{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Propagacja ataku sieci z wykorzystaniem spacerów losowych\n", "\n", "- Marcin Kostrzewski\n", "- Mateusz Tylka\n", "- Krystian Wasilewski" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Problem\n", "\n", "W jakich topologiach sieci komputerowych potencjalny atak wirusa rozprzestrzeniałby się najszybciej, a w których najwolniej?\n", "Aby rozwiązać ten problem zaprojektowaliśmy symulację ataków wirusa na różne rodzaje topologii sieci." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Graf\n", "\n", "Grafem nazywamy kolekcję dwóch zbiorów: zbioru wierzchołków V oraz zbioru krawędzi E. Zbiór wierzchołków jest dowolnej postaci. Elementami zbioru krawędzi są e∈E, które są podzbiorami postaci v1,v2 dla pewnych dwóch wierzchołków v1,v2∈V (jeśli graf jest nieskierowany) lub parą uporządkowaną (v1,v2) jeśli graf jest skierowany.\n" ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } }, "source": [ "## Spacer losowy na grafie\n", "Inaczej błądzenie losowe. Obiekt przemieszczający się na grafie losowo wybiera jeden z sąsiednich do obecnego wezłów, żeby się do nich przemieścić. Ruch ten nie zależy od historii ruchów - tylko ostatnie przemieszczenie jest brane pod uwagę przy podejmowaniu decyzji." ] }, { "cell_type": "markdown", "metadata": { "collapsed": false, "pycharm": { "name": "#%% md\n" } }, "source": [ "## Model\n", "Model sieci reprezentowany jest jako graf nieskierowany. Każdy węzeł reprezentuje w nim urządzenie a krawędzie połączenia między nimi. Węzły zaznaczone na czerwono reprezentują urządzenie zainfekowane przez wirusa, który przemieszcza się do nowych urządzeń spacerem losowym - w każdym kroku wirus wybiera jeden z sąsiadujących węzłów z jednakowym prawdopodobieństwem i próbuje go zainfekować." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Implementacja\n", "\n", "W naszym przypadku dana topologia sieci będzie przedstawiona za pomocą grafu nieskierowanego, a wirus będzie infekować sieć przemieszczając się po jego krawędziach za pomocą spaceru losowego." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Kod" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Eksperymenty" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Magistrala" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "20 NODE bus\n", "average degree = 1.9\n", "propagation speed = 1.15\n", "bus0 rounds survived = 24\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "28 NODE bus\n", "average degree = 1.93\n", "propagation speed = 2.07\n", "bus8 rounds survived = 59\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "35 NODE bus\n", "average degree = 1.94\n", "propagation speed = 2.09\n", "bus15 rounds survived = 74\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from network_attack_propagation import bus_experiment \n", "bus_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Pierścień" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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Ho2F8WBjPJCczKSIC8vKgrIx33nmHgoICle5AiL5JAlOIHrZx40bXc8qSElJMJm7p16/L7lWdVst9iYmMCAqCvDwUp5NNmzb1UMVCCJDAFKJHZWdn891330FpKT5Aar9+br9Wp9W6zrfboaKCbdu2YbVau69YIcQZJDCF6EGffvqpawRsaSkTwsIINxjO6fVjgoOJNRrBbKa+vp5du3Z1U6VCiLPJoB8helBRUZGrO9bh4Krw8HN+vUajYUJYGB8UF/9wPS+hKApHjx7lv//9L5WVlVgsFvz9/YmOjua6664jLi5O7RKF6JQEpvAeFguUl4PVCv7+EBkJOu/6J1xfXw9NTQAE6XQouOZjWhobsVgsWCwWGi0WtKefaRqNRox+fvgZjRiNRnQ6HUE+PqAo4HS6rufhbDYb27dvJyMjg1OnTrla2DbbD3NNDQbeffddRo8ezaxZsxg/frxMmREeybvebUTflJUFGzfCjh2u0GwWGgrTpsHMma7w9GB2u52ioiLMZjPmsjICGho4cuIEDkVBo9GcEYpBwcHodTpsNhuNFgs11dWYS0pcQarVkmW309DYSI3ZTEFBAUVFRURHR6PVet4TlvLycp588kmysrKgoQHMZteHntMfGgDQ6yEqigM2GwcOHGDChAk88MADGM6xu1qI7iYLFwjP1dgIzz8P33zT+XlaLcyZA7ffDiq2TBRFobq6mvz8fPLz8ykoKGj5f1lZGSaTidzcXIrz8ogsKGCuycQdiYno3GwlK4DdZmPpkSPst1gwx8Rw0UUX4e/vT1VVFTExMcTHxxMfH09cXFzL/wMCArr3xjtQVlbGH/7wB0qLi13zTauqMGi1XBMRwaigIHx9fKh3OPi6qordVVUoANHR0L8/F198McuXL5fQFB5FAlN4poYGePhhV+vSXZMmwQMPdHto2u12iouLycvLOyMU8/Pz0Wq1ZwRW83/R0dHodDp2797NihUr4MQJgmtq+Mfo0RjOoWWY39jIXYcOQXw8mrg43njjDSIjI7FarRQWFrbU0lxbQUEBfn5+beqJi4vDZDJ1W6vUarXywAMPkH3yJBw9ik9DAwvi4phpMhHYzgcEs9XKe0VFbDabISICBg9m0qRJPPDAA9I9KzyGdMkKz/Tcc+cWluDqso2NhYULf/RvrygKNTU1bVqL+fn5La3F5hC6+OKLmTFjBnFxcQQHB3d63csuu4yoqChKa2qoqajgP+XlXB8V5XZdH5WUuD4QREUxfvx4Ik93Rfv6+pKYmEhiYmKb+ygvLz/jHvbs2UN+fj41NTXExsa2Cfi4uDj8/f3P/Q+tla1bt5KdnQ0nT+LT0MCypCQuCw3t8HyTry93DxxItMHAP/PzwdeXHTt2MHv2bIYPH/6jahHiQpHAFJ7n6FHYu/f8Xvvhh3DTTa5Fy93gcDgoKio6IxCbwwU4I0ymTZtGfHw8MTExbnejnk2r1TJjxgxWr14NgYG8npvLQD8/kgIDu3zt9rIyMsxm12Lsej0pKSldvkaj0RAZGUlkZCSjR48+45jFYmlplTYH6fr16ykoKCAgIOCMbt3mMDWZTF22+BRFcS3OUFcHVVX8LCGh07Bs7aexsZxqbGRHcTHExpKRkSGBKTyGBKbwPBkZ5/9aiwW2b4cbbjjj282txdbdlfn5+ZSWlhIZGdkSCCNGjOD6668nPj6e4ODgbukOnDVrFlu2bMFst2P5/nseyczk1wMGcHV4OLp2ukgbmprYUFzMmsJCCA6GAQMYPXp0mwA8V0ajkUGDBjFo0KAzvq8oCmVlZWd8iGjdKu3Xr1+b56Tx8fH4+fkBcOjQIdcHDrMZPx8fZpzDlmQajYa5MTHsKC+HsjK+/PJL7rjjDkJCQn7UvQpxIcgzTOFZ6upg8WLXajbnyKkoWK1WaoKD+fLWW8/ohnQ6nW0GxDS3FtXYnDkvL48//OEP1FVWwrFjUF9PuMHA9KgoRgYFYdRqqWtq4uvKSraXl2NpaoLwcBg0iAGJiTz77LOqDOaxWCwtz0Zbf/AoLCwkICCA+Ph4Tp48yanjxwnLyWF2VBR3DxnCuX7seOD778lsaoKRI7n77ruZMWNGt9yPEOdCWpjCsxQXdxmWDoeDRoulZe5i89dWmw2DwYDRaKSqspJhw4YxZcoU4uPjCQkJ8ajBIwkJCTz33HM8/vjjlOr1UFVFhdlMemEh6a0/w2q1rqCMjoaAAIYPH86jjz6q2shXo9HI4MGDGTx48BnfVxSF0tJSCgoKeOGFF7DX1WFtbCS4vJy9VVWu+aRnzSk1+vnh08GgozHBwWSeXpShvLy82+9LCHdIYArP0nqe5VkaGhooLCx0rZ+q0WA0GvEzGomMjMTPaMTX17dl1OewRYvA17enqj4vCQkJvPzyy2zYsIEtW7ZQGRrqmtDfegNpPz/Q6UhISCAlJYXp06er0iLuikajwWQyYTKZGDBgADUFBVBVxahhwxgZGPjDBxuLhcrKypbFGQIDA4nt1w/DWfdkbLU4g6WTfxNC9CQJTOFZ2hmd2dDQQEFhIXW1tcTExJA4aFCHLRPAFTQeHpbNgoKCWLBgAampqXz99ddtlo0zmUxMmTKFiy++2KNayJ3x8/Nz/R3gev7q4+NDQEBAm1axzW6nuKiIQ4cOERkRQWxsbMu8y4amJtdoYK32R4/YFeJCkcAUniU2FoxGsFiob2igsKCAuro6YmJjGdRVUDY7a2qFN9DpdEycOJGJEyeqXcqPFhUV5fo79PHhm6oqruxgzVyDXk///v2JiY11Befhw0RERBAbE8PuqqqWD09R5zDtRoju5HlraYm+zc+Psosv5tjx4xzLzCQoKIhRl1xCbEyMe2EJrqXyhGquu+4617PXiAh2VFRQ63B0en5zcI4aORKtVstHBw7wfXk59rAwfH19mTBhQg9VLkTnJDCFxzhx4gQrVqzgjwcPEnw6KGPOJSjBNf/ymmu6r0jRpaFDh7qmqphM2JxOPjy9s0pX9Ho9CfHxHAoOBh8fDhcVodVqvWKBedE3SGAK1R0/fpwnn3ySFStWMHr0aP64di0x8+adW1A2S0vzmueXvZVGo2H27NmuLtWICN4tLOTTsrIuX6coCn/Py2NfbS3+Q4Zw8ahRjBs3jnvvvZdXXnkFs9ncA9UL0TGZhylUc+zYMdLT0zl16hQ333wz06ZN+2GxbbsdnngCvv3W/QvecAPceWe31CrOjcPhYNmyZXx36JBrnmlNDTdER/OTmBii2/lAc7yujneLithVWemaQjNgALNmzeJXv/oVNTU1rF+/ns2bNzNhwgTmzZtHdHS0Cncl+joJTNHjMjMzSU9PJycnh1tuuYWpU6e2vyuFwwGvvQbbtp25HdTZjEaYPx/mzu2+osU5q62t5eGHHyYnOxtycqC0FA0wNiTEtVtJq8UZjtfXu0bW9usHsbFcccUVPPTQQ/icHm3bfL3169ezadMmrrjiCubNm0dMTIxq9yf6HglM0WOOHDlCeno6+fn5LUHp1pzC8nLYvBm2boWKih++n5AAKSkweXK701GE+urr61m5ciXffvuta45paanrP5vth5P8/Fzr40ZGgo8PKSkp3HnnnWeEZWu1tbVs2LCBjRs3cvnll5OamkpsbGwP3ZHoyyQwRbf7/vvvSU9Pp7CwsCUoz3fxchobXRP7AwJA9kr0CoqisGfPHjZu3Mje5kX1m5p+WJxBq0Wn03H11Vcza9Yshg0b5tZ16+rq2LBhAx9//DHjxo0jNTWVfv36deOdiL5OAlN0m8OHD5Oenk5xcTGpqalMnjz5/INS9ApFRUXs3LmTyspKrFYrfn5+REdHM3HixPNeYL2+vp6PPvqIjz76iLFjx5KamkpcXNwFrlwICUzRDQ4dOkR6ejpms5nU1FSuu+46CUrR7VoH55gxY0hLSyM+Pl7tskQvIoEpLghFUVqCsry8nHnz5nHttddKUIoe19DQwMcff8yGDRu45JJLSEtLIyEhQe2yRC8ggSl+FEVR+Pbbb0lPT6eiooLU1FSuvfbaDgdsCNFTGhsb+fjjj/nwww8ZNWoUaWlp9O/fX+2yhBeTwBTnRVEUDh48yJo1a6ipqSE1NZVJkyZJUAqPY7FY+Pjjj1m/fj0jR44kNTWVgQMHql2W8EISmOKcKIrCgQMHWLNmDbW1taSlpTFp0qSWbbWE8FQWi4WMjAz+/e9/M2LECObPny/BKc6JBKZwi6Io7Nu3j/T0dBoaGkhLS2PixIkSlMLrWCwWNm3axL///W+Sk5NJS0tzrX0rRBckMHuzb7+Fr76CmhrXr0ND4aqrYMQIty+hKAp79+4lPT2dxsZG5s+fz1VXXSVBKbye1Wpl8+bNfPDBByQlJXHrrbeeW3A6nbBrF+zbB3V1oNNBRIRrIQ15VtorSWD2Nk4nbNoEGzdCXl775yQmwuzZcP31rk1629E82Tw9PR2bzUZaWhpXXXWV12xiLIS7bDYbmzdv5v333ycpKYm0tDSGDBnS8QssFvjwQ9fqUx0tKn/xxXDjjTB+fLfULNQhgdmbWK3w7LPwzTfunT9xItx/P7Rank5RFHbv3s3atWtxOBzMnz+fCRMmSFCKXs9ms7Flyxbef/99Bg0axPz580lKSjrzpKoqWL4cTpxw76I//Sn8/OcXulShEgnM3sLphKeecj8sm02aBA88gALs2rWL9PR0FEUhLS1NglL0STabja1bt7Ju3ToSExOZP38+Q4cOdS3L+OCDcOrUuV0wNRUWLuyeYkWPksDsLTZudO3scY4U4Ptp0/jL8eNoNBrmz5/P+PHjJShFn2e32/nkk0947733GDBgAL/Saok51w+kzV54AdxcI1d4LgnM3uLXv+74mWU7FKCyspKCggLKwsLw/7//4/LLL5egFOIsdrud7RkZhN17LyF6Pf3i4ggKDDy3i1x3nevxh/Bqsm5Zb/Dtt26HpQJUVlRQUFiIVqMhIT6ei0ND0YSHdzgASIi+TK/XM91gwHnRRZSVlnLy5EmMRiNx/foRFBTk3kW+/BLuuAOCg7u3WNGtJDB7g6++6vIURVGoqKyksKAArY8PCfHxhISG0hKRX30FZw9wEEK47NyJVqPBZDIRGRVFeVkZJ7OyMPr60i8ujuCugtNud40vmDKlZ+oV3UICszdonmfZgbq6Ok6dOoWPjw8J/fsTEhJCm7ZkF9cQok9r9fOh1WiIiooiIjKS8rIyTmVlYTQaGThwIL6+vm5dQ3gnCcxerrKyklPZ2QwcOJCwsLC2QdlMumOF6Fg7Px+tg9NsNvP9kSMMGzYMfz8/t68hvIss19IbhIa2++2Kigqys7MZNnQo4Z2FJcizFSE608HPGLiCMyY6mv4JCWQePUpDQ0P7J57nBtnCc0hg9gZXXdXmW+Xl5eTk5DBs2DACAgK6vsbEid1QmBC9RDs/Y2eLiIhgwMCBZGZmUldff+ZBgwHGjeum4kRPkcDsDUaMgFa7LpSWlZGbl0dycjL+/v5dv374cNdyeUKI9k2aBG588AwPC2PgwIEcO3aMurq6M19/rlNRhMeRwOwtZs0CwFxaSkF+PsnJyfh19CzlbLNnd2NhQvQCvr6utZfdEBYWxqBBgzh2/Di1tbWuZ5cpKd1coOgJEpi9xfTpHI2IoLCw0BWWRqN7r5s61fXpVwjRuYULYehQt04NDQlh8ODBHD9xgpxJk2TKVi8hgdlLrP/wQ17Sahnys59hPJewvOee7i1MiN7C1xeeeML1CMMNIcHBRC1ZwtIDB9i/f3/31iZ6hCyN1wusW7eOrVu3snLlSiIjImD7dtfassePt/+C4cNd3bDSshTi3Nlsri30Nm2CgoK2xzUaGDsWfvITGD2aI0eO8PTTT7NkyRLGycAfryaB6cUUReHdd9/l888/Z+XKlYSHh595wvHjP2wgrdG4po5MnCgDfIS4EBQFDh5su4H0tddCdPQZpx47downn3ySe+65hyuuuEKdesWPJoHppRRF4e233+brr7/m6aefJrSTeWJCCPWdPHmSJ554gl/+8pdMlGlcXkkC0wspisI//vEPDhw4wIoVKwiRCdFCeIXs7Gwef/xxbrvtNq699lq1yxHnSALTyyiKwl//+leOHj3K8uXL3d8tQQjhEfLy8li2bBmLFi1i6tSpapcjzoEEphdRFIVXX32VU6dOsXz5cvdW8BFCeJyCggKWLVtGamoqM2bMULsc4SYJTC/hdDpZtWoVhYWFPPHEE+4vSiCE8EhFRUUsW7aMG2+8kRtuuEHtcoQbJDC9QFNTE3/+85+pqKjg0UcfdX+epRDCo5nNZpYuXUpKSgo33XST2uWILkhgejiHw8GLL75IfX09S5cu7Xy/PSGE1ykrK2Pp0qVMmTKFefPmqV2O6IQEpgez2+0899xzNDU18dBDD2EwGNQuSQjRDSoqKli2bBkTJ05k/vz5aGTvTI8kgemhbDYbzzzzDDqdjj/84Q/odLLXtxC9WXV1NcuWLeOyyy5j8eLFEpoeSALTA1mtVp5++mkCAgL43e9+J2EpRB9RU1PDo48+ysiRI/nFL34hoelhJDA9jMViYcWKFURERLBkyRJ8fHzULkkI0YPq6up47LHHGDp0KL/85S8lND2IBKYHaWhoYPny5fTr14/f/OY3aLWymYwQfVF9fT3Lly+nf//+3H333RKaHkIC00PU19fz+OOPM2jQIO666y75ARGij2tsbOTJJ58kOjqa3/72t/IB2gNIYHqA2tpaHnvsMYYPH87//M//SFgKIQDXI5qnnnqK0NBQ7rvvPnlEozIJTJVVV1fz6KOPMnr0aG677TYJSyHEGWw2GytXrsRoNPLAAw/IIEAVSWCqqLKykmXLlnHFFVewcOFCCUshRLvsdjvPPPMMGo2GBx98EL1er3ZJfZIEpkrKy8tZunQp1157LWlpaWqXI4TwcA6Hg+effx6r1cojjzwiC5moQAJTBaWlpSxdupRp06Zx8803q12OEMJLNDU18ac//YmamhqWLVsmS2X2MAnMHlZSUsLSpUu54YYb+MlPfqJ2OUIIL+N0Ovnzn/9MWVkZjz32mGzG0INknHIPKioq4uGHH+amm26SsBRCnBetVsu9995LTEwMjz32GA0NDWqX1GdIC/M81dbW8v3331NTU4PD4SAgIIDExEQSEhLaPT8/P59ly5Yxf/58pk+f3sPVCiF6G0VReO211zhx4gTLly8nMDBQ7ZJ6PQnMc6AoCseOHSMjI4MvvvgCu93e5pzhw4cza9YsrrzyypaRbDk5OTz22GMsXryYKVOm9HTZQoheSlEU/v73v3P48GFWrFhBUFCQ2iX1ahKYbqqtreW5557jwIED0NQEZWVQXg42GygK6HQQEgImExiNhIeH8+CDD2I0GnniiSe44447mDRpktq3IYToZRRF4a233mLPnj089dRThISE/HDwyBHYtAkyM6GhAXx9ITYWpk+HK65wvW8Jt0lguqGiooJHHnmEgrw8yM+H0lJoamJwQAAD/fzQaTSU2+3sr66mCSA4GAYMwKrRoNVqefTRR7nqqqvUvg0hRC+lKApr1qzhv//9L0899RThubnwj39AVlbHLwoPh7lzQcZTuE0+XnShsbGR5cuXU5CbC8eOQW0tkyMjmW0ykXTWM4NKm41Pysr4sLiYim+/5aRGQ//hw4mIiFCpeiFEX6DRaFiwYAE6nY43f/Yz7mlqwtDVMnoVFfC3v0FuLtxzD8jCKV2SUbJdePfdd8k6eRJOnEBbV8eDQ4Zw36BBbcISIMxgYF6/fjw5YAB+dXUMcToJ1On405/+hNPpVKF6IURfkjpkCGklJRz57jusVqt7L9q6Fd56q3sL6yUkMDths9nYsmULVFZCdTV3DRjAxPDwTl9TU1NDdU4Ofxw5kjC9HvLzKSoqYt++fT1UtRCiT1IUeO01+kVHEx0dzZGjR7G4G5rvvw9FRd1bXy8ggdmJL774grq6OigpIdrXl+lRUZ2eX11dzYmTJxmSlMSwqCimRUa6wtZuJyMjo4eqFkL0Sfv2QXExADHR0fSLjeXokSNYLJauX6sorsFBolMSmJ3YunUrNDZCbS0pJlOni6NXVVVxMiuLpKQkgk8P7Z5pMrn+IZaWsmfPHioqKnqqdCFEX7Nx4xm/NJlMxMXFcfToURobG7t+/bZtrlH/okMSmJ3Iz8+H2loAru6kK7aispKsU6cYmpREUKtnm7FGI0MDA6GmBkVRKCgo6PaahRB91OHDbb4VFRVFfHw8RzMzu14RqLYWcnK6qbjeQQKzE/X19eBwABDawXY6dXV15OXmMmzo0HZX2gjR6VquUV9f333FCiH6LkVx9Ya1IzIykv79+5OVlYWtqxakvEd1SgKzE3q9HrSuPyJbO6NcFSA7J4f4hAQCAgLavYZdUVquIXvYCSG6hUbT6SIEEeHhBIeEUFBY2Pl15D2qUxKYnQgNDXWtjAEcb+eTV2VlJQDhHXTX2p1OTjWvrgFnrsAhhBAXUheDEvvFxlJZUdH5IKAurtHXSWB2Yty4ca7l7vR6MszmM44pikJ+fj7x8fF0NBRoZ2Ul1XY7REYSGRlJYmJi9xcthOibpk7t9LBOpyM6JqbjsRSjRrmW9hQdksDsxMyZM13dqZGRfF1VhbnVnKay8nL0Ol2HrUZFUfi4pASMRggJYcaMGfh0tfKGEEKcr2nTulwbNiY6mpqamvYHAKWkdFNhvYcEZicSEhIYNWoUREejaLWsPHGChqYmnE4nBQUFHbYuFUVhdUEBR+vqICYGnU7HtGnTerx+IUQfEhoKkyd3eoqPjw+xsbHkn93K7NfPtRi76JQEZhfmz5+P1miEIUM42dDAQ0eOcCA/Hz8/v3a30ql3OHgtJ4f3Cgtd3RsmE7NmzSIsLEyF6oUQfcovfwkjRnR6islkoqG+3rUoC7g2i3j8cZAesC7JbiVu2Lp1K6tWrYLqapTjx6mpqmJ8dDQ/iYtjoJ8fPhoNFXY728vK+E95OVan07WFTkIC48aNY+nSpdIdK4ToGRYLPPss7NnT4Snm0lIqystJvuYaWL4c4uJ6sEDvJYHppm3btvHKK69QkJ0NpaXE+PjA2es0arUQEQHR0eDvz8SJE7nvvvswGAyq1CyE6KMUBfbvh4wM+OYbOGtanDMxkZdPnGDK8uWMGjdOpSK9jwTmOThw4AA///nPMZlM+Pr6ulbGaL2BdFAQ+PgwcOBA5syZw9SpUztdTk8IIbpdaSmcOPHDBtL9+sGgQezYsYMNGzbw/PPPy/uUmyQwz8E777xDaWkpCxcuZMuWLezfv5/a2locDgeBgYEkJiYyffp0kpOT5R+gEMKjKYrCb3/7WxYuXMj48ePVLscrSGC6qbq6mrvuuos///nPmGSukhCiF9i9ezdvvfUWq1atkg/5bpBRsm567733uOaaayQshRC9xrhx4zAajezYsUPtUryCBKYbysrK2L59O/PmzVO7FCGEuGA0Gg2LFy/mnXfewXF6kwjRMQlMN6xdu5bp06fLXEohRK8zatQooqOj2bZtm9qleDwJzC4UFhayc+dO5s6dq3YpQgjRLRYtWsTatWu73v6rj5PA7MI777zDT37yk3ZX9RFCiN5g6NChDBkyhIyMDLVL8WgSmJ3Izs7m22+/Zc6cOWqXIoQQ3WrhwoWsW7eOxg42ohYSmJ16++23ufnmm/Hz81O7FCGE6FYDBw5kzJgxfPjhh2qX4rEkMDuQmZnJyZMnXVt8CSFEH3DrrbeyYcMGamtr1S7FI0lgduCtt95i/vz5sg6sEKLPiI2N5aqrruL9999XuxSPJIHZjoMHD1JWVsbkLvaWE0KI3iYtLY2tW7dSUVGhdikeRwLzLIqi8NZbb7FgwQJ0XexeLoQQvU1ERARTp07l3XffVbsUjyOBeZbdu3djs9m4+uqr1S5FCCFUcfPNN/PFF19QXFysdikeRQKzFafTyerVq1m0aJEsRCyE6LOCg4OZNWsW6enpapfiUSQwW9mxYwdGo5FxsqGqEKKPu/HGG9m7dy95eXlql+IxJDBPczgcrFmzhsWLF0vrUgjR5wUEBDB37lzefvtttUvxGBKYp23bto3o6GhGjRqldilCCOERZs2axdGjRzl+/LjapXgECUzAZrOxdu1aFi1apHYpQgjhMXx9fUlNTZVW5mkSmEBGRgZJSUkMHTpU7VKEEMKjTJs2jYKCAg4fPqx2Karr84HZ0NDAunXrWLhwodqlCCGEx9HpdCxYsIC33noLRVHULkdVfT4wN2zYwJgxYxgwYIDapQghhEe65pprqKurY+/evWqXoqo+HZi1tbVs2LCBW2+9Ve1ShBDCY2m1WhYuXMjq1av7dCuzTwfmunXruOqqq4iNjVW7FCGE8GgTJkxAq9Xy3//+V+1SVNNnA7OiooJPPvmEtLQ0tUsRQgiPp9FoWLx4MW+//TZNTU1ql6OKPhuY7777LlOnTiUiIkLtUoQQwiuMHj2asLAwPvvsM7VLUUWfDMzi4mK++OILbr75ZrVLEUIIr9HcylyzZg12u13tcnpcnwzM9PR0Zs+eTXBwsNqlCCGEVxk+fDgDBw5k8+bNapfS4/pcYObm5rJ3715uvPFGtUsRQgivtHDhQt577z0sFovapfSoPheY77zzDnPnzsXf31/tUoQQwisNGjSIiy66iI8++kjtUnqUTu0CLrT6+nqys7Opq6tDo9EQFBREYmIiRqOR48ePc/ToUe6//361yxRCCK+2cOFC/vCHPzBz5kwCAwOprq4mNzeX+vp6fHx8CA4OZtCgQej1erVLvWA0Si+ZhXrixAk2btzIjh07sNlsZxwzGo1MnjyZI0eOMGPGDFJSUlSqUggheo+XX36Zuro6fHx8+Oqrr3A6nWccDw4OZtq0acyYMYPo6GiVqrxwvD4wy8vLeeGFF1wLAzudUFYGlZXgcLhO0OshPJxavZ6s7Gx+/vOf88ADD8iAHyGE+BFycnJ48skn2bx5MyOHD0dfVQXV1a73Xo0GDAaIjITQUDRaLddeey133303vr6+apd+3rw6MPPy8njssccoKymB/HxXWDY1keDnR4yvLwpQaLFQaLFQ3dCAT3Q0gcOGERsXx1NPPYXJZFL7FoQQwut89913rFixgvqqKiq//Rbf+nr8jUYGBwQQrtfjVBRyGhsps9lcwRkdDbGxDBs2jOXLlxMQEKD2LZwXrw3MiooKfve731FWVASZmfg0NnJNRAQpJhNDAwLQaDQAKIrCV4WFvHfqFCcNBpTAQBg6lPiBA3n++ecJDAxU+U6EEMJ75OTk8OCDD1JfXg5Hj6K320m2WLj9kksY0qrnzqko7Kmq4mOzmf3V1RAWBkOGMHLUKJYvX+6Vzza9dpTsq6++SpnZDJmZGK1Wnhg6lPsGDWJYYGBLWAKg0RBcWcmjF13EQ0OGoKuvh+PHyc/N5W9/+5t6NyCEEF5GURReeOEF6quq4OhRwhSFF0aM4NeJifiUl59xrlaj4fKwMJ4cNow7BwxwPSrLyuLQoUO8//776tzAj+SVgVlcXMzu3buhqAhNYyMPDR7M6JCQds+trKhAo9EQFhbGleHh3DdoENTWQmkp//nPf6iuru7h6oUQwjsdOnSI7OxsyMvD1+HgiaFDGRQQQExMDJWVlTR2MC/zhuhoFsXHQ3k5VFWRkZGBo3mciRfxysDcvHkzitMJpaVcGhzM2NDQds9TFIX8/Hzi4+NpbnNOiohgaGAgmM04HA4++eSTHqtbCCG8WUZGhmtQT0UFUyIjGXT6WaROpyMmJoaCgoIOXzs3JoZwgwHMZiorK/n66697quwLxusC0+l0ukKushJsNmZ1MlS5rKwMvV5P8FmtzxSTCRoboaaGLVu2dHfJQgjh9aqrq/nqq6+gtBScTtf7aCvRMTHU1tRQ39DQ7ut1Wi3To6JcI2mtVq987/W6wKyoqKCmpgZqagjS6RjbQVes0+mkoLCQ+IQENGcduzo8HJ1GA9XVFBcXY7Vau79wIYTwYnl5ea55ljU1DPL3Z8BZq6X5aLXE9utHQX5+h9e4LiICFAWqqzl16lR3l3zBeV1g1tXVub5wOAjV69Fqzo5Dl4rKSvyMRoLaGQVr0GoJ1Ong9J5uLdcUQgjRrvr6etcXDgcRBkO755iiomhsbKShsbHd4y2va2r64XpexOsCU6c7vZqfRkNTJzNiqqqqOt3rsklRXJNrW19TCCFEu3x8fFxfaDQ4Onjv1Wq1hIaGdjiYsuV1Go1Xvu96XWC2rNBjMFBqs1HXwUirxsZG/Pz82j1WZrNR19QEej0ajcZrJ9EKIURPaf3em9vY2GGDxc/PD0sHLczs5uebej1BQUHdUWa38srAHDRoEEREYHc6+bSsrM05iqJgtVgwdhCYm81mFICICEaOHOmVn3SEEKInJSYmEhISAhERlNts7Kmqavc8o58fjR0E5iazGXQ6CAtjzJgx3Vht9/C6wASYNWsW+PtDYCAZZjPOsz7pWK1WdHo9Ptq2t2d3OtlSWgohIeDr67qWEEKITun1eqZNmwahoWAw8LHZ3O55fn5+NFosnN3+rLLb+bKiAiIiQKv1yvderwzMSZMmubpRY2IotFj4W24urVf4a7RY2u2OVRSFVdnZVNntEBNDeHg448eP78nShRDCa82YMQONVgvR0RyorubD4uI25+h1OjSA3W5v+Z7d6eT5kydxAERHk5yc7Oop9DJeGZhGo5Ebb7wRwsMhJoaPSkp4NScHy+lRr+09v6x3OHghK4vPysogPh6Cg7nlllt+eJAthBCiUyaTicmTJ0NsLISH87fcXNYWFOA4a1svv1bdslV2O48fO8a3tbUwaBAYjcybN0+N8n80r314l5qaSnZ2Nv8F0GjYXFTEFxUVTImIYFhjIwPDwmhoaqLQYmFLaSmfl5djcTohIQFiY5k+fbpXdgkIIYSafv3rX1NQUMDR0zMN3ikoIMNsZnpUFNdFRhKu16P4+rK/vJxvSkvZWVHhalmeHnuyePFixo0bp/ZtnBev3a0EXE3+l19+mf/85z9QVwclJVBRQW1NDX7+/uiaW49aravf3GSCgABSUlK48847pXUphBDnob6+npUrV/Ltt99CVRWYza4VfE7HidVqpcnpxD8oyLUnpskERiOLFy/m5ptvPnODDC/i1YEJrueSmzZtYv369RQVFYHdzrFvvmHIgAFofXxcI7JCQ0Gno3///sydO5fJkyd77V+YEEJ4AofDwQcffMDGjRupqKgAqxVqasDhoKGxkdLqagZccglotSQnJzNv3jyvbVk28/rAbKYoCgcPHuS9995j7dq1jB49Go1GQ1BQECNGjGDmzJlcdNFFEpRCCHEBORwOdu/ezebNm8nOzqaurg6n08nhw4dZsmQJs2bN8soBPu3pNYHZbN++fXzwwQc89dRTapcihBB9kqIopKWl8de//vWHBQ96Aa8cJduZvLw8+vfvr3YZQgjRZ2k0GhISEsjLy1O7lAuqVwZmfHy82mUIIUSfJoHpBXJzc6WFKYQQKuvfv78EpidTFIW8vDwSEhLULkUIIfq0hIQEcnNz1S7jgupVgVldXY1Go+lVD5mFEMIbJSQkkN/JZtLeqFcFZnN3rEwdEUIIdZlMJmpra2lo3tKrF+hVgZmfny/dsUII4QE0Gg3x8fG9qpXZqwIzNzdXAlMIITxEbxsp26sCU+ZgCiGE5+htA396XWDKHEwhhPAMvW1qSa8JzLq6OiwWCxEREWqXIoQQAumS9VjN8y9lhKwQQniGmJgYKioqsNlsapdyQfS6wBRCCOEZfHx8iImJ6TUjZXtNYMqSeEII4Xl603PMXhOYMgdTCCE8T296jtlrAlPmYAohhOeRwPQwFouF6upqTCaT2qUIIYRopTfNxewVgdk8/1Kr7RW3I4QQvUZcXBxmsxmHw6F2KT9ar0gYGSErhBCeSa/XExkZSVFRkdql/GgSmEIIIbpVb3mOKYEphBCiW/Xv379XPMfsFYEpczCFEMJzSQvTQ9hsNsrLy4mJiVG7FCGEEO2QwPQQhYWFREdHo9Pp1C5FCCFEO+Lj4ykoKMDpdKpdyo/i9YEpzy+FEMKzGY1GQkNDKSkpUbuUH8XrA1OeXwohhOfrDd2yXh+Y0sIUQgjP1xtW/JHAFEII0e369+/v9dt8eXVgOhwOiouLiYuLU7sUIYQQnZAWpsqKi4uJiIjAYDCoXYoQQohOND/DVBRF7VLOm1cHpnTHCiGEdwgICMDf35/y8nK1SzlvXh+YMkJWCCG8g7d3y3p9YMbHx6tdhhBCCDd4+9QSrw5MmYMphBDew9sD02vXk1MUhYKCAmlhCiGEFygqKmL//v1kZGSQnZ2NVqslODiYSy65hMmTJxMQEKB2iV3yrsBUFMjKgtpaKioqGAj4+fmpXZUQQogO7Nu3jw0bNrBv3z5sNhtFJ06Q6eMDGg3o9ezatYt//vOfXHfddfzkJz/x6EaQRvGGMb7V1bB1K2zeDGYzAFVVVZSUlDBs6lRISYHJk8HfX+VChRBCgKsX8O9//zsffvgh2GxQWgqlpVSXlhIUHIxWo3GdGBAAJhNERGAwGvnd737HlVdeqW7xHfD8wNy+HV55Bez2M75dVFyM3Wb74RlmQAA8+CCMGaNCkUIIIZopisKqVav45JNPoKQEcnPRAJeFhJBYV0dyv374+fuT09jI5tJSshsaQK+HpCQ0QUE88MADTJo0Se3baMOzAzMjA/7v/9o9lHXqFIGBgZiion74po8PPPwwjB/fQwUKIYQ42/vvv8+bb74JhYWQn8/4sDDuSEggxmjkVHY2/v7+RJtMgCtcv6+r4+VTpyiy2WDYMHRhYTzzzDMMGzZM3Rs5i+eOkv32W3jttQ4PWxob2z6/bGqC558HL1+vUAghvFV9fT1r166FykrIz2dyZCSPDBlCjNEIuMadNDY2tpyv0Wi4KCiI54cPJ8HXF44fx9HQwNtvv63WLXTIcwNz3TrXIJ92KEBjYyN+p/8CzmC1wocfdm9tQggh2vXZZ59hsVigsJAEPz9+M3DgD88rAT+jEUurwGwWotezLCkJTVMTmM0cOHCAgoKCniy9S54ZmEVFcOBAh4ftNhtarRadroNBvp9/Dg0N3VKaEEKI9imKQkZGBtTXQ309s00mdNozY+bsFmZr/YxGLg8NdQ0QUhQ2bdrUA1W7zzMDc+vWDluXAI0WS+fTSSwW2LGjGwoTQgjRkcLCQtfCBKWlGH18uDYyss05eoMBp9OJw+Fo9xopJpNrkGdVFTt37uzuks+JZwZmcXGnhxsbGzG21x17DtcQQghxYVVWVrq+sFgY5O+Pv49Pm3M0gNHPj0aLpd1rXBQY2HKNqqqq7in0PHlmYFqtnR5WFKXrLb06+MsQQgjRPazN791OJwZtx/Fi9PXF2dTU7rGW1zmd2O12nE7nhS7zvHlmYHaxeo/Ox8f1ULkzXrDMkhBC9Cb+zYvH+PhQ10GXK0BDQwN6vb7dY3XNQerjg9FoRNtJ8PY0z6mkteTkTg939tC4xdChF7AgIYQQXYmOjnZ9ERjIyYYGStrpLXQqClartcPHajsrKlquERMT012lnhfPDMzJk8HXt8PDzf3fHQ4LMpng8su7pTQhhBDtCw8P59JLL4WoKBRg8+mlTFuzWq3oDYZ2W46KopBhNruWOQ0MZOrUqT1Qtfs8MzADAuCaazo8rPPxwcfHB7vN1v4J06e7FvYVQgjRo1JSUsBggNBQtpSWUnbW+3SHc+iB3VVVZDU0gMmEwWBgypQpPVGy2zwzMAFSUyEkpMPDfkZj+92ycXEwa1Y3FiaEEKIj48aNw2QyQXw8tYrCE5mZVLYKzXZXaQMO19TwQlaWq8EUGcm1115LYPOIWQ/huYFpMsHjj0NQULuH232OaTLBE0/IgB8hhFCJVqtlyZIl+AQGQlISOTYb93//PZvMZixNTa5pga0Cs9Rq5a38fB7NzMRiMMDQoZhiYli0aJGKd9E+z158HaCgAP78Zzh69Ixvl5jNNDQ0kDhwoKv79dJLYckSCAtTpUwhhBA/+Pzzz3nppZdw1tbCqVPQ0ICfjw+JFgtJMTHoDQZyGhvZU13tGo8SFgYDBxIaGcnKlStJSEhQ+xba8PzAbJaVBRs3wq5dUFtLTV0dx0pKuOy++1z7YcbGql2hEEKIVvbu3cvzzz9PfX091NVBSQkVp04RFhyMRqNxPeuMiHD1DhoMDBgwgMcee8zVpeuBvCcwz1JdXc2vfvUr1qxZ4/qDF0II4XHq6+vZvn07GzduJCsriyNHjjB69Ogzzhk9ejQpKSlcfvnl+LSzOpCn6GD1cs8XfPoTSnV1NaGhoWqXI4QQoh0BAQHccMMNzJ49m3fffZf169czZ84cdDodQUFBjBo1iri4OLXLdIvXBqZGo6F///7k5uZKYAohhIfTaDQYDAamTp3KrbfeqnY558VzR8m6ISEhgXzZLFoIIbxCXl6eRw7mcZfXB2Zubq7aZQghhHBDXl4e/fv3V7uM8+b1gZmXl6d2GUIIIbqgKAp5eXnEx8erXcp5k8AUQgjR7SoqKjAYDAR1sBiNN/DqwIyIiMBisVBXV6d2KUIIITrh7d2x4OWBqdFopJUphBBeIDc316u7Y8HLAxOkW1YIIbyBtDA9gIyUFUIIz+ftU0qgFwRm//79ZS6mEEJ4OAlMDyAtTCGE8GzV1dU4nU6vX5XN6wPTZDJRU1ODxWJRuxQhhBDtaG5devtGGV4fmFqtlri4OBn4I4QQHqo3dMdCLwhMkJGyQgjhyXrDCFmQwBRCCNHNesMcTJDAFEII0c2khelBJDCFEMIz1dfX09DQQGRkpNql/Gi9IjBjY2MpKyvDZrOpXYoQQohWessIWeglganT6YiOjqawsFDtUoQQQrTSW0bIQi8JTJBuWSGE8EQSmB6of//+suKPEEJ4GAlMDyQtTCGE8Dy5ubkSmJ5GAlMIITyLxWKhqqqK6OhotUu5IHpNYMbFxVFcXExTU5PapQghhAAKCgro168fPj4+apdyQfSawDQYDERERFBcXKx2KUIIIehd3bHQiwITZKsvIYTwJL1lhZ9mvSow+/fvL88xhRDCQ/SmEbLQywIzPj5eAlMIITyEBKYHk7mYQgjhGex2O2azmX79+qldygXTqwIzPj6egoICFEVRuxQhhOjTCgsLMZlM6HQ6tUu5YHpVYPr5+REUFITZbFa7FCGE6NN624Af6GWBCdItK4QQnqC3Pb+EXhiYCQkJ5Ofnq12GEEL0ab1tDib00sCUFqYQQqirN3bJ9p6nsafFxMSwbt06Dh8+jEajISgoiH79+vWqB89CCOFpLBYLhYWF1NfXo9FoyMrKIjY2Vu2yLiiN0kuGlBYUFLBp0yY2bdrEV199xdixY1uOhYSEMG3aNGbMmIHJZFKxSiGE6F1OnjxJRkYGn3/+OTabDXCFZ2ZmJtdffz0zZ87k+uuvJyQkROVKfzyvD8yamhr+93//l127doGiQEUFhd99R3REhGvBX70ewsMhNBSNVsvVV1/N3Xffjb+/v9qlCyGE1yoqKuLPf/4z33//PTidUFYGNTXgcGCxWKi1WokaPhyCg9HpdMycOZPbb7/dq3v7vDowS0pKePTRRykqKIDCQigtBbsdXWMj/UNC8DUYKLZaqbTbwWAAkwliYxmYmMiTTz5JWFiY2rcghBBe58SJEzzxxBNUl5dDQYErLJuaiPH1JdxgoLq2liKbDafBAH5+EB0NJhOXXHIJy5Ytw2g0qn0L58VrA7Ompobf//73FObmwrFjaOrruTw0lBSTibCKCvz8/YmJjqZJUdhTVcXHZjMHqqshJASSkhg0ZAjPPvus1/7FCSGEGoqKinjggQeoKS2FzEx0VisTw8OZFR3NsIAANBoNJ7OyMAYGckyrZaPZTGZdHURGQmIi4y6/nKVLl3rlll9e2zZ+7bXXKMzPh+PH0Tc08MDgwVwZHg5AicVCQ2MjAD4aDePDwhgfFsanZWX876lTOE+cIEuj4Y033uDXv/61mrchhBBeQ1EUnn/+eWoqKiAzk0CHg8eSkxkeFHTGeY2NjUSbTFwXGMi1ERG8W1jIOwUFoNXyjUbDhx9+yNy5c1W6i/PnldNKysrK+PLLL6GkBGpr+d2gQS1hCa4VfyynA7O1KZGR/HrAAKiqgtJSPv30U+rq6nqwciGE8F5Hjx7l+PHjkJ+PzmrlsaSkNmGpAJbGRox+fgBoNBrS4uK4OTYWzGaoqeGjjz7C6XSqcAc/jlcG5pYtW1zrxZrNjAoO5qpWYQlg9POjsZ3ABJgWFUWivz+YzdhsNj799NOeKFkIIbxeRkYGNDVBeTnXRUa2CUsAm9WKTqdDd1aX661xcQTrdFBSQllZGd98801PlX3BeF1gOp1OtmzZ4molWq3MameaiF6vR8G1Wv7ZNBoNKSYTNDRAXR2bN2/u/qKFEMLL1dbWunr2Tg/wae+9F6DRYmlpXbam12qZFhXleu+22di0aVM3V3zheV1gVlRUUFlZCVVVBOh0XB4a2uYcDa5u2UaLpd1rXBsRgY9GA1VV5Ofnt8wdEkII0b7c3FwcDgdUVTHQ35/BAQHtntfY2IhfB4Mpp0ZGuqb/VVdz8uTJ7iy3W3hdYNbX17u+cDgI1+vRadu/BX8/PxoaGto9ZvTxIVCnA4cDQJ5jCiFEF1reJx0OogyGDs+zNDZ2OM89svl1DodXvu96XWBqmwNSo8HZyYyYsPBwzGZzh3tjtn6tNw5vFkKInuTOe6/NbqeyspKQdnr+AFqG+Wg0Xvm+63WBGRwc7PpCr6fUZqOxqanD8/Q6HWXl5W2OVdps1DU1gcGARqMhoIOuBSGEEC6t33vzLJZ2GyNFhYVERkZi0OvbvUZe82BMvZ6gdgYMeTqvDMyEhASIiMDmdPJZWVm752mA+Ph4CgoK2gxf3lJaigIQHs7w4cO9eqkmIYToCYmJiQQGBkJEBGarlX3V1Wcct1qtlJeXd7rg+iazGXx8IDSUUaNGdXfJF5zXBaZGo2HWrFkQEAABAWzspNs1KCgIPz8/SktLW77XpChsLi2F4GAwGl3XEkII0SmDwcDUqVMhLAz0ejaazWccLygowBQdjb6D1mWtw8GOigqIiAAfH1JSUnqi7AvK6wIT4LrrrnMtaRcdTW5jo2sFiQ7Ex8VRWFREk9OJoii8npNDuc0G0dGEhIQwYcKEHqxcCCG818yZM0Gjgehovqmq4pPTjZHGxkaqqquJiYlp93VNisJLWVnYFAWioxk8eDBDhw7tydIvCK8MTH9/f2bPnu1amzAqincLC/lnXh6OdlaOCAgIICgwkILiYv4vJ4cMsxliYyE0lJtuuqnDT0NCCCHO1K9fPyZOnOh6Dw0JYVV2Nh+VlJCfn09sTEybxQoAGpqaWHn8ON9UVcGAAeDnxy233IJGo+n5G/iRvPbh3YIFCzh16hR7FQU0GtYVFbG9vJzpUVFcHxnZMny52GrlM62WD44cwScwEE2/fpCQwKRJk7xyLUMhhFDTb3/7WwoLC8lSFJSTJ/m/rCyMFgsLhw1jit3uWs0HyGlsZJPZzPbycixOJwwcCCYTt9xyC1dddZW6N3GevHa3EnBtUvrcc8+5lliqqnKtU1hdDYqCVqNBwbVYMBoNFYqCPTyc6CFDuOaaa1iyZIm0LoUQ4jxUV1ezfPlyjh87Rt7Bg4Q7HASc7uHTaTQ0cfq9V6t17UccHQ0BAfz0pz/lZz/7mVe2LsHLAxOgqamJDz74gI8++si1ApDVCpWVLYsSoNdDWBhWReHEiRM8/fTTpKWlee1fmBBCeAKLxcLzzz/PP/7xD0aMGIGmsdHVYGlqcj3n1OtdYanTkZCQQGpqKtdcc43aZf8oXh+YzRwOB19//TWbNm0iMzMTq9UKgNFo5KKLLmLmzJns27cPvV7PHXfcoXK1Qgjh3RRF4aGHHuLaa69Fp9OxefNmsrOzW5YaDQgIYPTo0cyaNYuLL764VzRSek1gns1xuoXZeo5lZWUld999N//7v/9LZGSkWqUJIYTX27t3L3//+9955ZVXflgFCLDZbPj4+HjlSj5d8cpRsu7Q6XRtFiQICwtj+vTprF27VqWqhBDC+ymKwltvvcXChQvPCEtwzdfsjWEJvTgwOzJ37lx27txJYWGh2qUIIYRX2rlzJ1qtts/NY+9zgRkUFMSNN97IO++8o3YpQgjhdZxOJ2+//TaLFi3qFc8lz0WfC0yAOXPm8O2335Kdna12KUII4VU+++wzQkJCGDNmjNql9Lg+GZhGo5Gbb76Zt99+W+1ShBDCa9jtdtasWdMnW5fQRwMTXGsinjx5kszMTLVLEUIIr7B161YSEhK46KKL1C5FFX02MA0GA/Pnz+ett95SuxQhhPB4FouFf/3rXyxatEjtUlTTZwMTYPLkyZSVlXHw4EG1SxFCCI/28ccfM2LECAYPHqx2Karp04Gp0+lYsGABb731Vod7agohRF9XX1/Pv//9bxYsWKB2Karq04EJcPXVV2Oz2di9e7fapQghhEf697//zeWXX058fLzapaiqzwemRqNh8eLFrF69Gmc7+2kKIURfVl1dTUZGBvPnz1e7FNX1+cAEuOyyyzAajezYsUPtUoQQwqO89957XHPNNZhMJrVLUZ0EJj+0MtesWdOyaLsQQvR1ZWVlbN++nXnz5qldikeQwDxt1KhRREdHs23bNrVLEUIIj7B27VqmT59OWFiY2qV4BAnMVhYtWsTatWtb9nMTQoi+qrCwkJ07dzJ37ly1S/EYEpitDB06lKSkJDIyMtQuRQghVPXOO+9w4403EhQUpHYpHkMC8ywLFy5k3bp1NDQ0qF2KEEKo4tSpU3z77bfMmTNH7VI8igTmWQYMGMCll17Khg0b1C5FCCFU8fbbb3PLLbdgNBrVLsWjSGC2Y/78+WzYsIHa2lq1SxFCiB519OhRsrKymDFjhtqleBwJzHbExsYyceJE1q1bp3YpQgjRYxRF4a233uLWW2/FYDCoXY7HkcDsQGpqKlu3bqWiokLtUoQQokccPHiQ8vJyJk+erHYpHkkCswMRERFcf/31vPvuu2qXIoQQ3U5RFFavXs2CBQvw8fFRuxyPJIHZiZtvvpkvvviC4uJitUsRQohutXv3bmw2G1dffbXapXgsCcxOBAcHM3v2bNLT09UuRQghuo3T6WT16tUsXrwYjUajdjkeSwKzCzfeeCN79+4lNzdX7VKEEKJb7NixAz8/Py677DK1S/FoEphd8Pf356c//SnvvPOO2qUIIcQF53A4eOedd6R16QYJTDfMmjWLo0ePcvz4cbVLEUKIC2rbtm3ExMQwcuRItUvxeBKYbjAYDKSlpbF69Wq1SxFCiAvGZrOxdu1aFi9erHYpXkEC003XX389hYWFHDp0qOV79fX1FBUVkZ+fT1VVFYqiqFihEEK05XA4KC8vJy8vD7PZjNVqbTm2ceNGkpKSSEpKUrFC76FTuwBvodPpWLBgAW+++SYzZ84kIyOjTRdtWFgY06ZNY8aMGURGRqpUqRBCuBZQz8jI4PPPP8disbR8X6PRMHbsWCZPnsy6detYuXKlilV6F40izSK3KIrCv/71L5YtW0ZMTAyhvr5QXg42GygK6HQQHAxhYWg0Gq688kruuusuQkJC1C5dCNGHZGdn8+qrr3LkyBFwOl3vU/X10NQEWi34+kJUFIWlpeh0Ol588UUmTpyodtleQQLTDQ6Hg5deeokdO3ZQk5uLNSeHKF9fdBoN4QYDOo2GKrudhqamln+MxMQQ068fy5cvp1+/fmrfghCiDzh48CBPP/00jTU1UFQEZWXgcBCs0xGk02F1Oimz2XACRRYLkRdfjG94OIsWLWLevHlql+/xJDC7oCgKL730Ep999hnk5UFREYaGBubExXHTwIEE6/UAOJxOdldVkWE2c7CmBgIDISkJU1wcL7zwAmFhYSrfiRCiN8vMzOSRRx7BVlUFx46hs9u5MjycFJOJEYGBLVNGiiwW3j56lC9ra3EajZCYCJGR3HHHHfzkJz9R9yY8nAz66cLmzZtdYZmfD0VFpJhM/HXMGMY0NhKk++ERsE6r5crwcJ5KTmZZUhKGhgY4dgxzcTEvvviiincghOjtrFYrK1euxFZbC5mZRAIvXXQRvx88mIuCgs6YXxnh48MUp5M3x47lkqAgOHUKKiv5+9//TmZmpno34QUkMDuhKArr16+HujooLGR6VBS/GjCAsJAQ9AYDZWVl7b5ufFgYDw8ZgqahAfLzOXjwIFlZWT1bvBCiz9ixY4drZ6WsLIIUhaeGDWOgv3+75xYWFBAZFUWYvz+PDR1KckAAZGWh2O1s2LChhyv3LhKYnTh48CCFhYVQUkKATscd/fuj0WjQAPHx8RQUFuJ0Ott97WWhoVwdHu56huB0smnTpp4tXgjRJyiKwscffwwNDVBby7x+/Yjz82v3XIvVSkVFBbGxsQAYtFruGjDANSCorIydO3dSWVnZk+V7FQnMTmzatAnsdqioYEpEBMZWW94EBQbi7+eHubS0w9fPMpnA4YDycj777DMaGhp6omwhRB9y4sQJVw+W2YxBq2VKJ1PaCgoKiI6ORt/qcdKggACGBwaC2YzD4eCTTz7pibK9kgRmJ44ePQrV1aAoXB8V1eZ4XHw8RYWFNHXQyhweGEic0QiVlVitVnJycrq7ZCFEH3P06FHXF5WVXBkWdsbYitYaGxuprq4mJiamzbFpUVFgsUBDgzzH7IQEZidqa2tdLUwgxte3zfEAf3+CgoMpKipq9/Uajcb1utPXqKur675ihRB9Um1tresLh6Pd9ykABcjLzyc2NrbdzaFbXudwyPtUJyQwO+HOyv0D+venrKyMkpKSHqhICCE61t4cQQXIPnUKp9NJtMnk9utEWxKYnQgMDITT8yyLWq2/2Jper2d4cjLFxcUUFxefcUxRFNfrTl8jMDCwewsWQvQ5QUFBri90ujbvU4qicCorC4vFQlJSElpt+2/5xc2v0+l+uJ5oQwKzE8OHD4fQUNBq2drJ4B5fX1+Shw+nxGymsFX37He1tRRaLBAejtFoJDExsQeqFkL0JcOHD3d9ERbGV5WV1DocgCssT2ZlYbPbGTpsGD4dhCXAltJS8PMDf3+Sk5N7omyvJIHZiZSUFNcaseHhfFpWhqWpqcNzfQ0GhicnU1ZaSkFhIQAbzeaW10+ePBmj0dhTpQsh+oghQ4a4dhuJjsbudLKttBSnonDi5EmampoYmpTUaVierK8ns64OTCZ0Oh3XX399D1bvXSQwOzFy5Eji4uIgOprGpiZey8npdAsvg8FA8vDhVJSX81FmJv+trHStK6vVMnPmzB6sXAjRl8yaNcvVQgwOZm1hIV98/z2KopA0ZEiH3bAAlqYm/l92Nvj4QGQkEydOlA0jOiGB2QmNRsNPf/pTCAiA+Hg+LStjVXY2jg6mkQAY9HoqoqN5uaCA6qYmiIvj0ksvZeDAgT1XuBCiT7n66quJjIzEOXAgxfX1vFRejiY2ttOwrHU4eOLYMY43NMDgwWh0OubMmdODVXsfWXy9C4qisGrVKtdk3oICKCggwmBgRlQU06KiCDcYALA7neysrGRjSQlH6upwBgSQ6XQSm5DARx99RGhoqLo3IoTo1b7//nt++tOfonc46G+14mOzMT40lBSTiUuCg1tG/ec1NpJhNrO9rIwGRYFBgyA8nLvuusv1GEp0SALTDQ6Hg1WrVrF9+3bXQgbFxVBTgwYI1enw0WiocTiwOZ1gNILJBCYTppgYDAYDI0eO5K677nJrmooQQpyrxsZGnnzySZqamsjJyaGh+X2qrAzsdvx8fAjU6bA2NVHjcLj2xQwPh5gY8Pfn9ttv56abblL7NjyeBKabFEXhww8/ZN26dVRXV7tWxSgvdy1K4HS6BveEhEBICD4+PkyaNIn/+Z//wcfHh+XLlxMXF8c999zTaReJEEKcq/r6epYvX05CQgL33HMP+fn5/OUvf+HgwYOuze0rKlwbSDRvIG00QmQk6HTExcVx2223MX78eLVvwytIYJ4jh8PBzp07ycjI4LvvvjvjWFRUFDNmzOD6668/Y/9Li8XCihUriIiIYMmSJe2utCGEEOeqrq6Oxx57jKSkJH71q1+d0YuVl5fHpk2b2L59O/X19S3f9/HxYfz48aSkpDBq1Cjp+ToHEpg/gs1mo7a2FofDQWBgIP7+/h3+47NarTz11FMEBgbyu9/9Dl0H6z0KIYQ7ampqePTRRxk5ciS/+MUvOnzvcTqd1NfXU19fj6+vL0FBQfL+c54kMHuQzWbjj3/8I3q9nj/84Q/yj1YIcV6qq6tZtmwZl112GYsXL5ZWYg+RwOxhdrudZ599FqfTyUMPPYTh9ChbIYRwR0VFBcuWLeOqq67i1ltvlbDsQRKYKnA4HLz44ovU19ezbNkyCU0hhFvKyspYunQpU6ZMYd68eWqX0+dIYKqkqamJP//5z1RUVPDoo4/KsnlCiE6ZzWaWLl1KSkqKTAFRicxxUImPjw/33XcfUVFRPPHEEzQ2NqpdkhDCQxUVFfHwww8zZ84cCUsVSWCqSKvVsmTJEhISEnj00UfPGPothBAABQUFPPLII9xyyy3ccMMNapfTp0lgqkyj0fDrX/+apKQkHn300R92TxdC9Hl5eXk88sgj3HrrrcyYMUPtcvo8eYbpIRRF4R//+AcHDx5kxYoVBAcHq12SEEJF2dnZPP744/z85z/nuuuuU7scgbQwPYZGo+G2225j7NixPPzww1RVValdkhBCJSdPnuTRRx/ljjvukLD0INLC9DCKorB27Vp27NjB008/TXh4uNolCSF60LFjx3jyySe5++67mTBhgtrliFYkMD3Ue++9xyeffMLKlSuJjIxUuxwhRA84cuQITz/9NEuWLGHcuHFqlyPOIoHpwdavX8/HH3/MypUrMZlMapcjhOhGhw8f5plnnuH+++/n0ksvVbsc0Q4JTA/38ccf88EHH/D0008TGxurdjlCiG5w4MABnn/+eR588EFGjRqldjmiAxKYXmDz5s28++67rFixgvj4eLXLEUJcQHv37uWll17i4Ycf5qKLLlK7HNEJCUwvsW3bNlavXs2TTz7JgAED1C5HCHEB7Nq1i1WrVrFs2TKSk5PVLkd0QQLTi3z++ee88cYbLF++nMTERLXLEUL8CDt37uTVV1/l8ccfJykpSe1yhBskML3Ml19+yV/+8hcef/xxhgwZonY5QojzsGPHDv72t7/xxBNPMGjQILXLEW6SwPRCX3/9Na+88gqPPvoow4YNU7scIcQ5+PTTT3nrrbfk8YoXksD0Ut988w0vv/wyjzzyCCNGjGj3nNLSUo4fP05dXR0AgYGBDBs2jIiIiJ4sVYheKy8vj5ycHOrq6tDpdAQHBzNixAgCAwPbPX/r1q2sWbOGp556SgbweSEJTC+2f/9+XnjhhTOGoiuKwr59+9i4cSN79uzh7L9erVbL+PHjmTVrFqNGjZLd2oU4Rw6Hg507d7Jx40a+//77NscNBgPXXHMNKSkpZzw22bhxI++//z5PPfUU/fr168mSxQUigenlvv32W5599lkeeOABTCYTK1euJDc3F+x2KC2FigpwOFwn6/UQHg6RkaDXM3jwYB555BFZFEEIN33//fc899xzlJeXg8UCZjNUV0NTE2g0YDBARITrZ0yrZezYsfz+979n27ZtbNiwgZUrVxIdHa32bYjzJIHZC3z//fc89NBD2Gw29AC5ua6gVBQuDgoixtcXBSi0WDhSVwdarSs4+/cnNDKSp59+mv79+6t8F0J4tl27dvHss89ir62FnByoqcEHGB0cTLjBQJOicKqhgVMNDeDjAyYTxMdjs9uJiYnhhRdeICoqSu3bED+CTu0CxI/XvED70YMHGaooBGk0pERHk2IyEWs0nnFuXmMjm8xmNpnNOOrrqUpO5vHHH+eFF16QZ5tCdODIkSOusKyshGPHCALm9OvH9KgowgyGlvMUReFYfT0fl5TweVERtcXF5BgMJCYmEhQUpN4NiAtCtvfqBV599VUUu51krRZtTQ0Pxsbyi/7924QlQIKfH3cOGMCKYcPws9kgM5OykhJef/11FSoXwvM5nU7+9Kc/uVqWx44Rq9PxpxEjSIuLOyMswbVN37DAQO4fPJjFQUFQU8Nwg4GC/Hz+9a9/qXQH4kKRwPRy+fn57N+/H4qLMTQ18fSoUejNZsrKyzt93cXBwTw8ZAg0NIDZzFdffUVZWVkPVS2E99izZw/FxcWQn08AsHzoUGLa+TDaTME1enZ4UxP3JifjU1sLVVVs2bIFm83WY3WLC08C08tt2rQJFAVKS7k8NJSxUVEkJyeTl5dHaRcBOCYkhFHBwWA2oygKW7Zs6aGqhfAeGRkZYLNBZSUzoqLa7blppgC5OTnU1tSQnJzMnH79iPL1hZISampq+O9//9tzhYsLTgLTizU1NfHpp5+6BvjY7cw6PdrVz8+P5ORkCvLzMZvNnV5jlskEVitUVbF169Y201CE6MvKysrYu3cvlJaiAWZ0MmhHAXKys6mvr2dYcjI6nQ6tRuN6TW0tWCxs3bq1x2oXF54EpherrKykvr4eamsJ0ukYHRzccszPaCQ5OZnCoiJKSko6vMbloaEYtFqoqaGiooKGhoaeKF0Ir1BQUOD6oqaGoQEBHXbFKopC9qlTNDQ2MmzYMHQ+Pi3HromIcPUC1dSQn5/fE2WLbiKB6cVaws3hIESvb7MIgdFoZHhyMiUlJWRnZ2Oz29tcQ6fVEqTTueaRgSuAhRBAq5+HpiZC9fp2z2lobCQrKwur1cqwYcPwaRWWACE6Xcs15OfLu0lgejF98w+wVovN6Wz3HF9fX0aMGIFGq+XQoUPk5OS0CU6b0+madI1rlRIhhEvrnzH7WT9jDQ0NnDhxgqNHj+Lv7+8KS23bt1R782MOrVZ+vryczMP0YsHNXbAGA+U2G5U2W5th7gA6nY4B/fsTGxtLcVERhw4dIjIigtjYWCqcTmodDvD1RavVdrgGphB9UWhoqOsLg4Gs2locTic2i4WCwkLqamuJiY0lcdCgdoOy2fHmVqXB8MPPrPBK0sL0YgEBAa6F1yMjaQK2djEq1qDX079/f0aOHOlqcR4+zNtHjuBUFIiMZMyYMeh08hlKiGaJiYmuhUEiIym3WHjv0CEyMzMJDAxk1CWXEBsT02lYAmSYza5lKUNDGTduXA9VLrqDBKaXmzVrFhiNEBzMZrO5TbdRewx6Pf0TEhg6YgRf1NdTbLGQXVDAlVde2QMVC+E9dDodo0eP5rjZTFVjI/+12xk5apRbQQlQYrWyu6oKoqJAoyElJaX7ixbdRgLTy02YMIGQkBCIjaXMbufPp065WoxdcDidvJyXh9PXF9MllxAWFsYbb7zB//t//6/LqShC9AXHjx/nySef5OuvvyYkNJSwESPIcTp5t6jIrdc3NDWx8vhxFK0WTCZGjx5NXFxcN1ctupMEppfT6/WkpaVBcDDEx7OjvJxnTpygspMVRcpsNp46fpxdlZUwYAC60FAef/xxXn/9dQIDA1myZAmvvPKKBKfok5qD8umnn2bMmDGsXr2a22+/HW1MDERFsbawkNdzcmg4PbK8PXmNjTx05AhZjY0wZAhao9H1cyq8muxW0gsoisJrr73mWpGkpARyc9EBV4aHc31kJNG+voBrt5KtZWV8XVmJE2DgQIiKYu7cudx2220t16utrWX9+vVs2rSJK664gnnz5hETE6PGrQnRYzIzM0lPTycnJ4ebb76Z66+/vmVUq8Ph4Mknn3QtQ5mbC8XFGH18uC4igusiIgg3GHA4nZw6vbnBtzU1rh1LhgyBkBB+85vfMG3aNJXvUPxYEpi9hKIovPHGG6xfv/6HffrKyn7YC7OZTud6nmIyga8vaWlp3Hrrre1uJF1bW8uHH35IRkYG48ePZ968ecTGxvbMDQnRQ44ePUp6ejq5ubnccsstXH/99T9MJ2nFZrPxwgsv8NVXX0F9vevDaUUFnD1uwNfX9TMWFYWP0cg999zD1KlTe+huRHeSwOxldu7cyfr16zly5IjrB7mm5swNpIOCQKtl5MiR3HTTTW6N2qurq+PDDz9k48aNXH755aSmpkpwCq935MgR1qxZQ0FBAfPmzWPKlCntBmVrTqeTrVu3smHDBvLy8lw/W7W1P2wgrddDcDAajYbx48dz8803M2zYsB66I9HdJDB7qVOnTrFp0yYyMzOpq6sDICgoiBEjRjBz5kwSEhLO+Zr19fVs2LCBjz76iMsuu4zU1FQZxCC8znfffUd6ejpFRUUtQXmu06kUReG7775jy5YtZGdnU1dXh16vJygoiNGjRzNz5kwiIyO76Q6EWiQwxTmrr6/no48+4qOPPuLSSy8lNTWV+Ph4tcsSolOHDx8mPT2dkpIS5s2bx+TJk2XesTgnEpjivNXX1/Pxxx+zYcMGxowZQ2pq6nm1XIXoTocOHSI9PZ3S0lLmzZvHddddJ0EpzosEpvjRGhoaWoLzkksuIS0tTYJTqEpRlJagLC8vJzU1lWuuuUaCUvwoEpjigmlsbGTjxo2sX7+ekSNHkpaWxoABA9QuS/QhiqJw8OBB0tPTqaqqagnKs3cQEeJ8SGCKC85isbBx40b+/e9/c/HFF5OWlsbAgQPVLkv0Ys1BuWbNGmpqakhNTWXSpEkSlOKCksAU3cZisbBp0yY++OADRowYQVpaGomJiWqXJVTS2NjIZ599xn//+18qKiqwWCz4+/sTHR3NlClTGD9+/HmNVt2/fz/p6enU1dWRlpbG1VdfjdaNdV6FOFcSmKLbWa3WluAcNmwY8+fPZ9CgQed+oexsyM8HqxX8/FyrqJhMF7xecWGVlZXx3nvvsX37diwWCzQ0uBbXcDpdq+H4+4OvL+Hh4cyYMYMbb7wRPz+/Tq+pKAr79u0jPT2dhoYG0tLSmDhxogSl6FYSmKLHWK1WNm/ezAcffEBSUhLz589n8ODBnb/IZoMvvoCNG+H48TOPaTRw2WWQkgJjx7Zsgi08R2ZmJitWrKC6stK1Ko7ZDKfnBbfQaCAkxPXhJzSUgQMH8vjjj7c7j1FRFPbs2UN6ejpWq5X58+dz1VVXtbtSlRAXmgSm6HE2m43Nmzfz/vvvM2TIEObPn8+QIUPanlhUBMuXQ0FB1xcdPRoeftjVWhEe4fjx4zzyyCNYqqshMxMsFhL8/JhpMjEqKAijjw91DgdfV1aypbSUSrvdFZxDhhDdrx8vvPBCywbOiqLwzTffsHbtWmw2G2lpaRKUosdJYArV2Gw2tmzZwvvvv8+gQYOYP38+SUlJroMlJfDAA1BV5f4Fk5Lgj390reUpVFVdXc0999xDVUkJfP89QYrC7wYN4tKQkHZDzuF08klZGX/JyaHJ3x+GD2fY8OE8++yzLS3KpqYm5s+fz4QJEyQohSokMIXqbDYbn3zyCevWrWPAgAHMT0tj2KpVrl0hztV118H991/4IsU5eeedd1i7di0cPkygzcZzw4eT0MVzSYBdlZU8feIESng4leHhxMXFERMTQ1paGldccYUEpVCVBKbwGHa7nU8++YQ9r75K6rFjxMXFERgYeG4X0WrhjTcgIqJ7ihRdcjgc3H777VSeOgXHjvH7wYOZ5ObfhwK8cvQo6woKKIyK4prrr+evf/2rBKXwCDKkTHgMvV5PSkoKS8eMISwsjBMnT3I0M5PasweJdMbphM2bu69I0aWvv/6ayspKMJsJNxi4Miysy9coQEVFBYcPH+YSmw1/Pz+Sw8MpKSmhqKio+4sWwg0SmMKzVFTgc/AgJpOJUaNGER4ezsnm4Kytde8a27Z1b42iU9988w3Y7VBdzbTISHSdTPVoHZRFRUUkxMdz9ahRTIiMdO3nCuzZs6eHKheic7KwovAsZWVw+imBVqPBFBVFZGQk5WVlZGVl4evrS3RMDEGBgR1Pci8vd11DuvFUUV1d7ZoOpCgMbadLXcHV/V5TXU1RURE+Pj4kJCQQEhJC899YUkAA31RXg6K4rieEB5DAFJ7FZmvzLa1GQ1RUFBGRkZSXl7vC8+RJNBoNRj8//IxGjH5+GI1G/IxGfH190djtYDCocAM/gsUCO3a4ptFYra4pMkOGwPjxrgn+XsJut4PTiQI4rFYqKipotFiwNDZisViwWCxotFrCQkPp378/wa2Cspleo3F96FEU1/WE8AASmMKzdDLIR6vREBUZSVRkZEsrpfWbcE1NjevXDgf/vPde4uLiiI+Pb/nvvAYR9YSiIli/Hj77DBob2x6PiIDp02H2bAgK6vHyOqMoCpWVlRQUFJCfn09BQQFfffUVuceOEVtdzdHcXCJDQzEajQSHhBAdHY3RaOxyCbxqh8PVQ6DVEhAQ0EN3I0TnJDCFZ4mPh9DQLudfagCDXo9Bryc4OPiMY00jRxJ9550tb+AHDhxg48aN5OXl4evre0aANn9tMpnUWah7/37X3NH2grJZeTmsWQOffupayCEurufqO81ms1FUVNQSjM3/FRQUoNPpWv48ExISuPrqq9mp1eJ79Cj5AQE/zK11U5Oi8GVFBZz+e41T4X6FaI8EpvAsOh1Mmwb/+td5X8JnzhwGDhzYZoeU5tZQ6zf8AwcOkJ+fT1VVFdHR0SQkJLQEafP/u62Fc/gwrFjhGiDjjpISeOQRePFFaGfZuB9LURSqqqraDcXy8nJMJlPLB4xRo0Yxc+ZM4uPjCTqr1Xv55Zezb98+iIrim6IizFYrpnNYTGJPVRVlNhsMGEBwcDDjx4+/0LcqxHmRwBSeZ8YMWLfONUXkXEVGwuWXt3tIo9EQHh5OeHg4o0aNOuOY1WqlsLCwJSz27dvHhg0bKCgowGg0tunajYuLIzo6+vwX+7bZ4Jln3A/LZhUVrsD84x/P7/fF1ZVdVFR0RiA2/1+r1Z5xnyNHjiQ+Pp7o6Gi3dxKJi4tj9OjRHLDZUIqKeLuggPsSE92aS2ltaiK9sND1/Dk0lGnTpqHX68/7XoW4kCQwheeJioJ582Dt2nN7nUYDv/qVa/GCc+Tr60tiYmKb7ccURaG8vPyMUNmzZw8FBQVUV1cTExPTbph22SrdsQPOd/Tn4cOunVs62WNUURRqamrIy8s7o/b8/HzKysowmUwtLeiLL76YGTNmEBcX16Z7+3zNnj2bAwcOQL9+fFZQQKhOx20JCZ2GpqWpiWdOnOBkQwMMGYKPTsfMmTMvSD1CXAiy0o/wXK+95tqlxB1aLdxzD1x/fffW1IrFYqGwsPCMMMrPz6ewsBA/P782z0nj4+OJiopytUrvv7/t7ivnYuZM+PWvcTgcLa3Fs7tSNRrNGUHe3N0cExNzzvtOnitFUXj55Zf59NNPIScHSkoYGRzMT6KjGRcairZVcFqbmthRUcG/i4vJs1hcHwSiorjzzju54YYburVOIc6FBKbwbBs3wnvvuQa+dGTgQPj5z11bfHmA5lbp2V2e+fn51NTUMCwkhNu/+gqj0ej67/TUmI4GHSmAw25vGQ3caLFQ09TEqiuvpLS0lKioqHZHBAcHB6u6pJzD4eCZZ55h165drm29CgvBZiPSYODiVruV7K+pod7hcE2jSUiAkBDS0tJYsGCBarUL0R4JTOH5mppg1y7YutU1R9FigYAA1xzFlBQYMULtCt1msVgo/eIL/B9/vCX8mqfG+Oh0rjmlRiN6gwGr1dpyTIGWY81zTuvffpvY+Phuby3+GE6nkzfeeIMNGzagOJ2u0c+lpa5Rwc0bSAcEuPbCDArCYDDwP//zP8yYMUPt0oVoQwJTiJ525Aj84Q9nfEvBNXXD0thIo8WCoij4+Pi0LMag0+vbTO7ngw/ASwbElJSUsHnzZrZu3UpNTU2b47GxsaSkpDBlypQ2o26F8BQSmEL0tIIC1+CkH8NodHVVexm73c7hw4epqKjAarXi7+9PdHQ0ycnJsiOJ8Hie25cjRG8VF+daoCE///yvccUVF66eHqTX6xkzZozaZQhxXmS3EiHUkJKi7uuFEOdMAlMINUye7OpWPR+DBsHw4Re2HiFElyQwhVBDQADce++5b0Hm7w/33dctJQkhOieBKYRarroKfvtb97fuCgqCJ57odIUfIUT3kVGyQqjtyBHXiNc9e1o2zz6DwQCTJrmWC4yN7fn6hBCABKYQnsNs/mFxhuYNpJOSYMqUTvcJFUL0DAlMIYQQwg3yDFMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMINEphCCCGEGyQwhRBCCDdIYAohhBBukMAUQggh3CCBKYQQQrhBAlMIIYRwgwSmEEII4QYJTCGEEMIN/x9GsjXgthOUNwAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "20 NODE ring\n", "average degree = 2\n", "propagation speed = 0.75\n", "ring0 rounds survived = 16\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "28 NODE ring\n", "average degree = 2\n", "propagation speed = 1.11\n", "ring8 rounds survived = 32\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "35 NODE ring\n", "average degree = 2\n", "propagation speed = 1.0\n", "ring15 rounds survived = 36\n" ] } ], "source": [ "from network_attack_propagation import ring_experiment \n", "ring_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Gwiazda" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "13 NODE STAR\n", "average degree = 1.85\n", "propagation speed = 0.85\n", "star0 rounds survived = 12\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "31 NODE STAR\n", "average degree = 1.94\n", "propagation speed = 0.84\n", "star2 rounds survived = 27\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "57 NODE STAR\n", "average degree = 1.96\n", "propagation speed = 0.91\n", "star4 rounds survived = 53\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "91 NODE STAR\n", "average degree = 1.98\n", "propagation speed = 0.85\n", "star6 rounds survived = 78\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from network_attack_propagation import star_experiment \n", "star_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Gwiazda (z odpornością wierzchołków o najwyższych stopniach)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "13 NODE STAR\n", "average degree = 1.85\n", "propagation speed = 1.46\n", "star0 rounds survived = 20\n" ] }, { "data": { "image/png": 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zM0yMjEjOySFVoQAzM6hSBapVw9nVlfnz51OrVi292i8QGCpCMAWCgpgwASIjS3fusmXQsKF27dEQSZJYv349R48ehYcP4dEjqpqb08fVlZ4uLtj95/0qJYlLyckcjonhUnIykqUleHvjVK0aK1asoEqVKnqxXyAwZMSOv0DwLDdulF4sQZUcpCdOnjypEstHj+DRI3yrVGFL06a86eamFksAI5mMNg4OzPP2ZoG3N5bZ2RAcTEJsLEuXLkXcRwsEzyMEUyB4lrIK3t9/Q3KydmwpAZIk8csvv0B6Ojx8SDcXFybWro2xTFbkec3t7fncywuTrCyIjCQ4OJigoKByslogqDgIwRQInqWsYpGTA2Fh2rGlBNy+fZuIiAiIicHC2JgxHh7IihHLPJrY2dHNxUWVGJSbS0BAgI6tFQgqHkIwBYJnSU8v8uXklBRycnLKtIYuOHLkCCgUEB/PK87OWJuUrMzaz9VVleQUF8fff/9NSkqKjiwVCComQjAFgmcxNy/y5cePH5ORkVGmNXRBcHCwKhSsVNKzFOUhda2t8bSygoQEFAoFYXrwkgUCQ0Z0+hEInsXNDZKSCn3Z1NQUeXEeZrVq2rVJA9LS0lQeJlCtEMFWKpXIZLJCQ7XVLCwIy8z8//XKAUmSuH37NkePHuXBgwekp6djYmKCvb09rVq1omfPntjb25eLLQJBUQjBFAiepVcvuHOn0JdNTU2LDsk2bAg1a+rAMM0pLMc1JjaWrMxMateuXfB5kgQa7nuWFaVSybFjxzh48KBq7zU3F1JTVf/KZESamXHz5k2+++47OnbsyJtvvlmo3QJBeSAEU1C+5PVlvXkT0tJUXXGqVoUuXVSdZwyBzp1h+3aVfQVgZmpKtlxe+Pl9+ujIsKKxtbUl7b/SkUdZWdgX0HEoLS2tUG9NkiQeZ2erugD9t56uyM7OZvny5Zw/f1613xsTA/HxzzeKsLRE4erKHydOcPbsWaZNm0aHDh10ZpdAUBRCMAXlQ1YW/P47HDlScF/WnTuhY0d49VWoW7f87XsaMzOVHd99V+DLpqampBWW1OPmpnofeqBRo0Y8fvgQjI05GhtLwwIELz0tDXd39wLPD0lPJzwjA2rXxszMjLo6+j0oFAoWLFjA9WvX4MEDiI7G3MiIri4udHFywtHUlBxJ4l5GBkdiYgiOiICoKOTe3ixZsoQZM2bQUU8/Y8GLjUj6EeiexET47DOV11ZYE/OcHDh1CqZNg+PHy9e+ghg4UNXmrgBMTU3JKcjDtLcHf3+99ZLt06ePqvm7szN/JiSoWt89RU5ODorcXCwsLAo8/3BMjOp8Fxc6deqEjY2NTuzcvHkz169fh/v3ITqaV6tVY3fz5kysXRsfOzvcLS2pbWVFdxcXVjRqxFeNGlHdxASCgpBSUvjqq69EQpJALwjBFOiW9HT4/HO4d0+z43NzVQ3PT5/WrV3FIZPB9Ong5/fcSwXuYbq7w/LlUL16ORn4PN7e3iqv0NUVuSSxPjw8X8eetLQ0bKytKWiH8t+kJP6IjwcXFzAyom/fvjqx8cmTJ6pORE+eQFwcg2vUYLSHR5ElMF42Nixr2BB3MzMIDSUnI4MffvhBJ/YJBEUhBFOgW7Ztg4iIkp0jSbB6taqIXp8YGcH48bB+vUo4LS2BZwSzSRP49FPVMXoekSWTyXjzzTfBygpq1uRsQgIrwsKQ/7cvmJaWVqDXeC4xkS/v3kX533k+Pj54eXnpxMbff/8dSamEJ09obm/POxr+zOxNTfmsXj1VFnBcHOfOnSNO338fghcOsYcp0B0pKfDnn6U7V6FQ7XkOHqxdm0pDrVoq4Rw+HO7fxzgtjW9nzsRn3TrMDSxrs1OnTgQFBfHbb7+BJPHnw4dcS0nBt0oVPFNS8KlRA4AcpZJ/EhM5FB3NnbQ0sLEBLy9cq1Vjho6mrcjlcpV3mZQEcjn9a9XSuBMRQG0rK5ra2XE9JgalmxuBgYEMGjRIJ7YKBAUhBFOgO44eVe1NlpbAQHj3XXXWpt6xtIRGjZABKbVrk2RpSVV921QAo0aNQqFQcPjwYbC2Jjk6mh8fPSI5ORn3rCzMjI1JVSjIUSrBwgI8PMDVFTd3d+bPn4+jo6NO7AoJCVHN5oyNpYq5Oa0dHEq8hp+rK9fv3oWUFC5cuCAEU1CuGMgnkaBScuZM2c5PSlKVnzRvrg1rtIqjoyMJCQlUrWp4kmlkZMS4ceOoXbs2P/zwA/F2dmQkJZEcFIS9s3P+AdL29hgbG9OxY0c++OADnTYISMprBpGdjZe1NUalqPf0trZWr5Gshwb3ghcbIZgC3VFEtxxQFddLklT0B2cxa+gLBwcHEhMT9W1GochkMvr06UOvXr24cOECa9asIToxEZ4KIVepUgVfX1969eqlM6/yadT7vpKEaRG/87CwMNxr1MDczOy518yM/ku7UCqRF1ULKxDoACGYAt1RzEzFh5GRGJuYUL2oxA8Dncvo5OT0/x6TAWNsbEz79u05d+4cQ4YM4eWXX0ahUGBtbY2FhUWJ9hDLipWVVZ5RJD9T8pJHjkJBYmIitevUKfB19XkmJljneZsCQTkhsmQFuqOYzj1OTk7EREcXPazYULr/PIOjo6NBe5jPEhwcTOPGjXFwcMDFxQVLS8tyFUuAGv8lHGFry82UFBIL8BBTU1KwtbUtNOrwV3y8quTHxqbQBgwCga4QginQHW3bFvmytbU1ZubmhQuPtTX4+OjAsLKTt4dZEUhNTSUhIQEPDw+92uHu7k7Dhg3B1RUFcKyAspDk5GTsCtlHVSiVBMbGqhpEmJvTq1cvHVssEORHCKZAd/TuraplLIJqVasSHR1d8Is9euhlTJYmVCQPMzg4GC8vL4yK+V2UB35+fqrMXDs7DkZHk/CUlymhmjVqX0hU4VBMDIk5OeDqipOTEy+99FI5WS0QqND//yBB5cXFBdq1K/IQR0dHsrOzSX92vqRMprcm5prg6OhYIfYwQSWYDRo00LcZALz88ss4ODhAzZokKZXMCwlRi2Z2VhaSJGHxX4OIpzkZF8eOyEhwdAQHB/r06YOJoZQbCV4YhGAKdMvYsSrhLASZTIZr1apEP3mS/4URI1Tt5gyUiuRhBgUFGYxgmpqaMmXKFIz+a5QQnp3NlNu3OfDkCVGJidjb2alb90mSREhaGl+FhbEqLAzJ1hbq1qV+/fq8/vrren0fghcTcYsm0C1OTrBwIcybB4WEXl2rVOHa9evk5ORgamqq6u5j4B+IDg4OJCUlIUlSuSfPlARJkggNDcXb21vfpqhp2bIlH3/8MatXr0bZsCEJERFsf/AAeUYGbZyccA8PJ0eSCMvI4F56uqohvJsb1KhB7Tp1+PzzzzE30FC9oHIjBFOge9zdYeVK2LcPTpx4bs6kiYkJTo6OhFpY0Gj2bGjTRk+Gao6pqSkWFhakpqZiZ6CZvACRkZHY2dnptCFBaejatSt2dnasXLmSVCsrpPR0oi9d4opSybWEBNXet5mZqm70v4bwbdq0Ydq0aaKcRKA3hGAKygd7exg9GoYOVU0iuXlTNcnE1BSqVMGkQQOWbtnC9hYtKswfZV5Y1pAF05D2L5+lVatW7Nixg7/++os9e/Zw6/59aj6TFW1mZkbnzp3x8/PTWUN4gUBTKspnk6CyYGYGPXuqvp6iJlAjIICzZ8/SuXNn/dhWQvIEs1atWvo2pVDu3LlD/fr19W1GoVhYWNCzZ0/i4uJo2LAh7dq1Iy0tDVNTU+zs7GjSpAm2BQzC1jtBQXDsmGqbQS5XTYhp1Ah8fVU3h4JKiRBMgcHQv39/9u/fX+EE05AJDg7W2WxLbXLt2jXefvttWrVqpW9Tiuavv2D/fihogPWlS7B3L3TooNqH1/O4N4H2EVmyAoPhpZdeIjExkZCQEH2bohGGLpjp6enExMQYtAcMkJmZyb179/Ax0CYVar75BpYtK1gs81AoVCPtpk2D4ODys01QLgjBFBgMRkZG9OvXj4MHD+rbFI1wcnIyaMEMDQ2lbt26Bl+vePPmTby9vQ0783XfPtWXpqSmgr8/REbqzCRB+SMEU2BQ9OzZk4sXL1aItnOGPrHEkOovi+Lq1as0a9ZM32YUzuPHsGdPyc9LS4ONG7Vvj0BvCMGsTKSmwsGDsHUrrF8PO3bAuXOgVOrbMo2xsbGhc+fO/P777/o2pVgMPSQbHBxs0Ak/eVy5coUWLVro24zCOXKk9FNzbt6EBw+0a49Abxh2rEagGffvw4EDqoHNz06A+OUXVR2bry/0769qaG7g9O/fn1mzZvH222+rGhkYKIYsmJIkERwczOTJk/VtSpHEx8eTlJRE3bp19W1KwcjlcPx42dYICIDx47Vjj0CvCA+zopOXYHDy5PNimUdcHHz3neq4whqdGxA1a9akdu3anDlzRt+mFIkh72E+evQIS0tLnJyc9G1KkVy9epWmTZsaRGP4AgkKUkVuysK//2rHFoHeMdC/UoFGnDsHK1ZA3iT74oiKglmzoAI0DR8wYAC//fZb0bMy9YyNjQ1ZWVnkaPrzL0cqSjj26tWrNG/eXN9mFM4zXameRZ6TU/zvv6yCKzAYhGBWVFJTVWJZUkGJiYF163RjkxZp3bo16enpBAUF6duUQpHJZAab+BMUFGTwgilJElevXjXs/Utj40JfkoDw8HBiY2OLXsPAs5QFmiMEs6Jy9ChkZ5fu3IsXDT40K5PJKkSJiaHuYxpyS7w8IiIisLCwoGrVqvo2pXCKCGknJiSQnZVFtWrVil7DwUG7Ngn0hhDMiogkQVmySCVJlfln4PTo0YMrV64QFxenb1MKJW9qiSGRlZVFVFQUnp6e+jalSAw+HAtQr16BY+YUCgURDx5Qu06d4vdfX3lFN7YJyh0hmBWRu3fh2fmRJcXAE2oArKys6Nq1K0cMWNwNMfEnNDSU2rVrG3SGMWD44VgodJB5ZGQkjo6O2NrYFH2+iYkqQ11QKRCCWRHRwKMpNhEhOVk7tuiYvn37EhgYiLywDGA9Y4gh2YoQjs3JyeH27ds0bdpU36YUT48e+cqxklNSSE5OpmaNGsWf27mzaMZeiRCCWQmRgJCQEGJiYoo4yHCzT5/G3d0dLy8vTp8+rW9TCsTR0dHguhJVhA4/QUFB1KxZE5viPDRDwNoaPvsMTEzIVSoJv3+f2rVrY1xEQhAAderAuHHlY6OgXBCCWREpZv6iDKhbty5RUVEkFeZJGuLIpELo378/Bw8eNMgSE0PLkpUkqUJkyFaI/cunad4c5szhQUwM1jY2OBSXyNOgASxcCJaW5WGdoJwQglkR8fICZ+ciD7GwsKCelxdh9+6RnpHx/AHt2+vIOO3TokUL5HI5t27d0rcpz+Hk5GRQST8xMTEYGxvj4uKib1OK5MqVKxVLMIG79vYs9/Cg+oQJhd9wenrC5MmweHGxN7aCiocoEKqIGBlB796q7j1FYGtjQ+3atQkNCaFRo0aYmZn9/4sVYEZiHjKZjAEDBnDw4EGDGwFlaHuYefuXMplM36YUSmpqKg8fPjT4sPHTKBQK1q1bx1sTJ2LVrRuMGaNqHPLsAGkD9+wFZUMIZkXF1xd++EE1f68InJycyM7OJjgkhEYNG6r2XZo1KzBV3pDp1q0b3377LTExMbi6uurbHDV5IVlJkgxCpCpCOPb69es0atTI4LN4n+bAgQPY29vTtWtX1RNmZqqEHsELhQjJVlQcHWHSJI0Orebmhq2NDaF376K0s4MPP9SxcdrHwsKCbt26cfjwYX2bkg9zc3NMTU1JT0/XtylAxUj4qRDlJE/x6NEjfv75ZyZOnGgQN0UC/SEEsyLTvbtqCkIxhdMyoFatWmRaW7O7Xj2kKlXKxz4t069fP44dO0ZWVpa+TcmHoYRl5XI5Dx48MNzJH/9RkRJ+JEli3bp1DBw40LA7EgnKBSGYFR0/P1i0CFq3VhVZF4S1NbIBA2gYEMDVpCT2lWRyvAFRrVo1GjZsyB9//KFvU/JhKIJ57949atasibm5ub5NKZQnT56QnZ2Nh4eHvk3RiGPHjpGdnU3//v31bYrAABB7mJUBHx/VV3S0anbfkyf/n4jQoIGqNZe5ORbAvHnzmD59Oq6urrxSAVt2DRgwgC1btuDr62sw4TFDEcyKEo5t3ry5wfzuiiIhIYHdu3ezaNEiwx0/JihXhGBWJqpWhUGDijzEycmJefPmMXv2bFxcXAwu67Q4mjRpAqgSR5o1a6Zna1QYkmC2N/ByoStXrtC2bVt9m6ERW7ZsoXfv3tSuXVvfpggMBHHb9AJSq1Ytpk+fzpIlS3j48KG+zSkRMplM3cjAUDAUwTT0GZhKpZLr169XiP3Ls2fPEhERwcCBA/VtisCAEIL5gtK8eXOGDx+Ov7+/QRXea0LXrl25c+cOT8ragF5LGIJgxsXFoVAoih81pUfu3buHk5MTTkWMzDIE0tPT2bJlC5MnT85fuyx44RGC+QLTo0cPunbtyhdffEF2aWdr6gFzc3N69uzJoUOH9G0KYBiCmVd/ach7gxWlu8/OnTtp27YtjRs31rcpAgNDCOYLzvvvv4+7uzsrVqxAqVTq2xyN8fPz4+TJkwZRYmIIgmno4VioGOUkN27c4NKlSwwbNkzfpggMECGYLzgymYwPP/yQ9PR0tm/frm9zNMbV1ZUmTZpw4sQJfZtiEDMxDX2kV1ZWFqGhoeqkLUNELpezbt06xo0bh/VT47wEgjyEYAowMTFh1qxZXLlyhd9++03f5miMoUwxsbW1JT09HUUxbQp1hUKhICwsDC8vL71cXxNu3bpFvXr1sLCw0LcphbJ3717q1q1bYbJ4BeWPEEwBADY2Nvj7+/PTTz9x7tw5fZujEY0bN8bMzIwrV67o1Q4jIyPs7e31ljwVFhaGm5sblgY8SsrQw7FhYWEcO3aMMWPG6NsUgQEj6jAFalxdXZkzZw7+/v44OTnh7e2tb5OKJG+KyW+//UbLli31akteE3Z9jNUy9HAsqARzkoa9j8ub3Nxc1q5dy/Dhw3F0dNS3OSUnPR1OnoSgIMjIUDWGd3ODnj0r3JAFQ0cIpiAfXl5efPjhhyxatIhly5YZfP/Mzp07s2vXLqKionDX44eDPudiBgUF6f2GoSgSExOJjY2lXr16+jalQH777TdsbGzo3r27vk0pGTEx8OOPcPo0FJT89vPPqslEb76pGoAtKDMiJCt4jrZt2/L2228zb948UlNT9W1OkZiZmeHr60tAQIBe7dBnpqyhj/S6evUqTZs2VY2WMzAeP37Mvn37Kt4kkrt3Ydo0CAwsWCwBJAmuXoW5c8GAGn1UZIRgCgqkX79+tG7dmsWLF5OTk6Nvc4rEz8+PU6dO6XXElqOjIwkJCeV+3cTERDIyMvTqXReHoe5fSpLE+vXrefvtt3Fzc9O3OZoTFaUSQU0jGpIEW7fCsWM6NetFQAimoFBGjRqFnZ0da9as0XsmalE4OzvTokULvZaY5O1hljd59ZeG6h1JkmSw8y9PnDhBRkYGAwYM0LcpJWPdOihN5GfjRjCAFo4VGSGYgkKRyWRMnTqVJ0+e8N133+nbnCIZMGAAhw4d0puw62sP09AbFjx8+BATExODa9mXmJjIrl27mDx5skGGigslPBxu3SrduQqFKoQrKDVCMAVFYm5uzueff87p06c5ZsAhnfr162NjY8O///6rl+vraw/T0Ed65bXDMzQPeOvWrfTs2RNPT099m1IyDh8u2/mBgVCBOnoZGkIwBcVib2+Pv78/33zzjd5rHgsjb4qJvhov6GMPMzc3l7t37xp0+Y8hhmPPnz9PWFgY7733nr5NKTnnz5ft/Lg4VcKQoFQIwdQ2CgU8egShofDggapGqhLg7u7OZ599xsqVKwkPD9e3OQXSsWNHIiIiiIyMLPdr53mY5RkSjoiIoEqVKgbbxk2hUHDr1i2DmVsKqkkkmzdvrriTSFJSCn1JKUmkZ2QUv4aBZ74bMqIOU1vExcHvv6tCHk/vZZmaQseO4OcHBhw604TGjRszZswY5s+fz4oVK3B2dta3SfkwNTWld+/eHDx4kAkTJpTrtS0sLDAyMiIzMxMrK6tyuaahh2ODgoKoXr06tra2+jZFze7du2nVqlWFG5yuxqhgH0ehUHD37l1MTE2pV7duqdYQFI/4yZUVSYJvvoFRo+CHH55P9c7JgVOn4JNPYNasCn9317lzZ/r27cv8+fPJzMzUtznP0adPH/7880/S0tLK/drlvY9p6PWX165dM6hyklu3bnH+/HlGjBihb1NKj4PDc09lZmVx6/ZtrKytqavJnqy9vfbtekEQgllW1q2Dffs020i/cUMlnEWEVSoCb775Jt7e3ixdupTc3Fx9m5MPR0dHXnrpJb0kKJW3YBp6hqwhzb+sNJNIOnXK921ycjJ37tyhevXqeNSsWXxyVY0aUNESnQwIIZhlYf/+khcDR0XBwoUqz7SCIpPJGD9+PACbN282uBrN/v37c+jQoXKf71megpmamkpSUhIeHh7lcr2Skp6eTkREBA0bNtS3KQD88MMP1KpVi/bt2+vblLLRpw/IZEjAk+ho1ZSaevWoomkP4z59dGpeZUcIZmmRy+Gnn0p37p07qpZVFRhjY2M+/fRTgoOD+am0Pwcd4eXlhaOjIxcuXCjX65anYAYFBeHl5YWRge5HXb9+nYYNGxpEYk14eDi///47Y8eO1bcpZadqVXJbtyY8PJzYmBgaNWqk+R6xlRVUtH65BoZh/m+rCJw+DWXZJ9Nz71NtYGlpydy5cwkICODPP//Utzn5yJtiUp6Up2Aa+oQSQyknUSqVrF27lmHDhuHk5KRvc8pMamoqC5OSSDQzo1GjRpibm2t2orExzJgBFTkcbQAIwSwtZe2YcfEi6KH3qLZxcXFh3rx5bN26ldu3b+vbHDUdOnQgKiqqXEtgylswDXn/0lD6xx48eBALCwt69uypb1PKTGRkJNOmTaOmjw/NAwIwrl1bsxPNzOCzz6BVK53a9yIgBLO0PHhQtvOVSlW9ZiWgdu3aTJ06lS+//JKoqCh9mwOAiYkJfn5+HCzHKQ3lJZhKpZKQkBCDFcyYmBjS09OprekHuo6Ijo7mhx9+YNKkSQbXaaikXL58mZkzZ/LOO+8wcuRIjKpVg+XLYdgwcHUt+CQLC+jdG1avhnbtytXeyoqowywthY3U+Y+4uDhSUlKoWbMmpqamBR9kgGUZpaVly5YMGTKE+fPns3z5cuwNIHW9d+/ejB07lmHDhmFnZ6fz65WXYEZGRuLg4FAu76k0XL16lWbNmulVpPImkbzxxhtUr15db3aUFUmSOHjwIPv372fWrFk0atTo/1+0toa33lLNu/z3XwgOVjVKMTeHatWgc2fVvqVAawjBLC1WVkV28XF0ciIjI4MbN29Ss0YNXKpU4bmPj0r2x9yrVy+io6P54osvWLx4sd4TPuzt7WnXrh1Hjx7lrbfe0vn1ykswDT0ce+XKFVrpOfx36tQpUlJSeO211/RqR1lQKBRs2bKFO3fusHz58sKHuctk0KaN6kugU0RItrQU003D2MgIDw8P6tevT0xsLHfu3Mlf6G9qCgZaElAWBg8eTLVq1Vi5cqVBlJsMGDCAgICAcqkXtbe3JzU1VeflLIbc4UeSJL03LEhOTmbHjh1MnjwZE5OK6ROkpqYyd+5c4uPjWbZsWeFiKShXhGCWFg3rmaytrGjUsCHOzs7cuXOHyMhIcpVKVbs8A2oZpi1kMhkfffQRKSkp7Ny5U9/m4OnpSdWqVfnnn390fi1jY2NsbGx0PubLkAXz3r172Nvb46JpXaAO2Lp1K927d6devXp6s6Es5CX3eHl5MWfOnHJrtSgoHiGYpaV9e9AwTV0mk1HV1RWfJk3Ilsu5ceMGNyuhd5mHqakps2bN4sKFCwQYQPlM//79yy35x9HRUaeCmZ6eTmxsLLVq1dLZNcqCvstJLl68SEhICO+//77ebCgLly5dYubMmQwcOJARI0YYbJ3ti4r4bZQWY2MYPLhEp5j91xjZtX9/1h49ypIlS4iPj9eRgfrF1tYWf39/fvzxx3JvIPAs7dq1IyYmhnv37un8Wk5OTjrdxwwJCaFevXoGO/Q4L+FHH2RmZrJx40YmTZqkeX2igSBJEr/99htr1qxh1qxZdBcNBgwSIZhloWdPKOmdbKNGVP/qK9avX0+NGjWYPHkyBw8eLPc2buVBtWrVmD17NmvWrCE0NFRvdhgbG9O3b99y8TJ1nfhjyA0L5HI5wcHBNGnSRC/X3717Ny1atDCocWKaoFAo2LhxI0ePHmXFihX5M2EFBoUQzLLy3nswcWLxHTSMjFRtqb74AszNMTMzY/DgwSxbtoyzZ88ybdo0vYqKrvD29mby5MksXLiQmJgYvdnh6+vLuXPnSE5O1ul1dD1I2pAnlNy6dYs6deroZc/tzp07/PPPPxVuEsnTyT3Lly/HtbCaSoFBIARTG/TuDbt3w4cfwrOJBo6OMHAgbN8OH3+s6rrxFDVq1GDx4sX069ePBQsWsHXrVjI0GQJbgWjXrh1vvvkm/v7+pOtpoLatrS0dO3bkyJEjOr2Og4ODzvYwJUky6JKSK1eu6GX/Micnh3Xr1vHBBx8Y1OzN4ng2ucfS0lLfJgmKQQimtjA3V4VoV62CX36B775TTTP55hvVXmcRWYMymYzu3buzceNGsrKymDBhAmfOnDGIsgxtMWDAAJo3b87ixYtRKBR6saFfv34cOXJEp9fX5R7mo0ePsLKywtHRUSfrlxV9lZP8+OOPVK9enZdffrncr11aRHJPxUT8lnSBiQnY2alEtATY2try4Ycf8sknn/D9998zf/58oqOjdWRk+TN69GgsLS1Zu3atXm4GateuTY0aNTh79qzOrqHLPUxDLidJTk4mOjoab2/vcr1uREQEhw8fZvz48RWi/Z1I7qnYCME0QBo3bszatWtp3LgxU6ZMYf/+/XrzyrSJkZERn3zyCQ8fPmTv3r16sUHXU0x0uYdpyPuX165dw8fHp1yzd5VKJevWrWPw4ME4OzuX23VLi0KhYMOGDSK5pwIjBNNAMTEx4e233+arr77i5s2bfPTRRwY1DaS0mJubM3fuXE6ePMmJEyfK/fpt2rQhMTGR4OBgnazv4OCgMw/TkDNkr1y5Uu7h2ICAAExMTOjdu3e5Xrc0pKam8vnnn5OYmCiSeyowQjANnGrVqjFv3jzee+89li5dytq1a0lNTdW3WWXCwcGBefPmsXPnTq5du1au1zYyMqJfv34cOnRIJ+tbWVmhVCrJKqY5f0nJysri0aNHeHp6anVdbSBJUrk3LIiJiWHv3r1MnjzZ4EOxeck99evXZ/bs2SK5pwIjBLMCIJPJ6NixI5s2bcLCwoIJEyZw4sSJCp0UVLNmTT777DOWL19OREREuV67V69eXLx4USehU5lMppN9zJCQEOrUqWOQvVHzRrqV11QQSZLYuHEjr732Gu7u7uVyzdLydHLP8OHDRXJPBUf89ioQVlZWjBkzhrlz53Lw4EFmzZrFw4cP9W1WqfHx8WH06NHMnz9fp7WLz2JtbU2XLl10VmKiC8E05HBsnndZXp7e6dOniY+P54033iiX65UGSZL49ddfWbNmDbNnzxbJPZUEIZgVEC8vL7766is6dOjAjBkz+Pbbb5HL5fo2q1S88sor+Pr6smDBAq2HMYuiX79+/P777+Tk5Gh9bV0JpqEm/Fy9erXc9i+Tk5PZvn27QU8iyUvuOX78OCtWrKBhw4b6NkmgJYRgVlCMjIzo378/69atIzIykkmTJnH16lV9m1Uq3nnnHTw9PVm2bFm5jOECVUi4Tp06/PXXX1pfW9uCKUmSwZaUKBQKbt68WW7t6LZv306XLl3KvXxFU55O7lm2bJlI7qlkCMGs4Dg7OzNz5kw++OAD1q1bx/Lly8tliLE2kclkTJgwgZycHLZu3Vpue7N5U0y0fT1tC2Z0dDQmJiZ6HZlVGKGhoVStWhV7e3udX+vSpUvcunWLwSUcelBeREZGMnXqVJHcU4kRgllJaNOmDRs3bsTV1ZVJkyZx+PDhCpUUZGJiwmeffcbt27c5cOBAuVyzdevWpKenExQUpNV1tS2YhhyOLa9ykqysLPUkEgsLC51fr6TkJfe8++67IrmnEiN+q5UIc3Nzhg0bxuLFi/njjz/45JNPCAsL07dZGmNtbc28efP47bffOHPmjM6vJ5PJ6N+/v9YbGWhbMA01HAvlN/9yz549+Pj46HXWZkGI5J4XCyGYlZBatWqxdOlSevXqxdy5c9m+fXu5JtSUBRcXFz7//HM2bdrEnTt3dH697t27c/XqVeLi4rS2pi48TEMUzIyMDO7fv6/zjjXBwcH89ddfjB49WqfXKSkKhYL169e/eMk9qakQFaX6quA14SVFCGYlRSaT0atXLzZs2EBKSgrjx4/n3Llz+jZLIzw9PZk6dSqLFy/m8ePHOr2WlZUVXbt25fDhw1pbU5uCKZfLefDgAXXr1tXKetrkxo0b1K9fH7NnJvBoE4VCwdq1axk9erRBTSJJSUnh888/Jykp6cVI7lEq4exZmD1bNQN43DjV1/vvw8yZ8NdfUAnadxaHEMxKjr29PVOmTGHKlCns2rWLhQsXEhsbq2+ziqVVq1YMGjQIf39/UlJSdHqtfv36cfToUa2V5jg4OJCcnKyVoeB3797Fw8NDp6JUWsqjnGT//v1UrVqVTp066fQ6JeGF69wTEgKjR8OXX8L168+/fvMmLFsGo0apHldihGC+IDRt2pR169ZRr149PvroI3755ReDb+jeu3dvOnTowMKFC3VaZ1q9enW8vLw4ffq0VtYzMTHByspKKy0MDTUcC7qffxkZGcnBgweZMGGCwbS/e+GSe27cgFmzQJOb7IQEmDsX/v1X93bpiUr+2xY8jampKe+++y4rVqzg8uXLTJkyRWdNyLXF0KFDcXFxYdWqVTrN+s2bYqKta2hrLqahTiiJi4sjNTVVZ71tJUli3bp1vP/++wZRTpOX3LN27doXJ7nn8WNYtAiyszU/JycHli6FBw90Z5ceeTEFU6mE8+dh7VpYuBAWL4aNGwsON1RCqlevzoIFC3j77bdZvHgxGzduJC0tTd9mFYhMJuPjjz8mISGB3bt36+w6zZs3R6FQcOvWLa2sp419zLyGBYYomFevXqVZs2Y68/zy2hb6+fnpZP2S8HRyz/Lly1+c5J4DByA9veTnZWXBTz9p3RxD4MUSzJwc+PFHVTx+4UI4dkwlnP/8A0eOqDa0J0yAw4ehAtUwlgaZTEbnzp3ZuHEjMpmMiRMncvr0aYOs3TQzM2POnDmcO3dOZ/1f80pMDh48qJX1tDEXMz4+ntzcXKpWraoVm7SJLusv4+Li+Pbbbw1iEkleck9ycvKLkdyTR2YmnDpV+vPPnKmUGbQvjmCmp8Pnn8OePUXH4yMjYdMm1Sa2ge/xaQNra2vGjx/PrFmz2L9/P3PnzuXRo0f6Nus5bG1tmTdvHnv37uVfHe2RdOvWjRs3bhATE1PmtbQxFzOv/lLfovEskiRx7do1nQhm3iSSAQMGULNmTa2vXxLyknsaNGjArFmzKn9yz9OcPq0SzdIil4Me5t3qmhdDMHNy4IsvoCThtjNnYNWqSu9p5lG/fn1Wr15Ny5YtmT59Ov/73/900pi8LLi5uTFr1ixWrVqlk4YMFhYWdO/enYCAgDKv5eTkRFJSUpnWMNRw7P3797G2ttaJt3XmzBmio6N56623tL52SchL7nnvvfcYNmxY5U/ueRZt7EFWwn3MF+Ov4JdfSiaWefz5p6q+6AXB2NiY119/nTVr1nD37l0mT57MdQPb123QoAETJ05kwYIFOimP6du3L8eOHStzowdt7GEaaoasrspJUlNT2bZtGx9++KHeJpE8m9zTrVs3vdihdzIyCnxakZvLkydPuHnzZvFZ9mXxUA2Uyi+YSqVqf7K0aMHbqGhUqVKFOXPmMGLECFatWsWqVatITk7Wt1lqOnTowKuvvsr8+fNJL01SQhFUq1aNRo0a8ccff5RpnbLuYebk5HD//n28vLzKZIcu0FU7vO3bt9OxY0e9edUKhYJ169a9eMk9BWFlle/b9P+6Ol27do209HRq1aqFcXE3NZUwhF35BfPCBShL27PbtyE8XGvmVCTatm3Lpk2bsLOzY+LEiRw9etRgkoJee+01fHx8WLJkidbrSbVRYlJWDzMsLIzq1asbXKNxuVzOnTt3aNKkiVbXvXr1Kjdu3GDo0KFaXVdT8pJ7UlJSWL58+YuT3FMYdeqgVCqJi4/n9u3bhIaEYG5uTpMmTahXty62trYUu7Nep055WFquVH7B1EY7uArSUk4XWFhYMGrUKBYsWMDRo0f59NNPiYiI0LdZyGQyPvjgA0xNTdmwYYNWhbxJkyYYGRmVKRzt4OBQpj1MQw3H3rlzh1q1amFtba21NbOysli/fj0TJkzQyw3CgwcP1Mk9s2fPNriblPImNjaWbx884PytW8TFxVHNzY1mzZpRvXp1zExNNVvE3BwqYTi78gtmManNkiSRlJxMkR+3lTA9uqTkDXh+5ZVXmDVrFrt37ya7JAXNOsDY2JgZM2YQHh7ODz/8oLV1tTHFxMbGhuzs7FJ3KDLUkV66CMd+9913NGzYkFatWml1XU34999/8yX3GFpGcnkhSRJXrlxh4cKFfPTRR2QqlTSYMIEG9evj5OhY8p9L586gxZsqQ6HyC2Yxv+icnBwiIyMJunOHtML2w17Q/0TPYmRkhJ+fH+vXrycmJoYJEyZw8eJFvdpkYWHB559/zrFjxzhVlrqxZ3jllVcICgoqdfN3mUyGo6Njqb1MQx3ppe36y9DQUP74449yn0SSl9yzbt065syZ88Im96SlpfHrr78ybtw4duzYQevWrdmxYwcffPABjiNGQGkGg1tbg56znHWFflLRyhMHhyJfNjMzw6dxY+Li4ggNDcXOzo6aNWrkb3ZdzBovGo6OjnzyySdcuXKFTZs2cfz4ccaMGYOzs7Ne7HFycmLevHnMmjULZ2dnmjZtWuY1zc3N6dWrFwEBAaX+MM9L/CnpflhCQgKZmZlUr169VNfVFSkpKTx+/Fhrnm/eJJJRo0ZhX5oP5jJcd+PGjYSGhr6w+5VhYWEcOnSIs2fP0rp1az7++OPna36rVFHVrs+dW2jW7HOYm6sawBjY3662qPwepgZTDmQyGVWqVKFp06aYm5tz8+ZNHj58SG5ursq77NixHAyteLRo0YL169fj4eHB5MmT+e2337QyoaM0eHh4MGPGDJYtW0ZkZKRW1vTz8+PkyZNkljI9vrSJPyEhIXh7extcePD69es0btxYayUfP//8M87OznTp0kUr62nCi5zck5OTw6lTp5g+fTpffPEF1apVY/PmzUyfPp2GDRsW/PdWv76qN2yNGsVfwM1NNdFEywlhhkTl9zCbNVP9sh8+LPZQYyMjari741qlCpEPH3L9xg1su3TB09X1BbizKB1mZmYMGjSILl26sHHjRk6ePMnEiRP1Ug7RtGlTRo4cib+/PytWrMDR0bFM61WpUoUmTZpw8uRJ+vbtW+LzSyuYL0I4NioqigMHDrB69epyuzF48OABX3zxBR07dmTo0KEGd0OiK2JiYjhy5AjHjh2jTp06vPXWW7Rp0wZjY2PNFqhdW9Vr+9o1VZndhQuqcj1QORStW0PfvtCyZaXfvpJJhlInoEsCAmDz5hKflp6ezo5atQi2tmbUqFE6HWVUGZAkiVOnTrFz5046duzI4MGDtZpNqSl79+7l4sWLLF68uMwZj7du3WLdunVs2rSpxB+w33//PZIkMWjQoBKdN3PmTAYOHKjzWZMlQZIkRo8ejb+/f5lb1kmSxMyZM3n55Zfp37+/liwsmn///ZfVq1czatQounbtWi7X1Cd5STwBAQHcuXOHbt260adPH9zd3cu+eE7O/ydC2tiAAc5q1RUvhuPk5wcdOpT4NOtBg5i0YweDBw9m06ZN+Pv786AStnvSFjKZjG7durFx40bkcjkTJ07kzJkz5V67+e677+Lh4cHy5cvLHCJu1KgR5ubmXL58ucTnlsbDzM3N5e7duwbXsODx48coFApqaBKaK4bAwEAUCkWpvPaSIkkSBw4cYN26dcyePbvSi2VaWhoHDhxg7Nix7Nq1i5deeokdO3YwevRo7YglgKkpODmpvl4gsYQXRTBlMpg+XaP9TDWvvQYjRyKTyWjXrh0bN26kZcuWzJo1i40bNxpU5xtDw9bWlsmTJzNjxgz27t3L/PnzefLkSbldXyaTMWnSJLKysti2bVuZBLssU0xKI5jh4eFUqVJFL555UeSVk5Q1jBkfH8+ePXuYPHmyzvuz5nXuOXHiRKXv3HPv3j3Wrl3L6NGjuXfvHlOmTGHNmjX4+vq+8HWl2uTFEExQ3RV98glMmwaF7Q/JZKo4/Ny5MGpUvni8iYkJAwYMYNOmTZiZmTF+/Hj27dtX6jq7F4FGjRqxZs0afHx8mDp1Kvv27dN6V57CMDExYdasWVy/fr1M9ZQAnTt35u7du0RFRZXovNIIpqE2LNBG/1hJkti0aRN+fn7UqlVLO4YVwouQ3COXy9VJPIsWLcLNzY0tW7Ywbdq0wpN4BGXixdjDLIiwMNUszNRUMDJS1Rt17KjK9NKAx48fs2vXLkJDQxk+fDidOnUSf6BFEB0dzebNm4mOjmbSpEk0atSoXK4bExPDJ598wtixY+lQirB8Hnv27CEjI4OxY8eW6NqffvopO3fu1Picr776Ch8fH3r16lUaM3VCbm4ugwYNYvPmzTiUocTq77//5ttvv2Xt2rWYatoxphRU9uSep5N4PD096du3L23atHnxJqroA0lQJm7cuCFNmTJFmjp1qnT79m19m2PQKJVK6cyZM9KwYcOkNWvWSCkpKeVy3bt370rvv/++FBQUVOo14uLipHfffVdKS0vT+Jzs7Gzptddek5RKpcbnfPDBB1J4eHhpTNQZQUFB0qRJk8q0RmpqqjR06FCd/x+5cOGCNGjQIOnkyZM6vU55o1QqpX///VeaP3++9N5770nbtm2THj58qG+zXjjELUkZ8fHxYeXKlfTr149ly5axZMmSUneHqezIZDJefvllNm7ciIWFBRMmTODEiRM6TwqqW7cuH3/8MYsWLSr178bZ2ZmWLVty/Phxjc8xMzPD3NyctLQ0jY5PSUkhOTkZDw+PUtmoK7RRTrJjxw7at2+vs31E6b/knvXr1zNnzpxKk9yTmprKL7/8wtixY/nmm29o3749O3fu1G4Sj0BjhGBqAZlMRteuXdmyZQuenp5MmzaNHTt2aH30VGXBysqKMWPGMG/ePA4dOsSsWbN4qEGdbFlo06YN7777LvPnzye1lL2B+/fvz6FDh0qUeevk5KTxPmZwcLBBNiwo6/7ltWvXuHLlis4mkTyb3GOIe8Al5e7du6xZs4YPPviA+/fvM23aNFavXk3Pnj0xNzfXt3kvLEIwtYiZmRnvvPMOGzZsIDMzk7Fjx3Lw4MFyS3SpaNSrV4+VK1fSoUMHPv30U7799ludJlH5+fnx0ksvsWjRolJdp379+tja2nLp0iWNzylJ4k9QUJDBNVzPysri3r17+Pj4lOr87OxsNmzYwIQJE7B6ZsaiNkhOTmbOnDmVIrlHLpdz8uRJpk2bxuLFi3F3d2fLli1MnTqV+vXrG9yN1IuIEEwd4OjoyMSJE1m4cCEXL15k0qRJnD9/3mBmSRoSRkZG9O/fn7Vr1/Lw4UMmTZrElStXdHa9ESNG4ODgwJo1a0r8+yjNFBMHBweNB0kbYobsjRs38Pb2LrVX8/333+Pl5UWbNm20bBlERESoM0Ir8liu6Ohodu3axciRIzl9+jTvvPMOX3/9NW+99Va59tgVFM+LmyVbjly6dIkdO3bg4ODAqFGj8PT01LdJBsu///7Lpk2baNCgAaNHjy5ze7uCkMvlzJ49myZNmpQ4TJiTk8OoUaNYtGiRRh1vvv76a5ydnXn99deLPE6pVPLuu++yfft2bG1tS2STLtm2bRv29va88847JT733r17zJs3jw0bNmj9g//ixYusWbOmwnbukSSJy5cvExAQQFBQEN27d6dPnz4G13BfkB/hYZYDrVq1Yu3atXTq1Al/f39Wr15NfHy8vs0ySFq3bs3GjRtxdXVl0qRJHD58WOsN3c3MzJgzZw5nzpwhMDCwROeamprSp08fjb1MTfcwHzx4gKOjo0GJJagSfkrTEjJvEsnIkSO1KpaSJPHLL79U2OSevCSeMWPGsGfPHnUSz6hRo4RYVgCEYJYTxsbG9O7dm82bN+Pk5MTkyZP57rvvyMrK0rdpBoe5uTnDhg1j8eLF/PHHH3zyySeEhYVp9Rr29vb4+/vz7bfflmhPEqB379789ddfGmW/arqHaYjh2Pj4eJKSkqhbt26Jzz1w4AB2dnZaFbQ8ET516lSFS+4JDQ1l9erV6iSe6dOns2rVKpHEU8EQglnOWFlZMXToUFavXs3jx48ZO3Ysx44d09tYLEOmVq1aLF26lN69ezN37ly+/vprrd5gVK9enVmzZrFq1Sru37+v8XmOjo689NJLHDt2TKNjNdnDNMSEn6tXr9K0adMSF8Q/evSIn3/+mUmTJmktUSUvuSctLY1ly5ZViOQeuVzOiRMnmDp1KkuWLKFGjRoiiaeCIwRTT7i6ujJ9+nRmz57NsWPH+Pjjj7l27Zq+zTI4ZDIZPXv2ZMOGDaSlpTF+/HjOnTuntfUbNmzIuHHjWLBgAXFxcRqfl1dikpubW+RxDg4OFdbDvHbtWonLSSRJYv369QwcOJCqVatqxY685J5GjRoxa9Ysg0/uiY6OZufOnYwYMYK//vqL9957j23btokknkpA5Z+HaeB4e3uzdOlSzp49y/r166lZsyYjR47UylSIyoS9vT0ff/wxN27cYMOGDRw/fpwxY8ZoxdPo2LEj0dHRzJ8/n6VLl2pU/uDl5YWTkxMXLlygffv2hR7n5OREUlJSkWulp6cTGxur8/6qJUGSJK5evVri0WTHjh0jKytLa2O7KkpyjyRJXLp0iYCAAIKDg+nRowcrVqzATcNWm4KKgfAwDYCnO+A0adKETz/9lM2bN4uJKAXQpEkT1q1bh5eXFx9//DG//PKLVupc33jjDRo2bMiSJUs0Xk+TKSa2trZkZmaSk5NT6DHBwcHUq1dP84G+5UBERATm5uYl8hITEhL45ptv+PDDD8vc17SiJPekpqby888/88EHH/Ddd9/x8ssvs3PnTkaOHCnEshIiBNOAMDU15fXXX2fTpk0YGRkxYcIEfv755yI/bF9ETE1NGThwICtXruTy5ctMmTKFoKCgMq0pk8kYO3YsxsbGbNq0SaMazQ4dOvDo0SPCw8OLXNfe3r5IL9MQw7Gl6e6zZcsWfH19qV27dpmunZOTo07uWbFihcH9bCB/Ek9ERAQzZszgq6++okePHiKJpxIjBNMAsbOzY8yYMSxbtozbt28zfvx4vQxiNnTc3NxYsGABb7/9Nl9++aV6n7O0GBsb8+mnn3L37l32799f7PEmJib4+fkVW2JSXKasoQpmScpJ/vnnHyIiIhg4cGCZrvtsck+VKlXKtJ42eTaJp2bNmmzdupUpU6YYZEtDgfYRgmnAuLu7M2fOHD788EP27dvHjBkzCA4O1rdZBoVMJqNz585s3LgRIyMjJk6cyOnTp0t9c2FhYcG8efM4cuQIp0+fLvZ4X19fzp49S0pKSqHHFCWYkiQRFBSEt7d3qezVBTk5Ody+fZumTZtqdHx6ejqbN29m0qRJmJmZlfq6eck9Pj4+BpXc8+TJE3bs2PFcEs+bb76JnZ2dvs0TlCMi6acC0LRpU1avXs3Jkyf58ssvady4McOGDasQqfXlhbW1NePHj6dbt27qpKDx48eXqhjcycmJuXPnMmfOHJydnYvso2pvb0/79u0JDAzk7bffLvCYogQzKioKa2trnXQ0Ki1BQUHUrFkTGxsbjY7ftWsXbdu2LXW/WTC85B6lUqlO4gkNDaV79+4iiUcgPMyKgkwmo3v37mzevJmaNWvy8ccfs3v3bjER5Rnq16/PqlWraNWqFdOnT+d///tfqfaAa9euzfTp01myZEmxk1T69+/P4cOHC00WKkowDTUcq+n+5c2bN7l48SLDhg0r1bUMLbknJSWFn376iTFjxrB37146deokkngEaoRgVjAsLCx49913Wb9+PcnJyYwbN47Dhw8XWw/4ImFsbMxrr73GmjVruHfvHpMnT+b69eslXqd58+YMHz4cf3//IjOWPT09qVatWqH1oUUJZlBQkMEJpqbzL+VyOevWrWP8+PFYW1uX+DqGlNwTEhLCqlWrGDNmDJGRkXz66ad89dVXdO/evUxhZkHlQoRkKyhOTk58+OGHhIWFsWPHDg4dOsTIkSNp1aqVSD74jypVqjB79mzOnz/P6tWr8fHxYdSoUSUqHu/RowfR0dEsWLCAxYsXF5oB2b9/fw4cOEDHjh2fe83R0ZGrV68WeF5QUBA9e/bU2B5dk5qaysOHDzUSr7179+Lp6Unbtm1LfJ3k5GQWL16MnZ0dy5Yt08t+pVwu588//+Tw4cOkpKTg5+fHqFGjxL6koFCEh1nB8fT05IsvvmDEiBFs376duXPnFlnm8CLStm1bNm7ciIODAxMnTiQwMLBESUHvv/8+7u7urFy5stAWhm3btiUuLo67d+8+91phHmZmZiaPHz82qOk1N27coFGjRpiamhZ5XFhYGMeOHWPMmDElvkZERARTp07VW3LP48eP1Uk8f//9N++//z5bt27ljTfeEGIpKBIhmJUAmUxGmzZtWLduHe3atWPOnDmsXbtW4zmMLwIWFhaMHDmSL774gmPHjvHpp58SERGh0bkymYwPP/yQtLQ0duzYUeAxxsbG9O3bt8BGBoUJZmhoKJ6enpiYGE6gR5PpJLm5uaxbt45hw4aVOFnp4sWLzJo1iyFDhjBkyJByi4YolUouXryIv78/06dPRyaTsXLlSubNm0fr1q3L3GhB8GIg/koqESYmJvTt25ctW7Zga2vLpEmT+N///kd2dra+TTMY6tSpw/Lly+nWrRuzZ89m165dGjV0NzExYdasWVy+fLnQ7j69evXi/PnzzzUpyOsn+6xXa6gN15s1a1bkMb/99htWVlb06NFD43WfTu6ZO3cur7zyShkt1YyUlBT279/PBx98kC+JZ8SIEVSrVq1cbBBUHgzn1lagNaytrRkxYgR+fn7s2rWLcePGMWTIELp27Sr2N1F5jL1796Zdu3Z8/fXXTJw4kXHjxtGmTZsiz7OxscHf359PPvkEV1fX5/bubG1t6dixI7///jvvvvuu+nkLCwtMTEzIyMjIlxwTHBxMt27dtPvmysCTJ0/Izs4usqft48eP2bdvHytXrtT4byknJ4eNGzdy7949VqxYofNmBJIkERISQkBAABcuXKBdu3Z89tlneHl56fS6ggJIToYTJ+DhQ8jKAktLqFsXunZVPa5gyCTRPqbSc+fOHbZv345CoWD06NFlqperjFy9epWNGzdSp04dPvjgA1xcXIo8PjQ0FH9/f/z9/Z/7EI6IiGDu3Lls3749X6h13LhxzJkzR91UX5IkBg8ezJo1a4q9Xnnx+++/c/v2baZOnVrg65Ik8fnnn9OyZUveeOMNjdbMS+6xt7dn6tSpOt2vzM7O5s8//yQgIID09HT8/Pzo0aOHwQ3lfiEID4f9++Hvv6GgcisLC5VovvUWVKB6chGSfQFo2LAhy5cv580332TVqlUsXLiQqKgofZtlMDRv3pz169fj4eHBhx9+yG+//VZkmY6XlxcffvghCxcuJDo6Ot9rtWrVokaNGvz999/5nn92H/PJkyeYmpoajFhC8eUkJ06cIC0tjVdffVWj9Z5O7pk5c6bOxPLx48ds376dESNG8M8//zBkyBC2bt3K66+/LsRSH5w7B9OmwenTBYslqLzNI0dgyhSoQN3LKmZINioKzpyBpCRQKsHODtq2hXr19G2ZwSKTyejUqRNt27bl4MGDfPLJJ3Tt2pV3331XfKgAZmZmDBo0iC5durBx40ZOnjzJxIkTCw3jtW3blpiYGPz9/Vm+fHm+rjgDBgxg3759dOnSRf3cs3MxDa1hgVKp5MaNG4wdO7bA1xMTE9m1axcLFizQaKrKxYsX1c3JdbFfqVQq+ffffwkICODevXv06NGDVatWaW0Gp6CUXL0KS5cWLpTPkpIC8+apzjGg8XaFUbFCsufPw8GDcP06FGS2tzf4+UG3biD26ookOTmZ77//njNnzvDOO+/Qt29fg8rW1CeSJPHHH3+wY8cOOnbsyODBgwstzP/6668JCwtj/vz56lIMpVLJmDFj+OSTT9RJPVu3bqVq1apq72zz5s1UrVqV119/vXzeVDHkTd/YsGFDga8vXbqUatWqFdvRJy+559dff2XWrFlaT2pKTk7m2LFjHDlyBAcHB/r27UvHjh1FcwFDQC6H4cMhNbXk59auDevWadsirVMxQrKSBFu3wsKFcO1awWIJEBICq1fDkiWqX56gUOzt7Rk/fjxLlizh2rVrTJgwgbNnz4qJKKi88a5du7Jx40bkcjkTJkwodFrMyJEjsbGxYd26derXjYyM6NevX75sWicnJ4P2MIsKx54/f5579+7x3nvvFblGTk4Oa9as4fTp06xcuVJrYilJEsHBwXz11VeMHTuWqKgoPvvsM1auXEm3bt2EWBoKf/5ZOrEE1Z7nzZtaNUcXVAzB/PprlWepKWfPwvLlhQurQE3NmjWZO3cuEyZMYO/evXz22WeEhobq2yyDwNbWlsmTJ/PZZ5/xv//9j/nz5/PkyZN8xxgZGTFt2jQePXrE999/r36+Z8+eXLp0SV0L+/QeZnZ2NpGRkdStW7f83kwxFNY/VtNJJHljuTIyMli6dKlW9mazs7M5duwYH3/8MStXrqROnTps27aNjz76SGS8GiKHD+v3/HLA8EOyFy/CggWlO3fMGOjfX7v2VGKUSiUnTpzg22+/pWnTpgwdOtSg5hHqE4VCwYEDB/j55595/fXXef311/OFsJOTk5k+fTrvvPOOutXdpk2byM7OxszMjOPHjxMcHEyjRo1QKBRER0ezZs0aWrVqpfei+aysLIYMGcKePXueS8zZtGkTCoWCyZMnF3p+eHg4X3zxBa+88gqDBw8uc+nSo0ePOHz4MCdPnqRBgwb07duXli1bipIoQyYuDkaMKNsaJibw888GvZ1m+JtWJfEsnyUgAPr1M+hfgCFhZGREz5496dSpEz/99BMfffQRffr04a233sKyAtZMaRMTExPeeustOnXqxObNmzl16hQTJ06kcePGgCrE7e/vz6effkqVKlXIzc3l+vXrHDx4kGZNmyKPjsY4Lo6s8HASUlLIMDFhwYIFuLq60q9fPwYMGKBRMo0uuHXrFvXq1XtOLG/dusW5c+fYuHFjoedeuHCBNWvWlDm5J68TT0BAAGFhYfTs2ZPVq1eLEXYVhWeGEyiVSnJycsjJyUGek4NcLsfGxgabopr0KxSQkQGlaORfXhi2h/n4MYwdW7bQ6hdfgIajigT5iYuLY8+ePVy5coX333+fnj176u1D3ZCQJIl//vmHbdu20aJFC0aMGKHONL558ybjx4/HzMwMKyMjnly/jmNuLqZGRqSmpmJvZ0d6ejqmZmaYVa2qqkGzs6N169Z8+umnemlCvn37dmxsbBg4cKD6OblczocffsjQoUPp0KHDc+doK7knOTmZo0ePcuTIEZycnOjbty8vv/yy2Jc0UBQKBUlJSSQkJKi/4uPjUYSE0OGHH5Dn5JAjl5Obm4upqanq79zUFFNTU5ydnYvPyP/hB7CyKp83UwoM28M8c6bs+5BnzgjBLCUuLi5MmTKFu3fvsn37dvVElJYtW+rbNL0ik8no0KEDzZs357vvvmPChAkMHz6cbt26cfv2bXJzc3l04waeMhmuCgX1JYlhjRqREBRE6+bN+fP6daKcnPgjKYnUhARwdeVfSeKLL75g/vz55Z6tfPXqVSZNmpTvuR9//BEPD48CxTInJ4cNGzZw//59Vq5cWeL9yrwknoCAAC5evEiHDh2YNWsW9URZmN5QKpUFCuHT3yckJKhu+uztcXJyUn85OztTo2lTqv7xh1ogTUxNKXFcz9TU4Lv/GLZgFjGDMI+ExEQsLS2xsLAo+Bf0TF9PQcmpV68eixcv5sKFC2zZsgU3NzdGjhyJh4eHvk3TK1ZWVnzwwQfqjNpvvvmGqKgonCUJa7mc6sDi1q15HBpKHWNjlGZmyORyqhsb4+fpyXClkr1RUex//BiUSq7LZGzbto3x48eX23tITEwkNjY2n1iFh4dz5MgR1hWQ5p+cnMyiRYtwcHBg6dKlJfKIs7OzOX36NAEBAWRmZuLn58eYMWNEHbAOkSSJlJSU58Tv2e+Tk5OxtbXNJ4ROTk54eXnl+97BwaHwPffz58vWhKBDB4PfPjNswSzGu5SAxIQEHqSlkZubq4qR/xcnt7axwUSED7WGTCajbdu2tGrViiNHjjBr1izat2/PoEGDcHBw0Ld5eqVevXqsWLGCN954g3s3b1I3K4s2Li6MsLAgITISV1dXov/r7JOckoK1jQ0ywMzIiGE1a2JpbMyehw/B2prAwEAGDhyIk5NTudh+9epVmjZtqg61K5VK1q5dy9ChQ5+zobTJPVFRURw5coSTJ0/SsGFDhg0bRosWLUQSTxmQJInU1NTnPMBnhTApKQkrKyu1J+jo6IiTkxN16tShVatW+YSwzJENP7+yCWbfvmW7fjlg2IJZzGw6GahT8+U5OaSnpZGWlsajR49Iz8jA3MyMBFNTsgIDqV+/Ph4eHnrPSKzomJiY0L9/f7p27coPP/zAhAkTeP3113n11Vdf6H2ne/fukZubS0MnJxSRkfTNzsbVzY3o6GgyMjJITknB0tKS1JQU7J4ZYP22mxv/JiVxJzqa3KpVOXr0aL7m7brk2XKSgwcPYm5uTq9evfIdl5fcM2bMmHwdjAojL4nn0KFD3L9/XyTxaIgkSaSnpz8nhAWJoYWFRb6wqKOjIzVq1KBZs2bq5x0dHYudbao1OnWCHTs0igw+h6cnNGyofZu0jGEn/YSHQxHp7EUhSRIZmZlc69ePCzIZQUFBJCQk4OXlRYMGDahfvz7169fH/pkPL0HJePz4Mbt27SI0NJRhw4bRuXPnF9JzWL16NSeOHYMrV+ju6MhwZ2ciwsOxsrIiIzMTGaqECaVSiXf9+tg9E4b8Mz6e5ffuQf36OHt6sn37dq0nWMnlcmJjY0lLS8PExARbW1umT5/O0qVLcftP3KdMmcKKFSuoXr06oPp/9PPPP/Pbb79plNyTnJxMYGAgv//+O87Ozvj5+dGxY8fy+9A2UCRJIjMzM5/4JSYmFiiEJiYm+YQwT/jyHud9GeQN6o0bMHeu5q3xAGxsVHXz/w0mMGQMWzABPv0Ubt8u3bmurqqmB/99gKemphISEkJQUBDBwcGEhIRgZ2enFs/69etTp04d0SKuFNy6dYvt27cDMHr0aBo1aqRni8qXYcOGkRASAmFhrGjUiPo2NuQqlTx69IjoJ0/IlsuRy+WYGBvT4eWXMX4m0qFQKhl+7RrJdnZQty5r166lTp06WrHtwYMH6rrGzMxM9fOZmZk8fPiQpUuX0r17d5YtW0bTpk156623gPzJPZ9//nmhyT2SJBEUFERAQAD//vsvHTp0oG/fvgbVmEGXZGVlPecJJiYmPieEkiTlE71nBTDvSx+Z0lrl0iVVtzUN5szi6KgS2AqS8GX4gvnXX7BsWenOHToU3n670JclSeLhw4dqAQ0ODubJkyfUqVOHBg0aqD1RZ2fnUhr/YiFJEqdPn+abb77By8uL4cOH4+bmpm+zdI4kSbzxxhsoIiMhMpKfWrfG7ClBzMzMJPTuXaIePsTM3JzuhczAnHnnDjcBGjZk4cKFxQ5yLo6YmBjWrl3LtWvXVEMKEhJU4bLcXJDJSMnKIsXUlBoNGpCSkoK5ubk6JJuX3OPo6MiUKVMK/BDPysri9OnTHD58mMzMTPr27Uv37t3zNaKvyMjl8gJDos+KoUKheC5rtCAhtLS0fHGiL5GR8MsvqnZ5BQ2wt7GB7t3htdfAgCb2FIfhCybAypXwxx8lO6dJE1WHoBJ6ixkZGdy9e5egoCC1kJqZmak90AYNGlC3bl3DDIcYCHK5nAMHDnDgwAG6d+/OwIEDK82HaEFIksSAAQPg0SN4+JBf27TB6JkPRgnVXNKMjAxatWpVYEb358HBXM3NhUaN8Pf3p1WrVqW26f79+8ybN4/EuDiVXbGxoFDgbGaGk6kpCkkiJC4OTE0xtrXlXkYG1Zs0oWvXrgwcOJClS5fStWtXBg0a9NyHfFRUFIcPH+bUqVM0atSIvn370rx58wojBjk5OepwaGHlEwkJCWRlZWkkhNbW1hXmvZc76elw6tT/D5C2slLtV3buDBXwM7RiCKZCAatWqe5WNKFJE5g9WysdIyRJ4smTJ2oPNCgoiMjISDw8PPLthVatWlX8p3mGpKQkvvvuO/755x8GDhxInz59Km24+9133yU9LAwiItjZvDkuBXwYSMDNGzeoVasWdgUktE26cYMIc3Pw9mb58uWlbs4eHR3NtGnTSI6NheBgjLKyaO/oiJ+rK01sbZHJZCgliXOXLpHo7s4PYWE8ys3F0sODJHt7UtPSWL16db7OPbm5uepOPPfv36dXr1707t3boJJ4Ciuqf1YIMzIycHBwKFIMnZ2dsbGxEf+nBfmoGJ9eJiYwfTo0bQqHDqmSgQqialXo0wdefbXEnmVhyGQy3NzccHNzU3+AZGdnc+/ePYKDgzl79iw7duwgNzc3n4B6e3tX/L2IMuLg4MDEiRPp168fO3bsICAggBEjRvDSSy9Vug+iWrVqcTsuDoA/4uJ467+kmaeRAa5VqxIdHf2cYIalpxORmQlVqmBiYoK7u3up7JAkieXLl5McHw/BwVjn5DCnfn18nrleeloa9paWNLK0xN3amitOTnwfEUFqVBSOzZqR+t/UiaSkJHUnHhcXF3UnnvJM4ilrUX3Dhg3zfW9nZ1fp/v4E5UPF8DCf5dYt1d5mcrJqb8bWVjVAunVrvRW+xsXF5dsLDQsLw83NLd9eqLu7+wv9H/XSpUvs2LEDe3t7Ro0aVamSQk6ePMmqVasgKAjX7Gy2NW36XFgWIFep5NrVqzRu3Bhzc3P18xvCw/k9Lg5atKBz16588sknpbLjzp07zJgxA8LDMYmNZWGDBjQuoDHAw6gocnNzSUxMpHatWiQkJLA7Opp/ZTKMGjXCwtWVNm3acPnyZV5++WX69u2Lp6dnqWwqDEmSSE5OLrZ8orCi+me9wiKL6gUCLVAxBbMCoFAoCAsLU4dxg4ODSUtLy7cX6u3tXan39goiNzeXY8eO8f3339OyZUuGDBlSKZKq5HI5w4cPJzUiAu7e5QMPDwZUq1bgsQ8iIwHwqFkTUHmXn9y5g9zZGerUYenSpaXOMl65ciV/nDgBV6/S08mJDwvJtL19+zZGxsaYGBsjz8nB1NQUt5o1GXLpElGSRLStLR9++CHjxo0rdHh2YZS2qL6w8gmtFNULBFpA/BXqCBMTE7y9vfH29qb/fyPGkpKS1B7o/v37CQ0NxcXFRS2g9evXp1atWpX6LtnY2JjevXvTuXNnfvrpJyZPnkzfvn158803K3QI28zMjN69e7Nv3z5wdOTryEgsjY3pWcB4tKqurty6dQt3d3ciMjPxDwlBbmoKNWrg6elJw1IWcKempnLmzBnVqKXcXPoWsr+oyM0lJSUFY2NjTExM1J5ZyK1btDE1JVOhoGrDhmRmZuYTy7IU1Ts5Oem3qF4g0ALCw9Qjubm5PHjwIJ8XGh8fj5eXVz5PtDI3V4iNjeWbb77h+vXrDB48mO7du1fYG4bs7Gxmz55N8J07EBoKycm0dXSkn6srzZ7ZN/vr9m3OK5Wcz84my9gYGjTA2tmZ5cuXU/M/z7Ok3Lx5k5kzZ0JQELUVCtb5+BR4XHxCAtevXcPExEQd4XB2dsbewYHIrCymhYSQVqUKkosLr776arFF9QV9iSxyQWVECKaBkddcIc8TDQ4OxsbGRi2eDRo0qJTNFUJCQti+fTsZGRmMGjUqX7u2ikRycjJz584l7N49VTlHTAzk5OBmYUFNCwtMjIyIk8u5nZRERmYmdrVrg4cH1g4OzJ07t0wNH86dO8eiRYvg5k1eMjPjc2/v546R/jsuIT4eGxsbLC0t1TcoZmZm5BobMy02lkwXF6hWjaVLl1auonqBoAwIwTRwJEkiKipK7YEGBQXx+PFjPD0984VySzpiyRDJmzO5a9cuatSowYgRI0rtbemTzMxM1qxZw99//60aIJCQAPHxIJervjcxAXt7bsfGUqNOHXx8fPj000/LPP3l/PnzLFy4EG7dorWpKfOeEUylUkl4eDhp6enY2tjg7OysHsdkZGyMDEhXKHj38mXw8MCidm1ViFkgEABCMCskmZmZhIaG5gvlmpiY5BPQevXqVdiwWE5ODgEBAezbt4+OHTvy/vvvV8iw9MOHDzly5AgnTpwgPT0932symQxnZ2csLCzYuHGjVrKn1RmyISG4ZWWxpUkT9bo5OTmE3r2Lqakpnp6ez7XmyyM4LY3pt29D3bpUadCAHTt2lNkugaCyIASzEiBJEtHR0fmaKzx48AAPD498fXKrVatWocpaUlNT2bt3L6dPn+aNN96gf//+FfImIDs7m9DQUFJTU9Vj6GrVqoWVlRUjR45kxYoVWmkhmJWVxdChQ8mMjISwMBY1aEBTOzsyMjII+S/BzN3dvcjBvmvv3+dYQgI0b07XHj2YOnVqme0SCCoLQjArKXK5nHv37uWrDc3JycmXTOTl5YWlgU84B1Urtp07d3L//n2GDx9Ox44dK5TwF8Xu3bvJyclh9OjRWllv8+bNBBw8CFev0sHOjnHOzty/f59atWoVW76TplAw7OpV5C4uULs2K1asKHY6iUDwIiEE8wUiLi4unxea11zhaRGtUaOGwYrRjRs3+PrrrzE1NWX06NGlbh1nSMTGxvLRRx+xfft2rdy8PHjwgIkTJ0JkJFnh4Qw0M+NdHx9siqmlVEoSi+/e5XxSEjRujKePD6tXrzbYvwWBQB8IwXyBUSgU3L9/P99eaGpqKt7e3vmaK9gW0ClGX0iSxKlTp9izZw8NGzZk2LBhVK1aVd9mlYklS5bg4+NDv379tLKev78/+3/8EZtHj3A1M2Oypyc9XFwKFb+s3FxW3b/P2YQEqFULqlZlxowZdOrUSSv2CASVBSGYgnwkJyfn80JDQ0NxcnLK1ye3Vq1aWh9uXFKys7P55Zdf+O233+jVqxdvv/12iTvSGAq3bt1i3bp1bNq0qcweXXJyMvPmzePcuXM4OzhgFBYGycnUtrLCz9WVV5ydsfzvdxeVmcmR2FiOx8WRnpsLHh5QtSqvv/46I0eO1MZbEwgqFUIwBUWiVCp58OBBvr3Q2NhY6tWrl69ProODg17sS0hI4Ntvv+XixYu89957+Pr66l3MS4okSXz88ccMHTq0TCO9wsPD+eKLL+jWrRu+vr7Mnz+f8Pv3VZ1/YmJUo5YAS2NjciUJuVKp6r3s5KQaXGBjw6uvvsqoUaNEKFYgKAAhmIISk5aW9lxzBSsrq3wC6unpWa7NFe7fv8/27duJj49n5MiRtG7dukJ96J84cYK//vqLCRMm8OeffxIfH09mZiaWlpa4uLjQqVOnIkdpnT9/nrVr1zJ27Fg6d+4MqGa7fvPNN5w4cYKsrCxIS4OUFNW4PJlMNY/QyQlMTXFzc2PgwIF07969vN6yQFDhEIIpKDOSJPHo0aN8Q7cfPXpEnTp1nmuuoEsRkySJf//9lx07duDs7MyoUaOoU0jzcUNCkiTOnz/P2LFjqVq1qmqKiUKhmsRjZAQmJshkMtq0aYOfnx8tW7ZU/xwlSeKnn37i0KFDzJo1C+8Cuvukp6dz6tQpAgMDCX9qNJ6ZmRnNmzenb9++tGjRokLdYAgE+kAIpkAnZGVl5WuuEBQUhLGxcb690Hr16uUbcaUtFAoFR48eZe/evbRp04bBgwfj5ORUqnUiIiJISUkhNzcXa2tratasqdUJM1lZWaxYsYLz58/zKCIC06QkqkiSqitQHmZm4OoKVaqAqSnt2rVj+vTpGBkZsX79eiIiIpgzZ45G3Z6USiUZGRmYmJhgbm4uRFIgKAFCMAXlgiRJxMTE5MvIjYiIoEaNGmoRbdCggVabK6Snp7Nv3z6OHj3KgAEDeO211zTqhRobG8vvv/9OYGAgycnJ+V4zMTGhU6dO+Pn5Ub9+/TLZmpWVxZw5cwgOCoLISJRPnpCanEznGjVo4+iIlbExGbm5/JuczNXkZFUYtWpV8PCgTp06GBsbU7VqVT7++GPR41UgKAeEYAr0Rl5zhaezcrOzs/MJqJeXF1ZWVmW6TnR0NLt37+bOnTsMHjyYbt26FSh0crmcTZs2ceLECSRJgsREVQ/YnJx8PWBxcQFjY7y8vJg+fTrVq1cvsU2SJLFw4UIunD8Pd+9CYiK+VarQIjubug4OVHtmlmZUZiY/PXnCsdhYcmxsuJ2TQ7t27fjf//5XYae7CAQVDSGYAoMiPj4+nxcaFhZG1apV8+2F1qxZs1SeXVBQEF9//TUKhYJRo0bRpEkT9Wvp6en4+/sTFBQET55AdDRkZ+NkZkYNCwuMZTLi5XIeZGaCsTE4O4O7O7ZOTsyfPx8vL68S2aJulB4RAdHR6oHTaWlp3Lt3j6ZNmxb4Hvfcvcu2+/cxqVED64YNmTdvHq1bty7xz0IgEJQcIZgCg0ahUBAeHp7PC01JScHLyyvffqimzRUkSeLvv/9m586d1KlThxEjRuDq6sq8efO4cf063LsHCQk0tbOjX9WqvOTggPFTwnU3PZ3DMTH8ER9PjpkZ1K+PrYsLK1asKJGnOW/ePC6fOwfXrtGnShUm1K6tsg+4fesW1d3dcXyqVEcCHj9+TEx0NCcsLfkjJQWaN6d1+/bMmzdP4+sKBILSIwRTUOFITk4mJCRE7YWGhITg6OiYL5RbXHMFuVzOoUOH2L9/P1ZWVkRFRWESEQHx8WpvryiC09KYHxJCqokJNGyIV6NGrFy5UiPP9/Hjx4wZMwaiopA9esS2pk2p+lTyU1x8PHGxserWf3ljuTIyM/H28iJeqWTM9evg7o6sRg22bt36XAhXIDBIMjLg5k1ViZOxMTg6go+PKhu8AlC5phALXgjs7e1p06YNbdq0Af6/uUKeF3ro0CF1c4WnQ7mOjo7qNczMzHjjjTfo0qULfn5+JIaFUSsnh1GensWKJUB9GxvmeXszMyiInKgoQk1NCQkJ0ahZ+enTp1V7orGxtLa3zyeWAE5OTkQ+eEBmZiYmJiaEhoZiZmZGw4YNMTYywg1oZW/PpdhYJHd3/vzzT955552S/RAFgvLk/n04fBj++AOysvK/5uICvXuDry/oqQGKpgjBFFR4jIyMqF27NrVr18bX1xdQ7UmGhoYSFBTE77//zpo1a7CyssrXaN7T05Nbt27h6uqKY2wsVvHxeMfGkmBlhaOjY5FjsEAlmq84O3MsPh5q1iQgIEAjwYyLi1PVWcrltC5grJeRTIarqysPIiPJzMwscCxXawcHLiUnQ06Oaj2BwBCRJPjmG9i/v/Bj4uLg229Vx8yYAf/dCBsiQjAFlRJra2uaN29O8+bNgf9vrpDnhZ48eZKoqCgePnyIPCWFKklJvF6rFnUdHYl88IAnT57g4eFR7JSPvq6uHIuNhbg4/vrrL8aMGVNonWZOTg4pKSlERUWRmpSEeU4OWSkpPFQoUOTkoFAoUCgU5CgUyLOzSUpOpmaNGlR3c3tOvK3yws25uWRmZpbxpyUQ6IitW+HQIc2OzcqChQth5kxo1063dpUSIZiCFwKZTIa7uzvu7u5069YNUNVBvvHGGyTHxZEjl1M9NpawhASsbWyQlEpu376No6MjHh4emD8zuFoCchUKqhsbU83EhPAnT0g1MuLrr7/G1taWlJQUkpOTSUlJUT9WKBTY2dlx//59YmJiqC6Xk5KdjczKCktLS0xMTDAxNcXUxITMzEyioqIAuHnzJh4eHvn69Wbl5qoeGBuLGkyBYXLihOZimYdSCcuXw/r1oIWh6tpGCKbghcXc3BwTExOc7O2RUlNp17gx8qwsUlJTSUtLA0kiIiKCu6GhVHd3x8zUVOUB5uSgyM3F2NgYUxMTTDIzyUTVYzcpKYlatWpRu3Zt7Ozs1F/29vZYWloik8n4/vvv2fv99yCX88jcHHd39+dsS0hMxNHRkZo1a5KUlETEgwfExMTg4eGBhYUFl1NSwNQUTEyKHQwtEOiFn34q3XlyOQQEgJaGqmsTIZiCSodCoSA1NVXt3RXk7eX9e+3aNaxTUnDOzOR2cDCWpqaqpvGShJGREUZGRpiYmuLg4ICjo6NKIP/7ysuIdQoKwlGScKxTh9dee00dBi6MTp06sXfvXnBx4dyTJ8TJ5bg848Gmpqbi9t8dtoODA3Z2djyJjub27dsYOTpyPjERqlcHmUzMrRQYHjduQGRk6c8/fhyGDAEdtM4sC0IwBQaNJElkZGQUK35PP87KysLGxkbt2T3t6VWtWhVvb2/199HR0aSFh2MUHo517do4ZGYSGxuLDDA2Nsa1ShW8vb0xe0bQ8siVJB5mZcF/+5aa1IPWrFmTpk2bcj07G+nJEw48ecJoDw/160qlkvT0dGyf2gs1MjKiupsbLs7OLLt+neSUFJS1avFKs2YFeqgCgV45caJs56enw7lz0KWLduzREkIwBeWKXC7PJ37Pit6zz6WmpmJmZpYvtPm0ALq7u+f73s7ODhsbG407Ab300kv8+vAhxpmZ7Lx+nfE1a1LD3Z2oR49wcHSklodHka3nzicmkiCXg7MzDg4O1KpVS6Pr+vn5cf36dXBx4dcnT6hlaUnPKlUAVYavpYVFgXWkJ5OSOK9UYl6jBndjY4mMjCQiIkLj60qSREhICCdOnODx48ekp6djbm6Oo6MjHTp0oF27duU6lk1QSYmJyfethOpGMDc3l1yFAkmSim95GRurO/tKScX6n5GRAdevQ2qqqhG1vT00b67ayxGUO0qlkrS0tGI9v6e/z0t8eVb87O3t8fDweO41W1tbTHXw+42Li+PYsWP8/fffPHz8GA8nJ+5lZWFiY0PEgwfUqFED1/8ErCgCYmJUYSNHR3x9fTUWm/bt29O8eXOu/jeZZO39+zzIzOS1atXITk19zlONk8s58OQJvz55Ag4OWHh5Mah5c9q1a8fs2bPp3LkzgwYNwrqQrN7c3FxOnjzJoUOHCAsLg9xcyMxU/WtkBObm/PXXXzj+9z769++PnZ2dRu9FULnJzc0lIyODzMxM0tPTSU9PVz/OyMhQ//v041eOH8cxNlYlkP99GclkGBsbY2xsjIWlJd7FtZN8emKPgVAxOv2Eh6uKXk+der7o1c4OevQAPz/VJAdBqZAkiezs7CLF7tnHaWlpWFtbP+fhPesFPv19XuKLPlAoFFy8eJHAwECCg4Pp3LkzvXr1Yu3atYTdvEnmpUvUUypZ0qIFDhqIxW9PnrDtwQPw8EDm5saOHTs0GrGVR3p6OjNnzuR+WJjqbzwuDiOgrkJBx2rVcLW3JyM3l0vJyZxLTEQJqhFftWrhWbcuX375JVZWVqSkpLBnzx7OnTvH0KFD6dGjR76fcUZGBkuWLOHKlSuqm86YGFVT+bxMW/j/G1BXV3BwwMXFhXnz5lH7v5Z9goqHJEnk5OQUKmpPC19RIpidnY2VlRVWVlZYW1tjaWmJtbV1vuee/tfKyoo6u3djHRyMsbExJsbGGBkbY1TS//ejR8Orr+rmh1NKDF8wf/hBVdRaHCYmMGkSiInxwP8nvhQU7ixMFI2MjAr0/AoTRBsbmyLbzxkKjx8/5ujRo5w4cYJq1arh6+tLx44d1bM4jx8/zsSJE7FITaWGQkEbBwem1a2LbSHeYq4k8dPjx+x5+BCcnKBePXr06MFHH31UYtvS09NZsmQJV69ehexspOhoEkNCcLS1/X/RMzFRCaWrK5ib07x5c2bOnPlcSOvu3bts2bKF3Nxcxo0bh7e3N1lZWcyePZuQ4GCVKMfGYmZkRGcnJzo4OWFrYkK2Usmt1FQCY2NV4WUrK/D2xtrRkSVLlgjR1AOSJJGZmVmo2D0rfE8/97TwAcWK27Mi+OxrFhYWJb/J3b8fdu8u2w9hzRrw9CzbGlrGsAVzzx748ceSnTNpkqrFUiUiL/FFU8/v6cSXosTv2e91McxZX8jlcs6dO0dgYCDh4eF07doVX19fatasme+4yMhIFi1aRHZ2tirZJy4OwsMxk8no4uxM7ypVqG1lhRGQkJPDybg4fo+NJf6/fUs8PWnQsCGLFi0qNDGoOJRKJWfPnuXw4cP8888/hN+/j0/9+ioP0NhYteUgk9G0aVP69OlDhw4dCt1XlSSJU6dOsXv3blq0aEFCQgJXLl9WjxB7082NN93cCrwZUCiVnElIYGNEBJn/9ch1dnNjzZo12Nvbl+q9vYgoFIrnhEwT4Xv6cWZmJubm5gWKnSbCl/e8LrYzNCI5GUaMUI3GKw3168OKFdq1SQsYrmD+8w8sXlzy84yNVYWvJRy3VJ48m/hSnBCmpqZibm5eoLdXmBBaW1vrLfSpTyIjIwkMDOTUqVPUqVMHX19f2rVrV+AHx9mzZ9mwYQMjR46kW7dufPvtt/z444+qvb3o6OfDlvBc6LJJkybMnj270L3DkrJlyxbOnz9P06ZNyczMxNLSEhcXF7p06fKc2BdFRkYGq1evZsOGDdQ1M8MuI4OxtWrRX4Nti7D0dD4LCiLT3Bx8fHj33XcZNGhQWd5WhSBvW6Ior00TEVQoFIWKmybhzLzjKvyc05UrVb1jS8PUqdC1q1bN0QaGm/Tzyy+lOy83F377DaZN0649haBUKvPV/BUWAn028aUwz69WrVoFiqLIXCycrKwszpw5w9GjR3ny5Ak9evRgxYoV6jrGZ1EqlXz33XecOnUKf39/9SzLIUOG4OnpyY8//kiYpSXUrKkaIv30AGk7O7CwwMHBAT8/P9566y2t3sVHR0czatQoXn755TKtY2VlhYWFBY3q1yfn4kUamJrSxdJSo3M9ra2ZWLs2K+7dg6QkAgMDGThwoEH/DSqVygKFrCReXUZGBiYmJsV6da6urkWGM83MzF7Im9XnGDIErl6FpKSSnde0KRhobbFhepj378OHH5b+fFNT2LlT5QmUAEmSyMrK0tjzS0lJIT09PV/iiyYh0FLtCQie4969ewQGBvLXX3/RsGFDfH19adWqVZEf7GlpaaxYsYLs7Gw+++yzAkONeaUXAQEBXLt2jZSUFHJzc7GxsaFOnTr07t2b9u3ba11AlEol77//Plu2bClzCDQlJYVhw4ahiIqCiAjm1aiBSWwsNtbW1Cyg1d+zKJRKRl2/TsJ/+5mffvopHTt2LJNNhSGXy4tMSNFEBJ9OTClK7Irz6gz5pqBCcu8ezJunCtFqQv36MH8+aClio20M86+jrEWvOTnw558o+vTROOEl77GxsXGhgufq6lphE18qC+np6fz5558EBgaSkpJCr169WLdunUbZqeHh4SxevJiXXnqJ4cOHF/rhKJPJ1FNNQCWgec/rkvDwcBwdHbWyX3jx4kUUCgXExuJlbU3r6tVRVqvG48ePuXXzJlWrVcOtWrVCw34mRkb0rlKF7x89Armcv//++znBfDoxpSivLe/7wkQQCk5Mefqxo6Mj1atXL1T4xE2ogVK3rmqLbMsWuHxZFakpCAsLVbXDiBFQylyA8sAwBbOYglWlUqluZp3z34SHZ6c9/PPFF/y+fTu2trYFen7Vq1enQYMGz4liaRM3BLpDkiSCgoIIDAzk3LlzNGvWjCFDhtCiRQuN93nOnDnDpk2b+OCDD3jllVdKdP3y+iC+ceMGPj4+WlkrMTFR9SArCx9XV0DVLcjd3R0XFxcePHjAjRs3qO7ujqWlJcqn6uXyvpz/E7b4u3c5lJFBfHx8Pu8vIyNDo8SUatWqFbiPl/dY/J+r5Li5gb8/PHkCR47Av//+/wBpJydVN5/u3VXZ2QaOYQpmMZlVEhAbG5tvuoOlhYX6sYmJCfX792fs5MnirrMCk5qaysmTJwkMDCQ3N5devXoxfPjwfFM7iiM3N5dvvvmGM2fO8MUXX+BpYGnqT3Pr1q0y713mkZ2drXogSZg/c1Nhbm6Ol5cXySkp/Pvvv2RnZWFra4uVlRWWT01OsTA1VUVcrK2pUbMmw4YNe074KnxiiqD8qFZN5UGOGKFvS0qNYQpmMfFrYyMjvL29i17DyUmV0SioUEiSxI0bNwgMDOTSpUu0adOGCRMm0Lhx4xLf/KSmprJs2TIAVq1aZdCdayRJ4ubNm4wZM0Yr66mzdo2NSVEoCjzG3s6OBg0acOf2bSRUvXNzc3OJj4/H2sqKVGNjjIyMsHVwwNPTk8aNG2vFNoGgomKYgtm0aenTkZ9eQ1BhSEhI4MSJExw7dgwzMzN8fX0ZN26cRs3MCyIsLIxFixbRsWNHhg4davD7zJGRkVhbW5eoU1BRqDOEra25kJTEGEnCuIAbDrdq1Xj86BG5ubmYmpkhl8vxqFkTM3Nz9oWFkZmdzd2QEDJNTPj666/x8fGhUaNGBn3zIRDoCsMUzC5dYPt2Vcf60lCjhhDMCoBSqeTy5csEBgZy48YNOnTowLRp0/D29i5TKP2PP/5g27ZtjBs3zuBGX+V50MePH+fhw4dkZGRgampKXFwcNjY26qzrstKyZUvs7e1JdnUlLjSUi0lJtHN0fO44IyMjqru7k5SURFZmJjVq1CAmNpZM4JJcjl2dOjT38GDcuHFkZmby+++/s2rVKpydnWncuLH6q4oGfXcFgoqOYQqmmZkqY+rXX0t3vp+fdu0RaJXY2FiOHj3K8ePHcXR0pFevXkyZMqX46QXFoFAo2LVrFxcuXGDRokUG1dJNoVAQGBhIQEAAkZGRoFCobggVCjAyIvzJE2yqVGH48OG88sorvPHGG4XWkWqCqakpvr6+/PjDD2Buzo+PHtHK3h7TAvYcXV1defz4MTVr1iTq4UMaNGjA9vv3SUxNJdXRkXYeHvTr1099E5Obm0t4eDg3b97kn3/+4euvv8bc3DyfgLq7u4v8AUGlwzDrMEFVt/PJJ/D4ccnOq19f1SFIZN4ZFAqFggsXLnD06FFCQkLUjc+1lYSTnJzM0qVLMTMzY9q0aaUO5eqCjIwMvvzyS1W/2LQ0VfPzhARQKtXHJKekYOPqirGbGzg7Y2Vjw+zZs2lahkhJbGwso0ePRhkXB/fu0cHRkemengWK5oMHDwCwtLTkh3v3OCKTgbMzkaamVKlShWnTptG7d+8Ck3wkSSIqKopbt26pv7Kzs2ncuDGNGjXCx8eHOnXqiAQhQYXHcAUTVGI5Z85zs9UKxdMTFiwoccMCge549OgRx44d4/jx41SvXh1fX19efvllrfatDQ0N5csvv6Rr164MGjTIoD6Ys7OzmT17NsFBQaqGHHFxWBob083FhY6OjtibmpKamcmJ4GCCbGx4kJmputmrXx8TW1v8/f1p1qxZqa//888/s3PnTlWrvwcP8La25h03N1o7OOTb05TL5Ry5epUQJyeOPnpEspERLm3b0qpNG4YOHcr27dvJzMxk7NixNGrUqNjrxsXFcevWLW7evMmtW7eIj4+nQYMGag/Uy8tLlJMIKhyGLZigaqu0bRucPasKXxWEubmq7+CoUaoCWIFekcvl/PPPPwQGBvLgwQO6du1Kr169StQLVVNOnDjBjh07mDhxIh06dND6+mVl6dKlnDlzBkJDITGRd6pX5y03NyyfSkKKjY0lJSUFT09PbqSmsjIsjASlEho2xMrZmdWrV5c6PCtJEtu3b+fXX39VebUPHoBcjouZGe0dHbF5alrJ5ZgYjE1MsKhVi4jcXCwsLQkMDMTR0RFJkvjrr7/YsWMHTZo0YcSIETg5OWlsR0pKCrdv31Z7oJGRkdStW1fthTZs2LDMIXmBQNcYvmDmkZgIR4/CuXOQkqIqerW3V/Uc7N7dYFspvUg8ePBA3fi8bt26+Pr60rZtW51MTFAoFHz99ddcvXqV2bNn60SMy0pYWJhq5FdUFERFMaaQ5uf3wsKwtbVVD6yOyc5mxp07xAM0bUpvPz8mTpxYajskSeKXX35h9+7dKHNzVTehMTGq8HDeAGkLC7Lt7AiKi6PJf4OpZf8N/P3000/VXntWVhY//PADgYGBvPnmm7z66qulaieXmZlJUFCQWkDv3r2Lu7u7Ogu3cePGYkKKwOCoOIIpMEiysrL466+/CAwMJDY2lh49etCzZ0+qVaums2smJiayZMkSrK2tmTZtmtYmhWibDRs28Pvhw3D1Ki/b2fFZvXrPHSMB165epX6DBlg+FR25kZLCrKAgqFMH8xo12L17d5nfZ0xMDL///jtHjx4luYDeniYmJqSnpzNw4EBGjhyJQqHA39+fGjVqMG7cuHxJPI8ePWLbtm08fvyYDz74gFatWpXJtpycHO7evasO4wYFBeHo6Jgvkcj1v45FAoG+EIIpKBV3794lMDCQM2fOqBuft27dWuf1jsHBwSxZsoSePXvy3nvvGWwmZnp6OsOGDSP74UO4f5+lDRvSqIBEpOzsbG7fvk3zFi14+p1IksSHt24RLpNB48aMGTOG/v37a8W2nJwc/v33X548eaJub+fg4ECbNm0IDw9n8+bNbNy4EZlMRnp6OrNmzaJ9+/a8++67z6118eJFtm3bhoeHB6NHj9bajZJSqSQ8PFztgd68eRNTU1MaN26Mj48PjRs3pkaNGgb7+xdUToRgCjQmPT2d06dPExgYSFpaGr169aJ79+5aK7YvjsDAQPbs2cPkyZNp27ZtuVyztJw9e5Yvv/wS7tyhlkLBOh+fAj/cY+PiSE5Kol4B3ufh6Gg2RUSAjw/N2rdn4cKFOrdbkiSmTJnCe++9p/4ZJyYm8sknn/D222/jW8BwdrlczoEDBzhw4AB+fn68/fbbWh9GLkkSjx494vbt2+pEoszMTHX4tnHjxnh6ehp8gwpBxcYw6zAFBoMkSdy5c4ejR49y7tw5mjdvzvDhw2nevHm53d3n5OSwdetWbt68ydKlS3F3dy+X65YFdcgzO5v69vaF/qxSU1MLLYFpYGOjXqOgEKoukMlkvPHGG/z8889qwXR0dGTBggXqcWjt2rXLd46ZmRnvvPMO3bp1Y8eOHYwfP56RI0fy8ssva+1vRCaT4e7ujru7Oz179gRUmbh5iUTHjx8nJiaG+vXrqz1Qb29vkYkr0CpCMAUFkpKSwsmTJzl69ChKpRJfX19GjBhR7okYCQkJLF68GEdHR1auXFlhMinlcrnqgVL5XPPzPGJjYwm6c6fQMg2zvPOUyv9vpl4OvPzyy+zevZugoCAaNGgAQPXq1Zk7dy7+/v7Y2toW2FfWxcWFGTNmcOPGDbZs2cKRI0cYO3YsHh4eOrHTxcWFzp0707lzZ0B185EnoDt37iQiIkLdA9fHx4cGDRoY7H63oGIgBFOgRpIkrl+/TmBgIJcvX+all14qdeNzbXDnzh2WLFlC3759efvttyvUftXTzc+TnymHkoDoJ08ICQnByNiYpEK8R/V5JibY5Hmb5YCxsTGvvfYaP//8M7NmzVI/X69ePaZPn86XX37JwoULC+2k1KRJE9asWcPhw4eZOXMmXbt25b333tO5WNna2tK2bVu1Z5yVlaXOxP3pp58IDQ2levXq+RKJSjL5RiAQe5gCEhISOH78OMeOHcPCwoJevXrRtWvXcv2QfhpJkjhy5Ajff/89U6ZMKXMGpj64c+cOM2bMgLAwLBMT+aZ5cyyMjZEkiQcPHhAXH488O1s9UadF8+ZYPFNDvCUigkOxsdC8OV26d2f69OnlZn9WVhajRo1i2bJlz4XA//zzT3bu3MnSpUuLzVxNTk7mm2++4eLFiwwdOpTu3bvr7cZHoVBw9+5dbt68ye3bt7l9+zYODg7qbkR5mbgV6cZMUL4IwXxBUSqVXLp0icDAQG7evMnLL7+Mr68vXl5eev3AkMvlbNq0idDQUGbPnl2mfqr6RJIkxo8fT1RwMNy+zcTatenp4sK9e/fIVSiQ5+RgYmKC8r/2ePb29ng8VUualZvL0KtXyXR0BE9PFi1aVKY2eaXhu+++IykpqcAa0F9//ZXff/+dpUuXajS5JDQ0lC1btgAwduxYvLy8tG5vSVEqlURERORr6WdkZKT2Pn18fKhZs6YQUIEaIZgvGDExMepWdY6Ojvj6+tK5c2csLS31bRpxcXEsXryYqlWr8tFHHz3ncVU0Dh48yNatW+HmTaoqFIw1NsbZ2hpzCwvS0tLIzs7G9j8vPjEpiebNmqkbBHz38CH/e/QIGjXCvX59Nm3aVO4f3MnJyYwdO5bNmzcXGLrcvXs3N27cYOHChRr9riRJ4uTJk+zevZvWrVszbNgwg2pOIEkST548UWfh3r59m7S0tOcycUvTqEFQORCC+QKQ1/g8MDCQ0NBQunTpQq9evahTp46+TVNz8+ZNli1bxquvvsobb7xRKe7q09PTGT58OMkPH5J17RqNbW1Z2LgxEcHBeHt7ExwSQg13dzIyM8nOzqaKiwvOzs4EREezOSICXFzA01OrNZglZcOGDdjb2zN48ODnXpMkiTVr1pCcnMzs2bM1FpL09HT27t3LqVOnePfdd/Hz8zPYcpCEhIR8Hmh0dDT169dXt/SrX7++1ktoBIaLEMxKTFRUFEePHuXEiRPUqFFD3fjckFLtJUni0KFD/Pjjj0ybNo3mzZvr2yStsmvXLubMmUMdBwcc4uKwysqiv4sL3VxdSY2Pp4qLCwkJCTg6OfFPZCS3rK05k5AADg7g5UWz5s3x9/fXm1fz6NEjPvnkE7Zv316gF6lQKFi0aBF2dnZ8/PHHJbrRiYyMZMuWLSQlJTF27FiaNGmiTdN1QmpqKnfu3FELaHh4OHXq1FG39GvUqJHIxK3ECMGsZMjlcs6ePUtgYCCRkZF069aNXr16UaNGDX2b9hzZ2dls2LCB8PBwZs+eTdUC+qxWZE6fPs22bdto3bo1J06cICUqCvnduzhbWkJ2Ni1sbHCxsiIuMZFEa2uuR0djY