From 9508bd60fcb8a3677dc46df4b32ab52358386449 Mon Sep 17 00:00:00 2001 From: Philipp Griewank <philipp.griewank@uni-koeln.de> Date: Tue, 11 May 2021 12:07:53 +0200 Subject: [PATCH] Updated getting started Now has a little localization section --- getting-started.ipynb | 157 +++++++++++++++++++++++++++++++++++++++++- 1 file changed, 155 insertions(+), 2 deletions(-) diff --git a/getting-started.ipynb b/getting-started.ipynb index 0b53247..8be2adf 100755 --- a/getting-started.ipynb +++ b/getting-started.ipynb @@ -409,12 +409,165 @@ "fig, ax = B_plotter(states,ncyc=10,matrix=\"bf\")" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Applying localization\n", + "\n", + "Example of how the EnKF is affected by a gaussian localization of the observation. Observation points are slighly staggered to highlight effects. \n", + "\n", + "Please note that in the linear advection model localization does not reduce the model error. It is intended as a test and localization " + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "\"\"\"\n", + "\"\"\"\n", + "m_const = set_model_constants(u=3.3,nx=101)\n", + "da_const_loc = set_da_constants(nens=30,ncyc=100,dhdt_std=0.0001,u_std=1.0,obs_loc_h=np.array([7,20,30,50,60,70,75,90,91]))\n", + "da_const = set_da_constants(nens=30,ncyc=100,dhdt_std=0.0001,u_std=1.0,obs_loc_h=np.array([7,20,30,50,60,70,75,90,91]))\n", + "da_const_loc['loc']=True\n", + "da_const_loc['loc_length']=500" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "states = run_linear_advection_EnKF(m_const,da_const)\n", + "states_loc = run_linear_advection_EnKF(m_const,da_const_loc)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Plot timesteps" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-0.4, 1.4)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAAGECAYAAAASpNgTAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd3wU1fbAv1O2b3ohBBJ6ACkiTUFBsKKioIKKXSyoT59dfIrPZ3/2ZxeVnwh2BXvDBnYERHqHkJDes32n3N8fkwRQQlBp0fnms5/szt6dOTNz55577j3nXEkIIbCxsbGxsbHZ75D3tQA2NjY2NjY2O8ZW0jY2NjY2NvsptpK2sbGxsbHZT7GVtI2NjY2NzX6KraRtbGxsbGz2U2wlbWNjY2Njs5/SapX0/PnzGT169G7bX/fu3amurt5t+9vdTJs2jZtuumlfi9EiO7svN910E9OmTdvLEsGkSZOYPXv27/rN/lYfnnjiCT7//HMAHn30Ud555519K9A+Yvbs2UyaNOkP/faWW27h+++/380S7T129vzszvpaUlLC6NGjGTNmDIsXL2bixIn7xbOwq23glClTWL58+V6QaO+g7msBbGxsWmb+/Pl07doVgKuuumofS9M6ufvuu/e1CK2C+fPnk56ezvTp0wH47rvv9q1Av5Pvv/+e008/fV+Lsdto1Uo6HA7zz3/+k82bN5OYmMgdd9xBp06d2LRpE3fccQehUIiKigp69OjB//73P1wuF0uWLOGuu+4iEongcDi48cYbGTJkSNM+KyoquOCCC5gwYQJnnXUW8+bN48EHH0SWZXr27Mn333/PK6+8wk8//cRbb71FJBLB7/czc+ZMnnzyST788EMURaFTp07ceuutZGRkcM4553DWWWcxatQogO0+9+nTh0suuYTvvvuO8vJyLrroIs4880w0TeOuu+7i+++/Jy0tjbS0NBISEnZ4Hd58801effVVTNMkOTmZW2+9lS5dunDTTTfh9/tZs2YNpaWldO/enfvuuw+fz8djjz3GZ599hsPhICUlhXvvvZfMzEw2bNjA3XffTW1tLYZhcM455zBu3Djmz5/Pww8/TNu2bdm0aRMej4dLLrmEmTNnsmnTJo455hhuvvnmnd6XbWnuOL/mq6++YurUqcTjcaqrqxk7dixXX3018+fP55FHHiEnJ4d169ah6zq33347AwYMoKysjJtuuony8nKys7Opqqra4XULBALcfvvtrF69GkmSGDZsGNdeey2qaj0W//vf/1i2bBmmaXL11VczcuRIKioqmDx5MjU1NQAcfvjhXH311S3eh9raWgoLCzn00EN56623+PTTT8nIyABg/PjxXHHFFeTm5u6w3r711lssX76c+++/H0VR+OKLL+jWrRsXXnghCxcu5P7772+qz1dffTXDhw9n9uzZfPbZZ8iyzObNm3G73dx333106dKFOXPm8PTTTyNJEoqicOONNzJo0KBdfex+F6Zpcs8997BkyRJCoRBCCO666y4GDBiw0/r51ltv8frrr6NpGnV1dVx88cWceeaZTfstLi5m9OjRzJs3j4SEBIQQjBo1ikcffZSCgoIdnl/jc3fUUUdx55138vPPP+NwOGjfvj333nsvPp/vN/Xj7rvvZu3atWiaxpAhQ7jxxhtRVbXZ5/aP1g+3283atWupqqriiCOOIDk5ma+++oqKigruuuuupjZq0aJFfPrppwSDQQ499FAmT57cVF8bae44u3JfNE3jf//7H4FAgHPOOYf27dsDcN555/Hss88iyzJ33HEHJSUlaJrGCSecwKWXXsqWLVs466yz6NKlC0VFRcycOZPMzMym4+2sDTzggAO4+OKL+eabbwiHw1x77bUcc8wxO20Df/nlFx544AHi8TgVFRUMHTqUe+65h0ceeYTy8nKuv/567r//fjp37tzsPWw1iFbKjz/+KHr06CEWLVokhBDitddeE+PGjRNCCPHf//5XvPPOO0IIIeLxuBg9erT45JNPRDweF4ceeqj46quvhBBCLFu2TIwePVoYhiHy8vLEypUrxfHHHy/effddIYQQ1dXVYvDgwWLVqlVCCCFmz54t8vLyRGFhoZg1a5YYNGiQCAQCQggh3nrrLXH66aeLUCgkhBDiscceExMnThRCCHH22WeLjz/+uEn2bT/n5eWJmTNnNsnTu3dvEY1GxfTp08W5554rYrGYCIVC4uSTTxaTJ0/+zXWYP3++OPPMM0U4HBZCCPHNN9+IUaNGCSGEmDx5sjj99NNFLBYT8XhcjB07Vrz11luiuLhY9O/fX8RiMSGEENOmTROfffaZ0DRNHH/88WL58uVCCCHq6+vFcccdJxYvXix+/PFH0bNnT7FixQohhBAXXnhh076rqqpEr169RGlp6U7vy+TJk8Xzzz+/0+Nsi2ma4uyzzxabNm0SQghRWloqevbsKaqqqprkWblyZdM5nHXWWUIIIS6//HLxyCOPCCGEyM/PF/369ROzZs36zbW78cYbxZ133ilM0xSxWExMnDhRTJ06tem+NL5fs2aNGDx4sKiqqhJPPPGEuPXWW4UQQoRCIXH11VeL+vr6Fu/Deeedt91xn3/+eSGEEOvXrxcjRowQhmE0W29/XWcar2N1dbUYMmSI+OWXX4QQQqxdu1YMHjxYFBQUiFmzZokBAwaIkpISIYQQd9xxh7jxxhuFEEIceeSRTdf6m2++EY8//vhvrs3u4ueffxZXXnmlMAxDCCHE1KlTxaRJk5rOY0f1MxgMitNOO01UV1cLIYRYvHix6NevnxBCiFmzZolLLrlECCHEZZddJl566SUhhBDff/+9OO2003Z6fo3XcMGCBWLUqFHCNE0hhBD3339/U33dlptuuknMmDFDCCGEruvi+uuvF88++6wQovnn9o/Wj/Hjx4t4PC7Ky8tFXl5e03GnT58uLrjggqZyJ598sgiFQiIWi4mzzz5bvPzyy03yVFVV7fQ4u3pftr3G2+5bCCHOOecc8cUXXwghhIhGo+Kcc84RH374oSgsLBR5eXliwYIFO6oGLbaBTz/9tBBCiFWrVokBAwaIqqqqnbaB11xzjfjxxx+FEEIEg0Fx8MEHi2XLlgkhhBg5cqRYunRpi/ewtdCKuhO/pXv37vTv3x+Ak08+mf/85z8EAgFuuOEGvvvuO5577jny8/MpLy8nHA6zdu1aZFlmxIgRAPTu3Zv333+/aX8XX3wxWVlZnHjiiQAsXLiQLl260KNHj6Zj3HXXXdsd3+/3A/D1119zyimn4PV6ATj33HN55plniMfjLZ7HkUceCUCvXr2Ix+OEw2F++OEHRo8ejdPpxOl0cuKJJ7JmzZrf/Hbu3Lls3ryZM844o2lbfX09tbW1AAwbNgyn0wlAXl4edXV1tGnThh49enDyySczfPhwhg8fzpAhQ1i/fj0FBQVNFjFANBpl5cqVdOnShfbt23PAAQcAkJubS0JCAk6nk9TUVHw+H3V1dTu9L43k5+c3e5x+/fo1bZMkiWeeeYa5c+fywQcfsGHDBoQQRCIRALKzs+nZsycABxxwAG+//TZgDXdNnjwZgA4dOnDwwQfv8Lp//fXXvPrqq0iShNPp5IwzzuDFF1/kkksuAWDChAlN161Lly4sXryYYcOGcckll1BSUsLQoUO57rrrSEhIaPE+DBgwoGn7+PHjuf3227nwwguZNWsWp556KrIsN1tvm2Pp0qXk5uZy4IEHAtCtWzf69+/PTz/9hCRJ9OrVi6ysrKbr89lnnwFwwgkncMUVV3D44Ydz6KGHcvHFFzd7jD/LQQcdRFJSEq+99hqFhYXMnz9/O4t1R/XT5/PxzDPPMG/ePPLz81m9evUOr8NZZ53FAw88wFlnncXrr7/edL9aOr+8vDwURWH8+PEcdthhHHvssfTt2/c3+587dy7Lli3jrbfeAqw6ui07em7/aP0YOXIkDoeDjIwMvF4vw4YNA6znrLEMwJgxY5ramJNOOol58+ZtN8Kws+MkJyfv8n3ZEeFwmAULFlBXV8ejjz7atG316tX07dsXVVW3e35/D2effTYAPXr0IC8vjwULFuy0Dfzvf//L119/zTPPPMPGjRuJxWI7rCMt3cPWQKtW0rK8vd+bJEmoqsq1116LYRgcd9xxjBgxgpKSEoQQKIqCJEnb/Wbt2rV07twZgDvuuINnnnmGF154gYkTJ6IoCuJXqc23PWbjwwLW8NG2+zZNE13Xmz5vux9N07bbp8vlapL/12UbURRlh9fANE3GjBnDDTfc0PS5vLycpKQkANxu93bXRwiBLMu89NJLLFu2jB9++IF77rmHYcOGMWbMGBISEnj33XebflNZWUlCQgK//PJLU2PaSHNDRs3dl0YMw2j2ONsSDoc5+eSTOeqooxg4cCCnnnoqn3/+edP12dG5/fr9zuRs6Z5tex6maaKqKn379uWLL77ghx9+4Mcff2T8+PE899xzLd6HbevKwIED0XWdpUuX8sEHH/D6668DNFtvm8MwjN/UZyEEuq7jcDiavT7XXHMNp556Kt999x2zZ8/m//7v/5oasd3N3Llzufvuu7ngggs48sgj6dy5M++9917T9zuSsbS0lNNPP53TTjuNAQMGMGrUKL766qvf7Hvo0KFEIhF++OEHFi5cyH333bdL55eYmMi7777Lzz//zI8//sjVV1/NhRdeyFlnnbXd/k3T5NFHH20aKq6vr9/ueu/ouf2j9WNXn61t2wEhxG/KtXScRlq6LzvCNE2EELz22mt4PB4Aqqurcblc1NTU4HQ6dzqMvLM2cNvzMk1zh+3dttvOPvtsunfvzrBhwzjuuONYsmTJDp+Vlu5ha6DVencDrFmzhlWrVgHw+uuvM2DAADweD99++y3/+Mc/OP744wFYsmQJhmHQuXNnJElqcoRYsWIF5513HqZpAtCvXz/++9//8vTTT7N27Vr69+/f1JMH+PTTT5u9ycOGDWPWrFlNvbmZM2cyaNCgJkuz0dtw/fr1O7SId7S/d955h1gsRiwW46OPPtphucMOO4wPP/yQ8vJyAF599VXOO++8ne579erVjB49mi5dujBp0iTOP/98li1bRqdOnXC73U3Ks9HL8/d6SjZ3XxrZ1eNs3ryZYDDI1VdfzRFHHMH8+fOJx+NN96s5hg0b1qT4iouLmT9//g7LHXbYYbz00ksIIYjH47zxxhsMHTq06ftGy3zFihUUFBRw4IEH8uCDD/LUU09x1FFHccstt9C1a1fWrVv3u+/D+PHjufPOO+nevTtt27YFaLbegtVAbduBAKu+bty4kaVLlwKwbt06FixYwODBg5s9rq7rHHHEEUQiESZMmMBtt93GmjVrdmnE54/w3XffMXLkSM4880x69+7N559/3nROzbF8+XJSU1O5/PLLOeyww5oU9K9/J0kSZ555JrfccgujR4/G5XLt0vl99dVXnH/++Rx00EFceeWVjB07dod1/LDDDmP69OlN9eOyyy7jpZde2qnsu6t+NMeHH35IPB4nFovx9ttvM3z48N/IvCvH+T33pbHu+f1++vXrxwsvvABYCm/ChAl88cUXLcrdUhvYGK2wYsUKNm3axKBBg5ptA+vr61m2bBnXX389xxxzDKWlpRQUFDS1C9s+K3/kHu5vtGpLunPnzjzxxBMUFhaSlpbGf//7X8DqSf/jH//A6/Xi9/sZNGgQBQUFOJ1OHn/8ce655x7uv/9+HA4Hjz/++Ha92M6dO3P55Zdzww038Oabb/Lwww8zefJkZFmmd+/eqKq6ncJpZNy4cZSUlDB+/HhM06RDhw48+OCDAFx22WXcdNNNzJs3j86dOzNw4MAWz+2MM86goKCA0aNHk5ycTIcOHXZY7rDDDuPiiy9m4sSJSJKE3+/niSee2GlvsUePHhx33HGceuqpeL1e3G43U6ZMwel08tRTT3H33Xfz/PPPo+s6V111FQMGDGhW0e2I5u5LIzs7zrZ0796dESNGcNxxx+F0OsnLy6Nr165s3rz5N5bHttx2223861//4rjjjiMrK6tpuuLXTJkyhbvuuosTTzwRTdMYNmwYl156adP3hYWFjB07FkmSePjhh0lOTua8887jpptuahqG6969OyeccAJOp/N33YexY8fy8MMP8/DDDzdta67eAhxxxBE8/PDD21kgqampPProo9x5551Eo1EkSeLee++lU6dOLF68eIfHVVWVm2++meuvvx5VVZEkiXvuuWen1/PPcMYZZ3Dddddx4oknous6hx56KHPmzNlpR6vRuW7UqFFIksTgwYNJTU1l8+bNvyl78sknc9999zV58+7K+Q0fPpyvv/6a0aNH4/V6SUpK4s477/zNvm+55RbuvvvupvoxdOhQLrroop2e7+6qH83Rvn17zjzzTEKhEEcffTQnn3zydt/vanvwe+7LqFGjOOecc3j88cd58MEHufPOOznxxBOJx+OMHj2ak046iS1btuxU7pbawJ9//pk33ngD0zR55JFHSEpKarYNTExM5JJLLuHkk0/G6/XSpk0b+vfvz+bNmxkyZAhHH300N9xwA//5z3/+0D3c35DEzsbT/uYEg0GeeuoprrzySjweDytWrGDSpEl88803rW7IxMbmr8iHH37I22+/zfPPP7+vRbH5g3Tv3p0ffviB1NTUfS3KfkmrtqT3NH6/H4fDwbhx41BVFVVV+d///mcraBub/YBzzjmH6upqnnrqqX0tio3NHsO2pG1sbGxsbPZTWrXjmI2NjY2NzV8ZW0nb2NjY2Njsp7TqOWnTNAmFQjgcDnue2MbmDyCEQNM0PB5PU2pR+1mysfl9ND5HPp/vN3ki/iytWkmHQiHWrl27r8WwsWn1tG/fvsUwGhsbm52Tl5fX7BoLf5RWraQdDgdgXZg9Fee5u1i+fDm9e/fe12K0SGuQszXICK1Dzng8ztq1a5syf+3vz1JruKZgy7k7aQ0yNj5HjTppd9KqlXTjsJzT6WxK0bc/0xpkhNYhZ2uQEVqPnI1DdK3hWdrf5WvElnP30RpkBPbIVJHtOGZjY2NjY7OfYitpGxsbGxub/ZRmh7vz8/Pp2LEjYCU9/+qrr1BVlWOOOaZp1SgbGxsbGxubPUezlvQ111wDwGeffcbFF19MbW0tFRUVnHfeeXzyySd7TUAbGxsbG5u/Ky06jj333HPMnDmzaT3OiRMnMmnSJEaNGrXHhbOxsbGxsfk70+KctK7r2w1vt2vXzk52YGNjY2NjsxdoVknn5+fz73//G4/Hw2uvvQZAOBxm+vTppKen7zUBbWxsbGxs/q40O9z9+uuvs3jxYuLxOOvWrQNgxowZfPnllzz00EN7TUAbGxsbG5u/K80q6by8PPLy8jj99NObtk2aNIlLL710rwhmY2NjY2Pzd2enjmMvv/wyn376KRUVFTgcDjp06MBJJ53E0Ucfvbfks/kbYMbj6OEwwjCRFAXF5UTxePa1WDY2Njb7nGaV9OOPP055eTkXXngh77//Pv379ycxMZGpU6dSVFTE+eefvxfFtPkrYsbjxCorMWNxa4MkIUwTIxJFGDqKx4PsdCIpMqrPh+r3I++B3Lg2NjY2+yvNOo599dVX3HnnnRx++OHcc889fPzxx4wePZoXX3yRN954Y48IEwwGGT16tL0az98ALRAgUlyC0HWcaal4ctrjyW6LpChgGhiRKHowAICsqmi1dUSKiojX1u1jyW1sbGz2Hs1a0qFQCE3TcDgc6LpObW0twB5ZLxNgyZIlTJkyhfz8/N2+b5v9C60+QLyqCsXjxpmebinhgLVNkmV8nTshu93EKyowIlFktwdnejrx6mq0mhrMmhqEaSLtgXpoY2Njsz/RbCt38MEHc/nll/POO+9w9dVXM2zYMCoqKrjsssvo16/fbhfkjTfe4LbbbiMzM3O379tm/0EPBi0F7fXgatMGWVWJ19dbVrWQcGVkWMPcioKrTRsUn9dSzNEY7sxMnGlpEIsTKy9HCLGvT8fGxsZmj9KsJT1lyhSmTp3KJ598Qr9+/bj44oupq6tj5MiRnHrqqbtdkLvvvnu379Nm/2HTpk388O23LFmwgIyMTAYNO4yDExIwqqqIFG4BRcHh91O/ajUCcCYl4kxLw5mWRswwiFVWIjsdOBITkJISMSJRYhUVuO1Onc3fiJqaGn744Qd++eUXDMOgX79+DB06lLS0tH0tms0eQhL7mTlyxBFHMGPGDNq3b99i2VgsxvLly/eCVDZ/FCEE77zzDtOnT0cIgdvlIhqLAdApJ4d/nTqOtMQkUFVr+NrpRFIUhKYBICUnISUmQCQCSEjpaUiShAiFEIEgUoIfyefbh2f41yAvL4+1a9fuazFsdsLKlSu59957qaurQ1Ut+0rXdXw+HzfeeCMHHXTQPpbQpnfv3rt/7WuxnzFy5EhRWFi4S2Wj0ahYuHChiEaje1iqP8/ChQv3tQi7xO6UU9d1ce2114rs7Gwx8dxzxZKv5op4KCQqS0rES489Jrp17iz69Ogh5r38iqhbsUoE8zeLwMaNIrhpk4hVV4u61WtE2bxvRMX380XtipWiZulyESkvb5IxUlomgps2CSMW220y705awz1vfIbq6+tbxbPUGq6pELtfzjfffFN06NBBHHrooeL7778XkUhExGIxsWDBAnHkkUeKnJwcMX369H0u556gNci4J3WR7Xljs8d4/vnnee2117jissv4379vo8eBfZElCbWqmiO79+T/broZl9vNdQ8/hJzbHl+HXHy5uUiqSmjjJsxIBMXjQg/UESkqJrxlC3XLVmCUlSMMA1d6GpIsEy2vsOenbf6yrFy5kuuuu46BAwfywQcfMGTIENxuN06nk4EDB/LOO+8wYsQIbrnlFhYuXLivxbXZzdhK2maPUFBQwAMPPMBRRx3FP889D8XlQvH5CG3aTLS8EkydXoMH8dj//kdxSQkPPPAAAEYkiqkbCAlMIXBlZOJKzwAEsiwTr6rC3LCR8m++oW71akxNJ1paRqSwELNhiNzG5q+CYRjceOONJCYm8uyzz5KcnPybMn6/n6eeeoq2bdtyww03EI/H976gNnuMFpV0KBTi/vvv56STTuLkk0/mscce26OV4Msvv9yl+Wib/RchBDfddBOyLHP75MlgGDhTU4gUFROrrkKYGmpSMv7OnRhy+OGcd955TJs2jZ+++ZbwlkKMYAjZ4yFaWkLtL0sw41EciYk4UpJxpKZimiZaTS2hDRsJFxdjanHChUWE8jcTLSu3lbXNX4YXXniBxYsXc8cdd5CamtpsOb/fz7333svatWt58skn96KENnuaFpX0lClTKCsr41//+hc33HADGzdu5K677tobstm0Uj777DPmzZvHTTfeSIbXi+r3Ea+upn71akL5m4kUlaKHw0SKiomWlnHDVVeRmZ7OrbfcTGjzFqKVFUQLi1C8XhwpKUiKA8nhIFpcghmLoiT4SejWjaRevVDcbtSEBGS3EwEYkQiRomK0+sC+vgw2Nn+Kmpoa7r//fkaOHMnYsWNbLH/UUUcxZswYHnvsMUpKSva8gDZ7hRaV9MqVK3nooYcYMmQIQ4cO5eGHH2bBggV7QzabVogQgscee4zc3FzGjzoOPRwmWlVF5bffEykqwQiHUXxWus9oSQnVv/xC4OtvOWfooSzfsIEFq1ahB4OYuoYsKUhCECkutmKr/V4UjxdUFS0QRE1IwNM2CwwTkNDr63GkpqK4XcSrqohX1+zry2Fj84eZPn06oVCIW265BUmSduk3N910E4Zh8Oyzz+5h6Wz2Fi0q6czMTKqrq5s+h8NhUlJS9qhQNq2XH374gcWLF3PxBRcQLynGiMaoX7WaeH09wtSRHA7cGRkoTidIElp1DaGNmzgitwOpCQlM/+gDEvO6kTFsGEl9e6MmJGJqGno4jDsnF0kCoz5ApLSEumXLEaYASSCQMaMxIgUFuNq0QU1MQKurI1ZRua8viY3N7yYcDjNt2jSOPPJIevbsucu/y83NZcyYMbz00kvU1Nid1L8CO10FCyArK4tTTz2VUaNGoSgKX3zxBenp6U1D3lOmTNnjQtq0Hp588kky0tM5rldvvl1Ty+xVYaqjkKKkMLptjCOH9cCb0x6trhYtGMQ0TNztsvFIEuMHDmLqV1+yuqiIQXl5xKqqcaYkoSb0IVpSQnTLFiRVRY7FMMJRYrEYzpQUVJ8Xvb4SPRZBj4RxpqXhaZuFJMtotXVIioIz1e5Y2rQeXn31VWpqarjyyiuZu6iQGR+vorImQnqKh3OP68mIATnN/vbyyy9n9uzZTJ8+nWuuuWYvSm2zJ2hRSXfo0IEOHTo0fT7hhBN2WG7OnDm7dMBjjjlmF0WzaW0sX76cuXPncvUFF/DDygpeWivQTAmQqDFUXi9WSaqEIb5qtFAISZJwpqQgu52YkQhnnDael3/8gccefpgnMrNQvR4cSYnIDgdadTVadS2+Lp2QOuTg9PjQ6wNEy8tIGTQQHA4oKyNWUUHtkiUoXg/OlBSEYaLV1SGpCo7ExH19iWxsWkTTNJ555hkOPvhgQlIWT7y5hJhmAFBRE+GJN5ZADYzonmO14B4gCWgYEe/ZsydHHXUU06ZN49JLL8VjL/vaqmlRSV9xxRVEo1E2b95Mt27diMViO7zpkydPpnfv3jvd14oVK2wl/Rfm/559Fo/LxfHdunHfahPN3H42JW7Caz+W0t+fTKyqCiMSQfX5QIDq85HicHLsIUN4e+5XPHHffbQ7oCdnTLyAeH0Ab4dcZI+baFkZIhhCi2nEyisIFxdhxjS8HXJBgOzxotfXU7N4CamDBuBMS0UYOvHqamSnE8Xt3kdXx8Zm1/h8zucUFxdz19l3MWP2qiYF3UhMN5jx+SpGSDmQ3rDRAWTS9PnSSy9l3LhxvPfee5x++ul7U3yb3UyLSnrJkiX84x//QFVVXnvtNcaMGcPTTz9N//79tyvXoUMHZs6cudN97YqHok3rpKKggHc/+IBjBgwkKTmFmviOk4tUBTQUjwdJVRCGjhaox+1y8t6Klbw6axZr1q0D4KkvPqP9z4sYNWAAKQMH8tLLL5EB9ElMgUAAz4EHYsoK4c2bqV+1Gj0aQRg6ejAMQLymBtnhIOWgA3GlpxMpLiFWXoGnXba1HKaNzf6GANbAzPtn0tbXliMLjuRJ8WGThbwtlfEILAC6Az2wWvIiIATkwCGHHEK3bt2YOXOmraRbOS06jt13331Mnz6d5ORksrKyuP/++3e4GMbs2bNbPNiulLFpfcSqqnjt2WeJxmKcdvzxOBISSXHuWEmnuCXChYXEK6pwpKSQ2LMH7qy21G4uwKcoXD1+PAfk5JDmT+C+U06mdvlKij//nKeefZbL7r2Xm956nZJQED0YRHWquFNTQJZAVfB37ow7PQ0Rj6PV1VM9fwGlcz5HCwZxZWYgTINYRcVevjo2NrtAFHgL8h/PZ976eZyVdxZqQCVd3/FQdbrhgVVYivpToAxIBGqBDSAJibPPPpvFixfb6xu0clpU0tFolK5duzZ9PvzwwzEM4zflGteY/uijjzj22GMZMmQIQ4YM4ZBDDmHIkCHblbH56xCvqaF2+Ure+uwzDujalZ65HQgXFTM6I4xD3l5RO2TB8akBAmvXUlVbw1WP/o+3Z80mtHkzE4YN5+krr+LMo47hglNOoSoYoFAz0OsDBJYu561b/83N117L4pUrueapp3hn7lc4EhLwZLdDcjqI5m9GCEFCjzz8eV1xZaSjJvoI52+m5P0PCRUU4EhJwYhE7Rhqm/2LCuAJ4Ht4ZcsrKJLCGYlnsHz5coxf5qPo2z9Hph6netGnTF84ndjSGKzDUtZLseanI8BmGDduHG63m5deemlvn5HNbqRFramqKnV1dU1xehs3btxp+QceeIAbb7yRGTNmMGPGDGbOnMmMGTN2j7Q2+xVaXR31K1fxy7KlrN+yhVNHHkGspBhZlji0Tybn9nKR6rbqTZpX4bx+fgZnShS7XFz47DMsWr2aSDiMIykRf+dOuNJSUX0+jjxsOBlpaby34Cdc6Wk4U1KIbi7guJQ03rr3v/Rsn8N9r73G+qXLiZQWo7jcxOvrqf15MZGiEoRhIgkJxePBnZONEYtR/eNPBNdtRADx6mo7K5nN/sEW4EFgNcTax3ht2WsM9w3n1m9u5djNx/LT+lcYsCBMRsiDJMAfhO7flxNcv4Rbam9h2M/DWDFnBfyIZVkvA+JAPSRHkjnppJOYPXs2wWBwX56lzZ+gxTnpSy+9lLPPPpvKykquvfZavvvuO+64445my7dr144jjzxytwpps/+hhyPUr12HVh/gnR9+wOfxcESPnqheH4rXjRnTGZisMWJCZ2SHEy0QIFpcwvxVW7jpuWfxuVzMuOMuDhw8EEl1EKusxDQMQCDpGicNGcILH35IvEsnPMUlBDflo9XU4W7bllvGnkxAlsg7eDCKywGKg9CG9cTLq1D8PhwOB0Y4QnhLIc7ERJzpaQhNI7BuLZ5ItuVRXlmJp23bfX0Zbf6uCCyF+gzWUPdRMOeDOVTFqlgUW0RcxLleXM9EJpJUmGRZ22mA1/qtUC7nm/A3PO94nk4lnWAu1pz0UYAJZFuHOfuUs3njjTd47733OPPMM/f+edr8aVpU0kcccQRdunThu+++wzRN/vGPf9ClS5dmy48dO5b77ruP4cOHN615CjBo0KDdI7HNPseIxQhu2EissopQNMZnP3zPcYceisfhQJgGWn0AYRh4ctrjSEpCq6lFr6tn85YtXPPkE3Rs04an/v0feo46BkmWCW7YhBmLgxANCruC4/v1Z9oHH/De559zWu8+yA4Hen0APRBAad+Ww4YMQXaovP/pp7zz0Uf8b8qtGLEYel0dGcOH4clqgySZRIpLMWIxnMkpOFKSiFdUYUZjGJEoqs+PIzFhX19Om78bESyrdwaWsj4L+A5eW/QaqaSSZqbxjPkMPdJ6QFtgINAXyMCad/aDtEli+EvDGb5gOMQgEohw2brL+Hftv+lc3xkGA1nQP6M/ed3yePXVV20l3UppUUnffPPN3HPPPdvFSv/zn//kscce22H5+fPn8/XXX/Ptt99ut/3999//k6La7A8Y8Tj1q1YTXL8BIxzhszWriMRiHNerL0Y0itA09FgEZ2IKssNJpKQErS6AVltDbvv23HTGBI4+fDidjjnGUrzhCJIio/r9GNEo8bo6JFmhy0H9GNi9B7M/+YRTunXD0yYLMzMDTAH1AYxIBEnyEjdNvl24kOv/ey//vfgSoiUlREpKSejSGcnhoHr+AuI1dUTLynAJA2dqKkKYREvKAEg5qB+y2uJjYGOze6gFNgDvYVm8pwA/w/xP5jMvOI+r4ldxtXI1jlwHDAHOAQZgTUyGgUIsy3sQcCzwNvA0FK0qYpG8iLFVY5n53kwODB8IQ0AyJc44/gzuePQO1q5dS15e3t4/Z5s/RbOt02233UZZWRmLFi3aLi2orusUFhY2u8OVK1fy9ddf43K5dq+kNvsUYRjEqmsIbdxIqKAQIxTCm5vLh6+8RJecHA484AArBCocxpOYhK9LJ9ANIqVl/LJsGZIQ9Gify5gjjiDjsENRHA6EaRKvqkIPh3AkJSIkkGpr8GS3Ix6oY1TPnty1ZjUrKqs44qTRmHGN+pWrEPnWcpfOlCTGnXgisUiE/zz4IP9NTOT6o4+lftVqPG2zcKen4+uQizMtSLTEQ2RLMaau485sg+L3EiksQnY6STmw776+vDZ/B8qBYuAnoB5LCW+G115/jRtKbkAgOF0+HUcvB5yEpaC3XfjKC+RhzWOXYVnkpwIdoeszXXnni3c4UzuT8eHxvDrnVQbEB8AgGNd3HPc67uXVV1/ltttu24snbLM7aNZxbNy4cRxzzDH4/X6OPfbYptdJJ53Ec8891+wO09PT0XV9jwhrs2/Q6usJbykiUliIVlcPmPi7dqEqLYVfli1lzGHDkN1OjGgUxePCk9seV1oqqApFgQA3vDid/86ejQk4U1MwI1FMTSNeU4MeCCA5HBiRCCIaJalXL4QwCa5bz6G5HUlwe/h42VJcaZYDmbdTJ4QkESksQA9H0KprOPfsc7js7HN4+9NPefH774hX1xDclI+kKLjbZSMByf0PwpPbHr0uQLS0FNM0cSQlENqwkVB+/r69wDZ/fUqBEizluhHoCigw7+V53FByA07h5FDzUHL75MIFwCS2V9CNSEAO0B5L0W8C+gFXQ5fTu/CO/x0yzAzOiZzD8nnL4QdIW5/G0YcczVtvvWWvNd0KadaS7tOnD3369GHo0KFkZWUBEI/HqaysJDs7u9kdtmnThjFjxjB06FCcTmfTdjvHd+vD1DRilVWY0SjCNECSrNzYSckk9e7F4w8/jKqqjBo8mHh1DZIs4UpLw5WahhGNUlFQyJUPPIApBPdMmkTawP64MzPQQ0Fi1dUYwSAoMrKqogVDuNLSkBwq4S2FmDGN5M6dOOHII5k951PKNxeS0b4d7ox05Mx0jGiUSFERkgA1KZFrrriCkpJiFI8Hh89HeFM+vvbtcKWmEvX50KqrST90CJXf/UC8qppYYRHerp2RnU5qly5D9njwtGmzry+5zV+RUizlLAHzsSzidrB6xmouWXsJ7c32FMgFnJl1JkwExmNlENsZaVit92YgHyupyenQ1teW1199nX/W/BNfhc86XgwmdJzAR998xKeffsqJJ564h07UZk/QYgjWsmXLuPPOOwkGg4waNYoxY8bw4osvNls+NzeXsWPHkpmZSXJyctPLpnWhh8NEiksw43HUxASEgGhpKZIkk3jAARguF2+98QZHDBhAksuF0HXUhCScSSlIEoRKyrn+kYcpra7i/gsupOegQfg65OLOzMSdnY0ZjxEpr0CrqSVWWY3q9aCmplD982JiFVUk9upJ6qCBTBh3KnFN491PP0EPBVGcDuSUZFzp6WhV1cRrqoiVlqP6vNx9w41ccfbZOLMyidXUENy0GSQJT/t2mNEYmCZJvQ7AlZmBaeqENmxESfADUPfLUuK1tfv2otv89ahga6KRhUAQ6A6B7wJcuOBCvMJLV9GVFCmFUVeMsuaoW1LQjSQBnbFCrjYDBwBHQvsJ7ZmVNItOeidEqSC0JMTh6w6nXWo7Xn755d1/jjZ7lBaV9NSpUznttNOYM2cO/fr146uvvuLdd9/9TbmnnnoKsHJ97+i1bRmb/Zt4TQ2xsnJkVcWd1QYjEiG8pQgjEsXXuROedtl88O671AUCjD1sOFp9PbLLhTM5ATUpET0U4pX332XRmtVMPuUUDhl2KJ62WTgSLE9qPRBEkmTcbTIxYnH0QABkhZpFi4kWFePtkEPqgIPwd+xAnwEDOPCAA3jzk4/RQmGMuAYuN5727ZBcDqJlFcRra4lXVeHKSMcIR1i2pZBLnn6K4lWriFdW4UxLQ/F6iBQV42mXjTenPd627QAIFxSg+PwYsRh1y1egh8P78tLb/JWowZqDTmr4vxJrmLoafF/4OEU7hXtj9/K18jXjDxqP+3Q3/N7U8n6gE5aiLgQOBIaCdIYEmTBFncLpdacTXxFngn8C33zzDfn29E6rokUlLYSge/fufP/99wwfPhy/348Qv035OGvWLD777DPmzJnT7MtOC7p/I4RA1NWh1dah+v2422ah19cTKStHq6nGlZlBYvc8JEli5gsvkNOmDf3atUcIcCQl4khOASGIVVUzdsAA7plwFicdcyye7Ha40tIAK3zLSiaigxCoiQl4O3ckuHED9ctX4khNJnVAf5wNoy+utDTOPO10NhYW8suaNZZCFwJHYiLenA6WRV5cQrS0HEl1oPq8uGWVDcVF/OuZp6nbtAlME09Oeyv0KhTCnZWFMzUZd1YbME3iFRWgqmj19dSvXIlpz9vZ/EnksGwpTT+W4v284X0CxN6OIRfLXBe7jnXedejonDXlLPD9wYM1KuoYltU+ACsEawwc5j6MX6RfuK7+Ok6vOB1FUnhl+it//gRt9hotKmlZlvnoo4/49ttvOfTQQ5k3b15T9rFtyc7Obsow1tyrrZ08Yr9FmCbR0jJEJIojJRlXRjp6KESsqopocTGK20Nyn97IDgcrFi1i0fLlnDxsOEY4hMPnw5mcjOr1svin+ZSXliICIUYOHIg3NxdHcjKy04kQgmh5BXq95XxmanGcKSlgmMQqK3EmJeLL6QCmQGyTevbkMyfg9/t585NPkFQHRCKAwJOZgTM9HT0QIFJaSrSkBFdmBj1y2vHvK//JovXrePjpp4mWl+NKT0f2uAkXFlnnl55uOaOlpWHoOlptLSARr6unbtVqTNPcR3fCptUTBWexE1xYlvPHWMPcmbD4w8UcuvpQlkaXYrpNXnG8wpDeQ+h6cNed77Ml/EBHLI/vWuAgYDgcd/Rx/Mv8F+/K7/J68HWOko/i9ZdeJx62O6KthRYDRCdPnswTTzzBtddeS0ZGBk8//fQOncBaWgHLZv9FGAbRsjLMeBwpKRFncjJmPE6ssopwwRZMwyC5b18cSUkIIZjx/DRUReGYXn0ACWdyEq7UVAoLCrjsP7fTNTOThydeiLdTR1yJiThTkgGIV9eg19YiZBkRj6O4PEiqSs3iX5BlhdQhB+Nrn028poZIUQxXRjqKx4PP5+PUU0/l1VdfZfKkSaAomDENSZHw5Oag1dQQLSnF2dC5ULx+Tho5kl9WLGfmp5/Sv99BjL/icrzt2xNctx4jEEBNTMDU4khyW4Qp0ENB4lXVuNpkotcHCK3fQEJet316X2xaITqWx7WEZd0uxhrmToL6onoun385iqmQ68rl65yvKSgqYPKlk3fPsROxPL8LAAVrjjoGl1dcztoFa3nQ8SBXxq/kU+NTPr7zY8bcNWb3HNdmj9KiJT1w4ECmT5/OaaedBsBrr732m2UqbVovwjCIlJRixuO4MjORPB7Lqi6vIFpahh4K4cvJwdvemsMtX7+e2XM+5ehBg0gA1AQ/rox0IprGFTf/i1g8xpWjRuFp2xZ3ejrOtFQkWbYSlVRVYcTjiLiVN1vx+6hbvhK9rp6kXgeQ2L0bjqQk3G3bgiwRLS0jXlODEIILLriAeDzOW19+gYSElQlCwuFy4e3QAdPQCW7MJ1JUhKtNJmY0xr8uv5wDOnVizry5hIstK1t2uwkXbsGRnGx5gvsTcKWl4khIQlIVYmXlYAprrerCLfvsvti0QgSWp7UOsXYxCACfARIIn+Bfb/6LIqOIJ2NPkpydzHPqc2SmZ3Lc8cftPhlSsFKC1mENn3cD6RSJ+7rex0h9JAP1gXQUHXn+9efhe+C3ayXZ7GfYy1L9jTF1nUhJCULXcbdpg+r1ApbFq9XUEKsox5GYQNIBPZEUBVPTeOn/XiAcjTJ+0MFIgCerDWpiIjffeSer8/O5dewp5HXthje3ParPi+rzNSl9LRBAGCbC1HEkJRHalE+0tBhf1y4k9+3TlPlLcbnwZGej+v1otXVES8vo0qkTRxxxBC/PmoXmdiFMYTmRyQqu9FRcaWlo9fWE8gswoxHUBD8OSWbqf27n1jMmECnagqlpeHLaYUaiaDW1qAmJSKpinYPbiSMlGVOYhIqLEKpMuKCAWFXVPrxDNq2KQqz1nHNBqMJaQrIKSINZ78zindA7XBe7joHJA1kzcA1zN8/l/Inn7/7ETxlAJpbjWhbQBdynuJmZMZOj9KO4SLuIn2M/s/CuhbjXuq3+rs1+i62k/6aYmka0pBShG7iz2qB4rHVrRSRCvKaGUFERkiSR1LtX03f1Gzbyyocf0D8vj05+P642bfC0bcvLb77JR/PmctHIIzmsT1+8nTuhejw4G5zF4lVVDXO+IAwd1esjWlVNaFM+nswsUvsf1HSMRiRZxpWRjisjHTMWI1pczMRzz6WiooJvVyy3YqpNA6FrSLKKt2MHFIeDUH4+wfzNuNLSMGMxUjIycCUnU7B2PQ/dfQ+ujAxkj4vIliIciQlIqorscOBul42sqHiysjDD4SZHtMCadWj2CkI2LVGGpRTbAkngWu+yhrpdQCF8nf81h+iHcIXzChgGzwefx+1yc8455+wZedpiJUOpxgrT6gXSSRKkQVREUYTC1OVTSZudBsuxFfV+zB5R0mVlZaxcuZIVK1Y0vWz2H0xNs5zETBN32ywUtxX3YcbjiPqANfwdjeLr2hVXZiZgZR374L33KK2qYlz/gSgOB/4unZBUlSP7HcQlo47jzEOG4Mttjys1FUdyCrLDgRYIEK+uwdQ1zLiG7HAgdJ3gunUobjcpA/pb2cmaQfX78WS3BVlhUJeudO/WjXffew932ywcqWmYug7CRHG5cLdvhzAMgqvXEK+pteK7NQ1HYiIf//A9jz7/HC/+3//hbd8eIxIhVl2DMzkJYZg4k1NwJichOx242mYRr6hAq6sDWaJ+5SqMaGyv3BubVkgtVsKSVJos2OT5yVaObQewEB6tfZQXtRdRDlSoHFrJrB9nMW78OFJTm6/7f5r2WPPUNVjJTgYAh0O2KxtDMvhYfEzNTzXwKta8+W+Ddmz2A1p0HItGo3zxxRfU/irRw1lnnbXD8o888ggvvPAC6enpTdskSeKLL774c5La7BaaLGghLAu6YahNGAbR8nJEIICmG7gzM61FKiQJYZrUr13HtLdnk5uRyaC22fi6daM0HCI1HscTjXLmQf3xtG2Dp317FJcLR1Ki5XxWUYkWDCI0DRAgKdSvX4upaaQNGoS3Q06LMstOJ57stsQqKzl/3Hj+de89fDl3LkccfjhCt9KLyg4nnqxMYhUVRKtqqF+1itRBA4jUB1D8Pi44+RSWbNzA7XfeSa8+fejmdRMp3EJyv75IDat2ubLaYOQX4EpJRkSihLdswd8jD8kwqF+1iqQ+ve3FOGy2J4TlqOXDUoo68Bk4Sh3QGV76+CUOKzyMjqIj/nZ+OBmeW/kccS3OxRdfvGdlk4AOWGlIgzQ5ko2pHMPPP/3M88rzXK9fz4cffWhlQZMayvw2eMdmH9KiJX3ppZcybdo05s+f3/T66aefmi3//vvv8+WXX273shX0/oEZjxMtKQV+paCFIFZRgVZfj1FTjeJyktirF3JDWtdwYSEff/EFawsKOGvAQHxZWQSSEznjoou4+d57iGwpQklIwNe5E4rLiTM9DUyTaFk5eqAeYZoI00RyOgkXbUGrriWpezcSD+ixw3C+HSHJMu7MTMZNOIOsjAz+e++9mELgzc1B9fswtDiKy403OxvZ6SC4KZ/ApnzUxERENI4rLYX/nHMeWenpXDJpEvUuF2Y0SqyiEmdKCkLTUP1+a+1pU+DukIvscBLeuAnZ6UQPhQisXo2wQ7NsGolieXI7sTy5Jayh4x/BxOSbn7/hppKbeN54HhKAcVDepZxpH0xj7NixdO36J8OudgW5QTY3oGEp4ZPgtm630dHsyC/KL0yrnAYfAu80yG9b1PsVLSrpsrIyZs+ezWOPPdb0evTRR5stn5KSsp0VbbN/YMRiREsbFXRWk4IGiFdXowWDREpKkQ2TxF69cCYlAhCrriFYuIUnX3+NThkZHHnggUg9unHhlVcSjUSYMHAwCPB16IgjMakpJjpWUYEWqMc0TCu0y+FAq6wkWlyCJ6cdKf37o2yT231X8aalceZZZ7F63TrefvllhGHg79QJ1enEjGu42rTBmZqCEY8RWLkaU9cxdQ3Z4SQtO5v7LryIUCDAo88/j+r3ESnaguxyIrucGIEA3vbtUJwuJFOQkNcVoRuENxciu11odfUE1q3bYTIfm78ZGltDrTpjhTxVAp8AdVBVV8WVK6+kq9GVm8XNcAxwAjw+63HiWpzrrrtu78mqNMjowmrx+4J8qswr6a8gCYlZxixrha7PgdnAL9iKej+iRSWdl5dHRUVFiztqnHs+4IADuOuuu1iyZIk9J72fYEQilgUtybjbtm2ykAG0hgxjkZJSjGAIqW1baw4Y0IMhIgUFvPP5ZxSUlXH+IUNxdevG5VOmULBlC/+deCE5bheeDjl4s7NQPG4cSUnEK6vQ6gOYmoYRjoAsowcChAq34ExJJm3QQFS//w+fz/ARI+jevTuP/d//ES4tw4hE8XbqiKQoYJr4OnZA9fmJVddQu3QpuFyY4QiO5CS6tG3HEzfcyJQbbsCTm4MZixMpKcGZlmZ5nus6nvbtEJqG4vXi7dARLRAgWlqB7HIRr6gitGGjraj/zuhYa0IbWMrPiZXtaw6wFnRZ55ZVtxA0g0yNTcXb2wsTYUvNFmZ+NJMzzjiDTp067V2ZVaBLg6xuYBB0GNeB86XzWSovZW1gLXqxDj8CbwALsJ3J9hNanGAbNWoUxx13HHl5eajbzMfNmDFju3JXXnnldp+//PLLpvf2nPS+Qw+GiFVWIKkO3FlttptT1YNB4tU1xKqr0KprcLfNQhYmkixbCrq4mIqiYp549VV6ZGUx6oQT+PdLM1m6YgX3XDKJnr4EXBnp+HJzkJ1OXOnpVvhWfT1mPGYpaGFiRjVCBVuQHU5SBvbH/QdXm5q7qJAZH6+ioiaCt9OxrPnkMV764H3OH3syksOBNzeXcP4mVI8HX7u2BDZuIlpShuLx4stui+Lw4ExLoacWQ66sROvcmc+X/MLRioorIwPF50Wrq8Pdti1aXT3x6iq8Oe0woxGi5eUoLgeOpGTL6U4Cf+fOuzxcb/MXwcCa441jKT0PljJbAHwH6DB94XQWGgt5NPIo3dO7wxVAe7h98u3IisxVV121b2RvVNQbYG5ZITO0VZSM7YnygZuJziswA0FeKn6JznJn6/xqgSPYBS1hsydp8fI/+eSTTJo0idzc3J2W21Yp2+wfxGvr0GpqkN0u3JmZlqXZgB4KEausJFZbS7SsAkdSEkm9eyGtWoVWHyBWWUmkvJz7pz5DbSjEQxdPwt+5E5efew5H9u3DoIRkVJcTf+eOVkKQjHT0QBCtrg4jHkcPhRFxDUPXiZaUgWmQ1O9A/J07/6FzmbuokCfeXEJMa8i+kNSdlPZ9efCxxxk16jjaKjKmruNqk0m0pBRXRhvidQFi5eWENxegqCpuIXCmpxGvrSOypZiX3n+f/z31FLddehkTUlPwduqIEY6g1dbh79yR2mAQrbYWX7euCE0jVl6JpKg4/D5iJWVIgK9jx+2uq81fGB1LQUex5nkbc23nAx9ghTuVwlm1Z+EOuxnnGWetDT0SPnz9Qz767iNuvvlm2rVrty+kt3DA3PpCnpi/hJhuoLr9tO03hk0LXyMltTvjK8fzpvtNOm/obM1RVwEn8cfzitv8aVpU0h6PZ897If5JIqWlGPKvGkoJJEkGWbKsHVlGUhQkWUZSVCRVQVZVJIfjL2cNCdMkXlWFHgyh+n0409O3O0c9GGzwug4QLSlBcbtI7tcXxeVC1NYRLSsjWlHBvM8/56NFCznj8MPZGIsyGMj1ekltk4URtlbEcqWloyYmYoQj6MEgwjAxIhH0cBhh6Na60dEwiT17kty3zx++1jM+XrVVQWONzrTrfwarP7mTm/59K6+98grxykrMaAw1MQGtpg53m3TMeBytpobQ5gKMeBy/z4e7TSahjRs5+/AR/LJyJXc+O5XUxEROOu9cHMnJaDU1mAkJ+Lp0IrBqDcTjeLt2IbhmHbGKCiRFRnZ7rFA13SCha5dWoaiFYWDqOqLxZZjE43Zo2S6hYSnoGJaCTmjYXgG8DWyANaVraFfYDn/Az3gxHo4FLoOaNTXc8vQt9OnTh0mTJu0b+bdhxpxVxPStz1J6l8Oo2byQQE0BwnQxbss4Xve8Tje5mzVPXQGcjJVy1Gav06KSHjp0KC+//DJHH300zm3mMvenNaJl1YHi3LoIqzBNTN1ACBOhCRAmwrT+IwBJ2qosJJBUB4rLiexyWS+ns9UqblPTiJaVW/HBKclNq0k1Eq+tI15djR4KEi4qRVYUkvr2QZKtDFtmVTXxhAQ2L1nKXa+9Sru0dBZs2sRb331H/+55ZMbiGMEw3g45eNq2RXa7MWIxRCwGqoJeX0+8phahxdFDIYz6EL4OHUgd0P9PhS9V1kR+s83pTSb7wJP5/vtXeObZZ7n88sut2GbAiMZQ4l7UpAQQAr2+jvCWIhCQdGAfnKmpaEXFPHzrrUy89lpueORhXH4/x597DnowQLy6Ck+7dnhz2hPeXICnfTv8nTsR3LiRWKW1IpjidhErr0BoGv5uXbdzxtubCMPY5mUiTAOhN37WGxSzAb+eR5fAaKX1fK8SxVLQjXPQje4UASwLej5s3LKR0wpO4yD9IKbL0wl1DeG63YVRZ3DdA9dRE6jh5Yde3m7KcF/x62dJkmRyB5/Nqk/upiPd2WJuYey6sXzQ6wM6OTvBfCynuKOBg7HmtW32Gi3WmBdeeIF4PM6dd97ZtE2SJFatWrVHBfs9GOEIsUAQU9eaGiNJlpBkCSQZFAVZUSxrR5KsRkyIptWWhBkiruvWzmQZSVWtlJZeH4rfh+J2twqlrdUHiFdXgyThatMG1bs1i1ejda3V1aOFQkRKS8Ew8HTuiF5TSyQQRAgTU9OoWreOG//veQLRKDFTUBcJ8/j1N5AlIFYXwJ2ViTcnpyExiQZIyG43scpKouXl6OEI6DpabR3udtmkDR2C4v5zCiw9xUPFDhR1jwFH0a9tkHvuuYdOnTpx/PHHW/dLVa2wKqcL0+3E6UwjVlFJaNNGkCGpV2/i1TUYGzfy4rRpTDjrLO584nGGjRyJPyuLWFkZWm0tnvbt0IMBIkVF+Lt2wdQ1IgWFxCurcGWkobhdxGtqqF++En+3LjgSE3covxDCsl5NE0yzQV8KQEKSAEmyXtv/yOpcNoSw/Vr5Ct1AmMaOPXElkGTFGjFyOJE8KrJDtUaTVNXqMEkS0UgEKiv/1L35S1OPFQctA12x5qABwliOYh9DSWEJEwonYAqTKfoUyIOyiWWkpqRyzy338OmPn3LnnXfSq1evfXQS27OjZ8mdkEmvIefxy7fPc6JxIlmRLDos62AteZkMrMPKB54PHIa14tb+3yT+JWhRSS9dunRvyPGnCOXno0KDUpaQJNlq/lQZSZKRZAVZVUBVUdwuq4GSFWSX1Wghy2CaGLEYZiyGGY0Sqa+HxiEhWUZxu1C8Xuv3Lrf13+lCcqhI8jZO8s14/TZaOsDWxnhbi/5PYGqatXhFJIriceNMT2+yWoVpWs5j5WXE6wLE6+uJFm3B1HU82e3QqmuQnE5kVcWM6cSqK7n1vfdZW1KCBLRJS+Ohy6+gfVIiWk0tjsQEXFltrWtNwyiEx02kqJhwUTF6KASShBEI4M7KIv2woTh83j99juce13P7OWnA5VA47/gDOPiA4WzZsoUrr7yS1NRUDjnkEDzZbVHcboQprPzbsowrux3x4mKCK1cjSTLu9u0Ib9iIs6CQ1998k8IFizArKxEZGah+H1pdHarPh69rV4ylywhtysfXpQtIEpHCQmLVVbhS01F9fvRAgLqVq/HmtMPdpo2lkIPBhtXFNERjJ/BPIimyVXdVBdnjbFC6iqWQlYYpncYOaQPCtDpfRjSGXl+PHgpjhEMYoTBx3QCve7fI9pdCYGURK8dSzB3ZakGGsYaB34Di9cVMKJ9AjVnDW/pbdO3SFa6ESOcI0x6dxjOznuGC8y9g4sSJ++Q0dkRzz9J1Ey5ivtfLY3Me43r39UiVElu+3cLzWc8zefBkPBUe+BrYDAwCDsTKDW6zR2lWSb/77ruMGTOGF154YYffX3DBBXtMqN+Lt0MODkm2FKRotDos5SV0HTMex4jHIRpFDwQa5qMdKB4PiteLrKrILidOb4plbaiW4jViMYxgGD0SwohELEu1quo3lsvWhtFqQC0rXm5QxpYyM7cUUe9tHCdr2ME2Cl00WFWW4qbpPQ3vJWmb74RV1jQNjGAILRgAIaH6fCheN5HScjAMjHgMvT6AHg5hRKOYmo5eV4fi9eLr0glXejqSojTNIVeUlnL7zJmsKSrilKOOIhgIcN3ok0hMSkKvq0eSJNTERBSnA7Vh9ShTNwgXFBDctBkjGkV2qhihMK6MDNIPG4ozIYHdwYgB1oRYo3d3RoqHc4/r2bT9hRde4JRTTmHChAk8+OCDnHrqqbgy0kn2ejFNg7rFvyDpJp6OuYQ35VO7ZCn+WDd+jiTw3ttF1GglZCS5OblHkO9m3ESnAw7g7BNOIFZZibttWxJ69qBu2XLCmzfj7dgBSZKIFBVZ9UECJSkRrbqG2l+WoLg9uLPaIIIhTE1HcbuQHP6t9aSxUydJDXVWbGNZN9zfhrrTVJcafSpa6NSZuo4eDqPVB9CDAbRAECMUwozFMePxhn3LSKpsjTi4PTvd39+SKJb1HAHSgHZstRoDWBb0y8BGuLbyWkrNUmboM+jbtS+cBsYYgxcmvcDsr2Zz7NHH8p/b/7MvzqJZmn2WeuUwvMsNFFUX8eDCBynJKuGAugN4rvY5vv78a+7reR+DlEHW0H8FVhhad6AXkLU1+qKyJkL6r55Pmz9Os0p68+bNAKxdu3avCPL+++/z9NNPo+s65513XrNpR3dEvLoWoUhIUuPwngPZ4UTxeZBVB5IsWUktolGMSAwjFsGMaxiRKKKiwnImczgt68TtQfG4kZ0OFLcb2eXE7fciORwN1qmEocUxY3FEPIahaQhtmyHIhuHMJmtZbNPwCpPGhrhJPzd9D6Lhe7HNdiGE9RNhNv4SoRkY0Qh6JIJkguJxoyYmIKkKQjcwNQ0zFseIRTFNE9ntAWQQYTwdO+LLaW9Zu5EIIq4hkPjk+++5c+ozRGMxHrz2eoZ17kK8tgZJVdBqatGDQTxt2uBt3w5fxw44/H5i1dUE1m0gnJ+PABSPF6HF8bRpQ9qhQ3D8iVjoHTFiQA4jBuSwaNEiBgwYsN136enpvPvuu1x88cX885//5KeffmLy5MmkpqaScehQJMOgZuky9ICMJzeHSFER3ywp513RCU1YSrOiLsr0RTEcdS5m3n03y5cv599XXIni8eBMSSGhex71K1cR2bIFd/v2SKqD0KZNhAoKUN0e1MQEEBJ6JEK0ogJhGrgy0pGdzgZHLauemJq2dSi7AUkC02gcCjcb6oNAauiYCaysawjLMha6bt3faMzqZEUi6KEQZixmWe3CKi81jB6pfr/VIXU4QJGRBJi6Zk3zmPZ6hYA151yGNf+qYFnPSdt8XwG8BbwHYoNACko8EHiAGm8Nffv2heNh/aD13DLhFr5d9C0Tz57IbXfftl/MQ/+a5p4lubfM/x76H9l3ZfP4Z48zMG0gd9fezZPOJxm7Yixnrj2Ta3KvITs3G5YBW4D1MNdZyBOrlzQ5pFXURHjizSVNx7L54zRbe/75z38CcO+99zZti8fjVFZWkp2dvVuFKCsr45FHHmH27Nk4nU7OOOMMDj744F1Omyc5VGSHE9lhzbPJsmwN/QkQmoZosEIUnw81IYGvV1by2jeVVAY00rwyY7s6GJgUQI9GQNesxlSSkOUGL3C3G4fHBaqzySu8sSMguxzIDmvYW/G4kVRr3lsCq0FttITLSnG1zbLeK7I1R66q2w1T7ghhmk1euUYkgh4MYUajCJKtBtjlBkNgxK2G2rKsQ5gNCtqMxazRAyFZyzf6fOjBYNPc+8c/zefJl1+msKQEgMF5eQx0ewlu3IjsdiMJgdA1vO3bkX7oobjbZGJEItSvW0/98hXEa2tRExNRXU6EYeDOyiT9kCEonr0/hJqSksIrr7zCPffcw//93//xwQcfcMkll3D66aeTcehQDN0gtHETQjdx5+TyeZWjSUE3EtcFCR1HcNlpgmfefIPly5dz3823MODw4TiTk0nIsxR1KLIONSER1e9HDwTRgyFktwd3hxzQDWIVFRgFWyj7/EsciUk401NQf2W1mvH41ikWTQNz+yEaIYQ159xYBwyjYWRIRxg6ICxfSMNASKA6VITDgeLzoTQ4QAoJRExHCwStjoNhdRYkJCSnA+HxQlrKH7refxnLSccKNarAUtSpWKtINbaOcWAF8DIY8wyeLnmaNdoaHgs9Rk5yDjlH5LCq4ypmrp7Jy/97Ga/byxUXXMG/7vrXPjmdP4UEcleZm+67ibycPP796r+51XMrp0inYMQN3hRvkrAqgX+v/bflQJcDbIYZWauI/Wpx6phmMOPjVS3XCYHlNR/GGsWIszWRihPUKtUKb2tMxLL/9Xn2KC2e7meffcaPP/7INddcw0knnUQgEOCKK67gvPPO221CfP/99xxyyCFNHuPHHnssn3zyCVdcccUu/b7k62+JBeqJ6QaaaWJoGtmJiUgIqgIBonENBXCpKmvJ5AOjA9YWqAqbzFgaIZRUQX9vaKsnuGFi6HEks8HikYSl2ByOJm9yyeFEVmRr+FCWkZXtHdVQFSRFRZZk9NJiaqJxaLDI5YZ5RBqchiRFtozthrlDIx5DRKLosRhmPIYZs4buhRDWsDpYlds0GiwrA4FoGkoVwnKKk2UF2e3CmZFBWFFYs2Edm4pL+Hn1ar5auIBgOAxA56wsbhh1PGmRKFqgFmdiMrLHjTAMErr3Jv3gg9FjMWqXLyewdj2xkhJktzX/ragqwjTwd+5CUr++1rnvI5xOJ//5z384/fTTufPOO7n//vt56KGHGDx4MIP79aOL20OW20UbZxq15o6rf1XY5PahQ+iZmckdr7zMeVf9ky9eepkVATevfF1IZSBOqgtO7l7HkcPyrJCuggLiFeXEKspxZ2RYVqvbDYqEHgxgxqOoyUk4k5ORXW4wdKuTJcsoPi8SEmaDg5jlLR/HiEYQjaMikSimFmdBhcR7xQ5qNJkUh+DEbJ3BbSRkAaZhYEZjaJVVluKPxRscI/Xt9L+kqMiyZNU336+UdBCrXjnZaT7CX8ett0rLKYi1QlQtllJIxFLOjf3LOLAeK9XnJ7B0/VImhyezVFnKcDGcd9q+wy+df+H7ld+z8ouVOB1OTjv6NCb/azKb6zbvgxPajbSBU647hZGHjeSh5x7i1Z9eJeqI0knqRL2znnfj71JVXcXbgbc5ccmJVJzfZoeOZJU1EZiFdW2dgApzCwqZsWIVlZEI6U4P57bpyYjkHOseKFaZpvonwLfRZylwJ9aqYl6sEY4UrI6Ct2H772C7DmaSh3OH9WREpxwr1C7W8GrsMBhs7TSIBvnkhv+Ohtce7DhIooX8huPGjePuu+9mxYoVfPvtt9xxxx2ce+65zJ49e7cJMXXqVMLhMNdccw0Ab775JkuXLt3Oo3xHxGIxLrvsMubOnUsstn2855A2WchIbKivozQSbtqemN0bWfltDIFkangCm3GqKk6Hg+ykZCRFIW7oKJKMjGQpcCGwTGS2WsyyBMjWCLfcMJcoSdbwdEOZcCSCp2FJSNEUEtYwH2maDfOS289JSg2/t2K9rZjvprFPtp8aNwFTCEzTRDcNdNNEMwwiukEwGqG6vh59G+el5IQEumRn4zQFEwcMIifBB0KiXtdom5dnTYkDrsxM1MQk4pUVxCut0C1ZdeBITUFNSkREYyhuF4kHHIAvd+80zjsa7m6OjRs38vrrrzNv3jxWrFiBuc0CGQ6XD9npQ1ZdyIrTGjlRFByyxAEpMmgahjCJCIFQ/RQEG59VqzWSJeiQABlJbiv0ydAxY3HrO6eTkK6TmJiAMExMzZoTFppueWk3zjc3+S001IdGbSptPQ4N/g01ukJBWN5O4VoySKQ5BaZpQKPFbVr1yjRNlIa57+L6OuK6Tlw3iBs6mmGQlZzCg889S15eHhdddBFJ5UnIkmw1lo2NT+P/xpcMC9aXEtV+O0zudigMystqmKJpeG3bwG1baaVt/m/7krf5/6uOQnV1NSkpf8zyx8RqcHVAo2m6QThEk1OYGTcxoyZ6rY5ZaxKviROMBtkkNhEggISEkLaehFt1079Df44+/GjGHTeO1D6pkPD76ui+pEU5I0A+1K2u4+1X3+aTFZ+wsG4hEbG9d7jDk4zq8iErTisPhawiSTIuw8GA4iyrTklQ4Y+wIaUOU27wwQEUIdE1kkyG6bHq3bYvFcJaGG+C1/osN2yHrXVJAUmRtq+nvy4nsO67DuX1YdZX12Jso/oUSaKrmkym6bUUdUPZJgXdKG7jT35VT02XyaRnJtG7d29cuzkUs0X9L4Sge/fuPPfccwwfPhy/37/b8xabprmdQ0zjXNyukJ+fj0eWcbtc1hBew882h0NIgCFBisuNaJjrjQYqdhw6IKA2UG/NrUoSoVAIkKiMhIkZBhJYVo8k4VAUkjweEBDVNQQgNwyzy5KMLG2VY7uDSVuP1aTof9Nq/bo2/Kq8tL34hikwGzoOQoCJwONw4He7EUhsqawgbmxtTNO8Psb16cMRuR2Q4tbcKPE49TU6OB3gdFKycpUVxuZ2IRUVgdkw7O50ILncoJpIlRXIVVWQlorcJgO5ohwqynfpnu0OFi1atMtljznmGI455hhCoRCb8/PZsnQZFWWlbKyKsLEmjqbHMPU4pqmDHsFnhCgImQjZWqYTSaLKDGCKX90XYE2toKJEQyiK1YALEwxriHr7olvvX+PHpgLSNtpqG2fBbW90zJQJCnWH0VZragQpZpi6eAzdNDGEwBBWvfCoKqleax3C4vq6rXW14VUVCjbtJz8/H7lMRjGVrcpoq+/jdv9rHOEdPkcRAcvKK6ynbRvFK2SxtWHblh3sQzRdlx2Uk6CAgobLJlltReOXTX4eW1+SKYG5zX+27eSKps+yKYOJde6GhGZoyEImxUjBgwfNoZFn5tHP04+Urimk9kylq9aVru6uaL019DY6m5RNbFq7qUnk31NH9yUtymmA6lMZfOJghvccjrpMpaioiPxwPlvMLeSb+SyVNlHlNTGNOMI0MOIREAahYCVzlKWoDX9CTkAEGkzkbVhmFtMm1BDqum2HjYb/5db/pg5SQ10Skti6rfErseP6IAmJiKRT64gjdlDvlppbSKt34BIudHQq5UpMzAbdYf2lmCn4hR9N0qiQK5CRUYSCqqpMYs8kqmlRScuyzEcffcS3337L5MmTmTdv3m6PGc7KymLhwoVNnysqKsjMzNyl3z7wwAN4F/yMHAk3xKEKq6E0hWWBCmFZHoYVG31ffR614reWdJKIcHX4W+KaRjAWI8mhgoCfysvYHAhQE49RE49RF4+T6nZzY/9BCAmu/noumwP12+2rd1oadw0djiRLTPnuG2pjMVRZwq06URWFPm2zOe+QIeB28d+PPyasxRrit63GdUCnjpzRfxBCCC5/eSYx3bJ6YrpOXNM4bMhYotlDqTUUYqFqipe8S03B1ut3+oBBTDxkCNFwhMe/nUe7pCS6pqXTNS2NZK8XkK3h1obwHaHpoCgoLic1lVWkZGTiykjHkZhgzUk36Ca5Yb5d9flxZaTh69TZKrOXY8j/lJUyfDhaIEBg9Rq0cISfijVmrQxTFTZI8ymM7STRefMizEAQyekERULEdG41D2ZHGkUIwQ2pK8h0eSiPhNAEpDrdOOMx6oqLccmKNQPi9aMmJTbE33sRbje6y0lcCDJT0xDC5JdVaygoLaKmppa6ujrqAkG8qsKBfY7inWi7pima3yK42/sLkz/+kPp4jPSEBNITE0lPSKR7VlsO69IFQ9Ooqqsn0e1CbczEJyuQlETjONNTTz3FRRddRGVZJZkikwwyuN28nYMdB7NeXc/75vskSAn4JB/vjvQQ8v72eiSFFW76uiNuxY1LcdHG1Qanw2lZOY3WuRcrrMnX8N6PNcTcOMTZuNtGa8bEsm40KC4sJjutwSfGbHg1ltOwvK8jWOs8h2mynOuNeuq0OoJGkKAeJGyGWZUb56d+gkpfBHdIx/XzMkoLvmOjspGoHKWv1pd3Au+AD4wsA2WoYuWyTsJymlKAw7E8nH9lPP1lLOltMbDixtdB7vJchiwbYoWphQEd5iYVMiN9FZVqhPS4h0HrIF64ilJXKaVmKRVGBdIJF/02HwDWc7T49X8wUB3Iu5nvggl31N9BUATx636yXdmkSWl0lDpyEAeBBjVaDU7DiVt2o0hKU2fQ6iwLCrVCaowaqkQV5UY5izvUs/aQNmQ3MzQuhODoaZu5KnwVxUox5yadi0/4cAs3TsmJIhTOi53HSGMk65X1XO25moAUoE6qIyF190Sx7IgWlfTkyZN54oknuPbaa8nIyODpp59mypQpu1WIoUOH8vjjj1NdXY3H42HOnDktDnVvi+p14/T5kL1uFLcbxe1BcjlRHI6tIS8N4SsTNgWZ9l0FcWNrT86pSJw+qC05bSdY3s6xKFoshhkIcWwogAhH0CIRy3M2rmHqhjUXDPxnxEhqojHqohHq43FC0SiJDqc1pK0LMjoMwpFzGLiSENFatLWfEa8tILR+A0IIKsrLiOi65bDRYIWHSsoIFWxGdrhIc7mQPB6cDhWXw4me1pOKzEMxDKvBdvnS6Dr0PA4ZcQT9EqOkeD2kuD3IioLbNJgybjymplvyCJAMA9PQQXI3zIML8HhRnU6rRxrX8HXsYI2qx+NWTK7biSMp2YqRzsjAlZpqzaO2ggQvO8KRkICvY0eC69dzSAeVQ7unWCF3kQhqQgJmv/YE1q1HD9ZjagZaXR3J5doOO3eKHqJdTi5mMMgbX33BO0t+sY6hKLidThJ9Pt669d9oNTU8/P77fLliBdFGr2og1evj9YkXYsbjPP/xR8wvtKxEWZLwORx0TkmlrFvmThQ0pKgm3o4defySSZZvgjCs2GzDSuxjGjqy00mbdu2QnA3PBCCZJpqyvWl7Q/gGtoS3UCqXUiFX4A1Yw38rPCt4MPnBrcf8ZSC5g89CUbdqJ0OP8csvL3Ns7dYO4+dVn9NT9ORF94vc572PBJFAgkggiSQSRSL3x+4ngwzmO+azSFmEV/Y2vVySixHqCBw4eDP3Z97pWUR9uklCRGLIcpUOBTonmSeBBu8Z7/EjP1LT+CfXoAiFj2o/AuCqxKuY45qzVf6OA+k4+Gwk1bqnEb9KeGhvUqQ45+UPY6BjIIPaDoKxwGGgDFKscKzNwBqs1KAj2N77+6+OgjUPPBgrRroIK7nJZqAURtTlMCKcYyntEFYnLPsYq9PUoMgnRudQ4fltUiJ/WPAv5V+k6CnWfiVYK9aynOVUiSrMuDVncrR0NNPV6QCM1EZSQQWN/mqKUBhrjuWx2GNgwnDfcDRJszp9KvTqfyeuncxdp4adTEqZBNmQ7czmc+fnW6d7GqdtDOvV1ezKB/oHVucwBlFHlBXsmdUeW1TSAwcOZPr06YDl3f3www/vdu/uNm3acM0113DuueeiaRrjxo2zQhp2EdnttebiNB2hhzDCUVBlFNUBqoykOJCdTmSng4PbOxGHZvDWzzVUBTXSklycc0wehx/UzgpZaYxJbVBATfmONSvkxYjGMMIhtPp64nUB2oRDmOEIRizeFIJl6pYX7sJaB6GEFBrH+CRPCr4DxzHAWYDHUYOkKDzYubOlHPUGs6DBUU2YOgiJW4Yfbs1HS9Yc5gOxvhhi+wbbQGGF0Z6x7iIkZIjFEZJkJblwulBc7gavYMtiV9wuJEnGiEZBmMgNc5bOxERkAc6kBFR/AmpiAs6kRFR/gpXMxe1uFTmqdwVnehqeSJhQ4RbMaBRnWiqqz0essgqEiTc7CyOehjM5Ccnh4JQF+cxcqaNtM07mwGRcRgRRFwVZZsygQfTIbkd1OExA16gOBPD5fJjxOLLLTfe22QhdxwF4VAduRSHB6SReH0ACLh04mEsGDibB7cbvcVsOhrLKTbXNz3E5MDnGU068rG5rvHXDXLcV9eBAki2nRDMcRoREUyIaZAXh394COPWSU3EVuqAEy+O5FgjBmNgYjo8fT9AMEjbCRDdE+UEv54v+9VT5oqSEnAxZ6KXbpn8Sb/iLEqWd0g4E5Ik8TomfQkAKUC/VE5ACFEqFKFGrPs2V5vKY67GtgjTMY68rX8d33UqZeWA+QrXKBryCj/sHKdBfZvSC0ciSzI/+H3nP/R4pZgopIoUsM4tMMi2LXYbzpfMZpY/CJ/nwKT6mHRiiTt1+Tl1SHfiHjeDfVx5jKaGOWFa+jGUxLmu4JrnAQKxRgL8rLqwUqblYdaQCywO7Csshr3FEI9rwvuHzuZGePOFaQkzeJpGKqXBpuD8jBpxs/abB0/ul6EugQyAQQPNoVFGFgtKkta6LXkfADBA1oximgWma9KIXOKxpjUeMR/BJPlKlVDKVTK7wLm52mWyXpDBxSB/cF7m3jvQ0ju40OLyhYnVU4mz1RI9a5yUF95zB0qLj2N7w7v6jxGIxli9fTnpJGappbvW/acjTLRqTmwBSQ7xxUxrFBoUsNYZnuZ1WjLTbg+J1o/p8lmJXVcsRwqFaMdcOtWGb0uRB3ajIzWgMIxZtsLY1/jlzDZXB32aaSvOpPHpaJ0ytIcmKrmMaltOP0E1MYVqWuhANHY84Zsyy4P/5izW/+FsEj/atR1YdlvUrWefa6EAEAkl1IbscVrx4MIzskHFmZuLObIOnXTaOxAQWr1rF4MGD9+h9+7PsrqFEYZqECgqJFG4BJNxtM3GkpBIrLbWW8GxYR93XqROJvXoyb1EhMz9dQ2VAI9UFo9vGGJQuUDweVLc1MmGEw8RratHq6qgoKSElMcnq2DSE7mGCaWoY4aiVwlbTEFKDx7XTyt4mu9woHheK24PsdHLrYpXqHayDISM4q12YgSlWmKGsSCCrKJJszbdKEqYQViiiJLY6qZnW/LCkqJhOlaqc9uTl5bF27dodO74ItjZIIaxGuNH7VWerB2ycraE0QazGu/E3jdvCWA1xZPv3QhNE4hGrE6CHiYgIcTNOH6MPF532ORX+31pfKSGVFz88HsklWUqjcQg9ka1ev26s79wN2xq2n7Tq3eayqfLe5DHWBx0rZroEKyWmE+iDpZxaaJP/ksPdu0KDpdnkBa00vNdoGi6f+2MhMxY0eHfLHs6lJyPiDZ7VDVYvDqyOWgTK8sto42xjKfowW72vYTvnMVS2KtYErLqQgBVSlw4Ta+ZQof22HsmyxDVnHPSnohIaddE+cRybOnUqd999N3PmzKFfv35N3t37g5JuJOPQIda8Fw0e0g2JIkSDA09T5jFdszxtDQMRi6HHog2hTRpmTLPWEK6pbXJekJxOFJeV0ERxNizA0ZD0BMVKmiKpDeFWDRnHVJ8PyQfIMlXBHQ9/VId0fJ07bl2dqzFvc2Oa0G3yODeuWGTqOkYsRvqGBVQG4r/ZZ6pbxp2eialZjhtIsuXIpihIDoe1wpVpYoSDCJeLxLxu+Dp3wpmcvJ11rPxFLOVdQZJlfLk5SAjCW4oJ5xfi0Q28uTl4stsSLioitH4jtYsXE9ywgf7d8xh6+UAkVcUIh9EDQaJVlWi1AcxIpGH0woEnpz2+Th2pSUoktX0ORjSKFghghMOIeBxJl1HdblBUK3ZaAllxWCF7shUVIIQJmoYeDnJ8msrrJd7tYrodkuCM9hEGZ0hIqhdFtTLlNdYnKxoAkBUUhwNUK3e34nIhe32objeyy4Euy1Rt2dLChcJSgB6s4c7fQxxLETcq8AbL49chLpIm4Y168Ua81veNHrYGVBb+tmEFqPXpSP9t8Op1NsjX2MA3egc3eoirbKdY0ws8VIR+u990twcWNcgVb9iXD+iPNcT993k8/hiN131bJLamVPXAiDE5jBizjUKMYHWGahteAbZ2BA0IZ4StUQ2lYT+Nvg2N97Px/spYSrrREk7A6rD5rN+d+/OO06FeMf7A/TpscL/w7v6zKF4v6i72XhqzNTUu2WdZqlsVoR4JY4QjGJEIRiSKEQqh1dZAo1eoEA1WScMQdIMnbtMweWM6UFkmxS1RHf3ttUr1SFT/tMCSBysEWzS9gaZsY1hWUFN2KiEYk2sycxXEt0YS4ZTh5O5OVL8X2ZGI5HA25CyXGjoPSsOCDCae7Gw8bdvgSPo7TaY1jyTLeDt0QPF4CW7YQGhTPlpNDd4una2wso4dCazfQGDVamoWLUb1+1D9fhACI25lnjO1OMhYHTpJbegIxhHRKFowgDAsD3HZZaXhlBvyvctOp7XYhSJbiWei1nSKGY83dTCRYHCqhOzQeL/ESU1cItUNp/TwMLRTRlOnUXI4tibGkRVkpwPJ5bJWd3NYUz2y07l9nnksC4CWlPSfoXG48E+QfteOF1dJT/HAriYmNNnaUYjDucN78sRnS7ZbstGlKJw7uKc1hOvGauiTsNdS3tN4sJKi/FpPNrRx1Yuq6TSo058+zLbpUFtTAp79wrt7byLJsrWghHPHLUfTakWG0bTKkBGLN+W3NqNRzFjUSjoSt2JegQbvcRCYDVm6TE7uLDNztfEbhXpSB2vJyMZEJFuVMA2hBQ0pThXLMpOdVlYzxe1keBs3rkyNNxZWUhXQSEt0cuaIjhzeN6vBSc5qqBszlRmRKEZDnLjq8+NMTfnLzCvvLiRJwt0mE9XvI7hhI5GiYmI//oQzPR1Pbnt8OTm4M9IJbtxEtKSEeFU1ktOBmujHlZqG4rWSvhixGGYkao16xGOWdR2LIQwTWVGQPW5kt5VyVlJVMITl5GVYIYhqQgLOtDQUpxPJ5UJtXNDF4WC0onCSom4dbWmMsW7sjG27Xrqqtupn9Nc0tyDEucf13PWdNFpZDYlKRhyVAymtr8H+WyH/6v9uoDEdamtil727r7nmmibv7ltuuWVvyLZPsBxuHODY6ga4s2Q2VkYnsyllIw3vMQWjhImvcxmvfF1AZX2c9EQnZw7PZXjvNtaPZcmaP1bkrcPbhmnNo2+7LrBpNOVjBhieDMN7ZTY0zJb1bkSjTb9vssIASVFQExJwJCZaeZttmkX1+Uju2wdP+3aENuQTLS8jVlFhKc/UVLy5OfhyctFDQSvveUOon5Vqs2E4RFWRTQNcLiS3B9WfiOxyoHi8KB6XZUGrDku5KlLTimqK221NnzRkpLM7UltpaXGVP7Pf1tZg2/z9+F3e3QCvvfbanpSn1dG4slFzCvDokekcPbLXbnHQ2NbT3NT1pjzMW9cnxmroPe6GvOJOlN3sxPB3wJWaiis1FS0YJFpSai0DGgxihILIbheyw8qLbTYusGI0huWZVn3welEdTuSMEAk98qxc8qraMCKyzdCzw/GXsnj3JDtbXMXG5q9Mi0p68eLFPPvss4TDYcvb2DTZsmULc+fO3Qvi2WyLpCiWY5etePcKDr8fR7eumF06o9XWogcC1gInDatYyaoDOdFlddJU1bKCnc6G5U4dKHocb7tsq+NkW8Y2NjZ/gBaV9JQpUxgzZgyffvopZ5xxBl988QXHHHPM3pDNxma/QJblJuu6EVPXmxz8rBh2+TdOWZLXi+Le+6uB2djY/HVoUUlLksQll1xCTU0NnTt35sQTT+TUU0/dG7LZ2Oy3yPvhGsE2NjZ/PVr0m/P5rPiD3Nxc1q1bh9vtRpZ3o7udjY2NjY2NzQ5p0Rzo27cvV199NVdddRWTJk0iPz8f1bYibGxsbGxs9jgtmsQ333wz559/Pp06deLmm2/GNE0eeuihvSGbjY2NjY3N35pdmpPu168fACNGjGDEiBF7WCQbGxsbGxsb2AUlvT/TmJ40Hv9tLuv9kVhsB6sk7Ie0Bjlbg4yw/8vZ+OyYDclvWsOztL9f00ZsOXcf+7uMjc/NnkiZ3eIqWPszdXV1rF+/fl+LYWPT6snKyqK0tHRfi2Fj06rp2rUrSbt5XQTbTdvGxsaO2LCx2U9p1cPdjet25uXl4WxmwYz9hca1Rvd3WoOcrUFGaB1yxuNx1q5di9frBfb/Z6k1XFOw5dydtAYZG5+j3b2WNLRyJd2Y99jpdO6Ri7O7aQ0yQuuQszXICK1HzkZLujU8S/u7fI3Ycu4+WoOMwB7JxW+PcdnY2NjY2Oyn7FRJL126lGAwCMAXX3zBQw89xJw5c/aKYDY2NjY2Nn93mlXS06ZN45prrqGuro4ZM2bw0EMPYRgGTz31FE899dTelNHGxsbGxuZvSbNz0m+++Sbvvvsufr+ft99+m5kzZ5KWlkYoFGLcuHFcfvnle1NOGxsbGxubvx3NWtIejwe/3w+A3+8nLS0NsBbcsMM1bGxsbGxs9jzNatv+/ftz/fXXU1hYyAknnMADDzzAunXruP/+++nVq9felNHGxsbGxuZvSbPD3TfeeCMPPPAAp556KqFQCMMwePHFFzniiCO466679qaMNjY2NjY2f0uaVdIul4spU6YwZcoUqqur0TSN1NRUHA7H3pTPxsbGxsbmb8tOk5m8/PLLfPrpp1RUVOBwOOjQoQMnnXQSRx999N6Sz8bGxsbG5m9Ls0r68ccfp7y8nAsvvJD333+f/v37k5iYyNSpUykqKuL888/fi2La2NjY2Nj8/WhWSX/11VfMnj0bgCFDhnDhhRcyc+ZMRo4cyfjx420lbWNjY2Njs4dp1rs7FAqhaRoAuq5TW1sL7NkQrGAwyOjRo9myZcse2b+NjY2NjU1rollte/DBB3P55ZfzzjvvcPXVVzNs2DAqKiq47LLL6Nev324XZMmSJUyYMIH8/Pzdvm8bGxsbG5vWSLNKesqUKfTt25dPPvmEfv36cc011yBJEiNHjuT222/f7YK88cYb3HbbbWRmZu72fdvY2NjY2LRGmp2TdjqdXHnlldttS09P57TTTtsjgtx99917ZL82NtsSDod58cUXWbJkCQA5OTlccsklZGRk7GPJbGxaD0IIPv74Yz788EMMw8Dn83HeeefRt2/ffS3aXw5JCCH2tRDbcsQRRzBjxgzat2/fYtlYLMby5cv3glQ2fwXmzZvHtGnTqK2tpW3btsiyTElJCcgqbXocQ/dBozmqXxJ9O/n2tah7nby8PNauXbuvxbBpBeTn5/PYY4+xfv16UlJS8Pl81NTUEAqFyOjYn7YHTSAtJZEjD0z82z1LvXv33u1rX+80Trq1sCcuzO5m0aJFDBgwYF+L0SKtQc4/IuNnn33Gww8/zEEHHcS///1vBg0axNxFhTwwbQ75i96mZPkHSIpKTD+OTp06MWJAzj6Rc2/z647u/v4stYZrCn9dOUtLS7nkkkswdZOHH3yYU8efiqqqfPTNam6/5xGKln9CJBxEGXElHy6s3y3PUmu4lnvSYLRXyrD5y7N69Wr+8Y9/0KtXL15//XUGDRoEwIyPVyF70ul06EWk5A6keMm7lG36mRkfr9rHEtvY7H9ESiNceOaF1NfW89J/XuL0A05HzVchBm/NKyDzgOPJHXQmwfK1FC56nWhct5+l3UCLlnQoFOLJJ5/k22+/RVEURo4cyaWXXorT6dwb8tnY/Ck0TePiiy/G5/Pxwgsv4PV6m76rrIkAIEkSHQafTSxYQf6P0/GldthX4trY7J9UwN3/uZsla5cw7dZp9OrQCyqBdUDB1mcprdMhROtLKVs1B39mHrI0cJ+K/VegRUt6ypQplJWV8a9//YsbbriBjRs37tEFNr788stdmo+2sdkVXn75ZTZu3MgDDzxAdnb2dt+lp3ia3suqk05DL0SYOtXrPtnbYtrY7L+Uw4b5G5jx4QzOOfIcjjWPhQ+B74GVwDxIl7c+S9l9T8KT3J7ipe+SmviXmFHdp7R4BVeuXMmnn37a9PmQQw7hhBNO2KNC2djsDoLBII888ghDhgzhyCOPxIjFMCJRzHgMBEwYlsPUj9cT00wAXP502uQdTvGauaxbt45u3brt4zOwsdnHhIFCuO/Z+3ApLq7Vr4VPAQNwAAqQDOeqPXnCu4QYBpIk0+7Asayf9wRZ5irA1hd/hhYt6czMTKqrq5s+h8NhUlJS9qhQNja7g6lTp1JZWclN111HtLSUaHEJWk0NZiyOqWkM7ejj4hHtSE9wIAEZyR5uu+UGfF4v9957774W38Zm32ICm+Dnj3/mw0UfcmnSpWSsz8BYb7B2zVpWLFtB/i/5iJ8EI5bkcEXpgWQIDxLQpecAeh84iA9mTae+vn5fn0mrpkVLOisri1NPPZVRo0ahKApffPEF6enpTUPeU6ZM2eNC2tj8Xurr65k6dSqjjj6anlltEZqOMy0V1edDUpSmckdltWHEgFz0UBBJlnGmpbHxsst44IEHWLZsGX369NmHZ2Fjsw8pBX6GR958hDQ5jYsrL7bMOhkmGBMoFaUA5IXzOKXyFC6suJAR6cfAQcApsOzEtow6YRT/93//x9VXX70PT6R106KS7tChAx06bHWksYe6bfZHhGmiB4PWcHYsyoxXXiEUCnH+qONAknC3zUJ2OIgHgkQKC9Bq6zHjMYQk4UhMQHG4kFQZM65x9skn8+STT/L888/z6KOP7utTs7HZ+8SBH2H9++v5svJLRovRnC6dzhuZb5DQJYFnHc9SapRSXlvO+xve57/h/1IRquCO0B0QBLzQ5/w+jBgxghkzZnD55ZfbzsZ/kBaV9BVXXEE0GmXz5s1069aNWCyGx+P5Tbk5c+bs0gGPOeaY3y+ljU0zGPE40eIS4lWV6MEQpgATwYuvvkq/vDwO6NIVU9OoX7OWaFExeigEgOx1ozicSLJCrKISDBPZ50WWZVSvl1NHj+a1t9/mlltusVPV2vz9WAO8B9N+nIYiFD6QPqC/sz/BHkESOiYwIHUASFbRC1wX8P3c7+mxrgeUgF6so36ighcuOu0izr78bD744ANOOeWUfXpKrZUWlfSSJUv4xz/+gaqqvPbaa4wZM4ann36a/v37b1du8uTJ9O7de6f7WrFiha2kbXYLpq4Tq6gksmULWjAIAlSfD0VVmfP5ZxRXVnLNmWdhanGqFy8mkl8IwsTZpg0J3TrjTElFdrvB0DE1AyMSxohGQQj0UIhTDxnKzDfe4MUXXuD6G25A2kMrv9nY7HeEgFlQO6+WV/RXMCSD8xPP5z/H/gdHJ4c1DL4Ky6ksAigw1DcUDoPA/ABnbjmT08tP5+x3z+bwnMPp0rkLzz//PCeffDKSJO3TU2uNtKik77vvPqZPn871119PVlYW999/P3fffTezZs3arlyHDh2YOXPmTvc1duzYPyWsjY0wDMxQiOCGDUQrqkCYOBISLAXt82LGNV6bO5fsrCyOOvII6hYuJlJchOR04UxIwAiHCW3Mx2gbw90mA2dKCqpfQXc6MA2DeHkFIGjrdnNor97MmD6dicePxpOchOL14kjwI9vDdjZ/ZT4GZsG14WvRVZ3jPcdz1yl3IQUkWIjlUJYGtMPSICVAAZAPjgQHKa4UJmuT8RZ7OeXlU5g4ciK3TLuFhQsXNiUSstl1WjQPotEoXbt2bfp8+OGHYxjGb8rNnj27xYPtShkbm19jahrx6hrCW7ZQv2oN5sZ8AqvXEikuIl5ZiR4MIoRAr6tn+U8LWLB0CeOGH07gl6UY0Sje3FzSBw8i9bChpA89BG/7dkgItNo6ouUVxGvqiNfUECstJVZZSbigEK2mljOOOZrq+no+/PgjTC2OHqgnUlRMpKQEPRJhP0t7b2Pz5ykHpoJZYLJcXk57uT3PHPsMUr4ExUAuMAGYCJwCnARcAkwGDgO35Oa5xOcYwhCud1zPkpVLGL9mPIkJibz44ov77LRaMy1a0qqqUldX1zRMsXHjxh2WkxuGAz/66CMeffTRJrd7IQSSJPHDDz80lbGx2RWEYRCvrkYPhkACYQoMLYaJQJgCZ2Iirox0VJ8foRvEg0He+XouqqpydNc84tXVuDOzSBnQD2daGiIWA0lCdrkJbc4nUlmJEQwhNB01OQl3ZjqJbdui1dYS3LSZ3glJtEtL543332dEp04oHg9mNIYRjoAs40pLxZ3TDndaOu7MjO28xm1sWiVPQf2iehaxiCK5iCd7PolSqIAfSyEfBiQDjYn7NCCAFTM9HjgIXC+4mBqZyvHB45moTOTjbz7mlAGn8OpHr1JTU2OH8P5OWlTSl156KWeffTaVlZVce+21fPfdd9xxxx3Nln/ggQeYMmUKubm5u1VQm78XejBIrKraGs5OSgJVIV5RiRGJQSiMs3Nnknr1wpWWiqnrBNatJ1xdw/tffsnwXr1IlMHRqRP+jh0Quo5eX4+kqoQ2FxKvqiJWUU68rh6EQHF7UBP8uNLTcaam4UhMRI9FqV+2gqM7d2b6gp9Y+e33dGibjbdDDu7cHMxwmHhdPVpdLbHkFELJyXjbt8PTLtued7NpnawEMUNwmXIZK90rSZaTGWWMspTyxcBA4Nc+w24gAWiDZYXLwDWQNjWN//vu/7jBuIG6cB1nbjqT6bHpzJo1i4suumhvnlWrp0UlfcQRR9ClSxe+++47TNPkH//4B126dGm2fLt27TjyyCN3q5A2fx+EEMSra9Dr65HdLlxpaQBEikuIVdcQr6pE9vtIOeggHAl+AOJV1ZixKN+sX0ddKMSxnbpg6gbedtm409PRAgECa9cSKSrGiMYwtThqUiLO5CSEruPw+9Hq6yj7/EucKWk4kvyoiYm4c3I4urSMGQsX8OnmjVzSvj2hzQXE6+rwtMvGkZKCGY+hRyOIWkEwGiVWWYm/W1ccvr/XEn02rRwTmAJvVL3BXP9cFBQu8F+Au70brgb60eTNvUMUoC2WwlaASdAr1osP532IFJOgAPpl9+OVl17hwgsvtDuyv4MWlfTNN9/MPffcs12s9D//+U8ee+yxHZYfO3Ys9913H8OHD0dVt+7edhiwaQlhmsTKyzEiUdTEBJypqWCaRIpLrDnj8nJUrw85KalJQWuBALGKChDw5vvvk52SwsAePfF36YQjwY/kciHq69FjcSRA8XrQcLNi82Y2hUJURCPokQhd2mQxKq870YpytLoaJCSUxEQ6HNSPQxb9xKfLlnHegQehOhyWjIEgrswMFLcbMxa3ZE4CYRrULVlGQl7XnZ+sjc3+xDtQ/nU5t3tvJ5dcCijgrE5nwfXA78nn4we60aSopWqJ4MIgdyl3cVTdUTwYeJBFixYxcKC98Mau0qySvu222ygrK2PRokXbpQXVdZ3CwsJmdzh//ny+/vprvv322+22v//++7tBXJu/KsI0iZaVY0ajONPScCQmABCtrEQPBoiWlSMpCsl9+7ClYDNgOZRFS0rRwhHy8zexcNVKLh4+gtR+fUk/+GCCGzdS+/Ni4jU1qIkJODp0IBYIcNZ//k1lg8+E1+VCkWVGDxyEcuBByCmCq/5vGod06cIJPXqS4Pcz+sCD+H7TJpYgOGbIIaCb6PV1GPG4ZU1rGlptLdGiLbjbZiN0g8DqtZihwD67njY2u0wQeACmMIWIFCFRSmSQZxB5N+f9PgXdiBPoDAjgIghvCfNB7AM6GB3wKT5efv5lW0n/DppV0uPGjWPdunWsWbOGY489tmm7oij069ev2R2uXLmSr7/+er9eON5m/8JS0GWYsRiujAxUvzVUrNXXowUChEvKMONxkvv2wZmeBgWbEUIQLS8nXlsHhs4b776DLEmcOmYs6UMOQaupIV5bR6yigi3VNXzx9TwuO+ts/ImJXDZmLGmZbchLTcUX05A8TvTaOrRgkFrj/9k77zgpyvvxv6duvb5X4DiOjlRRVBQblmCJir2LGmOJLWpi+MWY+NVYYpo1mliiolijsSS2RCyxdwQ8ervj+t3e9p3+++PZKygIKkfRffOa17Gzs7OfmZ2Zz/OpjwV43P3aqzzy7jucMGUPTjvuWCpff5Vn33mbQw84EMmvoBUWkG1tw8mk8VVU4C+PkGpsJNu4Fj0SwQOc5hZSq1cTqs1PfZlnG+ZWiC6M8lnwM472juZR71Eum3EZ7Pkt9tmtqG2oOLWCq/56FZf4LmEXaxeee+E5rm67msLyws10AN9tNqikJ0yYwIQJE5g6dSpVVVUAmKZJe3v7l6b860skEsG27bySzrNJeJ6H0dqKmzXwVZSj5mK5rmlidnZitLXjJpOEhtQSGFTdE8uy43HMtnY82yG+pp7n33+fvSdMYPShB2F2dJJavYb0mjU8t3ABtzz5DwAO2n13aiurOHK//cm2t+Xi0wZGazNKOIxjmRRksvzxh4ezOpHkkSWLuPf1V/nP4joO2GlnHnl1LmtbWxg0cACyphEcWIXR0YHZ0Y4vEqFgxHCygSDp+no8x0HKGqTXNIDrERo6ZGud4jx5Noi2RoOHoCRTwqvuq/y89OcUKoUc/pvDvzoGvSn4EIr6h3DsJ8fy1PtP8YH6ARk7w9N3P83MK2ZuhiP47rPRmPT8+fO5++67ufTSSzniiCNIJBJceOGFnH766evdvrKykhkzZjB16tR1erXmJ+LIsz6MtjacTBY9UtajoD3Pw2hrx4olsKJdaCXFhEcMR87lOHi2Taa5GSuTxuzs5JW33iSaTnPyaafhGQbphkbalizmmoce4vX5nzFl3DiuOO54Sj2QdY1gTQ2+igqyHR2YnZ3oZWU42SzphrVYXVG0gkLGjB3LTYcfysJMhqefeorTDj6ER16dyxPPPssl55wDnosSDOGTJMxoF1ZXHC+njGVNI7VmNW46hZ1Kka5vAEUmlK94yLMt4UL5Q+V80PAB4xmPETJ40XuRE44+gUDhl1s/fyNCwGiQTpX43eLfsV96PwrdQh6e/TAzz5kJkc3zNd9lNlq4/Le//Y3jjz+el19+mUmTJvHqq6/yzDPPbHD7wYMHc+SRR1JRUUFxcXHPkifPFzE6OnFSabSSErSCgp71VlcXVjJJtqMdDwiPGokaFIWZnufhdsWwYnHsrjiZtU28sGA+lZEI0/beh0xTC6mVK/nF3Xfz5sIF/PTY47jlgouoHjyYogkT8A8ciGfbqAVhVF1DLyqiYMxoJFmYDXpZBF9FOZIskVpdz4TiUv50880M32kndt5hBx5+/TXWLKzDzmRwLRO9pAS9uAhJU7GTKcz2DgKDqgkPHYZnmFjxGHY6RXr1GtKNjVvjNOfJs35eAeNdg1NCp/Cbwt/wVNlTZN0sJ5958ub9nlJgL6g9opbbjds5O3k28xPzmf/IfFFnnecr2agl7Xkeo0eP5u6772afffYhHA6vt9PSHXfcwfnnn8+FF164wX11b5MnjxWPY8fjIou7uKhnvWMYWLEYRmcnTipFwYgR+CO9w20rFoNEAkvVyDa30JpK8f7SJZx/+uk4qZSwYC2Dn5x0EunOTnafMBE9UkZw4AD0SITEosU46QxeNIoaChIcNpToBx9gdETRi4oIjRiOFgqSbWvHSsTpmj8fJRyiYPgwqkdP4aO6Oi6Z28Tg5SUcv6PB/rsG0cvLRcezZAo7nYZ28FcPQK6qxE6lQVYAidSKlciahr+8fCuc8Tx5+hAH7oFbsrdg+kzO08/jXO1cJk6cuNE5GL4R1cCRcOhHh+K11iInb+XUJ65jcvuPmHnEGKZNrtn83/kdYaNKWpZlnn/+ed58801mzZrF66+/vt4atyeffJKRI0d+ZavEp556Kq+k82CnM5gdnSjBgCizytHt5jZjcexoF77SUoK1tT2dvBzDwGhvx02lyZoWjmXw70WfI0kSR08/iPfnzuXj+fOZecwxjPcHUAYOIjxiOIrfj6+sDLOjE72khFQ8jpNMERo2FLOjE6OlDSXop2jMWJRgAM92CFRVooaCpNfU0/n2O7y31qIltCta4J+0L3+D4kETue/jBJK8hgP3HYO/ooIsLdjJNE46jdnWjhQpIxgKk16xEiQJJEgsWYqsaeh571Kerck/YMHbC3jC9wRnZ8+mfdd26hbU8ftf/L5/vk8GdoPXDqzn7+0rKP5oMp2r36e580huf2IeQF5Rb4CNKulZs2Zx++23c9lll1FeXs6dd9653vjywIEDmT179lfua8CAAd9c0jzfCVzTxGhtRdZ1fOXl6wz4rK4u7HQao70DJAiPGI4aFLExz3X57xuLeOSNejrSBZSoDj8cUsbT/3uD/aZMoX7pUs7/4x8oLSzkqH33JRQIUjhuLJIsoRYWYieTuLaNaxgouo5vcAnpVatJLl+FHPBTOHw4/gEDwHUx2juQZBmtoJDQiBEk6+qY88pyLEcmMnxvmhb8i2yiFX9BBQ9/3Mmew9ZSMHok4JF127DTKZx0CqIxgmPH4lk26TVrkCQZCYnE4iUUjR/XE4PPk2eLsgxe/U89fz50HpNCt7My4+fGNX+hqKiof6eT9MNsuw5TdSkfuS+dK9+lY9W7KKP2Y/bzdXklvQE2qqR32WUX7r///p7Xjz766Hq329gMWHnyeI4j6p1lGV9lxTrTP3a7uc1oFDedIjR0GL4+bu7//m8xd/1nNabjARJRW+Uvr7xLVzzObuPGc8EN11NWWMhfL/0ZQV+AggnjkRRFJJvJEk4mK3qBR6P4KitRw2Gin7yM0dFO6W67UjZlt94ktpIS0SBFAj0UpGCH0URXiprnyPA9af78BdqXvsGgnY8l5WqkVq9GCQZEqZUHmTZET/BsFrO1ndCwYXiOTXbtWmSlAuKQWLSYwgnjUfIzauXZkrjw2ux6bq/4FNQwEtAktbBw3qscMuNEAoHNlDC2AdqTGQBCpbUEy4bQtvR1ykfuS3tXpl+/d3smP+NFni1Cdy205zj4Kit6MrWh181tJ1Mim7uomNDQXje3nUzx8NyVOQXdS9Pi1wkWVXHbQw9RFAxyx6WXESkooGD0KLRAADwPtaAAuyuGh7DU1XAYX3mE2Oef46RTonVorsTQV1GBrGnImopWXITnuniug15SSqlPWPxaoIjiQTvRsfIdHNugLKCQSiZ55vHHMTo70CNl+CMRUestSSIJrrOD0PDh+KuqMFrbsFMZjK4YicVL8NYzo1yePP3G6zC7U1iz3bQvexPP80gEd+z3r4+U9A4Cykfui5FoJdGymIgaEHHyPF8ir6TzbBGM9nZcw8RXHkH5Qg291dWFk81gdHbgOQ6hEcN666UtC6O9nfbkummgqfaVpDtXUzZiH0J+H3+5+FIqCgoJ1tQQGFCJm82iFRdhdXWBBFZcWMKBmkGkVq4itXwFvooKyqfti6LrZFtakCRJWPiKghoKooZCOFkL1zA4bpcImiwGCeUj98WxMsRXv8exOxXzxCcfc8Xf7+Uvf/wzjmGgl5bii0SQQyEkVREzecXihIYPR4uUYXZ0YMVjGO0dJJcvx3Nd8uTpdxLAk9Cm91qtrmPRvvxNCgeMJe0WbPizm4mZh4zBp4nBd0nNzqi+MK2L5zLzvTGwBMiPWb9EXknn6XfMzmhPqdUX47Ddbm4rlsCOJwjWDMJfUQH0tgp1LIvSL/TGaa57CUUPMmzUbjz6y18xsLQUPRIhNGoEViyGEgziZrO4jo1jWDipJIHqaqyuGLHPFiDrGiU7TyJQVYW/sgLPdsg2tyCrKr7yCJIkoxYWoAT92JkMu1fJnLVnOSWaSygylMLyISRXvcaulQo/+dGP+MFuU7j1n0/y+99chaRrYuaugjC+0jIkWSHb3IKdzlAwYhhaURFWNIYVjZJpbCZd35CfmzpP//MItL3VhpWO9qzqWPkudjZOxegD1rFy+4tpk2u48LgdKS8KoCgaNbX7EW9aSOX7SfgTsLbfRdju2GhMOpvN8sorr9DV1bXO+lNOOWWDn2lpaaGjo2OdB8+4ceO+uZR5tluseAIrFkMtWLfUCnITarS155LF2lFCYdEMJOcKN9racQ2DzNq1HFoS57GWAixPItO1ltjazxg4/lCOHqoRDCioBWGKxo3BSSSQZAVJVbHjcfAkzM5OfJEIkqbS9d77OJkMJTtPIjR0KIDI/q6owGhtIdvair+yEq2kBKJR9OISXNPCyRpMqQow5chqYp99xlvaPvzyodm8/OEHHL7ffvzx17/hl9ddy9+eeRrD87jm1luQg0G04iIkVSbb2Ey2oYFAzSBCQ4eQWL4CKxYX94gsIesagXxiZZ7+Yj7wCly39jqa5tUzfLfTMWWblrqXCZYOITJoLDMPGbNFRJk2uUYkic2H6Gf7MMWbyy2BW7jupeso268MTgCKNrqb7w2bNJ90PB5n0KBBPeskSdqgkr7pppu47777iPRJ+pEkiVdeeWUziJtne8JOpTA7OkSpVVnpl943o1Hh5m7vwLVMCseN6WlqYkajOOk0VjJJetVqdi1zCAwK82SdwYdvv4is6MyYOIoplRKyT6dgzGhwXTzLRistwYpGQVEw29pQ/Dp6JEJ03jyyLa2Ehg2haOKEdTLL1WAAyssx2trItrTgr6zEsyw8L4FeWoLR2oabzaKGwwSHDmWKZTF84EDufvwxDt17b7RggBt//Wt811/Ps3Nf4YzX/4dXVNDjOfAPUkmvWU161SqCtbWEaqpJrW7ATqegTcggazq+SFn//zB5vl/EgL/DB/M+4AntCS6su5A99tuJ39Xfi5nqYNzep3DR8ZO2fHb1aCiZUcJpy07jr/yVtdZanr3pWaRxEuwGaFtWnG2VjSrplpYWXnjhhU3e4XPPPcfcuXPXUdJ5vn/Y6QxGWxuy78ulVuL9NHY8gRVPiHht7WACuQQuK57A6orhmAaJRYtxbZtgzSD2qK7ijr9eQNeaZew7bjwzdx2KpCiEhg1FKyjEikZRiwqx4wmQJOxEEs+0CA4fSmrVKtLLV+KLlFK6yy5fiosDQqF65BR1K76KcjzHBsAtKcZs68BJp9FLSgkOGMDJu+zGb599mrnvv8/0ffZF0TSuvuIKVn/4MVrDWuxEGGXSJMBDkiRCw4eRXLqC1IqVBGprCAyoItPYgJvNYrS10bVwIaWTdhSu8jx5Ngcp4BFwVjj8KvorBkgD+OnQn+K72Mf/nfgatbW1PHv35cjyVoh86sAP4dz/nss9H9zDx/rHPN74OCf86QS4ERjBt+8f/h1go7/MqFGjaGtr2+QdlpSU5BX09xwnm8VobUVSNfyVleuUWoFIBjPb27EzGYy2dpRwmPCwociq2mN9u45DYtkK7HQKX6QMpbiYS6+6ivnLlqEpCpcfdzySLBMYWE2wpgarK4oS8OOaJp5j47kuVlcUX1UlVjxOfGEdkqZRvNMkfKUlG5RdDYfwlUeE4mxtRS8rQ/H70AoL0EqKsDMZnHSS4OAaDpyyOzWlZdx0zz2YjoXi96PIEkN32RnJ7+PB++7njJNPxi0oQAn4UXUfhWNGowQDpFeuAllCj1SALOFaNmZ7B50ffoQZy6e55tkMxID3gQ8gOz/LKHMUv8n8huDVQR575TGWLl3KCSecsHUUdDc1UHF8BacHTwcPfhP8Da3/a4WHgdatJ9a2xEZ/nYMPPphDDjmEk08+mZkzZ/YsX2ThwoUsXLiQsWPHcu211zJv3ryedQsXLuwX4fNsezjZLNnmFiRVwV9V2VNG1Y0ot2rDMSyyrW14tk3B6JGo4TB2MoXR1obrOqQbGjA7OlDDBfjKIqjhMJncHNDH7jGV0qJC9NJiCnYYhRXtQlJUJE3HzWSRNI1scytaURGSqhCbNx8nm6Vo7A6Ec3Hor0INh/FVlOMaBkZrG76IyEjXiorQCotw0hnsVIqikcO5cPpBrG5u4oGH5oAkoQZDSLJE4Q6jqSgq5vV33uG4o44iqSgoAT+yLFM4bhxaYRGZ+gaQQCsuERa7JGHFYnS8/Q5GNLpROfPk2SDtwHLgVaARQmtC3B67nSOOPoL4hDi/u/F37Lbbbuy557eZj3IzoALT4NJ9LqVQKiQlpbjCuwJvtgf/QWSkf8/ZqLv7L3/5C+eeey6DNzKDz0UXXbTO67lz5/b8f1uLSb/2UT2zX6ijPZohUhJg5iH53rGbAzudyVnQKv6qynVqobsxOzpxDROzK4odjxEeOZJAZSVWIoHZ3oGHR6axCaOlFSUYQCkqJubYBFrbaGnvYEBJKYdPnowWClEwdixOKoXnuqLcKtqFpGsYzS3IioxaWkL8swUYnVHCw4ZSNGH8l6z6DaGGQiDJGK2tZFtaxTzWdOB5wgq343FczWP/6T9g9w/e465/PMHhBxzA4AkT8FwXxzA4+IjDGVJdzdWPPMwPDz2UB+fMYXCRUPKF48eTXLIYo6UVORRCDYWwkmn0kiIcw6D9zbcp3mkSoUHVm/Mn2qzk76NtEBdoAKLAIvCaPK758BpOlE5k9NDR8FO4efbNdHZ2MmfOHEzT3MoCAwOg5KgSZn06i181/4r56nwSzQkK7yiEapAC32+f90aVdCAQ4Oyzz97ojvoq5W2Z1z6q5/Yn5mFYoiCvLZrJ947dDFiJBGZHB7Kmr9eCBjC7YtiJBFYyidnahq+igtDQIWJ9PI7nuWSaWjDbO5D8Omg6V917N58tWcIhO+7IytYWbjjjTHS/n8IxY5AlGcfIopUUY8XiSJoqEs4MA/+gQaSWLifb2Ih/QCXFO+2I4vd/rWNSgwGkAVUYLS0YrW3opSXggWdZ4IGdTiIrCpccfyKn3HgDN9x8Ezf97kb8lZW4nZ3IqsrhJxxHRVERsx64j+OOOYa3330XRZJwUmkKxoxB9vtJr6kHCRRVxerowldVgWdZdH30MXY8QXj40PXG0Lcm+ftoGyQNrAGM3OvP4MG5D3KXfhe1wVpGXzeaBYkF3Pv3eznppJOYMGECH3300VYUOIcETIFTDzuVB+5/gBQpsa4OuBX043SRSPY9LRje6GFPnTqVOXPm0NraSldXV8+yvTL7hbqeB0s3huUw+4W6rSTR9o3neZidUcz2DhS/f4MK2k4msaJRHNMk29iE7PdRMHIEdleXsEo9l0xjE1ZnFFn34eo+Zv31r7zwv/+x+6hR3P/f/7LP+AlM23ESclUVaiiIk06jlRRjJ5NIEjimid0VR49EyDY2klq1GqWgkOKJE/GVfjm7fFNQfD78AwYgKYo4xmAQvbgYNRRAKyhEVlVGjBjJzH2n8Z/PPuORe+7BSiVFuZnrogdDTD30h9x98SVcPuNInOZm9NJSpFAQzzAIDR1KwejRyKqGnc3g2iaZhrUoPh9KQZjk0qVEP50nytFs+9v+XJuN/H20DeEAjcBSwAMGAq/C4rcWc3XmaqZlpzHziJmkRqb4yRU/IRKJ8Mtf/nKrivwlykHdX+UP4/9AM81cWngpt8q34rzjUP5Eee+xfQ/ZqCV93333YZomv/3tb3vWSZJEXd32eTO2R9ffI3ZD6/NsGM9xyHaXJhUUoJeVrneGNDuZEh3HbJvM2kbRVWzkcJxUCteycR2HbFMTdiKFWlRALJniZ3/6Ix/V1fHTY47jiVf+Q1lhIb866ST8A6qQjSxOOoNaXISTyeDZNigKRmMzcjiElYiTWr4S2adTNH4sweqB3+o4ZU0jMHAARns7djyOrOvoZaUYrW1ACFn3c+4JJ/HxsqX86dlnGDNoEFNOPRUpFMIxDJRggB322ovqJYuIvvs+/3z2WZ6cO5ebb7yRSsBXHkErCJFYvIxMSxNOJktiyRICQ4eKxLfOKLHMQgI1NfhKStCKCtcZCHmeh2uaImnOskXinOP09CmQJAlkGUlRkTVVtD7V9fUOpjaV/H20DeABnUAzYANlQCXwNGQ+yvCTJT8hLIW5ueJm5AtkrrjnClatWsVjjz1G6TcctPYrO8IuR+zCL5p+wQ0tN/Ci/0VSRoqL37kY7gIuBDaeUvKdY6NK+rPPPtsScnwrvk5bxUhJgLb1PEjKCn2it7TrIXyafYZtPYpHQpKl3r+yjCTLSIoiGmgoMpKqimU9yuq7hJ1MYXR0gOeiR8p66pu/SHes2bVt0o2NWPE4gYEDc+7iDJ7rkmloAA985aV4jsefHnyAz5Yu5TdnnMm/X3uNllicOy64iLKqAYSG1MJn81GLi/BMCzdrIOk66dWrkTQVz3ZJLluOJ0HRDjsQHjb0WymjbiRZxl9RgRWPY3ZG8QCttBSzvR0kmfDgQVx30cWc/Jtf84v77+M2WcYbO050F4vFUYMBCseNJ7F4CW5zC4sXLeLgGTO4/JJLOOGQQ1F0H0UTx6OuKSK1ciVmRwfxz+YTHj6MQM1g3Gya1IqV2OUJtMJCZF0oWs9xcA2j18qQEEl0igyScJR5rotn23h2eh1rRFIU7G94bjZ0H22JrlXfe1xEzLkVMIEQQnkFgPeAN+BvL/2Nxdpi5mTnUH51Obe/eDv/ePYfXHbZZUydOnXryf5VFAO7wPn15/PWw2/xpvEmt/tuZ0JqAof96zBRsnUuMGSrSrnF2aCSfuaZZ5gxYwb33Xffet8/88wz+02or0tmbSOuz4ekqj2zHkndDyjPE00uHBvXdjhh13LumluPafc+rXRV4sSpA/BsB/oq4T4Ine3h2a7Yp+eJwcEGBgiSIiwXSRUK3EskMbtiInFJylk3SL11gJLUa/H0KP5tLwjjmiZmZydOJitqoCMR5PXM5NTtBrfjcRzTJNXQgNncin9gJYrfh2sYuXml25E0DV9pGbZtIuHy0+NP4NDJu3Dfs8/w8aqV/OqEk9hp3FhCQ4eA40BBGGwbJ51G0jUyDfXit1NUUsuXAxIFI0dSMGrEZo/laoWFKIGAyEI3TNSiIqzOTpxUiuG77sJNl17GhX/8A5f8/e/8+qCDSRUU4K+swM5kUAMBCseO4SC/jzFDhvCHZ57m/66/nqeefprfXHQx40aNIjioGr2okNSKFSRWrCK28HPSzS0U7jAKHIfUylXgeqhFBaiBAGphAXpJKVpREYrft9EBomvbuKaFZ5k4hoGXyX6j8zDzkDHrxKQBfJqyxbpWfS8xEZZzB8JyDiCUc2Hu/QXA08DjcF7beYwNj2XapdP464K/csO9N3DUUUdxySWXbHm5vw7DQd5N5o76OzjuteNYZC/ip8GfMrRlKOOeGScGmWcBI7e2oFuODSrp1atXA7BkyZItJsw3RSsqRPY8PMcR7s+cYhYKUOpRerKmMW2XwaihEHPmrqQ9liVSHGDmoV/OSvVct0cR91giOaXcraTxwOtjdXcrciQJXA9cB892cB0TL50WXbC+Bj2KvttFqWlImoasqt/KOuxp1/rFvwgXtmvbvetyD3zPskTjkVQKSVHQS0tQCwvXqxCcTIZMSwtmtAsnkSDV0ICdSOKvrEAvLgUpl+VtGqihIIRC3PzgbD77fCG3XnQxscYm7vjHE8yvr+eXxx/PYXvsTnBwDYrfjx6JIK1YgZ1MgSyTaWjESiSRNY30mjXIkkdw6FAKR49EDQa/8Tn6KoT7eyBWPIEZjUJJCdnmFrJNzew+bV9uU1Uu/N0N/Pr5f/Er22bnXSajl0XwlZagFhUSHj6coQE/N1dU8srnC7n58cdoi3Xlmpq0I8kSelmEkOeRXL6CbH0DRmMjgZpBBGoHI8sKkgeu7eJkTcxoJ1Yshqz7kH26GNx5Xu/1r8g9rVJlTUVSNZRQSJSoGQa0b3ofhG6675d8dnc/4yJmh+qktxypECgHwn22WwE8Af+Z8x92bduVYq2YfY7ah980/IZ7X7qXI444gptvvhllM3iV+pViRCeyvUt4vOtxjvrkKJY5yzgzdCbvrn0X+RkZkghFvSPfi2Qyyfsanf1N06S9vZ2BA79djG99PPfcc9x5553Yts3pp5/+lb3BuzEMgwULFjBmxAj8oZCwPiVJKFXHEX8tG9ey8GxbKB/XxXUcoWxdVyhTPFzHxjVMXNMSsT3bxrEsYbn1tZYlSSyylLN+ZWF1d1vCktxrEatiYCCpGktWLGfM+HEiLtjtEscDSe71QLounufi2Y6Q37LxbBPHtPAsm9yoICdHH7emrCArco9skizhISEhgeTl3J5e7nVOqfYMLNb1CiyqW8ToUSPxHHGenGwGJ5XGzWbx8FB8fjENo6zkjpceb4Bn2VjJJE4qg2ObSK6HGY8hoxCorSE4eBBOKo2TzuA6NmogyKK2Fq648fcsW7mCGXvuxajycu544Xk8z2PW0cdy4C67EB46hPDQIWglot3nZx98yJixYzBaWjE7o6BpOLEEyBAcXEPByJFf6hPeX3iOgxWLY8ZiZJuasbqiyOEw8xYs4PJbbyGaSnHqrrtx3JTdCfr9aEVF+MrKUAI+oWC7otiyQunIkfgHVvGn229n8aJFnPzDw5gyaRKyB6nVq0iuXoMdj6OGgwQHDkKrrMDLZHAMCxwLJNFWVA0GUQsL0UtKUEIhFF3P3Q+28Db0vd1lGVuWWNbayqhRo1iyZAnjx4/Ht41lkvflo48+YvLkyVtbjI3yreT0EIqoK7e4CFdvCVCa+39flgEPw5w75zBLmsWpmVM5ZpdjuKLrCj5v/JyzzjqL3/zmN6jrKYncJs9nApHZ/T/oeLaDM1aewcfOxxwiHcKv07+mtqgWpiJ6fB/CNtE+tFsX9cf9s9GY9H/+8x/effddLr30Uo444ggSiQQXXnghp59++mYToqWlhZtuuomnnnoKXdc58cQTmTJlCiNGjNikz3d++BGKYeF5jogpd1sQUs6Klns1iYcnlKBtCUVkW7imBY6Lh9ureBUF2edD1nXhRuy2ZBUVWdfEfiU5pzSFQnMNC8cycU1DlOnYwsXu2Q7u2nqi2Qy49CpQTUaScrFsWQZZRlZkZE0X3+PTkHQdRdeQgv6eAQVuTrEiCSVrW9hmzsrvUca9gwdAyCrRJ75Obn3P/8T5cWyRZZwbsEiShBIIoEfKUENh4b73POFBcD0818HJGjiZLK5tI8kKanEhsuNg5ya20MsjqMEQRksbnmMj+30Y/hC/vedu/vnvf1NeUsKRU/fk/c8X8kw0ytiBA/nNiScxeGA1oSG1FI8fj+zTxVzM6RSuZZFauQo7FgdVxTNNJE0lOLia8LDhW0xBAz1eBa2oEL2kmExDI5nGRsYOGMAfTzmV2W++yQPvvcs/53/G0btNYe8hQxnc2oYWCiAHgniui5tI0t7cilZajD+b5dO6Ol57/31qKis5dM89+cEuu1E9ZAjplavItrWSbmxB1XX0inL8VVVoBQXImpb77QzsdAuZpiZkWUX2CcWthELIfh+ShxgIui6uZWO5Lqjf0hxxgAyQRZT/GAh3bKbPejO3zmGdgSYqQun4EO7bMGJyhVDu9UafUN8h0ohYcxfiXCkIy7KEda3mbhxELfRfPf7y6F+4Qb+B8dZ4llUu48jPj6S8uJwH7nmAAw85cAsdwGaiADEY2QXKYmU8EHuAx63H+X3s97wYeJED0wfy47k/ZveG3VEXq0JZf3Ubj29G9zXcfe16iGtWQQwMfLmln9OPNmpJH3vssVx33XUsXLiQN998k2uuuYaZM2fy1FNPbTYh/vnPf/LBBx9w/fXXA6KBiud5XHjhhV/5ue7RS+GChUJJA5Is4eY8zsJC9HKGpIwnnlCiDV7O6pVVGWThUu52icuqCoqMLMtCEdpWzn0oCUPEcXE9V1jCHnhOLjYtDFYRE/dkkD3ea4FnVkPUhBLN47DKLLsUm+BJSHh4soykSCApyLKCossgKb3WOuQGGyqoKoqmigGDruYUuI6i+5BUDUlThIUrS+D1uXK8nIXe/VN3K3lXWOy4rhhMuC6LFi9izA5jkFUV2e9H8fuRfbmhe84LIbwTJm7WwDFMnEwWx8jgOaKJh9Xejp1JI2k6enExjqZi2DYZWSZqGiQsm/rWFm67805USSKaEH68UZFyZu65F3tP2R1/UQGhwYMp3mkSTipFtq1dzMucSbPiw48ZOGAASiAgLEhFJVBdTWjYkA0msG0pPM/DisVIrV7NonfeJYLE56tX89B77/L24kUADCwtZcyAAYyorKKquITyUJCQ6+F3XPw+HdXv4+3V9Ty/4DM+a6jngFE78Isf/ADP9Xh3zSpGFRQS9iQ8x0bRdJRgALWgAK0gjKT7yV2UeLYLtoXruoCEpMqgqLk2kBKS5OHoPuJjd9h0S9pDKOEUQqmkEErYQrShjAItiI5XnQiLMJV7v1tBi68XfwMIhRxEKKNihJIO93mvBF5rqWf2O3W0xTKUbweu9U22ULP0KmYTcV4KEeeigB53rud5WJZFJpMhmUzS1dRF2+ttLH9oOfc23stqdTWyJ+NKLpWhSs476jxOvexUgpVfHfLZJi1pENfWUqAFmu5rYkDTAOZn53PU2qPIuCJhsdgrZmdlZyYOmMiQvYdQPb2asiFlFBUVEQ6H8fv96/UebJBuD0a7+F6SiN/EzS3d16xK7+BSB4rACBgsaN9KlrTneYwePZq7776bffbZh3A4vNnnvm1tbaW8vLzndUVFxSZnlZ977rmku2J8rSK6PtbkBpNsvhBvpjtxzPvCRrnkry/YpyCB7UkY3rpWyuuAXwFV+sI++ny07z76fnfv137VsX5JmPWzgX24rtvzEBe/87rf2/dTUvduJHGdeJ6H2/0XsBwnpyDWT2EgwLBIORNG78CeQ4czaswYCkaOwJMkfGUlBKoHEfv8c7Jrm7DiceEFMS1cSUIpCIPjogQChGoHE6wZ9LWblfQHkiShFxejFRWhdnVRGipgYijM74YMowuXN+vqeG9xHfNXr+GVr2iXK0sSqiyjqypvrVrBUffcBR6kTKPne5Tcosoyct8KBKlXFuh7+az7m0uShKaq/P3hhwE49dRTUSW1eze9eH0WdwOv+6z3PA8HBxcX3RMDvCxZLCz6XkESEgXkZj3DxMNDlmRkZBRJ6VHmluySkdatEX/l7xDQVDSl20O0vh9jPevWd9n3gyVk2/Y6CsJb5zlC7/nqEcvrVciIe8jJ3T+WZWPbNusXHiRFYhCDOHjswRw89mB23WdX1Olqb0LZ9kgQEXf3ILF7ggELBjBh5QReGf4KZzadyeLkYsrlchrsBl5reA33URce/fJuZFlG0zQURUGWheElIfWG6sjdJ92KuPtx1feR/EUdsYHH7/0P3/9tjniDbFRJy7LM888/z5tvvsmsWbN4/fXXN3t5keu66+zT87xN/o699tqL+GfzRa2sLKxjYYUqPXFjJGnd+zD3A3kemLaFYZjYloVj21g5y3JAKAyeS0MiQcI0cckpIEBXVHaIRACJFdFOUpYpHi6yhCLLBDSNmuISFrgRTL6cqKHhMFGP4km5p5BMr9zQY6FD7k/Ofd8T96Y7luzmHpAiya3nb++BrrvvPvtBFrFzT+rNZPe69+Xm4vAeXz5v3X+7Fbibc68jEt3Iueujjs7KtB9P1pCV7kUnklnNEQNCVAdDFKoqkueK36qggJZEjLZ338XVNNA1ZMMAx8HTdKRAAE+WRIhd12hYvQYKC5ADfqSuKFI8tknXy5ZEDodZ6di4ZSW4sS48I8tuE8YzZe+9QNNIt7bS1rCW9s4OktksScvCsCzMVBrbMHAcGxcJN1fuZ3susUSSaDJBLJMhns2SsSzGVlRSEQjQkUoxr62VgKriV1V8iopPUxlYWIhf1bBcF8t20BQFTRa/oebrHdjstdde+Bf7kQ0ZyZWE5euC5ImHmOTmBqS2hORKuLaL4ihInsRqdzVLpaXEpBhZqTdj/OTsySiewqfapzTIDaioPdeLisoB2QMAeNX3Kg1qQ8/nJFei3C5nujWd10evxaet2zgFwO8o7NlRgSd7oNDzFwnhNYMeBe5JOSUoi+08pc9nui373Pbd6zzZW+d9T+pzQ+QufwlpnQGK5InBreRJPa/xQLIkZEdGMsW567bMPMXDU3tl63GnqiBpEq22xbJUFk9SRAhM0VFlH/LKlVy39CJqlVq80R7uwS56SseqtJhfOR936aaXpW4TXcfWhwv+1X6ohCXGEopaiwhFQ8wpncOfgn/ikdZHmOibyKfmp7RmW2l2m+mQO4ipMRLBBMlgEjNgYuomjuzgyi6O19s/ABskQxLXuyWt89sDPa971nVfP93XVvegSvZw9U0/31+XjSrpWbNmcfvtt3PZZZdRXl7OnXfeyZVXXrlZhaiqquLDDz/sed3W1kZFRcUmffa0007jpv/7P5LRLmRPQvIcPDyu/uHh6LqPxz7+kNcWLcJwbAzLJmMaeJ7HP350Nq5pcv1/XuadVSvW2Wex388fjzgKWVf57X9epr6hHl1V0VUVVZapLCziZwf/EM+yuOG/L7GorRXTtjEcG9NxGFJUzEU7TuIqeZ8vxYBBKNiLlLeRkLng+eeIZjIENI2gphPUNXYcMJBTd5oMqsJj8z4BJEKaRtDnI6RrDCgoZEiuGUFHOo1P1QhoGookg+TiOeB5du7hIS4eSZJB6c3w9UDE4W27N3Pdc0kkUxSVlOQyynUkTcOVJdKWRTqTJZnNUBYIUqBptMcTvLKkjs5Mho5UiuZEnMauLq6acRQvqHswwPny5VUsT2HPyCqRkOd5eJqGv6oSRdewojHkUg29sBhZk5GDIbTiItxsFisWx01nkTSVtbEuxk3bl0BV1TZhPW+Ijz76iF122w0Ao7OTrk/mYbS3oYbC+MpKCUyejBoK4lo2diqFk83gWTayomAZWayuGHYshmuYoCgoPh3F50dSNVzTwElnSKcSeK6HJsssXr2Sp995l9Z4jNZEgs5kkngizi+OPoYdqgfx708/4cZnngaEpR7y+/nhPvv2yHveeecx/hfj8aV868aNHeg0OvnQ+JBl9jIWu4upo46l0lJeTb7KEGsIc3xzeNj3MNOcaYxiFMMYRq1ay4jQCJSAAn5E/E5FKCEPEefLAhlw0g6tRisNTgMrWclylqN4Cr9I/4Ijdn9mnehND57Hnx88EhR4SnkKT/YIy2H8mh+/6qdCq2CofyjIsMJdgeIoqKjoro6GRoAAPqWPa1KhV1H29RZ0n4e+yrzvdq44Rz2LDclEkrAaBgs8y8NwDVKkSEkpMnIGQzIYpA2ilFLixFnkLRIDIFfCcR0sx2KsPZbLD/+IAeH1NIgZOImR7kgGnjBQTOnYDEwAjsmd501km3V3dzMGPv/X54w6aBQMB/4LdMIfvT9ywuATSGkpygJl+Jv8PLDqAfax9mFPY0+qolVIHX0SW3O/n+d5xO04bV4brV4rk6xJBKUg72vv8y/9XySlJCYmpmQiI/Nb47eUS+W8o73D2+rbFMvFlMlllKlllKvljJBHoEoqRrnBAhb0yynYqJLeZZdduP/++wGR3f3nP/95s2d3T506ldtuu43Ozk4CgQAvv/zyOh3ONoanKKQ8F88VLiIZCV9lJbJhoAIFmkqZruMPKfgUmYCqkmluQVJkDhs5kqk1NYQCAcKBACF/gLDfh+zXwZO48sDpInbb7bbtLr3KpPEkif837QA8z+2xQLuTuSQPilyT2HrumKCTxjEN8DymVg2kM5MhbVlkbJu0ZZJNJMg0NYEE//j0E5KWtc7nfzBkKD/dfSqeInPqww/h5kaGqizj0zSO2nkyP9p7H7KmyYVzHkSVZVRJRpEkZDwOGD6SA0eMJG5a3PDaK3jkni2eR8Y0OHmfaRy6886sam3hrJtvFd6FPlz2g+kctuNOxLwY97zzNgFdp6yggAHFxYyurqYwHCaaWn+pR5er4hoGkqKg+v3IwQBORye256GXleCrqECSFDwZ7EQCo7kFz3HRigoJDBpIoKaG5oZ6wkOGbPL1sS3gKy0lMnV3YgvryLa1YnV2geui5ibXAE8kfyHj2haaz49eHcaprMBJpEQ5WzqNbSWFRRX0o5eV4SuPCKs7mWTMkOGMrKjESWexUylwHEzPRdV82MkUE6oGMuuHh5M0TZKmScqyGDFg3Xv5J+0/oaO1AwODhJTgd9bv2Nvdm/ek9/ix78cAVFLJWHcs+7r7omkaFMEpwVM4peQUEUutBCoQHbAqEG7LIkSMNYxwZfrosXrxQEkrDGgdwIDVA9i1bldYhOhD3Q6RdIC20JcVlZ6yRHkS8OvSX9NFl1CYOc/4MZljuDVxKwAHlh+IIRnrfH5mZiY3pG7A8RxGR0ajezo+fOieju7pnGqeyrnmuSRJcmb4TDQ0VFQ0NGRkjnKO4lDnUNqldmbps7CwMDDIkCHlpbjIvIgjrSNZIC/g4IKDxZd2K3Xglo5bODZ7LIvURRxVetSXju+e6D20h9Y/AYYUDjPwloHiHK4AxgP7s01kOm9WwmBW5M7BKMS5+wCIwq7s2pPEtTC7kCcXP8mD7oOgQCAcoFKq5Fb1Vibbk3nZepn/J/8/uuha5zp43n6eHeUdWeot5XH5cUJSCD9+NDRcXEzdBBc+8T7hz8qfxYc8RI6FBfPt+ZTKpTzof5Cd2KlfTsE2kd1dWVnJpZdeysyZM7Esi2OPPZaJEydu8uevOuoYFMdG8jwc0wbHxk2lcV2XoyfvxpE77iSmAuwunc4lbCmazuTawci5pCtJUkDy8LzuMiZP1JdKsnDldivqXOKZyPAm505GJINJEm7OpTKjHR5Z42H1MQM0yePowS5FwXF4rsWZI4aDbeGZNo5tI7mucPE6Do5tM+fIYzBNk1Q2S9owSFsWjeGh/MmdSMzzs9tR46hsfIdAxyJMx8FwXQaaFvG6RRiuR7miYbkOjmtjux4OHmYyhR2L4dgWlmEgyTKqLOGXFQo1HbWtjfj8BShZgyNGjMKvKARUlaAuLP2RgSCZpmYGyfDkKTMJat01ITnTw/Eoliy6vC83OSnGRJJlZE3FzmSQTRPZ70OvENNBWl0xyIU75ECI8Ijh+AcMwFdWihoMijK71pZvdqFtZZRAQHQVW76CbGsrdjqFEgjgug5qIIAky6LRiKPjWqIUEMdB8fvwV5bjGCZvLY3y1KIsndkUpb4URw5XmFIlI6kaWkEYJRjENQxcy8TOpJGTabxsFiuZIOJ6HDCoBk+RkFBEIllhAX3Vn6RLBHwBiihiBCMoCBeABFO8KTxrP8sIaQRFepGwjEsRWbXVCMVcmXtdgVDWIb5cLrQhihE9pycBM3LrDKATZr49htvfnYfh9mmc4ihcuHR3GACY8Kr1KkmSpJwUWTdLxssQ8SJCTgluytyEIRnYko2JiYWFWzuUH+36Mu3hDDumbqDy43rCq5oxMDAxKffKxeWMg+M5ZKQMdu6fi0un1Qkm2LLNam01Kio+yUfQC1LilRCWw6BBtVzNLGsWYcKE5BABKYAfP+MLx0MpjJZG84j0SI8rVUFBkRVGl4/mCfND2nzr6exWHBCJdY0IS3pPvnsKOodT5IhrqhUYhtBanyESEgF02K1sN+aPnc/CtoV8Wv8pDV0NtCZb8Zf5wYXKeCUHxA+gWC4m4osQH1jBp8NUrvStotxsYWbjPiyKLeqNS38h9HC+dz7nOOcQy8TozHbSnm6nzW6jWC0GCWrDtf12/NtEdvc3pTu7W3/9f8jZLJIsIckiS7o7HUvSVKRAADUQRAsFUUMBJJ8fSdPAskUJlmGJOtLcQ0DUUedqhyWQXKGHu7PAkSRkVUHRdSSfH1lTcopeA0VBVhQkPFzb4a2lXTzxSRcdaZuyoMLR40JMrfGvm5QGInPc9XL13R5Sdx235+K6npDPcni3yebhFfK6ih+XowJr2VFux7WdnCvZxfNETkF3LTWKkuvE1h3z7q7JtnMZ6h6pZJJgKCQGId012KqMhwyqkgvDuPT4LHPZ1bKqIGk+ZJ8oVfso7uexloIvDFBcTqjOsqPUjmdkxWQVpaXopaUoAb+YVCIURCsoQC8VSlnWvvzk2eZddDm+Ss5MUxOpVWuwU0lkXXRu00uKRTmVz5er8beEsrZEmeD/FrZw19yGdbvlyR4nD/WYMkBCDReiFYRQgkFkv1/kHAB2Jo3dFcOKxbHicZxUStTemya2rpLdY/fe7O5Z4/F15Lw/fV29PoQlXIVQCjsgFHIVQlmH6Ndyqe5pMduiGcqLA8ycNoZpQ2t6s8cTCAu6byKbSW9JWDq35MrBXsvUc7s1D4M+it9TuLBzR6bFa8S+ctYSdm5fJutmqedi9sA6LlVUiFtxCssKe8vKQvRmbZfQW76j0GP5oyK2LwUiQBW8Vl/P7c98obObonDhsB2ZFqmBscAYvnHy2/ZwL/XI2Ao0IX7PJkT2dxzxOwQQA0I/4jdOIaoNErn3JcQgxoPXqOf28DwM+Qu/fXZHplEjfsPu66f7NwfxW3WXX3WHNiwgmcvunvUdzu7+tvjLI0jpTHf6EpKuofj9qKEQss+Xa8UpEmU8y8SJJ3KdxLp/PXrriD2Ekpe83EPO620RKnnC6vXAMcBOJIUSddyemmyh1BQUvx/J72e3co0pPyxn+apVjBqzA7KigKLmGpEouUXIJytyT402IEq55N4aaklReP6P/8Py1m3laCHzqm8kJ/3sR+B5uK6LZ5g4WQPXzGKnM+L/2awozXHcXve9lNu/IjKEl69cyeARI0S2tuvRU77ler39ybs7WvWMMzw8z80NEERt+F62hV7i8vRKh84slAVkjhyuMTnsIqmDCY8cTnBwLVoo2JPE9n0iMGAAelkZ6TX1ZJubyDSsJbO2UQxcCgtRC4VVrOg6SjDIm4vXcsd/6kWpfB9MV+K5ZpX99xiEk82KCUuSSeR0WjTM0XUUTUOtqCQwoAqQcEwLO53GyaSxbJt1rqapCMXXXbtcBtQiFPIQhNt6K3R5mja5hmmTa769UsnFwmf/rg6j6wuzeEkOs4fWMe2cmnUVcDfry2z/QsyzO+a+Yt4KJo2dtO6DvlvZ9y3nUeitB7dzi5HbvgGhNCbC7M/raM9kiOgBZtaMYdrEnIIu/uanYrujAhEqqUecQwuhrJsR5X4uQkF3h1GCiOu2eyDkwGtGPTc5n+B+IUXbkBxmV9Qx7cxcWV/fQVoaUZIVRSj+7oFf38tnUz1G34BtIrv721K8446osgy2g2tbeIaRewhlsRNxXMvBs22hp3NNPnoUZC77WazTRMKUquaaifh6lNI6x9w3E911hdKzTOysITqbmYZ4YCaSws3uebhNjSRcL/f93YuQA0nUSote3zKSoiFrIpuTXPMURdORfTrtsfX3Wm7vyuJZlqj1VlSkAh2tqJDuFqXdddJed+9mp/uv09PpDMdD7uxEj5Tlyquknlrt3q5kXu7/NrgejmXhGmL2JdkVrVRkWQK/nz1HKOw1SsHDw81kkRQFX8VgwqNGoG7DCV9bCkXXKRgxnNDgGrItLWRb27DicdLdvcglcX281+zw4OfWlxR0N50pBzUcRvL5RIe4dAYrk8ldl3bPZDCy0rdxjoKsqmiBL0yIcRji4dbdUGLrlp1vfnIWVXvXBmbximeEC/1b4jQ6G26w4dL7oO/bAKbb/eenV6EbMK2qhmmVNcIajyDkC317GbdLwggvThyhtBsRMfkYQol2p8Ko9J5PBdDhNbee2xvnfUlBd9OeyIgB6Vfh0NsfIIOw1Lt/w35ik7O7L7300p7s7l/96lf9J9E3wOzoENaj6+HhitizoqCGQ8hKUa75h5ZrGyoLC1WRRdMSVe1pYCIp6jpWq5RzFfdMeJFbNkR3O1LXsnuypl1btCRt+fRTiocNF+scMWjwHGHVSgjXdLfCx3NwDBOcLD21YhJ4rkeJX6Iz++WLrDQoE6tbLAYisG5J1hc27+k9npM5txLXdXCam0lqPnDtntageMLfLwEouUYYfQY6sprrxBYSndkU3QdKzh2eU+qy34e/ohytcHsu3uwfZF0nWFNDsKZGNIOJx3GzWexUGtcwePrtNZhfUeFRGpAx2zt6yg1V3YenacJd7jg9IQ3XtsTDv083OkdRobBPO6sd+VrZwdsrW3UWr+4mLuv7KrvP0q1kuhtnfA/6VG8SEsKjU4SIUe+OUNIdCOWdpjeuHEJ4GyIw+9Y6jC8kwfZlk357BTFw/eLg1YB+Su7+etndAI8+up6K8a1MYOBAdEXJdQ0TSncdZftFRSvLX6lsvyndFvL64qhKUxMFo0YKxdyjoB3hIs653nuUdC4e7TqO6Dtu5XqKGyZHj5WY/Wl6nYe2LsMRNS7Z5mYRQ0fqcZX3uLMlch6Abte98N57uUQvDzFgwBbdxLr7j8s5i0u4TnvnIlZ0Ped10EWrUEUUEYqogtvbJ1qS0AoLvzQHcp71o/h8KH0a+wB0zl65we19mszMH46laMeB9Ik/CG9HzwBNhC48NzeAtGzRFtd1sWwLEokN7v+7yjY7i1d3N6s8m46KCMuU5V73zaXow4a8J7CN/PYbYKOXwyeffMJdd91FOp0WnaRcl4aGBl577bUtIN6mERpSu01PCtBNT3x5PUp8Q/SdjQvP47DJHgXDGnjoP8toj2UpK/Jx8r6D2WtUaY/y75lAxHHWeVB39zJZZxKQnItdTASi0lhQQOUuk4VSlsX82KJtaB/vQO4hLwYYItHNs2y6W5lKmoYSCPQs21p4ZHtjQ1afLEtceNykb9Ue0zAMWNBPJsA2TH4Wr+8wG3jcfPV9tOM2+9tvVElfeeWVzJgxg5deeokTTzyRV155henTp28J2fJAz5zSfa3Q/fcYzv57DO+X75PDa3J1u31QFDHF3XYwEPousiGrb1t+sGwPdCej5fl+sL3eRxtV0pIkcc455xCNRhk2bBiHH344xxxzzJaQLU+ePOStvjx5Ngfb6320USUdyllVgwcPZunSpUyePDk3AUOePHm2FHmrL0+eb8/2eB9tVElPnDiRSy65hJ/+9Kece+65rFq16utN/5UnT548efLk+UZs1CS+4oorOOOMMxg6dChXXHEFruvypz/9aUvIlidPnjx58nyv2aSY9KRJkwCYNm0a06ZN62eR8uTJkydPnjyQL4/PkydPnjx5tlm26+Bydw9x01z/dG7bGobRj73jNiPbg5zbg4yw7cvZfe+4uc5z28O9tK2f027ycm4+tnUZu++b/pjXYqOzYG3LxGIxli1btrXFyJNnu6eqqorm5uatLUaePNs1I0aMoKioaLPuM+/uzpMnT76sMk+ebZTt2t3d3Qp01KhR6Ho/zhW2GViwQMw1uq2zPci5PcgI24ecpmmyZMkSgsEgsO3fS9vDOYW8nJuT7UHG7vuoP9pTb9dKursntK7r20Xv7u1BRtg+5NweZITtR85uS3p7uJe2dfm6ycu5+dgeZAT6ZZ6CvI8rT548efLk2UbZoJK+//77cb5i7s08efLkyZMnT/+yQSX9+9//njPOOIOWlpYtKU+ePHny5MmTJ8cGlfSoUaM46KCDOProo/nb3/5GOp3eknLlyZMnT54833s2mDgmSRKnnnoqe++9NzfffDPTpk3jwAMPZI899qC6upqdd955S8qZJ0+ePHnyfO/YaHZ3bW0tN910E83Nzbz44ou8+OKLrFmzhueee25LyJcnT548efJ8b9mgkv5iI7KqqirOOOMMzjjjjP6WKU+ePHny5MnDV8SkH3zwwS0pR548efLkyZPnC2zQki4oKGDOnDm89NJLtLW1oWkatbW1HH744UyfPn1LypgnT548efJ8L9mgkr7ttttobW3lrLPO4rnnnmPnnXemsLCQu+66i8bGxrzbO0+ePHny5OlnNqikX331VZ566ikA9thjD8466ywefPBB9ttvP4477ri8ks6TJ0+ePHn6mQ3GpFOpFJZlAWDbNl1dXQCEQqF+mzEnmUxy2GGH0dDQ0C/7z5MnT548ebYnNqhtp0yZwvnnn8/TTz/NJZdcwt57701bWxs/+clPmDRp0mYXZN68eZx00kmsWrVqs+87T55tke14Kvc8efJsITaopK+88komTpzIiy++yKRJk7j00kuRJIn99tuPq6++erML8vjjj3PVVVdRUVGx2fedJ8+2gue6WPEEmcZG0qtWE1++nJUffUy2owMv3ys/T55vhOd5tLW1YRjG1hZls7PBmLSu61x00UXrrItEIhx//PH9Ish1113XL/vNk2dbwbUssi2teJbFx59/zq333sO8+fNJpdMUhguYNH4cv7riCsZPnry1Rc2TZ7ugvb2dq6++mrfeeouWlhZ0XWfcuHH8+Mc/5sgjj9za4m0WJG8b87ntv//+zJ49m0GDBm10W8MwWLBgwRaQKk+eb4dnmni5vI65H3/MHXfdRUlJCbvuuivV1dWsWrGC999/H8M0+dlPzme3/ab1y9y0G2LUqFEsWbJki31fnjzflpUrV3LttdcSi8XYY489GDFiBJ2dnXzyySesWrWKY445htNOO63fcqjWx/jx4zf/3NfeNsZ+++3n1dfXb9K22WzW+/DDD71sNtvPUn17Pvzww60twiaxPci5Pcjoeb1yOobhJVet9lL1Dd79f/+7N3DgQO+E447zWlet8pKrVnvRz+Z7XZ/XeUvfedc7cJ99vOrqau/Jv/7NM6Jdnus4/Spj9z0Uj8e3i3tpe/vtt3W2BznXJ+OSJUu8kSNHejvvvLM3b968dd4zTdP7xS9+4Q0cONCbNWvWFpGxP3XRlhti5MnzPcRzHLItrUgSdNgW1153HVN33pmbL7oYY958op98Qmr1KozWViLBIE/MmcMOI0dy9W230lJXR6axEec7GGfLk+eb4rouP//5z9E0jeeee46JEyeu876mafzud7/j7LPP5sEHH+TNN9/cSpJuHjaqpFOpFL///e854ogjOOqoo7j11lsxTXNLyJYnz3aP0daG59hoZWXMuvxyXNdl1vEnklm5GrOtDSedRZIUXNMitXo12brFXPuLWXTGYvzpvr9jp7Nkm5qwk6mtfSh58mwTzJ49mw8//JD/+7//Y+DAgevdRpIkZs2axZAhQ5g1axaZTGYLS7n52KiSvvLKK2lpaeGXv/wll19+OStWrODaa6/tN4Hmzp27SfHoPHm2dbxMBjuVRvL5eeKev/P6229z7qGHElFk9IIwpbtPoXzfvSnYYRThYUMoHDceSZEZZFqcdsQRPPHvf/Px5wtAUcm2tpJtacFoayfT1ESmqRmzM5q3svN8r2hubuaGG25gn3324dhjj/3KbQOBADfeeCOrVq3illtu2UISbn42qqQ///xz/vSnP7HHHnswdepU/vznP/PBBx9sCdny5NlucSwLt7UVMxolsWwZt/39XoaVV3DY0OHYyRRqSQmyqiJJoBcVgSThmQb+AQOQZDhl7DgihYXcdMutJJYsJbF0KdGP55FtbhJf4LpY8RjZxiayra24ucZDefJ8l/nb3/5GJpPh+uuv36TEyr322oujjjqKe+65h87Ozi0g4eZno0q6oqJinYNLp9OUlJT0q1B58mzPuLZNbOHnuB1Rss3N/OuxR1nT3sYpU/cgUFlB4YRxaEWFONks2ZZW4kuWEV+0iNjChaTXNqKGwoSKSzhh6p58uGQxH7/zLq5towT8WIkkkiTjH1BFcPBgtJJinHSGTGMTTja7tQ89T55+o7Ozk4ceeogZM2YwdOjQTf7cRRddRCaT4b777utH6fqPDdZJd1NVVcUxxxzDwQcfjKIovPLKK0QikR6X95VXXtnvQubJs73gGAbxRYtJ1i3CTadJLl/Jw++8y8CSEn6w5z6EBw9CCxfiZNJk29qxEknsWBceEpIike3oIFhRRWjYUI6y9mb2668x55032XXaPuilpZgdHcQ+ryMYjxEaMgS9uBg1FCLb0kK2uRlfRQVqMLi1T0OePJudBx54gHQ6zQUXXPC1Pjd69GgOOugg/v73v3PeeecRCoX6ScL+YaNKura2ltra2p7XP/zhD9e73csvv7xJX5if5jLPdxUnkyU6fz6p5ctRAiGQFT5rbWFRcxO/OussKnbbBTngJ716NU4qjZPNYMZjKIEAvqJinEwaO5vFdR2saJSgpnH0brvzwOuvsnjRIkYMHoKsq1jJBNFP5pFctgK9ogJfSTGyruM6DtmmZgIDB6AEAlv7dOTJs9lIp9Pce++9/OAHP2CHHXb42p+/4IILeOmll5gzZw7nnHNOP0jYf2xUSV944YVks1lWr17NyJEjMQyDwHoeALNmzWL8+PFfua+FCxfmlXSe7yRO1qBr/nwy9fXoJSWgqtDZyaNv/o/SggIOGjeBdEMDnmGCImHGYmSbWlCCfmSfH9fMEqqtRSspJtvSghWNopaUcuyee/PoW//joX/9iyvPOBPJUnHSGdysgdEZhVWrUIIhZF1DCfjxHBt/4wCKxo/Flw9L5fmO8MQTTxCNRr/aiu5uy7WeUPXkyZPZY489uPvuuznrrLNQFKVf5OwPNqqk582bxwUXXICqqjz66KPMmDGDO++8k5133nmd7Wpra3nwwQe/cl/flTZtefL0xTFNuhbMJ9PSgud5WKk02YYGWtvbeHfpEk7bax98moaTSoOm46YzZJtakBUVSVGxo53IgSDZ9naQwEmn0YuLkf0BKi2L/ceN5z+ffsK5y/YmMmIESjCAFYsBErLfj6yr6MVFyH4/TjZLesVKjLZWisaPJzx0CLKmbe1TlCfPN8bzPB588EHGjx/PLrvssu6bLtAOxIHO3N90brGBMFAKDIQzTz+Tc847h7lz5/KDH/xgSx7Ct2KjiWM33ngj999/P8XFxVRVVfH73/9+vX22u+ee/io2ZZs8ebYnPMchuWQZ6VX1uOk0nmnhmQaSpvNKUyMScPzRR+EbMACtuAhsi2xrK3LAjz6wEiQJI5Vi4dKlPPHvf/PQ3/9OW309ZmcXeC6+igqO2mMqWcviPwvmY3Z0AhJqOIwkebiGidneSWr5KjJr6vE88NcOxrMs4nV1RD/9DCse38pnKU+eb87ixYupq6vjtNNOWzejOwksAVbnlhZgPvAaMBd4GfgHcD9wM0z/eDoVRRU8dP9DW1L8b81GLelsNsuIESN6Xu+7777cdNNNX9quuz/q888/zy233EI892DwPA9JknjnnXe2aA/VPHn6G8/zSK5cRbxuEa5pIAf8+CpKMNs7kAsKmfvZZ0yduCMjdpmMhES2rY1MSyueaaFHSmhuauHBV//L8x99RLZPvfO4ykoCWZO5n3xEp+MwY9fdGFU9iOc++YSDBlRjdnYSHDQIxe9HCQZQQ2GcTBbHyJCpr8dXWoqs+cBxMTs7iS2sIzx8KP78DHN5tkNefPFFwuHwup7YTqAeYTF7QBuwDFCASG5JIazsTqARtDqNE7UTuf2121l7/1qqD6+GAkDfkkfz9dmoklZVlVgs1jOCWbFixVdu/4c//IErr7ySwYMHbx4J8+TZRsk0NRH7bD52NoMvUoZeXIJjZLEzWf63qI6uVJKTjzsOyQMnncLs6EQC1HAQxRckHTJ47v33OXz6dPactDO1ioyXSlEWCuOm03z66Sc89vHHPPTiC+xWO4Rn3n+PurYWJgYDhHcYRXhQNen6BmSfD8WnY2eyZNvbMdvacF0HJ5PBdW3UYJDk0mV4jkNgwICtfdry5NlkotEob775JieccALhcFis7ALWIJQwwKcIq1pHxKPTQAZIAA6g9b53inIKt3EbD1//MJfPvRwmA7sB5UAZUMx6Y9pbk40q6fPOO49TTz2V9vZ2LrvsMt566y2uueaaDW5fXV3NAQccsFmFzJNnW8OMRuma9xlWMkVgQBV6STEoMqnVq8FzePb9d4kUF7PvHnvgmiaZ1jayra00x+N8mk5w8uTJTMxkeOullyiLlJNesQKjowOzK4bnWDi6zo/22JNdho/k7nff5vVGE1nVuW5RJzuVHcKM91dx5Phx+LIGmcZGJLUINRSioCBMJhDAinahBP1k1zYjazr+qgGkVq4CWSFQmbeo82wfPPnkk5imyamnnipWJBEKOo6woD8FDIRi7bacY7n/20AA8AEavNf0Hi+XrqDYG8tf4vcx3z+GHz23I9MerRGKvBBhWY8FhgFDc/8v3kIHuwE2qqT3339/hg8fzltvvYXrulxwwQUMHz58g9sfeeSR3Hjjjeyzzz6oau/ud911180jcZ48Wxk7nSY2fwFmVwxfaQn+8nIkTSXT0oqdTNFh27y/aBHHH3wwsutgJpJkmxpZ1tjI5Q8/hOU4HH7ooVQMG4YvHseOx/EkCUnXUcMhjI5OPM8lPHIkEwyD06YexdPeCFZ9+BjR1R/QvvNxzFnqx/fsuxx6+BTsVBI7kUQvLgZZIVgziLTr4joOUrVEpn4tiu5DLy0htXw5sqbhK81nfufZtvE8j0cffZSRI0eKyiEHoaA7EQlj8xEWswE0Ah1AFpFpNRQWRRbxz0X/5PKRl6O2qTyYfpsVo6opad6T6Jt3sSr+KX8cl8V8zWR603ChjIPASoRVPRCoAcYD+yBc6FuBjSrpK664guuvv36dWumLL76YW2+9db3bv/fee7zxxhtfmnnkueee+5ai5smz9XEti8TipRgdURRdw1dVhVIYxursxGxtxXNdXvjsUwD222MqjmmTaWzmsyVL+cUjcwgVFDD7j3+icshQ9OIiABKLFwMSWrgQZAk5mgsvOQ6O4zCXWjxZJTJ8Kh0r3iK65iMiw/fi7rc78FeuYt8JA0guW46TySAHAii6j0DOFe6rrMQ1LNINDcjBAIrfR3LpEpTx41G3s6YOeb5fzJs3j7q6Os4//3yxoh6RHOYACxFu7U5E0piFUNwjYfXI1fzhzT/wz3/8E03WOMw5jAmhCSRHjUFRDYoGTkD1F9K+4m2Kqifwl/0Xon+gY3bWsXfJ3gT0AJhAFGGtNwKLgD2AvRBW9xZkg0r6qquuoqWlhY8++midtqC2bVNfX7/BHX7++ee88cYbm3/i6zx5tjKubZNauRqjvR3HMQlEygkMqMKKRjFjCax4HKWwgOfefovdJ02iorAIo7WVJYs+Z9YjcygpLWP2bbdRPXAgWlFhbqcuSBKuaaKFAhB30SvLsVMpYgsWoug+Yhk/AMHSIfiLBtC+4m0iw/fCReLOZ+pQ/AGmVJaTWduIpml4hoFWUoyvtAQzliA8YihuNkt69WoKRo/Gc2wSixdTuJG+BnnybE0eeeQR/H4/e++9t1CYjQireRkiLt0MNCGUcyG4I1zuTd3L7/7wO/DgwtEXcu6QcyktKgUFOl2RnCnJCqVDdqN18VysbBzNX8itu3zC0vfuw7/iV9wy8hamFk4VgwANGJz77n8jBgqHskWt6g2mWx977LFMnz6dcDjMQQcd1LMcccQR3H333RvcYSQSwbbtfhE2T56thee6ZJubyba14WQyqL4ABSNH4poGdipFtqUZJIlPW1toamvj6OnTcW2TbGsri5qbCQSDPHTvPQwsL8dXVookSTiGgRWLiWYkmobR3olWXIw/EiHb0oaTSeMvLabUL25TSZIoGzaVdMcqMrFGAEwXZj83H39lJWpBAXYqhWuZ2PE4gUGDkBUZz3EJjxoBnkS2vgFJ92FnsqSWrcDzvK867Dx5tgqZTIZnnnmGww47jJA/JKzldsTfVoTSbERYukXABLCmWzzy9iPsXbM3b01/i19O+SWlY0qhCohBxOptwhUZNhU8l86V7wFgKR477vQj/LKf4+uO54+df8QpcYQLfRXC/S0BHwEPI1ziW4gNWtITJkxgwoQJTJ06laqqKgBM06S9vX2Dc3gCVFZWMmPGDKZOnYqu9+a253t859meMdrbMdo6cC0T1zIJDx+O7PdhRDsx43GcWBKtrITn/vsyRQUF7L/7Hqx8/wOcQJDjjj6Gk2fNQjdNlGCgp2Wn2dmJnUqiBIIouo4VX4kkS1iJJG4yjr+yCr2snKNLAjzwaQrLlSgbMoXGeU/TsfxtBu0spuprT5q4nkegeiDJpcuxswaSLOaoDgwaRGrFSnyVlYSG1JJauRK5tRVfRSVmZyduKN8+NM+2x7/+9S8SiQQnnXQSWocm3NltCEu2Ofd/GyiEuiF11B5ZS9AM8o+9/0FJugRpmCQSxmIIV3ULzBwyhtsD8zAcB39hFaHIcNpXvE3FDgciSRJxv8uL5S/yK+NX3LT0JhZbi7lrx7uQ6iRhrY8DQsBiRCz8h4h4dT+z0cLl+fPn89vf/pZkMsnBBx/MjBkzeOCBBza4/eDBgznyyCOpqKiguLi4Z8mTZ3vF7OrCinbh2hZmNIpWUEho2DCseBw7mSTb1g6qTMrv45V33+WwadOQ0mnueOZpPli7htDQIQRUBfBEy1DATiaxYnEkRRUlWpkMgeoa7FSKRN0itKISSiZMRI+Usks4y8yJQWQ8VF+Youod6Vj1Hq4jpqeUrSTRT+ahFRWhl0dw0xkcw8ROxNGLi9GKizHa2wkOG4KvPILZ2YmTSiGpKtm1jVvxzObJs37mzJnD0KFDmbLjFHyrfb0WbSPCok4DYZg7eC6HP3w4111/HTwMpXIp0q6SqJduQ1i87cBYmHZBDRceuyOyLGqsIsOmYiRaSLYtE6/dACElxM3+m7lu6HXsW74v0k4STEXEvj9F7HdATo5ngHn9fy42qqT/9re/cfzxx/Pyyy8zadIkXn31VZ555pkvbXfHHXcAotf3+pa+2+TJs71gp1KYnVFc08TqiiF5ULDDaDxDuLmteBI3kUAtLOT5997Dtm2OO+gQ7np4DnM/X8ha00QrLMBJpdGKipA1Dc91MTo6cdJpZF3DsS0kVUGPlJJuaMCKxykYN4bwqBH4iotAkZlS7jFzpIQmeUSG74Vjpuiq/xQZB2/tW0Tr6jA6OghUVaKGgri5em0r1kVwSK1wr8fihEaMQPEHMVpbQZGR8rkjebYxFi9ezAcffMCpp56KtFJCbVWFsm1ExKajQDE8PfBpznzkTIZHhvPT0p+K7OwdEZZ2DOEWb0ZYuz8Tf6ftVsOlJ+6ET1MoGTwZRQvQvvxNfIrCzAFjYCKgwxnWGZzqnQor4X9F/2Pt7mtF+dcHCBf7AMQg4N8I5d2PbDS72/M8Ro8ezd13380+++xDOBxebxzrySefZOTIkV8Z43rqqad6M/Xy5NnGcQwDo60dz7ZwbAsrHicwcCD+inIyTU3YiSRGezsoCnpZGf946UV2HjuW1oYG7nr+efYcN56fXHABTjqNpChoRSKb24rFsONx5IAfz/VwMxl8lRUkV6zCjHYRqq3Fn4tde5aJlUhhxeNMHRrAyXTwnDKC+nA5Xave5BdH78vuJ5xF+vPPiX46j8r9puGrrCS9apUYSCRTqAUFBKoHkl69muDgGoK1g0muWE62sZnAmNGQyLcNzbPtMGfOHHRd5/hDj4cPwd/gF+7mKMKiLoFHKx7l50/8nN2H7c59e99HwcACKAG6e23FEK7xCcBliP7dOaZNrgFg9gt1rB2yG+3L3+L0g4cwzV8jXOQq8Ln4rsy8DBcvvhgtpPHYEY8x9L2hIi49GahAWOkvsAma9Juz0V3Lsszzzz/Pm2++yaxZs3j99dfX7Z+aY+DAgcyePfsr9zWgn7odOdks5C2CPJsR17YxWlrB80CSyTQ2ovh8FI4ZjRWLY6fSmF1dOIkkalERn6xawZqmJk49/HCuuON2BkUinH/mmag+H1Ysjh4pQ5JlXMsSsWDbQtF03GwWNRzGNS1SS5ehFxdTtvtugIedSOCLRLBTaRwji2sY7F4bYHJBJ49N34e/PPUkA7QuVK+YVGGYn193Hf+nqozfey/sRByjvROXJHJnFP+AKoyODjLNzQSrB2EnYmTbOsisXQuFBVv7dOfJA4iEsX/84x8ceuihlK4thTpQW1ThZu4EAhDfM871913PviP35Z7p9xCoDAif8HJEzLgz9/9xwOWIxLIvMG1yDdMm11B3TA0HHnggjUvfgrPG93Yps4F6CGQCPDjoQU5ccyLHPXscTx71JLVv18InwCSEom5G9Avfo3/OyUaV9KxZs7j99tu57LLLKC8v584771xvEtjGZsDqT1Kr1hCYMA4p3xs8z2bAc12MXM2zpKlkG5vwDIvwqFHIPh9WtAs7kcDs7ETSVPSyEp548nEKw2G62tqJp9PcfsWv8FeUYydTyLqOViAUoRmNilItfwDPc/BcB7WggM4PPsBOZyjbfVeCtYPF/js6UYJB/OUR7FicbEcHsiwjqQqHTBjP3555mqfmvsLPTp0JoTB1axv4yc9/xvMvvUSwshI7lca1hAdALSggNKSW+MI6rESCYG0tdjqDncnmlXSebYZ//etfxGIxTjn0FBHvXQZSShJK0wX2gMIxhTx13lMMUgbhD/lFTXMToiwqjrCCR7JBBd2XMWPGMHny5J55pqVdpd6a6yzQBeMz43ms5jGOrz+e4545jicPfZKaT2pErfbY3Pe29cvpADYhJr3LLrtw//33c/zxxwPw6KOPfmmayq2NnUiQbli7tcXI8x3A8zyMtnZcw0QtCGMlUxitbWhFBYSHD8WKRrEzGczOKE42ixIM0pnNMPe99zhi2n6cvNvuPPTLK9hx991BkvAcB71M+NqcTAYrGkNSVDElZTKFXlJMeu1ass3NhIbUULjDaCRJQissRPb7MTs6UYuK8VVWoAYDIMnIPj+Fksy0HSfxz1deIevYDCgs4g8//wWrm5u59IILUUIh9EgEPA8nncFob0cNhfBVlGN2dKAGg4RqalADeQ9Unm0Dz/O47777GDFiBHs4e4j4bwq0mAYp+Hfpv7lp1U14WY8RJSPwB/wigWwtojuYhXBF1wKzEO7vTeC0005j+fLlvPHGG8ItPhoYkfsbAophXPE4Hqt5jGRXkoeth0W/7ySiZtugX+umvxumpyyRaWjAzE/Jl+dbYuYSurTSEpxMhkzDWjw8wiNH4TkOrmFixWIYnZ1IqpjH+dGXXsJxXXYfOhQPhx122klYzlkDJRRE8fuF8u8QJVeSpuEaForfj+tBcvESlECQ4vHjUYPBHll8kTIA7FiX6A9eWoqsKiiaDpLMsbvvQTKd5pnXXsPzXKZO2ZWfzDiSF//3Bn+95Vb85RG04iI8z8XqimJ2dhIaXCNqslva8JVH8JWXr3sC3C15tvPk6eWDDz5g3rx5/HjGj5HekEQMuhOUpMLrJa9zwUcX8OqyVzEdU/TmTiA6kA1BXLdvI5T1L1gnBr0xjjjiCCoqKnr7f9Qg+nZPQCh8gBIYXzaeF4a/wOWFl8OxuffjQAPCmu8nvhNKWg4GRDeoZctw841U8nxDzGgUO5EQCV6ui9HegZNIEqiqxF9RIUqXTAOjvQPPNFF8fkxJ5omXX8av6/zxsUfRCkvwVZSDJ7RdT8lVIoEViyHrOp7r4hgGalEhiUWLsBJxCseMIVC9bv8BWdPQS0txMlk81yNQNQAlHEL268iaxg6lEcbX1vLQM0/j+Xw4qTTnnvUj9hk3jjkPz8G0LHyRctRgCM/zyDa34NoOgZoa7FQSx7JQQ+F1T8JnW+RU58nzJe666y6Ki4s5VjpW1DbHgC74yPcRZy0+i5HVI3nwggfxNfuEku5CWLw68CrCmr0MkXn9NfD5fJx++um8+uqrLFmyBPyIBijViDhzBOH6roTaklrk92TWPLyGc5adQ7wmLuTsx0rGflHSLS0tfP755yxcuLBn6U/M5la0cAF2Mk1qxRZsBZPnO4PZ1YXVFUMNh1ELwhidUbKNTUiaSnj0KOxUEs9xMTujuVi0jlYQ5rm33ySRSmGYJrOOOZbw4EGogQBu1kAKBZE1TSShtXfgGgaSouBmsmhFBRgdnaTr1xIYVEPB6FFIivIlubTCApSAH7OzE72sFH9ZGYruE21FXYfjd9+D+pYW3vjgA0BClhWu/ekl/O28C7CamtGKCtGKRemXnUySaWrEFylDKyzEaG5B/+JEG28DdVvklOfJ08OqVat48cUXmTltJoH/BYQSTsJiczHnR8+nsqySOT+ZQ1FDkWgkkkW4o/3AvxAzWF2CsIC/ATNnzsTv93PPPfeIFZWIyTaGAdMQA4EkwsoOwYp3VvDSey9x+oLTyVRmhDz9xEYTx7LZLK+88gpdXV3rrD/llFPWu/1NN93EfffdRyTS66SXJIlXXnnl20n6FbiGiZVIovh9ZFtb0YqL8hPc59lkupuVqOEQeqRMtP9sbsYxDApGjUANBDCaW3Btm0xLC57rCBe2pvO3J54A4Ef7788uk3dBj0RwTAtJVSE3gYXZ0YmdSCIH/LimiSRLyJqPRN3HyJpK0bix6N29vNeDHomQWduIGe0kOKQWO5HE8zyUUJDdBw6iqriE+x5/jP332hsnFiNSW0s8laZj4efc98zTnH322WiGgWs5mK1t6EVFBGtriS/8nEzjF0yAVkRJSRjxQMqTZwtw9913oyoqZ2TPEElYWSABi6oX4bN8PHL2I1Q0VYjMawUYg+ir/QgibnwxQml/Q0pLSzn22GN54oknuPzyyykvL4dBiCzx3RBW+0v0WO/T5Gnc5t3GBcsu4MfSj/nr7n/95l++ETZpPul4PM6gQYN61kmStEEl/dxzzzF37tx1lHR/I/l9mNEowZpqMD2SK1aihkL5WX7ybBSjowM7nsgp6Ah2PI4Z7cLsiKLllJnZ0QGSRLalBTvahazpaAUBZr/8Mp2xGMOqBnD6QQcTqhmErKq4hoFeWYHU2iIansRiIElgOziZLL6KchJLlmJGYxRPmkiodvBXyiirKnppCWZ7BwSD+KsH4pgmeqQcq6uL43fdhVv/8x/e/uhDdt9hBxzTJFBby3///S9uvPce6puauPb//RLPdjCjnaRWrqJo4gT8VRUkmprWLV/snqrv38BxiJ7FefL0I2vXruXhhx/muPHHUbmsEhLgxl3kMTIzLp7BqDdHMbhzsFDQAYSCBpiDsKQvQMSHvyXnnnsujzzyCLfddhvXXHONGKhGELXQhyHc2m8iBgej4Qj1CNJemp8t+RlXll3JTGZ+eyHWw0aVdEtLCy+88MIm77CkpGSLKmgAfySC1dgoakAHDcLq6iK5dBmF48chq/1YZZ5nu8VzXYy2dpx0GrWwEF9ZKa5lYXRGyaxtAjzCI0bgGgaeZeM6DumGRlAUJE3DUXT+8d+XKSsq4o+nnUZowADUwkLcXH9uNRjEc13Mjg7RzET34aRTqOEQZleUVP1qAgOrKBwzZpOuUa2gACedxoxG8VdVYXZ04DkOgYEDmR5L8HjR+9x8z9384557sNo60COl7LPbFM6or+f+hx9m3NixHP+DH6C6RVidnSSXLiM8aiSGaUIy2ftFLYgH4ecIRX004mGVJ08/cdOfbwIXLsleAs3Qle3iVOVULt7xYqbXT6ewtVB4dQqAnRHW7COI6/SC3LrNwLBhwzjhhBN48MEHOffcc6murhbx7QRCQZ+ASBSbh9CcY+BE7UQyZPhv7L+bR4j1sNGY9KhRo2hr23gRWHfseezYsVx77bXMmzdvi8Wku6flcy0bs60NNRzGiidIrVyVn+Unz5dwLYtMYxNOOo1eWiI6e3keRlsbRruYfSpQPRCtqAA7nkD26aRWrcZOp5B1DcXv5/HXX6WprY1fn3ACVVUDCFQPEo1PAL1MmJ9ePI6VTCL7faLhjusi+XwkFi1FVjQKx43D98WY8Ffgi0SQZBmjvYPwiOEoPh1fpIxwpIxTd57M5ytW8N83/ofs92ElUgRrB3PO9IPYe6ed+M1VV/HeokWofj9qQQFWV4xsczPBPvPEC+ERzRkkRLvD5xElJnny9APLly/n8Sce57SBp1G9pppkMsmpnMpCeyH+rB/qwdEc4dHZG3FtzkG4uH8K7LJ55bnkkksAEbYFhIYcjMjedhGKeiQio7tZ/P/MMWdy18i7Nq8gfdjoEP7ggw/mkEMOYdSoUah9Rvxf7C520UUXrfN67ty5Pf/v75i0Fg6hVlRgZ7NYqSRyMITs08m2tKAE/AT7uOrzfL+x4rkmJLKEv6qyZ0YqK9qFFY9jtLWjBPyEhtSKXt2qihntItPYhKJpyJrOg6/O5Y4n/8H4YcPYuaaWYE01SsAPjoNeVoasqliJBF46Ax64hoWbzaKXlZBYuhyrq4uiCeMJDR3ytWSXFAU9Uo7R0oJrmgSqB5FpaCA0bAj7t7fx6Ccfc9Ndd7HfQw/htbcjhcMEqgdy1THHc360i1lXXMHcf/0LDfAcm0x9A74+M9UBIgEnjohNRxC1qj7EHLpbeLL7PN99brz+RnRJ56K2i0jFUsz0z+Qz5zPuPuxu9inaBwJgqzbsibgW/424Ln+K6Ci2mamurua0007j/vvv55xzzmHUqFEiBDQQkcFdCcwAHkfUZ0vAEFAz/eex3eie//KXv3DuuecyePBXx836KuUtjdnVRagsIia2rzexop34KivBtkivqUf2+/FvYRd8nm0L17KE6zmTRQn40SORHjezk8lgdnWRaWwG2ya8w2icTAZJAhSZ+JKleI6DUhDmw+XL+MsTj+MBFx10sEhSrKzCs22UQEBMpmEYmB2dYFpIsoyVSaIEAxgdUbIN9firB1I0fhyK9vW1nhoM4BQWYsdFq1ErFsWToGD4CM7aeTJXz32Fu2Y/wHknnIjd1UWgeiCFXV386exzUEeNIFReTtZpRi0swrVdUitXg977GHh44cOcOfxMYTW0IupN30Ek6xxMv/YozvP94uUXXubfL/6by/XLCXeEOSV4Ch+6H3LbD27joJqDhHt7CKRTaaGc30Nkb/9UrO8vfvrTn/Lkk0/y85//nH/+858oigLliMYpLYjBwXREgmULYvDaj0mWG73lAoEAZ599dv9JsBkw2zsIFhfjK49gZ7Jkm5qxOoSitmIxUstXiOSb/JSZ3zs8x8HsimEn4iDJ6GWlaIW9mdSuZWG0tZFtbcdOpfANGICkani2jRouIF63CDseRwn4qG9vZ9bf/ooHHLfPvoyrHkR46BAkWUJSFHyRMjzHwWhtE7FsTcVKJJEQnvDk8uUogQDFE8ajlxR/42PSS0twjSxmR6eoeV6yjPDQWvbdaWf2Xb6cOx98kIN/MJ1Bug83axCsHUIklcFv2NjpNI+98AIH7DyZ4tISnFisp6Yb4NZlt9LS2MKsPWchIQlF7dCrqH9AXlHn+dbEY3F++bNfMkYZw/lt56MFNcaXjuf0nU9nxoQZYnBYAwSh7OEyke09CRGDLv+qPX97ysrKuOaaa7j44ot54IEH+NGPfiTeqEHI0QhMQXic3kT0Cv8azVO+LhuNSU+dOpU5c+bQ2tpKV1dXz7JNoSqk1zSghsP4qyrRiouwM2nMrihaUSGOaZBYugwrkdjior32UT0/uvZl/u/hBn507cu89lH91/q85zi4liUW0xRL7rXnOPmY+wbwHAczGiVd34Adj6OGwgQHVa+joD3XJdvSihmLY0VFn2xfcTG4DmpREdmmJtKrVwMSUdvmor/cRsY0qSor4+y998FXVYlWUIQkyfgiZWJ+5tY2XNMQCWbpFK5pIOkaqRUrcbNZCnYYTWhI7Qbl3hQkSRKdwiQJJ50hMKAKRZEpGDuGn+yxF0FVZdZVv4HCQqyuLvSSIvzVVWSamqh74w2uufZazrr85yRTqS+VKs4YMIPbVt3GRS9dhFFiiKSxVkRv5HcQMWrrW4n/jfi291GebQgHrj7jalpjrfwy9kvWqGuQxktcc9I1zNhzhnApj0Rcc3eA3qqL7OpZ9LuC7uboo49m//3354YbbmDlylzvDRkYjrCc2xAx8p0Q4aB+VC0bHRPfd999mKbJb3/72551kiRRV7ftdDyQFAU7kSS1up7QsCF4joOdzWB2xZFVDS0UxkokSCxeSnjkiK+sSQVhXbmGiWuZeLaD5wpLQ5IlkBVkTUVSNRSfvt4GFN289lE9tz8xD8NyAGiLZrj9CTFLePd0aSCUhWsYOSVs4doWnmXhOZvYo1GWkRQFWRWZx3L3on+1fP3Nax/VM/uFOtqjGSIlAWYeMmad4+4PHMPAjiewU0nwQAkG0UuKkb8Qe/U8D6O1FTuZxGhtxbUsgpUVyJqKVlJCtqWF+OIluLaNr6ICOdqJYQrtdOWxxxIqLCQ4qAZJllALC1CCQYzWNpxMRsiRTuMaJrKuk21uwezsIDRsKEXjNs9EMLKm4Ssvx2htESVhpWV4QM2kCZy/tp7f/e91/u8PN3L1RRdjtLZSMGIEViJFSSrD7dddx/m//CUzL72Eu37/h3X2+//G/z8iRoR7l91L+2ftVI+sFg+nNnqVswH8EBGr2wJs6n30XWVr3Ef9RjP8/ZK/8+j7j3KCcQKzgrMo9BXy34P+i1wqi37bfsRgsA4oh9YTWik7o2yLenAkSeJ3v/sd06dP54wzzuDZZ5+lqKhIyDAc0bM7hoiVW/Rrx7GNHvZnn237fQIlQFIV0vVrkP06wUGDcE2LxOLFGB3tSFolakEBdjJJculSQsOG4itd1z/hZLPYqRROOoPXp7WopMgg5xSd5+E5tpj0u+d9BdnnQ/bpyLoPWdd6Yp2zX6jrebB0Y1gOs5//nD1HFeMaJk42i2dZ6+xP0jSUQBBJVYSSlSQkqe+D3RMWtOfhua6wqG0Hz7ZxjBS4vcpdUtU+sukbHVhsLrbkg9VzHOxUCjuRxDVNkCTUcAFaUSHyeuK+QkG35SbPaMXoiBKoKkcrLkYvLSXb3kH88zqsZAIjGMSzTe5/4QW6kglmnXwKEyqqCNYORgn4RBy6pASjrU2UWqkqdiqJ2dUFnoeVSJJtbMJXWUnJjhPFJBmbCTUYwCstw+zoQPH50AqLCA0byg922ZVVsRiP/ve/1A4cyBmHHoadSlEwaiSxeZ8yqbCYu26+hZ/87DIuufr/+M1VV/XsU4pIXDjmQmYOmElheyHOEof5wflMKpgk5vI1Ee7vFEJRbwHLZoP30Qt126+y2kS+MwOUFPAyvPLQK1z17lVMsCfwtP40ETXCbTNuQy6QxaBvOaLEyQB2B06GdEt6q4RYqqurueeeezjppJM455xzeOihh9A0TVjSI4FVuePaCTGw6Cc2eOjPPPMMM2bM4L777lvv+2eeeWa/CfV1UQsKkVUVJ5sl/vliJA9CQ2vxHId4XR3Z5lYCA6pQw2GcZJLk8uW4WUPM1ZtOYycTeJYNkoQS8KMUFeUUm77eubM9x+l1OxsGjmHgpNO9G0gSkqrSHs2sV972rqxoTCHLKD4dORxC1n1fqUA9x8G1bTzLwjEMXNPCcx1wXTzXE98pS0iaBhIinihJ4Lg4WQMn1Uc+WRbeAEUVgwJZBlkCJLy+zTe6BweyjKTIyKq6yQq+vx+snuvipDOiB3VGZFHLuo5eVooaCm34PObqo0WLzCYya+rxRcoI1tbiK68gXV9P7LMFONkMmXABF/75jyQSCZo6OznlkEM5dMRIfOXl+MvLUfx+fGVlGC2tuNksku7DTqcwWlrA9XAtm0zDWrSiAkomTsTXD8mLWmEBrmVhx+PIqoKvpJTwqJHMTKVoSqe4efZszGSKHx99DIXjxhAeOYr4goVMLC/nwXvvZcmqVevusBhQELWpOtz36X1cVXcVPy7/Mf9v8P8j0BkQFk4G8YCahmgu0Y+zAGzwPtrA+u8S28QAxaK3FaeBGKjZiMGaS6/RIucWpc+SRfSDfx/+/eG/uXjpxRS6hcxX5zNFncJdB95FpCYirNIPEHHegcAxCCXtR4RbthJ77LEHN954I5dddhk/+tGPuOOOOygoKOi1qLst6BH9J8MGlfTq1asBRMPxbZz5ixYxedx4AopKem0DsUV12JksoWFDwHWIL15Cur6BwKBqlHABVjxG1/wFKMEAvkgZenEJenExSjCIJMu4to1rWqL9ott9FUpIubl8ZVVF9vl6ynfgC4rbsvBsh7JCnfb4l6dHiRT5CQyq/pKV5zkOTjYrXN6WhZWIY8cS2Mlkj8XtOuKGlSRJKGNZBkkGRUaSFeTc3x5kWVj3mi6sal0oZ9d18DxDuPCh50bzEknMzuiGT7aUs85VVbjW1ZyyV7uVvXhaf9WD1YrHhRfAy32x5+X+eLnX5GqOuz0GYrs3FrbxyBtraE+YlD3dxDETC9lreAFKKIRWUIAc8OMhXN7dgw8pFwoAcCyLTMNa7FicdFMTRmsLvtIIxTvtBIpC17x5JJcvQ9b9NEgeF1/zf7R1duJ6Hqcc+kN2HrU316wME10iEflsOadOH8UetIgks4ICzK4usmvXYmWywrsTi6MMHkThuLEEa/vvgeorKxVWe1cXrmcTHjqEbGsLP9tvf1SfjzueepJVa9ZwxY/PYeDeU3HSaRJLljF8cDWTjjqKumXLenfWgFDUVUAJnKyezKr3V3FP2z38N/pfrq68mgPTB/ZOcJAA1iDcfl8dRfrGREoCtK3neoqUbD6vxLZKfw1Qul3obdEM5S90rOtCNxB9qpOI37lvDoKGqKX3IZSwjHBlglDYLkJ5dyIGc5+Cs9bhjgV38LvO3zHZnoxbU4t/130xAxq/kD9m5tIxTOuqEa7u4xHJif2YiPV1OeGEE7AsiyuuuIKjjjqKu+++m6FDh4rjrkbI3UC/xaU3qKQvvvhiAG644YaedaZp0t7ezsCBAzf0sW/Mc889x5133olt25x++ukbbDu6Pi79v6s4/IADuOjHPyZQXUO2sZH0mtU42SyB6gGEhw0juWwZqeUrUIIB3m+TeGalR6eRpizYxcn7DWG/yUExR3BmXXf3VyGUnlCAsq4haRpqONwTczz9sPHruKoAfJrCqdNH4RomdirdYxnbqSR2Ki0UcjotLN+cRS5rKrLfj1ZSghLwIWk6sqL0WL89uK5wf3seuMI177musLTSyV7lJwmLW9F0JC034PD7kVQFAgHUggIkWcaT+uzTdsT+LFvIbVoiZu+4OYXr9ShWkCgNynSkvxxTLw0ppFasAlnKDTTkXLwidxyShEQfpe15ONkMby7u4oFPU5gugERH2uH+D6J4lsXUwRnMtvZ1v0iWcgMGCUkC1zCwEwlc28FOpbHicXyVFYSGDyPd0NCTYKZHIvx36RJ+c9OfsW0bCfjlGWdSWTmBR9boWF5uEJKwuOOZz7EPGMx+uw3B7OwktXI1ViIuJrPIZkGRKRg9msLRo9frkdmc+CJl4Hm4HR24pkXxhIk4yTS//MFB1FRWcP/cuXyweDE/Pe44jjn7bEKmRXLlKiwP6JujEUUk7ISBAgiWBrn2gGs5eP7BXLHkCk5fezoXBC/giugVvKbUMztUR3tbhshrAWbuOoZp+9WI39NElKxkc4uTW7ovWS23+Ol98Hc//PXcutwpm3nImPXeRzMPGSMuNzv3fVZusXNLt9Lom1vZ/TNYOXn6WoROn2275VQQT8lu+QJ9ZFdzSx9ZNzf9MUDZoAs9CtOqa3qnXdQQTUNCiOP2I87HhvAQJUl1COt5Gby34j1+vuDnrLBXMN2azkmDr+CuvRZjKLnv9jLcHpoHE2DaSTXbbBvaU089lcGDB3PuuedywAEHcN5553HBBRcQCoWEm74WWNA/3y15G0kP/s9//sO7777LpZdeyhFHHEEikeDCCy/k9NNP32xCtLS0cNJJJ/HUU0+h6zonnngif/7znxkx4qt9CIZhsGDBAp579lnuvuceBlRU8LPzfsLBu+9OtrUNCQ+1sBBF10k3rCW9di0fdmk80VGC5fbeVboMp43T2GfCAGFZlxQja0LpdltjXreychzRJtK2ehK9PNta90GAlzP+PN5cFOWx95ppT1qUBVWOGRdiykAFz7JxDFMkjBkmtmHgOTaSJCFpKmooiKr7waej+Hwizi3JwvKVhEWvaBqS34csyzmXN+C6OJYNloWdyeB2W+a2hZM1cLNGLjHNxnVsJEnGkyQUTUFSVJpaW6iurUX1B5D9PtRgECUYFIMCRUZShBUtq4pQgjnF77oukueJI/fgzcWd3P3aWky798ToqsTZ06rZa2RxH3f6esIJnodrGjiZLK5hgAc/e76NjrTzpW3Li/zc9bO9hIfBdXEtu2cw0X3MVlcMJ53BdSzseBI7mUQrLCQwaCB2PIERjeIpKqtsk1c+/oj7HnoI1/MYO6iGX51xBsPLSvnVRwpR+8tj2vIiP7ecOIz4kqVYnVHhfnZcJDzW2ha7HnP0Fm1Na3ZGyaxdi53NkGlqJrl8BbLfx+J4nD8/+SRL1jYwoLSUo6ZPZ/ehw6gOh0lNGM+oUaNYsmQJ4z8Zj+8zn1CsKsJSygIWmHGT+5bex8TsRIzKQdy2y6eYau9AzOcqXOjtyLShOasoTK8yUxDXp/eFxe3zf4V1lZ+fHqX92qp6Zr9bR1siQ3k4wMwpY5g2pEYo2S8+wSSEwjXoHSR0Dxi617msq8y7UXL7M3NL9/bdSr178VjXiuw+RlXI3NDZwKARg0StbyHCO1GOUEKh3Do/Gw0TfFGhghigXHjcjt/Y3f2ja19er+IvDwX4+5nThcwF4jg2CROoBxaB94nHynkrmbt6Lvc238saZw0AITfE34y/8eAJFm3B9Xx3SYC/Xzl9vbv/6KOPmDx58iYK0780Nzdz3XXX8dRTTxEKhTjyyCM57LDDmDhxIsuXL2f8+PH4fJt64jaNjSrpY489luuuu46FCxfy5ptvcs011zBz5kyeeuqpzSbEP//5Tz744AOuv/56QDRQ8TyPCy+88Cs/ZxgGv/71rylyHNKmxcv/e4PGtjbOPvpodh0+EjcWA9dBLyrCV1KMZHvc/EGKuN3nzsjdZIWKy/nDDRS/DzUcQg2F+f/snXecFPX5+N/Ttl/vcEfvoBRBsSGgoqiAiih2o7FEsSbGEhM1scQS/cbyM1giMaIiigUrRkVFsIuIIL2X63fbd6d8fn/M7t6dgCDewaHz5rXc7e7szDOz95nn8zyfp0iaHbilqCrCtDLuWanFei220hQWlm5hWjroJlYyYSsMXUcIi82bNlNaXJQJ8LJMO2rcPrxIWcx2VLYkq5nBa+kGwtBTLvgkImkgLAPTtMA0wDCwLIEwLdsYlez1YzvaW0Ny2VHesqYgISEkybZ4LWGvcacfpgWWoKGhjuysrBYWhe3mV5HdGpJqr53LbheKy2UHzakakistvxvJpaGoCl+tDfLmwioawzo5ARfHHdiBoT0KbCvZMu1raplYpoXQk5jxZMpCT9gGvwyKx4Pi8XD9C2vSU58WSMBdZ/XLuNolWcYSAiseR4/F0KMxjHiCRCxKtK6OSEMjSVkmIkxq6+qprK9nfU01y9auJanryLLMAb16MWG/gRwxeDCK202isorfry9nR+bSAwMaEJaJVliErMgIXSfQvTsr4zGGHnjgrgyBVkUPhQivWk2yoZ7oug0Y4QhKVhZKdhbvfv4ZL3/4IV+uXgVAts/P0889S69evbjlllvo27kvBfUF+Cv9eGIeXLILxaWgRBWUkIKckJFCErdUfEK9O07mmqR+5MZc/G3RoXZOaXeQSiVbWbuatmmhnNOfTStHga0EdVpa4jH7tZrKGgpzCpu2a65g5Wb7gCbr+IfWstnsGEmw4hYxI0ZMj+E23WRZWSSNJEtYgoGBiYmFhZAEnehEuVxOQiRYZC1ClmRUVDRJwy25KVKKyFayiSQj+Lw+e1KdtraV1HXwYyvoALbyLsauEZ0H5KRe95JR/J9/v5XZ81bTEEyQm+1m3GHdGNav9Kf9UQjsCUcQLn/qve2MJJAE/PPQkQhTtPAiWG4L021iaiYmJgkjQSKcIFoZJbg6SM3qGio3VbK6cTUr9BVUNVtEzrKy+F3sd/zW81v83f2MH/7K9o8NvPqPCdsVvT0p6TRff/01Tz31FK+++irxeBxN03jxxRfbREnvdIovhKB379489thjjBgxgkAg0Oq5uVVVVXZrsBTFxcW7HFX+5ptvUldX1+K1x2bN4rHdkOOz3fiMw66z4IW22e/4t3bvc7Ik4fV6SSSTGIbBWcefwKT+++EJBZFdLlvR19Uje70U+NTtWvJ5ioEQ4O3Uye4XLQRZffuS1bMH0sKFP+/EdhMtK4vsvn0ILVtuxzSEgghTRzYMxo4YwZH7D6S6ro5FVZWsqKzMfG7GjBm7PrZX7fito8F2m7f/xJCfRvrSmNt5bXvvNetb0prMf75t9gsw5u07dutzilDwCA/HJo5lqDGUlepKDlMPY3TRaNQ+KowDDobC571UN+z78QWDBw9m8ODB/O1vf+Ozzz5j/vz5bXasnSppWZZ54403mDdvHtdddx0ffPBBq6+vWZbVYp9CiF0+xrRp0wj9712CdfXEXC7iioRhWOjRKPO+XcQnK1cQS9qLLFkuF0WDTgWXL3OcNF4ryejEYjQpFXilpBelBBkTQFj2bLyFaFLTDJ7UT1k0zfDlVJS1JIOipB4ysiQjhO1CT+gGoXiMYCxOnstFntdDfTTKnFWrCCUTRJJJzJSsh/Q7hKrcvpjNUrIsU6dm5UdEalZxYs/edMvLY2V9Pa+uWNbiWimSxCm9etMxK4fNkTDf1Vbjd7nxud34PF58bjcleXm4XS6EJNnpZ4oMsppZ4xXNzl0CsOyIaYSFZJpgWlimAboBlv0cS7SoatW0g9S6sZw6jqIiKXJqLTp1rS075W2D4edroxCzmX9QQTBEraFCDiGJ5iYUyJIMloVsWciyjOpy2bWss/zIisrDr73Guuoq3IX96H3ARHBls1HE+WrJEvqLaggEoLIaNBXKO3J4UYTX1rsxml0AFYvDC0JsNU2UZcsRHg9yl07I4VBGQX/55ZfbnvcewrIshGwXPLG2VkPAh5yVhdA0pGiMPh4vfQ48KLP9rFmzCAaDRKNRYrEYyXASabOEtFVCrpeRIhKWsBAInnatI6zYEUXNx5E7IZjyySBkQ+Ye7R7WKGtayNTJ6MT10esB+IfvH2xSNiEQGWu1p9GTq6JXAfCnwJ+oU1pOwAfqA7kkdglCCP6Y9UfCcktNeKB+IOcmzgUJrvdej0CgCQ0NDRcuhunDGKOPYXFZDW8OWItQmv6eZFNw4NIAh23piYnJKmkVSuqfjIwkJHJEDjkiB13S2SBvwMLCwECXdQwMOlodKaSQeur5SPmIsBQmQoSgFCQkhTg1fir7WfuxWF7Mw/6HM8f2CA8BK8C58XPpJrqxQd7AJ+onePHiER7S//pZ/fDhIySFaJAbUFFRJdWWD4kcclBQCBOmkUYMDBIkiBMnISUYJAaxvCTInN4bMJu72i0L9/JVTNl0CrKQeVd5l6+VrzFS/3R0BIL/a/w/XJaLfwb+yceejwHIsXLoa/ala5ejqB3SjZm+OPnGwQwJl7E5sJnIwAjJDkmMkMHhfT3M/iyObjb9zWiKxOF9PD86VvbmONoZOTk5jB07ts32v1Mlfd111/HQQw9xzTXXUFRUxCOPPMJNN93UqkKUlpbyxRdfZJ5XV1dT/INKSD9Gp249MXxbsOIxFK8HNScHLTePE0YeQbyqhiUrlrFw5SpW1FSBGiFSMTwTAARgGgnWfzadh9Z/ydCu3bjn1NOwdIPLnvkvoVgcj6bhdbnwut0M7tKVMw4/HFmSefrjeUiyhM/jwa25cLtdVJSU0K9zZxDw3tdfk0wkiEVjVNXWgLDoV9yBA7t2oyEe4Yr/PkVNKExMb4oAP//gQzhu2EFURyN8WV1Nb5+XAreXPK+XPK+HT8omkC1tm5TXrctALle/QZEELklmeDLJyJ49CelJgvE4jYkk9dEoY3v3odjn5b1Vq3hz9UqCiUQL99P9I0bRo7CQV5cvZ/riRQRcbgLupsc1Rx5NrtfLl+vX8t2WLXg0DbeqoskKmixzRI+eyJLM+oY6aqJRVEVBVWRU1XaB9yrrgCRJ1AWDRBMJJENHMgWYBrJhket2IQQEk3ESFqDIWIpML6CrnMUXclcaLJWASNAvsYwOhkXS9GKaBj63m4O7dMHUDV7+ZiEbGxpoiMepjUfZ3NhI79Iy7jxlEhLQq6iIIYPGsKngIIxUNExQ8vJWYDDZpSEO8EVBVfCUFKP6/XSJx8mRY7y6UaVel8h3S0zornFgUT6K6sJbUU6gW9cWPczbg5tOCEFk//2o/mAeRiiEmhWwm4AoMvHKanREJihVURQOP/zwbd11FnaO9EbstcdK6LhlAw81fkOimenothSmbBrIyD528NFRsaPYlNzEpvgm6pJ11Jv15IgcJmi2W3OT2ESlqESSJRRZQVM0uga6Mr7LeNstnICkSOKzfHhMD17Liy/mY2DRQLDgQOtAFFPBJVxoQrPdzpqGHLDH9onyiU1BXj5sF3IqKO3lbnPI1baNUqrr5OVExtgu6Syagsa0Zo/0NTGwXfHB1COE7ZaPQc3WGs73nm+7mBM0pTCl1roPNw7nMOMwtphbqKaaKlFFrVTL+OR4ehg9eMX9Cg97HiYktwwZfrvubQboA5jmncbfs/++jfzzq+fT2ejMQ4GHuDPrzm3e/6bqGybVF1Kv/YvFB3pQfblYkSDJhR8jV1ZzfOR4XJKLGk8NVVIVGpo9PRAeAgQY6R6J5JLIceUQ9UTplNOJkqISPui8kYcC35Agbl9HLcnTBevIPXogI4/om1nfPmAodO3604qztIdxtDPS8VFtwU7XpJvTVtHd6cCxF154Aa/Xy+TJk/nb3/7G/vvv/6OfS1+Y/LUbUCwDIxwhWdeAGY1gGTrptCnV70fJCiDLMlYszudBN28G82gwFXwiQc/YUrIbVxKNxyjy+hjRrTtCWDz66SfURaLEDZ2EYRDVdfYrLuG8QYORZYVTZj5LTNdbyHRs7z5cPXIUaBrHPPTANjKfOuxALjpsBMlIhL+/M4cCv4/CrCxKcnIpKcinPCcXv6IiEnEsy0QSkh157XWjuNz8fnUZ218bFTx0YNK2ZA3DjmaOxey0rdQ6OMLCNoWFvSZsWehJncZIhPpojMZYmC5uL9l+P99s3cqnWzcTTiYJJ5NEdJ2ooXPHQYfgc7l4evn3vLhyxTZSvHjSRFyywiNff8Ubq1e2eE+VJF48YQJIEv/8+ive27CuxfvZbjczzzkf4VL425tv8vHqlj7Vkqwsnj77POrrG/j7vA/4asP6Fu93yS9g6qRTQQh+P/sV1tXVk+vzku/zUZaVTd/iEo7p3RthWAhhcU98AI3biY7JlXWuz12FlhVA8XvtSHlL2Ol3qYIwiseL4vXiLS3G26kTrpycbfbTnm4uoZWrqfv8MyzdwJWXl2l7GWmop7qwoClwbFfX1OIwd/4GnvpgKTXhGIVeL+eU9WWkqLDzWkPYyimdwpNeG4Ztg7bSel7QFKyWzrNNK1gfkAXrw+vp1LdTUwqQ1Gxf6XVmmSblKtFkikhN+x3/1Y+sjV47YdtI811BkFnn/vqTrxnca7CtvCOp65FW5BFsV3j692jqodOUh5xS9lbSIqJHCCVDRI0o5VY5HtPDen0931nfkRRJkiKJKez14vHWeLLIYrm0nKXSUnz48Ei2gg1IAbpKXVEV1b4mEoSNMIFAoCnoLX3NvalHOuitEDvdqDj1PD/1CNgyn//IHKqjPy0gbFdpT+NoR6R10V5Zk94T0d0lJSVcffXVnHPOOei6zimnnLJTBd0cT2kxsm6iBaKofj9mLIal68geH56CfLTsLBSfF9nrRdZcnGAaHBuNYUYjdgRxMhcreQBmNEoy2IgZjmBEYlx04HAwDEzLBDOdtwuSZWGaJjNPmoShysSEhKkpGIqCz+NBC/jBFDxx7m/QNA2PphIORehU3hFVUZEVBVdeLndeepkdyWwamOEIZiiIpetIlokSyEIO+FA8PjuKO5WylLcR6rdNvSbfK+OrqEB2u+1gN5dmFzJJ6pjxGFYimaoDnsTSjUwktjAtCk07cMzSdTZv3Eh2Xh6H9uzJIYaRcV1n6ofrOlYywbn7D+KMPv2JJ5MkTZOkZWEKEyWhY0k6Ezp34bDSUkzLwhJgCmEHraXc28d0687AkhJMIbAk+16tyYqdQy3BsZ26MKSwEFVWkGUJTVbwqhqJhkYIBTm/bz8m9+iJJknIkoRbUfG4XRjBEJKicPeYY5EV1Y5Il+x0NVmS7NUIt4ppmjTGXdteSKDBUtGyAyjZ2SiKiqTJqG4fSsCHGgig5WSj5eTiLshHaeUB2VYEunfF0hMEv/0OPRQGScLftQs5Hcqorqrc+Q5+iAdGjq5g5OjtWEACW+lUYRepSCuqBC1zbnWagsiaK+60kk4HXDV7xFfFoTdN6VA+bEWSRVOaUPM5bDrArHl6FVC4+kfWRn9iTFYGiUyqlpVn2X2Id4SF9R2GNwAAbWpJREFUfY0iZBRyC6s7db3khExWIossI6vFxKaT1IlOZqdtzy0Vcd5L7kUvpZc90UinUHlTv6evqwvWf7+efv362XI3/y7SBUvSkyYvTROj9GSoGlgBNEDNdhQ0/DoKzrQ1O1XSU6dO5fbbb2fOnDkMGjQoE93dmkoaYNy4cYwbN263PisMA1lV0MpKyRnQDy2/AFlVMMJh9MbGlCJOojcGEUYSSzftal2p6GIhLLAsJFXFU1CE3KEDSlYAVyALxeNFyBLC0BEJHSMaw0zEsJJJO585HLErjuk6kqwgpS0tTaNPaUkmTQtzM6okARaWkMAQGDU1KTlMJFmx86D9flzZ2akIaANMkcpyshC6zriyBM+ud6M3WxvVJIuxgUYavtqUSR2TPW607Gxcebm4cnJRAn4UjxvZ7QZL2BOZeMxOITPtUW6ZFpUulfwu3VJR100VzYRlpro52XnWsmwrPiEEmCbCFFgiFbFtmpSmi5RYFpZp2dsYJlgmpmFwiCXsdDbLQOj2OrZIHUsChncoQzIt+96TWvMm5QiISoJeeflIwt4WRUkVU1HsaHbVZf/U1FT6U1PcgJVMYsbiqIkEeSGLemPbxM8Cn0rZsWNS0eouJLcbRUsVb3G59mhKVWshSRJZPXsidIPY5s2Y0RjhFStQCgvB28o1DSVsZdB1O++lrc3mFrRES8XcPAo8nWKVCg0JFYTgQLbvTNqRLOmUrmacc9yP5F7vCWRsKzSwG59tHtm+vTzw5p6IHX0+lVuebEjak5JEs4egKfc7HVmfTkdrnvKmYk+OekPhd16qg/t+QFh7pF1Ed/9clIAfSTewYnFim7cS21pp5/VKICxhV/GKxVL5wnYeLZJdClPoBiKZtItrqBqq34fs8SKpil0LOx6335NlZLcLt9cD5NkpVIZp50tHY+ihEHowiBGOYDQGMUwjpTw0u2+w5kL2uO1c5WgEYVmZhhhaTo7t0lZUJAmMWBQpdVMSSMipxh5qIMDheRpalslLK3Xq4oICr8zEgbkc1r0rlmnaEcmRKFYshhkKE66pgZSrVlLtymCy14vq89pWutuNpNnlPmVNRfb60PJySN8F0wVH0mldkmLvxy6mkno9laKVeV9Rtgn8ExmFbdqV1VL54ZaeRKQqtQndwMwUSUkFnZFKfZNlZFlBUmVCq9fQoW9fZFVDdtllUNOft8u0JsEysdI1zIWwXf66DkLYE5jcHE5dF+fJBTWpAik2bk3mvBMHktVzH6qLvIvIqkp2n952rfN0nfHtBfS1JWlrc1e3/aGrubkS/xmk10D3ycYVzV34u/v5lGfCzDbtrlPNMWkqDpNekkjHzzZfSmg2tzsnuZcnPb9g2kV098/F36kzmiRlrNtM/i92lK8aCCCpaiqv14WkaRihMMl6u2KVpCh2SVBFtm/0yWSmNKiViKfqYKcOJqVLTdpuW8XlRnW7ceXl2UrfEohkEiMew4pG0WMJhKEjhRrRcnJwFahofj+S223XHjFTVqJhW/T2vjU7r1nTkD1eVK/HXgv1uJHdHk7wehif6nC1o+/CVoR2a0sjFCRR14ARCmLGYpixOEZjiGRtPRJ2L+R0Jy1r82YimitV6lNO1fe2I95tBWxvLyQFWU3lTyu21dri+OlCJZmf2JXJaGYopeZ6smZ/J5Iko6U3lWQ77ztVFtSybGvcMgykTZuRJAkjHsUKGancc91eO05Z8Hbet23VYwmERCq32y4Mk6yqZhBxzu7n4pV1UBvS960b9W4iu1xk9elNcMlS26OQkw3JxN4Wa68w8oCKX/R3vdsoNLnHd5F9etLTztnl6O6rr746E939pz/9aU/ItutYFq7Cgp02fxBCYIRsFzimiae4yO4vLMmY0ajdBcswbFdvupmFroORtJWpZdmpSFZTWQ1JlkFISDKZMp1SqpY2mguX5rKrg8Wj+DtVIKkaqZqXmQYXsktD8XhtK97lsst+aup2OzjtKpKi2B2XfF5cuTn4KiqaKe6UFZty/dqFV5JYSQMp1ICal2NbsULYFqlhgJlIpVpJLd2RqTQyhMgUdiHd3EMitQ4stVDOmWpjsmxvLuzXMlXL0k1DLDvAC9N2t9sBASA2b7EnErKMnOpSJqXc70oqzU2S0hOpVAtPRbFLjCYSWLqOq6AAb3lHxpeWcmIrtI7cl1C9XrL79yO8bDnxUAjcu2raOjjsGGfS0zbsVEkPHTqUadOmZZ4/99xzbSnPbhGvqkJOxFH8AdSAf5vuVZauY4TDGKGQ7U417PVjIxYjunEzQk/aSlPVMspR9flsZenSMharsKyU2zS1rm3oqfrY6SOJZsqnmQtYlpFCITylZSm3clO/53TN7z3hnWiuuDMSp2p722U0DZRohKxu3VMVwVJWaLrJiLAroFlWKpjMMJq8Fik3tjAFQpip3GiBEFKmTrd9XVIVz9Lnm7Z+U6U0RepzUrrGeGpZAlmzG4ioClIwiLekBElTbe+Cy5X67rQW7T0Bey3csjKxAVp2Noo3VQd9Hwn6agtUj4fs/v0Q69dDff3eFsfBwWEH7FRJf/311zz66KNEo1E7Etmy2LhxI3Pnzt0D4u0aydo6rLpau92j15fp0CRStZvNWBQrkVbEdrlMsF1/WnYA1V+KmmW3i5Q11VauP0Fpput6k25u0XzNPqWc5Lpa/J1/LNxz7yDJsq2sUgpLys7CU7L9HPUW57aduIQfvi+EaKbArUzaV6a9pr1hizrektxs7bz5OnfK2hWmybrPPye7b+9UpHm665iOFd+2IljmPFUVLSfbTsfztGHz130IWVXxdezoKGkHh3bMTpX0TTfdxIQJE3j77beZPHky7777LmPG/Ly8t9bG26kCUVeHGY2RiFTb9awNO2LZrjntQQn4UX0+tIAfJRBAy8pG8bSOJZW2nHe2zb5Oeo15h+9v78XWLjavKJluYz/EajYhSIeg2jXMd70PtoODg0N7YqdKWpIkLrroIurr6+nWrRvjxo1j4sSJe0K2XcbXsQPubl0xk0nMSMQOJBLCDrxKRy2nAq0cfrnIqgr7YHqUg4ODw47Y6R3Nnypz2KlTJ1asWMEBBxyA3E6tQsVld2ZycHBwcHD4JbBTJb3//vtz1VVXceWVV3LxxRezdu1aVMdacXBwcHBwaHN2ahLfeOONnHfeeXTt2pUbb7wRy7L4xz/+sSdkc3BwcHBw+FWzS2vSgwYNAmDkyJGMHDmyjUVycHBwcHBwgF2wpB0cHBwcHBz2Dvv04rJp2nmx4XCYZHI7raHaGaFQaOcbtQP2BTn3BRmh/cuZHjfpn/vCWGrv1zSNI2fr0d5lTI+ZtE5qTX5SP+n2RmVlJRs3btzbYjg47PNkZ2cTDAb3thgODvs05eXllJT8sGPJz2OftqSzsrIA6NWrF652nnqVbgje3tkX5NwXZIR9Q85kMsny5cspKCggGAy2+7G0L1xTcORsTfYFGdPjKK2TWpN9WkkrqeIkLpcL9z5Qh3lfkBH2DTn3BRlh35FTSzVz2RfGUnuXL40jZ+uxL8gITTqpNXECxxwcHBwcHNopjpJ2cHBwcHBop/yokq6traWurg6Ab7/9lieffJIvv/xyjwjm4ODg4ODwa2eHa9Kvvvoqt9xyC5qmcfnll/Poo49y6KGHMn36dC655BJOOeWUPSmng4ODw09G13U2btxIPB7fo8dVVZWlS5fu0WPuDntDTo/HQ3l5eSYOwuHH2aGSfvzxx3nzzTeJxWKccMIJvP7663Tu3Jm6ujrOO+88R0k7ODi0ezZu3EhWVhZdunT5ST3ify6RSCTTnKg9s6flFEJQW1vLxo0b6dq16x477r7MDpW0JEmZfK+8vDw6d+4MQH5+PpZl7RnpHBwcHH4G8Xh8jytohx0jSRIFBQVUV1fvbVH2GXaopAsLC3nwwQcJhUK4XC5mzJjBpEmTeOutt8jNzd2DIjo4ODjsPo6Cbl8438dPY4eBY3feeSebN2+moaGBZ555htmzZzNgwADuvfde/vznP+9JGR0cHBwcHH6V7NCSLi4u5s4778w8f/rpp6mvrycvL2+PCObg4ODg4PBr50crjk2fPp23336b6upqNE2jc+fOjB8/nqOPPnpPyefg4ODwi+HRRx/lzTffxDRNDjvsMK699lo2bdrElClT6NmzJ0uXLqWgoIB//vOf+P1+brzxRlasWAHAGWecwamnntpif9dffz1er5clS5YQDAa55ppreOWVV/j+++856qijuP766zFNk7vvvpvPPvsM0zQ5+eSTOe+88zAMg7/97W+sWbOGmpoaevfuzX333UdNTc125XGWOfcOO1TSDz74IFVVVVxwwQXMnj2bIUOGkJ2dzdSpU9m0aRPnnXfeHhTTwcHB4eezvayUE044gfPOO49YLMbZZ5+9zfuTJk3itNNOo66ujosuumib988++2wmTJiw02N/+OGHLF68mBdeeAFJkrj22mt59dVXOeCAA/j++++544476NevH5dffjmzZ8+md+/eNDY28vLLL1NZWck//vGPbZQ0QFVVFTNmzOCll17ihhtu4O2338btdjNixAguu+wyXnvtNQBeeuklkskkF1xwAQMGDEAIgaqqzJgxA8uyOPfcc/nggw/o37//duXZ3rVxaHt2qKTff/99Zs2aBcDBBx/MBRdcwH//+19GjRrFpEmT2kRJh8NhJk+ezL/+9S/Ky8tbff8ODg4Oe4sFCxawaNEiTj75ZMCOPO/QoQMHHHAABQUF9OvXD4CePXvS2NhIz549WbNmDRdccAEjRozgj3/843b3O2LECAA6dOhAz549KSgoACA3N5fGxkYWLFjA0qVL+eSTTwCIRqMsW7aMM888E7fbzfTp01m9ejVr164lGo0CbFceh73DDpV0JBJB13U0TcMwDBoaGgDw+/3IcutXE/3mm2+46aabWLt2bavv28HBwQHghRde2OF7Xq/3R9/Pz8//0fd3hmmanHvuufzmN78BIBgMoigK9fX1LRpISJKEEIK8vDxef/11Pv74Yz744ANOOukkXn/9dbKzs1vst3lREFXd9pZumibXXnstY8aMAaCurg6/38+7777L//3f/3Heeedx8sknU19fT7pz8fbkcdg77FDbHnTQQVx66aW8/PLLXHXVVRx++OFUV1fzu9/9jkGDBrW6IM8//zw333wzxcXFrb5vBwcHh73N8OHDeeWVV4hEIhiGwWWXXcbbb7+9w+3fffddrr32WkaOHMlNN92Ez+djy5Ytu3Xc559/Hl3XiUQinHHGGSxcuJAFCxZw9NFHM3HiRLKzs/n0008xTfPnnKJDG7BDS/qmm25i6tSpvPXWWwwaNIgLL7yQxsZGRo0axcSJE1tdkNtvv323PldVVcX333+P3++ne/fuTg6eg8NusnbtWlRVpXfv3ng8nr0tzi+O0aNH8/3333PqqadimiaHH344J510Eps2bdru9iNGjGDOnDkcf/zxuN1uxo8fT+/evX/ycSdPnsy6des46aSTMAyDk08+mYMOOojc3FyuueYa3nnnHTRNY8iQIWzcuPHnnqZDKyOJdubHGD16NE899dQurUknEgm6d++eccX06tWLs88+m4EDB7a1mA4OvwhM00RRFHr16kWfPn0A26176qmncvTRR+/z9ZVVVaVHjx57WwyHH7By5UoMw9jbYrQaQggkSWLAgAGt3/tatDNGjRolNmzYsEvbxuNx8cQTT4iXXnpJPP744+KAAw4QHTp0EA888EAbS/nT+eKLL/a2CLvEviDnviCjEO1fzoULF4q+ffuKL774QgSDQfHAAw+I5557Tpx44omiQ4cOYuLEiSKRSOxtMVvwU6/pkiVL2kiSHyccDu+V4/5U9pacP+V7ae/jKBgMimOOOUZ88cUXIh6Pt/r+9/l+0gMHDmTs2LFccMEFzJs3jwkTJvD3v/+dN954Y2+L5uDQbtmyZQu/+c1vCAQCmdcOOeQQTjzxRGbNmsU999zDggUL+NOf/uQEDTk47ADTNLnssstYsmRJmx3jR4uZ7Gt4PB7uu+8+1q9fzxVXXEHnzp3p37//3hbLwaFdkUgkOP/88wmHw8ycOXMbt6MkSZxxxhls2LCBBx54gD59+nDBBRfsJWkdHNovd911F++++y5//etf2+wYO7WkI5EId999N+PHj+ekk07igQceIJlMtplA77333s/KkfZ4PPz73//G7/fz5z//2bECHBx+wLRp01i0aBH//Oc/M+vQ2+Paa6/lqKOO4s4776SqqmoPSujg0P5ZtmwZjzzyCGeccQZnnXVWmx1np0r6pptuorKykhtuuIFrr72W1atXc9ttt7WZQD8XYVkUFRRwzdVX8+mnn/LOO+/sbZEcHNoNjY2NPPDAAxxxxBGMHTv2R7eVZZlbbrkFXde577779pCEDg77BnfeeSd+v58bbrihTY+zU3f3kiVLWuTyDR8+nOOPP75NhfqpCNMkWV+PGYthJWwrf8Khh/FoRQV3/O1vHD5sGJ7cXCc9y+FXz//7f/+PhoYGbrzxxl3avmvXrpx99tk89dRT/Pa3v3UipR0cIGMAXn/99eTn55NIJNrsWDu1pIuLi6mrq8s8j0aj7a4TVmzLVvSGRpAktNwcXAX5+EuK+cOVV7Ji9Wpm/Oc/hL7/ntiWLZixGMJJ2Hf4FbJ161Yef/xxTj75ZAYMGLDLn7vqqqvweDzcfffdbSidg8O+gRCC22+/ndLSUn7729+2+fF2qqRLS0uZOHEid911F/feey+TJk1CURRuu+22duP2Vn1evOUd8ZaV4crLQ83KAknimCOOoF+vXvx7xgySoTCRVWtoWLyY8Oo1xDZvRg8GEZa1t8V3cNgjTJs2jWQyye9///sdb7Qa2AzoTS8VFhZywQUX8MYbbzhle38GoVCIyy67bLe237hxI6NHj24r0Rx+Al988QVffvkll19+OV6v136xDVO+d+ru7ty5M507d84835Gre86cObt0wHT92NbElZ+PrGmYiQSJ6hqSNdWYiSSK2825kyZx3e23820oyKFDhhCvrsGMJ0CWsRJJ9IYGtJwc1Oxsxx3u8IslFovx9NNPc8wxx9ClSxfAXiZK1Na23FAFalKPQqAMkODcc8/lkUce4d///nebRrL+kmlsbGTp0qVttr3DnuGxxx4jJyenqSNZLdCGhdp2qqSnTJlCPB5n3bp19OzZk0Qi0TR7aMZ11123Uxfad9991yZK2ozHiVRVk6isIllbi6QqyB4vwoozsm9fCnJzefShhxj+yCP4KspJ1tYhDB3FHwDTIFlXjxGO4C4qRHa5Wl0+B4e9zUsvvUR9fX0mlUqYJrEtWzF/uJbWCZCAKqAaiABdbI/auHHjmDFjBtdeey1ZWVl7VP5fArfddhtVVVVcdtllrFq1iry8PDweD+PGjeOzzz7j73//O2C3vpwyZQpPPvlkZvsbbriBeDzO1VdfzYoVK8jOzubhhx9ud0uPv3Q2btzIm2++ySWXXILP54MNQB3gA4Jtc8ydKulvvvmGyy67DFVVee6555gwYQKPPPIIQ4YMabFd586d+e9///uj+zrxxBN/lrA7IrhyJebmLSBAy85Gzc4Gy0IIE7fLzSmjRjP1pVksnvsB3bp3w11QBMLCCIVwFxaiBrJI1tUS27wZV34BWrZzA3L45SCE4PHHH6dfv34MHz4cYZrEt1YiDB13YQE01DdtXIl9s6nBthAagG+Bg+CCMy5g1qxZzJgxY4+sxbU2M2fOZMaMGW2y79NOO41Jkyb96DY33XQT55xzDjfccANHHnkkjz/+OOXl5ZmWwDva/uGHH2bjxo3U1dXxm9/8hv33358rrriCN954gzPPPLMtTsdhB0ybNg1JkuxWzVuwFXQJkAcsbptj7nRN+q677mLatGnk5uZSWlrK3Xffvd1mGDv6Q/up2+wO8XUbMGMJJEWxz8iy8JaVkbv//hQMP4gLrrwCTdN4/r13MSIxQsuXEdm4icjaNTR+9x3xmlrU7ByEZRHbsoV4ZSVCCKxkkmR9PbFNm4muX09kzVqi6zfYgWqNjU4AmsM+wccff8yyZcsyijVRU4OlJ3EXl8APywh8ALwDfAaswl6fng88CoNqBzG0/1CefPxJLNOJ5fg5FBQU/OR6EMXFxey///4A9OjRg/r6+p18wqE1icViPPPMM4wdO5aO3o62t6kAKG3b4+7Uko7H4y3SLo444gjuv//+bbZL95h+4403+Oc//0kwaNv+IlV4fMGCBW3ShxpAK8jDn5ePGvCj+HwIw8BKJkjW1eEqKKAwL49jDjucV99/n0vHTyCQk4OZTGLGYkQ3bSa8chWejh1w5+UDguDWrUjLV+LKz0P1+ZA9HhS3H0mWEaZpK++6epL19ahZ2bjycu33LAvSxVNk2VnjdmgXPP300+Tm5jJhwgT0+gbMaAwtLxc9FCJaWdly4yCQAxQBuYALe73tO+ALOG/IeUz57xTmzZjHiBNH2G6+fYRJkybt1NrdUzTvMvbDfs26rm/vIy16RTs9nvc8s2fPprGxkXNPP9ceE1lAx9SbobY77k6VtKqqNDY2ZhTO6tWrf3T7e+65h5tuuolOnTq1joS7gDu/AE9xMe7CAiRFwdJ14pWVNCz+juiadUgSHNurF6+9/x5vzZ3L2CEHoLjdKF4PWb16YkSiiEQCJIEwLbBMEg2NWHqSrJ49cRcWIP+gG5ARjZKsqyeyZg0Ni0LILhcS2JaJBJKqoWVnoeXl4ikq2mPXwsGhObW1tbz11lucc845qJZForERxefFjEaJV1Zh/fA+X5R6WNiWwmZsxW0Aa2GsMpZcTy7PzHyGEb1GQFdsa8Jhp6iqut3OT3l5eaxatQohBBs3bmTZsmU/ur3D3uGZZ56hW7duHNzxYEjQFL+xBfgeyG6b4+5USV9yySWcddZZ1NTUcM011/Dxxx//aHRnx44dOfLII1tVyJ2h5echKQqRNWtJ1NUR3biJyNp1GI0NWIaF7PHQNyeHivx8Xp47lxE5eajZ2bjy8xGWwFtWghmNE92wCS0nBy0nF29FJ5I1NQSXLiW6fgOugnwkWcbSDYRpYMYTJKqrMSMRjGgU2eXGU1KMu6wExeNDJGLowRDJ2jqi69Zj1dUhTNN2yTs47CFmzpyJruucPnkyyZoaJE1DCEGipsb2cskyNF+16Yt9w1mCraRj2BPP1BzVs8XDRO9EnvriKWo/qaWgqgD6A51x2AkFBQV06NBhmwpVhxxyCC+++CLHHnssXbt25YADDmix/dlnn82dd965N0R2SLF8+XI+//xzbrr6JqSoZCtoBViLvTRUAxzUNsfeqZIePXo03bt35+OPP8ayLC677DK6d+++w+1PPPFE7rrrLkaMGNHCPTNs2LDWkXg7JGtqSYbDJGrqiKxejRFsRAiB7Pfj8vmwkjpGY4hj+/bnsY8/otLroaMlSNRUY4ZDRNetw1VYiCRLKD4vsreQRGUVlmkguz0k6+uJ11Qjqy5kTSVRV4vQDZRAAFdxES4EyZpaIuvXE6+sxFWQj6ekBH+3rkiSRHzrVqxly6n/eiH+rl1wFzimh0PbI4TgmWeeYejQoXTNz8eMx1HcntSatA6WwDQMUJqWoeqfree9T99jztY51Bg1vHboa+CF+5bcx5rIGk4oOIFJWZN4ov4JZs6YySXHXgIrgaHAcHYhyuXXi6ZpPPfcc9u87nK5ePDBB7f7mebbv/fee5nfL7/88tYX0GGHPPPMM2iaxqSDJtlu7jzsmgJzsRV0GyYF7VRJ33jjjdxxxx0tcqWvuOIKHnjgge1u/+mnn/Lhhx8yb968Fq/Pnj37Z4q6Y4xIhMS69SQq7SYAnvJyW4FmZSGpKmY4jB4KcrzPx5OfzOeNb77mqkmnkaytwUwa6I2N6A2NuIqLMWNxrESCQK+emKEw8a2VGNEYmDrCC3qwEcs0sRIJEnX1xDdvxl1YhLuoACWQhREMotc1YEaixLdsRcvPx9+pAqmiI5IEoe+XoZeV4e/S2bZiHBzaiE8//ZRVq1Zxzx13YMbiyD4vyYYGjGgUAD0aIxmLQVHTpHHCWxPYWLmRcrWcoa6hiM8FUlLCTJi8b7zPrM2zKFQK6aR2YvqG6Vy88GKk3hLMw3aNH4l9A3Nw+IWQSCSYOXMmx4w4hsKcQnsdeg1NClrCjuNoI3aopG+++WYqKyv58ssvW5QFNQyDDRs27HCHS5Ys4cMPP8TtdreupD9CeNUaaKjHVVqCLCtg6qg+P1pONlY0ipSVha9rF3JlmSM++oA3Pv2Uy0+djJqVg1VThZqbixWJkKisRPX5QAgkSUHxeUEIvGWlCGESXb8BPRhGdrtQAwG8HcuRXQog48rLw9uxA8n6BhJV1Vh6EiFAr6sjHI9DdQ3+Aw4gUVlJfPMWzEiEQJ/eKD9Y63ZwaC2mT59OVlYWRx94ELLLhRWL21kJAsx4DL26Fikvt8VnjlaPZnL2ZPqL/kiGZOdJy3Ctci1XWVfxkfiIh82H+YRPAPhs+WcclDgIegBJ7EplBwMV2O5AB4d9nLfeeouGhgbOHH2mHX9Rh50FUYP9954H7H7jxp2yQyV9yimnsGLFCpYtW8YxxxyTeV1RFAYNGrTDHRYWFmIYxh5V0pIE3l49SW6txBICX9fOaIEA8eoaRCJJXFWY/8GHrNm4gYriYt794nPe/eQT6oONuJHo1rGMHgVFyG4XVjxBeM06Yhs3kTtsKEWHHULw+2U0LFpMMhREdblx5eWRP+wA/BUVmIkEsc1biG/ZSnzzFgI9e+ApKiK6YQNmPIllJhGmhRWNEvpuCb6uXVD8fqJr1hFc/B3Z/fqi7MFr5fDroKGhgTfeeIOTTzgBn9cLikJ882Ysw8RKJkhsrUR2uXAXF0GyqaDJnz1/xh1229ZBFuDG/t0ALaExOj6aUfFRvGa+xu/F75leO51B0iBcugupLKXUdeBAoBtt6gZ0cNgTTJ8+nU4dOnHY4MPAA8zB9hpZ2BkQJcBCoI2qtu5QSe+3337st99+HHLIIZSW2olgyWSSmpoaOnTosMMdlpSUMGHCBA455BBczap33XTTTa0odku0wkKiK1aCIuOrqMBoCBFdtZZXvvyCN75ZyJK1azLpCocOGkxZfj4vvf8eyyu32lYu4PN4GNKtG8f16MWQsg5YpkFs3VpqZIlEXT1WLIY7Px9fRTme4iJEIone2IiWk4O/S2fUgJ/IqjU0Ll5CTv+++CoqSNbVYRl6qvmHjAVEVq3G06EDgZ7dCa9cTeO3i8np3w9lO1XcHBx2l1mzZhGPxzn1uONR/D4SW7diRGJgmcQ2b0ZSVLwVnTCTP0j38WGXAu0GDMAOCisnE93NJyB9KTFuyzjm18xnhjWDqqoqOgc7czu3o+qqHfmaxP7ZC3D+tB32UdauXcvHH3/MH8/5I3KeDB9ju7oNIBt0SafmrRryt+TveSWd5ttvv+Wxxx7j6quvZvz48YRCIaZMmcK555673e07deq0R9OvAKKrVqNKMr4O5YSjcbJ8XrL69eG7D98Hj5srLr6EYfvvR4+KTvglif/3xBM88tIs/vPbC3EFsllRVclXK5azYOUK1pdXcEh+ProMK7/5lpJlK/F27Uxu/764CotQ3BpYwl7Xq6lFUlTUgB9PURGKx0tw6VIaUxaylpODEQ6jdc5BXrMGyTKRNLe9jl1USKBndyKrVtG4ZKmtqJvlTjo47C5CCKZPn86APn0YsP/+GOEI8Zo6LD1JorIaJIG3UwVGOEi0th66Nhuv/YDDgEOxLYTmDABOwI78/i+c+c6ZPLXlKSQh8XTiaaqWVPFIv0fwCI8dMZ5MPfbDtkAcHPYxnn32WWRZ5tQxp9qT1O+xJ59+iEVi/Hbmb1lbt5Y3OrzRZjLsVElPnTqV22+/nTlz5jBo0CD++te/cs4552yjpP/f//t/XHrppUyZMmWH+0pv09qo2dloOVk8+f57PPnKy7zw+OPst//+PPDIIy3qjOvBIJE165hw5JFMffkl3l23notGjqRDbg6HlpZx1bFj8fbrixqL8/yM57lnzpuMLq/gXA6nw9hjCHTuTHxrJXooiOxyoYfDIIFX64jidqNlBcgZ0J/gkiUElywlq19fZMODlYhDhzIUrw8jGkH1Z5GorUMI8HfrTnjlKhq/W0LOfgNQnNrhDj+ThQsX8v3333PrH65FdrsIr1pFsr4BMxpGmCbe8nKEniRRU4ua84PkzinYVvSP0Q+4DQYMHsB+N+xHdbya27iNPxt/5oLvLuCJgU/gkT2wFFtZ68AB2K5zB4d9BF3XeX7G8xw57EjKXGXwNXaZXA/E6mOc+8a5zK+Zz73SvXiUtpuF7jS8WAhB7969mT9/PiNGjCAQCGy30s2LL77IO++8w5w5c3b4aKuyoKtCDZz+t7/yyPMzGH3YYRRUVNjtK5spaDORIFlXj+Lz0GXAAI4YPpzXP/8U0+XCaGhAcmnILhdyOIIei7F/cTHjevfhg00bOX/Gs9x+00001tTgKS1BDQQAUFxu9IYg8S1bsFJFB1Sfj5z+/UGWCS39HjXgR1I1pGiUrD69Uf1ZGJEQiseDXl+H3lBPoFsXrESC4JKlmf04OOwu//n3k3g9Hk46ZSLRDRvt+IhoBCuRRMvLQ3ap6DW1yKqK9cPSth23v89tUIBT4czfnslSlrIf+3Gvci9zzbn84Zs/2AVQEtjpWZ8BC2jTdn77Ku2lBeUNN9zApk2bALjwwgup/GElul8hc+bMoaq6ijNGnGGnW6XipePhOOe+cS4LahbwT/FPJvsm2/EbbcROLWlZlnnjjTeYN28e1113HR988MF2y1126NCBp5566kf3VVZWtvuS/gh/euIJNEXhyfv/j5FjjsaVm9vifTORIL61Eiupgyyj+rycf+FFnH3+b/ho9SpGd+uO3tCIrCiEVq/BaGikJD+fq048iXMk+Nfrr/HfDz7gu0mTmPX223hKS4lv3oIRjSB73CRq65BUDW+HMiRZRvF6ye7fj8ZFiwktW052376ARLKujuw+fQguW4oRDKNmZ5GsawBJxtepgui6Dant+zjpWQ67RV1NDa++NpuJ48bhVRSqly7FjMZBWChZAbScHJI1dViyDIaOFfl59edPvuJkbn/ydv7j+g8P1j6I7JHpp/Sz3YIq0AG7hGL6MCNwcqnbIZ9++mmmd/Vjjz22l6VpHzz5xJOUF5VzZMmR8A32pFOBu764i49rPuYB8wEm+ibawWM9206OnSrp6667joceeohrrrmGoqIiHnnkke0Gge2sA1ZbMuaoo7jq7HPILSnZsYLWdZBA9XpZsD7BU/OTuANF3Pvi23T8x/9jUIcaaj75gkR9HYrHg6uwgECXTviSOrdfejnj53+MXl/H1rfmkHf0kcRcGn58GNEYsstNfOtWJFXFW2ov5Gl+Pzn9+tD43RJCK1YisrMQhoHeWE92v34Ev/sOIxxGycoiWVePu6gQT4cy4ps3E161ikCPHk7tb4efzNNPPkkimeTcc8+j7pPPSVRWIwd8KG43roICjFAQgYSsyFjJJErB7ic1z/1yA0+9uRRvxwN4aeUrHDX0Ak794lQ7TcWEuYvmcoQ4AqmHZLe9/BzbAj8MO2K8nZI+r5r6GIV5Xs4Z25eRB1S0yr7/9a9/8eqrr6IoCoceeihnnHEGiUSCK6+8kjVr1tCpUyduv/12cnJyuOuuu/j444+RZZmjjjqKKVOmEIlE+Otf/8qKFSswTZMLL7yQE044gVmzZvHSSy/R0NDAkCFD+N///sfcuXPRNI3ly5fzhz/8gVdffZX777+fBQsW0NjYSHFxMbfffjvTp0+nqqqKiy66iOnTpzNx4kSeeuopOnTowB133MGCBQuQJInx48dz0UUX8emnnzJ16lQ8Hg+rVq2id+/e3HvvvSSTSa655hpqamoAuOyyy/Z49cnWYtmyZSz4dAE3jrsRZblip115AROuaLyCwcnBjPePt//WhwKntZ0sO53TDh06lGnTpmUaXD/33HPbtKnc2/zxoovILijAVdiykldaQYuUC1nxelmwIc7DL31LbdikqOcRNFSt4r5nP+TLiB8ksGJxJEXBU1qM7NJQfV4QJgePGsngPv1oWLiI26+8kqOPPZaPFi9G8XhQXBqyphHbuIlEs5xyLSeHQI/umOEwUnUNroICzFgcIxQiu68dKGYGg8heN4maWiRZwl1URKKymuiGNuwi7vCLJBEMMn3GDA4aOpTicJjwmjVIHjeyLOPKzUUyTCzDQPG6wTQQqobRsHtNcOd+uYGHZn5DdX2Mwh5HICyTO42pzD1gAzTC+9b7nBk5k3sX3msH3Hix1/MWAF+02im3Os3PSwDV9TEemvkNc7/ccW2IXeWDDz7gvffe48UXX+Sll15i3bp1fPTRR9TW1nL22Wfz6quvUlFRwcMPP8ymTZv48MMPefXVV3n22WdZuXIliUSCRx55hP79+zNr1iymT5/Ov/71r0zdisrKSl566SVuvfVW9t9//0xBqddff53x48ezbt06Vq9ezXPPPcfbb79NWVkZb7zxBhdddBHFxcU8+uijLfpTP/vss2zZsoVXX32VmTNnMmfOHObOnQvA119/zV/+8hfefPNNNm/ezLx583jnnXfo2LEjs2bN4vbbb+eLL9rxF70Tpj0+Dbfq5vSS021XtwxvVb5F4pMEeRvzGK+Nt2vcHwz8Dmi7gpq/DMeTpKp4iotaWJ7bKGiPG1dhAf99axlJw15Tz+86HFlxsXnpezz38SY8pWVk9emFrCgYjUGQVWRVBUXGTCTIHtAPze/nYF8WuV4v5194Ibc++CAJYSF7vSBJRNesRQ+FM3J4iovxdirHCgbR6+tRs7MxgiGsZJKc/v2Q3S70xiCK102ypgbZ40HLyyG2YQPxqqo9eyEd9lksw2DO7Nls3LKF0449lsZvvkVIErKiouXkoPi9GJEomj+AZRhYSFjxGIp/9wJennpzKQnd9mF7skvIKunD1hUfMm2/b6EERsZGcrrndP4v/n9MXzgdlmGv24WA92iz3rs/l+bnlSahmzz15tKfve9PPvmE448/Hq/Xi6qqTJw4kQULFtC1a1eGDh0KwIQJE/jss88oKSnB7XYzefJknnrqKf7whz/gdruZP38+zz33HBMmTODMM88kGo2yYsUKAPr165cpxTx+/Hhef/11AN58803GjRtH586due6665g5cyZ///vfWbhwIdFU9bnt8emnn3LSSSehKAper5dx48axYMECAHr27ElpaSmyLNO9e3caGxsZPHgw//vf/7j00kv59ttvM+7zfY1gMMgLs15gQp8J5K/OBwGzGmZxwUcX8OjqR22t2RHbIzQFO3uhDflFKGl3YWGLxhVmLEZ8y1a7o5UEsqbhLiwiWVNDTSiZ2U51+cjvehB16z6nsqERX+dyOh5/HHkDB5KsqyO2eSsWAtUbQOh2U42sQfvRo6yM+485jvNOOpnpzz3LKRdfzOoNG1CzszBNg/CK5Rip/GsAf6dOyNnZRNdvxLJMFJ+XZF0tQkB2374oqmbnUmsuu71mbi6K30945WqSjY179Fo67Jska2p4/OmnKS0qYrDmJhkKoQX8aHm5aDm5GPWNKFkBkCUWr1rDhffeQ8g0yB3Qf7eOV1Mfa/G8qNdI9FgDK5bPg0tAype4U7+T0e7R3BC+gf999T9bUediK+o3sfNN2xk/PK+dvf5TsKxte3AbhtGix4EQAlVVUVWVmTNncuWVV9LQ0MDkyZNZs2YNlmVxzz338Morr/DKK6/w/PPPc/jhhwMt218eeeSRfP7553z++eeUlZVRUlLC4sWLueCCC7Asi2OOOYajjjrqR9td/lBeIQRmKtCwebGqdNvMLl26ZCYEX3zxBaeccsp2z7m98/S/nyYaj/Ib928gAp+5PuP3837PwebBXGReZCvoEcDl2HUA2pg2UdKVlZUsWbKE7777LvNoS+Rmf+RGJEK8stLuZS/Z77mLi0jU1BCvrKQw0HIZvqT3UQhh0rjyPbK6dcXXqYLiI0fiK68gUV2JXlMHkoSWk40ZjSFbkDtkEG5F4czyTjx2599J6jpabg6KquLOL8BM6ISWfo+ZbJoQ0LEDit9HZOUqFK8XSdVIVFejuN0E+vRCkmWMhkaQJJJ1Dan2mCqh75dnai07OGwPPRhk/gcf8sWiRUw+fATJzVvRsrJwl5Sg+HwYDY2oWVmofj8ffvkll/7fP6gPh1AqKtDydm9NujCvZYWSnA4D8OSUUb3sHawjLTgHtDyNfyX/RX9Xfy4LX0bdV3WwCnsdrx54Fdj6c8++dfnhee3s9Z/C8OHDef3114nH4xiGwYsvvsjw4cNZtWoVS5YsAewsmUMOOYQlS5Zw1llnMWzYMK677jq6d+/OmjVrGD58OM8++ywAVVVVjB8/ni1btmxzLJfLxeGHH84dd9zB+PHjAfj888858MADOf300+nSpQtz587NKFFFUTIKuLm8L7/8MqZpEovFmD17NgcdtONWT08//TQPPvggY8eO5eabb6auro5wOLzD7dsjsViMRx97lBEFI9jf3J+1xWs5f875lJvlPBZ7DHepG45i11IVW4mdBo7F43HeffddGhoaWrx+5plnbnf7+++/nyeffJLCwsLMa5Ik8e677/48SXcBuzVkLZKqgGWBJOMqLCJRbSto1e/nrDG9eGT2soxLy51VRGHnoVSunEfC78cvSaheL8Wjj2DrnDkka2pBVnAX5OHKzSZZ34C7qIjs/fejceE3dKusYfYTT5Dfpw96fQP/mTaN40aPwh2NEfxuKTn79UdWVWRZJqtPbxoXfUto+XKy+/UnWVNDvLIKT1kp/h49CK9YgREKoWZnoYfCuEtKiG/eTOj7ZWQP6O/kUP+K2VEwkxmPE1m7lqn//S+5gQBHlpSher34unRBmAZWLIqWFcBdUsQLL7/M3x5/nB5lZfzrjjvoPGQw0crdW1I5Z2xfHpr5TWYcSZJM+X7HsXLeE7y99G3GDhsLMfA/6+c/9f9hYelC8o18e03ah22NbAFeASYB+a1znX4uPzwvALemcM7Yvj9736NGjWLp0qVMnDgRwzA47LDDGDVqFM899xwPP/ww69evp1evXlx99dX4/X4GDRrECSecgNfrZciQIYwYMYIDDzyQW265hRNOOAHTNLn22mvp1KnTdtd/J0yYwKuvvpop63zccccxZcoUxo0bB8CAAQMyaVcjR47koosu4vHHH898/rTTTmPt2rVMmDABXdcZN24cRx99NJ9++ul2z+/EE0/kmmuuYdy4cSiKwrXXXkt2dhs1Wd5NdhYUOOPfM6huqOaRTo8gOgmueO8KhCH4T+Q/5JXmwXHAJdh91PcQkvgxfwdw3nnnEQwGKS9vqiAuSRL//Oc/t7v96NGjef7551so6bYikUiwePFi+vfvjxSJYgTtIiOWaYJl4S4uIllbR2zrVrRAAG95R7SsLN5+5xueeX8tdQlBvkfm8K4GN998OVdffTV/+MMfMvsPrlhJ3edfIEwLzetBKy7CCAYxwxHcZSUkqmsIfrsELSebshPHsSWZZMwxx1BaVMR9N99M7/wC1ECA7H59+XrRIg444ACSDQ0Ev1uCmp1FoGdPElsr7ajwslJiW7YQWb0WSVVRfD5Uvw/JpRHftAU1K0B23z4tvAZtwZdffpnpZ9te2RdkhNaTMx3M9EPFcdnJAxjkamTh519w1i1/4bcjR3H6sIPwlpWCaSK7XGjZWfg6d2bWrFn86aEHGdqjB//3xxsoGz4MMxjCdLlYsXULvXr1Yvny5QwYMGCX6+7/8IZ35pie/OXqs8jJyeH1Z15H+kiyaxpPB8JAT5hXNY++7r4UjC2wFXM1dunRE9mlXNOfek2XLl1K374/TcG2RnR3JBLB7/f/pM/sDfaWnD/le2nrcTRl0kBGHlCBntA5dNChlCXLeHnoy0iyxPL3l9MQaeDAggPhVOC3bNfFndZFP2X87Co7veNXVlby5ptv7vIO8/Ly9oiCbk6ypgZFN5B9XjsX2rJwFxWSrKkltmUrWk4WvvIKFL+P8Lp19I+s46/7xXAXFeHv3JlA924sWPA6TzzxBOeffz75+fa0PqtHd5K1tUTWrMNCIlFZiauwEKGbJLZW4S4tJdDPIrRkCVtfe4OO40/gxRde4NLf/Y4zLruMKy74LWePHk3jd0syRSNcubn4u3Ujsmo1sY2b8HXsQLyyknhVFd4OHbASSaIbN0JMAkmgSXbP6mRlFeGVK8nq2bPF+rvDL58dBTP9Z/Zieg0x+NeLL+D3eDhp+HBUlxszEkXJ8uMqyMfXqRNGQwNDOnZk8uGHM+W00ykZtD9mKITscaPk5cHWbd2lu8LIAyq2UV6Vl13GtddeyzufvcOYXmPs/OjTgOnQsLKB3/Jbusvdef6d5/Ef67c7CH2HbV2PTf3cy2zvvBz2fX4sKHDkkAqe/fOzbApu4o6KO3i/4X1GLR5Fr4Ze9vLMKcBv2CNr0D9kp2vSvXr1orq6eqc7Sq899+vXj9tuu41vvvlmj61Jm4kEak4OQtfBNHEVFpCoriG2eQtaTja+Tp1QfF5CK1bQ8NVCjGgUT0kJ/i62gpZkmT/+8Y9EIhHuueeezH4lSSJvyGDchfkgCVSvD726GiUQQPK4SFRW4S0rtS3i2lo2vfoavQqLePvttxkz+kjue3QqN0z9F2Ykgli7DjNhdxvylpXiKS0lsbUytf5chBVPEK+swt+1C+7iIsxYDCuRRI9EkGQZV2EBydo6ImvWIPbBYAyH3WdHQUu1UYNPVq5k3reLOGfUaNxJHSuRRMkK4CuvwF3ekf88+yzhjZvIlhWumjiJwgH9EXoS2eXCU1zc6rn4kyZNokePHtx6660ky5J2/e+DgZMgV8nlAekBFhmL+G3Vb0m8k4Ao4MdOy3oPu9a3g0Mb8GNBgQ3vNnD3jLsZ7h7ON9Y3nL34bOaE5th9ok/EVtA/f8Vjt9ipJX3ssccyduxYevXq1SIK8YfVxS6//PIWz997773M7229Ju3Ky7MVoWXhKsgnvmUrydrajCUhyTIN335HaNUqSOp4Skvxd67A361b5ibVu3dvzj33XKZNm8bZZ59Nv379AFBcLvIPHEbNh/MACS2/AL2uFtkXwNIgUV2Nv6ICSQhCK1ey5dXZlB03lkcencqzTz5JwO3B07ED1qpVNHy7mJy+fVD9fvzdu2ImYkTWriGrT2/cRYWptfMqAj17IgyDeFUVLiUPKxJBCQTQ8vOJV1aBrODv0tmpSvYroTDPS/V2bjC5bsH/vfgCHQsKOK68E5Il8HeuwNu5M6aqMuXGG3l//nwCZ5/DyAH74+/eHVlTkTUXnpISJEVBJBLbOeLuo2kat956K2eeeSb/fubfXDL+Erv62AlAHMa8OoZ71Xu5Rr+GS7deytT3pqKOVO2Wlp9i1/cexS7cmRwcfho7GkeFPi/3//V+GowGDsw9kPs23cek+CTGuMbAeOw86N1LgmgVdjoUHn74YS6++OKddrZqrpT3NHpjIy5FQcvJIbp+I0aoEXdJCb7ycsxEgsZvvyO6eTPCNPCWluDr0plAl87b7Oeaa65h1qxZ/OUvf2HmzJkZBe7KySF38EDqv/gSgQtXSQl6bS3CFCBDsr4eX0UFliWIrFnN5ldfo2TMUZx+7rkYjUHMaJTZX3/Fhpdf5qaLL6HzgcNw5+WS1bs3jYsWE16+kuwB/TKKOllVRVbPngjDJFFdi7uoAKJRu51lTi7xVDSnv3Mnx/X9K8AOZlpIQm/yoLgUiaLol7y3YQO3HjsWr89P9oB++CsqaIxF+d0fr+WbJUu4ZsKJjOjTF29FR7ScbFtBl5aAJJGorSNWX9/q8o4cOZKjjjqK+++/n5MnnExxabEdJHYSEIfT3jqNkBri5uTNvFLzChPnTbT7TwtgPqABh2NXJ2sFhBBO9b52xE7CoNqM7QYFKgpH1ni4cdU0DvMcxkM1DzE6OZp7rHuQxklwNXZDmb3ITk0xr9fLhRdeyDHHHNPi0a6QZWSfj8jqNRihEN7ycnzl5cSrq6n/7HOiGzciSzLe0lKyevfcroIGez39+uuvZ8GCBfz73/9u8Z6vvJxA7z6YoVDqeQWqx4MViWHEYxiRCP7OFQR69MAIh9n61tvUfvY5IiWbIkl89PVXnHjl5Tz18MNENm5CkmWy+/YBRSa0dBnIMu6SYqykTqK6hkDPHrgLcklUVWEmEpjxGJJLQ/EHiG7YSHjVakxd396pOPxCMBMJhhVYnLO/j3yXfXMr8CmM6dDIyy8/zdCKTowYNJic/frj69yZtZs3cdpll7Fk+XJuO/scTho6zC6oU1qK6vPiKS3BTCSJbd6MEQyiBtomaOgvf/kLhmFwzbXXYHWw7CAxN3AycBT8lt/yrPtZTs452U7H+hy7NnI9MA9bWbfCqo6iKOjOGGlX6Lrewiu7pxh5QAVTJg2kKM+LBBS5vVws+vLfOXfgl/x8Fv+MA4wDmKpPRTtOgz+x1xU07IIlfcghhzB9+nSOPvpoXM1SgHJ/UCN7r2IJwitXI6sKgZ7dkT0egsuWEV2/ASuWQPa48BQWkdWrJ+6Cgh/d1VlnncX//vc/brvtNg488ED226+pnEx2755Y8SiRdRuQJAlvRUdkn5founXEYwncJUX4OpUjqQrRVWuo/eQTzFgMf8dyxo0azUlHH8MtD/6TWx75f7w6931u+cMfGDRqFNl9+9D47Xc0LvoWf8+eKH4f8S1biFdVIbvdWKZJcMkS3PkFKD4vkqJiJZM0LllCdNNm/BXlyB4PsqYiqSqyptk/VRVJUX7U2hamXSpSmCbCMBChMInqavu5Zdnr3wJoPvtNWyVS5r8mS0VKvy8hyTKSLIEs23LICpIiZ2SSUq87bIvdta2O+NYqEjW1DHY1MuQgFcXjJa4nOPeW/8OravzptNPJ7tMHd3EhkmWhyzLCNHnwkkvpU1iIGvDj61SOKzcHLTeXRE0tZjRqV+krLSEpBKTScFqT7t27c/PNN3PDDTcw9dmp/O7439l/Rz5s17cOI+aPgAZYra5m6tqp3GrcimeAB9YBH2D/LR3Cz6rmkJubS2VlJR07dkR2lof2OpZlUVlZSU5Ozl45/sgDKhhZXgEvAhvgLx/8hW/j3/Kk/iSemIchyhB8Y31wO9Blr4i4DTtV0k8++STJZJK//e1vmdckSWLp0p9fJq+1iG/ZjDc7B1/nTiRr64gu+R69oQHTMND8PlzFxWT36YXq23noqCRJ3H///Rx99NFccsklzJ49OxPtLcky2f37YyUN4jXVIATuvDzUrCxC3y0htnY97lRQmOxyEV62gsZvFiMMEysSpWuf3jx2/Y28/MFcHpj+NFXfL6NKSHhKS1C8XqLr15Osq8fXtQuKP4AIBrHiSbzl5chuF0YwhJqVhZabg0YOZjwHo7HRjgwvK8UCRCzeUqHaJ2WvX8spRSoA0UwBN0NEo5jxhK1MZRlJVVMK+IfuQmG7rUTTc/uHSB1e2E1NhLCP82PBbpJkK/MWx2guWFrRy0iyggiF0IMh5FR70Z+zNt9azRQsXcdKJrF0HaEbdo5yba1dg7359yFLSJJsn09m8mJ/N5JsN73QG4Mk6+uJ19Ri1NejR6N2UZ6SEiRN4e4n/sOqrVu59ze/ofMBg5FUjbmffspRR4+he2Ehz/z+j1jhEIrmItCzJ96SUoREaplEQsvLRc3ORq+vJ17fsNvXbmecffbZfPTRR/z9739n8MDBDM8dbveW7gEci20pL4RPY5/ydOJpVqxdwb/Nf5PbK9euTpbE/jM4lN1W1IWFhWzcuJFly5a1xintMslksoVR015pTTnjSYNITMe0BIos4fdqeFzbqhi/37/HM4AAO9PgU+BtIAavrX2NJzY9wWhjNGOCY+z68scD9wKle168HbFTJb1o0aI9IcfPwlVUjOpyEVzyPclQEDMaAwSu7Bx8ncrxd+mMrGm7vL/8/HweeeQRJk+ezOTJk5kxY0am8LzicpHdvx/i228xwhH0UAjF4yZ3yGCCixcT27QZvbERT2kJ2QP6E1qyhOC332IEAsie/fHl5HDqiScy7ugxeH1ekrX13PnAA/hycrjgzLPQYlHMaARfRTlqt67o9Q3owUZkl5ukqxI9GET2uHEXFKD6fKg+P0Y4TLK+AW95Oe4y+6/L0nWEYWAZJiKVNy6ErSglSQIprYRTVm3K6pbravFVlG/3ujRZ1iKljEVqvwCp1yyRmQBktiWlctPvIUHqf1J6Pq2eMwq3+RpiStELy8LSk4hojGRtbeZtSVNR3G5bYWsuW3nvgjvth3mT6WYKwE4VtZlIYMXjGLEYIpm0S9Cm5VHsyQ2yguJx22cnSalrZmXOx9J1SMQRloUZT2CEwpixKHpjI8nGIHoojKIpeIpL8XXuhBCC2++7l1fnz+fcI4/imFMns3XdOm599F/M++orHnO56e/xYgYbUTSNrD69cBcUYETCIMhM8IRhEN+8BaHryB4PtFHlWUmSuPfeeznhhBM457xzePbJZzkg6wA7SGx/IA7IcPqS0/FpPq4KXcWEtRN4IvIEPfr0sAPOwkAMOJLdWqOWZXmn8TRtwZdffsnAgQP3+HF/Kq0l585ykPcqArsX9FvYNeMD8Hb92/zu498BoBkaIiCQTpXg70D7qr+yYyX9yiuvMGHCBJ588sntvv+b3/ymzYT6qSRrazESCcx4HEs3kGQJT1Ex/q5dcRcV7lbQyIEHHpjJmz7jjDOYNm0aJSWpNpQBP1m9exP6fhnIkq2zEgmy+vZBWrGSRGUVkWgMV24ugX59iaxYBWvWUv3hPPIGD8ZVXEhWIIAEuAoKCAqL6TOfZ/rsV5l87LGcOuIIikNhvB06ovl9CEtghkNYuoUebCS2ZQuuwkJ8ZWUISSBMEzMaJVm/GFdhAd6yDmg5WSheL4os/+j5CyEQum5bgvE4IhQiXlWFMK0m5W41Vyy2tWilrEWhm2A1ucaFSHu7JVs3kbKQpR+4xdPIEsgKstLMJa4pSIqGrClIqq1wJS3V7MSlIfl8KAF/ahJiYCVsBZdRlKnj2+7+lEs9ZbmmvQqSJPGf1xZvP//4tcUML3c1eQWEhTBMzFgMMxbHjEftYwkQioysKEiKmvE+IMv2ZxuDJKqrQWrm5pdlUNWMLGZSxwiHMaJRjHAEo7HRTrsTAl9ZKb6unVG8PkIbNvKPxx9lxocfMnn0kVx/6y28+sIL3Pn448SSSW688EL6KirJqhokjwtfpwpceblgmaj+AFpuDpIsk6xvwAiFsITAikWJBcOwHWuntcjJyeH555/nlFNO4cwLzmTaP6cxvHS4fSMcBhiACRPWT6DYU8zFNRdzfPXxzAjPYFDXQbYifxZ7rfrENhPT4WfyoznIraGkzdRDsI2TrcVDNNveADYBn6UeMaAPzFw+k6vfuBqB4NTYqdztvRvpAsleg27dOiStwg5H57p16wBYvnz5HhFk9uzZPPLIIxiGwbnnnrvDsqPbw9J1rGgUK6GjBfz4unbGX1GB/DPdOKNGjeKxxx7j4osv5uijj+b+++/P9Ed15+dhde1CZPUaZK/HdqVLEjmDBxJeuozYlq3EtmxBrtFQfD5QVcKr1xDbWom3Qwd8XTujeezOWbdffjnnjZ/Ao9On8+Qrr/DU7Nlcf9LJnDBiJIFuXfCWlaLldMGMxdFyc4itW0+sshIrGrVd6243QpIQlkF0/XoSW7ai5uSg5eagejxISkpxSFJm7dnSDduS+0G9XrO6htjmzWBa9jbptWpDR5hWygqXMkpYVlIWuMsFqTVn2zoWLSxgLGErddNCmAIhDISQkCyLjK0tSciSDIpir68rGpIq22NPWIC9xm1u3UosJ6elB8BlK1XLSLubLfRYzJ5kIGwrvjmSRE1w+0m5NcEkekMQyzJsF3Y8gZlMIAkQyMhuFdnjQVI1e+6RcvsLYWEZui0nAgwdM56wvRYSGY+D0HWMSBQjEsUykohkEj2WwIxFQQhcuTm2VyQ3Fz0UYs2ib/nT1KksWrOa08eO5a933MHVV17Fax9+QL8ePfjrBb+lOKGTrK1D1jR8HTvg79oVV14uWnY2kiyjNwbRg0EsXceMxUjU1qOHguDzg6ttTYeysjKef/55TjvtNCb9dhJXX3A1V4y/ArVAtaO4U1HdB284mDfz3uT+zffTO9YblmA35KgBKoE1oAxyYhjaI63SmERg583HsCdnCSAJ3hXen5aSJ4Aq7Bapy7F7QXeA+FFx/nzvn3lm9TNIQuJv4b9xfsX5tnKeTLttN7XDU7/iiisAuPPOOzOvJZNJampq6NChQ6sKUVlZyf3338+sWbNwuVxMnjyZgw46iB49euzS5/X6BlyaRlav7vg6d0ZrxTJ3Rx11FG+++SaXXnop55xzDkcffTRXXXUVgwYNwltWijB0ous3YEoSWnY2WnYW3qOPJPy9HbimNzZi6QYE/Lg8HruU6JKlRFavQc3NQcvJQfW46Rjw8/crr+Rq/Xf894UXGTZ8OFYyzrw332RpXR0nnXYq3QcOxNuxA1k9uxNatoLwqlV2LnVePorfZ/e19njsimi1dSQbG2wlrakgUi5wM70+LGylKktNa86SBJEoRiiSsj4lFI8b2ZWF4nIhu13ILjey214HFkhgminFaBfSMBMJLMMAw2L+uhAvLGykNmpS4FOYNDiXQ7rm2FZtxqKWUsFrqX0YBsIwbAWrh7Ess2mCbAkQJlZlJUFJsqu4GQJhGZBS4igSsmwrb1nRkFwqsktDcbuRNA3Z7UZ1uZG9bgqzqqkJbRv5W+BXSNTXQ6rNKaqCFshG8XqQ3W7bQlcV27KXZSRFbQraa+Zmly2T3IH7256OpI4RDmGGIxjRKKqmomQFMOJxzGAI2e1BKe+Aq6AQLeDHiETYsm4d/3npJWa+/x6yLHPthRdx3gUXEFm+kkO6dqVveUfGDRyCUVOFIUDx+/F37UL+kMG4cnOxkkmStXUk6+pINjaSrK9HbwymgindeIoKIWfP+PY6duzIW2+9xY033sg/HvsHs/83mysnXcm48eNQjlJsC+Z96LipI/d2uxe8EF4R5qy6szij7gxO0U5BXi5TUVhhB5Ydg93PV8O+uSpsGzbxQywgQpMS0Glaa1FT+3Knfnelnu+uk8FMHSNt0Vmpx/aswOa/px/Ntp373Qaeem8pNY0xCnO9nDMmFTexK+e8h9hhDvKPNSZJK+Uwdme0KE3XRwE8gB/0PB060HS+PwxdaW49b8Du/7wRW1EXQnJQkn+/9W+m/WcaG6wNDEsM49bErQwcPRD+ArTzCsM7rd39zjvv8Mknn3D11Vczfvx4QqEQU6ZM4dxzz201IV566SU+//xz7rjjDsDOzRZCMGXKlB/9XLpeahdfgJzOFbsUGLa7xONxHnnkER5//HEaGhro168fY8eOtScTOXkojQ0oHjdabh5qVgBXYSGJLVsIr12HEQyydv06OnfughGNkti0hUR9PZIk2TdnrxvZZa+ZS4qK6g+g+jxYSZMHn3+W6fM/BqBPx44ctv9AinofzucNudTFBXmqyTGBGg7IiiPLKpap20FLSRNh2EpPkiRkl4rs86P6AigeN4rLZbuVpVRAlqYhqxprN2yga7duKctPQpJst7eRNCCZxNKTGLE4IpHASibtoDjDBCxbccsyiqzwZdTP89U56KJpRGmSYHKHKENyEqmx1swlrsig2EFqlmGAaSIQtvVumZljAdTW1VNYXASK7RqXZXtdXciAkFL7FZkWerYVb9rWuJVqrSfBl40untsSaCmjLDiju+CQjh4UnwfF7UFyaXZgm2Ify15zt+8OVso7gGU23TAkQJZZuWoV3Tp3RqTiA2yvgr0Wr8dimKEwlmGger1ouTng87Jqw0a+WbqUD77+ks+WLMESgsH9+yMsi6+++47TJ15KlacP9aZCnmpybKCOYcUSqs+Hp0Mp/o4dMSJRkg31GMEQRjiMFU8ihImkqrhyc3GXlaG4XVixOLFYlKq83N2q3b27vP7669x7770sX76c4rxijjnsGEYdPor9Q/tT+lUp0loJLFjtWc3lyy5nYXQh/aX+XGpdyujYaLJ92XaDjj5AJ6AYu7yohn0jTyvtBE1r2nHsQDSVjBKeG9vAU7VLqdFjFLq8nFPel5ElFfb7Smp/LuyIdC+2Ak8/FJq+77QiNrAVvw5LvluSKYiUwUpt29xabD5h0GlS6NjnMTeygYdqvyEhmq31ygpTug9kZIcKWy4fdtU2T0re9ATDRdPkI63cfjCh2VN1sVtcgxB2HEQodb40Owd/6vdmIUQtZBQ0TWDSjzi2Yl4FbAWxWbAxuJGFtQt5cemLfFD1AUmS9NH7cHP4ZkYUjWDu2Rt4ypWa+PyMgNE0bVm7e6dK+pRTTuH222/nu+++Y968efz1r3/lnHPOYdasWa0mxNSpU4lGo1x99dUAzJw5k0WLFrWIKN8ebXlhdkQoFGLGjBm8/vrrfP7555nE/KKCAkrz8ynIyyMvP59ATg6B/Hw0ScZqbKS+upr8nBxUtxssCzMawQxHsBI6YGWs2sw6qASyJCEkicZQkBVbtrKuvo6Qlk9e56FIcpPbTxIWPY0tdFMTyIoCSlpRpdZI00FewsoUdpCw903GkgYExGNRXC63rXSslJvZtDKtPy1LIBCoioxhQX0yjinARNjGgmVR4PfzudyZuNjWDNGsJMP11fg1jaRpUBuLI8u2m1uWQJFlAm4Pbk3DlMCSZVSXC83tYZPp4buQSsyQ8KqCAdkmFR7DVpiW2SIAzV4bF4DcFFEtSbaUhomw7CCuDTGFpTEvMaHglUz6eqJUuHWQ7M/JqeA6e007dc2br6tL9r7TQXlpRYxl0djYgD8QsNf9BZimQTKRIJlIkNB1EpZF2NAJJRJUNTZS1dCAnlp+6FBQgKoobK2vJ6nrFGVlM3zIsVSWHo4hNX33GhanZFczNFdHy8m2ZTNNWy6XiqRpqC4PUsCHFvAjYgmSwSCYJpIiIxcVstnt3qNKGuy/k7fffpuXZr7Ee3PfI5awrbAcXw4d3R0pNUvJsXIIqAE2WZv4KvwVDVYDAQJcqFyI3/IjqRKSX0IKSKCSyhCgyWpNKSVJtd/PKClgpdzAR8omjGbJ2Coyh/s60iMr11ZwMk1/UGazRzMl2mKb9O8S1NTWUFhQ2LSOmlbCCbZR6OjYEwh92+M82/l7wtq23p6ArnH6+j4tlW9zb0Dzhyf1SCtuBVbGGvi8eivhpE7AozGsdyk9Ouf+LJfvyg0NfL50K+GoTsCnMaxvKT0qcu3rlZ6QJFLXQ26SS7jsolAZ70PMvh7CEGBC5dZKioqKEEJgSRambGLoBnpEJ14TJ9YQIxgM0hhtZGtsKxsSG4hYkYxcilAYkxjDXcZdFBxcwNzfbOChr1s3yG2vNtgQQtC7d28ee+wxRowYQSB102lNLMtqEVD0UysELV68uFXl2RmDBw9m8ODBBINBVqxYwapVq9i6dStVmzaxZv0GFi9bTlxPkkgm0dMu01YjQrRhwzavbsAufdx++HqH76xppSOsaKX9tPU+f4giSbhUFUWSUWUZRbYnTX5NIzsri2tGjqYsO5d7351Dn/IKDiopo19WNlNzD2yhoAF0ZF4P5dEldytSJGRPpoRANlNr8bJkB64JYccLuN0QCCDl5CDl59mTumbsybFUXFzMxZddzHm/OY91365j9ZLVbKzcSFVVFZtrN7M8tpxwJExCJIgTByBMmPvN+9MnDw2pRyuxtvV21Tr8yNdxcyse5vsFrbiz9D4/bv19NkdGxo0bLfXPL/z0NHsy2BjMTPdMOpodOT1xOqeJ03CXuamZWMO649bx+Fubtxvk9vjL35DF7rVubUt2qqRlWeaNN95g3rx5XHfddXzwwQetXmKvtLS0RT/U6upqiouLd/nze9KS/iGjRo1q8TxWWUVk1Sq7vWVuDmpWFmpeLl8vWcJ+/fsT2biJeFUVejhMegoukolM5TDZ7UbxeOwG7KmobTOewEomEKbF9UuyaJq6N0MIuq9/ni11tXTPz2dC774IIZj87NM/TIXm2L79uOjgQzGwOPXfT2RelwC3ojK+f39O2W8gcV3nHx99gE/T8GkufC4Nr6oyoKSUnrl5JHSDxZWbcSGjKjKaqqCpKoWBLKYpQwluJ1TSJ+L8LnslWV4/4XiMVdVVWKaFbhgYuo6h6/TOLyTP42ZLMMiXmzaQsCxWdT8FYzsBTlasgcZ5D5AwDeKGQcwwuG3EEXTKyuWtNav4z+JtUwjvPfQISnxe/rdxPW+sXYNHtc/Lpap4NI1LDxyOz+Pls43r+XrLlky0ugWYQnD1mGORJYk3Fn3DZ2tXY1gCwzQxLRNZkrjrhBOxTIOH5r7HF1s2kzRMEqaBAPJ9PmZeMgXFpXHjrJnMX74cWZIozcuja0EhAzp1YuCA/TAaGvjbCeNsD0DqGww2bH99Lyg0OhQWInQdSZZR3B4UnxfV70f2edFycnDl5aFlZ6N43C3yytMWQJq9NZYOOfwQ2+IKpx712O7Lr7EDyLaCGTFpaGjAJ/uwEhb36PfwvniftdJaDMmeDB/EQTzpfRJUGBMew0axscVxjpKO4p/yPzlj/JuI7d3GhODZp44DAUOyhmBh4cKFJjRcwsVJiZO4InEFpmRyStYptscqFShpSiYT4xM5N3kulVYlY/PHkpBa1ka/KnwVF8YuZJO8iTH5Y8gW2eSJPHKtXLLJ5qzkWRxmHcZWeSvPas/yzQndSQS2TR/NCSv4X3ubiBQhTJiwFCYoBbkrdBfDzGG8qb3JH7L/0OIzLuHiP8H/8NikWmoC8W32mRtVeXD+KFRNbXKbp13ofmzXevrhwbbS0x6H5l6GlHMw481I/x4DgqlHGEhCXI9Tb9bTaDViYjJAGwAmzInMYWNyI3EjTsgIYQiDYrOYy6KXIVsyF/ov5CvtK+rlemLYXpj9kvvxVOgpUOD38u8pKymDzsBw4FTI6W0XUAnO2tbIAQhGzd12/f9wHLUmO1XS1113HQ899BDXXHMNRUVFPPLII9x0002tKsQhhxzCgw8+SF1dHV6vlzlz5uzU1d1e8ZYUo3i9hJcvJ1lfhxEK404m0WIxfD4fgX59sXp0J1FTS7K2DiMaQVgmVjyJEYnYEbgNjSiKHfCEZkdNW5qKGU1Q5HVTb277teXKOlOOGIXicSEUGaFbmPE4r118KeFIlISRJJFIYupJfKqKFo2gCcG0CSfhkhU8mguXqhCNRvD5AyDAr6ncMfooBMJeu5ZTVcI0u/KV4vXQfcgglEAAxeO117Vlex148madp5dZJJvVMNEkwemdFLrn9MEyDQoNk07lFaRzpiVFBTWVjiUrlAsYJgSWZXLV4hzU7U1OXF6mnjIJkTSa8pBTEd3H9ejJsLIOhHWDmJ4grOtEdYNOBfm4gY6BLPrm5RMzDOKmQSKZJBSP4YlGcesGldXVLNq0gfSkKFA+hJx+x3FbbS45xMmyNhKNLEaVZVyyjKaouFUVdyKBkKFXQQFerxeXpuHVXLg1lVyPFzMaxggJLhw4hN8NOoBctwtVVgGBMHQiK1fZ18DjxjLtRTjV6yNPMbf73ee7JbxlZbgL8tFyclH9XrsUrcv1k+oD7HVk7NSsbOxAof7ASGA9sByUZQrG5wZelxfq4JbQLdwSvQUjbLAhtIHKZCWKqZBTY9+Mr3JfRaNsJ4FLkoQiFLpYXcjVcylNFlCdtW2gU3ZYJlfKBQmmJKcQT/3T0UmSpL/oT66Uiy50ulpdAVtBy0JGRqZCqiBXyUVC4jzjPPz4yZKyyJayyZPz6JPVh9yCXHKUHNazHkVt5slIr4N7INeTy63uW5kb38BDud+QkJu5Zi2FSxIDGTn0VNtNnsBe545jr+cmYLwxnoGJgdRatdSIGqpFNVVyFX30PjTmLUCVto3fCWmC6NoonUQnprmn8bTnaXKFPXnIsrLw4+fPsT/jlbwsUBewRFliT2AkDUVSkJGZKCaCDAukBXwvfU9MxAgTJiRCCCG4LXEbc7tt4J8HzUf3u0lG69j8zSvUr/+CLmYXPq77GAQ8n/s8813zAXBJLnz42E/shzfpBQX6W/3pqHekQq6gs9yZPr4+dO3QFXoD+0FZTpl9PTtiZxA061W+W0Fue5Gdrkk3p62iu8FOwZo6dSq6rnPKKadw4YUX7vQze2NNelexDIPI6jW8/8V6XvwuQl3cojCgccZR3TnqELsntKXr6I1BjHDYDiySwEzqmOEwidpajFAYKxEHRUXRVNRAgM/qFJ5aGCHZzFvjkmFy5yQHBOKpNCeT9MK2SOUwY1mZwCtJTr8tp0ol2oFUkgRV1TWUlJXaSlm1F90kVQFFQdFUJNmOZEZVUdIlR1ORzmklTioneMHaCDO/aaQ2Ykd3TxzgZ3hHl71Ga1lICCwzVfDEtLAystrpWxLppGuZGxYkqdt28k+BT+G+CWV2YJhpplLL7AA3YZh2ypehIwwLyzSaCq0IAYaFZepYSfshDB0zaaelpQO8hBAICRYmcnhZr0Cn+XqwyQRlLYPkmkwgGUiZvO5gKExufi6SrNrBa+nFTCHsNe7URReSwBICybLXVVWvGyQVS08gKQqu/Hy0rCwWbNZ5br27RaCbW5OZMmnQz15L29Nr0j+VuZ9s4Km3l1IdjFHk8XJOfl9GUmGnZwWxo7YNbGstmnokaVoTTgd6ueyfc4s28FDnb0goLZXflC0DGRmtaLnWK5HJ585YhUrqoaa2Sa8FpyzPjXUbKS8vt7dxpfaRDugitW02divEIuyWntmp162U7Km167lLN/DU/KXUhGMUBrycM7QvI7tX2O83D6Cymj5DPHVdQqlHDbAVqITzO8yh2r2tkvKHBf95eixuy82r2qu87H6ZRqmRRqmRkBQiIkX4ou4LPHj4i+8vPOF7osXnZSGzoWoDCPhDzh941vts5vWACFBqlXJz4VM8dOQ3JLSm667ogpHzFA5dU8owaRho0Kg1orpUPH4PIREit0OufX3ysdPyirH7PJcChalr6MVu5LI+dQ26Y9fe/sE8tS0Kr+zVwLE9Ed29u7RnJQ3pP4YfdC+S4bxhOYwc2AHF77ejbHUdPRjCCIawknburuRyoXhcSKpmW4ip+tqWrrNgfYwXFoWojZoU+lVOPbCYQ3vlpnKgTbsZRyJuR2Nblh0gllICSHbEtLAsO30qlQdtVx5T2bB5E116dEfWXMiaC8mloigamTrdwsJMpVtZyThmIonQk1gJA4Fp50CbBsJIKUIhkCXsPG7JXkdCsXOf7VreUstiH5pm5z1rairiXEVSVD7ZEOffn9SSNJv+XF2KxAWHFXN4n3w7ZzlVt1zWNCTNnjSkNG2q8pphT1TMVCW2VDEUW4mbmfQvSzcy+dZWKj/8xvk6ddvp6pjnsvjb/gkEsp0GZlr2xMg02VpZRcfycnC7ULweVI+dwiW5XJm1YJGOltcNO09ccyH0BGYiiaRpaDk5dpR+Moni8fBl1Mfzn1ZT09C6UantWUnv1k1VYN+o0xZmkiYFm3p/7vcbeOrTZspvSF9GdqtoUurp1Kz0nCjtxk1PBppHjTePygZWrVlF9x7dm4K5VGwFHMCORE9HMftotW5fu4RlT3geeuUbEkaz6ykpTMkZyMhkauJTjx2BHcW21FM5y2m3dtyMExVRklYSwzIwhIGQBF0V27vQYDVgSRYexYPX5UXSJNDg/IPnUO3ZdoJQpHj5d78x9vVJu9gVwAtLly+l75C+TRHgAZoUbxA7JmELdj60hT3h6YutxHdAa5UDTrNXA8emTp3K7bffzpw5cxg0aFAmurs9KOn2jl2Fp2XN6qQFL3wTZGggnsnb1bL8qFnZ+Lp0QnK5bKsymbSt6JROsudStoIdkWNyWO98W8Gm0n8SdXW2BShSlqiZKtdpWliJRKogiZEKe7Zdy7LLherzIbk0ZEmxLYK6WhSXXcrSSiaRkgnMdMpRuqxnRk8KOyXJ5UZWXalGHRYIE8yU5ZgOVU9XHEvX6JbJKGc5XQRFVlLFUrCPlSpKImSDg4olrMEBXvwuQm3MpMCnpvKuA1iGaU9AdLv6mKQoLeIm7AlAKrdZUZDcLtRUdbOmmuBN1cIkKZ27bStzLJP697cflteQlCk58iiEMDM1u4Vll0etXvQNWZ07299lMmkr/1gcEYkghF3Uxba6tVQFNRMjbhdgUX1eW6ELCzUrgLuoGE9pCceqKseOaaU/0H2E3apmJWHfyHNSj+0wslsFI49rpZKVJk3K2oTQ1yEYTJOiT+de7+28ZhlGHlIBbvu6VtfHKEorqSEVTRHo6Z/JZo/0BMUCT9KDR/c0eRjS8bEp70OulNu0Zp1OX/NCzQM7KHpixmBoal9pDFsGSZfsYjZpGdLR8s23DWA3xOiMPQnayXUeeUDF3i9Xuou0i+juXyo7qrZTHxfk7L8fRrARIxq3S01GYiQqK1MKRUvVfsa2SNPFPlLWn52Taytsy7IQloEwIfUfqVJgmfQhxetFdqU7Yykpf7dlK6BU+U8h7JQrKeVqRsZWaGpKmUlSpsGFpCophWe7ve3iHva+0xXAmhpHpJSeZWUKqdhpSmbG8k//bstjTzREukJZ+pyFxSE93Bzczc+q5Svo2rkzmBbJmtqUvFLGCkeSbYtaVVKKn0yFNNuaMuy5g9WslnbzeuSpiUVTXxGJfJ9CbdTc5rvM98oEFy+2C8U0r2uOgMpKEl5fU5W2dKOQ1GRBlmSEBCKZxGgIAhaK5kLNz8Odl4sSCODKy23T/P99gVapZtXWpKy+NGa2abtl2ylpJbVNnnQ6YKyN+NH14AE0TXbSDx2S9Um7KUs6KM0u6mdf8yzsSZifvT8BaiPaRXT3L5Uf+4P0lXdEWGWZrklmzI7iNuMJhJmqjW2Z9r1dkVBkN5KbVK4vSEIgSOU4y1LGEpRSdaElxc4LtpW1nTOd6TYl/cBybGZJrtcU8ocMaVnrWpJ+UCWs7bCVeaoWuJEuI9r8p4lcX4+/U0XGRW13oNKxEnGseNy2Wg277jiWlVLQqbaZkmQrckVpuhaSbOfTZvLFRcojYE9kLMNgfCeT6csFSavpGrhkwfgKEyMaQ/a4UAN+e0LkdtsVziTI7tPbLsnadIK23LqBpSdSbm4ZxefFlZuLmpNtF5px2ipm2NcCfRx2zDlj+2536eKcsX3tJ+nJTrOvVt+iQ9c9Kma7Ypeju6+++upMdPef/vSnPSHbPs/O/iDtdBk3uN2ogZ2XMm2y8khX62h6s7l792coU8njQfHuvZtfZvIAdk7vdpC3bMHfpUuTMm/2s8lSt5W8aRiIZFMbSYyUVyJd3MUSpFt3NhMCSUsFcUn2WvmoMgVvaYznv6ilNqxTkOXi9BEVHN6v0LbImx0/sxtBKiiupQUuyTKKx4WWHUDx+VB9vp9dZ/6XzE5v7A77DGkXc2uuB//S2amSHjp0KNOmTcs8f+6559pSnl8Uzf8gW6z97OYfZJPb1AHIuNXZjTQj28UvUq020z+hqRCw7XXI9HxWFMYOgrHjdr7fdACatDELV35eankotb9UUxDZ5XI8UrtIa48jh73LvrQe3B7YqZL++uuvefTRR4lGo3ZZNsti48aNzJ07dw+It++zw7Ufh72KpChtsoQlKQqKooDbjeTzoeXsIGrJ4SfhjCOHXys7Xfi66aabGDx4MOFwmHHjxhEIBBgz5lcWXurg4ODg4LAX2KklLUkSF110EfX19XTr1o1x48YxceLEPSGbg4ODg4PDr5qdWtL+VG/mTp06sWLFCjweT6pKlYODg4ODg0NbslNLev/99+eqq67iyiuv5OKLL2bt2rWo6k4/5uDg4ODg4PAz2alJfOONN3LeeefRtWtXbrzxRizL4h//+MeekM3BwcHBweFXzS6tSQ8aNAiAkSNHMnLkyDYWycHBwcHBwQF2QUm3Z9LlSZOpphTtnURiOx0a2iH7gpz7gozQ/uVMjx0rVYRlXxhL7f2apnHkbD3au4zpcdMWJbN/UqvK9kYoFGL58uV7WwwHh32e8vJyNm7cuLfFcHDYp+nVqxdZWVk73/AnsE8racuyiEQiaJrmVG9ycNgNhBDouo7X6yUWizljycFhN0iPI7/f3+rZT/u0knZwcHBwcPgl4yQ8Ozg4ODg4tFMcJe3g4ODg4NBOcZS0g4ODg4NDO8VR0g4ODg4ODu0UR0k7ODg4ODi0Uxwl7eDg4ODg0E5xlLSDg4ODg0M7ZZ9W0rNnz+a4445jzJgxTJ8+fY8f/6GHHuL444/n+OOP5+677wZg/vz5jBs3jjFjxnD//fdntl26dCknn3wyxxxzDH/6058wDAOAzZs3c+aZZ3Lsscfyu9/9jkgk0mby3nXXXVx//fXtVs733nuPk08+mbFjx3Lbbbe1SzlfeeWVzHd+1113tTsZw+EwJ5xwQqZ62K7IdvbZZzN27FjGjBnDww8/vF3ZgsEgF110EWPHjuXMM8+kurq61WR2xlHrsi+MI2jfY2l3xtGuyLVb40jso2zdulWMGjVK1NfXi0gkIsaNGydWrFixx47/8ccfi9NOO00kEgmRTCbFOeecI2bPni2OOOIIsX79eqHrujj//PPF3LlzhRBCHH/88eLrr78WQghxww03iOnTpwshhLjooovEa6+9JoQQ4qGHHhJ33313m8g7f/58cdBBB4nrrrtOxGKxdifn+vXrxWGHHSa2bNkiksmkOP3008XcuXPblZzRaFQMGzZM1NbWCl3XxSmnnCLefffddiPjwoULxQknnCD69+8vNmzYsEvf89atW8WgQYPE448/LiKRiBg8eLB4/PHHt5Ht1ltvFVOnThVCCPHSSy+JK6+8slVkdsbRr28cCdG+x9LujKNdlWt3xtE+a0nPnz+f4cOHk5ubi8/n45hjjuGtt97aY8cvKiri+uuvx+VyoWka3bt3Z+3atXTu3JmKigpUVWXcuHG89dZbbNq0iXg8nukmdvLJJ/PWW2+h6zqff/45xxxzTIvXW5uGhgbuv/9+LrnkEgAWLVrU7uR85513OO644ygtLUXTNO6//368Xm+7ktM0TSzLIhaLYRgGhmEQCATajYzPP/88N998M8XFxcCufc/z589n2LBhfPDBB2iaRjKZzMz6m8s2d+5cxo0bB8AJJ5zAhx9+iK7rP1tmZxz9+sYRtO+xtDvjaFfl2p1xtM92waqqqqKoqCjzvLi4mEWLFu2x4/fs2TPz+9q1a3nzzTc566yztpGpsrJyG1mLioqorKykvr6eQCCAqqotXm9t/vKXv3D11VezZcsWYPvXbm/LuW7dOjRN45JLLmHLli2MHDmSnj17tis5A4EAV155JWPHjsXr9TJs2LB2dS1vv/32Fs93Rbaqqio6dOjAggULqK+vx+PxZFxwzWVr/hlVVQkEAtTV1VFSUvKzZHbG0a9vHEH7Hku7M452Va7dGUf7rCVtWVaLRgBCiL3SGGDFihWcf/75/PGPf6SiomK7Mu1I1u3J3NrnMHPmTMrKyjj44IMzr+1Inr0pp2maLFiwgDvuuIMZM2awaNEiNmzY0K7k/P7773nxxRd5//33+eijj5BlmbVr17YrGZuzK99z+vfmsjX/zI5kE0K0aiMBZxy1DvvCOIJ9ayy15fe8K+Non7WkS0tL+eKLLzLPq6urM+6JPcWXX37JFVdcwY033sjxxx/PZ5991iIQIC1TaWlpi9dramooLi4mPz+fUCiEaZooitIm5/DGG29QXV3NhAkTaGxsJBqNsmnTJhRFaVdyFhYWcvDBB5Ofnw/AUUcdxVtvvdWu5Jw3bx4HH3wwBQUFgO3GeuKJJ9qVjM35oQzbk620tJSFCxdmZIvFYpmZfnPZiouLqampobS0FMMwiEQi5ObmtoqczjhqPfaFcQT71ljalXG0q3LtzjjaZy3pQw45hAULFlBXV0csFmPOnDmMGDFijx1/y5YtXHbZZdx7770cf/zxAAwcOJA1a9awbt06TNPktddeY8SIEXTs2BG3282XX34J2FGNI0aMQNM0hg4dyhtvvAHAyy+/3Orn8OSTT/Laa6/xyiuvcMUVVzB69Ggef/zxdifnqFGjmDdvHsFgENM0+eijjzj22GPblZx9+vRh/vz5RKNRhBC899577fI7T7Mrsh1yyCF8/vnnDB06FMMwcLlcmZl9c9mOOOIIXn75ZcBWWEOHDkXTtJ8tozOOfn3jCPatsdSacu3OONqnW1XOnj2bqVOnous6p5xyChdeeOEeO/Ztt93Giy++SKdOnTKvTZ48mS5dunDnnXeSSCQ44ogjuOGGG5Akie+//56bbrqJcDhM//79ufPOO3G5XGzatInrr7+e2tpaysrKuO+++8jJyWkTmWfNmsVnn33G3//+dxYsWNDu5HzhhReYNm0auq5z6KGHctNNN/Hpp5+2KzkfffRRZs2ahaZp7Lffftx888189dVX7UrG0aNH89RTT1FeXr5L33Nubi6hUAjDMBgzZgwLFy7cRraGhgauv/56NmzYQFZWFvfeey/l5eU/W1ZnHP06xxG0/7H0U8fRrsi1O+Non1bSDg4ODg4Ov2T2WXe3g4ODg4PDLx1HSTs4ODg4OLRTHCXt4ODg4ODQTnGUtIODg4ODQzvFUdIODg4ODg7tFEdJO7QJZ599NqNHj+ahhx7ape1N02TChAkMHjx4j9Zgd3BozzjjyMFR0g5txh//+EemTJmyS9sqisIrr7zCgAED2lgqB4d9C2cc/brZZ8uCOuwdXnrpJR5++GFeeeUVJEli4sSJXHzxxZx44ok7/MyDDz7I+vXrqayspLq6mv79+3PQQQfx8ssvs3HjRq699lpOOOGEPXcSDg57GWccOewqjpJ2+EmcdNJJzJs3j3vuuYdkMsnQoUN/9MaS5ssvv+SVV15B0zRGjBhBYWEh06dP53//+x/33HOPc3Nx+FXhjCOHXcVR0g4/mVtvvZUJEybg8XiYNWvWLn3mkEMOISsrC7CLzB9++OEAdOrUiYaGhrYS1cGh3eKMI4ddwVmTdvjJ1NbWkkgkCAaDVFVV7dJnXC5Xi+fpXqsODr9WnHHksCs437DDT0LXda655hquvPJKLMvi6quv5tlnn22VjkgODr8WnHHksKs4lrTDT+K+++6jsLCQSZMmcdppp5GXl8f999+/t8VycNincMaRw67iWNIOP4nrrruuxfPHHntsp5+5/PLLWzx/7bXXMr/36tWLTz/9tHWEc3DYR3DGkcOu4ljSDm3G3Xff/ZOLMCxevLiNpXJw2LdwxtGvG6eftIODg4ODQzvFsaQdHBwcHBzaKY6Sdvj/7dWxAAAAAMAgf+tp7CiJAJiSNABMSRoApiQNAFOSBoCpACkOCvr/94mkAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 540x432 with 8 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 540x432 with 8 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig1, ax = ensemble_plotter(states ,m_const,da_const,t_start=95,t_end=99)\n", + "ax[0,0].set_ylim(-0.4,1.4)\n", + "fig2, ax = ensemble_plotter(states_loc,m_const,da_const,t_start=95,t_end=99)\n", + "ax[0,0].set_ylim(-0.4,1.4)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compute and plot RMSE and ensemble spread with and without localization" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "\"\"\"\n", + "Compute scores \n", + "\"\"\"\n", + "rmse, spread = get_spread_and_rmse(states,da_const,m_const)\n", + "rmse_loc, spread_loc = get_spread_and_rmse(states_loc,da_const_loc,m_const)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 720x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 720x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 720x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 720x288 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\"\"\"\n", + "plot RMSE over time and over space\n", + "\"\"\"\n", + "f = plot_scores_spread(rmse,spread)\n", + "f = plot_scores_spread(rmse_loc,spread_loc)" + ] }, { "cell_type": "code", -- GitLab