{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "f432387d-2ee2-41e1-961f-a12e17365dde",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "source": "# Simulated root"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Perform a water flow simulation on a simulated root architecture.",
   "id": "200d11f255a25a7d"
  },
  {
   "cell_type": "code",
   "id": "60bae6a9-56d0-49d9-aa69-c066b0742d19",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T16:59:01.270973Z",
     "start_time": "2026-01-23T16:59:01.268285Z"
    }
   },
   "source": [
    "import pandas \n",
    "from openalea.hydroroot.main import root_builder, hydroroot_flow\n",
    "from openalea.widgets.plantgl import PlantGL # notebook viewer 3D\n",
    "from openalea.plantgl.algo.view import view # 2D view\n",
    "from openalea.hydroroot.display import mtg_scene"
   ],
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Architecture generation",
   "id": "5efba74fe9cb1ff1"
  },
  {
   "cell_type": "markdown",
   "id": "8a6fe0a8-b862-4e39-983f-28271db0c8ca",
   "metadata": {},
   "source": "The Hydroroot generator of architecture is described in ([Boursiac et al., 2022](https://doi.org/10.1093/plphys/kiac281)). It uses length distribution law for laterals, specific to a given species, to generate realistic architecture. Here we use the length laws determinated for Arabidopsis Col0."
  },
  {
   "cell_type": "code",
   "id": "acaa9e31-9813-4455-8b84-96c09976ba77",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T16:59:06.779023Z",
     "start_time": "2026-01-23T16:59:06.772888Z"
    }
   },
   "source": [
    "length_data = [] # length law used to generate arabidopsis realistic architecture\n",
    "for filename in ['data/length_LR_order1_160615.csv','data/length_LR_order2_160909.csv']:\n",
    "    df = pandas.read_csv(filename, sep = ';', header = 1, names = ('LR_length_mm', 'relative_distance_to_tip'))\n",
    "    df.sort_values(by = 'relative_distance_to_tip', inplace = True)\n",
    "    length_data.append(df)"
   ],
   "outputs": [],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "id": "6741b005-035e-46fe-8502-593b3763eb7f",
   "metadata": {},
   "source": [
    "We generate the MTG with some specific parameters:\n",
    "+ primary_length: length of the primary root\n",
    "+ delta: the average distance between lateral branching\n",
    "+ branching_variability: the variability of the branching distance around delta\n",
    "+ nude_length: distance from the tip without any laterals\n",
    "+ order_max: the maximum order of laterals\n",
    "\n",
    "And return the primary root length, the total length and the surface.  Seed may be used as seed to generate the same architecture."
   ]
  },
  {
   "cell_type": "code",
   "id": "2141a9a8-76fa-45aa-a177-1a361eef4827",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T17:00:45.810771Z",
     "start_time": "2026-01-23T16:59:18.922514Z"
    }
   },
   "source": [
    "g, primary_length, total_length, surface, seed = root_builder(primary_length = 0.13, delta = 2.0e-3, nude_length = 2.0e-2, segment_length = 1.0e-4,\n",
    "                                                  length_data = length_data, branching_variability = 0.25, order_max = 4.0, order_decrease_factor = 0.7,\n",
    "                                                  ref_radius = 7.0e-5)"
   ],
   "outputs": [],
   "execution_count": 12
  },
  {
   "cell_type": "markdown",
   "id": "4002d295-6dff-4ee1-a590-d8271e4ea6d0",
   "metadata": {},
   "source": [
    "## Run calculation\n",
    "\n",
    "Some conductance data versus distance to tip"
   ]
  },
  {
   "cell_type": "code",
   "id": "d5be93d4-38d5-4dc6-a85c-a5c884493f6f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T16:53:55.222990Z",
     "start_time": "2026-01-23T16:53:55.220376Z"
    }
   },
   "source": [
    "k_radial_data=([0, 0.2],[30.0,30.0])\n",
    "K_axial_data=([0, 0.2],[3.0e-7,4.0e-4])"
   ],
   "outputs": [],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "id": "daa6cf11-2986-4d5c-8684-39c8b7771197",
   "metadata": {},
   "source": [
    "Flux and equivalent conductance calculation, for a root in an external hydroponic medium at 0.4 MPa, its base at 0.1 MPa, and with the conductances set above."
   ]
  },
  {
   "cell_type": "code",
   "id": "e6de7a98-fa43-4006-a957-783ff9a32d4d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T16:53:55.335043Z",
     "start_time": "2026-01-23T16:53:55.268978Z"
    }
   },
   "source": [
    "g, keq, jv = hydroroot_flow(g, psi_e = 0.4, psi_base = 0.1, axial_conductivity_data = K_axial_data, radial_conductivity_data = k_radial_data)"
   ],
   "outputs": [],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "id": "831c5617-0a70-496b-b130-6a35ca651869",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-01-23T16:53:55.344079Z",
     "start_time": "2026-01-23T16:53:55.341780Z"
    }
   },
   "source": [
    "print(keq,jv)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0070820173587472085 0.002124605207624163\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "id": "5c1ea725-ff0b-4b6c-ac48-b8dccfcf90d2",
   "metadata": {},
   "source": [
    "## Display the local water uptake heatmap\n",
    "\n",
    "to reduce notebook size we use here a 2D view but you can use the openalea.widgets `PlantGL(s)` to display an interactive 3D view"
   ]
  },
  {
   "cell_type": "code",
   "id": "f154d253-5429-4479-a32e-5fb70325f49b",
   "metadata": {
    "editable": true,
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-01-23T16:53:55.937096Z",
     "start_time": "2026-01-23T16:53:55.389871Z"
    }
   },
   "source": [
    "s = mtg_scene(g, prop_cmap = 'j') # create a scene from the mtg with the property j is the radial flux in ul/s\n",
    "view(s) # use PlantGL(s) to display in 3D"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ],
      "image/png": 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THLsBTiZB3+2QboHp9SGkI9y9HyLSi3wphBAVmATtQgghyrWTmJlAFG1J4iGuw3Apmm71U+bbXF38eZh2eFosXOel42LM2fHFnQAWaYc5GhLJdVsy12W6Oh84Y4Kkq6zRpEpgNjTVOclRLvIHGSTjZAA3I0T1gikNofl6mHgEUi2wrQ3cdQB2JcDJwtTZCyEqPAnahRBClFt7VUcYTnM94TxNs8tPqLqY3b0zs+xKGnE0b3KBnx8wUztXu8YaBFAFX4JrxzCwloWlttSWJ8NrB2CfDS0b3fGjMUOJ4ixxHM/xXCtvmNcSziTDiSRrS8iVzeHlEzA256ZCiGucBO1CCCHKpc3ANE4RwxFG0STnk8aswD3LxUQ3QuNd0PPIozfERE2MNK+/jxF1khi2XWf2saucXHWPcbd9rO5UxUQDojmK+b+yHateAfBdG2iZ1U5eZeG/agytPOG1k7BHerkLISRoF0IIUR6tIYxPOUB/nHiZlnkH1Y0+/+9tLjbSl9Awd34nitis7Ht2N3MdlTCwkhNMqw3/u1q23Zh/y8f8BNCIC4RzjlVYKLhVTWUneLgqHE+BR47ACSmVEeKaJ5l2IYQQ5cpmwvmEg0SQxvVU5gaqZtam56Amc56fmjVNFYiHhJjzHCaK1EuPZVMff8bTk1TtJP2qwN7dMP7EVd49DbZNRr3EhyBaMphEYjnEwsyONwWp7gLT60GAE/TZBbEFLOgkhKj4JGgXQghRbqhAN5Z0MszVGG9pSnWc8t84XRWF61h0yDDBPS5NaEUVzJlHuTJgDsKLdCx86LaHZQNhagh8dDjvQ48B7nEt/LuoB7404F426Ef4Sp9w1e0DneGHJuDrBHU2QopNs2SFEBWRBO1CCCHKBQs6m7jI5NRz7Pu+OlF7TZc7xeSmKmCu25BZw/JvPIzcBU6JxsyJoG9zLt/ilAA8iNTO0cbHzMymcN4LkvIIlF2goNuFAhlxZvapSWiZ1e2xV93e3Qjb2kJNV+j6L4SlFvHEQohyTYJ2IYQQDk9lxjdykUmcwHN3dc5s9QKnAmpTVFR9rIM1ek+HoAyo5QPVccEdj3yrWt7Te5MS0pPxUTGYUxP45jSsza++3ZZ+7vn4p7YGUdfzGzOIIuyq26uuMrs6wK8traUyh3LOZRVCXAMkaBdCCOHwlnGOtznCQzTmXqrRqSnUCSpgB5UdD8j6dzr0rgxDmsL9tMRIDBtIzqemXMPjmAvf7nHFXO0iQ7xhaQTE5NWPXdXNF7FcxYKBJw/2ZfO5mvzJQsI5a9N+qu97D19YeB5229KaUghRYUjQLoQQwqF9zWmmcYQxNOQurH0RB9SE5n4F7JQO0wKfZJZKUefSDw+WkZTnbgYN3u4EJhdXvKjKHZVgYwI8cQTScgfovjAlFOKLOEE0qb4rfx2/HW8CCeGoTfv4mOCThnBvEPwYDgcl4y7ENUOCdiGEEA7rF+BXPJlIK24hgEPn4e01gJoEWhAD3MhfLOAwH6ssebaWiV2pyih8ruw4c4kOUaEG5mxLxVI9hm8bwd+JkJE7Me8DP0dBchGy7apb5E8+qn+7N41pxWm2c55TNu/fxAOGV4X3TkuNuxDXCgnahRBCOBxdhy8OwYNfw4PhfnShUmaQnZAKTfzhyY5XOYAJWrCfFGL4l0NktpDJpm4B00gDXOCnLhphBg+S8KSpm457GLRUy6/mrpsv4ruo+gCggwa6BlX1JjSmJWuYSyyRV20FeUl9d3ivPgzcA403W6+ZEKLiKvSfm/Xr19O/f3+qVauGpmksWbIkx/O6rjNx4sTM593c3OjRowf79+/PsU1qaiqjR48mICAADw8PBgwYQEhISPFfjRBCiHLPrMPi4zDmR5haH/pU1nJ0iXF3Am8VMBfEqALjPazQr8epcjJVbz9Pqo0F6EYNAl1V3bnGQnMku0jiwG3Weaex2WrbPTQwehSuV3t2BhPs94RRu51oxE1UpjbzeIPIdNvrbSo7w4a2EJUOLTZBgvRyF6LCKnTQnpiYSMuWLZkxY0aez7/33ntMnTo18/l//vmHoKAgevfuTXz85RkzY8aM4eeff2bRokVs2LCBhIQE+vXrh9mc10wfIYQQ1wqVEF9+Eh78E97sDyM6WOvMlQwzHLpQmJVIW7A30kDo743YbYjmY6JIsDFwdzdBygUDBw57E666txvM7G4OLXbB8ayWi58Bba5281CAIBMsrwlmTcX9Bm7mQVx1P7rsPseOaDiRYNtxnAxwvLP1ZmfATjiXUvQxCSEqUNDet29f3n77be64444rnlNZ9unTp/Pqq69mPt+sWTPmz59PUlIS33zzTeY2sbGxfPnll3z44YfcdNNNtG7dmoULF7J3717WrFGFildSmfm4uLgcX0IIISqeRcdh6C/wcm14rmXO52KS4ekfoVNjGw5kUDcAA+mzXqN+ijuTqMEm4plDDIk2BO7NvWHidZBEJB+xlQiSVcUNzZPgmZPZNvQtZqGpBidS4FBWXqu+1pwRrT9m7JGjzDgO356Fb0MhKr/G8lk8TbDyeqjiDLND4HS2Gn4hRMVg15r2kydPcv78efr06fPfYy4uLnTv3p1NmzZlfr99+3bS09NzbKNKaVSAf2mb3N555x18fHz++6pRo4Y9hy2EEMIBfLQDHvkJpvSAly+/ReRQ1xdGtbf13a0W7uc0Hq8PbfHiRfz5k3A+IZ50W+rGLRB9IJjE8Er8yEmMRgsftoDDR2FlTNY2KvNfnFVKDbA2Bn4/b/22J3fQ3XgTD3f4noF1j3I8AaYcgnF7YPxeeLeAbjE1XOHbltbM+7OHZIKqEBWNXYN2FbArVapUyfG4+v7Sc+q/zs7O+Pr65rtNbi+//HJmhv7S19mztvWzFUIIUT5M2Q2vbYIve8OoVnmXzTz0le3H01VaXPsId1cLD7W1PtYRb94kmM24YFPptwXOXQAtqSHLOE8GOtXcYHBNGH0A1kVZNxu574p5rja7zgOeyJaHUpNtO9KHZnQj1Wsr4xvDnNZwaxC0rARvbIU7NsOsM/kf864qcH81GH9UatyFqEjUnzW7UxNUc5fN5H4st4K2Udl69SWEEKLi+egfmLwUatwbSf9GvmhaHvkkVeu+F1rZUhqjeGZNEI3N+XArPDn9GXR2gx3DrV1c8jOoFvzdHm509WUVXoxmK184d+alppB8Bs6oyN8HXqxU5Lmo+JugjRfEZ5vSZcBIMA34g9+oxF+08+tOOz9rd5gm3mTWuz+9Az45pgraYWU7CHbNeSOgvlp6QZ/tsLF9wa9TCHENZtrVpFMld8Y8PDz8v+y72iYtLY3o6Oh8txFCCFHxqez0t0fgxU06s4fobGvoi3sB0aW/G/z1uG3Hfty4mupbL2DOuHLW6oaH4HQItJ5AgRn3347C13vgse/gYlRVjhHPI2zEywTVUuDJg7DdDW7bae0sU2QWeHk3/Bl++SE/AunLPWxkFYfZndkGUl2apj4wtCacvg023wDBFmj5O9RZBylm61dGVrlOPXdY1gZaboIUC6RLS0ghyjW7Bu116tTJDMpXr17932MqQP/rr7/o3Llz5vdt27bFyckpxzZhYWHs27fvv22EEEJUbKrTybITcP8iMw1bxlO3SRoeBtXYMe+g/azK8xjBw/nqx47CTBzu7O3Qgjo+V3Yl83SBkBfhUFUYHa8Tl0/InW6BtCOQ7AkfO9ekBh4kZxWwP9cYHgsCkwUS0gv76nONpya41Mq5eJMBQ+aiSzfQl42WbUTplxNdJgN4q7aXTrCiG1wcCHu6QOPlUGspjNkLJxMh1QK+TrDqeqizEUZnn0ArhKj4Qbtqz7hr167Mr0uTT9W/z5w5k1neoto5Tp48ObOlowrER4wYgbu7O/fee2/m9moi6ciRI3nuuef4448/2LlzJ/fffz/NmzfP7CYjhBCiYlNlHkuPW7h3byyNe4UzpUcaHbSCSyDH/Qhd86h1z8v7JLGPDDacuYGtj2n59mJva4Rvf4Yp6ETkFbir+Nyc9U6pacymE8kYMtctVVnvDxtBS1WW4k6x3KPBQ86wIw6SsqX+1Q1MW7qyJvkRDphVNv/KGa9qHOrLywlO9oefOsPhi/DoTjib1UEmyAVWtgKvNFgdAZFX6UQjhKggNe3//vsvN95443/fjx07NvO/w4cPZ968eYwbN47k5GSefPLJzBKYDh06sGrVKry8vP7bZ9q0aZhMJgYPHpy5ba9evTL3NRptbr4rhBCinJpzEEatstBlzDHGUpNbCbjqPt89ZvvxTXhlhrdrjvfm9lp55+5dTPDzffDMNo2f1aTOmhmMxUhA9lyWCm5VT/Z4mH8EXm2p0c4QxKTYJJqedufmmnBPDBwsTveYS3xg60VIMlt7xOfgBnPCIqkcdJ5Gxsb5fhqhdA2E1b2ufLyFFwwMhFH7oHMgTKkP3iUyq00IUVI0Xc0ALWdUn3aVsVedZLy9vct6OEIIIWz0/haY5R6CQctgVnNveuFn92v3GvA96WykNgGcLjA/tfwI3LUEag3MoHfDeCbjg2dW4D53KyzbB33awPjTcKofRJqSuS/+LCdWNqR+PDSsAwuD4Qkn+LBW0ce8OQl+OgUv1oPKuT50uDcRvj0DvzX4FS+TM924pcjn2RgFDx+E1u7wVUtrqY0QonzEtPI/VyGEEKXivZ3w9hZwrhPJd839SyRgv2QiY/Dh6gvxdQyGBxvB0HgTF/DgESKwXCqVsUD7mvBoa/DJ6s6iSlR0rwhG9orgrR6wYTckh8PXO4o33k7usCcS4vKoj3/dBRrWhWbGrqQRxR8sLfJ5uvjB983hz4tw6z/FG7MQonRJ0C6EEKJEqc9z5+yC2XoI1Ubu5iePBrTO7Mlof9+QxK8k8/JvE4lJPmSdvVoAP3eo4wzTf4X959PYxcWcleOXPou2QPP3oRpuvEI9tvtGY6xj5q+R4K9DhBMMyOrXXuTPrw3Q5S9rB5jsrjPB385QA186cSuBeGd2kykqtdrrrm7wdxT02lKM8QohSpUE7UIIIUqM2QJLTus8ucWM0SmDr73q0tjgVmBddnEkYyQFjZ9uvZcA1+Y2LVc69mYIfx12VfHAN7EWXfQjxGPG1QRuWd1qKh2GCw1UoY0BX5xJIppwYvDz1DE0Bd0M69eB81yYtA4iU6yvvTC8g+G3buCSxztzoAYGTcOECxc4xx42Ys6cJVs0anJq/M0wtQncsd1aSy+EcGwStAshhCgRKuu84ozOIycS6fz4WT5tXok2eJVYwK6YSSGRUA5F1iLDYlu7GYMBTEYwaRoeszw4d8qZIYRwQ7s0RvewbrNtjHXy6v4LamVVP0ZQlY+J55i6KYiFQA9YPwKCfWDWfqg739rnfedF28f+Yy0Y8pe1VWN+XHCjHTcTxnl2sIVUUigqVc/uYYQzKfDucdgeL8G7EI5MgnYhhBAlYtERnQdORNG8ZxTP4sVNVCrRK30uErYfM5Jy3oOvtwwmLv0JtSRRoY6x4lmN8xNrs3enD88TyrHM9jFWt1aBO7LKyevggS/R/EMSaYF65lzXFp7wenvo3gUerALf7YCu38BS1SPSVhr8FFLwJj740YhWbGUzIZylOOp7wPau1tVTB+2GI0nFOpwQogRJ0C6EEMLuPtoOz8ddIKBTFJV3BnE7/iV+lfechIV/QtJ2L8a3no6Lq+oTWfiCbYtFw/StB36YmEgYJ0jN7IU+qx2qsDzTDfjzDDVYSjrVXXW0rImqbd3hdCLc0hW+vgdebgYjFsGrG2GVDfH1c43gqe1X364O9TGfH8CfCSdJpviR9h1VYXo96w3D6welzl0IRyRBuxBCCLua8g987BqKe8tw0uYEM8bfhmVMiyksCt7ZasGjTzqk6GAx4cqnhX6bM2gw9zFVQ+7EeILwwsDznOMCWaseZbsH6EYAbkQQnPmc9YmW/jCrNSyNg/Pp8FJ3+F/fzGJ7nvoGbv8RjsXkf/4n6qkyHdvG2tO9IZpTFItZVKz69uyBe8/KMO0EPHy42IcTQtiZBO1CCCHs5pMd8IVbKKZGKXhrDdAPutK5Zslf4MQU+CdMw6W2inhVUbhGMh/ZNBE1O5VRv7kZ7DkFMxY68RbVMiefJqvj6HDqCDyx4fL2k6iFSa2+lC1mbuYBx5PghuVkhvO3t4SXusKS4aBHQ+/voPkia81/caguMKu338o/SeF8zizs4cYA2HwDLDgGI4rZxlIIYV8StAshhCi23SHgPR4mZURgbJLCD6ZgToxyBZ+Sm3R6SUoaDHoTfngtg3SSmT4AagenE82JIh1PM4GlujV7H4CJatSgH6FkmMxsuR/OZgu2q+OKm9kX2uc8xuLGYKkCyVn3DF6u0CQIvh8Bex6EqGPQ8F1ISYf0XEny9Jpw/Srbxjq3vTfLVo3lgjmajEufBhRTUy/Y0x2+D4XReyDDHiu+CiGKTYJ2IYQQRaZ6fJ+IgDOpoLWCGs0M1DdUoRLOWFK0q7VJt4vT4VDZB9xcdMypBl6xGNip6RgvFaAXUmXVCeZxiE+BmESYhoE2BNGR40TGQFICRCZf3n79FwYytmuEZnvM3Qi1o6HGKjiTreTc1Qm8nOH0K2R2nan3Dtz/DRxXx023ZvrPtoAkGwNldxNUc3MiLtGXmZn9bOIpLjWGRp7wRxdYFAaTjkOytIQUosxJ0C6EEKJYGr0HA76BxL1m7jjow3I8qYmW2UqxW5uSv7hdn4M/pqh/WUj+x4XEnRYMuplKvFaktzkVtKrdftoBn6/KbOjCfFzpkOHOgB+T2LwdnvgBVu6BlQchzQwX68DduVYY/aMvdK8Gfbbk3W7x2DuwaiTEJECvhfDRZlh5KqugpxDTANb10fjiz0fZH16J7/iWSArRZ7KAa9DJD+Z2hi/D4ZMTErgLUdYkaBdCCFEk3/8DU/8F3ddCnSYxvNDLzA1tL5doOAXA/EEle3HnrYaRN0McFpapZZXCTdwY6YwvJi7wZKFr2i8JCoA+HS5/r3rLf+5UnVHjEgh8IIELFli5F4bPhljVFcYZIshgE4mX99Hgu+YQlQq/ROR9nqbVYeUTML0zRETCkG/g410QqcGvobaPd2QzJ1ZtHowHnuxkF/bSzwum1YHzqZAiZTJClCkJ2oUQQhTagl3wzDow6xDcG1rcmc473ZzpirX34YTvIKUU3mHe/R7GD4UozcwCEjJj9IQ1rqSfN+HPBGvj8yKoVQnuaQk/brZOSlWc0XgNf0bUTEfrFM/dXWH2PeAZrepe4FQkPPWVxsPzYd856z5qddOng+HLrO/zM7ANTB0Es/uArzOEH4a5J20bq7o5eK8OjG3oyYlDfdEwEsJVmr0Xwp3VYGoz8HWy2yGFEEUgQbsQQgib/RsKXT6CF5bD+JvgdFsd33YxTMEvx3Y/bYX0YnZHuZoXv4TJD6padlVcr6FbnBl6oxs+HnA+RiMOtRJS0QdxW1toUAXOZqs28cbIs3jTMUhnvH8KzTqCWwNgJrgEmMjobOGn6DgGT4Mub8ItM+Gu6rBhB8yyIY4ecj080RwWdoP1x63XepUN7RedjdAzCLaH+eKEEz/yMxftUCYjhHAcprIegBBCCMemWhOquu0670JatLXcY8p9cKCFzl/GFNbgQ1AeM073jSu5MU1aBh+vhBF9VG91HUtmRt2Van5G3nsJ7n57HtVe7EOwWoS1iA1sAn2gup91sq36yqx1Byph5DUfT14kjXjV69HdAGc0mrjB6PqpRD2aweBUr8wd6j8M3bdBTAN4fp/qRgN3BRd8XqMBWgdDuwhoHQH3/AAu/rB/BPi6Xh5Hbo184MvO4EF7znCWWcxhLM/ghmtmeY8QonyTTLsQQoh8xaVAywlQawqkxUN8Ojx9JyR00NlijGE1zlTJ9VYSlwQZZgj0zD/ALA7VJjE8BL4dA9cFg6o8aZsai34MLKuhkicYDEZ6Dt+E2VK8tzkPV7h7ChwPy/U4BnyIYwgxxLiqiN6aBfNF4yv3MI77xlO1EsR+B6Hz4Le+oC+A8OOQbkNtuMkJtqjD1oPwV6CJDtVfg4gEiEnJex8nA/i6qDIeZ+5lCFUIZArvF+v1CyEchwTtQgghrhCVBP+egUFfgsUNfhwC3z4G99wCNXvABi2dr/CmKsYrsrgjZsLhfCZe2sOP/8BP28HXmsymVUYaGRadG+ul82Yf6zb/mzwSH7dYdp8s3l3DhKHQs0XeRTaTCORW0qnzYCrO1a1b9MOPwQRwklRSsWAykvl1azuY8Rq8lgS7E65+3oZuMLee9VMC1Wnmjyehsz/0ng03fgX/hsGFy3Ner2DAwCM8hBMehHGhGFdACOEoJGgXQgjxn7QMWLAdXl8GIxdANQ1WPAID5sBPJ6B1X501mJmMM03za8KuenpXKXpZSkEi42DjdniqF3RvDr+lp2FOT8fFJRVNu9wnMU2t7tllJX3H26GwXoNftlo/PchtGkGY9yZS9XGIcIVNUdAED2YTzkIuYs4W7j94HUxqDlvjbezEktV68pI/XoZ1T0AzIzy1FJ7/DRbshQT1YvPRkqZ8yUKOcLywr1oI4WAkaBdCCJFpylJ4cRmMWwLBXjDzDrilC8zcB+MGQnBPWI6OWheo01Wu2Ziu4FICs6ZOnoctB6wB+9dpqTyensazbu5YVBlMtqBd1bhPfSqC5CSdmb8U75wjboIpP1hvaPLyVGwAsf9qHPOEOSehP740wo13CSM9V47+8WCYexpe3metky+QN6zVYJfqTpPF1wMWjITPboamPvDmcnhhDUzckPch+tGHjrTjJ5ayj0OFfelCCAciQbsQQgheWQFvroRudWHRA/DSLdC1Mfx8FKp7wpn2sEq1FsTADTYsczqynf2DdlUrP3YeNK0JnZrAz+lpTHB2YfssjYSPfEleqdrIWKlEdqB2lNljYPzXMO3Pop/37s7WUpz8jO4Ksao1ugus15P5nUQM+GIh7x6JUxvC/NNX72vT0QtUY5oDMVc+17qW9Wf01V1wa314dxmM+j7vMpkedKYj13OEY1d7qUIIByZBuxBCXMO++QcaT4GPfoJlo2BgM+jeAH4/Ao0/hVsbwqZWcawwhvA1Oq2vcryPf4PVR0vm3SUtHaIuwnuPwkepyaw3GHh3hpGl6zWa3OvCp9kWQ7JgpEficO7qrjH7Kdi5s/jn7/xCAU8esQbtYS4mzuDEm/hQFRN3cWWz9W4BYIyBHtsLPl9VzRrg31Y9/2061YN+DWDD4zBnBTR+Cz5am3Mb1QKyCx0IoiqD9x1ks3SCFKJckqBdCCGuMaos42gEeL8AT34NT7aEC59A9+usz/97Eu6aCXc209nWLJWtpli2EEQNG44dEQcJbpmRol1ZLFBvFPi4wwbPdMan6ER96UrIeo2Dn4FzNajhe3l7M0Z+8wimVXwG1QN1fvwDpi0u+vl3fwwhkfk/r/mD8+fWSaPT0DiIhjsGTumpmd1ucjs+BLYfh14LCz5vgAv4XK76yfvcGrSpCZGfwsTe8PpS8JkC20IhOd3683bGCSMG2jXeQbDfRfRi9K8XQpQNCdqFEOIacjba2tml7xcwoAlET4OnbgFPV9XvHGJToMtcGNpfhxsS2WS4yCqqUAWTzb2+g7ysi/3Y06lwcE2DP96H0AuQ9LWJyv8Y2D9Do7ePjp5Hgbindg8bvA1Mrm7mjad1zl+ExHzaJV6Nm3Pm+k2cDs/7+Sqq/nws9PY18UCCicfI4DVqkRLiQsupcCwCIpMub+/tDEdvh5gaEF7ARFJbqcBd/QwHd4CYD2FEVbh3FlR6B07FWrdpTyuuN9ZjvWEHSaQW/6RCiFIlQbsQQlwDjobD8v3Q/X149lc4+jIsfNAa7GXvpa7aEz7cAQbclM7/tHgm40N9rpLqzWXm7dBQrSJkR13HQucm8Plq+OBNJ24OcebnFzXqVbPWr6ebr4zGdTR8DTDV3chCDwvvrdX5sxhlMp2bQx81CzcvKgZOgp++13BZrfE4TtyvRxD6fVXMjyTR4gt4cjGExl3eRVXgO8fBKzaseGqrSz/Pj4bDsbdggD+0+8T6s99/TuNGOpJKDCc4Ldl2IcoZCdqFEKICu5gAU/+A0d/Bp+thYENYPCz/RY+cnHVa3JbGcZJ5BBfqFKLO5VAIbD1h/3eWRX9BUhJ89gw8swB6DYHlk6FjE+vzloxk9LRsaezMmnYDOrdn9k1sZNT4spPG9V10lvwDUTb0Sc9NXa9FzxSwwaVsub+aAQvPqQ46mgeVnrtIml8EnYZDaBiM+wEuZGW+/V3hmxuhqgG2Zz1mb4uegOF1YN4mePQrmPo3uMfU4zfWcpDTJXNSIUSJkKBdCCEqqKQ0eOQb+GYLDG4Ln9wNU0eA2+UmK1dIQed1ojhAOm/gR9PMfLBtdp4EDxdoUxe7mfs3PDMbJgyD537QqfeEziO9Lz//6n5IS0niTWfPHPuplo/q1VxyvcnApzcZ2F7fTEQx6rnPJ8P0JVc+HmeCyctVTY76uML62DN48x5+pGIgtXo8dwyGk6fgke8hPqs6pY4n1HKCJzfBvjy6xBSX0QAf3g8f3w0Pd4Hl/8K8H9vSPqkbS/mT7dK/XYhyowS66AohhChrgz6F0GSIPAbLJ0CjoKvvoyYn3kc8jfDlpaLkdEzQpgHUtmNpzMbd8Mb98PNO2DkY/qgPzbM9v0J1VjHA7UbnK0pjLKwDXvzvsXbXwaIGBsYlWFikG3DL7+OGfLg6w+dPwILVMGbglTdIyw4CA+CTTdAlADrW07gXDzx1A6P0JLRaXsx/EiJSYdAn4OYDSx+B/sGwJgbOpUMzSkZQJXjoBrixEYQlwaT/NWZ/hjuWMWtxxYOm2PALIoQoUxK0CyFEBaDmYVp0GL8E5u2AyKNwfBa4G8Hf++r7W3Sd3pZUdo714vhHqst4Ec6vuqTYYVLlJbN/h69XwmJfndgwqPw8NM8VaGueSdZ68lwaE4SJCVd8oHydKpXxMnB9tIW9vgYMhQjcVdb6zk7Qp1UeT6rkvTqUG5xJhZisMRnR6I9b5mWZYImjcZAXN2saCx6GWs9DPwP8+hB80QaG7YOGnlBbdd8pIXUCoQ4wb7hGzSdr8fnU3tQdu5vGepXMicaFvI8RQpQiKY8RQohyzmyBX3eCz1Pwvy2waBgkfwvBlWwL2BN0nQF6AuuGO+OXrhU6YFd2n4JhH2UFrnbqyR4eBSZ3SBxnofIKOJPHfNgMs0ZGRs63MjXX8wbzZNbqz2Yts5RTgEFjq6+BTjEWYtSdTiGoibq+OStxrI6BSQMvH3j3bri5cbZ9NI0AzUiinsiTeiL7dZ0gHzj1HmzaACO+AaMFnMMgKsmGlVLtoLIXJMzX2DjGleOEMmTzIb7anUF4gvXmTwjheCRoF0KIcmz7afj9AAz7Cl67Ey68B90bWbPCtmRNI3QLz5BOvOaBi6uBAx8XLepWgaavP1SzpZm7DdbugZlL4a1noGlTAzsN4JzrBR2Jg+TknGn288D9FoiPDMWUmfrPm6em8YO3gWcTdM6Y7RClNoR23jBds7bOzH3te2kuPG/wIU5PYndoBv+chKq+sG4C/L0DXv0VvugOd2+BzQX0g7cn9TtSzRDAXfSk7vXbmXr0ANXfSWftSdilLqQQwqFI0C6EEOXQX4dg/mbo8Tb8sBNe7gQv9ircMS7oZiZYUjiPxpeagYDixK4a9GkCIztSbPFJsPpfaNnJwi+tM6iaoauqkys8vwlOxcNdTpdT8N8AkWb4NeBz6hjVYPK/Calp1HjWXeOLFJ1j9gjcFTWUfDpkNtfcqX3Ej4f/tNDpdZ35f1oXbJr3IERdgP9thPgdcPPflKqG1MY98n7q33SREa3jmLcTes2GlftKdxxCiIJJ0C6EEOXMmkPw+Few6yxMuA3m3Q8vDyncMWJ0C69YUjmpGZmiObFmOcS64hAiYmHpJnC53kzlVDOzDVApj48NjDUy0JxhmpsHmqah2p3/lgwPmaG+wYDRhkKfFiaN/s4a85MpXsY9Ptu7aj4LS/VUtfZ/mPDokoHrnRmMCtN5ZCos2wUP94bq/mCOhdRQ+EC1zixNFvDTqzDorlPMGWTm8ebwyGwY9z1sOlbKYxFC5EmCdiGEKCdORUK/mfD3MXh/CEzsD88PtK0MJrsMXWd4RixHMDDV4JLZjWXRJvhoqLVmu7Dik+GZL+zzjqJq2R+eClG+Fo7XN9PHyUiwquPIg7GhGc3NGmiHAQ+olUZN0DvzNWhc4JesGaIFa++kcacLTEyA6CIUdKtymK/uVicHkoHEvLf7fies3Q9OFlfcB8ZQ9e50Zo+GlER4fDp8tQw+GQT8A2/8AW+r5jelZKgfjPasSQIGvjWsZHw/nU9HQEICPPYV9JsHEfm8LiFE6ZCgXQghHJyqF28+Fnq8D2kRMLoH9GsJPkXsMtJxAhw2GFlkcOG/+ZIG6HWdNQAtrPQM+PsQ4EGxqZh5bZzOxSfMtHM2cLdb3ncRHx6CNecgdYJXZvcYFU+qjvKfO0HNzPWgTDThY5vf5lo5aUzwhFvPgbmQM0HVTdNN12WVxfjCuxGwPuLK7Y5FQGgUzMKIP0a+cTbxS0d46z5Y/ArEXITxcyFDg4TtsL0IN1BF1dANWjh7cRtNcaIKnzsvol9bmDwEfnwSLh6DDhPh+hmlNyYhRE4StAshhINKy4DEVGgzBSIuwP43YOmrEJBX95I8qNhT7b9oK1R6FLxHgMdgnYhn09lp8KJ6Vop+zGfwd0jx3hFaBKs2ghSbi5POP1N1DJ5mAg0aPvncRUREQ0IiuF40UOVBjZYZ4BeTuRhpFp19vJRn95j81DJqrK4GzSMhpSgtXNS8VyNEmCEpI4/nk8A5A2po4KNV4i7OsSwtkonu6dRVvdrfh70zoFIMuCfBqqXwyiFITLN2CCoNHjhzN6qnZRAzWUIlD2uP/3Wvw9634dhuaDfDOqZ0c+mMSQhhJUG7EEI4mOQ0OHIBXv4VWk+EpY9B2ELraqMumVnkgoVEwZFzsOME+D0Gry+AMX3hlrk6tb9JYV8lpxwLC6UboZpv0UpjMqmOKZ7gYoeVPw7o0Dkug+HuRt5VtS75UauHJsOOeaBFQdVw+Nkn+wYmjFQudA9KT4PG335wdwycL0yNu54VtKt5Ae75bzZnDLSpDxt1DS/cmWPy4nc9nfd0CxZn8HCFyJ9VO0ZY8jx8vgs834Zf95Ve4O6MkQfphA9ViVd3GlkLS6nfvzMfQ+xhqP8aPPcrHImA1LxuUIQQdidBuxBCOJCUdPjkT7jpA+heH468A8F+ttWtn46AZdvhtrfh8dnw+nwY2QqOzAD3gTorLWksMrrgle1gp8/D6Quw4EGomiPotY1KSK/ZpQaOXXROtHC/q8b/fJ0yJ5fmR6tsRvOG9RqYGwDP5r5GGrUZVqTG8f4GjQ+84P0kOJ5hY+CuAuooqKFDHXVjZcMN0AVLCp+QxEzNyI+WZD7TLZkhsnod6qt3IIxVEw6c4I6Z8NOu0unhrqj1ZM9xnK9YSWRm53srbzc48gl8PxyOH4XuU2HOVsm6C1EaJGgXQggHMeMP+GgVRMTB1NthQIvC7a/qpdfthz6N4KfnYdmb8NYY+ETXMWPhKYuFgFxR329brBMha/gXfdz3TQX8KLb/JWZkRn9fVio4ZX8gBv6pnI4WDI9pGo++Cg/flnObEBLZwbuFKo/JrpFJ4x5XWJgMJ2zJJKsgvQr0NsAgzbY33xGaB2F6CpqmM1lzZr7FzAe6TvbTdfCC69TvgTsM/Qg+20CpUJ8CPMitmDGzjytb2dzQBJaNg/duhlNRMG0FzP6zdMYmxLXKDh9mCiGEKI5Za2HzYWsgFOgFL+YKQG3VuZH1K7sLus54SyrjdJjklMfMVRcY1B3qVaXIPJzhTdX1pJg+MEPqQhOMLng7VyO4ORmwGI28o2k8VxWcVOuYbE4QT0IRA/ZL2jlpaDrMSIQXPaGKreVDakJqrm13hsCPu+DZrF76Bk3jeTyZqyfwi57MRwZfXCwWHrVkEJ6RwgwXr8ztetWE2e7wQAa84GVddXXSz/CqHa731VSmEm1oxGYO0pCaVM3jzmxYD+t/F2yAJz6DTSfhplYwrG3Jj0+Ia41k2oUQogwXSOrwtupWAk/eBCO6wOD29jt+gq4zMTmRNQYnRhhsKIYvIhcf6N+0eMcYl2DhpJuRFX1VmrrgVHVdL2jmZ0DXYKC1euQKM089S7OM6cV+m7veGR7zgJExanJqARuq+4NY6z+frgEdc5UanY2GnSphnS2N7oeBaZovyzLS+MmcTE+DgZ8NRn4z5XxF3QLA3wJfOcHwjlAnEDq8Bd/toMS1pB5+VGI2y4nLqm/Py31d4I/XoX0wvPA/6DANdoSW/PiEuJZI0C6EEKVMTSg8GAaDpkKXQBh5A3SoX4yJoHmdQ9dpER/DSbOZdpqR6oYrD75hL7z8PzCYivda9PxjOZtMjjXziQarTdCtgXbV+n0962seUD+P558NgcZ+X3LA+FaRy2Oya2SC+b7QJsJ6g5UnDXQvsFiglgtcUeFjyZqomm1/Z01jqObGswZPwnQLuq7TDI2IJ1zok5GMJVsp0+r+cCIJVMv6uzrA4DbwyDxYe7Rk69xVmcx99MADF95gAek5incuU01+OjSCR3rC7snQxAR93oCg1yElo/Qm0QpRkUnQLoQQpSQ6ES7EQb2X4PEvIGIWfPAIuNo5Ca5WO20cH4u7mwdbPNWKP3lTMeR9veCxm4p+rnqPQKV6Rd9ftVYMd9P42lWji6Zd9U1J9YSfFQ3v60Z8TIY8azzjzJBu50DW3wDbAqDLRYjJKwDVYMsJeGROPgcwW5vKuOYasJOmUVkzMNmcwDo9LfNAejwcNzgzOD0x89MSxc8V/A5AzVWQaIZnb4Wn2kHfCbD9VMkG7q448xx3UQkvXuebArd1doIqPvDlKLgwC4ISofbb0GYaxBbz5k6Ia50E7UIIUcLCY2DLURjzLQycAYcnw1+vW7OmRVnMqCCnzBZuTUjg9FGNHUYnjAWlrU1gcC/eGNRiSPvHF23fBIvOe6k6izUNf6N21T4vKmBf+Cc8+SDoKyz5p711+CpkJNeZX7fr25ynAb73hedi4Uw+k1NVyU6ezPBMP7i725VPDTa6MdzgxiGLmVR0XF01pp8wctLoypi0VC7q1ruE/c9BNRcY8Jf1ZzZ5GDx6A4z+AbYco0QZ0BjPUNJIIYSLV9/eYP393vUhHH0R9Itw13TrOCMTSnasQlRUErQLIUQJ+3UrPDMXXugLm1+xTz/zvBw2m3k8MZltm43cvtoLQ74RJCQkw4qtagWnYp60gJ7kV3PYDPOSdGYaoPtVtlWZ5M+XwkMfAXcBt+jWO4a8WODRmjPYaRqHbofymOxqqnmyHjAnEY6l5zwnCUV/V22jOTM1LTmzTCbJAi9Ohi+NJg4YjUxMSyXSYsFkgF87wIVE2JQVN3/8BGx6Aeb/BXPXw59HKFGtaMAn/Moh1GpctvFyg6XPQrAXPD4HJiyBuVshTRZnEqJQJGgXQogS1r4BfPogNKtecuc4YbYwJimVNes1Hg5xY85oQ4E18lHx8NMmGNSpmCd2KVIrdJIsOh8lQAcfA/2NBR9g5lJ4YQaM/gSCR8DQAaCr+pc84vH1abAtXT1lwFxCb3GtnOE2V5iflCvjroLQIpap3G1ypYnByFRzKm8N0Xn+HhUgw3Sjie0GI+PSUkjSddR6U739Yf6py/uqD1M+Gg77z8Lj82HFQUqE+izkHrrRhoYsYB37OWPzvrUCYe5omPEA1AqAl+fD8wtg8qqSGasQFZG0fBRCiBLWom7JHv+ixcIDCcls2axh/tyVu1834O1x9f1qeMNNxej6Mu5LuBhf+P3UhMtBF+CEO/xwlYD9oyUw8Qv45GnwmQyLroeTJnBJN9Ihj7qef+NgX4I1Gd+ZZ7l6lXzRdHABVw0mxMI036wUmPpvHvMTVOeYN5bBzWoRqAK87uTBkLR49vV1yzy20l7TmO3kzL1Z61f5OcNbHeHLE/BLKNyedSOoVsqdcIe1HeZTM+HLJ6B7MTv65MUJIwNon/nf45ynKTULtX/XJtavjsEQnQL3fAIJqTC5v/3HKkRFI5l2IYQoxzJ0nY5RKVjQeT3Bldf6G+jUzMa//tZW4EW29RCseo7Mso3CUMno7V7wh5eWmU0uyN4D8NkY+PgmMFUnM9P8fNbiR1XyCvhVyUqGyrQb2cl3RU9926Cl6k/vAzdHgMWcVR6TxzVNTIUdZ69+vLZGJ5wzDGS1Pv+PWlvpd5MTA9JTMzvKqMDdW4OH18HGCznLUF66Hfo3gyEz4UBYyUxQdcOZ2gSxjgPs5XSRjnFDM+jfFpY/D9MXQoOXYNH20lvxVYjySIJ2IYQop1S5RK2LyRh0eOWQBxdOGXj9IXB3LXi/tAy4aTyseKWYAzBA7QBreUZhqISzWzTUtOEd6NMXoH8viNLhZHVI1XUupFrUP/LfpzZ08FSZ6Vj0EgzalRom+LMy3JQEyx8FzuezoZo7kHr147mhceB5SMq1bQ1N46KTC02SEkgw69xfG+6uA1GpOUv7Pd3gvYfh5HR4ch74jLVmsu2tFbXoRUtmsYqThBfpOqvfm27NIPIreKoTPDEdvJ6BoxESvAuRFwnahRCiHAozW7j+SCo+OvxlcOO5DzUqV7Kt17uKsav7W0sqiupCNCSrcpBC9pY/Y4HERDgRbNv2UU7QzQx/G63dWzJ7OUanF5hAd85cn8lAT14rsfKY7DwM8FcgPKay7bXz2cYFAnItuJSXfz29aTAxgxYvQGh0zuf2qZeVYaTSP4mMnGHBPR7u2Qinc7VSdDKBmzOsexkaOUH9l+BsFHZlwMBttKYzjXmPFZwhqkiBu6pwcnOBZ26H6AVwezD0nwkHz8HpCPuOWYjyToJ2IYQoZ45kWLhndwYH33Fmg5s7Vf01Dn8PEx+2bX8V1K2dVLwxTFgI/+wuXPWJ2vzWNGiRZNubj1pA9AEdXGPBJfukU5XNPnPlicPNsF9ltHX1/xrLmWj37jH5qWyERXXgbG04nr2rjGKGnvVh7J1XP46maaxzNnHCycJTuXq+mzSNjV5udGms8WPzZOLPWWgQAX+E5N/9cvM70MIL+n4Ie0pghdL76Epn6vAey+1yvK/HwcEJ8MICuOM9uxxSiApDgnYhhChHjqRbeCrJwvplJka0NuDqXHZjGdodvN1s2/Zf4NFUaAn8UFkruH98ll90MFrga3/wu5TRV8HpHiNsvDLFvyMZ/peVUVbdY9RXqYqBC7tgofokIXfgXgjOzvDIKzrHq8BfB3I+52fQmO/pxs1qMmq1NHav1XlkGUw7mvex1CcvP7wILfzh0c9g+3Hsbhg3ZE4mWMt+uxxP/Wr88CwM72qXwwlRYUjQLoQQ5cg+TWP1LgOcMvBMf3BXLRfLyGNdwMfGoH0TsC0OHtPBx4Ya+D0q65oId6ZA7azt43Wd15N1OreEfnksUpQ5CTWrVGTpiTtolfFEqZTH/CcNrk+Cfm7wSTxcKGIfchdNY4yfgUO3mHn6AGw6nPP52kYD0z1c6dNFxzgmlak9dV7fBcMmwkffXnk8Hw+Y9iCM6gmLt8OwuXDRzgsc3U9XvmMzv7HDLsdTv9dP326XQwlRYUjQLoQQ5UCiRad9VBq/mzQeDTHwdh9oWIJ93wvyw9+wWPUCt/GGYRvwYQa87AmtbdwnTE1YdYUB2bZX809/j7dw+DRsP5T3fkMDYIAf9KlykLFHW2MpYIGpEmmi7AFtXeBxL3goEmJSYfDsrH6NhWHWsbhmsC8Fhn0Ah3KVtjQwGvnMzYX2rcwMbK6zvDssNMAbX8Csn648XBVfGNYTHu0Jh4/BTVOtE5LtpSMNeJyb2F+IRZeEEIUjQbsQQpQDaRrsqOTEwm1QxQzPDSq7LPuFGLgYZ9uaSqqaJdoMfczwmit4Ga6+/QkdhsRCtWgIzL6aiMoOv2MiUjMSFp73/kHOUNkJanqcZ1+4hSYF1HvbnXptWeVKagLoAn9ocQ72qjWICvmzamDUmOvuhGGghdP1ISmPoL+W0YCPbqJ9ZAqNvXUMntDpGRh2a/7HVQsbrXoFYk7Dda+D2WK/hZdqEMBp0lhdxG4yQoiCSdAuhBAOLkLXaaSy7brGjBhrYFuWtezKzKFww1UWC1Lj/FeH25OhSgK42RDlq06OjXS4xR3eD8j1pGpO/rQG7155oIyspjKX5p1eJIXjNyQRd0Kn/T6IKY0YUofkZEjMCrBVHf4+tfbQsMK3i1eTTu83arzpofHx8zrN6uZ9gGU+ztQ1ajQaA+vuBh9/sFxl2cRKHnD8C8gIgxunQ4ydSmX88eRpurCSHWwiErME7kLYlQTtQgjhwNTUvpZpeuYCO0fOwLgvoGbuYLYMZHZV1K4egN+QAI8lw9v+tpfS1IiHRU7WdoBXyMiqW8/17nUqFe49efn7SniSYPiBA5110s0wNA5CSzpwT4VFS2HWqssPOZmh80Go8gicLuTk1KgEjTP74KkzaexVdyV5MGgaW/xcafG+heFfW2heA97de/VjGw1wZi7MvRdeWgAbjxRtddvc2fbrqMoQGrGW0+wgloxS6t4jxLVAgnYhhHBQW8w6gy06XVwM/GrWWLIBujeDR/qW3ZjORcIW1YHEhkz/tzEQFAYfVbbt2IuBvma4K/bK53Rd59sEHX9P6NYhq348xwY568bVGrEmGlHJSWNJQ0gMg2fjQFWqlBi1qJV6rdluNlS/9I1PwZPe8G8hFzlavxdmPaWhbzfxa6olc2Gp/NpErvQy0HqMhfHOsDsVTtgYgNcLgodvhtHz4PXFEGmHrHs76nAz1VhLGEmq36UQwi4kaBdCCAdz4jyM/Qye2GzhhgxQ7bozUuHTxTCigHrl0nDwLHy9+eo12u9FwqgwGG9jwK6Mz4AJqvqlxpXPqXD12XioXRse6Z+1wmgujdzgdv/L2xuwrh5V1x1mBcPFaNidayGiEnlXzWPBKTUB907PQh7LDL1aw4dtjPwvyUJCAZ8UuGkas11NDK8Ky8wweg2E2hiAX18XZj4Am3bDmC8g2Q4rqLajKi7E8gcRWKRMRgi7kKBdCCEcwFOfwC3PwC3PwtDZMO06nY6BGm8bwVtNzHwJAirDgHZlPFAd+jeFW5sVvNlX0fBNMIysZNth31TrJYXBE1oBZTdXWcG1tit0zzqfEy7Ec+y/YvImnvBZFfg9DELsEJQW+K5qx3fW9k1hbF0I9DQxNDodSz7ZdkVVTb2jFqRqBMuNEF6I19npOpg3CjbtgEEfq082ij/2ftRlEwf5VdUNCSGK7SrTVYQQQtjTpWDoWCjc8sLlko6QUNg0H1K9dbroOve46UzxNeBj0DL32XYGduVaIbOsxl7TF2r65b/dE+fgSCr09Lh63bvyoQXeNcPiQPAoaHu/QowVDUuu/jYqE382Gjqb4VB9cLdz2qpNVZjSM+9PAQrrmLqB+RQeuiFroSk3A62irz7gKsC0ynCxg5n+Ow3s66ZRycZJy63qwboPIckM3V6G9eoOwIa5C/mpRyAv0pE3WI9F78YdmqofEkIUlWTahRCiBKmWegnJkJBk/Wr8IFS+GTqOgAsnYWhP2PctxKyHetfp9PaBniaN+X7WgF1JSgVPH6hRiFKTknA2Am59NWfNdm4qXg21wOa6V2/vqKj5lReA/5mgt3M+k08VTcPfqLFB/TtXFjjZDM22WstJLokmgSDU6jw5D/hjGzhcHxr+C0l2npi6Kwxe+8u2ev+rUT3UL6jVXbPGGKyB7mekXpJu/V1KhvR8+qz7qk4ugQbCQiAhrXBZ8xqB0DAI5o0B/xEwagGZE3mLyh93XkvpxXvfOZMu9e1CFIsE7UIIUQKOhMDBU7BoDXjdBPX6Q7thoEVD6G8QuQYStsDbo8HNFc4bdWqnw/Xx8EeQhnNWevPMeWg0Ao6UcZZdUcFfmvp8Np9OMHEWGGOGHcHg7WZbhvYHC8wNB//EAgJ2lXlWdwO6da5nZiCbqymJWngpO298OIxaZShnxOpiADcDBKRDk0Q4a8fmJi46+Kt3VXsklM3gaYbKKgLPUj/OwqnjZrzu0vG6GSbOh4On814kab6mcfsIjXo/w7FCTi5VPzc1QfX3V2HxBnjrF0hMLXpHGR9XA/fdE8lnbCdeSmWEKDIJ2oUQwg7OR8Kv6+HXdfDrn9BuJLz4CXy3Avq3gS9eg4M/wcFfwCVXJnZ7qs5N5yBxGawNyvncyMlwXS0wOMhf6wAfaJ7PSqzL0uDPFPhBLQ5kw7Fi1HXTYGZluOkqkzS7R4I5Mf/n3TXo6GP9964MtYKsMyEFtBvc2gnqHYWBUbDfTg1OWteCSYOAQrZ2zJMFbmoFz957+aFNgQZuDtLwm6zTvy18+zM0GQLzl8HyjXl347nDAp1WwsazhR9Ch4Yw92FYsBKm/w7JRSz7cUFjGP6YCGYRR4jO7NkphCgsqWkXQohiSEuHD76CQ6fgWAj0aGPNko6+Dd4affVs88ZkGHURTqyAsWZrZvKS1VvhZAysfgWcHOSvdYsgeKzblY+ft8AvRrjPFTrZcJxk1S3GDJFp8K2bDTuomxnVarL+pSbxOZ+u6gIT68K2dFiWDo1dnKhJrXxreVTG/btmMOosPK5bbxxUL/xiU1nvfMpWCvM79cWKK4du1DT+52ekcwo8MUUnY7PG5t1wMgTGvAuvPgSN6sKdqq4+y8IHYMw2uH+zzmeVLdzimkdrmwL0bQ/T02HrWZi6BF66E4yFO0SmShi4kyp8TRTHieF63At/ECGucQ7yNiCEEOXDX7vgi8VZgZnF2t2vdzeoGWTt8tGqse3H+jcFRl2A3b8C38Ery7UcQf7SLXBXN6iclUEuS6p+esysvFs9qlaED6VAtDOokndbymwetMBWDRbY+AmCFg8z1SzLAuzW4YkL8KQJfIPS2MgaOnJLjhuh7AKcYGp1eCEMtjtBCxs73RRIlcYUs+QmNR2mfwsD8+kUdDoDliTA7B7Qv4f1ejavYy2levZ9+HkdjLobOjVXgT682BRm7IYlJzVuKcTv5yW3dyFzdsDPm2DENAiuAe8MKfxxqmBkMHX4m5PUpRJ+ErgLUSgStAshhA2TSTs9BpY0uBgOp8/Ax69Ap1bWOuw2TQp/CU+kwT3noJs7BJ3RWJltYSBl8Vr4bh0sfA08bclElzCLDku2QM9eVz6nqiaOu8DvRqhrw7FUlfnqk/B3fWhylX7vl2gpcGflbAfIVqreeweEpMPdZ6FdHNzeAP5FQ7ehArS6C0ytBpNOQzsnaOaBQ6hdBd5/9srHA4zwRQC8HAs3eujc42q90Rt6KySnQK8O8OUSuG8c+HmDqRL8NRNmd9F49RzcWMvCkCK2zRnYCfw8oe+r1huFKfcU/hjBeBBGJJM4ziRuxfVqfTyFEP+RoF0IIbKoQMScrb551BT4+U/Q0sBogr2/XA4WvTzAuYjxhuqYkqhDY2f4OAAeMcCfn4Gv1+VxXIiHMXdDd7vUbNhH7VqweFTOx9LV64iHGt62BeyKynsfrW17B0e1npTqMJPdpDnQugnc3Bl2JUBqc6h9CD7vCB4mqEZlOvJSvln27IKc4Z26MGAvfN0EgpyK3uYws4Wnqv0phgyzdSXV+nksMqUmKA/30olzh/NZN1OXJvCqCc3XN4Um9eDtUdDrYdi9DWr2g9bN4IUH4aF9ULmFzo0u1pVUC0NtfkNzWDEJbp4Avu7wQv+CJxDn5Qk6M57lvMAqPuZWm35GQgiZiCqEEP85EQLuXaHWzVCrDyxdCStmQNh6CPkT/H3Av5L1q6gBuwrIvY/C0DD4pTp8PBcWrQAfr8uTTTfshhc+gUB/cHaQ1Ioax/HPwCdX1r9eCPh5wbZCBn9+hXhdcTpYck3ufGoodGsL4aoUpR502gMrulgDdiWEKGbxAbqNq3F6GsEtBWpdhLDitIJUvxfFSB6r34/qwy7378/zFJqGxwqNZ2/Q+FO1uszF3dX6O7rjB0jdDju/gj3bYPIHGklbNG46YObfzFaQhX+hhqzA/bvn4OOF8PVaOBdtvXmwlRtOfMAAEkgitqAXKoTIwUH6EQghRNlS8cujr8KdnSD0Dwj9E879bS19UcG0vbq3bE8B3Rla+VgDIHXehvXA0/1yPfPek3DfrTDyZhyGCrRzZ1T3miG1Euwp6TcTFdflajgy5X+wejN0PwPmnbDxxpzjc8aFauSRqi7Aso5w81lopuYZFHWsapJDMW+0ct+g5CXIC6oGwj4DpOQTMKvroX5vqwXCufUw736oel4t1mWi/fkM1qXCziNF+10Y0BVCv4cj4dBgDKzZV7h+8Cq7Xgd/nmcZZzL7CAkhrkaCdiGEyApE/vgKvp1Wcpfj93joew5GVIGFvnAqFP7dBxMehoaq0QlwMQbenANdmzn+j+WpdOjlUfjyiEILg3t9czVTuRQgqrqZPBqR6JhoTrtCl1780h5ui4NBIfBXEVs3bj0KZy9SZE6JcOdNBW9ze3e4qyc8uxHCbOygOLAXfDAIqu1Vje8N9Dxvpt8v8Mfmoo/1rXvghd4wcBJ8t6Vw+75KD5pShQ9Zz2Eiij4IIa4RErQLIUQpWLwOHj8KTwTAJ1mL7+w8CEv+uNzaT014nfgFNGgAw3o79o/l+zTo6wSzDdbkckl738faCeU/lyajqnKdPOLyM4TwB7/bXB5ziboBmV0Pbo+HeWeKMFDVp3417C/KvllcneGtJ6++3R1doeF2ePOidZ6ELe5tB5/0AN9QA2/7aJwbqPNZEfuvXzLxfnhvCDw6HWausX0/IwYeoyPNCGIBRziVOaVZCJEfCdqFEKKE/b4Znp0Oj6fAS6qjR7YgU3X9uLG99d8WCyxZBR/aELCVpV/S4DnVUUeDrLmzJWbaRdifezVOdf1csspQYvLui27BwMK/7kTXC/8xgLsJJtaH5gb4PvcM2KsxFa+mfcRUazceW/RoCzUDYd54MBeiN/wdtcErUWPTTgOzVf/75sUp4rd68nb49BF4/TOYsdT2/dxx4h5aUgcvjl8x3VgIkZ0E7UIIUUJUje+/B+GBt2F4P3imjXXlzkvPKXWqQ9UA67/bDwXnStC+oeP+SDYlwMhQeEyD9qXwDrI/GWJyRbEDb4Tjv0Av1cfcAv92ubLbi7q8fdr+Sce/ihaQ+jiBnwGeOAZrEwpRr62C9lwr3hbGhm1gKcyCoapTzTG4vpC94f++F7ad1OjkDCtiYHqMXqSJqZeo2vkhPeCfT6wLwtZ9ylomZMshvXChKp58xU6OElnoT0eEuFZI0C6EECVABSvHz8ANw60LJL3+oLWrxyWHTsB9L4Jztm4s51Lh2HeO++NQHUKi3CCuFlR1tlamlArPnO9WatJu3ergkXU9a+UxEAtGPD2SOBNe9NMOqwmP+sBtm2BPUiECd5VpL2rNUBqc/d32zZd9DLWqw2nVRrQQgbtq0Wk5AsOWw6f+8GoCfJMC5mIE7mrV3rrVYPStcOt1cON4OBJm23W7mdp0phoT2cR5EiVwFyIPErQLIUQJOGiBJgPgzgHw2YtgyhbEqdr1o6fh5k4w4THrY8fPQb1gcClGlraknTXDkAh43QAjS7G1dm2vnCVFl5xJh9R8AkIdDT/8yLDAicSinVfV0L/TDIYHQPvzsCtbD//8VDKAv8q2F+H6nL4AaRnWmnZbqdajDStDwjroUIhOMOqTiVNvQXycxq8bNN73giej4Jfk4gXuivpdn/EU3N0Cmj8N+0NsrW+/nnYEMJa1WCTbLkTxgvZ33nmHdu3a4eXlRWBgIAMHDuTw4cM5tlEfr02cOJFq1arh5uZGjx492L9/f45tUlNTGT16NAEBAXh4eDBgwABCQmz4X7UQQpQD69Kh0ya4fzAsHH/l80nJcLtapChbIH/3a7B0Sil0Yikisw4rLdAxCPJ4SSVqgQdUzuPd6qmzcLKAAvBOdCImTeOeYnRHUT5rAyPjoPvxq2/bthZ0aVa0to+PTIUQtWJSIa38FJw+hjgLbC3EDYqXMyy5Dc4lwI1ojPeABy/Ad5YcC84W2fxX4YFO8NZPsHaXbfuMoRPuWNiuWgYJIYoetP/111+MGjWKLVu2sHr1ajIyMujTpw+JiZf/Srz33ntMnTqVGTNm8M8//xAUFETv3r2Jj4//b5sxY8bw888/s2jRIjZs2EBCQgL9+vXDnH0pQiGEKId+SYf7lkDiKzDn5fy3C/CFu7L6sC/5G27rZF0F01F9cB5eyIB7S/Gc25JgV0Gri0blPQn10kTUpazk6cZ6sVcoVWa2ghdteIu6GA8X4op4ElUMXsQGKs/eAWfXwbuFLAeq7ApV3WDRMXihksYkP3gkBmbYqZHLnOdg3hPw5y6Y9B1sOHT1fW6jIR+wmdWctM8ghKgo9GIIDw/PbLr1119/ZX5vsVj0oKAgfcqUKf9tk5KSovv4+OizZs3K/D4mJkZ3cnLSFy1a9N82oaGhusFg0FesWGHTeWNjYzPPq/4rhBCOYkmMrteerev01PXZP6m/iXlvF5eg601uu/z90Dd0ffth3aH5Rer6z/m8npIyNVzX2aXrfyfk/Xz/rbr+/jFdTzNf+dwn+pf6Nn2HfiHZordbopeqsYt1/ff9hd+v91O6PnWBrmdkFH7f2ARd5y5dD96r699FFm7f03G6PmGbrm8+b/3+21hdrxGi21VknK4/NVPXmz+t61uPFrytRbfoK/Tj+v36Cn2dnmTfgQjhYAoT0xarpj02Njbzv35+fpn/PXnyJOfPn8/Mvl/i4uJC9+7d2bRpU+b327dvJz09Pcc2qpSmWbNm/22TmyqniYuLy/ElhBCO4uQ5aPM+PLEMTn0DC16AhwZc2dFEUeXCvR683GHky9/ghhZwXU0c1pA4SPaF20u7dGcroCons03gzUGH2wLByZB3TftW1CpCOvtj4bXtlJ6YrFVci2BADzAWdRLrBQj5FvYU8pOFml6gxcC938PhKBjsBf+rBI8WoVQnP35e8OYw6FAT7nkPjhdwbLUg1k3U5mGasoOcJbhCXMuKHLSr2vWxY8fStWvXzIBbUQG7UqVKlRzbqu8vPaf+6+zsjK+vb77b5FVL7+Pj899XjRqFW5paCCFKSmIytH4Gdt4LF87ArGfgnt5gyqemWVUBnjgLG+db+7KfiwQfj5ydZRzJiHOwxAkOlsXJY8EQDZol7xr7guZL1rI0wkX3x99FY0kvOBVv7X5TKnwKuNHIx6tf2l73nRcvd9gw03rNPoyAxdGF239cd2hVHxLM1jm0N7rDQE8YG26/6+brBR+NghZ+0GEcRCcUPDG1K9VoQSUWc1i6yQhRnKD9qaeeYs+ePXz77bdXPKflSi+pAD/3Y7kVtM3LL7+cmdW/9HX27Fn54QkhHILuCrGzwPV3eLsaPDowZ6eY3BrdCqnpUMkLft0I738DbmqhIAcUZ4aL7rDNCWpqRWqIUjxGmOUNnfO4ARp/HH67mP+un6xrw5On+mZOqPRxhoXn4cPTlI4iXKikRMhQQWwRA2T19hngA76BkOIJF9IhvRAtINV8ip9ugYf/hMMXrcGBjxHmxsK70fl36SksdXP68zsQPh+6j4XQi9Z5APkF7h44sYgDrOE0ZtWUX4hrWJGCdtX55ddff2Xt2rUEBwf/97iadKrkzpiHh4f/l31X26SlpREdHZ3vNrmpEhtvb+8cX0IIUdZUpnerqtb7Hnrvh5cfyLskJsc+qgPL9ZCYAgeOw+hBMKgbDiciHZ6JgONO4Gkq/YA9WrVqvBu0/MqM1ETJAiaGPtRzA+4RaWxL0/BUbRGNoJdSZWVdf/B1L+ROGdC0LrgW4wauUU2Y0x1q/ASvh8KCnZBeiJVS1XVuZYQ2063fd3GDuUHwSQLMTrBf4K7Oo7ok/fspDHoDbnkj/3KZjlTnIVoyj6OcozCrTglxjQftKhuuMuyLFy/mzz//pE6dOjmeV9+roFx1lrlEBeiq60znzp0zv2/bti1OTk45tgkLC2Pfvn3/bSOEEOXBomjoPw8ejbX2XLeJGZZ+BKfOwRe/QrvmOKQ/E2GvBgs9oF4ZnH9bOsy4SvvCmwOhklrIKA8e+NLOEM7AMJ0mleDVVrA1Fk7boZPM1YzqBh1qF36/qS9A9cBinlyH5hegdiyM/BtmfA8Ll9m++9y74LHb4Jus9pYDveADb3j3IkzLXHwJu3E2we+TIMgNHpkOB/L5EP0W6nIv9djBeTIk2y6uYYUK2lW7x4ULF/LNN99k9mpXGXX1lZxs/SuoyltUO8fJkydntnRUgfiIESNwd3fn3nutjcJUTfrIkSN57rnn+OOPP9i5cyf3338/zZs356abbiqZVymEEHb2aQQ8/ikYFsPsl2DU4KvvM3MhRCZAShpMngOtGsPALo73owk1w1wj9PeDtmX57qTKYvILEi3wZG2omk/teAJJTG5rIWkffKB6Juiw+ATsUW0iHcym/bB2R9FLY7JrWc+ayW4WCdWHWrtdPvEajH4bFtm40uq7HeBlNQk4y72VYIY/vKcV+OFGkfh7w2dPgZ8TPPUJHMunPftt1GU5J/mcPVLfLq5ZhVr+4bPPPsv8r1owKbu5c+dmBufKuHHjMoP4J598MrMEpkOHDqxatSozyL9k2rRpmEwmBg8enLltr169mDdvHsYiT5kXQojSMyscXj8HcZvg9ym27/fLGpjxmjWo2nAQfv0Ah6MmIt55DFzrwrB8stilwgR3mKBvQdsUEOQ64UwoUcxrUYv3LsKS6nB3tfz7upelA8dgt2p0Y4eS7Xo14OPnrLXjuy7AmrtgcU3YcwSenwRffg/vvgBtmuR/DJMBpneC5zfDB1mfIA3yhgDV3cYCtWJgds5eEsVSowpMHQWHQ2HSVxAaA8vfvnJuyBja8CobSCKd52lnvwEIUU5oqu8j5Yxq+agy9mpSqtS3CyFKi/pr+UO09aP8uK3w1/vQtbltq5i+8QlMmQ37f4dbngCnQNj/PxxOtA6dk2G9O1Quw3Gs1GGFSvLkcW2XnIPh/8KC62GACsTz8DM7OU8Md6b0oMZvGqP6gOkAzI+CzT2gbmFrzkvQnJ/h9Dl4ZSS42bGL0Lk0aHEWwuuqUlU4HwETp8OK9eDmDYd/Byc1XyGPa3w2GhpOgef6w9tdL//+uybCdW6wy1gy8xzCIqHNo1ClBuycduXYQklgFOsZQHcewqMERiCE48a0xerTLoQQ1wrV9u6PJLjvtFo7Apa/BjfYGLAr0ap9oTMkpUBUBuycjcNRQVnNQ+DrVrYBu7rWSXrBnwakWqwZ4fyobOxg2lPZBf7oA2HhoBkgKhTS7bTapz1kmCE5Ffx87BuwK9WcwSMG6putE1xrB8OcKXB6A7gbwbsFtL7T+juZW3Al+O0piNEhLVtNTIgbnDgDg3X7TUzNrqo/nPwWzhyCDs9DUmqu14QHn9CNw+whze7FOkI4NgnahRDChmB2fQL0Pgyea+DzG6Bv16t3isnt549hwNNQtwY4l2XpST7UMjaulWFTqfd2zOlUBtwRXsAGOky8Dm61NizLkwtufMMudA180mDDUfCvB7cEw9GkUuzZfhVbD8DTWd1aSsKxNpB0AU5kfa/WD3Bxhn0roEltMCfC6Emw9zDsPWK9gVDU73avGtDUF744ePmxykb4tw5s1WGsntkW3u5cneHkj9YbrLsmQ3h0zoWX3DARTjrT2U086SUwAiEckwTtQghxFb/FQM9jqmYDBsXCA/0Kd8lOhcAxtaDSTkg0wPoZjnfJ1U1J1wzo4+8gs61Uqj+/RKoNAbdaEdWSVcDRPAAmtYJ9p+F8EvTfBMmOkqRVdewq011S49EhPAQezJWxVgH4jt9h70oYOQiGPAUtboPPvoW0bHFwHWeIj4WIbF13GqnOSRb4MwPeyoDMRdjtzMcTVn4Arqkw6zdYvBnisjo+BuDKeFpykkS+4jhxEriLa4QE7UIIUYAvL8A9p0H/FYL/hP49C3+51myy9steuAoG9yrGMvUl6PU0uN8AX5Vxlv2SukCfPN6hzqXAEtXT+yqBYhIptKRaZtgeGgq/zIQFy6GeD/ipxXwcJNOuxtGqEXRoUTKHV+Vbz1SG06GQX+fHzm1g5hsw/jGIjoMps+CjudbnbmkIZy/CuFUQmy3wVwtezXSG5RZ4xQIpJXA96wXD4inQuRm88iWEZFtMqx4+jKYpB7nIWQpYWlWICkSCdiGEyMfMMBgXB1NrQKXFMPctGFTIoP3wCfh8EUREQaIFnr3HOvnPkfwvAQ54wXPGzEVIHUJ9A/TNK2hPhp9sWBTbiJFYrFGmCtoXT1IfecA5tVJoOjy611r25AjaNoHOrUvm2EYNnqsOp8/D0nzaKSo3doa3noe3nobr6sIrk+Gep+DLH+DBlrDtIgz7zlqDf4n6n8IXzrDUAMNDSu563tQa5jwN076GYVMvn6cJftTHi684SDwONFFBiBIiQbsQQuRh7gV47TR8VBlGqEmCJripY+EvVUQ0/LMXdp6ACSOhelnO8MzDdxdgXAhMNkPea1KXLjXBtJ8KyvPL+Ou2lZIYcOcI8f8l1Pv1g50TQTNDfAb8vIsyFxEDIybZp9VjQQKdYI4BfvwffGvDoqJ33Qobl0CvzvDim/Dw4zC+PvyTeOVQ1TIDqzVYoz69KEFdW8BzQ+H5QTkfv4+GxJDOGDZjdpiPT4QoGRK0CyFENiqLtywKRofClIZwjw80u7GYExddwOAB9YPBxYEmoKrXFB4AL9aH4S7g7AjXX4ODbgWXr9wVDM80LPg4aaQwgiaZsX+bNvDtt9AqGHzValGqq1q6fVf3LAqV8T9+tOQ/3XA2WD+5iJwPF366+u+yKqlp1RRG3A1H/ob2zWHU0xDxEaSnQkauXveqxl1rCC2PQEYJXtPrakPLOjkngFfGjWl0IYF0HuHfkju5EA5AgnYhhMiigpn1cXD3EXilMjziCyYN3N2gWp3CXyazGSIirVnjD5+GmxxoPRgVXP2YBK/EQ6AJnByklj2TWringKYgLkZwu0qk64Qb8ziUGfurjimentbHfw6ChmmQnA5N11LmOraEWRNL6WRmePYMrLWxBNzJCfwqwez3IHIXtKkDjbpDiz5wNgzismXXQ41wMQB6HIPoUl7Ayh0T39ILI0lEZ5VECVERSdAuhBBZknXoGwLP1IFXalzO6O1eBTt+KvxluhAJd4yGoKoQHFj4FpElSdV2D7kAD1SC4TgW1yRonse7U7oFdtjYYzCJVOJIvOJx9TNoFwSGNNALqPEujU90tuwHzVI6vxeqG0uDYDJroHZrkFKIkhw1PvW17Xc4tA4qV4Kbh8GYifDXFkhIAhfVjcYX4r3godPWhZ1KkwGND+jEGDZxhhKu1RGijEjQLoQQwDdLYd53MK4pvGOH4m6LBb5abG1feFt3uKsIXWdKiioLWRAL1SrDDTgYHaqegA9Mede7r4qwrfPL9iMGgvPJ1i+8FVxNEJsBy85QJswWuOvV0jtfqyYw9hHoaoSpsXChiC0mPT3gr8WwYKq13/tDz8GUTyE1DYIM8H0luKjD82GlH7g7Y6AO3kxhH0fzuGEToryToF0IcU1bshJGvwFPvgLjDoK9KhVU0P7KB1C3MQy9BYei4rUPNZjhBffgWF5WgXY+WWBPE3zaAh6onf/+f8bB6K1wLFq9veXfpuedrhAeBzP3UHZUXFmaawMZYbARrqsCE8KKV3/etgV89g7MeAuqBFx+vJErzKwBZ9LhaClXqqhFl56hGTXwZhvZ+kMKUUFI0C6EuGatWA/PvA0zAiH2JVj8jB0PrkoenKFqIPRSkx8dyJAIWOoPuRpxOIQ5GQUHsoGu0Kdq/s/vOgku6dC25Vk2Ou1Hzyct/3BzVdhfQJeaUuDvCR+NL/3zvm+CFW72Wc+pb08YPcKadb+khQvMCYZ5URBRyvXtvrjwGPVJIY19ZFtKVYgKQIJ2IcQ152IU1OoI94+BM2p109th3R3Q28+OJ9EhsBb8+BYOpe8F+L0SdMZBnSpaffipVKi1Fs5HwsT2EOwayFvcmVnrnBdVHrP2blh7GiaVRftHHZyd4fpmpXjOdJjwDiRuAxd/aLO15E51nSu8Uw1uPQrppdylxw+XzA9rxrOTUBLzvXEToryRoF0IcU1RKz7W7AZ1GsLrW8D1PljmCd1cra3u7KVmL6jkC0H+OIxEHUIC4YxqO+lAk2Kzc42FQ4XsshOeAddtg7ZRMLkHeDpDPOG8wZJ8Azb1sw72AkM6xNg4udWeavYHvbTXAzJBdCKkpIL3eQhpbe1ZX1KCnCCxMlTfBfH2SOsXwkPUpzV+jGAj0Xb5TEGIsidBuxDimhByHvYehn6PQuvG8Mh8mJABn/nCrd727eBx7DSkmeDAQhxGeCrckWJdbt5VdQPBMak+7SdP2r79kRSotwV6noPFd4Ip611Nx4kAKhW4b/1K8EM/iEiA6BRKVXq8te94qVM3bAbYUxVSFkHnTSV7uv3+EOQD7ffBmVKscTeiMYFWtMOfp4iRbLuoECRoF0JUeIdPwv3PWevXl30BI7+Hp5PhbScY4WH/893zPHRt7VgtHj8Lh9hEWG2wri3kiFZGQqIJ+t5r+z63b4Zb1YJYg3M+rmGkP63QrnJ7EuQJOy7AkqOUKqNaRfSr0j1n3WCop9o+XjLR2kFncwmWfqv/DWyqBdVdYehJOJBMqZpMW2I5yFbUgglClG8StAshKqzIaJj4EXy7FHq0h6/eh8+j4JnT8K4ZRpXA6qSLV8G5OJgz3nGC9gNpsM4DnvOGskju2urZI5CSDtGxsODHgrddo362+2CIEyzscuW1TiaeL9l+1QxrmyowrCn8EgchpdnJpQzKrPt0g77dLnfneeEJOPsbfHiiZM/raYQF9aCqK/wURakbTB3eZB+rpaOMKOckaBdCVEiqb7TKrv+6Bgb1gcqe8Ow+mHgCFnjAw14lc96f18HTQ8HLHYdwJhkePgUBHtAxW4cPR+VUH2a/D7WyZ4TzsOYwJCfC2PbgnMfqqDoaFgy2xcYG+GUOhB6nVLw0E+JtXJXU7tTNTdZiSS88DqyGLbHw/bmSPW1VE0ytam0zefdROFuKpTL3U52R1ONTjrFSAndRjuXfxFYIIcqx3iPgk9dh9z54QGUUu0B0NVjbFroXXOpcZHN+hN82wjPDcrbAK0uxzuARDJ84QxCOz+AHd/fPv+Z+fyLcux0Ge8BTzcC7gOv8El3z7R6T3fCmsKEX3H8RtmSAfwm/M675G1JLuYY+v4WSdv0Ia0ywPw6oVrLnq+kCTwTC/cch1gw1KL369gFUz/xdOEo0N5OtsbwQ5Yhk2oUQFYJaYTItHQY/CZVbwxdvQ/c74cnnYU8ziLsV1nSAbpVKpmxFLaYUFg1TnoZWDSlzqg3ixQzoGgb+bhDkIKU6BfKCY1rBrykhEZro8Fwr8HHJf1uVZZ/GPzZl2gPdwS8AjmVAssV6nhJlgcOry6Z86t2XoXtH67+NRmjZCOq4wQfHYElYyZ8/yBn8G0KX4xCZXgrXOosTBvpTLbMd5DLCZGKqKJckaBdCVIhSmI/nQJVWsPR3+H4GtOkB7iZI7Aheg+HbutDT175tHbP7bR18MBcq+4Epj3KNslBjA7TX4NtyELBHpEF6AvjoeWfZVXC3LxLe+gO+6QauNlxj10J8mOznCs6nodbf+S7IahcXY6w3lz6eZRO0u7uBU67LMqgqjKsPYerGtxTGsMgI7TwgeBecK8W2lyYMeGJiKkf4m0jM0r9dlDMStAshyjUVAH25CMa+CYP7QavG8PJb0KUTvPsn+L0M79WGu4NKLkhKTIa9x2DUPXDHjTiEzfHg0QFWV3fc9o7ZPXowK8uez2A3noUJu+C3obb/HIfRzObX/mEPaGUCPRU2hlBinv0Q9h7AoajrWdsDJpyA+eshvYRXMVU/kzV14ca60HYf7CrF+v4BVOMhajOZk8QUtPSuEA5IgnYhRLmlsq+zv4b9h6FXR9i7F9o0g18WwIDZMPogvOULj5dw8eyZMJjzE3RohcMYGgXDCigfcTgqva0mB+eKstdGw8xD8ONB+KGn7YdTE1Gns71wWXMd9ANw90+UHDUBU8WKDrZI5/Aa0GMzPLoIPvoSvlpU8uf8xQ/6BMA9R+BvVVNfSu6jFg9QhT+5gMXRfhBCFECCdiFEuaYm082cBDOnwMx3YeZ7UKUyvHgYAnV4smbJl+a89Sk0bwq3q3Z6DuCjKIiuDu+WhxT7JWpCqbq5yjXmr3fDiSiY1BOMhXjHsqBhLuRb3AvtwMsI8QHw/mZKhhnGPQYeDtJdKLuRD0D1l8BsglHPwfRZJXs+Jw1mBEMfXxh1AjaUYuB+LzX5itN8Sim1DBLCDiRoF0KUW+pj/Qfvtv67UX1o3dz672F7YEk9WJD1fUlSpQQb98GkUTiEj4/DxFT4wljO2oOZYZ4B3LIF7T8chyZe8Hob8ChCT/3naFuoN7m7GoGbCZJT4MeS6l1ugLtvBTdXHM7NQRBwGpYPhS9nwBuTYdrMkj2ntxHeqAHdfWB/EqXqbZrxHWG8TwnWQwlhRxK0CyEqVLnMiL2w6Dx09oUOJdTaMTd3D2heD4d4/UeD4bPKcKdWcpNu7e29k7AyHtpp1hsN9Tr+OgfbwuHRFuBThADXgpEvOFzo4ofMSxYLu1zguTXY1YxF1sW3HNmKdrD/LAzqD3s2WTvM1GwGG7eVXKcXXxNMrgl7E2BLXOl1lGmBD/+jNQeIkG4yolyQoF0IUSGkWWDsQfjpPOzpDO6l8NdNBRcNB8Ge7yhzGRZrWUyDJBissuzlJGBXYrNaLaqIObNLzEWYsQXe6QCeRV61ViOlCP1BTj0Bgc7wSzs4nwEpdpyUGRdr/UShMGU+pS3IFcz+0OgPqBEMox6Bu/rBwHvh0NGSC6hVWZLJH248AoeSSydw19CojwcvUI93OEpaifYNEqL4HPhPhxBC2CbJDO8fh+/OwbI20LiU2ukdOgn1a1zZQq8sbIyBt8Ogsk/5ybD/R8+qaddg53l48R/44Q4wGYp3yHG0KvSbnJMBLqbAHWtgfQJ8vA27mjUJWjfFoeltIaktHE+wZtqnToGIYzDmRdixC44cLZnzTveFe+pCy52wJ5FSoQL3JnjTCm9mcIJESrh1jhDFIEG7EKJcS7XA9JPwxVmY1Ry6+ZfeufuNgpUzKHNJOqx1hrurw9Dy+Fddhy7VYdMF+HgLLOtb/EOqxZVeZ2ehc6fqZm9AfWhugjebwZ44OBdf/PGEhsPeI47XNSYvBh3aucLD+3M+vmIxTPkQeg+ATVtL5txz/eChQLhhF6yKotRUxZUtRDGPUBLVxyFCOKDy+OddCCEyWXR47TB8ehqmN4EBVUrvwixYCg8MAFMZZ9nNOrx6BOaZoF8p1fDbnRGqn7YGtrMH2OdTEm9qMIi6he5Rrz6lmNUHQhPgdDqcSoCdF4o/nu37YdFv5SNoV7/SM13hVBX4LdscTfVzWTAHHhoGq/6ACZNg/0H7n/+z+vBUMLx8ilLTmko8TwPWEcPFUlliSojCk6BdCFFuPbIPZp+B+S1hYFDpnvvrZXB/v7IvjVE3LgviYZ4L3FbeymKADVGw+CLU8oFnW4KLnVaT3b+/DpHpgUXePzQOTp+DztXhnS0QVtxsuwrWy1EC198Iw71hWa6Fj1xdYcIr8PBwOHAQRj4Bp8/Y99zq5mBiTXisKkwPpdS0x5dXqcM8zkp9u3BIErQLIcqlYbtgQQhs6AS9Akr33O/PtQbswaWY2c9Pj5Pgdh30KIcBu3I2GQ4lQKeq4K3q2u0k9KKBf81Fi5L93WBhfzW72XojYTBDQnGTrxYYeRf0K8QCUWVJtZHv7gXfA4tOX/l8cHWY8SF4e0LvftC2q30njzobYFgguAFflGLgrmrbdxPPQ+yRjjLC4UjQLoQoV1Q5yOM74NtUONADmqlVNEvZU/fCkFvAxY5BZlF0/Qt2J8B+D8odFeD9ew4eW6ZWyAJKYPXWoibt1QTY+r7w9Qn4/hT4NoK28yE5veivNd0CgYHg64Pjywq+bzDBq5Ug3Nn6iU5uVarAku/hnw1w/rz9h+FmhEo+MCYClkTkPYaSsJBWhJDCA7LwknAwErQLIcqNZDNMPAKz34SAh8AnqXS6xOTm5lL2ZTERGRDVCs40B+9ylmVXQez+KJi4HWb3Ax8fcLf3YkMZ8DJeha5pv8TZCN5mSI2FJR2gihOcLeKKnYdPwV2jrWMqF7IummobWrkyjD8N3++FjDzG7+4OPt4QcrRk/rc42AMmtoR7w2BtdOkE7u4YWUE7TCQSRRHv1IQoARK0CyHKTVvH6adgfjxU9YXFc6FyKXaKcTSjQ6w9zNVS8OXNxjB4fQv8pkpQDPCCK9xs75sgE7xOYpE7b7cOgvd7wbE4iEyFTsFw/f+KeDALBHhC3Ro4vG3/5gzOhxlhGDD0JfjxV7Dkc0FL6uZZHfcFDZ73hAH7YUVk6fRwd8XIGzTiaQ5zhpSSP6EQNpCgXQjh8NTCQe8eh9nRML0h3OJ9ORt4LdqWDkdd4XMTeJWz6/DTUej/HXzXF8JTYaUqqyihNW2641TsX5MvdsPWMJg/EAxpsGBf0Y7TqS08PBSH9+jTkJCrR3r3IKj+IAx9AmZ9XjbjerMuvFIPhuRqQ1mSPDHijxNvc5qTpJbeiYXIhwTtQgiHpz6g/iwePr0OvLfDpk3lo3VeSdgZB6POQ2s/CC7yaqFlY+FBOBkL73QBo2adhDr/XFaPQXszq9+b4oXsqnNM76rWshaV8Z18E7y9rvDHCaoMT95H+ZHrf1uDa0MDdaM8CJ59Ad5+u2yG9Wo1mNYAnjgIH+UxOdbe/HDiJWrjjYm95GqjI0QZkKBdCOHw7kqG35rArZ6wZx8MvBWaNeaadNIZmlSCyU4QUI6y7D8egReWQ3t/eLx9tlVb1URivxI4oQXWk1Gse7tGAdAqCF7cBiGJMLw1nI2GF9cW7jiVvOGW7pRrH7WDwBvhh+9hyhSYMKFsxvFQVbjRD5ZdLJ3zVcWFFwjmEPEcJ6l0TipEPiRoF0I4LFW7euNx+MtoXaExkwEaNgDvMugaU9bX4mAyPHoeanlCoFZ+xr3+FGw6Adsehg7Z67pV9rYuaDElc267XCIN9p+A5FRwc4Lfh8H+0NKpqy6zj7XymHDawg9cdBiXAIsXwwcfwPTppT88dbPXrgr8HQxvHC+dn0MVXEjAzCMcyJyYql+rH/OJMidBuxDCISVZoN8++CQIol2s5Qnp6ZB0jSa74jOg1Ua4pTpMKEcB+56LcPP34GyBGj7gkr0UxgBDqsGLwSVw8gx4V3cv9pvcOz3hlroQm2a9CajuBevPwKt/UTHpUCmflXWPD4aLqdC+O8TEwGjVEacM1NEgLhC8TfDJWWs7zZI2gbrUw4tbOFlSUzCEuCoJ2oUQDicqHSadh3M1wcP9coeU1Wvh41ngXxLlFA4e/O5Ng4bdYKFT0fuPl7Yd4TBiOQyvB1Nuzflchg6HVa24xVrfbm+uvkmMMVwsdoBlNGRld3+0thyt7w/f3AlhURCVTMWjw5EDeXeDUS0g1ac83ZeDk/o9LKNfRDU09Tch0A/evAALw0o+cDei8QWNaInOcSriD16UBxK0CyEcSlQGvBYOXibY6WPNqv1Hg/vvgdtzBYAV3dJQ6B0KfctJhl1ZfhJ6LYQdD8CsO698Pha4T3UpKaFPTgK9z9PCcN4uJTLda4Fn/OUJmtW8YOd5+O0w1xQVyP9xK8SkwoYLZT0auM8L3qkJ447BnJDS6eE+m4Ys4AKbMn+DhShdErQLIRxGohnGnYWNHnBDQFmPxnE8cwzG14L3ykm3mG8PwL/nYVzrq2yoSmWi7X/+JTvh6HFXqljss1TsuC4Q5A5Tdlq/b1MNhjaFxQcgpIgLLpVXrkbo1wA+jsIhPFIF3m8ALx6FKcdL/nwGNMYQzGucYk1J/PIKUQAJ2oUQDkFlye7ZDus8YU4l6JLrr1PYBZj0HteciSEQ3hCec6bcBOzPLYU7VF/tngUsuqNBXWd41se+5/91N4z5DtIan+cHl1P2mzKow4fZ2j0OagIxSXDuGgzaH/WFTePg++9xCCOqwbct4KNTpXM+L4zcSyDvc4610gpSlCIJ2oUQDqGnWikzCFYGwPV5PJ+YCAYjvPA015SNlWBxIJSHJPvys3A0GVaNgPo2zDuo5ATt7Ri0bzgFj/0ID3WFVjU0ZtDGbm9yy4aBa7auKg0rQ01vGPpTBa1tL4g7hPaCpzbAypU4hFsD4Je2MGRHyZ/LGQP3UYU78OektIEUpUiCdiFEmXeY6zUItv0FJ4KhXgFFyF7uULUK1wSzDs+dhjFm6G3M1tfcQSfKqnKYwQvAFAPNqoCrU8Hbp6kUuB1rkE/EwC3fwJDm8NIt4OKs8Rz77Nbpo4GfdeHWNnMvPzZ7EPiqsvykCtwCMg/q57tgMETFw8A7YMeOsn/96hOd+t7wqxM8uMe6inJJcsXAQ1QhmnTWESttIEWpkKBdCFFm4nQYlg4HXoFTnaBSPn+RLBYIPXft/MVKMcO7Z2GeAXw8HT9gV20du3wPD10HL/e0YR+gpqqJjrVfaVXYRbgzCKbdDc4m6zlS7bjUqgoKQ56HxGxjVn3bq/8JdVuUfdBqD+ERkJZ29e1Ut5/7qsKr70DKAGjbEfbtK/tr4G+ArQ3hNwu8cgSSzCV7Pie0zFKZZznBPyRJ4C5K3DXyFiiEcDSRwIspsCcM1jSDQJf8t01Nhb53QKuWXBP+iYFPj8Mcd+jq4P0d/w6Bjp/Dg1Xh4zsKqGHPTW1np3rw1HQYPhfmP5T9/DpdaWmfBZaySUqHndk6p/zyC/jNh/XhlHtPPQMHD9m2rbrOdTMg8DXoeC906FDSo7NtTC1cYFEt+CECPjgBiXksFGVPjxLEcKrwJKGkyqJLooRJ0C6EKHWxOoxPhi0x8KUfNHW7+j7VqsLk16jwEtLhxyi4rS0M8sfhrTkFz7SEWXcXYicNXL3hHlUbZQcmIzzQKedjZgy0yOz1YT8mA9xYF177I+fjD/rD0G2Ue4XNlA8Phm4G6P4BPDYa5s3DIfTyhY8bwbwQmHwU0kq4VGYM1RiJF4uJlGy7KFEStAshSpWK0x7LgPUR8KkXdPK0cUcHLhGxp1gzLI+A++3TrbDEvXkDTOlX+P3cTfBCPfuMwckIr+cxhvlY7Lp6pVrN9dVuQK4SkrdbQnwMTNnLtecneHc5vPamdbL4hx/iEPoHwmfN4H9nSj5oV56gKs5oTOd8yZ9MXLMkaBdClKrbUmD9SVhU2faAvf/ga+OvlVol9K5jEHQd3ODgZTHFcddx60TbkqRjYALGEvm12XwGZm29/L2ac7DwBvj1WmzbvQu4CIN+h4cfBn9/mDYNh3BzZVjaAYb8Uzr19rfy//buA7zJqn/j+Dfdg7aUPWWL7KkgqIAsFXACoiigOABFURRFXxUXrr+gvogoIqiI8KqgKMhyMESGIDJkyt6ztFC6kvyvkwoCFujIeJLcn+uKtsnT5HCa5rlzcs7vFOEjDrhKQYp4QhCcBkXEKsyCwd/Xw++VoE4upsSc9Mca+GUGAa/et7C1LEw2JUkC2OJC4DSLGjzIiY3hON060m5UKQLDO8KWw2fOpW5aCpbtgkeXEnTmXAVrDkBEJFx0ETz7LHzyie8XphqNC8O79aD5L55vTzQ2xlGFjaRpmox4hEK7iHhFih1qH4MNdaBkHouO79kAJUsQ0I5mwYGWsK0wFA/0qUDmd+mm+ezn44lNO838+SIxkJYF6actciwZBXPaglmjesLDix89xeaE+PjcLyY2pS5NtZniEVCoPFT7GFq2hMOH4ddfYdq07MpPvlYqGtbWg/aLPbsw1YaNhsTQjaIMZTcZbn/LKMFOoV1EPG6XHQZsh+glEJGP81iY+yr3WdKWFGiyCsrbcGORQgtzQt0tnn0IByFc5FqI6v53QAmR8NVqmLTyn+tM0E0IhV92wciN+K25P0JCLje8eu01mDo1++sNbeFECGw6CuHhUL483HZb9uZLvh5xj7LByijYUgjuXwMH0z33WOb5Fk8oMzjKBxwgVcFd3EihXUQ8ausxeGA9XJ8Iy1pDbFCk0rx5ejVUKgFzLV6T3V1MwJ11VrUXT7jBQ+uXr6wE/ZvBr3vg0Gm7odZNhGfrw/Ik2J2K3ylIuDbP28uqQN+52d8/9RQMGgSdO8OkSfhc+XD4sir8mQXfeHitaGMK8Tzl+YKjrqkyIu6i0C4iHrMrFQZMgeM/QQ292uTo5/2wMh5eLgqFgiCwj94GyV6YGmOY9ZAem6DghFGL4K+z5uA0iodtybAyCf9jOiuPwb1bNyhVKrsc5tv14K9M+Pav7NueeQZeeQUefBBLqBcF71WC7anw9BpI8eDz8GrieIZS/MAxjbaL2+g0KiIeYYJZ9/lwJALebQsXx6ujz7ZoP/TbAu1KQ+WI4OifT51wzAuB1kyPedKDJ7mba0HLsq6C8GeoVwSaFIPnl8MePxxtz6ubb4YSf683KR4FvavBzJ3/3N6/P4waBY88giU0KQI3loavdsNxD++Y2oZ4mhPLU+zGoY2XxA0U2kXEI1Vimk6HAzaY0AkuvlidnJM9TriyMDxXGAoHy6txOeDPvI/o5lUclRjFPo+FpWrFoXxhuHUaHD5rBsSgmhAWC8cDeB3ijBkwcuS/a+83KwIT1kHNO2Hp0uypUDfdBG3awMCBWEKDwvB9M7hlsedLjzYhll84xm1s9ewDSVAIltOEiHhJuh2qT4GkdFhyNZSNUdfnZO1xuHM3lCoHCcH0ShwKkSmefYhMO6wZG8mOY54dSg0PgW1bIOusiiQloyHRDvW/8p9KMubfkJdKLykpcPDgv69vUQ6ebgRrt0DbdtmLWs39XnMNNG6cvXjV7uER7tyoFJsd3C+elf2a5Uk/Uo01pNGD/Z59IAl4wXSqEBEPO5AGV3wPmQ7Y3lmLTs/3ScReJ9xRGYYE25uaLNjUMTvwesLRE9D9SzjaGj6NLevRk9yHXaBxOdh+9N+LOL9pDaWKwbZj+IWXX4bJk/P2M4ULQ+xZO/eaue3FoyHuTvhmDdSunX19aGj2/PeICJg9G0soFAbO8nDpz7DfgxVl4ghlHtUII51D5g9AJJ8U2kXELbalQs9fsj8OX9Yx++Qt/2bC3Xc74MFNMCoh9zWxA8GaDDhippJ4cErCmKXw587ssozdbHs8WnDv5O+uyah/h3Zz25XAZd8RsAYMgOuu+/f1PWrB7ZVh6X74YV52CciTfWLmtptRdyswFW9+rwax0XD7YtjiwTdYRQjjAYoxgD3s9MYmBRKQdFoVkQIzo4kDvoKMnTDxKigapU49nzuWwp1Vg6+P3k6B1WZKhYeS9NbDMG8rPNICLilpHsbz74huqw8x5/j3fHQdhITCuHUElAMHsjdOOp/W5eGtlXDgtJKYVpQQDpPqQ5gNHvoDNnswuJcwc8NwMoR9Cu6SLwrtIlIgB9Og75fw9fPQNR0qx6lDz+ep/RBSC54sFIT9FA0c+nfFFXdZdwC+WW4WVmS/LxhEEY/H9keuyl6A+diMnG9/tR68ahbeBpDdu+Hjj89/TJdLoEoYPLEcsiy+IPeiGPhvQ8hywppkzz1OeSJ4nlKk42CTeZKK5JFCu4jkW4YdrpkD3++GLg3h+uvVmefzyEIYngbfVA7SfoqAEVWg2N/TJdxp51EYOB1uvQw6/j2PejqpXim057TDhCX/vt5MB7mjGmxPgid+JeiMaAs/rM1ew2F11WLhvQYwdRdsO+65x6lMBEMpxTRS2KtpMpJHCu0iki/mRGy3wcHGMKkBlC2bvcmK5MzMeV4TBnOLwlUeCK3+ok4CRHrgzJOWCX9uhbI2KJmQfd0qMvCGFY9DiDPncGpG4Wd2gLUZBdtx1Bvysr6iY0d49NHzH1OnOETaoe50/ELFWHitHnT7FY5leXbE/WlKcA97OOHRVRcSaBTaRSRf6n8HFy+ETSWhyzXw5pvqyHNJy4J+q2BJISgVFVyLT0864YA0k6E9lFFCQ6BLY3jj1uzvzQycqZT0ykmuZBzsOwZXfZDzYkfzO5/7FzyTw2i8lUyYAPXqnf8YU74xKQmioiAuF1PhNveBQ5sg6axa9lZVJAKcLaD093DEg+/5ChPq+hSoIVs4quAuuaTQLiJ5tikTKrSAdc2zF3CZEBqiV5NzGr8Vpu2EGaWhQlhwPuFGH4NPd5s5VZ65/0pF4H93/vM8NIHoOg55LQ7VLQ2OcwTTagnwaTvYZYdDFg6vpizjhd5QJidDy5a5f+MZaoOK8dDqXfzGonCoWwTqzYCNHpzj/h3luZgIblT9dsklnWZFJE/+OAa37YNXoyE2CEeM88rUf14UCY9eAU0TCV5Rfw9/e6lMtQntTi9Ujzk5yv/9fXAgFX7dmfMx5SLh9z0w/Ry3+5vcTvUx4X7WzU6O/NfJggX4jR+bZu+c2nkBLDvsmcewYWMCZUkmlV9J9cyDSEBRaBeRXPsjHaakwC2FoKSpXiYXtCED/kiD5pHqrJuioZKXPmkwI+x9ifVSbM+2aT+MPseC04bFoWsF+N9a2OknGy6di1m70r177o+Pjs5epD5iBH4jMhTGNoWGRWDCVs89TgQ2biCOx9nPTwrucgEK7SKSK5tT4e4tEBoHTxaGYnr1uKDDGfDxdhhdAS5VaOea0lDeSzvApnGQFSR558HMHOVoeK3D+af/dKkEJq/vtfAUmdwoUQJuvDH3x0dF2bjrLhvz58OkSfgNM7/91frZ//9hr2ceIxwbAylKJ+JYiMWL2ovP6bQrIhd09Cg8eBuMrwB9vRS6/J3dAU1nw9o4qB9BUFt4EF5e693HzCCdHznhlZKPRlQ4XFEFJq+DsStyPqZaUSjngC5f/70zrB9OiWnePH8/W6MGDBwIGzbgV0pGQZ9q8NUOWHHEM48RSwgPkEghQpiJB+tNit9TaBeRC1b9qLAYDneHGtEaYc+tE07IqgOzyukJdjwK9psyl17KI/3ehRldS/FDUkWvnuRCwnFNcDh8njnQoztAYjE4brdOCUi7HbJyudZg48b8PUZEBBQv7uSll5x88w1+pWhk9t/yFctg+3HP/N5MYO9LYaZznN9Iw+m1t5viTxTaReScdqVB5ZVQ+Rj82kUdlVs7TkClH2FTeYjRqyycnBqU4p3nUHoGxD+/l9aFt3m1mF6TsjDqOjiYCqmZOR8TFQYXhUOVcdmLZa1g1iz4/HOIjc1dhZny5fP+GH/8AT16OMnIcLJzp5N0P9sQ9P1IuKYCVJ0Bm495bn57EUK5hd2sJFPBXf5FpxMRydHqNGi/CGrshiU3Bmdt8fy6aTU0qO7rVlhLBRP2vHDG2bIXdh7MrhzTnGi8yfU3EgqvLoB551m8+HUHKJwAP+3AEq69FjZtguuuu/Cxpjb7d9/l/7GqVXPy4ov5H7H3FfO7/bIa3FILmn3vucd5jqL0IJ6bOGiZN3ViHQrtIvIvvx+E+5ZCrVCY3BrC9EqRa9/vgzYVYUq57I11JNv15eDasp7vjSkLs0ewSxUJoQkxXq0eY9QuC43MzsDnGGk/6Z4q0GMufmX06OypNPnj5OKLTQUZm2te/Cef+N9ou/FZdehZBYb9CTN3eeYxXqQYfYjiU9eyZZF/6FQsImdYexj6zoOqWfB2Iyisqie5Nm0L9N8EnWMgVq+uLgez4E1TecOLhTFuvQoqloQ3OOr10crLykKL8jDsV9h/nsz1fBM4mgpDF+E3zAh5/kM7NGgA7dqF8MAD8Nln+GVoN2/En68Hh9NhogdLQT5KIs+RxFsc9dyDiN/J02nlvffeo27dusTHx7sul19+Od9//8/nRE6nkyFDhlCmTBmio6Np2bIla9asOeM+0tPT6d+/P8WKFSM2Npbrr7+enTsDZLcJET+35zh0ngGLp0OzPVBKlWLy5I8T0L0EXOLdWRmWdswBM82ukh7cEv6kRevgnanZXzscIdjtIb6ZOB4Ns1dD8onz7xT6eVuY5qFSglaSkgK9ev3z/dVX20hMdHLddU7LLMbNi+gweKI21C8C4zd75jHMNhgfUIy3SVZwl/yF9nLlyvHqq6/y22+/uS5XX301N9xww6lg/vrrrzNs2DBGjBjB0qVLKVWqFG3btiXF/MX+bcCAAUyZMoWJEyeyYMECjh07RseOHbEX5O27iBRYWhbUnQRFo2Dv/0GPPNRhDnYmeHy/B149DNVKQCGNsp+ZPsyGSl4Ip0nH4JpGcHtL80ux8XNISZ98nDykNbSqAA7nuSuNmDnSjUrAb9vg0Z/wC6bNZ43D5UpWlpOVK81X/ywL/vlnG+vWmTdX+KW4cLivGqw+ArN2u7+ijNkttTVRvE8xtpKlRanikqfXs06dOnHddddx8cUXuy4vv/wyhQoVYtGiRa5R9rfeeounn36am2++mdq1a/Pxxx+TmprKhAkTXD9/9OhRxowZw5tvvkmbNm1o0KAB48ePZ9WqVcyZMycvTRERNyszDsrHwk83QcnCEKNR9lxbfwRunguP14Db4/XUPIMTwu1QyMMjqmbc5+hxiImE6MjsAfar7fu9Wj3mpLhIiAiFGu9kvxk+l9KxMKcr7Heeu9qM1RQvnr+fCw21uxaxnlSsmI24OCdVqjhJ8t4eWG4fcY8uBjcshSWH3B/cQ7HRliiuIIpRzhQy/PFjCXGrfA9CmJFxM1p+/Phx1zSZLVu2sHfvXtq1a3fqmMjISFq0aMHChQtd3y9btozMzMwzjjFTaUzAP3lMTsyUmuTk5DMuIuIeG5Ngyb7sbdaXdc3+2F5yz+6ElanQtgo8U1SLT3PSoiQMbeTZZ9WWfXD/cLioWPb3DnsIlzh8tyCjekkIN9ORnecfuU4AflkD76/C0tauxVWuMb/zjerUMQtZzUcu/1i3LoRtaTbatXOyZImT/fvxO89VgD5toMUP8IsH2m9G3DsTy06ng3HO46QruAe1PId2MypuRtdNIO/Tp49rqkvNmjVdgd0oWbLkGceb70/eZv4fERFBYmLiOY/JySuvvEJCQsKpS/n8FIkVkRwNXgQv/QZTO6isY16Z8+fHf8K9K6BVZT3BcnpDM9mMonppwWHTGjDg5uyvbbYQeoQXweajWqVvd4VyhWHSBaaT1C0NT7eC3/bCbgsXC+nXD/bty//GSh07nmPqVGfYsQMefNDBE0/YXVVlUs0OVX5keCw8VBnaz4avPbQ4tQERvO1M4UPnCewK7kErz6G9evXqrFixwjUlpm/fvvTs2ZM///zz1O1nv0CaaTMXetG80DGDBw92Ta05edlh/sJFpMBmbod6RWHM1RBz5iCY5NKjG2FYLXikqLrsbJlOGHjA8zuhZmbB65POutIWxiMTfDtnelB7eOSrCx93WVHYfhRWn2cnVSt46qnszZXyKjbWxosv/vsFJjQEnrzS6Qr1115ro0YNGDIki4ED7QwZ4l9TQV6/FJ5tCIN+88z9dw6JYWhIYYY7j12omqgEsDyHdjNSXrVqVRo3buwaAa9Xrx5vv/22a9GpcfaI+f79+0+NvptjMjIyOHLkyDmPyYkZ1T9ZsebkRUQKZv586P8J1CgPxVXtJF/umw2OStC7kp6NOTJjMZGeX4SaZYdvF8GQHv9c53Da4GLo+Ybvfjf3NoewXIwam9H2xmXg2bmwx8Kj7X362Ah14/w5s//DM53g3nvhyJEQBg0K5dNPQ1wB/rXXMujUyc4bb/jPStWBl8Cz9eGF3z1z/zfYoknAwf0Oi7+7E48p8MJ6M0pu5pxXqlTJFcpnz5596jYT0OfOnUuzZs1c3zdq1Ijw8PAzjtmzZw+rV68+dYyIeN7aDBhXFr69B9rnc2GZwI8l4RftfHpeZWPgo4aef7bERmZPjznJmZXF7EYw4Ebo8iI+k5oO14y88HGDL4WwaEgNskJqMTE2mjaFTz91MmkSNG8eSqdONv74I5y77jK14dOpXt3O7NnWD+/mTUjXSlA5Dt5wVctxv8khxZhDGrfaD3rmASRwQvtTTz3F/Pnz2bp1q2tuu6kU8/PPP9O9e3fX9BZTznHo0KGuee4miPfq1YuYmBhuv/1218+b+ei9e/dm4MCB/PDDD/z+++/ccccd1KlTx1VNRkQ8y0yF3JsJjf+CDAdULwVx+fi4O9hl2KGTGRXNhKoRvm6NtYXZs6sSeVLFOyHqrN+DLTSMzja4qBR8/yvcPyx7Go03mVmfW16FrXsufGyJGEh0Qt0Pzl9xxhceeQTmzcv/ItQLadUKnn4aDhxwuqoAmTxx8cUh3HBDCHv2RNG5cxZdu2YQF5fB/v1OTnhxo668MlWDipaHIWkwbmP2ug53qmAL44+QUixwZnBXpp+W3RHvhPZ9+/Zx5513uua1t27dmsWLFzNjxgxXLXZj0KBBruDer18/1/SZXbt2MWvWLOJOq/M0fPhwbrzxRrp27Urz5s1dof7bb78lND8T5UQkT7ZkQcWV0PoofFJFnZdfTy6E5SGwri5Eqyb7OW1OM3NXPP88c9hh1egzr8uyh2BKHhRLgJRp0LwuPD0Ojnk58MVEQEYW7M5FvpraGUqVhL8slsUyMqB0aQjz0LoXM+WmRIns4P7LL2deb+bDv/RSBIcPR3LFFZk0b57FxRc72LnTunPer42Et4rCQ0thylbIcvOHBMVsocwPLYF5n3rIaf1PIMR9bE4zv8XPmJKPZtTeLErV/HaR3Fl8DDruhKsS4KvS6rX82pkKIw/AzcWhsWrZn1f8Mihig60enB4zbyXc8DQcnnpm9aOWx1N4IDqWziEhrqn1P/wG95pNw66Dx7tCbBRecSIT2g+HwjEw9cELH3/3NPhqExx9GMt44AHo3Dl7RNyT7r/fSdWq0L+/jahz/H5M2ckbbzxBgwaRvPyytQf7/m8rvLQQRl0Gt1Zxf3WuJY4MNjnt3B6qRUn+LC+ZVmNEIkFgzlG4fRfcEgX/y14zLvmwKwUeXQbFnArsuWKyxJl1B9zu/jeh93X/vt4ZEsZd2Dg5Rbx1Y/jvQ/DpLHhhkvemykSHwwenLZC9kDHm3xIGH/2BhXhuaszZBg2Cg+eZrh0RYWP69BjLB3bjsYrwQkO4d/7pe8G6z2UhEQrsQUahXSTA/bAbHtwEXYrCmxdp86SC2JoFe6Kh/bmLXclpwgrBG16orDOk179HMR1ZTl7DecZJrkMzeH8AfDwN7h/j/h0sz6V0AjzcOvfH/19z+D+LhPYff4QffvDOY/Xsaeaym5KP2XPbA8FDl8AHV8Kj594/UiTXFNpFAtiyI3DPZuhUGp4qArH6i8+3Q+lw3+9QrQTU0qfRuWKqA3b2YGh/bBRsPVc5SVsIn2H71/hwm8YwcyhMmgpdh+EVCdHQ+rTKNudj3nx0qwFbNsGgfwqt+cz69dkXbzBF5EqWDOWLL3xbX9/dulWBThXgnnm+bon4O53CRQKQGUHcfgzazs3eqfP5UhCvv/Z8szug5hgoVAyGl3XnbypwtfjJ84s+/3MHbP0cYs6a/+xwgi06kuXJx11lic9Wryr8OQa+mQW3jcw+3kpiI2DWPbDhmDXa9sorphSjtx4tBOcbUKeeBf7hbmLeiLUqC10rw8MLrfE7Ff+k07hIAHKVIpwFLRrCh6UhRn/pBWLOsaGl4Nc6kGD9qbSWcCgRnGY3VA8qXAhKFoGQs6bG3P8+zO9so/Ch7EWoObmoJKwZAzNmwZOfYinm31MyFn7eAM/85NuqMSkpEBdnc80l9w4nPJ7JvuNw+HBgfeqUGAfjDsBLyyA9QKb/iHfpVC4SYFYmwSXL4LoQmHLRvwON5G+krFEt9WWemHqLpuSjFyUdh0XrIDYN4v8Pxl4Uec6TnPmdVisH016CsLTsn0vxcnvP5+KiMPZm2HkCDuZiV1VPMOUXn3jCe4tQjZo1HUSEh1NlmI2/q0kHjEsT4LOmMGozjFxtvXr8Yn0K7SIB5s65cONRmHKDr1sSWKNk32rn0zzr5qG63ueyaD30fgdubg21zTziwxmnqsecS7PacGVduPN1+HMbllKhEKzeA7O2+LIV3g3to0aFumq2T7vCyaFDdubOJaB0LAnDGsCbv8PbK91fw10Cm0K7SICYdQweXw7dSsEHbdxfE1gkr9650nvPw4PJMH8ljLgfrqqTHTP/Exueq5PctU3hnXvh658hxUej2jlpWBpuqQUTVsHOZN+04fLLbTRr5v0Xk5gYuPFGE+IJON2qwVtXwhu/Q6ZCu+SBQrtIgFi4EcIy4YH6EOXlEU6R0720HLaleK9PMjLhoZFww+XQqt4/1y/McOR6jPjay6FjM+j9qrUql3StDsecsM9Hbybq1bPRoIF3Q7tZO9y7dxZ33hnC3LkOJk0i4HSuAl9eAz29VE5TAoNCu0gAmLEZOA5PNYD4SF+3RoLd8ng4luKdWRUm4DV+CJYshcvOmsL0Q3ruQ7vRvA68cj9c8YD3arhfSNUiUCYKbvoUkjxcjSdnvugIOz/8YEYeHOzZk8amTRb5ZbhZy7Lw7KXQfqp1nm9ibQrtIn7MvNAv2wu3z4fwchAX4esWiZhtKyHqANg8PGKdlgH1H4FdW2DVhH/fHu3Ie6mfiqVh9UZoNxDSM7CEsZ2gaFE4lum9cLdzJ1x7rXfns5+0cWOo6/HNY4eGZjF0aBZffOHEEYC1EivFwwLgllmQoYoycgEK7SJ+ypy8l++Du2bC4Z7wdEVft0jkH0vbQVy453rkQDJ0eAmSd8H2ryE6h0+YZpUII6+xPTQEkufAS/fAbc/DYR/NJT9dZBhUskOVN70Xoc3rS0iI2ewIr4uOtrkuRpcuoQx4Mpyu3R2sW0fAiQ2DVdfC4gR48GdITvd1i8TKFNpF/NSP2+CKmXBVTV+3RMT73pwMyUdh3kiIPWtzpZOu3GO/YPWYcykcm12nfOTXsP8IPjf5XkgoBD9s8t5jNmliY8gQX8cEJ9XbQ8ma5u1XYK6urxwOkyvCvD3w/BJIUnCXc/D1X6OI5MPEP6HzNHisDYy4VF0o1jE/CTaYkOvBqTFrtkKkAz4eAOWLn+OgFCcPxIbm+yRXvQJ89wYkp8ATo+GIFxfWnkvfmtDrG4KMgx6XweWtYcxnkB6ggbZJKXjvapixHTYm+bo1YlUK7SJ+5pPV8MhSePYKGFLG160ROdOsI7DmkOdC+5Y98PEs6NIKalY6z4FHYV9IwaeT3Ho1LF8Dd78K6Zn41H+ugaQ0eMkLu6QWKQKDB+NzixZlMnVqOg/1gYkTAje0G63KwPut4OO1kGKR9RRiLQrtIn7kq3Xw+Fx4phH0q5296Y+IpZipKmb7eQ8F3BKF4f6OUPt8gf1vX6YXPLQ3qgH/ewF+WwltfBxiw0Lgi64w0wubQMXGQrt2+NzWrXZWrcqkVTVIuB7adwzsSitXlIG+deCm7yAA191KASm0i/gBc5Kavx3u+hEevRLuqQGReS+MIeIVY6+CSxI8c9+x0VAlN58w2d33xsFMlVkxHlb8Bk37+a6Ou9moqn5pWLoFBk4n6CwYChvXZve/PYArrdQqCqtqQv3Pwa7gLqdRaBfxg8C+Yh+0/Rz6VIdBdSBCgV0sLD4ie1TYt2zwoA0c7vk4qmgC7JkOf22GG57HZ0oXgll3w/50OB5kUyiKxELheyE8wkmbNg6SLVDZx1P2VIfvr4dmE+FoAE8Jkrzx+cuqiJzfr0nQdAr0vhReb+29beFF8upgBuw87tlFqHnyrnvPcoViYNk4KBEGC1fDgaN4nfn7TwiHhRtgzFICmpmic/nl4ZQt+88oxernwFnEwe+/H2foUCcLFzoDMryH2CAyHFILwR3fw+5jvm6RWIFCu4iFfb0e2v8GD3aAd6/2dWtEzm92Eozb6rn57HliB+cPMHGGe+/2olLw0K3w8Nvw/WJ8ol4ZGNQaFu2CXT544+Atl1wSxsKFifTqFX3qutAw6PxkKOXKFaJQITt33ZXOq69mMnas2XyJgFIsEqZcBUcyYeDPsMsCFYzEtxTaRSzq081w3zoYXAn+r7yvWyOSC2F/B/Y0a/SWMwUeecX991vvYnj3Edi4GQa+D8dO4HVNy8KOJPjzAEElPBRe6wZrHHDoUAj//a+NokWdDBiQxXPPBd4E8KoJ8F4r2HUcHvoJDvnguSbWodAuYlHTTsCQy+DxKpoSI/7jzorQvBjW0NFzU3UuqwldWsN3P0CqD96k1CsNDYrCU9/B3iAbgS1VHF5+xMaUKSHY7ZEMHBjh+vr//u8w11yTweuvE1DqFIP328LWZG28FOwU2kUsZuZOqDIL2haD3iUhXHPYxY9UKwwlY60xPWZhCfDkmu261eCH/0KHh31TUebZ9hAZDyeyCCoxEdC4CWxLhB07shfrt2oVwurVCfTpY+PFF5N5770s1/WBUh6yRhH47kboOQPSguz3Lf9QaBexEFOX92gk3HEx9CwBkfoLFT9hStO5woSFSvFdvdfzzSlXEn5+H+rcBie8XOWjWCFIPAG1XoP0IAtyrWvDaz3gwYfh11/Np5E2qlQJ4/rrwxg5MozBg08QH+9kxQonzgBJ7qZy0NHCUG4UpFph3Yh4nSKBiIVCz3cHYeIueL4ihGmEXfzIyhS4ewlgoSoXac7set5bd3n2cUzt+B9GQrO7YM9BvOrbB6BkImwMsrntoSEQfjlk1oQtW5xkZmYH85AQG3feGUNSUhx33plJ06bHWb7cyV9/ERBWtocylaDOWNgZZNOiRKFdxBLMQNA3G+HDHXCpRRbxieRJ6N8Xq4R2J7SLhiPJ0PVRzz+cKc9XvgS8+Rls2olXtakIV5jylsHmV2Af3HGfkwM5vGkZOTKC3r0zee65TK64Io2pU2H1avyaKfm5uD1UKAq3TIG1Xn6TKL6lkXYRCxj5G9zzNUxtCIOb+ro1IvlTMx6aF7dI7zmgYZhriyVXgPe0xHiY+hbUrAgPvQ5/eTG4f9AVnCEw2oTYIHNtDyhX1USZnD+aHDkykSlTIrjrrkwmTHDQp4+dP/7Ar0WHwcRroHw8fLrG160Rb1JoF/GxV3+BJ+bAO9f4uiUiBVO3BFxdwSK9WBpei4B3/uPdzZ6uagi3tYcRE2HfIe897rAO8PYigs6NFaFCZ3j4yeypUDkJD7cxdGgcb75po0KFdPr0Oc6ddzpISsJvlYiF4VdDlNnoy8PTv8Q6FNpFfOiNBTB0Hnx+M9xeR78K8U/JGdD9Z6zlJbDdD53bemek/aSq5eHODtC3CyTEeW/KRJd68NdeePwbgs6HD8LPs7Jo1y7jvMeVLWtj2LBI/vvfSP744zitWjnOGfT9gRlpv7cejF8Da734BlF8R6FdxEdz2McuhyE/wrgb4Lpq2dtWi/gjU7hkramccgTr+A84tkPNG+D3P+GB57378BdXgKgI7z1eoUiY3Rc2HfNN+UnfOA6kckkiRP0nlD9WhV8whJcsGUrjxmHMmxfLvn37KVMmjTZtnNhNJQA/rSiTEgvNJsDB1MApcSk5U2gX8TK7A75eD/2nwTsd4KYa2ZUQRPyWecMZBezGOuKBH+FIKmRlQYpVFsh6iHnTXzwG5q6B52YQJGLMDG/XV1v7QVJmFk1zuSaocOEQdu4syZo14fzxx35uuy2D3bshzQ8LAXzSDC5rC2VHwl7zPkYClqKCiJfrsH/3F/SaA8+2hN6NtNupBIbYcLi4CNaRAY1D4NJKQBhBoXoJ+LAb7DgCBwP8Tco/7xazP6I0ddovHRZGSoqdDRty99OmPGSxYqHMm1eEXbvSueyyTN55J5MTJ/xruNpMj5p5CbQqB3XGwar9vm6ReIpCu4gXfbIeun8JT9eDQVeq6yVwVCsCz1+FdaTC7SHw3YfZAf4cxUUCTsV4WL0N5uQyuAbSJw3f3gjrU7N44YW8/WyNGuH88ks8b72VwYYNGXz4Ydapuu/+ZNqt0L429AuaT1qCj0K7iJe8uQgemAbD2iiwS+Awc2ifnY/1xMNjDoiOgQG94Lc/4MfFBLyGFeHG+vDJQtjpx9VRcscspPhn8WlsrI1HBkWybBnMmZP3e+vcOZYPP4wlzksLiN0t1AbvN4MOVWHSn75ujXiCQruIF7yyFZ5fCOOvhXsbq8slsLx/1EKbKp2UBJ+HZi/QvO16WLsZfvPzjXVy6/bGkOqAA1b7nXhsR69s0RFwe1tYFwp9+6bw66/5m6Deq1e4q0ykPyoUAfc3hB3J2WunJLAotIt42MiVMPQrGN8Brr9Ec9glACWYlYBYSyF4MuvMEu2vvQ8//Br4FTYql4BShaDTSEg6QQALOyO0G3Uqw5v9YNOmGG66KZm//sok2CRGwX0NoJVV9kwQt1FoF/GgLDscOQTvt4aOF6tKjASmxFBY1B1rCYGDzuwS7SEhEBkKx45Ap3th4zYC3ic9oGhxSEkL/Dcpp4sMh7JNIfyyEPbtc5Jx/tLtASs+EhJMRScJKArtIh6SngWfroBY85FtfdVhl8BlJhJEWq1CSxJMC88eh21cBz4YCi8+Bq2bwqatgV/LPCIMqsRCtee9ureUl5mi7P/+Rd7aEB7r6IDwovz1V1jA/64leCi0i3hAph0+/wP2pcCA5upiCVwz91o0ABeGlpnZse50TevBrQ/BCT+sx51Xk+/Dtahy5upAXohqLv9W89pQSrUPo9MtaXz5pTOoPm2QwKXQLuJm5uQwbEH2XNInW6p7JbDduxTsVtzQxczl3nXmVT/9Cl07wfP94d0JwTFt5MHL4N7PCfjNlc52R2O4tAvQJoPuPVIZNSoIftkS8BTaRdzskWnwys8w4Ap1rQSBWGAHlvLBp7DxYXj3rJPcjLmw7i949F54+W147A0C3lPXZa+refFbgs7AZlCmbQL/fS+UQYMO89prvm6RSMEotIu4Ub9v4L1FMLu3ulWCRATMuQnLGP8VpKVD6TvgvX3nns898xP4dhYBLywEvnoQ5mwh6LSoCvGpMMYWydy5cdxyi69bJFIwCu0ibuBwwpPTYewiWNQXGpdVt0qQyIQ6JXzdiOypLrPnwgOPQ1wMFLoE1qX/E9pv7Qj9e/5zfJP6MHE43N6PgGa2uK9TFhb/DgP/R4BJAc4/N+vXR2DLbht160dQtarXGibiEQrtIm6oEjNsHoz6Fb6/B+qXUS12CQ4H08Bx9kpPHwX2Jb/DxxPhyCbodVv2JwCLm/5TxTsyAqIizcH/hNkGteEzM4cmwJVJhBlPwf40OJbzuk0/Vejvee3nVjgaEpOhxvtea5SIxyi0ixQwsI9ZAv83F0Z3hpZVFNgleNzyC+ze6+tWwLxFMHwUjH8vuya7CeRmd/tGC8+qHuOAPzdC6t+VY8xxrmMDnPk3Fo6CX9fD2F8IIOaXd+Ff4MoX4UQqrD7glUaJeIxCu0gBpsS8swxemANvdIAu9dSVEoSLUI/5tgmTvoavvoXPzx5JNWUoc/gU4MlXYcdugk798vBYe/hlE+w6TFAJDYEri8Fj03zdEpGCUWgXyafBs+HlH+C/N8KdjdSNEoTs8HzdszeS957Rn2YH8P97PocR82h4sXoOJzkT5oO0+l/zyrA7CdbuI6A3VzqbzQERC5ysnZLJlKVeaZiIRyi0i+TDAz/A2/Pgm1uhS111oQQpG9zVMHtKireN+Qyy7NC3F0SE53BAJsw6cGY+v/d2aNqAoFWnHNQrC09MhH1HCQAhuZoek5UFn3zoZPtyO/O3eqVhIh6h0C6SxwVvA6bDhz/Br33hqsrqPglOro2JQnzzuF9/D/sOQM+uEHuudYhbYH7KmaG9WiUoVpSgNuQGiCoEaVkEzZz27GeBGZU/ypgf4X8LvdA0EQ9QaBfJgzfWwYerYd69qhIjwa3/7zB/bc7zxj3F4YCFS2D6LBjUH2LOVzjEhNIBcCz53zcdSw2O3VBzUrQQFA2HS57IXkgfLGy2E9zQ2M7THWD/sexPaUT8jUK7SC4lp0HGDpjYAZpUCI6qEyLnkmWDCiEQ7qW/AxOyTWB/eDB8MBzCcjGR3jEcKjWEv87aWKhxB0g9QdCaOgBKFod1ewgalSuH8/WUMpQsCs98CUs2+bpFInmn0C6SCylpMG4JVCwCHWupy0SMcR2glKkg4wXT58Dw96DVFbn8ASdcVxSaXQq33X3WbRplpX0FaPkafi7z70vu9bwcbm4OczdAWobHGibiEQrtIheQkQVvzYWisXBHY3WXiLd9/Dks/g2+GAtvvJDLH3JA3RgYOwJ274Zv/i73d2snKJLgydb6h1H3gz0L3v+JgK8eM2wYZ4T7jpfBu7MhKdWzrRNxN4V2kQt8JH//F9CoPHRXWUcRl5k7Yc4u75ROfH9c9hz0wY/kvUrN69sgthD0vQe++ib7ujtuhmKJHmmq3/lvNxjxA34syux1e8GjXnnF/PefrWBvqgEXVYC+H4P9wplfxDIU2kXO4/oP4YEr4Lqa6iaRkzYmw1/7PT/N5LMvIC0denaDaJPP8iEyEgY8AE0aw7jP/rn+6i7BuxjVMGtybrwMNu2Ex0/rl0D0yy8wdWrhM64b1wPmr3TSpo22SRX/odAukgMz+nLLRzBrPdQqpS4SOUM4hBwFW5pn+sWE6Tk/Q7+BEBcLhfI5b35l0+yNn0xZyIR4eHAgzJiTfduqP93aZL8UHw1znobNSf464mzedV34nVe9ejZq1jyzmP/FxSEqDFbXDPIaoOJXFNpFznI8Hfr9L3uh0vrB2S/sInKmEZ3gygqeCeyLfoP/exeObIO7uufzjpKg3sJ/Pgzofmv2NJnMzOzKKar+lN0HZq3Oz3/AC1PwQynmFTvfP73tPRu2lBD251AWVMSKFNpFTnP0BLwwA+ash+l9oWJRndxFzrmtjQfKPc5dAE8+D7UvgRBbAR7jv+A8beaDuZ8qlaBoIsz7GmKi3dVi/3ZJGXj/Xth2GA74XXiNBwrl+6fNU6t6OejwplsbJeIxCu0if0vNgJdmwjer4P1ucJkHRhFF/N2u47Bgp2fms0/6CqZ8Cz9/C//3YgHvzMya6HdmO/v0hmZNC9rKwFO5GKzZAT+vw2/s2AELF5o5Pfmf12MWNk8eBAf2wI+r3No8EY9QaBcxL/tOeOhr+GoFvNsF2lRXt4jkZF0yTPorz+WxL2j0ONi5G954yU0j+BeY6pyRCS+6SgFKw0rQsQF8NAN2HvSP/li7Fr78MnclH8+nUDR0aQbjfnRb00Q8RqFdBLjlC5jyO/zvbmitwC5y/rOG2ZTGjTuKjvkEsrKgz90QEeGmOzUbB52nHntWOoz/n5seKwD0aA6pTjh4DD9h/3tOe8FWQ0dHQNfmMHslTFzotsaJeIRCuwQ1s+jt+rEwbTH8PggaX+TrFolYnBN61IXudd1wV87sTY/27IWet0OsO3dXLQ+cZxG5B6bj+7VKJaBkJFz3Ihz1g02HrrwyhGeeMU+Ygr/Lq1sRHr/UybZFzqAuAyrWp9AuQe3ur+Hn9bDtWSh/ZhlfEcmJDeKiIe7Ce9qcl8MBCxfDdzNg8ECIiXFzdxcBRwZcVCXnm3etgrj8r2EMSBMeh+Ils0O71cPrL7/YGDo0xC0xJjIcyhRO5YXvU5iuUqBiYSpmJ0EpOQO2JUHUCfilP5TWtuYiuZNV8KkxJhAuWQbvvAeTPvZQx5sNMB3ZJR5zYuq2L/Pr3UDdLywUqsVC9Ycg1eIbLpk3eTVq2ChSxD33161bLL/HwZYjkJ6ZHeRFrEYj7RKU5u6AzpOg26VQp6yvWyPiP0oA9Qs4t2TaTPhgrAcDu2HmZlt8tNiKvnwaYgvB9OVYWrNmsGpVGJ07u2/ssU5hGPodbDnstrsUcSuFdgk6h47B8rUwog20qObr1oj4F/Mm957m+f/5cZ9C997w/tt4lpnu1luT1/NjQHvoO5agc0dzaHQxvPsDZJhPlEQsRqFdgkpaJjw+GVpfAm1r+Lo1IsHl/Q8hNRU+HAGhoR5+sBPw/qDsWtySN4NugEPJ8HwQVtd5ohVMXgOZHtiHQKSg9HImQcPMo233DjzeDq6o6uvWiASXCZMgLQ16dIcuN3khTIfC24fh8BG4o6eHHysA57ZPHgg/byToXFEJ4hzQ6j3rL8aV4KPQLkEhyw5NXoPVu6FGKV+3RiR4mODzw0+w/Hfocy8U8lbFlhD4Mx2yMmHDJi89ZoAIsUHbOvDtQILSkmdh8+Hs84aIlah6jAS8pFS4+X347G6oWtzXrREJrsC+dBmM+Rg+G+umnU5zyw5lzBmujBcfM4CYT0IKRRGU4qPhxEY7NR8IZeP7vm6NyD800i4Bbc9RuP/T7PmZ0eFeDg0iQe6nuTD8HZgwzgd/e0fhvyXg9yUF3ulegszixWCfuosTmU7+2Ozr1oj8Q6FdAta+ZBj0Jew4DJ/dA+USfd0ikeAx6QuY+h1M8GRZx/OJgy47wWHmJWuag+TB99/DXb0iuKoeDA7CKjpiXQrtEpCS06DfRNi0H97tDrVVi13Eaz4YA7v2wOtDffjpVgYMLZE9P3vbNvjYV28exO8MGQLvvVuK57vYWLMTJv/i6xaJZFNol4Bjtkfv8A6s3QUf9YIGF/m6RSLBY+wnYLfDfb0hIsKHDQmD71Ky91favx9+0O6nkkdli0Lf6+CXP9V1Yg0K7RJwC98avQbr98JPA6FGaV+3SCR4/va+mQo7dkDPO6FQrI8b5ICFR1W2T/IvJhLqVYXRP8L/5um5JL6n0C4BIzUDLn8Ptu6H7a9ByXhft0gkeD7dWrQYvpsGTz8JMdG+blF2aI8LgWLFYMECXzdG/FX7evD0zXD7XbBkqa9bI8GuQKH9lVdewWazMWDAgFPXOZ1OhgwZQpkyZYiOjqZly5asWbPmjJ9LT0+nf//+FCtWjNjYWK6//np27txZkKZIkNt/DLp9BId2w6aXICrc1y0SCZ4R9sVL4K23YfT7XtjpNLeSYEolCLVBuF4PpAClL0snQnwzcBZWN4qfhvalS5fywQcfULdu3TOuf/311xk2bBgjRoxwHVOqVCnatm1LSkrKqWNMyJ8yZQoTJ05kwYIFHDt2jI4dO2I3EyFF8mHcYth7BL7vD0V9/bG8SBCZNh0+HAOTPsdaCkObjf8UjjGLUdet83GbxC/1aAM31IcfVkJahq9bI8EsX6HdhOzu3bszevRoEhMTzxhlf+utt3j66ae5+eabqV27Nh9//DGpqalMmDDBdczRo0cZM2YMb775Jm3atKFBgwaMHz+eVatWMWfOnBwfz4zMJycnn3EROWnDXkhNgdHdoWpJ9YuIt3w0DpYthw9GWbDPk+GxYv+c5ObNg6lTfdwm8Vs3NoNR0+Boqq9bIsEsX6H9gQceoEOHDq7QfbotW7awd+9e2rVrd+q6yMhIWrRowcKFC13fL1u2jMzMzDOOMVNpTMA/eUxO03ASEhJOXcqXL5+fZksA2p0EI36AmxtBPVWJEfGaD0ZDWho8PtBCU2JOFwZrT2RXjxEpqBsuh7JxcO/I7DUcIn4R2s2UluXLl7uC9NlMYDdKljxzuNN8f/I28/+IiIgzRujPPuZsgwcPdo3Qn7zsMOUJJOidyIBeH8Ij7aCu3seJeM3nk2Dwf6BWTYiJsWjHR8I0Uz0GqF0bXnrJ1w0Sfzf+SVi0Qm8ExXfC8nKwCcsPP/wws2bNIioq6pzHmcWppzPTZs6+7mznO8aM1puLyEkZWVD/OfjtOYg791NRRNy86PSHn+DXX2HzBoi18vqRJbCqNZgPAcwbC/MB7TnGhURypWoZiKwE1e+DTR+q08TiI+1masv+/ftp1KgRYWFhrsvcuXN55513XF+fHGE/e8Tc/MzJ28zC1IyMDI4cOXLOY0TOZ38y1HgKlg9RYBfxZmBfuhTuuRcKF4aEBAjL07CPl2VAnY/Aftr8mKQkSNWcZCmAra9AciLsOaxuFIuH9tatW7sWjK5YseLUpXHjxq5FqebrypUru0L57NmzT/2MCegm2Ddr1sz1vQn84eHhZxyzZ88eVq9efeoYkXPZtA+emQwVi0GodhkQ8ZqffoK33oKtf8ELQ/yz482sTu2MKgVhJgTUKAU3vqZ+FO/L0zhJXFyca8Ho6Uyd9aJFi5663pRzHDp0KNWqVXNdzNcxMTHcfvvtrtvNQtLevXszcOBA188VKVKExx57jDp16vxrYavI6dbthgc/gQHtoWMD9Y2It3z+efYo+2ef+VGfR0Cv2hDy96zL6tWhgV43pIDM8+l/90IT8wZwJbQ+s+q1iEe5/cPNQYMGceLECfr16+eaAtOkSRPXHHgT+E8aPny4azpN165dXceaEfxx48YRaskSBGIFWw9Av3FQOBbqaNGpiNd88AEcPw6vvpo9yug3HGDP+ufbJk1A40LiDvFRcGtjGL9EoV28y+Y0K0D9jKnTbkbsTSWZ+HjtVR/ojhyH1q9CiTgY3RvKF/V1i0SCw0cfZZd17NEDChXCrzQbD4t3Q/pjEPb3VLpBg+DKK6FTJ1+3Tvzd4s1ww5sw/Fa47Spft0b8WV4yrZWXEYlgd0Dd56BYFEzoB0X8LDiI+CMzlPPtt6ZiGDz+uIXLOp5PCPzWE0JP+3TgqadMNTJfNkoCRf2LYFAn2JGS/ffiV59Cid/SUj6xrJQ0uGiAq9wyS59XYBfxBrNxzKJF8M038J//+GlgNzKh6dgzq8eYqjfR0b5slASKyDAoVRienwQzlvu6NRIsNNIulrT9CHR8C4oWgt9fUqUYEW8wI4YmsL/9Nkya5P99nqVRdfGg25vCiq3ZVc3SMiAqQt0tnqWRdrGkId9CyUIw7z8K7CLeYqbEmHnsgRDYzVaozoNOvvnG75ZtiR+pVwxe+Qi27/d1SyQYKLSLpWzYD898DRViYGxvKOyvH82L+BkT1lesgPffJzA4wLkD+tzv64ZIIOveBhpUhbe/hMzTqhWJeIJCu1jKpj3wxxbo2QLKFfF1a0SCw+jR2VViHnsMAqbyrlkceBMMfwtuucXOO+/4ukESqJ66A6bMV2gXz9OcdrGMbQdhwnz44K7sBT4i4p2Nk1JS4P77/XjR6Tn8fLmNy4s5CQuxMX26HQiUdyRiJc1rQ6EYuPIh+O19VZIRz9FIu1jC0VToPBw+uFeBXcRbi05/+gmWLIEHHzS7Wwdev3daCiGhNrp0sdG6tY233rJjP72cjIibLP8Atu3WaLt4lkK7+Nyuw1DlYVjyEsSo2oOIVwK7Cetmt9NhwyAiEKte2KHw37WzQ0Nt9Ohh48QJs8jWSWamgru4V6FoKBoPtXuoZ8VzFNrFp1Zsg0c+hcuq6hch4i1mhN2UdTRTYwJ5U5g3a/9zkrPZbAweHMrnnzv57DOnRtzF7ZaPgdR0WLFRnSueodAuPvPLOrhjBLzQBaY/EdjhQcQqJkyA6dPhs88IeLcuPXNzJaNTJxvLlzt57z0HTvORg4ibhIXB1Q3hP6PVpeIZWogqPrFoA/ywCh66Bkol6Jcg4g2mnKOpEvPyy8H7Jvm++7LHqhISMtm718ZLLwVpR4jbRYbDf3pCm/vgyy+hc2d1sriXRtrF69btgl7vZr/A3dcaCgfgAjgRqxk3Dux26N0bIoNh7YgdJjeB0HNk8smTQxk2zM7jj5uqMiLuUa4EPHAbLNmpHhX3U2gXrzGfRB9MgategNoXQb/26nwRb/zdffcdbN0Kd90FhQoFT5/3XeraYylHV19tY9asUEaMcPDCC05NlRG3MMUUalWF9+bDl4vVqeJemh4jXnPkOJTvA5dXg0mPQKjeMop4lMORXSVm8uTsDZQCZuOk3AiFdJPYzbT1HEbbzcLU5s3h669DueWWLIoVC+W++8y8ZE2XkYK57nJ4+hbYvw+y7BAWTH934lGKTeK1KTHVH4VmF8OPQxTYRbwxwv7rrzB8OHz0UZAFdqMYTGwMIefJ4Ca4t28fwsiRNp59NstVVUblIKWgzHOudGF4ZgIs36z+FPfRSLt4nJnbd8cwuLIafDFQHS7iDVOnZk+LmTQp+Pp78WI4+CRc0wnS34ALDZ736BFGamomAwdmkZYW7hpxD9aFuuIePa+DH1bArOVQtyJEhatnpeA00i4etWAj3DcWWtWCT/prhF3EG8aMgVWrYNSo4Oxvs2nUxo1mXkzuSzr26RPOG2+EMGhQJg6HSkFKwXW+EkZNg+RU9aa4h0K7eNSS9dC8NAztCoWi1NkinmbmrmdkwKOPBuGUmNP1gDHdz109Jid33RXG55+H0qVLBoMGebJxEgyuvxLKlIS7796pN4LiFgrt4hE7DkPNJ2DfYXipGxSNU0eLeEOnTma6B8TEBG9py6++AurYeHWRjbwOml97bQiPPhrG3LnpnmqiBJFJj8PisOJ5+MxH5NwU2sUjC+COp0KFQvB8N0gMohJzIr5WqhTEBvHeB4cPw/HjDmx2J9sO5mWCzD+LU5s1C+H//i+MBx7IICtLcUvyr1IJiEqM5OJbtUhCCk6hXdxu4x7oMwqm/weiItTBIuIdqalODh1yMGqUjaZNYe59eZsec1JIiI0rrgihVSsT3rNc9yuSX1tHwrEE2HVAfSgFo9AubvXLWnjiE/jpRVVfEBHvmjfPwdChZtVfpqs4++XvgT2feduMuHfuHEbRojY++UTBXQqmZlno8ox6UQpGoV3cZuoSuPk1+ORhBXYR8QUHDRs6qVUr+9R276Xnr9OeG/feG+YaeX/33QzVcJd8MRsJThwAu9Ng1iJ1ouSfQru4xZRF2RsovXi76tGKiPft3+/g7bfTaNEihKZNw2AHpKbkqerjOd13XxgffJBB//52dzRVglBcDHRrARPn+rol4s8U2qXAZv8OD70P1UvDfe0gXFt2iYiXJSc7mTEjw/X1K684WP2jk88WmbF395g4MYZbbw3htttUdFvyLiYSrr8cpi2Dz2eqByV/FNqlQFViVmyGz+fB4jehfUN1poh4n9PpdL0etWwZxnPPRbNxYxopyXbcWa+jUaNQLrvMxldf2bnzzizXY4rkReOq8EQX2HUk+/wpklcK7ZIv5gXnr73Q/rnskfUyRVQpRkR8Iy0NatQ4QWSkjY8+cjJunAPCYMWT+asecy6m9v2qVTHMmHGCl1/OHtUXya2IMChVAp77GGYtVr9J3mkig+TLH1ug3Quw/1N1oIj4XlhYBiVLRrB9ezoXXZTJwago6r0C6W9BmJuCu6koU716KAcOaLc4yZ/bW8CyzbBhL7TI0GCX5I1Cu+TZrBVw62vQpbk6T0R878sv7ZQrF8ptt0Vx7bXH+PDDKMYkhVG2sCn8KGItDSvD4yPg2kuhallft0b8iabHSJ5M/hV6vwP9roNR/dR5IuJ7ffsed5V7BDtXXOGgceMw17dl4lR+VqynewuoWxP+71PIzPJ1a8SfKLRLrk1dBY+Mhweug2duNbsGqvNExPciIuwMGRLDkCGpXHppOPXqhbtKPY74GRxa8CcWNOQ2+GYZZKmKqOSBYpfkysINcO9w6H0lPNRJ8/BExBo6dEgjPR2aNg0lPNzJE0/E+LpJIhfU9BKIjYdmvdRZknsK7XLBKjEnMuBoMnS7DAZ3zq43KyLiaxkZsGlTFn/+mcBNN6Uwa1YiJUuGZt9og1VPOQm1aahdrOmPd2HHCUhTISLJJYV2Oa/0LIi/Eyb+DG/dr42TRMQ6Ond2sGFDGgcOOChe3El09GnLTiOgzhVHsLtrdyURNzMDYCVKQP3b1LWSOwrtck4L1sGc36H7ZfDxY1rQJSJWc8J1GrvyyqP88EPimTdlQqt3imALUf0YsSabDZa8DccjYPlaX7dG/IFCu5zT/SOzQ/vYR9VJImIt8+fD5s2ZgJkOk8MUGAdcVUolH8XazOaEbRrCkA993RLxBwrtkqN3v4U+beD13hphFxHrmTYtjTVrTGhP5623Yv99QCg8/7uqx4i1RYbDE93gjx3w1Rxft0asTqFd/uWD6fDsp3B1vextl0VErMcEdjNh3Un37lGu3UrPkAVT20KoZseIxVUoAQ90hqVbfd0SsTqFdjmjUszkX2BfEqwZBdXLqXNExHq++srJiBHmKwfz5iUSE5NDMg+D3vM10i7WFx0Jl5SHdz+HL2f5ujViZQrt4uJwwPzV0PdtiI2AUkUg7O/KaSIiVnLiRBrHjx8nPt5JyZI2QnJabGqHA0dznO0uYjmdmsLg3rD/hHZJlXPT5AdxjbD/vBIeex/2/U8dIiLWdfy4ky1bTBR38OmniVx8cXjOBzqhXjEtRBX/YGZ3lSkKj/0fXFoVLq3l6xaJFWmkXfhyAXT8D3Roos4QEWtbu9bOs8+eoEGDcMqVO8/HgXa4+xItpBf/0as9XNsSpv+iDZckZwrtQW7Ud9D7TXjpLnhR2ymLiOU5qV/fyciRCTRsGHHuw8Lg4QWa0y7+5dbW8OG3cCzV1y0RK1JoD2Lvfg9Pfwzv9IMBN/m6NSIi55ec7OTRRzOpVSuEpk3PE9iNDPj4alWPEf/SsSmUKgc9ntYbTvk3hfYgdsvl8Msw6H41hOiZICIWl5HhZP78pNwdXAxe+FTBR/zPF0P+Lv+oVdRyFkW1IFaqcHaZKbMjm4iIlTkcTipXTqdBg1DGjEm88A9MSuavrQ7XQnsRf1KxJETFQ7UOvm6JWI1Cu4iIWJ6pGJOaGub6VDAyMhc7Jt0ZR6UKIa6qHCL+Zst4OJYJO/b6uiViJQrtIiJieVdccYyQkKM0axaZux+IsPFiF8iphLuI1Zk3m3VqQbdBvm6JWIlCu4iI+AE78fEZvPNO4dwdngp3jAC7w9PtEnG/0BD49FnYdRxmzFcPSzaFdhERsbShQ49y9GgeJ6eHwfA7tMhe/FdCLHRvB1/87OuWiFUotIuIiKVNn55KWtpxpk8vlvsfyoJP5mfv+Czij2Ki4Lpm8O0C+Hyar1sjVqDQLiIilvXoo0dYsiTcdbpq2ND8P5cc8MdWhXbxb5fWgMG9YM9RPZdFoV1ERCwqNdXBiRN24ATFiuVxRWk0LHs1e26wiL+KCIOSxeDZd2HWQl+3RnxNL2ciImJJ779/jMTEcGrUCOOPP0oSFpaH4J4Kd7+nzZXE/93eFu7tDOu2QVq6r1sjvqTQLiIilrNrVxbHjzv48ss0Vq7MyPv2kHaYNkgj7RIYLqsJr38Au/b5uiXiSwrtIiJiKYcOORkwIM31/6uuCqFv31ji4vJ4ujLT31WjXQLEbe2hdi147UPIzPJ1a8RXtIG9iIhYytGjdr78MomKFcOw2x1MmFCEQoXyGNoPZo+2iwSKFx+AGx6Gt+0QrvQWlDTSLiIilpGe7qR16zSuuCKE226LYscOMzUmH1LzPqNGxOpTZGLioGlnX7dEfEWhXURELMPpdLJt214SEiAhwca77xbh8ssj835HC7ZBuuYRSGBZ/TnsSoMTab5uifiCQruIiFjGX39lUbFiKP37F+PJJ48REWEjNDQfk9MvvwgiNYdAAktUBJQsCo1u9nVLxBcU2kVExDKaNdtFq1Yxri1NK1VyUL58aD7vSatQJfDYbLD4IzgWCktX+bo14m0K7SIiYgljxiTz4INxvPlmcb74IoMbboihfXsT4PNhRxJkOdzdRBGfM4tQ214KL73v65aItym0i4iIJRQrFsqQIUU5fNjBmDFJBd9KUoPtEoAiI2DgHbB8PXwxzdetEW9SaBcREUu44YZYwsNN0nbSpEk4AwYk5P/OihXSzkoSsCqVgYduh983+Lol4k0K7SIiYhlpaU4uvfQwiYlQoUIBFpIu3oL9RBZOlX2UABQdBRdXgnfGw1ff+7o14i0K7SIiYiFOEhJSmTatTMHuJiSWiy5yYLcrtUtgur4FDL4X9h2BzExft0a8QaFdREQsY+nS7NrqISEFnJDeqgQNL09yVdsQCUTmuV2uLDz3X1i53tetEW9QaBcREcvo1OkgnTvHFfyOdiXz7dfF8lfjXcRP9OwEbVvC1B/NbsK+bo14mkK7iIhYRnh4Oq+9VrTgd5RuNzNtRAJe9+tgzBQ4dsLXLRFPU2gXERFLuO++ZE6ccFNt9YsSVT1GgkKHK6FkabjtYXDojWpAU2gXERGfM1VeFixIYuHCcu65w4XbICN7frxIoPt6GCzf6FrHLQFMoV1ERHyuWzcH69Y5qFQpHJs7Vo82LQ8Roe5omojllS+VXQay6pW+bol4kkK7iIj4XEbGPipUMFVj3HSHaVkadZSgsnkWHHfC9l2+bol4ikK7iIj41Nq1sGdPFtOmlSY21k2npY2HIMtN8+NF/ICpktqgFnQf4OuWiKfk6dVxyJAhro8tT7+UKlXq1O1Op9N1TJkyZYiOjqZly5asWbPmjPtIT0+nf//+FCtWjNjYWK6//np27tzpvn+RiIj4lfHjj7N4sZvr1dUpDeGaHiPBIzQUPnoZdh6C73/ydWvEE/I8pFGrVi327Nlz6rJq1apTt73++usMGzaMESNGsHTpUlegb9u2LSkpKaeOGTBgAFOmTGHixIksWLCAY8eO0bFjR+x2u/v+VSIi4keO8/DDhShbNsx9d6lBdglChePhjuthyixft0QsEdrDwsJcYfzkpXjx4qdG2d966y2efvppbr75ZmrXrs3HH39MamoqEyZMcB1z9OhRxowZw5tvvkmbNm1o0KAB48ePdwX/OXPmuP9fJyIiljZzZjpjx6bSokUMCQluHBnPUCUNCT4xUdDuSpjyI0yc6uvWiM9D+8aNG13TXypVqkS3bt3YvHmz6/otW7awd+9e2rVrd+rYyMhIWrRowcKFC13fL1u2jMzMzDOOMfdlAv7JY3JiptQkJyefcREREf93+HAae/emurZkdweHA7KynDgjnNS6F/QhrgSbpvXgqX6wNym7lKoEaWhv0qQJn3zyCTNnzmT06NGukN6sWTMOHTrk+tooWbLkGT9jvj95m/l/REQEiYmJ5zwmJ6+88goJCQmnLuXLl89Ls0VExIIyM50kJTl54YUS3HBDnFvu8+23HRQvfoBly9MJd+NsGxF/YZ73xYvAf16DH+b7ujXis9B+7bXXcsstt1CnTh3X9JZp06a5rjfTYE46u76umTZzoZq7Fzpm8ODBrqk1Jy87duzIS7NFRMSCVq7MpF+/w9hsFz5P5MaRIw7S01P45JNYGl8axehH3FhCUsSP3NEJ7u4GazZBmpvXeIvvFOjlzFR/MQHeTJk5WUXm7BHz/fv3nxp9N8dkZGRw5MiRcx6TEzPNJj4+/oyLiIj4OzuVK9upVy+qQPeSlQVjxjj46KNjVKoURadOsa457Tc8BXYtSJUg1bQ+vD4K9uz3dUvEEqHdzDVfu3YtpUuXds1xN6F89uzZp243AX3u3LmuKTRGo0aNCA8PP+MYU4Fm9erVp44REZHAd/y4k2HDjnPZZdF07BhX4Gk2TzxxgsqVQ7j11ki3tVHEn93eCWrWgJfegswsX7dG3CFPM/4ee+wxOnXqxEUXXeQaHX/ppZdci0J79uzp+mjTlHMcOnQo1apVc13M1zExMdx+++2unzfz0Xv37s3AgQMpWrQoRYoUcd3nyek2IiISHNLSHEyYcIRu3aILdD/33GMGf/YyZUoxrrwy/J8bomHCsxCq6TESxF55DDrelb0gW2s8giy0m02QbrvtNg4ePOgq9di0aVMWLVpEBbP3NDBo0CBOnDhBv379XFNgzMLVWbNmERf3zyjK8OHDXWUju3bt6jq2devWjBs3jlCzK4CIiAQJJ7VqmVLBpfJ/D04nv/yymy++KE7t2qcFdiMdBn8Ana/I3nRGJBg1rgPRheDSa2CVNlzyezanedXzM2Z034zam0Wpmt8uIuJfHA4n8fE7qV49jWXLquXrPtLTnfTqtY+nn06kVq2Ify1kbTbQyer1cPgbG2EK7RLEzELUcpfDtgUQG+Pr1khBMq0+OBQREa/LykqiUqWIfP3s0aN2XnjhMPfeG0/t2pE5V55ZnsK0F5yaHiNBLzICypSGJh2Cviv8nkK7iIh41cyZacTHh/Dll9lTK/NqxYoMGjaM5OqrzzNsWD2elo+HqHqMBD3znnbBJEjOhMXLgr47/JpCu4iIeNU99+wt0E6lLVpEc8sthS543IM3Ohnx3935fyCRABEZDu2bwWsjfd0SKQiFdhER8Sqb7QQjR5b1+OPs2G8259vOM88c9/hjiVhZZCQ83BuWroL/fePr1kh+KbSLiIjX3HPPYQ4ccHDzzQkef6wp801pSSczZ27z+GOJWF2VCtnBfeUGX7dE8kuhXUREvGbDhiRXqUZvCA+HP9fWZ/nyVPr1S/HKY4pYVXQUVKkIw9+Hr77zdWskPxTaRUTEK5KSHGRkwObNlxCWp11C8sEOS0baKFE8jMREB8eO7fHwA4pY343t4MkHYd8hs5Owr1sjeaXQLiIiXjFo0GFSU51ERtpyLtPoZo3ugYTC4UybVoP9+zPZuTPd448pYmXmz+6icjDkDVi9ztetkbxSaBcRES9JY8SIkhQv7ulh9mzd20KIDYoXD3fNbZ8w4YBXHlfEynp2htYtYfJ0s0mZr1sjeaHQLiIiHjd3bhoLF5oqLt7bhDvq772bKlWK4u67izN16iFWr1YlGRET3MdOhOMn1Bf+RKFdREQ87o8/jtG2bSHq1In2Wm+PmQaOv98jtGmTSJky4WzZkua1xxexqmtaQvGi0LUXeGlduLiBQruIiHhUdrUYBzVqRJCY6J2pMWYhKln/fFumTAQVK0Zyzz3r2LxZw4si342HFRsU2v2JQruIiHjUjz8e48kndxMR4fnFp6dbNR5CTzvLDR1amcaN40hKyvJa2UkRqypbCmKioWojX7dEckuhXUREPMrhcHLPPUXo1auYV3u6TnewO/75PizMRsWKMVx++e8sX656dyJ/LYJUO2zR/mN+QaFdREQ85vhxO7/8cswnPXzt5dkl7k737rtVqVgxiiuv3KHRdgl6thBoWBt6PhD0XeEXFNpFRMRjDhzI4pNPDtG+fYJ3e/ngEepEZWLLoVpN375lCQ/f7d32iFhQWCh88CZs3wvTZ/u6NXIhCu0iIuIRmZlOHnoojSpVIunQwduhfSevv+rAcdr0mJMGDCiL0xnCwIF/ebdNIhZUpDD07ApTZ/q6JXIhCu0iIuIRdruTb7/d7pvevaQKhIWf8+bZs+vw3XeHvNokESsyi1FbXwVffgsTv/J1a+R8FNpFRMRjypd3MnlyFe/3cEIMDjZQo0ZGjjfXqRPLtm0ZdO26xutNE7GayxvDUw/B3v1m4bivWyPnotAuIiIesWdPJiEhduLiQn3TwxFJJCXlPNoeHR3CypWNOHgwk6NHTyvoLhKEwsOgeHF45iX4aZ6vWyPnotAuIiIeUb/+Kpo0KeSb3nVA055NyMrKZPnyf99ss9mIiQnhwIFMXnpJ9e5E7uwKvbrDH6shTRsHW5JCu4iIuN3//ud0BeOJE6v6pnez4MbmcDR5K3365LyRUvnyUXz+eU2io22sX3/c600UsZrml8Owd2Hffl+3RHKi0C4iIm73wgt7SEvz4eTYCBg8Bl588fwj/bVrxxIXF8LChUe91jQRq+p2E1xyCTw3FLI0a8xyFNpFRMQDDvLVVz4aZTey4H/P2rj3ntKsX5/Ca6+d72Abb7yxjbVrNdou8voQmPHTmbsJizUotIuIiFvdf7+DDRvgyivjXVNkfOXR/4LDmUVy8kbWrMl5ioxx//1lqVUrhquvPsCBA0oqEtwa1oOoKGjY3NctkbMptIuIiFsdOPAXkZHp+DCvYzZC3bUfihULZ8GC+mRmOkhPz/nQ+PgwihePcrXb4cj0dktFLGf9UtiXBCnHfN0SOZ1Cu4iIuM2+fU6Sk538+mstn5V63LkzjdTtKVxS2IENG+HhaUycuJ233z73z4wcWZ1GjeJYty4Vp/Pco/IiwSAiHMqVhmatfd0SOZ1Cu4iIuM2IESf44YecNzTyho0bM3nnnT3s+GMTA++0YwuBxEQbjRubNxDnD+OtWhXh2muXa3MZCXrmU7K538HRo7BocdB3h2UotIuIiBsdokuXSEqUyHlTI0/atCmT/v13Ub16HNVbNODeF8NdAbxatRj69y/GnDnHXHPtz+XVV6syZEgVhg9X3XaRyEjo0B7eeEt9YRUK7SIi4ha//JLK5MlH6datiNdD+969du6+ezdhYcdo1SoGwmHUsxDy91nuqqtCiYoKZf3684+2DxxYgTffVGgXiYqEfvfB4mXwv6/UH1ag0C4iIm6xfXsqf/5p6p17d054erqTVq12Yrcf5P33q1K5coyr5OM7n4Hz72IwFStGcsklUbm6v8OHM7nzzlWebbSIH6haBR55ENas9XVLxFBoFxGRAjOLN+32MAYPrkrHjkW81qOZmU6qVLFjt+9g5sx6lC37dzDPgg1/nfn2ITR0L927H2LTpnOXdTQj86tXN+Ovv06QlaUFqRLcoqOgckX4v7dhyje+bo0otIuISIGtWJHGnXduITo6nYgI75xaDhyAmjV3EBW1mPXrm1OoUNg/N4bAr59D6GlNGTq0NC1aJGK3n7sWpakrX7VqNMOGXcztt68mOVl12yW43dgJBj0Ke/ZDhu/WmItG2kVExD3slCiRQYUKkV7p0M2bHdx4YwqJiYdYtarpvzdxcsClXc7c1TH7mDSWLHFgt5/7vs1x5tAvvjjKqFFJnvtHiPgB87dQ8SIY8hL8uc7XrQluGmkXEZECSUtz8MUXyVx9dQI9epT0eG+aCjB9+x4hPn4XU6fWJDo6h3rwZmZLDmthr732OP3720lLO//UlxIlImnVKgJQaBfp2R1atYQvJps1JOoPX1FoFxGRAklNdfDKKzu90ovbt8MDDxwlKuoII0deRKlS5xjZN5n84Pp/LYrt168EJUteeNOnSpWieffdmrRpU9RdTRfxa3fdCR9/Yv7efd2S4KXQLiIiBeSkatUQ/vOfizzek/v3H8fp3MM775SlUqWY8x7riC9O51t+y+GW1dx0k4MLbXxao0YhGjZMKFiDRQLENW2gWFG4uYtZeO7r1gQnhXYRESlQ1ZiGDVdSqFAotWqdP0QX1KFDGTz11GomTapMhQrRFzw+JCGRIc9X5/rrF7vaedLPP1dn2TKd/kTyasa3sGqNQruv6FVLREQKZPfuNFdo96SkpEyuvPJXpk27lKJFzVzzC7DDqvE26tWN48kna3DnnZtOzWMvXToKmy2TlJTzrEYVkX8pVQpiY6HaJeocX1BoFxGRfFu7NoPChcOYP7+ux3px06bj3Hjjb6xadRXh4bk/bdXpaqrH2IiLg3nzDjN48B6SkzNdt1Wt+hfdu//lsTaLBKqNayE1Df7Sn4/XnVbUVkREJG/at9/IddcleqzbfvstiTFjdjBlSmNCQ89dX/186tSJ59NPq3D//X8QEWHjP/8pxaJFNdzeVpFgEGKDRg2h9/3w8xxftya4aKRdREQK4BijR1f1SA/++msa9923ge7dy5KYmEP9xgt47M7sgGG0aFGM//63Ll9/ncTgwYfIyNBKOpH8CAuD9/4LW7fBd9PUh96k0C4iIvny3HP7OHw4yyO9t2JFOt99l8rgwZW45JLYfN3Hum1nFnxs27Y4Y8aUYPLkjWRmaqdTkfwqWhR69YBp36sPvUmhXURE8uXnn/fx9de1CAvL37SVc9m5M4ubbtpCaup+unQpTrFi+dtl9bt5/65yccUVRfnppzpcc82vZ1SUEZHci4mBllfB/76Ezyep57xFoV1ERPIsK8uJ02nnkkuisZl9zt0kJcVBrVqbufjiowwdWi3/d+SEdZMhNIezXPXqhfjyy0tp1GiVRtxF8umK5vDMk5B0WF3oLVqIKiIiefbgg/vYsCHLraPsu3ebQL2J+vX3M2NG84K9GdgF8VFwrruIjw9j3769tGuXyuTJTUhMdO+nBSLBMLf94Yd93YrgopF2ERHJs+rVSzFz5qWULp2/qSs5efppaN48iXnzChjYcyE6OpTFi6/kyJEo+vRJYs8e1WwXySvzZ+rhP1U5jUK7iIjk2SOPQL167u24sWNhxozLChzYf/wxib17My54XLly0Xz2WRV27tzGjBlJBXpMERFP0/QYEREJKJ995mDLFhPaTZnI878BqFUrjnffrURUlMawRMTaFNpFRCTAmM2e0nJ9dP36CR5tjYiIO2hoQUREAowNKkRBqK/bISLiPhppFxGRwBNhVsj5uhEiIu6jkXYREQkY+/dncPhwpq+bISLidgrtIiISMMaPT+Hrr5PBod1ORSSwKLSLiEiALULNAEeaa1dUEZFAodAuIiIBJIS+fQtxcQUt2RKRwKLQLiIiAaVRoziKZv0O9nRfN0VExG00FCEiIgHB4XCSlQUPPriSzIRKEBLh6yaJiLiNRtpFRCQgzJrl5IknsoiNDSUs/MK7oYqI+BOFdhERCRjly9v59NNLaNiwsK+bIiLiVgrtIiISIELo3DmKa6/VzE8RCTwK7SIiEngcvm6AiIh7aThCREQCwmWXQbVqf3+jGu0iEmAU2kVEJCAUKZJ9EREJRJoeIyIiIiJicQrtIiISeFTtUUQCjEK7iIgEHs1pF5EAo9AuIiIiImJxCu0iIhJ4bHD33Wux2zXkLiKBQaFdREQCjw2mT/+Lq67a6euWiIi4hUK7iIgEHjts2NCeFSsW06LFEjIztduSiPg3hXYREQk8DoiPC2f79k5s376PJ5/c6OsWiYgUiDZXEhGRwBySskHRopFs2dLJ160RESkwjbSLiEjgMetPtQZVRAKIQruIiAQmbbAkIgFEoV1ERAKPAruIBHto37VrF3fccQdFixYlJiaG+vXrs2zZslO3O51OhgwZQpkyZYiOjqZly5asWbPmjPtIT0+nf//+FCtWjNjYWK6//np27lRZLhERcRNTLEbTY0QkWEP7kSNHaN68OeHh4Xz//ff8+eefvPnmmxQuXPjUMa+//jrDhg1jxIgRLF26lFKlStG2bVtSUlJOHTNgwACmTJnCxIkTWbBgAceOHaNjx47Y7Xb3/utERCSoF6KKiAQKm9MMjefSk08+yS+//ML8+fNzvN3clRlhN6H8iSeeODWqXrJkSV577TXuv/9+jh49SvHixfn000+59dZbXcfs3r2b8uXLM336dNq3b/+v+zX3YS4nJScnu4439xUfH5+ff7eIiASwZtfBlHFQsoSvWyIicm4m0yYkJOQq0+ZppH3q1Kk0btyYLl26UKJECRo0aMDo0aNP3b5lyxb27t1Lu3btTl0XGRlJixYtWLhwoet7M5UmMzPzjGNM0K9du/apY872yiuvuP5BJy8msIuIiJxTlvpGRAJLnkL75s2bee+996hWrRozZ86kT58+PPTQQ3zyySeu201gN8zI+unM9ydvM/+PiIggMTHxnMecbfDgwa53ICcvO3bsyNu/UkREREQkWDZXcjgcrpH2oUOHur43I+1mkakJ8j169Dh1nM1m+9e0mbOvO9v5jjGj9eYiIiKSK5rPLiLBPNJeunRpatasecZ1NWrUYPv27a6vzaJT4+wR8/37958afTfHZGRkuBa1nusYERGRAlHlGBEJ5tBuKsesX7/+jOs2bNhAhQoVXF9XqlTJFcpnz5596nYT0OfOnUuzZs1c3zdq1MhVfeb0Y/bs2cPq1atPHSMiIlIgGmkXkWCeHvPII4+4grWZHtO1a1eWLFnCBx984LoYZnqLqRxjbjfz3s3FfG3qud9+++2uY8xC0t69ezNw4EBXrfciRYrw2GOPUadOHdq0aeOZf6WIiIiISLCE9ksvvdRVX90sDH3hhRdcI+tvvfUW3bt3P3XMoEGDOHHiBP369XNNgWnSpAmzZs0iLi7u1DHDhw8nLCzMFfzNsa1bt2bcuHGEhoa6918nIiIiIhJsddr9saaliIgEn2YtYcokU5nM1y0REfFBnXYRERGrGzs2i7/W7gO0y7aIBA6FdhERCSgLFmSy/3gs2HSKE5HAoVc0EREJGKNGOZk48S8INVuiqoSMiAQOhXYREQkYTuc2Ro0qTNOmCb5uioiI76rHiIiIWFnfvhVd/3/vM1+3RETEvTTSLiIiIiJicQrtIiIiIiIWp9AuIiIiImJxCu0iIiIiIhan0C4iIoEnzW5Kyfi6FSIibqPQLiIigSfjJyDd160QEXEblXwUEZHAE9HG1y0QEXErjbSLiIiIiFicQruIiIiIiMUptIuIiIiIWJxCu4iIiIiIxSm0i4iIiIhYnEK7iIgEHpVoF5EAo9AuIiKBx+HrBoiIuJdCu4iIiIiIxSm0i4hIQOrRYyl2u+bJiEhgUGgXEZGANGRITUJ0lhORABHm6waIiIh4QuXKsdhs6lsRCQwagxARERERsTiFdhERERERi1NoFxERERGxOIV2EREJPKrTLiIBRqFdREQCjyo9ikiAUWgXEREREbE4hXYREREREYtTaBcRERERsTiFdhERERERi1NoFxERERGxOIV2ERERERGLU2gXEREREbE4hXYREQko6elO7PYsFWsXkYCi0C4iIgHlhRdSWblyAZDh66aIiLiNQruIiASUl1+OpUGDlkCkr5siIuI2Cu0iIiIiIhan0C4iIiIiYnEK7SIiIiIiFqfQLiIiIiJicQrtIiIiIiIWp9AuIiIiImJxCu0iIiIiIhan0C4iIiIiYnEK7SIiIiIiFqfQLiIiIiJicQrtIiIiIiIWp9AuIiIiImJxCu0iIiIiIhan0C4iIiIiYnEK7SIiIiIiFqfQLiIiIiJicQrtIiIiIiIWp9AuIiIiImJxCu0iIiIiIhan0C4iIiIiYnEK7SIiIiIiFqfQLiIiIiJicQrtIiIiIiIWp9AuIiIiImJxCu0iIiIiIhan0C4iIiIiYnEK7SIiIiIiFqfQLiIiIiJicQrtIiIiIiIWp9AuIiIiImJxCu0iIiIiIhan0C4iIiIiYnEK7SIiIiIiFqfQLiIiIiJicQrtIiIiIiIWp9AuIiIiImJxCu0iIiIiIoEU2itWrIjNZvvX5YEHHnDd7nQ6GTJkCGXKlCE6OpqWLVuyZs2aM+4jPT2d/v37U6xYMWJjY7n++uvZuXOne/9VIiIiIiLBGtqXLl3Knj17Tl1mz57tur5Lly6u/7/++usMGzaMESNGuI4tVaoUbdu2JSUl5dR9DBgwgClTpjBx4kQWLFjAsWPH6NixI3a73d3/NhERERGR4AvtxYsXdwXxk5fvvvuOKlWq0KJFC9co+1tvvcXTTz/NzTffTO3atfn4449JTU1lwoQJrp8/evQoY8aM4c0336RNmzY0aNCA8ePHs2rVKubMmeOpf6OIiIiISHDOac/IyHAF7rvvvts1RWbLli3s3buXdu3anTomMjLSFegXLlzo+n7ZsmVkZmaecYyZSmMC/sljcmKm1CQnJ59xEREREREJFvkO7V9//TVJSUn06tXL9b0J7EbJkiXPOM58f/I28/+IiAgSExPPeUxOXnnlFRISEk5dypcvn99mi4iIiIgET2g301yuvfZa10j56cyo++nMtJmzrzvbhY4ZPHiwa2rNycuOHTvy22wRERERkeAI7du2bXPNQb/nnntOXWfmuBtnj5jv37//1Oi7OcZMqzly5Mg5j8mJmWYTHx9/xkVEROTcnH9fRESCOLSPHTuWEiVK0KFDh1PXVapUyRXKT1aUMUxAnzt3Ls2aNXN936hRI8LDw884xlShWb169aljRERERETkTGHkkcPhcIX2nj17Ehb2z4+b6S2mnOPQoUOpVq2a62K+jomJ4fbbb3cdY+aj9+7dm4EDB1K0aFGKFCnCY489Rp06dVzVZERERERExA2h3UyL2b59u6tqzNkGDRrEiRMn6Nevn2sKTJMmTZg1axZxcXGnjhk+fLgr7Hft2tV1bOvWrRk3bhyhoaF5bYqIiIiISFCwOc0qUD9jSj6aUXuzKFXz20VE5GzNmjmZMsVUJzt/IQQREX/JtPmuHiMiIiIiIt6h0C4iIiIiYnEK7SIiIiIiFqfQLiIiIiJicQrtIiIiIiIWp9AuIiIByO8Ko4mInJdCu4iIiIiIxSm0i4hIAFJ9dhEJLArtIiISgDQ9RkQCi0K7iIiIiIjFKbSLiEgA0vQYEQksCu0iIhKAND1GRAKLQruIiAQgjbSLSGBRaBcRkQCkkXYRCSwK7SIiIiIiFqfQLiIiAUgj7SISWBTaRUQkAGlOu4gEFoV2EREJQA5fN0BExK0U2kVEJADp9CYigUWvaiIiEoA0p11EAotCu4iIBCCFdhEJLArtIiISgLQQVUQCi0K7iIgEIJ3eRCSw6FVNREQCkN3XDRARcSuFdhERCUA6vYlIYNGrmoiIBCAtRBWRwKLQLiIiAUihXUQCi0K7iIgEoFBfN0BExK0U2kVEJABpIaqIBBaFdhERERERi1NoFxGRAKTTm4gEFr2qiYhIANJCVBEJLArtIiISgBTaRSSwKLSLiEgAUvUYEQksCu0iIhKAMn3dABERt1JoFxERERGxOIV2EREJQDq9iUhg0auaiIiIiIjFKbSLiEgAcvi6ASIibqXQLiIiASjc1w0QEXErhXYREQlAqh4jIoFFoV1ERAKQzdcNEBFxK4V2EREJQNpcSUQCi0K7iIgEoCxfN0BExK0U2kVEJAA5fd0AERG3UmgXEZEAFOHrBoiIuJVCu4iIBCBVjxGRwKLQLiIiIiJicQrtIiISgMJ83QAREbdSaBcRkQCk6TEiElgU2kVERERELE6hXUREAlC4rxsgIuJWCu0iIhKAtLmSiAQWhXYREQlADl83QETErRTaRUQkAGlzJREJLArtIiISgDJ83QAREbdSaBcRkQCkOu0iElgU2kVEJABpTruIBBaFdhERCUAK7SISWBTaRUREREQsTqFdREQCkKrHiEhgUWgXEZEApOoxIhJYFNpFRCTg3HZbKDExvm6FiIj7qCaWiIgEnP79w33dBBERt9JIu4iIiIiIxSm0i4iIiIhYnEK7iIiIiIjFKbSLiIiIiFicQruIiIiIiMUptIuIiIiIWJxCu4iIiIiIxSm0i4iIiIhYnEK7iIiIiIjFKbSLiIiIiFicQruIiIiIiMUptIuIiIiIWJxCu4iIiIiIxSm0i4iIiIhYXBh+yOl0uv6fnJzs66aIiIiIiOTLySx7MtsGXGhPSUlx/b98+fK+boqIiIiISIGzbUJCwnmPsTlzE+0txuFwsH79emrWrMmOHTuIj4/3dZMC6h2feTOkflXf+hM9b9Wv/kbPWfWtv9Fz1jNMDDeBvUyZMoSEhATeSLv5R5UtW9b1tQnsCu3up371HPWt+tbf6DmrvvVHet6qX/3FhUbYT9JCVBERERERi1NoFxERERGxOL8N7ZGRkTz33HOu/4v61R/oOau+9Td6zqpv/ZGet+rXQOWXC1FFRERERIKJ3460i4iIiIgEC4V2ERERERGLU2gXEREREbE4hXYREREREYtTaBcRERERsTi/DO0jR46kUqVKREVF0ahRI+bPn+/rJlnevHnz6NSpk2ubXJvNxtdff33G7aaI0JAhQ1y3R0dH07JlS9asWXPGMenp6fTv359ixYoRGxvL9ddfz86dOwlmr7zyCpdeeilxcXGUKFGCG2+8kfXr159xjPo279577z3q1q17akfDyy+/nO+//1596qHnsHlNGDBggPq3gMxrqOnL0y+lSpVSv7rBrl27uOOOOyhatCgxMTHUr1+fZcuWqW8LqGLFiv96zprLAw884Lpd5y+LcfqZiRMnOsPDw52jR492/vnnn86HH37YGRsb69y2bZuvm2Zp06dPdz799NPOr776ypT4dE6ZMuWM21999VVnXFyc6/ZVq1Y5b731Vmfp0qWdycnJp47p06ePs2zZss7Zs2c7ly9f7mzVqpWzXr16zqysLGewat++vXPs2LHO1atXO1esWOHs0KGD86KLLnIeO3bs1DHq27ybOnWqc9q0ac7169e7Lk899ZTr7970s/rUfZYsWeKsWLGis27duq7XUj1nC+a5555z1qpVy7lnz55Tl/3796tfC+jw4cPOChUqOHv16uVcvHixc8uWLc45c+Y4N23apL4tIPP8PP35as7vJiP89NNPrtt1/rIWvwvtl112mSs8nu6SSy5xPvnkkz5rk785O7Q7HA5nqVKlXH+cJ6WlpTkTEhKco0aNcn2flJTkCk3mTdNJu3btcoaEhDhnzJjh5X+BtV8ATf/OnTvX9b361n0SExOdH374ofrUTVJSUpzVqlVznaRbtGhxKrTrOVuw0G4GMnKifs2/J554wnnFFVec83b1rfuY14EqVaq4+lT9aj1+NT0mIyPD9XFYu3btzrjefL9w4UKftcvfbdmyhb17957Rr2ZHuRYtWpzqV9PvmZmZZxxjptLUrl1bfX+ao0ePuv5fpEgR9a2b2O12Jk6cyPHjx13TZPR8dQ/z8XeHDh1o06bNGderfwtm48aNrtdGM4WzW7dubN68Wf1aQFOnTqVx48Z06dLFNQ2xQYMGjB49Ws9ZD2Ss8ePHc/fdd7umyOi1wHr8KrQfPHjQdQIvWbLkGdeb703olPw52Xfn61fz/4iICBITE9X352A+xHj00Ue54oorXG9m1LcFs2rVKgoVKuR6A9mnTx+mTJlCzZo19Xx1A/MmaPny5a757GfT60H+NWnShE8++YSZM2e6QqXpy2bNmnHo0CH1awGYNz5mnUu1atVcfWteDx566CFXX+s56z5mrVtSUhK9evVSv1pUGH7IvAM8OyydfZ14p1/V9/948MEHWblyJQsWLFDfukH16tVZsWKF6yTy1Vdf0bNnT+bOnavnawHt2LGDhx9+mFmzZrkW85+LXg/y7tprrz31dZ06dVyfDFWpUoWPP/6Ypk2bql/zyeFwuEbahw4d6vrejLSbQgkmyPfo0UPPWTcZM2aM6zlsPik6nV4LrMOvRtpN1ZLQ0NB/jarv37//X6PEknsnqxucr1/NMeajsyNHjqjvc2Cq6piPcH/66SfKlSunvnUD88lO1apVXSdrMyJcr1493n77bT1fC8hMdTN/26byVlhYmOti3gy98847rq9P/s3r9aDgTJUtE97NlBm9zuZf6dKlXZ+yna5GjRps377d9bX6tuC2bdvGnDlzuOeee05dp361nhB/O4mbE83s2bPPuN58bz6ClPwxcy/NH+fp/WoCujmRn+xX0+/h4eFnHLNnzx5Wr14d1H1vPmkwI+yTJ0/mxx9/dPXl6dS37u1rU3ZUfVowrVu3dk09Mp9inLyYN0bdu3d3fV25cmW9HriJeb6uXbvWFTr1vM2/5s2b/6uU7oYNG6hQoYLra/VtwY0dO9a1XsCsczlJ/WpBTj8t+ThmzBhXyccBAwa4Sj5u3brV102zfKWI33//3XUxv/Zhw4a5vj5ZKtNUjjHVYiZPnuwq+XjbbbflWPKxXLlyrlJbpuTj1VdfHfQlH/v27evqt59//vmMslmpqamn+k19m3eDBw92zps3z1XabeXKla6Sj6ZS0axZs9SnHnB69RhDz9n8GThwoOu1YPPmzc5FixY5O3bs6Cqle/L8pH7Nf2nSsLAw58svv+zcuHGj87PPPnPGxMQ4x48fr+esG9jtdlepYlOl52x6zlqL34V2491333XVbI2IiHA2bNjwVHk9OTdTc9WE9bMvPXv2dN1uSjuZcmWm9GNkZKTzqquucoX30504ccL54IMPOosUKeKMjo52nZC2b98e1N2eU5+ai6ndfpL6Nu/uvvvuU3/jxYsXd7Zu3fpUYFefej606zmbPyf3tzADS2XKlHHefPPNzjVr1qhf3eDbb7911q5d23V+MmWeP/jggzNu13M2/2bOnOk6b5k9Mc6mfrUWm/mPr0f7RUREREQkQOa0i4iIiIgEI4V2ERERERGLU2gXEREREbE4hXYREREREYtTaBcRERERsTiFdhERERERi1NoFxERERGxOIV2ERERERGLU2gXEREREbE4hXYREREREYtTaBcRERERwdr+H6jb2scHccT7AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 8
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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