{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "de91e174",
   "metadata": {},
   "source": [
    "# Traitement du Signal - Examen blanc : Partie Réflexion\n",
    "\n",
    "## Préambule de l'examen blanc\n",
    "\n",
    "L'examen pratique sera divisé en 2 parties, sur **2 Notebooks différents** :\n",
    "- Un exercice de manipulation : un exercice pas à pas où vous devez juste appliquer ce qu'on vous demande, et qui reprend une bonne partie de ce que vous avez vu durant les précédents TPs.\n",
    "- Un exercice de réflexion : un exercice où vous avez une problématique décrite, et c'est à vous de proposer et de justifier les bons outils permettant d'atteindre l'objectif demandé, tout en faisant une analyse critique de vos résultats obtenus.\n",
    "\n",
    "Avec ces deux exercices, vous avez quelques ressources supplémentaires :\n",
    "- un fichier *utils.py*, avec des fonctions développées durant les TPs qui ne sont pas disponibles dans les packages NumPy ou SciPy\n",
    "- un fichier *index* qui recense tous les noms des fonctions NumPy/SciPy que nous avons utilisé durant les précédents TPs (sans précision cependant sur leur fonctionnement)\n",
    "- Les documentations *Python / NumPy / Scipy / Matplotlib* disponibles via Firefox\n",
    "\n",
    "Chacun des notebooks de cet examen blanc décrira les modalités d'évaluations de chacune des parties"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "627a7516",
   "metadata": {},
   "source": [
    "## Préambule de l'exercice de réflexion\n",
    "\n",
    "L'exercice de réflexion a pour objectif d'évaluer vos capacités à mobiliser vos connaissances en TDS pour résoudre un problème donné. L'évaluation de cet exercice se concentre sur le choix des outils utilisés, leur justification, la mise en application et l'analyse critique de vos résultats obtenus. Il ne vous est pas demandé de recoder des fonctions techniques (style convolution, corrélation, TFD, etc.), mais plutôt utiliser les fonctions disponibles:\n",
    "- Dans les packages *NumPy* et *SciPy*\n",
    "- Dans le fichier *utils.py* à votre disposition, vues dans les précédents TPs et n'ayant souvent pas d'équivalent direct dans les packages précédemment cités\n",
    "\n",
    "L'exercice est totalement résolvable avec ce que vous avez vu en TP. Vous pouvez utiliser des fonctions pas vues en séance de TP cependant.\n",
    "\n",
    "L'évaluation de l'exercice se portera en partie sur les résultats obtenus, mais également sur la démarche employée, sa justification, sa mise en oeuvre et l'analyse critique des résultats obtenus. Même si vous n'arrivez pas à finir l'exercice, vous pouvez avoir une note proche de la note maximale si le protocole employé est correct et justifié: nous évaluons ici votre démarche ingénieur.\n",
    "\n",
    "A vous de jouer, bon courage :D"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba61ec29",
   "metadata": {},
   "source": [
    "## Exercice de réflexion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edc5fb2e",
   "metadata": {},
   "source": [
    "Un électrocardiogramme (ECG) est une représentation graphique de l'activité électrique du cœur. Il permet de mettre en évidence diverses anomalies cardiaques et a une place importante dans les examens diagnostiques en cardiologie, comme pour la maladie coronarienne. A partir de ce scan, on peut notamment déterminer si le cœur a une arythmie cardiaque (un cœur qui bat trop vite, trop lentement ou de façon irrégulière), via le calcul de la fréquence cardiaque.\n",
    "\n",
    "*On considère qu'un cœur fonctionnel a un BPM compris entre 60 et 100*\n",
    "\n",
    "Votre but aujourd'hui, si vous l'acceptez, est de calculer le nombre de battements de cœur par minutes (BPM) d'un patient à partir d'un électrocardiogramme. A partir de cette métrique, vous devrez conclure sur la présence d'une arythmie cardiaque du patient. Cependant, la machine utilisée n'a pas bien été calibrée et l'ECG produit est bruité (***ecg_noisy.npy***). A vous de proposer un protocole pour corriger le signal bruité et calculer le BPM avec ce que vous avez vu en TP.\n",
    "\n",
    "**Les ECG à votre disposition ont tous été échantillonnés à 250 Hz**\n",
    "\n",
    "Pour vous aider, nous avons un ECG précédemment enregisté en très bon état (***ecg_clean.npy***). et le motif caractéristique d'un battement de cœur sur un ECG (***motif.npy***)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "72ad45ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Chargement des librairies nécessaires pour votre exercice\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "eea4360b",
   "metadata": {},
   "outputs": [
    {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Eb3HSmmlLea0ib1JLEQRBJBBFckJMEARBEARBpB9SShGtAqUSilRSBEEQcURRxB/eXuB1NQiCIAiCIIhWCCmlCIIgCKIVU1HXjIVbK7yuBkEQBEEQBNEKIaUU4VuctGZS5kWn9wiCIOLQwT2CIAiCIAjCK0gpRWQEP64steXzRK2E8lYrNWvDPkxcvcfTOhAEQQAAuZMiCIIgCIIgvIKUUoRvkSqS/vHFcvy4stSVvNONKIr40/uL8PdPlqK8tsm7ihAEQRAEQRAEQRCEh5BSisgYlm0/4FheXtpJSa0SDtQ1e1cRgiAIgiAIgiAIgvAQUkoRrQJBoYby1FJK8u8onZshCMJjRPIqRRAEQRAEQXgEKaUIH6NUJFnXJClvVSqp0onUN1Y0RotBgiAIgiAIgiAIonVCSimiVeKX6HuxmNc1IAii1UO6cYIgCIIgCMIjSClF+Ba/KI6cho7vEQRBEARBENnE98t24rGf1tiKlk0QROvEVaXUG2+8gRNOOAH5+fnIz8/H0KFD8csvv7hZJJElVNWH8e3SnY7lpzq+52n0vdS/YzRwEwRBEARBEBnO3V+vxPtzt2LG+n1eV4UgiAzDVaXUEUccgaeffhpLly7FkiVLcN555+HXv/41Vq9e7WaxRBbwf58vxeQ1e13L30ufUlJi5FOKIAiPaU1SqLK+GS9MWo8t+2q9rgpBEERWUkGRpQmCMImrSqlLL70UBQUF6NevH4455hg8+eST6NChAxYsWOBmsUQWMHfTfncL8DT6Hjk6JwjCP7Qmg837x67CK9M24eKXZ3tdFYIgCIIgCAJATroKikaj+Oabb1BXV4ehQ4cy0zQ1NaGpqSn5d3V1NQAgHA4jHA6npZ5ukniGbHgWL4jFYpbfXTQSVWQmevYdwuFUXZrDEVU9qJ0QPFA7IXgxaivNiuui6J18dJsl2yoAAE0R6+NJtkIyheDBTjuhttU6iEQjJE8ILqidZD+831YQXfZGV1xcjKFDh6KxsREdOnTA559/joKCAmbaRx55BI8++qjq+ueff4527dq5WU3CZ9wxX60vPbtHDL/tYy1c3a464H9FqTxP7hLDn4/xJvRdOAb8a2G8LqGAiHtPjKJrG0+qQhCESywtF1AXBs4+1P9mSBVNwKPLUvLxkDYi7h8c1bkjc3l4aRCVzXFT2ZeHRjyuDUFkN8q5HPW57Cbxva/uG8WQQ/w/9hEE4T719fW4+uqrUVVVhfz8fM10riulmpubUVJSgqqqKnz77bd49913MXPmTAwYMECVlmUp1bNnT5SXl+s+RKYQDocxefJkjBw5EqFQyOvq+Jp+D05SXfvz0F54oKC/pfzW7q7BZa/PT/79q+N74MWrTrBcPzs0hqM4/rGpyb8HHtYRY29JWQ9SOyF4oHbibxIybPrdw3HEQW09rYtRW9lV2YARz6eOs/Xp0g6T7jwrnVVMG2c/Nwu7qxoBABsfH+VxbfwFyRSCBzPtRDmXoz6X3SS+99NXDMRlxx/CbCc1jRF0yAtCyNYQ24QpaNzJfqqrq9G1a1dDpZTrx/dyc3Nx9NFHAwBOOeUULF68GC+//DLeeustVdq8vDzk5eWprodCoaxqqNn2POkiEAhYfm/BnKD876D1vOwSEeWu3HZUNDDrQu2E4IHaif+QBjBoisE330errQSDctNqQRB8U2enCUgWQtn6jHYhmULwYKWdaKXfVFaDJ35ei3+c3w8n9zrIieoRHhIMBpPfWtpOinZW4rJX5+Lykw7DS38Y7GUVCZ9B4072wvtdXXV0ziIWi8msoQiCFzsR85T2gH7anyFf5wSRXYRjqaPBOQE/SRs2rcnROW3OE4T/uOHDxZixfh9+8/o8r6tCOIDWkPLmzM0AgLErStNXGYIgMgJXLaXuu+8+XHzxxejVqxdqamrw+eefY8aMGZg4caKbxRKECj8tukTFcB3zU+UIgrBNJJrq04EM0IIoZVK2UlrZgJ0HGryuBkEQCqhfZhkaQ4qdzWWCILIbV5VSZWVl+NOf/oTdu3ejU6dOOOGEEzBx4kSMHDnSzWKJLMXO2k656PLTWfYomUoRRFYhVUrlBNJukGya1iCC1u6uxsUvzzZOSBBE2hGgbV1DZBH+mXoTBOEzXFVKvffee25mTxDc+On4nrIuZClFENmF9PheBuik4HK8E19ACimCSC/FO6u40wYEwfO50N7qRhzSMc9Xm5aZyt7qRua4kgmWwwRBeEMGTJcJwj6qodGjcbGuKYJXpm2UXSNLKYLILjKtT2dWbbOfTWU1GLt8V6tQFhLZSXltEy59dY7q+nXvLZQFgkjA0lWIoohdlQ1p6QfjVuzCkKem4r8/rHK9rNbA85M3YMz0zarrpJIiCEILUkoRrQLlpMarc+3PTVqPt2ZukV3LsPUrQRAGhKMx40Q+gpQf/uKCF2bhzq9WYOLqPV5XhSAsUVrJ9hE1e2M5lpUcUF1nzcnemrUFw56ehhcmb3C8fkqenbgeAPDFohLm75km0/3AmOlbVNfIUIogCC1IKUW0CpRLLq8GxpU7Kr0pmCCItCH1KZVufc/Xi3fgzi+Xm1pEeaWTWrWrChe8MBOT1+z1pgI+p8jE8SeC8BN6G39MS1JG8qd/WQcAGDNtk1PV0kRvTvjfH4ox8OGJ2Hmg3vV6ZDukkyIIQgtSShEZg53BzC+WAOSrgCCyn0jMu131e74rwtgVpfhh+S7ue7yy1vz7J0uxqawWf/t4iTcV8Dnkf4VoLXjd0vWUaJ8vLEFzJIb35mxNY42yE5oDEwShBSmliFaBnxydEwSR3YQ9tJRKcM+3RZi7qZwrrTI6abqoa454Um6mEKCBishQ9HQPLMWE17oKr8tvLdBrJghCC1JKEa0CvxzfowGZILQ5UNeMVbsy/8iS9HiKVwofALjm3YVc6bxSnJE81IesCojWgld+PlPlG+MTg3vHaIpE8c6sLdiwtwa3fr4ML01x33cXCX2CILTI8boCBJEO1JZS3oyMTq0x9lQ1ons+hS4msoshT01FczSGH/7vTAzudZDX1bGM1J9TJixkrIRi/3FlKVbuqMT9BcchYNGkh46n6UOvh8hU9C2lzKVPB61xLvXmjC14ccoGPFm4NnntzguOcbVMkvkEQWhBllJExmBnLFNF3/PKUsqBgt+cuRlnjJ6Kl6dudKBGBOEfmluUOXM28h078ysRmaWU/7GiOPvHF8vx3pytmLTGeoS4dMlhv/gUNAst4IhshNWqqaWnn5U7K9NeJn1ngiC0IKUU0SrIpuN7iYg0L00hpRSRnVi1vPELcksp/ytE7FSxrKbJ8r3psk7IgE/AJMO7AdGKMWuN7qWl0jMT1mFreZ1n5XsFiReCIPwEKaWIVoH6eEpmH98jCMK/SIPvZYI+xI7fK2Z4d07SpXSxcjzRD7TGI0VEdmD6+J57VTHkjRmbudJlwgaDGbyQL2T9SRCEFqSUIloHSp9SnllK0YBMEEZk+sRVquTJhHWMnTraUUqlSx7aqKKnZHg3IFox+m3XZ1opBZNWWz+SnEl4YYlJMo0gCC1IKUVkDHZ2dfyyJqEBmSCMyfRjS3Ilj1+kjzZ2LIns3EuWUvpkunKWIFiwmrWf2vpNnyxFQ3NUdd0JKfLmzM14ftJ6B3Kyjxev3EefmSAIn0FKKaJVoI6+5w00IBOEMZneT6TiJhP0IXaqKHGfZRqejYZINIa1u6ttHZ3JXKWU1zUgspFYGkwHzfuUcqkiFqlpCjueZzQm4ulf1mHMtE3YeaDe8fzN4o0i0GcfmiAI30BKKSJrKdlfj0/mb0NjOKrymULH9wjCv/hp19wKXvkesVquVwof6We+++sVzDR3f70SF788G+/O3mq5nEw9vpfp/YBgI4oiGsNqS5x08PXiHTjpsUlYur3C1XLMNl2j5G7XV0lTOK5tr2pIKadYoi4WE7F9P5+TdKmcbQzb0OY7hBfyhUQaQRBakFKKSCtFOyvxxozNiNjZXufk3Odn4MFxq/H69E0MSylydE4QfiXTHTyLGv92G6vKFzs6tEjUGaXU98t2MZVjP64sBQC8MZPPGTGLTLWUIrKTP72/CP0fnIB9NiJXWuWe74pQ3RjB3z9Z5mo5ehKc9ZuRzP/tG/Nt1ccsTZEoymoaceKjk3TTPTBuFc55dgY+mb/NME9R5y9P8OL4XvqLJAgiQyClFJFWLnt1Lp6ZsA5fLCrRTedEdJaEA94FWypUw3+Gr3kzjnA0hrmbypl+GghCScZ3T4nASac+xKrTcVvH9+xYSim+tF5WdtqE6L1RAheiKOK9OSmLMLKUyk5mbywHABQW7/asDm4ravWj76l/9FtLbwzHMGtDuewaK0rp5wvjc9kXJm8wzNNvunGylCIIwk+QUorwhA17a3V/d3LcEgT1BMw7n1Ktc0R+btJ6XPPuQtz2ubu7s0R2kOm+dGTR99K4I251oWnHx4zRvaIo4qaPl+DBsatUvym/s1797YjOTLGUmr2xHI+PX5P8O9P7AaGPl9MBO1Ez7cK2lEp7NXRpisRU9dQTIzlB4+WU36KysuSL20fPSdFOEIQWOV5XgMgsfi7ajWnryvDUbwYhLydoOZ+gwWw7IAjqhYTFsSwgCL6wlAb8txuYLj6atw0AMHVdmbcVITKCTFfeih5ZSkUUC80cTq2Gm5ZSq0urMWnNXgBAm1AAd1xwDDrkxaceygWKfk7W2kRzJIZXpm20dG+6KamQOz8OkFYqq/FSzrmvlDLr6Nxfbb0pEkXAxLZ9iKOv+kERJYVVY1F0V0Hor6/sH8LRGEIcik2CyGaoBxCmuPXzZfhu2c6kksEqRkopJwfFQEBtrcCaAMViIj6atw1FOyudK1yBE8+VieuUTHU0THiDX9YnjeEo3pq5GRv31ljOw8vje7zv0Y4lkZGlVFMkdXbundlbZeHQlfVzw1Lqg7lb8cHcbdZu9hifdAPCJbwcyz21lHLAPYPbxC2l+GvFYyklxa9TIjetSkVRRHVjxLX8M5WHx63CwIcmYkeF9xEZCcJLSClFWKK0stHW/UaTMdZkwKpzcgEC18Lwx5WlePjH1bjs1bmWyuHBCdPljDR/9usMjPAlftk1f3PmZoz+ZR1GvjjL1H0yS6l0Ht/jXGje930x7vhyeeqoho0qGi1ulb9vKksd3VZ+Zzd8Sq3bY12hmG7Uvg/90Q8Id/AyGm/Y9WAz5oSK35p6cySmqpPeE/FYpfrJUuq16ZswdkWp6rqbVbz3u2L8sHxXqiw/vRAP+Wj+djRHY3jTRjAPgsgGSClFWEK6+82LNGyu0bEEJycogqCeDLDyX7WryrlCteriQB6ZqJTKFJ8uCWoaw7ji9bl4exZNErzAL9aAK3ZUGqZhKYJk0fc8PL7HojEcxReLSjBuRSl2HmgA4O7xvUhMe6xQfmddpZQLbeKZCeucz9QOiheQibKe4MdLOReJibj/h2JPynZy09FNzCiFc4IcSikf+ZR6duJ65nU352pfLdkh+3vUi7PQbGEtka14ab1IEH6AlFKEJczusu08UI9znp2R/DtoMNg7enxPELgWXe7vHDrzXJm4Tsm0ofbj+duxvKQSTxX6bNHaSvDLAkWqFFDKhzFTN2LwY5Mw6JGJWLBlf/J6LCbK/k4nygWF0foiMQl28/ie3kRb+Z11j+8ZtAlRFE3L8DdmbEZj2D8RQZVP7xflLOEOXisdP1uoHwXZDmYVzDyvwk5ABiuYcnTO4YDKa0UUD1brWN0Yxh/enm/qno1ltVi41Zux0o+QUopo7ZBSirCE0e5GfXMEuyobkn8vL6mU/W7oU8rBRSk7+p7y2IiIfbVNjpWpUxvbOXg9kbVCpllK+Wmh2lqQLjj8shiX1mPIU1OT7UIURTw/eQMO1IdR3xzF3z9Zmkz39ZIdeG/O1uTfXvqUMiKRWllHM7kYWWfp/W7meIye2GuOxFDwyhyMeHaG6b7rZ9mUgaKeMEMWf1+zvYrnVaSzr7IdfsvLlyrBQ1yWUtJ/O/MssZiImsawI3kB1serd2ZtwYItFabvIz1MCiOrY4LIdkgp1Qp5cfIGjC5caysPpVLq/z5biuveW5g8I37WM9Mx7Olp2LyvlnW7oWLF6k6aVlnT1upHfXt8/FoUFu+xVoACvd28VmsplWFjLflyST/SBYd/FK+pelTUNWN1aTUAdXuW1v37Zbtkv6XTp5TVnVa10t76vUqiUe0gE8p+pm8ppU3xriqs3V2NXZUN2FNlzt+hnxdFJIeyG//IOecxO+bztPX09lVR9/uMW7EL/e7/Jfk3j6NzN3woXfPuQhz/yCSZeww7WB2vaiw6MPfzpkC6SbclIEH4jRyvK0Ckl+ZIDC9PjYfHvn5Ybxzaqa21fCQ7RE2RaFKhs31/PXp3bY+KumYAwMz1+9C3WwfV/caWUs6xvOQADtTr7yS9P3er7u+8rC6twtXvLMRxh3ZE21AQL1x1Eg5qn5v8vbX6lMo0/GKp05qQ7RL65P0r20FiAq2aOkouNCmOkKVzzs0zwZc5Ydd4Hr1cGsNR3Pd9yheNkSJMz1LKnE8p7UYhfe4dB+IRjHp3ba9bL9a9XqOsCsn67IbGmRRcx/dc6KtaiiJR1D++d8eXK2S/cTk6N1k3Hua3HBX/ftku3DXyGNv5WdWLWFW4kbPzFDw+IQkimyFLqVZEZX0zHv5xdfLvhmbrR5S0ju/x+sQwUkqZ5dulOzH8f9OwgRG63Ugh5ST3fleMqoYwFmypwPT1+/DC5A2Ol0HzWPfxi0+j1oR0buqXxbiyGomdTOVEWvpX2EPHrTzze5mzXdU/jPl0wXZZBCWjebRSaSV9pcrvbH1hk/r3de8twojnZqCuiW/n3k9rIuXzk9Iiu/GJmHMFPYsbVp/zSiml6/POxPdROjqvbgzjslfn4I0ZqWApbsoap9qSZRlssTydOBitDj9tkBCEF5BSqhXx5M9r8cWilGNLO071mjkdymrtbju96PzXNyuxo6IB//muyNF8jWiOxPDwuFWYtm4vAPUioqpBrhBrrcf3Mg1aDKafqC99SskrkrDmUopO6WRS6Ww7ndNMHosn1rzXzGQ4YQWb4NulO/FL8W7N9Mroe9JXqlL6WYy+p5SzAFDO6SOQduoJr/CL8t0N9LoVS2HFsxHkhiGJlh+f+FX+76Os/yfzt6NoZ5U8wqfMSpW/jjw41ZasW0pZLY/kbwJydE60dlxVSo0ePRqnnXYaOnbsiEMOOQSXX3451q9nhyEl3Gdjmdy/kx2netKJvF422pZSBvkzrvEMuZEW/yUfOnQcz4hPF2zHR/O34y8fLgEABBQPHFI8qBMWOMoyCOehd5x+pPLIL5GYVI64W4pULqqkMlCllPLZpJtXUaUFa/Fzy2fLVNcSDsf1o+8p62HeauG16Zvwt4+XMPLm68N+Xgi41XTenb0F5z8/A2U15vxvEc6SiT7Dxi7fhcXbDhim01VKWbSU+uuHi1HlsOW7lqWOKKrnr+Eov3xinSbQsh6rrG+2PZ45NmUxUY2q+jDGF5WiMRy17IuKlFIp0hAAnPAZkWgMG/bW+G6e6BWuKqVmzpyJW2+9FQsWLMDkyZMRDocxatQo1NU545CPMIcyOkhEZ4A1gnv8TJOlVDLfgIDSygY88tMaV/JXsruqQfa30q+A8p07YillPwvCgAxcK2Q8omRCZiQf/vXNSgz/33TUch7Rsopy0RhNHt+Tp5NOyJULl7RaSikqFo2J2FcjtxiKMTYUzCwMePrGvM3l6P/gBLwwab3KT4b0drWjc51yNSTfsxP1N7qMqusnnZQZ3152eOLntdi8rw4vTdnoUgkED5k2zKwprcadX63A1e8ttpWP1U3HhVsr8MJkZze29TZnlfLpu2U78dbMzRqp5ShdVNQ0hvHMhFTdE8UW76zCSY9Nxt8/XQo7OKXgNDMW/PWjxbjt8+V4fLz1+baf5K/XkIKOn9LKBny+sCTjI2Xf+vkyjHpxFj5bWGKcuBXgqlJqwoQJuP766zFw4ECceOKJ+PDDD1FSUoKlS+0JX8IaykHSjgBkLWwA4P8+W4adLY5mAe3dm2cnrke1g2FsE+QEBFfy5UX5jpV+BpyYN2Szyb9foHecfuSWUvrv/9ulO7GrsgE/F5W6WqegxvE9JdKJtfJosxUxu7zkAC56aRbmbCw3dR+rqCvfnKdTH7ajcym/FO/G5a/NRcn+uFzn6RmPtPgufGXaJrVPKVn0Pfl9ervtbnVJPy0EVMpORt027q3BE+PXYD/n8UQ9vPR/1lqRftNMG2d2VTYYJ2rBrOUMr1KlrMZ+u5eiZSkpQmTKutG/rGNclbOjoh5vz9oiu/bMhHUy9xkJPpgXt+qfvGavcWV1cKopmZGHS7bHLebGrSi1bNXpZ0vVdEOOzvm58MVZ+O8PxXh9Bp+S2K9MXB3v9w+MXYWfi7TdILQW0hp9r6qqCgBw8MEHM39vampCU1NqwKmujoffDofDCIe9UzQ4ReIZvHoW5QKrsdn6e43FxOS9zeGUtcLa3dX49zcrU+miMYTDYUSjcm12UySGx39ajacuH2iizJhhfQMCEA4bW0/EYlHdvHjfS0xi+z1z3R4s2FIhr48yL42RW5pGr52Iooj9Ep8umdgvMqHOsViqvfq1vl7LE6dpak6162gkwvVc0aixTLCDKMoX7eFwvF7NiiARoiiRhxH5bxHOZ5Fy7XsLUdcUxbXvLcTGx0dx3xdhyL7t++tlbUWapLnleSIR+X3S50kczXtwXDHeve5kmcyTIn1G6W5Xk6JOUjmuXEc1N4cRDgfZDyeaa+uRaHx806pvsn56ZaaZiGKcjETV49TIF2cBADbvq8Hb155sqzzpdwayT6b4kYhEaf3K1A0Y0KM9jjjIWhRkJ+D91lPWluGWz1ck/xYN+qPePIw5p5f65dPLN6I/dzOLdNyREolEEdPYtteamyWu3/tdkcyKNxwOo3hnlSx9Q1Nzizx2Zq4Rc2gsjH8bc/YKoaCAqI6c1f+e5sfHbIUl7/1ARV0zOrUNOR6gKoGVcaempX8t2FyO8Ig+rtQr3dz6+TKMOo5/vpdJ8H7btCmlYrEY7rzzTgwbNgyDBg1iphk9ejQeffRR1fVJkyahXbt2blcxbUyePNmTciv2ByBdLsyZOw+7883mEm8yBw5UorCwEDEReHV1ENLlxcbS/cm/V60qRuG+IqwoFwDIJ/7z1u5EYe52ZimRiDxPANi0eTMKw1rHDeL1qqzYj9mzZ8OoaW/btg2FhfGdrB+2yd8LABQWFuren2Cr5N4/f6i2ANy5PVVOUxRYvln9XFrlsdrJt1vldeWtp/ekvkcm1Hl9aaq9/vf9XzCsu+jbI31eyROnqWoGEu1k+YoVCOxcrpM6nq64uAjt967USWeP3aXy/rZo8RI0bBbRFE3VAYiPb4l23dAk7+Pz5s3DnlXmyq1rstZf9jbI65Ug0UYmT56MunAqzaxZs7CxHbByv1w+19XVScqNpy3dU4bCwkJs2qGW5cp61tSk3kFx8SpZ+rKysmTaygPydzV16jR0zlPmHC+/vr5O412wZf2M6TPQpQ2wc5davkuZOm0aDlaVycfXWwLYWSfgjoFRQz+JPKzdLX+3RUVFaLdH2b7jz7t0yz4bsjSex86dO1BYqB6Ds0WmSNlWAzREBBx3kLfWCHHjtPj7X7+3Fle+NgsPnZzOIyjy/sLbhu6YL78vKuq3kx216rISzJs3D6Ud5dfq6lKyQCl7pOzeu9fROUSNRB5KWb58OfKCAEvWPfDBL6rr5ftS/XHuZvU7rqqUy7rfvrUQtxwXxc4yAQn5ZO254mVtWL8OhbVrTd+nZPKUqcjPNZdHNNyMkpISaMnZVDthvecVCOqO9a2B+HvZt6/cd/Pj3fXA0ytz0LuDiLuOd1dOmRt3WuYFVft9987MYU0eZxr19fXGiZBGpdStt96KVatWYc6cOZpp7rvvPtx9993Jv6urq9GzZ0+MGjUK+fmmtSe+IxwOY/LkyRg5ciRCoVDayx9XsRxrK/cl/z59yBkY0odttabFHfMnAQDyO3VCQcEZWF5Sic0LFsnSlDemBt4TTzgeBaccAbF4D7BRHhmvY34+CgqGMsu5d8kUlQfKfn37omBkP916HdKtG8466xj8r2i+7nP07t0bBQX9UdcUwR1PTFP9XlBQoHt/guKJGzBt9zbN34/pl6rzhS/Pwe4GdseUlqfXTu54cJKlenpN4vsAmVHnvfO2Y9z2uP+Hb7YGUXD2KTjr6C4e10qO1/LEaXZXNQJL41YgJ554EgpOPFQzbaI9nXDCCSg4+XDX6jT922IsKU+ZVA8++WSMGtAddU0R3LNIIjeEAAoKLgSgll1nDB2KU488yFS5VvvLprJaYMU81fWRI0cm20ptWMR/l8wAAJw9/Gz0694BgdV7gQ0p5Uf79u1RUHCWrC6H9zgEBQUnY/P0zZiwU20yL63nO9sXYFd93NJ54MCB+G5b6shL9+7xfADgk9JF2FJTmfzt3PPOw6Gd2sjyTZTfQVIn1u9KzhkxAr0Obodpim/IStfzIGubXgl5nH/MaTjnmG6W8pCyd952/LAt5Xfm+OPj46eszJbnzcvLQ0HBCEvlJPI4sldPFBSkrJWzTaZI6dfyrWb8czgO7+ydZVJTOIp/Lpya/Ht/k5DWMVHZX3jLVt4XjgEXX6jdTlaXVuO54gXM34YOPRODe3WWXXtpwxygsV5WJ1bf7tK1GwoKTuGqMw/7apqAJTNV1z/aGMQ/LzgaWLdJ9dtXW9SKqm7dUvViveMPdy7Etlq5tdRXJW1w2pEHAfvLkunMkihrwIDjUDCst+n7lJx3/vk4pCOflj6RR8f2bdGzZ1dg705muoQ8YZV5woknouCkwzhrnV2Ioogx0zcDiG9cdz64CwoKTvO2UgqembgBwDZsq3VPTlkZdxJtqW+vw1FQcLwr9UoHVuVxppE4+WZEWpRSt912G8aPH49Zs2bhiCOO0EyXl5eHvDy1MAyFQlk1QfLqeXJzFAOpELReDyH+HDFBf3v4v2PX4NhDOyEYZB+PYJVf3xxBQ1htCryvLmxY35xgAEHlczIIBOLPHtRQ/PO+l2BA//nzQjnJvLaUa2uKWeUp28n6PTWW6+knMqHOOYr2uqOy0bf1zhb5GMxJHXcIBANczxQM2pBhPHVStAOhRW7kxORmc6IoJuuhtMMIBnOYdRRFUdOPiiCkTrOYeb5QiD2k5+TkJPPKkRyTyWmRTyz5rCy3fV68nSn7Bit9UGI2pMw7GEh924Bi/AjofE8hIDB/yw0GVH684uXGny1gIKMDAfb3MUOuQ31QWdfEOMVEYL8Pc+Wx888WmcKivC6C3t28e7awqO7zXr5rq2WHY/rtJBjUXl4Ec9R9TioL9eokwn67T+Ylinh7zgbN35+folZIaREIaI9Z2nJIkHmusvNcOQ6NhVrjlR65OUFdOasrTwS+sT4bmbe5HGOmp3yPxUT/zY+laxy362Zl3Mlvm+u7d2aHbHoWKbzP5aqjc1EUcdttt+GHH37AtGnT0KdPdpz7zCRqmyJ4d/YW7DxQr3K6HTHwtaFHMjQ6hyX8b9+Yb+ro0/XvsyO7fLt0Jz5byD7ulyAnIHDVKVEfLUejy0uMQx7HM9L/WRl9zw4XvjTLsbwIfVw6Os/FmKkbccXrc1Hf7G5kOb8hagRP0OOeb4uwppRvB8YKynaQcAKrdECtV12Ws+rnJq7H0NHTUFbTqFGutQbI4yeVFaSC5323zY0rl3j6hr7YS/2odIasVw+tLLVeVeI5jaqrF31LD2kI9wP1bL80dnH7oJlfjyS7iVNRymasL8O8TeYCEQDZE20sYvAc+o7Orb8EO1GjlUxdW4YP521zJC+jZsX6OSaKlgMtiKIoiwQobddlNY2osRjwx6yDeiAxz7X6HJZuywrKa+XjBjl9N09iXkJkB64qpW699VZ8+umn+Pzzz9GxY0fs2bMHe/bsQUMDfwQPwh6P/7QGT/y8Fpe9Ohc5jkbfi//XygCWQKv4Rdsq2D8AuP+HVSirZi/kgHj0OycGuSten4et5XWIxkTdsPNaYcoThDgdjbi5sCbMo1y4pHPi9PzkDVheUokvF+1IX6E+QPqOzbzvy1+fm/z3w+NW4YXJ2jvfZiitbMDPxfJjX4lJo7J6enVnPcqr0zdhT3Uj3p29lVm2NCiFnvxZU1qNmz5ego17a1BR14xRL7IV11r1E5PR94xfeLuWyZ/Rov6LRSVYVlKZ/Lukgs+XgLJuSpTlRhjWUVJ45/cspSEPUuusO75cgTdciALkttxphTopRxRxlfXNuP6Dxbj63YWG7VBJtiw8Gcbs3Nhp11aVyCzW71Vbn7sFa6MhFhNl7eHXr81FmLM9TVlbJosEmJjeH6hrxulPTsXxj7CP5yXSaGGleYaCAcvf1E/RT9ONskW05ndhldY4hmUzriql3njjDVRVVWHEiBE49NBDk//76quv3CyWkDCnZSevoq4ZOQoFidaO08wN+3D7F8tRqbP7KyYtBqzXzapC66z/Tdf8LRgQTOWrl3L7/jr848vlOOnRSZixvsxEDVPwWjwUvDLbUv48NEWilhderRWlNYgX768xkk7nt/5C+bbrmiL4eskOVDAm080tYe23ltfho/nb8crUjY58rxHPzkC9Kspey39NLMj0qqIVzUYqNk5/coqmIv43b8zFpDV7cc27C3V3/EXZv1N/mTGWTSjYjUTafd8Xy/5+b45c8aZ3v96kXHrbe3O2YtAjE7F4W4WmDOdtAyZ1CkmaIvIbn5lgHCreCLVC012501ospaRt4dMF21Ft0YokQVVD6n6zSpJsGYuNlFJ6j3nlm/OxaleV5u9678hJpV5No3PWyHpdKRYTmQlEEYhInmfljsrknN2I7fvrmOWvKtV+rwBQ3RjG4Me1HUpbaZ/2lFLAvE3lhqcgshHl+qC6IZycz/gFv0srv9ePMIfrx/dY/7v++uvdLJbQgNdS6s/vL8JPK0tVk+z5m/cn/y2KceXVNe8utFwfq4OYntA2aymltwjq3C4XPxftRiQm4vXp1nbBvZ70H6hrxqCHJ+LPH7CPRBIaKC2lPKhClqxduJFb88gf/sGxq3DPt0W4/oNF0EIqF5x4dyw/RSlLKe0CzBSdl8MegqWT1frmKJZpHCdubFkZltU0oUHnuKfsfbIspXiOPCf/a0+oSe82sir7ZEFqoSLtko+PX4PGcAyvTN2o+cJ5lQVWd6eb0qA0dlsGWD0maoXGcBRXvD4XTxWuxe6q9FrLS9/j98t24T/fFmknNpmfWZQ6lTYhV6fhrmF0iq7O4Pj5de8p5o6Spnjio5MwXWMj0EmllF3lJC+RmMiUmiLU8idosU8GWub3RvKZ5ZtUVicLrzc3GLCsQI+JIq5+dyHu/2EVet/7M6avs7YBrEdFXTO+Wlyia3XsBco9qW3763HuczM8qQtB+IHMHA0JLqau3YtdlanJn9qnlP4gUlqZ2p1ftasKf3wnFUklJor48/vaC0Qe3Jhv5wQEU/nqDcDShdyibRWYunavKo3XSicjJqzeg3BUxKwN+4wTE0m89CnVWpFOapXdcnxR/Bhd0U7tXWBpX3TLDD7lU4r/Hr3Jeq6mUkr+90HtjGN0N4S1lSSi1r9F9TXW3wDw7pyt2FfT5KrMk363aEzEg2NXJf8WIEAURSyRHO/uni+P1CfLi3PD2eoi140dbZWPLcdLkJNOMffjylIsL6nE27O2YOjoaVhtYNHhJMr3OHH1nrSVrUTZ3nI5j/h7jZl+X1bdiKvf0d+wPFCvrRCqbozgBo2NtBU7KjHXgi8vFo5aSrW8oEVb1e4nojGR+f5EUVSdWNDaqFDfqyg/WQ/9+4zmNlaGzpygdbcZyrH6hg+d30C94cPF+M93xfivworXa1jfSrpm8wPZYtlJZAaZMRoSlvjrR0tkfyt3RY0m49LkSlNrJxZ9bgi7QEAwl6+eUkrxt/J9AsaT+l2VDbZ39qIxEX94e76le0m3Yg3lbqUX43JrmgyIoohvlkjCSSsenUfeSL+YW25bkkopvUQ8Gp4WtBakAcXKgZWF0tpDedRQdr/I/reW43YtLnpplqsyRVoNpW8VQYg7Jr7yzZQsVFr/SuEdo6x2M+XxPVdwWQY45fSbB+X3/HFladrKVrYFu89t56so+1o6v4EdVFZ1Oi9B6YvPacxY6C8vOYAJq9hKSCc3LxJv56q31HO1SCzGtGCKieo6aG1UKFEqsBPtyLg16aew8k7sNOGYzcH6u6U7cfHLs7FDx3fhyh2VAIDxRemTOTxkSt8niHRBSimCC+WExImh3I3pdlAQVAtSPbmvewyHZyFsMKZ8MHcbbvzI3s7P0u0HsGCLtvN3PWjMs4aJ+bdrmJmrhaMxXeelfmT9nhp8vXgHRFHErI3leHV6Kvy2sl/yHMVKh6VUwrrUjMJQL2VeiB05RilvWc/z1RK5I/wGPaWURl5m1wP765ptH/lK3L5qVxWWbJcfS5S+V5Yl7xSGtaoWvG3AquPkJjuenjXgcZKfINNFe9TBKGpGOC0PrEQKBeLO+R8dv0bzN7ePk2204dhbtVGjk5bXWXeCD+duxZZ9dcYJLXDF6/Nw86dLsams1pX8eYhE2ZZSMVFUyTlupZTiAyTlsl1LKa7S1RY9VnuYXTHwz29WYu3uavzrm5WGaf22zZfpMjwT+GjeNpz9v+m6SkvCP5BSqpWzq7IBN3ywiGkOLRWYqp17n2ql4uOyYgdJJ73eosypeez09faOztk5JmLX/0trRR19L/3TGTMLqUtemY3Bj0/OqIH3wpdm4Z7vivBT0W5V9EnV4pzH55Hkm7n1uVJRR/lR1mVTWWphqO1TSpmJcTl6llLSSsiP76V3VxxIyaRfjZmj+k0qj5VRzQRBMFU2r8LNqsLC7MKbB5WRnctix8tNCyejqBmhddQpQVVDOC0y/pulO/FzkdyKKKFMLnhlNk54ZBLKarSjC9tlJCM6J+9zB0ysFsIcmgZp23vkJ7aizkl2HnB3bNTrS5GYyFTmi1BbCvEq/ZVvOJDUSUnHQfV3MMo/JoqIxUR8smC75hHb1aVVGPb0NHl9LHYfp/rdOgNfWfGyHCnKMchSyn0e/nE1Sirq8ZjGZgDhL0gp1YpgCeS7v1qB6euNHZYrF0lO7Dw2RWL43Zvz8OxE+1GLErCUMHo11RsQeZ4wHUqfiJkQWUpozLOEH16bmS62YW98F3j4/6ZrOsX2K6t2VakUr1aki/z4njuzz1jSUko7jdovUOrvcSt24YIXUgtDLaWUMiofz9PoyYnE/U2RGL6VHJNMKtl8MlmXvivlwrYxHIWZnsnbBqweH1HepRVJ0VSeKmWsux8mnY7Oldg9tmOqLJ33uLzkAE58dBL+8eUK7vzkil3+epQy/MU0R2N47Kc1SRk+w+Ymlll4P4PSUmrKrgD2aEQF1YrsLCXdLe/+H1ahZL83mzYTV+9hK61EtXKWtz2pFK2C/L8A+9sa9fm3Z27Bt8t24sGxq3DJK+qNAwD4pdg5n2xP/LzWkXyqGsJ4Z9YWR/JKF36YZxrhl7mBXdzYRCKch5RSrQjVYkmEyrJiksQBqFSLrzq+54Cg2lXZgMXbDuA1i5HttDBjZaGvsDIuKx1zejs+qTJh0PMjXi7WElj96r95fZ6j9XAbURRVEwYr8kUqr9yywkgoCcxEGpJW5c2Z8kmzliJDuYNqV8mWuP2tWVvw4pQNkuvmn8ep43sspHo1pZJta3kdvlhUIru2ZV8dM0oiwK/QsSpelfm7ERzB7fWAl1IunZZSekf632rpkz9Z9HFlpu9o9eP3526VZphWeGWLUlYVHwjghg+XMtPyLADTPcbuqmzAlW/OYyoGnUH7eR4YuwpLFUeVgfi7V74q3vak8ikFtU8p1tzR6LV/tWQH/vOdfnRKlqzTqvcP29K3zHyy0BkFV7owY33YmqluDGPG+jKV9TTAP84bJYtEY7j/h2LL4wDhDNQlWjEiRNmEfldlA276hD3JUA5kTlsi3Pd9fBDcq7HzpsXe6kZc8sps2TU7R2vkv+nntLW8DmOmbdJN4wR2lFJVDfZ9VIhi3NH6DR8sajXOt5WTBXJ07h6iqF7EWAkvLRVRokubYkllkYljv9I/+3RtJ89PYyGjnPTbbQqJ9zljg/yYdkwEvlxUgru+MvbHkcD28T1OH3881haLtmn72uPdGLUqX9XHZ5xfZGezCEjnxrXKubiD6jgz34jnma3IPjtYVUoBwCYNP1BhDutuL/Z9ymqacObT01w/yseCdbw6rpSytiGjbSmVerGsb8sjp4zqwDx2pnHPjN3+Wmb6yWImE47v+WEIuu69Rbj+g8W2DBiMnuOnolJ8trAEt3+x3HIZhH38JS0IXRZvq3DU34AoyiMIKRVCMp9SLkcj+2LRDlQ3hjHkqamm7nth0gaslvijESGaC9euk9horfJvDseKTmB10bRiR6UjptE7DzRgwZYKTF+/T99vTRahduyf/qE5mxekUkRAZe1izVIq9W+3ju8lMKf4TqUOKrSdWu3KKLCEOoKXkYKdfT0mirjXZJhsu9NoPYWAXvQ9s3Af37PYVpS36UUC5M5TdfTTXdK5JlJ+9/Qe39P+zYpsl0WzNHWf/4Q6r3cAM8dT+Y7vud/4tN73oq3WAsfoYaUvsWpntYkkxgxpPVh5OWGd4/Z6wE2Um9heotVk/CgnvCQRPfHFKRvwiyKyp1OKvQN1qQ38S16ZjdqmiCP5EuYgpVSGMG9zOX735nyc/qQ5pY0U1rE2Xifa6kHInNDkmYBYiY7SFGHvPvGie3zPYLpZVtPEXY5VRFHElnJrUWnuNTDBJvjxxFLKF3tU/KzfU4Nznp2OcSt2mbovxjq+Z6F8qYxxXSll4kiwXk20FstG8lZ5n9Hut1Yd7B6TdBrpd2NF37OUl0F1rbSVVbuqcOtny2TXEsFAmiMx1Fmc0GazTykrETUdK1vH07ltK0QTGfC0tXSPNbztn7ff765qwHtzthon9ND1wYIt+1t81DmHle/Guod33Fc5SG9ZzcmO7zEKcKJ9BRmW5JkyW0n4bvMDWn2KdFLa3KIYd50aI0MS/56rS6vxxcISndSEW5BSKkOYs1EdHc8uLAsFLZSDkNn1As9Au8+CkidHWTGYE+i6aQ3yMXM0zqrgfGvWFjw7cb2le6sdOLpHeEcaDQkc4a6vVmD7/nrcYcJhMNByfC/C0Jhr8O5sY2embr871kLubx8vYVt/iPHF0R/fXqDyV6AlF4yOjyoXW4ZhvjX0M1oWA4n07OhN+mUZond8z0lLKQvH92Zu2IfTn5yCGevLdO+59NU5KifPCUuSEc9Ox8CHJ6Km0f/yd+aGfUw/HenAL5ZS1hAZ//KiHvbhPr7HqZT649sLuNK54YNNiZbi8+slO/Evhy3dnVoccx/f07huZDFsdcMmFhOxeV8tRFFkKlOc3Ajy4nglAKzdXY3HflqD/bXubzgD2n3AL2JiV2UDPpD6u/MhDeGoI30vpPgYdjfFCGuQUipDcKN7iKL+UTfpuOO0410W+2ubTd8TCrKi7Tmzc2mUixmllFX59vQvzkUmdILWKqa9eG63rX2cpsHGzrMZSynWkdS6pgg+W7Q9db8Hx/cmr9mLol1VzLLX7q7G/C37ufM3Oj6qbBuCIBgsZkTJ/08hdXrOvIuVp87idKGJZ2RRLlkM8BwB0oO3/0iT/fn9RSiracL1HyzmvidBYtFeWhVXVhXvZIdTN4PTzTgcjUe8TbBuTw3enOlsoBFe0mkptbtK7tzarj5EdnzPxGNwWUpZqI8duKPvcWqRtnFGuEvH8T09xfT4ot3aP1opyymlFG86RcK7vlqJuZvKIW3dLMWv1Wo+/vManP/8TLw2fZPrFpZnPTPdsbxen8Hn9/WlKRtw8cuz8f7crYaO3p1Cqw/4Ze536Zg5vlSkS/l0QQn+/a3x9zKaE4YUBg7pUJovsDlfykZIKZVG5m7ej882BSztoHoto4x8nOghCHwTECs740pBApi0lNL7zcF3rheuPYHTO8dOHbOR+yhwpo57qxvx/pytqPapNQHrqGv6K+FBmS4RjYmau4+iKKosNs32hUd+XJ2MogW4b5Gg1Q9Y1gQiRLTNDWrkw87fyGeHSimlUU+jcqygV9bvOa0ktPjrR0swc8M+AHwyU4/kOzJ4dqcWAIGA9TFSC6eP8M7euA+Ltx2QXfvMo2MKdgJ4mGHOxnJVaPumSAxLt8etBNMpZtNpHcYL75jutB4iLZGL0zhwW/20yrkxdzQxRsu95t2FCkspxn0W6/nB3G0AgOcmbVAt2Odv2e/KaQ4n+N8EvpMGL03ZmPx3kQMbCjxo9QG/KKUq6swbCnjBt0t32s4jR2Hg4LZ8agxH8Qeb86VshJRSaeT6D5di0b4AXpxqfmfSicmpMgfV36oiBMa/Emn568O7qzLWpC8aAMhheG00I9D1/Fjp5bOs5IDmbyx4JuB+MRe14/ydl6vemo/Hxq/B/T+sciZDl/HE0XnaS3SON2bIZdy17y7EKU9MwepS9WQvJjKUgCbLm7RmryJPly2lNLJvE2IryXMZynNAu57qaKfyv9XH9/Rl7C2fr0B1s3kLETfeolEdXpse39kO27SU4j4G49BDKhWSVtqgUvbqZWFFqcOyPkvXMW/l4nt80W5HrMmMeHcO+7jvb9+YbzlPUfMPfXwyxMvgbUeOK6WczY5JuhSfgHVZuX5vjaV8tGSD9Drr+Z2Yy7DGm/0ZosDgoaymictNgF20+pRPdFKtCuUczW1rwIZWEjTKLKSU8gBL56VdOb/HX4hS91Nu4qgdrwJreUkld54JlMf3RJF/IrKjoh5/fn+R5u96ufzm9Xk6v6rhqZOTC+lFWyuwq7LBOKGCX4p347Qnp8rMSqUWV1Yspf43QX0EcXuLif/0dfq+W7SIxkRXfbaYnbjVN0ccjYwJuH8EzU2embBOZgWXOLr21eIdqrSsd2320ZU7tzFRhCiKeG36JszeuM9cZjp8sahEt90FAwKHsp/jN5WlnuL4nsKIyGj+tGjbAUwp5R/uE9+E1QbttkojC86ErLR7fI93HGClyssxPzVSHm9ywvGxXhb765pNB7Ng5Vfn4eT40lfnGCeyidti1Cl3Acn8TNb3+UnrVZsAZuDV2zj9Ht0MmJAgnZZpzvmUsi63lL+w8rL7SgTBvILSzNF1v+BE5GojtBQf0s9WXtuEtburmekI52CduiHSD30FD7A0WXW+GoaTKT2fUn5BKUhqmyLcE7/CYn2fAk4qBXhyctJS6qq31LvAPM9zy2fLUF7bhD+9x1bWWani6zoTZqvN6vdvzcfxj0yypHjjwezxvZMem4zTn5zqqGLKj7vqZggzInuyJmHsCETmYB13m7RmL56duB7XabRlK6zbU4P7vi/W3qXWuGYm/fOT1qsibt70yVJZKGTlsRSeXT0rp+GYz6PxMNzHgAx+X7r9ACas2u3c8T0DWPXWOm6ph/ITONF9jR7hS4aSl5Bj1A7sDvOXvzYXOyr4NhqdFumllQ0YM20TnpmwznJgAK82P9JiKZXW43tOKaXsJZTOG9jR9+zVMyAIpq1I/vTBUtRajEiazWi9RWlbOvWJKbj45dnYqLCoa81YacNGtyg3ldIZmZZIQUopD7C2g2p/wNuyT35UzdTC26cLZOU54F9W7cF/vivmutfovLSTj8zz+dw2NTeTvdaC0OkJrFWxv2T7AQDAeEU0M6cw+5jNLQqYZdsrPatDJsBUSgGqhmC2nbECMWzfX6eR2h7ji3ZrKvRFkSVXRc0FC+s5x0xjO2aVhkJWOzrXq3GcjrnOTOS0Po2TSvXbv1huu/0nq2MUmZBxrU2ONaWU9Hs6sUh1+tgwTbOdQfppt+2vx33f8805eCx3zHzzJoni3+r8Qes2t62M0rHmS6ellFPzN26dlNZ1yQ+sKtm2lII1J9D1PlVKiaKIO79cbjufNaXVGPHsdFWEXUt1YlxT+gIknEUpd92WT6TzYkNKKQ+wMtHUmt+WVfNbZizYIg//rczy2vcWyv6W9hk7k2M3pwUsk8t9NcbhXLmex1GtlHEStydQZhZJWimdrqJdCzy33pgyXy+cwb4/d6uhNZ+fUL4j1rdlWUjb37llHd8D3Ix0r+3Pg7EzDb4FhBmUsiIgCMaWrxbKYeWpJUeaGZZxzHpwVCQm2lfqWIm+lyCP4RvMiB0VDTjh0UmSfC2M88q/HRZwWtm9MFk/CiMPfnTiDTj/Drfvr1Md++cN2OG0rzup3DNSCmt9H1Yfr6xvxtCnp+Lhce75fEyH9X06/XQ69Wl589FqSy9MTjn2Zkffc8BSyoJWygvpwPOsy0oOYOwK+4qkf3y5HNv21+P2L/gVXNrzbPUv6YgGlylYO21kJB/lf5OllDeQUsoDnDq+N2bqRpz+1FTLDvmU9WgMay8qbJ6kcMVRdFl1I3YesHZ8i+cbODmB5Hl+tydQyueJcK7apRMbsxMao4WqH+X+rA378K9vVlq61+nH+T+JdYzfUbaMxLsol0TdY01mzVjjsGAdJ7jl06V4bhJf1B0rmFHaxq2n+BeEPCiPZfD0I5ZFmhYJp9SsalfWsxfgTZxKqXErSvHB3K26aeI+wbiy082DD3U6VhRFHmoaU9YATviUShevTN1onEiHH5bvxKBHJiYjJ/oJK32srLoRf3h7PsYXqRert3+xHHtMbAZKcXqIr2tK+QMzGs/NzC8+XbAde6ub8NH87ZbrZkRaou9lgKNzVT42hYB08/mqt+arot7arWfcp5T5j2fVf6gdeF5lk866xwxWHFfzOKtPcO/3xeRbqgU3juWq5q8uy6dsPAnhBKSU8oDZm/ZjoQOO/55v2d10yyGftFPa7T9uzA1Of2oqvljkXjhrJ4VGupVgRnUo2lmJ/g9OQO97f8ZdX63gngiZ/Y5GA7Vdue/GK/sTw/k9bzk3fbLUckSpxnAU1ymsFTOdvdWNOPWJKcm/+X1K8X/YQEBQ7SKu21Pj6oLEnJJJ+2mstl+z0ffMovf+X9ZQYPBaSgHAoz+t0S9ftD/mcDs6b0n2n29TTsOdaDlOyKZMCXZw11crUd8c1Q0cUlFnbMHMQhRFVGkoQvnuN0yhuvL4z2uxYEsFbvtcbfVQWqlWSNm1brGS18a9NSh4ZXbyb6NolXpHjpWkw4opHftRbs+pZDhlKcWbjiPh7qpGPDtRvjlj16Ixvglk/r57OY+4OgnXkzrUEK10Ge0+yb5++WtzzRfiAtv31+HRn1aj1CWfrkbw+s9buaMy+W+j/qJ2ieCuhMqMkT39kFLKI37/9gJT6aX95Z9fr3RkweV01BjNckQ4ruFPx2TdyRJ48kqnpdRD41Yny/th+S7sqNAeXKT3nfXMNFMOF+ua9f0IZIqJrJkvw3Iyz8OXi0owe2O5pXvd5KeVpVi1y5qibZbCcoI1mRUhquaF0u49d5PxO0l3IAZNSynGXInlZyqZ3mKXV+ZXUdesOp5th/0t0VXNiFkzSike0rWgvOWzZfhyUQm+WuKs03Ar9Vc5S8+QmasyCq6Sl6ZswHOT2EcEp67dq3vvEz+vxYmPTbJsaWHlHeop0OyIGp668Fb37VlyC3mjOaGmVQZneU6TjrHfcJ7s5MajQ5klvlPxzir8+tU5mL+ZvYHNO3YoLVvt1jJ+XD4z5m08MlhwSCvl5CvR+ra81shu84e3F+CDudtw5tPT8P4cfatnNwhHjL9rWU0jfi1R4hk1BZX7CUs140drDfvJ/G0ul+xvSCnlIc2RmMq0VgupcP1u2U787ICvGTOTNbuTYzshi1k4o5Qz+N3BFQHfDqnbSqnUv3MU2gGlY3NRTO2oSasViYmmjrYZDaIZMreRvYOl2w/gpo+XaEZcaghbC7HuZWh2LRZtrcDtXyzHr8aYD90uIm79JYV1LIp55E3y72ve1bceE8DfjpaXHMD5z8/ArZ8vw84DfBGzWJixlBIl/98oPa8MsCL/zIiX+uYo3p29xdRCqznqbPtNp0JGaxc/GhNx9TsLZFZUvFipvspJvoU8vKBNSN8x/EtTtI8H/vWjJXhgbLHKGqq6MYy/fbwE77Usep7+ZZ2lullRFui5K7DTLrn6rUUZ4GT0PZY8dbo/Oj32f7JgO0a+MFNmvZFOSynnfErFM/r7J0uwcmcV/vhOfAN77qZyfLogdZySt10rjzrZfSeC4JQax314HtWpdmjprWgpin2+G7G7KmUt+th4fatnN2jmkHW8EVETKEWz24pXraHgwXGrMW+z/zan0wUppTzkopdm4ZQnppjuPABQ3WDdnD2BkdiTClm/CUm7Z4p5nsdRSynn5qKWkU5GlOFPWVz9bnwypKyWGaWLsd+qTJnepPjtG/Mwac1e/Pq1uVhT6pwFoB8VdOv2WH8+URRRr1C0ueFTCuCfQFz11nxs3leHn4t24+KXZhvfoIEZXxB6llLK67zWklbkn9k7nvh5rUlLKWcFmN0xx87tibKLdlZi3ub9lqyorDk6VyopTWeRkXy6oASP/LRadu3VaZsweU3KiqpdHn9ExLHLd2F1ady609BYhvG7W8oMN5UkTh5XTo/awdkyHhy7ChvLavFUYcqdRUNz+ixLnHr7IoC6pghKq+THRK95dyEeGLsKS1siD/MWqDquZ7Ki6gAm5u73Eh7FnZdWX5oW161E7luFR9apN3jMWZJy+ekURXyzZEdyrDGDXn2s6ASyBVJKeciW8njI8klr9M3XXcPEBMlvMtLu3I7ndicVcW44ejddB8n8jEcplTgOpJxIm5n8Gi2yE9UQRRHPTVxvOtrcMxPWYck2544tacH6fhV1zSh4ZTZXtEc3cVNhbGehI0KtwGT6lGJaF5mTTbw+LqR+V2pshKjWnkyqf1m0dT9GvjiLK5+IgV+YBNacswqmF5tmvr7TC267uTkhc+0eW7d7jx/GDR6cWNYpjwgfqGuW/d0+N4crnzkby3HnVytwyStx604r8lHvu7t9fM8qSmtn3rLZPqX4yrTzLtzSBST8WG7YW4NLX9W38N1v0c8ZC6fG4b98uJjp1zJBwsKXtzS1pZS5+rAsSNKhNHHifabVUsqKoVSGWkp5Dc+4aPYNKmW+dE75zqwtuOGDRWiKyOez09aV4d/fFiXHGlPoVLA1KyVJKeUDeASQ2gmbA+Ua/C4tI60OIzlIR1SVmz91MPIZR3XdfsdmLaUSKKul9e5Z7dhokZ1oYzM37MOr0zdZijZ35ZvWfDiZQe/TmD0GVt8cwX3fFzkWqcrNZmOmn6kW1KLa0T2z3aXRUsopHlVYdSRg1VsvgpUoimiKRHHtuwvx2vRNCHOEOd2yr1bm4NgMZpUcXk6ObW882Lh/2/56fLd0J+yoW9x4c3d8udyFXO2xYkclqhutK3gTKBfPyj7dLpfPUkpp3WmlHeiJPVsWeC4sphJYdXTOgrfV25G6boW4T8xzXp22yTCtk374nJqSNkViKWsoHawe9TY7z1QH1UiPsvy16Zts+ynkUkrZKsFePpqOzu1VJeuxcgratKNzyRd9snAtpq/fh3HL5dFY1+3h96+rLk/7N58tt9MKKaV8gJUG6IR5dTp9SjmN/eN7DlWEtzyeNC7XSSp0lRN+vaKVkx/Wu39t+iYMe3oadlfJHaYb7d4m6lFem9oVP+/5GahQ7JKb5aUpG3DRS7NQ02h8zLWqIYyinZW6afTeT07AnBh9Y8ZmfLFoh26kKjP49UgI8/ieIEAURfxvQso/TEwU7TkqF9N/pGDuJi3ns2aVPsC45aWYs6kcz05cz2UppRX9zrAsl+9xuh3azc9udf6p8J1nVkGnVX9RFLGnSh3BDVC/b2kWzZEYxq0ohd9wKiKU8nUpj/q2z+OzlFLlq/PbmKkbmeOZa8f3XDxNZtnRuY1HtbMZkJjDOq34TuTmRth4nnLTVh5ngcq2bN+CJD2WUs9N2pD0obW7qgEXvTQLny80F22bR3nmnKWU+YwWb2MrH9NtBDB9XRlu/WwZKuvtzbvD0Zhl33ZmsCIzFm6twEfztunkKf+b9Tl5LP950WubfjMCSSeklPIBE1bvMVw867VRq/3CqGP72VLKblhbqzs9N3+y1Fp5PJp9Sznzo+foXA9lvVgT62cnrkdpVSOeV0RYMpoo765qxJJtFbJd0y376vDWLHuO8V+ashHr9tRwTWIueGEmLnt1rmXLJTNWZwCwy+Ewum5OEO1M7EWoj28GBGDG+n14XRL4gFWCmUmHCJtKLQcx+7amrN2LKol/QGMfbDYmQqL5zQwzn9/pdmg3OyeqI33VCVnGKye03t2/vy3CGaOnove9P7dYY2nf5K9R112UY0VQMTttE7I2XdWTJc9P3oAZ69Xf0y2ZyiNPrYpcJxeDvCLGzmtKlOH01DLx7dJu5Zmm8hLF8JaW6Fc/rizFoq0VpufyrFMa6Xq3m/fVAgCenbAe6/bU4L8/sANSSJHWTasf18uiQjsUfc9k+hnry/CKxgaTmOY2fMOHi/Fz8W48M8FaMAkg3s7OemYazv7fdNdPsnCtpxiJHv6RbeEOqNeErDml8pKdaae+pVRrGvnluKqUmjVrFi699FIcdthhEAQBY8eOdbO4jGXp9gO4+VN9ZYfeedfEIiUWE3HHl8vxsk6kGzMkFjDr99Tgn1/zR1xLB0am6jxY6fgTVu9RnSvmwa3oezyLWFb+yl1oPdlqxqeUMtoez3e68s35KuHOE/KVBx7H0QmfUBNW7dFOpPNtzCqltBQDVq0fXfUpZaKfsZw0K79rQBBUVnBsR8Pcxbbkay69W5j9FrM3luMtSWh3nqgyaX1UU9a0Dls8+GBiJn3XUVHE/M37uS0ctWr/rUQRpbLGUmUiSn5zYsyznYVrKMcZdaROi/LRyj02XtTW8jr87s15mL6+zNF8VSheh9FYp/Urq13xjkV2nmd3VSNGF651RPEqnZMkNizdtEpjka6ulfhe3JZSMWDhlv34xxfLcdVb801XVDnfK69tNm2xZJXEkd0mE/NcaX212ueAhyYmnUk7tp9lMh89q9eELHRDudMciWHCqj0qn30ANC14edhf24S91U3YXdXoSCAuPdwwklDKC9acUnnJzrxTT3b6eJh2HVeVUnV1dTjxxBPx2muvuVlMVqB1HEQLqSBN/HNZyQGMW1GKF6dsYN6jxLDht2T8m9fnckeFShdzNtnzx2NHpllRiPHcEROBsupGXP/hUhRV8Em7kS/Owo6KevxqzGyMW7HLMP8Eygm/Xv1UPqV0Xp5SScY7qKqPE7LvawxHcf0H/MfezFiVLNy6H3M3sUOx6j2F2UmN00Y9bvZMO/1ehKgexAMCcnMCinSMe00rpZx7qZFoDL82cJCrhZXXVV6bcrbL5ejcuqGU6bZnRhHiuKWUzfwSkz47R92lu6WiGPefZLZ8M6j8YOj8xmJ/rbdBF+ygtH52yvrRzGdIyH87i567vlqBxdsO4IYPFqt+4+kjVZwLOmW7NpIdWu2RdTldhqdvzdpie4HZFIlixHPTk38n8ku3dX+6iktZSvEVGBNFWRRLs+/lqcJ1qrZjx5eOGdq2BDcImVj9S+enek/6TUtEVTd0UqMlESC1KNeR1YlHcOMI6phpG3Hzp0vxh7cXqH6zI3PDEuF2xetzk1ZubuDGyRPWMVUjbB3f06mg3ZNAmYyrSqmLL74YTzzxBK644go3i2kV6DXRRMcwu4DklXd1zeYtg9zmrq/sWW7Z6fJNYfPvg2+BIuLRn9Zg7ub9eG89n1PXreV1eHDcKqzaVY07vlyhm1bm6DzovKNzQK2w43HczFNmgq+X7GAet9DCzJixZV8drnl3oan6AOZ3s5ye77s5+baTN+u1PPHzGmwsq1WkUyc0owwJR0VHJ8lLtx/Ayp3mQ/wCwNO/WDd/B4x9sAH2lCxuLpyc9w1jLz8R8b65w2QgAi2iMdHUETIrr4Nlbcib31szN+OUJ6bg/TlbNdP45JQrE+UCzKwFqhZmPkNC/tuxsrEb0e2FyRvw5kzzx9cNo+9x5jNh1R488bPxotpMnrp52MxkeUkldlSkjsSnlFL28jVLuiJlllY2YNq6vfhg7jau9FFRlFng/vWjJabK+2JRCWY4FJTFLAlLqZDyLK8OMpmp0yUSpwWMFDHzNpfjbx8vUflL1eOtWVsM/aJK/agqSTyDG9Z+44viEa7X73VWsSjdkN62vx53u3i6hu/kibk8eXxKbSmvkymMpG3n/h+KTZ5c0f6tFeukyKdUpqDqMNKFScs/QxJFA0/naMXt3hbKI2o88J2BBvZWmzefreWMfPSvb1aiKRLF2t3V+LllYOLBzPE95cSY9/gX745DXZM5haBTazC9CefFL5uLhKb1rFYXjK76lLLp6LyspklxDWo/CowivDxmZOeZeaIm6ZdtnMZyO7Fwj5nv4PQnsz0hF4F/fLkci7Zaj7ClPL6Xl8O3WQBYU+iqLaVE5r9ZjG5RiD42fg13/n5C2e3USil5gkg0xjyCosLCQ9tRxjsRhMaKctvYUkrjuuJvliuJyWv2Ou4LMYHVd/1Wi+JO+bYT7SibLKWkCv/nJm3AXz7kVyzFYmqLZbPYdYBtlaRSKseiUkpHZibmYUbv5up3FmLymr249zt9f1ZK5VZZjf5cPqozwCWP77nQqKRi9d7vihT+tfSpbdJOq9yQruUIMqTHrA378ONK9hFHvi1+/nfXHInh7dlbZNdY8/QP5m7DQz+ukqRJ/fbZwhJ8o/QRqYOefPLxMO061sKZuERTUxOamlKLmOrqeGjfcDiMcNjdM6p+QO8ZYzH5YjwSTf0dEOL3CpJtgZoG4926j+Zp76jGCxWz9r1HozHEYtaG6rpG8zuh4YjxewyHIzKlTj1nOdIJi973mrd5Pz6auxXvzdmm+i0SjjDvDYfDiETkA1FUp100R6Ky35o08lQ9g6J9r9pVibqGJtVRL2U/0MsTALaV16KpqVnlQ8sssVjMVF9gPqMoojkSgyjpp9J00ai5Z0tcb27me8dWaJb4TzPKUznGvjJlg+zYgBbRWEy1kItGo47KHqN3KKUpbD+8vVV27NffvQyHw4jZ0daYnOQ2m/gGTYx2aIdI1N53iEQjppTvLKKSOtQ3NqNkP/+RhEiErw3LZYBSqR+T9HP2+2CV8f7szbjujF6q61Gdd1pV14CQIGrmyYvVe6NKGaswc1DK4Mtem4+1e2ow9a6z0OvgdrJ00rqYVU6Ew2HZglH9PAzLTjE1JkolmfJeM33X6D3GFO+nOcIewxNEdGSg3n3hcBh/+1hDCSLK6zlupfn+ZrW9jP5lHUYd1001bib6jLIvuU3MxflyY5N1pdDKnVWWLX8TCF5ps8X4twyCb44LAM3hZuQIOS3/1k4rtsgT5fxWirSsmRv2Ycf+GvTIb6ORofwdlR6oQ98ubbXL13mnzS19sqnJ+bmd1HXHl4t3oFuHUPJvo3nuoIcnYt495zDrpGyjgom6JtJJ0/+pxXfjgB7tGenV30xZltZ3ZdXpndlbsUlpwa8xB/10QQkevqQ/gHgbkrJhTzX/M+usCSMGsjwT4X0eXymlRo8ejUcffVR1fdKkSWjXrh3jjkxD/3UXFhZizh4B22sF/LFvTKaFLSkJQGrYNn5ecfLvWDSKwsJC7KpLlfHzhEmG5ZVU6O98le4uRWHhTsN8MpGSkhLkBQErxoJTps2E2Xdy3gvGPmpmzp6FioogEtPaC1+YAR5bn4oDB5LpCgsLW66y67eoaC321qifeeasmVjXVn3fuPGF+GKzvO01h8OSchLE75u3uQLPf/4LjuscH3CXlwsA5NYF8Xvl5SxfvlyWbsn2Svzu5Un4+3Fyob9+lzq/VJ7q+nyxeCe2bCvB1UerJ6gxEXhvvfzZtNi8aTMKmxMWPsbfXl0f4OONASwtD+CYTrFkmdJ0/M8mZ9r06ao6Gd3Dy6Ztqfejl+e0UgE7D8jr/vVSfR9nCUp27UYbRV/cuHETCpsSvvHsyx+tfsF6prWV7O+QDm78ZLnu74WFhdi1k6/NqhCBquoqmLEfnDJlCnjf/7XvmzsWYsTKlUWw8x2Kiopt3Q8A8+bOReL5//LmNKyp5H/vK1euRN7uFYxftNvgpu3yb/vmrK04rG4jOuUCjVH1vfL7U7899vM6dKlYpUq7cr922z7x8Wl48tQIOoSAyZMnsx9KQXxdxSN7jNtQRV0Yt745AZf0isvqLYo5T0nJDhQWbk/+vXZPPM9Xvp+J8w5LLfDWlKaesbCwEAcqU2MqD4WFhaiuSd2jfJ6mJnV+VVVVyXT19dr3lpXx910jGa6UA4sXL0HjZu2Fbn0EYH2HGTNnYq1s7cz6nuzvJyrq+a/55mX1LxMmauZvxMSp01XPtb/iAAoLC7HXxLu2w6W9ovipJIi1e2rw0he/wI2xo/CXCfByHl60Qj4/SxfFxasQ3lGMr1Zq9ynle5k4cVLL3B6oDat/T7Bx43oU1q/DthrtNMq2f/azM/HSUPbmYW2tXC7Mmb8YNRu0+2NNjbZcSvTJOkb97c7t6hT1XLRqExL9pKysTJG/+r288u00sOb0O2rl6Wtra03XVT7uxPMaO3GmqryZM9VrMGVZ66v459MTGeuAFSuWAzsS349d1po98jKKN2xFoch39LqsQZ1vgjVr16KwStviOROpr+dzo+ArbcN9992Hu+++O/l3dXU1evbsiVGjRiE/P9/DmjnDHfMn6f5eUFCAOx6Mp/nT+YNx4cDuyd/mjF0NlKUWefPKUh0oFMpBQcGFWLenBv8rmg8AGHb2ucASc8eKlBx22GEoKDjBsN6ZSK9ePdE+Nwczdm83TqxgyJnDgCK27yE7nHXWcPxUtgqoi1tL7Gngm0h36twZqInvhBUUFADQbmv9ju6LKbvUFnLDh5+Now/poLpv7P7uWFqucMIfCKKg4ELZJel9b64NYuPjowAAkZW7gY1ys+eCggJVOaecfDI+2CA/g76mMoCCgotk10rnbMOPJWpH/onnZtVn4b4APv3HRcpbMG39PqxaoK8ESNC3b18UjOynylsLZX0AJPv2hqoAM92uOVvxY4k6ciYrLyC+8zB58mScc84IYPEcrnvMsvTndcDuEsM8E89mBdZCv+/RR6PggqPjeTsgf4afNwod2+So8mI9U/sN+4C1fO0i3RQUFGDO2NVYuI9P4SdFBNCpUyegtpr7nvPPPx/3L5lpuiwn6H3MAGDzesv3H3/88fhyi72J3ZnDhgHFcVlvRiEFAINOOAEFJx+uuq7XBldN3ICppdtkv89rPBxjLj8RNY1h/GfRdFV+WjKf1bZz1uzF+wo5KyV4xPHA3mKMHDkSoVBIM12CaEwEFsgVWEzZx9mHJ+0K4H83XID2eTlYP2UTpuxKHano1asnCgoGqvIcOGAACs48EgCwp7oRo99aCKApWZe3ts1Pjqk8FBQU4OWNc4CGeubzPF48AzVhuVVArZiLC0adg9ycAF7aMAf7Gtn3/rB/GdZUsoNpsOqhx4zvVwH7UsdbTj75FIwccIhm+sr6MO5brG4/55x9Do7qlrJGYLUjve8nracVWT1q1Cjcs2ia6fsA4Oyzz0ZVQxivrE45le/UuTMKCobg67KlQJW5AEJWOO64/vipZdx+bY07ipuRoy4EFk51JW8eTj/tFLy/YUXayx00aBAe/knu30xvrgcAI0eNQoe8+NK2rKYJ0Bi/juvfH6POPBJXvLkQAFs+KNu+CEFW/sTVezFu5W48fcVAdNy8CHsa6pK/nXLKyRg1oDu0GLNpLiBJLyUxH99fq66/nbndtv112DV/ruxa7yN7JucT3bsfgoKCk5O/sfrzCSeox9WCgoK4NV5xal3UKb8jCgrO5KpXYi4rHXcSZQ8+9TRgzTJZ+uHDz8bolfNUdZDSefN+vL5GfRSZ9f5+rlqBogp5tNTBgwfj4kE9ZHVR5lG5aAe+3Zpqn+0Pkr8/PTbvqwNWzGX+dsyx/VEwvA9XPplC4uSbEb5SSuXl5SEvL091PRQKcU2QMh3pM44r2oMRx/VIClc9Z3wBCAiFQhACqQExItr3ayAIQta+d0EIIGjCeaKUqEu7b8FgjiX/QNJ7jL5XKIfd5YM5Ocx75zCiQsZionE5id8F9bti3RsKseulTBvS8OnCXR8JURN9JBAMmOoLvGn/8vEyfHjD6QgGBAQD1p4twPimTvVbqTeKdMqCQMDc+zbi5CenYdvTl6iu76+PokcnuTm+oPEd/MDavXX4htMCTcnU0gAAfoUUAARzvJP/T/1iXiHVqW0oGb0sELT/HX/zpvXNh2AgyNWGpWkCAbW8rGqIIBQKIahxykSrDNb1YFB/yie0lM875xIYR6Ts9ltRiL83pazXkgm5Oan3/KcP5mJPderYe/y6ublQKBQyLfcO1Ifx+3cXYfztwyEEtO9lfV+9eugRUIytgoHMjAlsCw/l2B8QTM4pbH7voMachIfcUAg5YfWkKf4N00PIoE85AWuMTyefL7Y25tiFJcMbo0DHNtptLqelPW/cW4ORL87STBfKCeLH4r26QVLYc9XUtdu+jCv4Dz+oHYKKvh0M6st/vTVd4hkCQXmfDQbsrclGvqRWguRI3nFAMJ535WjMNwXF81uZw7HGHdY8PcBYByjv0xrrWHVSytLE/UZjq2o9ZWLNnKPjnzLAOXfIJHifx1Xb1traWqxYsQIrVqwAAGzduhUrVqxASUmJm8VmBZPX7MUdX8R366eu3Yuvl2g7UEvINqnvhMaw/fP044t247Xpm2zn40dE0bpjyt1V5p2R8yBCtORk2cw9ORq+lcz43TDjfJEnmhig7fz74XHyIyhOhQkHnI+CZ4XZG8uTYcgt46K/BzccbfLgRiQjVvCHM0ZPRaMimqafI59c9ip7Z80t0hVRyilO630wLjguvjvttVNvESJEUcSKHZWo03EQK7+HnY/mjw5jtu27UaVEnkpH51rfU+ovcGu52vLASh2tOMletSuu8PVqXNH7dvXNEQx5SsvSxtuOYqf0gKB+34kxK12Ozu36q+TBTvANJ5jlUfS9NxjrjzNHT9MNCJR4U89O1N/UCAgC9lZbj5Q5f3Nqw3ZfrTofO80v8blVEUldCJ8qlbM82WvN1ZWOzp3qFs2MeZvTXZs1z+GZ+9j5HHpdOt1BGvyEq0qpJUuWYPDgwRg8eDAA4O6778bgwYPx0EMPuVls1jB1Xdyc0CiEqyAIOFDXLFuwNITNRSnTwkiwt0b+8YU7R3tE0ZoSwCjqjhStMNtmfCebqWKEczKlJds/mr9dFmHJD4okpwm3DLp+iL4XicYgimLSCWfMo8mwG2OyVuTGMsXEtDVPCFRk2KsQhFQ/8lqhFhOBcStKcflrc3Hlm/O57tFzfpuOdmm2v7tRp0SevEoprTEtdZ+5OtY0hrF9P5//CyXPTlwXP5bhAXpzhxUllZq/qSM+Kn93t93ZyZ61SbVqVzW+XFSSts2FNOikPBuHvaaUsQFc0xTB14t3ANBvm21z9S1ldx5osCy/dlTU44/vLEj+zaqH0SfTm+/FkopV5U2pfxbtrMS7s7fYVljyRr5mVEGGch3ilNhoZkQ7n8IRQEdv/I9EY7JNSlZdeeqv7PtmHlkvf7dlrp9xVSk1YsSI5AJH+r8PP/zQzWJbHQEB+GCu3E8QqyMTKbxesLDYtr8OWyxMaHmtkQDtgdCt98E7YOqdapBOtq0qbj6ev001sXNh08kSdscfpxaGtU0RnP7UVPS5rxCnPzUVe6sbuermxoT59RmbMWejTQsyBbUa0cuaInJlVWueECjJtDchIDVp9vozRmMivm0JEb12dzW+WmxsIa43Obb6OPtrm/DcxPXYvt94bFF25W3ldfhh+U7M28zui26840SevPJZz3rgQF2z7vEcFr8aYxyURIvXpvM5uXUDt+SW2/oQO/WOiSKzfvd+X5w2OW6kFHUCryyW/UrCeob17ROvqm1IXyn14bxtmLjaWLnBQmmRGYupFaRGc2p9pUQiX22N8WWvzsUTP6/Ft0t3GNZXD7NKKdZcXRRFhBXrkDW7qzH6l7XqxCZpYqxln5+s9iurrhP7eiwm4oIXZuKcZ2ck1ydsC2VjWErxxnAU09btRUOzvmGI3ry9NXd390NTEK4TEATUKqwAaBDTx4+v57bPrVlgmdkp0ZrAvzdnK2o5j5iYgdeKS+9YnvRbWZ3+PTRuNb5dpjwCy59bOtqLoFGfHRX6u/ZOLRqmrNmLihartH01TbjxoyX4agl7wiM98uaUVaaSa99zNphAbaOWUko+6UlzJHFf40c5qYfUUsprGsNR2cTzP98V66SOo/e6rS6y//1tEV6dvgm/fs346Kd03vBL8W6MeG4G7vpqJa5+Z6Er4wOLxGKO96iK3vGpglfMB3uxaiXlNbqLHJ37jFrV5DV7LNWHF1vHnGLaLg/SZVzkpEsBLT6ebz4gT2uA+e1bLrUxUEoB8c0CJ4iJomr2Zqf9Jfoyz9x+7W5zSnclcte6xm2ZpcQSRSDMUB69NXOL6hoP0rHOqoGF1puraghj2/567KpswL6appby9OugBetd3PtdEf7y4RL857si/frpHt8zLDprIaVUllCvsAKImjmPRWQ0vEfkAO1dve+X7cJ93xsvmszCa8WjNxRKd5zs+G9QTkDMzCXdHCSMsh7+v+ko3lmlfT/nO65riqB4Z5UsfWM4qmlBUbyLXebPRbvR/8EJ+HTB9mQemUBNY5h5XWkpRcf3UvjRolQPoeX/AO+tvJ74eS3mbTaO/rXzQEoJwpwct/zXqgxavLUCQDz6mhFS2fC+wvpaOceI18m4Upv31Rqmkdch/l89C5SEM3tAX3nllv9HP6B8bD1lut5nemjcKtniV5n25k+XQY8Z68t0fzfCzgZqVNRWSqXLD1M6ju+9MlUdlZcASisbVNcSY1Y7g+N7TiJC3R/tWOolbk2HccH3y1JO7HnkOUsJG7dYdK6u0qyU8zP+PNj1kVY/VWftuuudBGD1/bEr4hFRf1xZqv5RWj+9MlvxHJSUUj7CjhCrU5gK0m6/PtnU5c0cn9Iz1f3JQIhawZGJoUlLKc3BSHG3mbmkm4tzngFofJH2t+F9xb95fR4ufXUOJqxK7Xxf+eY8nPPsDCzcYrx4fvqXdYhEY7j18/gi5YGxq0yVbwUnj2BoBX9QXm/NEwIlGf0qMqTyZz0zPflvppwRdX5zGKm8VvVrnaMyWqwprcb5z7NDsmuhledXS3bg68U7sKOiHic+mgrRnY7jU15RVtOIDXv5LCH0LaW0f1uwpUJ3fDHi+g8WAzC26NXCzhwhFtNeuKft+J5fTDNbISOem6G6xnt8z0lEUWQopWzkBxGV9c2mZaeUSDSGJdsqDJU6+yU+W6etK8Pzk/T9CLNae0x0driVZmV1LatVHWk99WRP8gilzoMp11NmZI7u8U3uXLIPUkr5CFb/eGOGsY8CEUB9k9JSqjU3a2NEMXs6PssZpBbpnr/z7vTwHi/gMZXXavthxehmxuze6/Wt3sDIq0RZ37K4+U6yM5aIGDWOQyH55szNquN8pZUNuPvrFVzlW8FJMaZ1HFDtU8q5MjOdTHsVckfnmUNiMsu2lEpqpVwnpjNhZxVvJHtmbTQftUtPgXLPd0WqHehsVkqd/uRUjHpxFpfCx45vvz02LcpqmyIY/r/pxgkZmLH0VrJkewVe0FhEp6v/m/XJQ7hL4ru7GRVR+cljonrT087mVkyMu9RQwpKNWuU8N2kDrnxzPu7jODYuZcw0/YjrzON7nFsmkWgMt362DO8znk2WnxOTMI0spGuS1aVVLb6uWbfHL+qJJytdvzEcxYz1ZajX8TnVmv2aklLKR7AcVj8zYZ3hfRV1zZipCNlKu/2tl3V7tM/JuzGBX7mjUvO3KKdPqRt1IkzKfEpxVF9LEfbJgu14eYo1M3g3BwmerJ3cVWHJmQ55OVz37qiQm8vf8eVyzHbYIbmUdMixpnAMVQ1hzNtUruujpDWSaZMjmVIqg6pe3WDsr8mZx9HPRfq9ld+e1ReN6pQbND/FTHQ/PUe1UtKtlLLarvbXNmHaOmtH3b5eskP13Mp6SH9uaI5i6tqUs12jOrOcCZuBdYyKF945AouHxq3GSp2j7emAdFL+Ih1jFo8CSqsa44tKccIjE7GxTPtYs6hxLNXMo701K27Q8P3yXQYpzcEStyKnpdQvq/bg5+LdeGz8Gt10MZNzfhZaajKpHL3502X4aN42tqNzDkspK03t4XGrcf0Hi/Gvb1ZqpmnN63dSSvkIO26glLtNdnafWgOZ5iuFl9qmCC56Sdu5q9O7Rzsq6nUd6PJaSukpAmTR9zgO3en1oxenGEftYObpanOJZ643+OpakpkcwBZvrcDqUvlEvn0un1JKlde2A5bu4yUdg3NUFPG7N+fh6ncX4svFOyhIhIRMexUyn1IZVPn9dQmHq9oLESf6gpEck7Z9ZT9gO4PVzy8vZH6KafTdlM+QKYZS0hDyZhkzbZMqkpWe0vDe74vw14+W4N7vi1S/sbDqtyUBb0AT5r0u+T9NV/fPZku9TCTx2Z2Q/7x5LN5aodoM1upzt32+HNUaQVdS9/IrY7Sq2M6l44usesVEPlsp3mAZTqzPtMSKcm38ioZlmCjG1yV6xxmt1DNx2qBEx/q1NS/fSSnlI5wcnD9UOCkl5Hy/bBc+X2gcojvTOCA5H87Caf8HytC4SuwcKWDlYcdSSsruqgbDs/NSvF7fOrlbU9ccxSWvzJFNuNrnpc//ghnS8d5jIrBhb3zX8oflO20tsAiPEWA9RGca0FK+80Sw1OsLLGfTegouLWobo8kJsXI6wt5N1s/QiqVUIkvNnW5FmUFWjHIXsTqEJmSMVd6ZLZ/TKd+D9O9xLc52E/81oknD3x4v+2qbLN/rlmVqujYes+H4Xt9u7THg0Hyvq+EISfnhwOf/v8/UTv5jMbX/qLrmKMKKeYMtn1KiqLkBG47G8Kf3F6Xqo1FQW5ccvbPcXvBaSvHiRF5a70Upbyrrm9ljJYCxy3ep5K6sDIXYVLoIsYrX6w0vIaWUj3BycF5WUulYXiyGHd3F1fzTgVuh7L0kJ6g/QXJ6AmU08DlhdSIdXHg2JctrjCfI17+/GOv28IfS/amo1BEFGwvbx/csVkvq4PuJn9di8pq91jJykXRYSsnCD0edjSJDpBepTsqPX1ErvHVKEcP4Ddq/JUg4m2blKc9L/628PnMLPtkYnxYq+4EVJVeehd16o4m9sh7pUAnsrmrA7qqGlvLTUCAHyuFIb3wyqrLd43t/liySzeKWVX+6vlMW6KTwx9N7Ic26XddwUhn5iyQoTIJznpuu6w/IiXqI0G5Xv6zag1kSdy1apUjn5pvK+Oe6RrAdnfM9bTq7itY8jnXsWWvDZecB/WPJyvsWbKlQ18OCfMskK2+nyRIxlB1kki+TdO9OEnwYHm9zeFQwinDixITzzq9WoKwm7ojV6Pm27KtlRmRRsp4zolGCfTVN+G7ZTlP38GL3DendH4uJsvDpUpoVi7+fi3dzlJVeGZUOkSiVu5ForFVPCJRk2quQ7uL6se5ax6TGTNvY0va07zU7uWVNynmyWLY/PrYrb2crufSxYil13vMzMXeTtp86ZZmT1uxBdSNbxjlBUySKoaOnYejoaZpKRS9Qfl9dA0+DD7V+bw2WlRywXykL3PtdkSv5GlmNO0U2HN8TBMGX8lKPiJbyWkfB7wQ7KhpkEYy1sDN3icVE5kxXhDqoldZ3k87NL3hhFm7+ZKn1CklgbWzHo+8598adsZRiX2dtlGuNbUbDl9EGZlV9GGeMnor7vndHxmUjpFnwEZmklMr8YTg7MToC6tTAsWhrBTaV1agUG8pynLAuWl5SiXtbIogY7UqyIpY4xcKt6l2QdKF/fE/7t5s+WYoTH52EtbvVzu/dsvxyknQoiKSvoTkSyyg57DaZ5ntPQEox5ceaayk1Jq7eiy8W72C+b6M+oPV7jLE4M9OfeKxc2Q5+U9fycqxNMe/8agV3mV8v2YmbPtYOlGEXqRP62qZI2ixjWP5XpIoWtdJQz1JK/1su2lqB37w+jyvKn9O45ajcTFRiO2TD8T0B/lTi66Fl3ZeOx+AZF+28T60piCiKDLmsTvzD8p2q48ITVhsr0nhgNXc92fPJgu2my5C+3zFTrQUn0poz763mlAsihw9eg2/89ZIdKKtpwheLdugnJJKQUspH3MI4v+xXsmBzKCtRRkdT4tR6+6q35uOCF2bh2ncXMn9PTDQdOmKNTWW1WLenGg+OW6WbbpeNKEBGmGnzZhQbto/v6dw3ZW38SN6YaeqB3YoV21szt5i+xw7p0A9JJy/haKxVO5lUkmkLFUByfM+HlddT9CzdVoGfVqqtFZeVVOKnlaWa30Lr+gaGNSjvK9myr07XZ5FefrL+48I8gdU/WccmnEK6CNMKH+4G1zAcow9+fHLy3zzfxyybdCKCEWyyYS4sCP5U4uvRqOF+Ix398/tlxhHt7PRHEaLmDqxRFE4AuOsr7chudtEKeKH1uA+OXYWFW/YD4D/qKn3EOo6jkkZ5SPnD22q5yjy+B9HQB6/dABFaZFpfdBJSSvmIpdu9MZ+2AsvZHeE9RhF+nPaXo3W2/vLX5qKqPuxYeTFRxO/emC/zg8TCzQkJT+S/BJeOmSP7m2cXW69Pae3MRWLAnV8ZmwYXFqt3yTLBd1I6FAuiTClFPqWk6Fms+BFB8LePFz2F59gVpZpHbW//Yrlmu9S6/qsxczB/837ZNV7LtwtfmYst++RBLHh9VEnrY7X/7qtp0lz4pbt7SptTOos2siBSHd/TGRp53xlZiZonG+bCcUupzPr2WptqIkQ0NEfx9RJvrVPsvE1RZCs7YyKwSBHxON2fjVWcUfS9HQfM+eNLZ+RErbTxb6Ddtz+YuxUPjlutm28WiIa0Q0opwhLU1zKTGoNQtE6yt6aReZzQikPtWExEDWc4WbcwM8CskRyXq2+OcPm50kM6/xJFMblLOG+vgA0Wd7fdcjDrJOnxKZX6d1MkRkopCSt2VHpdBVP4PPge5mzcZ5xIA61WqddHxhfJo6/ZigjFusa0lBJ1f+dFKxCFl4tnP4kGtcPe+AWWvxveepPsM4/TEY29IBMVa1oKVFEEHhu/xtBJtdvYkVOiqL0J+tNKhUx3SVW+plTt8gHQ9lWo97hmW5cTT2RGlmm1f73je4/+tMZ0nQhjSClFWCITBzECePqXdWkrKxoTmbu3f7Pg/8PIv4mVc+tmsdrmC4v3YPt+bV8dPGPn5wtLkv6ybvtiOfo/OAG7qxpRE7beDzPBp1Q6FknyMkQ6vpfBCIKQ8inlw+/4nxbfeFbQWuQY+RGUYqdt80bfk15zoy+lW3Eilw7myv6FI3iEVbSi7938qdqhMW+tfdhlfE82xPwRBH/KSy0+nLcNlfVsq1IRwNjlxsfr3Oahcasxb7M8YIOmc3YFMVHk3gR167sVvDJbozzGOAD9Y81mp86OODq36TpEBGAQzNwQ5Zph1S4+/3mZZrXoJFkgTgkvIJ0UYUQ0Jjqm+DDK5sGxcV9Tbopyt9p8os5G2T8+Pr4z83NRfKHz5eKdtp43Myyl0q2UEugISwYjP2qVXd9R62neNxHcwc5kl3VUm/WOpf3Hjcl1urunHcuvWz5bpun7xi7Kd6v1XnZX8VuMtObFkFWyxdF5JlHTGMEtn7GjyYmiiAaX+pxZrn4n5XO1oTmK4f+bznWfmXmPCGD9nhpc9eZ8LNiy3zC9XTR9Sunck+gi3F3FATHEE6gjATPSoWg/sqby7l8p3HoQakgpRVgiG5w7Eu4SibEihVhDFEXDNue25Y/VNu9WX2kMR23tKGWC8iUda6SHJH4BymubNP36EBmAIHV07mlNHKdYw8fQc5M2cOdh5538aswclNc2ya6xRIh0QZUVllKS4qzITK0ItXbhdXQ+dPQ0bmVTBgwJviMblFIQhIxT4mtZn/tN7s/asA91TRHM2VSO3ZwRIUXwKwpFEbjx48VYtK2C6cTbaYxkPgvWUcQXJq3XtBxzoi2aUbCzHJaLEDWP7z03cb3lehH6kFKKsIQZp89E6yQaizmm+IjGjIcppxRgWlht80ZzVqu70w3hKOwsd7aW1xkn8hgvfJy8PSu9EQYJ5xAkWimfrU1sY8Xp/GcLS1Ar8cVnd7I/abXcHyBLdslFvvNfId0iQSqD/KTIVx3f03kxvNX+YlGJjRq1TrJBKZX5T+Bf/vT+IuaRWj1EM8f3IGJfTZNxQodgjSHx6HvaQob1LK9M24QfNI5ZOnJ8z0QerOitoqjtL+7V6Zu48rUqGvymWE0npJQiLJEN5+gJd4lERUeVUk6ksYN1Syn9G9+fuw3fLNmB12fwDXQJGpqjtna2rfj2Sjc+WgMSGYAg0IaJHnYnu0r/VUxH55JO60b/TfcRM+kzWFGSi+4YSnFbSgFANaf15+yN5caJCBnZcGogm+SmHxf0szeWm3q7sZgJH6Y6yhM30LKUsvLa92hYjjmxGWk3CxH6js55kN79GDlG5yLH6woQmUm2DGCEe0RFJ4/vGQ8yvAPZvd8VWaqDW879V+6oxEoLUc4awtGsswZRQj5OCLMkuik1HTV2lUTNkZSGJRyN4RtG2HWnou9pkXafUpICeSx2Vfe71BDV0fe0095jccwjjMmGoD8CMu/4nhbZ8BxmnsAJ5YkZNANecFRauW5smxtkl2GlYhJW7arCf3+wHlQkXgnRtrJPKhven8vv+7E1Q/YuhCWyYBwmXCYSdc7ROY9yi9dS6svF6oUUD1bbvFuT1sZwLOsX3tn+fISzCJD4lMqCxYnT2H0n0uAIH83bhlemqa07pWLYjW/gpU8pK2U7fax8dOFaNIajakspMiv1BLvOkP1AJs/nD+/cVvZ3NswZzEXfE9PaBpnWsaKoK+u15sDtctl2MXa/4fUfLLKXAVqi79m1lMrgfuUVpJQiLJENu0OEu0RiMccivPEonGIxdy1rzPqOSCwS3JovREX9MLzZgBc+pYjMRdpFqemosSuOwxJLKa1IT1IZ7I6jc+fz1COqeB6z4txpZdFbs7bgs4UlzON7ZFmafoJZsIrK5Nl8MCDgf1eekPzbrz1g8Ta13yItRJH/NIqIdB/f0/IppX2PVu3aaVpK2fuK5bXNtu4HWr6BRx3Dr204HWSBOCW8IAs2hwiXaY44ZynVFDF2zKH0d+I0Zpt8YjHjpiNUrSfOlsUJbf4TZhAg0O6kHjblQljSIfNy2AsKqRLHHTmUbp9S9o7vuRGAo6ymUSUbozF/OWJvLWTDBm0mP0IwIOCqU3uiY5u41Y1f5z5vmQigYsrRuZju43vqa0Y+pZLPoqim9PheYxS4+bPl+H7ZTl9oZZxoR1a/ypeLSvDCpNYZ4Y+UUoQlMngMI9LE/romTF1XlrbyXI++Z7LRx5JKKefqoFTyaa1BsmVtQpZShBmyyWGvG9jtTdIQ3nkh9vRRdnzPDUspd/ceVIgKpZRZ3FAUHdwuV7VoisZiro+BhJrsiL6Xuc+QOGKVOrad+ZixyHTDUkpPZrHmZDFDSyl2/aR9Z/YeAVPX7cPdX6/EjA37+CvrEiLsj18Pjltt6b665ihembYJ2/f7P0K205BSirBENgzEhLvc/8OqtJbn9mLF7I5oqj7O9RXlhEBrzCzaWelYmV7i111Pwp8IgtTRObUdJXYtVyMcllLSMtLpU2rVrirHy4qXZ1y27v0ujEud2oZUGw/NUTHtCjvCm1MDb1xzsrMZCpl73DmhkEnMzzL1OaSI8Nan1JhpG7XL07iq71OKfXNCnm7YW4PxJanx5J5vvQ/MIIreb4rWNEY8Ld8LSClFWIN0UoTP8KullJP6W+Uzaj3yFa/Pc65QD5m7ie23hiDYCBR9Twe7ryQstZTK0bKUkvhgckFJoqVX+9WYOc4XBvXxPbO4MS4FAoJqwRSOxjxfRLVGvNigzXHYkVU2TOdTnyHz+0DMpE+pgMMr+Zem6CilGDImGjP2KRWOxrB8xwFFXvH//nfsGivVVPGPL5bjqjfnO5KXE5ZSdqluCHtbAQ8gpRRhidZqKdW7Szv0O6SD19UgGMxcvw+zN5a7ln9AEDC6cC13ejd8SqnCgDuWsz95+Edr5s9Ea6Zlx9zjWviR6evtHYuIRCWWUjzH92yVxibdURWlijVLllJurGxEtXIuHM2O43tPXXG811UwhRuRz/416hjd33OCzpaZyX6xkpt/LX9nQRcwZ+UrptfROatq+nZScYXhIz+uxheL5JGvE88p3eyww48rS7HIhEN5PURR9FzJX02WUgTBR+YOYfbI5ME72/nvD8Wu5h+LieacVbqgMVLu1GeL7yiCcAKKvqfPLJu+OqST9ByNxbjMUsqFj/D9sl2O56mH/Hks3O+CkBYhYkdFvexaOBpzpax0k2nR7NzYoD3lyIN1fw+ZMI3RsmiUksmz2mjSIj17NiPMRH4TIcraoNvH1leXVmtURFcthc8WlqiuJsSVE2LLFTnrcWOqaSRLKVd47bXX0Lt3b7Rp0wZDhgzBokWL0lEs4QCHd27LvN5aLaWkPkuI1kU4am6ESkyWnFyYqXxKZcMMjCAcQoDEp1RWLE/8Bc8bjbltKpVmpDK2KWx+p8EN66XnJ21ARZ087Hk4KmZF9L1M2/hzw6eUUZ5mLKW+/78zDdNk2CuXkZA32WQpFRNF7n4gQJBF3/v7J0vdqhYA4JMF21XXRNFI1Gt7oorfb/+jOS1n48/kbWNqDEc9Ld8LXFdKffXVV7j77rvx8MMPY9myZTjxxBNx4YUXoqwsfVG5COvccX4/XHDcIbJrj/96YEYPYnbww2O/fd0pXlehVRIx6SAlsUBwcudKWgUBWbHmIwjHiEffI9KBlliz6xjcb0gXO9e+t1ClDDK83wVFUVlNk+pa3KeU40WlnUzb8HRDiRYw0EppWSmy4DlemGGvXEbKUir+t9eKBCcQTUTfA+RKzElr9jpeHyOMxHxMBHIZFnspSyn73+zqdxbYzkOKCNFzeWp2IzwbcF0p9cILL+Bvf/sbbrjhBgwYMABvvvkm2rVrh/fff9/togkHyG8bwn8u6p/8++6Rx+C6ob29q5DH+GEX76Renb2uQqvE7Ln3hDLKoePyAOSD9+xN+7GhSrs9ZsNRDoIwgyBxdK7nrJWwRkL8vDVzM16fsZmZRiqjskEC2V0wpSsiXrY4OnfC8qhbxzz7mXDijaUU/9KNx98Qr1NtPxJNLtyzJ/pe3FKKL+3PxbuxYW+tuxUyQISo+95joogOeTmq6//4Yjk276t1RPmzeNsB40QmEEXv25LZjfBsQN1KHKS5uRlLly7Ffffdl7wWCARwwQUXYP58tYf8pqYmNDWldoCqq+NnV8PhMMLhzD5bmanhqcVYFJFIytlaLBZDOByG6IbDnExA9H4fJhppfc7v/ECTSVPaxuYwwuEgwg5+r6Zm+S59XUR75qJMSxC85AQERDJQqSmKMc8nktlMNBpFOBzG6F/WaaZplszXmpoze94GAEU77C12mtI0f20KR7PifcccWIhdNOAQfLJwh3FCB4hFnT9iY5hnjP37JYN64OdVe8zlhXi/zlSFZjQmIhwOQ2iZmYfDmT8/DkeiiLrQrtwiHI4golPfcct3afpHevCHYl9uoEaiUYR15tfpoLE5kvG6jwS8z+GqUqq8vBzRaBTdu3eXXe/evTvWrVNPakaPHo1HH31UdX3SpElo166da/VMB/E+5+rrdoVlS5diR1sRibpv3LAehfXrsKMkgNboJ7+2NrEj4Z2wmjJlKjKxLWU623fshJk2P3XaNBycBywrFwAEHanDZBPfvvCXCdxpCec44eAYiioyWzbGNx0yb/d8+/btLeY5mf3+/cqOHTtQWLgdenJl9uw52NYB2FMPjF6Z+fLnkZ/4I66ymDN3LnZ1BNyWxfv2H8CUqdNcL8dtilaugN3xcmfJdqRLBsyaOQNOv/P58+fp5jl/7hzm7/2wU3V99qyZhvVbuXIFamsDyESZX9/YiMLCQjQ1BQEImD1nNjK+DxQVIe6+zpl5o9vMmTMHW2q057mT12q769m7bz/qwoDf2t66deuQFwS8/AZr1q1HYZ32BlAmUV9fb5wIPuu59913H+6+++7k39XV1ejZsydGjRqF/Px8D2tmn0g0hrsWTPG6GqY57bRT0adrOzy1Yi4AoP+xx6LgnKMw/8c1mFe20+PapZ+OHTtAgIA9Dd6Zy4684Hw8uHSmZ+W3Vrr3OBQo5z+vf86IEeh5UDuEV+4GNjoTGXBKdQ8A5VxpR466EFg41ZFyCX5e++sIDH92ltfVsEVOMIhoJPOsYXv37g1RFDF7b3qsJFobR/TsiYKCgbhj/iTNNEPPHIYTjuiEv32yDLyyKps544yhOOXIg3TfmR16HdwWJRUNaN8xH+eMOBFYPseVctLFyYMH4+ONRbby6N+vL6bv3upQjfQ5/7xz8djy2Y7mOXzYWXihWNtHzrkjzsEzRXNV14edeSZeWiUPJHXuuSPwxAr9NjH4pJMwt3IL9jbUWamup+Tl5aGgYASeWjUT1eEmDBt2Fp4tcta/ULoZdPzxaI7E8N22zFBIDBt2FvJKDgDb1pu+96CDD0K4pglobHChZtY59tj+aJ8XxLdbvfsGffoejYIL+nlWvpMkTr4Z4apSqmvXrggGg9i7V76Q27t3L3r06KFKn5eXh7w89VnwUCiEUCjkWj3TQTAo4orBh+GH5aVeV8UUoVAOQjmpd5+Tk4NQKISgiZC0btAxLwfPX3UibnI50oQSQRAQ8jhmcab3hUxFNLmTEwzG+0rAwb4ycyP/Ii+Q46s9h1ZDnov985LjD8XPxbst3//G1Sfhls9XGKbLNGfDCYKBQMYelc8EBEEwHH8CwSBCoRBaoY9WJkIg6OqY/duTe+LFKRsQjooIBDNf5occGLdyctJn3ZCb6/y3DYX030HbPHaZuYx2lsdRv5ycHF1/qWccdTAWbKkwzMcLEjIpUf+cLJj3CIEAcnIyZwwO5gQRCFjrcyIElFT4SyEFxL+BIHi71ovBeLzNFHifw9U3npubi1NOOQVTp6Z262OxGKZOnYqhQ4e6WbTvCAQEnHtMV6+rYZqAIMgWKIl/+mHN4pVyyIyTSSJ7MBsJIxF1yasw3ZnqIyLTcTMYgt2sjz+cz+LYDee96cIPwSiylYVbK3D7F8t102wtj1tbmA0Mka04HapcSahl8RqNiZ6NNU7ihOzJY0T6cgs3FPjKiHnHdu+Iiwb20Pxd77oT0fd65LcxzMMrElVPRt/L/C5gOvqe18Sdglt78Uu3O+ug3Em8FqdvzdyCkv18x96yBdcl991334133nkHH330EdauXYtbbrkFdXV1uOGGG9wumnCAgCAfsBLjm+fROgTjsLluIIpAyOMVGy26vKHZ5CIroRTyapLUWmMReI2b3dNuW+JVqGeqpVSGVjtj2L6/Hj+t1Lf2vvvrlQCACJlKAYhH33PTkW9uS5+OxMSs2IgwM7/p36Mj8/pxh+bj3ov7M39zGjdkjlL+hnIEvHr1YIwc0B1XnnKEpqKJJbel0fe+u+VM5n0ChIy1ME1ulLf87X0oIvuIPgioZIZMqqsZ/PBcZTWNXlchrbiulPr973+P5557Dg899BBOOukkrFixAhMmTFA5P28NZKIyISAIMuWP58ooCV7ohkQAOUH/vAMlw47u4nUVshaz0feqGsJoDEdtHbeyQzYsUDIRNxU6++uajBPpkMMQmm9fd4rqWgYOVUkyue7Zwp6qRizx8Q54OomKIq56Sx1t2ikSFuPRLFFKmZnXfXbjEHYeAQE3n9PXoRrp44a8V76Df446FjnBAN7506l47ncnapbJUlZJ5+9ayiy9RxAEf69dEmuSRB2zoAtARGY9x5Z9tXjiZ3sBIfxGLCb6QlHrtbuYdJOWp73tttuwfft2NDU1YeHChRgyhD2QZDv+FevaCJDX2y/H9wTId4DShSiKngsJvac+qF0uBvfqnK6qtCrMHo347Rvz8bePl2Dmhn0u1Ugf74fT1ombyvKKuma8evVgy/ezFiV9urZXXfPCCtUp/LRx0lq55zt7jqqziYbmqKsKulDSUiqWJcf3+Ppv/x4dcVC7XOZv6ZwbulGSVAn0/f+diXOPPUTxO/s+ltiWvgutugrQVzxlkkTN/B4APDRuNUor/ednSYuEdWw28fzkDfh2qffBvHLTeBTZD7Sup/UYrxU5VhAUPqUS//b6UQRB8GT3RoS/NdehYMDzb8PikhMO9boKtrGyCz3bhGNyp/HDLk9rxE259MilA/GrEw6zfD/LUoqlgMrY43u+lH6tjy37vItO6zeaIuYsbM0SCiZ8SsWPCmY6ZuKCaCnPefwoOYXbPqUOZijetMpkynJOn1K68wUfi1XlRnm2zHvemrXF6yq0etbtqfG6Cr5eb7pB63paj3FzwnzdGUe6km9AkO++pAYA70epdE48pIQ8Pr6n9+pzAt4o64y44qTDva6CbTJtEzrT6pstBATg7pHHOJ7v3HvPw5lH2wuWwXSEy5AXVkRrv0M64PTeB1uplmOIEDNy8yfbaG27u3o0hd3VFCXedTQWy4rje07MX9KpVHfHp1Tq38wjeVpKKQNZrl3XzLWSUjk696wmBOE8uaSUItzCzXHyuEP5oirpceNZfdA9P092LRAQZKOSX3bQBcHdYzKaiN5H39NTbnpdNy2CPvbDxUumTfgzy1Vm9iAIAv5xfj9cdeoRjubrREQplgLKzKJHD0EADmrvffjizJc0mUe7XHk48Lwca+HBs5H65oir+YeyzNE5r+zRU16lc8PSjc1m2ekEpnxm32ck37Xq6pNpvSUS7SDxbFnQBTKGI7u087oKWU9r2+BpXU/rMW7KfSd0EYKg7gBxSylBlkb6Xy/xog4igDY+nnCHgv48wBKOZP65gkya8B/SMY8mZx5hdj00/vazOPN1wIKAUTlWtn7ZfLBCBlc9Y1HKmtY2kdbjkZ/WuJq/1NF5Noh8s/6gfvg/dUS5dO7NCS6UJXNOzngfWgo51tFHHllulMKPkTR7HRxXiPz+tJ4ApHLff3XNRv594bG+XGtkG16fzEk3NHNIJy62LaeObClVGkqfUn5BgDcDpSiK+NeFzh/NMYXu8T1/dulMUuhoEc0gvVooGCCllEeYlZdHH9KBK51bUphtKWU+n3hYcQcqpMNDvxpgXA8fjlfZjlId4oRVH8FHYtES8Um0KLuYlT2Dex2EgYfJTwqk8zW44VRd+g7YiiaNurCOZ3P5lNI5vicIiPjQWdnHfzkdH/3ldPzfiHiUxcQTZEEXAOD/Y1s3DOtNY20aCLWysbR1Pa3HuNmBnVAcseoXENiWN17b44SCAc8izRzaqS3e+dOpnpRtRCgo+M5SoOD4Ho4cL/WaWAY5aYqJ2XGUIxMx2/+k6QOCdlAAtzYHzOzE6+GkncZXN53BvN4mZGyl6jPx1ypQzgdIKZU+ZJZSWSDynZgnN6fRMtvtTVuWfNbafGTVRRZ9T6OqArTtiwQAYR9aSnVqG8I5x3RLuqxItJsMmqbp4ndr05yAP4MqZRt+V046Tet6Wo9xswO7dYReeXwvgdeKj54Ht0NYY/Q5pjuf5YEVEiV6GTFd19F5UPBcYajktatP9l2drBDNoBl/TMyOoxxe8JuT7TnlT8hL3uYila9dOuRhSB8NZ+FuyXhmxCZ3yuJlyFFdmNe9HncIPkgplT6kSqlsWJDzzq2kyZSytimdSimXmzrL0qltbhAPXHKc6jrzKDZn9D0tOrUNebYBrIfST2niLz/W1Qr+V0oJtAOUBij6HuEabk6onditYZl+BwRBdmY+kcRrWfR/I/oiqmFS/OyVJ7pWbuL5zegn/lvQ353KMLjq1J5pK4uHk3t1hiD4z3rLCplkeRQTM8uyy2vOaolql98mBw//aiB65LexnJfZpi6V3Yd1aqN5v1uKcHb0Pe877ClHHqS6ZlQrUeRIRLjCBzeclvy3H9pPa0HqcySSSWfMNeBRoijJUSgomiJRp6pjiBttXTrV0LIcu3H4UaprWpt/w47ugn6HdED/Hh2Zv+s9wsHtcxH2YbvKUbaTlj8zaZ6mh999CQUC2bDV7H+8ijLvFaSUSiNWmtY/zjsahf8YbpjOykDOC/P4nof95B/n98P5x3XXNCnOCQro2iHXlbIT9idmBr7T+7B3/Vn8/ezUREPrk2q9+pf/cBKO7NLeV4uyz25kH8PJRDJprkMKKTV6ZtCf3jgEW0cXYMkDI9GpnX4EuSl3n637u9lFigDgg+tPw2m9D8LLfxisuQixOzn5cz/2Qo0d3claWbyt7uFLjX1Dff33oTi2u3wRxVMtp6bK5/U/xJF8WgunSpSIJH3Sh3QnvdmHygM97rnoWNU1bkspSTqlbD+pp1qh7RZu+JSS9h8z2Wul/fSvQzDxzrM1ozPrycwju7TzpaNz5XiY+CuSJXOfTLCQyTafUq3tqJwfoS+QRqx2YNZtowZ0l/2d65JWPS8noHF8zzth1K/FMXCfru2Zv8fr6079EooJM+OemZrcV3Acnvz1AAzoHMM1p7OtnrTefcc2OSZKSg9tc/0bqdAsmWQWHhOzw7+IUxzWqY2mr6Y3rz0FQLxf8ZjMG8k+sxFKBQE4t/8h+ObmM9G7a3vN++zuyJ/cld0gWItAt8V7n67t8dZ1p+imCQYElYKQZ9xxqu5/GnqkMxlx8sXfMluBL11EkexJH1KZ5UffP3p0aqveALAyt5S+g/n3nYcenaxbuprFDVkpPbVgJnstBZkgCMYb1xpN54nLj1c5Ou/S3p1NXzMo/Wol2o3WCYpMIxOsTf1fQ3P4yTrt6iG98N6f/em72E1IKZVGrDR3VvS7NqEADmonHxSCLh1sb5sb9J1wTIydx3TviHcZDscDjONiV516BC4/6TD7ZSeP7/FP/nhfX8K0+qpTj8Dfj4uZ3inhmcxdf2Zvzd8uO9H++5Hy/O9Sxyh91oQskUlm4XH/IplTX7cRBIHZZ/Pb5OCiQT0Y6XXy4ijLbN3k+RtbSrH8iViFHX3PoqWUBT9aZuC5yylRk+5xr+fBbdNantPIj9OQ7EkX0nlCph3fY8k6K/1OqpQ6tBNfP+p1cDvT5bBwY4P20E5tcVinNujdpR3a5/JvNlo+MaFx2wOXHIcendqorI/+c3F/pkIxnWic3suoKMl6ZNImaLbw1G+O97oKSa4dciTOP667ccIsg5RS6cTCeHFQuxBzgaS8pjpfbQHW4NouN0dWVmJh56WOQbq4vGBAd7RVRGRivYrrz+yDDg5aEplxes1znGTAofmqnXItR+7aPmeMy3nksoH4z0VsH1cHW9j90jom2S43iN+eckTy72ww882kI3GiSMtCt3C7LWuG+5aUe+Pwo/BHDUtK8+XJCzznmG6uB3LQiupqRDotpZzIZ/Jd+kc9pVhVgh3cPhfD+3W1dK+TSJWbpA9PH9LdfS+O790yoq/le1lyxspxOCuO9V+/5mTT96SLYEDArHvOxdR/jjClaLJ6xFtI/j/F9ZZvoTy+J8DcxqwbaI0F2WIptauywesqGJIF03oZp/Y+2FUL6ScuH8SdVuknr7VASqk0YmUa3j2/DdcCwSlnaEoh0y43KNuJS5qHe9hflGOhMs6YVjSpG89SO4Y0X3bCpxT/PTyCe+SA7jhIoRQyO7gmHtuouMsHO2cR9dQVxzOPUWajOM0gnRRiIllKKWG9DStvyO22rRm2W3Hdqc8rzXfgYfl4/ZqTdRUkR3axb2EQEKwp99IpV5ywlOpl4l1ZLS8gAEdpHGV/hMN3lxMILd8zoSAhyZM+cgKBZB/2o+8fPXg2XHnuzc0x7ybAbycAlOQEA6bn9Vb9WwmCwOy0idz+elYf2XU/+jtKPHq2WEplAtnm6jwoCK627Q55/IYRrc3BeQL/SZYsxsp4cebRXZmTd3cspdTX8nLkA2NDOO4s10thpFRCKRdnrMlGQBDQu2t7PHvlCc7UweEFP+vda5nvGvmcMRJmTk7GggEB+RwWaNkgXvdUN3pdBW6iooiS/fVeV8NXONVl3V7MaClrlNedMu+XyvIRx3ZD+7wc3WdM+PRTYub9CpYtpTjSOCRtnMhFWpdrz+iF3ww+XDutjQK12owbAVAu0DlSkJjQk0I8fQhCav7nRZQ0Oy2M1W4tHd+zsJDMxkWfVS8eWm8i8SkuH3w4fv7HWcnrXTvkWSvIAr/cYRzoCUjJ2tqmsJvVIST4XK9rmqDLEQXNyBwn1vSZCCml0ohRE1P6CVn96IXo1DakcZ/8qrSxn9Szs5XqMSfzyklDUinlI0spJQFB/a4Tr8eu4+1E0WYm3VYXUmajiCTKOeIgfZ8KTn473kVPtg1efqcxHMMNHy72uhq+gtmbNLqYXnN1uy3zZu+U5Z60CyfkkP7iRq+GfJUSBL4FlLIko3cviqKDx/fsZ6R8t210xh/rxWnf6MZR0+d/d6KmU/bEPGQ7KcTTRjQmJpWBTRF7SimnjgTzwmqdvIoV6ZzpqG5sS0E9/KCUuvOCfo7mx2Mp9Y/zjlZd07TOlfy7b7fUZkS3julTSrUJqWXmNUN6qa4lnuE/3xW7XSUiSwkG1P6IncSMI3WtSJnZTut8ao8wauxdO+TJHFG3bzH1U+4csfQhygHWio8Jns7Y0JywlPIO9fE9OXrRAu3qwZPR90zM/XjKZL17LR9GWvklrl9/Zh/m72bqw4vWribtkxOZQCa3U6W1plXfLizFRX1TVCe9pWJkxINRsDOSLjCVSbhkqa2apVCuWZURb3mQPqMgQOX/UF6e86OqG+vuUI6gmW/iGbaW1zlfcAbjps+vaExM+lRKbBpa4ZxjuuG03gc7VS0unLKUunF4H/x56JH4+C+nc9/jB0uEoUd1cTQ/nnd396hjMejwfNk1zTmlJL+8nABO630Qjj+8E44+pINphffxh3cylV5arpInr/CPQ+rWTDb4ipUS1JmXOIEyYqR+2ux6t7yQUiqNGE2oAwFBFXoV4FNYKJVSt59nfgdGWcz0f41QpUkqpRzoL1pOso0wslJi1c3KRIdVv8TRQectpdRoWUppH9+L/3fAYfl4XMehnpOyLhh3JqK6rnw92Xb2nMgsBIF95NbKMVzXLaU4C1DKoIsGqqMIcpUn+XdCNmzRUSpoyQ8z7yUgaMvkSXdqOwfnKsOhD6T8Ds9fdaJGSm3kllJxH43aad1QSjmfZ15OUNPKpJXOoz0lGhOT1iSJ+ZkVLhzYw5L1kJ0mxirOShvKywni0V8PwtnHdOO+xw+WUk5vivBariuV4zx+DAVBwFc3DcWPtw0z/e46tsmxrJjldWKfLQoSlo9Wv3FYpzYAssMth5Rg0N2Vihnn5X6QT15ASqk0YiQzg4LAdFSpnFgKAhBWKK+UGtjT+xyMl35/kun6Sdc5LOEYynGuo8y99zzVtTYh4yapekOKC+wQ5/H/8o5bAw7Nx2Gd1cfgEu/HnP8Ua2nMOq2UTkiOYNQ9mc7BwVsrK6XfL4LwI1ZaqV8c5CqHijwO2clC9jg80e00pm1m9XtaJdk1W3fDUurKU45AxzbmQ6ArF0qsoyis8syVof2b0/Pa2feci2BA0Fz8+qVv+A033ss5x3TDyb06o9fB7ZLtqtGipdSLvz8RfzgtvUf3gHjbVc7X0qVc8IOzbjdcr/39HOOAPkoZLoA9Fiq/RSCQsiQx85nsPGeejsyUl5Edc85MkKBf/X0ogOxzyxHfZOdL+9ivBxqm6XWwPNCJGd93ZClFeE5A4PMjJIpqJ7csq0CzAkNPR/zMb4/HiT074x/n9zNMy0uehYgpAAxXkvGjIeprgH2Bb8mnFNfxPXWauy442lS0BpkM012oOCfstN6Dshln2+BFOMvLfzjJ9TKcmrLytmW358hKa9neXaztsJpdBDrRl5sjMUtyyK0F67Cju+CC4w5RlAUU/mM4bjyrj8rfoxUEQcDJvQ7S/d0KAbaxqq08tejZMsnW2jDJFmsFp3FjffHhDafhu1vORCAg2D6+d8XgI2QKByWvX3Oy7v0HtTOvsAXicxHl4otXLgw72t6RSD+s+dzYvLvv4uOw8L/n46yju+K532lYdyqfXUt+OFQnO8/JaynVnC1h93zQLo1IfJNsE/eBAN967Z6LjuU6equUUaYcnftAae4FrfOpPcKoAwcCAjOiEmtXUqm8MnNWVQuNk1gAgN+f1gvjbh2GQzq2SaZ1A56FnCr6nuJvVt2cqu+NLaFxzTgZtjr5OaxzW8y+51zu9DL/JboJte7nLiqJ1ntQ7lpl2djFzT0XHet1FTKCvJwgfrxtWFodqALWFEd+OYoqVQiveexCXSscXnie7NZz1Y5yE/C+z/rmqCW5aHSLCGty7LMbz0CuYvEjCAIGHJaPB341AJ3bxY9y21VODe3bBTedzbZkkL6P0/vw+/YRWv6Pnac7bZWO75nDDWWdIPF/kufA8T099NqRAAE/3nYW/n3hsbj34v6m81YrpYzvOeGITvjnqGNMlyUlmxWo3fPb4NMbh+DKU45g/q58x9o+pbTLMPX2ROubQrwWI6xTJn7iguO6oyNHpOpMILEm9ctcyClyAgHuwFQ88iMcjaF7fnxO2++QDqaUUmZPymQLpJRKI0Yd+KSenZmWUsp2LEK9S57fNiXsEkfgTO+Au5TWDDzDisrRueLvgCColCVJSynOirPSPfe7E/G34fEFRdTEatZOWG4zCjbpxFFvEunkwiEmisy2kCWW1La5+nR1lBhCjSAAJxzRGU/o+EKzmz9LuFjZwfXLXEG6gdEu15nJrtGzzb7nXAyy6LBWSkM4yjWIKMdMHiWL1Ymy0p0jK5cbhx+FEcfy+62R5deS4cWD1L6/vvjbGbLxWs8hula+LNxSEmn5xqDje2zcfittdCylLjiO30G/1hEoo8/a8+B2uPXco9G1g7lNBUEQVBYBPG3orpHH2D5+5wsFqkfzJJZLEBZOKR2sPuZjvx7IvY4J+9BSavztZ5m+xw/N0oiEwsTMiZF0YvXoGytyu15aI8LRGF6/5mRcMfhwfK4Y440wE6kvmyClVBrRa8Tf/9+Z6J7fBlGWo3NGNwlLdgUeuOQ4HNqpLZ773Yk4qlt7PNUSmYKnSZ/XX3JkwcyE0uTk889Dj+RLyCHjlAon5S1BQWAqquxy/OGdkgqmjiaO1dnReJsRYrLTe2k6vieKIrNdqz5jGuSrH89g21FItiacOl6rhxkFlF6/c3vdzXtcwYsJYXsduZcXCnC/4bahIJ+CSbmjb3CLKFo/KsJ7n90deWXbOr3PwRjat4tMjppRSulvQLjTWLUUAiTu2LgtM/QcnXe2eLROilvVF6Aet3nknxP18asC1eiopBOolFIa6XQtpUy8P6v+nv40tDd32rAFuWwmWqMVpJYxvO6KMsGCL9iiMGmO+E8RCACf/+0MS/cJDNcvemmNCEdjOOXIg/Hi709Ct4553GuUaf88h47vEe6j14h7HhT31fDrkw4HABzTvUPyN7WpLWTKqxtbrHeuPOUITPvnCBzVrUNLecZ1eudPp2qWo4dZsTm8H9/uMs/CwChNQBBUg2Dq2fhqbmSh9KsTDsWlJx7GlZedKArMenAc1dDb4XLUp1SM3a7Vx/fcHWj79+iI0b/xX5hgL0xwMzFqR6LGbk7IWPNiPx7fa5/Hp5Awc4SYF8MIsTo/P/+7k7jK+OPpPXFu/0O45JA6iqcxVnV1qrI06seKkMtD4t2yxnMlPAE/uMp0qakqHbYm3l0mLKi8wdn3olxMJ46eNjEWibGYiP8W8B2r0/p+usf3BGk6rmKShIKCJUfnTrSzdG8Yfd3iHFqKUlQN79cVBccf6npd1Mp+9rtw6g2lY/vEilw2E63RCn5VfNolMa9lyRuvGXBoPg5tiQ5oBd75HZ+llLzl887NE2v41ggppdKIXnNMtNVRA7pj/O1nYeytw5K/KY/0iYxr7PJ4jjqYS+8mJxzRic+nlEEaIaC2IrASMUSVr+TfOcEAxvxxMN99HGVqms2byI93cujkOBnVsJRyY8Gsx7Cju6KtTrh1r/BCQeRHizEjEm3SvR1553LW6z8f3nCa7fzbhvisMFn+B+1iJBu03uOku87GsT06cpUx+jcnIBhg70h2aZ8r+9vIX+D9BWofT1bfCu/rtPreE3XXOjojDfzRPZ9/Uq3nC9KtRZHy+F7iOLsDri094+FLB7iWt9MiWbmYTsj8OZvKVWljooibzu5rqzw7bg/0CAYCqvGKz6cLH8/8VnujKt36ApafOK15qtvwHt/T9yXGj12j3sl3nW2YJuxDBYm0afNaFWXC7C0xr/Xj8T2rfiUT8N7LM7Yqj5RmqY7SUTJ4CpGBcJjCCoKAQYd3kvkI6dIhV2XSzDMx5hrcLXYSpztXbjCA7285k9OnlKj7N9unlM0KwvqEwY5iwvKiwoJSysrCXRRFzuiCprM2jR8dA3qxU+aHUNdmMevzzQpMSykL+WhV8V+jjsGIYw/R+DXOJRy74O04latuTAgTz6blsFjQaFpWPhtLLH59s9yaQD3M6S+mRIg2VkB89/EeE8lvcWp7zZBeaBMK4K8tQTKUJORnMCBg2YMjseSBC1RO1/VI11FtKUoZk/BxmcmWAaMGqn19OYXbr0VvjuGE/2dupZRJSZATFHD1ELnfRZ4ceOvz+9N64ZIT3Lc8cop07SexrDWZG6MO1cduE+zX3XjDI5zunVAOpGsG3iAEmSBCE3LehzqpFpci1l8ir/zhKUKplMrEUwzpJvNWLxmMXnPU+y0vJ4iF/z1fdo3HrwVf50qlMnd8jz9xQACGHKUfTejg9rnICQa4zp4bpQgKgrallGHuLemh9ktlVc7xKEu0Hpt9fI+N1HouXcf3AP4z2G4iwJ8hVD2xlMpEB4kJSyk3lVJsT+em0VJOK+fErGQ8ygZPlVItdb75HLZlhZbsSFw24ztE+R6H9+uKvgqzddUxYOViinV0mLsGcpy2lJpwZ3x3/8krjkfxIxfisM5tAehbKRzcPhddO+SZmuwHBG1p75b4USqlkpZSfhgMLDDu1mE4vOX7uEFj2F0rDj3rWDNyQtvROd93Nfv5cwICbj6nL47q2t5UWWbmnywLmrsusBe5zymsHE92An5H59qY+daiKLquwIj40NG5tFvWhyNcbXvgYfYDibiNk9b4diPaKhlwWL69cYjj3qDAF33vvwpLbj9unPsN/63ishi9RmzUiRIhqYH4QHGw4pgDuzzuqiXTcyttTOS95rGL0LGNvrPNRH4v/v4kw/xU0fdYeWlYStkxj7Z6p63oeyZKlQ7KekWy2lrbUBC8Op1vbx6Ka8/ohUGH5+Pc/t0cNbe3gx+VMd4c38s8sZ5ok27WnW0pZX6mrPVJeSbdPK2hO6c/BIuujXQxko/av5pv5074lGIGWbDsU4rT0TmnUuowiZJDqsRRNnHWazDllF/vN9cspeT5pnxKuVKc6xza2boPEiO+uXkodlc1uJY/ED8Gp4VVJ9NSrG6oGhEMxKPvnXzkQabyM9POlNYKVw/phTsu6IeQD8ZJ9dw1PR1IXY7WZkPmdGgfGu2YtpQqfmQUOrZxJpKumzjpj+3aMziDYHFw+3lH478Fx9najOG5NRAQDMtY+9hFKgXjISaO5bdWXJPKTz75JM4880y0a9cOnTt3dquYjEK3DZvoRKFgAI9cNhDD+3XFuxJH5XqZPvbrgYb5CoLALdjN9Pk2OpGEeh4cn7gnwhb/+qTD8fIfTtLNT7nzx4q0Z/esviCofQBYHaADgoCvbtKPBqH13pmWUhr1kB4r0Y0exrj28z/Owm9OPkKnhilO7X0wnrj8eIy/fTjycnijaLk/ufHDJNNrHr50QGb6lGr5r56scAOt9ZpeeGktRbHVqG9K8tuE8N0tZxqmc9ufw5cMmWVkKWUGnluM5DgrD+vR9/jo2629cSIdlO2H1Z7MfFq9cdstsasdfS/zZA9g7eg6D8P7dcVpvQ/GOS47VNaT+WZ8oGk6vOa2lDL3HhObEEOP6tLyN5/ltTmlVOr5f3vyEfjPhfGjyW1zg8lI1V5xcq/Osr/TZykl/9uKpZSZ2vrxmBcPB7ULySOUI7Vm4UH6nnkiu3VsE8oIn1IJnFB4K4NmWGXgYfn456hj0bVDnqWO9OrVg7nTBgTjsY4VRbRT2xDG334WJnH4SGutuLaKa25uxu9+9zvccsstbhWRcej7fuDPJycooEenNvjkr0NwwYDuXOUdd2g+V951TRGudE7NPb+75Uw889vjZWaO7XP1dwqM5GBAUC8wkpZSJur2r1HHyvyAWH3koCBgyFFd8P71egpENlZ3BPXuU/52cPtcHNWtA447NB/f3qyOEGNEOhYi1yj8TrBQ7t63Nrrn5+GGYX18aTFmRKIJORV1jJU/S2xoiZKymiadzNiXnZx4nyKxHNDCqlLq8csHcaU7o2WhKMVo8fLArwZw90P1ERL1faojkco8GAOn1e/Au3Z/9LKB+OPpxvJIC94FoZKzju6Kfoeoo/IIgvbRFdbE2Am0lCAZqA8H4L6F110jj8FInbmaXfQsF8y42tFaZPJ+V7OvMTFWXTH4cLx13SmY/Z9zOQP08JcknRc9f9WJ6NQuZbWv9GeVbjq2CWH1oxcm/06XTlcpe51QLvz7wmM1f3NiaExsErNkIOCO4uug9rm49Vz5UXZpQAojAoKAl/9wEg7t1AYvXHUi1z2ZZJ1mhhd/z35+p6yupK/N7JrkL8P64FcnHKbKR4sAh4JR6/dBh3fCMRw+0lorrimlHn30Udx11104/nj/hWn3Cr2B1Iw85T3iIi2Nz5oFqG7kU0o5xSEd2+D3p/UyFTnN0KdUQG0pxXKkPJSx6JLSNjeIv59zlCoPsyQ+l+731/IpxbhHK5fOkskWK02i+spBT7qgObKLeSuAdBzfY0WuUeJHn1Juc8YhqW+XaEOZ7Oi8rYuWUk5NWrXau3Ji77bfVatR4K4740gUPTIK5xzTDf8cKfetwjvRUitW4hf6duuA5Q+N4qqHsizWwsisTylRtL6wU5Wlka5LhzyM/o31eQ1P/VhfNhQUcGpvtRwUADRr+Jg8zCU/SVoLp0y1lHK73u1yc/CH03q6lr+uTykHBJHe3EXaFsy+xoSPlUBAwIUDe+DQTm25Jgtmyjnn2LiVmnR+ZJeEhVMPB47jtM9L/3Et5RIiGmPLHL2ND+U3OLmX9kZKTBRtWxK/fs3J+OfIY/DJX4fYyscMAYbvoDahAC4/6TCu+3OCAn590uGYf9/5OOGIztxlZgpmvuiwo7u6Vg8lZt+hNDmPwjt+fM/AjjCDvqOf8NXh1aamJjQ1pXaoq6urAQDhcBjhcNirajlGNKqt8BFiUfA+YjAArvcRi0alfzDTSPOJRWOysKV6ZcRMODTRykfrelSjrgkG9GivW7dIJKJaEEYjEYQDIiKSd3LN6UegvLYRG8vqcETnNthZ2Zi6QRQRDocRjaS+WSRqrR3GohGEw0BM57misWgyb9l/A+r3HImo63DLOX1wXPfUe5F9+xaG9e3CrH80Jiav67XRBKo8NCYu0nSRiD1lZySi3yZisRgEkS+6STpxW24N6RbDgrLUDDMcDiMDDaUQjUZa6u6Os9K4o1V13qIoMr/Ru9cNxo2fLGfmFdVoy9FYTJZXA8PqlCU3eduIMt1tI47CXz5eht+efJjpPNoG48+ozDcWjenL1nAEATEWn3BJ+n00Ekndx5A9rDooZQ3rWygVb1FF3ko5F4vFLGkfw+EwoopvE5E+kwW07m1uVrQL1nMz3mFMFDXH3cYwu00e2tG5hTig31YzeY4WiYQRDrsgOEXp2Orc+KR813qOFyIx/T4tzY9Vx1BQ0J0X5Aii7rxDD1Ey70kQZcxvlCTGCx6uP6MnunfIxZA+BznSRgsGdcdzVx6PGevLcXKvTlx5fn3T6cx0ymta4xEv3PcqZGRzOMzcFIhE1d9HK48AtMduUYyPLWaRlt0pL4Cbz+6tum4Hw3xEUTXehwICnrliIMYX7Tb0Lygq3p+RhAmHw8x5it9I9nczQRQ0ZEM4HMbnN5yMqz9YZqtO0r6jNUfTvFciI/XWaan0UcM1TVr6cQbB+0y+UkqNHj0ajz76qOr6pEmT0K5dOw9q5Cw76wDWK79zUATTJk/kyCF+b7ipEYWFhYapV1UIAOKWBwvmz2WWHc8nfn3D+nXJ9Knf2GzYJcjS6pHKJ0fjupzVB7Tz/lv/KMpWz0fhaulVdb7RaBDSIWDSpIkIBeR5L1u2DNf1FLG0rYDeHWrxcmUqn6qqKhQWFqI2nMp/xvQZ6KLaGDPuQpMmTkJuEFhbqf1cGzZsQGHDetm1yZMntyjXlM/3i+raUQ0bUVi4Mfn3thr1fRd13sv8Fs3hSPK69Hm1UH638vIAWEaX0nR1HPnqsWLFCui1ty1bt2JB7WZbZbiBtH+5gXSDvLExLhca6uRtPxNYtHARDqwTUd0MWHlfV/aJ4tut2u2jvr4ee/fWQdlORVHUlEN3DwJeWKWuy+RJk5h13LhxEwqbNiT/3r5L3S927dqluqYtZ43l5VOnAu1ySlBYWMK8R1X3yZN1y1q/fh0Ka9dq1mHixAlxpacob2MzZ85A1xbZGN/X0K5H4jl2KcbDsn37VM9YWSUvZ9nSJZDKgTWrV8n+LikpwYEQYNYIvLCwUCXH5s6bi53skyItmJOTCUoVz11ern7uA3vUY8W+sjKEKwHls9XV1mJ7SY3q+qFtRUybPBH/PgGYsCMAQQCKKuxZUcrrqW6ftTWZJ3sAYOqUKWiXAzgtq/dJ2rTevMYsyvZSsp09BgPA3r1lhuNQIr8V5eo65iCGRYsWqa4n2LxxPQrr1sXv32/uGefPm4Ptiql93Fhf/zssXLAA5Wu4i0EOgKW79H7l59TQLkyeGM9s4TbjPC48PIbdxfOwu1idTjkfK9u7l2tun4JvTq1kz255e5m3YCHq6wNQ9t2ioiK027OSmUdTk7yvL1wwT1WfBH84KootW7bAilzmx3zfNeoXdbW1mD9f/ly1VQcwYcIv6JATRGWzvqybPm0qOkj2BZqb9eVjYWEhtm3T7st+IfFdGhv45f20qVOgvQYF8zczVFVVJ/Oq55AhUrZs3YrCws0AgI07jWXYmlWrkFNarFuGcdu1c2/mUV9fz5XOVCu499578cwzz+imWbt2Lfr3728m2yT33Xcf7r777uTf1dXV6NmzJ0aNGoX8fD6fSH6meMcBoGix6vqtvy/guv+O+ZMAAB3bt0dBwVmG6dus34d31sd3+88ZPhzPFs1XpSkoKEjm2/+4/jj/jLb413fFeP7K43HxoB6aee+YtRXjSzZq/q4sQ1p/5XUl7Tbsw9vr2FYK/776IpVZJCvffy6cLNvJufiii5CbE5Dlfeopp2DkgEPwRwBb9tXh5dVzk+k7d+6MgoIhqKhrxv1LZgAAzhkxAr0Ols+glGWzKLg4XnbHTeV4cy17N+CYfseg4Lz42fVwOIzJkydj5MiRCAZzcNcC+ULykksKcOcCebkXXXShzEn08pJKvLhqUfLv3596BH7/6wHMeotCAAUFcb8GB+pTzwvEw9PXK6KGKL/b9/uXYW1luexa57YhFBSkjvFUNYTx3yXTmc/Ow7Ahp+CTTSs0fz+qTx+MOOVw/K9onuUy3EDav9xA2hNy8/JQUDAC72xfgF311a6V6QZnnDEEQ/ocjJrGMB5car6dDBo0CN9uXav5e/t27XFIt/bAgX3yHwRBUw4V7azCC6sWqq5feOEo3LNomup63759UTCyX/Lvr8qWAAcqZGmOOOJwLC7fLbumVb603Tx+2QAUnGYciMCorY0cORKhkNp6JjkG9O+PguF9VNeTdb34YgQDAv61aDKikiNj54wYgSNbZGMkGsM/F04BADz720H493er5Hm0PO+GvTX4n2RM6tKlKwoK5H733tw6H6irSZUz7Ay8uTY1hh5//PH4aktqddqrVy9065iHCTs3670GFQUFBViGddgwvyR57axhw3D84drhuY3etdZ3Xbu7BpA89yHdDkFBwcmyNCOjMSx/bT427atLXut2yCHx40JlO2Vp8zt2RNeu7YD9ZbLrn90yHD0Pin+Tm1qu9XvQniySPtO7JQtQvKta9ts72xdgZ11myR4AGDVyJPLbhhyX1d26dUNBwSkAgA4by/H2OnvWAEB8I0LZtlZN3IAZu7cx0/ftdRgKCk7QfbZEftGi3fh4Y7Hstw5t8zD0jBPw2polzHtPOn4gClp8MwVW78UHG9hKDBbnnnOOKnBAbVME/1mslq9Shg4dilM5/O7xYPabn3vuuTjiIPmx2Jzee3HrF+znPrrf0Sg4/2hmWcq5cY8ePVBQcBJ3XXjn1Eqm1BVh2f49yb9PPe00jN+zFmiUR4kcNOh4FJzKHneeXDUT1eHUyZZzhp+FF4oXqNJdfEQUD117AV6cthVTS7dx1Q+IH6nifR7A/HcEjOdn+fkdcdawgXihODUP6N873p9Gr54JNOv4ngRw8YUjZZHH/7tsKqBj9V9QUIDiiRswXaMv+4XEd3ly1UwgrP8OElx84Sjcx+jXBQUFcSua+dbXBwDQuVMnFBTEg7PUNIZx32L+/Poe1QcFF8V9om2bsQWFOzbppj/xxBNw4YBDdNc0Rm2XRx5nE4mTb0aYUkr985//xPXXX6+b5qijjtL9XY+8vDzk5eWprodCIeZEOtNo3yaXed3ss4VyAlz3hCQO+drksdNL88kJBvHrk3ui4MTDDf3SBIP8u2FaddW6nhPUbpa5uex3qMxXaVaalxtCTjAgyzsnJ5isQygkL1MQBIRCIeTlpvIJ5Vhrh23ychEMCAjlaD+XEFB/01AohBzGPaw6xPtI6psEFfcFAoJm3SMxMflbbkj+3rp1zMP2/XINtzIfZTjq3JwAPr1xiCxdyKY16siBh+HSE8vw08pS5u+BQABtcv0lI3rkt3FUbp3W+yDsq2nCNsn3kLsSiX/jkEvOjd0klJODUCiEDoI1S4IcA3kkCEDHtupvIYp68ondX3NDbBmk7MPNEbVpeyCgrqdRGzn1yINw3Zl9dNMYcWz3DgAqDcfSnGBQ9/e83FBLFCEBUo8SuRLZGAymrh/TQ63USclcZTlqGaV8gx3byucHyu8uBAIIKa8Jxif6QqEQ/n3RcQgGgnh/7tZ43i1t0ipa9wYU9Rs1qAdD9gP3XzIAN3yYUsAJgoAAw59kICAgojjx8dQVx+OoQ7QValaR1nPsrWeh738LZb8FM9TTeSjXnTmmVCawxnJLeQrqfpLL8MV39ZBe2FxWi4cuHWj4bKm+q84nLxTUrXvbvNS705vjsGjDeO+5MeM2FAza65t2CIXUZV9y4hGaSqkAY26Xyks9l7L6XCMHdOe+Vy03g0wfOEJAezxQJm+bxx4XO4Tizxkw6etSgPm1kZQ2oQAaw/pH4YzyFwQBuZI0h3dui4cuHYRQKMTlM6hNXq5sHnFSz86Yu2m/bn2CFnyCXn7SYRi7gj03dgMr3yVXY36uzOv2847GmGn6SiEWUrnII0OkBCXznhwOR/ahnBy0b6vWVcjSuDB3yGR4n8lU6+/WrRv69++v+z8epUFrpV2eM6bbvCHfpQ7blIoDFgnHbTyOkv3kw+3cY9XhlpVHvZNO6aQO7WQOOuUPpOUU3AqpyH/mHd3zh2LWz5H36Leyjif17Gx4j7I5fn7jEAxSWhjYfI3BgIAxfxxsmMZpfnPy4XjgkuOMEyo4vc/BGP8PY2tGM1w9pJfKKar8u8c/cogzEIKfSERgyc0J4IZhvU3fb+ygW8B9Fx+HYxVRT/SiL2n1V01H54q/m5SaAgaL/nu+YRq7booP69QG71x3snFC8L1HQD+CnDSajl7dlXnwOMJVBsRg1Vda/tx7z8Paxy4yzBcAOuTl4H4Lfd0s0g2T9/58Kv5wmkYbZH4LDf99Fvy12IUlbzPVuatbzoUFjX/bgTXMKed3Fw3sgaeuOB5f/X0ouptwxs2KuNkmFNSte65kE8Tsa+zYRq3E4vkWTkSLs4qbbdxs1o//eiA65OXgsxuH4O3rTuEvR/F3VCNQgp5MVo6PTkfktPueZ91zrq37AXVb/PKmM9Cto74yQopSRj7+a+PIt0bt//z+h6iu/fUs68YgLLQiHCox0wt5ZazVry6PvmcxE04CApCrsU4+qlt7fHZj+pzxZxuurV5KSkqwYsUKlJSUIBqNYsWKFVixYgVqa2vdKtL3tHMospSVkO+8iixeXO3zJjN/8fcn4YFLjsNFA3vgvwXso6MMnRRfVRx40MTg6uZ8XTlBUM7ZuOdwkmyG9+uKxy7jCR+vKJuVIg1rFTcWFoN7HSQ7FsnLuccegq4d+CcvPLAUy9InTnxjK/LBa6Q1vu3co03fz/Pte3Rqg59uTykK/zKsDx761QDN9FpZakffk//dGNZ3mNkhLweHcCwY7S7A/nXhsTi0E9/ClDfUOm86vborFx0sn7FKi1dlX2QtXKRt4fDObU3133QY+kidt59/XHdNZTpvVQRBUG0k5XlkLemloVSfruYjxyZIR7WdGp9YbV45v7NaVPf8Nlh8/wWyayf36qwbtj2Pw7KAxf+uPAFdGGOk1eiU6cLsq9USgdP+eY46b5OZXze0N1Y+PArDju5qSomjTBvVqKSeH29lcVqb2ZaVDBbvS3BIR/0xb85/jJVWgYC835rd+FRGSj+qWwc8cqn2nAMwlqGnMSJRO70Pedyh+fj72caKLjNTE+7m6YCc5J2fpNKbKz4YUEdlTPDKHwZzRRpUuoIh4rg2c3nooYcwePBgPPzww6itrcXgwYMxePBgLFnCPpfeGpDu8v77wmPRNhQ0FFAslIJOi1pJ9Ccnw+H6jc7tcnHj8KPw5nWn4Kaz+zLTME2TJf/WWjxJByS7IW11ZZ3NhacqvLpBeqnFyM3npN6ZdED8b8Fx6MTRblQWDx7NGHnHsi7t+a05BRP5WqmLGYKCoMqXNYHJsWD+zYtbi049q0UeeOslzfqCAYdYUjhqTXiU8sFoYsL7lHa7k5nXyZtWmU7rPr1FjWqRzlRKyf9uo1C2KIsVRXttNB2WPvmMY6QseOsSEICHfjVA5ufGSrtW8v71pxqmueSEQwHELXPidfFOK2VHEZeOejtVxD0XHqu6plws23kepSXIA78aoG8pJRlvzJR71ak9zVYtiYeGUqbbmda88ahufNYoRlixEFfeEtMQ1GY2RLQ2w6w2xbYObeKzyG+TgyMOMlYKCJDPuaTK3y4dUvPIl/9wEvN+K2ORWYUK4PwpATfmebwW/E4oMe3IWp73ryfncjnlw5c3ncFdp9aEa6uXDz/8sCUMt/x/I0aMcKtI3yPdSejfoyNWPXohrh/Wx3Q+vOaj1Y0pRz48At7MhMJdqx8X85YtflPXlUNv4iepcLY9EUrjOzOqa+Edw7H60Qvx021n4d+SSa70/fAc44zfoyxbXbjeo3/6V2dMXXl2bP8yrA/OYRz31EIQrE3w3fjUrM8RYLRhp60ipfzuFOsLCT3syhOjiUSqP0v6v8WvpFlXRbO/56JjMehw+wE6vFyAaaF8BVoKlN5dtCf+KpnFWLwpZUmbUFBhpq8u16kJutX2YUTfbh1w78X98dzvTjQonw9BAHp3bY+pEsuLNiF7U7v+PTrivP9v777jpKjv/4G/ZstVuDuucscV7mhHPcpRjgPpRRRsaFREsMWCQUBRLCgmJgZjmsZozNefyfcbTTSJJfFrw/I1ahRRNHbUxIpBJRpOIcKV/f1x7N3s7JTP9Nnd1/PxSGT3dmc+M/uZz3zm/WmNFYaf+8HSMfj5svH44XHdx5KqQSm3ki3frtl9HDG2Kum9a49twmnTkuuMSWW+Q8dz7qzBKMiJ6qa9qqg3GOrEbsV6SvlXKBabaNRSijeIaQ2PcqvMUVJep52xmOp9RitYBST/1lqN5VaL41+dOsnaFwVkCwa8QpL20PR4XahvdkTz/udGA5van8MOF2Di6Ra/DvV6WybuW3iTml80fR8yWU7rBqUEn5uqinJVh2JmutSbfCSNmK0837hsPCbXF+PbR4wU+nzbf3p7SolcpKZa1F28ebo6Zj9hP73/1nrwMzrOHx3XhMPGVKrOa6Wk9xuIFu23rpyo+r7ynCkf5pSVuHBIQn52BKOrCxPyoXwrooWr8rjUh+9pH7vRZSAUUA1JKOubjVMNgrzHTazGunlDMbxSLFggWczpbjycqW1T/k78N3czKKUcTuUUSePfwt8X7eFjYptav2FIkjBJpQu98tzkZUVwcstAE3tMHUlz8Cn+/tcNs/HIukNUh+fEKc+v2vOP/JT2yY4gVzG/jdpzkHPDpBzZjKqzZgzC0gnGqymKiJdQ8uPW6il1zTFjhLYpWoTkZUWwaHRlz1x3fk4pZXUYGaCf7vG1RZa3m7APkyXbiZNq0aSY03FgSZ7qvdStCebjZZrW/fvKxcMxoqr3XurIdAcC58nPQL3Z+qk8rb8/qwUnTKrBLSu06nF2UiZOWW4W56kH2sycZq0eIj2HZGJjv/vmFExwaHVFNcK95RU/iDz4s3xKHX6wdAz+9K1ppgJvRqfBKH+pfT8UkvDT48eiTqcRyAyp5/9SR0K9wHRMSv0ZSIveo5Fy3ksyh0Epjy2s7sIhQ0pwyFDx3hpxh46uxB1ntqCyMNf4wwD6yCZWF41Si0rR+UwT6FV+ROeBOnp8NW44cbxQhdjuKbv1lImYpRFZT+51oHgtWCGQP1hHI2IpTn64NFdj1LsJVxbm4OkNsw23EQ+gXW44Xl9Cdb883LNqqmDagjN8T617vPyyjp9HkR5uDRbnX3HrWSChB5OFcyc8iaaJbWsORwDwi5MmCAVtdXcnmBYvn7+sLqygfF1VlIvB5d1DhJ9YP1NoG2o9LOVlyQsb5yIUkgx6u8VMV0jvPLMl4fU3mmswc1gZRggGrt1idiil/Lxo9Ro6bqJYT0ergT2nAoK3n2G+92y2jd5henWBgSX5mG2xRVurEUxU/4LEoK7WNpQNEXo9XMyIb0Ur6SdOSsxPjQ5cM0I9pXwKSt1ucwLjhrI+uProMahVBA/iAR0rzwVWyMv5c2cNRsug5AnuAf3zLN/GmTMaUKgxLNnaEDZ3GS2aI09Hl2wNCflzVCgk4djmGtSX5juaH62UE7FYDEeMHYAn1s/CUeMGOJAGseZYN65Dqx0e1OrClvYv8FWt7Z95SIOphSUoGYNSHju0pgu3nDxBeGiUHcc21+Do8QNww4liKy852bujplgscKbGzRtSwiEm7Mi4dNX7xDmz1OeySty3Tk8pgcJdr4uu0U8neu+Qt3YV5Yq1JiXtW2VnesnTa+W9ZukYoe7yotdTfFdmVgKx23Pvz+car8J3h8D48pBKRUGtdUhkovN184cafkaNaz2l5BUKCyWA4XQFUnw/4sEvrTwiSUC//KyklfvUTo3Wqp6yJBmzO9+cifOp/OSCkepDuJTnRm8fdSXqAVDl6VWf6Lz33/HAv9GQKDO9RibU9Uvq9bZ56Rj86pRJjjfkmCU+6XzifwH7c0pZPXSnJtwV7aUrZ29Oqe7/ql7yEpDnQOu3lfqVclFFrXuRMs87VU7HNyN6DxxQlIvfnmFvrhSRPXk1fG/+iMTyb6rABMZKIin9y/pZ+MXyCVg63pnek0bkw6ovWDBM8/cVzUcXH6q9aqnI7zlDEYyzW/auaKnT/NuauUMwRLEKr5aQlHgOtO4tZlY/NToyo3JC7a/ylX43LRmJKQ3JPbnNUA5b1OLGVWi1ui3Pw6Z7Spmsf8afxZQjMy5e5P7qvemOQak0lhMN40fHje2ZjFTpCkWvEmVXcT1GlZQ7z2xB6+AS/NBg3gyvaXXTtFuHG1NdhFevXKC/b5vPOHrfTx6+Z20f2ZEwHjhvOu5fPV24G2rSvlU/o/19rRvI4xfMxPQhYi2Hor26enrACX0apj+rZnR1oeGQOpEH6e4VP7T/Hj82kYUQ1G68D5w33fB7yh93cVPyvCdWJKTHUsuq8wEErd9MuwJvbvuiD3p+TnR+7bFNqnPbGPWUEpE07Negp5Qa1QUsTCTGz6XljST3JNP6nNTz+fhcUoNsTqJsNRDv1HVoZfciExdr70+nwQcS1swdaq3Hh80eoMr8r7UJ5cqsJp6RdcWDP2aOfXil2AO/FpG859Vle9NJE1CQE7G1DZG09i/MwYKR/T0LhK+cWo/TptUbzufpxHkWOSStOV2t2rREe4oTM70IQ5KUcA60GoYPdIhfcIeN0a8zWckC7Z29iSzMjWL17CHmNyIjSYLBYZsZ5CffGJu8b4vbSuhvYLKwTfyu8edHVxcC6B6ZYad8CG7twz8MSmWo7EgIpxyM8j554SzcfvpkjDURlDLSLy8Lt50+BcdYmDfDq6GB8oJL66Yob7GtKNCfYL5Ptn7hpHdYIi1/Zir8yu2ZuXcMryxImCfCiDLfmL1Pad1AzMyNZHZlDzPDvbyYvFcoKKWSDvmp7ukpZbFiq1yiVq21Tf6Q1NJQgh8f50zQ2aj3i5nvO8XsPC1q17ATyfIybqLsYdM3J4ofLG3CkPI+PSusAcnHZeU4ReaiU+19Jtub2k9k5noNcqVQ9CjihytJErZvnIdXNs23Pa/FqpnGy4G7SeueMLRCPdi2fsEwW3PQqPU2600LMLi8D164bB5uOkms17kaK8Vyp+IBWvRe6XhPKVO9Le2VemI9pbwRn6sy3WRFQth4+AhMG6Lf88uJfGQluGG/AVd7A2YajyQp8b6uVc08YCIKXNY3G/ev1m4ANAqoKO9vFQXZSYFgu8HNkKTfABpnN3ccqTLU0OpK8WbyzLEmnkunKXpH/mX9rIQhem6udp2JeDYzlLwwqSnOM90t2ej6t3NTcXcSdfl+emnde0MhCS9cNhdbL5mDvCx7LWZ2b7SmWiBjypfWbx/PXzYXYw62DKg5uaUOlx/e2+tO/eFc++C17p/7OzqF0xgVGLLWva/eXgUilEsCu0Wkd1MopH9lxI9NZPie3vfjvnPEqKTPyCt0v/3mFMduyJaGtcm4ETg0HZRSHb5nPx1eDFVZv2AYJtcXq85HkRUJ4eG1h+Cm5RN63ks63w4EEtXOn+pKngl5JbmHqKlJZ4MclVKhll75JMV5WRH0zdGv1BvlySvGdwgt3CHiJsG515S0knj2TPVh8mdMb7BX5xD4br/8LOFVuzT2YurTMSQHBbTytrKsUgazrIpff6bKINsBBePPeNnD0cq9RR489XOlQLv0Ui56WkTKY+UwSWeac9RXdjYTaGvsX+B4TykAyNLp2W90XpV/f+qi2Ulz2tqtD3X3lHKuTvWYbGVYLScM6sTCkRXC8x4qmUnvQMWcqpMbeudUUwYFpw8pTVjxVDkfnM+j/NMOg1IZZNulc3tf2LxPGhacPi/dcIJsAs7lU3rHl2t101RWHOR/K+mT7cjkdfsOaAdZ9O6TL2+aj2cvnqO7klXS9gzfEFfaJxsjdXpORcMhnCortM3WF7Ue/nNNBAGjgvOJ9AalhKNSgekppdYDSn6u43+1Ol+dMi6mdo6cqF5fdljyuPvEic7Nn2+1r3z/6NG9f1f7jsE2nRhyqT/c0vDrnlk1azDuOLNFcy4ivbmxAGvlffKcUmrD9/S/l6MyubWZVuJAPy4KHsZ3jkwOHttRYK2hWlVWxFpPE60yt6JvTsK9Pc7u6nP6w/d6mQ2wyYMnVq53+ZLhxflZGNZfvWFK2RDhdE8pM9zs5RLnZTDZyv3/nlWtLqTEXWrBMyeH7+lt6sTJdbhlRXPPa6fujdOGlOJHit7cnYIH1S8vigsXDhOaU8pMTylAv7eWUX5T/l2tvme/rVCwp5TAqYyGJTSoDCdXnssp5TFcf3yT9VVUTeQZ+bH96pSJCXOaKTcTkiTdOrWbq8VnIgalMoi8cmi39UZ5Ga5fMAyPrDuk57WdOqIT1/imJSNx2+mT8eZ3FmpW2uUPUk5VcpSVVvkD+IjKAkvjjwtyouhfaC4opjweu4dnptJvfk6p5D/++BtNGFAkPlm+aCDGbN6SLHzHCpHzq/awLR+l0zunlLUEK1sB1Y7biYedEyfXorpf4m/rdE+pw8ZU4vhJtT1DaqcOSu4JatTz0eg3sTtkRvQ4g9mbxzivGEmeUyr5M2rn9Px5wwAAx0+swcxh5Zg7vPfBvb40H03VReKJCObJBaDSC0zlM7eeMhFVJspJsf3a+K4yWGl1biqNr0mShKuPHpP0fsihln31Ocp6/z3c5Opy8odVK8GNk6bU4aaTJmDrJXOw9ZI5mg9syrLKqWwdf3i2s1iCG7zsfWT2Zyvrm514bwluEWNI755mol3PUDgkYc7w3t5SVvJQ48GAba6iYcWoR67WokwXLmxE35xoQgBJqzxr7zD3I+tdn0bVN6G6oiM9pYzZ6bGot3CTFWa2Jj8/M4clrqyqNl+m7nVgYr9kzN54JMpYyRNri819ILRty9/slR0Jo1VtSKL84VfeU8qhisPfrpiP4Zc/2PP69Om9c3OU9MnGc5fORePGB5O+F/R6i8jwsjizNyq1rHLUOHNzkYm2YJsd1iBJkiMtIUabEEl+SJIO9tjbAwC4aMFQFLa93vv3g9uwOqQueUU1FY60nCa3wiUsQGApwNH776EVffCzg0s+P3DedGx5/RMcL+tdseHQRuz84j8YNUD/AdOo8ifUU0qnNBPNV35NWq2/TcVrC9sQmVPq5JY6XPvwWwktmadPr8fs4eWoL8lHKCThv1ZMxLb3Psdjb36Kla0DkR0J449nt6C8r3Eg36FRTq4Q+dlc6cVpY5PKot/qprSuG61Lzs3WanlaivOzsOHQRnz/gTeFvvvV/t7e0VZSGAmHsHBUf+PPuTV8z0KB78UlFeSeUun0kOrEMEkrl6bIistKvzy5GT999G2cMT1xPjxlWaK8Nu45pxXPvfs59vynHRvueqXn/Y6DnxNJ/4HO5FEQCSNTFPSDHEY9pYzTo8yzjf374s1dXxp/Ub4PjQMXWhBHZB8Od4kxk8/MBrD0Jsf3YiRFJmFQKkPZvdeoXYc1xXmIhiX0yY6kxDhbeRKVk5hbbXU1mmBWa3iM05WsPooeWXYrF2Z63yh7wRgJSRIm1xdj67ufm01WD6NJ5uOsDPPwIiuLPFRJ6B6q09kVw/KWOrQ29MP9978u+7t6T6m+2REsGl2JO57/UHf7yp5Yajfbpc3V+N9X/mkY0NETDklJ25bv2tq11/udnGi453zWFOclDC0FgLNmqM9Lo5ZOPcrzLDKnlJkju2dVK+58/kNcMH+YiW+ppMHWt8W2aWnIpeK1Whl19szBmNxQgtEDeue0kyQpKVA3cWAxJg7snZh/Qp3YkthODXNyg9oZVZ5mp1ub64rzEEKbY9uzWmHX+pre0Ey3ng2U2z19Wr1wUGrf/g7N7TgpafU9H4fvxRxa+U93H14GpUw+PKfTQ6reeRa9T5s5fTedNB5f7GtHXUm+8YcVaorzcK3Kat9Gw8RL+mTj0NGV+MMLHyW833mwl2NTdREm1xejplh7dc/WwaW44fG/97weUt5Hd9iynR5oIsPTlXUXs/fnkKT+6/bNiST0FhW5DLVGMTh97zJz3el9VvmXkKTfeJVGl3sgcPgeOUKSJGRHwnhl0wJsvWSuvZZLFy9yraXnS/pk449nT3Vvxx5rqi7EGdN7H8ZtD98TmDz7D2e14IYTx2NwefK8F3rZIRyS8JvTJ1tqHQOASfXFmNVYbvi5K5eM1K1YqNFpMDLFaJy86C4qCnJwy8qJSV2OAdnqeyq/1fnzh6LK5BBQteOeNawcj6ybgT+c1XutDCk315MnrFLhsXuO5XUwpwINhkEpRWXL6eF7Y2uK8L2jRlu+Ltwk1KvO5DbUTl84JGHiwGLNYL5dTj/cblrcveDDpYuS501zgjJPWmlt1vutHlw91dEJw0VXcTLaTu/2dL5jfjdC7AxJ3CsLSrkZrFAGyJ1+4DPDi6F1XoaSTfeUspFfgkbvYXzpwRXMmnQWwQHMTeWxcFQlTphUK/4FAcrzr9frRS7eUyocknDHmS2qAa+4qYNK8fuzWnr3YXBj0R++Z9RTyviE2i1r5g6vUC2DrWxVq/5id4VAJVM9pfTuI8oG05DE4XseYlAqQ9m9qWu1cudEw8jSmHTazpLNTkmcuybxKBLS53FJ43RFTpIkXHqYbEU8m5uPCjz9NA8sxmFjKtXTY7D6XjQcQq3JgFHcTSdNMAwglORnYcXUgaa3LUnOPEwU5mrPHvznc6cJ7cOwBe3gB9RapsoLcvD0htkJ712xeETS5xL2p/jN4qd4cHmfhCDB7745BQtHGg8x6dmOSk8peUXA7vxETgUazA7fU/bISmfKU2PpElF8x49Vqpzc47ZL52Jlaz1e2TQfZxzSYPwFA0mTyyP52nY6+OD08tZWnzu0ysMg9EIxkwI7wVQzPY6VZZHdid/jrAT4i/KysKSpypH9aynt412g3urwvdVzhqC2OA/fdKAs8ILonH5x58wchF+fOgm/OT15hTs56WApO9BC7ycnKH89rZiUsqduh8khsPKeukaXja2eUvJnGM0epfrb0PPtI0bikKFlYj3hBE5RiSwoJQ/cOVVGxZma906vp5RKUFn/9/L/npROGJQiayxciP9v5UShVhCvVu7LpLLEy4nOzYoX6iL7WKxS2bWaMvkEyVpEJ3w0UqARlIqGJYyuLnTkYSu+Ca2hlsqb5ymt9T09O/S2F6eVxpI+2aq/iy7ljd/ct5PIK2FOzRNkNI+a/Dy/+Z2FqnM/qVVY4i2HU9XmvEsRyQET879g8rAKOymyxsml5ePDNfrmOLN8XdIEvUgOSqn1igwSpyc61x124dqpsH4M1x2c2w4wF9z4r5ObUd1PvJFGWeY7dS6sBtXkx+20SxY1Ylytdw2cZqs+8Ty/bt5Q/OXCWYHs6SpKr3yMhEOYMbTMsLzLPpiFjmuuxomTk+v/rYNLbKXRiNHwPS0dJlfUM7MPu6vvxRcBWjBCvTHQzjPU2Jqi7m04E5PCsc2983nKA3eOT3Su2NwLl83VvHbN9LgNGwalxNJHYhiUylB2K+PK61Ck8lmYG8X3jhqF608Yh4fXHqL5OTcvcknj33qf80RwpzYBYH1Ftzi93zR+Exa5SV13/FhT29b7zC+WNye/qfwenJnofLDGELd45UHoGAwnwOz+u5neDlk6wwqTglI6eaCjy1wFTq/8sDTcJ2ElTWcuJqMsLz/PWg9vapu4d1UrLlw4DFdprArqNE8qTQb7iAec9RYkCPL8Tn5QO6XKcjgIPYf0eNtTyoHAvtp7FnsF3r96OkYlzIUmno5pQ8wFrJ3uKbVp8Qg0VRfinJli8+956ZuHeJsmu8P3Ulk/mwG1ecPLUX2wg1QkHFKdH/E3p+n3tLJL+ftp3WeU77Z3Wr8fGX1zZFUBGsrUe44ZXbohScJvz5iCdfOGYvPS5JVIAZUyyyA9iZ+VNL+jPC6jutaZhzTgRI2OCE4P31Mq6ZOtOTeZ7p5V5jvVi0/auQc72SiWLhiUIkuSWnEFLy5JkrC4qQpDK5LnHfJC4sNvGtUeXDZhoHstk/FglEiXY0mSkBNN/KDVVqFwSEJRnn4rnyQ5U8k0GirnxA26JyhlYltaQ6a6jzv55qzF7GpPTk90Lt+cU/d5o/LBaqC2pjgP58wcrDukM+jMPqj/4awWNNf1S+i+n/QVX3pKeb9PUWrnVBlwdrMHq9KDa8yvuhQKWZxTSut9vRZul06FaAOc0TXhamNbUnlqb2crW+tx77nTUJSXdXD7tjaX0jI1KNXYv69qzyYzrjpihGLKjGRu18OVWxdtP7OzgqVRA0s0HMKWtTPU/2hwPsIhCbUleVg9Z4hmHSK5zNLdpOpnnegpNWNYmWbd1m5Dt5JoPtq0eIT+8D3F65Ak6T7f2jmMIK/+6xcGpTKU/TmlUv/Oq1eG9cuz3kL082Xj0Tcngl+fOkn4O26XTXYj8lMHleKWFc14/IKZlr6v27598I+iD1hJcyYJfU39Q3kCwxOc6I1Q2idbNzAlcuhGyegZvmdiSI9WtghLUlKa9M6D2fkXklvy7PWUSphTyqPohkh+DcIDihtl9bwRFYp96BtX2w9/OHsqmg4ODQCSK5F+1M9SqXdWLBZD1KeeUmfNGITG/uZX3LRaYdd6aPCjZ5jVXSbPySe+IbP7VObjVFj9OFWY/S3SoW4MAD/+xljDBVqMiE4B4CblLrVWplSmrN1k7285ka9q1R+Mrl2rIwPMciJYqNczuqrI3CrdRkTKvJ8vG4+VrfX6w/dUGhPcmlPqX3v3W/5uumJQKkMFuS7u5m3LqNXmxmXjMaWhGJuWjLS8j0WjK/G3y+djxtAyy9twmhM/95zhFagvtTZZpV7BHW9JyRWcv0J5oxO5J4yrLVJ9Pz87YvhdK/lRa7J/7X3Yz/XxcywyKX2cVr4IhyRTD1VqrYp/OrdV8/PKbcsDSVbOhDxpXrU+ibT0KY/TjyCVG/u8aGEj1swd0vPayilPasH24aYU4NsglGdIkiREI/bnlPKyh7AkJZcjYt9Tf1+vaMs2Weaa2a/QdxWvkxYDMLUtcwlRXjvsBe6cTO0p5cpx+HJuEncqOnxv8Rh3J+vX4sTqe3ZOtG5vVMVro1u2WlDz9jMmY8bQMvzkG2NNp02PyBHH6/vzDy7MM6IyuaEluc4m6Q7fs3OdfNKWHJQ6evwA6xtMAwxKkSVedkV3dNsJ+0n++6GjK/G7b7agf2GOrf2YHY7l+tjiAD99xU/V5YePRG1xHr5zhH5AUNlTyuhh5IRJtdh8jPrYe6OglCRZG35SoDL5p97qNkbZJTsS0pyXKi6+jaQHVb1ta+S7iMqwG700KicFndNYrpvepNZLWSTJyvXvxpxSarZeMqfn3yJzd3n9gBL1aOLrnGgYx8kmMLW6DTk/GkrsBMIuXJg8P4qT1OYFUQZCrUwWq3V9/OqUicJp0f5cciDbyjWg1cKu90A2fUiZ7RV+1U6NaIAoafJ/lRZ3UabPmSLdavlCOeydxJgdIhv0ed5EOdJQFsBGmS6BVqunN8xOmA/OLDv3FaNT5HYP7fgCL078VtkqZc7UQaX49amTUGNxtW0tIvXG+CcqCnLw8qb5qg2napvRq+rZOU1nKlbm3Hj4CPxgaZONLaY+3qXIEq96M8lpTQxoY08Ob4+06J3peAW6tiQPf7lwFpa3DNTdVjSSuDWjLubfO2qU5go4fXMMglKwVsksyE3erlpFRXTY29+umG+4EpLmROc6u9D6k9pcMHqVIeVxxKBfqVVWIOTnxuhsf//o0UnvyQNxbgY3Kgp6g9ViPaW89cg6jXkqXGblnIdDEl7cOK93G75MKmX9q+fMHIzpJiekNkOZdyQpOSDv1GSxGw8fgZnDjFcjNctq8vKy1Ms6ve2FQ5JuYM0q0eI/OdiX3OIuyux8K8rbiFqPsrvP0e65StrMD99LTW7cNwMxfE/xWrMxRXb8A2wOLbMTlDLuKWV+G2ZOe3yeKpGgpNE924neq6KE+o/JPlSQE1VtWEy67wJYO28oqvvlYsOhjSrbtJ6nT5tWj1+e3LvgUkNpvqfzRAYRg1JkiR8tHg+ep71in6iE4XsBuvbd7iVQW+Jsq4RZ+hPUmvshzAxPu+9b03S3v2Ck+pK6cZIES7VMtZ5SerTmOYgTWZq7Z04pMxOda+y2f0GO7eF7ej+rMonyrxtlh5I+2Vg+pa7ndUtDScJSw14NAxsvsCy518No6krycXJLnfEHHeDEoclXd/Kjp1SAO5Am97xBci9IKz2l1PKkUe9Cqz+1tcF72j1Yja4nu9eb2tdFt6gsAtV6uomnw2xQKnHnYZV75PDKAvzw2MxuhbfikCHd0zCI9kINUr3SDkfmJTJ47QX5tfTkhbMwdbB7DQlxdqYQMDrvIoE95SdaB5Wiup9YoC3eoKq2m+TV9/S3ZXdOMqcJnTuVj1QW5uKpi2bjrBnJK3/aiSFJkoSRVbIhhGlSdtjBoBRZ4uZkjloP1Wbn6VGXWVf9b8+YghUtdfjW7MF+J0WT2UJddGjlvBEVhl2wT5xUi2k6lRQJkqXWvSEqq0vq3cA7bCw/HBevfCVdPyrJryjIPpimxP3edvpkTK4vxk3LJ6gMPxHvKdX9eb20Jr7WWummT3YExzVXJ70vb6H77TenJLQuORlo+OPZLZp/qy3Jw5a1h+D5y+Zqfkb5U3gReFHuw60ST17hdKJ1z5egVJAnV1SQJCkpIO9Vq2qzxdVXrT7YarWwG5XFTq/oBFgPdCm/5WYvEXkv8tI+WbhwgbtDS9OJVi/qeLl+SutA/Oi4JuFFXtJlPi83jsKPnlLyIsHpIWNa7NxXjPKP2eF7lyxqxNp5Q3HX2VOxcupAw+/G53Z14pfytKeUhWCd+mfMHbndPG00z3GmMZ7ll0iNi1dPU3UR5jSW49E3P3VvJwhWAeDWo1HLoBK0DCpxaevidCc6N1moX7N0DKZtflzz7384qwW3bf0AFy9K7mqbtO+QhAWj+uOpd3ar/l2SzOeTJ9bPVF2qV6+rc1Geds8qozrIvOHl2PLGpzjr4Pj0pNUJZf7fymb847O9aD7Ys0iZotbBpWg9GKT7fO8B4XSo9pTSG76nM/moPK9MqOunWgnTq/M52VNqQl2x7t/Vgo9yQVhhzq3ngOL8LKxfMAwhSUIfgQUDjPgRILK7RzeTrPazLRjVHxf+8eWe124Hpf6yfhZ2fPIlZgkO7VP+ht1zSjnTm6t7e/rf0yv7vGZnCI1Z1f3ycNc5U1GUG0V9aX7aBEa88OdvTcODr+7C8RNrMPKKhwB0B/ZK+3Q33ETCIRw9PrlhREuqnnllTzBHekolNWzZ36bdNGhxcvi4nZ5SRmWcSH1Z/pmTptQhJxpGTjSMU1vr8au/vqf7XTNlh9Fhqs0p5RbH5n83mWfXzhuKM//nBdXGUxHy34rlNoNSZJGbl04oJOGWlRMxcMP/Or7txOF7wSkAUqjB3nFmf4bqfnm47oRxWP3bF1X/3jywuCfoIsJo4kuzQTOt+Qj0fuO+OVHcu6oVR9zwtOn9X398Ez7b29HTCqi3ItfsxgrMlsXq9IYFKreiO6eUoqeXBPHheyOrCjSXm5ck9eWV9X6yIF1LylOm1SMsVa2aZb8H5gXzh+Lah9/Cd49KnivMbXYDmG7Og6U2/KswN4onL5yF6dd0B+XdDkrVluTZGvptYqS12PYc6EWgpztY7s5v6mbvckB0OLGrSUhJA4pycdq0+oT37BQLqXqORRbuMM+7wKyWvianUnCCm3NKiZzDAUW5aK7rh5xoOGFVa+ViB1nhEA7IFqn5L9n8RnaGMsu37xWnekGZPcYFI/vjuUvnoOxgENusXNn8ie0dOsv8ZQgGpSijSBr/Jv9YqawfProSIam7V51deoECo+CK6nc0vmBUTWmqKVJ9X+RBTN4tPWLiSfCocQPwp5c+xjSVCZvNTFI6Z3g5fvzIW7LvGgx7lP3NaN4v9Qqe9tkMVlAq8bhEJ7a3w5cJw204d/YQnDatIaFy5hW7ecXdnlLqD3Ty3kBWhg6olXduHUdIsh6KuXDhMFzz4I6E94Lc06IwN4o9/2nvea0st1I1WJGJ7FwObgcf3ZLcy9D8cYQk/fkh/Tg3zXX9cHJLHepLnV4oSZubQc3KQuO5oUIhCb8/q+Xg9no3mK1shFTsa+6ICtmfBH4rg+O0Gui8/YzJOPGXW019JyowVFCkDDZaRVVNeV/rq7XnZ/WGYfYe6LC8nXQRnL7OlFKC1MvIqiAdQqo9SDrKwu8QCkk4fEyVI3MEGLVqOZVPrFZUzO5fr6eUUk40jN9+c4pqj5ek5d117hajBhTikXUzMPrgHF6ntA5U/VnH1RZ1b1tnP0oDVSqTar2n4oI0T5Dy0ESWo7ZLefilFlvwvOR2QOpajQmeAx2USroskq8Tp3pKuXX/sZO8c2Yml0n+rN5lvM+Nh4/Ao+fPQOvg3qHywSmF7EuFMsRJdnq6BKleaYYTw/eMghB+LCwmSRK+fcQonNJar/u5ojz1ucWssJd/tE/S5mNGY1h//SkD5NtRbkvZU0r/+8nvKY9K7zgvEZg+Q8vUQaUJK6lqNdjKXayyMp6SUyP8nCS/h+/d3+nx3oOHQSmyRHnhBug5UJe8kA5Si1aqnD83+F2J07uxdsZipvOJ1qetPviZfRBzarJf5W6vXaq/ctPg8j7471Mn4ZF1M9A6uFT1d/3DWVMBiFdOJXQvm3vmjIaE99XO5dzh3fPeGFU+vaSsFHboRdNcsG7eUEyoMx7Wk+6WTqhOCBjE2Q1getmYEM9K8pU6HQtKOXQYSZPsW5mUT4cvQSmBXZ42rR6lfbLxi+W9w1+U5yII93i1NOgt5hDXvzAHv1g+wYUUpZ9UbbB1Yj62qKI8Up6JIJ+becMrsGxyLa5ZOsbyNo4cWwUAOHtm8iptovSK9G9MrLW8XcDb4XTfPMT6OVC6dWVvgEqtx9v9q6ejup9xA7XQZOg+ZtG9+9lTyrUc+t577+G0005DfX09cnNzMWjQIFxxxRU4cOCA8Zcp8AJ8b9GV2EPDt2SQjBsrJplRpTEHFNA91MX88D31973qKeXUZL/y3T6xfiYmNxhPmN8vPwuDy/t0f1+S8Mi6Q3r+lpcV7nmINlM5zYmGcfGhwxPeU+tw9PNlE/Dnc6fh9OnBCUolzynl/j7lp2b1nCGBfhDwklpwOcgTnSvFUy/vbefV6nuilEE6p4NIfhzu4qYq4c8mpi/xXASxN/QlixoNF3OIWzCyv8upMaa2gIgbbA2/ci4ZnlL2lApbuHaVQ6jU5sULqlBIwnePGo3jmmssb+PaY5tw/+rpOHuG9YCM8j6VqzPvp+ltSxK+e9Qo4c8a8apEk5eravU70awqNnxPMFEuYFXNxaDUm2++ia6uLvziF7/Aa6+9hh//+Me46aabcMkll7i1S/IQLx5ywqpZg5CX5e/UdotGVeK8OUNU/9beGcMBk5MPmgkCrBdYutt0TykTw/f0yCscVucGGFze29Vcniq7D5dqDw1ZkRBGVxcGKgij/O06Pe4pRb3UggJ2g0puDmvSWrlK3rPTyoOjGrceLkLOdpQyfW0fPX6Arf399PixGCswdCROfr0HsaeUUhDTpOXMGQ14/IKZnuzLTg/K6n7Gc/4EkbIxy0pA+fx5QxNea82Ll64i4RBGVBXYqoMkNWQ5fJEum1yX8Prcg1M3JP92xrxqFJHnI7XTIbzCYkDLuysWj8CUhmKcMMleT7h04NrT4MKFC7Fw4cKe1w0NDdixYwduvPFGXHvttW7tljwSpKFvZsgLLz+GAmgJ0jw4Xlq/wPq4c6eEQhLWzhuKnz76NoDupe4/39vdo7Ozqwv7Djgzzls5n9AlixqFujibnlPKoSWv5FnSiSvFytBZ7UnjU+N6USbfk4nOU+PUBILdfHT54hFo+7ody6fUGX/YpKQHuoOv5VnIqdXt3Bq+Z+Ue+7tvTtH8m5lnoCPHVmHG0DLctX2n+JcU2zc7Z2FCUErxN16W9swcWo7ifOfm/dFj5be6/YzJuO3ZD3DFkhGOp8cLyqCUlerxSVPqEA2HsOGuV1T/HqQGo6BSniO356E8f/5QHNdcg5rixGCq2k+lDEJV98vFPz7b62byutMiy5pqZ0O0Pimy+rHWfddNp7TWB2raCT95OqfUnj17UFwsvlQ7OW/ByO7VFU6YZL2LaiqTFzBZAqs1UOaRLw/d2QXsc2lFDNGliv2aU0p+93eiLilpvrAgRZ7wlBUaOxOgikuRkxMAdn+OioIc/M9pkzHfhaFNWtecvGLtWADapTwjSeYeRC87bDim6AwTjj8UySe+PXxMpepnc6JhzB/RHw02Vt0yW0zJH9qU17pow9O9q1pN7jX9DSrLR/NAD+fGs3A5TB1UihuWjbe1EpefnJjoXJIkDDo4fN/qNjKd1w1ZkiShtiQvedU5lc8q66Jqi1E4RX7URtlIe8qMxHMnUv/S6qFM3vBs3Mw777yD66+/XreX1P79+7F///6e121tbQCA9vZ2tLe3a30tZcSPwc9j+cHRo3Ds+CpMqS+2lY7OzsTeI51dXa4flxPb7+joDTBIsc7A5KvjJlQl5Q8zaQvKcZgVxHRny4bwH2hvR3uHubuS1jF1KK6Zjg6x/BeS1LepmU9iyT27rJzn3EgMowcUoL0zhuKcsO3fKiZLhySrcuhtNxZLLlc6OzrQIZucycs8ZHZfXV2JAc32DvfLya6u5HMThHuP32IqlfuuWCyw50R+rwJ6r4Xi3N4CqrOjHV0O1Jo7D5ZFdvNJl2J4amdHh6lewB2d+mViZ0cH2tsl/HrFeLz+zy8xvLIv8rMSy6Y+2RF8tb8D0wYVIyJ14cHVUzH08i26+9Usszs6hM5F/DPyY21vT/zugXaxxo0R/fNdy5MdnR2K1/bqQFa/u3xyjanv3nv2FKCrE+1d3qxO1YXglgtuiSh76FjMG12yek5Hh3F5kmnnWU97eztindp53I1zpbVNZVkOdAeH5J9fMrocD71aji1vfCq8Xb00JHxHtv9O2b2wsyO5HNUqp5WjHPYLxBKUz7ai9XTSJ3oOTQelNmzYgM2bN+t+5o033kBjY++wnJ07d2LhwoU49thjccYZZ2h+7+qrr8aVV16Z9P7DDz+MvDz7S78HxZYt+hUkLzz6jr3v/223BKC3cvzWWztw/7437W00SWL2vP/++21v8cOverf71BP/hyJfVjpOPK6rJ3bgnReehPIn0c8nzp8b9yUXN0FK9xF1El7/QkLh7tcQT+vLr76GUf1iMFNUah3Tjg8Tr5lXXn0FBZ+9rPhU8n7aDxzQPU/KfLLnQOJ2OtrbLZ/nUw92qHzwwQcsfb9bd1o6O3rT0fFlCPGOuupp6/7OZ59+Kvt793vPv/ACdv5LMvi+k3rPpdl9/b0t8fu7//W56+n94APtcxuEe49fPtvde17ivt6/P1BlkNzHewF53vlk166etF46FoiEgAcesHJdJpcxO97agfv39t6/reaTf/0r8Rw//vjj+OqrMET7HL3xxhu4f8/rmml9ZMsW5Mje+ux1JNkwGti1T0LHey/g/vfVt6MUP6+xzsS0PvPXv+Jj1RXY9e6/3X/761NP4h+yauvur43TkbwtZ738aeI96M0338T9X75hYguJ6TdTR4kryY5hgvQu7r//XeHvPvTQQ/CmY3v3fjs6OgJbLril89+Ka/exxyzVj9/7Eoifx8cefQyRkDKfpGLd1S3J5+LVLxKvUeXfndxvV2en5jZf35WcjvYDyffLvH3q6bWSVnk+6YwBDX3DqMyL4eGHH+5J86uvvZa0vyf/8he8rRIi2K249zy7dRu+fEu/kUT5bPvSSy8hsvNFs4dCCvv27RP6nOmg1Pnnn4+VK1fqfqahoXf57o8//hizZs3C1KlTcfPNN+t+7+KLL8a6det6Xre1taGmpgbz589HQUGB2aQGTnt7O7Zs2YJ58+YhGvVmFRG3dL38T/z3273jxocMGYpFs5xbAhQAznvm4YTXixYtsr3N1z5uw7WvPAsAWDBvDkpcnKhWi/K4li5JPC6RfOLGuXGbMs1AsNItT8n657rTOqxxOJa3DsT0GXsx7ydPi21H45jeeewdPPjRP3pejxw5CosUw2jVzlFOTjYWLZqZ9L5WPvnX3gO4/IX/63kdiUaxaNECobS7IX5MUVk6Jn21H5fc8xqOn1iD2cPKNL9TXl6BRYvGJbzXPGECdr2yC9i9C4D7eUj+m5jd1/YP/o3rXnuu53VBUREWLZrsWNrU/PXe1/DMp93z6MTTm073Hqt+98nzeLvt84T3otEsLFo0y6cU6Xvrky+x+eVnel5XVlZi0aIm29tVK2OGDh2GRTMabOeT23dtA9q+6Hk9Y+Ys/M+H2/HJf8TmHRnW2IhFsuHTyrQuWDAf+dnmO/irHbNc/Dq5cNsjgGxhi6mtrWiqLjTcnrxceCP6NnZ/dQCnHDkiaUjM25HX8bttHwmlxQ1fv7gTt/39tZ7Xw4Y1YtEh4nOZKI/bTB0lrrxfAQ47rMXUfhYuXOjJdAtrn30YXTFg1IB+WLRokuv7C5LZ7Z145bqnsfPfXwMA5s6dg/K+5uvHr+zcgx+/uhUAMGfOHDzx+KMJ+SQV665uUTsXuTs+wy/fVA+COHWu4vsNhcOadcMvtn6AP7yb2NEgNzcHixbNSHjvn0+/h3vff8tWWrXuO4sP6/7v1+2duPC5RwEAI0aMBBTpmjFjBgaVJQ/TVp7f8RMmYE5juW5aYq/swq/f7m0sHjt2LBY1qQ8RJ3HxkW9GTN/dy8rKUFaW/BChZufOnZg1axYmTJiAW2+9FSGD+Q+ys7ORnZ1cCEaj0bSqSKfD8UQiiVknGgm7fkxObD8mmzEvLzc7EL+DVhrM5JMgHIcVQU93F0KIRqOoLlZtLseY6kK8/NGehPe0jkkKJbbuhMNi10w4JOl+TplPchVFqKSTJi9JUu9xVPaL4tZTjIMzIZVjD0ciCQP9vTw2s/tSlpOxmPvplWRlnHJf6XDvsUprbqOgng9lukLhkGtpDYUSt201nyjPcSgcNjUnXjiUWCZKUuK8X9lZWYg6uER6nOY9OBIROg/yz2xYpD3R9fePaTIMSrmZHyPhxPLIbp6ykk8iFvYZjUYR9SAodf950/Grp9/DeXOHBLZccEs0GsWmJaNwxn8/DwDIslgGZCnKkfh/9eq51K37PGk/lrtxrrS2Oao6eQ63sKRSHwupl8dW0qqVTzplPfjC4eT9RaPq5fQ3D2nAzX/pbQiWQsZ17kgknPSaedQ+0XPoWim/c+dOzJw5E7W1tbj22mvx2WefYdeuXdi1a5dbuyQfhTxaGtQu+aSBWRaXuafM0XlwXLvWc9WkgeILN6ycOhBlspZH0ZlW7E507ve01wNLuvtVzxmu30KlrvdYpg8pRUl+FloHl3i6wtzvz2rBkPI+uP0M8z2clMUiV9/zj9p5GRDg5duVV72bd1i3Vt8TWe0o4fsGf/d60tl0n+TWj7LCSlXRq9+hsX8Bvn/MGFQWBrdc8IrVKr18sv90v37SWfPAYlx22PCE99Se87xYCTlhVVOVQksrm120sBF/Pndaz2uRlQxTdWX5dOHaROdbtmzBO++8g3feeQfV1dUJfzMz8SWlBitLP/uhXdY1X7kELpFSfD5tJ7J3cX4Wtl48Bw2XHBxrL1gO5maZ6xkQCQfrWrzjzBY89NouHD2+2vjDOv771Eno7IohEg55UhGKmziwGFvWzTD+oApluWj2IZ3cM6gsHzecON7vZGhKWg3JxXusU7lSuZ3+hTmmyk6jItHJekZWJIQDHcmT+ZK73MzHZI/82czqtZYQlLKdoswjEjhxitHvs3BUf1z1v71zzvn1nGe0W60yJRySMFo2/FqkUZDFk79ceypfuXIlYrGY6v8o9SkvXLc7Sh07wd4DbdwB2apd4RTp3UX+ifeUkt+MV8nmTjNbmslbmkS/+7MTzD04RxXDpP3O5RUFOTi5ZSD6WJgLRk6SJEQOBpJT5TaiLCc3LRnp+j7zsp0f3pSOblkxEXUlyfNQBIXy/uT3dWzW85fNRV5WBEMq1Ic+qzEKNjt5yy7IMR5OkG6t5k4Wm8XZ1rZmqaeUpT2RWfJf1GoAIlUaqIPKi5jUGdO755G77HDtocZq/HpmSugppfp3se10CVQcmXv9xa4iZElE8eDr5o1o5rAyXLN0jCPb6uhMkadZCoR4y4pW7o7FgO8cOcqx/Slv+o+sm4ERVeYWeQiFJCxpqnIsTX7SKlbG1RZ5mg6r5OXi/10wE1MaSlzf57dmD8G42iJ89yjn8mU6UAY8gv7spByG61Z6+xfkYPmUOmc2JjvFpQcXEfnOEaNw2GixiWKVzwzKQ3b7gTfoeSIoCnIiuHCM9tL1ehi0SBEWf6YC2fKY7BVnnkjgxK5LFg3HsxfPMSz3k3vrJn/GiwZC+W7V9ifaeJBjYT5C5mFvuTZ8j9KbssLsZkWjICfqWMHQ3snu+iQuvtKTPH/Lb4AxxLB8Sh1mDCnD6f+9DadPb0jahhlhSUKn7MnOara/7oRxmDqoBJff+xp+vmyCrTQF0cqp9ciOhNE62P0gjx3y3y876k0bUHF+Fu4+p9WTfZF7vGqVfubi2a5WvIvzs/C9o0bjf1/5p+1tOZnM/Owwdn/l3f6CyOrIhabqQuRGvrb0XSt1RT4YekOeHawWP+UFObjqyFHIiYYNy7Bfn5pZKxyK8GI0kSRJ6F+YY/w5xWu1a1cttbMNVrgzS75btf0ZFQ+XHTYcL37wb8wdXmF+36a/QXYwKEWWKOetcbP+7GQRXZSX5eDWKF1tPmY0Hnh1F1ZOHQjA+KZXW5KHh9eam3dItcVHsR87l9Xxk2qxdEJ1z5C3dJIVCWHFwd8myLSCmURG3Bq+t3r2YFz32Du923XwgV9z+J3gLoweyJxM65q5Q3D71g+Ee3GRMxhfCjL7c0oBwEkHe+C0t7drfubaY5swY6jYSu6ZJMjt5iLPeYtG98e1xzY5ul+75b7dxmLyDoNSZIlyknA3W3Wd7M46paEYq2cPxtD+4vNcUOb5xsRafGNibc9rrZuinayZo9JzJulB1ObNONUDUqn+/CL/+fgw5q9UmYcszumyIG7d/GEIhST85JG3HdmeCL2kZ4VDPXM9ZkUU8+FJkms/XF1JPn5/1tTE/aV8iWOO1VNr5xex1FPKxv5IXFdCTyl3zzrnF1bnxfA9UclzB6v0lFIkd/qQMuRluRdaUF19z8Gs2q6Y1GuMbKJ0ch+DUmSJssKstlSoYxwsoyVJwrr5w5zbIGU0KxWriw9txNN//xeOHDcg6W9h5Rh+yymjIEjsKUUkLmlOKQe3XZLvTo9hreJQL+3Z0RBWzxmMLa9/gmWTtec4KXY4zRUFAsNX0vyitVq1svPcbKUBM91/h6CQ/6485/4IVFBKUXKrXbvK3rF+JN/JHrR79h3o+feDa6YHejGUdMSgFFkSTRq+lxo9pYicVCEwLl/pzBmDcOaMQap/Sxq+l+EVw1Q//oQ6XIofS7oJ+m3Fzd7HXh+60UPDubOH4NzZQ3Q/8+zFcxxLz8qpAzGgKNeRbfXNSZ1qtFO9U4xWSdRjpUznnFLeiDk0fI+sC/LzjkhPKTtlg1VO5tQv9vUOOW3sb26RIbIvtcd2kG/CSavv+ZQQIo9JEnDLimYcP7EGp7bWO7pt5XC7TBtOopTqxy8l9JRK7WNJdcGt6qtza/iem7TOsW7KBX8Y5dA+OzYtGSn0OZFr9u5zphp+JqjcfP6988wW1fcZ7AguJyY6F96Xu5tPWV0BmlMqefie8XfcjqmJzMVqx4GOAP0AGYhBKbLEy9X3AtxwQDac3OLQMuQ+mDO8At8/ZoylJWb1sMKeXhI6SvGnJROSg1LObdvre6pe2vWSEvRL5uqjR2Nwuf35KUcP6J63ZHxtke1tmWG5V4PA1ybVF6uudsUGzOCS/6yu10VYr1el7CnVUNY9fMypnp1m5EQS67ciDSNu/6xqZZaTDX4rpg5EQ2k+1i/gNC9+SJ1+xxQoyavvcfgemXOlYGt1JlHOS85ARvrgTxksQb+rRELKXpPBZ2V4WJAnPDYqf0dVOTMJ7pq5QyBJQPPAYke2p8Xr3nZqASg2vASX/Fp0PyYV3OveT8rnnfkj+mPeiAoMqejjeVryshODUiJDyv0oz53Mq2V9s/HYBTOd2yCZwqAUWaKsMIdc7HPHW1d6SoXhKF5jhT1Rqp+OhOF7qX4waSbIwRDA3R4lbh271la7dHbXOrjUlbRYIXqJPrz2EOz84j8Y7dDKTJFwCDOGljmyLS/0E5x0Xu0hluVganD7dwp48eubgpxowuvmun6YUNfPl7QoV1lXuycp7yW+THTu/S7JJQxKkSVeTnQe9IcHyixu3gCV11Gm199T/dLnPOcBkmJ5SflQmAplwaGj+uPFD/6dNNQkS9kF9KCjxw3A5YtHaG7P72PW2v/Qir4YWmF/2F6cV3Ucuw+Qvzy5Gb959n1ceugwbHvyI8PPq9ULOXwvuLy8306sd7dXYKqaP7I/vtFcg9K+WRhTXYQ5w8v9TlIPkee8nKi7swKp5lGWKWmDQSmyRNkCxjmliOxLxcmN3dTemdqTTsp/vgz/KQMn1W4rTs6b4daxn9paj/rSPklzI2VFQvjj2VNxzI1/TXj/nFmDUJQn1uvGD14tTuBXXjS733kjKjBvRAXa29uNPwz1Ms/NVSXJHi+G1L10+Tzs/uoABpV5PxwtyOILOYRDEjYvHeNzatQZrb43fUgpjhw3wNU0qOVQjjBIHwxKkSUl+dkJr9Np+WoivyQFpXxKR1B83dHpdxIcw9X3yI6lzdWObcuthp5IOIR5I5IntwaACXX9MKKyAK//s831dFjFK9RZavVCPkAGlxfXY1FeVqAD0X75vxSYx2hMjf5w5f85bbLraVBdfc/1vZJXuPoeWZKbFcYj62b0vHazolFRkOPatomCRFmHz/T6+/72FO8pJa8uZfhvSdatXzAME12eBNsLbs496Ya079TjchRCrV6Y6fe0IAtakDjdnZW0HjQAABfQSURBVDNzECQJuH/1dFT5sLqeiP9dPQ0nt9Rh7dyhWDNnaNLfg5BlMn1EQTphTymybHB5b/dbNypvt54yEX944SNctJBLc6aDW0+ZiFNu3eZ3MgItuadUZt9sU72nFIfvBVcqPYD1T5OGGbONV31zovh87wGXUmMs3a9Zty8BtfPHnlLBlUJFYlq4cGEj1s4bmjSheJCMrCrEt4/Q7iHl9X1UbYgpS5T0EdwrgVKKGxWNWcPKccOJ49Ouq292JDMvu1nDgjNhoy0uVqrT5hw55OtU7ynFjlLkgE6Ha/5+PXwqW7SN0nHryokYXN4Ht66c6F6idHl01aZpNIATnaeWrlSK1KeJIAekUgXj3OmDVwM5ItW65fvprnOm+p0EssPFitvaeUOxes6QnteZfrPdn+I9pSg4vJjE1y1Or87m14q2ZgMSTTVFeGTdDMxq9CdY71UAxau86fWvrnb+2FMqwFK3iKQMoT6nFMuUdMFQAjmCFQ1xI6sKce2xTX4ngwIoJxrGssm1Pa8z/aqq6ZfndxJskfcMYX3fX9+aPUTxTur8IuNq+/mdBEcEvZ6g7MmV7nOVuB2bVJvoPN3PaSpL5cA9+SMQeYZFStpgUIockZ/N6ckoQ7hcqU7YfIbebO9Z1YolTVX4QYoHb+U/H0dG+OuQoWXYduncntep8Hs8d8kc3PetaRha0dfR7U4dVOro9kQpi7Og/wbpXvy6/UCpFoDiaKXgCvr1SMHj+ZxSKjtknDt9MJJAtly0sBHv7v4KzXXp0ZLrFZahpEXemyBTuyWPrSnCdSeM8zsZtrGyFCzF+b3zE6bC81d5QQ7KXZjkfERVAR44b7rnK9sqe0oFopVdR9B7dgVdWHVOKZ5TInIOS5T0waAU2XL2zEF+JyEjHT+xBr/b9qHfychIbt8AEzpK8W6bPoL9/J0ReDn1Gl5Z4Pk+leVZ0HpmKPOHV+WvV+fB655qanNKcfhecAXscqQU4HWeUZ1TimVK2mBHWqIUdPXRo/HcJXNw1oxB+P1ZLX4nJ6O4fROWtyQH7aGNzOknWzk0NyvsY0oISAwy9OGQc89tWjIy0KvPKovbdH/Wcf1ephKVmtJQ7PJeySquvkepKM2L6YzCWhmRD+xWdiVJQnlBDjYc2uhMgigw5HnDr1WyyBk50TCeumgWQpKErAA/jGcKSZLww2Ob8NX+DlQV5fqdnIwzvLIAr125AIMvfcDT/eZGw/hPu/mVPL1qgfeqmPf6blLaJzvh9U++MRZLmqo8TgWJYnWDTPM406jtLd0bDzIJa8lERCa4P3yPd9h0Ut0vjwGQADlmQjVWTB3odzIyVkQ207VXzzNPXTRL6HNJw/ecT0qguH3+T22tR9+c3rbvI8ZWcahNgDEmRWYFYvhe2pfUmYNBKSKigGIlkYjSlTxg4aaSPtk9CyeY6anj1aTcY6oLPdmPktsTzedmhfGDpb0rqDIgFXDsKkUmFeREPd2fWpnFYiV9cPgekQ9YiJKmhOF7/iWDiMgN1xwzBv/+zwHUFOd5ts8lTVUYX1uEqkLxXote3Kef3jDblRUW1dT08+58x004uDJzUZ63D69kXnaE8x6SOctb6rD13X9hdmOFb2ng81T6YFCKiChAeIMlonR23MQaX/ZbbRCUSZro3L2k9Bjg4dDelkEl+PYRI3H5va95ts+yvtl4/rK5XFggBSwZW4U/bv8IrYNL/U4KpYicaBj/tWKiZ/uLxYAL5g/FtQ+/1fMeh++lD1eH7y1ZsgS1tbXIyclBZWUlli9fjo8//tjNXRKlBBaiJMLt4RVERNRNufpYOg43O7llYO8Lj24vpX2ykRNlL5ygy4mGcceZLVg9Z4jfSSHStGrWYFyzdEzP6zQspjOWq0GpWbNm4c4778SOHTvwxz/+EX//+9+xdOlSN3dJlBL65WcZf4gCKTfL3cp1WHaHZfCSiMgbyUEpnxLiETZ5EFEqiaG7saC+NL/nvTQvpjOKq/1p165d2/Pvuro6bNiwAUceeSTa29sRjXJ8OWWuQ4aU4vRp9RheWeB3UkjQxYc2Ysvrn2D5lDpX95OfHcGSpirs7+hERUG28ReIiMi2rq7E115NdE5ERAJUJlpNxx6tmcqzQd6ff/45brvtNkydOpUBKcp4kiThssNH+J0Mzx09fgDu2r4Tx4yv9jsppp05YxDOnDHIk33FV4oiIiJvdCp7SvmUDq/EuJIGEaWQeIklL7rSvZzOJK4HpS666CL87Gc/w759+zBlyhTcd999mp/dv38/9u/f3/O6ra0NANDe3o729na3k+q6+DGkw7GQe9I5n3z78EYsHt0fE+uK0vL4vJTO+YScxbxCIjI9n3R2JQZpOjo60N7u7iOPn+e6s7PL0v69zieZmh9TXaaXJyTGTD4p75OF9vZ2dHR09LzX0dHO3lIBJ1oGSDGTTSUbNmzA5s2bdT/zxhtvoLGxEQCwe/dufP7553j//fdx5ZVXorCwEPfdd59qBtq0aROuvPLKpPdvv/125OV5v5QtEREREaW/855JbKe9emIH8hxuulXu46ctHRqfdE88DcsHd6K5LHi9pYJwjogoOF77QsJbeyQsqetCWAL+3gZc91p3OcHyIfj27duHE088EXv27EFBgfa0NaaDUp999hn+9a9/6X6moaEBWVnJEzl/9NFHqKmpwV//+le0tLQk/V2tp1RNTQ12796texCpor29HVu2bMG8efM4hJE0MZ+QCOYTEsW8QiIyPZ8M2fhwwuvtl85C3xxnz4NyH29/Z76j2xexY9eXeOmjPTh2/ACEQuZ7GLidT4Jwjsi+TC9PSIyVfPLce59j2S3PA2D5kAra2tpQWlpqGJQy3QZUVlaGsrIyS4nqOjiLpDzwJJednY3s7OSJfaPRaFoVaOl2POQO5hMSwXxCophXSATzSTc3zsN3jxqFS+9+NWEfXhtVU4xRNcW2t+NVPmFeTG0sT0iEmXwSCfeGL5i3gk/4d3UrAVu3bsW2bdswbdo09OvXD3//+9+xceNGDBo0SLWXFBERERFRELix+t6yyXV45aM9+N22Dx3fNhERUaoKubXhvLw83HXXXZgzZw6GDRuG0047DWPGjMETTzyh2huKiIiIiCgI3Jo7l4ve6bvvW9P8TgIRBRiL0PTkWk+p0aNH47HHHnNr80RERERErnCjpxQZGzWgEIubqvDnv33sd1KIKIAY2E9PrvWUIiIiIiKiXjG28xMRESVgUIqIiIiISIbD9/xjcmFwIiJKcQxKERERERHJcPgeEVHwsLdpemJQioiIiIhIhiEpIiIibzAoRUREREQkI7nUU4pt/MZ4johIS2mfbL+TQC5wbfU9IiIiIqJUFGJXKSKiwBla0RdXLB6B/gU5fieFHMSgFBERERGRjGs9pdgNiIjIllNa6/1OAjmMw/eIiIiIiCgYGLgjIsooDEoREREREREREZHnGJQiIiIioox2zdIxnuyHy5kTERElYlCKiIiIiDLacc01+OGxTa7v59SDc6EsHNnf9X2lKgbuiIgyCyc6JyIiIqKMFwm7v+TeqAGFeHnTfPTNZhVcCyeDJyLKLLwjEhERERF5pCAn6ncSiIiIAoPD94iIiIiIKBDYU4qIKLMwKEVERERERERERJ5jUIqIiIiIMh576BAREXmPQSkiIiIiynhc9S0Y+DsQEWUWBqWIiIiIKOOxpxQREZH3GJQiIiIiIiIiIiLPMShFRERERESBwB5rRESZhUEpIiIiIsp4DIYQERF5j0EpIiIiIsp4jEkRERF5j0EpIiIiIiIKBAYHiYgyC4NSRERERJTxYhy/Fwj8GYiIMguDUkREREREFBCMShERZRIGpYiIiIgo4zEUQkRE5D0GpYiIiIgo480fUYFISELr4BK/k0JERJQxPAlK7d+/H2PHjoUkSXjppZe82CURERERkbCivCy89u0F+M1pk/1OSkbjnFJERJnFk6DUhRdeiKqqKi92RURERERkSXYkDEmS/E4GERFRxnA9KPXAAw/g4YcfxrXXXuv2roiIiIiIKIWNGlDodxKIiMhDETc3/sknn+CMM87APffcg7y8PMPP79+/H/v37+953dbWBgBob29He3u7a+n0SvwY0uFYyD3MJySC+YREMa+QCOYTEuFFPjmjtRZhKYZZw8qYH1MUyxMSwXyS/kR/WykWc2fkdiwWw6JFi9Da2orLLrsM7733Hurr6/Hiiy9i7Nixqt/ZtGkTrrzyyqT3b7/9dqGgFhERERERERER+Wvfvn048cQTsWfPHhQUFGh+znRQasOGDdi8ebPuZ9544w08/PDDuPPOO/HEE08gHA4LBaXUekrV1NRg9+7dugeRKtrb27FlyxbMmzcP0WjU7+RQQDGfkAjmExLFvEIimE9IBPMJiWA+IRHMJ+mvra0NpaWlhkEp08P3zj//fKxcuVL3Mw0NDXjsscfwzDPPIDs7O+Fvzc3NWLZsGX79618nfS87Ozvp8wAQjUbTKqOm2/GQO5hPSATzCYliXiERzCckgvmERDCfkAjmk/Ql+ruaDkqVlZWhrKzM8HPXXXcdrrrqqp7XH3/8MRYsWIA77rgDkydzqV0iIiIiIiIiokzm2kTntbW1Ca/79OkDABg0aBCqq6vd2i0REREREREREaWAkN8JICIiIiIiIiKizONaTymlgQMHwqWF/oiIiIiIiIiIKMWwpxQREREREREREXmOQSkiIiIiIiIiIvIcg1JEREREREREROQ5BqWIiIiIiIiIiMhzDEoREREREREREZHnPFt9z4r4an1tbW0+p8QZ7e3t2LdvH9ra2hCNRv1ODgUU8wmJYD4hUcwrJIL5hEQwn5AI5hMSwXyS/uJxnHhcR0ugg1JffvklAKCmpsbnlBARERERERERkRlffvklCgsLNf8uxYzCVj7q6urCxx9/jL59+0KSJL+TY1tbWxtqamrw4YcfoqCgwO/kUEAxn5AI5hMSxbxCIphPSATzCYlgPiERzCfpLxaL4csvv0RVVRVCIe2ZowLdUyoUCqG6utrvZDiuoKCAFx4ZYj4hEcwnJIp5hUQwn5AI5hMSwXxCIphP0pteD6k4TnRORERERERERESeY1CKiIiIiIiIiIg8x6CUh7Kzs3HFFVcgOzvb76RQgDGfkAjmExLFvEIimE9IBPMJiWA+IRHMJxQX6InOiYiIiIiIiIgoPbGnFBEREREREREReY5BKSIiIiIiIiIi8hyDUkRERERERERE5DkGpYiIiIiIiIiIyHMMSnnohhtuwMCBA5GTk4PJkyfjueee8ztJFCBXX301Jk6ciL59+6K8vBxHHnkkduzY4XeyKOC+//3vQ5IkrFmzxu+kUMDs3LkTJ510EkpKSpCbm4vRo0fj+eef9ztZFCCdnZ3YuHEj6uvrkZubi0GDBuE73/kOuAYO/eUvf8HixYtRVVUFSZJwzz33JPw9Fovh8ssvR2VlJXJzczF37ly8/fbb/iSWfKOXT9rb23HRRRdh9OjRyM/PR1VVFU4++WR8/PHH/iWYfGFUnsidddZZkCQJP/nJTzxLH/mPQSmP3HHHHVi3bh2uuOIKbN++HU1NTViwYAE+/fRTv5NGAfHEE09g1apVePbZZ7Flyxa0t7dj/vz52Lt3r99Jo4Datm0bfvGLX2DMmDF+J4UC5osvvkBrayui0SgeeOABvP766/jhD3+Ifv36+Z00CpDNmzfjxhtvxM9+9jO88cYb2Lx5M6655hpcf/31fieNfLZ37140NTXhhhtuUP37Nddcg+uuuw433XQTtm7divz8fCxYsABff/21xyklP+nlk3379mH79u3YuHEjtm/fjrvuugs7duzAkiVLfEgp+cmoPIm7++678eyzz6KqqsqjlFFQSDE2h3li8uTJmDhxIn72s58BALq6ulBTU4Nvfetb2LBhg8+poyD67LPPUF5ejieeeAKHHHKI38mhgPnqq68wfvx4/PznP8dVV12FsWPHslWJemzYsAFPP/00nnzySb+TQgF2+OGHo6KiArfcckvPe8cccwxyc3Pxm9/8xseUUZBIkoS7774bRx55JIDuXlJVVVU4//zzccEFFwAA9uzZg4qKCvzqV7/C8ccf72NqyS/KfKJm27ZtmDRpEt5//33U1tZ6lzgKDK18snPnTkyePBkPPfQQDjvsMKxZs4ajADIIe0p54MCBA3jhhRcwd+7cnvdCoRDmzp2LZ555xseUUZDt2bMHAFBcXOxzSiiIVq1ahcMOOyyhXCGK+9Of/oTm5mYce+yxKC8vx7hx4/DLX/7S72RRwEydOhWPPvoo3nrrLQDA3/72Nzz11FM49NBDfU4ZBdm7776LXbt2Jdx/CgsLMXnyZNZrSdeePXsgSRKKior8TgoFSFdXF5YvX47169dj5MiRfieHfBDxOwGZYPfu3ejs7ERFRUXC+xUVFXjzzTd9ShUFWVdXF9asWYPW1laMGjXK7+RQwPzud7/D9u3bsW3bNr+TQgH1j3/8AzfeeCPWrVuHSy65BNu2bcPq1auRlZWFFStW+J08CogNGzagra0NjY2NCIfD6OzsxHe/+10sW7bM76RRgO3atQsAVOu18b8RKX399de46KKLcMIJJ6CgoMDv5FCAbN68GZFIBKtXr/Y7KeQTBqWIAmjVqlV49dVX8dRTT/mdFAqYDz/8EOeddx62bNmCnJwcv5NDAdXV1YXm5mZ873vfAwCMGzcOr776Km666SYGpajHnXfeidtuuw233347Ro4ciZdeeglr1qxBVVUV8wkROaa9vR3HHXccYrEYbrzxRr+TQwHywgsv4Kc//Sm2b98OSZL8Tg75hMP3PFBaWopwOIxPPvkk4f1PPvkE/fv39ylVFFTnnnsu7rvvPjz++OOorq72OzkUMC+88AI+/fRTjB8/HpFIBJFIBE888QSuu+46RCIRdHZ2+p1ECoDKykqMGDEi4b3hw4fjgw8+8ClFFETr16/Hhg0bcPzxx2P06NFYvnw51q5di6uvvtrvpFGAxeuurNeSiHhA6v3338eWLVvYS4oSPPnkk/j0009RW1vbU699//33cf7552PgwIF+J488wqCUB7KysjBhwgQ8+uijPe91dXXh0UcfRUtLi48poyCJxWI499xzcffdd+Oxxx5DfX2930miAJozZw5eeeUVvPTSSz3/a25uxrJly/DSSy8hHA77nUQKgNbWVuzYsSPhvbfeegt1dXU+pYiCaN++fQiFEquC4XAYXV1dPqWIUkF9fT369++fUK9ta2vD1q1bWa+lBPGA1Ntvv41HHnkEJSUlfieJAmb58uV4+eWXE+q1VVVVWL9+PR566CG/k0ce4fA9j6xbtw4rVqxAc3MzJk2ahJ/85CfYu3cvTjnlFL+TRgGxatUq3H777bj33nvRt2/fnnkZCgsLkZub63PqKCj69u2bNM9Yfn4+SkpKOP8Y9Vi7di2mTp2K733vezjuuOPw3HPP4eabb8bNN9/sd9IoQBYvXozvfve7qK2txciRI/Hiiy/iRz/6EU499VS/k0Y+++qrr/DOO+/0vH733Xfx0ksvobi4GLW1tVizZg2uuuoqDBkyBPX19di4cSOqqqp0V16j9KOXTyorK7F06VJs374d9913Hzo7O3vqtsXFxcjKyvIr2eQxo/JEGayMRqPo378/hg0b5nVSyS8x8sz1118fq62tjWVlZcUmTZoUe/bZZ/1OEgUIANX/3XrrrX4njQJuxowZsfPOO8/vZFDA/PnPf46NGjUqlp2dHWtsbIzdfPPNfieJAqatrS123nnnxWpra2M5OTmxhoaG2KWXXhrbv3+/30kjnz3++OOqdZIVK1bEYrFYrKurK7Zx48ZYRUVFLDs7OzZnzpzYjh07/E00eU4vn7z77ruaddvHH3/c76STh4zKE6W6urrYj3/8Y0/TSP6SYrFYzKP4FxEREREREREREQDOKUVERERERERERD5gUIqIiIiIiIiIiDzHoBQREREREREREXmOQSkiIiIiIiIiIvIcg1JEREREREREROQ5BqWIiIiIiIiIiMhzDEoREREREREREZHnGJQiIiIiIiIiIiLPMShFRERERERERESeY1CKiIiIiIiIiIg8x6AUERERERERERF5jkEpIiIiIiIiIiLy3P8HX+cBDIHWcSgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Chargement et affichage des différents signaux à notre disposition\n",
    "\n",
    "fe = 250 # Fréquence d'échantillonnage\n",
    "\n",
    "### MOTIF ###\n",
    "\n",
    "motif = np.load(\"ecgs/motif.npy\")\n",
    "N_motif = len(motif) # Nombre de points du motif\n",
    "t_motif = np.arange(0,N_motif/fe, 1/fe) # Axe temporel du motif\n",
    "\n",
    "plt.figure()\n",
    "plt.plot(t_motif, motif)\n",
    "plt.title(\"Motif du battement de coeur\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "### ECG PROPRE ###\n",
    "ecg_clean = np.load(\"ecgs/ecg_clean.npy\")\n",
    "N_ecg_clean = len(ecg_clean) # Nombre de points de l'ECG propre\n",
    "t_ecg_clean = np.arange(0,N_ecg_clean/fe, 1/fe) # Axe temporel de l'ECG propre\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(t_ecg_clean, ecg_clean)\n",
    "plt.title(\"ECG propre\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "### ECG BRUITE ###\n",
    "ecg_noisy = np.load(\"ecgs/ecg_noisy.npy\")\n",
    "N_ecg_noisy = len(ecg_noisy) # Nombre de points de l'ECG bruité\n",
    "t_ecg_noisy = np.arange(0,N_ecg_noisy/fe, 1/fe) # Axe temporel de l'ECG bruité\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(t_ecg_noisy, ecg_noisy)\n",
    "plt.title(\"ECG bruité\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d98bf6e",
   "metadata": {},
   "source": [
    "#### A FAIRE\n",
    "\n",
    "**1)** Calculez le BPM sur l'ECG de bonne qualité ***ecg_clean.npy***\n",
    "\n",
    "**2)** Traitez l'ECG bruité ***ecg_noisy.npy*** et calculez le BPM \n",
    "\n",
    "*Note : Avec le temps imparti, vous n'arriverez pas totalement au bout de l'exercice. Commencez à implémenter ce que vous pouvez et décrivez dans la partie analyse critique ce qu'il faudrait implémenter/corriger pour arriver au but voulu*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f57e4e47",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "499efe92",
   "metadata": {},
   "source": [
    "**Présentation du protocole et implémentation pour détecter le BPM sur l'ECG bruité :**\n",
    "\n",
    "*Expliquez par étape ce que vous faites avec des commentaires dans le code et/ou des cellules markdown entre différences cellules de code*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17319138",
   "metadata": {},
   "source": [
    "On a affiché les 3 matrices à notre disposition précédemment sur le notebook. On remarque que sur l'ECG propre, on remarque bien les différents battements. Sur l'ECG bruité en revanche, on remarque difficilement les battements, mais on constate un bruit basse-fréquence (le signal est en vaguelettes). \n",
    "\n",
    "On va maintenant zoomer sur une partie des ECG pour mieux visualiser localement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "13541bce",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Affichage d'une partie zoomée de l'ECG propre\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(t_ecg_clean[600:800], ecg_clean[600:800])\n",
    "plt.title(\"Zoom sur l'ECG propre\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "919d5a36",
   "metadata": {},
   "source": [
    "Le battement sur le zoom de l'ECG propre correspond bien au motif qu'on cherche. On va faire de même sur l'ECG bruité afin d'identifier les problèmes qu'il comporte."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "997be90b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Affichage d'une partie zoomée de l'ECG bruité\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(t_ecg_noisy[600:800], ecg_noisy[600:800])\n",
    "plt.title(\"Zoom sur l'ECG bruité\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64f8099d",
   "metadata": {},
   "source": [
    "Sur la partie zoomée, on remarque du bruit à haute fréquence (sous forme de sinusoïdes), mais toujours aucun battement vraiment visible.\n",
    "\n",
    "On sait donc que l'ECG bruité comporte un bruit basse-fréquence et un bruit haute-fréquence, sauf qu'on ne connaît pas les fréquences en question. On va donc calculer les transformées de Fourier des 2 ECG et analyser leurs spectres d'amplitudes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d9fbc5c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Transformées de Fourier des ECG\n",
    "fft_ecg_noisy = np.fft.rfft(ecg_noisy)\n",
    "freqs_ecg_noisy = np.fft.rfftfreq(N_ecg_noisy,1/fe)\n",
    "amp_ecg_noisy = np.abs(fft_ecg_noisy)*2/N_ecg_noisy\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(freqs_ecg_noisy, amp_ecg_noisy)\n",
    "plt.title(\"Spectre d'amplitude de l'ECG bruité\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "fft_ecg_clean = np.fft.rfft(ecg_clean)\n",
    "freqs_ecg_clean = np.fft.rfftfreq(N_ecg_clean,1/fe)\n",
    "amp_ecg_clean = np.abs(fft_ecg_clean)*2/N_ecg_clean\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(freqs_ecg_clean, amp_ecg_clean)\n",
    "plt.title(\"Spectre d'amplitude de l'ECG propre\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f026d4fc",
   "metadata": {},
   "source": [
    "Sur le premier spectre d'amplitude, on remarque 1 grand pic de forte amplitude (~0.5). On a une zone également entre 40 et 60 Hz avec des pics d'amplitudes moyennes (>0.1) Sur le deuxième spectre, on remarque en revanche une multitude de pics de très faible amplitude (<0.01). On peut donc suggérer que tous les pics forts et moyens (> 0.1) sur le spectre de l'ECG bruité correspondent aux bruits haute fréquence et basse fréquence. Pour pouvoir les filtrer, il faut d'abord identifier la position des pics (leurs fréquences):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b6200b26",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Position des peaks dans amp_ecg_clean : [  3 606 613 620 624 630 632 635 640 643 646 649 651 657 659 662 665 673\n",
      " 675 679 684 686 689 691 694 697 699 701 706 709 711 713 715 718 720 723\n",
      " 725 733 737 741 743 746 749 751 756 759 762 765 768 771 778 782 784 786\n",
      " 790 793 796 800 802 804 807 809 813 815 818 820 823 825 827 830 832 837\n",
      " 839 841 844 854 857 859 862 866 869 882 897 905]\n",
      "Fréquences à forte amplitudes (Hz) : [ 0.2        40.4        40.86666667 41.33333333 41.6        42.\n",
      " 42.13333333 42.33333333 42.66666667 42.86666667 43.06666667 43.26666667\n",
      " 43.4        43.8        43.93333333 44.13333333 44.33333333 44.86666667\n",
      " 45.         45.26666667 45.6        45.73333333 45.93333333 46.06666667\n",
      " 46.26666667 46.46666667 46.6        46.73333333 47.06666667 47.26666667\n",
      " 47.4        47.53333333 47.66666667 47.86666667 48.         48.2\n",
      " 48.33333333 48.86666667 49.13333333 49.4        49.53333333 49.73333333\n",
      " 49.93333333 50.06666667 50.4        50.6        50.8        51.\n",
      " 51.2        51.4        51.86666667 52.13333333 52.26666667 52.4\n",
      " 52.66666667 52.86666667 53.06666667 53.33333333 53.46666667 53.6\n",
      " 53.8        53.93333333 54.2        54.33333333 54.53333333 54.66666667\n",
      " 54.86666667 55.         55.13333333 55.33333333 55.46666667 55.8\n",
      " 55.93333333 56.06666667 56.26666667 56.93333333 57.13333333 57.26666667\n",
      " 57.46666667 57.73333333 57.93333333 58.8        59.8        60.33333333]\n"
     ]
    }
   ],
   "source": [
    "# Détection des pics sur le spectre d'amplitude de l'ECG bruité\n",
    "from scipy.signal import find_peaks\n",
    "peaks,_ = find_peaks(amp_ecg_noisy, height=0.07) # On identifie les pics ayant une amplitude supérieure de 0.07\n",
    "print(f\"Position des peaks dans amp_ecg_clean : {peaks}\")\n",
    "freqs_peaks = freqs_ecg_noisy[peaks]\n",
    "print(f\"Fréquences à forte amplitudes (Hz) : {freqs_peaks}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "454ff457",
   "metadata": {},
   "source": [
    "Le grand pic en basse fréquence est à 0.2 Hz précisément. Les autres pics moyens se situent ensuite entre 40 et 61 Hz.\n",
    "\n",
    "On va donc effectuer un filtrage pour enlever ces pics, puis repasser en temporel via FFT inverse pour vérifier si on a un signal corrigé :"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fac9e0c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Filtrage du signal bruité\n",
    "\n",
    "fft_ecg_noisy[freqs_ecg_noisy<1] = 0 # Filtrage passe-haut à 1 Hz\n",
    "fft_ecg_noisy[np.logical_and(freqs_ecg_noisy>=40,freqs_ecg_noisy<=61)] = 0 # Filtrage coupe-bande à 40-60 Hz\n",
    "\n",
    "# Affichage du spectre d'amplitude après filtrage\n",
    "amp_ecg_noisy = np.abs(fft_ecg_noisy)*2/N_ecg_noisy\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(freqs_ecg_noisy, amp_ecg_noisy)\n",
    "plt.title(\"Spectre d'amplitude de l'ECG bruité filtré\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# FFT inverse et affichage pour vérifier le résultat\n",
    "ecg_noisy_filtered = np.fft.irfft(fft_ecg_noisy)\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(t_ecg_noisy, ecg_noisy_filtered)\n",
    "plt.title(\"ECG bruité après filtrage\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34b633be",
   "metadata": {},
   "source": [
    "Le filtrage a été assez efficace, puisqu'on distingue enfin les battements de coeur très nettement. On pourrait améliorer le filtrage en haute fréquence, mais ça ira bien pour l'instant."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6acb5ee0",
   "metadata": {},
   "source": [
    "Pour détecter les battements de coeur, on veut détecter avant tout le **motif**, et pour cela, la corrélation paraît être l'outil le plus adapté. On va donc utiliser la fonction **ZNCC** du fichier utils.py pour faire une Zero-Normalised Cross Correlation et afficher le résultat obtenu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4f5a57c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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+x7W1tbbvFXHo0CEsWLAAN954Y/h7qKysRFVVFUaMGIH8/HwcOHCAe829997L5bm65JJLEAgEsG/fPtufe88993CeYHPnzkV1dTVuvvnmsAyVlZXweDwYOnQoFi5cGNdztbd/6txxxx1cMv2hQ4eGE9GzDB06FMXFxfD7/QDiH3uJpi3fazJ46qmnMHfuXNM/fYzG09/1e0VeTZdffjmOO+648L+JEycm8CniIzMzEyNHjuSuff755zjttNMwcOBArn9fccUVABB3/1YoFApFaqHC9xQKhUJBgm7dugEIGXHssG/fPrjdblOVrj59+uDoo482GRFOOukky/cy/i0/Px9AyFhlRU1NDXr06CH827Zt2/Cf//wHCxYsMBmBampqLN/TCv1Z2JBDndNOOw2zZ882JdT+6U9/yt2ny3r48OFwW0djxowZmDx5Mm6++WbblbQeeughTJgwAWPGjMG3335r+nu833G3bt1s3yuioKAAmqbhySefxJNPPim8p7y8HCeeeGL492jtZher/qRv0o3Y+T5E79fW/qljfNbu3bsDAPr27Wu6HgwGUVNTg2OPPTbusZdo2vK9JoOzzjoLw4cPt/x7PP1dN1zV19eb/vbOO++grq4OZWVlloUIOooTTzyRq5gIhPrjjh07cNxxxwlfoyewVygUCsWRiTJKKRQKhYIE3bp1wwknnICtW7fG9TrWqyUaokp7Vn/TvUxeeukly7LoVnlaqqurcdlll6Fbt254+umnMWDAAHTq1AkbNmzAo48+asuDJRFY5WzSNC3ma3fv3o17770XAwYMwDvvvGP7M3VvqTFjxgi9pXRvqy1btuD666+P+X4DBw5Ebm4uvF6vaSNsB72t//GPf1h6yRkNK+1pNx2r/jRt2jT06dPHdL9ebdAu7emfLFbParcN7I69RNOW79UJ2P5u9T3pdO/eHccff7xw/tNzTO3duzfRIsaNaB4NBoM466yzLHPOGY2cCoVCoTiyUEYphUKhUJDh17/+Nd59912sXLkSF154YdR7+/Xrh2AwiPz8fC5xcVlZGaqrq9GvX782yzFgwAAAIUNZNE8IEYsWLUJVVRW++uorXHrppeHrhYWFpnvtbur1Z9m5c6fpb3l5eejZsyfnJdUevF4vbrrpJjQ3N+PTTz+NO3zu4YcfxquvvoqxY8eaStJffPHF6NGjBz755BM8/vjjMZOdX3fddVi5ciW+/PJL3HzzzfE+Ck4++WQAQHp6etzfYzTiNcbo/alXr14JkaM9/TMRxDP2kmG4iud7dcpwBgDXXHMNPB4PPvroI1vJzq+99lpMmTIFa9assZWoPhm0pb0GDBiATZs24corr3S0vRUKhUIhJyqnlEKhUCjI8K9//QtdunTBn//8Z5SVlZn+vnv3brz22msAgOzsbAChql0s+mn9tdde22Y5hgwZggEDBuDll18WhtNUVFRYvlY3tLBeJV6vF2+99Zbp3i5dutgK5zv++OMxePBgfPjhh6iurg5f37p1K+bMmRNui0Twr3/9C+vXr8e4ceNw3nnnxf163Vvq22+/RW5uLve3rKwsPProo9ixYwceffRRoffRRx99hDVr1gAI5cU6/vjj8fe//x27du0y3VteXo5nn33WUpZevXrh8ssvxzvvvIODBw+a/h7te4xGly5duO8hFiNGjEC3bt3w/PPPw+fztVuO9vTPRBDP2Iu3rewQz/eqG2sTLYMd+vbti3vuuQdz5szBG2+8Yfp7MBjEK6+8gv379wMIjb2srCz86U9/Es5/8XjrtZW2tNeNN96IAwcOYPLkyaa/NTU1hStQKhQKheLIRHlKKRQKhYIMAwYMwPTp03HTTTfhtNNOwx133IEzzzwTXq8XK1aswOeff4677roLADBo0CDceeedePfdd8Mhc2vWrMGHH36I66+/Hr/85S/bLIfb7caUKVNwzTXX4IwzzsDIkSNx4okn4sCBA1i4cCG6deuG77//Xvjaiy66CD169MCdd96Jv/3tb3C5XJg2bZpwQzlkyBDMmDEDo0aNwvnnn4+uXbviuuuuE77vSy+9hGuuuQYXXngh7r77bjQ1NeGNN95A9+7dMWbMmDY/K8uPP/6I1157DSeccAKOO+44fPTRR5bPqHuriNBzS23atMnkwfXPf/4T27ZtwyuvvIKFCxfihhtuQJ8+fVBaWopvvvkGa9aswYoVKwCE8jl9/fXXyM7OxuDBg3HbbbdhyJAhAIANGzbgk08+ielRN3HiRFx88cU466yzcM899+Dkk09GWVkZVq5cif3792PTpk3xNBGA0Pf29ttv49lnn8Upp5yCXr16WeaLAkIeTW+//TZuv/12nHvuufjjH/+I4447DkVFRZg5cyaGDRuGN9980/bnt6d/JoJ4xl68bWUXu9/r4MGD4fF48OKLL6KmpgaZmZm44oor0KtXr3bLsHTpUjQ3N5uun3322Tj77LMBAK+88gp2796Nv/3tb/jqq6/w61//Gj169EBRURE+//xz5OXl4Y9//CMA4Gc/+xmmT5+Om2++GT//+c9x6623YtCgQdA0DYWFhZg+fTrcbjd+8pOftFt2KwYMGICjjz4akyZNwlFHHYUuXbpg6NChUXPy3X777fjss89w3333YeHChRg2bBgCgQDy8vLw2WefYfbs2W0ycCsUCoUiRXCo6p9CoVAoFG1m165d2j333KP1799fy8jI0I466iht2LBh2htvvMGVgPf5fNrYsWO1k046SUtPT9f69u2rPfbYY9w9mqZp/fr106699lrT5+il3T///HOhHBs3btR+//vfa8cee6yWmZmp9evXT7vxxhu1+fPnh+8RlVlfvny59otf/ELr3LmzdsIJJ2j/+te/tNmzZ5tK09fX12u33HKLdvTRR2sAtH79+mmaFinpbizLPm/ePG3YsGFa586dtW7dumnXXXedtn37du4evaR9RUUFd10kpxH9tbH+6XJFaz/9vbp06SL8rC+++EK7+uqrtWOOOUZLS0vTjj/+eO2mm27SFi1aZLq3pKREe+SRR7RTTz1V69Spk5aVlaUNGTJEe+6557SamhrL59HZvXu3dscdd2h9+vTR0tPTtRNPPFH79a9/rX3xxRem9lm7di33Wv0Z2e+ttLRUu/baa7WjjjpKA6BddtllUd+Dfa8RI0Zo3bt31zp16qQNGDBAu+uuu7R169ZFlV8kg6bZ65/R3s/4vVnJL+pTdseeVVuJnsmq71ph53vVNE2bPHmydvLJJ2sej0fYjqJnjYYuu9W/0aNHc/f7/X5typQp2iWXXKJ1795dS09P1/r166eNHDlS27hxo+n9CwoKtPvvv1875ZRTtE6dOmmdO3fWBg4cqN13331abm5uzHbR54+XXnqJuy6aAy677LLwd6Lz7bffaqeffrqWlpbGjffLLrtMO+OMM4Sf6fV6tRdffFE744wztMzMTK1Hjx7akCFDtLFjx9oaowqFQqFIXVya1gG+vgqFQqFQKBQKhUKhUCgUCgWDyimlUCgUCoVCoVAoFAqFQqHocJRRSqFQKBQKhUKhUCgUCoVC0eEoo5RCoVAoFAqFQqFQKBQKhaLDUUYphUKhUCgUCoVCoVAoFApFh6OMUgqFQqFQKBQKhUKhUCgUig5HGaUUCoVCoVAoFAqFQqFQKBQdTprTAiSaYDCIkpISHHXUUXC5XE6Lo1AoFAqFQqFQKBQKhUJxRKFpGurq6nDCCSfA7bb2h0o5o1RJSQn69u3rtBgKhUKhUCgUCoVCoVAoFEc0xcXF+MlPfmL595QzSh111FEAQg/erVs3h6VxBp/Phzlz5uDqq69Genq60+IoJEL1DYUI1S8UVqi+obBC9Q2FFapvKKxQfUNhheobqUltbS369u0bttFYkXJGKT1kr1u3bke0USorKwvdunVTg1rBofqGQoTqFworVN9QWKH6hsIK1TcUVqi+obBC9Y3UJlZaJZXoXKFQKBQKhUKhUCgUCoVC0eEoo5RCoVAoFAqFQqFQKBQKhaLDUUYphUKhUCgUCoVCoVAoFApFh6OMUgqFQqFQKBQKhUKhUCgUig5HGaUUCoVCoVAoFAqFQqFQKBQdjjJKKRQKhUKhUCgUCoVCoVAoOpykGqWWLFmC6667DieccAJcLhe++eabmK9ZtGgRzj33XGRmZuKUU07B1KlTkymiQqFQKBQKhUKhUCgUCoXCAZJqlGpoaMCgQYMwceJEW/cXFhbi2muvxS9/+Uvk5ubi4Ycfxp///GfMnj07mWIqFAqFQqFQKBQKhUKhUCg6mLRkvvk111yDa665xvb9kyZNwkknnYRXXnkFAHDaaadh2bJlmDBhAkaMGJEsMRUKhUKhUCgUCoVCoVAoFB2MVDmlVq5cieHDh3PXRowYgZUrVzokkUKhUCgUCoVCoVAoFAqFIhkk1VMqXkpLS9G7d2/uWu/evVFbW4umpiZ07tzZ9JqWlha0tLSEf6+trQUA+Hw++Hy+5AosKfpzH6nPr7BG9Q2FCNUvFFaovqGwQvUNhRWqbyisUH1DYYXqG6mJ3e9TKqNUWxg3bhzGjh1ruj5nzhxkZWU5IJE8zJ0712kRFJKi+oZChOoXCitU31BYEatvLDnowsKDbjxwegA9O3WQUAopUPOGwgrVNxRWqL6RWjQ2Ntq6TyqjVJ8+fVBWVsZdKysrQ7du3YReUgDw2GOPYdSoUeHfa2tr0bdvX1x99dXo1q1bUuWVFZ/Ph7lz5+Kqq65Cenq60+IoJEL1DYUIn8+HmbPm4tpf0esXG4ur8ffPt+CJa36OK0/r5bQ4KYeaMxRW2O0bDz05BwCwqvkEvPX7wR0k3ZGNpmlwuVyOfb6aNxRWqL6hsEL1jdREj2KLhVRGqQsvvBA5OTnctblz5+LCCy+0fE1mZiYyMzNN19PT04/4Dq3aQGGF6hsdw4qCSviDGi499TinRYnK+Hn5eHtNGk44qw7DftY79gsk4r6Pc3GowYv7pudi7wvXOi1OmzlY04Ss9DR0z5JzXKo5Q2GF3b4R0KD6UAcwcWEBpq7Yi6/uvwh9j3E2YuBImjcmLd6NjUWHMfGWc5HmkSplr5Qksm80ev3olOaB2+2cIVaRODpq3mj2BbCh6DDO63cMMtLUmE0Wdr/LpH4D9fX1yM3NRW5uLgCgsLAQubm5KCoqAhDycrrjjjvC9993333Ys2cP/vWvfyEvLw9vvfUWPvvsMzzyyCPJFFOhiJtgUMOusjpomua0KApJ8fqDuGXKatzx/hrUNMkdH//24kIAwPM/7nRYkvhpaPE7LUK7OdTgxYXjFmDQ03OcFkVBhD0V9aioa4l9o+KI46XZO1FR14IJc3c5LcoRxQs/5mH2tjLM21HutChHFKU1zTj9qdkYOXWt06IcEdQ2+1Jm7/PE11txy+TVeOaH7U6LokCSjVLr1q3DOeecg3POOQcAMGrUKJxzzjl46qmnAAAHDx4MG6gA4KSTTsLMmTMxd+5cDBo0CK+88gqmTJmCESNGJFNMhSJunv5hO66esASvzy9wWpQjhvK6ZgSCdBZCXyAY/rlWcqOUjgvqlNEJ8g7ac21WKACgpLoJV7yyGOc/N89pURQSQ2e1TC1a/AGnRTii+GrjfgDA4l0VDkvSdrbsr8GY77ahplFuXTG3uBpnj5mDf3y+2WlREsKXG0J9Z9qqfQ5LogCSHL53+eWXR7WmTp06VfiajRs3JlEqhWys3lOFXeX1uG3oTx3NgRAPU1fsBQBMmLcLDw3/mbPCHAGs3lOFm95dhSsG9sL7d53vtDi2CDBzHyVjmkKhkJtNxdVOi6AggEeFMjlCmluFAXUkqeC0c92bywAA9S1+vPz/BjksjTVvLwodxH+5YT9euVFeORU0kSqnlOLI5KZ3VwEABvTsgotO6emwNEcGwaCGb3MPYHDfo9Hv2C5OixOT95aFwssW5NFxiw8EGKMUEa2JiE049WDa3ekExQr58TJemJSg2KuXF1Qi3ePGBScd47QoceNR80iHwR7Aq3RSiray9UCN0yJERXnTK5KJmjoV0rDvkL2SkYr28/3mg3jo01xc9tIip0WxBQ2TDo+f8Y7yEd1EUiAl9l1MB1dedYpYtPjVfNIRVDd6ceuU1bjxnZXwE5zDPZ5UmBxpwI5Jj/KU6lBSJb8RwOuNMpIS+pZCWtTMqZAGNdd1HGv3VTstQlxQVDr8wYiS6iWyiVRj0HlkV0p19lY24BfPzw97MSo6DirziRFqG5rDTH4Xit5pylOq42D7RxpRY2CzL4CqenrFEwiqh5bIfoDpVnOKIokoo5RCGtRcp7CCyD6dw8+E75HxbFBj0HGoeEqN/X4bSmubVdUaB2DnkyCR/kIR9jCEoiFQ5ZTqOFp8kf5BtdWvmrAYQ56dh9KaZqdFiYtUmgFZvVFKqHZuBQmUUUohDSpWWWFFkOBRGGtcoLihUTgDFU+phha6Faa8/iAKyuudFqPNsPMJlf4SgtYa7wvQm8P53Ea02psybMU9ivoKABQfagIALCuodFiS+CDa3EKUp5TiSEYZpRSOwoVlqblOYQGpfVcr7GaRSoloZRh2BrZ7U8ldQzGcSee+j9Zj+PjF+G5TidOitAmN6TFUPOsAet7Q7LxNxduVNaRRt0mV1jTjilcWYcrSPU6LEhPOUCy7t0sM0oh1HHY+pJjqgUX2QwZaPcM+1NamVEUZpRSOwipQak7oOKhNwBQVDZI5pYj1i1SBNSxQMTLIfqIbDb2KJ9V8WOxpNTvPKBJLMxOSRcUIS9VLR8SEubuwp6IBz87c4bQoMWF1WSpzOAsbBkw1JxbAfw8UkX1dJWavtE2KPhY5lFFK4SjsBKzKoCusoKho+zkl1UFB4oBiO6eCdxe7iZH9pFSHiqE1Gj6iz8BuDGTfALMHCtSml2Yf4ynlo9FX2DmcyrpjBRUPY4BvdypzOAvrCUjOU4ppbupGetlbnj0QoXhYbAXBIZuSKKOUwlFkPxVQyAFFPYPzfiGyeFNsZy0F0pz6laeUI1DfwADyb4DZqY/aJobdqNPxlGJ/ptXeRigdVFL0dmVpYgyw1PIGsa1N3VPKLblBkEs1QLCfK+RGGaUUjkJ9AVF0DBSVa3bBprIZI6aLpgxsHikqih4NKaNDNfcL20Vk3wBTnLt1WE8dKp6BbH+g3PYArfWI99ah1+6sUYpcv2G91IgYj62QvctTN74q5EYZpRSOwp62B1Lg1FqRHCgufaxyREXJIyImRyqE7/GeUjTmQWqn6SJ8RNraCKVQIcnFiwrFCqrsAQiVdccKSnM7HzZJo6+wNHkZAywxY32QuEGQRfZ1NZhC84tCPpRRSuEorFFKeU0prJB7mRbDnVjT01HJkArhexRzSkkeZWALqp5S7F4gIPkzsBsXuSU1w7YzlXBVPnzPOTkSgeT7cw5KhmIRbCgztVx7bNtTGadWyB6yysqnPKUUiUYZpRSOwhqiqLvdUkLuZc+Mh+AO2E8wjCIVDDwUYfsKFUOJ7Ce6dqC4eQT4Slmy58WiMveJ4L1faDwH58lARGYrKC37lEJqRbDrDjXDTkBLnQNA2ZdVVjzqba2QD2WUUjgK9dOlVIBCviOKG+AAl1PKQUFiQOH7T3Uo5pSiOCaNUNr0sgQIGUskFy8qFMOCOM80GiJbQjV8j8rBAgtlb6MgwQNAKyitSVQK+CjooIxSCkdRRinnkX1TA/AVSaic/lKpvsc2p8RiWkJRZiMBgvlIUsAmRdawxo5Z2cPe2TWeWmtTzJ/ChXYSkdkKSsOT1Uso6FRGWP2bck4p8n2e0CxJsZ8r5EYZpRSOwu6/1ATnDBSMgewyTUFegM6GRmbZjhQo5oGhatBhofoEGiFPKY1Z4+WW1IxG8NCMyrpjB3aKkf0wip/D5ZZVBNu+1DyleK90em3PIvuymkrzi0I+lFFK4SiplP+AKlSUbR0qCyG/eDsoSAyohBlaIbsSZweN+DxIUWZA/qSyVnC5jiQftFTmaxGcoYFIH6fu+coTGZ9eyQ0lGqExKcJP2NOLN9I7KMgRAOeJSayfKORHGaUUjpJKruaUYFuawqaB3TsSEBeAcXMgr9ASi3bEECQS6snCSklFZiNuohoQu/GSff7mcxzJLasRiukFqIeRsQQJHZhQNwZS9jailGOPOhSLPyjoQFQlU6QKylPKeai1u+ybMB0qfZtKe1pBXHwANDc0nHcXFaENUMrfwULJs47dMMotqRkugbLk7azDDkWq41KHUgVbKuu9FVwOTGLeRpSM9LGQXXwVvqdIJsoopXAU7oRDTXCOQE1/otJPqOQJChLeNKYK1BU9IrnZTWhEezyV0GCAdrgHxep7AeJziRWyPwt1XZZKYRYR1A9INE4Hk1v+gMoDrEgiyiilcBSNkHKdqlBYxFl/Bo3IBpiKoqTGnfNoRAyYVlDbxOgQFZuvNiV5h+HD9xwUpA1Qyt2lw3vsOChIgpG8m5PXZUmH7xEPWaXU3FT0WgVNlFFK4SgUE4mmApQXFiryBoiEHnAKqMRyWkE0VzUHxdAPqmFCGmEjiQ6lPE2Uq5Jxxj8iMU2U13YjrNeI9P2crTIpuawiKCc6p+KVbgWlccrnlHJQkARAcZymOsoopXCUVErKSYkAp0A5J0dboHNiLf5ZNmSWzQ5EukNUKG/cATqGNCBF+guhUJsgEeO8CL6imoOCxAH1ucQK2acY6gmgKYfvUQ9/p9TelLx0Y0Fc/JREGaUUjsJNcIQmZupQW8RZCSnIC9BpY0r5aVIVit8B68VARWbAkHhb4nEZDSoGb4B2aCpFD0aKc4klhAxslMakiADBvq6TSuF7kndzMnqtHSj2lVRHGaUUjpIKoRQU0Yid6lGvTiazzBTzpqQaFENuqJ6YUpLVCkrGEsqbXYqJzoMplIiY0gaYUkitiADTcah1G0r9RASlcUq5cIURtq+kQhqIVEAZpRSOQnVjQx1qRh5qRjSATpUS6rkwWKjKTzG3HtWwLO5U2jkx2gWlEC3KG0aKslOU2QpKegr1dqeir4igntyfUn9JpUNMav38SEAZpRSOQr2MLlWoKVDU5AXoyJxaiSudlqBtUAy5oVp6nqrcLJSM9JSrkrHdw08kqRSlUKBYUFlDAeMBq3NytBXeU0rutjbCeQcSkx2gZUjjCvhQm9ANsH1FOUrJgTJKKRyFUhhCKkEt/0GQYGJ2KpsxSop/LKjKT8nzRYfdpMtuGGGhJKsVfGVPBwWxAe/tIrmwBigmf6aecJuFUj4yiiHYLJSr71E/aOBCPx2Uww4pFb5HXP5UJOlGqYkTJ6J///7o1KkThg4dijVr1kS9/9VXX8XPf/5zdO7cGX379sUjjzyC5ubmZIupcAjqCzlVqLU7RUWbymaMV/zlldMORLqGCYqhcFRDJqjkeosGJSMm5XAPft2h0clT6ZCBklcG9ZxSQUKGbiNBQv1ERJDQmkR5PjfCzi8ulVRKCpJqlJoxYwZGjRqF0aNHY8OGDRg0aBBGjBiB8vJy4f3Tp0/Hv//9b4wePRo7duzAe++9hxkzZuDxxx9PppgKB+GTcjonx5EGtRw2FA0nVDYHFEPHrJC5naNBpa+wBAga0gBaXkZWUDpUYNd4InadMBRDsihtcGNB6VkCxEPI/IQNO9R1GEoVYakeRomg1O5HCkk1So0fPx733HMPRo4cidNPPx2TJk1CVlYW3n//feH9K1aswLBhw3DLLbegf//+uPrqq3HzzTfH9K5S0IXiZiwVoLaIU5MXoLP5pWagjAbVOYT/DpyTIx64DTuhdufyGFJpbAOUPEcpr/Eawb5CdVyKoPQsFHUUFkptbYRN9yb7fChCI9T2fEVSGnOiFcbwYGWYcp6kGaW8Xi/Wr1+P4cOHRz7M7cbw4cOxcuVK4WsuuugirF+/PmyE2rNnD3JycpCdnZ0sMRUOo6rvOQM1zyOKGxuujSXu2xTb1gqJmzkqlDxfdDSip4yU8tRYQbUqmeyyGqFYBIJiKLAVlOZFqvOhDtfWxCZGSv1EBJe7TvK25/q5g3IkAmNfIdh1Uo60ZL1xZWUlAoEAevfuzV3v3bs38vLyhK+55ZZbUFlZiYsvvhiapsHv9+O+++6LGr7X0tKClpaW8O+1tbUAAJ/PB5/Pl4AnoYf+3BSe3+f3h38OBIIkZDZCSWZdVn8gEL7mJTBW2IXa65VfXgDwBSJ92x8ISCuz1xuRKxDUpJXTDl6vFz43Pc2CHY8+v1x9xWo9YRW6FiJjEgjJqqNpNPs7P3/7HXsGO7qG18fMg0Faa7zfH7FEyTyHs8iiUyVCD2U9MWRf931+dg6n1c8BXn5/kvtNovcofsZi7HNwPmwrXh+7Jsm9p+B08SS0dUfuX1ndFwCavV6ke1T9t2Rg9/tMmlGqLSxatAjPP/883nrrLQwdOhQFBQV46KGH8Mwzz+DJJ58UvmbcuHEYO3as6fqcOXOQlZWVbJGlZu7cuU6LEJONlS4AHgDAgZIS5OTsd1YgG4T2YpGhk5OT45gsbaWsvAK6o+TSpcuwt6uz8sTi0GEP9KKtS5Yuxe4uzspjhx0HIn17955C5OTsdlYgC0oaAb0/N3u95PpzMBDpG7PnzEWWVKuaPXbvdUMfj5s2b0aXsk3OCiTAuJ60tETaffGSpSggMCYBoKoZ0Pu71+cj198BoKQk0l9yN21C5sFcR+WJpmvsrQP09q6rqyfV3gX7Iu1cuHcvcnL2OCuQDXbVRNadw9U1jrd3e/TQ8vJI+y9esgS7JFbpN5dF2r2ouBg5OfucFShOWH1l/4EDyMkpTvpnJmqPUlEZWYvWb9wIFNM6mKpk1iSf5GvS4epIW69duw7Nu5PT1h2xf2V1AQD48cdZSFM2qaTQ2Nho676kqe89e/aEx+NBWVkZd72srAx9+vQRvubJJ5/E7bffjj//+c8AgLPOOgsNDQ2499578cQTT8DtNveWxx57DKNGjQr/Xltbi759++Lqq69Gt27dEvhEdPD5fJg7dy6uuuoqpKenOy1OVIKbDwL5WwAAx/Xug+zswc4KZINAUANWRSZMSuGlet84tmdPoPoQAOCiYcNw1ondHZYsOu/uWwk01AEALhp2Mc44Qf6xXbR4D1BUAADo178/srMHOiyRmLzSOry4KRRSnZaWjuzsEQ5LFB//XDsPaPVouHL4cPTIynBYovjZkJMHHCwCAJxx5pnIPr+vwxJFsFpP/rNxAdDqDUhlTAJA0aFGYOMyAIDHk0auvwPAzJpc4FCoYMyZZ52F7CE/cUQOO7rGhqJqYGsoJUNWly7Izr64AyVsH5tn7QRKQsaFn/60H7KzT3NYoth0310FbF8PADiqWzdkZ1/oiByJ0EM/r1gPVFcBAC6++BL8vM9RiRQxoRxeUwzs2QEAOPHEE5GdfZbDEsVH8ZJCoCgfANC7z/HIzh6UtM9K9B5lWskaoLYaAHD22YOQPfiEdr9nR7KvqhHPtK5Jbo9H6jXp7T0rgMZ6AMC55w7BVaf3Suj7d+T+ldUFAOCqq0egc4YnqZ95pKJHscUiaUapjIwMDBkyBPPnz8f1118PAAgGg5g/fz4efPBB4WsaGxtNhiePJ9RBrGK0MzMzkZmZabqenp4uvUEm2VBoA7cnMgFocEkvLwBTcom0tDSC5UQj8rrcHunbXdMi8ro98ssLAHBF5jKXyy2tzOwYDGiatHJawiwNbk8aPfkR6h/hnyUdj8b1ROPaXU6ZRbg9EbUnqIGM3Dxyzd/RdA2Xm13jabU3Oy7hoqGfuJn2lqF/t0cPZbV+2ed2vq/Iu95b4XJ3fF9P1B5Fk2w+jBeXR64xGw22rd2e5PXzjti/pqXxJhBPWhrS0wm62hPA7neZ1NYfNWoU7rzzTpx33nm44IIL8Oqrr6KhoQEjR44EANxxxx048cQTMW7cOADAddddh/Hjx+Occ84Jh+89+eSTuO6668LGKUVqESSYHFKUHI+aTYqr9kWg2SlWtuHbWF6hWdEkFtMSDWzfIPgAoD8Pyp6clSWQAomgKbU9JVmNBEiuO3QTyxthi3vJPlYp93PAWGmSlvxc20veT0RohMYsxeIPVhi7OcW+k2ok1Sh10003oaKiAk899RRKS0sxePBgzJo1K5z8vKioiPOM+s9//gOXy4X//Oc/OHDgAI477jhcd911eO6555IppsJBWKWDyoRgFDOgaXCDllWKWqUYrmQuEYWJipJKRU4rKFUis4Lid0C1ih2lDYAVfJ+X+yEoG0k0Qu2sQ6m8fCwo9R0qh1BWUJafk53SYtQKpbZPrWrNBgcD4ka2VCDpfmoPPvigZbjeokWLeGHS0jB69GiMHj062WIpJIHiZswoJ8WJmZrnEUVPEo1IG1NSiESkhueL+GeZoaqcBojKzUJp3dQIzy8U+zhFma2g1HeoG7spzSlGqOhaVlDSYSiNyVgY9xLUjfipgMozr3AUihOcKHyPGtQMERQVpgCnpMorMzUDJYuxXanJr0PNcxEwzN2EGp7SBsAKSkZMykYSinMj27+JNbcJSn2Hoo7CQmlOMUI9fI/SPEPJezEWxraWfY45ElBGKYWjcKfWRFwnU2Ei4xZB2VdB0AwVomL4o51LwvA7Mfl1uDBmIs9AdSPAhWQ5J0a70Eht1sU/U4DKHM7CykxlLrGC0mY9QCj/lRBCc4oRLveY7B1FgHHvI/PBVCp4GusY5afYd1INZZRSOArFjU0qeGdQ2yhQDN+jolAbZaPSvoBAqSAkOwuVvsISJHigAJg9SSj1dx1K3l6sok9N6acYkkXJYBkLqrnTiHVzALSNmZQ86kSY9RiHBLEBxQM0K4x6C/HHSQmUUUrhKBQTFKacpxQB+TmFiYC8AJ3wJqNiQUnRoKTMRYO6RwYVmQHz/EFI9DCUKiBRW2tYKFV/06GoU1lBydBD3RhIOfyQS+5PTHbAvCbJ3H8oGuqtMLYzlb1FKqOMUgpH4UKHiEwIpkTnBBdBahsFSsqpTpCINwNlw475pIuQ8AzUPAEpJwg1e7rSkV2HkkGQmlcuC8l1h6DMVlDSUyiNSRGUq9hSz3NEaU2i3s9ZjOJT3MulGsoopXAUfuPuoCBxkArhexoxBYRiQvwAkc2BaWEm0r6AWVYKBh0RlDxfANq5vIztS0j0MJxXhuQPQMmwYITiBoxyexuh5KlG3RhI8YBYh2IaEBZzCgVn5LAD9X7OkgpFq1INZZRSOApFV3MVvtfxUEvMDtAxpFHOy2RyvyZg0BFBbfNL2bvO5OlKoL2NUPI+omRAM0JRdirrjh0oecCw/YPi4YgK33MOSmsSNV0lGkbpKRo0Uw1llFI4CsWFkPImXodaskKKpzNUFGpje1LoDzqpYCAG6IXvmY2B8suskwqno2x7y65IUzKgGaFYaYriWmkFJQMb5UThAG1jQ4DY+mmE0iEP9dxpLKmwl0s1lFFK4SjUPHYAs8JBRGwOjZjiSlFhotK3zWVxHRKkDVDKxRANauMxlUI+KcmuoxHahFGqFGiEokGNunGEhZKBjcp6bwUlA6ARauHvRijlxuQM9bIPyhiY9Efiz5MKKKOUwlEoGhsob8h0KJVaBmiGUQSIeKNRNuykgoEYMHguEngIyoYdU59xSI72QMnwQMVjVAQ1D0aAvnGEhdKzUDRgslA27FBbP42YvHclbn+KeYCtMHvaOyOHIoIySikcJRXC96jIzULpBBKgqfBR8X4xntJRUupSMXyPwjPQDvmka1DToTR/c/leiLU1lTmchc9t5KAgCYBSzlGKB2cslOWn5DkqwjgvyrwmUfaoM2Ls55T0mFRFGaUUjsJPcM7JEQ+pkJOEmocatU07QOeUnfIm3diuVJUKauW4Kc+BRiOszKfSVlCavynO3TqUqr/pUPKiiwUl4yvlfg7QmlOMUO/zlLzVKXu+GkmVQ81UQhmlFI7CWqqpLCaUN/E61BQoinlJqCh5lHNKpYr7NbVTaqMhh8rcDdA6lbaCC6GQvO2NBleZDfRGKBlFdKit7dGg9CwBzoDpnBxthYtakLytjVCWHTCHS8rcfzgDIMG2ZqFkDDxSUEYphaNQ2bizpMJGmJKyB9B0GaayoaF8WmT22KEjOws1pdoUwkxAZh2jEYdSf9eh1F+M7S25uBzUci8CKVYdi9msy97+1HQqI5RCJY1Q8zQ2QkmPod7PWVJhL5dqKKOUwlG4CY7IjJAanlLMzwQ8Y/h+4qAgcRAk4t1FOUeaUVZConNQU6opKdFGUkERpRRCQdmASdHAQzH/ohWUcnpR7Cs8dAzdRti2p6S/6Jg9dhwSxAYaMV0lGpR131RFGaUUjkLpxFfHlJOEiNws1BQokv2EiHeXcR2WWFQTRlllbudoUDt9NCc6d0aOtmCcP2jO35GfZVekU8UTk8xhCLG5JBpU1lCA3kGfES5/GjH5KRZMYjGH78n7DAFuTpRXTjsYpaeoC6QayiilcBSKZWjNnlIOCdIO6HlmRH6msnBQ2dCYkoUTaV9AlA+Ljuws1MJTSfeZFPCuCxAyPFBOih8gNi4B2jm8jFAJgQfoGwMpy09RP2ShFH1B8YDYCuUpJR/KKKVwFIqLSSpMZNQUEEpu/DpUDA2U+3MqGIgBesZ5s3cdnYY3GUlM56XyQ2n+ppxMli8176AgcUApFCgWVCrYArTGpAjKFeyoG0qoGO41TSNZMd2KVJorUwVllFI4CsXFhHI4gg4X/kFAfooKE5W8L5TDUSmdMEaD0uYLoG3ITIU8ZJRCbSjn8KKpn9Adm0ZIhe8Rr75HLaUDCx/O7JwcbYWKHmMUi4KuEg3j2ilrux9JKKOUwlEo5cbQoXKqEQ1KbvEAvU07wPdnmRc7yomIU8FADBg3NPI/g1FCCnOITiqEfGqEjCXGdZ3KOg/QG5dA6syJAJ0QeCAVPKVo6YQsFPVDFnNOKWfkiAUV45ldUu15UgFllFI4ClehTNaZ2ECqlRSXfRGn6jLMeXdJ3MbmTbpDgrSBVDAQA/Q2BKY5kILQrVBO7K9DyoPENEbllpeF2rgEzEY/Qs1tgkoFW8AwJql0FgaK3ug61BOdUzGOUPZ6FWEu2EL8gVIAZZRSOArF8sWpMDHz4R9yP4BxfaaycFDJg0X5ZD1V3K95jwD5n8E0Jgm1uzl8j47sOpQqIBmbV3JxOVjZqRjTKBchMMK3v3Ny2IHKem8FK7Lsc4oR6qGTxvaWda5JBS9jFmM7S9rsRxTKKKVwlFTI2UBxU0PpBJhqe1PxRqPavkDq5E+h5PkCpFafoSS7DqUNMOX2phiSRfmQwQil9qdUEVMERV1ch1I/EUHloJvyXC5CeUrJhzJKKRyFmocAkBqnBZQ2wVTDbaiUE6e8MKdK9T1KRgaA9hxoDr92SJB2QCU0GBBsuAg1OKWcRjqmcEkicoug5ElPPXyPcqJzFb7XMVAxntmFSrsfSSijlMJRKJ7OmEOGnJGjPVBSQKgm4taIbGhMLswOydEWzAZLStJHoGRkAESGTGfkaAuBFOgzVLwwAdqGY0qHNzqmsUlEbhGUvI8oeZ+LoFTR0wi19dMIlbyeqWbESbXnSQWUUUrhKOxiomnyK9hAakxklBQoc04SyQVuhYpLOZV8BiIob3hZKBkZALOMMvdvI6b+7pAc7YF9Btk9AygXBuHHpYOCxAHlsWlEIzQvUjroE0HxgBgQ9As6ooehMkcavS4lFbPNSL6UHhEoo5TCUcwKlEOCxEFqGKXYn+WWn2qFNSrlxCm7ZKfKBowP/XBODrtQzluTevO3c3LYIVX6ChW5KYfWGiHVz4ms91ZQ0glZKM8vOmbvXWfkiEWq5PDUSbXnSQWUUUrhKBSrZ5kOZuQX2QSlE2CqCwcVbzSq7QukhkIK0Dtlp9xnjF4AFIyARijlYqQSmiKCoqGB8iGDEUpGwQCR9d4KzaATyu6ZpkN5LdKhcriWCgc6LBT3n6lO0o1SEydORP/+/dGpUycMHToUa9asiXp/dXU1HnjgARx//PHIzMzEqaeeipycnGSLqXAIipNcKpQUZ0WWfRGnanigolBTDY8EUmMsAnT6io653R0SpA1QCZWIBqX+QmXDJYLS4Y0ORZ1KhKZpXJvLPsdQO1gwYpSYyiOkQgg/FT0mlQzeAN0ojFQmLZlvPmPGDIwaNQqTJk3C0KFD8eqrr2LEiBHYuXMnevXqZbrf6/XiqquuQq9evfDFF1/gxBNPxL59+3D00UcnU0yFgxhPrSlMCqmwCNLe1DgkSJwY86XJCsUxqEPZC4OFUpgKQNuQSbWaJwuf2Nc5OexA9VABgMEoQkNuo5iyHzpZYfZIl/s5qFffExkz3XA5JI19qPUTEVSMPWYjjqSC2oSyHpOqJNUoNX78eNxzzz0YOXIkAGDSpEmYOXMm3n//ffz73/823f/+++/j0KFDWLFiBdLT0wEA/fv3T6aICoehOClQLnGtQ2kTTLW9qRj+KJ+sU5w/RFDpKzqU89ZQOZWOBqUE0KZwSbnF5aASgs1iLlzhkCDthFpYFsW+wkLFMGKEsv6iQ8XYkwptzZIKDgapRtLC97xeL9avX4/hw4dHPsztxvDhw7Fy5Urha7777jtceOGFeOCBB9C7d2+ceeaZeP755xEIBJIlpsJhKE4KlMMRAJGngNzyU91EUkkcajbsOCNHW0gV92tKYSoAzXlbJxUUa85TSvLGp9zeXEUyydtZx2gEpFRJjYWaMZPKem8FVb2WqjGNxRxS7pAgMTDKFSDqma5D2Ys3VUmap1RlZSUCgQB69+7NXe/duzfy8vKEr9mzZw8WLFiAW2+9FTk5OSgoKMD//d//wefzYfTo0cLXtLS0oKWlJfx7bW0tAMDn88Hn8yXoaWihPzeF5/cbZjWv1wufW+6Jwef387/7/CTaGgj1CWPr+v0BqeX3GmTzSS6vToDp24GAJq3MPj9v9Kc0d/p8/Fj0+umMRZYAE3foD8jVv0XribHdZZM5Gn5Tf6fXZ3hjSdAx+e3oGsb29nrpzC/sZjGoyTuHs5h1Kmfau716qNfH9xu/5HM7u95T6SssAUG/8SA5VodE7lG8Xv49nJwP24rP4HjhlVQHM7V1Etb9jty/Gvdyss8xlLHbrkkN34uXYDCIXr164d1334XH48GQIUNw4MABvPTSS5ZGqXHjxmHs2LGm63PmzEFWVlayRZaauXPnOi1CTEpK3GAd9mbPmYssqXqlmQ2VLgCe8O9r169HS6HchjQW42FAfsFu5PjynRHGBtUtADtV7d69Bzk5BY7JY5fqGg/QmpOhsalJ2oINO4v5/rxm7To0FNDoz9sO87Jv3rIFR5Vvdk6gNlLfEOkrFRWVUvYVdj3ZUwuwY7Jw717k5OzpeKHawK59/JqzYuUKHNzqnDzxEqqMFWn7yspDjveXaLrG7r18ey9ZuhS7u3SAUAmgroHGHM6yt5Bv70WLFyPPQVW4rXpoSwBg55i8nTuR0yA+0JaB8opIu/v8ARJ9haWiku83s2bPRqbH+v5EkIg9SqMfYPtJeUUFubbfWcy3/apVq1G1Qz4drLIZYNu6+MAB5OQUJ+WzOmL/uqWU1x83bd6CLmX09EcKNDY22rovadv/nj17wuPxoKysjLteVlaGPn36CF9z/PHHIz09HR5PpJOcdtppKC0thdfrRUZGhuk1jz32GEaNGhX+vba2Fn379sXVV1+Nbt26JehpaOHz+TB37lxcddVV4dxcsvJj7SagKtJHrhw+HD2yzN+zTPg3HQTyt4R/P+ecczHijN5RXiEPPp8PObP5yb7/yScje8SpDkkUm4M1zRi9YUn49/4nnYTsa37uoET2eLtwJdBQBwDIzOyE7OzLHJZITMGCAmB/xKBw7pAhuHKguRCFjHTaWQHkbQz/fvoZZyL7gr4OStQ2Xty+BGhpBgAcc+yxyM4+32GJIojWk7V7DwPb1obv+elP+yE7+zSnRIyLzbN2AiX7wr8P/cWFOK9fDwclio9gUMPDqyJz+NE9eiA7+wJHZLGja2zMyQMOFoV/v2jYxTjjBBq62ct5S4HmJgByz+Esq7/fDpTtD/9+8SWX4NTeR3W4HO3VQ+tb/MCaBeHfT/nZqcj+5YBEiphQppeuBWoPAwBcLjeys0c4LFF8sPIDwPCrrsZRnZKzRUzkHuVwoxdYuyj8+7HH9kR29nntlLBj2TmP18HOv+ACXDTgWAclErOvqhHPbFwW/v34409AdvbZCf2Mjty/HlpdhC8KI4buM848E9nn09MfKaBHscUiaUapjIwMDBkyBPPnz8f1118PIOQJNX/+fDz44IPC1wwbNgzTp09HMBiE2x2yGu/atQvHH3+80CAFAJmZmcjMzDRdT09Pl94gk2wotIHxLMDjSZNeZrfHbfjdI73MLEZPKZfLJbX8bg/v9qlJLq+IICCtzC6XoT+76fRnt9tj+N1NRnYWjftZzv7Nriduj+EIndKYJNzfAXN4lgxzS1Rdw9DeFNZ4HWNBEBJyG/u3w+3dVj3UY0gl65J8bteYSnVBTZNaVhGaodKeJy35/SYRexSPxzAfUhmnLC6+7WXdU3Tkut8R+1ej7usipgtQwm67Ji3ROQCMGjUKkydPxocffogdO3bg/vvvR0NDQ7ga3x133IHHHnssfP/999+PQ4cO4aGHHsKuXbswc+ZMPP/883jggQeSKabCQSgmKTSWnaeSAFXHKK3s4ptL/jojR7yweV9kTiZPcQzqUK4Cx8JVbiLwDFQSs4qgnKQdoDdeTVXUJJ4LjVCqcqhjlJOafqKjGfQs2R+DbfegRqe/6BjlpSK/cT4hIjYHlTmdctEKEVQre6cySc3ec9NNN6GiogJPPfUUSktLMXjwYMyaNSuc/LyoqCjsEQUAffv2xezZs/HII4/g7LPPxoknnoiHHnoIjz76aDLFVDgIxYXQXBVGfplZzNXW5Jaf6kLIbgZk3hiYlTp5ZTVi2oDREZ2DWuUmysqcUVZK/R2gZ4ilOn8D9MYlYD40IyK2CXNlVbkfxFzV2OQAIzVUDCNGqOmzIqjMkeZ13xk5EgWVdj+SSHpK6QcffNAyXG/RokWmaxdeeCFWrVqVZKkUskBxITQb0hwSpI0Y1xHZ5TeXoZVc4FY0bkPjnByxoOw5YixJLPvGxQrjKbvsUFbmqJWaN0JtE2berMstL0uQ2LgEaI9NFmqHf0a9JKhpcIOOVYpqv6EqNwuVg5JUaGsW81rqjByKCEkN31MoYkFxkjMb0uSXmcUoruxGHqpGE35DI6/Q1Da5LBTnDxFsn5ZVIWWhOiYB+vO3KRxO8sY39mfJxeUg6SllXN+JyG2E2hxDuZ8DdOdFigfbRqh4IBnlotjWLNS8MY8ElFFK4SgUF0JqypIRo7iytznFEE/AaGhwTo5YmPMDSSysAepjUYd9DgqbSHOeN/ll1jGdSjskR1uhZoilnIORzynloCBxQHW9NELtsISiLstCNQKAipdRNKjM6VTktAv1MZuKKKOUwlEoLoSUN/EAvZMlquF7rJwy9xFRLgwqUNu4WMHOKbKekrJQVk5FYTaUoDd/021vKt6uLEajtjHEmQpmLwaHBLEJ5X4O0F1LUyEEi8rhGtU+YgWVdj+SUEYphaMYNwgUDA6Uk/wCZs8A2U+WqC4cGpENDWVlmlrSZyuohQlRM4ywUM5xBAjChCRvfMrVsaiNSyB1Tv+p6VmU50SArp5FWX/RMe57ZF2TqPYRK8wht8QfKAVQRimFo1BcUKhPzNROO8zVhOSWV4fb0Eh8Wk05F4bZ68UhQdoJNY8M02ECAZl1zIZMhwRpI9SMDtTWGxZuXBLpJxR1KhFmj3SHBLGJUV4KB6ws1IyAOtT1cYCOQZNypWYRlKMEUhVllFI4CpXJmIXapsCIUVrZ29yU2JdIe1MxNFDuz5Q3vCx8qKeDgtiEct4a+uF7tOZDaonZWbiwWsnbWcfsSeeQIO2E2txOPWkyxVQaAF1jGguVlCCp5llkmmMI9p1UQxmlFI5CcXNDPbGiySgl+URMNWcAldAPysp0KpySAnwfl7mv6FCpFiSCep+h5ulF+TSayhzOYq6QRUNuI0Zjq+zPkXLziuTtrZMKhhIqbU81v6sV1A54jgSUUUrhKDQ9pWgrH9RPIGWXV4f3lHJQkBhQ7s/U8wPpsMoQhUegOiYB2kZYQM3fHQmVOZwlVTZa1PqNUTxqG3aqHtNU5WahYrinFlIbC8qpK1IVZZRSOAo1xQOgvwhSD9+T3bNLh8rml/LJOuXQIBb2OSg8A2VDJvU8ZNTWTMqKv7FpZZ3DWVLFUG+UW/YqglTWeyuojlNqVRpFUJnTU2Vu0Um150kFlFFK4SgUDTyUN2QAvTanJq8OlVMlyv2Zsuw6mqaRC9+juFnXMSmiJjO93JhDKJyRwy6Uc3hRnF9SJacUtQ0jRa9/FqpzOhWDTjSozDNUDZdWpELfSTWUUUrhKOb8TA4JEgcmYwOxmdkorextTmXBNkLFnZ+a8s9CPb8bQMd1n4VyiBAVY7EV1Po85UTEFDctlMcmCzUvWMoVSYHU0bOoyM1CxXBPLc9bLKgbklMRZZRSOApNpc/4u/wys1AxluhQNQJS6dvmk3U55RRBfSwCdPoJC2VlLtXKWsu++aV8uk5xfqF8yMBiDit3Rg67UF5HAZp9HaBj0IkGFS81ygcMIlIhSX6qoYxSCkehuLmheqKkY/Tml30iJqssEcl1QLk/U5Zdx3TCTuAhqHnrsFCdT3So5dij2t6iPk1BdLOHkUOCtBNqOZooeryyUDwcAVIjpxSVPIepoG+xpELfSTWUUUrhKBQt1RRlZqHm7kz1pJ3KZoyKnCKoef2JoDYeAbobGEDkeemQIG2E2kEO1b4ialcKslNtbyPUwhCpt7vZW8cZOeLFnGOPiOAMVPoO9b2PkVTz/EoFlFFK4SjUTsMA+uEfRmlll5+q0YTKAk75tIj6WARoPoNZmXNGjrZAPdyDygZGh2p7iza3FPYslKupstAzvvK/y25EM0JtXtGhomdFg4oHErWQ2lhQafcjCWWUUjgKNcUDoCkzi9kzQ+4HoKosUdm4U+sPLKmgVFDs3xRl1qFshAXMmzDZPQNM84uk86ARUZ+m0M8pj00WemGq9A4XWCh67AL09XGATh446n3cCGXdN1VRRimFo1BTPABRzgb5ZWYxSiu7+OY+4pAgcULFQ4BKPgMRqaBUGOc8CvOJURml1OzUN+3UctdQbW+RmBqBtYeqEdAINQ8Y6gckVMdpKhhKqOyDUiFUkoXaHHMkoIxSCkehWJ7bHHtPQGgGaht5U94gyeUFxH1C1namqowCNOcPI9SMDEBE5nSPCwCNMaljVKTpSB6Ceq4dycUNI5oHZW9rgPZ8zkJtA0zxcIGFireOEb1/u13875SgcjCYKnOLDtXUIKmMMkopHIXipEB9I2z2lJL7ASiehImT5Ha8HHagqowCtGXXoeJRx6LL6GndCVCQWUdvboqyAxHPFyqbMKq5dlT4nrNQ07OoHfYZoVpQRhc7zR3azlKRm0V/Bpfkc7px3ZdUTNuY9RgnpVEAyiilcBiKCpRRqaYgM4vJKCW5ez/FnAGiPiGrwUSXy+0K/U+hfXWMY5Ha6TRAczMQJLwR0Igrovrcore9psk7twB0QySEBwsEOosuYmSD65ws7YHagSVVj0AdKiFkRigfkOjoekua5MYe6gc6RozPI/M6eqSgjFIKR6GYXJGizCzUlT0KhgfxKbsDgtggrNQZfqcARYOOEZNhjUD76xsWisqcLmkaQdkBxjOgNXQSkHtO1GVzEzOSsP1CN/BQEF3T+A2uzH0jGtQOLKkfkJgNDg4KEweRAxK5DTrRMB40yNrXjXMLlT5ihel5JD+gPxJQRimFo1BTPACa4WQs5pxYzshhF3NSZckFhnhxk9XYoCsWrfoQKUWD+lgEaIYg6u2u55SiMG/rmE7WKXV4mOUH5DaWhDeNHt2zS2ZpI7DdwuOi089T5fSfWuLw8DoqeQiWFeF5xUWr34TlJrgW6QSJGHuMaw81w6uRVPCySzWUUUrhKMbNDYWFkKIhjUWDi/tdVmOJDsWcJEJPKUkXcKOnFIUxqEPN608EtdwpgOBUndAJoy6r7BsAK4wbGPaajFD13GHb1E2or+jtm04wtJbFNLdL/iDhfu4h2u5EPaWozi8sEcO93MYRfe1MJ3bAYIXRy45g10k5lFFK4SgUNzeBYPTfZccorqwLoI4514FDgsQBK3Oa5KcwulgUT3hTIVElRSM3lXADEZE+Q092gF0zI+qbzI9gXOOpbBp1I4jbFZkbKWzCwmNT8g1uLKjNi+GKpEQ91MzeOjTkjxwyRHLsUcO4Jsnad6h4dNnFnLid+AOlAMoopXAUXfGjtLnRJy7ZK2VYQS0nFkVvGFbmtLAXoEPCxIBqzheAnT9aN7yyNnIUjJt02RNXA6xXAK0NDBAZh62HvdKOSyuMngGA3O0f8YampW5GwrFccLvknsNZIv2bqMdOK8Y5UHZjJvXQprDxmNicngohWFQ8dqgaLi0xeQcSf54UgJaWoEg5KHo6GCdm2TeQRozSyi4/RSMgG2ogu8FVl4ump1Tof8ru5MIqX5I/BtWkuIAgd4rUGZnMGNuevSYjVCs2hedFd8QoRUF26vqJjtEjWubH0DSNKUBA0xho7jdOSmOfVPAMNFeElfMZqBourQiE+7y79XcnpVEAyiilcBhz5Qz5ZwVTOAIBmVnMnlJyyx8+aSd08su2qewb9/DJuov/nQLUT6cBep4vAO0TU11SXbEmF35t2ISx12TE6M1IZYiyxvrIgYiDAtkkFTxHALPcMutZnGc0IV2WJRLGT6vfUPEyiobZsOakNNaYw/adlKb9RA41afX5VEYZpRSOQtJTyhBySG0eM4ore44mXT5KSjZXuUlyuU2eUhQGYSuaQSGVtImjEjDMgYD8xjVjXiNK7W5UrOl5Spn7iybxHE7Vk4HdpFPaqEc8dujoVCIo5ZRiZdO9dmU2ookwhtlS6TfG+RygZxA06riyyk/V69UKlVNKPpJulJo4cSL69++PTp06YejQoVizZo2t13366adwuVy4/vrrkyugwlGMm0oKkxxVJVuHmqdUxMWWTgl31h1b9g2NOXzPQWHihPpYBGCqaAPIb+TRxyDFE0bNoFgTEh2Aec0E5G5/kxFQXlE5IvOii2Sic+obR3MuSWfksAMlz2grqPYbauHMIqh4Hhu9uino4tHQDGuT7Af0RwJJNUrNmDEDo0aNwujRo7FhwwYMGjQII0aMQHl5edTX7d27F//4xz9wySWXJFM8hQRENpVy591hMbkLE5vITJ5Skre5Oamyk9LYI5Ikl/VAck6eaLCyhn4n0MCtBAxeixT6hhFq4ViAWYmW3bOLxbQBICQ7wBtLdGT2yjAaAam0ty6my8WGNDkokE2MhzgSd42omKvuyvsgrKiyGxZEaJpGMpUGYNYPAVptD9ApThA5jKJ1wGAFxSiMVCepRqnx48fjnnvuwciRI3H66adj0qRJyMrKwvvvv2/5mkAggFtvvRVjx47FySefnEzxFBJAMbki5XLoAK0TSIAxAhIyXOobAxeB0I+wVxchbwCdSN+Qu42jIQo/kP05IhsYesopxZBxFtYzgELxB5MBU2JZWVjjn0vyOZxF32iFk/dS6+CtUKq6y8oWXosItTtnVCN0+AeIw5mp9XkqnlLU8+kaCRgMmsS6TUqSNKOU1+vF+vXrMXz48MiHud0YPnw4Vq5cafm6p59+Gr169cLdd9+dLNEUEkHRUk19U6OLS2FDAzC5DgidtOsysp5SsjZzWNEgGL5nrlrjpDRtIxA+fWROeiX1qtOhUi1IBMU1h4U1loQrCEr8CFQVf00zz+Gyj0sgIjfF0FoW4+GIzIYGVjbZvV1E8OGHdA7/ACb83U0n/N2IObeRk9JYQ8V4ZhdjOCKlA9lUJS1Zb1xZWYlAIIDevXtz13v37o28vDzha5YtW4b33nsPubm5tj+npaUFLS0t4d9ra2sBAD6fDz6fL37BUwD9uSk8f6Q8d+h3n98vvdz+1nJN4ZPfQEB6mXV8Ph+Xk8QX0BAMalLL7/MHAIRKcwOhTY7M8gKAt1W+0Cl75JqMcgdatTp94+Un1J/1seghKLuOz+cHwJ/0tvi8kOUxROuJP9A6Jpnk+FTanTU2APT6jN5fXNDCc0uL1wefz+OALLF1DdZADwB+P4329npb25mpvifrHM4SMPZvh9q7vXqo3s/T3C74g3LrKV5vRK60VtuIzye/LqvT4o9YW8O6eBLlT+QexecP9RO3K2JQaPF6keZK2vY24ehzpEfyOTKsizMHmImWsyP3r7r+GJ4rg0Ep2z0VsNuu0ozauro63H777Zg8eTJ69uxp+3Xjxo3D2LFjTdfnzJmDrKysRIpIjrlz5zotQkwCQQ8AF+rr6wC4kLtpMzod3OS0WFE5eNANwI3mpgYALhQfOICcnGKnxbKNBt11JwjAhbr6BuTk5DgqUzS2lroAeNDS1AjAhaamZqnlBYCKJgBIQzDgR3OTH4ALy5Yvx/6jHBZMQHVNaAzq54z79hUhJ2evgxLZp6g4NBYb6+sBuFBRUSl93zCyuxYA0sL9GwDmzp2HrulOSmWGXU927w21+6GqCgBuNDXLPyZ1GptC/b22uhqAC/n5Bchp2eWwVPbZeig0H9bU1ABBAHBh/oIFOCbTOZmi6RoNjaH2rqupAeBCfkEBcrzyt/eBBgBIg8/rRdAFAC4sW7YM+7o6K1csmgz9e5fD/buteujGilA/d7XqKTV1ddLOMQ0+QN9O6f183fr18O2l4XnhDQBh+WtD8m/YmAv3/o1J/dxE7FE2lYf6yeFDVdCDf2bPnoNO0uxuY1PXEBqzNdWHAbiwu7AQOTm7nRbLxI4DobauPhxq60AgkLQx2RH717LykB5Tc/gQADfKy8ulnWOo09jYaOu+pA3bnj17wuPxoKysjLteVlaGPn36mO7fvXs39u7di+uuuy58Ldh6gp+WloadO3diwIABptc99thjGDVqVPj32tpa9O3bF1dffTW6deuWqMchhc/nw9y5c3HVVVchPV2ynY2Bh1bOAQAc06M79jfU4swzz0L2eT9xWKrofHd4I3C4At2POgplTfXoc/wJyM4+22mxbOHz+bBu+jwAQGZ6OnwtfnTq3BnZ2Zc6LJk1lauKgMI8dD+qKyqaG5CekYns7MudFisqhZUNQO5yZKSno0tWOqpamvCLCy/CuT892mnRTEzcvQJorG89aXThJ337Ijv7DKfFssXCL7YAFQdxbI/uONBYi2OOPRbZ2ec7LVZcrNl7CNi2Dkd17YrKlgZoGnDFlVeiZ1cHrQwMovVkQ04ecLAIx/fujR3VFSTGpM7zWxcD3hYc1/MY7Kk7jJMHDED2VT9zWizbZOwoB3bm4pgeR6O8pQ4+XxCXX/5L/KRH5w6XxY6u8fy21vY+9hgU1h3GyScPQPbV8rf39oO1wOZVyOrUCWkeF6q9zbjwomE4+yfdnRYtKk9vXgT4vOh13LHYXXcIAxzq3+3VQxs3HAAKtiEjIw2+lgC6dOmC7OyLkyBp+znU4AXWLQIA9Dy2B/bWV2PwOefgmjPNex0ZafT68c81CwAAxx3bA/vqqzFo0CBkDz4hKZ+XyD1K/br9wO7t6NOrF3bWVAIAhl91Fbp1lnvvw/Jy3lKguQm9eh6LgtpD6NevP7KzBzotloniJYVAUT769DoOu2qqAJcb2dkjEvoZHbl//aJiPVBdhV7HHYf82iocc+xxyM4ektTPPFLRo9hikTSjVEZGBoYMGYL58+fj+uuvBxAyMs2fPx8PPvig6f6BAwdiy5Yt3LX//Oc/qKurw2uvvYa+ffsKPyczMxOZmWblPT09XXqDTLKRvQ3Y+N0MTyj0wOX2SC0zEPE0Stf9tF0u6WVm0VtdzzmhaZBafpcr1M56onMNcssLAO7W/ux2u8IJZ90eOfu23h/CKY0o9efWuJpI3yAkeysud6iveNyhpPgBTYPbkybdc7DriT4mM9JCslMYkzp6oEp66xiFy01GdoDtL+5wEQWPw/0lmq6hL/Ph9dJNY4x6PCH12O2OJDqXdQ5n0edzfU6E29n+3VY91N26boYqfQUQlFhP8aRFwt/0dqegy+p4gpHQ8Y6UPxF7FH0+DM8vADxp8q2f0QiP2db11CWpDuYKj8mQnIGgljQ5O2T/2jqvZ4T3cvLOMdSx265JdXAcNWoU7rzzTpx33nm44IIL8Oqrr6KhoQEjR44EANxxxx048cQTMW7cOHTq1Alnnnkm9/qjjz4aAEzXFakBmwiSUvWsSAl3vfKU/DKzhI0QenUeyeUPmhLlyi0vEOnbbE4pWRO0Bw05SCQVU4ixCpysbRyNSDnoUOLqADTp+7ie2NfTOiZlTkJsxJikndz8zSQ6l72yJ8BWbKJVqTEobGcnJbJHqiQjNs3tEj8GX9iEXruz8ze1qtKi6nsy9xURYR1Ach1M7+dpTFEWTdPCRntqBMLPo+uPTkqjAJJslLrppptQUVGBp556CqWlpRg8eDBmzZoVTn5eVFQUPg1RHHlwZXTddAw8EWVJrwbnoDBtQJc/PbyhdFAYG2gG5ZTCBpg19Mi+odHbN2KUklRQARQNlkb0/uxiDZiSP4apIiahdjfN34RkByLyswm4ZX4Gk5FE9s7dCtvOkQqq8sseNhgTMwIaCW8YCYxT9hCKYlVPtl+nMR70FDAeMgC02h5gDWtyGwSNhmL9moemTSplDPipRNJTwT344IPCcD0AWLRoUdTXTp06NfECKaSBL6Mr98adxbgIyu5pZCQcTuGRewHUMS4ckosLIGKoZE/ZZd3QGD2lJBVTSNhg6ZH/NN2KiELKGDAlfxCq3i8A098JrTksnAcPgWcwzt9U1kuqnlKR9Z3GXGJF2PCdJv9zsHOKy0XvsJKLWiC2QY8Yj11wu0K/y9xXRJiNI05KY40+d7OeUkFNgwc0rVIRPYbO3iLVUW5KCsfQiC6ExhM8WY0NVujSphMJvTEuHBT6CLuhkd37Jdy+BLwujFAfi4Bx88tfkxXNpETLLS9LJFSCnuwAuwGG9AZvILJBTPfQMmBGwiQjHmkyt7OOMZyJihHQiD63p1MI3+M8o/lrFGBldREywAKRfkLNeMwS1sE8cs/nqeCVxkJZj0lVlFFK4RjsBEDJU8qYU4qCzCyR8D0aeXjCJ6Ye2uF7sm4OaOeUor8B47zqiMyD4XYnGDZplJ2Q6ADYcFsXiTHL5kwD6PSVINfONMYlQNOzWETAYMyUeW5nxyRFYzefE6v1GhH5w/O5i/V+pSG7DhXjiHFuAWh5BBoxenzL2u5HEsoopXAMLqeU5CcELGGjjuQLiBUmo5Tk8psTEzspjT1Yl3LZN2PmJJtyyinCmB+NooIU0NgNgdx9Rcc8BzooTJxEctTRaGsjuryhHGTyPwPVvB36Rt3louGRphPO+0JkfbfCmC9Q5rbnPaPpzYmsNzqlvg5YGelpyK5DJYzMaMQJXZNUWBuY89Y5KY0CUEYphYPwcex0FCijkYTaRBYpiU7Du4RiYmLWg0f2JLkB5pQUkFdOEZGxSGf+MKIR6is6psSshCZBo3ed5E1tIuLBExmzMnuPmsOvHRQmDgKcoSF0jYLskXBJOuulCL0ACwUP6QBnwAxdo9TurKGbklcgIJadUNMDoJNTSugpRa2xGTRChu8jBWWUUjgGV/FD8smYJVJGVP4EnCIiiVBplEE1npjKbkQDjPlI5PbiMYbvyaz8G6FcBU5H33yxSjWZipgEN75UPXd0RAm4ZX4EY3JcKoo/G3ZIxYMRMBtdCU3nHJGwffmfQ+RpREkvZA+mKFT0ZOGN9HTGKYveVzySVyE3rvuA3OMyFsYDbwp7i1RHGaUUjsFOZrKHOLEYy6JSkJlFl5ZCrgbA3N6aJu+irRPgqu+Ffpa1n4QVasPvFAgQ9cJg4fKPEZkHI2Xn6bU7Vc8dHdbgTWETFsmXQuMQRIfzwHDz12TGvF7KL7OISGiN/N6YGmMopjiv8CFwtOSnVFTGCioh5caiFew1ipg9vp2URgEoo5TCQViPDEqhFEaXT1kXECsiOSdoVN8TVfyQvckjGxpIr+Sxm1z2dwpExiJNAzEgDvWU/TmMHmoAoX5jMEqRkbsVrgQ6AWMJxeqpgNgDQ3bR2b4cbm+iG61wovM0+ed2tq9Q8zQCmDXIRSeEXCesv7hpGOlFUPFuDAh0cWptzWLKSUr4WVIFZZQizuo9VZizrdRpMdqEOMRJ/knBnOPIQWHagDHROSC3AmIMlwQoeHeZQ2xkXfDY6jWh3x0UJk5SodIUtXAsgA1tYhOeOiRMnET6jPybXRGiyp4yt70xDEv2uVtHnLxabtnZAybZvS5iYQ7NdlKa6FDOyQRYHaLReADOSE/MoKZDJW9qeN13sUYph4RJAJGwSRp615GAMkoR56Z3V+HeaetRfKjRaVHihi+5zF+TGcpJfoFI+F4GY5SS2VvKuGCHrskrL8DnI5H95JQ95Q39LqecInQvACpefyKCXKgnjecw5nljr8kOlVNpK/h1U25vL03TTAZMSUU1wYdJhq7J3le44jEEcjFFw28IFZLZmMnmZIp4qMkrr5GwAdZNr3qgyEgve05GI+E1ySO3cSQomBNlXXvsENFjaB5QpSLKKEWQFn/AdO1gTbMDkrQPSt4kLOYyovLLzBLUQnKnE/E8MoZoha45JY09ItV45M8xkQqeUumElYoAq+gRCMcCzB5qgPyGNB0qp9JWsPlrZM+hwjYttfYOCgoQyC47K5/sSZNjEc5fkyb/c7AeJLIfQokIMvJTO5zijPTE5hgdMjmlNDp6rR2oFz1JRZRRihjztpfh5/+ZhQ9X7OWu+wkmDoicztDy0ggvIERPIiM5pdhkhQ4JYwNR/hrZN8Ci0ztZlepIklOt9Xc55RRh9HohJHoYNmcaldAPY54ggEbbi3LuUJCbJRg2eMsfahMQtLfsfVuHncP1Xi773CgyAsp84BSNcE4pAl6wqRO+RyeEXIc10lPaR7CYoi8klZ81AOoedVTnF4CPaGB/VziHMkoR46+fbAQAjP5uG3ddZqOCFRozwVE64TB6Z8iuqBrRuwoVT6nIBpjNXyOvvADft2U/OWVDDwB55RRB3esFiIQaUPLIiFRUoxW+x4U3Ee0z4rB3OZ+BlYtaMllRmKTshga2bakemunoOkl6eKPupDTRYQ9YPUTmcJZICDnjrStzgzOI8mERanoAIo8dJ6WxRhjSLKuwNlCeUvKhjFLEYPLLcZD2lCKk9AH0c5Lo8y5X1lXiyVicv8YpaewhTEYs6RA1he9JKqcI41iU+TTdCrbykYuIohc2FBOZQ3RYGd1E52+xF6aTElnDykUtnExcal5u2dnDpXTJvS5iEQnfc5muyQYfQtZ6TVJZRYiT+jspkX3ExmMiwrdi9DyWdY4MGy/d9DzqRBirCVLp86mMMkoRg7VJsRMXxc1YJO8OLS8No3cGtbYXGqUkfgZjvD0gt7wAoyi55fdmiHh1hf6XVU4RxkqSkncLIeJTdiclio0xrx4gv8wA7RxHOrwXptzPwHnuuOU2zhsRVyRzUqLYaEzbyr7BjYW+YUwj4CFN2agD8Ic71PQALsxW8hx7IjTRHCmp/AGmn1P0CDSir0WUc5KmGmlOC6CIDxfjKsWOH2qGEUB8wkFhTiBfUrz1f9bzSOb+I0qqLHubR0Li5D+9Y5U6gMYY1DGGkVHcgAUFfUX25xCNSdllBsSeUhTkZuHzv+jXHBQoCqxcHmJGQNZ7wRWeG+WWXRi+R8QIaCQQ3jDKb/gOCg5YZU6JYERvVz4Ejob8ovWTyhwD0JojxQZAOWW1A5vPE5D/sPtIQHlKEYPzlGJ+ltmoYIXGTXB0JgVjOBm1OZn19HIRUKD4csWhazLLCxhi7yU//TIapSgpGfq8J7syF40A5/miX5P7OUTelhTWIKGnFLFNe+Qwh0Cic6ZPUMspxSdQpiE7X32PhsxWhMP3CIQIs9XrPMSMOoDVIZqTEtlH5JVOqe2F3qSSik81D7AVEU97udv9SEIZpYjB5pRiJ14/wdEkTtjqnDx20Tcx1MM/PKwCIvHGjKJHXeTkUX53+IhCrf8up5wiqIfSAvxpHZXcBqyhOHLNKWnsw2/aiXq6csaS1muSNj4XmkIsxJYN33MRWXcCjMxUQoGtCIfvETBKsQZM2UNqRfAHxKFrVOQX5dgLSKzPGuHWJMmLJ1EMaY4GlaqHRxLKKEUMLnyPuU5xM8ZubKicRAJ8/D37OxX09drtphEXLqz4IbG8ANNHJD95ZJUfSoZhHc2wcZG8Wwjhc+vJPx4B40YgdE1WRZqF0qm0FeH50A3p89dwoSlE+rZOpCIZnUMzzpOBoMcOi25ozSCQZkAU/iapqEJ4byNa8vM59kI/U5ljAFp5DilVfrUDlaqHRxLKKEUYdjKg6SlFe2NDNbky5ynVOgPIquwBkc2Bi1G0ZZYXYA2ucudo4DeNof9llNOKVCjpy4Z+UJkHxRWPHBTIJqyMdHNKhf6n4YUpCidzSpr4EFZQlbSddVIp54vYU8opaaLDei96iFffo7IG6YS9d0DzoFg4R0rq6UWpqrQdwp72Hpq6QCqijFLE4MP3Ij8HCM4M/AkHHYXVWL6V0gII0POU4hUmGmEUwnLiEnZuLvEzEW8AlohSQdNADBj7Co3wA43ghh0A515M1ZAp2hjIqkxzsrZqm7LKaoT3OtKvyS07b7BsnUvkFtkS/aCVQpXgcFUyN7H5sJVIsnB68osiLoiIDoDXWWRfk9hUA9T6iYhUONRMNVT1PWK4LK5T9JSiVKGMxVjxi4LMLJyXA4FcPHxiX/2avPICFt5dEorMfu9U2pZFV6bDOaUIya4T3hBwOaXkfg5280vJI4Oy546OaP6W9RlE4WQU+gnA5k9h+7iDAtlAn0tYL2jZDWlW6HLz1ffkfJbwZp3YAasOO6dQk18sOxHhIV6TZBU/kmpAfi9dO4TnSzfdQ81UQ3lKEUNX7AB+MpD1BCkafNI8/ZqDAtlEn5jD3hmSezUYCYfvETnV46ogETCiAbyHQETRkE9mViR9MZC8aTnMlTAJCd9KgOkrVDwy2AMF2RVpFm4DQGDuE8FXhQtdk/UZRF6AVNZLkochVD0YBbBzjOxVSdlDKA+BlAhGhMUTJG1rI+Kcow4KFCcaMx+mSZ5wm7LxUoTezFQdDFIRZZQihlX4HkVPKdGJr+ybMSAidzrRjXA4fI/ZUMocLkSx4gebt0tmTxJ+kx76n1J/Nlbfk71fiKCo6EXc+NmKR5ILDdbDS/5TaSsozYd8Ev/QNRnnQREBbqMudzvrCHO9Sby2R4NNkyB7WBalkFoR4hyYTkpkH5FXOpU5BrDy3pVTfs4AqOdOk1RWOxiLVhF+lJRBGaXIEbFKseOH4mBi45Nl3rgbMU5ksp7eWSFS9mRud1HFD9kVvkhpbrk3NOKcUhIKakEqlPTl8zSErslu4KEavseXbm+9BvnlZhEZHmSdDzVmrfEQ2+yK8qfI2s46YoOl3DJbweY58khu+KZ4sMBC2VOKcpJ2gFZIOdvPPUTmxGhEiinIPb8cSSijFDF4T6nIAKI4lKiW0TW7fDooTBvQxfW4abiai0LhZDcEiipLyqjkcdXIKLq+62PRE9nwUlOSWG8S2U9KdUTFByj0Gz4ki6YnCVttSnaDoDCJv6SyGgky41I/C5Q9TULY6OpmN+gOCtQO+Ip2cm8aRYYRKv0ciMyBFPMysXM6tRBhwOi9G/pZVh2GkpeuHSJRL3QPNVMNZZQiDDsZyDqJRUN4OkNghgvnlGr1zqDW9qIKPTJPxmx1FSpKh9ibwUGBLGD7rkfyDa4IfSymu+UvG25F2HNR8r7CIsq3Q2EejBh0aMx9InRx2WpTss6H/MGTfo1GewtD4SQXXQ/D9xA0LhgJMO1PxijlBkkPEnEuMiclso8oxx4lg6AmMNzL2va8R2DoZ1nHpB1Yb9jQ705KowCUUYocLvYXZgBRVDyoJuU0JlemNidrgk2wzAsLnzOg9Zrk/URjlFSXxG3Me0qFfpG8aTmMobTsNSoIja6SPwO/EaAzD+oiujhjmmPitAnWg0f2+ZCqRx1Ax9uVha0YSEVmK9gNo+we0sKKmJIaikVQDoFjvXdkLipjhdB7V1L5RSHNsspqB3NOUrrPkioooxQx2Op7bC4MimOJdRmmpLBGwvdCw0dGY0M0dF3J46YRLsSF7xFZCCP5MOTeHNDPKRX6P40pG05uPAr6iuzPwLnxE5hDdNi2pmIANKJLK7sXJiBOjEtlwxj2SCPQzjqUPV6MiMKaZZ0XRbnqKM0rlI1qqZLPizckOyhQFPjCFTTmxGgYDzUpjdlUJelGqYkTJ6J///7o1KkThg4dijVr1ljeO3nyZFxyySXo0aMHevTogeHDh0e9/0iEzSnFTlyyTmLRoHqqR30i45IVEsiLFW5vQkqHKPRARpnZZLL61EKpP+ubgTTGU4qQ+ADYKl8gkww6QNCQBrCGBppGWIA3PMiepylAOldNRD+hYmjgDGnEjIBGWD1LdqMU560j+ZgUwYYfUunrOhQ9GlkoVW7kPOqI7n90NE0Lz5eRnFIOCqQAkGSj1IwZMzBq1CiMHj0aGzZswKBBgzBixAiUl5cL71+0aBFuvvlmLFy4ECtXrkTfvn1x9dVX48CBA8kUkxRs+B47cVGcGLjJmFBMr7FiAwWZWcLhe0SqfQUFirbs/V0jomiIcgRQOSEFIv1AVyrYa1RgxyOVjTtFLxKAV6qpGLiN8G0f+lnW/sIfPFH1wKDjdaSv4+xcQsk4wsJ60qdJbpQKCLz+KTU7xfxpOsIce0RkB/j5XHaDoKgStqxjMhas2B7uUJPm86QKSTVKjR8/Hvfccw9GjhyJ008/HZMmTUJWVhbef/994f0ff/wx/u///g+DBw/GwIEDMWXKFASDQcyfPz+ZYpJCVzQAvuIexYFEczMWsa5TjUOOhO+xGwV5nyHslcGUFZdZXsC4+eWvyQQXhtV6jdJcwm7CdGRs52hEXOLld9/XiXgxyJ8Hg4WvHhS6Rqm/AxaGHkkfge8n/DXZERZikVx2kccOFSOgEZEHiV/Sjs57L/LXKCAKIacyL/Lrp7wHgFZQyrsnPmx1UqK2w47PNE5/dEIahU7SjFJerxfr16/H8OHDIx/mdmP48OFYuXKlrfdobGyEz+fDMccckywxScMOqgBBxYNi+B4rHtUyouzJjOwJRAGrDbCTEsUmfKIk+emd2HjmoEBxYjQQA/Q2YWx4arjwgMTjEYj0EUqhTQAvt8zjMhq8h3HomqybMG6tIbaJCW/U3SCz2RV7vMgtsxXs2qR7pcvqlSFKAC2rrCLYYhvU+g15g2B4TZL/gIdfP/VrcsoaC1ZuyoeaqUZast64srISgUAAvXv35q737t0beXl5tt7j0UcfxQknnMAZtoy0tLSgpaUl/HttbS0AwOfzwefztUFyuXEx/lE+nz/ys98ffl7j/7Kiy++CBq11JxkIBKWW289Y/7RgAEBI+ZBZZhafz4eg1qpgBwPhcFCvzy/tM+htrjHWBq/k4zs8NjUN0EJy+/0B6WT2tspjzCklm5xWhBUILRC+1uLzgoj4AAB/ICS7pgXD87vfL894FK0nwdaxGAxE5hCfxHOIjo/p78Hw/J38NWfxrgpMWlKIcb87A/2P7dKu9+Lmw9b+73Nobomla+jziwuR9vZ3QHsnAl/ruATjHe2XXD/xce0dWoOCDukn7dVD/focEwyET89bvHKu+z5/pK/o673suiyLz9+qi2taeG5PZl9P5B4lEIzMh/r66fMlfz7MLa7GtFXF+OeIn6FPt05tfh+vl1mTAs6O2VhE2jqibyV63e+o/avXF3kG9nlaWrxAuiepn30kYvf7TJpRqr288MIL+PTTT7Fo0SJ06mQ94MeNG4exY8ears+ZMwdZWVnJFNERmpo80LePobDG0Ff45qI9WLq5ACNPDYZPC+bOneuMkDbZVOUC4EFNdTW2bjkEwIPSsjLk5OQ4LZol/iCgt/mKZUsBpCEQDEots5EgQhNu7saNqK9zA3Bh9Zq1qM+X84SgojLU5zfn5qKxISTvylWrUbVDTnkBIG9/qG8f2F+MQ2kA4EbB7j3IySlwWDKeymYASOOMC03NzWT6s88f6htLFy+GPi7nzp2HrumOihUX+4rcANwoyN+J0gYXADe2bt2GnKqtTovGwa4nDY2hdl+5YjmaW9ek5StW4KBcIps42AgAafB5vVi3di0AD2pqapPS3zdUutA9Q8OAbsBDK0N9889TlmHUWYEYr4zOvn16f9mF0sbW/rJtG3IOOdf4VrrGvjoASENzcxNWr14FIA11dfUk5pddxaF2Li4qat3qurFz507kNNo7VHWC3bUAkIamxgasWb0GgAe1dXWOtndb9dDDh0Pzyob169HUGFr3V6xchYrtyV33m/1Apzh3RpvLQut9eXkZtreUAvCg5OBB5OTQyIebWx6Sv6KiHHm+MgAeHCgpQU7O/qR+biL2KKVloXG6dcsWVB4KzYcbN21C5sHcdr93NPQ5PW/fATxwetvds0tb1yS/z4dVq1YCSEN9fYOUc2R4TG5Yj9qa0Jhcu349WgoTPyaTvX9tCQC6zrh44YLwzz/Omo0MZZNKOI2NjbbuS5pRqmfPnvB4PCgrK+Oul5WVoU+fPlFf+/LLL+OFF17AvHnzcPbZZ0e997HHHsOoUaPCv9fW1oYTpHfr1q3tDyApL+ctRVVLEwDgl1dcAaxfEv7bpkNuDLzgEvz06AzMnTsXV111FdLT5d2dubeVAbs24dhjemDQoBPx6Z5t6HlcL2Rnn5v0z16/7zDm5VXgoSsGoFMcVvFmXwBYHcpx9svLL8O4TcsBuJCdnW35moM1zdhRWodfntqTywnmBD6fDxO2LAAAnH/eEKxr3IPihlqcO2QIrhzYy1HZrJhWsgaorcaQIediZe1ulDbV4/wLLsCwAccK7x8/Lx/dO6fj7mH9O1ZQhj0LdwPFu/HTn/4UR3dOx4KSQvQ/6SRkX/Nzx2QSsbeqAdi4HOnpaXC5Qpvl9IwMZGf/0mHJ7PGvtfOAYBBXXvFLPJO7FJoGXHHllejZNdNp0Wyz+KutQHkJBv58IFBah41VpRh4+unIvrCf06IBCM0ZxvVk3LbFgLcFl1x8Mb4+uBkVzY244Be/wAX9Exdq/8Pmg9haUotHR5wqnDcDQQ1vLdqDC07qgaEn2fvcnaV1wKaV6NQpE0OHnoW3d6xH16OOQnb2RQmTW/+chyaG0hTkP3M1Hlo5BwCgZWQhO/uSdr33sm+2AeUHMPDnP4envAEbqg7itNNOR/ZFHd9fRH2DZWNxNbB1DbpkZeGiC8/EG9vWIqtLF2RnX9zhssbLrvkFwP49OKl/PwQ1YHlZMU752c+QfcUpTotmyerCQ8C2dTjqqK648MLT8Ob2dcjq0hXZ2cM6XJZYfSMW7+xdCTTUYegF52Px4V0obarHeVHW/UTw8ZpijPl+B8ZcdxpuvaCv7dcdXlMM7NmB4/v0wVkDjsUXhTvQq3cfZGcPTpqsAOD1BzF52V5ccsqxOPsn3dv8PvXr9gO7t6NP794485Rj8dXePPTpczyyswclUNoI7e0bLF9VbQAOV2LQoLNRvr0c26srcNZZZyF7yE8SJK0YfU6v0TojO/uyNr9Pflk9xm1agczMDAy76By8unUNOmW1f51IBpP3rQLqa3HB+edhY1MhCuuqMficc/GrM3rHfrFNEtk3olHX7AfWhPZCv7r6Kvxn3UIAwFVXX40umdL665BFj2KLRdJaPiMjA0OGDMH8+fNx/fXXA0A4afmDDz5o+br//ve/eO655zB79mycd955MT8nMzMTmZnmDUh6errUBpm24mZiXz0e89dXXu/DgONC4QFOtMHqPVXokpmGM0+MvUC63Z7W/91IT2t9FperQ2T+45S1AIAumel45KpTbb/Op0Xav3NmBoBQnHU0mS99ObR4TbzlXFx79vFtETeh6HHhGelp8LQmJXG5PdKOF63VhycjPQ3uVnndFvLuq2rA24sLAQD3Xf6zjhPSgKtVzjSPG2lprcEHHdS348HdOoe4Xa6wp5QWoz/LhB6+l5GRDrfLhYCmwe1JIyM/gHAijIx0D9Ja89S5XG7pnoFdT7TwNXZMJrbdH/l8CwBg2M+OwxUDzUrv1+uK8frC3cBCYO8L19p6T7a/Z7SuORoS398P1kVc1dn39rgT8b2G+ktaWpo0/cVK19DXeI/bhYx0++2taRpa/MG4DowSjcsValuPxwN3OP+lfOOShW/viJwy9o1YsOt+uJ9H0VMCQQ3VjV4c244DiTHf7wj/f9ewk22/Tu8raR4P08+Tv95/uGoPXp1fgFfnF9ieA0W4WvtNmseN9LTWMRenvrK8oBIetwu/ONm+0TAxe5TWfpKWBo+NfpJooulLFXUtCAQ19OluHe3jbm1vt8sdHrOy6mDhdT8tti7eXpK9f/VEst+gU+teDgA8adH1mLcX7cb+w4149vozE+pksGV/DR7/egsKyuux+okr0a2TfN9/e7D7XSa1+t6oUaMwefJkfPjhh9ixYwfuv/9+NDQ0YOTIkQCAO+64A4899lj4/hdffBFPPvkk3n//ffTv3x+lpaUoLS1FfX19MsUkBTsERA6TTiZpK69rxk3vrsKv31hm636+uop+LVnSiSmoiK9vsfLpyTcBewlQlxVUxPVZyUJ3NE5WNbv3lhVi1IzchL1ngKkM06pzWCaCbvRGQmOcrNCnfzSb+FTG/IlsgtZEJDo/WNOEEROW4OPV+xIgXWzYxL4eyZOEWsFVPiJS0ZMvgR76OVlJoA81iHMRFFY2xP1efGL/5CU6d1voqlbX4yHS5wHZq9ayBR/ikfWuD9Zi4JOzUF7bnBA5KutbcNcHazB7W6nt13RUXxGhaRq2HqgJeWbHgahke0f1jcMN3oTOAUFu3deTh1uHSd387ioMeXYedhwUn8gHgxpGzcjFe8sKEyZj+L25ROGhax2RFH/HwbqEvI+4r9uXv7bZh1unrMYf310Frz+IqvoWbCg6nBDZYhFpe2cqfLJzgqZp+H5TCQrK6xAMajj/uXn4xbj5aPT6rV8fXks7tqCCpmlcjlw7ODm/JBq2jeOpvvfirDx8vLoIWw7UoPhQI+753zqs23uoXbJU1LXgujeXYcuBGjT5Arh9yup2vR9lkmqUuummm/Dyyy/jqaeewuDBg5Gbm4tZs2aFk58XFRXh4MGD4fvffvtteL1e3HDDDTj++OPD/15++eVkikkK1jIrmricnCDKaiIJ5+1MqkFmQ5ysyVjTNLwxPx/fbyqxuCG+97Oq2GCn0oos1Vj0R/Awm+BEVvt65oft+GrjASwrqEzI+4mq71n1E/ayk2OBVahl3jjqOonLkOi8rYzLycPOsjo88XXH5LdhS6BTrB4IWFXMMt+naRqKDzVKUQFMYzYxiapiV1LdhFunrML8HXzIv5Uhpy39VH+Jy5W8Dcz01UX4ZE2x8G9uV/utUnzbh67J2ueF5c5t7IMW7wod4HxntW4beOyrzbjnf+ugaRrmbi/DA9M3oLY5Ysx8buYOLNpZgb9MWx+H7GiVveOrYn22rhi/fmMZRn6wNq7XOWVIm7X1IM55Zi6em7kjYXMU+ywRo5T1/WtaN4ZfrBfnQVq4sxxfbTyAZ37Y3m7ZjIgMxbJXUGXhDTvx95tq5uDAHwzikv8uxO/fWoGVu6sSKqcIzeb6KaK22YfqRq/Nz9Hw+vx8fJtrzBMW+bD5O8rx1082Yvj4JfAzQpTWWBvXnaqAfN9H63HhCwtQ32JtMDMiXvfp9HMWto3ZvZzduavZF8QD0zdg7vYy3DBpZbtkOVDdxP2+aX9Nu96PMkk1SgHAgw8+iH379qGlpQWrV6/G0KFDw39btGgRpk6dGv5979690DTN9G/MmDHJFpMMnKeUYOwksxz6lv01eHn2TjR5xad3bqY3+W3MquxikqxSrhuLq/HK3F346ycbhX+P9/NY75s05oHtLCKybBzCnlKcd0n876NpGubvKLNccP0J6owBkYHHxls7qRSyxhKZT5SCgg2uXTFb/AHsNngaGk8EX5+fj99OXI665sRXUtGYqlgebtMrXztHIxD+DqL3lfeX78Ul/12I53N2dKR4QlhDsV2j63ebSvDNRuvEv6O/24blBVW4+8N13HWPlVWqDV8z19/difdgrG/x4/Gvt2AeY1hjldxEGKX4uaXjNgY1jb6oJ/4iRN7Q8Rgs7NyqaRo+WVOMudvLsLuiHvf8bx1mbj6ICXN3he+JtimM9r6A7uUVupaMqWVZfiUueG4eFuRF+sxHq4oAACv3xLepD88ljHEhWYdhM9YW4cJx85FXWotnZ4bmpCnLCnHJfxfizQXtL+jBzoue8LPEXvitpot4Nt/xwm7W26NTxf25bZkEBehrpisOz9dgUENBeT00TTPpWrrH+sKd5QmRL6ocGit79EPLgvJ6/N/H67HjYC2CQQ1nj5mDwU/PteWRuK2kFuPn7sJDn+Zy19nxxXqHsXNytDEY2Qd17Hw+e1sZKupaMH9HGQ7WNGH66qKY7cDO5552rp++QNDRg/oAt5ez5ynF6pYuF7CrLDGeiplpSTfFkEG1BDWYBVdolEriZHbdm8vw5sICvLUoonA0tPgxd3sZGr1+bvPgs+EWKlpMEm1Uq2mMvhkOV5S32W5W4Xt22l2WzXJ4EXRHDIltke37zQdx94frcOl/F4avef2RL7BTugcHa5rw6ZrYi1009MXD43ZBb3IrgxOrpCXTQBsLkfdLnJ7SHQJ3Sme4FotbJ6/Gla8sxrzt7AY88nd/IIjxc3dhU3E1Fu5MfOgq22VlcCffU1GP+6atx9YD8Z1ysSGU0Qxr+gn/5KWFUd+v2RfAwrzyuA0I8aCL52JCaqO1e7MvgL99shEPz8hFTaMPvkAQ6/Ye4uaLww3iE2vWO3j/4Ub8sLkEwaDWNk+p8Hu2z1g8afFuXPHyIlTUhbyD1+09hKr6FuF7cf00AfF73NzS2vbJ9p5raPFj0NNzcNaYOXG9rj1eDIC9TbcvELmHbYYS5vS5LZsf0cFCMtr5tvdWo7yuBX+aug7+QBCTFu/GljjnEB2RF12y+sajX27BwZpmPP7VFqR7+K3EK60GwY8L3Hj0q7Z5zYYPHNwRTyk7h52JGGM6zb6A5SEsC9dXOmhMJpJwuoE4xukLs/IwfPxivDY/nzMWsq9j5/dkwRpKwsZjC+Fvf281craU4oa3V6CJ0Ukr61uE97OwOiz7XPpHLdxZjk37q8PX2a8/2gEptw8Kr6UxxQlzqMGLmZsPcjKt3XsIv3p1CVbbMGqne9z4zZvL8fjXW/DKnJ1R72XXfVc7jN6+QBAXv7gAI15d4tg40bh+E3sv9/m6Ys65we0KeUslggxllAqjWoIYfE4pkQKcuAEeCGp4PmcHt+kEeOvwa/Pzcc//1uEv09Zz1mZWUYz2/gB/QpBo75ZYeZ80aDjU4MWwFxbg3v+tw8UvLsC0lXst348L3+NCKWPLkqjvZkPRYdz0zsq4N78ROUL/eziDSfyyLWo9BfMGgmEjJLsR7pTuwW/eXI5/f7UFY77bhilL94Q3cfHJq5nklT18j13wIidK8impbDhTvN6K6/aFTgU/WVMUvsa+toJR9HpkpaOwsgFPf78dVTYUQDuwn8XnY0rI28fN3R+uw6xtpbjuTXs59XT0seeK8Qx291pjv9+OkVPXYtSMTXHJEQ+isKxo3YadX+pafHg+ZwdumLQST30b2bCyczWLx+XCoQYvvt9UgotfXIgHp2/EFxv2m9qo2ReI46S3fWG1L/yYhz2VDXh9fj4W7izHDZNW4jdvLhfey3qM7q1swPTVRXHn8mAJCpTpZPV5fc7SPSLjXSdEB0/xrPF2bmXblzVIVNZ7kd+qq7TFa5fPm2a/r/gCQeSV1kad7/2BoLAPfLF+P174MS9uWXWC4XDsxIXV2kE0N1XUtWBNhRtfbSzhQintws6L+txgp/8lwhsRCH2Pvxg3H1e/ujjm57a1r7SbBH2E0LATQ/53l+wBALw6L587cGPbys7hdHuxG/4OhCphA0CDNwA/s0dhox6sYCuyVTdFDlBqmnx44cc8jPxgLZYXRIxAbPv5o+yHRKGT8eiK/2/SCjwwfQNenrMzvP79v0krkVdah5veXRXz9WluV1gvn58X3bNNnAc4/k64r6oRZbUtKCivd0xfY/tN6H/9uligf36xGTO3RNINJTLJuSeB70UdZZQihiuGISSRA/zb3AN4d8ke/Pl/fDhFGnMq9tWGUDjG0vxKThmwo3Tzp6j6tQQbpZjF5rxn5+G5mXw+AU0DPlheiJKaZszZXob9h5vw5LfbLN9P5L7KXo/GN7kluG/a+nZtSADg92+twOrCQ7hl8qrWZ4hzo9D6P3sC2RZjIKt8/Pw/P+LdJbvRwJwqelyRxe7TtcV4duYO3Dttnel97H6O2x2f4cHJ8D1W5mSFpiYCsadU297D+Fq2f2ga8OQ3W/H+8sLw5v3b3AOm/EFt/VwXlwsj+gMszCvHr15dgm0lZqPu/B1lGD93V5vmIT3xtv7S4kONtjwE7SYPtasE6UbCWdtK8eKsPByy8EASYdejkQ05sHNiyv4lENTwwfK9AELzgg7rbcGedLtdwK1TVnOnlEt2VfD9rjWp7JmjZ0c9ndc4pbr93rlefxCfrws9w4HqJuEJ/dJdkdx6Tb4AHv96i2XeGztEPF0j/SUZYRB7Kxsw5Nl5eHNBvuHz7X8Wl5cphgfJztI6W14pRtgDMFa5X7/vMK6asAQ7S+u49gkENdz87io89tWWGLK3zfj36Jeb8atXl2I6Y6zn3jeo4crxi3HpfxeavreCcnHhlQ+WF+Kvn2yMqTsERf07QetOsy+A7NeWYvS3WzkvtIw0t3BTz3qitGXLJco5as8oZe/99x9ujHqwt72kFtWNPhQfaorpdcoenMXjQTJ1eSGmLN1jT+BWvt64Hw98vKFd3udGhLnf4ug2/FrfsUYpfk4PXbNlPOaM2UCTN2Aaf5qmYWdpHVr8AW6/VW2IwJi0eLfp/QOcXhTNKNUqQxu9vXdXhPSOd5fswdlj5uCjVfss79X7DJeGhDkMivV96a9rbwEfdoy2t494/UEs3Fked3gu2+fZ/+3qA0bj958/XBs+BFmyqwIr4sipK9/OwDmUUYoY7DAQhwq0rXvXt/ixeFcFN0EctMjDkM7MKOzCyC5idjylOAUqSV4O7IRb1eA1hb4ENcSlCAeZEzF2TrJrAJm1rRSLEhTKVNvsR/GhRpz37Dy8Ni8/9gtaYTc18Vbfq6pvwfp9oYSirCIS1IDnc/LQyCwMor64sajatpxGeT1xbsI0ycL3JIne5OAStLZei9vIydzOvtLotba+1bPqQHUTSmua8dCnuab8QfHAvn88hu2RU9cir7QO9/5vPSrqWnD/R+vDuS/u/nAdXp+fj7nbrY1l5bXNaPFHnzO2ldTgkv8uxDWvLbXxHLqixypGAqOUxeusfgdC5YvPfWauUGk2vuaJr7fg9KdmWW6MWUS5yIzjXdM0fLa2GHmltdx4NYbgBIMaZqwtwp6KSDU9dsPgcrlMFbW8/iD3/bf4g6hr9sMf1HCwhk8ayssNk9ztOQjRoKGkOrJOisa48VAHgGWFMDvEk0OlPTyXswOHGrx4ec4u7no8BjCusmSUeXBpfgVGvLoEd7zPVx2y80msoUbkJbM0v4JbnzcUHcbKPVWch6eI8LiMc7OoH9T9dxYfCpNfVoe6Zh/qWvzYV9WIkppmlBmqC6ZbhHGM/X47vt9UgiX50XUHzqs4zlCgD5YX4oa3V3BeTbXNPizLr8SNk1Zi4JOzsP1gLT5cuQ8XvbAgfE9mmkfo5djChLa0LWdl6H+3K5LzxU743sSFu3H31LXwB4KobvRi9rZSoVHp4hcX4tdvLEPxoUbh+7DJh2N9bCT/GGzllBo/Zyduemclxny/Hc/O3BEzzQTLIzM2YeaWg3hncXzGrGiE50V320KCjbqgjp19gBG9otlamxXN2JCyeAyx7OGFpgHXT1yO4eMXc8aEb3IPYMSrS3D31HXce9rZM2gW3mOm+4TeuzHfXog3EMR/vhGHy67eU4WBT87ChLm74GXmTNagHM2ji5XL1UYDmg57oM+O6eJDjfhodRHiOZt4Zc5OjPxgLe6Lo4gFwIfcAvEb8Y3G73k7ynH7e2tQ0+jDHe+vwS1TVts2uMl4YO0UyihFDFbnEnXjeBTGqvoW5JWGlON7/7cOd76/Bq/Pjxg30iyOnPZUNuDb3APhRPRheeI8IRFv3Ns/ODVNw6biajT7ApbPwNyNljji3vnSv4zXWhwGkOdzdmDiwgL8/bNNKK9rX8nr1+fno6rBiwnzdsW+uRUufC9OY+CwFxfgD2+vxIqCSmFfYxc7q/fUNA3fbSqxXdKdTwRtv58ENA35ZXXI2XIQwaBm2gAkk0S5OScbdoPb1mS++nusKTzEnaCzz3vXB2u5k3PW/b2tXh7GUNp4c3fVNvnw/vJC/Li11FTlyqqvFJTX44Ln5+Pa16OH6P24JVR63k4f58L3oiil7HxTVd+CYS8swLjWpOcTFxZg6PPzUXyoEemCDeILP+ZhU3E1Z+yqrG/BheMi7/Hx6iIENeDdJWIDFos42TZ/z8wtB/GvVq8Rdm0wGty+21SCR7/cwm0CWeVYlOjcGwjyaw+zGkbL8xBJ6MuESljezfPczO140qDwa5oxv4i9d+vRJcPmp5oRe8O0+e0sMW7adOLxQOXXS/4ayw+bQmERa/ce5q7bC9+L7pHgC2hcf7J7ACPa7MYzhdc0+eD1B3HdG8vwq1eX4KoJS3DV+CXcZsY492V4zCo5q0vF8pYU6VR2jQtjv9+OdfsO4/1lhWHZbn53FW57b3W4sp2IzDS3cIy2cP0n/g7KFjiJ91nm55VjSX4Fnpu5A3+Zth7/+Nw6lDm3uDrm+8XqM6LNejRZX19QgNWFkTb1tcFdc1dZnWnuWpBXhtHfbg0fFtvJlQS038POHxTPgaHDAw3r9h6yXeXu759twtztZfh/NiuaiYpX2Bni7LgKBDXsbPVy+XLDAfgCQTzzw3Y80hoCv6yg0uARHvsD7CY6j/Qd+21f3+KPO+Ji9HehCJDX5udzY5P3lIrVz9u39mw9UIP6Fj+nywSYz7xqwmKM/SEPs/bbN01MXx06XIi32jd72A0w+XVt9nvRbaW1zVzaCru6rYypPZwiLfYtClkR9WM7ffvl2TvhCwTx7tI90DRg7iOXYkVr6dZpq/bh71f/HIB11aPN+2vw0Ke5rW6tYiOEnRMt8Wl7bPlj8dm6Yjz65RZceupx+PtVp0a9V9MQ0+uBRTQps9dZNu+vxoy15tLgeyob8NLs0ClqTZMXU+48P+bnNnr9KKluxim9unLXrU5Wo6FLyra73Y2GvuFbkFcu/I7Zt7GaaGdvK8PfWkNx9r5wbczPZJVTjzv6om1UHK6asAQA0L1zOmqafJhyx3kYfnrvmJ/ZXkSlc2Vcd7hkj63X4q5I2eoFdeM7Kw3XrV/Dhtn4AkF43J64PhPgF3wX521pUxFAlM2GYPM3cWEBvtwQCruK5U1klR9JhCjHm/AZmLf8aFURSmqa8c6SPXgs+7TwfPLa/Hykud3wBcxz2m8nLsdvB5+A1/54DgBg6vK9KK2NvIdOVkZstYD1GLXahG1iNnt8nhH+vu0CryHWiCBahrz+INe/2J+jhbXwiVr1a7H7S7MvEPayfeCXpwg/F4DtjdTRndNt3SeCNTy0JzT4zQX5OFDdhOd/dxYq6luQW1SNK0/rHZ5jrQ6WgsHQWFiyqwJTbj/HpqxMCJxgzPU9prPw9Ro0LNpZjgnz8vHSDWfj1N5Hme7xBaIbBY1Vnozlv60MPax+ork0y/ePxtL8Ci5peWltMxcewsqV4XELE95W1Uc28906Re838VZ9DQY1U2LwJm8AxYcace3rS1HbHDskJsPSKGX2oo/W3ibZ2mhs0PH6NXzeGiabs6UUI87oI7yvocWPZl8AP2w+KPw7EFs/EoV6xnPYYicPViCocYc+5XXN+EmPLO6eP00NeWWe/ZOjUVrbjJdm78StQ3+KY7tk4J5LT8ZRFv1H4+aU+MKYAINhmPnZGwhizvYy/KXVi+XKgb1w9yUn4fyfdudeX3yoEQvyynHT+X1RfFjsuWYFFyIcx3xodZjgDQTx0ap9eK/VOGv8HOPPVrB9JpqxR7QPiiZ+TaMPg56eg5/16oq5oy6LLQhCB4Z5pZFcwA9O3xD+mdXFYuXeY/tJvDkC5+8ow90frsPPenXF+3dF9jysQVbfX+TXxB4P/kCQSyUTL+y+gv3f7hRv9dz8vNd2A9eRivKUIoxo028cBLo1vay2GZqmodHrx5sLC/DOkj3hgaAnLAYiE/XsbaUxQ63eWrTb8pTSjqcU6/KcyDAE3a3ZmHdEx7gYxVNBgZ+UI9dFn/Pg9I34eHX0EIF8G6EyAHDNa0sxfPxirDOcWHZKi38zH3HVttfuby0qMIX/BDRNuLmwczrEbkL/Mm1dzBL3bBx7LIUpYKEc1TSF3OPftghjSjT8xjF+JbWj4A0ioZ81Lc68MUEI4+ejLcguThFqW7uwL2tLPgZN05CZLh4/7yzejWd/iOSf215Si5dm7+RCzICQcnfH+2tM362xGlU0+ESn+jXzfayaZmX0ipVn5Nvcksj7Weh9XTJjzymifC9GmVlFnFXgjIqvnjCXey1zz/YSs9Fqxe4qLh8Z2/5NUdpA96gKGWHtbXTzy+rCRR2M8huLjdj1/hzz/fZwNcV4EebFasMQennOLnyyphjbSmoxYsIS3DttPRfSZhXKEdA0vDR7J1YXHsJn6w9E/Qy7CfH5XJka83PIy3JTcXV4Y2uE7WeidjAapdjPir5ZRKvsbE6p+BpaNLexY8H4c53ACBRPknDRumPVN4qqGnHOM3Px31l8YnWXy4UJc3fZMkgBwA+bDwp1xWY/74nywo95uOD5+ba9w8Xzov32t7uGrS48hIFPzjJ5U7Evj/W5bJiqpw0GNDuyPjh9Ay5hKh37g3ykQoMhp45+UPHx6iK8vqAgagJ93ls3dM3qmTcWHcb5z83jrv2TaTv2ub3+IGZtLQ3/Pj+vHLdM5kN0gZCHzOjvtuG1+fm2DHQsbT0A5Lz6mSXJ5w9ir2Aet8qbZUUwyponus+ul9rqwpADgd29w7gfd5gODJfmR/Q1zpnAtqdU/GGeeh7F/PJ6Q5Vm8+tdrlAy9FunrBLqlm8uyMegsXOEuoFd4gnfE+nuVgea7H7Srs4v4dbAMZRRihicJ4rg7+wgmLysEGeNmYO/frIRQ5+fj7cW7RZ2/qyMyCakxR/EvqoG/GXaeq7SgB3Yz756wpJwWIgVbT21jkUVk9hX9H4jp64J/6whPk8p1roeK+SpyCJXgej9YrGvKvRe7AIPAJ3S4x/CbKLz8AmkhRyHGrz476ydeOHHPC4vg6aJFe6vN0Y2KVaP1p3xEpi9rUy4KWUJcEqH/t4WGyaL3AY6scM5E0M8MreFgvI6LMuPz11ZBKuMsi0Tj6hBTeMUvPD1KH2bTTL+zuLdnOJhV8lh72tL4moN1gl49x9uwpRlhWGPKDbcUCcQ1PDD5oNYsqsinC9LRxRCZ4XYI0CsqOlkWnhI/rD5YFSjDAubS4JtS7bKUCyZo4UcsH2C/ZOdAwt2HOvl5Y2UMDkPWfmjGea4QwWbSvVVE5bgvo8iJ8ucp0c7hrTxJN4u8YYKCd+DaV9/UMPh1pw28xhDH/f9Ma/VC2wAwOEYSfS5KqRRlH6jIUpEuUVIrT+Gp9QbCwqwh9lksktAtM1i5NAsdl7ArzfuxzM/bDd9DyJDmjHpOvuzKPfbD5sihuRYa0gkP13slAjvLy9ETZMPby3iP3PS4t34amN0Y6Md3lu2l5Nr0uLdqKhrweQY672O0IM0jt3b/R9vsPwb+z19bfGsrME51prCh02aP4O7V3iYJ37f2mYfSlvnuR8Nup8RNnH/eMGcuXl/jela5PP1fhPbY+S5mTtMVZT3VkV0XaO3uh0dV9/Ir9xdZRmhEUt2VwxvTCPRPKV8wiiAyLVxNipk2l3zeC81szxG2PX5ylcWxZQjVu6xfVWRuVGkx7G0ta0B/rCIfb6iQ43CJOWjPt+M5QVVuGWK2Yj58pxdaPAG8ILBoP7fWXlxGL1D/+v9PdpeTlQ8xapft1jkWY6G8XDrSEYZpQgjmrfYa/+dnY8mXwDftyo1L83eKRxIbLhGIKjhwGFzolg7Sq/xlndiGRsEOQPaUwlJR/eKAcSTAlu2VdPiTNzKKNmh/9t2gqoTr/dMJ4Nnh/H3CXN34YqXF0XdLOii8uFC4nvrm9nE5ZHrgaBY2dCraoU+x/z3NLcr7tAVfZ30sInZbRilRO618YRVtQduM+ZOfPje8PFLcNt7q8M54doKH3Zgvm7ksa824/b3VnOKSFDThIt2tK790Ke54Z/fWFAQVjymLi/E0Ofnh6uYRJc98nNb8tLZua25df405pwC+A1tYSV/ammnxLQOb+gOXRMpeuwJspVRyg73/G8dtuyv4cYCq4x2tvAeY+E2YRa5GPwB8Ymh1x+74eOtyMOH78U+lY6Vvysa7AziRJ44caWs+OTgE92yXkqRe3ycUTHyB3Zz2xAjI6344Cm6bOy8zeepFL+Q95SK3Q7sptdOWA0bCmelBz0yYxPeW1aIBTFKqhvfw04/f31BQUSmGI0XOWRgZRbf270dIaR2WMroWe2p7mtnrMarR9m5ndN3YnlKCcak6DU1jT5MXbHX8vVGzh4zB78YN99WbqjvGOMlm59PJ5oDksioJpKppskX9X0A83cRz9yUxlSEtos+hOJNA2Llyev1B4X5mlhvI+MhlFgue2tevGsS60Swu8KeZ240/s0YM2NX9wz935YCPmxyeLa9b3xnJS58fr7p/jKD4XP9vsOmIiZdMjycOeetRbvx4McbbcnD6uih/63XUpHjgtWc8OHKveGfbecvdLAok2wooxRhRNbVWAuAaPG2swmJJ0eUXeJ1Ww0ENdw4aSUemG59Amb6jBhyty4H9t9Pn5T15Hjt9IIRfR+zth7EtpIaoexGzyj290BQw2vz87GnsoGbGI2wzxBLfnYyNhp8YimCoj9npLlNhrRYsKFCsUISuDK8gps8cRgL2kM45w4nc+I3sDtL6+ALBJFfVtem0FfulI65LmpfTdPwyZpiLM2v5EIwgxqExQLaUrJ6zPfbUV7XYitxP9uebNUgu+1svE/Ufr9+Yxn++slG4fOxioRxfmRzvcX6XsIeAZzR1Xwf+/1kMmG78W7I5m4vw43vrOSrhzLvESt8gvdQszaM+C2MBbFOY42vtYOV94kRNiTLztxdUB7dOKoh+mYvFm0Zs9wztLFqrVWi24M1TVixO+S16LPwlGIxhgyZZWXWeLf1Zl30GoA3qFj1G9Y4bGcssP072iaMN7zaO1gor4ttPDBugOMhdtuF/ueMIxZt0rNrJNl+PN7ibYEVId6cUpxHN/P8jV4//vXFJizMK4/biG2rem8MXYKXNfQ/NyYFIv1v5V48LQjbjbVmbWXykum4EJ+jZrRWZ8MPrfQVXyCI4eMXm4oRGGFftmpPVdRcXUZCOp7t21s/r21Geq9FIv6QUUq0t4pPLvvhe6H/2X2QdT7WUvw9StL+9hLrGdlUGh4b6ycLqw8an6/OsI64wB+WbCupwR/eXoELxy3g7hN5dUcrysDC6l1A9IOHWPofy+xtTFqBKG3j9Qfx4Yq92F1R78jhlqyoROeEEQ0KfRBYrdGiydG4CIiGh50KdaKBFS0ZHRdKEeNUDwhNTPqEM/GWmOK0yhT97/lldThYY78qG7sAArqCpbU5Jlj3ONInxtzi6nCoSI+sdNx8wU/xr18NDN9vNOiwHhl8wlfrzwyH79mIwecS2bPeMRaeUtznWHhKiYyp9hLOxt5Ist1bT0rNsmRXBQ7WNOH47uLEuoki3oSzbUXTgP/7eAPmbi/Df284Gzee1zeu18fjKdXInHSxCXmtwvd+O3F5XLKwIQFHZcY+xY8o0mj933qDvqm4GltLanDLBT8NXzMaFOI17nD5YAyvzWA2+i3+YFRDrDhHkFkWdnyw7S9yfY9Fky/AlaxnxbdrRAOMCaz5+3zcfMFct7GW2DmJZmFljqYIsh4NscIPNhQdxu/fWmG6HitEOB58AQ0ZafHtwvhNmC5HfIKwRgjWSLOrrB63TF6NT+75Be+BZPGgDS0BIEohQd4bmpffimh5QgrK63HXB2tw+y/6ITPNjQZvgAs5tNMM/GYxSl9h5pegzXa2c3gXLel/LGKHkZmNgFYyswc0Ow7G9kxtD2z/sdvb2fYXecBMWVqIz9btx2fr9uPL+y+KTx4bHcUYhhYNPtTT+jUinQSIvfZY/T2uYR/F2iMOx+bvqW3ymcL2or0XEL1/F9aFwuRP6hVZ69mwU7uI9EM7xn6++l7kulX4XrywIkTVx4Xzufheq7x6HUW8jgQsrP4o2p8a+zjbD6xCT7vaSDVgBeuJyX6eqO1FRu945xAjk5fuCed9++GvF8d8ryMF5SlFGLGnFPDVxgP4+2rxJki0uBmvicZRiw2vB9FgjrZhEm4QogxiNixDtOiENhH8RjjWxBGPQQpgcwWB+z+eXAcsVQ1eDH56Dopb80+xYUuHG0P5HtjvxyoxM8A/a7TcSfpt7KmUtadUpM1ZhXvVnqqYJxJWG2tRU0VTyoTV9yzuZzekr87LF95zxcuLUdPkS2ri8fApTBvcnFfsrsRLs/PgDwTR6PXj4U83Yva2UrT4A8Lnnrs9tCmzm6tDJKednFKsVwSbyDuoxX/iL4JNntqjS5SdLvO5gLl6iqjf/Xbicjzx9VYsZBJWG6fPi17gT+Fi8dzMyIn3U99u4/7GGotjGfTZ7yDahobV1Vnvltom+4mQrfBZVFEVwcoWTWb2Pdl1wI5XQ7ynwaznXrQNiSbYfFndPmONuXIqYDRKtW8OidfDg/1MO8/AUlbbjCe/2YpdZXXceBXNgwt3ltvyQLJbrSlaQnz2PgD4HWMINN764qw87D/chHE/5mHM99vx0uydXJJtexuFyM/R2l8cJhn9vQM2vk+2yf401RwWHPW1No0jHnfsgz5Wf7w+zgOEeOHktmlzEIYKMV8AmzvmD2+bjcfRsLP2W1VJFN5rc0yKqisCwONfb0VFXQvKasV58u7+cF1MeWMR1VOK01fMnw/YL0hi577iw414dWsafjl+Kfc5rLcwEPKusXtI4mL2EXbCRVnvM6NXUyAB8VQ/bo14iNlZk9pTUKGjELW1Xb3WqiiWDhui6nLxYdZW0TydM+Iv9GSUQf+YaG0v+jpsefNH6UYrd0fCm2X9vp1AGaUII+rHmqbh0a+2QbNYgsRuqfy1294zJ5Zrq6eUqJpM5P7Q/3ZDKbwxNk43vL0CGwxVYBI92NlS6ED05K12qWv2440F+dz7srDKV7RcMiXVkfui5U7SwgtL7OpNbBw4+4xsYksrZqwVb+pEC3RU7wbGZTh2bonY/bTJF8CgsXNw7//ar+hZITr9shuqc8vk1Zi4cDc+Xl2ESYv34JvcEvxl2nqc98w83DJlFXcvu7FoSxW7sJzu2LlyWMMC+yybiqvDlVUShZ20Emwbs6+JZiDOL4vkfjIa9e2E3rB8YmG0AAA2SjSWwc52onPmZ/bPba1eyNLMeM48/cN2/GWa9djgwiZdkTnQKDK74c9+fSnz+vZKa+YuJudXtLlYnx5iGQC3HqjB+qLDwvcYyRoS2vksr8zZFU5kbBd2DYpnE/P3zzZh2qp9uPb1pdx6LtpwL9pZDh+TB8VqfrZrwGxrMRPjrVabeh07xgb2nmhhorxRRL8W/f1teUox7xGvl2OszXaA69/ybHC56oc2rVLhA0CLpO1tqTysY8cYzHtKRb83wI1J8+tjvc+SXRU4/7l5GPr8fGzeXw0gdl/aUFSNTa332iGaA5KdpP5215nh4xfHvOf3b0f2GOzBcBoTqgkAA5+chX99sTnqe7HGhXgqH7IFNNj+ufVALXK2RE8qb4fncyJJuONdkzStbaHdySaeqAUgFGKrVzKMpV8ONeSVYnVA1tOcDbl2tX5GW9CY+Z39PGGlPYG8sarTAzHC9ywKwRzpKKMUYUQduS1uwHaUFjtGqYc+2Wi6FtU9XrAZiyYK725rb8FP9AbIvBGO77TAis/W7cf+w41CxYGNo/ZE0SxYZSA9Su4krvpejIWFrZgRr2eRVbUYO9563N84j7rQNetE5/blm28jKa2Rp7/fjmtfXxozXxJ7cho+vYvyjK/M2WmqmJNXWodSJrFjXYsfq/bw3mmsDc7rD2LrgRpc/OICfL3RnpFIFArEys/S0CI2UDoF28aAvbHIDp9kPgL7vdg96eVd4s33seF7bPsn4lTXGKY2e1uZ5caN/bhohhGruT+enIBtIdocoEsUra1nbS3Fr99YFq68aKSQqeQ2c8tBbGtHWer3lxfidsEhUDTE4R6xO/OOVm8yX0CzrDyls6usHqWM14Z1+FD8fTueDZfRcHxsDA9KOx4lbzPV5uyWatcNKbHEtrNG/vLlRTHvsSJ2ezMyt8EImCz4nFL2XhP2+rIIa8psQ+VhnYdn5Mb+fObnWG0Y5GSN5nER+7v4bF3osMOO4WyfjcNBnWjNzibIt+o3gThDTaNRzXj3soZZVifV+TzGgVfYuBBFnz1Q3YQ73l8DK5I9RKIt0aKQuI6QqS2whhw7BXxGfrAWl7+8CBuKDnMd8K2F5iqjLC7wbcF6RLHFNawqyj8ryNtmxLiXs3oeTdO46q3xEAxqeH9ZIW56Z6XpAIJPtyLhl+0QyihFDI372dyRYxmPRJZbOxt5OxufEsGJbzQlLXI6Y8/q3hJDkRaR6MEemZRD/ydS8bvujWUxqxmZ5LG4Hq2CiSi0zEpZsqqg1VZcLvGGO2pyYrb6np4s1yp8L4kheUBoE7mtpBY5W6In72RP2aMlrwZCZdXfWFCA1+fno7Y5oqw1ef1xKSb+YBDPzdyB/Yeb8MgMe+FPkVM640mW+V72RKoNUUdx8dai3Vwogwg2NAiInSTU9Pq2ixcTLt+UzZCbWF51Vvmvsl9f1g5JQ4jCmK3an53r2E2E8TmdUrOinkrrhkxYz92rC6vQkeRbGL+sYNegeA5F2NPmWOF7RiznW9tGElfUDZfVu7DVXAFgxe7o382hKFVnddgcVNGqYrGbXbvrfCK8FqMRa94VJ30W35tkUTnY+cymTcrCWB95n3g9pZblV4Z/XrSzIub9W5g8NhPm7sLuCutxKsoLKI5kiC2n/h3Hm28sFtESzIt0QuOYjxWq21aM60m81fdERh1jO//7y81Yssv6O29Ldch4iL4mhf43zpHJlqktiFKuRFs/VheGDlEnL9nDjfuZMfRnF/g9DJuOJFZxDQCYsqwQVfUtUb3m2SgBwDr9w7RV+4TVl+0Q1DQ8/cN2rC48hKnLC7m/xYr8OVJRRilisIu7aM564cc880WGtnpKtVXZirZBZF3N7cQns5blJm/sWHMAbZ5MrNAXinByPLd4IzwzjoojOocbfXjym61R77Fr/Eq3CN/TNC0c2slXhjPfW1BeZ+ni3FZcEIdXRdN39DZnw/dEzTBp8W48+W309msL5bXNnLEIsB+2Eko4y18zwnkAMorovkONwlNCbg5grvsDGlcu2A7htnW5DF5EIuO1Jvw5WfxV4HnJwuYaAyJGhmjKHBs6omma7VCSeFlbGPFosx/iFN2rjpWUDTVMRD4vEZX14g0+n1PK2jDiVPhBNEVUszGXJKtPJAphEYUoz1xV34I/f7iWKxPvjfOU1mq8L9xZiSUHrduL3ayzXr5217EaQ740K++1tmLHUypWqXa2n8dbNTJe7Fa8ZcOwAPFYbGsezLYQMMwZtl4TZNpfkEsyXk+pWB43Rqat2hf++cetpbjyFeuwNLt5Ae30+9V7qlBU1Ri1MmRbiNbsVsZjlmQZXFkP7DS323Z1Rh0+RNjcTwCghJn7RJTHOABrL9G+ds6QzHRpGb1nhGuPDTlLa5vj/l5ZoxT7GY02D+7Pf24e7vzA2jvO6CkVOXjg72MLwsQLO1/Xt/By856Q/IdefErPNn8mdZRRijBtmbKEOaXacVIai2gvi7eSA7v5Ou+5eXxujw4iyGxqAPGGrNkXSFqIirF9LDd+FgsAK6cnhgJ13RvLuU1Aok5uRJ9lL4wi+on1Cz/m2aoOY2T/4cZwaIuRQw1eXPD8fJw9Zg53PdbyKsqDZdV87OUKJtmjVcz6EubElytlHAji6KxIeMvygkob3kZM27LyC2Rlv/+OUJg2xKjAZgzfs5NPgjO8tUu66LAboFjzK5uPJNozsEpdrMOHRGDlHcvKxirSsuTAiL7mhP6PlnMnTt25w+HDmWOvm3//fBPm7eBDldn1/PGvYhvyo63/X+71WHp7cYlx3ebrkd+d6TvRvFHs5k9h28ZO8tv28PXG/VE9dkShnaHr5ns74mAh/PnMVGLH6GtMfi0K3/NESVHQ0Yg8SIQGTBvvtaeyAZe+tDDhRqBoVe00G309WQZXNkl9KNF5fK9nc+xZVa+LNb3cm+SqdnY8pdgDHsB8UGs8GHUCNmoh3tQl8XytLhdvlGrLgWhQA5bmV1oad1kPNfZ/U9hqO8Yh+1JjZBNX3dbYXx3zM3ceeWZ1Rdy0RZGbuqJQ8D6xX9fWgWkrfI9dTKLcb8wpZccFO9Gwi3fof7NnQ6x8Q+2hsJLPIWDVB75Yvx+vzNlp2ihySYpjLCxNhueIdlJol8ONPny0ep/pupXBS9M0LlxFP2033t+ehePiFxfimteWChMOb2EqtPT/98zwzx+v3mfLNdhlY+PIXr96wpKY8t5pkRuhrtnPlZy+dcpqXDhuvvDeyGejVU5+My42HEauxQpfTASxlHK7SoUVHbUPtlsxK1aOoDijGtqN1SaEnVO4TZjh+3LKRmUnfM9uolYZCYfaxJi/Z6wtwi2TVwnXyacYj9KdTMVX68+M3kbFh8WeCBFvRsOGy7QuxRQhKUTzRgnPjXBZekQDHRtmM3tbWdR1mG1vqxx00a4li3eWRM8hY4Rdz60OLWUxggP255V42rwtlTmjEmX9CAj1FcM9HTBIjfOEHUShkybDgsN9xd7hPB+6yMq8vKDSdDDqBO0p4BMPBbUubq/DfkS8YaSWRTqYPGoALJ+nPX1nxW72AJn/G+tkYfxbkiJlSaCMUoRpy1j5bJ3ZhbmqIbZ3SVtPbZ6dud3SNVYUSx3tY0R/svJwSRbmjbB+PSJdssJpgFCIGosoFwwQqoj2xoICrDN4mwRNyl7oZ3YibvEHsLygEsli6wHzd2Y1CbOKUDSvo0S0eX55XassGhbuLMehBi/qLE6nNhRV4/vNJZbvxfdt/RovdJM3gOzXlnKJ7OMl1qi0H2Zo3Z/D9zJv9tai+DYZbWXMd9uwy2LTbDYQ89dlwfZ34G5/PpJEctO7q7BRUIGO95SCZc40p0777ObvsNp8Se4oFR6HsYyYj365xTIH066y+MLgXpodPYShplE8T/LhkpHrJqOUQ1apqIVYwt6uTLlwwTLTkR5HsdAE6w4Qf3GRRPNtLr9W5hZX4/6P1lt6fXFzjI2CLE4T9taJ4Rkdz2YzGZ5JVmsjb+jWr/H3JiunFEu8IV6AWNcyGRYcHqO2DkrcvEGOlfn5nB3JEy4O+LQU0Q8Bf4iiH9uBTQzOF3aJ77u0ut/6UNNwXzv6zlPfbgv/rPfJvZUNePjTjVw4vfmQRs55riNQRinSJKbjsgPHio9XFbXpvVfsrsKozzYJ/yaKY493MF7z2tKo7uyJhq1SAog3kc2+jjNzGxPBGjlsSPzKWv09brEXzytzduHWKfFVhGovVqcR7HW3OxIqZFwoEmGU0r/bj9cUYeQHa/HLlxfhwekbLe/fHsUgKjy9M4j4be6BqO9hh682xJcnwwibTDb0v7VC7YRiN3XFXlNlOB1WkQbYfEzW72f0husIw0nsyk2h/2MlD3VCTfndWyvwy1eWoJiZYvmcUvJtGO3klDKFNwXZZ0qaaAkhsomJHRqcKHZXRK8+ZBVaIgqXZK/rOOXJMGNtMbaV1Aj/ZrfKodMbXhY+50ukvYXzuUNt/ubCAlw/cTl+3FqKeyyqJXIe3WxOqQ4OITcye1upOD9XAnRZI4n2lFpTeAjXv7UCf/5wHV6bl8/9jdNXLKqQdUQ/b8uBkjD5tiRGb51oz8Uakrk8SoYD2Y4iWpigaD636qZG3bk96yrb9+ItABCrcqx+qBZODWK4P1FhtEEtZJC6/OVF+MZgpDenZUnIR5JEGaUI05Hz7Jft2Pyu3XtIeJ3dEEeSQfP31DX78NCnG/HIjFzLJKeLd1aYjC/Jwo5nSbM/eeF77YVdQKw81N5dsqeDpbIuN8wacrjKMIZZuyXQtjZnFyD9Lb9oLclsTLJrIsr4EyWcNS48iVA6V+0Rjy27aIb+rC/MbS2IkAyMpXR12ES4AJtTylrOKcsKud87Yg698/01KD5kXbqbc9+Psvl1ygNsf3UzphVEEuizp6Wh//l29wWCuOuDNVhe0LFV7CLyWf+NPVSIFk7mBA0tflw9YTHGfh/9kIgP0Qpdc1p+qzYX5QNkr1v93lF8t6kE11pUr9SXpFie3HIZpUL/e4wbXJExLclJ2e1gVWqdq8hm0f7JrgAr4i/T1mP2tjLTdVaXjTYm4+nn7T2wErGpuBrzdpSZcp9xSeUt5E90NcBEEdG1oni7OCy6nfA9tu0B8wFyR3H2mDnIKzX3PT5s39ozvbCyAUVVZn2nPQVEihj9Kd4CALEqxxodDJLVV5p8AVz+8iLxH039Vc6x1hEooxQx2K5Kpd+2+INYt/eQafIKb4i5E1/+njHfbce3uSX4euMBvGfYUOo8/cN2nPPM3CRIbkYXz+idoU9khZUNUUvPOo2x/K5IATnx6M4dLRb2HWrAD5tLcO//1nELmnFhFi0cVfUtMT3GrPhwZeR17y8vxPaSWmxiSkG3FbYynGyeJCysQgRY52T4asN+LJasX5uNI6H/reYZEa/Pz7f8W6LYf7gJl/x3IX7z5jKU15nDbSMnpdan1E7DFo5hE8sC5jlwQV65I/n+dOyE73ncEe8L9jrQthCSRPBtbgl2ldXHnMvCa5DNsPeOIFZYkDFXjGbYVzjtySBCFHooes5kVSVrC3aNgB8sL+Qq6zqFVZVgdiPpYjbAbD9xaj1l88To8B6Y1mMyHpkf+jS3TfK1BXFYc0TW95YV4ubJqzpElni/VbbtPRZFN5zPKRV7TdLzwIn6uqeD16T3lpr3WnzYvviwtcUfwJWvLMKlLy00vb49j/DszEj44nKLkHQrrObn9uYkjZfpq62jjcxGVHnWlI4mzWkBFG1Httwp0bhh0kr894azceN5fcPX+FPr0DXjYFyaL+dG2OidoT/LL60s4ZIQMCx0smyCb38vkry7f88ueDz7NADGhKfizcEbCwowdcXeNn3u2O+3h39eml+JpflL2/Q+RsSVJRPy1gklYmDg/2f7Q1FVo2UIrpNoBqXCyQStdti8vwaTl+zBE9eezl23mxTfyacQ5QPS5w7j3C0qGNCR2Et0bp3jyKl11ct42GqaZmkcY5MSy2Lwtvp00WYdEHlKJUuytsOGwkUbl04Y1F6fn4+7hvVHt07pQlmM+WmMIrLrnpOke8Tn4qy8rAGZbf9kVYOLRVltM3YcrMVpx3cLX2O9LkTVSGsafZi0ZDfKauOvDtwRRKpKi9MNPPNDx/SXb3JLcGyXjNg3MrC6llXuN6cjsu0mOgdC/T0Y0EypKzoSr8AbyRhSK9K36pv9wmctrWm2zH8bL/EeJFrnlIrMlaH/k2uUioYxjYSEy2GHoTylCCOjIheNT9fwlmI7SWdlOoUE+FMN9n9ZDYT3TlvPnewZq+9ZxVE7yQGmkpOpNLTBCAiEQjBkgzWYiJTUjiRaNUhTOKpgYbYKn3Maq1BaoxIi0xwiMjSIKjexz7D/cCNueHsFqi2SSXcErNRW4Xt6l3FSTiAS1tPoNfdbNneKqOT0+Dk7MVlwSpxs/jJtHZf4tMEbe8x63JEQLafXH6uPFx08AWbF32nDcUF5Pcb9uAOPf70l3Ja8t6tZP5mzrRQLd5bjHQfC3cfP3YVxguTHVjm82P7RFKVvdTQZaRZGKdNhlCh8z5kSVbO3leGa15ZyIdl8sm2zjjJh3i683UHFQdoCp684rNNWCVJxiOZyHVGfN84vHRn+JiJ6Tinxemo8QO5IRKkluANiN8JeaZyh2GIeT5RBqi3EyillTsXSIWJxyBZu6iTKKEUYp6obtRWj9T2sXEdZTJxaGIuqGvHPzzfhDYNVnq18xP4f1JzfGFhxy+RI0nKrxNbsJCjTc1iXho7ck8xqh9F4Z8keS4OP+JS9w0TjOP/ZeZZKnem0SCCr014YVhhlt8op5fSGl6VHlvkUmA2HE1Wye3fJHlMVzY6GVYmNHmphQ6Yk7RzUNHyz8QDOGD0bn7Xmh4v8LfS/cdOun0q/vqCgw+Rkmb2tjDOGHW7w4qNV+zDshQUoKOerT0bWoOhV4ToSqznCePDkslD8nZ5jho9fjHcW78H01UXhpO5cqKfBI62oqhH3TluPkR+stUwrkGxWC/IJ8joVez3y8+HGjsm/aYc0txuapmF7SS23RvFeGWJjvdOHDWyCfNZQLFpDO7IYj13YtuRzSsnn2T3shQVosDgcExckYP4e1CTwlLJuTH1bZMqN2Xr97UW7sXJPx+ZnzCutQ2V9Cw5UN6Gl1YOXfQTOUMw0tlO6eDQCQQ1FVY1YkMfngjOmITDuQQ83eHH/R+s7REZZ9r0yoIxSlCHWb31+8cDjk+Z1tFRiLn1pIT5fvx+vzN3FJbw2hq6wSS1lTQQJAA9O34DK+paw8qEvfKLwD6efgjW2BgzGHZFngJNGh9+9tUK4ELPtLDK4BoIdZ1Kua/Fjh0XSVHNcvX49Il2LhIoGIPKUEoeiOr15Yfk294ApJ4mocpPRQ9BpRPlprE4YLSJyOoyXZu/EwzNyoWnAv77YzP2N9fIyVjqSxagGAC/MysN/vtmKA9VN+PeXWzjjt50iCh2NVSgVayQBzIp/sy+AP3+4Dv9bua8DpLRHXWv1KVEFVZ2KeufDsGqbfaYCL6JQJvZ6UVUjHu7AXEWxSHO7sCCvHNmvL8XN70ZyFhnXfdG86PRhQ2Z6pPiDSJdlx2S8IWkdwWNfbQ4bAiPj1JyoXYZ58XCjD7+duBxPfrPVtGFnjfTGfqJpGn7/9gqUOB5SHu1vFp5SmoYmbwAvzspLtngm9lQ04Lxn52HYCwtw7//Wc3LqMooOW2XStXT8QQ2XvrQQf5q6DqsY417A1O6h//W+8+KsPPy4tbRjhJTskMZJlFGKMNS6rdEl1I7brQzPyJ5UW3saaWiKEiblND9sPohnfthuuZGXaRJkRdFPM4xlW1mF1EnZdxysxZsLzDHuInd4XeZdZXUYPHYOXp/fcV4Z1rk7rAw7oesF5fXcZkEmjAY1q7wvViesTpBXWodbJq8W9l+XYEMAAF0znU/9WNHswrebDgJg5+3Q/8Y5RKKpBABQwoTFsX2GDYkIBDU0SjR/z9x8MPzzun2Hce4zc8PhfeIiCh0uIseHq/ZhxtoifLhiL8pqIxvASDGT0O/GDfvavYcwb4e5mpmTNLaGt7HeI8ZxKYGdGJX1Xpz33DyDwTIiM2Bu73v+tw5rLKohO4EGDR+3JgBmC4yYvDENG+Bvcw84EjbJws4fQcbbRXQ44lTxhGh8tm4/xuWEDB7h9hZ4evmcdsNspaC8HtNW7TNVbOS9MfVrrd4ujT7kFld3oJRioumo1mFkWthA7iR6gRv2GdhwbPa6nJ5SEZnYvmCuPM17qO0q4z2Uk4kpx6J8zdhhKKMUYWQyJNjBWAFDVCnG7MbYIaJFpckbmSFESQmB0CTSItGmRkTxoUaBp5R8RimW8GmGSd7IPU6L/vqCAtQalAfOI8OgpL61sAB1LX5UduBpu5W3k9HAYAyvue+j9cKklx2NLxDEv77YhC/X7w9fC4Y3jaHfrXJKXfTCgg6RMR5YhUeYj6T12qdrivCGQyFlRv7xxRbUNfuieEqFrvuctpAYuOiFBSgoD4XPcIm32ZxSmhY195rTNHoDmN16ahuuCmfhQfLoF5vx/yat6FD5DjX48OiXWzD6u23409S14evswRP7v369UaL8Rjp6eFvY84/1CmidCmU5gAoENUyYtws1rXncrCpK6d1jZwdutOxQVtuCBXnlpuuxPOw6sjKdFSJjoFVVMlnZWRrqD6wx0yi/bBEAu8v5UEj2UMeoH8oSqlp8qAkfr96Hv36yEeW1vNeWccxG9hQaapvlOVCzrr4XuratpAYjXl3igGTRYeeXTCaHXawogY5cm4xTBYW5I1kk3Sg1ceJE9O/fH506dcLQoUOxZs2aqPd//vnnGDhwIDp16oSzzjoLOTk5yRaRLHq/Pe34bnjwl6c4K4wN9lU1Yk1h5JSO9TqSMY5dh1M+GFdhgPfOkEVRtcLtckXxlIrc5/R8WHSoMbxp19tbV049AoXP6XK/AHD2mDn4YHlh+PdoFdWOFuQVSjYNLX7Og0HHfErHy1pQLkcujB82l+Czdfvx9883ha+xm0b2f7Y7/LBZviT4AHDNa0vx1YaQgY0tPW8MT/33V1ucEdCCmiafKTGrsX/7JTBiGvmktciGlSFT06IXBJCBY7uG5g0+tAncNQCYsa4Ya/ce7nD5dLaVREKFzaEprddbvweZkm7rNPtC/Zf18jJuWGTqK+8s3oORU0N6NVtFDRAnTaZAwGKcyrRZu3fa+nBeKT5sEtw1wPnqb5YYDnJCYc2ha7LO582GAzahV3rrxUOCpOlO8MmaIjzx9VZ8v6kEj34pDinX+024oremmQ47nYQ9+GDD3/Xrj3+91RG5YvF8TiT8MYMzShnnGH4v1JFTjYzOGE6RVKPUjBkzMGrUKIwePRobNmzAoEGDMGLECJSXm09GAGDFihW4+eabcffdd2Pjxo24/vrrcf3112PrVjk7uyNo5h9dkMOd3A63TVkdXigi5YvFJ75fb9zP5XNyCtbLJJp1nYJRStcvPIZwCpkS620rqcXVE5Zg3d5DtnJgyaKosmW2gwJFSZfzGAfyS9z1wVoMfX4+NhVXY8v+mvD3bTSyispBy8AjMzaZrlm6X4dPeIN4cPrGDpIwfkZ9Fnom1jhv5TEqCw0tgfAcYmXYljGvRJqHl9F4Kh0IamFjhKzooRF8Am5DqI1kG8hYnjsyekrp7Rwx/plDsljvaRnYUFQNQFSEIPS7rPOJFRrTxwG2mIJcBrbbpoSKyHB53tz8mJQZfdsg9gqU01Nq6vJCjP52a1g+9qDVaCiRxSjFsrWkljPGW82RgaCGeok9pYypNCrrnM+zF4vP1+0Ph0QGjXOMYQ+antZxm2rZCn84SVKNUuPHj8c999yDkSNH4vTTT8ekSZOQlZWF999/X3j/a6+9hl/96lf45z//idNOOw3PPPMMzj33XLz55pvJFJMsogpfsuMNBLHEEKPMxydH7hVtRJ3Ayk2b/V/TrJO9yoLLJZDfUOlDJvZUNJhOM0R5g2Scv9kTa7eb39BY5XfqCH47cTmue3MZvtxwAIAovAat1yVs1FZ0hS5g6BvGU9LtJeLk7rIhDJ2QcDwCQH0LE75nYSiWzTACIHyCY5lUNqiFqwzJir4OsRVgdaODrkjLZuSxrlaryyvPpktH779sPkNjH5f1AIrNgwVYF3+QFb2/BKL0G5nG6eFw2CQzJgUHfbKFNOu4DLLyxTZCf/NLthhtKKrGhyv3YdP+agBGLzV+/TQWApCBiroWnPPMHKxrze1m9DxmU4LIlKOJq4QtOBBhQ+NkJbe4Gv9v0koAokPN0D26/pjm7sjn4ecHmfXvZJO0Vvd6vVi/fj2GDx8e+TC3G8OHD8fKlSuFr1m5ciV3PwCMGDHC8v5UZ1NxNb7fVML94/LQMBZ2GSo02WVHaWizKDydkXBj8/fPN+Ge/60DwCyABk+jQFCT6gRPhMtl3iQYjRD+QFAahTuoaYxxh/dskLypDYYG/lqaBGN15e5QFRKrTbrMa6IeUmh1whjUQoar305c7oh88SKqHiRDSKqIuma/qc94DEZXGY3zDa3GD6MnSWQ+kd9TSp+XOYO3pEYekRdD6H9w12UM34t4pEVkN+onMoXvsVjN51Q2OY2GPm4M+wxIOk5jpaKQPd8oe8BjHKMyzudAJIIhWsGkKgmNUkAoRHjmFr1wiNgAG9A0abyOA0HNZDyTMcrCDnmtedTMIcL8uO1IPw/j11zb7A/v+RftFEeWpSpJK+tTWVmJQCCA3r17c9d79+6NvDxxicvS0lLh/aWl1mUZW1pa0NISMdTU1oYMHj6fDz6f86Ff7WH66r2Yse6A5d99fl0B1aBJdpoRjYbm0HcTCIQWak0LIhCIbBq8Xi++2CBXLpi528twqK4RPl9rm2uhPqZPXD6/Hy0+uU8KXABaWseE2xWSX+83/mAQPp8Pd/9vvRQhkwDQ7POjxWshrz8g5fjWZQq0KnJaIIBAINRJ/EENPp8PLT7nN46aFvq+/a1jUN+t6+uwV+L587o3lyH/mavD8rlcoXZ1tVrp/X4/KmobnRTRFp3T3fD5fGGFJBgIQAvq3jBBKdu/trEFR3cKlUJ3oXVMavyY9Pqd799G9DXHp68zCPUZXRFt8frQ0Cx3+EG9vm7q3iT+AIKt4zcQCPWXmgY5nuFwfRO6dU5n5pcg195enx8+nw8NLfL18Wav3s66x5Qfmt7OrXN4s1c+uUPzeaseqGmcfiLzfM6yYPtBXHNmH2bdd4Xkbp1jAoEg6pvk6OM6IV1W7ytBBFrnv2DrdwCEdBkZafIGOPm1YEQX1+VvbJbTsFPb2AKvNyJbIOAPr5+B1vWzqs6cR1MWvL5Q2/taPf8ia1Lr370+eCUZs3WNzWG9VR+TYV28de2hYvgGQntMff/sgj5XtjpEtK5NHXky62+VJTPNjRZ/EBV1LfjrJxsBAKf26ophJ/foMFmShd31x/la0+1k3LhxGDt2rOn6nDlzkJWV5YBEiaO5woWfdePNtbU+F8qaQtfWrlsHwIOa6hrk5x8G4Ol4IdtA/p59yMkpRPEBNwA38nbswILK7dC748ycH/FFfuhvMvF1zlzsqXMB8OBQVQVycnJQU+0B4MLadetxVLoGmYdUVVUlVq4sB5AGr7cFOTk52FUSep79xfuRk1OEJfnyyL9py1Y07gu1qd/rRU5ODvIPhOTdV1SMnJx9rXfKI/O/3/sRlx6voaa2tV+sXYvOaaFnaGxsRE5ODnbsDz2DkxQWhb7v7a3tWVZ6EDgFaGluAuDCsuXLsf8oQKa2Zfn+hxzk1YRkr6upRU5ODkpLQ3PG1q3b4CrZClll1wkGA8jJyYHPF+orixcvQklj6JmqDh1uLfIh1zOsXb8R+zqH+nNLczNycnKwpyjU7rv3FCInZzcK98k3d+8uOoCcnGLsaO3vJftD/T/oD7X9wkWLUdXi/LiMxra8fOQ07URLa39ZumQx9jeEZK6sOoScnBwU1QMy9Jmvc+biuM5AQWtf2FsY6hv/v73zDo+rOPf/92xVsYplW5ZkS+64915xt5FJIBBaCC0kEEqogQAJJFySEBLSSL0k+aXcQMpNAjckDmB6r8ZUYwwY27hibNwlbTm/P87OOe/MmdldtT2zZj7P40ersyvv7Oycmbe/3lp/FOvKgDc26LdWXn/zLaw8+Cb27c/s4c8+i5a0M8979nyElStX4tWt+q2VlStX4r3MfL7zzttY2fYWUglvffctBXRYG9m45C+v4MebVmPbIQCIIJlwzv03t2XklC1bcN8Dm6HT51i5ciV2fuDM+ysvr0HLe87+aNvAv/+9EpYFbN2h3zoHgF27P+LG/+orL+NgZvzJpHM+bc18F7rx5LMv4ODbnsz90AMP4LU9zjrZvmMHVq5ciXXv6jnvAPD6O44eJJ5JLYede/aJp57C3jY99pl/33s/nADFCGw77bsnV67cjAMHnHEXA3+/5z94ZXfm7PzA0eV273LWyktr1iCy5SV8uLtwn+fF1S8BCKN/aQq1pTZ2EVtqT3vfEdHw7dCh/BzF3bbT9O7dG+FwGDt27OCu79ixA3V1ddK/qaura9frAeDaa6/FFVdc4f6+b98+NDY2YunSpaisrOzEJwieZsm1D/a3YtZ3H4VlAZMnTcav3lyDnj2rMXJELf61aX3Bx9gRevdtQHPzOKz66yvAru0YPXoUlk1owHUvPAwAWLZ8OdbF3sHqxzYEPFKeWXPmofz9vcDbr6O2thbNzZPwP1ufw4b9H2HipEnoWRYFXn8h6GEqqe3TB9OnDwJefQGlJSVobj4a2598D/+38S3UN/RDc/NYXPr0/UEP0+Wo4SMxc3AN8MozKC11xvv+4xvwr03r0a9/fzQ3jwEArcb89/fC+M65S/HTd54EDh3EzBnTUBGP4gevPoN4SSmam+fh7YfeBja/G+g4y3v2QXPzZGx+bAOwaT369WsA8D7KysrwYethzJw5C+P7VwFPrwp0nCqmzluIsq37gMz+19w8HasOvIKXPtyO4SNHYd7IPsDqJ4IeZlZi0Siam5fhKy88AKTTWLhgAdZt34/frFuDqmrnM+m0tgFgzLhxGNKnB/Dqsygvc9bzmw+sxwNbNqBp4EA0N4/Ag//7KvDBtqCHylFV46z3jY++C2x6G01NjWhuHo1vvPwwDh1KYM7cudj44WHgzTVBD1VJ4wBnfq998UEglcKCBfPx+tZ9+N36V1Ddsyeam6fh2Q27gVeDP4PqR07G0lF98cq964CtGzFkyGA0LzsK//XKIziYbMPsOXMxvK4CT9z9OrBdHQ0eBAMGDUHz0mH40VtPAIcPYebMmTjYlsSv3nwJlVVVaG6egU2PvgtsfDvooXI0NzfjmX++Aex4H8OHDUPzwiHu+p47dx6G9CnHpZru55Rp8xZh14E24OWnUVISR3PzfHzw9Ebc9d461NU1YPqsQcAafUp6NDc3487tzwP79mDyxImYMbgGX3vhEQDAMcccg1DIwv/b/Cywb2+wA5VQWt4Dzc2z8ZcdLwB7d2PixAmYMqAnblz9GBAKobl5mdNN8+Vngh6qj+Gjx2LZhAbgmQcAAEuXLkFo7U786Z3X0buPI58/cffrwA699hdGSWUvNDdP9Z1JP17/BD5oOYRp02dg+75WYH3wHXjnHL3AiUNf/Tgi4TCam5dh1zObcNd7b6Kuvh7NzePx3bWPAa36RqZRps6ZD3vDbvzpnTdQ17cvmpsn4u+7XsSbez/EuHHj0TyxAb949yngYGG6T0+YMAG/X/8qavv0wh/OmVKQ9yw0LIstF91mlIrFYpg8eTIefPBBHH/88QCc0NYHH3wQF198sfRvZs6ciQcffBCXXXaZe23VqlWYOXOm8n3i8Tji8bjvejQaRTQa7dRn0JFolLUrBkJhx4IeClmIRoK3pudLayrtfDeZ2PJoOIxYzPuuwpEIbA0Lt9tWGKGQM8+RUAjRaBShTHGpUMh7TldKomF3zYRDFqLRKCKRzBZgWdrdL2lYsIT59ta5M969h/QIb2ZEMvNqZzws0UgU0agzx7bt7EtpDbxJ+1uSiEajsDLrN0LWBeDsLW128ONUsbcl7a4NtpbZ2giFQrBC+nl2Rdi4WfpeLOZfK7phI0TOncw9mfndyuwhOlZPOZxwzhzL8tZ7NBol6z3i3gu6ks7seSx9Lx6LIhZl69x5rlWTyV/5+k6sGN8fYPMdCWfOS2++o9EoWpL6pXykMvceG1k8FgFrtmcDmTWu394YCkf8881qp0UiSFt6yyeMpzd8hOF1FQDo3u7JKdDsPuXO+2gEcUGWjYRDaNO0LlPKlUkcopEIYplzxz2DNJVrDyed+WXEYmSduHtlMGPLh0O+MymUOZM8nYI9FzRJhBDLNOgJWby8xXSHwxrWelNhI+TJj8K8Wxm5ppD3rKeXhbSU+7qCfD9Xt674K664Ar/61a/w+9//HmvXrsUFF1yAgwcP4pxzzgEAnHnmmbj22mvd11966aW499578f3vfx9vvvkmvvGNb+CFF15QGrE+jlBbDbtlLHhF2ooBsWAr7eQAOIdhSsNDvC2V5tpEA3wBTl2LE3tYXAFugC9qmdTsBE+k0pLC8nwhy4v/tDqQsamYOrAGAF+oVRxzEMUr/+u40fjpZybiW59yostY3TBaZJv+TNvAQV00XAmHEyll95S0bbv1YHRGbEEcsqB9O/GEpOCpWARat30E8LrS0YLEzs9MUdm0PkVlVbDW7OyYCYf8BbgPalI4nHWWUhWsTts2duxrwT0v61U7EnDOeUBVQNm5pmPx50QqnfXe3K9Re/lsbP3osNs9zdcl2NazoQydd9oJmw1V10LnCWGth0P+xiw67ucA0JpMcWV/aDdSt2GShmvlqmXDAQAHWlntLuc6Wze0mY8ua70lkfLt5WKnQ12bP8hoTaZJh09kfvINW1oL2PlQ7DL+caZbjVKnnHIKbr31Vtxwww2YMGEC1qxZg3vvvdctZr5p0yZs2+aF+c+aNQt33nknbr/9dowfPx5/+9vfcPfdd2PMmDHdOcyigq5ZWRvXYoB13GGbmSWMP61R1wlKW9IzkmScBqTzlJ7CEiVt26T7FPvpbcRtmgkfnFHK15nEec3j63cFMjaR06Y1AvDm0J3nEBWUnJ+FVmgqSiI4c+ZAHDuuAVMGOEYz1yglCERUiTmgYRFihnMvOo9l3fd03D9EqAHQ+d3fPUg3kqm06332d7Bjr9Fv7Kwrnbif0O57us45gymHKfIZwoKx5FCrHoaHnftbYdu2r9srPW9+84Re6fkMpqin0n75islcOnUHZrRxThzBaZa2cVCTtaGib6WT8bBjX2vWro063qe8AZNet/Hk27vw7q6DwQwsBwlXXvEb1dhn0k0uZCSS/FqQOQATBTQs5MvRR/UBAPd+VHXM1MnR3ZJIcfuh89N5Lkhna0dpTaYlTk1+7RRy3aeILvxxp9tjAy+++GJs3LgRra2tePbZZzF9+nT3uUceeQS/+93vuNefdNJJWLduHVpbW/Haa6+huVlWWenji8wLQ9u4FgMszNM18FgWZyFO23opZXWVJQByKcL6G6VSaTursNeqWfhtMmV7HjzFQagDd180G0tHO3XvWpP+lta+SKkCC3l0a6gqdUJo97UkHaUxSyTDAY0ipa5YchTuv3wexvarAuDMsz+KzvmZStucYaSyRM9UvmjGsk3vSdFQpRvOPSlXfF2FXaPBnzatCYAXKeVva00ipTQ0plGY0M+tl8zaZ5/rgCaGB9t25jzbeRnRVGhhHnKbyCfiuZPQcK1kk09sW5+1oWJCYzUAx2GiipBOpaFlSpbMgAk46+Xqv70S1LBywvY8lVHNtvXZFxtrSrnfHael9zvn1El7r9GN8rgjj7BIdNE44jpK0vroFC0JsrdkxhcW5FpdxqqC6XGAaq90fg8iupFF9ut5IhYWPRJWDXlDF60b8gfL3ciKgbakP5VC10ipUfWVqM148NpSspQh7xDUfVN2jFLOYzbb1DtQyHDVfGhLpV1PO1se7ECkXvigmdBYjXjE2UrbkjIvu/M6HULKy+NO7noqbUu9RZwSo1G6R+8ecRzVt4KbZ1GokEUt9qsuRVlMX6OULUQvekK1HmtbJJFO+wyZFjHsAHqle5w3bzAAEp2rTJXQxyvNiEVCmDustztGlp5F14sY1fDGtvyKiXYnbF0cbE36nSAkvaa2wl8LVAfYHk6dfuI866LsfvP4Ma5xL0HOS/Yd0PWtu1GqtsJRGqmxwd3bLf/ergtpIaWZyuJpGyiN6VmTCcgeFQiwqOPg1/qIugo8fvVCrLlhCT43exAAPpIeYM754KJdcvGlhUPxwBVHuzLYgdYk0kQmF1NVU1oZpVJKh07a1vO+pPzlvBl46pqFGFnvND+TR5V6EWrsNYUiKezbH2eMUarIoBFFKWJh0Dnsb/23juF+b/OFDAvembQ+NaWmDuzpFvhrI3nIrpGkC8PKbzq+e9NUU2kbNtj4/SlPbZoZpWiklC99L22jJRl8JM+vznQ6ZTBjiedld57nvXcZj1JmbZ89a2BBxkj3hpKoJyA7dQL411AjpU41AkpjzvzGyDyLqUGeccQ75CNh/Qz2i0fWAnCMN76aGNqn79nc2qY/dUzfK8sohAfbxMhA3iiV0sypcMH8IXj9xmX4n3On4xufGAWA3w8BVv+FXy/vfuCkCbH7pJCcMqURd104C+UZI/CB1qSyhlfa9uSAYbU9Cj7WbCQkaZL+SKngz8pTpzbilKmN7ndN05n8dfb0cjIwHr96Af5y3gzccuJYjGpwFEa+Npb4OYJP3xvSpxzXHDPC/b0txUeR8FH/thvdqyNenbpMVGCIdxCn0rZWUYHVZTFXFmhLpWGT25Dep2yJ6HCfMs6YOQBDa3ugIu4VfD5EajWxaQ+ziO+ADT13fH46pgzoCUCIlJLW8NRnjciYPrgXQiHL3St5p2bmJ4k6tgvspPf0Sr1k1SAwRqkiwyKxUjIPu45EQhaqy7yN2PNEepuxGCkVtNe6RzyCq5cPx1XLR/CKMEsnC4kKmd3psPJYuHu+Q2bsSqVlNaWcn84mrI8RApALp1SpORxwUd9Xv7EUS0Y59fHimU4krUJqKl+PxPm7RMbzWF9VgkJAt4ZoOOSu3ZZEmihe4H6KHtKhASuOTLCPc/ei2kDMDvlwSC+j1JVLjsLlS44C4BjO+JoYfuVXN5IpOu9i2DuLBNRDERjSp9w1SqVtfv+WpavqIli/+o2luHrZcDe9M5L5mUynuTHSVBt2nRmSe5XHCjhihy8vG46JTT259BR3/xbOS9u20ZLZK/toEjH13U+PA+DJJ56i7hWU95Td4NfKd04ch2g45ClaqezpkgfbPKNUQ4HOnlxUlEQwfXAvnDK1yXP+EeOrt7ezKIbgjccPXjkf58we6P7ORV0IkUZ22otO1hF2xlPnFG34ltYkfY8q62xfFCOlQpa/8YMO9ymDre+SaEiIJnUey9L3gpQDSmNhN8qvhTOe+WVxXTJbcsFF2ivqHaYzTU8KOfXsHtNIVA0MY5QqNgQvjHPJcgtv64hlWXj86gX47TlTAfjD40NCTSnqIfjC3EEFHStjcJ9yXDh/KHrEI+4h2JYl3SmVRqcNadS7fdniYZ36v+i8lWaiY5JpdeHwtK3PAf6V5Y4XknogRcODbdtunZiSaNct/tJo/gJkRYlnaPWMJXxNKVlIOTuAIgW6acVzriQzVipohCVKDFsP0wfV4IErji7IWGX85LSJGFrrtAiXGYhlKR5M2A5b+hilwiELX1o0zN1PaDot4HRz99JTgxihn6UZoysjwaUbsJ/8mHVQYm47bSLuumg2l7p5qE1tJAlaAaBUlEQ5JcxLz+LHSCOl2GXW2TaISKmKTO02Zgg81JaEaDhmP530YWesvXvoYZSKucquM2a+vIDzWMdC5558oq4RSD3/C0fU4o4vzCj4OGWEyN4cdSO+JHIKiWII2mEJANGQd3/xEd1+B2si6Tx56aJheOCKeQUdZy4SKdsXQRom47dtPdZ6lDhsXaNUkl8L9D7VsXMgk/csy3IN9wdak+o6hxqUMWGR9S1Jf/c97p4sNqNUyh+hRnUhGiX1u4ze2p2s37m/29+jWNDYlGGQIUvfsyx9lBgVFSVRDO5dDsC74WkxS4sYpmhNqfqqUv9/VgCoUsAEfBrZ4DOSwGtDP31QDRaOqG33e0aJkaKzkW9U0GeGlpTtb4nOz7keB3hE4imS5dszBawrawY9eGXHjC9uCoVPoaHr2vnJ7tv2FPqd1FTdoXEB/pBg1/tFWirLjH5sPUQDtnjPHtrbfcwi0vhOmCyc3BMqaKSUJjYpbkyA3NPrRr5osqF//+Tx+FrzcPf3ZEqmMIre6eD3kRmDalBZEkU4ZLmCqMxI4qbvaRARcP2xo/CvL83xXY+SSCmx2xTdvwEvejSIe5bNM90L1ZE7cCOltDFKKeoCWlwEhvNaXc5KgBrT1HVSaHp+NOzdE0FDDSAsUpzvuovMT2+P0aHeXohE4IoR3WL3PRY5Wh4Pu86VoBjQq8x3LUlqF0mNahrs51RWkq13y+K7eLMl0qaBg4RBDWs93GhSf929MJFxgzT2lMcirlGqNZEmWRaiQ543no3pV1nYgbYDWopFXejc5kqZzBjcq0ve+82bluOxqxZIn/vTc5szjzQRVgNEj5PJkDd0ydJNQhclJhui0OfbjInXlxl4It2U0pYLKlhEibAktkOnnnb2XEk03KGthTdKdeA/INDVwCKJUmlZ6o0+IbgnTuqPuy6cRRRFUtdD6MJD0/dKulDAbqguxY2fHN3uv3O91ZlFkKZGEYXS3p61zQo2dwXMsHO4LaWsy5ROewY2tv7v+Px08b8qCFSBontIPh5GnWpKLR7pRB0xLzvthgnwCkHa9ornAsDFC4YWcKQe4ZCFs2YOwJJ+zppNpGxfMWWxaw2b+0UdMMx3FSWkuLAXuaNObxK/iyA4d84gjJHUn4m45w8fWSerQcb2xCsyKaLtNfiwv+sIbO/g0msUa8UmNesqS4NtRDC4dzluO22iO+7WFC+fUMO2W0A5E/1y03HtPyu6Gi99L+12HfNqBDq/p9OecSEaDuljlKKRUmTdZFOAdYnKYOeiWGtU7JDtnaPBz/lli4fh/509hUvHp3UC/Z2wg4/WAfiocjbvrbJ1QhopAHo4SBg0uo4ZpQ60eOl7fpncW+srxtYXcKTA+UcPxvC6Ci+qPpniDJeqcQLA8kwn6kJz4qT+0uu0dmuUM0rJswRs28t4iIatLusSWxIN54xg1rgKT8EIfpc0tAv+wPMOQl0O6mzEXI+vo9ikFQYeKngEVSuLevCiYer55Tdmr7sNb4joCDFy8Ha24F0fooywjTCVJobMEP+Ttp9lEW2F5vsnj8fEpp7EU+QZHryDw3kt9eB1VarK/zvbKVp+1qyBuHD+EKlXUQUvUPPrxBdSnplnKqTkojP3gfiXzEgpK15JxyqmGc4e2hsLhvfp8Dg6ClWgaJpkSlDAwkQgZcXkw6GQFvX2bjh2FG49yalZE2ZGhnQWI0OaNxL3KAlGcWf3IrOfOtE6zmOZEA14KRMXzB9SwJHylESoUcqZO8copdq/9VC+ZEQy+0QyxdeUktWrY9Gjk5p64rUbl+HmE8a6r2ddq7LR0aLj/3veNPcxZyTJmi7e8UjMX352cofGSRncuxxPXrMQD315Pj45voEUDOcdC9RY7KaoZoSX0oA6e1693ItedJ1mWRQtOt+xcAjxdqSpdychiZzVlqIR6f7PEbTxmMHObxpBL8optm2766k96/xP3ZReGQmFsHBEX6y8ZK57rS3FOyt93fe6yLDTmdpx1DAgT/N0nvPXlNLHKEVTVXlHiWDskTTf6FkeRaE4YWI/XHvMSAAkfS+RPQqT7YchCwjqGD1laqPv2qcm9sPXVox0f4+SKF4vld95jq4dFjgRj4S71KmZSxQNXlINHmOUKjLooqXRUe1NPRjcu7zgXW+o8UAqsFKlsgMpTl1JHSkEypQCGqbtpQw5r0mlvfz2cMhCR/blrvSkTc50zQA8QYmLlIJfoUym+M8WFDR8WfT8ypTIfGoz3X6GWokZWV+JP3xuGhaO8OrnXL18BB5VhNrKYAZF2+ZrBVmkRoMYSdKeee6UUUr406x1AiSCRjSgaEUG/X757inysdsk6i+iSaHzz80ZhOoyp/h0hK5vsodbnPLLex/bU+usK2GKV9hiBieigLnCqfNapsQnClwzTQZds64C0JqUeNb9CkAQXLJIXUOQfRan+Ko3RjGCJ5FKu+u+JBpCj3jEjTgGgBsyXfyy0RFnSF2pjQmN1b7xylMk/Pt3NGzhf871jFr50BX39DFj69Cv2isPEBOjXcnYRcOrZ1CzCl6/a+Ulc3HhfC9ykkbpquu92VzETkyDqB1AjEinaVn882y4zr5YwAFmwVNwScSORGGnayXv/7ubzlx29tD/P5niG57Q74Sum2PH1eOqZZ4xtL384OTxHf5bPlLKv05c+ZA4dQDPwKwbrITC4UTKdyaFyZ4uGjsLQU/SJMN1AiZkUcbO7zanr4UCMxrLzoQJjdX82gmxszTtc2rSiG9WYiYWCXVbRzzawZOhgf80cPQ4mQx5w4fWOj9DltVugbq2Mo7jJ/bL+726gjjxXrcmaegt++mPEghKoaThsrEI9UQ617IZSTp6gHSlIDKwdznu+Px03HPxHHeMtKOELATXLQ4dstCzrHCeGZGwRGn3ecLSpGB4HmtElSpXWxHHfy6di3lHySOALswz2iMa8f5/MaJO9N4xz2N70vc6cx9EhIisUrdOgFf4Ge78Oj+pMCr+fVdy9qyBqCr11hpVbmXQQuf+tuHeuqH1mypL2r+WG2u6r5YdZ5Qi+zZNnRCLnHZlMf/2wJQstlQ5D6PCO832kaAcCnRMAFAW90dKWYICEGRa0CNfnp81bS5CInX5SCm+jhqNCmD3Sd/K9nVZ68g+I06brDuWWByXd4KEMHdYH24fyD3Odg/T/38I57R7zgvpe6EQX+8SgFu8OhoO4ZuZ7raFoko4m/kaXuKe6LwmRbz/0YgVqKPhlCleRANdb7GIbN3we3va9pyxQRTzp0TzrIHV1oGIwO5O9bMsSyoX0uYJAO+cioVDnXKOdMaxJq8p5Z2f7Fmf8VjT6Fc2j4cT/oLbtPuepwcVbq3XkTPDi5TyZEXLd+6Dc2gfNyG7XklZMa6ec6BPG1TT4XHL5A3xEp8Kn+WedSOlunbee5Z5Br/PzxnkG7NlYqWMUarYoIuWbhLZakrJiqvlY8z+yvIRXXrwU0GIRjr4vBw2r1QWirnDeuOOz0/Hz0+fhGOIUcqNlBIKQjo/vTF3On2vizfA2UN7Y2z/KncjpoXDs9WUioQt/OfSefj56ZO6bCxPXbMw79fyRilw46RrJNmOumNUSf3pZyaS69n/7urlI3DCpNyHLBUiabtZGs1g25kC4nnWmPgt6frRGQOxmPpFQ7Ld6D7ZepAYz7pDxKPRH7lSvvhC584113BCFV5iGPk2SWHKh3gkhBVjG9r1N+2BGvnaiCEhRBSFtA03BdEZU7DpNmwNZ0/fy7xGoxoqAFCWWe+HEv66GGy+c3UQGtCrrNtSV6lnWobr3RW6kTqpNs7vYvoh+1wTm3ripuPH4I/n5lcPriNfmRikHc8jgoRFlAL5O2NoVFOXpOSKRqmwt7cA4JQW2mUXgFu8OhKycNLk/rhW4vXuLkRFRlYnxafg2jR9L9xt3v98GNTHKw/ANZRxu6plqRdIogWnDuyJ/j2DaYQD0Ah627cnUiNmR/bD7qqlSo00fESjJxfyjm8+wq4z8jj9f4fV8iUi+lZmT+3j0ve4yEB51C7bd9iav++yeYGUHlDhNptJ0Gh1fo9McTpFYcY1vrEan5ne5P7OnGGtpG4akxVlBdkjIQuDepdj9fVLcLTC0StCV1RnIvFkazOk2CvF5gTOa53XOJ1Ku6eLbSwSwstfX4qXv74UkbC/tISJlDJGqaKGegmyCdRNkto4QfgPLMvi6k2kBMGDevXaY5R69RtLcRPxVrLaQO3l4gVDMXtobzQLRQWzbmTUg8cUnnYc3FRZ6C4ljo1RHinl/LRJHZ5IKIS6qhLfPHQG2ff4vU+Pw/lHOwW8qTEizI1XnG/nNaKnPef7k92+hngr8vFM3Prp8Xjginm4ZKG62DQVmvg0Ct7zaBPPY661PaiXJ7jlcx/ccqJnfPnNWd49wNoPM5igcZiGZIupWDS9hsxvd0eT5FI2aU0pZb0aIVJqUO9ynDVzQN5j6O69MUwUjgTR6MX0PdrhqzQWrFHKrSklravn/GT3akcK+XcnNH2PLd+wqzwSBSCHp6a71kWuiDIWKUVr14hr3rb5FH56z54xYwDmDPM6WGajIx550SglN5Lw8y1G5ubDH0mjhS5xVgnft78RS+a9LItTWACSkpVJ7xjcp3ClEMTPHpOkM4UFIyCtwUijeoOgvkoevcf2i7aULG3f+Z0aj2ln2yCgkV1iDVR6X+ZbO+2Zaxe5j+l3XFMe67KOZrQ+lKwmFou+pEY1up+3R7YVoWd7n4o4Gsq8++8np2V3gI6s9z4/33iIN5T4akpl7uWSaMiNmNWB0qgXvSs2T6KRUp4cUxhV/f8ums3JizRSSiUrUlmFyTY15TEuSunWk8Yr35Puwp1xNsgMSPOH881W3E62ks6wXqQ9Sd/rBp2sqjTqRgXrUh9PJ4xRqsig9+y6HQcy16wOtbO2cwnh3XC/xFmHm0TKF1lEvdZeTRj/Em2sKeWKJlaURDlDw9xhHfOIqARdt6ZHSl0Ymqaaha3cc8ugyiYNFRX35u+eOC6v/08Gm8O0RKnhQnCz1PHqbCct2WFjA/jy0uG468JZuJKkrzDhlK/NxH76xxvNQ1Ci729xj/MYe8jC0NoKfGnRMPz41Ak4aXJ//P2CWdxrLMtStioWWyzTWirZoOsxn8Oadh+hkTU94rxBgxM0FMK0KIwyusMoRQXdXPdNnCiOYtRLtrXcru6kNmDnaYKgXsV8ofcXE5rFyBfaZjkcstBUk3/R/e6AjSsh2QPpvAMdK+Tfldx22kTud5q+5xU3zZw5JAIjW6Hz7pQdcxlYIpI0IX9ko6cYWFb7HCPce+X4u8/OaPIJ6kqjVEoWWZz5m7TtS7/Ode9TpaM7aqy4kSNC+h5fF9C55ka/ZNZ4IdPhxM9Ox61y4tB07KDrSU1q6im9HnXP/WwFrME5HIjdvsPMzdNgC/DRemzdcrVGJc4zryEL/70N71uBhUSuohHN9FYY268K9VXe+46q77iBijNcR7wGCqqmQ7btRFQDjtzQGVswJ4MJ7kDZkrxk0TD8+bwZuGD+EM5pGY34jbAyp5rzGi/K65rlI9ArR1SqSFd2PaaUxjKOQXImsTnw6hxSGaBbhpGTuKzQubuXZ9cd6HE6KM/mSZ1ZX9Toe87sgXj+q4u5+9V5jf8slWVhMKNUvJvLJogyh4mUMkapouZPz20C4NzI7VK6AMDmvfSM3j1i5CV2lwt/fGce55oY2k+LzsoE9nNmDcKUAbxgQ2sgddTarhLk5d331Ia09ng1asghSQvysZoVjM50hmLDSUqMPHxkjNpznavWTy5k/2c6bSMaDmFiU0/us8trSgleJGG8Ky+Zy3UkEqFfCR1Ke1ZKNBzCcRP64Xsnjefy4L3nqZDK3suCRd471Y5aTdQYRNO8SqNhzBzcy/d6OsfhkOUeyMeN59MPZR1V2FtZRBiVpR10tVHKtu123a98TSnnmkyoSAv3Ii2O27tH9lQB27FKubz4tcXuY7E4Zb4h6hQxqg7IbSQeWtsD1UHWecsMWR696M27bdtoyXSA626BTsaYfpX45Hg+9dJN32tLZklv4ut7yaBH7Pj+VV004tyGIDeigRh53P1b0hykM8bAXGORiRmHkvzvMZnSKEsPzuJ4ktGV3WkBf+QbjZSybT6qmNarA0DqBFm+sXU3YcEAJmv+4HPiEO9/0Gm1jTVl+Mt5M/DvS+Zw18NknavWDe/8a38tVRkr8owIn9BYjd+QKHxeLnSueXKVt87bspz31BBLnZJp4Tq9737WibIKCWLFY/d6tjS4tG3jcJtzg5fFwp3SB+if+v8b//97/IQGzBjcC19ZPsKVWQCa5impC+TK487c0npejTVleO6ri9Eejm9HfaRs3HMxv9ZLo/70PbGMScoGRCdEoWFrskUSmS5LUaUyKL0zszkceONkxz+nWHdM1u2Rq8/oM7J5Y23rxkipbJiaUsYoVXTI9yaL67Lz01PH4+i63C4kWbvUx6/2av/Yttxy3Z6CpCIxaaRD5iAkCkI2o1SfijhuOn4MTpjYD389fyYAYACxxHd0X1Nt/Lynmn8PGvLpjTl/obkXMQLS0Oqd+1u411GjY7ZOTdLxu4q5p1DK6sG4eeESr29nz0TZd6IytIUlAiiT51xhiYQ2R8MhjGqoxLlzBmV5f28A1PjYlbU1VIVa6bpyaqnkVwi6b4WX5tBf8PiIdaIA/rNEwhb+efFs/O6cqfj05P7c61j6Hg3J9ncgsbm6KYxcxtHaDrR95tIbheeWjurL/R6XKGDS1E7Bc0cNDvde5rXDzodolroCHTGA0z2NCT9ijaM0l05rIRoOcekd3clxExrw1eaRuO+yeWTMzk+aMiEatlNpx8PIplpMGw2Ksjhtv+1ck3XfE9f2d0gtMjFy7hufHN1l48vVpZDtx8m0Z4j1p2ehS7qndiTlMmXzf0PT91QRJFzHpjzfs7ujkWj3PWrsCIcs4nxyrrkG+8zeUMhOk6qaUvI0Muc1XPpe5vWFrIMlMn1wL4xu4A277HPlStt3051CVk5nbD5RUPlGFd590WyMqCNpZDTSSKGwp9L+eWeIewr9XnvEI7hk4VBUxCM+R0h7DRS0syWV3flUJoUx03b2TYBFSnX8HqT7kgVeppQZLVTvJUublBnT6D3M7u18vurRDd533BUp6OP6V2Gs4MTgyphkSd8LotA5hUbVq1JUOd2BjJN+pyqx0YI6fe/HJ4/DX8+fif85d1peEWvcelK8hnbfc50OIb9D0I2UKnQtT2OTMkapYkNmSbUsXqBeNrovKmK5PUgyo5S498kOhq/n0VpahcyrJwqsYuE8ytJRfXHMmDr07hHHD06Z4HZr6Fddih+fOgG/PnOK1NBw5swBGFFXkXVs6vQ9ibHBTTl0XiMWOs83fa+CKG40la9C6BiWIt+VrFNTtg5AbuSRLakpRWo1JLN49DprvJH9vcrLKR+v/yBMCEpYNo+7KhWuawv5s7VNvDAhSfoem+dwCH8+bwaOGVPndv+bPqgGVyw5Cv++ZA5CIQuPX70Afzx3Oob15dfu11aMxODe5Uqhu7o0il494pg/vNYndJdEJOl7rtHPr+RShSuXUaojXlyVce7Fry3Gf58xmbsmjbQUvKRpaiAOe2uJkUuoF2/dKCdo8c91RBe1LMv9zK1u+p6otPtrj5V0ovNRvlSWRPDjUyfiC/MGYzjZL/maUsiMlb8nbRs40OqFzZQVYLwism3XrSnVRr29znNu+21y5px/9GCs/a/lOHWal5rp79RWONHJi8C01YoBUWDao0idNXMAlxqaS/mR3f3jang5IiZJkZApu0z+yNeIRvehfM7XbDUAZbDv1Lb5fY5LqxVrSmXmK9c+kG80Tj7kU1NKfl7y0V3nHz2Ei9QOmmxp+2Gyx9DmHLmiG79/8vic75uPoUWWPs0UXD6NLDNeGkGvSN8LWRZ3P1mWhZtPGIurlg3HgF7luGLpcLx0wxJfvbL2imJzh/XBD04ej9OmNeGYMd46jEqdrYJxJ23jcCbytSwW7lRNKXqOWhavf8tkQdX3Iit07qsLRCLSAW9t5SPH3kycEV1Ru05WN8grkk8M95npscheU+hC5yIlksh0sdyK6uxZNroOgFNDTiXri1fpdz6mXyWmDarB3GF9cF3zSDx45dFZI5Q5OVvxfpwu53OueQ5BN1KqwB0+jU3KGKWKDtmeGrL4Np4AMKmXc8OpCiTasKXpe1T4joTkhSQ7VYyOeFFTgkJMBQ9aT4Xx3RPH4fYzpyi9ksdN6IfFQmQFo7oshgpJdAkld00pO2sNnpRwQOaDZVn4w+em4YenjEf/nmX4w+em4YSJ/XDB0XwXMnGP/dEpEzBjcI37e2WW6DXXyCNtGU3Gn6WmVGdpV6QUSd/zojIy803T9wQhm77HuXMGcQVV6XMhC/jByeNRV1mCnwj1ZzoDFZa49D3y3mmbdG4KW5gxuBd+8dnJ+O/PTsYvTp+EX581BZcsGuZ6kRtryqRFigf0KsdDX56P35/jeJF+kTEG3XKiI9SKRixKnHRUEQ3DfEg2P7+AF+VFoV1tOiLEqf6moiTqEyKZ56o1IYuUImsjzX+uY8Y4AlJDVUnOSE+foES2G/HW7mitoTBRaAB/nQbOMF9AiVSl43npe/5UD7pmDrW2T4Fpb00u1hihPZTFWE2ppD/lkxjA2XzHI2FfYXnxsxQyrD/ipjX5m4OEJPdrPvv3uP5VWPtfy3HjcWNwVF9P6aV/+/cLZvr+zrb5CI9bPz0Wpw3h9wReaWTjzMy39LzJby5V9UpULBlVl/V58d6lCghLQQWcOab3JUALnfN7j4rFozpXk5EizpeYdgiQ+jSuTEVrG3l/30o+Z9C4e2JabWwQnX+5IqXykcVy3S6DepfjL+fP8F2ntdPUZxFf14giM5CcNq0JFy3wjKmyvb8jhqETJvXHzSeM5c5amsqUTa493Eb29E6IhnykFO9el32PSUXBMM6YJkYZuUZ6vuRBe1JW6ZrpCllY9jHcaK+kpESFRAbojDGwM3CdmtP82UPPfVlmy2nTmvDbs6fiX1+ag0kDqvOqi0kNeKK+NqRPD/yfkAZ5OpEfeOev/P/n1jwzsvmiMb0I9rhglCqLhV1ZkvL0tQt91xjnzxuM/7totvJ5SpBdUXXBGKWKDNWSPX36AJwxY4Dbea5XCfDctfNx94Xym2HusD7STZ9uKtFwSLoZdua+cRXilL8dPfVy0BSnlZfMxY2fHI0ThTSk9pJLgcwVKSWNzugCo868o/rgUxP7u49/cMoEVAn1Y0Rvy/ET++FPX/AEpaQk6o1Biz0rax+kPWOJbB4sCyhXdAA7Z/ZA5XszVDWlsr1WLB7vjBfuc6Lhkm7oTuqp97v4+IRJ/fHMdYswpp/a89JexO5N7L3ESCmalsUojYVxzNh6X4ScDHr/hUIWrmseiWMynvhTpvJCrQwu3cNdD7wwatu22z6aKkG0UGpTTRkuXTQM1zWPdK91pPaBSieV3UbMGNBKPF1iaqe4fwDAwhG1uOvCWfjPZfOkexqNWLTAC7H0+xOFW+oBpPfj9EE1yAb9Duh7UKOrGAnY1Swe2ddXd0HVDYbdf4kUTa0BN760bbuRUvmm7p09a6D7WHSsyDh/3pCsz8u2FBYpdbDNX7+DM8pnqd8hKreF9KC66eM0rUmScpBshxEzlbZdwxvdc6inu1d57lTc48bXo0z4qqUKF7tHSWSxmGKb63ym9x5dpyXREColDqf2ZrzQ/58Vdwbk6XtiXcBc92hXpt+Ib8UbR5xr3vp2fncULb9xpC2L3NAdfPfT6oYtLJLGSXHPtrd794AsAuPLS71I8nyMUvS7O3acP6Lt/HmDuULjDDetNkvETprUNRKNiSGrY06NXMfBjME1ODOPbrNeuiR1NDjPhcm+wiKlSqLhTp1F1LmVSKd5Z51kGcqc5gCNDCR7tpDOTI2w4nvnQqzN2R7EyG4A+PBgq++aa1hL+2UwWfe97nAU5wMzSrVKal/JmmxEhLlbMKIWvXrEEY+E8fCX5+Ppaxfi12d6ddnET3WYGMl7KGSIElKrktb0pFOkalQTzXLPevXIbLQmnXGI5/zI+kppo4GyqHysZ88aiGubR2J8J2vyfpwwRqkiQ2ZJbUumEYuEcNPxY7BwhBcp1LMs5gqoj121AN85YSzuuXgOvvfpcbhowVCumHZJNITZQ3tx/380EpIe6vTajZLaGp+bPYjLy6a4SmUiDVX3vbQgeIxqqMRZswZ2TjkjSocKlQDjtuTO4hGjNaW6w6shiyqi3xV9Xnz7kCt85KrV4A/B9f5PC/+4cDbOmjkAvzpzCr5EUiO+tDB3jSvZ3OYTKaVK37NtzxAn9SZagvFGYaDqStiB5/eye6+x05AaewqJNIU2JK4HOr/eB6BKwGNXL8DlS47i1nuHIqUEY2K2/8s1akvqYVHFUWawnNjU042S+t05Uzlj6vdIy+JoOMR9Zjq+aFiMfPMGPGlAtfu4trKEaxrh+8yZcXk1pfj5p4qZrLvktIHZjV4qaJSYzAClCrNnQ3AUGOexrC6da5SSGLBPnuJ3KtCPlk+dplzLixXlpZRnIqUOczWlnJ+eZ50YiyX7n1hUuZDFor3aL179EVmXL7GbXTboZ6EGHbonSe+/SCinN9czkqSy799CG/FcqcF0PHTtNvYsk0ZIt3efp5Hh/B7uORbE9D2vVk0Oo5Tw/Dc6UQJBnP/sNaWokdtfvFel+HeU/zpOfQ8/99VFOHlKo/J5WsBd3Bfp3k4dVaJjKxyyuD1OZmA+PUt05tc/4R+/allyaZNCFAm9L1Xd99qzPOnf5uP4yacxjqwhgd+Yabs1pcpikXZHcvz5PM9RQ+U09n8yZLK5rG4mQNY7rSsppL6J6artGTcXTdZOGU323cg6o3vpe+pi7WkbHcq+6Er4+qMqAyCtp5u9hEZ9VakymwUQukMqztg7Pj8dR/XtgTs+P52bF9EpLYM2JxCda3TNtylqSqVtubmLNjM6aXJ//Owzk3DfZfNww7Ht2+eD+Zb1whiligzZos1HrmjqVYZTpzVhbP8qnDSlEeGQxXkSXv76UvzP56ZzfxMLW9LNkF6jLW0ZNmzlpuCm3yRTpO6OIGB3k4cgV6cWlUItq5HhRQk4P23B0961ol7usdPNXPzO3EiptO1Tyngjj9pYYgEYXleBG48bgyWj+nLd3/IRkmQvUUZlECNadu+Meo3Eo7xBlT5mhY+7GnbgUYXGEiKlUp3IV2fd9OYNa3/HNwoVpv0HM1VimGddbpRi0M/XEaOUSuCSCZIxLmqRj2yhHbKyGRgAYP7wWkEB8T5XJGzxkVKCkEprY9DpoNd3H2zFWTMHAuDTG73/x9tTAHnkpai0i/zlvBm+8PJcrLlhifuYpvswlHXemFFKJkS7hjQbuzNe4V5Ch8NYJIThdX5HRXvXTi7lgta0YpTG/N33fOl76ezp15YF7Drgeby7IlLq2HH1vg5kMiJESWFrQuxYS4082WpKsfuHdg+9cMFQVJdFcfasgdxeKnOuDOxVlvNMppFSYvo13V/cYuEsPVESLjFckYZMz46QZUmj7HIpcmKKpmV59/1hbg/nI7wAWm+PV+Ip/7hwFhkL/1xH5YMHrjjad82bb/9+TsftpRx6a1dWH3RCY3WH17dMHgScs6u2InskpKwrqTSikTj/fC3Vwc+tJfkYp05VG6VkabnqqAuq4DrXZMbXhKLroVhTKhtUOc61B6bSNhetrcI7gyTpeyRqhKXvlUbb332PriP6/R5sTXK6DDUu/vz0Sfj2p8a68o5IlNaVzGKElXUPlrFibD0mNVW7v2c7k3IdUeLrG2tKpSUiopJ71nXOEwO4TA+KhCycOKlzWSP5wtZdS9KfJcKmNZVDFm8PUwf2xLSBPTEvS6OuyQNqcP/lR2P20N6C49l7rNItaNOqlFK38Gp9ivtg2pYbvOiaGV5XgRXj6jG8rqLdAQoB2R61whiligypcp9PgQUJNMUiHvHXAImEQtJNmF6TKRK2DXzzU2MQDlm4evlw7rmaTPTArgNtbshuWDgIaSpCV6auqDYqhrL7HvNqpGk6Ar+RpdK2L/KrK8lllKK1fsTvkatT40tfcV6TK/3QNzV0DRAlSNaGFcjfg+S8vzPfaakRzfnJH4T+bSwW5usf0LdXhQV3Fib8tBKBMBzyR9ao8tVz8b9fnImvLB+BW05Up0DkA9/5RTyY2Tg9gwmd3/pqv2Ih1qHLxes3LnMf+1MCsq/zeNSrKeVTwMha7sz+EQuHlDWDImFLGTkWIsLiBUcPxYULhuKv58/ELz7rD+ln/wdrF+6lY2X+3xw1dxLpNKYP7sXNJeA0ucgGFwkbtnwCVu70PX+dIGoM/OBAGwCgl1BAWfUt8IZj//MDepVh8UjvM+X6Pve3+I1StNC5X2lnCoB3jsrWcDhk4SCJwpIpOvnWjWBcOH+orwOZDBphIHZrlBvp1fvKfZfPw1XLhuNaknLbt7IEL35tCb7xydF86oqwZw/sVYZPT2nMqZjyhbd5w7G7f6f9dUhEA8Pg3uW4WFGsnNqvLAu4aMFQX6dO2S389ws8Q5Es5S8u28OJY8G2/a3mAXmq47Bar1aXZVnK9HcZMmPRwhG1GFrbw3c95u4ltOC2X0n3IqW87++c2YPw1DVePZSeZVHcfdFsvPC1xXmPlSK7P0ujIS5iRgVdt35jvfOTyjBhy/LtV+LSFA2TC0fU+qL46R4uM+iq5OuI1FkpnqNeGrzMKJVvJ2sqK+Q60tqS6fyMUpIMAO8+9WRxZqAtjYVzytAiXH0mMreH2lLcdzUxYxTq3SOG5rH1WWsNRsl6d/cQV4eAO27xHlUxqqESQ/rQe9V7jp4Fkwf0xIXzs5dGEGXvx69eiFlD/TVBOUd3mr1vxijF9CDJHsnGd1DifOkOZJFS0nq0HSw10CjUmYqEQ7jj3Kk4cVB+acX8+vK+59yRUuri/tSo65PRbVtqpO4qlc/YpIxRquhoTxezXFy6eBimDarB90nqCkWVvsdbp+W30aSmnnjzpuW+TZy1jN+5vyVLKpxNFISuWaI2ABIYJi0Ar3or6tVQKWTdZUhj5IyUypK+xxWIZUYI97VEaM1SU2raoF7c77RMJVVShvQpx3ETGnx/L1snqnRKdrbQSCm/Bw9ZjWhipBSNCuyuVvUxiULjpBFanJCqylfPRUN1KS6YP8RXb6y90C6BbNmIwijtxkgjpW45cRwWj6zl6idx+0Eea5/Of3vrVPCRUuz9eWGOXxvt3z/E9D3+OYu/n4Q1/L1Pj8PzX12MOcN6IxyyMG1QjbRrHhuXL02Fetglgh4r/jk3I+hGwiH87xdnYkJjNf7votk5oxEAp8j/8L4V7UpVCVuZCBFpCrC3B+5mRikhddGygMaefs+3qismo6Y8xiluuZaKGP0CCOmqogLA7su0Z9SRreGQZeG7J45HVWkUPzplgtSgPEqRsq4i33VP7z+2t8gbE+T2Vg/qXY6LFgz1GebZWPhaat7zVy45Cg9/eT56xCPKyD1xvK1cwwf201vfYscm8TiIRUJYMKIWVaVRrnYIwH/PlmWhPB7B7WdOwZA+5dx1yuA+5VyEmKx+HzN6HyJKX8iyuDOO1mFi+1FdVQl+fOoEzB5KIoi5tQ38z+eno29lHLedNlGqNF21zHPgiR3XALjnhoi0O7B4b6a9vUZU0htIRAobVqVkbr7aPBKzhnif73OzB/leI67pvqU2nrx6vk/5lMFFSmVL3yNyligXWeBTtej3dsWSo/D/zp7qu79zGqUUe6Ks6yF7O2qoTyiMI5YFfPHowRhRV4FrjxkhfxP2XpxRyj/GB6/0IujaUvlFSmUbP5VXDpFC51S2ydYJzRur9zgcstzza3z/KozPdO1sqCpBdVkML9+wFE8SA6kKlo5t23AdBf7IUZtL31MxvrEaZ84cgKuXj8DohkrcdNxovoSA8LeyjuWUfCPJ3HuWi9AF9xnE+mknTOoHwHFmzBraC+1FZtDOhVtTKpklNTiNdkdK/erMKTh9epN0D2kPY/pVoaGqBKdObcxZmgAgNaWIHCPWUaM1pcRzXhUpRfWhzhQrN4XOge7RzgwFJVetJBW9e8Tx1/P9HXYY0ZAlVQLojSN7nm1kMg9F70xax4cH2rJ036MKQu7PkS/U4/WvL83FwGv+zT2vLHTuenL90RnsI6Zt2xeG25VQYZrSpyKOD/a3Yh4R2sWDkR6sCcXBYtuQpjw9c+0ivL/nECYIhfosQdhgpG3gYKtfeJbttaWKlvEsLz1FFWC34CkxoklqHjFi4RD3nodJDYPualXPBEeqPNB5ZilxbBkWsoMXhRp2oq4wh8xPJmiQ4pVknP17luHXZ03l/r9s0RW5cDr65P83tKaUmG5FFYHOGIjF9D2KY7DynhOVolDIUkYLiu8BqCNfABqp5l2777J5eHz9Bzh+Yj/32tSBNbg7E6Xz5+c3uddf+NpiTPnmA+7vrADwCZP644RMRNeQPj3w4cHdOcfLPnIiSaPr2Jidn7bttQ8vFQp/9u4Rx5JRfXH18uH41WPvYs+hBPd/AHJjkCW+RojKo8b44X0r8O0Txvj+D7d7XRYjd4pLv/Z//lDIwswhvbDmhiWwLHmB5fau/Xxvf2pYZevF342U1GjqxPlDz9tQyMLPT5+E+17fjs/PHey+Zy7Fg3fiqCIx7azj7d0jhltPGo8e8Qhe+Npi9z2vax6BN7ft59LH6Z9TQxNdK/dcPAcj6vlUwGF9/UpaeTyMXQeA/dQoFeJTsKliTs+e4yb0g20DT779oe/9wyELk5p64tnrnAikXz/+ru+9l4+pw/fuW+f7TAxVPSY3nSmpjix2Cm7LI3YAp2nFpt2HsGC4l37Xv2cp3t9z2P19wYhaPLxup/v7DZ8Yhf/35Abu/2EGAwBYProvjqnckrPrMSOUiSq27expzdQZ4bsNLT4STCWnULhacRKBU63geul7vlIUxLHG/lw0joQsC6MbqnDvZfOk/z+Fi5SSfI4BxOiXSKXzKmAvjfRyI3Y9gwOr01caDXOyzd0Xzcaga1cCAMb2q0Iilcab2/cr3y8aCpA+EDAAAGqVSURBVOGei+fg76vfx2en9ceTj2zB0lkTMG2I42DJ19nGugCmbWDvYeccka33hKSwP2XZ6L747zOcotsVJcC/L5kLAHh7p/cZ6F6XStvcvc+4YslR+MGqt5z3z3dPJ3Wx2Hpl54erUwhlTG45cRzOmeXU603bNqpKo7j0z2vye0MAXzx6CL78vy/n/XoAKMmk79HoIbH+qG3LI7qysWRUXyzJUlsqX/pUxPHkNQt9xhyVRuzV8vI7qGiAgSpSKm3b0vOPfu9iSYT2YExSJlKqKBFl346m7+Wid0VcegDGchyQ2YSQUmJ5V7UWz5W6kg83HDuKM9TEI6GcxjuVUkG72/jTnTxhqT1FCRePrHUVSRV9Kz3ldu6w3vjNWVPw+NULuNc8etV8PHnNQi78WHz/sETRzZbyROe8rqoEUyRFlek7iB7OcknNJnpoHDuuHnOG9lZ2iKEtccVoGFn6Rz6RUvQW6a72um6EAOnc5CnuzgNab6qQHbwoMqVRTB9Lk0idXOHvubrVVMQjmDvMH8IOOBEP44jHNdd5Lqsp5RqI6b0o6QaTDfq+WdP3QiHu/8ynoKwMr9C5sx7E/QSA1OjaUF2KU6Y2+QpwMtpI84repK7TZYuH4WJJQ4IfnjoBnxzfgMGZCJNz5wySjzczhASXUus3jLjCXJSfv0G9y2FZVsbL660FMZpEhEYZOr97j3/x2cmcd/S+y+dh8gD/XsV33OHfi2u/zSLTFI0T2HjEccvGdsyYOswY7B8L/3/mtzZpcX1m9JMpBmwtdqYIu3gGNo+tx49PnchFJuVSPGTpe+L8pW34akpRnv/qYrczajTsFVc/b94Q/OCUCdweTueRGoTpZ6kui7rz8tfzZ+LHp06Qpk6WZYwqBzJpoO45SYZI93BxrleMq8eKsfX4+idGCamp/JzJUsizvf4/l87FJ8f7I5ABYU/M4nRSRewAwF/On4Hrjx3FFSr/7dlTcfRRffD7z03Dw1+eL420+MPnpmFgL88gonI05QtbC8yAJpYZ4NM+gZ99ZhL39xb4c1VMe5JB5UKZbKDa4qlRx3VICvNOZQF/+p78/5VB93vZ34UFGSyfSCm3gUJaXScwTRwNZbGwINt479lYU4prJNFedO7CYQsDe5fjyqXDUVMeQ9gCloyq5c6pfLAsy71/9h5iRinesJBK+1NsRVTZB1ykFJnXDw+2So19NNUwX8cEX6cW3GdwHSVpXqeIhkMY278KoZCFSDiE4yb0y1uG/OT4BnxivNdZ0rKAO78wPctfONBznK0DUaalDpFs9Qy7C1l0kcowRA3JyqhS285aU0o251RelBku88ZYpYxRqhgR121HI6VU3HrSeFy8YCimDOjpetQZS0b15QQqmWBdmSVPnot0EPLBwyG6yXUu6uhzcwbhD5+bhhMn9ce4/lU4ffoAn/Huxa8t5jZmlbGCKfFUqRE7UDiKsPdcLqHg9jOm+KKPRH579jRMHtATfz5vBizLwqKRfX1h8GWxiK8gpPiV0DlM+oQ9b87b4+3gouXI6xOpNL6yfASmDOiJhip5KtGF84fij5+frkyji0bogZ1NyGaRXf5tbGifHtznmDG4BnOH9cb58wbn/GwdxS10TryJYpqNDkYpuUDEfnrrmQkaudop5/JGixEKlLJYBNetGInz5w3Oq+hznEvF4terJ0jnv38M6u0YY2aQyItoOIT+NYoiq2EL9WRdd9QhQIvM0rHTwryeZzL/dVJZKr+nVOPsV12K206biP9cOhd/OW+GVLEAANb8KZnyF2blhTk+7P3bnxqLwX3K8e1PjZX+v1w0ieQsscBHv9DXhCzggvlDADhGIBVhMtfq/YSvVeP7PyTXzpgxAHOH9UZNeQxH9e3B7YlVpVFUl6q7LwLyiFIZlmW5HutDbYKxRGLk6VSkFPkMKrEiZ02pCBX8+f+XGo69wtsyA1/+n4G+dD5pKqCKwps2qAbHTfAiDSms7tP+Fl7ZpXPKGxr4cUbDIfzs9Ek4Z/YgpTEVAD41qR8WCUXB6bzStuexcAgj6yuVcyJ1MvjOd3UXOACoryrFuXMGcffasL4V+P3npuHoo/q4+6TIvKP64Ny53plK57kjEQP+rqTgPk/apt33LKwYV4+1/7Xc/XvLEg043njEdvWMXHt4bgVXfY62pdQGzPas8amDPAO3vKQGL4ONb/QbXEWiEjlANKq1kC63pUL6Hvf+sDB/eC1+c9YUzshEo8xkxueOwtbp3sPOfijrCJdMZZdflEYp8pg6aA+1prh733sN//8PyBhpVfKvMyaSvueLPM4YpahzXvEZcjndRtRV4MlrFuK20yZy90XYsjB9UC9MUWRgMGikEDuvxLmm42yPrNKdSHpmAOAdVP60yczfEueaKKPbti01ctL7j8r4hvZj0veKEIvFOGfo6kipT0/2DFFfWjgU4/pVYWRDJV54bzcWjqjF5t1eSLdsT1R1zAH4bg40X9r5vzKCB1dTqnOm4++fPN59LBrvevWIoynhNyCIREP08BY3MubV8IqNh0MWtu9tcf/+83MG4ddP8GHu+UTrjGqo5Aqz5ouolNDfs0VKJdoRXaKSp9qSaTRUl+JvF8zCD1a9hdseXO8+d9Wy4di5rwUjsxgpAHndIDeywTVcyqNh/veLM/HOzgOYPpjPuY+EQ/ifc3N7hjoDUw6o4CIqvy0Jb/67srNke6CFzksVBVo5o18OQYM3FFjoVR7Dhwed2kLTBtbglk+Pw4Nrd+Dx9bvQP1NX6IwZA/D8e7tx7Lh6lETDbuFlmv4hg+0fNJJLGrWY5/5x/+Xz0JJIoaIk6qaDzRhcg5mDe+GaY0a4xYpXjK3H2u37MHtobwzp0wNX/+0VXLBgCMb2qwL+8WpOA7OIW1PKvR95pZ0+1551csnCYXj3g4M4cTLvTMjluIhHwr57huIVOqcdMZEZu/NTJsx9ZnqTr2jtqVMb8e9XtmFiUzV694hjYlM10jYwup9fkQqFLK6+jRhNct7cwZgxuFfWPcWLCPBHBnpe6ew16mSK4E3HO6mCbcm0b89VGZxvPmEs/v3KNrz34UFp+piK0lgYhxMpVzHwRzZSo0PHFQOq/KiMW7lrSnmGY1/6deanbdt57y8qZgyuwTPv7sZnp3sRt6dNbULadvYdvmtmfvdQWcZRwro4irIJ4HnCI6Hsreaz1UuLR8L4zdlTsfdwAtfd9So+NaEfd6bmWwAbyN4dmN6bqi5w7UG2jbS0dZ0S5u9KyhsFaaoQ+264+mKwuKgF+rWL6ZTs/8ndREZllGIKrr9LMHurbAbM9hz/Rx/VB7/87GQc1bcH9zlWjK3H0UJ317ZkGhcvGIbyeARLRqpTpLxUJnWX44PkuxXT9zgyQ1o0si++vLQV1/zjVRzVtwdn0OvKshZupNRhwXjMGWGzR46qopx7lnnOhJAF/PQzE3HdP17FD0+ZgL+9+L7v9WL5iq8sH4E/PP0ebjrOn0rOcI1SkoyRMNGDxDpOIp+Z1sTpFt88fgzueHYT1m7bBwDK1NCQZSEcsvC3C2Zh1Rs78IU/vIArlxzle51lWYhHQmhNpt00Ti+iy3kNrT8alEwr0qGOmWSPaXXT9/jIz7Rt5zxfD3ViP7RMqJQxSh0JdHWkFCUaDmFxJve3X8a72COecJ+nQtngPuU4Z/YgTCNeHZESEinl884Qg0N3FA3PJXyohG0vUsq/kYXJxkwjpa4/dhS+8IcX8LUVI3H27EFIpm1s39uCUQ2VqO5koWoVA3qVYeOHh7BIEETk6Xt+z5KXvpJ7zht7yguXUk+aGMp/0YLsnUsYVKkR0xFoGH9CUgNr6sAaTM2kG7anVlFXEJNESomKe2vCK3IeVFFDbn5Fzzq9B7PU7KLQebYsJxXkh6vW45JFwzC8zjEWnDlzIOqrSjE9k9LEFHqRgb3LcfdFs33d29yxEy8/E5C9FBvZ/pFdgIiGQ+583H/5PNz7+nacNXMgLMvCF48e4r7uZ6dPgm3bsCwnBeGvX/Rq8b1+4zJpMfNs+GtK+ZVfWaHzXPQsj+H3n5vmuz6qPrfnPBtuTSlp15rcwhxl7rA+ePSq+aivKkU4ZOGuC+VpzH0q4vjW8WPwxNu73Gv0lrEs5zvPZRBkc03TgT0jt/NTLCorkm0Z5Qrnp5w2rQmnTm1EKm1LIzxVsL30kKAY0ML4rkGwE0aHipIoLlowBKm0U2ReRi4jktuFVNJ2m0/fyy8SU8XvzpmGt3ce4LqphUIWzpjhGKmoYyjfs8CNlGqVR6QB3r6Ta1/kCm4r7uGq0qibgvb+nkPudRptrlKwGNTJ4MonkihGlhLXGaOlbCyqz9YRqZSmxAF+ZwktkyCNrLT4z0e/AxqZfcWSo/Cd/7yJkyb3h9gE+L/PmIy/Pr8ZD765M/Oe8rFGw5J5F9ZLa9Jb4+J53175ZHkmGpQahugZW1Uaxd7DCUwa0BOlsXDOTnE00kscPxsa6/IWy9RSnCop5QDw2RsnT2lEU00ZRjdU4S1Sn6mj97mM0piwH/qM9NnTVZ3XyL/YPhVx/PrMKSiLhWFZFo4d14AVY+thWRb+/co23+vF9d88th7NY+t9r6PwqZ/ONWmdwxx60NXLR2DW0F4Y378abak06qtKsWHXQdcopYJ2UV4yqi9e+cZSaXMDwKkR3JpMu8YWWYOTzuhr/XuW4sWNe9r9dzL6VZdiy0eHccwY+fxnr6PmvKYj6XuU9hilrj92FH7+8NuuEzcglUArjFGqCBGNK3nUNOxSqsv5bkhzhvbGE2/vwk9Pm5SzAxFTVmg3BzH9RtYuuivIFVGmipRi1n/aglYUslNpvq3ughG1eI0oq9/4pL/TVVfz1/Nn4r7Xt/tSLp1CrXyKhy9UmBSHzifMuq6qBH85b4avgxHtTrJkVF/ccu+beRV+psSJkC3W6aIHYa66Y91RcD4bYk0py/IXJGZ5+UEVOafvTdezzLPu1ajJPo/0rrIADK2twM9O52t9xCIhrBiXXVBjZDMyUAHTizoTFRdiYG3HNA/u0yOrIK8yInakm6MYEcD+a/oWbcn2R0qJ/OfSuXjl/Y/QPFad3pYPXqSUrE6Q85MWQ80luA3oJU8Hojx33SKnfkhJBDfe8wbG9ONTmPJV6mhEgNg5kHql2efKN1IqG7FISGlMsCyr3bU3mDPHTaGQGDHbkp0z8jCuWpa9E1iufZWmSDCFy99q3h/JsHBELR56cyeWj85vrZZEw27dqVzkew8xZderKcXvLQA1NOS/ueSzfKgy055IKepk8KWkcJFpnY+UknHK1Ebc9/p2X+HijvhKmRPBK+iPzE8iZ2WRDS34955rjhmBJ9/e5XYvA4Dz5w3GguG1GFrbA/9PiGJfNroOy0bXuY1wjlJENLrGV67bLr9eXAOmREbpqALKR4t61/958Wz87wvv43OKuoAiUcExQv9v9pNFDLL9Z/bQ3vjjudMxpNbZv3vEIzjQmuQK5IdClls3kMrcXemEc/fDNrYfeu8NMCOsfD+8dNEw/PyRt3FdJjpbxmJhLbOxX7n0KKzbsR9rNn/kPkfXYS4DMoPW3RPT97w6h8h6JgHOWl84gh/rZYuH4WBrUlqD7i/nzcAPH3gL/yVEcakMUoAz13sPA4cSghOQGorbWcOTcsOxo2DbTgR1Z7n3srl4b9chaXd1QKyj5lyTpQiru+/ZOWV3WWdeFefOGYQlI/ti3vceBmBKSgHGKHVEkFIl0HYTlSVRfPP4MUilbVSURPH7z03D3sMJpWeVwg4TJ1ddvhmnbS/6qyvDQXNFlKnOTFnLZXbO0TpYoqe9vdETnaVvZQnOnDlQ+lw4ZCGdst3ue2KYeToPr4yILN2HCjhDa3vg8asX5LUuKEyopHUBxPQ9m9Q8Uq2RQkcSs2iGg628QkMfM0NKLEskSXfj1iDJEvVClcZckRFczY1unnP6XfsipYiBId9IqaCICMqXLFKqzY3I6PhnGFlfiZH12R0F+RBx9wnPsC0vECoX5joC26Pqq0rx8g1LUSY0UGhPoXCA1QQUjPLEK+1+LrLGmALz1RVqBUb+nl277pixhO0tolMB8CI0u/q9RXLWlCLnpbhGqOMpIRTH/dGpE/DQ2p0+hbCjUAUx3+YWLH2YKeNivUvAczq0x7GQz1od0KsMNeUxVJREuEjDXMYdmXwiK/zspnd2Yn1cuugoPPPuMzh5iuf4Ko9H8JcsXZzbA3UAAvKIQOb3knbrtCxfjc0vHj2Ei3plr2MRRiq58F9fmoPXtuzFQqH2F0PW2ESMUGvNYijuaCQ3/btqkmo2oFc5vrxseN7/D7vvuG7BgoP4UOY+KCNp9XNI05KHrjwar27ZyxmlCoFK1uLLD8iNsJcvOQoXLxzaoX2ytrIEd180G8+8+yHO+n/P4WvHjuLlozwNsbKC2276Hk2Ly5G+J6OiJIrvnDhO+tz0wb3w5/Pad68yPYatBa8xlUzeav+a7tUjjttOm9juv5NRURLFWNI4RyRblgA1sonONVbaYXJTT6XD7bsnjsNfXtiMixfmlxHCEKO/P+50m1Fq9+7d+NKXvoR77rkHoVAIJ554In784x+jRw+512H37t34+te/jvvvvx+bNm1Cnz59cPzxx+Omm25CVVXnUg+OdLq4pFRefDYTIg84G1G+hgcmbLVJcqllNWG6Nn3Pf40WbVe9lzQPOeTfyPKtYxME4ZCFRMpWGnm4DhqdGP8QoUOPWJg9H+imr4qGoUqkSmn/xidH44RfPIXLF/tz5buDEjeknI9mALxxs0iprlDaO0qMHMxezRcLaVChLv/0PRopJOsq1ZVYloVYJIS2ZNpVBsT6QO0p0h4UXvFtvs0yX/9Nn/2ETqMXxcCP2bZB0vc6tr4/NbEf7nppCy6czyuRsnbh+U6L2347bbsFUGWRUrK0oI4qMAN6leVMoWgPrNC5GxnAFAMyLHY/dLdRavmYOqzbsd+n/DM8o7ft1jsSDcfJtHeWssjcypIojp8oL0DeEaitId+1wgyfLFJKjNQB8k/fowyTdK4TiUfCeOqahe79Xl9Vgm17W7gmDDK4wvKq9W3TSLqOr4+ZQ3phzQ1L2hXJ1R689Boxgtfb29OS+/SKJUfhB6vews0njEVjTRl+fvokVOc5RlVZhzH9qrJG4nmRUsSoI6wX14Ap2Q87GjkUDln49ZlT0JJMtTsKneKOn6uByX46D9h+UxaTO9FqK0uwqFJd0HvygJ6Y0FiNwYpC+R2lRDRKSXSIbDX2OrtHzhjcC6/fuAyRcIhzyuWriuWVvpcjKrBQsLNcTN/jggjcqHo9nYAMtrcm07Q0CDI/PVlALENw3+Xz8K+Xt+GcOQPdjo+AE5XG9ueTpzbi5E5Ge5maUt1olDr99NOxbds2rFq1ColEAueccw7OO+883HnnndLXb926FVu3bsWtt96KUaNGYePGjfjiF7+IrVu34m9/+1t3DfOIoKsLnXcnbINrkXTfYw4HmgLWlZvxjZ8cjYvuXM0pPNVlMdx22kREQ5ayDgo7kA+30egutSEtX69sIWFznFBEOdBihfnUlBJZeclc/O6pDbisCwxAfIoWK+zr/C7zzqiU9olNPbHupmMK1uVOrPtCZU42z8woRbsrFRqqxND0vTT4mi/51AcCHAHx7xfMhG3zHtXuIhbOGKV8UUbO81xUQIDGv2y4NaV86bTea9oEg1WQUFnTH6Hm/KQexo4apW45cRzOmDkA4/tX53xtvhFkrFFFUhJJEiYKgMoR0h5B+9dnTsHz7+3GcRP64T+vbeeemz00u3EhG6wAt9gVTlbrqLsNsRctGIrBfcoxc4j881BvNNubsxaA7qZ7lNaMydcAwCKl9rfwyi7gFcdmjpJ8CrQ//9XFONSWRK88297T6Oq/nj8Tf3l+M86ePTDr30idDJI9Md907FzQ6Jyuxo2USvIKsJsirJCzLlk0DGfPHuimIeWq6UNpHluP7923LmuDHulYybwzxFqjrVmiF3vEOx4t3RXRhLQmFkOcb3YfdDTqPxIO4e6L5DUDO4Mna/EOQEtyFnWXoYR9/x0xLnLpe0LKrZu+1021ddtLiTDXMgOgDuPMBzd9T9qcwG/AZ/LjkD49cOniYQAc58m9l81FdWkMdVk6LOYL3cdMpFQ3GaXWrl2Le++9F88//zymTJkCAPjJT36C5uZm3HrrrWho8Oe6jhkzBn//+9/d34cMGYJvfetb+OxnP4tkMolIxGQaqlB1kdAR2grVTR0SNjnukO/CTW7FuHrMGbrU53WX5V5TWPTH4URK2ao4pfC064IYmSHPC8+/ppTIqIZKfPfT4zs/ULCuRnzkhRuVQQ4O1yiVRcgupFHCDSkXPEqAN37WqSiXoac7iXEhzM61sGUhiY4bGCYPkBdA7Q6iQtqBeC86RZ/19ty5RfETovJFI6U6H7nYVdBbjN2TvjD+LCkT+RKLhDCpqWfW15w2rREbdh3E5BztrBnSFGshooE+1xnBevGovq7CSCN1/njudEwaUN3h/7eyROg2JUTqAh2rddQRYpEQjss0PUkkEr7n+VbzIW6c7hmf8qJLumt902Lh+aaslQmFzulZHrYspGDjcIKvs5MNJ5KlY9EsjTVleaVjRSUKrpjeSQ0P3WUEZEwd2BPPv7cHJ0/ph0Nvb23X37pRjWJnVXoPK+SsbHVxsjGodzle+Nridkd/xdxzSF2TSXZP3nLiWPz2yffwtRWjOjTerkKafigY61s0cKLJYFHpB91C5851WhfoQKb+XkdqPnaUfOuoydL3xLlPZ3GUFBIWpes12XCuy0p/6CCrZIPWUXNlXxalTj5PrjIEI+o6XxKBofeMFZ5uuVuffvppVFdXuwYpAFi8eDFCoRCeffZZfOpTn8rr/9m7dy8qKyuNQSoHubrK6YTYdQrw121oIc91dUFoWRpILuihxjxH4phtGyTUtrOj7HpoCgug6IakwQEIZFK0wk4b2hZfcUXindFIaQeoR4k/vOlj5m2KByjkMaXE6RqUWQ8+75enyOgWbRR1DTq8wVIWuq+rUSrXWqHeuqDvR8AZExuXW8jffY7Oe/aU2q7g5hPk9TJU0LGwNe2lHjrXu1uwpnVYOgJTmPcccrr0iPshQBTggO9XGgUgpruzc5Oe/911j1aWRHHnF6YjGg7lvYeVCxFp1EhsiXt4gI4FCu2+J9YI9NLIPCNgdzfZuOPzM7D1o8PoVxXDyrfb97depJRQZoBEdHeHnNU7z0g2iix9T0z3ZPckdZydMrUJp0xt6uhQu4x9h52z5y8vbHavicad1i6oa9gduOnMvppS3jyzFNzORKS1l3z9ufnU9UzZXrRnkI5uJquKUWnUUCyWIdAVVpuxJZkiUaXOcyGiyxVS9jU1pXi6xdqzfft21Nbyhe8ikQhqamqwfft2xV/x7Nq1CzfddBPOO++8rK9rbW1Fa2ur+/u+fU4dh0QiIfXiHYmk0mnus7LHWn7+tLOx0YM8nUoikbBcN8Ohljb3OSudQoJ4coLAgmMxb02msfewM7Z0Zs7tzOdJpFKukQR2Wru5ZxtvW8bLC9tGIpFAOuX87kTGOJ/FQvDjZ8Lck6wdPBtv2htvwh2vHfh4AYDZmbx6JJY7Ljb/B1ud9RMLW4GNOWQ789aWTLu1l9KZyAXbdn5PJlNeJJJm65l5u1oya9kW7sVkOo3WzHNhDdayDFaiwy1cDW+/Zk0JWtqYATzYvZy9dzRjKD6cGRfA7yFO2mTmnrRT+sx7Ouk+ZMq5nU5l1oxz5iTJ/s2e6yyj6nvggbU7AHT+++uRWTC7D2SMUpn/M0mMO4dbM+ungOtFJmtYmT2kLcXvL85rnN9biDE2nUoysaDLmdpU5RtfNiKWsx4Ot3nOEHpfAsDBjMEqFgluD6dYZD9nBhs7neTm+1Cbdw+gm2UqC0C/qliH5FB2TnryobPHpCR7DJMJgsJiazkhyLJIw8pUF2L3ZDSkx1qhyPTtVDKJhO2tDXafRkJdu6d0VkcJZ+5Tt65k5v9iZxEAfHTI0QtLI6Fun/vTpzVi/c4DmNivIr/3cvWGNFKZcyfNzh0igyVYpkCAckw8I2+xPcRm92Qy87tto7UL10l36q+xzLpJpGx3j2e6XDpzViVTKbRl1lUh5Mdk0luz6bQeukx3kPcZ3J7/9JprrsEtt9yS9TVr165tz38pZd++fVixYgVGjRqFb3zjG1lfe/PNN+PGG2/0Xb///vtRVtb+IsvFAf+17T/UgpUrV/petWrVqkINKG8+bAGASEY5cDa7Bx5YhZIw8OGuEIAQXn59LYAwwpaNe+/9T3CDJUQRRiss7NizH4CF1159BeU7XsYbOywAYWzbth2taQAI4bVXXkHJtpeDHbBAoi0MwMKWrdsBhLB16xasXLkZHxwGgAjaEgls2boNQAhr33gdKz98LdDxsjW+be9hABY2bdyIlSs3YE+r81wimcLW7TsAhPD6a69i5c5XAhyrw5u7nLWwe99BABbSyYR7X7a2OPP/5vp3AYSwb8+H0nu2EBxKAmx+P9yzD4CFl9e8hJHVwPubNgMIYf3bb6OlzQJg4YnHHsHrHa+n2uW0ZeZy994DACysf+tNrDywFq/tceZ/z56PMsqNhVdfXoPQ+y8FOl4ZO7Y5e92WHbsAWDiwf7+7Huy08/nWv7MBQAjbMvdq0DjGTAsbNm8BEMLG997DypXvYvMBAIjg0OHDSLYCgIUXnnsWe94McrQejlzvrPc9e539e/WLL6Jtg413Nzvfw4b3NuKj/c56f+GF57F/feejj5vSQHOjhdE97U7f61u3OGv7w/3OfvjRnj1YuXJlpnmH89ne3rARQAjvb3S+l0JCZY3dmT26tS2Jg0gCsPDM009h+2vA5sx8s7GG0Pm56Upez+zhBw63ArDQ1urJVqmUc1+uee0NAGEc3LtHi7FvPwQAERw83JK5YuHxxx/H22XAlved+X7rbefcCcHGfQWWqdojhx7c78zxB7t2A7Dw/ubNWLlyI/a1AUAEaRvYtPl9ACG8tc7Z94OCrZUPPvwITJa97957EbKAvR85n4Ot80MH9muxVij9M7I4hY3/QOZ7eC+z1+/5cFe3jL+jOsrGTc66PtTaBsDCBx/sxMqVK3GYyDZvrHfOz62bNmDlyne6aMRypoWBafXA/ffdm9frDyYAtp53f7QXgIXVL7yAw+/YeGO7s662bNuGvQedM+n5Z57Gzte7b/zZ+PADZ6737D8EwMLW99/HypWbsDdzTyZTaaxb/w6AEDZ34dnTHforPS/fz8her73yCsq2E11u+3bsP+zM+zNPPoH3utmMwOYRADZv3oSVK9/r3jcMiEOHDuX1unYZpa688kqcffbZWV8zePBg1NXVYefOndz1ZDKJ3bt3o66uLuvf79+/H8uXL0dFRQXuuusuRKPZ062uvfZaXHHFFe7v+/btQ2NjI5YuXYrKyq7L+9SJS5++n/u9zQ6huXmZ+3sikcCqVauwZMmSnPNXaLbtbcF/vfQYbJJJu3zZUpTFIrh792q88dEuDBg0FNi8ASXRCPe5guS7ax/DgY9aYIejAJKYMH48mic2YP8L7+Ov776BPrV9nXofez/C9CmTsGx017S17ip+sO4J7N19CD169gZ270Zj/35obh6LTbsP4ZtrnkA4HEHv2p7Anl2YMG4cmid3XRekjvBcai3ueG6zu04GDRqI5uYR2L6vBd9Y/RgsK4SevWqAjz7E5Anj0Twhe12wQhB+fQf+sP5lWJEokEgiHo+huXkBAOB7ax/DnrYW1DY0Atu3oH99HZqbJwQyzsNtKVz7/IMAgGhJGXD4MKZMmoSD776IgQOa8Oj29zFw0GCktrwHAFi+dDF65dldsxD89J0n8UHLQURiJUBrK0aNHInm2QNR9tYH+NWbL6GyqspZNfv3Yfq0KVg4vE/QQ/bx0so38dSOTSgprwT270dVVSWam51WzV954QEkE2k0NDYCO7ZgYFMjmptHBzZWdp70rS7Dex8ehlVWDezZhyGDB6F5+XCs3bYft776NOLxEqfOSksL5s6ehQmN1YGNmWLbNq581hFwYyWlQEsLpk6dggXD++Ddh9/Bve+/g/6NTdi+cQ9w6CBmzZiO6YO6pkbacV3yvwC7ntmEeza9ida0sx/27l2D5uapSKVtXJH5bLX1/YCd2zB82BA0LxnWRe+cHZms8cH+Vty4+lGkYCFeUgK0tmDO7NkY178Kz97zBp7a8T76ZsYa1+iMB4D42p343fo1SNjOPJeVlqK5eR4A4PqXHkJrKon+A4cAm99DQ99aNDdPCnK4AICNHx7CzS8/AYQjTvpbMon5Rx+NIX3K8dT/vY5ndm5BfX/n3IlFwwWb747Iob/f8hw2HvgIZRWVwIH9GDCgCc3No7D7YBuuf/ERAEB9fT/gg20YNcrZ94PCem07/rD+FcTLegCHDgIAVjQfA8uy8D9bn8OG/R+567x3TTWam6cHNlYZqbSNb65ZxdVBOnZFMwDgVxufwfsH96F3bR3w4U401PVFc/PELnvvzuoo7zz8Du7f8o57n9ZnxnegNYlrnn8IAFDdpw74YCcmjBkR6DqRcaA1ietecMZZUlYOHDqEadOnYu7Q3tj7/Gb8bcNa1Nb2xY4t+4DWVsybOwejG4LRZx85/Cpe+nAbEHbk2gEZeWTXgVbc8OKjsGGh34ABwLZNztmzuHNnT3frr9e8+ADakmmES3oABw5iQkZ/YLpcbW1fvH1gN4AUliyaj8ae3WuV+mC/M48AMKDJ2e+ORFgWWy7aZZTq06cP+vTJLeDPnDkTH330EV588UVMnjwZAPDQQw8hnU5j+nT1xrxv3z4sW7YM8Xgc//znP1FSkruyfTweRzzud+NHo1HtDDLdRSJlSz+rjnNQGveHjcdjMUSjYUTCTopCpj4hYpGQNuOPZ2rAHGZtt6NhRKNRxFi9M8tCayYMt7w0ps24GRWlzjjdluLhzPgz43RaLTsHfDwaCXz8DcJBEMmMNx7LhNzaXqH8WEyPdV4ad8ZAu8KxcYUyxQZaMzV3SmLBzbEV8mossLHGYhEcBBDJ1Gqg2R3lJXqt51iE7ROZeh0RZy6jmXsxbcNdG2VxPdaGSFlmrbS4daO8vY7VbEhmDBDRSFiLz1BXWYL3PjyMrXudiIxoZt5jMW/eWTZZaVyvNcM6p7Fuh9EoWzPsXrDcmnolmuwnlB5CEWe2XiJEo2T1AoPYv6msUVaSSSEjdQpjmefZGc/2l6hGZzwAlJY4xne3CG6Y7uGsaLjzXElMj/uyLDPmRNJGKJI5wzNrOMzmOzPmaLjw890eOZTVLvKamIQy5763zlmyHNt/gqI07sy7V6cOiMWca+y8Z+s8pskeTonCaeLjdpq04J1BrDEOu3+7afwd1VFKMmcO2/7cdWJ7zu6Dbc7kV5bGtZv7MsvLnWxNsjmOcjqFDcud/7IAZTA21yxNNRJhuoMnJLJzv6QLdc7u0l/LY2G0JdNukfxoRJAFLMuVi8tLun/tRMk8hgPYnwtFvp+rW6p4jRw5EsuXL8cXvvAFPPfcc3jyySdx8cUX49RTT3U7723ZsgUjRozAc889B8AxSC1duhQHDx7Eb37zG+zbtw/bt2/H9u3bkUp1U8EBQ8GRtSMOu0WWnd9bMvUEdCqwTDuWAZJWxaRVdEfboXcnrIPgPiKAAHyxQlb/I1s3u0IhdsLx1oh/vFFNiiuy9Sp2DAS88bN6PEGukXCmuyGg7v5G62TodB8C3njEIvhhSeHN4ix0zpRfvQr5D+xdDgDYdUBebNu2ba32EIpbQDnF79/e/me79Uk62v68OxHHJHY+BPxtrIOC3nPeXuj87iug3IFOr92JuC9bJKKbGYsPuXu4HuuEzXebpL28T6bSdD9keJ0b+Y5kdJ2z2m9BbzFRofseLbIt1sbS9Ryi46JFqtl8t7mF2vUav9ghWlbonDUrKC9gofN8oeN35RhWZD7ECp3r0bCFdgoEVE02Mus8ote5L6MsY2Q72Mrmnd9j2lJe05NC7JemuDlPt7W1u+OOO3DxxRdj0aJFCIVCOPHEE3Hbbbe5zycSCaxbt87NM1y9ejWeffZZAMDQoUO5/2vDhg0YOHBgdw216Dn6KP3SU1TIDjdf9702/YxScUEp8LVvtW3SPle/Q7BHJjLjgGuU4g2Btm0jmdKj+x7gn0NRqQHgRj3oMF7AO7yZ944udV/3vQDXNtfd0Kc0Oj8PF7BbU3vxuh4JBgZmsEzbrjCtqzJQInS0CZE17EZkZAS9sCaK+8i6Cu530ZmQtm1kbFLaGRsiIQut8Hf18jod2di+z4kA0639OSDbD3kFOG3T9vPB7oe8UUo0erPreoxVRJQ5IpL7Uoc9nEI7uYpOhpDrZNB7P2SwvU50/tEzPqHJue+eQwm+KxlAja96rnMGnUOZUc09RzWRsRjifHqGBe8aiwCrKNGve3soZHnRu+JaJ47XhAaOKVH+C0sMgMyho5usKKMs0zTkQKvgoJc4ZAvRJTtkrFIc3Xa31tTU4M4771Q+P3DgQLclIwDMnz+f+92QH98/aTwWj9SrflE2ZJuraKnW0asXD2f3zDhGqYynXRMPKoW1xd0rtLqmkUdeS/Tg590ndAgHNgDtDA/iOEISIVWXduLMKMXmUBQ0mBepNBrmFGAdiAnGP1EgTRMPoy6KowgzMnhdvtQKgS5RR+JcilEMqbTtpWtpck8yHGdIylUSw8J+8p9Xva7AQd+bMkrFSCkhso5GegW9H9K9m52J7Ehh863b2maI65YzFmceMmW3PK6HsltG1oabdihEFhdLJIMY0Sg6SwBPUQ/pYpQSHDuAzCil137IkBnS6ONWTe9T0bktM5TsY5FSMT3uU5Fo2DFKtQiGe9fRnbZdA2yQDvqoGD3qRhl715ghR6dAAhVlwr4tOuhbCuyQ1evOCh79V5AhKydO7o+qsuLJQRWNUtRTww6Ww26klD7KgWgx96W/pT2PmY6e9r6VTn02piSwWaeKvFvHQQOvmGgYY0MiqfgkkiT48QIShUaavpcxSgW8RkThQTSyHsi0smZeJZ3wGyydn56H0XaNfzrei4BnuGb3HF3CbsSoZt5HldHVS9+DG22pmxLD1gwzvHuCdea+LLB3tL2IkVKcAhkSDA8BrxfLspROBW+seirr4n5BlXb2+KPDzt5YWaqH3BUJh3Lu57oYLHPBZI+EmGbLpe9lIqUCdpaI6fp8+hu450TFXhc4+VsSNaVt+p5CBuCNUnoZj0XYue5F/jnX2R6ZTKeJo1ijSKmQ/57UdT+XUR4Tz1Lnpyijh0NWQda9Zj7fwNF/BRmOKEQDAu+pcX7uPujULNEpysEXJSCkrqRsz+OhY/rekD49uN/99WC8Gk1hDRRKcZ3IhFO35o4G4wX8XmiZ5/RQIviaUoDEwBBiXjrndxYNUKZjPQaVcYTVYkjbbmh2RYkeiqOIaPig0Wi+iFFN9kFREWBfAzUGJrStKaVwKkiGqeP+LRpLZBE8OhkxVfcoW+ZeWlDwY6XEwoLCIqmzs/eQI59UapQW5FO0mIIrGEd0WBvZYPuGmGZLz1JdIqXEtDBppFHG2K1b+huD7tN0iO59mtJz3ajkF/oZ2BrScT8H/Oc621/YedpCus0EadT0G7zZT2qU0sMhkg9lQuSc5Z5NgtxVoM9C6xaaZDFjlDIUGNGLyinumd3u5ff3AgDG9AumBaoMlSeSHSD7Didcj4dYpFsHxGg6mZEnkQzeK8MQFWDxwAboePXYxrKl73leGJZWFnD6Xg5Bw01R0TD0XRTQxLEfbEu5HkYd60kAssgX/+PDmtXWE9e3JRgaEmnbFap0MzaIRjLPCOvf63RMvxbnXl6/Rp8ULf9eyH5mjA6aORQY4tzRj8HWyp5DmUgpjQzeoqLlj0zTay9RwWpKiZFS3Lmf1iNSSpTzZHu4biUGRLjoqGyRUhrIhBRV+p5lWb7IE13reankRXaZGZKBYI2CqpRmOs+6106jiIXvvdRP53dXRi9QxLSl59YQGGY6DAWHGhFUhRYBoLaipGBjyoVoRPA8eM6DjR86BftrymNahgurC4d717yiisFvC6LQIfOY6qbYqMKcAXrg6RIpJY9EY2NmkUY6pu+p0iTZHO/NpNeEQ5avFo8uZEvHCrtGBr0UGn+kFK/4thEhWpd7kuEzqLGfEsVWR8FaVArpFq1j/Rp1qqfzu66e9Xwiud1aNRqd8+I+HRYMxjqtjWyURvmUJrH2JUC67wVsKPEZpSSyrO7pe3Rf4VJVBWOmbul7MYX8Ij4G9Bs7Q+VoYGu+laSUB5q+lyM1GHCc8oDfOK4jokzoRZXy8164SCkPEyhljFKGAKAKi6xmA0MnAUpZI4MZGzIbGavdpBslOYoUA3oZeXxKmCx9TzMvnj+SxHvsdm5K6FJTSm4U8SKl9BUy1Pcibxwpj+lXpJ2huh8BEkauWfFQdXFZ/2t12rsB/x7BPoss2kLHNeM30tP14vzUyfCgUhrFe1Q3A6Cv1bwkkoRFA+pUr67UVyeFn2+vppRe8y1SXRbjftc5fS8aDnEKbliyh7dq2LSHQju70vkU6xrqtm586dgSByBDt7Ez/NkAzs+wcP4DwRpgRflD7JYOAFs/cjrX9q2MF25gHUQV8S3qcgWLlNJQ3ggSPXdKwxEN3RR4oU98nT43q08pUKR/9NCwBg+gjsyQ5eAH7YEEZEYp5ycdm2eU0mMbUxlLAO8gZwpN0EKqX2l0frL51aHriwqf547VNhLWjKio6YQqchGgCkFGONJEoVEJ0bKWxjoYRiji2oi4+zf/uu+cMLZQQ2oXKiM9fVxoD282/B2b2E8+gkSXvZsh1lPM5jTTqVaNv8ZO5mdmyC2aRqaJ9PQZpTznmY6102iEGlUu3RQsTY06jIjCmBMRziDd7lPRcUqXgqjk65ZKzlCn7zk/t+1zDD29ymOBGi5UsjinO2QMxXWaOuUp6nqHzk/WfKZQeyUXKWVCpYxRylB4IhKPDOBXbnQSoNQbs6gI6xdZAsg8qeynN34vfS94AUo0AoreDMA7CHUR+FR1mgC/VzdoY4/fsCM3suqwFkRyFVFWvU4nsnZTEzx2Qa8Vhi/dQFJbgv2ug2Gboh67PIJKN/xKmH+96BQplasQsausa7K2Gdm6A4tnfdAp2BR1SjMfKaWDIScbPX21L+ljwVivwfzTfVw21lZNu9cxZN2vAZAOcHp2U83W6Vg8enQbO0PlXBMjMhtrygo5LB+qvVxmKBMjHXVErBuo0uUKtVfKnHofZ/TcKQ1HNFykVNZccH1uVn/3pozQJ5yAYhccXfAV75UapfQpHK5SDmQHoS4KcLZC5+IQgxaoc9V8cV+ngeAvIgoLsrojgD7GHBm+bmoSA2aLZm3cRY8zu+98adca7B8iKqOOOHZNptqHuCdzqcE+D2/w+6Gq0Dmbb9ehoMnezRDnWVUIGgi+WQVF3KfF87JYIqVEpdaSyIc6pTXTfVxmwNR1nTOonEXnWpS/dNhTKNnSmXV2blNUNaXEM6kpYKOUqhO289i7HouEtLgnc+GTY1Syb6EipfS6tQJH/xVkUFKsi5nzzoTk1wG9DhN16gr/Oh1r8AAyJdgf5eCmw2kggPi6ZZFfdV0n+XTfU7220Kiiunzj1FCYVgpzYjSaJutChlhsM1tEhi6Cnqojps7OBIbKoCbaz8IaGtQAiZFeUr+GoYMhWUwPdgX/zOdIaRqBkT1Sin9t0HUBKX5DvfOTjdntiqnB2siGP1KKrnPnZ4tGEYF8pJR/rAxd9nARXhZXyys6OCopqqYbQDEZpRTnqTDcxprSQg1JSr5zXaFR44dsqGtK6S/HfBzQ82415EWx3jL0Zs96kGt0mPg87Qqvho7dygB190CucLgmXW2A9kUd6TBewBkH71n3ntNNUFKn1+g1ThnqdvP863RVBAAg7qspRRQCTY1S6kLn+q8Zcf+OKNa7jumqgMxIr94PdYhUUwn+fmVdr/MyFLKkUWiA/5wJOtqVEovkJ5/oFvEi0rNcXugc8OafOc902Bepc0Hn814F13Qoi1FKt3WjSscG+D1Gx1RyRq5oUkav8mCLh2eN0iVzq1M30myoHN5iJGwwkVKmqJSeO6XhiIYKzbJi0AydLNWqbh+il1qnjjwUUYBj45Yd2DooZuK4LM54qe86iSoMrr4oHt1qSikipXSshSHWBFB5unRVBABJW2JBkM722qDwF/J3flqh7K/TAZ9BTWGU0rW+g8qIDEjWfST4z6A2HOsfzaiqeSmeOzql7ylrSmlsSJNRVSpESmWLINVg7agipYJKBWovNDKUTq9ukd0i2Tod07HrYKBXIa5fN6VcM4OgyiEP8Ou8WIxSvr1SqHfIKNS8033DFDo3RqmiplhbSaq8M0FZqvNBpZDpfngz/EYI+UYM6GGI8LXmpkKHL7oh+PEy6Pcvq4che10Q5CqMywhaIJLhHzv7qZ/SoiIatrg1nc2AqUv0pa/ZgzLaSL95F9NQ2RiLobA/IKvrIX8MBL+3AP40MdV5E7RxXkZE6TTjX6fT2NXFiLO/TjdUaYjiY8AfHRYEXE2pbOe9RmuFwhlgs9SU0kEmpGQ3lBCjlIbyC0NZ11Ozuc+eteA91tUhL6LS5YKS0fVdocFQHKvIIKVYFzPdZLPnguvzCfPpBid7nS6EQ6IS7PyUGTZ1UMzak66iU6QUFarD3HzrZTDxH8wqb5F+61ldpL04FAHAue9KlV52/nOInTODQhSWVQVCdbofGap0D3GudU31yFbrSNzDg95bnDGo9hf9I3f4SCmQx8I8azR2OhaVsRvQcz+nqIyZgKxmYPD7Ip133oAmzLum+4q6phT/PegkiwPqGoEAv/51lccB/1r36sDpdc+qnFEAP1Yd9IZ8UBXJF1WhQjnXijW4pLvQ94415ETXVINcRBUHiM4KsarQrKioicK4TnACFLnuK+CqgbDtOwizCNq6pDcB6s6S4lIOWqHJP31Pv/Usjl1VtFoH5TwbNPVDVacBAMo1aZ7gF04zPzUTomWoa0rxr9PVKGVZltKBI657Hebfl16T+dVnQNPgrBEJKyK5fWnjGq0VOo/ZirPrsDayoYpicB7rdzZRxbUY513VMEEcrm7Rr6oUfvGxbsY0iqqAuG514PxGHO8xHapua0RFvlkChYrEpO9i0veMUaq40Xe/zUr+xRX1WZ75Rmfo7Jmhm3G21LISDYw8qsg0gFfaIyFLr3USkc+rbnUC8o0c0bEmg6qeRDFEYVDyrUeiS6SUqjW0zhGuDFV6U7Gk7wH82LLVYtRh/lUdMn3pexrt3Yx851knA2ZM4QzxR+jqM2YZKoXReSy8VoP9XdW0p1iidnkDrHddNDDoYACkiONT1TnS2VCirgPHvy7oz5AtSpc+1m2NqFBlYQRVhqBIY0u6DX3vWENOinUtq6JJfCHPGm1y4kbGhupXCPS9pWino2ydYnRQ5vNN39PBgEbhDX8gj/VaJ/kWvg96nDLUqYf67h8yaA2GbDXTdKkppVLKfel7GioCvhopqkLnGhkaRPhzE+Sxfgqwyomjcwocg65fzkAlDFW8H4JE3dFY//2cYlkWt2+rnGfDanugd49gu5IB6qY9/qhdfdYKRVVTSjcnmoi/SLj3mEsp02zcFJVzTbdodb/uI78ndXboUNROzeyv6y5M+h6P3ieUISs6eeragyoNQWcDj7/wtjNWfyFRfb+TmFJw9V4Tj4S02CTzTd/TzSilTN/TzPCnLhbOvy5ogUhGvh5GHRVeCo2AUnnZo2F9IgGLOlJKmfJZPJFSKg+1rwC0ButFTH1gYyyK9D1F8xXRMaKTATOcbxqZhvMtwjULIdfp/J8+vamAI1LDGQPJ1BaLMVCVnuo34us1/nwNJbrOO6COJtUt8lXVSVV8rHOWCEXlMNEhKMKGyd8rjlVkkFKsNaXyzcPX6SD0dftQpH/ofAjyxVDlh3jQxhKG+N2HFIqCbh0/VLU9dFsnPk+jMlJKvz0m33bzQc9xLkoitKaU3MhQpkk9KUBtlPIVCNVw3v3d9+QKgE6GBpF8Ikic1wU//+p0d/51OhjQRLjyAqqoAM3GHVUYKXVcG7lQRwR6j3WZf5UTqlhqSkUUMoq/A5xe+6JKHgfEOkd6jZsi1sVSdt/TLX1PEYmp81xTVLW8dHDImppSxihV1BSpTYrbFFTGBkCPlr8MVbE/fx6yPmMWUXWK0TEdTpWi5Tz2rutU5BwQvLxknL6IuoCNf/7OLyovnX5HhK9DkyIVS8coDAqNlFJ1+dIldQ+QGaWcn5Zlaa8IiPu3OvVQv7EzeCO3d13cG3WIoM7XcKzjPapS1Ln6KRrMMUVVnN0vU+k33yKcoUcRyaOLs0RVf0zHouwywiG5AVBc37oZj33d9xSphzrshSpUEd+6yWAqBwPAj1UXQ3EuVGeTbo7jjytm1ouYoo2UIjc7PauDKjSXD6Kn3avBw79OZ6FP3X2PRh7poQT7u015z9GDUJci0IyoIkVSt5BsVU0Gv4dUv/WsMliKc6ybIC0Sj+RO39NpfWcr9EzHrOMeKDbXYPu3uN51VmIiivo19GvRRZDOO1JKx7USkhtFsjWuCBplbSNfZJpe45YRU0QE8kZBPdZNRBnVVRxnkbKov+ZyQChkKaOjiiV9z2eUyvyqW7S6r76rQi7XzVCvwl9TSu7U1HntHMmYWS9idBOM8iWq8GSIe0DQ0SQUVaSUv020PmMWUReY915TXRYt5JCyolJ66ZzTFCgdUKUe+Ar8Bu39EqONVOl7Gu4xceE7d+/FIjIQA7zBSdVdslyj9L1QiI+IouPkPKYarhl6v6n2FfE53VAZvDmDoCaCtGj8UNWU0iVdnBJWrGudFTDVmi5GRSsaURl6vMe6RB5FVRFqRTLv+UYC6rbeAfXcWxquExkqGUw3x6CvlAYZ3pGQvufpctlfZygMeu6Uhrwokj3AR95tdDXaFFTd4HSLgMlGTOXVI79MaupZyCFlRVkng+xaJRpFkgBZWnOTzxINWz7lrNDEi9hbJCqyxZR6SFHej+SxTpFSgNqzzisC+s07V8eQiwgQX6fv/q00PJDPoIsjJyYYFlT7iy5GNIoYVSd/rNe4eYMlpI+d1+k1bhnqOk36RcDQfcVSGDABfcYrokw/LIJUpqiyNq0lfY1uKDuUalYSxFdTKiQ/e3Q2AFLUUbzBBxiYklLGKFXUBK3YdpRIHkIHoNeB4sthV9Sx0fHwZvA1peTz3qs8VtAxZUO1Trj0Pc0KnavqYdBzXYc1IhbZZPKET0nXUNAQI6CKqV4NJZ9UT51qSgHZokh4o6tu0HWsUsQA/YwNlCgX7eVd13Hu1U011K/ThXzqBAWtKIqouu8VSxc4irLQuYY1vZRF8TWuj0qhtciyza+OckBUKc96r9Fx3AwxmpTdwroZNPPtdKhzlghFVSS/2OTHIxUz60WMJudyu1Gl7/k2Y402BTGtg+1f4j4c9AGSjXgeikJlqT7pe/koB7rUwGKoUg+owKrDYRcLiylwxWNk9dfDcsbsD7/Wb+yUiCK6wdLZKKWI0OFTm/Sbdy7VQ2EMBPxeap1QFbDmC0DrMfeqiFHxHBVTcXWArt+IQmnXLc0z3+hzXY0jFFVNKd0cO4DYtMe7XixnEVfUn8orwh6uk4OYwY9dYSjRdN6BLBE7mhkExXFykcYa19lTIcqPri4nDD8Iw7fpvmeMUkVNsRY6DysKifqKK2q0yamKKxdLlxVA7YGkgl9FiT41bNRKu/dYt+57+aXvBb/t+tZzZnzF0IHEHyklH7sOxr9sqFI/6JSXaVRTCsivdo2Oa4aOSdVdDeANVrqhjjD2XqNLOlw8SuulgTzW/x5VrXG6NHQ75zkHjsJYDOh5b4oUa/pe9u57eoxXJKwYv7i8dVvvgDpytFjqHOWbvhf0ni7OoUoW1yVKNxeqeffVB9b0nj3SMbNexBSrUYrzWmcRWHURPABZofPiUeIZ6vQ97zUVJTpFSqmUdn0jpagnWpWSFbSQAWQrJqu/kVVUZD1PlyjM6Td2ijrFSeNIKYVBR3fhlOv4qhg3oHekVDSPyABdzh+lcV6YXh2NUnxNKe+6juljjCOq0HkeHe10OZfUzQfUr9MJ3phJ1r2wTnSZb0pUEVFHh67bfUrxFzrP/NQsUkrUcdQdSfXfWwB1fWDf2RTAvNumqpQxShUzGsvPWcmvkKilVTioz1uQuXOKqWMDVRQshbBXolGNJtU60Tp9T1VTijzWQRGL56s0aqjEiIXOVUKFjqlBFD491btO14puhc55z7p3nRp9ghaiZUQ5g4LcQCX7XSfULdC9x2KtuKAQC517j/WKApChSguKKNaQDnBRI4oGBIAeZ08uoipjPRm6LnKWythdDOscUNcIFOVdLdP3FGs+rKGRXgafpkoatvgyRoL9DJZlcfebqqyGLvdkLsR7UVWT1ERKBYOZ9SJGZwE6G+qQZ/oavT5bvh0btD4E81AUdBo/n2bjXadeMd3S9/Lx8upweFPBX2UYBvS7DwF1+p5lWZwSpmO7eUo+Ck1ZVK/0PZVAqrPCDqjnWrdOR9mIKqO99Nu/86lfCOhpJFGXF1AbM4NGbbAsDuMIJR/nmS57jMqxoHPUP0WV9unLANDwPlXth1xEowaylgpVmqqOHb3ziZDW5Z7MhWhsYp+nmLJejmS6bdZ3796N008/HZWVlaiursa5556LAwcO5PW3tm3jmGOOgWVZuPvuu7triEXPEZG+p1BydBOeVCGfOh4gKpS1GkLy1wSN8tAmQyyN6TNeIL8x6zDHsTw9vDp6i1SFzgF+/HGNov5kRDktxntItxDd1rdKOKVrWsc9UHXmiMqjmDqhE+paR/oZpfhUcZDH/PzqaDhWRUpxaUGarXHV+i5GRUuVAs/VCtJk/qOcAU1tfNV13vPZUwA9jfVRIdKIobuDhKHuMsm/TgcZjEbKqSKNdbkncyHKJ2qjVHF8niONblvtp59+Ol5//XWsWrUK//rXv/DYY4/hvPPOy+tvf/SjH/mEF4OfYp0idcFWfTc4MXxZ1UZUV+ED4BUAS+F11MkYqBKudU7fE0OyGbp131N5GX3FwjVaDwzLspRGNTrPJbqn7ynSD3Q2zqvuQ7pf67gH5rvedVS+GHynL5VTQY/x0z1Odd6Lr9MFVce9bGmfQaMsWF2EipbyXrXkrwkSrsRA1lpees57Pvs5oM98U1QNK3SLSlehXuf6nUn5lNLQYZz54Mt6yYzbl7IaxJo3JaXQLbkBa9euxb333ovnn38eU6ZMAQD85Cc/QXNzM2699VY0NDQo/3bNmjX4/ve/jxdeeAH19fXdMbwjhmKNlFIWV1R43nVAPKTZZ9DRq6GCKgD049C9WCclQaW0WxobpVRdvnRLseGUxmwCkaZCXSwSQlsqDUBdQ0X7SKk8ond0S5vIRyDVcQ/kvefqiAbdjA2UiKKel47p16r0PXF4uhldAbWyG1asIR2I5qko6rI+sqE6Q3VUgLl7kkytWIpCVyd7PmvdsvTcF1V11IoleodGBEazGLx1uGdVNSPpUHVcIzLE+WRrRwcHVco2VqluWe1PP/00qqurXYMUACxevBihUAjPPvus8u8OHTqEz3zmM/jZz36Gurq67hjaEUWfHvGgh9Ah+MPEu853cAp+I6aIh5syUkrjjVkVXUIFK508S5ygrfCYameU4mo1yedbB0WMXwvyGiqAXuuBQpXesKIDku6FzvNJ9dRhrVDySt/TcA9U1h+x5Pu6joTziMrQ5dyk9x6v+PLj08kJwuD2bYWyq9s6ydYwhqLjfIvwqcDyPVKXda7svkfPe43nXBVhR+9ZHYucA+rUSZVsqxvcmaToJAjosddElQZL/e7JXKiam4hrJYjPk0wbo1S3REpt374dtbW1/BtFIqipqcH27duVf3f55Zdj1qxZOO644/J+r9bWVrS2trq/79u3DwCQSCSQSCTaOfLi4FdnTMRvnngP3z5+lPQzsmvafn477T60YHvjTHvXIyFLq/GHyZgBIJ1KIoE00qkU/0I7pdW4KSGLbHh22h0nV/ODXA8aenbYaW9e6ZESs2xtxgsAIRJ/G6Jr26ZrO/h704K3bsOWN550Ksm/UKP1QKHKQDqVdMfIeauh59gZFsieQufZVqyhgKDnCbVRpsi8c40INBizCJ1rut7tNL9/p5NJJNLBKwEyqIk1nfbWC/1OIlZh9xaVrBEi+12Y7nfCfFt2ComEXoI4d06SPcSi92WB5zkXlkqmEuQWpAsnn3RUDo2Q+beJPGXR6wX8HNmg8w7blq6VHvGIFmOVwq2PNNkXibwS7npZvCt0FM5mQNYDvazD+akiZOen7+gwfs6Qw8nicp2iMxRaf3V1uTQv+1oByI/JpB77WneQ7+dql1HqmmuuwS233JL1NWvXrm3Pf+nyz3/+Ew899BBeeumldv3dzTffjBtvvNF3/f7770dZWVmHxlIMnFYHvPL0w3gly2tWrVpVsPG0hzd3WmAi9tYtW7By5WYAwJoPveuthw9i5cqVAY3QTzIN0NvlvnvvRcjyX3/4gQdQolfDLJe3t3nz+8rLL8PevAYAcHB/GMzU8/ijD6MqFsz4RD7aEwITMZ595mnsfJ1d98b78ksvonWDPkrN+u3eHG/etBErV25wrm/xru/etTPwtX0gAbB129ra4u4VTz/1JOh6fvzRR/C6hgGZyVZvDTzy0EOozKzZdNK7/vQTj2F9STDjy4e1ZB985+23sPLwOgDA++976/61V9YgsqV9Z2J3sWrVKhwge8UTjz+G9aXOcwf2edfffutNrDzQMTmgu3h7L8DW9b69e93776NW77oFG/fe+59AxpcP27d56+L1V19B+Y6XAQC7PvCu79yxDStXbin42ERZ44PDAJvXlsOH3fmm34MFG/ffe692tTG3kvvvzTfewMo9zsGzYZN3fc+HuwLfwykbDwCy9b1+r7fHAMAjDxZePmmvHLqZzPPq55/H/rec8333h971Rx/29vwgeYvM7/ZtW7Fy5fvOdSJrIdGi1VqhvP4BkcXffx8rV25yru/xrtupZLeNvzM6ym6y761e7cmBu3Z51ze+twErV77T2WF2CzvJHplsaxXm2LtJdVg7rYeJXPXUk9hc7lzf+5F3fe3rr2Hlrle77D27V3/163JtKf76i889i73runEIkvFs3bZdi++7Ozh06FBer2vX8XTllVfi7LPPzvqawYMHo66uDjt37uSuJ5NJ7N69W5mW99BDD+Gdd95BdXU1d/3EE0/E3Llz8cgjj0j/7tprr8UVV1zh/r5v3z40NjZi6dKlqKyszPmZjkQSiQRWrVqFJUuWIBqNBj0cH+lXtuFP7zib14CmRjQ3jwYARN7Ygd++5Qja1VWVaG6eGdgYRWzbxpXPepvksSuaAQDJVBpXPvuAe33FMcsQ1yyljPHRc5tx13uOsjh50kQsHuXci7/e9Aw2H3QiDJcvXYyeZRpIewD+sWs13tq7CwAwZ/ZsjO9fBQC4c/vzeGf/HgDA0bNnYPKAnoGNUeTgi+/jfze8AQAYMngQmo8ZDgDY8sQG3LNpPQCgsaEBzc3jAhsjAOxvSeKrLzwEAIjHS7BkySysWrUK8+bOBV562n3d0sWLUFuhn1XqtrefxK4PDgIAli5ZjJpyZ83esOYhHD7seLyWL9Fz7IzEmq340zuvAQBGjhiB5rmDAADP3vMGntrhKDczpk3BwuF9AhsjwJ8nv970IrYccvaKBfOPxsBejnT6hy3PYeOBjwAA48aMRvOMpqCGK2X1po/wkzeeAwD07tUTzc3TAAAf7G/F11c/CsCpm9HcvCywMebiybtfx3MfOAanCRPGo3mCU5vzvv0v45XdOwAAA5v6o7l5TMHGpJI1tu1twTfXPAYAqOxRjubmOQCAFzbuwU/eeB4AEIuEsWKFfvP9wr/W4skdjqNs7NgxaJ7WCAB4+6G3cf+WdwEA9X37orl5YmBjFHlj2z784NVnAAA1Nd76fmHjHvw0M98AsKJ5ecE6HnZUDn3j/vV4ZJvjzJk1cwamDnTO9zu2PQ/sc8795UuXoLoseNm2z3t78LPM/Db274fm5rEAgN3PbsJd770JAKitqUJz84zAxpiN5MvbcMfbGVl8QBOam0cBACrW78Ltb64GAJSWxNDcvKBL37crdJR7972MV/c4+960qVNw9FHOOfmvj9bg9T2O/jl82FA0Lx7aNYPuYrbtbcG3Mntkj7JSNDfPc5+79On73cfNzc0FH5vIT995EjtbHHlr/ry5OKpvBQDgj9uex7sZWXzihHFontiv0+9VCP2Vzi/T5RKpNK56ztPl5s6ehYlN1d3y/qrx9OpTi+bmSQV5z0LDsthy0S6jVJ8+fdCnT24BeebMmfjoo4/w4osvYvLkyQAco1M6ncb06dOlf3PNNdfg85//PHdt7Nix+OEPf4hPfOITyveKx+OIx/2KRzQa1dIgU0h0nYPyEs/oEYmE3TFGI95yjEdCWo6dwcYWDvNROqUlcS1ywGWUxr35jEcj7megacxlJXFEo3qEetH6THGylmkdhB6lca3WSUnMG0uMrO0YXdvRcOBjLiNB7inbW8/xGD+usngs8LHKoPn+JbGYdC33KNFrbYjEubXi3Y/RsGfULo3ps4dHo1Gu4Gk8GiN7N7kei2gzZgbd+yJh72yJxbwUipBlaTduSpTUaYqR/TtGrtN9vaBjE2SN8hIyryFLur/END3jqRxC70u6h0c1G3tJjMhUoVDW/VysG9jdtFcOjce8eS6J07/1xl1aEtNCTinh9hVy3pOxVZTos4eL0Lmm+yJ3n4a7T17pjI4Si9L90Pt/+DNKv7OIQfdIOvciOoyfyiRxIm9RXaeki2WVQumvKl2O33sKQxp6yyCdId/P1S27+siRI7F8+XJ84QtfwC9/+UskEglcfPHFOPXUU93Oe1u2bMGiRYvwhz/8AdOmTUNdXZ00iqqpqQmDBg3qjmEaAoJGEqm6N+jYwUmGKODpapAC+KLJdNxUkdepsLW6sw05CDWLSsunoLIOhU/pWkiT+he+DiQarQcKV8yXjDGR8gS9Yuq+F1IUD9VhrVC4AttkaHyhc73GDAClZJ+IKApZ65ZGJqLq5knPSl0K49N1S88X+hkKFbHTXviumN51us/oVkBZ7JbGELtOFtog1RFiZJ7pXkI7U+nSfS+qKBROr5fHgzeeqVB13uWKnmsqA0QUjWRCIf3HDvB6kO71raNhfh9hhBQF5ouRUMhCyPK+i0AKnafSuV90hNNts37HHXdgxIgRWLRoEZqbmzFnzhzcfvvt7vOJRALr1q3LO8/QcORQEpErBXx3leLe4HSEKgr0YEmTE1EnhTISlh94VOgojelrlFK1W9ahSwmdwxT5/sXbToexylAJ04mU91l0UdBV8MYR7zrXqVEzxV1laI1orghQ47XqM1jQb9wUanwKqzplaTL3dN0m07ToOVnbmt6fqvWh6sSnA1HFWanbuZMPKscOPad0+SwRhWOBjrtC1yKjUHfepZ9Ll7kWiUXyM8TqCt3/UppbpSJ5OFt1M9RnQ7V/B92J3HTf66ZIKQCoqanBnXfeqXx+4MCBsO3sX0Cu5w3FCVUQQgpjg64HYTHDRUqRw4R6IHXypKoMD3RfKNUsUooKStzaJtOq29qmkVJiO2Ldxsrg9w3vOhXudFrLMpRGVzJs3RR3lcJLhVYdo1yp8ZrOL107xRQpRT+DjgokF4lJnL9cuodmezdD5UwIa6zs5qMo6mKwzAUXdUm7rGaJ6A0KLtpVcU+Wx/Vc50B+US+6rXWGKuI1rIgi1Q26drQ3SikMlrzOpuc6kRGygJTkepg8EYSRTfd1UAj0vWMNRyyc19qSH+q6CNcU3RTE9kLrvlChI62p8ZcKFPTwoylaJZqlaKkipej4dYt+oZFyorCvi/AvwntD9ZrPfIlx3kf5WtdtraiUXyqQxjQUTqnxmu52XNpTAcfTEZQpKpzhQY/1Qo3bVNCm962uaU1hRVqQylilA1HFWalz1KUKKqdQGYBGwepCRJG+R+e9R1zfGjEqo2sxGHaUpRKKxFBC90jdI2TUZSkgva47ovOVwUUdB7Bf6r4OCoGeu43hiIYaElQHoW5pWYDeB1w+8JFS3vW0phshl5JA1kZbkhilInqtEz5NSO7J001p5yLldA8XyRBSGLOLCT4k3rvO1R/TTCFQCaTxiLxmky6UcDWl5IY1laCqCxFFpGtEc8NDkjN6e+Mr0/CMB4RIAFX0iGZ7uOq+5FM79VsbMmKK+jUJDeutqBx9dA/sUSSRUnT7U0Wr6QQdl6XYD3U8i2Sk0vqtbQqfHqmoo1Yk+wuglhlp3cBoAIKl7uugEBTPKjIcMVAFRlXgt0zD0P4gLOddCV9TSl5AVCdUXry2FN/ZSSdKVcqvxsoBn17jPdZZRw8r9o1iQqn8UkFPsz2HzjSfikWjG/T7PlR7STEVauUjdch1zRVIKmgXQ6SUOn1Pfn7qAK0FSY/zYqwpxckpmqc4RRVGHbqGemi6zgG1U5g2CdE2fS+PmqM6nkUyqKOVootoYynOyWKNlFI5X+nVYAqd67fHFZriOKUMRxRUgVEJUDp6UYtFqFNBux1RmVpX43wsLDdeqg5wHVDWS9O4oxpXq0NhHNGNYhKAVEQVaUJ02nWLlLIUkUV03eu+T1LBTxVVoiMRRWQANUTpVmMPUNd50/GMB9SGHJ3T98KK2kt8vTG9xqwiojD+6RgpRQ3CtFFCmKspVSRGKfI4rkih1AkupUzl1CmSNd+ikGl1iVyno1B1gdVNrs2GSralJqEgDJq6llIpJMWzigxHDFSBoYIGlfPKNDzIdVMQ24vqENd1I+TSPMl4WzU2StG0U1Vkg25Ku6rQvS4CkQzdlMKOEI3IFQJ6P+om6KkjpeTrXkd2HWxzHxdTxJ2q8QP9DJWl+tWvUdaUiul3xgPqdEidiz/T8agcfTobRyiq9aKnUUq+b0e59D195121//Hp2HqtdQZfR827Tj+TjkZ6GaooQF0cg7SDqqomcDHpR6ppTQfc4dNEShmjlCEAqBeGClCcF1XDwySX5Vx3RVklYOsYFg+IaZ7edZ0jpagQRA++kMYpWZwSwwmmeo2Toouw1hlUtRmoYKKboEennX4HtLabjvUAAeCEif0AABccPcS9prshiqIqwE2F5yoNjVJJRSOFMk1r7dDIEHr/0ZSmsGYRGBGFUTtSBDW8RJp6lbmP6XrWUWGjxidVd8AeJfoapbgmCTRSSrMGMjK4yH+Fkb5MU8O3iCqiS5fjKZGUr20ql+ssL4qoyn7Qs6qQn+eqZcMBAN88fkzB3lNXiuOONRxRcKkHJFqAHiw6Kja5LOe6K8oqo5SukVJxRaRUsRilaLcgLjReM0MDJVQkgqlutcQ6QlRR0JcKRrpFSlGoQEqjGnVVBL776XG4ZNEwDOxdrniFnvsggy/s612PaW6U4o0k8ug6nVBFSukcPaJyMlFHWkyzpiAqJjZW4xenT8K4xmpl111dUEVKRYowfY/ej7o5Q2TEuaYy8rO0WAyxMwb3kl7XJVo9oajxccSl7xERoJAOq4sWDMXn5w7izpiPK/ruloaPBVFFhzId0xByhQJrVvvUB9d9jzNKBTGa3Kja0OoM9a7sPZxwH3MeyYhen0WlYOkiEMnIZQAuhloSEcX9mFJEluhAQhHFRRUaXRWBSDiUxSCl7z7IUBUlrimPuY/rq0oLOqZ8UEVK6dY5laGqrUOVLt3GThUoun/0IAZiW1Pnk4hlWThmbL3vemVpFPtakgGMSE2E27fl1ys0NkpR4xl1LMQVDkydKFFEStGzSEfnNuUfF87CH556D9c1j5Q+r8vUqwzCRdt9TzGxQYq8xiDlUDyryHBEwhUSJQdkZYl+RqlvHj8G5bEwTprcX/q8zko8wCuRVEAd268KANCzTK85p62h6SHSu0c8iOHkBR0nnU8adaTb4a3ycOmswuQyAOvWHUsGZySm6Xu6dh4AL5zyhc69z6JrraBc6BoxylCdldMG1QAAKkoiqKsqKfi4cqGqcaRrJCadZz5SSp7KpxsJRXdaHdPf2sMpUxoBAH0r9Tn/6R5IZaoBvcpRGg3jqL49MLhPjyCGlhf8/UhLD8jT4XSCGp/K44rHmp9Fk5p64kenTkRtpXzf1kWnUB2NUUVUqe6oPo8es/3xRu871nDEQwWM2grvcYmGQt/4xmo899XFykgAXQ9vBj00qOPjtlMn4ub/rMWKcX7vZJC0KaIyLlo4FJf86SUsGlEbxLBycs/Fc3D/G9txckaIBniFpliMUmmNQ0cSORSsYoiUoqlWB1q9qDpav0E3VIptBXEi6O6dVqG5TYo3ihCvamNNGe67bB6qNXMqMOi5TvfxQ616Rb0w6DkeUxqo9F3jqr1RR5mqPVwwfwhqesQwd2ifoIcihUao1ZTH8Mx1i1AaDWstF+aTTquLYSQbtJh8KTFE6Rq1my+6TH1DdSle37rPdz1cpEaptmRKer2YakweqRijlCEQvvfpcXjqnQ9xIok6omkIum4OOtcHyAU9NKjBoaosiu+cOC6IIWVlH0l/owLTJ8bVY0ifcgzR1AM5tn8Vxvav4q5RJUa3gpCq+hE6R45ctGAoXnn/I1y1bIT0eV33Dwq9H/cc9Nb65j2HghhOXqgUrHoSoVNMwilF5/UO8HuIaGAYXldR6OHk5LLFw3Dbg+vx089Mcq/RlNXhdZVBDCsn6ppSNF1V3zWuChKdO0xPY06+RMIhnD59QNDDUCIab3Ss7yZC6/+p0vgPt8kV+KChEYE0Iqo14Y23J9EpihFdztLrV4zCM+9+6Lv/VAZ83VF18NZfajzyKV4N21DUnDSlESeRSBLAUSQvmD8Er23Zi1lD5IX/tEZvnQbhkIWGqhJ8uP8w1+FGV06d1oi/vfg+Pi2kS1qWhdENVYq/0hOq0OjSIrq2Io6d+1uxUBFxpnM75QmN1Xj2usXK52k9r2KAGl1XjKvHU+98iMkDegY4IjkqIXlCYzXOmzcYdYo0hGJAc5uUUPNF33uTcdnio3DevMG+wvePXbUAL27ajeVj6gIaWXZoap4qOkrn+RdTl++6cBaeeudDnDVrYDAD+pigazfJbFBH8EFF5KKuZymN2qVpqgdbPaOUblHp7UWXfaapVxnW3LDU55QKFalRqk1RI6t3RRz7NY3g/bigh3ZkMGT4ynJ55IOha3jg8jlY+Z97tYvWkVFfVYonr1kY9DC6BDrfunQn+/sFs3Df69tx6rQmUItqTXkMuw+24biJ/YIbXAf52Wcm4dI/v4Tvflq/yD8Zt502EY+s24kTJ3tzferUJgzqVY5xjdXBDUyBSsi3LEtZrLVY0Dn6BRCMIpqPlSHb65p6lWntFKERuMqaUhqfn2LEy8SmnpjYpJ+B+0ijGFPFsnVhHt9YjZc3f4TjJjQUelh5MbqfPNJywYg++OEDb6FBw/p67UWXSCkgd3mSYuqIrHJAnTFjAP7rX2/gumajhwaFHtqRwXAEoLmjHYCjVBaJPnNEQRXKck08qo01Zfj83MEAgETC84b+9fyZeHDtDpw9e2BAI+s4K8bVY/GoWm08jLn45PgGfHI8L/SHQxZmDe0d0Iiyo7My3lFOmtwf//vi+7jpuDFBDyUrfFe44ljfxUhTTRlOm9aEZCrNNVyhqfsal9vTuobRkYwuzqb2csWSo/DoWx/gE8I59IdzpuGFjbsx7yg90z5HN1Thzi9MR79qvuPouP7V+M+lc9FQrV8n0vai+3m7T9MoulxMG1iD597bjWG1fAmQc2YPxLHj61FbUfwGzWKlOHdRg0FDiqXlsqHwRCOeoqB7XbKhtT0wtFbPel35YBT27uPyJUdh1dodOGumvrVd2ss3PzUGX5g3GEf11a8uE4WWrNE9qquYsSwLN58w1nedpjqlND7riz1lqViZo6kjIReXLBqGSxYN812vKoti0ci+AYwof2YNkc/5yHo969W1F92NUi0JPeuN5eKnn5mIPz6zMZMl4GFZljFIBYze2pHBYDAcAdA6HzrXajIYsjG0tgde/cbSI8rwF4+EtTdIiRRT/Y4jiR+fOgGPr9+FZaP1U9bnD++DR9Z9gHOKMMK1mHn62oV4f89hjNcw3dpQ3OiUvifjyqXD8cy7u3HB/CFBD6Vd1FaW4Iqlw4MehkGCMUoZDJ3kE+MbcM/LW3H+0cW1MRsKR5+KOL4wdxBikZD2kVIGQzaOJINUMTG4d7n7uBi6Sx6JHDehH46boGetvV+dOQVb9hzGQLJODN1PfVUp6quKP1XMoB+TB9QEPYSsjKyvxMtf9xdANxg6itGODIZOcutJ43DO7IEY37866KEYNOarK0YFPQSDwVCk9OoRxwNXzCva2jWG7iUaDhmDlMFwBHDvZXPxwBs73JqfOmMMUoauxEg3BkMniUfCmGS62xgMBoOhGxlaW1xphgaDwWBoHyPqKjGi7sioi2UwtAe9E1YNBoPBYDAYDAaDwWAwGAxHJMYoZTAYDAaDwWAwGAwGg8FgKDjGKGUwGAwGg8FgMBgMBoPBYCg4xihlMBgMBoPBYDAYDAaDwWAoOMYoZTAYDAaDwWAwGAwGg8FgKDjGKGUwGAwGg8FgMBgMBoPBYCg4xihlMBgMBoPBYDAYDAaDwWAoOMYoZTAYDAaDwWAwGAwGg8FgKDjGKGUwGAwGg8FgMBgMBoPBYCg4xihlMBgMBoPBYDAYDAaDwWAoOMYoZTAYDAaDwWAwGAwGg8FgKDiRoAfQ1di2DQDYt29fwCMJjkQigUOHDmHfvn2IRqNBD8egEWZtGGSYdWFQYdaGQYVZGwYVZm0YVJi1YVBh1saRCbPJMBuNiiPOKLV//34AQGNjY8AjMRgMBoPBYDAYDAaDwWD4+LJ//35UVVUpn7fsXGarIiOdTmPr1q2oqKiAZVlBDycQ9u3bh8bGRmzevBmVlZVBD8egEWZtGGSYdWFQYdaGQYVZGwYVZm0YVJi1YVBh1saRiW3b2L9/PxoaGhAKqStHHXGRUqFQCP379w96GFpQWVlpbmqDFLM2DDLMujCoMGvDoMKsDYMKszYMKszaMKgwa+PII1uEFMMUOjcYDAaDwWAwGAwGg8FgMBQcY5QyGAwGg8FgMBgMBoPBYDAUHGOUOgKJx+P4+te/jng8HvRQDJph1oZBhlkXBhVmbRhUmLVhUGHWhkGFWRsGFWZtfLw54gqdGwwGg8FgMBgMBoPBYDAY9MdEShkMBoPBYDAYDAaDwWAwGAqOMUoZDAaDwWAwGAwGg8FgMBgKjjFKGQwGg8FgMBgMBoPBYDAYCo4xShkMBoPBYDAYDAaDwWAwGAqOMUodYfzsZz/DwIEDUVJSgunTp+O5554LekiGgLn55psxdepUVFRUoLa2FscffzzWrVsX9LAMGvKd73wHlmXhsssuC3ooBg3YsmULPvvZz6JXr14oLS3F2LFj8cILLwQ9LEPApFIpXH/99Rg0aBBKS0sxZMgQ3HTTTTB9cz5+PPbYY/jEJz6BhoYGWJaFu+++m3vetm3ccMMNqK+vR2lpKRYvXoz169cHM1hDQcm2NhKJBL7yla9g7NixKC8vR0NDA84880xs3bo1uAEbCkKuPYPyxS9+EZZl4Uc/+lHBxmcIDmOUOoL4y1/+giuuuAJf//rXsXr1aowfPx7Lli3Dzp07gx6aIUAeffRRXHTRRXjmmWewatUqJBIJLF26FAcPHgx6aAaNeP755/Hf//3fGDduXNBDMWjAnj17MHv2bESjUfznP//BG2+8ge9///vo2bNn0EMzBMwtt9yCX/ziF/jpT3+KtWvX4pZbbsF3v/td/OQnPwl6aIYCc/DgQYwfPx4/+9nPpM9/97vfxW233YZf/vKXePbZZ1FeXo5ly5ahpaWlwCM1FJpsa+PQoUNYvXo1rr/+eqxevRr/+Mc/sG7dOnzyk58MYKSGQpJrz2DcddddeOaZZ9DQ0FCgkRmCxrKNa+uIYfr06Zg6dSp++tOfAgDS6TQaGxvxpS99Cddcc03AozPowgcffIDa2lo8+uijmDdvXtDDMWjAgQMHMGnSJPz85z/HN7/5TUyYMMF4pj7mXHPNNXjyySfx+OOPBz0Ug2Yce+yx6Nu3L37zm9+410488USUlpbij3/8Y4AjMwSJZVm46667cPzxxwNwoqQaGhpw5ZVX4stf/jIAYO/evejbty9+97vf4dRTTw1wtIZCIq4NGc8//zymTZuGjRs3oqmpqXCDMwSGal1s2bIF06dPx3333YcVK1bgsssuMxH8HwNMpNQRQltbG1588UUsXrzYvRYKhbB48WI8/fTTAY7MoBt79+4FANTU1AQ8EoMuXHTRRVixYgW3fxg+3vzzn//ElClTcNJJJ6G2thYTJ07Er371q6CHZdCAWbNm4cEHH8Rbb70FAHj55ZfxxBNP4Jhjjgl4ZAad2LBhA7Zv386dK1VVVZg+fbqRSw0+9u7dC8uyUF1dHfRQDAGSTqdxxhln4KqrrsLo0aODHo6hgESCHoCha9i1axdSqRT69u3LXe/bty/efPPNgEZl0I10Oo3LLrsMs2fPxpgxY4IejkED/vznP2P16tV4/vnngx6KQSPeffdd/OIXv8AVV1yB6667Ds8//zwuueQSxGIxnHXWWUEPzxAg11xzDfbt24cRI0YgHA4jlUrhW9/6Fk4//fSgh2bQiO3btwOAVC5lzxkMANDS0oKvfOUrOO2001BZWRn0cAwBcssttyASieCSSy4JeiiGAmOMUgbDx4iLLroIr732Gp544omgh2LQgM2bN+PSSy/FqlWrUFJSEvRwDBqRTqcxZcoUfPvb3wYATJw4Ea+99hp++ctfGqPUx5y//vWvuOOOO3DnnXdi9OjRWLNmDS677DI0NDSYtWEwGNpFIpHAySefDNu28Ytf/CLo4RgC5MUXX8SPf/xjrF69GpZlBT0cQ4Ex6XtHCL1790Y4HMaOHTu46zt27EBdXV1AozLoxMUXX4x//etfePjhh9G/f/+gh2PQgBdffBE7d+7EpEmTEIlEEIlE8Oijj+K2225DJBJBKpUKeoiGgKivr8eoUaO4ayNHjsSmTZsCGpFBF6666ipcc801OPXUUzF27FicccYZuPzyy3HzzTcHPTSDRjDZ08ilBhXMILVx40asWrXKREl9zHn88cexc+dONDU1uTLpxo0bceWVV2LgwIFBD8/QzRij1BFCLBbD5MmT8eCDD7rX0uk0HnzwQcycOTPAkRmCxrZtXHzxxbjrrrvw0EMPYdCgQUEPyaAJixYtwquvvoo1a9a4/6ZMmYLTTz8da9asQTgcDnqIhoCYPXs21q1bx1176623MGDAgIBGZNCFQ4cOIRTixcdwOIx0Oh3QiAw6MmjQINTV1XFy6b59+/Dss88audTgGqTWr1+PBx54AL169Qp6SIaAOeOMM/DKK69wMmlDQwOuuuoq3HfffUEPz9DNmPS9I4grrrgCZ511FqZMmYJp06bhRz/6EQ4ePIhzzjkn6KEZAuSiiy7CnXfeif/7v/9DRUWFW8uhqqoKpaWlAY/OECQVFRW+2mLl5eXo1auXqTn2Mefyyy/HrFmz8O1vfxsnn3wynnvuOdx+++24/fbbgx6aIWA+8YlP4Fvf+haampowevRovPTSS/jBD36Az33uc0EPzVBgDhw4gLffftv9fcOGDVizZg1qamrQ1NSEyy67DN/85jcxbNgwDBo0CNdffz0aGhqydmEzHBlkWxv19fX49Kc/jdWrV+Nf//oXUqmUK5vW1NQgFosFNWxDN5NrzxCNk9FoFHV1dRg+fHihh2ooNLbhiOInP/mJ3dTUZMdiMXvatGn2M888E/SQDAEDQPrvt7/9bdBDM2jI0UcfbV966aVBD8OgAffcc489ZswYOx6P2yNGjLBvv/32oIdk0IB9+/bZl156qd3U1GSXlJTYgwcPtr/61a/ara2tQQ/NUGAefvhhqXxx1lln2bZt2+l02r7++uvtvn372vF43F60aJG9bt26YAdtKAjZ1saGDRuUsunDDz8c9NAN3UiuPUNkwIAB9g9/+MOCjtEQDJZt23aB7F8Gg8FgMBgMBoPBYDAYDAYDAFNTymAwGAwGg8FgMBgMBoPBEADGKGUwGAwGg8FgMBgMBoPBYCg4xihlMBgMBoPBYDAYDAaDwWAoOMYoZTAYDAaDwWAwGAwGg8FgKDjGKGUwGAwGg8FgMBgMBoPBYCg4xihlMBgMBoPBYDAYDAaDwWAoOMYoZTAYDAaDwWAwGAwGg8FgKDjGKGUwGAwGg8FgMBgMBoPBYCg4xihlMBgMBoPBYDAYDAaDwWAoOMYoZTAYDAaDwWAwGAwGg8FgKDjGKGUwGAwGg8FgMBgMBoPBYCg4xihlMBgMBoPBYDAYDAaDwWAoOP8f42d1xI1tpC4AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from utils import ZNCC\n",
    "\n",
    "tau_vals, ZNCC_ecg = ZNCC(motif, ecg_noisy_filtered, 1/fe)\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(tau_vals, ZNCC_ecg)\n",
    "plt.title(\"Corrélation ZNCC entre le motif et l'ECG filtré\")\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6338a4ce",
   "metadata": {},
   "source": [
    "Pour calculer le BPM, on va tout simplement détecter le nombre de pics positifs proches de 1 sur le score ZNCC, et diviser par la durée du signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a06bdcf3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nombre de battements trouvés : 21\n",
      "Durée du signal : 15.0 s\n",
      "BPM calculé : 84.0\n"
     ]
    }
   ],
   "source": [
    "# Calcul du BPM\n",
    "\n",
    "peaks_ZNCC,_ = find_peaks(ZNCC_ecg, height=0.8)\n",
    "nb_battements = len(peaks_ZNCC)\n",
    "print(f\"Nombre de battements trouvés : {nb_battements}\")\n",
    "duree_signal = N_ecg_noisy/fe\n",
    "print(f\"Durée du signal : {duree_signal} s\")\n",
    "\n",
    "BPM = nb_battements/duree_signal*60 # On multiplie par 60 pour convertir la durée de secondes en minutes\n",
    "print(f\"BPM calculé : {BPM}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "384a5db6",
   "metadata": {},
   "source": [
    "**BPM obtenu de l'ECG bruité :** 84 BPM"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8419692c",
   "metadata": {},
   "source": [
    "**Diagnostic sur la présence d'arythmie cardiaque du patient :** Le patient a un coeur qui fonctionne correctement !"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2aa8006",
   "metadata": {},
   "source": [
    "**Analyse critique de votre implémentation :**\n",
    "\n",
    "- Le filtrage est ok, mai pourrait être amélioré. Cependant, attention à ne pas couper trop de fréquences qui pourrait alors endommager potentiellement les battements de coeur\n",
    "- Le calcul du BPM est assez basique ici. Il faudrait pour que la métrique soit plus correcte que le signal dure plus longtemps, ou alors calculer l'espace moyen entre 2 battements de coeur."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "TIM",
   "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": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
