{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Blood loss simulation\n", "\n", "In this simulation, we will see how the physiological variable is affected by a blood loss of 20%\n", "of the total blood volume. The inputs drug rates will remain constant." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import python_anesthesia_simulator as pas" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Definition of the patient simulation\n", "\n", "In this cell, a class instance of the simulator is created and initialized at maintenance phase.\n", "\n", "Then the rate of the blood loss and fluid replacement are detailled." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "******************************************************************************\n", "This program contains Ipopt, a library for large-scale nonlinear optimization.\n", " Ipopt is released as open source code under the Eclipse Public License (EPL).\n", " For more information visit http://projects.coin-or.org/Ipopt\n", "******************************************************************************\n", "\n" ] } ], "source": [ "ts = 5 # time step in seconds\n", "age, height, weight, gender = 74, 164, 88, 1\n", "George = pas.Patient([age, height, weight, gender], ts=ts,\n", " model_propo=\"Eleveld\", model_remi=\"Eleveld\", co_update=True)\n", "\n", "#init the patient at maintenance\n", "George.initialized_at_maintenance(bis_target=50, tol_target=0.9, map_target=80)\n", "\n", "# details of the blood loss\n", "start_bleeding_time = 1 # 1 minute\n", "blood_loss = 0.1 # 10% blood loss\n", "blood_loss_time = 1 # 1 minute\n", "blood_rate = George.blood_volume*blood_loss*1000/blood_loss_time # blood loss rate (ml/min)\n", "# details of the fluid replacement\n", "start_transfusion_time = 7 # 7 minutes\n", "transfusion_time = 10 # 10 minutes\n", "transfusion_rate = George.blood_volume*blood_loss*1000/transfusion_time # fluid replacement rate (ml/min)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "N_simu = int(30 * 60/ts) # 30 minutes simulation\n", "\n", "for index in range(N_simu):\n", " if index*ts> start_bleeding_time*60 and index*ts<=(start_bleeding_time + blood_loss_time)*60:\n", " # blood loss\n", " George.one_step(u_propo=George.u_propo_eq, u_remi=George.u_remi_eq,\n", " u_nore=George.u_nore_eq, blood_rate= - blood_rate, noise=False)\n", " elif index*ts> (start_transfusion_time)*60 and index*ts<=(start_transfusion_time + transfusion_time)*60:\n", " # fluid replacement\n", " George.one_step(u_propo=George.u_propo_eq, u_remi=George.u_remi_eq,\n", " u_nore=George.u_nore_eq, blood_rate=transfusion_rate, noise=False)\n", " else:\n", " # no blood loss or fluid replacement\n", " George.one_step(u_propo=George.u_propo_eq, u_remi=George.u_remi_eq,\n", " u_nore=George.u_nore_eq, noise=False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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eWrlyX1RudrvCqz/v4octx9GoVXz0QEt6NonydFhCiAqm1N+Wffv25bvvvmPRokWoVCrefPNN9u3bx2+//Ua3bt3KIsYqq5qvDp1GBcCZXDk1JSo3RVF445fdfLspBbUKptzXnD7NJLERQpReqXtuAHr06EGPHj3cHYu4iEqlIsxfz8lsI2kGIzWCfTwdkhBlQlEUxvy6h282JKNSweT7mnNHixqeDksIUUFdVXJTKDc3F7vdXqQsMDDwmgISRYUFenMy2yizFItKS1EUxv2+l7nrjqFSwfv3NOeuljGeDksIUYGV+rRUYmIiffr0wc/Pj6CgIKpVq0a1atUIDg6mWjVZvM7dIs5dDn5GBhWLSkhRFCYs2sfsNUkATOrflHtukMRGCHFtSt1zM2jQIAC+/PJLIiIiUKlUbg9KnHd+8UzpuRGVi6IovPvnAWauTgRgwl1Nub9NnIejEkJUBqVObnbu3MmWLVuoX79+WcQjLuJcgkFOS4lKRFEUJi89yGcrjwDw9h2NGdhOEhshhHuU+rRUmzZtSElJKYtYRAlklmJRGU37+xCfLD8MwFt9G/FQh5qeDUgIUamUuudm1qxZPP7445w4cYImTZqg0+mKPN+sWTO3BSfOn5aSAcWisvj470NM/esQAK/3acgjnWp5OCIhRGVT6uTmzJkzHDlyhEceecRZplKpUBQFlUqFzWZza4BVnawMLiqTT1ccZvKygwC83KsBj95U28MRCSEqo1InN0OHDqVly5YsWLBABhRfB4U9N2fzTFhtdrQamaVYVEwzVh3hvT8PAPBCj/o83jnBwxEJISqrUic3x44d49dffy1x8UzhfiF+etQqsCtwNs9MxLnFNIWoSL74N5EJi/YDMOq2ejzZVT4/hBBlp9TdALfccgs7duwoi1hECTRqFaH+5wYVy7gbUQHNXZvE27/vBeCZW+rw7G11PRyREKKyK3XPTd++fRk1ahS7du2iadOmxQYU9+vXz23BCYfwQD1pOSZOG4w0JcjT4Qjhsq/XH+OtX/cAMKJLAqO61fNwREKIqqDUyc3jjz8OwLhx44o9JwOKy0ZEgDe7McigYlGhfLsxmdcX7gbgsZtr80KP+jJGTwhxXZQ6ubl4LSlR9s7PUixz3YiK4fvNKbzy8y4Aht1Yi5d7NZDERghx3cilNxVAmFwOLiqQn7Ye56Ufd6IoMKRjTV7v01ASGyHEdVXqnpuSTkdd6M0337zqYETJnLMUy4BiUc79sv0Eo3/YgaLAg+3jeKtvI0lshBDXXamTm59//rnIY4vFQmJiIlqtloSEBEluyoAswSAqgt92nGTUd9uxKzCgbRzj+jWRxEYI4RGlTm62bdtWrMxgMDBkyBDuuusutwQliiqc20Z6bkR5tXjXKUaeS2zuax3DO3c2Qa2WxEYI4RluGXMTGBjIuHHjeOONN9xRnbhI4YDi9FwTdrvi4WiEKGrJnlSeXrANm13h7lYxTOrfTBIbIYRHuW1AcVZWFtnZ2e6qTlwg1F+PSgVWu0JGvtnT4Qjh9Nfe0zw1fytWu8KdLaJ57x5JbIQQnlfq01IfffRRkceKonDq1Cm++uorevbs6bbAxHk6jZrqvl6czTOTZjA5ZywWwpOW709jxDdbsdgU+jaP5oN7m6ORxEYIUQ6UOrn58MMPizxWq9WEhYUxePBgXnnlFbcFJooKC9A7kpscI40I9HQ4oopbefAMj329BbPNTu+mkXx4X3NZ1FUIUW6UOrlJTEwsizjEFUQEerM/NUcGFQuP+/dQOv+Ztxmz1U6PxhFMe6ClJDZCiHLF459IJ06c4MEHHyQkJARfX19atGjBli1bXHrtmjVr0Gq1tGjRomyDLAfkcnBRHqw9ks6j8zZhstq5rWE4Hw9ohU4SGyFEOeNSz03//v1drvCnn35yedvMzEw6depE165dWbx4MeHh4Rw5coTg4OArvjY7O5uHH36YW2+9ldOnT7u8z4rq/BIM0nMjPGPD0bMMm7MZo8VO1/ph/HdQK7y0ktgIIcofl5KboKCyWYn63XffJTY2ltmzZzvLatas6dJrH3vsMQYOHIhGo2HhwoWX3dZkMmEynU8KDAYD4JiA0GKxlDruSymsy511Fgrxday+nppdUCb1X29l2VaVTXloqy3HMhk6bysFFhs31Qnh4/uboVbsWCzlb6258tBeFYW0leukrVxXlm3lap0qRVE8NnFKo0aN6NGjB8ePH2flypXUqFGDESNGMHz48Mu+bvbs2Xz66aesW7eO8ePHs3DhQrZv337J7ceMGcPYsWOLlc+fPx9fX99rfRvXxfazKmYf1FDTX2FUU1l5XVw/STnw6V4NJruKekF2hte346XxdFRCiKooPz+fgQMHkp2dTWDgpS+uuerk5syZMxw4cACVSkW9evUICwsrdR3e3o6Zd5977jnuvfdeNm7cyMiRI/n88895+OGHS3zNoUOHuPHGG1m9ejX16tVjzJgxV0xuSuq5iY2NJT09/bKNU1oWi4Vly5bRrVs3dDqd2+oF2JacxX0zN1Ij2JsVz9/s1ro9oSzbqrLxZFvtPJ7N4DlbyDVZaV+rGjMebIVPOc9s5NhynbSV66StXFeWbWUwGAgNDb1iclPqq6Xy8vJ4+umnmTdvHna7o0tao9Hw8MMP8/HHH5eqJ8Rut9O6dWsmTJgAQMuWLdmzZw/Tp08vMbmx2WwMHDiQsWPHUq9ePZf3o9fr0euLzw2j0+nK5CAti3qjqvkBcCbHjFarrTRr9pTVv0FldL3batfxbB6Z60hs2taqzpePtMHXq9QfGR4jx5brpK1cJ23lurJoK1frK/VowOeee46VK1fy22+/kZWVRVZWFr/88gsrV67k+eefL1VdUVFRNGrUqEhZw4YNSU5OLnH7nJwcNm/ezFNPPYVWq0Wr1TJu3Dh27NiBVqvln3/+Ke3bqTDCzl0tZbbZyS6Qc76ibO05mc2DX2zAYLTSOr4as4dUrMRGCFG1lfrT6scff+R///sfXbp0cZb17t0bHx8f7rvvPqZPn+5yXZ06deLAgQNFyg4ePEh8fHyJ2wcGBrJr164iZZ9++in//PMP//vf/6hVq5brb6SC8dZpCPLRkV1gIS3HRLCvl6dDEpXUvlMGHpy1gewCC63igpkztC1+eklshBAVR6k/sfLz84mIiChWHh4eTn5+fqnqGjVqFB07dmTChAncd999bNy4kRkzZjBjxgznNq+88gonTpxg3rx5qNVqmjRpUmy/3t7excoro/AAvSO5MZioFxHg6XBEJXQgNYdBszaQmW+heawjsfGXxEYIUcGU+rRUhw4deOuttzAaz08mV1BQwNixY+nQoUOp6mrTpg0///wzCxYsoEmTJrz99ttMnTqVQYMGObc5derUJU9TVTURgY4B2KcNMpGfcL/DaTkMmrWejDwzTWsEMW9oWwK9ZWyBEKLiKfWfZNOmTaNnz57ExMTQvHlzVCoV27dvx9vbmyVLlpQ6gNtvv53bb7/9ks/PmTPnsq8fM2YMY8aMKfV+K6LzsxTLRH7CvY6cyWXAzA2k55ppHB3IV8PaEuQjiY0QomIqdXLTpEkTDh06xNdff83+/ftRFIUHHniAQYMG4ePjUxYxinPCAmUJBuF+iel5DJixnjM5JhpEBvD1sHYypksIUaFd1ZgbX1/fK060J9wvPMBxWkp6boS7HDvrSGzSckzUjwjgm0fbUc1PEhshRMVW6jE34eHhPPjggyxZssQ5z424PgpPS52RlcGFG6Rk5DNgxnpSDUbqhvvzzfB2hPgXnw9KCCEqmlInN/PmzcNkMnHXXXcRHR3Ns88+y6ZNm8oiNnER54BiOS0lrtHxzHwGzFzPyWwjtcP8+GZ4O0IlsRFCVBKlTm769+/PDz/8wOnTp5k4cSL79u2jY8eO1KtXj3HjxpVFjOIc54BigwkPLgkmKriTWQUMnLmB45kF1Ar1Y8Hw9s5TnkIIURmUOrkpFBAQwCOPPMLSpUvZsWMHfn5+JS5OKdwn/NyA4gKLjVyT1cPRiIooNdvIwJnrSc7IJ666L/OHt3P2CAohRGVx1cmN0Wjk+++/584776RVq1acPXuW0aNHuzM2cRFfL61zQjUZVCxKK83gSGySzuYTU82HBf9pT1SQXOEohKh8Sn211NKlS/nmm29YuHAhGo2Ge+65hyVLltC5c+eyiE9cJDxAT67JSprBREKYv6fDERXEmRwTA2au52h6HjWCfVgwvD01giWxEUJUTqVObu6880769OnD3Llz6dOnj6yOep2FB+o5mp4nc90Il53NNTFo1nqOnMkjKsibBcPbE1vd19NhCSFEmSl1cpOamkpgYOAVt5s0aRKPP/44wcHBVxOXuATnXDdyObhwQUaemUGzNnDwdC4RgXoWDG9PXIgkNkKIyq3UY25cSWwAJkyYQEZGRqkDEpd3fgkG6bkRl5eVb+bBWRvYn5pDWIAjsakZ6ufpsIQQosxd9YDiK5FLlctGeKCsLyWuLDvfwoNfbGDvKQOh/o7EpraM0RJCVBFlltyIsiGnpcSVGIwWHv5yA7tPGAjx82L+8HbUCZfERghRdUhyU8GEy+KZ4jJyjBYGf7mRHcezqear45vh7agXEeDpsIQQ4rqS5KaCkZ4bcSm5JitDZm9iW3IWwb46vnm0PQ0iXRsjJ4QQlYkkNxVMYc9NjslKgdnm4WhEeZFvtjJ09ia2HMsk0FvL18Pa0ShaEhshRNVUZsnNTTfdhI+PTBLmbgF6Ld46xz+bnJoSAAVmG0PnbGJjUgYB3lq+frQdTWoEeTosIYTwGJfmuTEYDC5XWHip+KJFi64uInFZKpWK8ABvkjPyScsxER8il/ZWZUaLjUfnbWL90Qz89VrmDW1Ls5hgT4clhBAe5VJyExwcjEqlcqlCm01OlZS1iEC9I7mRcTdVmtFiY/i8zaw5fBY/Lw1zh7ahZVw1T4clhBAe51Jys3z5cuf9pKQkXn75ZYYMGUKHDh0AWLduHXPnzmXixIllE6UoonBQ8WmDnJaqqkxWG49/vYXVh9Lx0WmY/Uhbboiv7umwhBCiXHApublwUcxx48YxZcoUBgwY4Czr168fTZs2ZcaMGQwePNj9UYoiwgJkIr+qzGy1M+Lrraw4cAZvnZovh7ShbS1JbIQQolCpBxSvW7eO1q1bFytv3bo1GzdudEtQ4vJkrpuqy2Kz89T8rfy9Pw29Vs0Xg9vQISHE02EJIUS5UurkJjY2ls8++6xY+eeff05sbKxbghKXV3ha6oz03FQpFpudZxZsY+ne03hp1cx8uDWd6oR6OiwhhCh3Sr0q+Icffsjdd9/NkiVLaN++PQDr16/nyJEj/Pjjj24PUBQXUdhzIwOKqwybAi/8bzeLd6fipVHz+UM3cHO9ME+HJYQQ5VKpe2569+7NoUOH6NevHxkZGZw9e5Y77riDgwcP0rt377KIUVzEOaBYTktVCTa7wjeH1fyxOxWdRsX0B1vRtX64p8MSQohyq9Q9NwAxMTFMmDDB3bEIF4WfG1CclW/BZLWh12o8HJEoKza7wss/7WZLuhqtWsV/B7bi1oYRng5LCCHKtatKbrKysvjiiy/Yt28fKpWKRo0aMXToUIKCZFbU6yHYV4eXRo3ZZudMjomYar6eDkmUAbtd4eUfd7JwxynUKEy9rzndG0d6OiwhhCj3Sn1aavPmzSQkJPDhhx+SkZFBeno6U6ZMISEhga1bt5ZFjOIiKpVKLgev5Ox2hVd/3sUPW46jUat4uJ6dHo2lx0YIIVxR6p6bUaNG0a9fP2bOnIlW63i51Wrl0UcfZeTIkaxatcrtQYriwgP1nMgqkEHFlZCiKLzxy26+3ZSCWgXv390EzfFtng5LCCEqjKvquXnppZeciQ2AVqvlxRdfZPPmzW4NTlxaeIDMdVMZKYrCmF/38M2GZFQqmHxfc/o2i/J0WEIIUaGUOrkJDAwkOTm5WHlKSgoBAQFuCUpcWeEVU9JzU3koisK43/cyd90xVCp4/57m3NUyxtNhCSFEhVPq5Ob+++9n2LBhfPfdd6SkpHD8+HG+/fZbHn300SJLMoiyJT03lYuiKExYtI/Za5IAmNS/KffcIImNEEJcjVKPufnggw9QqVQ8/PDDWK1WAHQ6HU888QSTJk1ye4CiZOeXYJCem4pOURTe/fMAM1cnAjDhrqbc3ybOw1EJIUTFVerkxsvLi2nTpjFx4kSOHDmCoijUqVMHX1+5HPl6Cg+U01KVgaIoTF56kM9WHgHg7TsaM7CdJDZCCHEtSn1aqpCvry/VqlUjJCTkmhKbEydO8OCDDzrradGiBVu2bLnk9j/99BPdunUjLCyMwMBAOnTowJIlS656/xWVnJaqHKb9fYhPlh8G4K2+jXioQ03PBiSEEJVAqZMbu93OuHHjCAoKIj4+nri4OIKDg3n77bex2+2lqiszM5NOnTqh0+lYvHgxe/fuZfLkyQQHB1/yNatWraJbt24sWrSILVu20LVrV/r27cu2bVXrUtnCAcVn88xYbaVrd1E+fPz3Iab+dQiA1/s05JFOtTwckRBCVA6lPi312muv8cUXXzBp0iQ6deqEoiisWbOGMWPGYDQaeeedd1yu69133yU2NpbZs2c7y2rWrHnZ10ydOrXI4wkTJvDLL7/w22+/0bJly9K8lQotxM8LjVqFza6QnmsmMsjb0yGJUpi+4giTlx0E4OVeDXj0ptoejkgIISqPUic3c+fOZdasWfTr189Z1rx5c2rUqMGIESNKldz8+uuv9OjRg3vvvZeVK1c66xg+fLjLddjtdnJycqhevfoltzGZTJhM58emGAwGACwWCxaLxeV9XUlhXe6s83JC/bw4nWPiZGYuIb4Va32p691W5ckXa5J4909HYvPcbXUY1jHusu1Qldvqakh7uU7aynXSVq4ry7ZytU6VoihKaSr29vZm586d1KtXr0j5gQMHaNGiBQUFBaWqC+C5557j3nvvZePGjYwcOZLPP/+chx9+2KU63n//fSZNmsS+ffsIDy95peQxY8YwduzYYuXz58+v0AOhP9ipISVPxfD6NppUL9U/o/CQFadU/JzkSER7xdjoGSv/bkII4ar8/HwGDhxIdnY2gYGBl9yu1MlNu3btaNeuHR999FGR8qeffppNmzaxfv16l+vy8vKidevWrF271ln2zDPPsGnTJtatW3fF1y9YsIBHH32UX375hdtuu+2S25XUcxMbG0t6evplG6e0LBYLy5Yto1u3buh0OrfVeymPfb2Nfw6c4e1+jXigTcWaE+V6t1V58PWGZMb+vh+AJ7vUZuStdVx6XVVsq2sh7eU6aSvXSVu5rizbymAwEBoaesXkptSnpd577z369OnDX3/9RYcOHVCpVKxdu5aUlBQWLVpUqrqioqJo1KhRkbKGDRvy448/XvG13333HcOGDeOHH364bGIDoNfr0ev1xcp1Ol2ZHKRlVe/FIoJ8AEjPs1TYX7br1Vae9vX6Y87EZkSXBEb3qI9KpSpVHVWlrdxF2st10lauk7ZyXVm0lav1lfpqqc6dO3Pw4EHuuususrKyyMjIoH///hw4cICbbrqpVHV16tSJAwcOFCk7ePAg8fHxl33dggULGDJkCPPnz6dPnz6lfQuVRrisDF4hfLsxmdcX7gbgsZtr88JVJDZCCCFcV+qeG4Do6OhSDRy+lFGjRtGxY0cmTJjAfffdx8aNG5kxYwYzZsxwbvPKK69w4sQJ5s2bBzgSm4cffphp06bRvn17UlNTAfDx8SEoKOiaY6pICmcpPiNz3ZRb329O4ZWfdwEw7MZavNyrgSQ2QghRxlxKbnbu3Olyhc2aNXN52zZt2vDzzz/zyiuvMG7cOGrVqsXUqVMZNGiQc5tTp04VWajz888/x2q18uSTT/Lkk086ywcPHsycOXNc3ndlEFG4eKb03JRLP209zks/7kRRYEjHmrzep6EkNkIIcR24lNy0aNEClUrFlcYeq1QqbDZbqQK4/fbbuf322y/5/MUJy4oVK0pVf2XmXF9KlmAod37ZfoLRP+xAUeDB9nG81beRJDZCCHGduJTcJCYmlnUc4ioUzlJ8JteEza6gUcuXZ3nw246TjPpuO3YFBrSNY1y/JpLYCCHEdeRScnOlAb7CM0L9vVCpwGZXyMgzExZQ/IowcX0t3nWKkecSm/tax/DOnU1QS9IphBDXVakHFJ89e5aQkBAAUlJSmDlzJgUFBfTr16/UV0uJa6PVqAnx8yI910xajlGSGw9bsieVpxdsw2ZXuLtVDJP6N5PERgghPMDlS8F37dpFzZo1CQ8Pp0GDBmzfvp02bdrw4YcfMmPGDLp27crChQvLMFRRknAZVFwu/LX3NE/N34rVrnBni2jeu0cSGyGE8BSXk5sXX3yRpk2bsnLlSrp06cLtt99O7969yc7OJjMzk8cee4xJkyaVZayiBM7LwWVQsccs35/GiG+2YrEp9G0ezQf3NpfxT0II4UEun5batGkT//zzD82aNaNFixbMmDGDESNGoFY78qOnn36a9u3bl1mgomSFE/mdNshcN56w8uAZHvt6C2abnT5No/jwvuZoNaWeG1MIIYQbufwpnJGRQWRkJAD+/v74+fkVWYm7WrVq5OTkuD9CcVlyWspz1hxO5z/zNmO22unROIKpD7SQxEYIIcqBUn0SX3w5q1ze6nnOuW5kluLrat2RswybuwmT1c5tDcP5eEArdJLYCCFEuVCqq6WGDBniXIDSaDTy+OOP4+fnB1Bk1W1x/UjPzfW3MTGDoXM2YbTY6Vo/jP8OaoWXVhIbIYQoL1xObgYPHlzk8YMPPlhsm4cffvjaIxKlIrMUX1+bkzIYMnsjBRYbN9cLY/qDN6DXajwdlhBCiAu4nNzMnj27LOMQV6lwQPGZHBOKosipwjK0NTmTIbM3kW+2cWOdUGY8dAPeOklshBCivJG+9AqucOI+s81OVr7Fw9FUXjtSshj8xUZyTVY61A5h5sOtJbERQohySpKbCk6v1RDsqwNk3E1Z2XU8m4e+2ECOyUrbWtX5YkhrfLwksRFCiPJKkptKIMI5qFiumHK3PSezefCLDRiMVlrHV2P2kDb4epV61RIhhBDXkSQ3lYAMKi4b+04ZeHDWBrILLLSKC2bO0Lb46SWxEUKI8k6Sm0qgcNzNaem5cZsDqTkMmrWBzHwLzWMdiY2/JDZCCFEhSHJTCTjnupGeG7c4nJbDoFnrycgz07RGEPOGtiXQW+fpsIQQQrhIkptK4MLLwcW1OXImlwEzN5Cea6ZxdCBfDWtLkI8kNkIIUZFIclMJRATKgGJ3SEzPY8CM9ZzJMdEgMoCvh7Uj2NfL02EJIYQoJUluKoHz60tJz83VOnbWkdik5ZioHxHAN4+2o5qfJDZCCFERSXJTCRSeljptMKIoioejqXhSMvIZMGM9qQYjdcP9+WZ4O0L89Z4OSwghxFWS5KYSKBxQbLTYyTFZPRxNxXIiq4ABM9dzMttI7TA/vhnejlBJbIQQokKT5KYS8PHSEHDuMmW5Ysp1p7ILGDBjPcczC6gV6seC4e2diaIQQoiKS5KbSuL8uBsZVOyK0wYjA2asJzkjn7jqvswf3s45MFsIIUTFJrOSVRLhAd4cOZPHF6sT+XtfmqfDuSK73U5ikprtiw+gVl//HPuf/Wkknc0nppoPC/7Tnqggn+segxBCiLIhyU0lEVfdl3VHz/L3/vKf2JynZsWpYx7be41gHxYMb0+NYElshBCiMpHkppJ49ra6RAV7Y7LaPR2KS+w2O0eOHCEhIQG15vr33PjoNNzXOpbIIDkVJYQQlY0kN5VEdLAPI2+r5+kwXGaxWFi06BC9u9dFp5MZgIUQQriPDCgWQgghRKUiyY0QQgghKhVJboQQQghRqUhyI4QQQohKpUoOKC5cf8lgMLi1XovFQn5+PgaDQQbJXoG0leukrUpH2st10lauk7ZyXVm2VeH39pXWUaySyU1OTg4AsbGxHo5ECCGEEKWVk5NDUFDQJZ9XKVVwGWm73c7JkycJCAhApVK5rV6DwUBsbCwpKSkEBga6rd7KSNrKddJWpSPt5TppK9dJW7muLNtKURRycnKIjo6+7Oz2VbLnRq1WExMTU2b1BwYGysHvImkr10lblY60l+ukrVwnbeW6smqry/XYFJIBxUIIIYSoVCS5EUIIIUSlIsmNG+n1et566y30er2nQyn3pK1cJ21VOtJerpO2cp20levKQ1tVyQHFQgghhKi8pOdGCCGEEJWKJDdCCCGEqFQkuRFCCCFEpSLJjRBCCCEqFUluhBBCCFGpSHLjRp9++im1atXC29ubG264gdWrV3s6pHJnzJgxqFSqIrfIyEhPh1UurFq1ir59+xIdHY1KpWLhwoVFnlcUhTFjxhAdHY2Pjw9dunRhz549ngnWw67UVkOGDCl2nLVv394zwXrYxIkTadOmDQEBAYSHh3PnnXdy4MCBItvIseXgSlvJseUwffp0mjVr5pyFuEOHDixevNj5vKePKUlu3OS7775j5MiRvPbaa2zbto2bbrqJXr16kZyc7OnQyp3GjRtz6tQp523Xrl2eDqlcyMvLo3nz5nzyySclPv/ee+8xZcoUPvnkEzZt2kRkZCTdunVzLgRblVyprQB69uxZ5DhbtGjRdYyw/Fi5ciVPPvkk69evZ9myZVitVrp3705eXp5zGzm2HFxpK5BjCyAmJoZJkyaxefNmNm/ezC233MIdd9zhTGA8fkwpwi3atm2rPP7440XKGjRooLz88sseiqh8euutt5TmzZt7OoxyD1B+/vln52O73a5ERkYqkyZNcpYZjUYlKChI+eyzzzwQYflxcVspiqIMHjxYueOOOzwST3mXlpamAMrKlSsVRZFj63IubitFkWPrcqpVq6bMmjWrXBxT0nPjBmazmS1bttC9e/ci5d27d2ft2rUeiqr8OnToENHR0dSqVYsHHniAo0ePejqkci8xMZHU1NQix5her6dz585yjF3CihUrCA8Pp169egwfPpy0tDRPh1QuZGdnA1C9enVAjq3LubitCsmxVZTNZuPbb78lLy+PDh06lItjSpIbN0hPT8dmsxEREVGkPCIigtTUVA9FVT61a9eOefPmsWTJEmbOnElqaiodO3bk7Nmzng6tXCs8juQYc02vXr345ptv+Oeff5g8eTKbNm3illtuwWQyeTo0j1IUheeee44bb7yRJk2aAHJsXUpJbQVybF1o165d+Pv7o9frefzxx/n5559p1KhRuTimtNdlL1WESqUq8lhRlGJlVV2vXr2c95s2bUqHDh1ISEhg7ty5PPfccx6MrGKQY8w1999/v/N+kyZNaN26NfHx8fzxxx/079/fg5F51lNPPcXOnTv5999/iz0nx1ZRl2orObbOq1+/Ptu3bycrK4sff/yRwYMHs3LlSufznjympOfGDUJDQ9FoNMUy0rS0tGKZqyjKz8+Ppk2bcujQIU+HUq4VXlEmx9jViYqKIj4+vkofZ08//TS//vory5cvJyYmxlkux1Zxl2qrklTlY8vLy4s6derQunVrJk6cSPPmzZk2bVq5OKYkuXEDLy8vbrjhBpYtW1akfNmyZXTs2NFDUVUMJpOJffv2ERUV5elQyrVatWoRGRlZ5Bgzm82sXLlSjjEXnD17lpSUlCp5nCmKwlNPPcVPP/3EP//8Q61atYo8L8fWeVdqq5JU5WPrYoqiYDKZyscxdV2GLVcB3377raLT6ZQvvvhC2bt3rzJy5EjFz89PSUpK8nRo5crzzz+vrFixQjl69Kiyfv165fbbb1cCAgKknRRFycnJUbZt26Zs27ZNAZQpU6Yo27ZtU44dO6YoiqJMmjRJCQoKUn766Sdl165dyoABA5SoqCjFYDB4OPLr73JtlZOTozz//PPK2rVrlcTERGX58uVKhw4dlBo1alTJtnriiSeUoKAgZcWKFcqpU6ect/z8fOc2cmw5XKmt5Ng675VXXlFWrVqlJCYmKjt37lReffVVRa1WK0uXLlUUxfPHlCQ3bvTf//5XiY+PV7y8vJRWrVoVuXxQONx///1KVFSUotPplOjoaKV///7Knj17PB1WubB8+XIFKHYbPHiwoiiOS3bfeustJTIyUtHr9crNN9+s7Nq1y7NBe8jl2io/P1/p3r27EhYWpuh0OiUuLk4ZPHiwkpyc7OmwPaKkdgKU2bNnO7eRY8vhSm0lx9Z5Q4cOdX7fhYWFKbfeeqszsVEUzx9TKkVRlOvTRySEEEIIUfZkzI0QQgghKhVJboQQQghRqUhyI4QQQohKRZIbIYQQQlQqktwIIYQQolKR5EYIIYQQlYokN0IIIYSoVCS5EUIIIUSlIsmNEEIIISoVSW6EEEIIUaloPR2AJ9jtdk6ePElAQAAqlcrT4QghhBDCBYqikJOTQ3R0NGr1pftnqmRyc/LkSWJjYz0dhhBCCCGuQkpKCjExMZd8vkomNwEBAYCjcQIDA91Wr8ViYenSpXTv3h2dTue2eisjaSvXSVuVjrSX66StXCdt5bqybCuDwUBsbKzze/xSqmRyU3gqKjAw0O3Jja+vL4GBgXLwX4G0leukrUpH2st10lauk7Zy3fVoqysNKZEBxUIIIYSoVCS5EUIIIUSlIsmNEEIIISqVKjnmRojrxWq3kmHM4EzBGTIKMsgx55BryXX+zLPkYbVbsdqt2BQbFrsFq92KXbGjUWnQaXRo0HAq/xS7N+/GW+eNj9aHAK8AArwCCPQKdP4M0gcR4hOCTi3jAYQQVVu5Sm7GjBnD2LFji5RFRESQmpoKwJAhQ5g7d26R59u1a8f69euvW4xCXMiu2EnNSyU5J5mUnBRSDCkk5yRzMvckaflpZBgzUFDcsq9NBze5tF01fTVCfUMJ9wkn1CeUcN9wov2jiQmIIcY/hki/SLTqcvWrL4QQblXuPuEaN27MX3/95Xys0WiKPN+zZ09mz57tfOzl5XXdYhNVm8lmYn/Gfg5kHOBg5kHnz3xr/mVfp1apCfEOIdQnlACvAPx1/vh7+RPgFYCv1hedRodOrUOj0qBVa50/rXYrFrsFk8XEngN7qJVQCxs28i355JhzMFgM5JhznLcsYxZWxUqmKZNMUyaHMg+VGI9GpSHSL5IY/xhqBtWkdlBtEoITSAhOIMQ7RCa2FEJUeOUuudFqtURGRl7yeb1ef9nnhXCXDGMG29K2sT1tO9vStrH37F4sdkux7bRqLTH+McQGxBIXGEdsQCwx/jGE+4YT5htGNX01NGpNCXtwjcViYdGxRfRu3vuyl1XaFTtZpizO5J8hvSCdMwVnOJN/htP5pzmRe8JxyzmB2W52Pt6QuqFIHYFegSQEJ1A7qDZ1guvQoHoDGlRvgL+X/1XHL4QQ11u5S24OHTpEdHQ0er2edu3aMWHCBGrXru18fsWKFYSHhxMcHEznzp155513CA8Pv2ydJpMJk8nkfGwwGADHl4bFUvzL6moV1uXOOiur8thWZpuZ7We2s/bUWtaeWsvhrMPFtqnuXZ361epTL7ge9arVo15wPeIC4y47zsVus2O32a86rtK0VYAmgICAAGoH1C7xebti52zBWU7kneB4znESDYkkGhI5mn2U47nHMZgNbEvbxra0bUVeFxcQR4NqjkSnYfWG1K9Wn2B98FW/p7JUHo+t8kraynXSVq4ry7ZytU6VoijuGRDgBosXLyY/P5969epx+vRpxo8fz/79+9mzZw8hISF89913+Pv7Ex8fT2JiIm+88QZWq5UtW7ag1+svWW9JY3kA5s+fj6+vb1m+JVHO5dvz2WvZy37Lfo5aj2LGXOT5cHU4cdo44rXxxGniqK6uXmlP21gUC2ftZ0mzpZFmSyPVlsop2ymylewSt6+urk6sJpY4bRxxmjjCNeFoVFffQyWEEFeSn5/PwIEDyc7OvuwkvOUqublYXl4eCQkJvPjiizz33HPFnj916hTx8fF8++239O/f/5L1lNRzExsbS3p6uttnKF62bBndunWTGSyvwJNtlWnMZMXxFSxLXsam05uwKTbncyHeIXSM6kjHqI60jWxLNe9q1zW2knj6uMo0ZrI/cz/7M/azP3M/+zL2cTz3eLHtfLW+NA5pTLPQZrQIa0HzsOb4667/6SxPt1dFIm3lOmkr15VlWxkMBkJDQ6+Y3JS701IX8vPzo2nTphw6VPLAyKioKOLj4y/5fCG9Xl9iz45OpyuTg7Ss6q2MrldbGa1Glqcs59cjv7Lu5LoiCU2D6g3oFt+Nm2Nupl61eqhV5XP6J08dV+G6cMIDwrk57mZnmcFsYNeZXWw/s50daTvYmb6TPEsem05vYtNpx1VdGpWGRiGNaB3ZmjYRbWgV0Qo/nd91i1t+D10nbeU6aSvXlUVbuVpfuU5uTCYT+/bt46abbirx+bNnz5KSkkJUVNR1jkxUBHbFzpbTW/jtyG8sO7aMXEuu87kG1RvQPb473Wt2Jz4w3oNRVkyBXoF0qtGJTjU6AWCz2ziSfYQdZ3awPW07W09v5XjucXal72JX+i5m756NRqWhcUhjR7IT2YZW4a3w1clpYSGE+5Wr5Gb06NH07duXuLg40tLSGD9+PAaDgcGDB5Obm8uYMWO4++67iYqKIikpiVdffZXQ0FDuuusuT4cuypGk7CR+PfIrfxz9g5N5J53lNfxr0Kd2H26vfTu1gmp5MMLKR6PWOAZYV6vHvfXuBeBU7ik2n97MptRNbEzdyIncE+xM38nO9J18uftLtGotLcNb0jG6I52iO1G/ev1y22smhKhY3JLcnD59mtGjR/P333+TlpbGxcN4bDbbJV5Z1PHjxxkwYADp6emEhYXRvn171q9fT3x8PAUFBezatYt58+aRlZVFVFQUXbt25bvvvrvi0uei8jPbzCw7toz/Hfwfm09vdpb76/zpXrM7fWv3pVVEK/nyvI6i/KPo69+Xvgl9ATiZe5LNpzez8dRGNqVu4mTeSTalbmJT6iambZ1Gde/qdIzu6LyF+IR4+B0IISoqtyQ3Q4YMITk5mTfeeIOoqKirvprk22+/veRzPj4+LFmy5GpDFJVUYnYi/zv4P3498itZpizAMWlex+iO3JFwB11iu+Ct9fZskAKAaP9o+vn3o19CPxRFITknmTUn1rD25Fo2pm4kw5jB70d/5/ejvwPQsHpDbqxxI51jO9M0tKkkpkIIl7klufn3339ZvXo1LVq0cEd1QlyW2Wbmr2N/8cPBH4r00kT4RnB33bu5q+5dRPrJRI/lmUqlIj4wnvjAeAY2HOiYYyhtO2tOOpKd/RmOq7L2Zexj5q6ZVPeuzs0xN9MlpgsdojvIWB0hxGW5JbmJjY0tdipKCHdLL0jnuwPf8f2B78kwZgCOXpqba9zMvfXvpVN0p2uaCVh4jpfGi7ZRbWkb1ZZRN4wivSCdtSfXsjJlJWtOriHDmMHCwwtZeHghXmov2kS1oUtMF7rEdpFEVghRjFuSm6lTp/Lyyy/z+eefU7NmTXdUKYTTnrN7+GbvNyxOWozVbgUg3Dece+reI700lVSoTyj9EhynsCw2C5tPb2bV8VWsSFnB8dzjrDmxhjUn1vDOhneoX60+XeO6clvcbdSrVs/ToQshygG3JDf3338/+fn5JCQk4OvrW+w69IyMDHfsRlQhNruN5SnL+WrvV2xN2+osbxHWgkGNBnFr3K2XXfJAVB46jY4O0R3oEN2BF9u8yNHso6xIWcHK4yvZcWYHBzIPcCDzAJ/t+Iy4gDhuib0Fb6u39CYLUYW5redGCHcw28z8duQ3Zu+ZzTHDMQC0Ki09avXgwYYP0iS0iYcjFJ6kUqmcK5gPazqMTGMmq46v4q/kv1h7Yi3JOcnM2TsHgIW/LOS2+Nu4Lf42WoS1kFOWQlQhbkluBg8e7I5qRBWWZ8njhwM/MG/vPM4UnAEcE8XdX/9+HmjwAOG+l18cVVRN1byrcUedO7ijzh3kW/JZdWIVSxOXsjJ5Jan5qXy972u+3vc1Id4h3BJ3C7fF30abyDbS6ydEJee2SfxsNhsLFy5k3759qFQqGjVqRL9+/dBo5K8lcWlZpiwW7FrAtwe+JcecA0C4TzgPN36Ye+rdc12n6xcVm6/Ol541e3JrjVv55Y9fCG4ezPITy1mespyzxrP8cPAHfjj4A0H6IG6Lu41etXrROqK19OgIUQm5Jbk5fPgwvXv35sSJE9SvXx9FUTh48CCxsbH88ccfJCQkuGM3ohIxmA38VfAXE3+ZSJ41D4CagTUZ2mQofWr3wUvj5eEIRUWmU+noHNOZ22rdhsVmYWPqRv5K/ot/kv8hw5jBj4d+5MdDPxLqE0r3+O70qtWLZmHNZC4dISoJtyQ3zzzzDAkJCaxfv57q1asDjnWfHnzwQZ555hn++OMPd+xGVAIGs4Gv9n7F13u/dq71VL9afR5r/hi3xN4if0ULt9NpdM51sF5v9zqbT29mceJilh1bRnpBOvP3z2f+/vlE+UXRs2ZPetbqScPqDa96MlIhhOe5JblZuXJlkcQGICQkhEmTJtGpUyd37EJUcLnmXL7e9zXz9swjx+I4/RShjmB0p9F0r9Vd/mIW14VGraFdVDvaRbXjtXavse7UOv5M/JN/Uv7hVN4pZu+Zzew9s4kPjKdHzR70qtmLOtXqeDpsIUQpuSW50ev15OTkFCvPzc3Fy0tOL1RlFpuFHw7+wOc7P3dOvFcnuA7/afIfjLuM3Bp7qyQ2wiN0Gh03x9zMzTE3Y7Qa+ffEvyxOXMyq46s4ZjjGjJ0zmLFzBnWC69CrVi961epFbECsp8MWQrjALcnN7bffzn/+8x+++OIL2rZtC8CGDRt4/PHH6devnzt2ISoYRVFYemwpH239iOScZMAxpubJFk/SvWZ3bFYbi3Yv8nCUQjh4a72dl43nWfJYkbKCPxP/5N+T/3I46zAfb/uYj7d9TLPQZvSq1YseNXsQ5hvm6bCFEJfgluTmo48+YvDgwXTo0ME5gZ/VaqVfv35MmzbNHbsQFcjm1M18uOVDdqbvBCDEO4QRLUZwV927nJfg2nBtpXghrjc/nR99avehT+0+ZJuy+Sf5HxYlLmJj6kZ2pu9kZ/pO3t/8Pm0i2tC7dm9ujbuVIH2Qp8MWQlzALclNcHAwv/zyC4cOHWL//v0oikKjRo2oU0fOVVclKTkpfLDpA/5J+QcAH60PjzR+hMGNB8tCh6JCCtIHcVfdu7ir7l2kF6SzJGkJixIXsfPMTjakbmBD6gbeXv82N9a4kd61etM5prMc60KUA26b5wagbt261K1b151Vigog35LPF7u/YM7uOZjtZjQqDXfXvZsnWjxBqE+op8MTwi1CfUIZ1HAQgxoO4njOcf5M+pNFiYs4lHmIFSkrWJGyAh+tD11iu9CnVh86RndEp5HJAoXwhKtObp577jnefvtt/Pz8eO655y677ZQpU652N6IcUxSFJceWMHnzZFLzUgFoF9WOV9q+QkKwzG0kKq+YgBgebfoojzZ9lEOZh1icuJhFiYs4kXuCxYmLWZy4mECvQLrFd6N3rd7cEHGDTHMgxHV01cnNtm3bsFgszvuiajmYeZCJGyay+fRmAGr41+CF1i9wS9wtMj+IqFLqVqtL3Wp1ebrl0+xK38XixMX8mfQn6QXpzskCw3zC6FGzB71r9aZJaBP5HRGijF11crN8+fIS74vKrcBawPQd05m3Zx42xYZeo2dY02E80vgRvLXeng5PCI9RqVQ0C2tGs7BmjG49ms2nN7MocRHLji3jTMEZ5zpXsQGx9KrVi961eksPpxBlxC0TjAwdOrTEeW7y8vIYOnSoO3YhyoG1J9fS/5f+zN49G5tio1t8N36981eeaP6EJDZCXKBwssCxHcey4r4VfNT1I3rV7IWP1oeUnBRm7JzBnb/cyd2/3s2sXbM4mnUURVE8HbYQlYZbBhTPnTuXSZMmERAQUKS8oKCAefPm8eWXX7pjN8JDMo2ZvL/pfX47+hsAEb4RvN7+dbrEdvFsYEJUAF4aL7rGdaVrXFfyLfmsSFnBosRFrDm5hoOZBzmYeZBpW6dRw78GN8fcTOeYzrSObI1eo/d06EJUWNfUc2MwGMjOzkZRFHJycjAYDM5bZmYmixYtIjw83OX6xowZg0qlKnKLjIx0Pq8oCmPGjCE6OhofHx+6dOnCnj17ruUtiMtQFIXfjvxGv4X