From bea82b79b19ae64746fe9eef1dca76c726cdd267 Mon Sep 17 00:00:00 2001 From: Win Date: Sat, 23 Nov 2024 23:34:06 +0700 Subject: [PATCH] MAT-204 stuff --- fall-2024/math/mat-204/Game.ipynb | 27 +++++++++++++-------------- 1 file changed, 13 insertions(+), 14 deletions(-) diff --git a/fall-2024/math/mat-204/Game.ipynb b/fall-2024/math/mat-204/Game.ipynb index 6d00b36..2121b41 100644 --- a/fall-2024/math/mat-204/Game.ipynb +++ b/fall-2024/math/mat-204/Game.ipynb @@ -17,7 +17,7 @@ }, { "cell_type": "code", - "execution_count": 229, + "execution_count": 281, "metadata": {}, "outputs": [], "source": [ @@ -46,7 +46,7 @@ }, { "cell_type": "code", - "execution_count": 230, + "execution_count": 282, "metadata": {}, "outputs": [ { @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 231, + "execution_count": 283, "metadata": {}, "outputs": [ { @@ -103,7 +103,7 @@ }, { "cell_type": "code", - "execution_count": 232, + "execution_count": 284, "metadata": {}, "outputs": [ { @@ -131,7 +131,7 @@ }, { "cell_type": "code", - "execution_count": 233, + "execution_count": 285, "metadata": {}, "outputs": [ { @@ -177,12 +177,12 @@ }, { "cell_type": "code", - "execution_count": 234, + "execution_count": 286, "metadata": {}, "outputs": [ { "data": { - "image/png": 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n4OH1Da/T2NqodyiiD5I3eTY1wdKlekchoqyuyEmLWWbVxrPCZg85WnIXD2gJtPD6htdp9jfrHYropeRMnpoG778PAZlIkkgaB0oBBEPQYKxHw0xyl69r9jfz+obX8Qbkw54RJWfy/OorqKjQOwoRRc15DuockjiNwhIIMDaYvLNv92tsbWTxlsWENZmwaDTJlzxramDlSr2jEFHkybJT45JP70aT2+whT7PpHYbuKporWLpDhpCMJrmSp6ZFqgjJspSE4UuzUZ0us2qNarQnjElL7u5bgLVVaymrLtM7DNEDyZU8166FvVJnMlEE7WaqsgOyrZiBWQIBxoWk+xbgk+2fUNlcqXcYopuSJ3l6PLBihd5RiCjRgOqBJsJIL4LRSfdtRFgLs3jLYjwBGbs3guRJnkuXym4pCaShwCFFEBLISK/0HrBvDeg7m98hFA7pHYo4jORIntu3w5YtekchosSXbqPBLhOEEonN76c0bNc7jLiwt2Uvn+74VO8wxGEkfvIMheBTeSMmipBFpSZLPpUnokGeoEwe2qesuow1e9foHYY4hMRPnt98E6kmJBJCbaGVIEG9wxAxYA4GGRGWyUP7fbbzM9nGLI4ldvL0+SIFEURCaMp34JGatQltYIsPe4KflrorrIX5cNuHUkAhTiX2u3TlSpkklCD8Lgt1KZI4E50aDjMqKGOf+1V7qvmqQhoA8Shxk2dDA6xbp3cUIgrCqkJ1LrKeM0nktHhwJ/G+nwdbtWeVbKIdhxI3eX7+uVQSShD1hXYCihTxTxoajPJb9I4iboS1MB+Wf4imyYfHeJKYybOiQvbpTBCeLDtNFlmWkmzSPF5ySe5tyw5U5alideVqvcMQB0jM5PnFF3pHIKIgrCrUpsvM2mQ1wivLVg60cvdK6n31eoch9km85LlnD+zerXcUIgoaChyEZFlK0nK0tlKiyeSh/UJaSLpv40jiJU/ZbiwhBJwWmmRj66RX6gmhSK5oU9lSybd7v9U7DJFwybOyUlqdCaIuzyRzawWWQIAjpPXZzordK2jxt+gdRtJLrOT55Zd6RyCiwJNlxyvFEMQ+Ra0ya/5AwXCQlXukh01viZM8a2sjBeCFoWkK1MkkIXEAZ6ufLE1m3h5offV6mTyks8RJnqtlGnciaMp3Su1a0UFpwKR3CHFFQ2PFLtmfWE+JkTy9Xti8We8oRB+FTQqNTtmjU3SU4ZWatwfbWr+VqpYqvcNIWonxbly3TqoJJYDGAQ5CyHZjoiNF0xgckolDB1u+a7neISQt4yfPcFhq2CaAkM1Eo00qCYmu5Xv9smzlILuadrGrcZfeYSQl4yfP8nJokWnbRlefZ5XC7+KQzMGgLFvphLQ+9WH85Ll2rd4RiD4K2ky0SP1a0Q2ybKWjKk8VW+q26B1G0jF28qyrk6IICaA5xyZtTtEtsmylc1/s/kLK9vUzYyfPsjK9IxB9pKkKzTaZYSu6rzRg7NNWLNT76tlav1XvMJKKcd+FmibLUxJAS7ZdZtiKHsnwtsqylU6srZIhrP5k3Hfgrl3gkcLhRtfkksQpekbRNErCMnHoYLubdlPnrdM7jKRh3OS5YYPeEYg+anVb8St+vcMQBpTjlw9dnZHWZ/8xZvIMBiNLVIShNWVKyTXRO06fdN12ZmPtRgKhgN5hJAVjvvu2bo0kUGFYIZsJj0mWp4jeK9RseocQd/whPxtrN+odRlIwZvLctEnvCEQfNcnyFNFHuX55B3VGum77h/GSp98fmSwkDEtTkOUpos9cvlbMKHqHEXdqvbVUNFfoHUbCM17y3LlTisAbnCdbCsCLvlM0Tbpuu7Bm7xq9Q0h4xkueMlHI8JpSJXGK6MgLSMuzM1vrt+INyJyCWDLrHUCPaBrs2KF3FJ269/33uX3xYioaGhhfWMg/zzuPKYMGdXrsQx9/zJPLlvHtvtKCk4qL+fPpp7c7XtM0fvvaazz08cfUe73MHDyY+88/n6F5eW3HbKis5Of//S+fbtqEPxRiXEEBf5w/n+OGD++HV9w7AaeFVlmeIqLE7WtFtYL0RbUX1sJsrN3IuLxxeoeSsIzV8qyogNb4Gyv7z4oVXPfCC/z2tNNY9etfM76wkDn33MPexsZOj/9gwwZ+MHky7193HZ/94hcUZWRw0t13s6vuuwXOf3v7be557z0euOACPr/pJlJsNubccw++wHfT0Of+3/8RDIV477rrWPmrXzG+sJC5//d/VDQ09Mvr7g1vukXvEEQCUcNhBshOK50qr5deulgyVvLctk3vCDp117vvcsWsWVw6cyajBg7kgQsuwGm18ujSpZ0ev/Cyy/jRsccyoaiIEfn5PHzRRYQ1jSX7avVqmsY/lizh5lNPZf6ECYwrLOTJSy9ld309L3/1FQDVzc1s3LuXm04+mXGFhQzNy+O2BQvw+P1tLdp45LVLl62IrgFB6brtTGVzJb6gT+8wEpaxkuf27XpH0IE/GGTl9u3MHjmy7TpVVZk9YgSfbeneNkEev59AKERmSgoAW6urqWhsbPeYaQ4HUwcNanvMrJQUhufl8eSyZbS0thIMhfjXRx+Rm5rKpOLiqL/OaAhZVFqV+Os5EMaW7pNhgM5oaGxviL9zZqIwzpinxwP19XpH0UF1czOhcJi81NR21+e53ZRVdG+6+C9efJGBaWltybJiX3dvntvd4TH3d8kqisK7//u/nH7ffaReey2qopCbmsqia64hY18Sjje+dBsaMolBRJcpFCIXK3uRJHqw8vpyhmUN0zuMhGSclueePXpHEBO3LVrEsytW8NLVV2O3dH88UNM0fvzMM+S63Xx8ww0s/+UvOX3CBObdey974nTM0xufOV0kgLyQcdoB/Wln405CYRkqiQVJnn2U7XJhUlUqm5raXV/Z2Eh+Wtoh73vHO+9w26JFvHPttYwrLGy7Pn9fi7PyoAlHBz7me2VlvP711zx7+eXMHDKEI4uLue/883FYrTzx2WdRfIXRoSngNUmXrYgNd0Dm23YmGA6yq0mKysSCcZJnnE6CsZrNTCouZsm6dW3XhcNhlpSVMb20tMv7/e3tt/njG2+w6JprOKqkpN1tg7KzyXe72yYQATR6vXy+dWvbY3r8kS4qVWk/WUJVFMJxWESiNc1GWBYUiBhx+qXLtisy6zY2jNHX4fPF5XjnftfNns3Fjz/OUSUlTCkp4R9LltDi93PpjBkAXPTYYxSkp/OXM84A4K+LFnHLa6/x9GWXUZKV1TaO6bLZcNntKIrCz044gT+9+SZDc3MZlJ3Nb155hYHp6Zw+YQIA0wcPJsPp5OLHH+eW007DYbXy0Mcfs7W6mtPGjtXxt9E5b6rsoCJiRw2HydAs1Cmyo8jBZNJQbBgjecZpl+1+506eTFVzM7e8+ioVjY1MKCxk0TXXtE342V5b266FeP9HH+EPBjnrX/9q9zi/nTuX382bB8CNc+bQ4vfz//79b+o9HmYNGcKia65pGxfNdrlYdM01/PqVVzj+738nEAoxesAAXvnRjxhfVNSvr787vFY5qYnYytZMkjw74Ql42Nuyl9yUXL1DSSiKpmnxvzXB0qXw7bd6RyF6KeAws3ugbCEnYqsuxcFyi8zm7syE/AlMKZiidxgJxRhjntXVekcg+sCbbtU7BJEEXH75gNaVPU3x3XtnRMZInjU1ekcg+sBrl4lCIvYsgQBWg5zS+lu1p5qwJv+H0RT/77SGBgjIOIaR+VWZCSn6RyZSO7kzIS1EtUd68KIp/pOntDoNLWgzyRIV0W/SwzKruyt7W/bqHUJCif/ZtjLeaWiBFAsk6cbXT77yPv96bjFVtQ2MHFzI739yHhNGdL5N3Yby3dz1+Kt8s3E7uypr+M3VZ3PZmbPbHTPzgl+xq7Ljh8kLv38Mf7zmfAC27a7i1n+9wBffbsIfCHLMUaP53U/PIyfD3eF+icgd0ozQJNBFZXMlY3LH6B1Gwoj/t5m0PA3Nb4//t1gsvPb+Cv70wAtce+FpvPHArxlVWshFN91DdV3n29R5fX6KB2Tzi8vPICez80T36r2/ZPlzf2u7/PuvPwPg1KMnAeDxtnLhL/6BosDTt1/HC/+4EX8wyOU33xuXhTNiwRlIzg9q3SEtz+iK/zObJE9DC1iS46R9sIf/+y7nnTqLc06eydAjBnLrzy7AYbPy3KLOt6kbP6KEX115Ft8/bjLWLmocZ6WnkpuZ1nZZ8vnXHDEwh2njI4W/v1izmZ2VNdzx80sYUVrAiNIC7rzxUr7esI2lX66P6euNF7aAH5MmW5R1psnfhD8k8w+iJb6TZyAQ2U1FGJbfnHwtAX8gyLcbtjPzyPbb1M08cgSr1nZvm7ruPMfL737OOSfPQNlXgMMfCKCgYLV8Nxpjs5pRFYUV326KyvPGPQ3SlPgfjdJLjUcaI9ES3++yxs67uIQxaKpCkOSbKV3XENmmLjuj/TZ1ORluNu/o3jZ1h/POp1/R2OzlrJNmtF03cWQpTruV2x5+kRv/5ww0TeOvD79IKBxmb2187rQTC07NRG0MKw29/9z7LH5qMQ01DRQOLeS8n5/HoDGdj2Xv3rybVx94le1l26nZU8PZ153N7PPbj2VvWLWBd556h+3rttNQ3cDVd1zNhGMntDtm1Xur+Oi/H7G9bDstDS3cvPBmiob3vJJYtaeaAakDenw/0VF8tzwleRpawGkm/stXGdN/3vqUY6eMJi87ve26rPRU7r3lSpZ89jWj5l3D2Pk/o7HFy5ihxR02EEhkjhh22654ZwUv/P0FTrviNH79719TOKyQe356D421nZ+r/D4/2YXZnPGTM3BndT6W7ff6KRxayA9+8YMun9fv9TNkwhAW/HRBn+Kv8UrLM1qk5Slixu80QxK2PDPSItvUVde136auqq6RnIxDb1PXHTsra/j0y3U88NurOtx29FGj+OipW6ltaMZkUklzOTnq7J8z79jsPj+vUdjDsWsWvLvwXWadPouZ358JwAW/vIBvP/mWpa8u5eRLTu5wfMnoEkpGR3ZNeun/Xur0McfMHMOYmYeeBTvttGkAVO/u2+oD6baNnvhueR60R6YwloAteVo7B7JazIwZVszSVe23qVv6ZRlHjup6m7ruen7RUrLSUzl+Wte752SmuUhzOVn6ZRk19U3MnjG+z89rFPYYdXcEA0G2l21n5NT2Y9kjpoxgy9fRGcuOtSa/nFOjRVqeImb8STrTFuDyM2dz/d8eZ+zwEiYML+GRF5fg8fk5++TIGOV1tz1GXnY6v7g8sk2dPxBk47ZI/dFAMEhldT1rNu0gxWGjpOC73TDC4TAvvL2UM0+cjtnUsSDAc4s+ZUjxALLSU1m1djO/v/c5LjvzBAYX5ffba9ebNRQmFoWGmuubCYfCpGa2H8t2Z7qpKI/OWHas+UN+guEgZjW+T/1GEN+/QUmehhZI4u2h5h03mdqGZv7++KtU1TUycnAhT/zlmrZiBbv21qKo37XMK2vqOe2qP7X9/ODzi3nw+cVMHTeM/9x1fdv1n6wqY9feWs45ZWanz7tlRyV/e+RlGppaKMzL4icXnNKh2EKis4RlpP1Qmv3NpNvTu3GkOJT4Tp6yTMWwQhaVUJJWFtrv4tOP4+LTj+v0tgMTIkBRfjbl7/6r02MPdPRRow553E1XLOCmK/o2qcToLMHYfGhzpbtQTSpNte27PhtrG0nL6vtYdn/xBDySPKMgfsc8g8HIRRhSyCo1RoU+1LCGmeiPt5stZopHFLNuefux7LIVZZSO6/tYdn9p8bfoHUJCiN+Wp1c2tTWysCV+P5eJxJeimWmIwbDB7Atm8/jvHqdkVGQW7ZKnl+D3+pkxLzKW/dgtj5Gem84ZP4mMZQcDQfZs2dP2fX1VPTvW78DmtJFbFBnL9nl8VO2oanuO6l3V7Fi/g5S0FDLzMwFoaWihtqKW+qp6ACq2RcZY3Vlu0rJ71uptCUjyjIb4TZ4+n94RiD4ImZNzpq2IDymoxKIsxOSTJtNc18yrD7xKY00jhcMKueaf17St4aytaD+WXV9Vz58u+G4se/FTi1n81GKGHTmM6x+MdN1vW7uNu666q+2Y5//+PADT507nkt9dAsDqj1bzxO+faDvm4V89DMDcK+Yy78p5PXoN0vKMDkXTtPgcXd++HRYt0jsK0UtN+Q5qU6T3QOhjk9vBZlXef50pSS/hpMEn6R2G4cVv35q0PA1NWp5CT3YpDt8laXlGR/wmTxnzNLSwGp8dGiI52GW5SpdkzDM64jd5+mXrHCMLx+87SyQBeft1zRvwEq+jdUYSv++xUHKvETS6sCL/nEJHkhy6pKER0uT82lfxmzxljaehaSRvaT4h4p20PPtOkqeICWl5Cj0pSbQFW29osllgn8Vv8gxLy8XIZLKj0JN8djs0aXn2nSRPERNh+WQrRNySlmffxW/ylAlDBif/nEI/0vFxaGFNGid9Fb/JUwghhIhT8Zs81fgNTRyeGsdvLZEEZEzvkKTl2Xfxe4YzyZZWRqbIjCGhI3n3HZpMGOq7+E2e0vI0NFVOX0LELZkw1Hfxm6EkeRqaIr1CQkfy0e3QpOXZd/GboSR5Gpoq3bZCR/LuOzSryap3CIYXvxlKxjwNTZHTl9CRdHwcmt1s1zsEw4vf5Gk26x2B6ANVzl5CRwFVPrx1xW62S/nCKIjf5Gmz6R2B6AOZbSv05Jfk2SVpdUZH/CZPu/yBjUxankJPPplN2iWH2aF3CAlBkqeICSUsJy+hn1ZV3n9dcVgkeUaDJE8RE0pITl5CP9Ly7Jp020aHJE8RE9JtK/TkQfYD7op020aHJE8RExav7Ioj9OOVKh1dkm7b6Ijf5Gm1SqEEAzN7A7LSU+hCU1WC0m3bJem2jY74zk4ul94RiF5SNDBj0TsMkYSCpvg+relNum2jI77fZW633hGIPrCEpUqU6H9BVd53h5JmT9M7hIQQ38kzNVXvCEQfWALx/fYSiUmqC3XNYXbgtDj1DiMhxPfZTZKnoVlaZdxJ9D9Jnl3LdGTqHULCkOQpYsbikxm3ov+1SvLsUpYzS+8QEkZ8J08Z8zQ0c0tA7xBEEmqS6kJdkpZn9MR38pSWp6GpYQ0zMnlD9K96RQokdCXLIS3PaInv5Gm3g1MGt43MEpblKqL/aIpCgyY9Hp1RFZUMR4beYSSM+E6eAJnSzWBklmD8v8VE4vBbLMhueJ1Lt6ejKvL/GC3x/5vMkm4GI7P4ZfxJ9B+PRYYJuiLjndFl1juAw5LkaWgWbwgSolCUQggbYWyEsBLGSkgz7StBuO8DgqKhaPu+HnC9qgQx4cOEF1W6FGOq2STNzq5I8owuSZ4ipqyNftQclTDxX6hbw0yAVPykEApZCIbNBIMqwbBCMEpzUEwqmM1hLOYwZjWI2RTARCtmxYdJa5Z6wH3UIAXhu5TtzNY7hIQS/8kzLQ1MJgjJmkEjUgB7yIbH5NU7lHY0IKSk0qq58QfteP1mAoHYp65QGEJ+lVa/uu/fzw5EZpWbVLDbQtjMrVjVFqzUoyDv+56oxq93CHHJpJjId+XrHUZCif/kqaqQkQHV1XpHInrJ4QVPHHTdhnDi0zLxBR14fSZCcdZICYWhxWuiBSfgRCEHuz2Mw+LDZmrEqjV810UsOghYLLQq0i3emXxXPmY1/k/3RmKM32ZeniRPA7PX+3Ub9wwrNrxaNi2+FLyt8T8/7kAa4PWpeH2RZKqq+bgcAVIsdVi1Wr3DizstFjMgybMzRWlFeoeQcIyRPAcMgDVr9I5C9JK5NYQFK4F+6lILKxZ8WjYt/lQ8XmMlzEMJh6GxxUIjuVjMuaQ6PDjVakx49A4tLjSYZcS4K0VuSZ7RZozkmS999Ubn8JsJWGOZPBV8Si4tfjctHlPCd24GglDb5KSWYhy2MC57Ew6qUEje6jq1UlmoUymWFCmOEAPGSJ5OZ6TObWOj3pGIXrI3h2iMwUx5DRWPlk+Dx00gSc+d3lYVb2saqpKGyxnAZanCoiXZ/4oCNdJl2ynpso0NYyRP9nXdSvI0LHuDHyVTQYtSm1DDRAsDaGhxRW0ZidGFtf3dugNxOXNJs1Zi1pr0DqtfeKw2Qkqr3mHEpUJ3od4hJCTjJM/8fFi/Xu8oRC8pYQ172IZX7dsJTsNMizaQ+mZn3M2WjSfNHjPNngJSnUHSrHswaS16hxRTNTapLNQZVVElecaIcZLngAF6RyD6yO4z4e1lnX8NK03hATS2OCRp9kCTx0yTpwh3SgC3eU/CTi7arUqXbWdyU3Kxmqx6h5GQjJM83e5IwYSGBr0jEb3kaAhQ14vk2cIA6prSJGn2QWOLhSaKcbv8uM17ULX4KlrRFwGLmXoZ7+yUtDpjx1jz+IuL9Y5A9IHFE8Dcg89rISWFva3DqG6QxBkNGtDQbGVXwxG0UKB3OFFTZ5Vt77oyKH2Q3iEkLEmeol85/YfvQtJQaQoXs6u+CK/PWG9RIwhrUN2Qyt7WYYQw/n65lWb5ZNWZ3JRcWaISQ8Y6Mw0YABb5lGlkrppDd6/5lXQqPUOpbXIm/FpNvXl9Krsbiw3dCg2rKhUyy7ZTw7OG6x1CQjNW8lRVKJQ+fCOzeALYNFuH6zXM1IdK2VOfT2s/FGgXEUZvhTbZbQbYr6f/mVUzgzMH6x1GQjNW8gQ44gi9IxB95GpunxwDSjq7W4bQ0CyzAvVi1FZotXREdao0o1Rm2caY8ZJnUREo0jIxMmdNK8q+nStbKGBPfb4UOogD+1uhVf5haBjjxLtTumw7NSJ7hN4hJDzjJU+HAwYO1DsK0QdqSMMRcFIXHEx1Q6qMbcYZj1elwlNKUEnVO5RD8tps+KTTtoM0W5rs3dkPjJc8AYYM0TsC0QdBswtPwwQaW6TPLV75A7CnoQCfkqt3KF2qsRrz9BVrw7NlolB/MOa7b9AgMEk5LiPy2fKp0KZBgwu7atc7HHEIYQ0q6zNp1uJzidgek/T1H0xVVIZlDdM7jKRgzORptcrEIQPy2I9gr38coVDkg09qIL67BUVETaOT+lBpZOuSONFqtVIrVYU6KHIX4bQYb9a0ERkzeSJdt0bT7BhClW8EmvbdCdjR4MCkSA+CETQ0W6kODEEjPv5eu+3xEUe8GZkzUu8QkoZxk2dRUaQFKuJeo3MENd6Oa86UsEK6lq5LTKLnWjwm9nqHEFb0HasOqypbFZ+uMcSjbGc2xWnx2cWeiIybPE0mGCyLgONdvXMcdZ6uu9hT6lKk9WkgPr9CtXeQri3QOoeNgCJztA82acAkvUNIKsZNngAjpYsintU7x9HgOfRWckpIwa25+y0m0XfeVpVqfymaTqePLRaZKHSwbGc2R6TLPJD+ZJwtyTqTnQ05OVBVpXck4iCNzhGHTZz7pdan0pDRQFgz3pq9l956iWdfeZba+loGlwzm2suuZeTQrj/Uvb/0fR595lEqqiooGFDAVT+8immTprXd/pd//oVFHyxqd58pE6Zw+29ub/v5l3/5JZvKN1HfUI8rxcWkcZO46sKryM7MjtGr7MjjNVGrlJJp2dSv04i8Nhu1SGGEg0mrs/8pmqYZu/+jrAw++kjvKMQBmh2DqfH2bEJXQ04D9Vp9zGKKhfc+fY8/3/NnrrvyOkYNHcXzrz/PB599wL//+W8y0jruZvFt2bdc85truOKCK5h+1HSWfLyEp19+moduf4jS4lLYlzxrG2q56cc3td3ParGS6vpuZvJzrz3H6OGjyUrPorq2mvuevA+A+/58X7+87gO5XQEyTJv77fk2pjnYoiTOXqTRkO3MZsHIBXqHkXSM3W3Lvlm3to6FxoU+PPZianuYOAFcDa62kn1G8dxrzzF39lxOPf5USopKuP7K67Hb7Ly55M1Oj3/hjReYMnEKPzj9B5QUlnDZDy5j2KBhvPTWS+2Os5qtZGVktV0OTJwA58w7h9HDRpOfm8+YEWO44IwLWLthLUEdahw2NltoCPfPnpEhk4ltyEShg0mrUx/GT55mMwyXihrxoNWaS3XriF6V2zP5TaQpaTGIKjYCgQAbNm9g0rjvTlyqqjJp3CTWbFjT6X3WbFjT7niAyRMms2Z9++O/WvMV8y+dzw9/+kPu/NedNDQ1dBlHY1Mjiz9azJjhYzCb9RmFqW+y0aTFfryt2mEjJBOF2pGxTv0Ye8xzv9Gj4ZtvwOA90EYWMjmpCo1rt46zp9x1bpoymghpoajGFgsNTQ2EwiEy0tt3z2akZbB91/ZO71NbX9uhOzcjPYPa+tq2n6dMnMLR044mPzef3RW7eejph7jxTzdy35/vw3RAVa0HnnqAl956CV+rj1HDRnHbr26L+mvsidpGB6a0ApzsitlzbDH7Y/bYRiWtTv0Yv+UJkJoaKdkndKGhUmWa3FY5qLeUoEJGuONYYTI5YdYJzJw8k8FHDOZ7U7/Hbb+8jbJNZXy15qt2x503/zwevuNh7rjlDkyqiT/f82f0nr5Q3ZBKIEa9B812G43ILNsDSatTX4mRPAEmTNA7gqRV65hEqz86dWpTalOwqPFfMD4tNQ2TaqKuvq7d9XUNdWSmZ3Z6n8z0TOoaDjq+vuvjAQbmDyTNncauivYtunR3OkUDi5g8fjK3XHcLy1Yt67K7uL9oQFXLALQYdGjttBlrPLw/TB44We8QklriJM/s7EjVIdGvmhzDafZ2ffLvMQ0yW6P4eDFisVgYNngYK79Z2XZdOBxm1derGD1sdKf3GT1sNCu/Xtnuui++/oLRwzs/HmBvzV4amxrJysjq8hgtHGlxBgL613oNBKAuUBLdx7SY2S4ThdopSS+hKE3Od3pKnOQJMHGi3hEkFb81izpvdE+UAPYGOw6TI+qPG23nzDuHN959g0XvL6J8Zzl3PXgX3lYvpxx/CgC33nMrD/77wbbjzzrtLJZ/tZz/vPoftu3cxmP/eYz1m9dzxilnAODxerj/iftZs2ENe/buYeXXK/n1bb+mIL+AyRMirYy1G9by4psvsnHrRir2VrDqm1X84e9/oCC/4JBJuD81ecy00L01vt1R7rTQh6H0hGNWzcwomqF3GEkvMSYM7ZefH7lUVOgdScLTFBPVjI3ZRtYZTRl4nfG9nu/4mcdT31DPo88+Sm19LUMGDeH2m29v64bdW70XVfnu8+mYEWP4zc9+wyPPPMJDCx+icEAht954a9saT5NqYvO2zSz6YBHNnmayM7I5avxRXPaDy7BaInWcbTYbH33+EY/95zF8rT4yMzKZMmEKF511Udsx8aC2MQ1bWjNmralPj9Nqtcq6zoNMzJ+Iy+rSO4ykZ/wiCQfbuRPe7HydnYieOudEGj2x3SjZiIUTxHdsFo085yYUej97em2anR1SBL5Nuj2ds0ad1e5DmdBH4v0FCgsjJftEzPhsA2OeOAHcNW6savy0pkTPtAYU6kO979b32mySOA8yq3iWJM44kZh/halT9Y4gYYVVKzWh/inIr4QVMqM5GUn0u8ZmC61K7z7Mboj/Ye9+NSJ7BANTB+odhtgnMZPnwIEy8zZG6u1jCAb7b6jc1mQjTTVO5SHRUW1LVo93YGmy26iQAvBtUiwpTCuc1o0jRX9JzOTJvtanIlP0oslvyaTJ0/9d4mk1aZjVxJrblkz8AWjRCnp0nzK78XbYiaVZxbOwmmQII54kbvLMzIShQ/WOIqHUqfoshVBCCtmt/bfdloi+uuYUwkr3NnCodzqoRf81q/FicMZgqSQUhxI3eQIcdRSY9NvxPpG02Afha3Xq9vy2Bum+NbJwGBqChYc/UIG1Fkmc+7ltbr53xPf0DkN0IrGTp8sFY8fqHYXhhRULdcFSvcMgrToNmyrbzxlVY7PlsLVvq50OmhSpYQtgUkycWHqidNfGqcROnuyrOpSSoncUhtZkH06oHycJdUUJK+Q05shUfQOr8+V1eZumKqyVnVPazCyeSZaz67KMQl+JfxayWGD6dL2jMKywaqWxNXql1vrK5DORHZTxT6Py+lR8SucJdE+KA68S/9vR9YfhWcMZkT1C7zDEISR+8gQoLZWlK73UZB9OOBxfbxNHnQO34tY7DNFLNc0ZHZautFqtrDF5dIspnmQ5sphZPFPvMMRhxNdZMZZmzgSz/l2PRhJWrTT68vUOo1PpNeky/mlQwSB4ad/6XOsEWZwCVpOVEwefKEuzDCB5kqfbLXt+9lA8tjr32z/+aVJkNrURNXq+6zmocjnZi4x1Ahxbcixum/SqGEF8nhljZcIESE/XOwpDCCvmuG117mfymcjz5qEgxTCMpjWg0Eo2QbOZb0yyawrA+LzxlKRHf4s/ERvJlTxVFY45RioPdYPHPihuW50HsjRbyAnKRgBG1NiayfoUMwElsTZ26o2BqQOZXDBZ7zBED8T/2THa8vJg/Hi9o4h7TaGelVPTk6PeQSZSQN5o6s0Z7EWWkWU7szlp8EmyBMtgkvOvddRRkCXrp7rSas3F7zfWZJzU6lRS1VS9wxDdZbGyzZSGKThI70h0lW5P59Shp0ohBANKzuSpqnD88VK6rwtNqjHHXTKqMnCYZB8rI6hMySaEQqs3E0Wz6B2OLlxWF6cNPQ272a53KKIXkjN5AmRkwGQZYzhYSLXjaTXmpCpFU8ipzsGuyskonvlSM6jblzDDYQW7pn/px/7mMDs4behppFil29qokjd5QqTu7YD4qZ4TDzy2I9A0406oUkIKObWSQOOVZrWx/aDu9VCcz+qONqvJyqlDTyXNLhsdGFlyJ09FiXTf2uVEu19LKFfvEPpMDark1uZKEYW4o7DbmU34oKVFfr8dk5YcLTCzauaUIadIzdoEkNzJEyJF4084QZavAEFTCq1+/bYdiyYlqJBbJwk0ntSn5dCkdV45x6p1Y7syg1MVlZMGn0Seq+vi+MI4JHkCFBREZuAmOY8tser/qgGVnPocLGpyTkiJJ77UDCroejKXFkjsYv+qonL8oOMpdCf+h4RkIclzv4kTobhY7yh05U3A3UpMfhN59XnSAtVRyJlC+WGWEbX6UlBIzHquFtXCyUNOpjQj+SZGJTJJngc67jhITc61giHVhs+fmONOJr+JvJo8WcaiA81iY6slCw5TQlHTFGyacQpzdJfT4mTe8HnS4kxAkjwPZLPBiScm5e4rrdbEnvGohBRy9ubgUl16h5I8VBM7nDkEu1l7WAkYf7LagdLt6cwfPp9sZ+L16AhJnh1lZ0daoEnGpyT+P7iiKWTuzSRNlSUCsaew152Lh+4XIvG3poGBl0kdKN+Vz/zh80m1JWdPVjKQ5NmZQYNg6lS9o+hXvkBybIOkoJC+N11q4cZYU1oWtVrPSs6FQiasivGL/A9KH8RpQ0/DZpZx9kQmybMr48fDyJF6R9EvQiYngWBy1dZMrU4lN5QrxbhjwO9KY1cvC76bQ8YePhiTO4bZpbMxqVL6M9HJmeNQZs2CosRavtEZX4KPd3bFUecg35OPWU2+Me5YCdudbDX1vrxjKGDcbs5phdOYUTQDRdaMJwVJnoeiKDB7NmQmdhdfKxl6h6AbS4uFAXUDcKgyE7fPLFbKbdn0ZXfOYMB4fweH2cEpQ05hXN44vUMR/UiS5+FYLHDqqeBO3DFBfzgxl6h0lxpQya3KJV0xZkH8uKCa2JWSg7+bM2u7EgqZMGOcGdEFqQWcOepMitISv4dKtCfJszucTjjttEgpvwQUCMjEBjRIq0ojL5gn46A9pZrYk5rXZem9njJr8T/zW1VUphRM4bRhp+G0JEZJS9EzcpbortRUmDsXHMbrVjqUoDmVcFjeBvvZ6+0MbBwoBRW6S1WpcOfRQPRKIKrh+O7lSbWm8v3h32dC/gS9QxE6UjRN68sQRfKprYXXXoPWVr0jiQqP/QiqfCNi+hxPvv8k/1r8L6oaqhhZOJLfn/d7Jgzq+sTzxso3uPOVO9lZs5NBuYO4acFNHDf2u7W31z9+Pf/97L/t7nP0qKN58ton237+dvu33PbibawuX41JNXHKxFO4+eybSbF3r/dAQ6Mlq4VapRatT6N4CUxRqUjLo76HS1IOx+5owGdbFtXHjJbBGYP53hHfw2pKrtnpoiNJnr1RVQVvvAF+v96R9FmDcyz1noExe/zXVrzG9Y9fz5/O/xMTB03k0SWP8saqN3jv9++R7e7YPbdy80rOueMcbjz9Rk4YdwKvLH+FB95+gNd//TrDC4bDvuRZ3VjN7Rff3nY/m9lGWkqk+EFlfSUn/f4k5h41l/854X9o9jXzh+f+QG5aLvdfeX+P4g86glSnVtMaTowPS9310lsv8ewrz1JbX8vgksFce9m1jBx6wNItRWVvWl7bWs6VH77BK4/fSU3FTnILBrHgipsYO/W7DzyrPl7ER68vZPuGb2hpqufmB96gaMjods9ZtXsbL/zrVjZ9u4Jg0Mvo6aM57+fn4c7SvyVqVs3MLJrJ8Ozheoci4oT01/VGTg6ccgpYjf/pM6DFdrzm4Xcf5rxZ53HOzHMYOnAot15wKw6rg+eWPtfp8Y8ueZRjRh/DlXOuZMiAIVw//3pGF4/miQ+eaHec1WwlNy237bI/cQIs+XoJFpOFP/7gjwzOH8z4kvHcesGtvLXqLcr3lvcofrPXTF5VHhlK8sxIfu/T97j38Xu5+JyLeej2hxh8xGBu+OMN1DXURQ44KHFuXrOSh2+9hpknn8vND7zJhJkncf9v/x+7tq5ve0y/z8OQMUex4IqbOn3OVq+Hf/ziQlAUrrvjGW585BcEA0Hu/d97CYfD/fPCu5CXkseCkQskcYp2JHn2Vl5eZAzU4Btph8Kx+wDgD/r5dvu3zBw5s+06VVWZOWImq7as6vQ+X275kpkjZra77uhRR3c4ftmGZUy6YRLH33I8v174a+qa69o9r8VsQVW/e3vbLZG/04pNK3r8OhRNwV3lZqB3IHbV2H/v7njuteeYO3supx5/KiVFJVx/5fXYbXbeXPImqCqVafntqgctefFRRk8+hjnnXsmAI4Yw/9LrKR4ymg9e+e4Dz7QTFzD3wmsZceTMTp9z85ovqKncySU/v4OCQSMoGTKKS39/KdvWbWP9ivWd3ifWnBYnx5Ycy/wR80m3y0xs0Z4kz77Izo4kUKdxZ9sFQ7Hb67KuuY5QOER2avvu2Rx3DlUNVZ3ep6qxqkN3bo47h+qG6rafjxl9DHddehcL/3chv1jwCz7f+DmX/PMSQuEQADNGzKCqoYp/vf0v/EE/DS0N/PWlvwKwt2Fvr1+PpcVC7t5ccsI5mJTErCATCATYsHkDk8ZNartOVVUmjZvEmg1r2ePOp05r/57ZsvbLDklx1OSj2bK28w9InT+vHwUFsyWSlFXNidlqRlEVNn21qc+vqydURWVc3jjOGX0Ow7KG9etzC+OQ5NlXmZnw/e8bdiuzUMh41XW+P/n7nDj+REYUjGDOhDk8+uNHWV2+mmXrI5NMhg0cxp2X3slD7z7EyJ+OZPKNkynKKiLbnd3nZSgKCs5aJwV1BQlZYL6hqYFQOERGevtu6oz0LCqammjQOn7Yaqyrwp3R/gOPOz2HhtrqDsd2pXTkRKx2Jy8+fBt+nxe/N8wL/3iBcChMQ3VDH15RzxSkFnDmyDOZVjhNJgWJQzLemTMeud0wfz68+WZkNq5BhFQ7Wjh2pcQyXBmYVBPVTe1PolWNVeSkdV4APMedQ3Vjx+Oz07pe+1ecU0ymK5PyqvK2LuL5U+Yzf8p8qhqrcFqdKIrCw+8+THFOdDY8V4KRAvMpKSnUptTiC/ui8rhxyWyhyZpCKIZPkZqexZW33MvCu2/m/ZceR1EVJp80meIRxShq7MvduawuphVOkw2rRbdJyzNanE6YNw8Gxm7marSFzLEt+mA1WxlTPIal65a2XRcOh1latpQjS4/s9D4TSyeytGxpu+s+WfdJl8cD7KnbQ11LHblpHfeDzHHnkGJP4fUvXsdmsTFr5Kw+vaaDWVos5O3NIy+Yh001frGJtNQ0TKqJuvrIGLJmtbHNlU9NXQ1pGZ1/4HFn5NBY1/4DT2N9FWmZPSt2MOqoo7n1qY+444WV3PfO6/zPH/+H+qp6sgtiVzTBpJiYmD+Rc0afI4lT9Igkz2iy2SKl/IYbY1ZemNh3S10++3Ke+eQZXvjsBTbt2cSvn/41Hr+Hs2ecDcB1j13XNh4J8D8n/A8frvmQhxY/xKaKTfz9tb/zzbZvuPjYiwFo8bXw5xf+zKotq9hRvYNP133KFfddQUlOCUePOrrtcZ54/wm+3f4tWyq38OT7T3LLM7dw4xk3kuaMTVervd5O3t48coI5WFXjdvdZLBaGDR7Gym9WEnSmssmRR0sIyr5cSumozj/AlI6aSNmX7T/wrFv5SZfHH44rLZOUlEzKVpTRVNvE+KPH9+pxDsWsmhmdM5pzx5zL5ILJsjmA6DF5x0SbqsIxx0B6OixfDnG8jFbrhxPGvMnzqG2u5e+v/p2qxkiRhCeueYIcd6QVs6t2V7tdKCYNnsTdl9/Nna/cye0v305JbgkPXv1g2xpPk2pi3a51/HfZf2n0NJKbnsvRI4/muvnXYbN81/JbXb6av7/2dzytHkrzS/nzD//MgmkLYvpaFRSc9U6cihNPhoc6cx3BcDCmzxkL58w7hz//8y+kjZ1JyfAJLHnxEfw+DzNOjnzgeey260jPzuOMy38BwAkL/oc7rjuXxc8/xNipx7Hi/dfYtuEbfvi/f2l7zJbGemr37qK+JjJhq2LHFgDcmTmkZUZ6DD5d9BwDioeQmp7Fjs0f8e9/PMgJ559Afkn0dv2xmqyMzhnN2Lyx2M2JP3NaxI4USYil8nJ47z0IxucJtMVRQrXXGK1kI9IUDW+GlwZzA/6wQQpqqCaq3Lm88NIzvPPcgzTWVVE4eCTn/fh3DBo5EYA7rzuXrPxCLrnxzra7rfzwDV557E5qKneSW1DCgit+2a5IwtK3n+eJ23/e4enmXngt8y7+XwBefOg2PnvnBVqaGsgeMIDvnTmF2RfMjsoWX06Lk7G5YxmVMwqLKXYzzEXykOQZa9XV8Pbb0NKidyQdNDuGUOMdrHcYSaHV3UqjvRFP2KN3KF3SrDZ2OHLwoP8yHLu9BZ/9kz4/jtvmZnzeeIZlDZMNqkVUSfLsDz4fLFkCu3bpHUk7TY7h1HpL9A4jqQQdQZpdzTTRRFjTt3LOgYLOVLZaMgj1cUuxaLHafPgdH/b6/tnObMbnjac0o1Q2pxYxIcmzv2garFoVucTJr7zROYo6j+xDqAfNrOFJ89BkatK9bm6LO4sdSnztoWmx+AmkvN+j+7isLoZkDmFo5lAyHMlTTlHoQyYM9RdFgUmTImX93nsv0hrVXfy0fJKNElRIqUkhhRSCjiAel4cmpal/JxjtG9+sifKuKNGgKN37gGk1WSnNKGVo5lAGpA6IeVxC7CctTz14PPDuu1BRoWsYTY5h1HoH6RqD+I6Ghj/Vj8fhoUVrIaTFrixBPI1vdsZm89Lq+KjT21RFpTitmKGZQylOK5axTKELSZ56CYfhyy8jF512jZAJQ3FMAX+KH5/Dh0fxRLVr1+9KY5spLW7GNztjs3totX/c9rNZNTMwdSBHpB1BaUYpNrPxC1IIY5Pkqbfqanj/fair68bB0dViL6HaJ0tVjCBkC+FL8eE1e/Fq3t5NNjJbqErJoob4Tzx2ewupmespdBdS6C4kz5XX57rEQkSTJM94EArBF1/A11/362Qij62YqtaR3ThSxBUF/A4/AXuAVnMrPnwEwoFD3sXvSmO7KY1gnLY2FRSsmhVTwEa4xU5Blo0TjpNkKeKXTBiKByYTTJ0KJSXwwQfQ0D+7SChKLEt9i5jRwOqxYvVYSSFSnzhkDRFwBPBb/fgVP620RiYfxWFr04wZc9iMErSgBM2EPFb8TTZaD9ikwNx5GV0h4oYkz3iSlwdnngkrV8I338R8LNQU8sb08UX/MflNmPwm7HxXcm6vK4UyxQkhDYc1AJYgITVISAkSiukeKaBiwqKZUUMWCJjRWi2EfGaCXgvBsMLh5hTb4ifXC9EpSZ7xxmyOtEKHDYNPP4Xdu2P2VKZQ/Fa7Eb3XarWwliz2Nu/LQE2dHaWhmMOYzJGvihpGNWughlFMGoopjKaEUVQNTY18iFM0BQ66hIMqhFW0oIoWUgkFFLSgiXBQpS9TnKzxt3pGiHYkecarjAyYOxc2bYJlyyLLW6LMFPahRHoBRQIIqyq77GmUeVIJH3ZsM5Lk4rTsMq74qtkgRAeSPOPdkCFQXByZULRmTdQnFJnMQYJBeRsYm0KV08VaXxo+T2KseXS79Y5AiEOTs6YRWK0wYwaMGgUrVsDWrVF7aJMaIChvA8NqtjtYE8qg3pNYO4WkxWbbVSGiRs6aRpKeDieeCHv3RvYKjcJ4qMnkBxxRCU/0n1arhQ1KBrt9ife3s1jAkXgvSyQYSZ5GlJsbGQ/duRM+/xxqanr9UBbFA8jHfKPwWyyUm9Io9znR4nTNZl+lpuodgRCHJ8nTyAoLI5ctWyJl/nqRRK3hRkAKase7Vuu+pOlNgUPXQzA8Ge8URiDJMxGUlkYuO3bAV1/Bnj3dvqsl1P9lAUX3tVqtbFXT2OZz6h1Kv5HxTmEEkjwTSVFR5FJZGUmi27Yd9i7mQCOKoqFpidkFaFQem51tSirbkyhp7pchW3EKA5DkmYjy8mDOnEix+W+/jawVDXTe16egYbH48fulpIveNEWh1u5ic9BFXWvyVgnIz9c7AiEOTwrDJ4NAADZuhLVroba2w801jsk0ezN1CU1AwGxmjzWVzT4X/nByF0N3OODCC/WOQojDk5ZnMrBYImtER42KdOmuWwebN0d2cwFs1NOMJM/+pCkKjXYHuzQXO3wODlvsNUnk5ekdgRDdIy3PZNXaGim2sHEjgWoPuwPT9I4oKXhsdvYoKWz3O5O+ldmZadNg3Di9oxDi8KTlmaxsNhgxAkaMwNLSQtVbIVKbPdj9fSnnLTrTarVQZUphWyCF5lb5lzsUaXkKo5D/ZAEpKTRlwapaN6nmIEVWD1khL87WVikb3ysKHpuNGpOD3QEH9f7EKp0XKyYT5Mg+nsIgJHkKAAoKInOKmoJm1gbdgBurGmaA1UeO4iUt4MMcr1twxIGQyUST1U6l5mC334G/VbpkeyovD1T5tQmDkOQpYF/yPJg/rLLN52QbkbWGGRY/Ayw+MsI+nP5W1Bhv1h3PwqpKi9VGg2qnKmijym9F88pa2b4oKdE7AiG6T5KngEjPLdnZUF3d9TF1ASt1ASsQqZ+WbgmQY24lnVZcwVasXawlTQRBs5kms416xUZV0Bb5Pfj0jiqxDBqkdwRCdJ8kT9FmyJBDJ8+D1Qcs1AcsQGTnYqsaJsfailsJ4CKAIxTAFgwYqoWqKQqtFisek4UmxUJjyEptwIIvaJLlJDGUmxv5ACeEUUjyFG0GD4Zly3p/f39YZZfPwa6DtjhzqkHSLQHcpgApWhCrFsIaDmIJhTDtW2van8KqStBkwm8y41PMeBUzLWEzdUELTUEzml+6X/tbaaneEQjRM5I8RZuUFBgwoEd15bvFEzbjaTWzu5N9Q1U0nOYQKaYQDjWIlTBmRcNMGBMaZi3y1aSFUTUNTQNFicwB1tj3/b5vwiiEFIWgohLQ1MjXsEqAyM+esImWoIlAWIUwCb87iZFIl60wGkmeop3Bg6OfPA8ljEJz0Exz0AxIfd1klJ0te3gK45GJ4aKd0lJZLiD61+DBekcgRM/JaVK0Y7d3vmxFiFgwmWD4cL2jEKLnJHmKDkaO1DsCkSyGDIl8YBPCaCR5ig6OOALS0vSOQiSDMWP0jkCI3pHkKTpQFBg7Vu8oRKLLz4esLL2jEKJ3JHmKTg0bJt1pIrak1SmMTJKn6JTZHNk7W4hYSEmRWrbC2CR5ii6NHh2ZDSlEtI0ZI0uihLHJ21d0yeGAoUP1jkIkmpQU6bIVxifJUxzSkUdGunCFiJZJk6RHQxifJE9xSC6XzLwV0ZOeLkURRGKQ5CkOa8IEcDr1jkIkgilTIkuhhDA6SZ7isCwWOOoovaMQRpebKzNsReKQ5Cm6ZfhwyMzUOwphZFOn6h2BENEjyVN0i6LA9Ol6RyGMatiwyF6xQiQKSZ6i2woKIluWCdETTqd88BKJR5Kn6JFZsyLrP4XorlmzwCb7nIsEI8lT9IjdDkcfrXcUwigGD5ZJQodTXl6Ooih89dVXeociekCSp+ixI46QtXri8Ox2mDlT7ygiKioq+OlPf0ppaSk2m42ioiLmzZvHkiVL9A7NcBRF4eWXX9Y7DN1J7RjRK9Onw65d0NysdyQiXs2cGR8785SXlzNz5kzS09O5/fbbGTt2LIFAgLfffpsf//jHlJWV6R2iMCBpeYpesVrh2GP1jkLEq2HDIl228eBHP/oRiqKwfPlyzjzzTIYNG8bo0aO57rrrWLZsWdtx27dvZ/78+bhcLtxuN+eccw6VlZVtt//ud79jwoQJPProoxQXF+NyufjRj35EKBTib3/7G/n5+eTm5nLrrbe2e35FUbj//vs55ZRTcDgclJaW8sILLxwy5m+//ZZTTjkFl8tFXl4eF154IdXV1W23H3vssfz0pz/lZz/7GRkZGeTl5fHQQw/R0tLCpZdeSmpqKkOGDOGtt97q8eNec8013HjjjWRmZpKfn8/vfve7tttL9vXBn3HGGSiK0vZzd2zevJn58+eTl5eHy+Vi8uTJvPvuu+2OeeqppzjqqKNITU0lPz+f888/n71797bdHgqFuOyyyxg0aBAOh4Phw4dz9913t3uMFStWcOKJJ5KdnU1aWhrHHHMMq1atanfMXXfdxdixY0lJSaGoqIgf/ehHNPewJSDJU/TawIGR6kNCHCg7G773Pb2jiKitrWXRokX8+Mc/JiUlpcPt6enpAITDYebPn09tbS0ffvghixcvZsuWLZx77rntjt+8eTNvvfUWixYt4plnnuGRRx7htNNOY+fOnXz44Yf89a9/5eabb+bzzz9vd7/f/OY3nHnmmaxevZoLLriA8847j3Xr1nUac319PccffzwTJ07kiy++YNGiRVRWVnLOOee0O+6JJ54gOzub5cuX89Of/pSrr76as88+mxkzZrBq1SpOOukkLrzwQjweT48fNyUlhc8//5y//e1v/OEPf2Dx4sWwLzEBPPbYY+zZs6ft5/3jth988EGXf4vm5mZOPfVUlixZwpdffsnJJ5/MvHnz2L59e9sxgUCAP/7xj6xevZqXX36Z8vJyLrnkkrbbw+EwhYWFPP/886xdu5ZbbrmFX/3qVzz33HNtxzQ1NXHxxRfzySefsGzZMoYOHcqpp55KU1NT2zGqqnLPPfewZs0annjiCd577z1uvPHGLmPvjKJpmtajewhxAE2Dt9+GA97/IonZ7bBgQaQmcjxYvnw5U6dO5cUXX+SMM87o8rjFixdzyimnsHXrVoqKigBYu3Yto0ePZvny5UyePJnf/e533H777VRUVJCamgrAySefzPr169m8eTPqvj3WRowYwSWXXMJNN90E+1qeV111Fffff3/b802bNo0jjzyS++67j/LycgYNGsSXX37JhAkT+NOf/sTHH3/M22+/3Xb8zp07KSoqYv369QwbNoxjjz2WUCjExx9/DPtaZGlpaSxYsIAnn3wS9o3zDhgwgM8++4xp06b16nEBpkyZwvHHH89tt93W9npeeuklTj/99LZjdu3axQknnMCTTz7JlClTuv33GTNmDFdddRU/+clPOr39iy++YPLkyTQ1NeHq4k31k5/8hIqKii5b8+FwmPT0dJ5++mnmzp3b6TEvvPACV111VbtW+OFIy1P0iaLA8cdHCn6L5KYocMIJ8ZM4AbrbNli3bh1FRUVtiRNg1KhRpKent2shlpSUtCVOgLy8PEaNGtWWOPdfd2BXI8D0gxa6Tp8+vcuW5+rVq3n//fdxuVxtlxEjRsC+lu9+48aNa/veZDKRlZXF2AN2ccjLywNoi6U3jwswYMCADq/nYAUFBZSVlR0ycTY3N3PDDTcwcuRI0tPTcblcrFu3rl3Lc+XKlcybN4/i4mJSU1M55phjYF+X+n733nsvkyZNIicnB5fLxYMPPtju9srKSq644gqGDh1KWloabreb5ubmdse8++67nHDCCRQUFJCamsqFF15ITU1NWyu9O2TCkOgzqxVOPhleeglaW/WORuhl6tRIIY14MnToUBRFidqkIIvF0u5nRVE6vS4cDvf6OZqbm5k3bx5//etfO9w24IAyTYeLRdlXgX9/LH153L68nv1uuOEGFi9ezB133MGQIUNwOBycddZZ+P1+AFpaWpgzZw5z5sxh4cKF5OTksH37dubMmdN2zLPPPssNN9zAnXfeyfTp00lNTeX2229v101+8cUXU1NTw913380RRxyBzWZj+vTpbY9RXl7O3Llzufrqq7n11lvJzMzkk08+4bLLLsPv9+Ps5i4YkjxFVLjdMHs2vPUWROH/TBhMaSkc1GCJC5mZmcyZM4d7772Xa665psO4Z319Penp6YwcOZIdO3awY8eOdt229fX1jBo1qs9xLFu2jIsuuqjdzxMnTuz02COPPJL//ve/lJSUYI7iZrrRelyLxUIoFOrx/T799FMuueSStu7z5uZmysvL224vKyujpqaG2267re1v8MUXX3R4jBkzZvCjH/2o7boDW837j7nvvvs49dRTAdixY0e77tiVK1cSDoe5884723oMDhwz7S7pthVRU1AgZdiS0YABcNxxekfRtXvvvZdQKMSUKVP473//y8aNG1m3bh333HNPW3fq7NmzGTt2LBdccAGrVq1i+fLlXHTRRRxzzDEcFYUthZ5//nkeffRRNmzYwG9/+1uWL1/e5Tjfj3/8Y2pra/nBD37AihUr2Lx5M2+//TaXXnppr5JWtB+3pKSEJUuWUFFRQV1dHewb8xwxYgTLly/v8n5Dhw7lxRdf5KuvvmL16tWcf/757Vq0xcXFWK1W/vnPf7JlyxZeffVV/vjHP3Z4jC+++IK3336bDRs28Jvf/KZt0tKBxzz11FOsW7eOzz//nAsuuADHAWXRhgwZQiAQaHuep556igceeKDbr38/SZ4iqkaPlhm4ySQrC+bMAZNJ70i6VlpayqpVqzjuuOO4/vrrGTNmDCeeeCJLlixpm8SjKAqvvPIKGRkZHH300cyePZvS0lL+85//RCWG3//+9zz77LOMGzeOJ598kmeeeabLFu3AgQP59NNPCYVCnHTSSYwdO5af/exnpKentxtb7aloPe6dd97J4sWLKSoqams9BwIB1q9ff8gxw7vuuouMjAxmzJjBvHnzmDNnDkceeWTb7Tk5OTz++OM8//zzjBo1ittuu4077rij3WNceeWVLFiwgHPPPZepU6dSU1PTrhUK8Mgjj1BXV8eRRx7JhRdeyDXXXENubm7b7ePHj+euu+7ir3/9K2PGjGHhwoX85S9/6fbr309m24qYWLYMvv5a7yhELLndMH++1Do+nM5mpwrjkzFPERPTpkWWsXzzjd6R9N3779/L4sW309BQQWHheM47758MGtT1rMKVK5/nlVd+Q01NObm5Q1mw4K+MHXtq2+2PP34Jn332RLv7jBo1h2uvXQTA+vUfcNddnfeD/vKXyykpmRy119ZbbjfMmyeJUyQvSZ4iZqZPjyTQb7/VO5LeW7HiP7zwwnWcf/4DDBo0lSVL/sE998zh979fj9ud2+H4zZuX8vDDP+D00//CuHFzWb78ae6//3R+/etVFBSMaTtu9OiTufjix9p+Npu/23Zk8OAZ/O1ve9o97quv/oaysiUccUTfx9/6yuWCuXOhk5oDQiQNGfMUMTVjBkRhsqJu3n33LmbNuoKZMy9l4MBRXHDBA1itTpYufbTT45csuZvRo09mzpyfM2DASObP/yPFxUfywQf/1+44s9lGWlp+2yUlJeOA26ztbnO5sli9+hVmzLi0bfmBXtzuSOKMp7Wc8U7TNOmyTUCSPEXMzZoFB6zdNoxg0M/27SsZOXJ223WqqjJixGy2bPms0/ts2fIZI0bMbnfdqFFzOhy/YcMH3HBDLrfcMpyFC6+mubmmyzhWr36V5uYaZsy4tM+vqS9yc+H00yMJVIhkJ922ol9Mnw5pafDpp5GuXCNobq4mHA6RmprX7nq3O4+Kis4X3Tc2VuB2dzy+oaGi7efRo09m4sQFZGcPoqpqMy+//Cv++c9T+MUvPkNVO05b/fTTRxg9eg4ZGYVRe209VVISqSQVxWWHQhia/CuIfjNqVKTV8u67sK/YR1KaPPm8tu8LCsZSUDCOm28ezPr1HzBy5Antjq2r28maNW/z//5fzxdxR8vo0ZHud517jIWIK9JtK/pVYWFkecMB5UHjlsuVjaqaaGqqbHd9Y2MlaWn5nd7H7c6nsbH7xwPk5JTicmVTVbWpw21Llz6Gy5XF+PHf7/Xr6Itp0yL7ckriFKI9SZ6i32VkRMbOcjtOVo0rZrOV4uJJrFu3pO26cDhMWdkSSks7L6VUWjqdsrIl7a5bt25xl8ezr3XZ0lJDWtqAdtdrmsbSpY8xbdpFmEyWLu8fC1YrnHRSfJbcEyIeSPIUunA4IusER47UO5JDmz37Oj755CE+++wJ9uxZx9NPX43f39I2eeexxy7ipZd+2Xb8CSdcy5o1i1i8+E4qKsp47bXfsW3bFxx7bKQUm8/XzAsv/JwtW5ZRXV3OunVLuO+++eTkDGHUqDntnrus7D2qq7cya9bl/fqa8/LgrLMi45xCiM7JmKfQjckU2TS5sBA++ig+d2SZPPlcmpurePXVW2hsrKCwcALXXLOobVJQbe12FOW7z6CDB8/g8suf5pVXbubll39Fbu5Qrr765bY1nqpqYteur1m27Ak8nnrS0wcycuRJzJ//RywWW7vn/vTTRxg8eAb5+SP65bUqCowfD0cdBX2oAidEUpDyfCIuNDfDBx/A7t16R5KcnM5Icfd421JMiHglyVPElW++geXLoQ+bR4geKi6GY46RUntC9IQkTxF36usj3bgVFd04WPSayxVZgiJjm0L0nCRPEbc2b4bPP4906YroUdXILNojj5SiB0L0liRPEdeCQVi9OnIJBvWOxvgKCiLrNtPT9Y5ECGOT5CkMobk50grdvFnvSIwpLQ0mT4bSUr0jESIxSPIUhlJZCV9+Cdu36x2JMWRkRLpnS0ulSpAQ0STJUxhSbW2kK3fzZgiH9Y4m/mRlRZLmoEF6RyJEYpLkKQytuRm+/hrKymRMlH3VgSZMgCOO0DsSIRKbJE+REFpbYd062LAhstQlmdjtMGwYDB8e6aYVQsSeJE+RcKqrYePGSJeux6N3NLGhKFBUBCNGRIocSDk9IfqXJE+RsDQNdu2KJNLycggE9I6ob1QV8vMjyXLIkEhJPSGEPiR5iqQQDkdm6u7aFblUVRljopHLFWlhFhVF1mha+ndnMiFEFyR5iqQUCMCePbBzZ+RrXZ3+yVRRIsULsrIgJyey24yMYQoRnyR5CrGvZdrQEEmitbWRr3V1keti8R9is0UKF2RlQXZ25GtmppTLE8IoJHkKcQihEHi9kYvPF7kc+H0g8F3xAUXpeLHZIruV7L+kpES6YiVJCmFskjyFEEKIHpIJ7kIIIUQPSfIUQgghekiSpxBCCNFDkjyFEEKIHpLkKYQQQvSQJE8hhBCihyR5CiGEED0kyVMIIYToIUmeQvTR5s2bufLKKyktLcVut+N2u5k5cyZ33303Xq9X7/CEEDEgRcKE6IM33niDs88+G5vNxkUXXcSYMWPw+/188skn/PznP2fNmjU8+OCDeocphIgyKc8nRC9t3bqVcePGUVhYyHvvvceAAQPa3b5p0ybeeOMNrr32Wt1iFELEhiRPIXrp6quv5oEHHuDTTz9lxowZeocjhOhHkjyF6KXCwkJsNhubN2/WOxQhRD+TCUNC9EJjYyO7du1i7NixeocihNCBJE8heqGxsRGA1NRUvUMRQuhAkqcQveB2uwFoamrSOxQhhA5kzFOIXiooKMDhcLBp0ya9QxFC9DNpeQrRS3PnzmXz5s189tlneocihOhnkjyF6KUbb7yRlJQULr/8ciorKzvcvnnzZu6++25dYhNCxJZUGBKilwYPHszTTz/Nueeey8iRI9tVGFq6dCnPP/88l1xyid5hCiFiQMY8heijjRs3cvvtt7N48WJ2796NzWZj3LhxnHfeeVxxxRXYbDa9QxRCRJkkTyGEEKKHZMxTCCGE6CFJnkIIIUQPSfIUQgghekiSpxBCCNFDkjyFEEKIHpLkKYQQQvSQJE8hhBCihyR5CiGEED0kyVMIIYToIUmeQgghRA9J8hRCCCF6SJKnEEII0UOSPIUQQogekuQphBBC9JAkTyGEEKKH/j8tuujqY5Bs8QAAAABJRU5ErkJggg==", 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", 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" ] @@ -220,7 +220,6 @@ "plt.figure(figsize=(10, 5))\n", "venn = venn3(subsets=(p_a, p_b, p_ab, p_c, p_ac, p_bc, p_abc), set_labels=('A', 'B', 'C'))\n", "\n", - "plt.text(0.6, -0.5, f'Complement: aaaaa', ha='center', va='center')\n", "plt.show()" ] }, @@ -233,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 240, + "execution_count": 287, "metadata": {}, "outputs": [ { @@ -245,7 +244,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -267,7 +266,7 @@ "plt.figure(figsize=(10, 5))\n", "venn = venn3(subsets=(p_a, p_b, p_ab, p_c, p_ac, p_bc, p_abc), set_labels=('A', 'B', 'C'))\n", "\n", - "plt.text(0.6, -0.5, f'{round(prob_did_not_win_all, 3)}', ha='center', va='center')\n", + "plt.text(0.5, -0.5, f'{round(prob_did_not_win_all, 3)}', ha='center', va='center')\n", "plt.show()" ] }, @@ -280,7 +279,7 @@ }, { "cell_type": "code", - "execution_count": 236, + "execution_count": 288, "metadata": {}, "outputs": [ { @@ -307,7 +306,7 @@ }, { "cell_type": "code", - "execution_count": 237, + "execution_count": 289, "metadata": {}, "outputs": [ { @@ -334,7 +333,7 @@ }, { "cell_type": "code", - "execution_count": 238, + "execution_count": 290, "metadata": {}, "outputs": [ {