{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# detect_peaks.py\n", "\n", "A function from [detecta](https://pypi.org/project/detecta/) - Python module to detect events in data." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One way to detect peaks (local maxima) or valleys (local minima) in data is to use the property that a peak (or valley) must be greater (or smaller) than its immediate neighbors. The function `detect_peaks.py` (code at the end of this notebook) detects peaks (or valleys) based on this feature and other characteristics. The function signature is:\n", "```python\n", "ind = detect_peaks(x, mph=None, mpd=1, threshold=0, edge='rising', kpsh=False, valley=False, show=False, ax=None, title=True)\n", "```\n", "The parameters `mph`, `mpd`, and `threshold` follow the convention of the Matlab function `findpeaks.m`. \n", "Let's see how to use `detect_peaks.py`; first let's import the necessary Python libraries and configure the environment:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Installation\n", "\n", "```bash\n", "pip install detecta\n", "```\n", "\n", "Or\n", "\n", "```bash\n", "conda install -c duartexyz detecta\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from detecta import detect_peaks" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Running the function examples:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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\n", 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61aGCTCRF/vxnGDgQ2rQJ7x5nnw3vvw+rVoV3DxHJP6tWwZQpcM014d0jzl1+FWQSHWOqv92ylGnbNve48sc/Dvc+BQXubLgJE8K9j4jkl9/+Fq66Cho1Cvc+ce3yx6YgM8a0NMa8YIxZbIx5yxhzne+YRJLk/vuhe3c49dTw7xXXEaZPymEiVffhh/Cvf7mTRcJ29tlua6CVK8O/V2XEpiADdgP/ba1tC3QDrjHGtPMck0gi7NwJt98Oo0dHc78+fWDhQvj442julxDKYSJV9LvfwcUXu4PAwxbXLn9sCjJr7YfW2tczf98CLAZCWCcmkco+piz5qLK0t0m1PPKI22Onc+do7le3Lgwa5M6GE0c5LP1++1s3x0mCtXEjPPAA3HhjdPeM4679sSnISjLGtAY6Aq+W8r4rjTFzjTFz169fH3VoIrGzZ49bmRRVdyxLjy3LVlYOU/5KLmvhrrvcZqXTpvmOJl3++EeXT1q2jO6effrAm2/Gq8sfu4LMGHMo8ARwvbV284Hvt9beZ60ttNYWNm3aNPoApXKs3feSccN/Wbp2sWz+LIYbwSTQ44+7HfnPPTfa+w4aBLNnu602ZJ/ycpjyV3KtWOGa+pMmwUUXwYwZviNKhy1b4E9/CnerntLUqeNy2MSJ0d63PLEqyIwxtXCJ7FFrrcbeKXXnndCxIwwd6lYGStVZC2PHwi23RP8E+LDDoGdPePLJaO8bZ8ph6VVcDOec4yaE//Of8JWvwGuv+Y4q+f76V9etOumk6O8dty5/bAoyY4wBHgAWW2t/5zseCdauXfv+bozbL6t1a/cDsWOHt7AS78kn3fdz8GA/94/jPAxflMPSrbjYDUAA+vaFBx+EYcPgjTf8xpVk27e7yfxhb9VTlmyXf9MmP/c/UGwKMqAHcAnQ2xizIPPi6deMBO3116HDGfseXdao4RJagwbwta/tX7BJbqyFMWPc3DFf6yOGDYNnn3XnW4pyWJplO2RZQ4e6R22DBsGSJf7iSrK//c3tnH/GGX7uf9hhbqpHXLr8sSnIrLUzrbXGWtveWtsh8/KU77gkGDNm7J/MAGrWhEcfdcXYN7/pJqdL7l58ET75BM4/318MTZq4hKpJzsphafbRR7Bhw8F7/F1wgTsIu18/N8dMcrdrl1u1GvVipAPFaZPY2BRkkm4Hji6zatd2k9LXrYMrr4S9e6OPLanGjoWbb3Z76vgUp4QmEobiYujRw3X2D/Stb7lHbn36uCPFJDf//KebttK9u984sl3+OMxnVkEmodu7F2bNKr0gA6hXz610WbIErrtuvwWZUobXXoN33nEbKfo2ciRMnqzHzpJeZQ0os66+2p2/2LdvvLZRiKu9e11n8ZZbfEcSry6/CjIJ3dtvw+GHQ/PmZX/MoYfCU0+5CZY//rGKsoqMHes2Uaxd23ck0KIFnHACvPSS70hEwlFRQQbwwx/CN77hirJPPokmrqSaMMHN3+rTx3ckTly6/CrIJHQlVyeVp2FDmDrV7YQ9Zkz4cSXVokXwyitw+eW+I9mnqCgeCU0kaJ99BsuWuS5KRX72MzfJf+BA7c9XluxiJB9b9ZRl5Ej3e8d3l18FmYSutAn9ZWnSBKZPh4cegt//Pty4kurWW90BvPXq+Y5kn+wIU3MAJW1mzXJHkuXSjTYGbrsNunSBIUPg88/Djy9ppk1zWx0NG+Y7kn3i0uVXQSahsja3dn9JRx3lirK773abBso+y5e7LuL3vuc7kv2ddBI0bqyNMiV9Kpu/jHFHAZ14ouu8bN8eXmxJNHasm5ZS2gIJn+Kwp2LMviWSNqtWue0sjj++cp/XqhU89xz86lfw8MOhhJZIt93mirGGDX1HcrC47XotEoTKFmTgio3773eDlAsugJ07w4ktaWbOhDVr3N6TcVNU5Oa2+ezyqyCTUGWTWVXmChx/vGtv/+hH8MQTwceWNGvXui1CrrvOdySly44wtSBD0mL7dliwALp1q/znFhTAI4+43HfxxdpnEVx37Kab3B6UcZPt8r/6qr8YVJBJqHKd0F+Wdu3g6afdsvKn8nyLzTvvdHseNWniO5LSdegAu3e7RQciafDaa24z2EMPrdrn16oF//d/8OmncNll+T3H8vXXYeFCl8PiyneXXwWZhKoq7f4Ddejg9in71rfg+eeDiStpNmyAv//dLa2PK2PiMQ9DJChB5K+6dd2jsOXL4fvfz98O8q23wn//N9Sp4zuSsmUXJ/n6N1JBJqH5+GP3ctpp1b9Wt27ucd3Xvub2Kss3d98NX/kKHHOM70jKF5f9fESCUJkV4uWpX9+dlzhnjpuCkW9F2ZIlbgXjlVf6jqR8HTq4R8tvvunn/irIJDQzZ8JZZwV3tM+557oJ/iNHuvZ3vti8Gf7yFzf3Iu66d3fn/i1f7jsSkerZvdvt93f22cFcr0EDt0J66lT45S+DuWZS/OY38IMfuMI0zozxu6eiCjIJTRDt/gMNHAj33QeDB+fPXKU//xkGDKj8SlUfCgpgxAh1yST53njD7U91xBHBXbNxY3du4j//CXfcEdx142zVKne02jXX+I4kNz6nXaggk9BUd0J/WUaOhN/9zhUp774b/PXjZNs2uOsut29PUmjXfkmDsPJXs2Zun8U//9m9pN0dd8AVV7jj85LAZ5dfBZmEYvNmWLoUCgvDuf43vgG/+IU7N2716nDuEQcPPODmzwUxDy8qvXu780s//NB3JCJVF0aHP6tFC1eU3XqrW6yTVh99BI89Bv/1X74jyV1BgRv0+xhUVqogM8YUGmO+Zoypn3m9vjEmhjuKiG+zZ7uz38I8/Pryy92qnT594IMPwruPLzt3wu23w+jRviOpnNq13SPliRN9R3Iw5TDJRVVOGKmsNm3c48vRo+Hf/w7vPj79/vdw0UWuK5gkvra/yKkgM8Y0M8a8CrwGPAZkv72/A+4MKTZJsLCTWdYPfuD29+nbF9avD/9+UXr0UTj5ZHcuXtLEbfsL5TCpjHfegUMOgZYtw73PKafAM8+4PDZ5crj3itrGje60ghtv9B1J5fXuDYsXR9/lz7VD9nvgI+AIYFuJt/8H6B90UJJ8URVk4OZXjRoF/fu7DRjTYM8e9zgjad2xrIED3Qq1GP17KIdJzqLMX+3bw5QpbmA5fXo094zCn/7kFvi0auU7ksqrXdsdDj9hQrT3zbUg6wPcYq09ML0uBxL47ZYw7djhtqXo3j26e/7qV9CrFwwaBFu2RHffsDzxhFvd1auX70iqpn59N8qcMsV3JF9SDpOcRVmQAXTu7H7mL7zQbReUdFu3uoIsCVv1lMXHY8tcC7J6QGnHozYFdJa97GfOHGjbFg47LLp7GuNWXrZvD8OGudWJSWWtO/PtlluqdgZoXMTssaVymOQsrBWW5TnnHDcBftQol0OT7K9/hfPOc1MukmrgQHeu5caN0d0z14JsBnBpidetMaYAuAl4LuigJNmC2t26soxxG6i2aAHnn+86dUn01FOuKBsyxHck1TN0qDvq6vPPfUcCKIdJjt5/3/2f9VFM9Ovn5l0NHerOfUyi7dvd4DhJW/WUxkeXP9eC7EfAFcaYZ4E6uEmwbwM9gIR/2yVoUbf7SyoocMvIDznEtf937/YTR1VZC2PGuLljSe6OgdsEs0sXtzN5DCiHSU6Ki93u/L5+/oYPhz/8wXVo3nnHTwzV8Y9/QMeO7hiipIv6KLicCjJr7dvA6cBsYBpQFzcZtqO1VoekyJf27IGXXw7uuJGqqFnT7YS9fbs7kHzPHn+xVNZLL7nVol/5iu9IghGXx5bKYZIrnwPKrK99zQ3M+vWDlSv9xlIZu3fDbbcldzHSgYYOheeei67Ln/P+O9baj4CfhxiLpMDChdC8OTRt6jeO2rXdJNnBg+G733XHLSWh4zR2LNx8c3Dnf/o2YoSbC7dzZ7h70uVCOUxyUVzsVjz69u1vu7mwffq4aSAtWviOqGL/+pdbVXnWWb4jCUbjxtC1q9ua5Pzzw79fmQWZMSbnKY3W2hnBhCNJ52MybFnq1YNJk9x2GNdf744ginNRNmcOLFkCl1ziO5LgHH2022vphRfcUVdRUg6TyvrkEzeHLC6P2665xnVn+vZ13fM4b7C6d6/bqueuu3xHEqzsY0uvBRnwImCB7K8wm/nzwNcBUjKel+qaMcMdOxEXhx0GTz/tJmf+5CfuMUBcjR0LP/yh/05S0LJnW0ZdkKEcJpU0c6Y7qqxmjM5u+NGPXFHWv78b2DRu7Dui0k2c6Obu9u3rO5JgjRjhHsFG0eUvbw5ZU+DIzJ9DgXeAbwInZF6+CSwBhocbYkIZE+92TAiiOG6kKho1gmnT3CZ/Y8f6jqZ0b73l5t5dfrnvSIJXVOS+9x7m8imHVUce5rA45i+A//kfN59s4EB3TnDcZLfqScNipAMdfbTbxumFF8K/V5kFmbX2k+wL8CvgOmvto9baFZmXR4HrgV8HFYwx5kFjzDpjzKKgrinRefddqFMHjj3WdyQHa9LE7YL9t7/Fs6V+661w3XVuhJk2J5zgHrW8/HK09406hyl/JV9cCzJj3Lm2Z57pJprHZCuZLz37rJvvNmKE70jCEdXipFy3vWgHrCnl7WuBU4ILh78DAwO8nkQorsksq3lzV5TddRf87//6jmafFSvcpNGrr/YdSXiyjy09iiKH/R3lr8T6/HNYtCi+Z8caA/fcA8cd536etsdoO+OxY92+YzVyrSgSpqjIPZINu8uf65Pyt4CfG2O+ba39AsAYUw/4WeZ9gbDWzjDGtA7qepErrVdb8m3WHvz+FInThP6yHHusK8p69XLHO0V5mkBZXn3VrQRt2NB3JOEZNcqNnu+4w9sjjdBzWOLzF+R1DnvlFbd/Vr16viMpW40a8MAD8I1vuMeXcSget26F996Dr3/ddyThOf74fV3+MLd0yrUg+x4wBVhrjMnuH3w6sAeIdD9xY8yVwJUArZJ4ammKFRe7Cahxd8IJbj6A547Nl0aOjMcy+zCdfrr7ZfLGG95WsMUihyl/xVfcO/xZNWvCI4+4Hf23bvUdjZsO8n//F6+FEGHInm0ZZkFmbI4jHmPMIcDFuPa+we1y/Zi1NtCn2ZkR5hRr7WkVfWxhYaGdO3dukLcPhLVgarhR5eK3LW3beg4oAmvXwhlnuE1N0zapU4Jx442u+/DLX1bvOsaYedbawip8Xug5LA35C+CnP4Vf/Trzg5zirlhJvXu7Vc6DB/uOROJo4ULX5V+xonq/48rLX5XZGHYbcF/Vw8gfCxZAx8zfx48nLwoy38eNSPwVFcFVV1W/IKsq5bDcjR/vVkHki5073T6AadnQVIKX7fIvWOAebYchp4LMGDOqvPdba2NwOEp8jBu3ryAbNy49x0iUJyntfvGnWzfYsAGWLoWTTor23sphuVu6FDZu3Pf64sXpH1S+/rqbJ9Soke9IJK6M2bdJrNeCDHi8jLdne9mBbKpojPkn0AtoYoxZA/zcWvtAENeO0vjxMHi2pXNnWN3cTXhM+3SR4mJ3bqRIWWrU2Lfa8qabIr996DksTflr5Ejgz5Zrr4XmedDl14BScjFqFFxxRXhd/lwPF69R8gWoDXQFioHA1tVZay+01ja31tay1rZIYjJ75x03uuza1U1yHDYsPpPHw7JxI6xaFd6oQdLD1/YXUeSwNOQvcF39UZl+YlwOhw9bElaIi39du7rfd0uXhnP9Ku0aYq3dba2dA4wG/hxsSMk2frz7pZPdjyUfEtqsWe4/aq1aviORuOvVy20gvHat3ziUw0q3Zg0sWwbnnuteP+ccWL3avaTV3r3uyCR1yKQiNWq47nFYg8rqbuO2CTg+iEDSIluQZfXt65b6r1vnL6awqd0vuapVC4YMcUcpxYRyWAkTJrid4LODq2yXP0b/XoF76y044gg46ijfkUgSZLe/CENOBZkxptMBL2caY4YCfwXmhxNa8hw4ugSoW9cdqjxpkr+4wqaCTCrDR9dYOSw3JR9XZqW9y6/8JZXRq5f7Pb+mtHM/qinXDtlcYE7mz+zfJ+Emwl4RfFjJdODoMisGx8aEZts2tz9L166+I5Gk6N8f5s6FTz6J9LbKYRXYsAHmzXP/PiWlvcuvgkwqo1Yt93s+jK5xru+iG5oAACAASURBVAXZcUCbzJ/HAccCh1hrz7LWLgk+rGQqbXQJbqPB4mL47LPoYwrbq6+6DWHTeCi2hOOQQ9wv+cmTI72tclgFJk+Gfv0OPjoozV1+azWhXyovrMeWuRZkxwJrrbWrMy/vW2u3G2NqGmP0X5myR5cADRq4H/innoo+rrDNmKHRpVSeh8dgymEVKGtACel9bLlypZvU36aN70gkSfr3d7/vN2wI9rq5FmQvAI1LeXvDzPvyXlmjy6y0PrZUu1+qYsgQePHFSM/iUw4rx5Yt8NJL7t+lNIMGuZWIaevyZ/OXThiRygiry59rQWbYt4FiSUcAgZ5lmVTljS4Bhg+HqVPhiy+iiylsu3a5R5Y9eviORJKmUSN3TM3TT0d2S+Wwcjz9tPs5btiw9PentcuvAaVUVXbX/iCVu1O/MSY7a8ACjxhjdpR4dwFwGjA72JCSJzu6fOSRsj+maVO3cer06W4ZeRrMnw/HHQeHH+47Ekmi7GOwCy4I7x7KYbk5cLue0mS7/BdeGE1MUSguhmuv9R2FJNGQIfC977nf/4cdFsw1K+qQfZJ5McCnJV7/BFgD3AtcHEwoyVXR6DIrbfMwNBlWqmPECHjmGdixo+KPrQblsAps3+5y2IgR5X9c2rr8H3/sVo6edprvSCSJsl3+Z54J7prldsistd8GMMasAu6w1uZ9a78048ZVPLoEt8PvL38Ju3e7DReTrrg4XaNliVazZu6X4XPPuZXIYVAOq9hzz8Hpp7t/j/Jku/zPPuuKs6SbOdMNpAsCOYlZ8lHQXf5cz7L8hRJZ6bZvdxVyRaNLcAeMH3ecW5mYdHv3av6FVF9Ui12Uw8o2fnz5819LCmPejC9aIS7VNWKE6y4H1eUvsyAzxiw0xhye+fubmddLfQkmlGR67jlo377i0WVWWh5bLl7sWrZHH+07EkmyoiKYOBH27An+2sphFdu92+0vlkuHH9zHTZ7sPi/pNKCU6mrWzHWXn3sumOuV9+DsCSBb9z0ezO3SJ5fJsCUVFbnlsn/4w74DyJNIyUyCcNxx0KKFe3xU8sixgCiHVWDWLPf9b906t49v2XJfl79371BDC9XmzbB0KRQW+o5Eki7bZAli2kWZBZm19hel/V32yY4uf/KT3D/nlFPcEvI5c5J93FBxcbITssRH9rFl0AWZcljFKtqupzTZX0BJ/vmfPdsVY7Vr+45Ekq6oCG691XX5qzsfMcE9Gv8qO7rMCvO0+ChY60bIWmEpQcjOS7Kl7RImobG28h1+2FdA790bTlxR0ApxCUrr1vu6/NVVZofMGPMmpW+keBBrbfvqh5I8VRldgvucr38dfvObZO4QvXq12xT2hBN8RyJp0K4d1KkDr78OZ54Z3HWVw8o3b547WaRdu8p93imnuC1+ktzlnzEDfvYz31FIWmSbLNXt8pc3h0xzLsqRHV1WZQ+STp1g5054661k7oGj40YkSMbsewwWZEGGcli5sgPKqvwcZ/+9kliQbd/uNrXu3t13JJIWo0a548Xuuqt6vxdzmkMmB8uOLtu2rfznGrOv7Z/kgkwkKEVFcOmlMGZMcNdUDivf+PHwj39U7XOLipLb5Z8zx+XtQw/1HYmkRbt2ULeuqwuqs1CkUnPIjDHHG2OGZl6Or/ptk686o0tI9vYXKsgkaJ07uyNIFi8O9z7KYc7ixe5g96r+8ijZ5U8a5S8JWrbLX909+nIqyIwxRxhjJgDvAhMyL0uNMRONMUdUL4Rkqspk2JJ69IC1a2HlyuBiisK6dfDhh27vNZGg1KgR7iaxymH7Gz/enRxS1a13sl3+JA4qNaFfwhBEkyXXH8f7gROAc4C6mZeewHHA/1YvhOSp7ugS3PLYESOSt+v1zJnu/C4dNyJBC3nXfuWwEqq6IKmkJO7av2eP2/Li7LN9RyJpU1hY/S5/rgXZAOAKa+0sa+3uzMss4KrM+/LKuHHVG11mJXGEqXa/hKVnT9cxfu+9UC6vHJaxejWsWlX9n+MkdvnfeAOOOQaaNPEdiaRNEF3+XEuK9UBp58BtAz6p+u2TqTJnv5WnTx83B+Ojj6p/raioIJOw1KwJw4aF1nVRDsuYMMEdDl6zvDX2OUhil1/5S8JU3SZLrgXZL4G7jDHHZN+Q+fudmffljdWr3UsQP9R16rilshMnVv9aUdiyBZYscROwRcIQ4mMw5bCMIB5XZiVtcZIKMglTz56u+1zVLn+uBdn1QGdglTFmlTFmFbAK6Ar8IJ8O6Z0wwY3iqzu6zAp53kygXn7Z7RNVp47vSCSt+vWDBQtg/frAL60chluU88Yb7jzdIPTunZwuv7Wa0C/hqlnTdZ+r+js917JCGyxmjBsHN94Y3PUGDYLLLoNNm6BRo+CuG4YZMzS6lHDVrQv9+7szYi+7LNBLK4fhvq8DBrjvcxBKdvmvuiqYa4Zl6VL3dbdq5TsSSbOiIrjzTrjuusp/bk4FWVQbLBpjBgJ3AwXA/dba30Rx31wFPboEtzlhr14wZQpcfHFw1w1DcTGMHu07Ckm7UaPg4YeDLciUw5xx4+Cb3wz2mkVFcP/98S/I9LhSotCvH1xyiasXjjyycp9b6XWCxpi6xphDSr5U9hplXLcAuAcYBLQDLjTGVPKUtXAFPbrMSsLy8R073C7EOm5EwjZ4sPvluXlzONfP1xz22Wdu25rBg4O97qBBbjrDpk3BXjdoKsgkCiW7/JWV68awx2Y2UNyMW6m05YCXIHQBlllrV1hrdwL/AkYEdO1ABDkZtqRhw2D6dNi2LfhrB2XuXDj5ZGjQwHckknYNGrhfnE89Fdw1lcPc97Nnz+B/hg89FM47z3X540wFmUSlqk2WXOeQPYLbSPFa4GPAVv5WFToGeL/E62twE273Y4y5ErgSoFWEkwGyo8t//Sv4ax9xhNtUbto0t79ZHCmZSZQuvdRtvhygWOQwX/kLqn+6SHmyi5PiOu1i7VrXca3K2cMilTV4sFsAaG3ljlfMtSDrCHS21oZ50lxpYR+UNK219wH3ARQWFoaRVEsV1ugyK7t8PM4FWcCTrEXKdMEFgV8yFjnMV/764guYOhXuuSec6w8b5iYxb9sGhwTyADhY2QFl0g5Cl2Rq0KBqzZtc55C9ATSt/OUrZQ3QssTrLYAPQr5nzsIcXYIrxKZMgV27wrtHVe3ZA7Nm6bgRSbS8zmHTp0PHjtA0pO9Atss/dWo4168urRCXJMi1ILsS+LkxZoQx5nhjTKuSLwHFMgc40RhznDGmNvB1oArT4oKXHV0OHx7ePY45Bk46CV58Mbx7VNWbb8JRR1V+xYhIjOR1Dgtr/mtJcV6cpCkXkgS5PrKsARwJjGf/FrzJvF7to6attbuNMd8Hpmau96C19q3qXjcIzz4LnTqFN7rMyh670K9fuPepLCUzSYG8zWG7d8PkyfDLkM8jGDkSfvpT1+WvVSvce1XGxo3udJWOHX1HIlK+XAuyf+DOghtGeBNisdY+BQS4tioYYT+uzCoqgnPPdfM8qntweZCKi2HoUN9RiFRL3uawGTPguOOgZcuKP7Y6Snb54zSonDULunYN7nQVkbDk+l/0FKCDtXZpmMHEUVSjS3DJrEkTeOUVOOus8O+Xi+xxI7/9re9IRKolb3NYFI8rs7KLk+JUkOm4JEmKXPswrwHHhRlIXEU1usyq7mnxQVu2zI0sjz3WdyQi1ZKXOWzvXrf8PooOP7j7TJjg7hsXmtAvSZFrQfYX4C5jzOXGmK7GmE4lX8IM0LcoR5ewb2KsjWxBfPm0XFxSIi9z2Jw5bgn+KadEc78TT9zX5Y+Dzz93i5K6HrSjpUj85PrI8p+ZP+8r5X2BTIiNo717XXH03HPR3fOMM9x9Fy50f/dNE/olJfIyh40bF113LCvb5Y/DtItXX3V5tF4935GIVCzXgqysVn8NoE9AscTOnDnQsGF0o0twnahslywuBdl//7fvKESqLe9ymLWuMArjdJHyjBoF558Pt9/uv7OuAaUkSU6PLK21q0u+ALuBS4DngL+GGaBPUT+uzMpOjPXtgw/g00+hXWyORxapmnzMYW+9BTt3ui17onTGGa4YXLgw2vuWRhP6JUly3lzBGFNgjCkyxjwJrAKKgHuBE0KKzavs6DLqdj9A9+6wbp2bUO9TcbHbnT9OW3CIVFW+5bDsdj1Rd6mMicfipF273CPLHj38xiGSqwp/1RpjTjbG3I47AuROYH7mXZdYa39rrV0ZZoC++BpdgiuARo70v+u12v2SBvmaw3x1+CEeu/a//jq0aQONGvmNQyRX5RZkxphi4BWgEfBVa20ba+1PIonMs2x3zNcciDiMMFWQSdLlaw5buRLWrvXXHYpDl1/5S5Kmog5Zd+Ah4G5r7UsRxBMb48f7G10CnHcevPOOm8flw6ZNsGKFnw6hSIDyMoeNHw8jRkCBp7WjcejyqyCTpKmoICvErcQsNsbMN8b8lzHmqAji8mrlSlcI+Zx7ULs2DB7sNln0YdYs6NIlXmfSiVRBXuYwn48rs3x2+ffuhZkzVZBJspRbkFlrF1hrrwGaA78DRgDvZz5viDHm8PBDjN748TB8uL/RZZbP1ZYzZmh1kiRfPuawjz5yc2B79/YbR7bLv3Zt9Pd++204/HA4+ujo7y1SVblue7HdWvuwtbYX0Ba4Hfgv4CNjzNMhxudFHEaXAAMGuL3QNm6M/t5q90ua5FMOmzgRBg2COnX8xlG7NgwZ4uKJmvKXJFGlNzSw1i6z1t4MtAS+CuwMPCqP4jK6BKhf38UxeXK09/3iC3jjDejWLdr7ikQh7Tksu91FHPh6bKmCTJKoyjtMWWv3WGsnWmtHBBmQb3EZXWb5WD7+6qtw+ulwyCHR3lckSmnMYZs2wezZLofFgY8uv7UqyCSZtOXnAXxtBluWoUPh+efdIblRUTITSaYpU6BXLzj0UN+ROD66/KtXu01hT0jldr+SZirISti0CV5+OT6jS3ATU7t1g2eeie6eOm5EJJl8b9dTmqi7/Nn85fscTZHKUkFWwpQpbmVQXEaXWVGutty9G155RceNiCTNtm0wfToMG+Y7kv1lu/xbt0Zzvxkz1OGXZFJBVkKcJsOWNGIEPPWUO8opbPPnw7HHQuPG4d9LRIIzbRoUFsIRR/iOZH9Rd/k15UKSSgVZRlxHlwDNm0O7dm6UGTYlM5Fkist2PaWJ6rHlunVupfzpp4d/L5GgqSDLmDo1nqPLrKiWj6sgE0meXbvclIuRI31HUrqouvwzZ8JZZ/nf1FukKlSQZcRxMmxJRUVuS449e8K7h7U6bkQkiV58EU46CY45xnckpYuqy68FSZJkKsiI/+gS4Pjj4aij3B5DYVm8GA47DFq0CO8eIhK8OD+uzIqiy68J/ZJkKsiI/+gyK+zVlnpcKZI8e/fChAnxXJBUUthd/s2b3dmZhYXhXF8kbCrISMboEvZNjLU2nOurIBNJnldegSZN4MQTfUdSvuOPd48uw+ryv/wynHlmfE5ZEamsvC/IkjK6BDjtNKhZ021NEQYVZCLJE9ftekoT5mNL5S9JurwvyJIyugS383RYy8dXr4bt292jWxFJBmuT0+GHcLv8Ksgk6WJRkBljLjDGvGWM2WuMiXQGQNzOrqxIWCPMbDLTcSMilecrhy1c6Lr8Z5wR1R2rJ6wu/44dMG+e2/JCJKliUZABi4BRwIwob2pt/Le7OFDXrvDpp27yapA0uhSpFi85LJu/kjKQynb5gx5UzpkDp5ziVomLJFUsCjJr7WJrbcAlRsUWLnRFWVJGlwA1arguWdCPLVWQiVSdrxyWpMeVWWFMu1D+kjSIRUFWGcaYK40xc40xc9evX1+ta2UnwyZldJkV9GPLDRtg7dpkFaYiSRRk/lq2zB0V1L17QMFFpEuX4Lv8KsgkDSIryIwx040xi0p5GVGZ61hr77PWFlprC5s2bVqtmJI4ugQ491xYvhzefz+Y682c6ZK6jhsRKVsQOSzI/DV+vNvMukbChtVBd/n37HFbaZx9djDXE/GlZlQ3stb2jepeuUjq6BKgVi0YOtRt13HttdW/no4bEalY3HLYuHHwP//jO4qqKSqC0aPh5purf60333T7mx15ZPWvJeJTwsZWwUnq6DIryImxOm5EJFk++MA98jvvPN+RVE2QXX7lL0mLWJQjxpgiY8waoDvwpDFmatj3TOrjyqz+/eH11938r+rYutWdYdm5czBxieSjqHPYhAkwZAjUrh3mXcJTqxYMG+a+jurS/DFJi1gUZNba8dbaFtbaOtbaZtbaAWHeLzu67NUrzLuEq1496NcPJk2q3nVefhk6doS6dYOJSyQfRZ3DkrQ7f1mCWJxkrQoySY9YFGRRS/roMiuI5eNKZiLJsnEjvPYaDAi15AtfEF3+Zctct+3YY4OLS8SXvCzIkrY7f1mGDIGXXoItW6p+DU3oF0mWyZOhd2+oX993JNUTRJc/m7+StnWRSGnyriDbuNHt6pz00SVAw4bQowc8/XTVPn/HDve90HEjIsmRtNNFylPdLr8m9Eua5F1BNnky9OmT/NFlVnXmYcyb5w4Tb9Ag2JhEJByffw7PP++2vUmD6nb5NeVC0iTvCrI0TIYtacQIeOYZ2L698p+rZCaSLM88A926weGH+44kGNku/1NPVf5zP/gANm2Ctm2Dj0vEh7wqyNI2ugRo1gzat4fnnqv856ogE0mWpG/XU5qqPrYsLna78yd1L0mRA+XVf+W0jS6zqvLYcs8emDVLBZlIUuzc6TpJIyp12Fz8DR9etS6/BpSSNnlVkKVxdAmuIJs0CXbvzv1zFi1yR400axZeXCISnOefh3bt3DFBaVLVLv+MGVohLumSNwVZWkeXAK1bQ8uW7pDwXGl0KZIsadmupzSV7fJ/+imsXOk2tRZJi7wpyNI6usyq7NmWKshEkmPPHpg4Md0FWWW6/LNmQdeublNYkbTIm4IsrY8rs7ITY62t+GN13IhIssye7QaTxx/vO5JwtG4NrVrl3uVX/pI0youCLO2jS3BLvw85BObOrfhjV6xwO1sfd1z4cYlI9aVtu57SVOaxpQoySaO8KMiyo8s2bXxHEh5jcl8+np0Mq+NGROLP2vR3+CH3Lv+2bfDGG27FvEia5EVBlubJsCUVFcETT1Sc0DS6FEmO+fOhZk047TTfkYQr1y7/q6+6VZmHHBJNXCJRSX1BZm26zn4rT2GhGz0uXlz+x6kgE0mObP5Ke0c72+Wv6LGl8pekVeoLsvnz3UqctI8uwe1YPXJk+Y8tP/oIPvkETj01urhEpOry4XFlVnYeWXldfhVkklapL8iyk2HTPrrMqmiEWVzszo7TcSMi8ffOO27PrS5dfEcSjYq6/Lt3u0eWPXpEG5dIFFL/azmfRpfgRo7vvQerV5f+fo0uRZIjO6DMlwFUjRru6y2ryz9/Phx7LDRuHG1cIlFI9Y95vo0uwU3+HTas7ISm40ZEkiNfFiSVVN72F8pfkmapLsjybXSZVdZjy02bYPly6NQp+phEpHLef9/9vJ57ru9IopXt8q9adfD71OGXNEt1qZKPo0uAvn1h4UL4+OP93z57NnTuDLVr+4lLRHI3YQIMHZp/xwNlu/wTJuz/9r173U7+KsgkrVJbkOXr6BKgbl0YMMCdDVeSRpciyZEv2/WUprQu/5Il0KABHHOMn5hEwpbagmzCBDfKyrfRZVZpu/arIBNJhg0bYN486N/fdyR+lNblV/6StEttQZYPZ7+VZ9Ag197/7DP3+hdfuBVK3bv7jUtEKjZ5MvTrB/Xq+Y7Ej9K6/JrQL2mXyoIs30eX4Fr7PXvCk0+61197zW2OW7++37hEpGL5tl1PaQ58bKkOmaRdKguySZPye3SZVXI/HyUzkWTYsgVeegmGDPEdiV+DBsGsWa7Lv3o17NgBJ57oOyqR8KSyIMvnybAlDR8O06a5x5UqyESS4emn3U70DRv6jsSvkl3+bP7KlxNXJD+lriDT6HKfpk2hY0eX4F9+Gc4+23dEIlIRPa7cJ9vl14BS8kEsCjJjzO3GmCXGmIXGmPHGmEZVvZZGl/sbNQp+8Qto1QqOOMJ3NCLpFFQO274dnnnGdbdlX5d/+nRN6Jf0i0VBBjwLnGatbQ8sBX5c1QtpdLm/oiK3fFyjS5FQBZLDnnsO2reHZs0CjS2xmjZ1J4ts2OC+LyJpFouCzFo7zVq7O/PqK0CLqlxHo8uDtWzpzvLs1ct3JCLpFVQOy9fTRcpz/vluQFlQ4DsSkXDV9B1AKb4D/LusdxpjrgSuBGjVqtV+76tTx82V0uhyf1OnwmGH+Y5CJG+UmcPKy18Av/6124NL9vnud+GSS3xHIRK+yAoyY8x04KhS3nWLtXZi5mNuAXYDj5Z1HWvtfcB9AIWFhXb/e0DbtoGFnBqNqjwjT0Sygshh5eUvgObNAws3NWrW1JxgyQ+RFWTW2r7lvd8Y8y1gKNDHWntQohIR8Uk5TETCFItHlsaYgcBNwLnW2m2+4xERqQzlMBGprlhM6gf+BBwGPGuMWWCMudd3QCIilaAcJiLVEosOmbX2BN8xiIhUlXKYiFRXXDpkIiIiInlLBZmIiIiIZyrIRERERDxTQSYiIiLimQoyEREREc9UkImIiIh4poJMRERExDMVZCIiIiKeqSATERER8UwFmYiIiIhnKshEREREPFNBJiIiIuKZsdb6jqHKjDHrgdUHvLkJsMFDOKVRLAeLSxygWEoTlzig7FiOtdY2jTqYoJWRvyAZ/wZRi0scEJ9Y4hIHKJbSVDp/JbogK40xZq61ttB3HKBY4hwHKJY4xwHxiiVKcfq64xJLXOKA+MQSlzhAsQQVhx5ZioiIiHimgkxERETEszQWZPf5DqAExXKwuMQBiqU0cYkD4hVLlOL0dccllrjEAfGJJS5xgGIpTaXjSN0cMhEREZGkSWOHTERERCRRVJCJiIiIeJaqgswYM9AY844xZpkx5maPcTxojFlnjFnkK4ZMHC2NMS8YYxYbY94yxlznMZa6xpjXjDFvZGL5ha9YMvEUGGPmG2OmeI5jlTHmTWPMAmPMXM+xNDLGPG6MWZL5P9PdUxwnZ74f2ZfNxpjrfcQSJeWvUmOJRQ6LW/7KxKQctn8cic9fqZlDZowpAJYC/YA1wBzgQmvt2x5i6QlsBR6y1p4W9f1LxNEcaG6tfd0YcxgwDxjp6XtigPrW2q3GmFrATOA6a+0rUceSiecGoBBoYK0d6iOGTByrgEJrrfeNDI0x/wCKrbX3G2NqA4dYazd5jqkAWAt0tdaWtolqKih/lRlLLHJY3PJXJiblsP3jSHz+SlOHrAuwzFq7wlq7E/gXMMJHINbaGcBGH/c+II4PrbWvZ/6+BVgMHOMpFmut3Zp5tVbmxctowBjTAhgC3O/j/nFkjGkA9AQeALDW7vSdzDL6AMvTXIxlKH+VIi45LE75C5TDDpSW/JWmguwY4P0Sr6/BU/ERR8aY1kBH4FWPMRQYYxYA64BnrbW+YrkL+BGw19P9S7LANGPMPGPMlR7jaAOsB/6WeQxyvzGmvsd4sr4O/NN3EBFQ/qqA7xwWo/wFymEHSkX+SlNBZkp5Wzqex1aTMeZQ4AngemvtZl9xWGv3WGs7AC2ALsaYyB+HGGOGAuustfOivncZelhrOwGDgGsyj4t8qAl0Av5ire0IfA54m8cEkHnsMBz4j884IqL8VY445LA45C9QDitDKvJXmgqyNUDLEq+3AD7wFEtsZOY7PAE8aq0d5zsegEwr+UVgoIfb9wCGZ+Y9/AvobYx5xEMcAFhrP8j8uQ4Yj3t05cMaYE2JUf/juATn0yDgdWvtx57jiILyVxnilsM85y9QDitNKvJXmgqyOcCJxpjjMpXp14FJnmPyKjMR9QFgsbX2d55jaWqMaZT5ez2gL7Ak6jistT+21raw1rbG/R953lp7cdRxABhj6mcmKpNpr/cHvKxss9Z+BLxvjDk586Y+QOQTyg9wIfnxuBKUv0oVlxwWl/wFymGlSUv+qhlSIJGz1u42xnwfmAoUAA9aa9/yEYsx5p9AL6CJMWYN8HNr7QMeQukBXAK8mZn7ADDaWvuUh1iaA//IrDqpAfyftdbrcu0YaAaMd79zqAk8Zq19xmM81wKPZgqCFcC3fQVijDkEt+LwKl8xREn5q0xxyWHKX6WLUw5LfP5KzbYXIiIiIkmVpkeWIiIiIomkgkxERETEMxVkIiIiIp6pIBMRERHxTAWZiIiIiGcqyEREREQ8U0EmoTDG/N0YYzMvu4wx64wxLxhjrsnsvF2Za/XKXKdJwDHWMMZsNsaclHn9XY9HF4lITCh/iQ8qyCRM03EbKrbG7eA8GfgFUByTg19PA3ZYa5caY44EWuF2TBcRUf6SSKkgkzDtsNZ+ZK1da61dkDn6pBfujLEfZT/IGHOxMWaOMWZLZiT6H2PMMZn3tQZeyHzo+sxI8++Z9w00xhQbYz41xmw0xkw1xrStRHxnAbMyfz8HmG+t/aIaX6+IpIfyl0RKO/VLKDJJp4m1dmgp75sEtLHWnpZ5/TvAR7iz4ZoAtwEF1tqemaNKRuAOFz4V2Ah8Ya39zBhzfuaSC4F6wE9wybKdtXZnObFtyvy1LmCAL4A6uCNrtgEzS4tbRPKD8pf4kJqzLCVR3sYdzguAtfbBEu9bYYz5HrDYGNPCWrvGGLMx87511toNJT7viZIXNcZ8G9gMdAFmlnP/DrhENg/4Bi6RTgP+B5gNbK/i1yUi6af8JaHQI0vxwQBftmaNMZ2MMRONMauNMVuAuZl3tSr3IsYcb4x5zBiz3BizGfgY93+63M+z1q4CmgLbMgfh7gKOBp6w1q6y1n5U1S9MRFJP+UtCoQ6Z+NAOWAGQmRw7FTeB9hJgHa7tXwzUruA6k4G1wFWZP3fjRq9lfp4x5mncfIuaQE1jzFZcq78O8IkxBmvtoVX+ykQk7ZS/rcsioAAAAUhJREFUJBQqyCRSxpjTgIHArzNvOgWXwEZba1dmPmbUAZ+WnU9RUOI6RwBtgWustS9k3taJiv9PX46br/EPYBwwEbgD1/a/v2pflYjkA+UvCZMKMglTHWPMUbg2fFOgDzAaN/fhjszHvAfsAL5vjLkHl6R+dcB1VuMeEQwxxkzGTWL9FNgAXGGMeR84BrgdN8osk7V2rTGmJtAeuNhau9IY0x64zVq7rLpfsIikhvKXREpzyCRMfYEPcUnrOWA4bh+fntbazwGsteuBbwEjce36nwM3lLyItXZt5u1jcPMs/mSt3Qt8DZeYFgH3AD/FJceKFAKbMsmsBdCMffM+RERA+Usipm0vRERERDxTh0xERETEMxVkIiIiIp6pIBMRERHxTAWZiIiIiGcqyEREREQ8U0EmIiIi4pkKMhERERHPVJCJiIiIePb/MPWtLzArhMAAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " >>> x = np.random.randn(100)\n", " >>> x[60:81] = np.nan\n", " >>> # detect all peaks and plot data\n", " >>> ind = detect_peaks(x, show=True)\n", " >>> print(ind)\n", "\n", " >>> x = np.sin(2*np.pi*5*np.linspace(0, 1, 200)) + np.random.randn(200)/5\n", " >>> # set minimum peak height = 0 and minimum peak distance = 20\n", " >>> detect_peaks(x, mph=0, mpd=20, show=True)\n", "\n", " >>> x = [0, 1, 0, 2, 0, 3, 0, 2, 0, 1, 0]\n", " >>> # set minimum peak distance = 2\n", " >>> detect_peaks(x, mpd=2, show=True)\n", "\n", " >>> x = np.sin(2*np.pi*5*np.linspace(0, 1, 200)) + np.random.randn(200)/5\n", " >>> # detection of valleys instead of peaks\n", " >>> detect_peaks(x, mph=-1.2, mpd=20, valley=True, show=True)\n", "\n", " >>> x = [0, 1, 1, 0, 1, 1, 0]\n", " >>> # detect both edges\n", " >>> detect_peaks(x, edge='both', show=True)\n", "\n", " >>> x = [-2, 1, -2, 2, 1, 1, 3, 0]\n", " >>> # set threshold = 2\n", " >>> detect_peaks(x, threshold = 2, show=True)\n", " \n", " >>> x = [-2, 1, -2, 2, 1, 1, 3, 0]\n", " >>> fig, axs = plt.subplots(ncols=2, nrows=1, figsize=(10, 4))\n", " >>> detect_peaks(x, show=True, ax=axs[0], threshold=0.5, title=False)\n", " >>> detect_peaks(x, show=True, ax=axs[1], threshold=1.5, title=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Function performance\n", "\n", "The function `detect_peaks.py` is relatively fast but the parameter minimum peak distance (mpd) slows down the function if the data has several peaks (>1000). Try to decrease the number of peaks by tuning the other parameters or smooth the data before calling this function with several peaks in the data. \n", "Here is a simple test of its performance:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data with 10000 points and 3322 peaks\n", "\n", "Performance (without the minimum peak distance parameter):\n", "detect_peaks(x)\n", "103 µs ± 792 ns per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n", "\n", "Performance (using the minimum peak distance parameter):\n", "detect_peaks(x, mpd=10)\n", "8.69 ms ± 36 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)\n" ] } ], "source": [ "x = np.random.randn(10000)\n", "ind = detect_peaks(x)\n", "print('Data with %d points and %d peaks\\n' %(x.size, ind.size))\n", "print('Performance (without the minimum peak distance parameter):')\n", "print('detect_peaks(x)')\n", "%timeit detect_peaks(x)\n", "print('\\nPerformance (using the minimum peak distance parameter):')\n", "print('detect_peaks(x, mpd=10)')\n", "%timeit detect_peaks(x, mpd=10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }