done

parent 27d64138
...@@ -30,12 +30,12 @@ ...@@ -30,12 +30,12 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 6, "execution_count": 4,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
"data": { "data": {
"image/png": 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ro+84yJlqbKRx9MN0MWWaMyViShAEY5medhKbdZwA2y4P85kaSsojbgckqvEvT/xBzhRgrnMYtppvfJyaPWfB0BDdLl0KLFniuH1u+MLDLaaA4DpgXLAzqM2uyWJKEtAFQRA0cE8COs7UyAidcDnMB5RPPkJ83InOUc4U1zPyE1N5cKaCVvMB+qHnuLgFKX+PXndqcpJCpl4xFVQHrL8/OMQHOGLFxONGnClBEAQN3JOAzsTFBTs5zAeYO2H7MTcHXHst8OCDPvUEKkxXF3DJJcCxY8HPGRtznKmoBPSwMJ/JzpRthxftBMwSU+7aX26CeieGtZIBxJnSRcSUIAjG4p4EdCYuLtjJYT7AzEkhiH37gF/8Ati7d1Hmn/3UU8ALLwDPPBP8HLeYikpADwvzmSx05+ZIUAWF+YDsmh2riCn+/v3CfEEJ6HkVU+JMCYIgaOCeBHTCfCym3M6Uie5HEL/8Jd1OTNRm/tk8SXOejh9+zlScMJ/JzhSLiLyE+dwtftyEOVN+hVQZU8XU7CyFM8WZEgRBUIQniGXL4of5TJ0Uwti5k27Hx7MXUyx+glaMAfphvtpaYJGPyWayM8Xb5B/my5cz5R0b26ZxzqMzxTlcpjlTUmdKEARj4Ulg1ap4zlRHh9nuRxAspiYnzXSm3Kv5amup3lSYM7Vkif+qMZPHJmzSztqZcq/mqz27S6iKKb8E9OFhCmPmUUyFidxqIs6UIAjGwpPAqlX6OVPLllEhSJPdDz9mZ4Fdu+h3k50pbw+4MGfKL8QHmD02YWG+1lYSU1k6U01N9KPrTPmF+aIKdgLmiikWuSKmBKGAjI05oSUhPdzOlG6Yb8UK+t3USSGI5593nJpq5kyphvmA4OX3/D5+K/kAs52pMDHV3ExhvjjO1KFD+jXP3IK0vp6+e9XVfJyA7v7MPIupsHGpJiKmBCEF/tt/A17zmmpvRfFwO1M6RRK5YCdg9oTtB4f4Lr/czAR02y4XU0ErxgByuvLoTIU5IBzm03WmjhwBLroI+I//0Hud193zq4Ie5kzNzpZ+x3kWU+JMCUKB2b0bOHGi2ltRPEZHgZoax2Xiq+8ouC8fYPaE7cfOnZSsfdVVwPh49mmtUWG+qSlaTeV1puKE+UwWumEOSH29jcZGfWfq+efpu2PBrIqOmPKu5vNbIKAiplismHbcmJqALmJKEFKgq8vMCSHvjIzQZBBVy8iLW0yZeoUdxM6dwNVXk6AyMczHglbVmQoL85ksdKPCSWECMohDh+h2zx691yURU37HjoqYsiwSVKaNjSSgC0JBsW0SU9L/LX1GR2kyiFp+72ZmhtwVDvPlqc7U9DTw9NPAy15G/7OJYb4gMeU3NvPz+XWmosJJixbph/kqLaaam53Vfoxf78TTp0ksLVkS/rkNDea1kxFnShAKSl+fMxmYdhWXd7zOlIqYOnWKbvPoTO3eTZMFi6mZmZpMJzPbjnam/HJzghLQR0ZIUOUxZ6qSztSBA3oiRVVMefOlAP+iqqdPl5ZZCIKbhCdlfDy81IYO4kwJQkHp6nJ+N/EKO8/wBBFVZduNu/o5YLb74YVzaV72MkdAquaJpcHICCX5t7WR6+KX8K8T5gvryweYPTZRYiquM1VbS9/rgQNqr5mbo7pQUWLKW66CCXKmwkJ8TFpi6iMfAV7/+uTvA4gzJQiFRcRU5eAwn44zxSUqvGE+E90PLzt30kS5caNeaDMteII+/3y6HR4uf46fmGKXxhvmDmslAwB1dSQuTBybKAdE15mybRJTr341/a0a6uMx8IqpsTEKaTNRzlQ1xdSePeS6ppEGIc6UIBSUI0ec30VMpUucBPQgZ8rECdvLzp3kSlmWftJ9GrD4YTHlF+oLcqZmZ8tDV1HOFEDjY+JxE+WA6DpTp07Rd/fGN9Lfzz+v9jq/RtH8uzt05q5K7yYoAT1LMdXTQ/97GqE+caYEoaC4nak8TNh5Ik4Cel7DfJOTwLPPkpgCzHCm/Ca/IDEFlG+rnxDw0tRk5nGTds7U4cN0u3kzsG6dujMVJqbcYjfImap2mM+2ge5u+v3YsWTvBYgzJaTE8DAldArmIGG+yhEnAf3kSZoE+DV1dVSrysQJ280zz5C78/KX0986eWJp4RVTqs5UkIsWFeYDzHWmoiZtXWeKk883bgQuu0xfTLlX3umIqaAE9KzE1OCg8x5piClxpoTEnDkDnHce8J3vVHtLBDddXflxP/IGTxA8cauG+VaudBrrWlZ64YpK4k4+B8wN8/mt5gsSfiphPlOdqahJu71dryo/i6kNG4BLLwVeeEHtwjipM9XYSBcUfCEyNUWCOCsx1dPj/C7OlGAEx47RAZHGDimkg21TztSmTfS3iCl1du0KrwQ9P08n/fZ2SlJuaVEP83GIj2lqMn9sdu6k7V67lv7OU5gvyDkcGKBJr7k5+DNNd6bCcqYA9fE5dIjaIrW0kJiamCh1tYNQFVNBq/ksq7QOmErBTsZEMSXtZITEcLsSE6/iFipDQ3SSuvhi+tvEScFU/uiPgN///eDHx8dJrPIEoZqj4m5yzOTFmeLkc6A6ztTgILkYLOiCwnyW5aySBMKdqaVLnf/JD1OdKZXVfICemGKReumldKsS6kvqTPG28tiwmFq+PPqz0xRTdXXpOlMS5hNi09tLtyaeeIrAbbcBP/mJ3mv4ylLElD6nTgH9/cGP88mfJ62wliVu3E2OGVPdD2Z8HHjuOSfEB1THmRoYoJBcSwtQXx/sTLW2lgqksAT0sBAfYO7YTE/T/1gX0B6RnSnVvKkkYsrr7nnF1Nwc7UN+q/mA0guRajlTW7aIMyUYgjhTlWN+HviHfwDuuUfvdSKm4jM4GFxlG3BO/jrOlG0Hh/lMPm6eeor2QbeYammh26ydKXaSliwJdqZU+r8BJM7Cks8Bc8dmaorERJCrpuNMTU+TkGAxdc45QEeHupjyunsNDbR/8PiMj9NtkDPlvhDhC5gsxdTSpcBFF4mYEgyBnSmZsNOHTzS6FY25xtQll9CtjI06AwM0GQQl4XoTnVWcqeFhOtnmLcz3y1/S7dVXO/fV1ADNzbOZiyl2kvyqbAP+YioqzBeGqc7U1FT4hK2TM9XVRUKfxRRA7pRKramg79A9Pn6LAtzEdabS6M3X0wOsXk2Lp44fT164c2qKciijWuFkjYipHCHOVOXgKsO6IZWuLrpCXLOG/jZxUjCRiQn6mZ8PFrDeMJ+KM8U1pvIW5tu5kyac1atL729unss8zMcT95Il4WE+N0EujUqYz1Rnano6PC+H/2eVCzBeyecWU1weIUpcpCGmqp2AzmJqaio8tK9C1LhUCxFTOULEVOXgE6KuM9XVBaxf7+QzmDxhm4Tb8eDl+F7ihPm8BTsZUydshpPPvbS0zFUlzAcEO1N+ic7NzRSGihPmM1XocpgvCJ0wn5+YuvRSEqvc/igIFTHFKyxVE9BbWkoXEASRtpgCkof6ohzDaiFiKkdIAnrlSCqm+MRk4qRgIu5JOihvKk4COk9MeQrzjYxQzSE/MVUNZypOmM+7/B6gpOgzZ9Rypkw8blTDfKrOVFMTcO65zn2qSeiVCPOpuFJA8uNmfp7mrTTFlDhTQmLYmTLxxJN3+ISoO3EdOUJF+KRopx5uN6oSzpQ3zGfqhA2QALRt2o+8NDdn50zNzVG4O06YDyh1PwDntSqr+UwUuqphPlVnauNGyoNjKiGmglbzuS9EshRT/f1U1V+cKcEYJiedA8fEE0/eieNMjY3RiWn9ejpJNjSYO2GbhoqYCkpAD8sxYTHlraFj6oQNhNfNydKZ4rxBb5jP+30HiSmvc6jSSgYwV+hGhfkaGuhxVWfKHeIDKM+yvT1cTM3PlwpcN7rO1OQkCRtdMTU/T6+LA5dFWL2aVi82NIgzJVQZd1zd1Ekhz/BEoiOmuCzC+vV0a+qkYCJxxFR7O53YJyaC3/fkSZoovLWB8iymsnKmeBzcYb7ZWScfhwlzptzCT6WVDGDu2Kg4IKrlOvzElGXRKuAwMTU8TK8PElMjIzRGKgnoAD1fV0wB8cfHLaZqaqgYrDhTQlXhEB9g5okn77jDfKpLd0VMxUclZ2pkhE6afOJUCav4FewEzB6bMDGVZQK6t9I2N9b1hvoWijOl4oCoNDseGKDneMUUQKG+MDHlV/2c4fuGhtScKYCeVy0xBVCoLw1nSsSUEBtOPl+50swTT97hE6Jtl1+JB8E1pjjXxdRVSSYyMEB1Ypqbw50plWa6bvwKdgLmuh+AOWE+78Tt17KEjw+/SdubgB4mBNw0NSULJVWKqDAfoOZM+a3kYy67jAQHO+NeVMTU4KDaaj6APmdwMHsxxYn3aYgplXGpBiKmcgI7Uxs2mDsp5Bn31aVqqK+ri66Q+ERh6hW2ifCS+WXLwhPQeRIA1Jwpv758gNlCVyXMl7TQoQreMJ+fMzU5ScJHJQFdJ8zH720SKuEkFWcqTExFJaGriqnRUQqjBZU7YJF1/DiNX5ZiinOlABJT3d202CEu4kwJiejtpRj72rUipipBXDF13nnOCh0RU+rwEvwwMRXXmQoK85l63ISH+WYj88TSQsWZYgck7TAfYN74qIT5dJypjRvLH0tTTHn7JXq3E3BSE7IUU+5CtGvXkgMZVVsrDElAFxJx4gQp/NZW8046RcBts6uGVbjGFCNiSh23mAqrM6XjTE1Pk4sS5EzNzAS3rqkmYWKqqYku4bPIm0oqpvwS0Ftaol0Ek52pNHKmDh0ige/3nW3cSN9PGmIqKMQHOI9xaoKqmOKxi9tSxium0iiPIAnoQiJ6eymcZPIVdp6J40xxjSlGxJQ63GYkKsznniCixFRQ9XPAXPcDiE5AB7IRUwMDlMPG35VfmC/KmRobcwSrSisZwNyxSWs1n99KPqauDti0qfJiio8dXTGVtjOVhpgSZ0pIxIkTwKpVZud+5JkzZ8j549+jmJoigSvOVDw4Z2rp0vTCfEEFO4Hkk0IlicqZAvSLycbBWxxy8WLnfiZKTNk2MD5Of6u0kgHMdaZUV/MlEVNA+Iq+wUGgvp4cPi9xxFSWYT4O54kzJRjFiRPkTJm8KinPnDlD8XxAbeLik4GIqXio5EzpJqAHtZIB8i+msgrzuZ2k2loSC35iym/idi+/5/dTEVMmO1MqOVNjY8EJ1TMzwNGj4WLqssuAw4f9zx38HfrlQjU2kpPIq/l0wnzeorZBJDlu+vrIpeQm8ADtX83NlAgfF3GmBADAPffQlYhODNq2S50p0046RcAtplScKT4p5UlMfeELJDTe/37g3nurtx/NzVHoiMXU5KR/grWuM8UrXt39zxiTeyeqhPmycKb8nKSlS0vDfGFtS7zjoxrmM9WZUl3NBwTvk0ePkqCIcqbm54F9+8ofixKkXAU9yplqaSFB1ttLIpldxyiSiClvjSmAtiFpeQRxpgQAwNNPA3v3Bifd+jEwQFc47EyZWJMl7wwPO1dQKmKK7fI85Uw9+yz9n//xH8Cv/RoJq/e8B3jiiSWZbgcn+7OYAvyPB28COhfwjHKm8hbm4wsrE5wpPzGlk4AOOOOjGuZL05l6/PH0zo2qq/mA4HPG4cN0GyWmAOD558sfS0tM1dQ4Y7ZsWfCqPy9piykguZgSZ0oA4OQT6JwcuWAnJ6ADZk/aeWN+niaAFSsoP0HFBejqohOU28I2XUxNTwPr1pH9/qMfATffTA7Vxz9+RezVOnFwL5nnicIb6pudpe/SO0GEJfyeOEGP++WXmOp+AOYkoPs5Sd5mx1E5U4B+mC+tsTl4EHjlK4G77072PoBzwaoqpoL2ybAaU8ymTXTe2bmz/DEdMRXU5Ni7rar5UoCZYkqcKQGAczJSrbINOOELDvMBZl5h5xU++S9erLbUGSAxtWYNnQSZPIgpdnfe8AbgjjuA228H5uetwArMlcBdHJInb6+YCmqP4a1l5IbzCv0wNS8HoG2qq3PqlbnJMgE9KMynk4AO0LZOTdGFY5ar+fbvp9uDB5O9j3tbVMN8QeeMQ4foPbyCwk1TE3DDDZQC4iUtZwqojpiqqSnPYTzvPDII4jqI4kwJAOI5U+5cEBFT6cMnwkWL6ISjmjPlzpcC8iOm3ERNBpXAT0x5w3wsHtwW+QIDAAAgAElEQVRhPv47LMwXJKZMPm7CEp2zCvPNzJBQSiPMNzqq3koGSM+Z4tB7kuRmJiz06kbFmdq40V8ou3nzm4EXXqAfN2mKKX48SzF17rmUo+XmvPPI+WPnSgfblgrowln4ZBQnzCfOVGVwiykdZ8qdLwU4YiqL1h9xMEVMuduM6DpT3pYlbk6c8M+XAswOj4eJqfr6edTVVd6ZCmr94hfmsyz/tiXuMJ9qKxkgPWcqTTEVFnp1o+JMhYX4mDe9iW5/+EPnvvl5+u6jxFRfH4lhE50pP0cuSXmEmRm6FTElvOhM6Yb5WlroYDF5UsgrHOJiMRU1cc3O0gnbz5kC4lcLrjR+YopX9VTDmQrLmWLB5HWmvM103YSF+Uy+CAkTU5YVHtpMi6DWL0uX0rmKJzFegu+XwOx2aVRbyQDpOVO8wjZNMaVStBOIdqaiWL8euOIK4Ac/cO47c4YuzKLEFK+ENdGZSltMqTqG1UDEVMbEdabOPZdOYCZPCnlF15nq6aHl/UFiylShG+ZMVSNnaulS+vza2nIxxZOTagL61BRdxRdNTAHZiKmgsBxXQefHwxKd/ZypLFfzVSPMF+ZMDQ7Sj4ozBVCo7+GHgf5+5/VAtJhiFoIzpSpyq4GIqYyJmzO1ahX9bvKkkFd0c6b8akwB+RZTWTtT7e2UvG9Z5Xk5gH4CelhZBMDssYkSUyotS5LizmNzw5M1h/rGxoLFVEODsxpWJ8yXds5Uf3/y91IN84U5UyplEdy8+c0U2rv3XvpbRUwtcVU1qcRqPl5go+u2T08Dp075iym+aBVnSkhE3DAfX3GLmEofFhK8mi9q4vKrMQWYPWED5ogp7xJ8vyrougnoYQU7AbOPG5OdKW+z4zAxBTg5bTphvjScqelpckL4Aqe7O/57ubclygFpaKCx8zt+OJn8wgvVPvPqq0l8cKiPBWxazlScMF9NDQkq3bHh4zFoFWPc8gjiTAkvEjfMx86U6RN2HtEN87GYWreu9H7Tx8aknCn3JODXn083AZ2dqSKKqTjO1Gc/S3XEVIkK86k4U4Aj/Pj9lijUg+WyEEmOm2PHKL9o61b6O2moT8cBCRqf556j/+3ii9U+07LInbrvPvouTAjzAfG6bgTVmGLiiilxpoQX0Q3zTU6W5oKYPCnkFc4XamujE874eHgNlK4uCid5VzTlUUw1NgJ1dfOZi6koZyosAX16ujzswFfCeQ3zhV1p6zpTU1PA5z4HfPe76svPwxLQAT1nisN8ixeXL4sPoqkp2TmNL3CuvZZuk4op1TAfEOxm794NXHSRnovy5jfTd7x9e/piKo4zBZglpsSZEl5Et2inN3whYip9zpyhEw03dgXCJ6+jR8tdKcDsCRvwF1OWRVW2s05A94qpoDpT3mrmQTkqfJz4NTkGzD5u0g7z/fCHjji6/3611wwO0ndbV1d6vzcBXaWhLof5VEJ8TGNjsuPGK6bSCvOpOlN+FyPPPQdcfrne5954I4nVH/wgfTG1bh39P2EFRP2olJjq69N/X3GmhBfRdabc1c8BsyeFvHLmjCOiVHKI+vv9J+08iikAaG2dNS5nanSUhJTX2QhqdnzyJL1P0Ek2zXYyTzwBfOc7yd+HSTvMd+edVJ1/5UoKGakQ1JTYm4Ae1baES1eotpJh0nCmLAu45BISgGmF+VQcED9nanycKrG/5CV6n9vUBGzbRmJqYIDEbdj3rSOmbr6ZtkllUYCbuGKqvj7YBeMVfbqiV5wpAQAtp+edQVdMeZ0pUyfsPHLmjJM7FNW4FCAx5XeSyKuYammZy0xM2bZ/ztTQEB0fzMhIeYgPCHemgkJ8AImyurp0LkI+9zngQx9K/j5Mms5UdzcJqPe9D3jd64Cf/KT0ew0iyElqaqKfOAnoOpN2UmfqyBFyQRoaSEhmGebzc6b27qV9XVdMARTq6+kBHniAxiSsKXFzs7ONUav5amtLe4mqEldMrVoVXPk9bnkEcaYEAI4rBaiH+dzVzwGze4yZyKlTwCte4SxT9kPXmTp9Gli+vPx+08fGBGdqfJy2w+tMAaWVtoPaY7hblrgJK9jJxJkU/Dh+nMSCzorcMFScqfFxNVH0f/4PLa9/3/vI4Th9GnjyyejXhTlJS5aoiyl3AnrWzhSv5Fu7tvo5U7t3061umA8A3vhGEiG//KXad8jPiRJTcYkrpsLCiWvX0q2umBJnSgBQKqZ0nCnLAjo66G8J8+nx9NN0UnrsseDnDA+Xi6mgsMrkJE0oRXKmshRTfvWM/PrzjY76O1PuZrpuwvryMWn1TuTQRJwEWj9UnCkgWrzZNoX4rr+eluPfdBPdrxLqCwrzAY5zaNt6CehZ50xVQkypTNp+ztRzz9FrVcsiuOnoAF79avpdVUxxA/NKEEdMdXeHi6mkzpSIqQWO+2SoKqZ6e+ng4sRQEVN68OTd1xf8HB1n6vRpug1zpkwUU2ENQrNMQPcr5ujXn29kJNyZ0g3zAek4U7btJNcePZrsvRhVMRV1znj4YeDAAeC3fov+XrECeOlL1cRUWMI4F1XlvpMqOVO6Yb4kztTcHE3KXPdt7VraH7gFThySlkZ47jnK3/Im9KvylrfQraqYisqXSkIlnKmWFto/JMwnxIKdqcZGvdV8HOLj1wIiplTRFVNROVPc6iFvzhSXejDFmfLmTLkfA4LDfH7CYmyM/s4izNff75zQeQVZUlTCfEB0Evqdd9L3464vtW0b8Mgj0e2CosJ8Q0POOStqNd/UFAmZrJypnh7av93OlG07KRJx0A3zjY2VhmF3746XL8W8+c10m0cxNT5O+0vUqsE45REkzCcAcMTUihV6zpR7kuCKtCZO2CbCE/SpU8HPcSegR4X58upMhdnjWSagh4X5vM6UagJ6VMFOJo0wn3v1kUnO1Ogo8O1vA7fcUuocbdtGk/z27cGvnZigbQgL8w0OOmIqKszHZOVMsah1iykgWahPN8wHOOMzMkLblERMbdpEgur666Of+6u/6oR0K0FDg147GRaxlRBT4kwJAJyTkY6Y8jpTQHqJtFlx6hTw+tcDDz7oo0AqTJQzNT9PJ7+iO1NhYqq1dRZTU/r71NgYncR37lR/jU7OlGqYL6pgJ5PGcVMNMaXiTH3nOzQeHOJjrrmGvsewUF9U6xdOQOdzVlSYj8nKmaqEmNKZtL2pAc8/T7dxks/dfP/7aqtGP/pR4OtfT/ZZYegeN1E1phhxpoTYuJ2p8XGayMOYn/dPrM2TmDp5kgrR3Xcf8NRTGmfXlIgSU6OjFBLgE2JdHS03jpMzZXLZinAxRfEJ3ZYlDz8M/PSnwP/9v+qv8RNTOmG+piZyZ90XI1F9+ZikSc6AI6bWrUtHTM3N0U9SZ+rOO6ltyTXXlN7f0AD8yq/Q8Wfb/q+NKg65dCmFCVXElNuZymo1n7fxeLWcKT5+nnuObpM4UyZRKTHV0UH7XtQ86EacKQFAqTMFlK7u82NggHIP8upM9faSkDp0iE7A4+OKvSVShMVPUJjP3ZePCWt2zM6UXwijttbcEGx4mI8SqnST0HfsoNtnnlF/zeAgfUfuyub19SQYWEzZdnCYz7LKE345zBflTCVdfg+QmLIsKreRhphSyc2JElP79tFYvP/9/jWJtm2j0iAHDvi/3m9RgJulS2nCY9Gq6kxlVWeqq4smZt6nFi+mbUwqpurrw2s8MV5navduuiDbuDH+55tEXDEVVdNq8WI61nVbJQHiTC143M4UEL0TBV1xp7XEu5J0dwM33EATzv/7f7TSZmIiezEV5UwFiakwZ2rRouCD2dSxUXGmdPOm4ogpXuXlnaTcVdCnpsitCUqq9Rax9JYPCSKtMN/KlcAFF1CIQueq2g8VMRUV5vvmN0nIv/e9/o9v20a3QaE+lTAf4IiTSoT5kuZMsSsF0L6wdm2yljLT0+ruh58zdeml6n0JTSfsuLn3XuDf/730eOzpITHJeahBqNT08yLOlACg3JmKWtHHiXx5C/MdP05CqqcH+PGPgde8hgsPVk9MDQ/7f2d8ILsP/DAxFVT9nMmjmGJnSuekNjMDPPoo/b9dXequVtCSeXd/Pp6U/Jwpvt+bM+UuHxJEWgnoa9ZQmG9mxnHF4pKGM/XAA8DWreUONnPBBfQTJKZUnCnAEVNhK8fihvmSOlNuMQUkr4Ielcfmxrto5bnnihPiA8Lnm3e/G3jnO+n4e9vbgH/5F2D/fgrxRbl6ccQUb0d9vfprskLEVIbEdabyFOabmaHVJX191GR161a6n8RUzKIrCRgYcK4Q/UJ9LALczlRQ41IguPo5k0cx1dqqL6aefJJWgb3rXfT3s8+qvS5MTLHw5eMiaNL2C/NFhfiA9JwpFlNA8lCfjpgKcqaOHiWxFMa2bbSiz29VVlTOVBxnyt00XIW4zpRtk5jiGlNM0sKdU1PqoST3opWhIdpHkiafm0TQcTM5Sf/vf/kvwG//NvD44ySuvv/9YGHvJq4z1dCgFn7NGhFTGcJiisMRccN8Joup/n7K4bj99tJk2Go4U9wHjqsQ+4mpODlTRXOmOMynkzPFIb4Pf5huVUN9QfWMli5VF1N+Yb6o5HMgv2Kqro72K7/zxfQ0iUmuKB3Etm3khD/8cPljAwM0OQWJH68zpZKAvmSJ3oQX15nq66PXeZ2ptWvJGVdpweOHTpjP7UwVLfkcCD5uOHXihhuAL32Jwt4PPwz88R/TTxRxnSkT86UAEVOZMjZGJ0XeiVTCfK2t5eEOUydswDnovCfm9vbsc6a4D9wll9DffnlTcXKm8uhMhSVuxgnz7dhBbsjLXkaTraqYUnGm4oT5VMRU0rGZnKRtXLPGmbyzEFNAcLPj7m66aIgSUzfeSKLML9THAjeoKa2OmGIBrBPiA2hs5uac4rKqeMsiMGvX0nuFFesNQyfM53amkvTkM5XGRsoN9I6Nd+FHTQ21wfmbv3GKjobBqRU6F3FBXRxMQMRUhoyP04oT1fYQQZOEyc5UkANSDWeKV/JdfDHdqoqpsDBfkZ0pVTFl2ySmtm4l92HLlnTE1OBg6eoeFWfKtrML87lXKS1eTPtMVmLKr2UJ4NTpiRJT7e3Atdf6i6mwVjKAE+br7qYJM2xbWWjprOQD4nd2YDHlF+YD4of6dByQhgbafnam2toc57IIBI2N6iraIOKG+UxMPgcUxJRlWXdaltVnWdZu133/3bKsbsuynjr788bKbmYx4CahqmLKW/2cyYOY8u7wnDMVVOumErDTwc5UWJjP7YIEhfmmp+n+PDpTYWKqoWEedXXqJ7V9+0hUcj7cli2UMxW1sm1mhr6/IDE1PU0XHDrO1Jkz9H1nEebj1WG85DuNWlNJnSlVMQUAb3oT8NRT1PjbTVRT4vZ2ElETE3T+Cgvf1dbSBWMcZwrQHx9vjSkmqZjSnbT5Auy554DLLjMzpycuJompvIf5vgng9T73/51t21ee/flRuptVTNiZ4qu3qDCfX/VzIB9iys+Zmp+3MhUaLKY2bqTVH37O1PAwTVTuZcyLFtH/4f2Owwp2MnkUU5ZFTovqSY3zpdxianTUmdiCGBqi26CcKYDGTCcBXbVgJ5B8bFhMcTHCLMVUUmcKoCThZcuAP//z0vsHB8OdpJoax50KC/ExbW36YipuwduuLtp3vcvw03CmdMQUX4Dt3l2sEB9QOTHFx/eCcaZs234IwEDU84Ro0gzzmThhA+FiCtCvsp0EFlPnnEMrKIPCfN78rqArprBWMoypYxMmpgD6n1VzF3bsIEHJ4dMtW+g2akWfX/Vzxt2fTyXMNzFBOTY6J/TGxnh5OYyJztTx4yR0VBrdLloEfPzjVPftkUec+6PCfIAjplQ+51OfAj74wejnuYlypoLu9yuLAND+2dCQTZgPoPPboUN0jilS8jngfA/elaAnT9I+xWOnS20t7U8LyZkK4vcsy3rmbBgw+z4hOYTDfFypN0xMTUzQlbyfM5VGJedKEZToXE0xtWwZraAMCvP5JcsD5dtaVGcKCE+69+LOlwJo8rCs6LwpFTE1OKgW5gPo+NF1poD4x053Nx277IKsW0cCO6qTQRhphPlUXCnmttvoWHC7U1FhPsB5XMWZ+r3fo/IoOoQ5U/fcQxcwhw6VP+ZXFgFwCndmGeZ74gn6vWhiKsyZiutKMYsX6yegm+pMxS388xUAfwHAPnv7twB+y++JlmXdCuBWAFi5ciU6OztjfqQao6OjFf8MP44fb8bkZA0uvDA4dnfixEvR2jqLhx56Bk1N12Hv3h50dh4MeG4TgFdhaGgvOjtPlDzW338RRkdXoLPTZ51zldm5cymAK/Dcc7tQU+McJV1dywFcju3bd+LYMY3+AYm2ZR2A87F790Ooq7scBw7UobPzyZLnHDmyBUDp/UeP0rb+7Gc7cfSos60PPtgB4CU4dOiXsCz/cR4evgRDQ4vR2flY+v9QAp555lwAl+DJJx9Fb2/pjDU6OgrbHsLRozY6O58OfZ+BgQYcOPBq3HTTAXR2OjPV6tWvwAMPjOK6654PfO0jjywDsAWHDz+Bzs5SpXrwYCuAl+Ohh3Zj//521NSsw6OPPuibe9LdvQrAxbj//l/g5z/vAHARDh58GP39M6HbfvToGgAX4YEHdmDRIn17ateuy7BsWRsefPBxAMDo6AoAl+Huux/DunUT2u8HAE8+SfvU008/juHhclXG57OxsUvQ378EnZ2Pljy+Z8/VWLZsGp2dioW+ANx881p85SsX4ktf2oXNm4cxMPAajIwcRWfn4cDX2PYVAJZidnYYnZ27lD9LlQMH6JjbsWMnTp4sPT/88IfnYWzsAvzJnxzDbbc550vbBg4e3IoLLzyBzs7yXjltbVdi926gs/Mp7e05ffplaGiYRGfnbt/HvfPMzMxmTE2RZX3mzC/Q2elT0CunHDhA++iOHb9ET49z3nvhhSvQ1GTF+n6ZurqX48CBMXR2Bp833Jw4sQWTk7Wh+2C1NABs2478AbABwG7dx7w/V199tV1ptm/fXvHP8OMtb7HtqH/v8stt+21vo99XrLDt3/md4Oc++qhtA7b9wx+WP/bRj9p2W1v8ba0k99xD2/3446X3338/3f/QQ9lty8c+ZtvNzfT7u99t2xs2lD/nmmts+6abSu/76U9pWx98sPT+r36V7u/uDv7MD37QtletSrbdleAf/5G2/fjx8se2b99u/9qv2fZLXxr9PnffTe/z6KOl97/97ba9aVP4a//pn+i1+/aVP9bVRY/97/9t23/wB7a9eHHw+/zrv9Jz9+yx7U98wrZra217bi5627/yFXpdT0/0c/249lrbvuEG5++HHqL3u//+eO9n27Z91130HgcO+D/O57PbbrPtZcvKH1++PPw84sfYmG2fey79L8PD9Pmf+1z4a26+mZ7nPVbS4kc/ovd/5JHyx/7oj+ix9nbaXmZggO7//Of93/Nd77LtCy6Itz0XX2zb73hH8OPeeeaWW2hbFi+27fn5eJ9pKj/4Af1vv/xl6f2XXmrbv/7ryd77la+07W3b1J9//fWlx6AfaWsAADttBX0TK8xnWZY7+PQ2AP7yfQFx6pQTBgqCc6aAYNueCWvxkNcEdCD7MB9/f0FhvuFh9TCfSs5U0cN8P/859d266qrS+7dsoTYSYSEvnZwplZYlIyMU5lu5MrhGkhsO88UdHy7YyaRRuDNJAvrEBO2TOmE+gM5Bf/ZnQGcn8L3v0X1phvniEDY2p07RfjsyQn0ImaAaUwyH+eKsINYNJ/E55PLLi7WSD6hsmE8nvYC3Ibc5U5ZlfQvAIwAutizruGVZHwDwN5ZlPWtZ1jMAbgTw0Qpvp/EMDUXvFOPjzsmotTV8NR+vfOLETzdNTbTMPGmT1UpgqphasYK+b+93rpOAfvo0TfJhJ9k8iymV3IUdO4BXvrL8fbZsoUmLK0D7wWLKb59ubaUVl4OD0WLKvYBDtWAnEL+WEUD/W09PqZhavZpEHE/qcdDJmZqZKU0C5nwgXTEFALfeStv/Z39Gf0fVhdJZzReHsLE5dQrYvJkKQn7pS855L6jGFLN2Lb1f1EWuH7qr+fj8VrR8KcB/bGZm6HjOWkyZnDOlsprvXbZtr7Jtu9627bW2bd9h2/Z7bNvebNv2Ftu232zbdm8WG2syw8O0U4RdBY2N6TtTfleMSSaFSmOymALK3Snd1XxhrhTgiKks62mpkIYzNTIC7NrllERwwyv6wpLQBwZoUq71qd1qWU4V9JGR4ORzoHRf0rk6TnLc9PfTd+gWU/X1JEiycKb8+vPplEXw0tQEfPKTTgK/qjOlspovDlHOVEcH8Id/CBw8CNx7L90fVGOKSVIeQdcB4XPGQhFTvDI6DTGlk4Cea2dKUGNoiJZcTwTkodq2XpgvrCaPyWLKtNV87jAfUFoeYX6etkfHmQpbyQfQpGDbdOWWlO3bg/cnXVTE1NRU+D712GP0nfmJqY0bybUIE1NRq8a4P59qmE/XmUoS5vOWRWCSlkfQCfMBpecMFlMsGnT5wAccIWa6M9XRAbz97bS9X/wi3d/VRSHnoGMyiZiKs5oPKF6NKcB/bLgkCV+kxkWnvh2Qc2dKiGZ21gkfBe0Y09NU40Y1zDc4SDuNXw0Pk8VUWAV0IHsxxU6SnzM1NkbCx1vwj6s8++VMqThTQPJQ37FjwK/8SmmOSBKmpykk5ecKAc53EDY+O3bQe7gbWDM1NRSKiXKmwiZtVWfKXezv5MlswnyVFlNRV9t+temSiqnGRuCv/or296j3qHbOVEcH9Ra87TbggQeophnXmArKUUrqTOlM2pdcQhckV16p/1mmEyam0nCmRkbUU1bEmSo4bpsySExxYq5OmC/oKj6tCbsSBDkgdXVAQ8NcZmLKtslJ8ob53M4Uj5vXmbIs//58qs4UkHxsDp5dAX6gfMV3LKIahKq0dtixg8J53u+L4R59QSFOFTGlkjPFQquriy5kVE/olXKmjh2Ln7/I4xKVtBwU5lu+nNyZuLznPdHjAmQnprxCd2yMzp3sLP/2b9P/+6UvBdeYYlaupIsHXTFl2/oNdd/4RrXvMY9UWkzZdnQ3EEYaHRccDskBwZMR7yx8MlIJ8wWJqTw4U347fEtLdmJqYoK+nzAx5dfkmPHLIcrSmeLk2iTJzW5UxVRQ/sLMDPDoo/4hPmbLFppQuCGwF1VnKkpM8THEQjMrZ8qyyj9r3Tr6bv2q66ug6oAEhfni5Et5UZmcsgrzeY8bdpJZTC1bBvzmbwL/9E/UIzIoXwogIbV6tb6Y4hC9bjgpyPXNO5UWU4B6qE/CfAUnjjOlEubzW/UEiJhSwbsMv7WVrmjdYb4wMeVdij4zQ+OclTNVLTEVtP/u3k3767XXBr9HVBJ6VNsSzpmKCvPV1NB4Zi2mVq6kpHM3ScsjqIqpIGcqDTGlAouZoHNSUoKcKa+YAoA/+AN63shIuJgC4lVBV81jWyjwecMrptyt0eISdRHnRcJ8BcftTAXtFH5hvvFxyqMKes88OlNTU3QF73eV1txcPTEFlPfn03Gm3H3+wiiqmOKVU5s2Bb/H5s106yembDu6oe6yZTRBjo1Fn6Tb2x0xlVWYzxviA7ITU5V0plQ4/3yqSfX2t1fm/VWdKQC49FJg2zb6PUpMrVkTX0yZOmlnDY+NuyxHGjWmACdXU5wpAYCaM+UX5gOCixyGOVOm50w1NvrngLS0zBopprwJ6EC5mFLpywekL6ZOnUrW+42JElNRJ7Xes8VP/HpFMkuWkLjwa3g8MkIXDlFiiglzpoDSMHkWzlRPD4WMvGTtTPH/PDJC552sxBQAvO1tzsVg2tTVkeMY5Ex5V4398R/TBdsVV4S/b5zCnUGLaBYqQWG+NMSUTphvfp5yJE0VuSKmUkAlZ8ovzAcEh/rCEtBNdqbCJu1qhPncTpK3CnpQAjrf595WlernQHpi6sgRJ6SUhjuV1Jnq7aXJLmopNCehewmrfs64H1NxpgA6FvzEsB9Jw3x+ztSSJbStWYf5khTsNBHLou9BxZkCqJHy0FB0Xae1a+kcq1tlGxAxxQSF+bIWU6aLXBFTKRA3AR3wT0Kfn6eJvmhiKsswHztJccN83tV8WTpT8/MUwnnFK+jvLMVUUJi6t5e+v6gk2y1bgD17SkMCgCOmonKmmCgxxY+vXKneviPu2ExO0vj7iSnLSlYeQVVMtbTQZ/H5IknBTlNpavJ3phoa/J1KlXydOOURJMxXSk0NXdhVW0yZPi4iplKAJ6CGBr2cKcBfTHHdjbwmoJvkTPmJKbb8+QD2O1F7w3xZOlMnTtD3eP319HcWYqqpiUItYc6UX5jLy5YtZMXv3Vt6f1ivSUYnzMePq4b4gPjHDa9O9BNTQDZiipPu+fgpopgKcqY6OuL3u4sjpkx3QKqBux/s7CydD9MUUyoJ6KaPS6HE1IEDwPbtHZidzfZzh4bo5L50aXSYz120E/AP84VVPweCkzVNIGy1RdY5U42NpTV4VqygA5K34cwZGgc/t4XDfCy82JnKQkyxeLrmGhI4WYgpywpvKdPTE54vxQSt6KtUmC+OmNIdm6AaU8z69cnElOqVdnt7qTNlWcHblEeCnClviE+HJM6UqZN2NXCLqf5+Oi+mIab4OBZnyjDuuQe4/faXZFplGyDxs2RJ+GTEoknFmeKr+KgEdFOdqaCTUHPzHEZHs2nQzDWN3Fe03pYyfn35mPZ22k4Wwf39JMyiEnDTEFO8cu7888l54L+ToFLsLqy1Q2+vmpi66CL6Tr/2NZRc1OiKKZUEdEDvhG5Z9B3oHjdRYmrdOpr047T+0am07U66P3aMhKS3VEOe8XOm+vqSiSneZ3kBhQqmT9rVwC2m0qoxBdCFbFub5EwZR5hAqSTDw9FiSifMF9bkGMh3mA9Qr3abBL8Ckd7CncPDwcnL3lh+f390vhSQrjO1fj39ZOFMAcFNR2dn6TtTEVN1dagxMs4AACAASURBVMCXvwz8/OfApz7l3K+SM+W+eKiEMwWUTgqqqIgpwAm96aArptxhviKF+IDKOFMNDfSjMyeYPmlXg0qJKUCtyTpgvsgtpJiqhjO1eHG0M1VT4xygaYT58iqmshgfd18+xtufL8yZ8ooplVYyQHpiatky2p+zFlN++y/nmamIKYBalNx6K/DZz5JbDNAFQlNTeOuT2lpH3KomoOuKqaameGG+lpZg4Z2kPIKOmPKG+YompsJyppIQVSDZi4T5yjFBTEU1a682hRJTfoXtsoCdqcWLwxPQeUUOkCzMl1cx1dxMcZ8sxJS7Lx+jG+YDnG1VaSUDpBOC5QauAN329JSvjtMliZjiEIlKAjrzxS8CV10FvPe9FKZU7VvGz1FNQNc9ocd1ptasCU6CzkpMsTNl28UUU15nanKSzo/VElOmTtrVoNJiShLQDaNaYT6VnKnx8dK+VmHbGuVMmVy0MzwBPVtnKomYiutMpbE4wN3AdcMGZ/JMQhIxxavZVJ0pgPbRu++mvLN3vIMEmY6YiuoBl3WYLyzRm4VWVs7U0BCJA06uLgpeZyqoYKcuumLK9Em7GriPm74++jvo3KlLWK6mG9NFroipFFAN87mTlznc4XeQDw5SSDDo6jyoWrAJhCWgV1tMNTXRGMURU6rOVF0d/cQVU7ZNTo7bmQKSh/pU2jAEndRUqp/7cf75wDe/CezcCfzoR+H5UszSpU6eSxjr1lHy9caNetsUN8wXJqbq68m1y8KZGh0tZlkEoNyZCirYqUtLi4T5ktLQ4IhMrjEVt1yFF90wn6njImIqIbZdnoDu17qAw3wM140JCvMtXkzPCSLOFXYWhOdMZRPmm5igHz8nZMUK5yStkoA+MkIJ2ENDas4UEG/CZk6fpn2lEmIqbgI6i6k4tv5b3wp87GP0u6ozFRXiA4A3vpG+E53QI6B/3Ng2OXNRJQjWrYs3RnHCfEUVU0HOVBphPp2WTCKmyvGG+dIK8QHFSUCvq/YGpEk1EtB5qf/ixU7voMnJ8kTbsbHy0EWQmAprcszkU0xl40yFFYjs6CBnan6etiMqZ+rMGXo/21ZzpoBkYsq9kg+gCdOyshNTU1PlE3xvLwnJuCexz3yG3LYbb4x+7hveoOZgWZa+Uwb4rxgLo7+fvjsVMfXEE/rbEyfMxw5Y0cRUpZyp1lbnnKCC6ZN2NWhsdNJPTp5MN8QszpSBVCMBna/kOQHdfZ8brzMFkPgLCvMFJZ8zSSbsSmKCmPLry8dwFfSxMRJIKmE+1VYyTBpiinOmGhrIfclKTAHl46Na/TyI+nrgO98Bfvd3o5/7vvcBX/1q/M+Kwm/FWBhRZREYroKu01DXtvWdKdsG9u2jlY9xxKTJeMeGw/FZJ6CbPmlXgyycqaj6g6aL3EKJKXZ+shRTrNY5zAf4q2w/Z8pdhM9NWJNjxlRnyoQEdL++fAyH+cL68gH0/dbX0/NUW8kwScQUF+hkZ4p/T1q4U7VoJ1C+/6pWP88DuseNqphatoy+Y51xn50lcaTjTAHU+3D16ug+iXnDz5mqq4u+sIxCSiMkh4+b+XkSuWmKqcWL6TiIGiPTRW6hxFRtLdDYOFcVMcUJ6IC/mPJzpooa5gva2Zua5mBZ2TlTQWG+U6eccQsSU5ZFk9fISPbOVFtb6finUWtKx5ny7r+q1c/zgO7YsJiKcubC6sYFoTtpcxrDnj3FC/EB/jlTy5cnT3SW0gjJ4flmYACYm0vfmQKiQ32mj0uhxBTgtCzJCneYL0pM+TlTccN8JoupoJ3dskqrOFeKMDG1YgWdDFicBCWgA479nKUzxTWm3BPI+vWUdDw3F+895+boR1VMucPU8/Nk6xdFTMVxplTys/hCKQsxdfRoMcWUnzOVNMQHxAvz1dYWz/lLAh83adeYAtTFlDhTGdPcPJdpArpOmM8vZyqJM5W3nCnAcXsqSZSYAqgpNhBeK4XFVNbOFOdLMRs2UEhIp7+Ym5kZuo3jTPX302cvZDG1YkV0Dzy+UKrkqjH3KsciiqnGRtrX+KIhLTHV0kLjotoTVCePbaFggpgSZypjsnam3GE+3QR0vzDf5CT9qCSg582ZAvTEVH8/cMcdtAz+N35DfRsGBmjy8yv8yCdnVTE1MkLb0dgY3eSYSZoz5c6XApy/4+ZNqbZh8Dupxal+bjK6Y9PVFZ0vBWQb5gOKKaa83QNOnUpesBNwxkZ13MPyPhcqWYipqCro4kxlTLXCfGE5U/PzVPdIJcwX1eSYMTHMx6uTkoipoSHgH/8RuOkmqm79wQ8Cv/gFrQbbvVttO7gvn1+uhY4z1d7uOFM6uRtxxdSZM/T/B4mpuHlTqmLKLwE9TvVzk9E5bo4dA7ZvVyvpkIWYWgjOFOAcO2mG+QD1sVEpcLvQqKSYClr44kV682VMNZypxkaaQN21idxMTNCtSpgvqpUMY6KYmqWanKEnoigx9YEPAB/6EAmHP/kT4Mkngb17qYDpv/+72nb49eVjWEwdPEi3KmE+1ernTFwx5a0xxXDvt0qLqTBnqihiSsfR/Yd/oAuE3/u96OeKM5UctzM1PU0XqtUQUxLmK6exkUyBnh5y/VVqwamiE+azLHNz2QpVtBMgMcU5M1nA1c8Bmqyamsp3Cs6j8CvaOTFBOQK8g0Q1OWZMzJlSmbTb28NFweHDwOteB/z4x6VO0A03kJi6/fZohyisqS7nPR06RLcqYT7VvnxMUjHlzZlqbaVJpdJiqqmJlqK77faiiSk+bmw7fD8aHyeH9K1vLR8PP0RMJcftTKVVsBOIJ6ZMdT+qBX8fR4/SBWlarWQAvQT0xsZ0PztNCulMZZ2A7hY+fi05+CD2c6aA0qRVVWfKxJwpVTEVNj4nTzqNY93ccguwfz/w9NPR2xEmpurq6LHZWTrJhl3lcJiv2s4U31fpnCnLKq9G3NtL+ze7BnmnsZGEFLuoQfzzP9OFzUc+ova+WYb5GhrSERmm4XamqimmJMxXDn8fR4+mG+IDgiM6XkwXuYUTUy0t2Yf53Mvr/ZrFBjlTfr0E85wzlVRMhRWEe/vbSfiohPrCxBTghPqiup4vWkQn4L6+bJypI0doXP2SbpPUmtLJNfATU0VxpQBnwg4bH9sG/v7vgauuArZuVXvfLEojNDTQxcDateF9O/NKpZwp3bGRMF85/H0cO5a+mKqtpblRJQHd5HEp3CGZJGdqZESvHQRQGuYD/PsMBTlTfhXbdcJ8pokplaWrYWJqaIgcA7+Ddfly4LWvJTEVNUZpiimAxkTHmYobgu3qovwov4ly/Xr9diWMjpjyXgwkbSVjGnwyDjt2fvITKoz5kY+ohxSyKI3AhWTT7ItmEpV2plTHxnQHpBrwPtrTk76YAvxNCC+mj0shxdT0tDOBqDI0RHkI73ynU5dH9XVRYooP4qAwn/uKyV23KgwTxZTK0tX2dhIaft9x1EqRW26hnKqdO4Pff2qKvs8w8cMnaFUxBcRzpnSFj1+NKWbDBsqv40lGB11nyn2FWKRWMoCamPriF2kfvOUW9ffNwpkC6EJg0yb15+cJU3KmTHdAqgF/H/PzlRFTKs2OTR+XQoopQO+kBtCqseFh4NvfJkGlKsaGh0vDfGFiSjXM19Kiliyc1wR0wN+dihJTb30rrSQJC/WFFexk2JkKq37u3lZAP2dqfj46L8cLVz/3I0l5hLhhPtteeGG+F14AfvQj4MMf1jtx19QAzc2VF1P33gt89rPqz88TXmeqpib8OFZFVvMlx/19VEtMiTOVMc3NNIPpJqHv2kW3n/oU8L3vUZFIFUGVJAHd7yBXqX4OOM5UnLBPpai0mFq6lFb6ffvbwf+3jpiqpDMF6IndiQn6/6PEVJwk9LhianCQXlskMRXlTP3P/0nf04c+pP/eWTTUveACPWGfJ7zO1PLl6eSGyWq+5JggpsSZyhh2pnTzpp56ilaR3X478OUvA9//PvDrvx4eDpiaogM/7QR0VTEF6IUkK02lxRRAoZdjx4BHH/V/vFJiSteZAvTE1NGjdGuSM1W0sghAeZVtN4ODwDe+AbzrXfEmjCzEVJHxOlNprViUMF9yshBTUQnopotcEVNn2bWLVu8AwG23AV/9KnDPPRRaCpoU3U2OGZ6M3M5JVGkEr5iKypcC1HI/skY1AR0IFlO1teFC6C1vof89KNSnIqZUc6bcYb5KO1NBNaYY7v1YaTHlvhgoWisZoLzKtps77qALnz/8w3jv3dIiYioJ7rHp60tPTDU3062E+eJTaTGlkoBuusgVMQUKsezdC1x5pXPf7/wO8PWvU/HIoBwFv2TxRYsoV8Z9sg5KQE8S5oszYVca1QR0IFhMrVgRbu0vWgS84Q3UXsavcWlew3xhNaaYDRuycaYmJ+k1RWslA4RfhHzjG8B11zkXVbq0tlZ2NV/RqZQzZVl6Qtd0B6QamBLmM3lcREwBePZZqkLuPYl+4APAxRcDzz3n/zp3k2PGr5rrQnGm0gjzqRyov/EbNNE//HD5Y6dP021YWE41AZ3Hsr6+tPp0FHHFVG1tuAsUt3CnrpgCaP9dSGG++Xnq13jNNfHfW8J8yfDmTKVZmFRH6JrugFQD/j5qaiqTs+cX0fFiusgtnJhqaSExpZOAzsnnflek69Y5+SxegsJ87scAOoi54J6b5ma6akqSM7UQxdSb3kTfnV+ob2CAvucw8bNuHZXB2Lw5/HN4W3WaHAPxxNSRI1Q/yLuPuIlbuDOJmGpr0xOSphMU5uvro++J+yDGIY6YsqzwMV9I8HEzOkrnwbTFlIT54sPfR0dHZQrGLlpEQipsjEwXuYUTU3GcqV27SBD55auEiSm/MJ9fB+zx8fLkc4B2Srf9PDdHrxMxFU5bG/Cf/hNw993lKy65YGeY+GltpTHdti38c+rqSLTpXonFdaaiesCtX0/7B+93qiQRU0VypYDg44aP8azFlMm9xrKGx6a7m26rKaZMdkCqAX8flQjxAf4mhBfTx0XEFGgl35VX+p/U1q0DTpzwFy088CphPm+Ij2lrc7bVz+kKIiyRVof5eRJxaZAkAd221cUUQCHYkyeBu+4qvT+q+rkuixbp5UsB8cVUWL4U4IgtXXdKNwEdcMRUkZLPgeCxqYaYMv1KO2vq6+kcfPw4/V0tMSXjUg5/H5USU34mhBfTx6VwYqqpSU9Mzc0BzzwTnHTKJ1c+wN0EJaADas4UUCqmVJscA+FLvHX4i78Arrgi2XswKgnojY3k+HjF1Jkz9L+oHqzbtgGvehXwl39Z+h2kLaaWL9d3Z3TF1MwMXY1Hiam4tabiOFPDw8Wrfg6Y6UwJhGXR93HsGP1dDTE1O0sXmDIupVRaTPnNm17EmcqY2loKzajmTL3wAq3mc6/kc8MnV79Q39AQhercOSW6zpT7IFdtcgykF+b7wQ8owT6N5tAqkzb3F/OOj0qNKe/73H47jcuddzr3py2mvvUt/YrTumLq6FE6gauKqUo6U24xVcQwX9BFyNGjdByruMJBxCmNIJN2KU1Njpjya/gdF9WxUXHXFyImiClxpqpAe7u6OAhLPgfCxRS3knGHB4MS0FXCfKpNjoF0xNTICIU4Aep5lxTVSTsNMQVQ4+OtW4G/+itHuJw+ne5qk82b9d0KHTH14INO7tbVV4c/t6ODQiFcskAVHpf6+ujn8v7b3U37bdHEVFB4/OhRGuck+UutrXQ8qobNRUyV09hIiwGA6qzmU3HXFyKtrbRA5qUvrcz7izNlKG6BEsWuXXTgXHKJ/+PcoT3ImfIKn6zCfGnkTD36qFOr6dCh+O/DZC2mLIvClN3dwNe+Rvel7UzFQUVMjYwAv/u7wA03UL7Yz34W7I4ylkX7i27fyelpJx8lCs5deOEFui2qmPJzpqKcwSj4GFddgi9iqhw+diwr3Ysi1TCflKvwp66OHMP//J8r8/4qCejiTFUBXTG1eXPwVXtTE03wYc6Um4YGek2SMJ+KM5VGztSOHc7vaYgpVYs8LTEFkBi58Ubgr/+axmN01Hwxdd99wOWXU5X9j36UcvZuvFHtvVta9ApDAnrF7pqa6MRZVDHFotJPTCXJlwKkoW4a8PexbBmlbKSFrpgy2QEpIlEJ6LYtzlRVUBVTtk1hrqiKx0HlEfycKaC8mmslnamkYurKK2l70wzzRYWTgsRUTY3+yjkA+PSnacXlZz5Df5sspn7+c+D1rydR9PDDwBe+ELxv+KGb5AzoiSnLov1h7176u2ir+TjJ2T02ExNUJFLEVPXhYyfNEB+gftxImK868CrvIDE1N0fztcnjUlgxpZKAfuwYhYUqLaZUSyMMDpIroDK5JhVTMzMU5rvuOuD889ML8zU0RIeTgsTU8uXxrkavuw646Sbg7/6O/jZZTD35JN0++GC8atu6LUsA/TYMixY5bXmK5kwBdOy4jxtOeK6GmDL5SrsauItDpklrKx0Hs7Phz5MwX3WoraUxChJTOotoqkUhxZRqAjonn0flqrCY8pa69wvzAeUdsMMS0L1hviVL1HJbkuZMPfUUbdfWremLqSiCxFSSlSKf/jQJRKD6Yqqujk4OfmPT00PfUdzJQnfFGBBPTAEkCqNa7uSRpqbSsUmjLALgHOPiTMWnks4UED02EuarHmH9+fIgcgspplTDfLt2kXDZsiX8eevWkfDgq3UmyJnydsCOCvNNTJCNqdrkGEieM8X5UtdeS2Lq8GH/xsE6VFNMXXMNNUAGqi+mgPIJm+npodBZ3FVjlQ7zAY6AWrWqmNW5vc5UWmJKEtCTUykxpSp0JcxXPbwmhBtxpqqEjpi6+OLosJpfeQRu/RLkTLGYmpmhn7AwH0AHuWqTYyB5mG/HDmDjRmDNGhJTk5OUd5QE1bAFiym303fyZPK6Mp//PPC2twGXXprsfdIgSkzFpdIJ6IDjTBUxxAf4iynLomMhCZIzlZxKhvmA6GMnDw5IUfGaEG7y4BgueDEVlS8F+Ispdlaicqb44A0SbO4TsI4zxTtVHDFl2ySmtm6lv88/n26ThvpUl662t5MYdYuNpM4UAFx2GfC97+kldFeKpib/sUkqprJwplhMFS35nPEL861erVaHKwwRU8lhZyrNgp2AhPnyQFiYLw+OYWHF1PR0eRNcN6dPU+KpjphyV572ayXDuO1KPnijnCnulK4qpiyLDvg4YurAASqMVwkxpepMAY4gHR0l0Vmp6rrVQJwpc/FzppKG+AARU2lQaWdKwnzmopIzZbLILaSY4sk6zJ3iyt8qYqqjgw4utzPl1+SY4Z3CtqOdKa+Y0mln4V3irQrnS113Hd2uX0/irFpiKm6NKZPxE1Ojo7RfJAknZelMFVVMeV1DEVPmYEoCuoxL9ogzZSBugRKE6ko+gISGtzxCmDO1eDEtwZ2cjHam+CAfHdUL8wHBoaQoduyg6sJc9b2hATjvPBFTaeInpnp76TZpmG98vHxlaRhJEtCLiPsiZH5exJRJVNuZyoMDUlTCEtDzMC4LWkytXateJFJHTLlbyrAzFRXm6+ujRHVdZyqumLr22tKVWmmUR9BJQAcWnpjinnpJw3xzc+EhbC/iTJXiPm5OnaLf0xBTDQ1UeFbEVHxkNd/ChRPQ/S4U8zAuC1pMqYT4GK+YigrzAaViKioB/fhxutVxpuKIqb4+YN8+J1+KSUNM6SSgAyKm4qC7/B7QF1O8DyZd3WYq7rFJqywCQBcnqkVVbdv8XmPVoLU1fieEqPcFJMxnMosW0XHhN0biTFUJFlNBVdDHx6n3mK6Y6u11BlXFmRoeVk9AjyumdHOmHn6Ybv3EVG+vfnKzm7hhPu4Sn/YKnmpSSWcK0Mub0hVTb30rcOedwEteordtecF9EZKmmAKkbUlSbr0V+O53k6+s9KJbGsHkSbuouE0IL3k4XgoppqIS0PfupVyJqGKdbrijfHc33bIzxTuAGx1nisUUt7TQCfPFyZnasYNe99KXlt7PK/qOHNF7PzdJcqaWLUv/BFpNgsRUa6vz/8dBNy8H0BdTbW3A+99fzIKdgBliShwQf9auJTGfNuJMmY+KmDJZ5BZSTEWF+TispOMQeGtNDQ3RAeonANwdsFUT0LMK8/3858ArXlF+skijPEISMVWkEB8QLKaSVD8HnP2okmG+ouMN87W26h13YYiYMpOGBmrzJDlT5uKO6HjJw/GyIMVUnLCSn5gKcpF0EtCbm2lyzUJMjY1Ro11viA+gauhAMjGVJAF9IYmpJGThTBUdrzO1bl16LpyIKXNRGRsel7q6ym+PUIrbhPAizlSViBJTp07Rrc6KkbVr6ZbFVFCTY0AvzFdTQ49x+LCSdaYee4xWgvmJqY4O2o6kzpTK5FBXR2JDxJQ+4kwlxx0eP3rUCeGngWojahFT2aMqphobixviNpmwMF8ectkKKaZYuAQloPf10QGjk7vS3ExOloozxe/LCeiW5Sz5Ddre2Vn6PUig+aGbM7VjB23LNdeUP2ZZyVf06Uza7mbHC0FM2bY4U6bAzpRtp1djilFdzSdiKntUhK6ssKwekoBuILW1dOCEhflWrNC/+nCXRwgTU42N9MPOVEtL+Gexk9bermcv64b5HnwQ2Lw5eLurIaYmJ+l7KrqY4n0hLTElzlR8+IR85gydC9IWU+JMmYmK0JXaX9VDnClDCWt2fOpUvGX4bjEVFuYDnAJkY2PB+VLubQX0k2B1xNTYGDlTN90U/BwWUzrVtd3EEVNFrDEFkJiam3McxzTKIgD6pRG4npHJJ6GsYZf4wAG6FTG1MFAN88mxUh3cER0v4kxVkTAx1dcXr8IuiynbDnemAKfP0Ph4cL4Uw4/HEVOqOVMPPkg75LZtwc85/3xgYsIROLronIgWgpgCnPFJS0zpOlNzc7S/ygThwCfkffvoVsTUwkBlbCTMVz3q6miMxJkyjLa28JypuM7U2BgwMBDtTLnFlKozpZN8DujlTP34x5T3xc2N/UhaHkHnRCRiKh66zlQeVsFkDe+j+/fTbSXEVJS7K2Iqe3QS0IXqENTseHqaxFaNwYrF4E1LRnu7vzNl28nCfABVT4/qo8dNG00J8913H/Ca14QnwicRU3NzVAhVnCkiSEwl7XenWi+HETFVDo/Nvn2Uy5hm25zWVrXeiSKmskfCfOYTJKbyMC6FFVNBYb6xMQplxQ3zAcAzz9Bt2mE+XWdKVUwdOUITR1iIDwA2bKDbOGJKd9L2iqkitZIBnEnSLaYWL47eF1RoaVEP84mYKsftTK1ale53o+ocipjKHlnNZz5hzpTp47LgxFSSPnAspp59lm5NSEB3JzkHcd99dBslppqa6Co9CzG1aJEjphYvDnfM8oifM5U0xMeo5uUAIqb84LHZvz/dEB+g3wPO9AmiSEiYz3w4ouNFnKkqEiSmuGBnHDHV0UEHWtrOVBIxBUS7U/fdB5x3HnDJJdHvGbc8QhxnanQUOHGieCE+oFxMdXenJ6bEmUoGHzeDg5UTU+JMmQeXRgjLZ8vDpF1k2ITwIs5UFQlKQGdnKk6Yr6aGRImqmFLNmYob5uMJO0xMzcwADzxArpRKXa24Ykp3cuBlsIcOLQwxJc6UObj3URFTC4fWVsrrDDtf5mHSLjJhYT7Tz2GFFVNBCehJwnwAnXx5sKNW883OAqdPVzbMB4SfHB57jLY3KsTHnH8+uSg6bWqAeM4UQKGWoouptKqfM6pVtgERU364Q8oiphYOKmMjYb7qIgnoBtLWRq6Md1VNnL58btwn3yhnCiBBV80w3333kaP2q7+q9p68ou/IEb1tiSumilj9HCgVU6dP076YZphPnKn4iDO1MFEVU3KsVA8WU95QbB4cw0KLKaDcnerro8ei3KIg3CffqAR0plJhPu+KMT/uuw945SvVhVrc8ghxxRRQfDGVVo0pRpypZFRSTMlqPnNREVN5mLSLzKJFFIr1jlEeRG6kmLIs607Lsvosy9rtum+ZZVk/sSxr/9lbTU+l8oSJqbiuFOCcfOvrqQhmEOxMAdHO1BVXABdcAGzapLctUTlT/f3Azp3qIT5AxFRaVFJMiTOVjCzCfCqr+Wpr6UfIBhWhK2G+6sJ1+LyRkTyIXBVn6psAXu+5708BPGDb9kUAHjj7t1GwmPImocct2MnwyXfJkvCEbreYinKmNm+mPmG6Ii8qzPfTn5JdqiOmVq4kkXj4sN62xE1A588sGpV2pkRMxYf30ZYWYNmydN9bJ8xn+uRQNFSEbh4ckCJzzTV0+/DDpffnYVwixZRt2w8BGPDc/RYAd539/S4Ab015uxLDk7WfM5WGmAoL8QF6zlRcosTUffdReO/lL1d/T8uKt6JPnKlS/MRU0urnjJRGSAaPzbp1aitcdRAxZS4S5jOf888Hzj0X2LGj9P48jEvcnKmVtm33AsDZW+PqV1cqzHfeeXQbld+k40zFJSxnyraB++8HXvta/VCCiKnkeMXUOeekdzIQZyoZPA5ph/gAEVMmI6v5zMeygK1by8VUHpypukp/gGVZtwK4FQBWrlyJzs7Oin7e6OgoOjs7sW9fG4CX4ZFHnkVt7WkAJDD6+q7H5OQxdHZqxrFcLFnyaszPj6Gz8+nA5wwP1wO4FgBw8OCz6Ow8Hfvzgti7tx3A1di581nU15e+/6FDrejpeTnWr9+Lzs4TWu/b0HAh9u8/F9u371C+cn/iiXMAbMYzz+zE1JRPTQo4YwMAExO1AK47+388hK6uea1tNJ3ZWQvAa7Bnz2G88EI7Fi9uQmfnzlTeu69vPWZmNuKnP30QdXXhHXWfemoFgMvw1FOPY2DA385yj8tCYG6Oxqa+vgednftSf//6+uuxZ89xdHYGX5EcPXoJbHsJOjsfDX2vhTY2laSnpwnAq7Bz5x4sX36y7PH5eWB29gb09BxBZ+eR0PeScakcK1euwZEjF+E733kEHR0UdhkefgWGh0fQ2bkn8vVVGxvbtiN/AGwAsNv1nY0tGAAAF0dJREFU9wsAVp39fRWAF1Te5+qrr7Yrzfbt223btu0XXrBtwLb/+Z+dxwYH6b4vfCHZZ9xyi23/6Z+GP2dykj4LsO2f/jTZ5wXx9NP0/nffXf7Y5z5Hjx07pv++n/88vXZoSP01d99Nr3nmmeDn8NjYtm3Pz9u2Zdl2a6v+9uWB+Xnbrqmx7U9+0rZf/nLb3rYtvff+279VH5+77qLnHjwY/Bz3uCwUrrySvptKsGyZbd92W/hz3vlO2960Kfq9FuLYVIoTJ+hY+F//y//xiQl6/DOfiX4vGZfKsXMnjcO//Ztz3/r1tv3e96q9Pu2xAbDTVtA3cZ2pHwD4TQCfPXv7/WSSLn38EtCTVD9382//Fv2cxkanEXGlw3x+OVP33w9cdhmwdq3++/J3NzYWnRvG6CagWxZ9TtKxMBXLolAfh/kuvzy993Yn0kaNj4T5/Nm1q3LvrbLaUsJJ2RO1mk/KVZjBFVfQOW7HDuCWW+i+QuRMWZb1LQCPALjYsqzjlmV9ACSibrIsaz+Am87+bRR+CehJq5/rwnlTlU5A98uZevZZqi8VB9W8DzdxJu329mLmSzFNTfQdnjiR3ko+QL2WESBiqhqo1AETMZU9qmJKjpXqUldHq/rceVN5aCcT6UzZtv2ugIcUa2pXBz5w3GIqSZPjOCxaRJ+ZtTM1OUkT+IYN8d6XxZRfO54g4kzaHR1OQn8RaWoCjh0D5ubSFVOqtYwAEVPVQGWBgIip7KmtpWMy6LjhY0XGpfps3Qp8+tPU33bx4nwcLxVPQK8WtbUkYqrpTHEIplLOVFDRzmPH6Hb9+njvm5Uz9a1vla7qKxpNTc6qSHGmFg6qYkrGJHvCxkbCfOawdStlHD/yCPD61+fDmSpsOxmAcnL8xNTy5dl8Pof5snamurroNq6YcudMqRJn0r700ng5XXmhqckpfloJZ0rElJmIM2UuKmJKjpXq88pXkiGyYweJKhFTVaatrTQB/dQpqg+V1aBUS0xxKf6kYT4dMSVXdeVwAjpQGWdKNcxnWdK2JEtETJlL2NhImM8c2tqAq64iMTUzQ/eZPi6FFlPt7eXOVFYhPoDEVH09/VQC7u3lTUDv6gJqaoA1a+K9b5IwX6X+1zzCYVjLSjfRXteZamhIv9K3EIys5jMXCfPlh61bgccecwwRcaaqiF+YL8ul+MuXR1dKT0pTk3+Yb82a+MImrpiqqyMRJxAsplasSFdk6iagm34SKhriTJlLmNCVMJ9ZXHcdGQWPnq1ra/rxUuipzyumkjY51uXjHwd++MPKfgbXsnLT1RU/XwqIv5pPTkKlsJiK6xAGoZuALuOSLVIawVwkzJcfrqUGInjgAbo1/TxWeDHlLdqZpZhatSp+rSdV/MTUkSPx86WA+M6U6Tt71rCYSjNfChBnynRYTM2HdEgSMVUdwoSuhPnMYuVK4KKLgJ/9jP42fVwKLabcOVPz80B/f/Eqbjc2luZMzc4C3d3JnCmux6KbgG76zp41lRJTjY2UAyXOlJmw2J2YCH6OHC/VQVbz5YutW4Gnz7bANX1cCi2m3GG+gQESVFk6U1ngzZnq7qYikUnEFKCW9+FGJu1yKiWmLEt9fKSeUfaoOLsipqqDhPnyxdatzu+mj8uCEVNZF+zMCm+YL2mNKUbEVHIqJaYAypuSMJ+ZROW0zc+Tg2z65FBEZDVfvnCLKdPPY4UXUzMzNKEsFDGVtMYUI2IqOZUUU6rjI+OSPVHOlEza1aOlhdIi5ubKH5Mwn3lcdJGTmmP68VJ4MQVQEjr35St6zhQ7U+vWJXtfEVPJEWdqYRK1QEDEVPUIGxsJ85mHZTnulOnnsUKLKe77NjpaXGfKmzPV1UWrIHgij0trq15pBMkBKUecqYWJOFPmEiamZFzMJC9iqrCNjgHHmWIxZVnAOedUd5vSprGRVikySWtMMa2twIkT6s+XSbuc174WOHiwMm6oSi0jgMaluTn9zxeCETFlLmFjI2E+M7n5ZmD7duAlL6n2loSzYMTUqVMkpIrWo8wvAf2qq5K/b1ubhPmScs019FMJWlqA3t7o501PA4sXV2YbBH9ETJmLiKn8sW5d5Ytfp0Ghw3xeZ6poIT6gNGdqfj5dZ0rElLnoOFMyLtkiYspcwsZmepraPklLLCEOhd5t3AnoRRZTfHI+eZJOCCKmio9KM11AxqUaRJVGEDFVPaKcKTlWhLgUWkx5E9CLtpIPKE1AT6vGFKAvpiQBPVskAd1cxJkylzChK+cwIQmFFlPenKmiO1Npi6npaarTpYJM2tkipRHMpbmZFrtIaQTziArzyZgIcVkQYmpwkNrJFF1MccHOtMQUoO5OyaSdLa2twcUH3ci4ZI9lhYdhRUxVj6jSCHKsCHEptJhiS5dFRlHF1PS0k3y+dCmwaFHy92UhKmLKTFSa6QIyLtVC2paYSVTOlIyJEJdCi6naWhJUhw7R30XNmQJo0kxrJR8gzpTpRCU5MzIu1UHElJlImE+oFIUWUwAlobOYKqozBdAJuppiSq7qsiWqZQkjYqo6SJjPTBobqfSBOFNC2hReTLW1OYnZRRZTk5P0fyZtcMyIM2U2Ks7U/DwwOyvjUg3EmTKTsHw2yZkSkrAgxBQn6RYxzMcn5N5eWrWYtjOl0p9PJu3sUXGmeCWmjEv2hBVVFTFVXYKE7uSkjIkQnwUhpgCgrg5YsqS621IJOGdq3z66rUaYTybt7FFxpqan6VbGJXvEmTIXP6E7Pw/s2QNceGF1tknIPwtGTHV0FLNNAJ+Q0xZTOqv5ZNLOHhWxK+NSPURMmYvf2OzfTyV0XvWq6myT8P/bu98YuarzjuO/x7sGPHdswDi2+GManCBsiEJTHIfWpN3GDaUlKiVRVZASha1QXqRSk6ZVk9BITV9YyosKtS/aSiiFJqIQVWlSW0gEIrcrmj82KZikdgkBOZS42JikMcQk3vXaT1+cudnxMnPv2HfmnrN3vh/Jup67uzNHPOzcn59z7pmlr4Hx4nT5LuhNnOKTFt6Qn3kmHGOsmeLiUL+8M1U0zUeYimeQMEVd4uhVm927w5EwhbPV+DCVd1iauPhcOj1MZZm0evVwnvdMwhQX7frRmUpbWZjiA3Xj6RemVq2SNm6MMyYsfY3/dR6XMPW974UpPrPhPO+g+xhJXLRjGGQBel4XOob1K9sagZrE06s2e/ZIW7YQcHH2Gv+/TtPDVL4A/ZVXhrdeSgobnp53HmEqVSxAT1uWhRszen22JWEqrsWdqddek77zHab4UM3YhKmmr5mShrdeKpdlg22NwEW7fitWhCNrptJU9hlwhKl4FoepJ54I2+cQplBF48NUvgC9qZ2p7jflYXampOJ1H91YgF6/ZctCoKIzlSY+Ay5di7dGyBefv+MdccaDZmh8mGr6NN8ow1S7zTRfyoo2hpSoS0yEqXQt/kfi7t3Sm94krVkTb0xY+sYmTDV1mi9fMyXF60xx0Y6jaJGzRF1i4gN105Vl4RMb5uYk9xCmmOJDVZOxBzBqN94o3XWXtHlz7JGMxqjXTBGm0lVWH+oST9ENAnSm4uoOuseOhY/iIkyhqsZ3pi64QNq+Pezr0kT5m/I550jr1g33uQlTaWOaL11M86WrO+iyWSeGpfFhqunyN+XLLx/+HimD3s3HAvQ4mOZLV9ndfNQknu6gu3t3eN9661vjjglLH2FqiVu+PGzUOez1UhKdqdTRmUoXnal0dddmzx7puuv4HUF1hKklziy8MQ97vZTE3XypozOVLsJUuvLaHD0a9phiig/D0PgF6ONg+3Zp69bhPy+dqbTRmUoXYSpdeW2++U3p+HHCFIaDMNUAH/vYaJ63+yMxihbwc9GOg85UughT6cprs2tXOLJZJ4aBaT70VXRB6MYC9DjoTKVr+XJpcpIwlaL8br5vfEO6+GJp/fq440EzEKbQ16Bhiot2HK1WCFPuvb9OXeLqN01OmIorf1+bnQ1TfGZxx4NmIEyhr/xNp2x7BC7acWRZCFI/+1nvr+d1aeoea6nr1zkkTMWVv69JrJfC8BCm0NeZdKaWLZMmJkY/Jiwo2stICnWZnBz+/mMYDJ2pNBGmMAq8zaKv/HMNBwlTdKXqV/SRJRJ1ia1XmJqfl06dIkzFNDkZfi8mJsIeU8AwcDcf+jqTBehcHOo3SGeKMBVPrzDFzRppyLKw0XF3lwqogjCFvs5kmo+Ldv3oTKWt1ZJeffX0c4SpNGzcKG3bFnsUaBLCFPoiTKWNzlTaskw6dOj0c4SpNHz967FHgKYhTKGvM7mbj4t2/ehMpa3X3XyEqTSwHQKGjQXo6IvOVNrK6kNd4mLNFDA+CFPoq6zzkWMBehx5fZjmSxNhChgfhCn0NTEhrVhBZypVdKbSloep7h3qCVNAMxGmUKjfxoPduGjHwQL0tOU71B8/Hh4fPizt2BH+TpgCmoUF6ChEmEoXC9DTltfn7rulRx6Rvva1EK6uuSb8AdAcdKZQKMu4my9VExOhw0FnKk3nnx+On/qUdPSo9OlPS/v3S/v2SZdcEnVoAIaMzhQKDdKZYgF6PK0WnalUvfe90okT0jvfKV11VezRABglwhQKtdtM86Ws115GOeoS18qV0p13xh4FgDowzYdCrJlKG50pAIiPMIVChKm0FdWHugBAPQhTKESYShvTfAAQH2EKhQYNUyxAj4NpPgCIjzCFQoNsjTA7y0U7FjpTABAfYQqFskyanw8X5n64aMdDZwoA4iNMoVC7HY79LtjuXLRjojMFAPERplCo7MN05+fDkYt2HP06UydPSqdOURcAqANhCoXKwlQ+/ccC9DjyzpT76efzuhCmAGD0CFMoVBamZmfDkYt2HK1W6EItXtNGmAKA+hCmUCgPU/3u6OOiHVe/sEtdAKA+hCkUGnSaj4t2HHl9Fi9Cpy4AUB/CFAqV3c3HRTuuVisc6UwBQDyEKRRiAXra6EwBQHyEKRRiAXra6EwBQHyEKRRizVTa6EwBQHyTVX7YzJ6X9BNJJyXNu/vmYQwK6cg7H9zNlyY6UwAQX6Uw1fHr7v7DITwPErRsmbRiBZ2pVNGZAoD4mOZDqSxjAXqq6EwBQHxVw5RLetTMnjCzDw1jQEhPu80C9FSxaScAxFd1mm+ru79oZmslfdXMvuvuj3V/QydkfUiS1q1bp5mZmYovWezYsWMjf43x83Y9//xPNTOz/3Vf2bv3DZKu0VNPPa6jR3/6+h/tQm2Gb37eJP2a9u8/oJmZF35+/skn10h6i7797W/ptX5JuIO6pIvapIm6pCtWbSqFKXd/sXM8YmZflrRF0mOLvuceSfdI0ubNm31qaqrKS5aamZnRqF9j3KxdK7VaWc//rgcPhuMNN2zRm99c/DzUZjQmJ6W1azdoamrDz8+99FI4bt36dm3aVPzz1CVd1CZN1CVdsWpz1tN8ZpaZ2cr875JulLRvWANDOgZZM8V0UjxZxgJ0AIipSmdqnaQvm1n+PA+4+1eGMiokJcsWOlCLsQA9vlaLNVMAENNZhyl3PyDp2iGOBYkq6kyxAD2+Vaukw4dPP0eYAoD6sDUCShXdzcdFO76bbpIefVT60Y8WzlEXAKgPYQqlWDOVtunpUIcHHlg4R10AoD6EKZQaJExNDmMvfZyVa6+VrrtOuvfehXOEKQCoD2EKpbJMmp9fuEB3m5sLi8/DfQiIZXpaeuopae/e8JiQCwD1IUyhVL7Ldq8PO56dpfuRgttvD6H2vvvC47m5UBdCLgCMHmEKpfp9ZIm0cNFGXKtXS7feKt1/v3T8OHUBgDoRplCq3Q5HwlTapqelH/9Y2rmTugBAnQhTKEVnamnYtk1avz5M9VEXAKgPYQqlysIUu5+nYWJCuuMO6ZFHpAMHCFMAUBfCFEoVhSkWoKfljjskd2nXLuoCAHUhTKEU03xLx4YN0tRUCFTUBQDqQZhCqaKtEQhT6ZmeDkfqAgD1IEyhFJ2ppeV975NWrqQuAFAX9kdGqbKtEfKwhTRkmfSZz0inTsUeCQCMB8IUSq1YEY79FqBfeGG940G5D3849ggAYHwwzYdSy5ZJrRbTfAAA9EKYwkCyjDAFAEAvhCkMJMu4mw8AgF4IUxhIUWeKHdABAOOMMIWBtNvsgA4AQC+EKQyENVMAAPRGmMJACFMAAPRGmMJACFMAAPRGmMJAet3Nd/Jk2GWbBegAgHFGmMJAenWmZmfDkc4UAGCcEaYwkDxMuS+cm5sLR8IUAGCcEaYwkHY7TOvlAUoiTAEAIBGmMKAsC8fuqT7CFAAAhCkMqChMsQAdADDOCFMYSLsdjh//uPTwwyFIsQAdAABpMvYAsDS8+93SBz4g7dghPfigdP750vXXh68RpgAA44zOFAZy0UXS5z8vHTkiPfSQdOut0uOPh6+tWRN3bAAAxERnCmfk3HOlm28Of06ckJ59Vtq0KfaoAACIhzCFs7Z8uXT11bFHAQBAXEzzAQAAVECYAgAAqIAwBQAAUAFhCgAAoALCFAAAQAWEKQAAgAoIUwAAABUQpgAAACogTAEAAFRAmAIAAKiAMAUAAFABYQoAAKACwhQAAEAFhCkAAIAKCFMAAAAVmLvX92JmL0v6nxG/zBpJPxzxa+DsUJs0UZd0UZs0UZd0Dbs2v+Dubyj7plrDVB3M7D/dfXPsceD1qE2aqEu6qE2aqEu6YtWGaT4AAIAKCFMAAAAVNDFM3RN7AOiL2qSJuqSL2qSJuqQrSm0at2YKAACgTk3sTAEAANSmUWHKzG4ys2fM7Dkz+0Ts8YwrM1tvZv9uZk+b2X4z+0jn/Goz+6qZPds5Xhh7rOPIzCbMbK+ZPdR5TF0SYGYXmNkXzey7nd+dX6Y28ZnZH3fex/aZ2YNmdh51icPM7jWzI2a2r+tc31qY2Sc7eeAZM/vNUY6tMWHKzCYk/a2k35J0taTbzezquKMaW/OS/sTdN0m6XtIfdmrxCUm73P1KSbs6j1G/j0h6uusxdUnD30j6irtvlHStQo2oTURmdqmkP5K02d3fImlC0m2iLrH8o6SbFp3rWYvONec2Sdd0fubvOjlhJBoTpiRtkfScux9w9zlJX5B0S+QxjSV3P+TuT3b+/hOFi8KlCvX4XOfbPifpd+OMcHyZ2WWSbpb02a7T1CUyM1sl6Vcl/YMkufucux8VtUnBpKQVZjYpqSXpRVGXKNz9MUn/t+h0v1rcIukL7j7r7t+X9JxCThiJJoWpSyX9oOvxwc45RGRmb5T0Nkl7JK1z90NSCFyS1sYb2dj6a0l/JulU1znqEt8GSS9Luq8zBftZM8tEbaJy9/+V9FeSXpB0SNIr7v6oqEtK+tWi1kzQpDBlPc5xq2JEZtaW9C+SPurur8Yez7gzs/dIOuLuT8QeC15nUtIvSfp7d3+bpNfE1FF0nfU3t0i6QtIlkjIze3/cUWFAtWaCJoWpg5LWdz2+TKEdiwjMbLlCkPond/9S5/RLZnZx5+sXSzoSa3xjaquk3zGz5xWmwd9lZveLuqTgoKSD7r6n8/iLCuGK2sT1G5K+7+4vu/sJSV+S9CuiLinpV4taM0GTwtS3JF1pZleY2TkKC892Rh7TWDIzU1j78bS73931pZ2SPtj5+wcl7ah7bOPM3T/p7pe5+xsVfj/+zd3fL+oSnbsflvQDM7uqc2qbpP8WtYntBUnXm1mr8762TWENKHVJR79a7JR0m5mda2ZXSLpS0uOjGkSjNu00s99WWBMyIeled98eeUhjycxukPQfkv5LC2tz7lJYN/XPki5XeJP6PXdfvJgQNTCzKUl/6u7vMbOLRF2iM7NfVLgx4BxJByRNK/yDl9pEZGZ/Ken3Fe5S3ivpTkltUZfamdmDkqYkrZH0kqS/kPSv6lMLM/tzSX+gULuPuvvDIxtbk8IUAABA3Zo0zQcAAFA7whQAAEAFhCkAAIAKCFMAAAAVEKYAAAAqIEwBAABUQJgCAACogDAFAABQwf8DG/G8Rr+n1bUAAAAASUVORK5CYII=\n", "image/png": 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\n",
"text/plain": [ "text/plain": [
"<Figure size 720x504 with 1 Axes>" "<Figure size 720x504 with 1 Axes>"
] ]
...@@ -49,12 +49,14 @@ ...@@ -49,12 +49,14 @@
"source": [ "source": [
"plt.figure(figsize=(10, 7))\n", "plt.figure(figsize=(10, 7))\n",
"plt.plot(data, color=\"b\")\n", "plt.plot(data, color=\"b\")\n",
"plt.ylim(0, 25)\n",
"plt.xlim(0, 100)\n",
"plt.grid(True);" "plt.grid(True);"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 7, "execution_count": 5,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
......
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