{ "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:\n", "\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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37t1s27aNJk0SNnRPyKrfjTHGZN3BgwepW7euJfRSiAh169atcE2GJXVjjDFeWEIvWyr7x5K6McYYExGW1I0xxoSDiLul0eHDh+natSv9+vVL63pLWrhwYca3AZbUjTHG5LG//vWvdOrUyXcYaWNJ3RhjTF5at24dc+fOpbCwsNTn9O7dm1tuuYWePXty8skn8/rrrwOwZ88eRo0axRlnnEHXrl2ZNWsWAKtXr+acc86hW7dudOvWjcWLF39nnUuWLKFr16588sknvPDCC3Tp0oUuXbrQtWtXdu3aVan3ZF3ajDHG5K5E1e3xj1Vi+vBbbrmFP/3pT+Um0j179rB48WIWLVrEqFGjeO+997jnnnu44IILGDduHDt27KB79+5cdNFFNG3alGeffZZatWrx0UcfMXjw4CPmJ1m8eDE333wzs2bNok2bNvzsZz/j/vvvp1evXuzevZtatWql/H7ASuomA9eoIsP2jUmFHTely6F9M2fOHJo2bcrpp59e7nMHDx4MwLnnnsvOnTvZsWMHzzzzDH/84x/p0qULvXv3Zv/+/axZs4aDBw9SVFTEKaecwjXXXMOKFSu+Wc/777/PjTfeyBNPPEGbNm0A6NWrFz//+c/53//9X3bs2EG1apUra2ctqYvIOBHZJCLvlbJcROR/RWSViLwjIt2yFZsxxpgcpfrtrazHKujll19m9uzZtGvXjkGDBvH8888zdOjQhM8t2bVMRFBVZsyYwVtvvcVbb73FmjVr6NSpE/fddx/NmjXj7bffZunSpRw4cOCb1zVv3pxatWrx5ptvfvPYbbfdRnFxMfv27aNHjx6sXLky5fcE2S2pTwD6lLG8L9AxuN0I/CMLMRljjMlDf/jDH1i3bh2rV69m2rRpXHDBBUyZMiXhcx9++GEAXnrpJRo0aECDBg249NJL+dvf/oYGPyxiifrLL7+kefPmVKlShcmTJ3P48OFv1tOwYUPmzp3L7bffzsKFCwH4+OOPOeWUU/jVr35FQUFBpZN61q6pq+oiEWlXxlMGAJPU7aFXRaShiDRX1c+zEmA+Keca1cEDqf/6DbvqNTJ3/c5EmH2nSlXqd+qee+DAAbjzzqzHVFFHH300PXv2ZOfOnYwbNw6A3/zmN9xyyy2ceuqpqCrt2rVjzpw5/OhHP+Lqq6/mkUce4fzzz6dOnTpHrKtZs2Y88cQT9O3bl3HjxjFlyhQWLFhA1apV6dy5M3379q1UrKJZPEkFSX2Oqp6cYNkc4I+q+lJwfz7wK1VdmuC5N+JK87Rp0+b0zz4rdb54k0g517SqV8vfE9DBQ+Vc77OkbhKx71SpSvtObbjnHlqEIKn37t2be++9l4KCAi/b37BhAy1atDjiMRFZpqoJA8ql1u+JPvmE3wRVfQB4AKCgoCB/vy2pChKTKkgVOeIxgPyeMynucApO1B+vUjp08BSOCQf97nFj36mY7+6b8eOUSy/dACWSlam8XGr9vg5oHXe/FbDBUyx54dVXfUcQDkFtmzHl2rvXdwThUFzsO4LkLVy40FspPRW5lNRnAzcEreB7AF/a9fTMCtMXy6fx4+HQId9RmDB49FHfEYTDp5/Cjh2Qzcu/YZTK/slml7aHgFeAE0RknYiMFpGbROSm4ClPAp8Aq4AxwI+yFVs+2rkTHnsMvthYuW4hkRZ0mWnfHp580ncwJgzGjIHHH7PvVKmC79TIkfDaa9XZvXu3JfZSxOZTr169eoVel83W74PLWa7Aj7MUTt6bNg0uuACaNfMdSe4rLHS1Gv37+47E5LKVK+GjjyALc3aE3qhRcMEFjejTZ1ulh0WNsurVq9OoUaMKvSaXGsqZLBozBu6+23cU4XDttfCLX8D69dCype9oTK4qLoYRI6CCBau81KEDdOxYlUWLmnDddb6jiZZcuqZusuStt+CLL+Dii31HEg516rjEPmGC70hMrjpwACZNgtGjfUcSHrEaMJNeltTzUHGxq/6qWtV3JOFRWAhjx8LXX/uOxOSiWbOgc2fo2NF3JOFx5ZWugPHJJ74jiRZL6nlm3z546CGX1E3yTj8dGjSA55/3HYnJRcXFUFTkO4pwqVULhg61LqPpZkk9z8yYAd27QzBBkEmSiFUXmsRWr4Zly+Cqq3xHEj6FhdZlNN0sqeeZMWOsRJGqIUPg6adhyxbfkZhcMm4cXH891K7tO5LwOekkaNsWnnrKdyTRYUk9j3z4IXzwgXW5SVXDhq5b2+TJviMxueLwYZfUCwt9RxJeVgOWXpbU80hxMQwfDjVq+I4kvIqKXG2HjZdhwNXctGwJp57qO5LwuvZaePFF2GCDgqeFJfU8ceAATJxoXW4q6+yzXenslVd8R2JyQXGxldIrq25duOYa6zKaLpbU88QTT8CJJ8Lxx/uOJNyswZyJ2bgRFi6EQYN8RxJ+se+UdRmtPEvqecK63KTP8OHw+ONu/HyTvyZMgKuvhnr1fEcSfgUFUL8+LFjgO5Lws6SeB9asgddfdycgU3lNm8KFF7r+/iY/qVrVezpZDVj6WFLPA9blJv1iDeZMflq40H2fzjzTdyTRMWSI69pmXUYrx5J6xFmXm8y46CLYvBnefNN3JMaHWCldxHck0XH00XDFFTBliu9Iws2SesQ98wwceyycdprvSKKlalXXk8CqC/PPtm0wdy4MG+Y7kuixLqOVZ0k94uy6X+aMHOnmpd+713ckJpumTIHLLoMKTnNtknDOOXDwILz6qu9IwsuSeoR98YWbgMS63GRG69bumuqMGb4jMdmi6kqS9kM5M2IN5qy9SuosqUfYxIlukon69X1HEl3WYC6/vP66m+mwd2/fkUTX8OHw2GPWZTRVltQjyrrcZEe/fvDRR25MfRN9xcWuLUUVO3NmTLNmrsvotGm+IwknOzQjatEiN8Z7jx6+I4m26tVdycIazEXfrl3w6KMwYoTvSKLPasBSZ0k9oqzLTfaMHg2TJrnx9U10PfwwnHceNG/uO5Lou/hi2LQJ3nrLdyThY0k9grZvd2O9W5eb7OjYETp1gtmzfUdiMskayGVP1aowapTVgKXCknoETZ0KffvCMcf4jiR/FBXZCSjK3nkH1q+HPn18R5I/Ro50QzHv2+c7knCxpB4x1uXGj6uugqVL4bPPfEdiMmHsWJdkqlXzHUn+aNMGune3LqMVZUk9YpYuhd274fzzfUeSX2rXduPrjxvnOxKTbvv3u9qv0aN9R5J/rMFcxVlSjxjrcuNPYaFL6ocP+47EpNNjj0G3btCune9I8k+/fq676Icf+o4kPOzUHyG7d8Mjj1iXG19OPRVatIB583xHYtJpzBhXYjTZV6OGdRmtKEvqETJ9uhs7uUUL35HkL5sTOlo++giWL4f+/X1Hkr+sy2jFZDWpi0gfEflARFaJyG0JlrcRkQUi8qaIvCMil2UzvrCzEoV/gwbBggWwcaPvSEw6jB3ruobWrOk7kvx1/PFw4omum64pX9aSuohUBe4H+gKdgcEi0rnE034NTFfVrsAg4P+yFV/YvfcerFljXW58q1cPrr7ajbtvwu3gQZgwwXqS5AKrAUteNkvq3YFVqvqJqh4ApgEDSjxHgdj0Iw2ADVmML9Ssy03uiJ2AbE7ocJs7F447zg0sZPy6+mo3mc6aNb4jyX3ZTOotgbVx99cFj8W7ExgqIuuAJ4GbE61IRG4UkaUisnTz5s2ZiDVU9u93czxbl5vccOaZUKsWvPCC70hMZdjlrNxhXUaTl82knmgU8pJlmcHABFVtBVwGTBaR78Soqg+oaoGqFjRp0iQDoYbLzJnQpQu0b+87EgPfzglt1YXhtXYtvPIKDBzoOxITY11Gk5PNpL4OaB13vxXfrV4fDUwHUNVXgFpA46xEF2JWosg9w4bBnDmwbZvvSEwqxo93jR7r1PEdiYk57TQ49lh45hnfkeS2bCb1JUBHEWkvIjVwDeFKToGxBrgQQEQ64ZK61a+X4eOP3bjUA0q2TjBeNWoEl13mRiIz4XL4sGujYg3kco/VgJUva0ldVQ8BPwHmAe/jWrkvF5HfiUisF+gvgCIReRt4CBihas2NymJdbnJXYaGrRbEjOFyee85NhtStm+9ITEmDBsHzz8MXX/iOJHdlta20qj6JawAX/9hv4/5fAfTKZkxhduiQ63Lz3HO+IzGJ9O4Ne/fCkiVuYgoTDsXFdjkrV9Wv7yZPmjgRbr3VdzS5yUaUC7Enn3SN4zqX7O1vckKVKq5HglUXhsemTfDss66ltclN1mW0bJbUQ8wayOW+ESPcePy7d/uOxCRj0iS48kpo0MB3JKY0PXq4MeEXLfIdSW6ypB5S69fDyy/DNdf4jsSUpXlzOO88ePhh35GY8qi6EqA1kMtt1mW0bJbUQ2r8eLjuOutyEwY2J3Q4vPSSSxi9rFVPzhs2zI0Fv32770hyjyX1EPr6a+tyEyaXXgrr1sG77/qOxJQlVkqXRMNkmZxyzDHQt691GU3EknoIzZ8PDRtal5uwqFbNjcs/dqzvSExpduyAWbPghht8R2KSZV1GE7OkHkKxLjdWogiP0aNdqWL/ft+RmEQefBAuuQRs1OnwOP981wB16VLfkeQWS+ohs2ULzJtnXW7Cpl076NoVHn/cdyQmEWsgFz7WZTQxS+ohM2mSGxK2YUPfkZiKsgZzuWnZMjdG/0UX+Y7EVJR1Gf0uS+ohYl1uwq1/f3jvPVi1ynckJl5xsSvxVbGzYei0aAHnnAPTp/uOJHfYYRwiixe7lu9nn+07EpOKmjVdQyxrMJc79uxxYwiMHOk7EpMqqwE7kiX1ELEuN+E3erQbr//gQd+RGHBVtz17QqtWviMxqerTB9ascbVgxpJ6aHz5JcycaV1uwq5TJ+jQwY3bb/yzy1nhF+syag3mHEvqIfHQQ64hT9OmviMxlWXVhblhxQr4+GO4/HLfkZjKGj0apkyxLqNgST00rEQRHQMHuvYR69b5jiS/jR3rWk9Xr+47ElNZ7du7LqMzZ/qOxL8KJXURKRCR60SkTnC/johkdU72fPTmm65/+sUX+47EpEOdOjBokBu/3/jx1VcwebIr4ZlosBowJ6mkLiLNROQ14HXgQaBZsOi/gb9kKDYTKC6GUaOsy02UFBa6kuLXX/uOJD/NmgUnnwzHHec7EpMuAwa4+RU+/th3JH4lmybuAzYCxwB74x5/BLgk3UGZb+3dC9OmWZebqOnWDRo1guee8x1Jfhozxi5nRU3Nmm72tnzvMppsUr8Q+E9VLTnR3cdAm/SGZOI9+ij06AGtW/uOxKRbUZG12PXh00/dJa2rrvIdiUm3WJfRQ4d8R+JPskm9NnAgweNNAGtvmEFWooiu66+HZ56BzZt9R5Jfxo2DIUOgVi3fkZh069zZNZqbO9d3JP4km9QXASPi7quIVAV+BcxPd1DGWbnSDSnar5/vSEwmNGgAV17pxvM32XHokGugaD+Uoyvfa8CSTeq3AkUi8ixQE9c4bgXQC/iPDMWW98aOheHDrctNlBUWuhOQzQmdHU8/7UaPO+UU35GYTLnmGnj5ZVi/3nckfiSV1FV1BXAKsBh4BqiFayTXVVXzvK1hZhw44Epw1uUm2nr1cn9fftlvHPlizBhXkjPRVacOXHdd/nYZTbqTlKpuVNU7VLWfql6mqr9W1c8zGVw+mz3bXR/q2NF3JCaTRL4trZvM2rABFi1yJ3wTbfncZbTUgWNE5NxkV6Kqi9ITjomxEkX+uOEG9+Ntxw5o2NB3NNE1YYIbza9uXd+RmEw7/XQ4+miYPz//Bu0qazS4hYACsTnBYlf9St4HqJresPLb6tWwbJkbIMNEX5MmcMklbnz/H/7QdzTR9PXXruT20EO+IzHZEqsBy7ekXlb1exOgafC3H/ABcANwXHC7AVgJ9M9wjHln3DjX3cm63OQPq4LPrIUL3bXWM87wHYnJluuvh3nz8q/LaKlJXVW3xm7A3cDPVHWqqn4S3KYCtwC/T3ZjItJHRD4QkVUiclspz7lWRFaIyHIRebCibyjsDh92Sd263OSXiy6CrVvhjTd8RxJNsctZIuU/10RDw4Zu6NjJk31Hkl3JNpTrDCSaU2o9cGIyKwj6td8P9A3WN1hEOpd4TkdcF7leqnoS7kdDXpk3D1q2hJ/NjoYAAB/DSURBVFNP9R2JyaYqVVxPByutp9/WrfDUU27AGZNf8rHLaLJJfTlwh4jUjj0Q/P/bYFkyugOrglL+AWAaMKDEc4qA+2PD0arqpiTXHRnWQC5/jRzpxvnfs8d3JNEyebIbwKlRI9+RmGw7+2zXnmLxYt+RZE+ySf2HwPnAehFZKCILcSX3C4JlyWgJrI27vy54LN7xwPEi8rKIvCoifRKtSERuFJGlIrJ0c4QumGzc6K79WZeb/NSqFfTs6cb7N+mh6kpqdjkrP+Vjl9FkB59ZArQHbgPeAN4M/m8fLEtGoqtZJStFqgEdgd7AYKBYRL7TyUdVH1DVAlUtaNKkSZKbz32xLjf16vmOxPhSWGhzQqfTq6+6udPPO893JMaXG26AmTPhyy99R5IdFRl8Zm+QTH+uqv+mqmNUtSIVheuA+LnGWgEbEjxnlqoeVNVPcS3u82L4FStRGIDLL3fzQb//vu9IoiH2nbIGcvmraVPXEDVfujMmldRF5KqybkluawnQUUTai0gNYBAwu8RzZuKq+RGRxrjq+E+SXH+oLVwItWtD9+6+IzE+Va8OI0bYnNDpsHMnPPaYmz/B5Ld8qgEra/CZeKVd5YtVn5c7+IyqHhKRnwDzguePU9XlIvI7YKmqzg6WXSIiK4DDwC+DLnWRV1xsXW6MM3q0u7Z+zz1Qs6bvaMJr2jQ4/3w49ljfkRjfLr4YfvAD12W0Wzff0WRWstfUq8TfgBrAmcCLQEWGk31SVY9X1Q6qek/w2G+DhI46P1fVzqp6iqpOq/hbCp9t29z8v0OH+o7E5ILjjoOTT3bj/5vU2eUsE1OlCowalR81YElfU4+nqoeCBnK3A/+X3pDyz5Qp7lqqdbkxMUVF+VNdmAlvvw2ffw6XXuo7EpMrYl1G9+71HUlmpZTU4+wAOqQjkHyl6k7eVqIw8b7/fVdV+OmnviMJp+JiVzKrarNSmEDr1tCjR/S7jCbbUK5bidvpItIP+Beue5tJ0euvw/790Lu370hMLqlVy42ANm6c70jCZ98+ePBBl9SNiZcPNWDJltSX4lqvL437fzauwZuNf1YJxcWuYZQ1kDMlFRbC+PFw6JDvSMJlxgw3cUvbtr4jMbnm8sth1SpYudJ3JJmTbFJvD3wv+NseaAscpao9VTXCuyezdu1yVUHW5cYkcsopbpS5efN8RxIu1kDOlKZ6dXe+jfIIc8km9bbAelX9LLitVdX9IlJNRJJu/W6O9PDDrtq9eXPfkZhclQ/Vhen04Ydu4J7+NiG0KcXo0TBpEhw44DuSzEg2qS8AErXNbhAsMymwEoUpz3XXwQsvuJbcpnxjx7phQWvU8B2JyVUdO8JJJ0W3y2iySV347jjtAMcANqdUCt59F9avhz4Jp6wxxqlbF665xs0LYMp24ABMnGg/lE35olwDVuaIciIS+y2jwBQR+SpucVXgZCCPJrVLn+Ji12/SutyY8hQWwvXXw69+5QbRMInNmQPHHw8nnOA7EpPrrroKfvpTWL0a2rXzHU16lXeK2BrcBNged38rbvKVfwI2DloF7d8PU6dalxuTnDPOgKOOctXwpnR2OcskK8pdRsssqavqSAARWQ3cW8FZ2UwpHnsMTj89er8QTWaIfFtdeP75vqPJTWvWwGuvRX9gEZM+o0fDZZfBHXdEq8Y02bHf77KEnj42gpypqCFD4MknYWteTG9UcePHw6BBrkbDmGSceiq0bAlPP+07kvQqNamLyDsicnTw/7vB/YS37IUbfh99BMuXw4ABviMxYdKoEfTr5+YJMEc6fNi1ei+yYbBMBRUVRa/PelnV7zOAWMM4q9RKk3HjrMuNSU1hIdx8s2vgYyMQfuvZZ6FpU+jSxXckJmyuuw5++UvYuDE6U/SWmtRV9a5E/5vUHTzouiYtsJ79JgXnnecaWb72mpuYwjh2Ocukql49GDjQnZdvu813NOlhHWSyaO5cN1f2iSf6jsSEkYhLXlGrLqyML76A+fNdlz9jUhH7TmmikVhCqNSSuoi8S+IBZ75DVU9NW0QRZiUKU1nDh0OnTnDffa6Uke8mTXLT1Nav7zsSE1bdu0Pt2rBwYTR6l5R1Td2uo6fR2rXwyivwyCO+IzFhduyx7sQzbZo1DFN1Jazx431HYsIs1mW0uDjiSd2uo6eXdbkx6VJYCHfdZUn9xRdd/+KzzvIdiQm7oUPht7+FbdtcT5Mwq9A1dRHpICL9gluHTAUVNdblxqTTpZfChg3wTp53Jh0zxn2nrCeAqaxGjdxc61HoMppUUheRY0RkJvARMDO4fSgis0TkmEwGGAXz50PjxtC1q+9ITBRUreqGGM7nBnPbt8MTT8CwYb4jMVFRWOh+KIa9wVyyJfVi4DjgHKBWcDsXaA9EdK6b9ImVKIxJl1Gj4MEHYd8+35H4MXWqq7Fo3Nh3JCYqevd2XUZff913JJWTbFK/FChS1ZdV9VBwexn4QbDMlGLTJjc4xuDBviMxUdK2LRQUuHkE8o2q/VA26SfixoMPew1Yskl9M4nnTd+Lm7HNlGLSJLjySmjQwHckJmrytc/6smWwaxdccIHvSEzUDB/uJgXatct3JKlLNqn/DvgfEWkZeyD4/y/BMpNArMuNlShMJvTvDytWuPkE8smYMa5EZXPLm3Rr3txVwz/8sO9IUpfs1+IW4AxgtYisDqZiXQ2cCfzUJndJ7KWX3ImnZ0/fkZgoqlHDzSMwdqzvSLJn926YPh1GjPAdiYmqWIO5sCpzPvU4NhBNCoqL3QFiXW5MphQWujHh774bqlf3HU3mTZ8O55zjpsw0JhP69IGbbnJdRk8N4VipSSX1dA1EIyJ9gL8CVYFiVf1jKc8bCDwCnKGqS9Ox7WzbsQNmzYJ77/UdiYmyE06A44+HOXPccKlRV1wcnYk3TG6qWhVGjnQ1YH/9q+9oKq7CV6VEpJaIHBV/S/J1VYH7gb5AZ2CwiHRO8Lx6wE+B1yoaWy558EHX5aZJE9+RmKgLe3VhspYvh9Wr4bLLfEdiom7UKNdtcv9+35FUXLKDz7QNBprZiWsFv6vELRndgVWq+omqHgCmAQMSPO9u4E9ACHfnt2JV78Zk2sCBbjrWtWt9R5JZxcWuBFUt2YuGxqSoXTs4/fRwdhlNtqQ+BWgB3AxcDlxW4paMlkD8aWdd8Ng3RKQr0FpV55S1IhG5UUSWisjSzZs3J7n57Fm2zI14deGFviMx+eCoo9y8AlGe2OSrr9wQnqNG+Y7E5Iuw1oAlm9S7Ajeo6kRVfVpV58XfklxHouZi3wzIJyJVgPuAX5S3IlV9QFULVLWgSQ7WbxcXW5cbk11FRe4a4OHDviPJjMcfh9NOgw4244TJkgED3CWfsHUZTTbtvA1UNnuuA1rH3W8FbIi7Xw84GVgYdJnrAcwWkYJKbjer9uxxfRyty43Jpi5dXPuN557zHUlm2OUsk21h7TKabFK/EbhDRAYEM7W1ib8luY4lQEcRaS8iNYBBwOzYQlX9UlUbq2o7VW0HvAr0D1vr90cegV69oFUr35GYfFNUFM7qwvJ8/DG8/XZ+tO43uaWwECZOhIMHfUeSvGSTehWgKfA48CHwaXBbHfwtl6oeAn4CzAPeB6ar6nIR+Z2I9K9g3DnLShTGl8GDXUl90ybfkaTXuHFuvuuaNX1HYvLNiSfCccfB3Lm+I0meaBLzzInIG8AO3LCwXxB3LRxAVZdlJLokFBQU6NKluVGYX7ECLroI1qyxFrrGj5EjoXNn+OUvfUeSHocOQZs2blKkk07yHY3JR5MmuUuquZTYRWSZqia8NJ1sSf1E4CZVnauqS1V1WfwtfaGG29ix7lq6JXTjS1GRqy0K+5zQMU8+6boXWUI3vgwcCK+8Ep4uo8km9ddxc6ebUnz1FUye7Fq9G+PLWWe5EbFeesl3JOlhl7OMb2HrMppsUv8Hbpa2QhE5U0S6xd8yGWBYzJoFp5xiXW6MXyLRaTC3fj28+CJce63vSEy+C1OX0WQrih8K/j6QYJnixnLPa2PGWInC5IZhw+Cuu9z8Aw0b+o4mdRMmuIRet67vSEy+69oVGjd2DVEvvdR3NGVLtqTevpRbB+AHmQktPD79FN56y7rcmNzQuLGbaWrqVN+RpO7rr13JqKjIdyTGOLH2KrkuqaSuqp/F34BDwDBgPvCvTAYYBuPGwZAhUKuW70iMcWJDXIa1wdzzz0P9+m78bWNyQVi6jCY9kKmIVBWR74vIXFz/9O8D/wSOy1BsoXDokGtAYVXvJpdccAHs3AlvvOE7ktTEGshJosGljfGgQQO48krXxS2XlZvUReQEEfkzbkjXvwBvBouGqeqfVDWpwWei6umnoXVrOPlk35EY860qVVxPjDA2mNuyxX2vhgzxHYkxRyoszP0uo2UmdRF5ETdca0PgWlX9nqr+OiuRhYQ1kDO5asQImD7dzUcQJpMnwxVXwNFH+47EmCP17Ol+MOdyl9HySupnAZOAv6rqC1mIJ1Q2bIBFi+C663xHYsx3tWwJZ5/tEntYqLofytZAzuQikW9L67mqvKRegOv29qKIvCki/yYix2YhrlCYMAGuuca63JjclesnoJJeecW1UznnHN+RGJPYsGFuXJIdO3xHkliZSV1V31LVHwPNgf8GBgBrg9ddLiJ5W0FmXW5MGFx2metyuXy570iSE7ucZQ3kTK5q0sT1VX/wQd+RJJZsl7b9qjpZVXsDnYA/A/8GbBSRpzIYX85auNCV0AtCNdu7yTfVqrlJXsIwJ/SXX8Ljj8Pw4b4jMaZsuVwDlnSXthhVXaWqtwGtgWuBA2mPKgRi1/2sRGFy3ahRrvHZV1/5jqRs06bBhRdCs2a+IzGmbBdeCNu3w7IcnM6swkk9RlUPq+osVR2QzoDCYOtWeOop63JjwqFDBzjtNJg503ckZbMGciYsYl1Gc7G0nnJSz2eTJ0O/ftblxoRHLlcXArz5JmzeDBdf7DsSY5IzYoSbZz3XuoxaUq8gVXdytBKFCZPvf9/NT/DJJ74jSay42F0mqJr3U0OZsGjVCnr1gkce8R3JkSypV9Brr8GBA3Duub4jMSZ5NWvC0KFunoJcs3cvPPSQa9BnTJjkYg2YJfUKsi43JqwKC908BYcO+Y7kSI8+CmeeCW3a+I7EmIq5/HJX+7Vihe9IvmVJvQJ27oTHHrMuNyacTjoJ2rZ1jTxziV3OMmFVrZq7tp5LXUYtqVfAtGlu9ivrcmPCKteqCz/4AD780DU8NSaMRo/OrS6jltQrIDYdpDFhde218OKLbt6CXFBc7Gq+atTwHYkxqenQAU45xQ0dmwssqSfp7bdh40a45BLfkRiTurp13XwFEyb4jsQ1OJ00yZV0jAmzwsLcmebYknqSrMuNiYqiInc8f/213zhmz4ZOneD44/3GYUxlxbqMfvqp70gsqSdl3z7rcmOi4/TToX59WLDAbxx2OctERa1aboTRXOgyakk9CTNmwBlnuJbDxoRdbE5on9WFq1fDkiVw9dX+YjAmnXKly6gl9SRYicJEzZAh8PTTsGWLn+2PHw/XXw+1a/vZvjHpdvLJ0Lq1+175lNWkLiJ9ROQDEVklIrclWP5zEVkhIu+IyHwR8V42/vBDWLkSrrjCdyTGpM/RR7tjesqU7G/78GFXTWk/lE3UFBX5bzCXtaQuIlWB+4G+QGdgsIh0LvG0N4ECVT0VeBT4U7biK83YsXDDDdblxkRP7ASkmt3tzpsHzZu7meOMiZJrr4VFi/x2Gc1mSb07sEpVP1HVA8A04IhpW1V1garuDe6+CrTKYnzfceAATJxoXW5MNJ1zjrv+9+qr2d2uXc4yUZULXUazmdRbAmvj7q8LHivNaCDhgJYicqOILBWRpZs3b05jiEeaMwdOOMHdjIkaHw3mNm50re4HD87eNo3JpqIiV8Prq8toNpN6oilQElb8ichQoAD4c6LlqvqAqhaoakGTJk3SGOKRrERhou6GG9x8Bjt3Zmd7EyfCVVdBvXrZ2Z4x2VZQ4ErsCxf62X42k/o6oHXc/VbAd648iMhFwH8C/VXV22i6a9a4aVYHDvQVgTGZ16wZXHihG4ch01Tth7KJPhG/DeaymdSXAB1FpL2I1AAGAbPjnyAiXYF/4RL6pizG9h3jx7sqQutyY6IuNsJcpr3wgpvXvUePzG/LGJ+GDHGzIW7dmv1tZy2pq+oh4CfAPOB9YLqqLheR34lI/+BpfwbqAo+IyFsiMruU1WXU4cPumoiVKEw+uPhi2LTJDXOZSbFSuiS6EGdMhBx9tJt5cPLk7G9bNNv9WdKsoKBAly5dmtZ1Pv00/OY3bsQrY/LBXXfB5s3w979nZv3btsH3vgcffwzHHJOZbRiTS154AX78Y3j33fT/kBWRZapakGiZjSiXwJgxVko3+WXkSHddfd++zKx/6lTo29cSuskf557rukVnu8uoJfUSvvgC5s+3Ljcmv7RpA2eeCY8+mv51q7ofykVF6V+3Mbkq1mU0G+1V4llSL2HSJNflpn5935EYk12ZOgEtWQJ79kDv3ulftzG5bPjw7HYZBUvqR4h1ubEShclH/frBBx+4WzqNGeNGZaxiZxuTZ5o1gwsugGnTsrdN+5rFefFFqFbNutyY/FSjhitZjB2bvnXu2uWq9EeMSN86jQmTbFfBW1KPE2sgZ11uTL4aPdpdgjpwID3rmz7dNRhq0SI96zMmbC65xA2P/Pbb2dmeJfXA9u3wxBMwbJjvSIzx5/jj4cQT3XchHayBnMl3VavCqFHZK61bUg9MnQp9+kDjxr4jMcavdFUXvvsurF3rvlfG5LORI+HBBzPXZTSeJXWsy40x8a6+Gl5/HT77rHLrKS52J7Nq1dITlzFh1bYtdO8OM2ZkfluW1IFly1yDnvPP9x2JMf7Vrg3XX+/mP0jV/v2u9mv06PTFZUyYZavBnCV1vm0gZ11ujHEKC2HcODcPQioefxy6doX27dMblzFhdcUVsHIlfPhhZreT92ls927XQte63BjzrdNOg2OPhWeeSe31djnLmCPVqAE33JDeLqOJ5H1Snz4dzjnHutwYU1Kq1YWrVsF778GAAemPyZgwGz0aJk5MX5fRRPI+qdsIcsYkNngwPP+8mw+hIsaOdV1Da9bMTFzGhNUJJ7jbnDmZ20ZeJ/Xly10L3759fUdiTO6pV8/NgzBxYvKvOXgQJkywBnLGlKaw0F2eypS8TurW5caYssWq4FWTe/7cuW7e9M6dMxuXMWE1cKDrMrpmTWbWn7dJ/auvYMoUN9KPMSaxHj1cA59Fi5J7vl3OMqZstWu7S1uV6TJalrxN6o8/Dl26uFKFMSaxiswJvW4dLF4M11yT+biMCbOiItf2JNUuo2XJ26ReXOxOVsaYsg0b5saC37697OeNHw/XXQd16mQnLmPC6rTT3LSszz6b/nXnZVL/+GM3Y86VV/qOxJjcd8wxrjHp1KmlP+frr13Jw34oG5OcTDWYy8ukPm6cdbkxpiKKitwJqLQGc889B40awemnZzcuY8Jq8GCYP7/iXUbLk3dJ/dAhV01oJQpjkte7txt9cenSxMvtcpYxFVO/fsW7jCYj75L6k0+68aity40xyatSxfU9T1RduHmzG072+uuzH5cxYVZUVLEuo8nIu6RuJQpjUjNiBDzyiCuxx5s0yQ0J27Chl7CMCa0ePaB6dXjxxfStM6+S+vr18NJLcO21viMxJnxatIBzz3XzJcSo2g9lY1Il8m17lXTJq6Q+YYJL6NblxpjUlDwBvfyyS+xnn+0vJmPCbOjQ5LqMJitvkrp1uTGm8vr0gbVr3Sxs8G0pXcRvXMaEVePG7ntVVpfRisibpP7889CggXW5MaYyqlVz8yUUF8OOHTBzppsj2hiTuvK6jFZEVpO6iPQRkQ9EZJWI3JZgeU0ReThY/pqItEvXtseMsRKFMekwapSbN2H8eLj4Ymja1HdExoTb+efDrl2ldxmtiKwldRGpCtwP9AU6A4NFpGTHstHAdlU9DrgP+K90bHvLFpg3D4YMScfajMlv7dtD165w++12OcuYdKhSJfk5FspdV+VXkbTuwCpV/URVDwDTgAElnjMAiHXFfxS4UKTyZevJk6F/f+tyY0y6/OAH0Ly5K6kbYyov1mV0z57KrSebM4m3BNbG3V8HnFnac1T1kIh8CRwDbIl/kojcCNwI0KZNm3I3PHq0q9owxqTHwIFw6aWuhGGMqbwWLdwsh0cdVbn1ZPMrmajEXbJZQDLPQVUfUNUCVS1o0qRJuRuuXx9atkwuSGNMcurV8x2BMdFy4omVb/eVzaS+Dmgdd78VsKG054hINaABsC0r0RljjDEhl82kvgToKCLtRaQGMAiYXeI5s4Hhwf8DgedV0zkqrjHGGBNdWbumHlwj/wkwD6gKjFPV5SLyO2Cpqs4GxgKTRWQVroQ+KFvxGWOMMWGXzYZyqOqTwJMlHvtt3P/7gWuyGZMxxhgTFdZ21RhjjIkIS+rGGGNMRFhSN8YYYyLCkroxxhgTEZbUjTHGmIiwpG6MMcZEhCV1Y4wxJiIsqRtjjDERYUndGGOMiQhL6sYYY0xEWFI3xhhjIsKSujHGGBMREvaZTUVkM/BZEk9tDGzJcDhhZfumdLZvSmf7pnS2b0pn+6ZsyeyftqraJNGC0Cf1ZInIUlUt8B1HLrJ9UzrbN6WzfVM62zels31TtsruH6t+N8YYYyLCkroxxhgTEfmU1B/wHUAOs31TOts3pbN9UzrbN6WzfVO2Su2fvLmmbowxxkRdPpXUjTHGmEizpG6MMcZERF4kdRHpIyIfiMgqEbnNdzy5QkTGicgmEXnPdyy5RkRai8gCEXlfRJaLyM98x5QrRKSWiLwuIm8H++Yu3zHlGhGpKiJvisgc37HkEhFZLSLvishbIrLUdzy5REQaisijIrIyOO+cldJ6on5NXUSqAh8CFwPrgCXAYFVd4TWwHCAi5wK7gUmqerLveHKJiDQHmqvqGyJSD1gGXGnHDYiIAHVUdbeIVAdeAn6mqq96Di1niMjPgQKgvqr28x1PrhCR1UCBqtrgMyWIyETgRVUtFpEawFGquqOi68mHknp3YJWqfqKqB4BpwADPMeUEVV0EbPMdRy5S1c9V9Y3g/13A+0BLv1HlBnV2B3erB7dolw4qQERaAZcDxb5jMeEgIvWBc4GxAKp6IJWEDvmR1FsCa+Pur8NOzqYCRKQd0BV4zW8kuSOoXn4L2AQ8q6q2b771P8CtwNe+A8lBCjwjIstE5EbfweSQ7wGbgfHBZZtiEamTyoryIalLgsesVGGSIiJ1gRnALaq603c8uUJVD6tqF6AV0F1E7PINICL9gE2qusx3LDmql6p2A/oCPw4uARqoBnQD/qGqXYE9QErtv/Ihqa8DWsfdbwVs8BSLCZHgevEMYKqqPuY7nlwUVBEuBPp4DiVX9AL6B9eOpwEXiMgUvyHlDlXdEPzdBDyOuzxqXJ5aF1fj9SguyVdYPiT1JUBHEWkfND4YBMz2HJPJcUFjsLHA+6r6377jySUi0kREGgb/1wYuAlb6jSo3qOp/qGorVW2HO9c8r6pDPYeVE0SkTtDolKBq+RLAet4AqroRWCsiJwQPXQik1Ci3WtqiylGqekhEfgLMA6oC41R1ueewcoKIPAT0BhqLyDrgDlUd6zeqnNELGAa8G1w7BrhdVZ/0GFOuaA5MDHqWVAGmq6p13TLlaQY87n4vUw14UFWf9htSTrkZmBoUPj8BRqayksh3aTPGGGPyRT5UvxtjjDF5wZK6McYYExGW1I0xxpiIsKRujDHGRIQldWOMMSYiLKkbY4wxEWFJ3ZiIEpEJIqLB7WAwze4CEflxMFpeRdbVO1hP4zTHWEVEdorI8cH9j2zoUGNSZ0ndmGh7DjdYTDvcCF5PAHcBL6Y6YUSanQx8paofikhToA1uFEhjTAosqRsTbV+p6kZVXa+qbwVD3vbGjSt9a+xJIjJURJaIyK6gRP+IiLQMlrUDFgRP3RyU2CcEy/qIyIsisl1EtonIPBHpVIH4egIvB/+fA7ypqvsq8X6NyWs2opwxERUk3saq2i/BstnA91T15OD+KGAjbgz3xsB/AVVV9dxgONgBuMltTgK2AftU9UsRuTpY5TtAbeDXuB8MnVX1QBmxxeaKroWbSXEfUBM3lPNe4KVEcRtjyhb5sd+NMQmtwE3EAoCqjotb9omI/BB4X0Raqeo6EdkWLNukqlviXjcjfqUiMhLYiZt966Uytt8Fl8yXAdfjfkw8A9wJLAb2p/i+jMlrVv1uTH4S4JtqOhHpJiKzROQzEdkFLA0WtSlzJSIdRORBEflYRHYCX+DOK2W+TlVXA02AvcGkHgeBFsAMVV0dzFpljKkgK6kbk58642aCik2DOQ/XqG4YsAlXBf8iUKOc9TwBrAd+EPw9hKsFKPV1IvIU7vp5NaCaiOzGVbvXBLaKCKpaN+V3Zkwes6RuTJ4RkZOBPsDvg4dOxCXx21X10+A5V5V4Wez6eNW49RwDdAJ+rKoLgse6Uf55pRB3/X0i8BgwC7gXVwVfnNq7MsaAJXVjoq6miByLqxJvAlwI3I67ln1v8Jw1wFfAT0TkflyivrvEej7DVddfLiJP4Bq2bQe2AEUishZoCfwZV1ovlaquF5FqwKnAUFX9VEROBf5LVVdV9g0bk8/smrox0XYR8Dkucc8H+uP6qZ+rqnsAVHUzMBy4Eld1fgfw8/iVqOr64PF7cNfN/66qXwPX4ZLze8D9wG9wPxDKUwDsCBJ6K6AZ317HN8akyLq0GWOMMRFhJXVjjDEmIiypG2OMMRFhSd0YY4yJCEvqxhhjTERYUjfGGGMiwpK6McYYExGW1I0xxpiIsKRujDHGRMT/B3V91EVtvOR+AAAAAElFTkSuQmCC\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ " >>> from detecta import detect_peaks\n", " >>> 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 3364 peaks\n", "\n", "Performance (without the minimum peak distance parameter):\n", "detect_peaks(x)\n", "97 µs ± 1.6 µs 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", "8.97 ms ± 155 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 }