{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.12","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":6431544,"sourceType":"datasetVersion","datasetId":3711247}],"dockerImageVersionId":30558,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"### Guideline Map: \n\n##### Previous Notebook:\n###### [Basic Programming in Python: Dive into Python-Section 1](https://www.kaggle.com/code/rouzbeh/dive-into-python-section-1) \n\n##### Course Content:   \n###### [1. Dive into Data Science: Content -->](https://www.kaggle.com/rouzbeh/1-dive-into-ds-content) ","metadata":{}},{"cell_type":"markdown","source":"# Dive into Python for Data Sccience - Section 2!  \n\nIf you are not familiar with programming in Python, first read the content of [section 1](https://www.kaggle.com/rouzbeh/dive-into-python-section-1).\n\n![image.png](attachment:0d76c168-30b2-47e6-989f-ed2a8f4c1e31.png)\n\n**Content:**  \n\n*1. Basic Programming:*\n\n* Python Syntax and Variables \n\n* Data Structures\n\n* * List, Dictionaries, Tuples, Set  \n\n\n* Control Structures \n\n* * Conditional Statements, Loops  \n\n\n* Introduction to Functions\n\n*2. Data science Libraries in python:*  \n\n* Install and Import Libraries in Python\n\n* Pandas (Read and manipulate tabular data)\n\n* NumPy (Working with arrays and linear algebra)  \n\n* Matplotlib and Seaborn (Visualize data)  \n\n* SciKit-Learn (Preprocessing, modeling and evaluations)  \n","metadata":{},"attachments":{"0d76c168-30b2-47e6-989f-ed2a8f4c1e31.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAowAAADGCAIAAADXDUaiAAAgAElEQVR4Ae29f4wb5bX/7wkTx7GME2+MpR056ygGvOuLE8dxRr6OZbkxMsYylrP1xzWW5Q7GAhRglUIUAiKtKlpQ+FRFqqARhZRyoTeiCCKKEM0fpVRV+CEolBtVuW1FC7q6fO+9H7hquX/0KqXyVzNn/PjxzHjm8Y/deHfPaOR91j/GM2ee8Wve55znPDYbLmgBtABaAC2AFkALoAXQAmgBtABaAC2AFkALoAXQAmgBtABaAC2AFkALoAXQAmgBtABaAC2AFkALoAXQAmgBtABaAC2AFkALoAXQAmgBtABaAC2AFkALoAXQAmiBqbEAx3E8z3McNzV7hDuCFkALoAXQAmiBdW8Bu93udrv9fn8wGOR5ft3bAw2AFkALoAXQAmiBS2oBnucdDofH4xEEIRKJpFKpcrlcKpWcTucl3S/8crQAWgAtgBZAC6xXC3Ac53Q6vV5vMBiMRCLZbLZarUqS1Gq12u12tVpFSK/XroHHjRZAC6AF0AKXzgIcx3m93h2BQDwez+VylUql2Wy2+xeE9KU7P/jNaAG0AFoALbCOLeB0OnO5XKPRILq5H9DyfwjpddxB8NAvhQUgXXPDRsdGp1teL59xzMxuviLgmr3SNXulOxCBdWtw77aF/fC4bWE/tLcG924N7oU3uPzz8BHHzKxjZnbj5TOwwQ0bHZgOeilOLH4nWmBoC7jd7nq9rgcz/QxCemiz4gfQAiNYQKby5TMyjP3zgF5BvMGfrvvT9atuWJqvHFu48YFd0ok9t53cc+iJPYee2Pu1H4tHn4c1fuQn8SM/EY++IP97+Gn5Pbed3HXzIws3PjD/leNXHzyyI3eLvKlkRRBvAJy7/PObrwhsvHxmw0bHCHuLH0ELoAVWwAII6RUwMn4FWsDYAhzHAZhds1duDe717cntvPamqw8e2SWd2HXzI9Glp8W7TovHziTuf1W8/5WEsor3vSze/4r82FtfEu/rX4+dEbXrC+IxZb3r9N6lpwi/rz54xJ+u+/bk3IGIDGynG0dbGp8qfBYtcIksgJC+RIbHr13fFuA4buPlMwDmHblbFm58QJbFKoBfkZH89bP/ePwVWAHPKqTvl1+lCP2yltAA7D5IdwkNnJbVtiK4jz4vHnlOPHJavOuZXTc/ctUNS0BrRPX67pt49NNlAYT0dJ0P3Js1b4ENGx2OmdltC/t35G7ZdfMjMpsVJCe+fjZx/6tk1RNaZrMlnvvYDHpaT2jFQ36sy+muw1w8+vyeQ08s3PiAP1lx++cR1Wu+K+IBrgoLIKRXxWnCnVwjFth4+cy2hf1X3bDUx+avn5UJTUFaT+gEC6GZNPTzst+bAnOvLatqRVgffmbhxgd8e3KOmVn0fq+RnoeHsWotgJBetacOd3xVWYDjuM1XBPzp+p5DT/Sksw7PiftfHdHFza6hzQitQPrIafHI6T23ndyRu8Xtn8e0slXV0XBn15oFENJr7Yzi8UyhBTiOc81eefXBI/F7zqiimeB5Ihr62Bk5Mt3HaSMvtxqTVhPCZd0MwFY1NCjpHqfFu56Z/8rxrcG9WBZ4CjsV7tI6sQBCep2caDzMS2YBjuMcM7MDCa2LQw+dJtbHZl0cmk4TM9bQp2VUy+oZ8ExB+shp8fDTCzc+4A5EUE9fsg6EX7y+LYCQXt/nH49++S2w0enekbtFPPqCiYYmQeh/PK4OtVKD0CyZYiNoaELrnoYmqJZ93ep6149FeZX1tDsQwfj08ncW/Aa0gNYCCGmtRfB/tMBkLbA1uDe69LSctj3YxZ34+tnst34GKwB7pFxuvYt7QI6YKp27YCb/EjzL47J+rIzOUh4PP331wSOYRzbZjoFbQwuwWAAhzWIlfA9aYEQLbNjouPrgEYNMMZLL/fWzle/+/PYfvvWN599/9OyFR89euP2Hb1W++/N/PG41GFobh+4nNEnh1sShSRAaBkkb4pkmdFdMi4ef9icrG53uEQ2BH0MLoAVGsgBCeiSz4YfQAmwW2HxFQJvOTQWhs9/62e0/fOuFt//0x08++6/P/xfWP37y2Zl3Pr79h29lv/UzBdX91cQMxlmdUauJAY9lPHcFNEE18W8DlVU294efiYwmGlptPANO713SCXR6s512fNc6tcByhIQQ0uu0M+Fhr4AFOI7z7cnFj/ykz9dNIP31s994/v13P/z0rxf/3tEtf/zks288/372Wz8zKCimzRQz0tCAZ3NIG6KaJrQSkAZCi3c9s+/wUztyt2AG2Qr0HPyKVWcBnuddLpfP55s4pxHSq64z4A6vGgvwPC+njB17SY1GEzwrg6Er3/35ux9+qqNz74l3P/z09h++1Qdpgudeslg/oQdpaBhtpaZwDxDQ4OVW/dsQkH5GvEuV0UrjGfHQyc1XBCb+M7RqzijuKFqAsgDMVud0Or1ebzAYTCaTuVxu4uMVEdKUybGJFpioBTY63fOVY+J9L2sgLadwf/3sC2//yVBD9yjd+fsLb/+pJ6a1QWgjLzeJQBMNTQZDq9HobrKYmtfdTeQmcWi58YySMtaP57ueEQ8/LR5+WhBvmPjP0EStjhtDCyy7BeRxlQ4HsFkUxUKh0Gg0Wq1Wo9Gw2+2T/XqE9GTtiVtDC/QssPHymV3SCTlrrKuhyVArSxkNqP7jJ59VvvtztUpJTz3rBkPLSLaKQ6symqIyCUL3aWhCaJDR3cfDT8vwPvz0VTcsYfpY7xxjaz1ZgOd5u93u8Xj8fn80Gs3lcpVKRZIkMrUzQno9dQc81tVvAcfM7J7bTirFSeSZMwihE0pG9399/r+UaDZu/tfn/6t6vImjW230e7lJBJoIaDqLW449K8XFjtAyup/WJBQNSpr2cnfxDJBeuPEBHIu1+vsmHsHQFuB53u/3RyKRbDZbrVYlSWq1WgTP0EBID21W/ABa4BJaQIb0oSfE+2Ql3SO0Mi307T9864+ffGZMZurZv178uwxp4uiWxfQLirCmIA0aWoNnks4NclnNEesHc5+AlouWdFe6rXi5u75u8fDTu25+xO2fx7D0JexX+NWXxAIOh6NYLIJbW8Nm8i9C+pKcGvxStMCIFnDMzO792o8T96vTQgOnZWGtKGkGSP/9vz7/X9ndbeLoPqrQ+uiAua3Axd0j9ICUsb4gtBmh5bD0bY9tDe5FSI/YJ/Bjq9YCTqez2WwSHhs2ENKr9vTijq9LC2y+IiAefV6joaE0d/ZbPxs0+IoS0p13P/xUThzrU89UvhjIZb2G7nNuEzCThqKnSRZ3bzC0UaYYpaEhcQwgjblj67JHr+uDRkiv69OPB78mLUBDWjttxn2vfOP5983D0v/1+f8+evaCXM+kF5DW+7oHa2gQ0KqM1hEa3OA9Dc1E6H2Hn4rd8igq6TXZXfGgzC2AkDa3D76KFlh9FiCQ1hH6ZfG+l7Pf+tmZdz5WOG1QzOSvF//+8rsfy75ucGX3ieluLreFhtZFoFUwkzHQ6vwZSiia8nIrQ60gTUxVz/DM0lPE3Y1KevV1R9zj8SyAkB7PfvhptMD0WQAgrSe0PMPVfS8n7n+l8t2fQ01QesD0Xy/+/Y+ffPbC239SBl9Bghjt4jYNQtPq2URDg69bTRzr19CQy63xci+dEg8/ve/wU/sOP4Ux6enraLhHK2EBhPRKWBm/Ay2wkhbYfEVAqQkqzz45aFar7Ld+9o3n3z/zzsfvfvgprC+/+/E3nn+f0tAUofW1SnpZ3JpBVkYymoSfe+OsjAgNulnzuHRKXHpKXDoF7m5U0ivZkfC7psECCOlpOAu4D2iBSVqAQJomNJHR4n0vKW15/ozst35W+e7PYVXn1QAey9Ho7mgrlkRuen5ouU2hmoyEJqhWS3OTkVfa0VY9X7eipMWlU/sOP7XntpMYk55kL8FtrRILIKRXyYnC3UQLMFtAdncfeU4m9H1yEJpadRNbqSFnCsnqM11CA6oNh1oBmGlHN81mTRx6KA3dZbNMa4XQ4tIpzO5mPv/4xjVlAYT0mjqdeDBoAZvNBkqaQBp0c1c9v6ydOaNvMLQ+i1up+qnPFKPZrAahKfXcR2hIEyPJYv2ZYpogNO3rJqhWOI3Z3di316cFENLr87zjUa9lC6iQ7mloIqApQpNqYoPGWZl4ucGh3cfmfhc3XVNsNA1NEVqW0d2YNBYzWcsdF4/NyAIIaSOr4HNogdVsARrSEIruerwJrV/qlfw0hPQgQpO5rYzrlnTFNAk/q4QG9cygoQmbaUc3Qno190bc9zEtgJAe04D4cbTA1FlAiUmfVsBMUfm+bttYQ1NBaEJoksJNN8CV3Seju2wGAU3A3NPQDHhWqAxBaJDOmkd0d09dP8MdWhELIKRXxMz4JWiBFbQAQNpKQ7/QLc0Ncehu7hgh9KA4NNHQmixukjWmVhMjoWijLG59KJrS0OrAaEVAE1QjpFewB+FXTZEFENJTdDJwV9ACE7HA5isCe7/2494YKpKhbZikTVQyZGur6DWKMavpYPTEz4pEJmlidF3u3txWFKT1bKYFNLT72axC+o7HEdIT6Ru4kVVnAYT0qjtluMNoAQsLOGZm5yvHFm58gF7nv3J84cYHNI/zXzk+xFo5pr4ZGsrjLumEWt2zD+G6IDTBM2kMTuQm6rnXQEhbnHN8ec1aACG9Zk8tHti6tcCGjQ7X7JVkdfvnXbNXGj66/fOwGr6BbMGk4U9W5ECyeRyagJk0ZNEs1xFTg9BEQ5MG0dN3PC7e8YS4dGrXzY9sDe7FimPrtlev2wNHSK/bU48HjhYY1wJ2O7dtYb+M214cur/eJzi9oS43LZ1Ju8tpuTo3ATPduONx+XlU0uOeq1E+z3Ecz/N2u91BLXx3mcLhcLDDU7hjo1i/+xmEdNcS0/jX8BqBy8Vut68lUQFHSv0S9Jpr7EinsZ+Ns09dSJNaJf2QNsRzF8wmudygnsUuoQmkL7uMG2dv8bOGFiA/NE6n0+12e71en8/n9/t3BAKhUCgSicS6SzQaDYfDIWXZEQgIguDz+dxut8Ph4Hn+UtER7iQ8Ho/f7w8Gg3a73fAwV+mTaxjS0PG6d329v5eqI7H0EI7j7Ha70+n0eDw+n09/jXSvlVgkEgmFQnNzcz6fz+PxXNprhOXQyHvID4LL5YLDFAQhGAyGQqFoNEoOkDTC4XAwGJybmxMEwePxOJ3OS/hrQI5i5Rocx23Y6NjodG+8fGas1emWNzLZ9fIZ356crKRh8JWsm7ujrQieaRf3AAFtLKPveEJGtbo+Du5ucvXa7Zxvm13wbWJZfdvsM1suGUJWrq8M+U1wKbpcLvJbE4/H0+l0Pp8vl8v1er3RaDSbTal/aVJLrVYrFovpdDoajQaDQa/X63A4yDkacndGebvdbvd4PHNzc+FwOJvN1mq1fD7vcrlWZh84jnM4HG6rhfGmged5l8ul35jP52s2m23Tpdlser1e/Wf1zzidTkbjuN3uer1u+rXtarXqdDqHOnM8z5N7QUEQ5ubmgv0L3PzB4axwdzI/EJ7n3W63IAjh+fl4PJ7L5crlsuE1AlcMXCj1er1cLmez2VgsFgqFBEFwu93TqbBJfwYkRyKRRCKRzWZLpVK1WjU/UkmS6vX64uJiLpcTRRGO1OVyTeeRmp9o61cJlTdfEXAHItsW9vv25PzJij9dn9gKWzN8TFbk72Jerz54RHV3a9K5CaQJmKHBJKMf72loxddNlDT5fdm53XXv7aHjd7Kuh+tC+TohudsdDjqdTud6VuQgBTwejyAIoVAokUjk8/lKpVKv11utlvmP8qBXJUmqVCq5XC4ajfp8vmX9bYX9h5/LSCSSyWQWFxcJxorF4opBmuf5YDCYTCZTpsuOQID0W5Pr3+PxJBIJ/ZYymYwkSYMsD89LkpROp/Wf1T8Tnp9n/N2cFKThXtDpdHq9Xr/fHwqF4F4wl8sVi8XFxcWKbimVSvl8PpVKRaPRubk5j8djt9tZbGhi3pFfgv7m9XpDoVA6nS4Wi6NdKa1Wq16vF4vFVCoFd7SX8KCINcjZ8fl8wWAwFovBMVarVcteZ9In6/V6qVRKJpOhUAhOH/nGVd/YsNGx+YrAtoX9/nT96oNH9tx2Uh5MJY+SUkczx+85A6v8jLo+r7xBfYwf+Yl+JdNSyVuTVe9pRfKqQ5n3fu3HsCp52sqIqcPKzFT9fIXhy/sOP7V3qbfKLmsVz1YaGvCspIYR6UwaakBayRFTgtByspiM6u6qUdL5tO+j98p//fDgoPV/fi+/9D+/P/jFv17/P78/+Ol7+U/fy//m1QNPPhiRyrPJ3e51qK05jqPZVqlUQCibXGxDvdRqtZrNZqlUAlQzwoD9ogUp4/f7w+FwOp2G/dfcWKwkpO12ezqd1jsb+l0PUjweZzGFIAiNRkPzWUmSNAc46IzoP2j4TCaTYdkZm802PqQ5jgM/TSgUEkWxUCjUajUwF8tBSZLUbDZrtVo2m41EIj6fj9Enwd6jLN/J87zP54tEIoVCoV6vj8MtcuIkSWo0GrlcLjw/7/V6GU+H5a4O+wZy8xEMBkVRhJsP9v5GDsekAUeazWbD8/Nut/tS3WYNaxnj94N6ds1e6duTm68c23Pbyfg9Z2CiycT98rTQsNJTTxpU+oSaYr0yn2fk2p8wSJp+lNGuEN24XMlz8gxavdHS/QOm+0ZCd6lMXNxETPfTXQY5pG2T5G3SoHPEVCo/0ZPRXUKLd6jubtKh82nfp+/lOx8vdv6tIj+S9U/lDqwfljofluQ23fhDsfOH4qfv5X96MiqVZ3dud9ntaz/IDTfLHo9nRyCQTCZLpRLRnSYX2DgvNZvNXC4XDAYnK2rdbncikSiVSo1GY9Cv/MpDetCeEAMyQtrv9y/3eWm329lsllxExj9G3WdHhjTd34DNo0lPYsB2u61SLRxesd96juM8Hk8oFMrn8yb9jd7JYdv1ej2Xy4VCoRU7KDi3HMc5nU64+cjlcmOKZsujBhdCMpn0+/3T4DzodvBh/sqRgJlZ357cwo0PxI/8RLzvlcT9r/7j8Vdg7SN0b84MmICyW+lzYMlPqtinWtJk8KxWcqVPmtBUsc9eNTEQ4vAIEWiCapDgCo81cWhKQ5NkMa2GlgndVc89Da0AW0G1Xkl/+l7+4sf/ZyCkNbQGVH9Y6vyh2Pmw9NcPD37yevrJByPJ3e61zWn4rQkGgxCynYgUsLws2+12q9Wq1WrxeNzj8UzqDloQhFqtZg5FhLT52VluSNvtdvAMT7y/tVqtRqORTCZ9Ph/jfcYwP8N97+V5XhCETCYz/u2F+emAyySVSgmCsNwHZbPZAM+CIMTjcbhZN7+azHd+qFclSVpcXAzPz0/2xr3vtC3TPzCmeUfulj2HnhBlxWyAZ7nAp3ZyaB2e+2acNNLQRECTEmOaRh+hiZjuotpAQ/fjGcCswbNeQ5P5oWkNLWO4lyOmuLh7eAaPN0CaABWUtAxpoqE/XlQ1tCmeZWGt6OnOh6XPz1//05PR5G45OXmZzu8l3CxckDsCgXQ6bcm2oa439jc3m81kMjkpnx5A2vzbEdLm9lk+SPM8D9Izl8stH9skScrn86DJluPiguSpUChUKBRWEmD5fD4YDC5fMgccl8/ni8VixWJxxW7WNb2xWq3G4/HVxOkNGx3bFvYv3PiAeOyFfzy+nIQmnm3SMCN0F8waAQ0p3KRuCZ3LzULo/mi0NggN6pn2eBNf96GTxN1NNFnP3U0gTdhMGkQ9EzADntXHwhf/ev0X/6pyeo2lkkEsTRTFarU62m9Ns9lsNBr1/mWEkJUkSdls1ufzkXM38m8rQlrzkzfCv8sBaYg97wgEstns8uGZHGyr1SqVSsFgcDmkp9vtjkQio93UtlotyAMgu8reAEkdiUSWA2A8z3u93kgkUiwWhwqpQFC5Xq9Xq9VKpVJVllqtBskT7EdHv7PZbMbj8RX28I/4mwOE3nXzI+J9Lyfuf3UYDU1NC00L6F6738tNNLQFoYHNLBqaGmpFpDNpkIC0LpHbwMVtQOV+Da0QWjx00kJJEzBDg8bzAEJ3fleQJfXvCp+fv/7JByM7t6/QuJ0Ruwvzx+CWORgM5vN59vtlSNKp1+uVSqVQKORyuXQ6nUgkyFDIWCwWj8dTqRQMyajVauzAhtzj8f3eaxvSgiDU63VqgJvaZDyJcAb1H9c8M/HEMRhHK4pipVIZ6naQ5LUN9Snyc18ul/1+/wQ5Dbcaoiiy32fAuKNKpQLp6NlsNpVKpdPpXC5XKBTK5fKwPKvVaqIoThBg4E6DaFej0SDWG9QgyXrlcjmfz6fTaVEU6eoI4XA4Go2KopjNZguFAgzNYuyi5Evr9XosFpt2/2WP0IqLexhC9zu6WeadHDSvhjqflUJlNSDNrqG702aQ7G7CZpIjRhqGLm5wd4Oju09G9zK6xUMn5fWOxwmkiRrrU9KjEfp3BZnTvyt0LuQ/P3/90Zu2b960gRmF0/tGj8cTjUbZBbQkSbVarVAoaIY790pL9LdIygmMfWK8PsHvPaZKWNuQ9nq9mUwmq1tyuZylkSVJyuVyuo8aPBGJRBjBxpI4VqvVotFoPp9n1GeQQ1SpVMrlckFZ8vl8qVQaYQRgq9UqFAoT8dDAxex2u+PxOOOBQIQVxgQHg0Gfz+dyuezUAqV1IpFIMpksFovs0rzZbE6K0xBZB3caSxcivwORSMTv98MRwdXPUQs8AyUKYAznCMPSGo3GMvlCJvPTLN+y+eflqSn6g9CKx9s8kXuAhu5ldA/Q0BrnNvlXdmjT+dt0Wxmmpa9SQudyDxoMTeEZ3NoGGppUE1PFNMVmcHQDobuPu6QTW4N7DWLSwxKasFlt5DsX5PU3rx44sG/LqnZ6wwirRCLBkowKP5flcjmdTkciEUEQ2MtcQAaKy+UKBoPsAch6vR6JRMYZRbO2IQ0DzPTlR6a5mEmz2bTUnTAwr1qtFotFqOkB1al83QVKZ8RisVwuV6lULHFCBBl4aIatpmL4I+5wOBg1dLPZXFxchLHOHo/H/I4HhjkJghCJRPL5vKWt4NAajUY8Hh/qetQcFAhoSE23vO2gixwM+ztgs9nsdrsgCLFYbHFxkf3ctdvtYrHo9XqJ7tIcwiX+1zEzK9cAOfbSIC8361Crnn97cKbYQBc34Pk5eTiWiupBhO5mdGuC0NZxaGoKDTpNTKayPpG7H9KUhgYxDZAmZ1RV0hMidOdC7uL5a598MOLbdslqJozfKT0eTzKZtLwmIfpVKBTi8bjf74dqhaN9O9wWiKLIKBQqlco4WaxrG9KDTsE0lwUlvBzUgKIW6XQ6HA5DQTrDgpEwasvlcoVCIQhsD9qg5vlGoxEKhcxJOciw5Hm73R4Oh1m8wfV6PZvN7ggEhs3wgqhwPB5fXFxkce/DHe1oDmGO47xeL0s+SqvVqlar2WwWhoGNbEY4fexOdTiJkiSJojjyl5LTN/kGx3H+ZEUeanW/OshqxKFWPfVsOBi6r8IJXe1EHWelspnEofsd3XcRMNMp3FTbUEOzBKEJnnuNfjwrzm3V0d2V0bK721JJW8Shu87tnpJWNTQo6c6F3Cevp1evmLbb7SyEbjabxWJxssVGHA5HLBZjcbC3Wq1sNjtyyA0hrUEU+bfRaIzjojD8mWNxd5Md0DQgWFsqlURR9Pv97KIQRgyy3/a1Wq0xBRnHccFg0DKgLklStVqNxWLjpFbY7XbIG2dRnNVqdTSHsN1uT6VSljfrjUajUChEIpFxjojuOXDuYNyapj8M+rdSqUzq2+k9Gbe9+YqAPNrKZDC05WirycShT6vkJincpNEj9DNKebL+NDETAd0/4MrAxa3GoZXRVmxebkJrw3HSvTFXFoSWE8T6Vy2hOxfyIKZntvDjnuNL8Xmfz2dZabnVaqXT6XG07KAjs9vtsViMRYs0Gg32sKjm6xDSg37spgrSUPwyFotBjTDi/dKcTZN/4baP0T0jSdLIPcpms3m93lKpZEnNcrkcDofHvxOCODFLngEksY8QdHc6neVy2VyvS5KUyWQmPuIcXGupVMrSntCTW63WOOfOpAuN/tKGjY4duVvEY2f0tUomMxh6kHMb8sJAPff82/3qWTvCikxsRQnoQYQmGrrr1jYgdHeqDE29TxgGDdlhBMl9jdseE297zFBJ//XDg72aYoTTfeOsip0/aPBc6PxOT+hc50Ku89trP3p1X3L3qixfNzc3Z8nIer2+fEEgp9OZTqdZLs7FxcXRbp8R0lMOaYjXgnoe040JQWLLLg0GGXlwvNPptCQKhIfGd6rT2BAEgWXwRavVSqVS7H4I+AoWSNfrdUEQRrh/oo/CsA16mn0odi6XG82rb/jtE3jSHYjsue2keJ+2mphKaBYN3efl1jm6YbSVWlys6/GGLG5IFjuiCGjySNQzTWi6TaeJDSI0yetWUf2UAaFJLjcEpGVg93u5Kc92j9C3PUbaxjFpAmbS0BKaRUMrhL6Q7/z22s/PX3/v7aHVmObNAulqtepyuSbQj402wXGcz+crlUrmt/DtdluS5HLWI4gShPTUQhqim+l0ekcgMKnSj263m0VxttvtZrM5gmeY47hwOGyZzFWv1xkLuxpdFsbP8Tw/NzfHEp+u1+vhcHioOx4WSNdqtRE0uvHB6J6FCAJL/Kvdbi8uLi6fctDtmtUTHMftvPam+D2qjCb1Ppk0NGFzL1lshETuLqFpNtPtXlmx7ggrUo57EKFpDQ1J3V0xrZYrUan8uE5AU5w2JDQ8qchoJiWtx7NeQyuJ3CQILatnsv722s5vr+2cP/DTk1HBt2nVpXlfckhDynckEmFRP4uLiyP8RiCkpxDSkLwN0c0xh9hpfkE5jtsRCLD81rdarWQyOextn8fjsXQLt1qtTCYz2eOCw+R5PhqNWoao2u12qVQaCmOXHNKQ8p1MJln8avV63e/3L4em13Qnpn83Ot2xWx4FGa0ltKWG7rEZErn7NbQsoHUFQTwAACAASURBVLtFuQ093jKJSSK3ZtiV4vTu4Zmuy02h2jBTjB5qNYjQEHvuPUL5T0pGWxL60EkCaXIu1exuIqANK5ZYx6EJpGUZDesqTR+bBkjbbDaXy1UsFi3FdKvVikajQ+kDm82GkJ42SLdarUqlkk6nJx7dJCRLp9OW3QnG87jdbqYfYuVNPM/HYjFLiiyr4nS5XCzzkLZaraGk/DRA2mazsWTJEC8I+WFnP4PL8s6twb3xIz9hGAytK1dCZLTaYNbQZDKrXi53/zgr2rMttwmVh4lDd/Fs4OWGODQQWu/iHpDILbu4wdHdldEE0mSc9MED3k/fy8sxaUM8azX0gCC0RkZ3xfTdX51bdR7vKYE06APLzNJ2u10ul4cVKAjpaYN0s9lcpkqW5CeY5aS32+16vT6Ub8br9VrKaEmSEonEsLeSZM8tG/JIH7+/VqsNOq3k+aE8T1MCaZ7nGePu7HOcW5p0rDfwPO9P18VjZ8bW0HpCG2loEocmAtowX6yXyK3OLa3MM01QrTQGaWhKRhvguS8IDb5uyr9tVK5EDT+TODRFaIC0OxAhN1xSeVaeqhKUtN7R3aeh8wMzxQDSXQ3dOX+AeLxXXY73lEAa7qAtB7SQO+ihfgFZfq9HziEa4fKG+aQtdd5QMki/G9M8ThqyHMhVqd/58Z+x2+3ZbNZS8rZarWAwyLgnHMeJomh5KzkUGkc7Up7nWcT0UGkcUwJpm80WiUQsT1y73R426D6aqa0/tdHpnv/KcaVMt1xTjLVcycgamkhn0qBjz6RNvNw9GU1p6EF4JnFoCw2tj0MP4+Xuh/T8V467/fMkVHz3V+c+P3+9Op8VDek+PA9O5DbU0EpMunP+wG9ePbDqSnlPD6Thd8cSXTAebKjEToQ0kVaaxqUaglWtVidS8MvkB5TjOMZEB/YAitvttryPbLVaiURi2Di3yYEMemlubo5RTDOOiZgeSLNcsFME6c1XBJSA9MugpJmmntTGofUa+nlRk8hN1/sEPBsKaIC0KqMHDIY2zBQDPA+hoTUTUHYhrY9DE/82+Lr7CS3e9th85ZhjZhbulB0Ox8P3LBhBWjPaillDg5h+/zpZTJ8/8Nlr+w4e8JIbgkFX11Q9Pz2QttlsoVCI5Q66UqkMlRHDcs2jkp5Ut2QpZrICkIZchGq1qrkv0f/L6JqGpG7L/ilJ0jINUtKcIIfDkc1mWW5qGRXn9ECaJTVviiC9bWH/3q/9eCU0NMShZTbrws96AU043YtGs7q4e8nbmnRug6LclKNbj2fyDOG0jtDibY/tvPYmEiee2cL/9GRUDkiPrKGJi5s0FDwDpP/27v6jN21fbomguVbH/HeqIO3xeFjSViVJGmr4KUJaTyZ4Zg0raZvN5nQ6WYb2pdNplugJQNES0ouLi0O5eUa+fjmOC4VCLGMiGIcUTw+knU5nPp+3vP9gvPkY2cKsHyQBaWsNzVhQDOa2onO5e3FoaqiV3t1NwAxZYyqeu15u4uIGJU3GQPdXExMVMa0NRUOlz14i9+NyjW6W8dBGmWJy7hi1blvYT67AcND5m1cPfPGvtLt7GA1NwEwaFKE7H2Qunr/29Imwb5ud9exOwfumCtIOh6NQKFhenO12m/GHFQyMkF6fkOY4jkVr5vN58hNhckUKgmDp626324y63OSL2F9icb+3223GVPPpgbTdbmcZ6T4tkJYD0sfOMBHaJA5ND7Uinm26IWtltqFWhkFoALYGzEZ4NpbRMo8VKqvp3N1/TdLEQEZTMKbBTNq7pBO0X7R8nfDpe/kepIeKQxMwkwZN6PMHOh9kOh9kzj27d3WFpacK0jzPJxIJS7ECpQzY9QpCen1C2mazsXQnFkhDhNsyZUySJPY0NHYYD3on3IVYXi+MBVCnB9KMaXFTAWme55V63S+J971Mrf1DrSACbR6HBt1sGIcmRcQGBaFJIrcqoEE6dwU0jWdzDa04t7UaWs3lhrmtdOrZBNLExT0gFA2c9qfrGzY6oItzHPfkg5EeoYcabUXATBpGhO58kPnk9XRyt3sVhaWnCtLsHrxGo8E+cgYhvW4hHY1GLRnGAmme51lyxSuVCnu3HITeoZ5nTITOZDKWN7XTA2mO41iGuU8FpB0zs2pAugdpI0L3aWh9mlh3qBUtndXYc1c9653bxjliujkzDNPEqAQx8G/LArqb0d0npgHDPQHdTRAzwTObhpZTxpS8bhKQ3rnd1fN192noIdPEurncEIeWHxUNrT6+n15duWNTBWmbzcY4ABTC0owjZxDS6xbS4XDYUv6yQNrpdLKUMCsUCsMO4h8Kyfo3C4LAksZRqVQsJ5GbHkjbbLZUKmUZ9rr0kOY4bmtwrzydlDmh+zR0P6FBOhMZrYE0/EuUNHi8SY4Y6GainlUvt05Gk1C03tdNgdlAQKszTg6voRni0KqMTlZIDtfmTRuowVe6OLRl1U8ioM0J/UGmc/7A0Zu2kzsD/UU1bc9MG6Q9Hg9LaWIY6MISSsSKY4MI3W6313bimM1mCwaDE1HSPp/PEvbDpkpM5KfA7XZbFleB6gKWOecI6VHOiDqBtAxpnYDuYzOU/OwnNNT7hDQxDZ5JQbE+QvfPbUW83OqQaChUovNy613chM1d6WxA6F4pMeLiJg1FTJPMbX3DKg4tFzC5+ZGrDx6ho9HXhNxvP5+Qfd3jaGiNi1ujoT/IdN5Pdz7InD4RRkiP0t2VzzgcDpb6oO12O5vNWnrwYDdQSQ/i9JqH9NzcnCVcWZR0KBSy3E6r1YrFYow3jiNfIJoPOhwOlhyrdrsdCoXMPU8IaY1trf+Vy8TnbpFra49AaKKe6SxuPap7Xu7+YVc9QsNgaJ2AHuTl1iSLLZ0yILSqoQdUEzMp+cmsoecrx7YG95KrZWYL3xserYH0BDX0+2kZ0u+nzz27dxXVHZs2Jc1xHMvoC5g/gLFKA0IaIT3IAu12mwXSLAloULyM/OxY/8RP4h08zzPOSGGZdo6QHvqEbNjomK8ci99zRgtpEoHuiWk2DW2cv92PZ+LfJgOuNEOtTPDMoqHNB0ObEJpBQIOXe/4rx7ct7Cda1m7n8mnfJ6+n+2W0aRyadm5Dm0VDdyH90av7VlGC97RB2mazsQybabfb7CVNENKDEIVKmgXS7EnUli7loTHA8IFoNGqp8tvtdi6XM7+BQEgzGLv/LRsvn1m48QG5NBitpBkHQxsmchMl3fNyGxGapIyR2p8qp/vLldCObsAzlS9mIKBJ6RKYPANSwzSPeuc2eYakc5vSer5ybNvCftoLmtztfuWfUmqVsZ6MNp05wxLSdKYYeLm7hO68n/7o1X2rKMF7CiEtiqJlHJExzAaXFEIaIT3IAiyQZhy+32q16BBb/8/5Mv7HWNKkXC6bFytFSA99kjZfEdh18yN9Sppo6F5jgIYmPIaGsYbuD0LTGvouUvITQtHdR7Y0MdHYy90d/TxsLrcplekh0TuvvWlrsOdqvuwybud215MPRmRCX8h3o9EaPOd7M0NfyJF5J3sNcw1NsRl83Z1fp1ZXcdAphDTjqJJWq7UjEDAPsyGkTeC0HhLHJhKTdrvdLJXLJEla4dRu6N47AgHGBG+Xy2XCIYS0iXGMX3LNXrnntpNyJRNQ0mNqaFU9d8dcybljA2R0n6ObyhQjhB5BQ/flcvePsxo02gqkM0Mcepd04uqDRwTxhs1XBMiUlDab7ZqQ++F7FtTqJURDmwShWSBtqqGB01+8EZfKs/SeGJ/g6Xh2CiEdDodZlDRLLgzYGJX0IFSju5tFSTOOOJAkyVyqLtMVz9K92+12tVo1z+FASA99glz+ebmSiQGbz6jTY5ARVibZYep4aKreJz3IysyzTeGZrliiGWpFqpGoTmx6Ygw5YXvvIRnJ8qPiuN57qNdWp3/uF8qxWx4lq3jbY/o2JG/vuvmRXdKJ+a8cBzwHg8GNTjcRVXa7qqHlWSkHaujccBraEs+/TnWUFSp4k6D40Cd+ZT8whZBmnGaj3W5HIhHzMBvYkuVXDCfYmFS/m54JNmw220SUtM/nYxkWOP2QNvfGI6SHvgTcgUh06WkZ0gacNvJyE2YP8nWrudw6AU2w3fNyU4QmApo07ngc5mkGTM5XjunXqw8eGW296oalqw8eIY9X3bBkuO689iZ/srJtYb/P53M4HATPNptt86YNB/ZtefLBSL+G1ni5+wltqaE1hNbFoQHPBNLfWZpDSA/d47sf8Pv9LIkw7XabccZlhDQq6UEWYFHSUGDHsrZGvV6/JEra6/WyzFlZr9f9fj/9U9m94NS/CGmNQaz/3RrcGz/yEx2h+/FsoqF7cWjas91P6N4YaKNBVkRA3/WMuPSUeMfju25+ZL5y7KoblgTxhm0L+7cG97r9827/vGv2yhVYBUGAb/F6vW63W09Bnud3bneVrxPOPbvXNA7dT+jx0sRkF3dXQ6uNd5LfWZqjk9esT/ale8cUKml2SKdSKVTSg/qO0+m0vNdBdzc7pE0wDy8tLi5eEki7XC6WamgI6UFXyujPbw3u3fu1H6tK2jxTTJPLDXhWU8a6ju7ekOhuvhjEniFfzLyg2KGTCzc+sPPam3x7cpuvCDidTru8cKMf26Q/yXGc4Nt0YN+Wh+9ZMBhtNVQcWpMpNoyGJrR+/L6dq2WoNEIafmHR3T2pi3LtubsZS9VeKki73e5arcYi9FFJT6qTq9tRIW05GFrj3Cb/Eif2oAaR0Sqh++tyg3P7jid2SScga9rtnq55IziO27xpw+ZNG8JBZz7tO35n6O3nE7KA/l2BGhJt6uUeU0NrBPSvU513krCePhGe2cKbeJYm3FfG2BxCGiE9Rvcx+Oi6hfSlcnd7PB4Wd3ej0UBIG/TXcZ7SKWnK0U1PPanxeBMvN6SMqYljOi83gBlktOzWpoLQJHn7tseuumFp28J+p9Op5w0wcmYL79tmX+F153bXzu2u5G53+TrhcF04fSL8m1cPfH7+eorNUJ17ooTWxKEHE7rzdgJmldYbbZz+sEyfRUgjpCfbtdYepH0+H4s/+RImjrEMwbKcVRpj0kNfCO5ARHF3U2xW3drKrFZEMesbvVolXc82LaZ7JT9/3GWzAaF3SSf86bpr9kqaNJddJotXAGQ+7ZPKs/feHrr39tDxO1lX8mZNA/6FrZk/Hr8z9PA9C08+GPnpySiw+a8fHuzAvJN/KHYHQxc6v5sooTXjoU0IrYhpVNJDd3fqAxiThvsGxrQ4ynJ9TYxJTyq72+v1ro3sbhyC1XeFjP9PdwhWP6RNNDREnelHmc2GGlqhcl8culuuRM4RO7VLOuHbk9MIaLfbndztlsqzTz4YeeWfUh+9V/7LhfL//P4g+wrv/8sF+YMm6+fnr//LhfLn5683WWXR/GFJXv9QlFcyDFptXEpCd95OQEyavr8Zvz8s0xZQSaOSnmzXWntK2uPxsMw0JUkSmXZvsiY13xrL4AUoo2s+WyUqaXM7G7zqmr0ydsuj8gQbvbFVgzU0wBgIrermfjyDZ7vn5QYqG2to354cnaa4edOGa0Luu786B2zu/L+Gxfqf9Q5Z/79aR1kvfvx/5Ma/V9X13yodWD9e7NDrn8ryv38qa1cayXQbNDQN6aHSxDRTT46QJtaNQ3cD0onO2wkcgmXQoZmfCgaDlmnJQNZkMonZ3YPsikp6Ukra6XQWCgXLzKxWq2UuVQedqTGfZ6w4tri4aD7kBCE99ImAsqAizDUpB54VQmsSuSHkDB5v4uWGJ2kXt5bQwGZjQm9b2E8IzXGc2+3Op33WeNZRucdmAuZ/r6pgHkRoDZ4BxvQj6Gb6kcaz3L6kGvqdROed5BdvxBHSQ3d36gPhcJgR0owOYRapgdnd1BkYq7n2lLTdbmeZmU2SpEsywQZj7e5isUh+2A1PMELa0CxmTzpmZuUJNtQJoQdraFU9k3qfA+LQkMuturiNMsXueka87THwcsNucRzn22Y/XBd+8+qBgdLZkM3/Xu2JZqKeCZiJgP63ilZD0wKaZjNxa4+MZ325kjGHWmkFdLLztqyhO28nvngjfvdX56ZqiJpJP5tCd3c0GmUsCxoOh1FJDzq5qKQnpaTZZ8EKBoMrH+RivKnNZDLmFwtCetClNPD5jU73fOWYHFQGDd2T1M/L5FbVc5fNPUe3pZdbJ6O7o612XnvTxstnoJNxHOfxeO69PfTRe2VjQhM8/2ddRjI8Ap4JmImG/reK7OUmnP54UW5rvNwmhLaGtOnUk5aEPn+go3F0D5kp1nlHJXTnneRfXtuLtbsHdmuGFxhnwWq324y/iaikITqgf8RiJizFTGw2G0ufbLVajHVqGS4C1rdwHBePx1luamOxGEKa1ayM7+N5/qoblsS7lGokmnFWhNDExa3PEaNd3IPmzCCTQy89Nf+V43Qu98wWfiChNXjuRp3Bv93T0EBoDZ41bAZO03j+U1nNCCNKmlbP0B7KxW1JaA2e2YdaETHd1dCgpD87u/v6hBuVNGM/178tk8mw/OiwexcR0no8wzMIaUZIh0IhlhAMY5KEvs+P/AzP88lkkuV6sbyjRSU9ylnwp+vyKCnV491VzwPj0P2ObgJmoDUpXWI4OfRtj21b2E/usxwOR/k6wVhDawgNAho4TXu5QTcTTk9SQ8MYaPI4NRoaUP1O8qMXr0nu7s32McqJX8HPTJu7m+f5YrFomaTTbrctx30SKyKkEdKDLMAIaa/X22g0TDYCL+VyOfPkLNInJ9VwOBzZbNYS0pIk+Xw+c1c8QnqUk7JtYb88VJo4t0mD6Oael7uf0ATMvSB0fxyazJahzGp11Q1LJDuf47jkbvdvXj0g52PTidw0nmk200qa+Lf1eF55Db1sBcW6idy9OLSiocXO22LnTfH8Mwu+bXbz62GU3rA8n5k2SLP8UsAPYrlcZkymRUgPogsqaUZIO53OarU6yIzk+cXFRfOZpiZ+ETPOdV2pVMgv/KB9YLn02O+MB30L4/OpVMryTp0xJYXxG0d8m8s/v+/wU32QJnW5SWUxAmw6nVtbsUSXyE0c3YefFg+d3Lawn0DF4/E8fM/C//z+YB+h/1+jN6qKDkIbamg9ofVBaE0iN4uXWzvaylRDWxJaE4fWBKH102ZQVT8VSHeD0D1ft0zozjvJMw/t1E/+MWIPWP6PTRukGas7tdvtXE4eys9iIYQ0oYimgZBmhDTP87lczlKwWk5iwdJdh3oPTIFlybNsNmsp8RHSQ1leffOGjY49t53sh3S3PskgDa26tUk1MaPx0KTwpyKj579yfOPlM5ddpk6YkUnoHN3Damji3NYki7Fnio0Zh7YktCYOrSG0VUGxXpqYSmhVQ8uQflM8fmcIIT1Kd1c+EwwGWWoctlqtRCJBAjTmX4eQ1rCZ/IuQZoQ0x3Esgw5ardYKyzuWogKSJEWjUcuLBSFt/jNi/CrP8/IoLDU7TEnkJgFpVTf353KDgAYXN/F46+ty05BeOuVPVjZsdMAebHS6n3ww0ufo1hOa9nVr4tB6Da33cuvLlZAcMWjoCa3X0CYVS8YktF5DkwQxtTFAQyuEvvjL6Je/tJXc8Rif12l6dqqUNONPYbvdliQpFAoR94+5RRHShMqaBkKaEdIwmotlHgvLkU7mfXXYV1nSzhn1PUJ6WOOr79+Ru0W86xlZTGvc2nol3dPQz8hvphPE6JmhFfUsksfbHtsa3Eugck3I/dF75YGQpsPPxNFNx6E1GtrQy007ujV4nvhQK01BMY2LW5PIrcez1sWdNNfQnTfFj168Jhw0mI9kxNO//B+bKkjb7XaWLJh2u12v19mDf4yQtgzaTeps2O32dDpt6aJkLNUyaK9wnPSkxkmDhd1uN0vdsVqtxhiFGXTi2J/neT6fz1s64YvFoqbGs+FXIKQNzWL9pG9PTg1LkyC0Hs8gmkFbk6RuzdxW/ZliKqSVMt2OmVlQJBudcmnuXlK3iYY2FNAa5zYAm3Zx03iGYVcaSOs19FCjrVZeQyvqGbzcnTfFL96In3lo5yrKGoNfMcu01Wq16nK5rDvr2O9wuVyVSsWSXu12u1QqmZdPoveFBdIrmfKDkK5WqytDsrm5OcuhU/l83tIVbLPZeJ5PJBKWRGy1WjsCAUYfD91LR2h7PB7L6blarRbj3R5CeoRTIH/E5Z+XK3j3jYcekMgNbm12DX34aXHp1NUHj5Afu82bNjz5YKSXL0YgrRfQhuVKiIwehGca0ho8G2hoMsgKGqZpYpaDoZdDQ/cTuvNm/OIvo0dv2r6KAtLTBukdgYDlT2q73Wb/3YGrjgXSjC7BES/j/o8hpFcjpG02myAIlne07XY7lUqRH9X+Mz/J/ziOYykIWq/XLQdfwW4hpEc8PY6Z2fmvHFd83d2UMeOJrcDFTbK4uw0ioOk4tIznp2QxvfTUzmtvIgFpn0+u0S37ugmeoUEKigGb9YSmNTQEoTWh6KHj0BpCT0FR7l4WtxKT1hG687bs6z6wbwuJHYx4ylf2Y9Pj7uZ5nmXcBfi6zaev15iQBdKSJIXn51kUlWbjI/yLkF6lkIYi3pZienFxkZGLI3Qe8hGWXtRqtWAQBIuyR0gT2w7X2LDRoYalNTFp4uK+awCeTeLQioZWIC1njRGo7Nzu6pXp1o+zInqaDkJr8GyooWkBrR9qNaaGtnRxj6+hNXhWBkMTF7fSiHfelNfXH71K8G1iuR6G6wTL+e7pgTTjrL2Q6TNU/FgQBJZBrul0eh1C2nJkzrC9b+1NsEEswHFcJBKxFNOM2dRks6M1fD6f5SzXjUYjFAox9mqE9GgnQg6E+PbkZKCq6dyUr1s7GLq/XAk9EpqkiRE8Q2PpKUG8gZxCQZAHX/UpaQLmkTW0htB6SGvj0FOmoVkJLa5GX/f0uLt5no9Goyy+bkmShq2QzIj/FQu9s2igdrvNGEoc9MvidDotB7M1m0232z1oC6M9v4YhbbPZPB5PsVi0FNPlcnlZ0zg4jovFYpbXSz6fZ7+dRUiP1uHlT22+IrD30ONaSJMEsV4QuuviZtPQoKQF8Qbi7obUbjkmTQ+y0nCaltEkCE30tHmamDWhi52VzBQbbzw0raE7b8ahGihxS4x+vlf2k1OipOG3jyVlrFKpMBYaI4Z0uVwsebntdptddpCNj9BYGUg7HI5KpaIZc6X5t9lssifJMx7p2oY0iGlLOsIQQaJ/GE3H/ja3220po5vNJvswRZvNhpBmt7/2nTzPy2FpcGv3vNwKklVCA54pSJNQNK2hob10CvAsLp3ad7hPSV8TcsuFxgY5ujV4JmA2cXFrZDSdLKYV0MWOdjB0oWMyGFqfKaYZbaUpVzLCaCtWDR3vnIt1zsXOPLRz1fm6p0RJDyWjR9CXPM+zDHlqt9uFQmHYOwDt5crw/8pA2m63l0ol8/ueZrM58SmQ1zak5WRel8vSsO12u1gsTvwGCDoXz/OWMhqi0S6Xiz36hpBmuHYHv0UQb9h3xylZTPcJaFJWjMKzuZe7S2h5WNfSKXHplEZJq9VAafU8yNFNZDSBtD5ZjExvReMZ2npIr1oN3TkXg+kpV1deN3Q3RiXN7jQb3IuNX+E4zu/3M468GnmgVHh+3tJF2W63m82mKIrLmprLcZzT6WQZDj7C7QhtYrvdnsvlzCE9VE0YeuMm7TUPaUirtixsIklSIpGYeF/iOE4QBEsZXa1Wg8HgUFIeIW3Sq61f2nxFYJd0QhXTfZli/XgeRGidhpazu7uQJifympD7LxfKWl83LaChzYJnWkNrCK3Hs1ZD54fT0OcPdOh1WA2tLSimmTYjAdNmUJliapoYJIuBjD7/zMLqqmFC+hwLpBuNRiQS8Xg8pKuQj4/f8Hq9LFWRocpYNBod7VcPRpRqnL2G/9br9WAwONq3WFqD4zi32x2en7f8kR0/Jg2TGJpDeqjqqpZHB29Y85AGz3AqlbK87Ws0GsOS0tzIHMe5XC7LOzxJkka410RImxvf4tUNGx3ytJVLT8lKurcOkymm09CGkO65uzUCmgy70hBao56BzSaENsjl1sShV8F4aBXPb6qO7ou/jH5naW41ymhGdzeMekqn0zsCAafTOSlUA7FYfuxgbHSxWBzZF81xXDqdtvxVBWyXy2XgNLur0OICttk4jnM4HHNzc8lkslarmbMTdmNMJc1xXHh+3jJ6Oo5VDY96PUDaZrNBcrVljyoWi36/f1KXjNPpjMfj5udUkqR8Pj/ClYKQNuzPQzzpmr1y182P9MQ0lC6BHDHzTDGS0a1IZ+LoNoS0rKSJr1ujof+t0jGPQw89GFqDZ6vB0Po4NC2g9UOtNHFo6zSxUTR051xslaaMQedjUdLADEmSqtWqKIpzc3Mul2vM3x2e571ebzKZtBzQAt9eq9XGFCXsTvVWq1WtVkOh0ESc/ODf9vv9sVhscXHR8mcdjnd8JQ0gsYwjDDVKh+UHa51Amuf5cDhsWfALkOnz+ca8XqAXRaNRyzu8SqWyIxAY4esQ0izd2+w9HMftvPYm8Y4nukW5+x3dhpliXfVMMsV6DQXYEJMmp7Pn7jas+mmpoWkBrU/kNtDQmtFWq09Dd87FQEbPbOEnqLrM+sGkX2OHNMCj1WqVy+VEIrEjEHC73Tw/9IETTZnNZs01AcEVhPdY6g+bmMdut7OUdSRfWqvVEomEz+dzOBwjnFyO43iedzqdgiDEYrFSqcSOZ9iHMZW0zWZjrIVeKBQmcjsCxl8nkLbZbA6HIx6Ps9xl5nK5ubk5u33EaeY5jvN4PLFYrF6vm/tg6vV6JBIZLViDkDb59WB9yTV7pZzmLfOYIrQhnmn1rLQ1AhpktHjHE/Q4aRXSxLNNlLSlhrb0cuvj0NOVJqbR0H1TT2qGWsm+biWdm0Sjk7vdq27kFelzw0Ia+AGqOp1Oh+fnBUFwuVwsP0A0tNg1ZavVGs19R46RNDwez1CwlCSpUChEo1E4RsY7znJ4PQAAIABJREFUEjhMr9cbDAZFUSyXy4z3IuT+YFKQ5jguGAxaUgRCmCM4SIlh6cb6gTRkerPca0qSVC6XQ6HQsEYmbphMJtNoNMwJ3Wg0EonEyPeyCGm6G4/Y5nl+28J+2ekNYDb3chMZ3RXNKpjJv3c8YQzp/6zLbm161Who/dxWGkf3CJlivxucLDZsTTHN5NAsc1uxj7bqJ/RnZ3evumLdms43GqQJThqNRrFYTCaT4XBYEASv1+t2u51Op91u55XFbrc7nU632+3z+YLBYDweZ6kFQbYvSVKpVBqqCKjmAOl/IS/X0gNMvh0agOpEIhEKhQRB8Hg8LpdLc4wOh8Ptdns8HkEQgM25XM7SF6r5Is2/4ytpUHsseXmNRiOZTI7sNqCNvK4gzXEcZD6y3IfVarV0Oj03N0dcUIYeGvDB8DzvcrkEQYD7PEs3TLPZTKVS43hEENJ0Nx69bbfb5Qyy2x6TOT2yhr7jCRnYgyBN41kThAZaayqWmHu5p11DayaHHkJDX/xl9MxDO3duH2Ik4ugnftk+OSakCcYajUalUsnlcqlUKh6PRyKRsLJEo1FRFDOZTKlUqtfrlr81NKjAtT5mKFpjObvdHolERsCnJEn1en1xcTGXyyWTSfoYI5FIPB5PpVK5XG5xcXHYw6QPmW5PBNIcx+0IBFjuS2i3gcfjcTgcJBCmsaH5v+sK0jYlJdDn8+XzeRZOS5JUqVTABeX3+71eL9zzubqLx+Pxer1zc3OhUCiVSjE6nBqNRiaTGVama84jQlpjkNH/dczMysFpwmkNqomAVgt/yhVLtBpaJvTjAyFN3N0aAa1P5NbgWR+H1hN6qNFWlhpaM9pqaA2tIbR+tJXYS+Tu19AXfxl949Q/XJ9w2+3c6OdyCj7JAulWqzUUXGnSjNwGD+FkCQ32hloQI3B65GMZ4YOtVisWi42GSU23gloxluFM2ElJkorFYjqdjkQiwWBQEASfz+f1etmdqOsN0oTT2WzW0iNNekKz2YQbvkwmk+guyWQyk8nArV6z2TR3bsOmWq0WeEHGJDRWHNNcNWP9y3Hcxstndl57kzyFpToAWpnSijUOreJZgfTjJCbN87wakwYlrSe0HtKkVokezwZpYppc7iHTxDQFxfS53BpCW+dyawhtqqGpIDQki51/ZkEqz67SYVd0/2OBdLPZLBaLlmml5Ado/AZ4uZeD0HDsDocjEomw6Mvxj0W/BUmSGo2G+X1Ps9kMh8MTgTT8/rIP/YIh6c1ms16vV6vVUqmUz+fZ66WvQ0gDpz0eTyaTGfbmD+6Ape6i7y0mz0iStLi4KIriUJXF6MufbqOSpq0xgbZjZtafrMgVTu54vIvqXr1PKPlpIKBBQ6u+7sfFO3qQttlsPUhrMsX0QegRNPRKZorp49DaiiUaQus1tEHFEsgU+8tre9849Q9AaMOQ0gTO7gpuggXS1Wp1RyAQjUZLpRK7VjD5cTF5qdVqNZvNXC432jASdsvxPB8KhQqFgiRJLJLFZJ8ZX4JDq1ar2Ww2kUiYz34hQ3pyU2fCkPRYLFatVs1vDgYdSzabZbxjWJ+QBk673e5IJLK4uMji+h5kapbnQUDn8/lQKMSSs8lyXSCkWaw0xHug9My2hf1X3bAkp5Ld8biMZFpMkwQx0ui6uEFDyx+hIM1xXB+kaSWtCUJr0sT0Mlrr5V4LQ61AQH/04jVnHtr55S9t3bxpwxogNGMxk0qlAgOjIY2lWCwy+k5Zfm7o90DEDjKYGJEwxDWjeyvP84IgjKB+6H1maUMyfKFQSKVSMPwaKqCZ3BxMFtKAEPAfFIvFERCCkNZ1H+MneJ4PBoPQqUa7H7LsUeAqh/GBE7xMENLGZ3TMZ3med8zMCuINMqqlE3Kg+tBJhb5PUI8yjPvWQyflabUOnRQPnSTu7p6SNsGzfqjV0ITuVSy5eP5ay7XzQebi+Ws776cvnr/2b+/uh8fO++m/vbt/2PWLN+J/e3f/F2/E6Qb8a/h48ZdRsn52dvdHL17z+qNXHa4L4aBz9Q640vc3FiUNkIbP8jzv9/tFUQRUT0qGQlpWLpcLhULs4U/94YzwjMvlCofDhUJhgnce4MNsNpu1Wo2EeAVBIKLH5XKZO9snDmly+gRBSKfTkJFkcpegQQVCmr1rgYKKRCLZbLZWqzFGlzUG1/8LnphKpQK3eqQvse+Y+TsR0ub2GetVu93udru3Lez3Jys7crdcdcPSfOWY5Xr1wSNXHzyybWE/3Iv1lLQJpDUa+sNSRwNpRg39u8Inr6fffj5x7tm9E1nfOPUP556VvdAjr68/ehX5LLTh8cxDO888tPM7S3NSeTYcdK4ZAU063LCQBk1mt9u9Xm80Gs1ms+VyeRy8QVp4NpuNRqPLVB6cHOygBpQ/i0ajuVyuUqmM/KsKwWaI40ISeCQS8fl8+lqqlwrScPqcTmcwGEyn08VisVqtsgjroSBdqVTqpkupVHI6nYNOxwSfFwShWq2a7kud/dCG2jGe58H7nclk4BoZWVjD3V6hUEgmk8FgcJnuYp1OJ9yqmphr5BluhjKdzWaDeJDJntTr9ZWZWHbYPbd4v5xT5nRvviLg9s/LayCiNuBfo8eNl88Qt63q7gZIa1zchhp6OEL3NHTnQv6nJ6P5tC+TEODxwL4tmYRwfcKdSQgH9m2ZnjW52y34Nq32FG6TfjMCpMnWQDHMzc3FYrFsNlsqlarVaqPRaDabkAfTUhaovA1teB6SkiqVCvzuTKoAJ9mx0Row5hWGvuTz+cXFRZBB5HC6yT3q32az2Wg0arXa4uJiuVzO5/PZbFYUxXA47Pf7zW84WCC9rL9BUPdNEIRIJJJKpfL5fLlcrlartVoNziAcdbO7ZDIZRs+qw+GIxWKi6TJyVaxhzywU6jLdF3G57ex0OiGlI5vNFovFSqWiv0bg6iDXCFgdulahUIBke0EQGE/BsFaC99vt9nA4HI/HTcwVjUYnkqRmuYc7AgHLXuTz+Qi8LDc47W9gdM+qkDZMEzPPFNMKaP3k0JpaJfknH4zMbOGJ4TR7yFjaiXxc0xjz45qtre1/x4E0WIaufxmen08kEul0OpfLFQqFYrFYKpXKygLtXC6XzWbT6XQsFgsGgzAed6quNDmE5HB4PJ4dgUAkEkkkEqlUKqNbkslkIpGA0dLBYBCoTCqcWPYZS0jDBEorYBlyvIIghEKhSCQiiiKMCYJjhDY7yTiOs1stK3aFMu6M5fka8w3kGoGSPrFYLJlMptPpbDab0y1wgSQSiUgksiMQGGfM+lC7DTtpfupW7MTxPG++J1AuaagDXAtv7kFaI6PpoVbQph3d1oQu6KeefPLByBoYv7QGzvr4kNYYAX4WPR6Pz+cTlGVHIOD3+6Ht9XoZa4hqNnup/oVfLoduGVPTsEB6UnXWRjbdmMc48veuhw/CvRFUqfP0L6vrAlkPJ2uKjpEJ0iOU/LxAy+hc50KucyF/+kRY8G3ybbP7ttlntvDLuq5hZ/X4vWfikB5/l9bDFiwhXa/XBUFYASW9HqyNx4gWWCMWuCbk/vz89R1aRms09GQILXP67ecT994eOnrTdsb17q/OHb1p+7CPh+vC4bqw2it3Lmv3Qkgvq3kHbdztdptXvajVal6vFyE9yID4PFpgPVqgT0lrErk1OWLWBcX60sQUdzdoaOXxt/Lgq/8+l2JZP3ttH3kbtMnjZ6/tM1jP7pafhMfX9n304jVf/tJWTcx7PZ7dAceMkB5gmOV92uv1VqtV/TAb8ky1Wh2/0OPyHgNuHS2AFlhhC/Qp6WE19FAFxS7kOlCX+0JebsAjPPP+dZ3zB+T1g0zn/evkR7mR7luh5Cc8CW1tQbFk5x119snPXtuHkDbpSAhpE+Ms30uCINRqNYJkfaNSqSzTSJvlOyjcMloALbC8FlCVtEZDa1zcBhpaU1DMVEMTPNOTZ5w/IPMYwEwITSbPeD/dx+lfp1Rgk+rcWkLTJT9FhLR5p0FIm9tnmV6dm5szLwtaLpftdvsyfTtuFi2AFliVFlCV9LJqaA2bLafN0MhoIDTB869TsmLWrH2TQ4ufnd0NVTxX5SlZ/p1GSC+/jQ2+IRQKNRoNvYAmz+RyOUyuNjAcPoUWWM8W0EJao6FZhlr9jk7kziuJ3H2haNXLTVANupmoZ83cVhoNbTltRh+e1TkzUEmbd2mEtLl9lunVSCRiXucrmUwipJfJ+LhZtMBqtcDQkB4qDk3ADA0az8TRTVzcIKBpGW2toWkvt0Lot8XOm6ikLXojQtrCQMvwMsdxoiiaF4mMRqMI6WWwPW4SLbCaLdCD9Aga2mAwNIOGpkPRNKFpPFsK6G6OWKenpGU8w4pK2rxLIqTN7bMcr9rt9kwmYz65xY5AAMdfLYfxcZtogVVsARXS1oQudvo0dL4zjpdb4+LW4FlDaNUBfp2caPZ+uhuNNtbQKqQxJm3aJRHSpuZZlhedTmc+nzdR0s1mEwdJL4vpcaNogVVtAQNI6+PQfXi2SuTW53LrvdwaAa2BNMkRez/d+e2Nnd/f1fn4/6rr7++SnwFUG2loGdJvq+5uHCc9qGcipAdZZvmet5xMulKpuN1uVNLLdwpwy2iBVWkBLaT1hP7DeBpaQ2h2Df1BRsbzf/xz569/6Pztzx15+bvc+PM5+fn3r+s6unte7q67O47Z3eZ9ESFtbp/leNXS5rlcbmVmclyOo8NtogXQAstlgT5I6wm93BqarlhCBDQ0fn+XzGMZz39XCK1AWm7/Xcb2x/9X5XQ3Dq0QOt55U14B0qikB3UaS2C02+1KpeJyuQZtAZ8f1gLxeNzE191qteLxOA6SHtaq+H60wNq3QA/SekL/QVOxZMg49Mga+tepzr9UZEL38NzFNPn7tz/Leho83j1O90Ea59gY1H0R0oMss0zP2+32UqlkkjXWbDaDwSD6upfJ/rhZtMAqtoAKaS2hNXi2ikNrhlpZliuhBbQmTQyGXX38f80IDXr6z+dkMa0SWsUzKmmWvoiQZrHSpN7DcdyOQMC81tji4iJW7Z6UwXE7aIE1ZYFw0Pnpe/kv/vX6Dl37U+/lNsnltiS0Jg6tIbQBpK/rymji6CYKmmr87c+y4NZD+lwM3d3mfRQhbW6fyb7qdDqz2ayJr7vdbmcyGfR1T9bsuDW0wBqxwM7trt+8ekCGtCqmL6mGhmj0v1TkqLOJr5uQGjzeShwaNHTnXKzzZvyjF6+5PuHGmPSgPoqQHmSZiT/P83woFKrX6ya+bkmS0Nc9ccvjBtECa8QCgm/TK/+U6kFar6FNKpZYamjNUCtLDQ0VuX97YxfSpkq601HD0m+KwGb5UVk/evGa5G6E9MAuipAeaJqJvsBxnM/nK5fLJoRut9vlchkHX03U8LgxtMAassDmTRuefDBy8fy1nUuYJgYCmsyZYZk1RpT0b29U3d1dPAOkX3/0KsG3CdNwBvVThPQgy0zweSC0paO72WxiNdAJmh03hRZYaxbgOE4qz376Xl52d/dk9JCJ3MNmiunj0ITQ7yTlWiX/8c+Ku9tUSf/1D3JMWvZvK0qa4vR3luZmtvBr7VRN7ngQ0pOzpfGWeJ73+Xy5XM48FN1qtQqFAqaMGRsRn0ULoAXAAteE3GpYWoW0ZlYrq4mtxhlqpdHQgOq3E7If2zws/bc/yyDX4blzLvaX1/Z++UtbMSBt0r0R0ibGGfMljuOcTmcwGDQvAgrTU9ZqtWAwiJNqjGlz/DhaYI1b4LLLuIfvWfj8/PWdC4qANknk1pf8HFZDA5XpR1pDy22lKPevU2qtMeLZ7jW6dcdg/BUloDvnYhd/GX390atmtvDo6zbptQhpE+OM/BLHcSCgY7FYtVo1j0O32+1Go4EFTEa2Nn4QLbC+LJDc7X77+YScPtaXJtavoS3TxIYdavXrVHe2jKTagOIk7yRlifz+dXJZMbUmaNfv/bc/y8/8+Zw6+Kqf0J1zsY9evEYqz2IZE/Pui5A2t8+wr3Ic53A4vF5veH6+UCg0Gg0QyiaPzWYznU5jvtiwpsb3owXWqQU2b9pwuC588nq6n9PUvJMroKF7E2Z0Z7h6/zrZ7/0f/yxTmaxQuFuHZ5DRj9+3E1PGLDsxQtrSRJZv4JSF53mXyyUIQiQSyefzjUbDUkC32+1ms5nNZjEUbWlkfANaAC3Qs4DH43n4noX/PpfqXOhnMwuex9XQXSr3OE1NmyHPUHmdLJ3/paKWGNMR+uIvo+DoDgedGI3undQBLYT0AMNYPw2i2el0er1ev98fCoUSiUS5XGbEc6vVajQaqVQKZ6W0tjW+Ay2AFtBYYOd215MPRv77nDJsmka1uaNbMxhaM++kPpF7kJfbkNCkLjcBs1GyGBD6+oQbHd2ac2r4L0La0Cz0kyCUIcxst9udTqfH4/H5fDsCgUgkIopiLpdbXFw0T97WuLtbrVa1Wk0kEi6XC3MmaGtjGy2AFmCywGWXceGg88kHI5+8npZHTrNoaA2hGcuV9JLFTDU0IbRarkQ71ApGRX92dvfrj151fcK9edMGpuNc929CSJt3Abfb7fV6BUHYEQgEg8FIJJJIJLLZbLlcrlarjUZjKDYDqhuNRqFQCIfDTqcTCW1uf3wVLYAWMLOAb5v9+J2ht59PXDx/rYxqWkZrRltpCG2poXts7s8UG6ihYdoMKChmQOiLv4x+9OI1j9+3E4uAmp1R3WsIaZ1J+p4QRTGbzZZKpWq12mw2NYJ42H8lSapWq8lkUhAEHG3VZ2j8By2AFhjNAjNbeKk8+9OTUVVSA6fNCT2+hqZ1s9zuTmxlVK7k4i+jf3lt7+uPXvWdpTmMQw97lhHS5hZjGeLMgmrAcy6XC4VCKKDNbY6vogXQAsNZgOO4a0Lu43eGzj2797/PpWRJTUPaXEPTw6ANy5W8k1SngrbQ0AqnSTRaaQCezz+zAAJ686YN6Dwc7tTabAhpc4vFYrERHNoE261WC/CczWbD4TCOszK3Nr6KFkALjG6BmS38gX1bHr5n4dyzez96dd/f3t0vo1pDaI2Gtia0Jg5NJXKrYrqroWUx3fNyX/xl9LOzuwHPX/7S1p3bMftmxDPr8/mKxaL51EyVSsXlco34Bav8Y3Nzc+bTPxMeaxqSJNXr9XK5nMlkAM/o317lfQF3Hy2wGiywedOG5G730Zu2nz4R/s2rB/77XOpv7+6XgW0ZhNYncms1tNh5WwNpmtBxGP38l9f2nn9mAZzb1yfcvm12VM/jdBy73R4MBkVRzOfzlUql2WzqR/euZ0h7PJ5isai3iQbJ8G9LWRqNxuLiYi6Xi8ViOwIBh8OBXXScLoqfRQugBYa2gNPpDAedX/7S1ofvWTh9Ivz284mPXt0HwJanxJjMUCsgtAg+7Y9evOb8MwtnHtr5+H07pfLszu0urPc59Gkb8AGO4+x2u9frDYVC6XS6UCjUajU6SWo9Q5rn+UwmYwJpcGjX6/VKpVIsFrPZbDwe3xEIeDweux3vIAf0OXwaLYAWWBkL2O3czu2u6xPuu7869/h9O396Mnr+mQUA9hdvxEFkyzpbm8ut83IrGvqLN+JfvBGHaiR/eW0vgPn1R696/L6dR2/a/uUvbQ0HnTj6eVnPLM/zXq83EomkUqlSqVSr1SRJWs+QttlskUik2WxKkgQ8liSp0WjUarVKpVIulwuFQiaTicfjoVBIEARMClvW/okbRwugBUaxwGWXcZs3bfBts4eDznzad7gufGdp7vSJ8E9PRt849Q+yzn7xmo9e3ffRq/s+O7v7s9f2ySs0zu7+7Oxu+aUXrwEkv3HqH848tPP0ifB3luYO1wUAs+DbhElho5yYUT/D87zD4RAEIRqNZpXF4XCMurFV/zmv15tTlmw2m8lkUqmUKIrRaBSo7PF4nE4niuZVf5rxANAC680CM1v4cNB5YN+WL39pq1SePVwXjt60/TtLc/r16E3bD9cFqTz75S9tvT7hDgedGGment4C9ajXc9ITz/MeZXE6nRhgnp6eiXuCFkALTMwCHCdL7c2bNsxs4X3b7PQ6s4WHlzC5ZmLmxg2hBdACaAG0AFoALYAWQAugBdACaAG0wLRbgMxAYN7gh1kuu8x8Y+qr024a3D+0AFoALYAWQAusgAX0zKSZa6cWB7U4u4tr+KX7Ufkv2ST1PXZ6B3ie1+zhCtgEvwItgBZAC6AF0AIragEN6ggIgY4AS8Cny+VyKwuk1Xg8Hm938VGLMN5CbcnX3byXfCPsANwAEJbDrpI91xzRiloTvwwtgBZAC6AF0ALjWIBmGICN8NjpdGpIDJgEcPr9fkEQ/MoyNze3IxCANdi/hIyW8Py84ap/bzAYDIVCZJPkW+aUBb4dbgNgr2APgeJut9vlcsEthcPhsNt74psc9Timw8+iBdACaAG0AFpgwhYgfCJIJvqYVsZerxewBwj0+/1AYsJLAKrK2nA40l2i3SXWXeLUIjIs1NvjsI3uJqPdL4mEYZmfh90gewUU18CbkJsob5DdBNvEJhO2NW4OLYAWQAugBdACLBYADtFgBqEMohOQbMjjHoy7JAZkxmKxeDwOzE0oS1JZUsqSVpYMtUBZDPZH8lHYFGwWviKZTCYSCfjqeLwP5EDxcDhMw5uQm2hur1f1mYPapnU2ApulO+F70AJoAbQAWmBcCxiC2e12Q/yYCGWNSg6FQuH5eaBdNBoFLQs8TiQShMQEw8BdqMqUy+XyylJQlqKylKil3F0WFxfL5TL92H2lTN4OHy8Wi7A12DIp/wQVoDKZTDqdTqVSsGMAb5rcNLZBcNPMJk5yj8czCNjjngb8PFoALYAWQAugBYgFaDY7HA5Dxez3+3cEAgAtVSsrQhmoTCM5lUql0+lMJkPDOJ/PFwqFYrEIQAW+Li4uVpSlWq3WlKVOLQ1qaRot1OsN6nN12FRVWSqVyqKywDeWSiUa4blcDnaSJrcG25GI4ipX/OSE2RBf1wCbdomDSYmFsYEWQAugBdACaIGhLUDwbLfbSdoX0c2Q50WzOWwEZj2VaSSD/K1UKkDNWq1Wr9cbjQZgV1IWMmvQrd3l0KFDt9566yG2pfsh9S89D6AkSfBFQPR6XUZ4tVoFeJfLsgoHbOfzeaK5aWaLogg6OxqVI9xyaLsL7B2BwNzcHAE2uMTdbjfQmh7lNfSJwQ+gBdACaAG0wHq2AMdxEG8G6Uz7tGk2a0QzrZiJXAa2EaFMqAyKFuhI5gUiQAX+3tldDivL3cpyVLfca7To3nUUPn733XfD1mDbBPS33npru92GSXyB3KC/AdvgSNcwGzzk4B6nFbYK7H5aC4Lg88njviBs73K5SOgahfV6vtbw2NECaAG0wBAWADzb7XaHwwEjpmjpTFKy5UgzpZtFUYQAM81mUMylUomAuVqtEqEMs/W1222iie+8804CY0AswPf48eP33nvv8e7yTWp5oLt8u3/pPi3/pd7+TdgGzXT4Ij25gdntdhvUdqMh+8wNgU284hpa97R1OKz3hAOtYUwXpIUjqofopvhWtABaAC2w3iwAkNDg2efz0dI5GAzCYKVIJBKNRkE6J5PJVCoFYWZI9QLdDGyGiHK9XidymYDZhMrHjx//5je/+cADDwB8H3rooYep5bvd5XumS/dd8l/q03LzoYceApADwml4Hz2qau7Dhw/feeedILWB2QBsUNjgFScucfCHE20NGeN9nnBKWGt84BpUr7eOh8eLFkALoAXQAhYWIAKa5IWRbG1D9TwIz5D8BTlfRDdLkgSR4FtvvRWczIcPH7777ruJXAZGEioTJANlCYi///3v/+AHP4DHH3SXU1ZL943y3+8rC2wQNg7wfuihh7797W+D7NYDG2gNwL711ltbrRahda1WIwFsiF6DsIa4tQbVMJQLVDWEq4kDXBOrtjhb+DJaAC2AFkALrB8LAKH14WeCZxDQoJ5hQHMikYCMsGw2C+qZxjPkf4F01uhmYDPxY4OQfeCBB2gwA0QBqD/4wQ+Awj9Slme7y+nu8pyyvPDCC9Cg/+2+Rf4Ln4ONwAYJs7///e9/73vfI8x+SFkIsGFXQV7T2hoC2M1ms9Fo0G5wDaphNJcoirFYjDjAoerZjkCASGp6yBbklK2f7odHihZAC6AF0AIDLUAITUegaRc3GegM46kg/Ez7t/XO7UajASFniDeDW1uP50FspsEMcAXcPvfccy8oy0vK8rKyvNJdzp49+8orr8AjPAdvgDfDB4HlemYTYAOtaXkNtxGGqNb4wGkHeKFQ0EhqyAM34bTX6yVDq5HTA/srvoAWQAugBdaPBQihnU4nSeHWEro/QYyOQNOpYTCMCrK1wb9tSGhwJkOkGVj43e9+93vf+x6tm3/0ox8Bm4ksBtACes+ePfsLavmV6QJvPNtdXnnlFZrZwP5nn32WKGziD4cwtsYNfu+992okNckJbzabkFkG3m/IAyeB6nQ6TVzfyOn1c33hkaIF0AJogbEsQCANMpqU8ySObpLFbeLlJglikLltSGjav60X0BBmPnXqFPFpnz59GnTzSy+99PLLL3chq+IZuPzWW2998MEH8PiB0fKWsvzqV7966623fvWrX9HAfvnll1966SWQ14BqwmmiqmkHOMkSpyU1xNcZ9bSB33t+PhgMwnBqeoAWnUc21tnFD6MF0AJoAbTAqrYAz/OkUIlmqBXkN2nGWdEyOpfLEUd3pVIZFIfWe7m//e1vQwRao6E1ApqoZyD0L37xC8JmDZh/Z7TQ1Ca0BlQT5BNVTUvqU6dOafT0ww8/DGllJKdMo6c18WkipguFAohpkkdmEpzWJJHBuKxV3btw59ECaAG0AFpgLAsQSBNft8/nIzU+6Wi0Jp2bDLUqlUqQy00gDQXCDh06pAlF06OqwNFNEsRIEJpEoEHjvvzyyxBmBhc3DWnCaQD0H/oXeFLDafg40dO06/u5556DQPWPfvSjU6dOgZiG3SNX4gjpAAAGrUlEQVTxaTqVTANpkvKtTyIbyuNtWJVsrBOMH0YLoAXQAmiB1WsBAmmXy2WopEOhEEnqFkURlHQ6nYakbqKkFxcXCaT17u6jR48aurs1Shrc3c8++yzt637ppZdoToOeBmVMOA0wJnJaw2bwdRNCg4yG8DZ4vA0JTVK+AdLf/va3v/lNuRYK7e6GZG/DsDSMnwYlDYOnB7m7wePt9/sNlTTHcau3d+GeowXQAmgBtMBYFiAxaZbEsXg8DmXFILWbiGmYnYL2eIOYJqOi9R5vEpYGTkPiGOhpcHrT6dwQliaRaZDCAF3ySLBNNwiYiXoGQusD0pA7ptHQdO6YYY43qXPSarXIWCzi6y4Wi0PJaIA0JniP1aHxw2gBtABaYC1ZQF9ljOSO9Tm9uwnehNNETOfzecMR0oTTtN+b6Onjx49DNTE6OE2jmlbVGmENzCbyGjzhJMz8i1/8grRJA6hMItCQNE7823oXN41n2sttmN0NtU3MHd2pVCqRSNAFyMhQ6bm5uUFZYyij19K1hseCFkALoAVGsQCI6UHpYzDJFcnxpkuB0mW6C4UC1OiGgVgkzbvVahkOxIJa3CBPSR7Zww8/rBHWRFtrsr7JgOkXXngBXNYAYPJInofYNji0aSoTMJNcbn09E9g9Qxc3TMNFKnubD77SENqk7hid142EHqU342fQAmgBtMDaswCrnp6fJ/FpkNSaomMmqGapO6YZPE0Dm4yiJilmgG3yCBln8AgOc/IS8Bhc2VAilCRv02CGgt50cVBN+JmUGyNpYvTYaH0Rb5hvI5lMGmZ0B4NB1NBr71LCI0ILoAXQAstiAeA0z/P64qCCIOiHTZPqY5pUMjJXNBk8TRLKYBZIzZxXZPZJ2hMORbzBHw55WyCyNaW8SXI4QFf/CG8gj/BxerIN/TQbBMya/G2NdCbO7UqlosdzJpMhaWLxeByql0QiEXBxk0wxQRBIOjfMXAnTg6KGXpYujhtFC6AF0AKr3QIjo9pwnkqIVWto3Wg0ms0mHbGmg9aQYkaywckMleB5piegBCc51Nkmdb8J0cnzUDIM9LHhtFfgzSYTVsKclWSqaZK5TSashDLdNJtJBdBsNjtotkoSgYZ63XQit2Zi6dXehXD/0QJoAbQAWmB5LUCi1IaqmiSUBYNBOlYdi8XYZ5UGeQ3ApieWJgFsehZLQm4NvAHh9CMUG6Efyau0RAaVrJ9DmshlMs8VPY00me2KLvkJBbppzzZIZ7X2JzU9pSWeUUAvb7fGraMF0AJogbVkAaKq6Zwyeiw1oXVIWejaZHTlEzq/jDjDIcuMzGgJzIZ0M5g7i5AbgtnESQ6yG5QumfXycHcBtJNHukFmhgYSg0SGSmE0kgmVYQ5KUMzlcrmoLGRIFT30OZFIaKLOYYrNMCUlnb9Nz0qJE2mspUsGjwUtgBZAC6y0BWhUg7DWTJZFz8ahamslv4xOMaOroGSUhUxwCSO4aMc4TW4a3iC7CcIlaoFot/6ReovcbHYXmAUEUrKJ+5oWyqCVSVHPrLJAaU8INgOY+0RzOAw3K6QcN5mGEgLPkLntcDig3icYdqVPJ34fWgAtgBZAC6xJCxBa00XK6GKigrKQFDMC7J7CjkZhlg7iFU8pC5HaQG6okQKaGyqalZQFSqYs9i8VhoX+BGwENgjiuKAseWXJKYsJkmMwKXQ0GlEWopgHgRkqkzidTmTzmrwo8KDQAmgBtMDUWUBDa728psuhaJgNMWyCbUgRB984ITdJF08rSyaTAWoShANKySPw1fCRvIdukK2BpodvgdsFmE1SVBZSeITkZsP4ZjpDG8LMUNFTkwtGgxl82hhynrqujDuEFkALoAXWtgVoYIPC1jPbpyygs/1+P2AbaqTARFswjUdYWUChRrsLKO+4sgA7geUJZUmyLfBmeCQAhm2CMI51v07Vx+EwSGTCY41QhgAzTWUSZrYrCxlJhWBe2/0fjw4tgBZAC6waCwCwITMcKOVQFqfTCWFs8I2T1DOfz0fIDTloOwIBAm8AJER5VYrPz9MgB6AO9Qgflx+VxC4SQoZ7BSAx7APJ9qJ5DKFlj8dDO7GJH5vIZQTzqumyuKNoAbQAWmA9W0CPbRCaNLxJGppHWbzKAuKbUJxmOWhxIseBqSyPc8riVxbYIDzCt8A3wrfDnriVhWR7AYwh54sWyojk9dzD8djRAmgBtMCasgDBtsZPDq5yu91O+A3629VdAJnwCBAd7ZHeTnfbLqeywFfDbYQhjMnOr6lTggeDFkALoAXQApOzwP8PZQVZuX3/uqcAAAAASUVORK5CYII="}}},{"cell_type":"markdown","source":"# 2. Data science Libraries in python:\n\nPython has emerged as one of the leading programming languages for data science due to its versatility and a rich ecosystem of libraries. These **libraries** empower data scientists and analysts to efficiently work with data, perform ***statistical analysis***, create ***visualizations***, and build ***machine learning models***. In this section, we'll explore some of the key data science libraries that make Python a powerful tool in the field of data analysis and machine learning.\n\n![image.png](attachment:0377ee70-c8d5-4ae7-bcb5-72f4ac6ce322.png)\n\nIn the subsequent sections of this document, we will delve deeper into each library, exploring their features, use cases, and code examples to demonstrate their capabilities in real-world data science 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2. 1. Install and Import Libraries in Python  \n\nIn this section, we will discuss how to install and import libraries, laying the foundation for your data science journey.  \n\n#### **Installing Libraries**  \n\nBefore using a library in Python, you need to install it. The most common way to install libraries is by using a **package manager** called **pip**. Open your terminal or command prompt (CMD) and run:\n\n##### *pip install library_name*  \n\n\nAnother installation method is **conda** (a package manager for data science libraries). You can install libraries using the command line by running:  \n\n##### *conda install library_name*   \n  \n  \n\nfor example:  \n","metadata":{}},{"cell_type":"code","source":"!pip install pandas   # Adding an exclamation mark (!) before \"pip install\" tells the notebook to execute it as a shell command, not a Python command.","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:53:53.458021Z","iopub.execute_input":"2024-01-14T16:53:53.458553Z","iopub.status.idle":"2024-01-14T16:54:09.464834Z","shell.execute_reply.started":"2024-01-14T16:53:53.458514Z","shell.execute_reply":"2024-01-14T16:54:09.463683Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"Requirement already satisfied: pandas in /opt/conda/lib/python3.10/site-packages (2.0.3)\nRequirement already satisfied: python-dateutil>=2.8.2 in /opt/conda/lib/python3.10/site-packages (from pandas) (2.8.2)\nRequirement already satisfied: pytz>=2020.1 in /opt/conda/lib/python3.10/site-packages (from pandas) (2023.3)\nRequirement already satisfied: tzdata>=2022.1 in /opt/conda/lib/python3.10/site-packages (from pandas) (2023.3)\nRequirement already satisfied: numpy>=1.21.0 in /opt/conda/lib/python3.10/site-packages (from pandas) (1.23.5)\nRequirement already satisfied: six>=1.5 in /opt/conda/lib/python3.10/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"#### **Importing Libraries**\nOnce a library is installed, you can import it into your Python script or notebook. Importing makes the library's functions and classes available for use in your code. You can import an entire library or specific modules or functions from it.","metadata":{}},{"cell_type":"code","source":"import pandas                       # import an entire library\n\nimport pandas as pd\n\nfrom matplotlib import pyplot as plt      # import an specific modules or functions from library","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.467747Z","iopub.execute_input":"2024-01-14T16:54:09.468155Z","iopub.status.idle":"2024-01-14T16:54:09.474524Z","shell.execute_reply.started":"2024-01-14T16:54:09.468114Z","shell.execute_reply":"2024-01-14T16:54:09.473068Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"markdown","source":"#### Some General-Purpose Libraries:\n\nHere are a few commonly used general-purpose libraries in Python:","metadata":{}},{"cell_type":"markdown","source":"**random:**\n\n**Purpose:** The random module provides functions for generating random numbers and performing random operations.  \n","metadata":{}},{"cell_type":"code","source":"import random\n\nrandom.seed(67986)\n\n# Generate a random integer between 1 and 10\nrandom_number = random.randint(1, 10)\nprint(\"Random number:\", random_number)\n\n# Generate a random floating-point number between 0 and 1\nrandom_float = random.random()\nprint(\"Random float:\", random_float)\n\nrandom.choice([5, 9, 12, 7, 17, 6])\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"**os:**\n\n**Purpose:** The os module allows you to interact with the operating system, providing functions for file and directory operations.","metadata":{}},{"cell_type":"code","source":"import os\n\n# Get the current working directory\ncurrent_directory = os.getcwd()\nprint(\"Current directory:\", current_directory)\n\n# List files in a directory\nfiles_in_directory = os.listdir(current_directory)\nprint(\"Files in directory:\", files_in_directory)\n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.494760Z","iopub.execute_input":"2024-01-14T16:54:09.495315Z","iopub.status.idle":"2024-01-14T16:54:09.501736Z","shell.execute_reply.started":"2024-01-14T16:54:09.495276Z","shell.execute_reply":"2024-01-14T16:54:09.500752Z"},"trusted":true},"execution_count":7,"outputs":[{"name":"stdout","text":"Current directory: /kaggle/working\nFiles in directory: ['.virtual_documents']\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**math:**\n\n**Purpose:** The math module provides mathematical functions and constants for performing common mathematical operations.","metadata":{}},{"cell_type":"code","source":"import math\n\n# Calculate the square root of a number\nsquare_root = math.sqrt(25)\nprint(\"Square root:\", square_root)\n\n# Calculate the sine of an angle in radians\nsine_value = math.sin(math.pi / 2)\nprint(\"Sine value:\", sine_value)\n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.506035Z","iopub.execute_input":"2024-01-14T16:54:09.506353Z","iopub.status.idle":"2024-01-14T16:54:09.514680Z","shell.execute_reply.started":"2024-01-14T16:54:09.506325Z","shell.execute_reply":"2024-01-14T16:54:09.513748Z"},"trusted":true},"execution_count":8,"outputs":[{"name":"stdout","text":"Square root: 5.0\nSine value: 1.0\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**collections:**\n\n**Purpose:** The collections module offers specialized data structures beyond Python's built-in data types.","metadata":{}},{"cell_type":"code","source":"import collections\n\n# Create a counter to count occurrences of elements in a list\nword_list = [\"apple\", \"banana\", \"apple\", \"cherry\", \"banana\"]\nword_count = collections.Counter(word_list)\nprint(\"Word count:\", word_count)\n\n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.515803Z","iopub.execute_input":"2024-01-14T16:54:09.516184Z","iopub.status.idle":"2024-01-14T16:54:09.526971Z","shell.execute_reply.started":"2024-01-14T16:54:09.516151Z","shell.execute_reply":"2024-01-14T16:54:09.525940Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"Word count: Counter({'apple': 2, 'banana': 2, 'cherry': 1})\n","output_type":"stream"}]},{"cell_type":"markdown","source":"**datetime:**\n\n**Purpose:** The datetime module provides classes for working with dates, times, and intervals.","metadata":{}},{"cell_type":"code","source":"import datetime\n\n# Get the current date and time\ncurrent_datetime = datetime.datetime.now()\nprint(\"Current datetime:\", current_datetime)\n\n# Create a specific date\nspecific_date = datetime.datetime(2023, 9, 30)\nprint(\"Specific date:\", specific_date)\n\n\n# Calculate elapsed time for running\nst = datetime.datetime.now()\n\nfor i in range(1000000):\n    i += i\n\ned = datetime.datetime.now()\nelapsed_time = ed - st\nprint(\"Time= \", elapsed_time)","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.528197Z","iopub.execute_input":"2024-01-14T16:54:09.528505Z","iopub.status.idle":"2024-01-14T16:54:09.728389Z","shell.execute_reply.started":"2024-01-14T16:54:09.528479Z","shell.execute_reply":"2024-01-14T16:54:09.726831Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stdout","text":"Current datetime: 2024-01-14 16:54:09.534517\nSpecific date: 2023-09-30 00:00:00\nTime=  0:00:00.188453\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 2. 2. Pandas (Read and manipulate tabular data)\n\n**Purpose:** Pandas is a versatile data manipulation library that simplifies working with **structured data**. It introduces two fundamental data structures: **DataFrame** and **Series**, which are essential for *data cleaning*, *transformation*, and *analysis*.\n\n**Key Features:**\n\n* DataFrames and Series for tabular data\n* Data indexing and selection\n* Data cleaning and preprocessing\n* Data aggregation and merging","metadata":{}},{"cell_type":"markdown","source":"#### **Creating a DataFrame:**\n\nA DataFrame is a core Pandas data structure that represents tabular data. You can create a DataFrame from various data sources, including **lists**, **dictionaries**, **CSV files**, and **databases**.","metadata":{}},{"cell_type":"code","source":"import pandas as pd\n\n# Create a DataFrame from a dictionary\ndata = {\n    'Name': ['Jina', 'Yalda', 'Kian', 'Nika', 'Javad', 'Hasti', 'Siavash'],\n    'Age': [22, 20, 9, 16, 22, 7, 17],\n    'State': ['Kordestan', 'Tehran', 'Khozestan', 'Lorestan', 'Mazandaran', 'Sistan & Baluchestan', 'Tehran']\n}\ntype(data)\n\ndf = pd.DataFrame(data)\ndf\ntype(df)","metadata":{"execution":{"iopub.status.busy":"2024-07-28T15:59:28.098450Z","iopub.execute_input":"2024-07-28T15:59:28.098831Z","iopub.status.idle":"2024-07-28T15:59:28.107652Z","shell.execute_reply.started":"2024-07-28T15:59:28.098799Z","shell.execute_reply":"2024-07-28T15:59:28.106663Z"},"trusted":true},"execution_count":4,"outputs":[{"execution_count":4,"output_type":"execute_result","data":{"text/plain":"pandas.core.frame.DataFrame"},"metadata":{}}]},{"cell_type":"code","source":"# Read data from a CSV file\ndf = pd.read_csv('/kaggle/input/introds/Drug.csv')\n\n# You can view the top or bottom rows of a DataFrame using head() or tail() methods\ndf.head()\ndf.tail()\n\n","metadata":{"trusted":true},"execution_count":17,"outputs":[{"execution_count":17,"output_type":"execute_result","data":{"text/plain":"     Age Sex      BP Cholesterol        Na         K   Drug\n0     23   F    HIGH        HIGH  0.792535  0.031258  drugY\n1     47   M     LOW        HIGH  0.739309  0.056468  drugC\n2     47   M     LOW        HIGH  0.697269  0.068944  drugC\n3     28   F  NORMAL        HIGH  0.563682  0.072289  drugX\n4     61   F     LOW        HIGH  0.559294  0.030998  drugY\n..   ...  ..     ...         ...       ...       ...    ...\n195   56   F     LOW        HIGH  0.848774  0.073380  drugC\n196   16   M     LOW        HIGH  0.743021  0.061886  drugC\n197   52   M  NORMAL        HIGH  0.549945  0.055581  drugX\n198   23   M  NORMAL      NORMAL  0.784520  0.055959  drugX\n199   40   F     LOW      NORMAL  0.683503  0.060226  drugX\n\n[200 rows x 7 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Sex</th>\n      <th>BP</th>\n      <th>Cholesterol</th>\n      <th>Na</th>\n      <th>K</th>\n      <th>Drug</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>23</td>\n      <td>F</td>\n      <td>HIGH</td>\n      <td>HIGH</td>\n      <td>0.792535</td>\n      <td>0.031258</td>\n      <td>drugY</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>47</td>\n      <td>M</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.739309</td>\n      <td>0.056468</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>47</td>\n      <td>M</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.697269</td>\n      <td>0.068944</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>28</td>\n      <td>F</td>\n      <td>NORMAL</td>\n      <td>HIGH</td>\n      <td>0.563682</td>\n      <td>0.072289</td>\n      <td>drugX</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>61</td>\n      <td>F</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.559294</td>\n      <td>0.030998</td>\n      <td>drugY</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>195</th>\n      <td>56</td>\n      <td>F</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.848774</td>\n      <td>0.073380</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>196</th>\n      <td>16</td>\n      <td>M</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.743021</td>\n      <td>0.061886</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>197</th>\n      <td>52</td>\n      <td>M</td>\n      <td>NORMAL</td>\n      <td>HIGH</td>\n      <td>0.549945</td>\n      <td>0.055581</td>\n      <td>drugX</td>\n    </tr>\n    <tr>\n      <th>198</th>\n      <td>23</td>\n      <td>M</td>\n      <td>NORMAL</td>\n      <td>NORMAL</td>\n      <td>0.784520</td>\n      <td>0.055959</td>\n      <td>drugX</td>\n    </tr>\n    <tr>\n      <th>199</th>\n      <td>40</td>\n      <td>F</td>\n      <td>LOW</td>\n      <td>NORMAL</td>\n      <td>0.683503</td>\n      <td>0.060226</td>\n      <td>drugX</td>\n    </tr>\n  </tbody>\n</table>\n<p>200 rows × 7 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Get information about data types.\ndf.info()\n\n# # Get summary statistics\n# df.describe()","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.817718Z","iopub.execute_input":"2024-01-14T16:54:09.818834Z","iopub.status.idle":"2024-01-14T16:54:09.852334Z","shell.execute_reply.started":"2024-01-14T16:54:09.818796Z","shell.execute_reply":"2024-01-14T16:54:09.851060Z"},"trusted":true},"execution_count":13,"outputs":[{"name":"stdout","text":"<class 'pandas.core.frame.DataFrame'>\nRangeIndex: 200 entries, 0 to 199\nData columns (total 7 columns):\n #   Column       Non-Null Count  Dtype  \n---  ------       --------------  -----  \n 0   Age          200 non-null    int64  \n 1   Sex          200 non-null    object \n 2   BP           200 non-null    object \n 3   Cholesterol  200 non-null    object \n 4   Na           200 non-null    float64\n 5   K            200 non-null    float64\n 6   Drug         200 non-null    object \ndtypes: float64(2), int64(1), object(4)\nmemory usage: 11.1+ KB\n","output_type":"stream"}]},{"cell_type":"code","source":"# Create a DataFrame with missing values\ndata = {'A': [1, 2, None, 4],\n        'B': [5, None, 7, 8]}\ndatadf = pd.DataFrame(data)\ndatadf\n\n\n# Detect missing values\nmissing_data = datadf.isna()\nprint(\"Missing values (T/F):\\n\", missing_data)\n\n# Create a mask for missing values\nmask = datadf.mask(missing_data, 'Missing')\nprint(\"\\nMasked DataFrame:\\n\", mask)","metadata":{"trusted":true},"execution_count":9,"outputs":[{"execution_count":9,"output_type":"execute_result","data":{"text/plain":"     A    B\n0  1.0  5.0\n1  2.0  NaN\n2  NaN  7.0\n3  4.0  8.0","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>A</th>\n      <th>B</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>1.0</td>\n      <td>5.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2.0</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>NaN</td>\n      <td>7.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>4.0</td>\n      <td>8.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Select the One or more columns\ndemo1 = df.Age # OR \ndf['Age']\n\ndf[['Age']]\n\ndemo2 = df[['Age', 'Sex', 'BP']]","metadata":{"trusted":true},"execution_count":14,"outputs":[{"execution_count":14,"output_type":"execute_result","data":{"text/plain":"   Age\n0   22\n1   20\n2    9\n3   16\n4   22\n5    7\n6   17","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>20</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>9</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>16</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>22</td>\n    </tr>\n    <tr>\n      <th>5</th>\n      <td>7</td>\n    </tr>\n    <tr>\n      <th>6</th>\n      <td>17</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Filter rows where Age is greater than 30 and Blood Pressure is high.\ndf_filtered = df[(df['Age'] > 30) | (df.BP == 'HIGH')]\nrow, col = df_filtered.shape\n\n\n# Sort by 'Age' and \"Na\" in different order\ndf_sorted1 = df.sort_values(by='Age', ascending=True)\ndf_sorted2 = df.sort_values(by=['Age', 'Na'], ascending=[True, False])","metadata":{"trusted":true},"execution_count":31,"outputs":[{"execution_count":31,"output_type":"execute_result","data":{"text/plain":"7"},"metadata":{}}]},{"cell_type":"code","source":"# Create ID column in DataFrame with list comprehension\ndf['ID'] = [f'Patient-{i+1}' for i in range(df.shape[0])]\ndf.set_index('ID', inplace=True)\n\n# Using .loc[] for label-based indexing\n# Select a single cell by label\ncell_value_loc = df.loc['Patient-4', 'Age']\nprint(\"Single cell:\", cell_value_loc)\nprint('*' * 20)\n\n# Select a single row by label\nrow_loc = df.loc['Patient-17']\nprint(\"Single row: \", row_loc)\nprint('*' * 20)\n\n# Select multiple rows and specific columns by label\nsubset_loc = df.loc[['Patient-7', 'Patient-17'], ['Sex', 'Drug']]\nprint(\"Subset: \", subset_loc)\n\n\n#=================================================================================\nprint('=' * 50)\n\n\n# Using .iloc[] for position-based indexing\n# Select a single cell by position\ncell_value_iloc = df.iloc[1, 1]\nprint(\"Single cell:\", cell_value_iloc)\nprint('*' * 20)\n\n# Select a single row by position\nrow_iloc = df.iloc[2]\nprint(\"Single row:\\n\", row_iloc)\nprint('*' * 20)\n\n# Select multiple rows and specific columns by position\nsubset_iloc = df.iloc[[0, 3], [0, 2]]\nprint(\"Subset:\\n\", subset_iloc)","metadata":{"trusted":true},"execution_count":37,"outputs":[{"execution_count":37,"output_type":"execute_result","data":{"text/plain":"             Age Sex      BP Cholesterol        Na         K   Drug\nID                                                                 \nPatient-1     23   F    HIGH        HIGH  0.792535  0.031258  drugY\nPatient-2     47   M     LOW        HIGH  0.739309  0.056468  drugC\nPatient-3     47   M     LOW        HIGH  0.697269  0.068944  drugC\nPatient-4     28   F  NORMAL        HIGH  0.563682  0.072289  drugX\nPatient-5     61   F     LOW        HIGH  0.559294  0.030998  drugY\n...          ...  ..     ...         ...       ...       ...    ...\nPatient-196   56   F     LOW        HIGH  0.848774  0.073380  drugC\nPatient-197   16   M     LOW        HIGH  0.743021  0.061886  drugC\nPatient-198   52   M  NORMAL        HIGH  0.549945  0.055581  drugX\nPatient-199   23   M  NORMAL      NORMAL  0.784520  0.055959  drugX\nPatient-200   40   F     LOW      NORMAL  0.683503  0.060226  drugX\n\n[200 rows x 7 columns]","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>Age</th>\n      <th>Sex</th>\n      <th>BP</th>\n      <th>Cholesterol</th>\n      <th>Na</th>\n      <th>K</th>\n      <th>Drug</th>\n    </tr>\n    <tr>\n      <th>ID</th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n      <th></th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>Patient-1</th>\n      <td>23</td>\n      <td>F</td>\n      <td>HIGH</td>\n      <td>HIGH</td>\n      <td>0.792535</td>\n      <td>0.031258</td>\n      <td>drugY</td>\n    </tr>\n    <tr>\n      <th>Patient-2</th>\n      <td>47</td>\n      <td>M</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.739309</td>\n      <td>0.056468</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>Patient-3</th>\n      <td>47</td>\n      <td>M</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.697269</td>\n      <td>0.068944</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>Patient-4</th>\n      <td>28</td>\n      <td>F</td>\n      <td>NORMAL</td>\n      <td>HIGH</td>\n      <td>0.563682</td>\n      <td>0.072289</td>\n      <td>drugX</td>\n    </tr>\n    <tr>\n      <th>Patient-5</th>\n      <td>61</td>\n      <td>F</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.559294</td>\n      <td>0.030998</td>\n      <td>drugY</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>Patient-196</th>\n      <td>56</td>\n      <td>F</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.848774</td>\n      <td>0.073380</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>Patient-197</th>\n      <td>16</td>\n      <td>M</td>\n      <td>LOW</td>\n      <td>HIGH</td>\n      <td>0.743021</td>\n      <td>0.061886</td>\n      <td>drugC</td>\n    </tr>\n    <tr>\n      <th>Patient-198</th>\n      <td>52</td>\n      <td>M</td>\n      <td>NORMAL</td>\n      <td>HIGH</td>\n      <td>0.549945</td>\n      <td>0.055581</td>\n      <td>drugX</td>\n    </tr>\n    <tr>\n      <th>Patient-199</th>\n      <td>23</td>\n      <td>M</td>\n      <td>NORMAL</td>\n      <td>NORMAL</td>\n      <td>0.784520</td>\n      <td>0.055959</td>\n      <td>drugX</td>\n    </tr>\n    <tr>\n      <th>Patient-200</th>\n      <td>40</td>\n      <td>F</td>\n      <td>LOW</td>\n      <td>NORMAL</td>\n      <td>0.683503</td>\n      <td>0.060226</td>\n      <td>drugX</td>\n    </tr>\n  </tbody>\n</table>\n<p>200 rows × 7 columns</p>\n</div>"},"metadata":{}}]},{"cell_type":"code","source":"# Apply a function to a column\ndf['Na_Square'] = df['Na'].apply(lambda x: x ** 2)\n\n\n# def square(x):\n#     xs = x ** 2\n#     return xs\n# square(89)\n\n# Apply a function to df\ndf['Ratio'] = df.apply(lambda x: x['Na']/x['K'], axis=1)\n\n# Save to a CSV file\ndf.to_csv('newData.csv', index=True)\n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.939495Z","iopub.execute_input":"2024-01-14T16:54:09.940004Z","iopub.status.idle":"2024-01-14T16:54:09.963319Z","shell.execute_reply.started":"2024-01-14T16:54:09.939932Z","shell.execute_reply":"2024-01-14T16:54:09.961723Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"markdown","source":"## 2. 3. NumPy (Working with arrays and linear algebra)  \n\n**Purpose:** NumPy, short for \"Numerical Python,\" is the foundation of data manipulation and numerical computing in Python. It provides support for **multidimensional arrays** and **matrices**, along with an extensive collection of **mathematical functions** to operate on these arrays efficiently.\n\n**Key Features:**\n\n* N-dimensional arrays (ndarrays)\n* Element-wise operations\n* Linear algebra and mathematical functions\n* Integration with C/C++ and Fortran code  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"}}},{"cell_type":"markdown","source":"#### **Creating NumPy Arrays and their Attributes:**","metadata":{}},{"cell_type":"code","source":"import numpy as np\n\n# Create a 1D NumPy array (Vector)\narr1d = np.array([1, 2, 3, 4])\nprint(\"My Vector: \", arr1d)\nprint('='*50)\n\n# Create a 2D NumPy array (Matrix)\narr2d = np.array([[1, 2, 3, 4],\n                  [5, 6, 7, 8],\n                  [9, 10, 11, 12]])\nprint(\"My Matrix: \", arr2d)\nprint('='*50)\n\n\n# Create a 3D NumPy array \narr3d = np.array(([[[1, 2, 3, 4],\n                  [5, 6, 7, 8],\n                  [9, 10, 11, 12]],\n                  [[13, 14, 15, 16],\n                   [17, 18, 19, 20],\n                   [21, 22, 23, '24']]]))\nprint(\"My 3D array: \", arr3d)","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.965479Z","iopub.execute_input":"2024-01-14T16:54:09.966177Z","iopub.status.idle":"2024-01-14T16:54:09.978025Z","shell.execute_reply.started":"2024-01-14T16:54:09.966137Z","shell.execute_reply":"2024-01-14T16:54:09.976557Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"My Vector:  [1 2 3 4]\n==================================================\nMy Matrix:  [[ 1  2  3  4]\n [ 5  6  7  8]\n [ 9 10 11 12]]\n==================================================\nMy 3D array:  [[['1' '2' '3' '4']\n  ['5' '6' '7' '8']\n  ['9' '10' '11' '12']]\n\n [['13' '14' '15' '16']\n  ['17' '18' '19' '20']\n  ['21' '22' '23' '24']]]\n","output_type":"stream"}]},{"cell_type":"code","source":"# NumPy arrays have several attributes, including shape, dtype, and size.\n\nprint(arr3d.shape)  # Shape of the array\nprint(f'First Dim is {arr3d.shape[0]}, Second Dim is {arr3d.shape[1]} and Third dim is {arr3d.shape[2]}')\n\nprint(arr3d.dtype)  # Data type of the elements\n\nprint(arr3d.size)   # Number of elements in the array\n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.980280Z","iopub.execute_input":"2024-01-14T16:54:09.980720Z","iopub.status.idle":"2024-01-14T16:54:09.989125Z","shell.execute_reply.started":"2024-01-14T16:54:09.980685Z","shell.execute_reply":"2024-01-14T16:54:09.988093Z"},"trusted":true},"execution_count":20,"outputs":[{"name":"stdout","text":"(2, 3, 4)\nFirst Dim is 2, Second Dim is 3 and Third dim is 4\n<U21\n24\n","output_type":"stream"}]},{"cell_type":"code","source":"data_list = [(i+1)**2 for i in range(100)]      # Create list of data.\n\ndata_arr = np.array(data_list)    # Create numpy array from list with default dtype.\ndata_arr.dtype\n\ndata_arr8 = np.array(data_list, dtype='int8')     # Create numpy array from list with specific dtype.\n\ndata_arr16 = data_arr.astype('int16')     # Change dtype of ndarray\n\n#=============================================================================#\n\n\n# Reshape array\n\ndata_list = [i+1 for i in range(50)] \ndata_arr = np.array(data_list)\n\nnew_arr1 = np.reshape(data_arr, (10, 5))\nnew_arr2 = data_arr.reshape((5, 10), order='F')    \n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:09.990497Z","iopub.execute_input":"2024-01-14T16:54:09.991250Z","iopub.status.idle":"2024-01-14T16:54:10.006802Z","shell.execute_reply.started":"2024-01-14T16:54:09.991208Z","shell.execute_reply":"2024-01-14T16:54:10.005348Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"markdown","source":"#### **Indexing and Slicing in numpy arrays**","metadata":{}},{"cell_type":"code","source":"print(\"data_arr: \", data_arr)\nelement = data_arr[7]     # Access element at index 2\nsubarray = data_arr[2:17]  # Slice elements from index 2 to 4\n\n\nprint(\"new_arr1: \", new_arr1)\nelement = new_arr1[7, 1]     # Access element at index 2\nsubarray = new_arr1[2:5, 1:3]  # Slice elements from index 2 to 4\nsubrow = new_arr1[:2, :]     # Selecet only two first rows.\nsubcol = new_arr1[:, 3:]     # Selecet only two last columns.","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:10.008828Z","iopub.execute_input":"2024-01-14T16:54:10.010094Z","iopub.status.idle":"2024-01-14T16:54:10.023193Z","shell.execute_reply.started":"2024-01-14T16:54:10.010018Z","shell.execute_reply":"2024-01-14T16:54:10.021721Z"},"trusted":true},"execution_count":22,"outputs":[{"name":"stdout","text":"data_arr:  [ 1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24\n 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48\n 49 50]\nnew_arr1:  [[ 1  2  3  4  5]\n [ 6  7  8  9 10]\n [11 12 13 14 15]\n [16 17 18 19 20]\n [21 22 23 24 25]\n [26 27 28 29 30]\n [31 32 33 34 35]\n [36 37 38 39 40]\n [41 42 43 44 45]\n [46 47 48 49 50]]\n","output_type":"stream"}]},{"cell_type":"code","source":"############################################\n## Array Transformation Based on Indices  ##\n############################################\n\nnew_arr = np.random.rand(5, 5)\n\nprint(new_arr)\nprint(\"*\"*50)\n\nfor i in range(new_arr.shape[0]):\n    for j in range(new_arr.shape[1]):\n        if i < j:\n            new_arr[i, j] = np.std(new_arr[:, j])\n        elif i > j:\n            new_arr[i, j] = np.sum(new_arr[i, :])\n        else:\n            new_arr[i, j] = 0\nprint(new_arr)\n\n#=========================================================\n\n\na = np.zeros((3, 2))\nb = np.ones((3, 2))\nc = np.empty((3, 2))\n\nprint(\"Zero Array: \", a)\nprint(\"*\"*50)\nprint(\"One Array: \", b)\nprint(\"*\"*50)\nprint(\"Empty Array: \", c)","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:10.025475Z","iopub.execute_input":"2024-01-14T16:54:10.026483Z","iopub.status.idle":"2024-01-14T16:54:10.041660Z","shell.execute_reply.started":"2024-01-14T16:54:10.026441Z","shell.execute_reply":"2024-01-14T16:54:10.040349Z"},"trusted":true},"execution_count":23,"outputs":[{"name":"stdout","text":"[[0.34054225 0.64060367 0.63569349 0.90408927 0.34713632]\n [0.3512205  0.36893679 0.88039226 0.86088154 0.32930941]\n [0.06196205 0.46063905 0.44188119 0.35686985 0.38405891]\n [0.48169681 0.73965979 0.21547281 0.00197875 0.64960738]\n [0.0992477  0.25764385 0.25465178 0.14103912 0.72163241]]\n**************************************************\n[[ 0.          0.17576012  0.24763122  0.36873558  0.16523707]\n [ 2.7907405   0.          0.24924002  0.29192382  0.20670348]\n [ 1.70541105  3.34886005  0.          0.14075764  0.22594007]\n [ 2.08841554  3.69513426  6.65060872  0.          0.24013937]\n [ 1.47421486  2.84918202  5.44072019 10.6267886   0.        ]]\nZero Array:  [[0. 0.]\n [0. 0.]\n [0. 0.]]\n**************************************************\nOne Array:  [[1. 1.]\n [1. 1.]\n [1. 1.]]\n**************************************************\nEmpty Array:  [[4.79212818e-310 0.00000000e+000]\n [6.86461311e-310 6.86461311e-310]\n [6.86461311e-310 6.86461311e-310]]\n","output_type":"stream"}]},{"cell_type":"markdown","source":"## 2. 4. Matplotlib and Seaborn (Visualize data)  \n\n**Purpose:** Matplotlib is a powerful library for creating static, animated, or interactive data visualizations. Seaborn is a statistical data visualization library built on top of Matplotlib. They offer a **wide range of chart types**, making it a go-to choice for data **visualization** and **exploration**.\n\n**Key Features:**\n\n* Line plots, scatter plots, bar charts, histograms, and more\n* Customizable plot appearance\n* Exporting plots to various formats\n* Simplified syntax for complex plots\n* Statistical data visualization functions","metadata":{}},{"cell_type":"markdown","source":"**Matplotlib Core Concepts:**\n\n**Figure:** In Matplotlib, a figure is the **top-level container** for all elements of a plot. You can think of it as a **blank canvas** where you place various components of your plot, such as axes, titles, and labels.\n\n**Axes:** Axes are the actual **plotting area** where you create visualizations. A figure can contain one or more axes. Each set of axes is typically referred to as a **subplot**. You can think of axes as individual graphs or plots within a figure.\n\n**Plots:** Plots are the visual representations of your data, such as **lines**, **scatter points**, **bars**, and **histograms**. You add plots to axes to visualize your data.","metadata":{}},{"cell_type":"markdown","source":"**Basic Usage:**\n\n1. **Importing Matplotlib:** Start by importing the pyplot module from Matplotlib, which provides a simple interface for creating and customizing plots.  \n \nimport matplotlib.pyplot as plt\n\n2. **Creating a Figure and Axes:** Use plt.subplots() to create a figure and one or more sets of axes (subplots). You can create multiple subplots in a single figure.  \n\nfig, ax = plt.subplots()\n\n3. **Plotting Data:** Use various plot functions like plot(), scatter(), or bar() to visualize your data on the axes.  \n\nax.plot(x, y) \n\n4. **Customizing the Plot:** Matplotlib provides numerous options for customizing your plot, including setting labels, titles, colors, markers, and more.  \n\nax.set_xlabel('X-axis Label')  \n\nax.set_ylabel('Y-axis Label')  \n\nax.set_title('Plot Title')  \n\n\n5. **Displaying or Save the Plot:** To view the plot, use plt.show(). This function is typically called at the end of your code.  \n\nplt.show()  \n\nplt.savefig()\n","metadata":{}},{"cell_type":"code","source":"import matplotlib.pyplot as plt\n\n\nNa = df.Na\nK = df.K\nAge = df.Age\n\n# Create a figure with 1 rows and 2 columns of subplots\nfig, axes = plt.subplots(nrows=1, ncols=2, figsize=(10, 3))\n\n# Scatter plot\naxes[0].scatter(Na, K, color='b', marker='*')\naxes[0].set_title('Scatter Plot Between Na and K')\naxes[0].set_xlabel('Na Values')\naxes[0].set_ylabel('K Values')\n\n# Histogram\naxes[1].hist(Age, bins=30, color='r', alpha=0.3)\naxes[1].set_title('Histogram of Age')\naxes[1].set_xlabel('Age Range')\naxes[1].set_ylabel('Frequency')\n\n# Adjust layout\nplt.tight_layout()\n\n# Show the figure\nplt.show()\nplt.savefig(\"plot\")\n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:10.043544Z","iopub.execute_input":"2024-01-14T16:54:10.044088Z","iopub.status.idle":"2024-01-14T16:54:11.436869Z","shell.execute_reply.started":"2024-01-14T16:54:10.044036Z","shell.execute_reply":"2024-01-14T16:54:11.435400Z"},"trusted":true},"execution_count":24,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x300 with 2 Axes>","image/png":"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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 640x480 with 0 Axes>"},"metadata":{}}]},{"cell_type":"markdown","source":"**Seaborn** is a Python data visualization library built on top of Matplotlib. It is designed to make creating informative and attractive statistical graphics easier. Seaborn provides a high-level interface for creating a variety of statistical plots, making it particularly useful for data exploration and visualization. ","metadata":{}},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\nNa = df.Na\nK = df.K\nAge = df.Age\nRatio = df.Ratio\n\n# Create a 2x2 layout for plots\nfig, axes = plt.subplots(nrows=2, ncols=2, figsize=(12, 8))\n\n# Plot 1: Scatterplot of Age vs. Ratio\nsns.scatterplot(x='Age', y='Ratio', data=df, ax=axes[0, 0])\naxes[0, 0].set_title('Scatterplot of Age vs. Ratio')\n\n# Plot 2: Boxplot of BP vs. Age\nsns.boxplot(x='BP', y='Age', data=df, ax=axes[0, 1])\naxes[0, 1].set_title('Boxplot of BP vs. Age')\n\n# Plot 3: Countplot of Drug Classes\nsns.countplot(x='Drug', data=df, ax=axes[1, 0])\naxes[1, 0].set_title('Countplot of Drug Classes')\n\n# Plot 4: Distribution of Ratio Over Drug Layer\nsns.histplot(data=df, x='Ratio', hue='Drug', kde=True, ax=axes[1, 1])\naxes[1, 1].set_title('Distribution of Ratio Over Drug Layer')\n\n# Adjust layout\nplt.tight_layout()\n\n# Show the plots\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:11.438388Z","iopub.execute_input":"2024-01-14T16:54:11.438715Z","iopub.status.idle":"2024-01-14T16:54:13.678905Z","shell.execute_reply.started":"2024-01-14T16:54:11.438685Z","shell.execute_reply":"2024-01-14T16:54:13.677715Z"},"trusted":true},"execution_count":25,"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 1200x800 with 4 Axes>","image/png":"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TBgyZIgQExNjEFN575EP9vm42EaPHi00btzY4PysrCxhxowZ+vcoHx8f4csvvxR0Op3BcSX3DH/88YfQvHlzQaFQCM2aNRN27dpV5vf6YY+7Pyov9gfvHx7WuHFj4emnny7V3r59e0GhUBi0HTlyRHj++ecFNzc3QaFQCI0aNRKmTZsm5OTk6I8ZPXr0I++lyrpfO3/+vDBw4EDBwsJCMDc3F/r06SOcOHHisd+PEydOCACEN954o8z9hYWFQtOmTQUbGxshJydHKCgoEGxsbIQxY8aUOjY9PV1QKpXCzJkz9W15eXnC3LlzBS8vL/3rDQ4OLvMee/LkycL69euFZs2aCSYmJsIff/xRbtwlv99lKSoqEpo1ayaYmZkJaWlpj71Gyc/84MGDBv2U3CuX/N6W2LRpk+Dv7y8olUqhefPmwpYtW8r8na5s3CUuXrwojB49WvD09BSUSqXg6OgovP7660JSUpL+mAMHDggAhC1btpQ6f8OGDQIA4fjx4/q2sLAwYfjw4YKNjY2gVCqFdu3aCdu2bTM4r+Tv1qFDh4SJEycK9vb2grW19WNfE9VvHClFVEu2b9+OJk2aoGvXrhU6fty4cQgJCcHzzz+PmTNn4tSpU1i4cKH+qVFVTZkyBTY2Nvj4449x69YtLF26FG+//TZ+/fVXAMDSpUsxZcoUqNVq/agaR0dHgz7efvttWFtb45NPPkF4eDhWrFiB27dv64uSliU3Nxe9evXCjRs38Pbbb8PT0xO//fYbxowZg7S0NEydOhX29vZYsWIFJk6ciOeeew7Dhg0DAIOpBA+Lj49H165dkZOTg3feeQd2dnYICQnBM888g82bN+O5555Djx499LUXSqbkVYe7uzt69uyJgwcPIiMjA5aWlvp9n376KRQKBWbNmoX8/PxKP/mdPXs2Fi1ahCFDhiAoKAgXL15EUFAQ8vLyHnvun3/+CQCPrDHxOCtWrEDz5s3xzDPPwMTEBNu3b8ekSZOg0+kwefJkAMVPagcMGAB7e3u8//77sLa2xq1bt7BlyxZ9P/v27cNLL72Evn376p8IhoWF4dixY5g6dSqA4qfjPXv2xL179/DWW2/B3d0dx48fx+zZsxEbG6svRF+RvoiIqHpeffVVfPDBB9i7d2+5o2iuXr2KwYMHo1WrVpg/fz6USiVu3LiBY8eOAQD8/f0xf/58zJ07F2+++Sa6d+8OAAb3PsnJyRg0aBBGjhyJUaNGlbrHeNhnn30GiUSC9957DwkJCVi6dCn69euH0NBQ/YiuiqhIbA8SBAHPPPMMDh48iLFjxyIgIAB79uxBcHAw7t27h6+//trg+KNHj2LLli2YNGkSLCws8M0332D48OGIiYmBnZ1duXFV5P7I398f69atw/Tp09GoUSP9lDx7e/sKv34AKCoqwt27d2FjY2PQ/ttvvyEnJwcTJ06EnZ0dTp8+jWXLluHu3bv47bffAABvvfUW7t+/j3379mHdunWPvdbVq1fRvXt3WFpa4t1334VcLseqVavQq1cvHD58GJ06dSr33O3btwNAufdrJiYmePnllzFv3jwcO3YM/fr1w3PPPYctW7Zg1apVBvdeW7duRX5+PkaOHAmgeCTSM888g6NHj+LNN9+Ev78/Ll++jK+//hoRERHYunWrwbUOHDiATZs24e2334ZGo6lyMXyZTIaXXnoJc+bMwdGjR/H0008/8hppaWkV7vuvv/7Ciy++iJYtW2LhwoVITU3F2LFj4erqWqVYy7Jv3z7cvHkTr7/+OpycnPQlR65evYqTJ09CIpGgV69ecHNzw4YNG/Dcc88ZnL9hwwZ4eXmhS5cuAIp/PwIDA+Hq6or3338f5ubm2LRpE4YOHYrff/+91PmTJk2Cvb095s6di+zs7Bp7XWSkxM6KETVE6enpAgDh2WefrdDxoaGhAgBh3LhxBu2zZs0SAAgHDhzQt6GSI6X69etn8IRv+vTpgkwmM3hq07x581KjnB7so127dkJBQYG+fdGiRQIAg6cbDz/xXLp0qQBAWL9+vb6toKBA6NKli6BWq4WMjAxBEAQhMTGxQqOjSkybNk0AIPzzzz/6tszMTMHT01Pw8PAwGHGDR4x+etjjjp06daoAQLh48aIgCP97itmkSRODJ4uCUPaTZkEoPVIqLi5OMDExEYYOHWpw3CeffCIAeOxIqeeee04AIKSmpj7+BZYT18OxC4IgBAUFCU2aNNFv//HHH4982i4Ixd8fS0tLoaioqNxjPv30U8Hc3FyIiIgwaH///fcFmUymfxJekb6IiOjRHjdSShAEwcrKSmjTpo1+++H3ia+//loAICQmJpbbx5kzZ8ocySEIxfcGAISVK1eWua+skVKurq76ewRBKB4RAkD473//q2+ryEipx8X28KiSrVu3CgCEBQsWGBz3/PPPCxKJRLhx44a+DYCgUCgM2i5evCgAEJYtW1bqWg+q6P1Ryessa/RTWRo3biwMGDBASExMFBITE4XLly8Lr776apn3N2W99y9cuFCQSCTC7du39W2TJ08ud6T5w/duQ4cOFRQKhRAVFaVvu3//vmBhYSH06NHjkbEPHTr0sfczW7ZsEQAI33zzjSAIgrBnzx4BgLB9+3aD45566imDe5h169YJUqnU4L5REARh5cqVpWY0ABCkUqlw9erVR8Zb4nEjjkrunx783S3vGpUZKdWyZUuhUaNGQmZmpr7t0KFDAoAaGylV1u/Ixo0bBQDCkSNH9G2zZ88WlEqlweeKhIQEwcTExOD3o2/fvkLLli0NRqfpdDqha9euQtOmTfVtJX+3unXrxvvAJwhX3yOqBRkZGQAACwuLCh2/c+dOAChVSLvkyVh1ak+9+eabBqOZunfvDq1Wi9u3b1eqjwdrL0ycOBEmJib6uMuyc+dOODk54aWXXtK3yeVyvPPOO8jKysLhw4cr+Ur+12/Hjh3RrVs3fZtarcabb76JW7du1dpKeWq1GgBKrVY0evToSj25fdD+/ftRVFSESZMmGbRPmTKlQudX9vesLA/Gnp6ejqSkJPTs2RM3b95Eeno6AOjrcu3YsQOFhYVl9mNtbY3s7OxHrjbz22+/oXv37rCxsUFSUpL+q1+/ftBqtThy5EiF+yIioupTq9WPXIWv5O//tm3bqlwUXKlU4vXXX6/w8a+99prB+9rzzz8PZ2fnR95z1ISdO3dCJpPhnXfeMWifOXMmBEHArl27DNr79esHLy8v/XarVq1gaWmJmzdvPvY6tXF/BBQXj7e3t4e9vT1atmyJdevW4fXXX8eXX35pcNyD7/3Z2dlISkpC165dIQgCLly4UOnrarVa7N27F0OHDkWTJk307c7Oznj55Zdx9OhR/T1LWUp+Bx91P1Oyr6SfPn36QKPR6Ef+A0Bqair27duHF198Ud/222+/wd/fH35+fgb3Hn369AEAHDx40OA6PXv2rFQdr0cp796xOte4f/8+Ll++jNdee03ff0mfLVu2rHqwD3nwdyQvLw9JSUno3LkzAOD8+fP6fa+99hry8/OxefNmfduvv/6KoqIifa2tlJQUHDhwAC+88AIyMzP1P4Pk5GQEBQUhMjIS9+7dM7j++PHjja6oPdUeJqWIakHJ9K6KLrd8+/ZtSKVSeHt7G7Q7OTnB2tq6Ugmkh7m7uxtslwzhTk1NrXAfTZs2NdhWq9VwdnbGrVu3yj3n9u3baNq0aami3/7+/vr9VXH79m34+vqWaq9uv4+TlZUFoPQNk6enZ5X7LIn14Z+7ra1tqaH2Zans71lZSobBm5ubw9raGvb29vjggw8AQJ+U6tmzJ4YPH4558+ZBo9Hg2WefxZo1a5Cfn6/vZ9KkSfDx8cGgQYPQqFEjvPHGG9i9e7fBtSIjI7F79279DXPJV79+/QAUTxOsaF9ERFR9WVlZj0wEvPjiiwgMDMS4cePg6OiIkSNHYtOmTZVKULm6ulZqavvD9xwSiQTe3t6PvOeoCbdv34aLi0up70d59xcP318BxfdYj7u/qq37IwDo1KkT9u3bh927d2Px4sWwtrZGampqqe9/TEwMxowZA1tbW6jVatjb26Nnz54A/vfeXxmJiYnIyckp9/5Mp9Phzp075Z5f8j1/1P3Mw4krExMTDB8+HNu2bdPfj2zZsgWFhYUGSanIyEhcvXq11L2Hj48PgP/de5Sozn3dw+ry3rG8tqpKSUnB1KlT4ejoCJVKBXt7e33cD/6O+Pn5oUOHDtiwYYO+bcOGDejcubM+nhs3bkAQBMyZM6fUz6FkZcna/DmQ8WNNKaJaYGlpCRcXF1y5cqVS55VXn6kitFptme3lPWUQBKHK13oSXblyBTKZrNSbZFmjpMr7OZb3M6oqPz8/AMDly5f1tTIqIyoqCn379oWfnx+WLFkCNzc3KBQK7Ny5E19//bX+Q4dEIsHmzZtx8uRJbN++HXv27MEbb7yBr776CidPnoRarYaDgwNCQ0OxZ88e7Nq1C7t27cKaNWvw2muvISQkBEBxXYf+/fvj3XffLTOekhvEivRFRETVc/fuXaSnpz/yg6xKpcKRI0dw8OBB/PXXX9i9ezd+/fVX9OnTB3v37q3QSIaqjiZ+lEe9z9bV6ApjvL/SaDT6Bz1BQUHw8/PD4MGD8d///lc/Gl+r1aJ///5ISUnBe++9Bz8/P5ibm+PevXsYM2ZMlUfEVYe/vz+2bt2KS5cuoUePHmUec+nSJQAwGGE0cuRIrFq1Crt27cLQoUOxadMm+Pn5oXXr1vpjdDodWrZsiSVLlpTZr5ubm8F2Tf6+lnwOePjfmJj3jhX1wgsv4Pjx4wgODkZAQADUajV0Oh0GDhxY6nfktddew9SpU3H37l3k5+fj5MmT+Pbbb/X7S46fNWsWgoKCyrxeRb5H1HAxKUVUSwYPHozvv/8eJ06c0Bf5K0/jxo2h0+kQGRmpf1IGFBf1TktLQ+PGjfVtNjY2pYohFhQUIDY2tsqxPi4ZFhkZid69e+u3s7KyEBsbi6eeeqrccxo3boxLly5Bp9MZPA28fv26fn9Frl1Wv+Hh4aXaH+63JsXExODw4cPo0qVLhabKlYxySktL0099AEo//SyJ9caNGwbJruTk5AqNZBsyZAgWLlyI9evXVykptX37duTn5+PPP/80eOL78FD2Ep07d0bnzp3x2Wef4eeff8Yrr7yCX375BePGjQMAKBQKDBkyBEOGDIFOp8OkSZOwatUqzJkzB97e3vDy8kJWVpb+hvlRHtcXERFVT0nx6vI+JJaQSqXo27cv+vbtiyVLluDzzz/Hhx9+iIMHD6Jfv37VeqBWlsjISINtQRBw48YNg0VQyroXAorfZx+cPlaZ2Bo3boy///4bmZmZBu/1NX1/UdH7o5rw9NNPo2fPnvj888/x1ltvwdzcHJcvX0ZERARCQkIMCouXNWW+ot8/e3t7mJmZlXt/JpVKSyV/HjR48GAsXLgQP/30U5lJKa1Wi59//hk2NjYIDAzUt/fo0QPOzs749ddf0a1bNxw4cEC/aE8JLy8vXLx4EX379q3x39VHKYnZzMzMoOREeR68d3zQo+4dH1ZWW1WkpqZi//79mDdvHubOnatvf/jfZomRI0dixowZ2LhxI3JzcyGXyw1Gq5X8m5TL5RW6B6QnD6fvEdWSd999F+bm5hg3bhzi4+NL7Y+KisJ///tfANAnd0pWHytR8lTnwRU7vLy89LV3Snz//ffVepJibm7+yFU/vv/+e4NaQitWrEBRUREGDRpU7jlPPfUU4uLiDOb6FxUVYdmyZVCr1fph4mZmZgBKvwk/qt/Tp0/jxIkT+rbs7Gx8//338PDwqLE6ACVSUlLw0ksvQavVlrrRKU9JjYkHf07Z2dmlRvn07dsXJiYmWLFihUH7g0+XHqVLly4YOHAg/u///q/U6jFAcbJy1qxZ5Z5f8pT3wae66enpWLNmjcFxqamppZ78BgQEAIB+yHxycrLBfqlUqv8AUXLMCy+8gBMnTmDPnj2lYklLS0NRUVGF+yIioqo7cOAAPv30U3h6euKVV14p97iUlJRSbQ///Tc3NwdQ8ffxx/npp58MpnFt3rwZsbGxBvccXl5eOHnyJAoKCvRtO3bsKDVFrDKxPfXUU9BqtaXeg7/++mtIJJJH3vNURkXvj2rKe++9h+TkZKxevRpA2e/9giDo70kfVNHvn0wmw4ABA7Bt2zaDaZbx8fH4+eef0a1bN4OVix/WtWtX9OvXD2vWrMGOHTtK7f/www8RERGBd99912AEjVQqxfPPP4/t27dj3bp1KCoqMkiGAMX3Hvfu3dO//gfl5ubWyspuWq0W77zzDsLCwvDOO+888rWXaNy4MWQyWal7/OXLlxtsu7i4oEWLFvjpp5/00wMB4PDhw7h8+XKNxF/W7whQ+nNKCY1Gg0GDBmH9+vXYsGEDBg4cCI1Go9/v4OCAXr16YdWqVWU+RE9MTKyRuKn+4kgpolri5eWFn3/+GS+++CL8/f3x2muvoUWLFigoKMDx48f1y/8CQOvWrTF69Gh8//33SEtLQ8+ePXH69GmEhIRg6NChBqOUxo0bhwkTJmD48OHo378/Ll68iD179hj88a+sdu3aYcWKFViwYAG8vb3h4OCgLwAJFCc3+vbtixdeeAHh4eFYvnw5unXrhmeeeabcPt98802sWrUKY8aMwblz5+Dh4YHNmzfj2LFjWLp0qf4ppEqlQrNmzfDrr7/Cx8cHtra2aNGiBVq0aFFmv++//z42btyIQYMG4Z133oGtrS1CQkIQHR2N33//vVSNhsqIiIjA+vXrIQgCMjIycPHiRfz222/IysrCkiVLMHDgwAr1M2DAALi7u2Ps2LEIDg6GTCbDjz/+CHt7e8TExOiPc3R0xNSpU/HVV1/hmWeewcCBA3Hx4kXs2rULGo2mQk/0fvrpJwwYMADDhg3DkCFD0LdvX5ibmyMyMhK//PILYmNjsXjx4nLjLBmR9NZbbyErKwurV6+Gg4ODwU1DSEgIli9fjueeew5eXl7IzMzE6tWrYWlpqU+ojhs3DikpKejTpw8aNWqE27dvY9myZQgICNCP/gsODsaff/6JwYMHY8yYMWjXrh2ys7Nx+fJlbN68Gbdu3YJGo6lQX0REVDG7du3C9evXUVRUhPj4eBw4cAD79u1D48aN8eeff8LU1LTcc+fPn48jR47g6aefRuPGjZGQkIDly5ejUaNG+tEfXl5esLa2xsqVK2FhYQFzc3N06tSpyjVhbG1t0a1bN7z++uuIj4/H0qVL4e3tjfHjx+uPGTduHDZv3oyBAwfihRdeQFRUFNavX29QeLyysQ0ZMgS9e/fGhx9+iFu3bqF169bYu3cvtm3bhmnTppXqu6oqen9UUwYNGoQWLVpgyZIlmDx5Mvz8/ODl5YVZs2bh3r17sLS0xO+//17mCO127doBAN555x0EBQVBJpNh5MiRZV5nwYIF2LdvH7p164ZJkybBxMQEq1atQn5+PhYtWvTYOH/66Sf07dsXzz77LF5++WV0794d+fn52LJlCw4dOoQXX3wRwcHBpc578cUXsWzZMnz88cdo2bJlqfuEV199FZs2bcKECRNw8OBBBAYGQqvV4vr169i0aRP27NmD9u3bV+RbWab09HSsX78eAJCTk4MbN25gy5YtiIqKwsiRI/Hpp59WqB8rKyuMGDECy5Ytg0QigZeXF3bs2FGq1hIAfP7553j22WcRGBiI119/Hampqfj222/RokULg0TVoyQmJmLBggWl2ksS1T169MCiRYtQWFgIV1dX7N27F9HR0eX299prr+H5558HgDJf83fffYdu3bqhZcuWGD9+PJo0aYL4+HicOHECd+/excWLFysUNzVQ4iz6R/TkiIiIEMaPHy94eHgICoVCsLCwEAIDA4Vly5YZLItaWFgozJs3T/D09BTkcrng5uYmzJ492+AYQRAErVYrvPfee4JGoxHMzMyEoKAg4caNG6WWRy5vKeiylpyNi4sTnn76acHCwkIAoF9OuaSPw4cPC2+++aZgY2MjqNVq4ZVXXhGSk5MN+n14GWZBEIT4+Hjh9ddfFzQajaBQKISWLVuWuSzz8ePHhXbt2gkKhaLUEsNliYqKEp5//nnB2tpaMDU1FTp27Cjs2LGj1HEoYxnk8gDQf0mlUsHa2lpo06aNMHXq1DKXBi75Pv72229l9nfu3DmhU6dOgkKhENzd3YUlS5bov5/R0dH644qKioQ5c+YITk5OgkqlEvr06SOEhYUJdnZ2woQJEyoUe05OjrB48WKhQ4cOglqtFhQKhdC0aVNhypQpBstVP7zUtyAIwp9//im0atVKMDU1FTw8PIQvvvhC+PHHHw3iPH/+vPDSSy8J7u7uglKpFBwcHITBgwcLZ8+e1fezefNmYcCAAYKDg4P+Nb/11ltCbGyswfUyMzOF2bNnC97e3oJCoRA0Go3QtWtXYfHixUJBQUGl+iIiovKVvOeUfCkUCsHJyUno37+/8N///lfIyMgodc7D7xP79+8Xnn32WcHFxUVQKBSCi4uL8NJLLwkREREG523btk1o1qyZYGJiYrB8/aOWnn/4vqHkfXXjxo3C7NmzBQcHB0GlUglPP/20cPv27VLnf/XVV4Krq6ugVCqFwMBA4ezZs2Xei5QX2+jRo4XGjRsbHJuZmSlMnz5dcHFxEeRyudC0aVPhyy+/FHQ6ncFx5d1fPHwvVp6K3h81btxYePrppx/b3+OOXbt2rcFrv3btmtCvXz9BrVYLGo1GGD9+vHDx4kWDYwSh+B5lypQpgr29vSCRSAx+N8q6Xzt//rwQFBQkqNVqwczMTOjdu7dw/PjxCsUvCMXf/08++URo3ry5oFKp9PfMa9euLfUzKKHT6QQ3NzcBgLBgwYIyjykoKBC++OILoXnz5oJSqRRsbGyEdu3aCfPmzRPS09MNXlNF7xsFofh3+MF/Y2q1WmjatKkwatQoYe/evWWe86hrJCYmCsOHDxfMzMwEGxsb4a233hKuXLlS6uciCILwyy+/CH5+foJSqRRatGgh/Pnnn8Lw4cMFPz+/Ssf94Fffvn0FQRCEu3fvCs8995xgbW0tWFlZCSNGjBDu379f7n16fn6+YGNjI1hZWQm5ubllXjcqKkp47bXXBCcnJ0Eulwuurq7C4MGDhc2bN+uPKe/zCzVsEkFgtWMiKtvatWvx+uuv48yZM9V6ikSVk5aWBhsbGyxYsKDCUwaJiIiI6MkVEBAAe3v7MuuD1baioiK4uLhgyJAh+OGHH+r8+lS/saYUEZGIcnNzS7WVzNnv1atX3QZDREREREatsLBQX4ezxKFDh3Dx4kXR7h23bt2KxMREg+L5RBXFmlJERCL69ddfsXbtWjz11FNQq9U4evQoNm7ciAEDBhisMENEREREdO/ePfTr1w+jRo2Ci4sLrl+/jpUrV8LJyQkTJkyo01hOnTqFS5cu4dNPP0WbNm1qvFA/PRmYlCIiElGrVq1gYmKCRYsWISMjQ1/8vKzik0RERET0ZLOxsUG7du3wf//3f0hMTIS5uTmefvpp/Oc//4GdnV2dxrJixQqsX78eAQEBWLt2bZ1emxoO1pQiIiIiIiIiIqI6x5pSRERERERERERU55iUIiIiIiIiIiKiOsekFBEREVE9snDhQnTo0AEWFhZwcHDA0KFDER4ebnBMr169IJFIDL7qugAuERER0eM0+JpSOp0O9+/fh4WFBSQSidjhEBERUT0jCAIyMzPh4uICqVT853kDBw7EyJEj0aFDBxQVFeGDDz7AlStXcO3aNZibmwMoTkr5+Phg/vz5+vPMzMxgaWlZoWvw/omIiIiqo6L3Tw1+9b379+/Dzc1N7DCIiIionrtz5w4aNWokdhjYvXu3wfbatWvh4OCAc+fOoUePHvp2MzMzODk5VekavH8iIiKimvC4+6cGn5SysLAAUPyNqOjTQSIiIqISGRkZcHNz099TGJv09HQAgK2trUH7hg0bsH79ejg5OWHIkCGYM2cOzMzMyuwjPz8f+fn5+u2SgfS8fyIiIqKqqOj9U4NPSpUMObe0tORNFREREVWZMU5j0+l0mDZtGgIDA9GiRQt9+8svv4zGjRvDxcUFly5dwnvvvYfw8HBs2bKlzH4WLlyIefPmlWrn/RMRERFVx+Punxp8TamMjAxYWVkhPT2dN1VERERUacZ8LzFx4kTs2rULR48efeTQ+AMHDqBv3764ceMGvLy8Su1/eKRUydNNY3zNREREZPwqev/U4EdKERERETVEb7/9Nnbs2IEjR448ttZVp06dAKDcpJRSqYRSqayVOImIiIjKw6QUERERUT0iCAKmTJmCP/74A4cOHYKnp+djzwkNDQUAODs713J0RERERBXHpBQRERFRPTJ58mT8/PPP2LZtGywsLBAXFwcAsLKygkqlQlRUFH7++Wc89dRTsLOzw6VLlzB9+nT06NEDrVq1Ejl6IiKiuqHValFYWCh2GA2WXC6HTCardj9MShERERHVIytWrAAA9OrVy6B9zZo1GDNmDBQKBf7++28sXboU2dnZcHNzw/Dhw/HRRx+JEC0REVHdEgQBcXFxSEtLEzuUBs/a2hpOTk7VWgyGSSkiIiKieuRxa9S4ubnh8OHDdRQNERGRcSlJSDk4OMDMzMwoV8+t7wRBQE5ODhISEgBUrzwAk1JEREREREREVO9ptVp9QsrOzk7scBo0lUoFAEhISICDg0OVp/JJazIoIiIiIiIiIiIxlNSQMjMzEzmSJ0PJ97k6tbuYlCIiIiIiIiKiBoNT9upGTXyfmZQiIiIiIiIiIqI6x6QUEREREREREVE1jBkzBhKJBBKJBHK5HI6Ojujfvz9+/PFH6HQ6scMzWix0TkREREREooqJiUFSUpLYYVSYRqOBu7u72GEQkZEZOHAg1qxZA61Wi/j4eOzevRtTp07F5s2b8eeff8LEpHQKprCwEHK5XIRojQOTUg9pF/yT2CE0KOe+fE3sEIiIiIjIiMXExMDP3x+5OTlih1JhKjMzXA8LY2KKiAwolUo4OTkBAFxdXdG2bVt07twZffv2xdq1azFu3DhIJBIsX74cu3btwv79+xEcHAwPDw9MmzYNaWlp+r62bt2K5557DoIg6NsWLFiAb775Brm5uXjxxReh0Wiwe/duhIaG1vErrTlMShERERERkWiSkpKQm5ODV977Eo7uXmKH81jxMVHY8EUwkpKSmJQiosfq06cPWrdujS1btmDcuHEAgE8++QT/+c9/sHTpUpiYmODAgQOP7WfDhg347LPPsHz5cgQGBuKXX37BV199BU9Pz9p+CbWKSSkiIiIiIhKdo7sXGjVtLnYYREQ1zs/PD5cuXdJvv/zyy3j99dcr1ceyZcswduxY/Xlz587F3r17kZWVVaOx1jUWOiciIiIiIiIiqiWCIEAikei327dvX+k+wsPD0bFjR4O2h7frIyaliIiIiIiIiIhqSVhYmME0O3Nzc4P9UqnUoHYUUFwA/UnApBQRERERERERUS04cOAALl++jOHDh5d7jL29PTIzM5Gdna1ve7h4ua+vL86cOWPQ9vB2fcSaUkRERERERERE1ZSfn4+4uDhotVrEx8dj9+7dWLhwIQYPHozXXit/ZfpOnTrBzMwMH3zwAd555x2cOnUKa9euNThmypQpGD9+PNq3b4+uXbvi119/xaVLl9CkSZNaflW1iyOliIiIiIiIiIiqaffu3XB2doaHhwcGDhyIgwcP4ptvvsG2bdsgk8nKPc/W1hbr16/Hzp070bJlS2zcuBGffPKJwTGvvPIKZs+ejVmzZqFt27aIjo7GmDFjYGpqWsuvqnZxpBQRERERUTXdy7qHc/HnYG5ijgCHANip7MQOiYiI6tDatWtLjW4qy8O1o0oMHToUQ4cONWgbP368wfacOXMwZ84c/Xb//v3h7e1d6ViNCZNSRERERERVtPPmTnwX+h1iMmMM2n1tfPFuh3fR0bn+r4xERETiy8nJwcqVKxEUFASZTIaNGzfi77//xr59+8QOrVo4fY+IiIiIqJKKdEX48syXeO+f9xCTGQOZRIbW9q3hbV38xDo8NRxj947FF6e/QG5RrsjREhFRfSeRSLBz50706NED7dq1w/bt2/H777+jX79+YodWLRwpRURERET0GDExMUhKSgIAaAUtlt5aiktZlwAAQ+yH4Gn7p6GSqQAAmc6Z2By/GYdSDmF92HqcvH0SwR7BMJXVXd0PjUYDd3f3OrvekygsLEzsECqMvw9E9Z9KpcLff/8tdhg1jkkpIiIiIqJHiImJgZ+/H3Jzikc8OQxzgMMzDtDl63B39V0sPLsQC7Gw1Hnqlmq4TXDDDdzAK7+9gttLb0MoLLuWSE1TmalwPew6ExG1ICMlEQAwatQokSOpOJWZGa6HhfH3gYiMDpNSRERERESPkJSUhNycXIz+bDRMGpvgVNEpAEB78/YYMmPII89N1aXiVNEpqJur0fv/eqO9SXtIJJJajTcuOg4hH4YgKSmJSYhakJuVAQB4+q0P4duqncjRPF58TBQ2fBHM3wciMkpMShERERERVYCNhw2OC8cBAM1sm6GTW6fHnuMOd2iyNPjr5l9IEBKQYJuADk4dajtUqgN2Lo3RqGlzscMgIqrXWOiciIiIiKgCwrXhyCnKgY2pDbq6dq3wea5qV/Ry6wUAOBt/Fncz79ZShERERPULk1JERERERI+hcFTgrq44mdSrUS/IpfJKne9j4wM/Wz8AwP6Y/cgpzKnxGImIiOobJqWIiIiIiB7DYZgDBAhobNkYTuZOVeqjm2s32JraIqcoB4fvHoYg1E3RcyIiImPFpBQRERER0SPczr0N607WAIBOTo+vI1UeuVSOfu79IJVIcSvjFm6m36yhCImIqCHq1asXpk2bJnYYtYqFzomIiIiIHuH3+N8BAC5SF9ip7KrVl53KDm0d2uJs/Fn8c+8fuKpdYWpiWhNhEhHRI8TExCApKalOrqXRaOrNapeffvopli9fjqtXr8LW1lbffvHiRXTs2BG///47Bg8eXGvXZ1KKiIiIiKgct9Jv4WLmRQg6AT5ynxrps61DW0SlRSE1PxXH7x9HH/c+NdIvERGVLSYmBn7+/sjNqZt6fiozM1wPC6vVxFRBQQEUCkW1+5k9eza2b9+OyZMnY+PGjQCAwsJCjB49GqNGjarVhBTApBQRERERUbl+Df8VAJB5KRPmHc1rpE+ZVIZebr3wx40/EJ4aDn9bfzirnWukbyIiKi0pKQm5OTl45b0v4ejuVavXio+JwoYvgpGUlFSppFR2djYmTpyILVu2wMLCArNmzTLY7+HhgbFjxyIyMhJbt27FsGHDMGbMGPTu3RupqamwtrYGAISGhqJNmzaIjo6Gh4cHAGD16tWYP38+kpOTERQUhO7du2P+/PlIS0uDiYkJfvrpJ7Rp0wabN2/G888/j88++wxpaWn4+uuva+rbUi4mpYiIiIiIypBTmINtN7YBAFL2pwAda65vJ3Mn+Nv6IywlDEfvHcVwn+GQSljulYioNjm6e6FR0+Zih1Gm4OBgHD58GNu2bYODgwM++OADnD9/HgEBAfpjFi9ejLlz5+Ljjz8GANy5c+ex/R47dgwTJkzAF198gWeeeQZ///035syZY3CMn58fFi5ciIkTJ8LCwgILFy7E7t27YWlpWaOvsSxMShERERERlWFX9C5kFmbCXmGPK1eu1Hj/nZw7ISo9Ckl5SQhLDkNzjXF+UCIiotqVlZWFH374AevXr0ffvn0BACEhIWjUqJHBcX369MHMmTP12xVJSi1btgyDBg3Sj7zy8fHB8ePHsWPHDoPjpk6dim3btuGpp57ClClT0Lt37+q+rArh4xgiIiIioocIgoBfwn8BAPSx7QMINX8NlYkKHR2Lh1+dijuFvKK8mr8IEREZvaioKBQUFKBTp/+t8GprawtfX1+D49q3b1/pvsPDw9Gxo+FQ34e3AUAikeDDDz+ETqfDRx99VOnrVBWTUkRERERED7mcdBnXU65DKVOih02PWrtOc01z2JraIl+bj7PxZ2vtOkREVP+ZmxvWNpRKi1M6gvC/JyeFhYVV7t/ExMTgv3WBSSkiIiIioofsuFk8raF/4/5Qm6hr7TpSiRSBLoEAgKvJV5Gen15r1yIiIuPk5eUFuVyOU6dO6dtSU1MRERHxyPPs7e0BALGxsfq20NBQg2N8fX1x5swZg7aHt8XEpBQRERER0QOKdEXYc2sPAODpJk/X+vUaWTSCm4UbdIIOp2JPPf4EIiJqUNRqNcaOHYvg4GAcOHAAV65cwZgxY/Qjocrj7e0NNzc3fPLJJ4iMjMRff/2Fr776yuCYKVOmYOfOnViyZAkiIyOxatUq7Nq1CxKJpDZfUoWx0DkRERER0QNOxZ5CSl4KbJQ26OTcCZfjL9f6Nbs4d8GdzDuISo9CfHY8HM0da/2aRERPmviYKKO9xpdffomsrCwMGTIEFhYWmDlzJtLTHz16Vi6XY+PGjZg4cSJatWqFDh06YMGCBRgxYoT+mMDAQKxcuRLz5s3DRx99hKCgIEyfPh3ffvttleKsaUxKERERERE9YGf0TgDAAI8BkEvldXJNO5Ud/Gz8cD31Oo7HHsdQr6FG8xSbiKi+02g0UJmZYcMXwXVyPZWZGTQaTaXOUavVWLduHdatW6dvCw7+X7y3bt0q87zAwEBcunTJoO3BGlMAMH78eIwfP95g29vbu1RfvXr1KnVubWNSioiIiIjoX3lFedgfsx8A8JTnU3V67Q7OHXAj7QbisuNwK+MWPK086/T6REQNlbu7O66HhSEpKalOrqfRaODu7l4n16qIxYsXo3///jA3N8euXbsQEhKC5cuXix0WAJGTUlqtFp988gnWr1+PuLg4uLi4YMyYMfjoo4/0T4YEQcDHH3+M1atXIy0tDYGBgVixYgWaNm0qZuhERERE1AAduXsE2YXZcDZ3RoBDQJ1eWy1Xo5V9K5xPOI8TsSfgbukOmURWpzEQETVU7u7uRpUoqkunT5/GokWLkJmZiSZNmuCbb77BuHHjxA4LgMhJqS+++AIrVqxASEgImjdvjrNnz+L111+HlZUV3nnnHQDAokWL8M033yAkJASenp6YM2cOgoKCcO3aNZiamooZPhERERE1MLuidwEABnkOglRS92sCtXFog2sp15Cen46w5DC00LSo8xiIiKhh2bRpk9ghlEvU1feOHz+OZ599Fk8//TQ8PDzw/PPPY8CAATh9+jSA4lFSS5cuxUcffYRnn30WrVq1wk8//YT79+9j69atYoZORERERA1MXlEejt0/BqC4npQYFDIFOjh2AACcjT+LAm2BKHEQERHVBVGTUl27dsX+/fsREREBALh48SKOHj2KQYMGAQCio6MRFxeHfv366c+xsrJCp06dcOLECVFiJiIiIqKG6VTsKeQW5cLRzBHNbJuJFoe/nT+slFbILcrFxcSLosVBRERU20Sdvvf+++8jIyMDfn5+kMlk0Gq1+Oyzz/DKK68AAOLi4gAAjo6GS+I6Ojrq9z0sPz8f+fn5+u2MjIxaip6IiIiIGpKDdw4CAHq59RJ15TuZRIZOTp2w9/ZehCaGorldc5jJzUSLh4iIqLaIOlJq06ZN2LBhA37++WecP38eISEhWLx4MUJCQqrc58KFC2FlZaX/cnNzq8GIiYiIiKgh0gk6HLpzCADQx62PqLEAQBOrJnAwc0CRrgjn4s+JHQ4REVGtEDUpFRwcjPfffx8jR45Ey5Yt8eqrr2L69OlYuHAhAMDJyQkAEB8fb3BefHy8ft/DZs+ejfT0dP3XnTt3avdFEBEREVG9dznpMpLzkqGWq9HBqYPY4UAikaCzc2cAwLWUa8jI5+h/IiJqeERNSuXk5EAqNQxBJpNBp9MBADw9PeHk5IT9+/fr92dkZODUqVPo0qVLmX0qlUpYWloafBERERERPcrBmOKpe91cu0Euk4scTTFXtSvcLNygE3Q4HXda7HCIiIhqnKhJqSFDhuCzzz7DX3/9hVu3buGPP/7AkiVL8NxzzwEofkI0bdo0LFiwAH/++ScuX76M1157DS4uLhg6dKiYoRMRERFRA1JST6q3W2+RIzHUyakTACAyLRJJuUkiR0NERHWpV69emDZtmthh1CpRC50vW7YMc+bMwaRJk5CQkAAXFxe89dZbmDt3rv6Yd999F9nZ2XjzzTeRlpaGbt26Yffu3TA1NRUxciIiIiJqKO5k3MHN9JswkZigW6NuYodjwN7MHt7W3riRdgMnY09icJPBYodERFQvxcTEICmpbpL7Go0G7u7udXKtmlJQUIClS5diw4YNiIyMhJmZGXx9fTFu3DiMGjUKcnntjCIWNSllYWGBpUuXYunSpeUeI5FIMH/+fMyfP7/uAiMiIiKiJ8bR+0cBAG0c28BSYXylHzo6dcTNtJu4k3kH97LuwVXtKnZIRET1SkxMDPz9/ZCTk1sn1zMzUyEs7HqtJqYKCgqgUChqrK+goCBcvHgRn376KQIDA2FpaYmTJ09i8eLFaNOmDQICAmrkWg8TNSlFRERERCS2Y/eOAQC6unQVOZKyWSmt0MyuGa4kX8HJ2JMY5j0MEolE7LCIiOqNpKQk5OTkYv0HL8Df3b5WrxUWk4hRn29CUlJSpZJS2dnZmDhxIrZs2QILCwvMmjXLYL+HhwfGjh2LyMhIbN26FcOGDcOYMWPQu3dvpKamwtraGgAQGhqKNm3aIDo6Gh4eHgCA1atXY/78+UhOTkZQUBC6d++O+fPnIy0tDQCwdOlSHDlyBGfPnkWbNm3012zSpAlGjBiBgoKCan1PHoVJKSIiIiJ6YhVqC/VFxLu5GtfUvQe1c2yH66nXkZCTgJvpN+Fl7SV2SERE9Y6/uz3a+hjnaNPg4GAcPnwY27Ztg4ODAz744AOcP3/eYITS4sWLMXfuXHz88ccAgDt37jy232PHjmHChAn44osv8Mwzz+Dvv//GnDlzDI7ZsGED+vXrZ5CQKiGXy2tt6h7ApBQRERERPcEuJFxAblEu7Ezt4GPjI3Y45TKTm6G1fWuciz+H03Gn4WnlCalE1DWLiIiohmRlZeGHH37A+vXr0bdvXwBASEgIGjVqZHBcnz59MHPmTP12RZJSy5Ytw6BBg/Qjr3x8fHD8+HHs2LFDf0xkZCR69epVA6+k8vhORkRERFSPLFy4EB06dICFhQUcHBwwdOhQhIeHGxyTl5eHyZMnw87ODmq1GsOHD0d8fLxIERu3knpSXV26Gn2SJ8A+AKYyU6Tlp+F6ynWxwyEiohoSFRWFgoICdOrUSd9ma2sLX19fg+Pat29f6b7Dw8PRsWNHg7aHtwVBqHS/NcW433mJiIiIyMDhw4cxefJknDx5Evv27UNhYSEGDBiA7Oxs/THTp0/H9u3b8dtvv+Hw4cO4f/8+hg0bJmLUxuv4veMAgEDXQJEjeTyFTIF2ju0AAGfjzqJQVyhyREREVJfMzc0NtqXS4pTOg0mlwsLKvzf4+Pjg+nVxHnYwKUVERERUj+zevRtjxoxB8+bN0bp1a6xduxYxMTE4d+4cACA9PR0//PADlixZgj59+qBdu3ZYs2YNjh8/jpMnT4ocvXFJzElEeGo4JJCgi0sXscOpkOZ2zWGhsEB2UTauJF0ROxwiIqoBXl5ekMvlOHXqlL4tNTUVERERjzzP3r64aHtsbKy+LTQ01OAYX19fnDlzxqDt4e2XX34Zf//9Ny5cuFDqGoWFhQYPvmoak1JERERE9Vh6ejqA4mH+AHDu3DkUFhaiX79++mP8/Pzg7u6OEydOlNlHfn4+MjIyDL6eBMfvF4+SambXDLamtiJHUzEyqQwdHDsAAM7Hn0deUZ7IERERUXWp1WqMHTsWwcHBOHDgAK5cuYIxY8boR0KVx9vbG25ubvjkk08QGRmJv/76C1999ZXBMVOmTMHOnTuxZMkSREZGYtWqVdi1a5fBKq7Tpk1DYGAg+vbti++++w4XL17EzZs3sWnTJnTu3BmRkZG18roBFjonIiIiqrd0Op3+RrJFixYAgLi4OCgUCv3S0CUcHR0RFxdXZj8LFy7EvHnzajtco3MitjhJ19Wlq8iRVE5Tm6YITQxFSl4KLiRcqDejvIiIxBYWk2i01/jyyy+RlZWFIUOGwMLCAjNnztQ/eCqPXC7Hxo0bMXHiRLRq1QodOnTAggULMGLECP0xgYGBWLlyJebNm4ePPvoIQUFBmD59Or799lv9MUqlEvv27cPXX3+NVatWYdasWTAzM4O/vz/eeecd/T1GbWBSioiIiKiemjx5Mq5cuYKjR49Wq5/Zs2djxowZ+u2MjAy4ublVNzyjJggCTseeBgB0du4scjSVI5VI0dm5M3ZG78TlpMtoqWkJtUItdlhEREZLo9HAzEyFUZ9vqpPrmZmpoNFoKnWOWq3GunXrsG7dOn1bcHCw/v9v3bpV5nmBgYG4dOmSQdvDhcvHjx+P8ePHG2x7e3sbHKNUKvH+++/j/fffr1Tc1cWkFBEREVE99Pbbb2PHjh04cuSIwZLRTk5OKCgoQFpamsFoqfj4eDg5OZXZl1KphFKprO2QjUp0RjQScxOhkCrQ2qG12OFUmruFO5zNnRGbHYsz8WfQ26232CERERktd3d3hIVdR1JSUp1cT6PRwN3dvU6uVRGLFy9G//79YW5ujl27diEkJATLly8XOywATEoRERER1SuCIGDKlCn4448/cOjQIXh6ehrsb9euHeRyOfbv34/hw4cDKF4OOiYmBl26cJpXiZJRUm0c2kApq38JOYlEgs7OnfHHjT8QnhKOAPsA2JjaiB0WEZHRcnd3N6pEUV06ffo0Fi1ahMzMTDRp0gTffPMNxo0bJ3ZYAJiUIiIiIqpXJk+ejJ9//hnbtm2DhYWFvk6UlZUVVCoVrKysMHbsWMyYMQO2trawtLTElClT0KVLF3TuXL+mqdWm03HFSamOzh1FjqTqnMyd4GHpgVsZt3Aq7hQGegwUOyQiIjJCmzbVzbTFquDqe0RERET1yIoVK5Ceno5evXrB2dlZ//Xrr7/qj/n6668xePBgDB8+HD169ICTkxO2bNkiYtTGRSfo/peUcqq/SSkA6OTcCRJIEJ0ejbjssgvZExERGSuOlCIiIiKqRx4uXloWU1NTfPfdd/juu+/qIKL6JzI1Eun56VCZqNBc01zscKrF1tQWvja+uJ56HSdjT+JZr2fFDomIiKjCOFKKiIiIiJ4op2JPAQDaObaDXCoXOZrq6+DUATKJDLHZsYjJjBE7HCIiogrjSCkiIiIieqKUTN3r5NRJ5EhqhlqhRgtNC1xMvIhTsafQSWgYr8vY5BQUISI+C9fhCpdxK3A4xxlH9kdCIgHMFCZwsFDC0dIU3g5q2JorxA6XiKheYFKKiIiIiJ4YRboinI0/C6B+Fzl/WFuHtghLDkNyXjLuye6JHU6DEp+Rh1PRKbiVnI3i2bOWkNtZAgAEAIIAZOUXISu/CDeTsnHiZjIcLZVo3cgavk4WkEokYoZPRGTUmJQiIiIioidGeGo4sguzYSG3gK+Nr9jh1BhTE1O0cWiDU3GnEKGNgMSEiZDqysorwrGoJFyPy9S3OVoqocqIwalfv8UzoyejZfsu0AkCMnKLkJCZh5iUHNxOyUF8Rj72XovHudupCPTWwFNjLuIrISIyXkxKEREREdET41zcOQBAgEMAZFKZyNHUrJb2LXE56TJyinJg29tW7HDqtZtJWdh7NR75RToAgJ+TBTp42MLWXIFz+0Nx+NYFmEp1MFcWf5yyMJXD1UaFNu42yM4vwtXYDJy/nYrk7AL8efE+fJ0s0NvHHkp5w/qdI6pPYmJikJSUVCfX0mg0cHd3r3Y/vXr1QkBAAJYuXVr9oIwUk1JERERE9MQ4n3AeQHGR84ZGLpWjvVN7HLl7BPbP2CNbmy12SPWOThBwPCoZ526nAgAcLJTo4+cAR0vTCvdhrjRBRw9btHK1wplbKbgQk4bwuEzcS83FwBZOcLVW1Vb4RFSOmJgY+Pn7ITcnt06upzJT4XrY9RpJTNWF9957D7/++isuX74MCwsLffuQIUOQnp6OQ4cOQSqtnXXymJQiIiIioieCIAg4H99wk1IA4G/rj/P3ziPLIgtb47eiO7qLHVK9odUJ2HstDhHxWQCAgEbW6NZUA5m0alMhTeUydG9qD28HNfZcjUd6biG2nL+Lvv6OaOZsWZOhE9FjJCUlITcnF6M/Gw0nT6davVZcdBxCPgxBUlJSrSalCgoKoFDUzKIK8+fPx19//YUZM2Zg9erVAIAff/wRBw8exMWLF2stIQUwKUVERERET4jo9Gik5qdCKVOiuV1zscOpFVKJFM1kzXC66DT2J+9HdHo0PK08xQ7L6BVpddh1JQ43k7IhlQADmjnB18ni8SdWgLOVCq90csfea/G4kZCFfdfikZZTgC5N7CBhEXSiOuXk6QR3f+McvZSdnY2JEydiy5YtsLCwwKxZswz2e3h4YOzYsYiMjMTWrVsxbNgwjBkzBr1790Zqaiqsra0BAKGhoWjTpg2io6Ph4eEBAFi9ejXmz5+P5ORkBAUFoXv37pg/fz7S0tIAAEqlEiEhIejSpQuGDx+OZs2aYfr06Vi0aBG8vLxq9XXXXrqLiIiIiMiInEsorifVyr4V5DK5yNHUHnupPTJCM6CFFovPLhY7HKOn0wnY+W9CSiaVYHArlxpLSJWQy6R4qoUTOnjYAADO3ErF4YhECMXL+RERITg4GIcPH8a2bduwd+9eHDp0COfPnzc4ZvHixWjdujUuXLiAOXPmVKjfY8eOYcKECZg6dSpCQ0PRv39/fPbZZ6WOa9euHWbPno1x48bh1VdfRceOHTFx4sQaeW2PwpFSRERERPREOBdfnJRqqFP3HhT3SxxsAmxw5O4RHLt3DIGugWKHZJQEQcDhiERE/5uQera1C9xszWrlWhKJBF29NLA0lWP/9QRcvJsOnQD09rXniCmiJ1xWVhZ++OEHrF+/Hn379gUAhISEoFGjRgbH9enTBzNnztRv37lz57F9L1u2DIMGDdKPvPLx8cHx48exY8eOUsd+9NFHWLNmDU6dOoWIiIg6+dvEkVJERERE9EQoqSfV1qGtyJHUvoK4AvSz6wcA+PLMlyjSFYkckXE6H5OGS/fSAQBBzR1rLSH1oBauVujfzBEAcPleOo5EJHHEFNETLioqCgUFBejUqZO+zdbWFr6+vgbHtW/fvtJ9h4eHo2PHjgZtD2+X2LdvH+Li4qDT6XDmzJlKX6sqmJQiIiIiogbvftZ9xGbHwkRigtb2rcUOp0486/gsrJXWiEqPwm8Rv4kdjtG5nZyNozeKl4fv0VSDpg41O2XvUZo5W2LAv4mp0LtpOBeTWmfXJqL6y9zc3GC7pAD5g4ntwsLCKvWdmpqK8ePH46OPPsKHH36ISZMmISkpqerBVhCTUkRERETU4JVM3fO384eZvPZHwxgDc5k53g54GwDwXeh3SM9PFzki45GVX4Q9V+MBAC1cLNHG3abOY/B3tkT3phoAwLEbyQiLzajzGIjIOHh5eUEul+PUqVP6ttTUVERERDzyPHt7ewBAbGysvi00NNTgGF9f31KjnsoaBTVlyhQ4OTnhgw8+wIcffghXV1dMnjy5si+l0piUIiIiIqIG72LiRQBAG4c2IkdSt4b7DIe3tTfS89PxXeh3YodjFHQ6AbuvxCG3UAuNWoGePvaixdLW3Qbt/k2I/R0Wj/tpuaLFQkTiUavVGDt2LIKDg3HgwAFcuXIFY8aM0Y+EKo+3tzfc3NzwySefIDIyEn/99Re++uorg2OmTJmCnTt3YsmSJYiMjMSqVauwa9cug3pRf/zxB3777TeEhITAxMQEJiYmCAkJwdatW/H777/XymsuwULnRERERNTghSaEAgACHAJEjaOumUhN8F7H9zB+73j8Gv4rnvN+Dv52/mKHJaqzt1NxLy0XcpkET7V0holM3Of0gd52SM8rxI2ELOy4FIuXOrrBwrThrg5JJKa46DijvcaXX36JrKwsDBkyBBYWFpg5cybS0x89wlUul2Pjxo2YOHEiWrVqhQ4dOmDBggUYMWKE/pjAwECsXLkS8+bNw0cffYSgoCBMnz4d3377LQAgKSkJEyZMwMcff4wWLVroz2vZsiU+/vhjTJo0CT179oRGo6nS63ocJqWIiIiIqEHLLsxGZFokADwx9aQe1Nm5MwZ6DMTuW7ux4OQCrHtqHaSSJ3PCRFJWPk5FJwMA+vg6wMZMIXJExavyDWjmiLScAiRlFWDHpViMaNdI9GQZUUOi0WigMlMh5MOQOrmeykxV6SSOWq3GunXrsG7dOn1bcHCw/v9v3bpV5nmBgYG4dOmSQdvDiyeMHz8e48ePN9j29vYGUPy9iY+PL7PvDz74AB988EGlXkdlMSlFRERERA3a5aTL0Ak6uJi7wMHMQexwRBHcIRj/3PsHl5IuYUvkFjzv87zYIdU5nU7A32Hx0AlAE405fJ3qrrD548hlUgxp5YJfztxBQmY+DkUkop+/o9hhETUY7u7uuB52vU4KdwPFiR53d/c6uVZFLF68GP3794e5uTl27dqFkJAQLF++XOywADApRUREREQNXMnUvdYOT94oqRIOZg6YHDAZi84swtLzS9HXvS9sTOu+uLeYLtxJQ3xGPpQmUvT2czCop2IMLFVyDGrhhC0X7uHq/Qw0slbBz9lS7LCIGgx3d3ejShTVpdOnT2PRokXIzMxEkyZN8M0332DcuHFihwWAhc6JiIiIqIErKXIeYB8gbiAie8nvJfjY+CA9Px1Lzy8VO5w6lZFbiBM3i6ft9WhqD7XSOJ/Nu9maoZOnLQBg//UEpGQXiBwRETUEmzZtQkJCAnJzc3H16lVMmDBB7JD0mJQiIiIiogZLJ+j0SakneaQUUFz0fE7nOQCALZFb9CPIngT/3EiCViegkbUK/s7GM22vLB09beFmo0KRTsCuK7Eo0unEDomIqNYwKUVEREREDVZ0ejQyCzKhMlHBx8ZH7HBEF+AQgGFNhwEAPj35KYp0RSJHVPtiUnJwIyELEgA9fe2Nbtrew6QSCYKaO0EllyEpqwCnbqaIHRIRUa1hUoqIiIiIGqySUVLN7ZpDLpWLHI1xmNZ2GqyUVohIjcDG6xvFDqdWaXUCjkQkAgBaNbKCRq0UOaKKMVeaoLefPQDg3O1UxKbnihwREVHtYFKKiIiIiBqskilqAQ4BosZhTGxMbTCt7TQAwLcXvkV8dtlLgTcEV+6nIzm7AKZyKTo3sRM7nEpp6mABPycLCAD2Xo1HoZbT+Iio4WFSioiIiIgaLH09Kfsnu57Uw4Y1HYZWmlbIKcrB4rOLxQ6nVhRqdTgdXTz1rbOnHUzlMpEjqrxePsVF2dNyC3HsRt0sZU9EVJeYlCIiIiKiBimzIBPR6dEAgJaaliJHY1ykEik+6vwRpBIpdt/ajRP3T4gdUo27cCcNOQVaWKnkaOFqJXY4VaKUy9DP3wEAcPFuOmJSckSOiIioZhnnWqhERERERNV0NfkqBAhwVbvCTlW/pm7VBX87f7zk9xI2hG3A56c+x+/P/A6FTCF2WDUit1CLc7dSAQCdm9hCJjXu4uaP0tjOHC1drXD5Xjr2XYvHqE7uUNbDUV9EYouJiUFSUt2MONRoNHB3d692P7169UJAQACWLl1a/aCMFJNSRERERNQgXUm6AgBooWkhciTGa3LAZOy5tQe3Mm5h7dW1eLPVm2KHVCPO3UpFgVYHjVoBX0cLscOptu5NNYhJyUF6biGORCahfzNHsUMiqldiYmLg7+eHnNy6WTTATKVC2PXrNZKYqku5ublwdXWFVCrFvXv3oFTW/uIQTEoRERERUYN0OfEyAE7dexQLhQWC2wfjvX/ew/eXvsdTnk+hkUUjscOqlpyCIly8mwYA6OqlgURSf0dJlZDLpOjfzBGbz93FtdgM+DtboJGNmdhhEdUbSUlJyMnNxfJXX4OPk1OtXisiLg6T1v2EpKSkWk1KFRQUQKGo2dGtv//+O5o3bw5BELB161a8+OKLNdp/WZiUIiIiIqIGqWSkFJNSjzbIcxB+j/wdp+NOY+Hphfi2z7f1OpFzPiYNRToBjpZKeNg1nMSNq7UKLVwtceVeBg5cT8DLndxhImWJYKLK8HFyQis3N7HDKFN2djYmTpyILVu2wMLCArNmzTLY7+HhgbFjxyIyMhJbt27FsGHDMGbMGPTu3RupqamwtrYGAISGhqJNmzaIjo6Gh4cHAGD16tWYP38+kpOTERQUhO7du2P+/PlIS0szuMYPP/yAUaNGQRAE/PDDD3WSlOJfMSIiIiJqcOKy45CQmwCZRAY/Wz+xwzFqEokEH3b6ECZSExy5ewRH7h4RO6Qqyy3U4tK/o6Q6etjW6+RaWbp5aWCmkCE1pxBn/62ZRUQNQ3BwMA4fPoxt27Zh7969OHToEM6fP29wzOLFi9G6dWtcuHABc+bMqVC/x44dw4QJEzB16lSEhoaif//++Oyzz0odFxUVhRMnTuCFF17ACy+8gH/++Qe3b9+ukdf2KExKEREREVGDUzJKytvaG2byhjNaprY0sW6CV5u9CgD4+tzXKNIViRxR1YTGpKFQK8BerYSnxlzscGqcUi5DTx97AMDZW6lIyS4QOSIiqglZWVn44YcfsHjxYvTt2xctW7ZESEgIiooM/xb36dMHM2fOhJeXF7y8vCrU97JlyzBo0CDMmjULPj4+mDRpEgYNGlTquB9//BGDBg2CjY0NbG1tERQUhDVr1tTI63sUJqWIiIiIqMG5nFRcT4pFzituXMtxsFJaISo9CttubBM7nErLL9Ii9N9RUh08bRrcKKkSTR3U8LAzg1YQcOB6AgRBEDskIqqmqKgoFBQUoFOnTvo2W1tb+Pr6GhzXvn37SvcdHh6Ojh07GrQ9vK3VahESEoJRo0bp20aNGoW1a9dCp9NV+pqVwaQUERERETU4JSOlWtm3EjmS+sNSYYk3Wxavvrc8dDlyCnNEjqhyLt9LR0GRDrbmCnjbq8UOp9ZIJBL09nWAiVSCe2m5uBqbIXZIRFRHzM0NR4BK/60r92ByurCwsNL97tmzB/fu3cOLL74IExMTmJiYYOTIkbh9+zb2799fvaAfg0kpIiIiImpQtDqtPinFkVKVM9JvJFzVrkjITcD6sPVih1NhWp2A0DtpAIB2jRvuKKkSlio5ujSxAwAcjUxCTkH9nG5JRMW8vLwgl8tx6tQpfVtqaioiIiIeeZ69ffF03tjYWH1baGiowTG+vr44c+aMQdvD2z/88ANGjhyJ0NBQg6+RI0fihx9+qMpLqjAmpYiIiIioQYlOj0ZOUQ5UJip4WVWs5gYVU8gUmNJmCgBg7dW1yC7MFjmiiomIz0R2vhbmShl8HS3EDqdOBLhZw95CifwiHY7eSBI7HCKqBrVajbFjxyI4OBgHDhzAlStXMGbMGP1IqPJ4e3vDzc0Nn3zyCSIjI/HXX3/hq6++MjhmypQp2LlzJ5YsWYLIyEisWrUKu3bt0ifvExMTsX37dowePRotWrQw+HrttdewdetWpKSk1NprN6m1nomIiIiIRHAluXiUlL+tP2RSmcjR1D8DPQZi5cWVuJVxC5vCN+H1Fq+LHdIjCYKAczHFK9EFNLKGTNqwR0mVkEol6OPrgF/P3kFYbCZauFjBxVoldlhERi0iLs5or/Hll18iKysLQ4YMgYWFBWbOnIn09PRHniOXy7Fx40ZMnDgRrVq1QocOHbBgwQKMGDFCf0xgYCBWrlyJefPm4aOPPkJQUBCmT5+Ob7/9FgDw008/wdzcHH379i3Vf9++faFSqbB+/Xq88847VXpdj8OkFBERERE1KGHJYQCAZnbNRI6kfpJJZXijxRuYe3wuQq6G4GX/l6GUKcUOq1wxKTlIziqAXCZBS1crscOpU05WpmjuYomr9zNwMDwBL3Vwh/QJScoRVYZGo4GZSoVJ636qk+uZqVTQaDSVOketVmPdunVYt26dvi04OFj//7du3SrzvMDAQFy6dMmg7eEFEMaPH4/x48cbbHt7ewMAZs6ciZkzZ5bZt0KhQGpqaqVeR2UxKUVEREREDcq15GsAmJSqjsFNBmP5xeWIy47D1siteNHvRbFDKtf5mDQAQHMXKyjlT97IuEAvDW4kZCEpqwCX76WjtZu12CERGR13d3eEXb+OpKS6meqq0Wjg7u5eJ9eqiMWLF6N///4wNzfHrl27EBISguXLl4sdFgAmpYiIiIioAdHqtAhPDQcANLdrLnI09ZdcJseY5mPwn9P/wZqrazDcZzhMpMb30SE1uwAxKcWrBAY8ockYlUKGrl52OBieiOM3k9HUUQ0zhfH9rIjE5u7ublSJorp0+vRpLFq0CJmZmWjSpAm++eYbjBs3TuywALDQORERERE1INHp0cgtyoXKRIXGlo3FDqdeG9Z0GGxNbXEv6x4O3jkodjhlung3DQDQRGMOK5Vc3GBE1MLVCg4WShQU6XDsRrLY4RCRkdm0aRMSEhKQm5uLq1evYsKECWKHpCd6UurevXsYNWoU7OzsoFKp0LJlS5w9e1a/XxAEzJ07F87OzlCpVOjXrx8iIyNFjJiIiIiIjNW1lOKpeyxyXn0qExWGNR0GAPgt/DeRoyktv0iLa7EZAPDET1mTSiTo5Vu8NPy12AzEpueKHBERUcWImpRKTU1FYGAg5HI5du3ahWvXruGrr76CjY2N/phFixbhm2++wcqVK3Hq1CmYm5sjKCgIeXl5IkZORERERMaI9aRq1vCmwyGBBCdiTyAmI0bscAyExWaiUCvAxkwONxuuOudspUIzZ0sAwMHwROgeKnRMRGSMRJ1s/MUXX8DNzQ1r1qzRt3l6eur/XxAELF26FB999BGeffZZAMXLFTo6OmLr1q0YOXJkncdMRERERDUjJiamxovOnr59GgBglmmG8+fP10ifYWFhNdJPfdTIohG6unbFsXvHsDlyM2a0myF2SACKPyeUTN1r3cgaEglXnAOAQG87RCVmITEzv7joeSNrsUMiInokUZNSf/75J4KCgjBixAgcPnwYrq6umDRpkn6pwujoaMTFxaFfv376c6ysrNCpUyecOHGCSSkiIiKieiomJgZ+/n7IzanBaUYSoNnKZpAqpQh+LRj59/Nrrm8AWVlZNdpffTHCZwSO3TuGbTe2YUrAFMhl4tduupOai7ScQihkUvj/OzqIADOFCbo0scOhiESciEpGUwe12CERET2SqEmpmzdvYsWKFZgxYwY++OADnDlzBu+88w4UCgVGjx6NuLg4AICjo6PBeY6Ojvp9D8vPz0d+/v9uQDIyMmrvBRARERFRlSQlJSE3JxejPxsNJ0+nGukzU8jEkcIjkEGGqV9OrbHRM1ePXsWO5Tue2PIRPRv1hIPKAQm5Cdgfsx8DPQeKHRKu3EsHAPg6WUBhInqZXKPSspEVrt7PQGJWPo7dSIa/+DlEIqJyiZqU0ul0aN++PT7//HMAQJs2bXDlyhWsXLkSo0ePrlKfCxcuxLx582oyTCIiIiKqJU6eTnD3r5klusNTwoE7gL2ZPRo3rbmV9+Kiy34Y+qQwkZrguabPYdWlVdgatVX0pFR2fhGiEotHrbV0tRI1FmNUUvT8t3N3cS02Aw6OnNpIRMZL1KSUs7MzmjUzLELp7++P33//HQDg5FT81Cw+Ph7Ozs76Y+Lj4xEQEFBmn7Nnz8aMGf+b656RkQE3N7cajpyIiIiIjE1ibiKA4qQU1azBTQZj1aVVOHX/FNLy0mBtai1aLNdiM6ATACdLU9hbKEWLw5i5WKvg72yBsNhMhKbIAAlHkxHVRh3D8mg0Gri7V/+BS69evRAQEIClS5dWPygjJWpSKjAwEOHh4QZtERERaNy4+MmWp6cnnJycsH//fn0SKiMjA6dOncLEiRPL7FOpVEKp5JsTERER0ZMmKbf4w4ZGpRE5kobHw8oDfrZ+uJ5yHQfuHMCwpsNEiUMQBFy9X1yeo4Ura0k9SjdvDaISs5FWCKhbB4kdDpGoYmJi4O/vj5ycnDq5npmZGcLCwmokMVUX1q5di9dff12/bW5uDl9fX3z44YcYNqx2/96LmpSaPn06unbtis8//xwvvPACTp8+je+//x7ff/89AEAikWDatGlYsGABmjZtCk9PT8yZMwcuLi4YOnSomKETERERkRERBAHJuckAAHsVR0rVhiCPIFxPuY7d0btFS0rFpOQgPbcQChMpfBwtRImhvjBTmKDrv0XPrXuORnqeVuyQiESTlJSEnJwczJuxBB5uXrV6rVt3ovDxkhlISkqq1aRUQUEBFApFjfVnaWmpHzSUmZmJNWvW4IUXXsDVq1fh6+tbY9d5mKhJqQ4dOuCPP/7A7NmzMX/+fHh6emLp0qV45ZVX9Me8++67yM7Oxptvvom0tDR069YNu3fvhqmpqYiRExEREZExySzIRIGuAFKJFNZKa7HDaZCCGgfhv+f/i9Nxp5GSlwJbU9s6j+Hav6Ok/JwsIJdxStrjtHS1woXoeKRDjfWXM9G7q9gREYnLw80Lfl4txA6jTNnZ2Zg4cSK2bNkCCwsLzJo1y2C/h4cHxo4di8jISGzduhXDhg3DmDFj0Lt3b6SmpsLa2hoAEBoaijZt2iA6OhoeHh4AgNWrV2P+/PlITk5GUFAQunfvjvnz5yMtLU3fv0Qi0ZdQcnJywoIFC7B48WJcunSpVpNSov8lHzx4MC5fvoy8vDyEhYVh/PjxBvslEgnmz5+PuLg45OXl4e+//4aPj49I0RIRERGRMUrKK566Z2tqC5lUJnI0DZObpRua2TWDVtBif8z+Or9+XqEWUUnZAIDmzpy6VxFSqQRtbItHSO2PzsX5mFSRIyKi8gQHB+Pw4cPYtm0b9u7di0OHDuH8+fMGxyxevBitW7fGhQsXMGfOnAr1e+zYMUyYMAFTp05FaGgo+vfvj88+++yR52i1WoSEhAAA2rZtW7UXVEGiJ6WIiIiIqHKOHDmCIUOGwMXFBRKJBFu3bjXYP2bMGEgkEoOvgQPFXTGttunrSZmynlRtCvIork20J3pPnV87Ij4TWp0AO7WCBc4rwU4pIOvyPgDAnK1XoNUJIkdERA/LysrCDz/8gMWLF6Nv375o2bIlQkJCUFRUZHBcnz59MHPmTHh5ecHLq2LTEJctW4ZBgwZh1qxZ8PHxwaRJkzBo0KBSx6Wnp0OtVkOtVkOhUGDixIn4/vvvK3ydqmJSioiIiKieyc7ORuvWrfHdd9+Ve8zAgQMRGxur/9q4cWMdRlj3SupJ2ansRI6kYRvQeAAA4Ez8GaTm1e2om7DYTABAM2dLSCSSOr12fZd6aC3M5BJcvZ+Bn0/dFjscInpIVFQUCgoK0KlTJ32bra1tqWlz7du3r3Tf4eHh6Nixo0Hbw9sAYGFhgdDQUISGhuLChQv4/PPPMWHCBGzfvr3S16wMUWtKEREREVHlDRo0qMynnA9SKpX62hBPAq68VzcaWTSCj40PIlIjcOL+CTzV5Kk6uW5KdgHiMvIglRTXk6LK0eWk45UWFlh9IQNf7gnHUy2dYafmaDOi+sbc3NxgWyotHmckCP8bAVlYWFilvqVSKby9vfXbrVq1wt69e/HFF19gyJAhVeqzIpiUIiIiImqADh06BAcHB9jY2KBPnz5YsGAB7OzKHkWUn5+P/Px8/XZGRkZdhVkj8orykFWYBYAjpR4UFhZWK/16y7wRgQhsu7wNTmnVT3xWJM5rscW/kx525jBT8CNMVQzwMsPxeODq/Qx8sfs6Fj3fWuyQiOhfXl5ekMvlOHXqlH7FvtTUVERERKBnz57lnmdvX7zabGxsLGxsbAAUFzp/kK+vL86cOWPQ9vB2eWQyGXJzcyv6MqqEf9GJiIiIGpiBAwdi2LBh8PT0RFRUFD744AMMGjQIJ06cgExWugj4woULMW/ePBEirRnJecVT9ywUFlDKOPojI6k4gTNq1Kha6d/czxye73viyO0j+P6574EaKlGUlZVVZrtOJ+D6v0kpfxY4rzKZVIL5z7bA8BXHsensXbzYwR3tGtuIHRYRAVCr1Rg7diyCg4NhZ2cHBwcHfPjhh/qRUOXx9vaGm5sbPvnkE3z22WeIiIjAV199ZXDMlClT0KNHDyxZsgRDhgzBgQMHsGvXrlLToAVBQFxcHAAgNzcX+/btw549ezB37tyafbEPYVKKiIiIqIEZOXKk/v9btmyJVq1awcvLC4cOHULfvn1LHT979mzMmDFDv52RkQE3N7c6ibUmcOqeoZzMHADAs8HPwq+NX433rxN02Fu4F7ACJqybACupVbX6u3r0KnYs34G8vLwy98ek5CC7QAtTuRSeGvMyj6GKadfYBiPaNcJv5+5i7rYr+PPtbpBJWZ+Lnhy37kQZ7TW+/PJLZGVlYciQIbCwsMDMmTORnp7+yHPkcjk2btyIiRMnolWrVujQoQMWLFiAESNG6I8JDAzEypUrMW/ePHz00UcICgrC9OnT8e233xr0lZGRAWdnZwDFJQAaN26M+fPn47333qvS66koJqWIiIiIGrgmTZpAo9Hgxo0bZSallEollMr6O8KIK++VTeOmgbu/e6307R7tjuiMaBRoCuDuWL1rxEXHPXJ/ydQ9P0dLJlBqwHuD/LDnapy+6PmrXTzEDomo1mk0GpiZmeHjJTMef3ANMDMzg0ZTufcktVqNdevWYd26dfq24OBg/f/funWrzPMCAwNx6dIlg7YHa0wBwPjx4zF+/HiD7QfrR40ZMwZjxoypVLw1hUkpIiIiogbu7t27SE5O1j8BbWi48l7dc7N0Q3RGNGIyYtDOsV2tXSevUIubidkAAH8XFjivCRq1EsFBvpiz7SoW7QlHUAsnOFiYih0WUa1yd3dHWFgYkpKS6uR6Go1GXxvKGCxevBj9+/eHubk5du3ahZCQECxfvlzssAAwKUVERERU72RlZeHGjRv67ejoaISGhsLW1ha2traYN28ehg8fDicnJ0RFReHdd9+Ft7c3goKCRIy6dmh1WqTmpQLg9L265G5R/GErPice+UX5UJrUzki7iPhMaAUBGrWCiZMa9HKnxth09i4u30vH/O3X8O3LbcUOiajWubu7G1WiqC6dPn0aixYtQmZmJpo0aYJvvvkG48aNEzssAExKEREREdU7Z8+eRe/evfXbJfWgRo8ejRUrVuDSpUsICQlBWloaXFxcMGDAAHz66af1eopeeVLzU6GDDgqZAmq5WuxwnhgWCgvYKG2Qmp+Ku1l34WXtVSvXKZm614wFzmuUTCrBwmEt8ex3x7DjUiyGtY1HHz9HscMiolqyadMmsUMoF5NSRERERPVMr169StWLeNCePXvqMBpxpeSlAADsTO1KrSREtcvNwq1Wk1LJWfmIz8iHVAL4OnHqXk1r4WqFsd088f2Rm5iz9So6TbeDuZIfD4mobj16fUEiIiIiIiOWkluclLI1tRU5kiePi9oFABCbFVsr/YfHZwIAPOzMYaZgsqQ2TOvXFK7WKtxLy8XX+yLEDoeInkBMShERERFRvZWcV1zknEmpuudk7gSgeAplblFujfYtCALC44qTUhwlVXvMFCZY8FwLAMCPx6Jx+e6jl58nqi8eNZqYak5NfJ/5yIGIak3gskCxQ2hwjk05JnYIRERGpWT6HpNSdU9looKNqQ1S81IRmx2LJlZNaqzvuIw8ZOQVQS6TwFNjXmP9Umm9fR3wTGsX/HnxPmb/cQlbJwXCRMaxC1Q/yeVyAEBOTg5UKpXI0TR8OTk5AP73fa8KJqWIiIiIqF4q0BYgqzALQHFNKap7zubOxUmprJpNSpWMkvKyV0POBEmtmzO4GQ6FJ+DKvQysOXYL43vU3M+SqC7JZDJYW1sjISEBAGBmZsZ6g7VAEATk5OQgISEB1tbWkMlkVe6LSSkiIiKiOtCkSROcOXMGdnaGyZO0tDS0bdsWN2/eFCmy+qtklJS53BxKk4a3smB94GLugmvJ1xCbXXN1pXQ6ARHxxclGX0dO3asL9hZKfPi0P977/TK+2heOvv4OaGLP1SypfnJyKp5aXJKYotpjbW2t/35XVZWSUn369MGWLVtgbW1t0J6RkYGhQ4fiwIED1QqKiIiIqKG5desWtFptqfb8/Hzcu3dPhIjqP07dE5+zuTMAICk3CQXaAihkimr3eSc1B7mFWqjkMrjZmlW7P6qYF9q7YcelWPwTmYSZv13E5gldIZNyhAnVPxKJBM7OznBwcEBhYaHY4TRYcrm8WiOkSlQpKXXo0CEUFBSUas/Ly8M///xT7aCIiIiIGoo///xT//979uyBlZWVflur1WL//v3w8PAQIbL6LzmXRc7FplaoYamwREZBBuKy4+Bu6V7tPktW3WvqoGZSpA5JJBJ8MbwVgr4+ggsxafj+yE1M7OUldlhEVSaTyWokaUK1q1JJqUuXLun//9q1a4iLi9Nva7Va7N69G66urjUXHREREVE9N3ToUADFH/hGjx5tsE8ul8PDwwNfffWVCJHVfxwpZRyczZ2RUZCB+9n3q52UKtLqEJWQDYCr7onBxVqFj59pjlm/XcTX+yLQ288efk6WYodFRA1YpZJSAQEBkEgkkEgk6NOnT6n9KpUKy5Ytq7HgiIiIiOo7nU4HAPD09MSZM2eg0WhEjqhhEARBn5RikXNxOZs7Izw1HLFZ1a8rFZ2UjQKtDhamJnC2Mq2B6Kiyhrd1xe4rsfg7LAEzN13EH5MCoTBhsXkiqh2VSkpFR0dDEAQ0adIEp0+fhr29vX6fQqGAg4MDh8cRERERlSE6OlrsEBqU3KJc5GnzIIEENqY2YofzRHNWF9eVSshNgFanhUxa9c8DJVP3fBwtuGKWSCQSCT4f1hJnvz6Cq/cz8O3BG5jR30fssIiogapUUqpx48YA/vfEj4iIiIgqbv/+/di/fz8SEhJK3U/9+OOPIkVVP5WMkrJUWsJEygWlxWSlsIJSpkS+Nh/JeclwMHOoUj9FggS3knMAcNU9sTlYmGLB0BZ4++cL+O7gDfTzd0CrRtZih0VEDVCV38EjIyNx8ODBMm+q5s6dW+3AiIiIiBqSefPmYf78+Wjfvj2cnZ05CqSakvNY5NxYSCQSOJg54E7mHSTkJFQ5KZWkNYVWJ8DOXAGNuvqr+FH1DG7lgt1X4rDjUiym/hKK7VO6Qa1kApiIalaV/qqsXr0aEydOhEajgZOTk8FNlUQiYVKKiIiI6CErV67E2rVr8eqrr4odSoPAIufG5cGkVFXFF5kB4NQ9Y7JgaAucv52K6KRsfLDlMv47MoA/GyKqUVVKSi1YsACfffYZ3nvvvZqOh4iIiKhBKigoQNeuXcUOo8FIyWWRc2NSMjqqqkkpqbk10nTFo6O46p7xsDZTYNnLbfDCqpP48+J9dG5ih5c7VW+FRSKiB1VpGYXU1FSMGDGipmMhIiIiarDGjRuHn3/+WewwGgRBEJCSz5FSxsRBVZyUSs1PRb42v9Lnm/kEApDA0VIJK5W8hqOj6mjX2BbvBvkCAD7ZfhXX7meIHBERNSRVGik1YsQI7N27FxMmTKjpeIiIiIgapLy8PHz//ff4+++/0apVK8jlhh+8lyxZIlJk9U9mQSaKdEWQSWSwUlqJHQ4BMJObwUJugczCTCTmJKKRRaNKnW/u1w1A8dQ9Mj7juzfBqegUHLiegLd/Po8/WV+KiGpIlf6SeHt7Y86cOTh58iRatmxZ6qbqnXfeqZHgiIiIiBqKS5cuISAgAABw5coVg32s0VI5JUXObZQ2kEqqNPCfaoGDmQMy0zORkJNQqaRUvs4USrfmAABvB3VthUfVIJVK8NWI1njqm39wk/WliKgGVSkp9f3330OtVuPw4cM4fPiwwT6JRMKkFBEREdFDDh48KHYIDYa+yLmKU/eMiYOZA6LSo5CQW7m6UklFrpBIpLCQFsDSlFP3jJWNuQLfPlBfqoOnLV7t3FjssIionqtSUio6Orqm4yAiIiIiqhCuvGecqlrsPKHQDQBgL8ut8ZioZpXUl1q46zrm/XkVTR3U6NyEiw0QUdVxIjARERFRHejdu/cjp7ocOHCgDqOp30qm7zEpZVzsVfaQQILswmxkFWZBLX/8VLysXBnStZri82V5tR0i1YA3ezTBlfsZ2H7xPiauP4c/3+4GN1szscMionqqSkmpN95445H7f/zxxyoFQ0RERNRQldSTKlFYWIjQ0FBcuXIFo0ePFieoekir0yI9Lx0AYGfKERrGRC6Tw9bUFsl5yUjMSYTa6vFJqYg7ZgAkyL9/HabelrUfJFWbRCLBouGtcCspG5fvpWNcyFn8NrELp14SUZVUKSmVmppqsF1YWIgrV64gLS0Nffr0qZHAiIiIiBqSr7/+usz2Tz75BFlZWXUcTf2Vlp8GHXRQSBUwl5uLHQ49RKPSFCelchPhaeX52OOv3ykeYZN9/Sjg/VRth0c1RKWQ4fvX2uHZb48hPD4TE9efw5oxHaEw4cIDRFQ5VUpK/fHHH6XadDodJk6cCC8vr2oHRURERPSkGDVqFDp27IjFixeLHUq98GA9Ka78ZXw0Kg3CU8ORnJv82GOzcmW4m6gEAORcPwYMZlKqPnG2UuHHMR3w4qoTOHYjGe//fglfvdCa/y6JqFJqLJUtlUoxY8aMcp8CEhEREVFpJ06cgKmpqdhh1Bv6elJcec8oaVTF9aGScpMee2zJ1D1LWTK0mYm1HBnVhhauVvjulbaQSSXYcuEePvsrDIIgiB0WEdUjNVroPCoqCkVFRTXZJREREVGDMGzYMINtQRAQGxuLs2fPYs6cOSJFVf9w5T3jZqcqrvOVVZiFvKI8mJqUn3Atmbpnb3KnTmKj2tHL1wELh7XEu5sv4f+ORkNtaoJp/XzEDouI6okqJaVmzJhhsF1yU/XXX3+xUCcRERFRGaysrAy2pVIpfH19MX/+fAwYMECkqOqfkqQUi5wbJ6VMCUuFJTIKMpCUm4RGFo3KPO7BqXv28rt1GSLVghfauyErrwjzd1zD0r8jYaaQ4c0eLOtCRI9XpaTUhQsXDLalUins7e3x1VdfPXZlPiIiIqIn0Zo1a8QOod4r1BYisyATAGBjaiNyNFQejUrz2KRUydQ9F7t8mBbm1m2AVCve6OaJ7PwifLUvAp/vvI5CrYDJvb3FDouIjFyVklIHDx6s6TiIiIiIngjnzp1DWFgYAKB58+Zo06aNyBHVH2n5aQAAlYkKKhOVuMFQuTQqDW6m39TX/ypLydQ9X7dsCDfrKjKqbW/38YZWELD070h8uScc+UU6TO/XlMXPiahc1aoplZiYiPDwcACAr68v7O3tayQoIiIiooYmISEBI0eOxKFDh2BtbQ0ASEtLQ+/evfHLL7/wPqoCSqbu2Sg5SsqYldSVSswtu3j5g1P3fN1ycJ1JqQZDIpFgWj8fKEykWLQ7HN/sj0RaTgE+HtIcMikTU0RUWpVW38vOzsYbb7wBZ2dn9OjRAz169ICLiwvGjh2LnJycmo6RiIiIqN6bMmUKMjMzcfXqVaSkpCAlJQVXrlxBRkYG3nnnHbHDqxdS81MBcOqesStZgS8tLw1FutKLID04dc/SXFvH0VFdmNTLG58MaQaJBPjpxG1M2nAOeYX8WRNRaVVKSs2YMQOHDx/G9u3bkZaWhrS0NGzbtg2HDx/GzJkzazpGIiIionpv9+7dWL58Ofz9/fVtzZo1w3fffYddu3aJGFn9kZr3b1KKI6WMmrmJOUxlphAg6Ee3PejBqXvUcI0J9MS3L7WFQibFnqvxeGHVCcSms34YERmqUlLq999/xw8//IBBgwbB0tISlpaWeOqpp7B69Wps3ry5pmMkIiIiqvd0Oh3kcnmpdrlcDp1OJ0JE9Y8+KcWRUkZNIpHoR0sl5SYZ7Mt8aOoeNWxPt3LGurEdYW0mx6W76Riy7BjO3iqdqCSiJ1eVklI5OTlwdHQs1e7g4MDpe0RERERl6NOnD6ZOnYr79+/r2+7du4fp06ejb9++IkZWP2h1WmQUZABgUqo+KC8pxal7T55OTezw5+Ru8HOyQFJWPkZ+fxIrD0dBpxPEDo2IjECVklJdunTBxx9/jLy8PH1bbm4u5s2bhy5dutRYcEREREQNxbfffouMjAx4eHjAy8sLXl5e8PT0REZGBpYtWyZ2eEYvLT8NAgQopAqYmZiJHQ49Rkmx84eTUuGcuvdEcrczw5ZJXTG4lTOKdAL+s+s6Rq85jfiMvMefTEQNWpVW31u6dCkGDhyIRo0aoXXr1gCAixcvQqlUYu/evTUaIBEREVFD4ObmhvPnz+Pvv//G9evXAQD+/v7o16+fyJHVDw8WOefy8sbPzrQ4KZWSlwJBECCRSDh17wlnpjDBspfaoJu3Bp9sv4p/IpPQf8lhzBncDM+3a8R/10RPqCqNlGrZsiUiIyOxcOFCBAQEICAgAP/5z39w48YNNG/evKZjJCIiIqq3Dhw4gGbNmiEjIwMSiQT9+/fHlClTMGXKFHTo0AHNmzfHP//8I3aYRo/1pOoXa6U1pBIpCnWFyCrMAsCpe1Rcb2xkR3dsf7sbWjWyQkZeEYI3X8JrP57GjYQsscMjIhFUaaTUwoUL4ejoiPHjxxu0//jjj0hMTMR7771XI8ERERER1XdLly7F+PHjYWlpWWqflZUV3nrrLSxZsgTdu3cXIbr6gyvv1S8yqQzWSmuk5KUgOS8ZFgoLTt0jvaaOFtgysSv+72g0luyLwD+RSRi49AjGdPXAlD5NYWVWelEIImqYqjRSatWqVfDz8yvV3rx5c6xcubLaQRERERE1FBcvXsTAgQPL3T9gwACcO3euDiOqnx6cvkf/IynUQpmcBbN7KTCPSYIsJ1/skPRsTW0BACm5KcjKlXLqHhkwkUkxoacX9k7rgb5+DijSCfi/o9HotugAvjt4A9n5RWKHSER1oEojpeLi4uDs7Fyq3d7eHrGxsdUOioiIiKihiI+Ph1xe/lN/ExMTJCYm1mFE9Y9O0CEtPw0Ak1KSIi1sL8XA7vwtWN6Ih/mdZEi1OoNj2itN0M7FFdk3kyHpooVgIhMlVjtTO9zADSTnJSMyo3jqnrMtp+6RIQ+NOX4Y0wEHryfgP7uuIzw+E1/uCcf3R27i5U7uGN3FA05WpmKHSUS1pEpJKTc3Nxw7dgyenp4G7ceOHYOLi0uNBEZERETUELi6uuLKlSvw9vYuc/+lS5fKfNhH/5NRkAGdoIOJ1AQWcguxwxGFKi4Nbn+FwuF4BOTZhqOhdDIptKZyCFIJFJl5MMsvQj8LC2DXdRQcv43I13ogoWtToI4LSduq/h0plZeC5HvmAAAfjpKicvT2c0APH3tsv3gfS/+OwK3kHKw4FIXVR27imdYueKObJ1q4WokdJhHVsColpcaPH49p06ahsLAQffr0AQDs378f7777LmbOnFmjARIRERHVZ0899RTmzJmDgQMHwtTU8Gl/bm4uPv74YwwePFik6OqHknpS1krrJ26FLlVsGpr8egL2p6IgEQQAQL61GRI7eSOtmSsymjggX2OhTzjJ8goQvekoitYfwYuNnKBOz0XzZXvgeDwC4eN6o8DGvM5i16/Al1WILE7dowqQSSUY2sYVQ1q7OZ0u0wAAchFJREFUYH9YPP7vaDROR6dgy4V72HLhHlo3stLv16iVYodLRDWgSkmp4OBgJCcnY9KkSSgoKAAAmJqa4r333sPs2bNrNEAiIiKi+uyjjz7Cli1b4OPjg7fffhu+vr4AgOvXr+O7776DVqvFhx9+KHKUxu1JLHIuyy1A4z/OwO2vUP30vKQ2Hrj7VABSm7sC0rJLw2pNFYjTqBGSmIiMDwZjaLIOjbecgeZcNMzvJOPC3GHFSaw6oJarIZfKkZ3pD0GQwNEmH9Zq1gmix5NJJRjQ3AkDmjvh0t00/HA0Gn9disXFu+m4eDcdC/4KQ08fewxt44o+fg5QK6v0sZaIjECV/vVKJBJ88cUXmDNnDsLCwqBSqdC0aVMolcxWExERET3I0dERx48fx8SJEzF79mwI/452kUgkCAoKwnfffQdHR0eRozRuxlLkPDU1tU7qp2puJaPDulNQpxSPKrrv74QLg1si3eXfqUvx8Y88Py0tDUDxtL5bw9sjoaMXWn25A6qEDLSZtwWhc55DnkPp1SBrmkQiga2pLdIzWwDgKCmxhYWFiR1CheXn5xt8thztAzzrbo9jMXk4dDsXUamFOHA9AQeuJ8BECrR0UKK9ixIdXEyhMavbGmoajQbu7u51ek2ihqRaKWW1Wo0OHTrUVCxEREREDVLjxo2xc+dOpKam4saNGxAEAU2bNoWNzZMz8qc69COlREpK5ebkAgAOHjyIoxeO1tp1JAIwKskUfZNUkEGCOLkW/3XMwQkhBdhxrcL95N4pjjcnuzgJlONmhwtzhyHg0z9gFp+OgE//wNnPX0CRhapWXseDLGUu0GZ7AWBSSiwZKcULKYwaNUrkSCpDAkAod6+JbSOom/eGmX93wMYFF+LycSEuH6vPZyA/7gZyb5xG7o1TKIiPqvVIVWZmuB4WxsQUURUZzTjH//znP5g9ezamTp2KpUuXAgDy8vIwc+ZM/PLLL8jPz0dQUBCWL1/Op4lERERUL9nY2PCBXiUJgvC/kVIiTd/LLyguLB7g7o62LTwfc3TVyIp06Hk4Fp5JmQCAG16WON7VEd4KGcoukV++0yci8c+5q/q4ASBfY4ELHw9D209+hyohA36r9uPKzKdrvfh5QaYfABlMzRJhY8Gpe2LIzcoAADz91ofwbdVO5GgeL+z0YewK+W+F4hUEILOoALG5UsTmSJFcIIHSyRtKJ29Yd3sZpjIBTqY6OKt0cDAVYFL2rNcqi4+JwoYvgpGUlMSkFFEVGUVS6syZM1i1ahVatWpl0D59+nT89ddf+O2332BlZYW3334bw4YNw7Fjx0SKlIiIiIjqUlZhFop0RZBKpLBSirvyltpUCUermo9BkVOIDjsjYBObBZ1Ugkv9PHG3hT1sq9ifWmlaZnuBrRpXpj+FdnM2wf5sNFz3Xsa9oFZlHltTUpKKP6jLLa8CqJ2EHlWMnUtjNGraXOwwHis+pnh0U2Xibfbvf3MKinArKQc3k7JwOzkHeVrgVrYMt7JlkEklaGStgofGHJ4ac1ip5LX0CoioMkRPSmVlZeGVV17B6tWrsWDBAn17eno6fvjhB/z888/6Ff7WrFkDf39/nDx5Ep07dxYrZCIiIiKqIyl5KQAAK6UVpJIaHuZgBBQ5hejyWxgsknNRoJTh7LM+SGlUe/WesjztEfVyIJr+9A+81h9Fmp8LshtrauVaeQVSxCVZAwB0ZmdRoHWFQqaolWsRAYCZwgTNXCzRzMUSRVod7qXlIjopG9FJ2cjIK8LtlBzcTsnB4YhE2Jkr4O2gRlMHNey4kh+RaER/Z588eTKefvpp9OvXz6D93LlzKCwsNGj38/ODu7s7Tpw4UW5/+fn5yMjIMPgiIiIiovopLT8NAGCrrOq4IeMlzy1E538TUrlqOY691LxWE1Il7g5qjaQ2HpAVauGz9nDxHKhacOOeCjpBAhPTeEiVSfoEI1FdMJFJ0djOHL18HTCmqwde7dwY3bw1cLVWQSIBkrMLcCo6BetPxWDdids4cTMZKdkFYodN9MQRdaTUL7/8gvPnz+PMmTOl9sXFxUGhUMDa2tqg3dHREXFxceX2uXDhQsybN6+mQyUiIiIiEZQkMqxNrcUNpIaZ5Beh8+brsEzORZ65HCdHNEO2TdnT7mqcRIKIsb1gM30drMPuQ3PmJpI6etX4Za7fMQMAWNveQj6KC9Y7mTvV+HWIHkcikcDWXAFbcwXaNbZBXqEW0UnZiEzIQkxyDlJyCnA6OgWno1PgbGWKZi6W8HGwgKKmi1ARUSmi/Su7c+cOpk6dig0bNsDUtObegGfPno309HT91507d2qsbyIiIiKqW2l5aQAa1kgpiU5A279uwCoxB/lmJjgxwr/uElL/ytdY4M7gNgAAr5+PQVKkrdn+CyS4FVe8ul8jpwQA4EgpMhqmchn8nS3xTGsXjO/hiaBmjvDUmEMiAWLT87A/LAGr/7mJvdfiEJeRJ3a4RA2aaEmpc+fOISEhAW3btoWJiQlMTExw+PBhfPPNNzAxMYGjoyMKCgqQlpZmcF58fDycnMp/wqJUKmFpaWnwRURERNSQHDlyBEOGDIGLiwskEgm2bt1qsF8QBMydOxfOzs5QqVTo168fIiMjxQm2GgRBQEp+cSLDxlSclfdqQ7NDt+FwKx1aEylOD/VFtq1KlDhinmmHfCszmMWlw3Xv5Rrt+8Z9M+h0EthZFqCRXfHkjNS81Bq9BlFNUJrI4PdvgmpsoCcCve1gbSZHkU5AWGwmfj1zB5vP3cXNxCwItTTVlehJJlpSqm/fvrh8+TJCQ0P1X+3bt8crr7yi/3+5XI79+/frzwkPD0dMTAy6dOkiVthEREREosvOzkbr1q3x3Xfflbl/0aJF+Oabb7By5UqcOnUK5ubmCAoKQl5e/Xrin1OUgwJtASSQiL7yXk1xv5QAz9B4AEDowCZId1KLFotWpUD0C50AAI3/OANpXmGN9R3+79Q9X7cc2JoWj3IrSTASGStzpQnaN7bFa50bY0S7RvBzsoBUAtxLy8X2S7H46eRtXL6bjiKtTuxQiRoM0WpKWVhYoEWLFgZt5ubmsLOz07ePHTsWM2bMgK2tLSwtLTFlyhR06dKFK+8RERHRE23QoEEYNGhQmfsEQcDSpUvx0Ucf4dlnnwUA/PTTT3B0dMTWrVsxcuTIugy1WkpG1lgqLGEiFX3R6GqzSMxB84O3AADXAxsh1sdO3IAAxPZuBvc/z8MsPh1OR8Jwf0CraveZXyhBdGzx6C9ftxxY/jvKLbswG/nafChlXOmMjJtEIoGLtQou1ioEemkQejcNl++lIy2nEAfCE3D6Vgo6N7GFBQdOEVWbUVdu+/rrrzF48GAMHz4cPXr0gJOTE7Zs2SJ2WERERERGKzo6GnFxcQYrGFtZWaFTp06PXMHYGKXmFyelGsLUPVmBFm3/ioRMKyDBwwo3OrqIHVIxqRR3B7UGALjtDAV01R8BEnVfBa1OAhuLQmisCqGUKWEuNwfAKXxU/6hNTdDNW4OxgZ7o0VQDtdIEWflF+DssAfti5TDzDYSO0/qIqsyoHjkdOnTIYNvU1BTfffdduUPTiYiIiMhQySrFjo6OBu2PWsE4Pz8f+fn5+u2MjIzaC7ASShIYxpKUSkvKxt2Y5Cqd2+tMPCxS8pBtKsPOlrbIu1N7U9nSU3IqdXxsr2bw/O0UzOLSoTkbXe2V+CL+nbrn55YDiaS4zVZpi+zCbKTkpXAFPqqXFCZStHG3QUtXK1y6l44zt1KQVaiD/dDZeO/vZPzHLgUdPBrOggxEdcWoklJEREREVPcWLlyIefPmiR1GKfqklFLcpFRORg4kAP7ZchX/4Gqlz+9lrsaERo2gFQRMjLiJsxcr30dlSQDkpFUsOaUzleNe/5bw2HoWbn9dqFZSqqBQgpv/Tt3zccvWt9uY2uBO1h2uwEf1nolMirbuNmjuYonDoRG4mlCAqFQzjFh5AsPbNsL7g/xgb8EpqkQVxaQUERERUQNSskpxfHw8nJ2d9e3x8fEICAgo85zZs2djxowZ+u2MjAy4ubnVapwVYSzT9wpyCyAAmDTIHu18HCp1rqxQQMBRHZAPxDWRYuKgJrUT5APOXo3Hir+TkJ+T//iD/3UvqBXcd5yHdXgsLCPjkNG0aqOZbsaqUKSVwlpdCAfr/xVOLyl2zul71FAoTWRoZqXD3k/H4Y2lf+Dv6Fz8fv4u9l6LQ3CQL17p1BgyqUTsMImMHpNSRERERA2Ip6cnnJycsH//fn0SKiMjA6dOncLEiRPLPEepVEKpNK4n+3lFecgtygUg/kipEq62cvg2Mq/UOeaHc6HI10FrJYWqpzl8TWr/Q+r9WHmlzymwMUd8Vx84H7kO5wNXq5yUenDVPckDL7UksciRUtTQ6HIzMLG9NSYNbIO5267i8r10zN12Fb+euYMvn2+NZi6WYodIZNSMutA5EREREZWWlZWF0NBQhIaGAigubh4aGoqYmBhIJBJMmzYNCxYswJ9//onLly/jtddeg4uLC4YOHSpq3JVRMkpKLVdDLqt8ksUYyO8WQRlZCAFAdg9ToA4SUtUR16sZAMDhZCSkeYWPObq0wiIJbt7/36p7DyoZKZVTlIP8ooqP4CKqL9q422Dr5EB8OrQFLE1NcPV+Bp759ii+2R+JQm31FxAgaqiYlCIiIiKqZ86ePYs2bdqgTZs2AIAZM2agTZs2mDt3LgDg3XffxZQpU/Dmm2+iQ4cOyMrKwu7du2Fqaipm2JVibEXOK00rwOx4HgAgv7kCRY7GP0Ehzd8FuQ6WMMkthP3pqEqfHx1rikKtFFbmRXC0KTDYp5ApoJarAXC0FDVcMqkEr3ZujAOzemFgcycU6QQs2ReBYcuPIyI+U+zwiIwSk1JERERE9UyvXr0gCEKpr7Vr1wIAJBIJ5s+fj7i4OOTl5eHvv/+Gj4+PuEFXkrEUOa8q08sFkGXooFNJkNvOuKZGlksiQWxPfwCA8+GwSp9+/U7x1EYft2yDqXsl9FP48pmUooZNo1Zixai2+O/IAFip5Lh8Lx2DvzmKlYejoNMJYodHZFSYlCIiIiIio2MsRc6rQpqpg+pC8RS1nE6mEBTGPW3vQXE9/SFIAJurd2GakF7h8wqLJIj6d+qen1vZq/6x2Dk9SSQSCZ4NcMXe6T3Qx88BBVod/rPrOkavOY3ETE5hJSrBpBQRERERGZ36PH3P7HQeJFqg0EmGAi/jn7b3oHyNBVKbNwIAOB2+XuHzbsWZorBICguzIjjZFpR5TElSitP36EniaGmKH0a3x3+GtYSpXIp/IpMw6L//4J/IRLFDIzIKTEoRERERkVEp0BYgqzALQP2bvmcSVwRFdBEECZDT1RRlzmMzciUFzx2PhgNCxaYalbfq3oNKEowcKUVPGolEgpEd3bH97W7wdbRAUlY+XvvxNBbtvo4iFkGnJxyTUkRERERkVNLy0wAAKhMVTE3qT3F2CALMThVPy8n3kUNrKxM5oKpJau8JrVwGs/h0qG8nPfb4Ii1w435JUiq73ONKEow5RTnIK8qrmWCJ6pGmjhbY9nYgXuroDkEAlh+KwsjvTyI+g/8e6MnFpBQRERERGZX6OnVPEV0Ek0QtBBPUn+LmZdCaKpAS0BgAYH/qxmOPj45ToaBQCrWqCC52ZU/dA7gCHxEAmMplWDisJb59uQ0slCY4ezsVg5cdxZlb/DdBT6b6NcmdiIiIiBo8Y115T6fVoaCgnALFWgGWp4sTMlnNZcg3KQTKz8/UKl0NTAdK6NwU9mduwuHkDUS/0PmR0xCvxxSvuveoqXslbE1tkVWYhdS8VLioXaodJ5ExCAur/GqVLgAW9rHBF8dScScjHyNXncCYAEs85W0GSS1O+9VoNHB3d6+1/okqi0kpIiIiIjIqJSvvlRTGFltBXnF2KTsnG7GxsWUeo4lRwiTLHIUKHW7apUBX9mF1IienePW7gsKqZ8WS23oUT+GLTYN5TDKyG2vKPK6wSIIb94pX3fNvXP7UvRI2pjaIyYzhSClqEDJSiouVjxo1qsp9SOSmsBv0Dsz9e+CHCxn477qtSNnzHYSi2lmhT2VmhuthYUxMkdFgUoqIiIiIjErJSClrpbW4gfyrsKgQAKBUKKGxdSi1X1IkwPm2FgCQ2dIEtvalj6lLiphYAFkoKiyqch9alQIprd1hfzYaDqduILqcpNTNWBUKi6SwMi+Cczmr7j1IvwJfPpNSVP/lZmUAAJ5+60P4tmpX5X4EAYjMLMKVNBnULfqgUZte6GJfBLMa/rQeHxOFDV8EIykpiUkpMhpMShERERGR0SjSFSGjoPiDnrGMlCohkcggN5GXajcPL4QsDygyl6CgqQJymbgr7kmlNVM2NrGTN+zPRsP+5A1Ej+hU5hS+6zH/K3BekRlHJT9TrsBHDYmdS2M0atq8Wn24AfBJzcHOy3FIKwQOJ6kwuJUznK1UNRMkkZFioXMiIiIiMhrp+ekQIEApU0JlYvwfxiQFAsyvFY9IymplAoickKpJSe08oTORwvx+Kszulh7ZVFAoQdT94p+Rn3tOhfosqROWW5SL3KLcmguWqAFoZGOGkR3coFErkFOgxe/n7yEsNkPssIhqFZNSRERERGQ0SmoN2ShtarXYb00xv14EaQFQZClBnoesap0IAiSCULOB1QCtmRKpLdwAAJrzt0rtv3FfhSKtFNbqQjjaVKx+lVwmh4XCAgBHSxGVxVIlx4h2bvCyN4dWJ2DvtXgcvZEEnRH+jSCqCUxKEREREZHRKElKGdvUvbJICgSYhT8wSkpa8SSaqVAIX10COmjvoLvuFnrqbqK99g68dUmwEPJqK+RKS2rrCQCwOx9dal/Jqnv+7hWbulfCVvlvXSkWOycqk8JEiqdbOqODR/HIwnO3U7HjUiwKiqq/siaRsWFSioiIiIiMhn6klKmNyJE8nlnEA6Ok3MsfJVWkVSM+/WlEJ7yN/2/vzuOjqs7Hj3/unT2ZzGRfycK+g4KAiCCuuFbUurRi1Vpbrfq1tXbRtmoXf7bWLra1avtV9GvdcF9xQwFlExBk30JCyL4nk0lmvef3x5BgZEsgyUzC83698oLc5cxz7xnIzTPnPKek6lYyWwYxLVxKtvLgJIAZAw1IIECuauIko4xRRhVWdfSFyntK3aQCANw7KjF79k+38wc0iiq6N3WvXXvfSlJKiEPTNI1ThqYyZ2wGJl2jqNbLgjV7aWoLRjs0IXqUFDoXQgghhBAxo31KV6yPlNJCivht+0ZJjTMftAi4oUzUes6mrmUmStlI0Ku5KPm3JJnLANjjP5EtbbOxxa3Dbt+NW/lIpZUM1UKWaiFNedmsZ1CvxffptX2VPzWBlrwUnCV1pHxZQtWpIwHYWRZH2NBIcQVIS+zeL8lS7FyIrhuV6SLRYeXtDeXUeQO8uHovF4zPIicp9mvuCdEVMlJKCCGEEELEhJARoinQBMR+UsqxM4zuh5BTw5d/4Cgpw7Cwt+671HrOQikbWfaVXJ52O0nmMtqUjUVtl/B+8y3s9s1ia/3tFDVeRaWWxBY9gzV6Ds3YMKMYb1SSZUS30PHBpvC1T93r7igp2N+3MlJKiK7JdNu5akoe6Qk22oJhXl1XypZyKYAuBgZJSgkhhBBCiJjQPnLGbrLH9sp7YUX81sjoIO/YA2tJhQ0bJXXfw+sfiab5GZ78GBcm/gmH5qMFK+tMmejODQzN+BPJzsUANLZOZ2/d9RjKjEez84WeQ6XmRAdGqRpyjeiNKmqfwpf8ZQlaKEybX6e40g7AqDxvt9tLtCcC4Av7aA12P6klxPHIaTfzzcmDGJbuxFDw4dYqPtspBdBF/ydJKSGEEEIIERO+WuQ8llfecxSGMbVBOE6jbXDnUVJKaZTWX0trYCi61sbglEc52boYKwYerKzTs/FrkQoauhYi0/02eSmPo2l+vP6RlNZdi6FMKE1jq5ZOsZYIwDBVT4bh6etLBaB5WAaBBDsWrx/3jkp2lMZhKI30xAApru7XvbLoFlxWFwANfpnCJ0RXWUw654/LZOrgyGjDtSUNvCMF0EU/J0kpIYQQQggRE9pHSsV0kXND4dwSScR4x5jB1Dl5VtcyG69/BJrmJz/1USZavsCFnyA6m/RMQtqBU/2c9p3kpTyJpgVo8Y+mrP5qlNJA0yjSUyjZl5gapapJUlEYWaTr1J1YAESm8G0riYvEcxSjpNq197HUlRKiezRNY/qQFM4dm4lJ19hd6+WltXtplgLoop+SQudCCCGEECImfHWkVKxyFIUxeRVhO7QO7ZxgagvkUt18LgBZ7tfJN28nW3lQwGY9A59mOWS78bZCcpOfZG/d9/D4JlDXcjqpCR8DUKglYyNEhmphnFHJGn0QbZr1iLH6fD4qKiqO/mK/wlLgJmsphDdUUWKOTN1LthdTUeE/qvasoUj8pfWl6I3yObkQ3TUyMwG3w8JbG8qpbQnwwuq9XDQxiyx3DE99FuIgJCklhBBCCCFiQr0/tpNSmoL4zftGSY02g3n/KCnDsFJafzVgwuVYT4pjJcNVLQDFWhINWtwR23fad5GZ+BoVjZdT3XwudstenPadoGlsJR2bCpGIj3FGFWv1HAzt4Mmc8L4aM7t37+bf//73MV51hDukcQqJfGkegkLDaNvF88/846jbsw2y4T7Jzfa926n4OJI4a22V+lJCdEekAHoub34ZSUy98kUZZ41OZ1SmK9qhCdFlkpQSQgghhBBRFwwH8QQiNZNiNSk1qMmC2aMwrNA2vPNjdF3LaQTDqZhNDWQlvsww6rBi4MXCHq3r0xGT4lfRFsijsXUaZQ3zGJL+FyymJpSmsVnPYIqxFycBhqtatmvpB21D7UtKFSQlcs4pk4/+gr+mrqGYj3Mj7U1KrWLYoFOOuq1ms48VlBKfbGdiXh6frd2MPxDoqVCFOG4k2C1cPjmXD7ZUUljj5f3NVdR7A0wfkhLTtfmEaCdJKSGEEEIIEXXto6QcZgf2fdPDYokGjK6OTIvxjjKjLPt/2QuGXdS2nA5ApvstkrUGsvcVJd+up6G6+YthZuJr+ILZ+IK5lDdcSV7Kf9A0RUAzs0XPYKJRQbby0GA4qNYTDtmOzWwhw+3u5pUe2o7hQ9iZlIuuDCal1uIwHX3bKSSwQpUS1A3iEmw9FqMQxyOrWeeC8VksL6xjzZ4GVhc3UO8NMGdsJhaTTI8VsU3eoUIIIYQQIuraC17H6iip051OEn0mDAu0juz8uW5N8xyUsuKwFpNg+5IRRmTaXpnmoknrfn0XXQuRk/QcmhbA6x9Bg3d6x74GLY7ifSOvRqharKr7q98drSWZJwBwYu0OHPrR1ZJqZ0YngUgyKuiUJe2FOFaapjFjWCrnjMnApGkU1nh5eW0pHp8UQBexTZJSQgghhBAi6mK6yLlS/CA5BYDWEWaUdf/IJ18wi8bWKQBkuN4ikxacBAiis1s7+muxWWrIcL0DQFXzhfiDqR379mhJNGPDgsEooxpU7yd1lIIvTSMAOKt4DQm1bcfcptuIjIiTpJQQPWd0lotLJ+XgsJio9vh5cfVeKpt90Q5LiEOSpJQQQgghhIi6WE5KjfeGGe9wENIU3lGdR0lVN88BdFyO9TitRQxRkeso0RIJaaaDtNZ1SfHLibftQCkr5Y1XoVQkGaY0ja16OmE0UmgjS3mO6XW6osqfTHPIiT3s5+TKzaSWNB1zm4kqMoos6DSOuS0hxH7ZiQ6umpJLSrwVbyDMy2tL2VHV+/9PCHE0JCklhBBCCCGiLmaTUkpxcU2kAHdhih9l3z9Kyh/MoMU3DjBIS3ifbNWMnRA+TJRqx17LSdMU2YkL0DUfbYECGrz7C4u3alaK9o3EGqZqsfXyNL7tLfkAjA3txh4OkranJ5JSMlJKiN7icli4/KRBFKTEETYUCzdVsrnRBIdYtVOIaJF3pBBCCCGEiCp/2I836AUgyd71ler6QuLWcka0GgQMg+1pnafA1LbMBiDBvpk4cxX5KlIXq1hLxuihX/ws5kbSO6bxnU8gtP/+7NXcNGHDjGLYvjpWvSGsNHa15AIwLLEUgJRSD3ro2EY4tY+UCklSSoheYTObuGhiNifmJQKwrdlE+jfvweOX0YkidkhSSgghhBBCRFV7kfN4Szw2U2ytxJb/2moAXmlqwmfZnzwJhtw0tZ4IQErCJ2SrZqwYtGKhUjv0inhHIyl+JXHWQpSyUdH4zf0lpDSN7XoaBpCOlxTl7dHXbbe3NROfYcNh8pGc0Ygv3oIpZJBUfmzTgdzKjqbAsILZLYuCC9EbdE1j1vA05ozJwKQpHENO4mcf1bKp7NhHOwrREyQpJYQQQgghoipWp+65dlaSvHEvIeCJ+vpO++paZgFm4qyFxFv2kKsaAdijJaI07YC2joWmKbISX0IjiNc/kqbWkzr2eTUbe7VEAEYYtZhUz4+A2N6SF2k/vgRdh9q8yNTEY53CZ0LHqSJJSFtObCUjhRhoRmW5mJ0RIthQQZU3zGWPLueVtaXRDksISUoJIYQQQojoitWkVP7rawBYnmimPLR/WfWwYaeh9WQgMkoqQ3mwEcaPiaoeHiXVzmapJc31PgCVTd8gFN7/OsVaEm2YsROiQNUfqomjEjDMFLXmADAioQSAmnwXAKk9UlcqMoXPnmM/5raEEIeXaFVUPv0jJmXZ8IcMfvLSl/z69U0EjnEqrhDHQpJSQgghhBAiqtqTUkm22Kkn5SyuIXVtEUrTeDvV2mlfU+sklLJhNVfhtG4lb98oqb2au8dHSX1VinMpdksphoqjovGSju2GprNDTwVgkGoi09FzNZp2e3MIKxOJlmbSrJFplu0jpdzVrVjagoc7/Yjai53LSCkh+obh93L3qUncfuZwAJ5ZuYer/r2CyibfEc4UondIUkoIIYQQQkRVe02pZEfsjJTKfzVSS6p6+jAqbfsfmZWCBu90AJLjl5OqtRJPkBA65ZqrV2PSNIPspBeBMB7fBJrbxnfsq9fiqdLi0YGLc8PoPZQba191b4SzhPZ8m99ppTnVgQakljQfU/vtI6Vs2ZKUEqKv6JrGj88ewRPXnkSC3cwXJY1c8PdPWby9OtqhieOQJKWEEEIIIUTUBFSA1lArAMm22EhKxe+tI/3zQpQGxZdM6bSvLVCAP5SFpgVwx60lz2gEoExzEdZMvR6b3VJBasLHAFQ0XkLYcHTs26WlEkInN15x80mWY34tT8hBaVs6EElKfVVN/r66UsXHNoWvfaSUPceOQlbhE6IvnTk6g7duPZVRmQnUeQNcN381DyzcSjAs0/lE35GklBBCCCGEiBqPiqzglmBJwGI69kRKT2gfJVUzbRituSmd9rWPknI71pGkNZKIDwMo1dx9Fl9qwkdYzVWEDRdVTRd1bA9oZgq1SGLv/jPspFiO7RfLbZ4CQCPHXo3b0nllv45i5yVN7F8OsPtcyg4GmOJNhM1txxCtEOJoFKTG8/otM7jm5MioyMeX7Obyx1awt741ypGJ44UkpYQQQgghRNS0qBYgdoqcx5XVk75yJ3DgKClNS6C5bSIASfErOkZJVWoJBDRzn8Woa2GyExcABo2tU2nxjejYV665KPVquO0at+d5D93IESjVnpSC0QlFB+yvG5RA2KTh8ASIbzj6WjQmdMytkXmBQXvjUbcjhDh6douJ380dx2PzJuGym1m/t5Hz//4pb28oj3Zo4jggSSkhhBBCCBE17SOlkuyxUeQ8/7U1aApqpgzBm5/aaZ/dNhOFGbtlLymW3aQSSfrs1RL7PM442x6S45cBUNF4+f5pfJrGm3t1DKU4L9VPrr/mqNov86XRHHJi0YIMiS87YL9hMdGQHVkBMO0YV+GztESSUgFJSgkRVeeOy+Kd/5nJiXmJeHwhbn1uHbe/sI6m1mNb0ECIw5GklBBCCCGEiJr2pFQsjJRylDeQsWwHAMWXTj1gv806C4Ck+FXkqkY0oIY4WjXrAcf2hXTXQiymWoLhJMobLu+YRVfepvPYmsgvkWc1fYmuuj+Nb6tnMADDnSVY9PBBj6nJjxR2P9Zi55KUEiJ25CbHseAH07ntjGHoGryxvpw5f1vKZztrox2aGKAkKSWEEEIIIaImlqbv5b++Bk0paicV0DI4rdO+QanDMZvz0AiSal9N5r5kWokevRFeuh5gUPJ/gRAe3wQavKd07Pvlxz7qgxqpIQ+Tvbu61a7fMLPbmwPA6ITiQx5XlxupK5VS2oxmHH1dqfakVNB+bCOuhBA9w2LS+ck5I3n55lMoSImjstnHvCdWcd+bm2kLHDxJLcTRkqSUEEIIIYSICpPLRIAAAIn2xKjGYq9sIuOz7QAUXzrlgP3TRpwDQIJjE/laNTrQiJ1mzd6XYR7AYS0lw/02AFVN36AtkAtAow/+XhIPwCmebSSEu160eFdLLiFlJsnSRIat/pDHNWbEE7SZsPjDuKuOvn6V+SsjpdQxFE0XQvSsSXlJvHv7TOadnAfAU8uLOffhpSwvlFFToudIUkoIIYQQQkSFIzdSB8ltc2PRo7vyXv4ba9ANRd3EPDzDMjvt0zExZdiZAKTErSRHRaarleiJfR3mQSXHf0aCfRMKMyV1N2AyZQDwTq2NUmsKVhXm9KaNXW6vfere6IRiNO0wB+oadYMiU/hS9h79KCeLV0OFFcoUpNU4dBJMCNH34qxmfj93PE9dP4VMl509da18+z+ruOvVDTS1Sa0pcewkKSWEEEIIIaLCnhcZZZRqTz3Ckb0cR3UTmUu3AVB82YG1pAZZR+J0uAkbDQy3foEZAy8W6ojr61APStMgO+l57JYywoaT5OS7iLe7AI0P3RMx0BjpK6fAV3XEtuoCLqr8KegYjHTuOeLxtXmRpFTanqOvK6UpDX+VH4CGYMlRtyOE6D2zR6bzwR2zuHpaZNTU85/v5ey/LOH9zZVRjkz0d5KUEkIIIYQQUdGelEpxpEQ1jsELVqGHDeon5NE8IuuA/cPsJwEQ9C8hTzUAUKIlcvhhRH3LpPvJTflfLKYGzOZsbr3gQRwmN7UWN2vjhwKRoucmdfh6MNs8BQDkx1UQZ/Yf8XVr8yJ1pZLKPejB7hdUb+cvi7xWY2jvUbchhOhdLruF+y8Zz4vfP5khqfFUe/z84Jm1fO/p1eyt7/oUYSG+yhztAIQQQgghxPHJnrtvpJQjeiOl4ktqyVgWqSVVeNX0A/Yrn06OdRgAI+wLsRHGj4kqLaFP4+wKi8lDXsp/2FHxA3JTh3NB8C7aaj/gA+sgRmp7SQp7OaFuE0tsQw56vqE0tjVHRkEMNm3BV+PA1jIEiy8DPZSAHorDMLcStjQSdFTQ5t5EiyVIW5wZR2sIR2EVVTnObscdCAQiSakp0CBJKSFi3rQhKbx7+0z+vmgn/166m4+2VvPpzlpunj2Um04bit1iinaIoh+RpJQQQhznlsw6LdohDDinLV0S7RCEiHkBI4AtywZEd6TUkBdXoimoPnkYLUPSDzygKAGTZqa8bhdXDKsBYK/mRsXQKKmvslmqqa29G2y/ICMxF/ueuez0v8mjVis/z/Yzw7ebZ7fXURU88JfGZsdEfGkO7OEAo/acSrx+4IqIetCNOejG1pqPvfYESgKfsM2+lRNbwVi7m7WVoW7HXF7mwWdEatM0BiUpJUR/YLeY+Nm5o7jkxBzufXMzywvr+NtHO3n1izLuvWgMZ4xKR4vR/ydFbJGklBBCCCGE6HNl/jI0k4YFC/Hm+KjE4NpeQeraIgxdY/cVJx/8oF2Rmkkmz4uk2RQhdMo1Vx9G2X3hcBV/e/02fnT5A2THj2a0/UoCprPYHfoNQ8x7ubNA5wk1BpSGyXBiC2Xg8A/mA1NkRNiEYBzxugVDC9Bq3U2btZiQqYmw3orJiMcSSiHBNx5bKJ0htvMwZ5ig/g3GB+MpHjao2/HW121n96ZIMqohtBelDDRNqowI0R8Mz0jg2e9N4+0NFdz/zlZK6lu54ek1nDoslbvPH82Y7Nj+/1JEnySlhBBCCCFEn9vbFklCuDRXdD5NV4qhzy8HoHL2aNqykw48pNUE5ZFi5ucN+gKAMs1FWIv9qSmtfg/vlD3IFdOvxdkwFWs4hRUNPyc/9UeM1ho4vWkKu/3T0FVktFqjblCUEKnrNNxUQkPaTgKOUtAiNah02ovRBgjTQKPahbUtD1f9LJrdU4A3SGvw4zbZCVq7d3/MZgv+Sj+EdUImH83hStzm7B67F0KI3qVpGhdNzOaMUen8/eOdzP+smM921XLBPz7lm5MG8ZNzRpLptkc7TBGj5CMIIYQQQgjR50p8kVXWXFEadZS8fg+J28oJW0wUXzbt4AcVukBp2LUlTB9kEDKgVHP3baDHROFzbqcu5wU8ScupssA67zcAmJXwX6woFAZBSx1rnVWgQZapHFPqRwTi9nQkpA5Kg0BcCfWZr+NNUHgd6WgKMksPX0j9kAwwt0beC/XBI6/6J4SIPfE2M3edN5qP7jiNCydkoRS8tLaU0x9azJ8/2E6zLxjtEEUMkqSUEEIIIYToc1FNShmKIS+uAKBszgT8KYcozr0rUsz8hPhXAdjQZCKg9b+JBkoP0uraSGPG27yX2EYjcSSYahiT8Tuqc5+kJutVNpsioxhG2rZ3q23D3EJ95hvUpUQKpOcWu8A4untkaokk/OqDRUd1vhAiNuSlxPHPb0/i1R+ewkn5SbQFw/zj413M/OMn/GvxLloD3a89JwauqCalHnjgAaZMmUJCQgLp6enMnTuX7ds7/yD0+XzccsstpKSk4HQ6ueyyy6iqqopSxEIIIYQQ4lgppTpN3+tr6St3klBcS8hhZc/Fkw96jPKYoSqOZHMxk50lGEqxvK7/JaS+LmBSvGMeBcB0tpJKE8XBAvzKTrzWwiBzabfbVHqAvYObAUitK8FVPxNU92Mze9uTUsXdP1kIEXMm5SXx0k3TeWzeJIalO2lqC/Lge9uZ9eAnPPFZEb7gUY6sFANKVJNSS5Ys4ZZbbmHlypV8+OGHBINBzjnnHLxeb8cxP/7xj3nrrbd46aWXWLJkCeXl5Vx66aVRjFoIIYQQQhyLcm85rUYrRsjAqR1ilFIv0UJhBi9YCUDJRZMIJTgOfuC+AueTUl8C4NWtIeoCA2OSwXZTOtv1NMwoLgptZntgJAAjrDvQtaPIJgGVOWYUEN9aibs+Hbt3eLfbaE9K1clIKSEGDE3TOHdcFu//aBZ/vXIieclx1LYE+N3bW5j14Cf8Z+luvH4ZOXU8i+rHPe+9916n75966inS09NZu3Yts2bNoqmpiSeeeILnnnuOM844A4D58+czevRoVq5cycknH2KVFCGEEEIIEbO210dGxvvL/OjD+zbRM+j9DcRVNuF3x1F6/sRDH7jLhctUwXAi0/zu/9TP3Jl9FGQfeMc8msGBelrCidSG09AJM8y666jbC9jMNCQ7SK5vI6lhBz7HdPyOPShToMttmLyRRGCrUY8v3IzdJKt2CTFQmHSNS04cxIUTsnl5bSn/WLST8iYf97+7lUcW7+K6Uwq47pQCEuOs0Q5V9LGY+rinqakJgOTkZADWrl1LMBjkrLPO6jhm1KhR5OXlsWLFioO24ff7aW5u7vQlhBBCCHE8ue+++9A0rdPXqFGjoh1Wh/aklG+vr09f19LcRv4rnwOw+6rphO0H/+VHNVihzs4k52voKJZ54lhfafRlqL2uUYvjY9Mw/i98NgBDLbtx6MfWH1VZkVFvic0b0A0Hzsap3TpfD1twmTIBqA8VH1MsQojYZDHpfGtqHot/ejp/vGw8g1PjaWwN8rePdnLKHz7m/727lermvv3ZIKIrZpJShmHwox/9iBkzZjBu3DgAKisrsVqtJCYmdjo2IyODysrKg7bzwAMP4Ha7O75yc3N7O3QhhBBCiJgzduxYKioqOr4+++yzaIfUIdmezGDHYNp2t/Xp6w5+aRWW1gCegjQqTztMkm6Xi3i9llGOjwF4sjqljyLsW0v04bwRPgWAG/T3jnD0kVXuS0olNW4FpXC0jMHsT+tWG8mWwQDUSV0pIQY0q1nnyil5fHTHafzz2ycyOstFayDMv5fu5tQ/fsLdr22ksKYl2mGKPhAzSalbbrmFTZs28cILLxxTO3fddRdNTU0dX3v37u2hCIUQQggh+g+z2UxmZmbHV2pqarRD6nDlqCu5b9h91H9c32evGV9SS/ZHmwDY9Z2ZoB/8MVgpoDCBk5wvYSJMWcpgNrQeou5UP7cjOIIAVsZoxVzJCoYZNcfUXk16PGFdI67Vh87naGgk1M/oVtHzZEsBICvwCXG8MOkaF07I5t3/OZX5101hcn4SgbDBc6tKOPPPS7h+/ud8trMWpY6u3p2IfTGRlLr11lt5++23+eSTTxg0aFDH9szMTAKBAI2NjZ2Or6qqIjMz86Bt2Ww2XC5Xpy8hhBBCiOPNzp07yc7OZsiQIVx99dWUlJREO6ToUYoR85egKUX11KE0jsk59LF1NlyeBkY7FgHw+eiz+yjIvqUU7AiMAGCGZS2aBhcFt2BRR19wOGzRqU2LAyChdSlKC2INZGD1dX3mwv6kVPFRxyGE6H80TeP0Uem8fNN0Xvz+yZw1OgNNg0+21zDviVWc9/CnLFi9V1bsG4CiWuhcKcVtt93Ga6+9xuLFixk8eHCn/ZMnT8ZisbBo0SIuu+wyALZv305JSQnTp0+PRshCCCGEEDFv2rRpPPXUU4wcOZKKigp+85vfMHPmTDZt2kRCQsIBx/v9fvx+f8f3A60mZ8ayHSRuLSdsNbPrmlMPf/AuF1Oc/8WkhdmTPoKK1MHA4r4Is0+Vh7LxGC4sBAjYvDQG7STRxunhQj4wjzzqdiuzE8io8pJeWU/5iVuIb56Is/Ek6u17QTvy+Sn7pu81hkoJqQBmTYoeC9HTtm7dGu0QDssC/HC8ztyCNN7c1szSvQG2VXr42SsbuP/tTcwZGsecoXEkOUzRDvUAqamp5OXlRTuMfiWqSalbbrmF5557jjfeeIOEhISOOlFutxuHw4Hb7eaGG27gjjvuIDk5GZfLxW233cb06dNl5T0hhBBCiEM477zzOv4+YcIEpk2bRn5+PgsWLOCGG2444PgHHniA3/zmN30ZYp8xtfoZ+kyknlbxpVPwpx16FL1SkLy7iZGOJQB8PuacPokxGrYGRgMwzLoLpcPb5jHMC33B9HAxG/QsKvWjm21Qme1k4jrIqGyh1fkFDs8YLIF0rG35BOL2HPH8OD0Zm56A3/DQGNxLqnXoUcUhhDhQc31kiu68efOiHEl3aOi2OJwT55Aw+UKaXOks2NLCixsb8G77DM/atwhU7Ih2kB0ccXFs27pVElPdENWk1KOPPgrA7NmzO22fP38+1113HQB//etf0XWdyy67DL/fz5w5c/jXv/7Vx5EKIYQQQvRfiYmJjBgxgl27dh10/1133cUdd9zR8X1zc/OAWSxm8IJV2Jpaac1KZO8FJx7+4CoH0/Tn0DRFYeZYahIPM82vH2sIJ1IeykHDYJRtGwA7TOlsNDIZb1RycWgT/7ZMR2ldGNr09baTHfhtJmz+MMkNDbQlbCK++cTIaCnHniOOltI0jRTzYMoDG6gNFkpSSoge1NYSGQV7wQ9+ycgJk6MczZFt/XwJC59+mPOu+xEjJ0zGUFDeGmKnR6c+YME59nScY08nyWowLMFgUJyB3v3/tnpMVUkhz/7xp9TW1kpSqhuiPn3vSOx2O4888giPPPJIH0QkhBBCCDHwtLS0UFhYyDXXXHPQ/TabDZvN1sdR9b6EwioGvb8BgB3Xn4ayHH6qx6Atexli/xwDnc/HDtxRUlv8YwDIM5eQoO9f3WqheTTDArXkqGamhfew0lzQ7baVrlGZ5SS/uInMcg+bx2/A4RmLJZiK1ZdLwHHkRYhSrUM7klJCiJ6Xkp3PoOFjox3GEVWVRP4P+Gq8ecDJQFWzjy/3NrKjqoWGgM7qOp3NHhPjc9yMz3ETb4tqqkN0Q0wUOhdCCCGEED3nzjvvZMmSJRQXF7N8+XIuueQSTCYT3/rWt6IdWp/RQmFGPb4ITSkqTx1Jw4QjfGodCjOz4UUANqbNpCEhvQ+i7Htthp2iYKRu0xjblk77WjRbRz2pM8M7cau2o3qNyuxI3bKs8haUyUebM1K/Jq55YpfOT7UMA6A2cPCRfUIIkeGyc87YTL57agHTh6QQbzPRGgizqqieJ5cV8d6mSiqa2mTVvn5A0odCCCGEEANMaWkp3/rWt6irqyMtLY1TTz2VlStXkpaWFu3Q+kzu2+twltQRSLCz6zszj3j8uC/XkWwqpc1IYPWk0/ogwujYFhiFgYk0UzVp5toD9n+hD+IErYx81ciFoS08a54E3ZzGV5ntBCC5thWLP0SraxNxnvHYfDmYAymErHWHPT/VGklKNYRKCBl+zPrAG8UnhOgZcVYzUwcnMzk/icKaFtbvbaSiycf2Kg/bqzykJ9g4ITeR4RlOzLqMyYlFkpQSQgghhBhgXnjhhWiHEFWO8gYKXvkcgF3XzCTochz+eJ+HqaULAVjlnEvAcfjj+6ugMrM9EBkJ9fVRUu2UpvGmeRw3B5cx0qhhvFHBRlN2t16nNd5Kk9uGu8lPRqWX0nwz/rjd2FuHEdc8gebUTw57fryegkNPpM1opC5URIZ1VLdeXwhx/DHpGiMyEhiRkUB1s4/1pZGpfdUePx9sqeLTnbWRqX2D3Dhlal9MkVShEEIIIYQYMLRQmDGPfIApGKZ+Qh5VM0ce/gSlmLX+DeyqlZrgYLaMmdQ3gUbBzsBwAspGgt5MrvnQtZ1qdCdLTJHRSueHthKv/N1+rY4pfGUeALyuLwGwe4eih+IPe66maaRaIgXOZQqfEKK70l12zhmTyXdnFDB9aApOm5m2YJjPi+uZv6yIhZsqKG+UqX2xQpJSQgghhBBiwMh/fQ2uwmqC8Ta2/eDMI049G1a2gaGVmwkrEx/7b0Zl+/oo0r4VVjqb/ZFCweNsm9C1w/8y9qlpMJVaAvEEOT+0tduvV7FvCl9WuQeUImSrJWArR8NEnOfIBZbbp/BJsXMhxNGKs5qZWpDMdacUcP64TLIT7RgKdlS18NLaUl5YvZctFc2Ewka0Qz2uSVJKCCGEEEIMCAmFVeS/uhqAHd+djT/FedjjHT4PMze8CcBa7zepHZqMNkCfjguDQ2lTccRpXoZYdh/xeEPTec08jjAa441KRoWruvV61ZlOQiaNeG8Qd2NkpFWrayMAjpZRoA5/o9uLndfISCkhxDEy6RrDMxK4fHIu35qay5gsFyZdo9rj58MtVTy5rJjlhbW0+ELRDvW4JJMpRb9U8tvx0Q5hwMm7Z2O0QxBCHMY/f/JWtEMYcG7980XRDkH0IN0fZPQjH6Abiqrpw6meMeKwx2vK4MwvXsIRaKU2VMDalstgeGkfRdu3DKV1jJIaY9uCSevaqIAK3c1yUwEzw0VcGNpCsZ6MT7N06dywWacq00lOmYfssmaakuz4HXsIm1owhZ3YW4fgiz90wiltX1KqOVyO3/Bi0w8/5U8IIboiPcHO2WPsnDoslU3lTWwobaLFH2J1cQNr9zQwNM3JCbmJZLntaN1c5EEcnQH6WZAQQgghhDieDH1+OfHljfiT4tlxw+wjHn/StkXkVe8kqFn4qPF2jCQDUrpfO6k/KA4W4DFc2DQfw607u3XuJ6Zh1GpxuPAzJ7S9W+dWDNpXV6o0UlcKTdHmjEwFdHjGHPZcu8mF05QOQJ1M4RNC9DCH1cSUgmSuP6WA88dnkpPowFCwszoyte/51XvZXN4kU/v6gIyUEkIIIYQQUVNbW4ulomujbw4lc3sVg97bAMDyK06kwtMAnkMfP6KhiCk7Pgbgo9B11IUK8GQW4q2sOOjxPl//rTNlKI0N/gkAjLZuxaJ1b3pKSDPxhnkcNwQ/Z7JRykYjk916apfOLc9xAeWkVXuxBMIErSbanNuIb5qM1Z+FOZBMyFp/yPPTLMNoCVdTE9hFtm1Ct+IWQoiu0HWN4ekJDE9PoMbj58vSRrZVeqjx+PloazXLdtUxNtvFhEFuEuzH9rNKHJwkpYQQQgghRJ+rqIgkgF599VUsiUf/oO8KaTxR5AZ0Xkvy8fDSN2HpoY8f5zD46dAAmOCZujiaAueiafDE0r/SvLjuoOe0FLUAoOh/n5gXBQfTbLixan5G27pfsBxgj57MKj2PaUYJFwc384h1BgHtyL9GeBOsNLltuJv8ZJZ72FuQiGFuxR9XjL11CI6W0XiSlx3y/FTrMIp8y6kNSl0pIUTvS0uwcdboDGYMS2VzWRMbyprw+EKs2dPA2pIGRqQnMDk/ibQEW7RDHVAkKSWEEEIIIfpcY2MjAKcOH86I4dlH14hSnPNBKWkhL41uK03fGME15kNXp0gzvNzS9gVOoFBPpCThehLrddrsZVx88shDnvdW5Sp20Ar9bPlwhd4xSmqsdXO3R0l91YfmEYwMVJNEG2eGd7LQPLpL55XnJOBu8pNdGklKAbQ5t2BvHYK9ZQQtiasOeW6aJVIXrCqwDaWU1HcRQvQJh8XESQXJTMpLYnetly/3NlLa2Mb2Kg/bqzwUpMRxUn4yOUmOaIc6IEhSSgghhBBCRI3bEUeG231U5w5bVUZuqZewSePLb4wkNSXukMe6Ql6+VbcBJ0EqLYm8nXIqrm2RhVP09JLDxmAz988pG4HUabTtqyU1yrbt2NrSzLxpGct3gmuZFt7DJj2TvXrSEc+rGORi9JZasso8kaSephGwlxEyN2IOJWL3DgfWHfTcVOtQdMz4jCaawxW4zUeZvBRCiKOg6xrD0p0MS3dS7fGxtriBndUtFNe1UlzXSpbbzkkFSQxOiZek+TGQQudCCCGEEKLfSSlpYuTyyGp5G88cjCft0AmptGATV9cuwRVuo87s5OXkUwj60tB9SSgtTDhxT1+F3XdMZvw55wMw1nZso6Ta7dLTWKdnowNzQ5swq/ARz6lJjyNo0XH4QiTXtkU2atCWsAU4fMFzs2YlzTociIyWEkKIaElPsHPe+Cy+Mz2fcdkuTJpGRZOPt76s4NlVJWyraMboX4NpY4YkpYQQQgghRL9iawlw4ruFaApKxqZROi7tkMfm+av5Vu1SnIafGrOLBSmn0mayYa4fAkDYXQrmQF+F3mcSTjgfw5aKQ2tlpLV7q+YdznvmUXiwkqa8nBY+8qp4hkmnPCeyCt+gvU0d29vid6AIYQmmkmItOOT5GdZRAFT5j64elhBC9KTEOCtnjs7g+hkFTM5PwmrSqfMGeH9LFe+XW0iYdCH+kGSnukOSUkIIIYQQot/QDMWkd3Zhbw3SnOpg0xn5Bz9QKaZ5tnN53TJsKkSJNZXnU2fSYnKA0jA1DAYgnLy7D6PvGwHdgfuUKwGYaP+yR0ZJtWvTrLxtjoxuOjVcRKbRfMRzSvMiUyMHlew/Vpn8+OIjSa2hzlMPeW6GNVK7qiogSSkhROyIt5k5dVgq351RwClDU3BYTLSGNZLPvokfvlvNk58V4QseeTSpkKSUEEIIIYToR0Yu20tKmYeQRWftRcMxLKYDjokP+7isfgWzPFvQgU2OPF5OOQW/bgVAb8lAD8ajTH7CrrI+voLetzXlfExxbvS2SoZZen7luq2mTDbpGZhQXBLaiK4OvypheU4CYV3D3eQnocnXsb19Cl+uYxJxtoSDnptuHQloNIcraAs39tQlCCFEj7BZTEwpSOa7Mwo4ISlEqKmaBp/Bb9/ewswHP+F/P91NW0CSU4cjSSkhhBBCCNEvZG2vY9jqCgC+PGcI3q+vfKQU473FfLf6I4b4qwiiszDxRBYmTiKs7U9etU/dCyXtAf3wCZX+psFIYGvKeQDYS19H13pnGsm75jG0YiFLeZgRLjrssSGriaosJwC5XxktFbRWE7TUYtatnDzy3IOea9OdJJlzARktJYSIXWaTztAEg7J/f5+bJrvJSXRQ4/Hz+3e2MvPBT/jP0t20Bnpu1OpAIkkpIYQQQggR81zVXk54PzLVrnByJhUjUzrtTwy1cEXdMs5tWoddRVbY+2/abDbFFcBXV0UyTJga8oCBOXXvleBZhHUbvrKtWBq+7LXXadFsLDRH6j3NDheSarQc9vjSPBcAg/bsrysVKXi+GYBTx1x4yHMzrJHpglLsXAgR84wQ5wyN45M7Z/OHS8czKMlBbYuf+9/dyqwHP+HxJYWSnPoaSUoJIYQQQoiYZvUGmfLGDkwhg+oCN1tn5nXs05TBlJadXFfzMfmBGoKaiU9c4/hv6mnUWtwHtGVqyEczrBhWD0Z8dV9eRq8rDA9iWWgSAA2L/kNvL1D+pZ7NTi0VCwZzQ5vQ1KFHZZXlulBASl0bDu/+wvJt8bsIGG2kuweRriUd9Nz2YueVMlJKCNFPWM06V03N45M7Z/PgZRPITXZQ2xLggYXbOPWPkeSUTOuLkKSUEEIIIYSIWXrI4KS3duDwBGhJsvPF+cNAj6RbMgINXFO7mNnNm7CoMHusqTyVdgZrnMNR2sEfc821IwAIpe6k17M2fchQGs8FzgdgSOOnBCp29P6LahpvWsbix0SeamRqeM8hD/U5LNSmxwGdC56jhyj2rgJgqJZz0HMzbJFi5/XBIoJGWw8FL4QQvc9i0rliSi4f/2Q2D35zAvkpcdR7I8mpWX/6hKeXF+MPHd/JKUlKCSGEEEKI2KQU4xYVk1zeQtBmYvXcEYTsZixGiNlNG5lXu5iMYBM+zcJ77hNZkHIqjWbnIZvT2tyYvOkoDEIphX14Ib1vZWgCu41c7Pg5ofrFPnvdJs3BB+aRAJwd3kmSaj3ksXv3rcKXV9zUafuulk8ByNZSofXAaS1OUypOU6TfKgNbeip0IYToMxaTzhUn5bLojtP40zcnMCgpUnPq3jc3c8ZDS3hxdQmh8MCqcdhV5mgHIIQQQgghjl911R5KE+oOum/8zkbyNtdiAO9PSafU08qollKu0HeSovkBWGuk8ZoxFE+dFerqD/taaS1jcQBe627KK0q7HGNbS+DIB0WRV9l5MRApFH6hZQm2UCTp0+oJUFHW0Ouv/xZOhrsSGGX1cIF3HQ81jUYdZBiaxw4nAunVXjyFNbTYI7+KVNQVs91Yx8icEzEVeQmPPXDaZY7tBLa3fkCZfz259sm9fUlCCHHUtm49/FTjoTr8+Qw3i4osvLy1hbLGNn7+ykb+9v4WrhqXwIxcO7rWN0N5U1NTycvLO/KBvUiSUkIIIYQQos/V1taiAQtfWMvCg+w/w+nk+9k5oGk8WF3Fgqe38aez7dw81QpAcaPBD9/xsXBXIXDkUU9m3cLv530XHPDMG0+yuWRVt2MOhXpnJbtj9VLgHJpxkq1Vc45lOW+2GmjAzjVV7FzzYZ/E8GGixoabnIyweYhbs5SHVx08kXdCbh5T4+JofvVLnmzYn0RUg99kZM6J6EVewqNdHVM02+XYJrK99QNKfevhwJyVEEJEXXN9DQDz5s3r8jma2YrzxPNxn3w5Fbj568pG/vhWMY2f/pe2nSt7K9QOjrg4tm3dGtXElCSlhBBCCCFEn/N4PCjg9gsymTCs80p68U2KsasMdAOqBmlcfF4qf3NqJJkiU7s2+52sxc03L9D5ZhdfLxSeRDDoBhr58dxWNG1sl2N9a9keXl/TgorBqRU7w3ksCU0B4Du2N7FoYdoCBgq4fmYC08Zm91ks6/xeZtmaeWiOnZNPyqUpfOCvGkllwA64aUgaU6ekAbBofRWvfL6MVsNHnN+OXtaGkRvX6bxs23g0dJrD5XhC1SSY0/vikoQQosvaWiL18i74wS8ZOaF7IzqDBhR6QuxoNkFaAemX/ookq8EYd5gMu6I3Bk5VlRTy7B9/Sm1trSSlhBBCCCHE8WlQipWRg+I7vtc9Bq7FXnQDAoNMZJ0RYmagGhOKgGZipy2bRmc8Q7v5OjtLZxMMQkbSGrJSHN06d0VCbD4yh5SJp/3fAGCmeQ0jTZ0LjWcmmhiRHXewU3tFWDmoN4Ika22cl9rMF3pkpNtXaSkKtdOHs0VjdLyNsFtnw24zhhFmR7CEE2wj0He3HJCUsurxpFlHUB3YRpl/PaPM5/TZdQkhRHekZOczaHjXP/hoNxg4NRjmi5IG1u9tpCGgs6xGJzvRzilDUslJ6t7Prv5CCp0LIYQQQoiYoPkVCe+3ovsUoRSN1FktjAxUYELRaIpjXdxgGs3xR27oa1p92Xh9BWiESHV/3guRR8cbwdmUqQyceLnC+kG0wwFNY5ueTggdN37yVOMBhyibhj878iuIo7jzilM7gyUoDfTaAFpz8IBzB9lOAKDMv76nIxdCiJhgt5g4ZWgq151SwIm5iZh0jfJGHy9/Ucrr68qobPZFO8QeJ0kpIYQQQggRfWGF86NWTI0GhkuRc3YjOUakSPdeSwqb7bmEtKMbsVTTdAoAic6NWMyeHgs5mnaHc3g3OBOA79jewqm1RTmiCL9mZqcWmY45WNUTpw6sLeUrMAFgLw6D2l+nq1X5UVmRkQB6YcsB5+XsS0pV+DdiqON7CXUhxMAWZzUza0Qa100vYHyOG12DPfWtvLh6L29vKKe2xR/tEHuMJKWEEEIIIUR0KUX80jYsFWF0Z5j8c+tJxouBxnZbNiW2tAOmgXVVMBRPo2ciAKmJy3sy6qgJKjNP+C/FwMQ00wammDdHO6ROKrUE6ohDB8YYVWiqc4F4/yAThhnMLQpLdec6XeGhkZFweklrpMjKV6RYhmDTnARUKzWBnb16DUIIEQucdjNnjErnO9MLGJ2VgAYU1nh5dlUJCzdV0OCN7dVhu0KSUkIIIYQQInoUxK30YysMYYoPkXdePU7dTxATmxy51Fpcx9R8XfNUFGbibHuJt5f2UNDR9XLgLMpVOi7Nwzzb29EO50CaxjY9jSA6CQQYouo77VZmrWO0VNyuziOeVJoN5TSjhRT6ntZO+3TNRLYtkmAs9a/rxQsQQojY4nZYOGdMJvNOzmdEuhOAHVUtPLNyDx9sqaSp7cApz/2FJKWEEEIIIUTUDK0wY98cwJoQouD8OhymID7NzIa4fDymYyvSbRhmaptOBgbOKKn1oRF8EJoBwPXW12Nm2t7XBTQz2/TICnl5qpEk1TnB1DosMhXTXhLGHv7KKDhNIzws8guXaacHjM6jrHLtkwDY4+v9pdKFECLWJMdbOW98Ft+emseQ1HgUsLXCw/+tKObjbdV4fP0vOSVJKSGEEEIIERWXuNyM2mvFmhAid04dVlOYVs3KRkc+Pt16zO3XeyYTCruwmBtJdG7sgYijq8FI4An/pQCcbV7OCeYdUY7o8Gq1eMq0yEi30UY15q/UgQql6ASTNTQDRnptnc4z8uNQVh2tNYxW3jnplmefgo6ZxlApDcGS3r8IIYSIQWkJNi6amM2VJ+WSlxyHoWBjWRNPr9jDkh01eP2haIfYZZKUEkIIIYQQfS6rtJTfZGZicYbIPacOqzmMV7exMS6PgG455vaV0qlumAVAeuJSdK1/F8YOKZ3H/ZfTQjx5ejmXx8Jqe12wS0vBiwUbYUYZNZ0Lm+8bLTXWY+98klnH2FdbyrTD0+kcqx7fUfC8qG1gjH4TQoijlem2c8mJOXxz0iCyE+2EDcX6vY08tbyYZbtq8QVj/2efJKWEEEIIIUSfav3iC6Z9+hkOZ5ics2qxWsK06tZjWmHv6xo8EwmEkjGbPKS4VvdIm9G0IDCH7cZg7Pi52bYASz9JshmazhY9AwNIw0uW2r/6oa8gUvA8OWRmssPR6bzwUCdKB70hiFbbuZDvYMd0AIp9K1BfK6IuhBDHo5wkB9+cNIi5J2ST4bIRMhRr9jQwf1kxK3fX4Q/F7s8MSUoJIYQQQog+Vf/MM9hsftJn1+CwG7RqVjbZ8wjqPZOQUkqjqmE2AGmJy9D1/jON4WCWByfyYegUAL5ne4VMvS7KEXVPi2Zjt5YCwHBVS5yKJJmUZX/B8+8kJXc+yWbCyN83Wmq7p9Our07hawzt7eXohRCif9A0jfyUeK48KZeLJmSR6rQSCBusKqrnqWXFrC6uJxAyjtxQH5OklBBCCCGE6FM5v/wfss714EpQ1Ad1Njl6LiEF0NgyHn8wHV1vI9Xdvwti7w7n8FTgYgAusixmsnlrlCM6Ons1N/U4MKEYa1Shq8gvRt5RkX4/0+kk09fS6ZzwiASUBnqVD61+/2gpmcInhBCHpmkaQ9KcfHtqHuePyyQpzoIvZLC8sI75y4tiLjklSSkhhBBCCNGntPd/htPaxq56gwUVzh5NSBnKREXdOQCkJ36GSff3WNt9rdpI4m++eQSxMNG0jbmWj6Md0tHTNLbq6fgx4STACBWpLxV26+x2+NE1jfOqijqf4zRj5EVWYDRtae60q30KX5FvuUzhE0KIg9A0jeEZCcw7OZ9zxmSQ6LDgC+5LTi0rYmuTjmZ1HLmhXiZJKSGEEEII0be+8Q92akM442kvLeGefRyta5pKIJSC2dRMWuKnPdp2X/KoOP7i+w4enOTp5fzA9hK61r+TLwHNzBY9AwVkqZaO+lJfuCIr7M2oK8PWVN/pnPAo1/7RUnX7E4x59imYNCtNoTKqg9v77BqEEKK/0TWN0Vkurjk5nzljMkjcN3JqS5OZnJuepL4tuvWmJCklhBBCCCH6VkImL5ouY29zzyZZwoaNyvozAMhMXoRJD/Zo+32lTVn5m28eVSqVFK2RH9uewaEFjnxiP9CoOditRepHjVA1uJSPSnuIta2tWJRB/uK3Op/w1dFSW/ePlrLq8QyxnwrANu/7fRO8EEL0Y7quMao9OTU2gwSzIlBVSLLDFN24ovrqQgghhBBC9JDqhlmEDSc2Sw0prjXRDueo+JWFv/muYbeRSzyt/Nj+fyTqLUc+sR8p0RKpIR4dGGdUkmhVPFkfGSGV9+m7WJsbOx2/f7SUH63a17F9dPwcIFJXqi3c1FfhCyFEv6ZrGqMyXZydFaT2zQejHY4kpYQQQgghRP/nC6RR3TALgKyU99C02Cni2lV+ZeHvvm+zwyjAQRt32p8mR6+Jdlg9b199qRas2Ajz/ZEhVvpb2B3nxuz3MfS9Fzof7zRjDN63Et+GJthXQyrVOoxUyzAMQuxs7cf1toQQIgo0DYy25iMf2MskKSWEEEIIIfo1pWBv9VwUZlxx23DHb4l2SN3Wqmz82fcdthjDsOPnJ/b/o8BUHu2wek1Y09moZxJAJ9+peOYSBwsGjQQgd9n7xFeVdj5+jAtl0dCbguhF3o7t7aOltrV+gKGiWxdFCCFE90lSSgghhBBC9Gv1nsl4fUPQtQA5aW+gadGOqHuaVTx/9H2XnftGSN1hf5qhptIjn9jP+TQLm/RMggZcNsbC+UN2UD3uJHTDYPibz3Q+2GYiPNoF7FuJLxgZCTfYMQOr5qQlXE2p/4u+vgQhhBDHSJJSQgghhBCi3wqGEiivPR+AzOSPsFkaoxtQN5UZ6fyu7QeUGNm4aOEX9icZbtob7bD6TJPm4P92RYrsXpm4BfssF0rTydywkuQdGzodawx1ohLMaH4D0+ZIDSmzZmNk/FkArPO8iFL9b9qmEEIczyQpJYQQQggh+iWlNPZUXUnYiMNhKyMtcVm0Q+qWDaHh/L7tRmpVEulaHXc5/kOeqTLaYfW5L+pM/Oi9SAHzafX/RTsnF4Bxzz+Cyb+/sDm6RmhiIgCmQi9ajR+A8fEXY9Ec1AWLKPat7NPYhRBCHBtJSgkhhBBCiH6pquF0WtqGomt+8jNe6DfFzQ2l8VrgDP7mn4cPOyP1In7teJxMvT7aoUXNw6sCPFF3AgCjk1YQP14jrraS4W91nsanMuyE9xU9N6+ph5CB3eRinPMbAHzheV5qSwkhRD9ijnYAQgghhBDi+BUKhwkE/N0+z+sbSmX9mQBkJr+MThmBQE9HF2EYPZfsajAS+I//MrYaQwE4zbyaedZ3MGuSSHm8fjITJ4znpLJnyBtbRqXPBUvepuqEU2gYNrbjuPB4N3qVD601jGlDE+FJSYyNv5At3ndpCpWzq20xI+LOjOKVCCGE6CpJSgkhhBBCiD7X2NgIQIvHQ0VFsFvnhlU2ntC1gI5VW0pb89v05qrWwWAkPoU66jaUghXhiTzrv4BWHNjw8x3bW5xi/rKnwhwAND7Nvw1NhZlc/hyZk5sx2QwmPv0Qy3/6FwKupMhhFp3Q5CQsn9ZiKvKiUq1Y8+KZ6LyUz5ufZm3zc+TZp2LXE6J7OUIIIY5IklJCCCGEEKLPtba2AmC3O0hNTuvyeaGwi731P0LhxG4pIifpTXQtvbfCBMBkaj2m86uNJJ4LnM+X4VEAFOhlfN/2Mll6bU+EN7BoGksLfoTP7GJGyWOkjWvBErcb3xP3s+rWB1AWCwAq3U54VAKmbR5MaxtQCRZGJZ7LjtZFNIZKWd74OKcn/QStvy3FKIQQxxlJSgkhhBBCiKjRdR2L2dKlY0PheMqbvk/ISMFqqiEv5SnMJoCunX/UMXJ0iQ2fsvJecAbvBGcSwoKJEHMtn3Ce5TNM/aT+VVRoGp/n3oDPnMjpux8kcUgrE13LCbz8EF9c9QvYl2gKj3GhNQXRK3yYV9ShTk9nVuJtvFV7F8W+Fexu+4yhcTOjfDFCCCEORwqdCyGEEEKImBcMJVJcewv+YA4m3UNe6v9iNnmjHdZBBZWJj4LT+Hnrj3kjeAYhLIzRC/mt419caF0qCaku2pB1Ga+P+Rt+LY641CCnpL3OqW/dC+01vjSN0JRkVIIZrS2MZWkNqeHBTHR+E4AVTf+hOXT8rWYohBD9iSSlhBBCCCFETPMFsyiqvYVAKB2zqYGC1EewmuuiHdYB2pSNhcEZ/KztDp4NXEgzTtK1On5oe4E77U+RrddEO8R+Z0/SdJ478RmaSMfiMJiSspBL378OU3DflEqLTnBGKirOhNYSwrK0hhPMc0m1DCOgvLxf9ztaww3RvQghhBCHJEkpIYQQQggRk5SCBu80iqr/h1A4Cau5msGp/8Rmia1aTKVGOs/4L+AnrXeyIHAujcpFotbMd6xvcr/j70wxb0ZKGx29Rkce/3fyK+zSTgYg37WVGz87j+EV70feJPFmgrPSOhJTtsX1nKX/GKcpHU+4kg/qfk/AiM1RdUIIcbyTmlJCCCGEECLmBENuKpsuxuObAIDTtpXspOcxH2PR8Z7SYCSwOjyOFaEJFBuDOrZnaTWca/mM6eYvsWjhKEY4sIRMdt465R9MWvU4pzTPxxHXyoW7f0Vp2Yt8OvIOKhPGEZyVhuWzWrSWEO4lcN4Jd/JW3P3Uh4p5p/bXnJn8M1zmzGhfihBCiK+QpJQQQgghhIgZYcNGvXcGtZ6zUMoKhEl3LSTFuQRNU9ELTNOpdozglcBpbAiPoMTI6tilE2aSaRuzLZ8zWi9Cj2acA9wX035AcfEMzvnsF2TmVTHIv5FvbbiePQlTWJP7HUpOPwnz2ib08jZS1tk4P/sW3i14hIbQHt6s+RmnJd1Orn1ytC9DCCHEPv0iKfXII4/wpz/9icrKSiZOnMg//vEPpk6dGu2whBBCCCFiWn96hgqG3DR4p1PvPQVDxQHgsO4mK/E17JaKPo+nTdkoMnLYHR7ElyO/waBJo/nI7oRgZL+GwRC9lOnmL5li3oRLi40RXMeD+oJxvJz+Aie9+hCj1ce4C9rI96wmf8tqGq3ZbBo0l12J02nZnkB6eQaX1d3Bh+OeotpaxIf1/498+zROcs3Dbc6O9qUIIcRxL+aTUi+++CJ33HEHjz32GNOmTeNvf/sbc+bMYfv27aSnp0c7PCGEEEKImBTzz1AK0t2DsFpPp7hmJq2BoR27rOZq0hI+xOVY1+u1mPzKQqWRSoVKjfxppFFqZFChUlHt5VdTwARYwy2caN3NBPMOxpl2SiIqikJxTlbOu4/tO7/JCe/8gzz3dtwFrSRSzqkl/+JU/kVtzhBKAidSWj+WxHXXsyTvIzZnfsoe3yr2+taQbz+ZEXFnkm0bj6ZJqV0hhIiGmE9K/eUvf+HGG2/k+uuvB+Cxxx7jnXfe4cknn+QXv/hFlKMTQgghhIhNsfwMte6DEoar87nnqm8C0BqIbI+zFpLsXEqCfcsxTdULKDMtKg4vDlpUXOTvKvL3BuWiXrmoV24aDBcenIdsJ1VrYLBeSuOu9Sz97Et+PLmKOVMKjjou0fMaho/jk//5F+kbP2fI0tfID67DlddGfIaf1MBuUtnNpORXAPhWUxplTdl86fKwOaGREt8i1rYsZYnuJss8nqy48STbB5NoHoRVj4vylQkhxPEhppNSgUCAtWvXctddd3Vs03Wds846ixUrVkQxMiGEEEKI2BXrz1DbGlrYYrUSMnwY1JIQV4/VUgF6AIM0jODphNEx0AmrfX+iE8RMQFkJYCagLATY96X2/+nHShBLt+Jx4iVLryVTryFLryVbq6HAVIZbi6zY9t+KXQTKPeiTE3vhbohjppuonjid6onT2VS+h8z1y8lZsZQMbRfxmQHiMvxY48O4bTW4qWGMH/DvPz1EGU36NhpNr9Com2g06fiVCUOZUYYFpawow4aBmRAW0s1BZt4yHKf/KWwrX0JTJkAnkkbVURooNJTSIn+igabRadDf13Kunfd2cXhgFw9zhxuZePUIUr0vE7fy/U77jq36We8MYzwj3MDEq0eQ4n2FuJUf9Mpr9JTTw41MuHoEqf0gVpB4e1t/izfF18bvrhge7TBiOylVW1tLOBwmIyOj0/aMjAy2bdt20HP8fj9+//6fMk1NTQA0Nzd36TXD/rajjFYcTFfve3d5fLKaTU/rjb4KtYV6vM3jXW/0kzck/dTTeqOf2vwyTaindbWf2o9Tqv8Ur+7uM9SxPj9116ZQM++bmiJz4nBAMCfy1SOCQBBNhTCHvFhDXixGK9ZQC+ZwK/ZgI7ZgI/ZgQ+Qr0IDV8Hac3bDva/NX4y3zAbB6Vxs13j09FGfv6W/xbi6J3P/iLV/y3//8vWcaTRqNKziEoRWNDClspCDcyFBHA8mONqwJISzxIazxBpa4MJoOFsKkESatvWjYkSQARiX0h/+azUAuQIXE29P6U6wg8fa2/hYv0DhEp7ilpVd+3nf1+Smmk1JH44EHHuA3v/nNAdtzc3OjEI1w/+OmaIcguuoBd7QjEF3g/rn0U7/gln7qD372SPeO93g8uAdo38rzU9d8tNUPW/1HPjBG9Ld4a9Yvomb9oh5tc3GPtiaEEAPQH07r1eaP9PwU00mp1NRUTCYTVVVVnbZXVVWRmZl50HPuuusu7rjjjo7vDcOgvr6elJQUtN6ulNlHmpubyc3NZe/evbhcrmiHIw5B+ql/kH7qH6Sf+oeB2k9KKTweD9nZ/Welru4+Q3Xl+Wmg9m9vkfvVdXKvukfuV9fJveo6uVfdI/fryLr6/BTTSSmr1crkyZNZtGgRc+fOBSIPSYsWLeLWW2896Dk2mw2bzdZpW2JiYi9HGh0ul0v+AfQD0k/9g/RT/yD91D8MxH7qbyOkuvsM1Z3np4HYv71J7lfXyb3qHrlfXSf3quvkXnWP3K/D68rzU0wnpQDuuOMOrr32Wk466SSmTp3K3/72N7xeb8dKMkIIIYQQ4kDyDCWEEEKIWBfzSakrr7ySmpoa7rnnHiorKznhhBN47733DijcKYQQQggh9pNnKCGEEELEuphPSgHceuuth5yudzyy2Wzce++9BwyzF7FF+ql/kH7qH6Sf+gfpp9jTk89Q0r/dI/er6+RedY/cr66Te9V1cq+6R+5Xz9FUf1rfWAghhBBCCCGEEEIMCHq0AxBCCCGEEEIIIYQQxx9JSgkhhBBCCCGEEEKIPidJqSibPXs2P/rRj6IdhjgC6af+Qfqpf5B+6h+kn4QQQgghRG+TpNRx4He/+x1ZWVnU19d32v7ll19is9l4++23oxSZOJhAIMCDDz7IxIkTiYuLIzU1lRkzZjB//nyCwWC0wxPAz3/+cwoKCvB4PJ22X3TRRcyaNQvDMKIUmTiYtrY2kpOTSU1Nxe/3Rzsc8TVPPfUUmqZ1fDmdTiZPnsyrr74a7dDEPvfdd1+nPtI0jVGjRkU7rJixdOlSLrroIrKzs9E0jddff73TfqUU99xzD1lZWTgcDs466yx27twZnWCj7Ej36rrrrjvgvXbuuedGJ9goe+CBB5gyZQoJCQmkp6czd+5ctm/f3ukYn8/HLbfcQkpKCk6nk8suu4yqqqooRRw9XblXs2fPPuC9ddNNN0Up4uh69NFHmTBhAi6XC5fLxfTp01m4cGHHfnlf7XekeyXvq54hSakYFggEeqSdu+66i9zcXG655ZaObcFgkGuvvZZ58+Zx4YUX9sjrHK96qp/a25ozZw5/+MMf+P73v8/y5cv5/PPPueWWW/jHP/7B5s2be+y1jjc92U+//e1vcTqd3HHHHR3bnnzyST755BPmz5+Prst/rUerJ/up3SuvvMLYsWMZNWrUAb8AiaPT0/3kcrmoqKigoqKCdevWMWfOHK644ooDfqkQ0TN27NiOPqqoqOCzzz6Ldkgxw+v1MnHiRB555JGD7n/wwQf5+9//zmOPPcaqVauIj49nzpw5+Hy+Po40+o50rwDOPffcTu+1559/vg8jjB1LlizhlltuYeXKlXz44YcEg0HOOeccvF5vxzE//vGPeeutt3jppZdYsmQJ5eXlXHrppVGMOjq6cq8Abrzxxk7vrQcffDBKEUfXoEGD+MMf/sDatWtZs2YNZ5xxBhdffHHH7xnyvtrvSPcK5H3VI5ToMy0tLeqaa65R8fHxKjMzUz300EPqtNNOU7fffrtSSqn8/Hz129/+Vl1zzTUqISFBXXvtteqTTz5RgGpoaOhoZ926dQpQRUVFHdv+/e9/q0GDBimHw6Hmzp2r/vznPyu3292xf+vWrcput6uXXnpJKaXUvffeq/Lz81VTU1MfXHn/Es1++uMf/6h0XVdffPHFAXEFAgHV0tLSS1fd/0Szn5RSas2aNcpisaiFCxeqPXv2KJfLpR555JHev/B+Jtr9pJRSs2fPVo899ph69NFH1dlnn927F9xPRbOf5s+ff0C/hcNhZbFY1IIFC3rvokWX3XvvvWrixInRDqNfANRrr73W8b1hGCozM1P96U9/6tjW2NiobDabev7556MQYez4+r1SSqlrr71WXXzxxVGJJ9ZVV1crQC1ZskQpFXkfWSyWjmd7pSLP+4BasWJFtMKMCV+/V0qpTj/TxIGSkpLU//7v/8r7qgva75VS8r7qKfJxfh/66U9/ypIlS3jjjTf44IMPWLx4MV988UWnYx566CEmTpzIunXr+PWvf92ldpctW8ZNN93E7bffzvr16zn77LO5//77Ox0zatQoHnjgAW6++Wbef/99HnjgAebPn4/L5eqx6xsootlPzz77LGeddRYnnnjiAedbLBbi4+OP/sIGmGj2E8DkyZO56667+N73vsc111zD1KlTufnmm3vk2gaSaPdTYWEhK1as4IorruCKK67g008/Zc+ePT1ybQNJtPvpq8LhME8//TQAkyZNOroLEj1u586dZGdnM2TIEK6++mpKSkqiHVK/UFRURGVlJWeddVbHNrfbzbRp01ixYkUUI4tdixcvJj09nZEjR3LzzTdTV1cX7ZBiQlNTEwDJyckArF27lmAw2Om9NWrUKPLy8o7799bX71W7Z599ltTUVMaNG8ddd91Fa2trNMKLKeFwmBdeeAGv18v06dPlfXUYX79X7eR91QOinRU7Xng8HmW1Wjt96ltXV6ccDkenT6Lnzp3b6byufBJ95ZVXqgsuuKDTeVdfffUBnzwbhqFmz56tdF2XjO4hRLufHA6H+p//+Z8evaaBKNr91C4QCKjc3Fxls9nUnj17euTaBpJY6Ke77767U/sXX3yxuvfee4/52gaSaPfT/PnzFaDi4+NVfHy80nVd2Ww2NX/+/J68THEM3n33XbVgwQL15Zdfqvfee09Nnz5d5eXlqebm5miHFnP42uifZcuWKUCVl5d3Ou7yyy9XV1xxRR9HF1u+fq+UUur5559Xb7zxhtqwYYN67bXX1OjRo9WUKVNUKBSKTpAxIhwOqwsuuEDNmDGjY9uzzz6rrFbrAcdOmTJF/exnP+vL8GLKwe6VUko9/vjj6r333lMbNmxQ//3vf1VOTo665JJLohRl9G3YsEHFx8crk8mk3G63euedd5RS8r46mEPdK6XkfdVTzNFIhB2PCgsLCQQCTJs2rWNbcnIyI0eO7HTcSSed1O22t2/fziWXXNJp29SpUw8oYK5pGr/85S9ZvHgxv/rVr7r9OseDaPeTUqrb7R6Pot1P7T788EMqKysBWL16NXl5ed1+vYEs2v3UPuLm4Ycf7tg2b9487rzzTu655x6p/bVPtPsJICEhoWNkVmtrKx999BE33XQTKSkpXHTRRd1+XdGzzjvvvI6/T5gwgWnTppGfn8+CBQu44YYbohiZGGiuuuqqjr+PHz+eCRMmMHToUBYvXsyZZ54Zxcii65ZbbmHTpk1Sy60LDnWvvv/973f8ffz48WRlZXHmmWdSWFjI0KFD+zrMqBs5ciTr16+nqamJl19+mWuvvZYlS5ZEO6yYdKh7NWbMGHlf9RBJSsWYr0/Pav+l6avJimNZgc1sNnf6Uxyd3uqnESNGsG3btmMLTnTozX9PDQ0N3HjjjfzqV79CKcUPf/hDTjvtNFJTU48+4ONUb/XT+++/T1lZGVdeeWWn7eFwmEWLFnH22WcfRbTHr97896TrOsOGDev4fsKECXzwwQf88Y9/lKRUDEpMTGTEiBHs2rUr2qHEvMzMTACqqqrIysrq2F5VVcUJJ5wQpaj6jyFDhpCamsquXbuO26TUrbfeyttvv83SpUsZNGhQx/bMzEwCgQCNjY0kJiZ2bK+qqup43x1vDnWvDqb9g5hdu3Ydl8kDq9Xa8XN38uTJrF69mocffpgrr7xS3ldfc6h79fjjjx9w7PH+vjpa8jFxHxk6dCgWi4VVq1Z1bGtoaGDHjh2HPS8tLQ2AioqKjm3r16/vdMzIkSNZvXp1p21f/150TbT76dvf/jYfffQR69atO+A1gsHgAauIHK+i3U8At912G5mZmdx999388pe/JCcnp9MKlyL6/fTEE09w1VVXsX79+k5fV111FU888cTRXNKAFO1+OhSTyURbW1uXjhV9q6WlhcLCwk5JFnFwgwcPJjMzk0WLFnVsa25uZtWqVZ1qkoiDKy0tpa6u7rh8rymluPXWW3nttdf4+OOPGTx4cKf9kydPxmKxdHpvbd++nZKSkuPuvXWke3Uw7T+vjsf31sEYhoHf75f3VRe036uDkffVUYraxMHj0E033aTy8/PVokWL1MaNG9U3vvEN5XQ6O9Xs+Otf/9rpnPaaNZdffrnasWOHevvtt9XIkSM71ez47LPPlK7r6s9//rPasWOHeuyxx1RKSopKTEw8IIaD1QARnUWzn3w+n5o5c6ZKSkpS//znP9X69etVYWGhevHFF9WkSZPUunXr+uYm9APR7KdXX31VWa1WtXHjxo5tGzZsUFarVb388su9fen9SrT6qbq6umN1xK979913lc1mU3V1db156f1KNP89zZ8/X7lcLlVRUaEqKirU7t271eOPP65MJpP6zW9+00d3QBzOT37yE7V48WJVVFSkli1bps466yyVmpqqqqurox1aTPB4PGrdunUdNdX+8pe/qHXr1nXUGvzDH/6gEhMTO2olXXzxxWrw4MGqra0typH3vcPdK4/Ho+688061YsUKVVRUpD766CM1adIkNXz4cOXz+aIdep+7+eabldvtVosXL+74/7GiokK1trZ2HHPTTTepvLw89fHHH6s1a9ao6dOnq+nTp0cx6ug40r3atWuX+u1vf6vWrFmjioqK1BtvvKGGDBmiZs2aFeXIo+MXv/iFWrJkiSoqKlIbNmxQv/jFL5SmaeqDDz5QSsn76qsOd6/kfdVzJCnVhzwej5o3b56Ki4tTGRkZ6sEHHzxgye2vP/QrFXmoHz9+vLLb7WrmzJnqpZdeOuiS2zk5OR1Lbv/+979XmZmZB7QlSakji3Y/+Xw+9cADD3S0lZycrGbMmKGeeuopFQwGe/HK+5do9VNNTY1KT09X999//wFt33///So9PV3V1NT0xiX3S9Hqp4ceekglJiaqQCBwQNt+v18lJiaqhx9+uDcuuV+K5v977YXO279sNpsaMWKEuv/++4/74sax4sorr1RZWVnKarWqnJwcdeWVV6pdu3ZFO6yY0f5s9fWva6+9VikVWWjm17/+tcrIyFA2m02deeaZavv27dENOkoOd69aW1vVOeeco9LS0pTFYlH5+fnqxhtvVJWVldEOOyoOdp+ATotAtLW1qR/+8IcqKSlJxcXFqUsuuURVVFREL+goOdK9KikpUbNmzVLJycnKZrOpYcOGqZ/+9KeqqakpuoFHyXe/+12Vn5+vrFarSktLU2eeeWZHQkopeV991eHulbyveo6mlFRWHohuvPFGtm3bxqeffhrtUMRhSD/1D9JP/YP0U/8g/SSEEEIIIdpJtesB4qGHHuLss88mPj6ehQsX8vTTT/Ovf/0r2mGJr5F+6h+kn/oH6af+QfpJCCGEEEIcioyUGiCuuOIKFi9ejMfjYciQIdx2223cdNNN0Q5LfI30U/8g/dQ/SD/1D9JPQgghhBDiUCQpJYQQQgghhBBCCCH6nB7tAIQQQgghhBBCCCHE8UeSUkIIIYQQQgghhBCiz0lSSgghhBBCCCGEEEL0OUlKCSGEEEIIIYQQQog+J0kpIYQQQgghhBBCCNHnJCklhBBCCCGEEKJHLF68GE3TaGxsjHYoQoh+QJJSQogB4brrrkPTNDRNw2KxkJGRwdlnn82TTz6JYRjRDk8IIYQQIqZ8/dlp8ODB/OxnP8Pn83W5jdmzZ/OjH/2o07ZTTjmFiooK3G53D0cshBiIJCklhBgwzj33XCoqKiguLmbhwoWcfvrp3H777Vx44YWEQqGDnhMMBvs4SiGEEEKI2ND+7LR7927++te/8vjjj3PvvfceU5tWq5XMzEw0TeuhKIUQA5kkpYQQA4bNZiMzM5OcnBwmTZrE3XffzRtvvMHChQt56qmnANA0jUcffZRvfOMbxMfHc//99/PUU0+RmJjYqa3XX3/9gIep3//+96Snp5OQkMD3vvc9fvGLX3DCCSf0zcUJIYQQQvSw9men3Nxc5s6dy1lnncWHH34IQF1dHd/61rfIyckhLi6O8ePH8/zzz3ece91117FkyRIefvjhjhFXxcXFB52+98orrzB27FhsNhsFBQX8+c9/7utLFULEKElKCSEGtDPOOIOJEyfy6quvdmy77777uOSSS9i4cSPf/e53u9TOs88+y/33388f//hH1q5dS15eHo8++mhvhS2EEEII0ac2bdrE8uXLsVqtAPh8PiZPnsw777zDpk2b+P73v88111zD559/DsDDDz/M9OnTufHGG6moqKCiooLc3NwD2l27di1XXHEFV111FRs3buS+++7j17/+dccHhkKI45s52gEIIURvGzVqFBs2bOj4/tvf/jbXX399t9r4xz/+wQ033NBx3j333MMHH3xAS0tLj8YqhBBCCNFX3n77bZxOJ6FQCL/fj67r/POf/wQgJyeHO++8s+PY2267jffff58FCxYwdepU3G43VquVuLg4MjMzD/kaf/nLXzjzzDP59a9/DcCIESPYsmULf/rTn7juuut69fqEELFPRkoJIQY8pVSnqXgnnXRSt9vYvn07U6dO7bTt698LIYQQQvQnp59+OuvXr2fVqlVce+21XH/99Vx22WUAhMNhfve73zF+/HiSk5NxOp28//77lJSUdOs1tm7dyowZMzptmzFjBjt37iQcDvfYtQgh+idJSgkhBrytW7cyePDgju/j4+M77dd1HaVUp21SAF0IIYQQA118fDzDhg1j4sSJPPnkk6xatYonnngCgD/96U88/PDD/PznP+eTTz5h/fr1zJkzh0AgEOWohRADiSSlhBAD2scff8zGjRs7PvU7mLS0NDweD16vt2Pb+vXrOx0zcuRIVq9e3Wnb178XQgghhOivdF3n7rvv5le/+hVtbW0sW7aMiy++mHnz5jFx4kSGDBnCjh07Op1jtVqPONpp9OjRLFu2rNO2ZcuWMWLECEwmU49fhxCif5GklBBiwPD7/VRWVlJWVsYXX3zB//t//4+LL76YCy+8kO985zuHPG/atGnExcVx9913U1hYyHPPPXdA8c3bbruNJ554gqeffpqdO3fy+9//ng0bNshyx0IIIYQYMC6//HJMJhOPPPIIw4cP58MPP2T58uVs3bqVH/zgB1RVVXU6vqCggFWrVlFcXExtbS2GYRzQ5k9+8hMWLVrE7373O3bs2MHTTz/NP//5z071qoQQxy9JSgkhBoz33nuPrKwsCgoKOPfcc/nkk0/4+9//zhtvvHHYT+KSk5P573//y7vvvtux3PF9993X6Zirr76au+66izvvvJNJkyZRVFTEddddh91u7+WrEkIIIYToG2azmVtvvZUHH3yQn/zkJ0yaNIk5c+Ywe/ZsMjMzmTt3bqfj77zzTkwmE2PGjCEtLe2g9aYmTZrEggULeOGFFxg3bhz33HMPv/3tb6XIuRACAE19vZCKEEKILjn77LPJzMzkmWeeiXYoQgghhBBCCNHvmKMdgBBC9Aetra089thjzJkzB5PJxPPPP89HH33Ehx9+GO3QhBBCCCGEEKJfkpFSQgjRBW1tbVx00UWsW7cOn8/HyJEj+dWvfsWll14a7dCEEEIIIYQQol+SpJQQQgghhBBCCCGE6HNS6FwIIYQQQgghhBBC9DlJSgkhhBBCCCGEEEKIPidJKSGEEEIIIYQQQgjR5yQpJYQQQgghhBBCCCH6nCSlhBBCCCGEEEIIIUSfk6SUEEIIIYQQQgghhOhzkpQSQgghhBBCCCGEEH1OklJCCCGEEEIIIYQQos9JUkoIIYQQQgghhBBC9Ln/D4BpE+c9+w3aAAAAAElFTkSuQmCC"},"metadata":{}}]},{"cell_type":"markdown","source":"## 2. 5. SciKit-Learn (Preprocessing, modeling and evaluations)  \n\n**Purpose:** Scikit-Learn is a comprehensive **machine learning library** that covers a wide range of **supervised** and **unsupervised** learning algorithms. It simplifies the process of **building** and **evaluating** machine learning models.\n\n**Key Features:**\n\n* Regression, classification, clustering, and dimensionality reduction algorithms\n* Model selection and hyperparameter tuning\n* Model evaluation and cross-validation\n* Integration with other data science libraries\n* Range of pre-processing tools for data preparation such as feature scaling, feature selection, and data imputation","metadata":{}},{"cell_type":"markdown","source":"**Data Preprocessing and Model Selection**  \n\n\nImport essential scikit-learn modules for data preprocessing and classification. Categorical variables 'BP' and 'Drug' are encoded using LabelEncoder, a crucial step in preparing data for machine learning models.","metadata":{}},{"cell_type":"code","source":"from sklearn.model_selection import train_test_split\nfrom sklearn.preprocessing import StandardScaler, LabelEncoder\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n\n# Encoding categorical variables (BP and Drug)\nlabel_encoder = LabelEncoder()\ndf['BP'] = label_encoder.fit_transform(df['BP'])\ndf['Drug'] = label_encoder.fit_transform(df['Drug'])\n","metadata":{"execution":{"iopub.status.busy":"2024-07-28T17:10:41.939722Z","iopub.execute_input":"2024-07-28T17:10:41.940700Z","iopub.status.idle":"2024-07-28T17:10:42.839935Z","shell.execute_reply.started":"2024-07-28T17:10:41.940663Z","shell.execute_reply":"2024-07-28T17:10:42.838883Z"},"trusted":true},"execution_count":40,"outputs":[]},{"cell_type":"markdown","source":"**Data Splitting for Model Training**  \n\nSplits the dataset into feature variables (X) and the target variable (y). Then, it further divides the data into training and testing sets, allowing for model evaluation and validation.","metadata":{}},{"cell_type":"code","source":"# Splitting data into features (X) and target (y)\nX = df[['Age', 'BP']]\ny = df['Drug']\n\n# Splitting data into training and testing sets\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=17)","metadata":{"trusted":true},"execution_count":44,"outputs":[{"execution_count":44,"output_type":"execute_result","data":{"text/plain":"ID\nPatient-79     0\nPatient-59     3\nPatient-109    1\nPatient-150    2\nPatient-188    0\n              ..\nPatient-58     4\nPatient-151    0\nPatient-135    4\nPatient-144    4\nPatient-112    3\nName: Drug, Length: 100, dtype: int64"},"metadata":{}}]},{"cell_type":"markdown","source":"**Feature Scaling and Model Training**\n\nStandardizes (scales) the features using StandardScaler to ensure consistent data ranges, followed by the creation, training, and prediction of a Random Forest Classifier for the machine learning task.","metadata":{}},{"cell_type":"code","source":"# Standardize features (scaling)\nscaler = StandardScaler()\n\nscaler.fit(X_train)\n\nX_train = scaler.transform(X_train)\n\nX_train = scaler.fit_transform(X_train)\n\nX_test = scaler.transform(X_test)\n\n# Create and train a Random Forest Classifier\nclf = RandomForestClassifier(random_state=42)\nclf.fit(X_train, y_train)\n\n# Make predictions on the test set\ny_pred = clf.predict(X_test)","metadata":{"trusted":true},"execution_count":51,"outputs":[{"execution_count":51,"output_type":"execute_result","data":{"text/plain":"array([[-1.43446354, -1.08095394],\n       [ 0.9928169 ,  1.34815604],\n       [ 1.70324045, -1.08095394],\n       [-1.25685765,  0.13360105],\n       [ 0.2231914 , -1.08095394],\n       [-0.72403999, -1.08095394],\n       [-1.25685765,  1.34815604],\n       [ 1.11122083,  0.13360105],\n       [-0.84244392, -1.08095394],\n       [ 1.76244241,  1.34815604],\n       [ 1.05201886,  0.13360105],\n       [ 0.87441298,  0.13360105],\n       [ 0.2231914 ,  0.13360105],\n       [-1.61206942, -1.08095394],\n       [ 0.81521102,  1.34815604],\n       [-1.19765569,  0.13360105],\n       [-0.42803018, -1.08095394],\n       [-1.55286746,  1.34815604],\n       [-0.60563607,  0.13360105],\n       [ 0.40079728,  1.34815604],\n       [ 1.40723064,  0.13360105],\n       [ 0.16398943,  1.34815604],\n       [-1.19765569,  1.34815604],\n       [-0.36882822, -1.08095394],\n       [ 1.4664326 ,  1.34815604],\n       [-0.36882822,  0.13360105],\n       [-1.43446354, -1.08095394],\n       [ 1.34802867,  1.34815604],\n       [-1.25685765, -1.08095394],\n       [ 1.4664326 ,  0.13360105],\n       [ 1.28882671, -1.08095394],\n       [-0.54643411, -1.08095394],\n       [-1.67127139, -1.08095394],\n       [-0.07281841, -1.08095394],\n       [-0.72403999, -1.08095394],\n       [-1.37526158,  0.13360105],\n       [ 1.05201886, -1.08095394],\n       [ 0.40079728,  1.34815604],\n       [-0.07281841,  0.13360105],\n       [-0.90164588, -1.08095394],\n       [-0.01361645,  0.13360105],\n       [ 1.17042279,  1.34815604],\n       [-1.25685765, -1.08095394],\n       [ 1.82164437,  0.13360105],\n       [ 0.45999924,  0.13360105],\n       [-0.30962626,  0.13360105],\n       [-0.54643411,  0.13360105],\n       [-0.66483803, -1.08095394],\n       [-1.61206942, -1.08095394],\n       [-0.19122234,  1.34815604],\n       [ 0.81521102,  0.13360105],\n       [-1.13845373,  1.34815604],\n       [-1.31605961, -1.08095394],\n       [ 0.10478747,  0.13360105],\n       [ 0.40079728, -1.08095394],\n       [-0.13202038, -1.08095394],\n       [-0.72403999, -1.08095394],\n       [ 0.93361494,  1.34815604],\n       [-0.42803018,  1.34815604],\n       [ 1.22962475, -1.08095394],\n       [ 0.9928169 ,  1.34815604],\n       [-1.37526158, -1.08095394],\n       [-0.30962626,  0.13360105],\n       [-0.90164588,  0.13360105],\n       [ 0.87441298, -1.08095394],\n       [-0.30962626, -1.08095394],\n       [ 0.34159532,  1.34815604],\n       [ 1.28882671, -1.08095394],\n       [ 1.22962475,  0.13360105],\n       [-1.67127139, -1.08095394],\n       [ 0.40079728,  1.34815604],\n       [ 0.2231914 ,  0.13360105],\n       [ 1.40723064,  1.34815604],\n       [-1.13845373,  1.34815604],\n       [-1.13845373, -1.08095394],\n       [ 0.34159532,  0.13360105],\n       [ 1.58483652, -1.08095394],\n       [-1.4936655 ,  1.34815604],\n       [ 0.81521102,  1.34815604],\n       [ 0.87441298,  0.13360105],\n       [ 0.34159532,  1.34815604],\n       [ 0.10478747,  0.13360105],\n       [ 0.51920121,  0.13360105],\n       [ 0.2231914 ,  0.13360105],\n       [-1.4936655 , -1.08095394],\n       [ 0.87441298, -1.08095394],\n       [-0.01361645, -1.08095394],\n       [-0.66483803,  1.34815604],\n       [-0.13202038,  0.13360105],\n       [-0.2504243 ,  1.34815604],\n       [-1.67127139,  1.34815604],\n       [ 0.63760513,  1.34815604],\n       [ 1.82164437, -1.08095394],\n       [ 0.2231914 ,  0.13360105],\n       [-0.13202038,  0.13360105],\n       [-0.19122234, -1.08095394],\n       [ 0.34159532, -1.08095394],\n       [-0.07281841, -1.08095394],\n       [ 1.82164437, -1.08095394],\n       [ 0.2231914 ,  1.34815604]])"},"metadata":{}}]},{"cell_type":"markdown","source":"**Model Evaluation and Reporting**  \n\nThe trained model is evaluated using accuracy, a confusion matrix, and a classification report, providing insights into its performance on the test data. ","metadata":{}},{"cell_type":"code","source":"# Evaluate the model\naccuracy = accuracy_score(y_test, y_pred)\nconf_matrix = confusion_matrix(y_test, y_pred)\nclass_report = classification_report(y_test, y_pred)\n\n# Display results\nprint(\"Accuracy:\", accuracy)\nprint(\"\\nConfusion Matrix:\\n\", conf_matrix)\nprint(\"\\nClassification Report:\\n\", class_report)","metadata":{"execution":{"iopub.status.busy":"2024-01-14T16:54:14.539890Z","iopub.execute_input":"2024-01-14T16:54:14.540358Z","iopub.status.idle":"2024-01-14T16:54:14.558031Z","shell.execute_reply.started":"2024-01-14T16:54:14.540316Z","shell.execute_reply":"2024-01-14T16:54:14.557182Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":"Accuracy: 0.89\n\nConfusion Matrix:\n [[10  0  0  0  0]\n [ 2  9  0  0  0]\n [ 0  0  2  7  0]\n [ 0  0  2 29  0]\n [ 0  0  0  0 39]]\n\nClassification Report:\n               precision    recall  f1-score   support\n\n           0       0.83      1.00      0.91        10\n           1       1.00      0.82      0.90        11\n           2       0.50      0.22      0.31         9\n           3       0.81      0.94      0.87        31\n           4       1.00      1.00      1.00        39\n\n    accuracy                           0.89       100\n   macro avg       0.83      0.80      0.80       100\nweighted avg       0.88      0.89      0.88       100\n\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Congratulation.., Finished! Now just work with data in python.","metadata":{}},{"cell_type":"markdown","source":"### Guideline Map: \n\n##### Previous Notebook:\n###### [Basic Programming in Python: Dive into Python-Section 1](https://www.kaggle.com/code/rouzbeh/dive-into-python-section-1) \n\n##### Course Content:   \n###### [1. Dive into Data Science: Content -->](https://www.kaggle.com/rouzbeh/1-dive-into-ds-content)  \n\n##### Next Courses:   \n###### [2. Statistics for Data Science -->](https://www.kaggle.com/code/rouzbeh/2-statistics-for-ds-content)  \n###### [3. Data Mining and Applied Machine Learning -->](https://www.kaggle.com/code/rouzbeh/3-data-mining-applied-machine-learning-content)","metadata":{}}]}