#!/usr/bin/env python
# coding: utf-8

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get_ipython().run_line_magic('matplotlib', 'notebook')
get_ipython().run_line_magic('load_ext', 'autoreload')
get_ipython().run_line_magic('autoreload', '2')
import numpy as np
import matplotlib.pyplot as plt


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