diff --git a/waves.ipynb b/waves.ipynb index 59b3216..141f77c 100644 --- a/waves.ipynb +++ b/waves.ipynb @@ -23,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 23, "metadata": { "scrolled": true }, @@ -50,7 +50,7 @@ " \n", " # Get the frequencies for a DFT plot (this doesn't depend on the actual signal) based on the \n", " # spacing of our samples.\n", - " freqs = np.fft.fftfreq(len(fft), d=sample_spacing())\n", + " freqs = np.fft.fftfreq(length, d=sample_spacing())\n", " \n", " return freqs, fft\n", "\n", @@ -61,11 +61,11 @@ " plt.axhline(color='#666666', linewidth=0.75)\n", " plt.plot(domain, data)\n", " \n", - " freqs, mags = frequency_spectrum(data)\n", " num_freqs = Harmonics * 2\n", + " freqs, mags = (x[:num_freqs] for x in frequency_spectrum(data))\n", " plt.subplot(212)\n", " plt.xticks(range(num_freqs))\n", - " plt.plot(freqs[:num_freqs], mags[:num_freqs], 'x')" + " plt.bar(freqs[:num_freqs], mags[:num_freqs])" ] }, { @@ -86,14 +86,27 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 24, "metadata": {}, "outputs": [ + { + "ename": "NameError", + "evalue": "name 'length' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mwave\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0msine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime_space\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 7\u001b[0;31m \u001b[0mplot_signal_and_spectrum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtime_space\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwave\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m\u001b[0m in \u001b[0;36mplot_signal_and_spectrum\u001b[0;34m(domain, data)\u001b[0m\n\u001b[1;32m 32\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0mnum_freqs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mHarmonics\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 34\u001b[0;31m \u001b[0mfreqs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmags\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0mnum_freqs\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfrequency_spectrum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 35\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m212\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 36\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mxticks\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnum_freqs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36mfrequency_spectrum\u001b[0;34m(data)\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;31m# Get the frequencies for a DFT plot (this doesn't depend on the actual signal) based on the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 21\u001b[0m \u001b[0;31m# spacing of our samples.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 22\u001b[0;31m \u001b[0mfreqs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfft\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfftfreq\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlength\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msample_spacing\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 24\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mfreqs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfft\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'length' is not defined" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" + "
" ] }, "metadata": {}, @@ -121,12 +134,20 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/eryn/Library/Python/3.6/lib/python/site-packages/matplotlib/transforms.py:841: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " points = np.array(args, dtype=float).reshape(2, 2)\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -157,9 +178,17 @@ "execution_count": 5, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/eryn/Library/Python/3.6/lib/python/site-packages/matplotlib/transforms.py:841: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " points = np.array(args, dtype=float).reshape(2, 2)\n" + ] + }, { "data": { - "image/png": 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\n", 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dQpWIH6huaOaGJ5azu6yW+TdM5Zwx/rGeVE86vACoD39qFemO5TvLuPWZVYxOi+OFW6arR5bWuZSFB+to8fjmWlUKVSI+rqG5hVuezmX93koe+PpkZgz1r9Oge0rGobWqFKokAG3YW8FN81cwMDGS+TdMIc5PJ5c7LSspimaPZV+Fb/ZQK1SJ+LAWj+W7C9bw6fZS/nDZePVQtRERGkxKbLhPnwkk0hU7S2qYM285MREhPH3TNPrFhLtdks84ND/UV497hSoRH2Wt5SevruOtDfv56VfHcNmJGW6X5HN8fX6FSGftr6jnG48vw2Ph6ZumMTAh0u2SfMqhuZQFPjqXUqFKxAdZa/ntG5t4IXcPd8wcxk2nDHa7JJ/UugCob765inRWSXUD181bxsGaRubfMIVhKf5zCZnekhYfQXCQUU+ViHRMfVML331+DX//eCfXzRjE984Z4XZJPiszKYp9FXU0NnvcLkWkW7YeqOLiBz4lv6yWv8/JYXyG/y7M25NCgoNIT4jw2R5qrVMl4kP2ltdxx4LVrNx9kB/NGsmtpw/1+wX7elJmYiQe2/pz6+unmot/stby3qYivvfCGiLDgnnxlhkKVO3ITIzy2Z4qhSoRH1Bc1cBDH+bxzLLdGODBayZz/glpbpfl8wZ6L7CqUCX+xlpL7u6D/OntLSzbWcbotDgen5NDuuZQtWtgQiSLtxW7XcZRKVSJ9JDC8jr+/fledpfWcqCynqr6ZsJDg4kICSI8NJjwkCDqmlrYUFjBrtJaggxcfmIG3zlr+OHlAuT40uO9oarNxaRF3GKtZemOMj7ZXsy+inqKKhvwWEt4SBAR3mM+PCSYwvI61u+toLy2ieSYcP7norFcNTUzIC4f1RvSEiIpqmqgqcVDaLBvzWJSqBJx2JLtJTz0UR6fbC/BWkiMCmVAXARxEaFU1DVR1NRCY7OH+qYWQoKDGJMWx2WTMzh/fBpD+2tiamekxrcuhri3XJPVxT2NzR6e+HQnzy3PZ3dpLSFBhpTYcPrHRRAaZKiqb6ahuYUG73GfHBPOrLGpTMhMYPbEdKLC9Ke4MwYmRGBt65mSvnYJLr2SIg6pa2zh929tZv6SXaTFR/CdmcO5IidDvU49KCI0mOSYMJ9dCFAC37YDVdz5who27K1k+pAk7jx7OLPGphEZpl6nnpLm7aHep1AlEph2ldRw81O5bC+q5vqTsrn7vFHHvIK8OCstPpK95Rr+k9738soC7lm4jujwEB6+9kRmjUt1u6Q+IT3Bd3uoFapEumnTvkq+8fhyWjwenr5pKqcO7+92SX1KekIEO4pr3C5D+pi/L97Bb97YxMnD+vGXr03Udfl6UdrhuZQKVSIBZeXuMm54YgVRYSE8P3cGw1Ji3S6pz0mLj+STbSVYa7X8hPQ4ay1/emcLDyzK44LxafzlyomEhfjWZOlAFx0eQnxkKPt8sIdavwkiXZS7q4zrHl9Ov