0QHR3d5Jtno9GId955BxUVFbBareQzCAwMhNVqRWlpKRElbGCFNb8DwHmPJ1lZWVi1ahU0Gg2GDx+OwYMH+yxPZhgGu3fvRnJyMrRaLWfmvcViweDBg4lAjI2NRWxsLB588EE4HA6kp6cjNTUVqampyMjI8GoBkUgkkEgkUKvVpHrG03uBrY4wm80QiUTk2nK73SgtLSVl9xkZGSgtLcXQoUPhdDqh1+sxefJkEjRg0X+fCEFWKVyBfoDDVjsZwE3D6XAQMR/ciLD09/eHQqHgCMHSkhIEajTA78ElUUQwrJezof8uEcFz66/uadOmDV588UV88cUXnOohp9OJtWvXoqysDCNHjmzwWikoKMCvv/4KsVhMfvvY6hWBQACTyYSQkBDyPdFqtZg9ezZqamqwYcMGr2ujY8eOePrpp73OHVDbvuJwODifo81mI9+zxrj33nuxbt06TlAwMTER06dPb/S99aHT6Thivm47VX3QNO0l5pvj0P9XgG1r27t3L06ePNloFp6fBc/Dw8Nze+B/PXn+NQgEAgwePBharRYHDhzglGiWl5fj+++/x/jx4+udYX4zeGbmPXs8aZomjymKglqtRkxMDBFdjzzyCIYNG/aPyVDQNI3AwED06tUL+/fvR0pKis/xgaWlpaisrERwcLBX/6tEIoFOp4PRaITBYCAmdmy2nu3PpigKNE3DbrdDoVB43VRWV1eDoiiSNfRsv/AkMDAQ06ZNwwMPPICjR4/ik08+4ZjSsSKdoijY7XYYjUZSgu/n50ey6CKRCOHh4VCr1YiOjkanTp1QWVmJiooKlJeXo6Kiwue5AEBGrqlUKohEIuj1ek5AwWKxIC0tDa1btyaCx2q1QiQSQalU1juf2WQyobKyEv7+/ggICOCI/4CAAPj7+5P2D5VKBalUCpvNhpdffhkZGRkcXwKxWEwypKyYEovFpIc9ODgY/v7+GDhwIHr06IHExEQkJSX5LPevrKzE5s2bsW3bNtx7770YOXIk+T4yDIMtW7Zgz549oCgKbdq0wenTp0HTNIKDgxEWFobPP/8cy5Yt8xIGEokECQkJSEhIIPt59epVIu4zMzM5QtLXvnkes9vt5kyeAGr7900mE4KCgmA0GrF9+3b07t0b7dq1w+eff44nnniCBOpc5VUw/pIEgUqOQLEclvx82H//PXC53HDTNJRKJScbXR86nY7Tp26z21FVVYWA33vdBVIxhCo5jL8kQTNxAGcOfV1CQkLw4osv4uuvv/YyJtu1axdKS0sxbdo0r+9mdXU19u7di5SUFDAMQ1odPL977PfUaDRCoVDg/vvvx+TJk7Fv3z5s2bLFa1969uyJefPm1dsHzwbGPEUwwzBwOBxNMu6TyWQYPHgwdu3aRZbt378fDz300E0Ly7CwMM7jkpKSJr2vrpAH/j6Z+eZk4UUiEbp3744BAwbws+B5eP6B8Jn5uwMv5nn+dbDjtnbs2MER2BaLBZs3b8bIkSMbNa9qKqxIY3tHxWIxMW2TSqUQCoWIjIwkPeMxMTF46qmn/hSn/TsJO1bq2rVrpGzesyQ2NjYWer0elZWVXj/+DoeD9EKLxWJoNBr4+flBqVTi7bffxv/7f/8PVVVVJFvNjpljxQIrINjticViktEHakUAK3iB2s/dZrPVOyNcIpFg6NChqKqqIpUUZWVlRKgDf/wBc7vdqKiogF6vh7+/P3HyrqiogFarxbPPPus1uoxhGFRXVxNxzwr8iooKnD9/HkKhEC6XC3K5HCEhIbBYLJxAFJt1btWqFbRaLUJDQ+sVAmwpP2s+ZjabmzTP2WKxICsrC3a7neMHwJZLC4VCci5YcctWm7CVJSEhIQgNDcWMGTMwadIkHDlyBImJiT5HSDocDhw8eBAHDx5EQkICRowYgQsXLuDIkSPkNayvhMViIaPLcnJy8Msvv+DBBx9s8HhkMhm6detGSsfNZjOuXLlCxP3x48e93sO2DNTXUuFyuUjlBzu7fteuXUhNTcW4ceOwe/du4vRbc+A83IYaiGN1UFNAfn4+nM4/hK/T6URIcNPKvdVqNeRyOef7VVJSSsQ8AAi1ajhzSlBz8Dw0U4c2uD6FQoEFCxZgy5YtOHbsGOe5s2fPQq/XY86cOVCpVHA6nTh69CiSkpJIcIwdzWgwGEh7DNsqw7aYxMfHY9KkSfjll1+wd+9er30YMmQIHn300UarV0QikVefut1uJ6aTjTFixAiOmK+qqsLRo0cxePDgRt/ri7qB4KZm5uv2y7NTMP6qMAyDS5cuITExsUlZ+MjISIwcORKDBw9uUoCKh4eHh6fp8GKe519JVFQUpk2bhm3btnGyl263G7t374Zer0e/fv1uOTPO3uSw5cDsDb9AIEBAQADi4uJIyen999+PBx544G9ZbuhpsHblyhUv8V4Xtr80ICAA5eXlqKmpAVArsliDMrlcjszMTNjtdgQFBUEkEuGbb74BTdPQ6Wp7hdkssOd5lUgkcDqdZAwdOy6NFaBsuT6bORYKhaisrPTKqtXF4XCQzLXNZoNCocCNGzeg1+tJqS8r9BiGIS0Efn5+iI6Ohs1mw9tvv4358+ejVatWZL1sZYZareaMmSstLSXj9Njy7oiICPj5+eH777+HXq8nx80wDAkM+eoZZhiGVAPUHeHWEGxPOFsJwa6LDV6IRCLYbDbS+uC5Pc+sPfu5XrlyBUqlkvSqT5w4EXl5eThz5gwKCwtJPzXbLkFRFC5evIjdu3fDbrcjJCSE9IMDwEsvvYTdu3dzXMA3b96M3r17Izo6usnHqVQq0bNnT/Ts2RMulwv79+9HYWEhLBYLx4uBPa66op59jhX2NpuNjFK8fPkyCgoK8NZbb9WeG5cbxl3HAYkIlFAACoCgzu+My+VCQEDT22t0oTpk5/zhSWG1WWGsqoL698ARJRQAEhGMO48jYPIgUKKGR7CJRCJMnToVoaGh+OWXXzgBN9a8cuDAgTh37hypbHG5XCgsLCTBGfbzF4lEcDgcpI1Iq9WivLwc8+bNIy0jnkyYMAETJ05s0m8vOx6SbZ1ht2u3232W5tclOjoaHTp04Iww3bZtGwYNGnRTv/06nY7zuKysjExzaAhfJfZ/xaoso9GIQ4cOYe/evY0GKsRiMfr27YsRI0bwffA8PP8S+Mz83eHvpxp4eG4TGo0GDz/8MHbt2sURAwBw+vRpGAwGjBo16paM8VjjJ7YCgBUAOp0Obdq0AUVRCAwMxPz589G+fftmr99iseD48eOQyWTo06fPnxoIMJvNuHr1Kq5cuYLLly/XW9LdEDExMRgxYgT8/f1x6dIlTpaY7bM1GAyoqqqCTCYjBmRs9tNut0Mmk8HtdsPhcBAzNs+eXVZcsW7qbIbQZrPBarXCz8+vSWLes4pDJpNh6NChmDFjBpYuXYrk5GROqTzr0M064mdnZ6OoqIj01M6ePRvDhw+v9waXYRgcPXoUwB/lxP7+/nj00UehUCgwduxYvPfee8jIyEBAQADCw8MhEolA0zQ0Gg3UajWcTiecTidcLheqqqrI8dcd6VUfLpcLOTk5sFgsxKPA8w+1RCIhgShfZcJs0MRisZB2gIZmStM0TUYEegpoVhhTFIXS0lIIhUKoVCoMHz4cNTU16NSpEy5evEheLxAI8Pbbb+Pll18m1R1s+4pEImm0pzo3N5dcL6xYl0qlkEgkoGmajKfz7Kf39fmxQRaJRAKj0UhK7B15pXAUlEOoUZHz7HBw2ywkEglqamo42fWGCNAEQFYsg83+x2dbUlJCxDwACDUqOArL4cgvgzSu4WsdqP38Bg8ejODgYKxbt460FVitVqSkpOD06dNo2bIl1Go19Ho9CgoKyOfEjnFkz59Op4NOpyNu9Lm5uWSMYXh4OBH006dPx4gRI5p0zOS4hEJS8cTClto3JTs/YcIEjpjPzc1FSkpKkwz/6lI3M+90OlFRUdGoqd5f2cmezcLv3bsXp06d4rPwPDw8PH8xeDHP869GJpNh0qRJOHToEC5cuMB57vr16zAajZgwYcJN35TYbDYUFRURESQUCqFWq4mQ79OnD2bNmtXkWcSelJaWYunSpUREp6enY86cOTe1n03B7XYjOzsbly9fxuXLl5Gdnd3sKGxYWBji4+PRtm1bxMfHc8z9xo8fj/Pnz5NqCbaMm+1/NxqNMJlMkEgkZO53ZGQkKXkHQDLETqeTCDZPYW+xWIiYo2kaxcXFaN26NSorKxvd97oiWCaTISgoCCqVCi1btoRerycO5zKZDAKBABEREaQn3m63Izc3F7m5ubhy5QoGDhyIN998k7jre5KdnY38/HzOsh49ehBTLLVajUWLFuGbb74hJfNAbXluRUUFBAIB2rRpgw4dOkCn03HEq81mQ1VVFSorK1FZWUn+v6qqivwzmUwoKioiwYi6opV1dGcYxqeQZ6sj2M+FHQ3YEAqFArGxsXA6naTVoKamxsuojmXnzp04evQoQkJCwDAMJ1OYm5uLrKwsr0wpC1ue7WkIKBKJIJFIUFBQAIPBwBl1yPbJs+eYDQixUxTY1wAgAtazLJ/1DAAAR1YRaKsdotBaoa6v0IOiAKFICLfLDVCATCqDXm9ospgHarPCObk55LHFakW10Qj/379jAoUU7rJKOLKKmiTmWTp27IgXXngBn3zyCflNZElPT4dYLCZeFVKplFz7brcbcrkc0dHR8PPzw6RJk3D8+HFcvXqVfN/sdjuKiooQFRWFJ598En379m3yfnnCmhF6wlbPNMY999yDyMhIFBQUkGVbt269KTGvUqm8DAmLi4sbFfN/RfM7o9FIeuGbkoXv168fRowYgfbt2/NZeB6efyl8Zv7uwIt5nn89AoEAQ4cOhVarxcGDBzk/RmVlZfj+++8xYcKEeoVBQ1y/fp1ktNhMZnR0NBQKBWbNmnXTpfz5+fn48MMPUV1dTYTtqVOnMHXq1NvqyF9RUUEy72lpaT6FW0PodDqOeK/bL+4JRVG45557kJCQgKSkJOzZswdCoRA2m40IaavViurqagiFQsTGxiIoKAhyuZxTWSGVSokBG5uZViqVJGvoedNvNBphNpubVFVQ1xRNJpPB398flZWVEAqFUCqVCAoKgkKhIGXvAoEAWq0Wubm5pJWA3e6OHTuI4dbkyZNJKSpN0169yiqViowndDqdyMjIQE5ODtq0aYP8/HyO+zjrKl1ZWYl7773X6/qSyWQkU9oQhw4dwptvvgm3200qH9xuN8RiMeRyOZRKJfR6PWiaJq9hn2e3yYr55lS3iMVihISEwGQywW63cxzL2awv237ABiSUSiUEAgEn6FBYWOhzVB8Akl33VaWQlZVV6yz/e8k8+4+da143sOEp3tnj9ZxowDAMevToQXwx7DnFoABQv5fml5eXkXNkdVkhkUggEFCwWMywWW2QyZvWO63RBKC4RMq5TktKSoiYp37fN3t2EVTo3qR1ArXXfVpaGgBwql3sdjvZllwuR1BQEDGrk8lkiIqKgkqlIueiZcuWuHHjBk6ePMlZv8PhgFarRadOnZq8T3Vh22s8Wz3Y735j1UoURWHChAn49NNPybJLly4hMzOT0w7TFCiKQlhYGGdcYHFxMTp37tzg+/4qmfnmZuGjoqIwcuRIDBo0iM/C8/Dw8NwleDHPw/M7Xbp0gUajwc6dOzk3xGazGZs2bcKoUaMQHx/frHWyvZzsfHE/Pz/06tULCxYsILOpm8uNGzewcuVKmM1mWK1W3LhxAy1atIBCoUBqairuvffem1ovUJvNunbtGhHwTXVjZgkICECHDh3QoUMHtG3btkHxXh8SiQTDhw9Hnz598MILL+D8+fMA/ihdBmpv3tkxaDqdDnFxccjJyQHwh+mgXC6HUCiE0+kkWbqwsLDfzcZqX0PTNAoKCjgjzuqjrphnS99ZAaFQKCAQCNCqVSssXrwYQUFBOHjwIPbv3w+hUIiSkhKO6AZqM3Lr16/H/v370b59ewwdOhQ6nc5rf/r27QuKopCVlYXMzEyy/xRFISoqChKJBPn5+aipqUFhYSEcDgdKSkrw6quv4v/9v/8HTTMyvACQlpaGL7/8EhqNBiaTCW63G1KpFIGBgbDb7SRTHRAQQEQqe84jIiJQWFgIg8EAf39/+Pn5IS4uDp06dSI+AmyLA/uPfex2u+F0OpGVlQWbzUbGxbHeAPVl+M1mM2iaRk1NDQnm0DSNnJwctG3btlnH7tkSw+Jr2gDrwSASiUjPvNvtJiZvEokEKpUKMpmMVLFQFAV3lYmsu6qqiqxbJKzN9sukf4h3vUHfdDNMioIuNBS5eXl/nBeLBTXVNVD5q8gxuatM9a2BA8MwuHDhAvbs2UMmQLRt2xZXr15FaWkppxXC6XSiqqoKWq0Wffv2xbRp0/DSSy9x1vfbb7/h0qVLiIiIQFFREQmutWjRAna7HStWrMAzzzxzU78ZQO33kW1tYLHZbFAqlY0GTAcOHIjvv/+eU6Gzbds2LFq0qNn7UVfM162w8cXdnjHPZuH37t3bqCEmm4VnjWL5LDwPDw8Ln5m/O/BinofHg5iYGEybNg1bt27ljCxzuVzYtWsXDAYDevfu3eQbmEmTJuHgwYNwu90QiUSYO3cuHn/88SbPGK9LWloaPv74Y9jtdpjNZmRnZ8PtdqO6uhoKhQIXL15slphnGAb5+fm4dOkSrly5gszMzEazMZ6IxWJSzt2xY0dERETctps7Pz8/MnfeZDLBarWSdbP94FarFXq9HgEBAQgLCyPBBzazygotgUAAu90Oi8WCVq1aIScnh4hSm82GlJQUzJo1q8H9qZvFlUqlUCqViI2NRXZ2NiiKQlBQEF555RVSVjtmzBiMGTMGOTk5OHDgALZu3Yq0tDTOOaZpGnl5eTCbzSgoKEBRURFCQkLQpk0bREdHIywsDP7+/khKSvJpKkhRFOLi4hAVFYU1a9ZwhOeNGzewZMkSvPrqq4iMjGzSec/Pz8f7779PsppqtRpmsxmBgYEIDw+H1WpFTk4OZ1oA24seFRVFMqFyuRyhoaHw9/fHiBEj0L9//wa3yzAMCgsL8eGHH5IJBOw/mUyGcePGweFw4MyZM0hLSyMZe8/KAJfLRaYTsOsoLS1FaGhok44d+KOaoO5NCXsdAeBc42xWni3VZwMObJ89AAQHB/+RrXe4gN//v7yszGM9gMpfBZFHsKKqsgphOh0EjbQosGgCA1FcUsLJUJeUlBAxD4oC42z8+52bm4tdu3ZxSs/tdjvy8/NJGwk72cCzCiEiIgLTp0/3Crjk5eWRYIxEIkFERASKi4sRGRlJMrolJSX46KOPfE58aAoCgYCMUGRhK0oaG4EmFotx//3349tvvyXLjh8/jhkzZjTr2gFq/4Z4VtawQcaGuBuZeYZhkJqair179+L06dN8Fp6Hh+eW4cX83YEX8zw8dWDni+/cudMrq3Ly2DEYr2ahd1QruPLKarNsDhcoiQjCAD9IY8MgaREOSXQoKJEQgwYNwo8//oijR49i4MCB6NChw03v14ULF7Bq1Sq4XC7U1NRwetarq6uh0+lw+fJlMgKvPoxGI3Gdv3z5Mqf8uymEh4ejY8eO6NixI9q0aXNLBoGNERAQQHwGFAoFMUPzFHputxtlZWUoLy8nJe6epc9s77JKpSItCf7+/rBYLKR8uynZM19l9hRFYdmyZfjhhx/AMAweeughnz3wsbGxePzxxzFz5kzs378fy5Yt85ptrtfrUV1dDalUiqKiIhQVFUEqlaJ3796wWq0ICwvzCpQIBAK0bNkSLVu2hFAoRFRUFN577z2Ou3d5eTlefvllvPzyy42aLFZUVOCdd97hZAopisK4cePQv39//PTTT3A4HES8skEVt9uNiIgIUv7OnitWRDXWMwzUlsUvX74c1dXVnNJ4rVaLF198kYiqRx99FCaTCQcPHsS+ffs4QTe3243z588TQed0OlFcXIzHH3+cOJSzAs/TIJB97HK58N1336G4uBjV1dXkWmKz/Wzwh2EYItzZ0Xysx4NSqST7zzAM4uLi8M477/xxPiUigGFgs9q8RFxUZCSKS0qA368Lmnaj8veMd1Ogfs/O53lczyazCSaTqdaXg2FAiev/s19ZWYm9e/fi4sWLZBnDMCgtLUVxcTFomoZMJiMTHdj2FLZtw+VyYdmyZRg9ejR5f35+PgwGAyeYJJfL8eabb+LAgQOc0YSlpaVYsWIFnn32WZ/fo8ZgS+09WyFsNluTPBtGjRqFn376iVOZsXPnTjzxxBPN2ofY2FjOY9YYsL5yf4ZhvK6DO9kzbzQaceDAASQmJjaahZdIJCQL37ZtWz4Lz8PDw/MXhBfzPDw+kMvlmDx5Mg4ePIjU1FSIzQ4E3dAj5FoZZNXnkEHjj35Qiqq9SaYoMAAEcikkkcFQ398PqqHd0alTp1vqBwVq3fW//vpruN1uGI1G5ObmgmEY+Pn5kaw1m5FNT0/nbM/pdCIzMxOXL1/GlStXkOdRhtsUlEolybx36NCh2SXbt0L79u1x8eJFIhoCAgIgl8tRUlJCRsuxGVmapmE2mzmZVc8KCJvNRsZV9ejRA0ePHiU3p3FxcV7bZlzuWufxrCLYc4oRf7oQLaxWuAUU7BIBJBeyYfcPgX90KObPn9+k4xGJRBg1ahSGDh2KNWvW4KeffkJxcTG5mWcFpUwmg0QiIeL0/PnzCA4ORufOndGpUycolUpiJuiZxWvXrh3ee+89vP322yjzyPqazWa88cYbeOaZZ+qt3KipqcH//vc/rxL/7t27Y+7cuRAKhdDpdHjppZdA0zSkUinxNBCJRCgpKSHXJCum2EBPY2L+xo0b+Oijj7xEjU6nw4svvugl7Pz8/DBu3DiMGTMGZ86cwd69e5GVlQWhUIg2bdogNTUVQK24NZlMeP/993Ho0CH0798fQ4YM8fl5syQnJ+PgwYOgKApms5l8HlKpFAEBATAYDKQ/nz1ehUIBnU4HjUZDrqmOHTti4sSJXmX+wgA/UBSFCgP3PIvEYmiDgmC2WFDtYTJn0OubLOYBIFCrRUlJCRweFRolJSVo1apVbcAhwNts0263IykpCceOHeNUdlRVVaGwsJBUOvj5+RFRrFAo0K5dO/I9ZDGbzVi7di0xUtTr9RwfBZFIhKeffhpdu3ZFQkICVq5cifLycvL+8vJyIug9WziaAkVRkMvlXteR1WpttNxeqVRixIgR2LFjB1m2b98+TJ06tVmZ6JiYGM5jl8uFgoICL5HP4nA4vLLit1vM81l4Hh6ePwM+M3934MU8D089CIVCDOlzL4KOZKBm2zmIrU7QQgGcchHsYiEsYjfCdDpIPEo4GZoGbbHDnlOCsuWboF+/G+pJA6GdPgICRdOMrOqSlJSEb775hhh+sWJcrVYjOjoaN27cgMVigdFoRFBQEC5cuICgoCCSeU9PT+eU3TbluFu2bEnEe0xMzE23Bdwqfn5+JOvHjpGLjo7G9evXUVhYiPLyciIc65Zbsz3MbCkwm1UtLCxEx44d8eyzz+LAgQPQ6XR4+eWXyTZd5VWoOXAexl3H4SgoB221gwLQWm/6Y4QYBVCf/Yrc9Qc5gRtRcECTjkssFuPJJ59Ely5dsG7dOpSXl6O4uBjl5eWknJstL2cpLy/H/v37cfToUdx7770YO3asz/LhiIgIvP/++3j33XeRmZn5x3G5XFi+fDn0ej3GjRvHETYOhwMffPABCgsLOetq06YNnn/+eQiFQjAMg8TERCKsy8rKIBKJoNPpSHaxuLiY7DPrEyGRSBosm7569So+/fRTr8qH6OhoPP/88w0aOopEIvTt2xd9+vTB9evXsX//fpw9exZhYWGcrGNVVRWys7NhtVqRmJiIdu3aYejQoejevbtXxnTy5Mn4+uuvYbVaSbl8ixYtEBERgfLychgMBo6zfXR0NKeMvnPnzpg4cSJat27tc5+lsWFgGAZ6j4w0AGgDA0FRFLSBgRwxb7PVZvCbWnpNURRCQ0OR71EiX1NTA1NNDSQApHF/jE9zuVw4c+YMDh48yBHAbMuHyWSCUCiEn58fcfAHaoNqjz76KPr27QuDwYAvv/ySc+1YrVZSecK2HwC1vy0LFy4kZo4ajQbPP/88PvroI46fhF6vx4oVK/Dcc88121uELeX3/M1jvRgaqyIaO3Ysdu3aRX5T7HY7du/ejalTpzZ5+0qlEqGhoZzjyc7OrlfM+zIVvV1l9kajEfv378e+ffv4LDwPDw/PPxRezPPw1IM19QbKVm6G/HIWxGo1yuUWePpYu11uFP7e38zefFECAYR+cgj95GDcNNx6I/Rf74Tl1BWEPPcg5Aktm7UPe/bswebNmwHUlkCzN8wajQZRUVGgKAr+/v4wm80oLy+H1WrF119/TTKLTSU4OJiUzrdt25ZksO82nhkquVwOnU6HhQsXwuVyITc3F6mpqdi9ezeuXbtGRDDbYkDTNGw2m9doM7vdjpSUFMhkMnzyySfks6PNNui/T4TxlyS4DTWARAShRgVRqAaUQICAMA3y8/LhcrsQGhoKqUZzy4Gb3r17IzY2Fp9++ini4uKgUqlQUFCArKwslJSUwGKxQC6XkzJhPz8/SKVSXLp0CZcuXYJarcbgwYMxdOhQREdHk/UGBATgrbfewvLly3Hu3DnONjds2ICysjLi3eB2u7FixQpcu3aN87qIiAgsWbKEBAxOnDiBlJSUWsGp1UKpVMJgMECn05GReOXl5aRMmX2fp9CtS0pKClavXu2VKWzdujWeeeaZJmcoKYpCmzZt0KZNG1RXVyMxMRFvvvkmZ2zfjRs3oNFoIJVKkZaWhrS0NHL+Bg0aRLLfUVFRGDFiBBkjaDab4Xa7kZ6eToJEbH+2SCRC4O8ivFu3bpgwYQJatmz4Oy5pEQ4baAjsLrhFf5yXwN+376dSQSKVwuER3DDo9c0SeLXZ+VI4XX9k2SvyixARGARJi3CSqU1MTORMcrDb7SgsLERlZSXJckulUvL5URSFkSNH4sEHHyT7o9Vq8fzzz2P9+vW4fPkygNpKAFZMs6P5WCFfd+RbQEAAnn/+eaxcuZJjuFlZWYnly5fjueeea3bfukwm44wWBP4ot28oMBkcHIz+/fsjKSmJLNu9ezcmTpzYrHai2NhYjphvqG++bhUBe13dLAzD4OLFi0hMTGxSFj46OhojRozA4MGDb2pEKg8PDw8Ln5m/O/BinofHB9V7T6N02Ua4q80QR4ZAKhVD4nCguKQELg8DKYZmUFpSisDAQARoAjjroIQCiEI0EKj9YLuSjYJFnyJ00cPwH9Gz0e0zDINt27Zh586dAGp7Sdkb3aCgIISHh8PhcKCmpgZVVVWoqalBTU0N7HY7KIrilJT7QiaToW3btiT73tyb5T+LumKOzWKJRCLSKz5x4kRcv34da9aswfXr12E2m2GxWCAQCKBQKMiIOk9BaTabUVhYiC+++KK2RP56EcpWbob1chaEKgXEsTpQQu5Nv1wuR5v4Npxltxq4cbvdsFgsiIuLg8FggMPhQFxcHOLi4mAymZCdnU1MCX2JYqPRiG3btmHbtm1o3bo1hg4digEDBpC+7SVLluDrr7/Gnj17OO/77bffUFFRgeeffx4bNmzwEvwajQavvPIKKbHNycnhlB8DtSLs5ZdfxsmTJ3Hq1CkEBQVBqVQSN/3G+uVPnjyJtWvXeo1669SpE+bPn9+oaVl9+Pv744EHHkBsbCwWL16MiooKVFdXw+124/r162QEoOf52759O7p27Yphw4ahY8eOEAgExBMBAPGVkEqlJLjC0rNnT0yePLnezGtdJNGhKKeckDsZOH8X80qlH9cnIDCQk0k1GqsR1oQxaywCgQAhoSGcbLm7qgbOFjHItRmx99MtnNnhLpcLJSUlKC8vB8MwnHnxLK1atcLjjz+OFi1aeG1PJpNh7ty52Lp1K7777jvOLHrWlPDhhx9G9+6+R+L5+/vj+eefx8cff8zZZ6PRiJUrV+KZZ55BWFhYk44d+GOEoWfWm2EYUm7fEBMmTOCIeaPRiEOHDmHkyJFN3n5sbCxOnz5NHjck5m+Xk31zs/D33nsvRowYwWfheXh4eP7m8GKeh6cO1YlnUPrBD6CdTkji/jAdE//uwlxaUurlbG4wGOBwOnwKLoFUDHFcGJyF5Sh9/3sAaFDQMwyDjRs3Yt++fQBq5xSXlZWBYRhSrnzt2jVSlsyadNE0DZfLBbFYjOrqao6YpygKMTExJPveokWLW8r+/FnUvbGtm8Viad26Nd59910cP34cO3bsQE1NDSwWC0wmE8xmM4xGI3HDF4vFpBc3Ly8PW178H3plmEDXWCGODIFAWr95YH00N3BD0zQKCwtx/fp1GAwGWCwWMj/darWCYRgoFAqEh4dDLpejsrKSjD2rj+vXr+P69etYu3YtevfujaFDh6Jz586YM2cOQkJC8M0333Bef/bsWTz00EMAwDFMVCgUeOWVV0h5c3V1Nb799lsv0f3QQw8hPDwckydPRnx8PH766ScAQIsWLVBSUlJvvzzDMNizZw+2bNnidQw9evTAE088cVuuzXvuuQfjx4/H4cOHYbfbodfrodfrUVZW5hW8YhgGycnJSE5ORmhoKHJzczlCVqlUQqfTQSwW4+rVq6QiJiQkBC+88EKzxFBVTTXOyi3owwAUw4D5vdLBE41Gg5LSUjC/n3OGoVFpMCC4CUaCLEFBQSgtLa0dAccwELgYbK+6gZpvNpDX0DSN8vJylJSUkN8OdqQjS3BwMB5++GEyHrE+KIoi127da0Wr1WLv3r0IDAzEPffc4/P9KpUKzz33HD7++GOOIaWnoG/ymD7UXtOsSSMLO+KwIYPQuLg4dO7cmWMCuH37dgwfPrzJ7UZ1PRlyc3Phdrt9mvDV/VvS3Kqo/Px8bN++HYcPH/Y5QtGTmJgYDB8+nM/C8/Dw3BH4zPzd4a9/N8/D8ydiTb2B0mU/gnY6IY7wFuZCoRBh4WGoKC9HTQ13XrOpxgSX01lbdlznpo2iKIgjgmsF/bIfIdZpfWZuaZrGhg0bcPToUQC1YpO9IReLxZyMF2fdYjHsdjtHzMfHx5PMe/v27f+WRkZ1xTzrOu7rZlwgEKB///7o1q0btm/fjuPHj5MbVpqmYTQaYTAYSOk9TdOILrIg/GIuykVihHaKb/IIsPpoLHDDMAyKioqQkZEBi8VS2zvtYTgnEong7+8Pm82G9PR00iLAmg5KpVJ07twZWVlZyMjI8LkPDocDR44cwZEjRxAcHIwhQ4ZgyJAh0Gq1+OSTT0jZbXl5OfLy8iCVStGmTRuScX7ppZeIiZfL5cL333/PKVcHgCFDhnAmM3Ts2BHR0dH48ccfkZmZifDwcPJH3VOAsW7x7PXtyb333ouZM2feVn+Gxx9/HCkpKTAajQgPD4dOp4PD4UB0dHS9RpClpaXIzMwkwigiIgIhISHEEC8gIADBwcGQyWSc7H1TOXr0KLK0InTJoyB3MLDJhdDUqeoR/j4SsMpj7rneYEBQAy0LdREIBAgJCUFBQQGkZgcqaTf2VZUhwRIOhUIBg8GAoqIi2O12iEQiqFQqThDFz88PEydOxMiRIxsUv0Dtdf3DDz8gMTER/v7+kMvlZPSjQqGAWq2G3W7H+vXrkZOTgwkTJvgM2CiVSjzzzDP49NNPkZubS5bX1NQQQR8VFdWk4wf+KLf3vMG0Wq2c/n9fTJw4kSPmi4qKcObMGfTu3btJ260r5p1OJwoLCzmtMCx1y+CbEshiGAZXrlzB1q1bvapq6sJm4UeOHIn4+Hg+C8/Dw8PzD+PuuFrx8PwFoc02lK3cDNpo9inkWSiKQnBICAK13qOTbDY7CouKfPYpsoKeNpprt2PhZmRcLhdWr16NxMRElJaW4vz588jJySG9ng3dUHveAIaFhSEqKgqvvfYaHnvsMfTq1etvKeQB3yWnvgyj6r5n2rRpWLx4MRGlAoEAGo0GLVu2RKtWrVBeXo7q5HQkXKiAgGZQKaKRn58Phr71qDL5nJ1OlC77EdbUG0TEHzlyBBcuXCDHYDKZOEZdNE2jV69eeOGFFzB+/HgvYWu323HmzBl06dIFK1aswKRJkxqcLlBeXo5NmzZh3rx52LNnD0aNGgWZTIaqqioiZu12O9LS0lBTU4Nnn32WI9J37dqFrKwszjpbt27ts+TY398fc+fOxf3330/cy1u2bIk2bWpbEywWC1auXOlTyI8YMQKzZs267UaLKpUKTz75JHnMls+r1Wq88847GDp0qM9yfqlUCpqmQdM0Cb6EhYVh/vz5iIqK4pj8NQeGYZCUlASLVICrOjGkLkCjUvsMItXN1jsdDq+gSkOwPeNOixUSJ4PTShuqBTSuX7+O9PR0ZGdnw+Vywc/PjxjcAbW/Jffffz8++ugj8lk2dkw//PAD9u7dy1kml8sREBAAsVjMOU+HDx/GypUrUekRqPBEqVTi6aef9irnN5vN+OijjzgivzHYz7vu/tbNhtelc+fOXtvftm1bk7fr5+fn5cRfX6l93SqGhr4DbrcbR48exaJFi/DKK680KORjYmIwZ84crF+/Hs8++yxfTs/Dw3PHYRjmjv7j8Q2fmefh+R3994mwXc6GKLJp2a+AgABIxBKUlpVyRKDTUZuFCQ8Lg7jOzT5FURBFBMN6ORv67xIRPHccgNps0QsvvICUlBQ4HA4yao41oarvhlooFMLf3x8qlapWjDIM6Ze+dOkS+vfvfwtn5O4jl8uJEz2L2WyGWq1u9L2xsbF46aWXcOLECWzbto2U6EulUrSMiELfY0UQ2BwwaxXA71nXvPw8REdFgxLc2k0vK+gd2cXIe/8blM4egBoHV0DQNE0EDeu8r9Vq0b17dwgEAowdOxZt27bFF1984TUubv/+/cjIyMD8+fMxffp0JCcn48CBAzh79my9hleXL1/G5cuXUVNTg6tXr0IgEJAMpcvlgtVqRWVlJWnbOHbsGI4fP85Zh1qtxrRp0+oVHBRFYeDAgejZsyeqq6sRHBwMgUCA8vJyfPzxx5w+bZYpU6Zg5MiRd0xo9OnTB/369eMcy4kTJ9C7d2/MmjULU6dOxfHjx3Hw4EFS3h0VFYXs7Gw4HA4EBARAp9OhtLQUX375JQoKCqDVaqFQKJrd15+RkUH6mVOjpIiscqO9kyLn3BOFQgG5QgGrR/BKX6Fv9NqnaRoGvQEGgx60m0YII0GWxIYkpRlmc63LfGxsLBQKBZk4wNKvXz889NBDjY4SZGEYBj/++CNHyAO1ojM2NhYBAQEoKiryyjbn5OTg/fffx6xZs9CuXTuv9SoUCixcuBCrVq3iTGSwWCz4+OOPsXDhwgbHC3rCltp7fi8cDgfHZb8uFEVhwoQJWL58OVmWnp6OtLQ0n/vri7i4OFR4TCzIycnBgAEDvF5X16CzvlL8ffv2YceOHZyRk3URiUQYMGAAn4Xn4eHh+RfBi3keHtSOIzP+kgSBSt6snmmFUoGIiAgUFxfD7frjpox1ug/ThUEq497wC6RiCFVyGH9JgmbiAIiCA7B8+XKcOXMGDMPAYrGQG082i+RwOCAUCompm0ajgVqt5mSujUYjqqqqUFBQAJlMhl27dv3txbxAIIBcLudk4+vrm/cFRVHo168funTpgh07duDYsWNgGAadi5yIdUlRIXVD5nHDazKZkJ+fh6jo6Fu+EaYoCs4ABRwXr4PZJQNGJHCer66uhtPpJPPKgdpSc0+h3Lp1a7z55ptYt24dzp8/z3l/Xl4e3njjDUyfPh39+vVDjx49YDQakZSUhAMHDvjMBFqtVty4cQMCgQBmsxk0TUMikSA8PByBgYH46quvcOPGDfTv39/L8E4oFGLmzJlN6rWVy+Wk9/fGjRv45JNPiIkci0QiwRNPPFGvKdrtZO7cuUhNTeXsw+rVqxEfH4/Q0FAMGzYMQ4cO5Yy38yXaLBYLKioqUFFRAblcDpqmUVNT0+TKl8OHD5P/dwkpZPaIQPciKZyF5T6rgYKCgpDv0Q5gNptgtVp99lUzDIOqyipU6Ctqf4sYBgqzEw6FFFtRBL25ti1IKBTC5XJxAhHt27fH9OnTG3Xir7u9jRs3epkrArXBELZiJCIiApMnT8ahQ4c4Pd1msxmrVq3C6NGjMXr0aK9jl8lkeOqpp7B69WrOpAWr1YpPPvkECxYsQKtWrRrdTzYgWvf6Y0dd1vc979u3L7799luUl5eTZVu3bm2ymI+NjcXZs2fJ4+zsbJ+va0jMGwwG/Prrr/jtt98a/N1TqVQYPXo0xowZ02ClDg8PD8+dhM+e3x34MnseHgA1B87DbaiBUNt4xrcukt+N8cQSbhCAdtMoKi7iZNZYhFo13IYa1BysFWg3btyofQ9NQygUckYosVk7NpPqcrlIv3N2djaKiopQVFSEqqoqlJWVITc3F4WFhdi5cyeOHTvW7OP5q1Gfo31zUCqVePjhh/HSSy+hTXA4WuVZ4JYIEdUiFkIBNxNWYzKhIL/gtvxRsrqdoGUSKE5dh8D4x34rFApUVVXB7XaT7URGRvrMNiqVSjz11FOYOXOmV1m33W7HmjVr8OWXX8JqtUKtVmPcuHFYuXIlli9fjvvuu4+Ib4fDgevXr8PtdkMgEMDPzw9CobA2k2swIDk5GdnZ2di4cSPmz5/vdZ4ffPDBZvUrA7Ume8uWLfMSUv7+/li8ePGfIuSB2oqCefPmcZZZLBasWLGCiCl2vN2CBQvw0Ucf4cEHH/QqlfYUXmxg5JlnnsEnn3yCixcvepVMe2Kz2XDq1CnOsoTJoxC6+GEIxGI4C8u9rjm1Wg1Rnaqcijrz6YHawFBWVhZKS0uJkJebHbC7Xfg1yIZCBUN+PwQCAfR6PRiGQUREBBYvXozXXnut2UJ+8+bN+O233zjLKYrC7NmzvQTlvffeixdffNFrZjzDMNi9ezdWrVoFk4nrQQLUVtHMnz8fbdu25Sy32Wz47LPP6vWNqIuvcnuapomJqC9EIhHGjh3LWXbmzBkUFBQ0aZu+TPB8XR++xHxeXh4+/vhjzJkzB1u2bKlXyIeGhmLOnDn4+uuv8cgjj/BCnoeHh+dfCC/mef71MC43jLuOAxKR1ziypiISiRARHu6VhWdoBsUlJV43qpRQAEhEMO48Dsblxrhx40BRFIRCIWQyGTQaDXFV7tq1K+Lj4xEeHg5/f39SGmq1WlFcXIyrV68iNTUVJSUloGkabrebZHxZR/y/M3VLmT17zJtLTEwMZrbrgyj/QEQntEdISAhiYmO8ysara6pRWFB4y4JeKBCAVskgMNkgu5QPPz8/Mme77nH079+/QZ+GQYMG4dVXX/Xp6H3q1Cm8/vrrJPvH9qvPnTsX69atw8KFC1FVVcXJjFIUhfDwcNIb7HK5UFpaisuXL+Pq1avYtm0bMjIyQNM0hg8f7jUfvCEYhsGvv/6K1atXex1neHg4XnnlFZ8jzu4k9957LwYNGsRZlp6e7tNV39/fH2PHjsWHH36IF198EV26dCHtCJ6wWe4zZ85g2bJleO655/DTTz9xZoyznD59miMeKYpC//794T+iJ0KXPAKBXApndjFoO/czqts7b6wyks/RbDYjJzsbRYVFcDpqlwncbsirLDA57NgVbMeNIBEiIiIgFArJ9UXTNIYMGYKlS5finnvuaVYVCsMw+Omnn/Drr79yllMUhblz5yIhIcHrPTKZDJGRkVi8eLHP59PS0vDBBx/4rCaRSCR48skn0bFjR85yu92Ozz77DGlpaU3ab4lE4lXCbrfbvcS0JyNGjPDy7di+fXuTtld3VKHdbifjRT1ht88wDKqrq/Hrr7/i6aefxoEDB+ptmWndujVeeuklrF69Gvfff79XoIKHh4fnbsD3zN8deDHP86/HkVcKR0E5hJpbM4kTCIUICwuDXFGnBJYBykrLUF3HiV6oUcFRWA5HfhkmTJiANWvWYPbs2Zg2bRpGjBiBmJgYqNVq+Pn5ITAwEBEREWjRogXCwsIgkUhgsVjgcDhI1p6maTidTtjtdiIafImKvxt1/QLqu8FtCmzgRiiTQiStzXLL5XLExMRAQHF/Do3VRhQVFgK38AfEX62GVC6DUCpB2PUK9O/bD3K5HJcuXeK8Lj4+HjqdrtH1RUZG4tVXX/USpUCt2d0777yDPXv2eP3RO3LkCCIjI9GtWzdERUVBoVBAqVSiZcuWiIyMRMuWLcloMdb4rbq6GocPH8aePXuQlpaGc+fONencu1wurF+/Hr/88ovXcx06dMDLL7/slfH+s5g3b57XWLpNmzYhPT3d5+sFAgG6dOmCF198EcuXL0fnzp051RF1r83Kykrs2LEDixYtwrvvvotjx46R76JniT0AdOnShWRS/Uf0ROSyhZB1iIOzoAyuskow7tosrjYwEJRHsIlhaJSWliI/Lw/5efmw2ezsExCZbBAZzMgVObGtBVAUrYJCoYCfnx/kcjkEAgHCwsLQsWNHGAwGn/3ZDcEwDH7++Wfs2rWLs5yiKMyZMwf9+vXzWTnDtgUoFArMmTMHEyZM8AqgVVZWYuXKlThy5IjX9SuRSDBnzhyvQIDT6cTq1atx5cqVRvedLbevCztOzxcymQyjRo3iLDt06FCDfessarXaK1Puq9Te6XRCr9fj6tWruHbtWr0GfxRFoWfPnnjvvfewdOlS9OvX77YbRvLw8PDw/P3ge+Z5/vU4sopAW+0Qhd56iaJAIIBOp0N5WRlMJm5pZEWFHm63G5rAWhd8gUIKd1klHFlFkMaFoXPnzujcuTN5vdvtRllZGQoKCpCamooTJ07g8uXLxNFaIBBAIBDA5XKR8Utsdp+9ybuVLPZfhbomVY3NUm6I+gI3CoUC0THRyMvNBe1xY19lNNZmsJsx39oTkUgEdUAA3CIpaH0NnAXlOHblPCcbKBQKce+99zZ5nVKpFDNnzkT79u2xfv16jnhyu93YtGkTLl++jMcffxz+/v5YuXIlEatSqRSRkZHo2bMnFixYQK6rGzduQKPReAkxgUCAqqoqrF27Fvv374dKpULPnj3Rt29fdO3a1UvMsn3QvsTxwIEDMW3atNsyQ/5mkcvleOGFF/Dyyy+TkmeaprF8+XKsXLnSq6XDk6CgILRs2RIdOnRATU0N9Hp9gxnRtLQ0pKWl4ZtvvkG7du2QnJwMhUJBsuADBw7k7ltCS0R98jz03yfC+EsSnDklgEQEoUYFjb8ahqpac0Kny4Xi4uLafm8GELloiK1O0A4naig3UkMEuByjAKRisFJdIBBg6NChyM3NJcGIq1evIi8vz+e4NF+wQr6ulwJFUXjiiSfINVzXKb7u+D6KojBs2DDExMRg3bp1HId+l8uFzZs348aNG5g2bRqnKkcsFuOJJ57AunXrkJKSQpazgn769Ono1atXg8cgFAohlUo5FRJutxsOh6NeM8P7778fO3bsIL87LpcLW7ZswYIFCxrcFlBbau/p2p+dnY1+/foBqG3z2LdvH/bs2cP5PagbWBCLxRgyZAjGjx/vsyqHh4eH568Cnz2/O/Binudfjz2nGBTAyX7dChRFISQ0FAJhBaqN3FFSlZVVcLtpBAVpyfbs2UVQwbt32G634+rVqzh8+DDpDY2Li4PD4UBpaSkqKipgt9uJKGGz8+zceQBevaZ/R+r2id9KZr6hwI1SqUR0dDRy8/I4f5Aqq6rAoLY8/GZN8djATfG5S7hecJ3zXJcuXeDv79/sdfbo0QNxcXH44osvOI7fAHDlyhX897//hUKh8Cpd1mg0eOWVVxASEoL4+HhMmTIF33zzDX7++WdIJBLk5eXBbrcT80Ggtk/barWiZcuWOHToEA4dOgS5XE6Efbdu3WA0GvHRRx8Rt3YWiqIwZcoUjBgx4i/hrh0fH4+pU6fixx9/JMvKysrwxRdf4Pnnn2/wvWzvv0qlgkqlwqRJkxASEoIjR47Ua3BmtVqxY8cOlJSUQCaTQavVIjo62mfbgkApQ/DccdBMHICag+dh3HkcjsJy+FvccBjtYGgG7JUpclohEAhgZVwoFLhwRUchL1QGh5LrUN+lSxdMmzYN4eHheOaZZzj+BXv37sWcOXOadN62bt3qU8g//vjjHKPNugGh+gIkrVu3xn/+8x+sX78e169zvxPnz59HYWEhnnjiCU7FikgkwmOPPYYNGzZwxrK53W5s2LABVVVVjV5nUqmUtCGxsOM/fVUqaDQajBw5klONcODAAUyaNKnRaprY2FgkJyeTxzk5OdDr9di5cyf27t0Li8WCgIAATiCB/e1RqVQYM2YM7rvvviZN7+Dh4eHh+XfCi3mefz3uKtMdiSYGBQVBJBTCYODOU66uroabdiMkJKR2JFnVH/30DMPgypUrOHz4ME6fPk0y62w/pV6vh9FoJPvLznJmR2VdvHgRTqcTISEhxOH4707dTO6tVBs0FrhR+vkhOjoaeXUEfVVVFWg3jcjIyJsaW8duL+PgSaDNH8JdJpOhZ8+ezV4fS1BQEJYsWYJt27bh119/JfvMMAwuXbqE4uJiaDQaREZGQigUQqFQECHPcurUKVy6dAlt2rRBmzZtYDKZcOHCBZSXl8NqtZLXmc1mXL16FS1btoRKpYLVakVSUhKSkpLgcrlQU1MDtVoNrVZLRJFEIsHcuXPRtWvXmz7GO8GUKVNw4cIFTr91UlISunfv7nN8GIuxTqtMUFAQhg0bhmHDhiE3NxdHjhzBiRMnOB4ZDMOQ0YI2mw2FhYWgaRqrVq3CwIED0alTJ69yaVFwADRTh0IwvBuO/bwTWUfPwZZZDcpsg5AG3BRgEthhkFGokAE2tRQiqRQURYG9OmNjY/HII49wStOHDRuGrVu3ksfHjx/H1KlTGw0mbd261eec9ccee8zrfHleMwB8lrazqNVqLFy4ELt27fLy9ygpKcHSpUvx8MMP45577iHL2akKAoEAZ86c4bxn+/btMBqNeOCBBxocnyiXy71M5axWK5RKpc9AwOTJk5GYmEh+e9xuNzZv3oxnnnmm3mMDuCZ4FosFiYmJOH/+PCeQUHd7Go0GM2bMwNChQ5s9+pCHh4fnbsJn5u8OvJjn+dfDOFzAHcoYBmg0EAiFqCjnOlCbTWaUuEugAcA4azPNZ8+exQsvvICKigqIRCKSkbbb7bBYLBxXe6VSCa1WC41GQ8Qum5Vn3fWFQiECfy/p/ztzO3vmmxK48fPzQ1RkFPLz8+D5yuqaauTl5SEqOuqmelXtNjvMpRUcMd+rV69bNq8SCoWYPHky2rdvjy+//BJVVVXIy8sjGfLKykqYTCa0bNkSb7zxBmJiYsh7r1275tXb7u/vT0ZyLV26FMXFxTAYDDCZTHC5XMjIyEBUVBQJCLDbY8+rUCiEVqtFixYtsHjx4r9kdYhAIMDzzz+P559/niPqVq9ejbZt29Y7Z92zJBwAJ2MaExODGTNm4KGHHkJycjKSkpJw+fJlL+NBAAgMDMTZs2dx9uxZaDQa9O/fHwMGDCD9/DU1NUhKSsLp06drr/cIJWr8w5GdnQ2bzUa8DQICAuDv7w+xx++XVqvF1KlTMWDAAC+hOHToUOzYsYOUdbtcLhw8eBATJkyo91xt27aNEwBgeeyxx7xaBYDmiXmg9noZP3484uLi8N1333Ey+3a7HevXr0d2djYmTpxIfutYQa9SqXDgwAHO+g4fPgyj0ehz+gML+/vqGRhsqNxeo9FgzJgxnIDGoUOHMHny5AZL32NiYlBdXY3i4mJy7SiVSp/7pVQqERYWhjFjxniZ/fHw8PDw8NQHL+Z5/vVQEtEtmZw1hr+/P4QCIUrLSuGpDq1WK0TVdqh+X/jyyy+jpKQEDMPAbDbD6XRyeinZ8nmJRAK73Y6KigoYjUZIJBJyc+hyuTiu1f+EUUV1M/O3ZIDXxMCNyl+FqOho5Ofnc8S/yWxCbm4uYqKjIWiGeRjtdsNitYJy/zGjXa1W+3T2vlnatWuHt99+G4sXL0Z+fj7nOfa6SE1NRevWrSGRSFBSUoLvvvvOK7jxwAMPoFWrVmjVqhVWrlyJ999/HyUlJXA4HDAYDDAYDMjLy4PZbIZcLvcyWXS73aiurobRaMSrr76K7t27o2/fvujRo0ejwu7PJCQkBE8++SQ+/PBDssxisWD58uV45513fJZc1xXzvjLaYrEYvXr1Qq9evaDX67FkyRLk5eUR4ahQKDjngTXN27FjB1q2bAl/f39UVFR4fS5s9YPD4YDD4SB932xAQS6XY8KECRgzZky9IjYgIAB9+/bF0aNHybJ9+/bh/vvv9+llsH37dp9GhrNnz/Zpwgh4i/mGfAg8SUhIwOLFi7FmzRqv8W9JSUnIzc3F448/Tn7TKIrC5MmTERAQgJ9//pnz+pSUFJhMJsydO9fLjZ5FJpPB5XI1udx+4sSJ2LNnD/EEYBgGGzduxIsvvuj1WpfLhaNHj2Lr1q3IzMzk/I7bbDby+bATJYKCgqBS1fp41A1e8vDw8Pxd4DPzdwdezPP86xEG+N3xXl6lnxJhwrBasU7/8WPncruRkpkOldFIMlIulwt2u53zoyiXyyEWi8l+ut1uWK1Wzo2zy+WC2WyGQCDAhQsXIJFI8NprryEsLIz80+l0CAsLg1qt/kv0LzeFusLkVgzwmhO4UalUiImJQV5uHmjmjxt+i8WC7OwcxMTGNNnMzVBZCYamwXiMPhw8ePBtN4M7fvw4KioqEBMTg4KCAiIi4uPjodFokJiYiCtXrmDatGnYtm2bl1nZkCFD0KNHD/I4Ojoa//d//4cVK1YgJSUFOp0OOp0OdrsdGRkZKCsrg0Qi4VQqsOdNKBTC4XDg5MmTOHnyJMRiMbp27Yq+ffuiZ8+e9YqsP5P+/fvj/PnzHKd5dlzd1KlTOa91OBxe56uxXmaxWAybzYb27dvDZDJBr9f7rJahaRpWqxWnT58mFTisG7pQKERRURHMZjNEIhGZEQ/UBhdcLhfuv/9+TJo0qUm91SNHjuSIeaPRiFOnTnmZMO7YscNLJAO1Qn7w4MH1rr9uz3xzKk+Cg4Px4osvYvPmzTh58iTnuZycHLz//vuYNWsW2rVrR5YPHToUarUa33zzDSfQd/36dSxfvhwLFy70GdSkKAoymcxrfy0WS625YJ3fR7Vajfvuu49zTo4dO4YHHniAVLuYzWYkJiZi586dpLVCJpNxqj9sNhuCgoIwdOhQjBs3DsePH0dWVhYyMjIgEAiaZYbJw8PDw8PDi3mefz3S2DAwABiavm0meL6Qy+UIDw9HSXEx3G4a+F3U66XAjz/+iOnTp+Pjjz8GUJuNttlsJJvHighPQV8X9gaffZ6iKOTn53tladl9qSvw2X9/BZHlye10s29u4EapVCI2Lha5ubnc7JrdhuzsbMTGxjaaSbPb7aiproacAlyy2te2atWK0097O0hKSsKaNWsA1FZkKJVK5OfnQ6fTcUbBFRQU4D//+Q80Gg1CQkLI+UhISPAawwXUth288sor+PHHH/Hzzz/D5XIhPz8fNE1DqVRCIBAgNDQUZrMZQqGwXqNAp9OJM2fO4MyZMxCJROjSpQv69u2L3r1739Vrbu7cuUhLS+NUGGzatAmdO3fmtAjU7ZcHfGfmPTl27BjcbjcoioJKpUJgYCCWLVuGixcv4ujRo8jMzCRBOc/gHcMwMBgMKCwsJFUV/v7+8Pf3R3l5ObkWg4KCMHz4cMyePbvJxxsbG4u2bdtyJg7s2bMH/fr1I5/bzp07sWXLFq/3zpw5s0EhD3i72Tc1M88iFovxyCOPoEWLFti8eTPn+85OSxg9ejRGjx5N9veee+6BSqXCF198wdl+cXExli5dioULFyI8PNzntuqW27OBFblc7nUdT5gwAb/99hsJALDZ+cceeww7d+5EYmKiV2UCK+YpioJIJEJkZCRmzZqFwsJCrFixAufOneN8/kVFRZgyZQpcLhecTiccDgdcLhcCAgIwaNCgf0S1FQ8Pzz8TPjN/d+DFPM+/HkmLcAjkUtAWO4R+d7YMWCqVIjw8AsUlxWDMNtBiISyBcljNZkilUqxevRo//vgjsrKy4HA4YDKZUF5eTrKCTqeTzIuui6erPdBwuabVakVWVhaysrK8nvP39/cS+WxG9lb7u2+G21lmfzOBG7lcjrjYOOTk5nC27XA4kJ2VjdjYGEjqM6pimNqS6d8DN5bA2goLX73Gt8LZs2exatUqzh9SiUSCN998E1KpFFu2bIHT6SQi0WazkT7e6OhotG7dGg899FC9gQ6BQIBHHnkEGo0GS5Ys4WQaaZpGSUkJZs+ejQULFuDs2bM4fvw4UlNTOSXMnrhcLpw7dw7nzp3DqlWrkJCQQIQ9W278Z6FQKJo0rq5uib1QKGwwCMEwDJKSkjjLevbsieDgYNx7772gKAo2mw1FRUVEsLHvs9lssNvtsNvtsNlsoGka5eXlEIvFZMpAmzZtoFarkZaWBovF0izRPHLkSI6Yz8nJQUZGBuLj47Fr1y789NNPXu959NFHMXTo0EbXXTfTfbOtFX369EFUVBTWrFmD8vJyspxhGOzevRvZ2dmYOXMm/PxqW1fi4+Pxwgsv4LPPPuMEXqqqqrB8+XLMmzcPrVu39tqOTCaD2+3mBOucTicZY+eJSqXC2LFjsWnTJnKs33//PQ4ePOj120jTNAwGA4xGIxwOBxQKBdxuN1JSUlBcXEy+azabDW63G06nExKJBDdu3EBhYaHX715FRQVOnDiB++6772ZOJw8PDw/PPxRezPP865FEh0ISGQx7TskdF/MAIJaIEREeDv3VG6jxl8Kmrr0JtNvtuHjxIhYtWoTMzExs3LgRNpsNLVu2RElJCUpKSojY0Gq18PPzI5kbh8OBysrKWjfr328Sb7b3srq6GtXV1bh27ZrXc1qt1mc2PyQk5I7ND697HLeSmb/ZwI1UJkVcXBxyc3Lg8Ni+0+VEdnY2YmJiIZN7Bzqqq2tgt9shdLnhFgth1SjQq1evmxpFVx+XLl3Chx9+6CWcp0yZgrFjxwIAOnbsiNWrVyM1NdXLof7GjRu47777Gv38rl+/jr1796J9+/a4fPkyWY9AIEB0dDTOnz+P7777DvPmzcOIESNQU1ODU6dO4cSJE0hNTa03CONyuZCcnIzk5GR89tlniI+PR7du3dC1a1e0atXqpswGm0tTxtXVFfMqlarBKo+srCyvqpi+ffvi8OHDOHr0KCwWCwQCASIjIxEREQGDwYCCggJUVlbCZrMREe+JQCCATqdDaWkpcnNzERQUhKCgIJw8ebJJQpule/fuCAoKQkXFH8ace/bsQU5ODjZv3uz1+unTp2PYsGFNWndzDfAaIjIyEosXL8Z3332H1NRUznNpaWn44IMPMHPmTLRq1Yq8ftGiRfj00085lRYWiwWffPIJZs2a5TUSkKIoKBQKmExcc0ybzQahUOj1vRg7diy+++47ZGVlkWvC7XaTfXC73SgrKyMGlDRNkyw7+1tmt9vhdrtht9thtVrhdDohEolI1t1gMJD30jQNuVwOjUZDfBJ4eHh4/orwmfm7Ay/mef71UCIh1Pf3Q9nyTWDcNCjhnRcPAkoAf4Uf9L1jwXiIFZfLhZ07d2LUqFH48MMPsWbNGiQnJyMsLAwajQZ5eXmk99ZqtSI6Oppk5HJyckiZs0ajQc+ePdGnTx8UFxeTfyUlJbckhvV6PfR6PS5fvsw9HoEAISEhXiI/LCwMWq32lgTZbRXztxC4kUgkiItrgZzcHM5NtcvtRk5ODqJjojnZUbfbjcrK2ptysdUJq0YBRYsIn/PFb5Zr167hgw8+4GQVAeC+++7DlClTyOPw8HD07NkTWVlZnKy6QCCARqPBxo0bce3aNcyaNctnoOHUqVNYt24dXC4XlEolunXrhrS0NNTU1CA2NpYc96FDh5Cfn4+XXnqJlIAPHz4cJpMJp0+fxokTJ3DhwoV6hT3DMEhPT0d6ejp++OEHqFQqdOnSBV27dkXXrl3v6HSG+sbV3XPPPejfv3+DTva+8MzKs6Js165dXplrl8uF0tJSlJeXQygUQqfToaamhkwhAGqrU8LDwxESEgKBQACbzQaj0Qiz2Yy8vDwUFhZCKBSiR48eTWpZEAgEGDlyJL7//nuybN++fThx4oRXNnr69OkYMWJEo+tkuZ1iHqitnJgzZw4OHDiAHTt2cAIclZWV+OijjzBs2DASkNJqtVi0aBE+//xzTuWRy+XCmjVrYDQavVoF2GqHup8NO65OIBCApmkcPXoUP//8M8rLyznXQ2VlJfLz82Gz2VBVVQWBQOA1z97lcoFhGNA0jaKiIu9xhCIRGIYhYx890Wq1AGpbJHh4eHj+qvBi/u5AMfyZ5+GBq7wKOTPeBuN0QRRy53sSXWWVoMQiRKxdgj2nj/ksdx80aBC6deuG06dPY926daiqqgJQW25ZWFhIBFxISAjCwsKQlZVFxFVgYCCmT59OMrMszO9l36yw9xT6ZWVl9ZZF3wpisRihoaFeRnwRERFNMuw6ceIEx3QqNjYWTz/99E3vT+XGAyhbvgniWN1NBW7cbjdyc3O9brgFFIWo6GhS9ltWVlYrxmgGiiorcu6NQ/+3n0VkZORN77snOTk5eP31170EyJAhQ/Dkk09yssaHDx/Gr7/+CqA2G5+bmwun0wmtVsspD/b398fs2bPRpUsXALXXy86dO7F9+3av7bMZ5T179ng95+/vj8WLF6NDhw5ez5nNZlKKn5KS0qzgTFxcHMnat2vX7rZXg5SVleG5557jnFOFQoEVK1bgzJkz2LBhA1nesWNHvPHGGz7X43A4sGDBAphMJlRVVUGv1yM2NpZkb4HaoBQr4kUiEWQymZeLOsMwiImJAU3TKCsrI8stFgsyMzM5r42JiUFQUBC6du2Kfv36ISEhocHzYzab8cwzz8But6O6uhpZWVkICQnhXJ/Tpk3z6aPQEK+//jpycnLI48cff9xrFv3Ncv36daxbt84rsAKA9KLrdDoAtZ/B2rVrvTL6ADBixAiMHz/eq7KCbW/wRCQSISUlBRs3biSVFm63G5cuXYLb7UbXrl2hUqlw5swZ2O12EgzxXBdFUWAYhgh4oVAImUwGiURCxgyqVCrIZDJ06tQJnTt3hsVigc1mg1QqhU6ng1AoxMMPP/yXmgjBw8PD48nw4cPv6Pr37dt3R9f/d4UX8zw8v1P+5Q7ov94JcWQIBNI7Nx6ItjvhLCiH9on7ETx3HNxuNxITE3H16lWv1/bo0QP9+/eHxWLBDz/8gP379wMAMSGrrKwEUJs1Zss5W7duDZVKhaeffrpZzsgulwtlZWUoKSlBUVERR+yzzsy3G41Gg7i4OM4/rVbLuck+e/YsNm7cSB5HRkaS0ueb4XYEbmg3XTuezWLmLKcoCpERkZBIxCj6vcxWYrKDEQpg/++DGP7gxJveb0+Kiorw6quveomavn374tlnn+Vk/U6fPu1lZkbTNIKDg322UgDAwIEDMXnyZGzatMnLVRwAOnfujLlz50Imk+HkyZP45JNPvIzPhEIhZs+ezTEqq4vVasXZs2dx4sQJnD9/nmNE1hgymQwJCQno2rUrunXrRkTcrXL06FHOuDqgNojQuXNn7Nq1iyzr27cvXnjhBZ/rOHLkCN59913o9XpShTBw4EDI5XI4nU6UlJSgoqKiXhFPURTuvfdeTJ06FcHBwWAYBnl5eThx4gROnjyJyspKZGZmcoIOfn5+aNGiBedxz5490a9fP7Ru3drnZ/DNN9+Q8Wk0TUMoFKJTp04QCoV44IEHMG7cuGafv//+97+c9oL58+ejd+/ezV5PfRiNRqxfvx7Xr1/3ek4sFmP8+PEYOHAgKIqC2+3Gpk2bcOzYMa/X9uzZE9OnT+cEPNixoG63GwzDoKqqCoWFhdi/fz+Sk5M579fr9Rg5ciTatm1LXvv+++/DarV6VZ6w514oFEIgEECpVCI0NBQ0TZPxl0FBQRAIBBgzZgyioqJIwDYoKAhKpRJt2rS57V4bPDw8PLeTprZj3SzsPTAPF17M8/D8Dm2xIX/hCtiuZEMcF3ZHRrcxDANndjFkHeIQ9enzEChkZHlSUhLOnz/v9Z6OHTti+PDhEAgESE9Px1dffUXmMBuNRuTl5XGym+3bt4dMJsNrr73mMzN6M9jtdtK3X1xcTMR+SUmJT5fvW0GlUiE2NpaIe4vFgt27d5PPIzQ0FC+99NItbeN2BG4YmkF+QT5qamq8npNJZaAEFCgXDXm1DSW94zBi9Ru3xbW9vLwcr776qleApWvXrnjppZc44iQ1NdXnLPkpU6agZ8+eSElJwfr1672CAi6XC+Xl5QgICPDa56FDh2Lq1KkcAZqXl0fm0ddl8ODBmDdvXr2zz1kcDgeuXLmC5ORkpKSk+JzC0BDh4eGkHL9Tp063ZNa4YsUKL/M6qVTKaWcYM2YMHnvsMc5rXC4Xzp8/j7feegtFRUVkuVarRefOnVFaWoqKigqSma2bOacoCv3798fEiRN9uq8DtYEYtg3ht99+4wjH1q1b+8zcBgUFoW/fvujbty8iIiLI8osXL+LRRx/lrCMmJgbTpk3DI488clO/gUuWLCH94gCwcOFCzrjD2wFN0zhw4AB+/fVXny0bbdu2xYwZM6BWq8EwDPbs2YOdO3d6va5du3aYM2cO51pxu93Iy8tDcXExCZbQNI2tW7eSz1Qmk2H8+PGQSqXEp8TpdGLt2rWc33D2OaFQCLfbDalUCoZhIBQKERkZSX5XhUIhCWLOmDEDNE1Dr9dDKBQiIiICFEVh0qRJpNyeh4eH568IL+bvDryY5+HxwJp6AwWLPgVttUMcEXxbBT3DMHAWlkMglyJy2ULIE1p6PX/27FnODGiWli1b4v7774dIJILT6cSOHTvwyy+/wOVykR5Mtgy3c+fOEAqFWLFiRb2C4HZiNpt9ZvNLSkq8SsBvhpqaGhQXF0OlUkGlUiEiIgKvvPIKIiMjvTKaTeV2BW4YhkFhYSEnoEHTNBiahlQigdrsRk2oCqEfLkDnXrcuaKqqqvDqq696ieb27dvjlVde4QjmjIwMrF271quf/v777+dk+Kqrq7F+/XqkpKQAqA3c5OTkkCw564UgEAjw0EMP1fvH2mQykXn0dWnVqhXpo28q5eXlRNhfvHixWdeSSCRC+/bt0b17d3Tp0gUxMTHN+oytVisWLVqEwsJCsiwzMxOBgYEICQkBAEydOpX4EjidTpw9exZHjhxBSUmJV798eHg4EXG+RLxAIMCAAQMwceLEJlcYuFwuLFmyBLm5uaioqEBVVRX8/f0RHR3d4PvCw8PRq1cvxMfHY82aNTh16hTn+m3VqhW2bdt209+Jl156iWM+98wzz6B79+43ta7GKCgowIYNGzjBAxalUomHHnoIXbt2BVDbrvPDDz94tRJFRUVhwYIF8Pf3x8WLF/H999/DYrFgwoQJnHNgNpvx7bffQqVSYcKECVAqlXC5XAgNDUVlZSXKy8tx6tQpfPfddxAIBBAIBHC73aR/3mazQS6Xk1GFYWFhsNlsMBgMkMlkZPTgAw88AL1eD4fDgYCAAKjVaoSHh/Mu9jw8PH95mmPEejMcOHDgjq7/7wov5nl46lCdeAal738P2um8bYKeCHmJGKFLpsN/eP3C7tKlS0hMTPRaHh0djYkTJxIhUFRUhK+++oqU51ssFhQUFKBNmzYAgPXr19/V/kqGYWA0Gjn9+Z5iv6m90myPN4tIJEKbNm0gkUgQHR3NyeJHRUU1mgFmuZ2Bm+KiYhgqDQDDwO2mAYaGn5UGJZOgavYgTFi84JZd2U0mE15//XXk5eVxlrds2RKvvfYax3wvNzcXX3zxhdc5HjJkCEaPHu21boZhcPToUXzxxRfIzMz0CgAolUosWbLE53s9oWmazKOvS0N99I3hcrmQkZGBlJQUJCcne/WLN0ZgYCDpte/cuXOTxt/l5+dj8eLFpH0gLS0NVqsV7du3h5+fH+bMmYOBAwfi1KlTOHbsGDEWzMzMJGXrdrudtL4oFAovES8UCjFo0CBMmDCBBAmaw2+//Ub8DJxOJyorK9G2bdtGqxrcbjcyMzPBMAwkEgkMBgMEAgFUKhVatGiBpUuXcjL4zeHFF1/kuOQ///zzxIPhTuB0OrF9+3YcPnzY5/O9evXC5MmToVAocPnyZXz99dde7RwCgQAikQjZ2dlkWY8ePTjtAQKBAIWFhZDJZFAoFFAoFAgJCQFFUTCZTMTd/vXXX4dYLIbT6YTL5QJFUVCr1aipqYFMJqsN9jEM1Go1XC4XzGYzVCoV5HI5YmJiMGDAAFRUVICiKEREREAoFGL48OG8+R0PD89fHl7M3x14Mc/D44PqxDMoXfYjaKMZoojgW+qhp+1OuArLIVArEbp4WoNCniUzMxO7du3yElV1BT3DMDh8+DC+/fZbjku5VqvFqlWrbnqf7zQ0TaO4uBjZ2dnIzs5GTk4OsrOzOcfAYrFYOIZaQqEQ8fHxPtfLlqWy4r5FixaIiYmpt+T6dgZuykpLUVpaCoauFfK0gMKp9irEPDgCM2bMuKV122w2vPXWW159wpGRkXjrrbc44rS4uBiff/65l0Ff7969MWnSpHr34+TJk/jiiy+QlZXFyYKLRCLiWD969GiMHz++0YDJrfTRNwWj0YgLFy6QzH1zWj0oikKbNm2IuG/dunW9gZZjx45h2bJlAGqDbKzBWYcOHTB69GiUlZVxjpFhGBw6dAhVVVVwOp2gKArBwcGIiYnhrFckEmHIkCEYN24cgoODb+IM1GIymfDKK69wTNsGDRqEoUOH4sSJEzhx4gSn3B+o/e55TjVgg25isRjR0dEIDAzEpEmT8Mgjj9zUPj3//PNktBpQK+4TEhJual3NIT09Hd9++63Pa0Gr1WLGjBlo1aoVcnJysGrVKphMJphMJhQWFqK6uhoCgQCBgYHk2qYoCuPGjUPr1q0hEolgt9sRFhYGg8EAk8mE8PBwCIVCMAwDhmGQlpYGhmHw9ttvo7q6Gk6nk3wuAQEBsFgsZDIHTdOQSqVwuVxwuVwIDAyESCRC586d0aJFC9hsNvj5+UGr1UKlUuHBBx/8U0Y08vDw8NwKQ4YMuaPrP3jw4B1d/98VXszz8NSDNfUGylZuhvVyFoQqBYRadbPczxk3DbfeCHeNFfKOcQh57kGv0vqGyM/Px/bt273claOjozFhwgTOyLaqqip8++23OHHiBIRCIZ566in06dOnydv6K8AwDMrLy4nAZ/+VlJRwMmYCgQBt27Zt8nrZklZW4MfGxiI2NpYI4NsVuLGYLSjIyYG0ygq7WIAz7VQoilJBKpWiZ8+eXn3mTcXhcODdd9/FlStXOMtDQ0Px1ltvcca16fV6rFq1yqsHvkuXLnj44Yd9CgKGYbB9+3ZOTzFrhCiVShEbG8u51sLCwvD444+jZcuGr+Xb0UffFBiGQXZ2NplVn56e7hUEawiVSoXOnTsTcV93/N2aNWuwY8cOXLhwAW63GzRNQ6lUYsSIEZwxfjabDRkZGUhLSwNFUaTUuk2bNqRqQiwWY+jQoRg3btxt63/+6aefONkKsViMd999FyqVihjnHT9+nBjn5ebmegleh8MBgUBAAiwqlQrPP/88+vTpg6ioqGYFXp5++mnO9ffSSy/dNu+OxjCbzdi0aZOXWR1Q+zvAjrA7d+4c/ve//3HaAdjXaDQayGQy6HQ6TJ06lZiL6nQ60irBjpizWq2kbz4nJwcmkwk///wzkpKSoFAoyHmWyWSc88sGAFjYgM6AAQOgUChAURTCw8MhFovRp08fdOzY8U6dMh4eHp7bBi/m7w68mOfhaQDabIP++0QYf0mC21ADSEQQalQQKKSgfAkjmgZtscNdWQM4XBAGqqCeNBDa6SOI2V1zKCkpwZYtW5ok6IHaTJ1EIrktIumvAJvxev/991FdXY2amhpUV1dzXLtvluDg4D9c9F1SqHaeh+ta/k0FbminG6UZN0BZHTBopDgWI0JFgITcmANAQkICZsyY4fWZNYTL5cKyZcu8jBEDAwPx9ttvc0qzq6ur8dlnn3GyogAQHx+PWbNm+RxTZrFY8PXXX+PixYtez8XGxsJut3P6xlkoisLIkSMxceLEBq81s9mMFStW+BRXrVq1wuLFi28pM+0Li8WC1NRUUpLvOdKtKcTGxnLG31EUhWeffRa//PILR4B1794dCQkJsFqtKCkpQWVlJcrKymA2m8lnLpfL0aZNG0ilUgwfPhxjx46FRnN7R19WVlbiv//9LyeAcd9993mNpaRpGsuWLcPevXtJ5QBQWyUQGRmJGzducF4fFxcHjUaDsLAw9OjRAz179kR0dHSjwv6pp56qHcn4Oy+//HKzgm+3Cus98tNPP3lVp1gsFlRVVcFut4OiKBgMBq9WFKlUigcffBALFizAzz//jKysLEyaNAkAyPQBdsRnaWkpQkNDoVQqUVpaipKSEly9ehWrVq2CXC6H2WwGwzAQiUQQiUQQi8WkZ9/pdEIgEEAikSAgIAAymQz9+vWDSCSCQqFAaGgoxGIxpk2b9o/5Pefh4flnM3jw4Du6/kOHDt3R9f9d4cU8D08TcJVXoebgeRh3HoejsByMpVZcMwwDUBTAMOQml1JIIYkIhnpsP6iGdIcoOOCWtt1cQf9Po7i4mJQ6s7zxxhskc5+bm4vs7GyvcuLmInYz6G0QoVM5DaWbglSpgDxUC4FS1mjgxmKsRg3lRmkHHYq6RqDSYiJu1J60adMGjz/+OJlF3RAMw+Djjz/2GqulUqnw9ttvc3qazWYzVq9e7ZUFj42NxZw5c3yKgYKCAnz22Wc+xe6wYcMwdepU0DSN3bt3Y+fOnT5dw3U6HR577DG0bt263uNoqI9eqVTiqaeeuq2jyzxhGAZFRUUka3/58uVmjb+jKAoymQzV1dVITk4G4/E9V6lUiIuLA1A7GlIoFOLatWscwR8bG4vp06dj7NixCAgIuK3H5smGDRs4IwQVCgXee+89znW2bds2/PLLL+Sx2WyG2WxGREQEHA4Hrl27xmlz8ff3R6tWrTjb0el06NGjB3r16lWvsJ8/fz6nTeO///1vg9fHnUKv1+O7777D9evXYbVaUVhYSEZ5UhQFlaq2aoYV9xKJBGFhYQgOrm236dq1K6xWK1q0aIGAgABERESQ75HL5YLBYEBBQQG0Wi1CQkJgNptx/fp1OJ1OLFmyBE6nk4y4EwqFoCiKZPFpmobD4QBFUVAqlVCpVNDpdGjXrh0kEgl0Oh3kcjk6duz4t6uw4uHh+ffCi/m7Ay/meXiaAeNyw5FfBkdWEezZRXBXmcA4XaDEIggD/CCNC4ekRTgkUSGgRDfntO6Lf7OgLyoq4sz9pijKS9wDtVm33Nxc0n+fnZ2NgoICL/fqxlA4aLSocKNtmRNqO6AUiiGRSiEViyGWSkEBnMANggOQonKgPC4QTmXtzX5kZCTatWuHDRs2eGX+YmJiMG/ePI5hXV0YhsFXX32Fffv2cZbL5XK88cYbnMoEu92OL7/80ssYLywsDPPnz/dpgnjq1Cls2LDBS9hSFIVp06Z5lcrl5+dj7dq1HO8Cz/cMGzYMkyZNanAcXH199AAwatQozJo1645nIB0OB65evUrEfX1GcTabDXq9nowddDgcqK6uhtVqJbPCxWIxZDIZunTpAqVSiYqKCjIyUiAQQKfT4bvvvrtpI7nmUFxcjDfffJOzbMqUKcSM6NChQ1i3bh3neZFIhEWLFqFdu3a4ceMGvv32W2zfvp1zvXbs2LHezyQ0NJQIe89pAXPmzOFcV6+99lqjLRl3iry8PPzf//0fzp075zWeEajNwkdGRiIyMhI1NTV/fK9/91VggxlBQUEICwuDUCiEw+Egx1dRUQGDwYB27dqBYRhcvXoVTqcTn376KTIyMogBHtsfzzrbu91uUh2g0WgglUrRtm1bhIWFQalUIjIyEhRF4cEHH4Rarf7zThgPDw/PLTBo0KA7uv76jE7/7fBinofnb8K/VdAXFhZi+fLl5LFQKMT//d//Nem9DocD+fn5nB78vLy8JjnpUzQDtY1BoIWGxkpD5mQgBgV1kBaB0REI7d4BsX274cCVZOQX/VGKLhAIMH36dGi1WmRmZuKrr77y+szCw8Px5JNPcnquWRiGwffff09cylnEYjFeffVVtGvXjixzOp1Yt26dlzGeVqvFU0895eXa7nK5sHnzZp+OsCqVCnPnzkX79u19ng+32409e/Zg27ZtPrP0wcHBePzxx+s1JwQa7qOPjo7GCy+80OhotdtJRUUFZ/xdRUUFKioqvIwY7XY7LBYL7HY7+SzZqguZTIbY2FhUV1eDoijodDrodDr069cPzz777J92LKtWrUJqaip5rNFo8PbbbyMlJQWffvopR8xSFIUFCxagV69eZJnNZsPChQuh1+tRVVWFyspKImIbIyQkBD179kSPHj3wv//9j1Py/+abb/7pTuzFxcXYuHEjkpKSaieJOJ0wGo2c61YsFkOn0yE2NhbTpk1DQUEB9uzZA4lEQrwTWL8NPz8/MjO+bnAwLy8PQUFBUCqVKCgogMFgwP79+7Fr1y6YzWaIxWL4+fmRLL3b7YZYLIbNZgNFUQgJCYFAIECPHj2gUqkQFBSEoKAgxMTEYMSIEX/qeePh4eG5FXgxf3fgxTwPz9+I+gR9VFQUJk6c+I8U9AUFBVixYgV5LBKJ8MEHH9z0+lwuFwoLCzkZ/JycHJ8Z48Ywm81wOBwICQlBSEgIgoOD0b9/f9x7773kNXl5eVi9erXXnPSgoCAsWLDAy3Dtp59+wubNmznLhEIhlixZwhnx5XA4sG7dOq8xbf7+/njqqae81ltZWYnPP//cqzcaqO2Pnj9/fpNM2YqKirB27Vqf6wFqDXCmTJlSb5bebDbj888/x4kTJ7yek0gkeOyxxzB8+PDbMhKyKTAMg8zMTBw8eBDnz58nvc9VVVUAaq8Xk8kEp9NJxs2xpdMsUqkUQqEQUqkUMpkMKpUKs2fPxn333YfY2NibMj5sLjdu3MDSpUs5ywYPHozExESv4NXMmTN9jhBas2YNKWNkGAYymQxDhgzBuXPnOOPmGiItLQ3+/v5Qq9VQqVR45513EBUVdZNH1TxKS0uxadMmHDp0yEt0MwwDk8kEu90OnU6H0NBQjiFkr169EBERgZqaGlJ9ER4eTipb2Dae8PBw8h6KouByuVBdXY2AgAAYjUbk5+cjPz8fH374IUwmE0QiEVQqFcRiMQQCATEHpGmaBH8EAgEGDBhApnH4+fnhvvvu42yLh4eH56/OwIED7+j6k5KS7uj6/67wYp6H529GaWkpfvrpp3+NoM/Ly8NHH31EHovFYrz//vu3dRsMw5BReRkZGbh69apX2XpdaJpGQUEBJwspEonQs2dPdOjQAe3atUO7du2g1WpRUlLi02U+ICAA8+fPR2hoKADg559/xsaNGzmvoSgKL7zwAqev3G63Y926dV6CWqFQYMGCBWR9LNeuXcPnn39OysY9GThwIB5++OFmXTc0TSMxMRFbt2712YMeFBSE2bNn15vlZxgGBw4c8DnzG6gdo7dgwQL4+fk1eZ+aC2uuePjwYZ/l9gaDAdeuXUNpaSkqKys5o9xYIcaWUDMMA7FYTErSxWIxOnbsSHru27RpQ66H+Pj4BlssboWlS5eSa8JsNiMnJ4f09bNMmDCBGLrVJTMzE2+88QZn2csvv4z27dsjOzsbp0+fxpkzZ+oV9gzDcKoDBAIBpkyZgoEDB6JLly537POsqKjA5s2bsX///nonGSgUCowfPx7x8fH4+eefSbCGRSgUYvz48XA6nWAYhvTIs99ztsVCo9EgKCiI45/AXg9Op5NMnXj11VdRVlYGt9uNyMhIuN1uhIWFISsri2TpBQIBgoKCEBgYiG7dukEkEkGn0yE6OrrBMZI8PDw8f0V4MX934MU8D8/fkH+ToK8r5qVSKd599907vt2amhpcu3YNaWlpSEtLQ3Z2Nifbp9frvcR5aGiol1ALCQlBu3btEBERgZMnT8JqtXJu0pVKJZ588kmcP38e33//vdd+LFiwgGMqU5+Ql8lkmDt3LicLyjAMEhMTsWXLFq9MpUQiwfTp09GvX79mnBUuJSUlWLNmjVd1AMugQYPw4IMP+uzbB2p78ZcvX47c3Fyv57RaLV544QVOW8HtgKZpXLp0CYcOHfIaTQbUfu4lJSUwmUyQSqWQSqVIS0uD2WyG0+mEw+GAQqEgWVeKoohruZ+fH4RCIXQ6Xb1ZVYqiEBsbS8R9u3btbpujf2pqKlatWgWbzUb6tz3HMA4aNAizZ8+uVyQyDIMlS5ZwJhj07t0bCxcu5LwmOzsbZ86cwZkzZ1BeXk6eY8+tJ23btoVUKiVj+rp3746uXbt6BZxuBoPBgC1btmDv3r0+Wz+A2u/F2LFjMWHCBBJM8DXCLjg4GL1794bL5UJ0dDTHK8BsNqOqqgomkwlCoZCU3nsil8thsViQkZEBs9mMr7/+GufOnYPL5UJISAj8/f0REBCAqqoqVFRUgKZpCIVCqFQqtGvXDrGxsZDJZNBqtbjvvvsabFfh4eHh+SsyYMCAO7r+I0eO3NH1/13hxTwPz9+Uf4ugz83Nxccff0wey2QyvPPOO3/6flitVjJH/Pz58zh69ChHILPjpBrC5XKhtLQUUqkUGo0GAQEBUCqVKCoqgtlshlKp5Lz+iSeewMiRI8lju92OtWvXIisri/M6uVyOuXPnIjIykiyz2WxYt24dzp0757UfQUFBeOqpp25LfzpN09i/fz9+/vlnn1n2wMBAzJ49u95Z2Q6HA9988w12797t9RxFUZg6dSoeeOABTkn0zeBwOJCcnIxjx45Br9d7PV9TU4Pi4mKYzWYi4lnRy86YF4lECAkJwfLly1FTU4P//e9/0Ov1KCgoIKXsKpUKHTp0aNAMsC5BQUFo27Yt2rZti/bt2990aT7DMHjllVdw6NAh0jaiUCjQsmVLdO/eHQsXLmx0vb/99hsnqCQSifDpp5/6zKozDIPc3FycPn0aZ8+eRXFxsZeYZx3a6xIeHo7u3bujW7duaNmyZbOy0EajEVu2bMGePXvqnU4glUpx3333YeLEifV6U3iOsDMajZg8eTI5P35+fuT7yb7e7XbDaDTCZDIhNDQUcrkcFEWRlgSgNkBVUFCAI0eOYP369QBAjBKlUilMJhO5ztj584MHD4ZGo4FYLEZoaCjmz5/vc5QkDw8Pz18ZXszfHXgxz8PzN+bfIOizs7Px6aefksdyuRz/+9//7tr+MAyDjRs3orCwEHq9HmVlZaioqIBSqay3xNcTt9uNvLw80kPvcDhgsVggkUgQFRVFRmM99thjGD16NHmf3W7H119/7eUor1AoMHfuXI5relFREVatWoXi4mKv7Xfq1AlPPPHEbS95Li0txbp163Dt2jWfz/fv3x8PPfRQvSXmZ8+exSeffMKZUc7Svn17PPfccwgKCmr2ftXU1ODUqVM4deqUl28BAFRXV6O4uBhWqxVSqRQSiYQjLN1uNy5fvoyQkBBotVoIhUJ8+umn0Ol0+Prrr/HVV1/BYDAQsefv749Zs2YhIyPjpsclymQyxMfHc0rz66tu8MRms+GZZ57B2bNnOcuHDRuGd955p0nTAmpqarBw4ULOtfzoo482asbGMAyysrLw1FNPwWg0wmKxgGGYesW8J2q1Gl26dEG3bt0adNCvrq7Gtm3bsGvXLq/fPBaxWIzRo0dj8uTJTRoHqNfrsXz5cuzbtw/h4eEYMWIECYpRFAWxWAy1Wg21Wk2EPkVRsFqtkMvlEAgEZPScRCKBxWJBZmYmcnJysGjRIgC1gQWdTodHHnkE586dQ1paGlwuF0QiERwOBx544AHyW92nTx/cd999je43Dw8Pz1+N/v3739H1Hz169I6u/+8KH/rl4fkbExoaigcffBCbN2/m3Nzm5+dj69atmDBhwh0f9/Vnc7f7SC9duoSSkhIIhUJifNevXz9069YNOTk5pCw/PT3dyxUdqO3NjYmJQV5eHioqKoh4dTqdSE9PR15eHgYNGgSbzYb09HS0bNkSbrcba9as8Snk582bxynpPnfuHNauXesldiiKwtixYzFu3Lg7cg5DQ0Pxn//8BwcOHPBp0nj06FFcvnwZM2bMQNeuXb3e36NHD6xYsQIrV64kfccsV69exQsvvICFCxeiZ8+eTdqfsrIyHDt2DCkpKV4l2AzDoKqqCqWlpbDZbMS0ru550Wg06N27N2iaJpUBFEWRoMLMmTOxZs0aslwkEkGpVMLPzw+ff/45jEYjuR7S0tJw48aNesvBPbHZbLh48SIuXrxI1h0XF4e2bduiXbt2aN++vVdgw+Vy4eOPP4bVaoVYLCaVAgqFgjMjvTFUKhW6d++OM2fOkGVJSUmNinnW+T00NBShoaFwuVwwGo1ISEhAVlZWvRl0oDbTnpSUhKSkJEgkEnTs2BHdu3dHly5d4O/vD5PJhO3bt2PHjh31GlWKRCKMGDECU6ZM8TJ/bIji4mKcOnUKLpcLOTk5WL16NRm7x16n7JQDPz8/qNVqKJVKIuRlMhlomiY98AqFAhqNBi6XC7GxscjJyQHDMDAajSgvL8fLL7+Mxx9/nGw/Li4OCoUCTqcTKpXqjme2eHh4eHj+WfCZeR6efwBlZWX46aefvG50o6Ki/vaC/saNG1i1ahV5rFQq8dZbb92VfbFYLNiwYQPnPGs0GkyfPt2rLJZhGOTl5RFhf/XqVRiNRvJ8WVkZmUXtiZ+fH2JiYkgftVAoJL26QUFBUKvVoCgKSqUS8+bNI6PD3G43fv75Z+zdu9drvxUKBebMmYOEhITbdi4aory8HOvWrUNaWprP57t3745HHnkEGo3G6zmapvHLL79g48aNXn3+ADB69GjMnDnT5zXN9nMfPXoU6enpXs+7XC5UVFSgvLwcNE1DKpVCLBZ7iXitVosJEyZg0KBBSElJ4bjEa7VafPHFFwCAjIwM/L//9/9w5coV8jm2bNkSMpkM8+bN41RWALVVGNevXyfXw7Vr13yaEjaFoKAgxMfHIy4uDjExMThy5AguXrwIiqJQUVGB4uJiSKVStG/fHhKJBK+99lqT3dFTU1O9xj++/fbbXmZ6dbHb7Zg7dy5n2bJly+Dv748rV66QMYB1vSbqgxXJZWVlEIlEkEqlXq8RCoUYNmwYpkyZ0mzvAYZhMHHiROTm5hJjQxZ2JnyHDh3QvXt3REdHk/F+bLY+ICAAUqmUlNsDtUEFu92OnJwcfPHFF9i/fz9cLhekUim6deuGHTt2YOfOnfjyyy+hUqnw9ttvIzg4GKWlpYiJiflb/1bz8PD8u/Gc5HMnOHbs2B1d/98VPjPPw/MPICQkBFOmTPES9GyGfuLEiX/bm8S68ca7mZk/evSoV8BkyJAhPvtbKYpCTEwMYmJiMGrUKOKYn56eju3bt+PSpUuQy+Ww2Wwki8pm/MrKyuBwOKDT6ZCTkwOr1QqgNrAhkUgQHh6OOXPmkF7g6upqfPHFFz4FbHR0NBYsWHDbTNaaQnBwMBYvXozDhw9j06ZNXln68+fP48qVK3jggQcwePBgTj+8QCDAAw88gI4dO2LFihUcgzWgtqebzdSzZn8ulwtXrlzB0aNHOeZtLDabDWVlZdDr9WSEHGteV3e/J0yYgIEDB5Ky57rbDwkJIf9/+vRpSCQStGrVCteuXYNYLCaC86uvvkJoaCi6detGXi+RSNChQwd06NABkydPBsMwKCgo4GTvfbVG+ILNFh8/fhyFhYUoKyuDWCyGUqmEQqGAzWZDXFwcKQ3ft28fZs6c2aR1d+zYEYGBgTAYDGTZ4cOHGxXzvr4HTqeTCNlu3bqRUYDJyclITk722YpA0zQZEegZ7JJIJFAqleTf0KFDMXXq1Js208vOzkZBQQHZpicMw8Bms+H8+fNITk5GcHAw7rnnHnTu3BkKhQIVFRXQ6/VQKpXQ6XQICAggc+ilUilatWqF4cOH49ChQ+QzYL+DY8eOxdixYznb89XXz8PDw8PD0xh8Zp6H5x9EfRn6yMjIv62gv379OlavXk0eq1Qqr/FZfwaFhYVe89/j4+MxZsyYZq3n4MGD+PzzzwHUZmpZ4zUAHHMytge7buaYLdNnHcJDQkKQn58PiUQChULBeW2/fv0wffr0u/q5V1RUYP369V6l8ywtW7bEzJkzfc4ib2wm/YwZM+Dv748TJ054jRoDaoMcZWVlqK6uhkQiIfPg6xIaGoqJEyeif//+XoJ07dq1HHO+AQMG4JlnngHDMHj66aeJ4GVbJjzFvkKhwAcffNCsOetVVVWcao6srKwGS/PLysq8AhhCoRBqtRpGo5FUcfj7+2Pu3Lno2LEj4uLioNFoGgyMbdmyBdu2beMcy6efftrotTRr1ixOAO5///tfg8dfUlKClJQUJCcn49q1a6ioqEBBQUGDZflarRYxMTHo2rUrOnXqhISEBISFhTU70Pfjjz9i6dKloGkabrebjBv0XE/dWyShUIj27dujR48enOBGWFgYQkJCIJFISKCIYRi8+uqrOHr0KCIjI7F27VqOtwXjcsORVwpHVhHsOcVwV5nAOFygJCIIA/wgjQ2DpEU4JNGhoETNN0Tk4eHh+TO5lek4TeH48eN3dP1/V3gxz8PzD+OfJugzMjJIWTNQa5b12muv/an74HK58N1336GyspIsk0gkmDlzZrOM5A4dOoTPP//cSyA8+OCDCA4OxubNm1FZWQmDwYCCggJYLBYIBAKO0VZsbCz5DPV6PYqKikhWkXXJDwoKwrx58zBs2LC77jEA1AqikydPYuPGjT7LyoVCIUaOHIlx48Z5lVIzDIP9+/djzZo1ROA5nU5UVlaiqqoKoaGh6NKlCzknNE3DYDCgrKwMNpuNONP7csNv3bo1xowZg549e9brHv7BBx9wDOUmT56Mhx9+GNevX8frr7/OeW3v3r1x8OBBzrKQkBAsXboUarW6CWfKG4fDgYyMDKSnpxORz/osGAwGr7F+FEWhRYsWUCgUSE9P52Scg4ODSVuGv78/YmNjERcXR/4bFRVFzkN5eTleeOEFzrX65JNPNlpGOWfOHI4Qf/3119GiRYtGj/PatWv4/PPPceHCBZhMJlgsFq9seWBgIMLDw32aAQYFBaFTp07o3Lkz2rVrV6/RIovD4cCsWbOQk5MDi8VCDP8oiiIBH4FAAJFIBKfTSfaFYRhyToKCgnDPPfega9euUCqViIqKgkqlgp+fHzmPAQEBXteWq7wKNQfOw7jrOBwF5aCtdlC/rxsUBfw+w54BIJBLIYkMhvr+flAN7Q5RcECj55KHh4fnbsCL+bsDX2bPw/MPo76S+4KCgr9lyf1fId544sQJjpAHgL59+zZLyCclJfkU8g888ACmTJkCoDbjuG7dOthsNsTExMDtdsNiscBms5GxVRKJBDRNo6CgwGuf7HY7DAYDVCoVNmzYgLNnz6Jr167o2rUrdDrdTR79rUNRFPr27YtOnTph06ZNXn+Q3W43du/ejbNnz2LGjBno1KkT573Dhw9H27Zt8fbbbyM1NRXV1dXkPBYVFaGqqgoJCQlwu92oqKgAwzCQSqXEX8AToVCI3r17Y/To0WjdunWj+15fmb2nQRxQm5lduHAh7HY75/jKysrw3nvv4a233rqp7x1rCMeO9mMYBvn5+di9eze++eYbqNVqmM1mkr2Pjo4mJduBgYGoqKgg6zIYDAgODoZIJEJ1dTVSU1ORmppKnhcKhYiKiiLiPjAwEMXFxWS/k5KSGhXzdSsfGpvwUFFRgQ0bNpCRQ6xzPE3TsFqtMJlMkMvlCAwMbFCgV1RU4NChQ6SsvXXr1khISEBCQgKio6O9roO9e/ciPz8fbreb851kK2IEAgFcLhfcbjckEgnndWx/fUVFBfbs2YN9+/ahXbt26Nu3LwYOHAiBQAB/f38IBAJOEIk226D/PhHGX5LgNtQAEhGEGhVEoRpQPoJNDE2DtthhzylB2fJN0K/fDfWkgdBOHwGBoumjD3l4eHj+DP4K92v/Rngxz8PzD+SfJOjvds98UVERkpOTOct0Oh06d+7c5HUcO3YMn332mdexTJo0CQ8++CB53KJFC2g0GmRmZgKoFUYqlQoBAQGIiYnBuHHjUFlZibVr13LM9FhY8zw2m8g6oq9fvx7h4eFE2Ldr1+6uzLFWqVR44okn0K9fP2zYsAGlpaWc58vLy7F8+XL06tULDz/8MNRqNRiGQUZGBo4dO4aAgABotVrOsbMCPjExETqdDlFRUV7j5dhtDx06FCNGjIBWq23yPtcV88HBwWAYBqdPn+Ys79mzJwQCAZ599lmUlZXh+vXr5Ln09HR89tlneO655275+qUoCg6HA+fOnUOrVq0A1H5H7HY7+vbti7CwMGRnZyMnJwcOhwN6vZ5cd263GwaDgdMK4Inb7UZOTg5ycnJw+PBhVFZWIicnh/SqZ2dno3PnzujUqRMiIiJ8XkNeWeh6WgRsNht++eUXbN261WdJvUAgQO/evTF79my0aNEC2dnZJPiQmZnZ4E2j2+1Geno60tPTsXnzZqjVaiQkJKBTp07o1KkT/Pz88PHHHyMtLQ0Mw0ChUMDf3x9isZiY7rETDNjzLRKJiND3/CzYZVeuXEFaWhr27duH0aNH44EHHiCCHgCsqTdQtnIzrJezIFQpII7VgRJ6C3hPKIEAQj85hH5yMG4abr0R+q93wnLqCkKeexDyhJYNvp+Hh4eH558PX2bPw/MP5p9Qcp+Wloavv/6aPA4MDMQrr7zyp2zb6XTiu+++4/Rji0QiTJs2rcmC8MSJE1i5cqWX+Bg/fjweeeQRIu6qqqrw1VdfoaysDE6nE7m5ubDb7SRbKpFIUFlZCbPZDLVaDbfbDaPRiMrKSlRWViIgIKDJ2XeZTIaEhAR069YNXbp08ekqf6dxOBz49ddfsXv3bp+CT6FQ4J577oHRaPQS/UVFRThz5gxMJhPJorLCy9/fHy1btiTl+pGRkRg9ejT69+/v0w29Icxms5dp3CeffAKLxYJXX32Vs/y9995DTEwMAKCyshKLFi2CXq/nvGbatGmc4M3NUFhYiHfeeYeU2rOMHj0aDz/8MGeZ1WrFhx9+iJMnT6KmpgY1NTWwWq1o1aqVT++AutA0jcuXL3MEbEREBEJCQiASiRAdHe1Vqv/f//6X831ZvHgxqSoAagMPhw8fxjfffMMx2PMkLCwMs2fPRs+ePX0GP8xmM65cuULEfd0KlYagKAparRZbtmyBxWIBUCv+hUIhwsPDiXkgTdNkzjwr2tnyfpvNRq7Zut9riUSCoKAg7Ny5kwQ2qveeRumyjXBXmyGOCIZAKm7y/taFtjvhKiyHQK1E6KKH4T+iaaMaeXh4eO40ffr0uaPrP3ny5B1d/98VPjPPw/MP5p+Qob+b8UZfxmp9+vRpspA/deoUPvroI69jGDt2LEfIl5aW4quvviIZZ7FYjBYtWqC8vBx+fn4Qi8XIz88nRmc1NTWIiIggPcSPPfYYQkJCkJycjAsXLnj1StfFZrPhzJkzpFQ8NjYWXbt2Rbdu3dCqVSuf/eW3G4lEgokTJ6JXr15Yv349yWSz5dXl5eXIysqCn58fIiMjIZPJyGg5vV6PsLAwFBUVwWKxcARfdXU1Ll26hFGjRmHu3LlISEi46Wx4WVkZ5zFFUQgODsamTZs4y3U6HaKjo8ljjUaDV199FUuWLOF873744QeEh4ff9PgevV6PpUuXegn5fv364aGHHvJ6vVwux6xZs4hjO1D7ferfvz9atGiBnJwcksWve6xAbXZcrVZzRHdlZSVCQkLgcrmQlZWFrKwsznuysrIgEomgUCggk8mQmpoKjUaDkJAQZGZm4uuvvyaVJ3VRKpWYOnUq7rvvvgYrR5RKJXr27ImePXuSiQCXLl1Camoqrl271qBhIMMwSE9Ph81mg8PhgMvlItsqLi6GUqkkx+dyueBwOCCTySCT1Za1a7VahIaGQq/Xo6ysDG63m5Tgu91uyOVyvPfee38I+cQzKP3gB9BOJyRxzTfpq4tAKoY4LgzOwnKUvv89APCCnoeH5y8Bnx++O/BinofnH05jgn7SpElkDNdfkbqi9M8QmkDt+UlJSeEsCwsL44waa4gzZ85g5cqVXvs/ZswYzJgxg9zU5+bmYu3atSRLyKLRaPCf//wH+/fvx4YNGzil5UajEU6nEz179sRzzz1HMvJRUVEYP348zGYzUlNTkZKSggsXLvgsyfeELa3eunUrVCoVOnfujG7duiEhIQEqlapJx3uzhIeH4+WXX8aOHTvw448/cvrhAcBkMiEtLQ1isZiM8JNKpdBqtQgKCkJRUREKCgrAMAwEAgG0Wi1CQkJQXFyMM2fOoF27djcdsKo7Ji4wMBBCodCrxL5Xr15eIi02NhYvvvgi3n33Xc7xfPzxxwgODkZ8fHyz9sVsNmPZsmVe2eyEhAQ8/vjj9YrEyMhIdO3alVzLFEUhOTkZkyZNQt++fTnr9xT32dnZyMvLg0aj4WzTYrHA4XDUe07tdjuqq6vJe7744gt88803KCwsRE1NDTEklMlknP+///77SWtFc6AoClFRUYiKisKYMWNgs9mQlpaG1NRUXLp0yauqAwAR8QCIGGfL6NnqhdDQUMjlcuJZAdQGoPR6PZxOJ2JjY8n152nqOGrUKHTp0gVAbWl96bIfQTudEEcE37YWIYqiII4IrhX0y36EWKflS+55eHh4/qXwYp6H519AQ4J+x44dmDBhQpPKbv8K/Bk98w6HA4mJiRwRJhKJMHLkyCYFE86dO4fly5d7mX+NGjUKs2bNIseQnp6Ob775hohUlpCQEMyZMwdVVVW4ePEiFAqFlyCXy+WQyWQ+90epVKJPnz7o06cPGIZBVlYWkpOTkZKSghs3bjS47zU1NTh27BiOHTsGiqLQpk0bUo4fExNzW8+/2+3G1atXcfLkSWRnZyMqKgqFhYWkbNrlcsFmsxE3cbfbjdDQUJIlBWrLvqOjo2EwGMhYMBZfM+mbg2dGm91W1v9v777joyqz/4F/7sydXtJ7D6F3qRGli0gTkMWGBWxr17Xsd/3tuvLV3fW7iuKubW3YQMC6gCAoGFwQBAkkSEtI75lkJjOZ3u7vj+x9nJsJkEBCQM/79coLcjPlzmSSzHnOec4pLZU0lQPagvmOjBkzBkuXLsU777zDjnm9Xvz1r3/Fc889d8q96+35/X689NJLYSPo+vTpg/vuu++M/Q9mz54tWZhyOp3Iy8uTjFXU6XQYPHgwBg8ezI4Fg0FUVlbioYcegslkgsPhgMPhgMViOeVs9/Zj3RobG9Ha2soWtcRxjCKj0Yj09HT85z//QXFxMRITE5GUlISEhAQkJSUhMTERMTExnX7dqdVq1hsCaKt6KSgowOHDh3H06FF4vV64XC62N14UCAQQDAahUCgQCARQWVkJhULBtqD4/X5ERUUhNTUVwn+7zc+fPx8+nw/Hjh1DRUUFsrOzcf/997c9dw43GleuR9DqgKIbMvLtsYC+rA6NK9cj7eWHqSkeIaRXUWa+d9CeeUJ+RUwmE9avXx+2h37AgAGYNWvWBTHGrL3CwkK899577PP4+Hj8/ve/79H7zMvLC8vKT5w4EaNGjTrjdfPz8/H3v/89LJCfMWMGbr/9dvYc5+fnY926dWGZ+/T0dCxbtgz5+flYvXo1C/TtdjuqqqogCALS09ORmJgIjuOg1WqxdOnSTnVmB8AWCA4ePIiCgoKwioDTiY6OZuX4Q4YMkQTVXWG327F//3788MMPYYsUYqf+qqoqlkEN3aMsnkdycjIGDRqEq666CmPGjIHb7cZrr73W4Z46pVKJ2267rcuj+sT95qLZs2dDrVZj48aN7FhCQgJeeOGFU96uIAh4/fXXsXXrVsnxjIwMPPvssx2OWWt//XfeeQc7d+6UHE9KSsIf//jHTldO/Otf/5K8prVaLZ555pkzjnADgLfeegt5eXmS+77ppptYBr+iogKVlZXw+Xw4ceIEXC4XC5rbL7CI1Go10tLSEBkZecb7Fyc5JCYmhn2IEx46Qxzz94c//AG7d++Gx+OBz+djs+XFt0NyuVxSraRWq6FQKNiYyLS0NERERCA1NRWPPPKIZIuFyPTGBpjf2gQ+9dz2yJ9J0OODr9qEmNvnIO7OeT12P4QQcianWtjuLu2r4kgbyswT8isSFxeHxYsXY926dfB4POz48ePHodFoMGXKlAsuoG+fte7pLQFVVVVhgbzYCf5MDh061GEgP23aNEkg/91330kCQlH//v1x7bXX4uOPP8Z//vMfydf0ej2GDRsGlUol+R45nU68/vrruPbaazF27Jn3zkZGRmLSpEmYNGkS/H4/ioqK2F77qqqq017XbDZj+/bt2L59O3iex8CBAzF27FiMGzeuU+XR1dXV2LNnDwoKCsKeI6/XC5PJhKamJgQCARgMBrS2tob1LOA4DjKZDHq9HjNnzsT48ePBcRz0ej0effTRsJn04m2/9tprKCgowN133w2dTnfGcxXPN1RycjK2bNkiOXaqJm2h53vHHXegvr4eBQUF7HhFRQVWrFiBJ5544rTVHl9//XVYIB8VFYXHHnusS1sgOsrOf/vtt5g9e/YZrztu3DhJMF9XV4eEhAQMGzaMHfP7/aitrcUjjzyC/Px8eDweKBSKsIofuVzOmuh19neNz+dDdXV12PcD+LmhXWgmP/Qj9DkSx/zxPA+9Xg+/3w+fz8eCd5/Px8ruA4EAO3+32w2PxwOVSoVgMIji4mLodDqUlJSgsLAQf/7znzF58uSfnwtTC6yf7YTMoOnRQB5o20MvN2hg/WwnohZMpDn0hJBeQ/nh3kHBPCG/MnFxcVi4cCE+/vhjSbbz4MGD0Gg0Pd6NtKtCFx0AdLkjeVeI5fWheJ7HjBkzzlheX1hYiP/7v/8LC1KnTJmCu+66i2X+tmzZgm+//Tbs+iNHjsS0adOwcuVKlJeXh329b9+++O1vfwuO4/DWW29JAu9AIIA1a9bAZDJ1qcKC53kMGjQIgwYNwpIlS2AymXDw4EEcPHgQP/30U4cjw0R+vx+HDx/G4cOHsWrVKgwePBgTJkzAmDFjoNfrwy63Z8+eDhcLHA4HGhsbYbFYwHEcG4MmBuyRkZGorq6G1+tFQkICEhIS2GvgzTffxHfffYcbb7wRaWlpkpn0L7zwAioqKiT39f3336O4uBgPPfQQBg4ceNrnxu/3h+2Zl8vlYY3iOpOJ4Hkejz/+OB5//HFJqfyPP/6Id955B7fffnuH1zt8+DBWr14tOaZUKvG73/0OsbGxZ7zfUO33zgPA9u3bMWXKlDNm5wcNGsQWV0R79+7F1VdfzT5vbm7G2rVrUVpayvbCA22/b/R6