2+vGvHl7o6XtzdffPGF3j+Av/zyS3x8fAr1crOyspgzZw4+Pj4MHz68RGtLksQ///zD9u3b8fb2ZtSoUeXWCEMbZGVlERISou5GFBISgpubmzqE26hRoxI1qRcYNkIwKwnh4eEcPXqUP/74g3r16tGrVy/atWtnsPstMTExLFq0iJo1azJ58uRKFdaSJIn9+/dz+PBh5s2bR+3atTl+/DgffPABHh4e2BkZ8eTaNZzNzZEplaSlp+NQtSpxQIaVFR61a9OhQwemTJliEPu4wcHBLFu2jK1btxYaOk1NTWXGjBn07t2bV199tcTXyM7OZv/+/QQEBPDaa6/x2muvGVQkRFMUCgX37t1Te6C3b99W163meaHVqlWrFFsOLyJCMCswzzY+79mzJz179jR4T+3atWusWLGCt956iwEDBlSqD4/c3Fx1lu+8efPU3sXu3bt5+PAhTZo04ddff+XIkSO0bNmSnJwcVS/Z5s3VSSd79uyhYcOGen4n+fnss8/w8/NTNwkoiNjYWGbMmMHw4cPp0qVLqa4THR3N119/TUREBKNHj6ZNmzYV+u9DkiQiIiLytfQD8tWC1qpVq0K/xxcJIZgVDEmS8jU+b9y4Mb6+vrRq1cpgEyfykCSJAwcO8MsvvzB9+vRyL5PQNZmZmSxduhSATz/9VJ15HBERwaxZs1i/fj2Ojo6cP3+eXbt28eabb5KYmMjq1atZvnw5zZo1Y8WKFXTs2JHu3bvr8608x4ULF/juu+9YvXp1kR/uERERzJ49m2nTptGiRYtSX+/KlSts2bKFatWq8cEHH1SIdoiakHdTlNeR6ObNm6SmptKwYUN1LWjdunUNNjL0oiMEs4KQnp7OH3/8QWBgIOnp6fj6+tK9e3ecnZ31bZpGZGVlsW7dOh49esSsWbOo8t/sx8pCfHw8CxYswMvLi/Hjx6tvXiRJYubMmXTq1Im+ffsCsGPHDqysrNTTP958802+//57zM3NOX/+PPv27WPFihV6ey8FIUkSEyZMYNy4cTRr1qzIY2/dusXixYvx9/cvU72lQqHg4MGD7Nu3D19fXwYOHGgQIWptk5CQkG+49uPHj/H29laHcUUmruEgBNOAkSSJ27dvExgYyIULF2jRogW+vr40a9asQoVwnjx5wqJFi/D09GTixIkVcm+qKMLDw5k/fz5+fn689dZb+X43J06cICAggBUrVqhrLKdOncrIkSPx8fEBYPjw4axYsQIXFxdyc3MZPXo0c+fONaiyH4Bjx45x5swZ5s+fX+yx58+fZ8OGDSxZsoTq1auX6boJCQns2rWL69evM2LECDp37lyh/v5LSnp6uroT0c2bN7l//z61a9fOl0ikry5cLzpCMA2Q5ORkdeNzSZLw9fWlW7duBlXkrSmXL1/mq6++4t1336Vv376V7oPu6tWrrFixgg8++OC5fbvU1FQmTJjA3Llz1Z5WZmYmQ4cO5bvvvlPfOEyePJkpU6bg6ekJwN69e0lKSmL8+PHl+2aKIScnh9GjR+Pv76+RmAcGBrJv3z6WLVumlUzRO3fusHnzZiwtLRk7dqzB3VDoiuzsbHUm7q1btwgODqZq1ar5WvqJTNzyQQimgSBJEteuXSMwMJArV67w0ksv4evrS6NGjSqkyORlih46dIgZM2YUON2ionPixAl27tzJZ599pvYWn2b9+vWYmJgwbtw49XOXL19m3759qlmZ/zF79mzeeecddagzPj6eSZMmsXPnToMLQe7fv58HDx4wdepUjY7/4Ycf+Pvvv/nyyy+1Uh6jVCo5evQo3377LS+//DKDBw8udDxaZUWhUBAWFpYvE9fa2jpfIpGbm1uF/NwwdIRg6pm8xudHjx7FysoKX19funTpUqFDLpmZmaxevZq4uDhmzpxZoerqNEGSJL7//ntOnTqFv79/gTWueZNWNm7cmE8ovvnmG4yNjRk0aJD6uSVLltCxY0c6duyofm7hwoW0adOmwIHN+iQ9PZ3Ro0ezdu1ajfahJUliy5YtPHjwAH9/f62F41NTU/n222/5+++/GTx4ML169VKHvF80JEkiMjJSnYV769YtlErlc5m45f7zSUiA8+chORkkCezsoG1bVQerCooQTD2Qm5vLpUuXOHr0KDdv3qRjx474+vpSr169Cn9X+OjRIxYuXEjDhg0ZN24cpqam+jZJqygUCtatW0dkZCRz584tsMdqbm4uH3/8Mf/X3n2HRXVtDRz+DU2QZkFUsKAGsEcjscVgVzCxkWJM8sUYK3o1sWMFsYstRewmluhNjNFYQWOJii16bSDYEEWiIkGQ3ma+PyYYC2UGZuacwf0+D0/uhTnnLNus2XuvvfYHH3zw0jaMiRMn8vHHHz/X0Wj58uXUqVOHHj16PP3e+fPn2bx5M0uXLtXXL6XE1q1bh0qlYvDgwRq9XqlUsnDhQkD969flG3d0dDSrVq0iKyuLYcOGyW47jhRUKhXx8fFPq3CvXr1KUlLS005EjRo1wtXVVX+VuOHhsHcvnD4NLxxth4kJtGwJ774LxRSPyZFImAYUHx/PgQMH+P3333FwcKBbt254enrKbtqtpP7880++/vprPv30U7y8vKQOR+fS0tKYO3cuVlZWjB8/vtA/t507d3Lu3DlmzZr13AegrKwsPvnkEzZv3vzctZs2bcLCwoJ+/fo9/V5+QvLz85PFyR7PSkhIYNSoUaxZs0bjmZDs7GwCAgKoVasWw4YN0+kHQ5VK9fTIsaZNm/L555+LNb0XJCUlPdcT96+//sLV1fXpCLR+/fq6eR/atAl+/lmz1/buDYMGPT3izhiIhKlnubm5nDlzhtDQUG7evEmHDh3o1q1boYfvGiOVSsVPP/1ESEgIfn5+1K9fX+qQdO7Ro0cEBATw+uuvM3jw4EJHSQkJCYwePZqgoKCX9g5evnyZjRs3vrRlZOfOnSQkJLw0Ytu2bRsPHjxg1KhRuv3F6MCSJUuoWbMmH3zwgcbXpKWlMXnyZN56663nPhzoSkZGBj///DOhoaF88MEH9OzZU+xnLERaWhpRUVFPp3Gjo6OpXbv2c5W4Wq8Nb9gAv/yi3TXvvAPPrPHLnUiYehIXF0doaCiHDx+mZs2adO/enbZt25a5LRXp6eksWbKEJ0+e4OfnVyY/2d+6dYtZs2bRt2/fYjsTzZs3j1q1aj23Rplvy5Yt5OTkMGDAgOe+f+jQIS5duvRSIc3jx4/x9fVl3bp1kveTfVFMTAz+/v6sXbtWq2n3xMREJk6cyIcffki3bt30EltcXBxr1qzhwYMHDBs2rFQNFF4V2dnZz1XiRkVFUaVKleda+hVZi3DuHGiw3ahAEyfC22+X7FoDEx+/dCg7O5uwsDBCQ0O5d+8enTt3ZsGCBWWmS8mL7t27x+zZs3n99dfx8/Mrk5/mz507x9KlSxk5ciRt27Yt9rXR0dGMGzeuwJ+Hh4fj4+Pz0vft7OxISUl56fsVK1akefPm/PHHH8+tb8qBi4sLderU4ejRo3Tt2lXj6ypVqkRgYCB+fn7Y29vTqlUrncfm7OyMv78/f/75J8HBwbi4uDB48GDZt4yUkoWFBY0bN35a7Z2Xl0d0dDRXr17l+PHjrFq1Cisrq+cKiZycnP798PjbbyV/+K5dImG+SmJiYggNDeWPP/7A1dWVXr160bJlyzKZQPKdPn2a7777jgEDBmj1hmlMQkJC+PHHH5k+fXqx08xZWVmsXLkSX1/fAmcRcnJyuHHjRoFFKba2tgUmTAAvLy/Wrl2Lt7e37ArCfHx8CA4OpkuXLlrF5uTkxPTp0wkICGDq1Kk0bNhQ57EpFApatmxJs2bN2LlzJ2PGjOGdd97h/fffF11zNGBqaoqrqyuurq707t0blUrFvXv3iIiI4MqVK2zdupXc3FwaNWrEG9Wq8dapU5S3tCzZ39GoKIiOhn/2IctZ2X1H17OMjAyOHTvGgQMH+Pvvv+natSvLli3D0dFR6tD0SqVS8eOPP3Lo0CFmzJiBm5ub1CHpnEqlYuPGjZw8eZKFCxdSvXr1Yq/5+eefcXV1pUWLFgX+/MaNGzg7Oxc4tWpra8uTJ08KvK5p06ZkZ2dz7do12a0NN2nSBEtLS86ePav1SNHV1ZXx48czd+5c5syZQ+3atfUSo4WFBR9++CGdOnVi3bp1jBgxgkGDBtGmTRvZfQCRM4VCQc2aNalZs+bTgr78StzsjRu5dfMmOTk52NjYYGtjg62dHdbly2teEX30qEiYknryBNLSwMwM7O1BB2uHKpWKGzduEBoaSlhYGI0bN+ajjz7ijTfekH3jc11IS0tj0aJFZGZmsnTp0gK3VBi77Oxsvv76ax49ekRQUBB2dnbFXnPv3j3279/Pt99+W+hrwsPDC2xuAIVPyYL6jcrLy4uQkBDZJUyFQsF7773Hr7/+WqKp1ebNmzNkyBACAgJYuHChXvsLOzg4MGnSJC5fvszq1avZt28fw4YNo2bNmnp7Zlnn6OioHiBERkJCAjk5OaSkppKaksKdO3fIzMzEunx5bG1tqe7khGlRyfPxY8MFXgplK2FmZsKRI7BvH8TE/Pt9Cwt46y11RZa7u9a3TU1Nfdr4PCMjg27duhEcHFwmC1wKc+fOHebMmYOHhwdffPFFmZxuTklJYfbs2VSsWJHZs2drVKClUqlYsWIF/fr1K7IRfnh4+NPm6y+ytrYmPT0dpVJZ4Cfyzp07M3ToUFJTU2XX0KJt27b88MMPREVFlSiht2/fnqSkJGbMmMHChQv13rWnadOmfP311+zbtw8/Pz86duxI//79ZVdUZVTy8gAwNzenUsWKVKpY8Z9v55GamkpKamrxI80X92vKVNlpjXHoEAwYAMHBzydLgOxsdSIdP15dkZWYWOztVCoV4eHhLFmyhMGDB3P16lUGDRrEmjVr+PDDD1+pZBkWFsaUKVPo378/Q4cOLZPJ8sGDB0yYMAF3d3cmTZqkcTXzH3/8QWpqKu+++26hr8nLyyMqKqrQtToTExOsra1JTU0t8Od2dnZ4eHhw+PBhjWIyJFNTU/r06cOvv/5a4nv07t2bVq1aMXPmTDIzM3UYXcFMTU3p2bMnwcHBpKenM2LECA4dOoTYMFBChXyIMzU1xd7enhrOzhQ7+W0k7Q3LRsLcsQOWLYP09OJfGxkJEyZAQkKBP05OTmbHjh34+vqyfPly6taty+rVq5k4cSLNmjV7pdY9lEolGzZsYP369QQGBtKxY0epQ9KL69evM2nSJHr16sUXX3yh8Z9xamoq69evZ8SIEUVOyd+6dYuqVasWOXoqqvAH1MU/+/fvl+WbeteuXbl69SpxcXElvseAAQNwdnZm4cKF5BpotGFvb8/o0aOZNm0a+/btY8KECdy4ccMgzy5TPDzkcQ8DMP6EeeoUfP+9dtfEx0NAgHrkiXo0eeHCBebPn8+wYcOIiYlh9OjRBAcH06dPH43WscqalJQUAgICuH79OkuXLqVevXpSh6QXp0+fZubMmYwcOVLrrRubNm2iVatWuBczzR8REVFs8/miCn8AGjVqhEKhICIiQqsYDcHS0hJvb2927txZ4nsoFApGjRqFUqnku+++M+gHA1dXVxYtWoSXlxezZs3i22+/JTk52WDPN3pNmkBp1oIdHeHNN3UXjx4Zf8L88Ud1Y19t3blD8t69/PTTTwwePJgffviBpk2bsm7dOsaMGWO0p4Towu3btxkzZgwuLi4EBgaW2Q8Mu3btYsWKFQQEBNCyZUutrr1+/TonT558qQlBQa5cuVJowU++4kaY+cU/+/fv1ypOQ3n33Xc5fvw4SUlJJb6HmZkZfn5+3Lt3j40bN+ouOA0oFAq6dOnCihUrsLKyYsSIEezevZu8f9bnhGIUsj6vEW9vo2mPZ9wJMzwc7tzR6hKVSsXjx4+5fv06x/38SEhIwM/Pj2XLltGjR49XfvH/2LFjTJs2jc8++4wvvviiTFb/KpVK1qxZQ0hICEFBQVr3alUqlQQHBzNw4MBii3CUSiVXr17VaIRZVMIE6NSpE+fPn5fl6Mfe3h5PT0/27NlTqvtYWloyY8YMTp06xW+l2QxfQtbW1gwePJh58+Zx+vRpvvrqK8LDww0eh9Hp3r1kzdQbNIBevXQfj54Yd8IMCdH4pVlZWdy7d4+Lly5x//59KlasiPdrrzHS2xtXV9dXdjSZLy8vj3Xr1rFp0yZmz5790ikbZUVWVhbz588nOjqahQsXlmjf7N69e7GystJoTTcmJoYKFSpQ8Z/KwcLY2dkVOSULYGNjQ+vWrTl06JBW8RpKnz592L9/f6kLd+zs7AgMDGTnzp0cO3ZMR9Fpp1atWsyePZuPPvqIJUuWEBQUREIhdQ8C6u17U6aop2c15e4O06frZMufoRh3wixmdKlUKklMTCTq2jUiIiLIUypxd3enYcOGVKlSRb0vSMsRalmUnJzMjBkzuHPnDkuWLCmzJ9knJyczdepUypUrR2BgYIm2aCQmJvLf//6XESNGaPQhq6j9l8/SZIQJ4O3tTUhIiCyLf5ycnGjcuDEHDx4s9b0cHR3x9/dn9erVXLx4sfTBlYBCoeCtt95ixYoVODk5MXr0aLZt20ZOTo4k8che+fIQGAj9+0NRHxDt7eGDD2DuXKOpjs1n3AmzmKrY9PR0HsbHU8XBgWbNmlG7Vi3KW1k9/6KMDD0GKH+3bt1i7NixuLu7ExAQUGZPr4+Li2PChAk0a9aMsWPHlvicznXr1tGtWzeNN7xHREToNGG6ublRrlw5Ll26pNHzDc3Hx4edO3fqZO3PxcWFyZMnExQUxM2bN3UQXcmUK1eOTz75hCVLlnDt2jVGjhzJn3/+KVk8smZmBh9/DOvXw6RJ6v3vjRtDo0bQti2MGwc//ACffWZUI8t8xr2hrnz5In9sY2NDg+I2U7+YQF8hR44cYe3atYwYMYK33npL6nD05urVq8ybN4/PPvusVH1vL168SFRUFKNHj9bo9fl7eYcMGVLsazWZkgX1qCd/lPnsIdRy4e7uTpUqVQgLC9PJtH6jRo0YNWoUs2bNYt68eTg5OekgypKpVq0a06ZN4/z586xZs4b9+/czZMgQjVonvnLMzKBdO/VXGWLcI0xd9J/UUw9LOcvNzWX16tVs3bqVefPmlelkeeLECebMmcOYMWNKlSyzs7MJDg5m+PDhGjfvvnfvHlZWVkUfi/QPTUeYAB06dODixYs8lmk7sffee4/t27frbNq4devW9O/fH39/f1n8mlu0aMF3331H48aNGTduHBs3bjRIwwVBesadML29S3e9u7tRNPzVpaSkJKZPn879+/dZunQptWrVkjokvVCpVGzfvp1169Yxe/Zs3njjjVLdb/v27dSuXZs3tdgvpsl2knzaJMzy5cvTrl07nawV6oOHhwc5OTk6nTb28vKic+fOBAQEkK5JgxI9MzMzw8fHh++++46EhAR8fX05duyYLNeWBd0x7oTZqBG4uJT8epmdMahv169fZ8yYMTRu3JgZM2aU2S00eXl5rFixgqNHjxIUFFTqIqb79++ze/duhg4dqtV1mq5fguZTsvm8vLwIDQ1FqVRqFZMhKBQK+vbtW6p2eQXp168f9evXZ86cObIpvKlUqRJjx45l4sSJbN++nSlTphDzYmtOocww7oQJ8OmnJdv06uJiNIeW6sLBgwcJDAxk2LBhfPLJJ2V2G01mZiZz5szh/v37LFiwQKPp0KLkN1d///33tTpNI3/9UtsRpqYjlNdeew17e3suXLigcUyG1KFDB+7cucPt27d1dk+FQsGwYcOwsbFhyZIlsvqw0KBBA5YuXYqnpyfTpk1j1apVhfYGFoyX8SfMVq1g0CDtrqlaFfz9oYSVksYkNzeX4OBgtm/fzvz582ndurXUIelNYmIifn5+VKhQAX9/f8oXUxSmibCwMBITE+ml5ebqBw8eoFAoqFq1qkavL1euHAqFgqysLI2fIefOP+bm5vTs2VPno0wTExPGjRtHUlISq1evltUUqImJCd7e3qxYsQKlUomvr69sZwGEkjH+hAnQuzeMHQuaTDE2bgyLFkEpRx7GIDExkSlTppCYmMiSJUuoUaOG1CHpzd27d5kwYQJt2rRh1KhROjlRJT09nTVr1jBy5Eit75c/utRmJK/NOiaAp6cnERERst1Q7+3tzblz53j06JFO72thYcG0adO4evUq27Zt0+m9dcHW1hZfX19mzpzJoUOHGDduHNeuXZM6LEEHykbCBOjYETZsgFGjXi7ksbCALl1gyRKYNw/K4MHHL4qMjGTs2LG88cYbTJ06VSejLbm6fPkyU6ZM4dNPP6Vfv346m27evHkzLVq0oEGDBlpfq03BTz5tE6alpSWenp4cOHBA2/AMwtramq5du+qlxZ21tTUBAQEcOHBAtr/+unXrsmDBAnr37s28efNYtmyZLKp8hVJQlVUpKSrV/fsqVUKCSpWdLXU0BqNUKlX79+9XffLJJ6qzZ89KHY7eHT58WPXJJ5+oLl26pNP73rx5U/XJJ5+okpOTS3T9F198oYqNjdXqmilTpqguXLig1TW3b99WDRgwQJWbm6vVdYby6NEj1UcffaRKSUnRy/3v3bun+r//+z/V6dOn9XJ/XUlPT1d9//33qo8//li1Y8cOVU5OjtQhCSVQdkaYL7KxgWrVoHLlV2KtEtR7Bb/99lt27drFwoULtdoCYWxUKhX//e9/2bx5M/PmzaNp06Y6u3d+c/UBAwaU6KSW+Ph4srKycHZ21uo6bUeYoO6GU6VKFc6dO6fVdYbi4ODAm2++qbe1VmdnZ6ZPn84333xDZGSkXp6hC1ZWVnz++ecsXLiQixcvMnr0aMla/gklV3YT5ismISGByZMnk56ezpIlSyTtiKJvubm5fPPNN5w+fZpFixZp3KZOU6GhoZiamtKlS5cSXZ+/nUTbqeGSJExQrxXKtfgH1O3y9uzZQ/Y/58/qmqurK+PHj2fOnDncvXtXL8/QFWdnZ/z9/RkwYADLly9n3rx5xMfHSx2WoCGRMMuA8PBwxo0bR5s2bZg0aRKWlpZSh6Q36enpzJw5k+TkZObPn1/sKSDaSkpK4scff9S4uXpBSrJ+Ceq9mCVJmO3ateP69euyfeN1cXGhTp06HD16VG/PaN68OYMHD8bf31/nRUa6plAoaNWqFcuXL6du3bp89dVXbN26VW8fKATdEQnTiKlUKvbs2cP8+fP58ssvef/998vs/kpQj6InTZqEk5MTU6dO1csHg/Xr19OpUydcStEQQ5uGBc8q6QjTwsKCTp06ERoaqvW1huLj48Ovv/6q120gHTp0oHfv3vj7+5fo99HQLCws6NevH19//TV3797F19eXU6dOyWqrjPA8kTCNVHZ2NsuWLSM0NJRFixaVuvWb3EVHRzNhwgQ6duzI8OHD9XKw9eXLl7ly5Qoff/xxie+RmJhISkoKtUvQo9jW1larbj/P6t69OwcPHiQ3N7dE1+tbkyZNsLKy4uzZs3p9Tp8+fXjzzTeZOXOm0fR3rVKlCpMmTeLLL79k8+bNzJgxg3v37kkdllAAkTCN0KNHj5g4cSK5ubkEBQVRrVo1qUPSq//9739Mnz6dQYMG4ePjo5dRdG5uLitWrGDo0KGlGrlGRETQsGHDEsVY0ilZgJo1a+Ls7MyZM2dKdL2+KRQKfHx82L59u96f9fnnn+Pk5MTChQtl+wGiIE2bNuXrr7/Gw8ODSZMmsX79eln0zRX+JRKmkbl8+TLjxo2jQ4cOjB8/vkyvV4K6pd/SpUuZOnUq7fR4VNCvv/5K9erVS90JSZt2eC8q6ZRsPrkX/7Rt25bExES9V7MqFApGjx6NUqnku+++M6opTjMzM3r37s3y5ctJSUnB19eXw4cPG9WvoSwTCdNIqFQqdu7cSVBQEOPGjaNPnz5ler1SpVKxadMmtm3bxvz582nYsKHenvXw4UN27tzJsGHDSv17Gh4eTqNGjUp0bWmmZAHatGlDTEwMf/31V4nvoU+mpqb06dNH5+3yCmJmZoafnx+xsbFs3LhR78/TtQoVKvDll18yZcoU9uzZw8SJE7l165bUYb3yRMI0AllZWSxatIgjR46wePFiXn/9dalD0qucnBwWL17MpUuXCAoK0no/ozZUKhUrV66kb9++Gvd9LcyTJ09ISEigbgmPjCvNlCyo+7d27tyZkJCQEt9D37p06UJkZCRxcXF6f5alpSX+/v6cOnWKXbt26f15+uDu7s7ixYvp1q0bAQEBLF++vFQfqoTSEQlT5h4+fMiECRMwNTUlKCgIR0dHqUPSq9TUVGbMmEFOTg5z587F3t5er887deoUDx8+pG/fvqW+V3h4OA0aNChxQZK1tTXp6emlatbt5eXF4cOHZXP81YssLS3x9vZm586dBnmenZ0dgYGB7Nixg2PHjhnkmbqmUCjo2rUrK1euxNzcnBEjRrB3717y8vKkDu2VIxKmjF28eJHx48fTtWtXxowZg4WFhdQh6VV8fDwTJ06kXr16TJo0Se+/3szMTNasWYOvr69OmrWXdDtJPhMTE6ytrUt1LFT16tWpU6cOJ0+eLPE99O3dd9/l+PHjJCUlGeR5jo6O+Pv7s3r1aqPurmNtbc3QoUOZPXs2YWFhfPXVV4SHh0sd1itFJEwZUqlUbN++naVLlzJp0iR69uxZptcrAW7cuMGECRPw9vZm8ODBmJjo/6/mli1baNKkCU2aNNHJ/UpT8JOvtIU/oB5lynla1t7eHk9PT3bv3m2wZ7q4uODn58eiRYu4efOmwZ6rDy4uLsyZM4d+/fqxePFigoKC+Pvvv6UO65UgEqbMZGZmsnDhQsLCwli8eHGp34CNwdmzZwkICMDX15eePXsa5JkxMTEcPnyYQdqepVqItLQ0/vrrL1577bVS3ae0hT8ArVq1Ii4ujtjY2FLdR5/69u1LSEiIQfdKNm7cmJEjRzJr1izu379vsOfqg0KhoF27dqxYsYJq1aoxatQofvnlF9lOxZcVImHKyP379xk/fjxWVlbMnz8fh1fgzM69e/eyfPly/P39DXa4tUqlIjg4mE8//VRna6RXr17F3d291FO7pS38AXWFaNeuXWU9yqxevTqNGzc2+NFcbdq0oX///syYMaNMHLVlaWnJ//3f/7F48WIiIyP5z3/+I9tG/GWBSJgyce7cOSZMmMA777zDqFGjyvx6pUqlYv369ezevZsFCxbg5uZmsGf//vvvKJVKunfvrrN76mI6FnQzJQvqzj9HjhyRdX9SHx8ffvvtN4MXr3h5edG5c2cCAgLKTGOA6tWrM336dIYOHcqaNWsIDAw0+lG0HImEKTGVSsXPP//Mt99+y9SpU/H29i7z65XZ2dksWLCA69evG7xT0ZMnT9iwYUOpmqsXRJcJUxfbBhwdHXFzc+P48eOlvpe+uLu74+joSFhYmMGf3a9fP9zd3ZkzZ06ZmsZs0aIF3333HQ0bNmTcuHFs2rRJu2nvx4/h8mU4c0b938RE/QVrhETClFB6ejpz587lzz//ZOnSpTRo0EDqkPTuyZMnTJs2DVNTUwIDA7G1tTXo87///nvat29f4r2SBcnMzOTu3bs6GSXrYko2n9w7/wBP2+UZupONQqFg+PDh2NjYsGTJkjLVScfc3Jz333+fb7/9locPH+Lr68vx48eL/jVevgzz5sHAgTB1Ksyerf7vwIHq/33hApSh36OSEglTInFxcYwbN44KFSowd+5cKlWqJHVIepe/RtuoUSPGjx9v8Gnnq1evcuHCBT755BOd3jcyMpJ69erp5NejqylZAA8PD/7++29u376tk/vpg4eHBzk5OVy6dMngzzYxMWHcuHEkJSWxevXqMpU0ASpXrsz48eMZP34827ZtY+rUqcTExDz/ovR0mD5dnRxPnoQXp8eVSvVoc8YMmDwZjOAUGH0SCVMCZ86cYdKkSfTt25eRI0dibm4udUh6FxUVxcSJE/Hx8WHAgAEGn3bOzc0lODiYwYMHU758eZ3euzTt8F6kqylZULei69atm6yLf/KbshuiXV5BLCwsmDZtGuHh4Wzbtk2SGPStUaNGLF26lHbt2jFt2jRWr15NWloaZGaqE6Wme1MjIsDPD9LS9BqvnImEaUAqlYotW7awcuVKpk+fTrdu3aQOySBOnjzJ7Nmz+eqrr/Dy8pIkhl27dlG5cmXeeustnd87PDxcZ3s5dTklC9C1a1eOHTsm66Ou2rdvz507d4iOjpbk+dbW1sycOZPQ0FAOHjwoSQz6ZmpqSo8ePQgODiYnJ4fhw4dzfeRIVNruSb17F4KC9BOkERAJ00DS0tKYNWsWly9fZunSpbi7u0sdkt7lN4xfvXo1M2fOpEWLFpLE8ejRI3755ReGDx+u85FtdnY20dHR1K9fXyf30+WULICDgwONGjXijz/+0Nk9dc3c3JyePXuyY8cOyWKoVKkSgYGBbNq0SbZHpOmCnZ2dei+qry+5f/zB1YgI7TtLnT8PEn24kZpImCWRkQGRkXDunHqxPD6+yJfHxsYyduxYqlWrxuzZs6lQoYJh4pSQUqlk9erVHDx4kKCgIOrVqydZLKtWraJXr15Ur15d5/e+du0atWvX1tkxa7qcks3n7e0t62lZUMd47tw54ov5t6RPzs7OTJs2jW+++UbvR5BJzeXqVRo0aEDVqlW5cfMm0bdva1ctvG+f/oKTMZEwtXHnDgQHw2efwcSJMHOmeg1g8GD1wvmpU+pF8mecPHkSPz8/PvzwQ4YOHaqTnqVyl5mZydy5c4mNjWXhwoVUqVJFsljOnj1LbGws7733nl7ur6vtJPnyp2R1WYDSvHlznjx5wo0bN3R2T12ztrama9eukp8q4ubmxrhx45gzZw53796VNBa9USrh999RoJ6BaNqkCWZmZly5coUHDx6g1OTv3h9/gIz3+OqLSJiaUCph+XL4z39g/371YvmzVCr1wvncuTBqFMTHo1Qq2bhxI2vXrmXmzJl07txZktANLSkpiSlTpmBjY0NAQADW1taSxZKZmcmqVavw9fXVW2GVLgt+QF2EolAoyMrK0tk9TUxM6N69u+xHmb169eLQoUOlaj6vC2+88QaDBg3C39+fhIQESWPRi5SU5wp3TE1NqVWzJg0aNiQ5OZmI8PDiZzkyM8FAzfPlRCTM4qhUsHAhaPpmc/cuOV99xeJJk4iKimLp0qWl7i9qLGJjYxk/fjweHh58+eWXko+mf/rpJ+rXr0+zZs30cv/c3FyuX7+u88OtdV34A+rin7CwMHV1pEw5ODjQsmVL9slguq9jx4706tWLGTNm6PzPQnKFjAytLC1xc3enRo0amnWI0uGHOmMhEmZxtmwBLTqRpKenc/XECd45d45ZAQF6P89RLsLDw5k8eTL9+/fn448/lrxbUWxsLAcOHNBZc/WC3LhxAycnJ52PonVd+ANQsWJFmjVrJuviH1A3Zd+zZ48sWvr17dsXDw8PAgMDdTril1wR26oUqP+uaNTHWsLZI6mIhFmUzEzQ4giivxMTiYqKokaNGjS0scH0zz/1GJx8/PHHH8yfP5/x48fLYuo5v7l6//799doQQpfbSZ6lj8If+Lfzj5w36Lu4uFC3bl2OHj0qdSgADBw4kOrVq7NgwYKyc2CztTXUrFm6ezg6QsWKuonHiIiEWZSjRzXapKtSqbgbG8u92Fjc69encuXK6h/s3avf+CSmUqnYtm0bGzZsYPbs2Xqb+tTW4cOHyczMpEePHnp9TkREhE7XL/PpY0oWoGnTpmRlZXHt2jWd31uX8hsZyCGxKxQKRo8ejVKp5LvvvpNFTDpR2n8b3t5QxnteF0QkzKJocPRQbm4u165fJz09nUaNGmH97HTHlStQRk8MyMvLY/ny5Zw4cYJFixbh4uIidUgApKSk8MMPPzBixAi9HkKdl5dHZGSkXhKmPqZkQf3mbwz9ZZs0aYKVlRVnz56VOhRAfVyan58fd+/eZdOmTVKHoxudOkFJt0KZm8Mr0nTlRSJhFqWYZJeWnk54RATW5cvj7uZWcJHLgwd6Ck46GRkZzJo1i4SEBObPny+rPrgbN26kbdu2uLq66vU50dHRODg4YGdnp/N762tKFqBz586cOXNG1oUsCoWC9957j+3bt0sdylOWlpb4+/tz8uRJdmuxTCNb5curt8eVxEcfgR7+3hsDkTCLUsxCvzIvj1o1a1KzZs3Ci1zKUrEA8Pfff+Pn50eVKlWYPn06VlZWUof01LVr1zh79iyflfSNQAu63n/5LH2NMEE93evh4cHhw4f1cn9dadOmDYmJibJqIGBnZ0dgYCDbt2+X9bFpGuvZEz74QPtrPvxQP/EYAZEwi1JMk25bW9viR1c6bvQtpZiYGCZMmMDbb7/NiBEjMDU1lTqkp/KniL/44guD7P2MiIjQS8EP6DdhgvoA5ZCQEFmvx5mamtKnTx/JmrIXxtHRkYCAAFatWsVFTZuWy9lnn8HIkcUX8Njbw5AhMHSoYeKSKZEwi1La/qAWFlCnjm5ikdjFixeZNm0an3/+Oe+//77k20ZetGfPHuzs7PD09NT7s1Qqld4KfkA9ktHXlCyoT69QKBRERETo7Rm60KVLFyIjI4mLi5M6lOe4uLjg5+fHokWLuHXrltThlJ6XF6xfD5MmQdOmYGsLZmbq/zZqBOPGwQ8/QK9eUkcqubLfp600evRQnwVXUm+/rf5LZ+QOHTrE999/j5+fn96mIUsjISGBn376iaCgIIMk8piYGOzt7amop7J6fY8wFQoFXl5e7N+/X5Z/nvksLS3x9vZmx44d/Oc//5E6nOc0btyYESNGEBgYyPz58/XSp9igzMygXTv1l1AoMcIsSvPmUJp/CO+8o7tYJKBSqfjxxx/ZunUr8+fPl+2b69q1a+nRowfOzs4GeZ6u2+G9SN8JE6BTp06cP3+e5ORkvT6ntN59911OnDhBkgzbsLVt25b+/fvj7+8vy/gE3RMJsygKBQwaVLL9Rh06gJ4rNfUpNzeXZcuWcf78eRYtWkSNGjWkDqlA58+f59atW3xowEIEfRb8gP6nZAFsbGxo3bo1hw4d0utzSsve3p727dvLtjLVy8uLjh074u/vT3p6utThCHomEmZxWrWCESO0S5otWsCXX+ovJj1LS0vD39+ftLQ05s6dK9vjyLKzs1m5ciXDhw/HwsLCIM/MX7/UZ8K0trYmIyND751l8o/9knPxD0CfPn3Yv3+/bA/B/uijj3Bzc2Pu3LnaHZElGB2RMDXh5aU+xqtq1aJfV64c9OmjPurLSI/xevToERMnTqR27dpMmTJFZ+c86sO2bduoV6+eQQ+mvnfvHuXKldPrkWUmJiZYW1vr/dQONzc3ypUrx6VLl/T6nNKqXr06TZo04YAGjUSkoFAo8PX1xdramiVLlsj+A4hQciJhaqpVK1izBmbMgDffBBsb9ajT0hJcXNQl1xs2qKdwZbTdQhu3bt1iwoQJdOvWjSFDhui1U05pxcXFsXfvXoYMGWLQ5+p7dJnPEOuY+Z1/5H7sF6jb5e3cuZPc3FypQymQiYkJ48aNIykpiTVr1oikWUYZ5zBIKgqFOlm++abUkejcuXPnWLp0KSNHjqRt27ZSh1Ok/Obq/fr1+7dvr4FcuXLFID1zDZEwATp06MDGjRt5/Pix3qp+dcHd3Z2qVasSFhZG+/btpQ6nQBYWFkybNg0/Pz9++eUXPtC2KYAge/IdQggGExISwjfffMP06dNlnywBjh07RkpKCu+++65Bn2uI9ct8hij8AShfvjzt2rXj4MGDen9WacmpKXthrK2tmTlzJiEhIUbxeypoRyTMV5hKpWLDhg3s2LGDBQsWUL+0jRoMIC0tjfXr10vSaejBgweoVCqqVaum92cZaoQJ6krP0NBQlEqlQZ5XUh4eHuTk5Mh+zbVSpUoEBgayceNG2TSQF3RDJMxXVHZ2NosWLSIiIoKgoCCj2Xi9adMmWrZsKUlyzx9dGqI5giET5muvvYadnR0XLlwwyPNKSqFQ4OPjI6um7IVxdnZm+vTpfP3117LqhyuUjkiYr6CUlBSmT5+OUqlk9uzZejlxQx9u3LhBWFiYQZqrF0Tf+y+fZagp2XzGcOwXQPv27bl79y7R0dFSh1IsNzc3xo4dy5w5c4iNjZU6HEEHRMJ8xTx48IAJEyZQv359Jk6caLD9i6WlVCoJDg7m888/x1aidoNXrlwxWMI05AgTwNPTk4iICBISEgz2zJIwNzenV69esmvKXpgWLVowaNAgZsyYIfvfW6F4ImG+Qq5fv86kSZPo1asXAwcOlF0D9aLs27cPS0tLOnXqJMnzHz16RFZWlsE6Hhk6YVpaWuLp6SnbvY7P8vLy4n//+x/x8fFSh6KRjh070qtXL2bMmCHrc0iF4omE+Yo4ffo0M2fO5D//+Q89evSQOhytJCYmsnXrVnx9fSVL8vn9Yw31fDs7O4O/uXp7e3PgwAG9dxgqLWtra7p06cKuXbukDkVjffv2xcPDg1mzZpFVxs7IfZWIhPkK2LVrFytWrCAgIIA3jXAP6bp16+jWrRu1atWSLAZDbSfJZ+gRJqiPrapSpQrnzp0z6HNLolevXhw6dEjv3ZB0aeDAgVSrVo0FCxbI/kOJUDCRMMswpVLJmjVrCAkJISgoCFcjbAZ/8eJFoqKi6Nevn6RxGLLgB9QJ05BFP/nyj/2SOwcHB1q2bMm+ffukDkVjCoWC0aNHPz3sXM77SYWCiYRZRmVlZTF//nxu377NwoULcXR0lDokreXk5LBy5UqGDRsmaU/bx48fk5ycTO3atQ32zPwpWUO/qb799ttcv37dKNYH+/bty549e8jOzpY6FI2ZmZkxefJkYmJi2Lx5s9ThCFoSCbMMSk5OZurUqVhaWjJz5kxsbGykDqlEtm/fTo0aNWjZsqWkcURERNCwYUOD9ta1sLBAoVAYfL3LwsKCjh07EhoaatDnloSLiwt169blyJEjUoeiFUtLS/z9/QkLC5PtsWVCwUTCLGPi4uKYMGECzZo1Y8yYMZibm0sdUoncv3+fXbt2MWzYMKlDMfh0bD4pCn9APS178OBB2TY6f5aPjw87duwwuulNe3t7AgMD2b59OydOnCj4RRkZ8OgRPH4MRvBn8SoQzdflTKWC//0Pzp+H1FQwMYHKldWHU9es+dLLr169yrx58/jss8/o2rWr4ePVEZVKxcqVK3nvvff0eoyWpsLDw+ncubPBn5tf+GPo34OaNWvi7OzMmTNneOuttwz6bG01adKE8uXLc/bsWVq1aiV1OFpxdHQkICCAadOmYWtry+uvvw45OXD8OOzbB9eu/ftiCwt4+23o0QPc3KQL+hUnEqYcZWfD3r3qfzQPHrz8859/hsaNoXdvaN0agBMnTrBy5UrGjRtH8+bNDRywboWFhZGQkEDv3r2lDoWUlBQePXpE3bp1Df5sqQp/4N/OP3JPmM+2yzO2hAnqaWU/Pz/mz5/P/N69qbFzJxT0Z56dDYcOqb8aNAA/P6hUyeDxvurElKzcpKTAtGmwfn3ByTJfeDjMmYNq3Tq2//IL69atY9asWUafLNPT01m7di0jR47ETAaHcEdERFC/fn2DN3oH6aZkAdq0aUNMTAx//fWXJM/XRps2bUhMTDTanq2NGzdmsocHj8aOJVOTYqvISBg3DoygMKusEQlTTrKzYeZM9T8IDahUKu4sW0b6ypUEBQVRp04dPQeof1u2bKF58+Y0bNhQ6lAA6dYvQZq9mPnMzc3p3LmzURwubWpqSt++fY2iKXuBLl6k0ZEjODs5ce36dXJycoq/JiEBAgIgM1Pv4Qn/EglTTrZufX7dogh5SiU3btwgMyuLjy0scHj4UM/B6V90dDRHjx5l4MCBUofylNQJU6opWVAX/xw+fFizN3CJdenShaioKOLi4qQORXubN4NSiaOjIw6VK3Pt+nXNGhvExsLRo3oPT/iXSJhykZMDGvbxzM7JITIyEnNzc9zc3NTThXv26DlA/VKpVAQHB/PZZ5/J5vSUtLQ04uLiJGv4IOWULED16tWpU6cOJ0+elCwGTZUrV44ePXqwY8cOqUPRTnT0cx+SnZydsba25saNG5qdT2pEjRvKApEw5eLEiYIX+1+QkZHB1atXqVixIi516mCS39v09Gl1+bmRCg0NRaFQyKq6NzIyEjc3N8nWUqWcks3n5eVlFNOyAO+88w4nTpzgsTH9O3gh4SkAl9q1MTU1Jfr2bYrdLHP7NkRF6Ss64QUiYcpFWFixL3ny5AmRUVHUcHbG2cmJ59qA5+bCmTN6C0+fkpOT2bx5MyNHjpTVCSpSTseC9FOyAK1atSIuLs4oznO0t7enffv27DGm2ZaYmJe+pVAoqFevHjnZ2dy9c6f4pFnAPQT9EAlTLop5Y0xNTeXmrVu8Vq8eDg4OJbqHXK1fv55OnTrh4uIidSjPyT+hRCpST8mCupVb165djWaU2adPH0JCQsg0lmKY9PQCv21iYoKrmxtKpRJVcVOzGRl6CEwoiEiYRsLa2pqGDRvKZn1PV8LDw7l8+TIff/yx1KE8JzMzkzt37lC/fn3JYpDDlCxA9+7dOXLkiFH0bK1evTpNmjQxitZ+AJQvX+iPzExNqVOnTvEtGa2sdByUUBiRMOWimESoUCiwLFeuVPeQm9zcXIKDgxkyZIikzdULEhUVRd26dbGwsJAsBjlMyYK6I42bmxvHjx+XOhSN+Pj48NtvvxlFaz90cWSdhMfevWpEwpSL0nZUMTN72vXHWOzYsYOqVavSpk0bqUN5idTrlwA2NjZkZGTI4uzE/M4/xsDNzY2qVasSpkFdgOS8vUt3fa1aIJM9y68CkTDlol07sLcv+fVt2kCFCjoLR98ePnzIjh07GDZsmKwKffIZ+sDogigUCqytrWVxSLKHhwd///03t2/fljoUjeS3y5N9U3ZXV/VXSfXoobtYhGKJhCkX5ubQrVvJr3/3Xd3FomcqlYpVq1bRp08fqlWrJnU4L8nOzubmzZuSrl/mk0PhD6i76XTr1s1oin88PDzIzc3l0qVLUodSvI8/hpJ8aHRygk6ddB+PUCiRMOXko4+gJG/SH35oVNMyZ86c4f79+/j4+EgdSoGuX79OrVq1sJJBMYVcCn8AunbtyrFjx4yiAlWhUPDee+8ZR7s8Dw8YNky7pFmpkro1ngz+jr5KRMKUEwsL8PfXLvn5+MCnn+ovJh3LzMxk9erV+Pr6yqK5ekGk3k7yLLkU/gA4ODjQqFEj/vjjD6lD0Uj79u2JjY0lOjpa6lCK9847MHZskVWzT9WrB0FBUL26/uMSniMSptzY2MDs2TBokHrKpTBNm6pPNRk4sGTTORLZunUrjRs3pmnTplKHUqjw8HCaNGkidRiAfKZk83l7exvNtKyZmRk9e/bk119/lToUzXToABs2wMiR8OKeZDMzdZ3DvHmwbBk4OkoQoCDPj/ivOnNz6NNHfd7lxYvqA6RTUsDUVD0V06ED1KghcZDai4mJ4ffff2f58uVSh1Ko3Nxcrl27JpvTUuQ0JQvQvHlzgoODuXHjhmQ9drXh5eXFkCFDiI+Px9EYkoylJXh5qb+SkiAtTZ0s7e3VPxMkJRKmnCkU0Ly5+svI5TdX//TTT6kg42remzdv4uTkhLW1tdShAPKakgV1B5ru3bsTEhJiFAnT2tqaLl268NtvvzFkyBCpw9FOhQpGVfn+KhBTsoJB/P777+Tl5eHl5SV1KEWSw/7LZ8ltShbUxT9hYWGkpaVJHYpGevXqxeHDh2X3+ygYH5EwBb1LSUlhw4YNsmuuXhA5FfyA/KZkASpWrEizZs2MpvjHwcGBVq1aGU3jBUG+RMIU9O7777/H09OTunXrSh1KkZRKJVFRUbJLmHKaks3n5eXF/v375d8Y4B99+/Zlz549RtEPV5AvkTAFvYqMjOT8+fN8agRbX6Kjo6lUqRL2pem4pGNyHGECvP7662RlZXHtmcOP5ax27drUq1ePI0eOSB2KYMREwhT0Jjc3l+XLlzN48GDKa7K/TGIRERGy2U6ST64JU6FQPB1lGgsfHx927NhhNKNiQX5EwhT0Zvfu3VSqVIl27dpJHYpGrly5IqvpWFAX/Tx58kSWb/KdO3fmzJkzskzoBWncuDHly5fnjJEetC5IT2wrEfQiISGBbdu2sXjxYtkX+oB628vVq1cZMWKE1KE8x8LCAhMTE7KysmR3BJq9vT0tWrTg8OHD9O7dW+pwiqVQKPDx8WHf1q20vnsXwsL+PXTdzk59YlD37qU7BEEo00TCFPRi9erV9OzZk+pG0r7rzp072NjYUKlSJalDeUn+KFNuCRPUnX+WL19Or1695P/B6MkT2p46hfVvv5Fy+TK2Njb//iwhAaKjYetWdUedoUPB1la6WAVZElOygs79+eefxMTE8N5770kdisbktv/yWXJdxwRo1KgRCoWCiIgIqUMp2qNHMGECJseO4eToyP379wt+XW4uHD0KEyaok6ggPEMkTEGnsrKyWLlyJSNGjMDCwkLqcDQmx4KffHJOmEZR/JOWpj7U4K+/AHCoUoXU1FQyijp1JS5OfY2RNGcQDENMyQrayc2Fkyfh7Fl1f1sTE6hYETw94fXX+emnn3B3d6dZs2ZSR6oxlUrFlStXGDhwoNShFCh/SlauOnXqxJYtW0hOTpbVlpynfvsNYmOf/l9TExOqOjry4P596tSpU/h1d+/C7t3qY/cEAZEwBU1lZsIvv0BoqLop9IsOHiTV3p6H9+4x2BjOIHzGX3/9Rbly5WTbnFvOI0wAGxsbWrduzaFDh+R3xmlenvrv7AscHR25fOUKzjVqYGFuXvj1ISHwwQfqgw+EV56YkhWKl5wMU6bATz8VnCwBFRB75gz/l55OpbVr1SNRIyHH7STPknvCBHXnn5CQEPltfzl9GhITX/q2ubk5lStVIv7hw6Kv//tvENtQhH+IhCkULTNTfbL7jRtFvuzvhATy8vKo6ugIJ07A118bJj4dkPP6Jch/ShbA3d2dcuXKcenSJalDed6VK4X+qFq1asTHx5OXl1f0PcLDdRyUYKxEwhSKtm0b3LxZ5Etyc3OJjY3FxcXl360FR4+q1zplTqVSya7h+ouMYYSpUCjkebh0EUU7lpaWVKxUiYyMjKLvkZqq46AEYyUSplC43NwC139edO/ePSpWrIjNi2dI7t2rp8B0Jz4+HqVSKev9osaQMAE6dOjAxYsXefz4sdSh/Kuo9UmgjosLNs/uxyzBPYRXh0iYQuFOnFCvXxYhNTWVx0lJ1KhZ8+UfXr4M9+7pKTjdyB9dynnTvTFMyQKUL1+et956i4MHD0odyr90Ucgl02IwwfBEwhQKd/ZskT9WqVTExMRQs2ZNzAqrIizmHlKTc8OCfLa2tqQaybSgt7c3oaGhKJVKqUNR69QJSvNhyMREfQ9BQCRMoSjFTAMmJydjZmZG5cqVS3wPqRlLwjSGESbAa6+9hp2dHRcuXJA6FDVHR/DwKPn1b74JVaroLh7BqImEKRTOpOi/HhUqVMDNzY0iP78Xcw8pJSQkkJ6eTs2CppNlxMbGhoyMjOKrOWXC29tbXp1/+vYt2ShToYA+fXQejmC8ROMCoXAVKhT7EpPiEqIG95BKREQEjRs3lvX6JagrUK2trUlNTZVnJ50XeHp6sn79ekJDQ7l48eLTDyZWVlZUrlwZT09PWrVqhZmZgd5+mjSBQYNg7Vrtrhs8GGQ++yAYlkiYQuE8PeHw4ZJfb2qqPjJJpuS+neRZdnZ2pKSkyD5hZmZmsmvXLu7evcvkyZNxdnSEjAx1xx0TE7Cy4uTJk1SqVAkvLy969eqF9YvV1frQu7e62nXVKihufdXEBIYPB29v/cclGBWRMIXCvfEGVK8OhZ3sUJxWrUCGx2XlCw8Px9tI3hSNYWtJQkICAQEB3LlzB+u8PLJv3VI3PH+2+49CAfb2JFatypYtWzh69CgBAQGG2dbTowc0bw7798Pvv7+8vm5rC127qhNltWr6j0cwOiJhCoVTKOCdd7SfysrXs6du49GhpKQkHj9+jIuLi9ShaETuhT+JiYlMnDiRRw8ewI0bWD55QjWlEm87OzyrV8fazIyMvDwuJCcT+ugRj69dA1tb/srNZeLEiSxatIiqVavqP9Dq1eGLL+DTT9VdgJKT1X/P7ezUU7dGdMKOYHgiYQpF69ULIiLg1Cntrvv4Y1mv/0RERNCwYcPi12BlIn9KVo5yc3OZOXOmOllGRmKWkcGQ2rVpplCQkpSEu53d09c2tLWln5MTR/7+m5V37pAdGUlSgwYEBASwbNkyypUrZ5igLSygRQvDPEsoM4zj3UKQjkKhPky3XTvNr+nfX/0lY8awneRZcp6SPX78ONHR0XD7NiYZGUxzdaVH1apUc3AgLTWVrKys515vZmJC1ypVmOnmhllmJty6xb179zhcmvVyQTAAkTCF4pmbw8SJ6q/CimRMTKBNG5g7Vz26lBOVCs6fh//+F9avhy1byAgNpbG7u9SRaUzOU7L79u1TN+l//Jh+Tk60+Kcy2sTEhMoODjx69KjA6xrb2fFZjRrqadG0NPbt2ye/004E4RliSlbQjEIBb7+t/rpz598DpE1N1VtH2rWDohoYSCEtTd0Ld/9+ePDg6bdzc3N5+9IlXps9G7p1U6+1OjhIGGjx7OzsiI+PlzqMl0RHRxMVFQXx8ZgBPV5oI+dYpQpRUVE4OTtjUsD2nW5VqvBjXBxZ8fHEWFsTGRlJw4YNDRS9IGhHJExBe7Vrq7/k7MED9bFkcXEv/SglJQUbGxtMUlPh11/hwAGYOlXWa65ynZI9c+aMegSfkEDbSpWo8EKjcisrKywtLUl6/JhKBVRMW5uZ0dHBgZCEBKhdm1OnTomEKciWmJIVyp7ERJg8ucBkCeqEaWtr++83UlPB3x+uXTNQgNqT65RsUlKSeo9lbi71Czn1w9HRscjRcX0bG/XeyJwckotp9i8IUhIJUyh7liyBhIRCf/xSwgTIzoY5cyAnR8/BlYxcq2SzsrKeNgIoV0jFccWKFXEs4sQPi/ypWqXypQIhQZATkTCFsuXuXbh0qdAf5+XlkZGZWXB3mceP1UeayU1cHJUPHeKN8+dh9Wp18dKdO1JHBaD+ffznpJonhXzYMDExKXA6Nl9Kbq76f5iaGqbrjyCUkFjDFMqWYg6tTklNxdrauvD9l/v2QceOegisBM6cgd274fJlrPPyaHL7Nqrdu9XN7n/8UV2x/O672m350TEnJyd1wixfnhOPH/Ne9epa9+Y98fgxlCsHFhayPshbEMQIUyhbjh0r8scpT55g9+J07LP+qfiUlEoFK1fC7Nnq0bJKhYmJCQqF4vlzJiMiYMECWLoU8kdpBubp6Ym5uTk4OnIrLY0baWlaXR+bkcGVJ0/A0RETExM6yuXDiiAUQCRMoezIzVUX8BQhJTX15fXLFz1+rMOgSmDlygJHymZmZuQWNO15+DB8/bUBAnuZra0tnp6e6i1FpqZsiYtDqeFeSpVKxY9xceo9vFWq0Lp1axxkvr1HeLWJhCmUHcWdQgG4vvYaNsUlTA3uozenTqmnhQtgZmZGbmEjyaNH4eBB/cVVhHfeeUc9LVujBueTk1keE0NeMUlTpVKx9u5dwhITwckJzMzU9xEEGRMJUyg7LCyKbZ5tbm5e4Ab65xSXUPVp9+5Cf2RmZkZuUYdI79mjh4CK5+rqSt++faFqVXB25sCjR0yNiuLs48cvjTZVKhXnk5KYfu0aux4+VJ8K4uSEl5cXTZs2lSR+QdCUKPoRypaWLUtX6ersrP6SQmys+gSNQhQ6JZsvOlq9Blu/vh6CK9rAgQNJSkriyJEjYGFBRFwcETduUKVcOVrY21Pe1PTpaSUPsrLU7RZr14aqVWnbti3Dhw83eMyCoC2RMIWypUeP0iVMb291G0ApHD9e5I+LnJJ99h4SJEyFQsGYMWNwdHTk559/RuXgAElJPIqPJ+TxY3VzA1NTsLKCmjWhYkVQKOjduzdffPGF0ZwaI7zaRMIUypYmTdRvyLGx2l9rYQGdO+s+Jk0lJRX542KnZDW4hz4pFAo+/fRTunbtSkhICAcOHOBJxYovvc7a2pquXbvi7e2t3pYiCEZCJEyh7BkzBqZMUZ+goSmFAkaNgkLauxlEMYUy1Z2cKHbsK2XB0j+qVq3KgAED6N+/PxcuXCAhIYGMjAwsLS2pXLkyb7zxhuHOvRQEHRIJUyh7XF1h+nR1q7v09OJfb2ICw4dDhw56D61Izxy0XBBTTaYti7mHIVlYWNCqVSupwxAEnRELB0LZ1LQpLFoEnp5gVsjnQoUCXn8dZs1Sr11KTRfJpXXr0t9DEIQCKVTixFahrEtKUh/hdfOm+oxMS0t1JWz37tJVxBZm7Fi4caNk1zo5qZseSFW0JAhlnEiYgiAnv/9e8q49gwdD7966jUcQhKfElKwgyEnnztCmjfbXNWsGolOOIOiVSJiCICcKBYwfr9165uuvqw/MLmytVhAEnRBTsoIgRyqVutXd3r0QF1fwaxwd1Y0aevcWyVIQDEAkTEGQM5VKfcTXiROQnKz+/3Z26mlbDw9R4CMIBiQSpiAIgiBoQKxhCoIgCIIGRMIUBEEQBA2IhCkIgiAIGhAJUxAEQRA0IBKmIAiCIGhAJExBEARB0IBImIIgCIKgAZEwBUEQBEEDImEKgiAIggZEwhQEQRAEDYiEKQiCIAgaEAlTEARBEDQgEqYgCIIgaEAkTEEQBEHQgEiYgiAIgqABkTAFQRAEQQMiYQqCIAiCBkTCFARBEAQNiIQpCIIgCBoQCVMQBEEQNCASpiAIgiBoQCRMQRAEQdCASJiCIAiCoAGRMAVBEARBAyJhCoIgCIIGRMIUBEEQBA2IhCkIgiAIGhAJUxAEQRA0IBKmIAiCIGhAJExBEARB0IBImIIgCIKgAZEwBUEQBEEDImEKgiAIggZEwhQEQRAEDYiEKQiCIAga+H+rn6lo3h4D+QAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "31 NODE STAR\n", "average degree = 1.94\n", "propagation speed = 1.32\n", "star2 rounds survived = 42\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "57 NODE STAR\n", "average degree = 1.96\n", "propagation speed = 0.84\n", "star4 rounds survived = 49\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "MovieWriter ffmpeg unavailable; using Pillow instead.\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "91 NODE STAR\n", "average degree = 1.98\n", "propagation speed = 0.77\n", "star6 rounds survived = 71\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from network_attack_propagation import weighted_star_experiment \n", "weighted_star_experiment()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Wniosek\n", "\n", "Najszybciej wirus rozprzestrzenia się w gwieździe, a najwolniej w magistrali." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.1 64-bit", "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": "3.9.1" }, "vscode": { "interpreter": { "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594" } } }, "nbformat": 4, "nbformat_minor": 2 }