5hwXr5VgcotAxMiqWlsobK+2e1SJMBZa/ndm5t5YFEeV0/N4v6rJilQuSQ9IdInh//02yDSBSt3lzFn3nIGxEXwwtzpmozuojTv/ApNVpeeZK3l3jc38+jiHVw3YxC/vWQcwUHqGXVLenyETy6lolAl0knLdpQyZ94KUuIiWDB3OilxmkvhpkOLJfrip1YJDB5P67U4H1m8g2unZ/E/F43VULPLfLWnSnOqRDrhrfX7+c7zq8lKiuKZm6YxQIHKdYcXAPXB+RXi/5paPPzXK5/z6qpC5swYxM8vVKDyBWkJEVTUNVHT0Ex0uO9EGd+pRMSHWWt56rPd/M8/NzAhM4F5c6aQGB3mdlkC9I8NJyTI+OSnVvFv5bWN3PXCGhZtKeZ754zgjpnDFKh8xMCEQ2tV1fnUfFaFKpF27C2v4+5X17F4azEzR6Xwt69P0grIPiQ4yDAgLoJ9Pji/QvzX+5sO8ONX11FW08hvLhnHNdMGuV2StJHWpodaoUrED2zZX8XLK/fw/PI9NHssv5o9lmumDSJIk1N9zsCESArVUyXd1NTiYdHmIl7M3cN7m4oYlRrLvOunMG5gvNulyRek+eglqhSqpM+pb2phdX45m/dXUlXfTE1DM00tFoulvslDYXkd+aU17PJew+vs0QP4yfmjyeqnM/x8VVpCBKvyD7pdhviwoqp6lu8sY295HdUNLdQ2NOOxYLGU1zZRcLCWbUXVhy9yfNfZI7j1jKFaMsFHpcZHYIzvXUxdoUr6jNxdZdz/wXaW7iilsdlz+P6wkCDCgoMw3tvpCZGMTovjuhnZzJ6YTr+YcPeKlg5Ji49kf8U+PB6rnkQ5rLHZw/Mr8nlyyS7yvrDqfmRoMMFBBgPERYaSkRjJuWMG8JWxqZw2oj+hwQpTviw0OIiU2HD1VIn0tl0lNfz63xt5b1MR/WPDuW76IGYM7ceEzATiI0P15hkABiZE0NRiKalu0BIXAsC/P9/HvW9tYk9ZHScOSuTH52UyfUg/hvSPJjosROE7AKQnRPrc+nQKVRLQ3t90gDtfWAMWfviVkdxwcrYmmQeg/1wLrF6hqo9rbPbw639v5KnPdjM6LY75N4zj9BH9ddZeAEqPj2Tjvkq3yziCI39djDGzgL8CwcBj1tp7ndivSFdZa/m/D7bz53e3Mm5gHA9fe6JWPQ9gbRcAnZiZ4HI14paS6gZufWYlK3YdZO5pQ/jRV0YSop7ogJWeEMF7mw741HU/ux2qjDHBwAPAOUABsMIY87q1dmN39y3SFR6P5Wevr+eZpflcOmkgv730BCJCg90uS3pQeoJvngkkvWdfRR3X/H0ZeyvquP/qSVw0Id3tkqSHpcVH0tDsoaym0WfmvjrRUzUV2G6t3QFgjHkemA24GqqaWjyaK9MHtXgs//XK57y8soBbTh/C3bNG+cwnGOk58ZGhRIUFa1X1PmpPWS1ff2wp5TVNPHPTNHKyk9wuSXpB+uHrftb7TKhyInUMBPa0+brAe59r5n2yk5H//SZ1jS1uliG9rKnFw3efX83LKwu46+wRClR9iDGGtPgIn5u0Kj0vr7iaKx7+jKr6Zp79pgJVX+KL1/3stRm7xpi5wFyA1NRU7rvvvh57rs31cXhsOr/5y4MkhjT22POI72i2hrcq09nZGMvJ0UU0r93Mn9e6XZX0pqbyDFYeLOG++z50uxTpJSXN4fyjPBOAixP28O4L63jX5Zqk99R7gpgc2Y9F/3qZdW81uF0OAMZa270dGDMD+IW19iver38MYK393bG+Jycnx+bm5nbreY9n2Y5SvvboUp65aRqnDE/usecR31BV38S3n13Fx9tK+NXssXxjRrbbJYkL/uvlz/lgSxEr7jnb7VKkF6zOP8gN81cQERLMs9+cxtD+MW6XJAHMGLPSWpvT3nZO9FStAIYbYwYDhcBVwNcd2G+X+WKXoPSM7UXV3PJ0LrtKa/nj5eO5IifT7ZLEJWkJERRXNdDQ3EJ4iE5MCGQvrMjnp//YQGp8BM/ePI3MJJ3ZK76h26HKWttsjLkdeJvWJRXmWWs3dLuybhgQd2j5eoWqQOXxWP75+V7uWbie8JAgnr15GtOH9HO7LHHRoQ9TByoadEmhAFVR28S9b21mwfJ8Th2ezP1XTSIxOsztskQOc2ROlbX2DeANJ/blhLCQIPrH+N7y9dJ9LR7Lx9uK+dM7W1hfWMmEjHgevPZEBnr/oErflX54AdA6haoAU1nfxLNL83now+1UNTRzy+lD+OG5WoNKfE/ALi2dlhDJPh+70KIcX1FlPflltRQcrKOqoRmspcVjqWlsobqhma37q1i+s4yqhmYyEiP585UTmD1xIMG63ISgtar8UVOLhz1ltew5WMe+8jqaPBaspaHZQ01DCwdrG1mVf5D1hRV4LMwclcIPzh3JmPQ4t0sXOaqADVUDEyLYsr/K7TKkHQdrGvnHmkJeXlnAhr3HvtxASJAhKymKCyemM2NIP84dO0DzZuQIhy5Vow9Tvm/D3gpeyi3gtTWFHKxtOuZ2UWHBjBsYz+0zhzNzVIpWyxefF7ChKi0+kkWbi31q+Xr5D2stL+UW8Kt/baSqoZlxA+O45/zRDB8QQ0ZiFHGRIRgMwUGGqLBgwkOC9DrKcUWGBZMUHUaheqp8VkVdE7/850ZeWVVAWHAQ54wZwMxRKWT1iyItPoKwkCAMhrDgIKLDgzW8J34nYENVekIkdU0tVNQ1kRCliYy+pLiqgR+9vJZFW4qZOjiJn184hrHp8W6XJQEgLT6CfQpVPunjbcX84KW1lFQ3ctuZQ/nmqUP03iwBJ3BDVXzr/IrC8joduD5kV0kN181bTlFVPb+4cAzXzcgmSHOixCHpCZHkl9a6XYZ8wYsr9vDjhesY2j+av1+Xw/gMDeNJYArYUJXmPRtsX3m9ekF8xPrCCq5/YjktHsvzc2dofoQ4Lj0+gqU7St0uQ7ystTz0UR5/eGsLp43oz0PXTCY6PGD/7IgEbqg6fCaQ1qryCavzD3Ld48uJiwzlqZumavVj6RHpCZFU1TdTVd9EbESo2+X0adZa/vTOFh5YlMfsien88fIJhIVojpQEtoD9DU+ODic02Oiq9T7gUKBKignj5VtnKFBJjzncQ60zAF1lreW+d7bywKI8rp6axV+unKhAJX1CwP6WBwUZ0uIjddV6l7UNVM/PnX74tHeRnnBoLqXWqnLPoUD1t0XbuXpqJr+5eJzmTUqfEbDDf9B6JpDeXN3zybYS5j6dS3JMOAu+qUAlPe8/1/1UT5UbPB7LL/+1kflLdnHVlEx+c/EJClTSpwRsTxW0vsHqzdUdb63fx43zV5CZGMXL35px+I+dSE9KiQ0nyKAeahc0tXj4/ktrmb9kFzefMpjfXqJAJX1PQPdUpSdEsL+ynhaP1aVMekl9Uwv3vbOFxz7ZyaTMBJ64firxUZowLL0jJDiI1LgILQDay3YUV3PXi2tZu6ecH35lJN8+Y6gW65U+KaBDVVp8JC0eS3FVA6neuRbSMzwey9IdpfzPPzey5UAV10zL4p4LRhMVFtC/YuKD0hIi2ace6l5RVd/ECyv28Kd3thAeEswDX5/MBePT3C5LxDUB/RdvoHfIqbC8TqGqi4qq6tlQWMnB2kYiQlsvFxMeEkxEaBCNzR72V9azq6SGf6zZS35ZLf1jw3nihimcOTLF7dKlj0pPiOTzgnK3y/BbLR7LjuJqNu2vwlpLeEgw4aFB3mM/iPLaJg5UNrAq/yD//nwfdU0tnDo8mT9ePkHvs9LnBXSoSvOuVdU6vyLR3WL8SG1jM/OX7OKpJbvZX9mxT/wzhvTje+eM4CtjU4kM04WOxT3p8RG8vaEej8dqTk8n5BVX87/vbePdjfupb/K0u31MeAgXT0rnipxMJmUmaLhPhAAPVf85E0jzKzrqxdw9/OGtLZRUN3DaiP5887QhnDAwnv6x4TQ2e6hvaqGh2UNDcwvBQYbUuAhS4yM0zCc+Iz0hksZmD6U1jfSPDXe7HJ9XVd/Er/+1iZdW7iEiNJjLT8xgclYio9PiCAsJoqHJQ31zCw1Nrcd9fGQoqfER9I8J1wWPRb4goP8SxkWEEhMeojMAO6DFY/mV91ToKdmJPHztZHKyk9wuS6TT0tqsVaVQdXwFB2u5aX4u24uruf6kwXz7zKEkx+hnJtJVAR2qADISIyk4qAusHk9NQzN3LFjNB5uLuPmUwfz4/NE6W1L8VkZiFAAFB+uYoOtLHtPaPeXc9GQuDc0tPHnDVE4Znux2SSJ+rw+Eqij2lClUHUtDcwu3PL2SJXkl/PricVw7fZDbJYl0S2ZS67D/Hn2YOqaNeyu59vFlJESF8vzcaQxLiXW7JJGAEPAD4llJUeSX1WKtdbsUn9Pisdz1who+2V7CHy6foEAlASE2IpTEqFDy9WHqqHaV1HDdvOXEhIfw/NwZClQiDgr4UJWZFEldUwulNY1ul+JTrLXcs3Adb6zbz39fMJrLT8xwuyQRx2QmqYf6aA5U1nPt48to8Xh4+qaph5edERFnBHyoykpqnV+hT61H+v1bW3h+xR5uP3MYN586xO1yRBylUPVl5bWNfOPxZRysaeTJG6eqh0qkBwR8qMr0hiq9wf7HIx/l8fBHeVwzLYvvnzvC7XJEHJeZGEVkstDYAAAgAElEQVRheR0tHg37Q+vaczfMX8Guklr+fl0O4zM0gV+kJwR+qEpUqGpr/qc7+d2bm/nq+DR+OXucFuyTgJSVFEVTi+3w4rWBrLqhmZufzGXtnnL+7+uTOGmYzvIT6SkBf/ZfZFgwyTHh7Cnr2wuAWmu5752t/G3Rds4dM4A/XzlRyyZIwDp8BmBZbZ+eN1RS3cANT6xg475K7rtyAl8Zm+p2SSIBLeB7qgCykiL79JyqitomfvDS5/xt0XaunprJg9dMJiykT7z00kdpLmXrOlSXP7SEbUVV/P26E7lkkk5GEelpAd9TBa3zqlbuPuh2Gd1WVFXPR1uK+XBLMQXldSRGhZIUFcbotDgmD0pgbHo8EaH/ue5eRV0Tr64q4K/vb6OyronvnDWcu84eriE/CXjpCZEEGSjw81BlrWXD3ko+3FLEx9tKsBYSokIZEBfBxMwEJg9KZFBS1OFrHFpr2VlSw98+2M6rqwtJjgnn2Zunc+IgXftUpDf0iVCVlRTFP9fupanFQ6gfXqvKWsvfP97BH97aQrPHkhIbzogBsZRWN7J5XxWvri4EwBhIiQ0nNT6Sosp69lW0zic5eVg//vuCMYxOi3OzGSK9JjQ4iLR4/+6hLq1u4K4X17J4azEA4wbGER0Wwu7SWpbklfL00t0AhIUEkZEQSWxECHnFNVQ3NBMWEsS3zxjKrWcMJTYi1M1miPQpfSJUZSZG4bGwr7yerH5RbpfTKRW1TXz/pbW8t+kA541L5Y6ZwxmdFntEb1NRVT2r88vZtK+SwoN17K2oY/DgJEamxjE5K4Gpg5PUOyV9TmZSJHsO+udcyhW7yrjjudWU1Tby3xeMZvbEgUdcx9DjsWwrqmZ1/kF2ltRQcLCOiromLps8kBGpsZwxMqVPzyUTcUvfCFVt5lf4U6iqbmjma49+Rl5xNb+4cAxzTso+ajhKiY3gK2NTNQlVpI2spCgWbSl2u4xOW5JXwpx5yxmYEMnCb5/E2PT4L20TFGQYmRrLyFStNSXiS/pIqPK/a4E1t3i4/blVbCuqZt71Uzh9RH+3SxLxK5mJURRXNVDX2EJkWHD73+ADthdV862nV5LdL5qXv3US8VEauhPxJ92aYGSMucIYs8EY4zHG5DhVlNPS4iMJCTJ+M7/CWssv/7WRD7cU86vZ4xSoRLrgUK90gZ98mCqtbuDG+SsICwli3vVTFKhE/FB3Z22vBy4FFjtQS48JDjIMTIz0mwVAX1pZwFOf7WbuaUP4+rQst8sR8UsZhxb+9YNQ1eKx3LFgNQcq6/n7dTmHpyyIiH/p1vCftXYT4BeToLP85FpgecXV/Py1DcwY0o//mjXK7XJE/NbhtapKff+4f2RxHkvySrn30hOYlKXlD0T8lf+tL9BFGYlRPn8mUENzC3c8t5qI0CD+8jWteC7SHckxYUSGBvv8cb8q/yD3vbOVC8an8bUpmW6XIyLd0G5PlTHmPeBop5XdY619raNPZIyZC8wFyMrq/SGtrKQoymoaqW5oJibcN+fn3/vmZjbuq+Sx63JIjY9wuxwRv2aMIdPHr6ZQUdfEd59fTWpcBL+95AS/6PUXkWNrN11Ya8924omstY8CjwLk5OT0+qXjs72TVncW13BCxpdPUe6OFo+luqGZ+MiuTyz91+d7eeLTXVx/UjZnjxngYHUifdegftHsLKnpkX3XNjYTZMwRVzHoDI/H8v0X17KvvJ4XbpnRrfcPEfENvtll0wNGeNdz2XKgyrFQ5fFY/r1uH395dys7SmoYnhLDSUP7ce30QQwf0PH1Y7YXVfGjlz9nclYCPzl/tCO1iQiMHBDLB5uLaGhuITzEmWUVymsbeWTxDp74dCceCzmDEjltRH/mzMju1NIND32Ux3ubDvDzC8foMjIiAaK7SypcYowpAGYA/zbGvO1MWc4blBRFWEgQW/ZXOrK/yvomLnnwU+5YsJrQ4CDuPHs46QmRvJhbwAX3f8JDH+bR3OJpdz9V9U1865lVRIUF8+A1J+pCxyIOGpEaS4vHklfkTG/V4q3FnPqHRTz8UR6zxqZy3fRBlNc2ce+bmznvr4tZsausQ/v5eFsx972zhYsmpHP9SdmO1CYi7uvu2X8LgYUO1dKjQoKDGJ4Sw5YD1Y7s75f/3Mi6wgr+ePl4Lp2ccXhSeUl1Az/9x3p+/9Zm3t6wnz9dMYFhKTFH3UdRVT3Xz1vBrpIanrppquZRiThslLeHeuuBKsakd+/al6XVDXzvxTWkxUdw/9WTGJX6n/19llfKD19ey5WPfMZNJw/mB18ZecxhwXc3HuCOBasYlhLD7y7VPCqRQNKnukVGDoh1pKfq7Q37eXllAd8+YxhX5GQecZZeckw4D14zmfuvnsSu0hrOv/9jHl2cR4vnyGlk24uqufTBJewqreGxOTmcNDS523WJyJEGJ0cTGmzYcqCqW/ux1nLPwvVU1jXz16uODFQAM4b24+07T+OaaVk89slOzv/rx6zcffBL+3h22W5ueTqXkQNiWfDN6UT76EkzItI1feqIHpkay6urCymvbSQhKqxL+yipbuAnr65jbHoc3zlr+FG3McZw0YR0pg9J4p6F6/ntG5t55KMdnDI8mSHJMSzeVsyq/IMkRYXx/NzpjM9I6E6zROQYQoODGNo/hi37uxeqFq4u5K0N+7n7vFGMTjt6j1d0eAi/vvgEZo1N479e+ZzLHlrCqNRYThvRn8ZmD+9uPEBheR1njuzPA9dMJiqsT739ivQJfeqoPjxZfX8V04b069I+7n1zM1UNzSz42sR25z+lxEbw6DdO5N2NB3hz/X4Wby3mtTV7GZsex51njeCKnAzSdSV5kR41YkDsl3qNOqOqvolfvL6BKdmJfPPUIe1uf8rwZN6681SeW5bPR1uLmf/pLoyBU4f3586zh3PxpIGEBvepQQKRPqNPhaq28yu6Eqr2V9Tzj9WFXDt9ECM6eHafMYZzx6Zy7thUPB5LZX1Tl3vJRKTzRqbG8vravVTVNxEb0fllC15YsYfK+mZ++tUxHV6QNzYilFtOH8otpw+lrrEFY+jy0gsi4j/61Mel1LgIYiNC2NzFoYD5S3bhsZabThncpe8PCjIKVCK9bOSAQx+mOn+SSnOLhyc+3cXUwUldHqaPDAtWoBLpI/pUqDLGMCo1lq1dmLRa09DMc8t2M2tcqi52KuJHRrYZ9u+sN9bvp7C8rkPDfiIifSpUQev8is37q7C2c4u6v5jbOgRws95cRfzKwIRIosOCO/1hylrLYx/vYEhyNGeNSumh6kQkkPS5UDUqNZaq+mb2V9Z3+HtaPJZ5n+7kxEGJTNYV5EX8SlCQYURqLJs7uZzK8p1lfF5QwY2nDCZIFzcXkQ7oc6Hq0ATzzsyrWrS5iD1lddzcxblUIuKu1jXqOtdD/dRnu0mICuWyyRk9WJmIBJI+F6oOza/Y2olQtWB5Pv1jw3WhYxE/NTI1loO1TZRUN3Zo++KqBt7esJ/LJmd06np+ItK39blQlRAVxoC4cDbt69hQwL6KOhZtKeLKnAytLSPipw6dAdjR4/6VVQU0eyxXT83sybJEJMD0yZSQk53EJ9tL8XjaHwp4cUUBHgtXTcnqhcpEpCdMyEwgNNjwyfaSdre11vL88nymZicxLKVj69GJiEAfDVUzR6ZQUt3A+r0Vx92uxWN5YUU+pw5P1jIKIn4sOjyEaYP78cHmona3/WxHKbtKa7l6mnqpRKRz+mSoOmNkf4yh3TfYxVuL2VtRz9VT1Usl4u/OHJXC9qJq9pTVHne7Bcv3EB8Zynnj0nqpMhEJFH0yVPWLCWdCRgKL2glVTy/dTXJMGGeP1gR1EX8307vW1PE+TBVV1vP2+v1cMmmgVkEXkU7rk6EKWt9g1xZUUFzVcNTHN+6t5IPNRVw3I7vdCyeLiO8bnBzN4ORo3j9OqHr8k500ezzccHJ27xUmIgGjz6aFQ59aP9xy9DfYhz7KIzosmDkzsnuxKhHpSWeOTGHpjlJqG5u/9Fh5bSPPLN3NhRPSGdQv2oXqRMTf9dlQNTY9jpTYcBYdJVTtLKnh35/v5doZg4iP6vxV7UXEN80clUJjs4dPt5d+6bEnl+ymprGFW88Y6kJlIhII+myoMsZw5sgUPt5aQlOL54jHHvkoj9DgIG4+Rdf5EwkkUwcnER0W/KV5VTUNzTyxZCdnjx7AqNQ4l6oTEX/XZ0MVwLljB1DV0Mx972w9fN/6wgpeWVXA16Zk0j823MXqRMRpYSFBnDEqhdfWFLI6/yDQui7V/R9so7y2idvOVC+ViHRdiNsFuGnmqBSumZbFwx/lERcZwqjUWG5/bjX9Y8L59hnD3C5PRHrAz786hvWFFVz/xAqevXkazy3P57ll+Vx+YgaTdMF0EekG05kLjDolJyfH5ubm9vrzHo3HY7nrxTW8tmYvQQbGpMcxb84UUuIi3C5NRHrInrJarnj4M4qq6vFYuPWMofzw3JEEBRm3SxMRH2SMWWmtzWlvuz7dUwUQFGT40xUTCDaGJo/l3ktPIDq8z/9YRAJaZlIUz9w8je+9uIarp2ZpgV8RcUSf76kSEREROZ6O9lT16YnqIiIiIk5RqBIRERFxgEKViIiIiAMUqkREREQcoFAlIiIi4gBXzv4zxhQDu3v4aZKBkh5+Dl/Wl9vfl9sOfbv9anvf1Zfb35fbDr3T/kHW2v7tbeRKqOoNxpjcjpz+GKj6cvv7ctuhb7dfbe+bbYe+3f6+3HbwrfZr+E9ERETEAQpVIiIiIg4I5FD1qNsFuKwvt78vtx36dvvV9r6rL7e/L7cdfKj9ATunSkRERKQ3BXJPlYiIiEiv8ctQZYyZZYzZYozZboy5+yiPhxtjXvA+vswYk93msR97799ijPlKb9bthA60/XvGmI3GmM+NMe8bYwa1eazFGLPG++/13q3cGR1o//XGmOI27by5zWNzjDHbvP/m9G7l3deBtv+lTbu3GmPK2zzm16+9MWaeMabIGLP+GI8bY8z93p/N58aYyW0e8/fXvb22X+Nt8zpjzBJjzIQ2j+3y3r/GGOOXV7HvQPvPMMZUtPn9/lmbx457zPi6DrT9h23avd57nCd5H/Pr194Yk2mMWeT9e7bBGPPdo2zje8e9tdav/gHBQB4wBAgD1gJjvrDNt4GHvbevAl7w3h7j3T4cGOzdT7DbbXK47WcCUd7btx5qu/frarfb0Avtvx7421G+NwnY4f0/0Xs70e02Odn2L2x/BzAvgF7704DJwPpjPH4+8CZggOnAskB43TvY9pMOtQk471DbvV/vApLdbkMPt/8M4F9Hub9Tx4wv/muv7V/Y9kLgg0B57YE0YLL3diyw9Sjv9z533PtjT9VUYLu1doe1thF4Hpj9hW1mA096b78MnGWMMd77n7fWNlhrdwLbvfvzF+223Vq7yFpb6/1yKZDRyzX2pI689sfyFeBda22ZtfYg8C4wq4fq7AmdbfvVwIJeqawXWGsXA2XH2WQ28JRttRRIMMak4f+ve7ttt9Yu8bYNAu+Y78hrfyzdeb/wCZ1se6Ad8/ustau8t6uATcDAL2zmc8e9P4aqgcCeNl8X8OUf9OFtrLXNQAXQr4Pf68s6W/9NtKb4QyKMMbnGmKXGmIt7osAe1tH2X+btCn7ZGJPZye/1VR2u3zvkOxj4oM3d/v7at+dYPx9/f90764vHvAXeMcasNMbMdamm3jDDGLPWGPOmMWas974+89obY6JoDQ2vtLk7YF570zqFZxKw7AsP+dxxH9IbTyK9zxhzLZADnN7m7kHW2kJjzBDgA2PMOmttnjsV9ph/AgustQ3GmFto7bGc6XJNve0q4GVrbUub+/rCa9+nGWPOpDVUndLm7lO8r3sK8K4xZrO39yOQrKL197vaGHM+8A9guMs19bYLgU+ttW17tQLitTfGxNAaFu+01la6XU97/LGnqhDIbPN1hve+o25jjAkB4oHSDn6vL+tQ/caYs4F7gIustQ2H7rfWFnr/3wF8SGvy9yfttt9aW9qmzY8BJ3b0e31cZ+q/ii8MAwTAa9+eY/18/P117xBjzHhaf99nW2tLD93f5nUvAhbiX9MdOsRaW2mtrfbefgMINcYk00dee6/jHfN++9obY0JpDVTPWmtfPcomvnfc98bELSf/0dq7toPW4Y1Dkw/HfmGb2zhyovqL3ttjOXKi+g78a6J6R9o+idbJmcO/cH8iEO69nQxsw/8mbXak/Wltbl8CLPXeTgJ2en8Oid7bSW63ycm2e7cbResEVRNIr7239myOPVn5Ao6csLo8EF73DrY9i9b5oSd94f5oILbN7SXALLfb0gPtTz30+05rcMj3/h506Jjx9X/Ha7v38Xha511FB9Jr730NnwL+9zjb+Nxx73fDf9baZmPM7cDbtJ7dMc9au8EY80sg11r7OvA48LQxZjutv2xXeb93gzHmRWAj0AzcZo8cIvFpHWz7H4EY4KXWufnkW2svAkYDjxhjPLT2UN5rrd3oSkO6qIPt/44x5iJaX98yWs8GxFpbZoz5FbDCu7tf2iO7yn1aB9sOrb/rz1vvO4uX37/2xpgFtJ7llWyMKQB+DoQCWGsfBt6g9Uyg7UAtcIP3Mb9+3aFDbf8ZrXNGH/Qe88229eKyA4CF3vtCgOestW/1egO6qQPtvxy41RjTDNQBV3l//496zLjQhC7rQNuh9cPjO9bamjbfGgiv/cnAN4B1xpg13vt+QuuHCJ897rWiuoiIiIgD/HFOlYiIiIjPUagSERERcYBClYiIiIgDFKpEREREHKBQJSIiIuIAhSoRERERByhUiYiIiDhAoUpERETEAQpVIiIiIg5QqBIRERFxgEKViIiIiAMUqkREREQcoFAlIiIi4gCFKhEREREHhLjxpMnJyTY7O9uNpxYRERHplJUrV5ZYa/u3t50roSo7O5vc3Fw3nlpERESkU4wxuzuynYb/RERERBygUCUiIiLiAIUqEREREQcoVImIiIg4wJWJ6iIiIuIfsu/+t9slHNeuey9wu4TD1FMlIiIi4gCFKhEREREHKFSJiIiIOEChSkRERMQBClUiIiIiDlCoEhEREXGAQpWIiIiIAxSqRERERBygUCUiIiLiAIUqEREREQcoVImIiIg4QNf+ExER6SG+fN08X7pmXqBQT5WIiIiIAxSqRERERBygUCUiIiLiAM2pEhERn6T5SOJv1FMlIiIi4gCFKhEREREHaPhPRCTA+PKwGWjoTAKXeqpEREREHKBQJSIiIuIAR4b/jDGzgL8CwcBj1tp7ndiviEhv09CZiHRVt0OVMSYYeAA4BygAVhhjXrfWbuzuvkXEv/hyIFEYEZGe5sTw31Rgu7V2h7W2EXgemO3AfkVERET8hhPDfwOBPW2+LgCmObBfkQ7x5d4R6HgPiS+3Q708IiLtM9ba7u3AmMuBWdbam71ffwOYZq29/QvbzQXmAmRlZZ24e/fubj1vXxEIf2jVhp4VCG2AwGiH2uAbAqENEBjtCJQPZMaYldbanPa2c2L4rxDIbPN1hve+I1hrH7XW5lhrc/r37+/A04qIiIj4DidC1QpguDFmsDEmDLgKeN2B/YqIiIj4jW7PqbLWNhtjbgfepnVJhXnW2g3drkxERETEjziyTpW19g3gDSf2JSIiIuKPtKK6iIiIiAMUqkREREQcoFAlIiIi4gCFKhEREREHKFSJiIiIOEChSkRERMQBClUiIiIiDlCoEhEREXGAQpWIiIiIAxSqRERERBygUCUiIiLiAIUqEREREQcoVImIiIg4QKFKRERExAEKVSIiIiIOUKgSERERcYBClYiIiIgDFKpEREREHKBQJSIiIuIAhSoRERERByhUiYiIiDhAoUpERETEAQpVIiIiIg5QqBIRERFxgEKViIiIiAMUqkREREQc0K1QZYy5whizwRjjMcbkOFWUiIiIiL/pbk/VeuBSYLEDtYiIiIj4rZDufLO1dhOAMcaZakRERET8VK/NqTLGzDXG5BpjcouLi3vraUVERER6Rbs9VcaY94DUozx0j7X2tY4+kbX2UeBRgJycHNvhCkVERET8QLuhylp7dm8UIiIiIuLPtKSCiIiIiAO6u6TCJcaYAmAG8G9jzNvOlCUiIiLiX7p79t9CYKFDtYiIiIj4LQ3/iYiIiDhAoUpERETEAQpVIiIiIg5QqBIRERFxgEKViIiIiAMUqkREREQcoFAlIiIi4gCFKhEREREHKFSJiIiIOEChSkRERMQBClUiIiIiDlCoEhEREXGAQpWIiIiIAxSqRERERBygUCUiIiLiAIUqEREREQcoVImIiIg4QKFKRERExAEKVSIiIiIOUKgSERERcYBClYiIiIgDFKpEREREHKBQJSIiIuIAhSoRERERByhUiYiIiDigW6HKGPNHY8xmY8znxpiFxpgEpwoTERER8Sfd7al6FxhnrR0PbAV+3P2SRERERPxPt0KVtfYda22z98ulQEb3SxIRERHxP07OqboReNPB/YmIiIj4jZD2NjDGvAekHuWhe6y1r3m3uQdoBp49zn7mAnMBsrKyulSsiIiIiK9qN1RZa88+3uPGmOuBrwJnWWvtcfbzKPAoQE5OzjG3ExEREfFH7Yaq4zHGzAJ+BJxura11piQRERER/9PdOVV/A2KBd40xa4wxDztQk4iIiIjf6VZPlbV2mFOFiIiIiPgzraguIiIi4gCFKhEREREHKFSJiIiIOEChSkRERMQBClUiIiIiDlCoEhEREXGAQpWIiIiIAxSqRERERBygUCUiIiLiAIUqEREREQcoVImIiIg4QKFKRERExAEKVSIiIiIOUKgSERERcYBClYiIiIgDQtwuQERERLpu170XuF2CeKmnSkRERMQBClUiIiIiDlCoEhEREXGAQpWIiIiIAxSqRERERBygUCUiIiLiAC2pICIifZKWIhCnqadKRERExAEKVSIiIiIOUKgSERERcUC35lQZY34FzAY8QBFwvbV2rxOFiYiI79J8JJEv625P1R+tteOttROBfwE/c6AmEREREb/TrVBlra1s82U0YLtXjoiIiIh/6vaSCsaY3wDXARXAmd2uSEQkwGnoTCQwtdtTZYx5zxiz/ij/ZgNYa++x1mYCzwK3H2c/c40xucaY3OLiYudaICIiIuID2u2pstae3cF9PQu8Afz8GPt5FHgUICcnR8OEItIl6uUREV/VrTlVxpjhbb6cDWzuXjkiIiIi/qm7c6ruNcaMpHVJhd3At7pfkoj0BPXwiIj0rG6FKmvtZU4VIuLLFEhERKQ9xtren96Uk5Njc3Nze/15RURERDrLGLPSWpvT3na6TI2IiIiIAxSqRERERBygUCUiIiLiAIUqEREREQcoVImIiIg4QKFKRERExAGuLKlgjCmmdbFQf5IMlLhdRDcFQhsgMNqhNviGQGgDBEY71AbfEAhtAOfbMcha27+9jVwJVf7IGJPbkTUqfFkgtAECox1qg28IhDZAYLRDbfANgdAGcK8dGv4TERERcYBClYiIiIgDFKo67lG3C3BAILQBAqMdaoNvCIQ2QGC0Q23wDYHQBnCpHZpTJSIiIuIA9VSJiIiIOEChqgOMMbOMMVuMMduNMXe7XU9nGWPmGWOKjDHr3a6lq4wxmcaYRcaYjcaYDcaY77pdU2cZYyKMMcuNMWu9bfgft2vqKmNMsDFmtTHmX27X0lXGmF3GmHXGmDXGmFy36+kKY0yCMeZlY8xmY8wmY8wMt2vqDGPMSO/P/9C/SmPMnW7X1RXGmLu8x/V6Y8wCY0yE2zV1ljHmu976N/jL63C0v2/GmCRjzLvGmG3e/xN7qx6FqnYYY4KBB4DzgDHA1caYMe5W1WnzgVluF9FNzcD3rbVjgOnAbX74OjQAM621E4CJwCxjzHSXa+qq7wKb3C7CAWdaayf68SnkfwXestaOAibgZ6+JtXaL9+c/ETgRqAUWulxWpxljBgLfAXKsteOAYOAqd6vqHGPMOOCbwFRaf5e+aowZ5m5VHTKfL/99uxt431o7HHjf+3WvUKhq31Rgu7V2h7W2EXgemO1yTZ1irV0MlLldR3dYa/dZa1d5b1fR+sdjoLtVdY5tVe39MtT7z+8mNRpjMoALgMfcrqUvM8bEA6cBjwNYaxutteXuVtUtZwF51lp/Wxj6kBAg0hgTAkQBe12up7NGA8ustbXW2mbgI+BSl2tq1zH+vs0GnvTefhK4uLfqUahq30BgT5uvC/CzP+aBxhiTDUwClrlbSed5h83WAEXAu9Zav2sD8L/AjwCP24V0kwXeMcasNMbMdbuYLhgMFANPeIdiHzPGRLtdVDdcBSxwu4iusNYWAn8C8oF9QIW19h13q+q09cCpxph+xpgo4Hwg0+WaumqAtXaf9/Z+YEBvPbFClfgVY0wM8Apwp7W20u16Osta2+Id6sgApnq73P2GMearQJG1dqXbtTjgFGvtZFqH9m8zxpzmdkGdFAJMBh6y1k4CaujFYQ4nGWPCgIuAl9yupSu8c3Zm0xp004FoY8y17lbVOdbaTcDvgXeAt4A1QIurRTnAti5x0GsjAgpV7SvkyLSe4b1PepkxJpTWQPWstfZVt+vpDu8wzSL8b67bycBFxphdtA6FzzTGPONuSV3j7V3AWltE6zyeqe5W1GkFQEGb3s6XaQ1Z/ug8YJW19oDbhXTR2cBOa22xtbYJeBU4yeWaOs1a+7i19kRr7WnAQWCr2zV10QFjTBqA9/+i3npihar2rQCGG2MGez9NXQW87nJNfY4xxtA6d2STtfbPbtfTFcaY/saYBO/tSOAcYLO7VXWOtfbH1toMa202rcfCB9Zav/pEDmCMiTbGxB66DZxL6/CH37DW7gf2GGNGeu86C9joYkndcTV+OvTnlQ9MN8ZEed+rzsLPThoAMMakeP/PonU+1XPuVtRlrwNzvLfnAK/11hOH9NYT+StrbYUKvLkAAADlSURBVLMx5nbgbVrP6Jhnrd3gclmdYoxZAJwBJBtjCoCfW2sfd7eqTjsZ+AawzjsnCeAn1to3XKyps9KAJ71nlAYBL1pr/XZJAj83AFjY+vePEOA5a+1b7pbUJXcAz3o/8O0AbnC5nk7zhtpzgFvcrqWrrLXLjDEvA6toPVN5Nf65Mvkrxph+QBNwmz+c+HC0v2/AvcCLxpibgN3Alb1Wj1ZUFxEREek+Df+JiIiIOEChSkRERMQBClUiIiIiDlCoEhEREXGAQpWIiIiIAxSqRERERBygUCUiIiLiAIUqEREREQf8P6DuX7ZjibQ0AAAAAElFTkSuQmCC\n", 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" ] @@ -186,9 +215,17 @@ "execution_count": 6, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/eryn/Library/Python/3.6/lib/python/site-packages/matplotlib/transforms.py:841: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " points = np.array(args, dtype=float).reshape(2, 2)\n" + ] + }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -219,9 +256,17 @@ "execution_count": 7, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/eryn/Library/Python/3.6/lib/python/site-packages/matplotlib/transforms.py:841: ComplexWarning: Casting complex values to real discards the imaginary part\n", + " points = np.array(args, dtype=float).reshape(2, 2)\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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