9+O3ob6hQMajhIH658xdJbIS4Cr46X3rX7s0nt37CivtW8FaHt+gU3QmdWseJ3BMs2L+Ax/96nJu+vYmn/3maHw7+4BysL4Rw3TX13AQHBzuTkHr16hV7XqVSMXbs2FLV2bhxY/766y/nY43m/BUG7733HlOmTGHOnDnUq1eP8ePH061bNw4cOFCs10hcm/SCdMasHcPK4ysBx6DJMR3G0CysmYcjE6JyCNIHcU+9e7in3j3kW/JZf2o9q46vYvXx1aQVpDkvLwfH7N7totrRPqo9bSLbyKSBQlzBNSU3y5cvR1EUbrnlFn788cciC2d6eXkRHx9PdHR06QLSaov01hRSFIWpU6fy2muv0b9/f8BxOiwiIoL58+fz2GOPXbJOk8mEyWRyPjYYDABYLBbnFV/uUFiXO+v0hKXHljJx00Syzdno1Doea/oYDzV8CJ1a57b3Vlna6nqQtiqditheOnTcFHUTN0XdhNJa4WDWQVafWM3qE6vZk7GHJEMSSYYkvjvwHWqVmobVGtI2si1tI9vSLLQZPlqfq9pvRWwrT5G2cl1ZtpWrdaoUN4xiO3bsGLGxsajV1zY+ecyYMbz//vsEBQWh1+tp164dEyZMoHbt2hw9epSEhAS2bt1Ky5Ytna+54447CA4OZu7cuZett6QepPnz5+PrK7OJFsq35/NbwW/ssuwCIEoTxT2+9xChifBwZEJUXQX2ApJsSRyxHOGI9Qhn7GeKPK9GTbQmmnhtPPGaeOK18fip/TwUrRBlKz8/n4EDB5KdnU1gYOAlt3NLcnPhTpOTkzGbzUXKmzVz7VTG4sWLyc/Pp169epw+fZrx48ezf/9+9uzZw4EDB+jUqRMnTpwo0hv0n//8h2PHjrFkyZJL1ltSz01sbCzp6emXbZzSslgsLFu2jG7dujnX2Koo1pxcw9gNY0kvSEej0jC08VAebfxomc2wWpHb6nqTtiqdyt5eaflpbEzdyIbUDWw6vYm0grRi29QMrEnLsJa0DGtJ87DmxPjHlDi3TmVvK3eStnJdWbaVwWAgNDT0ismNW66WOnPmDI888giLFy8u8XmbzbVFEnv16uW837RpUzp06EBCQgJz586lffv2AMV+QRVFueKEWHq9Hr2++JUHOp2uTA7Ssqq3LJhsJt7f9D7fHfgOcHwoTrhxAk3Dml6X/VektvI0aavSqaztVSOoBncF3cVd9e9CURRO5p1k6+mtbE3byrbT2ziSfcR5GuvnIz8DjvE9TUKa0CT0/O3CpVEqa1uVBWkr15VFW7lan1uSm5EjR5KZmcn69evp2rUrP//8s7PnZfLkyVddr5+fH02bNuXQoUPceeedAKSmphIVFeXcJi0tjYgIOW1yNY5mHeWFVS9wMPMgAA82fJBnWz0rc9YIUUGoVCpq+Neghn8N+ib0BSDLmMW2tG1sS9vGlrQt7Du7j2xTNmtOrmHNyTXO10b6RdKoeiO0Ri0hqSE0CmtEde/ql9qVEBWKW5Kbf/75h19++YU2bdqgVquJj4+nW7duBAYGMnHiRPr06XNV9ZpMJvbt28dNN91ErVq1iIyMZNmyZc4xN2azmZUrV/Luu++6421UGYqisPDwQiZunEiBtYDq3tWZcOMEOtXo5OnQhBDXKNg72DmvDoDZZuZg5kF2p+9mV/ou9qTv4Wj2UVLzUp2XmS/9ZykAYT5h1K9en/rV6jt/xgfGy7pYosJxS3KTl5fnnM+mevXqnDlzhnr16tG0aVO2bt3qcj2jR4+mb9++xMXFkZaWxvjx4zEYDAwePBiVSsXIkSOZMGGCc/XxCRMm4Ovry8CBA93xNqqEXHMu49aPY3Gi4xRi+6j2TLxpoqzeLUQl5aXxcp6KeoAHAMiz5LH37F52nN7BX3v+IlufzfHc45wpOMOZE2f498S/ztfrNXrqBtclITiBhOAEagfVpnZQbaL9oyXpEeWWW5Kb+vXrc+DAAWrWrEmLFi34/PPPqVmzJp999lmRU0hXcvz4cQYMGEB6ejphYWG0b9+e9evXEx8fD8CLL75IQUEBI0aMIDMzk3bt2rF06VKZ48ZFhzIPMWrFKI4ZjqFRaXi65dM80uQR1Cq3rMIhhKgg/HR+tIlsQ4uQFoQlhdG7d2/MmDmUeYgDGQc4kHmAAxkHOJR1iAJrAbvP7mb32d1F6tBr9NQMrEntoNrUCq5FQpAj8YkNjJXZlYXHuW3MzalTpwB466236NGjB9988w1eXl7MmTPH5Xq+/fbbyz6vUqkYM2YMY8aMuYZoq6ZFRxcxZt0YCqwFRPpF8v7N79MivIWnwxJClBN+Oj9ahLco8rlgs9tIyUnhQOYBjmYd5Wi245aUnYTJZnIkQZkHitSjQkWkXyRxAXHEBsYSFxDnvB/jH4OvTqbfEGXPLcnNoEGDnPdbtmxJUlIS+/fvJy4ujtBQOd3hSRa7hSmbp/D1vq8Bx2mo925+j2re1TwcWdVjs9mualIri8WCVqvFaDS6fOVhVSbt5TpX2ipSH0lkZCSdIzs7y2x2G6fzT5Ocl8wRwxGOZh8lMTuRo9lHybPkcSrvFKfyTrEhdUOx+sJ9wokJiCEmIIYovyii/aOJ9Isk2i+aKP8o6fURbnHNyY3FYqF+/fr8/vvvNGrUCABfX19atWp1zcGJa3Mm/wzPr3yebWnbAHi06aM81eIpOU9+nSmKQmpqKllZWVf9+sjISFJSUq447YGQ9iqNa22rCCKoH1qfyCaRqFQqFEXhrPEsKTkppOSkkGxIJjknmRRDCsdyjpFjziGtII20gjS2ppU8HjPEO4Ro/2ii/KIcN3/Hz3DfcMJ8wgjxCUGrdsvf5aISu+YjRKfTYTKZ5EOknNl7di9P//M0aflp+Ov8eefGd7gl7hZPh1UlFSY24eHh+Pr6lvp3xW63k5ubi7+//zXPAl4VSHu57lraSlEU8vPzSUtzTCIYFRWFSqUi1CeUUJ9QWoa3LPaabFO2M+k5mXeSk7knOZl3klO5jp6eAmsBZ41nOWs8y670XSXuV4WKEJ8QwnzCiPCNIMw3jDDfMMJ9wh0/zyVBwfpg+UOuCnNL+vv000/z7rvvMmvWLLRayag9bWnSUl779zWMNiO1gmrxUdePqBlU09NhVUk2m82Z2ISEhFxVHXa7HbPZjLe3t3xZu0Day3XX2lY+Po41rdLS0ggPDy+y0HFJgvRBjgkFQ5sUe05RFLJN2c5k52TeScfprdxTnM4/TVp+GukF6dgUG+kF6aQXpLMvY98l96VWqQnWB1Pdu7rzVs27mvN+iHfI+cc+1QnQBcgf6ZWIWzKRDRs28Pfff7N06VKaNm2Kn1/RdU1++uknd+xGXIGiKHy+83P+u/2/AHSq0Yn3b36fAC+5msxTCsfYyBpmorIqPLYtFssVk5vLUalUBHsHE+wdTKOQRiVuY7PbyDRlkpafxpn8M6QVnPuZn+a4jD3/DKfzT5NhzMCu2MkwZpBhzHBp/1q1lur66gTqAx1JmFeQ476XIyHz1/pzxHyEkNQQqvtWJ9DLsZ2/zl+SonLILclNcHAwd999tzuqElfJaDXy5po3WZzkmL/mwYYP8nzr5+XcdDkhH36isrqex7ZGrXGe9uIyHaEWu4VsUzZnC846E5xMY6bz/lnj2SKP8yx5WO1W53igy/nun++KxqTSEOgVSKA+EH+dP/46f/x0fvh7Fb/vr/PH3+tc2bn7hdvIZ7V7uaU1Z8+e7Y5qxFVKyk5i9MrRHMg8gFal5fX2r3N3PUk2hRBVk06tO58EucBkM5FpzOSs8SwGk4FsczYGkwGD2UC2KZtsUzZZxiwSTyWiDdBiMBswmAwYbUZsiqM3KdOUeU0x+2h98NP54av1xVfni4/Wp8jNV3uuTHfR48LndcUfe2u80al1VfKPK7ckN7fccgs//fQTwcHBRcoNBgN33nkn//zzjzt2Iy6iKAqLEhcxbt048q35VPeuzgedP6BNZBtPhyaEEBWGXqMn0i+SSL/IS25jsVhYtGgRvXv3di7eaLQanYlOtjmbPEseueZcci3nbuZcR9kF93MsOUW2M9lMABRYCyiwFrj9valQodfo0Wv16NXnfmouumn1eGu88dJ4nf+p9b7sdl4aL7zUjp86tQ4vjRd6jR4vjRcquwqzYkZRFLe/H1e5JblZsWIFZrO5WLnRaGT16tXu2IW4SIohhQkbJzinSW8d0Zp3b36XcN9wD0cmxPWxf/9+hgwZwvbt22nQoAHbt2+/4muGDBlCVlYWCxcuvOx2Dz30EA0bNuTVV191T7AuatOmDa+88gr9+/d3ln3yyScsXbqUX3/99brGIq7MW+uNt9b7mj53LTbL+QTIkku+JZ8CawH5VsfPAktB0ccX3Aq3LemxVbECoKBgtBkx2ozuetsu62bthpeX13XfL1xjcrNz507n/b1795Kamup8bLPZ+PPPP6lRo8a17EJc5HTeab7a+xXfHvgWk82ETq1jeNPhDG82XM7ZCrcaMmQIc+fOBUCr1RIbG0v//v0ZO3ZssYsGPOGtt97Cz8+PAwcO4O/v77Z6d+7cyR9//MGnn37q8mv27NnDm2++yZYtWzh27BgffvghI0eOLLbdp59+yvvvv8+pU6do3LgxU6dO5aabbnI+/8YbbzB69GjuvPNO59VLw4cP55133uHff//lxhtvvOb3J8oXnUZHsMYxkNqdLDYLRpsRk83kuFlNGG1GzDbz+Z/WC54v5XZmmxmL3YLZZsZkM2GxWTDbzZhtZhQcPTY6tc6t76k0runbsEWLFqhUKlQqFbfcUnwOFR8fHz7++ONr2YXAcZBuSN3A4sTFLEpchNXuyMjbR7Xn1XavUiuolocjFJVVz549mT17NhaLhdWrV/Poo4+Sl5fH9OnTi21rsVic3fXXw5EjR+jTp49z7Tl3+eSTT7j33ntLtWZdfn4+tWvX5t5772XUqFElbvPdd98xcuRIPv30Uzp16sTnn39Or1692Lt3L3FxcQD06dOH4cOHs2TJEnr16gWAXq9n4MCBfPzxx5LcCJfpNDp0Gh0BXN+rZRVFocBcwO+Lf6+4yU1iYiKKolC7dm02btxIWFiY8zkvLy+X5j2oTFafWM1e8168U7zRaDTYFTvKuf9QKPJYUS7/067YOZ57nIMZB9mZvpMcc45zPzdE3MDQJkO5qcZNVXKgWEWnKAoFFteXBbDb7RSYbWjN1muet8VHpynVMaPX64mMdIxDGDhwIMuXL2fhwoVMnz6dMWPGsHDhQp555hnGjx9PUlISNpuNlJQUnn76af7++2/UajU9e/bk448/JiIiAsD5uieeeILx48dz9uxZ+vTpw8yZM53j9ux2O+PHj2fGjBmcOXOGhg0bMmnSJHr27Amcv0Jny5YtjBs3jrfeeosxY8awa9cunn32WdatW4evry933303U6ZMcblnx26388MPP/D11187y/bv30+rVq2YNWsWAwcOBBzTWwwcOJBNmzbRtGlT2rRpQ5s2jrFuL7/8col1T5kyhWHDhvHoo48CMHXqVJYsWcL06dOZOHEiABqNht69e7NgwQJncgPQr18/unfvTkFBgXNuGSHKI5VKhU6tQ6/Se/T76ZqSm8K/mOx2u1uCqehe+vcljDYj81fPd3vdoT6h3Bp3K7fXvl0WvKzgCiw2Gr25xCP73juuB75eV/9r7+PjU2R9rMOHD/P999/z448/Ov+QufPOO/Hz82PlypVYrVZGjBjB/fffz4oVK4q97rfffsNgMDBs2DCefPJJvvnmGwCmTZvG5MmT+fzzz2nZsiVffvkl/fr1Y8+ePdStW5dTp05x22230bNnT0aPHo2/vz/5+fn07NmTdu3a8ffff5Ofn89//vMfnnrqKZcX8N25cydZWVm0bt3aWdagQQM++OADRowYQadOndDpdAwfPpxJkybRtGlTl+o1m81s2bKlWOLTvXt31q5dW6Ssbdu2vPfee0XKWrdujcViYePGjXTu3BkhxOW5bZDGwYMHWbFiBWlpacWSnTfffNNduynXmoQ24XT6aapXq45arUaF45SdChVqleOx4/9LP76wLMwnjPrV69OwekMahTSSqcSFR23cuJH58+dz6623OsvMZjNfffWVs9d22bJl7Ny5k8TERGJjYwH46quvaNy4MZs2bXL2bhiNRubOnUtMTAwAH3/8MX369GHy5MlERkbywQcf8NJLL/HAAw8A8O6777J8+XKmTp3Kf//7XyIjI9Fqtfj7+zt7lmbOnElBQQFz587FZrMRGBjIJ598Qt++fXn33XedPUeXk5SUhEajITy86ADRESNGsGjRIh566CG8vLy44YYbePbZZ11uu/T0dGw2W7EYIiIiioxVBKhRowbJycnY7XZnT52fnx/BwcEkJSVJciOEC9yS3MycOZMnnniC0NBQIiMji3RFqVSqKpPczLh1huNSwe69r+vYA1Gx+Og07B3Xw+Xt7XY7OYYcAgID3HJaqjR+//13/P39sVqtWCwW7rjjjiLj6OLj44ucjt63bx+xsbHOxAagUaNGBAcHs2/fPmdyExcX50xsADp06IDdbufAgQP4+vpy8uRJOnXqVCSWTp06sWPHjkvGum/fPpo3b46fnx8Gg8H5msJ6XUluCgoK0OtL7k7/8ssvqVevHmq1mt27d19Vl/vFr1EUpViZj48Pdrsdk8lU5BSUj48P+fn5pd6nEFWRW5Kb8ePH88477/DSSy+5ozohKjWVSlWqU0N2ux2rlwZfL+11Xyupa9euTJ8+HZ1OR3R0dLGk/eKrpkr6sr5ceaHC5y7+w6g0dVzueVcTkdDQUPLz8zGbzcUuYd2xYwd5eXmo1WpSU1OJjo52qc7CejUaTbFemrS0tGJJV0ZGBr6+vsXG1mRkZBRJJIUQl+aWT8rMzEzuvfded1QlhChH/Pz8qFOnDvHx8S71RjZq1Ijk5GRSUlKcZXv37iU7O5uGDRs6y5KTkzl58qTz8bp161Cr1dSrV4/AwECio6P5999/i9S9du3aInWUtO/t27eTl5fnLFuzZo2zXle