From b65fb00e378e9a986b14c338a8a73c99403934cc Mon Sep 17 00:00:00 2001 From: Tennessee Leeuwenburg Date: Thu, 19 Sep 2024 20:06:36 +1000 Subject: [PATCH] Apply various suggestions from code reviews to improve tutorial and documentation rendering --- docs/included.md | 2 +- tutorials/Kling_Gupta_Efficiency.ipynb | 64 +++++++++++++------------- 2 files changed, 32 insertions(+), 34 deletions(-) diff --git a/docs/included.md b/docs/included.md index c32e3584..31179a2a 100644 --- a/docs/included.md +++ b/docs/included.md @@ -53,7 +53,7 @@ - [API](api.md#scores.continuous.isotonic_fit) - [Tutorial](project:./tutorials/Isotonic_Regression_And_Reliability_Diagrams.md) - [de Leeuw et al. (2009)](https://doi.org/10.18637/jss.v032.i05); [Dimitriadis et al. (2020)](https://doi.org/10.1073/pnas.2016191118); [Jordan et al. (2020), version 2](https://doi.org/10.48550/arXiv.1904.04761) -* - Kling–Gupta efficiency (KGE) +* - Kling–Gupta Efficiency (KGE) - [API](api.md#scores.continuous.kge) - [Tutorial](project:./tutorials/Kling–Gupta_efficiency.md) - [Gupta et al. (2009)](https://doi.org/10.1016/j.jhydrol.2009.08.003); [Knoben et al. (2019)](https://doi.org/10.5194/hess-23-4323-2019) diff --git a/tutorials/Kling_Gupta_Efficiency.ipynb b/tutorials/Kling_Gupta_Efficiency.ipynb index f807adf2..ce3d8c96 100644 --- a/tutorials/Kling_Gupta_Efficiency.ipynb +++ b/tutorials/Kling_Gupta_Efficiency.ipynb @@ -11,28 +11,29 @@ "\n", "It is computed as:\n", "\n", - "$\n", + "$$\n", "\\text{KGE} = 1 - \\sqrt{\\left[s_\\rho \\cdot (\\rho - 1)\\right]^2 + \\left[s_\\alpha \\cdot (\\alpha - 1)\\right]^2 + \\left[s_\\beta \\cdot (\\beta - 1)\\right]^2}\n", - "$\n", + "$$\n", "\n", - "$\n", + "$$\n", "\\rho = \\frac{\\text{cov}(x, y)}{\\sigma_x \\sigma_y}\n", - "$\n", + "$$\n", "\n", - "$\n", + "$$\n", "\\alpha = \\frac{\\sigma_x}{\\sigma_y}\n", - "$\n", + "$$\n", "\n", - "$\n", + "$$\n", "\\beta = \\frac{\\mu_x}{\\mu_y}\n", - "$\n", + "$$\n", "\n", "where\n", + "\n", "- $\\rho$ : Linear correlation between observed and forecast values.\n", "- $\\alpha$ : Variability ratio (standard deviation of forecasts / standard deviation of observed).\n", "- $\\beta$ : Bias ratio (mean of simulated / mean of observed).\n", "- $s_\\rho$: Scaling factors for correlation coefficient component ($\\rho$). \n", - "- $s_\\alpha$: Scaling factors for variability ratio component ($\\alpha$)..\n", + "- $s_\\alpha$: Scaling factors for variability ratio component ($\\alpha$).\n", "- $s_\\beta$: Scaling factors for bias component ($\\beta$)." ] }, @@ -42,12 +43,13 @@ "metadata": {}, "source": [ "How to interpret KGE values: \n", + "\n", "* **KGE = 1:** Perfect match between forecasts and observed data.\n", "* **KGE > -0.41:** Model performance is better than using the mean of the observation.\n", "* **KGE = -0.41:** Model performance is as good as using the mean of the observation.\n", "* **KGE < -0.41:** Model performance is worse than the mean of the observation.\n", " \n", - "**Note:** KGE values greater than -0.41 are generally considered acceptable (Knoben et al., 2019), while values less than -0.41 suggest that the model is not performing well. However, it is important to consider the specific context of the application and the relative importance of the different components of KGE when interpreting the results." + "**Note:** KGE values greater than -0.41 are generally considered acceptable [(Knoben et al., 2019)](https://doi.org/10.5194/hess-23-4323-2019), while values less than -0.41 suggest that the model is not performing well. However, it is important to consider the specific context of the application and the relative importance of the different components of KGE when interpreting the results." ] }, { @@ -89,6 +91,7 @@ "We used the same synthetic data generated for the tutorial of [Pearson's correlation coefficient](Pearsons_Correlation.ipynb), and analysis conducted in that tutorial is highly relevant for understanding KGE. However, instead of the mean squarred error (mse), we compute the multiplicative bias. \n", "\n", "Two sets of synthetic forecasts are generated:\n", + "\n", "- Forecast system 1 is identical to the observations but includes a constant bias.\n", "- Forecast system 2 predicts random values around a mean that is close to the mean of the observations." ] @@ -128,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 4, "id": "185ac7e7-2456-45e3-a7a8-6b900470a892", "metadata": {}, "outputs": [ @@ -136,12 +139,12 @@ "data": { "text/plain": [ "( Size: 8B\n", - " array(4.98878265),\n", + " np.float64(4.988782654873138),\n", " Size: 8B\n", " array(2.90827267))" ] }, - "execution_count": 11, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -152,7 +155,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 5, "id": "34462f86-062a-469b-801f-247c4bb00692", "metadata": {}, "outputs": [ @@ -160,12 +163,12 @@ "data": { "text/plain": [ "( Size: 8B\n", - " array(0.98878265),\n", + " np.float64(0.9887826548731385),\n", " Size: 8B\n", " array(2.90827267))" ] }, - "execution_count": 12, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -176,7 +179,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 6, "id": "7ad5b22f-c5b1-4ede-9a91-5cd2f43038b2", "metadata": {}, "outputs": [ @@ -184,12 +187,12 @@ "data": { "text/plain": [ "( Size: 8B\n", - " array(4.99478572),\n", + " np.float64(4.994785716493531),\n", " Size: 8B\n", " array(0.2883624))" ] }, - "execution_count": 13, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -203,7 +206,7 @@ "id": "6a2c850b-6082-4f65-a892-9dbafdbf73c8", "metadata": {}, "source": [ - "The mean of obs and fcst2 are similiar, but theirs standard deviation are quite different. On the other hand, the standard deviation of obs and fcst1 are similiar, but their means are quite different. This can be seen in the following figure." + "The means of `obs` and `fcst2` are similar, but their standard deviations are quite different. On the other hand, the standard deviation of `obs` and `fcst1` are similar, but their means are quite different. This can be seen in the following figure." ] }, { @@ -214,7 +217,7 @@ "outputs": [ { "data": { - "image/png": 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y5AhGjx6NypUrWx2LXq/Hn3/+ib59+6Jq1ars8zExMXjppZfw119/ITc3l/facePGQSqVWhxPoVBg1KhRvG3Ofifm78d8hnq9HhkZGQgMDESNGjV417Etzp07hxs3buCll15CRkYGe+yCggJ07NgRR44cAU3T0Ov12LNnD/r27cv7nGrVqoWuXbtafW/mGjWPDoiI+DKiHXONSZMm4fLly1i5ciX8/OwnLrlrx37//XdER0dj6NCh7GtkMhkmT56M/Px8HD58mN1PKpVi8uTJvPefPn06CCH4448/eNuF2rvhw4dDrVbzUua2bt0KnU7Hqy2zxs6dO9GgQQOrURfmuxV6fgz9+/dHZGSk1eO5eg3agnvNZWVlIScnB23atBFkbwgh2LlzJ3r16gVCCO/4Xbt2RU5ODvs+v//+O2JiYjBgwAD29SqVio2QWSMsLEy0N0bE1MGnlGbNmlktIr537x4AoEaNGhbP1apVC3v27LEo0jRXfbpx4wYIIUhMTLR6bKbmiZloO1KJyszMxPz587FlyxakpqbynsvJyWH//+GHH2LEiBGoVKkSmjRpgu7du2P48OG8Cbc3IGb55QxKpRK//PILAMMkPD4+nq0RAgyf45UrV2zelM0/C/PvwR5C3/vWrVuQSCQeFdMYPHgwpk6dik2bNmHOnDnIycnBr7/+ijfeeMOu83b79m0A9q+XtLQ0FBYW2rx+aZrGgwcPeDULtj63ChUqWBQpO/udcKFpGitWrMCqVatw584dnrRyuXLlbL6Oe2wAGDFihM19cnJyoFarUVRUZPX3V6NGDauTTOYaddV5FhHxBqIdc56lS5fiyy+/xMKFC9G9e3fBr3PVjt27dw+JiYkWC3W1atVin2f+jY2NRVBQkN39GITau5o1a6Jp06bYtGkTxowZA8CwsNeiRQuHIiC3bt1C//797e4j9PyEjNvVa9AWv/76KxYtWoRz587x6qWE3OfT0tKQnZ2NtWvXYu3atVb3Ya7je/fuoVq1ahbva+33x0AIEe2NEdHREnEId9UEMEwoKYrCH3/8YTVS4Gw++aBBg3D8+HG8+eabaNiwIQIDA0HTNLp16waapnn7tWnTBj/++CP+/PNPLF26FB988AF++OEHJCUluXZybsBMnrOysqw+L5VK0alTJ5uvp2ka9erVw7Jly6w+X6lSJd7f5t+DPZx9b08SFhaGnj17so7Wjh07oFarHa4ulhS2Pjdr29353JYsWYLZs2dj9OjRWLhwIcLDwyGRSDB16lTedWwLZp+lS5falH0PDAx0qX8Nc406qtcQEXlaeRbs2Pr16zFz5ky8+uqreO+99wS9xl07VlI4Y++GDx+OKVOm4OHDh1Cr1fj777+xcuXKEhydbeyN25PX4NGjR9G7d2+0bdsWq1atQkxMDGQyGdatW4fNmzc7HCdzTb788ss2F/fq16/v8H1skZWVZdOBfNYQHa1njLi4OADAtWvXLJ67evUqIiIiHEqOJiQkgBCC+Ph4VK9e3e5+AHDp0iWbN+qsrCzs378f8+fPx5w5c9jtzOq+OTExMZgwYQImTJiA1NRUNG7cGIsXL2YNVGmuoFSuXBn+/v64c+eOS69PSEjA+fPn0bFjR4+PW+h7JyQkgKZpXL582W5PJ2fHN3z4cPTp0wenTp3Cpk2b0KhRI6vKWFyYFV17EvuRkZFQqVQ2r1+JROKWE+nOd7Jjxw506NABX3/9NW97dnY2z8Gx9b7M7yU4ONjuxIZRY7T2G7H2uQBgr1FmFVZEpCwj2jFLfvrpJ4wdOxYvvvgiPv/8c8Gvc9eOxcXF4cKFC6Bpmhf1uXr1Kvs88+++ffuQl5fHi2qZ7+cKQ4YMwbRp0/D999+jqKgIMpkMgwcPdvi6hIQEhy1dhJ6fKwi9Bq2xc+dOKJVK7NmzBwqFgt2+bt06i32tXU+RkZEICgqCXq936EjHxcXh0qVLFlEqW/ZGp9PhwYMH6N27t9DTeaoRa7SeMWJiYtCwYUNs2LAB2dnZ7PZLly7hzz//FJRq8OKLL0IqlWL+/PkW6QaEEDbnu3HjxoiPj8fy5ct5x2L2A8Cu4pi/z/Lly3l/6/V6XvoFAJQvXx6xsbG8Ff6AgACL/UoKmUyG5557DqdPn3bp9YMGDcKjR4/w5ZdfWjxXVFTEU8grqffu27cvJBIJFixYYBF14X4nAQEBFt+hPZKSkhAREYEPPvgAhw8fFhTNioyMRNu2bfHNN9/g/v37VscilUrRpUsX/PTTT6y0MGBQT9q8eTOef/55BAcHCx6nOe58J1Kp1OI63r59Ox49esTbxkwAzT/PJk2aICEhAR999BHy8/Mt3p+RzJdKpejatSt27drF+5yuXLmCPXv2WB3bmTNnQFGUXQUuEZGygmjH+Bw5cgRDhgxB27ZtsWnTJos0N3u4a8e6d++O5ORkbN26ld2m0+nw2WefITAwkK3L7d69O/R6vUWk6ZNPPgFFUW5F8yIiIpCUlISNGzdi06ZN6Natm6Doff/+/XH+/Hmr8vDMdyn0/FxB6DVoDalUCoqieCnqd+/etaqMa81+S6VS9O/fHzt37rTqbHJbtHTv3h2PHz/m1cEVFhbaTDm8fPkyiouLWTXdZx0xovUMsnTpUiQlJaFly5YYM2YMK4sbEhKCefPmOXx9QkICFi1ahFmzZuHu3bvo27cvgoKCcOfOHfz4448YP348ZsyYAYlEgtWrV6NXr15o2LAhRo0ahZiYGFy9ehX//fcf9uzZg+DgYLRt2xYffvghtFotKlSogD///NNidS0vLw8VK1bEgAED0KBBAwQGBmLfvn04deoUPv74Y3a/Jk2aYOvWrZg2bRqaNm2KwMBAq00YGS5cuICff/4ZAHDz5k3k5ORg0aJFAIAGDRrYfS0A9OnTB++++y5yc3OdnuC/8sor2LZtG1599VUcPHgQrVu3hl6vx9WrV7Ft2zbs2bPH5WadQt+7WrVqePfdd7Fw4UK0adMGL774IhQKBU6dOoXY2Fi8//77AAyf6+rVq7Fo0SJUq1YN5cuXZwUirCGTyTBkyBCsXLkSUqmUV0hsj08//RTPP/88GjdujPHjxyM+Ph53797Fb7/9hnPnzgEAFi1ahL179+L555/HhAkT4OfnhzVr1kCtVuPDDz906fNy9nOzRs+ePbFgwQKMGjUKrVq1wsWLF7Fp0yaL2ouEhASEhobiiy++QFBQEAICAtC8eXPEx8fjq6++QlJSEurUqYNRo0ahQoUKePToEQ4ePIjg4GC2VmL+/PnYvXs32rRpgwkTJrCGv06dOrhw4YLF2Pbu3YvWrVsLqhUTESkLiHbMwL1799C7d29QFIUBAwZg+/btvOfr16/vMAXMHTs2fvx4rFmzBiNHjsSZM2dQpUoV7NixA8eOHcPy5cvZ6FWvXr3QoUMHvPvuu7h79y4aNGiAP//8Ez/99BOmTp3KRg5dZfjw4axYw8KFCwW95s0338SOHTswcOBAjB49Gk2aNEFmZiZ+/vlnfPHFF2jQoIHg83MFodegNXr06IFly5ahW7dueOmll5CamorPP/8c1apVs7ABTZo0wb59+9gG0/Hx8WjevDn+97//4eDBg2jevDnGjRuH2rVrIzMzE//++y/27dvH9l0cN24cVq5cieHDh+PMmTNsaxmVSmV1bHv37oVKpULnzp1d/myeKkpH3FCktGBkcU+dOmV3v3379pHWrVsTf39/EhwcTHr16kUuX77M24eRJE1LS7P6Hjt37iTPP/88CQgIIAEBAaRmzZpk4sSJ5Nq1a7z9/vrrL9K5c2cSFBREAgICSP369XlSsg8fPiT9+vUjoaGhJCQkhAwcOJCVo2bkWdVqNXnzzTdJgwYN2Pdp0KABWbVqFe9Y+fn55KWXXiKhoaEEgEOJXHsywtbkUM1JSUkhfn5+5LvvvuNtZ2RxHaHRaMgHH3xA6tSpQxQKBQkLCyNNmjQh8+fPJzk5Oex+AGxKAluTd3fmvQkh5JtvviGNGjVi92vXrh3Zu3cv+3xycjLp0aMHCQoKIgBYqXdr8u4M//zzDwFAunTp4vBz4HLp0iX2elAqlaRGjRpk9uzZvH3+/fdf0rVrVxIYGEhUKhXp0KEDOX78OG8fe7+Fdu3akTp16lg9vtDPzZq8+/Tp00lMTAzx9/cnrVu3JidOnCDt2rWzkMb/6aefSO3atYmfn5+F1PvZs2fJiy++SMqVK0cUCgWJi4sjgwYNIvv37+e9x+HDh0mTJk2IXC4nVatWJV988QX7m+WSnZ1N5HI5+eqrr6yer4iIryHaMeF2jLkH23o4kjgnxH07lpKSQkaNGkUiIiKIXC4n9erVs2hfQQgheXl55I033iCxsbFEJpORxMREsnTpUp5MPiH27Z2tc1Kr1SQsLIyEhISQoqIih2NmyMjIIJMmTSIVKlQgcrmcVKxYkYwYMYIneS7k/Bh596VLl1ocwxPXoDV596+//pokJiYShUJBatasSdatW2fVBly9epW0bduW+Pv7W8xtUlJSyMSJE0mlSpWITCYj0dHRpGPHjmTt2rW897h37x7p3bs3UalUJCIigkyZMoXs3r3bqv1v3rw5efnll62e67MIRYgNqRkRERFBjBkzBtevX8fRo0e9PRSf4vz582jYsCG+/fZbvPLKK94ezjPL8uXL8eGHH+LWrVtOFZiLiIg8O5R1O6bT6RAbG4tevXpZ1MmKlB7nzp1D48aN8e+//9qt+36WEB0tERE3uX//PqpXr479+/ejdevW3h6OzzBp0iRs2LABycnJDgvTRUoGrVaLhIQEvP3225gwYYK3hyMiIuKjlHU7xqQAHjp0yK26KRH3GDJkCGiaxrZt27w9FJ9BdLREREQ8yi+//ILLly9j9uzZmDRpkk2pdBEREREREXc4efIkLly4gIULFyIiIkJQs14RkdJEdLREREQ8SpUqVZCSkoKuXbviu+++c6tYWERERERExBYjR47Exo0b0bBhQ6xfv95hY2kRkdJGdLREREREREREREREREQ8jNhHS0RERERERERERERExMOIjpaIiIiIiIiIiIiIiIiHER2tUmDkyJGoUqWKoH3nzZsHiqJcOs769etBURTu3r3Lbmvfvj3at2/v0vu5g7WxlAbM55eenu5w3ypVqmDkyJElPyiRZ4KSuObv3r0LiqKwfv16j72niIiriLas9BBtmYg5zvz+hOKt6/tZQnS0vEBhYSHmzZuHQ4cOeXsobrNkyRLs2rXL28N4Zvn555/RuHFjKJVKVK5cGXPnzoVOpxP02sWLF6N3796IiooCRVGYN2+ezX23bNnCHicyMhJjxoyxOgHIycnBW2+9hcTERPj7+yMuLg5jxozB/fv3XT3FZ4LNmzdj+fLl3h6Gy1y7dg1vvPEGWrVqBaVS6ZLhvnLlCrp164bAwECEh4fjlVdeQVpamsV+NE3jww8/RHx8PJRKJerXr4/vv//eQ2ci4gyiLRNxFmfsjjXUajVmzpyJ2NhY+Pv7o3nz5ti7d2/JDPYp4mm4vo8fP47nn38eKpUK0dHRmDx5MvLz8wW//uuvv0atWrWgVCqRmJiIzz77zGKfH374AYMHD0bVqlWhUqlQo0YNTJ8+HdnZ2a4P3Fudkp8lzDt6p6Wl2exurtVqnepqzmXdunUEALlz5w67Ta1WE7Va7dL7CSEgIIDXZZxBp9ORoqIii47vJY2jDuxciouLiUajKYVRlQy///47oSiKdOjQgaxdu5a8/vrrRCKRkFdffVXQ6wGQ6Oho0rVrV5vXIyGErFq1igAgHTt2JJ9//jmZNWsWUalUpH79+rxrVa/Xk6ZNm5KAgADy5ptvki+//JLMnDmTBAUFkQoVKpDc3FxPnLbPYu33J5QePXrw7hEMNE2ToqIiotPp3B9gCbJu3ToikUhI3bp1ScOGDZ3+HB48eEAiIiJIQkICWbFiBVm8eDEJCwsjDRo0sLh/vf322wQAGTduHFm7di3p0aMHAUC+//57D5+ViDmiLSs9nlZbJtTu2GLIkCHEz8+PzJgxg6xZs4a0bNmS+Pn5kaNHj5bMgH0I89+fM/ja9e0sZ8+eJUqlkjRq1IisXr2avPvuu0ShUJBu3boJev0XX3xBAJD+/fuTtWvXkldeeYUAIP/73/94+5UrV47Uq1ePzJ49m3z55Zdk8uTJRC6Xk5o1a5LCwkKXxi46WqWAM8bJHdyZ6LmKrR+vt3DGOJV1ateuTRo0aEC0Wi277d133yUURZErV644fD1zndi7HtVqNQkNDSVt27bl3Yh/+eUXAoB8+umn7LZjx44RAGTlypW89/jmm28IAPLDDz84eYYlD03TNm+eRUVFRK/XC36vknC0ygoZGRmsI7106VKnP4fXXnuN+Pv7k3v37rHb9u7dSwCQNWvWsNsePnxIZDIZmThxIruNpmnSpk0bUrFiRZ93SMs6oi0rPZ5WWybE7tji5MmTBABZunQpu62oqIgkJCSQli1beniknkGr1dpcIMjPz3fqvUrC0SorJCUlkZiYGJKTk8Nu+/LLLwkAsmfPHruvLSwsJOXKlSM9evTgbR82bBgJCAggmZmZ7LaDBw9avH7Dhg0EAPnyyy9dGvszmzrI5D9fv34dL7/8MkJCQhAZGYnZs2eDEIIHDx6gT58+CA4ORnR0ND7++GPe623ltR46dAgURdlMpbh79y4iIyMBAPPnzwdFUbzwubW8doqiMGnSJGzatAk1atSAUqlEkyZNcOTIEYfnaS2vvbi4GPPmzUP16tWhVCoRExODF198Ebdu3WL3+eijj9CqVSuUK1cO/v7+aNKkCXbs2GExroKCAmzYsIE9DyZP3Pzz6dmzJ6pWrWp1jC1btsRzzz3H27Zx40Y0adIE/v7+CA8Px5AhQ/DgwQOH58uQnp6OQYMGITg4GOXKlcOUKVNQXFzM28c8rz0zMxMzZsxAvXr1EBgYiODgYCQlJeH8+fMW7//ZZ5+hTp06UKlUCAsLw3PPPYfNmzcLHp+7XL58GZcvX8b48ePh5+fHbp8wYQIIIRbflTWE5HpfunQJ2dnZGDx4MO+67NmzJwIDA7FlyxZ2W25uLgAgKiqK9x4xMTEAAH9/f4fHswZN01ixYgXq1avHpi5269YNp0+fZvfR6XRYuHAhEhISoFAoUKVKFbzzzjtQq9W896pSpQp69uyJPXv24LnnnoO/vz/WrFnD/m63bNmC9957DxUqVIBKpWLP6eTJk+jWrRtCQkKgUqnQrl07HDt2zOHYf/rpJ/To0QOxsbFQKBRISEjAwoULodfr2X3at2+P3377Dffu3WN/R8x3Y6tG68CBA2jTpg0CAgIQGhqKPn364MqVK7x9mHvJzZs3MXLkSISGhiIkJASjRo1CYWEhb9/09HRcvXrVYrtQwsPD3eqXtnPnTvTs2ROVK1dmt3Xq1AnVq1fHtm3b2G0//fQTtFotJkyYwG6jKAqvvfYaHj58iBMnTrg8hrKKaMtEW1aWbJk7NUY7duyAVCrF+PHj2W1KpRJjxozBiRMnnPpcuWRnZ+ONN95AlSpVoFAoULFiRQwfPpyXHp+amooxY8YgKioKSqUSDRo0wIYNG3jvw9yvP/roIyxfvpy1R5cvX2Z/D5cvX8ZLL72EsLAwPP/88+xrXb1OPH19M6xatQp16tSBQqFAbGwsJk6caJE+1759e9StWxeXL19Ghw4doFKpUKFCBXz44YcW47x//z6uXr3q8HyskZubi7179+Lll19GcHAwu3348OEIDAzk2QhrHDx4EBkZGTy7AQATJ05EQUEBfvvtN945mdOvXz8AsLCxQvFzvMvTzeDBg1GrVi3873//w2+//YZFixYhPDwca9aswQsvvIAPPvgAmzZtwowZM9C0aVO0bdvWreNFRkZi9erVeO2119CvXz+8+OKLAID69evbfd3hw4exdetWTJ48GQqFAqtWrUK3bt3wzz//ONWgT6/Xo2fPnti/fz+GDBmCKVOmIC8vD3v37sWlS5eQkJAAAFixYgV69+6NYcOGQaPRYMuWLRg4cCB+/fVX9OjRAwDw3XffYezYsWjWrBl742Neb87gwYMxfPhwnDp1Ck2bNmW337t3D3///TeWLl3Kblu8eDFmz56NQYMGYezYsUhLS8Nnn32Gtm3b4uzZswgNDXV4noMGDUKVKlXw/vvv4++//8ann36KrKwsfPvttzZfc/v2bezatQsDBw5EfHw8UlJSsGbNGrRr1w6XL19GbGwsAODLL7/E5MmTMWDAANboXbhwASdPnsRLL71kd1xCCpsBICgoCAqFwubzZ8+eBQALox4bG4uKFSuyz7sL46hYc5L8/f1x9uxZ0DQNiUSC5557DgEBAZg9ezbCw8NRo0YN3Lx5E2+99RaaNm2KTp06uTSGMWPGYP369UhKSsLYsWOh0+lw9OhR/P333+z5jx07Fhs2bMCAAQMwffp0nDx5Eu+//z6uXLmCH3/8kfd+165dw9ChQ/F///d/GDduHGrUqME+t3DhQsjlcsyYMQNqtRpyuRwHDhxAUlISmjRpgrlz50IikWDdunV44YUXcPToUTRr1szm2NevX4/AwEBMmzYNgYGBOHDgAObMmYPc3Fz2mn/33XeRk5ODhw8f4pNPPgEABAYG2nzPffv2ISkpCVWrVsW8efNQVFSEzz77DK1bt8a///5rMZEZNGgQ4uPj8f777+Pff//FV199hfLly+ODDz5g91m5ciXmz5+PgwcPlrrgwKNHj5CammpxLQNAs2bN8Pvvv7N/nz17FgEBAahVq5bFfszz3MnLs4Roy0RbxuBJW6bVapGTk+NwnIBhwUUiKbn1+7Nnz6J69eq8yTZg+v2fO3cOlSpVcuo98/Pz0aZNG1y5cgWjR49G48aNkZ6ejp9//hkPHz5EREQEioqK0L59e9y8eROTJk1CfHw8tm/fjpEjRyI7OxtTpkzhvee6detQXFyM8ePHQ6FQIDw8nH1u4MCBSExMxJIlS0CMbWzduU48fX0DhkWS+fPno1OnTnjttddw7do1rF69GqdOncKxY8cgk8nYfbOystCtWze8+OKLGDRoEHbs2IGZM2eiXr16SEpKYvcbPnw4Dh8+zJ6zM1y8eBE6nc7CRsjlcjRs2NDhfMfWfKlJkyaQSCQ4e/YsXn75ZZuvT05OBgBEREQ4PXYAz26NFhOWHz9+PLtNp9ORihUrEoqieHmbWVlZxN/fnxd2tZXacPDgQQKAF350Jt2CGRcXAAQAOX36NLvt3r17RKlUkn79+tkdU7t27Ui7du3Yv5k0rmXLllkcm5saZp5OpdFoSN26dckLL7zA224rHG0+lpycHKJQKMj06dN5+3344YeEoig2Zeju3btEKpWSxYsX8/a7ePEi8fPzs9huDvP59e7dm7d9woQJBAA5f/48uy0uLo439uLiYotUsTt37hCFQkEWLFjAbuvTpw+pU6eO3XHYgvkuHT3WrVtn932Y9Kz79+9bPNe0aVPSokULwWOydz2mpaURiqLImDFjeNuvXr3KjjU9PZ3d/uuvv5KYmBjeuXTt2pXk5eUJHg+XAwcOEABk8uTJFs8x1+u5c+cIADJ27Fje8zNmzCAAyIEDB9htcXFxBADZvXs3b1/md1u1alXetU/TNElMTCRdu3a1+H3Ex8eTzp07s9us/f6spSX+3//9H1GpVKS4uJjdZit18M6dOxbXQ8OGDUn58uVJRkYGu+38+fNEIpGQ4cOHs9uY38Lo0aN579mvXz9Srlw53jZmX2tpE87ibOrgqVOnCADy7bffWjz35ptvEgDsZ9WjRw9StWpVi/0KCgoIAPL222+7NfayiGjLRFtWkraMuQ6EPJxJ9XQldbBOnToW3xshhPz3338EAPniiy8EvxfDnDlzbKa2M9fR8uXLCQCyceNG9jmNRkNatmxJAgMD2bRp5n4dHBxMUlNTee/FfJ9Dhw7lbXfmOrGWOujp6zs1NZXI5XLSpUsX3jW0cuVKAoB888037LZ27dpZ3LvVajWJjo4m/fv35x2H2dcVtm/fTgCQI0eOWDw3cOBAEh0dbff1EydOJFKp1OpzkZGRZMiQIXZfP2bMGCKVSsn169eFD5rDM5s6yDB27Fj2/1KpFM899xwIIRgzZgy7PTQ0FDVq1MDt27e9MUQAhpSEJk2asH9XrlwZffr0wZ49e3hpSI7YuXMnIiIi8Prrr1s8x03z4EYwsrKykJOTgzZt2uDff/91afxM6sK2bdt4Kxpbt25FixYt2JShH374ATRNY9CgQUhPT2cf0dHRSExMxMGDBwUdb+LEiby/mfPlro6bo1Ao2NU4vV6PjIwMBAYGokaNGrzzDg0NxcOHD3Hq1ClhJ89h7969gh5du3a1+z5FRUXsmM1RKpXs8+4SERGBQYMGYcOGDfj4449x+/ZtHD16FIMHD2ZXtbjHioyMRKNGjbB48WLs2rUL8+bNw9GjRzFq1CiXjr9z505QFIW5c+daPMdcr8x3Om3aNN7z06dPBwBeWgAAxMfH2/x8R4wYwbv2z507hxs3buCll15CRkYGez0WFBSgY8eOOHLkCGiatjl+7nvl5eUhPT0dbdq0QWFhoUtpFE+ePMG5c+cwcuRI3ipp/fr10blzZ6vX96uvvsr7u02bNsjIyGDTIgHDCiYhxCvy2Y6uZe4+RUVFgvZ7FhFtmQnRlnnOljVo0ECw3YqOjhZ0Tq5SEr//nTt3okGDBmx6GBeujYmOjsbQoUPZ52QyGat6d/jwYd7r+vfvz6bVmmN+P3b3OvH09b1v3z5oNBpMnTqVF50cN24cgoODLexpYGAgLxokl8vRrFkzi3vMoUOHXIpmAe7Pd4qKiiCXy60+5+j1mzdvxtdff43p06cjMTHRiVGbeOZTB7k1AQAQEhICpVJpESIMCQlBRkZGaQ6Nh7UvuHr16igsLERaWprgG9ytW7dQo0YNXl2PNX799VcsWrQI586d49W5uNoXBTCkXOzatQsnTpxAq1atcOvWLZw5c4Yna33jxg0QQmxe0NyQtT3MX5+QkACJRGJXcpqpBVq1ahXu3LnDM/rlypVj/z9z5kzs27cPzZo1Q7Vq1dClSxe89NJLaN26tcNxuZo+Zw5zczWvQQIMdQuu1kNZY82aNSgqKsKMGTMwY8YMAMDLL7+MhIQE/PDDD2ya2+3bt9GhQwd8++236N+/PwCgT58+bP3AH3/8wUslEMKtW7cQGxvLcyrMuXfvHiQSCapVq8bbHh0djdDQUNy7d4+3PT4+3uZ7mT9348YNAAYHzBY5OTkICwuz+tx///2H9957DwcOHOA5NszrnIU5F266I0OtWrWwZ88eFBQUICAggN1ufo9jxpqVlWWRguMNHF3L3H38/f0F7fcsItoy64i2zD1bFhYW5jG75S4l8fu/desWa69sce/ePSQmJlqkRTIpzO7aGHeuE09f37ZsjFwuR9WqVS3OtWLFihbHCgsLw4ULF1w6vjXcne/4+/tDo9FYfc7e648ePYoxY8aga9euWLx4sZOjNvHMO1pSqVTQNgA8b9zWRezMipyvcvToUfTu3Rtt27bFqlWrEBMTA5lMhnXr1rlVJNurVy+oVCps27YNrVq1wrZt2yCRSDBw4EB2H5qmQVEU/vjjD6vfg73aFXsIueksWbIEs2fPxujRo7Fw4UI233zq1Km8qEWtWrVw7do1/Prrr9i9ezd27tyJVatWYc6cOZg/f77dYzC5vo4ICQmxe/NgBCaePHlikZP+5MkTu3VDzhISEoKffvoJ9+/fx927dxEXF4e4uDi0atUKkZGRbP74+vXrUVxcjJ49e/Je37t3bwDAsWPHnHa0nEGoYbH3uZo/x3zvS5cuRcOGDa2+xtY1mZ2djXbt2iE4OBgLFixAQkIClEol/v33X8ycOdNuJMyTCLmfeRPutWzOkydPEB4ezq5kxsTE4ODBgyCE8L5v5rVM7cmziGjLLBFtmfu2TKPRIDMzU9DYIiMjbV5zniAmJgaPHj2y2O5rv39nbYyr10lJXd/OUBr2xZGNcPS9x8TEQK/XIzU1FeXLl2e3azQaZGRkWH39+fPn0bt3b9StWxc7duxwuKBjj2fe0XIVZlXYXIXF3Nu3hisrDczKOpfr169DpVLZDFFbIyEhASdPnoRWq7W5UrJz504olUrs2bOHF6pdt26dxb7OnEtAQAB69uyJ7du3Y9myZdi6dSvatGnDu8gTEhJACEF8fDyqV68u+L3NuXHjBm/l6ObNm6Bp2q7i0Y4dO9ChQwd8/fXXvO3Z2dkWq8IBAQEYPHgwBg8eDI1GgxdffBGLFy/GrFmz2DQGazA3DEesW7eOpyJlDjPpP336NM+pevz4MR4+fMhTZfIUlStXZlfNs7OzcebMGd5KYEpKCgghFhM0rVYLAIIbKXNJSEjAnj17kJmZaTOqFRcXB5qmcePGDZ5IQkpKCrKzsxEXF+f0cbnHBwzpQs6u6h46dAgZGRn44YcfeMIDd+7csdhX6O+IOZdr165ZPHf16lVERETwolllgQoVKiAyMpKnIsnwzz//8Bzchg0b4quvvsKVK1dQu3ZtdvvJkyfZ50WcQ7RlBkRbZt2WHT9+HB06dBA01jt37rilKuiIhg0b4uDBg8jNzeVF4935/SckJODSpUt294mLi8OFCxdY4ScGJv3bXRvj6nVSEtc318Zw1TU1Gg3u3Lnjlehm3bp14efnh9OnT2PQoEG8MZ07d463zRrc+VL37t3Z7adPnwZN0xbXza1bt9CtWzeUL18ev//+u8uLIgzPfI2WqzATMK4srV6vx9q1ax2+VqVSAbA0bPY4ceIEL+f2wYMH+Omnn9ClSxenVpD69++P9PR0rFy50uI5ZgVCKpWCoijehPnu3btWu4oHBAQ4dR6DBw/G48eP8dVXX+H8+fMYPHgw7/kXX3wRUqkU8+fPt1gRIYQITnn5/PPPeX8zHcDtRVSkUqnFMbdv326xgmY+Brlcjtq1a4MQwjoVtvBUjVadOnVQs2ZNrF27lvc9rV69GhRFYcCAAey2nJwcXL161aVUNVvMmjULOp0Ob7zxBrutevXqIIRYSK1+//33AIBGjRo5fZz+/fuDEGI1Ush8V8yNk5u2AwDLli0DAFZ5yRWaNGmChIQEfPTRR1Y70Kelpdl8LfO75F5TGo0Gq1atstg3ICBA0PcTExODhg0bYsOGDbzf3aVLl/Dnn3/yjIgzuCvv7gy3bt3iyW8Dhu/5119/5ckZ79+/H9evX+dFCfr06QOZTMb7DAkh+OKLL1ChQgW0atWqxMf/tCHaMgOiLbNuy7xVo2XtnjRgwACLa1OtVmPdunVo3ry504qDgOE6On/+vIU6LcC3McnJydi6dSv7nE6nw2effYbAwEC0a9fO6eMyuHOdlMT13alTJ8jlcnz66ae88Xz99dfIyclx2Z66I+8eEhKCTp06YePGjcjLy2O3f/fdd8jPz+fZCKb+mavw/MILLyA8PByrV6/mve/q1auhUql455ScnIwuXbpAIpFgz549Ti3+2EKMaLlInTp10KJFC8yaNYtdbd+yZYugVXt/f3/Url0bW7duRfXq1REeHo66devalbatW7cuunbtypPEBeAwVc2c4cOH49tvv8W0adPwzz//oE2bNigoKMC+ffswYcIE9OnTBz169MCyZcvQrVs3vPTSS0hNTcXnn3+OatWqWeTdNmnSBPv27cOyZcsQGxuL+Ph4NG/e3Obxu3fvjqCgIMyYMQNSqdQiNzohIQGLFi3CrFmzcPfuXfTt2xdBQUG4c+cOfvzxR4wfP56tE7LHnTt30Lt3b3Tr1g0nTpzAxo0b8dJLL6FBgwY2X9OzZ08sWLAAo0aNQqtWrXDx4kVs2rTJomdKly5dEB0djdatWyMqKgpXrlzBypUr0aNHD4e9hDy5GrR06VL07t0bXbp0wZAhQ3Dp0iWsXLkSY8eO5UV2fvzxR4waNcoiSvbdd9/h3r17rCE7cuQIFi1aBAB45ZVX2JWt//3vf7h06RKaN28OPz8/7Nq1C3/++ScWLVrEkzceOXIkPvroI/zf//0fzp49izp16rBy4nXq1OEVGx86dAgdOnTA3Llz2b471ujQoQNeeeUVfPrpp7hx4wa6desGmqZx9OhRdOjQAZMmTUKDBg0wYsQIrF27lk3X++eff7Bhwwb07dtX8GqsNSQSCb766iskJSWhTp06GDVqFCpUqIBHjx7h4MGDCA4Oxi+//GL1ta1atUJYWBhGjBiByZMng6IofPfdd1ZTKpo0aYKtW7di2rRpaNq0KQIDA9GrVy+r77t06VIkJSWhZcuWGDNmDCvvHhISYveztIe78u45OTnsBJDpL7Zy5UqEhoYiNDQUkyZNYvft2LEjAPBqTN555x1s374dHTp0wJQpU5Cfn4+lS5eiXr16PCGVihUrYurUqVi6dCm0Wi2aNm2KXbt24ejRo9i0aVOJpi09rYi2zIBoy6zbMk/XaAm1O9buSc2bN8fAgQMxa9YspKamolq1atiwYQPu3r1rEb1jJMod3dPefPNN7NixAwMHDsTo0aPRpEkTZGZm4ueff8YXX3yBBg0aYPz48VizZg1GjhyJM2fOoEqVKtixYweOHTuG5cuXu9VD0J3rpCSu78jISMyaNQvz589Ht27d0Lt3b1y7dg2rVq1C06ZN7cqg28MdeXfAIIHfqlUrtGvXDuPHj8fDhw/x8ccfo0uXLujWrRu73z///GMxt/D398fChQsxceJEDBw4EF27dsXRo0exceNGLF68mJct061bN9y+fRtvvfUW/vrrL/z111/sc1FRUejcubPzg3dJq/ApwFbX9REjRpCAgACL/du1a2chg3rr1i3SqVMnolAoSFRUFHnnnXfI3r17HUriEkLI8ePHSZMmTYhcLudJnNqSxJ04cSLZuHEjSUxMJAqFgjRq1MhCilmIJC4hBjnQd999l8THxxOZTEaio6PJgAEDyK1bt9h9vv76a/ZYNWvWJOvWrbM6tqtXr5K2bdsSf39/AoCVD7UlGUyIoRs3ANKpUyeL5xh27txJnn/+eRIQEEACAgJIzZo1ycSJE8m1a9dsvoYQ0+d3+fJlMmDAABIUFETCwsLIpEmTSFFREW9fa5K406dPJzExMcTf35+0bt2anDhxwuIzXLNmDWnbti0pV64cUSgUJCEhgbz55pu8juWlxY8//kgaNmxIFAoFqVixInnvvfeIRqPh7cN8F+aS8YzcqrUH99r69ddfSbNmzUhQUBBRqVSkRYsWZNu2bVbH8/DhQzJ69GgSHx9P5HI5iYmJIePGjbP4nf3yyy+C5Xh1Oh1ZunQpqVmzJpHL5SQyMpIkJSWRM2fOsPtotVoyf/589pquVKkSmTVrFk9CnRDDd27eHZ4Qk4Tx9u3brY7h7Nmz5MUXX2S/87i4ODJo0CCyf/9+dh9r1/yxY8dIixYtiL+/P4mNjSVvvfUW2bNnj8VnnJ+fT1566SUSGhpKALD3C2vy7oQQsm/fPtK6dWvi7+9PgoODSa9evcjly5d5+9i6x1kbp7vy7sw4rT3M731xcXFWpewvXbpEunTpQlQqFQkNDSXDhg0jycnJFvvp9XqyZMkSEhcXR+RyOalTpw5PdvlZQ7Rloi0rS7ZMqN2xdU8qKioiM2bMINHR0UShUJCmTZtatOsghJDp06cTiqLIlStXHI4pIyODTJo0iVSoUIHI5XJSsWJFMmLECF7rkpSUFDJq1CgSERFB5HI5qVevnsV9mbkPLl261OIYtn6nDEKuE2u/v5K6vleuXElq1qxJZDIZiYqKIq+99hrJysri7WPtXmJrnO7IuzMcPXqUtGrViiiVShIZGUkmTpzISuszMLbcWtuAtWvXkho1ahC5XE4SEhLIJ598wmsFQYj9Fjzm9x+hUMY3FvFhKIrCxIkTraZIiIiURd566y18//33uHnzpt3GzCIiIk8Poi0TKS2aNWuGuLg4bN++3dtDEXnGEVMHRURESp2DBw9i9uzZopMlIiIiIuJRcnNzcf78eWzYsMHbQxERER0tERGR0seVZs8iIiIiIiKOCA4OttpzSUTEG4iqgyIiIiIiIiIiIiIiIh5GrNESERERERERERERERHxMGJES0RERERERERERERExMOIjpaIiIiIiIiIiIiIiIiHEcUwHEDTNB4/foygoCBQFOXt4YiIiIg8MxBCkJeXh9jYWEgk4rogF9E2iYiIiHgHp2yTS923niEePHhgt4GZ+BAf4kN8iI+SfTx48MDbpsApDh8+THr27EliYmIIAPLjjz/ynqdpmsyePZtER0cTpVJJOnbsSK5fv+7UMUTbJD7Eh/gQH959CLFNYkTLAUFBQQCABw8eIDg42MujEREREXl2yM3NRaVKldj7cFmhoKAADRo0wOjRo/Hiiy9aPP/hhx/i008/xYYNGxAfH4/Zs2eja9euuHz5MpRKpaBjiLZJRERExDs4Y5t8xtE6cuQIli5dijNnzuDJkyf48ccf0bdvX/Z5Qgjmzp2LL7/8EtnZ2WjdujVWr16NxMREu+/7+eefY+nSpUhOTkaDBg3w2WefoVmzZoLHxaRkBAcHi8ZMRERExAuUtdS4pKQkJCUlWX2OEILly5fjvffeQ58+fQAA3377LaKiorBr1y4MGTJE0DFE2yQiIiLiXYTYJp9JemdWAD///HOrzzMrgF988QVOnjyJgIAAdO3aFcXFxTbfc+vWrZg2bRrmzp2Lf//9Fw0aNEDXrl2RmppaUqchIiIiIiJikzt37iA5ORmdOnVit4WEhKB58+Y4ceKEF0cmIiIiIuJpfMbRSkpKwqJFi9CvXz+L58xXAOvXr49vv/0Wjx8/xq5du2y+57JlyzBu3DiMGjUKtWvXxhdffAGVSoVvvvmmBM9ERERERETEOsnJyQCAqKgo3vaoqCj2OWuo1Wrk5ubyHiIiIiIivo3POFr2cGUFUKPR4MyZM7zXSCQSdOrUye6qoWjMRERERER8jffffx8hISHso1KlSt4ekoiIiIiIA3ymRsserqwApqenQ6/XW33N1atXbR7r/fffx/z5850aHyEEOp0Oer3eqdeJPJ3IZDJIpVJvD0NERMQHiY6OBgCkpKQgJiaG3Z6SkoKGDRvafN2sWbMwbdo09m+mGNsWol0SEYpUKoWfn1+Zq4UUESkLlAlHqzRx1phpNBo8efIEhYWFpTE8kTIARVGoWLEiAgMDvT0UERERHyM+Ph7R0dHYv38/61jl5ubi5MmTeO2112y+TqFQQKFQCDqGaJdEnEWlUiEmJgZyudzbQxEReaooE46WKyuAERERkEqlSElJ4W1PSUlh388azhgzmqZx584dSKVSxMbGQi6XiytCzziEEKSlpeHhw4dITEwUI1siXuP4zXRsPHkP83rVQflgYZLhIp4hPz8fN2/eZP++c+cOzp07h/DwcFSuXBlTp07FokWLkJiYyMq7x8bG8pR2XUW0SyLOQAiBRqNBWloa7ty5g8TERLE5uEiJ8tXR23iQWYh5ves8E/emMuFoubICKJfL0aRJE+zfv581XjRNY//+/Zg0aZJHxqXRaEDTNCpVqgSVSuXUa/OLtcgs1CI2RAk/qXhTe5qIjIzE3bt3odVqRUfLS+QUaQEAIf4yL4/Ee3xz7A72XUlFq4QIvNwiztvDeaY4ffo0OnTowP7NZEmMGDEC69evx1tvvYWCggKMHz8e2dnZeP7557F7927BPbTs4Y5dAgCNjgYhBAqZeO96VvD394dMJsO9e/eg0Wg8ch2KiNjioz+voVhLY2ybqqgU7vw9qqzhM46WJ1YAO3bsiH79+rGO1LRp0zBixAg899xzaNasGZYvX46CggKMGjXKo2N3ZfUnNU+NfLUOQQo/hAWIofqniWdhhcaX0elpdP3kCAgI/pr5AmTP6EJGRoEGAJBXrPPySJ492rdvD0KIzecpisKCBQuwYMGCEhuDK3aJEIJbafnQ0wS1YoIhlYj3smcFMYpV8uj0NDacuIdWCeVQK+bZ7H2n0dEo1tIAgALNs2GbfMbR8sQK4K1bt5Cens7+PXjwYKSlpWHOnDlITk5Gw4YNsXv3bguBDG+gow1GWG/HGIuIPCsQQpBdqPXIokNusQ7JuYb+eim5xagYJmzFbN7P/+FRdhHWvNwEkqdggplTaIjqFaifDWMm4j6EAFq9YRKkp2lIJWJUS0TEUxy7lYGFv15Gy6rl8P34Ft4ejlco5DhXjMP1tOMzjpYnVgDv3r1rsW3SpEkeSxX0JHqjo0XToqMlIvLZgZtYtvc61o9qivY1yrv1XlzHIjlHmKOl0dHYcOIuCAHuZxaiSkSAW2PwBbKN6ZP5oqMlIhDuwp9omkREPEt2oSHLgFkIFIKeJvhwz1U0jw/HCzW9HyRwF649KtY+G4qoYqzYCxBCykxEq0qVKli+fLm3h+ExDh06BIqikJ2d7e2hiHA4dTcTAPDfY/f71nHTEYQatJTcYjA/RcZBKcvQNGGNuuhoiQiFu/Bnb+HTFxBtk0hpsPtSMlYduumR3wPjWGQZ781COH03E2sO38b7v9tuS1SWKFCbnKsi0dESKSloYjJi3lw1fPDgAUaPHs0qU8XFxWHKlCnIyMjw3qA8SPv27TF16lTetlatWuHJkycICQnxzqBErJJidIhyPeDkmEe0nDk+YBLSKMvkqXXsvUVMHRQRiq9EtETbJOIrvLfrIj7cfQ130gvcfi8mVS6nSMtmNTkiLV/NvuZpgLvwpxYdLZGSQk+b8lK9lTp4+/ZtPPfcc7hx4wa+//573Lx5E1988QX279+Pli1bIjMz0yvj0uv1oOmSy9uVy+WIjo4WBSt8jCdGhyi32H1jks9ZMRPqaD3h7JftxGqjr8I9BzGiJSIUX4hoibZJtE2+gk5PIz3fcC/N9YCoEBPRIkS445T1lNXacs9DjGiJOA0hBIUancNHbrEWxVo9irV6FKgd7y/k4axRnDhxIuRyOf7880+0a9cOlStXRlJSEvbt24dHjx7h3XffZffNy8vD0KFDERAQgAoVKuDzzz/nnfO8efNQuXJlKBQKxMbGYvLkyezzarUaM2bMQIUKFRAQEIDmzZvj0KFD7PPr169HaGgofv75Z9SuXRsKhQJfffUVlEqlRQrFlClT8MILLwAAMjIyMHToUFSoUAEqlQr16tXD999/z+47cuRIHD58GCtWrABFUaAoCnfv3rWanrFz507UqVMHCoUCVapUwccff8w7bpUqVbBkyRKMHj0aQUFBqFy5MtauXevU5y1im0KNjlXG84QxK1Q7nzrIdcg8EVUrCZz5jWcXms5BdLREhNqmPLWOtU35om0q87ZJo9Fg0qRJiImJgVKpRFxcHN5//32nvo9nGa4zxBVxcBWu+IPQ9MEso3psoVb/VNT0F6hFMQwRNyjS6lF7zh6vHPvygq5QyYV9nZmZmdizZw8WL14Mf39/3nPR0dEYNmwYtm7dilWrVgEAli5dinfeeQfz58/Hnj17MGXKFFSvXh2dO3fGzp078cknn2DLli2oU6cOkpOTcf78efb9Jk2ahMuXL2PLli2IjY3Fjz/+iG7duuHixYtITEwEABQWFuKDDz7AV199hXLlyqFixYqYM2cOdu7ciTFjxgAwrCZu3boVixcvBgAUFxejSZMmmDlzJoKDg/Hbb7/hlVdeQUJCApo1a4YVK1bg+vXrqFu3LiugwvS34nLmzBkMGjQI8+bNw+DBg3H8+HFMmDAB5cqVw8iRI9n9Pv74YyxcuBDvvPMOduzYgddeew3t2rVDjRo1hH9JIlbxtJOT70LqID+i5XuO1soDN7DhxD3sfLUVKpdzLO7BrTN7WlZCRVxHtE3Ppm369NNP8fPPP2Pbtm2oXLkyHjx4gAcPHgj/8p5xsji2oEjjfvSlWGd6D6GZE5lGR4sQw+uF/pZ8lWdRDKNsf2MiLnHjxg0QQlCrVi2rz9eqVQtZWVlIS0sDALRu3Rpvv/02AKB69eo4duwYPvnkE3Tu3Bn3799HdHQ0OnXqBJlMhsqVK6NZs2YAgPv372PdunW4f/8+YmNjAQAzZszA7t27sW7dOixZsgQAoNVqsWrVKjRo0IAdw5AhQ7B582bWmO3fvx/Z2dno378/AKBChQqYMWMGu//rr7+OPXv2YNu2bWjWrBlCQkIgl8uhUqkQHR1t87NYtmwZOnbsiNmzZ7Pnd/nyZSxdupRnzLp3744JEyYAAGbOnIlPPvkEBw8eFB0tD8CNOnmi51OBKxGt3CL2/74ohvH7xWSk5anxz91MYY4WN3VQ7KMlUkYQbZMJT9im+/fvIzExEc8//zwoikJcnNi43Bm499FCTzhaHMciq0CYnTFPAy/rjtazmDpYtr8xH8NfJsXlBV0d7peRp8ET48ROIZMisXygoPe/n1GI3GItIgIViA7hd273lznf70RoSkfLli0t/mbUngYOHIjly5ejatWq6NatG7p3745evXrBz88PFy9ehF6vR/Xq1XmvV6vVKFeuHPu3XC5H/fr1efsMGzYMLVq0wOPHjxEbG4tNmzahR48eCA0NBWBYRVyyZAm2bduGR48eQaPRQK1WQ6Vyrsv4lStX0KdPH9621q1bY/ny5dDr9ZBKDZ8rd3wURSE6OhqpqalOHUvEOryIlgdqtAo4BjE1Vw2aJg77YnEjWr5YdJyaZyiIZtJIHCGmDopwEWqb0vLUrDBMbIg/wgPd72sn2ibv2aaRI0eic+fOqFGjBrp164aePXuiS5cuTo3jWcbjES1Oqlym0IgWZwyFaj0Q5PYwvArXPoupgyJOQ1GUoNWGXD8dlEbjI5dKBK9QyP0kUMqkgo9ji2rVqoGiKFy5cgX9+vWzeP7KlSsICwtDZGSkw/eqVKkSrl27hn379mHv3r2YMGECli5disOHDyM/Px9SqRRnzpxhjQJDYKDJufT397coAG7atCkSEhKwZcsWvPbaa/jxxx+xfv169vmlS5dixYoVWL58OerVq4eAgABMnToVGk3JCBnIZDLe3xRFlWhh9LNESUa0NHoamYUaRAQq7I/Bh1MHtXoaGQUGRyvDRUeLECIW2T/DCLUZCj8ta5uUMmmpr56Ltsl57Nmmxo0b486dO/jjjz+wb98+DBo0CJ06dcKOHTtKZCxPG1m8iJb7tomrsic0dZC7uFbggTF4modZhSAEqBQubCFBTB0UKRV4qoNO1DYy+7p7cZYrVw6dO3fGqlWr8MYbb/By4ZOTk7Fp0yYMHz6cNTB///037/V///03L7XD398fvXr1Qq9evTBx4kTUrFkTFy9eRKNGjaDX65Gamoo2bdo4Pc5hw4Zh06ZNqFixIiQSCXr06ME+d+zYMfTp0wcvv/wyAICmaVy/fh21a9dm95HL5dDr7X9WtWrVwrFjx3jbjh07hurVq1sYYJGSIcXDNVrmNUnJOcV2HS2dnmYjRp4agydJz1ezPb6ERrS4EwSaGFYO/eXi9SxiHz3HHtEo/cJ70TaZ8JRtCg4OxuDBgzF48GAMGDAA3bp1Q2ZmJsLDwwW/x7MK935b6AGngFujlSVwQY97L+f2oPIFdHoafVYeg44m+OfdjlD4Ob4uC55BR0tUHfQCOo535UzDYqbvglZPQ+dmNGXlypVQq9Xo2rUrjhw5ggcPHmD37t3o3LkzKlSowBb2Aoab+4cffojr16/j888/x/bt2zFlyhQABmWmr7/+GpcuXcLt27exceNG+Pv7Iy4uDtWrV8ewYcMwfPhw/PDDD7hz5w7++ecfvP/++/jtt98cjnHYsGH4999/sXjxYgwYMAAKhWmynJiYiL179+L48eO4cuUK/u///g8pKSm811epUgUnT57E3bt3kZ6ebjUCNX36dOzfvx8LFy7E9evXsWHDBqxcuZKXY1/SpOYV41F2keMdn1K4ES21joZa597NN9/MGDkSxEjP1/B6mmQX+Za8e0quyQkUmm5inv4opg+KCIEv7y78dY+zi3ArNR+0ByThRdtkwBO2admyZfj+++9x9epVXL9+Hdu3b0d0dDSb5ihiH0+nDqo5qXJPQ0Qru0iLjAINcoq0yBHoOHKdRdHREikx9Ga9SoQaJ+5+ajdzWxMTE3H69GlUrVoVgwYNQkJCAsaPH48OHTrgxIkTvNWu6dOn4/Tp02jUqBEWLVqEZcuWoWtXQ75/aGgovvzyS7Ru3Rr169fHvn378Msvv7B57uvWrcPw4cMxffp01KhRA3379sWpU6dQuXJlh2OsVq0amjVrhgsXLmDYsGG859577z00btwYXbt2Rfv27REdHY2+ffvy9pkxYwakUilq166NyMhI3L9/3+IYjRs3xrZt27BlyxbUrVsXc+bMwYIFC3jFxiUJIQS9PzuGbsuP+ORNR6enkcaJ9pQE5o6Qu+mD5ikejgQxnuTwnVxfSx3kNlPOdCGiBYiOlogwuLbJGacpq1CDAo3OI5NR0TYZ8IRtCgoKwocffojnnnsOTZs2xd27d/H7779DIhGnfkLwuBgGZxFRyL1crdPzapoKfSyixbWVQluz8MUwno3yCzF10AvozPIFaZpAInVcP8FdbSzW6hGgcO/ri4uL4+WWW8Ncctacvn37WhgRLjKZDPPnz8f8+fOtPj9y5Ei7huPkyZNWt4eHh2PXrl12x1a9enWcOHGCt61KlSoWhdb9+/dnFaOsYe0zOHfunN1jCyVPrWMdgfR8NSqGOVcwXdLM2H4eP59/jD/faItq5UumCtfcEcor1jmsqbIH41QEyKUo0Oh5jorV4xsdvahgBVJy1T4nhpHKGb8rYhiAKPEuIgyuc+VMcIoxTVq9ZyZOom0y4K5tGjduHMaNG2d3LCK2yfK46iC3j5ZjO+Pr9/GcIr4iohC4UTlfXFwuCcRlDS+gN3e0BBg088hXse7ZWAl42uGG2z0hBOFpLj/JBU2AK0/ySuT9uREzuZ/hduRujRRjjBKMap5PHKQOMs/XiA4GYEhf9CUDwK0fE1MHRUoSVyJahBDWQdB4yNESEfEF+KmDnmhY7JwYhnnUy+dSB7miSwLnL8+iGIboaJUyhBDLiJYAg0YT8EqTn5UL9GmHOyH2xckwc/MsqShPer4GNAH8JBQqG1WL3E8dNPw2EiINjpbDiJbx+cTygZAaZeB9KarFHX92oRY6AZNZZiVWZRTAEHtpiQiBa5qECjVx99OKC4AiTxFcZ8gTPZ94fbQERLTMMxg8EVXzJNm8hWKhNVqioyVSwtDE1CPEz5gnTQuwaObOmFqrF9xrRMR34UZvhN6oSpM8dck6Wkx9VPkgBUL9DTLF7vbSYhzWhMgA4zGERbRiQpQIMY7Bl+q0uGIYgOOGyjRN2O+rYphBtc3XVkJFfBPz+mEhcG2TRi/aJJGnh0xOU2GPpw4WaBz+xsydMV9bjOWmVuYJTR3kiWE8GwszoqNVyjDS7hKKgp+xLktQRMtoACUUBQqGOi/zyJhI2SOnyHdTBwkh7I29pCTPmWhNVIgSwUYnx12Hk00dZCJaDhytZKOzFxPiz3G0fEd50Dwi56hOK69Yx9bXVAg1OFq+ZqBFfBOuLRJqXriTRTGi9XSRW6wVtBD8NEII4Ue0PKE6yBHD0NHE4X3ZPFW80Mfu47yMHBdSBz0RJSwLiI5WKcM4R1IJBYmxF4iQRUBGBl4qoSA39ip4VsKuTzO+7GgVavTshN3dKJMtkjnRpCClQdwlt8i9z4FRaWJqtPLUOrsGjYloRXMiWr6UOsjUaBmzGh02LWZWGQPkUoSp5ADE1EERx9BmdcDCI1qm/2v0tJhp8ZTwILMQzy3chxk7znt7KF4hX63jLWZ7OqIFOM6cMF9UM29d4m2ynawxJ4SIqYMiJQ/zw/WTUOzEyZmIlpSioJQZvrZnJez6NOPLNVrc8ZRY6iAT0QpWIljpfkRLq6ehMa6qlw9SINCozGmrlxZNEzZixEsd9BFHS6Oj2YLoKhGGVEhHES1m7KEqOQKNzquvqVWJ+B7mkQtXIlo0IRZiTyJlk6vJedDoaVx8mOPtoVhlx5mH+OncoxJ7f3MnyJM1WkwtsHkbDnOY5xk7Zt66xNtk8+Yvjm2mWkfznNdnZQ4rOlqljF5vikwxPzYhoXkm6iWRUFDKDBEt9TOyGvA0k+1C6L204K5QlZSjxaT1RQdzIlpufA5chyJA4YfoEKXhODYEMTIKNNDqCSQUEBmkQKjKWCfmI45WWr5RkVEqQVWjo+VIeZBJdwnxl7EtIHxtJVTE9zBf8BPe35H/t6ck3kW8C3Mv9cX0rny1Dm/tOI8Z28+zC2uextwJctfJ0elNTkb5IEP7Eke9tJhFNVOtrW99F9zUSiELxeYLfmJES6REMEW0JJzUQeFiGBIKUBplsLnN70TKJjk+LIZRGhEtRvEvmlOj5U6aImOI5H4SyKQSRAcbHC1bES1me2SQAjKphBXk8BUxDMZBjAxSoFyA0TjnO3K0DGMPC5CxK6FCVhsZntWajGcd8xR2oRmA5g6ZKIjxdMAI6HiiNsnT5BfrQBNAqyclFuVhhCiYDCJ3Uwe5LXmYBUBHdiaz0EzUyMcyE5wtfSgwW/ATHS2REoFJq5BKTTVatIAFGZpT26WQMTVaYj58WYd3oyrhm6hGRyMjX+14RyNcx6/EIlpGRT1eRMuNGi3GEAUYZc0Zg2beFJmBUT2MDjEYMl+r0UrNNTVTDgsw1FsJjWiF+stZR8vcwNli2+kHqD13N47eSHN1yCJlFHMHW6htMd+tpCIMIqVLofGe4YsRLe4EvaSiPEw0iREUctfh5GYgxRjtkqPUQeZeXjHM0PrE1xwtZ2u0mMVbudTgeuho8kxEwEVHq5TRGb0qPwkFo7q7oBQNPRvRoqDwk4CiKNCEiA0iyzi5pSSGcT0lD52WHUbL9w/YjO6Yw01lzCmBCA8hhOPoeKZGi7mRMylzDiNaTH2Wcb8Qo3iEr9RoMY5oVLAS4QGGz8dRjRazEhuq4qYOCru2/rqRjmItjW2nH7o6ZJEyCmNjKGYB0MWI1rMwcXoWYCNaPthKhuv8eaKRsDUYJyjW6GjpaOLWIgIT0ZJLJQg3Lpo56qWVaZY66Ht9tJxLHWSij+UC5ey2ZyGqJTpapYyeE5mSUs7Iu4N9HUVRpvRBF4oJR44cCYqiLB43b950+r18hfXr1yM0NNThfk+ePMFLL72E6tWrQyKRYOrUqSU+Nnu4Io/qLAeupuDFVcdxP7MQGj2Nm6n5gl7HjbDlqXUeTynLLdKx12+Uh2q0mFVYJpITZVw5tNVLi6s4CMDn5N1TOGIh4cbUQUeqgzlFJkcr0ElHi3ntXzfSRFGDZwyaI9QEeKdG61m2TT/88AM6d+6MyMhIBAcHo2XLltizZ0/JD9AGzKSeEIOIgS/BdbSERuudhXGCYo3ZDoB7US3GoVDIJKwarMNFM/MaLR+KaOn0NM9WC5m/MHaIOX/g2RDEEB2tUoavOihcDINbowXAbUGMbt264cmTJ7xHfHy8S++l0WhAG3tO6ITkQXoRtVqNyMhIvPfee2jQoIG3h2OWOujZKAohBGuP3MKYDad5E22hESPujZMQz6c2MtGkUJUMSpnUI320mPNUGVMHmUiVLTEMrrw8AFPTZB+JaDHS7uWDFaaIlkupg845WlmFWlx65JtqYyIlAxPRYvo7Olujxdgzd1MHPW2bygpHjhxB586d8fvvv+PMmTPo0KEDevXqhbNnz3plPL4sw12s4aYOlozzwdxHywcrWOGyQq3rx2I+Q6VMilDG0bJzL1fr9GxaJJs66EOqg+YLokLsNuMUByr9OOrZvnVtlQROO1p6vR5ff/01XnrpJXTq1AkvvPAC71FSVKlSxepK18SJE63uv379eot9lUpliY0PgMEyaQrsPmh1AShtIaS6Qkh0haC0hSCaQsGvk+gN+ypQBEpbCHVhvmEfJ0P7CoUC0dHRvIdUapicHj58GM2aNYNCoUBMTAzefvtt6HSmH1X79u0xadIkTJ06FREREejatStyCrXYf/w0OnbuhsDAQERFReGVV15Beno6+zqapvHhhx+iWrVqUCgUqFy5MhYvXsw+P3PmTFSvXh0qlQpVq1bF7NmzodWafrznz59Hhw4dEBQUhODgYDRp0gSnT5/GoUOHMGrUKOTk5LDf9bx586yed5UqVbBixQoMHz4cISEhTn1mJUFJRbTUOj3e3HEBS36/CkKAl5pXRpvECADCxSbMoyCedj5YIQyjMxTM1mi5IYZhnjoouEaLSR30LXl3NqIVpOSsgjrovcJLHTT8poWmpXKvDbFO6ynCCdsk0xeD0hYC2gLQ6nyHryOafFDaQiiI4XXaYrPXeNk2AcClS5eQlJTk07Zp+fLleOutt9C0aVMkJiZiyZIlSExMxC+//OLU5+cpuGlqvlanxR1PYQlHtEJVcqiMC9vuRbQMCxBKmYRdNLMnhsE8J5VQrH0q1tI+k2lgnvUhZCGWW0OtlD07/WD9nH3BlClTsH79evTo0QN169Zl87lLmlOnTkGvN30hly5dQufOnTFw4ECbrwkODsa1a9fYv0t8rNpCYEms3V0Szf4OF/jWFY0PhvLGB8s7jwF5gMB3s82jR4/QvXt3jBw5Et9++y2uXr2KcePGQalU8gzEhg0b8Nprr+HYsWMAgLSMTIwb0gcvDnkFSz/6CDLoMXPmTAwaNAgHDhwAAMyaNQtffvklPvnkEzz//PN48uQJrl69yr5nUFAQ1q9fj9jYWFy8eBHjxo1DUFAQ3nrrLQDAsGHD0KhRI6xevRpSqRTnzp2DTCZDq1atsHz5csyZM4f9vgMDA93+LEoamiY8p8JTfbTS89V49bszOH0vCxIKmNOzNka0qoKpW88BED7pNh9PTpEWlTwyQgPJZk4OU6OVb0xTlEic/70yOeCBZo5Wer4aWj0NmZS/tmSKaBlSM0J9TgzDFNEqx6YO2hc04fbRYtIxha6Ecq/HI9fTMekF8zuWSJlEgG2KND6cxeHrvGybsrOz8cILL2Ds2LH45JNPUFRUVCZsE03TyMvLQ3i40FmCZ+FGtHxNeZCXOljCEa0wlQz+ciny1Dq3aqSY7COln7CIFlOfFepvSgEHDOfL2EpvwtgZpUyCYi2NfLUOhBC782xuDbW/TIpsaJ+J1EGnHa0tW7Zg27Zt6N69e0mMxyaRkfxb+f/+9z8kJCSgXbt2Nl9DURSio6NLemhlkl9//ZV3w09KSsL27duxatUqVKpUCStXrgRFUahZsyYeP36MmTNnYs6cOZAYFTwSExPx4Ycfsq9/6725qFmnPia/PQcyqQTVo4LwzTffoFKlSrh+/TpiYmKwYsUKrFy5EiNGjAAAJCQk4Pnnn2ff47333mP/X6VKFcyYMQNbtmxhjdn9+/fx5ptvombNmuwYGEJCQsrc952v0fHqG9ypTWK4k16Al786iUfZRQhS+uHzlxqjbXXDb8fZGihzh8zTzkdyjklxEACCjMaDJgZjEuSCMWH6RankhnMNV8khk1LQ6glS89SsghTAiHHwUweZiFZOkdZlZ8+TpOSZarTCjKugxVoaRRo9/I3pkebkMKmDHDGMAgFGkBDC+47/vZ+FvGKtS9+DiIireNo2LVq0CI0aNcKSJUvYbWXBNn300UfIz8/HoEGDnHqdp+A6Fb4mwlBUCmNjHJ2wADmbiu5OZI9px6OUSdnsBHsRLcYJCwuQQ+EngVRCQU8TFKr1PuFo5bDS8yrcTM0HIYbvIkBh261gnPdAhR8b0fK1aGlJ4LSjJZfLUa1atZIYi2A0Gg02btyIadOm2fee8/MRFxcHmqbRuHFjLFmyBHXq1LH73mq1Gmq1acU4NzdX+MBkKsPqnQ30NI3LT/IAAHViglGk1eN2egEUflJUj7K/ynUrrQCFGh0qh6sQ4i8DIQRXnuRBTwgSywdCKVMJHyeADh06YPXq1ezfAQGGFccrV66gZcuWvM+1devWyM/Px8OHD1G5cmUAQJMmTXjv99/Fizh14iha1DDE3SgKYN7h1q1byM7OhlqtRseOHW2OaevWrfj0009x69Yt5OfnQ6fTITg4mH1+2rRpGDt2LL777jt06tQJAwcOREJCglPn7UuYK/lpdDTUOj0UftYn0I54klPEOlnxEQH4asRzSIg0XVfMzVloap61iJYn4fbQAgwrY4xTlFvsmqNlupEbPkOJhEL5ICUeZRchOaeI52hlF2rZIu/ywYZoESOGQYjB0WQcL29QrNWzhjgqSIlAhR/7+WQWalBB7m/1dUzKSxjH0dLqCdQ6mjVu1o9HQ2vsgRQVrEBKrhrHb2Wga52ys3ghYgMHtgkAHmUVIbNQg6hgBdLyDHW3NaICIXdwP3qSU4T0fA3KB8mRW6xHsVaPuHAVW3MJL9um8+fP4+DBg1YjSb5qmzZv3oz58+fjp59+Qvny5R2/oATgRop8Lb2LO56ScrTYfoQqOfyNC3fuHIubOhhmtCv2GhYzKeLhKjkoioJKLkVesc5n6rSyiwxjjw5W4k56AfQ0QV6xzq6jla8xRbSepdRBp2u0pk+fjhUrVnhV7nPXrl3Izs7GyJEjbe5To0YNfPPNN/jpp5+wceNG0DSNVq1a4eFD+7LF77//PkJCQthHpUpOJEtRlCFFwsZD56cCkalAyQMgUQZCoggAkamg8/O3+zrIA6CX+oPIVJAqDH9TikDIVUEgMhWKKaXh2E4QEBCAatWqsY+YmBinX8+lID8f7Tp1w28Hj2Pb7iPYtvso/jl9Bjdu3EDbtm3h7299Ushw4sQJDBs2DN27d8evv/6Ks2fP4t133+UVM8+bNw///fcfevTogQMHDqB27dr48ccfnRq3L8E4LhGBCnabq3VaWQUaDP/6H9bJ2v5qS56TBZgiRkJTB82LWz0f0TKmDhojWhRFuS3xXsC5kTMw0SomgsbARLMiAuWsc6vwk8LfaAC8nT6YZhTCUPhJEOzvB4qiWFlgW02L9TRh66xC/OUIkHNSThykpjLnK5VQrHN15LpYp1US6PV6zJ49G/Hx8fD390dCQgIWLlxYcnbVgW0y2CeDjZEoAgG5wVbRMvuvgTwAeqNdgzwQMmUgiEwFrZRj07xsm/Lz89GrVy+cO3eO9/BV27RlyxaMHTsW27ZtQ6dOnVx6D0/ArX3ytagDv0arZOXdw1QyU0TLDSeHVR30k7I9EYu0epuORiYnMwGA08JGJU02pxbYpG5r32Zya6gZMQxfu7ZKAqcjWn/99RcOHjyIP/74A3Xq1IFMxl/x/eGHHzw2OFt8/fXXSEpKQmys7Zzzli1bomXLluzfrVq1Qq1atbBmzRosXLjQ5utmzZqFadOmsX/n5uY652zZQa/ny+cyaUlCVAfZPlqcVCalTIJCjWdXBGrVqoWdO3fy0oyOHTuGoKAgVKxY0ebratdrgD9+/Qn1a1VDTrEhXzfAX4a4cgajl5iYCH9/f+zfvx9jx461eP3x48cRFxeHd999l9127949i/2qV6+O6tWr44033sDQoUOxbt069OvXD3K5nFfDVxZgJrZhKhmKNDoUaPTIV+tQjuN4CaFArcOo9adwIzUf0cFKfDemGc95Ywj2Z1IHnVMdVMmlKNToS0AMw9gjKsQkUhOk9ENGgcblpsXmYhjc9zcXxEjO5deIMYT4y1Ck1SO7SIPKcG413pOkctIGmd9imEqOlFy1zabFuUVaVnsgVCWDVEKx31+BWo9ydgLnzPUYrPRD28RIfHviHo7cSHOYcijiPB988AFWr16NDRs2oE6dOjh9+jRGjRqFkJAQTJ482StjYluPUAZFXD2IIMeP2UVCUZAb246URH9HV21T48aNsXPnTlSpUgV+fpZTHl+yTd9//z1Gjx6NLVu2oEePHoJeU1JwIyc+V6OlMV1fJdGwWK3Ts9GrUJUpddBTEa0ghR/8JBR0NEF2oRbRIZZR42xjtItZXGPGUFJy9s7CFV0KUvohp0jrcBGXVR1USKH0EyNaNgkNDUW/fv3Qrl07RERE8KI/paHidu/ePezbt8/qDdEeMpkMjRo1ctiPQ6FQIDg4mPfwFDpODy3AJIdLE8cGzVxCFwAn9Oo5ozZhwgQ8ePAAr7/+Oq5evYqffvoJc+fOxbRp09gceGsMGTkOOdlZGDtiOB7fvISHd+/i9z924+XhI6DX66FUKjFz5ky89dZb+Pbbb3Hr1i38/fff+PrrrwEYjN39+/exZcsW3Lp1C59++ilvRbCoqAiTJk3CoUOHcO/ePRw7dgynTp1CrVq1ABjy5vPz87F//36kp6ejsLDQ5liZFc38/HykpaXh3LlzuHz5soc+QeEwE9sQf5nT0SYGtU6PVzeewbkH2QhVyfDdmGasFKw5QU5Gi5jUQSbdztMRnhQz1UEAbku8MzfyAE79UgzbtLiIty/bQyuYv6IdqvINQQymWXH5IJPTzDa6tJFywhQoG9IMDb9Xxul01D7AFAmToWVCOcikFB5kFuFuhu3fkohrHD9+HH369EGPHj1QpUoVDBgwAF26dME///zjtTEx630SCcUGoYQInHFbjzDXnFbn+cicq7Zp4sSJyMzMxNChQ3Hq1CncunULe/bswahRo3zKNm3evBnDhw/Hxx9/jObNmyM5ORnJycnIyfFOm4UyozpYAql0XMW/YKUfm+XgnqPF9NGSgqIo1s7YEsTI5NRoAab7eEmcryvkWGkj4mj+whPDkDMtioTNX/+6kY6v/7rjc82zheB0RGvdunUlMQ6njl++fHmnV3v0ej0uXrxY6iIevDGYOVpSjtNEE0BqY9GYEMJGvaTciBazIqDz3E2wQoUK+P333/Hmm2+iQYMGCA8Px5gxY3jFwNaIKB+NDT/uxlcfL0Kv7kkoVqsRU6ES2r7QiV19nD17Nvz8/DBnzhw8fvwYMTExePXVVwEAvXv3xhtvvIFJkyZBrVajR48emD17NqsmJZVKkZGRgeHDhyMlJQURERF48cUXMX/+fACGiOWrr76KwYMHIyMjA3PnzrUpo9uoUSP2/2fOnMHmzZsRFxeHu3fvuvfhOQnX0cou0gK5zjlaeppg2tbzOHojHSq5FOtGNkViVJDN/VkxDIHRImYssaH+uJGa71HHo1irZ/PTY8wiWoDwqJs51lIHTRLv/NRB8x5aDKamxd52tEwRLQbG0bLVtJhRymLOAQCCFH5Iy1M7XAllagZD/A21XU3iwvD37UwcvZGG+Aj3VeNETLRq1Qpr167F9evXUb16dZw/fx5//fUXli1bZvM1btUPC4BxmKSUaUFPyKSGccYoioLc6O+URETLVdsUGxuLY8eOYebMmejSpQvUajXi4uLQrVs31kHzBdu0du1a6HQ6TJw4kde2ZsSIEVi/fr37H6CTlGYfrUuPchDiL0OlcGEZBNzxlESEJ4t1ImRsfRTgXmSPqQdm5m2hKjnS8zU2F82Y7Uw9F5MG7il1YncxqdvKWLvtaGx8MQznUgff3XUR9zIK0bhyKBpVDnN12F7BaUeLIS0tjZUrrVGjhoUqYElA0zTWrVuHESNGWKQADB8+HBUqVMD7778PAFiwYAFatGiBatWqITs7G0uXLsW9e/ecjoR5ErZZsXHVjxGMIDAYOSmse1o0MewDmEe0jGkaOkNvBalAhTRHN+127drZXVk9dOgQ729CCPSEIC4+Adt37ITcTwKdnsb1lDzoaILMQi0iAhWQSCR49913eSkYXD788EOeWhQATJ06FYBBhOX777+3O+7Vq1fziqht4SsrIvyIlnM3UUIIZv90Cb9dfAKZlMKaV5o4vPmw9U8CGyMzY2G60nvS0WJkyxV+Ep5TEOxiZI/Bauqgo4iWDUfLZyJawU5EtJgC7gDTZxogMLefcW6ZqGLb6pH4+3YmjlxPw/CWVVw4AxFbvP3228jNzUXNmjUhlUqh1+uxePFiDBs2zOZr3n//fXbyXhIwC4FuRbSMqYNaFx0tT9smhsTERLtlDb5gm2yN3Rvo9DTrGAAlmzr4x8UneG3Tv4grp8LhNzsIek1xCUe0uIqDADwkhsGoDhp+I+GsxLt1O5PFEeMAwPZE9BUFyGxOnzEmW8ZRjTmT5hkgd14Mg7F5Fx7mlDlHy+nUwYKCAowePRoxMTFo27Yt2rZti9jYWIwZM8ZuupYn2LdvH+7fv4/Ro0dbPHf//n08efKE/TsrKwvjxo1DrVq10L17d+Tm5uL48eOoXbt2iY7RHnracONiarQoYy48YL9Oi+Y4Blxfyk8qgZ9xRU7twaiWs9DE5Lwwzp6fVMJOcFNyi6ErgRVOT6DR6ZGerxZUJ+dp2JoYTp8MoSlznx24ic0n74OigOWDG6FNouOFDqYhsBAnhhBiSh0sAUeLqzjIrf8JcrNpMSPvblUMw7xGy0ZEy1dSB1OtRLQYo2urRotRggr1l7Pb2KbFAsUwWEfLeE2duJUBjc43f79llW3btmHTpk3YvHkz/v33X2zYsAEfffQRNmzYYPM1s2bNQk5ODvt48OCBR8dkimhRkEB4RItbo8WmDuppnt0SKVsUmk1+zf/2FBceZuONbecAAA+zigQvgvL7aHl+bNkc5VYAptRBrRtiGBx5dwAOUweZ7eFmqYM+I4bBRLQ48xdHmSh8MQzh8u6EENbBvPTIO6m07uB0RGvatGk4fPgwfvnlF7Ru3RqAQSBj8uTJmD59uqCIgqt06dLF5g/RfDXok08+wSeffFJiY3EF8xotwLB6qNcTu0aJ5hQpmxelK2US5KtpFGtpqOTWXl3yMCuhBsfRtD08QI6MAg2KtXqk5Bajgo3aIW+SnKtGdqEGUopiV69KC3ciWl8dvQ0AmN+7DnrUF6bKZap/ctxTiduBnqnR8qQYRrIVJwJwP6JlalhsqtFiHf4cNe+8n+TYFsMATGl43iLVqDoYxYlolQu0rzrITBC4svSBCsP/haoOMudfOyYYEYGG9JYz97LQMqGcK6chYoU333wTb7/9NoYMGQIAqFevHu7du4f333+f7eVkjkKhgELhnFCOUAghbke0KMqwiCihKNCEQKujobDTTkDEdyk0S8crLgFn5klOEcZuOM3WmOtpAo2eFtTehBthc0cJ0BZs6qCKL0ThVuogRwwDAKeXlo0arQLzMTCOlm9EtLj9GgNdSR30E64xoNHT7Pz5v8eeTZkuDZyOaO3cuZNV/WPEIrp3744vv/wSO3bsKIkxPjUwhsyP62gZLZrejkGzpjjI4Au9CPQ2HEGKohBrnKRnFGig8WLUzRZa40q9q6ku7sBztBTCHQyNjmabDveqb1t50xzGmdPTxGH6AZNeKKFMYhWeaKjMkGIjmsSkILhco2UndVCjp1njxW9WbC6GYTBs3o5oMTVa5YOER7SyzFZiAZPT6TB10Fi7xzi7EgmF56tFAACO3BBl3j1JYWGhhYCDVCoFTXsncsh1qKTcTAtBNVomoSbKLKrlC2j1NHKKND6TMl4WMO/V5GkxjAK1DmPWn0ZqnhqJ5U1SqEIdmaISrtGyiGh5wNFiUweZGq0AppeWdTvDjIGNaLHKhz4W0VLJEMTIuwsWw5DC31jQKWTuynX8r6fkeTWDyxWcdrQKCwsRFRVlsb18+fIlnjpY1rEa0WJWDu2lDtImQ2YOszriE46WFUcwUOHHFnG6GqUoSZjvRO+F1MFczo0q0Im0Pq4DEMypb3KEv0zKOvmOHBnmhhmo8CsRx8Ok+GcW0WIl6F27VtgbOad/lNxPgghjJIiJpOWpdayzaTkGXxPDEF6jxVWCYhB6bZlHtABDnRYg9tPyNL169cLixYvx22+/4e7du/jxxx+xbNky9OvXzyvjYaNSMESzmFu5EN/ElDpo+Nck8e4bjk1yTjHuZRTabQ4rwsc8ouVJR0tPE0zZcg6Xn+QiIlCOb0Y2hcyoBCa0/qika7RMQhT8iJY7KZSmGi0p772tRbTUOj1ry8JV/NRBXxDD0NOEYy/kgjJyCCH81EEn5N25n7uOJrienO/y2L2B045Wy5YtMXfuXBQXm+odioqKMH/+fF7fqmcJoStl5n20AE4vLXupg8anrDkybETLizUUemI4ti0xDqFhZW/AOFg6DzpaQq8Ha6mDQmq0cox1OMFKP8ECKIAhwhgkcNLNPB+klPHEITy1KmxNUY85HuBamqJOT7NpCObd6U2CGMW8f0NVMna1kiHUB8QwijR61tksb0V10NakkdvbhEFobr+pRsv02TG1f/89zmUbKIu4z2effYYBAwZgwoQJqFWrFmbMmIH/+7//s9vj0Vmc+a2a0gYN9wkmM4GG8IgW8xpm0lwSyoOuwIwjPV+MatmD+9lYRLQ0nvsuP9h9FfuupEDuJ8GaV55DpXCV0/LpJV2jlcURegA8kzpYbJY6aBLDsLyXM4t8EsqUieJLYhh5xaZ+jSG8GnPbNqZYS7NzWW6NlrCIFv99Lz0uW3VaTtdorVixAl27dkXFihXRoEEDAMD58+ehVCqxZ88ejw/Ql2GaNRcWFjrsLg9wI1om/1YqIEWDTR20Mqdm8pl1eho6Pc0qGpYm1lIiuQQq/JACQ4jfl5qfGuoSTPnhnkKjMdw4pVL7uebZHDntQCdWq0zKcs7XlAUpZcgq1Dp06PI5udTMxFtPExRo9OxY3YGJLJmnDjoj2GEOd9UrQMH/7GNClPjvcS57XFsRNcA3xDCYZsX+MimblgFwIlqFGtA0sUgnNqVzcCJaAmWBuX20GCKDFKgdE4zLT3Jx7GY6+jaq4OopiXAICgrC8uXLsXz5co+/t7N2CeALYQDORbTY/lvG18rZXlq+4WgxGSFqnd5j96+nESYjSSaTWUSJPJUxs+Wf+1h7xFBf/NHABmgSZ1CPU8n9kFusE546yNnPfBLuCUxCFEzqoPs9rBgxDIWFGIalnWGOH6aSs/d4U42W9xesmTlIgFwKuZ8Egayise2xce2PSiaFUi5cDMPcmS5rghhO33Hq1q2LGzduYNOmTbh69SoAYOjQoRg2bJjgm/rTglQqRWhoKFJTUwEAKpXKphNBCIFOowYBgU6rRjFtMEa0VgOi06K4WIJiqXWrVlykAdFpQKQ0L5LI4Ed0hjz0gkJeylRpUVysNoxPR1BcbOlcUIQAei20OoKcfCm7kuFtdHoatM5wQ9Oo9VbH7iw0TSMtLQ0qlcqiBYE53IhWsEB5VIAjq+pE2iADm5rnoJcW4+gEGps1yqQUtHpDuoBHHC2joxPlwRotxgD5SSh2ssdgEsRgIloGIQxzRw/wjT5ajLR7VLCCd09hjDNNDJ9RqJkCTg6n/wuD0IhyrpXUQcCQPnj5SS6OXE8THa0ygDN2iaFIrTXcwyFFcXEx9FqDzVGrASsmh4UQAlpruFY16mLQOgmI3vDaomI9iotLf+HPHJ1GA6I3TNRSM3Ph54OiTN6EEILCwkKkpqYiNDQUUqnUou7JE6mDJ25l4L1dlwAAUzsloncDU32xyolJN8AXUCjUen4B10IMQ+bBGi0mdTDAdkTLXF4eAGt3zaON3sB8QY9NHbRjt9m0QbkUEgkFpR9T9uJ4QcbcwS1rghguzZhUKhXGjRvn6bGUSaKjowGANWq2oGnCTvJkhSZJ66xCDQrUehT7+yFHaX3inFesRU6RDgVyKTTZllGMzHw1irQ0NNkyr6zW5RRpkVesQ6HCD8VZ1s8hJ1+NYi0NTZapHsnbaPU0289JJqWgz7WcdLuCRCJB5cqV7d74aZrwIgjO1GgxN7kQF2QmGdENhzVanIgWRVEI8ZchPV+DnEItq0LoKjRN2NRBWzVarkS0uPnf5p8941AxkSxTDy3Lc2Hqm3whosUVwgAMEewghR/y1DpkFGgsHK0sN/posamDZvehtokR+OLwLRy5kW41iibiewi1SwxFGj0yCjRQ+EmAPAVyi7TINd7TC1S2F3RoQpCabbhW/QqVkFAU1DoaaXlq+Eko6HM8c091hyc5xWzGQhoFFGYqnUq5flYIDQ1lrxvzia27dVB5xVpM33YOOpqgd4NYTOmYyHve30mhB65DRohhsm6eAu4O2WY9rNgaLQ+kDir8GNVBY0TLShp4VoGlqBEzBl9QHczmKA4CYLMu7NntfDOhKub7ckYMI1QlQ3ahFlee5Hotg8sVBM14f/75ZyQlJUEmk+Hnn3+2u2/v3r09MrCyAkVRiImJQfny5aHV2p6YPcoqxLxd/8BfJsWvk9uw23cfvIkd/z7BoOcq4f/axVt97Td/3cGmk4/Rt2EsXu9ouc+Bv25j88n76Fk/Fm90tv4eJckne6/j1wupGN4yDiPqWD/+P//cx9qjt9Gyajks6levlEdonUuPsjHvp3MADCszO19r5ZH3lcvlFopi5uSpdWxaDq+PlqDUQcuohVCEik0wK1OMAxhsdLRcVQPkklGggY4moChDahpvfG7UaDEGyNpiA1ujlcuv0bIX0SrS6qHW6QXJDXsaa82KGcIC5MhT6wwG2qx9GnNthPhbroS6GtFqUiUM/jIp0vPVuJKcizqxIc6djEipI9QuMey+9ARLDz5E0yrh+F//mth44i7WHX+M7vViML2LbZuSVaDB+B+PAwD2vtEOEgmF1NxiTPz5b0glFP6Y0tbrTs3kz/5CoUaH8AA5Mgs0GP18PIY1j/PqmHwNmUzGS3Vn7qUquRSFGj2KBEQd7PHh7mt4nFOMyuEqfNC/vsVCmL+TESPz/Qo0Oo86WqbUPb7qoGcaFvPFMHKLdRZOAzd1kIFxUHxBdTCHI+QFCMua4Eq7A3BKDIOJ4tWMDsKlR7nIV+twK60ANaKDXDyD0kWQo9W3b18kJyejfPny6Nu3r839KIqCXu99b9sbSKVSuzU5OdoiPMrTo2KYHEolZ3LnJ8ejPD1SC2n+dg6phTQe5ekBP7nVfSpGhOBRnh5nHubbfI+S5GGeDo/y9JArlDaP37hqFB79fgN7rmbifzK5T6xEZBbD8LkCSC0shkKhKLX6MWZSq/CTQCmTOimGYSl4IJQgtk+VsIgWs1IV4kGBCCaaFRmoYKWgGRhHS62jnXZymBu5yorBZXplpZjXaFlxtIKUfqAow0ppTpEW5YNK39Gy1qyYISxAjvuZlipqepqwDnQoT96dMYK2781aPc3mwZs7Wgo/KVomlMOBq6k4cj1ddLTKEI7sEkOW2nAvbEj5QalUgkgNdinNjl0CALqYGO79fhKoVIbocAW5AikFhr43ORogNtR7US1CCG5mqkEI8HLrOHyw+yq+OfEII9tU97oD6Mswk/lygXIUZha51UfrnzuZ+O7vewCA//WvZ9UhcsaRIYRYpBgWqvVAoI0XOAlXUc+8h5U7KZRqY80ikzLHvc/mFGlRLtC0qMZEucIDLB0t34hoMeULhvGxNsbOAi7jLDHnYRLDcOzEM451oMIPtWOC8c/dTFx6lFNmHC1Bs12aplG+fHn2/7Yez6qTJQRrPxxAmJKMecjVHOZiu5aS5xVVpVwBE//ascEIVhpSni75SH4tNzdaqyclol5kC3MpbWcaFme5EdESrDrIOFpKzzta9pwcblqps+mD9n4n5qmD9iJaEgllOl8v1WlZk3ZnKGdDeZD73XCvDSGpg9zPOshKam/bRGM/LVHm/amkwGxhxdQ2xP4kiJkAMZNHwKA+G2N0rh5lF3l8rM5QrKXZzIFBz1VEiL8Mj7KLcOiasJTKZxXGFpYLMNx/XHUwirV6zNx5AQAwtFkltEqIsLqfM/Lpao7ICptO58Eoj0Fd1/B/Zk6j8kAPK7VZRMtPKmHFn8zrtDLNasQAUx8tn6jRYoS8mNRBpsZco7PZqohxEJk5L9tHS0BPLOZ6VMn9UKdCMICyVafldFjh22+/hVptKfOr0Wjw7bffemRQTyOZBZahYEBYbwRzI2hOlXIBAAyTJWsKNiUNVz3PFlIJhRZVywEAjt1ML5VxOcK8UaCtDu0lgaWjZWpY7MhZNt3knK/REpqaZ+qjJeON05WUPnOS7URrpBJKkFSsNQo5q17mMMfKK9ahQK3DEztiGABHEMNLdVomMQwrES0bTYuZ6zdI4ceLGAtJHWSux0Cz1zK0MfbTOn0vExofUZMT8Rx5Zmk9jDKao8ag5ulQDEwd56Ms7zpa3Gs+TCXHwCYVAQAbjREWEeswSn5M/0FXHa0V+2/gTnoBooIVeDupls392IiRACeCmzbILFx7Mp2OcXqClH5sxgU3+mKv56k9mBY83N+KSRDDfC7CNCu2XDAz73HmDcwXe5nFOUJsO4LmqYNMtoqQdNFCTrZKXWNGRVmSeHfa0Ro1ahRycixPMC8vD6NGjfLIoJ5GzHN+GQIF5N06imgpZVJWVOB+Zuk3jbbW6NQarasZVrNO3Moo8TEJwXwVqTRV5ixynBUmCXVHq8jsa0syosVRHQRMDppHUgftSKtzx+isU5dvJ3UwSGmqg7uTXsCm2FkTwwA4vbS8FNFixDDMa9gAk/E1L6JmlaACzO4xAqKljn7DVSMCoJJLodUTr9xjREqWfLPfu9C0HsYRM08HqxBqUPbzdkSLsauM0tmwFobarEPX0/BAvI5tYh7RciV18NKjHFbKfVHfenbnB/5snyrHizhMBEQulbALlJ5Mp8u2Uh/FtSlCIjDWMC1KmKbdzDHM7+XWFuYZRWmNnvb6Ypf5/EXhJ2Hb+9iyM26JYWgtI1qXH+e67PSWNk47WrZkNB8+fIiQEDF33xZZNnofqdgeN45TB+0pClYONxg2bxgPawX41miVYIhonbqb6XCltDQwT73yhqPFGB+VXMr2rnFUP5VtRVlOKMFMZMqLNVpMRMta6iBgcuqcjWiZr5iZw6ThnX2QDcBwbrb2DfZyRCvVTkQr3Dj5ybC4fplVRv7vkOmjpdHZNtCMU2stbRAw1N8mRBqKIG6l5Qs6B5Gyg7mNYaWXHdynmYmx0qyWskKYYQHjoZcjWqyog/G84iMC8Hy1CBACbP7nvjeH5tNwa7QA5yNaWj2Nt3ZcgJ4m6Fk/Bp1rR9ndn5FPL9QKj2gpZBI2nc6TTXytKf75c6JQrhyLEGI1+sscw3zuYdXZU3DH4N30QXNbQ1EUR+LdVkSLSR10vkarkHXSpKgWGQiFnwT5ah3ulZHFEsGOVqNGjdC4cWNQFIWOHTuicePG7KNBgwZo06YNOnXqVJJjLdOwNVoWqYOMZKdwtRZrVDI6WqW92qynCZt24iiiVa18ICICFVDraJy9n10Ko7OPZUSg9FMHmQk9RVGClQeZcTpybK0htCGw+Qq3Rx0toREtJxUOmVVYW5FfxrE7Z7z2bDl6gCk33hsS7wVqHXsNWHe0bES0CvmrjAzc5s227jNCotIJkYYUZdHRevpgfu/Mb08hcBLETh7NIloVmdRBH4poMbzcojIAYNupBz6x4OeLMJPiCKNAg44mTkVR1h65jctPchGqkmFe7zoO9zdFtBx/H4zT5y+Tsg50SaQOcuujJBKKjUS50ktLqydsY2/uooStNHDmb+7CvEwqgdy4AFKa9eTWyLZSlx/I2m0bjpbG+mKORk+z7RdswZyvv1wKP6kENWMMUa2y0rhYcEMjRm3w3Llz6Nq1KwIDTRIvcrkcVapUQf/+/T0+wKcFaw3oAFM42F53c8YI2ppAAt6LaOUVmwpHHTlaFEWhVUI5/Hz+MY7fTGdrtrwFczNjmvF6or7tv8c5kEslSIyyr4Zjra4tSClDbrHOYdNiWxNqIQit0TKv2SiJGi2bES1/YcqI5rCqgwrL1EEAiA42TP7OPsiye3yAmzpYes43Q2qeIZoVIJdaXVwxGWf+55PFXhf8e4yfVAKlTIJiLY18tc7iHgRYOv7WYCNaqQVCT0WkjGD6vRu+f2YSpHYQyWAmvVwxDMAU0XqU5d0VZ2tp951qRSEqWIGUXDV2X0pGn4ZiE25zzCNagOG7lvs5Xpu/mZqPFftvAADm9qrNOmv2cEZ1kHHu/eVSjkCEJ1MHLSNagCH7qFircSmixY0MKzipg8y92ryMgYmqWYinyaXQ6GiHPRFLmhwrtsZw7yhymDrIpGFy043VOj2b3WUNxrll5st1Y4Nx/kE2/nuci16cxte+imBHa+7cuQCAKlWqYPDgwV6RES/LMD8kS9VBx/UTbFqHnUa/lcsZDFtpR7SYCZpKLhV0E2YdrVsZmFbSg3MAc0OtFK7C7bQCtyfV+WodBqw+AYVMgtPvdrIrYW8tgiCkfkqnp9nnXavREpaWl6+27KPFHbc7pNhRHQRMUbfcIhdTB23csKNDDAb/dprBUbAlhAF4NoLnLCl2xEIA0+Qns4AvSpRjR40yUGGYJNgqVOY2z7ZFQnkxdfBpxXaNljAxDMsaLVNEy1a5QWlQaDZBAwwLD0OaVsaK/Tew6e/7PutoPcouQn6xzisS1kxEK8RfBqmEMtYO6x0uptI0wds7L0Cjo9G+RiT6CvxsVU700WLSVf1lUnZybm+h2lmsKf4xxwNci54xvxOKMjUsBkzZCdkcYS6NjmbnfNacvaxCrdcdLWsRLcepg9b7aAGG792eo8XYLcZJq1vBUKb0XxkRxHC6RmvEiBGik+UCtlUHTSs51tTmCCGCarQqhXknddDUT0HYpJ8RxDj3INvrNwvmO6kaYUiJcrdG60FmIYq0emQXapGWb6nMycVac1iTOpztcXDD8o6MnjWE9utiU4k8XKOVz0mLs506KKyOzBzHqYP+dv/mwhgQb9RosX3GrAhhANwCarO8fjttFhz1ORGWOmhytLzRRkKk5LCo0WJVBwWmDprVaDHy7sVa2qIWtjSxFeUe2qwypBIK/9zNxLXkPG8MzSFD1/6NXiv/8oogTyEnzcuZZsJXk/Nw+l4WlDIJFverJ9jBZh0mIaqDnFonVYlEtKwviqucSG80R21MwVX4SXifibWIFnN8CWXKQGEwiad5L3WQpgmnRovjaCnszy0KzKLLEgkFuZSpBbV/nyk0q++qE2tKHSwLtshpR0uv1+Ojjz5Cs2bNEB0djfDwcN5DxDpZNgQMmAtHRxOrRq1YS7O5vULEMB5nF0GrLz1FGiEpR1wqhatQMcwfOprg1N3MkhyaXXR6mh17vNHRcjd18DGnHoHp12QLexEtWznOAEd61oYMtyOY76lAo4fOxnXCc+7ZiJafcdzuOcdMfVaQws+mQ8Qcy1UxjACbqYN8x85eRIsVw/DCJCctz7YQBmCaAOSrdbwaE6upg0Yj5Chyzjj+5oadS1w5FSSU4XtxtJAgUrZgxW/YiBbTR8tRRMsYXTCLaCn8pKz4jDcFMdh7gtlqeXSIEp1qGXqDbjrpe1Lvetqg7qnR0WyqdWnC7VvEON1CBDEY+1Q5XMVGNYXA1mgJOAa/Rsu4UO3BRVtrYhgAt5eWC6mDNtoghFlxtDI5QhgSs6bazPkK6bdZUuSpdeyclDvvc6Ruay2NV2jdGxPRYq6T6lFB8JNQyCrU4rGDuZYv4PRMbf78+Vi2bBkGDx6MnJwcTJs2DS+++CIkEgnmzZtXAkMs+3BXACzEMDgGwNoPOM8Y3aAo67LVDJFBCij8JKAJf8Jf0thbRbcFoz543Isy78y4KQqIM/Yhy3FTDIPnaGU772gFMk3/7DgY5o0CnYWrKmfrhqjW0dDqiXF/yz5a7qwgsWlxdpycIIF1ZOY4aoNg7mgJqtHyauqg9YhWsNKQzgPwo1oWq4z/fAl8VB1IvsRpWmzdoDFpmiH+thdzlDIpKhoj52Kd1tOFqW+eWeqgg5XmIiuS1QwVfEAQwxTltrSdw5obpN5/vfDE51bFuSm+3phUc1XemMayQpwg86iFUJyJmhVzhBGY+ZMnI1rWxDCY4wHCmiqbU8yJaHFhnDnuIi9zT7c2pwpwIvJXUjARVn+ZlOc4Oup/ydieQM5vUWiKsnmNllImZevgy4IghtOO1qZNm/Dll19i+vTp8PPzw9ChQ/HVV19hzpw5+Pvvv0tijGWe3GItuwLA/nhPrgGW1YE08xZrpKyl0rEXp9zPbhieoig2qlWa6YNCe2hxYbrDH7/lvcbFjGJbiL+MbcrobkTrEce5Yhri2sLVGi3GGTRPQRWKTCphjZqtGijGsFOUKXeeGadGTwuSY7UFE9GyG01iUwedbVjMMfL3ThgeHMwdK9+t0bIf0ZJIKNZAc9OymLGyUfNrvwMFqcC9Y2xah620VPZ6dODAM8qDt9PFOq2nBbVOD40xus1MkJkJoZ4mdjMkbK3UA0AFo1PuzabFhWxth+XEv1l8OKQSCpkFGvY35ytwF9tKO8WepgmvbxFjL4T00irQWI8gOsKZaBEvosWm83nuMzKJYVhvxePKsRgxDIuIljE7IZsT0bJVzw9wVaq9lzrIqB6bO4LMAqmthQFr0WXGeXWk/mleowUYBDEA4L/HuYLH7i2cdrSSk5NRr149AEBgYCDbvLhnz5747bffPDu6pwRmMhSk8DMJRlz+Cch9CNw7xqnNseZoCV8h8oqjZaN3jz1aGiNa/z3O5d1gSpNMjtw+4/y6OxZuRCvZldRBATVa7igOssdxIJ/ONiuW+7GpC4EKPzaK4mztFJdkB0IPQsZnC3ZRQqoHNr4IfNcP0Jh+C+UC5JBJTYsVMcFmqS16HaA1fIfelHdnIlrl7XxG1lJOssz72RUZ1BWhzuOkDlo3aDkCUgcBUXnwaYQ7qTePaAH2V5uZRRerjpYvRLTUtiNaSpmUrc+98sS3JmvcuUBpO1rFOj2rJGyIaAmvC8q383nbwxnVQW6NFhupL5GIFv9e6MwYzWFqtMxrGU33cVOmiK16fsDkpHizvt2aYjLguP67QGM5l2U+D0eNqpkaLa6jxdRp/fc0RrQqVqyIJ0+eAAASEhLw559/AgBOnToFhcKxjOezSJaVnggoNKbNafLtFoLmFZtC+I7wRi8toSvhXKKClahWPhCEAH/f9k6dFvc7CbXRNNBZhNZo0TQxqbxx+1AIUKC0dZNzBkeRM3MFMsAQMWXUAN1xPmz20CrMBK78Cug0HHl354wJW2eCAkBbCOiKgNzH7PMSCYXyQYbj+sukbC0YyzddgE8bAdoizjWhsdt9/qujt/H692dt1ru5AiPvHmVDDAMwrXZymxZbOOHWHC0bn6kQ1UFAVB58GingTGKYxRRuipO9CHaRDTEMwDeaFjtaqKxl7MdzJdm3HC3uva+0UweZ64GiDN+rv0x46mChi6mDbLRISI0Wmzoo4UTCPPMZEUKsz9fAVR10p0aLP+Vm7tV6mrAZHNaaFTMwNVre7KPFlF2Yj8/R/MWUOmhZo2VvMYcQU4SVe10xyoOXyoDyoNOOVr9+/bB//34AwOuvv47Zs2cjMTERw4cPx+jRoz0+wKeBTGvFlayjVWB3tZmVxHSw0gx4p5eWqxN/pk7rhJfSB03fiZy9YWS7WX/Ed7RsTy7y1DqrvceEiGG4UhNnDuPI2IxoMdLuZsbSE+l0ybZqtA4sArYOAy7tNH0OTh6HMfJBFMfJzXvM24dJH4wJUfJTcTUFwKMzQN4TIPsBe640AfJtGHGaJvj4z+v45fxjXPDgqlqqgIgW42gxKbBc2X/WABYaHS1NPvuZ2pJ3F5oCzFUeFHk6sPZ7pyiKdbbspfWotaZJrzm+0LTYmrw7l5oxhjqPK098S3nQmxEtNt1SJoVEQpnqp5yo0bIn3GUNZxymYl7qoP3aU2cp0OjZ+mTzenpmjI7qiazBpA4qzCK/SpmU/XwZB4udm1hNHfR+RCvHRsTP3gIuIcR6RIutBbVzj9GZGhpzI1q1YoJBUYZUe0ZAyldx7tcA4H//+x/7/8GDByMuLg7Hjx9HYmIievXq5dHBPS1YrJAQYljBBwyrzcxNxsqPxyS76ziiVVZqtACDo/XtiXs45iVBDFMetIwdu542qO0FCXBqzdHp+epQ9lIHGQdCKZNAwVkJFiKG4UqqpjmOemlZi2gBHEfLjcgfkxYXY+5EpF0z/Jt9H8Gxzjcspmli6h4Pzmefa+ZoGY9rIYSR+8T0/6IsKCOlUPhJoNbRyCnUWk2pe5hVxE4+Uj2kDJav1rHnUd5ORIu5lzBpJlznN1jpZ0iDVBudP3U+AoJtrzYSQkyqgw4dLUOq1aPsIhRp9BZqcyJlD1u/d6VMCrXOfk1mkd0aLe83LbZW28GFiWhd9bXUQW6NVilHL9gIp3FC7O+Eg5HPRkedFMNgj0GDpomF2h4Xbo1WgIcjWszClcJPYnFvcyd10F6KbZhKhqIcPbIKtYgrx5+bmOMLYhi2yhfsiWEY2hfx9wNMn4c9ERTu5829rgIUfqgaEYBbaQX473EO2tco7+SZlB5OR7SKi/kTihYtWmDatGmik2WHLE49EACgOAcgxouHF9Gy52gJqNEqZ3S0MkoxouVihKVF1XKgKEMXeU9NUg9eS8W0becETdDZPOgAOZQyKRvCdjV9MDm3GNwMs5Q8NbsKY46rOc6AhyJaDiJGtq45TzQtfmKrWTETeSrOYceXp9bZTdvjwlWCCiB2HK0QW47WI9P/jSl3jiJ411JMq+CpHlpRYxxRe/L3gKHeDDBdx9lsjZVR9r8427SzOo9NPbbmxOdz5HodLZiEG1NtCQHupIt1Wk8DbMqtwtzRcpzWY1cMwxjRyi3WObVo4kkcpg5GGxyt2+kFLkUqSgpunW5ppw6yokJGx0LIZJihwImFYS7+3JpAB8II7DUnl7LOoKciWraEMABAJXO9h5Wp35zllJtZNGMcLFuqhwAcqseWBlns/MUsddCOvDtzXUgofvokK7RiR92UuR4VfhI2tZnB1LjYtxZKzHHa0SpfvjxGjBiBvXv3gqZLr19TWSbTPKJVyIniaPJ5TYvNcSRZzYVpWpxbrCu1JofWGu8KIVQlZ4sZT9z2TFTrs/038MO/j3DgaqrDfc2dXzZ90MXP7bFRcbBimD+kEgp6mtgMZ9uKAgYJqNHK8kiNloOIlllPHQZ3HS2tnkZ6vhVFPUJMESV1DnscQmynuplTyLmRy2mOA5D3hLdf1zrRqByuQo96Mfw34DpkRieFcWZtne91rqPlIdUykxCG/XpX5npl7i3Z5saZqc8CAE2eKXXQyrXFnJ9cKrGQHzaHoigxffApw7xnHgMTbbeXOmgvohWg8GPT5b2VPlhg1ujUnKhgBcJUMuhpgpupvnM9c+/NnuwRJQRuDy0AzqUOWkkPEwLX0XLkyBRxhCUCnOi/JQRbQhgA3FI4tLcgYWpAr+H9a566CJicX6+KYdhSHVTYzsjhzmO5KfvsYo6AiJa1a4rbuNiXcdrR2rBhAwoLC9GnTx9UqFABU6dOxenTp0tibDzmzZsHiqJ4j5o1a9p9zfbt21GzZk0olUrUq1cPv//+e4mP0xrsD4d1tDgCEJoCNhxsbyXAfLXRGv5yKSKN6UYPSildgw0ju5DKxsi8H7vpmTotJl1PiFE3d34ZxyXLReVBpj6rUpiKFTF4bKNOy6aj5cABArj50a6nDpoaAjtQHbRRo+WK6iAhBHv+SwYhgExKsREZAAbHRmf8rIpzoPCTsOqAQiXeeTdyDcfRMotoNYsPx5G3OqBjrSj+G1iJaDHXtC3n+1qyydFK8VBUNtWWtLu2GMi4xf5pXqNlUwgDMKQO2nHiGZn/YH+Z3RYSDEz6oOhoPR3Y+r2bIlr25N2NDYutTCABbvqgdxwt8+iMORRFoaYxqnXZh9IHub9TW0qhJQW3hxbgpKPlohiGREIJbl5bxOmjpfJwzVKWHSEKt1QHdUzqoOWUO9Ssl5bFwjwH9nx9oI9WqI2MHOvzWOu1kkL6aDHfrbV7TN3YsiGI4ZIYxvbt25GSkoIlS5bg8uXLaNGiBapXr44FCxaUxBhZ6tSpgydPnrCPv/76y+a+x48fx9ChQzFmzBicPXsWffv2Rd++fXHp0qUSHaM1Ms0b0HEjWhxFMGs3C15ES6cBHp8D7EQSS7tOy9UaLQBoXDkUAH/C6io0Tdj0LUfS6oCdiJaL0RrGuYsN9UeMMWXG1jhsfWZs6F2AGIZ513pnMPWpsp86aF6r5ooYhp4m+OX8Y3T/9C9M2nwWgKGrOy8HnxdNyjUqHDpXp8W7kWs4DoCZo2UT7n5F2QBMEbxsG42sr5dg6qBFfdYvk4HPGgMPDYta4eapg6yjZWUxhyfvbjuiZa9ZMRdTREtMHXwaMKUK83/vQiZBttTUGJj0QW8pD5pHZ6zBKg/6kqPlxT5a5p+ZKZIjxNGyLz5iD5VAGfliKzVaah3tEeXXLLakwE5Ey6WGxY4jWkxWQrY18TQjgXayn0oLW+UL3NRB87KJfDPnnUGIGAbbrNhKOmodo6P1ILOo1LK4XMFpR4shKCgIo0aNwp9//okLFy4gICAA8+fP9+TYLPDz80N0dDT7iIiIsLnvihUr0K1bN7z55puoVasWFi5ciMaNG2PlypUlOkZrsMWNKhdSB7mFygcWAmvbAZd/tHksTzhaWQUarDp006HDotbp2ZuOM/LuDJXDDSvjDzxghDMKNNAZf9yPsx07WuarRlw5b1dgIloVQpVs/Y8tifccG8IDrDyqxnZtkif7aNmKnDHOjTuqgxodja2n7qPjx4fw+vdnceVJLgLkUoxvWxXrRzXj78wVoijO4Y3RVlNlc0wpK1JA7a6jZYxo2Ukd1OppXkTHU44WK+1uHtF6ct7wb8p/ACwdLTblxd9KREuTz0bE7aUOOhLCYDD10hIjWk8DjI0xTxVW+pkmsbbgTnqtUSHU2LTYa6mDjmucGeXBqz6kPMhTHSzl6EWhhj8pVjrhaNmaUAvBJJ9u/3y56apcB7rQA+mDWfZqtNwSw7DjaHFqtDQ6GnnGz9Baw2KVneyn0sIiTd0I9zdmfs3a+h2a6v9s32PsLZaEqGSoFG5YzPnvie9GtVx2tIqLi7Ft2zb07dsXjRs3RmZmJt58801Pjs2CGzduIDY2FlWrVsWwYcNw//59m/ueOHECnTp14m3r2rUrTpw4YfcYarUaubm5vIe7WKgOFpmlDtprWKzhXKAZNw0b7x23eSxP9NLa+Pc9fLj7GtYcuWV3P2aCRlHCUhvNYX4gmQUat4ulualbybmOjXqWcdUonHW03K3R4kS0jJPkJzYmF7ZTBw2foa3aJD23/5YbqoMOI1o2Jl5s6qADR+vI9TS0W3oQM3dexN2MQoSqZHijU3Uce/sFvNO9FpveysKVYFcbfm+mXlpCI1qc3wk3dbAg1aDA5whu6qCxRsueyuLd9AJWBhgA0vI8kzpos1kxU2tmXKThGmdCCHtNOU4dtJwkCO2hxVDVmDp4J71AsFiJiO9iS/xGIUgMw7aaGuDd1EGaJuykWGVn4l+b00vLnfYeniSPlzronT5artRoFWocO7a2EBox4qYOyv0k8DNmRxR6IMXSXg8rZxo3m8P+TqyJYXBSB5njSyjrzeNZ1UEvimFY2BojSpkUcqnh/MyzcmzV7rHpyXYiWuaOvzl1YoyCGI98JyJtjtOO1p49ezBixAhERUXhtddeQ1RUFP7880/cu3ePJ/3uaZo3b47169dj9+7dWL16Ne7cuYM2bdogL8/6KlRycjKiovh1GFFRUUhOTrZ7nPfffx8hISHso1KlSm6P3bJGi5s6mG9XspNtWCz3A9TGc029YvNYnuilxdR33XOgXpjDEWawJ8dqiyCljL3JPMh0zxCnCJRWBwyROMZ4MVFGd5sWM1E0burgExt1O7YcLW5tkjXjmlestdp/y1kcNiy2MfESGtH6/OBNPMkpRlSwAu/1qIVjM1/AlE6JtuvK7EW0BDpazJhVcj9Aw7knEBrIT3H8BtYiWnbO93qKIZrDLBak52ug9UDqiqlGi+OMaovYz4W5dzDXrVZPkKfWWSpV8RZz8hBo7HPEVTNjcFbQplK4CjIphSKt3uY1LlJ2yLMj7w4IbFhsw9GKMUb3Uz20EOEM3Am7vVS2auUDIZVQyC7UIsVDojbu4s3UQfO6Nn8BKaQMrsq7A6YaKEeRM/MoKuOgeSLyl2UnY8QTYhjmfbQAvhhGFicF3NqcKkDhuXN1BUKI3br8QBtzC1uibuy1JUAMw19m/ZqqW8GwUHLRhwUxXKrRKi4uxrfffovk5GSsWbMGbdu2LYmx8UhKSsLAgQNRv359dO3aFb///juys7Oxbds2jx5n1qxZyMnJYR8PHjxw6/30NLHspG2ROiikYTGn9iT1MmBj5a2ScQXRnYgWY2weO0j3cKc+i4GJwLkr3sHtYZWer7GrlMXcKKQSip3QM5Nqd1MHY0P92cmFLYePmdiaF5NSFGVXEIMZd4BxJc9Vgh1EpmxNvJgVNkeO1t0MQ0Tpi5ebYGybqo4Lo3nRpFyAEE6NlsDUQa66GDd1EHCcPqgtBgo5giyMvLsd55uRdm8RX45dUWUUFd0hxTgh5aUO5nEWh4z3Dn+5qdFlVoGGY/ysRLQABEoM13Wx1rKWgU0dFNg/TiaVIK6cURBDTB8s8+TbaFDOKFC6U6PFRK+90VDUlqS0OUqZFFUjDNezr9Rp8RsW+0YfrZJsWAxwUwcdqQ7yHS3GvghJbXSEXTEMgeOzBpN+a03VlSuGwbadsVEawK3n90b0tUCjZ0s0rDmjbPmD2YKeo9RBexGtAgfpqIlRhtTfexm+WzPs1GxNp9Phgw8+wIoVK9CnTx/IZK5PsN0lNDQU1atXx82bN60+Hx0djZQU/kp2SkoKoqOj7b6vQqFAcHAw7+EOOUWmKIRJDIO72pyPAKMRsN+wmBPRKsqyuUrP9NJ6lFXkcnEoEx1y5GhZTO5coJIHInAALFYiU3JsG3buzYxZNXJHDCO3WMumesRya7QcpQ4y18OtA8CVXwHYb/pnKkJ1PW0QKNmIVpFGz34X8cbJi0O4Euy0FtAWcWq0hH0fppQVKV8MA+CnJjo6PsCKYdg73+tGAZeaMcGICDRMJt2VeCeEWBfDsOJoAfw6LWaMbBE39x4DIACma9G8AaorLRpE5cGnB1vtHBxNgmiacNTUrE+CmN+GVxwtpohe7udQTbMWJ33QF+BGtMpKHy09TVgnyJUaLaGiG6yjZYzSqzwoec720bIihiE04mYNezVazH08u1DDaVZs3cYz50oT+7WTJQW3obO1c7E1fzEthJo1gRYQNS90IGgTG2LMIBIgguYtnHK0/Pz8MHPmTKjV3g+v5+fn49atW4iJibH6fMuWLbF//37etr1796Jly5alMTwWZlIfpPSDzJi/yoto0ToEygwXmT1ZzEDzlXpjUbw5UUFKyKUS6Gji8oXHFOTnFuvs3uSdLaK3hidSHQFYND1+YkNaHeAoC3EclhB2Vcn5iBbjkIapZFDJ/dgfvq2mxbxIIK0HtrwMbBsOFOfYbVrMjM2dCCIAXrTI2qoYb+KVfR+48gtACKdGy/Y1wURSQ/xlwh3CXDNHR53rdESLTR00r9ECHEe02OeNkzFWDMO2880oDtaICmLT/NyVeM8t1rEGp3wQN6LF+XwKTJE3rqNlEsOw0kcLgFxXwEZBzX/TrkSmxV5aTw/53PR0Do7k3bkTPVtiGExEq0CjL331PPae4HjSzwhiXPERQQx+RKt0oxe2+2jZn9hzSx+clXfnHs+hGIaG77Qwx/KEEh8zX7Nmu9xSHbSzIMGmDnIcLVu2k+tseKOXlq36LAZbi7i2ZP8VAiT9TY6W9d8xs7Cdlq/2SPp+SeB0/lGzZs1w9uzZkhiLXWbMmIHDhw/j7t27OH78OPr16wepVIqhQ4cCAIYPH45Zs2ax+0+ZMgW7d+/Gxx9/jKtXr2LevHk4ffo0Jk2aVKrjzra2QsF1tAAESQyOjbW8W2bCHcCNaAE267QkEgoVjXUjrjgvap2evdkAtqMygGciLEyTZXfl6JMtHC3bk15rfSqYm50rEqHctEHAMLmw17SYN7EtzgG0BQDRA4UZnNC7FXU4DygOAqaboUZPW10VY5UuFTLg58nA1peBByfZiXiRVg+NjdU0Jm0wzhhZFQQ3dRAwOpzO9ewqsBb5VRlVSYU6WuFVjcfP5jmWOWbOd7FWz55n9ehARAYxdSjuLUAxghrBSj929RSAzYhWGMfRYlZiQ6yJYQCGOi0byoNMr7JggfLuAFd50HfTNXydR48e4eWXX0a5cuXg7++PevXqlUpPSnNsNSxWOmhYzJ1w2opoBXBSXD2RWusMhZyIliOYiNZVH0kd5C606TiRw9LAvI+W0NokZlFYKqEcNj63hilF0fa5cqOoJVGjlW2uEM1BZawR0tHEpv2zhb0UW8aeF2tpdi5h7fiA4bNlzru0U0oBx31TbfXSYkXdbPXREiKGYcPRKhcgh0xKgRDPqf96Gqd/DRMmTMD06dOxcuVKnDhxAhcuXOA9SoqHDx9i6NChqFGjBgYNGoRy5crh77//RmRkJADg/v37ePLEtPLbqlUrbN68GWvXrkWDBg2wY8cO7Nq1C3Xr1i2xMVoj00r0xDytJ4gy/LjMlWQIIezqUpCcMkzIGQQIYrjivJg7BvZkeZ3tv2MNT/X9YtLVmEa49hwta53XWTEMF1IHH3GEMADDzZBpWmwtspbNjUzx1OHyTDcqqzVatvPHncGQSmP4vzVHJo878WKcoOz7CFKaXmcrffAe62gJTBvUFpuEGxTGNN3iXHbSL7RhMTdNiE0djKxhPKEnNl5lhDnHqDqGf2kdoMm3KYZxMzUfNDFEMCMDFShvjGi5e5NnrlmbioMA795RjqM8mGMuS1zEv8cYemkZDJX5aqNLEa3yYkTLHbKystC6dWvIZDL88ccfuHz5Mj7++GOEhYWV+lhspQozkyC1jYkvM3mUSyWQ2hBDoiiKjWqVtqPlTPPcWsamxbfTCwSJPpQkhBDLiWopRi+YSTETPVEKVB1kBQ/kUkGNz80R4tBxJ+SMY6bykBKfRkezdsRew2LDGJ07lppxtPysp9sxdb530g3201qzYgZvCmIwPSVttfNhF4otxDA4NdQchKQOmtcMmiORUGxNc7KdTCZv4vQMeciQIQCAyZMns9soigIhBBRFQa8vmZvUli1b7D5/6NAhi20DBw7EwIEDS2Q8QrHIuaVp0ySIkgCERgAMBsj85qrW0WzqWQBlZqRSracOAu45L+bpT/YclhzzdCUXYFTbHmYVgaaJS+qFgGncDSuFYv/VVLupg0wDae7NjCuG4ew4TD20/Nlt0SFKPM4pthDEoGnCOjLB/jIgN9v0ZHEugpSGFBZ7NVqu9CzjIpFQCFL4IbdYh9wiHcoHmZ5T60zRqiAlty4wm/e6nCKtpUw7TEqVVYRGtBgnwk8JhMYBKReB4hwEKw0pwUJrtHgFs0zqYLlqwL1jwiNa5RIAqRzQa4CiLIT4G+o5CzR6aPU0m/rLpA1WjwoCRVGIYiJabqYOXniYY3zfQP4T3HpMTR6gUwP/z953h8dRnd2f2b7qkmVZsi13G9sY24BNDSX0GgiBEEJCCQGSQICQ8vtI+ML3fSQhIYUWAgmhhACht0DoxfRmYzDFBdyLLNvqWm2f3x933jt3ZqfuzqqYOc+jZ6XV7s7d2dmZe+4573lDUT4ZaO9J8WNKDcPoYrfxBna+SfWhKloLYKBg0laMBZgi3tt7U+hJZhwHafhg+N3vfofW1lbcfvvt/L7JkycPyVhM+2jZxLsP8CQ16/Xa0dVRrO9IDHqdlkoY7K2DY2qiqK8IozORwWftfZgzrrbcwzPFQCYHcpwHJFaP05/KYVSV9fO8AlcClQm909qkUqLdAWdhE+IYiLR4pWiJ0er67wIAHiWfzctIZLKohfNznlUbBEmSUF8ZwbbeFFYrTeDNwjAARla296VtLZblAK9hM7UOKpZ/k4UC0zAMCxKfcPA9bqmNYWPnwLCt03KtaK1Zs6bgZ/Xq1fzWhxZ8Uk8rJMkuFjkNANVsMlmhFKrru5vTZFuSgApZR5ralzPSZoDSiJb2YmgViOFF6uDYujgCEnvv24pc8RTtjvNb6wDYKFqc/KrjJvKSlwtPEnZQrYOqEtGi1Glt1o2D1UUp24yH1QkxAKRUe5fRGLwIHyGo6YZaIiOuRGlaCii9pWpsAjGIaNExaAsiWtUtQEyZ3KS6bQM79NCsXlMtY+MMdmtLtBRFq2YcEFcUhYEuDfEQ3y8lDu7SzBiqV4rWe2vZAszCSQ3af+gVOYp4V45fWgWVJOXzyWV4PzLUTWC36T4WFAID66DL1EF6LAV20OTAh3M8/vjjWLBgAU455RQ0NTVh9913xy233GL5nHL0eMzlVddEYeqg9STIrlkxYfQQBWIkTFbRjSBJEmYqqtYnQ2wfpHNwQFIXaEsNxOhKpPG9fy7G85/Yt7rgtW26Gi0r1UEcYzH1WYBK6KwaDyeF9D5aDK0sob+VCLtodc0YXW6LlDiz9EsiLk4ULbVp8eArr7xGy2Rxvcqkxtw23t2SaNm3DGhW5lt2rX2GCq6J1sSJEy1/fGihxoXq0sCiNWy1GUBMNk4E45PHSAgBsg1Ga4FgFMgOAF1rDbepRqa7l1H1ihb1hzJCQXpeEQgHA5yUFBuIQWlvkVCAe+2tvnBGds5oKMhXTNxGvOtrtAAIEe/az4D2WSwcYBMZhcAAAFI9lmEYdoWobqA2BDbpdxEJIoi8asPTJfGZKU1UuzTJaeIgkaCacUCMrIPdagS94xotYVJFfbRE66BVMblmDHXs94FOBAMSapTPQ4x4p8TBGUqsLBGOUnoF5fMy3lvHbKSFREvX+48TLbZdujjXxMLMwiWS99rx7DbVyy9yehJf7IKJWqfl2wfdYvXq1bjpppswffp0PPPMM/j+97+Piy66CP/4xz9Mn1OOHo+iClDYR8s6DMOuWTGhsZqdZwebaKm99Zwl4PHkwSEmWr3C6j+vqyxRvXjh03Y8/XEb/vaq/WK4vraNJsPpXGFrCBF2Fi87OEkd1AdhsO0R+SltH6lBFObnQafJiHpYpQ6ybbLvCNWfmdVoAeALZkYp1eVGl80+MrMOmgXT0DnGypZqV6MFqPOtnUbRAoB//vOf2H///TF27FisW7cOAHDttdfiscce83RwOwP4pF7frLiiAYiwyWg42692NxdOFn2iHYqUhVitOoE0qdMqJcmPFC0ihlaKVpcHihZQep1WO+89FEVLHX3hLFIHTSJUecS7y0CMzboaLUBNwtErWgWTWr2i5aBGqxSrJsGsIbCmh5YYk64QwloLApTOqsW8jsMwOMkRFC0hfdEq4VAE7zwfDgjWwansNpssDIcwHMNYVdGi91tBCp5KvqlZMSla5A8vpdnpyvZe9CazqIgEMbO5WvtPIlpBxaqpJA+SorVO+d7U6YMwYrUqcUwZh2EkMzl+cXebHjq1iZ2/Vm/3iZZb5PN57LHHHvjNb36D3XffHeeddx7OPfdc3HzzzabP8brHI6CeZyLBAFewCFGbQnXnipaaCjaYcGtlo+TB5UOcPKhaOcNCj83SJtVUHycGXZlBPykWa5OSFiEQqj3MfbQ724596qDRMUeEsNRwCKM0Yj0qilTP1EUJa0WL/20QL68fg75Nx2CgUx+6pEONWRhGCdZB+lzjFkSrmddo7SRE66abbsKll16KY445Bl1dXbwmq66uDtdee63X4xvxKEgdpPqsilFAlK0IS5mEphEdwbCHVrQaaJrNft/6ieE2SdHq6E8bKiNWoDqT3SewCacVYVFlZG+I1oaO4goZ25SeWc01Ma6OWTUtLiC/CohEuIl4z+byPPFQrNEi0qX/4hdI75owjB7rhsUe1WgB6gnRTNGqioZY82BCktUPWfWW2tiZQF5mq35kF7KFaB0UwzBMrI1m4OMO51mYBcC+YxWj2O9m9sFcRq2B0lgHlYh35XOi99ubzPCAmBlNWkVrR59xnL8TvLuWbW+PCfUIBYXTcrpftQE2zWS3ymINTQhyvIGk7piK1/NzDLMOFp5jiDBLElDtciV6SqOfPFgsWlpaMHv2bM19s2bNwvr1602f43WPR8A8cRBwHoZh1QwYGLqmxfqYcjvMFnppDUUzWIJ4DjaaFxQDuuZ12hAtWZYLFK1oKMBDkKyUHL7Y5XB/61HhIEZe7aFVDkXLuv4IEOvI3G2Lviv6xQyC2aKvESpNLOCDAbvUwSrTeYVxAmhMsKWafefU3mzmx9VYBwvsQwnXROuGG27ALbfcgl/84hcIBtWDZsGCBVi2bJmng9sZUGBTI0UrriparFC9cFVGjdkWiVYV0DSL/d5uTLSqoiGeSOaWvGztVUMlAKbImH0Bum1WN5yCAjGKVbR4k9eaGOorwjxa1qyBrFHqIKCuIlk15NWjXemVFQ5KGnLRXGu8wlKgaInWwWQPn+warWB6WaNFREZvAeTHXCysbSegb+JroPqJ9VmOU6c0tj1V0aLxpbJ5U8IsguoxaiRhf0eqgOqx2u3o0dsGQGYhGBWjgHgdu18hK7U8JIW9X1KzxtRE+XE/qirKi9Z3FLlqT/VZCybpUudIzYpUsbAQgNuPR1Vpj181CENZzIk3sOcBptZBsT7LbRCNnzxYPPbff3+sWLFCc9/KlSsH3X7fmzReaQaAmHIeNVO01DAMG0WLiFaf+x6FpUAfU26HaU1VCAYkdCUyJanTpUJ0FdDnUmqi3g4iWkrYkxnSuTyyFMCl7DdJUiPFLYmWiWrhFE5SBw2tgxR3XnKNlhNFy711UJbtG3vrW+SYNSwGBAVvCMIwyNlhbh10G4ahUhCzFgb9DizAO12N1po1a7D77rsX3B+NRtHf769s6kGrJA0F1sFRQESxCKV7Dbub894Doo0rWq3GUFtEvLcWacejC8zc8bWQJGYH22GwCibLsm1hpFO0lti0mIjWmOoYJEnifl0z22OHiXWQ3ocb6yBto7k2ppmo8hqtnqRG5ShIeDMLwzBQcroM+n8VC7OwCd6sWN+3TWcdNCKjvD7LabQ7YGwdTPVoVtidBGLwekYiWuEKIBBkdkAA6DUhWrT96hYgENCEYQCidZCIlrY+C2Bx/o1V1LS4WKJlU59V3QxUKn3BEsw6qJ8QFFgH4/XsfAHoFnPU/akej8r+zmWATUtMg3ZETFWSB9fu6Les3fBRiB/96Ed466238Jvf/AafffYZb0VywQUXDOo4zKLdAcE6aFOjZWsdpHj3Qa/Rch6GAbBJ8BSltnQo67SMFK1SrYO04JuXreteRUInKoFxBxHvfbxGqzjrYMxB0ARXtIQJegUno96kDlpdX4sJwxAJhFlCp6iiBSTrYCKvVM5iYLfYq9ZoqcdYLi8LqpS+RkuwpZocW07CMGi+tbW3eFdJOeGaaE2ePBlLly4tuP/pp5/GrFmzvBjTTgVV0aIwDJFoKRPSdL/hCVUNJhAmvRFB0dqxCsgarxIWW6dFpKW1oYIrNEaEpT+d4ytfpdZoqeEdpRGt5tqocquSHD0G0jk+QSiwDla4tw6SjWxsbVxzf1N1jDctFvvHWCpaYhiG7iSaz8ulWzW3rQBWPgtADMPQ1WgZ2VUBTjysUgdJ0ZrY6KJZMbcOjtWEYQQDEj9p20W8s35zyndFSfDk360aluyJHpNeWmLiIKAJwwCMFC0lcVAgWoCYPOh+RW1T1wA2dQ0gGJC4ksxB+6eqWbVBKueQuooIROFQVc3JntwgWAd7DVVzqoHjx+Oi3wG3fBl4/07bcY+tjSMWDiCTk4sK3vkiY+HChXjkkUfwr3/9C3PmzMGVV16Ja6+9FqeffvqgjqNPrMnUgRStlE28uxvr4GBa8pwU0esxS7APDhVoksoULW9sYuJiqVWdFp1HY2FtbzQnvbTc9C0zQoUD1SxpYB2s9KhmSU0ddGAddNFrTbTeGvXRYtuMaH63cheoi/JD0LCYB3I5b1gs2iz1x0Y4GOD5BEbHFrOy2n+PG6uihvOt4QLXROvSSy/FBRdcgPvuuw+yLOOdd97Br3/9a1x22WX42c9+Vo4xjlhkc3k+ITUMw6BJUKqPM31xpURzERRrtGrGsfTBfJaRLQMUEzCRSGe5ejCmJoYWpc7IKHmQ3lckFLC90NqBxtrWk3RkE9ODCBWFElCdllECDalZkWCg4ItLZNidolVYnwUwlaOJNy1Wx1FsGEZvKst7q7gNLQAAfHAfcPMBwD2nAO3LhTAMnaKlOebEGq0uzbaNiZbSrLjBoaKVz6tEQhOGwbZrVkemRzKT5/umAsq+JsscESgiVHqIQRhAQRiGvmkxV7R0gRVN1EuriFV7sg3uOramcJIiKlo6ohUMSBrSrR5TgqJFqrloHUwWKlr8uduV88knj9uOOxCQhDot3z7oFscddxyWLVuGZDKJTz/9FOeee+6gj6EvxT5/o/o8u0L1lMMwDLKxp3N5x+E2XsBtjRagBmJ8OoSBGKKrgEhEX4k2MdHSbLWQqK/PIjjppcXDR4qt0XIQNEHbjxukDrpNAtSjy4V1MOliW2S9DUhAOGhMoMRtWtWIASpZGew+WrIs85IBMzJq5JQhQhgKSLysQ0TMQjlPZYVruwWBDwYkjDGYbw0XuJ4hf/e738Xvfvc7XH755UgkEvjmN7+Jm266Cddddx1vZuyDQZyM8glRQgjDoMlgul89oYrWQbMwDEkS6rSskwfdEC2yPVVGgqiKhjCuztyCRyel2ni4qC7wIkZVRhAPByHLwKYiVsapFkslWkphpMG4ebJQZeG4Veugc0XLKNqdYDQO8jib1WjVmIRh0AkuHg7axilrkM8Dz/8v8Mh5QE652HZvNA2boL81zYoBZl3NZSxTB103K05sZ4sFUgCoGiOEYXQrY3AW8S5+Z6I5ZV/TIobSq66gFxXBjGhRGIbOOriiTUkc1ClaY2rIOuj+JE+2wQUTGwr/yRW/ZqBCsQ4qqYOArum2nXUwZh6Gwa0qdDyuex3I2H8X/TqtkY1eK0WLpw4aWweN6mWMEAsH+aLJtr7BmwT1u6zRAlRFa/kQWgdFV0GFRzaxDo2iZX4+5ZH4un3mpN9RX4nx7qotz6JGyyAm3auapQL3keEY3acOitHuZnMlsaenFdEDVGVnsBWtgUwOacUibhfvnkjnuIVP7KFl9P6tFnTE495uQafZpKXOcEBRUsTpp5+OVatWoa+vD21tbdi4cSPOOeccr8c24tEpkBGeJCbaejjR6jVcpdDYuMQaLcA2EKOYuqetpspQ4YFbYGNLdABP/gTY8qHj7REkSSqxybJ+3OY9FYx6aBHo5NHlIgzDmmgVKmuqgqBcjAa61ScINVoDmZym7qXLpgjVEKk+4P5vA6/9if0dVghQqlslMboVZtMaLQBI9gg1Wtrn5fIyt35OdNxDS1GZKpuAYFhTowWodUN2ipbaby6IQEb5nnBFi6yDZjVaOusgD8PoAiBaB9PY0ZfitoTpY6o0LzO6BEXrXd6ouL7wn1zRamHnDEA9h0Ab6MKPaTEMQ5M6SEXjgqKVMFFYs0lg/Zu2Y6c6LZ9ojUz0W9QxkVPBzDqoNmG1JzKjea+5wbP1FGNlm6U0LV69vd+SVJQT2jCM0ifVyUxOQwyskgcTJulwTmq0So1352qRk9RBUdEiglYi8ehKWNviNNvKOCd1TvrNidu0q8Hm5NuGWL6ycht3YHgB2j+RYMCU9IgLNjSXsAtJseqlleCLOVorqxGsnExDDddEa2BgAIkEm1BVVFRgYGAA1157LZ599lnPBzfSQStHmtAFsUaLT4L6+aqb2O1bc6FI6SaQthHv7KDb2DnguDhQTe9jF8WxVtZB/QRt2QPAu7cA930LyLg/0IttstybzHCLCKkKzRZfOLMeWoB6sut0YR3kNVqK+ieimRM+UdHSJTXqarSMTlSAepJzXA/XtR647Uhg+ROs/9JX/wZMOVjZZo9pHy1Duyoh2WXasHhz1wAyORmRUAAtNYX7whA9gm0Q0KQOAoKiZUN8eX2WuCBRYB20CcMoULS6AAC1Qrw7JQ5OaKgosCPxpsUuwzC6BzJYoVwM9zQiWhQ9b2AdBLTHca2lotWrquZW1sGkQPw/e8F2/Lxp8TY/CGkkwpF10ETRctqwGBACMQYxedBJEb0eY2qiqK8II5eX8dkQ2WHFtGEvwjD0YVYdFo4NOpfqE95iDqyDJddoRewbI5NlTxPvHilcQCoGVnMD/bbc2BS5omVgmyOIC79WzYoBOEqi3NCRwBm3vYPz7nzP8TjtwIWDCnMXUzQURER5n+SOsVOWrRQtMytrAXrbMLaavc5wTB50TbROOOEE3HknK5Tu6urCXnvthT/+8Y844YQTcNNNN3k+wJGMcFDC3pMbMG98rXqnURhGqo8fSAmDMIyCeHcAGKMQLRNFq6U2jlBAQjqXd2xn0lvwxvKmuxaKFk3u+trZbdc64M0bHG1PBBFD9+EdbMzVsRC/oDpStAyJFkWXu7cO6mu0zMahmdjmc9o6qFQPwkG15k1Ucrr0+9sK698GbjkE2PoRU4vOehKYd6o2Pp2HYRTWggFKTGtKZ58Z6DJNHSTbYGt93HlMOCUBUgQ7jS/dB+Syjmu0NKvy1KxYbx1MdgFpg2NLjJcHzMMwBjKGiYOEJl7w7+4kv2R9J2SZ2S2pzksDsc8YTx3cASihAuKkoN6ojxav0VKtg31G1kEjK+vnL9qOXyVavqI1EmGZOqhMmHJ5GRmDia+RumAGUnwHs5cWL6J3obBIkoSZiqr1yRDZB7mrQIh3L8U62KEjt9Y1WsZkqcJBCES/yXOdQiTsZtsxOuYqBbtasWErmrAp/TU22QN0b2TbLSJ1MGlgd9SDlWCw3+ssmhUDKtmzIt+0SLCxc8CbABpZRqptJQDZNoxL36Kmz4aA02dp1K+PE3+r7/Da14A/zcLJbcy5s1MoWkuWLMEBBxwAAHjwwQfR3NyMdevW4c4778T111/v+QBHMnafUI/7zt8X135DicPP59RJkKZGq0+N7EyLRIt9QZl1kIiWUscyWrEOdq1T1S4BwYCE8fXu+lPpLXiqomVQo6WPKRcnaK/+Ceg2CR8wAbcO7iguJbFZUFGI4GzvSyGtW40166EFCGEYDq2DvckMD5NosbAOtpkRLVE9ABiZlmXDpsVUN2Ybpb/iaeAfxwH924Dm3YBzXwRaF7L/0bGTcqpo6SYayU5OPPpSWc2qY2nR7mO14+NjdFajpVkx4+mcyjhitUBY+V1fp5XPCWEcOkUr3QvkMvyi2yMoT7s0a22DgPqdcRvvrvbPMqjPArRhGHHlMfkM/2w0NVrcxkvnGF3qoEELCU27gXxee0y2f2KuBCqY3FgJSWKKq1WamY/hCSc1WoDxarPThsUAeILtYBItTWqvC/DkwaEiWkl1sYvXH5WkaGn3uZV1kBat9IpW3EEIRL+J7dAWsgyseg7RbctAa3RmipGRikpjzeVl015MduhJZnjoguYa27kO+PNC4Nq5wNJ/OUpGLBizMiarfnPBgMSvrY4VLQsFj5w22bxcchojclngoXOwx+OH4Zzgf2wXe/WBXrxNURHWQdrPFWGLY+rtmwE5j2ltT6ECyZ1D0UokEqiuZqukzz77LE466SQEAgHss88+WLdunecD3Kkw0AVA+TbH6w2JVp+mYTGbBFWKihY9p3IUCxAAgG3LDTfntpfWVuUiSKvzLXVq3Yl+RbOghxYRSCkAZBLAc790tE0+1vriIt715BBgq/wkX+vVvA6LXhmiTcyJ3ZJWTmrjYcOTSEudgaLFLYARYZ8pJ+B8FsgMGDYtJutgvdVq19rXgQfOBHJpYOZxwHeeAepa1f8L8ekUftCXymoaWFrWaA10cYIGaBML6Rib6Ipo6ayDoQgQUghrqsd5jVZamFBx66Ci5EiSeZ1WXzsg59j+r2pi98UE9TnZrdbtJTJY0WahaNWQNSpl2RBUj3d5/ywD22CqV30/VWOASIVaZ6co46OchmHIeVQF2LHfn87xMXKiRb36ZOV7PmYOu7VRteKRIFdzfVVrhOHzl5BIsnO+laIFGNfNGEVtm6Gxmh2ng0W0cnmZj7kyEmSTRYeg5MHlHiYP5vOy4/MCdxXEvLEO6hdArMIwEmljcuok3r3PxiJmiFwWePLHwN0nQ7r9aEyM9CjjsFG0NNZBdazFJg9SuUBVNMTnDkh0AHd9DehrY9eJR7+HuZvuU8bnpkZLWJDIZYE3/2JYy06OBNsaLQdx9pu6CssVikI+Dzx2AfDRQwCA80JPoiFm7VjRJw/2mZB3gpMwDFNFq38HW1wGEMyncGhgCbb07ARhGNOmTcOjjz6KDRs24JlnnsERRxwBAGhvb0dNTY3Ns7/goCL1aC0r/hfj3XlBZ2EsJkuA04VhALaBGKQSbSxS0WqsjCISDECWC32vBTVDVES/1/kAJOCjB4F19sX0fKyjigvD0Ee7A9A0LdbLyJ1UN2ewKkMTVVk2bhisxyaLIAxAaKKnNC3O52V+Ea2Nh9V9Vt3MCCqgjXhPqWPoEgmaEbZ8CPzrGyzEYMbRwCl3qKoOQYhPp5OhLGujg/uEi7xRjVZYiMUXa6fWblei3Z0mDgKF1kFAQwYd12hpQmN01kFAtQ/qiZamWbFyIg+GVGVNsEpm8zI+2sTUnl2aC4lWY1UUksQeZ1UDISKVzeGDDV0ATBQtUrOiNer74cmDjGjRxVmiJpfZtKp+x+sZMVOOLd7MGSo51fTRIlU6GAV2OYb97qBOawrZB/2I95GD//wU+OeJOKzjXwCgWUAhSJIax2ysaCnqgklvIBFc0XLS40ZRONBuvIDoBOJEuOaN3wBXNgL3n+korGm20EvLC9uVLMv46k1v4LgbXnO0gEfn/apoyLD3nVsQ0SLlwMo62C82Hc6mgJd/B6x51VEYRsIm9KAA6X7gvtOB925lf2cSuDD4MHstEyIzYFDvFAxI/L0VW6dF+4gvVqUTwD2nsvY5NeOBPc8CAOzxyVW4MPiIq+bIao1WEFh8O/DMZcA/vwr0bdM8jhxIdGuGSrG3WjYNdKwpeIyY3uwmRVmDfB544mLgw3sBKYhkqBpjpC4cnHnV8mn0+dNcx652z4rE29ZoLXuAOTwUHBN8G23dSVeLnYMB10Trl7/8JX7yk59g0qRJ2GuvvbDvvvsCYOrW7rvv7vkAdyqIPbQAbby7VcNioxotAGjald16FPHezhv/MoIQCEhCoIOWsPTo/cy0ij7lIGCPM9jvT/2M2bMcgE4uvcksV32cjZnqyqKa+8lKqE9MtKrRCgcD/CThJBBDrc8yDn8YXRVFQJl87+hLoTeZpdIaZWJrFFrQY9iLwjJ1cMfnwF0nMTvZhP2AU25nRF4PwToYCwcRCRbWgvUKhdj8mCPLmmIrM6rT4s2K3RCtHp1tD9CQwRpuHbS+qGlihXlojEAyqf6qV0+0KHFwrPZ+njzYibiwn1LZPEJC7ygR4WCAq0tOayI/2tSDVDaPhsoIphglNYrR7gSePMjOJVSjVRsPs9o4buGV2L6UJH6eieb6eXNIOrdorKxE/GO1wNRD2O+rX7L9Ds9QIt6fXLZlUBvS+igBY/cAAJzSdzdmSutZTaYBaBJkZMki9SDqxDpY7cI6uOhq4O6Tgb/sDdxxHPDJY64UKUAlDM2BLgTf/gsAGfjkUeCvBwB3n8LqWE0wrakKwYCErkTGtRXYCN0DGXywoQufbOlx1EyVLFfVsZB2Ul0kKAyD6iktUwdFRWvR1cDLvwHuPwM1QXZOM1OM8opFrRZ9GPvISWwfr3vDfFB97eyzXfk0EIoBB/wEAHBC/nlMkTabJj4ahWHw8cJd7ZQITQ8txSqHje+wmt1vPQQcdy1w8GUAgJ+EH8A3uv/G62TtQLVH8RCAt5Qcg8R24N8Xa17j1yfuhuu+MR/7TB5l+XqamrTHfwhcPx/49N+ax2gULRfzKQ5ZBp76KbDkTrZQ97Vb8FYza6b+5c4HLN87nUu4ddA2ddA8bTJh8nlzLL2L3e7+LTa2wFKEcwMFATBDDddE6+STT8b69evx3nvv4ZlnnuH3H3roobjmmms8HdxOBzEIA1CJVnYAVWF24GoaFlvFuwOOFS0nREuWZVUdEoryx5r00uoy6wcVqwMO/SVT7do+ZF9UB6iIhNCorHq6UbVIaRujS7ojlalA0bJJFlKtYvZfVKtodwAIBQN8XJu7k3xSGw8ryTx8YlunIUF8RUhMh6PoWX0has8W4J8nspqsMbsB37wXCJusiOlS/ciaJypG4moqJ1pkP1TGq29aLMsy1nV4UKMFaHppmdWR6aGupAZVNScikCFuHdTVaBltH9AEYkiSpGkQPbmxUrWW6OA24p3XZ02sN05x6hUSBwm65MHJCkGjW77gEatVVTrlnCGlC3tp9Yg1WlSfFa8Dxi9gn8VAJ7BlqeX7+ObeExAJBfDqqu14aIm72kwfQ4R53wB2ORZhZPHH8E2oDhvXtpBSYKhoZd2EYajWWkuseIpN7gE2wVv7KnD/GcC1uwGLfq+GLtmAlI1zI89AyqWBlnnAnK+x11z1LHDbEcDtxzJrrG7SGAsH+cKHF3Va4qKdXR2jLMua636VULtd7CIGhWFMUxZErFMH2Wc6PrMOeP06dudABxZuexSAeR8tCq/4fujfCG98i+3j249m+3j1y9p9vH0V8PfDgM1L2CLemf8GDv1vYJdjEEIePw3dZ2sd1AdLxA3qT92APqP6ijDwnx8DK/7DCOBp9wJNM9mC1cH/hTULLgcAfHXgEeDxHzpaSKbvyYLMu0DH58zWHggDK54EPvgXf9yEURU4Yf442zApIpUTpTbgQ2ZlxIu/ZgqUAo2i5dY6KMvAM78A3v07AAk48SZgztewqOo4DMgRNCdWWpLoGp0jxz4Mw/wcoxJ/g3PMlg+BtmVsXx5+JVA/GTEpg0MC7w+7Oq2i+mg1Nzdj9913x6ZNm7BhwwYAwF577YWZM2d6OridDnqiJahT1VQ/oRyUsiyrKwGRQGHtCeAg4p2Ilr1ntSeZ5SsKTYI6NFYJdNAnDxbElIt1IZWNwJfZ6g9evFL9nw0mNLgL7wCArb3GREttXqer0bLoowW466VFsfdmREs7jgGDKO0udhuvE4hWr3EYhlEiUqKDKVld64GGKcC3H9bWGOnBbXls8qDfTiaX58dATSysEq3aVs149YpWe28KyUwewYCEcTa2B45Ur0qKyNoHaHppmSUj6tGnqdEi66DwPeER7zoSoO+hRaBADOX9ivt8hoFtkMCTBx2ugqv1WWZBGAoxrBKIFk8e3A4AmNRYiUcv2B9//daeyv1Cnz4CkU4h3bQvxRpKaqys4mJJMAxMPpD9/Zl1ndaU0VW49PAZAID/+/fHXBn3MYwhScDx16IT1dg1sA6tH/3F8GHREClayiQoqx7bThsWAyrR2tGXMrfPbV8FPHwe+33hd4FLljGlo6KRqdEv/Qr402zg0R+o33MTJFI5VCOBU/Ecu+Pgy4CTbwMufI85LgJhYN1rzMJ137c0k1RAtQevandZp5XsLiBu4qKdlZoEMOUwk2PPF2u08rK1bc8KtLo/TVG0ugcypvHpiVQWEvI4fPVvmSVLOTfvvukuxJAyHUN/KovR6MKZQWXxffqR6j6+8wTg1iOYHXTdm8Cth7MQr/pJwDnPAa17secc+kvkEMDRwXcR3rLYcDtmSZelKFrL23rw91dXAwBOG7gXWHwHAAn42t+BiftqHts197v4aeY85BAA3v8n8OB3mH3PAqRoHd79ILtj4XfU+dFT/49dv10gFg4gIAHnBp+ERDX/2z4FljNVK53N83kRoJYdOIIsAy/8H/DWjezv469jizIANqXjeDjHgvDwlvH5AlDDMOi6nRBD3Qzfj1WNluBW0WPpPex2l6PZ9W7XEwEw+6BR79ehhGuilc1m8d///d+ora3FpEmTMGnSJNTW1uLyyy9HJlNC0d0XAXqiFYwAAXYAVUnsAkYrcalsHlnlgiTWVmgVLYXY9rcD/dsLNkd1T9v7UrbFmzQ5qo2HNRdOs+RBTY2WmFZGtquF3wVGz2Tv+eXfWW6boPbSckG0uKKltQ5SfZQ4blmW7RUtpQbKiaJlV6MFCES1K1moAmoULeVzTaqKlrZGi56rjDvdzzzk7Z+wifi3H1EDHcygV7T4CVFZeRIIjSbBj4iWrokvES2qzxpXF0c46PCUQuqSWH8E6Gq0ChU3I6gFs6J10KBGS586aKZoCdZBQNu7bBeDIAwCHYNOrIOyLGPxOkocNAjCALSJgwSDXlrzW+vQRAsN4oIHgdeCqg2x+5JZTR1iTUxQtOg4mXYou/3cvk7ru1+ajN3G1aInmcXlj37kWwhHAOTK0fhl9mwAQP3i64FNSwoewxWtdA546SrgN+OA5/8HgGondBKGMaqS2ajzsomqk+wB7v2mYn/eFzjyKqB2PFM6Lv0EOOkWYPxCNvlfejdbwbdAfzqL04IvoAoJdh2afqQykKnAV24ALl4K7P19Vo+4/AngbW1rGrp+uArvePNG4LcTgD/MAO77NrOJbV6Krj71fGBnSRdLByojIVREgjz2u9hADEodpFpKWTYPSOhP5/D14CI0d7/P0lrPfgqonYCK9A6cFnzRlMj0p7L4QegxxKU0+5y+eR9w8QesZjsUYza8u08Gbj+KnaPG7Qmc8zzQOE19kaZZeLXicADAtA+uNrSnDZhYySqKsFhmc3nc+NJnOP6G17C8rRdnxV/B0dtvY/885vfArOMLnlMRCeGB3MH4f4FLGZH85FFmAbRAMpPDbGktpieWsuClvc4D9rsYGL8XO94f/UEB0beCJElojfTj5OAr7I4pX2a3i34PyDLaupOaXec4DCOXBV78FfAai0nHMX8A9jyT/7trIIPbckexP5Y/CXSsNnwZvSOnz0qVgl0fLeXarl/MyaaBZfez3xXbIGafCIDZB7d3dJi8yaGBa6L1wx/+EH/7299w9dVX4/3338f777+Pq6++Grfeeisuuuiicoxx54G+Rkuon6hSyBQxeM0JV1bIQiAEhARCEalkq0KAYZ1WTSzMV+M32KhaW01qnXhynq5psZo6qPRborQysl0Fw8BRV7Hf3/mbaR2ZCLc1Zfm8zG1apBzxcVO0ujDp7Utl+WohV7TWvAo8cBa3aYkpc3awq9ESx9XWk7RRtKhGq9ewf5TatV557uM/VD3k335EPQ6sEFXVIgAF8el0zMXDQYQkFFoHTRStouqzes1se4U1WnbBJOqKWVBQfsUaLZswjAKipW1aLNo1jRIHCU0urIOfb+tHZyKDWDiAXceaqJBiDy2CrkarAIZESxlzWttLi4IwCqysRDSpTmvDO4WtCHQIBQP4/SlzEQ5KePaTrXhy2RbLx/sYeiQzefw7uw+eyO0DSc4Bj36/oNl8LBxEGFlMee3HwCJF5XjtGuCjh7RF/jYIBiS+uFVAXvJ54JHvAdtXsmCcr9/JEkgJoSgw9+vAd5+H/HXFiv72zcw2ZIJEIoFzQk+xP/a7CAjopjq144Gjf8t+AOD5/9Vco1zVlAEsBvyFK9nv/e3Ap48DT/8X8LeD8KWH98Sd4atwWehujF12I7NkLXuQKTwb3mU1tspEmxa7KiNBBAMSJEkSIt6LU7SI2DbVRPm1xSwQIzSwDT8P3c3+OORyoGEycMCPAADnh55ALm08j0jv2IBvBl9QnydJQO044JirgYs/BPa9UE1M3eUY4MwngKrRBa/z5KizkZTDaNyxGFj5TMH/kx4pWp9v68PJN7+J3z+zApmcjAsmbcEVuIX984AfA3uda/g8Ss57IrOA2QohAR/cY5nOmszm1GNx1xPZsRcMAV+9me2Tta+yOZILnBF8BjEpg8To+UypjVQBW5cBK57Cxi7t/IkWeE0hy2xf37Qf8Oof2H1H/qZgH3QnMvhcHoeOlgMByMDbfzV8uWoh0RjwJgyjQNFa9Qy7BlaNAaYqC4It89ARGYu4lEblevsekIMJ10TrnnvuwR133IHzzz8fc+fOxdy5c3H++efj1ltvxT333FOOMe48EPvbEBSiVSGxExh5scUTbiAjrNLraznIPlhinZZRTDqgqjVicWUuL3MSoLEcheJAWHj+1ENYzLicYxcdm1VuHvHukGjt6E8jm5chSeD1XQSj1EFKHIyHg+qK2Js3Ah8/wi6MUImM3cpjLi9zW6KVoiWOQ9OzCNAqWqTkpHoK+lDIslxoHVz+JLv9+j/U5tV24NvoBfL5gvh0TU+ddB94KwKdokXjJ6WppB5aIokANDVafHy6CHo9NB5wo1pGsgb2bdUW1dtZB0nREqyDRomDBLLctjtoWkz1WfNb60xrvowVLW3qYAEo2TReeI5Bqlft15fKmhN/Irv1k4CGqez7u+YV2/c0s7kGPziYrVBf8djHfl+tYY5eRTH/ZfYsyJWjWZsQqo9SMCqQwJ3h36Jl3WNsNZ5Wzx+/CGPSzPIUj1hMI9a+Bty4N/DAWTgkyhqeFiQPvvJ7Vq8SjAKn3mWpzF+xaiqeyu/DjsknLjVVAuo/fxRjpC7sCDQCu51iPr49zwamHwHkUsDD53IbGF1Ptvc5PIaf+TmQHQAmHQCc/TSrU552OBCtQTjbjwODy3B+6EnsvuoGFmf+0DlM4bn1MOCGPYA/zWLKyKpnEUVa09es1EAMqtFqqIxwsmsW8f6NjptRKyXQU78rU14AYP7pGIg3o1nqxD7dTxk+r37xdYhKWSwNzgEmH6T9Z/UY4MhfMyvoGY+xzzhivCiXqmjG7aSaPP8/BTVQZjVaFQ4bCefzMv7+6mocc92rWLqBtSv509dm4SfZv7LFht2+Dhzy36bP5/3EMnnkpx6q7qMnfsSSCg0Q6m/H8QGlpmmfC9R/jJoKHP5/ynu9Ati20nLsHKk+nJJnkeYbZ5/L5pNEil65Gpt08yfLMIwtHwB3fgW45+vA9hXs2nf89cC+FxQ8lAhbz3zlPb9/l+ECXJXOKWMfhkE1WuYNiwvUsPeVxYC5pzLSCgCShHXNLAV9YtuzhtsaKrgmWtFoFJMmTSq4f/LkyYhEbJqpftGhtw4C3NYTzzMiIytebG3MNk0eDeLzbYgW2fHW7bD2tJOnt6laR7RqC0MlRCsXSyszWEUnHPErdgFd/bJtUT23DrqMo2+sihZY1oyaFncY2Qb7lYhVpbaFlK5uG+tge28S2byMYEAq2GfacSj7r8uuRktVtCi1h+pn+lJZXtdQXxEBMgMsxh3g6WGOwI8fmaUbRrWEybCHViCsTvR1qYOkhK3jPbTcJA7aKFoptdeXLFvH9mr6aBlZBytHs0minGerzQCboOmbFfMx1LFbnYIXDQX4woUR6DhwklRmW58FsP4tgE7RKrQOamClaKV6meoH9lkXHo9kHaxTn0v2QQcx7wBwwZenYZcx1djRn8b//vtjR8/xMTQghSQTbYB0vBJ88MYNTMEEgM51+FXHj7Fv8BNkghXA6fcDpz/IyES6D7/P/wEVSPI6rgJ89gJw18mMwH38CK7u/zmei/wMNR/eph5rYvjFcX8Cxu9pOea3V3fgf9LfYuPZ+A6rk9Ejn8eUlSwy/IW6r2nVMT0kiVkJ4w1MIVvEFC5XitbKZ5n9MBBilrOJ+zJV5FsPAv9vLe6cfzd+mTkTt2SPwZJRx7HFx0kHsIbydROYta6vDVh8ByY9cxaWRM/HH/K/Z5PJRIdmccQtUtkcelNZxJHE2GU34dDQBwBk40WQz17AQamXkZMlrNnn1+oENhRlE3oAJ/bfX1iT1LEGoz97AABwb9UZhYvBhMpGYMrBakiPASoiQdyUPR7JUA2rOxLCIgBz6yDto2RygC0IJoytYz+6fyl+9eSnSGXzOGB6I5790YE4Kf0EpO0r2SLWMb83Hz+0vaAGMjlmba0ZB3SuBV652vA589seQETKYVP1vMLje+F32eJFNgk8cr6zdM3370IN+rAmPwabxijnZ1IMN7+P8NqXAIA3fzZ053RvZCryXw9ii2jBCFN+L1qqsQuKoNcJTjsEGD2LLWoahJ3p+4BSKrB5GIaFddCoB1dfOwtbAVTbIL2tKccCAGb1vWVbxzmYcE20LrzwQlx55ZVIpdQTUCqVwq9//WtceOGFng5up4MR0aLo5fyAxoutjXZXko/EWhYCTx40tuZRetJnNj1uzGLSKXWweyDDT/SkrlRFQwgFDSxHIhomA9MOY7+vftlyDK0NqnrmpN9IOw/CiBb8r6EywnuAESHr5NHuQqAEKQC6ehw7RYtsg801MQQtUoKaDRStghqteL1h2h6tCNEJLhoKsJU8sdFx1FxhKUA4xkgvYBgjzxMHxR5a0WpT4qFaB6mHlgtFy8gWB2jqyKKhAI9Wt4p47xdP5EbWwUCwsJdWYgdr7AxJqxgBBYoW1e1R7LMZSNFyMjl7j9dnmRAtWRYUrTHq/XZEyygMQ7QOChdBIsqkHBp+j8mW8fkLjuKMI6EArj55LgIS8NjSzXj+k622z/ExNOAx4tEQMPNYYO432GLEI99jStTfD8W47HpskRvw3D53svN4MAScfBvkqmZMlzbiN+G/89QwDVY8pfT1G2DKzp5nIyXFMT2wCbt/9BvgjzOBRy8Qwi/OLZg0GaFrII2taMDiKd9ndzx/RaG6u/Ip1PavQY9cgfdGfcV+R1Q3A8dfy35/7Rpg/duComXzXc4kWRsTANjn++r1mBAI4jNpEu7MHYlfZ7+Ff4z+CfCNu4GzngC+9xpTef5rPYsQX/hdJOPNqJRSOCD7FvDYD4Br5uDk/LMA5KJ6RHX2ZyAhj+sjf0H8lV/hv7uvwIOR/0V4w+u69zEAPHkpAOAfuSMhj9W26unc5TRsk2vRlN/G+iqJWHQ1AnIWL+fmYX3VPNdjFBGPBNGDKrw5Vpnsv/QbNjYFyUweUaRRv/rfLEL++j2AP87Eb1Yci1XRb+M7L+0F/G4icPVk4JU/aF47mcnhsaXs/P+rE+fgzu/shZZAN7BIqSE/7H+M5zACRJtsIp1j59Zjfs/ueP16oO0j7RMyA9hrx2MAgI8mGBzfkgSccCOz9W9eotZHmSGXZS4cAH/PHYv+rHJOrmwEFnwHADB/9V8ByLwmr8A6+O6twA17KiRWZorvhe8BR1xp+v6TmRyvyayvirJjHWD2QR05FOuAAefWQUOilSGiJTz3w/uYoj1uATB6F83j4617YH1+NKJySiVjRpBlVnO643Pzx3gIR0TrpJNO4j9Lly7FE088gfHjx+Owww7DYYcdhvHjx+Pf//43Pvjgg3KPd2TDkGixCWEg088L/hKpHD84q83sUASuaH1qOBGi5ouf2MTUbtX10CJUx8J8hYKSXAoJg4WiBajpZTb2o5baOEIBCZmcrKmtMkNbt1KfVVOoKEmSpKmPAkwSB+kzUd4D/c8udXCTUrM2zsI2CKhEdWtPEl39+t5jXexWE+/eq6mjAYR6OKOER4vVN0MIRIZbAPXWwaiOaNHJN9kD5PMaoiXLMtZtZ4rWpFJ7aGnG1wNJkgpIpxG4NSGUU8gTChcl9HVaZBusGlPYc0wXhjGpkb2vPSeaHN8KKHWwvTdpGQbR3pPEuh0JBCRgjwl1xg9K9QAZRdm1SB0sgNF3UUwddGMdBIBJX2KqZtd60+JnPea11uHcA6cAAH7x6DLnxdg+BhVkHeQToKN/yxYkOj4H7jgW6N+GjdGpODH1f2iLC6EFVU1If/VWZOUATgy+gaqPdKvaHz/KkvxyaWDWV4Bv3AMcfy3+vMcTuDxzNtpjU9ixvfQutfcf1fPagBadXht1EjBmDjven/ul9kFKLPlducMQjFuksIqYfYJANM/H6CjbTkcijYxJQh/fVucatt8O+n+GD7GNdw9FGYk99o946vDncWzq13i4+ltMNcj04wf9N+Kf4auQ69zg7L0I2NGfwk9D9+PwwHtAMIKMFMGCwEoc+vZ3WBrgxvfYA1/5PdC5FlvRgD9mTymwasUqKvHX7HHsj1f/qE6ut63kxOuP2VO0E+IiQOrG6w0nsUbBPZtY/ZIsI7vubVwh3YJ3oz9Aw1PfYxPpjs+B3i2I5/sQlnQT9RevBFY8zf+kxeRYOIDT957AWmo8dwWbX43bE5h/uu34AgFJbd5MNsWZx7LgDDnH7J+i3fGDe1GZ68aG/GhsaTnE+EVrxwHHKqRw0e9Y7Z4ZPnkU6F6PnkAdHswdqFU59/shEIph0sDH2C/wMXYdy+YU3UotLicXT17KFLSJ+wPnvsjSFesnWr5v+t6FAhI7NuZ+nc1juzfwtEMCv2brarQcWQfTCWDzUk6uE5ykBdX3QGmDuxd+Xi11FfhPfh/20I8fNX9Db/6Zqde3HsFTmMsJR0SrtrZW8/O1r30Nxx13HFpbW9Ha2orjjjsOJ510EmprHZ7UisBVV12FhQsXorq6Gk1NTTjxxBOxYsUKy+fccccdkCRJ8xOLmdu8yg5D66C62iw2LTZsVhzRTR4BYNQ0NhFK9TA5WIfZypdteVuv5QWDiJaRDa6F99Jij1ET8Ax6aBmBiNa6Ny2jUIMBiTcuXr/D3j7Ix2xAtIDC5MGCxMFcRrWwKMoWkRk766DaQ8v6eBKbFn++jRFmQ+ugUD+lD8PgQRiUOGhHbK0gRLzr+1Rp+rZxFbVGmHjLQKpbQ7Q6Exn0prKQJNX66QhmzYIFZQ8Q68GsFC1lUSIgfGb674pe0TKzLgIFYRjHzR2Lf527D/7fUdbtK8hulMnJloroe+vY5zezuYYXDheA1KxYrbaegc4dyW52/OrhNHVQIFpk0TS0DkargAnswuXUPggAPzpsBqY0VmJrTwq/edI+CMfH4KNPrMkE2DHzlT+rD5h2GG6afCO2ooH3AiIkmvfCb7OnAQCiz/8C2KTEcX94P/Dg2UA+y1bKT76dW/dq6xpwV+5w/GrCrSzNbrdTmGL69X8YN1jXYSCtrqrvSOSBY5XV/6V3sWsLwG43vI2sFMbt2aNMk84McczVbHLfuQYNr/0fggEJsllKIgB0rFEViCN/beou0MS721xX+lI5fCxPxrNN3wG+/wZw1G+RkqI4IPgRDnrhBGDJPx03ygWA0LL78IMQqz/GCTfipnkP4R/Zw5GTQsxh8vdDgbu+xsnp/+bORj/iBeED8XAQd+cORSeqmU3uIyWq/OWrADmPtY1fxjJ5CrcmFwuyiPVmQ8Ahv2B3vvJH4M8LEbr9CJweegE1UgJyzXjgwJ8BZz0JnLcId+z+APZJ3oBfzfkPcHk7U0gBVne3/TMAqgOmqTrGSNb6txWSKDFVSh+YYjPGREa4Jh19NWu9s+k94D0luTCf5zHod+SORNSqtGa3U1ift3yWKcEfPlD4GFkGXr+W7ZKGk5BCRBuQUt0M7MGUwItCj6hEK5Fm5O8/P+HWWBz0X2zfjbO26hLouK2rCLN9F44DC85h/6QmzAr08e59erKke0+NA2txTvBJ/LT9/wG/mwT87SDgL/sAa1/nfd04gd/8PiuTCcWAXU8qeLmmmiiezO3N/lj1rHHd3MpngGeVOrwDf6rOicoIR0fW7bff7vinXFi0aBEuuOACvPXWW3juueeQyWRwxBFHoL/f2odZU1ODLVu28J9169aVbYyWyGWFCHSxUF2xOAmrzYl0TjfptVC0QhGgcTr73cA+2FpfgepoCOlsHqu3me8rs9RBoDDi3VJhMULTLOZ/zg4AG981HQPgLuKdq3A2RItCKwoULbG/F9nEHIZh2DUrJoSCAU5eV7QxwmwZ757qKeiszmPhne5vK4hhE7o+WpqJF5H7WA1bcQ3F+ZjFhsUUhNFcE3PUT4fDzjrIkxHtFS3+XaE2CMFo4cSNAi96dYqWEdESGhYDbAFg36mjTK0PhGgoyBpewjoQ410lCGOhWaw7YL5/4vUAJM34NDAKw6DPPK0lWj1m4Sx6+wilDzqIeSfEwkH87uS5kCTgvvc24J01wytu14duYYUw/TDgxJuBI34NnHYfpBgj6fpC9WQ2h7/njsEz+b1YQ+D7zwTe+DOzAsp5ZgP86l/VOh8IdU99aWDifmwl/dsP27elUCBaoHb0pYEJe7OeWABbpc9lOGF4v+FobEOdcf8dM8Rqga+ySWNgyR04Ps5SDU2twE9fxpSByQcaTvr4uIVrSadJCAWhV6zNDgSAfb6P30/+OxbnpyOS7QMev5AFF+ibrxth/duY9vbPAQCPVH0DmPt1hOvG4Yrs2fjN1LuYgiMFgM+eB/JZ5Gccg/9k2MRbT1DjkSAGEMNtOVYDg1f+wIIUPn4YgIRXW5kF1O4caYc4pQdmcizooGk2kOoGdqyCHKrAQ7kDcFr6F8AlHzIiNulLwNj5SNdPRRtGoSNXya5XR/4GaN2HXUfuOx1I9fI02KbqqEo8AHasOiQctC8AXfBGzVjgsCvY78//L1vI+/wFYPtKDEgVuC93MFduDCFJ7Hs352RGth7+bmGq3+qXWR1huAKLR39NGYN2ATK/30VIyyHsE/gU+4ZYuEb/wADw0HfVBsTH/IH18XLhhtG08yEsPIct8m94G9io9j2rFuYv2VyeL45Uimrn2teZ+nftbjjg2WPx3+G7MS/9PgulCUYYmb/jGJzTezNiSKk1WkuVEIyZxxnaHGPhIDbHd8GG/GhImUShfbD9U+DBcwDIwJ5nAXuf73gflIKiGhYDwLZt2/Daa6/htddew7Zt27wckyGefvppnHXWWdh1110xb9483HHHHVi/fj0WL15s+TxJktDc3Mx/xowZY/n4siHZBZ7iZmTrSfdp0oU0cis1djWq0QKEOq3CQIxAQMIsxT748WbjiGYWk26cOgiogQ6bFcJiXmtUZzw+SXJsH3QTiKEmJRaSQwBo1gV50KoMJ1pinUuCFC1nfbScEi1AVQQ1zWFzWfVz1YVh6GunVEUrrBlrcYqWSmT0fap6xZoN0TpIYwSAZJeqaCUyQn2WCzUrl2EFrUBh4l9Bry9t8IYesizzC14VFC+/0feEWweVCQpXtMYVPlZsWOyyHxSPeLcIxCCitadVEIZR4iDA6s1ofAa98zR1f4RSrIOAGoix5lXb5pwiFk5qwLkHTMHPjtrF3CLpY8jAw29iusnx/NOA/S4EgiFek5LS1U8w25SE/5F+wJqld28Anv0FAJkV+B9/Q0HowegqIlouelMJ0BAWOj8f9r9sUaH9E0a2Vj4FQMLztV8HAPcKy+QDeTLcL/N/wR7SSmwzWjRZ8RTbViDMJq4Wk1aRINolcfYlC8lvonoyTklfgVcnXcQmoaueBf6yN6vVofN0wUbXA/d+E8F8Bk/nFuLFFqbwNCj1yaszo4AT/wL84G02uW/dB32H/pY/XW8BJLvc7ZnDIMfqgB2rgH8xRRNzTsL60KSCcRcDmlAPpLPs+Dnpb8zSecKN2PTdD/DjzPexNDgXku7YqtDHu4cirE1AVTMLY3n0B2hXSh+aaqLAkn8AbR+y2qhDryhyjDqr4oJzWA+xdC/wn5/yWqrn40eiDxX2bRBCEdYvbi9l8v/Uz1i/OLoGKYsI2OMMBCrZtaNPF/m/PdCI+3Ms9XGXFTehAkncIP+WEeJAmC1umETXW6F7gBQtQZWrbgZ2O5n9/sZ1PAGUzicDmZzGNl4ZDbHr7gNnA3ccwxpDd29APhDBotxc3Bg9B7jgXeCnn3Nl7uTsE3gq8l8Y1bGE1UMuU5RUA9sgobkujifziqr1yaPqP/p3sN6j6V5g4peAo62DT7yEa6LV39+P73znO2hpacGBBx6IAw88EGPHjsU555yDRMJ5o9lS0d3NJmINDRaTFQB9fX2YOHEiWltbccIJJ+Djj62TsFKpFHp6ejQ/noAm9bE6zSofV7TS/Zzx96Wyary7ZtJrInFaEC1AtQ9+stn4vXQm0ry/FK06ihjHrYOKoqXv6cQVljrj8QHAFCXy1Y5ouYh4b1Mms2bWQbL1UW0ZXeToYqMhWjz4QK1bylpYLZ3WaAGqskaoiYe1saixWkFpUuPd07k8UtkcJ32OFUQraKyDpGjpUgdj4UKixVWeLk3s+pptRUS797YBkNmJX7TRasbXDciyQAaNrYNiY+84lAmRkcWWCJUb62AurdZJOUSTTdPizv40Pla+h/tMcUC0qpoL/2cViGH0XTQg8RrroFXqIACM2Y0lN2b6gQ1vmY/ZAD8/ZhZ+cPA0FprjY1ih12BSrwep1LQqTSCFKxupBr7+T1Xx3vdCRjwMbFiue1PpINrudhBhqWhQI7IpAW3WcVgrsYWVomqGDv0lMHomGuQuPBz9Hyx8/BCmUmxV5g6ZAeAppR5r3wsKCvL16BJUrIFMrnCCLsCI/FZFQ8gjgFdGnwac/yowdnf2XX3m58A1u7IYdDpfAOzcfc83gMR2bK2YgR9lvo+GKnYNokXGDiKto2cAJ98KnPMM+mNMWQwHpYKWE6Ti9KECmYXfY3f2bGKK2MGX8Ql/qTVanMQQsW/eDTjpr8Du38KAxI4xI2WIL1KLCk/1GODUf7LrzKePY/IK1idrYjwFvKAcM1/+uWE/LyvEzXp2BQLA8dex9MnlTwCrXwKkAB6JHKeM2wHpDwSAo38HfJlsk1ezdgCb31deLwjs8wOuOOoVrY1dA7gp+xVkEURk3SI8HrkcBwaXQQ5XsCbSRIxcomCxl7DPD9jtJ48xu9/if6AyqI6JnFIVwTwi7/wF+PNCRvqkALD7t4HTH8Syb3+IMzP/hXuk49jxGKsBvnI98K2H0CY3YHJgKyY9fjLwr1PZYmDNuMIWAgJaamP4D9kHVz7D7IPZNHD/t4Gudaxtyan/tE4j9Riur36XXnopFi1ahH//+9/o6upCV1cXHnvsMSxatAg//vGPyzHGAuTzeVxyySXYf//9MWfOHNPH7bLLLrjtttvw2GOP4a677kI+n8d+++2HjRsLa5kIV111laYerbW11ZtBG9VnAZpJkGodzPITlybe3WgCCQBNu7JbG6L1sQnRoi9DY1WkICYdECLKFcLSVTBB62K3ZjVagKpobXzXMnbTTdPidhvrIN1P1kGybdRXGihayS5N0ANgnXTnStGq1T5G03ssUsVsbuJxIFys+pJZfpIrsDyWomgJfaoKwjBiYo2WXtFSa7RkWT2mJrhqVizY4vQTMhpfPgtkBmybFovFwDGlRYLh94QseAXWQQNFK1LJLpaAsT3PAnZNi9/4fAdkGdhlTLVlWwBTRQswJ1rZtBqco0kdFFRzvpiT4597bTzMVgupZYB+wSQQUO2DLuq0fAxvqNZB8/ootVBdO6mkmq1YOAA0zwG++xxr4HrEr0xXiYlodQ9kkMqakw0zdJuFSsw/ndnECPtfwifBhnUhdgjHgG/ej8W1h6NfjqIqsZHVYt20H3DjPsB9yoStZhyr8bBAJpfnTgaCVZ2WkaIlfmfRNBM45znguGtZfXaymyUlXrsb8NgFwNZPmH2z/WOgsgm3T/gNBhBDQyXb91SfbOTY6LcgS6Ia0zfvHHVhcO43gMbpQrJcaTVaREaM+mENmDQrZveZkJ/WvVjtHYADNtyMAwIf4pjtt7LzetNspr66RIVFg12M2ZXFpBNmHocNeUbkolbWQRGSBBz0M+DYPwKQgPduBf5xAvvfnJOA+oncEtunO7Y2dQ5gE0bjlThzIUwLbEanXIWNX7lXdSYUAZrziT0lAQAtc4HDr2T1adtXAP++CJHrd8Ol4YfRgB609QxggbQcj4Z/zhTvdB9T/c57GTjhz8D0wxGNs0Va/TlGnnoojkj/DvdnD4IEWU2tnneaZYuAlto4PpSnoDvawhZKP3uOqd3rXmfH7Wn3aa+PgwDXROuhhx7CrbfeiqOPPho1NTWoqanBMcccg1tuuQUPPvhgOcZYgAsuuAAfffQR7r33XsvH7bvvvjjjjDMwf/58HHTQQXj44YcxevRo/PWvxh2tAeCyyy5Dd3c3/9mwwX3SjyHMiJaoaEXVEyqP2tYoWmZESynS37bSsIHjrmNV66BRGppZDy2CWqOltQ6q4Qxd7NZq4l8/mTW+zWeA9ear4hTxvr7DuAM9IZXN8VVNI7sjUGh55H20jKyDch5IdSMUDPDVRLMLoqgG2IVhsHFoH8N6j3WxP4icCpa+YEDiF9reZLbwJEeT/2JOFjzdsLuAxBgfczpFK9mFaCjIJ2AfbGQqSFHNisnOJyJSxVa7AE3UvRnppQtrPBxEkBp721kHZdla0ZKkgkAMp7CLeH/tM2b3239ao/ULmdVoAebJgzz2P8AsMYRI4WJOXzKjtQ5yhVVSHy9CjHn3sVOgIAzDANQjq4BopXWT3ubdgF2OtrTi1MbDCAfZ/3c4bQQsQKyb7R7IqI6DQAA47hp2zM88Dhi/QC3AL1ZhqZ+I52b+CnumbsYDk69krxuMsN5OnympcEf+xvyaLIyTMIo3CzZ/772iq0BBQcPiYBhYcDazWZ16N9C6N1Pf378LuGlfYMV/WJ3qaf/C6jQ7jzVUsW3XW4whYdYcFqwEIaqoXIlgFQuPmHoI6yMlPNc766AB0VLuixmMz7Kp855nA7t/GwHkcWP4eszZ/DC7/+irte4ih4iL9kYjHPQzRoKlALDfRXxRwrTfnBkWfhc4+TYl7Ew5Pyskji/K66yDm5QF4NdbzgRiddgqNeLk9BXYWr2bu23rUFB2IWL/i4BLP2F1nbWtQGI7Lgo+iDeiP8Suz30LD0b/DzOwnll8v3ID8J1ngRa1DYBZH61kJo8euRI/y56P5Cn/Yu6OWC2wx7ctx8rSpiW8X6WoXv/5Geu3JwXY/qT58iDCNdFKJBKGdU5NTU2DYh288MIL8cQTT+Cll17C+PHjXT03HA5j9913x2effWb6mGg0ygkk/XgCTrR0k2OxRovk4FSWry5V2cW7A0DtBLYCn0upEzQB05uqEQ5K6Elm+RdRRLtNrdNYwTooy3JhYaRdjRagq9NaZPowUrS296UsLRY0kY0EAzyAQA+qjaKmxWofLQOiBRQEYhg2+gNrPgwwe4dpapwAfWQ+m9jqLF6CooV8XhNa4G3qoLI9IQwjmckjnc1rbStmipbyWdNnT31mXNVomTUKBthxwslgD1dNzRQtTaIRKaWGipayrewA239WRAsoCMRwijFCxLsRXleI1pemjzL8P4eloqWcQ/RNOWmssTqtUmhgHexP5dQwjFhIW59llL415WB227ZMVdh9jGhoGpSbQBO9LEBVtJxPHiVJUuu0irAPirVOsqxrwTFmNvDTVczGCHUCWko4Q2NVBElE8UrkANb76ierWM+jGUcxi+TsE+zHrExQa2Ihrug5UrR01kHAgEQEAsCs44BznmWT15nHgQflnHAjMH4BJ1RE8miRsTeZLUgh5oqWWWPZiDAhnvcN4NuP8POnJiW5BFQYBU0osFK0Cmq0REgsAGJFcDpqpAQk5Fl4yeQDihqjYRiGiHCcqY7ffwNoXci/O5ZhGGaYcxJrFB6rY7V0LXMBqGRY31uNnDbRpmnAxUvxvYbb8Lk8znQu4xQbO9S+oYaI1bC6zouWAl+7FcsD0xCTMhiz4x0AwH8iRwI/XMzCa3TXl5igEIpCgPjeIrOOBn70EXDxh8z6ZwFa2H4xuB+7o0+5lh7xK2D64U7erudw/cnvu+++uOKKK5BMqhOJgYEB/O///i/23XdfTwcnQpZlXHjhhXjkkUfw4osvYvLkya5fI5fLYdmyZWhpMVglLjd4I1G9dZCIlqBopU0aFhutNANsVaZWsTh2ri34dyQUwPQm9lwj+yBZB/WEgED3p7J5dPSn+QTNdc0Q+Wot6rRq42E+GbRKHlSj3aMsbtQADRXapsUF8e76iWpC20urW9/oTwGRVSf1WYDWOhgPB5n/Xa8C8vo7GUj3aaLX1UJUb2u0xIt5bzKjta3o6wK55ZCNu1bn1XbVrJhse9VmJKewebNZjZamGaJRs2JCOKYm8bV/wggXYKwYAdpADBegesGtBmEY63cksL4jgVBAwl6T7YiWhaJlZh3kiYO64yJauJjTL6QO1laE7RdLqsew5FAA2GG+UOVj5KDXiaJFq806q99AmiaP7lbpG0uo0+rWTRYLVJlQlE/iaJJW4SbeXQe1pkyw1O7+LVbrcuSvHRXS80WyiohaH2WhaBmR30oTm5gGE/ZmZPCi94HzXwHmnqLZFl3zauJhUM91PeGzUrQACP2jCl0zatP40qyDphZAqIqHEdGi7eprljjCMVwi/xhb5TrkIrWsOW+RqLCwN6oPauC18zRut98VjqmHsICIk29VXz5iTL43dSpzk/o4EK9HVQW7Htn1BbXDqnY2H5g+xlrBRTAE7HYyflp3LU5J/RKvjPoGTkz9H26tv8TUgUO21LwMnhUAqApmPBxEICAxJdemoTSgzldfT0wA6iawO3f/tlpPNgRwTbSuu+46vP766xg/fjwOPfRQHHrooWhtbcUbb7yB6667rhxjBMDsgnfddRfuueceVFdXo62tDW1tbRgYUBWaM844A5dddhn/+//+7//w7LPPYvXq1ViyZAm+9a1vYd26dfjud937ckuGnaKV6hUULRfx7gRi+QZEC7AOxLDqoQUwybtRWYnc0p20SCurMx8foK4gbfnAVCmQJMlRIAYnh2YrLGB2B/rSrWjrhZKZoBIWE0WL3pdZFC9ZKJ3UZwFa6yDftj7hLRRlFgFA27Q4mS0sRHWiIJpBUIv0FsXelBHRKgzDALREq7Eq4s4ywpsVm5AcoWmxXeog9dmojBiMWQ+qx6IWAxWNjIAZgVsH3dZomStar3/O1Kw9JtRb7y9ZBvq2st+rDVJSifDoUwfNCDidY/JZVAYVm2g6a2wd1CcOimicwW63rzJ/jI8RA41V2AQxU1tPcZPHUpIH9cTAyn6o1mgVr7DQWLcXYXMkdPL62rBQH+WgVYWRomVGIkQ0TNbYsnboFK1gQOLJcfrrW0HPIh3iJgEMgLDg5VUYhsE2uKJlZB20UrQApLN5fJqoweGp36Pn3LeBWnduKOMxOqszTGWKW5TQQGdxrIoav1/9InAdXzQunmhlcnms2c7cItPHWMxBxfHFwnhXnolbK8/BUnma5fcwFlFpiFj3Rse7W/LOMwV6UpBPvh048irWc2+QEgaN4JpozZkzB6tWrcJVV12F+fPnY/78+fjtb3+LVatWYddddy3HGAEAN910E7q7u3HwwQejpaWF/9x33338MevXr8eWLap1rrOzE+eeey5mzZqFY445Bj09PXjjjTcwe/bsso3TFGaKlibeXV2l6Dec9FqsJhDR6jLuE7arRSCG2kPLnLRQ8uCmrgG1r1M8zKK6SUmwU1hqxgKjprN6qHVvmD7MSSAGBVxYjRlQVzc+2cLed1U0pHqlTRQBWnk0WwVy2qyY0FQd5auIqt1SZx2UJJ3FS+1xZVqjVWIYBgCNcmbYR8sg3h0QmtzCpZoFWKs1gFpflOyyrdHqd2odBFRit/E95W8TRQ0QrJIurYM1ary7vh7ScX1WsksNpnCTOsjPMSaLOQCqJfZdl2XwtMaaWNjZYknjNHa7faX1+H2MCBhN6vWIKXU5+tRB1cblbgpRSvKgnqBYWvA8sLKVmpIIiI1eI6hX0m4ta7SMwjD4vMBdgEgml+cTbO7iALjVXj+OhE2gRdwiBEKdFHuXOqg/f1qpqKLlMJ+XC/5PFveBYBXqGg3OqS5gmjpogFxeRlqxaMZCRVgHTVBhlLIIVdEaX68QLd6KpfjFgnU7EsjkZFRGghhr4nrSg67btIhv1WYhEgxwDiS2kbAKZ7ECLb4n0jn0Ns4D9v3BoCYMGqGob0VFRQXOPdd9Fn8pMApx0OPll1/W/H3NNdfgmmuuKdOIXMJBGIaYJKOxddjVaAG2itauY9nk9RODXlp2/agAtkrwwcZubOka0K6Ei2EBVqvhhMkHsh4cqxcBM481fAgFYmywCMTYatH3SztuhWgpBJMudgDUzyRcwdJpCmq0jE9O1I+MCKEGi//BXk+xbgBq0+K2nmRhc1hxYhurYWQv1cOtI73JjBCnTzVapfTRUq2DADshbulWFC3eRytsYB1UxqkQNFHRclWfBVj3sAI0wSA1DU5rtGysg4BK7DYttt4+UHQYBk3OUtk8egaynBzn8zLecFufFa83VtxMrYMmBDwQYGQr3YdYPoGABK7uhgISm6Tw49GJouUTrZ0BNJGxrtEiRUsf716kolUK0VKuO3T87jAhLJkcqzkFzG1wTqBPSXQdZgBtKxSqj7ImiIUqIxEfS+ugAWg7kqTtf9RQGcHn2/oLxmGraJmom4BoHSyNaFHQRV5m51Dx+HJSo0WP04+DUmBHV5mXGjiFSgbtPw8xXbMkRUuHykgh+e4eyHBXyliuaClzmRIUrVVb2VxgWlOV431HizdtytzSSumUJAnxcBCJdE5znkkUaf+NR4KoqwijK5FBW3dSsyg8VPCbmwwWaFIU1602cxWjj7P+RDrHVyqqokH7eHfAlmjNamHb2dyd5KEQBJVomZMW+uKu2d7Pvwx1FWGhAL/WMnKTw0HjYieKVjtX4czJIaDKyB9vUfquiak59JmMmqr8rW9aXHhy6klmuDJxyMwm7T/7twP/vgh49PssLlsAKWsFdkvDfkc9/ELb3pviK2J1FMNNvZ08ULToJNSZSPMLmaWipUzIa0Si1eBC0dIk/plZB53XaCU0tYwWqYOASqyswjj4GOrYrUtFKxYOsnAJaO2Dn2zpQWcig6poCHPH11m/iJ3iV2lHtAy88Mq5Q0r3aiYhtfEwu3iSddDKjkpEy6/R2ingqEaLFC0z66BL8kHkZXsR1kFa+BqvWMs7TCx9otJQSl+nUlMSAW1am1XiH8AIIl1b9X20AJNEPQvQduorIggG1AmyWa2YraKl73GlQJblom1eelSIxCptfMwZEa1YWFVFjCyWFPg12mZh1tEY7cIwBIjEwVOiZZCySGpWQ2WEH/c03yglDGNVO7uuTmtyZhsE1MUb2q4dAY8ZqKUJTvzd7zdStbZ0G4dSDTZ8ojVYGDCzDpKi1YfKsLpyxRsWRwKskzVg3rAYsCVa1bEwVx7IRgcA2VyeX/SaLEgL2eQ+bWNj4fU9TuuzCES0tn0K9LUbPmR8g32NFlkHzQI8CKRokTpWXykSLeUzGaVYonRNi41WHl/4dCsyORnTm6oKTzydim0zn1H7NSmg/VeQ1CjuN26Z6xECQdi4I8EAO+HQ/tZHeDuFUKMFqBf0LV3qCalKDGApULS6tO8DwKRGF4rWQCdLxwTMiYRQo0Xb6R5IG/beUWu0goKiZVajpduepXWwuDAMQLAPCqv2RM73mdJg2KtOA6vEQUCraIlKv5XSKSzoiAqGq154jdPZ7Y7PgLw7G5OP4YfSarTYBNKoXsYKJaUOKpO2yY3smmmmDNHkMxIMFDTedQNJknhtcrH2wS7B/UH2PbtxA9qJaaVQj2NkizMDEVHRNij+rV9wtVO0YiZhGMzmx34vNd49FAwgopwfE7pjjocjGBxzkiSpdVoGFks6F1MNbSmwTR0UQN+bcFDSkN1SQe81lc3zNgdGIV2caJWiaClEyzYIQ4B+8cbuuCBbZVJDtIq3o9K8r63buk3QYMEnWoMFU+sgHbwyqkPsy9CZSPP6iSpJOME7qdHq28o6YRtgdkthIMaO/jTyMiNOoyqtiBb78n6qkDS+Eu6kh5aIigbWcwUwVbVI0drQmTC1jNr1/iLoiRhXtDJJdWI+SplA6qyDRgWk/1nGJsFH72ZAErqFnms9WqJFq7CjlH4mqoIg7DehRotOVBuV5MXaCtrfJhHeTkFqUTYJZFN8or1ZOSFFQwFEgpKtoqW1DhbRQ6uikQWAGCGqKlpja+MYXR1FJifjnTUdBQ91ZR3UE6sy1GgB6oIFKcWAGutuW58F2CtadA7JCuqmOFZDolVYCwrAwMpqQd7rJrJeQtmk9lj3MeIgqieOiFbW2DrouAmrAp466FLRkmWZTxanjmbHspl1kFuOSlRXAHCiVYwCB6gqXH1FWFCSjCe9pDDGwgHNYoz4+TgKxFCgD8IgcGWt2NRBHQGic7AkGatNbmHWp2rAxq5aYRJ5DnhLtNyEYRSr/NqOQTi2iSBvUuYKItHyIgyDrIPTm5wTLX3bG1tFK1K4oKPWaBWhaFEgxkhStK6//noe575+/XpH9VI+BOQy6sRaT7TCFaDeF9UBdjIQJ2iVssLIpSAQsiAV8Tp1Ndo2EEOt06Jtja6KWq640AoBXQxMQx2cgMe8G/fTGlcXhySxFSOzi+lWHoZhfeIcK0SrA4KiRav/UhCon6i5r97EOtiXymLRym0AgGN2M1Abujeqv+uI1hn7TsQ5X5qMb+9D2+pit/oaLYDVaCknKlLi6gr2dxG2QUCrigrK2WahNxjS/SywBBBSBwXLoSxriZZRrZoZuG3PosWCUKMVCEg4ZBdm0XxxeaECmjBM5zS5IOjj5J0oWi5rtACV/NPFPZnJcZL4JUdES0kcrDJIHATY4kxQOe7F5EGrRtZiuqlItGjl0cjKqkcgqKq/fvKgp/jtb38LSZJwySWXDMr2zNQTPdQ+Wjp1wcLGZYViFa2BTI7XXU0ZzRZSOvqNX4PXC5WYgAeUHohB15D6yoipkkRQk4a1k9RoKMCvzU5UFALvoVWlI1oVlKqrU7Ts+miZqJvi/i61/gkwt+ZZWQcBrfKnxzaHC7NOoEbQ25NeWsyIemgbBFgSNNlaaRxc0aoXiVZpYRjZXB6rlcTBGQ4TB4HCxRs7SykRUZHED9gorFZQFa0RRLQuvfRS9PQwJWPy5MnYtm1bWQe104GvikuFE5lAgK/AV4F9UejLWRkJIpBRktSi1fbxlEQYbCLexeRBnjhoY8HT94wqrDVyMfG3qdOKhYMYo5wQVypWRRF9qSxfxXGaOkho0Dcrrhilkl+Kd68wk8W0igAAxxlJREFUtg6+tLwd6WwekxsrsYvRSUckWuLvYIrWfx83mytb1jVavdzeRSupnvTQAthkmax1KTU+nVZ+NCmXUpA1XwRUQijngFQv//xrYiF1bE5g10ML0NRoAcAhsxjReuHT9oJFnj4xmchp6iD/20kYRvGKFtURLlnXiVQ2j6bqKKY5WRW0U7QkyTgQI2Gx6MEto72a+g/1e0zx7gbPFUH2QT8QwzO8++67+Otf/4q5c+cO2jbN1BM9SD3Qpw4mi4ysJuKSSOdc1RwRYQkHJZ6oZlY35UUPLUIpVkdAjXevjYc1SpLRYjUPI9LZrpgtzn0gxg7l2qG3DnJlTbeQaKtomcS799vUdrlF3EQxUuPdjY9Xq9opOhdblUc4hRqGUdhPTA+1sbf35rEKXSDGJp6GLBCtEq2DGzoHkM7mEQsHHPcNBQqPYbtFD7UZtrpPS/ke07xvRClaY8eOxUMPPYR169ZBlmVs3LgR69evN/zxYQAehFFvHBihTAwroD0oKo36GVnBYfLg59v6+OoQD8KwkdQbq6J8BQUwULSc1mgBwIR92SS+c61a16QDWayuf3FVwUWJVimqoyFbSXpUZYR7vgH1IqMhWjSpTmgVLX2DzKc+YhPgo+c0G6/cWVgHC2BkudTEu2vfV22clLgSiRagaT5Myhn1BisIwqD3GY4z2xgAJLsxY0w1ggEJCyc1uFvFtOuhpRkfWxD40rRGRIIBrO9I4PNt/ZqHqm0QgmotoxnRitUpCrICMyJDjwWcKVp57QWXVk3J3kr1WV+a1uhsX9nVaAEC0RLslE6tgxEDomWksBrBTx70FH19fTj99NNxyy23oL6+hO+02+2aqCd60EpzLi8jk1OPczt1wQyV0RCfOLkhL12csES4xd281smbBDwAaKxm57zSrYMRbltPZ/OGZMCqZq6yiECMHbxZsfbaXmyNlkqAtOe7fg+i9DXboYbALnu3caJlsI/UUgPvarSMen3p4UkPLRPoQ1I2KddwTY2WUAbhpr6PICYOBlzUmBUQLdswDKMareK/xyNS0br88stxySWXYMqUKZAkCQsXLsTkyZM1P5MmTcLkyZPLPd6RCbNmxQRF0aqQtQcFi3b3jmg1VUcxqjKCvAwsV5SidgeJgwBr/is+RlVYutitm4l/rAYYtyf7fe2rhg+59IgZiIYCeGt1B577ZKvmf3zMDno6BAISxtSqJ9cGinfXEC3lc9GFYfSmsnxykUhn8dJysg2aTNAtrIMa5LLq56oJw1Cj1/XFpJ4pWoAm4p1OiDSR0PZtE2yGkqQJxJgwqgJv/tch+Mu39nC3bQoJsVKTolpFqzIawt5T2Gf04nLtsaDp32JnHZQklVzFaq1rHmn/prqtgx8e/A5w7RxVEYJ6Md+mrKK+zmPdHdgGAYFoWRBBnjwoWgcpDMPgPCOQeMMaLSepg4DftNhjXHDBBTj22GNx2GGH2T42lUqhp6dH81MsiGjpJ0R6iDVY4iRInfS6X6kvJnlQrHVqqFJT84yUoYRHCXhAaQ2WAZUg1lWEEY8EeYqjUfKgUQ8tAn1n3ShaHXY1Wh710VITkr0hWmY1UPS3OdFSiIeVouWJddBFGIaiaEU97KFF0Nek6XtoAepCmiyDR7+7AQ/CcJE4CBQu4NiHYRTaUul7XEzdXwtXtEZQGMZ5552H7du344MPPoAsy3juueewZMkSzc/777+PJUuWlHu8IxNmzYoJyoQvLmtDLDSTXqtod4IN0ZIkidsHKRBjq8OYdEArSZdUowWo9sHV5nVa53yJEfernlrO/fmA2pvByZgBoKVGHbeqaAnNXXnCHJtU18TDXMihItJFK7ZhIJPD+Po4r3UrgIZobTR+DG2HIIYPGMS7E3iNFo3bE0WrWxPTDignSJ44qDu56gIxmmpi7nvLEAG1VJPUGi3CoTON67Q0q6l21kFArcuyInqA9ngWPy8R2TTwyWPMDtn2Eb9bTR1MojuRwYeb2PMdBWHIsmAddKJoKQsGdrH/vEarz8Q62MVufevgoOHee+/FkiVLcNVVVzl6/FVXXYXa2lr+09raWvS2+ywm9SLECaJo67ELJrBCMXY8sj6J/agyOdlw8lhso1MjjFYm5tt73de4JDM5vp8olMAqedCqgXQxTYtVRUuXOmjSz6vYPlp9JYQWGG7HpCGwXV1gJW+Poz0mcnnZUbKyU7gJw0iV8D2xHQfVpKVySGZy/D2KilY0FOT7S+/QcQJR0XID1zVaBmEYCa5MFx+G0ZPMum6LUA44ptnV1dWYM2cObr/9duy///6YN2+e4Y8PA5glDhKUSVAwm9Bc2LQF/qUrWoBqH6RADCItTQ76S4hdwetKqdECtHVaJuEq3z94KhqrIlizvR93v61aDFVy6Gx1qqVOfZxhjRafVMtAshvBgMRrl2hF8qmPmMpwzG4txvavzIBWXbBStIicRqqBoHBCEgiGPrXHU0VLiHjXr2hXi9bBmI5Q6iLei4Ir66BKcA6ZyYIh3l3bqUlQ4jahEICssnrliGhZ1IgBQDCsvo5ZndaOz4C8chIncgRV0drak8Ibn2+HLLPEJkfHa6KDtQcAzMMwgEKixWP/g8bJgdw62Ku5cNXGw0yxI1Jr13ScEjr7txVVv+aDYcOGDbj44otx9913IxZzdh677LLL0N3dzX82bCg++bE35YxoSZLEr0nGipb7SVBjESqRaB2MR9TJo1GwRL/D9+YEjYp6VoyiRecpdj1hYzHrYQWo5NeogXSVQd8kO9gpWqxBrFGctvFnGjMhGF7ub0DtpVWYOqi0FLBTtHRkdEd/CnmZGRr0+6Ko8RERzORsg+HUWkbvFS1+TKSzPMyqQmnWK0JtWux+sUBVtNwRLf28wqmiNWBYo+X+uKqKhvj3qK1n6O2Drj/9M888E9FoFIsXL8Zdd92Fu+66y1ey7GBrHTSOXtZEVlvZnAgi0TI5AegDMZw0KyaIilZNKTVaANC6F0tO62sztSFVx8K49PBdAADXPr+K20dMx/z69cC1uwFd2lpBMRCj3ohoBcMq+dBFvHcl0khmcnjhU2ZZO3qOicrQrYQ8SMpFoH8bkDW5OJslvFnUaNGKqGWynFMI1kF913StdVBH7mkSXkQSH4cT6yBtJ93HbJYAJoyqwLSmKuTyMl5ZqYbx0Mm4JiCcTK2+K7XjtbdWsEsebP9E/b1PtTTSqulAJodnPmYE3ZGaBbDvA8COy5DFpKBCeT1KHeRKZ51xaI4QhiHaOmpiYXOF1QjRKjXIZLvfuLhYLF68GO3t7dhjjz0QCoUQCoWwaNEiXH/99QiFQsjlClfLo9EoampqND/Fos9Bs2KCGoghJIKVUHtSTJJfp2AdBNQFM6NUWk/DMEpIHaQx81YoKEHRihRvHWzQpQ7WxEI8xVAch50SaGod9LhGyzR10KKPFqCGeOgVLbINNlZFEbLrYegAtP1cXkZaqFs0Qrni3QEtsRR7aOkXgottWpzLy/hMIVpuEgcBb2u0iv0eNw+jOi3XR117ezsOOeQQLFy4EBdddBEuuugiLFiwAIceeqifRmgGh9ZBpPs1q0maxrFmTVhF1LayRrbZpGbiJ4Jsb8vbepDLyzyC2okNr8WgP0NRNVoAC1eYsDf73STmHQC+vmA8dhlTje6BDG54kU3siGg164nWsgcYydLZEVtqDJQ4vcpIpEf5rOqEiPdXV21HfzqHsbUxzG+tMx4oBWGMmqbG8JupWmbBA9HC2ik+bk9rtATroKGiZWMdLFbRygyo47eyDoq1YTb2QbrIU2sEBMLm/bkAYI8zgPmnA3udbz9eHohhoty0f6r+TnVVYBdAWk17WiFajmLdAfvEQb4RhWjTcWx3XAjWwSq9okWfZ7jCmtwRfPtgyTj00EOxbNkyLF26lP8sWLAAp59+OpYuXYpg0PuJmQgKXjBST/RQJ0HqpDJVZBgGUBx56Rasg4AaWd5hkDxYShG9HtT3qy+VdWQVE9HZrx0zINZHFU56rWq09MEHdsjlZU6i9NZBSZIMlTU1ddAt0fJufwNC2IRJSwHTGi2TePdtHvbQArQTf7tjohTl1w4isaT6LDHanaAqWu6I1qbOAaSyeURCAbS6aeGCwmPB7tgwsqUmSoh3B4ZX8qBrovXDH/4Qvb29+Pjjj9HR0YGOjg589NFH6OnpwUUXXVSOMY588NRB6zAMpLSJYK6tg8GwulJvYh+cNKoS8XAQyUweK9p6+Yl2jIMi0XGCBa/kGi1AtQ+aBGIArFP8z4+dBQC48821WLu9X1C0dCdOmqRShLgCIoi18bC6olVAtIwDMToTaTy1jL3ukWZpg4Ban1XXqtrSzIiWA0UrHg5q+prVeZk6qLEO6hQtfeqgCG4dNKlZskJfO/DClez3cIW1chKKAKE4HyPhEIVovbyiHTklQYmvwkrKydRO+a2fBJz4F2DMbPsx2xFLE6IFAKOVYzOZySMYkHiYhy2cJA4ChamD/Lgw2Q7tF10YBiNaDqPdCX7yYMkgK774U1lZiVGjRmHOnDll3z7V1RSraHkRhuFK0VKuU7QAZmXBIzLihaJVHQ1x66Tb5MFuxapVJ9TBNpj0sAKc1mg5I1pdiTQ3tfC6ZAEUCkUqRz4vqxNbszAMJVa9wDpoEwvvFpzQuazRqgibKFoeJg4CQDgYEHpY2RCtLPXR8t46KAakiIqWHjRXc9u0eFU7mwdMHV1l2WPVCOFgQHNusDs2YgZEq9S2AWry4NAHYrj+9J9++mn85S9/waxZs/h9s2fPxo033oinnnrK08HtNBiwUbRIrUr3FloH+aTXoUeW2weNY9ODAQmzWtj2Xl7JlIFIKOCoF1JLrahohZk9sdgaLQBomc9ubSxIB80YjYNmjEYmJ+O3Ty03rtHKZZhdDyggWruMqYYkAVOVRpcADIgW2cQo4p3tj219KTyn2AZN0wYBlWjVjldtcbpxcHC7pY5sCERLkiTNymZJKY96aMIwdIpW1IGi5cY62LkOePInzNL51o3svumH2/eEM6jT2nNiPWpiIXQmMli6oRPpbJ5bNyopsdNJaIxT8PdrpmiJ1kEt0RIv6vNb6woIrSmcBGEAQKWikFFdIE8cNDku6LNM92mOq5p4SDim6pyN0U8eHPEISGwCVhu3Py7VGq3CMIyiFK2qIlIH9YqW0JNKDy9rhiRJUomhS6JFPbREolNvZR20qNFSJ9XOVDUioLXxsGGfND1RFdUjc0UrVPBYNqbhYR2s4GRU+zwvEwcJTpMHy6poCQoeKVpjDYgWLdK6bVpcbH0Wga55sXDA1rJp1EeLjrPirYNsXwwHRcv1NyOfzyMcLjw5h8Nh5PPWftUvLGzDMBQCkO7XHFTVsRDQ5ULRAhjRWvOKZSDG7LE1WLK+Cy8pFqwxNVGtUtO+HHjuv4GD/gsYvye/uyB1MJMAcsqX122NFo0VALrWMdJmMfn+xbGz8OqqbXj64zb+MA3REhWFbi3BmdRYiX9f+CVt82IxdRAoaFBLK6dPfrgFvcksmqqj2HOCBbkRiVZG+WKbES0zRYvIRaYfyGVRFQ3xVahCBdGbeHdSzkghqoqFgO0G8e6AuzCM9uXA69cCH97PmhwDwPiFwAE/BqYf6WyMfW28lxbA1M2DdmnCvz/YjBc+bcfU0eoFICY7CMJwC6sarXS/9jvWq7Xqisem4/osQD2Oq5wqWk6tgyqJr9IrWm1d7A+7+iyCbx0sC15++eVB29Ylh83AJYfNcPRYo9XmYhsWA0VaBykmPa5N7zNUtEq0HOnRWBXFxs4B13VaarS7SrSKrdFyG4axwyQIw2wcpEpJkrlKadZIOOFxGEbRqYNmNVpkHfQgcZBQEQmhJ2lvJ+Xfk7LUaLHX7EtlsbGrMNqdoNabu1O0ViqJg0UTrWgI23pTjo4LWswZ0ChapX2Ph1MvLdeK1iGHHIKLL74YmzertqhNmzbhRz/6EQ499FBPB7fTwI5oRcX6CUHRigTdxbsDrpIHF69jk7MC2+AH/wJWPQssvk1zd00shAkNFYiHg+wgpgloIKySRTeoVeKJ033qPjLBjDHVOG2vCQBUTjZatAKIRMvAsjdnXC1Pu4IsF34mFVrrIBEbCg05ctdm64Z9VKNV68A6aFqjJZDptDYQo64izFQ76r/lhaKV6oEkSZo6LRbvbmIddKpovfkX4C97s+NIzgFTvgyc+QRwznPALkcDAQenHQNFC9DWadHEJBIKIJRVot2dKr9OoCPfGmxbAUAInLFQtBzXZwHurYMDnSw1UL9woIeJdbBaDMNwax3sXMOOSR87NdQeN2zSKMtySfHujYJCZJfaRiBCQJNGCnjYYVij5V0fLaC4vl+A2vtLU6NlYXlUkyALF7K5ouWgSa74+qOqjImWvpcWj9KOhEzt8fbx7h730cqo7zWTyyOrLAaaWgfNFC2PrYPaMTpVtMqROkjx7mrqoKF1sMgaLQrCmD6muGsqLRg4UTqNFnPsagbtMKJrtP785z+jp6cHkyZNwtSpUzF16lRMnjwZPT09uOGGG8oxxpEPuzAMrmhpUwerYuKk12HClAOiNbuFvRY1Ci9I7yP7ktgXCsxG8fAP9sOzPzqQTdDE+iw7K5gRwjE1wcxivIQfHT6Dn1xGVUa1lohegdRYRasDTInLKl8+vXUwobUOEo7ezWbiq7EOKu+p207R0pGlYFitTRICMUIBxUYoTvidqg9GiBKJYeMQbW3WqYN12vGbYdkD7HbqocC5LwFnPApMPsDdMaJrWkw4aMZoBCTWcJusDZpaxmIIvxms3i/VZ7XMU8eZUb3gZFOpjASx+4Q659t00qwYUI9bOc+Ir52iJVgHaTV7VGWEee/dWgdrxgLhShZt37HG2XN8jFhEdYlgKaGnYTETSIpMz+Rkx3UjeutgAycsheSnTyANXqCxiL5fgKogiNcSriQZhGH0Jdl9Vg2LHStaCinUB2HwcVAvrX6tomVl07JPHfSqj1ahLU+cgMcixsecmaJFpQajvbQOmmxLD6prLEsfLeX47k1muWpjGIYRV4O9nCIvJA5Oc9msmEDzFycEnJN45dySz6uLOWZWUTsMp6bFrs9Era2tWLJkCZ5//nksX74cADBr1ixHne2/kMim1ZoX03h3dRJUWSumDgbdxbsDjojWLs3VGrtYgaRuQrQA9aIDoLT6LEL9JEaSOtcC4xdYPrSxKooffHkqrn56BVobdCcUUdFKdTOyYGa3JDUrGFUn5vowDMHuMaoygr0mWYQZyLKWaBFRMa3R6lK2WVf4v2g16wclWLzqKpR4YLG2K1DCiVuwDgLQ1GlVW4ZhOIx371Qm30dcCYzZtcgxFjYtBthK7B4T6vHeuk78+wNGqCujQVXpK4t10EDRovqs1n2YupVNsmOwgTXZ3nUc28eHzhpjWCNhCqdEKxhmhDnVzY5np6mDuTRaa4K48oRdMb5eSZLizYodkndJYvbBLUuZfXC0Mwuaj5EJNQyDTYI0k94iJpDRUBC18TC6BzLY1pvSnGuNIMuyah3UNf7tMJg8kpXNLNTBLYqNeOfx7mKNFhFEC+ugPnEWcJ86qDYrNlZx6nX7j0iNlc2LCM6A0j+KlC8iG5710TKwKNKkOyABEZPzaYWJ5XBbGayDZoEdeqTK2EeLiO2a7f3I5mWEApJhHRq5c3pcKFqbuweQSOcQDkqYNMpd4iCBjocqB99Drmgp+zOZzfEwl6LDMGrYHLEzkUEykysL2XWKor4ZkiTh8MMPx+GHH+71eHY+UJG6FDCfyAg1WuZhGE5rtNhED72bWa1QuPCLFwsHMXV0JVZuZSSuUNFSJnvdm6xrp4rtoaUZ70Rg/RuOFC0AOPeAKYiFglioJz5Cw1gATNUavYvxi4i2QXpvujAM0e5xxK7N1sWc/duBXAqAxBQ6UmFMa7QsrFqxGqC/XUkEVNMS2dhskuWcQmfLq446VLScxLsnOtRxEukvaozGihYAHDKrCe+t68SzH7O6qMpIiNVMAc6/J05gFYZBitaY2ayxcNc61lJBIVr7TW3Eoxfsj2lu/O35vGpBtLMOAmzhxi3RAoBUH7697yT1b7fWQYDZB4lo+dipobf1kIUwFJDcLSIIGF0d5URruk2PnkQ6x0Nv6vXx7gaKFo9390jRKt46aKVopTVkBRB6m3kYhmFeo6VNP+x3QE6JXMgyI910XHgdhmGknCXTarNiM2ujUYiGLMuex7sDxqqbEZJlVLTo+F67g137WupihumAxTQsJrfIlMaqonuPkQXWyXFBiZa0v8j+KUnF17fVxEOIh4MYyOTQ1p3EpEYP3S4u4T3N9qEFbyRab65CCDVaGuugxhLlcMIWr1dtV7rGvSKoTgswiEnvUUhLdkAdvxG8SMATAzEcIBwM4DtfmozdxutIa4+eaJmQHMC4Zq7CXNEybVJMoPqs6mYWTV6jROybNS22isQXkgfJ41zQrLiU/Q1omtdCljUrqFWaPlq6fSzGu5vVVpCaVdVcmo2Pk8Gegn8dOnMMAN0FvhzWQaswDCJaTbNV9UlH9ue31rlb5U3sYHY8SEBVk/3jxeRBu2MjGGKx+oCq/hHcWgcBP3nwCwSeOqhMgkpJHCRQ8qCTJD+yDUaCAb5NUmqM+mj1e12jpZA619bBAWqyrF5LaNKbzcu8Jgtgfa8oxMPLMAwz66C+VsxJzyLx8xaVnH6PrZpGJMZJTSB93v2Cna8rkeEkfXQZarQStjVaSrx7yPupNpFiKgExqs8CimtY/JmyCD+tyPosQFVmHdVohbQKIamkFeGgdW28BSRJQovSkohskEMFn2iVG3ZBGIDWOij4US3VBTNIElA3kf1uGYih1nxpwjBSvdqJWE+hfZCjlB5aBAdjdQS9omVWHwUYBwfoarTG18cRCQbQVB3FvlMtPjtAaxuk1w1GjccFCGEYBpNigWjRiarOy8RBQCUxcg5I96NGiHiujoVUcmOmaOXSmnokDahmp2FKaWM0qdECgBljqjQXlcpoSLXYemkdNGtYPNCp1gSO3gWoZsRPnzzoGnSsVDYya6AdxORBGqOZPRnQNC3WgCtaLur+KHlwh0+0dnboGxaTshUthWi5sON1cQtemKsZVGPUn84VhDP0e6ywqIqWu3hsincXI/Rj4SC/xou9tERyYKVo2dUEEYiAmoVhFKQO0j6zqIcJBQPctjfgYb8jPYjsGVkHrYgWtw4Kqh8lDtZVhBH1MPlPHaP151HOeHf9cTKuztjiJzYsdho+Qz20ik0cBFSiVeWAgEd5jRYRLarPKu07fOD00QCAf7y5tqTXKRU+0So3HBEtNQyjQqNoBYQaLReWqHp78kKBGADQpIlJ100WDeq0OLyq0QK8I1pknbQKxDD6THTqRWNVFA99fz888L197e0xeqIlSdaBGGbx7oCGYOijjD0jWuE4EAjx7dAJMRIMIBoMmJP7SBUgBbXvQQ+viBav0SokWpIk8ebFgDI5cFvL6AS0n/XvtZ3VpqJmPBsnRbHrkgddQ1RGnUAkWqJybgYheVADXqNV52y7gDbi3eHF28fIBK02p7h1sPQktUY3ipaBBa8mHkJIWekWo9LT2TwyOXY8ehnvDjBS6HSiKtaV1etUJX3iH6DaBsNByVD9ILWoz6Gi1eFC0ZJlsVmx9T6jz5yIjyzLnCR6XaMlksoBmx5agLqP0rk80ko9YTkSB8VxOO2j5SXJI+iP73F1xmEf5IhJZ/OaPlVWoLKS6UUGYQDAUXOasceEOpy4+zjbx6qJlmx8XiWHnvOlyQgGJLy6ajs+3lw4lxgs+ESr3HBCtMzi3aUUeIS0m5V6J8mDY2sQDEgIBiRtfyk3ypBXNVq0nVKioqmubJzS98utdZDqnlLdQI59yXcbX4uJoxxY0fRES/xdT/hyGZUUGO03wdZ34u5jceqCVpy9v0IevSJakiRspwc1SupgVSzElCrqe6UnWpJkH/HesZrdNkwqbYwm8e6EQ2YJRKsYi60T0H7OJrUK3jayDSpN24kY9ZZItDa8w26pkbcd6Pjt3sRsvoAN0VKVcw24wupC0WqYCkBinw81CvexU0Jfo+WJddCVoqXtoQWwxRYiLGLEuzg5t1Jn3ICI1kAmx+19dhDryup0TaGJ5IgEsU/oRWVUg0SKVjKTRzZnP1m2sw7S/alsXnlf9ooWUNhLK5nJc+ua1zVaRqmDVsecSMJofNSsuKAOvURUOAzDSA5CGAbBKHEQYJ8p1W45SfmUZbnkaHeAlac8/IP97R1BEFTztLZGq9TFktaGChy7G7P2/+2V1SW9Vilw/ekvWbIEy5Yt438/9thjOPHEE/Hzn/8c6bQ7af0LAScrzaRo5TOoDKpf3EooEeRSkKkQTuGAaNVVRHDtqfPxp6/P065E6SeLtMpuBC9qtKqamc1OzlmrZ1ZI9al1RZRc6JZoiZNMJw15RYg9tAi8l5buPYnEwWhiG1MJUEttHL87eS5mk83TK6IlbltQtDRWVUjG9U52Ee+caHmkaBnUaAHAvlNG8YtuVbmsg9FqVcET7YPtZSJa699itxP2dfZ4On53fMZupaB1GwihabEGdEy6sQCHY+oiiR+IsVODJkGUOpgqoVkxwRXRGlCtgyIaDHpSEWGJhgJFF/HrURkNcQKy3WGdFpGoSDBQEJmuKlrqpLeXgjAM6rPYGNTXsCN7+bzMtz/KJHWwIhJERFHOOvrT3G5nN7HV99ISFbZSiLd+bAA73vIKi3NC7iMh1dpIxJGsg17WZ4ljHNIwDIfWQUmSONl3EojR1pNEXyqLUEDCJCcLzR4gZmIdtGo34BTnHcjmIk98uAUbOxMlv14xcH0mOv/887FyJbuwrl69Gt/4xjdQUVGBBx54AD/72c88H+CIB6UOWloH1clhTYCdGCoiQQRFO5SbHkRkn7Ox4x0/byxOmK+TdQvS+xwoWqXUaAUC6oTNYSBGAWiCG6lWi/TdWgeDISG+3CBlzgpGilbNOONxEDmNVLNt6hE1mQwDzki7UwgR71zR0tQE1hgfc3YR750eWQctarQAdmLeX2kEzIhWGRoWmyl4YhAGwFIHAZY6WCwySWDzEvb7hH2cPUdPtOL11ucJo2NLlouzDgJCIIZPtHZmREPayfVQKVr63ob6OiNASBz0SF0hiE2WnYCrcEJdGaGhQpv4B4iKlnFtZjQURDjIXscuEKMnmeGtW+orjV9PkiS+Pzv7M44DRGK6RECxtqvY0AI9NMoUHXPK5xpzqLjRcaBaB71VtOImUfJ6eLEoYYYK3WuaKVqA0LTYQSDGKsU2OKmxkpPxcoPOJZmcjGwur4ZheEC05oyrxZemNSKXl3Hra0PT99H1Xly5ciXmz58PAHjggQdw4IEH4p577sEdd9yBhx56yOvxjXw4sQ4Gwzw8YUyMHWDNtTE1lMJps2KCqGi5rZ8g0lI3gd06qdEqxToIlB6IQcEE1c0qwXEbhgEUBGI4hiHRIkVLR7Ts6tqiKgEqQJkULTpBj62LCYmDJt5sHvFuQIBSfSrZILJf6vhSxooWAPzwkGk4dGYTTpg/ViUPXipaQGEghiwDWz9mv3NFyzh10BU2v89CRiqbnJNUSh2kxRCrIAxAJaGidTDdryQdwn0TbD958AsB8zCM4idhlDroJGCCwjD0/bYaqgqtgzym3CPbIIGP16GiJRItPdQeVoU1WkY9tAhOmxaTbbA6GrKsDRJ7ejlWtHTWQZWgeUdsxThvIjIqubc+5vRNi9vLEO0OCL2+Mk7DMLwnLKFgQFPP11JrTibrXCQPUrR7KUEYbiES0WQ2z1Vbr5Iszz+IXVPvfWeDZoFjsOD605dlGfk8O+E+//zzOOaYYwCwRsbbt2/3dnQGuPHGGzFp0iTEYjHsvffeeOeddywf/8ADD2DmzJmIxWLYbbfd8J///KfsY9TACdEC+CRobDyH285agJtO37P4upO6VgASkOlXt+8UNFkcv5DdOqnRKnXiz4lhiYpWTQtQqxAtalpsBLPPRNe02BEySdb3CtBZB4nw6Ygqt1uaTGqtFC0nyXJOwWu0urHvlFG4+Vt74MoT59inXFpZB0nNijeUpnIC2j5aJosF81rrcOtZC1kfnnJYB4HCQIz+bYpKLal92sg6ONBpHOfvBOvfZLcT9nGuXhccvzbfQ6PUQSLMgZD7aHwxEMPHTgt9IpiXilZHf4qrL2boMkjvA9QeUaJ10OseWgQ34R2AatEyasZMlketosXeY7UFYXEaiLHDJnGQj0Po6eW4RqtA0bJvdOwWgYBU0BDYSY0WoIZ50Li29XjfrBgoJJxm4ESrDGEYgLrfR1dHLVUzOg6dNC3+zIPEQbcQCWMyk+Npjl4tmHxpWiNmt9RgIJPDXW8VOc8sAa6J1oIFC/CrX/0K//znP7Fo0SIce+yxAIA1a9ZgzJgxng9QxH333YdLL70UV1xxBZYsWYJ58+bhyCOPRHt7u+Hj33jjDZx22mk455xz8P777+PEE0/EiSeeiI8++qis49TAKdGKqKvNh8wcg12aq91HuxNCUXWi71YlItJCRKt3Mw+HKEAx/XeM4CAl0RKkGlW3sH1FJELfW4tgSrQoedAF0SI1IVyhnejWmlgH7VRAoUarAJ4qWsr2kz0IBCQcNacFLbVx+2POKgzDq/osQFVX8lnzKHkR5bAOAoXHRPsn7LZhilo3Ga8Hgsqkplj7oNv6LMA90eIkXji2xOPRjT0Z8K2DXxCYNSwuxQ7VUBlBQGI9gHYYNB0W0cmtg7r0vgoDZcjjqHGCG6sjoI5ZH4QBqIqWaHm0q9EC1El1v03TYmribBaEoR9HR3/acepghV7RctDouBiofaqymu1ZpQ4ChYrW1jJZB53XaJXPOgio+92shxah1kWN1kreQ6v4xEG3CATUtM2BdE4Nw/DouJIkiatad7yxtqAlRLnhmmhdc801WLJkCS688EL84he/wLRp0wAADz74IPbbbz/PByjiT3/6E84991ycffbZmD17Nm6++WZUVFTgtttuM3z8ddddh6OOOgo//elPMWvWLFx55ZXYY4898Oc//7ms49SAT+ptVIiIka2nhMjqYmPTyYbXMg8IhAE5bxxbnc8LRfReKVpri3s+kUOycJkFUQBMHbElWi6sg6JtUJyoEtHtbweywsnNrq4takW0urTjLAUxkxoo2m7MxK5qpWh5Fe0OKFHyyunJpE5Lg3I0LAYEYklESxeEAbDPvaqEQIx8HtjwNvvdaX0WYK7ImsEodbCYxEECEa2uDUB6aIqMfZQfsZCxdbAURSsYkHjTYUqGM0M3V4d0ipai2HQYpA56XaOl9tJyqGj1FzYrJqhKkqouiKmDZiDyaKto8cRBaxWnQUg/VGut7OLddYpW2tnz3EJfa+WkjxagWh/70znIssyPLc/j3XX7wQjZXJ6rteWwDgLqfreqzwKcNy2WZRmrtg6+ogWon20qm1O/xx4eV8fs1oJxdXHs6E/joSVFBq8VCdef/rx587Bs2TJ0d3fjiiuu4Pf//ve/x5133unp4ESk02ksXrwYhx12GL8vEAjgsMMOw5tvvmn4nDfffFPzeAA48sgjTR8PAKlUCj09PZqfkpBwEIYBaCLe1cGUUHfCyYuL4j9ZFmx4Y5kVDzCu00p1g0fPe1WjVXQYhqJccaJloiYBjEhQTYqe/FYUYR00qs8C2OfNmxYL4+AT2zrj1zOzDuayak8pL4iWGaHzRNEqsT4LKIigt0Q+z2yygJqs5xV0/dW4okVBGATetLgIorV9BSOu4Uqgea7z58Vq1VREcaxm4NZB4dgqJnGQUDFK2aYMdHzu/vk+RgTUCZCWaJU6eaSakrbupOXjzNShBgProBoL7a2CIPbScoIuxaJVZxBGYajEOVC0nNZo8WbFDhWtzoSoaLm1DnrbQ4tAn18yrVVR7cg9kdFEKou+VJaPs1zWQStFi9QsoHyKFh0T420ULbFpsRW29abQk8wiIAFTRg9O4iBB7KWVcKhgukE4GMB3D2Bzk1teWW1rWfYSrs+UU6ZMwY4dhXU/yWQSM2bM8GRQRti+fTtyuVyBPXHMmDFoazOe3LS1tbl6PABcddVVqK2t5T+tra2mj7VFNqWuHtsqWtS0uF+9T0yAc4tiVKJkF+sZBLAVeqo5MiJaREbClUDI+oRuC7IOJnaY11VZgYhWjV7RMiBapGaFKwsj84sJwzAjWmLTYnEcVs2KAfMwDE0svMlz3cCsT5VdGAZ/Xlfh/7y0DgLmqpseGeE747V1UB+GYaRoAaUlD1J91vgFxkmUZpAk46bbZuAkXqzR6mK3xRxTkuQHYnwBQJaewobFpU2CJjSwOOp1HdZqqBosoQvDoD5agvWQKzNlUrS2OQjvAFRboNj7iyDWRhFIpbKq0eLWwbRDRcuuRssoddBhGAYRoD5u8fJY0QobK1p2REtMA6QgjKpoyLPm1QR6PasaLdGeFvGo1YAedJyPtSNayiJFt42iRUEYk0ZVlqXJshXEZtjlqrU8dWEr6irCWLsjgWc/LrEdiwu4/vTXrl2LXK7w4EqlUti4cXDluHLgsssuQ3d3N//ZsMGij5QdaMIuBYGojTXHyDrIiVYpipYLlYhW4+P1rE+OWaAD4F19FsAm72R7KiYQQ69oEekxGreVwlhMGIZRDy2CUQJisYoWjSla424yboaYCaGzI/fcOmhAfojUe0a0rHtpcRBxkAJAyFsvviYMQ5YLo90JpSQPFlOfRaDkQQCosCNaBucY+hyLsQ4CwCgKxPCJ1s4Ks4bFpRKtVoVobbAgWrIsm1oH1Xh3dfLodVoZoVEhLU5TB7tNIukBNXK9M5HmfaJ6HVkHnYVhkMLnVNHS9tEqVtHydlLOFSMduXdTo1Uu2yAg1miZfxY05kgo4Fn0vR7f3mciDpjeiKPnNFs+jhYp7BoWk21w2iDbBgHteaZ8tX8hfHsftrB/86LPIbtN5S4Sjs9Gjz/+OP/9mWeeQW2temHO5XJ44YUXMHmyB5YhEzQ2NiIYDGLrVu2K8datW9HcbHyQNTc3u3o8AESjUUSjHn0xxfqsgA2ntazRKsIOVYyiZUZYjHppeRnMADBVa6CDjbd5jvPniXbHghotC0XLSGEstUZLDx6IIew/O0WLCFAuxRTRUFQ7Ji+ILWAen16sdTCTVPdFqdHuBLvmyASeOFjtPtDBDmKNVvcGtq1AGBg1Vfs4bh0sQdFyU59FcKNo8YbFwmde6oKJnzy400NtJkrWQW8K/EnRWm9BtPrTOWRybDJkTrTSyOVlBAMSEmWaoIlhGLIsF/TG0oMrWkZES5n05mXW86quIiJYB437XgFiGIYzomUXhiHuP6cx7YNVo6UqRtowjKiLGi3qoeV1s2KgUHEzAv+elLEX1eGzx+Dw2fYhdE7DMHi0+5ihI1oD6Rw/vry2AAPAmftNwl9fWY0PNnbj7TUd2GeKTVmPB3D87TjxxBMBsPSOM888U/O/cDiMSZMm4Y9//KOngxMRiUSw55574oUXXuBjyefzeOGFF3DhhRcaPmfffffFCy+8gEsuuYTf99xzz2HffYtYOS4GNKm3K1IHTGq0SoisJqLVvZGFMTix93HCohDRWgtFy6seWoT6SayXkNtAjEQH6z8EqPYtR0TLSNEqInXQimgZjcNO0RI/61SvQLQ8JrZmDYGLjXfvWgdAZpN5UWXxYox2NVqlhMbYQazRIjWrcQbrfSeCwjCMgmOs0L0J6FrPVO/xC9yPT1wwcBqG4ZV1EPCTB78AUPtouetpZAcnRIt6aEVCgQLbGBEWWWaPG1UVLaOixc7D6VwePclsQdR8wbgHjO2OAKsVqY6F0JvMoqM/zYiWizAMu9TBHQ6JFu2/HULqoG28u642qVxWTbMwDDc1WlRP11TjscsBKgFIZfOc5OvhlcXWCzhtWKz20Bq8xEECP89k80I/PG+PK4B9l0/Zczzufns9/vbK6kEhWo7PlPl8Hvl8HhMmTEB7ezv/O5/PI5VKYcWKFTjuuOPKOVZceumluOWWW/CPf/wDn376Kb7//e+jv78fZ599NgDgjDPOwGWXXcYff/HFF+Ppp5/GH//4Ryxfvhz/8z//g/fee8+UmHmO2vHAgT8D9vi2/WMNrYM29TJWqGxkdUiQVXubHQpCJSwseF5aB4HiAzEoaKKiUSWTNG6j1EErouU2DEOWbYhWEYpWIKgqDyIJ4kTLgx5agAProEtFSwzC8EpVMqsj06NciYOAlnyb1WcBgnXQJdHaoNgGm3cr7nteIZBa2xqtMlgHiWjt+IyFkvjY6SBaemRZ5rVaXilaGzoS3EKnR5cQhKFXkcLBAGqU8AhScco18Y+Fg7yZsJNAjC6TSHpCgy7ivTep9NFyEIZhbx1k4xtllzqojGF7n9rLzGm8e5JbBxWC5rXFq8gaLa2ixfbDmLJYB9X9ZJY8mMoOH6LlpEZLTBwcCutgXDjPlKtGi/DdA6ZAkth3aTCi3l2/izVrXKTYeYxTTz0V27Ztwy9/+Uu0tbVh/vz5ePrpp3ngxfr16xEQLHr77bcf7rnnHlx++eX4+c9/junTp+PRRx/FnDkurGmlYNRU4JBfOHssD8PwyDooScyO1/4JSx7UW52MoLfgWdU62cWUu0XRcfRCs2ICKUnJbjYJF5UOJ4pWwiHRSnQAWaXHE5EqEUZEy0lEe7QaSPdq67S8VrRMwzAcKlrZAa210ctod74tEzKoR7maFQPaMAxLolVk6mAp9VmAS+ugQepgqQsm9ROZlTKTYMd5XQnhQT6GJajZal4GsnlZnfSWaOtpqYshGJCQyuaxrS+FMQbKgx1hGVUVRY+iDAFCvHsZLEejq6PoTWaxvS9lORHN52WuxBlZBwH2ftbtSKBDiXjn1kEnYRgWREuWZdU6aBOGISqCBDsiI9q7ALFvWXkUrWRBjZa1NsAVrXQW2Rxb+PE6cRBg6oskKd1i0lnDz0212JbPOugUpKz2pth+CRmEc2zvS6MzkYEkAVNHD3GNFjUs9pjAEyY3VuKFSw/ClEF6n46+Hddffz3OO+88xGIxXH/99ZaPveiiizwZmBkuvPBCU0Xq5ZdfLrjvlFNOwSmnnFLWMXkCI1tPsQ2LCfWTFKK11tnjuaKlsw4OdLA+OZEK9bFcmfGwRgtwH4YhNismxGqYKpTuZf8fLaRhOiFa6V4glym0h+nRvZ7dVo1RCYcIInzdBoqWlVUrWg30orxEi8JZMv0sOp4CNuxU1GgNAAmAzCbpRDC8jHYnOFW0ytWsGBDCMLqBrR+z342IFlkHE9udHTuEUuqzAO1xbJdsSp9pNql+5vx4LFLRCoYZud6+gtkHfaK10yEqTBSTmRyfQJaaShYOBjC2LoYNHQNY35EwJlpKTUmtCWFpqIxgzfZ+QdEqTwoewCxHq7f12ypavaksSKAzsxjW88S/NH8OYBPvHrFXtHpTWV7TZheGEY8EEQ8HNWqRkQVO8xxdjRYRW6/j3Qusg2ln6pBYO9WVZSTW62bFACuhiYeDSKRzpsmDw8k6WCMcVz3JrKGt9NMt7No/eVSlp7HqTiESLdqn5ajRIgwWyQIcEq1rrrkGp59+OmKxGK655hrTx0mSVHaitdPCMN69xJV6typRj846GKtj2073sdVqKnwH1Im/lzVaALMOyrJz+5lehSPUjgO2LWfj1hAtSh00mJTGaqGSiE6gqsl621a2QfF+alosSar6YkWYYga1SZ4rWkKqYKpH3R+kHpmlZAYC7LnJbjZJLyBaHipaTmu0eL+5MvjKudIjA+0WRKtiFBAIsR5tfVvNjwkRInkrlmhRPVwgZH+eEMlzupcdS9w6WFfc9gF2XiCiNe3Q4l/Hx7BENCQSrTyfBHkxGZvQUMGI1o4EFk4qPCd3mfTQIqgR7wrR4hP/8ihagL11kNSseDhoOsnmiX+JNGRZdhTvrqo15lanHUr8fGXEfNsiGioj2NQ1oHl9K6hEi5Ftinf3PAwjrMa0s+05rdFSnpfK8T5l5UgdBBgJSAjBDXqoYRhDT7RCwQCqoyH0prLoSqQtidassUW0E/IAqlqaVy2pZbIODjYcaZpr1qzBqFGj+O9mP6tXry7rYHdqeB3vDrgnWnrSIknmEe9OLHBuUNvK4rmzSXe9iHoNFC3APBDDStEKBLUpc3awI1qapsVbdL2wLBQEo4h3r4lWMAyEFYVSHJcTFdUo4r2zHNZBp4pWGWu0QlF1P8l5IBQH6iYVPi4QUMNYnCYPbnyXvWb9ZFVFdgsiyPF6+8WJYFg9Hulz9qLWsmUeu333VpY+6WOngiRJnGwlMzkkqfbEgzS1CQ3sO2vWS4tIi2mtU4W2J1U5i+hHK4EY2/vsiJZ5tDtBHHcineP2vVIbFlN9lp1tkFAvNFR2ss/0fbTKF8NNk272+k7j3el5/ekstvawc1E5rIPiWMyIL405Ogysg4AQiGES8f6JQrRmtwwV0WL7KZHJljV1cCgwPI4AHzbx7kUe+G6IVj6vJqaJkz6zOi2vwzCCYTXEwlUkvUGNFiAQLV00vRXRAtw1LeZEy8QupWlavEnbCytgcQIxalrsNdECCiPeZdkZ0dIHYuQyLDkP8C7aHXDesLic1kFAu8+bZpq3auBNix3WaZVanwUAzXPZ5zhxf2eP11uUS7UOAsBe5zLr5I5VwKLfFv86PoYtaLU5lc0hpazUe6VoAea9tNRmxSaKVpVW0SpnEb1TRYsCLmpNyCGg7WFFalZAslZsnIRhkKLVYBOEwcchjNHJpLYg3t1BWmIxMLMOOlW0OvrT6FXq3kaXwToojsXMOpjKetMGwSvQd8gsEOOTzQrRGiJFi/ZnV786vnIsmAwFXL+LXC6HO+64Ay+88AJPHxTx4osveja4LxT08e7ipLdk66ADO15iB7M9QdJa5ox6QQHe12gBrE6rez0jWk6tVEY1WoCQPGhGtEzqWdxEvFs1K+bjGMfUnp7NLDQAsLdp8cmwQLSI+Hm5v6M1WqUtmwLyGe0YjKCPeO/ewI6dUKzwcygFjhsWl/g9sR1HnXoc6RsVi3CbPMiJVpG2QYBZB3+80rhG0AjRKlZHlu5jdtaMMsEtxToYrweOuwa49zTg9euB2ScAY3cv/vV8DDvEwgF0DyjWQQ9rT+wi3mn13axGa5RAWIDyKSyAx4qWkDrYKwRhWPXnchKG4bRZsX4cgLNAC33/qHKlPHJFS0m6dJ46yP6/pZupWdFQQFOf5CXiEa29UY/hVKMFAHVx9lkb9dJKZnL4fBube+46ZIoW2087FFVWkoZHkIgXcP0uLr74Ylx88cXI5XKYM2cO5s2bp/nxUST0qYPpfgCKn6DYMIy6Cew21WNPHCgIo3K0tpCfSIQ+It7rGi2guEAMsxotI+tgPqeO21TRchHxbmcd1Ixjk0BObdQDo2bCfNwexbsDhal+olXRirToFS2qz6qfbN+Y2w3Men3pUc7UQUCnaBnUZxHcJA9m08DG99jvpRAtAAjHnNc0iiTeqZXVCWYeA8z5GiDngMcuZO/Px04DUdHiE0gPak9siZaNdZDu7+hntU7UR8trhQUAGqvZtrbZEi3rMYv/60xk1Posi2bFgGgdtKjRcthDSz8OwJmiJca7i/vbawVRVIvSuTwPF4nZjFE/jqaaqG1z6WKhRtAbE18vLbZeoNZC0VrR1ou8zAh6ORo8OwGRKlosqIxYLzyMJLj+dtx77724//77ccwxx5RjPF9ccOugYoOiyaMUAMLx4l4zHGcEpHcLU4msJun6ZsUEXqOlU4a8rtEC3NeU5TJA/zb2u1EYBqBL/OtmNTGAeT8qrmi5sQ5aEC1xHNUK6XKsaJWxRgsoJHR0G6m2Jkx6Rasc0e5G4zND2a2DdervVkTLTdPitg9ZRH68Qe1FNRiICNZBIlp2VlanOPpqYPXLwNaPgNeuAQ7+f6W/po9hAbVGS1C0bKK2nYCI1rbeFAbSuQI7om0YRpVKtKh5LFCe2o7RVTE+Vit0JqxVOEBQtPrTjqLdAaBKIRHpXB7pbB4Rgwl8SYqWixqtgUxOs7+97qMlWgcpVAJwrmgRypE4qN+Weeqgks45TFQZSsA0qtHi9Vlja4aM3NBnS8fwUCQflguuj4BIJIJp06aVYyxfbNDkOpNgyotYK1PKge+UvJCiRQoMwahGK5tmseCAdzVagBoy4LRpcd9WADKz5OkVKqMeVmS/i9aozY31cNq0OJtSQzvsrIM0DrtmxQQ90crn1Emx19ZBQH1tp+0EChQtIloe1mcBKtFK97E4cjOUms5pBw3RsrIOKkTLSRiGGOs+mBc2blHuddZqwA0qGxnZAoBXfg9s/cSb1/Ux5CBFq2cgw4MbvLBE1VaEubVrQ2ehquXGOihauMoShqGs9O/oS5s2WAaA7gEn1kH2v45EGn0p9nirIAxAS2bM7IMdrhUtIQzDAVmizzyXlzkJBsqQOqi83kBGVVBDAQlhg/5PmufpyGq5EgcB+zCMlIfKrxegxYouA0WL12cNkW0QAKJkHRSSM3cWuCZaP/7xj3HddddBls1PND6KgJiYlu73LrKaiFaHTSKkmaJVK9Q60WdOEzRI5jHgxaDolMTmQgWGNy3uUhUPu/oswHkYBhG4UNz69USi5VQF1IdhJLvBbaReWjX1NVBOiZY+DbAcPbQAbQiMlapVztRBQP28YrXWNWicaG2xf00v6rOKAX226T7hePTwOzzna8Aux7Jav8cusCbIX2BcddVVWLhwIaqrq9HU1IQTTzwRK1asGOphmYImi+JquJ264BQTRin2wR0GRMsudVAgWkQ+nPSDKgajFPUsm5dNk9sANQyDamKMQO+neyDDJ752ilYoGODKolkghmvroFtFS/jMqVatIhJEwOP9XcFJTNZxEIbRY8pJtMQ6MiMMuxotsg4aHLufCorWUIE+u94yJocOFVwTrddeew133303pk6diuOPPx4nnXSS5sdHkQjFAEn5Qqb7Sm9WTCBbUvun1o/r1fXQIhBhySRUlYfXZ9V6W5NDRKtnM1OM7MCDMAyisWO1Kkmlx9klDgLOa7RE26CVIiHWijlVEPSKFo0lUmWuxBUDfaqfXbNi/rw65Xld7LYc0e4Ae68hxTZrVafl1XfFDPR+m2Zbf9Y8ddBG0ZJlQdEqIXGwGJDql+rzXtEC2P459o9sAWbzEuCtG7177Z0IixYtwgUXXIC33noLzz33HDKZDI444gj09/fbP3kIQPYnIhFBB+qCU0xUIt71dVqyLNunDipEIZ3Lo72XBSB4bWMjhIMBrgBZBWLYjRlgNi5JYqcC6mNlp2gBQiCGSV0QxbuPchjv3iDWaDnYb+GgxEnsNk60vJ8Qi2rRAI9Jtx9fMCBpyFaTQRNsr1DBwzBMarSoj9YwsQ4S8dcTrXxeVonWECpaekK6s0S7A0XUaNXV1eGrX/1qOcbyxYYksUlQqpspMDzavUQ7VPNcdtv2ofXjONHSkZZwHKhoZEll3RuZelOO+iyAWY/CFYzUdW0AGm0sqmZBGISasayRKjVbdkS0HKYOOqnPAlRFq69drSezsw7qGxaXa3/zhsA662DM5mQrWgfzedU66GW0OyFWC/QN2ChayuS0XNbB1r2ZPXWXo60fR9+d/m1MyQmanF53fMaOxVBM7UE1WNCEYXSx30sNwtCjpgU46jdM0XrpN0zhsvsuf8Hw9NNPa/6+44470NTUhMWLF+PAAw8colGZgyZBVEjvlZoFAK0mgRh9qSyyikXPTB2qiIQQCweQzOSxoWOA31cuNFZF0ZnIYFtvCjPGGC/sOAnDCAUDqI2H0ZXI8Pdt1ayYUBkNYYeg3omQZRltStpeY5XDeHeXipYkMSLTl8piu1KrVo7m0GLoBk8cdFgTWBkN8ueUM9jBto9WdngpWryPVkIbVLS+I4H+dA7RUACTG8vkCnEAPSHV20BHMly/k9tvv70c4/ABMFKV6mYTXq8iq1sUorV9FZuQmtmrzBQtgJEJIlotc4VghrrSxqaHJDFVq/0TZh+0JVom0e4ETrTcKFoOwzCcEq3KRiAYAXJpVVW0VbT0RKtM+1tvAXRsHVTGkexin0EuBQRC1rVqRY+xhoVLWCla5bYOTj4AuGwjS/ezQuVoFl4j5xnZ0vd2I5CaNW5P57HsXsHIOuilokWYfzrw0UPA5y8Cj18InPUfb9XvnQzd3ez4bmgwtyGnUimkUqqS0tNjExLjIWiySGqNl6v0ZsmDtK1oKGBZGD+qMopNXQO8F5fXUeMiRldHsaq9z1LR6nSgaAFMTRKJlpOkRLWXVuHkfkPHALb3pREOSqYksGAMAtFyqiDEiGhRLU0Z9jcR+UxO5vH3Tsk9I9psbGPKqWjZ9NFKulDiBgNmYRgUhDGzuRohj1TqYqD/fL/QNVo+yggx4t0rO1RVk2Jpkq2L081qtABtnRZQnh5ahDol4r1rrf1jzZoVE/TJg06IVgURrS7rbTvpoQVomxZvW85ubcMwdDVaRPq83t8FNVoOrYOiokX1WXUTzRWcUuCklxaFYZTLOgjYkyyAJfdVKj3orJIHh6o+C9BZBylgpc777UgScPx1bHvr3wTWv+H9NnYS5PN5XHLJJdh///0xZ84c08ddddVVqK2t5T+trWVY2DAB1QZRDx4vV+nNiBZZnGwJi0IWKEyjnBM0J02LSTGos1C0AFVNIoLozDrI3puRovXeOnad2HVsrePPR9y3TgkTETIim2UhWsJnSHZI50RLsA4OgqJlXqOlWAeHSby7WcNiCsKYNYS2QcDIOrjzKFqOj4D6+no0NDQU/EyePBlHHnkknnvuuXKO84sBMeLdy7oTbh/8wPj/uSyztgHmihagkoty9NAiuAnEMGtWTNAnD1LAhRdhGE4VLUBtnpxTJHs3NVqyLChaHvbQAgzi3emYsznhiopWuaLdCXa9tGS5/H203ID30rKo01r3Orsd7PosoLypg3rUTWBk6+yngElfKs82dgJccMEF+Oijj3DvvfdaPu6yyy5Dd3c3/9mwYYPl470EKViqouU90drQkdCk+TkJlQBEwqJYB8uoaJElz4xoZXN59CgKjB1BJGshKUPuFK1CorV4HbtOLJjofEEuGgry7TpVtIjwcKJVBmIbCQZ4LRil0Dk95gaLaBERoHh+PYZdGAZvWJzRhNl9MgyCMAAD6+BOpGg5PiNde+21hvd3dXVh8eLFOO644/Dggw/i+OOP92psXzxEhdXmtIer9M27AZ89B7QtM/5/fzsAmYVxVDQW/l/fS6tcNUOAu6bFTmq0AIFouQjDyPSzQA4za5croqWLzHca7y7ntCEk5arRKtY6mO4Dtq9kv3udOMi3ZdNLK5MAT2Qsl3XQDapbgC0fmCcPdqxhiwiB0NAoWhrroDIR9LpGS8RuJ5fvtXcCXHjhhXjiiSfwyiuvYPx463NJNBpFNDpEzUQpdbAMNVotdTEEAxJS2Ty29aW43ctJqASgRrwPqqJlYh3sESbdZr2/CBTxTqh2oGipTYstiNYkd9eJ+sow+lJZxxHtsUFQtCRJQkU4iN5U1nVfJRpPKCBZ1smViklKWuaKrb2G/09mKQxjeBAG+h7l8qzRNBHs4RDtDhgoWmUKtRkKOP6GnHnmmZb/nz9/Pq666iqfaJUCrmj1edsbiOq0tpgEYohBGEZ1FLU6ZahcNUOAO0XLqq4MUJUkNzVa0Rq1zmag09hKKculES07BSFSqY4h1Vs+olVqvDsAbF7KbsulaOmTEfWg7wmk4UG07JIH1yxit+MXltfqaIaIoJZKyne9HN9jH5aQZRk//OEP8cgjj+Dll1/G5MllWqjwCLxGi1sHvbNDhYMBjK2LYUPHANZ3JFSi5dI6uKWbUgeHTtEiFa46FrKtd9GTgKqo9fsE1KbFeqLVPZDhE/49J7pzPsxvrceWrqTjuq648tnvcKHEFYN4REe0XCpao6ujnsfOi5gzvhaSBGzsHMCOvhRG6QJIeB+tYZI6GAsHEQ0FkMrm0ZVIoyoaQkd/Gm097Hszc5gRLa97sw0lPDsCjjvuOCxfvtyrl/tiQkO0ymAdbP/EuK+NnTJEdUhELgajRstO0Ur1qSqHWY1WMYpWIKASIbPkwYFORUmBqvZZQU/G7PabJGntg2UjWgKJkWXnx1wwpE7Ytyxlt2UjWjY1WqJtcIg62mvAe2mZ1GitfpndTjl4MEZTiMG0DvowxQUXXIC77roL99xzD6qrq9HW1oa2tjYMDAwM9dAMEePx7t5bBwGhTkvopdXV78w6SEQrp9gOB0PRIrufHmp9lj1pqtf1unJSo2UWhvH++k7IMjBxVIXrpL1rT52Pd39xGO9nZocC62CZiBYRJrdEiybo5bQNAkBNLIwpSkrfhxsLFwJTw0zRAoRADOV7TLHuk0ZVlI0wO4X+892ZrIOeEa1UKoVIpHwy7RcCPAyjH0jTpNcDRat+MpsYZ5PAjlWF/zeLdifwWqfNQD5X5hothWiluq0j1mkiG6kyJwakxA10AumEM6IFqDVcZtunWrXKJmchCQWKlgOrVlQgGOW2DuYz7NhwQ+5JBSGiU45od6AwGVGPcicOuoUV0crngdWKojXly4M3JhGidZD2aTmtgz4McdNNN6G7uxsHH3wwWlpa+M9999031EMzBE0W02WaPE4w6KXFFa1KZ4oWoZw1WqNtFC2awDqxrDUUKFpOiJZxGAbZBvd0UZ9FCAakAtJnhbiOAJWL2NIxRtuJOdwOWc5GV5cvcZAwb3wdAOCDjV0F/+M1WqHhQxj0TYu5bXCI67MAPwzDEW699VbMnz/fq5f7YkJcbebx7h4oWoEA0KykWRnZB3tsLHjVzax+S86xCWQ5a7QilWpym5V90M42CDAiQSph13p1Bd+OaNkFYrixDQJaohWtZel0dhD7HZWLaEWqVPtYskedeNuFYQA6ki2pBNlr6Ht96cETB4dBEAYAVClEyyh1cOsyliAZqQbG7TG44yKIqYP8e1w3NGP5AkOWZcOfs846a6iHZoioLjmtXIrWBpFoUY2WQ0WLUM6V+ZZaNnnf3pfC5q5C9ZEUv1qb+iygUNGqcVOjpWuS+97a4omWW9BnT7klZVe0Ei4VLWU8TTXlr2ecO54tUhkpWmq8+/CwDgJCIIZynFIQxqzmoSdarAm66kopV+PxoYDjb8ill15qeH93dzeWLFmClStX4pVXXvFsYF9IaFIHPY6sbt6NxSy3fQjMO1X7P6tod4ARg5qxTMnp2VTeGi2ATdr725l9cOzuxo+xGzOgRqtvXwls/YjutFfi4naKlluiJTwu7lA9EJsWl4toBQLs+Ep2sx+nqYOA9rOvbS1fPyiecGimaJW5WbFbWKUOfv4Su530JSBoPxErC+izzfQDGeWi5lsHfdhA3wso7vHkkYjWOg3Rosa/zsIwCOW0HNVXRrD35Aa8vaYD97+3AZccNkPzfyfNign6MAw31kFR0crk8li6oQsAsMBlfVYx0O/f8hEt9rpurYNfmTcWH23qxtcXlL/9wdzWOgDAhxu7IMsyJMG+rsa7Dx/CUDuMFS2AkfhMzl3ftJEAx9+Q999/3/D+mpoaHH744Xj44YeHfUHvsIdhjZZHE0ge8W6gaDlRh2rHM6LVvaG8NVoAC8TY+K6NomUT7U6oGceIFr3veJ19vye7psVd69mt0wa9FaPUpsVOJ7VijRYpa+XY37FahWT1uLMOinazhknej4tvR9dTTA+y2A4boqUcj31bmc1WVC+Huj4L0J1PlCVp3zrowwZ6BatsNVpG1kG7mHQd0Sp3Ef1pe01gROvdDfjhIdN5DDkgWgcdKFpFWAfVPlpqjdanW3owkMmhJhbC9KbynwcLGsuWSXkgiyJPunRIoHcdW4u7vzs4ia6zW2oQCkjY3pfG5u4kxtXFATDFOpkdXmEYgJqE2TWQRjKTw2fb2IL+cCJa1KC6nKE2gw3H7+Sll14q5zh8AOWLdweYogWwiHdZ1gYHOFGHeMT7xvLWaAFCIMZa88fYNSsm0Lgp2t7ONgjY12itf5Pdjp5h/H89AgGmrHWuda4C0uee7BYsj2VYreS1YF0uiVad+nu5gjAA+xqt4WYdrGwCIDGbbWIHaxgOAJmketwMJdEKRYFAmNXlAUAo5qzO0McXGvqmq16vNhPR2tabwkA6h3gkyNWhWhvrYIGiVWbL0VFzmlH7eBibu5N4ZdU2fHmXJv4/SmWsdaRouSeI9BixjxbVZ+0xsb6sKXuEAqJVJmKrV86GU6gEIRYOYmZLNT7a1IMPNnRxopXO5UGtqvRq8FCCLK3diQxWbe1DLi+jviKM5prhcQ0Qjy0/DMNHeWAY7+4R0WqaxXr3DHSq1jeCU0ULALatBPLKSb6cihYAdFkkD9o1KyZQfRTVpjkhWlY1Wl0bgE2LAUjAjKPtX4uPQyF8jhUtZYWpexOLeXfzXDcgItO/A8gpBd5uwjCA8hKtqGChNMJwsw4GQ0Cl0otODMTY8DYLHKlqBkbvMjRjI4ifr69m+XAA/STX68ljbUWY1yhRPyyuDtmEYdTEwhpVqdwr4bFwECftwc7n976zXvO/TheKVk0sDBp2VTTkiCRVGVgH3yuiUXEp0IdSlKsmrpBoDc/p6lyDQAyyDQLDa9ykDnclMvhkC1u8nD22RmN5HEqI+8oPw/BRHkSEMIy0C3XBCUJRYPRM9rtoH8ymVIuclaJFRGurogwFI0A47s3Y9Kh3oWjZES1KHkxsZ7duiJaRovXpv9ntxP3UehwnIMLnVtEishmuKI/yQNa8HoF8DydFi0jLQKca3iBiuKUOAsbJg6JtcKgvaqL659dn+XAAPdEqR/0ExYuv35GALMuqddBG0QroGtMORv+d0/aaAAB44dN2tPcm+f1u4t3FcTslK/oaLVmWsZgHYZS/Pgswsg6WZ38PxjHnBeZRIMYG1XVBPbQkCYjY9FMbTJDS2j2Qwadb2BxzqBsVi4j5ipaPsoMmi/3bVRXDS0sUr9Napt5Hk8FQzFqhIqLVrvRKi9eXb8LIFa0NrM7FCG5qtEQ4sd9ZEa1PHmO3s0+wfx0RRHLJFmkHIkBEtMqlHnLlTCFa4UpnqYgiYSxXtDvArHeNu7Dvw+cvFP7fy35zXsEoeXA41GcRRJXcTxz04QCFqYPeTx0mChHvfaks74vlhLSIwRKDMUGbMaYae0yoQzYv48HF6iIVT0p0YB0E1PoyJ0EYgNhHixGtTV0DaOtJIhiQMF8JZig3BqtGS/85DleiRYrWR5u6kVeOWTEIY7ioRYC2RouCMGYNU6K1M9VojQiitXbtWpxzzjmYPHky4vE4pk6diiuuuALptHHTQMLBBx8MSZI0P9/73vcGadRFgEgVTdCkAFMyvALVaYkR72J9ltUJgQgL2cvKuRJeM47ZHPMZ1SIoQpbd12gRSlG0ejYDG95iv8863v51ROzzfeDUu9mtExABouCNchEtso51K02dnRIWjaJV5hCcGUey25XPFP5vuFkHgcLkwYFOYLMSJjTloKEZkwjfOujDJcodhgEArUIgRhdvjBxwtC2x3mmwGq9+Q1G17nt3A59gu+mjBai9tJyOmVsH0zmmZim2wV3H1jgOiygV+u2UO3WQ4LSP1mBjelMV4uEgelNZrN7OrkfDMQgDUBctOvszPNp9uARhAL6iNaRYvnw58vk8/vrXv+Ljjz/GNddcg5tvvhk///nPbZ977rnnYsuWLfzn6quvHoQRFwmaLFINVKTaW9WoxUjRclCfBRRGmZdr4g8wRaWOXcSw4e3C/yc6WIIfoKoHZtA3Cy4lDOPTJ9jt+L0KX9cOkUpg1nHOLW5EtCgEomxES6doOSVapIRUNZfftjfjKHa76rlChZOHxgwnokXJg8piwJpXAchM1XR73JQDvnXQh0voJ4xlsQ4KvbSc9tAijKpU20uUOwyDcNzcFlRHQ1i3I4G3Vu8AIFgHHfTRAtT6s2rHihZ7b7m8jFQ2P6j9swiDZR3Ub2e4KlqhYABzxrHr6AdKzH6KFK1hNmYKw1i9vQ99qSwiwQCmjh4+104K3QlIhSr6SMaIeCdHHXUUbr/9dhxxxBGYMmUKvvKVr+AnP/kJHn74YdvnVlRUoLm5mf/U1Awf9l4A/aq815NHUrS616tBD5xo2RCWeL1WXSu35WjOyez2xV+xOjIRNOaKRiBkcyGO1TI7HKGUMIxPH2e3bm2DxUBPeMq1v7mi5ZJojdsTaJwB7H56ecYlonVvNs6BDmDje9r/pYZhjVYVKVoK0VqtJLYOB9sgoD3P+NZBHw5QqGh5P3UQe2l1uqh1ArSBGYNRowUwxeUr89nCyb/e3YB0No/+NFsIcqxoVbqs0RLeW18qKwRhDE59FmCgaA1S6uBwJVqAah/8UAnEUBWt4TVmWrjI5JgCO6O5CuFhVENGx1ZlJDSsLJelYvjsYZfo7u5GQ4P9yeXuu+9GY2Mj5syZg8suuwyJRMLy8alUCj09PZqfQYN+suh13UmsVq0RIlXLqaIlSVpVq5yKFgDsfzGbsHauAd65Rfs/p2MGlHEL9kFHREs5rrIDQGaA/d7XDqx7nf0++yv2r1EqCohWmS6kPNVPUc5iDhciKhqAC98FDv1lecYlIhgCph3Gfl/5tPZ/PAxjGNVo6cMwhlN9FuBbB324hr7pajkmkKKi5ZZoNQiK1mBOyCkU45mP2rBGsY0FJOcKFREyp6pQICBxAtLWncSKNjY/WTBpaBStWDigSXz0dDt6ojWMrWRzlUCMDzay62hSCcMYbqpMre77NJyCMAD1PDNYqvRgYXgdBQ7x2Wef4YYbbsD5559v+bhvfvObuOuuu/DSSy/hsssuwz//+U9861vfsnzOVVddhdraWv7T2lr+7uIcekWrHHUnevugkx5aBLHeqdyWo2gVcMjl7PdXrtaqS0S07OqzCKJdywnRilYDkvJFJ/vg8idYIMPY3VVbYzmhJzzltg4ShlOohAhuH3xWe/+wtg5uBTrXAR2r2fE0cf+hHRdBQ7TqhmwYPkYOomF9GIb3E6GWuhiCAQmpbB6rtrLvtXProEJYIsFB6SVFmDOuFnPG1SCdy+O219YAYPYsp2M4dFYTJo6qwFG7Orj+KiBS9vpn25GXgfH1cYwZxD5I4mdfznq4kWIdBIB5iqL1yZYepLN5NQxjmI25OhqCeGgON6JFZHpninYHhpho/dd//VdBWIX+Z/ny5ZrnbNq0CUcddRROOeUUnHvuuZavf9555+HII4/EbrvthtNPPx133nknHnnkEXz++eemz7nsssvQ3d3NfzZs2ODJe3WEQEBrcyvHpJcnDyqBGG7UocFUtABg/unAmDmsTmnR79T7exzaHQk1LhUtSSoMxCg2bbBYRAeLaOkUDf12hwumHcbCYbZ+xNIoCcPdOkhq1vgFztXCcsO3DvpwCf3KfDkmveFgAGPrGGGgnkTOFS1GtCqGIKnsGwvZwtvD7zP7tVPbIMAi2Rf99Ms4bLbzViFEbl5ZtQ3A4PXPIojKUjmT4QrCMIYZaRExcVQFauNhpLN5rNzaO2wVrUBA4nVaADB77PByNNCCzs4UhAEMMdH68Y9/jE8//dTyZ8oUtUfP5s2b8eUvfxn77bcf/va3v7ne3t577w2AKWJmiEajqKmp0fwMKsQJYzlW6fUR724ULQ3RqvN0WIYIBIEjfsV+f/fvwPZV7Hc35BDQES2HFjwxECPRoQQaAJg1CLZBYPCIVlRPtIapolXRwEJIAGCVkD44HFMHiWjlM8DHSh3pcLENAr510IdrSJKkmTSWa9JL9sFlm5gFy2lMemMVsw46tex5iRPmj0U8HOR1L3p7ltegQIx31wx+EAagJdnlrIcbSdZBSZK4fXDphi5OtIYjORSJ1syW4XW9J+vgYNVZDhaGlGiNHj0aM2fOtPyJRNiJdtOmTTj44IOx55574vbbb0cg4H7oS5cuBQC0tDicoA8FRHJVDnWBAjG2rWD1R04b/wKDr2gBwNQvA9OPZEmMzyn1QG7GDKjWQSlYSCzMIAZiLH8SkHNs342a6nzspaCgRmuwFK3hdeLVwCjm3evG3l4gFFGV09WL2O2wIlp+6qAP9xAnjeWycU1Qemmp/aickZYFk+px2l4TcOnhM8oyLitUx8I4bq56LXKjaBUDmoSmc8yeNliNigkaolXGWhq9qhEbZuqQHvOEQIxklqyDw2/M1LS4tSGOmlh5FwXcgsj0cCbVxWD4HQUGIJI1YcIE/OEPf8C2bdvQ1taGtrY2zWNmzpyJd955BwDw+eef48orr8TixYuxdu1aPP744zjjjDNw4IEHYu7cuUP1VuwhKlrlWKWvGcsmgXKOJbillLCP4VajJeKIKxlJWvEfYM0rzpsVE2jcFQ3MnukEcUHRItvgrEGyDQJAOAYEhQv2F71GC1DrtNa8AqQTrJ/acLQOAkLbAZnZgcctGNLhaOA3LPZRBMRJY7kmkKRoEZzGpIeDAVx10m44bu7QtE+gnlqA8zEXC9GuVx0NYZfmwT1nD551UN1OJBhAaBil4xmBFK0PN3YjNYwVLTo+h1t9FqCqbfVlVoUHGyNCn3vuuefw2Wef4bPPPsP48dp+TrLM5PpMJoMVK1bwVMFIJILnn38e1157Lfr7+9Ha2oqvfe1ruPzyywd9/K4gToLKMemVJKbMrH5ZDRaIVDvb1lAoWgAwehdgwdnMPvjMz503KyaM24MRp8kumsXS++tco9bZDFZ9FiFaDSR2aMfj+TZGENFqmgXUTmDtCda8wlQiWemrNZysgwBrWtz+Mft90v72bQgGE7510EcRECeN5WoeW0C0yqwOeYU9JtRhxpgqrNzaV/Yxi+Rm/oS6sqX+mSEaCkCS2DpXOYmWSOiGozKkx7zWOgDAyq29PDVTn9Y5HDCqih2fuw6z+iwAOHZuC7Z0J/GVecPYdVYERgTROuuss3DWWWdZPmbSpEmcdAFAa2srFi1aVOaRlQHlrtECWJ2WSLSKCZUY7JXwgy8DPrxf22zZqaJV2Qj8eAUQdLFKQsTmw/tZrc3oWcDoQbalDAbRCseAYBTIKb3KhmsYBsAWCWYcwQj3yqdZwARhuCla4rE55ctDNw4j+NZBH0VAnDSWawJZSLRGxsq2JEn4yRG74BePfoTDZjWVdVtVgl1vMPtnESRJQjwcRCKdQ2UZLV7aGPnhR1j0GFMTQ3NNDG09Sd5IejgSxPMOnILKSAjf3HsQ0pNdoiYWHhL7b7kx/I6CLzrESVC5Vulb5rHbbUqio1OiFakAph0ONO6i9uMaLFQ2Agf+RP07EGINi50iFGETdaeoUIhNzyZ2O9hqFqAlPU5DPIqBaB8czooWoI15J9truIIFpwwnVAkpYsOpPgtQP2MpMPyUQB/DFpQIFpCAcLA8KspIJVoAcMSuzXj3F4dhv2kurktFQAwKGMz+WSKIBA1W6uBIqdkh++D7G7oADE+COLO5BleeOIcHyPgoP3yiNdwQKXMYBqAGYhCcKkMAcPoDwA/eGhor1F7nqwSvqtl5vVUx0CtIg9GkWA/6/EMxIBwv33ZE+9hwVrQAYNIBjFj1bALWv83uG45kgRYvKpuY5XE4oWYcW6ion1ze75CPnQqkYsXDQUhuFq1coLYijBohObDcwRIjEURuApJqVxtsEIEoZx+tYEBCRAnAGM49tETQ55FWwjCiI2TcPsoL/yo73KAhWmWaQI6aBoSEibtTRQtgqtBQTc7CMRaMAQDNc8q7rbigII2aBjTNLu/2jEBKU7nr4aIjSNEKx1SF6KOH2O1walZMmHwQs2TueZY7JXUwUNkIfPcF4NuPDPVIfIwgkKJV7lX6CaNUVau2zMESIxFEbma11JSV6FiBFKZyKlqAGogxHJUhI5CiRRiO1kEfg48RUaP1hYIm3r1Mk95AEBizK7DpPfa3G0VrqDH7BOC8l8tvXRTJzewThmayTJ9/uYmWRtEa5kQLAKYfwRIoV7/E/h5u9VkA0DQTuHzrUI/CHGPnD/UIfIww0GS33JPeiQ2V+GhTD+Lh4IiZYA8m9pkyCg2VEZy6sHXIxsCtg2W29FWEg+hCZsQoWnPH1Wn+Ho5hGD4GHz7RGm4od7w7oWWuQLRcKFrDAWN3L/82xJqooajPAlSlqexEawQpWoDaTyufZbeRYTrm4aZk+fBRAlSiVd5V+lalTmsk1WcNJnYbX4vFlx9WNvumEwyWohUbYX2VaivCmNxYiTXb+wGMHCXOR3nh65rDDYNRowVo67Rqhqb3yLBGw1RWX9O6D0tpHAoMlqI1kqyDADtexc9kOFoHffjYyRClepkyT3opEMO3DZpjKEkWAJy6oBV7TqzHl6aXN/iDrIMjRdECtPZB3zroA/AVreGHwajRAoDmeervI03RGgxEq4AffQxAHjplgghwbZktImQdDMXdReAPJWYcCbR9yH4fjtZBHz52MtCksdx2qL0mNyASDGDhpMGPLvfhDF/bczy+tud4+weWiIowm6KOJGVo7vg6PLZ0MwAg6lsHfcAnWsMPg1GjBQBjZrMJtoyRVaM1mBjqJrPzT2fEe/oR5d0OEa2RoGYRZhwFvPJ79vtwTB304WMnA08dLLOiNa2pCkuvOHxEqRg+yoM4tw6OHGVonq9o+dDBJ1rDDTRplAIsxrpcCMeB774IyHkg5PdTGJaIVADzTyv/dkYi0Rq7B+ujltg+ssbtw8cIBakKg7FKL/ZQ8vHFxUi0Du46thbBgIRcXh5RSpyP8sGn28MNRLQiVeW3rDVOA0bvfF24fbgE1WiNJMISCAC7KM2LK0YN7Vh8+PgCgFsH/VV6H4OE+AgkWvFIEAsn1UOSChtw+/hiwl82Gm5omMJqZYaib5OPLyaa5wCQChtZD3cc8kugcQaw+7eHeiQ+fOz0mD6GLcTMGDOCFmR8jGjMbqnBw9iEmS1lDAYrA/5+5kJ09KV5gqaPLzYkWZbloR7EcEZPTw9qa2vR3d2NmppB+rL3tTN1IRy3f6wPH16gr50pQ4GRs3LoY+fHkJx/RwiGYt9s6hrA2NrYkKfe+fhiQJZlbO9LY3S1X97gY3jBzfnX9wAMR1Q1+STLx+CiqsknWT58DDJuvPFGTJo0CbFYDHvvvTfeeeedoR6SJcbVxX2S5WPQIEmST7J8jHj4RMuHDx8+fPgYZNx333249NJLccUVV2DJkiWYN28ejjzySLS3tw/10Hz48OHDh0fwiZYPHz58+PAxyPjTn/6Ec889F2effTZmz56Nm2++GRUVFbjtttuGemg+fPjw4cMj+ETLhw8fPnz4GESk02ksXrwYhx12GL8vEAjgsMMOw5tvvjmEI/Phw4cPH17CTx304cOHDx8+BhHbt29HLpfDmDFjNPePGTMGy5cvN3xOKpVCKpXif/f09JR1jD58+PDho3T4ipYPHz58+PAxzHHVVVehtraW/7S2tg71kHz48OHDhw18ouXDhw8fPnwMIhobGxEMBrF161bN/Vu3bkVzc7Phcy677DJ0d3fznw0bNgzGUH348OHDRwnwrYM2oDZjvk3Dhw8fPgYXdN7d2do9RiIR7LnnnnjhhRdw4oknAgDy+TxeeOEFXHjhhYbPiUajiEbVqGv/2uTDhw8fQwM31yafaNmgt7cXAHybhg8fPnwMEXp7e1FbWzvUw/AUl156Kc4880wsWLAAe+21F6699lr09/fj7LPPdvR8/9rkw4cPH0MLJ9cmn2jZYOzYsdiwYQOqq6uLatTY09OD1tZWbNiwwbZ79HDCSBz3SBwzMHLH7SVG6j7wx11eyLKM3t5ejB07dqiH4jlOPfVUbNu2Db/85S/R1taG+fPn4+mnny4IyDDDF/HaNBLHDPjjHskYqfvAH3d54eba5BMtGwQCAYwfP77k16mpqRnWB40ZRuK4R+KYgZE7bi8xUveBP+7yYWdTskRceOGFplZBO3yRr00jccyAP+6RjJG6D/xxlw9Or01+GIYPHz58+PDhw4cPHz58eAyfaPnw4cOHDx8+fPjw4cOHx/CJVpkRjUZxxRVXaNKiRgJG4rhH4piBkTtuLzFS94E/bh8jFSPxGBiJYwb8cY9kjNR94I97+ECSd7bcXB8+fPjw4cOHDx8+fPgYYviKlg8fPnz48OHDhw8fPnx4DJ9o+fDx/9u797im6v8P4K9xG4hcBC+AAuIVb3i/IJrlvYyvly5GmJpm3wwNJUstTakUzcos71ZaKWpmXuqbmnfTIE1ERU3FS5qCFgqIJuD2+f3Bb9PJbYPtnLPt9Xw89ni47Wznzdz23uf2/hARERERmRkbWkRERERERGbGhhYRKZJKpcLGjRvlDoOIiEiPuYlMwYZWJQwfPhwDBgyQO4xKW7BgAerWrQtXV1d07NgRBw8e1N+XmZmJF154AX5+fnB3d0ebNm2wfv16GaMF9u3bh8jISAQEBJT4hTd8+HCoVCqDS9++feUJ9v8lJCSgffv28PDwQM2aNTFgwACcPn1af/+NGzcwduxYNG7cGG5ubggKCsJrr72GnJwcGaOuvJL+L1QqFdLT0+UOzWTW9jkBrPOzQpVnC7mJnzdpMDcxN0nNGj8nlcGGlp1bu3Yt4uLiMG3aNKSkpKBly5bo06cPrl+/DgAYOnQoTp8+jc2bN+P48eMYNGgQnn32WRw5ckS2mG/fvo2WLVtiwYIFpR7Tt29fZGRk6C+rV6+WMMLi9u7di5iYGCQnJ2P79u0oLCxE7969cfv2bQDA1atXcfXqVXz44YdIS0vDihUrsHXrVowcOVLWuM3h4f+LjIwMhISEyB2WSazxcwJY52eFiJ836TA3MTdJzRo/J5UiqMKGDRsm+vfvL4QQYsuWLSIiIkJ4eXkJHx8f0a9fP5Genq4/9sKFCwKAWL9+vXj00UeFm5ubCAsLE7/++qtM0Rfp0KGDiImJ0V/XaDQiICBAJCQkCCGEcHd3F19//bXBY3x8fMSyZcskjbM0AMSGDRsMbnvw/0Wprl+/LgCIvXv3lnrMt99+K1xcXERhYaGEkZlXWf8XGzduFK1btxZqtVqEhISI6dOnG/ytAMTChQtF3759haurqwgJCRHr1q2TKHJD1v45EcJ6PytkOmvPTfy8yYe5iblJStb6OTEFR7TM5Pbt24iLi8Pvv/+OnTt3wsHBAQMHDoRWqzU47u2338aECROQmpqKRo0aISoqCvfu3ZMl5oKCAhw+fBg9e/bU3+bg4ICePXsiKSkJANC5c2esXbsWN27cgFarxZo1a3D37l08+uijssRsrD179qBmzZpo3LgxRo8ejaysLLlDMqCbduHj41PmMZ6ennBycpIqLMn88ssvGDp0KGJjY3Hy5EksWbIEK1aswIwZMwyOmzp1Kp566ikcPXoU0dHReO6553Dq1ClJY7Xlzwmg/M8KVY615SZ+3uTF3MTcpARK/5yYRO6WnjUrq9X9999/CwDi+PHjQoj7vYaff/65/pgTJ04IAOLUqVNShFvMlStXBIBiPZdvvPGG6NChgxBCiJs3b4revXsLAMLJyUl4enqKbdu2yRFuiVBCb8jq1avFpk2bxLFjx8SGDRtEkyZNRPv27cW9e/fkCfIhGo1G9OvXT0RERJR6zN9//y2CgoLEW2+9JWFk5jds2DDh6Ogo3N3d9Zenn35a9OjRQ8ycOdPg2G+++Ub4+/vrrwMQr7zyisExHTt2FKNHj5Ykdh1b+JwIYZ2fFaoYa85N/LzJh7mJuUlq1vg5MZXtdUfI5OzZs3jnnXfw22+/4Z9//tH3Fl66dAnNmzfXHxcWFqb/t7+/PwDg+vXrCA0NlTZgI02dOhXZ2dnYsWMHqlevjo0bN+LZZ5/FL7/8ghYtWsgdXomee+45/b9btGiBsLAw1K9fH3v27EGPHj1kjKxITEwM0tLSsH///hLvz83NRb9+/dC0aVNMnz5d2uAs4LHHHsOiRYv0193d3REWFoYDBw4Y9BJqNBrcvXsXd+7cQZUqVQAA4eHhBs8VHh6O1NRUSeI2hTV+TgDlf1ao8mwxN/HzZhnMTcxNSqD0z4mp2NAyk8jISAQHB2PZsmUICAiAVqtF8+bNUVBQYHCcs7Oz/t8qlQoAik3hkEr16tXh6OiIa9euGdx+7do1+Pn54dy5c5g/fz7S0tLQrFkzAEDLli3xyy+/YMGCBVi8eLEcYZusXr16qF69OtLT02X/kI4ZMwY//vgj9u3bhzp16hS7/9atW+jbty88PDywYcMGg/eLtXJ3d0eDBg0MbsvLy0N8fDwGDRpU7HhXV1epQjOKvXxOAGV9Vsg8rC038fMmD+amIsxNyqOkz0lFcI2WGWRlZeH06dOYMmUKevTogSZNmuDmzZtyh1UuFxcXtG3bFjt37tTfptVqsXPnToSHh+POnTsAiub8PsjR0VG2xmFF/PXXX8jKytL30spBCIExY8Zgw4YN2LVrV4mVjXJzc9G7d2+4uLhg8+bNivtSN6c2bdrg9OnTaNCgQbHLg++35ORkg8clJyejSZMmksZqL58TQBmfFTIfa8xN/LxJi7nJEHOT8ijhc1IZHNEyg2rVqsHX1xdLly6Fv78/Ll26hEmTJskdllHi4uIwbNgwtGvXDh06dMAnn3yC27dv48UXX4SPjw8aNGiA//73v/jwww/h6+uLjRs3Yvv27fjxxx9lizkvL89gr4sLFy4gNTUVPj4+8PHxQXx8PJ566il9j86bb76JBg0aoE+fPrLFHBMTg8TERGzatAkeHh7IzMwEAHh5ecHNzU2fyO7cuYOVK1ciNzcXubm5AIAaNWrA0dFRttgt4Z133sGTTz6JoKAgPP3003BwcMDRo0eRlpaG999/X3/cunXr0K5dO3Tp0gWrVq3CwYMH8cUXX0gerzV+TgDr/KyQ+VhrbuLnTTrMTYaYmyzPGj8nlSL3IjFr9sILL4innnpKCCHE9u3bRZMmTYRarRZhYWFiz549Bov8dAuOjxw5on/8zZs3BQCxe/du6YN/wGeffSaCgoKEi4uL6NChg0hOTtbfd+bMGTFo0CBRs2ZNUaVKFREWFlasVKjUdu/eLQAUuwwbNkzcuXNH9O7dW9SoUUM4OzuL4OBgMWrUKJGZmSlrzCXFC0AsX768zL8JgLhw4YKssVdGWYvyt27dKjp37izc3NyEp6en6NChg1i6dKn+fgBiwYIFolevXkKtVou6deuKtWvXShR5cdb2ORHCOj8rVHm2kJv4eZMGc1NxzE2WZY2fk8pQCSGEeZtu9qNv375o0KAB5s+fL3coREREAJibiIiUgmu0KuDmzZv48ccfsWfPHoP9C4iIiOTC3EREpCxco1UBI0aMwKFDh/D666+jf//+codDRETE3EREpDCcOkhERERERGRmnDpIRERERERkZmxoERERERERmRkbWkRERERERGbGhhYREcnm4sWLUKlUSE1NlTsUIiIis+YlNrSIrNSePXugUqmQnZ0tdyhkYQkJCWjfvj08PDxQs2ZNDBgwAKdPnzY45u7du4iJiYGvry+qVq2Kp556CteuXdPff/ToUURFRSEwMBBubm5o0qQJ5s2bZ/Ac+/fvR0REBHx9feHm5obQ0FDMnTu33PgeffRRqFSqYpd79+6Z5wUgIqvAvGQ/mJeMw4YWkZV49NFHMW7cOP31zp07IyMjA15eXvIFRZLYu3cvYmJikJycjO3bt6OwsBC9e/fG7du39ceMHz8eP/zwA9atW4e9e/fi6tWrGDRokP7+w4cPo2bNmli5ciVOnDiBt99+G5MnTzbY1Nbd3R1jxozBvn37cOrUKUyZMgVTpkzB0qVLy41x1KhRyMjIMLg4OXEHESJbxrxkv5iXjCSIyCp069ZNxMbGyh0GKcD169cFALF3714hhBDZ2dnC2dlZrFu3Tn/MqVOnBACRlJRU6vO8+uqr4rHHHivzXAMHDhRDhgwp85jy3pvLli0ToaGhQq1Wi8aNG4sFCxbo77tw4YIAIFavXi3Cw8OFWq0WzZo1E3v27CnznEQkP+Yl0mFeKhlHtIiswPDhw7F3717MmzdPP/y9YsUKgykaK1asgLe3N3788Uc0btwYVapUwdNPP407d+7gq6++Qt26dVGtWjW89tpr0Gg0+ufOz8/HhAkTULt2bbi7u6Njx47Ys2ePPH8oGSUnJwcA4OPjA6CoV7CwsBA9e/bUHxMaGoqgoCAkJSWV+Ty65yjJkSNH8Ouvv6Jbt24VjnXVqlV45513MGPGDJw6dQozZ87E1KlT8dVXXxkc98Ybb+D111/HkSNHEB4ejsjISGRlZVX4vERkWcxL9CDmpVKY3DQjIsllZ2eL8PBwMWrUKJGRkSEyMjLEjh07BABx8+ZNIYQQy5cvF87OzqJXr14iJSVF7N27V/j6+orevXuLZ599Vpw4cUL88MMPwsXFRaxZs0b/3C+99JLo3Lmz2Ldvn0hPTxdz5swRarVanDlzRqa/lsqi0WhEv379REREhP62VatWCRcXl2LHtm/fXrz55pslPs+BAweEk5OT2LZtW7H7ateuLVxcXISDg4N49913y42pW7duwtnZWbi7u+svcXFxQggh6tevLxITEw2Of++990R4eLgQ4n7P4axZs/T3FxYWijp16ojZs2eXe24ikgfzEukwL5WOE+iJrICXlxdcXFxQpUoV+Pn5AQD++OOPYscVFhZi0aJFqF+/PgDg6aefxjfffINr166hatWqaNq0KR577DHs3r0bgwcPxqVLl7B8+XJcunQJAQEBAIAJEyZg69atWL58OWbOnCndH0lGiYmJQVpaGvbv31/h50hLS0P//v0xbdo09O7du9j9v/zyC/Ly8pCcnIxJkyahQYMGiIqKwqpVq/Df//5Xf9yWLVvQtWtXAEB0dDTefvtt/X3e3t64ffs2zp07h5EjR2LUqFH6++7du1dsDUd4eLj+305OTmjXrh1OnTpV4b+RiCyLeYl0mJdKx4YWkQ2pUqWKPpkBQK1atVC3bl1UrVrV4Lbr168DAI4fPw6NRoNGjRoZPE9+fj58fX2lCZqMNmbMGPz444/Yt28f6tSpo7/dz88PBQUFyM7Ohre3t/72a9eu6X8A6Zw8eRI9evTAyy+/jClTppR4npCQEABAixYtcO3aNUyfPh1RUVH4z3/+g44dO+qPq127tv7fXl5eaNCggcHz6KpLLVu2zOBxAODo6GjCX05E1op5ybYxL5WNDS0iG+Ls7GxwXaVSlXibVqsFAOTl5cHR0RGHDx8u9gXzYBIkeQkhMHbsWGzYsAF79uzRJxydtm3bwtnZGTt37sRTTz0FADh9+jQuXbpk0CN34sQJdO/eHcOGDcOMGTOMOrdWq0V+fj4AwMPDAx4eHkbHXatWLQQEBOD8+fOIjo4u89jk5GQ88sgjAIp6Fg8fPowxY8YYfS4iUibmJdvEvGQcNrSIrISLi4vBYmFzaN26NTQaDa5fv64faifliYmJQWJiIjZt2gQPDw9kZmYCKOqtc3Nzg5eXF0aOHIm4uDj4+PjA09MTY8eORXh4ODp16gSgaFpG9+7d0adPH8TFxemfw9HRETVq1AAALFiwAEFBQQgNDQUA7Nu3Dx9++CFee+21CsceHx+P1157DV5eXujbty/y8/Px+++/4+bNm4iLi9Mft2DBAjRs2BBNmjTB3LlzcfPmTYwYMaLC5yUiy2Nesl/MS8ZhQ4vIStStWxe//fYbLl68iKpVq+p7/yqjUaNGiI6OxtChQ/HRRx+hdevW+Pvvv7Fz506EhYWhX79+ZoicKmvRokUAivasedDy5csxfPhwAMDcuXPh4OCAp556Cvn5+ejTpw8WLlyoP/a7777D33//jZUrV2LlypX624ODg3Hx4kUARb2EkydPxoULF+Dk5IT69etj9uzZBvPfTfXSSy+hSpUqmDNnDt544w24u7ujRYsWBnvvAMCsWbMwa9YspKamokGDBti8eTOqV69e4fMSkeUxL9kv5iUjmVQ6g4hkc/r0adGpUyfh5uYmAIjly5cXq+7k5eVl8Jhp06aJli1bGtw2bNgw0b9/f/31goIC8c4774i6desKZ2dn4e/vLwYOHCiOHTtm2T+IiIisGvMSUdlUQghR4SYhERERERERFcOpg+XQarW4evUqPDw8oFKp5A6HiMhuCCFw69YtBAQEwMHBQe5wFIW5iYhIHqbkJptvaF25cgUTJ07Eli1bcOfOHTRo0ADLly9Hu3btjHr81atXERgYaOEoiYioNJcvXzYoG0zMTUREcjMmN9l0Q+vmzZuIiIjAY489hi1btqBGjRo4e/YsqlWrZvRz6EpGXr58GZ6enpYKlYiIHpKbm4vAwECTSvfaC+YmIiJ5mJKbbLqhNXv2bAQGBmL58uX62x6u818e3ZQMT09PJjMiIhlwalxxzE1ERPIyJjfZ9KT3zZs3o127dnjmmWdQs2ZNtG7dGsuWLZM7LCIiIiIisnE2PaJ1/vx5LFq0CHFxcXjrrbdw6NAhvPbaa3BxccGwYcNKfEx+fr5+t2mgaHiQiIhMo9EKHLxwA9dv3UVND1d0CPGBowNHpojIuvC7jCrDphtaWq0W7dq1w8yZMwEU7TaelpaGxYsXl9rQSkhIQHx8vJRhEhHZlK1pGYj/4SQycu7qb/P3csW0yKbo29xfxsiIiIzH7zKqLJueOujv74+mTZsa3NakSRNcunSp1MdMnjwZOTk5+svly5ctHSYRkdXTaAWSzmUh/ocTeGVlisEPEwDIzLmL0StTsDUtQ6YIiYiMtzUtA6P5XUaVZNMjWhERETh9+rTBbWfOnEFwcHCpj1Gr1VCr1ZYOjYjIZpTU6/swAUAFIP6Hk+jV1I9Tb4hIsTRagfgfTkKUcB+/y8gUNj2iNX78eCQnJ2PmzJlIT09HYmIili5dipiYGLlDIyKyehqtwLwdZ0ocwSqJAJCRcxcHL9ywfHBERBV08MKNcjuO+F1GxrDpEa327dtjw4YNmDx5Mt59912EhITgk08+QXR0tNyhERFZLY1WYP6udHx54AJy/i00+fHXb5XfKCMikoux31H8LqPy2HRDCwCefPJJPPnkk3KHQURkE7amZWDS98eRfcf0BpZOTQ9XM0ZERGRexn5H8buMymPTUweJiMh8tqZl4JWVKZVqZPl7FZVHJiJSqg4hPvD3ckVpq69U4HcZGYcNLSIiKpducXhlTYtsysXjRKRojg4qTIssqlr98LeV7jq/y8gYbGgREVG5ylscXh4HFbDw+Tbce4aIrELf5v5YNKQN/LwMpwf6ebli0RB+lymRbpuRTalXkHQuCxptSXUjpWXza7SIiKjyKrvoe35UazwRxh8mRNZOoxU4eOEGrt+6i5oeRdPnbHVkp29zf/Rq6mc3f681U+rm0mxoERFRuSq66FsJiY6IzEOpP2YtydFBhfD6vnKHQWXQbS798PiVbnNpOUcg2dAiIqJy6RaHZ+bcLXETzwc93aY2IhpUh5+XG3t/iWyEkn/Mkv1S+ubSXKNFRGTnjJnXXtbicJ1qVZyxeEgbfPhsKwxsUwfh9X3ZyCKyAeX9mAWKfswqYU0M2Relby7NES0iIjul23h4+YELyH5g4+HSpgLpFoc/PHXI280ZL0bUxZjuDdmwIrJBpvyY5TQ7kpLSN5dmQ4uIyA6VtfFwWVOBuDicyP4o/ccs2S+lby7NhhYRkZ3RbTxcmvLmtXNxOJF9UfqPWbJf5a0fVqGoJL9cm0tzjRYRkR0xduNhuee1W4vp06dDpVIZXEJDQ4167Jo1a6BSqTBgwADLBklUSbofs6WNW6tQNOVYrh+zVDFK3HfKVErfXJojWkREdsTUjYc5Fah8zZo1w44dO/TXnZzKT60XL17EhAkT0LVrV0uGRmQWuh+zo1emQAUYjBwo4ccsmc6WSvWXtn7YTwF/DxtaRER2xNSGE6cClc/JyQl+fn5GH6/RaBAdHY34+Hj88ssvyM7OtlxwRGai5B+zZBpbLNWv1PXDbGgREdkRUxpOnApknLNnzyIgIACurq4IDw9HQkICgoKCSj3+3XffRc2aNTFy5Ej88ssvRp0jPz8f+fn5+uu5ubmVjpvIVEr9MUvGU/q+U5WhxPXDbGgREdkIjVaU+wPI2I2HVeBUIGN07NgRK1asQOPGjZGRkYH4+Hh07doVaWlp8PDwKHb8/v378cUXXyA1NdWk8yQkJCA+Pt5MURNVnBJ/zJLxWKpfWmxoERFZuaL9sM5i+YGL5e6HVdZaC51qVZyRMKiF1U0dkcPjjz+u/3dYWBg6duyI4OBgfPvttxg5cqTBsbdu3cILL7yAZcuWoXr16iadZ/LkyYiLi9Nfz83NRWBgYOWCJyK7w1L90mJDi4jIilVkPyxuPGw53t7eaNSoEdLT04vdd+7cOVy8eBGRkZH627RaLYCidV6nT59G/fr1S3xetVoNtVptmaCJyG6wVL+02NAiIrJSpS1o1ilrvj3XWlhGXl4ezp07hxdeeKHYfaGhoTh+/LjBbVOmTMGtW7cwb948jlARkcUpfd8pW8OGFhGRFSprQfODyppvz7UWlTdhwgRERkYiODgYV69exbRp0+Do6IioqCgAwNChQ1G7dm0kJCTA1dUVzZs3N3i8t7c3ABS7nYjIEliqX1psaBERWSHuh6UMf/31F6KiopCVlYUaNWqgS5cuSE5ORo0aNQAAly5dgoODg8xREhHdZ0+l+o0pEmVJbGgREVkh7oelDGvWrCnz/j179pR5/4oVK8wXDBGRkexh+rgSNmVmQ4uIyApxPywiIqoMW54+rpRNmTmfgYjICukWNBvT98j59kREZC/K25QZKCoSpdGWt8q58tjQIiKyQroFzQBKbWx5V3HGYol67YhIHhqtQNK5LGxKvYKkc1mS/Hgk62GP7w9TNmW2NE4dJCKyUqXuh1XFGS92DsGY7g04kkVkw5SwBoWUy17fH0ralJkNLSIiK2YPC5qJqDilrEEhZbLn94eSNmXm1EEiIiunW9Dcv1VthNf3ZSOLyMYpaQ0KKY+9vz/KW8OsgnRFotjQIiIiIrIiSlqDQspj7++PstYwS70pMxtaREQSscdFyURkfkpag0LKo7T3hxy5T7eG2c/LcHqgn5erpNMmuUaLiEgC9roomYjMT0lrUEh5lPT+kDP3KWENs12NaM2aNQsqlQrjxo2TOxQisiM/HcvAKytTik3l0C1K3pqWIVNkRPdxxNV6KGkNCimPUt4fuoIccuY+udcw201D69ChQ1iyZAnCwsLkDoWI7MhPx65izOqUEu+zh0XJZB22pmWgy+xdiFqWjNg1qYhalowus3exE0ChlLQGhZRHCe8Pey/IoWMXDa28vDxER0dj2bJlqFatmtzhEJGd2JqWgVcTj6CsPGLri5JJ+ZTQ62wLpB4RVMoaFFImud8f9l6QQ8cu1mjFxMSgX79+6NmzJ95///0yj83Pz0d+fr7+em5urqXDIyIbpOvNMxYXrZMcyut1VqGo17lXUz+OjpRBrnUoSliDQsol5/tDaQU55GLzDa01a9YgJSUFhw4dMur4hIQExMfHWzgqIrI1Gq0wSGZaIcrszXsYF62THEzpdQ6v7ytdYFZE7o1hdWtQiEoi1/tDSQU55CTJ1MGvvvoK//vf//TX33zzTXh7e6Nz5874888/LXbey5cvIzY2FqtWrYKrq3H/kZMnT0ZOTo7+cvnyZYvFR0S2oaT1LTGrSl6XVRIuWpfW1q1bsX//fv31BQsWoFWrVnj++edx8+ZNGSOTHnudK4frUMgcbLEQjVIKcshNkobWzJkz4ebmBgBISkrCggUL8MEHH6B69eoYP368xc57+PBhXL9+HW3atIGTkxOcnJywd+9efPrpp3BycoJGoyn2GLVaDU9PT4MLEVFpSlvfkv1vodHPwUXr0nrjjTf008KPHz+O119/HU888QQuXLiAuLg4maOTFnudK4frUKiybLUQjRIKciiBJFMHL1++jAYNGgAANm7ciKeeegovv/wyIiIi8Oijj1rsvD169MDx48cNbnvxxRcRGhqKiRMnwtHR0WLnJiLb9OAUwepV1Zi++USJvdnGcFAB86O4aF1qFy5cQNOmRT8A1q9fjyeffBIzZ85ESkoKnnjiCZmjk5au1zkz526J72MVihbP23qvc0VxRJAqQ+5pp5amK8jx8PpFPzvaQ1KShlbVqlWRlZWFoKAg/Pzzz/oeQ1dXV/z7778WO6+HhweaN29ucJu7uzt8fX2L3U5EVJ6SFrxXxvyo1ngizPYTjdK4uLjgzp07AIAdO3Zg6NChAAAfHx+7K4Ck63UevTIFKsDgB5899TpXFEcEqaLspRCNvRdskaSh1atXL7z00kto3bo1zpw5o+8xPHHiBOrWrStFCERElVJaz6MxvN2cDaYSSlGNjErXpUsXxMXFISIiAgcPHsTatWsBAGfOnEGdOnVkjk567HWuOI4IUkXZUyEaey7YIklDa8GCBZgyZQouX76M9evXw9e36MU+fPgwoqKipAhBb8+ePZKej4isX1k9j8ZY8HwbODio7LI3T4nmz5+PV199Fd999x0WLVqE2rVrAwC2bNmCvn37yhydPOy917miOCJIFcVpp/ZBJYSw/tImFpSbmwsvLy/k5OSwMAaRnUo6l4WoZckmP07Xm71/Ynf+0KoAfv+Wjq+Nssi1jxZZL2PzyupRnex2NEipTPn+lWwfrV9++QVLlizB+fPnsW7dOtSuXRvffPMNQkJC0KVLF6nCICIyWUV6FNmbrWznzp3D8uXLce7cOcybNw81a9bEli1bEBQUhGbNmskdHlkZjgiSqTjt1D5IUt59/fr16NOnD9zc3JCSkoL8/HwAQE5ODmbOnClFCEREFVaRhex+Xq5WXzHKVu3duxctWrTAb7/9hu+//x55eXkAgKNHj2LatGkyR0fWSrcOpX+r2giv78tGFpWJ5c/tgyQNrffffx+LFy/GsmXL4OzsrL89IiICKSnGb+pJRCQHYzdeXDWyI+Y91wqrR3XC/ond2chSqEmTJuH999/H9u3b4eLior+9e/fuSE42fYooEVFF6ArR+HkZduaxo852SDJ18PTp03jkkUeK3e7l5YXs7GwpQiAiqjBjF7xHNKwuQ3RkquPHjyMxMbHY7TVr1sQ///wjQ0REZK847dS2STKi5efnh/T09GK379+/H/Xq1ZMiBCKiSmHPo+3w9vZGRkZGsduPHDmir0BIRCQVTju1XZKMaI0aNQqxsbH48ssvoVKpcPXqVSQlJWHChAmYOnWqFCEQEUGjFZXqNWTPo2147rnnMHHiRKxbtw4qlQparRYHDhzAhAkT9JsXExERVZYkDa1JkyZBq9WiR48euHPnDh555BGo1WpMmDABY8eOlSIEIrJzW9MyMH3zSWTmPrAhq6crpv/HtPLL9rzxoq2YOXMmYmJiEBgYCI1Gg6ZNm0Kj0eD555/HlClT5A6PiIhshKT7aBUUFCA9PR15eXlo2rQpqlatKtWpK4x7lRBZv61pGXhlZemFdxZz6p8iWfr799KlS0hLS0NeXh5at26Nhg0bmvwc06dPR3x8vMFtjRs3xh9//FHi8cuWLcPXX3+NtLQ0AEDbtm0xc+ZMdOjQwaTzMjcREclDkftoAYCLiwuaNm0q5SmJyM4V3NNiwrpjZR4z+fvj6NXUj1MA7UxQUBCCgoIq/TzNmjXDjh079NednEpPrXv27EFUVBQ6d+4MV1dXzJ49G71798aJEye4PoyIyMZI0tB67LHHoFKV/gNm165dUoRBRHZma1oGJn9/HHn598o87uadQiSfz0JEA1YNtAcjRowo8/4vv/zSpOdzcnKCn5+fUceuWrXK4Prnn3+O9evXY+fOnVwfRkRkYyRpaLVq1crgemFhIVJTU5GWloZhw4ZJEQIR2ZmtaRkYvTIFxs6NTjrHhpa9uHnzpsH1wsJCpKWlITs7G927dzf5+c6ePYuAgAC4uroiPDwcCQkJRo+U3blzB4WFhfDx8SnzuPz8fOTn5+uv5+bmmhwnERFJS5KG1ty5c0u8ffr06cjLy5MiBCKyIxqtQPwPJ41uZBWRbLkqyWzDhg3FbtNqtRg9ejTq169v0nN17NgRK1asQOPGjZGRkYH4+Hh07doVaWlp8PDwKPfxEydOREBAAHr27FnmcQkJCcXWghERkbJJWgzjYenp6ejQoQNu3LghVwjl4oJjIuuTdC4LUcuSTXrMqpEdueGwwkj9/Xv69Gk8+uijJe6xZazs7GwEBwfj448/xsiRI8s8dtasWfjggw+wZ88ehIWFlXlsSSNagYGBzE1EVqiyW42QvBRbDONhSUlJcHV1Lf9AIiITXL91t/yDHuBdxRmdWLLd7p07dw737pW9nq883t7eaNSoEdLT08s87sMPP8SsWbOwY8eOchtZAKBWq6FWqysVGxHJb2taBuJ/OImMnPt5yt/LFdMiTdtqhKyDJA2tQYMGGVwXQiAjIwO///47NywmIrOr6WFaB86sQS3Ym2hH4uLiDK7rctL//ve/Sq8bzsvLw7lz5/DCCy+UeswHH3yAGTNmYNu2bWjXrl2lzkdE1qO0tcOZOXcxemUKFnGrEZsjSUPLy8vL4LqDgwMaN26Md999F71795YiBCKyIx1CfODv5YrMnLtlrrzy81Rj+n+aMbHZmSNHjhhcd3BwQI0aNfDRRx+VW5HwYRMmTEBkZCSCg4Nx9epVTJs2DY6OjoiKigIADB06FLVr10ZCQgIAYPbs2XjnnXeQmJiIunXrIjMzEwBQtWpVq9hbkqgy7HnKXFlrhwUAFYD4H05yqxEbI0lDa/ny5VKchogIAODooMK0yKYYvTIFKpRc5mJ8z4YY070hE5od2r17t9me66+//kJUVBSysrJQo0YNdOnSBcnJyahRowaAok2RHRwc9McvWrQIBQUFePrppw2eZ9q0aZg+fbrZ4iJSGnufMnfwwg2Dv/1hAkBGzl0cvHAD4ZzKbjNkXaNFRGQpfZv7Y9GQNnad2Mny1qxZU+b9e/bsMbh+8eJFywVDpFCcMmf82mFT1xiTslmsoVWtWrUyNyl+kJKrDhKR9erb3B+9mvrZ7VQVuq9169ZG56SUlBQLR0NkPzhlroixa4dNXWNMymaxhtYnn3xiqacmIhtnznn8jg4qTsMgDBgwQO4QiOwSp8wVKW/tsAqAn1dRviPbYbGGVmUrNxGR/dFoBebvOovlBy4i+99C/e2c7keVNW3aNLlDUAxzdWQorbCB0uKhIpwyV6SstcO6d+m0yKZ8z9oYyddo3b17FwUFBQa3cbNFItqaloFJ3x9H9p3CYvfZ0zx+IksyV0ECpRU2UFo8dB+nzN1X2tphP75XbZZKCFFW9WOzuH37NiZOnIhvv/0WWVlZxe7XaDSWDqHCTNn9mYgqprSF0g/STavYP7E7e/zshKW+fzUaDebOnYtvv/0Wly5dKtb5Zw3rhivy2pT2OdN9moztyDDX85iL0uIhQxqtQJfZu8qdMmdP3+0cfbVupnz/OpR5r5m8+eab2LVrFxYtWgS1Wo3PP/8c8fHxCAgIwNdffy1FCESkUGUtlH7Qg/P4iSojPj4eH3/8MQYPHoycnBzExcVh0KBBcHBwsNkS6+UVJACKChJotGV/Es31POaitHioON2UOeB+41fHXqfM6dYO929VG+H1fe3qb7c3kjS0fvjhByxcuBBPPfUUnJyc0LVrV0yZMgUzZ87EqlWrpAiBiBSqvIXSD7P1efxkeatWrcKyZcvw+uuvw8nJCVFRUfj888/xzjvvIDk5We7wLMKUggRSPI+5KC0eKpluypyfl+H0QD8vV444molGK5B0LgubUq8g6VwWOxcUQpI1Wjdu3EC9evUAFK3H0k3L6NKlC0aPHi1FCESkUKY2nOxhHj9ZVmZmJlq0aAEAqFq1KnJycgAATz75JKZOnSpnaBZjroIESitsoLR4qHTcbsNyuEZRuSQZ0apXrx4uXLgAAAgNDcW3334LoGiky9vbW4oQiEihTGk4+bP0LZlBnTp1kJGRAQCoX78+fv75ZwDAoUOHoFar5QzNYsxVkEBphQ2kjIcjBpXHKXPmp1uj+PDIrq6I1Na0DJkiI0CiEa0XX3wRR48eRbdu3TBp0iRERkZi/vz5KCwsxMcffyxFCEQkA2MW/Ja3t8iD7G0eP1nGwIEDsXPnTnTs2BFjx47FkCFD8MUXX+DSpUsYP3683OFZhLn28FHaXkBSxcMRA1IibgatfJJUHXzYn3/+icOHD6NBgwYICwuz2HkSEhLw/fff448//oCbmxs6d+6M2bNno3HjxkY/B6sOElWMKT9MdD1yAEpMGN5VnDFrUAv+oLEzUn3/Jicn49dff0XDhg0RGRlpsfOYU2WqDgIl7+FjatXByj6PuVg6HlY1JKVKOpeFqGXlrytdPaqTTW8GLTXFVR28fPmywfXg4GAMGjTIoo0sANi7dy9iYmKQnJyM7du3o7CwEL1798bt27ctel4ie2fqVIbSFkp7V3HG+J6NcHhKL/6QIbO5e9fwfdmpUyfExcVZTSOrosxVkEBphQ0sGQ+rGpKScY2i8kkyouXo6IguXbpgyJAhePrpp1GtWjVLn7JEf//9N2rWrIm9e/fikUceMeoxHNEiMo1uz5TSKoGVtWcK9xahB1nq+9fT0xMDBw7EkCFD0KNHDzg4SNLnaFaVeW3M9TlT2ufVEvFwxICUjO9PeZjy/SvJGq3ff/8diYmJePfddzF27Fj07dsXQ4YMQWRkpKQLj3WVpXx8Sp+rnZ+fj/z8fP313Nxci8dFZEtMKbf88Be/bqE0kSV99dVXSExMRP/+/eHl5YXBgwdjyJAhaNeundyhScJcnzOlfV4tEQ9HDKShtEa7tVDamkkqTpJuvNatW2POnDm4dOkStmzZgho1auDll19GrVq1MGLECClCgFarxbhx4xAREYHmzZuXelxCQgK8vLz0l8DAQEniI7IV/GFCSjdw4ECsW7cO165dw8yZM3Hy5El06tQJjRo1wrvvvit3eKQgSquyaIu2pmWgy+xdiFqWjNg1qYhalowus3exWp4RuBm08kk6X0KlUuGxxx7DsmXLsGPHDoSEhOCrr76S5NwxMTFIS0vDmjVryjxu8uTJyMnJ0V8eXl9GRGXjDxOyFh4eHnjxxRfx888/49ixY3B3d0d8fLzcYZGC6EYMSvuZqgK3nagMliavPKWtmSRDkkwd1Pnrr7+QmJiIxMREpKWlITw8HAsWLLD4eceMGYMff/wR+/btQ506dco8Vq1W2+w+KkRS4FQGshZ3797F5s2bkZiYiK1bt6JWrVp444035A6LFEQ3YjB6ZQpUKLmqIUcMKoalyc2Hm0ErlyQNrSVLliAxMREHDhxAaGgooqOjsWnTJgQHB1v0vEIIjB07Fhs2bMCePXsQEhJi0fMREX+YkPJt27YNiYmJ2LhxI5ycnPD000/j559/NrpIEtkX3YjBw9tV+HEfrUoxdj3vigMXMDwihDmjHEpbM0lFJKk6GBgYiKioKERHR6Nly5aWPp3eq6++isTERGzatMlg7ywvLy+4ubkZ9RysOkhUMdzgkyrLUt+/VapUwZNPPono6Gg88cQTcHZ2NttzS4W5SXos2GBem1KvIHZNqlHHMneQkpjy/StJQ0sIAZVK+i+j0s65fPlyDB8+3KjnYDIje1bZHxb8YUKVYanv31u3bsHDw8NszycH5iaydsaWJge4OTQpi+LKu8vRyAKKGnhEVDHmGJHiVAZSImtvZBHZgvLW8z6Ia7bIWlnfLo1EZHGsBEVE5qLRCiSdy8Km1CtIOpcFjZadoFR2afKSPLgHI5G1kLTqIBEpz8PT+9oGV2MlKCIyC67VpLKUVmikLNyDkawJG1pEdmxrWgambz6JzNz7iataFWfcvFNY6mMe7FXktEAiKo1uZPzhThvdyDjX2xBwvzT5igMX8N7/TpV7vFx7MHLNMVUEG1pEdmprWgZeWZlS7PayGlkPYq8iEZWGeySRKRwdVBgeEYLP919Q5B6MHJmlipJ1jdapU6dQr149OUMgsiu6tRIbUv7ChHXHKvVccvUqElXG0aNH8f7772PhwoX4559/DO7Lzc3FiBEjZIrMthi7RxLX25BOWWu25NyDkWuWqTJkbWgVFBTgzz//lDMEIruxNS0DEbN2ImpZMsZ/exR5+fcq9DwqFPXkydGrSFQZP//8Mzp06IA1a9Zg9uzZCA0Nxe7du/X3//vvv/jqq69kjNB2GDvizZFxepBuzZafl2FHnp+XqyxTTcsbmQWKRmZZ4IVKY9Gpg3FxcWXe//fff1vy9ET0/0qbJmgqOXsViSpr+vTpmDBhAmbMmAEhBObMmYP//Oc/WLduHfr27St3eDbF2BFvjozTw3RrtpSwHsqUkVmuWaaSWLShNW/ePLRq1arUzbzy8vIseXoiQlGP3KTvj1fosVXVjsjL1+iv+3FOOlmxEydO4JtvvgFQtL/jm2++iTp16uDpp5/GmjVr0L59e5Ofc/r06YiPjze4rXHjxvjjjz9Kfcy6deswdepUXLx4EQ0bNsTs2bPxxBNPmHxuJStvjyQ519uQ8illD0aOzFJlWbSh1aBBA4wfPx5Dhgwp8f7U1FS0bdvWkiEQ2S1dhaRfzl5HtpEFLh626Pm2cHJykL1Xkcgc1Go1srOzDW57/vnn4eDggMGDB+Ojjz6q0PM2a9YMO3bs0F93cio9tf7666+IiopCQkICnnzySSQmJmLAgAFISUlB8+bNK3R+JdKttxm9MgUqwKCxxZFxshYcmaXKsmhDq127djh8+HCpDS2VSgUhOK+VyJw0WoH5u85i+YGLyP63Yg0sAPCu4ozODavzhxDZjFatWmH37t3FOviee+45CCEwbNiwCj2vk5MT/Pz8jDp23rx56Nu3L9544w0AwHvvvYft27dj/vz5WLx4cYXOr1Sl7ZHEkXGyFhyZpcqyaEPro48+Qn5+fqn3t2zZElqt1pIhENmVrWkZmPT98QqPYD1o1qAWbGSRTRk9ejT27dtX4n1RUVEQQmDZsmUmP+/Zs2cREBAAV1dXhIeHIyEhAUFBQSUem5SUVGz9cp8+fbBx48Yyz5Gfn2+QT3Nzc02OUw5KWm9DZCqOzFJlqQSHlMqUm5sLLy8v5OTklLrWjEgJStsc1FR+nmpM/08z9jaT7Kzh+3fLli3Iy8tD48aNkZGRgfj4eFy5cgVpaWnw8PAodryLiwu++uorREVF6W9buHAh4uPjce3atVLPU9JaMACKfm2IbAX30aIHmZKbuGExkQ0oqwStMaqqnfBe/2bw83JjbzORCR5//HH9v8PCwtCxY0cEBwfj22+/xciRI812nsmTJxuMhOXm5iIwMNBsz09EpePILFUUG1pENqC8ErTl+fCZMPbKEZmBt7c3GjVqhPT09BLv9/PzKzZyde3atXLXeKnVaqjVarPFSUSmUUolRLIusm5YTETmUdHSsv5erlgswyaQRLYqLy8P586dg79/yZ+p8PBw7Ny50+C27du3Izw8XIrwiIhIQhzRIrIBppSW9XF3xtQnm8HPk1MfiCprwoQJiIyMRHBwMK5evYpp06bB0dFRvwZr6NChqF27NhISEgAAsbGx6NatGz766CP069cPa9aswe+//46lS5fK+WcQ2Q3d1iecAkhSkGRE691338WdO3eK3f7vv//i3XfflSIEIpumK0FrTKqYObAFBraujfD6vkwuZJfMmZP++usvREVFoXHjxnj22Wfh6+uL5ORk1KhRAwBw6dIlZGRk6I/v3LkzEhMTsXTpUrRs2RLfffcdNm7caFN7aBEp1da0DHSZvQtRy5IRuyYVUcuS0WX2LmxNyyj/wUQVIEnVQUdHR2RkZKBmzZoGt2dlZaFmzZrQaDSWDqHCrKHqFdkmU3vddFUHAZRYFMO7ijNmDWrBaYJkNSz1/WvNOUmHuYnINKVV5tVl1UWcRk9GUlzVQSEEVKriPxCPHj0KHx9u8kb0sIqUki1tc1DvKs54sXMIxnRvwBEsIjAnEdmbsirzChQ1tuJ/OIleTf2YJ8msLNrQqlatGlQqFVQqFRo1amSQ2DQaDfLy8vDKK69YMgQiq1Nar1tmzl2MXplSZq8bS9ASlY45icg+lVeZVwDIyLmLgxdusLIgmZVFG1qffPIJhBAYMWIE4uPj4eXlpb/PxcUFdevWZaUlogeYo9eNJWiJSsacZL1YwIAqw9jKvBWt4FsZfG/bNos2tIYNGwYACAkJQUREBJycWOSQqCzsdSOyHOYk61SRqdREDzK2Mq8pFXzNge9t2ydJ1UEPDw+cOnVKf33Tpk0YMGAA3nrrLRQUFEgRApFVUHKvG5GtYE4yH41WIOlcFjalXkHSuSxotOatr6WbSv1wB5RuKjWrxZExyqvMq0JRA6dDiHRrNPnetg+SNLT++9//4syZMwCA8+fPY/DgwahSpQrWrVuHN998U4oQiKyCUnvdiGwJc5J5WLpUdnlTqYGiqdTmbtyR7XF0UGFaZFMAKNbY0l2fFtlUsil79vLetnRHjDWQpKF15swZtGrVCgCwbt06dOvWDYmJiVixYgXWr18vRQhEVkGJvW5EtoY5qfKk6I03ZSo1UXl0lXn9vAw7Kv28XCUv7W4P723uWVZEsvLuWq0WALBjxw48+eSTAIDAwED8888/UoRAZBV0vW6jV6ZABcP9sOTodSOyRcxJlSNVqWxOpSZzU0plXlt/b1emerKtkWREq127dnj//ffxzTffYO/evejXrx8A4MKFC6hVq5YUIRBZDSX1uhHZIuakypGqN55TqckSdJV5+7eqjfD6vrJ0XNrye9tepkUaS5IRrU8++QTR0dHYuHEj3n77bTRo0AAA8N1336Fz585ShEBkVZTS60Zki5iTKkeq3njdVOrMnLsl/mhToagDSuqp1CzHTZWl1Pe2ObB6siFJGlphYWE4fvx4sdvnzJkDR0dHKUIgsjrcD4vIMpiTKkeq3nglTqU2thw3G2NUFiW+t83F1qdFmkqSqYOlcXV1hbOzs5whEBERAWBOMpaURXuUNJXa2AIgLAJAxlDSe9ucbHlaZEVIMqKl0Wgwd+5cfPvtt7h06VKxfUpu3LBsVZUFCxZgzpw5yMzMRMuWLfHZZ5+hQ4cOFj0nEREpk9w5ydpJ3RuvhKnUxhYA0WoFYhKPsAiAGdjDqKAS3tvmZsvTIitCkhGt+Ph4fPzxxxg8eDBycnIQFxeHQYMGwcHBAdOnT7foudeuXYu4uDhMmzYNKSkpaNmyJfr06YPr169b9LxERKRMcuYkWyF1b7zcBQyMXXcyZVMaiwCYgT2NCsr93jY3pe1ZJjeVEMLin/j69evj008/Rb9+/eDh4YHU1FT9bcnJyUhMTLTYuTt27Ij27dtj/vz5AACtVovAwECMHTsWkyZNKvfxubm58PLyQk5ODjw9PS0WJxERGbLU96+cOclclJKb7GHUAQA2pV5B7JpUszzX6lGduP62DKWVBte9qzgqaB2MXc9ojUz5/pVk6mBmZiZatGgBAKhatSpycnIAAE8++SSmTp1qsfMWFBTg8OHDmDx5sv42BwcH9OzZE0lJSSU+Jj8/H/n5+frrubm5FouPiIikJ1dOskX2UrTHnOtJ7KUIQEVItUcbWZ4tTousCEmmDtapUwcZGUXDvfXr18fPP/8MADh06BDUarXFzvvPP/9Ao9EU2xelVq1ayMzMLPExCQkJ8PLy0l8CAwMtFh9ZF41WIOlcFjalXkHSuSxO/yCyUnLlJLJexhQA8XV3Meq57KUIQEVItUcbScPWpkVWhCQNrYEDB2Lnzp0AgLFjx2Lq1Klo2LAhhg4dihEjRkgRgtEmT56MnJwc/eXy5ctyh0QKYE/zxYlsnTXlJFIGY9advNe/uWTVGG0VS4OTrZFk6uCsWbP0/x48eDCCg4Px66+/omHDhoiMjLTYeatXrw5HR0dcu3bN4PZr167Bz8+vxMeo1Wr2aJKB0uaLs4oUkXWSKyeRddMVAHl43YnfA+tOHBxgk3sjSYWlwckS5FxLKklD62GdOnVCp06dLH4eFxcXtG3bFjt37sSAAQMAFBXD2LlzJ8aMGWPx85P143xxItsnVU4i61feuhNjGmNUOpYGJ3OTuyiHJA2thIQE1KpVq9iUjC+//BJ///03Jk6caLFzx8XFYdiwYWjXrh06dOiATz75BLdv38aLL75osXOS7TBlvrg9LAgnsgVy5iRbZS/VB4HyC4CwCEDFSb1HG9k2JcxIkmSN1pIlSxAaGlrs9mbNmmHx4sUWPffgwYPx4Ycf4p133kGrVq2QmpqKrVu3FiuQQVQSzhcnsj1y5iRbxDWsxbEIQMVJvUcb2abyZiQB0uxrJ1l5d3//4h+MGjVq6Cs/WdKYMWM4VZAqhPPFiWyP3DnJliihx5hsD0cFqbKUMiNJkhGtwMBAHDhwoNjtBw4cQEBAgBQhEJWovJLtxpT0ZRUpIuvCnGQeSukxJtvEUUGqDKXMSJJkRGvUqFEYN24cCgsL0b17dwDAzp078eabb+L111+XIgQiAxqtwPxd6Vh+4AKy/y3U3/7wAknOFyeyPcxJ5qGUHmMioocpZUaSJA2tN954A1lZWXj11VdRUFAAAHB1dcXEiRMxefJkKUIg0tualoFJ3x9H9p3CYveVNN2FVaSIbAtzknkopceYiOhhSqlgqRJCSDamn5eXh1OnTsHNzQ0NGza0iv2qcnNz4eXlhZycHHh6esodDlXS1rQMvLIypcxjdB++/RO7G4xU2VNVLSIlsPT3rzXmJB0l5Kakc1mIWpZc7nGrR3XiiBYRSU63hhQoeUZSRdeQmvL9K8kaLZ3MzEzcuHED9evXh1qthoRtPCL9eoLyPDjd5UGcL05kW5iTKodrWIlIyZRQwVKSqYNZWVl49tlnsXv3bqhUKpw9exb16tXDyJEjUa1aNXz00UdShEF2rrz1BA/jdBci22TvOclco/Ncw0pESid3BUtJRrTGjx8PZ2dnXLp0CVWqVNHfPnjwYGzdulWKEIhMbjixZDuRbbJUTpo1axZUKhXGjRtX5nGffPIJGjduDDc3NwQGBmL8+PG4e1eajh1z73mlhB5jIqKyyDkjSZIRrZ9//hnbtm1DnTp1DG5v2LAh/vzzTylCIDKp4cTpLkS2yxI56dChQ1iyZAnCwsLKPC4xMRGTJk3Cl19+ic6dO+PMmTMYPnw4VCoVPv744wqd21iW2vNK7h5jrp8lIqWSpKF1+/Ztg15DnRs3bljV4mOybuVVoNFRgdNdiGyZuXNSXl4eoqOjsWzZMrz//vtlHvvrr78iIiICzz//PACgbt26iIqKwm+//WbyeU1R3p5XKhTtedWrqV+FpxHKUfBia1pGsYqwD2/TQUQkF0mmDnbt2hVff/21/rpKpYJWq8UHH3yAxx57TIoQyEaVt+Hwg3TrCQCUuni7WhVnTnchsnHmzkkxMTHo168fevbsWe6xnTt3xuHDh3Hw4EEAwPnz5/HTTz/hiSeeKPNx+fn5yM3NNbiYwpQ9r6yFboTu4b9LN0JX0emQRETmIsmI1gcffIAePXrg999/R0FBAd58802cOHECN27cwIEDB6QIgWxQRXoyS9sTy9vNGS9G1MWY7g05kkVk48yZk9asWYOUlBQcOnTIqOOff/55/PPPP+jSpQuEELh37x5eeeUVvPXWW2U+LiEhAfHx8SbF9iBb2/PK0iN0RETmIElDq3nz5jhz5gzmz58PDw8P5OXlYdCgQYiJiYG/P0cOyDQarcD8XWcxd8fZYvcZs9ZA7vUERCQvc+Wky5cvIzY2Ftu3b4erq3FrQPfs2YOZM2di4cKF6NixI9LT0xEbG4v33nsPU6dOLfVxkydPRlxcnP56bm4uAgMDjY7V2DWq1lIEyJQROu7hRURysXhDq7CwEH379sXixYvx9ttvW/p0ZOO2pmVg+uaTyMwtOcEa25Mp13oCIpKXOXPS4cOHcf36dbRp00Z/m0ajwb59+zB//nzk5+fD0dHR4DFTp07FCy+8gJdeegkA0KJFC9y+fRsvv/wy3n77bTg4lDyjX61WV2pNc3lrVHUbtVtLESBbG6EjIttk8TVazs7OOHbsmKVPQ3ZANx+/tEaWjjWuNSAiaZgzJ/Xo0QPHjx9Hamqq/tKuXTtER0cjNTW1WCMLAO7cuVOsMaU7zpIbJpe1RtUa97yytRE6IrJNkhTDGDJkCL744gspTkU2RlfsYsORK3hrw/EyqwU+jD2ZRFQSc+UkDw8PNG/e3ODi7u4OX19fNG/eHAAwdOhQTJ48Wf+YyMhILFq0CGvWrMGFCxewfft2TJ06FZGRkSU2zMzJlva80o3QldYsVIHbdBBRcaYUUTMHSdZo3bt3D19++SV27NiBtm3bwt3d3eB+S+8dQtappGIXpmBPJhGVRMqcdOnSJYMRrClTpkClUmHKlCm4cuUKatSogcjISMyYMcNs5yyLraxR1Y3QjV6ZAhVg0AlnjSN0RGR5cmwHoRKWnKvw/8oql6tSqbBr1y5Lh1Bhubm58PLyQk5ODjw9PeUOxy4UFbtIx9wdZyr0eN1ag/0TuzPJElkxS33/WnNO0mFuKsJ9tIjIGKVt2K77lWjKqL4p37+SjGjt3r1bitOQDSgqdnECmbn5lXoe9mQSUWmYk2yHrYzQEZHlyLkdhCQNrQf99ddfAIA6depIfWpSuNJ6G0zh56nG9P80Y08mERmFOcn6sYosEZVFzu0gJCmGodVq8e6778LLywvBwcEIDg6Gt7c33nvvPWi1WilCIIUrq7fBWON7NsKBST3YyCKiMjEnERHZDzm3g5BkROvtt9/GF198gVmzZiEiIgIAsH//fkyfPh13796VbBEwKVd5vQ1l4Xx8IjIFcxIRkf2QczsISRpaX331FT7//HP85z//0d8WFhaG2rVr49VXX2VSI5N6EVQAfNxdMKVfE/h5uXE+PhGZhDnJNBqt4BooIrJacm7YLklD68aNGwgNDS12e2hoKG7c4KayZHovwoyBzTmCRUQVwpxkPFb1IyKpmbtzR87tICRZo9WyZUvMnz+/2O3z589Hy5YtpQiBFK68zSd1/K1wY00iUhbmJOPoChQ9PK07M+cuRq9Mwda0DJkiI1sj9SaypFxb0zLQZfYuRC1LRuyaVEQtS0aX2bsq/X0j14btkuyjtXfvXvTr1w9BQUEIDw8HACQlJeHy5cv46aef0LVrV0uHUGHcq0Q6uqQOoMSh3fE9G2JM94acskJkJyz1/WvNOUnH0rlJoxXoMntXqWtnuV8hmQtHTUmnvOrTC59vjSfCAip1DnOMlpny/SvJiFa3bt1w5swZDBw4ENnZ2cjOzsagQYNw+vRpq0hoJI3Sehv8vVyxeEgbxPZsxIRORJXGnFQ+U8ohE1UUR01Jx5jq02NWH8FPxyr3ntBtB9G/VW2E1/e1+O9Ki67ROn/+PEJCQqBSqRAQEMAFxlQubj5JRJbCnGQ8Ocshk32QcxNZUh5jqk9rBfBqYgoWO1jPEhKLjmg1bNgQf//9t/764MGDce3aNUuekmRkrjnWUvc2EJF9YE4ynpzlkMk+cNSUHmRKp038DyetZh2fRRtaDy//+umnn3D79m1LnpJkYqnFi0RE5sKcZLzyChSpUDSt2xLlkMk+cNSUHmRKp401NcAlWaMlh4sXL2LkyJEICQmBm5sb6tevj2nTpqGgoEDu0GwO51gTEdkWXTlkAMUaW5Yuh0z2gaOm9CBd546xrKUBbtGGlkqlgkqlKnabFP744w9otVosWbIEJ06cwNy5c7F48WK89dZbkpzflj04RfBA+j+YvvlEqXOsAesa4iUi2yVnTrJGcpVDJvvAUVN60IOdO8awlga4Rcu7Ozg44PHHH4darQYA/PDDD+jevTvc3d0Njvv+++8tFYKBOXPmYNGiRTh//rzRj2F59/s0WoH5u9Kx/MAFZP9baNJjV4/qhPD6vhaKjIhskbm/f5WWkypDytxk7s1DiXRK29ZF9+5ig97+/HTsKsasPoLS+ueVsLWEKd+/Fq06OGzYMIPrQ4YMseTpypWTkwMfn7J7RvLz85Gfn6+/npuba+mwrMLWtAxM+v44su+Y1sDSsZYhXiKyXUrLSdZCV6CIyNx0o6YP76Plx3207NYTYQGYDxVeTUwpdp81Tlu2aENr+fLllnx6k6Snp+Ozzz7Dhx9+WOZxCQkJiI+Plygq67A1LQOvrCz+hjeFtQzxEpHtUlJOIqIi3NaFHvZEmD8WO9hGA9yiUwctYdKkSZg9e3aZx5w6dQqhoaH661euXEG3bt3w6KOP4vPPPy/zsSWNaAUGBtrV1MEHp4lUd1fj9XVHkZlbsREpJQzxEpF14tTt0vG1ISJbp9Rpy4qZOmgJr7/+OoYPH17mMfXq1dP/++rVq3jsscfQuXNnLF26tNznV6vV+vn79mhrWgambz6BzNz88g8uhzUO8RIRERGR/Gxh2rLVNbRq1KiBGjVqGHXslStX8Nhjj6Ft27ZYvnw5HBxstpq9WZhjiuCDrHGIl4jI3im1F5mIyNpYXUPLWFeuXMGjjz6K4OBgfPjhh/j777/19/n5+ckYmTJptAKTvj9eqefw93LFh0+3xD+385mciYis0Na0jGLrIvzZaUZEVCE229Davn070tPTkZ6ejjp16hjcZ2XL0iSRfC6rwhUFgaJpgtMimyKiYXXzBUVERJLRldp+OEPqNp83ttQ2R8SIiIrYbENr+PDh5a7lovuSzv9T4cdWq+KMhEEt2NtJRGSlNFqB+B9Olrr5vApFm8/3aupXZqOJI2IkBTbmzYuvp+XYbEOLTGX6B8rbzRkvRtTFmO4N+YEkIrIiD/+w0mqFQePoYQJARs5dHLxwo9TF6eYaESMqCxvz5sXX07LY0CIAQHh9X8zfnV7ucW8/0QQ1PdXs8SAislIl/bDydnM26rGlbT5vrhExorKwMW9efD0tj2X4CADQqZ4vvKuUnWirVXHGiC4h6N+qNsLr+zJZEhFZGd0Pq4dHr7L/NW6Nbmmbzx+8cMPoETGiiiivMQ8UNeY1Wq7DNwZfT2mwoUUAivYqmDWoRZnHJAxqwcYVEZGVKuuHVXlUKJpO1CHEp8T7SxvpquhxRA9jY968+HpKgw0t0uvb3B+Lh7SBn6dhj6W/lysWc/iYiMiqlffDqjTGbD5f2khXRY8jehgb8+bF11MabGjZGI1WIOlcFjalXkHSuSyTh3z7NvfHgUndsXpUJ8x7rhVWj+qE/RO7s5FFRFSOWbNmQaVSYdy4cWUel52djZiYGPj7+0OtVqNRo0b46aefLB6fsT+YHl6v5eflWu5ajQ4hPvD3ci21rFJ5I2LGqGx+I+vGxrx58fWUBoth2BBzVY5xdFCVWlWKiIiKO3ToEJYsWYKwsLAyjysoKECvXr1Qs2ZNfPfdd6hduzb+/PNPeHt7WzxGY38wLYhuAweVyqRSz44OKkyLbIrRK1OgAgymJxozIlYeVkYjXWM+M+duidNfVSjqFKhMY96e8PWUBke0bERpC5x1lWO2pmXIFBkRkW3Ly8tDdHQ0li1bhmrVqpV57JdffokbN25g48aNiIiIQN26ddGtWze0bNnS4nEaO+rUqZ4vwuv7mlz4qG9zfywa0gZ+XoYNOmNGxMrC/EbA/cY8UHxDGnM05u0NX09psKFlxXTTKDak/IW3NqSxcgwRkQxiYmLQr18/9OzZs9xjN2/ejPDwcMTExKBWrVpo3rw5Zs6cCY1GU+bj8vPzkZuba3AxlRQ/rPo298f+ieabfs7KaPQgSzXm7ZWtvp5KmmbMqYNWqqRpFKUxZqNJIiIy3Zo1a5CSkoJDhw4Zdfz58+exa9cuREdH46effkJ6ejpeffVVFBYWYtq0aaU+LiEhAfHx8ZWOV/fD6uH84WfGaXjmnH5uSmU05jf70Le5P3o19TPYcJv7elacrb2eSptmzIaWldFoBebvOou5O86a/FhWjiEiMp/Lly8jNjYW27dvh6urceuftFotatasiaVLl8LR0RFt27bFlStXMGfOnDIbWpMnT0ZcXJz+em5uLgIDAysUtzX9sKpsZTSNVljF30mm4Vpy87KV11OJGzCzoWUlCu5p8db3x/BTWibuFJQ9xaQ0rBxDRGQ+hw8fxvXr19GmTRv9bRqNBvv27cP8+fORn58PR0dHg8f4+/vD2dnZ4PYmTZogMzMTBQUFcHFxKfFcarUaarXabLFbyw+rylRGU1rPNhFZTnnTjFUommbcq6mfpJ0tXKNlBRJ+OonGU7bgu5QrFWpkmaOsLhERGerRoweOHz+O1NRU/aVdu3aIjo5GampqsUYWAERERCA9PR1arVZ/25kzZ+Dv719qI8ueVbRsPAtoENkXpW7AzIaWwiX8dBJL9l0osYVuDFaOISKyDA8PDzRv3tzg4u7uDl9fXzRv3hwAMHToUEyePFn/mNGjR+PGjRuIjY3FmTNn8L///Q8zZ85ETEyMXH+GolWkgIe1FtBQ0gJ+Imuj1A2YOXVQwQruabHslwuVeg5zLnAmIiLTXLp0CQ4O9/s0AwMDsW3bNowfPx5hYWGoXbs2YmNjMXHiRBmjVDZTC3hYYwENTnMkqhylbsDMhpaCPLxoN+1KDirSoeXj7oypTzaDnycX/hIRSWnPnj1lXgeA8PBwJCcnSxOQjTClgIdSe7ZLo8QF/ETWRqkbMLOhpRAl9WZVcS4+v788KgAzB7bglzIREdkUYwt4KLVnuyRKXcBPZG1004xHr0yBCjD4TMm5jIZrtGSm0QrM23EGr5SwaPdOoWmFL/w81ez5IiIiu1bRAhpyUOoCfiJrpMQNmDmiJZOi/bDS8eWBC8j5t7DSzze+ZyOM6d6APV5ERGTXlNqzXRJrm+ZIpHRK2yeQDS0ZbE3LwKTvjyP7TuUbWO5qR3z0TEuOYhEREf0/UwtoyMWapjlWBjeOJikpaZ9ANrQktjUtA6+sTDH5cSX1yj0Z5odPnmvDLysiIqKHKK1nuyRKXcBvTqyoSPaMDS0Le7AXp3pVNaZvPlGh5/l6RAecuXYLf964g2CfKnghvC5cnLjEjoiIqDRK6tkuiTVNc6wIVlQke8eGlgX9cPQq3tpwHLfu3qvwc+h6szo3qI6ujWqYLzgiIiKSXWnTHL3cnPFiRF30auonY3QVx4qKRKw6aDGjvj6EsauPVKqRpWPNvVlERERUtr7N/bF/YneM79kI3m7OAIDsfwsxd8dZdJm9C1vTMmSO0HSsqEjEhpZFzPjfCWw/eb3Sz8Ny7URERPZh+8lMfLLjDLIfqkSsm2ZnbY0tVlQk4tRBsyu4p8Xnv1ys9POwXDsREZF9sMVpdvZSUZGoLBzRMrNvki6W+EVprGpVnLF4SBvE9mxoNV+mREREVHG2OM3OmjaOJrIUNrTM7M8bdyr0OG83Z4zv2RC/T+nFqYJERER2xBan2ekqKgIo1tiyhYqKRMbg1EEzC/apYtRxnq5OWBTdFv/czlfk3h5EREQkDVudZmctG0cTWYpdNLTy8/PRsWNHHD16FEeOHEGrVq0sdq4Xwutixk+noC1n/uCMgS0Q0bC6xeIgIiIi62DLGxdbw8bRRJZiF1MH33zzTQQEBEhyLhcnB4zqGlLmMb2a1kRkS2niISIiImWz9Wl2uo2j+7eqjfD6vlb7dxCZyuYbWlu2bMHPP/+MDz/8ULJzTn6iKf77SAge/h5RARjVtS6WDW0vWSxERESkfLppdn5ehtMD/bxcudULkZWy6amD165dw6hRo7Bx40ZUqWLc2ilzmfxEU7zeOxTfJF3EnzfuINinCl4IrwsXJ5tv2xIREVEFcJodkW2x2YaWEALDhw/HK6+8gnbt2uHixYtGPS4/Px/5+fn667m5uRWOwcXJASO71qvw44mIiMi+6KbZEZH1s7rhlUmTJkGlUpV5+eOPP/DZZ5/h1q1bmDx5sknPn5CQAC8vL/0lMDDQQn8JERERERHZKpUQojL760ru77//RlZWVpnH1KtXD88++yx++OEHqFT3h9s1Gg0cHR0RHR2Nr776qsTHljSiFRgYiJycHHh6eprnjyAionLl5ubCy8uL378l4GtDRCQPU75/rW7qYI0aNVCjRo1yj/v000/x/vvv669fvXoVffr0wdq1a9GxY8dSH6dWq6FWq/XXde3QykwhJCIi0+m+d62sP1ASzE1ERPIwJTdZXUPLWEFBQQbXq1atCgCoX78+6tSpY/Tz3Lp1CwA4hZCISCa3bt2Cl5eX3GEoCnMTEZG8jMlNNtvQMpeAgABcvnwZHh4e+mmIuumEly9f5pQN8PV4GF+P+/haGOLrYai810MIgVu3bkm2D6I1YW4qH1+P+/haGOLrYYivhyFz5ia7aWjVrVu3QtNPHBwcSh0B8/T05BvyAXw9DPH1uI+vhSG+HobKej04klUy5ibj8fW4j6+FIb4ehvh6GDJHbrK6qoNERERERERKx4YWERERERGRmbGhVQFqtRrTpk0zqE5oz/h6GOLrcR9fC0N8PQzx9TAvvp6G+Hrcx9fCEF8PQ3w9DJnz9bC6fbSIiIiIiIiUjiNaREREREREZsaGFhERERERkZmxoUVERERERGRmbGgRERERERGZGRtaFbBgwQLUrVsXrq6u6NixIw4ePCh3SLJISEhA+/bt4eHhgZo1a2LAgAE4ffq03GEpwqxZs6BSqTBu3Di5Q5HNlStXMGTIEPj6+sLNzQ0tWrTA77//LndYstBoNJg6dSpCQkLg5uaG+vXr47333qvQJurWaN++fYiMjERAQABUKhU2btxocL8QAu+88w78/f3h5uaGnj174uzZs/IEa6WYl4owL5WNuYm5SYd5SZq8xIaWidauXYu4uDhMmzYNKSkpaNmyJfr06YPr16/LHZrk9u7di5iYGCQnJ2P79u0oLCxE7969cfv2bblDk9WhQ4ewZMkShIWFyR2KbG7evImIiAg4Oztjy5YtOHnyJD766CNUq1ZN7tBkMXv2bCxatAjz58/HqVOnMHv2bHzwwQf47LPP5A5NErdv30bLli2xYMGCEu//4IMP8Omnn2Lx4sX47bff4O7ujj59+uDu3bsSR2qdmJfuY14qHXMTc9ODmJckykuCTNKhQwcRExOjv67RaERAQIBISEiQMSpluH79ugAg9u7dK3cosrl165Zo2LCh2L59u+jWrZuIjY2VOyRZTJw4UXTp0kXuMBSjX79+YsSIEQa3DRo0SERHR8sUkXwAiA0bNuiva7Va4efnJ+bMmaO/LTs7W6jVarF69WoZIrQ+zEulY14qwtxUhLnpPual+yyZlziiZYKCggIcPnwYPXv21N/m4OCAnj17IikpScbIlCEnJwcA4OPjI3Mk8omJiUG/fv0M3iP2aPPmzWjXrh2eeeYZ1KxZE61bt8ayZcvkDks2nTt3xs6dO3HmzBkAwNGjR7F//348/vjjMkcmvwsXLiAzM9PgM+Pl5YWOHTvye9UIzEtlY14qwtxUhLnpPual0pkzLzmZOzhb9s8//0Cj0aBWrVoGt9eqVQt//PGHTFEpg1arxbhx4xAREYHmzZvLHY4s1qxZg5SUFBw6dEjuUGR3/vx5LFq0CHFxcXjrrbdw6NAhvPbaa3BxccGwYcPkDk9ykyZNQm5uLkJDQ+Ho6AiNRoMZM2YgOjpa7tBkl5mZCQAlfq/q7qPSMS+VjnmpCHPTfcxN9zEvlc6ceYkNLTKLmJgYpKWlYf/+/XKHIovLly8jNjYW27dvh6urq9zhyE6r1aJdu3aYOXMmAKB169ZIS0vD4sWL7S6ZAcC3336LVatWITExEc2aNUNqairGjRuHgIAAu3w9iKRg73kJYG56GHPTfcxL0uDUQRNUr14djo6OuHbtmsHt165dg5+fn0xRyW/MmDH48ccfsXv3btSpU0fucGRx+PBhXL9+HW3atIGTkxOcnJywd+9efPrpp3BycoJGo5E7REn5+/ujadOmBrc1adIEly5dkikieb3xxhuYNGkSnnvuObRo0QIvvPACxo8fj4SEBLlDk53uu5PfqxXDvFQy5qUizE2GmJvuY14qnTnzEhtaJnBxcUHbtm2xc+dO/W1arRY7d+5EeHi4jJHJQwiBMWPGYMOGDdi1axdCQkLkDkk2PXr0wPHjx5Gamqq/tGvXDtHR0UhNTYWjo6PcIUoqIiKiWEnlM2fOIDg4WKaI5HXnzh04OBh+3To6OkKr1coUkXKEhITAz8/P4Hs1NzcXv/32m11+r5qKeckQ85Ih5iZDzE33MS+Vzpx5iVMHTRQXF4dhw4ahXbt26NChAz755BPcvn0bL774otyhSS4mJgaJiYnYtGkTPDw89PNWvby84ObmJnN00vLw8Ci2BsDd3R2+vr52uTZg/Pjx6Ny5M2bOnIlnn30WBw8exNKlS7F06VK5Q5NFZGQkZsyYgaCgIDRr1gxHjhzBxx9/jBEjRsgdmiTy8vKQnp6uv37hwgWkpqbCx8cHQUFBGDduHN5//300bNgQISEhmDp1KgICAjBgwAD5grYizEv3MS8ZYm4yxNx0H/OSRHnJPIUR7ctnn30mgoKChIuLi+jQoYNITk6WOyRZACjxsnz5crlDUwR7LqErhBA//PCDaN68uVCr1SI0NFQsXbpU7pBkk5ubK2JjY0VQUJBwdXUV9erVE2+//bbIz8+XOzRJ7N69u8TvimHDhgkhikrpTp06VdSqVUuo1WrRo0cPcfr0aXmDtjLMS0WYl8rH3MTcJATzklR5SSWEnWwBTUREREREJBGu0SIiIiIiIjIzNrSIiIiIiIjMjA0tIiIiIiIiM2NDi4iIiIiIyMzY0CIiIiIiIjIzNrSIiIiIiIjMjA0tIiIiIiIiM2NDi8hIdevWxSeffCJ3GGYjxd/z6KOPYty4cRY9BxGRPWNuMh1zE0mFDS2ye5cvX8aIESMQEBAAFxcXBAcHIzY2FllZWXKHRkREdoq5icj6saFFdu38+fNo164dzp49i9WrVyM9PR2LFy/Gzp07ER4ejhs3bsgWm0ajgVarle38REQkD+YmItvAhhbZtZiYGLi4uODnn39Gt27dEBQUhMcffxw7duzAlStX8Pbbbxscf+vWLURFRcHd3R21a9fGggUL9PcJITB9+nQEBQVBrVYjICAAr732mv7+/Px8TJgwAbVr14a7uzs6duyIPXv26O9fsWIFvL29sXnzZjRt2hRqtRqff/45XF1dkZ2dbRBHbGwsunfvrr++f/9+dO3aFW5ubggMDMRrr72G27dv6++/fv06IiMj4ebmhpCQEKxatarM1+Xnn38u97xZWVmIiopC7dq1UaVKFbRo0QKrV68u83lVKhU2btxocJu3tzdWrFihv3758mU8++yz8Pb2ho+PD/r374+LFy/q79+zZw86dOgAd3d3eHt7IyIiAn/++WeZ5yUisibMTSVjbiJrw4YW2a0bN25g27ZtePXVV+Hm5mZwn5+fH6Kjo7F27VoIIfS3z5kzBy1btsSRI0cwadIkxMbGYvv27QCA9evXY+7cuViyZAnOnj2LjRs3okWLFvrHjhkzBklJSVizZg2OHTuGZ555Bn379sXZs2f1x9y5cwezZ8/G559/jhMnTiA6Ohre3t5Yv369/hiNRoO1a9ciOjoaAHDu3Dn07dsXTz31FI4dO4a1a9di//79GDNmjP4xw4cPx+XLl7F792589913WLhwIa5fv17qa9OjR49yz3v37l20bdsW//vf/5CWloaXX34ZL7zwAg4ePGjS/8ODCgsL0adPH3h4eOCXX37BgQMHULVqVfTt2xcFBQW4d+8eBgwYgG7duuHYsWNISkrCyy+/DJVKVeFzEhEpCXMTcxPZEEFkp5KTkwUAsWHDhhLv//jjjwUAce3aNSGEEMHBwaJv374GxwwePFg8/vjjQgghPvroI9GoUSNRUFBQ7Ln+/PNP4ejoKK5cuWJwe48ePcTkyZOFEEIsX75cABCpqakGx8TGxoru3bvrr2/btk2o1Wpx8+ZNIYQQI0eOFC+//LLBY3755Rfh4OAg/v33X3H69GkBQBw8eFB//6lTpwQAMXfu3FJenfLPW5J+/fqJ119/XX+9W7duIjY2Vn+9pNfby8tLLF++XAghxDfffCMaN24stFqt/v78/Hzh5uYmtm3bJrKysgQAsWfPnlJjICKyZsxNzE1kOziiRXZPPNArWJ7w8PBi10+dOgUAeOaZZ/Dvv/+iXr16GDVqFDZs2IB79+4BAI4fPw6NRoNGjRqhatWq+svevXtx7tw5/fO5uLggLCzM4BzR0dHYs2cPrl69CgBYtWoV+vXrB29vbwDA0aNHsWLFCoPn7dOnD7RaLS5cuIBTp07ByckJbdu21T9naGio/vGlKe+8Go0G7733Hlq0aAEfHx9UrVoV27Ztw6VLl4x+PR929OhRpKenw8PDQ/+3+Pj44O7duzh37hx8fHwwfPhw9OnTB5GRkZg3bx4yMjIqfD4iIqVibioZcxNZEza0yG41aNAAKpVKn4wedurUKVSrVg01atQw6vkCAwNx+vRpLFy4EG5ubnj11VfxyCOPoLCwEHl5eXB0dMThw4eRmpqqv5w6dQrz5s3TP4ebm1uxqQbt27dH/fr1sWbNGvz777/YsGGDfooEAOTl5eG///2vwfMePXoUZ8+eRf369Svwyhh33jlz5mDevHmYOHEidu/ejdTUVPTp0wcFBQWlPqdKpSr246GwsNDgb2nbtq3B35KamoozZ87g+eefBwAsX74cSUlJ6Ny5M9auXYtGjRohOTm5wn8nEZGSMDeVjbmJrImT3AEQycXX1xe9evXCwoULMX78eIO58JmZmVi1ahWGDh1qkFwe/tJMTk5GkyZN9Nfd3NwQGRmJyMhIxMTEIDQ0FMePH0fr1q2h0Whw/fp1dO3a1eRYo6OjsWrVKtSpUwcODg7o16+f/r42bdrg5MmTaNCgQYmPDQ0Nxb1793D48GG0b98eAHD69Olii4lNPe+BAwfQv39/DBkyBACg1Wpx5swZNG3atNTnq1GjhkEv39mzZ3Hnzh2Dv2Xt2rWoWbMmPD09S32e1q1bo3Xr1pg8eTLCw8ORmJiITp06lfv3EBEpHXNTdqXOy9xEiiLvzEUieZ05c0ZUr15ddO3aVezdu1dcunRJbNmyRTRv3lw0bNhQZGVl6Y8NDg4Wnp6eYvbs2eL06dNi/vz5wtHRUWzdulUIUTSP/fPPPxfHjx8X586dE1OmTBFubm7in3/+EUIIER0dLerWrSvWr18vzp8/L3777Tcxc+ZM8eOPP+of7+XlVWKcZ8+eFQBEWFiYGDlypMF9R48eFW5ubiImJkYcOXJEnDlzRmzcuFHExMToj+nbt69o3bq1SE5OFr///rvo0qWLcHNzK3MefHnnHT9+vAgMDBQHDhwQJ0+eFC+99JLw9PQU/fv31x/z8Dz45557TjRp0kSkpKSIQ4cOie7duwtnZ2f9PPjbt2+Lhg0bikcffVTs27dPnD9/XuzevVuMHTtWXL58WZw/f15MmjRJ/Prrr+LixYti27ZtwtfXVyxcuLDMv4OIyJowN80t8/VhbiJrwYYW2b2LFy+KYcOGiVq1aglnZ2cRGBgoxo4dq09COsHBwSI+Pl4888wzokqVKsLPz0/MmzdPf/+GDRtEx44dhaenp3B3dxedOnUSO3bs0N9fUFAg3nnnHVG3bl3h7Ows/P39xcCBA8WxY8eEEGUnMyGE6NChgwAgdu3aVey+gwcPil69eomqVasKd3d3ERYWJmbMmKG/PyMjQ/Tr10+o1WoRFBQkvv76axEcHFxuMivrvFlZWaJ///6iatWqombNmmLKlCli6NChZSazK1euiN69ewt3d3fRsGFD8dNPPxksONbFOnToUFG9enWhVqtFvXr1xKhRo0ROTo7IzMwUAwYMEP7+/sLFxUUEBweLd955R2g0mnL/DiIia8LcVDbmJrIGKiFMWG1JRERERERE5WIxDCIiIiIiIjNjQ4uIiIiIiMjM2NAiIiIiIiIyMza0iIiIiIiIzIwNLSIiIiIiIjNjQ4uIiIiIiMjM2NAiIiIiIiIyMza0iIiIiIiIzIwNLSIiIiIiIjNjQ4uIiIiIiMjM2NAiIiIiIiIyMza0iIiIiIiIzOz/AIMttVkHpPkbAAAAAElFTkSuQmCC", + "image/png": 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" ] @@ -263,6 +266,7 @@ "metadata": {}, "source": [ "Recap from [Pearson's correlation coefficient](Pearsons_Correlation.ipynb) tutorial:\n", + "\n", "- Forecast system 1 significantly underestimates the observations, producing predictions that are, on average, about 20% (multiplicative bias = 0.198) of the observed values. However, there is a perfect relationship between forecast 1 and observation data (Pearson correlation value = 1.0).\n", "- Forecast system 2 aligns perfectly with the observed values on average (multiplicative bias = 1.0). However there is no correlation between the observation and forecast 2 (Pearson correlation value = 0.02)\n", "\n", @@ -271,7 +275,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "id": "0b726a35-5025-4aa3-aba9-cc093878b9fb", "metadata": {}, "outputs": [ @@ -297,12 +301,12 @@ "id": "7683b8d6", "metadata": {}, "source": [ - "We can also cross check the correaltion (rho) and bias (beta) components with Pearson correaltion from scores.continuous.correlation.pearsonr and multiplicative bias from scores.continuous.multiplicative_bias" + "We can also cross check the correlation (rho) and bias (beta) components with Pearson correlation from `scores.continuous.correlation.pearsonr` and multiplicative bias from `scores.continuous.multiplicative_bias` ." ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 9, "id": "c46b8301", "metadata": {}, "outputs": [], @@ -316,7 +320,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 10, "id": "94dc9b33", "metadata": {}, "outputs": [], @@ -356,16 +360,10 @@ "id": "3b4855a2-33e1-4d81-83d6-f8e9be2c265c", "metadata": {}, "source": [ - "## Things to try next\n", - "- Use the preserve_dims or reduce_dims option to provide the KGE in a less summarised version across the extra dimensions.\n", + "## Things to Try Next\n", + "- Use the `preserve_dims` or `reduce_dims` option to provide the KGE in a less summarised version across the extra dimensions.\n", "- Compute KGE scores with different scaling factors." ] - }, - { - "cell_type": "markdown", - "id": "b0a553f5", - "metadata": {}, - "source": [] } ], "metadata": {