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My name's Makar Baderko, I'm 12 years old, and today we are going to do some EDA on the RIID! 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RsG4EIQwg78AGKYILRAGKh0dDicDOtdv0kdtScd5uiS7qnWS16SJcFVz5MjzKc0mdxOMVCRMC/81FuAnUi9qMH3cP0PwKxFn5UDURoyfzyTrXb9JHbUnHeboku6p1ktekiXBVzGUAQzOTOmA8A+ai3ATqRe1GD7uH6H4GJhnMZDmQEfl0ZphAnEA4kFCLgXDplrt+kjtqTjvN0SXdU6yWvSRLgvBMaelwxMPJOYgpn8NEQryq4h38U8ECaPBITSRbgJ1IvajB93D9D8EsBb+cGVEcM0612/SR21Jx3m6JLuqdZLXpIlwXhiYEDjGQVRoDimEkgM8G0aVzEH45subJjLly5s+MEVzEIYhqQGeMYJRoDhcQ0CBwjKslo0kW4CdSL2owfdw/Q/BRMO6i3Akkpqdx+1B3bag7ttQd22oO7bUHdtqDu21B3bag7ttQd22oO7bUHdgtOT+EiDnNnzOpVNLgsZQjag7NtQd22oO7bUHdtqDu21B3bag7ttQd22oO7bUHdk5AhIvAE4ol5yihPag7ttQd22oO7bUHdtqDu21B3bag7ttQd22oO7FpNjcGj86kAAmYgLag7ttQd22oO7bUHdtqDu21B3bag7ttQd22oO7bUHdkxLYsWgrxscMMWfhgdFYPyOUohs6ZkvO21JIbImZLyM4JBSh2hwwOhcP8AGGEikAImYi9tQd22oO7bUHdtqDu21B3bag7ttQd22oO7bUHdtqDsyZl0VLYTOdE7NQwZ9qDu21B3bag7ttQd22oO7bUHdtqDu21B3bag7tDpWdXcQ5y45HX/AJsD/8QAFBEBAAAAAAAAAAAAAAAAAAAAwP/aAAgBAwEBPwE7h//EABQRAQAAAAAAAAAAAAAAAAAAAMD/2gAIAQIBAT8BO4f/xABPEAAABAIDCAwLBgUEAwEBAAABAgMEADAFEXQSNXJzk7Gy0SEiMTZAQVBRkpTBwgYTIzRCUmBhcZGhFCAkMoHhM0NTYqIVJWOCg8Dw0vH/2gAIAQEABj8C/wDWwFTFGoQIMHAPCJ9+Yf5wxvjf5YY3xv8ALDG+N/lhjfG/ywxvjf5YY3xv8sMb43+WGN8b/LDG+N/lhjfG/wAsMVlp9f8A7FKOcI8o8buMY3L3aoD/AFCg2yvP4lQU89cXLxF2zHnMS7L9Nn6RXR1LNlh9UD7b5bvBkHNGPFWypnhCCdM1Q1XB9j6Rvjf5YY3xv8sMb43+WGN8b/LDG+N/lhjfG/ywxvjf5YY3xv8ALDG+N/lhjfG/yww6WpN8s5OVe5AyhqxAKpFJNm9PPU0k3JykKVUagCuN8b/LDG+N/lhjfG/ywxvjf5YY3xv8sMb43+WGN8b/ACwxvjf5YY3xv8sMMEVqfenIo6SKYoqjUICYJCzuj3SjdYFUwA6Y1Duxvjf5YY3xv8sMb43+WGN8b/LDG+N/lhjfG/ywxvjf5YY3xv8ALDG+N/lhjfG/ywxSZqUpBd0KR0rjxpq7mu65DK6o12q2V+1ELdpmqGqo0b43+WGN8b/LDG+N/lhjfG/ywxvjf5YY3xv8sMb43+WGN8b/ACwxvjf5YY3xv8sMOVqTerOTlXqAyhqxAKpFIs2VNu0UUzluSEUEADaBG+N/lhjfG/ywxvjf5YY3xv8ALDG+N/lhjfG/ywxvjf5YY3xv8sMb43+WGEim8IXwgJygPlR54TEd0ShyitgGzQfCGfdFGoQgPs9JnVTD+WvtwgqNOsxbG/qJ7YsfaKOeJOCf2G4G3t5NA8t5aOyRStrUzyqNtiOmEhxjktKXS+GjmNyGS2J5jS3do7JFKYwugWUhjC54TwA5RWwDZoPhDwIHFHu1UDhxkNVBWvhMhXxfaUgzlgruj3Sa6JtwxBr4C3t5NA8t5aOyRStrUzyqNtiOmEhxjktKXS+GjmNyGS2J5jS3do7JFKYwugWUhjC54TwA5RWwDZoPhDwT7VRToyfrk3SHDmEIK1c3LN//AEzDtT4I8Ab28mgeW8tHZIpW1qZ5VG2xHTCQ4xyWlLpfDRzG5DJbE8xpbu0dkilMYXQLKQxhc8J4AcorYBs0Hwh4KBiiICGyAhCdFeEqgmT/ACpuh3S4WuCqpHA5DBWBgHYGc3t5NA8t5aOyRStrUzyqNtiOmEhxjktKXS+GjmNyGS2J5jS3do7JFKYwugWUhjC54TwA5RWwDZoPhDwctH0kYy1HGH9UveEJumqpVElQuimLuCE1vbyaB5by0dkilbWpnlUbbEdMJDjHJaUul8NHMbkMlsTzGlu7R2SKUxhdAspDGFzwngByitgGzQfCHhAUfSBzHo5Yef8AhD6wQVZE4HIcKymDjCY3t5NA8t5aOyRStrUzyqNtiOmEhxjktKXS+GjmNyGS2J5jS3do7JFKYwugWUhjC54TwA5RWwDZoPhDwkng5Sy34dQam6hh/hm9X4TG9vJoHlvLR2SKVtameVRtsR0wkOMclpS6Xw0cxuQyWxPMaW7tHZIpTGF0CykMYXPCeAHKK2AbNB8IeE1hH+kv1K3zQuwI7qpOf4y29vJoHlvLR2SKVtameVRtsR0wkOMclpS6Xw0cxuQyWxPMaW7tHZIpTGF0CykMYXPCeAHKK2AbNB8IeFIUmzNUogav4hzQhSbQ20WLXVzDxhKb28mgeW8tHZIpW1qZ5VG2xHTCQ4xyWlLpfDRzG5DJbE8xpbu0dkilMYXQLKQxhc8J4AcoqgHqDmg/+0PfzD/INqi9D3IG1Reh7kDaovQ9yBtUXoe5A2qL0PcgbVF6HuQNqi9D3IG1Reh7kDaovQ9yBtUVjRLwP/AaKlkTp4RauAGoB0fyLvZSr4jym9vJoHlvLR2SKVtameVRtsR0wkOMclpS6Xw0cxuQyWxPMaW7tHZIpTGF0CykMYXPCeAHLmzAlWapHAecgQInosqBx9NHaDBlaBfFcAH8pbam+e5AtKSaKt1Q9E4Vf/2am4QNcqJGAxR5hCGtKEEK1CVKBzHDdCSSjqQUVImRUFgFMahrABDtjzt90w1R52+6Yao87fdMNUedvumGqPO33TDVHnb7phqjzt90w1R52+6Yao87fdMNUedvumGqFGdHqKnIqe7Hxg1yHFILuXgKOFBUNcmCqsf0jzt90w1R52+6Yao87fdMNUedvumGqPO33TDVHnb7phqjzt90w1R52+6Yao87fdMNUIPEnT0ToKFULWcN0Br5pB6KfHUKkcxTCJB2diPO33TDVHnb7phqjzt90w1R52+6Yao87fdMNUedvumGqPO33TDVHnb7phqjzt90w1R52+6YaocJ0cqscHIlE3jBr3K9fIZLYnmNLd2jskUpjC6BZSGMLnhPAD2AFnSrMi5OKsNkvvAeKDPqKu3bHdHY26fx5/jNdeDyx9quHj0cIPzB8s3s4S2J5jS3do7JFKYwugWUhjC54TwA9gbkwVgMKU74PIbUNsu3LpF1TGdKJ11t1SmH3l4w+VcEWSNdEUKBijzgPs2S2J5jS3do7JFKYwugWUhjC54TwA9g/wDXaMS/BuDeVKG4kfUMxpdGrO1rbG/67n0q9myWxPMaW7tHZIpTGF0CykMYXPCeAHsGtR7sgGSXIJTBDii191E21H1i8Qy6Roow8RVyh9Bzh7NktieY0t3aOyRSmMLoFlIYwueE8APYRvT6JNskPilfhxS0CCO1cEMmPy2PZslsTzGlu7R2SKUxhdAspDGFzwngB7CPaPMWvxqJrnC4oEo7oDVKo1xXVcuSZ/ZslsTzGlu7R2SKUxhdAspDGFzwngB7C0i0KFRU3BwD4Vym5w9FUo/WANzhX7NEtieY0t3aOyRSmMLoFlIYwueE8APYWkAAN0Sj/iEpPDCEMWXN7HXRzAUOcY/E0y0L/wCUBi/KZ8AojA/iHBqvVSjde5H943XuR/eN17kf3jde5H943XuR/eN17kf3jde5H943XuR/eC0dRn2jxoOCqeUTqCoAHXLd2jskUpjC6BZSGMLnhPAD2FpAQHcEof4hKTwwhDFlzffar0W8UbKHc3ImINVYXIxf9304v+76cX/d9OL/ALvpxf8Ad9OL/u+nF/3fTi/7vpxf9304v+76cC6pJ0dwr44xbo47NUh6ilTropE3ChSgBtwAMMX/AHfTi/7vpxf9304v+76cX/d9OL/u+nF/3fTi/wC76cX/AHfTij2rqmnKiSiwFMUTbAhII5ox2o3VFcpbog7NUX/d9OL/ALvpxf8Ad9OL/u+nF/3fTi/7vpxf9304v+76cX/d9OL/ALvpw8XpR6o5ORzclE411BchwT/daURRN6ldZ+iGzAkoai1Vx/qLjcB8ggQTeEaEH0UCVfXdi7e0i4WH+9QRiseDO7R2SKUxhdAspDGFzwngB7C0k7AawUcHq+FcpuQONUofWALzBV99la+6MsbQeRSFqV0hlUZaAkEtBZb+19wOA1mGoAgyCKv21yH8tHcAfeaDJoufsKA+ghsD0t2BOcwmMO6I8Kd2jskUpjC6BZSGMLnhPAD2Ee0gY1XikTXOFxQJx3RGuVRrer8zkmeQytfdGWNoPIpC1K6QyqMtASCWgst/a+4HALl0t41zVtUE/wA3680GSFb7M1H+SkNXzHhru0dkilMYXQLKQxhc8J4AewjegET7dYfGq1eqG5LQOIbVuQyg/LYkMrX3RljaDyKQtSukMqjLQEgloLLf2vuBOMsuoVNMgVmMYagAIUo3wXGov5TOx3RwNcGWXUMc5hrExhrEeHO7R2SKUxhdAspDGFzwngB7BrP3ZwIkiUTGGHNKL/zTbUPVLxBLpGlTBuAVAuccwSGVr7oyxtB5FIWpXSGVRloCQS0Flv7X3Amnf0iuCSRPr7ggW6QihR5R2qQel7zcgO7R2SKUxhdAspDGFzwngB7B/wCg0YrW0QN5U5R2FD6gmNLotR3Vbg3/AG3PpVIZWvujLG0HkUhaldIZVGWgJBLQWW/tfcCYekqRVuSF2ChxnNzBAuHJhIgX+EiA7BQ18gu7R2SKUxhdAspDGFzwngB7BKUB4PL117Vw5Lol1zGdFpV1uVikH3Bxj8q4IikW5ImUClDmAJDK190ZY2g8ikLUrpDKoy0BIJaCy39r7gS1aSpBW4SSCv3iPMHvgXbkwlQJsII8RC6+Qndo7JFKYwugWUhjC54TwA9gBdUm7IiQOcdkfgEHo+iLpqyHYMb01A7AmufCFYm1QDxCOEP5h+WeSytfdGWNoPIpC1K6QyqMtASCWgst/a+4Eo665wImmF0Yw8QQKSBxBg3GpIvrf3DyG7tHZIpTGF0CykMYXPCeAHLt05cpJBznOBYHxlKFWOHoIBd/tBkaBYggH9VXZN8oFzSTxRdQeM4zSN0S3SihgKUOcRhrRhA2xCVqDznHdGSytfdGWNoPIpC1K6QyqMtASCWgst/a+4EofBijldgPOjF0eRHdo7JFKYwugWUhjC54TwA5RVEPUHNB/wDdXf5h/nGi+rvLGi+rvLGi+rvLGi+rvLGi+rvLGi+rvLGi+rvLGi+rvLGi+rvLGi5NSjoQxoxWoqc1fOPADU+6J5FpsJV+kp+0pla+6MsbQeRSFqV0hlUZaAkEtBZb+19wJKjwBD7Sr5NuUeM/P+kHXWOJ1FDCYxh4x5Ed2jskUpjC6BZSGMLnhPADlFbANmg+EPCkKNZkrUWNc/D3whRbQtRES7I+sPGMpla+6MsbQeRSFqV0hlUZaAkEtBZb+19wJFY7kKGSPW0a+SQDi95v11T/APb6LXVD1rjY+cAZ2u1a+4xrofpH4mnx/wCiP7xftxkg1xftxkg1xftxkg1xftxkg1xftxkg1xftxkg1xftxkg1xftxkg1wFKIUiquYVipXJiVboDqlu7R2SKUxhdAspDGFzwngByitgGzQfCHhX+rv0qnzsuwA7qZOb4y2Vr7oyxtB5FIWpXSGVRloCQS0Flv7X3AkHQRPU4feRJ7i+kM4qxEvszQf5ygbvwDjgqiiH2xcPTW2fpAETIBShuAASyWxPMaW7tHZIpTGF0CykMYXPCeAHKK2AbNB8IeEk8I6WR/CpDW3TMH8U3rfAJjK190ZY2g8ikLUrpDKoy0BIJaCy39r7gSFUkz1oMvIk7RmFQQSMoocailKFYiMEpPwmIVZxuka7pCYXOP0gCEKAAG4ATSWxPMaW7tHZIpTGF0CykMYXPCeAHKK2AbNB8IeEA+flMSj0h2f+UeYIIgiQCJphclKG4ATGVr7oyxtB5FIWpXSGVRloCQS0Flv7X3A++8pGvZTTG4wuKDKnGsxxuhH3yyN0ExOooNyUocYwWkH6YKUioG6P8r3BPJbE8xpbu0dkilMYXQLKQxhc8J4AcorYBs0Hwh4OWkKRKZGjij+qvuD3QRo0SKmkmFyUpeKaytfdGWNoPIpC1K6QyqMtASCWgst/a+4H32dEENsuDiocPcH7zC+ElJI+WVD8OUwflL63ACWxPMaW7tHZIpTGF0CykMYXPCeAHKK2AbNB8IeC3JQrEYJSvhOkJEvzJtB3T4fMHugqSRAIQgVFKAbABOZWvujLG0HkUhaldIZVGWgJBLQWW/tfcD76yIDtWhCo/rujnlppKlH7I28q4H3cRf1gCEKAFLsAAcXACWxPMaW7tHZIpTGF0CykMYXPCeAHKK2AbNB8IeCA2oxqZT1j+iX4jBXbu5dvt27ENqTB4AytfdGWNoPIpC1K6QyqMtASCWgst/a+4H3hHmh69rr8cuc4fCuWksoSpw//ABCnw9EPln4CS2J5jS3do7JFKYwugWUhjC54TwA5RWwDZoPhDwIiKYVnOYClD3wR14Sr1Bu/Z0hzmgrSj2qaCRfRIHAWVr7oyxtB5FIWpXSGVRloCQS0Flv7X3A+9SDyurxLZQ/+MtlRoBWC6wAbB3R+kFIUKgKFQcBJbE8xpbu0dkilMYXQLKQxhc8J4AcorYBs0Hwh4FWEJKKnrctvIrfENwf1DgTK190ZY2g8ikLUrpDKoy0BIJaCy39r7gfepM9e6mUnSMAdss7owVg1QEf1HY18CJbE8xpbu0dkilMYXQLKQxhc8J4AcoqlDdEgwcQoJ1+YfRi8TroxeJ10YvE66MXiddGLxOujF4nXRgySpRKYo1CA8UxPx56mrzyK3u9U36D28CZWvujLG0HkUhaldIZVGWgJBLQWW/tfcD7zoK6rtRIPjtwl0m557gnAiWxPMaW7tHZIpTGF0CykMYXPCeAHLIUy3J+Hf/m/tV4/nuzSFXPW6ZVIq84h6Jv/ALm4CytfdGWNoPIpC1K6QyqMtASCWgst/a+4H3j2hOXSOPDR4ES2J5jS3do7JFKYwugWUhjC54TwA5Zc0Weq7OW6RMPoqBuDB0FiCRRMwlMUeIQmJHUN+Gc+RW+A7gxWA1gPAGVr7oyxtB5FIWpXSGVRloCQS0Flv7X3A+87Gr8qiQ/5hLpNtx7Q/AiWxPMaW7tHZIpB8xohVVBU5RIcKtnahF4l/pF4l/pF4l/pF4l/pF4l/pF4l/pF4l/pF4l/pF4l/pCRzUGuAAcBHc54IUd0Chy0SnmydSL3YVq4lP3mkbLKVumXkz+8vEPAGVr7oyxtB5FIWpXSGVRloCQS0Flv7X3A+9SZKtxMD9EwD2SxbGHYdIGL+obOvgRLYnmNLd2js9jXFFq7qhayG9U3EMKtHBblREwkMHvCYiuc1TdfyS3wHjgDAOwM9la+6MsbQeRSFqV0hlUZaAkEtBZb+19wPvP2YBX45soT5lls6TKP8BUDDg8f0gqpBrKcKwHgJLYnmNLd2js9jiU+2T8k62q1XEf95oMnClbph5M1e6JPRH/7mnsrX3RljaDyKQtSukMqjLQEgloLLf2vuB94Q54fMqqvErnKHwr2JZGap63FHeQNgegPy2P04CS2J5jS3do7PY5zRaoB5Uu0HmNxDCrNwW5UROJDB7wmIPTG/DqeScB/YPH+m7AHIICBgrAQnMrX3RljaDyKQtSukMqjLQEgloLLf2vuB99RcobV4mVX9dwc0tJ0YR+zK+ScF/t5/wBIKqkcDEOF0UQ4w4AS2J5jS3do7PY9LwibJ+Tcj4teriPxD+oZpv8Apbg9bmj6iYSfEPZOZWvujLG0HkUhaldIZVGWgJBLQWW/tfcD77WliF2Wx7g4/wBpv3mF8GaUWqEPNTmHd/s4ATwZaCVQUlAVXMHomDcL9Zbu0dnse6olx+VclQG9U3EPzhZg7JcrNzimcPeExu/uh8SI+LWDnIMFWSMBiHC6KIcYTWVr7oyxtB5FIWpXSGVRloCQS0Flv7X3A++8o0wfxkhucLig6KgVGIYSiHvllUTMJTFGsBDiGCUTSyoEpAgVAYf537zjUVRSgHpBQKhMG4iGuDKKGExjDWIjxy3do7PZBLwlbJ7VWpJxV63oj2TRolwetdjsB70+KaytfdGWNoPIpC1K6QyqMtASCWgst/a+4Eg7pMlSD7ypfjxhMBRM4lMUawEB2QglGeE5qh3COv8A9a4KsgoVQhtkpijWAyjLLqFTIXZExhqAIUozwZNdG/Kd1zYOuDKqnExzDWIjxzHdo7PZBxRjkKyLkEvwHnhej3JalEDiQZjekSmHxYGuVg5yDuwRZI10Q4XRR5wmMrX3RljaDyKQtSukMqjLQEgloLLf2vuBIVFIlbln5ZKrdHnCcAM3N2h6SCmyUdUAlSIjRy4/1NlMf+2uAWbLEVTNuGIasB+8KzhUiSZd0xxqAIMlR5hpBf8A4/4fS1QIPHPi0OJBPYL+853aOz2RS8JGxPzeScVc/EM01COVK12H8P3pcXy3PlMZWvujLG0HkUhaldIZVGWgJBLQWW/tfcCSdRBOpm9rVR5gH0i/pP8AG0ZSDhsbj8UoJa/jzwALLNnYB/WR2f8AGqPxFAInwFxL2DG982X/AGj8PQCJMNcTdgQJUFmzQB/oo7P+VceMpOkXDkeLxigjV8ObgDu0dkilCkXUAAOXYA39hY85V6Yx5yr0xjzlXpjHnKvTGPOVemMecq9MY85V6Yx5yr0xjzlXpjCP4lX+IX0x54TwA5ecUY5DaLkEvw98L0a6LUogcSjMbUqnXckNcql9ZMd0ITdNzgdNUoHIYOMBlsrX3RljaDyKQtSukMqjLQEgloLLf2vuBJVo81QLF8ogf1Two1cpiRVIwlMUeIeRHdo7JFKYwugWUhjC54TwA5fR8JmxOZFxV/ibs+U09AOT+WZ7ZKvjTHVLZWvujLG0HkUhaldIZVGWgJBLQWW/tfcCUPhNRqW2IH4oocYetyI7tHZIpTGF0CykMYXPCeAHL69GvCXSLggkNDmi3QeUbnElfPzDMbUoiP8ACPtw5y8YQk7bmuk1Sgco+6UytfdGWNoPIpC1K6QyqMtASCWgst/a+4EoyahQMUwVCA8YQLxmQRo9wbaf8Y+ryG7tHZIpTGF0CykMYXPCeAHsAl4StibZPyTir1eIZqng+5U8o226Nfqc0pla+6MsbQeRSFqV0hlUZaAkEtBZb+19wJatHvkgURWCowQKZwE7RUfILc4cw+/kJ3aOyRSmMLoFlIYwueE8APYBdg5LdJrkEhocUW4AbpE9QDzhxDMb0o33UTbYPWLxhCL5sa6SXIByj7hksrX3RljaDyKQtSukMqjLQEgloLLf2vuBMUo6kUQURUD5e8IEqgCqzUHyK9W77h9/ILu0dkilMYXQLKQxhc8J4AewKXhE2T26Pk16vV4hmq+DTlTyiFarevjJxh+nbJZWvujLG0HkUhaldIZVGWgJBLQWW/tfcCaoxftyrIqhUYowZ6xAzijxH83pJ+42vkB3aOyRSmMLoFlIYwueE8APYFZk5JdJLEEhghzRa4bKJ9gecvEMxtSrYdu3OBqucOMPlCFIND3STggHKMhla+6MsbQeRSFqV0hlUZaAkEtBZb+19wJwkUKBim2BAeOD0l4NVJqbpmw/lHBgzV4gdFUmwYpwqEOHO7R2SKUxhdAspDGFzwngB7BJ+EjUnlGtSa9XGmI7A/oOeat4NOT7JfLN6/8AIO35yGVr7oyxtB5FIWpXSGVRloCQS0Flv7X3A4BcUg2DxnorE2DlgzhomL9mHppBtyh/cXhru0dkilMYXQLKQxhc8J4AewSrRymB0liCmco8YDDmilq/JG2hh9InEMxvSTU1R0Dgb4+6EKRbGrTXIBg++ytfdGWNoPIpC1K6QyqMtASCWgst/a+4HAjKqtfszkdnx6AXIiPvDcGDKsACkEA409g/RgUnKJ0jhxGCqcCTZE6px4ihXAUzSTT7OiZQEwA47YRGvi/SW7tHZIpTGF0CykMYXPCeAHsGSnm5PKsthSrjT/aar4NOT86qFf1D77K190ZY2g8ikLUrpDKoy0BIJaCy39r7gcEuKSo5Ff3mLs/OBPRjpZob1R2xYEzQUHhQ9U1Q/IYqd0M6JVx+LEQ+kXJyiAhxD965IUREeIIqaUM7PXx+LEA+sAZ2ZBmUfWGsflAHpN0s7N6obUsXFG0cgh7yl2fnBLYnmNLd2jskUpjC6BZSGMLnhPAD2DUbLluk1SiUwe6FyUc0TVbXY+KOKxQrL+oxe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXCFItaPTBRA4HD8STXBDKkuDiG2LzD95s0ohAqqibjxhgE4F2LkeeL2pdYJri9qXWCa4val1gmuL2pdYJri9qXWCa4val1gmuL2pdYJri9qXWCa4val1gmuL2pdYJrj7BSqIJreOMaoDgbY/SQ7co0cmKaq6hyj9oJuCb4xe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1wxfO2CZUUVQMcfHkHY+cgrGikQUVBYD1CcC7H6xe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1xe1LrBNcO2tLoFSUVcXZQA4G2LkObg9QhFTlggoH9yYDG3oBmGCkAZoGuhyhXzHMHbF6z9YU1wAhQxRq5zmHtjaUAz+JkgGKmzFBPBTAIqD7hWFFIgqsDgilQnAuwADz/ABi9qXWCa4val1gmuL2pdYJri9qXWCa4val1gmuL2pdYJri9qXWCa4val1gmuL2pdYJri9qXWCa4cNaWQKkoda7AAOBtir3SH9JMGJDoLnKJDCsUK9qAc8XtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1xe1LrBNcXtS6wTXF7UusE1xe1LrBNcJKGo5OopwEfxBNcEKO6BQD/1sH//xAAsEAABAQYEBgMBAQEBAAAAAAABEQAhMDFR8EBBYaEgUGBxgZGxwdHx4cAQ/9oACAEBAAE/If8AmwDwCEEZFGFkgAA1IaCCCCCCCCCCuI2ajGQUjIBWEoJzbMybGZIHsMsDZQCpQHc3PTAgvGFIxyEYyFQyUPUNBBBBBBBBBBSM5eUAsAZIegI0AEJBBBBBBBBAw2jYNEHRIBXUpRgpIWGggggggggggFWARUgUi9hyMjsllLVgoycIaCCCCCCCCCC+V28oPgCYeDTJXDuTCQQQQQQQQQA9uC+CGI2pImpTmN6qa/VjjpJCggoQwDzJF/b92IBjjPdRMMJlgKoCR3Exjm9zpgXWvBELRR0XphybWqhrbTmN6qa/VwRS7qoV3qyng6gLpj0WyQyu7Gh0OMb3OmBda8EQtFHRemHJtaqGttOY3qpr9XCDxqSFPkl8s7zD301p9i/uy4pvc6YF1rwRC0UdF6Ycm1qoa205jeqmv1cKQO6ghBqxs7R4UBWGDISXQDmDiW9zpgXWvBELRR0XphybWqhrbTmN6qa/Vw6BWQEz/Dowg7SykYhvc6YF1rwRC0UdF6Ycm1qoa205jeqmv1cQKj0EFS+xUMPxUyoJIjDt7nTAuteCIWijovTDk2tVDW2nMb1U1+ridZRuEiNWVDh29zpgXWvBELRR0XphybWqhrbTmN6qa/VxIJIEQh4LSCmC3Fw1A4H3XDN7nTAuteCIWijovTDk2tVDW2nMb1U1+riivRo0zi0IcwrhFLNnnY4Vvc6YF1rwRC0UdF6Ycm1qoa205iJBCSRgDuYkoID7OErVq1atWrVqxMFCZP5sqHUN8sAVJTLk4Yl5GFb3OmBda8EQtFHRemHJtaqGttOeEAEBQ05tgMVhucSlSrnHyzyOwSL2F7yjTjLvbUGQah0UyUQ8yFBZGkgGk90EDAYVSQLkOGCBAgQIECBAgS8mGIlRMgIAokuGBFKQgIECBAgQIECC0GkpCBfCAOAhILNRMGGCBAgQIECBAgSZqb0EUIgFXQEOTa1UNbadAFgWZ9eUXZl3BLMD0CTRFNLA5MhIDug+fXMOTa1UNbadAnoACEEKCGTSBIeQzB8+kQh6GhUTzEHlhRQCyAUH11xDk2tVDW2nQRChCFBYyPBSd5MxTYPeIUm5F7+uMOTa1UNbadBmPsQVz7sF8kkVT6IZH5BopDYU64hybWqhrbToScT+A8nMexhuDdTiVbgOuIcm1qoa206EUGRA0BdwDTj0XcQjOqWPy64Q5NrVQ1tp0L8a0SQiDodmshYRLrdDk2tVDW2nQpHAm+pIVtq2euDo43HsyIAyupiYXDwGVwtGX0TOV3pXs9v5Fn8iz+RZ/Is/kWfyLP5Fn8iw9S5yaS9TRjZNrVQ1tp0Ko42cEK21a9UcYz8F0VU9iHznOc5znOTc90QRBxmTOwzdQAD1C5znOc5zi/F99EYBigBIorofOc5znOc48VWsVk9nCFpTyh/9lNjZDwAHdfEjyGN5BBR5LubXwbASJQk1PKJNrVQ1tp0KoyVtIQBySOTtZ46pK49th9404zI4M92/0OMhPRHgklAGVodVF9QHy0uVwdzr9SMfAKkKSe/LJNrVQ1tp0IscmFqCbiGnGou5hGfQCHtAbbD7xpxmRwZ7t/ocXCSqxRCl9Hdi8ZYhQ9h5fJtaqGttOhBY3HJ4kD3MMimk6hCNxEDbYfeNOMyODPdv9DiYTuYC4KZJMmIFn4ZOwy7n0GbG4uKCKknmEm1qoa206DJVGlAxCip18n6IZCgQW1U2FYG2w+8acZkcGe7f6HEQiuyqmZUMyz97vIfmdpDmUm1qoa206CVGIQ8qxZCu4Yh6W6td9oG2w+8acZkcGe7f6HDwygCs5IWZYogSP9zauZybWqhrbToEkAKS4MjbATsxmf58BEH0qAV9pTwwU4R5AIB6gbbD7xpxmRwZ7t/ocNCFivvSFmWQYvpCCf8AcWZ+nc0k2tVDW2nQA8/O9TMLPRqWJrvgi5hDSMtx2QPODtsPvGnGZHBnu3+hwsJ2sSKAEyxe31bj+7LTmsm1qoa2057oFNG7DipgHyPsxYEcPfCQMcpmZTsJCKZ+KfMIAw+yIDWe6DtsPvGnGZHBnu3+hwsOcDCs8v3zaTa1UNbacxMkiEHB8mAGAAew7tfH218fbXx9tfH218fbXx9tfH218fbXx9sdkSYP7sTJK8VyuAIqJ3ZxBPw3hbbD7xpxmRwZ7t/ocJCYf1uKKA8+BmGLTg1SYqSebSbWqhrbTmN6qa/VxRGgsHOHMtAwJAAexO5hbbD7xpxmRwZ7t/ocHCBJAAeSWLjVrngDvNhHBANshAfJh0AvU7BkAIBzC6+SEEAAAAAAAAAS9hKCEKoONSbWqhrbTmN6qa/VxIBJQB5ZARAR3uWgpn1D22H3jTjMjgz3b/Q4OGYx0S9D4HeYxoqY84APd8GFZrhgAdJQzjpqMB45RDk2tVDW2nMb1U1+riSUibA5taVToHpD22H3jTjMjgz3b/Q4OHIWDLiR90QGqR+WkABNj7QnuH40muQ4DoAgA5VDk2tVDW2nMb1U1+riAdfkkRA+qpYBPIVApACJtsPvGnGZHBnu3+hwUJLgBz0yduLKa1qiKmGDFkCpJky+6pAoE71TyyHJtaqGttOY3qpr9XDqlZAkIcf1FgWXhkACLtsPvGnGZHBnu3+hwUJUXAQzl7hEE6Kr+5Dlpy2HJtaqGttOY3qpr9XCjpBCAAPJYQzo4KR/0DmkiMlBJASAEbbYfeNOMyODPdv9DgoXxY4MnFLZQzbyFYJ3DuynJh+EABAAkOWw5NrVQ1tpzG9VNfq4Q9eVEEHWQGDjhjMnQc9cBtsPvGnGZHBnu3+hwMKo5FYhFI81GmyQ3BYkIeDG293Ll0OTa1UNbacxvVTX6uCe46QBSKAPZ7N1c3Ze2BwFAh91wO2w+8acZkcGe7f6HAwpsoA7gkhpzQmn6RYQYIIZAcuhybWqhrbTmN6qa/VwQJIEQiRYIqc9XkHwh7rgtth9404zI4M92/0OBhlUhy4aKr6HAbcvQ5NrVQ1tpzEYKgQKlGOwgkHnx/8A/wD/APk4uHISExEAO56xcs2GRwTbYfeNOMyODPdv9DgYUvlP3CbbQxCk977Kfvl8OTa1UNbac5Oh5yUhwJPD5RTz/wAS5DcG5YHbYfeNOMyODPdv9DgYbfUw7DRy+HJtaqGttOch+DvAHucdCWBeEx5yEHzELHCYcgTZKFgoYBQRmMBtsPvGnGZHBnu3+hwMIBqW9HX3DfEED3KPrksOTidoIQOtQWv/ANNb/prf9Nb/AKa3/TW/6a3/AE1v+mt/0xxZ5kADVhyoCI1TnVNERwRPwHsGsRUeGT4EDJf+E7AbbD7xpxmRwZ7t/ocDDOZD8SbURCzSDbqpDkF0BwUl/sYyEqWREMQu8oDVyzvA/bLkgKDUR9th9404zI4M92/0OBhIvgSNSCGRwHdmVIPsWB7AjSIIUdVQ5GSmWHBkT2fEWWxV38S7vHbbD7xpxmRwZ7t/ocDCtuRGKdTDtJ/BIaiBgJLyiwzPqqHJ++amW/3MUyULIiRCYFtSZ/cSeGrDEsIKCDnG22H3jTjMjgz3b/Q4KFwascv5HuHLrkGZncT/AHVhxEklBHgjqrHICPuEcEbAfOqKFwiBS/6b6Rtth9404zI4M92/0O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OVsECZBp8LLaCq57mbcnEjc5p9hvIOuLCYN1gDVoghRGgL4B9rdrMVUsbR/GaEc7tm7R87vkyHZ70VVVLt8QmAFMk42e2xzHZJ+42+gczbk4kbnNPsJAVYC1WmQHZBWJixRjhaFgTdyMQOwYRL4V5pHO7Zu0fO75Mh2e8DtMLTAXrRC7ArYUwdpDLsUwQx+hZ6DzNuTiRuc0+wJClxAJVYAoK9jeJJpuIeNqRKqrKyt2rsBcqlfY12VYF7S2C2AH1mo53bN2j53fJkOz3Y7/iSWJkkmEfsgFJ3S+1NlmAgcdbCAD0HmbcnEjc5p9eWKml06QU3QFq6BQoRoNqxGYh02o2vS9aQ1WGZGgbd0KgzUc7tm7R87vkyHZ7oCgigZKLgBR5kwgNiHV/R8n0PmbcnEjc5p9Sm2LtuXE2IfLDo1NtUlKNIqZEbOEU4HGNZSmgYZJn0wjYC9A3NMogPlSozlPiNI+WxoAZuOd2zdo+d3yZDs9yTRowjHOIU0sfmGvonM25OJG5zT6iuEaGESBKLuGBAEro4cOHDhw4cOCFvC8TcoxmlVU9WXISb2LAAmS0RtOrardc3HO7Zu0fO75Mh2e5Ed9PSlbXVObCyQaFmCAVlnFVV9E5m3JxI3OafUlHK680xT0EpfiBKu1AQKhatuqZH4jORzu2btHzu+TIdnuAS6qEAGKvQpxfmdCE1OZ0HS/U/QMquqARvRjHEAHwwOy0wPkRTatLGs6xc4s2bNmzZsymb4uqmWSNkdbvmbcnEjc5p9SUcrrzIJykAYrTqUSLakDaGOoEas7HO7Zu0fO75Mh2e4AdVWaZYdLZ/+NKrKyt6Hgzq62j5SN1M3KOqFi/2ogVQA+gLCoKigjJhuZtycSNzmn1JRyuvMrC+EcjcbUOmOIVAQFgYGdjnds3aPnd8mQ7P+ZNOkOiC1IRjM94IvHrNUQgcqXAKlFEyWORMO3LZpQWDCAWABYFRlw3M25OJG5zT6ko5XXmGhuVqYm+Nh0sLcCTx3JgJYAARno53bN2j53fJkOz/AJge3xgjjN4E+KaExGLSfat20KhqyAB1micWMEuzYxbULKgzIbmbcnEjc5p9SUcrry83whGlsmqzBxC2YDSoEVAAf7n453bN2j53fJkOz/maMDWGBPkHw3mMSex+scD+lrrmw3M25OJG5zT6ko5XXlTU+fKMADFpl5JHruqwH9QmgDtUikCWAAAHoEc7tm7R87vkyHZ/zFUAudBN5I3aFqzSGKGpmKSFQgyXBUAFgAAGbDczbk4kbnNPqSjldeUQWihodXYGmNG/EJ+n6Jrt0iunoMc7tm7R87vkyHZ/yOkZf1JpOjSM2sfggPi7Mi6KbbXWFsOGcYbmbcnEjc5p9SUcrryWGmIJ0hASoSoa04LAMkIsAwxw04igbMEFjqsVu+hxzu2btHzu+TIdn/IeWVowzoLS1QDe7+RNHNPIscUAAAPgzgbmbcnEjc5p9SUcrryT0ECDCJ1KhssqRyUxhJMLAw9Ejnds3aPnd8mQ7P8AkMSnICk2JZrY0ttu5LgWMcM/T90GcDczbk4kbnNPqLcy+xRgUw4wLKKhxrm/+1zf/a5v/tc3/wBrm/8Atc3/ANqdjcpUIdEbzondxrY0kJelYRBGR9Djnds3aPnd8mQ7P+Q0OkNj/Kt2UZsiDhY5wzsNzNuTiRuc0+sOFTUZEREpGEENXbeCjJXWIdFoD40Xqnr6HHO7Zu0fO75Mh2f04S9Q3M25OJG5zT6ylWmFHZXQfpfrUXGDTAbogT6vEWAu2E+zfEk60XwD0iEiOnoUc7tm7R87vkyHZ/yCZlixZZf7J93a3gNLZRfHnQbmbbhmFVSipIbAfVf3q/61f9av+tX/AFq/61f9av8ArV/1q2YS1igX6FTO67oCJ60ZVHs/H2MLc6qbbwJCIjInSgFTOhiPvFrU9Cjnds3aPnd8mQ7P+QgeCETFrfVr6u8I9VJ4462HRpnA3M2+zVOARJsa+AfS0LFOrUPoksepeOBC0CQXphM9CgYijYISPoMc7tm7R87vkyHZ/wAhBp1kqCiOst2HXj+UQXyX7pc3MyOQeoiZwNzNvs5J4RrP8FhYWvW9SAutiot5tbC1tUep6DHO7Zu0fO75Mh2f8g8NK/hIpKKbkYgjRm+7sPEhJLMOkHerqZwNzNvs6VEhPDQNIBLotBn1uFBEfV4SaI1oEQaIOts6qDiRwNIExERn0COd2zdo+d3yZDs/5ljQECEBI+JW7Lsx2QKiODAPWAdVFq9MNEDERGpM0m5m32fByrFyLxoC6nW9GpLid1ms2ZaBr9Ajnds3aPnd8mQ7P+YwwtOhRN4Bg2kNaSpepj9zSgi+kqD+902EsgJpYLEbvmbfZ4ZzqANjNYl1BMFptLAzAhKcVEj1Eet5HcIEF7UwbQZwQ1IfJISA9REc/HO7Zu0fO75Mh2f8wh7jgsw6GBbvT0HmxSD9jdonOa8kC0RBGjVdFPWNYADciTrFY3a0wugosjB1HwYvSnTkNdShaquN3zNvs9pQEOAQxC0ZOo9b2y+NrmWW85/Spz0c7tm7R87vkyHZ/wAyLadgpoj6RFqNG8S45QlkBaI9SjCtswgMHCxZjJQNLh18GwJdNgmPPioAPmjDhaxRCNixtWHQaQAo19KFqq43nM2+0J4Z1LYJLRAR2pmAuhKIBoIGyXjVgAYUATrBY3oVa+wEBMREz0c7tm7R87vkyHZ7gEmpITZXVhkC1SMaQAiMI9G9TFCii6wbVuhouPxfSC+dgNVbt11sLUfDUhUn/hYqSt23DslgPloP+o/Jfg+A6lTRiVI+kJlbtvuZtuJ9krKHBYAFaNSR2L07wHRbDWJUYLqakzsc7tm7R87vkyHZ7gjWkNwQSrBpCR+/N+1G6ARgIA2CbUaYi0Y+ZLuzvNWAKyX+ewTTH1qkWLoLz0X9BP3RwEbBvlIdyNoog7s16RakI6AMhzNtwAVLSIAYK455rjnmuOea455rjnmuOea455rjnmuOeaQwE0bT7qaoSqK44fXmxYJE5ZbwfSkFGrpJY6wEdG8YGUPH7Keo6/pTpDwkQL5Ezsc7tm7R87vkyHZ7k68tDNYsQ1LSWIVFYi8uE+z0TmbcnEjc5p9eSjsW0cmf9DdY9b0aIHHSIzjL+npQZzkc7tm7R87vkyHZ7kCoqv2/KwQxcHwPT0TmbcnEjc5p9fIZF+QhDOEbpEFpTEiaQNkD1Y7C8IHiCgfI2VKWGKQgSYdbYdxzkc7tm7R87vkyHZ7oMmkgRAHERRKQpLZLQuWBjPqWdPQ+ZtycSNzmn2Ac9GmJKfdCdB0vTOxsWOsvmmNM4jnds3aPnd8mQ7Pdh6OrtJLH6q0TBo57KlMmUsJidS0kmPQeZtycSNzmn2AdIWpJRPyY/VHrd2J2T1IWzrN4yQQMCxP8pieoPSnJwbIan6c3HO7Zu0fO75Mh2e8ICqv/AHwdaC0a10NiZIbCYmAtOoegczbk4kbnNPsDGrRdJtPua2l0EvW5MjVtmT1YQ+Cyg5qOd2zdo+d3yZDs96KeDNjZMQbQQjTAkR6LYDoYAsesPoHM25OJG5zT7BPNbQzGk3LEdQoRhzwLI9lV4zU7IH7kT7UNwjEcdLRJR0RM1HO7Zu0fO75Mh2e+FaNEukKLEdGkJmmEYq2NbbsekTT6YpQNnE0Sx6Z7mbcnEjc5p9gpNQIBwIQ0YxR+Rsvch0cYL7awGBa65qOd2zdo+d3yZDs9+RNKwOEHxYhwfIOlLumFg6jIAxjAloiKIiWI5zmbcnEjc5p9hF0AOW79lClOTRk+S6YMxgB0vJ+nwiFttSQTep53UmYtd5D6zMc7tm7R87vkyHZ8iMY0um0dJlEWrahPRUtBIEeslfmN6RKIe0xsBfPEkXs7BoihbiY9IFbDEi75m3JxI3OafYblJnfJMYy/AvVDGB8Mwz+h80TOYjnds3aPnd8mQ7PkyChIRFgPgQf3TzNKI66YANBq1Li1fHCKQzepKHVMD7pvGQ2jcbT8kc5CfxAtaH8QQkeoaH3VhSFr+eMUZWgmDH2DZomo2ARupf7vA3M25OJG5zT7DN7dojQW7NTq3ZqzFAgwyWxN4DBgwYMGDBgwYOE88AKtXWDZabGvrUFqKhkkU/Ih7RAYYRsUDNt2jBgwYMGDBgwZ++dg3LTGEz+YVBilOaEQtcpkhY2l0DBgwYMGDBg5oU+1pRmJgH5tFI9Bik6oLJm7BgwYMGDBgwYMsLiBbcIWKG2jLK7EyEjWPdrBW/NH5O5Rz1UDNKVBCDnwBH1XWpkVCQA78iD905B/AOOoKzvQzSsXahMKsAgKgqKg0rEHwE1jA2EzbdgwYMGDBgwYNHFnEhhShC0wbh+lGYATWCtOl0DBgwYMGDBgyZ1poKrBbsKgjHoyAA9z/wCbB//Z"}}},{"cell_type":"code","source":"","metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","collapsed":true,"jupyter":{"outputs_hidden":true}},"execution_count":null,"outputs":[]}]}