PXw+H0aOHImhQ4fCarWirq4ODQ0NMJlM5/QGUBAENDU1oampCUeOHAn7uk6nY4F9UlIS4uPjceLECRawcxwHlUoFg8GAQCAAj8cDp9OJQCDAgnuxssDhcEAul0Or1UIQBOh0OphMJvzud7/Dli1b2NaD1u0HEDC3QpHZuekS50oeEwFfeT1adxxA1LXTzst9EkIIuTBQmT0hv1JlZWX44osvwsq8p02bxho4XQh27NiBL7/8kn0+YMAA3HHHHT12X6HZUwCYPHnyGbPyP/30E/7617+GVRFMnjwZ99xzDziOQyAQwKeffor9+/eHXf/yyy9Heno6Vq1aFdapHACuuOIKLFq0iAUVHo8HH374IQ4fPhx22ZEjR+KGG2445woGr9eLo0ePIj8/H/n5+WHz1k+F53kMGzYMw4cPh9/vR0FBQdhjEgQBFosFjY2NcDgc4HkeKpWKjQELlZqaipkzZyIQCODf//532BYRoK0p4tSpU7FgwQIWmHq9Xrz33nthmXSgLZt71VVXYcmSJafcKlBdXY2HHnpIcmzOnDmSxZ64uDisXLmy04sndXV1ePzxxyVBMQDcfPPNWLhwYdhlly9fHrYN4t577z3rUsbq6mo888wzkmNz587tVHZ+1apV2L59O/s8LS0Nf/vb3+ByufDxxx9jw4YN8Pl8qKmpkZxzbGwspk2bhmXLlnXYt8Dv96OxsRF1dXWor69nHw0NDairqzvtgtLZ8Hg8+P777xEIBOD1eiEIApRKJSujB9pen2LWXnyLJJPJWJUBx3HQaDQwGAzs9bZixQpceeWVEPwBVNz6F3jK66FM61xPhO7grWqEKjMRGe/+P3D8xdH/hBDyyzJmzJgevf2O3j8RCuYJ+VU7fvy4JFAWzZkzp8vdtnvKV199ha+//pp9Pnz4cNx8883dfj+VlZX49NNPJcdSU1OxaNGi0wZrpwrkJ06ciHvvvRcymYzNqz969GjY9adPn47GxkZJGbNIqVTi1ltv7TB4CwaD2LhxY4dZ/szMTNx2223d1oleEATU1NSw7vjHjh0Lq0AQuVwuWCwWtLa2slFuycnJiIuLAwA0NTXBZDLB5/NBoVBApVJ1uKd65MiRmDVrFoYOHcqef4vFgtWrV+PAgQMd3rfRaMRvfvMbTJgwgV1n3759ePnllztcJElISMC9994rmYMu2rt3L55//nn2eUREBIxGo6Q7+pw5c3DDDTec6mnr0NGjR/Hkk0+GjU+77777MH36dABtJfDLly8PqwyYP39+WNDfVWe7d/7YsWP4y1/+wj4XBAFz587Fli1bJFshamtr4XA4ALTtNb/lllvw4IMPntW5ios+9fX1LJMf+v8zTWnoSFNTEwoKChAMBlmwLr7+2r8dEgSBfYj76uVyueT/UVFRSElJwdatW2EwGOAprUXFsr9BZtBCrj99P4TuFLC7ELQ7kfHOE1BlJZ23+yWEEFFvB/OFhYX45z//iUOHDsHn8yEnJwe33HIL5s6d26nb//HHH/HNN99g3759bGE6JSUF06ZNw1133QWj0dgdD6PbUZk9Ib9iAwYMgMvlwo4dOyTHN2/eDJVKhczMzN45sRDno8ze4/FIFgyAtr35V1xxxWkD+cLCQjz77LNhgfyECRNYIO9yubBq1SqUlZVJLsNxHC6//HLs2rULtbW1YbedmJiIe+65BykpKR3et0wmw9VXX424uDh88sknkgqL8vJyvPjii7jzzjvZ2LpzwXEcUlNTkZqairlz58LhcODw4cP44YcfcODAAbjdbthsNlgsFknmXBAElmH1+XxQKpUwGAyIjo6G0WgM27qgUqkwadIkXHXVVUhOTg47j6ioKNx33304dOgQVq9eHdZV3maz4e2338bOnTuxZMkSZGRkYOzYsXjhhRewcuXKsMWUhoYGPPnkk5g5cyZuuukmSTO69lsCIiIiUF9fLzl2NhnyQYMG4b777sPKlSslx1955RU2P/2VV14JC+THjBmDBQsWdPn+2jvbvfMDBgxAZGQkWlpaYLPZUFVVhbKyMrZII5LJZOB5HsnJyYiPj0dS0tkHlhzHITo6GtHR0Rg0aFDY151OZ1gmX/zcZDKFVR0BYKMPxQ+gbWEs9OdcDNbFD3GSAgBWmi+OsmtpacF9993HFs68pbUIujzgE6LO+nGfDZlWhUCjBd7SWgrmCSG9ojfzwz/88ANuu+02KBQKzJ49GwaDAdu2bcOjjz6Kmpoa/Pa3vz3jbTz44IOwWCwYNWoUrr76anAch3379uGtt97Ctm3bsHbtWsTExJyHR9M1FMwT8is3cuRIuFwuSdfuYDCIDRs2YNGiRR0GVefT+Qjm//Of/8Bms0mOXXbZZafttH3gwAE8//zzYRnW3Nxc3H///ZDJZLDZbHjrrbfCAjOe55GdnY1NmzaFXR8ARo0ahVtvvbVTncYvvfRSREdH491335UE0mazGS+99BKWLl2Kfv36nfF2ukKn02H8+PHo378/MjMzsXnzZrS0tEhKogVBgM/ng8/ng9/vB8dx8Pl8cDqdaG5uRkREBKKiomAwGBAfH48rr7wSU6dOley3P5URI0Zg0KBB2Lx5MzZv3hy2mHLy5EksX74cU6ZMwYIFCxAbG4v//d//xaZNm7BmzZqw0u2vvvoKBw4cwD333IPhw4cDCA/m278OY2NjkZ2d3aXnTTR58mTYbDbJyDpBELBixQqMHj06bNEhIyMDd9xxR7c0pzzbvfMcx2HAgAH48MMPJaMDY2Nj2XnJ5XKMGDECdrudZbu7Mi2hq7RaLbKzszv8Pvj9fphMJkkmv66uDqWlpZDJZCw4Fxsqiv92JLT8PvR7oNFowPM8vv76azz22GMAAE95HTgAXCdGWHYn8f48ZbUw4MxTNwgh5JfC7/fjj3/8IziOw+rVq9ni77333ovrrrsO//znPzFz5swzJqhuueUWzJ8/XzI2VhAELF++HB999BFefvll/PnPf+7Jh3JWzu9fG0LIBSk3Nzdsn7zP58Pnn3+O5ubm3jmp/2ofeHV3MF9RURG29zwtLY0FdR354Ycf8Nxzz4UF4uPHj8cDDzwAuVwOk8mEl19+OSyQF7N6e/fuDbu+UqnEzTffjLvvvrtTgbxowIABePDBBxEdHS057nK58Prrr3c4ru1sCYKAkydP4oMPPsBzzz2HvXv3Ijo6GqNGjcK0adPQv39/KJVKtLa2snnePM+D53kWNAUCAZjNZtTX18Pr9WLIkCHIzMw845i2UEqlEvPnz8czzzzTYU8DQRCwY8cOPPHEE/juu+/AcRzmzZuHFStWdNj8zmQyYfny5Xj11VfhcDgkndMFQQjrGTBu3LhzCq7nzZuHa665RnKsoaEBb7zxRtgc9oceeuisxwB2pH0WXszOn4rT6cR7772HL7/8kgXyQNvPprjIMXr0aPzjH//AjBkzJNsmxJL7843neSQlJbHtGkuXLsUTTzyB7OxsREVFITIyku2Vj4iIYPvfVSoVNBoN+7/YuFIM9uVyOdsvLz7O0C1JgRZ7r2WnBEFAoCV8OwkhhJwPoVVPPfFxKnv37kVlZSXmzJkjqeLS6/W455574Pf78dlnn53x/O+8805JIA+0vWe75557AFy4e/YpM08IAcdxmDp1KlwuF06cOMGOu91ufPLJJ7j++ut7ba9QT2bmz6a8fvfu3fjHP/4RVsJ72WWX4b777oNcLkdJSQnee+89uFwuyWXE+dsd7TfPzMzEHXfccdZl8UlJSXj44Yfx5ptvorKykh0PBoNYt24dmpqaMGfOnLMOQJ1OJ/Lz87F///6wju4+nw9msxnNzc1wuVyIjY1FfHw8XC4XWlpaJMEpx3GIiopCfHw8W7DIy8tDXl4eIiIiMG7cOOTm5mLgwIGdOtf4+Hg88MADKCgowJo1a8LOrbW1FatWrWKl91lZWXjmmWewefNmfPjhh2Gvr2+++QYHDhxAdXU1K512u92QyWSSHgTdMU93yZIlsNls+Prrr2G321FVVQVBEHD48GGMGDECRqMRDz74YLeX9XU2Ox8MBvH1119j9erVsFqtUCgU4HlesgilUCjw5z//GZdccgmAth4SoXormD+VgQMH4uDBg2xhSS6XIzY2Fjqdjj12i8UCs9mMQCAAtVrNOtcbjUYolUpWcSKTyTBx4kRJbwXB6wd6a7wnx0HwhVf6EELIL9m+ffsAtL0Pa2/ChAmSy5wNceG2/ajVCwUF84QQAD93+PZ4PJLRaHa7HZ988gmuu+66LmWLu0v7YEupVHbbbX/33XdhncUnTpx4ypnpeXl5ePXVV8NWiCdPnoy7774bMpkM+/btw6effioJ9gOBABobGyGTycK6zIvP+9VXX91hI7iuMBgMuO+++7B69eqwrvzbt2+HyWTCkiVLOv0cCoKAsrIy7N+/Hz/99JMkiBMEATabDU1NTbBarRAEAQqFAnq9HjzPs9nvcXFx8Pl88Hq90Ol08Pv9p3ycVqsV27Ztw7Zt2xAVFYVLL70Uubm5yMnJOWNgP3z4cAwcOBBbt27Fpk2bwio6SktL8fTTT2PixIm45pprMHv2bIwaNQqvvvpqWABaV1eHY8eOITY2Funp6bBarZLtJjExMejTp0+nnsPT4TgOd999NxoaGrB69Wr2uvL5fCgsLMQLL7yAvn37nvP9dORMe+cLCwvx9ttvS34XcBwHo9EIs9nM5sXn5ORIKiPa/4640IL5Sy+9FBs3bkRrayuUSiX0ej0SEhJYNUbotgCVSoW4uDjExsZKfm6HDBmCK664ApdeemnYzxKn5IHe2jcqCOAU9LaOENI7eqsqSfw7lZGREfY1cUtf+1G1XSE2RxYXBi409FufEMLI5XLMnTsXn3zyiaQ83GKx4LPPPsPixYu7NZjujJ4qsy8vLw8L4tLT0zF06NAOL//NN9/gjTfeCPtjNX36dNx5550QBAGbNm3Czp07JV+32+2orq5GTExM2KpuVFQUbrvttjPOPO8KsQP+pk2bJKPEgLYA7eWXX8btt99+2koLh8OB/Px87Nu3L6zJnNvtRnNzM5qbm+Hz+dhseJVKFfb4OI7DiBEjMGXKFIwaNQo8z8NisWDPnj3Ys2cPioqKTnkOFosFX375Jb788kvExcUhNzcXl156KTIzM08Z2CuVSsydOxe5ublYu3ZtWNd7QRCwc+dOHDhwAAsXLsSkSZOwfPlybNu2De+99x7rOSBWVDQ1NaGlpQUajQbp6ensds61xD6U1+uF1+uFwWCQlLBHRETgq6++wqRJk7ptKkGo1NRUXHLJJcjPz2fHtm/fjgEDBmDt2rWnzGJERkZCoVAgOTkZPM+jqakJZWVlbN+6TqeTXL59dUpv27BhA1pbW+F2u+H1emGxWLBv3z4IgsDK6I1GI2JjYxETEwO1Wg2ZTIbIyEhMmzYN06dPP20fEXmkvtteG13FcRzkkWfuOUEIIb8k4rSaU/2t1Ov1YQ1sO+vYsWN45ZVXEBMTg9tvv/2sz7EnUTBPCJFQKpVYsGAB1q5dC7PZzI43NDTgiy++wMKFC885g9wVPZGZ76i8XqlUnrK8fsuWLZJmZaKrrroKS5cuhdfrxZo1aySNy8RxbhaLBUlJSWHNtUaPHo2bbrqpUw3fuorjOMydOxdxcXFYv369pEqgsrKSdboP7TQuCAJKS0tZFj50K0AwGITFYkFzczOrZJDL5dBqtVAqlWHPWWJiIiZPnoyJEyeGlYhHRUVh1qxZmDVrFkwmEwvsS0tLT/l4TCYTNmzYgA0bNiAxMZFl7EMD7FCxsbG477778NNPP2H16tVhf8Ttdjvef/99Vnp/5ZVXYuTIkXj11VdRWFgoaSTo9XrhdrtRUlKC9PR0KBSKbimxB9qe83/961+ora3FoEGDUFhYiNbWVhiNRiQnJ6O6uhpPP/00/vd//7db98yLZs2axYL5QCCAEydO4K677goLyEVjx47FLbfcghdffFEyom/v3r0smL/QM/M1NTUA2qofxC72Yrm9Wq1mv1+amprQ1NSEqKgoDBgwAIMHD4ZCocDJkyfhdruRnJzc4fdElZkEAYAQDJ7XJnhCoO1nXJXVuw1LCSG/Xr+0aedVVVW46667EAgE8MILL4T1JbpQUDBPCAmj0WiwaNEifPTRR5Iy9KqqKmzevBlz5sw5Zefn7tYTe+bz8vLC5o5PnDixw2z1hg0b8MEHH4QdnzdvHpYsWYKWlhasWrVKUsng8XhQXFwMnufDRsupVCrccMMNklnoPWX8+PGIiYnBO++8I8mQWiwWrFy5ErfeeivS0tLYXvj2WXiHw4GmpiZYLBY2kkupVEKpVLJSepFSqcT48eMxZcqUTu93j4uLw7x58zBv3jzU19djz549+P777yV7/turr6/HZ599hs8++wxpaWnIzc1Fbm5uh9nSIUOG4Omnn8bWrVuxcePGsNdSRUUF/vKXv+Cyyy7Db37zG/z5z3/G9u3b8Yc//IFdJhgMQiaTwWw2o7W1FUOGDEFOTs4ZH1tnfPbZZ6x6gOd5DB06FMXFxUhKSmLPX1FREf72t7/hj3/8Y9gWjXMl7p3ftm0bqqur4ff7IZPJoNFoJD/fGRkZWLZsGWuSOW7cOGzYsIF9fe/evbj++uvBcVzYQoDD4QjrAt+bxN8fwWAQwWAQcrkcMpmMdbj3eDxQq9VISEhAWloaezyFhYUoLCxkt+PxeCAIAtRqNSZOnMimDSizkyHTqBB0es7rnPmgywNOq4Iym4J5Qsivi5gUab9tUmS327tc4VZTU4NbbrkFZrMZ//znPzF+/PhzPs+eQsE8IaRDBoMBixYtwtq1ayWBYHFxMb755pszzmDvLt0dzJeWlnY4+mvIkCFhl/3000+xdu3asOOLFi3C4sWLUVlZiXfffVeyMNDU1ISSkhLExcWFjbbLysrCHXfcgYSEhHN6DF3Rt29fPPTQQ/jXv/7FKi0EQYDFYsHTTz+NiIgIyXm2b2YHgHXwViqVYYs4OTk5mDJlCnJzc0+Z0e2MxMRELFiwAAsWLEB1dTW+//577NmzB7W1tae8TlVVFaqqqrB+/XpkZmbi0ksvxaWXXiqZfc7zPGbPns1K7zvqRrtr1y7k5+dj/vz5mDJlCsaMGYNdu3ahpaUFgUCABdE+nw9VVVV4/vnnceedd56yt0Jn7N27F//+978lxyIjI/H+++9jxYoVkikSBQUFWLlyJR555JFuXUQrLy9HYWGhZF98MBiE3W6H0WiE0WjEjTfeiCuuuEKyhWL8+PGSYN5sNqO4uBj9+vULew0IggCXy9Ur/TY6IlajdDQ5QaFQQKfTQaVSweVyoaioCDzPQ61Ws987Pp8PLpdLMg7x4MGDkMvluO2226BMT4AyNQ6e8vrzGswHLK1QZSZCmRZ/5gsTQkgP6K3MvDhyrqKiIuy9nNVqhcVi6XDqzalUV1fj5ptvRmNjI1auXIkpU6Z05+l2OwrmCSGnFB0djYULF2L9+vWSN6+HDx+GVqvtsHNodxIEoVuDeZfLFbaPXKVShS1MCIKAdevWsaYnoa677jpcc801OHjwID7++GP2vAQCAZSWlqK5uRmpqamS4IXjOMyaNQvz5s07r1sURAkJCXj44Yfx+uuv48iRI7DZbKyZnd1uh91uh16vR3NzM2tm134vfOjzYzQacfnll2Py5MmnLHU/F6mpqVi8eDF+85vfoKKiggX27TvVhyovL0d5eTnWrFmDAQMGYOrUqRg/fjx7vURHR+Oee+7B0aNHsXr16rBFAqfTiTVr1mDHjh0oKytD3759UVdXh5KSEkkAbTQasWfPHhw+fBh33HEHLrvssi4vapWWluKtt96SHJPJZLj//vsxaNAgPPXUU3jiiSckWYbdu3dDr9fjt7/97Tkvonm9Xqxbtw6ff/45AoEANBqNZMHO4XDg+uuvx4033tjhAk1aWhqSk5Mlz+HevXvRr1+/DoN2p9N5wQTzc+bMwebNm6FUKuHxeCCTyZCZmYnk5GQEAgG43W7Jh8vlYj8voW9UxWy+Wq2GXC5Hfn4+brvtNnC8HBFzJqDxhXUQAkFw8p6vYBICQcDrR8TcCeD4C7PbMiGE9JQxY8bgX//6F3bt2hU2enX37t0A2raJdUZoIP/iiy9i+vTp3X6+3Y2CeULIaSUmJmL+/PlhHdp/+OEHaDQajBo1qsfuu/0baODc9szv3LkzrLy+fYMxQRDw4YcfSjKPoptuuglz587Ftm3bJHvuW1tbUVRUhGAwiMzMTMk5RkdH4/bbb5fMoj6fxLnw+/btY+XyYiAvBi9ixl6j0YDneVZKHxrEdtTMrqdxHIfMzExkZmbi+uuvR2lpKXbv3o29e/dKMtftHT9+HMePH8e7776Lyy67DFOnTkVWVhYAYNCgQVi+fDm++eYbfPHFF2GLRaWlpSguLobBYIBKpYLBYEBERARsNhsUCgULSu12O1588UXs2rULd911V6f30lksFrz00kthjR2XLFnC5uOmpaXhT3/6E5588knJ/v2tW7ciIiICN9xwQ6fuqyMFBQV47bXXJNtCjEYjC+ajoqJYsH6qSguO4zB+/HjJ3N79+/fjpptuYg3jQn9XOBwOxMbGnvU5dydxUe3AgQNobW2Fy+WCIAjsd40gCAgEAmwCg/j7RyaTsa8BbT87MpkMfr8fXq8XUVFRbEuGYdooNL+7GYFmK/j4qB5/TIFmK+TRBhim9tzvYkIIOZPeyszn5uYiLS0NmzZtws0338yaCtvtdrz66qvgeR4LFixglzebzbBYLIiKipL87RYD+YaGBrz44ou44oorzvtjORsUzBNCzig9PR2zZ8/Gxo0bJcfz8vKgVqsxePDgHrnf9oEWcPaZ+ZKSEhw7dkxyLCsriwVQQNsfolWrVmHLli1h17/tttswbdo0rFmzBocOHWKXr66uRlVVFbRaLdLT0yXlyGPGjMHNN9/cK1lJm82GAwcOYP/+/ZIu6UlJSfB4PKivr2dBvSAI8Pl8cDgcSEpKkjT2EpvZTZo0qVebv3Achz59+qBPnz646aabUFRUxDL2Vqu1w+s4nU426i4rKwtTp07FhAkToNPpMHPmTIwfPx7r1q3D3r17JdcB2hZoGhoaoFQqkZ2dDZvNBo/HE5YV379/P44ePYply5Zh8uTJp82ae71e/OMf/5B8PwBg6tSpmDZtmuRYv3798D//8z945plnJCMB169fD51Oh6uvvrpzT9x/2Ww2rFq1Cjt27Aj7mkKhQEJCAiIjI1nfiB07dmDq1KmnfO2OGzdOEsxbLBZUVFQgMzMTWq1Wsmh2ITXB4zgOffv2xbZt2xAIBOByueByudDc3IxAIHDKN6NioC9+neM4eDwetgjy1ltvob6+Hm+99Rb4uEhELJyE5rc2Qhahh0zVvb0OQgU9PgRaXYi5fQ74uMgeux9CCLlQ8TyPZ555BrfffjtuuOEGzJkzB3q9nvWDeeihh9iCPgCsXr0aL7/8Mu677z7cf//97PjNN9+MmpoajBgxAidOnMCJEyfC7iv08hcKCuYJIZ3Sr18/zJgxA9u2bZMc37p1K9RqdbfM3W6vu4J5l8uFb775Jux2pk+fzoIvQRDwxhtvhF2O4zjceeedGDt2LF5//XXWnM3j8aCoqAg2mw2RkZFITExkt6VSqbBkyRLk5uae18ZfwWAQxcXF2LdvH44fPx6WHQ1tZsfzPLxeLzwej2QLRWVlJZKSknD11Vdj6tSpnW5mdz5xHIf+/fujf//+uOWWW3D06FHs2bMHP/zwwykb4JSVleHtt9/GBx98gNzcXEydOhX9+/fHXXfdhcmTJ+Ojjz5CRUUFCzzFBml+vx/Hjx9HfHw8/va3v2HXrl3Ys2eP5LYdDgf++c9/Yvfu3fjtb3/bYRZaEAS88847KCkpkRwfOHAglixZ0uFzPGLECDz88MN4/vnnJUHmqlWrwHEc5s2bd8bnShAE5OXl4Z133oHNZgv7ulwuxzXXXIMJEybg2WefZcedTid27NiBOXPmdHi7ycnJiI+Pl2x9OHToEDIzM6HT6S7YYF4QBBw7dgw+nw8+n48F8GJn+1NdR/wQu9+L1xO/LzzPSxZKYpbMgHPvEbiPlEGRldQjP0OCIMBfY4JmSBZilszo9tsnhJCu6M1u9uPHj8eaNWvwj3/8A1u2bIHP50NOTg4efPDBTv2tBH6ednLo0CGWtGnvQgzmOeGXNkeAENKj9u3bh//85z+SYzzP45prrkFqamq33ldtbS1WrFjBPuc4Ds8991yX3xhv3rw5bIX1yiuvZFn5YDCI1157DXl5eZLLcByHe+65B/3798fbb7/NMsAmkwklJSUIBAJISEiQZKyzs7Nxxx13ID7+/DWiamxsRH5+Pg4ePCgJ2DpqZhfakd7v96O6upotmkRERCApKQkJCQkYOnQobrrppnNqane++f1+HDhwADt27EBBQcEZ31ikpKRgypQpbJLB7t278Yc//AF1dXVs/rtarYZWq4VCocCMGTOwePFieL1evPnmmx0Gx1qtFrfeeiumTZsmeZ1u2rQJ69evl1w2Pj4eTz311BnHE27duhWvvfZa2PFly5ad9k1KfX09Xn31VRQUFHT49f79++Pee+9FRkYGAODNN99k3fXFx/LMM8+cMjv//vvvSxb3+vTpg+XLl+Opp55CWVkZO37bbbdh4sSJp32MPamxsRFHjx7FkSNHcPToURQUFKCiogJ+v1+y4HUmYpm9+LryeDwIBALQ6XRQKBTo27ev5Hejq7AE1Y++jKDLA0VKXLcG9IIgwFdjgkyjQurz90EzrPsXUwkhpCuGDRvWo7cfOlGE/Iwy84SQLhkzZgxcLhd+/PFHdszv9+OLL77A4sWLuzWI7aj5XVffEBcXF4cF8tnZ2WxPld/vx8svv8yapIhkMhkeeOABGI1GvPzyy/B6vQgEAigpKYHJZIJMJkNaWhoLxDiOw5w5czB37lxJqX1PcTqdKCwsxIEDB1BdXc2OC4IAm82GpqYm1swOaMvAqlQqyVx4nucxfPhwFtiHBpXHjx/HihUrcOutt/ZIk7uewPM8xo0bh3HjxqGpqQl5eXnYsWPHKffX19TU4MMPP8TatWsxZswYTJkyBZmZmRAEgQWjYm+A6OhoNDU14dVXX0Xfvn3xyCOP4Ouvv8auXbskt+l0OvHqq69i9+7duPvuuxEfH8+aJYbSaDR46KGHzhjIA20LTw6HA++//77k+DvvvANBEMJK7v1+PzZs2ICPPvoobG8+0Bak33TTTbjqqqskP0+zZs2SBPNnys6LY+1EpaWlsNlsHY6nO58sFguOHTuGI0eO4MiRI2EjFxMSElBTU8OqL9oTs++hmfdgMCgpsXe73QgEAlCpVFAoFIiNjQ1bcNEM64OER69Hw7Or4asxdVtAzwJ5pQIJj91AgTwh5IJA+eHeQcE8IaRLOI7DxIkT4XK5cOTIEXbc4/Hgs88+w7XXXouoqO5p+nSuneztdntY93q1Ws2ypn6/HytXrsQPP/wguYxcLseDDz4Is9mML774AsDPTe7cbjcUCgXS0tLY+cTGxuKOO+7otvnjp+L3+1FcXIz8/HwcO3aMNeMCALfbjebmZjQ3N7OyeY7jWAAf2pG+fTM7uVyOnTt3YsOGDZLgxmw246WXXsKiRYuQm5vbo4+tu8XGxmLRokVYuHAhCgsLsWPHDvz444+S50zk9/uxZ88e7Ny5EydOnGDN73w+H1uYCa2+KC4uxgsvvIBLL70U99xzD9asWYOWlhbJbRYUFOChhx7CrFmzsHPnTsmbHI7jcPfdd3epkmXhwoUAEBbQr1q1CoIgYP78+ezcXnnlFUlmPFRubi7uvPPODvsfpKSkYNSoUZKA/nR75wcMGACVSsV+TgVBwKFDh9i+e1H756a7ORwOHD16lAXwYqnkqWg0GsTExKCurk7SrE+tVrPGj36/H06nU9IAT+R0OtlWlaSkJKSkpOCxxx7rcLylcUZbB+WG5z+Cr6wOfErcOe2hD3p88NeYIIvQIeGxG2C8YsxZ3xYhhHQnCuZ7BwXzhJAu4zgOM2bMgMvlQmlpKTvucDjw6aef4vrrr++W8uzQcVlA14J5QRDw1Vdfhd3G5MmTodfr4fV6sWLFCuTn50u+zvM87rnnHhQUFKCkpIQ1uRP3yms0GqSlpbEgb/z48bjxxht7tMldXV0dDhw4gEOHDkmynB6PBxaLBS0tLZLjoR3pQzOBp2tmN3nyZKSlpeG9996TlI8HAgGsW7cO5eXlWLRoEZu5frGQyWQYMWIERowYgZaWFmzatAmvvvoqmpqaoNFo2Dx1nU4Hh8MBr9eL2tpaeDweqFQqJCcnw+v1SiYeiL7//nv8+OOPuOKKK1BXVxeWpbfb7Xj66aeh1WqRk5PDZpsvXrwYI0aM6PJjWbhwITiOw3vvvSc5/u6778Lr9cJms2HTpk0dvqGKiYnBXXfdhXHjxp32PmbNmoX8/Hx2G06nE9u3b8fcuXPDLqtQKDB06FBJlc6hQ4eQmJgouZw4LaG7uN1uFBUVsdL58vLyLr+JHD58ODsvMWj3+/3geR4Oh6PDRR8ArMeESqXC8OHDERkZicsvvxxXXnnlKe/LOGMsFIkxaFy5Hq6fSiE3aCGPiejS2DohEESg2YpAqwuaIVmIf2gxZeQJIYRQME8IOTsymQxz587FJ598IsmEWa1W/Pvf/8bixYvPeXxZ+/LczpQki3788UdUVVVJjvXt2xcDBgyAx+PB3//+97D9VwqFArfccgvy8vJgs9lY0CA2VRP3lHMcB41GgyVLlmD8+PFn+ehOz26349ChQ8jPz5eMEfN6vbBYLLBYLJLnRyaTsQA+tMxfqVRi/PjxmDJlyhmb2fXp0wePPPII3nvvPckiDdA2irCmpgZLly5FTExMNz7S8ycyMhIOhwMZGRmIiYmByWRCY2MjGhoa2Ogxr9fLKhsCgQBqamqQnp6OnJwc1NXVsW73Iq/Xi23btiEyMhKzZ8/Gnj17YDabWam+uPf+4MGDyMzMxKJFizBr1qyzfgzieJ3QgL6lpQW///3vER8fHxZIcxyH2bNnd3rBKSUlBZdccokkO//tt99i2rRpHV5/xIgRkmD+8OHD6Nevn+Qy7bv3O51O1NbWwmw2IzY2FtnZ2ac9J7/fj5MnT7LgvaSkRNLhvzOMRiMGDRqEQYMGYfDgwYiPj8dNN92E/fv3Q6lUwu12s+/9qX5GAoEAgsEgjEYj+vfvzxpf3nvvvWcsn9cM64O0fz6M5tXbYP1sJ3zl9YCShzzKAJlWBU4WHtgLwSCCTg8CllbA64c82oCY2+cgZskMyLTqDu6FEEJ6D2XmewcF84SQs8bzPObPn4/169fDZDKx43V1ddi8eTPmzp17TntE2wfznc3219fX4/vvv5ccMxgMmD59OjweD5599lnJFgGgLeidPXs2duzYgWAwKGlyx3EcEhIS2PaBnJwc3H777YiLizvrx9YRsXN6fn4+Tpw4wcp/TxXAcxwHhUIBpVIJnuclz3Xfvn0xefJkXHrppV2qGoiIiMA999yDjRs3YufOnZKvVVdXY8WKFbjppptYz4GLjdPpBMdxsNvt4DgOaWlp8Pv9sFgsMJlMrMM50LZA4vP5oFAocPjwYQiCAI1GA7vdDr1eLym9bmlpwa5du1jZ9ebNmyUd3QOBAOrr61FSUoLS0tJzmv6wYMECcByHN954A5WVlSxYFnsniAF9ZmYma+DYFV3JzrevMHC5XGhtbUUwGGTTEgoLC/H222+jvr4e9fX1YY0Db7zxRsyY8XM39mAwiIqKCtaw7sSJEx1OtjgdjUaDgQMHsgA+LS0t7HfR9ddfj127dknmyYsd60NxHAej0YjW1lbwPM9+F/A8j9///ved/vmS6dSIu3MeohZMROuOA7Bu3A1vjQmBRgu7b3AcEHIOnFYFVWYiIuZOgGHqKBo/RwghRIKCeULIOVGr1bjmmmuwZs0ayZv04uJifPfdd5g0adJZ33b7YL4zb5q9Xi+2bNki2fvNcRxmzpyJQCCAv/3tb2EN8VQqFUaNGoWDBw/C7/ejtLSULU7wPI/U1FRoNBrIZDLMmzcPs2bN6rYmd4IgoKamBgcOHEBhYSHL/J4qgBfPSalUQqFQSALKiIgIXHbZZZg8efI5Na3jeR4LFixAZmZmWBM1p9OJN954AzNmzMDMmTMvuLF1Z5Kamor9+/dDoVCgrq6OBcJqtRo8zyMYDLJgXpxDXlpayvbQa7VaJCYmwmKxQBAExMXFSRaZ6urq0NjYiGAwCIVCwbL8SqUSWVlZKCkpweOPP44ZM2bghhtu6LB8/0wEQYBarYbD4QjLeldXV4Pnefzud7/D1VdffVbVMR1l58W986GPVRAEWK1WmM1mlJeXg+M46HQ6NnNdJFayhPL5fPD7/dBoNMjLy8PgwYNZ8H7s2LEuN81TKpXo168fy7xnZmae8me0qakJGzZswJYtW1h3erHhnfi4xCZ4Go0G2dnZqKyshCAI0Gq1SEtLA9A2TeBsFmX4uEhEXTsNkddMhreqEd7SWnjKahFosUPw+cEpeMgj9VBlJUOZnQxlWjw4vuebahJCyLmgzHzvoGCeEHLOdDodFixYgLVr10oyaD/++CMiIyMxfPjws7rds8nM5+XlhTXcGjt2LAwGA5566imUl5dLvqZUKpGZmYna2lrYbDYUFRWxx6DT6ZCSkgK5XI64uDjccccd55RRDWW1WnHw4EEcPHiQzeo+XQB/qjJ6g8HAOrgPHjy4Wzvpjxw5EklJSXjnnXck88QFQcDWrVtRWVmJJUuWXFTj6zIzMwEgLLgU98uLlRhA23Mul8sRDAbR2NgIQRBgNptRV1eHuLg4JCUloaysDIIgID4+HrGxsXA4HCxDrlaroVAo4HK5kJWVxfoNiM/f7t27sWTJEkyfPl2yKHM6VVVVeOWVV3Ds2DFERkYiNTVVMs3AYDDAYDCA47hz2ubSPjvvcrmwdetWLFy4EE6nE2+99Ra+/vpr1NXVwW63s0Uol8vFFjDE+e3idgWfzwePxwOPx8OmJyiVSlRVVbGeFJ0lk8mQk5PDMu85OTlQKpWnvU5paSk+//xz7Nq1iy3YiI3wQoN5oO31odfrkZaWhoaGBrS2tkIulyMnJwcymQy5ubmYPXt2l865PY6XQ5WVBFVWEgwYdU63RQgh5NeJgnlCSLeIjY3F3Llz8dlnn0my4tu3b4fRaERWVlaXb7OrwXxRUVFY+XxSUhL69OmDJ598ErW1tZKviUG60+lEZWWl5OsxMTFszN6ECRNw/fXXhwWAXeXz+XD06FHk5+ejuLiY7dE+VQB/qjJ6g8GAsWPHYvz48d0ewLeXmJiI3/3ud/joo4/C5pUfO3YMK1aswNKlS1m28kLXUTDfv39/NDY2wuVysWCe4zjIZDLwPM+C/FD19fUwm80YOXIkfD4fampqUFpaypqjid8vnufRt29f8DyPQCAg+V7Z7Xa8/vrr+Oabb3D77beH7TUP5fP58Mknn+CTTz6R7BcXS+rr6+uRlpaGmJgYcByH999/H4Ig4Jprrjmr50nsbB+6H/7bb7/FpEmT8PLLL+PLL7+E3+9nAbD4/ASDQbS0tIRlaMS+GoFAgM13DwaDkMvlSE5O7tQ5ZWRkYPDgwRg0aBD69+/fqZ/HYDCIAwcO4IsvvsDhw4fDvh4VFYXm5mZ4vV7W2V6sMEhPT4fD4WA9K7KysqBWqxEXF4cHHnjgoqtKIYSQnkSZ+d5BwTwhpNtkZGTgiiuuwNatW9kxQRCwceNGXHfddV2eQd++2djpgnmbzYZvvvlGckypVOKSSy7B8uXLJXv6xfnRCQkJcLlcKC4uhtvtBtCW8UtJSYFer2fzuMeOHdul8w4lzqYvKCjA0aNHWaOtlpYWmM3mDsuJO+pGbzAYMGbMGOTm5mLQoEHn3FywK9RqNW699Vbk5eVh48aNpxxf11PNALtTbGws61yv0WhYJlkul0OpVLKsspiVV6vV8Hq9LEPv9/vZWDKv14sTJ05gwIAByMnJweHDh+FyueB0OsHzPNRqNTIyMpCcnIxgMIjm5mbY7XYYjUZJIHjy5En8z//8D6ZNm4YlS5YgIiJCcs4//fQTXn311VOOXLvuuuuQmJiIdevWSY5/8MEHAHDWAf3cuXNx8OBBVopuNpvxwAMPoKGhAX6/H263m3V+D61oEIlNBYG2qhPxNRsMBtnzCyDs8YqSkpIwePBgDB48GAMGDOjSloTm5mZ8/fXX2LZtW9ic+VA6nQ5JSUkwm82QyWSw2+1s0SUYDKK0tJRVXkRHR0Mul+Pxxx+/qKpRCCGE/HJRME8I6VZDhgxBS0uLZHa7z+fD559/3uU9wp3NzAeDQXz11VdhTbIGDx6Mv//977BarZLLBgIBpKSkoL6+XpKNV6lUSE1NhVKpRP/+/XHbbbedVed2QRBQXl6OwsJCHD58mJVwt7S0wGKxSBqjicRgUqFQsCDHYDBg9OjRyM3NxeDBg89rAN8ex3GYMmUKG18ndvgH2hr3rV27FmVlZRf8+DqO45CRkYGjR4+yYN7pdMLhcMDv97OAVKVSISYmBn369EFRURF8Ph8L+mUyGbtcIBBAUVER5HI5OI6DXq+Hx+Nhzd9qamrgcrmQlJSEuLg4uN1uNDQ0QBAE1lBRtH37duzduxc33HADrrzySjidTrz33nvYtm1bh48lMTERd999N2tCp9Pp8M4770gucy4BfUJCAi677DJ89dVXqKurYz+P8fHxqK2tZb0UxEqG0D3n4nFx+4BYYSKOihRfy1qtlr1eYmJi2J73gQMHdvlnLxgM4uDBg9iyZQt+/PFHyaJTeyqVCtOnT8e8efOwe/duvPjii2hqaoLRaITFYkFTUxOcTifrkyD2oLjlllu63FCQEEJ+DSgz3zsomCeEdLsJEyagpaVF0mjObrfj888/x3XXXXfGva1A2x+Fzgbz+/btC8taxsbGYtWqVZLsvtipPDY2FseOHWPZeODnsXNKpRLz58/HjBkzOr2PWTzfmpoaFBYWorCwEFar9YwBPMdxkn3wYjA4ZswYjB8/HkOGDOnVAL4jOTk5ePTRR/Huu++irKxM8jVxfN2yZcvC5thfSDIzM3H06FFotVqYzWY4nU44nU5J+bpcLofRaATP8+x1IwgCyyhzHAeDwYCUlBQ0NDSgubkZCoUCarUaarWaza5vaWlBc3MzmpubodfrkZSUhPT0dLS0tKC2thZ6vR5Go5Hdr8PhwJtvvon3338fbre7w4BUJpNhwYIFuPbaa6FSqdjxefPmAUCHAX0wGMSiRYu6VBpusVhgtVpRWlrKFsGcTicsFgtbsAAQ1mxSJpOFbUsQq2HE55jnefA8j9GjR2PhwoVsXNzZlK6bzWaWhQ+twOlIZGQk5syZg6uuuootLC5atAgpKSl48sknoVKpcPz4cdjtdtjtdsk++dGjR+Pqq6/u8vkRQgghPeXCepdICPlFELvHt7a2SjLfJpMJX375Ja6++uozBsqh875FHQXztbW1kioAoC1TvHXrVpapFwSBBUZKpVKyyMBxHBITExEZGYns7GwsW7YMSUlJnX6sjY2NKCgoQGFhIZqamuDz+dge+I4CeODnLKVCobgoAvj2IiIicO+9955yfN3zzz/f5fF1VqsVTqcTiYmJPb4XOSMjA8DP0xFaW1vZDHERz/OIiIiA3W5nHeM5joNcLodWq2V9DOrq6uD3+xEdHQ232w232w2lUonU1FQYjUYkJCSgrq4ONpsNdrsdxcXFqKioYL0cGhoaUFFRgbi4OGi1Wng8HlRUVLBqkujoaKSkpLDsdU5ODu67775T9qCYN28eOI7D22+/LTm+evVq2Gw2LFu27LTPryAI+PLLL7FlyxbU19cjGAzC5/OhqalJMsJNDMbFIJ3juLCFB3FPfOj/FQoFFAoFBg0aBK1Wiz//+c9nNeJREAQcPHgQX331Ffbt23faLDzQ9rxdddVVmDx5coeVI7m5uZg7dy6++eYbpKSksN8RGRkZUKvViI2NxcMPP0z75Akh5BQoM987Lux3jISQixbP87j66qvx0UcfSbrLl5aW4ttvv8XUqVMlb4wFfwDeyoa2MU3ldfCbWzG60AxvMAiPSgZ3tA4asxNCZICNafJ4PGFj6KxWK06cOMEygMFgEHa7HYIgwOfzSc6F53mkpaXBaDRi/vz5uOKKKzqVjbdYLCyAr6ur61QAz/M8C+JlMhl0Oh3bA38xBPDtdWZ83ZVXXokrr7zyjAHQDz/8gHXr1iEYDGLYsGFYunRpjwZNYiAsNlBrnwEXJwfIZDKcOHECgiCwbLy4+JORkYHq6mpUVlayrLVGo2HBbUVFBRISEhAfH4+srCw4HA7U1tbC6XTC6/WioqICVVVVSEhIQGZmJmpqalBSUiKpFgHass5WqxXp6en43e9+h3nz5p3xNSrOg28f0G/cuBE2mw3333+/5PUmCAJMJhOKiorw17/+FQcOHGALabGxsQgGg2xhTMy8i/0ExNd7aKm9WMHAcRzUajXkcjkiIiLY8xMTEwOtVouMjIwuB/ItLS34+uuvsXXrVsmEhY6o1WpMmjQJM2fO7NQUiuuuuw7ffvstjEYj9Ho9C+JlMhkeffTRsxojSAghhPSki+vdIyHkoqLVarFw4UKsWbNGEqQcOnQIkZGRGDVqFPymFrRuPwDrpt3wVpsQdHnAoS3A6O/ywdFqh8ABBr0PNXc+B2VqHCLmTIBh2ijs+HGPZLZ9c3MzSktLWSDv8/lgtVrh9/sl+6GBn8fO9e/fH0uXLmVdwU+ltbUVhw8fRkFBASorKzsVwLffB6/T6TB69GhceumlF2UA35HTja/76quvUFFRcdrxddXV1Vi/fj2CwSAEQUBhYSEOHDiA0aNH99g5JyUlseysSqUKK7HneR46nQ4lJSXweDwscHW5XNBoNGwxwOPxsON+v5+NL1MqlRAEAXa7HfPnz0dRUREAoG/fvrBaraivr2cLCHV1daiuroYgCAgEAixobt/80Gg0Ii8vD3379sXgwYPP+Bjnzp0LmUyGN998U3J8586dMJvNmDdvHqqrq1FaWoqSkhKYTCYUFBSwMnXx+2E2m2EwGCCXy1mQDoBtO1CpVAgEAix49/v9LPsuVilwHMfG0gE/N7wbM2ZMp75fgiCgoKAAX331FX744YewEv72srKycNVVV2HSpEldmkARHx+PadOmYdu2bSwjDwA33ngjBg0a1OnbIYSQXyPKzPcOTqBnnhDSw2pqaljAJpJ5A5ivSkFgWz4C5lZAyUMeZYBMqwIXknkM+P0QBEAulyHo9CBgaQW8fghGDQ7HyVA7MgVBhRyNjY2oqKiAz+eDIAhwuVywWq1wu92snF0UGxuL5ORkLFy48LQzvp1OJ44ePYpDhw6htLSUjZFraWlh2f722s+DFwP43NxcDB069BcRwHfE5XLho48+QmFhYdjXoqOjsWzZMqSmpkqOe71erFixAg0NDbDZbHC5XEhISEB0dDSeeOKJHn2u/vSnP6GkpASlpaWoqqqCz+djrwO1Wg2tVstKzHmeZwtCaWlpyM7ORk1NDQt8A4EA64ovvs7EKozIyEi8++67MJvN2LRpE06ePAkAbF59a2urpHGj+JhdLhdUKhVycnIQGxsrOffLLrsMt9566xn7EgiCgE2bNuEf//gHHA4Ha/Tn9XphNBoxaNAgtqhRWFiIqqoqAG2LFMFgkP3cJCQkQK1Ww+l0QhAEVmWi0+mQk5ODgwcPwufzQalUwmKxsMUPj8fD+g6EdrAfMmQIOI7Ds88+e9otLVVVVcjLy0NeXt4Z98KrVCpcfvnluOqqq5CTk3PWlR0mkwn3338/67UxcuRIPPXUU1ReTwghZ3C68ardQVwYJ1IUzBNCzovjx4/jyy+/BAAY6luR+X054mx+6ONjII+JACfvQrO5QBCuuibY6hrRmmjAoYFGFLqa4fF4EAgEYLPZ0NLSAr/fD41Gw96Iy+VypKSkYPjw4afMxns8Hhw/fhwFBQUoKiqCw+GA1WqF1Wo9bQAvBm9yuRx6vR6jR4/G+PHjMXTo0Au6u3t3EgQB3377LTZt2hS2h5nnefzmN7/BuHHj2LFPPvkEu3btgs/nQ0lJCYLBIPr27QuFQoGFCxdi4sSJPXaub7/9NrZv347a2locO3aM7ekWg1W9Xi/pwB4IBKBUKpGcnAy1Wo3y8nLJ7Ymj2sSgHwD0ej3kcjkSEhLw/PPPY9SoUSgqKsLmzZuxbds2lJeXs+C6PY1Gw/bQJyYmsnJvkVqtxuLFizFnzhzI5XI0NTWhtrYWNTU1kg+XywWz2cweYyitVoshQ4bA7/dj165d8Pv9rGs/8PPWkLS0NGRlZSEYDMJsNksC25SUFFRWVrIGf01NTWwPvSAI0Gq10Gg0cLvdUKlUiI6ORkZGBlJTU/GXv/wl7HE3NTXhu+++Q15eXthz3JGMjAyWhe+ucXHFxcXYsmUL4uLicM0113SqYSchhPza9e3bt0dvv7i4uEdv/2L1y0wREUIuOAMGDGjrcP/uv5G1qwy8xw++Txr4qI5nTJ8OJ5dBmxIHm+CDvsGCYbVNsGYqcVjvY3uMeZ5nDc6AtrL6jIwMLF68OCwb7/P5UFxcjMLCQhw5coR18RYz+x2ew3870SsUClaWHZqB/7UE8KE4jsPUqVORnp6Od999V7L9wO/346OPPkJ5eTkWLlyI4uJi7Nq1C0Bb5YZYOm0ymZCcnIxt27Zh7NixrNS5u2VmZgJoW4gRg1xBEBAMBlmjuz59+qC0tBQqlYrNlZfL5aisrOzwsatUKknTRrvdDr1ej4aGBjzzzDNYtWoVkpOT2dcNBgMbdycG0nK5HBqNBjzPs9nttbW1aGhoQHJyMnQ6HTweDxoaGvD000/j2WefRXJysuS13l50dDSGDh2KI0eOSLYTOBwO7N27FxzHQaFQwOfzSRY1xEUqq9WK2NhYtrAR+jPR2NgIuVwOg8GAYDAIjUbDMvvBYBBerxdqtRo+nw8KhQKRkZEAINlG0drait27d2Pnzp04evToGUs1lUolLrvsMlx11VXo169ft2fN+/bt2+NvSgkhhJDuQME8IeS8GWjloDtshpdXQpGZAv25NJTiOCSmpcAZEwX7wSOYUOxCvcGKk7Cw8WCi+Ph4jBs3DsuWLUNCQgKAtgC+qKgIhw8fxuHDh2EymWCz2WCz2SQBj/QuOZatFQP4UaNG4dJLL/3VBvAdycnJwWOPPdbh+Lo9e/agtLQUZrMZQFufA4fDwTK5FouFzRfPy8vDzJkze+QcxWBe3PsN/DxiTalUIjs7m30/+/bti6KiIgiCgMbGxrAMt0ajYa+b9vu53W4323//5ZdfYvv27TCbzVAqlUhKSkJ8fDwsFgvMZjObO282m1l3/UAggEAgAIfDgebmZshkMqhUKkm2uKGhATExMcjKypKMqgtlNBoxbNgw/PTTT6wSIDQwF+eoi83+xO0q4paV/Px8DBw4EImJiZKMuc/ng9/vh1qthlKpZI/f7XazppN+v589Z2ITueHDh2PXrl3Iy8tDfn7+KX/mQqWlpWHmzJmYOnVqt2XhCSGEdA8q9u4dVGZPCDkvXIUlqH70ZQRdHihS4ro1m1ZTVQVbSRVcwQA+jLOjwdjW7V6hUCAzMxNLlizB9OnT4fV6WQB/6NAhmEwmWK1WOByOU/4REgN48UOr1bIM/LBhwyiAPw2/348NGzbgu+++Y8cEQUBlZSWcTidiY2NhMpkgCAKSkpLQ2toKu90Oo9GItLQ0KJVK/OlPf+qRLuJerxdLly7FkSNHUFNTw77/MpkMQ4cORUJCAlwuF9vnffz4cVYqHvrajYiIgMlkYnPXxRJzcT490FYVEgwGwfM8+vfvz64vCAK8Xi9SUlKQm5uL48ePY//+/aitrYXb7Q4bzSjOaRf3n4sBtEgmkyE1NRUpKSlhJfkpKSlITU1FTEwMPv/8c+zevRsNDQ0sAx8IBKDX6xEVFQWdTsf6T4jbVJRKJdLT0xEZGQmPxwOXy8Vu3+FwQKvVIisrCydPnkRrayv8fj/blqJWqyEIAqKjo5Geng6PxwODwXDKqpdQ0dHRmDhxIiZNmoTs7Gzau04IIReonJycHr19secMkaLMPCGkxwUdbjSuXI+g1QFFVlK3vyFPSUuD1WaDvsGGOa0GvK93QhNpxOWXX46bb74ZZrMZH3zwAQ4cOIDm5mZYrVZJ07H2xGBMzMLv1dqJAAAe4UlEQVRHRUXhkksuwahRozBs2DDaQ9tJPM9j4cKFyMzMxNq1a1kDQTHIKysrg1wuR0xMDKKioqDVamG321kzPAD4+uuvsXDhwm4/N6VSiZSUFHz//feS4zqdDgkJCZDL5Zg2bRr27dsHi8UCr9fLyt5DH5/ZbGaN4cQFAa1WC57n4XQ64fF40NzczLq6l5aWQq1Ws9tLS0uDx+NBXl4egLbsc1RUFOrr69HU1MT24QM/LywFg0H4/X44nU643W4W1HMch+bmZjY2cOLEiUhJSUF0dLTkvD0eDzZs2MA61otZc4fDgT59+iAxMREcx+HkyZPweDyIjo6G1+tl3xOxa73YrE9clJDJZOjTpw+KiorgcrlYhl/cnmC1WlFUVISoqKjTLoLpdDrk5uZi8uTJGDJkSKfGRRJCCOldlB/uHRTME0J6XPPqbXD/VAY+tXsz8qGys7NxzH4YGS4Z5nDxMC64ChzH4a9//SvMZjNsNtsZR1rxPM/2wefk5OCSSy7BJZdcQhnBc3TJJZcgKSkJr7zyCo4ePQrg547pgiDA4/HA7XZDo9EgIiICVqsVDQ0NyMzMxO7duzF58uQzdm4/GxEREfB6vazEXyaTISmpbbHp3nvvxY8//gigbba5OBUBANvfzvM8q+oQy/XFzu1iKbt4++L4tqamJhgMBkRFRSErK6vDoFav1yMnJwdpaWloaGhAXV0dnE4ne/3K5XIW1Isj33ieR1paGut8v2PHDrS2tmLZsmWS167f78dLL70kedMlVhPIZDIUFxezDH9zczNsNhsbwSeO3fN6vfB6vfD7/axSQaxMiIqKwtChQ/H999+z+w09bwAdlsgrFAqMGTMGkyZNwujRo6nihRBCCOkECuYJIT3Kb2qB9bOdkBk0kKl67g26WqPB8DGj0VJahWHNLfhgwxaY/K4zrhSHls+PHDmSBfDi/mXSPeLi4qDX6xEREYGmpiZWQq5Wq+H3+1FWVob4+HjEx8fDZrPB4XCwBnKbN2/GkiVLuv2cxOkHYiDL8zxiYmJwyy23YPz48fj8888RCARQX1/P9q9brVYEAgHwPA+Xy8Uy8mLAGjovXiytF/e/cxzHmuv17dv3jAtEcXFxGDlyJOLi4mAymfD999+jsrISHo+HXTcYDMLlcsHpdOLYsWPQaDRIS0tDfHw89u/fj4KCAixYsAALFiyAUqnE22+/jePHj7NzbR/Ue71elJSUwO/3IyEhAX6/HzKZDDKZDGazGYMGDYLZbEYwGITdbmdVA4FAACdPnoRCoYBcLpcsPoR2t+d5nu3r5zgOw4YNw+TJkzF+/HjaB08IIRcxysz3DgrmCSE9qnX7AQTMrVBkho+B624ymQwmnwvyVjdS64NojAn/wxJaQp+QkICxY8fikksuweDBg6l8vgdt2bIF9fX1SEhIYM3vxEkAQNubgIaGBjgcDkRERKClpQUNDQ3Q6/U4cOAApk6dKukE3x1sNhv7vxjQDxkyBPX19Xjuuefw7bfform5mc0cFxcgZDIZC6bFrLv4eORyOWv+Fnq7Ynd3o9EIQRBQU1OD1NRUAEBUVBRSUlKQnJyM1NRUJCcnIyUlJaxXQCAQwL59+/DOO+9g//79cLvdkMlk0Ol0UKlUcDgccLlcKCoqQkVFBVJSUpCUlIR169bh22+/xcKFC/HMM8+wvffi+YXePsdxcLlcqKqqQlxcWyVNMBhEcnIyWlpaUFNTg5ycHBiNRjb5weVywePxQCaTwWAwsO764jQDMZAXBAE6nQ59+/bFpEmTcPnll/dIxQUhhBDya0HBPCGkxwj+AKybdgNKvktz5M+Fz+8HOAFDLRwORQsIcj8H8EqlEv3798e4ceMwcuRIZGRkUPn8eVBcXIwdO3YAAGprayGTyRAVFQWe58OaoNntdhZAut1uWK1WREREYNOmTbjzzju7fN9utxvNzc2Sj6amJjQ1NWHXrl2SrHpkZCQqKytRVVUFp9PJ9sqH4nkeBoMBDocDgDS7LZa9tydmtsW95nFxcQCAJUuW4PLLL+90RloulyM3Nxe5ubkoKirC66+/jh07dsDtdoPneRiNRni9XjgcDng8HpSWlqKqqgpJSUnwer247bbb2Jz40I78YrAN/BzQu91uNDU1sa+ZzWb06dMHzc3NOHnyJOrr69n0h9Db8ng8EAQBBoNBss8eaKvCePrppzF9+vROPV5CCCEXD8rM9w4K5gkhPcZb2QBvtQnyqO7vRn4qiYmJqG4tRZRXQFyQhydGj9GjR2PcuHEYPnw4m3NNzg+n04nVq1ezsXOtra3gOA7p6elQq9VobGxEU1OT5DriSDOgbeya0WjE0aNHUVJSguzsbDidTtjt9lN+hAbuobPuQ4lBr9idXczKi4s7VqtVkmEXu9rr9XrWUV6pVMLpdLIS+vYN8oC2sXXp6engeR7Hjx9njeIiIiLw6aefYuLEiWf1vPbr1w8vvPACGhoa8Nprr2Hjxo1wOBxsbJ3YHM/n86GyshLl5eWSPgUiuVzOzl987sXFDZ/PB5lMBofDAafTybYYJCcnsx4AGo0Gbreb3a7f74fH40FERASbWS9WEAwYMADTpk07q8dLCCGEkHA0mo4Q0mNav/kRNf/vDSgzE8Gdx47UrTYbfBUNUDy0AANvuZqaafUSQRDwwQcfID8/n2WKg8Eg4uLiEBcXxzLZNpsNNTU18Pl8kvnq4p50g8EApVIJpVKJ1NTUbln9b25ulsxLl8vlGDFiBPv8xIkTqK+vZ/u9gbZZ7VFRUXC73ZDL5WwrQCAQgE6nY3vigbZsd3JyMmuoJwgCqqurUV9fzxYOVCoVpk2bhgceeOCcH09rayveeOMNrF+/HlarFUBbszuHwwGv18vmxgNgJf+hjy2UeLx9AzuNRgOtVgutVov+/fujqakJDQ0NaG1tZdfR6/WYOHEili9fjieffBLBYBDV1dUIBoN47bXXMHTo0HN+rIQQQi48mZmZPXr7oX+zyc8oM08I6TGe8jpwwHkN5AFAp9fDLm+C7XgZ9u7dC7VaDbVaDZVKxf4vfigUCiq1P0dillucEy82rysqKsKXX34Jn8+HxsZGlhmurKyUdFAXS9DFYF4kBp0ejwc6nQ4KhQJGo7FLc+e5oIAIVxBRzgAiHUGo/QJkAQEtDj/6OQ1okPtRL/fBH2lAfHw8YmNjERMTg8zMTHz88cfs/Pr164ff/va38Hg8ePvtt1FbW4uamhoEg0FotVrIZDI25k2pVLLFipKSErjdbvbYxcdVWlqKPn364KuvvsK0adMwePDgc/oeGAwGPPLII7j//vvx7rvv4sMPP0RjYyOMRiPsdrtku4D4mEK78IcukIhl+GJAL37ucrlY1t/pdCIhIQHJycmor6+Hw+GATqeDTCbDzJkzkZ2djYSEBDQ0NCA9PR1A2xsxCuYJIeSXifLDvYOCeUJIjwm02Hvll3tZWRnkZguO7tqLPfUFp72sTCYLC/DbB/1ioza5XM4CIblczj7EDuXiR/vLiP8P/Zfn+bDjnb19MfD1+XxsTFr7f091TAyYQz9vf9mObuN09xW6ZzqUyWRCY2Mjy8CLwXno5duPCxQD4tAFFkEQ4HQ6oVKpUF9f36lgXusJIsvkQ996L4zuIFTCf59DmRxynoffZ4TDy7c9l3IgLqIv+oydDcO0UeDjIgEAQ4YMwc6dOzFixAgsXboUgUAAt9xyC06cOIGGhgZ2nmJpeTAYhEqlgkwmQ11dXdg5cRwHlUrFstsOhwMymQwffPABnn322TM+ps5QKpW48847sWzZMqxfvx6rVq3CiRMnJPviQ8+H53lWHi9+PfTf0Oy9IAhobW1FVFQU4uLisHz5cvTv3x8+nw8vvfQSCgoKMGrUKFx//fUAgMGDB6Oxrp4tpjg+/AYNJ+wQvH5wSh7ySD1UmUlQZidDmZ4Ajpd3y3NACCGE/FpQME8I6TGC1w+c56x3wO+HzWZDFABZ8MwLCcFgkGUaSfcyGAwwmUyQyWRsHJkoNLBvH+SL3d9Dg09xQcBisaCxsRHx8fHgeR56vR56vR46nQ56vR5GpRoZRxoRdbAKCqcP8ohIKPtEQq7XhFWI1NTUwGa1Ikqtg8HuQ+ML69D87mZELJyEmCUzcN111+G6665jl/+///s/7Nmzh812B34e5yZ2lRcbLXa0OBQ6oz10L77D4YDNZoPRaOy2557nedxwww1YuHAhRo0ahdbWVtbBvj2O46BQKFimvv3iTGgVBc+3LYCUlpYiOjqafW8ff/xxyXX8phaMaAjCmG+H0R2EIiBApaqGpWxH2+8EcVwdAJlGBWVqHCLmTJAsphBCCLl4UGa+d1AwTwjpMZySB87zL3dOJoNKqQQcLgRlVD7fm9RqNfr06QOr1QqPxwOPx8MCWbECAZCOCxRL7gVBgMvlgtfrZaXeYpCs0+nw1ltvQaVSSTL4rsISNK5cD9dP1ZAbdJCnRZx2ikJKSgpSUlLY50IgiECzFc1vbYRz7xHEP7QYmmF92r4mCHjjjTfYXn6xWkLszJ+SkgKNRgO1Ws0eVyi/388WjDQaDWQyGbxeL7Kzs6HRaNDc3NxtwbzVakVRURGOHz+OtWvXoqqqijUVFKs+OhKaqRcXV9o/FnFRpa6uDs899xyef/556dcdbjSv3gbrZzuhNbciMaiAhffCruLQp08GVBHSxygEgwg6PfCU14ctpsi06m55PgghhJBfKgrmCSE9Rh6pP+/70WUyGbL79IHtWCkiUuOQkRHJAkmXyxU2Co10L61WC4PBAJ1Ox/4NzZ7rdDpWli7us29paYHJZOqw87zYHE/c2y2TyeDxeMICedvWH9Dw/FoEbA4oUuMhU3W96SEnl4GPj4IsQg/3kTJUP/oyEh69HsYZY1lGXXyM4uJCVlZWWBDO8zwSExORlJSExMRENDU1oaKigp1zXV0d7HY7lEolC6wtFguysrK6fM6BQAAVFRU4fvw4+6ivr2df27dvH/s/AMkWho4WHQBIFirEy4u9JZRKJcu+7N+/X3K9nxdTSiE3aKHMTESKPBlRDieUKiV4PvwtByeTQa7XQK7XnHYxhRBCyIWNMvO9g4J5QkiPUWUmQUBb9u18NsFTKZSIjIjE1Xcvw5JpoyRfEwSBBfdutxsul4v9v/2HeDx0pFcgEGAfYvYy9PP2X+/o31NdtzuIGW7xg+d59qFUKtnXQy/X/tiZLiMGoeLnKpWKBeunChA7w+l0orGxEY2NjWhoaIDJZEJDQwP0ej0qKipYZvvyyy+XBvLb9qHh/9Yg6PNBmZV0zgtIMpUCiqwk+GpMaHh2NQDAOGMsrr/+eqxe3fZ5bGwsLrnkEqSnpyMlJQXJycnsIz4+HnK5HGVlZfj4449hNpuh1+thtVpZ93uROILPYrF06txaWlpw4sQJFrifPHmSlfy3V1tby+a+i6+v0G777PH+93sW+kZMLK0XFxt8Ph8rxRenQ1xyySXs8qdbTNHqtJ16bKdbTCGEEEJIOArmCSE9RpmdDJlGhaDTA7lec97uN+jygNOqoMxODvsax3FsL3NERMR5O6czEQOuzgT/wWDwlMH3xdyZX6vVIjMzM2y8TSAQgNlsxtGjR2E0GjFy5Ej2NVdhCRqe/whBnw+KlLhue/wcx0GREtcW0D//ERSJMfj73/+Oe++9Fy6XC9nZ2VAqlR1e1+PxYNOmTdi9ezcAsLJ0sfJALLN3OBwsmG9paQm7Hb/fj7KyMhw/fpwF8I2NjZ06f3EkHPBzVl4MzsX978DPr7vQcXQdZVfkcjmrjMjNzcXo0aPx2GOPATh/iymEEEIuXJSZ7x0UzBNCeowyPQHK1Dh4yuvPazAfsLRClZkIZVr8ebvPcxXasZ5IyeVyxMXFYdKkSZLjQYcbjSvXI2h1QNENQWR7LKAvq0PjyvVIe/lhZGRknPY6JSUlLBsvCAKbRS+Wq8fFxSEmJgZNTU2SYN5kMuHEiRMoLy9HeXk5SkpKUFpaKhkp1xXi9ACNRhOWue+oq70YxIeOpGufqQcAl8uF8vJyXHfddXA6neDLGs/bYgqV3BNCCCFSnEDLKISQHmRZux2NL6yDIjPxtM3IuosQCMJXXo/4R65F1LXTevz+SO8xvbEB5rc2gU+NO6s98p0V9PjgqzYh5vY5iLtzXoeX8Xg82Lx5M/bs2QMA8Hq9qKurg8PhANCWjU9OToZSqYTH40FTUxMaGxtZltzv90On0531OSYmJmLAgAHso6CgAE899RQsFsspJzW0D7zFz8VqEAAdbv/IzMzEwIEDoedVuL05AlEWT7dk5DsiCAJ8ZXVQD85C2ssPU1M8Qgi5QIU2lO0JNTU1PXr7FyvKzBNCepRh2ig0v7sZgWYr+PioHr+/QLMV8mgDDFNHnfnC5KLlN7XA+tlOyAyaHg3kgbayb7lBA+tnOxG1YGLY6LSioiJ8+umnsFgsEASBjc8Tt0RotVoIgoCTJ0/C5XKxZn5ioCxWY4Rm0MV19tAAWfy/UqlEamoqMjMzkZWVhaysLERGRoLnecjlcvA8D7vdjqFDh8JkMrF986El9aHjAMVeEKHHBUGA2+2Gw+GQ9IyQy+Xo06ctQz6g1AZXlRmq/hlQ9dD2Do7jwKfEwfVTGZo/3HbKxRRCCCHk14iCeUJIj+LjIhGxcBKa39oIWYS+xzOogVYXYm6fQ7Oqf+Fatx9AwNwKRWbiebk/eUwEfOX1aN1xgFV8OJ1OrF27Fj/88AOcTiccDgesVisrcRcD8tbW1rDbCy2KE7Pgbre7w+y2Wq1mEwH0ej00Gg04jkNTUxOamprCusoDbZUBVqsVHMdBq9WykXSn+ldsatj+QyaTwWq1ory8HGazGZGRkVAqldB6gxhU74dXDrhPMb++u5xpMYUQQkjvo2Lv3kHBPCGkx8UsmQHn3iNwHynrkb3NQNsfEX+NCZohWYhZMqPbb59cOAR/ANZNuwElf162bgBtndYDMqD8/U34VmZBUclJfPPNN5Ksd4fX6+JrXa1WQ6vVsg+9Xt/hSLczUSqVGDBgANtzH9rFvv2HeFyj0bAFg8jISMTExLCP2NhY6HQ6VFZW4t///jdsn+RB4xNg0/PIjI7u8vl1VUeLKYQQQsivHQXzhJAeJ9OqEf/QYlQ/+jJ8NaZubZQF/HdfbY0Jsggd4h9aTPtqf+G8lQ3wVpsgjzKct/usralFU0M1lDXAhjdOojLgYIHy2QTyMpmMdZBXqVRQKBRIT0/v1gkL4m13lsvlgsvlgslk6vDrSqWyLbiPjMIYRQLUcS6k5aSe1WJDV3FyGaDkYd24G5HXTAbHU6NIQgi5kFBmvndQME8IOS80w/og4dHr0fDs6m4N6Fkgr1Qg4bEbqOP1r4C3tBZBlwd8Qs/3YACAgN+P2tpagAP0QSDaLaBKKd3L3tGbGPGYuI9dLGkXP8T98xqNBmq1GrGxsejbty8UCgWUSiWCwSD8fj/8fj8CgQD7V/x/6PH2/+8JYlO/1uPlSKtsgE+vQeR5CORF8igDvDUmeKsaocpKOm/3SwghhFyoKJgnhJw34qzohuc/gq+sDnzKuXUhD3p88P83I5/w2A0wXjGmu06VXMA85XXgAHCy81NiL5PLAQ4QOA4CBMS4AE2EhgXPYrm6GLQDYM3ixLnuOp0ORqMRRqMRPM+D4zjU1NTAarUiLi4OsbGxGDduHObNO/cGb2LzOrvdjtbWVvbR0ed2u53t2e8sg80L3h9Ea8CHQCBw3sYpyrQqBBot8JbWUjBPCCEXGMrM9w4K5gkh55VxxlgoEmPQuHI9XD+VQm7QQh4T0aW9z0IgiECzFYFWFzRDshD/0GLKyP+KBFrs5/VNA8dxyOmTg6rqKsi9XqRHxcIwYyRSU1NhMBhgsVhQVlaG5uZmdh2/3w+bzQar1crK18USdr1ej4iICCgUbQtZ4qx5i8XSbeer0Wig0WgQFxd32ssKggCn08kCffFfs9mM5uZmNDU1wWKxSAJ+Q2vb9gK1Rn3eAnng58UbT1ktDKBpFYQQQggF84SQ804zrA/S/vkwmldvg/WznfCV1wNKHvIoA2RaVYcZVyEYRNDpQcDSCnj9kEcbEHP7HMQsmUF75H9lBK8f6KFRaKcSGRWJyKhIeEprMXDq5Uh84CbpOQkCqqurcfDgQRw6dAh2ux3R0dGIjo5mneWtViu8Xi9sNhtsNhu7bncH810hVg3odDokJCR0eJlgMAir1YqmpiY0NzfD17IVunIPjOnp5/ls257nQIv9vN8vIYSQ06PMfO+gYJ4Q0itkOjXi7pyHqAUT0brjAKwbd8NbY0KgsS2gEQShLWD7b5MwAOC0KqgyExExdwIMU0fRiKpfKU7JA731pkEQwCnC/3RyHIe0tDSkpaVh9uzZKCkpQX5+Pn766ScAYKX0brebBfZitlsM5ltaWs7bw+gKmUyGqKgoREVFoW/fvqjfUYyWghrIz+N+eYbjIPh6dhQeIYQQcrGgYJ4Q0qv4uEhEXTsNkddMhreqEd7SWnjKattKqX1+cAoe8kg9VFnJUGYnQ5kWT52sf+XkkfoeGW/YGRzHQR6pP+1l5HI5+vXrh379+sHj8eDYsWPIz8/HiRMnWPl7QkICm0vvcDhYubvH4+lSB/recCEuphBCCOldlJnvHfQXkRByQeB4OVRZSVBlJdF+WHJaqswkCGjbenG+muABbb0aAECVldzp66hUKowYMQIjRoyA3W5HQUEBDh48iMrKSjbTPXQ/uuw8Pp6zdaEvphBCCCG/FhTME0IIuagos5Mh06gQdHog12vO2/0GXR5wWhWU2Z0P5kPp9XpMmDABEyZMQFNTEw4dOoT8/Hw0NTUBACZNmsSa4l3ILqbFFEIIIecHZeZ7BwXzhBBCLirK9AQoU+PgKa8/r8F8wNIKVWYilGnx53xbsbGxmD59OqZNm8aC+TN1nr9QXKyLKYQQQsgvzYVfz0cIIYSE4Hg5IuZMALx+lq3taUIgCHj9iJg7oVt7NnAch7i4uIsmkAd+XkwJWFrP6/0GLK1QpsR1y2IKIYSQ7iUIQo9+kI5RME8IIeSiY5g2CvJoAwLN1vNyf4FmK+TRBhimUj+HX9JiCiGEEHIxo2CeEELIRYePi0TEwkkItDoR9Ph69L6CHh8CrS5ELJxE4xD/ixZTCCGEhKLMfO+gYJ4QQshFKWbJDGiGZMNfY+qxP/SCIMBfY4JmSBZilszokfu4GNFiCiGEkFAUzPcOCuYJIYRclGRaNeIfWgxZhA6+HgjoBUGAr8YEWYSu7X606m69/YsdLaYQQgghvYuCeUIIIRctzbA+SHj0esgUim4N6Fkgr1Qg4bEboBnWp1tu95eEFlMIIYSIKDPfOyiYJ4QQclEzzhiLhP+5ETKNCr6yunMu+w56fPCV1UGmUSHhf5bAeMWYbjrTXx5aTCGEEEJ6DyfQUgchhJBfAFdhCRpXrofrp1LIDVrIYyLAyTu/Zi0Eggg0WxFodUEzJAvxDy2mILKTbNv2oeH5jxC0OsCnxEGmUpz1bQU9Pvj/m5FPeOwGWkwhhJCLQGRkZI/efktLS4/e/sWKgnlCCCG/GEGHG82rt8H62U4EzK2Akoc8ygCZVgVOFh7YC8Eggk5P28x0rx/yaAMiFk5CzJIZVNbdRbSYQgghv14UzPcOCuYJIYT84vhNLWjdcQDWjbvhrTFBcHoAtJVvg+MAQQDHcQAATquCMiUOEXMnwDB1FHVMPwe0mEIIIb9OERERPXr7Vuv5GYV6saFgnhBCyC+W4A/AW9UIb2ktPGW1CLTYIfj84BQ85JF6qLKSocxOhjItHhwv7+3T/cWgxRRCCPl1oWC+d1AwTwghhJAeQYsphBDy62A0Gnv09m02W4/e/sWKgnlCCCGEEEIIIWeNgvnewff2CRBCCCGEEEIIuXhRfrh30Jx5QgghhBBCCCHkIkOZeUIIIYQQQgghZ40y872DMvOEEEIIIYQQQshFhjLzhBBCCCGEEELOGmXmewdl5gkhhBBCCCGEkIsMZeYJIYQQQgghhJw1ysz3DsrME0IIIYQQQgghFxnKzBNCCCGEEEIIOWuUme8dlJknhBBCCCGEEEIuMpSZJ4QQQgghhBBy1igz3zsoM08IIYQQQgghhFxkKDNPCCGEEEIIIeSsUWa+d1AwTwghhBBCCCHkrFEw3zuozJ4QQgghhBBCCLnIUGaeEEIIIYQQQshZo8x876DMPCGEEEIIIYQQcpGhzDwhhBBCCCGEkLNGmfneQZl5QgghhBBCCCHkIkOZeUIIIYQQQgghZ40y872DMvOEEEIIIYQQQshFhjLzhBBCCCGEEELOGmXmewdl5gkhhBBCCCGEkIsMZeYJIYQQQgghhJw1ysz3DsrME0IIIYQQQgghFxnKzBNCCCGEEEIIOWuUme8dlJknhBBCCCGEEEIuMhTME0IIIYQQQgghFxkK5gkhhBBCCCGEkIsMBfOEEEIIIYQQQshFhoJ5QgghhBBCCCHkIkPBPCGEEEIIIYQQcpGhYJ4QQgghhBBCCLnIUDBPCCGEEEIIIYRcZCiYJ4QQQgghhBBCLjL/H1ZIetEDQF+DAAAAAElFTkSuQmCC",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_posterior_mean_graph(simulated_grf_inference)"
]
},
{
"cell_type": "markdown",
"id": "c27e6407-5d43-4063-8129-e2f7b9d6efcc",
"metadata": {},
"source": [
"### Fitting Giving-receiving Features Model to Real Data\n",
"\n",
"In the lecture McElreath reports results on the real data, but given the version of the dataset I have in hand, it's somewhat unclear how to move forward."
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "234e645e-e450-4eca-8d66-86c6e058711b",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
hidA
\n",
"
hidB
\n",
"
did
\n",
"
giftsAB
\n",
"
giftsBA
\n",
"
offset
\n",
"
drel1
\n",
"
drel2
\n",
"
drel3
\n",
"
drel4
\n",
"
dlndist
\n",
"
dass
\n",
"
d0125
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
1
\n",
"
2
\n",
"
1
\n",
"
0
\n",
"
4
\n",
"
0.000
\n",
"
0
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
-2.790
\n",
"
0.000
\n",
"
0
\n",
"
\n",
"
\n",
"
1
\n",
"
1
\n",
"
3
\n",
"
2
\n",
"
6
\n",
"
31
\n",
"
-0.003
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
0
\n",
"
-2.817
\n",
"
0.044
\n",
"
0
\n",
"
\n",
"
\n",
"
2
\n",
"
1
\n",
"
4
\n",
"
3
\n",
"
2
\n",
"
5
\n",
"
-0.019
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
0
\n",
"
-1.886
\n",
"
0.025
\n",
"
0
\n",
"
\n",
"
\n",
"
3
\n",
"
1
\n",
"
5
\n",
"
4
\n",
"
4
\n",
"
2
\n",
"
0.000
\n",
"
0
\n",
"
1
\n",
"
0
\n",
"
0
\n",
"
-1.892
\n",
"
0.011
\n",
"
0
\n",
"
\n",
"
\n",
"
4
\n",
"
1
\n",
"
6
\n",
"
5
\n",
"
8
\n",
"
2
\n",
"
-0.003
\n",
"
1
\n",
"
0
\n",
"
0
\n",
"
0
\n",
"
-3.499
\n",
"
0.022
\n",
"
0
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" hidA hidB did giftsAB giftsBA offset drel1 drel2 drel3 drel4 \\\n",
"0 1 2 1 0 4 0.000 0 0 1 0 \n",
"1 1 3 2 6 31 -0.003 0 1 0 0 \n",
"2 1 4 3 2 5 -0.019 0 1 0 0 \n",
"3 1 5 4 4 2 0.000 0 1 0 0 \n",
"4 1 6 5 8 2 -0.003 1 0 0 0 \n",
"\n",
" dlndist dass d0125 \n",
"0 -2.790 0.000 0 \n",
"1 -2.817 0.044 0 \n",
"2 -1.886 0.025 0 \n",
"3 -1.892 0.011 0 \n",
"4 -3.499 0.022 0 "
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"SHARING.head()"
]
},
{
"cell_type": "markdown",
"id": "d77ee5bd-6853-4c97-8a3a-144d5dadcdbb",
"metadata": {},
"source": [
"To fit the model we need to know which columns in the real dataset are associated with\n",
"\n",
"- The association metric $A_{AB}$\n",
"- Wealth of Household A $W_A$\n",
"- Wealth of Household B $W_B$\n",
"\n",
"Looking at the dataset, it's not entirely clear which columns we should/could associate with each of those variables to replicate the figure in lecture. That said, if we DID know those columns--or how to derive them--it would be easy to fit the model via \n",
"\n",
"```python\n",
">>> grf_model, grf_inference = fit_giving_receiving_features_model(SHARING)\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "e413308b-dde5-442e-ba69-fe2cfa0b029a",
"metadata": {},
"outputs": [],
"source": [
"# grf_model, grf_inference = fit_giving_receiving_features_model(SHARING)"
]
},
{
"cell_type": "markdown",
"id": "e8bd718d",
"metadata": {},
"source": [
"## Additional Structure: Triangle Closures\n",
"- Relationships tend to come in triads\n",
"- **Block models** -- social ties are more common within a social group\n",
" - families\n",
" - classrooms\n",
" - actual city blocks\n",
"- Adds additional confounds"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "74ccf3ed",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[\n",
" (\"H_A\", \"G_AB\"),\n",
" (\"H_B\", \"G_AB\"),\n",
" (\"H_A\", \"T_AB\"),\n",
" (\"H_B\", \"T_AB\"),\n",
" (\"H_A\", \"T_BA\"),\n",
" (\"H_B\", \"T_BA\"),\n",
" (\"T_AB\", \"G_AB\"),\n",
" (\"T_BA\", \"G_AB\"),\n",
" (\"H_A\", \"K_A\"),\n",
" (\"H_B\", \"K_B\"),\n",
" (\"K_A\", \"T_AB\"),\n",
" (\"K_B\", \"T_AB\"),\n",
" (\"K_A\", \"T_BA\"),\n",
" (\"K_B\", \"T_BA\"),\n",
" ],\n",
" node_props={\n",
" \"T_AB\": {\"style\": \"dashed\"},\n",
" \"T_BA\": {\"style\": \"dashed\"},\n",
" \"K_A\": {\"color\": \"red\", \"label\": \"A's block membership\"},\n",
" \"K_B\": {\"color\": \"red\", \"label\": \"B's block membership\"},\n",
" \"unobserved\": {\"style\": \"dashed\"},\n",
" },\n",
" edge_props={\n",
" (\"K_A\", \"T_AB\"): {\"color\": \"red\"},\n",
" (\"K_A\", \"T_BA\"): {\"color\": \"red\"},\n",
" (\"K_B\", \"T_AB\"): {\"color\": \"red\"},\n",
" (\"K_B\", \"T_BA\"): {\"color\": \"red\"},\n",
" },\n",
")"
]
},
{
"cell_type": "markdown",
"id": "9ea4d619",
"metadata": {},
"source": [
"### Posterior Network is regularized\n",
"- Social networks try to express **regularities** in the observations\n",
"- Inferred networks are **regularized**\n",
"\n",
"> Blocks and clusters are still discrete subgroups, what about \"continuous clusters\" like age or spatial distance? The goal of next lecture on Gaussian Processes"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "61b0652b",
"metadata": {},
"outputs": [],
"source": [
"def plot_gifting_graph(data, title=None, edge_colormap=\"gray_r\", **plot_graph_kwargs):\n",
"\n",
" G = nx.DiGraph()\n",
" edge_weights = []\n",
" for ii, (A, B) in enumerate(DYADS):\n",
" row = data.iloc[ii]\n",
"\n",
" if row.giftsAB > 0:\n",
" A_, B_ = A, B\n",
" weight = row.giftsAB\n",
"\n",
" if row.giftsBA > 0:\n",
" A_, B_ = B, A\n",
" weight = row.giftsBA\n",
"\n",
" G.add_edge(A, B, weight=weight)\n",
" edge_weights.append(weight)\n",
"\n",
" edge_weights = np.array(edge_weights)\n",
" edge_color = np.log(edge_weights)\n",
"\n",
" _, axs = plt.subplots(1, 2, figsize=(10, 5), width_ratios=[20, 1])\n",
" plt.sca(axs[0])\n",
" plt.set_cmap(edge_colormap)\n",
" utils.plot_graph(G, edge_color=edge_color, pos=TIES_LAYOUT_POSITION, **plot_graph_kwargs)\n",
" plt.title(title)\n",
"\n",
" # Fake axis to hold colorbar\n",
" plt.sca(axs[1])\n",
" axs[1].set_aspect(0.0001)\n",
" axs[1].set_visible(False)\n",
" img = plt.imshow(np.array([[edge_color.min(), edge_color.max()]]))\n",
" img.set_visible(False)\n",
"\n",
" clb = plt.colorbar(orientation=\"vertical\", fraction=0.8, pad=0.1)\n",
" clb.set_label(\"log(# gifts)\", rotation=90)"
]
},
{
"cell_type": "markdown",
"id": "ac6851cd",
"metadata": {},
"source": [
"#### Comparing Gifting Observations to Model Trained on those observations\n",
"⚠️ The example below is using the simulated data"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "09d8d86e",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Data that is modeled\n",
"edge_weight_cmap = \"gray\" # switch colorscale to highlight sparsity\n",
"plot_gifting_graph(\n",
" simulated_wealth_gifts, edge_colormap=edge_weight_cmap, alpha=1, title=\"Observed Gifting\"\n",
")\n",
"\n",
"# Resulting model is sparser\n",
"plot_posterior_mean_graph(\n",
" simulated_grf_inference,\n",
" edge_colormap=edge_weight_cmap,\n",
" alpha=1,\n",
" title=\"Model Posterior Social Ties\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "8b86e95f-4ca8-493e-943e-7bb8fb084045",
"metadata": {},
"source": [
"The observed gifting network is denser than the social ties network estimated from the data, indicating that the model's pooling is adding regularization (compression) to the network's of social ties."
]
},
{
"cell_type": "markdown",
"id": "a7177fa3-6d4b-498c-95f2-04535bdb305d",
"metadata": {},
"source": [
"## Varying effects as technology\n",
"- Social nets try to express regularities in observed data\n",
"- Inferred nets are thus regularized, capturing those structured regular effects\n",
"- What happens when clusters are not discrete?\n",
" - Age, distance, spatial location\n",
" - We need a way to stratify or perform local poolling by \"continuous clusters\"\n",
" - This is where Gaussian Processes come in next lecture.\n",
" - Allows us to attack problems that require phylogenic and spatial models"
]
},
{
"cell_type": "markdown",
"id": "92d04cc7",
"metadata": {},
"source": [
"# BONUS: Constructed Variables $\\neq$ Stratification\n",
"- Outcomes that are deterministic functions of e.g.\n",
" - Body Mass Index: $BMI = \\frac{mass}{height^2}$\n",
" - \"*per capita\", \"*per unit time\"\n",
" - % changes, difference from reference value\n",
"- **It's a common misunderstanding that dividing or rescaling by a variable is equivalent to controlling for that variable.**\n",
"- Causal inference can provide a means to combine variables in a more principled manner."
]
},
{
"cell_type": "markdown",
"id": "ee876fe2",
"metadata": {},
"source": [
"### Example: Dividing GDP by population"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "121bc8cf",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[(\"P\", \"GDP/P\"), (\"GDP\", \"GDP/P\"), (\"P\", \"GDP\")],\n",
" node_props={\n",
" \"P\": {\"label\": \"population, P\"},\n",
" \"GDP\": {\"label\": \"gross domestic product, GDP\"},\n",
" },\n",
" edge_props={\n",
" (\"P\", \"GDP\"): {\n",
" \"color\": \"red\",\n",
" \"label\": \"assumed to be linear\\n(not realistic)\",\n",
" \"fontcolor\": \"red\",\n",
" }\n",
" },\n",
" graph_direction=\"LR\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "39ee96e1-a50a-41f1-bebd-23bcdbc2ae85",
"metadata": {},
"source": [
"- makes the assumption that population scales GDP linearly\n",
"- dividing by population is not equivalent to stratifying by population"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "f57dbf87",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[(\"P\", \"GDP/P\"), (\"GDP\", \"GDP/P\"), (\"P\", \"GDP\"), (\"P\", \"X\"), (\"X\", \"GDP\")],\n",
" node_props={\n",
" \"X\": {\"color\": \"red\", \"label\": \"cause of interest, X\"},\n",
" \"GDP\": {\"color\": \"red\"},\n",
" },\n",
" edge_props={\n",
" (\"P\", \"X\"): {\"color\": \"blue\", \"label\": \"backdoor\\npath\", \"fontcolor\": \"blue\"},\n",
" (\"X\", \"GDP\"): {\"color\": \"red\", \"label\": \"Causal Path\", \"fontcolor\": \"red\"},\n",
" (\"P\", \"GDP/P\"): {\"color\": \"blue\"},\n",
" (\"GDP\", \"GDP/P\"): {\"color\": \"red\"},\n",
" },\n",
" graph_direction=\"LR\",\n",
")"
]
},
{
"cell_type": "markdown",
"id": "7bc640bc-9758-4b07-a131-e27d1e2ee234",
"metadata": {},
"source": [
"it gets worse, though. In the scenario below, where we want to estimate the causal effect of $X$ on GDP/P, the fork created by $P$ isn't removed by simply calculating GDP/P"
]
},
{
"cell_type": "markdown",
"id": "60030bee",
"metadata": {},
"source": [
"### Another Example: Rates"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "cd551dc5",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[(\"T\", \"Y/T\"), (\"Y\", \"Y/T\"), (\"T\", \"Y\"), (\"X\", \"Y\")], graph_direction=\"LR\"\n",
")"
]
},
{
"cell_type": "markdown",
"id": "ec05c972",
"metadata": {},
"source": [
"- Rates are often calculated as $\\frac{\\text{\\# events}}{\\text{unit time}}$ and modeled as outcomes\n",
"- Does not consider the varying precision for different amounts of time\n",
" - assuming all Y/T has the same precision, despite larger Y generally having more time to occur, and thus having higher precision\n",
" - collapsing to point estimates removes our ability to talk about uncertainty in rates (e.g. distributions)\n",
" - datapoints with less time/less prcision are given as much credibility to the estimate as data with longer/better precision\n",
"- **Division by time does not control for time**\n",
"- If rates are the focus of scientific question, **model the counts (e.g. Poisson regression) to estimate the rate parameter**"
]
},
{
"cell_type": "markdown",
"id": "d0a7890a",
"metadata": {},
"source": [
"### Another Example: Difference scores"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "32899c43",
"metadata": {
"jupyter": {
"source_hidden": true
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"utils.draw_causal_graph(\n",
" edge_list=[(\"H0\", \"H1-H0\"), (\"H1\", \"H1-H0\"), (\"H0\", \"H1\"), (\"X\", \"H1\")], graph_direction=\"LR\"\n",
")"
]
},
{
"cell_type": "markdown",
"id": "ce271240",
"metadata": {},
"source": [
"For example the plant growth experiment, where H0 and H1 are the starting and ending heights of the plant, X is the antifungal treatment.\n",
"\n",
"- difference score H1-H0 makes strong assumptions about the effect of H0 on H1, namely that\n",
" - growth effects are constant for all starting heights\n",
" - there is no floor or ceiling effects on plant height\n",
"- **need to model H0 on the right side of the GLM (linear regression), as it is a cause of H1**. This is what we did in the plant growth example"
]
},
{
"cell_type": "markdown",
"id": "02215c8f",
"metadata": {},
"source": [
"## Review: Constructed Variables are Bad\n",
"- **arithmetic is not stratification**\n",
"- implicity assume fixed functional relationships amongst causes; you should be estimating these functional relationships\n",
"- generally ignores uncertainty\n",
"- using residuals as new data does not control for variables; don't use in causal inference (though it is often common to do so in predictive settings)\n",
"\n",
"\n",
"### Adhockery\n",
"- adhoc procedures that have intuitive justifications\n",
" - \"we expect to see a correlation\".\n",
" - Why do you expect to see correlation (make assumptions explicit)?\n",
" - Also, if you don't see a correlation, why does that mean some NULL contingent on that correlation is disproven?\n",
"- if an adhoc procedure _does_ work (they sometimes can be correct by chance), it needs to be justified by causal logic and testing\n",
"- **Simple rule: Model what you measure**\n",
" - don't try to model new metrics that are derived from measures"
]
},
{
"cell_type": "markdown",
"id": "09df5362",
"metadata": {},
"source": [
"## Authors\n",
"* Ported to PyMC by Dustin Stansbury (2024)\n",
"* Based on Statistical Rethinking (2023) lectures by Richard McElreath"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "894902df",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Last updated: Tue Dec 17 2024\n",
"\n",
"Python implementation: CPython\n",
"Python version : 3.12.5\n",
"IPython version : 8.27.0\n",
"\n",
"pytensor: 2.26.4\n",
"aeppl : not installed\n",
"xarray : 2024.7.0\n",
"\n",
"arviz : 0.19.0\n",
"matplotlib : 3.9.2\n",
"pandas : 2.2.2\n",
"xarray : 2024.7.0\n",
"statsmodels: 0.14.2\n",
"numpy : 1.26.4\n",
"pymc : 5.19.1\n",
"scipy : 1.14.1\n",
"networkx : 3.4.2\n",
"\n",
"Watermark: 2.5.0\n",
"\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -n -u -v -iv -w -p pytensor,aeppl,xarray"
]
},
{
"cell_type": "markdown",
"id": "443488f3",
"metadata": {},
"source": [
":::{include} ../page_footer.md\n",
":::"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.12.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}