0aNHCGfOFMjIyGDJkCK+99hqPPPIIgwYNoqDA9QnXCk9lLVu2rEj5smXL6NixY5Gy3bt306pVqyJlR44cwWg00rJl8ZW2hRDFuSW5uffee1m6dKk7qhJCVGC33XYbzZo1Y9CgQWzdupWNGzfy8MMP07lz5yKDdL29vRk8eDA7duxg9erVPPPMM9x3333O8TMvvPAC7777Lt999x0HDhzg5ZdfZvv27Zcd5zJo0CC8vb0ZMmQIe/fuZfny5Tz99NM89NBDLp2SAggLC6NVq1bFEqvHH3+c2NhYXn/9daZMmYKiKIwePdr5vNlsZvv27Wzfvh2z2cyJEyfYvn07hw8fdm7z3HPPMWvWLL788kv27dvHqFGjSE5O5vHHHy+yr9WrV9O9e/diZbVr1yYhIcGl9yFEVeeW01J16tThjTfeYP369TRt2rTYX3jPPPOMO3YjhCjnVCoVCxcu5Omnn+bmm28ucin4herUqUP//v3p3bs3GRkZ9O7du8ikec888wwGg4Hnn3+etLQ0GjVqxK+//krdunUvuW9fX1+WLFnCs88+y6233lrkUvDS+M9//sOcOXN46qmnAJg3bx6LFi1i27ZtaLVatFot33zzDR07dqRPnz707t2bkydPFulV+eCDD/jggw/o3Lmz8yqx+++/n7NnzzJu3DhOnTpFkyZNWLRoUZF5ek6cOMHatWuLXIoOsGDBAoYPH16q9yFElaa4Qc2aNS95q1Wr1lXXO2HCBAVQnn32WWfZ4MGDFaDIrV27dqWqNzs7WwGU7Ozsq46tJGazWVm4cKFiNpvdWm9lVFXaqqCgQNm7d69SUFBw1XXYbDYlMzNTsdlsbozMc9566y2lefPmZVb/tbZXQUGBEhcXp6xdu9bNkV3Z6NGjleHDhxcp27VrlxIeHq5kZWW5fX/uOLbccYxXBFXlM8sdyrKtXP3+dkvPTWJiojuqKWLTpk3MmDGDZs2aFXuucNbUQp5au0IIUfl4e3szb9480tPTr/u+w8PDi5zuAjh58iTz5s0jKCjouscjREXl1sWIzGYziYmJJCQkoNVefdW5ubkMGjSImTNnMn78+GLPXzhrqhBCuJun5pJ54YUXipVdPP5GCHFlbklu8vPzefrpp52L7B08eJDatWvzzDPPEB0dfcnpyC/lySefpE+fPtx2220lJjcrVqwgPDyc4OBgOnfuzDvvvFNs0q0LmUwmTCaT83HhHBgWi6XIbKvXqrAud9ZZWVWVtrJYLCiKgt1uv+qZvBVFcf6sDLOBv/nmm7z55ptl9l4qW3uVJXe0ld1uR1EULBZLpV5up6p8ZrlDWbaVq3W6Jbl55ZVX2LFjBytWrHCu/QKOKyfeeuutUiU33377LVu3bmXTpk0lPt+rVy/uvfde4uPjSUxM5I033uCWW25hy5Yt6PX6El8zceJExo4dW6x86dKl+Pr6uhybqy6+3FNcWmVvK61WS2RkJLm5uZjN5muqKycn58obCSdpL9ddS1uZzWYKCgpYtWoVVqvVjVGVT5X9M8udyqKtXJ3IUqUUpu7XID4+nu+++4727dsTEBDAjh07qF27NocPH6ZVq1bOnpIrSUlJoXXr1ixdupTmzZsD0KVLF1q0aMHUqVNLfM2pU6eIj4/n22+/pX///iVuU1LPTWxsLOnp6QQGBpbuzV6GxWJh2bJldOvWTWYovoKq0lZGo5GUlBRq1qyJt7f3VdWhKAo5OTkEBATIQqkukPZynTvaymg0kpSURGxs7FUf4xVBVfnMcoeybCuDwUBoaCjZ2dmX/f52S8/NmTNnSjwtlJeXV6pfmC1btpCWlsYNN9zgLLPZbKxatYpPPvkEk8lUrNszKiqK+Ph4Dh06dMl69Xp9ib06Op2uTA7Ssqq3MqrsbWWz2VCpVKjV6queXbjwdEFhPeLypL1c5462UqvVjpWgK/nvcqGq8j7doSzaytX63PKb36ZNG/744w/n48KEZubMmXTo0MHlem699VZ27drlnAxr+/bttG7dmkGDBrF9+/YSz+eePXuWlJQUoqKirv2NCCGEEKLCc0vPzcSJE+nZsyd79+7FarUybdo09uzZw7p161i5cqXL9QQEBNCkSZMiZX5+foSEhNCkSRNyc3MZM2YMd999N1FRUSQlJfHqq68SGhrKXXfd5Y63IoQQQogKzi09Nx07dmTNmjXk5+eTkJDA0qVLiYiIYN26dUVOMV0rjUbDrl27uOOOO6hXrx6DBw+mXr16rFu3joCAALftRwghhBAVl9vmuWnatKnzUnB3Kpy6HMDHx4clS5a4fR9CiPJlyJAhZGVlsXDhQsAx8PWxxx7jf//7H5mZmWzbts25yGV5dfF7uNLFEYVuvvlmHn/8cQYOHFj2QZ5jMpmoX78+P//8c5E/SEePHo3ZbOajjz66brEI4Q5u6blZtGhRiUnHkiVLWLx4sTt2IYS4zoYMGYJKpUKlUqHVaomLi+OJJ54gMzOzzPc9bdo05syZ43z8559/MmfOHH7//XfnukzuMGbMmDJLki5+D674/fffSU1N5YEHHnD5NatWraJv375ER0c71/a6mKIojBkzhujoaHx8fOjSpQt79uxxPq/X6xk9ejQvvfRSkde9+OKLzJ49u0xmoReiLLkluXn55Zex2WzFyhVFKfUEfkKI8qNnz56cOnWKpKQkZs2axW+//caIESPKfL9BQUEEBwc7Hx85coSoqCg6duxIZGTkNc2Afr1c/B5c8dFHH/HII4+U6sqlvLw8mjdvzieffHLJbd577z2mTJnCJ598wqZNm4iMjKRbt25F5rcZNGgQq1evZt++fc6y8PBwunfvzmeffVaq9yGEp7kluTl06BCNGjUqVt6gQQMOHz7sjl0IUXkoCpjzSnez5Jf+NSXdSjmtVeFSJzExMXTv3p3777+fpUuXFtlm9uzZNGzYEG9vbxo0aFBkde+kpCRUKhXff/89N910Ez4+PrRp04aDBw+yadMmWrdujb+/Pz179uTMmTPO1w0ZMoQ777zTef/pp58mOTkZlUpFzZo1zzWjwnvvvUft2rXx8fGhefPm/O9//3PWsWLFClQqFX///TetW7fG19eXjh07cuDAAQDmzJnD2LFj2bFjh7OHqrCnZcqUKTRt2hQ/Pz9iY2MZMWIEubm5zrrnzJlDcHAwS5YsoWHDhs73cOrUqRLfgyvS09P566+/6NevX5H34OXlxerVq51lkydPJjQ01LmvXr16MX78+EvO86UoClOnTuW1116jf//+NGnShLlz55Kfn8/8+fOd24WEhNCxY0cWLFhQ5PX9+vUrViZEeeeWP3+CgoI4evSo80On0OHDh/Hz83PHLoSoPCz5MCHa5c3VQLC79v3qSfC6ut/Jo0eP8ueffxaZZ2LmzJm89dZbfPLJJ7Rs2ZJt27YxfPhw/Pz8GDx4sHO7t956i6lTpxIXF8fQoUMZMGAAgYGBTJs2DV9fX+677z7efPNNpk+fXmy/06ZNIyEhgRkzZrBp0ybnlBCvv/46P/30E9OnT6du3bqsWrWKBx98kMWLF9OyZUvn61977TUmT55MWFgYjz/+OEOHDmXNmjXcf//97N69mz///JO//voLwLk4pVqt5qOPPqJmzZokJiYyYsQIXnzxxSKJW35+Ph988AFfffUVarWaBx98kNGjR/PNN99cVfv++++/+Pr60rBhQ2dZly5dGDlyJA899BA7duwgKSmJ1157jQULFrg8/UViYiKpqalF1qjS6/V07tyZdevWMWDAAGd527ZtiyRShWUpKSkcO3aM+Pj4q3pvQlxvbklu+vXrx8iRI/n5559JSEgAHInN888/X+SvECFExfL777/j7++PzWbDaDQCjl6NQm+//TaTJ0929hrUqlWLvXv38vnnnxdJbkaPHk2PHj0AePbZZxkwYAB///03nTp1AmDYsGGXHJ8SFBREQEAAGo3GuWBuXl4eU6ZM4Z9//nHOpVW7dm3+/fdfZsyYUSRJeuedd5wLYb788sv06dMHo9GIj48P/v7+ziUyLjRy5Ejn/Vq1avH222/zxBNPFEluLBYLn332mfMz76mnnmLcuHEutmxxSUlJREREFDslNX78eP766y/+85//sGfPHh566KFSTX2RmpoKQERERJHyiIgIkpKSipTVqFGjxLLC+CS5ERWFW5Kb999/n549e9KgQQNiYmIAOH78ODfddBMffPCBO3YhROWh83X0oLjIbrdjyMkhMCDg2mfc1ZVuLbWuXbsyffp08vPzmTVrFgcPHuTpp58GHDOTp6SkMGzYMIYPH+58jdVqdfaAFGrWrJnzfuGXbNOmTYuUpaWluRzX3r17MRqNdOvWrUi52Wwu0mtz8b4LezvS0tKIi4u7ZP3Lly9nwoQJ7N27F4PBgNVqxWg0kpeX5+yN9vX1dSY2hXWX5j1crKCgoMTlC7y8vPj6669p1qwZ8fHxV7za6lIuni1eUZRiZT4+PsXW7vHx8QFcX9NHiPLAbael1q5dy7Jly9ixYwc+Pj40a9aMm2++2R3VC1G5qFSlOzVkt4PO5njNdV5OwM/Pjzp16gCOwa5du3Zl7NixvP32286p+2fOnEm7du2KvO7i2cQvPJVV+IV6cVlpVqUu3PaPP/5w9iyUtK9L7fty+zp27Bi9e/fm8ccf5+2336Z69er8+++/DBs2rMiKxBfvR6VScS1L9YWGhl7ySrS1a9cCkJGRQUZGRqlO9xf2SqWmphY5lZWWllasNycjI4OwsLBiZUCxciHKM7ddcqBSqejevXuR87pCiMrlrbfeolevXjzxxBNER0dTo0YNjh49yqBBg65rHI0aNUKv15OcnOw85VTIbre7vFivl5dXsSs9N2/ejNVqZfLkyc6esu+//949gV9Gy5YtSU1NJTMzk2rVqjnLjxw5wqhRo5g5cybff/89Dz/8MH///bfLvXi1atUiMjKSZcuWOXu1zGYzK1euZOLEiUW23b17d7Ger927d6PT6WjcuPE1vkMhrh+3JTd///03f//9N2lpacX+Kvryyy/dtRshhAd16dKFxo0bM2HCBD755BPGjBnDM888Q2BgIL169cJkMrF582YyMzN57rnnyiyOgIAARo8ezahRo7Db7dx4440YDAbWrl2Lr6+vy2NSCgcMb9++nZiYGAICAkhISMBqtfLxxx/Tt29f1qxZc10uhW7ZsiVhYWGsWbOG22+/HXAsvPrQQw/RvXt3HnnkEXr16kXTpk2ZPHkyL7zwAgC5ublFrkotfD/Vq1cnLi4OlUrFyJEjmTBhAnXr1qVu3bpMmDABX19fBg4cWKS3afXq1bz99ttF4lq9erXzSjchKgq39HGPHTuW7t278/fff5Oenk5mZmaRmxCi8njuueeYOXMmKSkpPProo8yaNYs5c+bQtGlTOnfuzJw5c6hVq1aZx/H222/z5ptvMnHiRBo2bEiPHj347bffSrXvu+++m549e9K1a1fCwsJYsGABLVq0YMqUKbz77rs0adKEb775plgPR1nQaDQMHTq0yNVW77zzDklJScyYMQNwnGKaNWsWr7/+Otu3bwccPU0tW7Z09rg899xztGzZkjfffNNZz4svvsjIkSMZMWIErVu35sSJEyxdurTIsjXr1q0jOzube+65p0hcCxYsKDKmSogKQXGDyMhIZd68ee6o6rrIzs5WACU7O9ut9ZrNZmXhwoWK2Wx2a72VUVVpq4KCAmXv3r1KQUHBVddhs9mUzMxMxWazuTGyyqsit1dqaqoSEhKiJCUlXZf9XdhW99xzj/LOO+8Uef73339XGjZsqFgslkvW4Y5jvCKoKp9Z7lCWbeXq97dbem7MZjMdO3Z0R1VCCFFlRURE8MUXX5CcnHxd92symWjevDmjRo0qUp6Xl8fs2bMrxIzQQlzILcnNo48+WmSmSyGEEFfnjjvu4Kabbrqu+9Tr9bz++uvFxtXcd999xa6EE6IicEs6bjQamTFjBn/99RfNmjUrdonkhZN+CSGEEEKUJbckNzt37nSurLt79+4iz108SZQQQgghRFlyS3KzfPlyd1QjhBBCCHHN3D7d6fHjxzlx4oS7qxVCCCGEcIlbkhu73c64ceMICgoiPj6euLg4goODi0zRLoQQQghxPbjltNRrr73GF198waRJk+jUqROKorBmzRrGjBmD0WjknXfeccduhBBCCCGuyC3Jzdy5c5k1axb9+vVzljVv3pwaNWowYsQISW6EEEIIcd245bRURkYGDRo0KFbeoEED54qyV2PixInOdVEKKYrCmDFjiI6OxsfHhy5durBnz56r3ocQouJSqVQsXLiwwux3zJgxzitLhRBlxy3JTfPmzfnkk0+KlX/yySc0b978qurctGkTM2bMoFmzZkXK33vvPaZMmcInn3zCpk2biIyMpFu3buTk5FzVfoQQJRsyZAgqlYpJkyYVKV+4cGG5meLh1KlT9OrVy9NhuGz06NH8/fffng5DiErPLael3nvvPfr06cNff/1Fhw4dUKlUrF27lpSUFBYtWlTq+nJzcxk0aBAzZ85k/PjxznJFUZg6dSqvvfYa/fv3BxynxCIiIpg/fz6PPfaYO96OENjtCnlmK7kmK2arHYvNjtmqYLGdu29zDJRXq1Ro1CrUqgvvO3766DRosWJXFOyKgqIo5SYpcJW3tzfvvvsujz32GNWqVXNLnWazGS8vL7fUFRkZ6ZZ6ypqiKNhsNvz9/fH39/d0OEJUem5Jbjp37szBgwf573//y/79+1EUhf79+zNixAiio6NLXd+TTz5Jnz59uO2224okN4mJiaSmptK9e3dnmV6vp3Pnzqxdu/aSyY3JZMJkMjkfGwwGACwWCxaLpdTxXUphXe6ss7LyRFsVmG2czjFy2mDitMFEWo6J0wYjaTkm0nPNGIxWcowWcoxWckxWFOXa91kjQMOYruFYT+eg1ppQqVSoAItiRHMuCdKoVWhUKtRqx83xGLRqNRqN436+pQCt5dp/XX20Pi4nWIqicOutt3LkyBEmTJjAu+++C+C8ArLw548//siYMWM4fPgwUVFRPPXUUzz33HPOemrXrs2wYcM4fPgwCxcu5I477mDOnDmsXbuWV199lU2bNhEaGsqdd97JhAkT8PPzc75u6NCh7Nu3j99++43AwEBefvllnnrqKWfdGo2GH3/8kTvvvJOkpCQSEhL44YcfmDZtGlu2bKFu3bp8+umndOjQwfkad+wXIC0tjTvvvJOlS5dSo0YN3n//fee4wxUrVnDrrbeyaNEi3njjDXbu3MnixYtZtWoVv/zyC1u3bgXgkUceISsrixtvvJEpU6ZgNpu5//77+fDDD50zvZvNZt544w3mz59PVlYWTZo0YeLEiXTp0sW1f/Qr/BsX/rzaK1vtdjuKomCxWNBoNNccU3kln++uK8u2crVOt62GFh0d7ZaBw99++y1bt25l06ZNxZ5LTU0FHIvLXSgiIoJjx45dss6JEycyduzYYuVLly7F19f3GiMubtmyZW6vs7JyV1spCuRZIcMEGSYVGSY4a1Q5H2ebocBW+l4TtUpBpwatinMJB6jP3VcBCmBXHPu3c/6nXQGLHVScz5AUHF8iRlsBw1Z0L3mHZWxpn6X4aH2uvCGODxFFUXjttdcYPnw4Q4YMoUaNGhQUFACOPxK2b9/OAw88wMsvv8xdd93Fxo0bGT16NL6+vgwcOBBwfPm9//77vPDCC84JP9etW0evXr149dVX+fDDD0lPT+fFF1/k8ccf57///a/zdR988AGjRo1ixYoV/PPPPzz33HPExsbStWtXZ5wFBQUYDAZyc3MBx9Wb48aNIyEhgfHjxzNgwAC2bt2KVqtlz549btvv2LFjGTt2LG+++SYzZszgoYceYufOnVSrVo38/HwAXnjhBd5++21q1qxJUFAQy5Ytw2azFfkDa/ny5YSEhPDLL79w9OhRhg0bRv369Rk8eDAAw4cPJzk5mZkzZxIVFcXvv/9O7969WbNmDQkJCVd3IFzkWk7rm81mCgoKWLVqFVar1S3xlGfy+e66smirwt+tK1EpytX/fXro0CHefPNNPv/8cwIDA4s8l52dzRNPPMH48eOpXbu2S/WlpKTQunVrli5d6hyr06VLF1q0aMHUqVNZu3YtnTp14uTJk0RFRTlfN3z4cFJSUvjzzz9LrLeknpvY2FjS09OLxX0tLBYLy5Yto1u3bsXW1xJFXU1b2e0KpwxGjqbnkZieT9LZfI5n5nMi08iJrALyzLYr1uGjUxMR6E1EoJ7wAD0Rgd6EBzjuB3prCfDWEuCtc97Xa9XXdCrJaDSSnJJCfHw8Xnpv7IpCnqWALj90vOo6r8U/d68hUO+LVqPmSu+qsFfh559/plOnTjRs2JBZs2axcOFC7r77bmw2Gw8++CBnzpxhyZIlzte99NJLLFq0iF27dgGOnpAWLVrw008/ObcZPHgwPj4+fPbZZ86yf//9l65du5KTk4O3tze1a9emQYMGRU5tDxgwAIPBwB9//AGU3HMzY8YM7r33XgICAti3bx9NmzZlz549NGjQwK37LUyiwLF6dlBQEL///js9e/Z09tz89NNP3HHHHc56xo4dW6znZuXKlRw6dMjZ63H//fejVqtZsGABR44coX79+iQnJxfpBe/evTtt2rS55j8oFUUhJyeHgICAqz7OjUYjSUlJxMbG4u3tfU3xlGfy+e66smwrg8FAaGgo2dnZl/3+vqaem/fff5/Y2NgSdxAUFERsbCzvv/8+06dPd6m+LVu2kJaWxg033OAss9lsrFq1ik8++YQDBw4Ajh6cC5ObtLS0Yr05F9Lr9ej1+mLlOp2uTA7Ssqq3MiqprQrMNg6l5XA4LZfE9DyOnsnjyJlcks7mYbRcvus8PEBPTDUfYqr5ElPNh9jqvtQI9iEqyJuIIG8C9NrrOu7FZrOhVqnQajR4aR1fXnqtPxsGbnC5DrvdTlZ2Dr7+/tjsCtbCm03BZrdjtZ0bC2RXsF7h1MLJTBunVI4eDp1GjZdGjU6rxkujcjzWqp3lKpUKlUqFWq3m3Xff5ZZbbmH06NGo1Y7rENRqNfv37+eOO+5wlgHceOONTJs2DUVRnF/Ybdq0KbLN1q1bOXz4MPPnz3eWFZ4aOXbsGA0bNgSgY8eORV7XsWNHpk6dWqRMrVY7b4DzIgSVSkWNGjUASE9PR61Wu3W/zZs3dz4OCAggICDAuZ/C8rZt2xZ5TeGxV1imUqlo3Lhxkd+B6Ohodu3ahVqtZvv27SiKUuxqVJPJREhISJG6r0bhqajCf+eroVY7jpWq8rlXVd6nO5RFW7la3zUlN6tWreKrr7665PP33Xefs2vaFbfeeqvzr71CjzzyCA0aNOCll16idu3aREZGsmzZMlq2bAk4ukRXrlzpHA8gKg5FgRNZBRw6k8H+Uwb2p+awL9VAUnoe9kv0J+o0KuKq+1I7zJ/aoX7EVvcltrojkakR7IO3rvyf81epVPjqXD8darfbsXpZCfT2u+IXkF1RsNrsWAoTHpsj4bFYFSx2u7NMUc4PjsZccl1Z+RZyTVaOnc2jTrM2dL21Gy++9DIPDx7i3KakQdIldQYXjme58D099thjPPPMM8W2jYuLu+x7vFJyeuGHX+G2F44Tctd+L/6QValUxcatXPy+rxTvxfXY7XY0Gg1btmwpNp5FBiYLcWnXlNwcO3aM8PDwSz4fGhpKSkqKy/UFBATQpEmTImV+fn6EhIQ4y0eOHMmECROoW7cudevWZcKECUXO74vySVEUUg1GdqRksT0lm+3JGexI1lCwfnWJ24f4eVEn3J/aYf4khPlRO8yP2qH+xFTzQatx+5JolYZapcJLq8HrMr/ZiuLo+bFYHVd9Oa7+uuCx1Y7t3NVddrtCdoFjAN/jo1/nvp43ExZTE4C9pwzE1a7HX8tX8thII17nen5W/7uGevXqXXZwaatWrdizZw916tS57PtZv359scclzanlKk/t92q1bNkSm81GWloaN91003XfvxAV1TUlN0FBQRw5coT4+PgSnz98+LBbx7QAvPjiixQUFDBixAgyMzNp164dS5cuJSAgwK37EdfGYrOz60Q2G45msC05k+0pWaTlmC7aSoVOo6JOeAANIwNoEBVAg8hAGkYFEhZQ/DSicA+VytHuOo2aS/UfWe12An20WI0aooN9MFvtBLVqQd/+97FgzkzHNjY7Ax8dwcDbb2HcuLfp0e8udm7ZxKf//S+vTfiAg6dz8NKosdkVck1WDEaLMwF66aWXaN++PU8++STDhw/Hz8+Pffv2sWzZMj7++GNnHGvWrOG9997jzjvvZNmyZfzwww/OcS9Xw1P7vVr16tVj0KBBPPzww0yePJmWLVuSnp7OP//8Q9OmTendu/d1j0mIiuCakpubb76Zjz/+mFtuuaXE5z/66KNr/mtjxYoVRR6rVCrGjBnDmDFjrqle4V5mq52dx7NYf/QsGxIz2HIsk/yLBvhq1CrqRwTQPDaYptH+ZB3dyeC7euLnI4lMeaNVq9GoHeNvQv3P//tM+2AS9X/7GYA64f7Ede7AzDlf8+47bzPzo/cJDY9kxPOv0O/egRgtNowWG3ZFwVBgISk9z1mPLqwm3yxczIcTx3HjTTeBolC7dgL3339fkTief/55tmzZwtixYwkICGDy5Mn06NHjqt9Xs2bNWLlyJa+99ho33XQTiqKQkJDA/fffX6b7vRazZ89m/PjxPP/885w4cYKQkBA6dOggiY0Ql3FNV0tt27aNDh06cPvtt/Piiy9Sv359APbv3897773HH3/8wdq1a2nVqpXbAnYHg8FAUFDQFUdbl5bFYmHRokX07t27Sgw4Sz6bz4qDaaw4cIZ1R85SYCmazAT76mhbszptalanRVwwTaKD8PFynKqoKm1lNBpJTEykVq1aV30lid1ux2AwEBgYeM0DSK8Hu3L+FJfZ6riZLnhsv8JHTmHvTucbGvPYiKd55tln8dI6ytQuDAa/1vaqWbMmI0eOLLLsS2XljmPLHcd4RVBVPrPcoSzbytXv72vquWnZsiX/+9//GDp0KD///HOR50JCQvj+++/LXWIjrp7NrrA5KYMle06z4kAaRy/4Sxwc42Ta1a5Ou1ohtKtdnXrhAajVFWtGXnHt1CoVep0GfQmDuwvH+xRJeqx2TFYb5nNjfcznZoC2KwoGo4Wks47jTAXotGr0Wg1eWjX6cwmP/lwyVNFmfxZClJ1rnsTv9ttv59ixY/z5558cPnwYRVGoV68e3bt3L5MJ8sT1ZbXZWX80g8W7T7Fkz2nSc8+Pm9GqVdwQX40u9cPpUj+MBpFXP1eGqBouHO/jd9HZyAsTH5PVjlqlwlunwUenwXSux6cwKSpWLypn746XVoXdAmqTFW+dBp1GEh8hqhq3zFDs4+PDXXfd5Y6qRDmgKAp7Thr435bj/LrjJBl5568VDvTW0q1RJN0ahdOxTiiB3tI9K9zj4sQnJfn8rOOFiY+jp8d2QY/P+VNdJqsNk/X8qdFMU76z3sLeHb3u3E+tBr1WjVatKpb4JCUlXZf3K4QoO25bfkFUfGdyTPyy/QT/23Kc/annp2Ov7udF90YR9GoaRYfaIXhpy/+4j/LmGoa2CYomPuiLfmw55uxRnEmPyWonr8CEXaXBbHOse2S02jBabWAsWq9apTp/eutcwlN4ykumHHCNHNuiPJLkRrA1OZPZa5JYvOsU1nOz53lp1XRvFME9N8RwY51Q+aC/SoWD6fLz8/HxcW1NJ1E6KpUKL63jtJQ/5wbJYiIw0A+VSoXFZncmPYW9PSarDcu5Hp8Ci+3cYPiiC/Jp1KpiCY/jvgaNjCVzKlzrRwbZivJEkpsqymy1s2jXKWavTWJHSpazvHlsMPfeEEPfZtEE+cqH1bXSaDQEBweTlpYGgK+vb6nHf9jtdsxmM0ajsUJcLeVpJbWXDtBpcayAigbQOK/qKpzE0Gy1Oe5bHbM6WwGrGfJK2IdWrUanVV2wfMW5pSw06go1iP5aji1FUcjPzyctLY3g4OBKvSK4qHgkuali8s1W5m9IZsaqo85J9bw0avq1iGZIx5o0qRHk4Qgrn8jISABnglNaiqJQUFCAj4+PDIx1wbW2lxrQKopjHa9zy1c4fjqWtrBd5iyMCkePj1ajQqtWoVWrnfc1JYzv8TR3HFvBwcHOY1yI8uKqkxuDweDytu6epViUXp7JylfrjzFz1VHOnhsgHB6g56H28QxoF1dkojbhXiqViqioKMLDw7FYLFd+wUUsFgurVq3i5ptvlq5/F5R1e+UUWDieVcCJzAJSMvM5kVnAiXOP88zWS75Oo1YRFeTjXActMsib6n5ehPp7Ud1XT4i/V4mXz5ela20rnU4nPTaiXLrq5CY4ONjlTN9ms115I1EmLDY78zckM+3vQ86rnuKq+/Jk1wTuahkjg4OvI41Gc1VfBBqNBqvVire3tyQ3Lijr9vL29iasWgAtaxUtVxSF9FwzSWfzSDyTx9H0PJLS80hMzyPpbB4mq43k7Bw2JOeUXDGOqxHDA72JCNQTHuBIfqr56gj29aKarxfV/HSOn75eBPvqrnmhWDm2RGV11cnN8uXLnfeTkpJ4+eWXGTJkCB06dABg3bp1zJ07l4kTJ157lKLUFEVhyZ7TvPvnfhLPTbZXM8SXp26pyx0toh1XnQgh3EalUhEWoCcsQE+bmtWLPGe3K5wyGElKP5/0nMouIM1gIi3HxGmDEZPVjsFoxWDM5XBarkv79NFpqOarI9BHh79eS4C3Fn/vC+7rtc77jsc6/L21+Os1eOs0aFUKJpsjPiEqk6tObjp37uy8P27cOKZMmcKAAQOcZf369aNp06bMmDGDwYMHX1uUolQOp+Xy+sJdrD+aAUCovxfP3laPB9rESlIjhAeo1SpqBDtOR3WqE1rseUVRMBitnMkxctpgIi3HSJrBREa+maw8i+NnvpnMfAuZeWayCizY7Oeu9Mq2cTLbWMJeXaXlxY3L8Nap8Tk3aaK3l8Z538er6E9vnWOG6MJlMi6+r7/ic5oLJlwsHIhd/sYjiYrNLQOK161bx2effVasvHXr1jz66KPu2IVwgdFi47/LD/PZyiNYbAreOjXDb6rNY50T8NfL2HEhyiuVSkWQj44gHx11wgOuuL3drpBjspKZZyYz30yuyUqu0UqO0UrOufu5Jgu5JkdZrrPs/GOjxTEvUCGjxY7RYieT0o8LcweN2jHwWqcpHITtSHq0GhU69cVl6ou2PT94W3fuOe25pOnCei58vUalcg7+VqscdajV5wd/F8ajVjm2Uex2DmSpCEnMwEunK3EbjVrlrNf53EV1XriNJHRlxy3feLGxsXz22WdMnjy5SPnnn39ObGysO3YhrmD5gTTG/LqHY2cdc07c0iCcsf0aE1tdlsAQorJRq88nQzXxu+p6jCYzv/6xmJu73opFUWM8N+dPgdnx8/xjO/lm67mV3s8vgmq6YF0w80WLpV5q4dTC7S8+E2azO65QM5WwvEb5oeHTfZvdV9tFyZDmEonVhduoz91Xq1VoVBQpK0yYLi5XX7AfRxkXbFu0vPi25++rL1kvRbZV7Ha2n1XRzWbHU0O53JLcfPjhh9x9990sWbKE9u3bA7B+/XqOHDnCjz/+6I5diEs4nJbL+D/2suLAGQAiAvWM6duYnk0i5a8CIcRladQq9BoI8ddf9wHF1nMLpFqsCpZzl9tbbHbnJfeWc5fhW2yOx1a7Uuy5y7/m/H2b/eLXKNjPXe5vszvKbXaw2R2X+tvObWc/t+yH3e7YT1a2AV8/f+wK2BSlyDa2km7n9nEpNruCDQUq5TU3GkbZPJeouiW56d27N4cOHeLTTz9l//79KIrCHXfcweOPPy49N2Vkf6qBT5cf4fedJ7EroNOoGNKxJs/cWpcAWe+pdBQFzHlgzC56M+WAzQx2C9gs5+5bQa113FTq8/fVWvDyBS9/0AeAl98F9/1B6+XpdylEuaLVnFviooL8algsFhYtWkTv3p1KlQgqStFE53xC5UiarCUkQ5dNmhTH64rcP/c6u6Jgt1Ok/Py2FN3WrjiTtOLbXlgv57a9sJzLxmC12UlPz0DjwUlH3TYQIyYmhgkTJrirOlGCPJOVxbtT+XHLcdYdPessv61hBK/1aUit0Kvvnq7UbBbIOQXZxyErBbJTHPcvvJkvfXmuW2i9wTek+M0vFHyrg38kBERBYBT4hYNGxkgJURmozp1aqkq/0YWJoN6DU424rb2zsrL44osv2LdvHyqVikaNGjF06FCCgmTGW1cpiiOTVhQFBUjNNnLkTC57ThpYczidzccyMZ87H61SQe+mUTzROUFmFQawGCEzCTKOFr9lp4DiQveoWgveQedv+gDQ6EHjBRqd46daA3abowfHbnXcV2yOXh1zvqMHyJwDplww54L13FUsViMYTjhuV6QC/3BHshMQhdo/gnqpOah25UJILQiOczynlsnThBCiJG5JbjZv3kyPHj3w8fGhbdu2KIrClClTeOedd1i6dCmtWrVyx27KvU7vrSQ7X8OrW/5GwXG2Q0E59xO46HFhElOaRXVrhvhyzw0x3NUqhhrBVWwhRkVx9MCk7YMzByD9gCN5OXv0XNJwmYbUeEFgDQiKgaDYcz9jzj8OjHKcPnL3OCWb1ZHkGLMgPwPyzxa95aU7fuakOt5bTqojWco97bid2o4GaAjw6wXj19RaR+zBcedu8Rfcj4OAaJB1qIQQVZRbkptRo0bRr18/Zs6ciVbrqNJqtfLoo48ycuRIVq1a5Y7dlHs5RgsmmwqTm2Zk9tKoiQ/xpU64P+1rh3Bj3VBqh/pV/oHCRZKY/Y5b2n5HQmPKvvTrvAIgpDZUv+hWrRb4R3jmy16jBZ9gx61azStvb7c5Ep7CRCfnJLasExzfu4HYQFAXnlKzWx09VZlJl9ivHqrXOt8GIQlQPcHxUxIfIUQl57aemwsTGwCtVsuLL75I69atXa5n+vTpTJ8+naSkJAAaN27Mm2++Sa9evQAYMmQIc+fOLfKadu3asX79+mt/E27w65MdWLFiJV27dEGn06JC5ewIUKkc517VKpzlKoCLHl+4jb+3Fk0FWmH4qiiKYxzMqe1wcjuc2uG4n3em5O1VGseXdXgDCGsAIXXOf4H7hri/5+V6U2sgIMJxO8dusbA9bxHRvXuj1ukcCVDOKchKvuB27Pz97ONgM51PDC+m9XYkfCEJ5xOfkDoQWg/8wip+Gwohqjy3JDeBgYEkJyfToEGDIuUpKSkEBFx5QqpCMTExTJo0iTp16gAwd+5c7rjjDrZt20bjxo0B6NmzJ7Nnz3a+xsur/Ay1rxniR7gPxIf4yjotl2I0wPFNqJPW0OHwErRTRzlOy1xMpXZ84YadS2IuTGa0VXyRT7Xm/Cm1+I7Fn7dZHeOMMo44TtllHD13/4gjCbIa4cw+x+1i3sEQVt+R6ITVh9D6EFrXcdpLenuEEBWEW5Kb+++/n2HDhvHBBx/QsWNHVCoV//77Ly+88EKRJRmupG/fvkUev/POO0yfPp3169c7kxu9Xk9kZGSp4jOZTJhMJufjwhXNLRbLVa3SfCmFdbmzzgov5xSq5HWoUjagPr4R0vagUuxogPBzmyhqLYQ1RIlshhLZHCWqOUp4Q9CVMAGhAlSx9r2q4yogxnGL71y03GaB7BRUGUdRZSZCxlHH/YzDkJWMypgFKRsctwsoWm+oXgcltC5KaD3HLaSeo+ennCWb8nvoOmkr10lbua4s28rVOlWKUprhrCUzm8288MILfPbZZ1itVgB0Oh1PPPEEkyZNQq8v/YefzWbjhx9+YPDgwWzbto1GjRoxZMgQFi5ciJeXF8HBwXTu3Jl33nmH8PDwy9Y1ZswYxo4dW6x8/vz5+PrKDL7upLGZCMndT3jObsJydhNoLH51UJ5XGBl+9cjwr0uWb00M3jHY1eWnB66q0thN+BlTCTCdwt94koBzNz9TKhrFWuJrFFTk6SMweMdg8Ikh59zPPH0Eikqu5hJCuFd+fj4DBw4kOzubwMDAS27nluTmwp0eOXIERVGoU6fOVSUOu3btokOHDhiNRvz9/Zk/fz69e/cG4LvvvsPf35/4+HgSExN54403sFqtbNmy5bIJVEk9N7GxsaSnp1+2cUrLYrGwbNkyunXrVrVOSxlOoD6wGNXBRY5eGvv5zFpBBRFNsMd1QIlthxLTFgKiqm5bXQWPt5XdClnHUKUfQnX2IKr0Q5B+0HHfVPL8QIrGC0LqoYQ3RAlriBLWACW8keOKtTIe0+Px9qpApK1cJ23lurJsK4PBQGho6BWTG7fOK+Tr60u1atVQqVRX3SNSv359tm/fTlZWFj/++CODBw9m5cqVNGrUiPvvv9+5XZMmTWjdujXx8fH88ccf9O/f/5J16vX6EpMfnU5XJgdpWdVbrqQfgr0LYf8fcHJb0eeC4iChKyR0RVWrM/hW51J/w1eJtnITz7WVDiIaOG4XUhTH5epp+87d9p677UdlyYO03ajSdhd9jVcAhDeEiEYQ3shxP7wx+IW4P2o5tlwmbeU6aSvXlUVbuVqfW5Ibu93O+PHjmTx5Mrm5uQAEBATw/PPP89prr6EuxUBELy8v54Di1q1bs2nTJqZNm8bnn39ebNuoqCji4+M5dOiQO96GuJL8DNj9I2yfDye3XvCECuLaQ4M+UK+X4+obueKm8lOpICDScUvoer7cbofsZDhdmOycS3zSDzomODy+0XG7kF84RDSGyCYQ0dTxM7SeY/JEIYQoJbckN6+99hpffPHF/9u797Aoq30P4N+ZYYY7AwpyESU24pWLKZVoplmQmrds97i7GOZzNHJreeyyt3YR91NGnr3tcjA7ZpltM9ztLk9npxKlgMZxp4WBWmaKQgZSIBcZGAZY5481zDCAMMDAjMP38zzrmfc277vm10p/rvd910JqaiqmTJkCIQS++uorpKSkoL6+Hi+88EKPzy2EsLil1Fp5eTmKi4sRHBzc4/NTF5qbgDOfA3m7gB8z5DxLgHwlO2IGMGYOMGq2HFGXCJBvVfldJ8vo2ebtjQ1A+U+WCU/ZKTlWT20ZcK4MOHfQfLxKI9+QC4oGAqOMiU+UnK6CiKgTNkludu7cie3bt2PevHmmbbGxsRg6dChWrFhhdXKzbt06zJo1C8OGDUNNTQ3S09ORlZWF/fv348qVK0hJScHdd9+N4OBgnD9/HuvWrYO/vz/uuusuW/wMaq3uskxovn5Tvj7cIigGiL0XiL4H8AqwX/3o2uOikbejAsdabtdfkQM0XioASk8Al07Iz4YaoDRfltZ8Qs2JTlC0LH7hfFWdiExsktxUVFS0G+MGAEaPHo2Kigqrz3Pp0iUsXrwYJSUl0Gq1iImJwf79+5GQkIC6ujoUFBTg3XffRWVlJYKDg3Hrrbdiz5493RpLh7pQdRH46hWZ2Bh0cpubL3D9A8D4++StAyJbcvUCQifK0qK5WSbVLYnOpRMyyaksAqp/luXH/ebj1Z7GxCkKyoCx8KutltNeqP36//cQkd3ZJLmJjY1FWloaXnvtNYvtaWlpiI2Ntfo8b7311lX3ubu7IyMjo8d1pC5UFgGHX5ZJTVOD3DZkHHDTw7KXRsNX5qkfKZXG6SPCgTGtxr+qrwIunZQJT2m+THrKvgcMtcDPR4Gfj0IF4BYA4r+el+PwBMdaFt7WInJ6NkluNm3ahDvvvBNffPEF4uPjoVAokJubi+LiYuzdu9cWl6C+oqsAslKBY2+bn6cJuxm45Qngd9P5YDA5FjetHJW59cjMTY1yBObSAqC0AM0lBWgo+gZujZVye8VZ4ORH5uO1w2SSExRjTni8g9jWiZyITZKbadOm4ccff8SWLVvwww8/QAiBhQsXYsWKFQgJCbHFJcjWGhuAo9uB7FT5r2EACJ8GTHsKuO5m+9aNqDtULnKqiIBRQPTv0WQwIGPvXsyedgPUv30ve3hKvpOl4pycmqKqGPjhX+ZzeA4BgmMse3h8w5jwEF2jbDbOTUhISK/eiqJ+VJgD/Os/5ZsrgHww844XZE8NkbPwDAB8Q4ARt5m31VfJW1otyU5pvpxctLYM+OkLWVq4aVv17oyXyc/gEXJuLyJyaD1ObvLz87s+yCgmJqanlyFb0tcAmc/JW1CA/MN/xjPA9Yv5BzYNDG5a4LopsrRo0MlX0kuOAyXGXp6yUzIROn9IlhZqD/l2VuvbWgGj5ZtgROQwepzcjB8/HgqFAl3N3qBQKNDU1NTTy5Ct/PQl8L+Pye54AJj4EJDwF8DNdtNPEF2TNB5AaJwsLRobgN9Om3t4SvLlMz2G2vYTi5rG44kxv5oeFCUTKSKyix4nN4WFhbasB/WVJgPw5V+AXOObbL5hwLz/Bn43rfPvEQ1kLhpzonL9A3JbcxNQftZ4O+s7c+JTX9XxeDy+YcZzxMhbWkPGAtpQ9pIS9YMeJzdhYWG2rAf1haqfgQ8eMg91f8N/ALdvkOOKEFH3KFVAwEhZYu6R24SQvaEtPTstpapIjtNTecHywWWVRo7cPChCTlMy6HeyaIcB2qGA2t0uP43I2djkgeLy8nIMHiwnvisuLsabb76Juro6zJs3D1OnTrXFJai7ir8G0u+XD0q6aoH5acDYeV1/j4isp1AAvsNlGTPHvL3usnksntICmfyUn5FjSP32oywdcR8ke3e0oXIGde1QwDtYPh/nNUS+1eUxWL4hRkRX1av/QwoKCjB37lwUFxcjMjIS6enpmDlzJmpra6FUKvHyyy/jn//8JxYsWGCj6pJVvtsDfLpS/kEaGAUs2iUHQyOi/uHuB4RPlaVFc5PsTa04K29vVZwzlkKg+qIcUbmuQpa2t7gsKORAhJ5DAE9/y6TH3Vde290XcPMzr7tpeTuMBpReJTdPPfUUoqOjsWvXLuzatQtz5szB7NmzsX37dgDAqlWrkJqayuSmPx1+BfhivVwePQe46394G4rIEShVgF+YLBEzLPcJAdRXyulPqi/KJKj6oly/Ugpc+VX2wurKAdEsP3XlwK/duL6r1pjs+BoTHl+o1J6I+uU3KLPzAXct4OptLhov47IX4Oojl11cbRcPoj7Uq+Tm6NGjOHDgAGJiYjB+/Hhs27YNK1asgNI4gd2qVaswadIkm1SUuiAE8EWKnBcKACY/Kp+v4WSCRI5PoTD2uPjJN62uprlJjipeWwZcKQNqf5XlSpmx1+cyUFcpS32lXG+4Ir+rr5Kl1US4SgARAPCrlVPbKNXmhEfjDWg85dtmamNpt+wpnyPSeBq3t1rWGPe1LKvUPQodUUd6ldxUVFQgKCgIAODl5QVPT08MGmSet8XPzw81NTW9qyF1rbFBDsp3fJdcT/gLMOUx+9aJiGxPqQK8AmSxdhLbJoNlstNquamuCme//w4RoUOgMtTKGdr1xklH9TXG9Rr5Cjwgp2hpuXVm89/mYk6G1G6AS6vSel3tLnuQXIyfrdc7/F4Hx7WsqzQchdpJ9fqpNEWbhtF2nfqYrgL4x4NyoDGFEpjzCjAxyd61IiJHoVKbE6I2mg0GfF+1F+EzZ0Ol7qTnpLmpfcKjrwYMOsBQBzTUGpd1clBEg864re4qy62+J4zjoDU3mnuX+o3CmAhpAJWrTHpUmg4/VUo14srKofr0XzJpMh2vNi53do7W+42fKk37bS6ufDbKRnqd3CxZsgSurvI+bH19PZKTk+Hp6QkA0Ov1vT09dabkO/mqd8VZ2UV8zztA5O32rhURORulSj6UbOuBCYWQLz60TooMdUBjvSyGeqCxDmjUG7fr26y3Pq7e+u+hZfBZYdxe13UIAAwFgMqvbRuDthRKmfioNLI3S6UxJlBqeVtQpZFvy6k0xnW1lceo25zTmmPanrP1utp4nPFTqXaoxyB6ldwkJVn2EDzwwAPtjnnwwQd7cwnqSHMzcGQL8MUG2U3sEwrc/w/ru6mJiByBQmG8VeQqnzfqDy0JlUUS1AA06Vt96uUxTQ2m5Ua9DqcK8jBu1AioRGMH3zF+NjVc/XwdfrbpBBDN5iTtWqNQAko1XFQumNUkgNtPAep++u/aRq+Smx07dtiqHmSt4q+B/WuBi8fk+ug5csRhj0Gdf4+IiCwTqm70RAmDAYWlARgzqYtbeN0lhHwuqiWZMhWDLM0t+xrN+5obOz+m2WDe13JcV8e0PWdXx4gOplUSzUCTHoomPTQADEr7jcfEkaCuBULIpObI68CpT+Q2taecyXviEj4QR0R0rVIo5DM319rkq83NMtlpNhiTnkZTMmRoqEPOwQO4RWW/oQOY3Diq+irg4rdA0f8BP3wGXDph3KEArr8fmPEs4B1k1yoSEdEApVQCSg2ADpIygwFX3ILt+g9vJjc25PLyaNxZXw3ViV6Gtbmp/X1YFzcg6vfApGQ5GR8RERF1yHEebQawdetWxMTEwMfHBz4+PoiPj8e+fftM+4UQSElJQUhICNzd3TF9+nScPHnSjjVuw1AHl+YGKFpeiexpaUlsfEKB6Hvk692P/wAs2MLEhoiIqAsO1XMTGhqK1NRUjBgxAgCwc+dOzJ8/H3l5eRg3bhw2bdqEzZs345133sHIkSPx/PPPIyEhAadPn4a3t7edaw80Lj+ErIMHMf3W6VC79Ca0CjlPDKdNICIi6jaHSm7mzp1rsf7CCy9g69atOHLkCMaOHYtXXnkFTz/9NBYuXAhAJj+BgYHYvXs3Hn74YXtU2ZLvcOhcAwDfMMCWT9MTERGR1RwquWmtqakJH3zwAWpraxEfH4/CwkKUlpYiMTHRdIyrqyumTZuG3NzcTpMbvV5vMaBgdXU1AMBgMMBgMNiszi3nsuU5nRVjZT3GqnsYL+sxVtZjrKzXl7Gy9pwKIYTo+rD+U1BQgPj4eNTX18PLywu7d+/G7NmzkZubiylTpuDixYsICQkxHb98+XJcuHABGRlXn/gtJSUFGzZsaLd99+7d8PDw6JPfQURERLal0+lw3333oaqqCj4+Plc9zuF6bkaNGoXjx4+jsrISH374IZKSkpCdnW3a33buKiFEl/NZrV27FmvWrDGtV1dXY9iwYUhMTOw0ON1lMBiQmZmJhIQEqHlbqlOMlfUYq+5hvKzHWFmPsbJeX8aq5c5LVxwuudFoNKYHiuPi4nD06FG8+uqr+NOf/gQAKC0tRXBwsOn4srIyBAYGdnpOV1dX0/xXranV6j5ppH11XmfEWFmPseoexst6jJX1GCvr9UWsrD2fwyU3bQkhoNfrER4ejqCgIGRmZuL6668HADQ0NCA7OxsvvfRSt88JWJ8BWstgMECn06G6upqNvwuMlfUYq+5hvKzHWFmPsbJeX8aq5e/trp6ocajkZt26dZg1axaGDRuGmpoapKenIysrC/v374dCocDq1auxceNGREZGIjIyEhs3boSHhwfuu+++bl2npqYGADBs2LC++BlERETUh2pqaqDVXn1uMIdKbi5duoTFixejpKQEWq0WMTEx2L9/PxISEgAATz31FOrq6rBixQpcvnwZN910Ez7//PNuj3ETEhKC4uJieHt7d/m8Tne0PMtTXFxs02d5nBFjZT3GqnsYL+sxVtZjrKzXl7ESQqCmpsbixaKOONzbUtey6upqaLXaLp/iJsaqOxir7mG8rMdYWY+xsp4jxMqhpl8gIiIi6i0mN0RERORUmNzYkKurK9avX9/ha+dkibGyHmPVPYyX9Rgr6zFW1nOEWPGZGyIiInIq7LkhIiIip8LkhoiIiJwKkxsiIiJyKkxuiIiIyKkwubGh119/HeHh4XBzc8PEiRNx6NAhe1fJ4aSkpEChUFiUoKAge1fLIeTk5GDu3LkICQmBQqHAJ598YrFfCIGUlBSEhITA3d0d06dPx8mTJ+1TWTvrKlZLlixp184mTZpkn8ra2YsvvogbbrgB3t7eGDJkCBYsWIDTp09bHMO2JVkTK7YtaevWrYiJiYGPjw98fHwQHx+Pffv2mfbbu00xubGRPXv2YPXq1Xj66aeRl5eHqVOnYtasWSgqKrJ31RzOuHHjUFJSYioFBQX2rpJDqK2tRWxsLNLS0jrcv2nTJmzevBlpaWk4evQogoKCkJCQYJorbSDpKlYAMHPmTIt2tnfv3n6soePIzs7GH//4Rxw5cgSZmZlobGxEYmIiamtrTcewbUnWxApg2wKA0NBQpKam4tixYzh27BhmzJiB+fPnmxIYu7cpQTZx4403iuTkZItto0ePFn/+85/tVCPHtH79ehEbG2vvajg8AOLjjz82rTc3N4ugoCCRmppq2lZfXy+0Wq1444037FBDx9E2VkIIkZSUJObPn2+X+ji6srIyAUBkZ2cLIdi2OtM2VkKwbXXGz89PbN++3SHaFHtubKChoQHffPMNEhMTLbYnJiYiNzfXTrVyXGfOnEFISAjCw8Pxhz/8AefOnbN3lRxeYWEhSktLLdqYq6srpk2bxjZ2FVlZWRgyZAhGjhyJZcuWoayszN5VcghVVVUAgEGDBgFg2+pM21i1YNuy1NTUhPT0dNTW1iI+Pt4h2hSTGxv47bff0NTUhMDAQIvtgYGBKC0ttVOtHNNNN92Ed999FxkZGXjzzTdRWlqKyZMno7y83N5Vc2gt7YhtzDqzZs3Ce++9hwMHDuBvf/sbjh49ihkzZkCv19u7anYlhMCaNWtw8803IyoqCgDb1tV0FCuAbau1goICeHl5wdXVFcnJyfj4448xduxYh2hTLv1ylQFCoVBYrAsh2m0b6GbNmmVajo6ORnx8PCIiIrBz506sWbPGjjW7NrCNWWfRokWm5aioKMTFxSEsLAyfffYZFi5caMea2dfKlSuRn5+Pw4cPt9vHtmXparFi2zIbNWoUjh8/jsrKSnz44YdISkpCdna2ab892xR7bmzA398fKpWqXUZaVlbWLnMlS56enoiOjsaZM2fsXRWH1vJGGdtYzwQHByMsLGxAt7NVq1bh008/xcGDBxEaGmrazrbV3tVi1ZGB3LY0Gg1GjBiBuLg4vPjii4iNjcWrr77qEG2KyY0NaDQaTJw4EZmZmRbbMzMzMXnyZDvV6tqg1+vx/fffIzg42N5VcWjh4eEICgqyaGMNDQ3Izs5mG7NCeXk5iouLB2Q7E0Jg5cqV+Oijj3DgwAGEh4db7GfbMusqVh0ZyG2rLSEE9Hq9Y7SpfnlseQBIT08XarVavPXWW+LUqVNi9erVwtPTU5w/f97eVXMojz/+uMjKyhLnzp0TR44cEXPmzBHe3t6MkxCipqZG5OXliby8PAFAbN68WeTl5YkLFy4IIYRITU0VWq1WfPTRR6KgoEDce++9Ijg4WFRXV9u55v2vs1jV1NSIxx9/XOTm5orCwkJx8OBBER8fL4YOHTogY/XII48IrVYrsrKyRElJianodDrTMWxbUlexYtsyW7t2rcjJyRGFhYUiPz9frFu3TiiVSvH5558LIezfppjc2NCWLVtEWFiY0Gg0YsKECRavD5K0aNEiERwcLNRqtQgJCRELFy4UJ0+etHe1HMLBgwcFgHYlKSlJCCFf2V2/fr0ICgoSrq6u4pZbbhEFBQX2rbSddBYrnU4nEhMTRUBAgFCr1WL48OEiKSlJFBUV2bvadtFRnACIHTt2mI5h25K6ihXbltnSpUtNf98FBASI2267zZTYCGH/NqUQQoj+6SMiIiIi6nt85oaIiIicCpMbIiIicipMboiIiMipMLkhIiIip8LkhoiIiJwKkxsiIiJyKkxuiIiIyKkwuSEiIiKnwuSGiPpUSkoKxo8fb7frP/vss1i+fHmvzpGVlQWFQoHKykqrv/PEE0/g0Ucf7dV1iahnOEIxEfWYQqHodH9SUhLS0tKg1+sxePDgfqqV2aVLlxAZGYn8/Hxcd911PT5PQ0MDKioqEBgY2OVvblFWVoaIiAjk5+dbNQEjEdkOkxsi6rHS0lLT8p49e/Dcc8/h9OnTpm3u7u7QarX2qBoAYOPGjcjOzkZGRoZdrn/33XdjxIgReOmll+xyfaKBireliKjHgoKCTEWr1UKhULTb1va21JIlS7BgwQJs3LgRgYGB8PX1xYYNG9DY2Ignn3wSgwYNQmhoKN5++22La128eBGLFi2Cn58fBg8ejPnz5+P8+fOd1i89PR3z5s2z2DZ9+nSsWrUKq1evhp+fHwIDA7Ft2zbU1tbioYcegre3NyIiIrBv3z7Td9relnrnnXfg6+uLjIwMjBkzBl5eXpg5cyZKSkosrjVv3jy8//773Q8sEfUKkxsi6ncHDhzAL7/8gpycHGzevBkpKSmYM2cO/Pz88O9//xvJyclITk5GcXExAECn0+HWW2+Fl5cXcnJycPjwYVNC0dDQ0OE1Ll++jBMnTiAuLq7dvp07d8Lf3x9ff/01Vq1ahUceeQT33HMPJk+ejG+//RZ33HEHFi9eDJ1Od9XfoNPp8Ne//hV///vfkZOTg6KiIjzxxBMWx9x4440oLi7GhQsXehEtIuouJjdE1O8GDRqE1157DaNGjcLSpUsxatQo6HQ6rFu3DpGRkVi7di00Gg2++uorALIHRqlUYvv27YiOjsaYMWOwY8cOFBUVISsrq8NrXLhwAUIIhISEtNsXGxuLZ555xnQtd3d3+Pv7Y9myZYiMjMRzzz2H8vJy5OfnX/U3GAwGvPHGG4iLi8OECROwcuVKfPnllxbHDB06FAC67GEiIttysXcFiGjgGTduHJRK87+tAgMDERUVZVpXqVQYPHgwysrKAADffPMNfvrpJ3h7e1ucp76+HmfPnu3wGnV1dQAANze3dvtiYmLaXSs6OtqiPgBM1++Ih4cHIiIiTOvBwcHtjnd3dweATnuAiMj2mNwQUb9Tq9UW6wqFosNtzc3NAIDm5mZMnDgR7733XrtzBQQEdHgNf39/APL2VNtjurp+yxtRLde39je0fT+joqKi0zoSUd9gckNEDm/ChAnYs2cPhgwZAh8fH6u+ExERAR8fH5w6dQojR47s4xp27MSJE1Cr1Rg3bpxdrk80UPGZGyJyePfffz/8/f0xf/58HDp0CIWFhcjOzsZjjz2Gn3/+ucPvKJVK3H777Th8+HA/19bs0KFDmDp1qun2FBH1DyY3ROTwPDw8kJOTg+HDh2PhwoUYM2YMli5dirq6uk57cpYvX4709PROby/1pffffx/Lli2zy7WJBjIO4kdETksIgUmTJmH16tW49957+/Xan332GZ588knk5+fDxYVPABD1J/bcEJHTUigU2LZtGxobG/v92rW1tdixYwcTGyI7YM8NERERORX23BAREZFTYXJDREREToXJDRERETkVJjdERETkVJjcEBERkVNhckNEREROhckNERERORUmN0RERORUmNwQERGRU/l/xCDMtuR67iwAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot concentration of propofol, remifentanil and norepinephrine\n", "fig, ax = plt.subplots(2)\n", "Time = George.dataframe['Time']/60\n", "ax[0].plot(Time, George.dataframe['blood_volume'])\n", "ax[0].set_ylabel(\"Blood_volume (L)\")\n", "ax[0].grid()\n", "ax[1].plot(Time, George.dataframe['x_propo_1']*10, label=\"Propofol (x10))\")\n", "ax[1].plot(Time, George.dataframe['x_remi_1']*10, label=\"Remifentanil (x10))\")\n", "ax[1].plot(Time, George.dataframe['c_blood_nore'], label=\"Norepinephrine\")\n", "ax[1].set_ylabel(\"Blood Concentration\")\n", "ax[1].set_xlabel(\"Time (min)\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot bis, map and co\n", "fig, ax = plt.subplots(3)\n", "ax[0].plot(Time, George.dataframe['blood_volume'])\n", "ax[0].set_ylabel(\"Blood_volume (L)\")\n", "ax[0].grid()\n", "ax[1].plot(Time, George.dataframe['BIS'])\n", "ax[1].set_ylabel(\"BIS\")\n", "ax[1].grid()\n", "ax[2].plot(Time, George.dataframe['MAP'], label=\"MAP\")\n", "ax[2].plot(Time, George.dataframe['CO']*10, label=\"CO (x10)\")\n", "ax[2].set_ylabel(\"MAP and CO\")\n", "ax[2].set_xlabel(\"Time (min)\")\n", "plt.legend(loc=\"upper right\")\n", "plt.grid()\n", "plt.show()\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Here 4 phases can be distinguished:\n", "- Bleeding phase: the patient loses blood\n", "- Maintenance phase: No fluid management but low blood volume\n", "- Transfusion phase: the patient receives blood\n", "- Recovery phase: No fluid management, normal blood volume right after the transfusion\n", "\n", "During the bleeding phase, the patient loses blood and the blood volume decreases.\n", "The BIS decrease because the propofol sensitivity of the patient increase. \n", "MAP and CO decrease as well due to the assumption of direct proportionality between blood volume and Hemodynamic variable.\n", "\n", "During the maintenance phase, the concentration of all drugs increase because of the low blood volume and the constant drug rate.\n", "Thus BIS decrease and MAP increase. \n", "\n", "During the transfusion phase, the blood volume increases. The bis increase because the propofol sensitivity of the patient decrease.\n", "MAP and CO increase as well due to the assumption of direct proportionality between blood volume and Hemodynamic variable.\n", "\n", "During the recovery phase, the concentration of all drugs decrease because of the higher blood volume and the constant drug rate.\n", "Thus all the variable return to their initial value.\n" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [] } ], "metadata": { "kernelspec": { "display_name": "PAS_env", "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": "3.9.13" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }