{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Overview\n", "\n", "## Aim\n", "To interpret the simulation results, it is essential to compare the direction of the perturbation effect with the developmental flow of the trajectory. This comparison will allow us to assess the perturbation’s overall effect (i.e. block or promote differentiation), and intuitively understand how TF is involved in cell fate determination during development.\n", "\n", "\n", "## Method summary\n", "For that purpose, we will introduce how to calculate the direction of differentiation using \"pseudotime estimation\" and \"gradient calculation\". Here's an overview of how to do this:\n", "\n", "1. Calculate the pseudotime using the diffusion pseudotime method (dpt).\n", "2. Transfer pseudotime data to grid points\n", "3. Calculate the 2D gradient vector field using the pseudotime on the grid points\n", "4. Compare the perturbation and pseudotime vector fields by computing their inner product values.\n", "\n", "\n", "**In this notebook, we will do step1: pseudotime calculation.**\n", "This step is divided into the following parts: \n", "\n", "1. Set the lineage information and split the cells into several lineage brahches.\n", "2. Set root cells for each lineage.\n", "3. Calculate pseudotime with DPT algorithm.\n", "4. Re-aggregate scRNA-seq data into one data\n", "\n", "## Custom class / object\n", "\n", "`Pseudotime_calculator`: This is a class for the pseudotime calculation. This class help us calculate pseudotime from scRNA-seq data. We need to specify a root cell. Also, scRNA-seq need to have a diffusion map.\n", ">Under the hood, the `Pseudotime_calculator` uses \"dpt\" algorithm.\n", "For more information of dpt algorithm and root cell, please look at the scanpy web documentation.\n", "https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.dpt.html#scanpy.tl.dpt\n", "\n", "## Data\n", "\n", "Pseudo-time calculation requires preprocessed scRNA-seq data in anndata format.\n", "You need to do neighbor calculation and diffusion map calculation in advance. If you have processed the scRNA-seq data according to our tutorial, these calculations have already been performed.\n", "- Neighbor calculation: https://scanpy.readthedocs.io/en/stable/generated/scanpy.pp.neighbors.html#scanpy.pp.neighbors\n", "- Diffusion map calculation: https://scanpy.readthedocs.io/en/stable/generated/scanpy.tl.diffmap.html#scanpy.tl.diffmap\n", "\n", "\n", "## Install additional python package (This is an optional step.)\n", "\n", "This notebook we recommend using another python package, `plotly`. \n", "\n", "Please install `plotly` in advance. \n", "\n", "`pip install plotly`\n", "\n", "> Plotly is a toolkit for interactive visualization.\n", "We recommend using plotly to pick up root cells in this notebook.\n", "For more information, please look at plotly web site. https://plotly.com\n", "\n", "\n", "\n", "## Caution\n", "Here, we will introduce an example of a pseudotime calculation using the diffusion pseudotime method. This is NOT CellOracle analysis itself, but just a data preparation step.\n", "In addition to the dpt method introduced here, CellOracle also accepts output from any pseudotime method.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 0. Import libraries\n", "## 0.1. Import public libraries" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import copy\n", "import glob\n", "import time\n", "import os\n", "import shutil\n", "import sys\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import scanpy as sc\n", "import seaborn as sns\n", "from tqdm.auto import tqdm\n", "\n", "#import time" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.2. Import our library" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'0.10.1'" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import celloracle as co\n", "from celloracle.applications import Pseudotime_calculator\n", "co.__version__" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 0.3. Plotting parameter setting" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#plt.rcParams[\"font.family\"] = \"arial\"\n", "plt.rcParams[\"figure.figsize\"] = [5,5]\n", "%config InlineBackend.figure_format = 'retina'\n", "plt.rcParams[\"savefig.dpi\"] = 300\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Load data\n", "\n", "- If you have `Oracle` object, please run **1.1.[Option1] Load oracle data.**\n", "\n", "- If you have not made an `Oracle` object yet and want to calculate pseudotime using `Anndata` object, please run **1.2.[Option2] Load anndata.** \n", "\n", "In this notebook, we will load demo `Oracle` object and add pseudotime information to it.\n", "\n", "## 1.1. [Option1] Load oracle data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Load demo scRNA-seq data.\n", "oracle = co.data.load_tutorial_oracle_object()\n", "\n", "# Instantiate pseudotime object using oracle object.\n", "pt = Pseudotime_calculator(oracle_object=oracle)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2. [Option2] Load anndata" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Load demo scRNA-seq data.\n", "adata = co.data.load_Paul2015_data()\n", "\n", "# Instantiate pseudotime object using anndata object.\n", "pt = Pseudotime_calculator(adata=adata,\n", " obsm_key=\"X_draw_graph_fa\", # Dimensional reduction data name\n", " cluster_column_name=\"louvain_annot\" # Clustering data name\n", " )\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2. Pseudotime calculation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.1. Add lineage information\n", "\n", "Pseudotime calculation can be done for each lineage. We can define these lineages below." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1.1 Check clustering unit" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Clustering name: louvain_annot\n", "Cluster list ['Ery_0', 'Ery_1', 'Ery_2', 'Ery_3', 'Ery_4', 'Ery_5', 'Ery_6', 'Ery_7', 'Ery_8', 'Ery_9', 'GMP_0', 'GMP_1', 'GMP_2', 'GMPl_0', 'GMPl_1', 'Gran_0', 'Gran_1', 'Gran_2', 'Gran_3', 'MEP_0', 'Mk_0', 'Mo_0', 'Mo_1', 'Mo_2']\n" ] } ], "source": [ "print(\"Clustering name: \", pt.cluster_column_name)\n", "print(\"Cluster list\", pt.cluster_list)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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69WXDIhJBQUGtUlATJ04sNzxu9uzZRXPmzAk9ePCgf2pqanV+fr5UoVAEPvnkk3mGba31n//8J+TDDz+MmDNnzvXk5GRW4SMiIiIi6upaahrCzO1vrm4I8wrxu+aq/gwcOLDeUhGJHj16NBtuGz16dF1cXFzdRx991C01NbV6+/btYRKJBLNmzbIrg5aRkRG4cuXKmPvuu69k+fLl+facwxU4B4qIiIiIyIXUKrVne/Z3BJFIZHT7jBkzirKysoLy8vKkGRkZYcnJyWWhoaEqo43NOHDggP/zzz/fd8yYMRWvv/76L+3usBMxgCIiIiIiciGxRNzUnv3uZMaMGWXe3t7qtLS0PsXFxZ6zZs0qtvUcx44d8126dGm/oUOHVq1fvz5HIpE4o6sOwyF8REREREQu5OEnK2muaYgwtV/qL7O7gp09Tp065VNSUtImLhgxYkStpWN9fHw09957b0l6enp4TExM/ZgxYyweo+/8+fOyP/zhD3EBAQEtCxYsKMzOzvbR35+UlGTT+VyBARQRERERkQtJPD0aPYN9c40VkvAM9s11ZQEJQChRbmz70aNHf7Lm+MmTJ5enp6eHT58+3ebs0//+9z/fmpoaSU1NjWThwoW3Ge5XKpXZtp7T2UQajUMWESYiIiIiuiVlZ2f/KJPJBsTHx5935HnVzS1ezdUNYWqV2lMsETdJ/WUlrg6eHGHlypVR6enp3Q8fPvxTYGCguqP7Y42zZ88OaGhoOJ+QkDDC1mOZgSIiIiIi6gBiqUejK6vtOdrx48e9L168KEtPT+8+ZcqU4s4SPLUXAygiIiIiIrJZWlpav4qKCmlCQkLlsmXL2pQdb2lpgbnRbmKxGO5eMMIYBlBERERERGSzI0eOnDa3f+bMmfLTp0/7mdo/YcKE0rfffjvX4R1zMgZQRERERETkcK+88kpudXW1yRRTWFhYiyv74ygMoIiIiIiIyOH69+/f6QpiWIML6RIREREREVmJARQREREREZGVGEARERERERFZiQEUERERERGRlRhAERERERERWYkBFBERERERkZUYQBEREREREVmJ60AREREREXVB27ZtC3311VdjjO3z8fFRnThx4qQr+vGHP/wh5ty5c76lpaWeGo0GERERjdOmTSt5/PHHizw83C9ccb8eERERERGRy6xatepKZGRkk/42Dw8Pjauu39jYKH7ooYeKevfu3SgSiXD48OGAdevWRf/6669ef//736+6qh/WYgBFRERERNSFDRkypC4uLq7R2vYNDQ0imUzmsADr3XffvaL/9YQJE6qKi4ule/bsCXPHAIpzoIiIiIiIOoC6tsmr6XJZVOO54timy2VR6tomr47uk6Ft27aFyuXyhMzMTL8FCxb0GTZs2NBp06YNWLduXXh8fPzwoqKiVgkZtVqN5OTkwQsXLoxtz3UDAwNVEonEZVkwWzCAIiIiIiJysZb86tDGkwWDVAU1Eery+hBVQU1E48mCQS351aGu7otKpUJzc3OrD5VK1arN8uXL+0RGRjatWbPm8uLFi/Nmz55dIhaLsXPnzlb93bdvX0BhYaHnww8/XGJLH9RqNZqbm1FeXi759NNPg/7v//4v9KGHHip0wMtzOA7hIyIiIiJyIXVtk1dzTnmMsX3NOeUx4iBZjdhHavWQuvaaOnXqIMNto0aNqty+ffsl3dfjxo0rX7FiRZ5+m5SUlLLdu3d3S0tLKxSLhbzMrl27ukVFRTWkpKRU29KHPXv2BD7zzDP9AEAkEmHWrFkFy5Ytu27XC3IyBlBERERERC7UUlATZn5/dZhnn5BrrurP6tWrLxsWkQgKCmqVgpo4cWK54XGzZ88umjNnTujBgwf9U1NTq/Pz86UKhSLwySefzDNsa8nYsWNrduzYcb6qqkry3XffBezatStcJBLhxRdfdNn3wVoMoIiIiIiIXEjTqPI0u7/B/H5HGzhwYL2lIhI9evRoNtw2evTouri4uLqPPvqoW2pqavX27dvDJBIJZs2aVWprH4KCglQjR46sA4Dx48dXS6VSzbZt23o89thjRT179mxz7Y7EOVBERERERC4k8pI0md0vM7+/I4hEIqPbZ8yYUZSVlRWUl5cnzcjICEtOTi4LDQ1VGW1sg8GDB9eq1Wrk5OS4XWENBlBERERERC7kEeFntsCCR4S/TQUYOtKMGTPKvL291WlpaX2Ki4s9Z82aVeyI8/7www/+IpEIffr0cdlcMGtxCB8RERERkQuJfT0bpbHBucYKSUhjg3NdWUACAE6dOuVTUlLSJi4YMWJEraVjfXx8NPfee29Jenp6eExMTP2YMWMsHqPvq6++Cvz0009DU1JSKnv27NlUU1MjzszMDPzqq6+6TZkypTgqKsqthu8BDKCIiIiIiFzOI9K/VBwkq2kpqA7TNKg8RTJJk0eEf4mrgydAKFFubPvRo0d/sub4yZMnl6enp4dPnz7d5uxTnz59GjUajWjjxo1RFRUVHr6+vqqoqKiGl156Kee3v/1tma3ncwWRRuOW61MREREREbmF7OzsH2Uy2YD4+PjzHd0Xd7Ry5cqo9PT07ocPH/4pMDBQ3dH9scbZs2cHNDQ0nE9ISBhh67HMQBERERERkc2OHz/uffHiRVl6enr3KVOmFHeW4Km9GEAREREREZHN0tLS+lVUVEgTEhIqly1blm+4v6WlBeZGu4nFYkgkEqf20RkYQBERERERkc2OHDly2tz+mTNnyk+fPu1nav+ECRNK33777VyHd8zJGEAREREREZHDvfLKK7nV1dUmU0xhYWEtruyPozCAIiIiIiIih+vfv7/breHkCFxIl4iIiIiIyEoMoIiIiIiIiKzEAIqIiIiIiMhKDKCIiIiIiIisxACKiIiIiIjISgygiIiIiIiIrMQy5kREREREXdC2bdtCX3311Rhj+3x8fFQnTpw46doeAd99953v/Pnz+2s0Gpw5cyZbKpW6ugsWMYAiIiIiIurCVq1adSUyMrJJf5uHh4fG1f1oamoS/e1vf+sdFBTUXF5e7n6RkxYDKCIiIiKiLmzIkCF1cXFxVi9629DQIJLJZA4PsN56661wjUYjmjx5cumOHTsiHH1+R+EcKCIiIiKiDqAub/BqPnY9qmnvL7HNx65HqcsbvDq6T4a2bdsWKpfLEzIzM/0WLFjQZ9iwYUOnTZs2YN26deHx8fHDi4qKWiVk1Go1kpOTBy9cuDDWlutcunTJa9u2bT3+8pe//NIR2S9bMIAiIiIiInKxlrOloU2fXR6kOl8Wob5aE6I6XxbR9NnlQS1nS0Nd3ReVSoXm5uZWHyqVqlWb5cuX94mMjGxas2bN5cWLF+fNnj27RCwWY+fOna36u2/fvoDCwkLPhx9+uMSWPrz44ou9kpOTy8eNG1fjgJfkVBzCR0RERETkQuryBq+W7wtiYJhn0QAt3xfEiCN9a8TBMquH1LXX1KlTBxluGzVqVOX27dsv6b4eN25c+YoVK/L026SkpJTt3r27W1paWqFYLORldu3a1S0qKqohJSWl2trrf/jhhyEXLlzw3bNnz5l2vAyXYQBFRERERORCqvPlYW2CJx0NoPq5PEyc1OOaq/qzevXqy4ZFJIKCglqloCZOnFhueNzs2bOL5syZE3rw4EH/1NTU6vz8fKlCoQh88skn8wzbmlJaWip58803oxctWnQtPDy8xf5X4ToMoIiIiIiIXEhT0+Rpdn+1+f2ONnDgwHpLRSR69OjRbLht9OjRdXFxcXUfffRRt9TU1Ort27eHSSQSzJo1q9Taa//jH/+ICg4Obp4+fXpZeXm5BAAaGxtFAFBZWSmRyWQaPz8/ta2vyZkYQBERERERuZDIz7PJ7H5/8/s7gkgkMrp9xowZRa+99lrvvLw8aUZGRlhycnJZaGioymhjI3Jycrxzc3O977jjjqGG+8aMGTM0KSmp4oMPPrhsf88djwEUEREREZELSQYEl6h+LoswOoxPBEj6B9tUgKEjzZgxo+ytt96KTktL61NcXOw5a9asYluOf+GFF36trKxsFZN88sknoXv37g3dsGHDhe7du7fJfHU0BlBERERERC4kDpY1eoyOyG1TSEIEeIyOyHVlAQkAOHXqlE9JSUmbuGDEiBG1lo718fHR3HvvvSXp6enhMTEx9WPGjLF4jL5hw4bVG27LysryB4Dk5ORqqdT91tNlAEVERERE5GIe8aGl4kjfGtXP5WGa6iZPkb9nk6R/cImrgydAKFFubPvRo0d/sub4yZMnl6enp4dPnz7dpuxTZyXSaNx6nSoiIiIiog6VnZ39o0wmGxAfH3++o/vijlauXBmVnp7e/fDhwz8FBga6VcEHU86ePTugoaHhfEJCwghbj2UGioiIiIiIbHb8+HHvixcvytLT07tPmTKluLMET+3FAIqIiIiIiGyWlpbWr6KiQpqQkFC5bNmyfMP9LS0tMDfaTSwWQyKROLWPzsAAioiIiIiIbHbkyJHT5vbPnDlTfvr0aT9T+ydMmFD69ttv5zq8Y07GAIqIrCKXy78FMA7AY0ql8oOO7Y3ryeXyFACHAPyiVCpjOrY3RERE7u+VV17Jra6uNpliCgsLa3FlfxyFARQREbktuVw+F0AMgM+VSuXJDu0MERHZpH///i6vKOgKDKCIiKxTB0AJ4FpHd6SLmQsh85kL4GRHdoSIiAhgAEVEZBWlUvkDgP4d3Q8iIiLqWOKO7gAREREREVFnwQwUEbWbXC4PALAUwAMA+mo3XwHwGYC1SqWy0sgxHwB4FMDflErlX02c91sYFK6Qy+XvA5gP4BOlUvmgmT49D2AVgBNKpXK43vY+2n5OAtAHQA8ADQB+BvBfABuUSmW9kfOlwEQRCf1+AtgFYBmAhwH0AlAN4CCAF5VK5UVT/bWWXC73BHAPgGkARgGIAuAHoBDAUQjf72wTx+YC6A3gLgCnAPwFwvciEkAJgD0AXlIqldeNHNvu1yiXy4cBeEZ7nu7a47IBvKtUKj8xaDsXwBa9TVvkcrn+1yzmQUREHYIZKCJqF7lc3g/CzfjLAIYAEGk/BgN4CcApuVwe58BLfqj9PFkbuJnysEF7nY8BvA7gbgjBRD2AAACjtdsPy+Vyfzv7FgDgOwjfi94ANAC6AXgIgEIul/c1c6y1JgD4EsACCN9vb+11egGYpb3O7yycoyeA4wCWQAhkNBCCqAUAjsnl8mAzx9r1GuVy+RMAfgTwiPb6dQCCtK8nXS6Xb5fL5fqVmuohBIXN2q+rtF/rPootvEYiIiKnYABFRHbTZkM+gXAjfRXCzbCf9iMVwK8Qbuw/k8vlXg667LcA8gHIIGRPjPUrHkIApwHwH4PdJwAsBtAPgEypVAZDCEJ+A+ACgBEA/mFn3/4GIBjAvQB8IXwfkgHkAQgB8Hc7z6uvBkJmZjyAMKVS6atUKr0h/AzehDCy4F25XN7LzDneBlAO4A6lUqnr51QAFRAq3j1v5libX6NcLr8DwL8hvOekA4jWft+DALwA4ec0W/+6SqVyl1KpjABwTLspTalURuh9jDTTRyIiIqfhED4iao+HIGRBWgBMUiqVZ/T2HZDL5ZMgBCzxEDIPm9t7QaVSqZbL5bsgZE9mAdhqpJku+3RYqVTmGRz/uJFzNgLIkMvlZyFU2psrl8v/rFQq62zsnheAe5RK5SW9bUfkcvliCIHDb+RyuadSqWyy8bz6ff0WQhBpuP1XAEu0Wbl5EIba/c3EaRoBpCqVylLtsS0AvpDL5a9AyMI9COBZE8fa8xpXQgievgMwU6lUqrTXrQGwSi6X+0EInpbJ5fK3lEpllfnvAhEROcK2bdtCX3311Rhj+3x8fFQnTpw46Yp+PPjgg0YX3P3DH/5w9emnny5yRR9swQCKiNpDNwfpc4PgCQCgVCrPyuXydAgBzW/hgABK60MIAdR4uVzeXalUGv5xnanXzmpKpfKKNoi6HcBQ3Mx+WCvdILDQ+QJClsULQubrnI3ntUUGhABqjJk27+qCJwOfQwigYuVyua9Sqaw10sam1yiXy0MgzLkCgL/rgicDr0H4efpBmJtmmDUkIiInWrVq1ZXIyMhWD/c8PDw0ruxDTExM/V//+tdfDLa55TpSDKCIqD10xRkOmWlzEEIANdxMG5solcof5XL5BQC3QQjM1uv2yeXy0RAKWTRDyIi0IZfL74EQZIyCUETC20izSDu69j8T/W2Wy+VFAMIhDH9rF21Q8hSA+wDIAQQCMFzp3Vz/jfYTrde4CgJgLICy9TUOgzAnTgMg08SxlXK5PBtC0DccDKCIiFxqyJAhdXFxcVYHKw0NDSKZTObQAMvHx0eVlJRk7H3H7XAOFBG1RzftZ3OLy+qG0IXK5XKRA6/9kfbzwwbbdV9/o1QqywwPksvlbwHYCyFL1QfCg6Qy3CxOoCta4GtHn6rN7GvQfpbacd4b5HL5QAjZnRUAkiDMO6oDUASh/+Xapub6b7SfSqWyQe9LU/209TXqfkcqtUP2TNH9nnQz04aI6JbSXFXjVfnT+agyxYnYyp/ORzVX1ThqvrDDbNu2LVQulydkZmb6LViwoM+wYcOGTps2bcC6devC4+PjhxcVFbVKyKjVaiQnJw9euHBhbEf12dkYQBGRI3TEH/yd2s9Jcrk8BgDkcrkYQkYKMDJ8Ty6X3wfgDwBUAP4KYaiZl1KpDNUVJwDwvba5I4M9R9oCIctzHEIhB3+lUhmgVCrDtf2foW3nbv13u5sCIqKOVHv5l9CSg8cG1eVcjWgsKA6py7kaUXLw2KDay7+GurovKpUKzc3NrT5UqtYjrpcvX94nMjKyac2aNZcXL16cN3v27BKxWIydO3e26u++ffsCCgsLPR9++OESW/pw+fJln2HDhg0dOHDg8IkTJw784IMPwhzw0pyCQ/iIqD2KIZSk7m2mTU/t51KlUqmf7m/RfpaZOTbQ1A6lUnlRO+wrAUI26R8AUiAMyauFMCfHkC64eF+pVJoqsBBupj8dSltZbxSEAPA3SqXSWObP3fqvKzfuLZfLuymVSlPlx3satCciumU1V9V4VZ02vpZd1emfYzy7hdRIA/xcNv9n6tSpgwy3jRo1qnL79u035ryOGzeufMWKFa0KM6WkpJTt3r27W1paWqFYLORldu3a1S0qKqohJSXF3IiFVoYNG1Y9adKk0j59+jRUVVV57N69O/Tvf/9776KiIumzzz7bZm3CjsYAioja4ziEG9+7AKwx0eZuvbb6KrSfe8IIuVzuC2CAhet/CCGAmgUhgNIN3/vcRAU93bVOmLhmbwhZKXd1I8gwETwBQvl4d3ICwvwnEYTfk48NG8jl8kAIP0eg7e+JWvvZ3TJqRER2q8u5aja7UpdzNSzw9gHmhsc71OrVqy8bFpEICgpqlYKaOHFiOQzMnj27aM6cOaEHDx70T01Nrc7Pz5cqFIrAJ598Ms+wrTkvvPBCvv7Xv/nNbyoee+yxvtu3b+/x5JNPFvr7+6tNHdsROISPiNpDV6ThPrlcPsxwp3Y9Jl2lPsMb59PazxPkcrmxLNQSWB729R8IN9iDtdf/f9rtpqrvVWo/DzaxfxXc+0Zd1/9wuVze3XCnXC4fDCGYdBvaeWi6IiPLtMMsDS2DkImsAbDHYJ+upHmQUzpIRNQBVPUNnu3Z72gDBw6sHzlyZJ3+h2FRiR49ejQbHjd69Oi6uLi4uo8++qgbAGzfvj1MIpFg1qxZxiq92mTSpEllTU1NotOnTxsr9NShGEARUXvsAnBK++/P5XJ5qq5QhFwuHw/hZlgK4CxuzlnSyQBQD6FowDZdQCCXywPlcvkLEOYoVcIMpVKZj5uV3d6HUP2tBEKRCGP2aT8vlMvl87QLAUMul/eSy+VbIWSw2jxhcyPnIRRbEAHYJZfL+wGAXC6XyuXy6RBen7lCDR3lRQiB7nAA/5HL5T0BQC6X+8nl8uUAntO2+4eRNaDOaj9P12aqiIg6PYm3zOx6gJb2dwSRyPjzxRkzZhRlZWUF5eXlSTMyMsKSk5PLQkNDjS1ZYRONRmP2uh2JARQR2U27WOr/A/ALgF7Q3sDL5fJaAPu1234FMF27WK3+sWW4eeM8A0ChXC4vh1AR7xUIVeZOWtENXbZJVyb9v9qFYY35AIACwvDlTQDqtNf8BcAcAC/jZkDodpRKpRrAHyEEIykALsrl8ioIQdMnEBbIXdxR/TNFqVQeA/B7CP2eAeBXuVxeBmEY56sQAsKdEIZhGtoOoAnAWAAlcrn8mlwuz5XL5Udd0XciImfwiY02W2DB0n53MmPGjDJvb291Wlpan+LiYs9Zs2Y5ZC7rV199FeLp6akePHhwvSPO50gMoIioXbSLqt4OIeDRX0z3DICVAIYolcoLJo59C8BDEIKaOgh/k74D8IBSqVxhZRfSIQQOOiYXz9UGfKkQbtSvQLihb4EQ+N2vVCpXWnnNDqNUKj+DMK9sH4SS4lIIAeDrENZcsmncuasolcp3AIyE8PO5DmHR3EoIr2OGUqmcbWyRXaVS+TOAewB8o20fAaFoidG5c0REnYE0wK8xYHD/XGP7Agb3z3VlAQkAOHXqlE9WVpav4Udzc5tRe234+Pho7r333pIzZ874xcTE1I8ZM8amtZwOHz7sN3v27H4ffPBB2IEDB/w/++yzoEcffbSvQqEIeuyxx677+fm51fwnABDp0mNERERERNRWdnb2jzKZbEB8fPx5R563uarGqy7napiqvsFT4i1r8omNLnFl8LRt27bQV199NcbU/qNHj/709ddfB7766qsxX3755RlTi+0eO3bM97HHHuu/dOnSXxcuXGhTBurixYtef/3rX3tduXLFu6qqysPDw0MTGxtb//DDDxc99NBDbdZzdJSzZ88OaGhoOJ+QkDDC1mMZQBERERERmeGsAOpWsXLlyqj09PTuhw8f/ikwMNDtMkbGtCeAYhlzIiIiIiKy2fHjx70vXrwoS09P7z5lypTizhI8tRcDKCIiIiIisllaWlq/iooKaUJCQuWyZcvyDfe3tLTA3Gg3sVgMiUTi1D46AwMoIqIOIJfLC2w85HWlUvm6UzpDRERkhyNHjpw2t3/mzJny06dP+5naP2HChNK333471+EdczIGUEREHSPcxvYm34CIiIjc0SuvvJJbXV1tMsUUFhZmatkRt8YAioioAyiVSvdbGZCIiMiB+vfv79Jy7K7CdaCIiIiIiIisxACKiIiIiIjISgygiIiIiIiIrMQAioiIiIiIyEoMoIiIiIiIiKzEAIqIiIiIiMhKLGNORERERNQFbdu2LfTVV1+NMbbPx8dHdeLEiZOu6ktZWZnk9ddfj8zMzAyqqKiQBgYGtiQkJFS540K7DKCIiIiIiLqwVatWXYmMjGzS3+bh4aFx1fXLysokDz30UH8AePLJJ/Ojo6MbCwoKpMePH3fLReQZQBERERERdWFDhgypi4uLs3rR24aGBpFMJnNYgPXqq69G1dfXi7/66quzgYGBat32hx56qNxR13AkzoEiIiIiIuoATYWlXmUZ30YVbc+ILcv4NqqpsNSro/tkaNu2baFyuTwhMzPTb8GCBX2GDRs2dNq0aQPWrVsXHh8fP7yoqKhVQkatViM5OXnwwoULY605f01NjXjv3r2h999/f4l+8OTOmIEiIiIiInKxqqyToeV7jsRAczORU/3D6YjgScm5AUm3l7qyLyqVCs3Nza22icViSCSSG18vX768z/jx48tmzpx5uaWlRTRy5Mja999/P2rnzp2hS5YsKdS127dvX0BhYaHnihUrSqy5dnZ2tk9TU5M4LCysef78+X1++OGHILFYrBk2bFjVSy+9dLVPnz5Nls/iWgygiIiIiIhcqKmw1MsweAIAaDQo33M4Rta3Z41n91Crh9S119SpUwcZbhs1alTl9u3bL+m+HjduXPmKFSvy9NukpKSU7d69u1taWlqhWCwMbNu1a1e3qKiohpSUlGprrl1QUCAFgLfffjt61KhRlWvXrr1UWlrqsX79+qg5c+bI9+zZczYgIMCtMlMMoIiIiIiIXKjmh9NhbYInHY0GNT+cDguZknLNVf1ZvXr1ZcMiEkFBQSr9rydOnNhmPtLs2bOL5syZE3rw4EH/1NTU6vz8fKlCoQh88skn8wzbmqLRaEQAEB4e3rhx48YrukAsJiam8dFHH+3/n//8J/SJJ54otuuFOQkDKCIiIiIiF2qpqPY0u7/c/H5HGzhwYL2lIhI9evRoNtw2evTouri4uLqPPvqoW2pqavX27dvDJBIJZs2aZfUQxODg4BYAGDlyZJUueAKAxMTEWh8fH9X58+d9bHgpLsEiEkRERERELuQR5G92Xo9HsPn9HUEkEhndPmPGjKKsrKygvLw8aUZGRlhycnJZaGioymhjIwYOHFhv7vxisdhl5dStxQCKiIiIiMiF/EYNLoGJgAEikbC/k5gxY0aZt7e3Oi0trU9xcbHnrFmzbBpuFx0d3RwXF1f3ww8/BKjVN6c6HTt2zLeurk4yePDgOod3up04hI+IiIiIyIU8w0Mbgycl55bvOdy6kIRIhOBJybmuLCABAKdOnfIpKSlpExeMGDGi1tKxPj4+mnvvvbckPT09PCYmpn7MmDEWjzG0ZMmSvKeffvq2xx9/vO+DDz5YXFpaKv33v/8d1bNnz4bf/va3Lq1IaA0GUERERERELhaQdHuprG/PmpofToe1lFd7egT7N/mNGlzi6uAJEEqUG9t+9OjRn6w5fvLkyeXp6enh06dPt6vYw/jx46vXrl178V//+lfUn//8534ymUw9evToihdffDHPx8fH7YbwiTSmKoAQERERERGys7N/lMlkA+Lj4893dF/c0cqVK6PS09O7Hz58+KfOshju2bNnBzQ0NJxPSEgYYeuxzEAREREREZHNjh8/7n3x4kVZenp69ylTphR3luCpvRhAdVEKhaIfgHkAYgDkAticmJh4ydwxREREREQ6aWlp/SoqKqQJCQmVy5Ytyzfc39LSAnOj3cRiMSQSiVP76AwMoLoghUIxF8D7APR/Y59XKBSvJSYmPtcxvSIiIiKizuTIkSOnze2fOXOm/PTp036m9k+YMKH07bffznV4x5yMAVQXo808bQZgrHbmMoVCEZOYmDjTxd0iIiIiolvMK6+8kltdXW0yxRQWFtbiyv44CgOorucNGA+edB5SKBTvJCYmHnJVh4iIiIjo1tO/f3+XVxR0BS6k2/VMsKLN607vBRERERFRJ8QAquvxtKLNcIVC8ajTe0JERERE1MkwgOp6mqxst0WhUPR1ak+IiIiIiDoZBlBdz14r24kA/NWJ/SAiIiIi6nQYQHU9zwAwXZC/tUnO7AgRERERUWfDAKqL0S6W+5iVzQO1Zc+JiIiIiAgsY94lJSYmblUoFCoA2y00lQD4WaFQzE9MTNzqgq4RERERkYts27Yt9NVXX40xts/Hx0d14sSJk87uw7fffuu/cOHC20zt/+CDD35OSkqqdXY/bMEAqotKTEzcoVAoXgZgKcMkAbBJoVAcTUxMvOyCrhERERGRC61atepKZGRkq0JjHh4e1k75aJdhw4bVfvDBBz8bbn/ppZdiqqurJSNHjnSr4AlgANXV3QfgAswvrAsIQdQ8AC84vUdERERE5FJDhgypi4uLs3rR24aGBpFMJnNIgBUYGKg2zDDl5uZ6Xr16Vfbb3/620MPD/cIVzoHqwvTmQ6msaB7r5O4QERERkZvZtm1bqFwuT8jMzPRbsGBBn2HDhg2dNm3agHXr1oXHx8cPLyoqahXhqNVqJCcnD164cKHd944ff/xxqEajwYwZM0ra/wocjwFUF6ed2yQHcMxC0xwXdIeIiIioy2jIyffKf3NX1C/P/zs2/81dUQ05+V4d0Q+VSoXm5uZWHypV6+fry5cv7xMZGdm0Zs2ay4sXL86bPXt2iVgsxs6dO0P12+3bty+gsLDQ8+GHH7Y7+Pn6669D+/btWzd48OAGe8/hTO6XEyOXS0xMvKxQKB4F8DOE4XqGVAA2u7ZXRERERLeu0k++Db3+r/QYqG+OhCv74khEj6cfzA2dnlLqyr5MnTp1kOG2UaNGVW7fvv2S7utx48aVr1ixIk+/TUpKStnu3bu7paWlFYrFQl5m165d3aKiohpSUlKq7enLsWPHfPPz873S0tKu2nO8KzCAIgDCcD6FQjEfwCa0DqJUAOazgAQRERGRYzTk5HsZBk8AALUG19enx/gOl9fIYnpYPSepvVavXn3ZsIhEUFBQqxTUxIkTyw2Pmz17dtGcOXNCDx486J+amlqdn58vVSgUgU8++WSeYVtrffLJJ6EeHh6aGTNmlNl7DmdjAEU3aMubH4VQMCIWwrC9zQyeiIiIiBynbPeRsDbBk45ag7LdR8Ii0357zVX9GThwYL2lIhI9evRoNtw2evTouri4uLqPPvqoW2pqavX27dvDJBIJZs2aZVcGraGhQfTtt9+GjBo1qrJbt24t9pzDFRhAUSvaYInV9oiIiIicpLmwzNPs/oJSs/s7gkhkvGjzjBkzil577bXeeXl50oyMjLDk5OSy0NBQawqUtfHll18G1dTUSKZNm+bSIYy2YgBFREREt4zKvWvvBrASQBSAawBeDJyw9GDH9oqoNWl4SJPZ/RGhZve7kxkzZpS99dZb0WlpaX2Ki4s9Z82aVWzvuXbv3h3q7+/fct9991U6so+OxgCKiIiIbgmVe9d+DGCG3qbeAA5U7l37XuCEpU90ULeI2giZemdJ2RdHIowO4xOLEDL1TpeW7z516pRPSUlJm7hgxIgRFhex9fHx0dx7770l6enp4TExMfVjxoyxa+HbwsJCj+zs7IDf/OY3xZ6eni5ZxNdeDKCIiIio06vcu/Y1tA6e9D1euXftR4ETlh5yZZ+ITJHFRjb2ePrB3OvrDQpJiEXo8fSDua4sIAEIJcqNbT969OhP1hw/efLk8vT09PDp06fbnX36+OOPQ1QqlejBBx906+F7ACDSaNw6wCMiIiIyq3Lv2n4ALlpodiZwwtLBrugP3Xqys7N/lMlkA+Lj48878rwNude9ynYfCWsuKPWURoQ2hUy9s8TVwZMjrFy5Mio9Pb374cOHfwoMDFR3dH+scfbs2QENDQ3nExISRth6LDNQRERE1Glp5zzttKJpnLP7QmQrWUyPRldW23O048ePe1+8eFGWnp7efcqUKcWdJXhqLwZQRERE1ClV7l27C8BvrWxuvIQYEdktLS2tX0VFhTQhIaFy2bJl+Yb7W1paYG60m1gshkQiMbnfXTGAIiIiok5HO+fJ2uAJANy6qhdRZ3TkyJHT5vbPnDlTfvr0aT9T+ydMmFD69ttv5zq8Y07GAIrsplAo+kFYdDcGQC6ERXcvdWSfiIjo1qcdtvesjYedckZfiMi0V155Jbe6utpkiiksLMxtF8s1hwEU2UWhUMwF8D4A/f8UzykUimWJiYlrOqZXRER0q6vcu3YugM12HPq9g7tCRBb079+/0xXEsIa4oztAnY8282QYPAHC+PLVCoXiH67vFRER3eq01fbeh+3zmTSwL+giImqDARTZYx7aBk/6likUij+7qjNERNRlWHr/MeXLwAlLLzu6M0TUNTGAInvEWNHmNYVC0dfZHSEioi4lxs7jljiyE0TUtTGAInvkWtFGBOAbJ/eDiIi6Fnsq6Z1j9omIHIkBFNljM4Tx5Jb0UygUf3d2Z4iI6NanLR7xuB2HMngiIodiFT6yWWJi4iWFQrEMwGormj+nUCjeT0xM5BsYERFZpC0U8QyAZO2mwwD+C+PFi6wxqXLv2r7MQhGRozADRXbRlirPsrI5h/IREZFZlXvX9qvcuzYDwAUAiwAM1H4sAnAA5oOnOjP7JBCKTxAROQQzUNQecwBctKJdP4VCcVdiYuIhZ3eIiIg6F23G6Z8AprTjNMUAepvZH9uOcxPdsrZt2xb66quvxhjb5+Pjozpx4sRJV/SjtrZWvG7duoh9+/aFlJSUeAYEBLQMHTq06k9/+lN+bGxskyv6YAsGUGQ37VC+LABJVjRfCWCsk7tERESdiHZek71D8/Rdg/kAKqed5ye6pa1atepKZGRkq0DFw8PDmvnuDvHMM8/0/u6774Lmz5+ff/vtt9fl5eV5vvvuu5Fz58697csvvzzn7++vdlVfrMEAitrL2izUIIVC0S8xMfGSsztErrf23Pp+AP4GYAIAKYRJ239eOvDpgx3aMSJyW9rM0ya0fzqBGsCLAPbCeCCmAhfRJTJryJAhdXFxcY3Wtm9oaBDJZDKHBFh1dXWizMzMkIcffrhg8eLFhbrt3bp1a05LS4s7duyY38SJE6sccS1H4RwoahdtQPSaFU0DAfysUCgedXKXyMXWnls/F8KchVkAwiD8rIcDOLD23Pp3O7BrROTe/gbH3Yf8AmA+hGBJnwrAfBaQIHdVU1Ds9fPub6JObv049ufd30TVFBR7dXSfDG3bti1ULpcnZGZm+i1YsKDPsGHDhk6bNm3AunXrwuPj44cXFRW1Ssio1WokJycPXrhwoVVDZ1taWkRqtRq+vr6t/v8GBgaqdOdzNwygqN0SExOfA2DN/CYJgE1cYPfWoc08vQ9h3S9jHl97bv1dLuwSEbkxbaGIf1fuXZsH4aGLI4gBzAucsHQrADmAVQA+0n6Wa7cTuZ1fv/tfqGLde4PysrIjSs5fDMnLyo5QrHtv0NVj/wt1dV9UKhWam5tbfahUrZ9HLF++vE9kZGTTmjVrLi9evDhv9uzZJWKxGDt37mzV33379gUUFhZ6PvzwwyXWXDsgIECdmppa+t///rf7oUOH/Kurq8VnzpyRrVmzpmdsbGz93XffXe3Al+oQHMJHDpGYmHi3QqH4EsBkC0111ZBecH6vyAXmwfLchd0AAlzQFyJyU3qFIibD9AOX9nikcu9aEYDNgROW8v2F3F5NQbHXhS/3xUBjMApOo4EyY19McN+YGr/wblYPqWuvqVOnDjLcNmrUqMrt27ffmHoxbty48hUrVuTpt0lJSSnbvXt3t7S0tEKxWMjL7Nq1q1tUVFRDSkqK1YHPunXrcp9//vleixYtuk23TS6X127btu2Cl5eXy+ZiWYsZKHKYxMTEKQDuhlANyZzBLugOuUaMFW38mYUi6rq0hSJ+hlBlzxnBEyAUkHgewM+Ve9dyqDi5vbzvs8PaBE86Gg3yFMfDXNmf1atXX96xY8d5/Y+XXnrpqn6biRMnlhseN3v27KLr1697HTx40B8A8vPzpQqFIvCBBx6wdC/Yyquvvhq1f//+kKeeeirv3XffVb788ss5VVVVHo899lhcTU2N28Urbtch6ty0pcrft9BsCudC3TJyrWy30pmdICL3pM08OaLKnrUkADZV7l3LoeLk1hoqqjzN7680u9/RBg4cWD9y5Mg6/Q/DohI9evRoNjxu9OjRdXFxcXUfffRRNwDYvn17mEQiwaxZs0qtvfaZM2dkH374YURaWlreH//4x8Jx48bVzJo1q+zdd9+9eOnSJZ+tW7e6NJi0BgMocobNaDuRV58InAt1q7C2stVQ7XwpIuparBnm62hcOJfcniwowOzaRrKgQLdb+0gkMp5AnjFjRlFWVlZQXl6eNCMjIyw5ObksNDTU3H1gK2fPnvUGgGHDhtXqb7/tttsafX19VVeuXJG1q+NOwACKHE5bmW8+AHNjVvkGdwtYOvDpSwDOWdHUF4By7bn1zDwSdS1t5lU4QDaEdZ/M4cK55NZ6jk4ogYmABCIReiYOt6oAgzuYMWNGmbe3tzotLa1PcXGx56xZs2wavhceHt4CAMePH/fV365UKr1qa2sl3bt3b5P56mgMoMgpEhMTtwL40kIzvsHdGqZa2U4MYMvac+uZeSTqOqIceC4VgLmBE5aOALDNQlsunEtuzS+iW6P8/nty2wRRIhHk99+T68oCEgBw6tQpn6ysLF/Dj+Zmy7GLj4+P5t577y05c+aMX0xMTP2YMWNqLR6kZ+zYsdWxsbH1b731Vs8333wz/NChQ/7bt28PXbhwYZyPj49q5syZVg8HdBVW4SNnOgPgfjP7+QZ3C1g68OlLa8+tvwTAmiF6IgDbAdzh3F4RkZtwVAXOMgCj9NZz2gzgWRgMD9Q0lwLVP2pQ9b/BFRtfWIWbw4znQSh6kwtgP4BUva83By2q5yLv5HLRd4wsDe4bU5OnOB7WUFHpKQsKbOqZOLzE1cETIJQoN7b96NGjP1lz/OTJk8vT09PDp0+fblP2CQA8PDywY8cO5Ztvvtnj888/77Zp0ybPgICAlvj4+JqlS5de6927t/sNZ9SYqgBC1E4KhaIfhMpLxsa/ayBkqM4A2Kwd9ked1Npz608AGGrDIc8uHfj0Gid1h4jcROXetRdh3cMVSzYETlj6lMG5HwWwCdr3GE31caD4UxiMHtd9Ya76nwbAsqBF9fybRCZlZ2f/KJPJBsTHx5/v6L64o5UrV0alp6d3P3z48E+BgYHut/KtEWfPnh3Q0NBwPiEhYYStxzIDRU6TmJh4SaFQzIfeG5weEYTs1P0AnlMoFMsSExP55tUJaYtD3G7jYa+tPbc+GwZPgbVzqoioE9FW2nsGQLJ202EAbwROWHoJQJUDLqEGsNZwY+CEpVsr9649CmCepvHaYBR/OgXQGAZK1pRNFwFYXbHRGwyiiGxz/Phx74sXL8rS09O7T5kypbizBE/txQwUOZ222t48COs/mVsH5FkGUZ3Py2de+3eg2HeRHYdq0Pp3QQVg/tKBT291TM+IyNm0azxtgvE51V8C8AYwvp2XmRs4YanZvwsVG71XQVgHqj00AOKCFtXrhgmiYqN3P9wc/qcB0B9AKIQiFi8GLao/2M5rUifBDJRxd9555+CKigppQkJC5VtvvZUTEBDQKoBqaWmBuVhDLBZDInF1oU5BezJQDKDIZRQKhaU3OA2AuMTExMtm2pAbCclKenaa95jXBnnGOPK0xwH8eenAp3ljQuTGtJknU8O0dQwflNhCA2B84ISlh3QbDAKaXGjnL1Vs9P4QwMN2XkffLwCOac9dAWAVzL++kwBmcA7VrY8BlH0efPBB+enTp/1M7Z8wYULp22+/nevCLt3AIXzUWcRY2C+CMAzk987vCrVXSFbSawCerVTXOPrUwwEcWHtu/XtLBz79hKNPTkTtpw2evoblNZ7sDZ5UAOYbBE/PAviHwTmfrdjoPR/WL+ptSW/th7WGAlBWbPSeF7SontlzIgOvvPJKbnV1tcm/E2FhYS2u7I+jMIAiV8q1os2TCoUiGsASFpZwXyFZSc9CqICFk82XkeQ1EGKRw1dFeHztufU+AP7KuVFE7kM7bO992LZArrWZqLMAdgPYrKu4p806vQPgbiPtJRCGEO6y4RqOJgawpWKj91UO6SNqrX///i6vKOgKHMJHLqOtyncB1r3BqQHM064nRW4kJCupzc9xiDQW93snmVylvJ00AL4HcAgsNEHkdNrsUqthctqCENYO2zMmA0AfAPFm2mgAxOmVKkfFRu+5sD1Y60hfAljCIX23Hg7hu/VwDhR1GgqF4s8AVlvZnHOi3FBIVpLRuWwxknA84jveWUGUDgtNEDmQQbBUCUAOIAVGCrwAuApgK4CedlxqFQCRprn0eVRnA83lgDQY8E+ASBqqa5MROGHpb3RfaDNP9gRrHU0FYD6H9N1aGEDdejgHijqNxMTENQqFArAuiBIBUCgUiiQO53MrMcY25qoKkVGfhSneic4YzqcjAbBl7bn1VwH8CoOn5MxOEZlnEDD5A7gPlgMUCYAtaN98ps2avPX/D00FaLVOU8VhaLpNh8h/uArAEoPjnrGib+5IAmBTxUbvo/oV/Yjo1sEMFHUIhUJxAUCclc05nM+NmMpA6QSL/XC7tC+CxH6QiaTN/aRRYjj+Jkij/RAbbFvGBXqJjLNz7lJ7aQAs01x54TOYyyYFpb4WNDPjOd2X2qF7m9Exc5oc5RiEqn650FYL7NjuUHswA3XraU8GymmPiYksOGBDWzGALQqFwtgEYnK9zeZ2lqtr8G3jT/i8/jv8p+5baUZd1qMA/o1Wj53bTYS2f79EAFavPbf++tpz6/m7QqRHm3nqiLlEIgB/hyz2n2avXbH/2YqN3o8CN4buvY/OHTwBwB0QSqs/D+BixUbvY9rXRkSdHAMo6ihvQMgsWUsE4IB2DhV1oLKkrEsACq1t/1PzlSVLBz79ewBfOa9XrURAKIN+Yu259bxZIRLMQ8cNh5NA4j/ZQhsRhGFvuoXXXdXXAwB2wrEPeExJAnBBFygSUefFAIo6hHZO0zw7Dl3NIMotfGZD234hWUn9ClTl/Z3WG+OGAlCuPbeeNytEltfhcy5psDXZJAluzs9ytosA+gUtqk8NWlQ/G8BjsO2hnr1EADZrA0WiDrdt27ZQuVyeYOxj2LBhQ13Vj9raWvHy5cujk5KShgwaNGj4hAkTBn700Uchrrq+rVhEgjpMYmLiVoVC0QJgh42HvqZQKGIBBEE7tpxFJlzuDQCLrGwrBvCzDNKOePothrboxNKBTx8EAG1Wqk3xCVPbTZ3YoL0GQH8AkQB8ATQCaACgBPCDpXMRuUCuC65RDaEwRVv+CUDFYQ2gsRRIxUKoBuhs/9Uv8BC0qH5rxUbvowCWApgKIMqJ1xZD+NvxghOvQWSTVatWXYmMjGzS3+bh4eGyQgmPP/543/Pnz/s+8cQT+X379m34v//7v6C//vWvsWq1Go888kiZq/phLRaRoA6nUCjOAhjYjlOoAMxnkQnXCslKOgZhSEobwWI/DJX2RaDYD42aJniJpIiXxji7xLk5GghPmMMB/ANtSzRv0e6XGGw3WjJ97bn1c2H7fJKTAL4GgymyYM/+vDbB/KTUnu36nWnH+k22OAczf8s1pf+XgcrDU2B+btMqCK97lmO71ooKgNxchTy9oYSDtR8xDu7DR0GL6p35GsnBbtUiEtu2bQt99dVXY7788sszcXFxVi9629DQIJLJZA4JIo4cOeK3YMEC+QsvvJA7Z86cUt323/3ud/0uXrzoc/To0VMeHo7P+bCMOXV2UyE8qbd3SKkEwCaFQnGUa0a5xtpz6/s95JMSECT2hRhiNGma0aJRI1DiCykkkIk8OzJYMkYEofiFsd8xCYAFJrZ/sPbc+hcAnAfQF8L6NyoAwbB9gvtQ7ceza8+tz4QwVwsADgN4g0EVAcCe/Xlz0TY4f3bP/rz5k1J72v2QKHDC0kuVe9fOB7AJbR8U7AFQA6AcwjpQd8O+Ag6Z2uONBWkqUejEJZrKw+cALDNxvApABYTCC86iAfC8YfCkLe7QKmiF8GDlGQBTnNCPHCeckzqhkrNXvE69+3lY9dVCT//o8KYhT0wrCYvvY3Ug4wq6IOvdd99Vbt++vXt2dnZAeHh403333Vf67rvvRh06dOhU9+7dW3Tt1Wo1UlJSBg8YMKDmnXfesfi7fvz4cV8AmDBhQqvs85gxYyp/+OGHQIVC4Tt27Nhax78y+zGAog6XmJh4SaFQzAPwQTtOoxs7zyERTqA3XG0QgAEA+sVJnTnCxSnsDdDjYH3JfWtIINyg6gwEsGjtufWvLR349HMmjqFbjF6WaRCAUAClAK4BeBxtAxAJgE179ucdnZTa0+6HRIETlm6t3Lv2qPa6sRBu4jcHTlh645zFZ7L6iRqrlorripJFzTWRopZ6qyYvaQBNS9jgnuKG0q/FNfn3iYxkczVXXhAB+JOZ07yOthliRxMBWF2x0fsJAAuDFtUfrNjo/ayR6+qCPGfNFTdbzZS6hhP/+m9o5p/ejtGob06/O/Xu5xHj3vhj7rDfP1hq5lCHU6lUaG5ubrVNLBZDIrn5X3n58uV9xo8fXzZz5szLLS0topEjR9a+//77UTt37gxdsmTJjeJS+/btCygsLPRcsWJFiTXXFovFGgDw9PRsldHSff3zzz97M4AiMkI7H2oC2jdsI9ZR/enKjMwFqoAwrKYzLmjZmSxbe25976UDn3bm03fqYNrA6R20DqKt4ZCHRNpgqc05is9k9QPwTwCTNV4BIpVXgLCjpQGSuiJA1QCRWgVRY0Wb6EYDQBXUV6Tx9Ltf5ekHlU+4yqPicoa4qaoGekFaxcYXzP4dUfv0/qO47hdXFbfqB+BAxUbvHwCMMrLfmf04wAV2qeTsFS/D4AkANGo1Mp95K6ZXSkJN6MBYl2Wipk6dOshw26hRoyq3b99+Y3TEuHHjylesWJGn3yYlJaVs9+7d3dLS0grFYuG/za5du7pFRUU1pKSkVFtz7b59+zYCwPfff+973333Vem2nzx50g8AKisr3S5ecbsOUZf2MoCZsP+Ni0Mi2snOuT0uIRN5oZskDDKRJxo0TShWlaBB41ajHBxh5tpz69/tnz/tKhw8B4Y6ljZwehfAXe04jVMeEhWfyZoLU//vPWRQBfS6+XVLAyQ1+RA1Cfc4Gs8AqPwiAQ+Z/jGSlrD4SRCG84kAzC8+kxUj8R94u7j6nMl+iBqLvR3wcmxlLHhyJjWAhS6+JrmhU+9+HmYYPOlo1Gr89O7nYXe/ueSaq/qzevXqy4ZFJIKCglT6X0+cOLHc8LjZs2cXzZkzJ/TgwYP+qamp1fn5+VKFQhH45JNP5hm2NeWee+6pjI6Obnjttdd6BQYG5vTv37/hiy++CD506FAIAHebEgCAARS5Ee1QvucArLbjcBU4JKJdtJmnDg2eZCIvREjCESjxAyBClaoa11WF8Bf7oa9BEYoojwhcbs5FscqloxycLrim7zsA+sDEHBhnFBgg59H+vP4JYDLaPzSt3Q+JtJkm/d+f/bDl/72HDKqgPta0lAB4E8B9unNrAocCZgIoiG75WxINgHnMPhEAVF8t9DS7/9cCs/sdbeDAgfWWikj06NGj2XDb6NGj6+Li4uo++uijbqmpqdXbt28Pk0gkmDVrltVvzlKpFOvWrbv8zDPP9Hnsscf6A0BQUFDLwoUL895+++3o7t27t7luR7vl/1pRpxNsxzG6Knxd8k3J1vLbZrhs8UqNRoNKdS0Cxb43gqJuktA2QZKP2BvhHt0AtH0CJRKJ0Fcagyp1DRo1jbpx0+ZuUDVm9u8C8CA6OPMmbfFF96p4Y/OtdHNgugP4OxxcYIDaz0hgux/AEjgmcAIc8JDIRKbpOThvzlGr164Ovw/ivP9AZGS5JQ3EUAeNgKTkoJO64hYuBS2q5/9TAgD4R4c3md3fK8Ls/o5gKhM0Y8aMotdee613Xl6eNCMjIyw5ObksNDRUZbSxCfHx8Q3ffPPNuZycHM/a2lrxbbfd1vj5558HAUBiYmJN+3vvWAygyN3E2NheA+D5rlrC3MSQu2fXnltvtPy2BTGO6pc5ao0aX9YrcKo5B8FiP9wu7YteHuEYLRtu9I+zudS9SCRCb2nP7y40XX4UQG8IN63GDlBDuFE0DD40AJYtHfj0mrXn1veFUHFrkYlzOF1gXS+ITI9glQB4DW375pACA9SaiSIPZ6DN+BkETBEAUtD6Z/O8A7ujAjDf1p+vQbapEsYLVDi7YMNN3lFQxf0ZkotrWgVRGoihivszNAGDIC45BBFu2eVV3O6GmDrOkCemlZx69/MIY8P4RGIxbn9imlUFGNzBjBkzyt56663otLS0PsXFxZ6zZs0qtvdcsbGxTQDQ1NQk+s9//tN9+PDhVf369XO78foMoMjd5NrYXgTg7wqFIhtAKvSyMO68uK5CoWiTNbK1v2aG3EkAbFp7bv3RpQOftuWGK9eW61ui0WhQrq7GlZYCAIBM5IkKdQ1+ar6McrXwMKlcXYNvG3/CHOkkiEX2TX2rUNV1f6Vy50oAuQv87lsWIQkxDJJurOe09tz6T2FQgUz3PdJ+/v3ac+u/h+mS545gMhMmVflYOtbUzS6rUJphEOzoyuRGwSAw0m6fB2Ge0mi0/X7fDyHjZ2zdMEfLBnAB2t9TO4KnuXDD+Yya8IloCRgEceE3EDVeh8arB9Th9wLeQlVPVdyzkFxcfasGUZkd3QFyH2HxfRrHvfHH3Mxn3mpVSEIkFmPcG3/MdWUBCQA4deqUT0lJSZu4YMSIERar3/n4+GjuvffekvT09PCYmJj6MWPG2Fwx74033oiIiopqioiIaM7Ly/PctWtXt+LiYs+dO3f+bOu5XIEBFLmb/bD9ya0EbTMPzyoUCrdcXFehUMyFkayRHf01N+TOnhtqk997jUZjNBOk0WhQo6lHjboeLRoVAiW+gEaESk0Nvm34Cb+oiqy6cLgkxIZuttaIxhtlxt+v+VoV5xH1/EO+KUEwHSSZ/Z5oA62jECqljbe7Y6apAVyB8dLoJyGsFWWPLl2FUhskPQMgWbvppPbzOAjBkjn3w/qy1abWDXO0C5NSe9pVlVSbedoE51aS0wA4AWC4zUd6R0EdM9/4ScMnosWzGyS/boGo9jJE6ob29dJ9aACs7ehOkHsZ9vsHS3ulJNT89O7nYdW/Fnj694pouv2JaSWuDp4AoUS5se1Hjx79yZrjJ0+eXJ6enh4+ffp0u7JPdXV14n/9619RZWVlUl9fX9WoUaMq//Wvf13u1auX281/AhhAkftJtfM4o8Oa3G1xXW3myWTWyMb+xljYb9MNdaW6dkag2NfoPpFIhKstRajXNMFb5Il6dROK1BWtsklmmJt7BACoVdfb0tVWqtR1+l9KLrZce+2Vyp1fQsgqbClLyrL5568NtFK1w/qWQrgJj4R9c/QMSQD8F0LAuhLC4rx5AF4MrI++CuBnGA+MLX0f211gwB0LVFgaSqdtMxdtA4aBNl7KVeWzrdWen+czsP31GP5+aQB8CeAI2g59VQH4WttmGBw4DFBU+A0kF183Ok+qk1vG4hFkTOjA2EZXVtszNGfOnNI5c+aYLfhgTZsDBw4EyWQy9cyZM+2q7PTiiy/mv/jii/n2HNsRGECRu4lx4LnaZGEcMXSunRyZNcq1sN/qG7CQrKS507zHLAz0NB5AAUClug6f139n6VQaAAcByACUATgNYWjUGwCmmjyqHSVKf2m53uZsEDIK9wN4NiQraX5ZUpZdmUhtIPWU7uu159bfBWA7TGc01BC+B5aGTcUuHfj0IQBjW20dCOzZnzcfQjBgeMP6PNreyOrvb1eBAW0Q0iYzumd/3tcAqqH9/6Ld7pIgy0SfgJtD6eYD+E7bxt0CoPaw6uepzTTpsm5SCD+nCgBJdlzvHggPsG5kbrsNSrqsvY7+0Fd/AJMATLHxGpbVX7tVg6fXghbVr+noThA5w/Hjx70vXrwoS09P7z5lypTiwMDAW+4/sDEMoMjd+Dv4fIMVCsUqCDd7/tArqav1nEKh+B7AIZgIphwcdMVY2G9L1mgzgGfRzhvqkKykfgDer1TXmI1iKqzLND1mLFgJyUpqE+Xo8xXJzO02OYRQpVFhb/335g6VANgUkpV01J5MlCFt0NNz7bn1f0bbgg4qALpxSVtgZ7ZIW6r8KIQb43EQvq+HAXwGoAjGgyubCwzo02Z5TGVG9W+Un0fbTIVTqgCa6ZN+3zZBWFvJreb5OMDzln6e2jlOjhimpwIwv9ugpEMQ/g7qzt+v+EyW7m9nLm7+PbkAJxWeEBd+fasFTxoImScGT3TLSktL61dRUSFNSEioXLZsWZsMUktLCzQa03MaxWIxJJLO9yecARS5DW2gMtnGwywNa5oC4Wm1KSIAidqPG/OQ9IImY5PJ2zO/KtfCfquzRksHPn1p7bn1N7IVegvNaqQi6deBkgBrb3LmAZCcbL6MJK+BRos5qDVq/NRs8f78SzOZnkBzBxaqysyeWCQSQa3RQKwXRKk0Kqyr3IUCy+tASQBsC8lK+gXaG8GypKx2ZUy0VftMFqRYe279VZiuCGhNcHsngCdwMzCI1349H8LipK2u64Dqe7aUsDc2XHbLnv15VwH8ChPZKTuGB1rTJwluznm6lQTpf2H4vevpV7G/h59Dsm5lEH4W/6/4TJYcwu9sKoz/3XsOQD4cEzxdhJE5gKLGAgecusMUQMgAVkH4Pp0GsJnD9uhWd+TIkdPm9s+cOVN++vRpP1P7J0yYUPr222/nOrxjTiYyFxUSuZJCoTgI4Y3bkkIIw8RyABwAsBeOewJtaaiUfju5rfOrtIGZqTkudp1z7bn1fXt5RL0Z6RExWdQ6TaMCMD8p1nygF5KV9CGAhwFgiDQWU7wTWwVR+mXHLVhVlpRldPhhSFbSKhgUqOghCcM93qMQLglBrboek3zGmC1Zfq25CEcbf0K4JASFqjLsrf/emuDJGBUAu4f1WWvtufWPwkS2yFyJee3NstnfEUeXK9+zP+/G70A7aLQf+jf1uqycCG2zSbrMmdHvhQ19Mnoz7kQqAEchZAedpQ7ANghDX8fC4HsX5VehifSr7pBS+w7ybwBPGm4U574PSd6HHdAdh1ABkDNgunVlZ2f/KJPJBsTHx5/v6L50Jj///LNXdXW1yfupsLCwFl3pclc7e/bsgIaGhvMJCQkjbD2WGShyC9rAwprgCQAuJSYm3qhOpVAojM0ZsVi4wARTa+0Ya7dNoVA8astwPk04gGp8jTpMFhkZ/mVPwYsk7xEiCEMTjRbSyMpRHE2KNXveXN0/TjXn4KqqGLdL+yJI7Nem7LgZlrIqrYYbpnqPxB8DHoJEdPNHZulhTgtU2Fazx1I/rOHQYX2m6FXzM5qlMsPR1RWtkeuAc4hg4ndQ79+G+7bs2Z83GsBaI5mq2628bj/7umu1BgAlAJQAvsfNhzbO5ANhPbIntF+3yjR5SVSdN3iqvwaPs89HaUQSiACoA4dAHfVboTKfmYV2OwEuJUBkRP/+/d1uDSdHYABF7mKeDW1b3Txoh9wZ3qgOhvmhe1af34w7APxs7XC+rBxt+XJ/SOANaBoAqKCBCl+KmrGkHdUC23vD3Sq40a3NZANdRsdk/8uSsi6FZCXNB7CphyRMYhg8AeYXzAWA000OjXVccrNjTdl0I2Is7Le7XLmZinb7IQzRcsaNublMrghCJuIJbUEIY5kqS5wdTMggVEqMAvB/EIa4uWrAvtEheo0qN54vUH9NmMvUWACNVwTU4ffdWONJqLC3BiJofqP7oUnqf4G4IAOq3k9AEzZWpZGFnxY1XL8drX+uuojK3QuFdOmlBIi6EgZQ5C5ibGh7hzbzcyNo0QYf+tX2VsH+AMoWVpUfz8oxKF/uAUAYESwCMEkDLGlHH2Is7Df7pq4f3KDtEKvnIczHiAVQrt0eDSAEelX2rMnklCVlbQ3JSjr6mP/92yQiyR2W2uvTaDQ42mA8qNMfClioKsO++h9wXWV6AfdwdQTGtdyFvqq4R/bsz9MtQBUIC/NyjMzh2Q9gBlqvO1RlzbksyLWwf8ie/XmrLJ3fSH8rAKyCiYp2AH6C/WtQtZcuUyWC+94kiwCshjCEuEOV1Puih291e4pXOoWxEuTivP9AFfdnaAIGafe1zTSLAEh+eRf45V2RqPXvoAZCYYtx6ByFQtq9lAARdQ4MoMhd5NrY3lLQYq5CnaOZzGZoA6d5EEp4O2tYVq6F/Rbf1HXBDQyGmzl6iFtZUtblrBzFLxCyd1YTiURI9Rl59nTlpQIAd0P7dNrYUMAHfe/GuspdONDwvzbnubM5BQuaFkEi/Ch6Qxgmpc9oRTkT5bQNFx02XHfI3up0ln5347UfJs9vpvy3KRIIWVs1Oi6A6Qw3yAAQ3tEdaFRJkVMZgtjAMvcJokyUIBdBDcnFNVBHTDY7NE/7Mgx/90QQhnY78lXaO7zbmvO2aykBIuo83PVJH3U9myFkPKylCzqM0s5Lmm/jOXXsqawSCwgBU1aO4t9ZOYqzWTmKPAglf5+H5UU9Y7XHrsrKUXyo/Wzt3A5z3zury5mXJWVdLkvKeqEsKWuW9rOz5gfl2nNQqveoU2VJWakQCgas6ufRMyMtYKbGcCigRCRBWuBDiJCEttoero7QD55MkQDYtGd/Xl/dBivKaVt9Lmtos0rW/O4aPX87+/uVFdclN1DT7KlCx/6sCgBU6r4wV4JcBDXEVafsvY4jgx0VgPEQMrEnHHhegAvlEnUpDKDILdgZ8JgdmqYd4ieH8GaZAesDo+9t7AcA5GjnOCkhZDUGQpgzYe2bvz+EymvPQ6g89jyAn7NyFI9aOjAp1uT3TleFz93e1CvsPC4HuBnorQt75oxYJDb6/ZWIJJjgPbrVtnEtd1kKnm4cXioqeUbva1tKfLc5F2yb3wdAWAsKN393z9l4/vb0FxDWVTI9BtI2LPPqGG3+b/cJLM0Uicz+nHdCqFbqLIcAjIC2b5ZKkDux4G82rPt7rQIwP2hR/aGgRfUvBC2qHw4h02vYM42RbeZoADzLtZ6IuhYO4aMOEXQys82aMBWJ4/SLQTwKIQAxx+LQNN3cKBvnRB0EMButh7OZK5eu0vjc2G/PQwkN2i7wC1hfRQ9JsYlbs3LaFNLY7KzgSW9oYgy0Pz9tIGfNcavsuKSxTFqMuQPCJSGtvg5Td7f6Ykrxz4tCsp78Xlvq3Ox1rGDXxHJtqfIX9uzPi4X5DKbh+WPsuZ7WFDjmif9ZALsBBMNIuWoTnDW0qrM7AGAh9P5vx4cWVPhIm1dbOG4WnPv9zOk2KOlS8Zms+QA2abwizAftnqHHNfW/DBXZ/zfS1JpqD0Eo9W6sEutBCItP58DImkxBi+rXVGz0brOem3b3UghDr829Dx0AsJCZJ6KuhwEUuVzQycy5aDvE6Nmgk5nzKxLHbYUQ8MTC8howwQqFop+VZcRjrOyeCsDmxMTEy1k5ii24+caailI8L2ppsz6UsM6Nf7sqc+XD9Ju01fOjtMGSU6rKGQRM/mgb8D2blaOwuOYU7MuOmMqk5Zo7yGBxXlWQJuhrCAGCRcXiIhG0pc534L9mr2PJMckR+eyst/q1Y/FeS9c3fJBgqb05jrjhVgGYOim152XtcEL9BYHNHfM8gH+AIyP0qQEsVPx4Tlci3q9PuGTqiHDveCt+VM4Mnm7M9+k2KGlr8Zmso5rgUc9o8j5aJILGaKAjrjz+WwiBzmbY9jM2tTafLqN0GcDlio3ebR4gWRPYaNsY+7v5FICnKjZ699WedzAMiucwcKJbzbFjx3w/+OCD8DNnzvhVVlZ6SKVSTc+ePRsSExMr582bVxwZGdkMAHK5PAEAHnnkkYKXXnrpmv451Go1UlJSBhcWFnqOHz++bMOGDTkAkJOT43nvvfcO1rXz8PDQdO/evSkpKanyT3/6U35ISIjVI39+/fVX6d/+9rfo48ePB2g0GtHw4cOrXn755au9e/d22XpSDKDIpbSZJ2PzMyQANgWdzDxaMXTcZVh3E/gkgCesLCNuzflurMV0o+S4fj9DAU0LClCLfDTimkgjvIlq27dn9ccKmH/K2aGlcY1+L9qyNlsWY+VlCwD8D9obFRPnNFlsQaPRqH5sPP8OhAxIDoDNA9WDdOtlmb2ZV0GFTI+DwM3g1e6CJCqokO65aziAn7WVDr/DzUBUN3/kRtU+E0GWuesby8zZ019HZn/m6xb6nZTa85K2PLmx7MAlCMNWT0OoKHh5z/68IiNtOzO7v68NDU2aK7/k76mqrtsBYDQAUf+eHki9XWax5L8LLOs2KOnG/0nh30m/rzi9+HuYWDzaINB5F0IxGH3GSpXrjt1qLFOkH8CYCYTaxVnnJXI3b731VviGDRt6DhkypHrRokXXevfu3VhbWyvJzs72/eKLL7qdP3/ed+fOnRd17b29vdV79+4N+ctf/nJNLL753/bIkSN+RUVFnjKZzOikyEceeaTgnnvuqWhsbBT9+OOPflu3bu1x4cIFn48//lipfx5TamtrxXPmzJFLpVLNX//611yRSIT169dHzpkz57avvvrqnJ+fn0sWkmMARa5m7ZpF1t4EWlVGHMBmDfCsyNjNNgB44SJ8sB+e+C4rR3G39vpt71I8EIFARAAYqgE+0buxz7XQT1NUAA5DqKpmitNK4xoZircfwjo3+l9vgnVPjK3JluVaOEcegDlJsYmHLF0sKTbxUlaO0UWUVSKRaP7RER8aq05nrP3NA6HC+57/RpH4RqXqWDNBgFkG55JA+J3SmDnHcyFZScvKkrJazaUwc30V9IIVK9vrytIbPk1vz7pp+s4YVgWclNpz6579eW2yA4b9NtL2EQiVEt3VLzDdPw2AfwNYq/1a99r9AEyChd+jopIKzZXcfA30MqaBPiKMH+Lw4EkFIB3Ab9H6750GQln+IWgb+C7rNijJ6HwfbaBzFcBKCA+FrgF4MWhR/UG9NpcBjNfL7BgOnTMaJDGQIXKeQ4cO+W/YsKHn9OnTi1atWnVVf9+kSZMqlyxZUvDpp58G628fO3Zs+YEDB0IPHz7sn5KSUq3b/tlnn4UOHjy4uqCgwMvYtaKjoxuTkpJqASAlJaWmpaVFtGXLlsgTJ074JCQk1Fnq6wcffBBWWFjo9cUXX5yJi4trBIBBgwbVTZ48efCWLVu6/eEPf3DJUhMMoMjVYizsjwWEohIKhdGbY2MkALZp14YyOkxKE46xqIdIU9X2LgEBALwRB6G620IITSzdpYjROuNiz1N/YfifkJUwNczJ6ip61tILmu6C9sm23m7D0ty2Lq5qKVtmKZuSYsu8LVvnfhnezJ8W/yQvEBcM99X4olhchEyPg/rBE7TnMxUE7AfwYDnKf1srqgn7RZyDOlE9zJzLUhAqArA6JCsJRoIoq4MQe9pr15VyRAAVv2d/XgaAJfprVOnmc1lzAr22L+zZn3cXgHcg/N90N+aCOxGACr3v943Xrq2aqPu5hMOgTHdlZY3qSm6+GAa/LwOjpRAbr5lirw0A1nYblHS5+EzWCzD4XdFubxPk6GeeDFVs9J6L1tnq3gD2Vmz0nh+0qL5VYG0mIGKQRF3K+borXlsKPg272lToGe0Z3vRYxPSSAT59Gl3Zh/feey8iICCg5eWXX84ztt/Pz089Z86cUv1t4eHhTYMHD67+7LPPQnQBVH19vSgzMzN48eLFV99///1Ia649ZMiQOgC4cuWKlzUBVGZmZpBcLq/VBU8A0KdPn6aBAwfWfPvtt0EMoOhWlWth/41sS2Jion5RCUtPo+/QABeyTim+gj/+CSGLMgjCU9AQADHwBiAFNA0QbtUlAGQw/F9gy9j8GxkXvWyIsfH9GgiV/S4DGAAgFNons0mxiQcBwFQmBSaq6GmzZK2e8urOZYyFoMkcW+/YzGbLzGWNYGfFQFvnfunfzM/OmtEPwjAyi8GriSDgUEjWjH9CKFfvqLvb10Kykj41LCNvSxBiR3tHrZsmgpA1uc/ONbBamZTa8xCA27RBxzMQKlx2+Pg1Kxl9mGD4c9EPqCpKr4cHe9bePWGYDNV1apy72ozKOqEgnL+PQ6eGKboNSnpK94U2KGrzu2JquzEVG73NDs+u2Oh9lHOGiFp75/rHoS/krotR6y0BsLnws4hVMYtzn+gxo9TMoQ7T3NyM06dP+48dO7bcy8vLpnqZU6ZMKf3nP/8ZXVdX96uPj4/miy++CFKpVKIHHnig3NoA6urVq54AEBgYaNUcqF9++cV7zJgxFYbb+/TpU//tt98GGznEKRhAkUvoVd0bBPMVlVplW/Sq6InQNjvSiggQaeowBd6YYvI32wPCIBrHuXGTpJcNWQpgnHZzJoBPACxB66pYvQHsz8pRLEuKTVxjSyYlK0fxPoTMFfTOdSArR3EZwMfQq4inDZz+CWAynH/jaVW2zNUVA80pS8q6pJ2bZDSgs2YtLO05voKVBSqsIIINCyuHZCX1gxBcJGs3nQRQBctzq26wd5iiGbo1qo6ayXq1qeSon7Uy6N9lAL/fsz/P2Bwbt9HQ0ISiknI0NjVDrdb0Vvx4rt+K5yZY+t5fBvDCue+OPhs6QPyaWHxz1Mvwfp74pbAFTSogwNuh/32dUd7c2uHZRAQh82QYPAGAGmosz30zJjlwRE1/n1inZ6JKS0s9mpqaRBEREW0KMDQ3N7f6WiqVtvr6gQceKH/99dd7ZWRkBD300EPlGRkZoWPGjKkICAgwOQ9JrVajubkZTU1N4mPHjvlt2bKlR3BwcPPYsWOrTR2jr6amRhIQENBiuD0gIKClpqbGZXENAyhyGr2gyZqshwrA/Iqh4y5rb/r1bwgvwQ9DUGM5AhBBm2FybJBkTquMizYIuPFkV1uAwVT5cxGA1Vk5CmiDKItPe7WZp/kmdveFEGQ+m5WjeB7C988VgRNgYwbJmRUDbVWWlLU1JCupTUBn40LCS2BFgQobWFU4JCQraS7azlEzLHn+bEhW0tcAqmEkoHrpH3tvBDKeUo934/r2DPD383FECWyTN8179ufNhZFKnMayVkYCrQkQFkPVzeMKhuWFqi3SBT/1DU2VMpmnd3hYsKdM5mn18UUlFbiSm6+/6Q4AP7/0j73zVzw3wWwm7pvPv717WF/P18QG85vEIhFiI27esGg0GqNzoIxsV0H4+RlLWzl8WLBWjIX9HVoMh8jdbCn4NMwweNJRQ43NhZ+GrY595prRBg6kMbFI2/Xr1z1SUlJu19925syZbP0gyt/fXz127NiKjIyM0OTk5Ors7OzAN99882Kbk+lZvXp179WrV98YURQfH1/z8ssv/+rj42N19svEXFCXjk5gAEVOYaJUuSENgC+hrcL1daCXKCtHkYG2T/IHosGG/xlWF8JsN7M3ItpA0NL3AABey8pRfGoYfOgNuxsFYVFVEYQZW5ZIAFhaI8YRWv383HDBXqtpgyW7AzozmSwdFYSbWWt/jS0WDtFmnt6H5WGnErT+P/VsSFbS/LKkrK0v/WPvXOj9jjY1t+Dsz7mqbmFB7/eNiWzvgrwA8Mie/Xki6GWXtAGRyaFe+lkrU4EWhOIZL+jtt5pelkhTX9/4YUyviKrqmrphV68V6x7yBALA9YJS9I2JRLewIKvOaRA8tXpNL/1j79EVz01o9f9DL3C9K0numWgYPBkjEomg0QD6TTUajVokEj0HoTiIfkEGY2sjqQDMNzePqR1yLex3WjEcos7oalOh2Sc0VxsLrH+C0w5hYWEtnp6emoKC1tcLCwtr2bFjx3kA+PDDD7vt2bMnzNjx06ZNK128eHG/jRs3hgcGBjaPHz++ytz1fve7312fOHFihZeXl6ZXr15NQUFBNt21+fr6qiorK9vEL1VVVRI/P782mSlnYQBFDqXNOj2Dm8UYzBE96CkZP9/bQwOhrO1dJo+xpSilawb3qGE542LtDWibIVtWlg53FZPlha1Y96nLMMhktVkzBsB0WBfYWpshsDfAkQDYNGXHy1eHY4zRQKa4pGJeU1Pzo2Kx+PciERJkXp5e3cOCocvI6A9V8/KUQn+fgd7QZkX1sktWDfWyItC6amJ/q/5JxBIAGqjUaqhaVKioqtU1EwF45JzyFw1MDCu+nJsPfz8fU6/thqKScnO7JQB2v/SPvV8A2LziuQmXDANXW+Y3iUTASYkfJLVN12I0Dbv9vcVrTQREl4vPZLXJrDopeAJsL7dP1KVFe4abXbMo2qvtkDpnkEqlGDRoUHV2dnZAY2OjSDcPSiqVYuTIkXUAsH///mZTx48fP74qMDCw5eOPP46YMWNGoYeH+dAiKiqqSXdee8TExNTn5OTIDLfn5OR49+rVq8He89rqlgig9IaKxUB4IxwJoJd29yUAf6wYOu6g3s19MgAphCEt1wCcAbC5Yug4exe67FIM5jOFAiiF8H2UA0iBDcmiEo3GB8BvLDYUw6ogSgMIhSGsYywwMKUAwusEhHlNa63IuMRY3RO94S02ZK5cQVcp0C3mLLk7C5msNSFZSQDwGkz/H7F67hVs+/0yJJGqpFthJpCprKrdDr1+5mszMhqgTbYl30S2Ri+QkXh5Srf8Y93lMLVG87harYaHRAJvmRcggmEQpvu/YCnQWqm/X3etyupa1Nba9B5qtupmUUkFevXsrvvS6MOE8oqa/wFINHONeO3Hsy/9Y2+bRWGr62xbtuS6xAsvRA2OALD2ag+Y/F2xpQhEewUtqr9UsdHb5HxCFpAgau2xiOklmws/izA2jE8MMeaFTy9xVV8WLFhQ8NRTT932t7/9radhGXNLJBIJ5s2bd/27774LmDlzptP7nJycXPGvf/0r+vLly559+/ZtAoRFes+dO+e7aNEipw951OlUAVTQycy7Ifxx1o2d1ACoB+Br5rB4AAeCTmZmArgTbW+Wh0Mo3/t80MnMEwC+AYOpVgwCVH84cK6Hr7Whlh+gqTAfmd0oSW75t9pwjZZtEOYrmLM5KTbR1huRXBva5gA3gidzN7bOoKsSeBA314EyFii5xZylzqwsKWtNSFaS/oKgutTFjQV/bZh7lduevnipZD0tNDGakTHFMFtjZE6QCMDrui+a0IK6+pvzo/MLShEU6IteUeHyPfvzPgTQauw90DqzJJV6xEd0C4FM5mnsWg5TVV17FsApmFmrqL6hcT7MB1A6EhgJoM9dbcbwvp5WlynPl8h053KrwgzadaDaPGxh8ETU1gCfPo2rYhbnLs99s1UhCTHEWBWzONcVBSR0xo8fX71w4cK8d955p+elS5e877///tJevXo1NjY2iq9cueK1b9++YJlMpja1Dt3jjz9e/Pjjjxe7oq9z584tSU9P7/7kk0/2e/rpp/NFIpFm/fr1UWFhYc2PPfaYS/oAdKIAKuhkpmHlMUB4EzIXPOkbZ7kJhmk/ngs6mfkVgCW3YiBlEBDlwkzAaOVcJvtZO2XQC4BMKBDRZh0nMQBvGCtJbowawDz9oWdZOYpHYbqUNWD/8BNrS0NrAAzWzv9yZCECS9fUBU2G2SSLi9iS/do730pPu0qPV3lVOKALremyNWbmBJlVUVmLisorw/vGRA43zGYZCZICCwrL0CuqO369VtSufptTU1u/e1JqT8OfV6uvFT+es+Vn0eYOpLJOgwOnGjB+iMxiENUCYLfXjYyY2xVm4IK3RNZ7oseM0uTAETWbCz8Nu9pY4BntFdE0L3x6iSuDJ50lS5YUjhw5smbr1q3hGzZsiKqqqvKQSqWanj17NqSmppbPnTu32NLwPFfw8/NTb9269cKKFSuiX3rppViNRoNhw4ZVvfzyy1f9/f1tS+e3g8hU9Q13os08HeiAS+sqw23V9sOqwMOWAKU9DK5Tqd18o3Sxib7NRduAqNXrNDi/ucCi3VKkYizzkVpuqNMIoBY313HyhRBcWXYNwG6YGHqnDaKMreHUJuCyhfa87lR2WVf4YQmH4HV+IVlJpn5vLQqsD8EjP/wBYtsPNSk0JABxfXri17xC5Be0bwmToEA/+Hh7oXuYsKzHyTMd8ixLBUC+4rkJl/WrFUL7N1a/RPlL/9hr989CJ8BHhIHRUgT4iCHykqBvqBgSvXiqBcAK3774UnYjgFp1tQeDFSJXyM7O/lEmkw2Ij48/39F9Icc4e/bsgIaGhvMJCQkjbD22swRQ38HyECtnUQO4DcLwP4uBh4kARQNgWcXQcWv0T2wq0DKYqwUAhwG8oR8QWZEZMtY3S4uGyiuGjrus13YrnPx9f8hLgrkyu55o/AIgDzcn6VfAYF4BbAwWsnIUfdF2DSdr5jpZc17DIVvRECqjuarsJgOnW1RIVlJfAO9AKO2tTwNhTaghMPF3on/B7bhbOc0wiDK1TptFQYF+mv5xvXDxSp6otMxsISYbz+uLispayw0dSwVg/ornJrSpVmi4H7hRVc/uBZWr/L1xsV8Uavy80ST1QF5UKHpqmjC1sQiRqgbkS2TY7dUdeZIbkzxVAOTm5kARkeMwgLr1dIUAKhc35z11hJ0AZsJC4KENOpQw/QTyWV0QZSYAKodQjtbwTVgNYF7F0HFbtRm5/UbamOyb9pqrYH4x2n9XDB33e6cP29MSA3jPzxOREqvvN0ogfH9fTIpNbDPMzCBQcetCB1k5Cks/i/ZSA/gKQA3c/HtBjqENpNqsZaXdbnKeX0B9MAYWDMeg/JEZshbv0xCy/abWLjO3vhAAqAYP7JNZWlZ5d3szUB0hwN8nu6q67gK03z+9zJPZB0/adsaWYLDKxb6R+O6OgdCIrU5eqQDMv9oDrIJJ5CIMoJxLrVZDpTJf0dxwId/2ak8A1fGDGa1zDR0bQD0A89WgdgedzPwCQh/NvQOuDjqZGQsgHaYDlGATx4oBbAo6mdkd5qt4GfZtHoAXtMHdDAvtFwWdzMxB20xOe2ggvNZWFbXEABZ7e5gKnjQQMkzNAJpgZSbInRZntUKME8+dAWaauhxTc6u0QdSjMJEdqfIuhyL2ABSxB06XJWW9AAAv/WOvyWpqAB6E6UBBorz4q3KgPGZcfkGpuwxbtYq2iuCFSak9ZxnsslQNcNtL/9j7IoRFq21W5e9ta/D0HYBHmXkiolvJ4cOH/RcuXHibuTbffPPN6djYWJeUd7ekswRQL6Jj5kDp+FjYrytRa40nASyCfcM87Fkg9b6gk5kXIdwMWXqHFsH64MwaGgDjK4aOOxR0MvM1aJ+O9xGL1M/6eNzeWyKOhhAgHYMQJN+oRNYFbv5znXBODYDxxrJz1LVpF/r9HuYrxd0oSKAdttammpo20zLR3LWamluCZDLP+X1jIjdfzs133AQrJwoK9NOVYDe22GuMhcPvgHUjAm7QH65X7SezJXgCgF8ZPBHRrWb48OG1uoV7TYmMjDS5HpWrdYoASruG03sAHu/ovjiIq+a9AEJVQWuCJx1H9U03B+sQAGiHEXaW7JArbIZjh/DpFrZl8ESmHIL5AKpV8LDiuQmm/s/mWrhOzqTUnlv37MdRLy/PpUUl5eMaGprQ1NSc2dTccgzCQ6SeEIbkNmn7ZPHvTlCgHyoqayw1s4uPtwwwXW0z14pTWP13047heoaMBXlERJ1aQECAuj0L7LpapwigAKBi6Lgngk5mfgTgvxAWbyXrufIp8I1iBbq5V9RWUmzipawcRRaApHae6saaVl0ga0ftY67Uti2l+q06z6TUnpcBPGWkzU79L176x17d3K3BENbkMyomOgKIFsqZV1bX2LpYrlndw4JQU1OffubnnPmKH8/FoHWVvXaVi9dnx3A9Q/YuqUBERA7UKYpIGAo6mflnOHaoGdlHBSGLEgS9YT4MnKyjXTT3YjtPM9feEuvU9WjnQhmd21SWlGX175G2ZLfR8+iq0tnDxHl185MAAA0NTaqTZy45bH5V35hIaABj61bpV+F7FMCmKn9viW7onV9NPeIuXUNAdb3V18oe1g+nhvRpT3czrvbAb9pzAiKyD4tI3Hpu+Sp8xgSdzNSVnJ4E507I74oOAEhB25sjpwVLCoWiTUn3xMTEW24RY0NZOYo/w/Z5bTo7kmITf+fI/tCtz1S1PlvPo5c5ajVHqr39053XW+Z1d3CQ/+juYUEimcxTt1t1Tpn7dVV1nV3V7nREIhF6hIeiuzYoM7PG1I0qe7efrf5zeZDfao3eQrcitRpjjp1D3GXrFg3OvHMwrvTp0Z6uf3S1BwyLXBCRCzCAuvV0yQBKX9DJTHdbrLQz0617BRjcHDkrs6RQKObCxBoriYm3fnZFG0TZmlFVA7iNw/boVrZnf16bIE3x47mVAB5uz3m7hwWjT4wQyFix6O+qLY9O2AITpcxFajWmf/6dVZkoB2SgbiycG30dZhdSv9oDt/wDKCJXYgB16+kKZczN0q6NpKsY9SiAKBtP0QRhbpUYwpt0BRxbyruz0BV+0N2UO73ogzbzZKykuwTAJoVCcTQx8dYOEpJiE9dk5Sg+hZm1egxoAMxj8ES3Ou08qlZ/hxQ/nss1d4yfrzeiI7vj/MVfTLaJjLg5jbaxyWJRp1iYKWWuEYtxsV8UEk60iVcUAEbqHxd36RpOD4qxdw7UjflP0dcxF+bX6ns2+jrXiSIicpZOUWLWGhVDx12uGDruBQg3obbyBDALgD+ALdrFbuUAVgE4CKDaYR3tGGoAd8N4KXgNhDf6VRAW3XX1G66lNVbmubAvHUYbDFm78uh4znuiLmwzhGDCqH6xUQgM9EXfmEhju1V9YyLVekMC4eVpcWFGP1gYJl7j521s80HcfB/JAPBdQHV9xqCzv2TA9qEfGgB5AE5EX0c9gC0w/4BPAmBT9HX0tfE6RERkhVsiA2XA3opJIgiLQ94XdDLzawhB00AAtzu2e3apgFDZLhBACIDuAOKsPFa/nPgh7dwxlwzNs1KMhf2xFvbfSqzJnGpYqpy6shXPTbhkYqFf9I2JhC446hYWBH8/H9U5Ze47Tc0tN9aY6xYWNFb/2O5hwZaG8E3yqW14t85XZrJBQXgwsof1Q4/rpbjeIxTVft6awvDg4DpfmUg35A64MezuHdheAEkE2xeTv7GQuo3HEVEXdezYMd8PPvgg/MyZM36VlZUeUqlU07Nnz4bExMTKefPmFevWYZLL5QkA8MgjjxS89NJL1/TPoVarkZKSMriwsNBz/PjxZRs2bMgBgJycHM977713sK6dh4eHpnv37k1JSUmVf/rTn/JDQkJMPhjTd/XqVen69esjfv75Z98rV654NzU1iTtigd1bLoCqGDruUtDJTKNvrlaSQAik3MkGbXYNABB0MvNDWA6gjJYTd8P1mHIt7O9Ka55YU57fcbWbiTopw4V+A/x9/Pr0jpwkk3m2mkcpk3nO/8szdxtmay/v2Z93FNohszKZJ4ICfVFRWWvqcpLbf7ockHWH6bXS63xlODWkD04NjgVEIkAIeJ4EsCj6OvIB1AOQAugF11aP7UoPoIioHd56663wDRs29BwyZEj1okWLrvXu3buxtrZWkp2d7fvFF190O3/+vO/OnTtvVA729vZW7927N+Qvf/nLNbHesOQjR474FRUVecpkMrWx6zzyyCMF99xzT0VjY6Poxx9/9Nu6dWuPCxcu+Hz88cdKsRXDmy9fviw7dOhQyG233VY7aNCgmuPHjwc44vXb6pYLoIA2c6ImARjasT1qF2PrfuRaOOY7AI92knLijlqb5lbga0Wb/3N6L4g6AcOFfo0VnNDOoWpjUmrPy3v25/0C7ZxDicT8s7bi7sHDrOqUqE1sJILtc3IdqSs9gCIiOx06dMh/w4YNPadPn160atWqq/r7Jk2aVLlkyZKCTz/9NFh/+9ixY8sPHDgQevjwYf+UlJQbU10+++yz0MGDB1cXFBR4GbtWdHR0Y1JSUi0ApKSk1LS0tIi2bNkSeeLECZ+EhASLC+neeeed1T/88MNPALBly5awjgqgbpk5UIZ0c6Iqho4bBqHCWWekAvA1gJVBJzNXBZ3M7Kfdbm4OgAqdJ3iCtlT5fLR9PboqfJ3idThIjRVt/uT0XhB1QpNSe16elNrzhUmpPWdpP1v625Gr+4eleVA1AT4WJ0o5SUs7ju1qD6CIOqWShlKvA9czoz7/9cvYA9czo0oaSo0GHs703nvvRQQEBLS8/PLLecb2+/n5qefMmdNqrHN4eHjT4MGDqz/77LMQ3bb6+npRZmZm8JQpU6yd040hQ4bUAcCVK1eset2WHni5yi0bQOmrGDruOQhZjs5EN6Z0CoSSvc8D+DnoZOajFUPHmQ06OkvwpKMtVa6bbP2R9rO8K5QwN2ByDJFWHivvETnMjQdR3cOCzTYcpNL0M9vAeewd068CMP9qD/DvBZEbO1H6U+j2K/8Z9FP56YgrNbkhP5Wfjth+5T+DTpSdsmZIv0M0Nzfj9OnT/gkJCVVeXl42FbiZMmVK6eHDh4Pr6upEAPDFF18EqVQq0QMPPFBu7TmuXr3qCQCBgYFWzYFyF7fkED5jKoaOWxN0MvNTCIvvTkXHDqvQwPI4+EgjbSQAtgSdzBwNYC2EoMOdCkLYTZtpcqe5WR3B08J+ywvNELkBgzWKcuGG6xJNSu15ac/+vPkANslknpK+MZG4nNt2Qdy+MZHoU9MgOqDRQNN2iJ4zqQBkARhvoZ0GwE4AVQBuFMtg8ETk3koaSr2+LTwao0HrmEUDDb4tOBLTy7dnTahXSKOz+1FaWurR1NQkioiIaPPAprm59TIPUmnrZPwDDzxQ/vrrr/fKyMgIeuihh8ozMjJCx4wZUxEQEGB0/hMgFJlobm5GU1OT+NixY35btmzpERwc3Dx27NhOVfG6ywRQwI0CCk8BeCroZOYGCJN8XU0F4B4IGaRHTLQxF2DpJic/ASHb1NWDjluJpQVpXFphhsge0dfxLIB/oPXfMLdcl2hSas+t2oIS87qFBcX6+srkJaVVwxubmuDl6YnuYUFCVb8mFR69Vo4PooKNzXNylk8A/D8LbdQA5rnb95WILPup/EyYYfCko4EGP5WdDru7x7hrRhs4kKlVFa5fv+6RkpLSqhL1mTNnsvWDKH9/f/XYsWMrMjIyQpOTk6uzs7MD33zzzYttTqZn9erVvVevXn2jqmh8fHzNyy+//KuPj4+tyzt0qC4VQBlYCyEIcdZgSjWEQKhVVSi0Lim+D22rBaoA/A9AooXzSwBsCjqZebSzZp2ojUsQSueb20/ktrTBk7E5p7p1iY66W2ZEf7HePfvzPuzVUzbcWLukyjqEVFQf+MpDdHdheIiowUuKBm9PZwZUv7Ww/yCAJ9zt+0lE1qlurjY76qTKwn5HCQsLa/H09NQUFBR4Gm7fsWPHeQD48MMPu+3ZsyfM2PHTpk0rXbx4cb+NGzeGBwYGNo8fP77K3PV+97vfXZ84cWKFl5eXplevXk1BQUGdauieTpcNoBxQ7twcDYThKzfK7MLIEDtttcCrAFZCGFJ4DcCLAGbAcgAFcJ2PW82Adu4n6jDaYXv/MNNEAmBb9HX8Ajcd1gcLFU7lIsn35d+f2w7t+8bp+N74MeE2V2aldDZc7YGnXH1RInIcf6m/2VElARb2O4pUKsWgQYOqs7OzAxobG0W6eVBSqRQjR46sA4D9+/ebHCEzfvz4qsDAwJaPP/44YsaMGYUeHuZDi6ioqCbdeTuzLlFEwpSKoeN0xQvOOvC0GgDjK4aO26pXCXCW9nOrJ4VBJzPnAtgLoZRub+3nvQBus+F6XOfj1tHLwn5bF9IkcqV5sDy38w7cLIpzIfo6/uz0XtnGUoXTzSuem7AVgLyge9C/c3uHO314jQnmq14Qkdu7PXhQicjEn0wRRLg9ZHCJq/qyYMGCgqqqKo+//e1vPW09ViKRYN68eddHjx5dMXPmTJf1uaN12QyUTsXQcZeDTmZ+AcD0KonW0x+iZ5a2JPn7aJv9kgC4y4Zrcp0PInIHMTa2FwFYHX0dsyAs19DhGSn9whIwMvxaVxp9y6MT7oRzh4Bbwr/7RJ1cmCy0MSXiztxvC460KiQhgggpEXfmuqKAhM748eOrFy5cmPfOO+/0vHTpkvf9999f2qtXr8bGxkbxlStXvPbt2xcsk8nUIhPZ9scff7z48ccfL3ZVfz/55JNgADh79qwPAOzbty8wNDS0JTQ0tDklJcWaJWHarcsHUFrmFnO1xgEA38O2KnjzzFzP2vEgXOfj1lIC89UhzU7MJOpguXYeN1T74RaFJvQLS8DIorzaoYrGHn65Cv/uE90ihoUMKe3l27Pmp7LTYVXN1Z4BUv+m20MGl7gyeNJZsmRJ4ciRI2u2bt0avmHDhqiqqioPqVSq6dmzZ0Nqamr53Llziy0Nz3OV5cuX99H/+o033ugFAIMHD65JSUlRuqIPIlPVN7qaoJOZj8L++VAbKoaOs2k8etDJzA8hDGUxxVKpc122i9WXbgFZOYp+AC7A/M98dlJs4k4XdYnIJtrA4me0L7BQAZC7c2GE6OtYBWEIYkfQre/Ev/tELpadnf2jTCYbEB8ff76j+0KOcfbs2QENDQ3nExISRth6bJeeA6WvnfOhxtlxTK6F/V+i7Vh8DQAFtAvNMni6pfwNljOP97miI0T20A6/mw+YqMtrHV1hHHcW0wHX1ADIgBBc8u8+EVEHc49cnJtw8HwoS8wNG1QBWKL9uCUWyiWLJlvR5jdO7wWRHQwWzi0HENKO07l7YZzcDrimCMAUAIi+jjNwg/liRESOpFaroVKZr2huuJBvR2IA1ZY986Eybb2ImTLquqF5ukCJJcq7Bj8HtSFyqejrmAvHzgly9wIJmwEsg+tHcIgA3K/9cIv5YkREjnL48GH/hQsXmq1C/c0335yOjY11SXl3SxhAGbBjfSgNhEV57bnW1qCTmWbXiqIuQwXLv2+csEhuxQkFFVggwToSAJvdcWFiIiJ7DB8+vFa3cK8pkZGRJtejcjUGUEYYBDaDIQydMDU/ZVd7Ah7tscwy0UVYHjpa6oqOEFmiN2RvKuwLnn6BsO6Z/t9VXYEEdw8I5sE95g+LASwFuKAuEXV+AQEB6s60wK47vAm4Jd0iuBDeoMw9+Z8RdDKzr4u6RbeuP1rRZonTe0FkRvR13B19HXkQAv7nAQy08RQHAPS72gMxAOIgFMT5SPu5sxRIGNTRHdDz/zq6A0REXREzUJZZetqoqxrFLBLZLSk28WBWjuI9AI+baPItS5hTR4q+jvchVNmzxXcAfoV2eLJ+dkn77w79u2lQ/CIXFoozaOd7TXFF36wUHn0dfTtB1o6I6JbCAMqyGCvauHvVKOoEkmITn8jKUXwEYCOAvhCGN5UCWMLgiTpS9HXcDduDJxWAR9315t5E8Ytno6/jawDVMAio9OZ7mVtuwNL6fc7wLoDxLr4mEVGXxgDKslwr2lhVNWpTzvm7AawEEAXgGoAX58cOOGh/1+hWkxSbeAjCemRE7mSNje3dej6TmeIXErTOMD0bfR3PAwiGdfO9fgIw1EHdtNbdzEIREbkW50BZthltF7S9QQTgLk+f/ZZOsinn/PsQxv/fAaC39vOBTTnn33VQP4mInMXaeZ5n0TnmM82DdcUvJABWw/r5XkNg5v3Cidx98WEiolsKAygLKoaOu3S3l8/XxsZkiAA85O2PKd5+b2/KOb9qU875fsbOoc08mRr+8vimnPN3Oaq/REROYG3p2KlXe+CFTpANiXHSecUQ1gU0DKKcvQQBh5ETEbkQh/BZYbLMr3q0VIZvm+pwpUW4j+grkWKclw/CJB6AUH46HsCzm3LOz58fO8DwyetKC5dYCWCso/tNROQgewHMstDmWCcInHRynXjuaAjzkpIhPGfLBJAO4XvoqPWyDJU76bxE1IUcO3bM94MPPgg/c+aMX2VlpYdUKtX07NmzITExsXLevHnFunWY5HJ5AgA88sgjBS+99NI1/XOo1WqkpKQMLiws9Bw/fnzZhg0bcgAgJyfH89577x2sa+fh4aHp3r17U1JSUuWf/vSn/JCQEKuy95988knwnj17QpRKpU9lZaW0W7duTePGjStfsmTJ9YCAALXjvhvmMYCyTm6YxAMPegdYaicBsGlTzvmj82MH6N9IRFk4rme7ekdE5FwvA3gYpgskaADMcV132m0zgGfhnIAmTvuhIwfwPYRRCJvBkR9E5Ibeeuut8A0bNvQcMmRI9aJFi6717t27sba2VpKdne37xRdfdDt//rzvzp07L+rae3t7q/fu3Rvyl7/85ZpYfPPP2pEjR/yKioo8ZTKZ0WDmkUceKbjnnnsqGhsbRT/++KPf1q1be1y4cMHn448/Vuqfx5StW7eGh4eHNz311FPXevTo0XTmzBmfTZs2RWZnZ/t/9tlnP0skznpO1RoDKOvY8mYrAfDMppzzFbhZGrcUwrwnU/La1z0iIue52gOXoq/jMQBb0DaIUgOY14myT7rXMx/AJjgvK6Qj0V5nApw3lC/YSecloi7g0KFD/hs2bOg5ffr0olWrVl3V3zdp0qTKJUuWFHz66aet/s6MHTu2/MCBA6GHDx/2T0lJqdZt/+yzz0IHDx5cXVBQ4GXsWtHR0Y1JSUm1AJCSklLT0tIi2rJlS+SJEyd8EhISLC6k+/7771/q3r17i+7rlJSUmqCgINXKlStjMjMz/e++++5qc8c7Cp+EWWF+7IBLEJ4eWjs5eBGESccPaz8PtdD+Rbs7R0TkAtqiEHEANkAoFnFW++/b3LxghFHaPstxczHfDDivAIQEwlBtZwVrVlWCJSIy5r333osICAhoefnll40+0Pfz81PPmTOnVH9beHh40+DBg6s/++yzEN22+vp6UWZmZvCUKVNK257FuCFDhtQBwJUrV4wGXIb0gyed4cOH1wLA9evXpdZet72YgbLS/NgBWzflnD8KodrRNJivyGT4hFYM0+uDvDc/dsAhh3SSiMiJtFmmpzq6H45iuJhv9HX0hfA3PhZCUFIB4O+wLvCxtAZUH7s7avm6m510biJysrqmOq+CqsKwppZGT08Pr6aIgPASH0+fRlddv7m5GadPn/YfO3ZsuZeXl01Z8ilTppT+85//jK6rq/vVx8dH88UXXwSpVCrRAw88UP7+++9HWnOOq1evegJAYGCg3Q+wvvvuO38AuO222xrsPYetGEDZQDuv6YVNOee3AFDCtgyeCMAZAE0AQiEM23uRwRMRkXswDKgAIPo6PsXNoEpXrCEaQCSAAAh/0zMh/I1/0szpIxzdX60vO9PwSSK66Xrl9dDcsl9i9LcVVhdGxITE5PYIjLA6i9MepaWlHk1NTaKIiIgmw33Nza0LsEqlrRM8DzzwQPnrr7/eKyMjI+ihhx4qz8jICB0zZkyFuWIOarUazc3NaGpqEh87dsxvy5YtPYKDg5vHjh1r19C7vLw86XvvvRc5bNiwqpEjR1ocAugoDKBcaxC0C0waqdRHRERuxlhQZYx2cd4n4Pw5VfpUAPKir+NDCPNtN1/tgUsuvD4R2amuqc7LMHjSyS3LjQn0DqhxRSZKozGedLp+/bpHSkrK7frbzpw5k60fRPn7+6vHjh1bkZGREZqcnFydnZ0d+Oabb15sczI9q1ev7r169eobdQHi4+NrXn755V99fHxsniNaXV0tXrhwYT+xWKxZs2ZNrq3HtwcDKPvMg/3zx0xV6iMiok7KTGEKS0P77KVG26zXs9HXMb8zzkkj6moKqgrDzO0vrC4Miw2NvWaujSOEhYW1eHp6agoKCjwNt+/YseM8AHz44Yfd9uzZY7S/06ZNK128eHG/jRs3hgcGBjaPHz++ytz1fve7312fOHFihZeXl6ZXr15NQUFBdg3dq6+vF82fP79fQUGB15YtW5TR0dHWrlfoECwiYZ+Ydh4vAVeOJyK6pRgpTLEKwJdOupwGbd/DJQA2aedyEZEba2pp9DS3v7HZ/H5HkUqlGDRoUHV2dnZAY2OjSH/7yJEj60aOHFnXvXt3k8HJ+PHjqwIDA1s+/vjjiAkTJpR5eJjPzURFRTWNHDmybsiQIfX2Bk9NTU2ixx9/vK9SqfRdv379xSFDhtTbc572YABln1wHnIMrxxMR3WKu9sDlqz3wwtUemHW1B16AMPfVGUwNFeQDOqJOwNPDq82cI31eUvP7HWnBggUFVVVVHn/7299sXpdUIpFg3rx510ePHl0xc+bMEmf0T59KpcJTTz0Ve/LkyYC1a9de0pVEdzUO4bOPIxZhZNlZIqJbnzMX7TWFD+iI3FxEQHhJYXWhyeIy4f7hTg9GdMaPH1+9cOHCvHfeeafnpUuXvO+///7SXr16NTY2NoqvXLnitW/fvmCZTKYWiYyPRn788ceLH3/88WJX9HXZsmW9Dh8+HDx79uzrPj4+6qysLF/dvp49eza5aigfAyg7zI8dcGlTzvn5ML6opDVUYNlZIqJbnpm5USoIo0CcMT+KD+iI3JyPp09jTEhMbm5ZbozhvpiQmFxXljIHgCVLlhSOHDmyZuvWreEbNmyIqqqq8pBKpZqePXs2pKamls+dO7fY0vA8V/j+++8DAWDHjh09duzY0UN/39y5c68///zz+a7oh8hU9Q2ybFPO+Y0AFtp4GKvwERF1MUbWmNoMYCzaBlaOcPfVHuASGUQOlJ2d/aNMJhsQHx9/3pHnrWuq8yqsLgxrbG709JJ6NYX7u3YdqK7s7NmzAxoaGs4nJCSMsPXYjg8lO6lNOed1JWttsQPAX1l9j4ioazFRDv1y9HXoFmifASDOQZdLBRhAEXUGPp4+ja6otkeOxQDKfvNg+9CL0QyeiIhIRxdYRV/HFgAX4JghfZwDRUSdilqthkplviif4UK+HYkBlP0G2XFM3Kac830ZRBERkT7tXKllAFY74HScA0VEncrhw4f9Fy5ceJu5Nt98883p2NhYl1UnNIcBlP1C7TxuHqxY1Z6IiLqWqz2wJvo6AOA12J+JYpEiIup0hg8fXqtbuNeUyMhIly6Waw4DKPuV2nkch1YQEZFR2iDqU9wsONEbwB02nOJrOKeyHxGR0wQEBKhHjhxZ19H9sBYX0rWfvYsjcmgFERGZpL8YL4BHAdhSLncKgAvR1/Fn5/SOiIgYQNlvM2x7UwM4tIKIiGxwtQcuAVhmbfuAmmaMPlshSv1fyeqFnxQdWLXh135O7B4RUZfEAMpO82MHXALwvQ2HaCCs/8QCEkREZLWrPbAGwLOw8NBu6IVKzNp3HcMvVCEurw69Cxvu1gA/r9rw66Ou6SkRUdfAAKp9bFln4zgXzyUiIntog6g4AKsAZAD4DsCNtWOGKiuReLayzeQnkbBI76ZVG37t67LOEhHd4hhAtY8tw/jyndkRIiK6tenNjfrN1R4YC2AbIAzbSzzXNnjSIwHA4XxERA7CKnztMD92wKVNOee/gjBpl4iIyJU2A3huwC+1IivK7vUGcGHVhl+/AlANIBfA5uW/73XJmR0kIroVMQPVfksgFIewZNKmnPMcQkFERA6hKzDhX9di7SEiCA/8HgbwPDg/iojILgyg2klbTGI+LAdREgjrehARETnE1R5Y49msPmjn4ZwfRUQ3HDt2zPeJJ57oc8cddwyJj48fPnTo0GFTpkwZ8Morr0Tm5+dLde3kcnmCXC5PWLFiRZThOdRqNZKTkwfL5fKE3//+9zfWPs3JyfHUHSeXyxPi4+OH33XXXYOWL18eXVZWJtG1+8Mf/hBz5513Dra175s3bw67++674+Pj44fffffdg957771u9nwPrMUhfA4wP3bA1k0557sDWG2hKRfRJSIih+pd2LBQA/ysLRhhK93DvRcc3C0i6kTeeuut8A0bNvQcMmRI9aJFi6717t27sba2VpKdne37xRdfdDt//rzvzp07L+rae3t7q/fu3Rvyl7/85ZpYfDMfc+TIEb+ioiJPmUymNnadRx55pOCee+6paGxsFP34449+W7du7XHhwgWfjz/+WKl/Hlts3rw5bPXq1b0feeSRgrFjx1YdPXrU/4033uil0WjwxBNPFNt1UgsYQDnAppzz/QD83YqmXESXiIgcavnve11ateHX+QA2wb4gahIYQBF1WYcOHfLfsGFDz+nTpxetWrXqqv6+SZMmVS5ZsqTg008/DdbfPnbs2PIDBw6EHj582D8lJaVat/2zzz4LHTx4cHVBQYGXsWtFR0c3JiUl1QJASkpKTUtLi2jLli2RJ06c8ElISKizte/Nzc3YuHFjVGpqaumLL754DQDuuuuu6uLiYs933303cu7cuSWenp62rttqEYfwOcY8WH7T4iK6RETkFMt/32srADkAe4bzDV214deNDu4SEVmhuqbZ6+zP5VE/niyJPftzeVR1TbPRwMOZ3nvvvYiAgICWl19+Oc/Yfj8/P/WcOXNK9beFh4c3DR48uPqzzz4L0W2rr68XZWZmBk+ZMqW07VmMGzJkSB0AXLlyxa7XnZWV5VdZWekxderUMv3tDzzwQGl1dbXHd99952fPeS1hAOUYMRb2cxFdIiJyquW/73V5+e97jYcVi+4asXDVhl//44RuEZEJub9Whx5RFA76Ja82oqikIeSXvNqII4rCQblXa0Jd1Yfm5macPn3aPyEhocrLy8umvxtTpkwpPXz4cHBdXZ0IAL744osglUoleuCBB8qtPcfVq1c9ASAwMNCagmxtKJVKbwCIj4+v198+cODAegC4cOGCzJ7zWsIAyjFyLez/NxfRJSIiV1j++166RXd32njoQ6s2/HqXE7pERAaqa5q9zl2ojDG275yyIsZVmajS0lKPpqYmUURERJPhvubm5lYfhh544IFylUolysjICAKAjIyM0DFjxlQEBAQYnf8ECEUmmpubUVtbK963b1/Ali1begQHBzePHTu22tQx5lRWVkoAIDg4uFU50pCQkBYAqKiocMp0JQZQjrHfwv50l/SCiIgIN7JRswHMhW3ZqC9Xbfj131x0l8i5fs2rCWvPfkfRaIz/ebh+/brHoEGDEvQ/DIMof39/9dixYysyMjJCr1+/7pGdnR04bdo0s8P3Vq9e3XvQoEEJw4cPH/b000/HRUZGNr7zzjsXfXx87JqnpOu/yJrV8ByIAZRjpFrY/4ZLekFERKRHOzfqSxsO8QGwCICSa0QROU99g8qzPfsdJSwsrMXT01NTUFDgabh9x44d53fs2HF+0qRJJaaOnzZtWunx48cDNm7cGB4YGNg8fvz4KnPX+93vfnd9x44d5//73/+e+/77709++umnyttvv73e3DHm6Ib+lZWVtco06b4OCgqyeqE8WzCAcowYC/uHbco5/4grOkJERGTgjB3HiAF8sGrDrzuZjSJyPG+ZpM2QOVv2O4pUKsWgQYOqs7OzAxobG0X620eOHFk3cuTIuu7du7cdv6c1fvz4qsDAwJaPP/44YsKECWUeHuZHzEVFRTWNHDmybsiQIfVBQUF2zXvSJ5fL6wHg3LlzreY6/f/27jw+yvLcG/jvmX2ykY0QSAyJAgESEI0gytKIARXEoq09VTlIiQKFqqAHReC0x6MEBBHEEgUbIIpa6ytaKFYWJcrSY2u0SsIeCCFAQvZ19pn3j2cGJpPZM5OE8Pt+PhHybPc9gDDXXNd93ceOHVMDwKBBg7QdHcMZBlCBUerFNdvyzh7jp3lERNTZNsPzZu+uPArgZE5u2aIAzofoupeUGOYyq+PN+UB64oknKhobG2UvvfRSoq/3SqVSzJo169Ltt99e/+tf/7rT5mxzxx13tERERBj/+te/tmm88dlnn0WHh4eb7rzzzuZgjMsAKjC8bU+el3f2GHd8JyKiTrNkXtJpANnwP4gSAKxiEEUUOOFhct3Q1MhSZ+eGpkaWhofJdZ01l7vvvrtpzpw55du3b4/71a9+Nei9996L+frrr8P27NkT8fbbb/feu3dvlEqlMrtaZ/Tkk09Wbd26tWTo0KFByfa4o1AoLLNnz764d+/emJdffrlfQUFB+PLly/t98cUXsU8++eQFXzsLeosb6QZAdsqQ03lnj50G4KnMgTu+ExFRp1syLyk/J7fsIMR/g4YBGA+gl4+PWZWTW5YC4HVrUEZEHZB8Q1hNTJSyuay8OVajNSnUKqk+KTGsujODJ5uFCxdWjhw5sjk/P79Pbm5uQmNjo0wul1sSExO1WVlZdTNnzqzyVJ7XVZ588skqQRAs77//fvyf//zn+N69e+ufffbZstmzZ1cFa0zBVfcN8k3e2WMTAHzpxaUfZqcMeTTY8yEiInIlJ7csB8CLft5uAfCCtV060XWhsLDwO5VKNSQtLe1YV8+FAqO4uHiIVqs9lpGRcZuv97KEL3DK4F2r2LPBnggREZEHm+H7Zrs2LOkjousaA6jAWQvxHxV3LPB+vRQREVFQWEvwXujgY1axSx8RBYvRaGy3ma/9l8nU4SZ+fuuexYzXmLyzxwYAmOLFpd9mpwwpCfZ8iIiIPFkyL2l1Tm4ZAKzqwGMeBfBITm4ZS/qIKKB+/etfpx45ciTM1flJkybVvPnmm6WdOKUrGEAFxix4zj4BQNAWsxEREfnKGkQVwrs1vK7YSvrAIIqIAuWVV14pbWpqkro6HxsbG5RNcr3BACowkr28bnLe2WM3MQtFRETdxZJ5SV/l5JY9j45logAxiLq0ZF7StkDMi4iub4MHD+70boTe4hqowCj18jpbG3MiIqJuw5o5eh7+N5aweS8nt+zPAZgSEVG3xQAqMPb5cG1K0GZBRETkJ2sQNRBAXQcf9R85uWXFObllOWwwQUQ9EQOowMjy4Vq2MSciom5pybykEgAfBeBRQyHuM3WS7c6JqKdhABUYyV5eZwbbmBMRUfe2BuK/V4FgazCxMkDPIyLqcgygAqO0qydAREQUCNY9omah4+uh7L2Qk1v2dgCfR0TUZRhABYa3O7pLYNdEIu/ssQF5Z4/l5J099oH1R9aKExFRl1syLykf4nqorwL42DlsMEFEPQHbmAdAdsqQ03lnj70A71rApgBA3tljMwH8CWJnPpvn884ey85OGZIf+FkSERF5z7oe6u6c3LKbAPwEICQAj/2PnNwyNYDnrJkuIuomDh8+HLp169Y+RUVFYQ0NDTK5XG5JTEzUjh49umHWrFlV/fr1MwBAampqBgA89thjFb///e8v2D/DbDYjMzNzWGVlpeLuu++uzc3NPQsAZ8+eVdx7773DbNfJZDJLXFyc/o477mj4r//6r4vR0dEmAHjqqaeS//3vf4cfOHDgiLfzfu+992IKCgoiT5w4EVJVVaXojA12mYEKkOyUIbYWsJ7UWzNNjsETrN/n5Z09dlOg50dEROQPayB1MYCPfADAiZzcsscD+Ewi6oD169f3mTVr1uD6+nrZ3LlzL+Tm5p7Myck5c/vttzfs2LGj96JFi5Ltr1er1eY9e/ZEm81tl0seOHAg7PLlywqVSuV0HeVjjz1WsXXr1uMbNmw4OWXKlOqdO3fGzp49e4Djc3yxa9eu6AsXLihvu+22xpCQEJPfD/IBM1ABlJ0yZHXe2WOFENuaCy4umwPgBrQPnmxse0UtDfwMiYiI/LIPQCDLzCUA8nJyyw5aAzQi6iL79+8Pz83NTXzooYcu5+TknLc/N3ny5IaFCxdWbN++Pcr++NixY+u+/PLLmG+++SY8MzOzyXb8008/jRk2bFhTRUWF0tlYN9xwg+6OO+5oAYDMzMxmo9EobNmypd8PP/wQkpGR0erP/N9///1TUqn4tvrOO+/s5c8zfMUMVOCVwf16KAmAKR6ewb2iiIioOwlkZz4bbi5P173Kqmbl3/YcS3j///2Q8rc9xxIqq5qdBh7B9M4778RHREQY//CHP5Q7Ox8WFmaeMWNGjf2xPn366IcNG9b06aefRtuOaTQa4euvv466//77a9o/xbnhw4e3AsCZM2f8ft224KkzMYAKvFnw/OvqKjtlw72iiIio27DrzBfo8hh+YEjXrf/77lxM7ubD6f/8/nz8idNV0f/8/nx87ubD6f/3XVlMZ83BYDDgyJEj4RkZGY1KpdKnzpv3339/zTfffBPV2toqAMCOHTsiTSaT8OCDD3q9Gff58+cVANCrV69OKb0LFAZQAZR39tgEAE96ebmrP6QmcK8oIiLqZqyd+VIB5ADQBeixI3Nyy3Jycss+sP7IbrR0Xaisalb+/csTyRaHd4MWC/D3L48nX67unExUTU2NTK/XC/Hx8XrHcwaDoc2XowcffLDOZDIJO3fujASAnTt3xowZM6Y+IiLCZbbabDbDYDCgpaVFsnfv3ogtW7b0jYqKMowdO7bJ1T3dEQOoAMk7e+xPAL4EEOvlLX9D+0/yTACys1OGsB6ciIi6nSXzkkqWzEtaCqAwQI8cAOBFAI9YfzzO5hJ0PfjXD+djHYMnG4sF+Nf35719P9khFheTuHTpkiw9PT3D/ssxiAoPDzePHTu2fufOnTGXLl2SFRYW9po2bZrb8r1Vq1b1T09Pz7j11ltv+d3vfjewX79+uo0bN54KCQkJ5L5zQccmEgFgzTxl+3CLCcBC69csiCUMZwFsZvBERETXgP+G+KFhoEnB5hJ0HWho1Crcna/3cD5QYmNjjQqFwlJRUaFwPL5t27ZjAPDBBx/0/vzzz50GdNOmTatZsGDBgLfffrtPr169DHfffXeju/H+8z//89I999xTr1QqLUlJSfrIyMhrqnTPhgFUYLzsw7UWtM0ysdseERFdU5bMS/oqJ7fsHXhftu4LKYAfcnLL5i2Zl7QtCM8n6nK9IlTtSubsRXo4HyhyuRzp6elNhYWFETqdTrCtg5LL5Rg5cmQrAOzbt699/Z7V3Xff3dirVy/jX/7yl/iHH364UiZzH1okJCTobc+9lrGELzASfLj2e26US0RE17ol85JmA5gepMeHA3gvJ7dsf5CeT9SlRt5yQ7XgoqWYIAAjb72hurPm8sQTT1Q0NjbKXnrppURf75VKpZg1a9al22+/vf7Xv/51p825qzEDFRgXAPT38tpAbkZIRETUZZbMS3o/J7esH4BVQRoiMye3bOGSeUlrg/R8oi7Rp3eY7r67B5f+/cvjbRpJCAJw392DS+NiwwLVqMWju+++u2nOnDnlGzduTDx9+rR66tSpNUlJSTqdTic5c+aMcu/evVEqlcosuIj4nnzyyaonn3yyqrPm66i4uFh1/PhxNQDo9XpJRUWF4pNPPokCgHHjxjXFxcUZAz0mA6jA2A7gTi+vPRLMiRAREXWmJfOSVufklsUAeCFIQ7yek1s2D8CcJfOSvgrSGESdbvRtSTU3Jkc3/+v787H1jVpFZIRKP/LWG6o7M3iyWbhwYeXIkSOb8/Pz++Tm5iY0NjbK5HK5JTExUZuVlVU3c+bMKk/leV1lx44d0Vu3bu1r+/6nn34K/+mnn8IBYOPGjSfj4uIC3uFPcNV9g7yXd/ZYEYA0Ly61ABjIRhFERNTT5OSWLULwMlE2/wbwsHVfKqJOU1hY+J1KpRqSlpZ2rKvnQoFRXFw8RKvVHsvIyLjN13u5BiowvN234lsGT0RE1BMtmZe0GsDdcL3PYSCMAFudE1EXYwAVGC6WAbbD0gMiIuqxrCV2vwHgciNNO/52GZMC2JyTW3aTn/cT0TXAaDS228zX/stk6roO6N2zmPHa0wCgt4drTAA2d8JciIiIusySeUn5ObllBwHsA5Ds5tI8AHPh/YeQ9iQA9uXkln0IYDNL+oh6nl//+tepR44cCXN1ftKkSTVvvvlmaSdO6QoGUIFxBMAED9dks3yPiIiuB0vmJZXk5JZNBHAcYsbIkQnAGoibyPu7bioZwIsAXszJLXt1ybykxX4+h4i6oVdeeaW0qanJ2d8fAMTNfjtzPvYYQAXGt3AfQH3JvZ+IiOh6smRe0umc3LJsiJkm+zdBJgDZS+YllUxZUP5pbLjlEQC3qORAXIQFaoVfw72Qk1uWuWRe0uiOz5yIuoPBgwd3ejdCb3ENVGBshvgPgisT8s4e85ShIiIi6lGWzEvKB5AKIAfAh9YfU5fMS8qfsqB8JoDj1U3CLdVNAsprBXxfKuByg/tnavTAuWoBJy4JOFctQHN1JdXtObllxcF6LURENsxABcZYOC9RsBEA7Ms7e+w3zEQREdH1ZMm8pBIAS+2PTVlQPgDAn9Du304BpyqBJi3QL6p9NqqyAThdKcB+2VR5LTCwjwVxvQAAQ3Nyy95eMi9pbuBfCRGRiBmoDso7e8z2j4AnAoC8vLPH2DWIiIiud7Pg8oNHARUN7bNRGn374Ml2/anKNpmoOezQR0TBxACq49z8I9CO1Hp9QB2tqhhwtKoi52hVxQfWH73dl4qIiKgrJHu+RMCpSsFS04xnAVguNzoLnq5eK56/IuD/1hIR2TCA6rhkH68fFsjBj1ZVzITY5ehFAI9Yfzx+tKqCmwwSEVF3VerdZYJw/KIkFsBvtAb3G/ReqgO+LxVwulJAszaw/9YSEdljANVxpc4OqgQJblCoMFAZihsUKqiEK7/U0YEa2JppclJDDimAvKNVFSxhICKi7shT8yV7jx06KUmtb8UH7i4yWQRo9AIqGwT8WCZMnbKgfFHHp0lE1B4DqI7b53igt0yBESERSFSoEStXIFGhxoiQCPSWKQCgNoBjuysfDEq5IBERUUftWpd4GkA2vAui+gN40WgSfg3A7N0IAgCsmrKgfKWfUyS67hw+fDh09uzZN955553D09LSbh0xYsQt999//5BXXnml38WLF+VdPT9nTCYT1qxZEz9u3Lhh6enpt95zzz1Dt2/fHhnscRlAdVyW/TcqQYKblCEQhLZ12oIg4CZlCMIl0vMBHDvZw/mUAI5FREQUMLvWJdpanL8FuC/Ps5JCjIy8zVwBwAvMRBF5tn79+j6zZs0aXF9fL5s7d+6F3Nzckzk5OWduv/32hh07dvRetGhRclfP0ZmcnJyEzZs39/vlL395+c033zyVlpbWsmTJkps+//zzXsEcl23MOy7Z/pveckW74MlGEAQMVoePCODYpR7Onw3gWERERAG1a11iCYB5UxaUf4v2G+46I1iv+QrATRCzU568OmVB+XbrWETkYP/+/eG5ubmJDz300OWcnJw2H/RPnjy5YeHChRXbt2+PcnW/Xq8XZDKZRSLp3LxMZWWl7M9//nOfxx57rOKZZ56pBIC77rqrqby8XPnGG28kTJ482cOucv5jBqrj2nxqphLc/90vE4Q7j1ZVBOrTMHc15CbreSIiom7NLhuVA+CcF7dMAOBtQCQAKJiyoHzHlAXlOdY9qIi6hRMGKJc1IOE3tUhZ1oCEEwYoO3sO77zzTnxERITxD3/4Q7mz82FhYeYZM2bUAMDZs2cVqampGZs2ber9+9//PnH06NHDhw8ffmt9fb308uXLsmeffbb/XXfdlT5s2LBbxowZM3zu3Lkp5eXlbcr/VqxY0S81NTXj5MmTyunTpw+4+eabbxk7duywlStX9jWZvE8w79u3L8JoNAq//OUva+yPT5kypaa0tFR95swZhat7O4oBVMfdbP+N1uLVb/yrgWjwMLR3vKsachOA7KG94/lpGxERXRN2rUss2bUucSngvlmEnbvgfTlfIoCpEDvVnmRZH3UHm1sQM6ka6fmtiN+nQ3R+K+InVSN9SwtiOmsOBoMBR44cCc/IyGhUKpXelNICALZs2dK3rKxMuWzZsnOrVq0qUalU5traWqlSqTQ/9dRT5X/84x9PPf300+fLy8tVjzzyyGCNRtOuPGv+/PkDRo0a1bRmzZrT48aNq9+yZUu/bdu2ef3aT506pZbL5ZYBAwbo7I8PHjxYAwDHjh1Te/ssX7GEr+MS7b9pMBqRILe4LOOzEiA2eFjq7iJvDO0dn3+0quKg9XkpEMv2NjN4IiKia9RmAM/Du3K+zwFMgW8fCAsQG0zMBzBr17rEr/yaJVEHnDBA+VIjkh27opgB/E8jksco0DxIDp2zewOppqZGptfrhfj4eL3jOYPB0OZ7ufxqIikqKsqwefPmEvuyvcGDB+tWrFhxpQTQaDTijjvuaJ44ceLw3bt395o2bVq9/fOmT59e8fjjj9cAQFZWVlNhYWH4F198EW075klDQ4MsNDTU5Fg6GB0dbQKA+vp6b/dp9RkDqI5r86erl0zmKXiyCViDB2uw1OFgjIiIqKvtWpd4esqC8mwAW+B651yb8RBL+cIBxPs4VH8AX05ZUP7RrnWJv/Z9pkT+e68Vsa5aSpqt51/uhQvBnofF4jzpdOnSJVlmZmabKquioqJC28/Hjx9f72zN06ZNm3p/8sknvSsqKpRarfbKBSUlJSrHa++99942a5RSUlI0p06dCvFl/oIgtHsBrl5TIDGA6rg9AB61feNpDZSdm637OM2C2IiiFGLm6HSA50dERHRN2bUuMX/KgvLzAL70cGkv6xdwdU2yV59i2vmPKQvKBwL4D2t7daKgu2CC2/U55R7OB0psbKxRoVBYKioqFI7Ht23bdgwAPvjgg96ff/55rP35uLi4tukpAG+99VbcunXrbnj44Ycrx48f3xgZGWk0m83C448/Pliv17eLtqKjo4323ysUCovBYPA6mxwREWFsbm6Wmc1m2AdzdXV1UgCIjIz0pWOnT7gGquP+YP+Nl2ugAGAogOMQ67Efsf54/GhVxeMBnR0REdE1yFpa97wPtwjWL386b90K4NSUBeU72WSCOkOCFO1K5uwlejgfKHK5HOnp6U2FhYUROp1OsD8+cuTI1pEjR7Y6C5acVVvt3r07esSIEU2vvPJK+aRJkxpHjRrl9N5AGThwoNZgMAglJSVtGm+cOHFCDQBDhgzRBGtsBlAdlJ0y5DTEdqoAgCqD3pfUoWO6SgogLxANJoiIiK51u9YlroYYRPlSk9OR/V/uB3B8yoJyfphJQfWfIah29SZcYj3fWXN54oknKhobG2UvvfRSouerXdPpdBKZTNbm/9UPP/ww1tX1HTVx4sQGmUxm+eSTT6Ltj+/atSumf//+mhtvvDFoQShL+AJjDoBTAKC1mFGia3W6ma6XpAhQgwkiIqJr3a51iaunLCjfDvHfxsfg3d5PHSEFsGXKgvLzbDBBwZIqh+5/IlD6Pw6NJCQA/icCpZ3RQMLm7rvvbpozZ075xo0bE0+fPq2eOnVqTVJSkk6n00nOnDmj3Lt3b5RKpTJ7el87evTohg8//DD+tddeix8xYkTL4cOHI/bv3+9y/6iO6tOnj/Hhhx+u3LZtW9/Q0FDzsGHDWv/2t79F/fjjj+GrV68OajkuA6gAyE4Zcjrv7LH/AzAaAKqMeujMZgxVh/kbRE0I6ASJiIiuYdZNcJdOWVAuQCx5DzYBYoOJ561ZMKKA+00oasYo0PxeK2LLTVAkSqH/zxBUd2bwZLNw4cLKkSNHNufn5/fJzc1NaGxslMnlcktiYqI2KyurbubMmVUymfuwYdGiRRebmpqkH330UZ/33ntPMnz48Ka8vLyT991337BgzXvZsmUXQkJCzB999FHc22+/LU9MTNQuX778zNSpU4O2iS4ACJ3RqeJ6kHf2WA4c/lLPCImAQuJXB0ULgIFsRU5ERHSVdX3SKR9uscD3phKOXt21LnFxB59B17jCwsLvVCrVkLS0tGNdPRcKjOLi4iFarfZYRkbGbb7eyzVQgbPZ8UCt0e91cwKAlzo0GyIioh7G2iXvVR9u8bephL0XuPEuEdljABUg1mYS5+yPXTLoOtKL/jF25CMiImrLmg3a5cMtgXivs2rKgvIdUxaU57BLH1HwGY1GGAwGl18mU9A6lHuFAVRg/WT/jdZiRp2pQ90bN7MjHxERUVu71iXeD2Cjl5eHB2jYqRBL9U8yI0UUXHfdddew9PT0DFdfq1at6teV82MTicAqgvgX7BXndBpESeX+NpOQAHgWwPwAzI2IiKjH2LUuce6UBeUlEEv6OrrOyRcCxIwU2GCCKDg2bNhw2n5fKkf9+vUL2v5S3mAAFVibIe5XcaVzRADamv8sUJMjIiLqSexanK+FuIdTZwZSq6YsKC9kq3OiwBs+fHjQNsENBJbwBZB1HVQ2gDaFmVVGPX5obUS5XmMxWyzNXTM7IiKinmfXusSSXesSHwAwEEAOHNYjB9mXUxaUX5qyoPwtro0iun4wgAqw7JQh+QAmwWHXdJ3FjPN6rXDJoA318ZFfB2xyREREPZQ1kFoK4INOHjoewFwAJ6YsKGfzJ6LrAAOo4MiCizKCywa9r3tvCUerKvipFhERkXc2w6ESpJNIAGyZsqB8QheMTUSdiAFUcCS7OqG1mNFiNtb68KzfAjh5tKriH0erKnIYTBEREblm3SuqXTl9JxEA7GMmiqhnYwAVHKXuTp7StkZbfEtDCQBGQ2yfepz7QxEREbm2a11iPoBUAN93wfACgM1TFpRzGxKiHooBVHC4LR+wduYTLBaL2Y9nSwFsOVpVwRIBIiIiF3atSywB8B8A/Pm3tqMkAP7KxhJEPRMDqCCw68bnUpVRjxPa5qN+DiEA2MdMFBERkWvWcr5Z6JpyvjSIm+7+Y8qC8hwGU9TdHT58OHT27Nk33nnnncPT0tJuHTFixC3333//kFdeeaXfxYsX5V09P2fefPPNPjNmzBgwevTo4ampqRkrVqzolA12GUAFibUb3wV310RI5Td0YAgBQN7RqgqWCBAREblgV863swuGb1OCz7VR1F2tX7++z6xZswbX19fL5s6deyE3N/dkTk7Omdtvv71hx44dvRctWpTc1XN05rPPPoutq6uTjR07tr4zx+VGusF1DkCCq5NqiVTfwedLIX6ytrSDzyEiIuqxrOV8D1g75H3ZRdOQQlwbddA6H6JuYf/+/eG5ubmJDz300OWcnJzz9ucmT57csHDhwort27dHubpfr9cLMpnMIpF0fl5mz549xVKpFAaDATt37uzdWeMyAxVc/+3upEoQDgdgjJQAPIOIiKjH27Uu8SsAz3fhFCQA/sJyPrKpqtErd39Tm/CXXVUpu7+pTaiq0Ss7ew7vvPNOfEREhPEPf/hDubPzYWFh5hkzZtQAwNmzZxWpqakZmzZt6v373/8+cfTo0cOHDx9+a319vfTy5cuyZ599tv9dd92VPmzYsFvGjBkzfO7cuSnl5eVtyv9WrFjRLzU1NePkyZPK6dOnD7j55ptvGTt27LCVK1f2NZl8q7aVSqV+v+6OYAAVRNkpQ74C8I6L0++opbJLARjmbACeQUREdF3YtS5xNcQgyqdNGQPoVgCnpiwoX9lF41M38a+fmmL+9JeK9MKi5vjT5zTRhUXN8X/6S0X6dz81xXTWHAwGA44cORKekZHRqFQqvf5/YsuWLX3LysqUy5YtO7dq1aoSlUplrq2tlSqVSvNTTz1V/sc//vHU008/fb68vFz1yCOPDNZoNO32R50/f/6AUaNGNa1Zs+b0uHHj6rds2dJv27ZtnfbaO4IlfEGWnTJkdt7ZYx8CeBlAIoByAP+dnTJk/9GqCm92S7fAxaa8EBfFbg7MTImIiK4Pu9Ylrp6yoHw7gOcg7rfYFV6YsqB8KoCfW5td0HWkqkav3HeoLtlxUxuLBdh7qC65f6KquXe0XBfsedTU1Mj0er0QHx/fblmJwWBo871cfjWRFBUVZdi8eXOJfdne4MGDdStWrLhSAmg0GnHHHXc0T5w4cfju3bt7TZs2rd7+edOnT694/PHHawAgKyurqbCwMPyLL76Ith3rzhhAdYLslCH7AYx1cqrUi9vdBU/ZQ3vHs46aiIjIR9Z1SPOmLCj/FsBWH2939+GmL4ZC7NS3C8BCBlLXj++Lm2Nd7QhqsQDfFzXF3jM+2m0zskBwtS3ppUuXZJmZmTfbHysqKiq0/Xz8+PH1ztY8bdq0qfcnn3zSu6KiQqnVaq9cUFJSonK89t57722w/z4lJUVz6tSpEN9fRedjCV/X2gz/SggOA0gd2js+P8DzISIiuq5Yu/R5UxFiLxDBk/2z7ocYSO3k+qjrQ0OTSdGR84ESGxtrVCgUloqKCoXj8W3bth3btm3bscmTJ1c73hcXF2dwPPbWW2/FrVmzJmnkyJGNq1evLnnvvfeO5efnHwcAvV7fLuaIjo422n+vUCgsBoPhmohNrolJ9lRDe8efBvCtH7feCeChAE+HiIjoevUHdM2Gu/ZsgdSpKQvKS60dA6mH6hXuvhOzp/OBIpfLkZ6e3lRYWBih0+kE++MjR45sHTlyZKuzYEkQ2n+GsHv37ugRI0Y0vfLKK+WTJk1qHDVqlNN7ewIGUF1vv5/3vco9oIiIiDquizfcdaY/gC+nLCjf1NUToeC4NS2s2kkMAgAQBODW9PB2WZ9geeKJJyoaGxtlL730UmJHnqPT6SQymaxNZdWHH34Y27HZdU9cA9VFjlZVDID4l/UoPx8hgHtAERERBcSudYn5UxaUH4T4b+swiNkgZ29xzei8D6CfnLKg/MNd6xL9/bCVuqneMQrdxDFRpXsdGkkIAjBxTFRpZzSQsLn77rub5syZU75x48bE06dPq6dOnVqTlJSk0+l0kjNnzij37t0bpVKpzM6yTvZGjx7d8OGHH8a/9tpr8SNGjGg5fPhwxP79+13uHxUI//rXv0LKysqUZrOYQD5z5ozqk08+iQLENVahoaFBySwzgOoCR6sqZgL4E8RN9TpiWMdnQ0RERMCVxhJLAWDKgvLHAeSh7b/VJgR2/ZM3Vk9ZUP4vAOOt338DYA0bTlz7bhseXtM/UdX8fVFTbEOTSdErXKq/NT28ujODJ5uFCxdWjhw5sjk/P79Pbm5uQmNjo0wul1sSExO1WVlZdTNnzqySydyHDYsWLbrY1NQk/eijj/q89957kuHDhzfl5eWdvO+++4L2fvXdd9+N27Nnz5XW5998803UN998EwUAt95665GUlJSglEIKrrpvUHBYM0/H0fHgCQCKhvaOZxBFREQUBFMWlN8EMSOVAnHfxSh0Xdtze2YAs6wNMKgTFBYWfqdSqYakpaUd6+q5UGAUFxcP0Wq1xzIyMm7z9V5moDrfWgQmeAKA9KNVFTsBLLQ2pCAiIqIAsc9IAcCUBeW+dusLFgmArVMWlD8NYNGudYlfdfWEiK4nDKCCxG6NUzIAW5/7BIg11YF0P4D7jlZVZLOtORERUVCVduBeC4C/AegN4HYEphTwVojNJt7ZtS5xdgCeR9QtGI1Gl3tUAYBEIoFUGqh8hO8YQAWQXdB0FwL3l6M3pAC2HK2qOMiNdYmIiIJmM4Dn4byS5Mrmui06DUovl6O2uQGABdGhvZAQE//BoXeGTgfalQb2gfi+oSPvGdhsgnqUu+66a9jly5dd7oU1c+bMSy+++OLFzpyTvesigHKRDeoF8ZOkzbbyN+t1z+HqQs3TAG6y3qcAoAfQBLEO2gKgBkARxL9QHwKwEp2/uNRGALAGwLQuGp+IiKhH27Uu8fSUBeXZsGsu0aLT4EJNhaWyoeaYXCodajSZ0axraXNfi06D87UVj0gz/73XVPBovpPSwJsA/A+AeyC+3zgNcb30Yz5M72UAYzvw8oi6jQ0bNpy235fKUb9+/bp0f6ke30TiaFXFqxA/LXKnFWIAovZzmM5saerJq0N7xy/u6kkQERH1VLYMUklF2YRTFaW+VJyYAKSaCh71WC0yZUG5r02nzu1al5js5bXkIzaR6Hk60kSiu7zpD4qjVRUfwXPwBAAh8D94ArrXr+MLR6sq/tbVkyAiIuqpdq1LLPni399sOVVROhK+VZ5IIVbEeDPGaQDZED+k9Ua5D/Mgog7osSV8R6sqJgD4VVfPo4tMOVpV8fbQ3vFzu3oiREREPdQs+NdVd4K3F9pt7vssgMkQlxS48t/ePNOa2bItaygFsJl7ShH5pjtlTgLt5a6eQBebc7SqYlFXT4KIiKiHSvbzvtulmR/c5O3Fu9Ylluxalzh/17rEFADvuLjsHW8aSExZUD4TYlngiwAesf54csqC8p3WwIqIvNCTA6iErp5AN/Dq0aoKr/+SJiIiIq+V+nmfAC/L+BxZW5VPAHAIwDnrjxO8aWFuDZD+hPZZMwHiliinpiwo/2HKgvIcBlNE7vXYEj4AFwD07+pJ2CmEOJ/YADyrAkC8F9fZ/pJe6ulCIiIi8slmiBkcf9wHP/9ttmaa/Om2503J4Qjr1+IpC8pf2LUucbUf4xD1eD05A+VVLXAnsQD4DwAtni70ghniX5z/8PL6lACMSURERHZMBY+eBrDRz9tv8aWML0CSfbhWALBqyoJy45QF5UVTFpR7vW6L6HrQYzNQQ3vHf3W0quIdAE8GeSgLgFUA/guuP9l5YWjv+JKjVRWByIottj5rBoBTXlx/toPjERERkROmgkfnSjM/GA9giB+3PwtgfoCn5E6pH/dIAaQB+HLKgvJGAB8AWMOmEz3T4cOHQ7du3dqnqKgorKGhQSaXyy2JiYna0aNHN8yaNauqq/decnTixAnl1q1b477//vvwiooKpVqtNqWmprYuXLjwwogRIzTBHLvHBlAAMLR3/OyjVRUfAlgNYBDEzekA8ZMVMwADxD0ZbC1ITRA3x90L4P8B+CWAn1nvawRwEcB567VREIOTzdaA5hjsNtazskAMnmwp8P8G8GUHX9a8o1UV0wBoILYsTXRzrQliiQEREREFgang0aHSzA++AnCXj7dODMZ83NgMcWsXfzoHAkAEgLkA5k5ZUH4UwM8ZSPUc69ev75Obm5s4fPjwprlz517o37+/rqWlRVpYWBi6Y8eO3seOHQt9//33vfngvtPs378/4vvvvw+fMmVKzbBhw1obGhqkW7ZsiZ8+ffqQrVu3Hr/ttttagzV2j99ItzNZGzbMglg2dyW4crhmE4KfFQMAs9okLO6tl0bBrlVpWFIs/7IjIiIKMGnmB48B2ObDLVWmgkfjgjUfZ6YsKH8cwBb4tneVOzN3rUvMD9CzurWevJHu/v37w3/7298Oeuihhy7n5OScdzzf3Nws2b59e9SMGTNqnN2v1+sFmUxmkUg6d2VQVVWVLCYmxmg/bn19vXTChAnD7rjjjvoNGzaUuru/IxvpMoDqAkerKu6CmBUbAEAPoBJAegCH2Bavlf6ksAgr0D4jtgvAQgZSREREgSXN/GARxLJ+b5wyFTw6KJjzcca6nmkfAhNEmQEM2rUuscTjlde4nhxAPfroowNPnz4dcuDAgZ+USqXbwODs2bOKe++9d9hzzz1XVl5ertyzZ090fX29/PDhw/82Go3CypUrE3744Yfw6upqeUREhGnYsGFNy5YtK09MTLxS/rdixYp+W7du7btz586i//3f/73hyJEj4eHh4cb777+/etGiRZekUn+TpKKpU6cOVqvV5r/85S8n3V3XkQCqJzeR6LaG9o7fP7R3/G1De8dHDu0dHwfgQYjBTUAozBCcBE/A1ValJ5vLqrlHFBERUQCZCh5dDbFMzht7gzkXV3atS/wKwG8gBj8dJYGfLdlJdO6SQfnW/6tLeOmd6pS3/l9dwrlLBmVnjm8wGHDkyJHwjIyMRk/Bk70tW7b0LSsrUy5btuzcqlWrSlQqlbm2tlaqVCrNTz31VPkf//jHU08//fT58vJy1SOPPDJYo9G0C9jnz58/YNSoUU1r1qw5PW7cuPotW7b027ZtW0xHXk9NTY303Llz6uTkZG1HnuNJj14Dda0Y2jv+9NGqihfg/adWbqlNksc8XCIAWNVcVo2wpFi2KCUiIgoQU8Gjq6WZHxTCfZbHDOD1zptVW7vWJeZPWVB+EGIji5+jY3tnstuvn3Z80xTzzqcNyWa7sOXzQy3xTz4YWfrA+DCn5XKBVlNTI9Pr9UJ8fLze8ZzB0LZnhFwuv/LzqKgow+bNm0vsy+cGDx6sW7FixZUSQKPRiDvuuKN54sSJw3fv3t1r2rRp9fbPmz59esXjjz9eAwBZWVlNhYWF4V988UW07Zg/li1blmSxWPDkk09W+vsMbzCA6iaG9o5ffbSqIgbACx19lsz7XNaq5rLqwrCk2K86OiYRERGJTAWPfiXN/OA3EBs3OFb7mAHMMhU82qVlb9ayu/kA5k9ZUH4TxJbsd/vxKHb79cO5SwalY/AEAGYL8M6n9ck3D1I294+X64I9D1dLeS5duiTLzMy82f5YUVFRoe3n48ePr3e25mnTpk29P/nkk94VFRVKrVZ75YKSkhKV47X33ntvg/33KSkpmlOnToX4/ipEa9asif/qq6+ilyxZUjpw4MCg/tqxhK8bGdo7fjHE1H+HyvmMvlU172suq368I+MRERFRW6aCR/MhdgDOBVBs/coFMMh6rtvYtS6xZNe6xCyIa7O3AfC2e5kZ7Pbrl88PNcc6Bk82Zot4vjPmERsba1QoFJaKigqF4/Ft27Yd27Zt27HJkydXO94XFxfXrqX5W2+9FbdmzZqkkSNHNq5evbrkvffeO5afn38cAPR6fbuYIzo62mj/vUKhsBgMBr9ik3feeaf3pk2bEp544okLHclgeYsZqG7Gmonajqvd/PoDuNOXZ7RIzYgwChC8Wx8qAMhrLqs+GJYU2+MXgRIREXUWa5apM/d66hBrVuo/AfynNSv1LIAncHUbGEezrocGEsFwuc7k6tdUPF/r/nygyOVypKenNxUWFkbodDrBtg5KLpdj5MiRrQCwb9++dsGSILR/j7l79+7oESNGNL3yyivltmNnzpwJ+ut4//33o9esWZP0q1/9qnLRokUVwR4PYADVLVlbny8FgKNVFQMAnIQP3XKMEqBWbka0QeJtECWFmImayO58nasoc/4AiMFyMqyt5tMLNvD3gIiIupRDid9CAP8LIATiHpMFAH7L4Ml/cVHSdmuO2pyPdn8+kJ544omK+fPnD3rppZcSnbUx95ZOp5OEhoaa7I99+OGHQc2kffbZZ5GvvPJKyn333Vf98ssvl3u+IzAYQHVz1gYTuyB2z/Nai8wCncSEKL0EKotX2ahkACeay6pnhSXFdqvSgp6qKHP+TAB/QttuiYuLMufvArCQgRQREXUHu9YlrgWwtqvn0ZNMHhNW/fmhlnhnZXwSQTzfWXO5++67m+bMmVO+cePGxNOnT6unTp1ak5SUpNPpdJIzZ84o9+7dG6VSqczOsk72Ro8e3fDhhx/Gv/baa/EjRoxoOXz4cMT+/fujgjXvr7/+OmzZsmU3pqSktP7yl7+s/sc//hFqO6dUKs233nqrJlhjM4C6NiwEcB983D3cKAGqVGb01Ugh93w5IK6J29JcVn07gNeZjQoea+bJMXgCrraav68oc352esEGBrNEREQ9TP++ct2TD0aWvvNpfZtGEhIBePLByNLOaCBhb+HChZUjR45szs/P75Obm5vQ2Ngok8vllsTERG1WVlbdzJkzq2Qy92HDokWLLjY1NUk/+uijPu+9955k+PDhTXl5eSfvu+++YcGY8+HDhyMMBoNQUlISMmvWrMH25+Li4vQHDhw4EoxxAW6ke804WlXxOIA8+BhEAYDSBMTppd6W89lYALzANufBUZQ5PwfAi15c+j2ARekFG9gpkYiIqIsEayPdcxUG5eeHmmMv15oUcdFS/eQxYdWdHTxdr7iR7nVgaO/4fACpAHaifZc+M9xsiKeTAi1SCyy+Nfez7RXFDXeDI9nL624F8GVR5vy/BXEuRERE1AX6x8t1v/1F1IU/PBl79re/iLrA4OnawADqGjK0d3zJ0N7xDwAYCCAHwIfWHwdZv3LgPMBCrcIMjeBXunFVc1n1Tf7Pmlwo9fH6KUWZ85mFIiIioh7PaDTCYDC4/DKZTJ4fEkRcA3UNsu/S58DWuc9ZuZ+pRW55MUSPlfA9cN4E/zbXI9c2Q9zzy5eSzLuKMue/nV6wYW6Q5kRERETU5e66665hly9fdtkCfebMmZdefPHFi505J3sMoHomp4udNFLLZYgts53tjO7OhOay6glhSbHMgARIesGG00WZ87Ph+7q2OUWZ84cDmMEufURERNQTbdiw4bROp3O5eL9fv37t9qbqTGwi0cNY9406Dudvyk0AUpM0MgB4CWJnvzC43iDPngXAb9jiPLCKMuffBLE17P3wYa8viGveZrFLHxERUfAFq4kEdR02kSB7s+A6oyG1nh8H4NcAouFd8ASIb+7zuB4qsNILNpSkF2ywrWt734dbJQA2WwMwIiIiIuokDKB6nmR3JxVmDIPz/Ye8IQXw1+ay6pzmsuoBftxPLlgDqekAdvlwmwTc2JCIiIioUzGA6nlK3Z2MMEhi4F/wZJMGcf+iU81l1V8ykAqs9IIN9wPY78Mt9zMLRURERNR5GED1PJshrnVyxqQ0CzUBHGsCgBPNZdWPB/CZ1730gg0TAGz08nIBYlkmEREREXUCBlA9zNDe8acBZKN9EGUCkG2QWHxpVOANCYAtzWXVEwL83OuatVX5q15enhLMuRARERHRVQygeqChvePzAaSi7Wa7qQAO1crN91na77PbUQKAL5vLqv/B9VGBk16wYTHEvaI8ORvsuRARERGRiAFUDzW0d3zJ0N7xS4f2jn/U+mMJgFlGCaS1cjO8CaL0gqXKDIvOh2FHQ1wfdZxlfYGRXrBhNcRNjF39hpkglm0SERERUSfgRrrXl2QAaJFZoDBbEG5yXc1ngQXVClPvcKPE7XUuSAFsbi6rPhiWFFvi92wJAJBesOGrosz5v0H7TXdNALLTCzbw15iIiIg65PDhw6Fbt27tU1RUFNbQ0CCTy+WWxMRE7ejRoxtmzZpV1dWb1zpqbGyUPPfcc8mnTp0Kqa2tlUulUktiYqL2kUceufzoo4/WBnNsBlDXl1LbT5pkZoSZBAhO9m61wIJ6mRlGCdAqdX2dBxIAB5vLqv8FoAjA5rCk2NMdmPt1Lb1gQ35R5vyDEBtGpEAs29vM4ImIiIg6av369X1yc3MThw8f3jR37twL/fv317W0tEgLCwtDd+zY0fvYsWOh77///qmunqc9vV4vSKVSy8yZMytuuOEGnU6nk3z++edRL730UkpNTY3sqaeeuhyssQWLJeDrYaibOlpVMQDAcVizGKFGAdEGSZvgyBY8NcnFPxdRegnCTQGp9DQByA5Lis0PxMOIiIiIOkthYeF3KpVqSFpa2rGunkug7d+/P/y3v/3toIceeuhyTk7Oecfzzc3Nku3bt0fNmDHDaSdnvV4vyGQyi0TSPVYG/fznPx+s0Wgke/bsOeruuuLi4iFarfZYRkbGbb6O0T1eKXUKxw59LTILLilNaJCZLXrB8n+NUnP1JaXpSvAEAEpzwJr2SQHkNZdVc88iIiIiIgBFZ+uVT637V8LPX/w65al1/0ooOluv7Ow5vPPOO/ERERHGP/zhD+XOzoeFhZltwdPZs2cVqampGZs2ber9+9//PnH06NHDhw8ffmt9fb308uXLsmeffbb/XXfdlT5s2LBbxowZM3zu3Lkp5eXlcvvnrVixol9qamrGyZMnldOnTx9w88033zJ27NhhK1eu7GsyudqJx3sRERFGmUwW1AwRS/iuM0N7x+cfraq4UgpmlOBsg8S8OaFffMnRqopiALFBHF4K4Lnmsup6iOuxSsHSPiIiIroOvfnJiZhnN3yfbDZffa//9o7T8Wt/d2vp7x5KDeS+nS4ZDAYcOXIkfOzYsXVKpdLroGPLli19U1NTW5YtW3bObDYLKpXKXFZWplAqleannnqqPCYmxlhRUSF/77334h955JHBe/bsKVKr1W2eP3/+/AFTp06tnjlzZuWXX34ZuWXLln59+/bVP/744z69drPZDJPJhIaGBulf//rXqMLCwoglS5ac8+UZvmIAdR2yduRb6uTUNwCG2h/QSSxQ+N5Ewp25QJsFVS82l1V/BWAOAykiIiK6HhSdrVc6Bk8AYDZbsPCP3ydPuDW+eWhyL186IfulpqZGptfrhfj4eL3jOYOhbc8IufxqIikqKsqwefPmEvuyvcGDB+tWrFhxpQTQaDTijjvuaJ44ceLw3bt395o2bVq9/fOmT59eYQuWsrKymgoLC8O/+OKLaF8DqE2bNvVeu3ZtEgDIZDLLggULzk+fPj2oASgDKLK3BsBs2JV2ums24SdnD5oA4ERzWfWssKTYfOs+UrPALBURERH1QBv/eirWMXiyMZstePuvp2LXP3PbhWDPw1UvhEuXLskyMzNvtj9WVFRUaPv5+PHj652tedq0aVPvTz75pHdFRYVSq9VeuaCkpETleO29997bYP99SkqK5tSpUyG+voaHHnqoLiMjo6Wmpkb25ZdfRq5duzZJIpFYnnjiiWpfn+UtBlB0xdDe8aePVlXMgl27bKMEqJWb2zWbCAIJgK3NZdUzAPwMbdt1P99cVs0GFERERNQjlFW2KtydP1fR4vZ8oMTGxhoVCoWloqJC4Xh827ZtxwDggw8+6P3555+3WeIRFxfXrqX5W2+9Fbdu3bobHn744crx48c3RkZGGs1ms/D4448P1uv17aKt6Ohoo/33CoXCYjAYfO7PEBcXZ4yLizMCwL333tuo1Wolb7755g0zZsyoUSgUQVkLxSYS1MbQ3vH5AFIB5AD4EMBhW7MJvdApHRsnoG3wBLABBREREfUgSX1C2pXM2esfH+r2fKDI5XKkp6c3FRYWRuh0OsH++MiRI1tHjhzZ6ixYEoT2H6rv3r07esSIEU2vvPJK+aRJkxpHjRrl9N5gS0tLa9FqtZLKysqgJYoYQFE7Q3vHlwztHb90aO/4RwE8DsBilAAaaZe2vJdCLOsjIiIiuqbN+fnAaonEeWWPRCJg7s8HBq38zNETTzxR0djYKHvppZcSO/IcnU4ncex+9+GHHwazOZlT3333XbhKpTLbslLBwBI+csta1vcCgFUtUjMijAFdD+WrlK4amIiIiChQ0lMidWt/d2vpwj+2bSQhkQhY+7tbSzujgYTN3Xff3TRnzpzyjRs3Jp4+fVo9derUmqSkJJ1Op5OcOXNGuXfv3iiVSmV2lnWyN3r06IYPP/ww/rXXXosfMWJEy+HDhyP2798fFax5/+lPf4r98ccfw+68887Gvn376uvq6mR///vfow8cOBA1Z86cC750FfQVAyjyaGjv+NVHqypglODVWrlZ6IT1UK6c7YpBiYiIiALtdw+l1ky4Nb757b+eij1X0aLoHx+qn/vzgdWdGTzZLFy4sHLkyJHN+fn5fXJzcxMaGxtlcrnckpiYqM3KyqqbOXNmlUzmPmxYtGjRxaamJulHH33U57333pMMHz68KS8v7+R99903LBhzHjJkiKagoCDyjTfeSGxqapJFREQYk5KStK+//vrpKVOmNHh+gv8EV903iBwdrarIBfBbpQmI00s7O4gyAdgEIBLszEdERESdqLCw8DuVSjUkLS3tWFfPhQKjuLh4iFarPZaRkXGbr/dyDRT5IhIAVOZOz0CZIbY//y2ARwC8COB4c1n14505CSIiIiIilvCRL0oBQNY5SUsLgL8BKIe4N5WrznwHw5JiSzplRj1IUeb8dnttpRdsYEaPiIiIupzRaHS5RxUASCQSSKWObw07DwMo8sVmAM8bhXbBTKCZAGRbN9XNQfvgycbWmW8pN9/1XlHm/JkA/gSHvbaKMudnpxds4F5bRERE1KXuuuuuYZcvX3a5F9bMmTMvvfjiixc7c072GECR16wd+bJbpOa8CKMgDXAZnwXAjwBaAdQASLUGRcke7ktpLqueCScBATffbc+aeXL8tYL1+7yizPkH0ws2MKNHREREXWbDhg2n7felctSvX79O31/KHgMo8snQ3vH5R6sqDjbKLGsjjLhfgIeelt4TAIyw+34qgOcB/N3tXTqTWdCYNsNkESAVYAmVAXIJAEhhMOe1/t/52wWTJRLWrJR6TNL1npWaBS8yep03HSIiIqK2hg8frunqObjDAIp8NrR3fAmAB5rLqm+CGOAMDNJQUgCTIZb0XX3TbzBDaDFC0Jkt0Jsfs4/gLE1GWKLFjK9Qq5cKYuMJm+c1h8qy1WOSruesVLKH89xri4iIiMgNBlDkN2vzhkHNZdXnAXRo92o3JAAqAcQBEIQWI4Rava14sF32SwCAWr3zk9YyNc2hsoPqMUndokzt3LL17dZu9X/l6WBmyUo9nOdeW0RERERusI05BcIPQX5+HwACDGaLXfDkkgCnwZONrUyty51btn4mgOMQ27Jfac9+btn6YLZn3wwxo+eMyXqeiIiIiFxgBooCoQjimqWgElqMgVpwFbAyNbsMUjqABAAxACJw9cMJM8SmGPsArLFll6z3uWrmsOXcsvVLARgA/BtAI4BeAGy7aveCn9mq9IINp4sy52cDyHMY2wQg21UDCSevMwKAHsA39q+LiIiIqKcT3PVYJ/KGtVvecThrTtBqhOSCBtCaAZUE5gQ1EOJf3C7U6CBpdZU88UmOekxSu0YJvpbTWTNIzoIgVywAXuj/ytOrzy1bnwMx49QRJgDZ/V95us2aLm9eR1Hm/Jus16QIClm9anBfyCJCIq3X7wPwMIDxAOQAFAD6e5jLaQAqiMm/cwD+u/8rT3/VgddGRETUbRQWFn6nUqmGpKWlHevquVBgFBcXD9FqtccyMjJu8/VeBlAUEM1l1Y8D2Gp/TLiogaS4sU05nQWAOS0Cln5qn8cQ6vWQNBnbHDO2NENbXgaTphVSdQhUiUmQhYZ5elQxgB2wduXTHCob0HyieG3rmVNT0Lb6z2mAAlwJUpwHjZ49D2AcApO1MwHYBCASYvBTD8Bx7yx3r2MmfAsCffFR/1ee/nUQnktERNSpGED1PAygqFtoLqsuApAGAGg1QnqoxulaJAsA05gY3zNRBjMkFdorz9SUn0NT0b8B+z/DgoDw9FugTkzyJriyAPjR2NI8rPbAl1I4/3/BBCA17r5pAuyyOtX7d0eZtZq5vr2ANuMCbpdqBZwJQGr/V56+UqLXwSDQW6/2f+XpxUF8PhERUdD11ADq3XffjVm+fHkyAOzYsaMoNTVVZ3++oKAgfM6cOYMAYMOGDSezsrKaVqxY0W/r1q19nT0vJSVF88UXXxx1fDYAqFQqc3x8vO7BBx+sys7OrpLL5V7P88CBA2Fr1qxJLCkpCQkJCTFlZWXVLF269EJISIjfgUxHAiiugaJAqoQ1gJJc0LiMDgQAkotamAdcCWaqAZwEkAtgKIBhAO6HY4Ahl8ASrTCjVm8xtTRL2wVPAGCxoKnoB5h1OrScOtrmfOvZU1eCK7upjNCWl7V/zlVSeXTsOgD3wS7QkEdFW3SXLri6x5PODJxspABmnVu2fguuBoL9EdzgCQBeOLds/UQAFyCulQt2l0GfWTcXblPymF6woVvNkYiIKJjUarX5448/jlm2bNlF++Pbt2+PUavVZo1G067xXF5e3nGptO3biNDQULPjdTk5OWf69eunb2pqkv7973+PWrt2bVJNTY186dKlFx2vdebHH39Uz5s3b1BGRkbDunXrTpWVlSnffPPNxKqqKsWmTZvO+PhSA4IBFAWS6srPtO3+/2lL02YtU6z163YA2WFJsUutJYHtGh1YQmXZklr9wZYTxe/CYrnT6bMtFrScLHZ6vKnoB8ijYiALDb36UE2r26lKlMr7HY8JMnlXBEEdNQHACwh+0OToVuvXVADPn1u23mk5oa+KMudPALAawE0QG27sAfAHb4Ifu6DpPrTdwBkAFhdlzn8hvWDD6o7OkYiI6Fowbty4ut27d8csWbLkokQixkqtra3CgQMHIseNG1e3Z8+eGMd7br/99hZvskjDhw9vHThwoA4AJk2a1FheXq78+OOP+3gbQK1bt65fTEyMftOmTWcUCoUFQJNcLre8/PLLyYWFhSEZGRnu38gFAQMoCpwWIyTNBsAECCYPAZTa6Xt4KYC85rLqg2FJsfnNZdUHYW10AHF/os1hSbElSAIu//2zcwCcB1DuWCzQXjiHsEFDrx4yGtzeIg0JbfO9pvwctOdLfR66Gxjt741mjR6GygaYdQZIlHLI+/SCRK3w51FSAHnnlq0/aF9O6Iy7zFBR5vxdEDdZtvcogEeKMudfBKCB2L3wSubLes1zAB6E2BrfFQHAqqLM+WAQRUREwXRM06LMq7kYW67XKRIVSn12TL/qIepQnec7A2vatGk1e/fujTl48GDY+PHjmwFgx44dUWazWbjnnnucBlD+GjJkSOtPP/0UXllZKevTp4/R3bV6vV747rvvev3qV7+qtAZPAIBf/OIXtStWrOi/e/fuSAZQdM3SHCr7kwS480paJlwOS5XzPZssAMz9VE7OALi6T9NS60a97brlWZX6O1dT69X/z4wtzdBXVbq9XpVwtQGdsaVZXHd1HTFUNkB7qqLNMX15LVQD4yHv08ufR0qNDa3PFWXOr4fYFj0GYqt3W01kLwDhcCibBPC8tQX7r9A+eLIRILZZt7Flvl6A7/vevVqUOX+7q9buREREHfF2VXnMkgslyfYfOW+uvhi/ImFA6ZzeCTWdOZekpCR9enp686effhpjF0DFjBkzpj4sLMzpp+Imk0nA1XXdAACJRALHsj5HFy9eVEgkErh6rr2SkhKlXq8XBg0apLE/rlarLX379tWdOXPG5RvKYGIARR2mOVQ2AUB2m2BJIQH6qmC5pHXahc9DAwlv9mnaDLGbnc/laNKQkCs/15aXub1W0btPm3I/D+ulehyzRt8ueLLRnqqANELtVSbKPoNlMZphqmuZC9/XgknRvqzTW/5sGm5rHOIqiCciIvLLMU2L0jF4AsTNI1+8cDr5Z+GRzYNVnZuJmjp1avUbb7xxg0ajKaurq5P98MMPEevXrz/l6vqbb775VsdjP//5z6tWrVrV5s2VyWSCwWBAU1OTdPv27VGHDh2Kuv322+udrZdyVFtbKwWAXr16tctUhYeHGxsbG7sklmEARYHwstOjveSAWgpLowEWkwVQSWFOCgEiPNbLnvV0Qf9Xnj59btl6ZxvCemSfUfK0/kmQtZ2rp+t7GkNlg8fzyuTeHq9xEoT5u4ass9dvBWzTZSIiIpu8mouxrqIHM4C86ouxqxMH+t2tyh8PPvhg3WuvvZa0a9euyAsXLiiioqIMEyZMaDxw4EC4s+vz8/OPS6XSNp8qx8XFtQt0fv7zn6fbfi6RSDBhwoSa//3f/z3vzZxs3cIFof3bBovF0i4D1lkYQFEgDHJ5RiEBYpVX3i1LGgywSAVYQl3+0TPh6noVt/q/8nT+uWXrDwJ4F/6shwIgVYe4Px/S9ryn6310CEAtnHUcFFkAfAWxOUcKgH6BHNwbZp379WEez7vJYF0jPAbzREREvirX69yWb5z3cD4YIiIizGPGjKnfuXNnTEVFhWLixIk17srxMjIyvGoisWrVqpJ+/frpw8PDTf3799er1Wqvg57o6GgTANTX17d749jc3CxNTk7We/usQPKnrIXoCs2hsgEQO+h5RQAg1OoBoxkwmCHU6yHU6CDU6wGD2QSxC5/Xa06sjQgehxh4eUV74dyVn6sSkwAnn2qIkxXaZKs8Xu8bE4DH+7/y9AMAfoP28zcB+E3/V57OAjAT7psefAlx89y7nTynQyRK938xujj/f7Z5eMpgdXNmeBnMExER+SJRoXT7xv8GD+eDZdq0aTX//Oc/e5WWlqoffvjhgKzDGjp0qGbkyJGtgwcP1vkSPAHATTfdpJPL5ZaTJ0+2Weuk0WiEiooK5Y033qgNxBx9xQCKOmqWrzcIAIRqHSQVWkiajJC0msQfK7QS6fnWOF+fZ91XKBteBg/2TSRkoWEIT7+lfVBk3ZDXfv2T2+tdsziZlwlAtq0LnbWldyrEIOhD64+pdq2+Z8F96dq3/V95emn/V57+Cj78Onhi1uhhMbp/lIsmEl/B+npMzdpOLT8IsFlsIEFERMGQHdOv2tWbcAmA7Nh+1Z05H5usrKzG8ePH106dOrUqPT29S4ITe0ql0nLbbbc1fPXVV9EGw9Wql08//TTKYDAIkyZNqu+KebGEjzoq2Z+bBIOlXc2aYG0frdlzJkY4rzHDrn21KjvN7d4+duV8swBMg7ghr1OOZXnqxCTIo2KgvXAOptZWSENCoEro3y54cna9sbER+iq3JWovANgOh3bsji28rd+7alaQ7G4A2K3Tcfh1sI1XD2AFXAdhtlLBm2HNJrpYt9SGi1bmJlx9fUuLMucLAF70MP/uwATx3ywTgAIAcxk8ERFRsAxRh+pWJAwoffHC6TaNJCQAViQMKO3sBhI2MpkMGzdu9Kp8/dtvvw11LPGTSqWWUaNGBXTB+DPPPHNxxowZQ+bMmXPTY489dvn8+fPKN998M3HcuHF1t912W5csTmcARR1V6s9NLvM39QagQvuCw9HntXnF2arsNLebr9retJ9btn4LgONwFjA4KcsDAFloaJu9oTyxv15TXoamoh8cu/NZALzQ/5WnbfsIdaSTW6mH823+onMWjJ1btt4+iKuzHo6CXUB3btn6HAAvertuyVDZAIvJBGX/3rZAygQxAyZYn5WsHnZDg+bIeRM6v/mDL75ML9iQ1dWTICKi68uc3gk1PwuPbM6rvhh7Xq9T3KBQ6rNj+1V3VfDkq+zs7MGOx1QqlfnHH3/8IZDj3HLLLZo//vGPJ19//fXEZ555ZmBISIjpnnvuqVm6dGmXVbkIluuoJTMFnnUNlMsWlz7Rm4EzLa6CKxOAVFV2mtOsgHUeVzZdrT20v87Y2LCqzUXWsjx1YlJApmvP2NKC1pLjxdoL53+CiyyTv84tWz8ArgJC669LIMayjaMrrZLqy2t9ulcSojgljQqdq0qJSwLwJ/u5GiobzNaArDuWDJsApDLbRERE7hQWFn6nUqmGpKWlHevquVBgFBcXD9FqtccyMjJu8/VeZqCoQ9Rjkk5rDpV9BWBChx/WYHDX2/rKBruOJzSHymbC4U179Ji7TMaW5mbthbIwb8ryOkoWGoqI4Rl/7fPbB/3KNDkGgAA2q8cknQbctmxvs5aqo2zjmLWGLfCxzbi5VT/Q3KrfZ27VQ3VjnGBf2ifv00sijVCbWo+cz7XojVEQ10e12zuiC5gBZDN4IiIiIl90x0+E6dozB+Kb0Y4xeHxECiBu3Ks5VFaoOVRWrzlUVgOxU5pjdkYqCw0LCxs0FL1G3IawQUODFjxZed1+3ZE1ADwOca3QI9Yfj2sOlT1uu8aLRhMB0f+Vp/NNjZq3/bxdMNW1CC2FZ9t135OoFdKwUTfVpxdseBRARIcn2nFfAhiUXrAhoL9+RERE5B3bBruuvozGdltKdRss4aOAsL7Z9zlz0UaVDkKN666dlmiFHnHKFohrd7ynNwMNBjFAk0vEDX4VVz47sAU+jp3uTAC+BnADgEiIjRj+CSAeYrZNcLg2Wz0myec349bMk9vyPPWYpE7NkBRlznc3J6+p0xNhrG6Csb5V7OYnCE0wmN4H8CsA0YGYq59OpRdscL13GRERkQOW8AXeihUr+m3durWvq/NxcXH6AwcOHAnW+Czhoy6nHpOUrzlUdhDiJ/vtuzR4o5cclhq9yx1lESlXAPBtYzmxKUWbZ1pq9EBfFdBLvhPAQvWYpBLNobJX4dApz1XgojlUdpO313rBXYtyl2WLwZResOF0UeZ8ZyWDPtEUlTseCgcwtwNTC5S9XT0BIiKi692MGTOqsrKy6l2dVyqV3TbLwwCKAsYaiGTB3+yFQgL0VcFyySHgAcSAR+Fjxane3C54AsTUkeWS1iRc0i60NaWwBkBeBSq+XOuFZA/nUzycD4r0gg35RZnz7duhmwE8io5kGLsHC4DXu3oSRERE17uEhARDQkKCwfOV3Q8DKAooa1MJ/7MXveSAWgqL65I777lpSiF0UXbHiVKnR21lhy3G4drjxTnwYi+sQLM2V7jy61OUOX8vxHLHa3nt5AtsGkFEREQdwQCKAs6unK8QQC+fH6CQAL2VHZ+Il00puthmAM/DPthsW3aYZv1yuReWqw5+1rVMbY6nF2zwOwizy0o9C+DnABL8fVYXeT69YMNqz5cRERERuXYtf5JM3Zi1zC03KA/Xm4EqHXBRI/6odxoomSH3+Mf7yga02rziAdq84hxtXvEH1h8HBHLKrlhblWdDbBjhsuwQYoCVp80rvsn+oKsOfueeffsdZ8eLMuc/jg5IL9hQkl6wYT6ATADFHXlWJ2mA+OdwAIMnIiIiCgRmoCiYNgNYjECum3HfFML+SgvCZO9bavSPuWhKYRasbce1ecUz4bCPFNxkfDrKGpxdyQwJwGbL4PBUALNQrZsmAENd3Nqm7NCaeXKcNww1ddKmH4qecHF/XlHm/IO+lrE5ZLPCAdznOG4XaYD7LOeG9IINXV2mSURERD0IAygKGut6qBcArArIA903hQDUUvu1UuKb+1CpxdJiEto1pVBLBIta2l+bVyzASRCCqxmfg7ZGE4HgKlgTjjdlq7LTlmrzilPgOoAC2pYdOu3g11j4E+B6ewKv1n5144DJURjE7J2rNvB+7c1FRERE5AoDKAoq9Zik1ZpDZQDwKjqaiXLfFAKWsy1iUaoAQCIAeovT7JMAABqzYNGY9wHYD/dtxP+qzSs+YP2+F6xrifxp6KDNK54A8Q2947SuBGtw1VTiqrN2P092doGxrsHZYXtu134VZc6fCedBZXckBbATwGS038crmw0jiIiIKNC4BoqCTj0maTWAgQByAHwI4LDTCz2tbfLQFEKwAIIJEIyAoLd4jNYEMZCZ4OGyNIh7F82F3VoibV6x12uJrOurdkLcI8vVtKQA1kIMsEwurnHMqJQ6u0gW5bFvx1lXJ6yZp2sleLJpBpCKq3++cgCkphdsCHj5JRERUU/y7rvvxqSmpmakpqZmnDhxol0Hr4KCgnDb+X379oUDwFNPPZV85513Du/o2CaTCWvWrIkfN27csPT09Fvvueeeodu3b4/s6HM7AzNQ1Cns907SHCr7AMCdbS5wtbYpVApIBbGduaTbbEEkBbBFm1c8CUAj3GSmXJTsuXI/gIUQm0o4toE3Ach2KCds38EPQETGcNR/862rMj5PZW3uNvbtrsIcW64TERGR99Rqtfnjjz+OWbZs2UX749u3b49Rq9VmjUYT8KRLTk5Owp///Oc+s2fPvjB8+PDWnTt3Ri9ZsuQmlUp1evLkyR7LaboSM1DUFUrbfOdmbZPQYoLQaIRQowfqDehGW1ILEDeWdZmZsjaL8GU/LAHALGvjinYZFceGFu06+FnJY6JM4bemv+N4HN6VtSV7OdfuZHJR5vybPF9GREREzowbN65u9+7dMWbz1Wqf1tZW4cCBA5Hjxo2rC/R4lZWVsj//+c99HnvssYpnnnmm8q677mp6/fXXzw0fPrzpjTfe6PbbpDADRV2hbebEzdomewLQoQDKJDFCr2yBSWqC1CSFQhcKqTmg/wvY1jKdB5AF4Jfw/UOKadZGEqXwYq2V3Z5bsyCubToLYHP/NXNLijLnv+p43D54crZPFDyvweqOusumyERERD5pbW1VVlZWxup0OoVSqdT36dOnOiQkRNfZ85g2bVrN3r17Yw4ePBg2fvz4ZgDYsWNHlNlsFu655566PXv2xLi7Pz8/P+bVV1/tn52dffG5556r8DTevn37IoxGo/DLX/6yxv74lClTanJycpLPnDmjuPHGG/Ude1XBwwCKOp21O9/VMjWtqyU/7dmCKF+L+XTKFrSG1l+50QBAq25GSEsklLpQH5/mlhTiWid/DcXVLnxetVK3L4+0566szUWjiOchZtJcdbXrzoYVZc7PQYA2DSYiIgq2S5cuxZw7dy7Z/lhlZWV8cnJyaXx8fI2L24IiKSlJn56e3vzpp5/G2AVQMWPGjKkPCwtzuwh9zZo18Zs3b+63ePHiczNmzPBq3qdOnVLL5XLLgAED2gSLgwcP1gDAsWPH1N05gGIJH3UJ9Zikq2VqBnO1TzfLBZ8yUSaJsU3wdIUAtIbWwyQx+jR8J3K6eW5HuWkUIQWwAleDKHsmiN3uumtXu/vRdtPgk0WZ8xd17ZSIiIica21tVToGTzalpaXJra2t7Ro6BNvUqVOrv/766yiNRiNcvHhR/sMPP0Q8+OCDLgMik8mEF1544Yb8/Py+q1atKvE2eAKAhoYGWWhoqEkiaRuKREdHmwCgvr6+W3+QywCKuox6TFKJekzSUkFv+YdPN0bILYhVvArgEMSNVN3SK1tcp6wE6/nuy1aeFkjuGkVIAUTi6hqsnRC7JhYAuBFAd11r5GwJ3SoGUURE1B1VVlbGduR8MDz44IN1BoNB2LVrV+THH38cHRUVZZgwYUKjs2tNJpMwd+7cG7/88suYt99+++SUKVN8bvogCEK7z8Mtrvex7FZYwkfdQRGAqd5caBH/c7d62sD9AKDNK/4AYtbBJZPUfYmgp/Ntrg3+Oipn3O7b5IdkD+enWcfsig10XwWQCOAxL6/3VNH5alHm/O3cD4qIiLoTnU6n6Mj5YIiIiDCPGTOmfufOnTEVFRWKiRMn1kilzt8CtLa2Sr799tteI0aMaBo1apTPn0RHREQYm5ubZWazGfZZqLq6OikAREZGev/mrAswA0XdwWZ43x/itFCrP6/NK86xBk/9Pd0gMUvclghKTd7FBzplCxojK6ENaYZBqYE2pBmNkZXQBT+DVW97vdYfB3TweaUezg+FGJTej84LniwQ12AdB/BrL679PwBvAfC0zklA4DN4REREHaJUKt2u7/F0PlimTZtW889//rNXaWmp+uGHH3ZZkhceHm5av3796R9//DH8t7/97Y0Gg8GncQYOHKg1GAxCSUlJm1LFEydOqAFgyJAhGr9eQCdhAEVdztpp7gVvrhWAaIhvsm3rXe50fweg0IUcchmeWQCFQxMJk8QIjboBTWHVaIy4jKbwGrSE1HXVOiozgNlou77Hp418nXC3WW8wXcDVtuwT0LZN+0AAn8L9nllf2l27EeKvy0Avxg10Bo+IiKhD+vTp4/bDXU/ngyUrK6tx/PjxtVOnTq1KT0/Xurs2MzOz6c033zz1z3/+s9fcuXN9CqImTpzYIJPJLJ988km0/fFdu3bF9O/fX9OdG0gALOGjbkKVnbZam1f8IIA7PFwa7eG8I7PMpHggpCWyfQBkAUJaItuU4Dl26xN5+AvBuo5Krenl49Q8MolPd9rsIU+bV3zQYWNdr6QXbDhdlDnf2Wa9wRYP4L/tyun225+0dtFzN59v0ws2LHXTBMOVsz7PlIiIKIhCQkJ0ycnJpaWlpcmO55KTk0u7opU5AMhkMmzcuNHrfzfHjx/fvGHDhpO/+93vBs2dO/emt95664xCofBYVdSnTx/jww8/XLlt27a+oaGh5mHDhrX+7W9/i/rxxx/DV69e3e276DIDRd3JjAA/z/Y/sKDUhSKivg9UrWGQ69RQtYYhor5PmxbmLrv1ecGLdVQWiM0Y3D4GYtMGW1ZmE1z/P9qh5hLpBRscN+st9vdZPvA052QP99sySe6aYDgyQcy4ERERdSvx8fE1w4cPL+rTp09FZGRkbZ8+fSqGDx9e1NktzDtq7NixLbm5uSe///778NmzZ9+o0+m8eie1bNmyCzNmzLj00Ucfxc2fP3/gkSNHwpYvX35m6tSpPjek6GzCtdLtgq4P2rzilfCynM8Lp+BdiRcAQKNugDak2a+BVK1htgzUBQD90DYMMwHIVmWn5WvzihdBbJTgkAvD3wAstM8oedEg40NVdtqjfk3YgTX782IgnuXBzvSCDQ/4OYccawbKY+MQKxOAbGuwSERE5LfCwsLvVCrVkLS0tGNdPRcKjOLi4iFarfZYRkbGbb7eyxI+6lZU2WmLtXnF/eG5kYA3Qny52Cj1bQHkFW3XUSVAXLf0NwDNEMvHNtsCI2up4naIWZQUx/MOSj2M7DLFfumzPQOsYyRbn7O577RJ7lLimyE2cQh2SZ+7Ekx3c7DPJJV6GKMYwF8hbqbL7ntEREQUUAygqNtRZac9os0r3gTgZYgtrcshvmn2trW1TT9fLrZI3G607eImQNUa4djKXAJgMoBUZ4GR9dhSL57ubUDRxqXP9sxE+zVCz1/6bE82xL2z2gVWbtZFmQCcgQ+ZPA9qXZ3wMIdsu2DI06/Lzxk4ERERdQ2j0eh2PyeJRAJX7dGvFQygqFtSZaftBzDW9r21nM1XPq1mEixSeGwY4WQEbUgj9EoNFHql/b5QtvU+bgMld5kiVXbaaW1escuAwllwZn2eswYLUlxtF3/lnKm++fnj03//d2N5TZN1/EkA7oZddkx8lTju5Jn+OOLuZHrBhvyizPkH4ZChsw+IfAi0iIiIqJPdddddwy5fvuxyH6uZM2deevHFFy925pwCjQEUXStKgz2AxCL8G8AIn28UALPMAK3MAK26GXK9EoAEgkWYVvfZni3Wq9oFSS4yRYsvfbbnW4gd6jb3zZ6Ur80rbhdQuOm+9xxcBzptGlJoi8vQsu/fUlgs99sdfh5iENIm8AtQ1z6vGjpYAyC3gac3gRYRERF1vg0bNpx210iiX79+fq6Z6D7YRIKuCdbNYwOVBXHKJDGaGyMrLRACOoatLtA+eDFBbJawAu5fjwlAdt9pk5w2QbDLXqUDiIG45muEN5My1TejPv8rwPn//yYAqY7BSFHm/FchBlj+MAOYxYYORER0LWITiZ6HTSSox3NTzhYwUrNMotJE/EMb0jgqgGM4a0MuRftOfE6nBGDLpc/2LIVYW/gNgDVuslde0xWXuQqebOO2KT8sypz/PPwPngCxdPCg9VntyhbTCzZ0+z0fiIiIiAAGUHQNsbYBdyzbksK3tucmuAk61JrwO6RG2fMtEbWRglkYJpilQ8xS400Q/Nkdyi1vnyfgagOHoQBmX/psz2IAK9GBfdxMja2eLrHtuWQLeFb6O5aVFMCsosz5p+CkwUVR5ny2GyciIqJrAgMouqY462CnzSsGvA+iPGZsFAb1CkVNwosQO+lJTRIj9MoWGGVGi1GuDXwo5RsJvMteuSWN8Njh3b5F+qyOjmc1DOLvk7MGF3lFmfMPcg0TERERdXd+f4JN1F2ostMWA/ghgI+UAlhl/RFSswxqTS+EN8UIqtYIM7p+2WCHgxllWpK7pzg2e0ju6HhWMXAdwNrKBomIiIi6NWagqKf4AsAtwR5ErQ2XmKSGLw0qzQR0LJCxdPD+DjFcqIXTQFAAVBkDPh/w2kL7TFBpAIY0AajxcE2Kh/PXhLXKse3WeC3UHeQaLyIioh6CGSjqKTZDfJMedGEt0ZchrkvKAbAT4ua0O61f3szBDLGUrVPm68hU34yWff92ftICKAclOB617R/l95AAsgEUGZVSNN0QjvoBkWi6IRxGZZuE1Fnnt1871irHPg/gJMQui49Yfzy+Vjn28S6dGBEREQUMAyjqEVTZaachvknvjKDkbN9pk0r6Tpu0tO+0SQ/0nTZprPXHBwCk4mpg5SroEADcC/8zUGZcbY/uMw8d+KD558lo+++tHfJ2+TsegI3pBRvyq4f1rq8eEYeWhHBoY0PQkhCO6hFx0MSqAS/3iOrOrMGTs/VpUgB5a5Vjb+r8WREREbn27rvvxqSmpmakpqZmnDhxQul4vqCgINx2ft++feGBHv/AgQNh06ZNGzxs2LBbb7/99puXLl2a2Nra2rWrzb3AEj7qMey69D0H4LdBGsbpG33rPlWzopCQDKC0PrLigkVqcvUXgABggp/jm3F1rdBm+PEhiKcOfIbz1bVODi8EcB+cr2HyVI4YtW/x8gEIlee0OyMIaLgpEoLR/OJtn73eKQ0kglFiZ32mu06FUgCz1irHbgn02ERERB2lVqvNH3/8ccyyZcsu2h/fvn17jFqtNms0moAnXX788Uf1vHnzBmVkZDSsW7fuVFlZmfLNN99MrKqqUmzatOlMoMcLJAZQ1KNYu/TN0+YVn4XYCCKQLAC+BvBf2rziXrC+AQYwFg6tuWVGhcUg1QRy7FIAnwN4ve+0SSUAcOmzPQcBbARwt+MsBbMEFsEshjUOoY2nDnyCXFZ+6bM9OXDYp6koc76zfbhMAP4O4H43jzwLMWhw3kBCEFA/OCbS7aT85CRYqoeYIbSfy+K1yrG7ACz0JZhxeHZ/eM4oToZY0md/nV9jExERBdK4cePqdu/eHbNkyZKLEokYK7W2tgoHDhyIHDduXN2ePXtiAj3munXr+sXExOg3bdp0RqFQWAA0yeVyy8svv5xcWFgYkpGR4XHPla7CAIp6JFV22mpre/MOt/y2Y8sc2WePXoSTDIzUJBUMARrUKhnAYPtxrIFUVu2HhycIFuwzSU2C1CSFQhcKqVn8X7s+8hIs0rbVfsq0JGi+O+2qjM8c8csxs+GwT9Olz/ZkpxdsyC/KnO+4D9dm65xcZadsGbuXPby+x/YtXr7F+vM2GZqslUv9DWrCIQYtnj41EyAGgPevVY5tAlAJYB+AjwFkWZ/VYL3WFjjXo30g5skID2NXAvgUwBoGU0RE1wejtlWpqa2INRv0ColcoVdHx1fLVCG6zp7HtGnTavbu3Rtz8ODBsPHjxzcDwI4dO6LMZrNwzz33tAugPvjgg+j8/Pz4CxcuqFQqlWnUqFGNy5YtK+/Xr59Xb3/0er3w3Xff9frVr35VaQ2eAAC/+MUvalesWNF/9+7dkQygiLqANYjaDuBZAL8A0CdIQ7UL0BS6UGjVzYHuszcBwKlLn+05DeAYgCIAm6NaE7KczQEA5HoV9Oq2f/9II8MQOnEEWvb+2zGIMoVOukWQRoY63afp0md7bPs0LXU4DzfZqez0gg0lFYuXl3p4bf0hNl+woG3A8/y+xcuzs1Yu9bjJ7lrl2Jlov0mvr8KtXwMAzO3Ac/zRxzrm3LXKsV9B/PW4kulkUEVE1LO01lyKablUmmx/TFtbGR/WN7lUHdPXU+fagEpKStKnp6c3f/rppzF2AVTMmDFj6sPCwtp8EpuXlxe7atWq/j/72c/qnnnmmQuVlZXyt956K+Gxxx5L3bFjx9Hw8HCP67RLSkqUer1eGDRoUJtyHbVabenbt6/uzJkzqsC+wsBiAEU9mrWkbz6A+dq84psgZiceB9Cu1VwgSc0yhLREojW0PhjNygdYv6YCeF6jbvqXWuN8XadKGw69qrXdHFRDkyDvF4OWr498ZThbWQngbMTDY6PkCTGu1o7Z9mlqFzwBgKvsVMXofkLF4uU5ANLhea2Uk4JDMXjbt3j5wayVS12ukbJmnvLQcxrjOGY6F69Vjt0PMTtWCgZURETXNKO2VekYPNk0XypNlof2au7sTNTUqVOr33jjjRs0Gk1ZXV2d7IcffohYv379KftrjEYjNm7cmDB8+PAm+3VKAwYM0D7xxBOp7733Xuy8efMuexqrtrZWCgC9evUyOp4LDw83NjY2dusYpVtPjiiQrMHUUm1e8RYAx+FfQwSvKXWhMEr17TJAASbVqhtvV+jUV8r22pw0y6Bu7XVKE9JwE4Q2wYVFGhn6QuqW36+2Hbj02Z4PPIzldp8mx+zUvsXLZ6LjGSHARfDmUK53J7pv8FSJjmc/HRuPLF6rHPstgP1gMEVEdM3R1FbEuj9fGRveL+VCZ80HAB588MG61157LWnXrl2RFy5cUERFRRkmTJjQeODAgSuf0p44cULV0NAgmzx5cpuGU+PGjWuOi4vTFxYWhgPwGEBZrBUwgtD+LZfFYhHQse1Tgq67vuEgCho3Lc9NAL4N6Fja8OD/FSBA0CtbXI1iUmnD7oOAQRDX7Hxo/XFg32mT7IOnARDL6Nzxep+mfYuXD0AHgyddfQsqDp5A2ef/xvkvfppmDZgAXCnXO46r+y15mntXCkYZhgBgNLjPFBHRNcls0Cvcn9e5PR8MERER5jFjxtTv3Lkz5vPPP4+ZOHFijVTa9p/x2tpaGQDExcW1W+sUFRVlaGxs9Orf/ejoaBMA1NfXt/v0t7m5WRoREdEuM9WdMANF1yW7lueODRGyIb4xDYggl/JdoVdov1Vreo2EkzVIdTEXBIit3cdbjzfAbjaXPtszE56DHV/3aXLddc8LdcXlKN9bZL9GayjEQCEb4sbFgchsdZavAQxB8P4E2PaZOo+rTS9KwcwUEVG3JZEr9O7PK92eD5Zp06bVLFy4cKDZbMaaNWvatRKPjo42AkBVVZXc8VxdXZ180KBBLd6Mc9NNN+nkcrnl5MmTbdY6aTQaoaKiQjlhwoQ6f19DZ2AARdctW0mf/TFtXvFmAIsRwDe7Sl0oZAYlWkPqYZTrrj45gG+nzTLjVwCmwyEgrIu5MA7ACbTNNg8FMPvSZ3tmwbtgxAQg29Y+3UvJPlzbhq6+xTF4spFCXOe0CddO8GQCsAbi70eg2+rbk0LsHOjYIp1lfkRE3ZA6Or5aW1sZ7/p8n+rOnI9NVlZW4/jx42vDw8NN6enpWsfzqamp2sjISOMXX3wRNXPmzCtzPHToUOjly5cVjz76aKU34yiVSsttt93W8NVXX0UvXrz4olwuxmOffvpplMFgECZNmlQfqNcUDAygiOyostNOa/OKd8H9vkY+k5plCG++Wu6sUTVCG9LUPoiyxQy+BVcmAJsdA0JrWd6f4LxUVwLvgpFDAB73MXgCxAyIX+qKyl21WAcAqTRE8bCptUs+mLNnglg+FwlxbdLtaP+7ZgaQvVB3sATA6rXKsUBg2+o7cnyurcxvNIDn1yrHngUgB3ABwH8v1B38KkjzICIiD2SqEF1Y3+TSZieNJML6Jpd2RStzAJDJZNi4caPLkn2ZTIbZs2dfWLVqVf958+alPPDAAzUVFRWKt956K6Ffv3666dOnex34PfPMMxdnzJgxZM6cOTc99thjl8+fP6988803E8eNG1d32223ddsW5gADKCJnFgKYgiAW3am1EVDoQ6BRN8CgEP+OlJhkCGmNgMQsg17ZAqPMCLNghFliAiQWV7Nxlx3yVEYnxdWyPlfK7J9tDcra7NPUd9okZ5mNzQCe9zC+U/pG9xsQy1TyWH8CKFVsuEUWpvxPqVL+rNlgvNWkMUCikkMRroZJZ4CmogEmnQFSlRxhSTFQ9Y7YdvHL4jKIGT1bKUEUrNk9a2AEAFirHHsTxHb5P7Me+hrA6/bXLNQdXL1WOXa73XUKAGoAiT6/GN9JIXZuBMT1Yl+uVY59Z6Hu4OxOGJuIiJxQx/StkYf2atbUVsaaDTqFRK7Uq6P7dMk+UL7Izs6uVqvV5vz8/PjnnntugFqtNo8aNaph2bJl5d60MLe55ZZbNH/84x9Pvv7664nPPPPMwJCQENM999xTs3Tp0k5tnuEPweL6k16i65Y2r3gRglty5YsvW0MaluvUzVkAhgGIBlAL4AjEAMZpdujSZ3t2QGx17s5RiCV9ruT0nTZpqfV5M9G+3M8WwLXbp2nf4uWPw/neUJ8DCAGQCkAFoE0nooqDJ1D1r3Zl11dED78BtUfcZqmukghQxYQhfvxgU3hSbDbEMNS2+a87JgCp7lqnB4o1+JqFtr+3oQDuQlBXzgEAJizUHdxv19FwFMTfFwHAOTBT9USBTgAAFyNJREFURUQEACgsLPxOpVINSUtLO9bVc6HAKC4uHqLVao9lZGTc5uu9DKCIXNDmFV8C4LI+uZO8qspOW2z7RptX7JgB2geHxgHWLoO49NmeQxDbe7vzPoBH4fyNuglAat9pk0qsmSdXrd+vXOd4Yt/i5bbg4Mq6rCNr/y7YXkPEgD7948el3qmMDL1yj66+BSe3HnAeIAkCBs0ch9YLdU7XSYWn9IZEIYOiVwii0hIsysjQv8EaaFpfo6vX4OidrJVLuzQ7YxdY2WfAbkX7csGOtN63rYFztw6uEsCjDKSI6HrGAKrnYQBFFATavOK3AMztouEtAF5QZaddaTWuzSueCS8bPqiy0/K9yEBZIK7TcRUUXcksXfpsTw7ENT+uXMlUOWNtaz7r8ren76o8fKptACAISJyYjqi0q5VsTrrwtbtOV9+CuuIL0FTUX1D36dUvKj1RsAvETACys1YuvZIZ2ydu6OvuNdjrtAyUrxwCq7MAvgSwB/411rgA8UMCb+6tBPBPAEVgUwoius4wgPKeyWSC2ey6kk8QBMhkXb+KqCMBVNfPnqj7WoOuCaBaAQxXZaeVaPOKJwB4GeK6lQQv7pUCyNPmFR9EDIrguYTP1WbCE/tOm7Tf7liyh+e43GTXtqGurr5FWvkPJ++5LRaU7y1CSEIUbAFQVFoiQhKiUFd8AfqGVltGCfaZKmVkKOLHDALEtuwzANwNu0yXk+DH02uw53Tz3u7Auq7KcVPhbLQvl/SGxYd7+kD88zQVYoe/XQAWMpAiIiJ7q1at6rd169a+rs7HxcXpDxw4cKQz5xRoDKCIXLB25Hsenb8W6lNr8PQniPtS+cr25t9dIwd3ZV8CxLJA+wCq1MOYTjv22G+o67a7nsWCuuILtoAIQJsAyZOhEDMw2Vkrl7oLeMLdnHMmxZY5g12JZNbKpd0uYFioO5i/VjnWtq+Zq66AzpyAf00sBIidKu9fqxzbCuAixHLSNQyoiIiubzNmzKjKysqqd3VeqVRe8+VvDKCI3FBlp63W5hUD3rWffhbAQIhZK3/XpFgA/MGaefIneLJJ6Ttt0ulLn+1xlpkwAfgX3G8Y7JhRcheMudtk90onQE/d9fQNHepYKgWwed/i5Qedld1ZA6H7fHxmONqvmXp+3+LlbUoDuwv7zJRDmd9gALc4ueUdANUQM3cdEQKxw98AAHPXKseaIJaG1gBYtFB3cFsHn09ERNeQhIQEQ0JCgqGr5xFMDKCIPLAGUbb20zMhvmF0VKDKTlsLANq84m/hvpzKBOAntH9TawYwy5p9ereD064HgL7TJuVf+myPLTNxpbwNYnDmLoBqk1HyEIy522Q32fYTRYTa7YSlSnk5OtbSWwLx92i+k3OeWro7MkEMuBzvkQLI27d4+UGIQXK3zE45lvmtVY69C2IpaCKAcojd9Wzd9/xqN++G1PoVD+C9tcqx2Qt1B+8K4POJiIi6FAMoIi9YN6mdD2C+Nq/4MQArIe4JVAdgsSo77X27a/O1ecX2QUu7PYSsQVK7DnXWcQDv1ju581ttXvEdAP4ehYTNquy0NqVtlz7b43NGyVUw5mGT3VLbT6LSE1H13VlXZXwmqVL2OPxvhmDzMxfHk318zhEAI1yckwJYh/YBVnfOTu0HMNbJ8dPW9VOb4XzD5UDIXKsc+9hC3cH3PV9KRETU/TGAIvKRNVhy+2bQGgi5bUDg4ZoLEBtHdMQI69dia1ZsP6xtzv3NKFmP+9JY4UqgpowMReLEdKfd9XpnpHw+/eC7X+1bvNzfZgielPp4/c0ezt/v5JitjPA8gIchriOLBNACsZztAqwd7BwzVV281mocghc82ayGh/9niIiIrhVsY07UDVnXQH0ZhEdfaXMOAJc+29MuC+Yho+Qz64a6W2BdF2ZrP+7QXe/DrJVLH7Ve7zinKAC/9XK43KyVS+c7CUj2oePZrUBp02Ld1qUQTgLZYGez1irHBuvPmSPDQt1BRSeMQ0QUFGxj3vNwHyiiHkibV7wJwJNBeLQJQKpduWBQMyDWAMG2ka0rOa466Fnn5s0GuGYAgyBmVJwFJJvh+1qoYDEBSIX7zX2DvhfVWuVYbzZbDoTWhbqDoZ4vIyLqnhhA9TzcB4qoB1Jlp83W5hV/iLaL/w8CWISOlVy12ePIRQbE43oea2DzHIDx1kPfAFhjH3jZtTF3Fzy56+KHrJVLT3tR2meC2BhDcPJagKuveSKANwGkuZmPOyYAFej4GjXbfAS4fk2dsRdVR1+Ht/Z20jhERERBxwCKqBtTZae1W/yvzSt+B8BLAB7rwKNTgLb7NDmcv9JtzpYBcchSxQPIRNvAaCiA2fsWL59lF3h5yvhYIJaquc2yZK1cmm/tfOeyMUfWyqUl+xYvz3EznhTiuqQd8D2A0gNoBLAb4mt+1Mf7nXG5+bCP13RER9faGSH+2jjrTGnvuQ6MQUREQfLuu+/GLF++PBkAduzYUZSamqqzP19QUBA+Z86cQQCwYcOGk1lZWU2BGvvAgQNhf/nLX2KPHz8eWl5eroqNjb1mNthlAEV0jbGW3k3X5hXvhd3aIh/Z2pS7C3CuZEBcZKmckQDYsm/x8vNZK5d+BSDdw/VfebvOxxpkecrGJHs4nwLg9/C9dbcCQCzEoNUM9xsRe+usF89wukFxAP03/F8DZQIweKHuYIl136lNEDfxtWcGMMvaVp2IiLoptVpt/vjjj2OWLVt20f749u3bY9RqtVmj0QS82dChQ4fCf/rpp7DU1NRWQRAsGo2mO5TYeyXYnZeIKEisjSAGQuxu1uLDrfYlc8kerk1xk6VyRQCwz9o8IsbDtSovn+mtUg/nz1pLDLMh/jr4QwIxgOrIAlLb78FmN/NwW9oYCAt1B7+CuKGurywAsm2B0ULdwZKFuoN3Q9xMNwfAh9YfBy3UHex2bd2JiKitcePG1e3evTvGbDZfOdba2iocOHAgcty4cXVubvXbokWLLn399ddFmzZtOjNgwABNMMYIFmagiK5htmwUANjtKzUMQDSAUIjtuO2zHLYufLaMQKmHIc7Cv8YLAsQ1Syc8XFfr43M98bS/1ZfWMr9kiBkTQNw7aqiP40ggBq6PwvdMlK3Dnq000mU7+WA2kLBZqDs4e61yrONau7cgNpeYDKAvrv5b0QTgbwD+x1lWyXEDXyIiujZMmzatZu/evTEHDx4MGz9+fDMA7NixI8psNgv33HNP3Z49e9p8IPrBBx9E5+fnx1+4cEGlUqlMo0aNaly2bFl5v379DN6OKZVeMwmndhhAEfUQzvaV8rBZL+A54NgM8Y21P6TwHJgM3rd4+QcIUOc/Nw0nTBDLHR1bmZsAvAhgBXwPEiUAfgPvNqEthbg57xFY12vZzdlxfddZx2uCzcVGu9y3iYgoyEzN1Ur9+R9jzdomhUQVrlfccHO1NCxW5/nOwEpKStKnp6c3f/rppzF2AVTMmDFj6sPCwsz21+bl5cWuWrWq/89+9rO6Z5555kJlZaX8rbfeSnjsscdSd+zYcTQ8PNzsfJSegwEUUQ/maUNfDwFHtrUxQ2kQpzjQ+gV40fnPGy4Cki/hfB8oKYBXAawC8F9Ozrtz1m6sZyF2+IuxPsMEcfPcvQBe96JJBjM3RETXGd25H2K0JwqS7SvC9ed/ilcNzixVJt1S09nzmTp1avUbb7xxg0ajKaurq5P98MMPEevXrz9lf43RaMTGjRsThg8f3rRp06YztuMDBgzQPvHEE6nvvfde7Lx58y539tw7GwMoouucFxkQd1mqQJKibQMKvzkGJB668wkQX98LEEsevelueGV9knWs+R2ZLxERXV9MzdVKx+BJZIH2eEGyLDqpWRoW06mZqAcffLDutddeS9q1a1fkhQsXFFFRUYYJEyY0HjhwINx2zYkTJ1QNDQ2yyZMntynBHzduXHNcXJy+sLAwHAADKCLq+dxlQLzch8kZfzrVCRDXKf0fgP0I3Ia+yV6MuwJX10W5Y0YnrU8iIqKeSX/+x1jXvYgs0J//MVY9ZMKFzpxTRESEecyYMfU7d+6MqaioUEycOLHGcZ1SbW2tDADi4uLarXWKiooyNDY2XrsLm3zALnxE5JG1rC4VVzusfQX3XejMEDM6/na6Gw1xbdJxaze/jir14hopgIc9XHMKwKCOlhkSEdH1zaxtUrg/3+j2fLBMmzat5p///Gev0tJS9cMPP9yujDA6OtoIAFVVVXLHc3V1dfKIiAhjZ8yzqzEDRURecVIWdxParv0BHNb97Fu8/DJ8z1zZs5X1/QJAEfzPSHlbhhjr4fzHzDwREVFHSVThevfnI9yeD5asrKzG8ePH14aHh5vS09O1judTU1O1kZGRxi+++CJq5syZ1bbjhw4dCr18+bLi0UcfrezcGXcNBlBE5Bdv1v7Yra9aC+B++Lf5rABgqvXLr0YTdmWI/m48DHTCvkxERHR9UNxwc7X+/E/xzos5BChuuLnayYmgk8lk2Lhxo8tN3GUyGWbPnn1h1apV/efNm5fywAMP1FRUVCjeeuuthH79+ummT5/u9bwvX74ss62vqqysVOh0Osknn3wSBQCDBw/WpKWltQvgugsGUEQUVNZA6wFrxsrWqCIM/gVUUgB5+xYvP+hrJsgazJ0HsM+PcQGggNknIiIKBGlYrE41OLNUe9yxkYQA1eDM0s5uIOGL7OzsarVabc7Pz49/7rnnBqjVavOoUaMali1bVu5LC/OjR4+qlyxZcqP9Mdv3M2fOvJSWlnYx0HMPFMFicbeMgYgoOPYtXj4B/gczOVkrl/rV9tu6psqfssLirJVL0/0Zk4iIrm2FhYXfqVSqIWlpaccC+VxTc411H6hGhUQVYd0HqvsGTz1JcXHxEK1WeywjI+M2X+9lBoqIukTWyqVf7Vu8/DfwL5hJcTywb/HyARAzXMlwszGvNRN1O4Df+jpnIiKiQJKGxeg6u9sedRwDKCLqMg57UE0AcDu8y0i1qc/et3j5TAB/QttAbPG+xcu/hdgOfR+ALFwNrhL9mO7XftxDRER0XTGZTDCbXVfyCYIAmezaDkGu7dkT0TXPvruf3TqpYXC9RqpNMwdr5skxeIL13tG42hLdnq+1yxYAr/t4DxER0XVn1apV/bZu3drX1fm4uDj9gQMHjnTmnAKNARQRdRsOwZSztUomtN/EdhZ8LwH0dd3Vt2wgQURE5NmMGTOqsrKy6l2dVyqV13wDBgZQRNQtOZT3pUAs29vsJJBJ7oTpfN8JYxAREV3zEhISDAkJCYaunkcwMYAiom7LcfNeF0o7YSpEREREAABJV0+AiKiDNkMs7Qum1CA/n4iIiK4RDKCI6JpmbVWejeAGUQygiIiICAADKCLqAbJWLs2HGOTkAPg/+N5lzxN/NvslIiKiHohroIioR3DRDj0FQD2AOejYB0atHZ0fERER9QwMoIiox3FsPmHdUHcz/A+iBu5bvPwmtjInIiIilvARUY9nLfEbBOD9DjwmP0DTISIiomsYAygiui5krVxakrVy6XQAMwGY/XjEHYGdERERUdd69913Y1JTUzNSU1MzTpw4oXQ8X1BQEG47v2/fvvBAjWs0GvHGG2/0+dWvfjVo1KhRN9988823TJ48ecjWrVtjTaZgN9btOAZQRHRdsctG7fDxVv59SUREPZJarTZ//PHHMY7Ht2/fHqNWq/350NEtjUYj2bp1a98bb7xRs2zZsnOvv/766VtvvbVp5cqV/V966aXEQI8XaFwDRUTXHetapp/vW7x8E4Anvbwt4P+AEBERdQfjxo2r2717d8ySJUsuSiTi54Wtra3CgQMHIseNG1e3Z8+edsFVR6jVavO+ffuOxMTEXEk33X333U2NjY2y7du3xy1evPhCSEhIoDvqBgw/USWi61bWyqWzAUz38vLDwZwLERFdf0y1xcrWAwsSmv/+i5TWAwsSTLXF7croOsO0adNqqqqqFAcPHgyzHduxY0eU2WwW7rnnnjrH6z/44IPoe+65Z2h6evqtt912283z5s1LuXjxotzb8WQyGeyDJ5v09PQWg8EgVFdXd+skDwMoIrquZa1c+j7EdVGeiq5nBn0yRER03dAd2RDT9PGodH3xxnjjuc+j9cUb45s+HpWuO5Ib0GyPN5KSkvTp6enNn3766ZWxd+zYETNmzJj6sLCwNhUYeXl5sS+99FJK//79tatWrSqZP3/+he+++y7iscceS21qaupQbPHdd9+Fh4aGmvr27WvoyHOCjQEUEV337Dbi3Yn2m/CaAcxkC3MiIgoUU22xUnP4+WRYHKrDLWZoDi9KNtUe6/RM1NSpU6u//vrrKI1GI1y8eFH+ww8/RDz44IM19tcYjUZs3LgxYfjw4U2bNm06M3ny5Ibf/OY31WvWrCm5ePGi8r333ov1d/zdu3dHfPPNN1GPPPJIhVzudTKrSzCAIiLClS59DwAYCCAHwIfWHwdZAywiIqKA0BW/E9sueLKxmKE7usnvQMRfDz74YJ3BYBB27doV+fHHH0dHRUUZJkyY0Gh/zYkTJ1QNDQ2yyZMn19ofHzduXHNcXJy+sLDQr059xcXFqiVLltw4fPjwpgULFlR05HV0hm5dX0hE1NkcN+ElIiIKNHPzeYXb801lbs8HQ0REhHnMmDH1O3fujKmoqFBMnDixRiqVtrmmtrZWBgBxcXHtSuyioqIMjY2NUsfjnpSUlCieeOKJQX369NG98847p7t79glgBoqIiIiIqFNJwm7Quz0fnuT2fLBMmzat5p///Gev0tJS9cMPP1zjeD46OtoIAFVVVe2inLq6OnlERITRl/HOnz8vnzlzZmpISIhp69atp3r16nVNdLxlAEVERERE1ImUaU9WQ3DxNlyQQDl0dnXnzkiUlZXVOH78+NqpU6dWpaenax3Pp6amaiMjI41ffPFFlP3xQ4cOhV6+fFlx2223NXs71uXLl2WPP/74IADYunXrybi4OJ+Cr67EEj4iIiIiok4kjU7Tqe9cXao5vKhtIwlBAvWdq0ul0UN0XTEvmUyGjRs3nnV3fvbs2RdWrVrVf968eSkPPPBATUVFheKtt95K6Nevn2769OleBX6tra3CzJkzB16+fFm5bNmy0vLyckV5efmVssWhQ4dqunM2igEUEREREVEnUw6bVyNLuKtZd3RTrLmpTCEJT9Irh86u7qrgyVvZ2dnVarXanJ+fH//cc88NUKvV5lGjRjUsW7asPDw83Kugp7KyUl5SUhICAH/4wx9SHM9v3LjxZGZmZlOg5x4ogsXSbTf5JSIiIiLqcoWFhd+pVKohaWlpx7p6LhQYxcXFQ7Ra7bGMjIzbfL2Xa6CIiIiIiIi8xBI+IiIiIiIKCJPJBLPZdSWfIAiQya7tEOTanj0REREREXUbq1at6rd169a+rs7HxcXpDxw4cKQz5xRoDKCIiIiIiCggZsyYUZWVlVXv6rxSqbzmGzAwgCIiIiIiooBISEgwJCQkGLp6Hu50tIkem0gQEREREblnAGAxmUx879wDWH8fzQA0/tzPPwRERERERO6dMZvNmubm5pCungh1nFarVVksFgOAy/7czwCKiIiIiMi9fSaTqbaioiK+vr4+3GQySbiX6rXHYrFAr9fLKisr44xGYw2AAn+ewzVQRERERETu/dlkMt2h0Wh+dv78+WiJRJIAQOjqSZFfzCaTqd5kMpUAyPPnAQKjZyIiIiIi9woLC9UAfg0gC0AKAEXXzoj8pANwCEBeRkbGCX8ewACKiIiIiIjIS1wDRURERERE5CUGUERERERERF5iAEVEREREROQlBlBEREREREReYgBFRERERETkJQZQREREREREXmIARURERERE5CUGUERERERERF5iAEVEREREROQlBlBEREREREReYgBFRERERETkJQZQREREREREXvr/nN29ZMyWV2MAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "image/png": { "height": 307, "width": 424 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Check data\n", "pt.plot_cluster(fontsize=8)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.1.2. Define llineage\n", "\n", "We will make lineage annotation on the scRNA-seq data.\n", "For example, the demo scRNA-seq data include roughly two lineages: megakaryocytes-erythroid (ME) lineage and granulocytes-monocyte (GM) lineage.\n", "\n", "To get better pseudotime information, calculate the pseudotime for each cell lineage individually.\n", "Then, all pseudotime information of each lineage are merged into one.\n", "\n", "Lineages can be specified using lists. The lineage structure and number of branches will vary depending on the dataset. Please adjust the code as necessary to match your data. " ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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5LU5GnHGDg6oEJa2L4uQfwO5NXDoLWNT33FldXpKIiIxgWWD7Q6AALJ69PBMLVJcHNqxx6yAwrs7Q33aC8Id5rVNGFpUXk3btCcyg8VOBBYFfAp/v9oJERGRkSouF8cB9wHoVby1E49a9c4Dxdd5XJaAxTKkL0hbfc2cDRzZ5+YHdXIuIiIxMabEwkBYLZ2MbJ5VBbrPqBbkAb7c5rowCCnSlbb7n/h54polLJza+REaDtFgYnxYL+roiIg2lxcIO2C7uIXQWj7za4P2LOhhbRjjl6EpHojhZGXihwWVzgP2Bi5WrO/qkxcLiwAXArsxNh3oY2NMJwkf7tjARGbayVIXngRVzGO5nwKLAUVXeuwz4pBOEc3KYR0Yg7bxIR3zPfREIGly2APAX4Go1khhd0mJhBeBF4OPMm/O/AVBKiwXlxonIPNJiYRHge+QT5AJ4wNHA4cA9wFvAQ8BXgX0U5I5t2tGVXERxcj2wYxOXnuh77ve7vR7pjbRYuArbya1lNrCQE4T6QiMyxqXFwjjgdOx8x8I5D7+0E4Rv5jymjALa0ZVc+J67E/A54LUGlx7eg+VID6TFwpLARxtcNh74aw+WIyLDVFosLJIWC8cD7wBfIv8gFyBOi4Uz0mJh1S6MLSOYAl3Jje+5Z9G4EsPqUZzs0ov1SNctR/3alUP2TouFdk9Ti8gIlhYLE4CrsPq43TyYvCoWRN+VFgtrdXEeGWEU6EreHmvw/jjg2ihOTujFYqSrXsIagjRj324uRESGrQOAHXo434rAqT2cT4Y5BbqSK99zY+DmJi79XhQnbrfXI93jBOFUmi/bs19aLKzWzfWIyLB0XB/m3CstFhbtw7wyDCnQlW44EHikiesO6vZCpOsKWKH3RtbHcug27vJ6RGSYyEoPrpvzsOcBxze4ZjxWbkxEVRekO6I4mQDcCmxW57I/+J6rw2kjXFZi7OUmL38UWF9VGERGv7RYOA44OafhYuDrThBekx2EfYnaOb+vYOlStzpBOCsLuN8PTAEeAFYC9gaWBO4ErlcJstFLO7rSFb7nzgCubnDZElGcbNKL9UhXrd/CtesBn+jWQkRkWPlAjmPt6AThNQBOEL4F/KbOtSsANwBPpsXCxVjg+x+sC9srwLNYmbPvA9cCd6fFwso5rlWGkQUbXyLStt8BX6P2p+59gH2iOLkO+IzvuW/0bGWSp1YPmlyUFgtbOUF4d1dWIyI9k+XC7o09vVse2zG92gnCCNt1zcMLThBWtvn9JrAUVrKyVvWX1bL/yi1X5bqNgb+lxcLWeto0+ih1QboqipOdsANLyzS49Drfc1V2bIRJi4X3YukIrX5ofgK4CdgWmAZcApzuBOHr+a5QRLolLRY2Ba6geoezO4EQOCuHqQ5zgvDsGmtYEzgMODGHebZygvD2ivGXA/YAFsO+Vq2PnUu4BrhZgfHwp0BXui6Kk8WATwLfAdauc+kuvude15tVSR7SYuG3WKOQPDyOdVl7Qt88RIa3tFiYCDyJpQl00wXAgfW+JqTFwjHAaTnMdaUThLuXjfsV4BRqN7i4DtjTCcIpOcwtXaJAV3omipPXqb+z+4DvuX6v1iOdSYuFA7AT0M00jWjF68CPgJ8r4BUZntJi4VDgj12e5mwnCA8rm3M8cCiwGzABuANLkduDfHaOAZ7HUi7eBj7cxPUPAHs7Qfh4TvNLznQYTXqpUR/y90dx0srBJumTtFj4IvAn8g9yAZYFfgr8PS0WutEqVEQ6kBYLGwLdaPozDauMcDdWfvKzZXMeAbyFpUPshQW73wceAp6m+eY1jayK5Rs3E+SCVXMopcXCXjnNLznTjq70TBQnpwNfbnDZIHaa9pu+577V/VVJq9JiYXXsG0s3gtxKr2OnpSdhucB/dILwhR7MKzJmpcXCssAawEtOEL5c8d4OwJW0Xqd2kMZfM4pOEJ5WMd8KwGXA5nXum0P/N+4Gga8Af3CC8J0+r0XKKNCVnonixMFKu4xv4vJHgS1UiWH4SYuFP9O/lr7TgM84QXh5n+YXGZXSYmEBbKf0e9iBqwWw4O1K4AtOED6fFgsrYo/ql29jin9Tf5d0MrByVjpsaE1LYLu767UxX79MAX4BnOAE4cx+L0ZUXkx6yPfcNIqTACs51sh62Gnerbu7KmnDVn2cexGsPNnqwP+wPL0ZyuUVaU9aLHwQSxHYC3hPxdvjgN2BDdJi4Z/YwdN2dk6nY0/q6gW6PysPcjOHM7KCXLBymt8AlgY+39+lCGhHV3os65h2P7BBk7fcDxzge+5D3VqTtCYtFp4BVm/y8pnAQl1YxuvAO9k63sR2nb7sBGHahblERoW0WFgVe7z+seylyeTb1KGWrwN/AR7DPqxWeg1YzwnCd5/gZSkSl2AB40g0B1jLCcJn+r2QsU6BrvRcFCd7An9v4ZZBYH/fc//SnRVJK9Ji4WzgkCYvvwBLNzgQ233tpkEs5eVoJwiv7/JcIiNKWiysB9zC/Lu23TYbq4ywPNZYopargE85QTg1LRa+jR00G+nuw9oMvw38FfitaoX3ngJd6bkoThYEnsJOtzZrEPiI6uz2X1osbAnc1uTlM50gnJAWCythZXt6dWDkJWAXJwjjHs0nMqylxcLVwEf7uIRmDqP9AquqEHV/Oe+aTXPnRvKa61NOEF7ao/kEBbrSJ1GcvBe4l9YfS/0S+LLvufqL2ydpsbABVtKnWe/BdnLq9abvll9hKQ1z+jC3yLCQdff6X7/X0YTJWKB7TI/muxmrwbsPcCa9+SA+B1jDCcLnezCXoMNo0ie+5z4Vxclq2COdVhwNPB7FyU3YF4zE99zZuS9Q6nkMS0eolmtXzQ7At7u3nLq+CDwHnDr0QlosjMM6HU0fOsSWvbYlFpBPBG4F/uYE4fRaA2f5jrthOcgPAatlb12PVReZowBbholGLdjzMBurZdtJ7evFgPfms5yGfucE4ZHZ/4dpsXA38C3gU12edwHgB1jjC+kB7ehKX0Vx8iDgtXhb+aOmZ7Cau3/OdWFSV1osXMncAy2NtBIUd8Ms7MBNjO0UfQlYE6vNezZWTul0rEB9uRKwsxOEz5W/mAXFP8BOVjd65DkLO1B5InCNqkNIP2SNV17EmrF0yyOAQ3ulx4bMIXtql8uK6tvUCcJ7K19Mi4VPYmcLutms5lEnCAe6OL6UUaArfRXFyYZAksNQ+/ie+7ccxpEmpMWCiwWOI8VrwNXMH8yC7fiuVuV1sCD1cOyb3kexp2CLAsU21vA6trMdqr6m1JIWC2tif+fWwfLa/+AE4cM5jHsS8J1Ox6njamzjoVZJrTeB66i/Y3oZluq0Zb5Lm88FThAeUPliWixMwP6tLw4cjJU2WxF7KtVqg4x6nnGCcM0cx5M6FOhK30VxcjR2CKETDwOucne7L9sd+j/sm2avDnGMJimW7jARmArcCXzNCcL7+7ko6Y+0WBjAnji8iZ3QP5t5S/INAl9ygvBXHc6zIJazfmTFW5diAfWy2CGw14EvABvTWvfDM4D/Aj8BVq7y/hHAtcAdNd5/Ftv02LWFOdvxKpbKdNZQB7Ps3MEvge2wr2kJ1uDiEOzPJG/XOEHY7V+nZBToyrAQxcnXgR93OMwqvue+mMd6xrK0WFgMWAX4nxOEb6TFwkQsN/pI7BvUBBTgdsN9wIecIJzc74VId2WB1fewZgzNpvVs5ARhx9UI0mJhbeAj2U//6QTh49nrywLfxJ56rNDBFC9gT0K2w3Ju7wBOdoLwH2mxcBW1A9mHgA07mLdV07Hd52Wx4LyXLYT3dYLwwh7ON6Yp0JVhIYqTJbEcssU6GGZF33NfyWlJY04W0J6KdUmaiOVCX4Y91t+sj0sbS0qAC6wL7I8dIroXuNAJwin9XJh0Ji0WlgTeh+WDb9rGEL9ygvDofFcFabGwFPZE7QDyC/bexs5ePO8E4ZwsiF4D+7s81r0FrOAE4bR+L2SsUKArw0aHKQx3+p67eZ7rGUuyA1ZXM3enR/rnAizILfc88BEnCNUhcITJnpD8DDiMzpqmXOEE4cfzWZVJi4XxwE10p9X6yVhaxI+x3V2xTpE7OUF4c78XMpaovJgMJ4+0ed8s7JGbtG8HxnaQGwF+vxeRqQxywZqrXJodAtwV2BPL47wB+LMThFN7tzyplH1Q3BbYHNvN/Ae2a+tij8drHXZsxdOdDpAdtjqUuU8LXqU7QS7ZHF8h30NcI9kMrH7uy/1eyFijQFeGk3bys54BDvU998ac1zIiZOkGR2HfVJYG7gF+7gTh7S0O1c+OSZ2YwdxDLHtQ+/DMJGo3J3kKOwz0FSxXb7haFzvss3HZawcC30iLhQ87QfhCf5Y1OqXFgg/shZ3CvwnLZ51T9v5iwErMTfF5X9ntv855OYNYG92WpMXC4lge8HJYDuxxwM75Lq2m1eht3utwN15Bbn8o0JXhpJ0vAmsAWwE35ruU7oriZBxWumYhoOR7bsvlprIg93rmLcXzXuCTabFwkBOEF+Sy2OFtOpZTPAMIgCuZP8/7LSyQPQwrCF/ueWB3JwhnAT9Ni4UPYl2ShquNq7y2HvB7Ru6HlZ7I/r0shpWaGw98AtsdXwD4Z/bfp7Edzk2BDcpuPw54My0WQqyD1lexE/m92K0cBI52gvCBVm5Ki4V9sC5j3aga0AwFufNSnmifKEdXho0oTiZiJ3aXbvHWd4C/Y9+gZmB5YT/3PXdYtryM4mR34KfAUMHwl4DvA79tpTxaWix8AzilxttvAasMlc9pYqwdsaB5JHsJ+/14D9bMYhz2d+FnZWWENgT2wx7b3kPFIa+sdNoPsPJKnRyMrGWQ+iWbJncw73udIHy6zXtHhbRYWAmrGrAG9iFofWwnfCnsdP14YAq2yVOZLzuTect61TKL3mwSPQRcAfzRCcKW0rrSYmET4C66G2w+jTVekeYkThC22hxJcqAdXRk2fM+dEsXJ1Vgg0orFmbcRwHHAvlGcbD3cyo1FcbIz9piz/BvQStijzvFYLcdmVcvlHLIk9sjyL02O9UwL8w5XK2En2vcHTqjWhSw7zHVCrQGylr9fT4uF7wAfwoLeD+S4xnHYzuHbWE704tnrc4BLsEfk7R7IXJ0c8jiHm7RYWA5LS3Gw4PR14E4nCO8pu2ZxrEbsQTSu/TqxxuvNBLnQu++bdztB+I027/0N+QS5DwJrM//v2STgP9jvxao5zDMW9KLbm1ShQFeGm7wes62JBSmfzWm8vHyX2t+ATozi5He+505vcqylG7zfSn/7DRpf0rZe7YANuQA4LS0WzgJ+2E4Zn2yX91rg2qyg/7pYk4wP5bC+tZ0gXAcgLRZWwGoTP+cE4WvZKfgtmf9DzGQsF7Tev4+OPqykxcIi2IfMPbCg71/AH7AgfGqW3tFTabFQxHbp56tWkBYL/8ZSDQaB25j7hGS0aNgNLTtctjH2NeVeJwinp8XCesAH25hv6GnCNCwF6CQnCOO0WFgL+BqW2zsO+7qyLFaOTJpzhhOE/+73IsYqpS7IsBLFyT/J77DEVOyAyHbYY8knse48u2BBw5XAKb7nPp3TfHVFcbI4tpNXz+a+597ZzHhpsXAplmdYyxZOEP63ybFOA45p5toGzgAuAnbDvvleBzyKBWGtdFnKyz+BjzlBODuPwbJi+ydhebwLV7nkVmATau8aAkROEG5UZ45x2O/fAcyto/tbLJ3iuBq3ddRpKS0Wlsb+rCp3r2djTxomA+dj3fA+gn2AXBmr+/tLJwivaXfuOmvaE0tJquc64HHs92Y0mYx9IKpZFzwtFg7HPgQsl700G3gF+zC0eK37argX+4C1PPB6rSoeabFwE1ZdQpp3rBOEP+/3IsYy7ejKsBHFyVLAjjkOuSjwGLUDrM8Bh0dxcjtwDnCe77kzKta0AlbVYGfsG8kVwJm+505qYz3NfKqc0/iSd/2c2pUGbsVayzaUFgvvJ58g9w/A150gnIE91hwa/+Aaa+yFXYC902JhAWwX6n7g9mppDc1wgvAJ4KC0WPgi1lzjQCyoeAM7Ff8dLC/0bmp3j7uowRyDabHwCvZBYQPs9Po04DQsiN6l4pYSUGjjl1PuR1RP0Rj6NSyGdcarbB+7DrBbWiwcjwVdW2GVCiZgaRiXO0HY8kHLzNeauGbnbM7RZBbwyQZB7gHYQbNy46neWreRB4G9sn+3L2TjjwM+jB24WwHL972e/ILcp7CDs6PVdOzr7+ecIGy4My/dpR1dGTaiOLmX6qfKaylh32jzakd7C3ZyfWngcGALYHvm3517HNjW99yXWp0gipN/YzVrq3kRWMP33KYfEafFwqFYXm/5AaZBbKfr+PI8xjpjnEbnge5UJwir7mKmxcJXsYL5/VJ5yOgOLJBo+c+vUvboeCngjfJH+2mxUKv5yf3Atk4Q1tzZz3Yy/8r8GxEPYn8ft8Lq6E7A6uj+pZM6utmv4XU6O3w3iD0h2b3i9QjbAZ6C1W8dqtV8NXBOvcOSabEwmfo746PVILDW0MHCtFjYAcvv3BCre3s2trO/TofzTAVS7DDvPcBZWJB9KFaNojL3ttFBymbdi5UDPKjRhSPMn7APH7eUl6GT/lOgK8NCFCfbYjtAzfgEtmP4Olbq54gcl3IesDeNv8FG2I7epb7nNh1kPHTTDTst+Nakq8fNmrXg9BVWZvaSS5e/fYjvuee2uuC0WNgNqy5QGRhNA3ZwgvCOBvf/Dfs1d+J+JwirfkgZphUd7gI2b3dntxlpsbA7cCy2C/s69uj/J04QvlnnnoWB57BHyNWc7ATh8TmvczmgmxVKrscOyq1X8fok7LDkucAd5X8WWfD9FM3tUE6i9UotzaoW3L1IezunrboOezLz3R7M1UvXYn9mn+nzOvL2CrB6tjMuw4hSF6TvojhZEPhzC7e87Xtumt17DLaj9umy9zs5/HQgze1a+Nihp1ejOPmk77n/aXRDWiwcuYKVFXt3bVPWGuCNbXZ6eHChCd/xPfevrS42e8T4A6r/ehfBGiA0OkD1WKvzVlGvQP4NwAPA+3OYJy+bYY9hm/1w1TInCK/AUl1asSO1g1ywQ2q5BrpY2kUnZc0a2anG60tjXcM+D5yT5Zyuh32A/BjNPamZRfeCXLCvBXdiaSQPA9dgeei9sDO9a+7QS406MHbz72I3rYAdWk36vRCZlwJdGQ52orUdkndPYGe7qZ+J4uQk7LHudCy1oN0AptVHc+8BrojiZJ2h4LuatFj4OLb7/K5BYOKTJRZ9snTXckHYcpCbWRPYqM7726TFwnucIHy1zjW/w3Yemy2vVOm3WMOCqpwgnJMWC5/A2qIOpzqSm9JhoJvl/gKMc4JwdlosLArQQSrB0g3eXz4tFj4E/Kfe49G0WFgISyNYF2uKcSmwDfbnvAX29/wNLI3jN9mPeebHt+oQ7LH8MVSpsFBHL76HDVUw2BRLg3F6MOdYNAn72r0u9uVxEPuAMZ3qBz+Ho5YrvEj3KXVB+i6Kk89SJ1Cq4g5gJ99zJ9cYbxyWC9nLHcSv+Z5bMw81LRZuwQKNauZgPdCfb3XStFjYACssX88aThA+22CcT2OPkMu/oUzFcgFXwA5c/RfLrdwX+719G7jICcK7m1zreGxH+yvNXN8DL2LfWIfKsF0HnOYE4XOVF6bFwoLAF7E0mdWx7loTgFXKLnsTe7oAcDNwohOELQXSabGwPk2UlcrWfWC1qhppsbAxFtiuXvZyo12y32N56f00VOFBZCSKgfd3Mx1K2qNAV/ouipOtKDul36STfM+tmbsWxcmWWODSq0dg5/qee0iWSrAp9gj2aeDjwCeZPz+x0l5OEF7a6qTZzt2zwIo1LnkKWKeZwxFZV6mDsQDpKeC8eie/25EWC8cBJ7dx64PYzuO9QBHLKV6Q/A7IDEmB7Z0gjN99wXZtLwQ+1eJYs4BdnSBsKT85LRYux/7eNPIm4JV/QEqLhSWwVJQVWpkzcxujr4LBaHYHtjsvzZuGpXTlbRDYSbVyhyelLshwcDsWwGzSwj0HU+eQhu+5t0dx8kGsyP+HsV3TxZhbc7KWZtuAVvpf9nj+j7TWqGHItLRY+DqWI+wA9wFBoy+cThDOTIuFH1E7b/AHzZ4AzqoQnNrCmtvxQJv3TXeC8DfZ/++bFgsTsYNMzQSErXCwDlvblb32UVoPcsG+vv4kLRY2aXGX52AsZ/2jDa5bCit9V56zux/tBblgO8lPYHnA2lkd3pop2fYMlhLWbkpSPa9gTzXcLozdillY9Z1m13EiVlt7d+zf15Z0/nd9DnCAgtzhq5t9sEWa4nvuIBZItHIo6j1NjPuQ77mH+p67OnZwrFGQC7arVa3kUd3H80vedcsjWHH7doLcl4BvAT/GUgJWwb4Q/ystFj7XxP2/BL4BvFX22hvAMU4Q/qGN9TQlLRZWTYuFrdJiYZXGV7/rJiwlolWPVPx8Oo0DwXZtmxYLG5X9vJPT4RsxbwpBQ04QTsqaP2yMfVOuZ8uKn/utzFVhE6yW7ngsjaBdr2Klxn7SwRgy1xsVP38TKze2aYP7/kd3glywD+I7MO/XnEa6UXLrG9iudqPGONOxQ7s/dYIwcoLwh04Qfgj7nnAq9vXldazE5PHY94Fmqic8ij0xa7bVuvSBdnSl57IqC4dhO1fLYY+lz8AOKu2J5YU2qqf7SBQn47IguRmVLVVr+TUWjB3G4KA7/p23Zy/+0H23LRHfe83zhxe/RPUi9t9b8oG7j6T9R+hXUTs/8rS0WPibE4Q1D7plu4U/TouFXwGbY4/R7uiktmo9WYrDWcytmTqYFgtXAkc2UZv2KKyRR6sqqzosQGvfxFs90PLPtFjY2gnCx2i9y1SlVg5XvcsJwvvTYuE/zN8golxlnnrNvydNKP8318ku16+cIPxeWiwshuU1N1ML937qH6ocq17GDpzugH0QeQcLwE6n8d//ag1A8nKBE4T/S4uFPYBLsGYsjRyDNT1p9e9W+cG0crcCv3GCcGpaLGyPdev7FLbZ8DB2yHYZ7OvyTU4QvlY5sBOEk7DvN5UdB08GSIuFZbCDknti6WdLYB8C7we+6gThvS3+WqQPlKMrPZUFuZdQ/ZHzEb7nhlGcnIc9wm/kYeB7vuc2/DQdxckk5h4UquVaYDffc2enxcL7sDSEoV2TwUF4/p33bXrrWxtvsdzgQhNWwFoK/3bV3wft7lIOuQsrd1VLwQnCVg7r5S4tFjzsw8ka2GP9arvjDwGbOkFY8+RxWizcT2u7jrOBLztBOF/5siwIrJVTWp67ez12CO5KWvsme4MThB/OUkp+3MJ9lb4LnO4EYeXOXENNHDY81AnCc8quH2D+3e9eeh3YcCi3Oy0WzgC+VOf657H0okuwD5ibd32FI8ck7OvPUtjO5VBeer+9Cqwy1CAlLRYWxwLMtbAPv9U2KU5zgrCYFgsbYiX3WumK9kcsaC1ivx9vYDWpf9utD/MyuijQlZ6K4uRQ7AtXNdOxdqdfBr7dwrAF33PrBoJRnPwLy9Wd3+AgDA6exgILHOd77vS0WFgTyyVdosZws4GvOEH4S3i3yP9U2tvRfRl7FDlQ55qvOUHY9c5i2Q7cvtg3qhQ43wnCR9Ni4btYblsz5gm8qszxLPZnXMtM7BDfo9jjw/OqVUHIxtoV2w2v5kdAAMxwgvCt7PpzsKcIrVgT20V7mPr1bRspYUHA3ljXqRWw/MKp2CPmK4DfVys2nxYLPwO+WmXMG4CPVLbYTYuFb2GPaSs9R/Xf+xm0uetcxYedILyhbC2LYi2Pq3VMO9QJwvvLrl0aa2t9QI7r6aY51E7/m4OlMp2B1cL9APYkYyuafxJxeXZvO09AumUWsJ0ThLdVezM7HHsUtru6KpaO9mvs33F5Q5BjsA+AQ5sPbzL31zt0sHY29r3iS/U+PIs0okBXeiqKk+upX6/zKGxntUTzuxdTgD2Af9dKZXjk2qv2X+SFZ85f5JknGDdnDtNXXo2pq6/NxMcfYtFnnhgcZ/8ObsRqvf6A5h63bj9UPiotFm7A6vi26iSsbuQBzcyTh2xX5aPYN+klsSBkTewRfeU34YuYtxlHI+c6QXhInbkvw/6satm61jfRGuPtiwVHK2UvTcEej57oBOHsimsXw9p07tns+Fj3tDvTYsHHDr+tX/ZeqxUf3qb2hyewfMcdK8u1ZZU8DsF2RjfAcrr/APy81o5WWix8BPu3tC7wAlY+7MLs/m2wXfXpWHWNhcknn3YGsKoThPN0WcvWvxXWKGAQ+3ByZ60DemmxsCT257ks9mFlE7qXa9ot1zpBOF8OedYl8BzmLUtXzSS62wgD7M/ieqyVcPkO6xPY16P3Aycw98PRndiH7ltqDZhV/Tgc+ze+EPAvLL1gvuot2QbBB7GnLHc5QTg564i3Dfa16G4nCF/s6FcoggJd6bEoTu6n/qPrE3zP/UEUJwdh38xbeVR3LfBJ33OnpMXCUlhe7kewL9QDVJQay6Eu1d+cINwHIC0WNsN2IFtZ72VYEPl+rFRQtcfqdwJbVAYFabGwBfa48G3gEicIH2w0WbbbchbWy75b/uAEYc16rFku3Q013r4N2KbVOpTZr2tzLGC7u16L3ez692PpF9OBU6h9gHAmsPJQbl9WZmxr7HDZE1iQuCXWNrrTPN4h07DDLS/kNF5D2QefvLo5TQXOxoLwx/MYMAuUT6d+CsRwM8kJwqp/r7K/rztgB2qXwVI3Vs3eno095WnlgGc7DgZudILwuay+9Q5YsPs08O+hD4nZe2tgVU/q/p1Mi4XlsfSTDSreegX7sN7PlBoZwxToSk9FcXI2tjtVyx6+5/4ju3YtbHdgLeyRem2DgzBuHBNefenG9/zjL9cC36P7u0AlJwjf3eHLgs9zsV20IfdgaRB7MH9HpT8BhzlBOCstFj6F5aEtXfb+bcCnyg94ZQfBbsV+T8pdCexTbYcvLRa2A76JPRbsdqWVTzhBeHm9C9Ji4bNYpYjyR7J3YLWEX+7m4qqs5TvYrno1ZztBeFgTY5xInVJ3bTjNCcJiKzdkjSY+if2e3oqdHl+oUdBfdv9FwD6tLrSOqcDHnSD8V505l8fKoa2CPcG5yAnCahVPhlIgHgTWznGN3fQmsEEThzOHPkBthR10/Tjd/zc6z9etvKTFwu+xlIVqbnaCcLsa74l0lQJd6ZooThbDHk0tgz1+3BzLvduG6l/MHwE833OHdhPGZddv/sJ+R/5tcOJiDXMkx82ayUoXnMkCM5spM9mxql+802JhWSwHcxLwV2wXsOYYWKHxmdmj9Y9hj2wj4L8VeW2LYLuItZpD/A97bP9b7NDGPtl43d4dGvJvYJfKlIFqstPMe2CB/T1YS9uefzHKdtfOZv6qHP8G9nSC8O0mxlgAO1S1UqNrm/SIE4SVu2K15l4N+ztW6xDXg1gt5YsajLMo8AvsQ2heB55exrryVcs73hfLvywv3v8a9kGpVv7nmtiHw3r/nvJQL/e2FdOBg5wG7b2zXdOb6P6va8gxThDWqrvdliwNYRL1mzGs7QThk3nOK9IMBbqSu6wF71ex/K5alQ4q230+BHx81d8HzwJHYjtky5J9w3l570OYtXQzFWxghYvPZaFJnVRZatpBThD+qdababFwPs2VNfuzE4RVr0uLhfdg1Q5cLHiuV2pqSK97w08CQuA7ThBO6eG8uUmLhU2x3bQFsbzFm1oJvNNiYWssdSaPTnwPOkHYsH11WizsguWUN3Nw61Xsz+kK4GdDuY/ZruoRWArGZKxur0v1w2/t+HRloJdVkniA6gH168B7yw4QLoOl2myG7ZL+Oft1DGDlyPbH8svbUZm9NIi1hb4D2JD5H8G3Yya2s/tE5RvZhywP+AL2Z9CuQeBMbDd/RSwN5UYs9auyOspfgf2HKibkJS0WHOyDSj1bOUF4e57zijRDga7kKoqTidjBlqOqXjA4yPg3UiY+9SgT0lcnjZ/8ztPTVlnj3CXie+4YNzhYAA6iSsrB84cdAws02GTJ/i6vdMGZjJ/W9aoz1wK71dq9zAKIF2l+d+z95Xm2abGwCbbDNpxbsoZY/ck38/7GORKlxcI62OPn/bBDfkNmYZ3/PtjkUCc7QXh8vQuykk7P0l6DkpeZe+DneuYPhq7CAt4TmD/dph3/Br7lBOEdAGmxcDpWWaWWLzhB+Nu0WBhqmFG5vhA4GgtIN+pwbYNYRY0NOxynnlOcIPxm+QtZI5iTqP10phmTsTbnX6+WD509Wfos1lDhbexg6TXdeHKSPdV4kdpd+ebJdxfppVEX6EZxsia2I7ES9ij3Vt9z59vey3YdFwQW9D1Xtfg6kP1evgf7Jv856p8sB2Di4w+zzM3XMq7Jv38v7n8kcxZtvFm2yDNPsNz1dVNEO/UK8DNsV6xmp5+0WPggjbv1lDvOCcJTs3u3wIKD4VBW6Hzs31JlabY/AEc02154rMk6q30Iy1W9AquocDGNu7m9BGzSKFc5LRYOxk7vt+tSbFe01q7lBViZuTx2NcECne2wjlrXYYF2LWdgO8qPMn8u+pDfAp/PaW2dmkz9nfwXsAYDN2D/bvbBdmA7MYiVlruuw3FyU6esHcA5ThAe2sPliLxrOBSfbloUJxtjhbM/iD36fgZrzbouVrJqCebPrRqM4uSvWJmaE7EDOfP8uqM4eQ07+HMP9sXo1hY6bo16UZwMYL/n72CHRg7GHiWujQW4rQVkg4NMWWcDFnwjZckH7mrqlolPPMI7Xv2Ol+PfepOlb691oL+q27Fv5vXyysD+ri0GzG5h57LhIZRqsseZv6F/Qe5r2A7Xc1g+5DXZ69swt1LBZU4QPtqf5Y0MWX3Y+8tfS4uFj2HB71HY37uVsL9XC2B5of/Aui01cyCvXi3iZuzZ4P1mOwk2ayHgP1gJskZpNf/Dvp7XCnLB6hH3wrPMbeE8iH3QLd+FvQlLFaj+BMuskv23G/AV8jkkOw74PvahYbg4FfteXHnY+F+MrIoZMsqMiB3d7HH4DTT/6K+aVqpJ/RvYy/fcVvp4jxjZDuwAdhDoYd9zq57MjuJkcWzX6JPdWMf4d95mxQvDpv5Q5kxYmFd3+zSzlq14ijlnDgul/2PikyUWezRmgRnTGw31IlZ39R9ZM4T9sN2req5ygnC3JpY5j7RY+Cf2waoZm2OPYb9LZ48zW/EMlvN4D/Yh8XHg1n4cChursg82q2DlqCa1cN++2J/daPQOtgO+cr8Xgj3u/zpW/utpJwhfTIuFNbAg/HknCB9Li4V1sYO03a6WUI3jBOHrfZi3pqzm9MeZW0f3Fn1NkX4aKYFu7a5W3fM4sLvvuaWKtayJdUh6zPfcST1eU8eiONkC2zHcKHtpKvYY7Ru+586ouDbvkkPzWfnsX7DA7OY2SecsNIF3NvCZ+t51GVxwQRZ+5UUWj+9loUlNfZ1/Dis5dn55Ca4s0Pgv1dtWgu1AbesEYStpCENjr4nt+Kze4FKwPM5ePWGZgqVK/KJH80nOmqjAIfn4jhOE34N3S/vtggW0NzhB+PTQRWmxcBRWMq/D0twtW84Jwp6cvBUZqYZ9oBvFyWrY46N+mALs5Hvu7VGcbIgFiNtm703HyuMc63vuuyfNozj5EHaKdm1s9/B84OJ2UiGiOFkAWMD33PkiwShOxmMndY/ACn1Pzeb7L3CO77nz5QREcbI+lupRLZ/sbN9zDyu71qfi0Wvexk2fxsp/+k1b3xnmLLAA4wYHGTc4OAUrobQKc4uulxsETga+XacT03LYn+3ezPuN6kGs/WTbXcmytqaHAzthp+OXx05a9/obIliP+D9iXcMm92F+yVFaLGyOHRxrrhxJb1RWUxnJpgDrYV9Xf4SdQRj6MDqINV85eiidKS0Wer0hc48ThB/o4XwiI9JICHQ/hx086JcY6651P9V73V/ue+4nAKI4+Trw4yrXvAZ8zvfcS4ZeyILYQ7DDW+sxtx3nTdhjsZ2wE9XjsEfLJ/qee1V27zjgb9RPKfi+77knlr8QxckfsFJV1Qxi+VVPYbnM36Bx7mpHFn/wHpa+8+ZWbxsEnsTK51wEXO8E4Zxsh+tYLKhcFSun9C/gG802IUiLhRWx3/sFscf6z3bphPKewN/zHreK57APibdjfeT/W62mqYxcWfmtA7EarGtj6UjvYB94Lwc+g+XUt2ImtfNIp1I/f/x72NePke5NrDTaP9NioYilO1VzshOEx2cVIu7t3fIYxKq+XN3DOUVGpJEQ6B6CFXTvp/Ox3t+1bIZ9c3mI+jt1N2Jlqc7BdggObXEdB2JB759prqzOzr7nXg8QxcmK2A5lZamecsdiZZG+0+K66pmNfdOYZ9dpwqsvstw1lzTT2GEK9vv/CyyP9DEnCP+X4/p6Li0WfkZ+dUqruQ/4rhOEl3VxDhkh0mJhd+ygWz0vYLnqf8V2JU+pcs1srCHJsXXG2Qf7sNmousRwdSv2/eYiJwjfzpo5PEPtpitvYYcKz6bLaV5lngeOcoKw0Z+piDAyAt2FsWCnH4n+QxodZJuC7fw2e1huBs0Vea82zziaP5F/F3bIqfKxW73xB8mn6D3AY9g3vYeAArDDAlMnT1zyntv9xR57aMlxc94tQfsO9vsxAXtM+C+sDWovd0h6Ji0WTgOO6cLQfwWObOVQk4wNabFwM1bxoR7HCcLXs46ERaxt9NAH40exD2cbUbuEFNiTioOwCgt+J2vuk887Qfhu6a+0WFgFCyzruQDrQLh0F9dV7vdOEBZ6NJfIiNfP4LEpvudOp/Oag51qlE85kdYqQrQT5A7N00rZqc2wuo3H0dxBp4nkF+ReDmzoe+4tvuemvuee6nvuR9+32Qe3Xbz04NLj5szeGvg0sLEThEtgxeuXAFZ1gvDg0RrkZrpREuhprND+pC6MLSPfNxtfYqlKThAOOkH4cywFaBOsLvn6ThBeSeNgbpks/3sLLOWsJ724c/IOcGHFa29jH/7r2Z/eBbnQeD0iUmak1NH9IvYF80v05xDPSHZoj+ebjnU9+l2tA3hZ3uttFa/NZGR9U+zENVg+3yY5jDWHrASSTl9LHXdh9WmrnTMAeALrmPYuJwinY2kw5e5pMM/d2b3TgC+kxcJXsEoFDnbOYTbWrWs89vRmJnY2YBVgV/p3kG06sG/lB0UnCN9Ki4Urgd37sqrqrur3AkRGkmGfulAuipNFgQj7wij99yqQYo83JwNXAz/xPfepvq5qBEiLhaWw3792d/fJ7t/ICcK2mlPI2JIWC8cCP63x9medIPxjE2MsjKUiVWvmMBXwnCB8ss31bQ9ciT1Z6rVZWJ6th7WxjYEznCC8Pi0W1sNyd2t9SOil27Fyh2O+5bZIs0ZUoAvvVis4EjiezrsDyfxmYCeuK3fO38ZKU62P7X78HbggSy3pSFZFYltg+2z+y3zPfajTcYe7Dk9qzwE2UIcyaVaWe3s8lsq0ePbym1i5uTNaGGdd7N+/W/byq8ABThBe3+EaV8by+ncFtqxxWaPKD3k6xgnCM9JiwcVaOa/Zo3lr2dAJwof7vAaREWXEBbrlojhZBDvwVK1+qrTnj1ie2onAVthOxz+AE3zPTfKeLIqTpbBvmjtUvPVb4Iu+587Je87hJCs1dgmtp+Sc7gThV3JfkIx6abGwJJZDOwe4zQnCKQ1uqTbGAtgH0wGs3fXVWapDnuv8CrYDXZ7O8CSWgrF5nnPVMQtYA/gdduCsn2YAy1argZ3tOu+Knbu51gnCUb9RINKsER3oAkRx4mKB2Hs7GGaoqsIrWA5av7+g9csjwGa+574DEMXJBGC277mz69/WvihOLgD2q/H2V33PDbo193CRfZP6OnY4b8kmbrkR+LDaaspolxYLq2K1gJfF8oUvxxo1HNLDZfwY+L8ezlfLeU4QHgyQFgt7YWvaDAvGF6649nwsHUV1s2XMG/GBLkAUJwthwel2WFmcVg1iX0AP9T13UhQnHwA+jzVyeCMbe6Qc3KtmDpZX59V4/2HgDKw72rReLSqKk5Ww0j21qn88A7y3na5yI1FaLNxL7VbEQ54F1lSQK2NVWixsjeXM9sq1WNOgVl2MpYbsSefd614DQuzQ3srAjk3c8xMnCIdDgC7SV6Mi0C0XxUkzwUItM7AakS8ArwOb0nxprm6ag61pGewx3mzm5tg14yzfcz8XxcmBwPeZm2f2X+Abvue23eK2E1GcbA/c0OCyxX3PHRPtatNi4U0a7+he4gTh3r1Yj8hwlRYLx2GtvVvxBnbgrNXNkIR585GbdZIThN+Fd/Pxt8AaTOxMb3ak3wZWbCc1RWQ0GfZ1dNvwww7unYC1sPw9ljf6bfof5AKc7Hvu6r7nLuF77kTsC3azfoOVZcP33D9hbULXAFbyPXeLfgW5mVcbvP8O0LMd5mGgmQ8vN3Z7ESLDnROEp2AbGqdRUaqwwsXAB7Cc3pWdIPwq9rSulaoF67Z4/ZCT0mLhhrRY2BR7avYkVnqxV2kXS9BZSp/IqDAcgrhc+Z57cRQnRwCn0vnjouHijjbueRH4pO+5/y1/MTvc9Wwuq+rcw1jdzQ/UeP/cbuYHD0PNHEgLu74KkRHACcL7sdq8pMXCV7EOkOW5qldheapvVdx3ZlosXIHVDq7Mba2mkxKA25PVFu6T1/s4t8iwMBp3dPE9N8QqMXwUuKXPy+nUg1h92nLX1Ll+DtZud83KIHe4yXJvD8dq8VaKscoPY0mjQPdNJwin9mQlIiNIWSe3w4CjsY6Lu1UGuWXXv4AFus3oV+WXToPU61VjW2QU7ugO8T13KnaI4NooTnbBKjN08sm8H17GvtidFcVJ6Hvu7dnrpwL7UL3t5Om+5/6+R+vrmO+5D0Rx8n7sm9P2WJ70pUA4VP1hDBmq/lFLv1thiwxbThC+huXgNisEft7Edf06yDKJ9p9Kvop9TRUZ80bdYbRaojhZH/gTdsCsn+bQ/k76nUAJO0R2D/aobqj+7GtAAJwy2mvPjkZpsbAiVo+0nvWcIHysF+sR6UT293kAq3n78HCsEpIWCwsBfwE+2e+11HAm8Lkmr30b+71+G/gnVmf7hW4tTGQkGTOB7pAoTjysEcKv6U9f9fOwgxHrdTjOS9jp3dewk/rP+J6rmokjVFosfBj4V4PLBtQJTYaztFhYAjsAuy9zv77eDRScIIz6trAassYXuzK3hvVWwHv6uigTYQejL6L+96k5wMHAhWoLLFLdmAt0h0Rx8jssl7WXnsOC3Jex9pY/wb6wtushwBsrdWZHsyYD3WWdIGyl4oZIz2Qthm+l+te01wHfCcLne7uq5qXFwoJY6lS99KFOnsi14iZga+qnF84GdnGC8N89WI/IiDUqD6M16SQs8OyWM4B7s/+fjLXW3cr33Jd8zx30Pfc2YFvgC1jHnxRLTbixhTk2BLbJbcXST6s3eH8OVnxeZLjajdof3JcFvpkWC7ukxcJGWVA83AzS+ODZntgua7dtR/0g92FgXQW5Io2N2UDX99wXsN3V67ow/BG+5x7je+6mwELAEr7nftb33MrdjInAotihg4ew6gqtdvxRncTR4ZgG749zglC51zKcfbXB+0dhB4TvA+7P6ssOG04Qzmb+CjflXgP+6QThZ4APYa2Ib6I/tb6/4gThU32YV2TEGbVVF5rhe+5LUZycjOW65uVPWXmzoTmq5k1FcbI89kVyg7KXP0TrJWWeaXmFMhyt1OD94bgDJlJurRaufT9wS1osfB54DLjHCcLhcMbgRODD2CZEpeOdIJye/f9/sE6VnwIW6dHayo2l+uIiHRmzO7plbgLyOuDzN6zrTjNOYd4gd0gr5WRKjPw6wWKebvC+vrHJcPe/Fq9fFDgH62z2XFosfDb/JbXGCcL7sDKH5SkBjwD7O0H4O3j3ANvvgcvpT1Oi16nfDU5Eyoz5QDcrxfUZWv8iPWQm1mJ3A99z9/E9d3KjG6I4mQDs3+Z8Q14BPq1SYqPGPxq83053PJFe+msH974H+H1aLHwmr8W0ywnCu5wg3BGrU74CsKEThH8uu+QArDFFv3xLjWNEmjfmA10A33Pvx3ZXv07rO2fP+577S99zH2nhniVp/Lir2un6d7CAqIgF1g+0MKcMb8c2eP/lnqxCpH1nYq3HO3HicDmo5gThm04QvlqlBvARPVxG+dyPAAc6QfjbHs4vMuKN6Rzdcr7npsBPozj5FtU7jtXSTn7WG9iO7Ao13p+J5esehOUPzwGuBH7le267O88yTKXFwspYvl89H+3FWkQ6MAV4Fli5gzE2BJbHOnsNV6v1cK6hoP8N4HxgubRY8IdjTWKR4UqB7vwuAo5s4fqWa9j6njs7ipNfAt+vccn5vucmwHHZfzK6NVNLebGur0KkDWmxsBvwbWAL8mmXOzOHMbrpCWDNHs+5DGXfL9Ji4XIsb7hhqpzIWKfUhfn9AKtp26x22yyeApxb5fV/AV9uc0wZmRpVXBAZltJi4UDgCizIhc6rg9w4ApqiXNrvBQB7YN09RaQBBboVfM99DvgAVkGhmZaKl7Y5zyzfcw8BNsZK2nwfKxK+s++5b7czpoxYzTQuUfc7GVbSYmEC8LMch5zGyHiC9YF+LyBzYFosrNjvRYgMd0pdqML33KeBfaI4GQ/cA/h1Lu8oAMkOwt3fyRgy4t3TxDXd7OIn0rS0WNgOS1UYwKolNOtVrCzWVGA5rNnNOtjX0GuAE50gvDvf1XbFx/q9gMwCwGY0rtgiMqYp0K1vc+oHuQCfj+LkFN9zteMmbXGC8Lks526POpd1Wo5OpCNpsbAS1np2qSZvGcQaKzwB/LJaEJsWCwsDg/1oFpEWC8tgpcI2AF4CznOCsGYDnqx+7rGA0+aU04GF27y3ls+iQFekLgW69TUKcgFWx6o0DPe8Mhne9gNuAD5Y5b3vOEH4nx6vR+RdabGwAvA8raW73ewE4fb1LijrNNZTabGwLXAZ81bYOSktFk7EqkcsgjXjua2svNhPsdKO7co7yAXYoQtjiowq4wYHtRFZSxQnnwYubHDZdGBJ33Mb7khEcTIRa5P5hu+57R5ik1EsLRa2Br6JlWi6GwicIHy4v6uSsS4tFh7D0gyaNQh8xAnC67q0pLalxcKSWCfCRiX9wD58HgFsC4QMz3MtaztB+GS/FyEyXGlHt74rgTep/6huCg0OrUVxsiB22OwYrO0lUZw8B3zW99zr81mqjAbZzu3u/V6HyJC0WFiM1oLcF4DicAxyM5+huSAXbMf0MZqrJvE2thO8UJvratcJ9LdTm8iwNhw/nQ4bWTvfAvUPnC0D/DmKk3ppDmdip4kXLXttNeC6KE727nihIiLd02yDhLuBrYE1nSDspB1wt63X4vXNlkxbgtrlJrv56HTzLo4tMuIp0G3A99y/0bit5aeB+6M4+U7lG1GcrI0dGKjlj1l1BxGR4ajZbozHO0F4mxOEzZRl7Kfnuzj2GsDvgPJUthfItwxbpVYqX4iMOQp0m9PsF8aTojjZueK1yp9XWgL4cOtLEhHpPicIU+DBBpfdPYxTFSr9GavZ2w3jgH2ACdnPpwJ/BI4HupWmtkxWEUNEqlCg25xzWrj281GcjI/iZJksN3dOE/foi5SIDGe7Ywdvq3mREfT43AnCV4FDaa4hUDuWLvv/RbGawycAHwde6cJ8CwDv68K4IqOCAt3mhDRfq3Ar4GXgdayV8Bb1LwfgkTbXJSLSdU4QPot9IL8YC3jnYIevvgGs6gRhMx/ohw0nCC8EPOA0rFnFBVi93275KrAvsEKXxn+9S+OKjHgqL9akbHf2M9gX9lY/PU9i3k/55e4HNlHDCRGR/kmLhSWAI4G9seoJLwK7kt+G0D3ApjmNVS4Fli+r9ysiZRTotiiKk8WBZ2m+PM2QF4BVKl57AtjR99ya3XhERKQ/0mLhw1hd622B8dl/7ZrKvJV38vILJwi/3IVxRUYFBbptiOLkAqyTVavexgqQPwPcBFzue+7MPNcmIiL5S4uFccCWwIewtsELAMtizSduw6rvfKLG7XPoTqrgLOAnWFvip4BznSBsVCVIZExRoNuiKE4cbHe23XaOs4EP+p57b36rEhGRfkqLhQ2xgLdeg6G8zWbeXebpwIFOEP6th2sQGdZ0GK1129BZz/LxWIc0EREZJZwgfAhrmHEJcys63EF3SpnNzOaoTKVYGDg/LRZW78KcIiOSAt3Wzc5hjG4cSBARkT5ygjBxgnBvYCKWj7s1drAtbwsBC9Z4bwJweBfmFBmRav1DkdpuBt4BFu9gjDdyWouIiAwzThDOxHZdSYuF/9L7OsNr93g+kWFLO7ot8j33LeC7HQ5zfh5rERGRYe+UPszZzTbHIiOKAt02+J77U+DYNm//N9YSUkRERjknCC8FPg+8VfbyHLrXhngO+h4j8i5VXWhDFCfjgAewzjrNGsSaTZzhe26tVpoiIjIKpcXC4sCOWM7ubVhd9Suw0mB5+ocThHvkPKbIiKUc3fZsT2tBLsA44D0KckVExh4nCN8BLit76bm0WFgLOABwse8p2+Uw1fo5jCEyamhHtw1RnHwd+HEbt04BllaTCBERKZcWC4sC/wMW63CoSU4Qttq5U2TUUo5ueya1ed9EanfOERGRMcoJwqnAV3IYKsphDJFRQ4Fue/6O5dy2Y4s8FyIiIqPG74Hv0Vm99iCntYiMCkpdaFMUJ9Nor0Pad3zP/V7e6xERkdEhLRZWBj6OHVzbCdi9hdufAz7nBOHV3VibyEijQLdNUZw8ALyvjVs38D33kbzXIyIio09aLKwCPIqlvrXibKDgBGEe3TxFRiylLrTv/jbuOVVBroiINMsJwheAbYG3W7z1UODctFjQ93kZ0/QPoH13tXj9t4BvdmMhIiIyejlBeA+wHnAaMLWFW/cH/pIWC+O6sS6RkUCBbvuua+HaacDJvucqT0RERFrmBOHLThAWgcWBjwB3NHnrPkDYtYWJDHPK0e1AFCd3Aps1cenTvue+t9vrERGRsSEtFrbEOqw160ngI04QPt6lJYkMSwp0OxDFyS7AtU1c+gywtu+5OhQgIiIdy9IRzsM6qzVrEJiMVXO4FTjZCcJ/dmF5IsOGUhc6cz2QNHHdGsB+XV6LiIiMEU4QDmIHzlpJSxiHpT4siLWyvyYtFvbPfXEiw4gC3Q74njsH2BPbsW3kwO6uRkRExhInCGcBX6L1igxDxgGnpcVCOzXhRUYEBbqde5XmGkc43V6IiIiMLU4QTgN+28EQywPb5LQckWFHgW7nDgJWbOI69R8XEZFuOAH4awf364mjjFoKdDv3gSaumQX8stsLERGRsccJwulOEH4a+350FjCjxSEOTYsFtaaXUUlVFzoUxclpwDF1LpkJHOB7bieftkVERJqSFgtLY02N1mnx1p2cIPxX/isS6R/t6Hbuwgbv76cgV0REesUJwklYJ7VzWrz1orRYODotFpbKf1Ui/aFAt3ONWiseF8WJ2i+KiEjPZOXHDgM+TfOpDMsCvwBeTYuFz3drbSK9pNSFDkVxcgrwjQaXXel77u69WI+IiEi5tFhototnpRD4nBOEc3JekkjPaEe3cws2cc1uUZx8tusrERERmd/P27yvADyfFgur5bkYkV5SoNu565u8LoziZIeurkRERGR+FwF/b/PelYBn0mLhiBzXI9IzCnQ790/gviauGwd8p8trERERmUeWevAp4DPAI0CrOYvjgDPTYsHLe20i3aYc3RxEcbI08AowoYnLF/E9d3p3VyQiIlJdWiwsArwBLNLirS8DJwJ/coJwau4LE+kC7ejmwPfcSUAzJ1QHaf2TtIiISG6ytsFJG7euiDWkeDwtFtbId1Ui3aFANz87NnHNtb7nttqxRkREJG+ddOtcGbgvLRaWy2sxIt2iQDcHUZwsB+zfxKUndnstIiIiTTgH+G0H9y8DvJAWC6ekxcL4nNYkkjsFuvn4IY0bR8wEHurBWkREROpygnDQCcIvAFsDr7Y5zASsjvzktFjYObfFieRIgW4+mtnNXQg4r9sLERERaZYThLcBW9LZ+ZGFgWvTYmHXfFYlkh9VXehQFCcLALNbuMXzPbedQwAiIiJdkRYLpwHHdDjMHOBnwDeyFsQifacd3Q75njsHSFu4ZeturUVERKRNReDUDsdYAPg68GRaLCze+ZJEOqdANx/vtHDttK6tQkREpA1Zzu5xwB45DLcmEKXFwlY5jCXSEQW6HcoqLjRbT3A6cFUXlyMiItKJK4DbcxhnLeA/abFwW1osLJzDeCJtUaDbuQVbuPY833Nf69pKREREOpDl1m4PvJ7TkFsCb6XFwkBO44m0RIFu514BHm7y2vUrX4jiZNkoTpbKd0kiIiLtcYJwBtYUopXzJ/VMAB5Oi4X9chpPpGkKdDvke+4gcEKTl28TxcmCAFGc7B7Fyb3YF5JJUZzcEsXJNt1ap4iISLOcIJwObALcn9OQ44AL0mLh+zmNJ9IUlRfLSRQnZwFHNLhsBrAosBfwtyrvzwR29D33lpyXJyIi0rK0WBgHfAzL3c3L1cDHnSBspTSnSFu0o5ufzwHfaXDNQsAXgZ/Uef9HeS5KRESkXVnO7jXYYeq87ArcnxYLE3IcU6QqBbo5yVIYfgQ8VueyccAZwHvrXLNNFCfL5Lk2ERGRdmU7r7/OeVgPODrnMUXmo0A3X3sA6+YwzvgcxhAREcnLCcDNOY95ZM7jicxHgW6+9mzyunp5SRH5nXQVERHpmBOEk4EdgU8Br+Y07FppsbBQTmOJVKXDaDmJ4uRo4DSa2419Ali7xnuf8D338rzWJSIikqe0WPgF+aUdvIMFzs8CvwP+nOUFi+RCO7o5iOLkAOAXNJ9y8GPgKKwG75Cngc8oyBURkWHujBzHWhzrorY9cD5wZlbpQSQX2tHtUBQn44BngNWavOUWrITYzChOJgAulsqQ+J6rUisiIjLspcXCpcAnujR8AJzsBOH/ujS+jCEKdDuUVUhopVXigb7nnt+t9YiIiHRbtuv6G6y0ZjcMAucBhyqVQTqh1IXOtVpbUBUVRERkRHOCcNAJws8DX+7SFOOAg4F/KJVBOqFAt0O+506htSoJz3drLSIiIr3kBOEvgLO7OMVuwL1psbBmF+eQUUyBboeiOFkMWLrJy58FbureakRERHrLCcLDgNO7OMVGwGNpsXBwF+eQUUqBbud2p7l0hDnAoTpwJiIio40ThF8BDujiFAsC56TFwhVpsbBkF+eRUUaBbuf8Jq+7z/fcG7q6EhERkT5xgvAC4KIuT7Mb8HRaLAx0eR4ZJRTodu6pJq+7oKurEBER6b9DgDOxqgn1PIal87VjGeB6HVKTZqi8WIeiOFkEmNrgsknA6r7nvt39FYmIiPRXWixsBNyLVU+o5mTgEuCuDqZ5DStBppq7UpN2dDvke+407B9bPd9RkCsiImOFE4T3U7uD2vPA6U4Q3g1c38E0ywFF4OW0WPhOB+PIKKZANx+NTps+3pNViIiIDB9fBb4GvJD9fBaWw7uNE4SvZHm2eRzQXgA4KS0WXkmLBdWql3kodSEHUZz8lvrdYf4DbOt77pweLUlERGRYSIuFBYDlgbedIJySvbYqltqwfM7TvQSsom5qMmTBfi9gpIvi5MM0boG4NfC3KE4+7XvurB4sS0REZFhwgnAO8ErFy8eSf5ALsBJwFnBEF8aWEUipC537vyav2wt7hJO7KE4WjuJkkyhO3hfFif5MRURkuNu1i2MfnhYLq3VxfBlBFBR1bssWrj0hipPcyqFEcTIuipOvYIn99wAPAI9GcfKJvOYQERHpgma/F/4auKKNsXdr8R4ZpRTodq6VPKCJwPY5zv1VIMBOng5ZG/h7FCe75DiPiIhInq5t8rq1scoKt7c4/jItXi+jlALdzj3X4vVb5DFpFCeLAt+q8fY44Lt5zCMiItIFPwPSJq77CFACXs1+bNYJ6p4moEA3DzNavP6dnObdmPqfWLeI4mSxnOYSERHJjROEzwDbAg81cfkCwCdobZd2UeDBtFjYVx3UxjYFup1buMXr781p3kbVGwbJpz6hiIhI7pwgfAjYjPkrMtTyHuB1mk8ZXAj4M7Z7LGOU6uh2KIqTu4APtHDL48BApzV1ozhZCHgaWLnGJf/0PfcjncwhIiLSbVm74H8AqzZ5yyDWeGInwGnynt8BdwJ/dYLwzVbXKCOXdnQ712oJk3WAj3c6qe+5M4Fv1Hh7GvDtTucQERHptqxd8DrAZ4CbmrhlHPBpIGphmiOwYPfZtFhQRYYxRIFu59opeH14HhP7nvsnYG+srNiQfwPb+557Vx5ziIiIdJsThNOdILwIOL7JW8Zhh7tbfSy9JHB5Wix8usX7ZIRSoNu5dn4P18xrct9zLwE2wkqMLeV77o6+5/43r/FFRER66Hbg8iavnQjEbcyxAHBhWiw8nxYLO7Zxv4wgytHtUBQns2k92H0NWAWYg9UInAk85Xuu/jBERGRMS4uFRYAfAcfQmw25R4APO0H4Ug/mkh5ToNuhKE6eBtZo49Y7sMT7oeT7GPia77nNFtEWEREZtdJi4UDgvBZvG6T5rmuVfgb8nxOEHR0Wl+FFqQudO6nN+7Zg3hOmHnBlFCc7dLwiERGREc4Jwj/RemmwTmrmHgtcnBYLC3YwhgwzCnQ7dy75NYEYjzqaiYiIAOAE4ddof0OpHXsCF6XFguKjUUJ/kB3K6uGen+OQH4riZGKO44mIiIxYThB+F3gf8IceTbkX8C11VBsdFOjmI69uZ0O2zXk8ERGREcsJwhj4EnZ4uxe+BzyeFgt7and3ZNMfXj4uBKbmON6fozgZn+N4IiIiI5oThFOwdMFWdHKwbC3g78ATabHgdjCO9JEC3Rz4nvsmVgolL0sDv4riRH8+IiIic30BKwfWrDy+j64J3JgWC+/PYSzpMZUXy0kUJwtjrXfz9Dvfc4/MeUwREZERLS0Wfg98tg9T/xc4yAnCx/owt7RBgW6Oojh5HVgm52E39j33/pzHFBERGdGyNr4XYBWLemk2sLcThJf1eF5pgx6N5+u3XRhz7y6MKSIiMqI5QXgRsCFwS4+nHg9ckhYLW/V4XmmDAt18/QjreJanlXIeT0REZFRwgvBRJwi3BbbG0gp6ZQHgprRY+HYP55Q2KHUhZ1GcLIKVQDmZfB6nHOl77u9yGEdERGRUS4uFHwHf7PG004ADnCC8pMfzShO0o5sz33OnARPIJ8idDYyL4mSxHMYSEREZ7X4H9HoHbxGsdfBf1GRi+FGg2x1eg/ebres3HjgTeDSKk52jONE/IBERkRqcIHwKOL5P038GuD0tFlbu0/xShQLd7ni1wftPtDjeysA/gYejONmzrRWJiIiMAU4QngLsDtzWh+k3Bx5Li4XV+zC3VKEc3S6I4mQT4J46lwwC7wBLtDH8IHCQ77nnt7M2ERGRsSBr3fsa+Zf9bMbrWHOLS50gnNGH+SWjHd0u8D33XuwwWi3jgOnYP8BWjQPOi+LkRKUyiIiIVOcE4RzgpD5NvyxwIXBfWiys0qc1CAp0u6lRi8LlgFKbY48Dvgsc1ub9IiIiY8EvgB9jh7v7YUPgwbRY2EMH1fpDgW73NPMJboUO5/hah/eLiIiMWk4QDjpB+A1gTeDSPi1jGeAy4GYFu72nQLd77m3w/izg7Q7n2CCKk4kdjiEiIjKqOUH4PPBZYFIfl7EN8Ks+zj8mKdDtnuuBF+q8/xdgwQ7nmIbl+oqIiEgdThC+AewBTOnjMj6fFgunqgRZ76jqQhdFcbIuVt5kuYq3/g3sArxB48oLg1hObjVn+56rPF0REZEmpcXCEsC5WAmyTjecOvF34EAnCPsZeI96CnS7LIqThYBPAx8HJgOn+Z77YPbeS8CKdW6fQ+1d92eArX3PrbdrLCIiIlWkxcJSwE5YdYQ8upm24zXgWODvThB2ms4oVSjQ7aMoTs4AvtTibc8CfwZ+7ntuo8YUIiIiUkdaLPyB1qoYzQQWynkZ04AzgOOdIOxXhYhRSYFuH0VxshLwNDChhdtmAwO+57baXU1EREQqpMXCWsDj1E4T7KXJwFnAt5wgnNrvxYwGOozWR77nvgS82OJt44GHojhRIruIiEiHnCB8Eji63+vILAYUgbfSYuGYfi9mNFCg23+NypBVMwH4ad4LERERGYucIPw1sBnwe+wQeb8fdy8InJYWC8f2eR0jnlIX+iCKkw9jubkbAhOBVdsYZqrvuaqhKyIikrO0WDgTOLLf68DygT1gI6ws2r9VpaE1/SyrMSZFcfJl4PQchlo0hzFERERkfscASwL7lr02m95XZ1gIeIS5+cNz0mLhBuAIJwif6vFaRiTt6PZQFCerYofP8vqHchVwsO+5aU7jiYiISCYtFtYHtgNmAD4WAA8Hc4B7gF8D5zhBqGCuBgW6XRLFyTisUcTU7Md9gV2BbXOe6hXgQ77nPpbzuCIiIpJJi4Wj6LyFbwSsDCzf+Yre9SKwsROEKjlahQ6j5SyKk8WjODkCeBR4FXgLeAo4mfyDXIAVsCoMH+rC2CIiImIupP32wXOAHwAbY4HufsAlwJs5rGtl4PocxhmVtKPbQBQnPrA+sDiwMJajUwJu8T13dtl1nwVOAlbrwzLBAuqlfc/VH6iIiEgXpMXC3ljTpsqGEfdgqQ21zj6FwOecIJxTMd5E4BTg81XGbJXvBOEDHY4x6oz6QDeKk42AX2B/ASdgJUMWwALWN7BOY9OBNYCVsmtmY0Wbl6D2rvcMIMYKO38E2Ktbv4YW/Nr33C/2exEiIiKjVVosrAt8Dosr3g+8p8lb/w58qjLYzcacCGyKPfldFIsvAmDFFpZ2sBOE57Vw/ZgwqgPdKE5OY/gkjvfKF3zP/W2/FyEiIjKapcXCX4FPtXjbZ5wgvKjJ8fcG/krzHdt2c4LwqhbXM+qN2hzdrFbtWAtyAX4Txcl3+70IERGR0SotFlYBPtnGrUc0e6EThBcDO2DVmhp5C+XpVjWa6+iO5c5hJ0ZxspjvuV/r90JERERGofVob7Nwm1YudoLwJuC9abGwJtYa+Ogq884BDnCCcEaj8dJiYQOsYdWmwCTgAuB8JwhntbKukWTUpi5EcTIJWKrf6+izzXzPvbvfixARERlNsoDxoTZv/7QThH9tc961sNq5m2MpDXcCxzpB+GAT9+6GVXqYUPHWbOAB4CgnCO9oZ13D2WgOdJ+lfxUQKk3BTmT2ugTYY77nrtfjOUVEREa9tFh4ETvE3qrbnCDcOu/11JMWC4sCzwFOg0snY91bv9vMDvFIMGpzdIHf9XsBZQ7AHhXkJWnyunWjOFk9x3lFRETEtFvlaLO0WFgk15U09jEaB7kAiwHHA1PTYuHctFjYLC0WRnSa62gOdE/GPr30wlt13nsCuAzLhcnD28D22Y/NaOYvtoiIiLTACcK/A/e2cetCwLdzXk4jK7R4/QLAQVhqxPS0WLgiO4A34ozaQNf33FlYo4c/Y4nazZiDtex9BLgNCyaHcjtmAdOyH4d+fjtWQ+8QLMel0iRg56yJw7PAy63+OioMYp+0PoMdtmuUdzIFeLzDOUVERKS6D2Df31v19bwX0kCzT4KrWQDYDXg+LRZeTouFA9JiYcTEj6M2R7dcFCfjsE9QM4ElgSm+586M4mQBYGngbd9zZzY51iJYj+rXfM+dWvb6tsA3ge2wgPgS4Pu+5z5Tds1OwLX07gPG6b7nfqVHc4mIiIw5abEwDgtcf0hr1aw2cILwke6sal7ZGu/DmlzkYRqwqROE7R7I65kxEegOJ1GcbA78CtiEuUWgZwPjc57qQuA84DBgdeAl4Grg777nvpLzXCIiImNaWixsD9zQwi17OkF4WZeWM5+sRNlVwAY5DTkTWNIJwmk5jdcVCnT7LIqTBYFbsVIheXgE2AfYH9thrjQHuBjroJbmNKeIiMiYlxYLx2M7u814rxOET3dxOfPJDpbtA/wSWDaHIU9xgrBarDFsKNAdBqI4+TS2A5uH6cAeWIpEPfcAW2S5zCIiIpKDtFjYELgRS3Os5XknCPtaAjUtFg7GzvvUW2cjTzlBuFZOS+qKEZNMPJr5nnsRVqw5DwsDf2viuk2BPXOaU0RERIAsb3UFbEOpmpnATr1bUXVOEJ7rBOF7gHWAR/u9nm5RoDt8bEX7XVYqLdHkdWdHcdLJJzkRERGp4AThIPBB4HPAK8yt3HQFsIIThKU+Lm8eThA+4QThALAMtr5WXNyFJeVKqQvDSFYd4idYL+uFezTtbGBz33NrffIUERGRMSItFlbGuqN9nPqxyCzAcYKwXi+BvlOgOwxFcbIUsCWwCHAuze/Qtms2sJ3vuf/p8jxSIYqTTbHW0FOAf/ie+1KflyQiIjJUkuyD2C7vchVvTwW2cIIwr7TLrlGgO8xFcXIY8IceTDUIfNz33Ct7MNeYF8XJktgBxI+WvTwLOMn33GZP7IqIiHRdWixsBhyFtQg+H7g8S88Y9hToDnNZOsODgNuD6QaBHwGn+Z77Wg/mG7OiOLkIK/FSzb1Y+bc7e7gkERGRUUeB7ggQxcmHgH9iqQy9MBU4yPfcYZ9kPhJFcbIG8BRzG4ZUMwtr9/xz33OrtZcWERGRBlR1YQTwPfcWrCrDTT2aclHgwihOerGLPBa9j/pBLlgbyR8Dk6M4+UL3lyQiIjL6KNAdIXzPvc/33O2BI7ESJeUeAX5HvnXwxgN3R3GyUo5jinm9hWsXBn4dxUnP2kSKiIiMFgp0Rxjfc38HrIoFvMcBuwCu77lHAh6W31nNE8AhLU63CNbdRfL1X+DJFu/ZI4qTm6M4Gd+NBYmIiIxGytEdZaI4eT9wK/OXJLsY2B9Lf9iixWHX9j231cBM6ojiZHvgKixNpBW3A1v7nqt/uCIiIg1oR3f0OYPqdXf3xkqD7AC0+hj8P1GcbNLpwmQu33NvBD5A63nXWwKPRnEyIfdFiYiIjDLa0R1FojjZEEjqXPKY77nrZQ0pjgMOwFr+Ld7E8G8DH/Q995HOVyrlojj5CvADrD5hs54B1vI9d05XFiUiIjIKKNAdRaI42YPGu7XvAW4BBtqY4lqsecV9vuc+1sb9UkMUJ4sDNwMbt3DbjcBOKj8mIiJSnVIXRpfnmnj/B7QX5AJ8BOvm9WgUJ3dHceK0OY5U8D33HWBT4L4Wbtse+L+uLEhERGQUUKA7utxP7aoLAL/H0hXysCnwUhQn2+U03pjne+6g77mbAGe2cNsxUZws2K01iYiIjGQKdEeR7CT+QcDLVd6+DvglreWBNrIQ8O8oTnbMccwxz/fczwNHNHn5Clg6ioiIiFRQju4oFMXJssBngQ9h7XwvBi4BNgAi8v+AMw04FDuwdp/vuS/lPP6YFMXJfsAFDS6bBSyTpT6IiIhIGQW6Y0gUJ5cDH+/yNLOB84CjfM+d2uW5Rr0oTj6C1dut9eHkr77nfrqHSxIRERkxlLowRkRxsgiwWxu3zmrx+vHY7u7v25hLKvieey2wCbZbXuk54Gu9XZGIiMjIoUB37FiQ9v682z3otF8UJ+u2ea+U8T03Alzg58CD2KHDHwCb+p77bB+XJiIiMqwpdWEMieLkPmCjHk45BfgXcD5wie+5M3s4t4iIiIxx2tEdW37Q4/kmYjnBfwFuzjqyiYiIiPSEAt0xxPfci4HDgdfKXp6G1d4tdXn6LYBTuzyHiIiIyLuUujAGRXGyMLAlMAG40/fcSVGc7Az8s8tTTwF+A3wsm/s24Ae+5z7a5XlFRERkDFKgKwBEcTIOeAdLN+i1W4GP+547KVvLElh72wWBW33P/V8f1iQiIiIjnAJdeVcUJ8cDP+zT9JOBL2Cdvr4DLJ69PgM4AzjO99zZfVqbiIiIjEDtlo6S0enHwPpYG+FeWww4t8rrE7BasVOwAFhERESkKdrRlflEcfIB4BNYkLkesGdfF2TeAlb2PXdyvxciIiIiI4MCXakripPVgScYHrv/H/Q9965+L0JERERGBpUXk7qyzlv/1+91ZLSbKyIiIk3Tjq40pc8H1QAS4DBgWeBB33Nf7ONaREREZARQoCtNieJkWSDt0/QzgZeB1bKfzwb+DHzB99x3+rQmERERGeaUuiDNmgbM6fF87wDXY4HtamXvjQcOBM7v4XpERERkhNGOrjQtipN/ALv3YKrbgF18z50cxUmItS2uZSPfc6MoThYF3gdMx1IbehmUjyhRnCwHfAnYA1gIuAEIfM99sq8LExERyZkCXWlaFCcuFoQumcNwM4EXmHvAbA62g/sCcCdwme+5j0ZxUsJKnNXyZWBR4BtY/i7Ak8CxvudemsM6R5UoTlbGOtG9t+KtN4EP+557b+9XJSIi0h0KdKUlUZysB/wd2DDnod8Alql47UxgS+D9de67DdiqyutzgP2xRhPvYK2EZ+awzhEtipNzqd0Q5B5gM99z9UVBRERGBQW60rIoTsYBBeBkwOnydP8Cdqzx3iAwrslxXgaO9j334lxWNQJFcTIBa7yxcJ3LNvA995EeLUlERKSrdBhNWuZ77qDvub8D1gRmdHm6DwKv1niv2SAXYEXgoihOtu18SSPWYtQPcmFu+oeIiMiIp0BX2paV9jqxy9MsAbwn+//ZHY61AHBch2PkJoqTXaI4+VcUJ1OjOHktipNfZzm03TIJeKbO+zOAUhfnFxER6SmlLkhHojhZEAugFuvzUpr1ju+5S3Rr8ChOFsd2micDg7XyXaM4ORA4r8pbzwFbYKkWC2I7rFtjQegNndYNjuLkGOC0Gm+f5Xvu5zoZX0REZDhRoCsdi+Lkj8Ch/V5Hk171PXeFWm9GcbIasBzwuO+5b9cbKIqT9wBHAR8F1sEO01U+JRnEDtr9Bvi+77nTs1Joz1M7TeAtYCIW6JabCkTA01jlhHOrrTGKk4WxA3qLAHf6npuWvTcO+ClQZN7UjxuAE4D/Ahtl/60LrAWsj9UxnojVNyYbexB4ArgPSy95CPhLo983ERGRXlGgKx2L4mRDLACrDMyGo6eAHwB/8z33LYAoTpYBjsGC9TWy66YAvwf+z/fcaZWDRHGyLnATsFILc78B7IoFuFe1uf5yz2IlwZ4oW9eBwM+B5bOXpgO/BI7zPXdW2XVrArsBOwHbA0tnb83Eaut2YhrWue5zqnQhIiL9pEBXchHFyUHAuf1eRwveBPYDFgfOwWrxVvNX33M/nZVV2wELBK/Gfq07tTHvDOAU8sttfguYgAW0dwI717juJ77n/l/5Cw3SGPLwNvAB33Mf7eIcIiIiNSnQlVxEcfIR4JoOhmilVFhehrqnNTqUeSW2+zlkFp3tXk+ldmDdLdOAlX3PfSOKk6WxKhQ3M3fnt1teAsJsnoeAP/me+0aX5xQREQEU6EpOojjZA7isjVtnZ/9dC/wbq7CwCJZGUNlA4n9AiuWMSusOAD4FfIL+VVx5A/i477n/yWOwKE6Wwjr1pb7nTmnj/onYDvu+WA7ys8BRvufemMf6RESkvxToSi6iOFkeeIXOdmXfBrb1Pff+KE5WB74K7ILtvF6FPWZ/CbgQ2KejBY9Nk5ibi9tPrwFr+p47ud5F2cG5RYHpvufOrnj9O1ipuPK6wC8C38Z22ycCjwB3+Z77etm9m2MB/wD2ocqn+t/Zm4CdyvOaRURk5BkJh4dkZPgInaceLAGcCnzE99xnga9UuyiKk7tQoNuOpfu9gMxy2M7yOVGcLIKlhayBpTdMxnZVHeCLwNrA5ChOLgC+7Xvuq8AdWCORSisDf6h8MYqT67BKFUM52c3YDvgecHzTvyoRERl2tKMrHYviZAB4mPxybJcaqohQY76VscCl0+oA0j+PY7uxK2CH6ZpRwsqfHdytRVWYBizte+70Hs0nIiI5U2c0ycNPyPcgWd02tb7nvggcwdzDZDLyrIPV5m02yAVLN+hVkAuWK75KD+cTEZGcKdCVPGyR41glLIezLt9zzwE2AUZ76aqXsYoU0h+qECEiMoIp0JWORHEyHsunzMsPa7XNreR7bgT8MMe5e+2U7L9afu977krAQTQX7N6Ry6pkyG0qhSYiMrIp0JVO7UE+f48GsfJkf2rxvouAOIf5e+154CTfc78JHIk1fhgyiDWkODqKk8Wxzma1UkNuwjqhbQVsA1zQtRU376l+LyAHs7EPGCIiMoLpMJp0JIqTG7AWsq2Yjh0kqxYgX4wFfj7wDnCP77l1c3GjOFkB+C1WH7bXTSca+S1wOPMenHsR+Fi2Iw1AFCeLYZ3WJmI7ic9kr+8PnF9n/Ft9z/1Q2TjjsDbD+2NVFp4GDgSWarDOqVhudKcfWiJgU2BHYF1gT9rrINdPk4DNfM99vN8LERGRzijQlY5EcVIC1st52JnMDQyfAL7oe+61TaxlJeyA06eBY3NeUzvO9j33sGxd+2J1WxPgYt9zpzYzQBQnXwV+VueSx3zPrfv7H8XJOsA3sd33xbFDVuWeBT4K/JrWP7SUm4V92Fge2AjLtX6a1nfpe20aFqA/C/zY99y7+7weERHJieroSqci8g90y3c/1wb+EcXJ1r7n3lVzEXHiYEHWisB9wP1YsNUPU4Dv+p77YwDfc18CgjbHeqjD98l2Jg8f+nkUJ+thNWWXAe4B/uZ77tQoTs6lvUB3ELgBS7c4i3krFQxiJcE2b2PcXngZ2Nr33Cf7vRAREcmfdnSlI9lu4WM9mOrvvud+ssYa9gdCrIvWkLexBhS99G3gXuAW33PfaeXGLFDfG1gWC9Kv8z13dnbYL6Z22+OdfM/9V/tLnmcNC2F/lmu0eOsg8B/Ao3ZTilOALYHVsbJwa7e3ylzdC2zpe+6Mfi9ERES6Q4GudCyKkzvo/o7dG77nLpvNtxD2GH4j7DF8ERjf5fkbeRJYr7xVbbOiOPks8CvmTSmIgY/7nvt0tgN7NbBW2fuzgWN9zz29gzVXW8uvgS/kOWbmMt9z98xyiN+k9x9Cyg0C3wW+3yj/W0RERjYFutKxKE4mAA9gBf275U1gL+yA0y9ordFAI69jO6ntmoS1Lb6z1RujONkGuJnqh+geADb2PXdO9nv8CSy4fx240Pfc59tece31fBy4PO9xgRewAHomFrT3y2xgR99zb+rjGkREpEcU6EouojhZADgV+Fq/19Kif2BVHgrYIbbFgduBK7BH+CsCd2K5rC8DSwJbY9UElsDyT8/yPffldiaP4uSvwKfqXLKz77nXtzN2m+sZj5Us27pLU0ynQee7LrvT99zhmi8sIiI5U6AruYri5HystNVwNgVLFbio3yfsm6hacazvuT/v1XoAojhZCjs8dwC2cz4bq6CwQi/X0SUH+557Xr8XISIivaGGEZK3IvBSvxfRwETg9n4HuZm0wfsN2yHnzffcN33P/SwW2HrZj+thKRMj2etYgxERERkjtKMrucsqMfwHqxs7XJ3re+4h/V5EFCefB35T4+05wPXA77Dau1X/sWb5u5tgeb73+Z47LXt9CWALbEf29mZr99ZZ61pYGbHVOxmnT+YAru+5j/R7ISIi0jsKdKUrsk5fLZXY6rG/+J6739BPsvVuj1U+uC2rfdt1WQWJy7GGDfX8AShUBrtZxYYfMTetIAW+h+UPH4flHAO8AZzge+6vcljz1ljHN6/TsXrkZWB333Pv6fdCRESkt9QwQrplChZ0Of1eSA3/HvqfKE6OAH7C3Da5s6I4+R1wjO+5M/OeOIqTlbHyaItiO997AIdgTR22qHHbZ4G/Y4fkhsbZD/h9xXUOUK3k2DLAL6M4edv33HM7+gVACasU4TL8Wi5X+iZwaq3dcBERGd0U6EpX+J47GMXJt7Cdv34YxALt5aq8Nwu4CyCKk72wbl7lFmRuKaxj8lpQVkP2W8B3mPff3nXAPliJs1qBLlgwfEXZWCe1sYxvR3FyXjOBXxQnS2JVJ/bEqlKsDTyP7XoPl7SUJ6jdfGIQK8OmIFdEZIxSoCvddBawLf2pwjCO2n+/FwSui+Jke+D4OmN8LoqTH2MHwrbHSovd5Xvu060uJgtMv42lFVTaGduZfarBMOXB5Uq013p5XSzNoWY5tChOlgN+DuzLvO2YYfjl5z5H7UD3It9zG/2eiojIKKaqC9I1vucO+p57APAh4A4sT/TVHi5h6TrvLQfcDXygzjULYzuYU4BrsBP7T0Zx8ucsp7cpUZxMBC6jepA7ZG+sKUY9D5b9fycpFdNqvRHFySLYAbiDmD/IHY4WBz4PTK54/RJsF1pERMYwBbrSdb7n3up77pZZC99/9Hs9ZRZpfAkw77+TcdhO5x+buTGKk1WwfNaPN3H5QdQuzTYL+PXQT3zP/R9wWzNrqPAv33Mn1Xl/X8BvY9x+meJ77pnAysBnsFzmDXzP3dv33OF8GFJERHpAqQvSa6Ml+NgnipNXsUNerwJnAyeXB1dRnGwHXIXV7W3GesDRWLWEVctenwwc5nvuQxXXfwP4F/O3Q56T/Vf573tyNnY9uza51uFi2yhOvuR77i9QjVwREamg8mLSU1lpqlv7vY4uuQPYAWtzuzjwNHbArBU/Bk4EPgFsgO3wXlRrFzaKky2xlIidspduze6fjh162xELeq8ETvI9Nyq7dwGs1e8awJNY6+MLsYNxI8lsYJ12cqdFRGR0U6ArPZUdyvoDcGifl9ItEXbgq9ld3EpzsDSFq6gITOtOGieLAuN8z51S8foCwGCV+rvvw4LaDcpefjB77Qdtrr2fvu177g/7vQgRERleFOhKz2XB1+ewEl7rMzIOPfXDFGC7vFsVR3GyDPAwc5tMlHsBmITVyB1J/ovlXC+H7YJfDPza99y3+roqERHpKwW60ldRnBwOhC3eNpOxExzf4Hvuh/McMIqTrwBBnUv+D9gI+DSW5zsdywW+AjiDkZPb/zawp++5/254pYiIjEqquiD91uoBopew3cZNgB9iTQHyVlmqqp92iOKk1TzfRrZs8P7OwPnAwUCClVn7GL0Jcp/OcawlgEuzusAiIjIGKdCVvvI9923g8RZuuQbrHrYn9pi9Gy1om66R2yOLRHHiRHGyfiv1e+t4u8H7O2OH1y5g3hSGbga507G6t38g3w8vS2ABu4iIjEEKdGU4+G4L1+4HnItVFvg1duK+kUfbWdQw8TTwS6yE2cPAq1Gc/CJrQtGuC/NYWAcGgXuxOsC3Ya2Ml8EaWXyPxh9eZmKBcbM2bH2JIiIyGoyUXDsZ3c4HtsEOqDVS2eRhfIPr/wes0s6ihonFgL3Kfj4Rq7W7dhQnu1VWU2jS9cBfsOYQvfQP4EbgUt9zn6x8M4qTrza4/yKsqsUxzNsOuZFaTThERGSU02E0GTaiOElpve5sIzOYv6FCt8ymceDdrDeBG7AUjVq28z335nYGj+JkPNY693NYHd0l2xmnRXf5nvvBOmuaTf2nTJ/AAv0/tzDnIDDge+5jLdwjIiKjhFIXZDjZOefx3qF3QS5Ys4YXqrw+iJW72gMLYKuZARSBj2C/DytjTSfq+Wh7ywTfc2f7nvsr33PfD6zW7jgt2qTB+2kT76/T4pxFBbkiImOXUhdk2PA9994oTvbFHqvnoVGgmLcPAbdgh7h2BZbC6rv+zPfcOwCiONkAK+21N/bvbypwOfA533PnCYKjOGn7cUsUJxOA3bAg9gngWt9zZ1W71vfct6I4+SewS7vzNWmBKE6WrtXlDfgTFuxXM9S5bd0Gc7yZXRsBZw79vouIyNik1AUZdrKuXRdhzSTAdkS7UV2hW6YCW/uee1+tC6I4WQpYHnixsptZ2TVF4Od15vmQ77nztVOO4mQb7PdvpbKXnwI+CTyDlQpbHLjd99wHsnt8LEhfomK4vH/vd/M996pqb2SNLG4GvIq3pgIf8z33xihOlgCeBZauMf5evudemtNaRURkhFOgK8NWFCcrYjuSB2MHsEaSCNi4mcNiUZwsCSzoe+7rVV6/h+qP668A9qjS2ncloMT8ASvAW1ijjUXLXrse+BFWmWIprJrFHliu8fXA97GqCB9p9Oto0kd9z7221pvZr/ko4FNYPu4tQOB77iNl13wUuKTi1wHwC+CYNg/oiYjIKKRAV4a9KE6OAU7r9zra8H7fcx/Mgs/3Ai/4nvvM0JtRnGwJnAxsN/QSthP7IHCP77kvRnGyMvZr/yQWfL6DdZI73vfcqZUTRnFyAlaiqx1XYofTXgQYChijOFkH+A+tVTqo5i1gZd9zO27IEcXJGsCRwPuxyhrnAjcpyBURkXIKdGXYi+JkBeyR+8JdnGYOVse1k/q0lW4DZmGl04YOfl6HBWgrYqW2av2aZgPnAEf7njs1ipOlgeWon+qwBrYL2+qBrXKPYTvR8wSjUZxsjB226+T35xjfc8/o4H4REZGWKNCVESGKkwOxwK+blUIm05uuaE9jeabbNnHtv4AfALf5njtj6MUoTtYCvgJsjpUGm4CVCcujvNnnfc89s2yuBYFHgLU7GPMvvufulx2S2x0Lxp/HaupWDdxFREQ6pUBXRozswNQXsE5XL2OPwg9vYYiZWI5qPacBW2IB5FBd1+FwEG4Wlpf7OeDDWJONbgX9f/M9d5+hn0Rx8lcsZ7YTk7EqEH8CVi17PQX28z33ug7HFxERmY8CXRmxsqYH1wPb5zjsVCyYPAlYK8dx8/Ia1lSjmzvbf/E9dz94txzaQzmN+xbVG1NMAdb3Pfe5nOYREREB1DBCRjDfc2dju5t5BkiLAn+kepD7NrYrnIcZjS+pajm6/+/28rL/z6vaAtTuvjaR5to/i4iItESBroxo2Sn7rWg/cKymVp7rEsDPgDyaEJRyGKMbngb+VvbzvNI25jR4389pnr6L4mThKE62yv7r5gFKERFpQIGujHi+5z5Pft3UGnmv77lbAnsCk9oc407gW3ktKGcrMG/HxH/mNO49Dd5v1P53RIji5DvAK1g5tv8Az0dxclR/VyUiMnYp0JXR4qfA9B7M8yaA77mXYXVl98F2eb8DFIbeb+ASLKCs2pK3zxYFPjP0E99zE+wAWbsGsVrBn21w3XkdzNF3UZysGsXJQ1hu91Jlby0H/CqKk1YOTYqISE50GE1GjShOdsICphW7OM0OvufeWGcNS2AVCo7Aqjd0w4PA+7o0NsCZvud+fugnWUmwC4C92xxvqHHGP7DSYpVuwn5fR+QXoyw94X7mtqyu5llgrSyvXEREekSBrowqWSWGq4GduzD8VcCnKjuSRXGyPHACsB+wNHA3sB5WHSFvZ2Etcr+O1dfNo25upV8B12AVKG71PXd6FCfjgF9mc5ebgdXwrcfHdq9jquf8zgYGfM99oqNVNyELSj+DBdxDVTvO8z33nTbGWg7YC6v6sX8Tt2ybXb8j9vtxFXC677mvtTq3iIg0R4GujDpRnCwCnAkc3IXh52BBynTgVSwg3JXulSIbxNIhYuCHvudeM/RGFrT9EkuZyNMs5ubp/g8o+p57fhbsbgccgqVtJNjv80XAJjXGegFYEzgFOLbOnCf7nnt82Y74asDjwN+rtTquJYqTFQEPy/ldCihigfbrWMrIJ4APVNw2G+v6did2SPBi33MnRXEyAGyKlUW73vfcaWXzHI2ly7Ry2GwqlhpSbhA7APgYtlP/Z99zG+Uzi4hIkxToyqgVxcnHgb/S3dbBvfYoVv7sT77nPh/FyZeB03sw767lQXa5KE52Ba6k+m7t4b7n/iGKk4uwfOZapmAfTH7PvDmurwB7+Z57e73FRXGyOLYTfQD57HK/ASxT9vNZ2O71C1hr50NaHG+Q5itY3AV8E/j3SE3nEBEZLhToyqiWta/9FlandQVG1wHMK7Ed10M7GONZrGzaM9hO6II1rrvF99yaLYujONkDOJW5earPAt/xPffsLLXjFBofSKsVDL4OrON77ht15q+V/zsctBLklnsH2zW/DPip77l51XAWERkzFOjKmBHFyVLAylg+5bd7NO0cuhtcv4qlEbTjCt9zPw4QxcnHsMC5ljnAgvV2GLPUhnWwHdXHAAfbZd2LzndZv+x77i9qzLsVVsprNJsBPAK8hLWCPrudvGIRkbFGga6MOVkO75VYV7VyzRysGo7qBdMXYDmp61W8fgOwu++5UwCiONk+e62WKcDizT5Kz36P7yS/6hCh77lHlI2/LHAk1rntA8DiOc0zUswAnsSae5zme+6oqEMsIpI3BboyJmUlsw7ATuAvAfwXC+aGayOHeu4ENmP+x+NDB7xWwA5lbY2lOpyD7ebOBojiZF3gD8A2deY4z/fcpg/3RXFycDZPXv6FVbyYFMXJGlhJsjVyHL+bZtOd6hhDnsD+7F7B0nOm+Z47qYvziYiMGAp0RTJRnKyDPXLPQ7UT9t1yLnYg7fPYzu3z2KGum4EfYUHuQmXXvwF8LTsktgx22n+VOuO/Cmzhe+5TzS4oipM/YR8k8vQcVsrrdIZvPm6lGcDfKWvC0SU3AqtiqSMAt2N//s8B1/SidJuIyHCkQFekTBQnvwCO7vc6WrSP77l/q3wxipOTgePq3HcItgP44zrX/Aso+J77dCsLiuLkHLpT3u1RYF3aO9yVp8nAacDh1G9QcgrWGe5qYKvuL6umf2H5vZOBX/qeG/dxLSIiPTOaTqCL5OEYrK7pSPEf4NLKF6M4WRr7tdTzXWyHtJ641SA3U+9gWyfWo7Mgt5XOZK9iNXQrW0s/B+zme+63gdWxHebKighvAt8AvuV77lvAh7APFv9rZ9E52BE4EKs+8mAUJzdHcdKrJw4iIn2jHV2RClGcuFiDhuHifOAeLDVhLawE2DvA2cDxvue+XXlDFCcfxnbxGrmO+l3kfuJ77v9lY24OfBX4IBbI/QXbHZzv9H8UJwthebTV2iBPx1Ipev1B+3UsreP9TV7/ft9zHwSI4mQjYEMs+L3R99xZ5RdmXdI2w9JVHgEeq1UOLGtEsQZ2mGwmtuP7Uaxu71TsQGQ3c3qHXOl77khJARERaYsCXZEqojj5IXB8v9dBxSGw7BDdsljQBrAndhBpKtbR687sumZLbv0G+EKd97f2Pfe2KE72Af7M/AHY3cAONYLdJbFH9wcDi2HB+QXYh4iNsSYMOzA3r7SbXsPyVj/e5PUX+p67bxfXM58oTsb7njs7q1jxXawM3qq0X4e3GWthqRdFLLViKezP+B3s788FWOMKVXUQkRFJga5IFdmj/5oNCnok8D33q0M/ieJkPNbCdi9gaaysVmV+6B+BI7DAaDr1d00blVO7CNgX26V8nnk7hZU70ffc79caJAvclsMC9Cux4K3bngEuxgK3+4HLsfzeZrrkTQI29T33yW4trlnZzvhs7APBx4DdgIGyS4Z2jReiPb/CPujU+3syBzgP282fWe0JgojIcKVAV6SGKE7uwoLJXpuO7dTegAW2m2PBzpbULwE25Bjfc8+I4uRxYO025p8E/Aw41ffcmVGc7AVcUuf6ku+569d6Mwt098MOby3ZxnrqeQMrqzXA3F3Pq4Ajfc99oWwNG2Jdxpp1te+5H8ttlTmK4sQDtgOmYR8cPgec1OZwU4CJLd5zC5aXfKXvudPanFdEpCdqtfsUEdgHy6Ps9Qn/H2IHnh6nvd3PLwJnYC15z2rj/id8z/1B2c9r7eQ2fD8rX3Y9sEkb62jGMtgHgs9ij/if9z33+SrXvU5rKQC7RnGymu+5z0VxsjCA77mVh9L6IquY8G4OeRQn38NSV/4P60bXrBm0HuSCHaz7EDAripMHsJSW83zPfaWNsUREuko7uiJ1RHGyJ9Z9qpnDQddinbo6tUE21upt3j+IrXcc1gjikIr336L+zuoM33PffcSfHcS6r871NXc/ozg5C0ul6LbXgE18z32uxjpOwaogtOJz2IedHbHfyxuB7/iee3MH6+yaLCBfH0vX2BP7u7gstcuf/QmrxJCHQexw4pHY04dpzXbRExHpJgW6Ig1kjSS+iAVsi9W47Erfc3eP4uRrwE+aGLbW7uIPsKDy4nbWmnnB99xVAaI4GYfld+6LBUB3YlUBrmjm/iFRnFyPBXzV7Ox77vWVL2YpC6/TXOOM17GgrBPn+J57aJV1TMDSG5ZuYaxB7LBcZe7rLOBjvude1+Yaey6Kk49iaSNrYx+AHsZ2f18D7uji1NOB7/me+6MuziEiUpcCXZEmZQHTKVhDiaEAaCbwS+DYoR2sKE62wQ74bIJ1HFuibJjZWDWH07GT7kdgj5tj4BfYAbBvA9/rYKmTgNVrHRrKDrU9Bry3xv2n+J77zYp7lgP+yrx1d6dg+cBhjXlWBl6o9l4VJ2CVBjopOfaO77lLVL4Yxcnq2OG0VryJfTCo5gHs0f1pwE7Y34XbsJzmO1ucp2+yD0E301zedyf+7nvuJ7s8h4hIVQp0RVqUBQhLYrtjb9R7RBvFyQLYI+Sh2rN/q5FDWn7PkcCZOSz1Aexx/bWVa4ziZFusW1dljubdwI5Zk4PKdY3DasVuhqU//MP33Em1Js8+GLxK7YBxyHQs1/Z7wNcaXFvPHN9z50sxieJkcWzHuN3KBNVUq1gxCByE1Q/eCjssdhMWgNdtVJH93k7AqhrMyXGddUVxsgJWlaJed7c8+L7nPtDlOURE5qNAV2SYyQ5wvUJ+gdl04FngHKxk2ZRsnnWx7mlbYbuzfwPOGno/D1Gc/ITmgte9gb8DX8LKWK2BBZPXAotj6ReNzPI9d6Gs49c+WK3eFKsF+z3ggJZ/Aa2bg6WkVKalTMHSHh4k27n3PXcwC3CPxH7N6wFvYw1CTvQ9t+td1KI4OYHOnh40S7u6ItIXCnRFhqEoTj4L/L4LQ/8H2KlXZaGiOFkVuIvGO4Zf9D3319k947Ad3sm+506P4uQTVGlzXMWNWKB8NfNWqxjEKlnsw7w1aPvp+77nnhjFyalYvmylR4AtfM99s1sLyH6f32Te1Jpuudf33E17MI+IyDxUXkxkGPI99w9RnDyHpTAM5dLOofO2uVsDh2Ed0YB3A56dgM9gu6d3YAe76jbMiOJkQay27+JYIPNKxfsTgH/Q3GPxR4b+J0uzeL3svSuAfwK71Ll/Npbneynzl2Qbh+U974XtFB8LrNbEmrrphChO/gV8vcb762N53qd0cQ2L0JsgF+DeHs0jIjKPXveaF5Em+Z57ne+5a2G7m+ti7VovxXYoO/GZof/JDqZdgAWSh2fvBcBDWWOCqqI42QOr9Xsz1qDhxShOrhyqOZvZG9ioifUk2G5sVVl+6yewihSvVrnkKWAPrKpCvQYZn/U993QgamJN1UwGbm3z3mq+Rv26vt1+1D+jy+OXGw7ttEVkDFKgKzLM+Z47yffcx33Pfcb33L2wHcurOhiyvIbuUVjpsUorAhdmu71EcbJOFCe/jeLksShOXgAuY96d2gWwFrXPZm1rwXaJG3ka2LPRASzfc6f5nntCNueiWCmyD2OH/NbxPfcqGqclDL3/RBPrqmYx8q1Q0KhZQzPtituWfYBotipGNf/D0msea3Dd13qRbywiUo1SF0RGGN9zX8x2VD+P7XIu3eIQ5bVTj6xz3YbAVlGcTAP+TXPte98DvB3Fyb5YOkEjZ/ue+3gT1wHvpjVMy/67oeLtFxvc/lL24++wXN5+f9C/GgvWa7mpB2s4GjsE2I4jfM+9DCCKk42xD0z7ACtjO9URVn7u9jwWKiLSDh1GExnhssYM38W6XK3c4PJpwMa+5z6S3fsW9fM0D8QqM2zW4rIGsSD8hAbX/cH33MNbHLuqKE4mYukUtRpPHIK1q10G6xz2a5rreFfLTNqvjJFgaR3/AD5a5f23gY18z32yzfGbFsXJZ7Cc7aFWzjOx9tMDVP8wMAv4ku+5v+322kREOtXvHQ0R6VD2WP8bvucONac4HGtiUblT+iKwx1CQm3mqwfAzaD3IBdvR2xsLrOtptZFDTVlZtANrzPkXwMcet78C/BRrgVuvQ1wjF2AHBFt1O7Cr77mzgE9j5cTKd79jrNtc14NcAN9zLwSWwwLvrYBlfc/dMKtJvB1wJZbucRfW5GSiglwRGSm0oysyimWPlD0swPuX77kzK97/ArazWc0DQAFrG9wt/8NaHodYM42OvyBFcbI2lnu8EXPr6B5N9RbGMbYD3GgnvJrDgIewQHWdGtekWB7rzVgHvIeAe6o08FgZSxV5DYjy+H0QEREFuiJjWta57Q/YY/1yLwA7Zz++ROODU3n4LXBU3kFeFCe7YykCtbyB7agu18KwU4BVhjrDRXGyKfAp7MDaHcA9wFTgOQWtIiL9o0BXZIzLKit8CHuMvgQWqP3J99y3s/cD4CttDN1O3d97gQuxnd6HgDs7DRSjODmT+ofuwFI0TsTKYDU6dDcIHOp77rmdrEtERLpPVRdExrgskLw5+6+ab2CP3Q9qcegnqf1Iv5ZNsv+G3BnFyT6+5z7b4jjlmvk6NwFrptEoyL0OOMn33Ns6WI+IiPSIdnRFpClRnKyHlcOahR1s+yJWV3ZRLJgcan7wNPAtrKJBHrueL2JVJW7wPbdRzdb5RHGyH5an28gg9Rs4ACzle+5bra5BRET6Q4GuiHQs67C2XvbTR33PnZ2lRPwY6wCWlz8BBd9zp7ewtgnYgTq/w7lfAlZt1NxCRESGDwW6ItJVUZxsCBwKbImlBgzQWdevX/mee3SLa1geq+ywRwfznuB77g86uF9ERHpMga6I9FQUJx8ALgVWaXOI6cDKvue+3sbcJ2JpEO3MuXhW+1ZEREYINYwQkZ7yPfduYC2saUM7FsZqA7cz9/eA/du49S0FuSIiI4+qLohIz/meOwP4ehQnjwCnYlUdWjGp/CdRnGwHfB3YHHgL2zH+B/CU77mV3dcebWPJuXVwExGR3lHqgoj0VRQni2CtZxfDDozti5Ulq5XHmwDvG6qvG8XJ/tghtVoVEx7AOpStih0ouw74fovLPMr33N+0eI+IiPSZAl0RGXaiOFkN+A+wWsVbU4CP+J57a3bdROB5YJkWp2imlFi5NTqs5SsiIn2gHF0RGXZ8z30O+CCWx/s48CxwDvDBoSA3szOtB7nQWpALSvMSERmR9MVbRIYl33NfxvJuv17nskadzPIwHXiuB/OIiEjOtKMrIiPZnT2YY2Gsy5uIiIwwCnRFZMTyPbeEVVjotv16MIeIiORMga6IjHSHAJd1eY4tuzy+iIh0gQJdERnRfM99y/fcPYENgMOwUmOvZG/PxHJsO/VaDmOIiEiPqbyYiIw6UZyMB94DvInl1z4BLN/BkIf73v+3c8eoUUVhGIa/QrCI2NrESqzOgdPZ2QpZgzvIJswOLNOZTjdiY2MYmMkOki4pglYipBgrCcQM9w743+ep5x6+aniLw2mfptgGwP4IXaC81XrzPMn3JK92POLn6O3ZhJMA2ANXF4DyRm+32V5tuNjxiIPVevN6wkkA7IHQBRZh9PYrydskn5P83uGIj9MuAmBuQhdYjNHbzejtfZIXSb4+9Pu/HM4wCYAZCV1gcUZv10mOknx7xGfnM80BYCZCF1ik0duPbN/HfZfk6h8+OZl1EACT8+oCsHir9eZpktNs3+G9z+no7XiPkwCYgNAF+GO13rxM8iXJmyRPklwm+ZDkbPTmzxLgPyN0AQAoyR1dAABKEroAAJQkdAEAKEnoAgBQktAFAKAkoQsAQElCFwCAkoQuAAAlCV0AAEoSugAAlCR0AQAoSegCAFCS0AUAoCShCwBASUIXAICShC4AACUJXQAAShK6AACUJHQBAChJ6AIAUJLQBQCgJKELAEBJQhcAgJKELgAAJQldAABKEroAAJQkdAEAKEnoAgBQktAFAKCkOy+TpKPZtdmfAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 247, "width": 349 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Here, clusters can be classified into either MEP lineage or GMP lineage\n", "\n", "clusters_in_ME_lineage = ['Ery_0', 'Ery_1', 'Ery_2', 'Ery_3', 'Ery_4', 'Ery_5', \n", " 'Ery_6', 'Ery_7', 'Ery_8', 'Ery_9', 'MEP_0', 'Mk_0']\n", "clusters_in_GM_lineage = ['GMP_0', 'GMP_1', 'GMP_2', 'GMPl_0', 'GMPl_1', 'Gran_0', \n", " 'Gran_1', 'Gran_2', 'Gran_3', 'Mo_0', 'Mo_1', 'Mo_2']\n", "\n", "# Make a dictionary\n", "lineage_dictionary = {\"Lineage_ME\": clusters_in_ME_lineage,\n", " \"Lineage_GM\": clusters_in_GM_lineage}\n", "\n", "# Input lineage information into pseudotime object\n", "pt.set_lineage(lineage_dictionary=lineage_dictionary)\n", "\n", "# Visualize lineage information\n", "pt.plot_lineages()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.2. Add root cell information\n", "\n", "The DPT pseudotime calculation requires the user to specify a root cell.\n", "We will manually estimate the root cell for each lineage.\n", "\n", "Please read documentation (https://scanpy.readthedocs.io/en/stable/api/scanpy.tl.dpt.html#scanpy.tl.dpt) to find detailed information about the DPT algorithm and root cells" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2.1. (Optional step) Interactive visualization of cell name " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We recommend using another python package, `plotly` to find the cell id for root cell. \n", "\n", "Please install `plotly` in advance. \n", "\n", "`pip install plotly`\n", "\n", "> Plotly is a toolkit for interactive visualization.\n", "We recommend using plotly to pick up root cells in this notebook.\n", "For more information, please look at plotly web site. https://plotly.com\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Using plotly, we can visualize cell IDs interactively. It helps us pick up a root cell.**\n", "This is an example image.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Show interactive plot using plotly. Please make sure that plotly is installed. \n", "\n", "try:\n", " import plotly.express as px\n", " def plot(adata, embedding_key, cluster_column_name):\n", " embedding = adata.obsm[embedding_key]\n", " df = pd.DataFrame(embedding, columns=[\"x\", \"y\"])\n", " df[\"cluster\"] = adata.obs[cluster_column_name].values\n", " df[\"label\"] = adata.obs.index.values\n", " fig = px.scatter(df, x=\"x\", y=\"y\", hover_name=df[\"label\"], color=\"cluster\")\n", " fig.show()\n", " \n", " plot(adata=pt.adata,\n", " embedding_key=pt.obsm_key,\n", " cluster_column_name=pt.cluster_column_name)\n", "except:\n", " print(\"Plotly not found in your environment. Did you install plotly? Please read the instruction above.\")\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2.2. Select root cell for each lineage" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Estimated root cell name for each lineage\n", "root_cells = {\"Lineage_ME\": \"1539\", \"Lineage_GM\": \"2244\"}\n", "pt.set_root_cells(root_cells=root_cells)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.2.3. Visualize root cells " ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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7K/DhsufOKeA+MgZp5UU64oTRs0DY4LQFgAuAK9RIYnyJk3Rl4Fngg8yb878xMBgnqXLjRGQecZIuCpxEMUEugAccCxwF3Am8BtwHfBbYT0HuxKYVXSlEFvjXALs0ceqJThh9u9vzkd6Ik/RybCW3ltnAQmXP1Q8akQkuTtIB4DRsf8ciBQ+/bNlzXy14TBkHtKIrhXDCaFfgGOClBqce1YPpSA/ESbo0sHuD0yYBF/dgOiIySsVJumicpCcAbwCfofggFyCJk/T0OEnX6MLYMoZpRVcKlQX+PtQv6j0E7O6E0T96NCXpkjhJ1wUeafL0kvJ1RSaeOEkXBq4Edu7RLZ8Hti177qM9up+MclrRlaI91OD4AHBVFvhf78VkpKuewxqCNOPAbk5EREatQ+hdkAuW9/v9Ht5PRjkFulIoJ4wS4IYmTj0pC3y32/OR7il77jSaL9tzUJyka3ZzPiIyKn25D/fcJ07SxfpwXxmFFOhKNxwKPNDEeR/t9kSk63ys0HsjG2E5dO/s8nxEZJTISw9uUPCw5wInNDhnElZuTEQ5utIdWeAvDNwEbFHntN84YaTNaWNcXmLs+SZPfxDYSFUYRMa/OEm/DHyvoOES4Atlz70y3wj7HLWbEb2ApUvdVPbcWXnA/Q5gKvBfYFVgX2Bp4DbgGpUgG7+0oitd4YTRm8AVDU5bKgv8zXoxH+mqjVo4d0PgQ92aiIiMKu8qcKxdyp57JUDZc18DflHn3JWBa4FH4yT9Exb4/hvrwvYC8CRW5uzbwFXAHXGSrlbgXGUU0YqudE0W+GsAgzRuAXw1cIATRq90f1ZStDhJvwl8o4VLZgLblD33ju7MSER6Jc+F3Rd7ercitmJ6Rdlz4zhJz8AaOXTqmbLnzlM2LE7ShYCfYyUrBwq4xy1YtQYFReOMAl3pqizwd8U2LC3X4NSrnTDarQdTkgLFSfo2LB1hwUbnjvAIcD2wAzAdK0l3WtlzXy52hiLSLXGSbg78neodzm4DIuDXBdzqY2XP/V2NOawDfAw4sYD7bFP23FtGjL8CsBewBPazaiNsX8KVwA0KjEc/BbrSdVngLwF8GFv1W6/Oqbs5YXR1b2YlRYiT9JdYo5AiPIx1WXtEvzxERrc4SRcHHsXSBLrpfODQej8T4iQ9Dji1gHtdVvbcD1SMezxwCrUbXFwN7F323KkF3Fu6RIGu9EwW+C9Tf2X3v04YlXs1H+lMnKSHYDugi3hsWOll4LvATxTwioxOcZIeAfy2y7f5XdlzP1Zxz0nAEcCewMLArcCZ2IprESvHAE9jG91eB97TxPn/BfYte+7DBd1fCqbNaNJLjfqQvyML/FY2NkmfxEn6aeD3FB/kAiwP/Aj4S5yk3WgVKiIdiJN0E6AbTX+mY5UR7sDKTx5Zcc+PA69h6RD7YMHut4H7gMdpvnlNI2tg+cbNBLlg1RwG4yTdp6D7S8G0ois9kwX+acD/NThtCNtN+xUnjF7r/qykVXGSroX9YulGkDvSy9hu6clYLvBvy577TA/uKzJhxUm6PLA28FzZc58fcWxn4DJar1M7ROOfGUHZc08dcb+Vgb8CW9a5bg79X7gbAo4HflP23Df6PBepoEBXeiYLfAcr7TKpidMfBLZSJYbRJ07SP9C/lr7TgQPKnntpn+4vMi7FSboAtlJ6ErbhagEseLsM+GTZc5+Ok3QV7FH9im3c4l/UXyWdAqyWlw4bntNS2Oruhm3cr1+mAmcAXy977sx+T0b6/w5IJhAnjDIgbPL0DbHdvDL6bNPHey8KXBQn6Upxkg7ESbpInKS9WFkWGZfiJH13vqn0OeCPwCbMjQ0GgA8A18VJ+nPgGdoLcmdQv+4twI8rg9zcUYytIBesnOaXsGBXRgGt6EpP5R3T7gE2bvKSe4BDnDC6r1tzktbESfoEsFaTp88EFurCNF4G3sjn8Sq26vR/Zc/NunAvkXEhTtI1sMfr789fmkKxTR1q+QJwAfAQ9mZ1pJeADcue+9YTvDxF4s/Asj2YXzfMAdYte+4T/Z7IRKdAV3ouC/y9gb+0cMkQcLATRhd0Z0bSijhJfwcc3uTp52PpBodiu6S7aQhLeTm27LnXdPleImNKnKQbAjcCK/X41rOxyggrYo0larkc+EjZc6fFSfo1bKPZWHc31mb4deBi4JeqFd57CnSl57LAXxB4DNvd2qwh4H2qs9t/cZJuDdzc5Okzy567cJykq2Jle3qVLvUcsFvZc5Me3U9kVIuT9Apg9z5OoZnNaGdgVRXi7k/nLbNpbt9IUff6SNlzL+nR/QQFutInWeC/DbiL1h9L/RT4PyeM9I3bJ3GSboyV9GnWSthKTqMcvW74GZbSMKcP9xYZFfLuXv/r9zyaMAULdI/r0f1uwGrw7gf8it68EZ8DrF323Kd7cC+h9badIoVwwuixLPDXxB7ptOJY4OEs8K/HfmCkThjNLnyCUs9DWDpCtVy7anYGvta96dT1aeAp4PvDL+Sb1xYBZgw3pMhf2xoLyBcHbgL+WPbcGbUGzvMd98RykO8D1swPXYNVF5mjAFtGiUYt2IswG6tl20nt6yWAtxUznYbOLHvu0fn/R3GS3gF8FfhIl++7AHAy1vhCekArutJXWeDfC3gtXlb5qOkJrObuHwqdmNQVJ+llzN3Q0kgrQXE3zMI23CTYStFngHWw2ry/w8opnYYVqK80CLy37LlPVb6YB8UnYzurGz3ynIVtqDwRuFKd3qQf8sYrz2LNWLrlAcChvaoMw+aQP7UrZEb1bV723LtGvhgn6YexvQXdbFbzYNlzS10cXyoo0JW+ygJ/EyAtYKj9nDD6YwHjSBPiJHWxwHGseAm4gvmDWbAV3zWrvA4WpB6F/dLbHXsKthgQtDGHl7GV7Uj1NaWWOEnXwb7n1sfy2n9T9tz7Cxj3m8A3Oh2njiuwhYdP1Dj+KnA19VdM/4qlOm1d7NTmc37Zcw8Z+WKcpAtj/9aXBA7DSputgj2VarVBRj1PlD13nQLHkzoU6ErfZYF/LJ3XHLwfcMdC7u7AwMBK2Aqji/3wnIYF+3cMDQ292M+5NSNfHfoi9kuzV5s4xpMMS3dYHPu7vw34fNlz7+nnpKQ/4iQtYT8PXsV26P+OeUvyDQGfKXvuzzq8z4JYzvrRIw5dggXUy2ObwF4GPgm8k9a6H54O/Af4IbBaleMfB64Cbq1x/Ens5+AeLdyzHS9iqUy/Hu5glu87+CmwI/YzLcUaXByO/Z0U7cqy53b785ScAl0ZFbLA/wLwgw6HWd0Jo2eLmE/RBgYGBrBH/Z8B3lfn1KuwoP/yoT7944yTdAlgdeB/Zc99JU7SxbHc6KOxX1ALowC3G+4Gti977pR+T0S6Kw+sTsKaMTSb1rNp2XM7rkYQJ+l6zP0Z9I+y5z6cv7488BXsqcfKHdziGexJyI5Yzu2twPfKnvu3OEkvp3Ygex/WrKJXZmCrz8tjwXkvG2gdWPbcC3t4vwlNga6MClngL43lkC3RwTCrOGH0QkFTKszAwMAqWMWBvVu47BLgk0NDQ883OrEoeUD7feBIbLVxNvYocU1gi17NY4IbxFb6NwAOxjYR3QVcWPbcqf2cmHQmTtKlgbdj+eCbtzHEz8qee2yxs4I4SZfB3lwfQnHB3uvY3ouny547Jw+i18a+lye614CVy547vd8TmSgU6Mqo0WEKw21OGG1Z5HyKMDAwUAL+ia2QtuoZYJehoaHBYmc1v3yD1RXUX22W3jgfC3IrPQ28r+y56hA4xuRPSH4MfIzOmqb8vey5HyxmViZO0knA9cC2RY6b+x72hv0H2OquWKfIXcuee0O/JzKRqLyYjCYPtHndLOyR26iSr+S2G+SSX3fNwMDAFj1Y2d2ZiR3kxkC535PIjQxywZqrXJJvAtwDezqwEHAt8Iey507r3fRkpPyN4g7Althq5t+wVVsXezxea7NjKx7vdIB8s9URzH1a8CLdCXLJ73E8xW7iGsvexOrn9uwpnRgFujKatJOf9QRwhBNG1xU8l47kObm/pP0gd9gawC8GBgY+XC1nN083+BT2S2VZ4E7gJ2XPvaXF+/SzY1In3mTuJpa9qL15ZjK1m5M8hm0GOh7L1RutNsA2+7yz4rVDgS/FSfqesuc+059pjU9xkpaBfbBd+Ndj+axzKo4vAazK3BSft1dc/vOCpzOEtdFtSZykS2J5wCtgObBfBt5b7NRqWpPe5r2OdpMU5PaHAl0ZTdr5IbA2sA1wXbFT6dj7gQ8VNNbe2Cre5ZUv5kHuNcxbiudtwIfjJP1o2XPPL+j+o9kMLKf4TSAELmP+PO/XsED2Y1hB+EpPAx8oe+4s4Edxkr4b65I0Wr2zymsbAmcxdt+s9ET+72UJrNTcJOzf5x5YMPaP/L/9sRXOzYGNKy7/MvBqnKQR1kHrs9iO/F6sVg4Bx5Y997+tXBQn6X5Yl7FuVA1ohoLceSlPtE+UoyujRhb4i2N5qcu2eOkbwF+wX1BvYnlhP3HCqG8tLwcGBq6k2FSAK4eGhubZrRwn6ZeAU2qc/xqw+nD5nEbiJN0FC5rHsuewr8dK2BuNAex74ccVZYQ2AQ7CHtveyYhNXnnptJOx8kqdbIysZYj6JZumdHDft5U99/E2rx0X4iRdFasasDb2JmgjbCV8GWx3/SRgKrbIMzJfdibzlvWqZRa9WSS6D/g78Nuy57aU1hUn6WbA7XQ32Hwca7wizUnLnttqcyQpgAJdGVWywD8fC0Q69TiwbT/KjeV1crtR/WGloaGht4L3OElj4B11zj+o7LkXNDNwnKTrY619x4ODgQs66UKWr/5tjwW97ypqYrl/YHmc78MK04N1hPoz9oi83Q2ZO47HTS5xkq6ApaU4WHD6MnBb2XPvrDhnSaxG7EdprfbraHZO2XMPb+fCOEn/A7y7gDncC6yHVWGpNBl7erIjll4lje1S9tx/9XsSE5FSF2S0Keox2zpYkHJkQeO1oujAqHLcKyo+XrbB+a30t9+48Slt69UK2LDzgVPjJP018J12yvjkq7xXAVflBf03wJpkbF/A/NYre+76AHGSrozVJn6q7Lkv5bvgt2b+DWlTsFzQev8+nuhkUnGSLoq9ydwLW9n8J/AbLAiflqd39FScpAG2Sj9ftYI4Sf+FpRoMATcD462lasNuaPnmsndiK7d3lT13RpykG9JekDv8NGE6FsR+s+y5SZyk6wKfx3J7B7CfK8tj5cikOacryO0frejKqJIF/j8obrPENGyDyI7YY8lHse48u2FBw2XAKU4YPV7Q/QAYGBgoovlFNV8YGhr60fAHcZJeQv084K3KnvufZgaOk/RU4LiOZmdOBy4C9sR++V4NPIgFYf1YafsH8P6y584uYrC82P43sTzeRaqcchOwGfOvgM0zTNlzN61zjwHs63cIc+vo/hJLp/hyjcs66rQUJ+my2N/VyDdps7HH/VOA87BueO/D3kCuhtX9/WnZc69s99515rQ3lpJUz9XAw9jXZjyZgr0hqvlkKE7So7A3ASvkL83GniQtzdwnBc26C3uDtSLwcq0qHnGSXo9Vl5Dmfa7suT/p9yQmMgW6Mmpkgb8M9liyyLyyRjmRs4BbgLOBc50wenPEnFbGqhq8F/tF8nfgV04YTa414MDAwInAtzqbdlXfGBoaOmn4gzhJd8A24VX7/G4Cdmjm8X2cpO/Aymt16jfAJ8ueO8/XME7Sw7Cvb78cgH1PLY91bLqlk7QGeKv4//exqgdLAq9gu+K/geWF3kHt7nFfLXvudxuMvwW2irYVloN+IbYJ6hzsjVqlQeyxaNtVF+Ik/TmdBYsnYEHXNlilgoWxNIxLy547s8053URzpa86yWsejWYBe5Y99x+1ToiT9BDg9wXd715sQ+aTFeMPAO/BNtytjOX7XoOVsyvCY9jG2fFqBtba+5iy5zZcmZfuUqAro0YW+HdRfVd5LYPA+hTXjvZGbOf6ssBRWJCxE/Ovzj0M7OCE0XPVBunVii5AnKRHYD3aK3/RD2ErXSdU5jHWUtBq7rSy51ZdxYyT9LNYwfx+GbnJ6Fbgw2XPrfr314r80fEywCuVj/bjJK3V/OQe7A3I63XG3Bu4mPnTPe7Fvh+3wSpxLIwFHhd0Ukc3/xxeprNgcQh7QvKBkcNjK8BTsfqtwxs0rwDOrrdZMk7SKdRfGR+vhoB1hzcWxkm6M/B/WPnFF4HfYSv763d4n2lAhr2RuhP4NRZkH4FVoxiZe9to0aBZd2HlAD9awFijye+xKhc3Vpahk/5ToCujQhb4O2ArQM34EPBv7Jfzr7B0hKKcC+xL41+wMbaid4kTRvMEGQMDA+/HfukX7f1DQ0NXjHwxTtI9seoCIwOj6cDOZc+9td6gcZL+EfucO3FP2XOrvkkZpRUdbge27HRlt544ST8AfA5LZXgZe/T/w7LnvlrnmkWAp7BHyNV8r+y5JxQ8zxWAblYouQZYCyuDVmkycAG2Sn1r5d9FHnw/hqVHNDKZ1iu1NKtacPcszc2rU1djT2a68XSon67C/s4O6PM8ivYCsNbIJ1rSfwp0pe+ywF8Qy+Fs9pfHe5wwuja/djFshWP/iuOdbH5qddXiReDDThj9e/iFXlVdgLceMd4FbFrjmpvKnlt3A1WcpN+jdu5ns44ue27VgvZxki4A3E39ChH9sFPZc5t9c9UTcZI2epP0RNlz1yn4npOAV+nv4/+zsacoG2JvIN9Pc09qerHR8TYs9eV+4EosD93p8j0nsrGciuKVPTft9yRkXqq6IKPBrrS2QvLWDux8NfWALPC/iT3WnYGlFrQbwLT6aG4l4O9Z4K/vhFEGMDQ09OLAwMBVFF9Ht9qq2zrUDnIBtouTdKWy575Y55wzsZXHZmqIVvNLrGFBVWXPnRMn6YewtqijqY7k5rT/fQK8FcQDDJQ9d3acpIsBdJBKsGyD4yvGSbo98O96j0fjJF0ISyPYAGuKcQmwHfb3vBX2ff4Klsbxi/zPXdqccxEOx940HkeVCgt19OJ32HAFg82xNBgFud0xGfvZvQG24DCEvcGYQfWNn6NRyxVepPu0oit9lwX+kdQJlKq4FdjVCaMpNcYbwHIhe7mC+HknjN7KQx0YGNgT27hWlD2HhoYuH/linKQbY4Xl61m7cqNJNXGS7o89Qq78hTINW+ldGdtw9R8st/JA7Gv7OnBR2XPvaOYTyFcOf4S12h0NnsV+sQ6XYbsaOLXsuU+NPDFO0gWBT2NpMmth3bUWZt4Wz69i+boANwAntrpiHCfpRjRRViqf96HVqmrESfpOLLBdq+LlRqtkZ2Erqv00XOFBZCxKgHd0Mx1K2qNAV/ouC/xtsJzbVnzTCaOauWtZ4G+NBS69egR2jhNGh+epBJvPnj17w9123eWY7KWXiijF8xdg36Eq/1jzlbsngVVqXPsYsH4zmyPyrlKHYQHSY8C59cobtSNO0i8D32vj0nuxlce7gADLKV6Q4jbIDMuwlIZk+IV81fZC4CMtjjUL2KPsuS3lJ8dJeinwwSZOfRV7VPp0xbVLYY0/Vm7lnrmbsY1uMjbciq3OS/OmA4t2YdwhYFfVyh2d1ItaRoNbsACmFYfVO+iE0S3YI8ezsc09T2CrcI20VQoJ+F/+eD4Dbp80adJ5F178xx1WWmmlNod7y9PAp6oFuQB56aZ6papObnYHcNlznyt77vfLnvvpsuf+qOggN/ffNq+bUfbcX5Q99z9lzz0QWzn9G8XX5nWwDluVdqf1IBcsEP9h/uanFYdhuaCNLIOVvqt0EO0FuWAryediK6syujXzc+qJJs9rxwtY5YR+m0Vr8zgRS/X6GrbRr4jv9TnAwQpyRy8FutJ3ThgNYYFEKy1oG0aQThjd54TREU4YrYV1y1qh0TXYqla1kkd1H8+/+q7tHsBWXt/qRrbCCivw6+gsVl65vbhj5ZVX5rQzzvj10NDQ8w1O/SnwJeC1itdeAY4re+5v2rp5E+IkXSNO0m3iJF298dlvuR5LiWjVAyM+noEFoN2wQ5ykm1Z83Mnu8E2ZN4WgobLnTs6bP7wTa3hRz9YjL2/lXiNshjWMmERnAcCL2Ia6H3Ywhsz1yoiPX8XKjW3e4Lr/0X7efSN3Azsz78+cRrpRcutL2Kp2o8Y4M7BOmT8qe25c9tzv5Jt0V8A2Pz6AVUa5EasJfTPQTPWEB7EnZk21Wpf+UOqC9FxeZeFj2MrVCthj6dOx3c17Y3mhjerp3gG8Ow+Sm7nn48DaTZx6ABaMfWwI3NlLLjX7jU3eefMbb9/8yjXOCj+DFfEf6aSnjwr2ALaoNuBLL73Ed759Etf+q/k3/Du/5z189esnssIKK0wH1ih7btbomjhJlwC2xB6j3dpJbdUG91kVq7k5XDN1uIbq0Y1q08ZJ2m6N4W3KnntLxTgL0dwvomGtbmj5H7Bt2XMfipP0T8CHW7h2pA3LntvKm7i3xEnaqPnIZWXP/UDF+ScBX2/nXgX6RtlzT8q/H1+kuVq491B/U+VE9Ty24XRn7I3IG9j3/Wm0tmmvaIeVPffcOEl3BP6MNWNp5DPAqbSeh125Ma3STcBuZc+dlrevPhJbMFkOezpxZv7/A8D1Zc9t5onePOIkXQ7bKLk3VhFkKexN4D3AZ8ue2+qTSOkDBbrSU3mQ+2eq5yB+3AmjKAv8c7GOU43cD5zkhFHDd9NZ4E9m7kahWq4C9nTCaHacpG8HfsvcVZMhhoaeXvLeO29a+u5bV1hg1syVsZbCv3z6qKDhKuXQ0BA33XgjF5x/Pv/+9001z9t22+048OCD2W777RkYeOuJt1/23FY26xUuTlIPe3OyNtZSudrq+H3A5mXPrbnzOE7Se2ht1XE28H9lz/15lbH+Te2c0src3WuwTXCX0dov2WvLnvueDoLzYd8CTit77siVuYaa2Gx4RNlzz644v8T8q9+99DKwyXDaS5ykp2MBTi1PA1/EfiZcj71REzMZ+/mzDLZyOZyX3m8vAqsPN0iJk3RJLMBcF3vzW22R4tSy5wZxkm6CbdJtpSvab7GgNcC+Hq9gNal/2a038zK+KNCVnsoC/wjsB1c1M4A1scdyX2thWN8Jo7qBYBb4/8RaWs7H/gUMnDrA0JedMJoRJ+k6WC7pUjWGmw0cX/bcn8JbRf6n0WS+6Msvv8x9acojjzzM66+9/saCCy04zfPevuImrsvyy1ddGPl82XO73lksX4E7EPtFlQHnlT33wThJv4XltjVjnsCryj2exP6Oa5kJPI49ErwZ2xA3XxWEfKw9gPkqUeS+C4TAm2XPfS0//2wa5HZXsQ62inY/tZs4NGMQCwL2xbpOrYzlF07DVo//DpxVrdh8nKQ/Bj5bZcxrgfeNbLEbJ+lXsce0Iz1F9a/9mxS3Oviesue+1SY2L7d2EdU7ph1R9tx7Ks5dFvgJcEiB8+mmOdRO/5uDpTKdjrUPfxewGPbGrNl0gkvzaxfrbJqFmgXsWPbcm6sdzJ+0fApbXV0DS0f7OfbvuLIhyHHYG8DhxYdXmfv5Dm+snY39rvhMvTfPIo0o0JWeygL/GurX6/wUtrI6SPOrF1OBvYB/1UpleOaHJx08ffW1z5u+9noMLbAAizz7FIs98TBTN3CZtvZ6QyywAMB12Aank2nucetbDQfiJL0Wq+Pbqm9idSMPaeY+RchXVXbHfkkvjQUh62AlxEb+Er6IeZtxNHJO2XMPr3Pvv2J/V7VsW+uXaI3xDsSCo1Xzl6Zij0dPLHvu7BHnLoG16dy72fGx7mm3xUlaxrp4bVRxrNWKD69T+80TWL7jLiPLteWb2Q7HVkY3Bp4DfgP8pNaKVpyk78P+LW0APIOVD7swv347bFV9BlZdYxGKyad9E0uzqdbUZBusrvQQ9ubktlplmOIkXRr7+1wee7OyGd3LNe2Wq8qeO18Oed4l8GzmLUtXzWS61+1t2BD2tGN95l1hfQT7efQOLA1m+M3Rbdib7htrDZhX/TgK+ze+EPBP4BfVNrbmCwTvxp6y3F723Cl5R7ztsJ9Fd5Q999mOPkMRFOhKj2WBfw/1H11/3Qmjk7PA/yj2y7yVR3VXYV3KpsZJugxwMPbLdU2gxMhSY0NDMNBKnDKfP5Y9dz+AOEm3wFYgW5nvX7Eg8h1YqaBqj9VvA7YaGRTESboV9rjwdeDPZc+9t9HN8tWWX2O97LvlN2XPrVmPNU7SnbCVyGpuBrZrtQ5l/nltiQVsd9RrsZuf/w4s/WIGcAoVGwhHmAmsNpzbl5cZ2xbbXPYIFiRujVUqWLKVOdcxHdvc8kxB4zWUv/Epagf9NKxT4U/KnvtwEQPmgfJp1E+BGG0mlz236vdV/v26M7ahdjksdWON/PBsLC+3lQ2e7TgMuK7suU/l9a13xoLdx4F/Db9JzI+tjVU9qfs9GSfpilj6ycYjDr2AvVnvZ0qNTGAKdKWnssD/HbY6VcteThj9LT93XWx1YF3skXpNw0trM1Zc5br/7XXQVcBJdH8VaLDsuW+t8OXB5znYKtqwO7E0iL2Yv6PS74GPlT13VpykH8Hy0JatOH4z8JHKDV75RrCbsK9JpcuA/aqt8OUbRr6CPRbsdqWVD5U999J6J8RJeiRWKaLykeytwD5lz21UYaJQcZJ+A1tVr+Z3Zc/9WBNjNNow1qpTy54btHJB3mjiw9jX9CZs9/hCjYL+iusvAvZrdaJ1TAM+WPbcf9a554pYObTVsSc4F5U9t1rFk+EUiHuB9QqcYze9CmzcaHMmvPUGahtso+sH6f6/0Xl+bhUlTtKzsJSFam4oe+6ORd9TpBkKdKVrssBfAns0tRz2+HFLLPduO6r/MH8A8JwwGl5NGMjP33KV8375xwWnT2uYIzln0oI8d/AxDC3ckxS/qj+84yRdHsvBnAxcjK0C1hwDKzQ+M3+0/n7skW0M/GdEXtui2CpireYQ/8Me2/8S27SxXz5et1eHhv0L2wXdsDRVvpt5LyywvxNradvzH0b56trvsNX/Sv8C9i577utNjLEAtqlq1UbnNumBsueOXBWrde81se+xWpu47sVqKV/UYJzFgDOwN6FFbXh6HuvKVy3v+EAs/7KyeP9L2BulWvmf62BvDuv9eypCvdzbVswAPlr23IvrnZSvml5P9z+vYceVPff0IgfM0xAmU78Zw3plz320yPuKNEOBrhQub8H7WSy/q1alg5HtPu8DPvj0UcGTwNHYCtny5L9wVr74dyz0WnOb1p//8EeZtVwzJXM79tGy5/6+1sE4Sc9j/gCqmj+UPbfqeXGSroRVO3Cx4Hm3JsbrdW/4yUCElZWa2sP7FiZO0s2x1bQFsbzF61sJvOMk3RZLnSmiE9+9Zc9t2L46TtLdsJzyZt7VvYj9Pf0d+PFw7mO+qvpxLAVjCla316X65rd27D8y0MsrSfyX6gH1y8DbKjYQLoel2myBrZL+If88Slg5soOx/PJ2jMyxHsLaQt8KbML8j+DbMRNb2X1k5IH8TZYHfBL7O2jXEPArbDV/FSwN5Tos9WvkD8KLseYGszq433ziJHVo3JBnnhKBIr2iQFcKlQX+4tjGlpEdmwD7iTxzmeWYtm6JN1dYafLsxZd6fJGnHz9nyts3u5VJC/rAR6mScrD6b05loMH36vDR5w4+hjmLNbOXrCNXAXvWWr3MA4hnaX517B2VebZxkm6GrbCN5pasEVbz+NWif3GORXGSro89fj4I2+Q3bBbW+e/dTQ71vbLnntDgXktirZ9r5RfX8zxzN/xcw/zB0OVYwPt15k+3ace/gK+WPfdWgDhJT8Mqq9TyybLn/jJO0uGGGSPnFwHHYgHpph3ObQirqLFJh+PUc0rZc79S+UKcpMdgKTO1ns40YwrW5vwL1fKh8ydLR2INFV7HNpZe2Y0nJ/lTjWep3ZVvnnx3kV4ad4FuFvjrYCsSq2KPcm9ywmi+Yvv5quOCwIJOGKkWXwfyr+VK2C/5Y6i/sxyAKettxCs7vI+82kFDq573KyZNb7xYOG2tdcne+6GmxmzTC8CPsVWxmp1+4iR9N4279VT6ctlzv59fuxUWHIyGskLnYf+WRpZm+w3w8Xpfg4ks76y2PZar+nesosKfaNzN7Tlgs0a5ynGSHobt3m/XJdiqaK1Vy/OxMnNFrGqCBTo7Yh21rsYC7VpOx1aUH2T+XPRhvwQ+UdDcOjWF+iv5z2ANBq7F/t3sh63AdmIIKy13dYfjFKZOWTuAs8uee0QPpyPyltFQfLppWeC/Eyuc/W7s0fcTWIesDbCSVUsxf27VUBb4F2Nlak7ENuTM83lngf8StvHnTuyH0U3NdtyaCLLAL2Ff8zewTSOHYY8S18MC3JYCsiFgiUceYNZyDq+Xm1vkmrreRiyV1m9CM2uppZm89c6tTOUW7Jd5vbwysO+1JYDZLaxcNtyEUk3+OPMX9C/IfQlb4XoKy4e8Mn99O+ZWKvhr2XMf7M/0xoa8Puw9la/FSfp+LPj9FPZ9tyr2fbUAlhf6N6zbUjMb8urVIm7G3g2ON5Ny04qFgH9jJcgapdX8D/t5XivIBatH3AtPMreF8xD2RrdyFfZ6LFWg6hOs3Or5f3sCx1PMJtkB4NvYm4bR4vvY7+KRm43/ydiqmCHjzJhY0c0fh19L84/+qmml5uW/gH2cMGqlj/eYka/AlrCNQPc7YVR1Z3YW+Etiq0adtD+tadYSS/L8AX5TJb4GZkxnpcsuYqFX5l2cH2KAmc6KTF2vxJQNPYYWaRSz8ixWd/VveTOEg7DVq3ouL3vung0nOUKcpP/A3lg1Y0vsMey36OxxZiuewHIe78TeJD4M3NSPTWETVf7GZnWsHNXkFq47EPu7G4/ewFbAV+v3RLDH/V/Ayn89XvbcZ+MkXRsLwp/OW0RvgG2k7Xa1hGqcsue+3If71pTXnP4gc+vo3qifKdJPYyXQrdnVqoseBj7ghNHgiLmsg3VIesgJo8k9nlPHssDfClsx3DR/aRr2GO1LThi9OeLcoksOzeeZw49laMHmFjgG3pzBkvfHLPbYQwzMmsWMlVfjDW8zZi3XVBrhU1jJsfMqS3DlgcZ/qN62EmwFaoey57aShjA89jrYis9aDU4Fy+Ps1ROWqViqxBk9up8UrIkKHFKMb5Q99yR4q7TfblhAe23Zcx8fPilO0k9hJfM6KszdhhXKnjtfap6IzDXqA90s8NfEHh/1w1RgVyeMbskCfxMsQNwhPzYDK4/zOSeM3koezQJ/e2wX7XrY6uF5wJ/aSYXIAn8BYAEnjOZ7XJ4F/iRsp+7HsULf0/L7/Qc42wmj26tcsxGW6lEtn+x3Thh9rOLcMiMevRZtzsKL8Oyhn2yvacOsWbDAACwwaSpWQml15hZdrzQEfA/4Wp1OTCtgf7f7Mu8vqnux9pNtdyXL25oeBeyK7Y5fEdtp3etfiGA94n+LdQ2b0of7S4HiJN0S2zhWtW90n4yspjKWTQU2xH6ufhfbgzD8ZnQIa75y7HA6U5ykvV6QubPsue/q4f1ExqSxEOgeg2086JcE6651D9V73V/qhNGHALLA/wLwgyrnvAQc44TRn4dfyIPYw7HNWxsytx3n9dhjsV2xHdUD2KPlE50wujy/dgD4I/VTCr7thNGJlS9kgf8brFRVNUNYftVjWC7zl2icu9qR173NeHXLlmuIDwGPYuVzLgKuKXvunHyF63NYULkGVk7pn8CXmm1CECfpKtjXfkHssf6TXdqhvDfwl6LHreIp7E3iLVgf+f9Uq2kqY1defutQrAbrelg60hvYG95LgQOwnPpWzKR2Huk06uePn4T9/BjrXsVKo/0jTtIAS3eq5ntlzz0hrxBRfxNBsYawqi9X9PCeImPSWAh0D8cKuvfTeVjv71q2wH653Ef9lbrrsLJUZ2MrBEe0OI9DsaD3DzRXVue9ThhdA5AF/irYCmW9ArOfw8oifaPFedUzG/ulMc+q04wVV+Wl3T/cTGOHqdjX/wwsj/Shsuf+r8D59VycpD+muDql1dwNfKvsuX/t4j1kjIiT9APYRrd6nsFy1S/GViVPqXLObKwhyefqjLMf9mazUXWJ0eom7PfNRWXPfT1v5vAEtZuuvIZtKvwdXU7zqvA08Kmy5zb6OxURxkaguwgW7PQj0X9Yo41sU7GV32Y3y71Jc0Xeq91ngOZ35N+ObXIa+dit3vhDFFP0HuAh7JfefYAP7Dx70cUXf23zrctTNthkaSa9NZ03sK/Hwthjwn9ibVB7uULSM3GSngoc14WhLwaObmVTk0wMcZLegFV8qMcpe+7LeUfCAGsbPfzG+EHszdmm1C4hBfak4qNYhYVyJ3Puk0+UPfet0l9xkq6OBZb1nI91IFy2i/OqdFbZc/0e3UtkzBv15cWcMJqRBf6vsLzXfmmUT7k4rVWEaLc/batdELbA6jYe0aXx67kU2Lciv/j7+X88Z79It8ZWSR4qe+49+aawRYApE2CH7tUUH+g+jhXan1zwuDI+fAVbraxnUYD8399P4iT9GdZIYQZwf9lzh+Ik3anBGMuVPXdKXgs6xN7oFlFOqxfeAC4c8drrNF7oKLoUWyPj/eejSKFGfaCb+zSWN/YZ+rOJZyw7osf3m4F1PTqz1ga8/BfpzSNem4n9HU8EV2L5fJsVMNYc8hJI2n0tddyO1aetts8A4BGsY9pbyp47A0uDqXRng/vckV87HfhknKTHY5UKHGyfw2ysW9ck7OnNTGxvwOrAHvRvI9sM4MCRbxTLnvtanKSXAR/oy6yqu7zfExAZS0Z96kKlLPAXA2LsB6P034tAhj3enAJcAfzQCaPH+jqrMSBO0mWwr1+7q/vk129a9ty2mlPIxBIn6eeAH9U4fGTZc3/bxBiLYKlI1Zo5TAO8suc+2ub8dgIuo9gnS82aheXZelgb2wQ4vey518RJuiG2Gl7rTUIv3YKVO5zwLbdFmjWmAl14q1rB0cAJdN4dSOb3JvaoceTK+etYaaqNsNWPvwDnO2E0o9Mb5lUkdgB2yu//VyeM7ut03NGuw53ac4CN1aFMmpXn3p4AfBlYMn/5Vazc3OktjLMB9u/frXj5ReCQsude0+EcV8PSHfbA0puqaVT5oUjHlT339DhJXayV8zo9um8tm5Q99/4+z0FkTBlzgW6lLPAXxTY8VaufKu35LZandiKwDbbS8Tfg604YpUXfLAv8ZbBfmiN79/4S+LQTRnOKvudokpca+zOtp+ScVvbc4wufkIx7cZIuDWyFvVm6uey5UxtcUm2MBbA3piWs3fUVeapDkfM8HluBrkxneBRLwdiyyHvVMQtYGzgT23DWT28Cy1ergZ2vOu+Bbdq+quy5436hQKRZYzrQBcgC38UCsbd1MMzwZoMXsBy0fv9A65cHgC2cMHoDIAv8hYHZThjN7tYNs8A/HzioxuHPOmEUduveo0X+S+oLwP5YebdGrgPeMwE27ckEFyfpGlgt4OWxfOFLsUYNh/dwGj8AvtjD+9VybtlzDwOIk3QfbE5bYMH4IiPOPQ9LR1HdbJnwxnygC5AF/kJYcLojVhanVUPYD9AjnDCanAX+u4BPYI0cXsnHHisb96qZg+XVeTWO3w+cjnVHm96rSWWBvypWuqdW6bgngLe101VuLIqT9C5qtyIe9iSwjoJcmajiJN2WxhUkinQV1jSoVX/CUkP2pvPudS8BEbZpbzVglyau+WHZc0dDgC7SV+Mi0K2UBX4zwUItb2I1Ip8BXgY2x/LZ+h3kzsHmtBz2GG82c3PsmvFrJ4yOyQL/UODbzM0z+w/wJSeM2m5x24ks8HcCrm1w2pJOGE2IdrVxkr5K4xXdP5c9d99ezEdktIqT9MtYa+9WvIJtOGt1MSRl3nzkZn2z7Lnfgrfy8bfCGky8l96sSL8OrNJOaorIeNLvAK4bvoO1x23HwlgLy9Hme04YfW34gyzwn6T5QPcXwPEAThj9Pk8VWAN40wmjplrjdtGLDY6/AfRshXkUaObv9LpuT0JktCt77ilxkl6JBYzvxvYTVPMnLCCeBPy37LnT4yQdBH5K87//NsDSA1r9ffnNvJLE57FgeSXs90srNdc7sRSW0lf43gqRsWTcBbpOGP0pC/yPY80JOn1cNFrc2sY1zwIfdsLoP5Uv5pu7nixkVp27H6u7+a4ax8/pZn7wKNTMhrSo67MQGQPKnnsPVpuXOEk/i3WArMxVvRzLU31txHW/ipP071jt4JG5rdV0UgJwJ/Lawn3ych/vLTIq9LOtbtc4YRRhq5a7Azf2eTqduherT1vpyjrnz8Ha7a4zMsgdbfLc26OwWrwjJVjlh4mkUaD7atlzp/VkJiJjSNlzf4L9zP8YcCzwzrLn7jkyyK04/xks0G1Gvyq/dBqkXqMa2yLjMEe3mizwd8MqM3TyzrwfngcGsR/IkRNGtwBkgb8etkqwbJVrQieMPtuzGRYgC/zVsF9OO2F50pdgn+8bfZxWz8VJOof6we4Pyp77pV7NR2Q8i5M0AH7SxKmz6U/Htkep3pijGS9ijSUGC5yPyJg0IQJdgCzwNwJ+j20w66c5tL+SfhsW+P4HK4P2XebWn30J6y1/ynivPTsexUm6ClaPtJ4Ny577UC/mI9KJ/Pu5hNW8vX80VgmJk3Qh4ALgw/2eSw2/Ao5p8tzXsa/168A/sDrbz3RrYiJjyYQJdIdlge9hGxd+Tn/epZ+LFTvfsMNxnsN2776E7dR/wgkj1Uwco+IkfQ/wzwanldQJTUazOEmXwjbAHsjcn693AH7Zc+O+TayGvPHFHsytYb0Ntmms32Js49pF1P89NQc4DLhQbYFFqptwge6wLPDPxHJZe+kpLMh9Hmtv+UNq7xZuxn2AN1HqzI5nTQa6y5c995VezEekVXmL4Zuo/jPtZaBc9tynezur5sVJuiCWOlUvfaiTJ3KtuB7YlvobxmcDu5U99189mI/ImDUuN6M16ZtY4NktpwN35f8/BWutu40TRs85YTTkhNHNwA7AJ7GOPxmWmnBdC/fYBNiusBlLP63V4PgcrPi8yGi1J7XfuC8PfCVO0t3iJN00D4pHmyEabzzbG1tl7bYdqR/k3g9soCBXpLEJG+g6YfQMtrp6dReG/7gTRsc5YbQ5sBCwlBNGRzphNHI1Y3FgMWAytjp7Ba13/Omk9bGMHsc1OD5Q9lzlXsto1mgT7KewLmN3A/fESdrv/RLzKHvubOavcFPpJeAfZc89ANgea0V8Pf2p9X182XMf68N9RcaccVdHtxVOGD2XBf73sFzXovw+L282fI+qeVNZ4K+I/ZDcuOLl7Wm9pMwTLc9QRqNVGxwfjStgIpVaqRDwDuDGOEk/ATwE3Fn23NGwx+BE4D3YIsRIJ5Q9d0b+///GOlV+BFi0R3OrNJHqi4t0ZMKu6Fa4Hihqg88fgU80ee4pzBvkDmulycUgY79OsJjHGxzXLzYZ7f7X4vmLAWcDNwNPxUl6ZPFTak3Zc+/GyhxWpgQ8ABxc9twz4a0NbGcBl9KfpkQvY18zEWnChA9081JcB9D6D+lhM4HPABs7YbSfE0ZTGl2QBf7CwMFt3m/YC8D+KiU2bvytwfF2uuOJ9NLFHVy7EnBWnKQHFDWZdpU99/ay5+6C1SlfGdik7Ll/qDjlEKwxRb98VY1jRJo34QNdACeM7sFWV79A6ytnTzth9FMnjB5o4Zqlafy4q9ru+jewgCjAAuv/tnBPGd0+1+D48z2ZhUj7foW1Hu/EiaNlo1rZc18te+6LVWoAf7yH06i89wPAoWXP/WUP7y8y5k3oHN1KThhlwI+ywP8q1TuO1dJOftYr2IrsyjWOz8TydT+K5Q/PAS4DfuaEUbsrzzJKxUm6GpbvV8/uvZiLSAemAk8Cq3UwxibAilhnr9FqzR7eazjofwU4D1ghTtLyaKxJLDJaKdCd30XA0S2c33INWyeMZmeB/1Pg2zVOOc8JoxT4cv6fjG/N1FJeouuzEGlDnKR7Al8DtqKNn4dVzCxgjG56BFinx/dcjorfF3GSXorlDTdMlROZ6JS6ML+TsZq2zWq3zeIpwDlVXv8n8H9tjiljU6OKCyKjUpykhwJ/x4Jc6Lw6yHVjoCnKJf2eALAX1t1TRBpQoDuCE0ZPAe/CKig001LxkjbvM8sJo8OBd2Ilbb6NFQl/rxNGr7czpoxZzTQuUfc7GVXiJF0Y+HGBQ05nbDzBele/J5A7NE7SVfo9CZHRTqkLVThh9DiwXxb4k4A7gXKd0zsKQPKNcPd0MoaMeXc2cU43u/iJNC1O0h2xVIUSVi2hWS9iZbGmAStgzW7Wx36GXgmcWPbcO4qdbVe8v98TyC0AbEHjii0iE5oC3fq2pH6QC/CJLPBPccJIK27SlrLnPpXn3O1V57ROy9GJdCRO0lWx1rPLNHnJENZY4RHgp9WC2DhJFwGG+tEsIk7S5bBSYRsDzwHnlj23ZgOevH7u5wCnzVvOABZp89pajkSBrkhdCnTraxTkAqyFVWkY7XllMrodBFwLvLvKsW+UPfffPZ6PyFviJF0ZeJrW0t1uKHvuTvVOqOg01lNxku4A/JV5K+x8M07SE7HqEYtizXhurigv9iOstGO7ig5yAXbuwpgi44oC3fqa2ZQ2A2hq52sW+ItjbTJfccKo3U1sMg6VPXcqsGWcpNsCX8FKNN0BhGXPvb+vkxOBm2gtyB0CvtOluXQkTtKlsb0Vy444NIn553xtnKQfB3YAjuv65Fq3TJyk65Y999F+T0RktFKgW99lwKvUf1Q3lQab1rLAXxDbbHYc1vaSLPCfAo50wuiaYqYq40G+cvuBfs9DZFicpEtgubTNegYIyp57dZem1KkDaFy3etjOwEM0V03idWwleKE259Wur9PfTm0io5qqLtSRt/P1qb/hbDngD1ng10tz+BW2m3ixitfWBK7OAn/fjicqItI9zTZIuAPYFlin7LmdtAPutg1bPL/ZkmlLUbvcZDf3cGzZxbFFxjwFug04YfRHGre13B+4Jwv8b4w8kAX+etiGgVp+m1d3EBEZjZrtxnhC2XNvLntuM2UZ++npLo69NnAmULm57hmKLcM2UiuVL0QmHAW6zWn2B+M3s8B/74jXRn480lLAe1qfkohI95U9NwPubXDaHaM4VWGkP2A1e7thANgPWDj/eBrwW+AEoFtpasvlFTFEpArl6DbnbJp/PPSJLPD/BSyN5WzNaeIa/ZASkdHsA8CDVK8c8Cxj6PF52XNfjJP0COD3dOd34LIV/78YVnN4CPgg8DiwcsH3WwB4O1YiTURG0IpucyKar1W4DfA88DJWtWGr+qcD8ECb8xIR6bqy5z6JvSH/E1ZpZg72Rv5LwBplz23mDf2oUfbcCwEPOBVrVnE+Vu+3Wz4LHEjxQe6wl7s0rsiYNzA0pD4HzcgrJxyA/WB/e4uXT2b+UjbD7gE2U8MJEZH+iZN0KeBoYF+sesKzwB4UtyB0J7B5QWNVyoAVK+r9ikgFBbotygJ/SeBJmi9PM+wZYPURrz0C7OKEUc1uPCIi0h9xkr4Hq2u9A1Znt5ONw9OYt/JOUc4oe+7/dWFckXFBgW4bssA/H+tk1arXse5XTwDXA5c6YTSzyLmJiEjx4iQdALYGtsfaBi8ALI/l3d6MVd/5UI3L59CdVMFZwA+xtsSPAeeUPbdRlSCRCUWBbouywHew1dl22znOBt7thNFdxc1KRET6KU7STbCAt16DoaLNZt5V5hnAoWXP/WMP5yAyqmkzWuu2o7Oe5ZMYna0kRUSkTWXPvQ9rmPFn5nbLvJXulDKbmd9jZCrFIsB5cZKu1YV7ioxJCnRbN7uAMbqxIUFERPqo7Llp2XP3BRbH8nG3xTa2FW0hapdGWxg4qgv3FBmTVEe3dTcAbwBLdjDGKwXNRURERpmy587EVl2Jk/Q/9L7O8Ho9vp/IqKUV3RY5YfQa8K0OhzmviLmIiMiod0of7tnNNsciY4oC3TY4YfQj4HNtXv4vrCWkiIiMc2XPvQT4BPBaxctz6F4b4jnod4zIW1R1oQ1Z4A8A/8U66zRrCGs2cboTRjO6MjERERmV4iRdEtgFy9m9Gaur/nesNFiR/lb23L0KHlNkzFKObnt2orUgF2AAWElBrojIxFP23DeAv1a89FScpOsChwAu9jtlxwJutVEBY4iMG1rRbUMW+F8AftDGpVOBZdUkQkREKsVJuhjwP2CJDoeaXPbcVjt3ioxbytFtz+Q2r1uc2p1zRERkgip77jTg+AKGigsYQ2TcUKDbnr9gObft2KrIiYiIyLhxFnASndVrDwuai8i4oEC3DU4YvQS82eblrzU+RUREJpqy5w6VPfcbwFpYpYbjsQ1rrTgjTtI9ip6byFilHN02ZYH/X+DtbVy6sRNGDxQ9HxERGX/iJF0deBBLfWvF7wC/7LlFdPMUGbO0otu+e9q45vsKckVEpFllz30G2AF4vcVLjwDOiZNUv+dlQtM/gPbd3uL5XwW+0o2JiIjI+FX23DuBDYFTgWktXHowcEGcpAPdmJfIWKBAt31Xt3DudOB7ThgpT0RERFpW9tzny54bAEsC7wNubfLS/YCoaxMTGeWUo9uBLPBvA7Zo4tTHnTB6W7fnIyIiE0OcpFtjHdaa9SjwvrLnPtylKYmMSlrR7czXmjxvIAv8SV2diYiITCS3Aue1cP66wINxkr4eJ+nMOEmvjZN0ty7NTWTUUKDbmWuAtInz1gYO6vJcRERkgih77hC24ayVtIQBLPVhQayV/ZVxkh5c+ORERhEFuh1wwmgOsDfwRBOnH9rd2YiIyERS9txZwGdovSLDsAHg1DhJFyluViKjiwLdzr0INPNDwun2REREZGIpe+504JcdDLEisF1B0xEZdRTodu6jwCpNnKf+4yIi0g1fBy7u4Ho9cZRxS4Fu597VxDmzgJ92eyIiIjLxlD13Rtlz98d+H/2a1lvUHxEn6UnFz0yk/xTodu7VBsdnAgc7YXRPD+YiIiITVNlz7yx77jHAykCrZcS+HifpLl2YlkhfKdDt3IUNjh/khFEnj5RERESaVvbcyVgntbNbvPSiOEmPjZN0meJnJdIfCnQ716i14pezwFf7RRER6Zm8/NjHgP1pPpVheeAM4MU4ST/RrbmJ9JIC3c7t1eD4u4C/9WIiIiIiw8qeO1T23ItpfTP0wsAv4iQ9M05SxQkypukbuHMLNnHOnlngH9n1mYiIiMzvJ21e5wNPx0m6ZpGTEeklBbqdu6bJ86Is8Hfu6kxERETmdxHwlzavXRV4Ik7Sjxc4H5GeUaDbuX8Adzdx3gDwjS7PRUREZB5lz50DfAQ4AHgAGGpxiAHgV3GSekXPTaTbBoaGWv1+l5GywF8WeAHLa2pkUSeMZnR3RiIiItXFSboo8AqwaIuXPg+cCPy+7LnTCp+YSBdoRbcAThhNBprZoTpE6++kRURECpO3DU7buHQVrCHFw3GSrl3srES6Q4FucZoptH2VE0atdqwREREpWifdOlcD7o6TdIWiJiPSLQp0C5AF/grAwU2cemK35yIiItKEs4FfdnD9csAzcZKeEifppILmJFI4BbrF+A6NG0fMBO7rwVxERETqymvsfhLYFnixzWEWBr4ETImT9L2FTU6kQAp0i9HMau5CwLndnoiIiEizyp57M7A1ne0fWQS4Kk7SPYqZlUhxVHWhQ1ngLwDMbuESzwmjdjYBiIiIdEWcpKcCx3U4zBzgx8CX8hbEIn2nFd0OOWE0B8hauGTbbs1FRESkTQHw/Q7HWAD4AvBonKRLdj4lkc4p0C3GGy2cO71rsxAREWlDnrP7ZWCvAoZbB4jjJN2mgLFEOqJAt0N5xYVm6wnOAC7v4nREREQ68XfglgLGWRf4d5ykN8dJukgB44m0RYFu5xZs4dxznTB6qWszERER6UCeW7sT8HJBQ24NvBYnaamg8URaokC3cy8A9zd57kYjX8gCf/ks8JcpdkoiIiLtKXvum1hTiFb2n9SzMHB/nKQHFTSeSNNUdaEAWeDvC/yxydMXcsJoVhb4HwBOAt6Zv34T8BUnjG7qxhxFRERaESfpWsBfgU0LHPbksud+vcDxROpSoFuQLPB/DXy8wWlvAosB+1A9MJ4J7OKE0Y0FT09ERKRlcZIOAO/HcneLcgXwwbLntlKaU6QtSl0ozjHANxqcsxDwaeCHdY5/t8hJiYiItCvP2b0S20xdlD2Ae+IkXbjAMUWqUqBbECeMhrAg9aE6pw0ApwNvq3POdlngL1fk3ERERNqVr7z+vOBhPeDYgscUmY8C3WLtBWxQwDiTChhDRESkKF8Hbih4zKMLHk9kPgp0i7V3k+fVy0uKKW6nq4iISMfKnjsF2AX4CPBiQcOuGyfpQgWNJVKVNqMVJAv8Y4FTaW419hFgvRrHPuSE0aVFzUtERKRIcZKeQXFpB29ggfOTwJnAH/K8YJFCaEW3AFngHwKcQfMpBz8APoXV4B32OHCAglwRERnlTi9wrCWxLmo7AecBv8orPYgUQiu6HcoCfwB4AlizyUtuxEqIzcwCf2HAxVIZUieMVGpFRERGvThJLwE+1KXhQ+B7Zc/9X5fGlwlEgW6H8goJrbRKPNQJo/O6NR8REZFuy1ddf4GV1uyGIeBc4AilMkgnlLrQuVZrC6qigoiIjGllzx0qe+4ngP/r0i0GgMOAvymVQTqhQLdDThhNpbUqCU93ay4iIiK9VPbcM4DfdfEWewJ3xUm6ThfvIeOYAt0OZYG/BLBsk6c/CVzfvdmIiIj0VtlzPwac1sVbbAo8FCfpYV28h4xTCnQ79wGaS0eYAxyhDWciIjLelD33eOCQLt5iQeDsOEn/Hifp0l28j4wzCnQ7V27yvLudMLq2qzMRERHpk7Lnng9c1OXb7Ak8Hidpqcv3kXFCgW7nHmvyvPO7OgsREZH+Oxz4FVY1oZ6HsHS+diwHXKNNatIMBbqdO7eJcyZjHV9ERETGrbLnTs+rMWxG/WD3j8C+HdxqDeDFOEl/Eifpih2MI+OcAt0OOWE0HXipwWnfcMLo9V7MR0REpN/KnnsPtTuoPQ2cVvbcO4BrOrjNCkAAPB8n6Tc6GEfGMQW6xWi02/ThnsxCRERk9Pgs8HngmfzjWVgO73Zlz30hz7MtYoP2AsA34yR9IU5S1aqXeagzWgGywP8l9bvD/BvYwQmjOT2akoiIyKgQJ+kCwIrA62XPnZq/tgZwV/56kZ4DVlc3NRmmQLdDWeC/B/hnE6f+BdjfCaNZXZ6SiIjIqBYnaQgc36Xho7LnfrxLY8sYs2C/JzAOfLHJ8/bBHuGcUvQEssBfBHCBmUCqlWMRERnl9uji2EfFSXpS2XOf6uI9ZIxQjm7ntm7h3K9ngV9YOZQs8AeywD8eS+y/E/gv8GAW+B8q6h4iIiJd0Ozvwp8Df29j7D1bvEbGKQW6nWsl92NxYKcC7/1ZIMR2ng5bD/hLFvi7FXgfERGRIl3V5HnrYZUVbmlx/OVaPF/GKQW6nWv10chWRdw0C/zFgK/WODwAfKuI+4iIiHTBj4GsifPeBwwCL+Z/Nuvr6p4moEC3CG+2eP4bBd33ndR/x7pVFvhLFHQvERGRwpQ99wlgB+C+Jk5fAPgQra3SLgbcGyfpgeqgNrEp0O3cIi2ef1dB921UvWGIYuoTioiIFK7sufcBWwAvNHnJSsDLNJ8yuBDwB2z1WCYoBbqdm9bi+b/LAr+Ir/vdwLN1jl+dd20TEREZlfK6urtjm6qbsXz+54U0l/oAEMRJ+us4Sf04SZdpdY4ytinQ7dyaLZ6/PvDBTm/qhNFM4Es1Dk8HvtbpPURERLotbxe8PnAAcH0TlwwA+wNxC7f5OHAm8GScpKrIMIEo0O1cO11djirixk4Y/R7YFysrNuxfwE5OGN1exD1ERES6rey5M8qeexFwQpOXDGCbu1vterU0cGmcpPu3eJ2MUQp0O9fO13Cdom7uhNGfgU2xEmPLOGG0ixNG/ylqfBERkR66Bbi0yXMXB5I27rEAcGGcpE/HSbpLG9fLGKIWwB3KAn82rQe7LwGrA3OwGoEzgcecMNJfhoiITGhxki4KfBc4jt4syD0AvKfsuc/14F7SY1rR7Vw7LQZXwPKQHsP+gT0C/DcL/PcVOTEREZGxpuy508ue+1ng8DYub2fBaCPg2ThJfxQnqeKicUZ/oZ37ZpvXbQWsUfGxB1yWBf7OHc9IRERkjCt77u9pvTRYJzVzPwf8KU7SBTsYQ0YZBbqdO4fimkBMQh3NREREACh77udpf0GpHXsDF2lld/zQX2SHnDCaA5xX4JDbZ4G/eIHjiYiIjFllz/0W8HbgNz265T7AV9VRbXxQoFuMorqdDduh4PFERETGrLLnJsBnsM3bvXAS8HCcpHtrdXds019eMS6k9Q5p9fwhC/xJBY4nIiIypuVd1M5p8bI5HdxyXeAvwCNxkrodjCN9pEC3AE4YvYqVQinKssDPCmoVLCIiMl58EqtW1Kwifo+uA1wXJ+k7ChhLekyBVHF+WPB4xwC/LHhMERGRMavsuTPLnrsxvcvXHbYCEMdJemucpBv0+N7SATWMKFAW+C8DyxU87DudMLqn4DFFRETGtLyN7/lYxaJemg3sW/bcv/b4vtIGregWqxsrsPt2YUwREZExrey5FwGbADf2+NaTgD/HSbpNj+8rbVCgW6zvArcWPOaqBY8nIiIyLpQ998Gy5+4AbAv8p4e3XgC4Pk7Sr/XwntIGBboFcsLoDWBn4IvYo40i9PIfroiIyJhT9tyby567FfC9Ht52QeDbcZJOi5P0wz28r7RAgW7BnDCaDixMMTlDs4GBLPCXKGAsERGR8e5MoNebjxbFWgdfoCYTo48C3e7wGhxvtq7fJOBXwINZ4L83C3z9AxIREamh7LmPASf06fYHALfESbpan+4vVSjQ7Y4XGxx/pMXxVgP+AdyfBf7ebc1IRERkAih77inAB4Cb+3D7LYGH4iRdqw/3lioU6HbH2Q2Orw+83sa4JeDPWeAf0sa1IiIiE0LZcy8Dtgde6cPtFwfujpN0/zhJF+7D/aWC6uh2SRb43wW+UueUl/I/V2hj+CHgm8C3nTDSX6CIiEgVcZL+H3BaH6dwH7Bb2XOf6eMcJjSt6HZPoxaFKwCDbY49AHwL+Fib14uIiEwEZwA/oLhKSK3aBLg3TtK9tFGtPxTods/qTZyzcof3+HyH14uIiIxbZc8dKnvul4B1gEv6NI3lgL8CNyjY7T0Fut1zV4Pjs2gvT7fSxlngL97hGCIiIuNa2XOfBo4EJvdxGtsBP+vj/SckBbrdcw1QLyfnAqzYdCemAzM6HENERGTcK3vuK8BewNQ+TuMTcZJ+XyXIekeb0booC/wNsPImIzec/QvYDdsNulSDYYawnNxqfueEkfJ0RUREmhQn6VLAOVgJsk4XnDrxF+DQsuf2M/Ae9xTodlkW+AsB+wMfBKYApzphdG9+7DlglTqXz6H2qvsTwLZOGGknp4iISIviJF0G2BW4kGK6mbbjJeBzwF/KnttpOqNUoUC3j7LAPx34TIuXPQn8AfiJE0aNGlOIiIhIHXGS/obWqhjNBBYqeBrTgdOBE8qe268KEeOScnT763vAmy1eszpwpoJcERGRQpyMpQk2q+ggF2BR4IvAq3GS/iRO0sW6cI8JSYFuHzlh9BzwbIuXTQLuywJfiewiIiIdKnvuo8Cx/Z5HbgkgAF6Lk/S4fk9mPFCg23+NypBVszDwo6InIiIiMhGVPffnwBbAWdgm8n7ndS4InBon6ef6PI8xTzm6fZAF/nuw3NxNsJ7Ya7QxzDQnjFRDV0REpGBxkv4KOLrf88DygT1gU6ws2r9UpaE1/SyrMSFlgV9U323l74iIiHTHccDSwIEVr82m99UZFgIeYG6Z0Tlxkl4LfLzsuY/1eC5jklZ0eygL/DWAxynuH8rlwGFOGGUFjSciIiK5OEk3AnbENo6XsQB4NJgD3An8HDi77LkK5mpQoNslWeAPYI0ipuV/HgjsAexQ8K1eALZ3wuihgscVERGRXJykn6LzFr4xsBqwYuczesuzwDvLnqtqTFUo0C1YFvhLAgdhZULWp35ns6LMAt7jhNGNXb6PiIjIhBQnqYPVsm9nf8wc4LvAidhT3Y8A+wG7AMsUML17y577jgLGGXcU6DaQBX4Z2AhYElgEy9EZBG50wmh2xXlHAt8E1uzDNAFeA5Z1wkh/oSIiIl0QJ+m+WNOmkbV078RSG2rtfYqAY8qeO2fEeIsDpwCfqDJmq8plz/1vh2OMO+M+0M0Cf1PgDOwbcGFshXUBLGB9BXt3NgNYG1g1P2c21q53KWqXYHsTSIBfA+8D9unW59CCnzth9Ol+T0JERGS8ipN0A+AYLK54B7BSk5f+BfjIyGA3H3NxYHMsvXExLL4IgVVamNphZc89t4XzJ4RxHehmgX8qoydxvFc+6YTRL/s9CRERkfEsTtKLsRSEVhxQ9tyLmhx/X+Bimk9/3LPsuZe3OJ9xb9w2jMhr1U60IBfgF1ngf6vfkxARERmv4iRdHfhwG5d+vNkTy577J2BnrFpTI68B17Qxn3FvPNfRncidw07MAn8JJ4w+3++JiIiIjEMb0t5i4XatnFz23OuBt8VJug7WGvjYKvedAxxS9tw3G40XJ+nGWMOqzYHJwPnAeWXPndXKvMaScZu6kAX+ZIrZyTiWbeGE0R39noSIiMh4kgeM97V5+f5lz724zfuui9XO3RJLabgN+FzZc+9t4to9gT9je5EqzQb+C3yq7Lm3tjOv0Ww8B7pP0r8KCCNNxXZkbt/j+z7khNGGPb6niIjIuBcn6bPYJvZW3Vz23G2Lnk89cZIuBjwFOA1OnYJ1b/1WMyvEY8G4zdEFzuz3BCocgj0qKEra5HkbZIG/VoH3FREREdNulaMt4iRdtNCZNPZ+Gge5AEsAJwDT4iQ9J07SLeIkHdNpruM50P0e9u6lF16rc+wR4K9YLkwRXgd2yv9sRjPf2CIiItKCsuf+BbirjUsXAr5W8HQaWbnF8xcAPoqlRsyIk/Tv+Qa8MWfcBrpOGM3CGj38AUvUbsYcrGXvA8DNWDA5nNsxC5ie/zn88S1YDb3DsRyXkSYD782bODwJPN/q5zHCEPZO6wBss12jvJOpwMMd3lNERESqexf2+71VXyh6Ig00+yS4mgWAPYGn4yR9Pk7SQ+IkHTPx47jN0a2UBf4A9g5qJrA0MNUJo5lZ4C8ALAu87oTRzCbHWhTrUf2SE0bTKl7fAfgKsCMWEP8Z+LYTRk9UnLMrcBW9e4NxmhNGx/foXiIiIhNOnKQDWOD6HVqrZrVx2XMf6M6s5pXP8W6syUURpgOblz233Q15PTMhAt3RJAv8LYGfAZsxtwj0bKz3dZEuBM4FPgasBTwHXAH8xQmjFwq+l4iIyIQWJ+lOwLUtXLJ32XP/2qXpzCcvUXY5sHFBQ84Eli577vSCxusKBbp9lgX+gsBNWKmQIjwA7AccjK0wjzQH+BPWQS0r6J4iIiITXpykJ2Aru814W9lzH+/idOaTbyzbD/gpsHwBQ55S9txqscaooUB3FMgCf39sBbYIM4C9sBSJeu4EtspzmUVERKQAcZJuAlyHpTnW8nTZc/taAjVO0sOw/T715tnIY2XPXbegKXXFmEkmHs+cMLoIK9ZchEWAPzZx3ubA3gXdU0RERIA8b3VlbEGpmpnArr2bUXVlzz2n7LkrAesDD/Z7Pt2iQHf02Ib2u6yMtFST5/0uC/xO3smJiIjICGXPHQLeDRwDvMDcyk1/B1Yue+5gH6c3j7LnPlL23BKwHDa/VvypC1MqlFIXRpG8OsQPsV7Wi/TotrOBLZ0wqvXOU0RERCaIOElXw7qjfZD6scgswCl7br1eAn2nQHcUygJ/GWBrYFHgHJpfoW3XbGBHJ4z+3eX7yAhZ4G+OtYaeCvzNCaPn+jwlERGR4ZJk78ZWeVcYcXgasFXZc4tKu+waBbqjXBb4HwN+04NbDQEfdMLosh7ca8LLAn9pbAPi7hUvzwK+6YRRszt2RUREui5O0i2AT2Etgs8DLs3TM0Y9BbqjXJ7OcC/g9uB2Q8B3gVOdMHqpB/ebsLLAvwgr8VLNXVj5t9t6OCUREZFxR4HuGJAF/vbAP7BUhl6YBnzUCaNRn2Q+FmWBvzbwGHMbhlQzC2v3/BMnjKq1lxYREZEGVHVhDHDC6EasKsP1PbrlYsCFWeD3YhV5Ino79YNcsDaSPwCmZIH/ye5PSUREZPxRoDtGOGF0txNGOwFHYyVKKj0AnEmxdfAmAXdkgb9qgWOKebmFcxcBfp4Ffs/aRIqIiIwXCnTHGCeMzgTWwALeLwO7Aa4TRkcDHpbfWc0jwOEt3m5RrLuLFOs/wKMtXrNXFvg3ZIE/qRsTEhERGY+UozvOZIH/DuAm5i9J9ifgYCz9YasWh13PCaNWAzOpIwv8nYDLsTSRVtwCbOuEkf7hioiINKAV3fHndKrX3d0XKw2yM9DqY/B/Z4G/WacTk7mcMLoOeBet511vDTyYBf7ChU9KRERknNGK7jiSBf4mQFrnlIecMNowb0jxZeAQrOXfkk0M/zrwbieMHuh8plIpC/zjgZOx+oTNegJY1wmjOV2ZlIiIyDigQHccyQJ/Lxqv1q4E3AiU2rjFVVjzirudMHqojeulhizwlwRuAN7ZwmXXAbuq/JiIiEh1Sl0YX55q4vjJtBfkArwP6+b1YBb4d2SB77Q5jozghNEbwObA3S1cthPwxa5MSEREZBxQoDu+3EPtqgsAZ2HpCkXYHHguC/wdCxpvwnPCaMgJo82AX7Vw2XFZ4C/YrTmJiIiMZQp0x5F8J/5HgeerHL4a+Cmt5YE2shDwryzwdylwzAnPCaNPAB9v8vSVsXQUERERGUE5uuNQFvjLA0cC22PtfP8E/BnYGIgp/g3OdOAIbMPa3U4YPVfw+BNSFvgHAec3OG0WsFye+iAiIiIVFOhOIFngXwp8sMu3mQ2cC3zKCaNpXb7XuJcF/vuweru13pxc7ITR/j2ckoiIyJih1IUJIgv8RYE927h0VovnT8JWd89q414yghNGVwGbYavlIz0FfL63MxIRERk7FOhOHAvS3t93uxudDsoCf4M2r5UKThjFgAv8BLgX23R4MrC5E0ZP9nFqIiIio5pSFyaQLPDvBjbt4S2nAv8EzgP+7ITRzB7eW0RERCY4rehOLCf3+H6LYznBFwA35B3ZRERERHpCge4E4oTRn4CjgJcqXp6O1d4d7PLttwK+3+V7iIiIiLxFqQsTUBb4iwBbAwsDtzlhNDkL/PcC/+jyracCvwDen9/7ZuBkJ4we7PJ9RUREZAJSoCsAZIE/ALyBpRv02k3AB50wmpzPZSmsve2CwE1OGP2vD3MSERGRMU6BrrwlC/wTgO/06fZTgE9inb6+ASyZv/4mcDrwZSeMZvdpbiIiIjIGtVs6SsanHwAbYW2Ee20J4Jwqry+M1YqdigXAIiIiIk3Riq7MJwv8dwEfwoLMDYG9+zoh8xqwmhNGU/o9ERERERkbFOhKXVngrwU8wuhY/X+3E0a393sSIiIiMjaovJjUlXfe+mK/55HTaq6IiIg0TSu60pQ+b1QDSIGPAcsD9zph9Gwf5yIiIiJjgAJdaUoW+MsDWZ9uPxN4Hlgz/3g28Afgk04YvdGnOYmIiMgop9QFadZ0YE6P7/cGcA0W2K5ZcWwScChwXg/nIyIiImOMVnSlaVng/w34QA9udTOwmxNGU7LAj7C2xbVs6oRRnAX+YsDbgRlYakMvg/IxJQv8FYDPAHsBCwHXAqETRo/2dWIiIiIF04qutOLLWJmvIswEHsdyb1PgXuAW4I/AJcDq+XnbNxhnhyzwvwg8DfwHuAd4KAv8vQua57iSBf5qwG3AicCmgAscC9yVBf5mfZyaiIhI4bSiKy3JAn9D4C/AJgUP/Qqw3IjXfgVsDbyjznU3A9tUeX0OcDDWaOINrJXwzALmOaZlgX8OtRuC3Als4YSRfiiIiMi4oBVdaYkTRg8CHnA0xW5OGxnkAhwD/K/ONUNUD3LBvrcvAC4F/gU8mQX+vh3NcIzLAn9hYP86p2wOlHo0HRERka5ToCstc8JoyAmjM4F1gDe7fLt3Ay/WODbQwjirABdlgb9D51Mas5YAFmlwzvK9mIiIiEgvjIZuVzJGOWH0Rhb4JwKndPE2S+X/gVVfmNTBWAtgecY3dDqpImSBvxvwJWxVegpwEXByF2sETwaeANaucfxNYLBL9xYREek55ehKR7LAXxALoJbo81Sa9YYTRks1Pq09WeAvia00TwGGauW7ZoF/KHBulUNPAVthdYMXxFZYt8WC0Gs7rRucBf5xwKk1Dv/aCaNjOhlfRERkNFGgKx3LAv+3wBH9nkeTXnTCaOVaB7PAXxNYAXjYCaPX6w2UBf5KwKeA3YH1sTzjkelAQ9hGu18A33bCaEZeCu1paqcJvAYszvxPXKYBMVat4ibgnGpzzAJ/EWyVeFHgNieMsopjA8CPgIB5Uz+uBb6OVa7YNP9vA2BdYCOsjvHiWH1j8rGHgEeAu7H0kvuACxp93URERHpFga50LAv8TbAAbCykwjwGnAz80Qmj1wCywF8OOA4L1ocf608FzgK+6ITR9JGDZIG/AXA9sGoL934F2AMLcC9vc/6VngTe44TRIxXzOhT4CbBi/tIM4KfAl50wmlVx3jrAnsCuwE7AsvmhmVht3U5MxzrXHaNKFyIi0k8KdKUQWeB/FDin3/NowavAQcCSwNnAYjXOu9gJo/3zsmo7Y4HgFdjnumsb930Ty2k+sY1rq3kNWBgLaG8D3lvjvB86YfTFyhcapDEU4XXgXXmlDhERkZ5ToCuFyAL/fcCVHQwxRGtVFIow3D2tUfWRy7DVz2Gz6Gz1ehq1A+tumQ6s5oTRK1ngL4tVobiBuSu/3fIcEOX3uQ/4vRNGr3T5niIiIoACXSlIFvh7AX9t49LZ+X9XYfVuV8LyP49g/tq6/8Nq927U9kQntkOAjwAfon+lBV8BPuiE0b+LGCwL/GWApYHMCaOpbVy/OLbCfiCWg/wk8CknjK4rYn4iItJfCnSlEFngrwi8QGersq8DOzhhdE8W+GsBnwV2w1ZeL8cesz8HXAjs19GEJ6bJzM3F7aeXgHWcMJpS76R849xiwAwnjGaPeP0bWKm4yrrAzwJfw1bbFwceAG53wujlimu3xAL+Evamqkz179nrgV0r85pFRGTsGQubh2RseB+dpx4sBXwfeJ8TRk8Cx1c7KQv821Gg245l+z2B3ArYyvLZWeAviqWFrI2lN0zBVlUd4NPAesCULPDPB77mhNGLwK1YI5GRVgN+M/LFLPCvxipVDOdkN2NH4CTghKY/KxERGXW0oisdywK/BNxPcTm2ywxXRKhxv9WwwKXT6gDSPw9jq7ErY5vpmjGIlT87rFuTGmE6sKwTRjN6dD8RESmYWgBLEX5IsRvJ6rapzTuHfZy5m8lk7Fkfq83bbJALlm7QqyAXLFd89R7eT0RECqZAV4qwVYFjDWI5nHU5YXQ2sBkw3ktXPY9VpJD+UIUIEZExTIGudCQL/ElYPmVRvlOrbe5IThjFwHcKvHevnZL/V8tZThitCnyU5oLdWwuZlQy7WaXQRETGNgW60qm9KOb7aAgrT/b7Fq+7CEgKuH+vPQ180wmjrwBHY40fhg1hDSmOzQJ/SayzWa3UkOuxTmjbANsB53dtxs17rN8TKMBs7A2GiIiMYdqMJh3JAv9arIVsK2ZgG8mqBch/wgK/MvAGcKcTRnVzcbPAXxn4JVYfttdNJxr5JXAU826cexZ4f74iDUAW+EtgndYWx1YSn8hfPxg4r874NzlhtH3FOANYm+GDsSoLjwOHAss0mOc0LDe60zctMbA5sAuwAbA37XWQ66fJwBZOGD3c74mIiEhnFOhKR7LAHwQ2LHjYmcwNDB8BPu2E0VVNzGVVbIPT/sDnCp5TO37nhNHH8nkdiNVtTYE/OWE0rZkBssD/LPDjOqc85IRR3a9/FvjrA1/BVt+XxDZZVXoS2B34Oa2/aak0C3uzsSKwKZZr/Titr9L32nQsQH8S+IETRnf0eT4iIlIQ1dGVTsUUH+hWrn6uB/wtC/xtnTC6vdYFWeA7WJC1CnA3cA8WbPXDVOBbThj9AMAJo+eAsM2x7uvwOPnK5FHDH2eBvyFWU3Y54E7gj04YTcsC/xzaC3SHgGuxdItfM2+lgiGsJNiWbYzbC88D2zph9Gi/JyIiIsVToCudOoHuN29YCFuR/HC1g/nj/QjrojXs9S7PqZqvAXcBNzph9EYrF+aB+r7A8liQfnXeDexqrMNXrbbHZ7Q6SSeMHgS+VeXQ77GOY2u3OiZWJuxU5m9KMYAFuacAWwNrYWXh1mvjHkW7C9jaCaM3+z0RERHpDqUuSMeywL+V7q/YveKE0fL5/RbCHsNvij2GD4BJXb5/I48CG1a2qm1WFvhHAj9j3pSCBPigE0aP5yuwVwDrVhyfDXzOCaPTOphztbn8HPhkkWPm/uqE0d55DvGrWBe8fhnCAv1vN8r/FhGRsU2BrnQsC/yFgf9iBf275VVgH2yD0xm01migkZexldR2TcbaFt/W6oVZ4G8H3ED1TXT/Bd7phNGc/Gv8ISy4fxm40Amjp9uece35fBC4tOhxgWewAHomFrT3y2xgFyeMru/jHEREpEcU6EohssBfAPg+8Pl+z6VFf8OqPPjYJrYlgVuAv2OP8FcBbsNyWZ8Hlga2xaoJLIXln/7aCaPn27l5FvgXAx+pc8p7nTC6pp2x25zPJKxk2bZdusUMGnS+67LbnDAarfnCIiJSMAW6Uqgs8M/DSluNZlOxVIGL+r3DvomqFZ9zwugnvZoPQBb4y2Cb5w7BVs5nYxUUVu7lPLrkMCeMzu33JEREpDfUMEKKFgDP9XsSDSwO3NLvIDeXNTjesB1y0ZwwetUJoyOxwNbL/9wQS5kYy17GGoyIiMgEoRVdKVxet/XfWN3Y0eocJ4wO7/ckssD/BPCLGofnANcAZ2K1d6v+Y83zdzfD8nzvdsJoev76UsBW2IrsLc3W7q0z13WxMmJrdTJOn8wBXCeMHuj3REREpHcU6EpX5J2+Wiqx1WMXOGF00PAH+Xx3wiof3JzXvu26vILEpVjDhnp+A/gjg928YsN3mZtWkAEnYfnDX8ZyjgFeAb7uhNHPCpjztljHN6/TsXrkeeADThjd2e+JiIhIb6mOrnTLVCzocvo9kRr+Nfw/WeB/HPghc9vkzsoC/0zgOCeMZhZ94yzwV8PKoy2GrXzvBRyONXXYqsZlRwJ/wTbJDY9zEHDWiPMcoFrJseWAn2aB/7oTRud09AnAIFYpwmX0tVwe6SvA92uthouIyPimQFe6wgmjoSzwv4qt/PXDEBZor1Dl2CzgdoAs8PfBunlVWpC5pbCOK2pCeQ3Zr2JNGSr/7V2NNd1YntqBLlgw/PeKsb7ZxjS+lgX+uc0EflngL41Vndgbq0qxHvA0tuo9WtJSHqF284khrAybglwRkQlKga5006+BHehPFYYBan9/LwhcnQX+Tlhnt1qOyQL/B9iGsJ2w0mK3O2H0eKuTyQPTr2FpBSO9F1uZfazBMJXB5aq013p5AyzNoWY5tCzwVwB+AhzIvO2YYfTl5z5F7UD3IieMGn1NRURkHFPVBekaJ4yGnDA6BNgeuBXLE32xh1NYts6xFYA7gHfVOWcRbAVzKnAltmP/0Szw/5Dn9DYlC/zFgb9SPcgdti/WFKOeeyv+v5OUium1DmSBvyi2Ae6jzB/kjkZLAp8Apox4/c/YKrSIiExgCnSl65wwuskJo63zFr5/6/d8Kiza+BRg3n8nA9hK52+buTAL/NWxfNYPNnH6R6ldmm0W8PPhD5ww+h9wczNzGOGfThhNrnP8QKDcxrj9MtUJo18BqwEHYLnMGzthtK8TRqN5M6SIiPSAUhek18ZL8LFfFvgvYpu8XgR+B3yvMrjKAn9H4HKsbm8zNgSOxaolrFHx+hTgY04Y3Tfi/C8B/2T+dshz8v9G/vueko9dzx5NznW02CEL/M84YXQGqpErIiIjqLyY9FRemuqmfs+jS24Fdsba3C4JPI5tMGvFD4ATgQ8BG2MrvBfVWoXNAn9rLCVi1/ylm/LrZ2Cb3nbBgt7LgG86YRRXXLsA1up3beBRrPXxhdjGuLFkNrB+O7nTIiIyvinQlZ7KN2X9Bjiiz1Pplhjb8NXsKu5Ic7A0hcsZEZjWkwX+YsCAE0ZTR7y+ADBUpf7u27GgduOKl+/NXzu5zbn309ecMPpOvychIiKjiwJd6bk8+DoGK+G1EWNj01M/TAV2LLpVcRb4ywH3M7fJRKVngMlYjdyx5D9YzvUK2Cr4n4CfO2H0Wl9nJSIifaVAV/oqC/yjgKjFy2YycYLja50wek+RA2aBfzwQ1jnli8CmwP5Ynu8MLBf478DpjJ3c/teBvZ0w+lfDM0VEZFxS1QXpt1Y3ED2HrTZuBnwHawpQtJGlqvpp5yzwW83zbWTrBsffC5wHHAakWJm199ObIPfxAsdaCrgkrwssIiITkAJd6SsnjF4HHm7hkiux7mF7Y4/Zu9GCtukauT2yaBb4Thb4G7VSv7eO1xscfy+2ee185k1h6GaQOwOre/sbin3zshQWsIuIyASkQFdGg2+1cO5BwDlYZYGfYzvuG3mwnUmNEo8DP8VKmN0PvJgF/hl5E4p2XVjExDowBNyF1QG+GWtlvBzWyOIkGr95mYkFxs3apPUpiojIeDBWcu1kfDsP2A7boNbIyCYPkxqc/z9g9XYmNUosAexT8fHiWK3d9bLA33NkNYUmXQNcgDWH6KW/AdcBlzhh9OjIg1ngf7bB9RdhVS2OY952yI3UasIhIiLjnFZ0pe/yVsGfAF7uwvDL0LtUhGZWl5v1KnAJsGKN43tgrZVblgfHh2IB871AryoTrOKE0U+qBbm5TRtcfx5W77eVIHcIewIgIiITkAJdGU3eW/B4bzB/17BuugnLGx5pCCt3tRcWwFbzJhAA78O+DqthTSfq2b29aYITRrOdMPqZE0bvANZsd5wWbdbgeNbE8fVbvGfghNFDLV4jIiLjhFIXZNRwwuiuLPAPxB6rF6FRoFi07YEbsU1ce2Cryf8BfuyE0a0AWeBvjJX22hf79zcNuBQ4xgmjeYLgLPDb3pSVBf7CwJ5YEPsIcJUTRrOqneuE0WtZ4P8D2K3d+zVpgSzwl63V5Q34PRbsVzPcuW2DBvd4NT83Bn41/HUXEZGJSXV0ZdTJu3ZdhDWTAFsR7UZ1hW6ZBmzrhNHdtU7IAn8ZLC3h2ZHdzCrOCYCf1LnP9k4YzddOOQv87bCv36oVLz8GfBh4AisVtiRwixNG/82vKWNB+lIjhiv6a7+nE0aXVzuQN7K4AfBGHJoGvN8Jo+uywF8KeBJYtsb4+zhhdElBcxURkTFOga6MWlngr4KtSB6G5ZOOJTHwzmY2i2WBvzSwoBNGL1d5/U6qP67/O7BXlda+qwKDzB+wguXiLgQsVvHaNcB3scoUy2DVLPbCNvldA3wbq4rwvkafR5N2d8LoqloH88/5U8BHsI13NwKhE0YPVJyzO/DnEZ8HwBnAcW1u0BMRkXFIga6MelngHwec2u95tOEdThjdmwefbwOeccLoieGDWeBvDXwP2DF/KcZWYu8F7nTC6Nks8FfDPvcPY8HnG1gnuROcMJo28oZZ4H8dK9HVjsuwyhfPwlub1sgCf33g37S2Caya14DVnDDquCFHFvhrA0cD78Aqa5wDXK8gV0REKinQlVEvC/yVsUfui3TxNnOwOq6d1Kcd6WZgFlY6bXjj59VYgLYKVmqr1uc0GzgbONYJo2lZ4C8LrED9VIe1sVXYVjdsVXoIW4meJxjNAv+d2Ga7Tr4+xzlhdHoH14uIiLREga6MCVngH4oFft2sFDKF3pQiexzLM92hiXP/CZwM3OyE0ZvDL2aBvy5wPLAlsDRWXWJtGtcVbsYnnDD6VcW9FgQeANbrYMwLnDA6KN8k9wEsGH8aq6lbNXAXERHplAJdGTPyDVOfxDpdPY89Cj+qhSFmYjmq9ZwKbI0FkLOxwHo0bISbheXlHgO8B6sp262g/49OGO03/EEW+BdjObOdmIJVgfg9sEbF6xlwkBNGV3c4voiIyHwU6MqYlQX+8IapnQocdhoWTH4TWLfAcYvyErA83V3ZvsAJo4PgrXJo9xU07mvY6vNIU4GNnDB6qqD7iIiIAGoYIWOYE0azsdXNIgOkxYDfUj3IfR1bFS7Cm41PqWoFuv/v9tKK/y+q2gJUD3LB8n6baf8sIiLSEjWMkDHNCaOhLPC3wZoiFNUFrVae61LAKdgK8lYd3mMQeHuHY3TD48AfKz4uKm1jDvUD9HJB9+m7LPAXATbPP7zTCaMZ/ZyPiMhEphVdGfOcMHqa4rqpNfI2J4y2BvYGJrc5xm3AV4uaUMFWZt43wP8oaNw7Gxxv1P53TMgC/xvAC1g5tn8DT2eB/6n+zkpEZOJSoCvjxY+AXqycvQrghNFfsbqy+wE/Br4B+MPHG/gzFlBWbcnbZ4sBBwx/4IRRim0ga9cQViv4yAbnndvBPfouC/w1ssC/D8vtXqbi0ArAz7LAb2XTpIiIFESb0WTcyAJ/VyxgWqWLt9nZCaPr6sxhKaxCwcex6g3dcC/dTXv4lRNGnxj+IC8Jdj6wb5vjDTfO+BtWWmyk67Gv65j8YZSnKtzD3JbV1TwJrJvnlYuISI8o0JVxJa/EcAXw3i4MfznwkZEdybLAXxH4OnAQsCxwB7AhVh2haL/GWuR+AauvW0Td3JF+BlyJVaC4yQmjGVngDwA/ze9d6U0a50aXsdXrhOo5v7OBkhNGj3Q06ybkQekBWMA9XLXjXCeM3mhjrBWAfbCc7YObuGSH/PxdsK/H5cBpThi91Oq9RUSkOQp0ZdzJAn9R4FfAYV0Yfg4WpMwAXsQCwj3oXimyISwdIgG+44TRlcMH8qDtp1jKRJFmMTdP939A4ITReXmwuyNwOJa2kWJf54uAzWqM9QywDraJ73N17vk9J4xOqFgRXxN4GPhLtVbHtWSBvwrgYTm/ywABFmi/jKWMfAh414jLZmNd327DNgn+yQmjyVngl7BNZa8B1zhhNL3iPsdi6TKtdOubhqWGVBrCNgA+hK3U/8EJo0b5zCIi0iQFujJuZYH/QeBiuts6uNcexMqf/d4Jo6ezwP8/4LQe3HePyiC7Uhb4ewCXUX219ignjH6TBf5FWD5zLVOxNyZnMW+O6wvAPk4Y3VJvclngL4mtRB9CMavcrwDLVXw8C1u9fgZr7Xx4i+MN0XwFi9uBrwD/GqvpHCIio4UCXRnX8va1X8XqtK7M+NqAeRm24npEB2M8iZVNewJbCa1VcvBGJ4xqtizOAn8v4PvMzVN9EviGE0a/y1M7TqHxhrRaweDLwPpOGL1S5/618n9Hg1aC3EpvYKvmfwV+5IRRUTWcRUQmDAW6MmFkgb8MsBqWT/m1Ht22Uf3YTr2IpRG04+9OGH0QIAv892OBcy1zgAXrrTDmqQ3rYyuqDwEOtsq6D52vsv6fE0Zn1LjvNlgpr/HsTeAB4DmsFfTv2skrFhGZaNQwQiYMJ4xeBV7NAv87wDZYV7VKzWysalW3V5BXon4wfT6Wk7rhiNevpaKMGJY6UM/0BsfJg+CH4K086WsorjrEOyo/yAJ/eeBorHPbyJzb8Whh7GvwDuxz/nEW+I9izT1OdcJoXNQhFhEpmlZ0ZULKS2YdggV7SwH/wYK90drIoZ7bgC2Y//H48AavlbFNWdtiqQ5nY6u5swGywN8A+A2wXZ17nOuEUdOb+7LAPyy/T1H+iVW8mJwF/tpYSbK1Cxy/m2bTneoYwx7B/u5ewNJzpjthNLmL9xMRGTMU6IrkssBfn3xFsgDVdth3yznYhrRPYCu3T2Obum4AvosFuQtVnP8K8Pl8k9hy2G7/1euM/yKwlRNGjzU7oSzwf4+9kSjSU1gpr9MYvfm4I70J/IV5V8+74TpgDSx1BOAW7O//KeDKXpRuExEZjRToilTIAv8M4Nh+z6NF+zlh9MeRL2aB/z3gy3WuOxxbAfxBnXP+CfhOGD3eyoSywD+b7pR3exDYgPY2dxVpCnAqcBT1G5ScgnWGuwJLl+mXf2L5vVOAnzphlPRxLiIiPTOedqCLFOE4rK7pWPFv4JKRL2aBvyz2udTzLWyFtJ6k1SA3V29jWyc2pLMgt5XOZC9iNXRHtpZ+CtjTCaOvAWthK8wjKyK8CnwJ+KoTRq8B22NvLP7XzqQLsAtwKFZ95N4s8G/IAr9XTxxERPpGm9FEKjhhNCcL/A9gDRpGi/OAO7HUhHWxf7dvAL8DTnDCaFaVazajcerEOjRO1Xhz+H+ywN8S+CzwbiyQuwBbHay2+/8v2OPzam2QZ2CpFL1+o/0yltbxjkYn5nZ1wuhegCzwNwU2wYLf64a/5nnJr+OzwD8Zy5NeDKuO8FBlOTAnjOZgKSbn5I0o1gYexQLk7wG7Y3V7p2Ebz7qZ0wsWeF/M2EkBERFpi1IXRKrIKzOc0O95MGITWL6JbnksaAPYG9uINA3r6HVbfl6zJbd+AXyyzvFtnTC6OQv8/YA/MH8Adgewc7VgNwv8pbFH94cBS2DB+fnYm4h3Yk0YdmZuXmk3vYQF3h9s8vwLnTA6sIvzmU8W+JOcMJqdV6z4FlYGbw3ar8PbjHWx1IsAS61YBvs7fgP7/jkfa1yhqg4iMiYp0BWpIn/0X7NBQY+EThh9dviDLPAnYS1s9wGWxcpqjcwP/S3wcSwwmkH9VdNG5dQuAg7EVimfZt5OYZVOdMLo27UGyQO3FbAA/TIseOu2J4A/YYHbPcClWH5vM13yJgObO2H0aLcm16ws8BfC0i12Bt4P7AmUKk4ZXjVeiPb8DHujU+/7ZA5wLraaP9MJo9fbvJeISM8p0BWpIQv82+lPjdYZ2ErttVhguyUW7GxN/RJgw45zwuj0LPAfBtZr4/6TgR8D33fCaGYW+PsAf65z/qATRhvVOpgHugdhm7eWbmM+9byCldUqMXfV83LgaCeMnqmYwyZYl7FmXeGE0fsLm2WBssD3gB2x2saXYXm332xzuKnA4i1ecyOWl3yZE0YN6yuLiPSTcnRFatsPy6Ps9Q7/72Abnh6mvdXPTwOnYy15f93G9Y84YXRyxce1VnIbHs/Ll12D5Qx3w3LYG4IjsUf8Tzth9HSV816mtRSAPbLAX9MJo6eywF8EwAmjkZvS+iKvmPBWDnkW+CdhqStfxLrRNetNWg9ywfJ7twdmZYH/Xyyl5VwnjF5oYywRka7Siq5IHVng7411n2pmc9BVWNeqTm2cj7VWm9cPYfMdwBpBHD7i+GvUX1l90wmjtx7x5xux7q5zfs3Vzyzwf42lUnTbS8BmThg9VWMep2BVEFpxDPZmZxfsa3kd8A0njG7oYJ5dkwfkG2HpGntj34vLU7v82e+xSgxFGMI2Jx6NPX2YXq9dtIhIryjQFWkgbyTxaSxgW6LGaZc5YfSBLPA/D/ywiWFrrS6ejAWVf2pnrrlnnDBaAyAL/AEsv/NALAC6DasK8Pdmrh+WBf41WMBXzXudMLpm5It5ysLLNNc442UsKOvE2U4YHVFlHgtj6Q3LtjDWELZZbmTu6yzg/U4YXd3mHHsuC/zdsbSR9bA3QPdjq78vAbd28dYzgJOcMPpuF+8hIlKXAl2RJuUB0ylYQ4nhAGgm8FPgc8MrWFngb4dt8NkM6zi2VMUws7FqDqdhO90/jj1uToAzsA1gXwNO6mCqk4G1am0ayje1PQS8rcb1pzhh9JUR16yAlaPaqeLlqVg+cFTjPqsBz1Q7VsXXsUoDnZQce8MJo6VGvpgF/lrY5rRWvIq9Majmv9ij+1OBXbHvhZuxnObbWrxP3+Rvgm6gubzvTvzFCaMPd/keIiJVKdAVaVEeICyNrY69Uu8RbRb4C2CPkIdrz/6xRg5p5TVHA78qYKr/xR7XXzVyjlng74B16xqZo3kHsEve5GDkvAawWrFbYOkPf3PCaHKtm+dvDF6kdsA4bAaWa3sS8PkG59Yzxwmj+VJMssBfElsxbrcyQTXVKlYMAR8FrsdKdU3P//8NJ4zqNqrIv7YLY1UN5hQ4z7qywF8Zq0pRr7tbEcpOGP23y/cQEZmPAl2RUSbfwPUCxQVmM4AngbOxkmVT8/tsgHVP2wZbnf0j8Ovh40XIAv+HNBe87os1mfgMVsZqbSyYvApYEku/aGSWE0YL5R2/9sNq9WZYLdiTgENa/gRaNwdLSRmZljIVS3u4l3zl3gmjoTzAPRr7nDcEXscahJzohFHXu6hlgf91Ont60Cyt6opIXyjQFRmFssA/EjirC0P/G+v41ZOyUFngrwHcTuMVw087YfTz/JoBbIV3ihNGM7LA/xBV2hxXcR0WKF/BvNUqhrBKFvsxbw3afvq2E0YnZoH/fSxfdqQHgK2cMHq1WxPIv86vMm9qTbfc5YTR5j24j4jIPFReTGQUcsLoN1ngP4WlMAzn0s6h87a52wIfwzqiAW8FPLsCB2Crp7diG7vqNszIAn9BrLbvklgg88KI4wsDf6O5x+IPDP9PnmbxcsWxvwP/AHarc/1sLM/3EuYvyTaA5T3vg60Ufw5Ys4k5ddPXs8D/J/CFGsc3wvK8T+niHBalN0EuwF09uo+IyDx63WteRJrkhNHVThiti61uboC1a70EW6HsxAHD/5NvTDsfCySPyo+FwH15Y4KqssDfC6v1ewPWoOHZLPAvG645m9sX2LSJ+aTYamxVeX7rh7CKFC9WOeUxYC+sqkK9BhlHOmF0GhA3MadqpgA3tXltNZ+nfl3fbj/qf7PL41caDe20RWQC6vqK7p133rkYVtpoV+wXdZEbQkTAKh88ijUmuGDzzTef1uf5FCrf8DU5/3CfvJrBmVhL2HZU1tD9FPbvc6RVgAuzwPfyXNL1scBsF2wD22ojzl8gn8+TWeCv4YTRTOzffCOPA3s32oCVp1p8PQv8E7E2vothQfQbwJ1OGM3JAv9zDe41nLbwSBPzqmYJiq1Q0KhZQzPtitvmhNHsLPCfwSqDtON/WGvlHbA3YrV8vhf5xiIi1XQ10M2D3NMmTZq046RJk5ZfYIEFFqP3XaZk/BuaM2fO+rNnz37X7Nmzt77zzjuPG2/BbiUnjJ7NV1Q/ga1yLtviEJW1U4+uc94mwDZZ4E8H/kVz7XtXAl7PAv9ALJ2gkd85YfRwE+cBb6U1TM//u3bE4WcbXP5c/ueZWC5vv59oXQG8p87x63swh2OxTYDt+LgTRn8FyAL/ndgbpv2wN0ED2Mr5cU4Y3VLEREVE2tHtFd0DJ02atONiiy228iqrrPL8kksuOXXSpEk9K50jE8Ps2bMXeOONNxZ//vnnV5k2bdqOs2fPPhD4bb/n1U354/yfAT/LGzN8C+tyNXKldaTpWHvgYWs3OH8drDJDM0HusEWAP2NBeCPtdn+r5q/UbzzxmyzwF8JWIj8J/JzmOt7VMpP2n1ClWB3eXYDdqxx/PT/eVU4YXZK/KfkFc1s5z8TaT5eo/mZgFvCZ4SA3H+durNFJq93nRES6qtsrGrtOmjRp+VVWWeX5ZZZZ5g0FudINkyZNmrPMMsu8sfLKK78wadKk5Wnukfm44YTRdCeMvuSE0XBziqOwJhYjV0qfBfZywuiBitceazD8m1jd3FYNYDm6jao7tNrIoaa8LNqhNe55AVDGgtwXgB9hLXDrdYhr5Hxsg2CrbgH2cMJoFrA/Vk6scvU7wbrNPdrB3JrmhNGFwApYKsg2wPJOGG2S1yTeEbgMS/e4HWtysrgTRr/sxdxERDrV1fJid9555y2LLrro2zfaaKMHFeRKt82ePXuBBx54YMPp06f/d/PNN9+m3/MZDfJHyh4W4P0zz52tPD68slnNfwEfaxvcLf/DVgIjrJlGxz+QssBfD8s93pS5dXSPpXoL4wRbAW60El7Nx4D7sEB1/VrTwcrE3YB1wLsPyyke2cBjNSxV5CUgLuLrICIi3Q9071h00UU3dl33/q7dRCQ3NDTEfffdt/H06dPv33zzzd/V7/mMBXnntt8Ah4849Azw3vzP52i8caoIvwQ+VXSQlwX+B7AyZ7W8gq2ortDCsFOB1Yc7w2WBvznwEWzD2q3AncA04CkFrSIi/aM6ujJuDAxon2Or8moFH8OC3f2x1Idbgd87YfQ6QBb4vwaOb2P4Vuv+fgJ4dxb4F2IrvfcBtxUQKH6wwfHlsBSNL2NlsBrlIw8Bn6xsf+yE0Z1YcCsiIqPIuAh0n3nmmQVvuummJZIkWXTatGkLLLbYYnM8z5u+3XbbTVl99dVn9Xt+IqNZHkjekP9XzZewx+4fbXHoR6n9SL+WzfL/ht2WBf5+Thg92eI4lZr5Obcw1kyjUZB7NfBNJ4xu7mA+IiLSI2M20J0zZw4XXXTRMj/72c9Wuummm2r+ctpuu+1e+/SnP/3i/vvv/+oCC/S7mpDI2OOE0ZvAYVngn4yVw5qFbWz7NFZXdjHsZ8nwkvrjwFexigbndHj7dwO3ZIH/LeBaJ4weamOMa4AjmzjvA02c8xEnjF5rYw4iItIHYzLQffLJJxc86qij1r7mmmuWbXTuTTfdtPRNN9209FlnnTX5rLPOemKttdbSCu8odc455zjf+c531vnqV7/6+GGHHZYNv7799tu/HeDGG2+8t3+zEyeMHgQerHjp8uH/yTusbZh/+GDejGAAeAfWaKITq2GtkMkC//eA74TRjBau/xNW07Xc4LxGuS/PYQ0qRERkjBhzgW4cx4vstttupRdffLGl+pXXXHPNsltsscUS//jHPwbL5XIrvyTHhY985COle++9d8nBwUHlEUrh8rq+9494bQj4Qhb4vwWOALbGUgNKtN/161DgVayKQrNzezML/PdilR32avO+AD9v1MFNRERGlzH1LP/JJ59csJ0gd9iLL7640Pve977Sk08+OeYCfJGxygmj+5ww+qITRts7YVTG0h2e6WBIPwv8Wk0has3hf04YfQj4Rpv3nAGc0ua1IiLSJ2Mm0J0zZw5HHnnk2u0GucNeeOGFhY466qi158zRwoxIPzhhdAewLta0oR2LYLWB27n3ScDBbVz6Wt7gQURExpAxs7J50UUXLfPPf/5z2SLGuuaaa5a9+OKLlznggANeLWK8Zjz22GML77777m/fbbfdsmOPPfa5H//4x6vfc889S7322msL/n97dx/T9J3HAfxNgUKhhZYKJaIooEdQuC3DjWBA/IM93JbsKQHkyJTTxlxkmdSpCcmyu5jLtkt0P3LTuZii7o87ZGxTNLdsHjYZ1Zg9gMbhwClsykQolsfS8vT79f6oJTz4hLRA6/uVmAC/L9/vF6vknf4+v8/3k08++SU7O3vg8OHD0TU1NYva2tpCnU4n4uPjh15++eXbW7Zs6QoMnH5S6ZkzZ1QVFRWxV65cCR8eHpZFR0eP5OTk9JSWlnao1Wpx4rru70lOTk53f5yWlmb7/PPPr8z0Z7FarYEff/xxbF1dnbqjo0MeFBTkjImJGcnMzOzbuXPnLaVSKU0cu3///ti6ujq1xWIJCQoKklauXGnX6/Udzz33HB/qeUzdecBtl9WgbwbwT7i6OsxE78RPrAZ9DoBdADIA9AM4AVfv3F+1gnHq6Wu/YOY8doIbERHNHZ8JugcOHIjx9HxzGXTdbt68GVJYWJgSFxc3lJub2z08PBygUqnEN998M8FkMkUtWrRo5KWXXroNAGazWb1v3774CxcuKA8ePDjpqFaj0bho7969y0JCQqScnJyeqKio0YaGBlVlZWXsuXPn1J999lmzRqMR1Wq1WFxcfOurr77SWiwWeXFx8S33HHFxcTOuVW5tbZVv2rQp2WKxyFesWGF/5ZVXuiRJCrhx40ZIdXW1btOmTV1KpXIEAH777Tf5G2+8kWyxWOSpqam2jIyMfofDITt//nzkW2+9tXL37t3XN2/efHu2f6fku7SCscJq0P8brqNnw+F6YGwDXG3J7lXHexnA+IOJVoP+z3Ad5+t+mGwRgB13/sBq0F+C64SyJXA9UPa/R9jq4Uf4HiIimmc+EXTv9Ml9UH/LGTGbzRHt7e1BixcvntPbkZcvX1YWFRV1vPvuu+M1ilVVVVEmkykqKSnJXlVVdUWlUkkAYLPZbhYUFCSbTKaoY8eO9W3YsKEbcAVIQRDiQ0NDpcrKyqaUlJQh91y7du2KP3nyZPSePXuWCIJwXaPRiGVlZe319fUqi8UiLysra5/N/nfs2JFosVjkW7duvfn22293TLzW1dUVpFQqRffnO3fuTOjq6pLv2bOntaCgoMf99Z6ensDCwsJkQRDiX3zxxd7Y2FjeEn6MaQXjEADTnU9PAfiH1aBfCuAcgKVThtsB/NV9iITVoA8DsB/375jwxwkfrwSwDq5DH2Zywsh/ZzCWiIgWCJ+o0T179my4l+adi2NNJ1Gr1WO7d++eFDaPHz+uBYDS0tKb7pALAEqlUtqxY8fvAPDll1+OH09aXV0dNTY2FvD6669bJoZcACgrK7upUCik2tpa7dDQkEePCvvxxx/DmpqawhMTEx2lpaUdU69HR0ePKRQKJwBcvHhR8dNPPymzsrJ6JoZcANBoNOK2bdvaR0ZGAk6ePKnx5B7JP2gFYxtcPXT3ArgG4AaATwE8oxWMZycMfRauk81maqb/N3ziTQEiIprMJ355NzY2hnppXkV+fv6c1okmJibaQ0NDJx1peu3atXCZTIacnJyBqePXrVs3IJPJcO3atfFQ3tzcHA4Aa9eunbb3qKgoMSkpyd7Y2Khsbm4OffLJJx2e2nt9fX04AGRkZPTdrWZ4oh9++EEJAIODg4Hvv//+4qnXu7u7gwCgpaXFK68t+T6tYOyAq+52132GefROzz0MA2ibg3WIiMjDfCLoOhwOr7zzbLfb5/wdba1WOzr1a4ODg4FKpXIsJCTEOfVacHAwIiIixvr6+sZfK5vNFggAsbGx0+aauEZvb+/90+gM9ff3BwKATqe767oTudduaGiIaGhouGcYsdvtHt0jPXa+n4M1QuA65e2B/+6JiGhh8Ymgq1AovNILLCwsbM57jAUETL9jGh4eLtpstqCRkZEAuVw+KeyOjo6iv78/SKFQjNe+uutgOzs7g1NTU4emzme1WoMBIDIyUpx6bTYiIiLG133QWJVKJQLA9u3b27Zt22bx5D6I3LSC8YrVoD8B4FUvL1UI4IiX1yAiIg/ziRrdu4U5D83rsdv6s5GUlGSXJAlms1k59ZrZbFZJkoSVK1fa3V9LTk62A8D58+dVU8f39PQEtra2KuRyuXNi/a5MJnMCwNjYoz/3lZ6ePggA3333XaQo3j9Du8c2NDRM+5mIPGwTgBovr5Hp5fmJiMgLfCLoZmVlDXppXvuDR3nfa6+9dhsAysvLlwwODo6/JoODgzJBEJZMHAMAeXl51qCgIOcXX3wRc/Xq1UktmD744IPFdrs9MDc31zqxFjgyMnIMAG7cuCF/1H2uWbPGnpKSMtja2qooLy+PnXr99u3bgQ6HIwAAnn76aXtqaqrt3Llzmk8//fSuPVIvXbqk6Ozs9Im7CrRwaQVjv1YwvgogBcBf4Go11nnn8ihcNbazxTZ4REQ+yCdCRlxc3FhWVla/J1uMZWdn9891a7F72bBhQ7fJZFJ/++23mhdeeGF1dnZ2b0BAgNNsNms6OzvlOTk5PYWFhd3u8QkJCSPbt29v27dvX3xeXt6q9evXd2s0mrELFy6ompqawpcsWTL0zjvv/D5xjYyMjP66ujpNSUnJirVr1/aFhIRIcXFxw0VFRd3Td3RvH374YevGjRuTDx06FGcymTRPPfXUgNPpRFtbW2h9fX3EqVOnGhMSEkYAoLy8vHXjxo3J77333vLKykrdqlWrBlUq1ZjFYpG3tLQorl+/rjh69GizTqdbEK8D+TatYGwG0AzgqNWgDwQQA6APrvraFgDRs5j+2ux3SEREc80ngi4AlJSUWDwZdEtKShZU3ejBgwdbKyoqomtqahadOnVqEQAsXbp0qKioqEOv13dNHb9169au5cuXDx85ckRXV1encZ+MVlBQ0GkwGG5pNJpJtQXFxcW329vbQ2pra6MqKyt1oigGpKWl2WYadBMTE0dOnDjx80cffRRrNps1x48fjwkODpZ0Ot1IQUFBZ0xMzHhoXbp06WhNTc3Phw4dijGZTJozZ85ESZIUoFarR5ctW+YoKCiwpKWlLYjyEfIvWsEownU4BADAatCvANAAIOkRp/wXeGgEEZHPCXA6pz3o7zH19fU/hoaGpqxevbpptnNJkoTnn38+qba2Vj3buZ599tner7/+ukUm84nKDZqBy5cvpwwNDTWlp6evme+90MJiNeiDAVwEsOoRp/iDVjBe9dyOiIjI23wm6clkMlRUVFyPiYmZVYsfnU43ajQarzPkEj1etIJxFEA2gP8AeJSOJIJnd0RERN7mU2kvPj5+7PTp01cepo/r3eh0utHTp09fiY+PZ00o0WNIKxi7tYKxCIAOwNkHjZ9iiRe2REREXuQzNbpuTzzxxPD333//85YtW5bNpIwhNze3t6Ki4jpD7mT79++PGRgYeOC/g8zMzIH169dPO7mNyBdpBaPVatD/CUAtgIyH/LYLXtwSERF5gc8FXcD1zu4333zTUl1dHXngwIEYs9l8z4fUsrOz+0tKSix5eXl9LFeYrqqqSmexWB6q5RiDLvkTrWC0WQ36TAC5AI4CmHZU9RR/9/aeiIjIs3zmYbT7aW9vDzp79mxYY2Ojwm63y8LCwqTU1FRHVlaWfaG0EKO5wYfR6FFYDfoQAAfh6sN7Nwe1gnHbHG6JiIg8wCff0Z1q8eLFY/n5+f35+fn9870XIvI9WsE4DGCz1aD/G4BKAM/A9fvxJoC/gcf/EhH5JL8IukREnqAVjG0AsuZ7H0RE5BksWiW/4c0yHCIiIvI93g66owCcoigyUJPXSZIkA+AEMDLfeyEiIqL55+0A2ipJksNms4V5eR0iDAwMhEuS5ADw63zvhYiIiOaft4NurSiK3R0dHbG9vb0qURRlvL1MnuR0OiGKoqy3t1fV2dmpE0WxG67eqERERPSY8/bDaMdEUcx0OBw5bW1tUTKZLA5AgJfXpMePU5IkhyiKnaIofgvg2HxviIiIiOafV/voAkB9fb0CwAa4mrInAHiowwmIZmAErnKFWgDH0tPTHfO8HyIiIloAvB50iYiIiIjmA7shEBEREZFfYtAlIiIiIr/EoEtEREREfolBl4iIiIj8EoMuEREREfklBl0iIiIi8ksMukRERETklxh0iYiIiMgvMegSERERkV9i0CUiIiIiv8SgS0RERER+iUGXiIiIiPwSgy4RERER+SUGXSIiIiLySwy6REREROSXGHSJiIiIyC8x6BIRERGRX2LQJSIiIiK/xKBLRERERH6JQZeIiIiI/BKDLhERERH5JQZdIiIiIvJL/wf8MA6b2d603gAAAABJRU5ErkJggg==\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 247, "width": 349 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Check root cell and lineage\n", "pt.plot_root_cells()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 2.3. Pseudotime calculation\n", "\n", "You need to calculate neighbors and the diffusion map before funning DPT. If you have processed the scRNA-seq data according to our tutorial, these calculations have already been performed.\n", "- Neighbor calculation: https://scanpy.readthedocs.io/en/stable/generated/scanpy.pp.neighbors.html#scanpy.pp.neighbors\n", "- Diffusion map calculation: https://scanpy.readthedocs.io/en/stable/generated/scanpy.tl.diffmap.html#scanpy.tl.diffmap\n", "\n", "\n", "### 2.3.1. Check diffusion map " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check diffusion map data.\n", "\"X_diffmap\" in pt.adata.obsm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate diffusion map if your anndata object does not have diffusion map data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# sc.pp.neighbors(pt.adata, n_neighbors=30)\n", "# sc.tl.diffmap(pt.adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3.2. Calculate pseudotime" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "image/png": { "height": 247, "width": 349 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Calculate pseudotime\n", "pt.get_pseudotime_per_each_lineage()\n", "\n", "# Check results\n", "pt.plot_pseudotime(cmap=\"rainbow\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pseudotime data is stored in the `pt.adata.obs.Pseudotime`" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Pseudotime
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" ], "text/plain": [ " Pseudotime\n", "index \n", "0 0.175565\n", "1 0.712654\n", "2 0.953920\n", "3 0.642302\n", "4 0.951093" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Check result \n", "pt.adata.obs[[\"Pseudotime\"]].head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3. Save data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.1. If you started calculation with an oracle object" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Add calculated pseudotime data to the oracle object\n", "oracle.adata.obs = pt.adata.obs\n", "\n", "# Save updated oracle object\n", "#oracle.to_hdf5(FILE_PATH)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 3.2. If you started calculation with anndata " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Add calculated pseudotime data to the oracle object\n", "#adata.obs = pt.adata.obs\n", "\n", "# Save updated anndata object\n", "#adata.write_h5ad(FILE_PATH)" ] } ], "metadata": { "finalized": { "timestamp": 1653490662145, "trusted": false }, "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.10" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }